{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<center><h1>In your face:<br>Biased judgement of fear-anger expressions in violence offenders.</h1></center>\n",
    "\n",
    "# 5. Fitting Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from scipy import stats\n",
    "from scipy.special import erf\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.optimize import leastsq\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn import metrics\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('max_columns', 100)\n",
    "pd.set_option('max_rows', 1000)\n",
    "\n",
    "import os\n",
    "import fnmatch\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "from myBasics import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "## Defining psychometric functions and plotting some examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we define a logistic psychometric function and first show some examples how it looks like.  Later, we fit the function to single participant data and extract the parameters (threshold,slope,guess,lapse) that best describe it. These parameters can be used to reconstruct the functions for each participant and they can be used for other computations, like e.g. comparing thresholds between groups."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Dummy x-scale for plotting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0,1,1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Logistic Function:  \n",
    "\n",
    "$F_{L}(x;{\\alpha},{\\beta})=\\dfrac{1}{1+exp(- {\\beta}(x-{\\alpha}))}$\n",
    "  ; or with guess and lapse parameters: \n",
    "$F_{L}(x;{\\alpha},{\\beta},{\\gamma},{\\lambda})=\\gamma + (1 - \\gamma - \\lambda)*\\dfrac{1}{1+exp(- {\\beta}(x-{\\alpha}))}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# adapted for Python from the Palamedes Toolbox by Nicolaas Prins and Frederick Kingdom (PAL_Logistic.m)\n",
    "# Prins, N & Kingdom, F. A. A. (2009) Palamedes:  Matlab routines for analyzing psychophysical data.\n",
    "# http://www.palamedestoolbox.org\n",
    "\n",
    "def logisticFunction(x,threshold,slope,guess,lapse):\n",
    "    return guess + (1. - guess - lapse)*(1./(1.+np.exp(-slope*(x-threshold))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
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DAQTM0+ozgdnZ2frTn/6kHTt2qL6+XomJiUpLS9NVV1113uM2btyolStX6tChQ6qsrFTf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\nwkP9NePyQbp2QpxCAn1NTAgAgPujBKJ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6b2c4e6050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,logisticFunction(x,0.5,10,0,0));\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interactive plot to see the effects of wiggling each parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Interactive plots for static html notebooks; using ipywidgets by Jake Vanderplas  \n",
    "# https://github.com/jakevdp/ipywidgets-static\n",
    "\n",
    "from ipywidgets_static import StaticInteract, RangeWidget, RadioWidget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def iPlot(thresh,slope,guess,lapse):\n",
    "    \n",
    "    # make x-axis fine-grained\n",
    "    x = np.linspace(0, 1, 1000)\n",
    "    \n",
    "    fig, ax = plt.subplots(figsize=(8, 6))\n",
    "    ax.plot(x, logisticFunction(x,thresh,slope,guess,lapse),\n",
    "            lw=5, alpha=0.8)\n",
    "\n",
    "    ax.set_xlim(0,1)\n",
    "    ax.set_ylim(0,1)\n",
    "    \n",
    "    thisEquation = '$F_{L}=%s + (1 - %s - %s)*\\\\frac{1}{1+exp(- {%s}(x-{%s}))}$' %(guess,guess,lapse,slope,thresh)\n",
    "    \n",
    "    ax.text(1.1, 0.5, thisEquation, fontsize=25)\n",
    "    sns.despine()\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda2/lib/python2.7/site-packages/matplotlib/pyplot.py:516: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  max_open_warning, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
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       "    <script type=\"text/javascript\">\n",
       "      var mergeNodes = function(a, b) {\n",
       "        return [].slice.call(a).concat([].slice.call(b));\n",
       "      }; // http://stackoverflow.com/questions/914783/javascript-nodelist/17262552#17262552\n",
       "      function interactUpdate(div){\n",
       "         var outputs = div.getElementsByTagName(\"div\");\n",
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       "           }\n",
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       "         for(i=0; i<outputs.length; i++){\n",
       "           var name = outputs[i].getAttribute(\"name\");\n",
       "           if(name == value){\n",
       "              outputs[i].style.display = 'block';\n",
       "           } else if(name != \"controls\"){\n",
       "              outputs[i].style.display = 'none';\n",
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       "    \n",
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       "\">\n",
       "    </div>\n",
       "    \n",
       "      <b>guess:</b> <input type=\"range\" name=\"guess\" min=\"0.0\" max=\"0.2\" step=\"0.1\" value=\"0.0\" style=\"width:350px\" oninput=\"interactUpdate(this.parentNode);\" onchange=\"interactUpdate(this.parentNode);\">\n",
       "<br>\n",
       "<b>lapse:</b> <input type=\"range\" name=\"lapse\" min=\"0.0\" max=\"0.2\" step=\"0.1\" value=\"0.0\" style=\"width:350px\" oninput=\"interactUpdate(this.parentNode);\" onchange=\"interactUpdate(this.parentNode);\">\n",
       "<br>\n",
       "<b>slope:</b> <input type=\"range\" name=\"slope\" min=\"10\" max=\"20\" step=\"2\" value=\"10\" style=\"width:350px\" oninput=\"interactUpdate(this.parentNode);\" onchange=\"interactUpdate(this.parentNode);\">\n",
       "<br>\n",
       "<b>thresh:</b> <input type=\"range\" name=\"thresh\" min=\"0.2\" max=\"0.8\" step=\"0.1\" value=\"0.2\" style=\"width:350px\" oninput=\"interactUpdate(this.parentNode);\" onchange=\"interactUpdate(this.parentNode);\">\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<ipywidgets_static.interact.StaticInteract at 0x7f6b2c559b10>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "StaticInteract(iPlot,\n",
    "               thresh=RangeWidget(.2, 0.8, 0.1),\n",
    "               slope=RangeWidget(10, 20, 2),\n",
    "               guess=RangeWidget(.0, .2, 0.1),\n",
    "               lapse=RangeWidget(.0, .2, 0.1),\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "## Fitting Functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# taken from: Ariel Rokem;\n",
    "# https://github.com/arokem/teach_optimization/blob/master/optimization.ipynb\n",
    "def err_func(params, x, y, func):\n",
    "        return y - func(x, *params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def getFit(x,y,func,initalGuesses):\n",
    "    params, _ = leastsq(err_func,\n",
    "                        initalGuesses,\n",
    "                        args=(x, y, func),\n",
    "                        maxfev=1000000000 # a high number, for safety\n",
    "                       )\n",
    "    return params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apply functions to data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('../outputs/genderTable.csv',\n",
    "                 index_col=[0,1,2])\n",
    "\n",
    "df = df[df.columns[:-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>00</th>\n",
       "      <th>01</th>\n",
       "      <th>02</th>\n",
       "      <th>03</th>\n",
       "      <th>04</th>\n",
       "      <th>05</th>\n",
       "      <th>06</th>\n",
       "      <th>07</th>\n",
       "      <th>08</th>\n",
       "      <th>09</th>\n",
       "      <th>10</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>g</th>\n",
       "      <th>p</th>\n",
       "      <th>fgender</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">K</th>\n",
       "      <th>K013</th>\n",
       "      <th>M</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">K014</th>\n",
       "      <th>F</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.85</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">K015</th>\n",
       "      <th>F</th>\n",
       "      <td>0.10</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.45</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.90</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.85</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  00    01    02    03    04    05    06    07    08    09  \\\n",
       "g p    fgender                                                               \n",
       "K K013 M        0.25  0.50  0.40  0.55  0.60  0.55  0.80  0.80  1.00  0.90   \n",
       "  K014 F        0.00  0.00  0.05  0.00  0.00  0.25  0.45  0.70  0.85  0.95   \n",
       "       M        0.20  0.20  0.30  0.35  0.35  0.40  0.45  0.65  0.75  0.90   \n",
       "  K015 F        0.10  0.15  0.20  0.20  0.30  0.45  0.70  0.75  0.90  1.00   \n",
       "       M        0.00  0.00  0.05  0.20  0.35  0.30  0.65  0.70  0.85  1.00   \n",
       "\n",
       "                  10  \n",
       "g p    fgender        \n",
       "K K013 M        1.00  \n",
       "  K014 F        0.95  \n",
       "       M        0.85  \n",
       "  K015 F        0.95  \n",
       "       M        1.00  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "parameters need to be initalized. Here, we set them as following:  \n",
    "- threshold: 0.5 (steepest point at 50%)\n",
    "- slope: 5 (not equivalent with the first derivative; instad the meaning will differ for each function)\n",
    "- guessing: 0 (assuming no guessing)\n",
    "- lapses: 0 (assuming no lapses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "initalGuesses = 0.5,5,0,0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example fitting with mean over all control participants:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "y = np.array( df.ix['A'].mean() )\n",
    "x = np.linspace(0,1,len(y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "params = getFit(x,y,logisticFunction,initalGuesses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.55462598,  7.4084308 ,  0.09465109,  0.08281134])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IFFt5BhE3NzdcXFz4888/rdpOnTqFwWCgUaNGVm2ZU7rS0tKs2lJSUjCbzZY+IiIicmdi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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6af5839f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylim(0,1)\n",
    "plt.plot( x, y, 'o' )\n",
    "params = getFit(x,y,logisticFunction,initalGuesses)\n",
    "plt.plot( x, logisticFunction( x, *params ) )\n",
    "plt.text(1.05, 0.5, \n",
    "         'threshold: %s\\nslope: %s\\nguess: %s\\nlapse: %s\\n' \n",
    "         % (round(params[0],2),round(params[1],2),round(params[2],2),round(params[3],2)) \n",
    "        )\n",
    "sns.despine()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interactive plot, to inspect the fitted function for each participant!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def makeSinglePlot(groupName,participant):\n",
    "\n",
    "    if groupName == \"violence offenders\":\n",
    "        group = 'G'\n",
    "    elif groupName == \"child molesters\":\n",
    "        group = 'K' \n",
    "    elif groupName == \"general population\":\n",
    "        group = 'A' \n",
    "        \n",
    "    fig = plt.figure(figsize=(16, 6))\n",
    "    \n",
    "    myCol = myPal[labelCoding[group]]\n",
    "    \n",
    "    for i,fGender in enumerate(['M','F']):\n",
    "        ax = plt.subplot(1,2,i+1)\n",
    "        try: \n",
    "            #select a participant\n",
    "            thisGroup= group\n",
    "            groupEntries = [ n for n,x in enumerate( df.index.levels[1] ) if x[0]==thisGroup ] \n",
    "            p = df.index.levels[1][groupEntries[participant]]\n",
    "\n",
    "            # get the data and transform to numpy array\n",
    "            y = np.array( df.ix[p[0]].ix[p].ix[fGender] )\n",
    "            x = np.linspace(0,1,len(y))\n",
    "\n",
    "            # plot the raw data\n",
    "            ax.plot( x, y,\n",
    "                        'o',markersize=12, markeredgecolor='grey',markerfacecolor=myCol )\n",
    "            # plot the fitted data\n",
    "            params = getFit(x,y,logisticFunction,initalGuesses)\n",
    "            ax.plot( x, logisticFunction( x, *params ),\n",
    "                         linewidth=8, alpha=0.6, color=myCol)\n",
    "            ax.text(.6, .1, \n",
    "                             'threshold: %s\\nslope: %s\\nguess: %s\\nlapse: %s\\n' \n",
    "                             % (round(params[0],2),round(params[1],2),round(params[2],2),round(params[3],2)) \n",
    "                            )\n",
    "            ax.set_xlim(0,1)\n",
    "            ax.set_ylim(0,1)\n",
    "\n",
    "            ax.set_title(fGender)\n",
    "\n",
    "            plt.suptitle(p,fontsize=20)\n",
    "            sns.despine()\n",
    "        except:\n",
    "\n",
    "            ax.set_xlim(0,1)\n",
    "            ax.set_ylim(0,1)\n",
    "\n",
    "            ax.set_title('no data')\n",
    "\n",
    "            plt.suptitle('no data',fontsize=20)\n",
    "            sns.despine()\n",
    "        \n",
    "    return fig   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <script type=\"text/javascript\">\n",
       "      var mergeNodes = function(a, b) {\n",
       "        return [].slice.call(a).concat([].slice.call(b));\n",
       "      }; // http://stackoverflow.com/questions/914783/javascript-nodelist/17262552#17262552\n",
       "      function interactUpdate(div){\n",
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       "           }\n",
       "         }\n",
       "\n",
       "         for(i=0; i<outputs.length; i++){\n",
       "           var name = outputs[i].getAttribute(\"name\");\n",
       "           if(name == value){\n",
       "              outputs[i].style.display = 'block';\n",
       "           } else if(name != \"controls\"){\n",
       "              outputs[i].style.display = 'none';\n",
       "           }\n",
       "         }\n",
       "      }\n",
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       "    <div>\n",
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       "\">\n",
       "    </div>\n",
       "    \n",
       "    <div name=\"groupNamechild molestersparticipant5\" style=\"display:none\">\n",
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       "AABJRU5ErkJggg==\n",
       "\">\n",
       "    </div>\n",
       "    \n",
       "      <b>groupName:</b> violence offenders: <input type=\"radio\" name=\"groupName\" value=\"violence offenders\" checked=\"checked\" onchange=\"interactUpdate(this.parentNode);\">      child molesters: <input type=\"radio\" name=\"groupName\" value=\"child molesters\"  onchange=\"interactUpdate(this.parentNode);\">      general population: <input type=\"radio\" name=\"groupName\" value=\"general population\"  onchange=\"interactUpdate(this.parentNode);\">\n",
       "<br>\n",
       "<b>participant:</b> <input type=\"range\" name=\"participant\" min=\"0\" max=\"29\" step=\"1\" value=\"0\" style=\"width:350px\" oninput=\"interactUpdate(this.parentNode);\" onchange=\"interactUpdate(this.parentNode);\">\n",
       "    </div>\n",
       "    "
      ],
      "text/plain": [
       "<ipywidgets_static.interact.StaticInteract at 0x7f6ad9f6ce90>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "StaticInteract(makeSinglePlot,\n",
    "               groupName=RadioWidget(['violence offenders','child molesters','general population']),\n",
    "               participant=RangeWidget(0, 29, 1)\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get curve parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def makeParamsDict(df):\n",
    "    # dict to write to\n",
    "    d = {}\n",
    "    \n",
    "    # loop through group\n",
    "    for group in df.index.levels[0]:\n",
    "        # loop through participants of that group\n",
    "        for p in df.ix[group].index.levels[0]:\n",
    "            if p[0] == group:\n",
    "                # loop through face gender\n",
    "                for fgender in df.ix[group].ix[p].index:\n",
    "                    \n",
    "                    # get the data\n",
    "                    y = np.array( df.ix[group].ix[p].ix[fgender] )\n",
    "                    x = np.linspace(0,1,len(y))\n",
    "\n",
    "                    # get parameters from fitting\n",
    "                    threshold,slope,guess,lapse = getFit(x,y,logisticFunction,initalGuesses)\n",
    "                    \n",
    "                    # either fill dict entry or make the entry and fill then\n",
    "                    try:\n",
    "                        d[p][fgender] = {'threshold':threshold,\n",
    "                                'slope':slope,\n",
    "                                'guess':guess,\n",
    "                                'lapse':lapse\n",
    "                               }\n",
    "                    except:\n",
    "                        d[p] = { 'F':{}, 'M':{} }\n",
    "                        d[p][fgender] = {'threshold':threshold,\n",
    "                                         'slope':slope,\n",
    "                                         'guess':guess,\n",
    "                                         'lapse':lapse\n",
    "                                         }\n",
    "    # output is the dict\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def makeParamsDf(d):\n",
    "    # empty dict to write to\n",
    "    paramsDf = pd.DataFrame()\n",
    "    # loop through dict\n",
    "    for entry in d:\n",
    "        # make a table out of the data of one participant\n",
    "        thisDf = pd.DataFrame(d[entry])\n",
    "        thisDf.index = [ [entry]*len(thisDf),thisDf.index]\n",
    "        # reshape, so that results are all in one row\n",
    "        thisDf = thisDf.unstack()\n",
    "        # append to big df\n",
    "        paramsDf = pd.concat([paramsDf,thisDf])\n",
    "    # making index nice\n",
    "    paramsDf = paramsDf.sort_index()\n",
    "    paramsDf.index = [ [name[0] for name in paramsDf.index ], paramsDf.index ]\n",
    "    \n",
    "    return paramsDf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We get a table with all four curve parameters for each participant and each face type (female,male). These data can be compared between groups or used to reconstruct the respective logistic function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "paramsDf = makeParamsDf(makeParamsDict(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">F</th>\n",
       "      <th colspan=\"4\" halign=\"left\">M</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>guess</th>\n",
       "      <th>lapse</th>\n",
       "      <th>slope</th>\n",
       "      <th>threshold</th>\n",
       "      <th>guess</th>\n",
       "      <th>lapse</th>\n",
       "      <th>slope</th>\n",
       "      <th>threshold</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">A</th>\n",
       "      <th>A001</th>\n",
       "      <td>0.106096</td>\n",
       "      <td>0.045968</td>\n",
       "      <td>30.023075</td>\n",
       "      <td>0.538619</td>\n",
       "      <td>0.060214</td>\n",
       "      <td>-0.032920</td>\n",
       "      <td>8.437888</td>\n",
       "      <td>0.527474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A002</th>\n",
       "      <td>0.128144</td>\n",
       "      <td>0.050533</td>\n",
       "      <td>11.404248</td>\n",
       "      <td>0.515501</td>\n",
       "      <td>0.141569</td>\n",
       "      <td>-0.056500</td>\n",
       "      <td>6.744358</td>\n",
       "      <td>0.556187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A003</th>\n",
       "      <td>-0.041611</td>\n",
       "      <td>0.187950</td>\n",
       "      <td>5.700279</td>\n",
       "      <td>0.485627</td>\n",
       "      <td>-0.037189</td>\n",
       "      <td>-0.202456</td>\n",
       "      <td>5.246829</td>\n",
       "      <td>0.693392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A004</th>\n",
       "      <td>0.403708</td>\n",
       "      <td>0.180693</td>\n",
       "      <td>17.472763</td>\n",
       "      <td>0.907479</td>\n",
       "      <td>0.356250</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>197.740393</td>\n",
       "      <td>0.796821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A005</th>\n",
       "      <td>0.262098</td>\n",
       "      <td>-0.017575</td>\n",
       "      <td>11.898831</td>\n",
       "      <td>0.471887</td>\n",
       "      <td>0.230314</td>\n",
       "      <td>-0.026271</td>\n",
       "      <td>10.781355</td>\n",
       "      <td>0.476161</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               F                                        M            \\\n",
       "           guess     lapse      slope threshold     guess     lapse   \n",
       "A A001  0.106096  0.045968  30.023075  0.538619  0.060214 -0.032920   \n",
       "  A002  0.128144  0.050533  11.404248  0.515501  0.141569 -0.056500   \n",
       "  A003 -0.041611  0.187950   5.700279  0.485627 -0.037189 -0.202456   \n",
       "  A004  0.403708  0.180693  17.472763  0.907479  0.356250  0.500000   \n",
       "  A005  0.262098 -0.017575  11.898831  0.471887  0.230314 -0.026271   \n",
       "\n",
       "                              \n",
       "             slope threshold  \n",
       "A A001    8.437888  0.527474  \n",
       "  A002    6.744358  0.556187  \n",
       "  A003    5.246829  0.693392  \n",
       "  A004  197.740393  0.796821  \n",
       "  A005   10.781355  0.476161  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paramsDf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spaghetti plots of fitted functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def makeGenderSpaghetti(paramsDf,cond,count):\n",
    "    \n",
    "    # resolution of fitted data\n",
    "    x = np.linspace(0,1,1000)\n",
    "    \n",
    "    ax = plt.subplot(3,2,count)\n",
    "    \n",
    "    # to loop through all cases but have only one legend without redundancies,\n",
    "    # here we keep track of whether a condition is already labeled\n",
    "    legTrack = []\n",
    "    \n",
    "    # looping  through the 3 groups\n",
    "    for group in paramsDf.index.levels[0]:\n",
    "        # looping through the participants of each group\n",
    "        for p in paramsDf.ix[group].index:\n",
    "            if p[0] in group:\n",
    "                \n",
    "                # color and legend setting for that group\n",
    "                thisCol = myPal[labelCoding[p[0]]]\n",
    "                thisLeg = myGLabels[p[0]]\n",
    "                \n",
    "                # get the data from the specified row\n",
    "                theseParams = paramsDf.ix[group].ix[p].ix[cond]\n",
    "                \n",
    "                t = theseParams['threshold']\n",
    "                s = theseParams['slope']\n",
    "                g = theseParams['guess']\n",
    "                l = theseParams['lapse']\n",
    "\n",
    "                thisList = logisticFunction( x, t,s,g,l )\n",
    "\n",
    "                # plotting with legend if this is the first instance,\n",
    "                # otherwise plot without a legend\n",
    "                if thisLeg not in legTrack:\n",
    "                    ax.plot(thisList,\n",
    "                            c=thisCol,\n",
    "                            alpha=0.4,\n",
    "                            linewidth=3,\n",
    "                            label=thisLeg)\n",
    "                else:\n",
    "                    ax.plot(thisList,\n",
    "                            c=thisCol,\n",
    "                            linewidth=3,\n",
    "                            alpha=0.4)            \n",
    "                # keep track which conditions already have a legend\n",
    "                legTrack.append(thisLeg)\n",
    "        \n",
    "    # plot formatting\n",
    "    ax.set_xlabel('Morphing Grade (Fear --> Anger)')\n",
    "    ax.set_ylabel('% Anger Responses')\n",
    "\n",
    "    plt.xticks(np.arange(0,1001,200), [str(a)+'%' for a in  np.arange(0,101,20)])\n",
    "    plt.yticks(np.arange(0,1.01,0.2), [str(a)+'%' for a in  np.arange(0,101,20)])\n",
    "\n",
    "    plt.ylim(-0.02,1.02); plt.xlim(-0.1,1001)\n",
    "    if cond == 'M':\n",
    "        ax.set_title('Male Faces')\n",
    "    elif cond == 'F':\n",
    "        ax.set_title('Female Faces')\n",
    "        # one legend for both plots\n",
