{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "  var password,\n",
       "      teacher_mode,\n",
       "      isHtml;\n",
       "      \n",
       "  var class_output,\n",
       "      class_input,\n",
       "      class_answer;\n",
       "      \n",
       "  function code_toggle(e) {\n",
       "    var orig_e = e;\n",
       "    while (!e.closest(class_output).previousElementSibling.classList.contains(class_input)) {\n",
       "      e = e.closest(class_output).previousElementSibling;\n",
       "    }\n",
       "    var target = e.closest(class_output).previousElementSibling;\n",
       "    if (target.getAttribute(\"style\") == \"\" || target.getAttribute(\"style\") == null) {\n",
       "      target.style.display = \"none\";\n",
       "      orig_e.innerHTML = 'show code';\n",
       "    }\n",
       "    else {\n",
       "      target.style.removeProperty(\"display\");\n",
       "      orig_e.innerHTML = 'hide code';\n",
       "    }\n",
       "  }\n",
       "  \n",
       "  function hide_answer(e) {\n",
       "    var target = e.closest(class_answer).nextElementSibling;\n",
       "    //e.closest(class_output).previousElementSibling.style.display = \"none\";\n",
       "    if (target.getAttribute(\"style\") == \"\" || target.getAttribute(\"style\") == null) {\n",
       "      target.style.display = \"none\";\n",
       "      e.innerHTML = 'show answer';\n",
       "    }\n",
       "    else if (teacher_mode) {\n",
       "        e.innerHTML = 'hide answer';\n",
       "        target.style.removeProperty(\"display\");\n",
       "    }\n",
       "  }\n",
       "  \n",
       "  function done() { \n",
       "    document.getElementById(\"popup\").style.display = \"none\";\n",
       "    var input = document.getElementById(\"password\").value;\n",
       "    if (input==password) { teacher_mode=1; alert(\"Unlocked!\");}\n",
       "    else { teacher_mode=0; alert(\"Wrong password!\");}       \n",
       "  };\n",
       "\n",
       "  function unlock() {\n",
       "    document.getElementById(\"popup\").style.display = \"block\";\n",
       "  }\n",
       "  \n",
       "  $(document).ready(function() {\n",
       "    $.ajax({\n",
       "      type: \"GET\",  \n",
       "      url: \"https://raw.githubusercontent.com/ming-zhao/ming-zhao.github.io/master/data/course.csv\",\n",
       "      dataType: \"text\",       \n",
       "      success: function(data)  \n",
       "      {\n",
       "        var items = data.split(',');\n",
       "        var url = window.location.pathname;\n",
       "        var filename = url.substring(url.lastIndexOf('/')+1);\n",
       "        password='123';\n",
       "        for (var i = 0, len = items.length; i < len; ++i) {\n",
       "            if (filename.includes(items[i].trim()) && i%2==0 && i<items.length) {\n",
       "                password=items[i+1].trim();\n",
       "                break;\n",
       "            }\n",
       "        }\n",
       "        var code_blocks = document.getElementsByClassName('nbinput docutils container');\n",
       "        if (code_blocks[0]==null) { \n",
       "            isHtml=0;\n",
       "            code_blocks = document.getElementsByClassName('input');\n",
       "            class_output=\".output_wrapper\";\n",
       "            class_input=\"input\";\n",
       "            class_answer='.cell';\n",
       "        }\n",
       "        else { \n",
       "            isHtml=1;\n",
       "            class_output=\".nboutput\";\n",
       "            class_input=\"nbinput\";\n",
       "            class_answer=\".nboutput\";\n",
       "        }\n",
       "        \n",
       "        for (var i = 0, len = code_blocks.length; i < len; ++i) {\n",
       "          if (\n",
       "              code_blocks[i].innerHTML.indexOf(\"toggle\") !== -1 \n",
       "              || code_blocks[i].innerHTML.indexOf(\"button onclick\") !== -1\n",
       "             ) {\n",
       "            code_blocks[i].style.display = \"none\";\n",
       "          }\n",
       "        }\n",
       "        for (var i = 0, len = code_blocks.length; i < len; ++i) {\n",
       "          if (code_blocks[i].innerHTML.indexOf(\"hide_answer\") !== -1) {\n",
       "            code_blocks[i].style.display = \"none\";\n",
       "            if (isHtml) {\n",
       "              code_blocks[i].nextElementSibling.nextElementSibling.style.display = \"none\";\n",
       "            }\n",
       "            else{\n",
       "              code_blocks[i].closest(class_answer).nextElementSibling.style.display = \"none\";\n",
       "            }            \n",
       "          }\n",
       "        }\n",
       "        \n",
       "        \n",
       "      }\n",
       "    });\n",
       "  });\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<div id=\"popup\" style=\"padding-bottom:5px; display:none;\">\n",
       "    <div>Enter Password:</div>\n",
       "    <input id=\"password\" type=\"password\"/>\n",
       "    <button onclick=\"done()\" style=\"border-radius: 12px;\">Submit</button>    \n",
       "</div>\n",
       "<button onclick=\"unlock()\" style=\"border-radius: 12px;\">Unclock</button>\n",
       "<a href=\"#\" onclick=\"code_toggle(this); return false;\">show code</a>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%run ../initscript.py\n",
    "HTML(\"\"\"\n",
    "<div id=\"popup\" style=\"padding-bottom:5px; display:none;\">\n",
    "    <div>Enter Password:</div>\n",
    "    <input id=\"password\" type=\"password\"/>\n",
    "    <button onclick=\"done()\" style=\"border-radius: 12px;\">Submit</button>    \n",
    "</div>\n",
    "<button onclick=\"unlock()\" style=\"border-radius: 12px;\">Unclock</button>\n",
    "<a href=\"#\" onclick=\"code_toggle(this); return false;\">show code</a>\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show code</a>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%run loadregfuncs.py\n",
    "\n",
    "from ipywidgets import *\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "%matplotlib inline\n",
    "\n",
    "toggle()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regression Modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categorical Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The only meaningful way to summarize categorical data is with counts of observations in the categories. We consider a bank's employee data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e317ae95640a4ebdb382d98e68c814dd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Column:', options=('education', 'grade', 'years1', 'years2', 'age'…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_salary = pd.read_csv(dataurl+'salaries.csv', header=0, index_col='employee')\n",
    "interact(plot_hist,\n",
    "         column=widgets.Dropdown(options=df_salary.columns[:-1],value=df_salary.columns[0],\n",
    "                            description='Column:',disabled=False));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To analyze whether the bank discriminates against females in terms of salary, we consider regression model:\n",
    "\n",
    "$$\\text{salary} \\sim \\text{years of experience with this bank (year1)} + \\text{years of work experience prior to this bank (year2)} + \\text{gender}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>salary</td>      <th>  R-squared:         </th> <td>   0.492</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.485</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   65.93</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>7.61e-30</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:53:58</td>     <th>  Log-Likelihood:    </th> <td> -2164.5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   208</td>      <th>  AIC:               </th> <td>   4337.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   204</td>      <th>  BIC:               </th> <td>   4350.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     3</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "                     <td></td>                       <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>                              <td> 3.549e+04</td> <td> 1341.022</td> <td>   26.466</td> <td> 0.000</td> <td> 3.28e+04</td> <td> 3.81e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(gender, Treatment('Male'))[T.Female]</th> <td>-8080.2121</td> <td> 1198.170</td> <td>   -6.744</td> <td> 0.000</td> <td>-1.04e+04</td> <td>-5717.827</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>years1</th>                                 <td>  987.9937</td> <td>   80.928</td> <td>   12.208</td> <td> 0.000</td> <td>  828.431</td> <td> 1147.557</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>years2</th>                                 <td>  131.3379</td> <td>  180.923</td> <td>    0.726</td> <td> 0.469</td> <td> -225.381</td> <td>  488.057</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>15.654</td> <th>  Durbin-Watson:     </th> <td>   1.286</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  25.154</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.434</td> <th>  Prob(JB):          </th> <td>3.45e-06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 4.465</td> <th>  Cond. No.          </th> <td>    34.6</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                 salary   R-squared:                       0.492\n",
       "Model:                            OLS   Adj. R-squared:                  0.485\n",
       "Method:                 Least Squares   F-statistic:                     65.93\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           7.61e-30\n",
       "Time:                        13:53:58   Log-Likelihood:                -2164.5\n",
       "No. Observations:                 208   AIC:                             4337.\n",
       "Df Residuals:                     204   BIC:                             4350.\n",
       "Df Model:                           3                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==========================================================================================================\n",
       "                                             coef    std err          t      P>|t|      [0.025      0.975]\n",
       "----------------------------------------------------------------------------------------------------------\n",
       "Intercept                               3.549e+04   1341.022     26.466      0.000    3.28e+04    3.81e+04\n",
       "C(gender, Treatment('Male'))[T.Female] -8080.2121   1198.170     -6.744      0.000   -1.04e+04   -5717.827\n",
       "years1                                   987.9937     80.928     12.208      0.000     828.431    1147.557\n",
       "years2                                   131.3379    180.923      0.726      0.469    -225.381     488.057\n",
       "==============================================================================\n",
       "Omnibus:                       15.654   Durbin-Watson:                   1.286\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               25.154\n",
       "Skew:                           0.434   Prob(JB):                     3.45e-06\n",
       "Kurtosis:                       4.465   Cond. No.                         34.6\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:8079.39743\n",
      "\n",
      "\n",
      "ANOVA Table:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sum_sq</th>\n",
       "      <th>df</th>\n",
       "      <th>F</th>\n",
       "      <th>PR(&gt;F)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C(gender, Treatment('Male'))</th>\n",
       "      <td>2.968701e+09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.478753</td>\n",
       "      <td>1.556196e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>years1</th>\n",
       "      <td>9.728975e+09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>149.042170</td>\n",
       "      <td>4.314965e-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>years2</th>\n",
       "      <td>3.439940e+07</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.526979</td>\n",
       "      <td>4.687119e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Residual</th>\n",
       "      <td>1.331644e+10</td>\n",
       "      <td>204.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    sum_sq     df           F        PR(>F)\n",
       "C(gender, Treatment('Male'))  2.968701e+09    1.0   45.478753  1.556196e-10\n",
       "years1                        9.728975e+09    1.0  149.042170  4.314965e-26\n",
       "years2                        3.439940e+07    1.0    0.526979  4.687119e-01\n",
       "Residual                      1.331644e+10  204.0         NaN           NaN"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'salaries.csv', header=0, index_col='employee')\n",
    "result = analysis(df, 'salary', ['years1', 'years2', 'C(gender, Treatment(\\'Male\\'))'], printlvl=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The regression is equivalent to fit data into two separate regression functions. However, it is usually easier and more efficient to answer research questions concerning the binary predictor variable by using one combined regression function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "20aaa191f53840d2b1e94cb286328456",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Column:', options=('years1', 'years2', 'age', 'education'), value=…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def update(column):\n",
    "    df = pd.read_csv(dataurl+'salaries.csv', header=0, index_col='employee')\n",
    "    sns.lmplot(x=column, y='salary', data=df, fit_reg=True, hue='gender', legend=True, height=6);\n",
    "\n",
    "interact(update,\n",
    "         column=widgets.Dropdown(options=['years1', 'years2', 'age', 'education'],value='years1',\n",
    "                            description='Column:',disabled=False));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interaction Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interaction with Categorical Variable\n",
    "\n",
    "**Example**: consider salary data with interaction `gender*year1`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>salary</td>      <th>  R-squared:         </th> <td>   0.639</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.633</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   120.2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>7.51e-45</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:00</td>     <th>  Log-Likelihood:    </th> <td> -2129.2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   208</td>      <th>  AIC:               </th> <td>   4266.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   204</td>      <th>  BIC:               </th> <td>   4280.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     3</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "                        <td></td>                           <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>                                     <td> 3.043e+04</td> <td> 1216.574</td> <td>   25.013</td> <td> 0.000</td> <td>  2.8e+04</td> <td> 3.28e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(gender, Treatment('Male'))[T.Female]</th>        <td> 4098.2519</td> <td> 1665.842</td> <td>    2.460</td> <td> 0.015</td> <td>  813.776</td> <td> 7382.727</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>years1</th>                                        <td> 1527.7617</td> <td>   90.460</td> <td>   16.889</td> <td> 0.000</td> <td> 1349.405</td> <td> 1706.119</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(gender, Treatment('Male'))[T.Female]:years1</th> <td>-1247.7984</td> <td>  136.676</td> <td>   -9.130</td> <td> 0.000</td> <td>-1517.277</td> <td> -978.320</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>11.523</td> <th>  Durbin-Watson:     </th> <td>   1.188</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.003</td> <th>  Jarque-Bera (JB):  </th> <td>  15.614</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.379</td> <th>  Prob(JB):          </th> <td>0.000407</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 4.108</td> <th>  Cond. No.          </th> <td>    58.3</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                 salary   R-squared:                       0.639\n",
       "Model:                            OLS   Adj. R-squared:                  0.633\n",
       "Method:                 Least Squares   F-statistic:                     120.2\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           7.51e-45\n",
       "Time:                        13:54:00   Log-Likelihood:                -2129.2\n",
       "No. Observations:                 208   AIC:                             4266.\n",
       "Df Residuals:                     204   BIC:                             4280.\n",
       "Df Model:                           3                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "=================================================================================================================\n",
       "                                                    coef    std err          t      P>|t|      [0.025      0.975]\n",
       "-----------------------------------------------------------------------------------------------------------------\n",
       "Intercept                                      3.043e+04   1216.574     25.013      0.000     2.8e+04    3.28e+04\n",
       "C(gender, Treatment('Male'))[T.Female]         4098.2519   1665.842      2.460      0.015     813.776    7382.727\n",
       "years1                                         1527.7617     90.460     16.889      0.000    1349.405    1706.119\n",
       "C(gender, Treatment('Male'))[T.Female]:years1 -1247.7984    136.676     -9.130      0.000   -1517.277    -978.320\n",
       "==============================================================================\n",
       "Omnibus:                       11.523   Durbin-Watson:                   1.188\n",
       "Prob(Omnibus):                  0.003   Jarque-Bera (JB):               15.614\n",
       "Skew:                           0.379   Prob(JB):                     0.000407\n",
       "Kurtosis:                       4.108   Cond. No.                         58.3\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "ANOVA Table:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>df</th>\n",
       "      <th>sum_sq</th>\n",
       "      <th>mean_sq</th>\n",
       "      <th>F</th>\n",
       "      <th>PR(&gt;F)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>C(gender, Treatment('Male'))</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.149634e+09</td>\n",
       "      <td>3.149634e+09</td>\n",
       "      <td>67.789572</td>\n",
       "      <td>2.150454e-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>years1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>9.726635e+09</td>\n",
       "      <td>9.726635e+09</td>\n",
       "      <td>209.346370</td>\n",
       "      <td>4.078705e-33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C(gender, Treatment('Male')):years1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.872606e+09</td>\n",
       "      <td>3.872606e+09</td>\n",
       "      <td>83.350112</td>\n",
       "      <td>6.833545e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Residual</th>\n",
       "      <td>204.0</td>\n",
       "      <td>9.478232e+09</td>\n",
       "      <td>4.646192e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        df        sum_sq       mean_sq  \\\n",
       "C(gender, Treatment('Male'))           1.0  3.149634e+09  3.149634e+09   \n",
       "years1                                 1.0  9.726635e+09  9.726635e+09   \n",
       "C(gender, Treatment('Male')):years1    1.0  3.872606e+09  3.872606e+09   \n",
       "Residual                             204.0  9.478232e+09  4.646192e+07   \n",
       "\n",
       "                                              F        PR(>F)  \n",
       "C(gender, Treatment('Male'))          67.789572  2.150454e-14  \n",
       "years1                               209.346370  4.078705e-33  \n",
       "C(gender, Treatment('Male')):years1   83.350112  6.833545e-17  \n",
       "Residual                                    NaN           NaN  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = ols(formula=\"salary ~ years1 + C(gender, Treatment('Male'))*years1\", data=df_salary).fit()\n",
    "display(result.summary())\n",
    "print(\"\\nANOVA Table:\\n\")\n",
    "display(sm.stats.anova_lm(result, typ=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Example**: Let's consider some contrived data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared:         </th> <td>   0.004</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>  -0.113</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td> 0.03659</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th>  <td> 0.964</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:00</td>     <th>  Log-Likelihood:    </th> <td> -72.898</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    20</td>      <th>  AIC:               </th> <td>   151.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    17</td>      <th>  BIC:               </th> <td>   154.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     2</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>    3.1116</td> <td>    3.075</td> <td>    1.012</td> <td> 0.326</td> <td>   -3.377</td> <td>    9.600</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x1</th>        <td>    0.1969</td> <td>    0.765</td> <td>    0.257</td> <td> 0.800</td> <td>   -1.417</td> <td>    1.811</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>group</th>     <td>    0.0733</td> <td>    4.667</td> <td>    0.016</td> <td> 0.988</td> <td>   -9.773</td> <td>    9.920</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 0.957</td> <th>  Durbin-Watson:     </th> <td>   2.131</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.620</td> <th>  Jarque-Bera (JB):  </th> <td>   0.741</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.008</td> <th>  Prob(JB):          </th> <td>   0.690</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.057</td> <th>  Cond. No.          </th> <td>    7.06</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   R-squared:                       0.004\n",
       "Model:                            OLS   Adj. R-squared:                 -0.113\n",
       "Method:                 Least Squares   F-statistic:                   0.03659\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):              0.964\n",
       "Time:                        13:54:00   Log-Likelihood:                -72.898\n",
       "No. Observations:                  20   AIC:                             151.8\n",
