diff --git a/satechsalaries/data/Salaries_South_Africa_Cleaned.xlsx b/satechsalaries/data/Salaries_South_Africa_Cleaned.xlsx
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index 0000000..9831d3d
Binary files /dev/null and b/satechsalaries/data/Salaries_South_Africa_Cleaned.xlsx differ
diff --git a/satechsalaries/notebooks/2016_04_03_salary_exploration.ipynb b/satechsalaries/notebooks/2016_04_03_salary_exploration.ipynb
new file mode 100644
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--- /dev/null
+++ b/satechsalaries/notebooks/2016_04_03_salary_exploration.ipynb
@@ -0,0 +1,929 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
+      "  warnings.warn(self.msg_depr % (key, alt_key))\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from scipy import stats\n",
+    "import seaborn as sb"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Populating the interactive namespace from numpy and matplotlib\n"
+     ]
+    }
+   ],
+   "source": [
+    "%pylab inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "plt.style.use('fivethirtyeight')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "df = pd.read_excel('../data/Salaries_South_Africa_Cleaned.xlsx',delimiter='\\t')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index([u'Timestamp', u'Employer', u'Location', u'Job_Title',\n",
+       "       u'Years_at_Employer', u'Years_of_Experience',\n",
+       "       u'Annual_Base_Salary_in_Rands', u'Signing_Bonus', u'Annual_Bonus',\n",
+       "       u'Gender', u'Size_of_Company', u'Highest_Qualificaiton'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "nu_df = df[['Annual_Base_Salary_in_Rands','Years_at_Employer']].dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Annual_Base_Salary_in_Rands</th>\n",
+       "      <th>Years_at_Employer</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>380000.0</td>\n",
+       "      <td>2.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>216000.0</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>174000.0</td>\n",
+       "      <td>2.0</td>\n",
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+       "      <th>4</th>\n",
+       "      <td>126000.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>126000.0</td>\n",
+       "      <td>1.5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Annual_Base_Salary_in_Rands  Years_at_Employer\n",
+       "0                     380000.0                2.5\n",
+       "1                     216000.0                2.0\n",
+       "2                     174000.0                2.0\n",
+       "4                     126000.0                0.0\n",
+       "5                     126000.0                1.5"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nu_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True, False,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True,  True,  True,  True,  True,  True,  True,  True,  True,\n",
+       "        True, False,  True,  True,  True,  True,  True,  True,  True,\n",
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+       "        True,  True,  True,  True, False,  True,  True,  True], dtype=bool)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(np.abs(stats.zscore(nu_df.Annual_Base_Salary_in_Rands)) < 1.96)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "clean_nu_df = nu_df[(np.abs(stats.zscore(nu_df.Annual_Base_Salary_in_Rands)) < 1.96)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
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+       "  <thead>\n",
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+       "    </tr>\n",
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+       "  </tbody>\n",
+       "</table>\n",
+       "<p>154 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Annual_Base_Salary_in_Rands  Years_at_Employer\n",
+       "0                       380000.0                2.5\n",
+       "1                       216000.0                2.0\n",
+       "2                       174000.0                2.0\n",
+       "4                       126000.0                0.0\n",
+       "5                       126000.0                1.5\n",
+       "6                      1080000.0                1.0\n",
+       "7                       122000.0                2.0\n",
+       "8                       480000.0                1.0\n",
+       "9                       160000.0                2.0\n",
+       "10                      100000.0                1.0\n",
+       "12                      660000.0               10.0\n",
+       "13                      420000.0                2.0\n",
+       "14                      870000.0                2.0\n",
+       "15                      156000.0                6.0\n",
+       "16                      522315.0                2.5\n",
+       "17                      650000.0                4.0\n",
+       "18                       17850.0                5.0\n",
+       "19                      223200.0                3.0\n",
+       "20                       70000.0                5.0\n",
+       "21                      624000.0                8.0\n",
+       "22                      110000.0                1.5\n",
+       "23                      360000.0                4.0\n",
+       "24                     1000000.0                2.0\n",
+       "25                       36900.0                2.0\n",
+       "26                      300000.0                1.0\n",
+       "27                      600000.0                1.0\n",
+       "28                      264000.0                0.0\n",
+       "29                      480000.0                1.0\n",
+       "30                      120000.0                1.0\n",
+       "31                      640000.0                6.0\n",
+       "..                           ...                ...\n",
+       "134                     720000.0                2.0\n",
+       "135                     720000.0                2.0\n",
+       "136                     150000.0                2.0\n",
+       "137                     360000.0                3.0\n",
+       "138                     600000.0                1.0\n",
+       "139                     468000.0                4.0\n",