    "        plt.legend(loc='best',bbox_to_anchor=[1, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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IgjpxswZqbD3kAi1JglNr4tSz1mgifsX5woCjNE6qcRKNk2SBARlESKWyAIIA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LdraHUbVUhIkg6GipxMIsWiyIaB0Zkj2ttNNBnFUGUWturonkN33CdfXCan20zoZTqbDhPrvWjz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ZTlNITrHKSNGaSKI4XPgsGXN8AsHlQleLWOk5Rn1xMpIHUXHg7O3lovYaZBGedCuMz2cRnQ4E\nw2Dz3BAuh01xLoGFTcYDpUsvJF3nwr03xZzUDtiUnSKFoM61v96Oa0Hn2fiFTLpjCF4fgiyxTk/z\nFneeTNdGDrVuqpY5DHsdXNR2YnA0s1hi72ga7SRxwpDXwYWrIyzos+ycrYhjWRaMJUDQa1nlj3Is\nmceyoaHGyf6pcSyhAI6KXoTPJXFlTxPXtl2JYRkMpgeYzE2SLqWYL81j2iZuxU3c24Bbdi85Bzqo\ne5HUANVUGVo4ylRukpP9xpIg0hJczerg6j+4QNMKy1mxR69fe/R6xLYsyjt2UN7xGHa5XCkyIIoo\nrasRl8SxxJoaXFe9seLIPQtOtlm2y0l/sEB+KdUr4AjhU3z4XApv6KzoCw0lChzJOSnZIHokZMNE\ne/55rHSKqJajYXaUo4E4kqAjOj00XrmNttX17Pj5YwBYNqTULGUtAAIIoki0uYsNukGbwwRRwBga\nZmI8yZQSYcobxQqGaBAKJA7uxV/IIGExWbOKdn8lPWGmaNFiFChjUCenyK6OYgV9dP/J+3l+IsVY\nZhzbtpFkFUOexe9oIjFaxsqpYFsE5hdoq1MpGwZZLYu3sZX+NQEMyaI746H5F79lwtVJXlAoSzYL\nqwNsXOzHveQgKHgDTHW8kXZvxRntdclc0lGLLJ375EIzNfYkdpNVs9W2uC/O2tp1p1TiebWwbIt9\nc/urDnxFVNhYt+lVr6DweqempobVq1fz2GOP8bnPfQ5JqtzvwcFB3v72t/PpT3+am2666RU73rp1\n67jvvvt48sknl9mbRx555FW1L/X19bS1tbFjxw4+85nPVK/z+LEDgUBVSPCFXHbZZfz4xz+mr69v\n2TZ79uzhgQce4GMf+xiBQIBvfvObbNu2bZl+QFdXF83NzSwsVDRXjl/jyekZl156KU8//TQPP/ww\n1113XbV9fHyc73//+3z4wx8+pRTlyfzoRz9C07Rl44xAIMDWrVv5+c9/fra36LzhrEe+X/jCFxAE\nAdu2efDBB08ravHMM8/wzDPPLGsTBOEVG5TZts1HPgyjhQAAIABJREFUPvIR+vv7ufXWW2lra+Pe\ne+/li1/8IpIkccMNN5DP53nPe96DLMt88YtfpL6+noceeojPf/7zlEqlav3Nr371qywuLnLnnXfy\n5JNPcuutt/Loo48uy1V55pln+M1vfsPPfvaz1+WAzC6VUHfvwRwbW9YurWrGceGFp623fL5QUA0G\nZ7KMzxcwTIvxVJFsScfK5wkszNGgGFzk1Yg7wXHhRSidncCSANNzz2EMDWPrGkIggNLVhdTQgOuy\nS087ALNtG73vRO1gpaeHxYEh9k8XSRoKSBLK0peKw7Zom+qn0VVCFMB0Kgyu82GKImMzYGtholNz\nGHPzaPNTrJ0fJOw0wakQyttYs5MILhdmLouaWyAjexkNNoLLhbOzh96WWsINYfbUO+l78iiiZiCo\nGmvnJmj2eRgbP4CFTSookdncgd0SxfPcGLNiG7qp4fQFKUclrvrlz3AumOyp28iEO47g8yMqCt1a\nirf6SxTa1rC/ZUO1/KPPpVQHR4Zp0TeV4Vgyv+w+dcb89MQDHFkcZDxbeaZ0A8ZmJYJyE06nh+FE\nHkUS8Dotdo+P4nbrWOI8tmURDytc3N7A5U2XkSwkGUj3M1ecI1lMYlg6oigS88aocUXwO/wvWY7Q\nsi3Gs2MMLQ5hWstz+Br9jXSEOs8LcaYVTmXFHr3+7NHrFduyKD/2GOqjO7ALhUolA8tC7lqDGKqk\ndUnxOM4rLkdQThVfPdM+T7ZZM40e0mWNo5MgIBHzxnA7JLa0hjg6m2N0voCayGMc96LKEkbfIRpG\n+li1OIWnmOOo6KMYqAEBnGt7ueDiHuZmUyRnUqgWjGki+twk7qV9yPUh/twtExKXwv6LRXIDRzgs\n1zEreik6XITzabTJPmxTRcIi7Y8QDIRpDIWY9dTQ5M4ilkUoJgnIRTI1UfxXXIUm1rB7cjeGZVDQ\n84SCM8R9Lei6RHooiwsJO5mmzV6gKErktRzejjUc7fSj2yrdeT+N//cx5h0tzAoOSnaJXG8HvZkx\nQnblfF3BOMnet1AjVWyEU5F4Q0cUp3LuE+miXmR3Yhcl/cSCTFuojc5w1znv81wYTA9WygRTkWDc\nULcRj/LaKGX9WudTn/oUH//4x/nbv/1bbrrpJrLZLLfffjvxeHyZY/lcOTmE/s/+7M+44447+NKX\nvkSpVKK2tpbt27efdoX/XI9xJm699VZuueUW/u7v/o53v/vdiKLIAw88wO7du/nCF75wxuoMH/rQ\nh9i+fTsf/ehH+fSnP01jYyMDAwPccccdNDQ0EAqFEEWRsbEx7r33Xj7+8Y/T09ODbdvs2LGDoaGh\nqnjhcZHB3/zmNwQCATZs2MCNN97IT3/6Uz73uc+RTqfp7u5mbGyM7373u1iW9ZJCyLqu841vfIP5\n+Xkuv/xynE4nAwMD/OIXv+D6669/mXfyD89ZOwm+8pWvvJrncVZs376dnTt3cvvtt1c9PFu3bmV6\nepr9+/dzww038MMf/pBEIsG9995bFZ7YsmUL4+Pj3HbbbbzrXe9ClmUef/xxbr/9di655BIuuugi\nfvazn/HUU0/xJ3/yJ0Blpeqf/umfeP/7339aAYs/doxjx9B271leucDlwnHRhed19ICqmwzOZDk2\nV8C2bfJlg7H5Arpp4SvmiGZnibkstnh0PC4F1xWXI8Vi2LaNunMn6mOPY05OATZiKITc2YFj40aU\nDRvOODA3x8aqJadUSWFQCjL05G5so7KaIDU0oDgdtEe9NB/aiWjkK5ZXlji2oZ6MXWJkHAxDodV2\nYhzdiyM9Tc/oLhxuGXSRoCoi5gvYTifmfAo9n8WUZA419GC73bjbOqlra6L7yrXsdS2w74FDiPky\nUrFEPL3AJp+Hscn9WLZNss7FfEeUUO869CcPMUsbJaOMyxvAiPl4wy//G9eCyYHadUy4YhAIITkU\n2rU0bwkb6Ks62du8HstbWcFyKhJv6KzFqUhkihq7j6XJlU5UAnAtiRPW+BUOzu0nUaiI1pQ1mEi4\nqHM2Y1syRxM5vE6ZgpFjcCpNyG+iCpXUgZ4mD73xKGtr13Fgbj9jmTGSxUR1pSPgDBDzxgk6g3SE\nOoh54y86kZovzTOQ6qegL6+yEHFH6Ap3E3AGztBzhfOBFXu0wusB27Io//a3qDsew8rlwLSwDQ1l\nTS/SUu6t3NqK4w3bTogWngUn26yyaDIQtDg6KWJa0OCLIQsSfpfME4Pz1QG/vbTa5hCgjQLRJ+5F\nTiWxNZ2cLTEaWw2iiOjzsfnPr8HrlNm5q59FE6Y0Gc1IEchVdF5CZpa3br2CUKby/WtmsxhHj3JQ\nczNrmaQCDlySgH/2CBmjhMM20ZxOyo1tbOztxfYHkWbmcE4kyadmiZcmKawKke1q5Mr11/OzPQcp\nGkUy5UUc7gwdkQYckoPRKZtARkebSRDU8sjRMjndwrNhM+OtPjQtR3fOS+znT5C1wgxKCoZVJr+l\nh9bcNPVWHrfspja8iv7uKzCWhtCSKHBJRy1e17lHnGXVDHtOKnEoAD2RXlYFfr/jren8VNWJD9AR\n7qLW/dqoVvXHwJve9Ca++93v8r3vfY+PfvSjSJLEpZdeymc+8xlCoRMVnM7VUXxyv0gkwl133cW/\n/Mu/8A//8A94vV7e8pa38JWvfGVZNNyL7et053Gmczu5/aqrruLf//3f+d73vscnPvEJbNums7OT\nb33rW6dMpk/uF4vFuOeee7jtttv42te+RjabJRqN8hd/8Rd89KMfraYI3HbbbXznO9/hhz/8IXNz\nczidTtra2vj2t7/NW97yFgBaW1t5z3vewy9+8Qv6+vr4j//4DzZt2sRPfvITbrvtNu68807S6TSh\nUIirr76aW265pVrW8EzX+dd//dc4nU7uuece/ud//gfbtmlsbOQjH/lItfzjawnBPhuXz3nCzTff\nzPDwMDt27DjjNm9/+9sxDIPt27cva7/vvvv41Kc+xfe+9z3Wrl3L5ZdfzkMPPcSqpQnvu9/9bq65\n5ho+9KEPAZUH7Ne//jXbt29flqtztkxOTnLNNdfwyCOP0NTU9LL7/6Gwcjm0Xbsxp6eXtcttbZVw\n/FcwH+qVxDAtRpJ5jsxWSuLYtk0yqzKzWMLnkohm5nAtzNPmMOlxGUjBAK6rKgKFtm2jPvoY5Uce\nrgzEqIRuKmvX4rrsMqSGFxdkLG2/Dz29wIgqMRptQTcsrNlKTpfgdNJ+1SX0NocRnnt2WVRG7sI1\nPKYmGZ0F04JmXxPK488Rmx0mPvQcoqFjeVwo4QiBMlj5PObUFEa5hCWLHGjoYSYcx9WymuCFF/LG\nazcxUOij77FBshNZpEyBYEHlOo9BenaQlJFhNuZkvtFP6OIrEJ48yJS+ioKpIzvcOFsb2Prr/8Y1\nr3Eo3MWEM4oaiSO5nLSpC1wbtfDFY+xsWk85UFnhlCWRy7ujBNwKR2dz9E9nl3mR4yE3m1rCiJLF\n3sTzLCytTuSKMJ8KUuduQNVthpN5gm6Zqew86WKeSMBGFdLYQpktrSGiAQ+17lomc5PMFmYpLk3u\nFUkh7o1T647SHuqg0d/4oroBRb3IYHqAZHF5zp/P4aMr3E3UEz3bR26F1zkr9miFVxPbslCfepry\no49izc+DYWCrKsqaNVWRYKW3F2Xzppc1YbBtm/JvtmNlKkKyB2PwtFRLWQNF8OAR6on4HLgdyye8\nrtlJWpJjNAgqxu5dmGPjYJrY5RLPNaxlUfEiyDL127Zy7U1vJ5Fc5Mf/8zgpXUAzNVzZPrzJeZpL\nkzTFvGy99J1QKGIWCqhPPMmUJrLT18SxQBwhVk/j4iTa4gSGJKD6Xcx2b+bCjvUE3W7mMiW8Awex\nRkcpZ47R6pgkuaGZ+uv+DKvcwFMjIyyUF7AFjQs7PdR5axAMH1PPLFDavQvbsujShym1eHBefBEL\nDQEW1DSdKQc1D+5ETZXZ516FJckUNnUQLS2yQZ8j5q0n4Imwr+tCUpxY6byko5ZY6NwjK+dL8+xL\n7q1GtImCyIboRuq9L13G7pUkq2bZOfNstdRinaeOzfVbfq/nsMIKK5w/vGy3ZyKRWCYUNTU1xeOP\nP47D4eC6664jEHj1VuAOHDjA5ZdffsbPTdNkeHj4tKWxOjs7sW2b/v5+ent7geVeIFEUq5OboaEh\n7rrrLr773e+e04DstUhFxOgw+qE+OCk/R/B6cF58yUtOlP9Q2LbNRKrI4ekMZa1y3rppMT5fwLSh\nvdaDa2IUKbvIJo9OvWIh1tfjuuJyBKcT27Io/t97UZ96snrdUiSC45JLcF55xUumVOiTk4wlMgyW\nnZQFESUQxFoqKVUrW2y6Yi2R9ija/v3oJ6dtbFrPQ/kkE0saeSFHAPfeProm+/EPPAeFAlp9BLsm\nRNARxErPYI5PYOs6lgBT4RgzNQ0obavxX3UdGzc20pc/wMy+EbLjGeRUFo8ucJEb1PQkKfJMN3lJ\nRxwIF27BtesoI3ojBUMHScK5qoGt9/9/KCmTQzVdzEpByjX1KB43raUUl9VJBON17GpYW3UQiEJl\n9UQWRZ4YnCOdPxF1IokC65pDrI76UE2VnTO7yGuVlat0FrKZCPXuGCXNZGQuh9shcGR+Gs3QiIZA\nYxG3U2Xr6igWGnk1x2RukqxaEZwSgBp3LXFvnI5wBy2B1hfNlzQtk5HMCKOZY1j2CY0EWZRpD3Ww\nKrBqRZTwNciKPVrhjxHbttGefgb1yScrDgJNwyqXUXp6qg4CxwVbUNasedn7NicnsTKV79E5I8Mu\nsYVMAXJFAa/kIx5TljkIanxOumJ+QtYM5qKJuq8P4+hRBEXByuWYXr2GRdmHIAhINWG2XrOVgmpw\nz8OHSOmVlCDTmCO0mKYjN0gInZo1l2FNzWAkEuj79lJC4lBNJ5PuGoTaWsKlDLqaIB92Y7odLLS0\n0hHrIuh2oxoWjlQSe2KSkpYnrk2T6YyQ2tjKFm8HP+rbx0J5Edu26Ig7qPPW0ORvYnRvluLePWBZ\nBNQ5rBob5Y2XUawNkivN0TMj4nxmF+XZJIf9PViKTLGnFb9a5FJRI1bTgSTKHO7cssxBsKkl/Ds5\nCGby0xycP1j9f5dFmS31F/zeywzqpl5xVCzZR6/iZV10/Rm3tw0DdL3yahhL7w1sc+nV0E+8N01s\n06qU7DTMSlSKZSJIMs7LLv19XeIKK6zwMjlrJ0Eul+Pmm28mEolw5513AhWhiL/5m79BVVVs2+aO\nO+7gpz/96WnVpn9Xcrkc2WyWWCzGj370I+6++26mpqaIRqO8973v5aabbiKTyWAYxmlrYB5vS6VS\nhMNhZFlmamqqKkAxPT1dPe8vfvGLXHvttVxxxRXccccdPPTQQwC8+c1v5pZbbnnFr+0PjTkzg7pz\nF3Zueck3ubsLx6ZNZ53n+PsmmS1zaHKRbPFEaHuurJPIqET9LvwKGAODhNQ8m30abhHk1atxXHIx\ngiRhlcsU/vM/lyk8S3V1uP7sT3GsX/+S4Ztz2TLPP9HHYqlyf8T6eszpaXyCyRq3QbyxFndXG/rw\nCPrBQ9V+dkcHvyqXmZiviB/JiDSNzbPuuQdxDB9G18sYkSBmbZBIpAlr6BjG2Di2aaBjUvT46W9e\ng93bTejKNxOP+ZhQD1A4NsnMgRTKXAaPrdDhgFAuyZCQYarJQ9YrktnSxcbDi/RnQ+QtE1sAZ1Oc\nix75NWJS5XCog4ztJFPbhMvvo7Uwx8Y6Dw1xP8/HuskHT5TV2toWIVfWeeboHKZ1Inog7HVwweoa\nfC4FzdTYPXvCQTCTAqNUT72nloJqMjqXB0HnaGoe27aoC4MhZImGVNbEa0kUZikaRUzbwl4avLgV\nN42+JjrDXbSH2l9S7TlZTNKfOkzZKC9rb/A10FXTXa3PvcJrhxV79Mdrj17v2LaN9syzqM8+hzk9\njV0uY5dKKF1dyM3NIIo437ANubX1nPavH6rYItXU2C75GU7KlDTwO3y0x4L4XRV7Fg246I4HqPVX\nvh9V3ahO6kHAyucxwhGOBhshX0QIBOhorqHgD/PA7glmE4sAFPQCjdoEG+YPIpoafk8twb5RdF3E\nTCaxiiUO1Xcz5o5gRKI4Az6kzCT5kIIpyOTjEcKBLlpqKvoLtqaiHD6IpavI5SRyVGL0gtV0RNfw\n8wO7SJcq45iAR6a3oZ710XVk948y/MyzSLqObqrEzATaDe/AjoTJFedpP1bEONCHMjrFmLeHstOD\n2hrHJzn4UxHCjopY8UjHJqaEEw6B7niA1uiJ8OOXy2jmGIPpwep7p+xka/2F+Bznvs9zwTIMDow9\ng7aYQCmryJrJ+sAarJn9qJqGranYmoataqBp2JpWLe38u7LiJFhhhfOXs3YS3HnnnfT19fGlL32p\n2vaVr3wFwzD4zGc+g9fr5etf/zr/9m//xj/+4z++4idaLBYBeOCBB2hqauLzn/88DoeD7du3V0Ui\nPvCBDwCcVvBCWZroqqqKoihs27aNu+++m3Xr1vHwww+TSqXYtm0bP/3pTxkaGuL222/nZz/7Gffc\ncw933HEH+XyeW265haamJt7+9re/4tf3h8AqldBOI0wo1tTguPiis6qz/IcgU9Tom8qQzJyY9Nm2\nTbqgY2PTVueDUhHj0CDtQokur4EogLJ+HY6NGwEwZmcp3PX/Yp4k0CK3rsbzV+9Frqt70ePnSjp9\nUxmmJ5Lo6SXHiiDi8ntoz0zQ7DMRBXBsvQAzkUB77rlq32I0xuNygGPzS/fcNFl7bJbNjz8A46Oo\nZhnT60ZriOKra0SanqtEIBgGhqFjORUOrL+IYm8v8a1XonhlinI/1uw8s09MICaKeEQXIVmmszTJ\nuKvApE8m77CZ2tTMtgmFwaRNzgKwsWsjXPrsE4izWfqDbZRNgdmGVrzhIC3ZBK2xAN11bg7VdbAQ\nPjHZWtMQZGw+T+Kkv4EgCHTHA3TF/IhiJcR01+xO8lqlWsFEEhSjkVp3iLxqMDpXoKDlSZUyiIJN\nfRhkR4FVtRo+t4ND8wfRLQ2fUinnJYkSdZ561kR66Qp3vaSQUtko0586fEpqQcAZYE2kl5AzdIae\nK5zvrNijPz57tMKSg+DZZ1F378YYG8UqFEBVkdvakFpbQZFxXXFFNZrg5WJOz2Cl0mRMgZ/OWfTX\n1IFdWb3urIsS9jqIhdx0xfzU+JY7T81sBm3nTux8HhQHSCLDnZvQihaiz4fL68bs6GTPsTQTozNg\nWViWQa01zEUT+3AuZPHqIqJHxFE2sAplrNkEk7XNHA02UKhvQu7oIDDbh2WnMAQX5ZAXZ20v3fUn\nBGitgwex83lKRomYmWD80m6MgIehZIqphUo+vyRKXNreyLb4hWg7d/LEc4cgV0A1NWrtReTrtmHW\nRsmrGWoPTpAbGSY8Ns+8q4W0N4zZEKUmFOeNZp6wUvn/nWlfy7B0orRkc8TLmsbgOf0dbNvmyMIg\no5nRapvP4eOC+q2viliuXSphFQrYuVzlNZ/HzhewikXsUolEZhKzOM/xuKtmfzOyc2iphsOp524X\nCthLfSuRAXolUuB4quELX8+AIK1UDVphhfOZs/4PfeSRR3jf+97HDTfcAMDRo0cZGBjgve99b1WM\nYXp6ml/96levyokeL5FhGAbf//73qwOvSy65hEQiwd1338373/9+oKIu+UI0rWI8jodrfvazn+Xm\nm29m69atyLJcLTfyrW99i7//+7+ntraW+++/n3e84x2sX18Jubrqqqu4//77X/ODMts00fsH0PsO\nVeTlj6MoODZtRO7qOi/VszXDon/6VNV8y7JRDYuQR0ESBaxMBmHoKBc5ykQVC0QRx0UXoXS0Y5sm\n2t69FO/9BXb2RIkhx9YL8L7nPQhnUFQFKOsmA9PZyuo3YE5VdBtEoHN1lNXFSWRHJWVB7mhHkGVK\nDz9S9bgn3SH2h1YznB4BbOR0lo19h9kyfBRzfIyyqWK5HOj1EcSmJvxFGa1/ADQdU9ewnDJHtl3K\nbHsPdesvxHArWK5h7MVFivcfoDQn4JU8OGQH6/UkqRqRY2KZomAytrmRLXNejk0JLJoANlrAy7WH\n9uOcSnHQ34qpm0w0dOKNRGjNzFIbq+GCeoUjNatIRBqq9yHidzKczC0rbehzKVywuoawt3L/dFOv\nRhCYFoxMg19sIugKki8bHE1kyZQzFI0iogh1IagJadSGyqS0eY7NzyAKIjWuijhX0BmkK9zF+ugG\nQi8RhmnbNuO5MY4uHF1WtUCRFLrCXTT6ms7L53uFs2fFHv3x2KMVKti2jbZzJ9q+/RhDlfK7qBpS\nawtyRweix4Pz6quqgoXnQmrfQQaKCjtzJsNKAJae4/baKFtaI3TH/QQ9p9pA2zRRH/8t5vQMtmGC\nrZHfsIUJwYMgldBdHsSaWmacYfIlndz8Ig7bxLl4lM2JPYSOzWFZJg5fEEOSkFUDc2aGUriW/avW\nkwzEkNvb8aUmoDhEHie6ywHNbTT5G6rpD865WQrHjlXKGpbnKGyMkokH0LUyiYQKCAjA5uYmrmt9\nA7nHHmVX3z5yqhs7n8V2iKxqDKH3dmLqGuJTu9Fm5/DPLKISYSLYhCMWIxhfTXdhjjpXxcYttnTS\n56itTnrrAi42t5xbOoBlW/TNH2I6f0L3KeQKs6VuC4p07lGbxyfvViaDvZjBymSwMouV1BLDPGO/\nrJplvjhffV/rqT2tcK9tWViJBObMLLaugSAiSGLlGRIlkESEpVckqfK7KFbeiyKCIIIoVNqEyuv5\nGqW6wgorVDhrJ0EymVxWk/Kpp55CEATe+ta3Vtva29tJJpOn6/47EwqFkCSJ3t7eU1ZmLr30Up54\n4gmGh4dxOByk0+lT+qdSKeBEyYv29nZ27NjB5OQktbW1uFwuPvnJT9LR0VFV9Zyenl6mstnc3Mz/\n/u//virX9/vCGBtD27sXO79c1V1ubUW5YMt5WdbQtm1G5wr0T2eWTUwBAm6FfNlAFJfqnc7NE5gY\nZotbxSVSWXm5/AqkhjhmOo362ydQn3uushoCIEm43/oW3G9+8xmPb5gWw8k8R5dEEQGsQgErs0iT\nYtHt0vHXeTH6xysdFBmlp4fyjh2V0DwbhvAwEuthpjALqTTe2Xk2HOtj7fwi1sQEmqVhOmSMmiDl\nLWto1n3oDz1QCTU1TXSXwtzFmxlsW0ugax1W0I8hj1Jr5HH9/EmG0l68Di+yqLCaPEpzgP2FfoqW\nxrHNDaxedLIw5SC5VMNKdzu4/MgRArMZnvc2YWs6E7HVOGujrM4m8MaiXBSVGPfXMV7XggCYlo1h\n2aRy6rL701bno7cxWK0NbVomexK7yWk5NB2GpiDsaCToDJIpagzMLJLVFtEtHVGEWBg6GwVK4ixH\nMuMU9SKKpBBy1eCQnKwKtHBB/VYafA0vObnPqhn65vvIatll7U3+JrrC3b/TIGyF84cVe/THYY9W\nOIG2axfa/gPog4NY6RS2YSA1NaN0dyOGQriuuRrRd25h6IWyQd/hMY4dy5LSJcZVFTNUmQh2x4N8\n6LI1BE7jHDhO+bdPoB8+jK2q2KqK0NJCf2Q1giWSdQfJuf20+v0Ifj/TfaP4F5KEslO4ssOE59LY\nlo1TcmP5vMguL5RtBI+HQ60bGPVEkeKNyPkMcu4wmi1gyhJqS5xGdyexYGVM4pMs5p9+DrApGWWC\ngRyjWzqZLyURys0YZsU2tISaeU/PxeTuv4/h0X0MaSHUTBrRrbAq5kZpcFJ0SOQffgjnQh7nYhGl\noHA4voZAbBWeaIxoNkWnpzKxLjW2sNfXgG1WbGfArXBRe6Q65ng5mLbJgeT+ZdFtdZ46NkQ3vqim\nzumw8nmsVAorlcZMpbDSqeWLPmeBaqhM5SdBAMvlwOePEI+tQ/S4EVwuBIcTnE5sy0TftRshGESJ\nRECWX1Y1jRVWWOG1yVk7CZxOJ+pJ5fCefPJJPB4PmzZtqrapqorzVVK/l2WZjo4OFhYWTvnMXBKc\nUxSFrq4uBgcHT9lmYGAAQRBYt27dsvbjSs+PP/44Dz/8ML/4xS+qn1mWhXVS3pVt28vev5Yw02m0\n3buxknPL2sVgEMeFW5FisT/Qmb048zmVA+MLZEvLV+MifidOWWR64UQ9YXNmltWJETrdlfQCwePB\nddUbEYJBtP370fbuQx8YqNSaBkS/H/c73oFz6wWnPbZl2YynCvRPZ1H15Z74UGqWHp9GULIR43GM\n4eHqZ0pvL+rOndi5PLoN+1Un8+09FFLTqMOHCKglNk4coiWZhdQihlpCd4iYIT/5S9YRx4/54MOV\nUEBRRFMsCpu6ONC5CaWpBbmunjl1jF53npofPcjhXBCP048kygQcIm3NEXYt7CVn5BnbFCdSFJHG\nfYzpAmBjyhIXjIzQkC6x0xkFVSdR34gZraezkMIVq2NzjciiN8hQrANBEMiWdPJlg3joRCikyyGx\npbWGusCJNsu22D+3j4yaoViuOAhqXY2EnCFmF8scSaQpWhksy0IUoaUOelsEBjN7mS/NYdk2kigR\ncUWIeerZGruQjnAnsvjiX1WGZTC0cJTx7BgnBzh6FS9ra9f93kWgVnh1WbFHr217tMJy1F270Q/1\nVRwEswlsbKR4HEdPN1KsHtdVVyGcg2hlUTUYnMlWygAPHiNnCgyVNQy3A7dXYnW9zEcvvwCXfGYH\ngTE8Qvk3v6msUJdLCC4nU50byNoSSU+IVNmkK+DAti0W9h7EOzZJqJwhVc7QpiZQiiqyrEBthFLX\nKmqyBnYmz0woxj53DKumBlGWcc4dwmEtkhVC5JsiNAfXEwtUBBEFQHn2acxSCcu2EYwFJt/cQEJL\nYZkKesGPIAjEvXHe2baOwv2/ZnSmn3FNIq2VUCQRZ6SGJnmObF2U/EP348yWkMs6wWSZY61XEqpr\nQfR4cecqIseCAEZtlOdrVmPolf8zpyJVxHqllz9BNiyDfcm9pEqpaluTv4neyNqzimyzMhnMZBJz\nNoGVTFZC/c8WRUH0+RB8XgSvD9HnxfS6GMhdlSejAAAgAElEQVQeJi/VYjsU3IqHroZtp2j82JpG\n6YEHwbIQPZUUP8HlQorFEEJBBJcbwemopA6IQiVK4IU/Z+DFIjdXWGGFPzxn7SRoaWnh4Ycf5p3v\nfCcDAwM8++yzXHvttcjyiV3s3r2b+Dnmyp0N119/PbfffjvDw8O0t7dX2x977DEcDgdr167l+uuv\n5xvf+AYHDhxgw4YN1W1++ctfEolEuPjii0/Zb7lc5stf/jI333zzsv3G43FGRkaq74eGhmhoaDil\n//mMlc+j7z+AcezYsnbB6UTZuAG5o+O89AgXVYNDkxmmF4rL2j1OmY56P5Pp4jIHgTQ1waaFMaJL\n4YFiKITz6quwy2XU++7HnEui9w9UDKsoIjevwvWnb8PR3X3a488uluibypB7gXPC51JYE5IIDUzB\ncce/ACyFDwt+H9ZiBis5R94U2JWXKIXDmEePsJiZJGwW2DB2gPDMAnLZxijkKTsljLCf4vp2goYD\n6cmnKsJADgeGWqDU08Lg+i0UQvUEVrUylRunN5yj/u4HmCq4sD21SKKM5PWwudlF/8I+UuUU4+vq\ncZgCwREP07Yb21bBhp6xUTpzBjvFMKgqC9EomdoY68pZXPV1dAYkJI+Tg409WKLIVKqAZli01fmq\ng5nmiIcNzWEUefmz0586zFxxjkyhkmIQ9cQIOkMMJXKMpRZQ7TxgI4nQ3WzQGCuxZ34/Rb3ydxZF\nkUZfE1tjW9lUt/kldQcA5opJDr9AmFAURNpCbawOtq1ULfgjZMUevTbt0Qqnou15Hr2vD72/H3N8\nAkQRKVaP0tOD3NaG84rLEeSXl7utGRZHZrOMJPJYto1VKFBIZxgu28hWkbrmKMEI3HBB74s6CKxC\nkfzd/wdzcQE7m0MQRfRojAGlhvGaJnLpLPVaATmxiIsoiizjVLNk1ByRchK3pWP4PDiDtaj1IeTF\nHI6igJov8duuiykFw4iBAHJqlLA+xAy1lCI+GuJr8SsB3I6KkW1IjjE8WikrXDbKlHospt0qqqki\nl1oREIl66rjIvwr/0//LaGqIrF5kQA2gBj14HT5iQhrL1igf2o+jWEKwLCIzeRa63oQcbkSQZERN\nZatbRRHA8gfY37iWoloZU0hipZqPx/ny8+h1U2dPYjeZpeo8AK3BVrpres7Yx9Z1zJkZzMkpzJmZ\ns3IKCE4nQiiEGAwgBoPVH+EFEaK2bXMouZecRwQcSILIprrNpxUB1nbvOZGaKYo4Nm1C7uk+L8eN\nK6ywwivLWX/bvetd7+ILX/gCF198MYVCAdu2+eAHP1j9/I477uCXv/zlq6q2/L73vY97772Xm2++\nmU9/+tOEQiF+9atfsWvXLm655RZ8Ph9/+Zd/yT333MMnP/lJPvWpT1FXV8evfvUrnn32Wb75zW9W\nc0lP5jvf+Q6yLPOxj31sWft1113Hd77zHbZs2cLi4iKPP/74qyKC9Wpgl0pohyqlipap0IoiSnc3\nyvp156UX17Rsjs7mODqbXaaYL4kCXfEAPqfMvvEF9KW0A9uG8MwoGzLjHLfdYl0dzkvfgNE/UIkc\nKJerr6Lfj9zejvPKK1E62k85/kJB49Dk4ikh9U5FYk1DgFURL/rO56qCPkIwiDVzQvxQ8Hgxx8aY\nLZo8nyhjKA5EFsioi8SsRbqOHcIzNYdXcGMVc6guCSPkQYvX4hBkgofHsHUDGxtDLVJqiZPYvJ4J\ndz3ujk5m8jO0yFlaf3QfpaLNgn8VkighRmrorXWSLA4wnhtnsrsWU5GoOySSkuvRjDyibtKanKWn\noLNHCGGpJQq1NczVNtBjlnDVR4l6ZKIugX2NvWR1mEhkkUWBzpgfURBwyCIbV4VprDl18j68OMRk\nbpK5RRhLQq2rFq8U4uB4mkRhEcOuDHIU2aanNYviSbEvOYFqVu61KIpsim7mutY3U+upfclnRTd1\nBtL9y3I7ASLuCGsivXgV70vuY4XXJiv26LVlj1Y4PdrevWh9fej9AxgjIyDLSHVRlM4uHOvXVyrx\nvIzJmGnZjCTzHJnNVm0kQGlyijldIGTPI9U4sMMO3tAZpTlwZieTbdsU/s9/Yc2nMSemsE0Dsa6O\nvZF2Bh01GAs5lNwitU6DWltndVhiz2QOzTLIOQ3qQxbavIs6dxRNAalYRiyUkbM2T8XWMBOuR/T4\nsHJpouoBFvCjuR24W9sJyHEivsr4xL2YQt+3D9M0MS2LvLfA9BqhYjcMP5YWotYdod0I0za4m7H8\nEFkty4Auk15VRzRjY5sLNFmLqOk0gl9GAOpSJkLXm8j5GirRZ7bNRlcZv2QjOJ0MdGwmXTpxDy9Y\nHalq7rwcVKPM7sTuaoUfgM5wJ22hU8cfdrmMMT6OOTGJmUi8eAUBRUGsqUGqjSBGln68Z2fzRjLD\ny1Ie1tauO60OgTk/X3kul3Becgly2+qzOsZxdEtHN3V0S8ewdAzLwLBMDFtHRKI50Pyy9rfCCiv8\n/nhZToL5+Xm2b99OLBbjYx/72LKVkQcffJBt27bx4Q9/+FU5UQCv18uPf/xjvvnNb/LVr36VXC5H\na2srX/7yl3nXu94FVISg/vu//7u6TaFQoLOzk9tvv51rr732lH0ODAxw991384Mf/OCU3NIbb7yR\n4eFh/vEf/xFBEPirv/qr6nHOV2xNQ+/vR+/vP0WsRmpqxLFlC+KrWDv8d2EuW2bf+AKF8vK8uqYa\nD2saA4wkC+yaOhGqh23TnhihLTPF8cViqakRqbWV8kMPYReKFQdBfz+2YSC3tCDGYrguu/SU8lGF\nssHh6QxT6eWRC7Ik0lHvp6PehyyJWMUixshJURm6vkzB1zh2jMHpDIN5EH0+xBofmlGmyZik+dgR\nHFNzeE0ZbANNtFDDfsygFyMSIp4yEEplzGIRo1yiHKshv66DAW8zdLSRUhcI5RdYv2M7UtliKrgW\nQZSQGhupdUu4zHH2pAeYWR2iEHAS31si71hPSS8iFzUaFxfoLBY4TD16uYgaCZGsidNml/BFG/A4\nFTpdBnsa1zOet1go5HHIIu11PiRRoCHsYeOqEE7l1InNbGGWo+khpuZhNg0hZwjRCnFwcoFUMY1F\nJSLD7TJobBpFd5RJFhaqDgKP4uG61jezrfENSMJL52YmCgn6U4er/aEiTNhT00ODr/El+6/w2mbF\nHr027NEKZ0bbtw+97zDG4BGMI0dAUZCi0Ur0wGVvwHFS6sxLYds2k+kih6cylLTldt9raaiLC4TI\nkkdDj9fT2yyxKbb2DHurUL7vfvTD/Vjzc9iZDILPx0FPjGe8zQi6ia1rxNHosgt0eiV2O0JYLp2k\nLOGxNBTDIlAEv8/PnJ5ByhWRTItJQjwfX4PgdGHZBoFCPwIGBSmE1tpAu28NHkVBECplFtuPHWL3\nQhnbtkmJRbI9BoZooesGSrmVqKeWWFYknh5hUR9iobxACo2jrRfgcvgwxsfotXO4RsZItwSQRZla\nVcHTtIF+TwO2bSMg0K5oNCgWSBKjvRcyVTph19c2hWgIv3y9pqJeZHdiFyX9RBTAmkgvqwKrTvzt\nDANzYgJjdBRzZvbMjgFFQaqvQ6qvR6yvRwyHz0mAd66YZGhhqPq+NdhK3Hd6Z5F+8GD1d2lVc9VB\noJkaqqlSNsqoZpmyoaKaZVRTrToENEvDMHVevL4BK06CFVY4jxFs+yVqlJwlMzMzr2po52uNyclJ\nrrnmGh555JFqnumria1p6EeOoh8+XA19P45YF8WxaRPSS5T2+0NR1k0OTSwy+YIJetDjYENzCJci\nsetYisXCietyibB+ZoDQwglvuNhYMXTWUtUBu1hEHxhEcLuQW1cjeD04L7+sUmt6CVU3GZzJcmyu\nshp5HEEQaI166Y4HcJ00KVZ378EYGKjsX5IQTBPbsjCnplAXFjmge0hIbgSXu+KQECzC9lFCgwO4\njk7itAU8ihfD0Fn0iRh1NRg+F9GCiDunYYyMYObzFINOyp3N9PVewEhbN7bLhXN2nst3PkxY1Zj2\ndzClBJE7O5ANnU3KHPtmn2K8VmCmJUhs9yKGvBETG2shQyybo6c4zzErRlkto9X4mQtFCUkWdXVN\nSA4HW9waO2NrGNEUDNNCWoogCLiVM0YPQEUd+dmpZxiesUnnwCV5sbUIC8XikoPAAmyc7gyR2DA+\nt4OClien5ZBFmQZfA29quZbe2hcftEJlcNKfOsxsYXZZe9wXp6dmzWnDJVd4/bFij5bz+7ZHK7w4\n2oED6AcOog8No+/dC04HUl0dUnMznj9/O8oZ0uBORzJbpm8yQ6a43O57nTI9DQFGntjz/7P3pkGW\nnXeZ5++sd9/X3NfKzMrMWlSlxbIlIWMbu8c2MzTRHgICZsADHQaaT3zgg8MEMRF2QPOFCKLHDR1B\nGGamzWBgpm23bVnGi7C11JpVlVWVlfued8m7L2c/8+FmZVa6SqWSsbBk3Z+iQqp7zj333EXnfc/z\n/v/Pw8bGFvvtfeywn8Hn+nh6cJb+0Ov/Dozr12n85X/BabUw565hygrz8WFe65mm5e30tEcaZf6t\nmCOTjlB7/sO8um+TX7xGobXHtLNKtNZgqhUG26JRymMHfaiFJn9/8mM0soMgS9DeZMq6ygp91AdT\nTI8/i+j4iPpVHNOkZ/E60voat8saddqUUjaVJ+s0rCYeu5+E+xixfJtkw2HIvkVTK1DxOcyPTVMz\n4/j2KgznajyxfpGKamGPDRKSAgSkOAvqOJbbmTslfTJPBUxEAQpnnuSqfuT/MJQM8Njwm0+UaBgN\nLu5dOBSyBeBU6vThDblTLmMuLnZaQV/HcFCMxZD6epH6+xETiX9xKk/TbPLKzstYTuf14t4457OP\nP7Alr10pUvvHv8e0DXTboP6BJ2n6BNpmC9v98XmhfHjkIz+2Y3Xp0uXHy48UUtpqtdjd3SWbzRI4\nKG/qTsh+Mri6jrmwgHnrdmdV+x7EaBTlsbPIfW/PldW7qQXz29XD1ADorN5P90UYSQXYLrd5eal4\nbHvaJzGzNodc7riGuweGOnYuh3BQPeE0m1hLy0iDA0jJJEgSnueeQz4QEizbOSjLrB87NkBPzMdM\nX4Sg97gTvqtpWEuLh6/ptlrYpRL29jaNSoOrqXHqkgKyiphOk4wHSclbiC9cw7Oxh+CCTw3hBgJU\nPRbt0SxyoUKo0MTvjWFtr+JobbSoHysRIjc6xq2ePhSPgnd1m1PzF4kbJmagj21vHGVmGrdWZ0Jt\ncrt4ib2Iy/ZIjMzlPJpwCo8oY+dzpJoaE3qJZSeNbZoY8TCNYJigbBNLZBFVlTGPxYvBEfbaEuAg\nCgJj6SBjmRCnBx5cPQCg2zqv7Vzi1qZLow2mqWC1wphOg2KrjIsLggHeHeLZAmGfj6bVomE2iHqj\nnIhNMJucfSSBYLexy63STUz76HfukTycTEyTCWTe8Pldfjrpjkdd3kkYN250BIK1VYzLlxA83o5A\nkM0S+KX/GXlo6JGOU20ZzG9Vyde0Y4+rsshkT5iRVJCrCzvsbuep6FVcoG8mwkgi8VCBwNzdpfGX\nf4m9m8NaX6MmqsyNnCcnqLS8AQRBwC/CL4Ya9Jw8hSBKLAUzaNdfZb9dJE4NDyaZloJf8FCtFEAS\nkeotvpc5SyPVA66D1q5xyrzGtpCilQgyOHgaBT9Bn4zruojLi4zp+3yz1KThaFRjKvaIgeZo+OUQ\nanuE0G6RiOHBZ21QM/eoRBQ2ZwbZLwTwiCKpgsH41iK60cYzOIwUiOOR/Ww4o1gOOK0Wfr+X8/6O\nQFCbOsWc4YOD9e9U2MuZwTdvelvVq1zau4jpdMYqURA5kz5LypvEWl3FXFy8z0T6LmIqiTw0hDQw\n8MjtA4+C6ZhcyV0+FAi8spcz6bOIgkjTbFLVK9SN+uEfcf4OvmonsclMx2hITTAe9goPRhIlFFFB\nFVVkUT72xyO9NcayXbp0+fHwpkSCixcv8rnPfY6bN28C8Nd//dc88cQTAHzqU5/i137t13j66ad/\n/GfZ5T7cdhvz9m3MO3fuU6GFYAD1zBmk4eG3bR58pWlwdaN8rDoAoC/u51R/FFkSmNuosFY46uMT\nBIHphErftVcPjXTscqmT1yuK3H2nTr2OUy6jTJ/s5PAqMt7nn0fKZHBdl439Frd2qmg/VJYZD3qY\n6Y+QCD544DIXFnANE7dWw9rcxG21wbbJ7de53nsSU5RAklCmJhnLhsnk5ql8/Wuou50MYr/sRx4Y\noNgToB6S8C1soBaqxHpHcHZyuI0GetiH5ZFojA3w/b5hpEAI38ImvStLjGl1At4k3w/3o55+DGe/\nSEoyKFYusaO2WZmIkbq6R8s8ScgTwt7dI64ZTBollo0Ygu2ixwNYHg+SXyYYiuDxBvAKLt+We2hI\nnQmJAEz2hHl2Kv3QEkvHdXhl6wpzqzpNDSp1Ea8QBbFBsVnHdm1cqQpqjqEejZDXh2ZraGabidgk\nfaE+soEsJxPTD/2t6LbOzeL8sR5KgN5gL1Pxk91Yw3cp3fGoyzsN48Y85tU5zPV1jFdfQ/D6kDJp\nxESCwG/8OvIjGFHqps2tndqxsRE6vj1jmRAnMiEUWWRxr8by9WUaRh3LsehJQnIwzHTiwYKs225j\nzN+k8Z/+E3Yuj1OrsqlGWRiexRYl8qEeBEUhqQq8NyPRExtFECWKkST7u0Vy1R0c16LXKuB3JDIE\ncQoFLFPHDnpZtyIs9U4hiRKG2abPuUVb8FL3BfEPnyDt7QOhM86ba2ucMUrcWdugalq0E0HMoEk1\n1UR2FbytASKrNcIEaJkF4tYKxWyAtckojZofnxwkvdMkvrdLxCih+CO0erK4yTiVYpK6I+I0mkiK\nwuMBC1UEfWiUK3IC98DLIehVeHL0zUcd7rf3uZK/jO3YB9+LxNn4aSKbZdo3v4/bbN33HCEcRh4d\nQR4e/pFjLh+G4zrM5a/SNDsVk7qt0xvs5UbxOhW9ckx4v0t4+0jE0IeOp19JooRX8uKVvaiSB6/k\nwSt78UgeFEk9EAUUZEl5pPbBLl26vD15ZJHg+vXr/MZv/AaKovDss8/y0ksvHW4rl8tcv36d3/qt\n3+ILX/gC586de0tOtgs4tRrmwkIncu+HPAeEUBBlZhZ5dORt6zxr2Q43t6us5I9PcAJemTMDMdIR\nL7W2yQ8W94/FHgY8MueSCr6XX8JttXBbLaz1jY5xT+aeNgrXAUlEHjzo+VNVvD/7fqRkkly1zfxW\n9b44xaBXYbov8tAbYjufp/31F3ByOVytjWuYCF4vS1WLO8kxBNWDEAqhjgxzSmyQ2d5i95++iprv\nVDuoipfAe95H/elTVK+/gm9+Gc9WgeDwOLR07FIJM+zHxMTIxvnexAnsYJTY7Q3823uc1YrEvXGu\npkZxzzyFm8uhuBZK+xrrbpmFkxGi8zna7TFCagRxN4+/bTBlFVnRgwi2hJEI4YgOhP0oPg9ef5yc\nIdIOhmkFY4ciy5NjCX52Jvu61QN3ubh1i1fuVKg1oVSHkBoGuc5+o43pajhyHlFuMtZn4/coOK6N\nKqpMZ2fwKT7CapjTqTMPTR/INfeY358/Xj0ge5hJzJLypx56fl1+eumOR13eaZg3b2FevYq1vo7x\n6qudGLl0CjEaJfQ7v/2G7YCO47JaaHB797gpIXRK4qd6w/jUzpRuu9Ti+koBPb9Lw2iQEtukTg8y\nHp84lhjjui7O3h7m4hLW2ir6y69g5/NYzRbzviw7iX5Er49qegDHlhh0miRlmErGENzO/GNJTVBe\nvUPDqJOgiirYDFkxxHIRRxBwBGg1bF4aPocYCmFrbVR2yQpFFsRBrJF+ziRnsG3wKRJ2vkCsuAut\nJW5X2ljRGC3ZhdGOuW246UOc1whJPupOnYS1TGEkxMqAFy8eJKuHRNnAt7LLuFXBI6no/Rm0ySF8\nd1xytorb1sBxOB0Vico2TibLpegQht55T6os8vSJ5H3pPW9EoVXgav4KzkE5vuKInK2G8V74Zwzt\neMUHoog0MIAycQIp89ZWwl3Lz7FUXqJhNmgaDXqCPfcZ/h47tXoLpanhkX2oHh+JySfxe0P4FD8B\nOdAV5rt0eZfwyCLB5z//eRKJBF/84hfx+Xw8+eSTh9tisRhf/vKX+cQnPsFf/MVf8PnPf/4tOdl3\nM/beHubt29hb2/dtEyMRlNkZpKGht604AJCvalxZLx0zVhIFgYmeECeyYSRRYL3Y5NpG+ViyQV/c\nz6mgg/Pd7+DU69jb29iFIvLYKFIi0dlJUZCyGaytbUT/wYq414v3Az9LTQ1wYyFP8QGJBVO9YYYS\ngQeuFrjtNtb6OtbKKuaNeeytTQCcVhM3GGGuJbEXiiP1D4Dj4PN7eNzME3E08i9+DalYAkHAjYSI\nfvDjiD//b9j7u/9M4OodlN0iajKNR/Zi57exvQqa3cb2e7l8ZoySL0Xq9i5KrsQZs0xGDbM7ME55\n9r24e3s4pkHEWiRn7nFtJkhgpYBZHcIvR/HmKshtnQl3n1U9hGtLkIpjoyFH/eheD64nzaqh4PP7\naMVSCEKnzeODs1neM/7GyQJXNjf4xvVNSnVoah3jQVmpk6tpmEIFV9lHkQXG+8GrCoQ9YQJKkJin\nY7bklb2cy5xDFh98CTIdk1v7t9j9oYlMf6ififgkitidpLyb6Y5HXd5JmDdvYVy+jLm6gnHpCoLq\nQUqnEaJRgv/hd99QIMhV21zfrNLQjgvcqbCX2f4IEf+RF0upoXNptYS9s0OlXSIkGAxnHJS+YQZD\nnVYGt93GXF7BWl7CrTdwHRvj2vVO65zlcjUyTCPUcc53Eymanihj+XU82Ex4ZTwiYEPOFClYNsX9\nDcCm18wT9UWJrtZwm00sVcSQZb6XPIceCOM1LQy3znlus0GG1kCKmZ6zuK6EVxFw6g2stRWizjJr\nmznagSx6UMX12TjpNqGCjv+mF0eQ0dBwzSL1aS8bSYgrQRRjDE+ujX+/ScYwiZgVHL+PyoeeJHqr\nwbKVxDVMnEad0b44A6oFkShzvSdptjvzElEQeGo8SeBNRh3mmjnmClc73kaOQ3C7zMldAY9ZOGbe\nJ3g8yFOTyOPjiL43b4b4qOiWxl5rj2uFayyW7hw+nvKniXiix/ZVRIWoN0pIDRNSQ/gbO4jxFoIg\nIA30400+ukdGly5dfnp45Kvg5cuX+fVf/3UymQz1ev2+7bFYjF/6pV/iL/7iL36sJ/huxrVt7PUN\nzNu3cUql+7aLsVhHHBgcfNu2FUCnPPLGVpXN/eaxx9NhL6cHowS9HaO8iyulY+aFoiBwejDKgFVH\ne+FbWBubnVggQJmcQIxEQBCQJ04ghsMYly4jHJgPCn4/1jPPcbHksFPOHXvdu4Z845kQsnRcVHHb\nbazNTaz1DZx8Hly3Y0y41zHKcw2DtuLniq+XmuQghEM45TKJqJ8nEl5Us03txW9gl/axI0HsoI/U\nsx8k+Cu/yrWv/Q3+V2+g5MuIqkowngVJwjFN2raGI8DKyTSLwUFSy0WUYpUh12BCVbHGJ1meeQZ7\ncxunreE1t2kba8xNepB3SrDXiyqFCReayJrOKCU29QCmJeDNZGi5bcIhkY1AhKoQRXT9BLwyrUQa\nQRBIBD08N5XmzNDD+y9d1+XyRp7/b+42hSrYDsiigMfXYLvaxJGKuGIbn6Iy2mcS9qtMxiYRBOGw\nF1IRFc5nHscjex/4GvvtIjeKN9Cso5UXj+xhNnmKpO+NBYwuP/10x6Mu7xTM+Zvoly9jLS1j3riB\nIEudFoNolOCnPoX8kFXketvkxlaFXPX4KnTAIz/Qcb+pW7yyVMQ2DKrbK8iuxpRSQp+c5UxiBmd3\nD3NpCXtr69BF33UczIU72Kur5DxhrgeTWMFQJ50nEMSKxxhq1ACbgGsxko2D3bmhviOG2Nu5g25r\nJKnhF0RGGz7c0jqC14el17mWHGM7kEJUvehanVHPIlVCVOJxBgZnCSlhXNftjK23bxLWV3Cbebbc\nMFY8hOMYhCejNDbvkFqw2Raz+CSXmtVAmbHIxx0S3iQDvlH25hrEWgJeQybT3MAOB2g+Nkl4vcG6\nlsCxbZziPomeBNNeC8Hn49aJxyg2jhYuzo3EX7fl8PXYa+5xrTCH67ooe/tEbm8xKqaPGekKfj/K\n9Enk8XEE+UeyA3tDbNcm38yxVd+ipJWoGzU2axuH2yOeCGl/Go/sIeFNEPPGiHpiBJTAsTmkVl7E\nPvi71PV36dLlXcsjX6nq9fobmkGl02larfv7rbq8OZxaDWtxCWtlBVfX79su9fWiTE29Iy7e26UW\n1zYr6ObRIKzKIrMDUQYTnRX/uysfTf3IWyHoVXhiNI5/b4vGl/4ee2cHbBtBlpEnJxGDQaRsFvX8\nOez9EsYrrxw+Vw8EWTv5OBsb9/8Wh1NBpnrCeNWjUnqn1cLe2jomDNyLUyjgWhZiPE6hbTMXGUTb\n2sG1bQRFZjgoc3ogBFqL1ve+R91qYvUkQBDwPPsM6V/7Te7c+j7ev/0K8n4VAQil+1FGRjFee42W\n0cJ2bfZTfq73T5JYb6BUGkREhSdkDWX2LNdnn0FfWsepN9CMIjFziQtjMnqlhH8jgeCGiRd1vCb0\nufvsGn50EzzpDKZgk/LpXAlOUHE8hNQgiiyhpXrweVUGEn6m+yJvKBBYtsPLiwW+On+TUsPBxcXF\nwOMz2Kk3ceUKgugQVHwM9xmMxLM81fM0+VaOslYGOv2mZzOPEVTv77u0HZs75Tts1NaPPd4T7OVk\n4mS3eqDLId3xqMs7AePGPMalS1iLS5iLiyDQibBLxAn8r7+O3P9gU2HTcri9W2Ml3ziWuiNLIpM9\nIUbTIaQfqn4zLIeXF4sYlkNrex1Nr3BKKSEGVEacGNLXvoXWOC7Uu66Ltd4ZVxbToyzrMoLXi+hR\nkVWV0b4Ia0jYjosDTHtMpANhfc8U2ZWhvreJgEuPVaBXTqDeXOusnAsCi+EM89FRHFkGXSPiyROl\nxoI6TGBkgv5Qf+fm1HJo3LyG1thkTCKLK+YAACAASURBVK7Q2NeppYZQJQ9WLIBQmKN/qcC2OIPt\nWLQkg9qYiydukvKnmQiO0v7BPkk9hKp4cEpXCIUF9IFeJEmhUI5iOODk8njjEc6HHSRFYmP2STbr\nR3OTqd4I/a+T4vN6bNe3mS9eR2hpBK4t4S/WGY4Mo4odgUDw+VBOn0IeG3vLKj1bZovN+gbbje3D\n1ry21WarvoVLZ9xN+lK8t+99pP1pQmroocdzCkd+BGKy29bXpcu7lUcWCdLpNEtLSw/d58KFC6RS\n3QvKvTj7+9jqQ2LZDtTauzF61srqsQv04T6ShDw0hDw+hhgOA2AXi2943IfyI1UfvPFzBAHaps3c\ndp29+nFjwv6Ih1O9fjyigV3SWSy0uJ1v4rhHxx2Ke5lNiZhf/TL1734H9yC1QVBVpJFRxGQS9dQp\npGwGc3ER48pVAAwX1tQYm9ETOIXmsffYE/YwnQ0S8kq47Qbm1j727i727i5upfr67yWZhEIeZfok\ny4UmNzQNJ7cErosUCTMrNhntHwDLxLwxT021seTO6o7+M08y+au/w/7eKtaf/hnKfud1vMEo/mef\nx7xxg1ZtH9MxaIk2t6fG8Wy5eBoNfIqPJz0mgTPn2Xn8OfJzyzjlMjWjQr+9yo1+m5JeJbIUxbWi\nJKoWAUsiLRQo2j5apoCUiCEqKl6pxPdjM+i2iE/2gSDhZrL0JkKkI156ol7OvoGDc9uw+OqVHV5d\n26Sq6biui0GVgL9JSdNwJR1REAmqQU4OSjw1cJ7TyVMslBcOBQKAU8nTxL33x0lV9SrXC9domkeT\nWEVUmE7OkA1k79u/y7ub7njU5e2OcWMe48JrnVX6rS2wbaRMBimTwfdvfwHlIHP+XlzXZXO/xfx2\n9ZiwDh3fgZN9kWORvHdxHJfXlos0NBPbNKis32a6vUV0O4+cTpNaKuL+0HgvppKdloBIjEsll3xb\nR/CqCMEgPtfiqeEItyUPjm6C45B0NLL9KZxSCTGT5bYmsmdtYLsWKaokLIHsvo6raQgeLwVX5kJi\nnJaoYuPgpcm4uMmmkMEZHeJEYgpZlLBsm+qtq1RL28wqZZRGk1vxASKBOA2zicfaIbq0SUVIUbFt\nBJ9KYUAlli6QCWSZ9I+QvbzHkpbGI4nU6/uMKXWMngyiaVKrpai5Mk4xj+D18nhCxie6lM48ye36\nkQAzkPAz1Rt+U9/xVn2T+fx1vEtb+O6s40FhODKCLHYMk5WZGZSpqbescqCmV1mprpJv7h1radBt\njY3aOj7ZR/igeuCZ/mcfKU3AaTZx2+3OXxQZMRZ9+BO6dOnyU8sjX7mef/55vvjFL/LhD3+YgYOc\n+bvlSdVqlb/5m7/hS1/6Er/8y7/81pzpOxT9pX9Gi77+RdZpNHCKRZz9fVzr/qxcQVURM2mkVBon\nn8fI5x9wlLcXG4bETU3GumfU8gpwymeSURyc61By4EpLpWQfTVxkYFZpk93fpr6wgHOPCCIoKtLQ\nUMeYUNMwLlzA2t7G3trCRmBNCrHqT+FkQwgHbucACclhymsRdXScWo1atYpbqTzws76LGAohxhOI\n8Rj26ira/C2uGV62NRccABePCOfa26QGerB3djCvXUdr17FFE9HvpfyxZzn57/43zJ1tcn/8v6Ps\ndN6LLClEP/4LIED79jxtq41htslN9FGvRPEYBn7Fz1jYQ//50xjve475Hyzg5HLU9BoRa5fVZIVN\nT5vENT+2HiFeNwnbHtJSnZKh0jBE3GgA0RtGk3TmEifRLRFJkBAElVB/DyNDSbyKRDzo4Yk3cHDe\nKbX4+wsb7FQbVLWOU7ZOnkCoRNMUsQWQRZmwN8TTJxL87MhTZAIZFkoL7DX3Do8zEZ+gJ3h89ddx\nHVarKyxXlo+tmKX8KWYSM6/bktDl3U13POrydsa4cQPjlVcxF25jF/dxNR0pk0YaGMD7/M+gzs7e\n95xqy2Buo0Kpcbx6MB70cHogSjTw+osNV9bLFOs6jqZRuvwDppYuk9bK4PWQ7Zs6KiVXFOTRUeTx\nMayFBYqbe7y23abZthAkBSEaIaHVeWI4RsXjpaiJCIKD6zhMB10EQcCxbfYskU2tgd4qI+DSa5cZ\nrsiI5QoOoCkqF5MTFJQw4CIbTQaje1QJUO/pZaxnFq/swXVdCnfmaOU3yYotwqJBXQ0j+4awLAOt\nWaGvtUjLFdh0wrT8ErWBIKFYjcFID1OeQabmSuy2UgiCiGEbCFKDQG8QwbbRtQiFQBC3XMa1bE4N\nxEjIDq1TZ7naVrkbdZgIeTg7dL94/TA2auvcWX6N8OUFpHoLj+xhODzcifc7MY565gyC960Zv6p6\nlcXyHfbb+/dtkwQJ3dYZjY6hiAqKqPBkz1OPHDd47yKVlEi+rVtZu3Tp8tbyyCLB7/7u7/K9732P\nT3ziE5w4cQJBEPjc5z6HZVmsrq5iGAZ9fX389m//9lt5vj8VuLqOXSziFIu4P+x4C4CAGIsiptOI\nkcg75iLdduBaW6FgHS+pG1JtprwWysHb2DFFrrcVzHtEhKhjcLq6gaewh1ko4tSOVveFQAD1/ONI\nPVkEQcB1Xez1dcxcji0xyJIcQff6kTIZhINSyLBrMWGWSDZKOLXa/c7C9yIIiOEwYjSGGI8hqCqu\nY2MX96m+dpnLcpyaLYGpgSQSMZqc97QJP/k4KArGSy9htVtoZhMR0E4MkvGnCC7tsvbX/wlluWN4\nKIgS0Z/9OeSZaar/8T9SN+qYWgszoLKtDKAYIgE1QCQe5+zTE3iefR8/+MECxsYGdaOBY5aohzdZ\nTFikLouY9QiRpk3E9pLxmpQNh5opYYe8aIE0mixRTCXQtM5nokpe+kayDI10VuaDXoWnxhL3+TLc\nxXVdXlna51vzexiWTUUv0zZbWMo2wdgOeiuG7Yh4ZC9pf5KfmxnlmaEzKJLCRm2dterq4bEGQgOM\nREaPHb9ltrhWmKOqH33XkiAylThJf2jg9b+vLu96uuNRl7crxvXr6D94GWthAadex200kbIZ5NFR\n1DNnUO8x2YROa8GtnfsTf7yqxGx/9A3L329vlVm7s4Gdz6MV8/QtvEJG71RvRUYm8MpexEwGZWwM\naXAAJAnj1VdZvbnK1Y0GVlPDdUEMhzihGExEPIixKDcbCq7tIAgwRIvoQG9HuJcVbrRsivo+2DYp\nqozstQhKSZxmEVdVuRYfYU0JY7sCWBox3z4hoc2d4Djp4RkSvjiqAisLVzG311GwGZRryPEkVqsH\nWRepbm/gC9Ww7AZbdoRKWKXWE8Kn2kz3JJlVB5mZr4EVZNOUcFyXfELh1EEVobvbZqvnVCcSuVZj\ncDjDqNfBHJvgIrHDiMKAR+bJ0cR97RsPY7W8xMar3yJ8ZwMcF6/sZSg8hJpIoT71JFLyrfHOaZpN\nFsuL5O4R3++S8CXoC/azXFki7EaAznh6Lnv+ge19r4ddOFqcEVNdD6AuXd7NPLJIEI/H+dKXvsSf\n//mf8/Wvfx3XdZmfnwcgmUzykY98hN/5nd8hFnt42fK7DSERR0wkcNsaTqGAXSzgVmudbbKMcG8m\nrseD1JNFyvYgeB7SovDD/FAP/YP3eZMn/ijHvWf7pgbzDQFTAeGgdTwgwZmQS+LgrVgOzDdhwwC8\nB40L7TYjtT1GK1uIjoNdqeC0W6AoB9UDg3je8x4ERTl8TfP2Ats1kzuBIVrICH4fUjwOhoG30WRC\nK5BpVxA4WPiHA0X/nvejqIjxOGI8hhiNIkidEk5X07B397D3chRrLS75ejFcEadZQZBlBswaM1GR\nwAf+B5xmE/0738W1LFpWG1cQaJ45gTQ0QGIxR/5Lf4RtNJAsGySJ4GOPE/zYz1P7z/8HtWoOs9VE\nMi22R8bRxRgBNYiayfLkMzME3/s4N66vsn9zkabZoqFXCPrXuDUokb7QxiwniWguUVMhGxCpW20q\nhkIjFGTfnyKjKrSzHir1jgAQkSV6BnvoH+nkcHtVifeeSL5uzGGtbfKVK9vc2e38VkvaPvvtAp7I\nCoHgNkZjCNuRiXqi9IR6+B9PzzDb04mdzDVz3Nq/dXislD/FycT0sePnmnvcKN44NDMEiHpjnEqe\nOhbR1aXLg+iOR13ejhjXrqF/758xlxZxNQ2nVu8IBBMnUIZH8Dz7zLG+9I39JvNbx1sLBEFgPBNk\nsif8ugIugFMuszp3h7nbu2BbOK6Lv7DAoN5ZCVajcVIf+DjqifHDFkXXddF+8DJzNzdZLWrY1Rqu\nZaIGAzyWVkg3Gyh9YyxrIk2n060nCzCVCSD6fFilMrnMAKuNEna7jSDBeC1PWlNBaIPjsNg3xboT\npCJ5cbUmYWGfPt8+m/IA3hMTDIQHkSWbhZV5WF0DYESuERkeJm7EuLNv0N5eoylZZMmT13VWUlka\nqQA+WeHUQJj3qUOMzReRLJE5TcIVRYpZHz6rTBQNodRkTR7EdVyc4j7RTIIzYQG3t5cr4QH0gxhk\nWRJ5z/jrj4MPYnnzKrl/+hq+cscw1S/7GIyP4jt3Hnli4i3xHbAci+XKEuu19WMVdwKQCWQZiYzg\nk/1c3Ltw2LInCAJn0o8R9by5doGuH0GXLl3u8qYapaLRKJ/+9Kf59Kc/TaVSodlsEggEiD6knP7d\njpTJgKbj1usIXi9y/wD037ODIiMPDCKPjiBmMu+YqoG7aIbN1Y0ye5U2AnBX2hjPhJjqPZrkVJoG\nF1b3aWoWiuPg7JdQC3ucDRjEIzHcvgjW0hJiOIyUzSL19qKcOYP32WeObuBNk81vfo95fx8VwQLD\nQFQUxHAIj+swERUZUPyIwhAwdPxEJQkplULMZpB6exFjscPP2nXdjuvznQXsegMpmWQzlOHacg7H\nb0ChiBwOMxt0GfL7CP77f49Tr9H6v7+IlElT1au0XA/lj7wX0aMyeWkPfe4i7WoeRdOxw0GUU7NE\n/83P037hBco3r2LWqng0k2JPip3IGEFfBLW3j4mnTtP73lkK23lu/WCOttmkrJXwyZssnnBJXqxi\nF1KEDAgZAtmQB1NosWd6yEWSNNQg/bKIZzDK6r6GikNc1PGlJ+gd76zOK7LIe0+k8D8g4slxXG5u\nV3nxxh6VloHjOhTaBYr6OuHMbVAqaLVRJNdHf7CH/nA/P39qlsFEZxJa0cpcK8wdHi/iiXAmdfbw\ns7Ydm4XSbTbrm4f7CILAePQEI5GRd9zvv8tPju541OXthDE3h/bt73QMh20bt9FAymY6JsOpFJ73\nP49w4E/0eq0FyZCHM4MxQr4Hm7S6ptmJ5V1aorhX4lLzaDFB1vNM5BawwwGcRIyhX/kU3rGj6DrX\ncaj988u8enOHUtvu3AwaBmG/hyeiDkHZQhwZxnBgUZMOLYsm/Q6+bH8nWUdrc9VwabXLuBL06kVG\nt5t4433Ye3vkkv0syxF2CWKbGhG9RCheoi2GMYbHmEhOYmGwuX0HltYAiIo6kwM9DIw/zYUXX8Pa\nKdMw6gixNlV9m7n+aRqhAIoocSKV5X8K9JO5to3gujRtgS1HpTmUpibWOb+1hdvW2a1FMeMh3Hwe\nNRTgibQHOR7jWu9Jqo2jGMknxxKv+1k/iKW577D/0reQrY6o41f8DI+ew//Ms4ihh5sB/qjkmjlu\nl24dS/sByAQyjEdPEFSDmI7Jxb0L1Iza4fZTyVOk/G/uJt+1LJzykYeQ1K0k6NLlXc2P7KYSjUa7\nk7FHwLp5C+eHPydBQOrtQR4ZQervf8tMbd5qtkst5jbKGJZz+FjAI3NuOE4i1Ol/c12XpVydm9s1\n7GYTO1/AKRbpFQ1O+UwUuTMwWXfugCAiT04iRaPI42Mo587hVKs4pTL7G7vMvXydYqXV8SUAxHAY\nNRjhhGowrNpI995fiiJiMtExispmEZPJQ7HhLm67jbW6hrm4iHsQo2a7cKMts1E1cBwXEPA4NufD\nDnHRwvNzH8fO7dH+f/8brtZGszQakknxFz+EMdzLydt1xNwNao0SgqYj2Db25Ai9Z9+Dtb1F4btf\nxyyVUDUTPeRlefgxAsEU6tAI0cdmOf3EGEajyavfeIW23mK/vY/DPtvTJonLJcztJD5bIKi5pEJ+\nVC+80gyzHwpjSzJZGTLjfVzPF4iKFkEMmpEhBk6OIQqd+Mf3jCcJP2BiVKhpvLq8z43NCm3DpmW1\nqOglmuISkd4buDi0qoNEpCT94QEGQgN8aHqU3lhn5b9pNrmcv4xz8P34FB/nMueRxM7n3jAazBWu\n0jCOymp9so/T6TNverWjS5d76Y5HXX6SGFev0n7hm9ibm504v2YTMZ1CnTqJEAzi+ZnnEIPBw9SC\n5dzx2E6PInF6IErf67QW2MUi1tIS1vo6mBYNW+BCSz2sjZMUi6ybQ58cwlUV+vpOEhydOHy+a1ns\nvPg9LqyU0Gywc3lcw6DHC6flOt6BKQTbQZAkbjclTAcECYKiy/jpcdziPk6lzBZeNvUGrmkhiQKn\ntrcJy0GwLBqCwnz/NHv7bTS/gL9exuur4/e0yKfO0N8/g+VYlBorOHc2ERwXSXB5XzbGyM/9Ivv/\n539lY7uBZrYpe2y81jKXx3uoiUkUQWQgOMivhgbJXj+K9FvCjz0xyp65S9TViNdKlAsKDTEA9SbI\nMucHQgTDPlamzrFXPjJSPjMUIx1+NM8A17ZZ+vY/Ur5x+dC6OeAJMvbMx/DMnnpLxG3DNri5P0+u\neTzCOeqNMRmfPBwzDwUC/UggmEnO0BPsfdOv6RSLhxWiYiRyKGp16dLl3ckj3Z2ur6/z2muvIYoi\np06dYmJi4oH7lUol/uiP/og/+7M/+7Ge5E8FothZIR8cQO7vf8sMbf410E2ba5sVtkvH48VG0kFm\n+iKH1QNN3eLSYp7Cxi52oYDbaCDTMTAcUI8ymu1CATGRAATcahVH9WDv7WH9P39H1RZYqLvsbBXB\nOhrglWiUsWyYUdVAFTsxQ2IygZRMIaaSiPH4A8UX13Wxd3axlpewt7YPs6Kh46lwqaVSC8bArCI6\nDoFb13nMKRIQw8gnJhAQDgUCx3UoKwbFX/gQZm+S/ldXCF3fpmo1sWQB2XUxe9MkA2kEXWf35W/j\nrKyhGhaWV2FzfBYhNY46MYl64gSPz/Yi2RYXv/xdSo06hXaOltXEOa2RmCtirsfwOiIBzSUWDKHE\nIrzQlNC9nXLLmOQwMjZCsbpHUtQRccl7UkzPnESVO9/J46OJ+zKgNcPmxlaFW9tV1opN2qZOVa9i\n0sQOXMcfWMZ1RdrVAbLeUYYjw/QGe3nPWOZQINBtnUt7Fw/jlxRJ4fHME4c50Vv1LW7v38R2jz7v\nTCDDTHK2G23Y5U3RHY+6vJ3QL15E+/oL2LmDPnHTQkqlUU5OIagq6lNPIaVSbJVaXP+hOGBBEBjL\ndGJ5f7i1wNU0rLU1rKVlnErl8HHDgddaCiYiYjyGkonjTW+jfNvBVRXCnhCZ9zx/VCmnadz679/h\nxm4DF3BLJQRdZ0pqM2I3UaZnkeJx3FqNmi2woYuH3j4nQwKe2Vm0F7+FVS5zxZXRjRY4DuO5XfoM\nGTkcxGi2mRs6Q7VlUFL9CM0qUXMfX6pGzj9CdGwaF5dyexXmtxBMGxGBJxJRxj/2MdovfoulpV0c\nKUjRqlAPN1mflinpA6iCTNqf4RfVXrLLRwJBKxBhNz3JdnsL13UZbu7SzJsUyICuI/glpvsiZAIK\n+TNPsVQ6mj+MZUKMpB6tT99uNFj+7/+Vys6Rx04gnmbio7+CknhryvELrQLzxRvo9lGliSIpTMam\n6AsdxWbqts7lvUvHKghmkjM/sqePXTwyQuz6EXTp0uUNRYI//uM/5gtf+MKxPqiPfvSj/Mmf/Ani\nPb1XX/7yl/nsZz9L5Z7BrAuIPVk8j51D6u/7qVBl9yptrqyXj010fKrEY8PxQ1XetW1Wb64yN7+J\nUS7jmhZYFhFH46xbxV9pY4kCgj+IvbV5zLxRHhhE9PuoV1ss6Ao7TRt7Lwd2p3ddAIZ7opycGcaf\njCMlE4ipFGIg8NDzdhoNrOVlrOUV3Adkp5cElSuhXqzRNJJhYOdzZNZvc7K4iGegHyEQQEwm0F74\nJq7WBhf2fQ75jz+PFY8Q//YVsst12o0qDbOBGPTh+L0EE1nErV129Qr84FVky8HyyNSyWSqTz+I9\ncw6pp4cTPSHifoWNr32bO4UKueYeTauFMGWSuLmDthxGchX8moMSDNPMDPBq08ESTFxRJChaPDY+\nQMzZZ9fSkIA9KUTv5BSRQOd7eWw4Tk/Ud/SZOC6rhQa3dmrslFtslhrU9Dq63UJW60jBOVx5B8GV\n0BrDDATGOZmYJuqJcm44zkCi85nbjs3l3CXaVic2SRJEzmXO41f8mI7Jrf2b7DZ2D19XFESm4icZ\nCL89zQlbZou95i5lrYxmaxh2p+3CdR0c3EfzAHkdfvRn/njwyT6eG/iZn/BZ/Oh0x6Mubxdc10V/\n+RW0b3wDp1TqPCgIiPE4yuQEgiyjTE9j9A9yYbFAvnq8XDwZ8nB6MHasqst1XZxcDnNxCXtz85iI\nDZ1Kt4tEMPozqMkEkqoSiG2izK8i2A6KJNM3MIt8kPhh1Oq89t++y/bBazvNFnK7yVm7SMLVkYeH\nUc+cxrqzCMB8U8TFRQBSssPAuVMIqorTarJQ0yjbInLLRnYtprUGPhRQFOZjKRr+MNslDQeTTH0H\nIa7TUkNYIxNIsky5nSe6vEFbt5FFiaFgnPMfeQ796hyNl/6ZdTlLrpUnF3YoTJu0xDSKEKQ30MOZ\nepCT7R04+F9cTKdZGzpFbncd3dIJ+xzCl9fYMJK49QaCz0tPMsSJqErj3NPMle8RpyNeZvsjj/Qd\nW4UCK1/5v6hUj1KlAqPjTH34l5E8P/6FHsd1WCgtsFFbP/Z4f6ifidgkinT0W2mZLS7mLtA224eP\nTSd+dIEAwCkcvc+uH0GXLl0eKhJ85Stf4a/+6q8YHR3lox/9KKqq8q1vfYuvfvWrZLNZfv/3f598\nPs9nPvMZvvvd7+Lz+fiDP/iDf61zf0fgeeop5P7+N97xbY5lO9zYqrJWOCoVdx2HwaDETExE2t9D\nu7pFc3mVK1tV8ga4lg2WheA6jFo1xp0aciyOmE6BomAtLOAad9V9AXlkBC2R5k5LZscUcXQdu1hC\n8HgQPCF6/RKn3v8E8bP3x0c9CNcwsDY2sFbXcHK5B+4jppJsJQe4aQdwRRERMO7cYWLzFv07txFD\nAVAVxHAY88rVjkAA1OM+dj40jePzEvnma/RtNHFMm4pewY4EMfozhKoannyLRjmPcGETwXGwVRnH\n7yP/4V/D89jTiAE/YZ/CVG+E+vdf5pWVPXYbO7StNvagQt/iTdorYURXRdVcypEMgWwfOw0LyzFw\nRZGAaPKRsTAnghb/uN0pYy2IAeSBYYZSCQCm+yIMJY+ElFJDZ26jQrmps1FsslUpUzfqeD0OincX\nIXgHk308oo92bYBe3xjnM+dRRIUzQzEGD47luA5zhauHpY4CcDp9lqgnSlWvMle4emwSE1ACnEmf\nJaS+Nf2b/1KWK0v3xTH+NHFXyHkn0h2PurxdcB0H/aWXaH/jhcNWNcHrA78PZWwMQRQRentY6xlj\nYX4P2zm6nngUidn+yKHICuC02wci9jJuvXHf6yFLSIODzPuyNG2Fu41z6WSdWitPaG0HAegPDuA7\n+xgAtc0dvv+N16jpHYHdtSzCep2zzS18WIixOJ6nn8Ztd64JOVOkaIIgSwjATFxBnuxU6bR3d7nm\nStiOhdIyGXNKZGwV0e9jPdbHnq6Sa5q0HEi19hAlAzmss56dIhIM0jQa9O6sU6nbeCSVmDfOU++b\nxbl1C+OVl1lxPOTa+xQUjfUpP6pXx60NMhoYoGdP5zG1jap0pqvS4CD6uSe4NbdMWev0zw/Udtku\nBnFbBq5tEYoGOdcbwHrsPBebEu5BBVvYp/DEaOKR2gOMlRVWX/x7qq2DHn1RIPD4k5x8+uOIwo/f\nnFC3NK7mr1LRj4RNVVKZTc6S8qeP7VvTa1zOXTqsNBCA6eQs/aF/2Vzz3mSDrh9Bly5dHioS/N3f\n/R0DAwP8wz/8A96D8vjf/M3f5Pd+7/f427/9WwYHB/nTP/1TarUaH/jAB/jMZz5DJpP5VznxLj8+\nXNsGw8C1LFzT7Bgt6hquYeDqOuV6m8u7bRqahWuZYJqojsVpqUmqWUYvl7ErFfZclXk5jnHPAOp3\nLc5KLRL9UcTEGIKi4DQamDdvHVYHIMvYZ8+xFB9k0/WA14vYauNsbyH39ZCVHSaCLun3P4fU2/OG\n78Xe3sZaW8Pe3gHbvm8fweNBHh1FGBlhvk5H+Dg4ZalW4dztV4gW1nEsG8Ef6Bxzfx8MAxAw+9Os\nvG8AXAh/+yLJ9QoefBT1Ku2hDE7Qj6R6iFRKtFbmsJp1RMPC9im4qkrtf/kPmOfejyiKCILAueE4\n9vVrvHJ9mZXaLrqtoSd9jGxcRd8IY7tedMvLbiJNbyJGruVgOAauIJClwQcHXU4mBvnaTgnNgZLr\npZ7K8MzQIIIAo+kgEz0dY0HDcri53RF7DMvh1l6RXL2MIFjEwgY1VvGENkE0CLhBmrVesuoY5zLn\nkESJ04OxY2Wat/ZvUmgduSFPJaZJ+9OsVde4U144drPdH+pnKn7y0KPg7cZi+Q4rlZWf9Gm8pXjl\nd26bU3c86vJ2wHUctBe/hfbii4c32EIk0jHd7elBEASq/gi3EhPUt6vHnjuSDjLdG0GRxU6r3c4O\n1tJSZ6x6gDApJuLI4+PIQ0PcLrTZ2T0qKx9MixTtdXwL62C7JP0pgtl+5P5+tuZu8eoPbmIdiBMu\nMCCZTOwvI2EhqB7UJ84jjY2if/NFHBfm79EmBlWbxPnzCJKE67pc2dyj4dioLR1FdJhRXCTdojYx\nzm3dj67K5Ottwu0yfqOGlKyxHj1BO+4nJXlI7m3TKmj4lRARNcLY5ADhjRWsvT2qOxtccoLsyyar\n4yHkUAnX6GHCP0Z6q0nMtjgRAg8cqgAAIABJREFU6bS1KSdPopx7jIuLu+w0dgAI+xzMl/NYOjha\nGyUY4KmhKPLUSV5xI5hWpwXOo0i8Zzz50MSIu2hXr7L28teo6R0ByFVlgu//ANNTz70l/gNlrczV\n/BUM+6glIuVPMZs8ddiyd5d8K8+1wtxhhKMoiJxOnSET+Jdd65xq9WCOA6gqYuTRqi26dOny08tD\nRYJbt27xyU9+8nBCdpdPfvKTvPDCC/zhH/4hmUyGz372s3zwgx98S0/03Y7rOGBZnRt6q1O+f/iY\nZXduuC0b17Hvf8wywbRwTaMjAhz8d+ff5n0ljYev6cKKIXFbkw/LpF3DJK3XmK1vI9erWK6LicBN\nOc6OfI/pkqwwEpKYSXqRw6FOuX4w2OmzzO0hjwwjeDzovgCbp59mw/Hgui4SYO/sYm9vkZYdJj0W\nsaAHz/ufR0okXvezcfJ5rNVVrI1NMM37dxIEpJ4e5PExpP5+dMvltZX9Y+7SEZ/MyX/6Jkp9H7ta\nBemg9NI0O1lQoogwPsrS42nEWo3A5QXCa3kiSoy606Y6lkEbH8C3ukNmsUjrtQtYegtZM3EEAdvv\ng3/3y+w98SGEgwnhZE+YwO4G869e5kIph+kYGEEvQ/lbuNtBKmKUqhvEigTpiQfY1wQMLLy2Tr9Q\n5bE+i/HsKW6U2mxrGlVXpRBLc2qoF6+i0Bf3c2ogiuu6rBWb3NquYlgO+80WN3b2aBptokFw5SoV\nd5lotIJPCVDTHczmED3qCKPRMSRRYqY/ymj6SCBYqSyzVd86/PtIZIRsIMvl3KVjwoEkSswkfjQj\npX8tylr5mEAQ8UQYDA8SVEJ4JBVRkBAEofPn4J93Iu/k9IjueNTlJ41rWbS/9rVO9O3BDZWYSHTM\ncYNBTBfuWH62MlOI5tFNf9ivcHYwRjzowfn/2XuzGEmu8873d2LJyMh9qax9r96qV3Y3N1mLJUoc\nyR6NZMvwnWt4ZL8YuBcw4DcBggALftCj77Vh2Hq4tmd8Nbr22JZsD7xIomhJpLg2u8ne16qufcus\nrNwzYz/3Iaqrukg2d1JNTf6A6qrMjIg8GRGd55zvfN//32jg3Cl967xOZo+uo01Ook1NoeZCC8/F\nzRY37goQDOcNGuIqotHGWFgnpscomAW0Y8e49OQLXL2x+72s6DrH++P0PnMW6XuAQD96hOhnPoPz\n3PMAzDkqLS9ARHQ0AdN9CdSJcQA2Sitcbzng+egtm6mUTcZV8Qo5zieHCRobLHoCrdMka21i6BbF\nfJaN/jRpPUF8bZPYZhnX6CeuxzFzWQ5UVwjsDsVbF7nYbrCRTbCRjWClFbKGQqFxmP7lBng+p9Ia\nioDI6VPo09OhU9LSDL4MJ8mpxSJW2Ue2Quu/U5M9pPeN83JqmGYj7N8VIXhkKv+6jj57rm8Q0Hn+\nORYuPE1jW2DXT5ikP/NZpsceel++P1caK1wpX94JqAvgQO4g4+mJ12x7uzrLrcqtnceaonGy7xS5\naO5dt+NuPYJuFkGXLl3gTYIEjUaDkZHX1jfdee7Xfu3X+NrXvkYs1vU1vxfOK69gL4a1hTLwwwm5\nH4QTfBnsPN7zeiDveixfdzX8/aYTwPm2zqYjkZ0mdCxEp820VWIkCDtjhKBspLhk9GCpEZSogZLL\nE+8vcPrwEL09aRQzijDDOnhvYQH72efQ+vpxApiVJssTR8CPABIpJd7CAtnNNQ7GPXKaRKRSRB/7\nFEpir8iQDAL8tXX8pUX8pWWkbfN6KLkc2vg46sQ4ynY7yk2bM7PlPboKw7kYB6+8gLs0j1/eQrba\nqAP9yFYb0ZNH6BHUgweYPdmHXJonfn2e2Nwa2WgeJyIoDuWoP3yYzJMvkZ8p4s7MYasBmuUgBXjJ\nGMYDp5j7zG8gvXAwkI5FmAwarDz1Y/6tWMQNfHxNpVBbJtiIM6f3YwcqwjDoSRs0HB2hSAqNDXKq\nzXS/z3DfJNWm5JVGm0agsZ7ppdCXYjDVQ28qyunxHOWmw8WlCvW2ixd43ChusFCuYUYkA/mALXud\nQFtgKCswtQKlTgnDOUw2MkTaSJMyUkwPpdnfv1sisNJY2TNYGUgM0hMr8NzKs3vEllKRFCd6HyCm\n39/fETN3fZa8medU3+n3JaW0yzun2x91+VkiXZf2//yf2M88u9MnK/0D6PsmwfVYcxUuWxGCgwdQ\njFAcVlUEhwbTTPaYyOVlrBdm8dfXX/f4Sl8f+r4p1JGRPaK7pbrFKwu7tnS9KYMgOo9lWcSvz6Og\nMJQcwk9neO6nl1jfau1saybiPPLgFMbf/TVBJ9TiUUeGMf/T55H1Ov7aWmh52JSwrelxwPCInz6J\nEIJABjz5/NM4no9Rt4h7NtOGgay1ufzQI1iVJmU9RrtaZbS5hlAlMucyNzBMNJogXe4wWqvQNkaI\nqwYianLILaN4NrfXrlJbvsrlgSPUI7BVMMmkbMZq02TWWhBATrGZTGUxPvoxtLHQ1vjHt67TdsPP\nYrTbcLOObIYT+n1JhdHDE1wfmWZza1cD4tREjtyrBHtfc309j85TTzF34wVaTngO3d4s+cc+y6H+\n4292e7wjXj3p11WdE4UHyJt7F0TcwOXK5hU2Wrv3jqmZnOw79Z6V7u3RIyh09Qi6dOnyJkECKSXa\n6yjE63oonvLFL36xOyB7EzpP/JD2q0X1PojVvLfzHkKEgxJNBd9n1VG57MdxPR/peaAopIXHCb9C\nQglAN3BVjZtalmUzh4jHURMJRNRgOCo4arbRF2Zw7tLe8VdWcG/dwkUwR5wFPQ0jacRCqFYsg4DU\n+iL76+vkCVdovEyaSD6P8+KZcBvfJ6hsERQ38Tc3d8sVXv1xTBOlrxe1tw8RjeKvr+8MzBZakkv1\nYCezUwiYTiuMz1dwXngB2W7jb2ygJOLIdgelJ48Sj6MfOkTx+Aida2eJzq8RnVslE8mgJNMs9StY\nwwUyPzxD6toiLKzhBR6+9NEEWD1pzEyerQcfp77dZEUIHsgISk/8K/+0towTaAgvQPdcOtU0c1oG\nPBdpRMgkNDzPoEeXRCrzqCocGJKk0xlM3+TJhk/F9VhN9hHJmEz3DZFNRDg6nObs3BarlTZSQrmz\nxdW1Ih3Xp5AGVbdZay+RzZUpJGMoQsXybDL+KQIyKEKhP97PwYEUB7fLFQA2O5tcKV/eeZyL5jC1\nKGfXzuwR5htLjXEgd/C+n2w3nAZbVig8JgjFn+73Nv+vSLc/6vKzQto2rb//Ds5LL+1k3qljoxgP\nnKS5us6ljk7RU0Jb41T4XdmbjnI0CcbSdayn5l43w01Eo2hTYdaAkkq95vVGx+XF2fLOKnPK1Mnl\naiw0tlArdSKrmwynRmlV2rxcbdC5S9iuMJDnI588hfutv8LbFlZUUinMX/1V1J4eOk88AcANW8P1\nPYRhEFckkyN5tKEw6+t66TYzs6vk2jaq47Hf2cJ0B7h18DRlIthtm6V2wGB1DSECMnKLlyaPoGQy\nJLY6jFfbRBJj+ESQikLBbVHQW1zZvEH79hVmBwtsRXTaMdBTcaZrAfGShhf4CCTHMhrxTz+Oul02\nNL9V5Np6WGbgWj65+TrKWhEJFHA4cuwwK4cfZKG4m6FxaDDN8D2sJXeur+PQ+tG/Mz97bicAYY/1\n0/fxxznQM/0md8fbJ5AB18pX92TiJSIJTvWdxtTMPdtW7SoXSxf2aPtko1ke6D35mlKEd9Wmu/UI\nerqZBF26dHmLFohd3gWdznukaL6d7q4qYcRfKKAqCGX78fbPqx+H+6igqju/7/wtCQc/tNsEjSZu\npc5VGWdZjQJ++Ja6FooOerWwbF+olM0MV+L9WGYCRQvryyOuzTGtyYAdQAnuLmDwVlawlleZVxPM\nq0k83UDtzSIsC2lZpKTL1PINelrhQCYAlFweta8Pf32NoFIlqFbDmrl7lEYIPYKSy6L09OxkHch6\nHb8epmj6Eq5YGovObj18RMDJmEvu1gbW5Su4a2tQq4XBElWDSAS1vx9t/3460xMUX/4RxloZY36V\nhBYn1jfEutbG8wOiM0vEL8ygrpfxfRcrqqBYkua+YZKOwJ88ymwQQ5NhYOJQVqf+7//Akys3qfoZ\nlJbLlpEh2g7oBAp4HoERIR1TyfoK+aTAKa7gqXBgMCAWVRjUeznb0VmyKqyYPZCOs78vQz6eIBeL\n8JNrRQIpabotFiqrrFYcYlEYTErqTo2ms8bokEVMD4NY+WgPtUqOhhMOPPrjA0wP5pge2q1NrNs1\nzhdf2Rm0RtQInvT2pOrrqs6xnmOvEVu6X1ltruz83Rvvv++zHrp06fLBEbTbtL7133GvXNl5Ttu3\nD/0TH+fmyze4aRn4hFkFam8Bg4DD1Om9uURQqfCaULYQqIMDaPv2oQ4NhX3262C5Ps/PbOL5YZ9n\n6Cr7h+BqZRaA2JU5eowcW0t1LgUJ6N0OEAiFg8cnOf4LJ+h89zt4s+H2QtOIfu5zRPbvw19dIyiW\nqPuChaYfjguAw1GP6KlQ+LDttvnetQtEF0sojkfGaTGmCdZiORbyw8hOm/lAIbe5jOk2URSH9ekB\n6r15snWPnlKDg/kRlvwIuC6qrjFl1riwcZlaa5NORmFJKyBlgNXXw7FKjVS7F3dbZLAv4TP6xV9F\n7Q0DBK7v8sSNy0i2hwHLdZLLRQLPIxZ4nMoJmp/9PJfvChAM52IcGnxt8GXP9e10aD35BAsLF2lv\nC7ta+0cY+ujjTGX2veG+74RABlwsXdyTFZA385zofWCPHbCUkrnaHDPVW3u0fUaSIxzKT7+ngWxp\nWeH4CkKHjm6QoEuXLnSDBO876vAwWjodzgy3f4Si7NS473leKKCIPc/t1MK/y+wD6XnIVgvZahG0\nWshWe9t6MOx8akLnvN5DW9m9JaLS54RXpidhIFLDeKk015Q0K164zZ0W9WsBR02X6Kv6LCklnYUl\nZjfbLEQG8YQAI4ra14tQVZKKZH/QoGfu6q7LgQQlk0ZEDdwrV17XrvAOwjBQsjmUXBaRSNzzHFkB\nnGtHqPi7r6cUyYNxl2i9ijs3h79ZQhaLSNdF6ckDEv3QQbR9+/AnRlh46Un0YhljcZ2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/JzaQ24N5Ogq0fQ5Z3T7Y/uf2Sngzc3jzc7i3vzJtazz7GoxLiV24crVNRCAf3ECczBPo4f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\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EY9U/PY137Biy291IZBfymNddh/YalnNIIdbiXBv38GE4dxY1l0M6XdRUCnWgHxwn7Jdl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ad9fa3210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "for i,fgender in enumerate(['M','F']):\n",
    "    makeGenderSpaghetti(paramsDf,fgender,i+1)\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### eliminate data for which fitting is not possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "eliminated = ['G002','G011','G013','G016','G025','K003','K004','A004']\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def showEliminated(paramsDf,eliminated):\n",
    "    \n",
    "    fig = plt.figure(figsize=(16,6))\n",
    "\n",
    "    for e,elim in enumerate(eliminated):\n",
    "\n",
    "        thisDf = paramsDf.ix[elim[0]].ix[elim].ix['M']\n",
    "        guess = thisDf.ix['guess']\n",
    "        lapse = thisDf.ix['lapse']\n",
    "        slope = thisDf.ix['slope']\n",
    "        threshold = thisDf.ix['threshold']\n",
    "\n",
    "        ax = plt.subplot(2,len(eliminated),e+1)\n",
    "        ax.plot( logisticFunction(x,threshold,slope,guess,lapse) )    \n",
    "\n",
    "        ax.set_title(elim+' M')\n",
    "        ax.set_ylim(0,1)\n",
    "\n",
    "    for e,elim in enumerate(eliminated):\n",
    "\n",
    "        thisDf = paramsDf.ix[elim[0]].ix[elim].ix['F']\n",
    "        guess = thisDf.ix['guess']\n",
    "        lapse = thisDf.ix['lapse']\n",
    "        slope = thisDf.ix['slope']\n",
    "        threshold = thisDf.ix['threshold']\n",
    "\n",
    "        ax = plt.subplot(2,len(eliminated),len(eliminated)+e+1)\n",
    "        ax.plot( logisticFunction(x,threshold,slope,guess,lapse) )\n",
    "\n",
    "        ax.set_title(elim+' F')\n",
    "        ax.set_ylim(0,1)\n",
    "    \n",
    "        sns.despine()\n",
    "        \n",
    "    plt.tight_layout()\n",
    "    \n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MBgM1a9bk3//+N0OGDMnRPiQkBB8fH3766Sf++OMPUlJSqFq1KmPGjGHEiBHZ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\nERERVSBOvhARERERERERVSBOvhARERERERERVSBOvhARERERERERVSB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HR8cS98dmysZY\nmrl9+zYmTJiAlJQUfPrpp1rXzbu7u2Pq1Klo0KCB1uVq/v7+eOmllzBx4kQsWbIEvXv31uveZmym\n/Ny5cwfvvPMOqlSpgvT0dCxatAhbtmwptCfg/xso6mlST/8sq16/tD/7Tps2DQ8fPkRCQgL27duH\nhQsX4sqVK1iwYIHeT7S6cuVKsY+Clclk2LVrV4mX7VEBY2wmKSkJixYtQseOHSVPzhWGzZQf9dkt\nFhYWGDhwoNay1157DYsWLUJwcDCmTp2qeV1qAyWt/+Q22dnZqFatGrKysjBr1ix4eHhovXdpJScn\nl9jMt99+q/djqfVhUpMv6lOsC7tZrbm5OVatWqX1WmhoKP7880/Nf6tnrRQKRZHvkZeXB+D/fyCy\nsbFBdnY2FAoFLCx0v1y5ubla+37azZs3MXHiRCQkJGDSpEmFfqpUHJlMhilTphR7IyHe16FohmjG\n0NhM2ZhaM46OjppvCgEBAXjjjTcwaNAgTJkyBQcOHNDrsZ5spmxMoRlzc3PIZDIMGjRIa+IFAFq0\naIH27dvjzJkzOHnyJPr161fi/thM2RhDM+Hh4ZgyZQoyMzPx6aef6pzB4ubmhsDAwEK3femll9Cm\nTRtERkbi+PHjRT6K+klspvykpKSge/fuWLRoERYsWIDQ0FBMnz4dq1evLnR9dQPqJp729M+y6vWL\n6qukn32f/DR6zJgxmDt3LoKDg+Hm5oYpU6aUdHgACm4EPn369GIfAevu7q7Xvsg4m5k9ezaEEFi0\naFEpjkgXmyk/YWFhiI+PR9euXXVugNy/f38sX74cv/32G959912YmRXcxURqAyWtD+h+H1uyZAmS\nkpKwfft2vSdyi1O9enV8/vnnxTbTvHnzMr/Pk0xq8qVhw4a4du0arl27Bl9fX53lT89KqW+Cq2Zv\nbw8LCwukp6dDCFHodYX//vsvgP8/XdfR0RHZ2dl49OhRoT/AqNcv7JPCv/76C9OmTYNCocCiRYt0\nZg711bJly0Kvw6aSGaIZY8BmSs/Um6lfvz569+6NXbt24ejRowgICNBrOzZTeqbQjHoSrqinSHh4\neODMmTOIj4/Xe59spvQM3czOnTsxd+5cVK1aFatXr0aXLl0kH0OTJk0QGRkp6Qk2bKZ8eHt7a84Q\nWrRoEe7evYtjx45h0aJFmD17ts761atXhxCiyCfgPf2zrPrf+q5fkkmTJiE4OBghISF6T744ODjo\nPDmJSs/Ymtm2bRtOnjyJ5cuXF3nfGanYTPlRPynv2LFjRZ4plJycjEOHDqFnz54ApDdQ0vr5+fnI\nyMiAhYUF7O3tcfz4cc3ZNj4+PqU8Mm3W1tbPvBmTuuFup06dIIRAaGhoqbY3NzdHgwYNoFQqcefO\nnULXuXXrFmQymSY0T09PzeuFiY2NBVDwQ8iTwsLCMHnyZFhZWWHDhg2lnnihsjFEM2TaTKGZEydO\nYMuWLVpPvnmS+hua+j4fVLFMoRkPDw8IIZCQkFDocvUnUuXxSRKVzJDN/Prrr5g9ezZq1aqFbdu2\nlWriBSi4lx1gPGd9ViZPnj1gbW2NVatWwcXFBZs2bcKWLVt01m/cuDEA/X+WLelnX/Xr6vUfPnyI\nXbt2FXkTZvX3pKSkpOIPjCqMsTWzd+9eyGQyfPjhh5DL5Vr/qO8X9PLLL6NJkyaa/6ZnIz4+HseP\nH4eDgwMGDhxY6D/du3fXufGu1AbU69++fbvQ9f/55x8olUo0btwYMplM08yXX36p04z6oQGjR4+G\nXC4v8pHmxsCkznzx9/fHypUrce7cORw8eBA9evQodv3C/pLv3LkzYmJicPz4cc2dutUuXbqE1NRU\ntGrVSnNKcOfOnXHs2DEcP34cnTp10lo/OTkZUVFRqFWrluYvKQD4+++/8d5776FGjRrYuHGjzvvQ\ns2OIZsi0mUIzO3fuxN69e2FjY1Po0yPU3+AKe3wklT9TaKZDhw4wMzPDiRMnCj1T4urVqwCg9b2M\nKo6hmjlw4ADmzZsHDw8PbNy4sdib237++ef4+++/8cUXX+g8jUIIgQsXLgDQ/fCJnj0XFxd89913\nGDlyJBYvXgx3d3et+wu2a9cOlpaWOHv2LJRKJczNzbW2DwsLg0wm00zEyeVyODk54erVq3j06JHO\n2VPHjh3TWj89PR2zZs2Cm5sbXnnlFZ3x8XuS8TF0M/7+/mjatGmhY9u7dy+SkpIwZMgQ2NnZlduZ\nMaSf7du3Q6VSYciQIXj//fcLXUelUqFbt244ffo07t27hzp16khuoHr16vD29kZUVBSuX7+uc0nq\nsWPHAECz/osvvljk2XbHjx9HTEwM/P39UatWLc3EjjGSdOZLTEwMBgwYoDUrWZKEhAS8//776NCh\nA3x9ffHqq69i586dpRqslZUVlixZAjMzM3zwwQdFzmr9+++/mDNnDn799VdYWVlp/dAwdOhQmJub\n4+eff9ac/gQU3ODuyy+/hEwm03pySP/+/VGtWjXs2LFD59OlFStWQKVSYdSoUZrXsrOz8f7770Ol\nUmHt2rWVfuKlMjZDZcNmSqY+xXPVqlU6Z79ERkYiLCwM1tbWkm7ubcrYTMlq1qyJPn364O7du/jx\nxx+1loWGhuLq1auoXbs2/Pz8Sv0epqQyNpOUlISPP/4YDg4OWLduXYlPFbK1tcWVK1ewZMkS5Ofn\nay378ccfcfv2bXh4eKBNmzal+RKYHEM3UxIfHx8sWbIESqUS06dPx/Xr1zXLqlevjr59+yIlJQU/\n//yz1nZnz57F8ePH4eHhgY4dOwIoOLNq2LBhUCgU+Oqrr7TWj42NRUhICJycnDT3+mnYsCE8PDyQ\nkJCANWvWaK2fn5+Pr7/+GjKZTPO9q7JgMwUKa2bYsGGYMWNGof+on3oUGBio9d+VgaGbyc/Px2+/\n/QaZTFbsk+zMzMwwcOBAqFQqBAcHA5DeAACMGjUKQgisXLlS63HSycnJWL9+PWxsbDBkyBAAQJ8+\nfYpsRj2RN3z4cMyYMaPcLkuqCHqf+bJ9+3YsXrwY1apV0/sZ7BkZGRg+fDgsLCwwd+5cuLq64sCB\nA5g9ezays7NLdWfrDh064Pvvv8eMGTMwa9Ys/PDDD+jUqROcnZ2Rnp6OmJgYnDx5Evn5+WjatCkW\nLFig9QdQv359TJs2DUFBQQgICEC/fv1QpUoVHD58GNHR0ejfvz969+6tWd/BwQHz58/Hhx9+iCFD\nhmDAgAGoUaMGTp48iXPnzsHPzw9jxozRrL9582bEx8fD29sbJ06cwIkTJwo9jhdffBEeHh6Sj9+U\nVNZmEhMTsXfvXs1/X7lyBUDBGVHr1q3TvD506FDY2toiIyMD27dv13yN1JN8N2/e1Fq/b9++cHV1\nlXz8poTNFCipmd69e2PAgAHYs2cP+vTpg969e8PFxQW3bt3C/v37AQAfffRRkff3eJ6wmQIlNQMU\n3NzwypUrWLlyJS5fvoymTZsiJiYGf/zxB2xsbLB48WKdTzefR5W1mdWrVyM9PR0dOnTAH3/8UeS4\n1N9rJkyYgLCwMBw7dgz9+/dH165dUa1aNYSHh+P06dOoWbMmVqxYIfm4TZGxNFOS3r17IzY2Ft98\n8w0mTpyI4OBgzdkmH374ISIjI/HFF1/g77//RrNmzRAXF4fff/8ddnZ2WLp0qda+JkyYgL/++gvb\ntm3DrVu30L59e6SkpGD37t3Iz8/HokWLNH+3AMDixYsxfvx4rFy5EidPnkTLli2Rl5eHsLAw3Lp1\nC40aNcLkyZPL/ZiNFZspuRnSZgzNHDhwAMnJyWjfvj3q1q1b7Lqvv/46fvjhB+zcuRPvvfceLCws\nJDcwaNAgHDhwAGFhYRg8eDC6deuGzMxM7NmzR/MUvuIeiW6K9Jp8iYiIwKJFizBr1izk5uZiyZIl\neu18/fr1SEpK0nqsV6tWrXD37l18+eWXGDx4cKmuL+/SpQsOHTqE4OBghIWFYd++fUhLS4OtrS1c\nXFwwaNAgvPLKK0Vexzx+/HjUq1cPGzZswPbt26FUKtGgQQN88sknGDFihM76/v7+cHFxwQ8//IDf\nf/8dOTk5qFOnDqZOnYpx48Zp/bCqvsY6KipK5wZ5T6pRo4Zeky/6/s9nbCpzM3fv3sWyZcu0/uxk\nMhlOnTqFU6dOaV7r3bs3bG1tkZaWhuXLl+usf/XqVc2lAADQrFkzvSZf2Mzz3wwALFu2DJ06dcKO\nHTuwb98+ZGZmonr16ujatSveeOMNtG3bVu9jZTOVoxknJyf89ttvWLVqFQ4ePIiwsDDY29ujT58+\nCAwMlHTJEZsxvWZiY2Mhk8lw5swZnDlzpsgxqb/X2NraYtu2bVi3bh3279+Pbdu2QaVSoXbt2hgz\nZgzGjx8v6elEbKZ8mpHJZMV+Ld9++23Exsbizz//xKRJk7BlyxbY2NjAyckJwcHBWLVqFY4ePYq/\n/voLDg4O6NmzJ95++200aNBAaz82NjbYuHEj1qxZg3379mH16tWoWrUq2rVrh0mTJulcMtKsWTPs\n3r0ba9aswYkTJ3DhwgWYmZmhbt26ePvttzF27Fi9f/Eu6RiNHZvRr5mSxlyex2jsjKWZX375BTKZ\nTHO2SXHc3d3RsWNHnDp1CgcOHIC/v3+pGli1ahU2bNiA3bt3Y+3atbC0tESzZs0wfvx4nVt+lCeD\nNSP0cPPmTXHt2jUhhBDr168XcrlchIeHl7jdgAEDhL+/v87roaGhQi6Xi6NHj+rz9mSC2AxJxWZI\nKjZDUrEZkorNkFRshqRiM5WHXvd88fDwkHxDNaVSidjY2ELP7vD09IQQotgzQ8i0sRmSis2QVGyG\npGIzJBWbIanYDEnFZiqPCnvUdFpaGvLz8wu9K7H6tZSUlIp6ezJBbIakYjMkFZshqdiN+eF2AAAg\nAElEQVQMScVmSCo2Q1KxGdNUYZMveXl5AFDodWaWlpYAgNzc3Ip6ezJBbIakYjMkFZshqdgMScVm\nSCo2Q1KxGdNUYZMv1tbWAACFQqGzTB2LjY2NXvvKz89HXFyczqMO6fnCZkgqNkNSsRmSis2QVGyG\npGIzJBWbMU0VNvni4OAAKysrpKam6ixTnwKl713yExMT0b17dyQmJpbrGMm4sBmSis2QVGyGpGIz\nJBWbIanYDEnFZkxThU2+mJmZoXHjxrh+/brOsujoaMhkMkmPHKPnH5shqdgMScVmSCo2Q1KxGZKK\nzZBUbMY0VdjkCwD4+/vjzp07uHTpktbru3fvhpOTE/z8/Cry7ckEsRmSis2QVGyGpGIzJBWbIanY\nDEnFZkyPXpMv9+/fx5UrV3DlyhUkJCRACIFbt25pXsvMzERERAR8fHywefNmzXYjRoxA/fr1MW3a\nNOzduxfnzp3D3LlzcebMGcyaNQvm5uYVdmBkWGyGpGIzJBWbIanYDEnFZkgqNkNSsZnKw0Kflb79\n9luEhIRo/lsmk2H+/Pma/964cSOEEFCpVBBCaF63sbHB5s2bERQUhM8++wyZmZnw9PTE119/jR49\nepTfUZDRYTMkFZshqdgMScVmSCo2Q1KxGZKKzVQeMvHkn6CRiouLQ/fu3XH48GG4u7sbejhkAtgM\nScVmSCo2Q1KxGZKKzZBUbIakYjPPToXe84WIiIiIiIiIqLLT67Ij0p9KJRCfnAGl6tmeUFSvVrVn\n+n5EREREREREpB9OvpSzFVvPI+zvuGf+vnu+ePWZvycREREREZEpEUJAJpMZehhUCfGyo3KkyFfi\n1OV4Qw+DiIiIiIiInnLz3r8Y8+kBQw+DKime+VKOYu6lQZGvAgCsnPYSHO2tDTwiIiIiIiIiyspR\nYPmmSKQ+zjH0UKiS4uRLObp6OwUA4OJYBR7u1Q08GiIiIiIiIgKAH3ZdRkJKJszNeMkRGQYvOypH\n1/6bfPFu4GTgkRAREREREREAhJ2Pw5Fz9wAA//NvYuDRUGXFyZdyolIJRN1OBQB4N+TkCxERERER\nkaElpWbhu98uAgCae9ZEwEseBh4RVVacfCkn95LSkZGtAAB4N6hh4NEQERERERFVbkqlCl9siURW\nTj7sq1ph2vBWMONlR2QgnHwpJ+r7vdhXtUQdF3sDj4aIiIiIiKhy237oBqL+Kbg64b2hLeDkUMXA\nI6LKjJMv5eTarYL/qZvUd+JsKhERVXoPUrPw/c5Lhh4GERFVUldvpWD7wesAAP+O9eHXtLaBR0SV\nHSdfyon6zBefhrzkiIiIKrdH6bn45PtTCD1529BDISKiSigjW4EvtkZCJYA6rvYYN6CpoYdExMmX\n8vAgNQvJj7IB8ElHRERUueXk5uPTn84gISUTFub8MYOIiJ4tIQRW/XoBD//NhqWFGT4c1RrWluaG\nHhYRLPRd8ebNm/jiiy8QGRmJvLw8yOVyBAYGolu3bsVud/jwYaxfvx6xsbFIT0/HCy+8gH79+uGt\nt96ClZVVmQ/AGKgfMW1lYYZG7tUNPBrjwWZIKjZDUrEZ46JUqrB00zncvPcIADB9RCsDj0gXmyGp\n2AxJxWYM69j5OJy4GA8AGNvPBw3cHAw8opKxmcpBr4+k4uLiMGLECDx48ADLli3DTz/9hLp162Ly\n5Mk4cuRIkduFhITg7bffhpOTk2a7Pn36YNWqVZgxY0a5HYShXf3vEdON6znC0oKf8gFshqRjMyQV\nmzEuQgis2nER56KSAABvvtoUXVq8YOBRaWMzJBWbIanYjGEplSps3hcNAGgtd0G/zg0MPKKSsZnK\nQ68zX1atWoW8vDz8+OOPcHIquKymdevWiImJwdKlS/Hyyy8Xut369etRs2ZNrFy5EjJZwU1o27Vr\nh5iYGBw4cADp6emwtzf9JwOpz3zx4SVHGmyGpGIzJBWbMS5b91/HwfC7AICAlxrh1RcbGXhEutgM\nScVmSCo2Y1jHL8bjQWoWAGBsfx/N19KYsZnKQ6/TNA4dOgQ/Pz9NDAAgk8ng7++Pu3fv4ubNm4Vu\nZ2VlBSsrK53o7ezsYGZmBmtr6zIM3Tg8zszD3cR0ALzfy5PYDEnFZkgqNmM89p3+B9v+e6LEiy1e\nwNh+PoYdUBHYDEnFZkgqNmM4Qgj8dqTg6+vnUwv1alUz8Ij0w2YqjxInX+Lj45Geng4PDw+dZZ6e\nnhBCICoqqtBtx4wZg8TERHz77bdIT0+HQqHAsWPHcODAAQwfPvy5uA4t+r/nxpvJAHl9RwOPxjiw\nGZKKzZBUbMZ4hF9NxOrfLgIAfD1qYurwljAzM75PGtkMScVmSCo2Y1iR0Q/wT8JjAMDrL3saeDT6\nYTOVS4mXHaWkFFxS4+ioO7Ggfi01NbXQbf39/WFtbY1Zs2bh22+/BQCYm5tjwoQJmDp1aqkHbUyu\n3ir4+tR3c0BVG0sDj8Y4sBmSis2QVGzGOETfScXSTeegEkD92tUwe0w7WFoY5xMl2AxJxWZIKjZj\nWDv+O+vFp6ET5PVrGHg0+mEzlUuJky+5ubkAUOjMmaVlwWRDTk5OodtevnwZH3/8MZo2bYpRo0bB\nyckJR44cwdq1a2FlZYXJkyeXZexGQXO/l4a85EiNzZBUbIakYjOGdy8pHZ+uPYM8hRLOjlUwf0J7\n2FYx3g8h2AxJxWZIKjZjONdup2g+FDeVs14ANlPZlDj5YmNjAwBQKBQ6y/Ly8rTWedq8efNga2uL\nH3/8EebmBZ+ENW/eHHl5eVi1ahX69++POnXqlHrwhparUCImruBxmt4NTGN29VlgMyQVmyGp2Ixh\nJT/Kxtw1p5GepYBdFUvMf7M9nByqGHpYxWIzJBWbIanYjOH8diQGQMFZmK3lLgYejf7YTOVS4j1f\nnJ2dARR+ulNycjIAwMVFN/DMzExcu3YNHTp00MSg1r59e6hUKly4cKFUgzYWN+7+i3ylAMCb7T6J\nzZBUbIakYjOGk5GVh3k/nkbyo2xYWZpj3pvtUdcEbmrIZkgqNkNSsRnDuJPwGOHXEgEUnPViCk84\nUmMzlUuJZ764urrC0dER169f11kWHR0NmUwGHx/dpxqoT6HKz8/XWZaXlwchhGYdU3Xtv1PbajvZ\noka1wmckKyM2Q1KxGZKKzRhGrkKJT386i7uJ6TAzk+Gj/7Uxmevq2QxJxWaMlyJfiTuJ6bh9Pw3x\nyZl4o6+3oYcEgM0Yym9HC+714lqjKjo3dzPwaKRhM5WLXo+a9vf3R3h4OJKSkjSvKZVKhIaGwsfH\nB/Xq1dPZpkaNGqhduzbCw8OhVCq1lp0+fRoymQzNmzcv4/AN69rtghlK74am8YPns8RmSCo2Q1Kx\nmWdLqVRh+aZziPrvKX9TBrdAO+9aBh6VNGyGpGIzhperUOJSzEOEhMVgxdZITAk6isGzQjFtZRi+\nDr6gucmqsWAzz9aD1CyE/X0fADComwfMzfX69daosJnKQ686AwMD4eDggMDAQBw5cgRnzpzBe++9\nh7i4OMycORMAEBERAR8fH2zevFmz3bRp05CQkIAJEybg0KFDOHPmDIKCgrB9+3b06dMHnp6mczOk\npylVQvMDKC850sVmSCo2Q1KxmWdHCIFVOy7i7NWC07rH9PXGK+3qGnhU0rEZkorNGEbq4xzsP/MP\nFv50FiPm/ImPV5/CT79fxdHIOPyT8BhKVcFl/7ZVLNGsUU0Dj1Ybm3m2doXFQKUSqG5vjVfamt73\nJYDNVCYlXnYEFFyLtnXrVgQFBWHmzJlQKBTw8fHBunXr0KZNGwAFP5ipVCoIITTbDRgwAA4ODli7\ndi0++ugjKBQKuLu7491338Wbb75ZMUf0jPwTn4bs3ILTvPikI11shqRiMyQVm3l2Nu+LxsHwuwCA\nV19shEHdPAw8otJhMyQVm3k2hBC4dT8N4deSEH4tETH3Hums41KjKhq6VUNDNwc0eMEBDd0c4OxY\nxeju78Fmnp20jFwcOFvwvWlAl4awsjQvYQvjxGaMnxCiXP6ukYkn/wSNVFxcHLp3747Dhw/D3d3d\n0MMBAPx+PBY/hlxBdTtrbJzfy+j+4q/sjLEZMm5shqSqLM3sOX4La0IuAwBeaumO6SNawcyM3/NK\no7I0Q+XneW9Gka9C2Pl7+O1oDOIeZGgts7YyR8vGzmjnXQttmrjCkfdX1Mvz3syTNu+LwvaDN1DV\nxgLrPukJ2yqWhh6SSapMzZRGYkompn/5F7Yu7FPmfel15gvpUt/vpUmDGpx4ISKi59Kx83GaiZeW\njZ3x3rCWnHghojLLzs3HgbN3EHIsBslpOZrXazrYoK1PLbTzrgVfj5omeyYDVbysHAVCT9wGAPTp\nUJ8TL1Rh9p3+B+lZeeWyL06+lIIQQvOkI15yREREz6NzUUn48pfzAADPOtUxa0w7WFqY3o0Mich4\nPM7MQ+iJW9hz4hbSsxQAAJkM6NjMDQO7NkLjuo78UJP0sv/MHWRkK2BpYYYBLzYy9HDoOaVSCc0N\nncsDJ19KISElE/+mFzy6y7sBn3RERETPl2u3U7B4QwSUKoE6rnaY92Z7VLHmjwxEVDpZOQr8cuA6\n/q+9O4+Lqt7/B/6aAQYQEJFVRXEBQUfBBcSlMjX1Rl7TNk2zsrqJdrvVzW9ZZlnazzRavZVZaotL\nWfeG3WuluZuo4L6h4sq+C7LNfn5/jFAGwhycmXNm5vV8PHhkZ+aceQ+8HJn3fJaf916CVmfemcXd\nTYGR8V1wz4hIdAr2lbZAcihGk4Afd50HAIxK6IL2nJJGNnLyYhlKK+qsdj3+JtUKpy6Ypxx5qdzQ\nvaO/xNUQERFZz8X8SryxYj90eiOCA7zxxpND4e/rKXVZROSgTl8ux7trDqGgrAYA4O3phrGDu2LC\n8B4I9PeWuDpyRCfOlzZMVxt/a3eJqyFntuNgLgCga4e2Vrkemy+tcOqiecpRTER7h9xLnoiIqCkF\npTV4bfle1NTp4e+rwhtPDkFQO745IiLxjEYTvt1yFt9uOQuTSYCbUoH7RkXh7tt6wK+NSuryyIHt\nPGR+Q9wj3B+dQ/0kroacld5gxJ5j+QCAEQOtsxAxmy+tUN986c31XoiIyEmUX9Xg1eVpuFKlhben\nO+Y/MQThIfyllojEKyitwTtrD+LM5SsAgE7Bvpg9dSAiO7eTuDJydDr972+Ibx/AnXnIdg5kFqGm\nTg+FAritP5svkqis1iKvxDxskuu9EBGRM6iu1eG15XtRWFYLD3cl5j2WyDdJRCSaIAjYmpGN5anH\nUac1r+1y59CueOyvanip+LaDbl7GqSLUagxQKIBb+3WSuhxyYjuujbDq0z3IaqOA+SooUnZRVcOf\ne4TzF1MiInJsGp0Bb6zYj0sFV6FUAC9Mi0ffyCCpyyIiB1Ndp8eH3x7G3uMFAAB/XxX+Mak/BvUO\nk7gyciY7DuUAAGIjg7hmENlMdZ0e6SeLAADDrTjCis0XkfJLqgEA7Xw94cv95ImIyIHpDSYs+jID\nmZfMC8k//UA/DO7TQeKqiMjRVNfq8MqnaTifWwkAiO8Vin9M6ocAP+5CQ9ZTXavDgcxiAJxyRLaV\ndiwfBqMJ7m5KDIvraLXrsvkiUm6xufnSKYRb4hERkeMyGk14Z81BHDpt/kX28fFq3DEoQuKqiMjR\n/LHxolAAT9zdB3+9pTsUCoXUpZGT2XPtDbGHuxJD+lrvDTHRn9Uv6pzQO9SqAy7YfBEp79rIl45B\nPhJXQkRE1Domk4B/fXe0YdHCyaOjMWF4pMRVEZGjqa7VYd4fGi/PTu6PkfFdpC6LnFT9GhyDeofB\nhzMQyEZKK+pw/HwpAOuPsOI+ySLVTzsK58gXIiJyQIIgYMV/T2BLRjYA4K+3dseUsdESV0VEjqa6\nVod5y/fiHBsvZAclV+pw4rx5x1lrrsFB9Ge7DudCEAAfbw/E9wq16rXZfBHBYDShsKwWgHnLPCIi\nIkezbvMZ/LjrAgBgVEJnPDG+D6cHEJEo1XV6c+MlpwIKBfDMJDZeyLZ2HTaPejG/IQ6RuBpyZvUj\nrIbFdoTKw82q17a4+ZKVlYXk5GQkJCQgLi4OkyZNwvbt21s8z2g04pNPPsHo0aMRGxuL0aNHY9my\nZTdVtFQKy2pgNAkAgI5svrSImSGxmBkSi5kRJ3XneazbfAYAMDS2A56+vx+UStdqvDAzJBYzc73q\nOj3mfZp2XeNlVAIbL3/EzFhf/RviW+I6wsPdum+I5YCZkYfLhVdxMf8qANss6mxR8yU3NxdTpkxB\ncXExlixZghUrVqBLly6YNWsWtm3b1uy5c+fOxccff4zJkydj1apVuPPOO/H+++/jww8/tMoTsKf8\nkhoAgFKpQFgg13xpDjNDYjEzJBYzI86v+y9jxY8nAAADokMwe+pAuLm51gBYZobEYmauV12nx6t/\naLz84wE2Xv6MmbG+ywVXcanA/IbYGaccMTPyUb/QbpC/F9TdA61+fYsW3P3oo4+g0+nw2WefITDQ\nXMTAgQNx7tw5LF68GCNHjmzyvMOHDyM1NRUvvvgipk+f3nBeUVERTp06ZaWnYD/1Ox2FtW8DD3fX\n+oVVLGaGxGJmSCxmxnK/Hc3Dv747AgDo3a09Xno0wSk/OWwJM0NiMTO/MxhNWLhyP7IaGi/9cMcg\nNl7+jJmxvvpRL0HtvKHuZv03xFJjZuTBZBIasjZ8QLhNRgZb1EHYsmULEhMTG8IAAAqFAklJScjO\nzkZWVlaT56WmpsLT0xOTJ0++7vjixYsdcjhUw05HnHLUImaGxGJmSCxmxjLpJwuRsvogTALQvZM/\nXn18MLxUrrnZITNDYjEzv/vqp0ycvGBe8PTp+/txa/obYGasy2QSsPPaei/D+3dyyqmyzIw8ZF4q\nR8mVOgC2G2HVYvMlPz8fVVVViIxsvAVlVFQUBEFAZmZmk+cePXoUvXr1gre3981XKgN53OnIIswM\nicXMkFjMjGWOnC3GW19lwGgS0DnUF288OcRlt+dkZkgsZuZ3+04U4Icd5wAAE4b3wOhENl6awsxY\nnz3eEEuJmZGP+lEvXTu0RbeO/jZ5jBabL2Vl5g53QEBAo9vqj5WXlzd5bl5eHsLCwvDzzz9jwoQJ\niI2NxS233IJ33nkHWq32ZuqWRH3zhTsdNY+ZIbGYGRKLmWnZyQtlWLgqHXqDCR0CfbBgxlD4+3pK\nXZZkmBkSi5kxKyyrwfvrDgEAYiIC8MhdvSWuSL6YGeurf0McEeZnszfEUmJm5EFvMOG3I3kAbNvk\na3Hccf0PTqVSNbrNw8P86ZlGo2ny3NraWhw7dgzZ2dl46qmnEBAQgB07dmDlypW4fPmyQy0EVFOn\nR0WV+XvB5kvzmBkSi5khsZiZ5mXlXMHrn++DVmdEUDtvLEweikB/1/5kjJmRv7ySaqSsOYj3nh0u\ndSkAmBkA0OmNeOurDNRoDPBro8IL0xLg7mILdYvBzFiX3mDCnqO2f0MsJWZGHg6eLkJ1nR4AcFv/\nTjZ7nBabL15eXgAAvV7f6DadTnfdff7Mzc0NZWVl+Pe//93QuYuPj0dNTQ2++eYbHD9+HH379m11\n8fZUP+oFADpx2lGzmBkSi5khsZiZG7tUcBWvLd+LOq0BAX6eeDN5KELat5G6LMkxM/K3fstZnMup\nkLqMBswM8PmPJ3A+txIKBfD81AEIDnDtJm5LmBnrOnS6CFW15u/l8P7O2XxhZuRh24EcAIC6eyBC\nAmz3O1OLrevg4GAATQ93Ki0tBQCEhIQ0eW5QUBAiIiIaDaMaNmxYs/PX5Ki++eLt6Y4AP9cdtm0J\nZobEYmZILGamabnFVZi3LA1VtXr4tVFhQfJQLhJ/DTMjbxqtAWnH8qUu4zqunpkdh3Lxc9olAMAD\no3piYEyotAU5AFfPjLXVTzlSdw902g8RmBnpXanSIP1kIQDgjgTb7uDWYvMlNDQUAQEBOHPmTKPb\nTp8+DYVCAbVa3eS5MTExTQbJaDQCANzdHWe3hYb1XkJ8oVA43yrb1sTMkFjMDInFzDRWWFaDV5al\noaJaCx8vd7wxYwgiwtpKXZZsMDPytu9EATQ6o6x2MnHlzOQUVeGja9vTx0YG4cGxMRJX5BhcOTPW\nVqvRN7whdtYpRwAzIwfbD+TAaBLg7emOW+I62vSxLJq0mZSUhPT0dBQVFTUcMxqN2LhxI9RqNSIi\nml7xPCkpCWVlZdi9e/d1x3fs2AGFQoF+/frdROn2lVd8rfkSxE8QLcHMkFjMDInFzPyu5EodXlmW\nhrJKDbxUbpj/tyGIDG8ndVmyw8zI1/Zrn3APiG76E16puGJmNFoD3voqAxqdEQF+npg9dSDcZNQU\nkztXzIwtpJ8qgs5ggptSYfM3xFJjZqQjCAI2778MwNzk8/K0bcPKouZLcnIy/P39kZycjG3btmHf\nvn145plnkJubizlz5gAAMjIyoFarsXr16obzkpKSMGDAAMyePRvff/890tPTsXjxYmzYsAETJkxA\n9+7dbfOsbOCPI1+oZcwMicXMkFjMjFlZZR3mLtuDovJaqNyVmPd4ImK6tpe6LFliZuTpylUNjpwp\nBgCMGCivT7hdMTOf/OcYsguroFQA//dQPALaNr3eBDXNFTNjC/XTEPv1DIZfm8aL0ToTZkY6py6W\nI6+kBgAwJtG2U44ACxbcBcxz0dauXYuUlBTMmTMHer0earUaK1euRHx8PABz18hkMkEQhIbzlEol\nPvvsM3zwwQdYunQpysvL0bFjRzz77LN44oknbPOMbMBkEpBfav6hhHPuvEVcPTMkHjNDYjEz5nnK\nryxLQ0FpDdzdlJg7PRGxkcFSlyVbzIw87TycB5NgXldvkDpM6nKu42qZSTuW37Dw5EN39kLfyCCJ\nK3I8rpYZW6jTGnAw0zwKZGisc496AZgZKdWPeunWsa1dRgwrhD/+BGUqNzcXo0aNwtatWxEebv9P\nREqu1OGxhZsBAO8/Nxw9OJRb9qTODDkeZobEkjozldVavPzJHmQXVsHdTYGXHh2EQb3l9caVrid1\nZuTqmXd34EJeJUYldMazkwdIXY6s2DMz1bU6zFqyDVeqtIiNDMKCGUNltQYPWcYZXmd2H8nDkq8P\nQKlU4KvXxsLfl5ud2JIzZKY1quv0eOT1TdDpjZgxsS/G3WL7kUIWTTtydXklVQ1/7sSRL0REJLGq\nWh3mfZpmnhqgVOCFafFsvJBDulx4FRfyKgEAIwZ2lrga17bqf6dwpUoLlbsST90fx8YLSWbPtSlH\nsT2C2Hghm9l5KBc6vREe7krcbqdFndl8sUD9PLAgfy+bL8JDRETUnOo6PV79NA0X869CqQBmTxmI\nIX2df1g2OacdB80L7Qb5e6FvD05xkcqxcyUNw++n/iUGHbnBBElEozPgQP2UIydfaJekVf+aNyy2\nI3zttK4Qmy8WqF9styNHvRARkYRqNXrM/2wvzuVWQqEAnn1wAG7t30nqsohaxWQSsOPaLkfDB4Rz\npIVEtHoj/rX+KACgR7g/7r6th8QVkSs7dLoYWp0RSgUwuA9HdJJtnMutaBh1OSax6d2kbIHNFws0\nbDPNnY6IiEgidVoDXv98H85cvgIAePr+fpymQQ7txIVSlFbUAQBGxDPLUlm36TQKymqgVCrw9P39\n4ObGtwcknbRjBQAAdfcgBPhxpy2yjfpRLx2CfNCnR6DdHpevrhaoH/nCnY6IiEgKmmuNl1MXywEA\ns+6NxWg7flJDZAvbD5hHvXTv6I+IsLYSV+OazuVW4Ied5wEAE4f34KYSJCmd3oj0U4UAgKGxHSSu\nhpyVRmfAzmujLkcP6gKFwn6jLtl8aYFOb0TxlVoAnHZERET2p9Ea8MaK/Th5oQwA8OSEvrhzaDeJ\nqyK6OVq9sWFRzRHxrrO7hpwYjSYsXX8EJpOAjkE+eHBsjNQlkYs7crYEdVoDAGBIXzZfyDbSjuWj\nVmOAUqnAHQld7PrYbL60oKC0BvWbcYdz2hEREdmRRmfAgpX7cfx8KQDgb3f3wV9vtf1WiES2ln6i\nEHVaA5QK4Lb+bL5IIXXn+YY1D/7+QD94erhJXBG5uvqGbK+u7RHo7y1xNeSsNu/PBgAM6h2KgLb2\nndrG5ksL6qccubspERzQRuJqiIjIVWh0BixYsR/HzpkbL4+P74PxXAiTnMS2gzkAgH49Q9Dezr/8\nEpBfUo21m04DAMYOjuBOUyQ5vcGE/SfM670M4y5HZCO5xVUNI4ntudBuPTZfWlDffOkQ5AM3rsJP\nRER2oNUb8ebK9D80XtSYMJyNF3IOFVVaHDpTDAC4fSBHvdibIAj413dHoTOY0L6tJx4dp5a6JCIc\nzSpBjYZTjsi2fr026iXQ3wsDokPs/vhsvrQg99pOR5xyRERE9qDVG7Fw5X4cySoBAEwfp8aE4ZES\nV0VkPbuP5MFkEuClcsOQPnyTZW9b0rMbpjIm3xMLX28PiSsiMq/DAQDRXQIQwtkGZAN6gwnbDphH\nXd6R0EWSnd3YfGlB/rWRL5242C4REdmYTm/E/1uVjiNnzY2XR+/qjXtGsPFCzmX7tSlHQ/p2gJen\nu8TVuJbKai1W/e8kAPP3f0hfTu8g6RmMJuy7NuVoaCwzSbaRfqoQFdVaAMAdg+y70G49Nl9akNfQ\nfPGRuBIiInJmOr0Rb65Kb5iO8XBSL9w7MkriqoisK7e4Clk5FQCAEQM7S1yN6/ly4ylU1erh7emG\nJyf0lbocIgDAifOlqKrVA+AW02QbtRo9fth+DgDQLyoYYYHSvLe3uPmSlZWF5ORkJCQkIC4uDpMm\nTcL27dtFPdilS5cQGxuLUaNGiS5UCpXV2oYXgk7BfhJX43hcMTN0c5gZEstZMqPVG7Fg5f6GxstD\nd8bg/lE9JavHmTlLZhzVz2mXAADt23oiNipY2mIs5CyZOXWxDL+mm9c7mDI2BkHtuJuMrThLZuxl\nzzHzqJce4f6SvSmWGjNjOwWlNZj94W6cyb4CAEga1k2yWixqvuTm5mLKlCkoLuybz7oAACAASURB\nVC7GkiVLsGLFCnTp0gWzZs3Ctm3bLH6wefPmQa/Xt7pYe8svqWn4cyeu+SKKq2aGWo+ZIbGcJTMa\nnQELV+xvmGr0cFIvTLojWrJ6nJmzZMYRGYwmfPLvo/hx9wUA5lEvjrCRgbNkxmA04ePvjwIAunZo\ni7/ewi3rbcVZMmMvRpOAvcfN670Mc9EpR8yM7Rw5W4x/vr8TOUVVUCoV+NuEPhjcJ0yyeiyaaPvR\nRx9Bp9Phs88+Q2BgIABg4MCBOHfuHBYvXoyRI0e2eI3vvvsOx48fx9ChQ3Hp0qWbKtpe8kqqAAB+\nbVRo66OSuBrH4qqZodZjZkgsZ8iMRmvAgpW/byf9yF29cR+nGtmMM2TGEVVWa7H4qwMNi7wOiAnB\nA3c4xsguZ8nMj7su4HKh+ffaWffGSbLQpKtwlszYy6kLZais1gFw3fVemBnrEwQBP+6+gJU/noBJ\nAPzaeODFaQmI6yntiEuLXnm3bNmCxMTEhjAAgEKhQFJSErKzs5GVldXs+aWlpUhJScETTzyBkBD7\nb+nUWvU7HXG9F/FcNTPUeswMieXomdFoDXhjxe+Nl+nj1Gy82JijZ8YRXcyvxD8/2NXQeLnn9ki8\n+vhgtPFyjB12nCEzJVfqsG7zaQDAmMQI9OrWXpI6XIUzZMae9lzb5ahrh7Yuu8EJM2NdeoMRH3x7\nGJ9vMDdeuoT54d1nh0veeAEsaL7k5+ejqqoKkZGNd1uIioqCIAjIzMxs9hoLFy5ESEgIkpOTW1+p\nBPJLzdOOOOVIHFfODLUOM0NiOXpm6rQGzP98X8Mb0sfHq7mrkY05emYcUdqxfLywdDeKy2vh4a7E\nP6cMwPS/qh1iuhHgPJn5bMNxaHRGtPVR4ZG7ektWhytwlszYi8kkNGwxPSzONUe9MDPWVX5Vg5c+\n3oOtGeZd9Qb3CcPbT98qm7WEWpx2VFZWBgAICAhodFv9sfLy8huev2PHDmzevBlr1qyBu7tjbSf4\n+8gXNl/EcOXMUOvIKTOLvz4An7aXbuoaf+ThpsQDo3uib48gq12T5JUZsWo1erz++T6cumiu74m7\n++Du23rYtQZX5MiZcTQmk4Bvfz2DtZvPAADat/XC3OmD0LNL4++9nDlDZjJOFWLvcfNiptPH9eY0\nehtzhszYU+alclypMm/966rrvTAzrWMwmlBQWoOcoirkFFchp7AaOUVVyC2ugs5gAgBMHh2NB8dE\nQymjhn+LPyGt1vwXQqVq/GLt4WEeMqrRaJo8t7a2Fm+88QYmTZqE/v3730yddmc0CSioH/nC5oso\nrpoZR1JRpcVPaRcxZWyM1KUAkFdmsrKvwKONdV+kL+RX4l+zRyCgrZdVr+vK5JQZMWo1esz/bB8y\nL5l/kXpyQl/89VYufGkPcsrMvE/3wtsvsOU7Oiid3oii8loAQHSXALz0aAIC/R1vZx05ZaY1NDoD\nlv1wHADQu1t7jIzvIkkdrsTRM2Nvu4/kAQA6h/qic6hr7iwrp8ys/iUT/gFlN32dekILBwSY12YR\nhD/8F+b/mgQBeoMJer0JeoMRemP9n03Q6AwovlILg7HRIwAAPFVueO7BAbJs6LXYfPHyMr9ZaGrl\nZJ1Od919/uzdd9+FwWDA7Nmzb6ZGSZRcqYXBaO6acdqROK6aGUfy0fdHsO9EoWyaL3LKzF3DuqFd\nYKhVriUIAv7320VcrdHh/W8PY/4Tg6FQyKf77sjklBlLVdfq8Npne3E2uwIAkDyxL+7ijiN2I6fM\nFJRWw6PW+UcgjIzvjKfui4PKw03qUlpFTplpjfVbzqK4vBZuSgVm3Rsnq09/nZWjZ8ae9AYjdh3O\nBQAM7x8ucTXSkVNmdhzMhUebWqtcy17c3RToFGxu3nUJ9UN4qB/6dA+U7QeeLTZfgoPNC9M0Ndyp\ntNQ8V72phX2OHTuGdevW4e2334ZCoUBtbS0EQYDBYIAgCKitrYWbmxs8PT1v9jnYRP2UI4UC6Bgk\njzlijsJVM+MoistrkX6yUOoyriOnzEy8PRLh4db7JSA8xA/vrTuEQ6eL8b/fLnKUg5XIKTOWuFqj\nw7xP03AhrxIKhXm3kb8M6WrVx6DmySkzD9zRE+2DrNPklatOwb6I7xXq0A1nOWVGrJyiKvyw4xwA\n4O7beiCiQ1ubPRb9zpEzY28Zp4pQVauHQgGMiO8sdTmSkVNm+vUMhq+/bRel/fM/CQqFAgoFoMC1\n/yoUUFw7rvJQwt1dCZW7GzzclVC5X/t/DzeEBLRB51BfdAj0cajd21psvoSGhiIgIABnzpxpdNvp\n06ehUCigVqsb3bZr1y6YTCY8//zzEITGQ4IGDBiAQYMG4auvvmpl6baVV2JuvoQEtIGHu2N+YiMV\nV82Mo/h57yWYBMhq3rczZ2bEwHAczCzCriN5WPW/k4iNDOIvwVbgSJmpqNJi3qdpuFRwFQoF8I8H\n+uOOQRz+b29yysyYxAirNnnJNuSUGTFMJgEffX8UBqOAoHbemDwm2iaPQ405amaksO2AeUHUvj2C\nEBLQRuJqpCOnzPz9/n78t8nGLFqVJykpCevXr0dRURFCQ82f1BiNRmzcuBFqtRoRERGNzrnvvvsw\ndOjQRseXLVuGzMxMfPjhh/D1le90nvrmC6cctY4rZsYR6PRGbN5/GQAwdnDjn4GUnDUzCoUCM++L\nQ+blcpRcqUPKmoN455nbHHYYvpw4QmbKr2rwyrI9yCmqhlKpwHMPDsDtA/iLjVQcITMkL46YmZ/S\nLuLkBfO6DckT+8Lb03UW4ZQDR8yMvVVUaXEgswgAMCrBdUe91GNmXIdFr8bJycnYtGkTkpOT8fTT\nT6NNmzZYvXo1cnNzsWrVKgBARkYGHn30Ubz00kt46KGHEBYWhrCwsEbXCgwMhEqlkv1CUnnXph2F\nc7HdVnHFzDiC347m42qNDkoFZDflwZkz4+vtgeceHIC5n+zBpYKr+PKnU/jb3X2lLsvhyT0zpRV1\nmPvJHuSX1sBNqcD/PRTvsltpyoXcM0Py42iZKSyrwRcbTwEwr6OR2KeDzR6LmuZomZHCzsO5MJoE\neHu6YWhf/rvIzLgOiyZIBQcHY+3atejcuTPmzJmDmTNnoqKiAitXrkR8fDwA88KSJpOpyWFPf+YI\n83/rR750ZPOlVVwxM45g454LAIBB6jDZDfF09sz07RGE+0ZGAQB+3HUBh84US1yR45NzZorKazHn\no9+QX1oDdzclXnokgY0XGZBzZkieHCkzJpOAD789Aq3OiHa+nnhyIpv8UnCkzEhlW4Z5ytHQ2I7w\n4sgsZsaFKARLfoISy83NxahRo7B161a7zEOr0xrwwMsbAQALZwxFXE/bLjxE1mfvzDiCs9lX8PwH\nuwAAC2YMQb+ejRfvcmX2yIzeYMILS3fhXG4lAvw8sXT2CPj7Os/iea7mRpnJL6nG3GVpKK2og4e7\nEnOnD8LAGOdeXJUsw3+bSCwxmdm45yKW/ecYAODlRxMwhCMKXJLcX2cu5lfiH+/sAAD8v5nD0Dcy\nSNqCSPaZcSaOszQwAK3eCI3OYPOvy4VXGx6Ta76Qs9i45yIA8w4UcVFsKErBw12J56cOhKfKDVeq\ntFi6/ohFn2CQ47hceBVzPvoNpRV1UHm44dXHE9l4ISKbKyyrwRf/OwkAuK1fJzZeSLa2Xhv1EtK+\nDdTdAyWuhsi+HGqc11NLtsGjTXu7PZ6nyg3tZbpHOJEYldVa7D6SBwC4a1g3DkeUUHiIH54Y3wcf\nfX8U+08W4qPvjzZMAWvqxyKnn5XKQ4nxt/aQugzZOpdbgVc/3YuqWh28Pd3x2hOD+YslEdmcySRg\n6foj0OiM8PdVcboRyZbBaMLOQ7kAgJEDO0OplM/vOET24FDNF3vr2yOILwrkFLakZ0NvMMFL5YaR\n8VxVXmpjB0fgQGYR9p8sxKZ9l6UuRxQ2X5p2+lI55n+2FzUaA3y9PfD6k0PQs0uA1GURkQvYtO8S\njp0rBQDMvDeO01lJtg6dLkZFtRYA+PsouSSHar68+HACQkLts2q7UqFAZGd/uzwWkS0ZTQJ+SjNP\nORoR3xk+3h4SV0QKhQL/mNQfH357GGWVdaifeNQwA0mo/4+8piRxe+ymnb5cjk//Z/7UuZ2vJ96Y\nMQTdOvLfDyKyvaLyWqy6Nt3o1n6dMCyW041IvrYeyAYAqLsHokOQj8TVENmfQzVfojq3Q3g4h3AT\niXEwswjFV+oAmKcckTy09VHhlccSpS6DrOCDdYcBz3YI9PfCghlD0TnUT+qSiMgFCIKApesPo05r\nnm40g9ONSMau1uiQfrIIAEe9kOtyqOYLEYn3v9/M20v36RGIiLC2EldD5Hz0RhPC27fBwuShCAvk\nJ3lEZB+b9l3G0axr043u4XQjkrfdh3NhMJqg8nDDLXEcoUWuic0XIieWV1KNw2dLAADjhnWXuBoi\n5xTa3gdvPXULgtp5S10KEbmIy4VXseLHEwCAYXEdMYxvZknmth4w73I0tG8HtPHiFHhyTQ611TQR\niVO/1kv7tl5I7BMmcTVEzumFhwey8UJEdlNVq8ObK9Oh0RkR4OeJ5ImxUpdE1KzswqvIyqkAwClH\n5NrYfCFyUhqtAVvTzQub3Tm0K9zd+NedyBb8fTjUn4jsw2g0YcnXB1BQVgN3NyVenj4I7fz4GkTy\ntu3aqJdAfy/ERgVLXA2RdPhujMhJ7TiUixqNAe5uCoxNjJC6HCIiIrpJX2w8hSPXphPPujcWMRHt\nJa6IqHlGk4DtB3MBmEe9uCkVEldEJB02X4ickN5gxIZd5wEAQ/t2REBbL4krIiIiopux42AOUnea\n/20fN6wbRvODFXIAR8+WoPyqBgCnHBFxwV0iJ/TNr2eRW1wNhQK4e3gPqcshIiKim3C54CqWfm9u\nvPTtEYTH7+4jcUVEltmSYZ4CH90lAOEhfhJXQyQtjnwhcjJZOVfw/bYsAMD4W3ugZ5cAiSsiIiKi\nm/Gv745AZzAhJMAbLz4cz3XcyCHklVRjz9E8AMAdg7pIXA2R9Cx+5c7KykJycjISEhIQFxeHSZMm\nYfv27S2ed+rUKTz55JOIj4/HgAEDcM8992D9+vUQBOGmCif5Y2bsT28w4r11h2EyCegU7IOH7oyR\nuiRRmBkSi5khsZgZEksOmblSpYXKww1zpyfC35cL7MqdHDIjB+s2nYFJAIL8vTAqgVOOmsPMuAaL\nmi+5ubmYMmUKiouLsWTJEqxYsQJdunTBrFmzsG3bthued/LkSUyePBnl5eV466238PHHHyMmJgav\nvvoq3n33Xas9CZIfZkYaazedQU5RFRQK4JlJA+ClcpyZhcwMicXMkFjMDIklp8w8O6k/unfyb+1T\nITuRU2akdLnwKnYdMS+0+8DoaHi4u0lckXwxMy5EsMCcOXOE2NhYobS0tOGYyWQSJkyYIIwZM+aG\n582YMUOIj48Xrl69et3xSZMmCf369RP0er0lDy/k5OQIPXv2FHJyciy6P0mPmbG/M5fLhfHPpwrj\n/pkqrPjxhNTliMbMkFjMDInFzJBYcsnM+19tb1X9ZH9yyYzUrzOLvkwXxv0zVXhs4WZBpzdKWovc\nMTOuw6KRL1u2bEFiYiICAwMbjikUCiQlJSE7OxtZWVlNnjdlyhQsXrwYfn7XL64UHR0NjUaDysrK\nm2gbkZwxM/al0xvx3rpDMAlAp2BfTP2LY003ApgZEo+ZIbGYGRJLLpmZeDsXz3cUcsmMlC7mV2LP\n0XwAwIOje8LDnWsUNYeZcR0tzknIz89HVVUVIiMjG90WFRUFQRCQmZmJqKioRrffdtttTV7z/Pnz\n8PPzuy5g5DyYGftbu+k0couroVQAzz7YH54ejjW0k5khsZgZEouZIbHklBmlQiHq/iQNOWVGSmt+\nOQ0A6BDkgxEDudZLc5gZ19JiG7KsrAwAEBDQeMeU+mPl5eUWP+DGjRtx4MABPPTQQxafQ46FmbGv\n05fL8cOOcwCAibdHIiaivcQVicfMkFjMDInFzJBYzAyJxcwA53IqsP9kIQDgwTHRcOPOXM1iZlxL\ni38btFotAEClUjW6zcPDAwCg0WgserDffvsNr7zyCvr374+ZM2eKqZMcCDNjP1q9Ee+vOwyTAHQO\n9cWUsY433QhgZkg8ZobEYmZILGaGxGJmgDWbzKNewkN8cVv/cImrkT9mxrW02Hzx8vICAOj1+ka3\n6XS66+7TnA0bNiA5ORkxMTFYvnx5Q5jI+TAz9rP650zklVybbjR5AFQONt2oHjNDYjEzJBYzQ2Ix\nMySWq2fm9OVyHMgsAgBMGRMDNyWny7XE1TPjalpsvgQHBwNoerhTaWkpACAkJKTZa3zxxReYM2cO\nRo4ciS+++KLRokDkXJgZ+9i07xI27DoPALh3ZBR6dmk8XNFRMDMkFjNDYjEzJBYzQ2K5embq13qJ\nCPPDsLiOElfjGFw9M66mxeZLaGgoAgICcObMmUa3nT59GgqFAmq1+obnf//993jrrbcwdepUfPjh\nh/D09Ly5ikn2mBnb+/e2LPzru6MQBCCqczs8OCZa6pJuCjNDYjEzJBYzQ2IxMySWK2fm5IUyHDlb\nAgCYMjYGSo56sYgrZ8YVWbQCUlJSEtLT01FUVNRwzGg0YuPGjVCr1YiIiGjyvBMnTmD+/Pl44IEH\n8Morr1inYnIIzIxtCIKALzeewhcbTwEA1N0DsTB5KDzcHXO60R8xMyQWM0NiMTMkFjNDYrlqZupH\nvXTv5I8hfTtIXI1jcdXMuCKLmi/Jycnw9/dHcnIytm3bhn379uGZZ55Bbm4u5syZAwDIyMiAWq3G\n6tWrG85btGgRvLy8MH78eJw4caLRV0VFhW2eFUmOmbE+k0nAJ/8+hu+3ZQEA4nuF4vUnh6CNl3PM\n6WRmSCxmhsRiZkgsZobEcsXMHM0qwfHz5ikyU/8SAwW3RhfFFTPjqtwtuVNwcDDWrl2LlJQUzJkz\nB3q9Hmq1GitXrkR8fDwA8yfyJpMJgiA0nHfw4EEoFApMmzatyesuWrQIEyZMsMLTILlhZqzLYDTh\nvXWHsOtwHgDgtv6d8NyDA+DuRNv3MTMkFjNDYjEzJBYzQ2K5WmYEQWgY9dKzSzsk9AqVuCLH42qZ\ncWUK4Y8/QZnKzc3FqFGjsHXrVoSHc8syapkzZUajM2DxVwcaVo+/c0hXzLgnlivIW5kzZYbsg5kh\nsZgZEouZIbHsnZn1W87i658zAQCv/20IBsQ0vzgsyQ9fZ+zHopEvRCSNymotFn2ZgZMXygAA94+K\nwrQ7e3E4JxERERFJ6kBmEVb/Ym68DO8fjv7RwRJXRCRvbL4QyZDBaMJPey5i7abTqNEYAACP3tUb\n946MkrgyIiIiInJ1+SXVSFl9AIJgXmT37w/E8cNBohaw+UIkM0fOFmN56gnkFFUBALw93fHkhD64\nY1DTK50TEREREdlLrUaPhav2o0ZjQFsfFeY+OgheKr6tJGoJ/5YQyURhWQ1W/vck9h4vaDg2KqEz\nHknqjYC2XhJWRkRERERk3n3zvXWHkFNUDaVSgTkPJyCkfRupyyJyCGy+EEmsVqPHf3acw3+2n4Pe\nYAIARHVuhxkT+yI6or3E1RERERERmX275Sz2nSgEADw+Xo2+kUESV0TkONh8IZKA0STgaFYJth/M\nwd7jBdDqjACAdn6eeCSpN0bGd4aSuxkRERERkUzsP1GAtZvM20qPjO+Mv97SXeKKiBwLmy9EdnSp\n4Cq2H8jBjkO5KL+qaTju7qbAuFu6Y/LoaPh4e0hYIRERERHR9XKKqvDO2kMAzCO0n7qPC+wSicXm\nC5ENaXQGZOVU4NTFMqQdLcCF/Mrrbu/ZpR1GDOyMW/t1gr+vp0RVEhERERE1raJKizdXpaNOa0A7\nX0+8/OggqDzcpC6LyOGw+UJkReVXNci8WI5Tl8pw+lI5zudWwmgSrrtPUDtvjBgYjhEDO6NzqJ9E\nlRIRERERNe/QmWK8t+4QKqq0cFMqMOeRBAS185a6LCKHxOYLkUh6gwmFZTUoKK1BfmkN8kurUVBS\ng9ySapRW1DV5TlhgG/TtEYQRAztD3T2Q67kQERERkWzpDSZ89dMppO48DwDwUrnhH5P6Q909UOLK\niBwXmy/k8kwmARqdAbUaA2o1elTV6lFRrUVF1bWvai0qqjSoqNKivEqL0iu1+NNgluu4uynQo1M7\n9OrWHr26tkdM1/Zoz62iiYiIiMgB5JVU4+3VB3A+1zxdPjLcH//3UDw6BvtKXBmRY2PzhZzaVz+d\ngqdvEXR6I3R6E3R6I7R6IzRaA2o0BtRp9KjVGiA000y5EaVSgdD2bdAhyAcdg3zQIcgHPTq1Q2Tn\ndvDkPFgiIiIiciCCIGBrRjY+/eE4NNd24rzn9kg8dGcveLgrJa6OyPGx+UJObdfhPHi0aXoqUHNU\n7kq08/M0f/l6Nfw5wM8TYYHmZktI+zZwd+M/RERERETk2K5UabD8h+P47Wg+ACDAzxP/nDIA/XqG\nSFwZkfOwuPmSlZWFd955BwcPHoROp0NMTAySk5MxYsSIZs8rKChASkoK0tLSUFNTg27duuGRRx7B\nPffcc9PFk7zJITMDokMQGBwGlYcbVB5KeHq4QeXhBi+VO3y83dHG0wPeXu7w8fJAGy93eHu5w9fb\nA96e7tw+TwJyyAw5FmaGxGJmSCxmhsRylMyYTAKOZJVg075L2H+isGGTiITeoXhmUn/uxGlHjpIZ\nujkWNV9yc3MxZcoUdO7cGUuWLIGfnx++/fZbzJo1Cx999BFGjhzZ5HnV1dV48MEH4e7ujldffRWh\noaHYvHkzXn75ZdTV1WHq1KlWfTIkH3LJzKz74hAeHm6Np0Q2JpfMkONgZkgsZobEYmZILEfITFll\nHbZkZGPz/mwUl9c2HPf2dMfDSb1w17Bu/BDSjhwhM2QlggXmzJkjxMbGCqWlpQ3HTCaTMGHCBGHM\nmDE3PG/p0qVCTEyMkJmZed3xmTNnCvHx8YJWq7Xk4YWcnByhZ8+eQk5OjkX3J+kxMyQWM0NiMTMk\nFjNDYjEzJJYcM2MymYS8kiph+4FsYcGKfcL42RuEcf9Mbfh6/v2dwuZ9l4RajV7ksyVrkGNmyDYs\nWrBiy5YtSExMRGDg71uLKRQKJCUlITs7G1lZWU2e9+uvv6J79+6IiYm57vi4ceNQXV2NtLS0m2gb\nkZwxMyQWM0NiMTMkFjNDYjEzJJZcMnP0XAlW/5KJ15bvxZR5P2PGoq14Z+0h7D9ZCJNJgI+3B8bd\n0g1LZ49AyjO3YXRiBLw9uRyoFOSSGbK9Fpsv+fn5qKqqQmRkZKPboqKiIAgCMjMzG91mNBpx/vx5\n0eeR42NmSCxmhsRiZkgsZobEYmZILDllZum3R/Dtr2dx6Ewxquv0AACVhxtiI4Pw3IMD8OVrYzFj\nYiy6dmgr6rpkXXLKDNlei+3NsrIyAEBAQECj2+qPlZeXN7qtsrISBoOh2fPqr03OhZkhsZgZEouZ\nIbGYGRKLmSGx5JQZhQLo2qEtojq3Q88uAejZJQARYX5w406dsiKnzJDttdh80Wq1AACVStXoNg8P\nDwCARqNpdJtOp2vxvPprk3NhZkgsZobEYmZILGaGxGJmSCw5ZWbp7JGI7B4h6hyyPzllhmyvxeaL\nl5cXAECv1ze6rf6HXn+fP/L09GzVeU0xGo0AgMLCQovu76rCwsLg7i79XE1mxrHIITfMjGNhZsyY\nGcsxM2bMjOWYGTNmxnLMjFl9ZirKS5CrcrPoHFfFzJjxdcZyN5uZFs8MDg4G0PRwp9LSUgBASEhI\no9v8/f2hUqmaPK9+CFT9tVtSUlICANwuqwVbt26VxbbKzIxjkUNumBnHwsyYMTOWY2bMmBnLMTNm\nzIzlmBkzZsZyzIwZM2O5m81Mi82X0NBQBAQE4MyZM41uO336NBQKBdRqdaPblEolevbs2ex5ffr0\nsajIPn36YM2aNQgODoabGzu4NxIWFiZ1CQCYGUcjh9wwM46FmTFjZizHzJgxM5ZjZsyYGcsxM2bM\njOWYGTNmxnI3mxmLxswkJSVh/fr1KCoqQmhoKADz8KSNGzdCrVYjIqLp+YRJSUl4++23cezYMcTG\nxjYc37BhAwIDA5GYmGhRkV5eXoiPj7foviQPzAyJxcyQWMwMicXMkFjMDInFzJBYzIzrcJs/f/78\nlu7Uu3dvpKamYvv27QgJCUFRURGWLFmC48ePIyUlBR07dkRGRgbGjBkDf3//hh9+r169sGnTJvz0\n008IDg5GZWUlli1bhs2bN2PBggWIjo629fMjiTAzJBYzQ2IxMyQWM0NiMTMkFjNDYjEzrsOikS/B\nwcFYu3YtUlJSMGfOHOj1eqjVaqxcubKhSyYIAkwmEwRBaDjPy8sLq1evRkpKChYuXIiamhpERUXh\nww8/xOjRo23zjEgWmBkSi5khsZgZEouZIbGYGRKLmSGxmBnXoRD++BMkIiIiIiIiIiKrUkpdABER\nERERERGRM2PzhYiIiIiIiIjIhth8ISIiIiIiIiKyITZfiIiIiIiIiIhsSNbNl6ysLCQnJyMhIQFx\ncXGYNGkStm/fbtG5+/btw7Rp09C/f38kJCRg8uTJ2Lx5s6jHz8jIQExMDB5++GGL7l9XV4fFixfj\n9ttvR2xsLO666y6sX7/eonN/+OEHPPDAA0hMTERcXBzuvvtufP311/jzesjnzp3D+PHjERMTg4yM\njEbXKSgowPPPP48hQ4YgNjYWd999N/7zn/9YVIMzYGaYGbGYGWZGLGaGmRGLmWFmxGJmmJnWaG1u\nmBlmhpkxs3lmBJnKyckR4uPjhYkTJwrbtm0TMjIyhNmzZwsxMTHC1q1bmz1327ZtQkxMjPDYY48J\nu3btEnbv3i3MmDFDiI6OFtatW2fR42u1WmHs2LFCTEyMMG3atBbvbzKZhGnTpgnx8fHCt99+K2Rk\nZAgvv/yyEB0dLXz//ffNnrt06VIhOjpaeP3114W0tDQhLS1NeO2114Tos+45gAAACNRJREFU6Ghh\nyZIlDff75ptvhLi4OOHWW28VYmJihPT09OuuU1VVJQwfPlwYNWqU8NNPPwkHDx4UFi1aJERHRwur\nV6+26Hk7MmaGmRGLmWFmxGJmmBmxmBlmRixmhplpjdbmhplhZpgZM3tkRrbNlzlz5gixsbFCaWlp\nwzGTySRMmDBBGDNmTLPnjhs3ThgzZoyg0+kajul0OuH2229v8dx67733njBs2DDhvvvusygQ//3v\nf4Xo6Ghh06ZN1x1/9NFHhXnz5jV7bn3o/2zixIlCQkKCIAiCkJ6eLsTGxgrr1q0TvvjiiyYDsXTp\nUiEmJkbIzMy87vjMmTOF+Ph4QavVtvg8HBkzw8yIxcwwM2IxM8yMWMwMMyMWM8PMtEZrc8PMMDPM\njP0yI9tpR1u2bEFiYiICAwMbjikUCiQlJSE7OxtZWVk3PPfvf/87Xn/9dXh4eDQc8/DwQI8ePVBY\nWNjiY589exaff/45Zs+eDS8vL4vqTU1NRYcOHTBmzJjrjq9atQpvvPFGs+eqVCr4+Pg0Ou7r6wtv\nb28AQEBAAL755htMnjz5htf59ddf0b17d8TExFx3fNy4caiurkZaWppFz8VRMTPMjFjMDDMjFjPD\nzIjFzDAzYjEzzExrtDY3zAwzw8zYLzOybL7k5+ejqqoKkZGRjW6LioqCIAjIzMy84fljx47F4MGD\nGx2/cOECunXr1uxjC4KAV199FYmJiZgwYYLFNR87dgwDBgyw+P5/NH36dBw8eBDfffcd6urqoNFo\nkJqaikOHDmH69OkAgMjISPTq1euG1zAajTh//nyrv2eOjplhZsRiZpgZsZgZZkYsZoaZEYuZYWZa\n42Zyw8xcj5lhZppircy4t+oZ2FhZWRkAcwfqz+qPlZeXi7rm8uXLUVBQgKeeeqrZ+61duxZnzpzB\nf//7X4uvXVVVhatXryIsLAxr1qzB119/jby8PAQHB2Pq1KmYPn06lMob97meeOIJ+Pn5YcGCBZg3\nbx4Ac4fupZdewtSpUy2qobKyEgaDodnvWf331RkxM8yMWMwMMyMWM8PMiMXMMDNiMTPMTGtYOzfM\nDDMDMDN/ZK3MyLL5otVqAZi/KX9WP7xJo9FYfL3U1FR88MEHGD16NO69994b3q+wsBDvvvsunnrq\nKYSHh1t8/draWgDAL7/8gvDwcLz88stQqVTYuHEj3n77bZSWluLFF1+84fk7d+7EokWLMHr0aEyc\nOBHe3t7YsGEDFi1aBB8fH4u6gjqdDkDz37P676szYmaYGbGYGWZGLGaGmRGLmWFmxGJmmJnWsGZu\nmBlmhplpzFqZkWXzpX7ul16vb3Rb/RO3dH7Y8uXL8d5772HUqFFISUlp9r6vv/46unTpgscee0xU\nvW5ubgAAg8GAzz77rOGHMnjwYBQVFeHrr7/GY489huDg4Ebn6vV6zJ07F2q1Gu+8807D8YEDB6Ki\nogILFy7E6NGjm5yn9keenp4N1/szsd8zR8TMMDNiMTPMjFjMDDMjFjPDzIjFzDAzrWGt3DAzzAzA\nzDTFWpmR5Zov9d+4poY6lZaWAgBCQkJavM6bb76Jd999F1OnTsXSpUub7FTV27RpE3bv3o25c+dC\no9GgtrYWNTU1MJlMMJlMqK2tbfjG/lm7du3g5uaG3r17N3qMYcOGwWg04uzZs02ee+nSJZSWluKW\nW25pdFtiYiJqampw5syZFp+rv78/VCpVk9+z+iFQTQXSWTAzZsyM5ZgZM2bGcsyMGTNjOWbGjJmx\nHDNjxsyIY43cMDNmzAwz0xRrZUaWI19CQ0MREBDQ5Dfi9OnTUCgUUKvVzV7jgw8+wOrVq/HCCy9Y\n1F3bsWMHjEYjHnrooSZvHzhwICZMmIBFixY1us3d3R2RkZG4cuVKo9uMRmPDfZpSP5zLYDA0uq2+\ns2bJECalUomePXs2+z3r06dPi9dxVMyMGTNjOWbGjJmxHDNjxsxYjpkxY2Ysx8yYMTPi3GxumJnf\nMTPMTFOslRlZjnwBgKSkJKSnp6OoqKjhmNFoxMaNG6FWqxEREXHDc7ds2YJPPvkEzz33nMXDmmbO\nnIk1a9Zg7dq113316tULvXv3xtq1azFz5sxm6z1+/DjOnz9/3fEdO3ZApVLdMLyRkZHw8vLCnj17\nGt22d+9euLu7o3fv3hY9h6SkJFy+fBnHjh277viGDRsQGBiIxMREi67jqJgZZkYsZoaZEYuZYWbE\nYmaYGbGYGWamNVqbG2aGmWFm7JcZt/nz58+36NHsrHfv3khNTcX27dsREhKCoqIiLFmyBMePH0dK\nSgo6duzY5HlGoxHJycnw9fXF3/72N5SUlKC4uPi6Lx8fn0ZDlvz9/dGhQ4dGXxs3boSnpydmzZoF\nf3//G9bbq1cv/PLLL/jhhx8QGhqK0tJSfPzxx9i2bRuSk5ObHOoEmBfoEQQBP/74Iy5evAgvLy/k\n5eXh888/x88//4zHHnsMI0aMQF5eHrKzs1FcXIxDhw7hyJEj6NevHwCguLgYvr6+iI2NxaZNm/DT\nTz8hODgYlZWVWLZsGTZv3owFCxYgOjq6lT8Nx8DMMDNiMTPMjFjMDDMjFjPDzIjFzDAzrdGa3DAz\nzAwzY9/MKARBEFq8l0Sys7ORkpKCffv2Qa/XQ61W45lnnkFCQsINz8nLy8Mdd9zR7HW/+uqrZq/x\nR9OmTYNSqcSXX37Z4n3Ly8uRkpKCnTt3oqqqCl27dsW0adNw//33t3huamoqVq9ejfPnz0MQBHTt\n2hWTJ0/G5MmTAQAvvfQSUlNTW3xOZWVlDTXU1NQgKioKM2bMwOjRoy16vo6OmWFmxGJmmBmxmBlm\nRixmhpkRi5lhZlpDbG6YGWaGmbFvZmTdfCEiIiIiIiIicnSyXfOFiIiIiIiIiMgZsPlCRERERERE\nRGRDbL4QEREREREREdkQmy9ERERERERERDbE5gsRERERERERkQ2x+UJEREREREREZENsvhARERER\nERER2RCbL0RERERERERENsTmCxERERERERGRDf1/YkBQ/GuKnrMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ad9e77650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEliminated(paramsDf,eliminated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for elim in eliminated:\n",
    "    paramsDf.drop([elim],level=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CsNdeewGw++6788ADD6CUwnGcZrmh9w6VG7LDDjs01//85z/n2muvbXZvNMag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TpAcSKJbAL2fmcZzGvT4Z9vHGwStoKQoc/ME9TBdcUChgWjoDagnnLW9CD3nRMkuE/vsg9UyO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uvOcYtFWj/4YbucSNB1hGwX9X/8n23hTEFRCf7K+9Fuv/2Kz7Rci/naHFOVKYx8jsjJUc6b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\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ndTZMbrkRbvDK0lmGYYNchRD4BEqxrCd0hEXWO6z4lvORoxvJqn93rYas15G1GtRqyHoN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\nAdLhlkgkEolEIpFIJBKJ5BggHW6JRCKRSCQSiUQikUiOAdL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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ae2375310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "for i,fgender in enumerate(['M','F']):\n",
    "    makeGenderSpaghetti(paramsDf,fgender,i+1)\n",
    "    sns.despine()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### save  cleaned-up as  csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "paramsDf.to_csv('../outputs/paramsTable.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plott averaged fitted functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def makeFittedValuesDf(paramsDf,fGender):\n",
    "    \n",
    "    funcDf = pd.DataFrame()\n",
    "    for i,group in enumerate( paramsDf.index.levels[0] ):\n",
    "        for p in paramsDf.index.levels[1]:\n",
    "            # we need a try/except here, because some participants might have been \n",
    "            # removed from the df (but are still in the non-updated index...)\n",
    "            try:\n",
    "                if group in p:\n",
    "\n",
    "                    # choose the parameters of one participant\n",
    "                    thisDf = paramsDf.ix[p[0]].ix[p].ix[fGender]\n",
    "                    guess = thisDf.ix['guess']\n",
    "                    lapse = thisDf.ix['lapse']\n",
    "                    slope = thisDf.ix['slope']\n",
    "                    threshold = thisDf.ix['threshold']\n",
    "\n",
    "                    # get the data\n",
    "                    yFunc = logisticFunction(np.linspace(0,1,1001),threshold,slope,guess,lapse) \n",
    "                    thisDf = pd.DataFrame(yFunc).T\n",
    "                    thisDf.index = [[group],[p]]\n",
    "                    funcDf = pd.concat([funcDf,thisDf])\n",
    "\n",
    "            except:\n",
    "                print \"...participant %s excluded\" % p\n",
    "                \n",
    "    return funcDf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a large df, which stores not the raw data of the 11 original steps, but the fitted logistic function's y-values in a 1/1000 resolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...participant A004 excluded\n",
      "...participant G002 excluded\n",
      "...participant G011 excluded\n",
      "...participant G013 excluded\n",
      "...participant G016 excluded\n",
      "...participant G025 excluded\n",
      "...participant K003 excluded\n",
      "...participant K004 excluded\n"
     ]
    }
   ],
   "source": [
    "funcDf = makeFittedValuesDf(paramsDf,'M')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
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       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
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       "      <th>29</th>\n",
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       "      <th>31</th>\n",
       "      <th>32</th>\n",
       "      <th>33</th>\n",
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       "      <th>36</th>\n",
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       "      <th>39</th>\n",
       "      <th>40</th>\n",
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       "      <th>45</th>\n",
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       "      <th>954</th>\n",
       "      <th>955</th>\n",
       "      <th>956</th>\n",
       "      <th>957</th>\n",
       "      <th>958</th>\n",
       "      <th>959</th>\n",
       "      <th>960</th>\n",
       "      <th>961</th>\n",
       "      <th>962</th>\n",
       "      <th>963</th>\n",
       "      <th>964</th>\n",
       "      <th>965</th>\n",
       "      <th>966</th>\n",
       "      <th>967</th>\n",
       "      <th>968</th>\n",
       "      <th>969</th>\n",
       "      <th>970</th>\n",
       "      <th>971</th>\n",
       "      <th>972</th>\n",
       "      <th>973</th>\n",
       "      <th>974</th>\n",
       "      <th>975</th>\n",
       "      <th>976</th>\n",
       "      <th>977</th>\n",
       "      <th>978</th>\n",
       "      <th>979</th>\n",
       "      <th>980</th>\n",
       "      <th>981</th>\n",
       "      <th>982</th>\n",
       "      <th>983</th>\n",
       "      <th>984</th>\n",
       "      <th>985</th>\n",
       "      <th>986</th>\n",
       "      <th>987</th>\n",
       "      <th>988</th>\n",
       "      <th>989</th>\n",
       "      <th>990</th>\n",
       "      <th>991</th>\n",
       "      <th>992</th>\n",
       "      <th>993</th>\n",
       "      <th>994</th>\n",
       "      <th>995</th>\n",
       "      <th>996</th>\n",
       "      <th>997</th>\n",
       "      <th>998</th>\n",
       "      <th>999</th>\n",
       "      <th>1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">A</th>\n",
       "      <th>A001</th>\n",
       "      <td>0.071434</td>\n",
       "      <td>0.071528</td>\n",
       "      <td>0.071623</td>\n",
       "      <td>0.071718</td>\n",
       "      <td>0.071815</td>\n",
       "      <td>0.071912</td>\n",
       "      <td>0.072010</td>\n",
       "      <td>0.072108</td>\n",
       "      <td>0.072208</td>\n",
       "      <td>0.072308</td>\n",
       "      <td>0.072410</td>\n",
       "      <td>0.072512</td>\n",
       "      <td>0.072614</td>\n",
       "      <td>0.072718</td>\n",
       "      <td>0.072823</td>\n",
       "      <td>0.072928</td>\n",
       "      <td>0.073035</td>\n",
       "      <td>0.073142</td>\n",
       "      <td>0.073250</td>\n",
       "      <td>0.073359</td>\n",
       "      <td>0.073469</td>\n",
       "      <td>0.073579</td>\n",
       "      <td>0.073691</td>\n",
       "      <td>0.073804</td>\n",
       "      <td>0.073917</td>\n",
       "      <td>0.074032</td>\n",
       "      <td>0.074147</td>\n",
       "      <td>0.074263</td>\n",
       "      <td>0.074381</td>\n",
       "      <td>0.074499</td>\n",
       "      <td>0.074618</td>\n",
       "      <td>0.074739</td>\n",
       "      <td>0.074860</td>\n",
       "      <td>0.074982</td>\n",
       "      <td>0.075105</td>\n",
       "      <td>0.075229</td>\n",
       "      <td>0.075355</td>\n",
       "      <td>0.075481</td>\n",
       "      <td>0.075608</td>\n",
       "      <td>0.075737</td>\n",
       "      <td>0.075866</td>\n",
       "      <td>0.075997</td>\n",
       "      <td>0.076128</td>\n",
       "      <td>0.076261</td>\n",
       "      <td>0.076394</td>\n",
       "      <td>0.076529</td>\n",
       "      <td>0.076665</td>\n",
       "      <td>0.076802</td>\n",
       "      <td>0.076940</td>\n",
       "      <td>0.077080</td>\n",
       "      <td>...</td>\n",
       "      <td>1.006378</td>\n",
       "      <td>1.006595</td>\n",
       "      <td>1.006810</td>\n",
       "      <td>1.007023</td>\n",
       "      <td>1.007235</td>\n",
       "      <td>1.007445</td>\n",
       "      <td>1.007654</td>\n",
       "      <td>1.007861</td>\n",
       "      <td>1.008066</td>\n",
       "      <td>1.008270</td>\n",
       "      <td>1.008471</td>\n",
       "      <td>1.008672</td>\n",
       "      <td>1.008870</td>\n",
       "      <td>1.009068</td>\n",
       "      <td>1.009263</td>\n",
       "      <td>1.009457</td>\n",
       "      <td>1.009650</td>\n",
       "      <td>1.009840</td>\n",
       "      <td>1.010030</td>\n",