       "Df Residuals:                      17   BIC:                             154.8\n",
       "Df Model:                           2                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept      3.1116      3.075      1.012      0.326      -3.377       9.600\n",
       "x1             0.1969      0.765      0.257      0.800      -1.417       1.811\n",
       "group          0.0733      4.667      0.016      0.988      -9.773       9.920\n",
       "==============================================================================\n",
       "Omnibus:                        0.957   Durbin-Watson:                   2.131\n",
       "Prob(Omnibus):                  0.620   Jarque-Bera (JB):                0.741\n",
       "Skew:                           0.008   Prob(JB):                        0.690\n",
       "Kurtosis:                       2.057   Cond. No.                         7.06\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:10.04661\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 405.725x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(123)\n",
    "size = 20\n",
    "x1 = np.linspace(-5,5,size)\n",
    "group = np.random.randint(0, 2, size=size)\n",
    "y = 5 + (3-7*group)*x1 + 3*np.random.normal(size=size)\n",
    "df = pd.DataFrame({'y':y, 'x1':x1, 'group':group})\n",
    "sns.lmplot(x='x1', y='y', data=df, fit_reg=True, hue='group', legend=True);\n",
    "result = analysis(df, 'y', ['x1', 'group'], printlvl=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The scatterplot shows that both explanatory variables x and group are related to y. However, the regression results show that there is insufficient evidence to conclude that x and group are related to y. The example shows that if we leave an important interaction term out of our model, our analysis can lead us to make erroneous conclusions.\n",
    "\n",
    "Without interaction variables, we assume the effect of each $X$ on $Y$ is independent of the value of the other $X$'s, which is not the case in this contrived data as shown in the scatterplot.\n",
    "\n",
    "Now, consider a regression model contains an interaction term between the two predictors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared:         </th> <td>   0.897</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.878</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   46.57</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>3.95e-08</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:01</td>     <th>  Log-Likelihood:    </th> <td> -50.187</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    20</td>      <th>  AIC:               </th> <td>   108.4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    16</td>      <th>  BIC:               </th> <td>   112.4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     3</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "          <td></td>            <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th>        <td>    4.7029</td> <td>    1.027</td> <td>    4.578</td> <td> 0.000</td> <td>    2.525</td> <td>    6.881</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>C(group)[T.1]</th>    <td>    1.7810</td> <td>    1.552</td> <td>    1.147</td> <td> 0.268</td> <td>   -1.509</td> <td>    5.071</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x1</th>               <td>    2.4905</td> <td>    0.319</td> <td>    7.798</td> <td> 0.000</td> <td>    1.813</td> <td>    3.168</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x1:C(group)[T.1]</th> <td>   -6.1842</td> <td>    0.524</td> <td>  -11.792</td> <td> 0.000</td> <td>   -7.296</td> <td>   -5.072</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 1.739</td> <th>  Durbin-Watson:     </th> <td>   1.433</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.419</td> <th>  Jarque-Bera (JB):  </th> <td>   1.403</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.607</td> <th>  Prob(JB):          </th> <td>   0.496</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.541</td> <th>  Cond. No.          </th> <td>    7.68</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   R-squared:                       0.897\n",
       "Model:                            OLS   Adj. R-squared:                  0.878\n",
       "Method:                 Least Squares   F-statistic:                     46.57\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           3.95e-08\n",
       "Time:                        13:54:01   Log-Likelihood:                -50.187\n",
       "No. Observations:                  20   AIC:                             108.4\n",
       "Df Residuals:                      16   BIC:                             112.4\n",
       "Df Model:                           3                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "====================================================================================\n",
       "                       coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------------\n",
       "Intercept            4.7029      1.027      4.578      0.000       2.525       6.881\n",
       "C(group)[T.1]        1.7810      1.552      1.147      0.268      -1.509       5.071\n",
       "x1                   2.4905      0.319      7.798      0.000       1.813       3.168\n",
       "x1:C(group)[T.1]    -6.1842      0.524    -11.792      0.000      -7.296      -5.072\n",
       "==============================================================================\n",
       "Omnibus:                        1.739   Durbin-Watson:                   1.433\n",
       "Prob(Omnibus):                  0.419   Jarque-Bera (JB):                1.403\n",
       "Skew:                           0.607   Prob(JB):                        0.496\n",
       "Kurtosis:                       2.541   Cond. No.                         7.68\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:3.32671\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = analysis(df, 'y', ['x1', 'x1*C(group)'], printlvl=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The non-significance for the coefficients of `group` indicates no observed difference between the mean values of x1 in different groups."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Example**: Researchers are interested in comparing the effectiveness of three treatments (A,B,C) for severe depression. They collect the data on a random sample of $n = 36$ severely depressed individuals including following variables:\n",
    "\n",
    "- measure of the effectiveness of the treatment for each individual\n",
    "- age (in years) of each individual i\n",
    "- x2 = 1 if an individual is received treatment A and 0, if not\n",
    "- x3 = 1 if an individual is received treatment B and 0, if not\n",
    "\n",
    "The regression model:\n",
    "\n",
    "\\begin{align}\n",
    "\\text{y} = \\beta_0 + \\beta_1 \\times \\text{age} + \\beta_2 \\times \\text{x2} + \\beta_3 \\times \\text{x3} + \\beta_{12} \\times \\text{age} \\times \\text{x2} + \\beta_{13} \\times \\text{age} \\times \\text{x3}\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 407.6x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'depression.txt', delim_whitespace=True, header=0)\n",
    "sns.lmplot(x='age', y='y', data=df, fit_reg=True, hue='TRT', legend=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared:         </th> <td>   0.914</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.900</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   64.04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>4.26e-15</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:03</td>     <th>  Log-Likelihood:    </th> <td> -97.024</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    36</td>      <th>  AIC:               </th> <td>   206.0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    30</td>      <th>  BIC:               </th> <td>   215.5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     5</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>    6.2114</td> <td>    3.350</td> <td>    1.854</td> <td> 0.074</td> <td>   -0.630</td> <td>   13.052</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>age</th>       <td>    1.0334</td> <td>    0.072</td> <td>   14.288</td> <td> 0.000</td> <td>    0.886</td> <td>    1.181</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x2</th>        <td>   41.3042</td> <td>    5.085</td> <td>    8.124</td> <td> 0.000</td> <td>   30.920</td> <td>   51.688</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>age:x2</th>    <td>   -0.7029</td> <td>    0.109</td> <td>   -6.451</td> <td> 0.000</td> <td>   -0.925</td> <td>   -0.480</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x3</th>        <td>   22.7068</td> <td>    5.091</td> <td>    4.460</td> <td> 0.000</td> <td>   12.310</td> <td>   33.104</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>age:x3</th>    <td>   -0.5097</td> <td>    0.110</td> <td>   -4.617</td> <td> 0.000</td> <td>   -0.735</td> <td>   -0.284</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 2.593</td> <th>  Durbin-Watson:     </th> <td>   1.633</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.273</td> <th>  Jarque-Bera (JB):  </th> <td>   1.475</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.183</td> <th>  Prob(JB):          </th> <td>   0.478</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.079</td> <th>  Cond. No.          </th> <td>    529.</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   R-squared:                       0.914\n",
       "Model:                            OLS   Adj. R-squared:                  0.900\n",
       "Method:                 Least Squares   F-statistic:                     64.04\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           4.26e-15\n",
       "Time:                        13:54:03   Log-Likelihood:                -97.024\n",
       "No. Observations:                  36   AIC:                             206.0\n",
       "Df Residuals:                      30   BIC:                             215.5\n",
       "Df Model:                           5                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept      6.2114      3.350      1.854      0.074      -0.630      13.052\n",
       "age            1.0334      0.072     14.288      0.000       0.886       1.181\n",
       "x2            41.3042      5.085      8.124      0.000      30.920      51.688\n",
       "age:x2        -0.7029      0.109     -6.451      0.000      -0.925      -0.480\n",
       "x3            22.7068      5.091      4.460      0.000      12.310      33.104\n",
       "age:x3        -0.5097      0.110     -4.617      0.000      -0.735      -0.284\n",
       "==============================================================================\n",
       "Omnibus:                        2.593   Durbin-Watson:                   1.633\n",
       "Prob(Omnibus):                  0.273   Jarque-Bera (JB):                1.475\n",
       "Skew:                          -0.183   Prob(JB):                        0.478\n",
       "Kurtosis:                       2.079   Cond. No.                         529.\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:3.92491\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>df</th>\n",
       "      <th>sum_sq</th>\n",
       "      <th>mean_sq</th>\n",
       "      <th>F</th>\n",
       "      <th>PR(&gt;F)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>age</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3424.431786</td>\n",
       "      <td>3424.431786</td>\n",
       "      <td>222.294615</td>\n",
       "      <td>2.058902e-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>803.804498</td>\n",
       "      <td>803.804498</td>\n",
       "      <td>52.178412</td>\n",
       "      <td>4.856763e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>age:x2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>375.254832</td>\n",
       "      <td>375.254832</td>\n",
       "      <td>24.359407</td>\n",
       "      <td>2.794727e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>x3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.936671</td>\n",
       "      <td>0.936671</td>\n",
       "      <td>0.060803</td>\n",
       "      <td>8.069102e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>age:x3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>328.424475</td>\n",
       "      <td>328.424475</td>\n",
       "      <td>21.319447</td>\n",
       "      <td>6.849515e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Residual</th>\n",
       "      <td>30.0</td>\n",
       "      <td>462.147738</td>\n",
       "      <td>15.404925</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            df       sum_sq      mean_sq           F        PR(>F)\n",
       "age        1.0  3424.431786  3424.431786  222.294615  2.058902e-15\n",
       "x2         1.0   803.804498   803.804498   52.178412  4.856763e-08\n",
       "age:x2     1.0   375.254832   375.254832   24.359407  2.794727e-05\n",
       "x3         1.0     0.936671     0.936671    0.060803  8.069102e-01\n",
       "age:x3     1.0   328.424475   328.424475   21.319447  6.849515e-05\n",
       "Residual  30.0   462.147738    15.404925         NaN           NaN"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = analysis(df, 'y', ['age', 'age*x2', 'age*x3'], printlvl=4)\n",
    "sm.stats.anova_lm(result, typ=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each age, is there a difference in the mean effectiveness for the three treatments?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <a href=\"#\" onclick=\"hide_answer(this); return false;\">show answer</a>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hide_answer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{align*}\n",
    "\\text{Treatment A:} & \\quad \\mu_Y = (\\beta_0 + \\beta_2) + (\\beta_1 + \\beta_{12}) \\times \\text{age} \\\\\n",
    "\\text{Treatment B:} & \\quad \\mu_Y = (\\beta_0 + \\beta_3) + (\\beta_1 + \\beta_{13}) \\times \\text{age} \\\\\n",
    "\\text{Treatment C:} & \\quad \\mu_Y = \\beta_0 + \\beta_1 \\times \\text{age} \n",
    "\\end{align*}\n",
    "\n",
    "The research question is equivalent to ask\n",
    "\\begin{align*}\n",
    "\\text{Treatment A} -  \\text{Treatment C} &= 0 = \\beta_2 + \\beta_{12} \\times \\text{age} \\\\\n",
    "\\text{Treatment B} -  \\text{Treatment C} &= 0 = \\beta_3 + \\beta_{13} \\times \\text{age}\n",
    "\\end{align*}\n",
    "\n",
    "Thus, we test hypothesis\n",
    "\\begin{align}\n",
    "H_0:& \\quad \\beta_2 = \\beta_3 = \\beta_{12} = \\beta_{13} = 0 \\nonumber\\\\\n",
    "H_a:& \\quad \\text{at least one is nonzero} \\nonumber\n",
    "\\end{align}\n",
    "\n",
    "The python code is:\n",
    "```python\n",
    "_ =GL_Ftest(df, 'y', ['age', 'x2', 'x3', 'age:x2', 'age:x3'], ['age'], 0.05, typ=1)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Does the effect of age on the treatment's effectiveness depend on treatment?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <a href=\"#\" onclick=\"hide_answer(this); return false;\">show answer</a>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hide_answer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The question asks if the two interaction parameters $\\beta_{12}$ and $\\beta_{13}$ are significant.\n",
    "\n",
    "The python code is:\n",
    "```python\n",
    "_ =GL_Ftest(df, 'y', ['age', 'x2', 'x3', 'age:x2', 'age:x3'], ['age', 'x2', 'x3'], 0.05, typ=1)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interactions Between Continuous Variables\n",
    "\n",
    "Typically, regression models that include interactions between quantitative predictors adhere to the hierarchy principle, which says that if your model includes an interaction term, $X_1 X_2$, and $X_1 X_2$ is shown to be a statistically significant predictor of Y, then your model should also include the \"main effects,\" $X_1$ and $X_2$, whether or not the coefficients for these main effects are significant. Depending on the subject area, there may be circumstances where a main effect could be excluded, but this tends to be the exception."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transformations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log-transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Transformation is used widely in regression analysis because they have a meaningful interpretation.\n",
    "    - $Y = a \\log(X) + \\cdots$: 1% increase by X, Y is expected to increase by 0.01*a amount\n",
    "    - $\\log(Y) = a X + \\cdots$: 1unit increase by X, Y is expected to increase by (100*a)%\n",
    "    - $\\log(Y) = a \\log(X) + \\cdots$: 1% increase by X, Y is expected to increase by a%\n",
    "    \n",
    "- Transforming the $X$ values is appropriate when non-linearity is the only problem (i.e., the independence, normality, and equal variance conditions are met)\n",
    "- Transforming the $Y$ values should be considered when non-normality and/or unequal variances are the problems with the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>Vol</td>       <th>  R-squared:         </th> <td>   0.893</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.891</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   564.9</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>1.17e-34</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:11</td>     <th>  Log-Likelihood:    </th> <td> -258.61</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    70</td>      <th>  AIC:               </th> <td>   521.2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    68</td>      <th>  BIC:               </th> <td>   525.7</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>  -41.5681</td> <td>    3.427</td> <td>  -12.130</td> <td> 0.000</td> <td>  -48.406</td> <td>  -34.730</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Diam</th>      <td>    6.8367</td> <td>    0.288</td> <td>   23.767</td> <td> 0.000</td> <td>    6.263</td> <td>    7.411</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>29.509</td> <th>  Durbin-Watson:     </th> <td>   0.562</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td>  85.141</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 1.240</td> <th>  Prob(JB):          </th> <td>3.25e-19</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 7.800</td> <th>  Cond. No.          </th> <td>    34.8</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                    Vol   R-squared:                       0.893\n",
       "Model:                            OLS   Adj. R-squared:                  0.891\n",
       "Method:                 Least Squares   F-statistic:                     564.9\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           1.17e-34\n",
       "Time:                        13:54:11   Log-Likelihood:                -258.61\n",
       "No. Observations:                  70   AIC:                             521.2\n",
       "Df Residuals:                      68   BIC:                             525.7\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept    -41.5681      3.427    -12.130      0.000     -48.406     -34.730\n",
       "Diam           6.8367      0.288     23.767      0.000       6.263       7.411\n",
       "==============================================================================\n",
       "Omnibus:                       29.509   Durbin-Watson:                   0.562\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               85.141\n",
       "Skew:                           1.240   Prob(JB):                     3.25e-19\n",
       "Kurtosis:                       7.800   Cond. No.                         34.8\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:9.87485\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'shortleaf.txt', delim_whitespace=True, header=0)\n",
    "result = analysis(df, 'Vol', ['Diam'], printlvl=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Q-Q plot suggests that the error terms are not normal. We can log-transform $X$ (Diam)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>Vol</td>       <th>  R-squared:         </th> <td>   0.746</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.743</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   200.2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>6.10e-22</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:14</td>     <th>  Log-Likelihood:    </th> <td> -288.66</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    70</td>      <th>  AIC:               </th> <td>   581.3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    68</td>      <th>  BIC:               </th> <td>   585.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td> -116.1618</td> <td>   10.830</td> <td>  -10.726</td> <td> 0.000</td> <td> -137.773</td> <td>  -94.551</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>logdiam</th>   <td>   64.5358</td> <td>    4.562</td> <td>   14.148</td> <td> 0.000</td> <td>   55.433</td> <td>   73.638</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>50.047</td> <th>  Durbin-Watson:     </th> <td>   0.324</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td> <th>  Jarque-Bera (JB):  </th> <td> 219.500</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 2.099</td> <th>  Prob(JB):          </th> <td>2.17e-48</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td>10.591</td> <th>  Cond. No.          </th> <td>    16.6</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                    Vol   R-squared:                       0.746\n",
       "Model:                            OLS   Adj. R-squared:                  0.743\n",
       "Method:                 Least Squares   F-statistic:                     200.2\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           6.10e-22\n",
       "Time:                        13:54:14   Log-Likelihood:                -288.66\n",
       "No. Observations:                  70   AIC:                             581.3\n",
       "Df Residuals:                      68   BIC:                             585.8\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept   -116.1618     10.830    -10.726      0.000    -137.773     -94.551\n",
       "logdiam       64.5358      4.562     14.148      0.000      55.433      73.638\n",
       "==============================================================================\n",
       "Omnibus:                       50.047   Durbin-Watson:                   0.324\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              219.500\n",
       "Skew:                           2.099   Prob(JB):                     2.17e-48\n",
       "Kurtosis:                      10.591   Cond. No.                         16.6\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:15.17022\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'shortleaf.txt', delim_whitespace=True, header=0)\n",
