{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f3e9464e-5f73-4d26-a26d-0ea651d32ec1",
   "metadata": {
    "tags": []
   },
   "source": [
    "## SingleForestPlot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f398e5bd-6c7a-4823-a0e3-19b75e2ce6e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Thu Sep 15 2022\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.9.7\n",
      "IPython version      : 8.0.1\n",
      "\n",
      "graphviz: not installed\n",
      "\n",
      "statsmodels : 0.13.2\n",
      "numpy       : 1.21.5\n",
      "myforestplot: 0.2.1\n",
      "pandas      : 1.4.1\n",
      "matplotlib  : 3.5.1\n",
      "\n",
      "Watermark: 2.3.1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "import myforestplot as mfp\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p graphviz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "971adfe3-ca8a-4198-8bd3-7552630095e2",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Label names, ORs, left side spines, and ylabel ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2946a05e-d610-4de0-8942-99b4065c60a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.509862\n",
      "         Iterations 6\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "res = smf.logit(\"survived ~ sex + age + embark_town\", data=data).fit()\n",
    "\n",
    "order = [\"age\", \"sex\", \"embark_town\"]\n",
    "cont_cols = []\n",
    "item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "              \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "              }\n",
    "df_res = mfp.statsmodels_pretty_result_dataframe(data, res,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )\n",
    "df = df_res.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "26b18b2c-bd62-468f-87e8-5372447006a1",
   "metadata": {},
   "outputs": [
    {
     "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>category</th>\n",
       "      <th>item</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>risk</th>\n",
       "      <th>nobs</th>\n",
       "      <th>risk_pretty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>age</td>\n",
       "      <td>0_19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>164</td>\n",
       "      <td>Ref.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>age</td>\n",
       "      <td>20_39</td>\n",
       "      <td>0.509199</td>\n",
       "      <td>1.251529</td>\n",
       "      <td>0.798296</td>\n",
       "      <td>386</td>\n",
       "      <td>0.80 (0.51, 1.25)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>age</td>\n",
       "      <td>40 or more</td>\n",
       "      <td>0.415780</td>\n",
       "      <td>1.230498</td>\n",
       "      <td>0.715274</td>\n",
       "      <td>162</td>\n",
       "      <td>0.72 (0.42, 1.23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sex</td>\n",
       "      <td>male</td>\n",
       "      <td>0.057797</td>\n",
       "      <td>0.122138</td>\n",
       "      <td>0.084019</td>\n",
       "      <td>453</td>\n",
       "      <td>0.08 (0.06, 0.12)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>sex</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259</td>\n",
       "      <td>Ref.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>embark_town</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>0.229981</td>\n",
       "      <td>0.582518</td>\n",
       "      <td>0.366016</td>\n",
       "      <td>554</td>\n",