       "      <td>1.010218</td>\n",
       "      <td>1.010404</td>\n",
       "      <td>1.010589</td>\n",
       "      <td>1.010772</td>\n",
       "      <td>1.010954</td>\n",
       "      <td>1.011135</td>\n",
       "      <td>1.011313</td>\n",
       "      <td>1.011491</td>\n",
       "      <td>1.011667</td>\n",
       "      <td>1.011842</td>\n",
       "      <td>1.012015</td>\n",
       "      <td>1.012187</td>\n",
       "      <td>1.012358</td>\n",
       "      <td>1.012527</td>\n",
       "      <td>1.012695</td>\n",
       "      <td>1.012861</td>\n",
       "      <td>1.013026</td>\n",
       "      <td>1.013190</td>\n",
       "      <td>1.013352</td>\n",
       "      <td>1.013513</td>\n",
       "      <td>1.013673</td>\n",
       "      <td>1.013832</td>\n",
       "      <td>1.013989</td>\n",
       "      <td>1.014145</td>\n",
       "      <td>1.014300</td>\n",
       "      <td>1.014453</td>\n",
       "      <td>1.014606</td>\n",
       "      <td>1.014757</td>\n",
       "      <td>1.014906</td>\n",
       "      <td>1.015055</td>\n",
       "      <td>1.015202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A002</th>\n",
       "      <td>0.162568</td>\n",
       "      <td>0.162707</td>\n",
       "      <td>0.162847</td>\n",
       "      <td>0.162988</td>\n",
       "      <td>0.163129</td>\n",
       "      <td>0.163272</td>\n",
       "      <td>0.163415</td>\n",
       "      <td>0.163559</td>\n",
       "      <td>0.163704</td>\n",
       "      <td>0.163851</td>\n",
       "      <td>0.163998</td>\n",
       "      <td>0.164146</td>\n",
       "      <td>0.164295</td>\n",
       "      <td>0.164445</td>\n",
       "      <td>0.164596</td>\n",
       "      <td>0.164747</td>\n",
       "      <td>0.164900</td>\n",
       "      <td>0.165054</td>\n",
       "      <td>0.165209</td>\n",
       "      <td>0.165365</td>\n",
       "      <td>0.165522</td>\n",
       "      <td>0.165679</td>\n",
       "      <td>0.165838</td>\n",
       "      <td>0.165998</td>\n",
       "      <td>0.166159</td>\n",
       "      <td>0.166321</td>\n",
       "      <td>0.166484</td>\n",
       "      <td>0.166648</td>\n",
       "      <td>0.166813</td>\n",
       "      <td>0.166979</td>\n",
       "      <td>0.167146</td>\n",
       "      <td>0.167314</td>\n",
       "      <td>0.167484</td>\n",
       "      <td>0.167654</td>\n",
       "      <td>0.167825</td>\n",
       "      <td>0.167998</td>\n",
       "      <td>0.168172</td>\n",
       "      <td>0.168346</td>\n",
       "      <td>0.168522</td>\n",
       "      <td>0.168699</td>\n",
       "      <td>0.168877</td>\n",
       "      <td>0.169057</td>\n",
       "      <td>0.169237</td>\n",
       "      <td>0.169418</td>\n",
       "      <td>0.169601</td>\n",
       "      <td>0.169785</td>\n",
       "      <td>0.169970</td>\n",
       "      <td>0.170156</td>\n",
       "      <td>0.170344</td>\n",
       "      <td>0.170532</td>\n",
       "      <td>...</td>\n",
       "      <td>0.996840</td>\n",
       "      <td>0.997215</td>\n",
       "      <td>0.997588</td>\n",
       "      <td>0.997958</td>\n",
       "      <td>0.998327</td>\n",
       "      <td>0.998693</td>\n",
       "      <td>0.999057</td>\n",
       "      <td>0.999419</td>\n",
       "      <td>0.999779</td>\n",
       "      <td>1.000137</td>\n",
       "      <td>1.000493</td>\n",
       "      <td>1.000846</td>\n",
       "      <td>1.001198</td>\n",
       "      <td>1.001547</td>\n",
       "      <td>1.001894</td>\n",
       "      <td>1.002240</td>\n",
       "      <td>1.002583</td>\n",
       "      <td>1.002924</td>\n",
       "      <td>1.003263</td>\n",
       "      <td>1.003600</td>\n",
       "      <td>1.003936</td>\n",
       "      <td>1.004269</td>\n",
       "      <td>1.004600</td>\n",
       "      <td>1.004929</td>\n",
       "      <td>1.005256</td>\n",
       "      <td>1.005582</td>\n",
       "      <td>1.005905</td>\n",
       "      <td>1.006226</td>\n",
       "      <td>1.006546</td>\n",
       "      <td>1.006863</td>\n",
       "      <td>1.007179</td>\n",
       "      <td>1.007493</td>\n",
       "      <td>1.007805</td>\n",
       "      <td>1.008115</td>\n",
       "      <td>1.008423</td>\n",
       "      <td>1.008729</td>\n",
       "      <td>1.009033</td>\n",
       "      <td>1.009336</td>\n",
       "      <td>1.009637</td>\n",
       "      <td>1.009936</td>\n",
       "      <td>1.010233</td>\n",
       "      <td>1.010528</td>\n",
       "      <td>1.010822</td>\n",
       "      <td>1.011114</td>\n",
       "      <td>1.011404</td>\n",
       "      <td>1.011692</td>\n",
       "      <td>1.011979</td>\n",
       "      <td>1.012263</td>\n",
       "      <td>1.012546</td>\n",
       "      <td>1.012828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A003</th>\n",
       "      <td>-0.005419</td>\n",
       "      <td>-0.005256</td>\n",
       "      <td>-0.005093</td>\n",
       "      <td>-0.004928</td>\n",
       "      <td>-0.004763</td>\n",
       "      <td>-0.004597</td>\n",
       "      <td>-0.004430</td>\n",
       "      <td>-0.004262</td>\n",
       "      <td>-0.004094</td>\n",
       "      <td>-0.003924</td>\n",
       "      <td>-0.003754</td>\n",
       "      <td>-0.003583</td>\n",
       "      <td>-0.003411</td>\n",
       "      <td>-0.003238</td>\n",
       "      <td>-0.003064</td>\n",
       "      <td>-0.002890</td>\n",
       "      <td>-0.002714</td>\n",
       "      <td>-0.002538</td>\n",
       "      <td>-0.002361</td>\n",
       "      <td>-0.002183</td>\n",
       "      <td>-0.002004</td>\n",
       "      <td>-0.001824</td>\n",
       "      <td>-0.001643</td>\n",
       "      <td>-0.001462</td>\n",
       "      <td>-0.001279</td>\n",
       "      <td>-0.001096</td>\n",
       "      <td>-0.000911</td>\n",
       "      <td>-0.000726</td>\n",
       "      <td>-0.000540</td>\n",
       "      <td>-0.000353</td>\n",
       "      <td>-0.000165</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000596</td>\n",
       "      <td>0.000789</td>\n",
       "      <td>0.000983</td>\n",
       "      <td>0.001177</td>\n",
       "      <td>0.001373</td>\n",
       "      <td>0.001569</td>\n",
       "      <td>0.001767</td>\n",
       "      <td>0.001965</td>\n",
       "      <td>0.002165</td>\n",
       "      <td>0.002365</td>\n",
       "      <td>0.002566</td>\n",
       "      <td>0.002769</td>\n",
       "      <td>0.002972</td>\n",
       "      <td>0.003177</td>\n",
       "      <td>0.003382</td>\n",
       "      <td>0.003588</td>\n",
       "      <td>...</td>\n",
       "      <td>0.947579</td>\n",
       "      <td>0.948640</td>\n",
       "      <td>0.949697</td>\n",
       "      <td>0.950751</td>\n",
       "      <td>0.951802</td>\n",
       "      <td>0.952850</td>\n",
       "      <td>0.953894</td>\n",
       "      <td>0.954935</td>\n",
       "      <td>0.955973</td>\n",
       "      <td>0.957007</td>\n",
       "      <td>0.958038</td>\n",
       "      <td>0.959066</td>\n",
       "      <td>0.960091</td>\n",
       "      <td>0.961112</td>\n",
       "      <td>0.962131</td>\n",
       "      <td>0.963145</td>\n",
       "      <td>0.964157</td>\n",
       "      <td>0.965165</td>\n",
       "      <td>0.966170</td>\n",
       "      <td>0.967172</td>\n",
       "      <td>0.968171</td>\n",
       "      <td>0.969166</td>\n",
       "      <td>0.970158</td>\n",
       "      <td>0.971147</td>\n",
       "      <td>0.972133</td>\n",
       "      <td>0.973115</td>\n",
       "      <td>0.974094</td>\n",
       "      <td>0.975070</td>\n",
       "      <td>0.976042</td>\n",
       "      <td>0.977012</td>\n",
       "      <td>0.977978</td>\n",
       "      <td>0.978941</td>\n",
       "      <td>0.979900</td>\n",
       "      <td>0.980857</td>\n",
       "      <td>0.981810</td>\n",
       "      <td>0.982760</td>\n",
       "      <td>0.983707</td>\n",
       "      <td>0.984651</td>\n",
       "      <td>0.985591</td>\n",
       "      <td>0.986528</td>\n",
       "      <td>0.987462</td>\n",
       "      <td>0.988393</td>\n",
       "      <td>0.989321</td>\n",
       "      <td>0.990245</td>\n",
       "      <td>0.991166</td>\n",
       "      <td>0.992084</td>\n",
       "      <td>0.992999</td>\n",
       "      <td>0.993911</td>\n",
       "      <td>0.994819</td>\n",
       "      <td>0.995725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A005</th>\n",
       "      <td>0.234979</td>\n",
       "      <td>0.235029</td>\n",
       "      <td>0.235080</td>\n",
       "      <td>0.235131</td>\n",
       "      <td>0.235183</td>\n",
       "      <td>0.235235</td>\n",
       "      <td>0.235288</td>\n",
       "      <td>0.235342</td>\n",
       "      <td>0.235396</td>\n",
       "      <td>0.235451</td>\n",
       "      <td>0.235506</td>\n",
       "      <td>0.235562</td>\n",
       "      <td>0.235619</td>\n",
       "      <td>0.235676</td>\n",
       "      <td>0.235733</td>\n",
       "      <td>0.235792</td>\n",
       "      <td>0.235851</td>\n",
       "      <td>0.235910</td>\n",
       "      <td>0.235970</td>\n",
       "      <td>0.236031</td>\n",
       "      <td>0.236093</td>\n",
       "      <td>0.236155</td>\n",
       "      <td>0.236218</td>\n",
       "      <td>0.236281</td>\n",
       "      <td>0.236346</td>\n",
       "      <td>0.236411</td>\n",
       "      <td>0.236476</td>\n",
       "      <td>0.236542</td>\n",
       "      <td>0.236609</td>\n",
       "      <td>0.236677</td>\n",
       "      <td>0.236745</td>\n",
       "      <td>0.236815</td>\n",
       "      <td>0.236884</td>\n",
       "      <td>0.236955</td>\n",
       "      <td>0.237027</td>\n",
       "      <td>0.237099</td>\n",
       "      <td>0.237172</td>\n",
       "      <td>0.237245</td>\n",
       "      <td>0.237320</td>\n",
       "      <td>0.237395</td>\n",
       "      <td>0.237471</td>\n",
       "      <td>0.237548</td>\n",
       "      <td>0.237626</td>\n",
       "      <td>0.237704</td>\n",
       "      <td>0.237783</td>\n",
       "      <td>0.237864</td>\n",
       "      <td>0.237945</td>\n",
       "      <td>0.238027</td>\n",
       "      <td>0.238109</td>\n",
       "      <td>0.238193</td>\n",
       "      <td>...</td>\n",
       "      <td>1.021540</td>\n",
       "      <td>1.021591</td>\n",
       "      <td>1.021640</td>\n",
       "      <td>1.021690</td>\n",
       "      <td>1.021739</td>\n",
       "      <td>1.021787</td>\n",
       "      <td>1.021835</td>\n",
       "      <td>1.021882</td>\n",
       "      <td>1.021929</td>\n",
       "      <td>1.021975</td>\n",
       "      <td>1.022021</td>\n",
       "      <td>1.022066</td>\n",
       "      <td>1.022111</td>\n",
       "      <td>1.022156</td>\n",
       "      <td>1.022200</td>\n",
       "      <td>1.022243</td>\n",
       "      <td>1.022286</td>\n",
       "      <td>1.022328</td>\n",
       "      <td>1.022371</td>\n",
       "      <td>1.022412</td>\n",
       "      <td>1.022453</td>\n",
       "      <td>1.022494</td>\n",
       "      <td>1.022534</td>\n",
       "      <td>1.022574</td>\n",
       "      <td>1.022614</td>\n",
       "      <td>1.022653</td>\n",
       "      <td>1.022691</td>\n",
       "      <td>1.022730</td>\n",
       "      <td>1.022767</td>\n",
       "      <td>1.022805</td>\n",
       "      <td>1.022842</td>\n",
       "      <td>1.022878</td>\n",
       "      <td>1.022915</td>\n",
       "      <td>1.022951</td>\n",
       "      <td>1.022986</td>\n",
       "      <td>1.023021</td>\n",
       "      <td>1.023056</td>\n",
       "      <td>1.023090</td>\n",
       "      <td>1.023124</td>\n",
       "      <td>1.023158</td>\n",
       "      <td>1.023191</td>\n",
       "      <td>1.023224</td>\n",
       "      <td>1.023256</td>\n",
       "      <td>1.023289</td>\n",
       "      <td>1.023321</td>\n",
       "      <td>1.023352</td>\n",
       "      <td>1.023383</td>\n",
       "      <td>1.023414</td>\n",
       "      <td>1.023445</td>\n",
       "      <td>1.023475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A006</th>\n",
       "      <td>0.252291</td>\n",
       "      <td>0.252324</td>\n",
       "      <td>0.252357</td>\n",
       "      <td>0.252390</td>\n",
       "      <td>0.252424</td>\n",
       "      <td>0.252458</td>\n",
       "      <td>0.252492</td>\n",
       "      <td>0.252527</td>\n",
       "      <td>0.252562</td>\n",
       "      <td>0.252598</td>\n",
       "      <td>0.252634</td>\n",
       "      <td>0.252670</td>\n",
       "      <td>0.252707</td>\n",
       "      <td>0.252744</td>\n",
       "      <td>0.252782</td>\n",
       "      <td>0.252819</td>\n",
       "      <td>0.252858</td>\n",
       "      <td>0.252896</td>\n",
       "      <td>0.252935</td>\n",
       "      <td>0.252975</td>\n",
       "      <td>0.253015</td>\n",
       "      <td>0.253055</td>\n",
       "      <td>0.253096</td>\n",
       "      <td>0.253137</td>\n",
       "      <td>0.253179</td>\n",
       "      <td>0.253221</td>\n",
       "      <td>0.253264</td>\n",
       "      <td>0.253307</td>\n",
       "      <td>0.253350</td>\n",
       "      <td>0.253394</td>\n",
       "      <td>0.253438</td>\n",
       "      <td>0.253483</td>\n",
       "      <td>0.253528</td>\n",
       "      <td>0.253574</td>\n",
       "      <td>0.253621</td>\n",
       "      <td>0.253667</td>\n",
       "      <td>0.253715</td>\n",
       "      <td>0.253762</td>\n",
       "      <td>0.253811</td>\n",
       "      <td>0.253859</td>\n",
       "      <td>0.253909</td>\n",
       "      <td>0.253959</td>\n",
       "      <td>0.254009</td>\n",
       "      <td>0.254060</td>\n",
       "      <td>0.254111</td>\n",
       "      <td>0.254163</td>\n",
       "      <td>0.254216</td>\n",
       "      <td>0.254269</td>\n",
       "      <td>0.254322</td>\n",
       "      <td>0.254377</td>\n",
       "      <td>...</td>\n",
       "      <td>0.947198</td>\n",
       "      <td>0.947264</td>\n",
       "      <td>0.947329</td>\n",
       "      <td>0.947394</td>\n",
       "      <td>0.947458</td>\n",
       "      <td>0.947521</td>\n",
       "      <td>0.947583</td>\n",
       "      <td>0.947645</td>\n",
       "      <td>0.947706</td>\n",
       "      <td>0.947767</td>\n",
       "      <td>0.947827</td>\n",
       "      <td>0.947886</td>\n",
       "      <td>0.947944</td>\n",
       "      <td>0.948003</td>\n",
       "      <td>0.948060</td>\n",
       "      <td>0.948117</td>\n",
       "      <td>0.948173</td>\n",
       "      <td>0.948229</td>\n",
       "      <td>0.948284</td>\n",
       "      <td>0.948338</td>\n",
       "      <td>0.948392</td>\n",
       "      <td>0.948446</td>\n",
       "      <td>0.948498</td>\n",
       "      <td>0.948551</td>\n",
       "      <td>0.948602</td>\n",
       "      <td>0.948653</td>\n",
       "      <td>0.948704</td>\n",
       "      <td>0.948754</td>\n",
       "      <td>0.948804</td>\n",
       "      <td>0.948853</td>\n",
       "      <td>0.948901</td>\n",
       "      <td>0.948949</td>\n",
       "      <td>0.948997</td>\n",
       "      <td>0.949044</td>\n",
       "      <td>0.949090</td>\n",
       "      <td>0.949136</td>\n",
       "      <td>0.949182</td>\n",
       "      <td>0.949227</td>\n",
       "      <td>0.949272</td>\n",
       "      <td>0.949316</td>\n",
       "      <td>0.949359</td>\n",
       "      <td>0.949403</td>\n",
       "      <td>0.949445</td>\n",
       "      <td>0.949488</td>\n",
       "      <td>0.949530</td>\n",
       "      <td>0.949571</td>\n",
       "      <td>0.949612</td>\n",
       "      <td>0.949653</td>\n",
       "      <td>0.949693</td>\n",
       "      <td>0.949733</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1001 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            0         1         2         3         4         5         6     \\\n",
       "A A001  0.071434  0.071528  0.071623  0.071718  0.071815  0.071912  0.072010   \n",
       "  A002  0.162568  0.162707  0.162847  0.162988  0.163129  0.163272  0.163415   \n",
       "  A003 -0.005419 -0.005256 -0.005093 -0.004928 -0.004763 -0.004597 -0.004430   \n",
       "  A005  0.234979  0.235029  0.235080  0.235131  0.235183  0.235235  0.235288   \n",
       "  A006  0.252291  0.252324  0.252357  0.252390  0.252424  0.252458  0.252492   \n",
       "\n",
       "            7         8         9         10        11        12        13    \\\n",
       "A A001  0.072108  0.072208  0.072308  0.072410  0.072512  0.072614  0.072718   \n",
       "  A002  0.163559  0.163704  0.163851  0.163998  0.164146  0.164295  0.164445   \n",
       "  A003 -0.004262 -0.004094 -0.003924 -0.003754 -0.003583 -0.003411 -0.003238   \n",
       "  A005  0.235342  0.235396  0.235451  0.235506  0.235562  0.235619  0.235676   \n",
       "  A006  0.252527  0.252562  0.252598  0.252634  0.252670  0.252707  0.252744   \n",
       "\n",
       "            14        15        16        17        18        19        20    \\\n",
       "A A001  0.072823  0.072928  0.073035  0.073142  0.073250  0.073359  0.073469   \n",
       "  A002  0.164596  0.164747  0.164900  0.165054  0.165209  0.165365  0.165522   \n",
       "  A003 -0.003064 -0.002890 -0.002714 -0.002538 -0.002361 -0.002183 -0.002004   \n",
       "  A005  0.235733  0.235792  0.235851  0.235910  0.235970  0.236031  0.236093   \n",
       "  A006  0.252782  0.252819  0.252858  0.252896  0.252935  0.252975  0.253015   \n",
       "\n",
       "            21        22        23        24        25        26        27    \\\n",
       "A A001  0.073579  0.073691  0.073804  0.073917  0.074032  0.074147  0.074263   \n",
       "  A002  0.165679  0.165838  0.165998  0.166159  0.166321  0.166484  0.166648   \n",
       "  A003 -0.001824 -0.001643 -0.001462 -0.001279 -0.001096 -0.000911 -0.000726   \n",
       "  A005  0.236155  0.236218  0.236281  0.236346  0.236411  0.236476  0.236542   \n",
       "  A006  0.253055  0.253096  0.253137  0.253179  0.253221  0.253264  0.253307   \n",
       "\n",
       "            28        29        30        31        32        33        34    \\\n",
       "A A001  0.074381  0.074499  0.074618  0.074739  0.074860  0.074982  0.075105   \n",
       "  A002  0.166813  0.166979  0.167146  0.167314  0.167484  0.167654  0.167825   \n",
       "  A003 -0.000540 -0.000353 -0.000165  0.000024  0.000214  0.000405  0.000596   \n",
       "  A005  0.236609  0.236677  0.236745  0.236815  0.236884  0.236955  0.237027   \n",
       "  A006  0.253350  0.253394  0.253438  0.253483  0.253528  0.253574  0.253621   \n",
       "\n",
       "            35        36        37        38        39        40        41    \\\n",
       "A A001  0.075229  0.075355  0.075481  0.075608  0.075737  0.075866  0.075997   \n",
       "  A002  0.167998  0.168172  0.168346  0.168522  0.168699  0.168877  0.169057   \n",
       "  A003  0.000789  0.000983  0.001177  0.001373  0.001569  0.001767  0.001965   \n",
       "  A005  0.237099  0.237172  0.237245  0.237320  0.237395  0.237471  0.237548   \n",
       "  A006  0.253667  0.253715  0.253762  0.253811  0.253859  0.253909  0.253959   \n",
       "\n",
       "            42        43        44        45        46        47        48    \\\n",
       "A A001  0.076128  0.076261  0.076394  0.076529  0.076665  0.076802  0.076940   \n",
       "  A002  0.169237  0.169418  0.169601  0.169785  0.169970  0.170156  0.170344   \n",
       "  A003  0.002165  0.002365  0.002566  0.002769  0.002972  0.003177  0.003382   \n",
       "  A005  0.237626  0.237704  0.237783  0.237864  0.237945  0.238027  0.238109   \n",
       "  A006  0.254009  0.254060  0.254111  0.254163  0.254216  0.254269  0.254322   \n",
       "\n",
       "            49      ...         951       952       953       954       955   \\\n",
       "A A001  0.077080    ...     1.006378  1.006595  1.006810  1.007023  1.007235   \n",
       "  A002  0.170532    ...     0.996840  0.997215  0.997588  0.997958  0.998327   \n",
       "  A003  0.003588    ...     0.947579  0.948640  0.949697  0.950751  0.951802   \n",
       "  A005  0.238193    ...     1.021540  1.021591  1.021640  1.021690  1.021739   \n",
       "  A006  0.254377    ...     0.947198  0.947264  0.947329  0.947394  0.947458   \n",
       "\n",
       "            956       957       958       959       960       961       962   \\\n",
       "A A001  1.007445  1.007654  1.007861  1.008066  1.008270  1.008471  1.008672   \n",
       "  A002  0.998693  0.999057  0.999419  0.999779  1.000137  1.000493  1.000846   \n",
       "  A003  0.952850  0.953894  0.954935  0.955973  0.957007  0.958038  0.959066   \n",
       "  A005  1.021787  1.021835  1.021882  1.021929  1.021975  1.022021  1.022066   \n",
       "  A006  0.947521  0.947583  0.947645  0.947706  0.947767  0.947827  0.947886   \n",
       "\n",
       "            963       964       965       966       967       968       969   \\\n",
       "A A001  1.008870  1.009068  1.009263  1.009457  1.009650  1.009840  1.010030   \n",
       "  A002  1.001198  1.001547  1.001894  1.002240  1.002583  1.002924  1.003263   \n",
       "  A003  0.960091  0.961112  0.962131  0.963145  0.964157  0.965165  0.966170   \n",
       "  A005  1.022111  1.022156  1.022200  1.022243  1.022286  1.022328  1.022371   \n",
       "  A006  0.947944  0.948003  0.948060  0.948117  0.948173  0.948229  0.948284   \n",
       "\n",
       "            970       971       972       973       974       975       976   \\\n",
       "A A001  1.010218  1.010404  1.010589  1.010772  1.010954  1.011135  1.011313   \n",
       "  A002  1.003600  1.003936  1.004269  1.004600  1.004929  1.005256  1.005582   \n",
       "  A003  0.967172  0.968171  0.969166  0.970158  0.971147  0.972133  0.973115   \n",
       "  A005  1.022412  1.022453  1.022494  1.022534  1.022574  1.022614  1.022653   \n",
       "  A006  0.948338  0.948392  0.948446  0.948498  0.948551  0.948602  0.948653   \n",
       "\n",
       "            977       978       979       980       981       982       983   \\\n",
       "A A001  1.011491  1.011667  1.011842  1.012015  1.012187  1.012358  1.012527   \n",
       "  A002  1.005905  1.006226  1.006546  1.006863  1.007179  1.007493  1.007805   \n",
       "  A003  0.974094  0.975070  0.976042  0.977012  0.977978  0.978941  0.979900   \n",
       "  A005  1.022691  1.022730  1.022767  1.022805  1.022842  1.022878  1.022915   \n",
       "  A006  0.948704  0.948754  0.948804  0.948853  0.948901  0.948949  0.948997   \n",
       "\n",
       "            984       985       986       987       988       989       990   \\\n",
       "A A001  1.012695  1.012861  1.013026  1.013190  1.013352  1.013513  1.013673   \n",
       "  A002  1.008115  1.008423  1.008729  1.009033  1.009336  1.009637  1.009936   \n",
       "  A003  0.980857  0.981810  0.982760  0.983707  0.984651  0.985591  0.986528   \n",
       "  A005  1.022951  1.022986  1.023021  1.023056  1.023090  1.023124  1.023158   \n",
       "  A006  0.949044  0.949090  0.949136  0.949182  0.949227  0.949272  0.949316   \n",
       "\n",
       "            991       992       993       994       995       996       997   \\\n",
       "A A001  1.013832  1.013989  1.014145  1.014300  1.014453  1.014606  1.014757   \n",
       "  A002  1.010233  1.010528  1.010822  1.011114  1.011404  1.011692  1.011979   \n",
       "  A003  0.987462  0.988393  0.989321  0.990245  0.991166  0.992084  0.992999   \n",
       "  A005  1.023191  1.023224  1.023256  1.023289  1.023321  1.023352  1.023383   \n",
       "  A006  0.949359  0.949403  0.949445  0.949488  0.949530  0.949571  0.949612   \n",
       "\n",
       "            998       999       1000  \n",
       "A A001  1.014906  1.015055  1.015202  \n",
       "  A002  1.012263  1.012546  1.012828  \n",
       "  A003  0.993911  0.994819  0.995725  \n",
       "  A005  1.023414  1.023445  1.023475  \n",
       "  A006  0.949653  0.949693  0.949733  \n",
       "\n",
       "[5 rows x 1001 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "funcDf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do this for both female and male faces, then concatenate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def mergeFuncDf(paramsDf):    \n",
    "    outFunc = pd.DataFrame()\n",
    "    for fGender in ['M','F']:\n",
    "        thisFunc = makeFittedValuesDf(paramsDf,fGender)\n",
    "        thisFunc.columns = [ [fGender]*len(thisFunc.columns), thisFunc.columns ]\n",
    "        outFunc = pd.concat([outFunc,thisFunc],axis=1)\n",
    "    return outFunc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...participant A004 excluded\n",
      "...participant G002 excluded\n",
      "...participant G011 excluded\n",
      "...participant G013 excluded\n",
      "...participant G016 excluded\n",
      "...participant G025 excluded\n",
      "...participant K003 excluded\n",
      "...participant K004 excluded\n",
      "...participant A004 excluded\n",
      "...participant G002 excluded\n",
      "...participant G011 excluded\n",
      "...participant G013 excluded\n",
      "...participant G016 excluded\n",
      "...participant G025 excluded\n",
      "...participant K003 excluded\n",
      "...participant K004 excluded\n"
     ]
    }
   ],
   "source": [
    "logFuncDf = mergeFuncDf(paramsDf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"50\" halign=\"left\">M</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"50\" halign=\"left\">F</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "      <th>32</th>\n",
       "      <th>33</th>\n",
       "      <th>34</th>\n",
       "      <th>35</th>\n",
       "      <th>36</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>...</th>\n",
       "      <th>951</th>\n",
       "      <th>952</th>\n",
       "      <th>953</th>\n",
       "      <th>954</th>\n",
       "      <th>955</th>\n",
       "      <th>956</th>\n",
       "      <th>957</th>\n",
       "      <th>958</th>\n",
       "      <th>959</th>\n",
       "      <th>960</th>\n",
       "      <th>961</th>\n",
       "      <th>962</th>\n",
       "      <th>963</th>\n",
       "      <th>964</th>\n",
       "      <th>965</th>\n",
       "      <th>966</th>\n",
       "      <th>967</th>\n",
       "      <th>968</th>\n",
       "      <th>969</th>\n",
       "      <th>970</th>\n",
       "      <th>971</th>\n",