    "df['logvol'] = np.log(df.Vol)\n",
    "df['logdiam'] = np.log(df.Diam)\n",
    "result = analysis(df, 'Vol', ['logdiam'], printlvl=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transforming only the x values doesn't change the non-linearity at all and improve the normality of the error terms either. We perform log-transform on both $X$ and $Y$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>logvol</td>      <th>  R-squared:         </th> <td>   0.974</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.973</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   2509.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>2.08e-55</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:14</td>     <th>  Log-Likelihood:    </th> <td>  25.618</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    70</td>      <th>  AIC:               </th> <td>  -47.24</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    68</td>      <th>  BIC:               </th> <td>  -42.74</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>   -2.8718</td> <td>    0.122</td> <td>  -23.626</td> <td> 0.000</td> <td>   -3.114</td> <td>   -2.629</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>logdiam</th>   <td>    2.5644</td> <td>    0.051</td> <td>   50.090</td> <td> 0.000</td> <td>    2.462</td> <td>    2.667</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 1.405</td> <th>  Durbin-Watson:     </th> <td>   1.359</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.495</td> <th>  Jarque-Bera (JB):  </th> <td>   1.119</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.051</td> <th>  Prob(JB):          </th> <td>   0.572</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.389</td> <th>  Cond. No.          </th> <td>    16.6</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                 logvol   R-squared:                       0.974\n",
       "Model:                            OLS   Adj. R-squared:                  0.973\n",
       "Method:                 Least Squares   F-statistic:                     2509.\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           2.08e-55\n",
       "Time:                        13:54:14   Log-Likelihood:                 25.618\n",
       "No. Observations:                  70   AIC:                            -47.24\n",
       "Df Residuals:                      68   BIC:                            -42.74\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept     -2.8718      0.122    -23.626      0.000      -3.114      -2.629\n",
       "logdiam        2.5644      0.051     50.090      0.000       2.462       2.667\n",
       "==============================================================================\n",
       "Omnibus:                        1.405   Durbin-Watson:                   1.359\n",
       "Prob(Omnibus):                  0.495   Jarque-Bera (JB):                1.119\n",
       "Skew:                          -0.051   Prob(JB):                        0.572\n",
       "Kurtosis:                       2.389   Cond. No.                         16.6\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:0.17026\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = analysis(df, 'logvol', ['logdiam'], printlvl=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The residual and Q-Q plot has improved substantially"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Polynomial Transformations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>cost</td>       <th>  R-squared:         </th> <td>   0.736</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.728</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   94.75</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>2.32e-11</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:15</td>     <th>  Log-Likelihood:    </th> <td> -334.94</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    36</td>      <th>  AIC:               </th> <td>   673.9</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    34</td>      <th>  BIC:               </th> <td>   677.0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td> 2.365e+04</td> <td> 1917.137</td> <td>   12.337</td> <td> 0.000</td> <td> 1.98e+04</td> <td> 2.75e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>units</th>     <td>   30.5331</td> <td>    3.137</td> <td>    9.734</td> <td> 0.000</td> <td>   24.158</td> <td>   36.908</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 4.527</td> <th>  Durbin-Watson:     </th> <td>   2.144</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.104</td> <th>  Jarque-Bera (JB):  </th> <td>   1.765</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.042</td> <th>  Prob(JB):          </th> <td>   0.414</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 1.918</td> <th>  Cond. No.          </th> <td>2.57e+03</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 2.57e+03. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                   cost   R-squared:                       0.736\n",
       "Model:                            OLS   Adj. R-squared:                  0.728\n",
       "Method:                 Least Squares   F-statistic:                     94.75\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           2.32e-11\n",
       "Time:                        13:54:15   Log-Likelihood:                -334.94\n",
       "No. Observations:                  36   AIC:                             673.9\n",
       "Df Residuals:                      34   BIC:                             677.0\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept   2.365e+04   1917.137     12.337      0.000    1.98e+04    2.75e+04\n",
       "units         30.5331      3.137      9.734      0.000      24.158      36.908\n",
       "==============================================================================\n",
       "Omnibus:                        4.527   Durbin-Watson:                   2.144\n",
       "Prob(Omnibus):                  0.104   Jarque-Bera (JB):                1.765\n",
       "Skew:                          -0.042   Prob(JB):                        0.414\n",
       "Kurtosis:                       1.918   Cond. No.                     2.57e+03\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 2.57e+03. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:2733.74240\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'costunits.csv', header=0, index_col='month')\n",
    "result = analysis(df, 'cost', ['units'], printlvl=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show code</a>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'costunits.csv', header=0, index_col='month')\n",
    "fit2 = np.poly1d(np.polyfit(df.units, df.cost, 2))\n",
    "xp = np.linspace(np.min(df.units), np.max(df.units), 100)\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "plt.plot(df.units, df.cost, '.', xp, fit2(xp), '-')\n",
    "plt.title('cost vs units')\n",
    "plt.xlabel('units')\n",
    "plt.ylabel('cost')\n",
    "plt.show()\n",
    "\n",
    "toggle()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>cost</td>       <th>  R-squared:         </th> <td>   0.822</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.811</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   75.98</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>4.45e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:18</td>     <th>  Log-Likelihood:    </th> <td> -327.88</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    36</td>      <th>  AIC:               </th> <td>   661.8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    33</td>      <th>  BIC:               </th> <td>   666.5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     2</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td> 5792.7983</td> <td> 4763.058</td> <td>    1.216</td> <td> 0.233</td> <td>-3897.717</td> <td> 1.55e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>units</th>     <td>   98.3504</td> <td>   17.237</td> <td>    5.706</td> <td> 0.000</td> <td>   63.282</td> <td>  133.419</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>units2</th>    <td>   -0.0600</td> <td>    0.015</td> <td>   -3.981</td> <td> 0.000</td> <td>   -0.091</td> <td>   -0.029</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 2.245</td> <th>  Durbin-Watson:     </th> <td>   2.123</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.326</td> <th>  Jarque-Bera (JB):  </th> <td>   2.021</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td>-0.553</td> <th>  Prob(JB):          </th> <td>   0.364</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 2.651</td> <th>  Cond. No.          </th> <td>5.12e+06</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 5.12e+06. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                   cost   R-squared:                       0.822\n",
       "Model:                            OLS   Adj. R-squared:                  0.811\n",
       "Method:                 Least Squares   F-statistic:                     75.98\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           4.45e-13\n",
       "Time:                        13:54:18   Log-Likelihood:                -327.88\n",
       "No. Observations:                  36   AIC:                             661.8\n",
       "Df Residuals:                      33   BIC:                             666.5\n",
       "Df Model:                           2                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept   5792.7983   4763.058      1.216      0.233   -3897.717    1.55e+04\n",
       "units         98.3504     17.237      5.706      0.000      63.282     133.419\n",
       "units2        -0.0600      0.015     -3.981      0.000      -0.091      -0.029\n",
       "==============================================================================\n",
       "Omnibus:                        2.245   Durbin-Watson:                   2.123\n",
       "Prob(Omnibus):                  0.326   Jarque-Bera (JB):                2.021\n",
       "Skew:                          -0.553   Prob(JB):                        0.364\n",
       "Kurtosis:                       2.651   Cond. No.                     5.12e+06\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 5.12e+06. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show code</a>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'costunits.csv', header=0, index_col='month')\n",
    "df['units2'] = np.power(df.units,2)\n",
    "result = ols(formula='cost ~ units + units2', data=df).fit()\n",
    "display(result.summary())\n",
    "fig, axes = plt.subplots(1,3,figsize=(18,6))\n",
    "sns.residplot(result.fittedvalues, result.resid , lowess=False, scatter_kws={\"s\": 80},\n",
    "              line_kws={'color':'r', 'lw':1}, ax=axes[0])\n",
    "axes[0].set_title('Residual plot')\n",
    "axes[0].set_xlabel('Fitted values')\n",
    "axes[0].set_ylabel('Residuals')\n",
    "\n",
    "axes[1].relim()\n",
    "stats.probplot(result.resid, dist='norm', plot=axes[1])\n",
    "axes[1].set_title('Normal Q-Q plot')\n",
    "axes[2].relim()\n",
    "sns.distplot(result.resid, ax=axes[2]);\n",
    "plt.show()\n",
    "toggle()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show code</a>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'carstopping.txt', delim_whitespace=True, header=0)\n",
    "df['sqrtdist'] = np.sqrt(df.StopDist)\n",
    "result = ols(formula='sqrtdist ~ Speed', data=df).fit()\n",
    "fig, axes = plt.subplots(1,3,figsize=(18,5))\n",
    "sns.residplot(result.fittedvalues, result.resid , lowess=False, scatter_kws={\"s\": 80},\n",
    "              line_kws={'color':'r', 'lw':1}, ax=axes[0])\n",
    "axes[0].set_title('Residual plot')\n",
    "axes[0].set_xlabel('Fitted values')\n",
    "axes[0].set_ylabel('Residuals')\n",
    "\n",
    "axes[1].relim()\n",
    "stats.probplot(result.resid, dist='norm', plot=axes[1])\n",
    "axes[1].set_title('Normal Q-Q plot')\n",
    "axes[2].relim()\n",
    "sns.distplot(result.resid, ax=axes[2]);\n",
    "plt.show()\n",
    "\n",
    "toggle()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Heteroscedasticity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Excessive nonconstant variance can create technical difficulties with a multiple linear regression model. For example, if the residual variance increases with the fitted values, then prediction intervals will tend to be wider than they should be at low fitted values and narrower than they should be at high fitted values. Some remedies for refining a model exhibiting excessive nonconstant variance includes the following:\n",
    "\n",
    "- Apply a variance-stabilizing transformation to the response variable, for example a logarithmic transformation (or a square root transformation if a logarithmic transformation is \"too strong\" or a reciprocal transformation if a logarithmic transformation is \"too weak\").\n",
    "- Weight the variances so that they can be different for each set of predictor values. This leads to weighted least squares, in which the data observations are given different weights when estimating the model – see below.\n",
    "- A generalization of weighted least squares is to allow the regression errors to be correlated with one another in addition to having different variances. This leads to generalized least squares, in which various forms of nonconstant variance can be modeled.\n",
    "- For some applications we can explicitly model the variance as a function of the mean, E(Y). This approach uses the framework of generalized linear models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>cost</td>       <th>  R-squared:         </th> <td>   0.889</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.878</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   80.19</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>4.33e-06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:27</td>     <th>  Log-Likelihood:    </th> <td> -34.242</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    12</td>      <th>  AIC:               </th> <td>   72.48</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    10</td>      <th>  BIC:               </th> <td>   73.45</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>   19.4727</td> <td>    5.516</td> <td>    3.530</td> <td> 0.005</td> <td>    7.182</td> <td>   31.764</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>responses</th> <td>    3.2689</td> <td>    0.365</td> <td>    8.955</td> <td> 0.000</td> <td>    2.456</td> <td>    4.082</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 2.739</td> <th>  Durbin-Watson:     </th> <td>   1.783</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.254</td> <th>  Jarque-Bera (JB):  </th> <td>   1.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.038</td> <th>  Prob(JB):          </th> <td>   0.606</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 1.587</td> <th>  Cond. No.          </th> <td>    63.1</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                   cost   R-squared:                       0.889\n",
       "Model:                            OLS   Adj. R-squared:                  0.878\n",
       "Method:                 Least Squares   F-statistic:                     80.19\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           4.33e-06\n",
       "Time:                        13:54:27   Log-Likelihood:                -34.242\n",
       "No. Observations:                  12   AIC:                             72.48\n",
       "Df Residuals:                      10   BIC:                             73.45\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept     19.4727      5.516      3.530      0.005       7.182      31.764\n",
       "responses      3.2689      0.365      8.955      0.000       2.456       4.082\n",
       "==============================================================================\n",
       "Omnibus:                        2.739   Durbin-Watson:                   1.783\n",
       "Prob(Omnibus):                  0.254   Jarque-Bera (JB):                1.001\n",
       "Skew:                           0.038   Prob(JB):                        0.606\n",
       "Kurtosis:                       1.587   Cond. No.                         63.1\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "standard error of estimate:4.59830\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(dataurl+'ca_learning.txt', sep='\\s+', header=0)\n",
    "result = analysis(df, 'cost', ['responses'], printlvl=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A plot of the residuals versus the predictor values indicates possible nonconstant variance since there is a very slight \"megaphone\" pattern. We therefore fit a simple linear regression model of the absolute residuals on the predictor and calculate weights as 1 over the squared fitted values from this model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>WLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>cost</td>       <th>  R-squared:         </th> <td>   0.895</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>WLS</td>       <th>  Adj. R-squared:    </th> <td>   0.885</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   85.35</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 20 May 2019</td> <th>  Prob (F-statistic):</th> <td>3.27e-06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:54:27</td>     <th>  Log-Likelihood:    </th> <td> -33.248</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    12</td>      <th>  AIC:               </th> <td>   70.50</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    10</td>      <th>  BIC:               </th> <td>   71.47</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>     <td>   17.3006</td> <td>    4.828</td> <td>    3.584</td> <td> 0.005</td> <td>    6.544</td> <td>   28.058</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>responses</th> <td>    3.4211</td> <td>    0.370</td> <td>    9.238</td> <td> 0.000</td> <td>    2.596</td> <td>    4.246</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 4.602</td> <th>  Durbin-Watson:     </th> <td>   1.706</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.100</td> <th>  Jarque-Bera (JB):  </th> <td>   1.241</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.062</td> <th>  Prob(JB):          </th> <td>   0.538</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 1.429</td> <th>  Cond. No.          </th> <td>    56.7</td>\n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            WLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:                   cost   R-squared:                       0.895\n",
       "Model:                            WLS   Adj. R-squared:                  0.885\n",
       "Method:                 Least Squares   F-statistic:                     85.35\n",
       "Date:                Mon, 20 May 2019   Prob (F-statistic):           3.27e-06\n",
       "Time:                        13:54:27   Log-Likelihood:                -33.248\n",
       "No. Observations:                  12   AIC:                             70.50\n",
       "Df Residuals:                      10   BIC:                             71.47\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "const         17.3006      4.828      3.584      0.005       6.544      28.058\n",
       "responses      3.4211      0.370      9.238      0.000       2.596       4.246\n",
       "==============================================================================\n",
       "Omnibus:                        4.602   Durbin-Watson:                   1.706\n",
       "Prob(Omnibus):                  0.100   Jarque-Bera (JB):                1.241\n",
       "Skew:                           0.062   Prob(JB):                        0.538\n",
       "Kurtosis:                       1.429   Cond. No.                         56.7\n",
       "==============================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show code</a>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_ols = ols(formula='cost ~ responses', data=df).fit()\n",
    "df['resid'] = abs(result_ols.resid)\n",
    "result = ols(formula='resid ~ responses', data=df).fit()\n",
    "X = sm.add_constant(df.responses)\n",
    "w = 1./(result.fittedvalues ** 2)\n",
    "result_wls = sm.WLS(df.cost, X, weights=w).fit()\n",
    "display(result_wls.summary())\n",
    "fig, axes = plt.subplots(1,3,figsize=(18,5))\n",
    "sns.residplot(result_wls.fittedvalues, result_wls.wresid, lowess=False, scatter_kws={\"s\": 80},\n",
    "              line_kws={'color':'r', 'lw':1}, ax=axes[0])\n",
    "axes[0].set_title('Residual plot')\n",
    "axes[0].set_xlabel('Fitted values')\n",
    "axes[0].set_ylabel('Residuals')\n",
    "\n",
    "axes[1].relim()\n",
    "stats.probplot(result_wls.resid, dist='norm', plot=axes[1])\n",
    "axes[1].set_title('Normal Q-Q plot')\n",
    "axes[2].relim()\n",
    "sns.distplot(result_wls.resid, ax=axes[2]);\n",
    "plt.show()\n",
    "\n",
    "x = np.linspace(np.min(df.responses), np.max(df.responses), 20)\n",
    "y_wls = result_wls.params[0] + result_wls.params[1] * x\n",
    "y_ols = result_ols.params[0] + result_ols.params[1] * x\n",
    "plt.plot(df.responses, df.cost, 'o', label='data')\n",
    "plt.plot(x, y_ols, '-', label='ols method')\n",
    "plt.plot(x, y_wls, '-', label='wls method')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "toggle()"
   ]
  }
 ],
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    "left": "10px",
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          "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\ipywidgets\\widgets\\interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m    249\u001b[0m                     \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    250\u001b[0m                     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    252\u001b[0m                 \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    253\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
          "\u001b[1;32mD:\\Dropbox\\Work\\Web\\business-analytics\\docs\\regression_analysis\\loadfuncs.py\u001b[0m in \u001b[0;36mplot_hist\u001b[1;34m(column)\u001b[0m\n\u001b[0;32m    256\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mplot_hist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    257\u001b[0m     \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 258\u001b[1;33m     \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcountplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdf_salary\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    259\u001b[0m     \u001b[0mtotal\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_salary\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    260\u001b[0m     \u001b[0mnbars\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpatches\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