+       "140                      23000.0                2.0\n",
+       "141                     280000.0                2.0\n",
+       "142                     110000.0                1.0\n",
+       "143                     620000.0                3.0\n",
+       "144                      40000.0                3.0\n",
+       "145                      40000.0                3.0\n",
+       "146                    1000000.0                5.0\n",
+       "147                    1100000.0                1.0\n",
+       "148                    1080000.0                4.0\n",
+       "149                     750000.0                3.0\n",
+       "150                       6700.0                2.0\n",
+       "151                     625000.0               12.0\n",
+       "152                     350000.0                1.0\n",
+       "153                     300000.0                2.0\n",
+       "154                     480000.0                5.0\n",
+       "155                     480000.0                3.0\n",
+       "156                      27000.0                4.0\n",
+       "157                     324000.0                4.0\n",
+       "158                     512000.0                3.0\n",
+       "159                     320000.0                1.0\n",
+       "160                     600000.0                1.5\n",
+       "162                     280000.0                1.0\n",
+       "163                     280000.0                1.0\n",
+       "164                     800000.0               10.0\n",
+       "\n",
+       "[154 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clean_nu_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "sal = clean_nu_df['Annual_Base_Salary_in_Rands']\n",
+    "exp = clean_nu_df['Years_at_Employer']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "x = exp.dropna().values\n",
+    "y = sal.dropna().values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "m, b = np.polyfit(x, y, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/matplotlib/axes/_axes.py:519: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
+      "  warnings.warn(\"No labelled objects found. \"\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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HA4GA8vPzNXz48JO+Nj8/Xzk5Oerq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\nQ2tI/2gNAQAAAJKLsAMYoGzfakprSGLR1pA9+fnclQMAAAAsRtgBDFB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/jss8+0ytja2mJra6tsq2LFijRq1ChP3IsWLeLx48eFJqiEEEKId5kkO4QQQogSxtzcnPDwcCWB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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11b84ddd0>"
+      ]
+     },
+     "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",
+    "\n",
+    "ax.scatter(exp.values,sal.values)\n",
+    "ax.set_xlim([0,15])\n",
+    "plt.plot(x, m*x + b, color='r')\n",
+    "\n",
+    "ax.set_title(\"SA Tech Industry: Years of Experience vs. Salary (Prelim Analysis)\")\n",
+    "ax.set_ylabel(\"Annual Salary\")\n",
+    "ax.set_xlabel(\"Years of Experience\")\n",
+    "\n",
+    "plt.legend(loc=\"upper left\")\n",
+    "plt.text(0.85, -0.125,'(Data Source: SA Tech Salary Crowdwource Database - Vukosi Marivate || 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/prelim.png',bbox_inches='tight', dpi = 300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "gauss_x = np.linspace(min(clean_nu_df.Annual_Base_Salary_in_Rands.values), max(clean_nu_df.Annual_Base_Salary_in_Rands.values),100)\n",
+    "mean = np.mean(clean_nu_df.Annual_Base_Salary_in_Rands.values)\n",
+    "variance = np.var(clean_nu_df.Annual_Base_Salary_in_Rands.values)\n",
+    "sigma = np.sqrt(variance)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x124b4f2d0>]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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7elU8y2TBggXauHGjFi1apEWLFkmS7rrrLh1zzDFV81ECcED8Y8fK/9+LIP8o\ne8IJiixaJJshBIAk+f2Kzpun8DXXyPPf64RJknfxYgUHDFDs8ce5yxQAAKgy1rZt2+w9PwzAoVJo\nS71v5kwFd7pjRPaYY1T22muyGzY0Uwr7pdDem8hP1tatCl91VaXbbid691Z83DipwjdDfsR7E/mK\n9ybyFe9NYC8uoAoA+8vz0ksKDBniyLKHH15+RghDCIBdsA87TJEFC5TZ6XOEf/p0+e+/30wpAABQ\ncBhDABwU7qVLFSoullXhzk92MKjoc88pe+qpBpsByHd2/fqKLFqkbP36jjwwbpx8jz9uqBUAACgk\njCEAqpxrzRqFO3eWlUzmMtvtVvSJJ5Q591yDzQBUF3bDhoq8+KLsOnUceXDoUHmffdZQKwAAUCgY\nQwBUKeurrxTu0EHWjh2OPDZpktL7eLcnADVb9he/UOT552WHQo48eNNN8lS46wwAAMC+YgwBUGWs\n//xH4fbt5dq0yZHH7r5bqeuvN9QKQHWW+eUvFX3qKdkVbq1rpdMK3XijXB9+aLAZAACozhhDAFSN\nsjKFrr1W7k8/dcSJvn2VvPlmQ6UAFIL0pZcqNn26I7PKyhTu2FHW118bagUAAKozxhAABy6VUqhr\nV3lWrnTEyfbtFR87dpe3wgSAfZG65hrF7r3Xkbk2bVK4Y0e5t2831AoAAFRXjCEADkw2q+BNN8n7\nj3844vRFFyk2ZYrk4tMMgKqRHDBAiX79HJn74491ypAhUjxuqBUAAKiO+CoFwAEJ3H23fM8958gy\nTZooMm+e5PcbagWgUMXvvVfJdu0cWa0PPlCwb18pmzXUCgAAVDeMIQD2m2/6dPkffdSRZRo2VOSF\nF6TatQ21AlDQXC7FHn9c6RYtHLFv0SIFhg83VAoAAFQ3jCEA9ovn9dcVGDrUkWWPPFLRBQtkH3WU\noVYAaoRAQNE//1mZU091xP4pU+R77DFDpQAAQHXCGAJgn7lWrVKoRw9ZFU5Jt8NhRZ5/XtmTTjLY\nDEBNYR92WPnnnPr1HXlw2DB5Fy401AoAAFQXjCEA9olVUqLwH/4gKxrNZbbLpeicOco2a2awGYCa\nxj7hBEXmz1cmFHLkwT595H7nHUOtAABAdcAYAmDv7dih8LXXyvXdd444Pn680pdfbqgUgJos26SJ\nPhs/XrbHk8usZFLh66+Xa906g80AAEA+YwwBsHdSKYW6dZN77VpHnBgwQMlevQyVAgBpx3nnKTZp\nkiOztm/MVNnlAAAgAElEQVRXuEMHWZs2GWoFAADyGWMIgD2zbQVvu03eN95wxKk2bRQfPdpQKQD4\nP6nrrlN8p7vJuEpKFOrcWYrFDLUCAAD5ijEEwB75HnlEvrlzHVn6nHMUnT5dcvFpBEB+SNx6qxLd\nuzsyz7/+pWD//lKFCz4DAADwVQyAn+RduFDBu+92ZNkTTlD0mWeknS5aCABGWZbiDzyg1KWXOmLf\nwoXyjx1rqBQAAMhHjCEAdsu9fLmCffs6Mrt2bUXmz5d91FGGWgHAT/B4FJ0zR5nTTnPEgQcflPeZ\nZwyVAgAA+YYxBMAuub74QqHrr5eVSOQy2+NRZN48ZXf6IgMA8kqdOoo8+6yy9eo54uCgQXIvW2ao\nFAAAyCeMIQAqsbZuVahjR7k2b3bksUcfVeaiiwy1AoC9ZzdsqOjTT8v2+3OZlUopdMMNcn3+ucFm\nAAAgHzCGAHBKpRTq2lXuTz91xPHbb1fq+usNlQKAfZc57zzFHnvMkbm2bFGoUydp2zZDrQAAQD5g\nDAHwf2xbgTvukOettxxx8tprlfjTnwyVAoD9l+rQQfGhQx2Ze/16hW+8UUqlDLUCAACmMYYAyPHN\nmCH/7NmOLN2ihWKTJkmWZagVAByYxB13KNmxoyPzvPWWgrfeKtm2oVYAAMAkxhAAkiTPP/+pwE5n\nf2RPOEHRefOkCj9zDwDVjmUpNmmS0ued54h9Tz4p3+TJhkoBAACTGEMAyLV+vUJdu8rKZHKZXVSk\nyLPPyt7pbgwAUC0FAoo+/bSyJ57ojO+6S56//MVQKQAAYApjCFDDWVu3KvSHP8jasSOX2Zal6MyZ\nyjZubLAZAFQtu149RZ57Tnbt2rnMsm2FeveW68MPDTYDAACHGmMIUJOlUgp16yb3Z5854vioUUr/\n9reGSgHAwZM97TRF586V7XbnMisaVfj662X98IPBZgAA4FBiDAFqsMCf/iTPkiWOLHnddUoOHGio\nEQAcfOlLLlH8gQccmaukRKEbb5SSSUOtAADAocQYAtRQvpkz5Z8505Glzz9fsYkTuXMMgIKX7NFD\nieJiR+Z5910Fbr+dO8wAAFADMIYANZD7zTcVuOMOR5Y9/njuHAOgRomPHav0hRc6Mv8TT8g3a5ah\nRgAA4FBhDAFqGNennyq8851jwmFFnnlG9pFHGmwGAIeY16vo3LmV7zBzxx1y7/QjhAAAoLAwhgA1\nybZt5XeO2b49F9mWpeiMGcqecYbBYgBghn344eVjcFFRLrMyGYW6dZP15ZfmigEAgIOKMQSoKTIZ\nhXr1kvvTTx1x4q67lG7d2lApADAv27ixotOmOTLX1q0KX3+9VFpqqBUAADiYGEOAGsI/Zoy8f/+7\nI0t26qTE4MGGGgFA/khfdZXiw4c7MvfatQr16SNls4ZaAQCAg4UxBKgBvAsXKjBhgiNLN2+u2COP\ncOcYAPivxK23Kvn73zsy76uvyj92rKFGAADgYGEMAQqca80aBQcMcGTZ+vXL7xwTCBhqBQB5yLIU\nmzxZmSZNHHHgwQflXbjQUCkAAHAwMIYABczaskXhzp1lRaO5zPb5FJ03T/YxxxhsBgB5KhRS5Omn\nld3p7lrB/v3lWr3aUCkAAFDVGEOAQpVOK9Stm1xff+2IYw8+qMy55xoqBQD5zz7++PLR2OvNZVYs\nVj4u//CDwWYAAKCqMIYABSpw113yvPWWI0v06qXUjTcaagQA1Ufm/PMVe/hhR+YqKVGoWzcplTJT\nCgAAVBnGEKAAeZ99Vv4pUxxZukULxbkIIADstVSXLkr06ePIPO+8o8BddxlqBAAAqgpjCFBg3B98\noODNNzuy7HHHKTp3ruTzGWoFANVT/N57lW7Z0pH5p06V97nnDDUCAABVgTEEKCDW998rdMMNshKJ\nXGb7/Yo+9ZTso44y2AwAqimPR9EnnlC2QQNHHBw8mAuqAgBQjTGGAIUilVKoa1e5NmxwxLGJE5U5\n6yxDpQCg+rPr1Su/oKrfn8usWEzhLl1kbdlisBkAANhfjCFAgQjceac8777ryBL9+il13XWGGgFA\n4cicdVblC6p+/bWCPXpI6bShVgAAYH8xhgAFwDtvnvwzZjiy9K9/rfjo0YYaAUDhSXXurERxsSPz\nvvmmAnyuBQCg2mEMAao59wcfKHjbbY4se8IJis6ZI3k8hloBQGGK33uv0uef78j8jzwi78KFhhoB\nAID9wRgCVGPW5s0KdenivGBqMKjI00/LPuIIg80AoED5fIrOnavsMcc44uBNN8m1dq2hUgAAYF8x\nhgDVVSajYM+ecpWUOOLYpEnKnnmmoVIAUPjso49WdO5c2V5vLrMiEYU6d5a2bTPYDAAA7C3GEKCa\n8t97r7xvvunIEn37KtWhg5lCAFCDZH75S8UeeMCRub/4QqHevaVs1lArAACwtxhDgGrI85e/KLDT\nXQ3SLVpwwVQAOIRS3bop2bWrI/P+9a/y33efoUYAAGBvMYYA1Yzr008V6t/fkWWPPrr8gqkVTtkG\nABx8sfHjlW7e3JEFHnhAnldeMdQIAADsDcYQoDopK1Pohhtk7diRi2yPR9EnnpBdv77BYgBQQ/n9\nij75pLJHHeWIQ/36yfX554ZKAQCAPWEMAaoL21Zw0CC5161zxPExY5Rp0cJQKQCAfeyx5aN0hduZ\nWzt2KNSlixSNGmwGAAB2hzEEqCZ8U6bIt2CBI0t27Khknz6GGgEAfpS54ALF77nHkbk/+kjBP/5R\nsm1DrQAAwO4whgDVgPvttxW46y5HlmncWLGJEyXLMtQKAFBRsl8/Ja+5xpH5nn1WvieeMFMIAADs\nFmMIkOesjRsV6t5dViaTy+zatRV96ikpHDbYDADgYFmKPfqoMj//uSMO3HGH3CtXGioFAAB2hTEE\nyGfJpELdusn1ww+OODp9urInnWSoFABgt2rVUnTePNkVxmormVToxhtlbd5ssBgAAKiIMQTIY4Fh\nw+RZscKRxYcMUfq3vzXUCACwJ9lTT1Vs8mRH5iopUbC4WKpwlh8AADCHMQTIU94XX5R/xgxHlvrN\nb5QYOtRQIwDA3kpdc40S/fo5Mu8bb8h///2GGgEAgIoYQ4A85Pr4YwUHDXJk2RNOUGzGDMntNtQK\nALAv4vfco/T55zuywAMPyLN4saFGAADgR4whQJ5xRaPlP1seieQy2+9X5MknZR92mMFmAIB94vUq\nOmeOskcd5YhDvXvL+vJLM50AAIAkxhAgv9i2Thw7Vu6PP3bEsXHjlG3WzFApAMD+so85RtHZs2VX\nOKvP2r5d4RtvlGIxg80AAKjZGEOAPOKbPVtH7HT6dLJTJ6W6djXUCABwoDItWyp+992OzP3hhwoO\nGWKmEAAAYAwB8oV75UoF/vQnR5Zp3Fixhx+WLMtQKwBAVUjedJNSv/udI/M99ZS8Tz5pqBEAADUb\nYwiQB6wtW8qvE5JM5jK7Vi1F586VwmGDzQAAVcKyFH3sMWVOOcURB2+/Xa41awyVAgCg5mIMAUzL\nZhXs21eukhJHHJ00SdlGjQyVAgBUudq1FZ03T3YolIuseFyhbt2kHTvM9QIAoAZiDAEM8z/8sLx/\n/asjS/Ttq3S7doYaAQAOluzpp5f/+GMF7s8+U2jgQMm2DbUCAKDmYQwBDHIvWSL/2LGOrOzMMxW/\n5x5DjQAAB1vqD39QcqcLY3tfekm+6dMNNQIAoObx7OkBtm1r3LhxWr9+vXw+n4YPH67jjjsud3zp\n0qWaNWuWPB6P2rRpo3bt2u32OSUlJRo1apRcLpdOPvlk3X777ZKkRYsWaeHChfJ4POrevbtatmyp\nRCKhkSNHasuWLQqHwxo5cqTq1q0rScpkMho2bJjatWun888/X5I0c+ZMvfPOO/J4PLrlllvUuHHj\ng/HxAqqMtXGjQj17yspmc1n2iCP02dixaujzGWwGADjYYuPGyb1ypdwVrhcSGD5cmXPOUaZ5c4PN\nAACoGfZ4Zsibb76pVCqlWbNmacCAAZowYULuWDqd1sSJEzV58mQ9/vjjWrRokbZu3brb50ycOFH9\n+/fXtGnTlM1mtWTJEm3evFnz58/XrFmz9Mgjj2jKlClKp9N68cUXdcopp2j69Olq3bq1Zs+eLUna\nsGGD+vbtq3//+9+5Hh9//LE++OADzZkzR2PGjNH48eOr+uMEVK1USqEePeT6z39ykW1Zis2cqVT9\n+gaLAQAOiUBA0blzZdeunYusVEqhbt1kbdlisBgAADXDHseQ1atX586+OOOMM7Ru3brcsS+//FLH\nH3+8ioqK5PF41KxZM61cuXK3z1m3bp3OOussSdIFF1ygFStWaO3atWratKk8Ho+Kiop0/PHH65NP\nPtHq1avVokULSVKLFi20YsUKSVI0GtXw4cPVvMJ3TVatWqXzzjtPknT00Ucrm81q27ZtB/zBAQ6W\nwKhR8rz3niNLDB2q9CWXGGoEADjUsiedpOjkyY7MVVKiYN++UoWzBgEAQNXb4xgSiURUVFSU+7Xb\n7Vb2v39A73wsFAqprKxM0Wi00nMymYzsChcG+/GxO79GMBis9BrhcFiRSESS1KhRI5144omO19rV\na/z4eCDfeF55Rf6d/vKbatVKiSFDDDUCAJiSbttWiX79HJn3r3+V/5FHDDUCAKBm2OM1Q8LhsKLR\naO7X2WxWLpcrd6zi6BCJRFS7du1dPsftdsuyrFwWjUZVq1atSq8RjUZzr/FjHolEVKtWrb3uuPMY\n81PWr1+/V48DqoJvwwY17tvXkSWOPlr/HjpU6c8+y2W8L5GveG8iX1Xn96bVpYtOffttFVW4foh/\n9Gh9ecwxKjvnHIPNUBWq83sThY33JvJNo0aNDul/b49jSNOmTfX222+rVatWWrNmjU455ZTcsYYN\nG+qbb75RaWmpAoGAVq1apS5dukjSLp9z2mmnaeXKlTr77LO1bNkyNW/eXI0bN9bUqVOVSqWUSCT0\n1Vdf6eSTT9aZZ56pZcuWqXHjxlq2bJmaNWv2kx0nT56szp07a9OmTbJtW3Xq1NmrD8Ch/oCjBksm\nFe7TR57S0lxkezxKzZunn517bi5bv34970vkJd6byFeF8N7MPvOMsr/+tVz/vV6Ilc3q5yNHquyt\nt2QffbThdthfhfDeRGHivQnsxRhy8cUXa/ny5erVq5ckacSIEVq8eLFisZjatWunwYMHa+DAgbJt\nW23btlW9evV2+RxJGjRokMaOHat0Oq2GDRuqVatWsixLnTp1UnFxsWzbVr9+/eT1etW+fXuNGjVK\nxcXF8vl8Gj16tKNXxbNMTjvtNDVr1kw9e/aUbdu5u9QA+SQwYoQ8K1c6svjddyvzy18aagQAyBd2\ngwaKTZumcMeOucy1aZNCvXopsmiR5HYbbAcAQOGxtm3bZu/5YQAOhOellxTu2tWRpVq3VvTpp6UK\nw57EUo/8xXsT+aqQ3pv+MWMUePBBRxa/7TYlhg831AgHopDemygsvDeBvbiAKoAD4/riC4UGDnRk\n2RNOUHTKlEpDCACgZkv86U9KX3ihIws8+KA8f/+7oUYAABQmxhDgYIrHFerWTdaOHbnI9noVfeIJ\nqW5dc70AAPnJ7VZ05kxld7pOSLBPH1kbNhgqBQBA4WEMAQ6iwPDhcq9e7cjio0crc/bZhhoBAPKd\nffTRis6cKdv1f39Nc23erFCvXlI6bbAZAACFgzEEOEi8CxbIP3OmI0u1batknz6GGgEAqovMhRcq\nMWyYI/O8+678Y8caagQAQGFhDAEOAtennyp4882OLNOwoaKTJnGdEADAXknccotSl17qyAIPPyzP\nP/5hqBEAAIWDMQSoarGYQl27yiotzUW2z1d+nZA6dcz1AgBULy6XYtOmKXvMMY442Lu3rI0bDZUC\nAKAwMIYAVSw4dKjcH33kyOJjxyrbrJmhRgCA6so+8shdXz+kZ0+uHwIAwAFgDAGqkHf+fPnmznVk\nyd//XsmePQ01AgBUd5lf/UqJO+90ZJ5335X/vvsMNQIAoPpjDAGqiGv9egVvucWRZU4+WbGJE7lO\nCADggCT++EelLrnEkfm5fggAAPuNMQSoCrGYQt26yYpEcpHt9ys6Z45Uu7bBYgCAguByKTZ9urL1\n6+ciy7a5fggAAPuJMQSoAoFhwypfJ+T++5Vt0sRQIwBAodnt9UN69eL6IQAA7CPGEOAAeRculH/2\nbEeWbN9eyW7dzBQCABSsTMuWSvzpT47Ms2yZ/Pffb6gRAADVE2MIcABcn3+u4KBBjixz0kmKTZjA\ndUIAAAfFLq8f8tBD8rzxhqFGAABUP4whwP5KJBTq3l1WaWkusn0+RWfP5johAICDx+3e/fVDvv3W\nYDEAAKoPxhBgPwVGjJB79WpHFh8zRtlmzQw1AgDUFPaRRyo6Y4bz+iH/+U/59UMyGYPNAACoHhhD\ngP3gefll+adPd2Sp3/1OyeJiQ40AADVN5sILlRg61JF53nlH/vHjDTUCAKD6YAwB9pH11VcK3XST\nI8uecIKikyZxnRAAwCGVuPVWpS6+2JH5x4+Xe8kSM4UAAKgmGEOAfZFMKtSjh6zt23OR7fUqOmeO\nVLeuwWIAgBrJ7VZs2jRljzoqF1m2rVDv3rJ++MFgMQAA8htjCLAPAvfcI8/77zuy+N13K3POOYYa\nAQBqOvvooxWdPl12hbMTXZs2Kdi3r5TNGmwGAED+YgwB9pLn9dflnzzZkaV++1sl+/c31AgAgHKZ\niy9W4tZbHZn3H/+Q79FHDTUCACC/MYYAe8EqKVGwXz9Hlm3QQLGpU7lOCAAgLySGDlW6RQtHFhg9\nWu7lyw01AgAgfzGGAHuSTivUq5dcW7fmItvtVnTWLNmHHWawGAAAFXg8is6cqezhh+ciK5NRqGdP\nWRX+DAMAAIwhwB7577tPnvfec2TxESOUOe88Q40AANg1+7jjys9arMBVUqLggAGSbRtqBQBA/mEM\nAX6C+8035X/4YUeW+s1vlBw0yFAjAAB+WvqKK5TY6Rbw3ldflW/aNEONAADIP4whwG5Y339ffmvC\nCt9Jy9avr9jjj0sufusAAPJX/K67lN7pTmeBESPkWrXKUCMAAPILX9EBu5LNKti3r1zff5+LbMsq\nv3VhvXoGiwEAsBd8vvJrW9WunYusVEqh7t2lHTsMFgMAID8whgC74H/kEXnfeMORJYYMUebXvzbU\nCACAfWM3bKjopEmOzP3FFwoOHsz1QwAANR5jCLAT9/Ll8o8Z48jSF1ygxO23G2oEAMD+SV99tRK9\nejky34IF8j75pKFGAADkB8YQoAJr69byWxBmMrkse/jhis6cKXk8BpsBALB/4mPGKHPGGY4seMcd\ncq1da6gRAADmMYYAP7JtBW+6Sa6SEkccmzpV9rHHGioFAMABCgQUfeIJ2eFwLrLicYV69JCiUYPF\nAAAwhzEE+C/fjBnyvvKKI0sMGKD0FVcYagQAQNXInnKKYjvdKt69bp2CQ4caagQAgFmMIYAk1+rV\nCgwf7sjSZ5+t+MiRhhoBAFC1Up06KXnddY7M9+ST8r74oqFGAACYwxgClJYq1KOHrGQyF9m1ays6\ne7bk8xksBgBA1Yo98IAyjRo5suDgwXJ98YWhRgAAmMEYghoveNttcn/2mSOLTZwou2FDM4UAADhY\niooUnTVLtt+fi6zSUgV79JAqfFMAAIBCxxiCGs375z/L99xzjizZtatSv/+9oUYAABxc2SZNFN/p\nFvKeDz5QYNQoQ40AADj0GENQY7k++UTB225zZJnTT1fsvvsMNQIA4NBI9uqlVJs2jsz/2GPyLF5s\nqBEAAIcWYwhqpnhcoe7dZVW4paAdDCo6Z44UChksBgDAIWBZik6erGyDBo442K+frI0bDZUCAODQ\nYQxBjRQYMULujz5yZLFx45Q97TRDjQAAOMTq1i2/fojbnYtcW7YoVFwsZTIGiwEAcPAxhqDG8bz8\nsvwzZjiyZIcOSnXpYqgRAABmZM47T4lhwxyZ55135H/wQUONAAA4NBhDUKNYX3+t0E03ObJMw4aK\nPfywZFmGWgEAYE5i8GClLr7YkfnHjZP77bfNFAIA4BBgDEHNkU4rVFwsa/v2XGR7vYrNmSPVrm2w\nGAAABrlcik2bpuyRR+YiK5tVqHdvWZs3GywGAMDBwxiCGsN///3yLF/uyOIjRypz1lmGGgEAkB/s\no49WbNo0R+bauFHB/v0l2zbUCgCAg4cxBDWCe8kS+R96yJGlLr9cyf79DTUCACC/pC+9VPHBgx2Z\nd/Fi+aZONdQIAICDhzEEBc/64YfyU30rfGcrW7++YlOmSC5+CwAA8KPEsGFKn3uuIwuMHCnXqlWG\nGgEAcHDwlSAKWzarYP/+cm3alItsy1J0+nTZ9eoZLAYAQB7yehWdOVN2hWtpWamUQj16SKWlBosB\nAFC1GENQ0HyPPSbv3/7myBK33abMr39tqBEAAPnNPvFERSdNcmTuzz9X8NZbuX4IAKBgMIagYLlX\nrlRg1ChHlm7RQok77jDUCACA6iF99dVKdO/uyHzz58v7zDOGGgEAULUYQ1CYtm9XsEcPWel0LsrW\nravojBmSx2OwGAAA1UN87FhlGjd2ZMEhQ+Rav95QIwAAqg5jCAqPbSt4yy1yf/mlI4499pjsBg3M\ndAIAoLoJBhWdNUt2MJiLrEik/Poh8bjBYgAAHDjGEBQc77x58i1Y4MgSvXsrfdVVhhoBAFA9ZU8/\nXbFx4xyZe80aBe66y1AjAACqBmMICopr3ToFd7omSObMMxW/5x5DjQAAqN5SXboo+fvfOzL/9Ony\nvPKKoUYAABw4xhAUjlhMoR49ZMViucgOhxWdPVsKBAwWAwCgGrMsxSZMUPbEEx1x8KabZJWUGCoF\nAMCBYQxBwQgMGyb32rWOLPbgg8o2amSoEQAABaJOHUVnz5Zd4SLkrq1bFSoulipcrBwAgOqCMQQF\nwfPSS/LPnu3Ikp06KXXddYYaAQBQWDLnnKP4TtcK8bz7rvzjxxtqBADA/mMMQbVnffWVQgMHOrLM\nSScp9uCDhhoBAFCYkjfdpFSrVo7M/+CDci9daqgRAAD7hzEE1VsqpVCvXrJ27MhFttdbfp2QWrUM\nFgMAoAC5XIo9/riyRx+di6xsVqHevWVt3mywGAAA+4YxBNWa/7775Pmf/3Fk8XvuUbZZM0ONAAAo\nbPaRRyo6bZpsy8plrm+/VbB/f8m2DTYDAGDvMYag2vL885/yT5jgyFJXXKFk376GGgEAUDNkLr5Y\niT/+0ZF5Fy+Wb+pUQ40AANg3jCGolqzvv1ewTx9ZFb4DlT32WMWmTJEqfKcKAAAcHImhQ5U+7zxH\nFhg5Uq5Vqww1AgBg7zGGoPrJZhXs21eu77/PRbbLpej06bKPOMJgMQAAahCvV9EZM2TXqZOLrFRK\noe7dpQrX8gIAIB8xhqDa8U2aJO8bbziyxJAhyrRsaagRAAA1k33CCYpOmuTI3F98oeCtt3L9EABA\nXmMMQbXi/p//UWD0aEeWvuACJYYMMdQIAICaLd22rRK9ejky3/PPy/vnPxtqBADAnjGGoPrYtk2h\nnj1lpdO5KHvYYYrOmCF5PAaLAQBQs8VHj1amcWNHFhwyRK5PPjHUCACAn8YYgurBthUcPFiur792\nxLEpU2Qfd5yhUgAAQJIUDCo6Z47sUCgXWdFo+fVD4nGDxQAA2DXGEFQL3rlz5Vu0yJEl+vZV+sor\nDTUCAAAVZU89VbFx4xyZ+6OPFBgxwlAjAAB2jzEEec+1dq2CQ4c6skyTJoqPGmWoEQAA2JXUDTco\n2aGDI/PPmCHPyy8bagQAwK4xhiC/RaMK9eghq8IptnZRkaJz5kh+v8FiAACgEstS7OGHlWnY0BGH\nbrpJ1k4/6goAgEmMIchrwaFD5V63zpHFHnpI2ZNPNtQIAAD8pNq1FZszR7bXm4us7dsVKi6WKlwE\nHQAAkxhDkLe8L74o35NPOrLkddcp1amToUYAAGBvZM46S/GRIx2ZZ/ly+e+/31AjAACc9ng/Utu2\nNW7cOK1fv14+n0/Dhw/XcRXu3rF06VLNmjVLHo9Hbdq0Ubt27Xb7nJKSEo0aNUoul0snn3yybr/9\ndknSokWLtHDhQnk8HnXv3l0tW7ZUIpHQyJEjtWXLFoXDYY0cOVJ169bVmjVrNGHCBLndbp133nnq\n9d/72k+cOFGrV6+Wy+XSzTffrCZNmhykDxn+P3v3GSBVeXBx/NxpO22RCDYIEQWUEKoxAnZFo8GG\nHQsgZakWsBBUEFFUiggoIm13kYhRLIAlBs2roggqEVmJhIAmiIBRRBB22k657wd0wmVBQNh9Znf/\nv2977p3hZHJFPMzcqQzW2rUKDBzoyNJNmig2dqyhRgAAYH+U9e8vzzvvyPv669ksb9w4pU47Tekz\nzjDYDACAfXhnyNtvv61kMqnCwkINGDBA48ePzx5LpVKaMGGCJk2apClTpmjevHnasmXLHh8zYcIE\n9e/fX1OnTlUmk9HChQu1efNmzZkzR4WFhZo4caImT56sVCqlF154QY0bN9a0adPUsWNHFRUVSZJG\njx6tkSNHavr06fr000+1evVqrVmzRitWrFBxcbHuvfdePfzwwxX0cqFSlJUp2L27rO3bs5Gdl6do\nYaEUDhssBgAA9pnLpdjkycoceWQ2smxbwd69ZX3zjcFiAADswxhSUlKidu3aSZKaN2+uVTvdv2Ht\n2rVq0KCBwuGwPB6PWrdurWXLlu3xMatWrVKbNm0kSSeffLI+/PBDrVy5Uq1atZLH41E4HFaDBg20\nevVqlZSUqH379pKk9u3ba+nSpYpEIkomk6pXr54kqV27dlq6dKkOO+ww+f1+lZWVqbS0VN6dPqOK\nqsd/333yfPyxI4uPHKkM7/YBAKBKsevWVXTaNNmWlc1cX3+tQN++UiZjsBkAoKbb68dkIpGIwjv9\nbbzb7VYmk5HL5Sp3LBgMqrS0VNFotNxj0um0bNsud+6uzxEIBMo9RygUymahUMjxHBs3bpTH45Fl\nWbkSEeYAACAASURBVLryyisViUR099137/MLsGbNmn0+FxXvkPfeU5NJkxzZljPP1OdnnCHVoP+v\nuC6Rq7g2kau4NnPYUUepXo8eqldYmI28b76p7ffco/9262awWOXg2kSu4tpErmnSpEml/np7HUNC\noZCi0Wj25x+HkB+PRSKR7LFIJKJatWrt9jFut1vWTn8rEI1GlZ+fX+45otFo9jl+zCORiPLz8xUM\nBsudGw6H9eqrr6pOnTqaNGmSSktLVVBQoObNm+uwww7b6wtQ2S849szauFHh++93ZJlf/lLu4mI1\n+cUvDLWqfGvWrOG6RE7i2kSu4tqsAkaPVmrlSnmWLMlG9Z94QrUvvljpk04yWKxicW0iV3FtAvvw\nMZlWrVpp8eLFkqQVK1aocePG2WMNGzbUl19+qe3btyuZTGr58uVq0aKFWrZsudvHNG3aVMuWLZMk\nLV68WK1bt1azZs20fPlyJZNJlZaW6osvvlCjRo3UokWL7HP8eG4oFJLP59OGDRtk27bef/99tWnT\nRrVq1VIwGJS0450lPp9PsVjsIL5MqHDptIK9e8u1eXM2st1uRWfMkF2DhhAAAKolj0fRGTOU2enf\n6VY6rWDPntLWrQaLAQBqqr2+M+TMM8/UBx98kP3WlmHDhmnBggWKxWLq1KmTBg4cqJtuukm2bevi\niy9W3bp1d/sYSbr55pv14IMPKpVKqWHDhurQoYMsy9LVV1+tgoIC2batfv36yev16vLLL9eIESNU\nUFAgn8+n+394x8CQIUM0bNgw2battm3bqlmzZmratKlKSkrUq1cvZTIZnX/++frVr35VUa8ZKkDe\nuHHyLFrkyBJ33aX0D/eeAQAAVZtdv75ikycrdM012cz15ZcK3nSTorNmSTu9gxgAgIpmbd261d77\naUDFcS9erNCFF8ra6UZqqTPOUOTFFyW322AzM3jbInIV1yZyFddm1eK/807lPfGEI4uNG6eynj0N\nNao4XJvIVVybwD58TAaoSNbmzQr26uUYQjJ16yo6dWqNHEIAAKju4vfeq3SrVo7Mf9ddcq1YYagR\nAKAmYgyBObatQP/+cm3c6IhjU6fKPvJIQ6UAAECFystTtLhY9k7fJmglEgr26CGVlhosBgCoSRhD\nYIxv8mR5FyxwZIlbblGqQwdDjQAAQGXIHHusYuPHOzL3mjUKDB5sqBEAoKZhDIER7mXL5L/3XkeW\n+t3vFB861EwhAABQqZJXXqmy6693ZL6nn5b32WcNNQIA1CSMIah833+vYPfuspLJbGQfcoiiM2ZI\nXq/BYgAAoDLFRo9W+vjjHVng1lvl+uwzQ40AADUFYwgql20rcMstcn3xhSOOPvaY7KOPNlQKAAAY\nEQopWlQk2+/PRlYkomD37lI8brAYAKC6YwxBpfLNnCnfvHmOLFFQoNTFFxtqBAAATMr85jeKP/SQ\nI3OvWCH/sGGGGgEAagLGEFQa1z/+If+ddzqydIsWit9/v6FGAAAgF5TdcIOSl1ziyPKmT5fnpZcM\nNQIAVHeMIagckYiCPXrI2uktr3YopGhxsbTTW2MBAEANZFmKTpyozC4fmQ3eeKOstWvNdAIAVGuM\nIagUgTvukHv1akcWGz9emcaNDTUCAAA5pXZtRYuLZe90M3Vr2zYFe/aUysoMFgMAVEeMIahw3mee\nke/ppx1Z2XXXKXnVVYYaAQCAXJQ+4QTF773XkXk++kh+PlILADjIGENQoVxr1ihw222OLH388YqN\nGWOoEQAAyGVl/fsred55jizvscfkWbDAUCMAQHXEGIKKE48r2L27rEgkG9l+v6JFRVIoZLAYAADI\nWZal2BNPKFO/viMO9Osna8MGQ6UAANUNYwgqjH/oULn/8Q9HFhs1Spnf/MZQIwAAUBXYhx6q6IwZ\nst3ubOb67jsFe/WSUimDzQAA1QVjCCqEZ/585c2Y4cjKLrtMyW7dDDUCAABVSbp9eyXuvtuReZYs\nUd6oUYYaAQCqE8YQHHSu//xHwZtucmTphg0VGz9esixDrQAAQFWTGDhQybPOcmR548bJ89ZbhhoB\nAKoLxhAcXImEgjfcIGvbtmxke72KFRdLhxxisBgAAKhyXC7Fpk5V5ogjspFl2wr07i3r668NFgMA\nVHWMITio/MOGyV1S4sjiI0cq3aaNoUYAAKAqsw8/XNHp02Xv9O5S16ZNChYUSOm0wWYAgKqMMQQH\njeell5Q3bZojS150kcp69zbUCAAAVAfp009XYvBgR+Z55x3lPfKIoUYAgKqOMQQHhbV2rYI33ujI\nMr/6laKPPcZ9QgAAwAFLDB6s1KmnOrK8hx6Se9EiQ40AAFUZYwgOXFmZgj16lLtPSLS4WKpd22Ax\nAABQbbjdik6frkydOtnIymQULCiQtWmTwWIAgKqIMQQHzH/vvfIsW+bI4vfeq/Rvf2uoEQAAqI7s\no45SbOpUR+b66isF+vSRMhlDrQAAVRFjCA6I5y9/Ud7kyY4s+Yc/qKx/f0ONAABAdZY65xzFBw1y\nZN4331Te+PGGGgEAqiLGEPxs1rp1CuwyemR++UvFJk/mPiEAAKDCJO6+W6n27R1Z3gMPcP8QAMA+\nYwzBz5NMKtizp1xbt2Yj2+NRtKhI9i9+YbAYAACo9jweRWfMKH//kF69uH8IAGCfMIbgZ/Hfd588\nS5c6svjw4UqfdJKhRgAAoCax69cvf/+Q//5Xgd69uX8IAGCvGEOw3zwLFijvscccWfK881Q2YICh\nRgAAoCZKnXOO4rfe6si8b72lvEceMdQIAFBVMIZgv1hffqlA376OLFO/vmJPPCG5uJwAAEDlStx1\nV/n7hzz4IPcPAQD8JP7rFfuurEzBHj3k2rIlG9lut6KFhbIPPdRgMQAAUGN5PIoWFnL/EADAfmEM\nwT7zjxhR7j4hiaFDlW7XzlAjAAAAya5XT7Fp0xwZ9w8BAPwUxhDsE8+rryrv8ccdWfL3v1fillsM\nNQIAAPifVIcOit92myPj/iEAgD1hDMFeWWvXKtivnyPL/PKXik2Zwn1CAABAzkjceefu7x/y7ruG\nGgEAchX/JYuflkgo2L27rG3bspHt8ShaXMx9QgAAQG758f4hdetmo+z9Q775xmAxAECuYQzBT/IP\nHSrPxx87sviIEUr/7neGGgEAAOzZj/cPsS0rm7m+/lrBggIpnTbYDACQSxhDsEeeefOUN326I0te\ncIHK+vc31AgAAGDvUmefrcQu9w/xLFyovDFjDDUCAOQaxhDsluvzzxW86SZHljn6aEUff1za6W9a\nAAAAclFiyBClTjnFkeWNGSPPm28aagQAyCWMISgvFlPwhhtkbd+ejWyfT9GZM6Xatc31AgAA2Fc/\n3j/k8MOzkWXbChQUyNqwwWAxAEAuYAxBOf4775R7xQpHFn/gAaXbtDHUCAAAYP/ZRx6p6IwZsnf6\n9jvX5s0K9ughJZMGmwEATGMMgYP3ueeUN3OmIyu79FKV9eplphAAAMABSJ9+uhJ33unIPB98IP99\n9xlqBADIBYwhyHKtXq3AwIGOLN2okWITJ3KfEAAAUGUlbrtNyXPOcWR5jz0mz6uvGmoEADCNMQQ7\nRCI77hMSiWQjOy9vx31CatUy1wsAAOBAuVyKTZ2qTP36jjjYr5+stWvNdAIAGMUYAsm2Fbj1VrlX\nrnTEsTFjlGnRwlApAACAg8euU0fR4mLZHk82s7ZtU6hbNykeN9gMAGACYwjkffJJ+Z591pGVXXWV\nkl27GmoEAABw8KVPOknxXe4V4i4pkf/uuw01AgCYwhhSw7mWL1dg8GBHlm7aVLHx47lPCAAAqHbK\n+vVT8qKLHFleYaG8zz1nqBEAwATGkBrM2rJFoa5dZZWVZTM7FFJ01iwpFDLYDAAAoIJYlqKTJil9\nzDGOODBwoFz/+pehUgCAysYYUlNlMgr07SvXunWOOPbYY8ocd5yhUgAAAJXgkEMUffJJ2Xl52ciK\nRBTs1k3a6WbyAIDqizGkhsqbMEHeBQscWaJ3byUvu8xQIwAAgMqTadlSsTFjHJl71SoFBg2SbNtQ\nKwBAZWEMqYHc77yjvJEjHVnqxBMV3yUDAACozpJdu6rsqqscmW/OHPmKiw01AgBUFsaQGsb66isF\ne/aUlclks8yhhypaXCz5fAabAQAAVDLLUmz8eKWbNnXE/iFD5P7oI0OlAACVgTGkJkkmFezRQ65N\nm7KRbVmKTZ8uu0EDg8UAAAAM+eHm8XY4nI2ssjIFu3WTtXmzwWIAgIrEGFKD+O+7T54lSxxZYvBg\npTp0MNQIAADAvMxxxyk6aZIjc61fr0BBgZROG2oFAKhIjCE1hOfll5X32GOOLHn22UoMHmyoEQAA\nQO5IdeqkRP/+jsz75pvKGz3aUCMAQEViDKkBXP/+t4IDBjiyTP36ik2fLrndhloBAADklviIEUq1\na+fI/GPGyPP664YaAQAqCmNIdReNKti1q6xt27KR7fEoOnOm7Dp1DBYDAADIMV6vosXFyhx2mCMO\n9O4t64svDJUCAFQExpDqzLYVuPVWuf/xD0ccHzlS6d/9zlApAACA3GUfdZSiRUWyXf/7Y7Jr61YF\nu3WT4nGDzQAABxNjSDXmKyqS75lnHFnZpZeqrE8fQ40AAAByX/q00xQfPtyReZYvl3/IEEONAAAH\nG2NINeVeurTcv7DTxx2n2KOPSpZlqBUAAEDVUHbzzUpecIEjy5s5U97Zsw01AgAcTIwh1ZC1aZOC\n3brJSiazmR0OK/rUU1J+vsFmAAAAVYRlKTp5stLHHuuIA7fdJtcnnxgqBQA4WBhDqptUSsHu3eXa\nuNERRx9/XJnjjjNUCgAAoAo65BBFZ82SHQhkIyseV7BrV2nrVoPFAAAHijGkmvHfd588ixY5ssTN\nNyt1ySWGGgEAAFRdmebNFRs/3pG5165VsG9fKZMx1AoAcKAYQ6oRz/z5ynv0UUeWOvVUxe+5x1Aj\nAACAqi/ZubMSPXo4Mu9f/6q8hx821AgAcKAYQ6oJ17/+peCAAY4sU6+eokVFksdjqBUAAED1EH/o\nIaVOOMGR5T30kDyvv26oEQDgQDCGVAfbtyvYpYus0tJsZHu9ij75pOzDDzdYDAAAoJrIy1P0ySeV\nqVMnG1m2rWBBgVz/+Y/BYgCAn4MxpKqzbQVvvFHu1asdcXzUKKV/9ztDpQAAAKofu0EDRYuKZLv+\n90do6/vvFbzuOikSMdgMALC/GEOqON+kSfLOn+/Iyjp3Vtkun2sFAADAgUufcYbiI0Y4MvfKlQoM\nHCjZtqFWAID9xRhShbnfeUf+4cMdWbp5c8UeeUSyLEOtAAAAqreyG29UWadOjsz33HPyTZliqBEA\nYH8xhlRR1oYNCvbsKWunr3SzDzlE0T/9SQoGDTYDAACo5ixLsUmTlG7a1BH7hw6Ve9EiQ6UAAPuD\nMaQqiscV7NJFrk2bHHF02jRljjnGUCkAAIAaJBxW9KmnZNeqlY2sdFrB7t1lbdxosBgAYF8whlQ1\ntq3AbbfJs2yZI44PHqzUeecZKgUAAFDzZBo3VnSXj8a4Nm1SsFs3KZEw1AoAsC88ezvBtm2NHj1a\na9askc/n09ChQ1W/fv3s8XfffVeFhYXyeDy68MIL1alTpz0+Zv369RoxYoRcLpcaNWqkwYMHS5Lm\nzZunuXPnyuPxqHv37jr11FOVSCQ0fPhwfffddwqFQho+fLhq166tFStWaPz48XK73Wrbtq169eol\nSXrllVf04osvKpPJ6PTTT1ePanoDUV9hoXyzZzuy5HnnKTFkiKFGAAAANVeqY0fF77hD/rFjs5ln\n6VL577xT6tfPYDMAwE/Z6ztD3n77bSWTSRUWFmrAgAEaP3589lgqldKECRM0adIkTZkyRfPmzdOW\nLVv2+JgJEyaof//+mjp1qjKZjBYuXKjNmzdrzpw5Kiws1MSJEzV58mSlUim98MILaty4saZNm6aO\nHTuqqKhIkjR69GiNHDlS06dP16effqrVq1drw4YNevHFFzVlyhQVFxcrlUopnU5X0EtmjnvxYvl3\nGT3SjRopOnWq5OJNPgAAACYkhgxR8txzHVleUZHqvPSSoUYAgL3Z639Bl5SUqF27dpKk5s2ba9Wq\nVdlja9euVYMGDRQOh+XxeNS6dWstW7Zsj49ZtWqV2rRpI0k6+eST9eGHH2rlypVq1aqVPB6PwuGw\nGjRooNWrV6ukpETt27eXJLVv315Lly5VJBJRMplUvXr1JEnt2rXThx9+qA8//FC//vWvde+996pv\n375q2bKl3G73QXyZzLM2bFCwWzdZqVQ2s8NhRWfPlmrXNtgMAACghnO7FZ0+XemGDR3x0aNHy/3x\nx2Y6AQB+0l4/JhOJRBQOh7M/u91uZTIZuVyucseCwaBKS0sVjUbLPSadTsve6bvXfzx31+cIBALl\nniMUCmWzUCjkeI6NGzcqmUzq448/VlFRkWKxmAoKCjRz5kzH8+7JmjVr9nqOaVYioeP79Cl3w9TP\n77lHW91uqQr8b8D+qQrXJWomrk3kKq5N5ILAgw+qaffucv9wvxBXWZm8nTvrs1mzlDr0UMPtACd+\n30SuadKkSaX+ensdQ0KhkKLRaPbnH4eQH49FIpHssUgkolq1au32MW63W5ZlZbNoNKr8/PxyzxGN\nRrPP8WMeiUSUn5+vYDBY7txwOKxAIKDf/va38vv98vv9atiwodatW6dmzZrt9QWo7Bd8v9m2Ajfd\nJN+nnzri+O2367DevXWYoVqoOGvWrMn96xI1EtcmchXXJnJGkyZKTJqkYEFBNsr7+ms1HzFCkfnz\nJa/XYDngf/h9E9iHj8m0atVKixcvliStWLFCjRs3zh5r2LChvvzyS23fvl3JZFLLly9XixYt1LJl\ny90+pmnTplr2w7egLF68WK1bt1azZs20fPlyJZNJlZaW6osvvlCjRo3UokWL7HP8eG4oFJLP59OG\nDRtk27bef/99tWnTRq1atdJHH32kZDKpWCyW/fhOdeArKpLvqaccWfL3v1fizjsNNQIAAMCeJK+8\nUoldbpzqWbx4xw1VAQA5w9q6dav9Uyf8+M0wn332mSRp2LBhWrVqlWKxmDp16qRFixZpxowZsm1b\nF198sS6//PLdPuboo4/WunXr9OCDDyqVSqlhw4a6++67ZVmW5s+fr7lz58q2bXXv3l1nnnmm4vG4\nRowYoW+//VY+n0/333+/Dj30UH366acaN26cbNtW27Zt1bdvX0nSs88+q1dffVWSdO211+r888+v\nyNetUriXLFHooosc9wlJH3usSt98k/uEVGMs9chVXJvIVVybyDmplEKXXSbPO+844uijjyrZtauh\nUsD/8PsmsA9jCMywNm5U+Mwz5frmm2xmh8MqfeMNZX79a4PNUNH4lxNyFdcmchXXJnKRtXmz8k47\nTXkbN2Yz2+tV5NVXlT7pJIPNAH7fBKR9+JgMDEgkFOza1TGESFJ08mSGEAAAgCrArlNHn40dKzsY\nzGZWMqlgly6ydhpIAABmMIbkGttW4I475Pn73x1x/Pbblbr4YkOlAAAAsL9ixx2n2OOPOzLX118r\n2KWLFI8bagUAkBhDco6vqEi+WbMcWfLcc7lhKgAAQBWUvPRSxQcNcmSejz5S4LbbJJtPqwOAKYwh\nOcT97rvy//GPjix97LGKTp8uud2GWgEAAOBAJIYOVfLccx2Zb/Zs+aZNM9QIAMAYkiOstWsV7NbN\n8c0xdjis6FNP8c0xAAAAVZnbrej06Uo3auSI/XfdJfcu3zgDAKgcjCG5YPt2ha69Vq7vvnPE0alT\nlWnWzFApAAAAHDS1ayv69NOy8/OzkZVOK3jDDbK++MJgMQComRhDTMtkFOzbV+6VKx1x/O67lbrg\nAkOlAAAAcLBljj9e0alTHZnru+8Uuv56KRo11AoAaibGEMPyRo2S99VXHVlZp05K3H67oUYAAACo\nKKmOHRW/6y5H5l6xQoEbb+SGqgBQiRhDDPLMmyf/mDGOLN2ixY6vYLMsQ60AAABQkRK3367kRRc5\nMt+LLypv3DhDjQCg5mEMMcT1yScK9u/vyDJ16yry9NNSKGSoFQAAACqcy6Xo5MlK//rXjtg/cqQ8\nL79sqBQA1CyMIQZYmzYpdO21snb6bKjt9Sr6pz/JbtDAYDMAAABUivx8RZ9+Wplf/MIRB/v0keuT\nTwyVAoCagzGkspWVKdi1q1zr1zvi2LhxSrdvb6gUAAAAKlvmmGMUffJJ2R5PNrOi0R1/afbNNwab\nAUD1xxhSmWxbgTvukGfJEkecKChQsmtXQ6UAAABgSvr00xUfO9aRudavV7BLFymRMNQKAKo/xpBK\n5JsxQ74nn3RkqdNPV/zBBw01AgAAgGll3bsrUVDgyDwffKDAoEF8wwwAVBDGkEriXrhQ/iFDHFm6\nYUNFZ86UvF4zpQAAAJAT4g89pOSZZzoy39NPyzdpkplCAFDNMYZUAtdnnynUtausdDqb2eGwok8/\nLfvQQw02AwAAQE7weBSdOVPpRo0csf+ee+R5/XVDpQCg+mIMqWDWli0KXn21rO+/z2a2ZSk6bZoy\nzZoZbAYAAICcUru2on/+s+xatbKRZdsK9uwp16pVBosBQPXDGFKRkkkFu3aV+/PPHXFi2DClOnY0\nVAoAAAC5KnPccYoWF8t2/e+P6db27Qp27izru+8MNgOA6oUxpKLYtgK33y7Pu+864rLOnZUYNMhQ\nKQAAAOS6VIcOij/wgCNzr12rYNeuUjJpqBUAVC+MIRXEN3ly+W+Oad9esYkTJcsy1AoAAABVQVnf\nvirr2tWReRYtkn/wYL5hBgAOAsaQCuD561/lHzrUkWWOPlrRp56S8vIMtQIAAECVYVmKPfywUief\n7IjziovlmzLFUCkAqD4YQw4y1z/+oWCvXrJ2WuztWrUUefZZ2XXqGGwGAACAKsXnU/RPf1LmV79y\nxP677pLntdcMlQKA6oEx5CCyvvlGoc6dZZWWZjPb5VK0uFiZpk0NNgMAAEBVZNepo8gzz8jOz89m\nlm0r2KuXXCUlBpsBQNXGGHKwxOMKXnedXOvXO+NRo5Tq0MFQKQAAAFR1mWbNyn/DTCSi0DXXyNq4\n0WAzAKi6GEMOBttW4MYb5Vm61BEnCgpU1ru3oVIAAACoLlLnnKP4mDGOzLVxo0KdO0s7vSsZALBv\nGEMOgrwxY+R7/nlHljz7bMUfeshQIwAAAFQ3Zb16KdGvnyNzf/KJggUFUjptqBUAVE2MIQfI++KL\n8u8yeqSPP17RoiLJ4zHUCgAAANVRfORIJc87z5F5X3tN/nvuMdQIAKomxpAD4F6yRIFd1vnMoYcq\n+swzUu3ahloBAACg2nK7FS0sVLpFC0ec9/jj8hUVGSoFAFUPY8jP5Pr8cwWvvVZWIpHNbK9X0aee\nUuaYYww2AwAAQLUWDivyzDPKHHWUI/bfcYc8b75pqBQAVC2MIT+D9e23Cl5xhVxbtjjy2GOPKX3y\nyYZaAQAAoKaw69dX5M9/lh0MZjMrnVbwhhvk+uc/DTYDgKqBMWR/xWIKXnut3P/5jyOO33mnkp07\nGyoFAACAmibTurWi06fLtqxsZm3bptBVV8n65huDzQAg9zGG7I9MRoF+/eT58ENHXHbNNUoMHmyo\nFAAAAGqq1AUXKH7//Y7M9eWXCl57rRSLGWoFALmPMWQ/+EeMkG/ePEeWOv10xSZOlHZa5AEAAIDK\nUjZggBI9ejgyz9//zlfuAsBPYAzZR77iYuVNnOjI0k2bKjJrluTzGWoFAACAGs+yFB89Wsmzz3bE\n3ldekf+uuyTbNlQMAHIXY8g+8Lzxhvy33+7IMocfrsizz/IVugAAADDP61W0uFjpZs0ccd7UqfI9\n/rihUgCQuxhD9sL1yScKdu8ua6e3GNrBoKLPPiv76KMNNgMAAAB2csghisyZo0y9eo44MHSoPLt8\n1BsAajrGkJ9gbdig0NVXyyotzWa2ZSk6Y4bSbdoYbAYAAACUZ//yl4rMmSM7P9+RB/v0kXvJEkOt\nACD3MIbsyQ9fS+b66itHHB81SqmOHQ2VAgAAAH5apnlzRWfNku3xZDMrkVDwmmvkWr3aYDMAyB2M\nIbtTVqZgt25yf/qpI0707auyPn0MlQIAAAD2TeqssxR79FFH5tq6VaErrpD19deGWgFA7mAM2VUm\no8CNN8r71luOONmxo+IPPGCoFAAAALB/ktdeq/hddzky17p1Cl59tbTTx8ABoCZiDNmF/9575Zsz\nx5GlTjhB0enTJbfbUCsAAABg/yXuuENlXbs6Ms/y5Qr26CGlUoZaAYB5jCE78T3xhPJ2eTth+thj\nFX32WSkUMtQKAAAA+JksS7Fx45Q85xxH7H39dflvv12ybUPFAMAsxpAfeOfOlX+XtxFmDjtM0Rde\nkH3YYYZaAQAAAAfI61W0uFjpli0dcd7Mmcp75BFDpQDALMYQSe533lGgTx9ZOy3jdiik6Jw5yhxz\njMFmAAAAwEGQn6/InDnKNGjgiP333y/v008bKgUA5tT4McT1j38odP31ssrKspnt8Sg6a5bSbdoY\nbAYAAAAcPPaRRyry/POyDznEkQduukmeBQsMtQIAM2r8GBK68kpZ27Y5stikSUp16GCoEQAAAFAx\nMscfr8jTT8v2+bKZlU4reMMNcn/wgcFmAFC5avwY4vrqK8fPsXvvVbJzZ0NtAAAAgIqVPuUURadP\nl21Z2cyKxRS8+mq5Vq0y2AwAKk+NH0N2lujdW2W33GK6BgAAAFChUpdcovi4cY7MtXWrQpdfLmv9\nekOtAKDyMIb8oKxTJ8UfekjaaSEHAAAAqquyHj0UHzLEkbk2bFDosstkffedoVYAUDkYQySlTjlF\nsSlTJLfbdBUAAACg0iT++EclevZ0ZO7VqxW86iopEjHUCgAqXo0fQ9LNmikye7bk95uuAgAAAFQu\ny1J8zBglL7nEEXv+/ncFb7hBSibN9AKAClbjx5DI889LtWubrgEAAACY4XYrOm2aUqed5oi9iHI7\n5QAAIABJREFUb7yhwIABUiZjqBgAVJwaP4bY9eqZrgAAAACYlZenyOzZSrdo4Yh9c+bIf889hkoB\nQMWp8WMIAAAAAEm1ainy/PNKN2zoiPMmTZLv0UfNdAKACsIYAgAAAECSZB9xhKJz5ypz+OGOPHDP\nPfI+9ZShVgBw8DGGAAAAAMjKHHOMIs89Jzs/35EHbr5ZnvnzDbUCgIOLMQQAAACAQ6ZVK0Vmz5bt\n82UzK5NRsFcvef72N4PNAODgYAwBAAAAUE769NMVLSyU7XZnMyuZVLBLF7nfe89gMwA4cIwhAAAA\nAHYrddFFij3+uCOzYjGFOneW++OPDbUCgAPHGAIAAABgj5KdOyv28MOOzNq+XcHLL5dr1SpDrQDg\nwDCGAAAAAPhJZb16KT58uCNzffedQp06yVq71kwpADgAjCEAAAAA9ioxaJDigwY5Mtd//6vwxRfL\n2rjRUCsA+HkYQwAAAADsk8Q99yjRq5cjc61bp9Cll8r69ltDrQBg/zGGAAAAANg3lqX4mDEqu/pq\nR+z+178Uuvxy6fvvDRUDgP3DGAIAAABg37lcij3+uJIXXOCI3SUlCnXuLEWjhooBwL5jDAEAAACw\nfzweRYuKlDzrLGe8ZImC114rxWKGigHAvmEMAQAAALD/8vIUfeoppdq2dcTet99WsEsXKR43VAwA\n9o4xBAAAAMDPEwop8uyzSrds6Yi9f/ubgt26SWVlhooBwE/b6xhi27ZGjRqlnj17ql+/ftqwYYPj\n+LvvvqsbbrhBvXr10rx5837yMevXr1dBQYH69OmjMWPGZJ9j3rx56tatm3r27KlFixZJkhKJhIYM\nGaLevXtr0KBB2rp1qyRpxYoV6tGjhwoKCjRjxgxHl3g8ruuvv17vv//+AbwkAAAAAPZZ7dqKzJ2r\ndLNmjti7YIGCPXpIyaShYgCwZ3sdQ95++20lk0kVFhZqwIABGj9+fPZYKpXShAkTNGnSJE2ZMkXz\n5s3Tli1b9viYCRMmqH///po6daoymYwWLlyozZs3a86cOSosLNTEiRM1efJkpVIpvfDCC2rcuLGm\nTZumjh07qqioSJI0evRojRw5UtOnT9enn36q1atXZ/uMHTtWLhdvdgEAAAAqk12njiLz5yt9/PGO\n3PvKKwoUFEiplKFmALB7e10OSkpK1K5dO0lS8+bNtWrVquyxtWvXqkGDBgqHw/J4PGrdurWWLVu2\nx8esWrVKbdq0kSSdfPLJ+vDDD7Vy5Uq1atVKHo9H4XBYDRo00OrVq1VSUqL27dtLktq3b6+lS5cq\nEokomUyqXr16kqR27dpp6dKlkqTZs2erZcuWatKkycF6bQAAAADsI/uww3YMIo0bO3LfvHkK9O0r\npdOGmgFAeXsdQyKRiMLhcPZnt9utTCaz22PBYFClpaWKRqPlHpNOp2Xbdrlzd32OQCBQ7jlCoVA2\nC4VC5Z5j6dKlWrdunS655BLHrwEAAACg8thHHqnISy8pfcwxjtz3/PMK9O/PIAIgZ3j2dkIoFFJ0\np+8Kz2Qy2Y+ihEIhRSKR7LFIJKJatWrt9jFut1uWZWWzaDSq/Pz8cs8RjUazz/FjHolElJ+fr2Aw\nWO7ccDisl19+WV999ZX69euntWvX6l//+pfq1KmzT+8SWbNmzV7PASob1yVyFdcmchXXJnJVTb02\nvY8+qqZ9+ihv48Zs5nv2WW2LRrV26FCJj7YbV1OvTeSuyv6Ux17HkFatWmnRokXq0KGDVqxYocY7\nve2tYcOG+vLLL7V9+3b5/X4tX75cXbp0kaTdPqZp06ZatmyZTjjhBC1evFgnnniimjVrpieeeELJ\nZFKJREJffPGFGjVqpBYtWmjx4sVq1qyZFi9erNatWysUCsnn82nDhg2qV6+e3n//fRUUFOi6667L\ndrrvvvv0+9//fp9fSD5Wg1yzZs0arkvkJK5N5CquTeSqGn1tNmmixGuvyXvBBXKtX5+N6778svLr\n1FH8kUcYRAyq0dcm8IO9jiFnnnmmPvjgA/Xq1UuSNGzYMC1YsECxWEydOnXSwIEDddNNN8m2bV18\n8cWqW7fubh8jSTfffLMefPBBpVIpNWzYUB06dJBlWbr66qtVUFAg27bVr18/eb1eXX755RoxYoQK\nCgrk8/l0//33S5KGDBmiYcOGybZttW3bVs12uWv1zu8+AQAAAGCGffTRirz8skIXXCDXTu8QyZs5\nU/J4FB87VuLP7gAMsbZu3cpNNoAcwlKPXMW1iVzFtYlcxbW5g+vzz3cMIv/9ryNP9O6t+OjRDCIG\ncG0C+3ADVQAAAAD4uTKNGiny0kvKHH64I8+bNk3+22+XfvhyBgCoTIwhAAAAACpU5rjjFJk/X5k6\ndRx5XmGhAgMHMogAqHSMIQAAAAAqXObXv97xDpG6dR25b9YsBQYM4Gt3AVQqxhAAAAAAlSLzm98o\n8sor5T4y4/vznxXo21dKpQw1A1DTMIYAAAAAqDSZpk0VefVVZY46ypH7nntOgYICKZk01AxATcIY\nAgAAAKBSZZo02TGI/PKXjtw3d66C3btLZWWGmgGoKRhDAAAAAFS6zLHHqvSVV5Rp0MCRe195RcGu\nXaVEwlAzADUBYwgAAAAAI+yGDVX6l78o3bChI/f+9a8KXn+9FI+bKQag2mMMAQAAAGCM3aCBIq++\nqnSjRo7c+8YbCl5zjRSNGmoGoDpjDAEAAABglF2//o5B5LjjHLn3rbcUuvJKaft2Q80AVFeMIQAA\nAACMs488UpFXXlG6WTNH7nnvPYUuuUTWd98ZagagOmIMAQAAAJAT7MMPV+Sll5Ru3tyRe5YtU6hj\nR1kbNxpqBqC6YQwBAAAAkDPsunUVefllpU480ZG7V61S+A9/kLV2rZliAKoVxhAAAAAAOcX+xS8U\nmTdPqdNPd+SuL75Q+Pzz5Vq50lAzANUFYwgAAACA3BMOKzJnjpIdOzpi13//q9AFF8j90UeGigGo\nDhhDAAAAAOQmv1/RWbNUdvXVjti1ZYtCl1wi9zvvGCoGoKpjDAEAAACQuzwexZ54QomCAkdslZYq\ndOWV8vzlL4aKAajKGEMAAAAA5DaXS/ExYxS//XZHbCUSCnbpIu+cOYaKAaiqGEMAAAAA5D7LUmLo\nUMXuv98Zp9MK9Okj3/TphooBqIoYQwAAAABUGWU33aToo4/KtqxsZtm2AnfcobyRIyXbNtgOQFXB\nGAIAAACgSkl27apYUZFsr9eR+x9+WIGbbpKSSUPNAFQVjCEAAAAAqpzkpZcq+vTTsoNBR+576ikF\nr7tOikQMNQNQFTCGAAAAAKiSUueeq8hLLylTp44j977+ukIXXSTr228NNQOQ6xhDAAAAAFRZ6RNP\nVGTBAmWOPtqRe5YtU+j3v5e1dq2ZYgByGmMIAAAAgCot07ixSl9/XemWLR25+9//Vvjcc+VavtxQ\nMwC5ijEEAAAAQJVnH3GESl99VcmzznLkrk2bFL7wQnnefNNQMwC5iDEEAAAAQPWQn6/os8+q7Kqr\nHLFVWqrgVVfJ+8wzhooByDWMIQAAAACqD59PsSlTlLjlFkdspVIK9u2rvPHjJds2VA5ArmAMAQAA\nAFC9uFyKjxih2KhRsi3Lccg/YoQCt9wiJZOGygHIBYwhAAAAAKqlsr59FSsqku3zOXLfrFkKXXGF\ntHWroWYATGMMAQAAAFBtJS+9VJEXXpBdq5Yj9yxcqDBfvQvUWIwhAAAAAKq19GmnqfSNN5Ru2NCR\nu1evVrhDB7k/+MBMMQDGMIYAAAAAqPYyxx+vyN/+plTbto7ctXmzQhdfLO/zzxtqBsAExhAAAAAA\nNYJdt64i8+er7IorHLmVSCjYq5fyRo/mm2aAGoIxBAAAAEDN4fcrNn264n/8Y/lDDz2kQJ8+UiJh\noBiAysQYAgAAAKBmsSwl7rxT0WnTyn/TzJw5CnXqJGvzZkPlAFQGxhAAAAAANVLyqqsUmT9fmUMP\ndeSeJUsU6tBBrn/+01AzABWNMQQAAABAjZVu316R//s/pZs0ceTutWsVPvdceV55xVAzABWJMQQA\nAABAjZY55hiVvvGGUqed5sit0lKFrr9eeQ89JGUyhtoBqAiMIQAAAABQu7YiL7ygsm7dyh3yjx6t\nYJcu0vbtBooBqAiMIQAAAAAgST6fYhMmKDZunGyPx3HI++qrCv/+93L9+9+GygE4mBhDAAAAAOBH\nlqWynj133Fi1bl3HIfc//6nwWWfJ8+abhsoBOFgYQwAAAABgF+lTTlHpW28p3aqVI7e+/17BK66Q\n77HHJNs21A7AgWIMAQAAAIDdsBs0UOlrr6nsiiscuZXJKDBsmAJ9+kixmKF2AA4EYwgAAAAA7Ekw\nqNj06Yrdd59sy3Ic8s2Zo/D558v64gtD5QD8XIwhAAAAAPBTLEtlN9+s6HPPya5Vy3HIXVKi8Bln\nyLNggaFyAH4OxhAAAAAA2Aepc87ZcR+R44935K6tWxW6+mrljRwppdOG2gHYH4whAAAAALCPMo0a\nqfSNN5Ts2LHcMf/DDyt06aWyNm0y0AzA/mAMAQAAAID9UauWorNn77iPiNvtOOR55x2FTz9d7iVL\nDJUDsC8YQwAAAABgf/1wH5HISy8pc8QRjkOur75S6MIL5Zs0ia/fBXIUYwgAAAAA/EzpU05R6Tvv\nKHXqqY7cSqcVGDpUwa5dpe+/N9QOwJ4whgAAAADAAbCPOEKRefMUHzSo3DHvyy8rfNZZcq1YYaAZ\ngD1hDAEAAACAA+XxKDF8uCJ//rPsQw5xHHL/+98Kn3uuvDNn8rEZIEcwhgAAAADAQZL6wx+0feFC\npVu1cuRWPK7gwIEKdu0qa8sWQ+0A/IgxBAAAAAAOIrthQ5UuWKBE9+7ljnlfflnh006Te/FiA80A\n/IgxBAAAAAAONr9f8fHjFZ06VXY47DjkWr9eoQsvVN5DD0mplKGCQM3GGAIAAAAAFSR59dU7vm2m\nTRtHbmUy8o8erdBFF8n68ktD7YCaizEEAAAAACpQ5thjFVmwQImbby53zLNkifJPPVWe+fMNNANq\nLsYQAAAAAKhoPp/i992nyIsvKnP44Y5D1vffK9Stm/wDB0rRqKGCQM3CGAIAAAAAlSR19tkqfe89\nJc85p9yxvJkzFT7rLLlKSgw0A2oWxhAAAAAAqET2YYcpOmeOYg88INvrdRxz/+tfCnfooLyxY7m5\nKlCBGEMAAAAAoLK5XCobMEClb7yhdKNGjkNWKiX/Aw8odN55cq1ZY6ggUL0xhgAAAACAIZnWrVW6\ncKHKrruu3DHPRx8pfPrp8k2ZImUyBtoB1RdjCAAAAACYFA4r9vjjijz1lDJ16zoOWbGYAkOGKNSp\nE1/BCxxEjCEAAAAAkANSF16o0iVLlLzggnLHPO+8o/xTTpF39mzJtg20A6oXxhAAAAAAyBH2YYcp\n+tRTij7xhOxatRzHrG3bFBwwQMHrrpO1aZOhhkD1wBgCAAAAALnEspS85hptf+89pc44o9xh71/+\nonC7dvLOncu7RICfiTEEAAAAAHKQ3aCBInPnKjZmjOxAwHHMtXmzgt27K3jttbI2bjTUEKi6GEMA\nAAAAIFe5XCrr3Vul776r1Iknljvsfe015bdrJ19xMd84A+wHz95OsG1bo0eP1po1a+Tz+TR06FDV\nr18/e/zdd99VYWGhPB6PLrzwQnXq1GmPj1m/fr1GjBghl8ulRo0aafDgwZKkefPmae7cufJ4POre\nvbtOPfVUJRIJDR8+XN99951CoZCGDx+u2rVra8WKFRo/frzcbrfatm2rXr16SZIeffRRlZSUKJPJ\n6JJLLlGnTp0q6CUDAAAAgMqVadxYkb/+VXkTJypv1ChZyWT2mLVtmwKDBsn7/POKTZyoTOPGBpsC\nVcNe3xny9ttvK5lMqrCwUAMGDND48eOzx1KplCZMmKBJkyZpypQpmjdvnrZs2bLHx0yYMEH9+/fX\n1KlTlclktHDhQm3evFlz5sxRYWGhJk6cqMmTJyuVSumFF15Q48aNNW3aNHXs2FFFRUWSpNGjR2vk\nyJGaPn26Pv30U61evVofffSRNmzYoMLCQk2bNk1/+tOfVFpaWkEvGQAAAAAY4PEocdttO94lctJJ\n5Q+/957Cp5yivPHjpZ3GEgDl7XUMKSkpUbt27SRJzZs316pVq7LH1q5dqwYNGigcDsvj8ah169Za\ntmzZHh+zatUqtWnTRpJ08skn68MPP9TKlSvVqlUreTwehcNhNWjQQKtXr1ZJSYnat28vSWrfvr2W\nLl2qSCSiZDKpevXqSZLatWunpUuXqmXLlho2bFi2VyaTkcez1ze9AAAAAECVk2naVJHXXlNs9GjZ\noZDjmJVIyD9ihMIdOsi1fLmhhkDu2+sYEolEFA6Hsz+73W5lfvgs2q7HgsGgSktLFY1Gyz0mnU7L\n3ulOxz+eu+tzBAKBcs8RCoWyWWinf9h/fA6v16twOKxUKqURI0bo0ksvld/v/zmvBwAAAADkPrdb\nZX36aPuSJUqec075w598onCHDvIPHy7FYgYKArltr2+fCIVCikaj2Z8zmYxcLlf2WCQSyR6LRCKq\nVavWbh/jdrtlWVY2i0ajys/PL/cc0Wg0+xw/5pFIRPn5+QoGg+XO/XEw2bZtm+68806deOKJ6tq1\n6z6/AGvWrNnnc4HKwnWJXMW1iVzFtYlcxbWJSvHggzr0tNPU4JFH5P3++2xspdPKmzhReu45rbv9\ndn1/2mnZY1ybyDVNmjSp1F9vr2NIq1attGjRInXo0EErVqxQ451uxtOwYUN9+eWX2r59u/x+v5Yv\nX64uXbpI0m4f07RpUy1btkwnnHCCFi9erBNPPFHNmjXTE088oWQyqUQioS+++EKNGjVSixYttHjx\nYjVr1kyLFy9W69atFQqF5PP5tGHDBtWrV0/vv/++CgoKlEgkdOONN+q6667Teeedt18vQGW/4MDe\nrFmzhusSOYlrE7mKaxO5imsTleq44xS77jrZQ4bI9/zzjkN5Gzeqya23Knn++YqNGqXVySTXJmo8\na+vWrfZPnfDjN8N89tlnkqRhw4Zp1apVisVi6tSpkxYtWqQZM2bItm1dfPHFuvzyy3f7mKOPPlrr\n1q3Tgw8+qFQqpYYNG+ruu++WZVmaP3++5s6dK9u21b17d5155pmKx+MaMWKEvv32W/l8Pt1///06\n9NBD9emnn2rcuHGybVvt2rVTnz599Oc//1mFhYWOf6DvueceHXXUURX40gEVgz84IVdxbSJXcW0i\nV3FtwhTPggUK3HqrXBs2lDtm+/3aeMMNCo8YIeXlGWgH5Ia9jiEAKhd/cEKu4tpEruLaRK7i2oRR\n27bJ/+CD8k2bJuuHez7uLN2okeJjxyp19tkGygHm7fUGqgAAAACAKqZWLcVHjVLpwoVKtW1b7rD7\n888VuuwyBbt1k7Wbd5AA1R1jCAAAAABUU5kWLRR57TVFJ01Spk6dcse98+cr/6ST5Hv0UamszEBD\nwAzGEAAAAACozlwuJa+/XqV//7sSPXrI3ulbPiXJikQUuOcehU85RZ6//lWyuZMCqj/GEAAAAACo\nAexf/ELxRx7RP4uLlWrTptxx95o1CnXurOBll8m1cqWBhkDlYQwBAAAAgBok+pvfKPK3vyn2yCPK\n1K5d7rj3rbcUPvVU+QcNkrVpk4GGQMVjDAEAAACAmsbtVlmPHir9+99V1rVr+Y/OZDLKKy5W/m9/\nK9/EiVIiYagoUDEYQwAAAACghrLr1lXs0Ud3fOvMaaeVO25t26bA8OEKt20rz/z53E8E1QZjCAAA\nAADUcJmWLRV56SVFZs9W+thjyx13r12rULduCl1wgdwff2ygIXBwMYYAAAAAACTLUuqCC1T6/vuK\nPfCA7Fq1yp3iWbxY4bPOUuCGG+Ras8ZASeDgYAwBAAAAAPyPz6eyAQO0/eOPlSgokO12lz9l3jyF\n27VT4OabZW3YYKAkcGAYQwAAAAAA5dh16ig+dqxK33tPyXPPLXfcSqflmzVL+SecIP+wYbK++85A\nS+DnYQwBAAAAAOxRpmlTRZ97TpEXX1S6Vatyx61EQnmPPab81q2V9/DDUmmpgZbA/mEMAQAAAADs\nVerss1X61luKFhcr3ahRuePWtm3yjxyp/BNOkG/aNKmszEBLYN8whgAAAAAA9o3LpeSll6r0/fcV\nnThRmaOOKn/KN98oMHiw8n/7W/mKixlFkJMYQwAAAAAA+8frVbJbN21ftkyx++5Tpnbtcqe4vvxS\ngUGDdrxTpLBQSiQMFAV2jzEEAAAAAPDzBAIqu/lmbV++XPHbbpMdDJY7xbV+vQK33bZjFJk+XYrH\nDRQFnBhDAAAAAAAHpnZtJYYN+9/X8fp85U5xbdigwB13KL9NG/mmTJFiMQNFgR0YQwAAAAAAB4V9\nxBGKjx27YxTp3Vt2Xl65c1xffaXAkCHKb91avsmTpWjUQFPUdIwhAAAAAICDyq5fX/ExY7R9+XIl\n+vaV7feXO8f19dcK3HWX8lu2VN7YsbK2bDHQFDUVYwgAAAAAoELYRx2l+KhRO0aRAQNkBwLlznF9\n+638Dzyg/ObN5R8yRNa6dQaaoqZhDAEAAAAAVCj7yCMVf+ABbS8pUeKmm3Z7o1UrElHelCnKb9NG\ngd695VqxwkBT1BSMIQAAAACASmEffrji99+v7Z98ovjAgbJr1Sp3jpVOyzdnjvJPO03Byy+Xe+FC\nybYNtEV1xhgCAAAAAKhUdt26Stx7r7atWKHYffcpc+SRuz3P+3//p/Allyh85pnyvvCClExWclNU\nV4whAAAAAAAzDjlEZTffrO0lJYpOmqT0ccft9jR3SYmCPXv+72arm/6/vbsPjqq6/zj+ufsEyWYh\niI5FBNImITSGPFhtSAolTtFWax1mgFY7tk5G2wpYO1SLWkHIEKlQFKhUHoMPHYcWq8FRh1KxBSQx\nBoRACCaBtopgUAHzg+yS7N699/fHNluRIDrC7pJ9v2Yc3HPPPTnn8p2EfObeez6K8UTR2xCGAAAA\nAADiq08fhW69VR11dfKvWSOzpKTHbo62tsjLVq+4QimTJ8vR0BDjiaK3IAwBAAAAACQGh0Pm9dfL\nv369OjZsUOj73++xmxEMyrNmjXxlZfJ+97s8QoMvjDAEAAAAAJBwwsXFCjz7rE7U16vr9tt73IFG\nklxvvvm/R2jmz5fx4YcxnikuRIQhAAAAAICEZQ0frs5HH9XxvXt1srJS4YyMHvs52trUd+7cyCM0\n5eWRXWgsK7aTxQWDMAQAAAAAkPjS0xW86y51vPWW/GvWKHTNNT12M0IheaqrI7vQfOMb6rNwoYwP\nPojxZJHoCEMAAAAAABcOp1Pm9dcrUF2tE2++qa477pDt