       "      <td>0.37 (0.23, 0.58)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>embark_town</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130</td>\n",
       "      <td>Ref.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>embark_town</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>0.055646</td>\n",
       "      <td>0.457460</td>\n",
       "      <td>0.159549</td>\n",
       "      <td>28</td>\n",
       "      <td>0.16 (0.06, 0.46)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      category         item         0         1      risk  nobs  \\\n",
       "5          age         0_19       NaN       NaN       NaN   164   \n",
       "1          age        20_39  0.509199  1.251529  0.798296   386   \n",
       "2          age   40 or more  0.415780  1.230498  0.715274   162   \n",
       "0          sex         male  0.057797  0.122138  0.084019   453   \n",
       "6          sex       female       NaN       NaN       NaN   259   \n",
       "4  embark_town  Southampton  0.229981  0.582518  0.366016   554   \n",
       "7  embark_town    Cherbourg       NaN       NaN       NaN   130   \n",
       "3  embark_town   Queenstown  0.055646  0.457460  0.159549    28   \n",
       "\n",
       "         risk_pretty  \n",
       "5               Ref.  \n",
       "1  0.80 (0.51, 1.25)  \n",
       "2  0.72 (0.42, 1.23)  \n",
       "0  0.08 (0.06, 0.12)  \n",
       "6               Ref.  \n",
       "4  0.37 (0.23, 0.58)  \n",
       "7               Ref.  \n",
       "3  0.16 (0.06, 0.46)  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3a47ea0e-70d7-44ab-8ccf-64ccf07b57e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NlatX0oST6H/r/QGg8ePHf9CxZpVLUcvk5H8o4oRT0erVq0lFRYUcHR1px44ddPbsWdqxYwc5OTmRiooKrV69Wq5+Ucd5yZIlBIC2b99eZJ9nz54lAHTixAmFbaNGjaLg4GAKDw+nzZs3U4MGDcjIyIhu374tV69du3Y0e/ZsOnDgAJ0+fZp+/vlnMjc3Jx0dHYX3nHx3794lDQ0NioyMFMoyMzPJysqKPDw86OTJk+Tj40N6enr0/PnzIsfw/Plzaty4MampqdHw4cPp0KFDdPbsWdqzZw8NGDCAVFVV6fr160RUeMKZm5tLenp6NGHChCL7YoyxolRIwlnZPX36lC5cuCA3A3L+/HnS19cnAAqLOyvL2LFjCQCpqqrSv//+q/T+GKvMIiMjqVevXmRiYkJisZiqVq1Knp6edOHCBYW6RSWc6enpVL16dapVq1ahXz5B9DbRsra2phEjRihs6969O5mZmZFEIiFTU1Py8vKimJgYhXrjxo2junXrko6ODonFYjI3N6cBAwbQ33//XWCfeXl51Lp1axo5cqTCtitXrpCjoyNpaWmRvb09nTp1qtDY3x/v6tWrycnJiXR1dYU4PD096ciRI0K9whLO06dPEwC6cuVKifpjjLGCiIh4AcD3RUREwNXVVbiJKCUlRfheYxUVFWzatAne3t5K679du3a4e/cu4uLiAAA+Pj7YuHGj0vpjjBVs+fLlmD9/Pp4+fQqpVFrR4VSIgQMHIjo6mpdFYox9lHK9aehTYWVlhV69esHU1BQvX75EWloarKys8O233yIyMlKpySYAPHjwAHFxcahSpQqGDRuGX375Ran9McYKNnLkSOjp6WHt2rUVHUqFePDgAfbs2YPFixdXdCiMsU8cz3AyxlgRzp07h2vXrmH06NEVHUq5Cw8Px7///ouhQ4dWdCiMsU8cJ5yMMcYYY0yp+JQ6Y4wxxhhTKk44GWOMMcaYUnHCyRhjjDHGlIoTTsYYY4wxplSccDLGGGOMMaXihPMdq1evhkgkgp2dXaF1RCIR/Pz8hOcREREQiUSIiIhQfoClcPToUbk432VtbQ0vL69St/n+2CvaggULcPDgwYoOgzHGGGPF4ITzHVu2bAEA/PXXX7h06VIFR/Nxjh49itmzZxe47cCBA/jpp59K3WZkZCR8fHw+NrQy8ykmnF5eXhCJRIU+Ll68CODt2o8+Pj5o3Lgx1NXVIRKJEBMTo9DeP//8g0mTJqFx48bQ19eHoaEhWrZsieDg4HIeGWOMMVY4Tjj/3+XLl3Hjxg106dIFALB58+YKjujDpKWlFVunYcOGqFGjRqnbdnR0hKWl5YeExf7fTz/9hMjISIWHsbExLCws0LRpUwDA6dOncerUKVSvXh0tWrQotL3Q0FAcOXIEPXv2RFBQEHbu3IlatWqhd+/emDNnTnkNizHGGCtaRX6Re2UyfPhwAkC3bt2iFi1akI6ODqWmpirUA0C+vr7C8/DwcAJA4eHhRba/detWAkChoaHk5eVFBgYGpKmpSe7u7vTgwQO5uqGhodStWzeysLAgdXV1qlGjBg0dOpSeP38uV8/X15cA0JUrV6hnz56kr69PpqamNGjQIAKg8Hj48CEREVlZWdGgQYPk2nr16hVNmDCBvvrqK1JTU6MqVapQp06d6O7du4WOXZljun37NvXt25d0dXWpatWq5O3tTUlJSXKxvP9wdnYmIqLU1FSaOHEiWVtbk7q6OhkYGFDjxo0pMDCwyP+jihIREUEAaObMmUJZbm6u8PPSpUvl/v/e9fz5c8rLy1Mo79KlC2lqalJGRoZSYmaMMcZKQ1y+6W3llJ6ejl27dqFp06aws7PD4MGD4ePjg6CgIAwaNKhM+/r+++8hk8kQGBiIx48fY+bMmXBxccHNmzehr68P4O33Fzs5OcHHxwd6enqIiYnBihUr0KpVK9y6dQsSiUSuTU9PT/Tt2xfDhw9Hamoq7OzskJqaiuDgYERGRgr1zMzMCowpOTkZrVq1QkxMDKZMmYLmzZsjJSUFZ8+eRVxcHGxsbMp9TD179sQ333yD77//Hrdu3cK0adMA/O+yh8jISLRt2xaurq7C5QG6uroAgAkTJmD79u2YN28eGjZsiNTUVNy+fRsvX74swf9Q+du8eTNEIhEGDx4slKmolOzkg7GxcYHlzZo1w5EjR5CYmFjo/ztjjDFWbio6460MfvvtNwJA69evJyKi5ORk0tbWptatWyvUxUfOcPbo0UOu/Pz58wSA5s2bV+B+eXl5lJ2dTY8ePSIAdOjQIWFb/mzgrFmzFPYbOXIkFfbf+/4M55w5cwgAnTx5ssgxvD92ZY5pyZIlcvuMGDGCNDQ05GbztLS0FGZqiYjs7OzIw8OjyLFUFklJSSSVSql9+/aF1ilqhrMwLi4uVKVKFcrJySmDKBljjLGPw9dw4u0Mk1QqRd++fQEA2tra6N27N/744w/8+++/ZdpX//795Z63aNECVlZWCA8PF8oSEhIwfPhwVKtWDWKxGBKJBFZWVgCAu3fvKrTZs2fPj4rp2LFjqF27Ntq3b/9B+ytjTN26dZN7Xr9+fWRkZCAhIaHYeJo1a4Zjx45h6tSpiIiIQHp6+ocMq1zs2rUL6enp+P7778uszU2bNiEiIgIzZ86EqqpqmbXLGGOMfagvPuG8f/8+zp49iy5duoCIkJSUhKSkJPTq1QvA/07hlhVTU9MCy/JP9+bl5aFDhw7Yv38/Jk+ejNOnT+PPP/8U7l4uKHn62FOmz58//6ibgZQxJiMjI7nn6urqhdZ93+rVqzFlyhQcPHgQrq6uMDQ0hIeHR5l/eCgLmzdvhpGREXr06FEm7R07dgwjR45Er169MHr06DJpkzHGGPtYX3zCuWXLFhARgoODYWBgIDzy71bftm0bcnNzy6y/+Pj4AsvyE6zbt2/jxo0bWLp0KUaPHg0XFxc0bdpUIQF7l0gk+qiYqlSpgidPnnzw/soY08fQ0tLC7Nmzce/ePcTHx8Pf3x8XL15E165dldLfh7p58yYuX76MAQMGCAn1xzhx4gQ8PT0hk8mwc+fOj/69YIwxxsrKF51w5ubmYtu2bahRowbCw8MVHhMnTkRcXByOHTtWZn3u3LlT7vmFCxfw6NEjuLi4APhf8vh+AvLrr7+Wqp/SzAh26tQJ//zzD8LCwkrVR77yGtP71NXVix2fiYkJvLy80K9fP/z9998lWjaqvOQvvVUWa5ueOHECHh4ecHZ2xr59+6CmpvbRbTLGGGNl5Yu+S/3YsWOIjY3F4sWLheToXXZ2dlizZg02b94Md3f3Munz8uXL8PHxQe/evfH48WPMmDEDFhYWGDFiBADAxsYGNWrUwNSpU0FEMDQ0REhICE6ePFmqfuzt7QEAixcvRqdOnaCqqor69esXmIiMGzcOe/bsQffu3TF16lQ0a9YM6enpOHPmDNzd3eHq6lopxlTQGCMiIhASEgIzMzPo6OigTp06aN68Odzd3VG/fn0YGBjg7t272L59O5ycnKCpqflRfZaVzMxM7NixA82aNSvym61KIjQ0FB4eHmjVqhUOHjxYJrOljDHGWFn6omc4N2/eDDU1NXh7exe43djYGD169MDhw4fx7NmzMuszKysLffv2xZgxY9CkSRNERETA0NAQACCRSBASEoLatWtj2LBh6NevHxISEnDq1KlS9fPtt9/Cx8cH69atg5OTE5o2bYrY2NgC6+ro6ODcuXP4/vvvsWHDBnTp0gVDhgzB33//DXNz80ozpvetWrUKtWrVQt++fdG0aVMMGzYMANC2bVv8/vvv8Pb2RocOHbBkyRJ89913CAkJ+aj+ytLBgweRmJhY6Ozm8+fPERwcjODgYNy6dQvA2w9IwcHBOHPmjFDv3Llz8PDwgKmpKaZPn47r16/j4sWLwuPNmzflMh7GGGOsKCIioooO4ksQEBAAb29vREVFoUmTJhUdTpn4HMdUXjp06IALFy4gLi4OOjo6CtsjIiIKnVl2dnZGREQEAMDPz6/QrzAFgPDw8AJn7xljjLHy9EWfUmesooSGhha53cXFBSX5LOjn5wc/P78yiooxxhhTji/6lDpjjDHGGFM+PqXOGGOMMcaUimc4GWOMMcaYUnHCyRhjjDHGlIoTTsYYY4wxplSccDLGGGOMMaX6oGWRiKhSfUUgY4wxVhl8Tn8fNTU1ha8mZizfh/5efFDCmZaWBm1t7Q/ZlTHGGGOMfaJSUlKgpaVV6v34lDpjjDHGGFOqD1qH83M6ZcAYY4yVlbL4+/ghs0dMeTIyMrB8+XLh+cSJE6GhoVGBEVWscj2lLhKJ+AXBGGOMFYAvOfu8qKqqQk1NTXiupaX1RSecH4pPqTPGGGOMMaXihJMxxhhjjCkVJ5yMMcYYY0ypOOFkjDHGGGNKxQknY4wxxhhTKk44GWOMMcaYUnHCyRhjjDHGlIoTTsYYY4wxplSccDLGGGOMMaUqt4Tz7Nmz6N69O2rUqAE9PT2IxWIYGxtDJpPh4MGDcnXv3LkDNzc3aGlpwdjYGEOHDsXVq1chEokgEong4uIiVz8hIQETJ06EjY0NpFIptLS00LRpU/z666/4gG/uZIwxxhhjZeiDvtryQ1y9ehW///67XNnLly9x6tQpnDp1CoGBgejXrx8ePnyIVq1a4dWrVwCAtLQ0bNy4EcePHy+w3ejoaLRq1QpxcXFy5ZcvX8bly5cRERGBXbt2KWdQjDHGGGOsWOU2w+ni4oLTp08jPj4emZmZSE1NRUhIiLB92bJlAAA/Pz8h2ezYsSNiY2MRHR0NExOTAtsdO3Ys4uLiIBaLERQUhLS0NDx79gy9e/cGAOzevRtHjhxR8ugYY4wxxlhhym2G09LSEtu2bcPIkSPx6NEjpKeny22/c+cOACA0NFQoW7JkCczMzAAAc+fORadOneT2ycjIEGY+c3JyhCTzfcePH0eXLl3KbCyMMcYYY6zkyiXhzMvLQ7t27XDz5s1C62RkZAAAXrx4IZRZWVkJP1tbWyvs8/LlS+Tk5BTb/7ttMsYYY4yx8lUup9Rv3bolJJsmJia4desWcnJy8ObNG4W6VapUEX5+/Pix8PPDhw8V6hoZGUEsfpsz6+joIDMzE0Sk8AgMDCzrITHGGGOMsRIql4QzPykEAFVVVWhra+P169eYMGGCQt0OHToIP0+fPh3Pnj1DTEwMZs2apVBXQ0MDbm5uAIDk5GQMHjwYMTExyM7OxuPHj7Ft2za0bNkSZ8+eVcKoGGOMMcZYSZTLKXUbGxvY2dnh9u3biI2NxVdffQUAqF27tkJdX19f/P7773j16hVCQkJgamoKALCwsBDqiEQi4efVq1fj2rVrePr0KXbu3ImdO3cqtMlLIzHGGGOMVZxymeFUVVVFSEgIPDw8YGBgAF1dXfTs2RNhYWEKdb/66iv88ccf6NChA6RSKQwNDeHt7Y2NGzcKdYyNjeXqX79+HZMnT0bdunWhoaEBqVSKr7/+Gl27doW/vz8aNWpUHsNkjDHGGGMFKLe71K2trXHgwAGF8oJmH588eYK9e/dCT08PAPD8+XN4e3sL2zt27ChX39jYGIsXL8bixYvLOGrGGGOMMfaxyi3hLI1hw4bhv//+g7GxMcRiMZ49e4a8vDwAgEwmg5eXV8UGyBhjjDHGSqxSfpf6gAEDUL9+fWRnZyMhIQH6+vpwdnbGr7/+imPHjsndhMQYY4wxxiq3Spm5zZs3D/PmzavoMBhjjDHGWBmolDOcjDHGGGPs88EJJ2OMMcYYUypOOBljjDHGmFJxwskYY4wxxpSKE07GGGOMMaZUnHAyxhhjjDGl4oSTMcYYY4wpFSecjDHGGGNMqTjhZIwxxhhjSsUJJ2OMMcYYUypOOBljjDHGmFJxwskYY4wxxpSKE07GGGOMMaZUnHAyxhhjjDGl4oTz/6WkpGDcuHEwNzeHhoYGHBwcsHv37lK1kZycjMmTJ6NDhw6oUqUKRCIR/Pz8CqxLRFi9ejVsbGygrq4OMzMz/PDDD3j16lUZjIZVZqX5PcnOzsaKFStgb28PqVQKfX19tGjRAhcuXCi0/Tt37kBdXR0ikQiXL19W0ijKV0BAAEQikfAQi8UwMzND37598e+//35Qm6dPn0aTJk2gpaUFkUiEgwcPlm3QjDHGBJxw/j9PT09s27YNvr6+OHbsGJo2bYp+/fohMDCwxG28fPkSGzZsQGZmJjw8PIqsO2nSJIwfPx7du3fH4cOHMXXqVAQGBkImkyE7O/sjR8Mqs5L+nuTm5qJHjx6YM2cO+vXrh2PHjmHnzp1wc3NDampqofsMHjwYxsbGSoq+Ym3duhWRkZE4deoURo0ahd9//x2tWrUq9Qc1IkKfPn0gkUjw+++/IzIyEs7OzkqKmjH2KSEipKamyj2ysrKEx7vlRFTR4X46iNGRI0cIAAUGBsqVy2QyMjc3p5ycnBK1k5eXR3l5eURE9Pz5cwJAvr6+CvWePHlCqqqqNHr0aLnywMBAAkAbNmz4sIGwT0JJf09WrlxJKioqFBkZWeK2ly5dShYWFrRq1SoCQFFRUWUVdoXaunVrgeOZPXs2AaAtW7aUqr0nT54QAFq8eHFZhskY+8Tl5eVRixYtCECJHi1bthTez1nReIYTwIEDB6CtrY3evXvLlXt7eyM2NhaXLl0qUTv5p/uKc/HiReTm5qJz585y5e7u7gCAffv2lTBy9ikq6e/JqlWr0KZNGzg6Opao3X///RezZs3CunXroKur+7FhfhKaNGkCAHj27JlQdvnyZXTr1g2GhobQ0NBAw4YNsXfvXmG7n58fLC0tAQBTpkyBSCSCtbV1ucbNGKuc0tLSirxk6X3nz59HWlqaEiP6fHDCCeD27duwtbWFWCyWK69fv76wvSxlZWUBANTV1eXKJRIJRCIRbt68Wab9sU/P48ePERMTA3t7e0yfPh0mJiYQi8WoV68etm3bplCfiODj4wN3d3d069atAiKuGA8fPgQA1K5dGwAQHh6Oli1bIikpCevXr8ehQ4fg4OCAb775BgEBAQAAHx8f7N+/HwAwevRoREZG4sCBAxUSP2OMfSnExVf5/L18+RJff/21QrmhoaGwvSzVrVsXwNtPRq6urkL5hQsXQERl3h/79Dx9+hQAsG3bNlhaWmLNmjXQ09PDxo0b4eXlhaysLAwZMkSov3btWty6dUtuJu9zlJubi5ycHGRkZOD8+fOYN28e2rRpIyTZI0aMQL169RAWFiZ8gOzYsSNevHiB6dOn47vvvoOlpSVycnIAANWrVy/xDDJjjLEPxwnn/yvqFGdJTn+WRoMGDdCmTRssXboUderUgUwmw507dzB8+HCoqqpCRYUnnr90eXl5AICMjAwcPXoUVlZWAACZTIYmTZpgzpw5QsL56NEjTJs2DT///DNMTEwqLOby8H5yaGtri0OHDkEsFuP+/fu4d+8eli1bBgBCUgkAnTt3xuHDh/H333/D1ta2XGNmjDHGp9QBAEZGRgXOKiYmJgL430xnWQoKCkLLli3Rp08fGBgYwNXVFZ6ennBwcICFhUWZ98c+LUZGRgAAGxsbIdkE3n746dixI548eYKEhAQAwMiRI2FnZ4eePXsiKSkJSUlJwjVFKSkpeP36dfkPQEl+++03REVFISwsDMOGDcPdu3fRr18/AP+7jnPSpEmQSCRyjxEjRgAAXrx4UWGxM8bYl4xnOAHY29tj165dyMnJkbuO89atWwAAOzu7Mu+zatWqOHr0KBISEhAfHw8rKytIpVKsW7cOvXr1KvP+2KelRo0a0NTULHAb/f8yHPkz4bdv38ajR49gYGCgUNfV1RV6enpISkpSWqzlydbWVrhRyNXVFbm5udi0aROCg4Nhb28PAJg2bRo8PT0L3L9OnTrlFitjjLH/4YQTQI8ePbBx40bs27cP33zzjVC+bds2mJubo3nz5krru2rVqqhatSoAYPXq1UhNTcWoUaOU1h/7NIjFYnTv3h3BwcGIiYkR7qImIhw/fhw1atQQ1trcvXs3MjIy5PY/fvw4Fi9ejPXr16NevXrlHX65WbJkCfbt24dZs2bh9u3bqFWrFm7cuIEFCxZUdGiMMcbewQkngE6dOkEmk+GHH37AmzdvULNmTezatQvHjx/Hjh07oKqqWuK2jh07htTUVCQnJwN4+60vwcHBAN5eR5Y/a7Vx40YAb2eykpKScOzYMWzevBkLFixAo0aNyniErLIpye/J3LlzcezYMbi5ucHPzw+6urrYtGkTbty4IXdzUEE3vcTExAAAGjduLMwIfo4MDAwwbdo0TJ48GYGBgfj111/RqVMndOzYEV5eXrCwsEBiYiLu3r2Lq1evIigoqNC25syZgzlz5uD06dO8CDxjjJW1il0GtPJITk6mMWPGkKmpKampqVH9+vVp165dpW7Hysqq0AViHz58KNT79ddfydbWljQ1NUlbW5tat25NBw8eLMMRscqspL8nt27doi5dupCOjg5paGiQo6MjhYSEFNt+YQulf6qKGk96ejpVr16datWqRTk5OXTjxg3q06cPVa1alSQSCZmamlLbtm1p/fr1wj4PHz4kALR06VKhzNfXlwBQeHh4eQyJMVYJpaSklHjR9/xHSkpKRYf9SRAR8fcyMcYYY4ylpqZCW1u7VPukpKRAS0tLSRF9PvgudcYYY4wxAJqammjZsmWJ67ds2bLQGzyZPJ7hLIG8vDxhXcTCvP8tRYwxxhj79BCR3NdVZmRkYPny5cLziRMnQkNDA8DbBLWs1+r+XPEMZwnMmTNHYV2/9x/5N2kwxhhj7NMlEomgpaUl91BTUxMe75ZzsllyPC1XAkOHDoW7u3uRdczNzcspGsYYY4yxTwsnnCVgbm7OCSVjjDHG2AfiU+qMMcYYY0ypOOFkjDHGGGNKxQknY4wxxhhTKk44GWOMMcaYUnHCyRhjjDHGlIoTTsYYY4wxplSccDLGGGOMMaXihJMxxhhjjCkVJ5yMMcYYY0ypOOFkjDHGGGNKxQknY4wxxhhTKk44GWOMMVbmUlNTIRKJIBKJkJqaWtHhVGpfwrHihJMxxhhjjCkVJ5wAwsLCMHjwYNjY2EBLSwsWFhbo3r07rly5olD36tWraN++PbS1taGvrw9PT09ER0eXus/Vq1fD0dERxsbGUFdXR/Xq1dG3b1/89ddfCnXj4uLg5eWFqlWrQkNDA/Xr18fmzZs/aKysYl2/fh1dunRB9erVIZVKYWhoCCcnJ+zYsUOuHhFh48aNaNy4MXR1dWFkZARnZ2ccOXKkwHYfPXqEwYMHw9zcHOrq6rCwsECPHj3KY0iMMcZYsTjhBODv74+YmBiMHTsWR48exapVq5CQkABHR0eEhYUJ9e7duwcXFxdkZWVh79692LJlC/755x+0bt0az58/L1WfL1++RKdOnbBp0yaEhoZi9uzZuHbtGpo3b46///5bqPf69Wu0atUKp0+fxpIlS3Do0CE0atQIPj4+WLFiRZkdA1Y+kpKSUK1aNSxYsABHjx7Fb7/9BmtrawwcOBDz5s0T6vn6+mLo0KFo1qwZ9u3bh4CAAKirq8Pd3R379++Xa/P27dto3Lgxbt++jWXLluHkyZNYsWIFDAwMynt4SpOSkoJx48bB3NwcGhoacHBwwO7du0u8f3h4OGQyGapWrQptbW3Ur18fq1evRm5urkLdU6dOwcnJCZqamjA2NoaXlxcSEhJK3NeDBw+grq6OyMhIufLo6Gh4enpCX18f2trakMlkuHr1aona9PLyEk63vfuwsbFRqPvzzz/D09MTX331FUQiEVxcXEoce2EOHz6M7777Dvb29pBIJBCJRCXeNy4uDjNnzoSTkxOMjY2hq6uLxo0bY8OGDQrHPyIiosBxikQiXLx4Ua5umzZtMG7cuI8eG/t8PHv2DPPnz0eHDh3g5OSEDh06YMGCBXj27FlFh8YAgBg9e/ZMoSw5OZlMTEyoXbt2Qlnv3r3J2NiYXr9+LZTFxMSQRCKhyZMnf3Qcd+7cIQD0008/CWULFy4kAHT58mW5uh06dCAtLS169erVR/fLKl7z5s2pWrVqwnMLCwtq1aqVXJ309HTS09Ojbt26CWV5eXnk4OBADg4OlJGRUW7xljeZTEb6+vq0fv16CgsLIx8fHwJAO3fuLHbfkydPkoqKCrm4uNDBgwfp5MmTNHr0aAJAY8aMkasbERFBYrGYunfvTqGhobRjxw6ysLAgOzu7Eh9fDw8P6tKli1xZQkICmZubU7169Wjfvn105MgRatWqFeno6NC9e/eKbXPQoEEklUopMjJS7nH9+nWFunXq1KFGjRrR4MGDqUqVKuTs7FyiuIsyePBgqlWrFvXp04caN25MpfnTERISQtWqVaMZM2bQkSNHKDQ0lMaPH08qKirk7e0tVzc8PJwA0IIFCxTGmpycLFc3IiKCJBJJiY4fqxgpKSkEgABQSkqK0vpJS0ujIUOGkEQiEfp79yGRSGjo0KGUnp7+Qe2np6eTr6+v8PjQdopSXseqInHCWQRXV1eqXbs2ERFlZ2eTVCqlYcOGKdTr0KED1apV66P7e/78OQGg2bNnC2Xu7u5kYmKiUHf16tUEgHbt2vXR/bKK16VLF/rqq6+E59bW1gpJCxGRiYkJ9enTR3geERFBACggIKBc4qwIR44cIQAUGBgoVy6Tycjc3JxycnKK3L9///6krq6u8CbeoUMH0tXVlStr2rQp1a1bl7Kzs4Wy8+fPEwBat25dsbHmf2g8fvy4XPmPP/5IEomEYmJihLLXr1+TsbGx3P9nYQYNGkRaWlrF1iMiys3NFX6uV69emSSc77Y5cuTIUiWciYmJlJWVpVCe385///0nlOUnnEFBQSVq287OjoYMGVLiWFj5Ko8kKi0tjZydnYV+nJycyN/fnw4ePEj+/v7k6OgobHN2dqa0tLRS98EJZ9ngU+qFeP36Na5evYp69eoBeHuaLD09HfXr11eoW79+fdy/fx8ZGRml7ic3NxeZmZm4d+8efHx8ULVqVXh7ewvbs7KyoK6urrBfftnNmzdL3SereHl5ecjJycHz58+xbt06nDhxAlOmTBG2jx07FsePH8fmzZvx6tUrxMXFYcKECXj9+jXGjBkj1Dt79iwAQEdHB507d4aGhga0tbXh7u6Oe/fulfu4lOHAgQPQ1tZG79695cq9vb0RGxuLS5cuFbm/RCKBmpoapFKpXLm+vj40NDSE50+fPkVUVBQGDhwIsVgslLdo0QK1a9fGgQMHio3V398fpqamkMlkCmNo27YtrKyshDJdXV14enoiJCQEOTk5xbZdUioqZf+2/jFtGhgYQCKRKJQ3a9YMAPDkyZMPbnvgwIEIDAxEcnLyB7fBPm1jx47FmTNnoKuri9DQUFy4cAHDhw9H9+7dMXz4cERGRiI0NBS6uro4c+YMX4ZRgTjhLMTIkSORmpqKGTNmAHh7zSUAGBoaKtQ1NDQEEeHVq1el7kdLSwsaGhqwtbXF3bt3ERERgWrVqgnb69atiydPnuC///6T2+/cuXNycbFPy4gRIyCRSFC1alWMHz8eq1evxrBhw4Tt48aNw9q1azFy5EgYGhrC3Nwc27ZtQ0hICFq2bCnUe/r0KYC3yZe5uTmOHDmC9evX4/bt22jdujXi4uLKfWxl7fbt27C1tZVLAgEIH/5u375d5P7Dhw9HVlYWxowZg9jYWCQlJWH79u04cOAAJk+eLNfPu+2+31dx/QDAkSNH0KZNG7kELT09HQ8ePCi03fT09BLdeJieng5TU1OoqqrC0tISo0aNQmJiYrH7VVZhYWEQi8WoXbu2wraRI0dCLBZDV1cXHTt2FN7v3ufi4oLU1FREREQoOVpWGcXHxyMgIAAAEBwcrPBBL59MJkNwcDAAYOvWrXxNZwURF1/ly/PTTz9h586d+OWXX9C4cWO5bUVdLF+aC+nzXbhwAVlZWXjw4AFWrlwJV1dXnD59WphZHTp0KPz9/dG/f3+sX78epqam2L17N/bs2QNAObMZTPmmT58OHx8fJCQkICQkBKNGjUJqaiomTZoE4O2b4tixYzFq1Ch06tQJWVlZ+O2339C9e3fs378fHTt2BPB2phQAnJycsGnTJqF9Ozs7NGzYEGvXrpW7GelT9PLlS3z99dcK5fkf/or70NW8eXOEhYWhd+/eWLt2LQBAVVUVCxcuxMSJE+X6ebfd9/sqrp+EhARER0dj6NChcuWvXr0CERXabknG0KBBAzRo0AB2dnYAgDNnzmDlypU4ffo0oqKioK2tXeT+lU1oaCi2b9+OsWPHwsjISCjX09PD2LFj4eLiAiMjI9y/fx9Lly6Fi4sLjhw5Ivze52vYsCFEIhHOnz+Prl27lvcwWCkkJSUhOzu7TNtcs2YNsrOz4ejoWGiymU8mk6F58+a4dOkS1qxZI/faL05GRobcGcykpCS5syNl4XNde1NORZ/Tr2z8/PwIAM2fP1+u/