          "\u001b[1;31mNameError\u001b[0m: name 'df_salary' is not defined"
         ]
        }
       ]
      }
     },
     "1b63d000bc59489c9c0a547e5dd7af9a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "1d0bca59505c4c29a5745e10beb6691c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "1d9331340f5249ad94bc1a3594fd7ba1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "1ef35780ade640648354a0c241b85c2f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_0bd29d9f333b4fc2b678837cd26615c0",
        "IPY_MODEL_1a846fb644b84b22bb43980ec87aef01"
       ],
       "layout": "IPY_MODEL_6f5422fb100543a48ee845f10386164e"
      }
     },
     "1f482c69d8564ddb8549d549e08c907a": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_82fcac5a9a804a5294c925b40efd837c",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "2089f73b0d054a3e98a83392f97afedd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_588f7f67738d403eb23d165d354a218d",
       "style": "IPY_MODEL_9159342ce2234979ace85d00e9c13c78",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "20aaa191f53840d2b1e94cb286328456": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_c0b9bef8e8084f4890a57dd68eb75cc3",
        "IPY_MODEL_8478704d3c3641b8bd134a9b04c5aa2d"
       ],
       "layout": "IPY_MODEL_321337ebaada49469adb45c87a21e54a"
      }
     },
     "22bdf5491d224e24bb2dc5f88580d697": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "23232f23e40c44e099dc9be9dc4a2957": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_49c2a72738004a268e2e5eeb8ff79f61",
       "outputs": [
        {
         "data": {
          "image/png": 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          "text/plain": "<Figure size 436.35x360 with 1 Axes>"
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     },
     "288e0ffd1782470d88ad8cc09e28b034": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "education",
        "grade",
        "years1",
        "years2",
        "age",
        "gender",
        "pcjob"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_4f3f0c051ea74ed5bc82d89ece4bbfc2",
       "style": "IPY_MODEL_827845c60dc04fc58af2c3fd3f1741aa"
      }
     },
     "28d0d0d1c5864e439bcdfea8498f6c29": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "299dd1028ffd4b4eb747c13b01dccc79": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "29f3147c6dad488c8b70b66fad6ca183": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "2ad588122d4c4f93bffff77d3ab869c3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "2aea1ad380334da4800c5469ed4b3b74": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_a4b3c5f54aef4ca381b474faef520965",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
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      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_01781aad25174be4b6636fe4a1cb199c",
       "outputs": [
        {
         "data": {
          "image/png": 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       "step": 3,
       "style": "IPY_MODEL_b72c1544cd294b0590bd41caf54af1cc",
       "value": 20
      }
     },
     "3a822b1c214e44f7881333245fdf52cf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "3a9d3c5ff25c480a962e99ffc1fa2dd7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_88e304a322b049cab09695a60d610dc7",
        "IPY_MODEL_c4304c71c2994b8798a656f01a2b1d64"
       ],
       "layout": "IPY_MODEL_926e122a7eac45c0af184e8db6188962"
      }
     },
     "3abbd70fcf444580b0d38281525ab9d3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3af431e77f6642f4ad98cfa49356cc26": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "3c5156db1c274045ad8ba4bf7ada2737": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "Slope:",
       "layout": "IPY_MODEL_e5caf6f5d4ea4dd2bfb09ba995c49640",
       "max": 5,
       "min": -1,
       "step": 0.1,
       "style": "IPY_MODEL_711a95bb13f1479c91220d48088c6c83",
       "value": 1
      }
     },
     "3c72bfe1a8e645f4916cc6e1744474c6": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_34fd988017a740049baa3eec3f096b23",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "3cd0eda36d7445d19800c38c02c420f9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3d0f2acf4dea4078b6859d40ba2db417": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_ca87caa26e9e4a25a48fbdee4454d027",
       "style": "IPY_MODEL_0bb78043339f49138a2b171c99c92215",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "3d60b07a966f499f92e42a59700d8e1c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "3d6496e9c76243a88e88a983ebd03d8d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3ee6aded477e4d87af0fd4183aa92186": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "41207357b3b347f19d7e3d7dce1e752f": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_8e4868df139d4ed8a053514c1ee6d5b9",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 436.35x360 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "4209ec296cf84e48b9e8db5ebb7b6ac4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_b36221b7ff7549a58da44ad08660f12f",
        "IPY_MODEL_4ecd63b42fac4d0db8f5b88bc77da48b",
        "IPY_MODEL_bdae851bbf5c4fe0be021b56f4de7bc6"
       ],
       "layout": "IPY_MODEL_32fe932b75b5430f8dff0da41bc34f81"
      }
     },
     "421e2a025dea4eb1924771846c6f6783": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "education",
        "grade",
        "years1",
        "years2",
        "age",
        "gender",
        "pcjob"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_932f9c71ba674cd185cd407c26fcff30",
       "style": "IPY_MODEL_3af431e77f6642f4ad98cfa49356cc26"
      }
     },
     "42645719c2004a62a178f3b757be29b2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "426ad1fec9e74fabb1143a46997700fc": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_861f284a197346a9bc0a7fabd3648864",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
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        {
         "ename": "NameError",
         "evalue": "name 'df_salary' is not defined",
         "output_type": "error",
         "traceback": [
          "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
          "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\ipywidgets\\widgets\\interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[1;34m(self, *args)\u001b[0m\n\u001b[0;32m    249\u001b[0m                     \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    250\u001b[0m                     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 251\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    252\u001b[0m                 \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    253\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
          "\u001b[1;32mD:\\Dropbox\\Work\\Web\\business-analytics\\docs\\regression_analysis\\loadfuncs.py\u001b[0m in \u001b[0;36mplot_hist\u001b[1;34m(column)\u001b[0m\n\u001b[0;32m    256\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mplot_hist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    257\u001b[0m     \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfigsize\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 258\u001b[1;33m     \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcountplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdf_salary\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    259\u001b[0m     \u001b[0mtotal\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_salary\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    260\u001b[0m     \u001b[0mnbars\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpatches\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
          "\u001b[1;31mNameError\u001b[0m: name 'df_salary' is not defined"
         ]
        }
       ]
      }
     },
     "4e9b31faac604df5b204ea8b14b72287": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "4ecd63b42fac4d0db8f5b88bc77da48b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "machine_hours",
        "production_runs",
        "cost"
       ],
       "description": "Y:",
       "index": 2,
       "layout": "IPY_MODEL_b9331fe55f2d4f02a9dd475831b6344d",
       "style": "IPY_MODEL_d3174e8b8736477ca8ba07d2fb13fb31"
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     "4f37b61d82e444cc8450f997ae4e6779": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
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     "4f3f0c051ea74ed5bc82d89ece4bbfc2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
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     "50731fbddb5a4371a0aea47fca544db2": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_a2c58bebbc76441db50a36fe3e5591dc",
       "outputs": [
        {
         "data": {
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+IoH95vZOfvL8DlzPY0ZtjFuvXsbsGTXlr4ioOAltIYQILF/cdNKe4vkKBbbneWzeeuBoZ7g5jUluXdNGfSpW3oqISUNCWwghRmBaLj2Z8jeJu57Hhpd38dLbBwFYOLeem65qJRGTP9vTmfzrCyHEMEzbJZ3J45Y5sW3H5ce/3sHv3z8CwJmLGln76SVEwtINabqT0BZCiJOoVGDnTJuHn+ng/f29AJx/xhyu+YPTCRkyBltIaAshxAksx6Unk5/wOgRj1Zs1WbehnYNd/QBc9anTuPjseRgS2CIgoS2EEEPYjke6L49T5sA+nB7g/qfeJZ0xCRnw+UsW84nW5rLWQUx+EtpCCBGwXY90X67sgb37wz4e3Kjpz9vEIiFuuKKV1tNmlLUOojpIaAshBP6KWenePHaZA7t9VzePPLsdy3FJJSLcsrqN+bNry1oHUT0ktIUQ057ruXRnyh/Yr7Uf4ueb38f1YGZdnNuubqOpQSZNEcOT0BZCTGuu69GVyWPb5Qtsz/P49e/28exrewGY15TiltWKuqRMmiJGJqEthJi2XM/z77DLGNiu6/H4Szt59d1DACw5tYEbr2glHguPsqcQEtpCiGnK9fxe4pbtlu2clu3y6HPb2fZBNwArljTx+UsWyaQpomAS2kKIacf1PNIZE7OMgT2Qt3nwac2ug30AXLR8LletbJFJU8SYSGgLIaYVD4+ejIlpOWU7ZzqTZ92Gdg51DwBwzfmnc8FZc8t2fjF1SGgLIaYND490n0m+jIH9YVc/6za005M1CYcM/ujSxZy95MSVxIQohIS2EGLa6MmUN7A/ONjLgxs1OdMhHg1z45WtLDm1oWznF1OPhLYQYsrzPOjpz5MzyxfYb+/s4rHntmM7HnU1UW5Z08a8plTZzi+mJgltIcSU5gG9/Sa5fPkC+5VtB3niNx/gAU0NCW67uo2ZdYmynV9MXRLaQogpra/fZCBvl+Vcnufx7Gt7+fXv9gFw2uxabl6tSCWiZTm/mPoktIUQU5LnefT2m/TnyhPYjuvx883v87o+DIA6bQZfXrWUWLT6J01JxMMk4xIXk4H8KwghpiB/4pRyBbZpOTzyq+3o3WkAzmlt5nMXLyQcqu5JU0KGQW0qSjIWBmQ8+WQgoS2EmFIMA/oGbGKUJzCzOYsHN2r2HMoAcOnHT+WKT87HqPJJU6IRg4ZUgki4ut/HVCOhLYSYUjI5m2y/RSxR+sU3uvty3P9UO509OQzgsxcs4Lwz5pT8vKVkADWJCHXJKIbcXU86EtpCiCmj37TJ9JuUY/mP/Z1ZHtjQTt+ARSRssPaypZy5sLEMZy6dUMigPhWjJhbGK+8qpaJAEtpCiCkhZzn0Zc2yhM2OfT08/EwHecshEQtz01WKhXPrS3/iEopFw9SnYkRChgT2JCahLYSoeqbl0JPJlyVs3nqvk588vwPH9ahPxbh1TRtzGpOlP3GJGAYk4xFixCtdFVEACW0hRFUzLZd0pjx32C/9/gC/fHkXALNn1nDrmjZm1FZv2IWD5vCZ9QkOH7YqXR1RAAltIUTVMm2XdDaPW+LEdj2Pp7fsZvPWAwCcPqeOm65UJBPV+yc0Hg3TkIoSqvJhadNNRX7ilFJfAf5j8O0GrfW/V0qtAO4F6oEXgTu01rZSqgV4GJgNaOBGrXVGKTUDWA8sAg4Da7XWB5VSMeA+4JPAAHCD1rq9nO9PCFF6pu3Sk8njuqUNbNtx+ZcX3ufN9zoB+NiCmVx/2VKikeoMO8OAVE2UVCIqfcOrUNl/6pRSSeD7wCXA2cBFSqlV+MH8Ta11K/6og9uDXe4G7tZatwGvAXcF5d8GNmutlwH3AN8Lyv8MyAblfw6sK/mbEkKUleX4ge2UOLDzpsODG/XRwP7UstncsKq1agM7EjKYWZugVgK7alXiJy8cnDcFRIP/LKBGa/1KsM064ItKqShwMfCToeXB19fg32kDPAKsCbY/Wq61fhFoDu7WhRBTgOW4pPtKH9h9/Sb3PLmN9/b1ALDqk/O57sKFhELVGXeJWJiZ9Qli0er8wCF8ZW8e11r3KaXuAtqBfuAFwAQODNnsADAfaAJ6tdb2ceUA8wb3CZrRe4HmoeXH7bO7kPrNmlU7jnd1oubmuqIcZzqQa1W46X6t8nmbrr4cDTMK663d2Di+pTAPdfdzz5Pv0pkeIGQY3LBaceHZp47rWJVm4DeH16diI87SNt1/tqpF2UNbKbUc+GPgdKAHv1n8SjhmPgQDcPHvyI//OO0O2Wao4fYxhuwzqiNHMhN+RtbcXMfhw30TOsZ0IdeqcNP9WtmOR3dfruA77MbGFF1d2TGfZ++hDA9sbCebs4mGQ3xp1VKWnTZjXMeqtEjEoD4Zxxzw6Bwwh92uHD9b8qGgOCrRTnIV8Cut9SGtdR6/yftSYO6QbeYA+4FDQINSanCZnLlBOcC+YDuUUhGgDjgC7B3mWEKIKjXWwB6vjj1p7n1yG9mcTU08wp98ZhnLTp9Z0nOWSk08QmNdgliVPn8XJ1eJf823gFVKqZRSygA+i99EnlNKXRBscxN+r3IL2AxcH5TfDGwIvn4q+J7g9c3B9kfLlVIXAjmtdUFN40KIycd2PdJlCOw3Og7z4EaNabvMqI3xtevOoOWU6rs7DBkG9bUxfzhXlS9aIk5UiWfazyilPg68jt8B7VXgr4CfAfcopeqBN/B7mAN8HXhAKXUn/nPpLwfldwHrlFLvAGngxqD874B/DMrz+B8AhBBVyHY90r057BIGtud5vPjWfp5+dQ8Ac2cluWV1G/Wp0i84UmzRSIiGVFxW5prCDE8mmR20ANgpz7TLS65V4abbtXJcl+6+PLYzvt/HQp5pu57HL1/exctvHwRg0bx6vnJlK4lYdU2aYhh+c/h4V+Yq0zNt+SRRBNX1kymEmBZcb2KBXQjLdvnx8+/x9vtdAJy1qJEvfnoJkXB1PQMenIo0IStzTQsS2kKIScV1XboypQ3snGnz0NMd7DzQC8AfnDmHq88/veqeASdiYeqTMUKyMte0IaEthJg0HNcjnclj26VLoN6syboN7Rzs6gdg9coWLlo+d8QxzJNNyDCoTUZJxuVP+HQj/+JCiEnB9Tx6MnmsEgb2ofQA6556l3TGJGQYfOGSRXy8tblk5yuFWNS/u5bOZtOThLYQouJczyOdMTHtgudBGrPdH/bxwEbNQN4mFglx45WtLJ0/o2TnKzbDgGQiSl1NtNJVERUkoS2EqCgPj56MiWk5JTtH+65uHnl2O5bjkkpEuGVNG/ObizNlcTlEwv7MZjJvuJDQFkJUjIdHus8kX8LA/tf2Q/x88/t4HjTWx7ltzTJmNSRKdr5iMoBEMJSr2jrJidKQ0BZCVExPpnSB7Xkez72xl2df2wvAqU0pblnTRm2VNC+HQgZ1ySg1sTAnLrUgpisJbSFE2XlATzZPzixNYLuuxyPPaF783T4Als5v4IYrWolHw6PsOTnEo2HqU1HCIWkOF8eS0BZClJWHP+wqly9NYFu2y6PPbWfbB90ArFjSxOcvWVQVk6YYBtTWREkmonJvLU5KQlsIUUYeff0WA3m7JEfvz9k89LRm14f+lJwXnz2XKz/VUhXPg6MRg7pkXFblEiOS0BZClIlH34BNf640gZ3O5Ln/qXYOpwcA+OLlS/n44lklOVcxTXTecDG9SGgLIcrAD+zsgFWSox/s6mfdhnZ6sybhkMEXP72YS89tGXXBkEqLhAzqZN5wMQYS2kKIkjIMShrYOw/08tDTmpzpEI+G+cqVrSw+taEk5yqmRCxMXTJGWOYNF2MgoS2EKBnDgMyARba/NIH99vtHeOzX72E7HnU1UW5Z08a8plRJzlUsIcOgNhUlKUO5xDhIaAshSiabs8kMWJTiRvLldw7y5Esf4AFNDQluu7qNmXWTe9KUWDRMfSpGJCRhLcZHQlsIURIDpk1fv1n0pl/P89j0r3t4/s39AJw2u5abVytSick7acrgvOG1iShV0JFdTGIS2kKIostZDr3Z4ge247r8/MWdvN5xGADVMoMvX76U2CSeNCUSNqhPyVAuURwS2kKIojIth55MvuiBbVoOjzy7Hb0nDcA5qpnPXbSI8CRtap4s84Zv3dHJxi276ezJ0dSQYPXKFpYvbqpYfcTESGgLIYrGtF3SmeLfYWcGLB7c2M7ew/4Qrk9/4lRWnTMfY5K2NYeDoVw1FR7KtXVHJ+s3dRAOh0gmIqSzJus3dQBIcFcpaa8RQhSFH9h53CKnVFdvjn98/B32Hs5iGHDthQu44pOnTdrATkTDzKqPk4hWfuz1xi27CYdDxKNhDMMgHg0TDofYuGV3ZSsmxk3utIUQE2Y7Hj2ZPK5b3JTa35ll3YZ2MgMWkbDB9Zct5YyFjUU9R7GEDINUMkoyHpk0A7k6e3IkE8f+mY9FQnT25CpUIzFREtpCiAmxXY90Xw6nyIH93t4e1m/qIG85JGJhbl6tWDCnvqjnKJZoJER9KkZ0ki1K0tSQIJ01j1ndzLRdmqpkPXFxosn1EyaEqCqu65Luy2EXObDfeq+TBza2k7ccGlIxvnbtGZMysA0DUjVRZtUnJl1gA6xe2YLjuOQtB8/zyFsOjuOyemVLpasmxknutIUQ4+J6Ht2ZPLZT3MD+zdYDPPXKLgBOmVnDrWvaaKiNF/UcxRAJGdSnYsQn8bzhg53NpPf41CGhLYQYM9fzSGdMLLt4aeV6Hhu37OY3Ww8AsGBOHTddpaiJT74/U4l4mPpkjJAx+ecNX764SUJ6Cpl8vw1CiEnNw6MnY2JaTtGOaTsuP31hB2+9dwSAMxY0svayJUQn2YQkIcOgNhklGZd5w0VlSGgLIcakJ2OSL2Jg502H9Zs6eG9fDwDnfewUPvMHCwhNsklTohF/ZrPJ+OxaTB8S2kKIgnhATzZPzixeYPf1mzywUbO/05805cpzT+OSFfMm1RhsA6hJ+DObGXJ3LSpMQlsIUZC+fpNcvniB3dkzwLqn2unqyxMy4A8vXsQ5anbRjl8MoaCzWaVnNhNikIS2EGIUHn0DNv05u2hH3HsowwMb28nmbKKREDesWopqmVm04xdDLBqmIRUlHApJYItJQ0JbCDEsw4C+AZvsgFW0Y3bsSbN+UweW7ZKMR7hljeK02XVFO/5EyTKaYjKT0BZCDCuTs8n2Fy+w3+g4zL+88D6u5zGzLs5ta9pomlFTtONPVCRsUJ+ME4tKZzMxOUloCyFOqt+0yfSbFKNl2PM8XnxrP0+/ugeAubOS3LKmjfpkrAhHnzjDgJp4hNqayi6jKcRoJLSFECfIWQ592eIssem6Hr98eRcvv3MQgEXz6vnKla0kYpPjz89kWUZTiEKU/bdGKfVV4JtDihYCDwE/B/4aqAEe1VrfGWy/ArgXqAdeBO7QWttKqRbgYWA2oIEbtdYZpdQMYD2wCDgMrNVaHyzLmxNiCshbDj2ZfFECzLJdfvz8e7z9fhcAyxfP4o8uXUxkkox1TsSCmc1Ck39mMyGgAguGaK3v1Vqv0FqvAG4EDgH/C/ghcB2wDDhXKbUm2OVh4Jta61b8IZO3B+V3A3drrduA14C7gvJvA5u11suAe4DvleFtCTElmJZLT6Y4d9gDeZt1G949GtgXnDWHtZctmRSBbRhQl4oxozY+6SZxEWIklf7t+Qfg/8G/K96utd6ptbbxg/qLSqnTgRqt9SvB9uuC8ihwMfCToeXB19fg32kDPAKsCbYXQozAtF3S2TxuERK7J2tyzxPb2HmgD4A1K1u45vwFk+J5cSRiMLMuQWoSzmkuxGgq9lOrlFqFH8g/Vkp9GTgw5OUDwHxg3jDlTUBvEPBDyxm6T9CM3gs0A/sLqdesWbXje0PHaW6ePENYJju5VoUr1bXK5226+nLMmJGc8LEOdGa554ltdPXmCIUMbrnmY6w8Y04Rajl2jY2pY75PxCLMqI0RngR3+5ON/B5Wh0p+1Pwa/jNs8O/4h368NwB3DOUE5YPbDGUMeW1UR45kcCe4NnBzcx2HD/dN6BjThVyrwpXqWtmuR7q3OGti7zrYx4NPtzOQd4hFQ9x4RStL59bR1ZUtQk3HprExdfS8gzObeYZHV1fxhrBNFeX4PZQPBcVRkY+bSqkYcAmEDweIAAAgAElEQVTweFC0F5g7ZJM5+HfGw5UfAhqUUuGgfC4f3UnvC7ZDKRUB6oAjxX8XQlQ/13NJ9xUnsLd90MV9v9zGQN4hVRPl9s98jKXzZxShlhMTi4aZVR8nEZXe4aL6VaqNaDnQobUe/Pi9BVBKqSVBEN8AbNBa7wJySqkLgu1uCsotYDNwfVB+M7Ah+Pqp4HuC1zcH2wshhnBdj66+PLYz8SR79d0PWb+pA9vxmFWf4I7rzuDU5uI8apqI2mSUmXVxwiFpDhdTQ6Waxxfh30UDoLXOKaVuBX4KJPCDd7CT2Y3APUqpeuAN4PtB+deBB5RSdwK7gS8H5XcB65RS7wDpYH8hxBCu59GdyWPbEwtsz/P41et7ee6NfQDMb05x8+o2amsq2/czEjKYWRcnW5SpYYSYPAxP2osGLQB2yjPt8pJrVbhiXSvX80hnTMwJrontuB6P/2Yn/9p+CICl8xu44YpW4tHwKHuWViIWpi4ZY84p9fKzVaAyPdOu/NCBKUDGPAgxjRQrsE3b4dFfvce7u7oB+PjSJj5/yaKKNkMbBtTWREklZISnmLoktIWYJooV2P05iwef1uz+MAPAJSvmceW5p2FUcAx2JGxQn4oTi8izazG1SWgLMQ0UK7C7+/Ks2/Auh9M5DOCaP1jAH5xZmTHYgxLxYCrSSTBxixClJqEtxBRXrMA+cCTLAxva6e23CIcM1l62hLMWzSpSLccuZBjUJqMk42FOnJ5BiKlJQluIKaxYgf3+/h4eerqDvOUQj4a56apWFs1rKFItxy4WCVGfihMJS1iL6UVCW4gpqliB/fv3j/DYc+/huB71ySi3rGlj7qzU6DuWgGFAMhGlrsJDyoSoFAltIaYgD4+eIgT2y28f5MnffoAHNM9IcOuaZcysixenkmMUCRvUJ+PEotLZTExfBf30K6X+j1JqSakrI4Qojp6MSX4Cge15Hk+/upsngsBuOaWWr117RkUC2wBq4hEa6xMS2GLaK/ROuwt4Rin1PvAD4Gda64l9hBdClEQ6mydnjv/X03Fdfvbi+7zR0QnAstNncv3lS4hFyj9pyuBCHzUxmTdcCCjwTltr/R1gMfD/AWsBrZT670qpU0tZOSFE4Tz8daxz+fEHdt5yeOhpfTSwz22bzQ1XtFYksGWhDyFOVHBbk9baw19Baz8QBT4GvKiU+lqJ6iaEGIO+fpOBvD36hsPIDFjc9+Q2Ovb0AHDZJ07lcxctJBwqbw9tw5CFPoQYTkHN40qprwK3A7OBfwQ+qbU+rJRqAt4JyoQQFeHR22/Rnxt/YHf15rj/qXaO9OYwDLjuwoV8atkpRaxjYaSzmRAjK/SZ9lrgfwBPaK3dwUKtdadS6j+VpGZCiAJ49A3YEwrsfZ1Z1m1oJztgEQkbfOnypXxsQWMR61gYmdlMiNEVGtphrfUvTvaC1vreItZHCHGcrTs62bhlN10Zk8baGKtXtrB8cROGAX0DNtmB8S8Xv31vmvWbOjAtl5p4mJuvauP0OXVFrP3oQoZBbSpKMiYzmwkxmkLboBqUUpWZTUGIaWzrjk7Wb+ognTWpq4mQzpqs39TBOzuPkMnZZPvHH9hvvtfJgxs1puXSkIrxp9eeUfbAjkVCNNYnSMYiSGCLyUIpVauU+qDS9TiZQu+0+4FdSqmtQGawUGt9bUlqJYQAYOOW3YTDIeLRMIZhEI+G8aIhfvP7AzTNqGG8nao3b93Phld2A3DKzBpuXdNGQ235xmDLzGZCjE+hoX1fSWshhDipzp4cycRHv6bRSIhUTZSd+3vHNQzK9Tw2vLKLl35/EIAFc+u46UpFTbx8kyOGg7HXCRl7LYpIKRXCn0fkIuBt4HzgU8C9wBzgQ+CPgTjwMHAIOAN4XGv9raA1+UfAQuC1IcedN8wxfgHYwHNa62+V4S0CBYa21vqBod8rpQxAZkgTosSaGhKksybxaJhw2CAZj/Jhdz+147hDtR2Xnzy/g607jgBwxsJG1n56CdEyrkGdiAWdzUKGBLYots8Ds/CHI18F/BHwPeAurfXrSqk/BP4K+M/AOYDCD+4OpdTfAjcBHVrr65RStwCXBccd7hitwKla666yvUMKH/L1NeC7wNDn2ofxP3kIIUpk9coW1m/qwA4Z1NUkONjVz0DO4ooLFo7pODnTZv2mDnbs6wXgvDNO4TPnLyBUpjHY/tjrGMl4RJ5ci1K5BPhxMKfIRqVUd1C2VCkFfh+udLDte1rr3QBKqZ3ADOBC4DvB648C/2XIcU92jJ3lDmwovHn8PwBXAP8JuBP4LDC/VJUSQviWL27CAF5+50P2dmaJhUNcfsFCVMvMgo/R12+ybkM7B470A3DVp07j4rPnYZRpaFUkEoy9LuMdvZiWHI7tzegF35+jtXaUUlH8cE4B+ZNsN5QblDPCMfqL/xZGV+hvUZfWegvwJnBKMK3pJaWrlhBi0LKFs/jDixdx5x+v5KufPWNMgd2ZHuAHv3iHA0f6CRnwhUsWccmKU8sW2Il4mMa6hAS2KIfNwOcAlFIXA43Aq8Atwet3AH89wv4vAtcHX3+ej/JxLMcouUJ/kyyl1ExgO/6DfYDyT0YsxDTjuC7pvhyOO/YHwHsOZfjB4+/Q3ZcnGglx01WKc9TsEtTyRIYBdckoM1JxmSxFlMvPgK5glNPX8Juxvwl8JSj7AvCXI+z/d8A8pdTbwKfxO5kxxmOUXKHN4/8EPInfLP5m8DC+vWS1EkLguh7dmTy2M/bA1ru7+dGz27Fsl2Qiwi2r2zhtdm0JanmicMigISVTkYqyOw94Smv9b5RSy4EztdY7+ahD2VCfHPxCa33pkPK1x29YyDHKqdBVvn4IXBk8dD8f+O981IwghCgyx/XozuSw7bEH9uv6EA89rbFsl5l1ce647oyyBfbgylwS2KIC3gP+vVLqHeAB4OsVrk9JjHinrZT6d8d9P/Tbr1Phtn0hpiLH9Uhn8lhjDGzP83j+d/vZ9NoeAObOSnLrmjbqkrFSVPMYBlCTiFBfhnMJcTJa60NMg75WozWPn1WWWgghAH/yk55MHst2R9946H6uxxO//YAt2z4EYPGp9dx4RSuJWOknTQkZBnWpKMl4RMZeC1FiI/5Ga61vK1dFhJjuXM8jnTExxxjYlu3y2HPv8c4H/pDRs5fM4guXLCYSLn0TdSTiP7+OhkMS2EKUQaGTq5yPP1a7Fr8lLAws1Fq3lLBuQkwbHh49GRPTcsa030De5qFnNB8c6APgwrPmsvq8lpL32DYMqIlHqK2JSu9wIcqo0Laze4EH8aeF+wH+WLiflqpSQozE2r0Va+sG3L7DhOqaiS5fQ7RleaWrNSE9GZP8GAO7J2uy7ql3+bB7AIA157Vw0fJ5pajeMcIhg7pUjBqZO1yIsiu0/czTWv8v4Hn8oV5rgStLVSkhhmPt3kruhftwPtyBl+nG+XAHuRfuw9q9tdJVG7d0Nk/OHFtgf9jdzw9+/jYfdg8QDhmsvWxJWQI7EQszqz5BIiqBLaqfUmqBUspTSv3jceUrgvJbR9j3A6XUglLX8XiFhnZf8P8d+GPfBvCnjBOirMxXfwy5DOBBKOz/P5fxy6uMRxDY+bH9Ku062Mc/Pf4OPVmTWDTELavbWLGkqTSVDIQMg/raGDNqY2Wbr1yIMjkCrFZKDZ0w7Hr89TUmnUKbx19VSj0K3AX8UinVykezxQhRNm7PQf+B6tHnqP7Xbs/BitZrrDygN2uOObC3fdDFP/9qO7bjUVsT5dY1bcxrSo2+4wTEomHqUzEiEtaiAj77F79YDXwLf8nMncB3n/g/120s4iky+FN0Xwz8Oii7EngWQCn1TfwVwFKACXxZa60Hdw7C/rvApfj9vdZprf+miPU7RqF32n8O/J3WugP4i+D7f1OqSgkx1fX1mwzkx/a598Xf7fVX/HI8ZjUkuOO6M0oa2P7KXFFm1sUlsEVFBIH998BcoCv4/98H5cX0GH6fLZRS5wJb8QO6Hr8P16Va6zPxZwb95nH73g6gtf4E/jTf1ymlLipy/Y4qNLR/ANyklFoG/AN+p7SKzr8qpiej4RTwPPDcY/5vNJxS6aoVyKO336Q/V3hge57Hs6/t4UdPazwP5jen+Nq1Z9BYnyhZLaMRg5l1CWoTUVlKU1TSt/BX5BpcUas/+P5bRT7P48AapVQIv2n80aC8F7gB+JJS6n/iT+V9/PSCq4BrlVJvAlvwV8As2RwnhYb2Ofh31n8IPBiM3z69VJUSYjjxT62FeAoI+YFNCOIpv3zS8+gbsMcU2I7r8bPNO3nujX0AtJ42g69+5mPU1kRLUkPDgGQiQmO9rMwlJoWFnLgEZn9QXjRa6wzwFv6a2pcRNI0DpwEv4y/HuQFYx4nLeIaBv9Rar9Bar8CfA/2HxazfUIU+0w5prV2l1BXA/wjKkuM9qVLqs8B/xn9G8IzW+v9SSq3Cnxa1BnhUa31nsO0K/CFn9fhLp92htbaVUi3Aw8BsQAM3aq0zSqkZwHpgEX5HgrVa6+p64CmGFW1ZDpd+teqGfBkG9A3YZAesgvcxbYd/fvY92nd3A3DemXO55rzTCIdKE6aRkEF9KkZchnKJyWMnfpP40OBOBuXF9hjwV8BrQcYAZIH3tNZ/o5SqAf4bsOe4/Z4DbldKPQHEgd/gL+H5fAnqWHBov6eUego/CJ9XSq3H/1QyZkqpRfjN7SuBD4HnlFJrgH/Enzd2D35ntzVa6w34wfxVrfUrSqn78J8f/ANwN3C31vqflVJ34XeS+7+BbwObtdbXKKVuAr6HLG4ypbxrzWNj7xV09uRo8hKstuYxNLK37uhk45bd/usNCVavbGH54qZRXysVP7Atsv2FB3Z/zuKBjZo9hzIAXLpiHtdf1UZ39/E3Hf6KXpvf2k93X56ZdXEuOnvemNbcNoBEPEJd0p8oRQJbTCLfxX+mDX5wJ/GD8bslONcTwH34WTLIBEJKqW34vyovAGcet98PgKXA7/Az9X6t9fMlqB8AhlfAb6hSKoXfNP4brfUHSqk78JvJT/wLMvqx/gI4VWv974Lv5+G/4f9Xa315UHYT/nqm/xV4Tmu9OCi/KCi7Cr+bfmPwieg04AWt9SKl1E7gYq31HqVUBL/zwiyt9Wh/MRcAO48cyeCOY+3ioZqb6zh8uG/0DcWYr9XWHZ2s39RBOBwiFglh2i6O43LjFa0sX9w04uvAiPuWgmFAZsAi029R6E9Vd1+e+596l86eHAbwmQsWcP4Zc2hsTNHVlT1mW727m8df2kk4HCIaDmE5/nu69oKFBQV3KLi7TkRDnNjqV93k97Bw5bhWzc114/oBK0Pv8apS0J221jqLf8c7+P0PJnDOJYCplHocaMHvjfcOcGDINgfwH+bPG6a8CejVWtvHlTN0nyDQe4FmYP8E6iwmiY1bdhMOh4hH/SGV8WiYfFC+fHHTiK8DI+5bCpmcTWag8MA+cCTLug3t9PVbRMIGaz+9hDMXzRp2+81v7Q8+hPjvKRYJYwblo4V2PBqmIRUlVKLmdiGKIQjoaRvSxyv9EkAnP+fF+GPaMvi99gbgmL9rBhD0MiqonKB8cJuhjCGvjWrWrOKsO9zcXFeU40wHY7lWXRmTupoIxpD5riNhg+6MSXNz3YivezDivsXWm8ljYjAzXlinMb2ri3ue3EYu71ATj/D1Lyxn6XHB29h47BCvdL9FKh4+5j2FQ2F6+q0Tth1kAKmaKHXJqT9RivweFk6uVXWoRGgfBJ7VWh8GUEr9DPgix86wNgf/zngvfieE48sPAQ1KqbDW2gm2GbyT3hdstzdoHq/Db0oviDSPl9dYr1VjbYx01jx6twyQtxxm1sY4fLhvxNeBEfctpgHTpjdrFvx8+Oktu3jhLb9RKRwyuOKT85lVGzumOfxkzeMzklF6B6yjd9rgd2BrSEZP2Bb8Vbnqk3HMAY8jA+Y43ln1kN/DwpWpebykx58uKtEu9iRwlVJqRjCTzBrgJ4BSSi0Jym4ANmitdwE5pdQFwb43BeUWsJmPOpjdjN8dH+Cp4HuC1zcX8DxbVInVK1twHJe85eB5HnnLwXFcVq9sGfX10fYtlpzljCmwf/7i+0cDOxL2pwvdvHU/Oug1PpKLzp6H47iYtv+eTNt/TxedfeI85DXxCI11MpRLiGpW9jttrfUWpdT/xu8WHwU24fcGb8dfOSyBH7w/CXa5EbhHKVUPvAF8Pyj/OvCAUupOYDfw5aD8LmCdUuodIB3sL8qsVCtxDT57Hq4H+Givj/baRJmWQ08mX1Bge57H06/u4dX2QwDEIiEa6xOEQgam7RT0XFq1zORaGLH3eMgwqE1GScbDTLXOZkJMNwX1Hp8mFiC9x4vC2r2V/EsPQSgCkRjYJrg28QtuOiG4p9K1Mi2XdCaPW8DvlOO6/MsL7/O77Z2A3ymssT5+9Nm053nk8jbfuuETR/c5WfP4aCIRg4ZUnGh4+t1dT6WfrVKbzL3HxbEq8UxbTHHW1g0QimBE435BNI5n+eWTfRKU8RpLYOcthx9t6mD73h4A6pJRYtHQMZ3JLMdlZl18QnWqiUfYdzjD/b98l8Pp8o1LF0KUjoS2KDq37zDEjuu5HIn55VOQabuks4UFdmbA4oGN7ew77N8xr/rkfObNSvLEbz/AtJ1jxlqf7Ll0IUKGQW0qys59PTz4tCYcDpFMREhnTdZv6gCQ4BYCfz1toAPYdtxLn9VaHz/zWTHO9bzWesFEjiOhLYouVNeMm01DdMidom0SqmuuXKVKZCx32Ed6c9z/1Lt09eYxDPjcRYs4t202AIZhTGhWs0HRiEF90Bz+y5d3lX1cuhDF9v53vnDC5CqL/tNPizlue38wZ3hVkNAWRRddvob8Sw/hWRzzTDu6fE2lq1ZUecuhJ2MWFNj7DmdYt1GTHbCIhkN86fIlLFvQePR11TJzXCE9VE08Qn0qihF0NuvsyZFMHPsrHouE6OzJTeg8QpRLENh/j7+y19GlOd//zhe+UeTgPoZS6hT8qbVPw5/n4z9qrZ9VSv0X/EnBWvEn7foOcDn+tNxvAV/CX0DkH/CnOz0Ff5nPLxdy/ELqJqEtis5/bn1T1S3qMRa5MfQS3743zfpnOjBtl5p4hFtWK1pOKd6Y1cHm8GTs2N7hTQ2JE8alm7ZLU0PplvQUoshOtjTnYHmxQntesKzmoPX4K1v+UGv9uFJqLvCbYPEq8JfdPB+4AH+xkLPwm9jfBZYDDYCptT4/WOrzOeBq4PUh5/jeyY6vtR61N6CEtiiJaMvyKRXSQw0X2CdbuKM/b/PT59/H9Txm1Ma49eplzJ5RU7S6RCMhGlJxIuETO+auXtnC+k0d5OGYudYLHZdeicVVhDjOQvw77KGKvTTnCc3jSqlOoE0p9d+CoiiwOPh6UzBF9i7ggNZ6W7DPPmCm1vp5pdQRpdQ3gDb8tTVOtgb3yY7/JqOQ0BZiDEYK7MGFOxLxCD39Jo/9+j0G8v5Ef3Mak9y6po36VKwo9TCAmoS/MpcxzNjrQsasD2fowivSiU1UUDmX5hwqDFymte4CCO6GDwGfw1/5a5B9/I5KqWvxl/D8HnA//loZJ1uD+2THH5WEthAFGqlJfOjCHf4Ya+doYC+cW89XrmylJl6cX7eQYVCXilITG32ylOWLm8YVsqMtzCJEmZRzac6hnsOfwOvbSqmP4c/AuaDAfVcBj2mt7w+Wov40cPzz6uGOP2rz+PSbcUGIcRjtGXZ3X55oOITneXT35cnm/A/g0UiI265uK1pgR4NZ02piEUo5u1lnT+6E6U6lE5sot6Cz2TfwV25sDP5f0k5ogX8LnKeU2go8CnylkOfNgXuALyulfg/8GHiJE5vzx318mRHtIwuQGdHKrhquVSGdzu594h3S/SaZfgvT8heVS8TCzG2s4fZrz5xwHQxg7pwGHNMctjm8mP73j9446eIqM1Ix/nLILG2TWTX8bE0WMiNa9ZA7bSFGUGgv8XPUbHr6zKOBnUxESMRCXLzi1AnXIRTyFxGZ1ZAoS2DD6AuzCCEqQ55pCzGMQgP7cHqATa/twQlaaJLxMHNm1ox7gpShopEQDbVxImVe93oindiEEKUjoS3ESRQa2HsO9fHABk1/3iYWCXHDFa20njZjwucvpHd4qY23E5sQonQktIU4TqGB3b6rm0ee3Y7luKQSEW5Z08b85uOHY45dKGRQn4pREwsXvCa3EGJ6kNAWYoiRAnvo5CnhcIgjvTk8Dxrr4tx29TJmFWGmsVg0TH0qRiRkSGALIU4goS1EYLTAfvylnYRCBpbj0Z3xhz411sf52rVnUJec2KQphhHMHT7B4wghpjYJbSEYXPxj+CbxzW/tJxQyGMg79A8Zg11fE51wYEtzuBCiUBLaYtozLYf0KM+wu3pzDFguedOf5awmHqYhFaMnaw6/UwFi0TANqSju3rfJTuEFVoTAH2LsVroS1U7GaYtpzbRd0hlzxMAeyNvkzI8CO1UTZUZtHNv1mFkXH37HERiGf5zGujju3rfJv/SQvwZ5LIWbTZN/6SGs3VvHdWwhJgvDAAOXkJ3D7Nx7eqXrMxXInbaYtizHJZ3Jj7gedjqTZ92GdnJWENiJCPXJKJbjr5h10dnzxnze45vDra0bIBTBiAYfAKJxPMsvl7ttUW0MA3BtDMfCNXN4tgWehxu3JG+KQC6imJZs1yPdlx9xytqDXf2s29BOb9YkHDK44Kw57D2UOWbpzbFOnjLYHB4OhY7e3bt9hyGWOnbDSMwvF6JKGK4Fjoln5vBsm2OmyDZkBtNikdAW047teqR7c0dnMDuZnQd6eehpTc50iEfDfOXKVhaf2jDucxoGJBNR6mqiJ7wWqmv2m8ajQ5rabZNQXfO4zydEyXkehmviOSZePofrukhPytKT0BbTymBg2yME9ts7u3jsue3YjkddTZRb1rQxryk17PajiYQN6pMx4sP0Do8uX0P+pYfwLCASA9sE1ya6fM24zylEsRkG4DkYtoVr5fAs0w9qUVYS2mLacAoI7FfeOcgTL32ABzQ1JLh1TRuN9eObNGVw7HVtTZSQMfxkKf5z65uwpPe4mGQMA3BscIc0e0tQV5SEtpgWRrvD9jyPTa/t5fnf7QPgtNm13LxakUqc2JxdiEjIoC4VI1Hg2Otoy3IJaTFpGK4Fdh7PyuPatjR7TyIS2mLKGy2wHdfl55t38rr2O36p02bw5VVLiQ1ZSxogfOBtIh3PEsoewU3Nwm5dhTP32LWyDSAR9xf6GOnuWojJxHMdQk4e187jmTm/g6b88E5KEtpiShstsE3L4ZFnt6P3pAE4RzXzuYsWET5uKczwgbeJvfkYXiiMF0ti5HqIvfkYJhwNbpnZTFSLY4ZlWXmsdAa7L1PpaokCSGiLKWu0wM7mLB7cqNlzyP9j9emPn8qqT87HOMnwlEjHs3ihMESCHt6ROJ6dJ9LxLM7cM086lKtYtu7oZOOW3XRlTBprY7KutRgnD8Mx/WFZlnnssKzU+DtaivKS0BZT0miB3dWbY92Gdjp7chjAZy9YwHlnzBn2eKHsEbxY8tjCcIxQ9gjJROkW+ti6o5P1mzoIh0PU1URIZ03Wb+oAkOAWo/AwXCfoRJbHsy3p7T0FSGiLKcdxXdK9+WEDe39nlgc2tNM3YBEJG6y9bClnLmwc8ZhuahZGruejO23AcEzC9c3UpWIlaw7fuGU34XCIeDSMYRjEo2HyQbmEthjKH5Ll+k3edh7PzMvY6SlIQltMKa7n0t03fGDv2NfDw890kLccErEwN12lWDi3ftTj2q2r/Gfadh7CMQzHJIRLfMXVJf2b2NmTI5k49tc0FgnR2ZMr3UlFVTk6E5mVlyFZ04CEtpgyXNelK5PH2/t74ifp5f3We5385PkdOK5HfSrGrWvamNOYHP3A+J3NTCDa8Syh/iNEGpqJLr+65MO0mhoSpLMm8SE92U3bpalhfGPHRXXzO5A5RzuQeXZeenpPMxLaYkpwXM9fXnPP70/ay/tX75s8+Y6/jObsmTXcuqaNGbVjW6HLm3cW8aWfIBmPlO1v5OqVLazf1EEef2a1vOXgOC6rV7aUpwJiEvCCcdPB3bTjyN30NCahLaqe6/mBbdke8eN6ebvhOL/sPp1f7/ED+/Q5ddx8laImPrYf/WjEoCGVIBIu79jrwefWG7fspjtjMlN6j095g7OQGe7g3bQpd9PiKAltUdVcz1+ty7L9O4+hvbxtz+DRQ4rXM36v8I8tmMn1ly0lGhnbMvI1QyZLqYTli5tYvriJ5uY6Dh/uq0gdRKn5w7G8kw3HEmIICW1RtQYD27Q/aioc7OWdCyV54OAZ6AG/V/j5DR9yzaqVhEKFB69hQG0yRioexp/rTIjiOOFuWhbfEAWqSGgrpX4NzAasoOhrwGLgTiAK/K3W+u+DbVcBfw3UAI9qre8MylcA9wL1wIvAHVprWynVAjwcHF8DN2qtZaqfMrN2by3pAhh+k7h5TGCD38s7//rP+afO5ew1/aU019R3cMlFH8cdQ2CHQwYNqTix6NjuyoUY3giTmwhRoLL/RVJKGUArcLbWeoXWegWwF/gOcCGwAvhTpdTHlFI1wA+B64BlwLlKqcH1Ch8Gvqm1bsW/Dbo9KL8buFtr3Qa8BtxVprcmAtbureRfeshfIzqWws2myb/0ENburUU5vuv6w7pMyznhtUPJJfxt+gr2mg2EcFl7yg4uveQTuPPOKvj4sUiIxnoJbDExhgEGDiE7BwPp/5+9N42O67rufH/nDjWgqjAQAAcNFCVKvJREQ7Isi7ZmW7ZlJp7SiR0PseMkztB5qztfenU+dNKv0yuv18rrXv1W0qvTcSJ35EF2ojiO7bZNDZYlWaIlypZEURNL1Ehxxoya73DO+3BuFaowVIEYCIA8v7W0CBzce2sAdP+199n7v1GFYaLiBFG5hAwCI9iGRbEakbYX//uA53n9wN8BBfh4MwoAACAASURBVOAn+Xx+DMDzvG8DvwY8ChzO5/NvxOvfAD7ped5LQDqfzz8ZX+tu4M88z7sLuBX4RNP6o8Afr/SLMkwTHNwLloNw4+psN4kK9PpSo+1ISsaLNcJw9g3v6HCRr+49RKmqcG2Lz3zAY+clNzJb2ucnnXTozrgIkw43LILpliwf6VdRYWAqvQ3LymqIdh/wEPBv0KnwR4B/BE40HXMCuAG4YI71i9qsDwBT+Xw+nLG+YPr7s2dy+LwMDuaW5TrrkSOlUZxUtsXDW9lpVGl0zvdloe9VzQ8Zm6rS3T27t/rF10f5yg9ephZEZFIO/9cnr+WyC3sW/JyFgFzaJduVmNN7fK1wPv9dLYaz9X6pMEAGVaRfQ0UB2AoSDuupbKhvw8r6j8vy5Ipe/3zhrP9F5fP5J4An6t97nvcV9J71nzcdJgCJTt+rJawTry+Y0dGibq9YAudLlW99kMXIZJWBnlSjFUll+olKE9ORNqCCGlamf9b7stD3qp2X+DOvDPOdR19HKkVvNsEXf+lKetMOY2OlBb0O17HoySSpln2qZX9B56wG58vf1XKxku9XvZCMqNbw9V7P6e6+DRnGF/j/y6IQgp4zs0UwzMNq7Gnf7HneHU1LAngT2NK0thk4jt7rPpP100CP53l1+6gt8bphmakPspgo+XSlpgdZHHxtBHdoD8hQG0EohQpqIEO9vgjmE2ylFI8eOMa3H3kNqRRb+rv4g4/vYmNvekHXFQK6Ug4bupM49tqNrg1rAyG0ZagISqjiKLIwSlQqIAN/XQu2YX2xGpU2vcB/9Twv5XleDvhN4DeAOzzPG/Q8rwv4VeA+YD/geZ53eSzEnwX25vP5t4Cq53k3xdf8fLweAI8Bvx6vfwHYe9Ze2XnEXIMsbNvivv1HcLcOkbzp81iZXvBLWJlekjd9flH72fMJtlSKHzzxFvc/9TYAl13Qze9+9Cq6MwubtmVbgp5skp5MwuxfG9qg3ciEX0QVR4kKY7FQr+/I2rB+WY30+A88z9sNPAvYwP/M5/P7PM/7D8DDQAK4K5/PPwXged4XgX8GUsCPgG/Hl/oc8Hee53UDzwB/Fa//IfBVz/P+BDgCfOasvLDzDD2wQunhHKHEcfToyPogC3fr0JKLzoJIMjnH8I8wkvzTw6/y/OtjALzjsn4++b7tOHbnz6D2iRdIHP4xdnkM2T2Iv8ytaIZzAyF9CGvIwEeGoXEjM6wZhPm02GAb8IbZ014Y//GuJzkxVonbWnQhgVKwZUOa//yl9yz4OvO9V34omSzWiGb8Lqp+yDceeIXXj08BcOOuzfzSey9ZkFuZfeIFks/di2W74CQg9EGGi84CnG3Oh7+r5eTM3q8mR7JaVVd8n0f3xrOzpx3sSF185eGVe5Dzg/VT2mg468xXaAbUh/cCFkLU728yXl8afhAxUfSRM26aUyWfu/ce4uRYGYCP9LzM7f6TRCf1FK92CAGp1x5C2O6KtKIZ1hf12dNEASqsofyq8fc2rAuMaBvmpF5oZttWS6EZaC/sqh+xoTtFoRwQRhLHtsh1paj6Z9IVPZtaEOlpXTPunafHK9y992UminqO9af7X+D6nlGo+dgH7sWHeYXbsQTd2SR+aRQSM9panASyMLyk52xYP0zPnvZND7VhXWJE+zxnvmj6vv1HCCNFoVxriHI66XDf/iMMbR9ozHne1DSPuhZE9C6wEGwuqkHE5ByCfeRUga/el6dSC0mIiC8OPsvOXBEQ4CRRYQ3nlR/PKdpJ16Y7k8C2BGFuULu0NbWiEfpYucFFP2fD2kaoePZ0PNZSnmdpb8O5hxHt85h20fTxkRKlaoAQFpYQhJFiqlQjinRk0jznOeFY+KFc0pznih8yVfJn3U9ffnOMf3joVYJIkkk5/F7341ycDWgZ4GEnsEqjLefpdi6XbNptHOkO7aG27+uogJY97cW2ohnWIvHs6SggmKwiC1MmmjacUxjRPo+5b/8RKrWQcjVEKrDivuV6lA2C+owNS0CkRLyuU+RvnpjigZ8fpeqHpBIOH3r3RYua8zyXYOePjPPDJ95kZLIGQK7L5fc+ejUXHHgcqqXGvGwAIh+Z6W98a1mC7kyCdMJuuabet/78ig4yMZxdtG1oqKPpwEeFtcbetEpmjGAbzjmMaJ/HHDlVoFzTe9ACkAqKlZAjpwrYtgWh7oeul5whwI5NSA6+NsK+F07SnU0w4KTwQ8m+F06ybUv3GQl3oVSbJdiH3hrj3odfa+yPO7b+8DAyWWHjjg+QOHAvKqyBnYDIR8iIYMcHgNjdLJvEscScWdDlaEUzrD5CBhDWtIGPmZZlOI8won0eU/V1FFJPH9fFuepLdlyc4+RYmYofNfqw0wmbzfEe9n37jxCEkqly0PLz+p73gh4/iPDLQYu4Sqn4l8feaAh20rXp604SRpLHnjuO99Fd+IDzyo+xSqPITD/Bjg8gt+yiK+WQ6zLDPs5JlEJIP670NnvThvMXI9rnMfWWqllm7Uo19qxTSWfOPetjIyXKtRBBnDqPJIWKJBpZWK9nPSXe1zf9JxiEkn/8yWEKZT1mPZ106M3qAR6ubTFe0KnyaMuulqIzyxL0zJEON6xfpqdl6UEcKvC1UBvWFSr0kVOnUeVxuPzK1X465wRGtM9jupIOlVoIcZ91vfU6nXQa0fJ8fdpRpEBpwQQdpUdS6fUOlGshhXJrSrxcDfn6/XneOqXNMNJJuyHYoN3R+nKzJw64jqAnk8Kx506HG9YT00Vkyq+hotDsSa8TVFBFTp3WAj11Gjl1Sn9dGp8+6PI/n/8ChgVjRPscIDhycFHFVR9690V8/2dvIhBYlt7TVkLxoXfraaZD2wfmTXU7tqAWKKTS+83auEy1HbwhBBSrIcUZgj1RrHH33kOcHq8ggOt3buTVYxMEkcS1LYJIR/m3XHNBy/VSSZvursSC3NAMa4/6pCwhA2RQ01GZMThZ0yi/EovzqRaBVp3GbiZmj9M1LA4j2uuc4MhBavu+DpYDiQyyNKG/p7M158duvgxgVgV4fb0dFwxkODVeoVILm/q4k2zqm3vClhBQrAQUK6172MeGi/zN915kquRjW4JPvu9yhrb3kz8yzmPPHWe8UKMvl+SWay7A29rXuFY27ZJJuQt7kwxrAp3JiRBRiAx9ZOiDKSJbk6haqRE5y8m6QJ9CVTvYwiazWD0bsbo3YXVP/yvSOSA4K8/9XMeI9jonOLgXLGfR1pwfu/myBYn0TOp73r255AL6tBWFckipErTsn79xYopvPPAKlVpI0rX5jTt3sP2CHgC8rX0NkW7GsQXdGf2YZ5vFZjTWMm2tapeFppR3vdLbpLzXBEopqBWRU6cpHp+gduLthlBTK7Y9V6S7Ed2bsLoHY2HWX4tkpu15hqVjRHudIwvDq2LN2WnPexpFoaIFu5kXXh/l3odfJYwUuS6XL+7ZyZb+9v/Dr2Y6fCkZjfr5a03wO1nVLgaT8l57KKVQ1QJq6hRy8nRLehtf+/hX5zlXdPXqSLm7OXreiEgsbGa9Yfkxor3OsZZozXl4/2OEL9xPJpyk5PTg7LqTK3bfsqBzr3SPc3n3g0gRC5G7B2i92U+VA8rVsGXtyRdP8n/2vYkCNm3o4gt37qAvl5r3cdZCOnwpGY2lCv5K0TwTHXR7XS1eX6ho1wdv1K1CTcp79VBKocqTeo+5SZjl1GkI5pNlAIGd64OsFmbRsxErF4uzO7v407C6GNFe5yzFmvPw/sdIHLgXR9jURJJUVMQ6cC+HoaNwdxIiBRTKfotgK6V48BdHeeTZYwBcvDHLH336nfjV+fe6bEvQk0mScM9+OryZpWQ0lrqFsVKMTFbpSrXeAhKO1ZiJPj8KIcN48Mb8Ke/gRJ4w/yiyNI6V6cPxbsPd4i3jKzg/UUqiShONiFlNTUfPhP78JwqByPRPR8vdG7F6NmHlBtmwsW9lR3Malg0j2uucTtac33/89XkLzcIX7scRNqHQEWyIixOv00m0D+5FyQiqBYhCsB1IdBEc3IuzdWiWYEdS8t2fvsHTr2iR27m1l09/4AqyXQnG5hBt+8QLJA4/hF0eJeweRKxyOnkpGY3V2sLoRH3oSz3SBj3HfKBnrqyHwop8nfIOOo+xDE7k8Z/5LggH3DSyXNDfX/cJI9wLREmJKo1NF4Q1CTRRm6IuYSFyA1qcc7Ewd29E5AYQtineXO8Y0T4HmM+a8/uPv95o6bItQS2I+P7P3gR0AVomnKQmWtNfIQ6ZsEP7BhCNH9Me4JYFwgIZQXmSSGrTlEptWrD9IOKbPz7MK29PAHC9N8jHb7kM25p7b9o+8QLJ5+7Fsl1Int108nx7z0vJaCx1C2Ol6Dz0JRZqv4oK9bS3hRLmHwXhINx46pubQAV63Yh2K0pGqOLoHK1UwyDD+U+0bERusBE5Nyq1s/0I29zaz1XMb3YdsNgipgd+frQh2AC2gEjq9Y/dfBklpwfXL1BT038GSRFSSvR0ftxIm7IgmkxQBagwaBHsYiXga/cd4uiwTr29/7oLueNdFzVMU2ZiCUHqtYcQtnvW08md954XN2xkrU4Xm1lMuKW/iz27L+aqi7LIyuQZC3UzsjQO7oxiJcfV6+cpKgpjcT7V2kpVHNEfeufDdrByg3G19rRAi+wGhGXPf57hnMSI9hpnKUVMVT+cFc1aQq8DHHDeyXv8h0kAPjYJImwifu68k8uPHKT66FfAr4CMiMpTRI9+BW77Hf249ZuFktRdyxWgxPRNZGyqyt/vPcToZBUh4GM3XcruqzbN+3xdR7dz1Uqjq5JODg7uRUVhnPIPwHbBTTc+LCx22Mhani52zeUDXHNZX2wXWtNCXVi6sFqZPmS5AG7TfPUwwMrMbuM711BRgCqMaHGebIqei6Px/y/zYLtN+82bGv3OoqsPYa1uTYdh7WBEe43Tbu+4000/lXCoBRHNJmVS6XWAh05u4Kizm/enXqTfKjAqc/ykcjX5qQ187Kl/gmpRp78tG1BQLeI/9U+4W4ewN1xENHESgoruwbUcpJtC5bQoHx8pcffeQxQrAY4t+PQdV3DVtg3zPtfmYR/BKqWTo7GjUCtN31hlBKFP1C5FuUDWynSxerU3URAXkvmoKFr23mnHuw3/me/G2QUXwgBUiOPdtqyPs5qo0EcWhnUqe3K6UluVRtu3uDnJ2cVg3RsRXb0IYcTZ0B4j2mucdnvHnajblEaShtWoYtqmVCrFy8GFHAoubJxTHyEiJ0/qO3xL+lvodXTKV+77Ori9RMJFNY3IfPXopN4rDSJSCZsvfNhj2+buOZ+jALozCbqSNvV5Y6uWTg79psxBjJLtK3LXCdrgpH2195nSrjrc3eLBdZ84J6rHVVBDFmJBnpzpq91GnN1Uw3REt1LV3cF65t0eMhg6YUR7rTPP3jHRtGjPt/fcyabUEqIx6auZhZiXuFuHiOTnqB74EaI4iopHZD5T2sy3HzlEJBU9mQRf3LOTTRvm9h22LUFvLklpxo1v1dLJjQ9CiulBpbQvBmpiTRmo1EdZRj6qVl32UZYLqQ53t3jrSqSVX23qbZ6u1FblifYnJrp05NyzqSW9LVI5I86GZceI9lpnjr3j5vVOe97tbEp3XznIEy+dnhUr7L5yEOFvQo2faH1cpRC9mwHwA8lUr4e8dUfjvMcPnuBHT74KwKa+NF/cs5Oe7NzmDK5j0ZtN0JVyKRVm9wWvSjpZWHGQLZvGnsUZDtqL8mobqDR8vcPpvWm5yCKyhbCeq8NVrdxSqd3w1a5MtT+x2Vc7t3F6zzmVPTtP3GDAiPaaZ+becb04yo7FcynGHb/7sV3AC+x/eRipFJYQ7L5ykN/92C6CI5+i+shd2klJRSBsSKZI3vApqkHEZLHWCNykUtz35BEef/4EANs25/jNayTdT/8vrNIoMtNPuOMDjRnYa3U6l+iJP6hY9VS9AqkQPZs6ivJqGKjomdOhLiLzq6gwOGu+3mu9OlwpRVQpEJ1+Azk1HAu0jp5VdSG+2s1tVMZX27B2MKK9xpneO+6bc3+3k3FHJ5vS3VdvZrzoN/zDd1+tPwy4W4fg9i+1RJaJa/ZQ23gVxSbBDiPJtx95jYOvjQJw9bYNfOaqGpln70GEuvLcrk1h/eIb+O/+DdKXvZPsGp3Olbxh/g8qnUT5bBqoCCJE6CP9yqoN4Fgr1eHtfLXLsa/2fBhfbcN6xIj2GqfT/m47445ONqWdBka0pqgVxWpIqeQ30ulVP+SbDx7m1WPajGX3VZv46I3b6HrovyD8kg4FLVun1f0SqRe/T+7qG9bs7Ii5PqjU3+vavq/pSHbqlN4yEBakckipnalW0kClXvEdVUtQmUAG/qpPyjrb1eFKKVRlMi4Gm05ry6lTHXy1QWT6po1Hmvucja+2YR1iRHud067SOnzw3rY2pfftP0IYKQrlWtNMbGeOgRGzJ3UVyj5f3XuI46M6mvng9Rdz+zsvQAiBVTilD6q3rwiBQMLUqTUr2HXa7qVXmpzilNTf5/T7tOwV70ohVOtIy8hKI2udfMHPDitVHa6URJUnGv3N077apyGstTlTILIbpgW5eyO9F2+jqLIIJ9HmPINhfWFEe43TaS/V3TrEmyc+FqfAx+IU+C9xxdYhMuHftbUpPT5SolQNEMLCEoIwUkyVakRNBUwKKM4Q7JHJCn//o0OMF2pYAj5xy2Vcv3Nj6xNv2q4WTfVz6xVVnHuvtr6+HBXvQgYgA907Hfi6sn8Nf8pZSnX4TF9t1TyRqpOvdnZ66IXVowXayg4inNZtl8SGDMIMwTCcYxjRXuN02ks9+NoI9zxrY9sfIZGI/aOflXxuYATX6SEVFQmZvpk5hJQcbVMaRrq1qW6aZgmIlIjXNTN9xN8+XeRr9x2iVA1xbYvPfPAKdm5t3ceU2Y1YhVM6uhZCC09T5fm6RM1jM9m0fiYV742RlvE4SxXUlr0tay2gfbXHZlVqL8hXOzvQIs7aV3vA+GobzmvMX/8ap1OBU7sU96/supPkgW/STQELicSiphKEu34VANsWEOrq70YwLMBxdP/2ZNGnFkyLUv7ION/88WGCUNKVdPjNPR4Xb8zNes7RNb+C/fOvQVCbVdC1UNZUzzMw3W7XXPE+8/sOV6j310sf5dfOarX3SjPLV7ve61zo4KttOVi5gYbxSMvQC+OrbTDMwoj2GqdTgVO7FPe2m3sovmSjAgFKIIQgnbAZ3KIj7QsHMpwcK1PxI8JQ4jgWXUmbHRf3Ml6oEYTTgvLMK8N859HXkAr6ckl+a89OBnpnV9k6jqDHux6VSS5adFe753kuRK5fC9AM4xWR65//HAHISLdkRT4y8CGKUOs4mp721Z7R51wYWZCv9nQhWLz3nNlgfLUNhjPAiPYap1OBUxgpPPsY72vyD3+4ejVvRpfoFHpXDuFOF5WpoNZIrddHM6aSDgnHIpKKXJfLNZf3NwRbKcVPnzvO/U+9DcCW/i5+c89OurtmF/ckXZuebNx/vQRzlNXoee5E8qYvUP3J3+gBKnXhTqRJ3vSFGUcqhIwgqi2rZejZZvG+2onpvuZGj/NGRMb4ahsMy4ER7TVOpwKny60jfDy1n1DZlFSSblHhV7v28z1fdEytN49mnCjWuGRLN++4dAPbNutIXErFD594iyde1H7j2y/s5nMf3NEYONJMV8qZU8gXw9nseV4o7tYheP8fzPo9JC4ZQimJiAJtGerXkFG0bvaml+KrLdLdKL+iDV7SPTg7bsHddp2x7jQYVhAj2uuAdgVOt7svEiobP/5V+jig9PpCeoeHtg8wtH2AWhAxWfQbXuRBKPmnh1/lhTfG4uP6+bXbt+PYrdGSEJDtSpBJLt/+40r2PC+F5t9DYwBHaQwVhrqIbA2j/KoW5/oM5/qe80J9tevmIz3aVzscP07w7PfASYHjosKA4KUfI1LZNW9jajCsZ4xor3P6rAIlmdDlUPFWa4BNn1XAHfoM1Ufuiuf4xgVhbgr3vZ9pnC8ElGohhZLfCA4rtZBvPJDnjRMFAG7Lvs5H7CeRp6etSEEP/OjJJEm4y5v2XLUpX20QyOmZ00EVKddOO1bztC2R7sa+4GosN3mGvtoZLcxNQy+s7k2QzMwZOUf7/2Hdeo8bDOuZVRNtz/P+GzCQz+e/6HnetcBdQDfwU+AP8vl86HneVuAbwEYgD3wun88XPc/rBe4BLgOGgU/l8/mTnuclgK8A1wMV4LP5fP7QWX9xZ5Gy20sqKFBTTmPGRVJElN1efUD9hluvnxKt1c9Th58lev4+UrFH+OjF7+crTytOjVcA+FjfIW7vOwE1H+fAvfhAtGVXPPAjiW0tfyp01aZ8NVGv9BZSC/VacCFrRlWLyKnTBG8/T/TWM7oITEao0jjhyFvzntfiq51raqU6Q1/tte49bjCcq6yKaHuedwfwm8AP46VvAF/K5/NPep73FeB3gf8F/DXw1/l8/h88z/tT4E+BPwb+HHgsn8//sud5nwf+Evh14N8CpXw+f6XnebcCdwPvOYsv7azj7LoT+8C9pKyIEAeHEEtJnF136oIuYelZ3CpqzOQODu7FuXiIwqvPoJ76Flg2KtHF6ULIlx8eZSJKYyP5dP8LvKt3DN0HlkSFNZxXfox7yTV0Z1Z24MdSpnwtpl1sLVZ6a1/tYsN4ZLw2RmX4mDYgqXUwDbFs7I3bEbnBWJg3Lauv9lrxHjcYzjfOumh7nrcB+H+A/wJc43neJUA6n88/GR9yN/BnnufdBdwKfKJp/VG0aP9y/DOAbwH/0/M8N17/jwD5fP6nnucNep63NZ/PH1nxF7ZKXLH7Ft6aepvsG4/iKp9AJChfdhtX7L6FwtfuRdbKSD2sCksGWGEAMmSyVEO9cL/uhXWSvFHp5q6T76AiXZIi4rf6f8GO7jItfch2Aqc8SjabPIPu5LPLQtvFtOeLTnkTaQcyFYarItLaV3tqhm2nFmpdra7x5zpZWHrym+2C7eh/LRvCGqlbf3vFnvPZ9h43GAya1Yi0vwz8B+Di+PsLgBNNPz8BXAQMAFP5fD6csd5yTpxGnwIG21xrwaLd3788s3EHB2ebjqwEpdeeYeP4c9A/gHCSJMMa2fHn6Jp6N5NRiFQKhaVFCpBKosKQrmyKWnUMEhmeLw3w1RM7CZRNzvb5/cGn2DqQRJVChDNdDCYin8TAFjYu82tbzvfq+P0PYCcSWG5KL7gOMqhC/iEGrrsRFcYWoaE2N8FS4AKpBLCyHtVKSaLiBMH4CcKxkwTjJwnH9b+q7dALgd3dj7thC27fZpzeTbgbtuD0bmJk75eJypNYTb8nGdawewbo27CCoyQ3XEcll6Rw4CGiqVHs7n5y195BeuvVK/eYi2BF34NzjOV7r8QMG2MLhEBWCmujCGSdc1ZF2/O8LwFv5/P5hzzP+2K8bNHaWyIAOcc68Xr9mGbmO0c0nbMgRkeLushoCQwO5hgeLizpGgul/NPvIJWFEC5EEoSLUpKRn36HagBJJBayYQeigGoI1bESydQGnhzO8e2xq1AIBtwyvz/4CzbkElQufR+JA/fqfVw7ga0C7Wx15YeW9bUt93tVGzupI2ypEE4CYTmQzBFWywy/+SbBsZcJXn54WYdczEQpiSqNTxeC1fucC6d1Ud18dPDV7tuQYXyshE8cdRdC2H4z0TPfJQpVS8Rrb7+Z8ZX23c5uw735dxomuVX039Vaof5+GTrTtyHD+Hg5Lmhtur1aVkN09X/6a9H4XiAQqMZwIAst2vU10bjcwJaNR8/uqzo3OduR9q8DWzzPOwBsALJoHdnSdMxm4DhwGujxPM/O5/NRfMzx+Jhj8XFHPc9zgBwwChyNj3ttxrXWNe1mYrfraZ6SaQatKjM/x0zJFDml2Ktu4cdjejjDxckpvjT4NN2igr/jU0RbduED7is/xq6MYXevBSvR9ggBzuClKL+EsBOosIYMKsipElaqC//tF/Gf+S4IB9w0slzQ31/3iUUJt5LR9NCLydNMnHyb2uhJcnISV7Sx7iSe5bzh4iX7aq/UtC3DOiNWxlmiK4R2nGsIr4Ww4n9jUVVC4OSy2GG6Uayqs3PT15m5a6Tm+Xoums5dGyPq1jlnVbTz+fwH61/Hkfbt+Xz+tzzPe8HzvJvy+fw+4PPA3nw+H3ie9xha6L8JfAHYG5/+o/j7/xL//LH4+Pr6457n3QxU1/t+dqeZ2O16mp3iaT2rA5u6u7hQEmHZfPexN/j5K1qwd2Ym+GLPk7iZXvwdH51u67rwHXR515Nw1q6TlZAhQobIKECFPtbWa6k9/S+gxIy91j2E+UcX1aY07as907pzuMVXOxP/V88DRcoiyvST6soiJ0+AndC/J6lQRNiXXr8s4rqUaVuGNUCTOC5EdLEEYobo6nOmo992oqtm/AtgJVIoq3W62hrpaDTMYK30aX8O+DvP87qBZ4C/itf/EPiq53l/gt6XrjcY/ylwt+d5LwIT8fkA/wP4crxeQ38AWNeEL9zfdiZ2u57m3rG7KVZzpKlgExEpm3GV43vl63jp0GkArtsxwK/cegPS+jDN04odR9CbTeGsQEvXYqhXdyNDkKEethH6s/qlnY3bUdd+dM7I03/mu23blBbvq+0wJrsZUTmmrF4mRA8TooexME2WJL9h7YNkbvrDAqAC3/Q0r0faCWz8vRbZZhGdO6U8S3Dre8HCQiE6RrpnEOEaziFWTbTz+fzd6Ipw8vn8c8ANcxzzFnD7HOtjwMfmWK+iW8nOGTLhZNuZ2PP1NDsXD2H3DJJilIlakihS1ESC75TexZFAt+Xcfu0FfPDdF88yz0i4Nj2ZxIr0YC+U6T7pEBn5WqSjaEG90vNFnvU2JeW4emZzFOpJZALKe/9bbELTyVdb7zeL5h7nrj7+5z8eIJ10Wm7ijqMYL9SQwvQ0rwk6ppDrAtsqsi0RLTTt29KIavVlWv9/WUpKea7zDQZYMyf9wwAAIABJREFUO5G2YR5KTg+5aIyUCnS0jE0Vl4KzYd5zFIrJUo3g8jtI/OIbbLQqjEUp/n7qJk5HPQjgIzdu4727Zs+3Trg2vdmF9WAv1/jMRvtVPYoOAmTog5RLasHSvtrDjVYqFQZQGp0zalZ+ufkZ6fYpYYMlcK64WXtqd/XMO/SiL5ekp/wW7+QQOUoUyPAsO5nMXWJ6mpeDM9izxdKRrN2Vw/EdpiPa2WLbTmjnSiO3w4is4WxgRHuN07X1KrKvP4gSAoXAJiKrQqKtVwGz+5Kj0gTBY18nuLY+u1pxLOzlbydvY1J1YRPx6XdluHoOwU66Nr25RJy6a89ix2dqgZ7eiw6LEao4gYoi7Xu+iDvfon21hYXIDWAPbMPq3kjw5i9Qvg+JVONmrgIfOfwa1tV3tL3UB7dWcF9+GiksqiRIUeEm9TTB1o04g+d5T/OZCm490m1JITcL7uz0McwWXDudRRbb/z0ZoTWsN4xor3EGa29TS3Uja2UsFSGFjZXqYrCmR2U2j7FUSiEtF2VJnFd+DMBheSH/e/I6qsohZYX89uAzbC9Kalzb8jiphB6r2SzY7SLphYzP1AKtR1UKGSJlEO9Fhw2BlokMMmgtgJkP5ZcbldqNaVQL8dV2klh9F8SuYHpspNWzCZLZlhu/f3gfJNKtYrDANPamsWeoppMUano6mmW5dKUgNfYM7tDvrf8K72bhbfoeANuOU8nWrOpkJWbu7y68Mtns2RoMszGivcaRhWGcRBJkDSIFtg2JZGNMpSwMo7BQEydQMtR9yYkcojTKgfJmvjH2TiIsuu0av7flIBckSohSueUx0kmHnkyrsUinSLrxuJMnQSlEMo3o6gMZYIXVOQV6oahaqWmG83T0rKrt+7lFKgepLKo4pp3B3GR855c4O2/vKJJLSWPL0jiJVJqBdLMYqYbgr7kK77oIN/ZphXbHs+rCq+1vBVZrpBsfq2Ihnkt8FyK6RnANhsVhRHuNI9w00dgxJGLaijQYwdlwoT7ATaHGT0ynF2WEqIzzqLqe747tQCHY6Jb4vS0H2eDWIPSRmf7G9btSDrk55mDPG0k/fx/u1iGszAYojSFy+loq9FGFUVSmh7DYIS3NtK929dhRgqNHWq07O/lqJzPxgAyJSOewL7uBxKXXIxJdVB75W1Sqe1GV2kux5lzxfetmkWwILVpo54hm9SHzVCvDtAhbrZHvmQhv8/EGg+HsYER7jVOpBdhKoeIbsbYiVVRqAclIEUaSRmlUHND+oHQtD1W1QG1LjPM7G58l4wgIfYSMCHZ8AIBM2iWXnvtPQBZG9EQo2wHLRtg2iF4IKlCZQKkQVS2jypPxnTs2OE+2VknXfbVVSxvVtK92Zc5H14hMX2MSVX0yVVSeJDj4IxBOY45z+OoTWN2bcLd4S5o+tRSjkhbBdxMQhiAUzs73xaLJ/O1BTeKKZSEse86KZac7gxWlzijFPN/3MzHiazCsD4xor3Fq5TKByJKl2qgeL4kuEpUyY4UqyaCGTPch/AIyivhW6b38onopAFde0sdnr8rQ9XoeEY/eDHZ8ALllF9kul2xKV9Y27v0q0tGrjHA3bycqjiMsCxUFSL+i99VTGWStiiyO6/SzH+r+acuGVBqqJYL8Txs9znLqlG6rmheByG5ozG9ujI3s3ohwZmcA/Of/lnYGKUuNeOdMY88U3bq1Y1MRVWr7u3ByfYSvPoksjWJ19eJccQvOBR4tFcvKaoqEp5lZRDWXhlpuEiWmbVCN0BoM5x9GtNc4o1GWPjGhW5/iG70rJMNhDxulQmb6EdVJqpkLuPvk1eSruhXsPb3DfORDu3Fsi/CSIYSSgMQWklxC0uX4yFpFt1XJCCWjOFKPw/XNVxLVLT+bPa137EEWRxFOAlUp6j1vpXTPc6QLwvznfjT7hcz01e7eiOjeRP8llzAxtbBCNOg8x7ljinumAM8ooprbbcpi2kvZapw6q1r5oiHsi1or52fp6hznGgwGw0Ixor3GOZHcxjYOoKw0yhIkhEVSCPLWFVwoAsRVd1J96Sf8zZGdHKloD/I9A29zx3uvQIUF3np7ggOHTjFRrNHd5XLT0AV4F/e0nVsB4Gy6Ar97M5x4eXrRTRM8cQ9B1EZkhdAznOPIuZOvto6mFy7asyNpATLC7tmIsCwSF16J5biEr+9HVaaw+i/AveIW3At2xJXM+j8l5k4vB0eejyvmT8/be24E12AwrBZGtM8SzelQpbQHuDb5mK6sFvHesFISpSRIxeWpYcpBjqQVYEUBoQypRjYXiFeJCuOcjnL8/ZtDjNRcBJJfyz3NDds2EmS38Mbrp3jpqf1c77xCn12mWMzy9KMe6tYb2XmxThcrGcW+2qfiVirdRiWnTs82IQmadqAtG5HuRoW+Ln5Ld+NcfhPuZdfr4qhlfOMakbGAxDvuJHj+fi32blKn5kMf99qPYnX3o7BI9GwksePGFnGdy0dtpvgutvfcYDAYzhZGtBdJI0UqFYJYgJVEKEVUEYigpC03pRZmpaTWZxmBUrpAq36xNqFbqnCcKgmKEqS06wW/ZMQ4R0er3P3wMYq+iyMivjBwkF2p04gTJ1G9F/LqM0e4I3EAiYVvJeiKCtxh7+fYvreobu3RBiSdfLWbX7ACbIf0h/4tIrNh2cRZG2yg29VsBxEXY01HxiKOjC0S3RsRyQz+wfuQ48exsgO413wE56Jd0xXPi4yEF9J7bjAYDKuJEe0Z1I1AiKNhVY+ElURJFYtzHA037QMraKhFlAiISkuf46tQVJ0cTlBEqulflUPIS+ElfOehE/ihIG35fGnjAS5NTYJyUVEFJ/8At1kl0paPLRS2kohYYz2OEM2cbDvDVzt4/j5A23g2PqFIvXdt5QbP7IU0RcvC1sIcjbxBePgJTpfGUKke3Ud98dXxVLK5C7HqYuxctAvnol3zPtxi7VXbjTk1GAyGtYAR7RmoyiSR76/6xmUgJcWyz/Ged7L19KM4KiTExlERz/sX8qPKNWy0R7gsdZoP5Q6TlRUohKCihmtVb3Mg3KS7EkHq0ut0tXZj6EWrr3Zw6BE9MazFa1u2jgCdSTxkQdg20ek3Cd94ClmdRKR6cLxbcS68GiHAP/I8tcfvAcvGSaUJR48SPnY36qbpNPRihXcpKW4rN0g0eUr7kEeh9h9PdGH3bOr4uKvJcnnAGwyGtY8R7Rk0qqdXCwFVP6RU0U5iL03mEGojV1pv44iIUZnlHYmj3J7OT58Tzb6MEha+tJFK4SuHEJtA2dhEFFWaXTd8EoDgRJ7az/9pVl+ys+NmwhcfiudFW4DOMDg7bmmIcz1yFo6DsFyU5aCETXj8JWq/+GeUigdvFCYJT91NMhbl4Lkf6T1xN6lFfkYaOjhykOojd0FQBRURlaeIHrkLbv9SRzFaSorb2rKT6EQ+zixYehJYeQJr58p7hK/GhxSDwbD+MKK9RlB+mWjqNLXRE4QTJ3GLI4jSMJ8Np1p+S4N2sfU8RxdjKcsGO4ESAguBe/0n+OeHXuFO5xekhY8lFFIJasrmkXCIXWjB9uttXW4aWS7o76/7BMmrtQFL9PpTCKUQ6QyOdyupq96vH8uyQNhzprP9Z3+g9/obvdStwtkpDV176l7timbV7TMl1ErUnroXd+sQB18b4b79RxiZrDLQk+LDu7cytH0AWFqKW544BOkeXXAXBbEValqv8/GO5y+WpQiv2Yc3GM4vjGifZVSt1FKp3Rh60eSrPdcvpSwTHI02cDLqwUKxIzlC9v2/DYkM9vBh7Dd+hlWZQGT6SFx1G4ktO+nPvo2oWehQXKGNVCwGcrrPOcw/2mpUkkjpIR5vPY217VoSlwwRVKeIpk4h0r2I3ouRTqrpxcz9GjsJZ3Ma2pdhLFbTaWg1eWralhXQVWoSNXmKg6+NcM+Dr2DbFl0ph4mSzz0PvgLA0PYBrNwgsjTRmsYP/QXtw8vCsHaB6+qZfolKrfie9lKE1+zDGwznF0a0VwDtq12YMZFqYb7aMplDZQeRmUFkdpDgxYf4ZmE3L4ZbAbgpeYiPp38OVpIovllHg1cQDV5BKuGQTbmNurH3pg9T9l3KogsBKAGOCnhv+jDwIVSthJXpwXJc3UIlLGQYoMoTBCNvU3s8jv6cBNHkaaJ9X2Ohe8PthLMlDS3OLA193/4j2LZF0tUb9knXphavD20fwB3aQ23f12NzlYTel5ch7tAeoH0aeimCvxSWIryr9ZwNBsPqYER7Ccztq32aSuE0slZue67o6kV0b0RmBvHT/VqkMwPgTkeyhUrI3VOC45Huqd6Tfpb3JV/EFhCp1o3sdFILdjOpqIiddFB+AQuFclPYXX246QROtgdn4BKiwhhKSmSloN3RghpWppfguR8uOvrrJJytaehwVhra6tmMHD8e1xYI6r3sVu8WRoardKVa/2wTjsXIZFU/9tYh4PNzCnOnvfJOz3ulWIrwrtZzNhgMq4MR7QWglEKVJ3Vf84zBFx19tTN9077aPbGFZ24joe1SLAeE0dw90sNTAX//yEnGoz4sJJ/MPMn1ydcbleGBojEopLTvWyQLr1BEm4iMZndw6S//NlZXD6nyFCIzCJaNCmoofwoSA0gnjX3FzYT7vo6Ko+nmG35t39c6Rn+ln3wZ+dp+3QYnLKztu8m8//fbCie0pqEdxyYMo5Y0dOKGT1J99CvgV5p8zbMkbvgkA4+H9BVf5UbxHD1qiknRzc/UNYz3XN54Xu7WoTk/WHTaK3e3DhEN30zw/P1a2N0U7jvuXJa94XYR/lKEt9N7bTAYzi2MaM9AlcYJh4+0OIPJqdO09f0UApGZ9tXOXbCVst2DlRucNfRCARU/oFyszVukfmSkylcfPUXZl7iEfDr7M4YSR7FQSGwqyqEkuulBC/ZA4RUtbI6L4yTYYo9zdN//YSCRRhZGUKUyRPG+tlSIdDfQISo92D76K/3ky8hXn2h6YRL56hOUgMz7f7/te9wpsnS3DsFtvzPn8/qV7Y+ROPCYfh9I0qVKfEg9hr99S9vHhPZ75aCFNXzlcUS6B3KDEPqErzxOMHjpkkSwU6HZUoV3vg8pBoPh3MOI9gwqP/kbwsl59hKFhcgNNKLlhq92bgBhT6emuzZkqI3N3ruWSlGsBNSCOXq0Yg4dK/PNfacJIkUmafGxbVW2nxpmMkzpPm0iHEsRXHYTma4EXeo0dt8mXcUd+qgwICpO0D35M2R3P8pJQ62go2HbhXROR5Ex893w3aE9VB/9Cqo4Oh3tJtK47/2Mfi3Ngt38Gl99guDy97YXqabIUtlpVFCbFVnO97wuHP4ZlUyaiSrISCLtBN0pSA//DLhl3vd1IXQqCFt0W9YCCs2M8BoMhoVgRHsuLLtp6EU8+KJ7IyLbP+fQi4UQSkWhXCOM5u8B/8XrBf7lqRGkgr6Mw2/dvplisY+fHL2Wd1l5ehM+JaefZ5xdXHvFbnKDA0z5NYLS1CwrUovpiFb0bG6s1/esF0Q9FSBmfN+BTiLVHFmq0ihWpv+MXMsStsVGewqIDVDs7oUVbbXZK69fe74tgaW0ZZkKb4PBsFwY0Z5B+n2/T+Skl2/ohYBaEFGsBEg5t+gppXjkpUkeOKjHS17Ql+CLt22iu8vlyeePU+nbwc+SQ9SkTU3auAmbYz8/xR9t20zkV7Hm6L2SiAXtlR7e/xjhC/eTCScpOT04u+7kit23EBzci0hmENkN088zqC1bG1JdvAcHcwwPF1gowk2jxuoerEpnAYJhxIaLOp7bbq8c2qftl2TaYiq8DQbDMmF1PuT8QmSXbxAGQLESUCj78wq2lIrvPz3aEOzLN6f51790KRsG+7FzGzhWSzEedXFsSjBWViSTNuWKz7ERnX4/7Vw453VPOxfibh0iedPndWTtl7AyvQ1XMtCCnThwL6moSE0kSUVFEgfu5fD+x7TAztiPbxHeeF98FuluLUYzawCWSaSkX6bVzkV/rdfb424dInXb72Bv2o7I9mFv2k7qtt9pKQhDhrpgT6mWtH3H9wO9d13+wV9Q/Na/o/yDvyA4crDjdQ0Gg+FMMJH2ChEqRbHkE8xTHQ46Zf6PPxvmhbe1AF+7vY9Pvv8KbMvGj63GbMtmoPIat9jP06cKTIzl2CevwYmrpSOgqhySIqwnfKkpZy5n09mP/8L9OMImFHo/PsTFidetTe2jw9RtX6L64P/QPdZ1bJfUbV8CWLk2pMoUevKJtlVtWI5WphZ0eru9406FedHESdQMtzS7V289dE6fmwpvg8GwdIxoLzuKUsVnslBDzrEHLCyBZdtUpcvfP3yEN05qwb55aAsf3r0VIUTLeb90SYH+/D6EcKioJOkZ1dKZcJJJq3fmwG4y4WRHIcmEk9RE6wCQEIdMOIk79KnOwuumAQEq0kIa95ivuEgJAVZTT7pcwGjRBTKfqM/pSx76WFfeDixsH9+ItMFgWCpGtJcRqRTFakAKqyG8QgiEZWG5CYSTQFkuY8WQ//2jQ5warwCw5z1buWXogjmvedn4k0SZNFM1CCOJM6NauuT0kIqKhEyLmENIyenpKCTtzu0kvJ32vFdKpDoVk60U8sQh6OqFxgQwFxJdDUMYU2xmMBjOBka0l5FQSmp+RDpj4SSSenqV5SIth0jpCPrUaJm79x5isuRjW4JfvX07114+MOf1BGCXRwntFFJNp6GV5TbEwNl1J9aBe3VaGweHEEtFOLvuRL7+PZQSqPL4dEo3mWs5N3ngHropYiGRWNSUQ7jrV4H2qeTVEqlOxWQrhSwMI1K5Ro87tPqSm2Izg8FwNjCivRzE0bSdSOFaWazuHJGsTRefSQDFmyen+Np9eap+RMK1+I0Pelx+Uc98lySbdikl+iiODROJBJYliKRiqlBEbhggC1yx+xYOw5wV4MW374fxE9MOYDKE0hj06ah025Yeii+7KD8ApRBCkU66DG6Z+zk100mkVmrGczvjlZWkoyGMsRM1GAxnASPaiyGeJy3cBFYcTSvLRoYSv1pDYc+qFn/pzTH+4aHDhJEim3b54p6dXDCQmfvyaMHOpl2+X76Km8TDCAJC5eASYgvJQ+Wr+Ux8/BW7b4Hds41FBCKusRY0NVsj4q+Dg3tx01lEd3/jnIW2dbUTqeWY8dzW9nMV9oc7ibIpNjMYDGcDI9oLRFgWwo7HWDoJlHBBCBZSArX/pVN8f98bKAX9PSl+a89ONnSn5jxWANkuLdhKwbPlzVTdW7lBHWh4bT8lruXl8uaGaM+HCioEyV5UdQpLhUhhI1K9JAK9l76UFLe7dQj/1ctneY+7W4co/+AvUDKCaiHe/9WjNxc643k5RH+5WYgom2Izg8Gw0hjRno845S0SSSw7gXJcEPZCTcEAvef546eP8vAzxwC4aDDDFz68k2zanfecTJNgAwz0pCiM+FTtiIwlqcqIQuQzMDC36DdTdnooTo0Qil6EpWu3nIpPNq1T60vZh60+/T0t2EKAcAGJfG0/1Z7NROPHoFoCy4rT8hGUJ4lk2PG6sLT50iuJEWWDwbDaGHOVGViuHltp5/oRuQFIdiOdFIozE+xIKv7lp683BNu7uJcvfeSq9oKddsmmnJbHudI5xkfdJ+gWFUoqSbeo8FH3Ca50jnV8Dg+Vr8YREhe9Z+0S4MSpdVia6Ufw/P1x65Wt98wtG4TQ61GIdisLIdJpZFDxemcWYmRiMBgM5yMm0p6BSubmdS9bKH4Qcc8DeQ4dmQDgXTsG+cStl2Jbc39GEkDX2CHsQw9QLIy0pF4vGtmHJSS9VhVHSEJlUVYJLhrZB3y07fPolFpf0j5sUNXPPApaTU6CqhbcZi90FTuYqYX1U69WkZvBYDCsdYxoLzPlasBdP3yZ149NAnD7Oy/kg9dfhGg2P2lCCC3Y4uffQs6xh7vRmiAtaoBFhMAWipyo4CxAAAd6UhwuXcwRd1tjrRZEDPRMR7GLTvnaLoQ1GkVuCiACJxmPvhRxG3Us6IqmkZjtWekiN4PBYFivrIpoe573n4FfQ9/Kv5LP5/+753kfAP47kAb+MZ/P/0l87LXAXUA38FPgD/L5fOh53lbgG8BGIA98Lp/PFz3P6wXuAS4DhoFP5fP5k2fjdY1OVvmb773IyGQVAXzkpm289+rN8x4vBGS7Eoh9D1KJBBOliDAq4dgWvSmBdXAvNhKBaNiSSsBGYDeVwFWf/p5OSwdVcFO477iT1Ls+zod3b+WeB1+hBiQcCz+URJHkw7u3Lv3FprJQrMHMYSWprI6+haX3tOsGKFLqgrQF0C4DUP7BX6zJ/W7DuY/J8BjWAmddtD3Puw14PzAEuMBLnuc9BPxv4DbgbeCHnuftyefze9HC/KV8Pv+k53lfAX4X+F/AXwN/nc/n/8HzvD8F/hT4Y+DPgcfy+fwve573eeAvgV9f6dd15FSB/+/e55gs+Ti2xafet51dl/XPe3xdsDNJh7Gxk4xULISwGr3YIyXJoDxFpARKgEDR5AFGpHTkXn36ewTPfC8uCLMhrOnvgaF3fRyA+/YfYWSyykBPig/v3srQ9rnNXGZy8LWRec8VQqCS3eAXG9XjJLIIIbD6LiQafVu7hzV+1oXdNz3cpH4DPFIaRc0xmnO+DIBxHjOsBibDY1grnPVCtHw+/yjwvnw+H6KjZAfoBQ7n8/k34vVvAJ/0PO8SIJ3P55+MT787XneBW4FvN6/HX/8yOtIG+BawJz5+xYik5C+/fZDJkk8qYfNHn752QYKdTenPTKeCDAkRNezDhYCEiDgVdDFu91OQKSJlYQORsijIFOO2vn7w/P06Ba0kyED/q5ReB4a2D/DvP3sd/++/vpF//9nrzkiw73nwFSZKPl0ph4mSzz0PvsLB10YAve+MmjGWREVYuUGsLTuhVprew1YSaiW9zvQNUJYmEKls4wZYn4rVjpWcIGYwzEdzR4P2aEiC5eh1g+Essirp8Xw+H3ie92fAvwP+CbgAONF0yAngojbrA8BULPDN6zSfE6fRp4BB4PhCnlt/f/aMX49Siku2dJNJV/itj17NhYPtr5FNu/Rkp4us/jYa4pd4HEHYsCJ1kDwYDfGRG7fhP/51JmUGH5sEEa4l2XDjJxgczFGoj6RsTKqMv/DLDA7mzvi11Hno2wdJJmxSCf0nknBtqn7IQ88e5473XMrJDYOUj7/c9CZI8EskNwwSHHmGWWlzFBx5hsEP/wbH738AO5HAqg8YSXchgyq8/ACD77oJgNJrzzD5xPcIJ07j9G6k570fJ7P9Okq3/itG77sLVIBwkqiwBkLSf+u/IrOE17teWMrv9Hxkud6vI6VRnFS2pTZF2WlUafSc+Z2cK6/jXGfVCtHy+fz/7XneXwD/B9hB611eoLdvrQWuE6/Xj2lGNP2sI6OjxUVVj/+bX9lFLYyYKOgocGysNOuYeoQdCMVwZTpanMhezt4i3MhzjSrvn3ENE9nLGUlv5bHwvdxoHaRPFBlXWX4WDnFL+jKGhwttn1Onn7fjxHCRK91j3FCZUXk+fCHDwwXKr/wiLixTTdXjQq+HtforbrqiIhg9yvBwgdrYSZ1iDCMcxyYMIxQO0dhJhocLralIJ000McrpH/5tYxa4857PERzcS9S0t1juvoLyEl5vnbW8bzk4mFvS7/R8YznfL5XpJypNTNdSoN0DrUz/OfE7ORt/W+ZDwfKwGnvaO4FUPp8/kM/ny57nfQddlNaca92MjoyPAlvmWD8N9HieZ+fz+Sg+ph5JH4uPO+p5ngPkgNGVfE0QT/Oap0Jc/3w6JT6z31sXjFV5w95Kwo0LxqTkc7u3ct/+I5wSl/Bi9cJ4ypdFOulQ2n9Ep7qFNXcr1QIrtefjnV0nuan2UyJsKiTpUiXuUD8l1fU+fUBQ1XvoVtNrlkqvz9fQHo/Q7NjStUpjLs2+pWE+jLe8Ya2wGuYqlwF/53le0vO8BPBx4MuA53ne5Z7n2cBngb35fP4toOp53k3xuZ+P1wPgMaYLzL4A1DeXfhR/T/zzx+LjVw0hIBcXnc2lZ0PbB/jcB3fQm0lQrob0ZhJ87oM7GNo+wPGRElOlGmGksIQgjBRTpRrHR+JI3rKZM7lg2Ut6znd0vYhQkhwlBhgjRwmhJHd0vagPcFPMTmBIvd7oR1et/8brnUxdVstcxexbGubD3TpE8qbPY2V6wS9hZXobmR+D4Wxy1iPtfD7/I8/zbgCeRUfX/xxXgA8D/wyk0MJbLzL7HFrku4FngL+K1/8Q+KrneX8CHIGGFfefAnd7nvciMBGfv2oIAblMgq5E+7f6Svc4l3c/iBRxWtbdAwwQRrpmvB7QWkJXjuv1eL702FGm68pFYx0Wn+5NV4dJigoSgVQCW0i6RQWrqoXTfcedukpdRujPfroAzn3HnYRv/Bw1fjzOAMSCLSxEPPO6uaVLlUaxZlSPr9aYS1OZbmiHsbE1rAVWqxDtPwH/acbaQ8A1cxz7HHDDHOtvAbfPsT4GfGx5nunSEAK6MwnSHQS7XVrWtgWEIJVqyDICvQ7Yl14fi3ZzVCuwL71+aeneKMSyBFZzxC6jhhVpKm4nm6s/PBi8lOojd8Wp8kin0d0UyRs+1bhU/QY4117aaqUizUxsg8Gw1jGOaCuEENCTTZJyO6ep2+3hXjjwQU6Olan4EWEocRyLdMJm84YuAOSJQ5Dp0z3RTRO15IlD+meLNSKpi7WSTEfxtKTdU+/6eEO8m3G3DsHtX1p0Qddqjbk0+5YGg2GtY0R7BRAsXLChfVq27mqWSjpzuprJwjAilUOkuxunKqWmU7qLTPfaGy4imjgJQUU7nNkuuGns3vkd3ppZaipxVWZmm5nYBoNhjWNEe5mxLEFPNkG5uPC2sXZp2boZynzOZJ1SuotN97pDe5D7vg5u33kVdZp9S4PBsJYxor3M9GYSZNIJysVa54NjOqVlh7YPzOtk1uncxaZ7TdRpMBgMaw8j2stI0rVnW75C5t0vAAAHRUlEQVQsgKUIZOdzFy+8Juo0GAyGtYUR7eVkCWO4lyKQ7c7tdN2lOIC1GyhiMBgMhuXHiPY6YKXEcSktYfWBIrZttQwUAZ3OX8t2oAaDwbBeWQ1HNMMZ0Gna1lJYigPYffuPYNsWSddGCEHStbFti/v2H2mZ4tX8YWAhU7wMBoPBMD9GtNc47cRxqSzFLnRkskrCaf3zSTgWI5NVYwdqMBgMK4QR7TVOO3FcKkuZTT3Qk8IPW73H/VAy0JNaNe9wg8FgONcxor3GaSeOS6XT4I52fHj3VqJIUgsilFLUgqhh+rKUDwMGg8FgmB8j2mucduK4VJYyuajdZLKlfBgwGAwGw/yY6vE1TidHtKWylFaz+UxfjDGLwWAwrAxGtNcB7RzR1irGmMVgMBiWH5MeNxgMBoNhnWBE22AwGAyGdYIRbYPBYDAY1glGtA0Gg8FgWCcY0TYYDAaDYZ1gRNtgMBgMhnWCEW2DwWAwGNYJRrQNBoPBYFgnGNE2GAwGg2GdYETbYDAYDIZ1ghFtg8FgMBjWCUa0DQaDwWBYJxjRNhgMBoNhnWCmfE1jA1iWWJaLLdd1zgfMe7VwzHt1Zpj3a+GchfdqG3AUCFf6gc5lhFJqtZ/DWuFm4LHVfhIGg8FwDnMp8OZqP4n1jBHtaZLAu4ETQLTKz8VgMBjORUykvUSMaBsMBoPBsE4whWgGw//f3p2GWlWFYRz/20RiREhlNhCE+WRJJWURFU2mZZEfKm0ki7TAggaLyKA5iMIsMmiSoAEjiwgaoG7RZANElzDzKUhDKxAbiLTQyj6sfehm9yrG8eyz8fl9umvfzWbtl3PPu9da+643IqIhkrQjIiIaIkk7IiKiIZK0IyIiGiJJOyIioiGStCMiIhoiSTsiIqIhkrQjIiIaInuPt5Gk84CbgO2BObbn1tylriNpZ2AhcLrtZZLGAbOBwcCztm+qtYNdRNLNwOSq+bLt6xOv/km6DTgLWA88bnt2YrVxku4FdrU9VdKhwGPAzsA7wOW2s3NZF8pIu00k7QXcSdnD/FBguqQD6+1Vd5F0JPAeMLJqDwbmAZOAUcBYSafW18PuUSWc8cAYyufpMEnnknj9h6TjgBOBg4HDgSslHUJiNSBJJwEX9Tn0FHCF7ZHAIGBaLR2LTUrSbp9xwJu2f7S9GlhAefKPf0wDZgDfVe0jgK9sL62e6p8Czq6rc13me+Ba22ttrwO+oDzsJF4bsP02cEIVk90pM4i7kFj1S9JQygDjrqq9LzDY9ofVKU+QWHWtJO322ZPyRdvyPbB3TX3pSrYvtd23klpiNgDbn7e+RCXtT5km/4vEq1+210m6FVgM9JDP1sY8DMwCfqraiVWDJGm3zzaU9bSWQZQv2RhYYrYJkg4CXgeuA74m8RqQ7ZuB3YB9KLMSidUGJF0KLLfd0+dw/g4bJC+itc8K4Ng+7T34Zxo4+rcCGN6nnZj1Ielo4HngKtvzq7XbxGsDkg4AdrTda3uNpBcoS1N9S+wmVsUUYLikXmAosBMlYedz1RBJ2u3zBnCLpN2A1cCZwPR6u9T1PgIkaQSwFDiP8vLQVk/SPsCLwBTbb1aHE6/+7QfcKukYSgKaRJkCviex+jfbJ7d+ljQVON72xZIWSTra9vvAhcCrdfUxNi7T421i+1vKOtFbQC/wjO2P6+1Vd7P9OzCVMppcDCyhvMAXMBPYEZgtqbcaGU0l8foP268ALwOfAp8AC23PJ7HaHOcD90laQhl9P1Bzf2IAg9avX7/psyIiIqJ2GWlHREQ0RJJ2REREQyRpR0RENESSdkREREMkaUdERDREknbEVkTS+OrfxyKigbK5SsRWoKqoNotSsOXbmrsTEf9TknZEh0l6FFhpe1bVvoCyg948Sj32HYA1wEzbH0gaRtnhaxhli8lvgMm2V0paRtkp7WDgxur3lwNrgd+By2wvBiYAQyjlGO/qzJ1GRLtlejyi8+YCF0tqPTRPB16jJNOJtsdUx16QNAQ4B/jA9lGULTvXULaabFlkexTwEjAHOMX2WOARSn13bL9o+2rgly1+dxGxxSRpR3SY7V7KftinSRpFKY24HaVoQ0+15vw0pdLSCNv3AwslXQM8BIymbDXZ8m513T+B56pzHwR+Bh7vzF1FRCdkejyiHnOBS4AvKSPibYAe21NaJ1RFQ76TdDdwBGX6/C1ge0r5xJZfWz/YvkDSaGAccANlRD55y95KRHRKRtoR9VgAjKGUkJwH9ADjqzKTSJoIfAYMpqxHz7H9JLASOBnYdsMLStpV0nLgB9tzKOvjYztwLxHRIRlpR9TA9lpJC4BhtlcBqyRNB+ZLGgT8AZxh+1dJtwH3SrodWAe8B4zo55qrJN1BmWL/rbrGtE7dU0RseanyFVGD6gWzd4AZtj+suz8R0QyZHo/oMEkTgOXAq0nYEbE5MtKOiIhoiIy0IyIiGiJJOyIioiGStCMiIhoiSTsiIqIhkrQjIiIa4m/J+E+kNC6q8AAAAABJRU5ErkJggg==\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
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          "needs_background": "light"
         },
         "output_type": "display_data"
        }
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       "style": "IPY_MODEL_57a1ce4a2e8942af8e8663956ef72e61",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
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     "55fd2d93f8b3416fa82078891e527537": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "years1",
        "years2",
        "age",
        "education"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_301b73d762584d0e8fc5288d83222c39",
       "style": "IPY_MODEL_43d10861ae504fd68debbe10de9e8c8e"
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      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
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      }
     },
     "56f673c26e5f4568b9ee675ffc6a2fca": {
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      "model_name": "DescriptionStyleModel",
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     "5807c27c07d8424abde47469eb92fa3e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
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     "5835e7bc97294625a120cf4eb97ea678": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_35e1d8143c4c47d2a6d3e577d9c4bc5a",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "588f7f67738d403eb23d165d354a218d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "593014c6b69942f3a52f1f1611fd4e3d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_825ac5de9e4146b3bf3fe9ba2a820d82",
       "style": "IPY_MODEL_18ea9f542d1c494487a93ab2c69640df",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "5960be167ccc4ffb8ebb4de4afdc7bd9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "5a40e902cf3242a9b0511591a46a61d6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "education",
        "grade",
        "years1",
        "years2",
        "age",
        "gender",
        "pcjob"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_b2fc03bd4a7c4419b4d33fa9edbb9376",
       "style": "IPY_MODEL_42dd1807a05b4a77b6f2959969474aaa"
      }
     },
     "5a5a3fe295f8483ea25c5eca0a540cd8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "5a817b0e4f474e7c8d59c5490a83cf81": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "5abb5d53caab4d16b102f1d44ae3a033": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_f26a16a1df6f4abb917d5ac0f69a2358",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
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     },
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       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_3cd0eda36d7445d19800c38c02c420f9",
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       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
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       "children": [
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     "5d167ae870154691b950b16024ce75a0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "education",
        "grade",
        "years1",
        "years2",
        "age",
        "gender",
        "pcjob"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_2ad588122d4c4f93bffff77d3ab869c3",
       "style": "IPY_MODEL_d79f7276db3347ecb2fbdea6f5656869"
      }
     },
     "609d6e1524e84694984cf90c93c4a9fe": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_22bdf5491d224e24bb2dc5f88580d697",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "610b533af7144ee29056a2b08538a2e9": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_b87a7ae064254bada57042db5a7b9195",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "61f680e3896f4e258645f88b7afb1b5c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "6370e12406654331bf1e152ec3769754": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "646fae8599eb4b45bb70353ea7689f4b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_9f061cfc88fc4567bcd8a8ed7cadd399",
       "style": "IPY_MODEL_ab4ca30559484f00a5232ba62e602b93",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "651b9578963a4890abd24993a94fb328": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_de1627c5b93b413aa2262ed5343d926d",
        "IPY_MODEL_c85289389edb4c1389058b0cc03fb85c",
        "IPY_MODEL_0d5b9f8514244a13945df9af535f935d",
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\n",
          "text/plain": "<Figure size 1008x576 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "6ad73d96c4d6460ba24238ec7248497d": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_73c1c8d69a2747ae8ab6483bfd507f55",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "6bf2c820fcb9446180b09820d1f1aa52": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_6544b7b4cf1e4256be136ba6ed3d2cec",
        "IPY_MODEL_9af0bff465ae42a0a06b2a9c7bb44921"
       ],
       "layout": "IPY_MODEL_841461d0732443bcbc1e6a44f1ee5021"
      }
     },
     "6d486ea3d7af47afbe6558ec9afcfe21": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "6e314ba007e54785b066392c42306c8e": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_8475811e247546c6a85fb7c83eb8d3d1",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "6ea010828c23452da871de4f5ee9b989": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "6f5422fb100543a48ee845f10386164e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "6f9952d7c87f44c9b6e2794e15461e17": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_9da0ab07b54d402abaadfd0ac5a70211",
        "IPY_MODEL_c2fd724922bf4fbc942a8d414bfa5511"
       ],
       "layout": "IPY_MODEL_b44d1d807be043d1a19350aac90091dc"
      }
     },
     "70c513a76a654dbbba3f8d06f03c5172": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "Randomness:",
       "layout": "IPY_MODEL_3abbd70fcf444580b0d38281525ab9d3",
       "max": 50,
       "step": 3,
       "style": "IPY_MODEL_cf387e8ad1c54fea8fc5fb850b426485",
       "value": 3
      }
     },
     "70d6c17a5d284940b910ed90ba7677ea": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_299dd1028ffd4b4eb747c13b01dccc79",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 1152x360 with 2 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "711a95bb13f1479c91220d48088c6c83": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "711d368d964e4e3292a6a72dbcc5966e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "720984a857574328996935e7bb87b8f0": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_e356daeda06f4d8a882d439d18661330",
       "outputs": [
        {
         "data": {
          "image/png": 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vvMOvN3qBfWJbnDuuPUsCe5aRO20hhOC9zmbj9x53SWULDOetiQ9SJrbj8tDG7byi+wBYdnIzN1y27JBWATE7SGgLIYRv+ZK2cXqKu6SGLbK56gS2WbD56ZNb0e8kAHj/snb+/KJTCQakoXQ2ktAWQoij8gI7M1yoytnTwwV+vL6b3X3eGOxLzjmRy889ScZgz2IS2kIIMQ7DoKqBfXAox9rHujk4lMMw4OrzF/HhM06oSl3E9CGhLYQQhzEM7y43k61OYO/uS3Pvek1muEAoaPDZj57GGYtaqlIXMb1IaAshxBiGAemcRTpboBqTk/a8k+AnG3owLYe6aIhbrlScMsE62GJ2kdAWQogxvMA2qxLYr/b08e/PbMdxXeY0RFhz1enMm1NXhZqI6UpCWwghfNm8H9gVTmzXdXnmtT088fI7ACxorefWVZ00xSOVrYiY9iS0hRACyJoWqSoEtuO4PPLCTjZt2Q/AkhObuOnyZcQi8udZHEl+KoQQs96waZHKVD6wC5bDA09tZcvOQQBWLG3jkxcvJhSUMdhifBLaQohZLVewGapCYGdzFj9+vJve/WkALly+gCtXdhCQMdhiAhLaQohZK1+wSabzFQ/swVSetV1v0ZfIYQBXnXcK579vQWUrIWqShLYQYlYyCzaJKgT23oMZ1nZ1k8oWCAYMrrt0KcuXtFa2EqJmSWgLIWYds+CQSFe+Sfztd5Ose6KHfMEmFgnyuSsUixc2VbYSoqZJaAshZhUvsPM4FU7s197u55dPb8N2XJriEdas7uSElvqK1kHUPgltIcSsYVoOiUxlA9t1XZ7bvJeuTb0AzJtbx5rVncxpiFasDmLmkNAWQswKpuXfYTuVC2zHden6/S6ef2MfAIsWNHLzFYq6qPzpFcdHfnKEEDNewXZIVjiwLdvhF7/bxp+2HwTgrMUtXHfJUsIhGYMtjp+EthBiRrNsl0Qqj13BwB7OW9z/RA879g4BcN5ZJ/Cx806RMdhiyiS0hRAzluW4DKZyFQ3sZDrP2q5u9g8OA7BqZQcXLl+AIYEtSkBCWwgxI+VNi8RQZQN7/0CWtV3dJDMmwYDBpy5eworT2ip2fjHzSWgLIWYc23EYTOWwKhjYO/YOcd/jmpxpEw0HuenyZSw9qbli5xezg4S2EGJGcRyHwXSepqbKjYH+0/aD/Pypt7Edl8a6MLeu7mRhW7xi568EadyfHiS0hRAzhuO4DKTzWFbl7rBfeGMfv3lhJy7Q1hzjtqs6mdsYq9j5y80woKEuTH0sXO2qCCS0hRAzhO24JCoY2I7r8sRLvTz7+l4AOuY3cMuVakaFWyhk0FQfJSLD1KYNCW0hRM1zXJdkOk/BcipyPst2+PdntvPa2/0AnH7KXD7z0aVEQsGKnL/cDCAWDdFYH5ZhatOMhLYQoqY5rksibWJWKLBzpsVPNmzl7XeTAHzo9Hlcff6pBAMzI9wCAYOmeIS6SLDiC6qIY5PQFkLUrNHALtgVOd9Q1uTerm72HswCcPm5J3PJOQtnzBjsaDhIUzxMMBCQwJ6mJLSFEDXJxSVZwcDuSwyztqubwVSegAF/ftFiPqDmVeTc5WYY0BiPUB8NSS/xaa4qoa2U+hzwn/1vu7TWf6OUWgHcDTQBzwJ3aK0tpVQHcD8wD9DATVrrtFJqDrAOWAz0AddrrfcppSLAPcC5wDBwo9a6u5LvTwhRXiOBna9QYPfuT3Hves1w3iISCnDDZaehOuZW5NzlFgkHaW2MMSS31jWh4l0ClVL1wLeBi4GzgQuVUpfhBfNXtNbL8PpB3O7v8h3gO1rrTuAV4E6//B+AjVrr04G7gG/55X8NZPzyrwJry/6mhBAV47qQzJjkzMoE9ls7B7j70S0M5y3isRCf//gZMyKwDQMa68PMbYwSlVXHakY1+vEH/fPGgbD/XwGo01q/6G+zFrhOKRUGLgIeHFvuf/0xvDttgJ8Cq/3tR8u11s8C7f7duhCixrl4z5Vz+coE9qYt+7l/Qw+W7dLSFOWOa8/ipHkNFTl3OYVDAVqaYsRjYWkOrzEVD22tdQrvbrkb2A3sBExg75jN9gInAW3AkNbaOqwcYOHIPv7rQ0D72PJx9hFC1LBU1mQ4bx17wylyXZcNL7/DQ8/twHXhxPY4d1x7Fq3NtT1pimFAvC5Ma1OMcFDGXteiireJKKWWA38BnAIk8ZrFr8D7ED3CABy8DxWHP2hxxmwz1tH2Mcbsc0ytraX5FN3e3liS48wGcq2KN1uvleu6DKbyxDCI1UeL3q+lZfJTidq2w7rHu3lhs/fZ/8zFrdz+ibOIRWq7CTkYgOaGKHXR8Sd/ma0/W7WmGj+FVwK/1VofAFBKrQX+BlgwZpsTgD3AAaBZKRXUWtv+Nnv8bd71t9utlAoBjcBBvLv3BcC2w45VlIMH0zhTXGSgvb2Rvr7UlI4xW8i1Kt7svVYuqWGLzHBhUnu1tMQZGMhMah+zYPPTJ7ei30kA8AHVzicuXEw2nSdLflLHmi4MA+pjYRrqQqSHcqTJHbFNJX625ENBaVSjfeR14DKlVFwpZQBXA88AOaXU+f42N+P1Ki8AG4HP+OW3AF3+14/53+O/vtHffrRcKXUBkNNa95b5PQkhysIlnZt8YB+P9HCBux/dMhrYl77/RD550eKanjQlFDSY2xCjqT6MIU+vZ4SK32lrrZ9QSp0D/AGvA9pLwD8CvwLuUko1Aa/i9TAH+BJwr1Lq60AvcINffiewVin1JpAAbvLL/xX4vl+ex/sAIISoMYYBqWGLdLb8gX1wKMfax7o5OJTDMOCa809l5Rnzy37ecjEMqIuGaKjzpiGV0Vwzh+HKv+aIRcAOaR6vLLlWxZtN18oL7AKZbOGITi3FKrZ5fHdfmnu7usnkLEJBg89+9DTOWNRynGetvlDAoDEeITaJaUgr1Dwut/olUNs9K4QQM45heE3VUwnsYuneQX765FZMy6EuGuLWVYqO+bX77DUWDdJUH5G76xlMQlsIMW0YBqRzXpN4uTPnD/oAv3p2O44LcxoirLnqdObNqSvzWcsjEDBorA9TFwly5MAaMZNIaAshpo1MziKdNcsa2K7r8rs/vsuTr+wGYEFrPbeu7qSpPlLGs5ZPJBykKR4hVMMd5kTxJLSFENNC1rRIZc2yNus6jsvDz+/gpbcOALD0xGZuvPy0mhyDPTJRSjwaZoYsMiaKUHs/qUKIGSdXsEllyhvYpmXzwG/f5q1dgwCsWNrGJy9eTKgGZwYLBQ2a6qNEwrVXdzE1EtpCiKoyCzbJdL6sgZ3NFfjx45re/WkALjp7IVd86GQCNXiLWhcN0Vgfrsm6i6mT0BZCVI1pOSTS5b3DHkzl+NFj3fQncxjAxz5yCh85a8Ex95tupLOZAAltIUSVWLZLMp3HKWNi7+nPcG9XN6nhAqGgwXWXLuV9i1vLdr5ykc5mYoSEthCi4mzHIZHKY09xIqOJdO8c4K5HtpAv2MQiQW6+UnHqgqayna8cpLOZOJyEthCiomzHZTCdxypjYL+2tZ9fPrMN23FpjkdYs7qT+S31ZTtfOUhnMzEeCW0hRMU4rtckblnlCWzXddm4eS/rN3lrBM2fW8ea1Z00NxS/nOd0IJ3NxNFIaAshKsLFJZk2Ma2il7efFMdx+c2Lu/j9G/sAOO3kOXz2z5ZSF62dP3PS2UwcS+38NAshaloybZIv2GU5dsFy+MXv3uaNHQMAvG9xC1/45NmkhobLcr5ykM5mohgS2kKIsnKBZCZPzixPYA/nLe57QrNzr7dK1flnncDq804hHKqNZ8HS2UxMhoS2EKKsUlmTXL48gZ1M5/lRVzcHBr076tUf7uDC5QvLcq5ykM5mYrIktIUQZeIylC2QzVllOfq+gSz3dnWTzJgEAwafumQJK5a2leVc5SCdzcTxkNAWQpSBS2rYKltg79g7xH2Pa3KmTTQc5KYrlrH0xOaynKvUpLOZmAoJbSFESRkGpIYtMsOFshz/T9sP8vOn3sZ2XBrrwty6upOFbfGynKvUpLOZmCoJbSFESaVzFplseQL7hTf28psXduEC7XNirFndydzGWFnOVUrV7Gy2eVs/6zf10p/M0dYcY9XKDpYvqZ3HCOJQEtpCiJLJmhbprEmpp05xXJfHN/WycfNeADrmN3DLlZ3Ux6b/n7BqdjbbvK2fdRt6CAYD1MdCJDIm6zb0AEhw1yjpsiiEKIlh0yrLmtiW7Y3BHgnsMxbN5S8/dkZNBHZdNERLU6xqvcPXb+olGAwQDQcxDINoOEgwGBidMU7Unun/Uy+EmPZyBZuhMgR2zrRYt6GHbe8OAbDyjPlc/ZFFBKb5M+Hp0tmsP5k74sNNJBSgP5mrUo3EVEloCyGmxCzYJNP5kgf2UMbk3vXd7D2YBeCKD57MxSsWYkzzIVKRcJDmeJhgoPoNmW3NMRIZk2g4OFpmWg5tzdO/H4AYX/V/qoQQNcu0HBLp0t9hH0gM872H3mDvwSwBAz518WIuOefEaR3YhgGN9WHmNkanRWADrFrZgW075As2ruuSL9jYtsOqlR3Vrpo4TnKnLYQ4LgXbIZHO45Q4sXftS/HjxzXDeYtIKMCNly9j2clzSnqOUguHDBrro0Sm2dSpI53NpPf4zCGhLYSYNMtxSaTyOCVeE3vLzgF+9tutWLZLvC7MrasUJ7U3lPQcpWQY781sZkzTiVKWL2mTkJ5BJLSFEJPiuA6JVB67xIG9act+Hn5+B64LrU0x1lzVSWvT9H32GgoYNMUjRCPBkj8eEOJoJLSFEEWzHZfBdB7LLl1Kua7Lhld28/Qf3wXgpPY4t6zqpKEuXLJzlJIBxMbMGy6BLSpJQlsIURTHdUmm81hW6VLKdhx+9ewOXu3pA0CdPIcbLjuNyJjeztPJdBnKJWYvCW0hxDG5uCTSJqbllOyY+YLNT5/soeedJADnqnauvXAxwWk6BjsaDtI0TYZyidlLQlsIMSEXl2TaxCyUbk3sVNbkx+s17/ZnAPiz95/IRz9w0rQc0hUwDOL1YeqjIbm3FlUnoS2EmFAybZIzSxfY/clh1j7WzUAqj2HAJy44lQ+ePr9kxy+lcChAUzxCOCh312J6kNAWQozLBZKZfEkD+50Dae5d3002ZxEOBvjsR5dy+qKWkh2/VAwD6mNhGqdpZzgxe0loCyGO4OJNI5rLly6wde8gP3lyKwXLoT4a4pZVio75jSU7fqlUc1UuIY5FQlsIcYRU1mQ4b5XseK90H+DXG7fjuDC3Mcqa1Z20z6kr2fFL4fChXEJMRxUPbaXU54GvjCk6FbgP+DXwT0Ad8IDW+uv+9iuAu4Em4FngDq21pZTqAO4H5gEauElrnVZKzQHWAYuBPuB6rfW+irw5IWqey1C2QDZXmsB2XZff/fFdnnxlNwALW+u5dXUnjfWRkhy/VIIBg8Z4hDqZKEVMcxVv/9Fa3621XqG1XgHcBBwA/ifwQ+Ba4HTgg0qp1f4u9wNf0Vovw/swfLtf/h3gO1rrTuAV4E6//B+AjVrr04G7gG9V4G0JMQO4pIatkgW27bj8euOO0cBeemIzt1995rQL7FgkSGtTlFhYAltMf9V+aPNd4P/CuyveqrXeobW28IL6OqXUKUCd1vpFf/u1fnkYuAh4cGy5//XH8O60AX4KrPa3F0IchWFAOmeRGS6U5HimZbPuiR5e7j4AwIqlbdyyShGNTJ9JUwKGNw3pnIYoARl7LWpE1X5SlVKX4QXyL4CFwN4xL+8FTpqgvA0Y8gN+bDlj9/FfHwLay/Q2hKh5hgHp4QKZbGkCO5MrcM+jb9HdOwjAxSsWct2lSwhNo2FTkXCQluYY9VHp1iNqSzV/Yr+I9wwbvA8PYxumDMCZRDl++cg2YxljXjum1tbSrCjU3j79esVOV3KtileOa5VM5wm7BnNjU2+27k8Mc/ejb7F/IIsBXH/5Mi79wMlTr+RxammJH/K9gT+UKx6ZtjOvVYv8HtaGqoS2UioCXAys8Yt2AwvGbHICsGeC8gNAs1IqqLW2/W32+Nu862+3WykVAhqBg8XW7eDB9JSXG2xvb6SvLzWlY8wWcq2KV45rlTUtUhmzJM9y9/RnuLerm9RwgVDQ4PpLl3LWqS0MDGSmfvDj0NIEGriHAAAgAElEQVQSP+TcoZA3lKuQcxnImVWp03RVid9D+VBQGtVqr1oO9GitR36jNgFKKbVUKRUEbgS6tNa7gJxS6nx/u5v98gKwEfiMX34L0OV//Zj/Pf7rG/3thRBjDJcwsLfuTvCDR94kNVwgFgly21Wnc9bi1qkfuAS8iVJCtDbFiISmTxO9EMejWs3ji/HuogHQWueUUmuAXwIxvOAd6WR2E3CXUqoJeBX4tl/+JeBepdTXgV7gBr/8TmCtUupNIOHvL4QYI1ewGSpRYP9xax+/fHo7juvSHI+wZnUn81vqp37gEgj5Q7liMpRLzBCGKz/JIxYBO6R5vLLkWhWvVNcqV7BJpvNTDjHXddn4+l7Wv9QLwPy5daxZ3UlzQ3TKdSyFBfObsPIFeXZdhAo1j8s/RAlI10khZpF8iQLbcVx+8/td/P5Nb96iUxc08bkrllE3DXpjBwIGDfVhWptj9PeXblY3IaaD6v+GCSEqwizYJEoQ2AXL4Re/e5s3dgwA8L7FrdNmSNfYNa+n4zKfQkyVhLYQs4BZcEikp/4Mezhvcd/jmp37vKbU8993Aqs/fErV5+o2DGioC1MfC8ua12JGk9AWYoYzLYdEOo8zxcROpPOs7ermwOAwAFd9+BQuWL7gGHuVXzhk0FgflZ7hYlaQ0BZiBitVYO8byLK2q5uhjEkwYPDpS5Zw9tK2EtXy+Iysed1QF8KQ+2sxS0hoCzFDFWyHZDo/5dEQ2/ckue/xHvIFm2g4yOeuXMaShc0lquXxCQW8ecOjMpRLzDJFtScppf63UmppuSsjhCgNy3ZJpPLYUwzszdsO8qPHuskXbJrqw3zhmjOqGtgGUBcN0dIcIyKrcolZqNg77QHgCaXUduB7wK/86UOFENOM5bgMpnJTDuzn/7SX3/x+FwDtc+q47apO5lRxDPbImtexcIAjlxgQYnYo6k5ba/0NYAnw/wLXA1op9d+VUieWs3JCiMmxHJfE0NQC23Fdul7cNRrYp8xv5IvXnFnVwI6F31vzWgJbzGZFd7fUWrt4i3HsAcLAGcCzSqkvlqluQohJsB2HRCqHNYXAtmyHnz/1Nhs3eyvinrmohb/42OnUx6rT/cUwoDEeYU6jrHktBBTZPK6U+jxwOzAP+D5wrta6TynVBrzplwkhqsRxHAbTeSz7+AM7Z1rc/0QP2/cMAfDhM+bz8Y8sIlClaUDDIYOmeJTwNJi0RYjpotiPz9cD/wN4RGs9uja11rpfKfX3ZamZEKIotuOSSJtY1vEH9lDGZG1XN/sGsgBc+aGTuejshVWZVcwwvM5mjfVhGcolxGGKDe2g1vqh8V7QWt9dwvoIISbBcV2S6TwFyzn2xkdxYHCYtV1vkUibBAyDT168mPcvay9hLYsnq3IJMbFi252alVLxstZECDEpjuvdYZtTCOxd+1J8/+E3SKRNIqEAt6xSVQvsWDTI3KYYURnKJapMKdWglNpZ7XqMp9g77SywSym1GUiPFGqtrylLrYQQozZv62f9pl4G0iYtDRFWrezgfUtaSaZNzMLxj7zcsnOAn/12K5btEq8Ls2aV4sT2hhLWvDiGAQ31EeJR6RkuxLEUG9r3lLUWQohxbd7Wz7oNPQSDARrrQiQyJo+8sJO85XDyFAL2xS37eOT5nbgutDbHuG11Jy1NsRLWvDihgEFTg8wbLqZOKRXAm0fkQuAN4DzgQ8DdwAnAfuAvgChwP3AAOBN4WGv9Nb81+SfAqcArY4678CjHeAiwgKe01l+rwFsEih+nfe/Y/4AfAy+Ut2pCiPWbegkGA0TDQQzDoK05RiBg8PiLu47reK7r8sRLvTz8nBfYJ7XH+eI1Z1YlsGMRrzlcAluUyCeBVrzhyPcAJwLfAu7UWr8f+AHwj/62HwC+CpwNfMafc+SvgB6t9XLgmTHHPdoxlgGXVzKwofghX18EvgmMfa7dh/fJQwhRJv3J3OgY6XhdCNt2yWQLDOetSR/Ldhx+9ewOXu3pA6CzYw6f/ehpRMLBktb5WAwD4nVh4rKMpiiti4Ff+HOKrFdKDfplpymlwLtJTfjbvq217gVQSu0A5gAXAN/wX38A+C9jjjveMXZorQfK+YbGU2zz+H8CLgf+Hvg6cDVwUrkqJYTwtDXHSGRMWpqiGBgMDuUwbYe5jZObnSxfsPnJhh627k4CcG7nPK694FSCFR6DHQwYNMcjFf+gIGYFm0M7Rbj+9x/QWttKqTBeOMeB/DjbjeX45UxwjGzp38KxFdsuNaC13gS8Bsz3pzW9uHzVEkIArFrZQSwcwHFcBpLD5C0b23a48OyFRR8jlTW5+5Eto4H90Q+cxJ9fWPnAjoaDtDbFJLBFuWwEPgGglLoIaAFeAm71X78D+KcJ9n8W+Iz/9Sd5Lx8nc4yyK/ZOu6CUmgtsxXuwvwGQ3zwhymz5kjYsx6Hr97vI5G2a68NcePZCVMfcovbvTw6z9rFuBlJ5AgZce+FiPtg5r8y1PpQ0h4sK+RVwmT/K6U94zdhfAe5RSn0Vb+GrG/A6kY3nX4F7lVJvAM/jdTJjkscoO8MtYkCkUuovgL/EaxZ/Da/X3bta62vLW72KWgTsOHgwPeX1h9vbG+nrS5WkUjOdXKuJuAxlC2Rz3t+OlpY4AwOZovd+50Cae9d3k81ZhIMBbrjsNDpPKS7sS8Vb9zpKJFz5zmbys1W8Slyr9vbGsn5mU0p9BGjVWj+ilFoO3Ke1Pruc56yGYnuP/xC4wn/ofh7w33mvGUEIUXIuqWFrNLAnq7t3kLsf3UI2Z1EfC/H5q0+veGCP9g6vQmCLWelt4G+UUm8C9wJfqnJ9ymLC5nGl1P952Pdjv/0SVW7bF2ImMgxID1tkhgvHtf/L3Qd4aON2HBfmNka5bXUnbXPqSlzLozMMaPCbw4WoFK31AWZBX6tjPdN+X0VqIYQYlclZpI8jsF3X5alX3+W3f9gNwMK2OLeuUjTWR0pdxaMKBf3mcBl7LURZTBjaWuvbKlURIQQMmxaprDnpubdtx+Xh53bwcvcBAE47qZkbL1tGNFK5/qIjK3MFqrAymBCzRbGTq5yHN1a7AW/MWhA4VWvdUca6CTGr5Ao2Q5nJB7Zp2fzsybfp7h0E4JzT2vjkxYsJBipztxsIGDTWh6mLyNzhQpRbsb/Vd+NNW9oErAOGgF+Wq1JCzDb5gk0ynZ90YGdyBe559K3RwL54xUI+fcmSigV2JBykpSlGXSSEBLYQ5VfsOG1Xa/0/lVJtQDdwPWMmVBeikgq9myls7sJJ9RFobCe8fDXhjuXVrtZxMwsOyfTk77AHhnL8qKubg8kcBvDx8xdx3pmVmVl4dOx1NIy0hotapZRaBOwAfqC1/uKY8hXAH4HbtNZrj7LvTuASrfXOctdzrGI/jo8M4NsGnKW1HsabMk6Iiir0bib3zD3Y+7fhpgex928j98w9FHo3V7tqx8W0HBLpPM4kE/vd/gzfe+hNDiZzhIIGN16+rGKBHQoazG2I0RCTwBYzwkFglVJqbAeQz+CtrzHtFHun/ZJS6gHgTuA3SqllvDdbjBAVY770C8ilIRCAQBBwIZfGfOkXNXe3fbyBvXV3gnUbejALDnXRIDdfqVh0QlOZanmoWDRIU31EOpuJirn6Pz60Cvga3pKZO4BvPvK/r11fwlOk8SYNuwj4nV92BfAkgFLqK8DNePONm8ANWms9srMf9t8ELsHr77VWa/3PJazfIYq90/4q8K9a6x7gP/rf/4dyVUqIo3GS+7y2WcPwHqH6XzvJfdWu2qQUbIdkOj/p2ff+2NPHvV0as+DQHI/whWvOrEhgGwY0xiPMiUtgi8rxA/vfgAV4U4guAP7NLy+lnwOfBlBKfRDYjBfQTXjzmV+itT4LeBRvWtOxbgfwl+78EHCtUurCEtdvVLGh/T3gZqXU6cB38dbT/ttyVUqImcyyXRKpPPYkAtt1XR5/cSe/eHobjutyQks9d3ziLObPrS9jTT2hkMHcxhjxqHQ2ExX3NbwVuUZW1Mr635d6DeuHgdVKqQBe0/gDfvkQcCPwWaXU/4M3lXfDYfteBlyjlHoN2IS3AmbZ5jgpNrQ/gHdn/efAj/3x26eUq1JCHI3RPB9cF1znkP8bzfOrXbWiWI5LIpWbVGA7jssjL+zkV09vA2Dxwia+cM0ZNMfLP2lKXTRES2NMJksR1XIqRy6BmfXLS0ZrnQZex1tT+8/wm8aBk4Hf4y3H2QWs5chPrkHgb7XWK7TWK4APAz8sZf3GKvY3MaC1dvDW1H7KLyv/R3whDhP90PUQjQMBL7AJQDTulU9zjuuQSOWwJhHYBcvhp7/dyotv7gdg+ZJW1qzuJBYptjvK8QkYBk0NEZrjMlmKqKodHJk19X55qf0c+EfgFa31SJ+tDPC2/4z6Zbwb18NnLHoKuF0pFVZKNQDP4QV3WRT7m/+2UuoxYDHwtFJqHd6nkuOilLoa+L/xHuw/obX+P5RSl+HNZV4HPKC1/rq/7Qq8ceJNeOud3qG1tpRSHcD9wDxAAzdprdNKqTl4Y8kX4/X+u15rXVsPPMVRhTuWwyWfr7khX47jMpDOY9nFB3Y2Z3H/E5qd+7zBG5d9sINLViwoe4iGQwbN8RihoIS1qLpv4j3TBu8Oux5vWcxvluFcjwD34HW4HmECAaXUFrw77GeAsw7b73vAaXhDxELAj7TWT5ehfkDxS3PG8T5hPKe13qmUugOvmfzwZotijrUYb7HylcB+vE8p/wP4Pt5k7+8AvwH+RWvd5a9t+nmt9YtKqXvwPgV9Vyn1KHC/1vpnSqk7gQat9d8ppf4/YLfW+h+VUjcDH9daF7Mi2SJkac6KO55rtXlbP+s39dKfzNHWHGPVyg6WL2kr6vVj7VsOjusymMpTsJyi90mk8/zosW76EsMAXPXhU7jmkqXjLs2pewfZ+PoeBlN55jZGJ7Xe9lgGUBfzpiI1ZsCza/k9LN50XpqzAr3Ha0pRd9pa6wzeXe3I99+bwjn/HO9OejeAUuozeJ9Stmqtd/hl9wPX+Z9u6rTWL/r7rgX+q1Lqbrzu+Z8YU/4M8HfAx/zXAH4K/JtSKqy1Pr4lk8S0snlbP+s29BAMBqiPhUhkTNZt6AFg+ZK2CV8HJty3HBzXJZE2JxXYew9muLerm6FsgWDA4NOXLOHspePXT/cO8vDzOwgGA8SiIYaGCzz8/A6ugUkFt0xFKqYrP6BnbUgfrhq9S5YCQaXUw35vuy8BC4G9Y7bZi9cD72jlbcDQmOcOI+WM3cd/fQhoL89bEZW2flMvwWCAaDiIYRhEw0GCwQDrN/Ue8/Vj7VtqLi7JtIlZKH4eom17kvzg4S0MZQtEw0HWXNV51MAG2Pj6HoLBAJGQ954iIe89bXx9T9HnlKlIhagd5e3NcvRzXoQ3ED2N19V+GBjbJm0Afi+josrxy0e2GcsY89oxtbYe3pv/+LS3N5bkOLPBZK7VQNqksS6EMea5bihoMJg2aW9vnPB1Fybct5Rs22FgKE+8MUC8yH1e3rKPtY91YzsuzQ1R/vr6FZw479Cfx5aWQ4+WyBaIR4OHvKdgIEgyWzhi2/HUR0M0NUQJBmZmWMvvYfHkWtWGaoT2PuBJrXUfgFLqV8B1HDot6gnAHmA33mD6w8sPAM1KqaDW2va3Gbm1eNffbrdSKgQ04k1TVxR5pl1Zk71WLQ0REhmTaPi9Dpz5gs3chgh9fakJXwcm3LeUEuk8ObP4O+x/f2Ybr3i/EoRDAS77wInUhYxDnmG3tMSPeKY9pz7M0HCBSOi992RaNs314XGff48IBQya4hEsXAbyM/PJkfweFq9Cz7TLevzZohrN448CVyql5vjTv60GHgSUUmqpX3Yj0KW13gXklFLn+/ve7JcX8DqzjXQwuwVvDB3AY/73+K9vlOfZM8eqlR3YtkO+YOO6LvmCjW07rFrZcczXj7VvKbhAIlN8YDuuy/2P60MCu7E+zFOv7kb7K3dN5MKzF2LbDqblvSfT8t7ThWcvPOo+sWiQluYYkXDl1toWQpRGxe+0tdablFL/C28sWxjYgDfLWjfecp8xvOB90N/lJuAupVQT8Crwbb/8S8C9SqmvA73ADX75ncBapdSbQMLfX1RYuVbiGukwdrQe4Md6/VivTYULpLImuXxxgW3ZDg8+vY0tu7xwjkWCzG2MYhgGpmWz8fU9x+xMpjrmcg0U1Xs8YBg0xMPUS2czIWpWUUO+ZolFyJCvkij0bib//H0QCEEoApYJjkX0/JuPCO6Zc61chrIFsrni1tHJmRb3Pd7Djr1DgPdsubkhMvps2nVdcnmLr934/tF9xmseL1YkFKApHp1VY69nzs9W+U3nIV/iUNV4pi1muMLmLgiEMMJRryAcxS145dN9EpTj45IatooO7GTG5N6ubvYNeNMctDRGMALGIZ3JCrbD3MbolGu2dXeCN7YP0J8cJhYOcmUFxqULUSv89bR7gC2HvXS11vqdMpzraa31oqkcR0JblJyT6oPIYT2XQxGvfMZxSQ9bZIaL6zaxfzDL2se6SWZMAobBpy5eTH0sxMPP78C0bMLBAAXbOeZz6WJs35Pk92/uY9i0cR2XwQqMSxei1LZ/41NHTK6y+O9/Wcpx23v8OcNrgoS2KLlAYztOJgHhMXeKlkmgcaYNl/cCO11kYO/cN8SP12typk0kHOCmy5dx2klzAIp+Ll2sWDTI5m0HGcoUCIcCo+PS83jP9CW0RS3wA/vf8Fb2Gl2ac/s3PvXlEgf3IZRS8/Fm6TwZb8jwf9ZaP6mU+i9AB7AMb/6PbwAfxZvh83Xgs3hzk38Xb7rT+XjLfN5QzPGLqZuEtii58PLV5J+/D7fAIc+0w8tXV7tqJeQ1iRd7h/3GjgF+/tRWLNuloS7Mras7ObHtvdYI1TF3SiE9ImAYNNSHqY8G2b5niPrYob/ikVCA/mRuyucRokLGW5pzpLxUob3Qn+hrxDq8lS1/qLV+WCm1AHjOXwcDvGU3zwPOx5uG+314TexvAcuBZsDUWp/nL/X5FHAV8Icx5/jWeMfXWh+zY4GEtig577n1zTW3qEfxJtck/vs39/Ho8ztxgdbmGLet7qSlKVbyWh3e2aytOXbEuHTTcmhrLv25hSiTU/HusMcq9dKcRzSPK6X6gU6l1H/zi8LAEv/rDf6iVbuAvVrrLf4+7wJztdZPK6UOKqW+DHTiTdM93hrc4x3/NY5BQluURbhj+QwK6fcYBqSO0iR++MIdFyxfwK79aZ55zZv35+R5DdyyShGPhUtep/pYmMa6Q4+7amUH6zb0kMcLdNNyJjUuvRqLqwhxmB14TeJjF6cq19KcYwWBP9NaDwD4d8MH8Na7MMdsd0TvU6XUNcB/w7ub/hHetNvjrcE93vGPSVa2F6JIhgHp4QKZ7PiB/fDzOxgaLhCLhkhmTX7227dHA7uzYw5/+fHTSx7YoYDB3IYoTfVHHnf5kjZuunwZc+IRsjmLOfEIN12+rKjgHVl4JZExD1lcZfO2/pLWX4hj+CbeUpwja2qXc2nOsZ7CmwsEpdQZwBscua730VwG/Fxr/SO8uUIuZfw1uI/r+HKnLUQRDAPSOYt0tnDEpPdw6MIdjuOSzlqY/speH+ycxzUXnFry+b1jkSCN9RGCAYOjTbewfEnbcd0dj11cBZBObKIqFv/9L9dv/8anvkx5e4+P56+AHyilNuPdJX9Oa51SShWz713AT5RSN+DdlT/Pkc354x6/mIPL5CrvWYRMrlJxtXCtRu6w08OFo4bjN3/yKrFoCMd1GUjmKdheYMciQe689dxDxmAfr5HJVcZ2NivXzGZ/+90XqI8duriK67pkcxb/6z98pCznLLVa+NmaLmRyldohzeNCTGA0sLNHD2yAuY1RcqZFfyI3GtgNdSEWttaXJLBHhEMBWppi1EfLu4xmW3NstKVghHRiE6L6JLSFOIpDAvsY23aeMpdE2sR2XAygKR4mHApMeYKUsXWpj4ZobYpVZCrSSiyuIoSYPHmmLcQ4JhPYb+0aZMPLu3FdCAQM4tEgbU2xKU+QMiIUMGiMR5jbFKOvrzIL1hWz8IoQovIktIU4zGQC++W39vPr53bgutDSGGXNVZ20NdeVrC5jO5tV2vF2YhNClI+EthBjjPYSH544sF3X5bd/2M1Tr74LwIltcW5ZpWisj5SkHpXobCaEqD0S2kKMkclZpLPmuJ3ORiZPGRjKYTuQ8idYOe2kZm68fNkhM49NRTgUoHmWLaMphCiOhLYQvmHTIjVBYD/8/A4CAYNh0yZf8HpWL1nYxC2rFMHA1Pt0GgbURUM01ocx5O5aCDEOCW0hgFzBZigzfmCDN3mKYRgMZQoU/KFQddEgjuOUJLADAYOmeIS6SHDCoWVCiNlNQlvMembBYSh99MAG6E/myOQsbH/ineZ4xJveM20efaciRcJB4gNvYT/3OKkZucCKEKJUZJy2mNVMyyGRzuNMkNjv9qUPCey5jVHidWEKtsPcxuhR9zsWw4B4XZjGQU3hhXXeGuSROE4mQf75+yj0bj7uYwshZiYJbTFrFWyH5DECu+edBHc9smV00pTmhgixSBDT8iYbOd7JU4IBgzn+Qh+FzV0QCGGEoxiGgRGOQiDklQshxBjSPC5mJctxSaTyo3fP43m1p49/f2Y7jusypyHCJSsWsnnbwdGlN4938pRYNEhj3XsLfTipPojED90oFPHKhRBiDAltMetYjktiKHfUwHZdl2de28MTL78DwILWem5d1UlTPMKHzjjhuM8b9Gc2i4UDjB17HWhs95rGw2Oa2i2TQGP7cZ9LiOnCMADHwho6uCDU1Lq32vWpddI8LmYV2w9s6yiB7TguDz+/czSwFy9s4varz6ApPrVJU2KRIC1NMWLhIydLCS9fDY6FW8jjui5uIQ+O5ZULUWO89XFcDDuPYaZw0wdxUgNYyQMN1a7bTCB32mLWsB2HwVT+qIFdsBweeGorW3YOArB8SSufvmQJoeDxf7YtZmYzr5f4zRQ2d+FI73FRowynAE4B18zjWgUcZ8wqcSVc6W62k9AWs4LtuF5g2+MHdjZncd/jml37vTWFL1y+gCtXdhCYwh+bycxsFu5YLiEtaobX5G1j2AUcy8Qt5L2QlkkGyk5CW8x4Xqez3FEDezCVZ23XW/QlchjAVeedwvnvW3DEdsG9bxDqeZJA5iBOvBVr2WXYC846YjvDgPpYmMa6cKnfihBV5Hp305aJWzBxbQvXcY69mygpCW0xo1nHeIa992CGtV3dpLIFggGD6y5dyvIlrUdsF9z7BpHXfo4bCOJG6jFySSKv/RwTDgnukD+zWVRmNhM1zjAA28JwCjiFPG7B9IZHyg92VUloixnrWIG97d0k9z/RQ75gE4sE+dwVisULm8bdNtTzJG4gCCG/h3coimvlCfU8ORraY5fRLOXftc3b+lm/qZeBtElLQ0TWtRZlYRiA64w2eTuWiWtZEtLTjIS2mJGOFdivv93Pg09vw3ZcmuIR1qzu5ISW+qMeL5A5iBs57PVghEDmYFmX0dy8rZ91G3oIBgM01oVIZEzWbegBkOAWJWE4BexsCjczgGtJk/d0J6EtZpxjBfbGzXvoerEXgHlz61izupM5DRNPR+rEWzFyyffutAFsExpaaWmKlW0ZzfWbegkGA0TDQQzDIBoOkvfLJbTFZI2MmTZsy2vytvI4josdqscxpz6Pvig/CW0xo1i2S7LnFYLdGwgf1mHMcV26XtzF83/aB8CiBY3cfIWiLnrsXwNr2WXeM20rD8EI2CZB1yb2/o+Xdd3r/mSO+tih9YuEAvQnc2U7p5hpXAzbBNvvQGZZuNLkXbMktMWMUbAdhnr+QOjVB47oMJa1XR7ojvKn7QMAnHlqC9dfupRwqLgx2PaCszBhtPd4sKmd2DlXETq5vMO02ppjJDIm0XBwtMy0HNqaY2U9r6htE46ZFjVNQlvMCCOrdYW7NxzRYSxr2vzwd3vYNtwMwHlnnsDHzjuFQGByd8j2grMIdZxNYzxMoARraBdj1coO1m3oIQ+Eggb5grdQyaqVHRU5v5j+ZMz07CKhLWre6PKajntEh7GEFeGu/cvZa3ozKK5a2cGFyxdgTHLSlJFlNOOxcIm7mk1s5Ln1+k29DKZN5krvcQHImOnZS0Jb1LSxgQ2HdhjbZ9bzg73LSVgxAjh86tLTOOe0yS/CEQwYNMcjRMY0UVfS8iVtLF/SRnt7I319qarUQVTXEWOmLdP7mZe76VmnKqGtlPodMA8o+EVfBJYAXwfCwL9orf/N3/Yy4J+AOuABrfXX/fIVwN1AE/AscIfW2lJKdQD3+8fXwE1a63Sl3puonMMDG97rMLYtXcc9fecw7ISJGhafW9nAkuMI7Gg4SHMFm8OFgPfGTGMXcG0TpyBjpoWn4qGtlDKAZcApWmvLLzsR+BnwASAPvOAH+w7gh8DFwDvAb5RSq7XWXXjB/Hmt9YtKqXuA24HvAt8BvqO1/plS6k7gTuDvKvomBYXezWVdAKNgOyQPC2zwnjv/YY/Fz17NYrkBGoMmt53fzAmdZ0/q+CNTkTbEwrLWgagQF8OxwTFHO5BJk7c4XDXutJX//yeUUq3AXUAKeEprPQCglHoQ+PT/z96bBsl1XXeev/uWXCuz9sJKkMT2CAEsUiRFiOIqcZdskbYsqUWakmzJyziiPV9mumOipRl7oqcj3DPjGdvR7lFbsilRtCxaG9USd0okwQ0UFwgkRSRAcAFAAIXaKyvX99698+G93GrJLKB24P4iEFV5K9/LpQrvn+fcc/4HeBo4lMlk3g3Xvwt81nGc3wDxTCbzYniue4G/dBznm8B1wJ1160+jRXtJcY/sp/TcfWBYEEkic2PBbe5ZEOF2fclYtjTjPOwX3jjJz14pojDoaY/xB5+8lM7U6VVaV6xIlysdrjk3aIimvdAm1Pd1NK1pynKIdifwJPBvCcgIDywAACAASURBVFLhTwHfB+qHo58ArgTWz7C+scl6DzBRieDr1jVLiLv/YTAshB1WcNtRlBusz1e0ZxNsqRSPvXSUZ359HIBNa9r44q0OidjpDe2I2SapZGBFqtEsNJW9aR1Na86UJRftTCbzAvBC5XaY2v5r4D/W3U0AEjAANY91wvU50929MHPae3tTC3Ke1ciR3DBWrK2hQluZcVRueMb3Za7vVbHkMZot0t7RaCfq+ZL7HnqLvW8Gpin9W3v46h27TjtSTsZs0snIabeCLSXn8t/VmbAS3i8l/SCKdstBRC18QEHEYiXVAnd2JRf1/DI/vqjnP1dYjj3ta4BoJpN5MlwSwHtA/SzEtcBx4Nhprp8C2h3HMTOZjB/e5/jpPL/h4clp+6Sny7lS5VsZZDE0XqSnPVZtRVLJbvzcWC3SBpRbwkh2T3tf5vpezRZhl8o+//zEQQ4dCy4IV+7o47evvpDJ7NwdwyrpcBfFcHHlWjmeK39XC8VyvV8zTcda6dF0Z1eS0ZHc4j2AELQ3dwrWzJHlKIntAP5Px3FijuOkgC8Bvw/c6DhOr+M4CeAzwCPAXsBxHGer4zgmcBfwcCaTeR8oOo5zdXjOe8J1F9gDfD5c/yLw8JK9snOIyiCLsVyZRKw2yGL/4SHs/ttBeii3hFIK5ZZAesH6GTCbYGfzZf7hv79ZFeybrtjIHddceFqp7VjEpDMd0/vXmnmiEH4JUc6iJoeR2WG8yXFkqbjiBVuzuliO9PjPHMfZDbwGmMB/yWQyzzmO8x+AXwIR4JuZTOYlAMdxvgz8EIgBDwE/CE91N/APjuOkgVeBvw3X/wz4tuM4XwOOAF9Ykhd2jvHI3iO4nmQi7+J5EssyiEfMYJDFXZcB9yxI9bjnqxkFe2iswD89fIDRbAlDwJ3XbuaKi/pans888UbVitRI9xC79FOYbYtrRao5+wiKyHyE5zYM3tBFZJrFRmjj+CoXAO/q9Pjc+B//dg/5kocg2N9Q4b9E1OJv/vzaOZ+n2Xs1W4R9ZCDLdx7JkC952JbBXTdtw9nU2fKxzBNvENn3ABgmRiSK8FyQHtGrF6aqfbE5F/6uFpKFfr8ai8iKZ9UYy6VJj7vbY+ftOLR4D3JusHKqIDQrjtn2rAF8X4GiWrQlAF+qYH0BmE2w33p/lH95PIMroc0o8ZX1B1lvJ/BpLdr2wScQpoUZCVvAFrCqXXO20jghS2qDE80yo0VbMyOVPWvTNBr2rCGw1QyGVyikEhgCAm1VCzKmcjbBfumtAR7c8y4K6Lby/PG6/fSKccS+BygTGKvMhmkIzMIIIjqlQtaKILOD837OmrMDnfbWrHS0N6NmRh7ZewTTNIjaJkIIoraJaRo8svcIAOt7kqSTUSxTIFUg1ulklPU982sbmUmwlVI88fJRfhIK9nmRcf58w2v0RopgRVGGiXXwiVnPGbFNutNRzHQveFOqw70yRur07U01Zw9CgJAewsujciPIiWG8yTFkqYDy9bQszcpCR9rnOLOlwIfGiwgBA9kSni+xTINUwmZoPGilqoyM7EhFiVgGZU/Oe2TkTILtS8WDe97h5UwQDe+IneKLaw8QNev2Es0IRm542vmmWpHa/bdTeu4+lAtYkUDA51HVrlnFKIWQOu2tWX1o0T6HaZYCj0VMTgznEMLAEALPV4xMFFnXHUTS9SMjZ9rzPl3KXuAlXi/YZdfne08cInN0DIDLt/fyefZilQpAXdOnX0YmuxvOZxqCVDJCPGJWr8XBvvXCVLVrVh9CNvZOS6XT3prVhxbtc5hH9h6hUPLIFz2kAkNAImYFKXClqNSF165rYlEucjMJ9q/fHuQne96l5AYRdf+Wbn73+s2okzci9j2A8kpgRsAvI6SPu/2m6rGRcDKXaRjTnq69qV+L9DmAECC9MoZXqDqR6b1pzdmAFu1zmCMDWfIlHwh9YBVMFjyODGRJxGw6UxGyBa/ah52KWxRDEW1VqDZXCiV32njNXx0ICs4qS8m4xdFTWQ4eHcPZtIsyVHutZbIbd/tN+Ot2VdPhqfjp+Y1rVj+V4RvCd5HhKEtPRPEm9VRezdmFFu1zmGI5EOBKvXel37pYlmxaE2MsV2ZtV6R6/5Lr05EMbjc1V5mjaJc9yWi2UbCPDU7y02ffqwp2ZypKPGpR9nz2/Po4zqZO/HW7plWKV6xIo3XpcM3Zj5BuuC9dmqFvOjLrcRrNakWL9jmMDNVt2oQVpaqFZiWYsdDsg6Fc1VzFEOD7kmxB4g/NzaCh5PqMT5bp6KwN/zh4dIx/fvwgvlQIAd119qK2aTCaLc14rljEJJUIJnNpwT57aYimvRKqXEJKXd290lC+F1i5TgwgJ04hJ06hcqO0/9afLPdTOyvQon0Ok4haFEpedatahKF2PGq1LDSbj7lKoewxkSs3XGtfPTjIj55+p9o+1pawG/zAXV/SmWqcOCAEJOM2yZjN/LvDNSuV5tG0ZrlQnovMDqImTjUK9ORwMCdcsyho0T4LcI/sP6OK6Fs+spGfPv8eAoFhBHvaSihu+Ugwgrx/S8+sqe4zMVcRAnJFj2y+JthKKZ567QMe+9VRANZ1J7jm4nU88cpRyp6PbRq4fhDlX3vJ+uq5TEPQnozoQR9nGUIA0guiaV1AtiJQbgmZDQV5vCbQKjfK9DxdHVYUI92Hke5DpFvPBdDMDS3aqxz3yH5Kz90HhgWRJDI3FtymtZ/2p6/ZDMBjvzpGsewRi1jc8pGN1fVmrO9JMjBaoFDyqn3c8WiUNZ3xGe8vBEwWPSbrBFtKxfcey/DMax8AsHVDO3fdvI1YxCIRs9jz6+OMZkt0pqJce8n6qr94fXX4UnKmH45WMs2sapeCSsob30WFPdPK89AzEZYeVc5Xo2U5caoaQatWc7Aj8VCc12CkehHtazDSaxDxNEKEH+KFANxFfw3nAlq0Vznu/ofBsGqzq0/TT/vT12yek0hP5XTMVWYSbNeTfP8Xh/jNe6MAXLK1m89cvwXLDITY2dQ54xCQeNQinbQRS5wQn8+Ho8rxK03wF6oD4EzQKe/lQSkFpVwYLQ9Wo+bC5CAyP9H0WBFrQ6T6agLd3odI9QXrQm9QLRVatFc5MjsIkaX3056rucpMgp0vunzn0QxHBoJ2nOsuWcctV27CaPIfXwhIJSIkoiYsww72fD4czVfwF4t6q1qAqG1SCtcXUrR1ynvpUUqhChOo7CnkeCV6DgSacr7psSLejkj3VVPb1RT3VN9+zbKgRXuVY6R6kbkxsOuKtE7DT/vQ3j14bzxK0hsnZ7Vj7bqVbbvnNlpzh32crenHkSKMHu3bgdrFXgiYLLhMFtzq9Xk0W+SfHjoQ2KQCn71pO5du7mr6OJYlaE9Gsc3ls8qfz4ej+WZDFouh8SKJWOMlIGIZVavaM6WS8vaOvYmXeQZ/4hTYccwtV2Gvc+Z1bk0jSklUfqy235ytCTTuzN0WFUSiAyNMZbet20jB7AjE2Y4t0bPXnAlatFc58/HTPrR3D5F9D2AJk5KIEvMnMfY9wCFoKdyto0dFtuCRy7vVUpXjQzm+/cgBsnkX0xB87hNbuf6K8xhpMsc3HrVIJeymUfhSMJ8PR8uVDWlFT3vQix+tK+Yre5Ke9jO5aCuE9Kop7/Kxtyi98mNQAiwbCnn8V38Cl92phfsMUFKGw0wG6vabg3/4TfaKhUAku2sRc/saRKo3EGer1see7EpSXsx52poFQ4v2KqeVn/ZPn31n1kIz741HsYSJJwIHMQ8bK1ynlWjvfxglfShmwffAtCCSCKPHiwPBLtQuJm9/MM79jx2k5PrEIia/f4vD5vXpWc9vnXyT6NtPIHLDFJdwD3i2vef5fDiabzZksWjVi98MIQC/zsvbKzekvN3fPAlKIOxQGOwIygUv87QW7SYo6dd6nMcrBWEDyOwQSG/2Aw0T0dYd7DWne8OvaxCpboSpHQLPJrRonwXM5qf902ffqbZ0mYag5Pr89Pn3gKAALemNUxKNvc8eFkmvRbUo4I9+AMUcGAYIA6QP+XF86TGRd8kXaxeYfYeG+OHTh/GlIp2M8OXbL2JtV2LWc9un3iTy6wcQS7wH3Dp7cGbDRlbqdLHTGfoytcpbumVoUuUtc6NgT+kksOxgXYPyXVR2qGGvWU6cQmWHmvc4m1ZQoZ3qw2gPC8LSfYi2boSh2x/PBbRorwLOtPL4sV8dqwo2gCnAl8H6p6/ZTM5qxy5nKanan0FUeOQi7QAUX3kQ9/VHwS2CHcO++FZil98R3NEPTFmopq1FYNLi1QRbKcWe/SeqM7j7OuN8+faL6Ghr/KBQTyxqYh96ErUMe8Ct9p7PdNjISp4u1qwXf2rK+3SqvI1kJzKfBbvOStRzMZLTOwLOZpRXntZCFfQ4jzQvxLMiGKkgYhb1qe1EJ2KJWx01Kwst2iuc+VQeF8teVbArGCJYB9hnfZiPln9JBChjEsHHxOdX1oe58JUHcV99MBBlYYJXCm5DINyVT/VKUp0GBigRrEuleOiF93n+jZMAXLAuxT23OMSjM//JVdzN2mI2k5NDy7IHLLODKCVQ+dFgn9C0IZpakMddDdPFGlPe86vytpzrKb/6kzC7YIPngvKwnOsX/HmvBFS5MEuP81jzA+1YXUq7D1FJayfSCKHFWTMdLdornOZ7x81FIBaxKLk+9SZlUgXrAE+e7OKYtZtPxN6k28gyLFP8orCTzEQXv6X+NbiKV1NuJkgf9/VHiV1+B2bXRvyxk+AWgpSpYSHtGCq1BteT/OtTb/PGOyMA7Lqwi89+fCu2NfNFaKq72bLtAdsxGD1eS09KP0hld65vftwqZabJWM1S3lNxT2TwMk8jc6MYyU4s5/rqfrW9zoHL7pz156sVNUOPs5o4hSo073EmmpzSQhVE0CKW0j3OmtNCi/YKp9necYXZ0ucVm1JfUrUaVdRsSqVSvOVu4IC7oXqu6ggRtxhE2A0YwTrBPq187j6U3YkUFiqcaz1x4Y18++G3ePdEFoCP7VrLJ686f9bqb9s06G6PYtRFFcu2B+wW6/YTQyN2Jauv+ezgzFPe9bgnMpRf/QkIC+w4Mp8NbtdVh9vrnFUp0kopVDFbl86uCTSl5hXWIp6u7TfXfRWxtiV69pqzHS3aK51Z9o7xA9Fulj7/9DVBJD5b9bghRHXSVz2GEEHU6ZWAeuGWwTpButeTd1Pa9xBichiV7GbwvE/wj3slA6PBhe323Zu4pn/djJFEZfZ1d0eckWG/4WfLtQes8uPBByNU3QQVUbVxbFVbsBJdzwCEnL3K+0zxMk+DsFZ1dbhSCpUfD9LYUwS61Qc1keioempXisGMdB8iMrONr0azUGjRXunMsHdcv96qeKqZTenuHb288JtT0yz/d+/oxd5wa7CHLX3AAIIRiPbFtwLBaM1su4O8bjsAAyN57n34AOO5MqYh+MwNW7h068wFTkY4+zoeMaftuVdYtj1gYQRZjQphFNqqtmCluJ7V3Mc8pBdE04sxvnI1VYcrKVH50WoblZqomZDglZscKRBtXQ1DL6r+2vbsxZQazWKiRXuFM3XvGNMO3KU61gLzM+74o0/vAt5g71uDSKUwhGD3jt5wfRfAjNXjU0drvntigvsezVAs+0Rtk7tv2Y5jHMV6+rsYuWFkshtv+03463YRsQzSbVGsFTj7WrSvQY2eaPyApBSiY23LD0fL5XoWiLSPkKFIe0szcGMlVofXepyDqHm4OEJp6Hjwf8Fv0uMsDESqJ6zWDqu0030Ybb0IS/c4a1YWWrRXOJW9Y+zOGfd3WxVttbIp3b1zLaOT5Wqf7u6da6s/i11+R63FCwBFrthoS/r6O8M88Iu38aUiFbf50u0XcZ77LpGXv4vwCiB9zNIExsvfRXzsS6S2Xbbkwz7mSvTKz1F86pvh3rYf7OlHY0Sv/Byl576DwkCNn6wVBMbS1Q9HS+V6Vt8vTWUqlu8v+cCN5awOV74X9jgPNFZsTw6FmaGAaT5hhll1AzPSU3qcTX0p1KwO9F/qCqfV/m6zoq1WNqWnN+VJTXM5e/6NE/z8+fdRBJaYf/DJi+hMxbAffxBRztWqz5XCKOcwfv1jxLbLl+JtOyPsTf1ww1dnfK/LL8VRIx8QbE+oQBzcIURXUMS3qBXvSiFkGS+nULnRFTEVaymqw5VXDtrwJhoHXqjJkRYGJDZGuo9Y73rcaFetWjvZqQ1INKseLdqrnGai7j3+taY2pY/sPYLnK7L5Ut1MbGvalCcFZOtczqRSPLr3CHv2nwBg05o2vnirQyIWPI6RHQgODCvCg0I0iRwfWIq3ZF7MtpcuywWgXigC8Q7WF77iXUgXpIsql1Cei1QKaSeQ5WZ7sEvLQlWHK7c4pb85/D43CtMqLuqwouHAi7BCOx1Ua4tEB0IYdHYlGdV+2pqzDC3aK5y5FDi95a7nkYmbgxS3inGbu55+aGlTenwoR67oIoSBIQSer5jIlfD9xihmIlemUAoE2/MlP3r6Hfa9PQTAjvM7+Tc3bpvegx1mwKuF4yts//q0yY00XZ9Pxfv04rHiWTm6UpXyjRFzRZwLLWxzI4m6dHbNJUzE07rHWXPOoUV7hdOqwGn/4SH+8aEDFEsevpRM5Mr840MH+MNPXoRttZPyR4mpMiY+PiZFImStoFjI8xUgqBRwGwJ8JcJ18KViPFem7Ab7hMWyx/2PH+TwB4GRxJU7+vj01RdiTKkAl219GNkBhJDBlKe6gq5VS1VA619ro7CeTsW7IDQ1WcLisaVAKQWlyUCcx0OBzoYGJMXJpseKWKpujnPNJYxomxZnjSZEi/YKp1WB0w+eOkyuUEYIA9MwkApyhTI/eOowX9n0IdreeRwlBAqBiU+byuNvuhoA0xTgBenuajOZgEjEwPMVY5PFqoBP5Mt8++EDnBjOA3DzFedxw4fXT7uYCgHmR34Pnrt3xoKuubLiep6N0NiG4INOrfVublaTDRah5SLSc5d9X3o+KKVQhYm6Hue6UZHlfNNjRaK9ls6u73GOzj5ERqPRBGjRXuG0KnAaGMnjmB/w8Tor0l8Wd3JoZCO9a45SjKZR5TyG8pHCREQT9JaOArChJ8nJkTyFso/nSSzLoD1ps3l9mpFsmKIFTo0VuPehtxibLGMI+J3rNnO50zftuVbtSDsvw7WtMxbdldLzXI/RsR45ciy8VRHuYL0ZQoZV3uXiqoymlZKo3Fg1rd0wx9krNTlSIJKd03uc070I+0zmdWs0GtCiveJpVeC03TzG78b34imTnIqSFgU+k9jLjwpBlB5JdSBErXdWKVWN0ivzlGNRi4hlYJoGUdvgQ+d3VQX7/ZNZvvNohkLJw7YM7rppG86m6b24EcugvS2CGUae8zFHWa6e52ZErvwsxae/BeWgjQ3DhEicyJWfrd4naMfyw73pEqq8OMYmi4GSPio30pDWVtnBQJz9ac1TNYQRznHuaxToVC/Cisx+nEajOSO0aK9wWhU4fSL2Jp4yKYe/yjIWqGC9VZReP0+5UPLoScfYeWEnWzd2APDWeyN878lDeL4iGbP40m0XsbFvuodyLGrSnowsWP/1UvU8nw72pn64/isNv4fIpZ/C2rgTIcvB0JR5eHkvFcr3GgxIanOcBxt6nKdhmIEBSegIZrSvwS/l8Y/+GpUfQ7kFRM8FWKvEwlSjWa1o0V4FNItau4xJJmVjRFPGpMuYxO6/q2UbUmWe8liuRLFUu2jv/c0AP3323aAH28zxR+sO0uHH8EOntAqJmEUqEVlQu5Rlm/LVAntTP5Hz++vGV5aCaHSZK71nmrZl9W6epcd5uEWPsxVEyeGIyOrAi7auhh5n90QGb//DTQeGaDSahWfZRNtxnP8L6MlkMl92HOdS4JtAGngG+NNMJuM5jrMJ+C7QB2SAuzOZzKTjOB3A/cBmYBD4XCaTOek4TgT4FnAFUADuymQyB5b8xS0hebuDuJulpKzqjIuo8MnbHdib+vEHr5lmRVr/AUAqxfhkmVJYIa6U4omXj/HL1z4A4LzIOF9d9zopmUPse4Ay4K/bhRDQFrdJxhb+T2jZpnzNwHzHVy425WNvBB7xCkAhh49RfvbblJsJM4AVqTmCpftqrVSJTsQciuvOhoEhGs1qZFlE23GcG4EvAT8Pl74LfDWTybzoOM63gD8C/ivw98DfZzKZf3Ec5+vA14F/D/xHYE8mk/mU4zj3AH8DfB74cyCXyWR2OI5zHXAv8NElfGlLjrXrVsx9DxAzfDwsLDwMJbF23RpUYL/5ZDgpTIDv4b75JGbvhdib+pFSMX7wFXjrMeK5YdxEDw8Urublo0FP9o74IF9ce4Co4QNRlFfCOvgEav3FpNsixOzFcZdarilfNVRYQLZyUt6qnKd0cgD32PuNPc75seYHRuK1FqpULyI0IxHx9nm1Ua2mgSEazdnEkou24zhdwP8B/CfgEsdxzgfimUzmxfAu9wJ/6TjON4HrgDvr1p8mEO1PhT8D+B7wXxzHscP1/xUgk8k84zhOr+M4mzKZzJFFf2HLxLbd13IIZvQXn/zB14L5v4YI3ckklHKUXnoAsfFixg++jPXK91GGSdFK8e0jmzkQup7tThzl99YcxqwPuswIRm6YjlSUyFQzlQVmXoVsp9ku1tCO5ZZQbjkYWboM0bQqTta1TwWjItXEAKqYpWkjlTACP3TTDqrulU/85j8Pep8Xocd5JQ4M0WjOBZYj0v4G8B+A88Lb64ETdT8/AWwEeoCJTCbjTVlvOCZMo08AvU3OddaKNsAF69pxB1PIbJGeVAp7XTsAanwACfh+kPYWAkwBxvgAoxNFrLceRxkmWdr45omLOVpKA3Bz9zFu7f4Ao1QCo7avLPwyVnvvogv2fJhLu1hDytsrIcOhG0sl0kopVDGLCkdFyvpRkaXmtpsinm7ob3YP70W5JUSk1kal3DJGIoURTy/aa1jOgSEazbnMkoq24zhfBY5mMpknHcf5crhs0GhyGRhVT1+Hmvnz1NBhtmMEjYbRLenunl4dfSb09qYW5DytyB1+leEX70eYFlYijSpN4L14P+0dcSaUwldBT3El2KpEkO0dCUrFEQbp5v873s+QG0eg+FzfIT4Wfxvrii/iPXcfSBesCMJ3MQxFz/WfIbnAr20h36vjjz6GGYlgVHqBbRulfMThPXRffDn5919n4tXH8UZOYsTbSF3yceKbdi7Y49ejlMTPjuKOncQbPYk7WvuqysWmx5ptXdida7G61gZfO4KvRrQxJV1Ys4axPf8KykWYEZRfBiHpuOIW4l3JWc6+AHRdRiEVJbvvSfyJYcx0N6lLb1y09/JM6VzM9+AsY7HfK5lvYVermRNLHWl/HljnOM4+oAtoIxDZdXX3WQscB04B7Y7jmJlMxg/vczy8zwfh/Y45jmMBKWAYOBbe7/CUc82Z4eHJao/ymdLbm2JwMDuvc9TTbLxm/pkfIZWBEDb4EoSNUpKhZ37EsGqnk+HAMpPqfCqGVCfJkRwD6jy+dWw7kzKKLXzuWfMbdkWP48W6yLVtxez/LNbBJzDzw5jtfdj9t5NPbyO/gK9tod+r0sgAItGBMm2EZSGEiXTLlIZPcHzvLyi/8qOg4tmyYXyE4ae/T2SeFc9KylqP88SpIIKuGJA07XEWiGT3FAOS8Puwx1kB5fBfZzQ+fQBG2wWYl34aL/M0fl31eLHtAoqLPSyj7QLsa75CZeJ0ERb/MU8DPTBk7pzxexVGA2LK7cr3QVGjACFIRyIro3pzlbOkop3JZG6ufB9G2jdkMpk/cBznDcdxrs5kMs8B9wAPZzIZ13GcPQRC/8/AF4GHw8MfCm//p/Dne8L7V9afdRznGqC42vezW43XbNbTvN+7gBvMEeqTDwJ43T2fziOj/PMHF+NKSBplvrL2dS6whxDSx91+EwBy/S7sLR+mLWYxPbmx8hDSxV67BX9yFKSHzOdRnltNF3sHfjmvimcl/bDHua6/eeIUcmIQpDf7gcJAxNMo3wXpI+JpzK1XEbnwCoRpz37cHFmoaVuac4B6ka0TWGEYCNsOvBZE+A8R1sMIhDCCrwTrqnKsMKheG0RlXUyro1AKor2pVX0tXimslD7tu4F/cBwnDbwK/G24/mfAtx3H+RrBvvQXwvWvA/c6jvMmMBYeD/B3wDfC9RLBB4BVjffGo03HazbraXbyA+T8BFHKGOHAkIKKUPYN7ns0g1TQGRf88drfsNY9iYx1426/CX/dLgwhSCVtElFrxRl6Vfak8V2QHsoto3w3yJCs3YH/6k9q0XTdXmv51Z/MqeJZ+S4qOzSDAclQ0x5nTxmMiTQTop0hlWZEprjkwzvY1Obh7vsp2AmwbJTn4mWewUh2abHVtKZeXKfcrkazQtQEVAhEpfi0IrTCCGcLVO4THKsIbtudKQw/yHjN9P9dTfnailmuGStnruwqRqyUftMVwAXAuystPX7kG/82GK9Z/x9VKaKqxKY/+bvGwqu6nubo1fcw+dS9DBWDISJCCKRUvFDcwp5iIBTruhN86faLSCcazVlMQ9DetvgV4jC39yoYXekH0azvhiI9exvWTGYj9jqHwlP/DZnPViNtpSSUCgjLxtqwEzlxCn/0GBQmmj9pKxK4goUjIo10H//6yjgni1EsuxY5u65PKmHz+23PNTwu1IrF4jf88dzeKHS693RZ1vfrDIQWY5aIthL1hvdrFs2eKQu9TTXLY6z8dN0qYKVE2ppZyFntpPwRYsqtG69pk7W6AGY1UPHX7USkeuj0BxBuHqTkh4UrebG0DYCtG9q56+ZtxCKNfwKWJehoi2EZrf9/LeYkLiFdhPSQbhnplUHKORuaTE0Xq3IRf/gIon0djHyAKqhg+lho26kA98BTMz0LMAyM3s1Ya7dXq7ZFIh1cXOs4+syrbLEG6HffIkWOLEn2ix0czq5BCt3TvKJpKrAEFq6V9XqRFaFwVr5fAKE9el4ISAAAIABJREFUnYhWx1vnJlq0VziJGcdrevibPgQEwukdfBYRb4dUL3hl3MweivF1GD3biAy9TRmL7+Sv441y0GV3WW+JO29zsMxG4YnYgYe4OUfBXohJXEophPIQ0g/S0p5bS3Wf5lVJlXJTepzDOc6tIudoEiPdh5wcCor5IrGg31kYYXrdx3aubXqKD8WGuMx9GR+DIhFiFLhKvUw0tlv3NC8WraJZ08KwI7U9WmEEEa5hTBFYo3aWisCqiig3PuRsIjv1+9nQQquZL1q0Vzi9paOUYmlkqTZe04jVxmtOnYjlmzZSSqzMEwBk7S6+NXQl73nBcJBPtB3ik53DlM3GftpYxKS9be5DP053EpcQoKRCKB+hfJT0gr3dsRxyYnLOUXStx/nUNIGeU49zqmbZWfXVjgVtfrmf/xVE4w3RkJpjRHxV/BD5ssATFgLwsEC5XBU/hOXcdG71NDcT0/B2fVVxNSqtpIjrI9m6IqdgIqqoiWOD2IY/U6Ewo7A7Uggv2yCUc45kw4fVIqtZaWjRXuHI7CB2WwciNfN4TZkdRGGgxk8G1cmGhYikELlhRrw43xi+nlNeEoHizp63uTZ9DJFv9NaabehHs/R3/eMi/WBGcqIDyjkEPkgZRM/SQ/keUvrg+9OcxlTSnFGwlVKowngQLY8PNAg0bvMeZ4QRjM60IlTEwP7wbxM5r3kGYD4RccyfxEgmyBY8PKmwDEFbIkHEnwxS9ZfdOeM++7IzB4GtRqaVqHSKuIowZdxYURyesaHgiTntw55u9Nr4fGn4e9Kiqznb0KK9wjFSvfjjA6hyPvAQNy2IJDDb1wAg7Dhq9HgtzSd9RGGUI9Gt/MPgh8n6ESwhubvvN1zSNgReGZnsDo4FEnGbVHz6n0Fj+rsNWZik/NIDgYnLhouCx88OQbonuLJKL3iOyU7kxHBw4ZzDFVMpiayOipzS4+w1KzYViGQnRvuaIFpOB+MiS/t+jirmphV9+YdfhBaiPR+XLyPZSSSfpaejtncdFJsFgr9gbVmztOxM23utiGzD/itBirheZGfZe4W5p4ZPRxe1iGo080OL9grHWHcR3vEMPiAVGLKM6ZYxLroeUEgpaxfN8JtMeS3/OHI5JWURFy5/2PcaW5I58MrVPmwhoC0RoS1Wa+mqXKSVUvgH92CkujEiMUCA7yHdAu7rj2CmevALE6jsKDXDORU8QdOasao76HEemdbjnJ8cRHnNDEgMRFvNgMRIr8Ev5/GP7Uflx1FeCdG3uSqIqjB+xkVf84mI5yz4M4muEMHYy8oHr/oq4jqBtdraML3w99FQ3DTdPHAR23Y0Gs0yokV7hTPxzn5KKkZcuJgiqB7PKZvou69TvOg2RLmIinciylmE9Hi5vIXvZa/Ex6A9GeEPPxJn44DAKHioVB/eto8j1l5Ee8wkYfvgBoYfSsoglS0lSIk3chTMCLI4Wb16K6UgOxzctzgJsSSUc7UMQCwJbgk5fjIQ5vEBZHYQOTEQ9DhLf/YXapiIVG+DOBvpPkRbN8Ks/Zm6JzJBj/osc5znW/Q1p4i4Irx1oWjkvJ0YkRj+4b3I4jhmcgPWtqux1m2bEtnW9nIVRi0ChpZ7r0Y0hjKmf8DRbZsazbmDFu0Vjjs2iK+M4MIsQBkmWHG83ATKlcS6zsMoT6KstfxiaA0/HdoAwLpYka98eicdSQu1ZSuu9INIWHokvTEiRROvMPvFXkQS03qL68VPJNpRk2OBG5t0A+EuTIDyKTz6/87+gky7YURkev0m8kYakewKos0WtJrjfDoR7+z9s+E/w6i29MwovEal8Ck4RyTVg9qyu+FhKtaxzdCaq9Fo5ooW7RVGY9QlceNddJuTYCRRwsRCEvM9RrwoyfwQ3vpLMA48xo9HNrJnIhDsrdFh7tndToQ8Bw9N8PKBU0zkynS1R7n+0o0453W0VArLuZ7yC99DTdYVfQkTFYmS//l/RuVGmr8QK9oQNYt0H0Z7HyLR0dDjHO9KnpZf9bQ5zsJAROOoch5hGEQ27MCIRPHffhFZymK2nYe1/WrstduD97W+WErURbxT9nArb0/LlLLQoqvRaJYOLdoLTN02ZdDihKy7qodxl1IIFXyvlKympFGydjs8RhZz+GICqRTK98MSIYkr0/iuRzG9iR+Mf4z9E4H/+KXRI3x+p4L1V/Du8Ql+89JerrMO0mnlmSy08aunt6Ouv5qLzmtMF6tSvqFC2z/+FnhTqrSVjxo5NuUFh1FpJI65fgf2xosR6b6gvWpqJdMZvqGV8wjTxO7bjCrlglGUQoAE6RYwYn2IdA9gEGnvg60fbRDTuYx6U2pxDWM0Go1mvmjRbkF95CsIxRUVzGNWChWKckV4lfJxrQJyvOLjq6ZHaacRmkX8PFlhk1AlDBS+MsipBFHhUSj73Pfk+7w7Fgj2dan3+XT7G5gDErdrA2+/eoQbI/uQGJSNKFEvxw3mK/zm2XG2fGRzVaDVxKlgj3ouGCaRS3+rGkUTbTtzca4UUhkGwjSrrVrCNBHCQAkDhAmVlDVg7fg4xefvh/xEYIAS2rba/Z+EsK3oTCPfhTKM0Wg0msVCi/YUhJsHzwuu/PWRb1ilXS36aaIMyrdn9cU+HRRQjqQwSpMMydqc74jwGFRd/PCJEwyMB4L56c6D3ND+PhBBeSXMw8+wW0wQFR6GAaYqYJkSQyiu5nXKr74+8+tPtGOk+vAHDgFBJXO1bUgqkD721qtO74WE0bIwzVCULbxT7+AefI5TuWFkNI2980asDTurr3v6B53gi7VxF9GPfqFpNHym0fLpGsZoNBrNUqNFewqyVECWl38YjVSKyYLL8fSHOe/U09h4eJhY+Az5bXy7eC0Fr0yvkeVznfvZGhmEgoeQHvgeghHW1v92p+zXGm2dtQrt+jnOdgyA3I//IohiGzy2ZeM0salUUtmGgT/4Hv67v0IWxhCxNNZFN2Bv3IlSUK6LaK1YHH/0BP4z9xK9uhbRNhNee1P/rCI6n2i5wTCmWhGfrhrZrFR0Sl+jOXfQor0CcaVkMl/G8xX7JrqYlJu43HwbW3gM+SlyKsafJR5mjTlORPhBFFqafh6lwEfgKgsPA0+ZoBTjKsHOT/3PwWPNMhHL2n4N3ptPhm1aBoTbAJZz7YyRszAslGGiDBPvg7covfzjIBlhWjA5gffMvahQlOsjWiEEYkpE6x7ZT/GpbwbOZ8rHz0/gP/VNuOGrLcVoPtFyxaimmo6XPkwOIzrXn/bv8HQ54+yATulrNOcUWrRXEEp6FEdPURw+AdlBIrlB7iy/S9rOVwPlNVaWNVbjCL1gTq6JMu2wlcnA3nUTD7x4kputV4kKH1t4SAQlTH7lbWcngWCXK7Onp/Q8R3feBID/zksIpRDxJJZzHbGdN6KEiRImwhDBLgKN6ezyaz9DSTmrcMrsYNAqVo8VqUa0pZceCHzEKzOBkVDKUXrpAexN/ew/PMQje48wNF6kpz3Gbbs30b8l8FZvde6m7/+0WnE1ZX1xmI/w6pS+RnNuoUV7GVCei5wcDIZejIcDL7KDyOwQQknqp1u316W1y8rklJ9mTCZZY2VJX3YrMtmLkR/GfO9FjMIYJDqJ7LyeyLqL6HzjMUTJAHzCaQsIYdCTClqmpvY8i1gCpEIdeRVj82VEzr8EtzSBPz6AiHcgOs5DmrX0+Gzb+q2Es96atSy9UKxq1qxqfKDmDhY8MxASNT7A/sND3P/4QUzTIBGzGMuVuf/xgwD0b+nBSPUic2ONaXyvjJHqbf2LcYuQ7IJSFnw3KHSLp1p7nc+T+QjvfD6kaDSa1YcW7UVEuaWaI1jdVCqVG5lR8Sr6rMwIMtmDauuFE2/yq8L5PF7sZ0QmOd8c4g/bfknCNnDX7ADAb+vB73OI2iaphF2djBRMnrLJiwSCYNqgFU6egltQpRxGWweGHUVYNkiJ9Fz8yWHcU+9RevY7gaBaEfzxU/jPfYe5RH+thNNYdxH+iUxNmH0X8mOhNWtzHtl7BNM0iNqBEUvUNimF6/1berD7b6f03H2huUqkrrr89pbnrjxv0b62uqbcEkayo+Wx82E+wjuvDykajWbVoUV7AVDlQkOP82BhmPLwCVR+rPmBdgzSa/Dj3fjJHmRbLyrZi4qlQQg8X/GjQ+28VroAgJ32Ee5OPkdUeKDshlNFIybpeKRhLeZPYkYtVDmLaRgoO4aR6CISi2C1tWP1no8/MRx8uCjkAFUVKffXD51x9NdKOOWJAxBvB7cQFnzZQXr+xAHgDoz2tcjR4+EHG0Glt93oWMfQYJFErPHPNmIZDI0H0XDw3O6ZdX+4+MqDuK8/GkTPdgz74luJXX7HnJ73YjEf4V2u56zRaJYHLdqngSpOIrOVlHZtKpUqNu4xe1MPjLbVuYOFVdrpNRRElELZnzHNXHQl390zwOFQsD8WzXBH4mVMEWwil+s6ynLPfo/o5EEmCUxEhlMXsflTf4DZ1o1ZmECk1oLvo7wysjCCNHuQVhxz6zV4z92HCqPp+gt+6bnvtIz+cr/4BvLwXlAShIGxZTfJT/xJS+GU2cHAfCXRjmWZeJ7fMG40cuVnKT79LSgXgmIww4RYG5ErP0vPsx6dk2/zMfFr2tUE4yLN8+oSRtu3Vp/XbNXlxVcexH31wTDCN8ErBbeB2OV3YG/qxx+8ZpqoL8TecNNq+HkIb6v3WqPRnF1o0Z6CUgpZmAjT2fVznE8FxVFNEPE0It1Hom8j5UhnTaCjjeJXaecqlWceoDGR97j36QFOjAWtZzfFX+eW2OuYQiIxKQqLMZmiG8g99z16C+8iYkmwIlhWhHVilPef+jF9hoEsZFG5yseIcBJXIrjd7ILv7m8e/eV+8Q3k2y/UvXES+fYL5IDkJ/6k6fvUKrK0N/XD9V+Z8Xn9zpY9RPbtQWJSIEpC5bhF7aG8ZV3TxwQCMRYi+BAAgAnSx339UWKX34F7ZD/ewWcR8XZI9YJXxjv4LG7vhfMSwVaFZvMV3mYtcBqN5uxCi/YUCo/8P3jDx5reRyQ6qtFyQ/QcCQq8OrqSjM7ip132JblC0M41E6cmyvzTUwOM5TwMARe3DXOteZAJGcNTJpYhido276Wu4Px0ijZrAtHWgXRLyHIRPz+BkD4dnEKmu1HRtqaFVbNd8O3+2yk+/S3U5HAt2o3Esa/6AkCjYNch334Bd+tVzUWqLrJUZhzllqZFlrM9rw2Dz1NIxhkrgvQl0oyQjkF88Hng2hmfUxW3GETYDRjV96NVQdhimrZo4dVoNHNBi/ZUvLDhWQhEsqtu4EVvzYzEijQ/x4woCmWfXNGdter6/cEi335mgEJZErEEd13dx/h4nCcPX8FHk0doj3hMiDRP5S/g/G27SXZ2MzE6MK0lSQEGav6FVdVB21Nut6CVSNVHlio3jJHsnrMAyuwgEdOgz5wAQgMUc44GKHYs/P3WC7cM1mleEDZf0xZd4a3RaBYCLdpTiFx2B7adRKR6EKbd+oA5IJVisjh7OhzgzWM5/uX5QTxf0RYz+crNmzhvTTs/3FPieHwH+/PbyQ+5CFOwoTvJ5Huj3HjFJiQVx+0pj4mY017pob178N54lKQ3Ts5qx9p1K9t2X4u7/2FENIlo66reV7mlBWtDqoh3b2+KwcEsc0XY8bqhJYGtKu4gomtjy2Pti28N9rCnGMbYF98KNE/bz6ctS1d4azSahUKL9hSsDR/CX0Ab01bpcMMwePHtCX7y0iBKQXc6yld+awedqRhlBQc+yBOLWiQiFm1Rm672KKWyx7HBIP1+ytrAWm96Ov+UtYHtLfZKD+3dQ2TfA1jCpCSixPxJjH0PcAhY10p44+lgfvZU4ulFFSlZztNo5aLq1ptTqRI/k+rxuRTmzZY+1xXeGo1modCivUgooFB2yRe9hqyyYRgI08CwoijT5uGXB/jFa8GFf2Nvki/edhFtcbt6TGcqSk/hMNeYr9NFlvHxNM/6/YiwWtoHisoiKrxKcxQlZTF7TF/De+NRLGHiiSCj4GFjhevGmubCG7v+qxQf/7tgr7yCaRO7/qsAiydShYlwXzocXyoEYMz8AWIGYpffURXpqbQqzPPHTqLcQq0+wI5jdgRbD63T57rCW6PRzB8t2ouA50uy+TIl10cYAtMyMawoWDZS2ChhUvR8fvT0u7x6MBBsZ1MHX7hxGxG7sVDqk+dn6c48hxAWBRUlJicbqqWT3jjjRkdthiiAUiS98ZZCkvTGKYnGASAeFklvHLv/c62F144DApQfCGm4N7zoIiUEGHVbFwswUa3CbAVhDYYwhIYwXhljxw3A3PbxtUhrNJr5okV7gSlLxXiujG9GsKMRpGGjMHEJ67gUlMoe//z4QQ4dGwfgCqeXO67djGlMn0u9efRF/GSciVLwYcCaUi2ds9qJ+ZN41ETMwiNntbcUkmbHthLeVnveiyVSzYxXFhN54gAkOqCcrxnCRBJVQxhdbKbRaJYCLdoLgDAMhGnhGzaFoqItmcZz81WRriebL/OdRzJ8MBTsSX/isg3cePnGYKTl1PMKMAvDeEYMqWppaGXYVTGwdt2Kse+BIK2NhYWHoXysXbci33kQpQQqP1pL6UZTDcdG991PmkkMJBKDkrLwdn0GaN6GtFwi1cx4ZTGR2UFELIWIp6tr9YYwuthMo9EsBVq0zwQhEIZAWFEMO4qybBAmnutTKpRICjFjd9TweJF/eugtRrIlhIA7r7mQj+xYM9tD0N4WZcLuZHJkEF9EMAyBLxUT2UlkVw9twLbd13IIZqwAnzz6KIyeqE3Lkh7kRqAziEovWNfO5Fs2quyCUgihiEdtete1t3wLWonUYs14bma8spi0NITRxWYajWYJ0KI9V4QIIupoDGFGUGYEEFR3U1u0MB89Ncm3HzlAvuhhmwb/5qZt7Di/c8b7GkLQ3hYhapv8OP8hrha/RODiKQsbD1NInszv5Avh/bftvhZ2TzcWEYjwaQnqmq2rA0Xc