       "      <th>972</th>\n",
       "      <th>973</th>\n",
       "      <th>974</th>\n",
       "      <th>975</th>\n",
       "      <th>976</th>\n",
       "      <th>977</th>\n",
       "      <th>978</th>\n",
       "      <th>979</th>\n",
       "      <th>980</th>\n",
       "      <th>981</th>\n",
       "      <th>982</th>\n",
       "      <th>983</th>\n",
       "      <th>984</th>\n",
       "      <th>985</th>\n",
       "      <th>986</th>\n",
       "      <th>987</th>\n",
       "      <th>988</th>\n",
       "      <th>989</th>\n",
       "      <th>990</th>\n",
       "      <th>991</th>\n",
       "      <th>992</th>\n",
       "      <th>993</th>\n",
       "      <th>994</th>\n",
       "      <th>995</th>\n",
       "      <th>996</th>\n",
       "      <th>997</th>\n",
       "      <th>998</th>\n",
       "      <th>999</th>\n",
       "      <th>1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">A</th>\n",
       "      <th>A001</th>\n",
       "      <td>0.071434</td>\n",
       "      <td>0.071528</td>\n",
       "      <td>0.071623</td>\n",
       "      <td>0.071718</td>\n",
       "      <td>0.071815</td>\n",
       "      <td>0.071912</td>\n",
       "      <td>0.072010</td>\n",
       "      <td>0.072108</td>\n",
       "      <td>0.072208</td>\n",
       "      <td>0.072308</td>\n",
       "      <td>0.072410</td>\n",
       "      <td>0.072512</td>\n",
       "      <td>0.072614</td>\n",
       "      <td>0.072718</td>\n",
       "      <td>0.072823</td>\n",
       "      <td>0.072928</td>\n",
       "      <td>0.073035</td>\n",
       "      <td>0.073142</td>\n",
       "      <td>0.073250</td>\n",
       "      <td>0.073359</td>\n",
       "      <td>0.073469</td>\n",
       "      <td>0.073579</td>\n",
       "      <td>0.073691</td>\n",
       "      <td>0.073804</td>\n",
       "      <td>0.073917</td>\n",
       "      <td>0.074032</td>\n",
       "      <td>0.074147</td>\n",
       "      <td>0.074263</td>\n",
       "      <td>0.074381</td>\n",
       "      <td>0.074499</td>\n",
       "      <td>0.074618</td>\n",
       "      <td>0.074739</td>\n",
       "      <td>0.074860</td>\n",
       "      <td>0.074982</td>\n",
       "      <td>0.075105</td>\n",
       "      <td>0.075229</td>\n",
       "      <td>0.075355</td>\n",
       "      <td>0.075481</td>\n",
       "      <td>0.075608</td>\n",
       "      <td>0.075737</td>\n",
       "      <td>0.075866</td>\n",
       "      <td>0.075997</td>\n",
       "      <td>0.076128</td>\n",
       "      <td>0.076261</td>\n",
       "      <td>0.076394</td>\n",
       "      <td>0.076529</td>\n",
       "      <td>0.076665</td>\n",
       "      <td>0.076802</td>\n",
       "      <td>0.076940</td>\n",
       "      <td>0.077080</td>\n",
       "      <td>...</td>\n",
       "      <td>0.954028</td>\n",
       "      <td>0.954028</td>\n",
       "      <td>0.954028</td>\n",
       "      <td>0.954028</td>\n",
       "      <td>0.954028</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954029</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954030</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "      <td>0.954031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A002</th>\n",
       "      <td>0.162568</td>\n",
       "      <td>0.162707</td>\n",
       "      <td>0.162847</td>\n",
       "      <td>0.162988</td>\n",
       "      <td>0.163129</td>\n",
       "      <td>0.163272</td>\n",
       "      <td>0.163415</td>\n",
       "      <td>0.163559</td>\n",
       "      <td>0.163704</td>\n",
       "      <td>0.163851</td>\n",
       "      <td>0.163998</td>\n",
       "      <td>0.164146</td>\n",
       "      <td>0.164295</td>\n",
       "      <td>0.164445</td>\n",
       "      <td>0.164596</td>\n",
       "      <td>0.164747</td>\n",
       "      <td>0.164900</td>\n",
       "      <td>0.165054</td>\n",
       "      <td>0.165209</td>\n",
       "      <td>0.165365</td>\n",
       "      <td>0.165522</td>\n",
       "      <td>0.165679</td>\n",
       "      <td>0.165838</td>\n",
       "      <td>0.165998</td>\n",
       "      <td>0.166159</td>\n",
       "      <td>0.166321</td>\n",
       "      <td>0.166484</td>\n",
       "      <td>0.166648</td>\n",
       "      <td>0.166813</td>\n",
       "      <td>0.166979</td>\n",
       "      <td>0.167146</td>\n",
       "      <td>0.167314</td>\n",
       "      <td>0.167484</td>\n",
       "      <td>0.167654</td>\n",
       "      <td>0.167825</td>\n",
       "      <td>0.167998</td>\n",
       "      <td>0.168172</td>\n",
       "      <td>0.168346</td>\n",
       "      <td>0.168522</td>\n",
       "      <td>0.168699</td>\n",
       "      <td>0.168877</td>\n",
       "      <td>0.169057</td>\n",
       "      <td>0.169237</td>\n",
       "      <td>0.169418</td>\n",
       "      <td>0.169601</td>\n",
       "      <td>0.169785</td>\n",
       "      <td>0.169970</td>\n",
       "      <td>0.170156</td>\n",
       "      <td>0.170344</td>\n",
       "      <td>0.170532</td>\n",
       "      <td>...</td>\n",
       "      <td>0.943784</td>\n",
       "      <td>0.943848</td>\n",
       "      <td>0.943911</td>\n",
       "      <td>0.943974</td>\n",
       "      <td>0.944036</td>\n",
       "      <td>0.944097</td>\n",
       "      <td>0.944157</td>\n",
       "      <td>0.944217</td>\n",
       "      <td>0.944276</td>\n",
       "      <td>0.944335</td>\n",
       "      <td>0.944393</td>\n",
       "      <td>0.944450</td>\n",
       "      <td>0.944506</td>\n",
       "      <td>0.944562</td>\n",
       "      <td>0.944617</td>\n",
       "      <td>0.944672</td>\n",
       "      <td>0.944726</td>\n",
       "      <td>0.944780</td>\n",
       "      <td>0.944832</td>\n",
       "      <td>0.944885</td>\n",
       "      <td>0.944936</td>\n",
       "      <td>0.944987</td>\n",
       "      <td>0.945038</td>\n",
       "      <td>0.945088</td>\n",
       "      <td>0.945137</td>\n",
       "      <td>0.945186</td>\n",
       "      <td>0.945234</td>\n",
       "      <td>0.945282</td>\n",
       "      <td>0.945329</td>\n",
       "      <td>0.945376</td>\n",
       "      <td>0.945422</td>\n",
       "      <td>0.945468</td>\n",
       "      <td>0.945513</td>\n",
       "      <td>0.945558</td>\n",
       "      <td>0.945602</td>\n",
       "      <td>0.945645</td>\n",
       "      <td>0.945688</td>\n",
       "      <td>0.945731</td>\n",
       "      <td>0.945773</td>\n",
       "      <td>0.945815</td>\n",
       "      <td>0.945856</td>\n",
       "      <td>0.945897</td>\n",
       "      <td>0.945937</td>\n",
       "      <td>0.945977</td>\n",
       "      <td>0.946017</td>\n",
       "      <td>0.946055</td>\n",
       "      <td>0.946094</td>\n",
       "      <td>0.946132</td>\n",
       "      <td>0.946170</td>\n",
       "      <td>0.946207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A003</th>\n",
       "      <td>-0.005419</td>\n",
       "      <td>-0.005256</td>\n",
       "      <td>-0.005093</td>\n",
       "      <td>-0.004928</td>\n",
       "      <td>-0.004763</td>\n",
       "      <td>-0.004597</td>\n",
       "      <td>-0.004430</td>\n",
       "      <td>-0.004262</td>\n",
       "      <td>-0.004094</td>\n",
       "      <td>-0.003924</td>\n",
       "      <td>-0.003754</td>\n",
       "      <td>-0.003583</td>\n",
       "      <td>-0.003411</td>\n",
       "      <td>-0.003238</td>\n",
       "      <td>-0.003064</td>\n",
       "      <td>-0.002890</td>\n",
       "      <td>-0.002714</td>\n",
       "      <td>-0.002538</td>\n",
       "      <td>-0.002361</td>\n",
       "      <td>-0.002183</td>\n",
       "      <td>-0.002004</td>\n",
       "      <td>-0.001824</td>\n",
       "      <td>-0.001643</td>\n",
       "      <td>-0.001462</td>\n",
       "      <td>-0.001279</td>\n",
       "      <td>-0.001096</td>\n",
       "      <td>-0.000911</td>\n",
       "      <td>-0.000726</td>\n",
       "      <td>-0.000540</td>\n",
       "      <td>-0.000353</td>\n",
       "      <td>-0.000165</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000405</td>\n",
       "      <td>0.000596</td>\n",
       "      <td>0.000789</td>\n",
       "      <td>0.000983</td>\n",
       "      <td>0.001177</td>\n",
       "      <td>0.001373</td>\n",
       "      <td>0.001569</td>\n",
       "      <td>0.001767</td>\n",
       "      <td>0.001965</td>\n",
       "      <td>0.002165</td>\n",
       "      <td>0.002365</td>\n",
       "      <td>0.002566</td>\n",
       "      <td>0.002769</td>\n",
       "      <td>0.002972</td>\n",
       "      <td>0.003177</td>\n",
       "      <td>0.003382</td>\n",
       "      <td>0.003588</td>\n",
       "      <td>...</td>\n",
       "      <td>0.755863</td>\n",
       "      <td>0.756162</td>\n",
       "      <td>0.756459</td>\n",
       "      <td>0.756754</td>\n",
       "      <td>0.757048</td>\n",
       "      <td>0.757341</td>\n",
       "      <td>0.757632</td>\n",
       "      <td>0.757922</td>\n",
       "      <td>0.758210</td>\n",
       "      <td>0.758497</td>\n",
       "      <td>0.758782</td>\n",
       "      <td>0.759066</td>\n",
       "      <td>0.759349</td>\n",
       "      <td>0.759630</td>\n",
       "      <td>0.759910</td>\n",
       "      <td>0.760188</td>\n",
       "      <td>0.760465</td>\n",
       "      <td>0.760741</td>\n",
       "      <td>0.761015</td>\n",
       "      <td>0.761288</td>\n",
       "      <td>0.761559</td>\n",
       "      <td>0.761829</td>\n",
       "      <td>0.762098</td>\n",
       "      <td>0.762365</td>\n",
       "      <td>0.762631</td>\n",
       "      <td>0.762896</td>\n",
       "      <td>0.763160</td>\n",
       "      <td>0.763422</td>\n",
       "      <td>0.763682</td>\n",
       "      <td>0.763942</td>\n",
       "      <td>0.764200</td>\n",
       "      <td>0.764457</td>\n",
       "      <td>0.764712</td>\n",
       "      <td>0.764966</td>\n",
       "      <td>0.765219</td>\n",
       "      <td>0.765471</td>\n",
       "      <td>0.765721</td>\n",
       "      <td>0.765971</td>\n",
       "      <td>0.766218</td>\n",
       "      <td>0.766465</td>\n",
       "      <td>0.766710</td>\n",
       "      <td>0.766955</td>\n",
       "      <td>0.767197</td>\n",
       "      <td>0.767439</td>\n",
       "      <td>0.767679</td>\n",
       "      <td>0.767919</td>\n",
       "      <td>0.768157</td>\n",
       "      <td>0.768393</td>\n",
       "      <td>0.768629</td>\n",
       "      <td>0.768863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A005</th>\n",
       "      <td>0.234979</td>\n",
       "      <td>0.235029</td>\n",
       "      <td>0.235080</td>\n",
       "      <td>0.235131</td>\n",
       "      <td>0.235183</td>\n",
       "      <td>0.235235</td>\n",
       "      <td>0.235288</td>\n",
       "      <td>0.235342</td>\n",
       "      <td>0.235396</td>\n",
       "      <td>0.235451</td>\n",
       "      <td>0.235506</td>\n",
       "      <td>0.235562</td>\n",
       "      <td>0.235619</td>\n",
       "      <td>0.235676</td>\n",
       "      <td>0.235733</td>\n",
       "      <td>0.235792</td>\n",
       "      <td>0.235851</td>\n",
       "      <td>0.235910</td>\n",
       "      <td>0.235970</td>\n",
       "      <td>0.236031</td>\n",
       "      <td>0.236093</td>\n",
       "      <td>0.236155</td>\n",
       "      <td>0.236218</td>\n",
       "      <td>0.236281</td>\n",
       "      <td>0.236346</td>\n",
       "      <td>0.236411</td>\n",
       "      <td>0.236476</td>\n",
       "      <td>0.236542</td>\n",
       "      <td>0.236609</td>\n",
       "      <td>0.236677</td>\n",
       "      <td>0.236745</td>\n",
       "      <td>0.236815</td>\n",
       "      <td>0.236884</td>\n",
       "      <td>0.236955</td>\n",
       "      <td>0.237027</td>\n",
       "      <td>0.237099</td>\n",
       "      <td>0.237172</td>\n",
       "      <td>0.237245</td>\n",
       "      <td>0.237320</td>\n",
       "      <td>0.237395</td>\n",
       "      <td>0.237471</td>\n",
       "      <td>0.237548</td>\n",
       "      <td>0.237626</td>\n",
       "      <td>0.237704</td>\n",
       "      <td>0.237783</td>\n",
       "      <td>0.237864</td>\n",
       "      <td>0.237945</td>\n",
       "      <td>0.238027</td>\n",
       "      <td>0.238109</td>\n",
       "      <td>0.238193</td>\n",
       "      <td>...</td>\n",
       "      <td>1.015058</td>\n",
       "      <td>1.015088</td>\n",
       "      <td>1.015117</td>\n",
       "      <td>1.015146</td>\n",
       "      <td>1.015175</td>\n",
       "      <td>1.015203</td>\n",
       "      <td>1.015231</td>\n",
       "      <td>1.015259</td>\n",
       "      <td>1.015286</td>\n",
       "      <td>1.015313</td>\n",
       "      <td>1.015340</td>\n",
       "      <td>1.015366</td>\n",
       "      <td>1.015392</td>\n",
       "      <td>1.015418</td>\n",
       "      <td>1.015443</td>\n",
       "      <td>1.015468</td>\n",
       "      <td>1.015493</td>\n",
       "      <td>1.015518</td>\n",
       "      <td>1.015542</td>\n",
       "      <td>1.015566</td>\n",
       "      <td>1.015590</td>\n",
       "      <td>1.015613</td>\n",
       "      <td>1.015636</td>\n",
       "      <td>1.015659</td>\n",
       "      <td>1.015682</td>\n",
       "      <td>1.015704</td>\n",
       "      <td>1.015726</td>\n",
       "      <td>1.015748</td>\n",
       "      <td>1.015770</td>\n",
       "      <td>1.015791</td>\n",
       "      <td>1.015812</td>\n",
       "      <td>1.015833</td>\n",
       "      <td>1.015853</td>\n",
       "      <td>1.015874</td>\n",
       "      <td>1.015894</td>\n",
       "      <td>1.015914</td>\n",
       "      <td>1.015933</td>\n",
       "      <td>1.015953</td>\n",
       "      <td>1.015972</td>\n",
       "      <td>1.015991</td>\n",
       "      <td>1.016009</td>\n",
       "      <td>1.016028</td>\n",
       "      <td>1.016046</td>\n",
       "      <td>1.016064</td>\n",
       "      <td>1.016082</td>\n",
       "      <td>1.016100</td>\n",
       "      <td>1.016117</td>\n",
       "      <td>1.016134</td>\n",
       "      <td>1.016151</td>\n",
       "      <td>1.016168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A006</th>\n",
       "      <td>0.252291</td>\n",
       "      <td>0.252324</td>\n",
       "      <td>0.252357</td>\n",
       "      <td>0.252390</td>\n",
       "      <td>0.252424</td>\n",
       "      <td>0.252458</td>\n",
       "      <td>0.252492</td>\n",
       "      <td>0.252527</td>\n",
       "      <td>0.252562</td>\n",
       "      <td>0.252598</td>\n",
       "      <td>0.252634</td>\n",
       "      <td>0.252670</td>\n",
       "      <td>0.252707</td>\n",
       "      <td>0.252744</td>\n",
       "      <td>0.252782</td>\n",
       "      <td>0.252819</td>\n",
       "      <td>0.252858</td>\n",
       "      <td>0.252896</td>\n",
       "      <td>0.252935</td>\n",
       "      <td>0.252975</td>\n",
       "      <td>0.253015</td>\n",
       "      <td>0.253055</td>\n",
       "      <td>0.253096</td>\n",
       "      <td>0.253137</td>\n",
       "      <td>0.253179</td>\n",
       "      <td>0.253221</td>\n",
       "      <td>0.253264</td>\n",
       "      <td>0.253307</td>\n",
       "      <td>0.253350</td>\n",
       "      <td>0.253394</td>\n",
       "      <td>0.253438</td>\n",
       "      <td>0.253483</td>\n",
       "      <td>0.253528</td>\n",
       "      <td>0.253574</td>\n",
       "      <td>0.253621</td>\n",
       "      <td>0.253667</td>\n",
       "      <td>0.253715</td>\n",
       "      <td>0.253762</td>\n",
       "      <td>0.253811</td>\n",
       "      <td>0.253859</td>\n",
       "      <td>0.253909</td>\n",
       "      <td>0.253959</td>\n",
       "      <td>0.254009</td>\n",
       "      <td>0.254060</td>\n",
       "      <td>0.254111</td>\n",
       "      <td>0.254163</td>\n",
       "      <td>0.254216</td>\n",
       "      <td>0.254269</td>\n",
       "      <td>0.254322</td>\n",
       "      <td>0.254377</td>\n",
       "      <td>...</td>\n",
       "      <td>0.913736</td>\n",
       "      <td>0.914347</td>\n",
       "      <td>0.914954</td>\n",
       "      <td>0.915560</td>\n",
       "      <td>0.916162</td>\n",
       "      <td>0.916762</td>\n",
       "      <td>0.917360</td>\n",
       "      <td>0.917954</td>\n",
       "      <td>0.918546</td>\n",
       "      <td>0.919136</td>\n",
       "      <td>0.919722</td>\n",
       "      <td>0.920307</td>\n",
       "      <td>0.920888</td>\n",
       "      <td>0.921467</td>\n",
       "      <td>0.922044</td>\n",
       "      <td>0.922617</td>\n",
       "      <td>0.923189</td>\n",
       "      <td>0.923757</td>\n",
       "      <td>0.924324</td>\n",
       "      <td>0.924887</td>\n",
       "      <td>0.925448</td>\n",
       "      <td>0.926007</td>\n",
       "      <td>0.926563</td>\n",
       "      <td>0.927116</td>\n",
       "      <td>0.927667</td>\n",
       "      <td>0.928216</td>\n",
       "      <td>0.928762</td>\n",
       "      <td>0.929305</td>\n",
       "      <td>0.929846</td>\n",
       "      <td>0.930385</td>\n",
       "      <td>0.930921</td>\n",
       "      <td>0.931454</td>\n",
       "      <td>0.931986</td>\n",
       "      <td>0.932514</td>\n",
       "      <td>0.933041</td>\n",
       "      <td>0.933565</td>\n",
       "      <td>0.934086</td>\n",
       "      <td>0.934605</td>\n",
       "      <td>0.935122</td>\n",
       "      <td>0.935636</td>\n",
       "      <td>0.936148</td>\n",
       "      <td>0.936658</td>\n",
       "      <td>0.937165</td>\n",
       "      <td>0.937670</td>\n",
       "      <td>0.938172</td>\n",
       "      <td>0.938672</td>\n",
       "      <td>0.939170</td>\n",
       "      <td>0.939665</td>\n",
       "      <td>0.940159</td>\n",
       "      <td>0.940649</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 2002 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               M                                                              \\\n",
       "            0         1         2         3         4         5         6      \n",
       "A A001  0.071434  0.071528  0.071623  0.071718  0.071815  0.071912  0.072010   \n",
       "  A002  0.162568  0.162707  0.162847  0.162988  0.163129  0.163272  0.163415   \n",
       "  A003 -0.005419 -0.005256 -0.005093 -0.004928 -0.004763 -0.004597 -0.004430   \n",
       "  A005  0.234979  0.235029  0.235080  0.235131  0.235183  0.235235  0.235288   \n",
       "  A006  0.252291  0.252324  0.252357  0.252390  0.252424  0.252458  0.252492   \n",
       "\n",
       "                                                                              \\\n",
       "            7         8         9         10        11        12        13     \n",
       "A A001  0.072108  0.072208  0.072308  0.072410  0.072512  0.072614  0.072718   \n",
       "  A002  0.163559  0.163704  0.163851  0.163998  0.164146  0.164295  0.164445   \n",
       "  A003 -0.004262 -0.004094 -0.003924 -0.003754 -0.003583 -0.003411 -0.003238   \n",
       "  A005  0.235342  0.235396  0.235451  0.235506  0.235562  0.235619  0.235676   \n",
       "  A006  0.252527  0.252562  0.252598  0.252634  0.252670  0.252707  0.252744   \n",
       "\n",
       "                                                                              \\\n",
       "            14        15        16        17        18        19        20     \n",
       "A A001  0.072823  0.072928  0.073035  0.073142  0.073250  0.073359  0.073469   \n",
       "  A002  0.164596  0.164747  0.164900  0.165054  0.165209  0.165365  0.165522   \n",
       "  A003 -0.003064 -0.002890 -0.002714 -0.002538 -0.002361 -0.002183 -0.002004   \n",
       "  A005  0.235733  0.235792  0.235851  0.235910  0.235970  0.236031  0.236093   \n",
       "  A006  0.252782  0.252819  0.252858  0.252896  0.252935  0.252975  0.253015   \n",
       "\n",
       "                                                                              \\\n",
       "            21        22        23        24        25        26        27     \n",
       "A A001  0.073579  0.073691  0.073804  0.073917  0.074032  0.074147  0.074263   \n",
       "  A002  0.165679  0.165838  0.165998  0.166159  0.166321  0.166484  0.166648   \n",
       "  A003 -0.001824 -0.001643 -0.001462 -0.001279 -0.001096 -0.000911 -0.000726   \n",
       "  A005  0.236155  0.236218  0.236281  0.236346  0.236411  0.236476  0.236542   \n",
       "  A006  0.253055  0.253096  0.253137  0.253179  0.253221  0.253264  0.253307   \n",
       "\n",
       "                                                                              \\\n",
       "            28        29        30        31        32        33        34     \n",
       "A A001  0.074381  0.074499  0.074618  0.074739  0.074860  0.074982  0.075105   \n",
       "  A002  0.166813  0.166979  0.167146  0.167314  0.167484  0.167654  0.167825   \n",
       "  A003 -0.000540 -0.000353 -0.000165  0.000024  0.000214  0.000405  0.000596   \n",
       "  A005  0.236609  0.236677  0.236745  0.236815  0.236884  0.236955  0.237027   \n",
       "  A006  0.253350  0.253394  0.253438  0.253483  0.253528  0.253574  0.253621   \n",
       "\n",
       "                                                                              \\\n",
       "            35        36        37        38        39        40        41     \n",
       "A A001  0.075229  0.075355  0.075481  0.075608  0.075737  0.075866  0.075997   \n",
       "  A002  0.167998  0.168172  0.168346  0.168522  0.168699  0.168877  0.169057   \n",
       "  A003  0.000789  0.000983  0.001177  0.001373  0.001569  0.001767  0.001965   \n",
       "  A005  0.237099  0.237172  0.237245  0.237320  0.237395  0.237471  0.237548   \n",
       "  A006  0.253667  0.253715  0.253762  0.253811  0.253859  0.253909  0.253959   \n",
       "\n",
       "                                                                              \\\n",
       "            42        43        44        45        46        47        48     \n",
       "A A001  0.076128  0.076261  0.076394  0.076529  0.076665  0.076802  0.076940   \n",
       "  A002  0.169237  0.169418  0.169601  0.169785  0.169970  0.170156  0.170344   \n",
       "  A003  0.002165  0.002365  0.002566  0.002769  0.002972  0.003177  0.003382   \n",
       "  A005  0.237626  0.237704  0.237783  0.237864  0.237945  0.238027  0.238109   \n",
       "  A006  0.254009  0.254060  0.254111  0.254163  0.254216  0.254269  0.254322   \n",
       "\n",
       "                    ...            F                                          \\\n",
       "            49      ...         951       952       953       954       955    \n",
       "A A001  0.077080    ...     0.954028  0.954028  0.954028  0.954028  0.954028   \n",
       "  A002  0.170532    ...     0.943784  0.943848  0.943911  0.943974  0.944036   \n",
       "  A003  0.003588    ...     0.755863  0.756162  0.756459  0.756754  0.757048   \n",
       "  A005  0.238193    ...     1.015058  1.015088  1.015117  1.015146  1.015175   \n",
       "  A006  0.254377    ...     0.913736  0.914347  0.914954  0.915560  0.916162   \n",
       "\n",
       "                                                                              \\\n",
       "            956       957       958       959       960       961       962    \n",
       "A A001  0.954029  0.954029  0.954029  0.954029  0.954029  0.954029  0.954029   \n",
       "  A002  0.944097  0.944157  0.944217  0.944276  0.944335  0.944393  0.944450   \n",
       "  A003  0.757341  0.757632  0.757922  0.758210  0.758497  0.758782  0.759066   \n",
       "  A005  1.015203  1.015231  1.015259  1.015286  1.015313  1.015340  1.015366   \n",
       "  A006  0.916762  0.917360  0.917954  0.918546  0.919136  0.919722  0.920307   \n",
       "\n",
       "                                                                              \\\n",
       "            963       964       965       966       967       968       969    \n",
       "A A001  0.954029  0.954029  0.954029  0.954029  0.954029  0.954030  0.954030   \n",
       "  A002  0.944506  0.944562  0.944617  0.944672  0.944726  0.944780  0.944832   \n",
       "  A003  0.759349  0.759630  0.759910  0.760188  0.760465  0.760741  0.761015   \n",
       "  A005  1.015392  1.015418  1.015443  1.015468  1.015493  1.015518  1.015542   \n",
       "  A006  0.920888  0.921467  0.922044  0.922617  0.923189  0.923757  0.924324   \n",
       "\n",
       "                                                                              \\\n",
       "            970       971       972       973       974       975       976    \n",
       "A A001  0.954030  0.954030  0.954030  0.954030  0.954030  0.954030  0.954030   \n",
       "  A002  0.944885  0.944936  0.944987  0.945038  0.945088  0.945137  0.945186   \n",
       "  A003  0.761288  0.761559  0.761829  0.762098  0.762365  0.762631  0.762896   \n",
       "  A005  1.015566  1.015590  1.015613  1.015636  1.015659  1.015682  1.015704   \n",
       "  A006  0.924887  0.925448  0.926007  0.926563  0.927116  0.927667  0.928216   \n",
       "\n",
       "                                                                              \\\n",
       "            977       978       979       980       981       982       983    \n",
       "A A001  0.954030  0.954030  0.954030  0.954030  0.954030  0.954030  0.954030   \n",
       "  A002  0.945234  0.945282  0.945329  0.945376  0.945422  0.945468  0.945513   \n",
       "  A003  0.763160  0.763422  0.763682  0.763942  0.764200  0.764457  0.764712   \n",
       "  A005  1.015726  1.015748  1.015770  1.015791  1.015812  1.015833  1.015853   \n",
       "  A006  0.928762  0.929305  0.929846  0.930385  0.930921  0.931454  0.931986   \n",
       "\n",
       "                                                                              \\\n",
       "            984       985       986       987       988       989       990    \n",
       "A A001  0.954030  0.954030  0.954030  0.954030  0.954030  0.954031  0.954031   \n",
       "  A002  0.945558  0.945602  0.945645  0.945688  0.945731  0.945773  0.945815   \n",
       "  A003  0.764966  0.765219  0.765471  0.765721  0.765971  0.766218  0.766465   \n",
       "  A005  1.015874  1.015894  1.015914  1.015933  1.015953  1.015972  1.015991   \n",
       "  A006  0.932514  0.933041  0.933565  0.934086  0.934605  0.935122  0.935636   \n",
       "\n",