9fbc9T//Ud+KCvmuuEKpP/mJXK+9xt0i\nkEQYAgAAAAC4QFk5OepcsEDHm5p0cu5chTMze+xnmKbcL70k74QJ8hUURLbnff/9GM8WiYQwBAAA\nAABwYUtPV3DKFHVs366Ol15ScOJE2R5Pj10d770X2Z43L0+pEyfK/de/SoFAjCeMeHPFewIAAAAA\nAJwThqHwmDE6OWaMOo8elfvPf5bnmWfkbGk5vatlyb1xo9wbN8r2+RS66SYFb75Z4W99S3Jw30Bv\nx98wAAAAAKDXsQcOVHDqVHXU1alj/XoFb75Zdt++PfY1TpyQ59lnlfaDH0S26K2slGPfvhjPGLFE\nGAIAAAAA6L0MQ+GSEp1ctkzHm5t1cv58hfPyztjdcfCg+i5YIN/VV8s7bpw8K1fK+OijGE4YsUAY\nAgAAAABIDunpCv785+rYulUnXn9dXXfdJevSS8/Y3bV9u1J+8xv5cnKUOn683E8/LePYsRhOGOcL\nYQgAAAAAIOlYI0eqs7JSJ5qa5H/+eQUnTZKdktJjX8Oy5N60Sam/+pV8w4dHXrz67LNSe3uMZ41z\nhTAEAAAAAJC8XC6Z3/mOTq5cqeMtLQosWSJz9OgzdjdMU+6NG5U6dar6ZWcr9Uc/kvsvf5GOH4/h\npPFlsZsMAAAAAACS1K+fQrfeqtCtt8o4cECe556T+4UX5Gxq6rG7EQrJvWGD3Bs2yO7TR2ZZmULf\n/77M66+XfcklMZ48vgjuDAEAAAAA4FPsoUPVdc896qip0Yn6enXef7/COTln7G90dcm9YYNS775b\nvuHD5b3+enkef1yOf/87hrPG50UYAgAAAADAZ7CGD1fX/fero65OJ2pr1XnvvQpnZp6xv2Hbcr3x\nhlJmzpTvyiuVVlKiPpWVcu7cKdl2DGeOM+ExGQAAAAAAPg/DkJWbq67cXHU9+KAcjY1yV1fLXV0t\n5zvvnPE059tvy/n229KCBbIGD1bo2mtlXnutzLFjpbS02M0fUYQhAAAAAAB8UYYhKz9fXfn56nro\nITmamuR+5RW5X3lFzt27z3ia49Ah9XnqKfV56inZbrfCJSXRcMTKyZEMI4aLSF6EIQAAAAAAfBmG\nISsvT115eeq67z4ZBw7IvX59JBipqZERDvd8Wigk15Ytcm3ZIs2cKevyyxW67jqZ48bJ/Pa3uWvk\nPCIMAQAAAADgHLKHDlXwF79Q8Be/kPHxx3Jt2CD3K6/I9dprMgKBM57nOHhQfVavVp/Vq2V7PAp/\n85syy8pkjh2rcFGR5OJX+HOFKwkAAAAAwHliDxig0M03K3TzzdLJk3LV1Mj16qtyvfqqnJ+x04wR\nDMq1datcW7dKlZWy+/WT+a1vyRw7VmZZGY/UfEmEIQAAAAAAxEJKSuQRmHHjpHnz5PjXvyLByMaN\ncm3dKqOz84ynGsePRx69Wb9ekmR95Ssyv/3tSDgyZozsoUNjtYpegTAEAAAAAIA4sDIzFczMVPDO\nO6VAIHLXyN//Hrlr5DN2p5Ekx+HD8qxdK8/atZGxLr9cZmmpwiUlMktLZQ0fzp0jn4EwBAAAAACA\neEtNjWy3e+21kiTjnXfk2rxZrk2b5NqyRY6jRz/zdMfBg5FgpDscGTgwGoyYpaWy8vJyE8o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+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11b8699d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# clean_nu_df.Annual_Base_Salary_in_Rands.hist(bins=20,)\n",
+    "plt.plot(gauss_x,mlab.normpdf(gauss_x,mean,sigma),color='r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:3: FutureWarning: order is deprecated, use sort_values(...)\n",
+      "  app.launch_new_instance()\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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TP39+JkyYAEC7du04deoUffv2pU2bNtjY2HD8+HEiIiIoWrQo169f58aNG6ZYSpUqBcAH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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11b869a50>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = pyplot.figure()\n",
+    "ax = fig.add_subplot(111) \n",
+    "by_area = df.groupby('Location').size().order()\n",
+    "by_area.plot(kind='barh', fontsize=15)\n",
+    "ax.set_xlabel(\"Number of respondents\")\n",
+    "ax.set_title(\"Location of SA Techies\")\n",
+    "plt.text(0.85, -0.125,'(Data Source: SA Tech Salary Crowdwource Database - Vukosi Marivate || 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/location_bar.png',bbox_inches='tight', dpi = 300)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:1: FutureWarning: order is deprecated, use sort_values(...)\n",
+      "  if __name__ == '__main__':\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Location\n",
+       "Mum's basement     1.200000e+01\n",
+       "George             6.700000e+03\n",
+       "Olivedale          1.080000e+05\n",
+       "Paarl              1.100000e+05\n",
+       "South Africa       1.220000e+05\n",
+       "Somerset West      1.260000e+05\n",
+       "Port Elzabeth      1.500000e+05\n",
+       "Nelspruit          1.700000e+05\n",
+       "All over           2.160000e+05\n",
+       "Gauteng            2.350000e+05\n",
+       "Pretoria           3.298614e+05\n",
+       "Port Elizabeth     3.300000e+05\n",
+       "Bloemfontein       3.650000e+05\n",
+       "Sandton            3.680000e+05\n",
+       "Randburg           4.150000e+05\n",
+       "Durban             4.173342e+05\n",
+       "Cape Town          4.400030e+05\n",
+       "Centurion          4.550000e+05\n",
+       "Johaneesburg       5.186695e+05\n",
+       "Canderbijlpar      7.000000e+05\n",
+       "Stellenbosch       7.500000e+05\n",
+       "Bellville          7.590000e+05\n",
+       "International      7.810750e+05\n",
+       "rustenburg         8.500000e+05\n",
+       "Stellenbosch       8.986667e+05\n",
+       "remote             1.200000e+06\n",
+       "Somerset           2.400000e+06\n",
+       "Plettenberg Bay    2.600000e+06\n",
+       "Name: Annual_Base_Salary_in_Rands, dtype: float64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.groupby('Location').mean().Annual_Base_Salary_in_Rands.order()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/vima/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:3: FutureWarning: order is deprecated, use sort_values(...)\n",
+      "  app.launch_new_instance()\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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g6OhIgwYNGDp0KKVLlzb3WaFCBY4dO8a5c+eYMGECbm5uzJkzh7i4OAoXLkzj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\nRU5ErkJggg==\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x125082e50>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = pyplot.figure()\n",
+    "ax = fig.add_subplot(111) \n",
+    "by_area = df.groupby('Location').mean().Annual_Base_Salary_in_Rands.order()\n",
+    "by_area.plot(kind='barh', fontsize=15)\n",
+    "ax.set_xlabel(\"Number of respondents\")\n",
+    "ax.set_title(\"Location of SA Techies\")\n",
+    "plt.text(0.85, -0.125,'(Data Source: SA Tech Salary Crowdwource Database - Vukosi Marivate || 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/location_bar_average.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/satechsalaries/plots/location_bar.png b/satechsalaries/plots/location_bar.png
new file mode 100644
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diff --git a/satechsalaries/plots/location_bar_average.png b/satechsalaries/plots/location_bar_average.png
new file mode 100644
index 0000000..55a112e
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diff --git a/satechsalaries/plots/prelim.png b/satechsalaries/plots/prelim.png
new file mode 100644
index 0000000..bd760f9
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