/Q9jx9sQ6e7qMXNt62omUgsx47mp7ecy7A+3EmVdbKbRaJYCLdqzIQRCCIRlB6MrzQgqLH463enKB46M8r0nDuF6kkTU4ou3OWxak5rxvoYQdLRFidhB9/Vr+bUU7eu4Uu2rem2/JC7lrfzaqmjPhnILuNEOVHECQ3lIYSJiHUTcAjC/FLe9qZ/y21uneY/bm/rJ/+yvUNKHYjbc/w1Gb851xvNCiP5CMxdR1sVmGo1msdGiPQVhWZhWBEwbZUYQs6S658rLB07xkz3vIFXQvvXl2y+ityM+430NIxRsq2aX0tMeIztUpmj6JA1JUfpk/TI9PbGWj5232pmcGMITHQgjqN2yCmXa4kFqfT77sMVXHgwEWwgQNiCRh/dSbF+LP/oBFHNgGGFa3of8OL6cNkplRuZjZLKYaFHWaDTLzUxmWuc0It6OirShzChw5oKtlOLJV47xo2cCwV7fneBP79g5q2CbMwg2wA7rA37bfoG0KJBTUdKiwG/bL7DD+qDlc3gyvxNLSGyCPWsbFytMrUOQ8kV6KLeEUmpGD/DZaBi+YYRfhQjWfY/ArcwDP0gjgwrXWyOzg0EKuh5dia3RaDQ60p7KfKLqCr6U/GTPu/zqwCkAtm5o5+6btxONTB1WEWAYgvYZBBtg49BzGELSYRSxhMRTBnkVYePQc8BvN30erVLr89qHdYuACKrS601O3GIguKqud7pSRq/m1k+9XEVuGo1Gs9LRor3AlD2fb/zodfa/PQTAh7f18DvXbcYyZ05qVFLi4vgb5GcQoj5jjLgoAQY+AlMoUqKANQcB7GmPcSh3HkfsC6prJdenp70WxZ5xyte0w+EbYZGbAvDBigYpcUTYRh0KuiJcb81iF7lpNBrNamVZRNtxnP8d+D2CS/m3MpnMXzuOcxPw10Ac+H4mk/laeN9LgW8CaeAZ4E8zmYznOM4m4LtAH5AB7s5kMpOO43QA9wObgUHgc5lM5uRSvK7JvMu3fvYWR09NAnD9peu55SPnzdiDDY2CnX3qXrIlRVEaxCZPkhq5l9QNX8ZEIhBVW1IJmAjMWt06xVcenNFP+7bdm7j/8YOUgIhlUPYkvi+5bfem+b/YWBtMlphWlhdrC6JvYQR72hUDFCmDgrQ50CwDkP/ZX63I/W7N2Y/O8GhWAksu2o7jXA98AugHbOA3juM8CfwjcD1wFPi54zi3ZzKZhwmE+auZTOZFx3G+BfwR8F+Bvwf+PpPJ/IvjOF8Hvg78e+A/AnsymcynHMe5B/gb4POL/boGxwr839/fx6nRAgL4rY9dwFW71s56f7MuJX5q74NMFnw8EcEwoKQM/EIZb++D+EqgBIhwAGfFX9xXwQeB4isPBpOrhAisRL1ScBvoDz22H9l7hKHxIj3tMW7bvYn+LT1zek37Dw/NeqwQAhVNQ3myWj1OpA0hBEbnBvzho4F7WPVnCczODdVzVy6AR3LDqBlGc86WAdDOY5rlQGd4NCuFJS9Ey2QyTwMfz2QyHkGUbAEdwKFMJvNuuP5d4LOO45wPxDOZzIvh4feG6zZwHfCD+vXw+08RRNoA3wNuD++/aEip+OsHfs2p0QKWKfjj37m4qWBbhqAzFavuYbtjg3jCrtqHCwGesHHHBhk1u8nKGL4yMAFfGWRljFEz6K12X380SEErCdINvioVrAP9W3r4d3ddxn/+Hz7Gv7vrstMS7PsfP8hYrkwiZjGWK3P/4wfZfzhI+xup3sBzvB7lY6R6MdZdBKVcbQ9bSSjlgnVqF0CZG0PE2qoXQPfI/pbPy0j1BunyerTzmGaRqe9oEEIEmR7DCtY1miVkWdLjmUzGdRznL4H/CfhXYD1wou4uJ4CNTdZ7gIlQ4OvXqT8mTKNPAL3A8bk8t+7uttN+PUopknGb9rYIX71jF9vOm9k0BYKMcVc6TrRuMMjrqo0UeTxRt9esXEZUG90fu5Pys/cxLpOUMYngYxuSro/dSW9vimxlJGUlS12ppCvn6e2duRd8Ljz5g/1EIyaxSPAnErFNimWPJ187zo0fvZCTXb3kj79V9yZIKOeIdvXiHnmVaWlzFBx5ld7bfp/jjz6GGYlgVAaMxBNItwhvPUbv5VcDkDv8KuMvPIg3dgqro4/2q+4gueUyctf9LsOPfBOUi7CiKK8EQtJ93e+SnMfrXS3M53d6LrJQ79eR3DBWrK1hq0uZcVRu+Kz5nZwtr+NsZ9kK0TKZzP/mOM5fAf8d2E7jVV4QbN8ac1wnXK/cpx5R97OWDA9PIuXpl5D/L3d/mJLrM5ELPMJHRnLT7mMZgo50jImxxtnPb0Sv4OrSLzFlueYfjs8b0SvYGd/MHu8qPmbsp1NMMqraeN7r59r4ZgYHs02fU6ufN+PE4CQ77A+4sjCl8nxwA4ODWfIHXw4Ly1Rd9bgI1r1SeJb6X4XCHT7G4GCW0sjJIMXo+ViWief5KCz8kZMMDmYbU5FWHH9smFM//29Erw5SkdZH78bd/zB+3d5iPr2N/Dxeb4WVvG/Z25ua1+/0XGMh3y+V7MbPjdVqKQjcA41k91nxO1mKvy39oWBhWI497YuAWCaT2ZfJZPKO4/yIoCitPte6liAyPgasm2H9FNDuOI6ZyWT88D6VSPqD8H7HHMexgBQwvJivCcA0DExzdrE3DUFHKoY1wySvnddcx8OPlwNhJssoKZ6X/Vx1zXU8svcIA+J83ixuCKd8GcSjFrm9R4JUtzBmbqWaY6X2bHw4cZKrS8/gY1IgSkLluFE9Qyzx8eAObjHYQ69/PVIF67P1zYUjNFu2dC3TmEu9b6mZDe0tr1kpLIe5ymbgHxzHiTqOEwHuAL4BOI7jbHUcxwTuAh7OZDLvA0XHca4Oj70nXHeBPdQKzL4IVDaXHgpvE/58T3j/ZaPSh22ZM1eR92/p4aqbb+Lhtt/jb/0v8HDb73HVzTfRv6WH40M5JnIlPF9hCIHnKyZyJY6HU8IwTGZMLhgz94TPlRsTbyKUJEWOHkZIkUMoyY2JN4M72DGmJzBksG5U/qxU49dwvZWpy3KZq+h9S81s2Jv6iV59D0ayA8o5jGRHNfOj0SwlSx5pZzKZhxzHuRJ4jSC6/mFYAT4I/BCIEQhvpcjsbgKRTwOvAn8brv8Z8G3Hcb4GHIGqFffXgXsdx3kTGAuPXzZmsiadiR32cbamH0eKMC1r3w704PlBzXgloDVEUDkerIfzpUeOUasrF9V1OPN0b7w4SFQUkAikEphCkhYFjGIgnPbFtwZV6tIn+OwXFMDZF9+K9+6vUKPHwwxAKNjCQIQzr+tbulRuGGNK9fhyjbnUlemaZmgbW81KYLkK0f4C+Ispa08Cl8xw318DV86w/j5wwwzrI8CnF+aZzo/q8I8Wgt0sLWuaAjyQSlVlGUGwDpgXXhGKdn1UKzAvvGJ+6V7fwzAERn3ELv2qFWksbCebqT/c7b2Q4lPfDFPlfpBGt2NEr/xc9VSVC+BMe2nLlYrUM7E1Gs1KRzuiLRJzFWxovoe7oedmTo7kKZR9PE9iWQbxiMnargQA8sQBSHYGPdF1E7XkiQPBz87UiKQi1kpSi+JpSLvHLr+jKt712Jv64YavnnFB13KNudT7lhqNZqWjRXsREAI62iLV8ZqtaJaWrbiaxaLWjK5mMjuIiKUQ8XT1UKVULaV7hules2sj/thJcAuBw5lpgx3H7Ji9/7ye+aYSl2Vmtp6JrdFoVjhatBeYyh52Ljv3trFmadmKGcpszmStUrpnmu61+29HPncf2J3nVNSp9y01Gs1KRov2AtORjJKI2eSyxTkf0yot27+lZ1Yns1bHnmm6V0edGo1Gs/LQor2ARG1zuuXLHJiPQLY+9syFV0edGo1Gs7LQor2QzGMW93wEstmxrc47HwewZgNFNBqNRrPwaNFeBSyWOM6nJawyUMQ0jYaBIhCk81eyHahGo9GsVpbDEU1zGrSatjUf5uMA9sjeI5imQdQ2EULunqYIAAAG5ElEQVQQtU1M0+CRvUcapnjVfxiYyxQvjUaj0cyOFu0VTjNxnC/zsQsdGi9O60GPWAZD40VtB6rRaDSLhBbtFU4zcZwv85lN3dMeo+w1eo+XPUlPe2zZvMM1Go3mbEeL9gqnmTjOl1aDO5px2+5N+L6k5PoopSi5ftX0ZT4fBjQajUYzO1q0VzjNxHG+zGdyUf+WHu6+eTsdyQj5okdHMsLdN2+nf0vPvD4MaDQajWZ2dPX4CqeVI9p8mU+r2WymL9qYRaPRaBYHLdqrgGaOaCsVbcyi0Wg0C49Oj2s0Go1Gs0rQoq3RaDQazSpBi7ZGo9FoNKsELdoajUaj0awStGhrNBqNRrNK0KKt0Wg0Gs0qQYv2/9/e/Yf6VddxHH/emeUwJERbVtIPlq9WYo6aERr9mrMs8o9qKzOa4ZZgQT8sogmmlRDJWtGCfjgCLRYtkcAMakpq04JohC3fBbnYdDDWD0KXbNrtj8+57DbvNlff+z33bM/HX99z7pdzP+fN935f5/M5534+kiQNhKEtSdJAGNqSJA2EoS1J0kAY2pIkDYShLUnSQBjakiQNhKt8HXACwLx5EyM52KiOczywVk+ftTo61uvpG0OtXgzsBJ6Y7V90LJuYnJzsuw1zxQXAPX03QpKOYS8BtvfdiCEztA94FrAE2AU82XNbJOlYZE/7/2RoS5I0ED6IJknSQBjakiQNhKEtSdJAGNqSJA2EoS1J0kAY2pIkDYShLUnSQBjakiQNhHOPj1CSS4FrgBOBdVW1vucmzTlJTgG2AO+oqu1JlgJrgfnAD6rqml4bOIckuRZY3m3eXlWftl4zS3I98G5gEripqtZaq8NLciNwWlWtTHIu8B3gFOBu4MqqcuayOcie9ogkeQHwRdoc5ucCq5O8ot9WzS1JXgvcC5zVbc8HNgCXAIuAJUne1l8L544ucJYBi2mfp1cneR/W6ymSvAF4M3AO8Brgo0lehbU6pCRvAT44bdctwEeq6ixgAljVS8N0RIb26CwF7qyqv1XVY8Am2pW/DlgFXAU80m2fB/ypqh7qrupvAd7TV+PmmF3AJ6tqX1XtB/5Au9ixXgepql8Ab+pq8lzaCOJzsFYzSnIqrYNxQ7f9ImB+Vd3fveW7WKs5y9AenefTvmin7AJe2FNb5qSquqKqpq+kZs0Ooap+P/UlmuRltGHyf2O9ZlRV+5NcB2wDNuNn63C+CawB/t5tW6sBMbRHZx7tftqUCdqXrA7Nmh1BklcCPwM+BfwZ63VIVXUtcDpwJm1UwlodJMkVwI6q2jxtt3+HA+KDaKOzE3j9tO3ncWAYWDPbCZwxbduaTZPkfOBHwMeqamN379Z6HSTJy4GTqmprVe1Ncivt1tT0JXatVbMCOCPJVuBU4Nm0wPZzNRCG9uj8HPhcktOBx4B3Aav7bdKc9ysgSRYCDwGX0h4eOu4lORO4DVhRVXd2u63XzF4KXJfkAloAXUIbAv6ytfpvVXXh1OskK4E3VtXlSR5Icn5V/RL4AHBHX23U4Tk8PiJV9TDtPtFdwFbg+1X1635bNbdV1ePASlpvchvwIO0BPsHVwEnA2iRbu57RSqzXU1TVT4Dbgd8CvwG2VNVGrNXReD/wlSQP0nrfX+u5PTqEicnJySO/S5Ik9c6etiRJA2FoS5I0EIa2JEkDYWhLkjQQhrYkSQNhaEvHkSTLun8fkzRATq4iHQe6FdXW0BZsebjn5kj6Hxna0pgl+Tawu6rWdNuX0WbQ20Bbj/2ZwF7g6qq6L8kC2gxfC2hTTP4FWF5Vu5Nsp82Udg7w2e7nVwL7gMeBD1fVNuAi4GTacow3jOdMJY2aw+PS+K0HLk8yddG8GvgpLUwvrqrF3b5bk5wMvBe4r6peR5uycy9tqskpD1TVIuDHwDrgrVW1BPgWbX13quq2qvo48M9ZPztJs8bQlsasqrbS5sN+e5JFtKURn0FbtGFzd8/5e7SVlhZW1VeBLUk+AXwDOJs21eSUe7rjPgn8sHvv14F/ADeN56wkjYPD41I/1gMfAv5I6xHPAzZX1YqpN3SLhjyS5EvAebTh87uAE2nLJ055dOpFVV2W5GxgKfAZWo98+eyeiqRxsact9WMTsJi2hOQGYDOwrFtmkiQXA78D5tPuR6+rqpuB3cCFwAkHHzDJaUl2AH+tqnW0++NLxnAuksbEnrbUg6ral2QTsKCq9gB7kqwGNiaZAJ4A3llVjya5HrgxyeeB/cC9wMIZjrknyRdoQ+z/6o6xalznJGn2ucqX1IPuAbO7gauq6v6+2yNpGBwel8YsyUXADuAOA1vS0bCnLUnSQNjTliRpIAxtSZIGwtCWJGkgDG1JkgbC0JYkaSD+AzFSthtuGyWpAAAAAElFTkSuQmCC\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "72218bde40074115a87358f52db11b80": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_7b1c0b7382bc4de1967106b579fe285a",
       "style": "IPY_MODEL_7d109c70017b4a658e70b1dfe107ab46",
       "value": "<button onclick=\"unlock()\" style=\"border-radius: 12px;\">Unlock</button>"
      }
     },
     "7258545e40d9407492618723f2f66ecd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "7278766d9042473c86da1458b0f14ca5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "Slope:",
       "layout": "IPY_MODEL_7f69cd6fc36640f28236f95ed408ed5d",
       "max": 5,
       "min": -1,
       "step": 0.1,
       "style": "IPY_MODEL_0a90d11a122741c69611f7bca8f3ed17",
       "value": 1
      }
     },
     "73c1c8d69a2747ae8ab6483bfd507f55": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "73fd36211cbf4385ba313d34d1cd8a05": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_347ca8896fea4834afb9e23571bd942b",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
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      "state": {
       "layout": "IPY_MODEL_f3e36f7e0d5f4c6fb94d158b30a05c03",
       "style": "IPY_MODEL_03e77bba3d7242d8a0b50f6b040ade31",
       "value": "\n        <a href=\"#\" onclick=\"hide_answer(this); return false;\">show/hide answer</a>\n    "
      }
     },
     "7d109c70017b4a658e70b1dfe107ab46": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "7e6b0a58a6c9443ca7f454b888284a8c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "7edf43dbd5da46eab9bbaeaa29ccbdd7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_d572f88ab7904b33abfd54518d0c3bf0",
        "IPY_MODEL_f8dc40e07dd2450bae7a5753c7208410",
        "IPY_MODEL_73fd36211cbf4385ba313d34d1cd8a05"
       ],
       "layout": "IPY_MODEL_1d0bca59505c4c29a5745e10beb6691c"
      }
     },
     "7f124fb6e8534a6aa3187d0ee191568b": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_a70b00fb30a94b96bee5b0e92fd012b6",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "7f69cd6fc36640f28236f95ed408ed5d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "7fb2619383c5464091b8b3cbb1502316": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": "initial"
      }
     },
     "7fd16b1edf8a4755a5032c374d407618": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "8086d16275f14ef382ad6972e1cd7455": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_d09c0966f7ab4a8ca32fb435abb50309",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
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      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_9610bc5d9c4d4583b6b79de6424c0fae",
       "outputs": [
        {
         "data": {
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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
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       "layout": "IPY_MODEL_2e588bdc5c6a4a8a9eb297b3bff3dd06",
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       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
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     "889e102e0bb942b684a862d09d176c56": {
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      "model_module": "@jupyter-widgets/controls",
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      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "years1",
        "years2",
        "age",
        "education"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_7b8a7ffb44ec4dd4ae2b844b95c56ef8",
       "style": "IPY_MODEL_35267e8ead264e2d8721a34f371fdfa0"
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       "style": "IPY_MODEL_a26ac007d2dd428ebce01407ab6f8b71",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
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     "896ee74a7a704b9aa4b6122c88fddded": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "89a3c9b55c8c453494bd391644f23d74": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_0daa045d98aa414ca174cf1fd12479ac",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "8a9e9c326d8e4f059d29268662639654": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_c9d61d1c5956489fb750ff35ad865a90",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "8ace35ebedcd42658f31780b1488b0dc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_8e4cc36ee4914667a1d2bde73224b632",
       "style": "IPY_MODEL_aa2a47ee372041c9a04dc0bc93bb9716",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "8b85c1df327d4086a31e67a29178e9cf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "8ba5b8b1b0164d809abee5066c494db9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "8c4f58d2b9b14aafb2e21d896e2387f9": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_42915de811114673bd9162e87bce0d30",
       "outputs": [
        {
         "data": {
          "image/png": 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        {
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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
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     "961b39a8eae94681ba4ab65cbdcf439b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
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     "9632b3ea4cee476c81cf33b853e5589b": {
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     "9780693e743f4b2caa232f410da8433b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
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     "98737f235d0b4bdbaca515ff5246a278": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_258aa3655cee4347a572e28da4726ae3",
        "IPY_MODEL_af99e55ced604dc7a989096934037f8c"
       ],
       "layout": "IPY_MODEL_4e9b31faac604df5b204ea8b14b72287"
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     "9aa991fbe9f5490eaa3751074960dc60": {
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      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
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       "children": [
        "IPY_MODEL_d0a8e7a3b6904155a304024bfab83fcf",
        "IPY_MODEL_c8f0acc70b11441ab46d49ba7768b13f"
       ],
       "layout": "IPY_MODEL_4356fb3d39dc4b3299e3433b9a900b13"
      }
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     "9ac8ccddab1449ecbb27b7aa3f92466f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
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      }
     },
     "9af0bff465ae42a0a06b2a9c7bb44921": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_048a4d7f598945abb104d7e35a368ce8",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
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\n",
          "text/plain": "<Figure size 864x432 with 2 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "bdebf02c775d4c488b8eb19d633cefd7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "education",
        "grade",
        "years1",
        "years2",
        "age",
        "gender",
        "pcjob"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_01bf9d66f35e4442b5295a1f426128fc",
       "style": "IPY_MODEL_c56a523f2fa44c5aa799c6af0f0b3ac0"
      }
     },
     "bea331881c824420b8dd0472081cec70": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "bf09902e0d454bf1ab2a9778a07c9fbb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "years1",
        "years2",
        "age",
        "education"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_06e5fd5d6668418db4b266b183afb82f",
       "style": "IPY_MODEL_490b1fdc96854aa7abca60d49776185d"
      }
     },
     "bff14ae8ef07478c9e65e6cc2d549601": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c0b9bef8e8084f4890a57dd68eb75cc3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "years1",
        "years2",
        "age",
        "education"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_dddf06d15e974c32be02c915476bec78",
       "style": "IPY_MODEL_9bb7213def354a2ebdda1a00c8a571f2"
      }
     },
     "c11bc4258f684a9e93e2d5db8231550d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c135d5682ce9416abcfbebb0c5f3fe12": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c2186a64ba2a490ebe214ec25f9c9cdb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_b8cb59cab9d249a389a2d26ba1b9fcba",
       "style": "IPY_MODEL_9d62f85c82da4a60b16dd14f4615cd09",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "c2fd724922bf4fbc942a8d414bfa5511": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_aa87d73b169544e5abdc9ec4864af818",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "c32175d81c4b4f18bc9714646d410904": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c4304c71c2994b8798a656f01a2b1d64": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_ae0c46c24c7d4b56aa372eb8c83462ba",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 508.35x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "c470b807ef3c4221878b8087c3fef9b7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c47c1fff0462414d9c1462c38784e3c3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_d05c29f583354e4d9ee60c378a2fc3db",
       "style": "IPY_MODEL_489960e45fd0416ea93fba84bb51ffba",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "c56a523f2fa44c5aa799c6af0f0b3ac0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c6e1ed2da6fa459db4c822c9ae486270": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "machine_hours",
        "production_runs",
        "cost"
       ],
       "description": "X:",
       "index": 0,
       "layout": "IPY_MODEL_d81c32346e774c6786572c0216e26ece",
       "style": "IPY_MODEL_c135d5682ce9416abcfbebb0c5f3fe12"
      }
     },
     "c75aa1479a2e498dabd1b1b99ccf4e0e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c81fbdd0232d4b388ce0c5e62267c938": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c85289389edb4c1389058b0cc03fb85c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "Slope:",
       "layout": "IPY_MODEL_85f828f91dd9475fad34e43b832d5054",
       "max": 5,
       "min": -1,
       "step": 0.1,
       "style": "IPY_MODEL_ea8c6912685e4f3fa6208e76b58fbe95",
       "value": 1
      }
     },
     "c8593f0c3f074e9bbcea45354800ebc9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c8f0acc70b11441ab46d49ba7768b13f": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_cf5053754dd04440b773367b758d76f5",
       "outputs": [
        {
         "data": {
          "image/png": 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     },
     "d05c29f583354e4d9ee60c378a2fc3db": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "d09c0966f7ab4a8ca32fb435abb50309": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "d0a8e7a3b6904155a304024bfab83fcf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "normal",
        "student_t",
        "uniform",
        "triangular"
       ],
       "description": "Distribution:",
       "index": 1,
       "layout": "IPY_MODEL_acdc2bc6e0ec49c4a1f8410eb3f138bd",
       "style": "IPY_MODEL_c8593f0c3f074e9bbcea45354800ebc9"
      }
     },
     "d21f14a7faec4177a98b30fd7efb1be1": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_0e2b3178495a479a87c5f7227afe73ac",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "d24f0128160c41c894d54c96414d22f3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_82e9f1b4ac1f4ccfb31946a1ea76b074",
       "style": "IPY_MODEL_eb721d2a0f30492a8642dacadbd080ba",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "d2b872015a704688b75bdcd3a337e0bd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": "initial"
      }
     },
     "d3174e8b8736477ca8ba07d2fb13fb31": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "d45b295b3a984a6cbf1335843113f9c7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "1",
        "2",
        "3"
       ],
       "description": "Sample ID:",
       "index": 0,
       "layout": "IPY_MODEL_0a954a52aa764e23ba793954aec5b8bf",
       "style": "IPY_MODEL_8d7aae25d5fc4063ade83bd5f17b654f"
      }
     },
     "d4cb7a31e6474ff38f9446f0800d1046": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "education",
        "grade",
        "years1",
        "years2",
        "age",
        "gender",
        "pcjob"
       ],
       "description": "Column:",
       "index": 0,
       "layout": "IPY_MODEL_3d6496e9c76243a88e88a983ebd03d8d",
       "style": "IPY_MODEL_b4d21b4e7c034a1985d34d1e3460ed87"
      }
     },
     "d4d4622b7ac7474982365a5e1ba44c0a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "d572f88ab7904b33abfd54518d0c3bf0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "IntSliderModel",
      "state": {
       "description": "Number of points:",
       "layout": "IPY_MODEL_f5e60f40f8cf4fbeb56baaf156612ef5",
       "max": 50,
       "min": 10,
       "step": 5,
       "style": "IPY_MODEL_dc15de56d2fc4762a4b5f470cca9dbb4",
       "value": 36
      }
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        {
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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "f10e3e93a955426a86809bd4752967e2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "f26a16a1df6f4abb917d5ac0f69a2358": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "f3e36f7e0d5f4c6fb94d158b30a05c03": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "f4811d0e2cef4ecf8b93ae0d5e2872ac": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "Randomness:",
       "layout": "IPY_MODEL_31728b64214040419ffcc4075731bb32",
       "max": 50,
       "step": 3,
       "style": "IPY_MODEL_3a822b1c214e44f7881333245fdf52cf",
       "value": 3
      }
     },
     "f49a3e479db44e0d95a7075a23c1bb90": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_32c0454fa21b4fc0a38ebea6a2b657cd",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "f4d23a33da8d464088451e727d4d84fd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_302e70dbce0b4a7cb3f5f88dd45e0066",
       "style": "IPY_MODEL_ee0a7a1685114cd1a054810c16888998",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "f520d7943935464c9d5424a62cf16d9a": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_7e6b0a58a6c9443ca7f454b888284a8c",
       "outputs": [
        {
         "name": "stderr",
         "output_type": "stream",
         "text": "C:\\Users\\mzhao\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\axes\\_base.py:3610: MatplotlibDeprecationWarning: \nThe `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n  alternative='`top`', obj_type='argument')\nC:\\Users\\mzhao\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\axes\\_base.py:3221: MatplotlibDeprecationWarning: \nThe `xmax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `right` instead.\n  alternative='`right`', obj_type='argument')\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "f5e60f40f8cf4fbeb56baaf156612ef5": {
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      "model_module_version": "1.1.0",
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     },
     "f681a944d025478aa3d45908eadf23b3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "f8dc40e07dd2450bae7a5753c7208410": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "Randomness:",
       "layout": "IPY_MODEL_5c2a096c046b4ddaa05bcdee0c71a9bc",
       "max": 50,
       "step": 3,
       "style": "IPY_MODEL_7fb2619383c5464091b8b3cbb1502316",
       "value": 20
      }
     },
     "f91577ca25254f24babc220bb1c3575a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_2ff04e9c9b5f4361bac10f8ba8077038",
       "style": "IPY_MODEL_a8c7ecac56834254badefdd50b0dde03",
       "value": "\n        <a href=\"#\" onclick=\"code_toggle(this); return false;\">show/hide code</a>\n    "
      }
     },
     "fa8a506be4cd4e9294a068b1856e235d": {
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     },
     "fbbf6a050c0341aa8c064c9657017972": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "fc7772e82d8f48b995b3104a0001751c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "fd3db67f667a404a85d34e76e7efede7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_03c61a18bd1c4f0b9ba75eda4fd16a2e",
       "style": "IPY_MODEL_9ac8ccddab1449ecbb27b7aa3f92466f",
       "value": "<button onclick=\"unlock()\">Unlock</button>"
      }
     },
     "fdffb1b1687044afb293251e8e92c4ec": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_52d5d081eb4543d1a20b43465beffdba",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 864x432 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "fef37d0d14fb44fda0a236aaf9992deb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.1.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "ffa7f7d3a1db4f82a54b1e92f1009062": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.4.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}