       "                                                                              \\\n",
       "            991       992       993       994       995       996       997    \n",
       "A A001  0.954031  0.954031  0.954031  0.954031  0.954031  0.954031  0.954031   \n",
       "  A002  0.945856  0.945897  0.945937  0.945977  0.946017  0.946055  0.946094   \n",
       "  A003  0.766710  0.766955  0.767197  0.767439  0.767679  0.767919  0.768157   \n",
       "  A005  1.016009  1.016028  1.016046  1.016064  1.016082  1.016100  1.016117   \n",
       "  A006  0.936148  0.936658  0.937165  0.937670  0.938172  0.938672  0.939170   \n",
       "\n",
       "                                      \n",
       "            998       999       1000  \n",
       "A A001  0.954031  0.954031  0.954031  \n",
       "  A002  0.946132  0.946170  0.946207  \n",
       "  A003  0.768393  0.768629  0.768863  \n",
       "  A005  1.016134  1.016151  1.016168  \n",
       "  A006  0.939665  0.940159  0.940649  \n",
       "\n",
       "[5 rows x 2002 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logFuncDf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot fitted functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plotSmoothFuncs(funcDf,myGroups,numSteps=1001,myMax=1.02,myPal=myPal,myLabels=labelCoding):\n",
    "    fig = plt.figure(figsize=(16,6))\n",
    "\n",
    "    \n",
    "    for j,fGender in enumerate(['M','F']):\n",
    "        ax = plt.subplot(1,2,j+1)\n",
    "        # now loop through all groups, including the violence offenders (G)\n",
    "        for i,group in enumerate(myGroups):\n",
    "\n",
    "            # get mean value of that group\n",
    "            meanFunc = funcDf[fGender].ix[group].mean()\n",
    "            # get standard deviation of that group\n",
    "            stdFunc = funcDf[fGender].ix[group].std(ddof=1)\n",
    "            # get group size\n",
    "            n = len(funcDf[fGender].ix[group])\n",
    "            # compute 95% confidence interval\n",
    "            ciFunc = (stdFunc/np.sqrt( n ) )*1.96\n",
    "            # compute the lower and upper bounds of the CI\n",
    "            upperBound = meanFunc + ciFunc\n",
    "            lowerBound = meanFunc - ciFunc\n",
    "            # plot the mean value\n",
    "            ax.plot(np.linspace(0,1,numSteps), meanFunc,\n",
    "                    color=myPal[myLabels[group]],\n",
    "                    label=myGLabels[group])\n",
    "            \n",
    "            # plot the error/CI bounds\n",
    "            ax.fill_between( np.linspace(0,1,numSteps) , lowerBound, upperBound, \n",
    "                             color=myPal[myLabels[group]], alpha=0.3)\n",
    "            \n",
    "            ax.set_xlabel('Morphing Grade (Fear --> Anger)')\n",
    "            ax.set_ylabel('% Anger Responses')\n",
    "\n",
    "            plt.xticks(np.arange(0,1.01,0.2), [str(a)+'%' for a in  np.arange(0,101,20)])\n",
    "            plt.yticks(np.arange(0,1.01,0.2), [str(a)+'%' for a in  np.arange(0,101,20)])\n",
    "\n",
    "            plt.ylim(-0.02,myMax); plt.xlim(-0.01,1.02)\n",
    "            if fGender == 'M':\n",
    "                ax.set_title('Male Faces')\n",
    "            elif fGender == 'F':\n",
    "                ax.set_title('Female Faces')\n",
    "                ax.set_ylabel('')\n",
    "                ax.set_yticks([])\n",
    "                \n",
    "    plt.legend(loc='best')\n",
    "    sns.despine()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nq5qaGp555hl69uzJn/70J9q1awfAk08+SXR0NG+++Sbp6eknuZZCnJ50l4vq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\nMndDNZ+vriCgmwBkJ0fzo6HdKOzSsaI2h2IYJk6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743YcSUn7jVNKsaVJsaNl/96s3+xF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\n6zY4d0IWSQGp6i6EEOLMpE0T6+BB7No6VHsb+PzO3vM4tVf7KC3tQVr+9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vvygH25QMnl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ae2e2dd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotSmoothFuncs(logFuncDf,['G','K']);\n",
    "#plt.savefig('../figures/fittedFuncViolenceChildM.png',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5OyD3CsrD0YP83cuxCdHI7rjjDg4fPszGjRsxnDYH84YbbqCkpIQ1a9YwY8YM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\nJnRNjbNa6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+RDZoii/SsAGJU5mgHJJ7ZUXWlFZnwWmQknXntdiFNJl3+pixcv5s9//jN5\neXlMmzaNQCDA+++/z9tvv01OTg6PPPIIVVVVPP744xQVFREfH89jjz329+q7EILWl2Tkk09Qhxsd\nJ4+zq6tpfOppiEbxpKeT/OADGC5mxbEs/IWF+Pr3c36KsthWs9VxkG4qkzd2zCNiR0jwJXDjkBnd\nytJuKpORmaMI+JyVoBFCCCHONCocxty5E8PvIIGcZdH84hcJ5AYOJNhF6eUKVU9UW+0D9WAQb07s\n0qnL931AxI4Q9Aa7PQB/NI/hoSDdeQJcIU4XXX4xz507lwEDBjB//nzivviI/6d/+ifuv/9+Xnvt\nNQYOHMiTTz7J4cOHmTx5Mo8//ji9e/f+u3RcCPHFMra161C1dY6DdNXcTNNvn0IfPgxxcSR973t4\n0tOd39Oy8GZn4R/qbhn51potGC5mtN/b/S5VzZUA3FB4IymBzve5dcWyTfLS8kgNOp/1F0IIIc40\n0fUbwGG51palS7HLy8EwSLzjGzG30ymtOKBrj0kgZ+IfErt++YHGA2w89BkAE/tfdsIJ5EzbZHTW\nGLyGlFsVZ54uv5qLi4uZOXNmW5B+xLe//W0aGxv5yU9+QkJCAnPmzOHZZ5+VIF2Iv7Po+vXYh6qd\nl2GzLJrmPNv6AvZ6Sb7vXnwDnCdX00phJCQSGOsu6cvehr2EoiHH+9I/q/qs3Yu8O3VVbWWTmZBF\nn6S+rs8VQgghzhRWWRmqrs7RO9iuqSW86E0AghMvxZefH7PtXnUIjtoaq7XGk5WJJzGx0/ZKK97d\n8w4AWfFZnNfbeYWZTvuqbPol9yc5KKXYxJmpy6/7xsZGBgzouG/kyO9mzJjBj370IxISEk5O74QQ\nMUXWr0dVVjnaawatL9DQ8y9gFRcDkHjHN/CPGOHqnobHIO7iCY6T1QE0ROopa9zvuJzawdBB3tvd\n+iLPTyvgkn6XuuojtD5rnC+OwvQhrs8VQgghzhTasjA3b8ZwUDMdoPnVVyASwUhKIn7mzJjtIsqk\nUh9uN5tuoPENHBjznI1Vn3EwVAHAlYOv6tZ2tqMFfUEGpQw6oWsIcSrr8mtba42vk5k6v7/1g/v6\n66+XIF2If4DIZ5+hKg6Cw5l0gPDChURXrQIgbvp0ghMnurqntkwCF12E4XeeUdVSFsU1xY6D9Bar\nhTd2zMPSFimBVK7Lv95VFvq2vqIZmTWqW+cKIYQQZ4roxo1oRxXTIbppE+a6TwFImDULT1LsZeml\nqgqfPiqMsG28AwfGTEobtsIs3/8BAMMzhjM4dbCzB4jBUhbnZAyX97w4o0kKZCFOM5GNn6MOlIOL\ngLll+XJa3mzNnh4YP574m250dU8djRIcOxZvFy/tzmyt2YLh8ANBa81bpYuoj9ThMTzcNGQGCX73\nA4GmshiRMVJKtAghhDir2dXV2BUVjlbBadOk+aWXAfDl5xO45OKYbRtUiMO6uV2QbMTH482MnXW9\naP8KwlYYv8fP5IFTXDxFR5ayGJyaS7wv/oSuI8SpTgJ1IU4jkY2fo8rKXAXp0fXraX7xJQB8w88h\n8dt3uauVbpr4hw3rMoNrZ/Y27HG1L31NxUfsqNsBwJRBU+mX5Dyj/BGWsshPzZP9akIIIc5qWimi\nGz5zXDO95e2/oqqqwDBI6CKBnNaa3aqqfZZ3y8KbHzuXzMFQBesrW2fqL+l3KSlB98lhj75/UiCJ\nvpJ/RpwFjhuod/WRLctNhPj76U6Qbu7c2a5WevJ99zlOPAdfZHjv1xd/QexkMp1piNSzv7HM8f6z\nfYf3snxf65K4ERkjOa/3ea7uB61JZbLiM8lJ6uP6XCGEEOJMYm7ZgjZNR23tqirCb78NQPCKyV3u\nM69Q9bRoq+1nbdt4srPwxCjxqrXmvd3votH0iuvFBX0udPEUHSmtOCdj+AldQ4jTxXG/2B999FE8\nnYyqGYbB7NmzOxwzDINPP/2053oohCDy2UbUgQOugnT7wAGann4GTBNPZibJD30PI975MjGtFJ6U\nZAJjxrjqq6lMimuKCTjcl94UbWL+zvloNJnxmVyTN831IOCR5HEFkjxOCCHEWc6uq8PasxcjePzZ\ndK01zS+9BJaFkZZKwo2xt8ZZ2qZM17RPIOfz4u0isN9cvYmypjIArhw8FZ/H+WRBh/sri8L0Qtna\nJs4aXf61ZGdnx/xgTk6WpaVC/D1E1q9vTRznIkhXtbU0/ua36FAIIymJ5IcfwpPqrpa44fUSHD/e\n3TJ5rdla7XxfutKKBTvnEzKb8Hv8zBgyk4DXWWbadveV5HFCCCEEWmui69c7CtIBzE/XY27aDEDC\nLbd0OaC/2z6ERxscecVry8KXlxvz3RuxIry/bxkAQ9KHkJ9W4OJJ2lNakR6XTlZCdrevIcTppstA\n/cMPP/x79UMIcYwjL1tVWeUuSG9upvE3v0XV1kIgQPKDD7jeX45tE/zqZa6WyQPsbthNs9nseMn7\niv3L2de4F4BpedPJjM9y109ak8eNyhwlI+xCCCHOeubWYnQk6uj9rVtaaH7lFQB855xD4IILYrYN\nqRZqaGybTdda40lKwpuREfOcD8uKCJkhvIaXKYOudPkkHQ1JH3rC1xDidCLJ5IQ4BWmtia5bh32w\nylUJNm2aND3zX9gHDoDHQ9I938WX725/OaZJ4ILz8bhYJg9QG66hoqnccZC+o3Y7H5WvBmBc7/MZ\nkTnSXT8ByzbJS809ocQ0QgghxJnAbmjA3r3b8SB7+M23Wgf1vV4Sv3F7l6vSSlQlfo56v9s2vi4S\nyB1qrmLtwU8AuKjvxaTFpTt7iE6YdpQh6UNPuO66EKcbCdSFOMVopYisWYN9qBrD7yJIV4rQH/6A\ntX07AIl33kng3HPd3duM4hs9qssR8s5ErAjba7c7rpde11LHm6WLAOib1I8rBrkv1WIrm8yELPpI\n5lchhBBnOa010U/XQ8DZ9jFrfxktS5YAEHfVVXj7xE7EelA1ENbRL+9l2/hycjBi3EtrzXt73kOj\nSQ2mMaHfRS6epD2lFZkJ2fSK79XtawhxupJAXYhTiLZtIqtXo+rq3WVn15rmF18iunYdAPE33kBw\n4qXubm6a+HNz8Q8Y4Oo0pRWbqzfhMZz9c2Ipizd2zCNiR4j3xXNT4QzXo+Raa4K+IAXpha7OE0II\nIc5E5tZidEuLo7ZaKUIvvAC2jSczk/hrp8dsa2vFfnWoXQI5j9+Hp3/sEqrFtVvZe3gPAFMGTTmh\nrWkew6Agvft724U4nUmgLsQpQlsWLX9biWpscr03PPzGfCIrVgAQnDSJuGuvdX1vT3YW/uHuS57s\nqNtB1I46TuT23p53qWw+CMD1BTeSGnSX5A5AoRmZMcrx4IAQQghxprLr6rB27XL87RBZsQK7tBSg\ntWZ6F4nndtlVoL98v2vLxDt4cMx3ftSOsmxvawK5vNS8E9pXbiqTIenD8Bqy5F2cneQrV4hTgI5G\naVmxAt3SguF190IKv/MOLV/UPw2MH0/C7be5y9SuFEZCAoHz3NcuP9hUQW1zteMZ8c+qPuOzqg0A\nXNpvIvlpLvfP0zojPzzjHAI+99nhhRBCiDOJVorop86zvKu6OsLz3gAgcOEFBEaNitm2UbVQzWE8\nX3xTaK3xpKZ2WUVm1YGVNEYP4zE8XDl4arersdjKJjs+m7S4tG6dL8SZoPvFDIUQPUKFmomsXIkG\nDI+7sbOWoiLCr88FwD9mNInfvsv1NQyPQdzFF7k+rynayK6GUnwO96WXN5Xz7u6/Aq2j7Jf0d7k0\nn9bR9UEpg0kNyotbCCGEiG7ajI46y/IOEPrLX9DhMEZCAgm33hqzndaaEnWQwNGhglL48mInkKtt\nqeXjijUAXJhzIRnxmc4eohM+r498WfIuznKOv8x/+9vfsmnTppPZFyHOOnZ9PZGiIjAM16PO0bVr\naX7hfwHwDR1C0j//s+sl89qyCFx0EYaL8m/QOqu9pXoLPof7zkJmiHk75mJrm7RgGjcU3uR62bqt\nbHrFZdA/ub+r84QQQogzkV1djb1/v+N3f/SzzzDXfQpA/M03dzkzXq5qiWqz7Wdt2/j69e3yXkv3\nLMHWNkn+ZC7uxmD8EaayGJo+TLa3ibOe47+AV155hb17957MvghxVrGrqoisWu2q/NoR5ubNNP33\n70FrvIMGkXT//TGzr8YUjRI8fxzepCRXp2mt2VK9xXF7pRULdr5BY/QwPo+PGUNmEe9zV/pNa03A\nG2RoL6mhKoQQQmjLIvrpp47f/bqlheYXXwLAN2QIwUsvidk2okzKdC2+o/aGG4EAnpzYmeF31u2g\npH4nAJMHTSbodbYU/1i2sslJ7C1lV4XARaB+3XXX8dprrxEOh09mf4Q4K5j79hH9ZK3rmWwAs6SE\nxv+a05qtNSeH5Ie+hychwdU1dDSCb+QIvFlZru+/u6GUZjPkeAXAB/veZ+/h1kG+a3KnkZOY4/qe\nGsWoTEkeJ4QQQgBE13+G1s7bNy9Y8GXN9Dvv6HK7W4k6iFd/eVxbJr7cXGK99i1lsXRPa6m3AckD\nGZEx0nnHjuHzeMlNjb28XoizieOpvLFjx1JWVsaUKVO45JJL6N+/P4mJiZ22/da3vtVjHRTiTGNu\n24ZZUoIRcD/abO3ZQ9NvfgvRKJ5evUh+5GE8KS5HnU0TX24e/sGDXd+/qrmKitBBx6VWtlRvbtuv\ndn7OBYzKGu36nqZtMiJzpCSPE0IIIQCzrAy7qtLxbLq1Zw+Rpa2Z2OOmTcPbt2/MttXqMI26pa0c\nm9YaT3ovPMmxV9+tqfiIukgdBgZTB1/V7QRyUdtkdNZoGZQX4guOA/WHHnoIwzDQWrNw4cKY7QzD\nkEBdiE5orYl+9hmqvKJ7Qfq+fTQ++evWJDApKSQ/8jDejAx3fbAsvFlZBEa4L8PWZDaxs26H4yC9\nqrmSt3ctBlpH2CcPvML1PU1lMih1sGR9FUIIIQAVDmN+vsn5knfbJvTn50FrPDm9iZ8+LWZbWyt2\n2e1rphta48sdHPOchkgDqw6sBOC83uPondjbUb863FvZ9EnKkSXvQhzFcaD+85///GT2Q4gzmrZt\nIh99hDrc2K3l7taBAzT+6kl0KISRlETyo4/g7RN7r1infVAKIyGRwDj3ZdgsZbG1erPjID1shZm3\nfS6mMknyJ3NT4QzHJdyOkORxQgghxJe01kQ+/gRclHFtWbIEe98+ABLvvLPLb5BS+2D7PbGWhXfQ\noC7Lxr6/dymWskjwJTBxwGWO+3UsWfIuREeOA/VZs2adzH4IccZS4TCRVavQlu06KzuAXVFB43/+\nCt3UhJGYSPKjj+Dr7z54NTwe4i6e4LoMm9aazYc2oTUx96cd235RyULqInV4DA8zh8wkKeA+YZ0k\njxNCCCG+ZBUXo0PNGH5n3xJ2RQXh+QsACF56Kf5hw2K2rVchanWo3Ww6CQl4s2PnstndsJvi2mIA\nJg283HWi2CNMZTIqU5a8C3Es138RSil27txJUVERtbW1J6NPQpwx7JoaIstXoG3lOkAGsCsrOfyf\nv0IfPowRH0/yww/hGzjQ9XW0ZRG8+OJuzeaX1JcQtsKO95x9WFZEaX0JAFMHX02/bsyIK0keJ4QQ\nQrSxq6sxd+12HKRrpQj9+c9gWRhpacTf8rWYbZVWlNqV7YN008SXH3uG21Y2S/a8C0CfxL6MyTrX\n2YN0cp3sBMnyLkRnXH0Fv/3220ycOJHrrruO7373u5SWlrYdu+GGG7rcu34yrF27lmHDhnHHHXe0\n+31FRQUPP/wwEyZMYPTo0Vx//fXMnz+/XZuqqiruuusuxo4dy9SpU1m2bFmn93jssceYOXMm2k1q\nTSH4IrP7mo/B5+tWYhW7urp1Jr2+HuKCJD30PXy5ud3oiEnwwgvwJLrLDA9Q0VTOoeYqx8vWt9Vu\nY+WBvwEwJutcvpL9Fdf3tJTF8IzhkjxOCCGEALRpEl23zlUZ1sgHH2DtbB00T7zzji6rw+yyq1Co\nL+9n23h6Z+OJi4t5zrrKtVSHqwGYmtv9BHJej4/8tPxunSvEmc5xoL5q1SoeeeQR/H4/N998c7tj\n9fX1KKX44Q9/yIoVK3q6j52KRqP8+Mc/7vAPQ1NTE7feeisbN27k8ccf5/nnn2fChAn86Ec/4uWX\nX25r94tf/IL6+nqee+45pkyZwqOPPkpdXV27a3300UcsXryYX/ziF93+B0icfbTWRDdtwvz8c+jG\nDDZ8EaQ/8Z+tpVQCAZIffBB/QYH7vkSj+MeMcZ10DqAhUs+uhl34PM5G7ytDlbxZ0jpY1zexL1fl\nXu3678ZSFoNSBpMalORxQgghBEDkk0/QOH+f2ocO0Tx3HgCB8eMJnBt7trtBhTikD7dbwWZ4PXi7\nWL3XGG3kw7IioHVQvl9SP8d9O5qpTIb2GiKr54SIwfFfxh//+Efy8/NZvHgxDz/8cLsZ5rS0NObO\nncvQoUP505/+dFI6eqznnnuOpqYmRo5sX6vx+eefp7Kykjlz5nD11VczduxYHnvsMS6//HKeeuop\notEoSimKiop44IEHGD9+PA899BDBYJBVq1a1XScajfLTn/6UO+64g2Fd7OkR4mjasoisXo21r6xb\nmd0B7KoqGv/jCVR1Nfj9JD9wP/6h7vdqa9PEP2wovv7uX6ARK8LW6q2Ok8eFzBBzt7/Wljxu5tCb\nHQf4R9jKpld8Bv2Su/fCF0IIIc405vbt6PoGx9vntNatWd6jUYyUFBJu+3rMtkorSuxKAsaX72tt\nmXgHD+5yoH3Z3iVE7Shx3jgmDbzc8bMce++s+GwZmBeiC44D9c2bNzNz5kwSExM7/eMNBoPMmDGD\nLVu29GgHO7Njxw7+53/+h0ceeYS4Y5blLF26lLy8vA7B9fTp02lqamL16tXU1NQQiUTI/WIZscfj\nYfDgwVRUVLS1f+6557Asi/vvv/+kP484M9hNTbR88AGqscnxHrIO1zhYyeH/eAJVU9M6k/7A/fiH\nuy+lhmXhHdC/W7Pwtrb5/NDnjke4bWUzf8c8GqINeA0vs4beTHIg2dU9tdYEfUGGpA9x3V8hhBDi\nTGRX12DuLHG1Oi/y4YdYxa0J3hK/cTuepNjJXDssedcaT2oq3vT02OfUl7K1ZisAkwZOJtGf6Lhv\nR/MYBvnpsuRdiK44DtTD4TDpXfzhAqSkpGCa5gl3qitaax5//HEuvPBCbrjhhnbHbNumtLSUgk6C\nk8LCQrTWFBcXt60GOHrAwePxtP2+pKSEP/7xj/zkJz/pMBAgRGessjIioX8XMAAAIABJREFURUWA\n0a2kcdCanfXwE/+BrquDYJDk7z2If8QI19fRloWRkUFw9Gj352rNlkObsbXlaNm61pr39rzLvsbW\n0i/T86+lb1Jf9/dFMypLMr4KIYQQ0Lp1Lbr2E1f70u2aWppffQ0A/7hxBMaNi9m2XoU4pBvbv3eV\n6jIXjqUs3v0igVy/pH7dykMDYNpRCtKH4DXclW0V4mzj+Ku4b9++bN68ucs2y5cvp4/L2s5u/eUv\nf2H79u387Gc/63CsoaEBy7I6HVA48ruamhrS09Px+XwcOHCg7Xh5eTm9e/cG4PHHH2fKlClMnDiR\nOXPmcN1113Hdddfx7LPPnqSnEqerI/vRoxs3Yvi7n/zMKivj8H88ga5vgLggyQ99r8syKjH7oxSe\nxESC58d+OXelpL6EkBlyHDB/WvkpG6rWA3BR34sYmTnK9T0tZTIiY6TjZfZCCCHEmUxrTWTNx2iH\niVyPnNP8wgvQ0oKRmEji7bfFbGtrxU77IIGjAmVt2/j69e2yOszqA6uoa6nFwODq3Gu6lb9JaUWv\n+Ax6xfVyfa4QZxvH63OnTp3Kiy++yPjx47nggguAL2ekd+7cyZ/+9Cfee+897r777pPTU+DgwYP8\n5je/4d5776V/J3Wko9EoAIFORh/9X/zDE4lE8Pv9TJgwgRdffJGRI0eybNkyampqmDBhAq+99hol\nJSU888wzzJs3j7lz5zJnzhyampra7nv99deftGcUpw/V0kJkzSfo5tCJBen79tH4qydb66QfKcGW\n7345mNYaw+clePFF3ZrVL2ss41CoEp/XWcC8p2F3W2mWgrRCLhswyfU9LWWSl1ZActDdUnkhhBDi\nTGVu3oxqasLwOd9GF1lRhLlpEwAJt30dT2pqzLYldkWH3xnBIJ6c2JNtNeEaVpe35nI6P+cCeifm\nOO7bsYaku8+7I8TZyPG/APfccw8fffQR9913HykpKRiGwcMPP0woFCIUCqG1ZuTIkXznO985aZ39\n2c9+xsCBA7nrrrs6PR4Mtibv6mz5/ZEg/shS9scee4zZs2czbtw4fD4fP/zhD/F6vfz617/mkUce\nITMzk3feeYebbrqJUaNaZwknTZrEO++8I4G6wK6qIrruU7TX6+pFeiyrtJTG3z6FDoUwEhJIfuTh\n7pVgAwylCF42sVv9qQnXsPfwXvwOg/S6llrm73wDjSYzPpMbCm50vWzdVja9E3PIOYGXvRBCCHEm\nscoOYO3b52oCwK6spPnVVwHwjzuPwPjxMdtWq0bqdHO7munaNPEPHUKsCXKtNe/ufgdb2yQHkpk4\n4DLHfTuapSwK04c4LvkqxNnO8Rd9fHw8L7/8Mi+//DLvvPMOJf+fvTsPr6o6Fz/+3WefKRMQMjCG\nIQNhBhFFFHBAQNGKUlHqWCy3t9TWW2ptve2v1ccOt89TW6/WodehtQ5VARUtigKCgAoqyCBDgBDI\nPIcM5+QMe++1fn+cJII5iTknJxFwfZ6nz3PZZ+99VriSvd+13vW++flUVlYSHx/PxIkTufLKK7np\nppvCrmbHwrvvvsvWrVt59tln8fv9QOgXhxACTdNobm4mISEBp9NJXV1du+tra2sBSEtLAyArK4tN\nmzZRUlJCamoqbreb5cuXk52d3dZ+rqysjPnz57fdIyMjg/Xr1/fIz6ecGaSUmAcPYhQUoDldETRL\nac/Yv5+mvz4KgQBaYmIoSB8+PLpxmQauWbM67XnaEU+wiUN1eTi6WKU9YAZYeWgFPtOHW3ezKPdG\nXPbIKtwLKUhwJpDZVxWSURRFURQAq7GR4J7dEQXp0rLwPvV0W5X3hNtu6zAlPSgMjorKU4N0IdDT\n0zrts36gdj/HG48BMHf4PFx65F1tpJT0cfUlLT4t4msV5ZsqoqU3p9PJkiVLWLJkSU+Np0Pvv/8+\nlmVxyy23hP383HPP5dprr2XUqFEcOnSo3ed5eXlomtaunVtrCv3mzZvZsGEDq1evbvtMCIEQp1bD\nPPnPyjeL8PsJfvJpqKp7lK3XWgV37MDzf0+CaaIlJ9Pn7p+iD4myLZlp4Jo2Db2Tyq4dCZgB9lV/\n3uVWakIKXjvyKtW+ajQ0Fo66Pqp9ZrpmY1zK+Kj2tymKoijK2UYaBsFt2yPeSudf+w7m0aMAJNyx\nBFtSx1vJDolydKlx8iqDZtM67ZnuN/2sL1wHQFa/bHL7R9eyWEhBbn+V8q4okYg+Z7eXLVu2jEWL\nFrU7/tvf/hZN0/j1r39NSkoKGzZs4E9/+hN79+5l4klVr9944w1SUlKYNm1au3v4/X4eeOABli5d\nStZJe4MHDRpEQUFB25/z8/MZPDjyitbKmc8sKyO4ew/oetSt11r5N28JFXyREtuAAST97G701NSo\n7iWDQZxTzkFPSYn4WktY7K3eg9bFlHUpJe8ee4eChtALwbwRVzCyb+Rp+pawmJx+jkp9UxRFURRa\ni8dtD9WaiWAC2ywqwteywOS6eBbOSZM6PLfUqqVZBrCfvJpuGtizszuta7OpaCNew4tdszNvxBVR\nTbCbwiSzb6YqGqsoEepyxNHRvvAvs9lsJCcnM3XqVBYsWBCz9mbDhg1jWJgZv8TERDRN45xzQi0i\nbrrpJlauXMny5cu5++67SU9P580332T79u08+OCD6Hr74ODhhx/GbrezbNmyU47PnTuXhx9+mClT\nplBfX8/mzZu57777YvLzKGcGKQTBPXuwSku7vYoO4Ht7Lb6VKwHQhw0j6e6fYuvTJ7qxBQM4JkzA\nHsXkkZCCz6v3IKTo8kP3k4qP+axqJwDTBl3AuQMjryxvCJMxKWOIc8RFfK2iKIqinI2Cez8PZetF\nUGNGGgbeJ58Cy8KWlkb84sUdnusVfoplLQ7ti/t3pWd6UWNh23N/xtCZJLs7b9McdpxSkuBIYGBi\nz3aFUpSzUZd/I3z00UdAqNJ7a7/xk335+Jo1a/jnP//JCy+8QP/+PduC4eRAw+1288ILL/Dggw/y\nu9/9Dq/XS05ODo888ghz5sxpd21eXh7PP/88Tz/9dLv99TfeeCNHjx7lvvvuQ9M0br311rCr+srZ\nyWpoIPjpDmQw2O0gXUqJb+Uq/GvXAmAfNYrE/7qr0z1hnd7PMHDk5uKIck97Xl0ePtPf5VXtQ3V5\nbCgM1WcYlZzLZcNmR/ydpmUwvO8I1ZJFURRFUVoYBQVYJSWdtkULx/fqa1ilpaBpJCz9HloHC2NC\nSg5ZZacE6aEPBPbMzI7HJQzeKlgDwID4AVwwaHpE42tlSSvqdHlF+abTZLioOwyfz8evf/1rDh48\nyG233cakSZNISkrC4/Gwe/dunn/+eaZMmcKyZcuor69n9erVPPfccyxevPgbuQpdUlLC7Nmzee+9\n98K2klNOX1JKzLxDoT1fMSiOKA0D79//QXD7dgAckyaR+MNlaNHe2zDQhw/D+aV6C1115MQRqpur\nurwvvcxTxvMH/okpTAYmDOLWsbfh1CMbuyUsUuJSGKX2pymK8jVSz2bldGJVVRH45NOI3weMffto\n+vNfAHDPv5L4ThaRjpgV1EvPqZ1ZLAt9WAZ6enqH120seo9tZR+hobFkwvcYlBD5irglLIYmZZDR\nJyPiaxVFiWBF/e9//zuFhYW8/vrr7Vaec3NzWbBgAbfccgvr16/ntttuY8yYMXi9XjZv3hzzQStK\nT7G83tAqurc5+kD6JMLrxfPXRzFbChw6L7qIhO/eHnVLN2mY6IMGRh2kFzYUUtVc2eV9Yg2BBlYc\negVTmPRx9uGG3BsjDtKllMTZ48lJHhXNkBVFURTlrGN5PAR27Iz4XUM0NOB56mkA9OHDibv22g7P\nrRYN1MqmU6u8S4ktLq7TIL3cW872sm0AXDB4elRBOoBLdzM0SU2IKUq0utz4eOXKlVx33XUdtl9z\nu91cd911vPTSS23Hpk6dSnV1dfdHqSi9wMjPJ7Dp/VCLk24WjAOwampo/MMf2oL0uAULSPjeHdEH\n6aaJnpaKs6UeQ6TKPWWUeIq7HKQHzACv5L2E1/Dg1J3ckLuYJGfH1WQ7omkaE9ImqArviqIoikKo\nEGzwgw8jfh+QQuB9+hlkYyO4XST+4Acdpsz7hUGBqDolSAfAsrBnddwa1RIWbx39NxJJf3d/Zg6d\nFdEYWxnCYFTKKPXsV5Ru6PJviLq6OgKBQKfnWJZFWVlZ258bGhpI6qRNhKKcDiyvl+COneDxxGQV\nHcA8fpymh/439DDVdRK+ezuuGTOivp+0LGx9++A8b2pUD73q5ioKGo51OUi3hMWqwyu/aMOW820G\nJAyI+HtVhXdFURRF+YIUAv+HHyI1jUif5v5312Hs2wdAwq23og8M/1wWUpInSrFz6rNXWhb2wYPQ\n3B3X3dlevo3K5koA5mdeHVWldktYDEoYSKIj8raxiqJ8ocsr6iNGjODll1+mtLQ07OfV1dWsXLmS\ntLQ0AEpLS3nxxRfJzVV7UpXTk5QS4/Dh0Cp6IAARFnLpSHDPHhr/548tM95ukpb/pHtBuhDY4uNx\nTZ8eVZBe56/j8IkjOLq4J11Kyb+PvsHxxmMAXDHySrL6ZUf8vaYwGZMyVlV4VxRFURRa27B9jPQH\nIn6emwXH8L36KgDO6dNxXXhhh+cWiEqC0mx3XHM5sQ0e0uF1Nb4atpZsAeCc9CkM7xNdwVrdZmdE\n344L1SmK0jURtWe79957mTdvHpMnT2bYsGHExcURCAQoKyvjs88+IxAIcPfddwPwy1/+kpKSEu6/\n//6eGruiRM1qaCD42S5ksy9mq+hSSvzvvBtqvyYlWnIySct/gj0j+iIqUgg0twvXjIs67XPakYZA\nA3m1B7scpAO8V7SB/bX7AZgxZCZTBpwb8feawiCzbxb93P0ivlZRFEVRzkbBXbsQ9fWRp7z7fHj+\n9rdQK7b0dBJuvaXDc2tEEzWisX2Vd9PEnjuKjuYHhBS8mf8GlrRIciZF1d0FwLAMxqWOP7V4naIo\nUenyb4prr70Wp9PJo48+yo4dO9ixY8cpnw8YMIA77riD22+/HYDZs2ezZMkSLuxkxk9Repu0LIz9\n+zELi9BcrpjsRYeWyu7P/pNgSxtDfdgwkv7rLmzdaE0ohUBz2HHPmIGmR5467gk2caBmf5eruwNs\nL9vGx+Wh6vST0iYza+jFEX+vJSwGJgxWPVMVRVEUpYVx4ACivCLiNmxSSrzP/hNRXQ26TuKyH6DF\nhc9U84kgR0VFuyBdWhb6gAGdtoT9sPQDyr2h7atXZX4Ltz18u7fOCClIiUtVk/SKEiMRRSnz589n\n/vz51NbWUlpais/nw+l0MmDAAAYPHnzKubfddltMB6oo3WWWlmLs34+0BJqre33RTyYaGmj666NY\nR48C4Jh6LolLl3brO6SUaLqOe9asqIrPNRvNfF79eUR7w/fVfM57RRsAyO6Xw/zMqyJOzbOERV93\nPzL7qZQ3RVEURQEw8o9iHDuG5og8gy+wYQPBTz4BIH7RIuwjRoQ9T0jJwTD70gE0hx09o+Pq6+Xe\ncj4o3QrAlPRzyerXcbG5zkggJzknqmsVRWkvquXElJQUUlJSYj0WRekRotkXSjc7cQLN6Yxqdboj\n5vFCPI88gjhxAghVdndf862o0tRbSSnR0HBfPCvimXcAn+FjT9XuiIL0gvoC/n30TQCGJA5hYc63\nI05bk1LitrsZ3X90RNcpiqIoytnKKCrCOJQXVZBuHMmn+ZUVQGgRwDV3Tofn5lvlWNJq9+yWhoFj\n7JgOJ95NYfLv/DcQUtDPlczs4ZdHPE4A0zLI7j9KFY9VlBiKKFA/fPgwGzZsoLq6GtNsX6QCQq2Y\nHnjggZgMTlG6QwqBcTAP89gxcDhithe9VWDbdrzPPgvBIDidJC5divO8qd26p5QSTQPXrJlRjddn\n+thTHVmQXu4p59XDK0Mpa+4UbshdjEOPfIIg1IZtotqXpiiKoiiAWVaGsffzqJ7norERz+OPh/al\nDxxA4h13dBhsl1p11Elvu1ZsoZT3dGyJHVdf31L8PtW+UCvla7KuwalHPlYpJUmuPqTHd9ybXVGU\nyHU5UH/77be55557sCyr0/NUoK6cDsySEoyDB5GGGfMAXZomzS+9TGDjRgBs/fuT+F93YR82rHv3\nlRINcM2ahc0d+d4wv+lnT9XuiALl6uYqXsp7kaAIkuBIZPHom4h3dLyHrSNCWkxKPyei/fCKoiiK\ncrayKisxPtsV1TuItCw8T/wNWV8fWgi4884O96U3iGaKZW37fum0pLx38m5S3FTMtvJtAFwwaDoZ\nfaJ7j7GkRW6yyqZTlFjr8lv1Y489RlJSEj//+c+ZMGECrhju8VWUWLEaGgju3gNNTeB0RrW/u9P7\n19bhefxxrIICAOxjxpD4g//E1qdPt+77RZA+M+ogfXfVroiC9BP+Ov518EV8pg+37uamMTdFVQDG\nFCYTUicSZ1dt2BRFURTFqq4muGMnRLlQ4Hvtdcy8PAASvns79qHh95cHhcEhqzxskC5NE8eY0R2u\nwvtNP28ceR2AtLg0Ls64JKqxWsJiWJ/hOO2xXRRRFCWCQL2wsJCf/OQnLFy4sCfHoyhREX4/wb2f\nI6oq0ZyuqB+OnTH278fzt/9DejwAuK+6iriF13VrPzqclO4+cya2DmbMO+MzfRGvpDcGGnnx4It4\nDA9Om5PFY24iPX5AxN9tCJPc5FySXEkRX6soiqIoZxurppbAJ59EtScdILhzJ/633wbAddlluKZP\nD3uekJIDopRwT35pWejpaR2mvEspWXvsLRqCDeiazjXZ10adEeeyuxia1HGhOkVRotflf5V9+/al\nfzdaTSlKT5CmiXHwIGZhUcs+9Nhnekgh8K95C9/q1aH+6HFxJPzHUpznnNP9e7cUjot2Jd1nhPak\nRxKkew0v/zr4Ag2BeuyanRtyb2RI4pCIv9sUBiP7ZpIanxrxtYqiKIpytrFqagl8vD3qIN0sKsLz\n1NMA6JmZxC++scNz861ygtJED/P815yOTlPe91bv4UDtAQBmD7ucgQkDoxqvIQzGp06I6lpFUb5a\nlwP1iy++mA8++ECtqCunBSkEZn4+5tECJMR8H3orceIEniefaktB0zMySPzRnejp3S+YIoVAs9lw\nX3JxVONvNprZU70n7EO6I37Tz0sHX6TWX4tNs/HtUdczvO+IiL/bFCaDE4cyOHHwV5+sKIqiKGc5\nq7qawMefRP0+Ihob8TzyVwgE0Pr1I+lHd3bY+aXUquWE9GIPk/KOaWLPHdthynutr4Z3j78DhFqx\nTh14XlTjDb0HDImqro2iKF3T5Tf8//7v/6asrIz/+Z//oby8vCfHpCgdklJiFBTgX78eI/8o6HpM\n262dLLh7Nw2/ua8tSHfNnEmfX/0ydkG6Xcd96SVRPdQ9gaZQC7YIgvSgFeSVvJeobK5EQ+Pa7OvI\njqLfqSUsUuNSGRFFgK8oiqIoZxursjKU7h5lkC5NE8+jjyFqa8HhIOnHP8aWnBz23BPCQ7GsCxuk\nS8tCHzgQW3z44NkUJq8feR1DGCQ4Erk661sdBvRfxWlzMqLPiKiuVRSla7q8on7jjTdiWRbPPfcc\nzz33HHa7HUeYmT5N09i5c2dMB6koUkrMwkLM/HxkwEBz2NHsPdMGTBoGzStWEtiwAQAtLo74796O\n6/zzY3N/IdBcTtwzZ0ZV7K4hUM/+mv0R7SdrDdJLPCUAXJV5NWNSxkb83ZawSHImkZM8KuJrFUVR\nFOVsY5aVYezaHXW6u5SS5ueexzxyBICEJUuwZ44Me26zCHJYlOMgTJAuJZrLha2DwnMA7xdvorK5\nAoBrshaQ4EiIasyGMJiYOinqIF9RlK7p8pu+x+NB0zTSY7CaqChd9UWAfhQZCKA5HGiOnmsBZpWW\n4vm/J7GKiwHQs7JI/MF/oqfGZh+2NE1sCQm4ZlwUVSZAna+WvLq8qIL0oqYiAOaOuIJJ6ZMj/m4h\nBXF2N2NTx6mHs6IoivKNZ5SUYOze063td4H16wls3QqEitS6pl8Q9jxTWhywisOnuwMIgWPUKDp6\nPB+qy+Pj8u0ATB80ncx+mVGNV0hBely6KiKrKL2gy2/7W7Zs6clxKMoppBCYx49jFhQgA8GWAD38\nXq1YfZ//3XX4XnsNTBM0DfdV84lbsCBmLd6kaWLr1w/XBdOiqhRf5a0kvz6/20H6eVHsR5NSYrfZ\nmZA2KaLCdYqiKIpyNjIKCjAOHuxWkB7csZPml18BwDF5MnELrwt7npCS/VZJxzcyTezDh6O5wo+l\nzl/Hv4++CcCQxKFcnHFp1GO2aRpZydlRX68oStfFdGmyrq6O1atXc8cdd8Tytso3iLQszKNHMY8f\nRxpWKMW9BwN0CO0t8z7zDOaRfABs/fuT8L3v4Rg7JnZfYproaak4p06NajW6pKmEwobjOPSu/13E\nMkjXNI3J6eeg23qmHoCiKIqinCmMAwcxCo52q9OMkZ+P58knQUr04cNJ/M/vdziJf9gqIyCNsHVp\npJTY+iShp6eF/x5h8OrhVQSsAPH2eBbmfDvqZ7lhGYxJHasm7BWll8QkUP/oo49YsWIF7733HqZp\nqkBdiZgMBjEOHcIqKQ0FhnZ7j6a4Q2gVPfD++zS/sgKCQQCcM2cQv3hxh4VYohIMYhuWgWvixKgu\nL6jPp8JTEUWQ/vJJQfq8qIJ0AIlkcto5UfdYVRRFUZSzgZSS4O7diLLybgXpVkUlnocfAcPAlpJC\n0vKfoHXQovWYVU2DbO4w5V1DYs8Ov8ItpeSdY2upaq4EYEH2dfRx9YlqzEIKUuJS6e9WrZoVpbdE\n/eZdVVXFa6+9xqpVqygtDQVXgwcP5qabborl+JSznOXxYB7Mw6qsALsDTdfpjd3PVk0N3n88i3kg\n1EdU69uXhO/ejnNy5Hu3OyONII6cbBy5uZFfKyV5dQep99djjyBID5gBVhz6cpAeXSE8IS0mpZ2D\nyx77/vSKoiiKcqaQQhD4+GNEXX23Mv1EYyNNDz2E9HjQEhJI+ulybH37hj23XJygUtTj6CBIl6YZ\n2pfeQc2b3dW72Vu9B4BZQy+Oel96iEZOFJ1iFEWJXkSBupSS999/nxUrVrB161YsywJg0qRJLF26\nlMsuuwxbFHtvlW8es6ICK/8o1ok6cLq6NTMdCWlZ+Nevx/f66i9W0aedT/wtt2BLTIztdwWDOCZO\nwDFsWMTXWsLi8+q9+ExfRClqzUYzL+e9RLm3DIA5w+dGHaRbwmJC2gTiHHFRXa8oiqIoZwMZDOL/\n8EOkP9CtbD/p99P08MOIqiqw20m868fogweHPbdWNHFcVOPUwn+ftCz0AQOw9Q2/Ql7mKePdY2sB\nyOqXzYwhM6Met2EFGZMyVm1/U5Re1qXfNqWlpaxatYrXXnuNqqoqpJQMGjSImTNnsnLlSu644w4u\nv/zynh6rcoaTpolZUIBZVAw+H7hcaK7wqV49wTxeiPfZZ7EKCwHQ+vQh/uabYtZ27WTSNHCdNxV9\nwICIrw2YAfZU70ZKGdFDsSnYxEsHX6TaVw3AlSOvYsqAKRF/P4R6rU5InUiiU1V1VRRFUb65rMZG\ngh9tQ2paVN1aWknDoOmvf8UqOAZAwtKlOEaFb3XaIJo5IipwdvCa3tqKTc/ICPt5U7CJVYdXYEmL\nvs6+XJO1IOpuLUIK+sel0D8uJarrFUWJXqeB+jvvvMPKlSvZtm0bQghcLhfz589n4cKFXHjhhRQX\nF7NixYreGqtyhrIaGjAPH8GqrgK0UBV1V++lUstAAN/rq/GvWwdSAuCaNYu4RdfHfhVdSjRh4bro\nIvQOUtk60xBo4GDtfmyaHtFDtSFQz4sHX+SEvw4NjWuyFzA+dULE3w+hIH1c6jjVekVRFEX5RrPK\nywl8tivUeaYb95GmieeJv2EeOAgQWiSYFn6RoFn4yRNlYXultxECR274VmymMFl1eCVNwSYcNgfX\n595AvKM7dXc0RiVHvn1PUZTu6zRQ/8lPfoKu65x//vnMnz+fK6+8kqQk9fKufDVpWZjHj2MVFyMa\nG9HccWj2nq3e3m4MUmLs2kXzv15C1NYCYBs4gITbb8cxenTsv08INIcd10WzsHVQFKYzFd4KjtYf\nxRFh0bZaXy3/OvgCjcFGdE3nupyF5PaP7uczhcHolLH0dfWL6npFURRFORsYhw9jHD7SrfZrEHo3\n8P79Hxi7dgEQd911uDvIQg0Ig31WCfZOqqpL08CemRl2XFJK1ha8RZmnFIBrshYwMGFg1GNXKe+K\n8vX6yojAsixqa2upqqqioaFBBepKp6zaWsyCAqzqalpXzzV37+9xtsrL8b74L8z9+0MHdB33/CuJ\n+9a3eqTdmzRMbP36hnqkR5gaJ6WkoOEold4KHLbIxlbhLeflvJfwGt7QzPmoG6IuFmMIkzH9x6iK\nroqiKMo3lhSC4M6diKrq7gfpUtL84osEt20DwH3FFbi/dXXYc01p8blVFLYFW9v9LAtbahp6Svg0\n9E8qPmZvzV4AZg6ZxeiU6NvMCilIjU9XKe+K8jXqNFBfvXo1L7/8MmvWrOHRRx/l8ccf57zzzuO6\n667jiiuu6K0xKqc50ezDLDiKVVGJ9PnQXK5eXz1vJX0+fG+8iX/DBmgpdmgfM4b4m2/CPmRIz3yn\nEUTPyMA5YULEe8AsYbG/dh/eoBd7hEF6QX0Brx5eSVAEcekubhz9HTKSwu9X+yqGMBjdf4x6ICuK\noijfWMLnI7BtGzIQ7PakvpSS5pdfIbBxEwCui2cRd8OisO8JprTYaxV95f00lwv7iBFhPz9an897\nhRsAyO0/mplDZ3Vr/DbNRnZy+LZviqL0jk4D9dGjR3P//ffzi1/8gjVr1vDKK6/w8ccf88knn/Db\n3/6WadOmRV2cQjmzScMIpbaXlyPq60OV2202tF7ce37KeIQg+NE2mleuRDY2AmBLSSH+xhtxTD23\n5/47DQZxjB+Ho4MHZ2c8hocDNfsjLhoH8Hn1XtYU/BshBQmORBY/wLG9AAAgAElEQVSP/k7U6W2t\nQXqKCtIVRVGUbyirooLAZ7tA17tVNA5agvSXXiKwPhQ4O6edT/xtt4V9F7Gk4HOrCCFF5+8qnexL\nr/BW8NrhV5FI0uPTu1U8DkIZduNTx6F30BZOUZTe0aXNsHFxcSxatIhFixaRl5fHSy+9xFtvvcXG\njRvRNI2HHnqIEydOsGDBAtxR7M1VzgzSNDGLixFl5Vh1J0C3fW2p7Scz9u+necVKrKKW2Wi7Hff8\n+cTNv7LHJg6klGiWhfOCC9BTIw9wq7yV5NfnY7fZI3qYSinZVvYRm4o3ApDiTmHx6Jvo545uT7kh\nTBWkK4qiKN9YUkqMAwcxjxXEpFWslJLmf/2LwIb3gFCQnvAf/4EWpn2xkIJ9VjHWVwTp0jRx5GSH\nTcVvDDTwSt7LBEWQBEciN+TeiFOPPmXfEhaDEgaqWjWKchrQpGwpgx0hn8/Xtsq+b98+NE2jT58+\nLFq0iJ/97GexHucZp6SkhNmzZ/Pee+8xdOjQr3s4UZOGgVlSEgrO60+AFgrOTwdmURHNK1Z+sQ8d\ncEyZQvziG9HT0nrse6VposW5cU2fHnHROCEFR08codpXHXGqu5CC9cfXsaPyUwCGJg7lhtGLibNH\nN1FiCoPR/cfSP07tSVcU5ZvhbHk2K7Eh/H6Cn3yKaPJ0qz96KyklzS+8SGBjaDLdecEFJCz9XtgV\n+tYgPSBNbJ1N2Lf0S9cz2v/36jf9PH/gn1Q1V+GwObh13O0MShjUrZ9B13SmDOjBTERFUbos6t9K\nJ6+yHzx4kJdeeok1a9bwzDPPqED9DCcDAczCQqzKKkR9wxcr547uFVWJFau2Dt/rrxP86KO2dmt6\nVhbxNyzqsCdprEjDQB+QjnPKlLCz450JmAH21+wjYAUiDtKDVpA38ldz+MQhAEYl53JtznURF59r\nZQqT0SljVeE4RVEU5RvJqqgguGs30maLTZAuBM3PPU9g82YAnNOnh4L0TlbSvypIl1JiS0wIG6Rb\nwuK1I6uoaq5CQ2NhzvXdDtINYTA+PfJ6O4qi9IyYLI2OGTOGBx54gHvvvZe33norFrdUepnV0IBV\nVISorUU0NoHDgabraK7TIzgHECdO4Hv7bQLvbwbTBMCWnk78outxnNsLs7+GgWPsGBwjR0Z8aXVz\nFfknjmDT9Ij3ozcGGlhx6BUqmysBOHfAVOaOmIetk8qwnWntk67S2hRFUZRvGikEwc/3YZUUozmc\n3eqP3nZPw8D71FMEP90BgPPC6SR8r3tBOoCmadjDLEBIKXm7YA3HGo4BcMXI+d0u/GYKk5F9M7vZ\nc11RlFiKaQ5zfHw8ixYtiuUtlR4iTROrvByrshJRV4f0B8DlQtM0tNOszoBoaAgF6JveB8MAQEtK\nIm7BNbguvrjHU/GlEGg2DeeF09GTkyO6VkhBfkuqezSr36VNpaw8/ApewwvA5cPncP7A6Is4WsJk\nQupEklyqzaKiKIryzWI1NhL89NOWqu6xWYiQfj9Njz7Wtg3PddmlxN98c9gg3WoJ0oNdCNKlZeEY\nP77dfaSUbChc39aG7cLBFzFlwJTu/QxS0sfVl8GJg7t1H0VRYuv02Gys9DgpJeLECazSUsSJekRD\nI9i0lvYjp19wDiAaG/GvfQf/xo0QDAKgJSSE+pDOvgwtrheK2BkGtuRkXOefF/GEgMfwkFdzEEMY\nUQXp+2v28e+jb2JJC6fu5NrsheQk50R8n1aWFExIn0SiIzHqeyiKoijKmUZKiXn4MOaRfHA6YzbB\nLzwemh56CKsgtLLtvuYa4q4NX3HdlBb7rGIMaX11kN5SPM7mbl/c7sOyD/ik4mMAJqZN4pKMS2Pw\nk8CY/tH3XFcUpWeoQP0sZjU1IUpKQwF6Q0NoNbp11fw0Smn/Mqu2Dv+6d0Mp7q0Benw87nnzcM+5\nvHcCdIBgEPvoXBzZkaeTFTcWU9RUiMPmiDjVXUrJlpLNfFC6FYC+rn7ckHsj6fHpEY+j9X4Ak9Mm\nE+f4eiv0K4qiKEpvsrxegp/uQHq9YaumR33fmhqaHnoIUVYOQPxN38E9Z07Yc01psccqDO05/6qM\nONPEPnQItn7tt6ftqNjB5uL3gVCtmqsyr+72tj/DMpiQNjHidxVFUXqeCtTPElJKREMDoqwc0RBa\nMZfBYGjm2GYLVRztZl/QnmaVluJb+w7B7dvBsgDQ4uJwzZ2De+5cbPG9s29KWhaaruOccRF6mAdl\nZwJmgIN1B/AZvqhW0f2mnzfyV5NffwSAjKQMvj1qEQmOhIjvBS2FaDQbk9Im47SfvpMziqIoihJL\nUkrMI0cwDh9BczpbMghjwzx6lKZH/opsbASbjYSl38M1fXrYcwPC4HMr1D72q4JqaVnYUvqjD2pf\nFG5fzee8e3wtACP6jOC6nIVR16pp+zmEybA+w+nj6tOt+yiK0jNUoH6GkqaJVVuLqKxENDaGCsCZ\nZltgjs12Wqazh2Pk5+N/ey3Grl1tx7TERNxz5uCafRm2hOiC1GjIYAB9wECcU84J206lM2WeMo43\nHEOPomAcQKW3glcPr+JE4AQQSmm7cuR87Lbo/pkKKXDqTiamTYr6HoqiKIpyprGamgju2Ilsbo7p\nKjpAcMcOPE8+BYaBFhdH4p0/xDFuXNhzm4WffVYJehcCaikltrg47CMz232WV5fHv4++CcDghMFc\nn3tDt5/rUkqSnElk9Mno1n0URek53fpX7vF48Hq9JCQkkJio9r32FCkloqkpFJTX1yObPAhvqLiY\n5grtX9LsdjhN+pt3hTRNgjs/I7BhA2Z+fttxW0oK7iuuwDVzRtvP1ivjkRIsC+fkc7APHRLRtQEz\nQF7dQbyGN+oH5+fVe3n72FuYwkTXdOaOmMc56VO6UTTOItGZyLjU8d2ecVcURVGUM4EUAuPAAazj\nhaGFixiuoksp8b/zDr4VK4HQ+0riT/4L+9D2rdMAGkQzh0RZl4N0TbdhH53Llx/7h+ryeP3Iqwgp\nSI1L5cbR38Gld//9SNNgbEr4CQZFUU4PEUcVhmHw2GOPsXr1aiorK9uODxgwgOuvv55ly5ahn+Yp\n1qczKSXC40FUVSHrG0L/t9cDhhnaX95S/bM3g9hYEo2NBDZvxr9xE7K+vu24PmQI7qvm4zwv8qJt\n3WYY2Pr2wXXeeRH9vUopKW0qpaipEF3TowrSLWGxvnAdOytDLV36OPuwcNT1DEmMbLLgZKYw6R+X\nQm5yruqFqiiKonwjWBUVBD//HGmYMV9Fl4EA3ueeI/jRNgD0kSNJ+q+7sPXtG/b8GtHEUVGBna69\nD2tS4Bgzrl0m36G6Q7x2UpB+85hbY9I+zRQmE9W+dEU57UUcWfzhD3/grbfe4pprrmHkyJG43W48\nHg87d+7k8ccfp76+nv/3//5fT4z1rCMNI5S2XlmF8HqQXm9opdy0QjPBLb+wNbsD7LGbFf46mIWF\n+De8F9p/3tIDHcAxYQKuOZeHWpD0clAppQTTjKo3uifYxOG6I/gtX9Sr6Cf8J1h95DXKvGUAjOgz\nkmtzrot6PzqAIQyGJA5lRN8RUd9DURRFUc4UwucjuGsXoq4OzemK+WS/VVOD56+PYhWF9pk7zj2X\nxP9Y2uHEfqlVS5Gow6l1LQiWloVj7Jh2kwuH6w7x2pFVCClIcadw85hbSXR2P3vVFAaZ/bJJdKo2\nrYpyuuv0t5kQAtuX+jdu2bKFP//5z8ycOfOU47fffjuPPPIIK1asUIF6B4ziYmRNDcLbjGz2hnqX\nSwlud1uQqjmccGbH5G2kz0fgk08IbN6CdezYFx+4XbhmzMA9ezb6wIFfz+AMA1tSEs7zpmKLoIq8\nJS0K6guo8lbi0B1RB+n7a/bx9rG3CFqhqvYXDr6IizMu6VaauilMsvplMzDha/o7VRRFUZReIoXA\nzMvDKDgGDgeaM/aZhsb+/Xie+BvS6wVNI+66a3FfdVXYHulSSo6KSmpEU5eDdCwLR05Ou2K5h08c\n5tWTg/SxsQnSLWGRFj9AvScoyhmi0yjj+uuv5w9/+AOjR49uO6ZpGu4OipT16dOnrRWU0p555Eho\ntRw4XXuXd5eUEuvYMQKbtxD45GPwB9o+s6Wn4758Nq4ZM3qvxVqY8dEyex3pKnpVcxXH6guQSBx6\ndLMpQSvIu8ffYW/1HgDi7fF8K+sasrvRHx3AEiZjUsaS7E7u1n0URVEU5XRnFhdjHDyINK2Yp7lD\naBLAv/YdfK++ClKixceT8J/fxzlxYtjzLSk4YJXSLP04urqSbhrYMzOx9T214vqB2v28kb8aIQX9\n3f25eeytJMVg9VtKSZw9nux+kbecVRTl69FpoJ6cnMz111/PkiVL+PGPf4zT6WTGjBn87Gc/Y8mS\nJWRmZuJ2u/F6vezatYvnn3+eq666qrfGrpxGRGMjwU8+IbBlC1ZxyRcf6DrOKefguvhi7GPGhJ2F\n7i0yGMSW0h/XlCkR7UX3Gl6O1B3Ba3pw2BxoRJeiX+4tZ/WR16jz1wGhVPdrshd06wEspUTTNCan\nT1E90hVFUZSzmlVbR/DzveDxhrYI9kBNG9HYiPfppzE+3weAPnQoiT/+EXp6etjzfSLIQasEgcQe\nSZA+fDh6Ssopx3dVfsbbx94CaFtJj0WQDqGFtvFpvb/NUFGU6HX6G+6ZZ55h9erV/PGPf2TdunU8\n8MAD/PKXvyQ+Pp6nn36ampqatnNTU1O5+eabueuuu3p80MrpQQYCBHfvIbjtI4x9+9t6nwPYBg7E\ndfEsXBdeiK3P19ufU1oWmk3Dec5k7EO6XqTNFCZH649S01yNQ3dE1RcdQm3StpdtY0vJZixpYdNs\nXDz0EqYPvrBbD0xLWMTZ3YxPm6jarymKoihnLcvjwfj8c0RNDZrLDT2wig4tqe5PPY1saADAOX06\nCbff1uHkfp3wkC8q0DVblyfxpWViHzKkXeC/vWwb7xVtAGBgwkAWj76pWzVrTmYJk8npU9S7gqKc\nYb7yX+y1117LrFmz+P3vf8+SJUtYuHAhv/jFL/j5z39OY2Mjzc3NxMXF0beDypfK2aV1T1hg2zaC\nO3aC3//Fh04nzqnnhlbPc3JOi1lbGQigZ2TgnDC+y33RhRQUNxZR5inFpulRp7kD1PpqePPom5R5\nSgHo5+rHtdkLGZIUfVV3ANMySI1PIyd51Gnx96woiqIosSZ8Poz9+7HKK9BcrlCQ3gOkaeJ7fTX+\ntWtDtYNcLhJuvQXXRRd1eE2RVUOZrMMRQV1maVnYBwxEHzz4i2NSsrnkfT4s/QCAjKRh3JB7I257\nbH5Ws2VrnMq6U5QzT5d+u/Tv358///nPLFiwgPvvv58rr7ySX//618ybN48+X/NqqdLzpBCYhw8T\n3LGT4M4dyPqGLz7UNBzjx+GcPh3nOeecPvvug0FISsI1/QL0pK6ljUkpqfRWUNhYhJAWejdmnqWU\nfFrxCZuKNmLKUJX7yenncPmwObjs3St4Y1gGw/uOYGhS+N6tiqIoinImk8EgwQMHsIpLweno0Za0\nVmkpnmf+3lb0Vh82jMRlP+iw2K0lBXlWGR7pw6FF8J5gmtgHDkDP+OLZLaTg3WPv8FnVTgCy+mXz\n7Zzru7VAcDJDGGT1zVL1axTlDBVRJDJr1izWrFnDQw89xPLly7n00ku57777SO9g345y5pKmiXno\nEMFPdxDctQvZ2HjK5/qIEbimT8c57fwO+4h+HaRpouk27JMm4sjI6PJ1Nc01HG88jmEF0W06elcr\ntoZxwn+CNUffpKgp1Mol0ZHEVZlXk53cvQIuUkoEgvFp4+nr6teteymKoijK6aYtQC8tBd2O5uqZ\nFHdoKRj37rv4Xnu9rW2sa87lxC9ahOYIHyh7hJ9DVhkygv3oAJgmtgED0E96LwlaQV4/8hr59UcA\nGNN/LAuyr41Zb3NTmAxJHMrAxEExuZ+iKL0v4iXD+Ph4fvWrX/Gtb32LX/3qV1x11VXcfffdLF68\nuCfGp/Qi6fdjHDhIcNcujF27Qu1ITqJnDMU5dSrO885DH3R6/eKXUoJhYB85Asfo0V1Oc6/z13K8\noRCf2YzD5ujWA9ISFp9UfMyWks2YIvTQn5A6gTkj5hFn717KmSUsXHYX41Mm4LT33IuLoiiKovQ2\n6fcTPHgQq7QM7PZQq9oeZJWX433m75hHjwJgS04m4Y4lOMaP7/CaUquOY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h3Th6AlLBy6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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ae7677ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotSmoothFuncs(logFuncDf,['G','A'])\n",
    "#plt.savefig('../figures/fittedFuncViolenceGenPop.png',dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plot curve parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get a new column indicating group membership"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A004\n",
      "G002\n",
      "G011\n",
      "G013\n",
      "G016\n",
      "G025\n",
      "K003\n",
      "K004\n"
     ]
    }
   ],
   "source": [
    "groupCol = []\n",
    "for entry in paramsDf.index.levels[1]:\n",
    "    try:\n",
    "        paramsDf.ix[entry[0]].ix[entry]\n",
    "        groupCol.append(labelCoding[entry[0]] )\n",
    "    except:\n",
    "        print entry # previously eliminated cases are excluded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "paramsDf['group'] = groupCol"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Table now has new column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">F</th>\n",
       "      <th colspan=\"4\" halign=\"left\">M</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>guess</th>\n",
       "      <th>lapse</th>\n",
       "      <th>slope</th>\n",
       "      <th>threshold</th>\n",
       "      <th>guess</th>\n",
       "      <th>lapse</th>\n",
       "      <th>slope</th>\n",
       "      <th>threshold</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">A</th>\n",
       "      <th>A001</th>\n",
       "      <td>0.106096</td>\n",
       "      <td>0.045968</td>\n",
       "      <td>30.023075</td>\n",
       "      <td>0.538619</td>\n",
       "      <td>0.060214</td>\n",
       "      <td>-0.032920</td>\n",
       "      <td>8.437888</td>\n",
       "      <td>0.527474</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A002</th>\n",
       "      <td>0.128144</td>\n",
       "      <td>0.050533</td>\n",
       "      <td>11.404248</td>\n",
       "      <td>0.515501</td>\n",
       "      <td>0.141569</td>\n",
       "      <td>-0.056500</td>\n",
       "      <td>6.744358</td>\n",
       "      <td>0.556187</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A003</th>\n",
       "      <td>-0.041611</td>\n",
       "      <td>0.187950</td>\n",
       "      <td>5.700279</td>\n",
       "      <td>0.485627</td>\n",
       "      <td>-0.037189</td>\n",
       "      <td>-0.202456</td>\n",
       "      <td>5.246829</td>\n",
       "      <td>0.693392</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A005</th>\n",
       "      <td>0.262098</td>\n",
       "      <td>-0.017575</td>\n",
       "      <td>11.898831</td>\n",
       "      <td>0.471887</td>\n",
       "      <td>0.230314</td>\n",
       "      <td>-0.026271</td>\n",
       "      <td>10.781355</td>\n",
       "      <td>0.476161</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A006</th>\n",
       "      <td>0.035116</td>\n",
       "      <td>-0.034113</td>\n",
       "      <td>5.780194</td>\n",
       "      <td>0.607114</td>\n",
       "      <td>0.249233</td>\n",
       "      <td>0.046546</td>\n",
       "      <td>10.672619</td>\n",
       "      <td>0.509249</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               F                                        M            \\\n",
       "           guess     lapse      slope threshold     guess     lapse   \n",
       "A A001  0.106096  0.045968  30.023075  0.538619  0.060214 -0.032920   \n",
       "  A002  0.128144  0.050533  11.404248  0.515501  0.141569 -0.056500   \n",
       "  A003 -0.041611  0.187950   5.700279  0.485627 -0.037189 -0.202456   \n",
       "  A005  0.262098 -0.017575  11.898831  0.471887  0.230314 -0.026271   \n",
       "  A006  0.035116 -0.034113   5.780194  0.607114  0.249233  0.046546   \n",
       "\n",
       "                            group  \n",
       "            slope threshold        \n",
       "A A001   8.437888  0.527474     2  \n",
       "  A002   6.744358  0.556187     2  \n",
       "  A003   5.246829  0.693392     2  \n",
       "  A005  10.781355  0.476161     2  \n",
       "  A006  10.672619  0.509249     2  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paramsDf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the curve parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Only the threshold value:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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//oKPjw8++eQThISEQCqVYunSpZg1axYcHR0RGxuLoUOHol27dvD19UWfPn0Q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McXefHb59mfth8Au2Gnc+2b+UPLP7J40WKq3VqNk9l53+CdtT9tH6Zx8fs4iVyMX375hT179tC/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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ae26bf850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8))\n",
    "\n",
    "for i,fGender in enumerate(['M','F']):\n",
    "    ax = fig.add_subplot('12'+str(i+1))\n",
    "\n",
    "    sns.boxplot(x='group',y=(fGender,'threshold'),data=paramsDf,\n",
    "                width=0.4,linewidth=1,color='white',whis=True,notch=True,fliersize=0,ax=ax)\n",
    "    sns.stripplot(x='group',y=(fGender,'threshold'),data=paramsDf,\n",
    "                  jitter=True, edgecolor='white',palette=myPal,size=9,linewidth=1,ax=ax)\n",
    "    \n",
    "    if fGender == 'M':\n",
    "        ax.set_title('Male Faces')\n",
    "    else :\n",
    "        ax.set_title('Female Faces')        \n",
    "        \n",
    "    ax.set_ylim(0,1)\n",
    "    ax.set_xticklabels(['Violence\\nOffenders','Child\\nMolesters','General\\nPopulation'],fontsize=15)\n",
    "    ax.set_xlabel('')\n",
    "    if i==0:\n",
    "        ax.set_ylabel('Anger Threshold')\n",
    "    else:\n",
    "        ax.set_ylabel('')\n",
    "    sns.despine()\n",
    "    plt.yticks(np.arange(0,1.01,0.1), [str(a)+'%' for a in  np.arange(0,101,10)])\n",
    "\n",
    "#plt.suptitle('Threshold of fitted function',fontsize=20, position=(0.51,1.1))\n",
    "plt.tight_layout()\n",
    "#plt.savefig('../figures/thresholdPic.png',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All curve parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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iInVTaGgoq1atIiMjA19fXwCKiopYt24dgYGBtGnTpsxxe/fuZcqUKTz++OMq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X9WzSS7Vca1kjLgDAAdm8+Zuenq7s7Gw1b97cYi44OFhms1nJyck31fzd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\nCmLDhg2kp6fj5OSEVqslc9pTqBISAFAcPw4aDdbP/VPvOG1JCchkSExMsH3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2952Ao87I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aXSarUcPHiQgQMH1qn8nFySM7TTMOhk4phMzvIR77Hrwg/kleUzym8U3dzD0LppSUpK4uLF\ni3Ve6djWiHFu6yTZ2OD6/kryXngJbW4uVhERWEVGUrj8Xf05Zb/+hurnX0xeb92/H57bm2ZSUHs1\nuVcnfFxsOXT+OkFeDozv0T4alDaVYJcuyHQytNLtmdIanYaP132Mg8Ywz7B69eoa79VWZlbXK/l7\n8eJFdu3aRXZ2NiqVyuQ5kiTx97//vUmCay8cHBzw9vYmNTWV0NBQtAUFSDY2tS8r1mjQFRsuA9IW\n3F4+kZ2djUajoWPHjs0RdquVlpZGUVFRjUsHP/wpkat5lX+HC0rVvLvjHNsWjeS9B3vx89kreDrZ\nMGdI53oNfD09PQkODubo0aOMHDmy0T9HayNJEl5eXrWfWAeFhYVNdq/2bt68eUiShE6nQ5IkEhIS\nzB2SIAiCRXB3d2fr1q1ER0dz7NgxMjIyUKlUKJVKvL296d27N5MnT9a/8F28eHGzlHzIyMjgoYce\nws/PjxUrVuDo6MimTZt46qmn+PTTT6ttalJUVMTs2bNRKBQsWbIEb29vfv75Z1577TVKS0uZM2dO\nk8faWmiLi5Hs7AxmQ2pu3kRmb49kgS/oGyIlJYWioiLGjRtnsN/BxooKtZZNR9KJz8ynV4Ar9/Tz\na1Ay2MXFhcjISPbv38+UKVMscnZqdZKSkpDL5U3WZNfZ2pkHwx4y2CeTyRgyZAj79+/Hz8+vXpOI\n2goxzm29bCdO5IfcXEoyM1E5ORHy2z7ubkN/YMsWGDjAYpJnrU2fzm706Wy5PYeak0yS8YeA0fpy\nO1BZC/iZR55BLpObMbLmU+ffEN9//z0vv/wyWq1xDZE7ieRvw4SFhXHm8GE8VqxEtftnJEdHnF97\nFft5pmdOQmXNSbv776fkyy/1++zn3j6/qtFbexpolZeXc/jwYUaPHl1jXdhLNw2T5tcLy1CVaxgZ\n5s3IsIZ/cevXrx+bN2/mypUrdOgg3r4JzW/58uXmDkEQBMFiyWQyxo8fz/jx42s9t7lq/X766aeU\nl5fz+eef62do9u3bl5SUFN57771qk7/r1q3j2rVrbN26lW7dKhvY9unTh0uXLvHhhx8ya9asOs1I\nbEvUmVkMXrOOK2/9DXnnAFz/8QFWXbuS8+SfKIuJQXJywvnNN7B/8EFzh2pWJSUlHDlyhIkTJyKX\nG3/JXbEznu9PZwIQHXeVK7mlPN3ALvI9e/YkLS2NhIQEwsPDGxV3W6FSqThx4gSTJk0y+B6Wo8rB\nRm6DnVXdy/EdzIzhu/ObUWs1/DH4j4ztbPgs6tSpEx4eHpw5c4Z+/fo12c/QWohxbut23+zZ+v+u\nGDWK7AmToLyylKJkZ8foZW+h6GRiOrsgtAJPRC4E4NiVo3R06MjjkQstNvEL9Uj+/utf/8LZ2Zk3\n3niD0NBQi1zWbk5+fn5cfustVLsrl0boCgrIe20x1qP/oH9ganNzUV++jFV4ONKtN7suf38bZY/u\nlMfGYj1kMHb3VDYHKCsr4+LFi62mflpLOXHiBL6+vrUmXkeEevHd8cv67T6dXbG3afzbcqVSyeDB\ng4mJiWHmzJkmB9SCsQpNBQXlBbjb1t7hWzB0zz331H6SIAiCUCetcYlxdHQ0AwcO1Cd+oXKyxeTJ\nk/nggw9ITk4mJCTE6LpffvmFoKAgfeK3ytSpU/n11185dOgQo0aNau7wW1T+0qW4Xa4c32kuppP7\nl79iM2UyZTExwK3x9auLsRk7FrmHhzlDNRudTkdMTAyhoaF4ehp3LtdodeyKzTLYt/NMZoOTvzKZ\njFGjRvH999/j5+fXLhrpnThxgsDAQDxu/R1TqVWsOPYuJ6+dQClTcn+3B5kVWnsd4EsF6aw6tgIt\nlZOvPj79ET4OHejuYdhIa/DgwXz33XeEhoZa3J+vGOe2HVZdu+KxOYrideuQFArs/+8xkfgVWjUb\nhQ1/7fusucNoMXXOdmVkZPDSSy8xefLk5oyn3ZLJZHQouquTq1aLOjEJRadOFH/9DXmvvw6qMiRb\nW6xH/wGnF1/AKiQE+3lzubsl2fnz5/H3929XSfobN26QmppapyUjf50Qiq1SzvELOXT1ceRPY42/\nNDVUYGAgSUlJnD17ll69ejXZfS3VwcwYPjv9KYUVhYS4hvDqwNdFElgQBEEwi9a2xDgrK4vCwkKT\nS8dDQkLQ6XQkJCQYJX81Gg2pqakm6+vfeZ2lJX8rzsYZbGsyM6mIM9xHeTnqCxfabfI3NTWV/Pz8\nansvyGUSzrZWBo2QXe0bN0Pc1dWVHj16sH//fottTnbq1CmuXbtGTk4OxcXFeHl5sWvXLgBOq09x\nUn0CgHJtORvj11OeUoGbrObl2rHq3/WJ3yrfHvqWy1YZRueWlZXx9ddf4+fnhyRJDBo0qF69OgSh\nKVj364t1v77mDkMQBBPqnPx1dXXF3v7uFKPQlFwnTKD04CH9tmRvj7JvH7QlJeS/uRRUZQDoSktR\n/fAjZQcP4n3gAHI3V4P7VA3ohw8f3pLhm11GRgZdunSpU8Lb2krOX8Y3bAZDbSRJomfPnpw8eVIk\nf2tRqi7l41P/pFRdCkBybjIb4zfwTDt6AycIgiC0Hq1tifHNmzeBynH43ar25eTkGB3Lz89HrVbX\neF3VvS2J9dAhlHyzSb+tCO2K7fjxlB86rN8nc3ND2aOHqcstXmlpKYcPH2bChAk1rk77y/hQ3t4W\nh0arQ6mQ8edxd1fyrL/IyEjS0tJISkoymo1uCc6fP09kZCSXL1/G39/foMTFqbQTcNc/U0dfByJc\nI4zuExMTw7BhwwBQFCg4lBxjcDzSP5IIN+PrQkNDiY6OxtnZmZycHLKzs0XyVxAEQdCrc/J3ypQp\n/Pbbb83WHbghXYxfffVVtm413SVy1KhR/Pvf/26WWJuLyyMLiI+JwefkKUrtbEkaPZqcqChs8/IY\nfVdjNwBdXj4/vf46mb0iTd7Pza39Ff+uqc5vS2otcbR2N0pu6BO/VS4VpJspGqE2KSkpLFq0iPPn\nz7NhwwaD5dCW9jw2RXPtGqU7f0BycMD2j9OQ2dqaOyRBEJpYa1tiXFZW+eLfVG1eKysrAJNNmMtv\n1Vys6bqqe1sS5zeXcD4+Hv+sK1iFheH89t9QBAWiLSigdNt25B074vTaK0jt9Pl98OBBQkJCam26\nOymyI307u5F4pYDuvs64OVjXeu/c4nIcbRQo5KbHwDKZjJEjR/LDDz/g6+uLg4ODyfPaspKSEtzd\n3Rk/frzBd4GRslEcyzmq37aR2zCq2x9wsnYyukdRURH+/v4A+ONPFpl8n7odrU7L2IBxTI+cgUwy\n/Wc8fvx4jh07ZlAiRhAEQRCgHsnfRYsW8dprr/Hmm2/y8MMPExAQ0GQdRRvaxRjAy8uLf//73+h0\nOoP9Tk7Gv0xbuytXrnB1ymSGrvkfkiRx55yE7N/2UfF7rNE1o0aOwP6BB4z2R0dHk5KSQkSE8Zth\nQWgtOjl2wsfeh6vFV/X7+vpYXrMKS7Bp0yaWL1+Ok5NTtcs1Lel5fDd1ejrZk6eiy8sDoPh/a/D8\n4XukW0kUQRCE5lC1mqmiosLoWFWC19SKJ2tr6wZd15apL1+m6N//QaZW47JqJbbjxuqPOT2/CKfn\nF5kxOvO7cOECN2/erHOpDy9nG7yca/87kp2v4pVNZ4jPzMfN3opXpkUwoprmye7u7kRERHDgwAEm\nTpxoceUfzpw5w5QpU4wmgQzzHU5+eT6/XPwZR6Ujs7s9ZDLxa8r87gu4v9sD6HS6WhvFBQQEEB8f\nz8WLF/Hz82vwzyEIgiBYnmqztz179jT6hSxJEmVlZURFRVV7Q0mSiI+Pr1cQDe1iDJWzFyylc2x8\nfDxhYWGgVlN29BgyNzeswsMAcF+7hvx3V6DauRNdSYn+mrxXF2PVJQRl3z4G9woPD+fgwYOEh4db\n3MBKsBwyScYbg99kXdxasoqyGNhhUJ0aYAgt6/jx4/z973/n1VdfpaysjHfffdfkeZb0PL5b8cYv\n9YlfgIpz51D9+hu248eZMSpBqLuknCR+v36GYOdg8ZKtDalqyGWqtMONGzcATM7idHZ2RqlUmryu\nqtyDqWZfbZWurIwbM+9Dk5VFRyBnwSO4b1iPzejqVxC2N8eOHWPEiBFNNnmnyie/JBGfmQ9ATnEF\nL31zhkdHBvHEaNP9NHr16sW3337LlStX6NixY5PGYm5BQUH4+PiYPDYlaCpTgqY26L62irrNVJck\niSFDhvDtt9826HMEobHKT55CW1yE9ZAh+gb1giC0DtX+i4yMNF1KoDk0tIuxJSkpKSEzM5NhYWFc\nGzUazcWLANjdPwvXf3yA3Nsbt3+8T/kj87k+acrtC8vKKFqzBre7kr8dOnRAq9Vy7dq1agchlsba\n2ppTp06RnJxs7lDQaDR06NDB3GG0ChqthtPZp9DotPTx7oOVzHCmpK+jH68PXmKm6IS6cHV15Ztv\nviEsLIwvvvjC3OGYx12zmSv3aY33CUIrFJ3+Cx+f+qd++56QmSzo/qgZIxLqytvbG1dXV5KSkoyO\nJSYmIkmSyVVeMpmMrl271nhd9+7dmyVmcyg7cgRNVpbBvpItW0Ty9y779u1r8tJkJ1IdAcP6wWv2\nXaA4/Xc62mlMXlNsopxdWzds2LBWUXLPxcWFiRMntopYhPZDp9WS88hjqKKjAVCEhOCx5TvUqSmo\nk1OwHjkCRadOZo5SENq3apO/GzZsaJEAGtrF2NIkJSURFBRE+foN+sQvQEnUZuwfWYCyZ8/KHaYG\nbCaSEpIkERYWRkJCQrtJ/nbr1k1fI6uxdu7cydSpDXs7X6VqyWV7VqYp47X9r5CSV5mQ93P0572R\nK80cVftVXl6u/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KBBZo1DEARBEITm4WHrQT/v/py4dly/7+EeD5OWn0ZG4WX6+Qzg/tAH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\nz2qy8Ft78yYEV1eu7CCTZiOzwUzlbHx2+hOIEGErs8VM5SypwyIiI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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6af114d950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,12))\n",
    "i = 1\n",
    "for fGender in ['M','F']:\n",
    "    for param in ['threshold','slope','guess','lapse']:\n",
    "\n",
    "        ax = fig.add_subplot(int('24'+str(i)))\n",
    "\n",
    "        sns.boxplot(x='group',y=(fGender,param),data=paramsDf,\n",
    "                        width=0.4,linewidth=1,color='white',whis=True,notch=True,fliersize=0,ax=ax)\n",
    "        sns.stripplot(x='group',y=(fGender,param),data=paramsDf,\n",
    "                          jitter=True, edgecolor='white',palette=myPal,ax=ax)\n",
    "        sns.despine()\n",
    "        \n",
    "        i+= 1\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### inferential statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def makeMannUTests(df):\n",
    "    bigDf = pd.DataFrame()\n",
    "    d = {}\n",
    "    for comp in [('G','K'),('G','A'),('K','A')]:\n",
    "        for variable in df.columns:\n",
    "            group1 = df.ix[comp[0]][variable]\n",
    "            group2 = df.ix[comp[1]][variable]\n",
    "            U,p = stats.mannwhitneyu(group1,group2)\n",
    "            if p<0.05:\n",
    "                thisSig = '*'\n",
    "            else:\n",
    "                thisSig = 'n.s.'\n",
    "            d[variable] = {'U':round(U,2),'p':round(p,3),'sig':thisSig}\n",
    "        thisDf = pd.DataFrame(d)\n",
    "        thisDf = thisDf.reindex_axis(['U','p','sig'], axis=0)\n",
    "        thisDf.index = [ [comp[0]+' > '+comp[1]]*len(thisDf.index),thisDf.index ]\n",
    "\n",
    "        bigDf = pd.concat([bigDf,thisDf])\n",
    "    return bigDf.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">G &gt; K</th>\n",
       "      <th colspan=\"3\" halign=\"left\">G &gt; A</th>\n",
       "      <th colspan=\"3\" halign=\"left\">K &gt; A</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>U</th>\n",
       "      <th>p</th>\n",
       "      <th>sig</th>\n",
       "      <th>U</th>\n",
       "      <th>p</th>\n",
       "      <th>sig</th>\n",
       "      <th>U</th>\n",
       "      <th>p</th>\n",
       "      <th>sig</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>guess</th>\n",
       "      <td>197</td>\n",
       "      <td>0.131</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>252</td>\n",
       "      <td>0.169</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>89</td>\n",
       "      <td>0.763</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lapse</th>\n",
       "      <td>193</td>\n",
       "      <td>0.168</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>218</td>\n",
       "      <td>0.64</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>78</td>\n",
       "      <td>0.417</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>slope</th>\n",
       "      <td>206</td>\n",
       "      <td>0.072</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>207</td>\n",
       "      <td>0.862</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>64</td>\n",
       "      <td>0.144</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threshold</th>\n",
       "      <td>114</td>\n",
       "      <td>0.249</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>104</td>\n",
       "      <td>0.011</td>\n",
       "      <td>*</td>\n",
       "      <td>79</td>\n",
       "      <td>0.444</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          G > K              G > A              K > A             \n",
       "              U      p   sig     U      p   sig     U      p   sig\n",
       "guess       197  0.131  n.s.   252  0.169  n.s.    89  0.763  n.s.\n",
       "lapse       193  0.168  n.s.   218   0.64  n.s.    78  0.417  n.s.\n",
       "slope       206  0.072  n.s.   207  0.862  n.s.    64  0.144  n.s.\n",
       "threshold   114  0.249  n.s.   104  0.011     *    79  0.444  n.s."
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "makeMannUTests(paramsDf['M'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">G &gt; K</th>\n",
       "      <th colspan=\"3\" halign=\"left\">G &gt; A</th>\n",
       "      <th colspan=\"3\" halign=\"left\">K &gt; A</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>U</th>\n",
       "      <th>p</th>\n",
       "      <th>sig</th>\n",
       "      <th>U</th>\n",
       "      <th>p</th>\n",
       "      <th>sig</th>\n",
       "      <th>U</th>\n",
       "      <th>p</th>\n",
       "      <th>sig</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>guess</th>\n",
       "      <td>193</td>\n",
       "      <td>0.168</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>244</td>\n",
       "      <td>0.245</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>90</td>\n",
       "      <td>0.798</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lapse</th>\n",
       "      <td>157</td>\n",
       "      <td>0.833</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>167</td>\n",
       "      <td>0.385</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>76</td>\n",
       "      <td>0.365</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>slope</th>\n",
       "      <td>179</td>\n",
       "      <td>0.355</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>229</td>\n",
       "      <td>0.446</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>98</td>\n",
       "      <td>0.944</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>threshold</th>\n",
       "      <td>133</td>\n",
       "      <td>0.592</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>137</td>\n",
       "      <td>0.095</td>\n",
       "      <td>n.s.</td>\n",
       "      <td>74</td>\n",
       "      <td>0.318</td>\n",
       "      <td>n.s.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          G > K              G > A              K > A             \n",
       "              U      p   sig     U      p   sig     U      p   sig\n",
       "guess       193  0.168  n.s.   244  0.245  n.s.    90  0.798  n.s.\n",
       "lapse       157  0.833  n.s.   167  0.385  n.s.    76  0.365  n.s.\n",
       "slope       179  0.355  n.s.   229  0.446  n.s.    98  0.944  n.s.\n",
       "threshold   133  0.592  n.s.   137  0.095  n.s.    74  0.318  n.s."
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "makeMannUTests(paramsDf['F'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlate with AFAS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "get the AFAS data, clean up and merge:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "afasDf = pd.read_csv('../outputs/meanAFAS.csv',index_col=[0,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for elim in eliminated:\n",
    "    afasDf.drop([elim],level=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "assert ( afasDf.index == paramsDf.index ).all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mergeDf = pd.DataFrame([ afasDf['Overall'], paramsDf['M']['threshold'], afasDf['group'] ]).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 4)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TNSNWmN999908/PDDua8VReEf/uEfcl//53/+J5ZlYZomQ0txeb1e7rvvPu666y7+8R//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\nbUGWqWe+Iq8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6af5867450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QEBDgz3a1OzV7EMVmCzkFJVRYHcR3DSKui5Ft2Wcpt9ROZy6rtLH8q6O8+fUx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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f6ad75c8a50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"Overall\", \"threshold\", data=mergeDf, kind=\"reg\",\n",
    "              xlim=(0, 4), ylim=(0, 1),stat_func=None,\n",
    "              scatter_kws={\"s\": 70,\"edgecolor\":\"white\",\"linewidth\":1}\n",
    "             )\n",
    "\n",
    "#plt.savefig('../figures/afasThreshCorrelationAll.png',dpi=300)\n",
    "\n",
    "\n",
    "sns.lmplot(x=\"Overall\", y=\"threshold\", data=mergeDf,hue=\"group\",ci=None,truncate=True,palette=myPal,\n",
    "           scatter_kws={\"s\": 70,\"edgecolor\":\"white\",\"linewidth\":1}\n",
    "          )\n",
    "plt.ylim(0,1);plt.xlim(0,4)\n",
    "#plt.savefig('../figures/afasThreshCorrelationGroups.png',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r: -0.271747990354 p: 0.049022490739\n"
     ]
    }
   ],
   "source": [
    "r, p = stats.spearmanr(afasDf['Overall'], paramsDf['M']['threshold'])\n",
    "print \"r:\",r,\"p:\",p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r: -0.378826197719 p: 0.00515447315191\n"
     ]
    }
   ],
   "source": [
    "r, p = stats.pearsonr(afasDf['Overall'], paramsDf['M']['threshold'])\n",
    "print \"r:\",r,\"p:\",p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Facilitative\n",
      "Spearman r: -0.221010906663 p: 0.11175521498\n",
      "Pearson r: -0.355250849129 p: 0.00904502534878\n",
      "\n",
      "Appetitive\n",
      "Spearman r: -0.295655082027 p: 0.0316041082614\n",
      "Pearson r: -0.384477110938 p: 0.0044769476685\n",
      "\n",
      "Overall\n",
      "Spearman r: -0.271747990354 p: 0.049022490739\n",
      "Pearson r: -0.378826197719 p: 0.00515447315191\n"
     ]
    }
   ],
   "source": [
    "for scale in afasDf.columns[:-1]:\n",
    "    print \"\\n\",scale\n",
    "    r, p = stats.spearmanr(afasDf[scale], paramsDf['M']['threshold'])\n",
    "    print \"Spearman r:\",r,\"p:\",p\n",
    "    r, p = stats.pearsonr(afasDf[scale], paramsDf['M']['threshold'])\n",
    "    print \"Pearson r:\",r,\"p:\",p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Export threshold parameters to JASP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A004\n",
      "G002\n",
      "G011\n",
      "G013\n",
      "G016\n",
      "G025\n",
      "K003\n",
      "K004\n"
     ]
    }
   ],
   "source": [
    "jaspParams = paramsDf.copy(deep=True)\n",
    "jaspParams.columns = jaspParams.columns.reorder_levels([1,0])\n",
    "jaspParams = jaspParams['threshold'].copy(deep=True)\n",
    "\n",
    "group = []\n",
    "for x in jaspParams.index.levels[1]:\n",
    "    try:\n",
    "        jaspParams.ix[x[0]].ix[x]\n",
    "        group.append(labelCoding[x[0]])\n",
    "    except:\n",
    "        print x\n",
    "\n",
    "jaspParams['group'] = group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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></th>\n",
       "      <th>F</th>\n",
       "      <th>M</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">A</th>\n",
       "      <th>A001</th>\n",
       "      <td>0.538619</td>\n",
       "      <td>0.527474</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A002</th>\n",
       "      <td>0.515501</td>\n",
       "      <td>0.556187</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A003</th>\n",
       "      <td>0.485627</td>\n",
       "      <td>0.693392</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A005</th>\n",
       "      <td>0.471887</td>\n",
       "      <td>0.476161</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A006</th>\n",
       "      <td>0.607114</td>\n",
       "      <td>0.509249</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               F         M  group\n",
       "A A001  0.538619  0.527474      2\n",
       "  A002  0.515501  0.556187      2\n",
       "  A003  0.485627  0.693392      2\n",
       "  A005  0.471887  0.476161      2\n",
       "  A006  0.607114  0.509249      2"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jaspParams.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "jaspParams.to_csv('../outputs/thresholdJASP.csv')"
   ]
  }
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