N69ewSA1q5dq7DPpEmTSCQSffR1HW/evKGqVavK3RRCRHT06FGqVq2acH1HtWrV6JdffiEANHfu3I/qk1UOw4cPJ7FYTAkJCZSYmEhSqZRGjhypUM/Z2Zmsra2F51OnTiUAtGLFCoW6ZmZm1KlTJ6XGXR5q1apFbm5uCuWxsbEEgBYuXFjk/pcvX6aqVatS165dKSQkhMLCwmjmzJmkpqZGc+bMEert3LmTANDFixcV2hg6dCipq6sX2c+1a9cIAG3ZskWu/OnTpwSAFi1apLBPYGAgAaDIyMgi2y5IcHBwof/3+crqGs53lfYazvdduXKF9PT0qEWLFiW6EevVq1dkaWlJ9evXL3C7gYEBDRgw4IPjYcrz7nWJynz4+/uXKB5/f/9yiedjH5/rNZw8w/mO2bNnw8/PD35+fpg+fbrctho1akAqleLWrVsK+926dQs1a9b86E88Ojo6sLGxwT///CNX3qlTJzx69Aj3799HTk4Oateujb179wJ4uzQI+/Q1a9YM69evR3R0NIgI6enpaNq0qUK9Jk2a4MyZM0hJSRGW9ykMEX0WM+BGRkYFzgDmn04uaObwXSNHjoSJiQkOHDgAVVVVAICrqytUVFTg5+eH/v374+uvvxZm2grrq7h+0tPTAUDhfcDAwAAikeijxlCQHj16QEtLS2G5oMrs2rVrkMlkqFWrFo4ePVrg9env09fXh7u7O9avX4/09HSFa3E1NDSEY8++TGZmZiWqZ2pqquRIWFE+/b9GZWTu3Lnw8/PDzJkz4evrq7BdLBaja9eu2L9/v9wF6v/99x/Cw8Ph6en50TG8ePFCSF7fJxKJUKtWLdja2iI3NxerVq2Cg4MDJ5yfifDwcKioqODrr7+Gubk5ACgkEkSEixcvwsDAAFpaWgDefhjR1NTEsWPH5OpevXoV8fHxcHR0LJ8BKJG9vT3u3r2rcGNN/oe//NPMhbl+/ToaN24sJJv5mjZtiry8PNy9e1euncI+VBbXj7GxMQAoXFcplUpRs2bNQtuVSqUFXjJQEp/Sh4pr166hffv2sLKyQmhoKPT09Eq8LxEBKPiypVevXgnHnn2ZSnqtenx8vJIjYUXhGU4Ay5cvx6xZs+Dm5oYuXboo/KHP/6M9e/ZsNG3aFO7u7pg6dSoyMjIwa9YsGBsbl+p6kNevX0Mmk+Hbb79FrVq1IJVK8c8//2DVqlXIzMxUSHhHjx4tXNMUHR2N1atX48mTJzhz5szHD56Vq6FDh0JXVxfNmjWDiYkJXrx4gaCgIOzZswc//vgjqlSpAgDw9PTEhg0boK6ujs6dOyMzMxPbtm3D+fPnMXfuXOEPr76+PubMmYNJkybBy8sL/fr1Q3x8PH766SdUr14dI0aMqMjhlokePXpg48aN2LdvH7755huhfNu2bTA3N0fz5s2L3N/c3ByXL19Gbm6uXNKZvzC7paUlAMDCwgLNmjXDjh07MGnSJKHuxYsX8ffffxd7d6uVlRWkUikePHhQ4Bh+/vlnPH78WLgpMDk5Gfv370e3bt0UbogqieDgYKSlpX0SHyquX7+O9u3bw9LSEidPnizVlxK8evUKhw8fhoODg8LscWxsLDIyMlC3bt2yDpmVsSdPnggflMvKsmXLMH/+fGzbtg3Dhw8vtn7+DUYzZ84s9TWcP//8s/B83LhxSrmGM/+96LNVoSf0K4l31/Aq6PGuy5cvU7t27UhTU5N0dXXJw8OD7t+/X6r+MjIyyMfHh2xtbUlbW5vEYjFZWlrSgAED6K+//lKo3717dzIzMyOJREKmpqbk5eUlt54f+3Rs2bKFWrduTcbGxiQWi0lfX5+cnZ1p+/btcvXS09Np6dKlVL9+fdLR0SFDQ0NydHSkHTt2UF5enkK7GzduJDs7O1JTUyMjIyPq378/PX78uLyGpXQymYwMDAxow4YNFBYWRkOGDCEAtGPHDrl6gwcPJlVVVbnXR/6atZ06daKDBw9SaGgoTZkyhcRiMbVv315u//DwcBKLxdSjRw86efIk7dy5k6pVq1bihd/btm1LTk5OCuUJCQlkZmZG9vb2dODAATp69Ci1adOGdHR06O7du3J1a9SoQTVq1BCex8TEUIsWLWj16tV09OhROnbsGE2dOpU0NDSoXr16Ctd7RUVFUVBQEAUFBVG1atWobt26wvN3j8vDhw8JAA0aNKjYccXExAhtuLm5CWtlBgUFUVRUlFw9VVVVGjx4sFB27949MjIyIkNDQwoJCVFY0D0hIUGo269fP5oyZQoFBQVReHg4bdiwgerUqUNisZhOnjypENe+ffsIAN28ebPYMbDyp+y1JePi4oTF3kNDQ4usGxoaKiwCHx8fX6p+eB3OssEJJ2Os0ktOTqYxY8aQqakpqampUf369Qv80oNBgwYRAHr48KFc+b59+6hVq1ZkbGxMWlpaVK9ePZo7d26Bb+yhoaHk6OhIGhoaZGhoSN99912B30ZWkM2bN5OqqirFxsYqbLt//z55eHiQrq4uaWpqUrt27ejKlSsK9aysrMjKykp4npiYSD169CBra2uSSqWkpqZGtWrVosmTJ1NSUlKhx6Cgx9atW4V6t27dIgA0derUYse1devWQtt8N2EtKIktat/3Y1q4cCE5ODiQnp4eqaqqUpUqVahHjx70559/FhjXwIEDyd7evtj4WcUojyQq/8Onrq5uoUlnaGgo6erqEgAaOnRoqfvghLNsiIj+/+IYxhhjHyUjIwPVq1fHxIkT5Rbyr4zWrVuHyZMn48GDBzAxManocErtzZs3MDc3x8qVKzFkyJCKDocVIDU1VViyKyUlpcxPqQNvb9br1KmTcImZo6MjBg0aBFNTU2Gdzvwvh3B2dsbx48dLfTo8IyMDixYtEp5PnTpVKafUlX2sKhpfw1nGcnNzUVQOLxKJFG5eYIx9HjQ0NITVLkaNGlWp/2iEh4djzJgxn2SyCQArV65E9erV5b6ZjX15pFIpjh07hnHjxmHr1q24ePGiwn0YEokE3t7eWLVqVZkniqzkOOEsYzVq1MCjR48K3e7s7MzfisHYZ2zo0KFISkpCdHQ07O3tKzqcQgUFBVV0CB9FV1cXAQEBH3TDFfu8SKVS/Prrr5gzZw42b96MiIgIJCcnQ0dHBy4uLvj+++8/2Q9WnxM+pV7Gbt26hczMzEK36+jooE6dOuUYEWOMMVb+PpfTxHxKvWzwR8MyVplnNBhjjDHGKgInnIwxxhgrc1paWkXe08D+50s4Vp/GV1QwxhhjjLFPFiecjDHGGGNMqTjhZIwxxhhjSsUJJ2OMMcYYUypOOBljjDHGmFJxwskYY4wxxpSKE07GGGOMMaZUnHAyxhhjjDGl4oSTMcYYY4wpFSecjDHGGCux1NRUiEQiiEQipKamVnQ4n7Qv6VhywskYY4wxxpSKE07GGGOMMaZUnHC+Z9OmTRCJRNDW1i5w+9WrV9G+fXtoa2tDX18fnp6eiI6OLuco2acsOTkZkydPRocOHVClShWIRCL4+fkVWDc7OxsrVqyAvb09pFIp9PX10aJFC1y4cEGo888//2DSpElo3Lgx9PX1YWhoiJYtWyI4OLicRsQYY8r37NkzzJ8/Hx06dICTkxM6dOiABQsW4NmzZxUdGisBTjjf8fTpU0yaNAnm5uYFbr937x5cXFyQlZWFvXv3YsuWLfjnn3/QunVrPH/+vJyjZZ+qly9fYsOGDcjMzISHh0eh9XJzc9GjRw/MmTMH/fr1w7Fjx7Bz5064ubnJXesTGhqKI0eOoGfPnggKCsLOnTtRq1Yt9O7dG3PmzCmHESlfSkoKxo0bB3Nzc2hoaMDBwQG7d+8u0b4uLi7CNVIFPeLj4wEAb968wfz58+Hi4gJTU1Noa2vD3t4eixcvRkZGRoljffDgAdTV1REZGSlXHh0dDU9PT+jr60NbWxsymQxXr14t+UH4f0SENm3aQCQSYdSoUXLblPXh4/Dhw/juu+9gb28PiUQCkUhU4n3j4uIwc+ZMODk5wdjYGLq6umjcuDE2bNiA3NxcubrXr19Hly5dUL16dUilUhgaGsLJyQk7duxQaLdNmzYYN27cR42LfRrS09MxdOhQVKtWDTNnzsTJkydx8eJFnDx5EjNmzEC1atUwbNiwUr1OWQUgJnB3d6euXbvSoEGDSEtLS2F77969ydjYmF6/fi2UxcTEkEQiocmTJys1trS0NKW2/6HS0tIoLy+vosP4pOTl5QnH7Pnz5wSAfH19FeqtXLmSVFRUKDIyssj2nj9/XuD/QZcuXUhTU5MyMjLKJO6KJJPJSF9fn9avX09hYWHk4+NDAGjnzp3F7vvXX39RZGSk3OP06dMkkUjI0dFRqHfr1i0yNjam8ePH06FDh+j06dPk5+dHGhoa1K5duxL/nnt4eFCXLl3kyhISEsjc3Jzq1atH+/btoyNHjlCrVq1IR0eH7t27V6pj8csvv5CZmRkBoJEjRypss7Gxofnz51NoaCgdPXqUBg0aRABo9uzZpernXYMHD6ZatWpRnz59qHHjxlSaPx0hISFUrVo1mjFjBh05coRCQ0Np/PjxpKKiQt7e3nJ1w8PDadiwYbR9+3YKCwujkJAQ6tu3LwGguXPnytWNiIggiURS6uPHPl5KSgoBIACUkpKi1L7S0tLI2dlZ6M/JyYn8/f3p4MGD5O/vT46OjsI2Z2dnpfytTE9PJ19fX+GRnp5eZm2X57GsaJxw/r/t27eTjo4OPX78uMCEMzs7m6RSKQ0bNkxh3w4dOlCtWrWK7SM9PZ2mTp1K1tbWJJFIyNzcnEaMGEGvXr2Sq2dlZUVdunShffv2kYODA6mrq9OUKVMKbdfZ2Znq1atHFy5cICcnJ9LQ0CArKyvasmULEREdPnyYGjZsSFKplOzs7OjYsWMKbfzxxx/Utm1b0tbWJqlUSk5OTnT48GG5Olu3biUAdOLECfL29iZjY2MCILz4du/eTY6OjqSpqUlaWlrUoUMHunr1arHH5UtWVMJpbW1NLi4uH9z27NmzCQDFxsZ+RIQV78iRIwSAAgMD5cplMhmZm5tTTk5OqdsMCAggALRp0yahLCUlpcA3/KVLlxIA+uOPP4pt986dOwSAjh8/Llf+448/kkQioZiYGKHs9evXZGxsTH369Clx3A8fPiRtbW3av39/gQmnsj585ObmCj+PHDmyVAlnYmIiZWVlKZTnt/Pff/8V20bz5s2pWrVqCuV2dnY0ZMiQEsfCykZ5JklDhgwhAKSrq0uhoaEF1gkNDSVdXV0CQEOHDi3zGDjhLBt8Sh1AQkICxo0bh0WLFsHS0rLAOg8ePEB6ejrq16+vsK1+/fq4f/9+kdP5RAQPDw8sW7YMAwcOxJEjRzBhwgRs27YNbdu2RWZmplz9q1ev4scff8SYMWNw/Phx9OzZs8gxxMfHw9vbGz4+Pjh06BDs7e0xePBgzJkzB9OmTcPkyZOxb98+aGtrw8PDA7GxscK+Z86cQdu2bfH69Wts3rwZu3btgo6ODrp27Yo9e/Yo9DV48GBIJBJs374dwcHBkEgkWLBgAfr164e6deti79692L59O5KTk9G6dWvcuXOnyNiZosePHyMmJgb29vaYPn06TExMIBaLUa9ePWzbtq1EbYSHh6NKlSqoWrWqkqNVrgMHDkBbWxu9e/eWK/f29kZsbCwuXbpU6jY3b94MbW1tfPPNN0KZlpYWtLS0FOo2a9YMwNv/k+L4+/vD1NQUMplMYQxt27aFlZWVUKarqwtPT0+EhIQgJyenRHEPHToUMpkMPXr0KHC7sbFxgae7mzVrhrS0NCQmJpaon/epqHz4nwoDAwNIJJICYwKAJ0+eFNuGsbExxGKxQvnAgQMRGBiI5OTkD46PVV7x8fEICAgAAAQHByu8rvLJZDLhspGtW7fyNZ2VlOIr+As0YsQI1KlTBz/88EOhdV6+fAkAMDQ0VNhmaGgIIsKrV69gZmZW4P6hoaE4ceIElixZgh9//BHA2xdJtWrV8M033+C3337DkCFDhPoJCQm4c+cOateuXaIxvHz5EidOnEDjxo0BAE2aNEHVqlWxaNEi3L9/X7gu1dzcHA4ODti3bx9Gjx4NAJg6dSoMDAwQEREh3Czl7u4OBwcHTJo0CX369JH7I9auXTv8+uuvwvPHjx/D19cXo0aNwurVq4VymUyGWrVqYfbs2QUmrqxwT58+BQBs27YNlpaWWLNmDfT09LBx40Z4eXkhKytL7vflfZs2bUJERARWrVoFVVXV8gpbKW7fvg1bW1uFhCP/w9/t27fRokWLErf377//4o8//oCPj0+hNwe+KywsDABQr169YuseOXIEbdq0kUvQ0tPT8eDBgwKTxPr16yM9PR3R0dHFvtY3bdqEP//884M+wFXGDx9hYWEQi8UFjjsvLw95eXl49eoVgoKCcOLECaxZs0ahnouLC6ZMmYKIiAh07dq1PMJm70lKSkJ2drZS2l6zZg2ys7Ph6OhYaLKZTyaToXnz5rh06RLWrFmDiRMnllkcGRkZchNKSUlJ0NDQKJO2P/e1N+VU9BRrRQsODiY1NTX666+/hLKCTqmfP3+eANDu3bsV2liwYAEBoLi4uEL7mTx5MgGghIQEufK8vDzS0tKib775RiizsrKihg0blngMzs7OZGZmplBuZmZGTk5OcmWZmZkEgCZOnEhEb6fzRSIRjRgxQmH/xYsXEwC6e/cuEf3vlPqhQ4fk6m3cuJEAUFRUFGVnZ8s9vvnmG6patWqJx/KlKeyUev7vm5qamtxp2Ly8PGrUqBFZWloW2ubRo0dJTU2NevXq9VlcX1urVi3q2LGjQnlsbCwBoAULFpSqvSlTphCAYq+NJSK6ceMGSaVS6tGjR7F1nz17RgBo0aJFcuVPnz4lALRw4UKFfQIDAwkAXbhwoci2nzx5Qnp6evTrr78KZSjglHpB8l+fq1atKrZuSZT2lHpBTpw4QSoqKjR+/PgCtw8bNkw4zaimpkbr1q0rsF5WVhaJRKIiLzliZe/d08Dl8fD39y9RXP7+/uUaV1k/PvdT6l/0DGdKSgpGjhyJ0aNHw9zcHElJSQCArKwsAG8/xUgkEmhpacHIyAjA/2Y635WYmAiRSAR9ff1C+3r58iXEYjGqVKkiVy4SiWBqaqrQbmEzpYUpaOZVTU1NoVxNTQ0AhE9rr169AhEV2F/+rGhxseWfvmjatGmBsX3M6bgvVf7vm42NjdxpWJFIhI4dO2LhwoVISEhQmLE6ceIEPD09IZPJsHPnzlLdTVyZFTWO0owxJycH27ZtQ7169eDo6Fhk3ZiYGLi7u6NatWrYtGlTsW3nX6ZS2Czix4xh+PDhaNCgQZGz2gU5duwYRo4ciV69eglnNCra1atX0adPHzg6OmLhwoUF1pk+fTp8fHyQkJCAkJAQjBo1CqmpqZg0aZJcPYlEAn19feGMAPs8lfTvoampqZIjYR/ji044X7x4gWfPnmH58uVYvny5wnYDAwN0794dBw8eRI0aNSCVSnHr1i2Ferdu3ULNmjWLnGI3MjJCTk4Onj9/Lpd0EhHi4+MVkrXyShQMDAygoqKCuLg4hW35f0CNjY2LjC1/e3BwsFxyxD5cjRo1oKmpWeA2IgKgmMifOHECHh4ecHZ2xr59+4QPF586IyOjQj/oAQV/2CrM0aNHER8fjylTphRZ79GjR3B1dYVYLMbp06dL1Ed6ejoAKLwPGBgYQCQSffAYgoODcfz4cZw7dw6vX7+W25aVlYWkpCRoaWkpXCdZGT98XLt2TbjU5ujRo1BXVy+wXvXq1VG9enUAQOfOnQEA06ZNw6BBgxQ+tGtoaAjHnn2eCvr7VJD8Jc5Y5fRFJ5ympqYIDw9XKF+0aBHOnDmDY8eOCcmUWCxG165dsX//fixZsgQ6OjoAgP/++w/h4eEYP358kX21a9cOS5YswY4dO+Tq7tu3D6mpqWjXrl0ZjqzktLS00Lx5c+zfvx/Lli2DVCoF8PYaqh07dsDS0rLYa8s6duwIsViMBw8eFHtzEysZsViM7t27Izg4GDExMbC2tgbwNtk8fvw4atSoIfdBIDQ0FB4eHmjVqhUOHjxY6B/yT5G9vT127dqFnJwcues48z/82dnZlbitzZs3Q01NDQMHDiy0zqNHj+Di4gIiQkRERKE3Er4v///j/RtzpFIpatasWeiHValUiq+//rrQdm/fvo2cnJwCZ2Q3btyIjRs34sCBA3JrulbGDx/Xrl1D+/btYWVlhdDQUOjp6ZV432bNmmH9+vWIjo5WSDhfvXql8KGYlZ8nT54UeLNdWVi2bBnmz5+Pbdu2Yfjw4cXWz7/BaObMmWV+DefPP/8sPB83blyZXsNZ0veYT90XnXBqaGjAxcVFoTwgIACqqqoK22bPno2mTZvC3d0dU6dORUZGBmbNmgVjY+Nif7llMhk6duyIKVOm4M2bN2jZsiVu3rwJX19fNGzYsMg/gMq2cOFCyGQyuLq6YtKkSVBTU8O6detw+/Zt7Nq1q9iZEWtra8yZMwczZsxAdHQ03NzcYGBggGfPnuHPP/+ElpYWZs+eXU6j+TQcO3YMqampwt21d+7cEe6y7Ny5MzQ1NTF37lwcO3YMbm5u8PPzg66uLjZt2oQbN25g7969Qlvnzp2Dh4cHTE1NMX36dFy/fl2ur7p160JXV7fcxlbWevTogY0bN2Lfvn1yd5Vv27YN5ubmaN68eYnaiY+Px9GjR+Hp6SlcsvC+//77Dy4uLsjNzUVERESpZuytrKwglUrx4MGDAsfw888/4/Hjx6hWrRqAt984tX//fnTr1q3AO7DzeXl5Ffg+5erqCg8PD4wdO1Yu6a6MHz6uX7+O9u3bw9LSEidPnoSBgUGp9g8PD4eKiopCYh4bG4uMjAzUrVu3LMNlpaCvr6+0hHPUqFFYsmSJsMh7UTcOnTx5EpcuXYJEIsGoUaOKvMSttDIyMuQSTH19/TJLOAtaweGzVaFXkFZShS38TkR0+fJlateuHWlqapKuri55eHjQ/fv3S9Rueno6TZkyhaysrEgikZCZmRn98MMPha7DWVL563C+r7B2UMDNBvnrcGppaZFUKiVHR0cKCQmRq5N/01BUVFSBcRw8eJBcXV1JV1eX1NXVycrKinr16kWnTp0q8Vi+FFZWVoVeOP7w4UOh3q1bt6hLly6ko6NDGhoaBf6/+Pr6Fnkhenh4ePkOTglkMhkZGBjQhg0bKCwsTFibb8eOHXL1Bg8eTKqqqnI3WuVbtGgRASh0Lb9nz57R119/Terq6rRjxw6FxeIfP35cbJxt27ZVuFGP6O3C72ZmZmRvb08HDhygo0ePUps2bUhHR0e4KS9fjRo1qEaNGsX2VdjrWCqVkrW1NYWFhSmM4d0vrXj48CEBoEGDBhXbV0xMDAUFBVFQUBC5ubkRAOH5u+8HMTExpKqqSoMHDxbK7t27R0ZGRmRoaEghISEKMb17I+WQIUNo4sSJtGfPHoqIiKDg4GD65ptvCAD9+OOPCnHt27ePANDNmzeLHQMrO7wOJ6/D+SE44WSMVXrJyck0ZswYMjU1JTU1Napfvz7t2rVLoV7+t+q8m7Tnq127NllbWxd65354eHiRiXtBi/O/b/PmzaSqqlrgYvv3798nDw8P0tXVJU1NTWrXrh1duXJFoZ6VlRVZWVkV21dBCWdpPnzcunWLANDUqVOL7Sv/w2ZBj3cT1oKS2KL2BUBbt24V6m7ZsoVat25NxsbGJBaLSV9fn5ydnWn79u0FxjVw4ECyt7cvNn5Wtirym4YcHR3J39+fDhw4QP7+/tS8eXNhm7Ozc5kmg/k44SwbIqL/vwOBMcbYR8nIyED16tUxceLEYm9Mqmjr1q3D5MmT8eDBA5iYmFR0OKX25s0bmJubY+XKlaW+e599nNTUVGEN25SUFKWdUs+Xnp6OcePGYevWrQWu+SmRSODt7Y1Vq1aV2anud2VkZGDRokXC86lTp5bpNZzleSwrEq9XwxhjZURDQwOzZ8/GihUrKv2CzuHh4RgzZswnmWwCwMqVK1G9enV4e3tXdChMyaRSKX799Vc8fvwY8+fPh0wmExaDnz9/Ph4/foxff/1VKckmKztf9E1DjDFW1oYOHYqkpCRER0fD3t6+osMpVFBQUEWH8FF0dXUREBBQ5A1X7PNiYmKC6dOnY/r06RUdCvsA/EpljLEypKqqimnTplV0GJ+94paiY4xVLpxwMsYYY6zEtLS0wLd/lI0v6VjyNZyMMcYYY0ypOOFkjDHGGGNKxQknY4wxxhhTqg+6hpOIkJaWVtaxMMYYY5+0svj7+DmvxfgpysjIQFZWlvA8NTUVubm5FRhRxdLU1Cz2K68L8kELv7+7UCljjDHGGPsyfOgC9XxKnTHGGGOMKdUHzXDyKXXGGGNMEZ9S//xkZGRg+fLlwvOJEyd+0d9q9KGn1D/oGk6RSMQvCMYYY6wAfMnZ50VVVRVqamrCcy0trS864fxQfEqdMcYYY4wpFSecjDHGGGNMqTjhZIwxxhhjSsUJJ2OMMcYYUypOOBljjDHGmFJxwskYY4wxxpSKE07GGGOMMaZUnHAyxhhjjDGlKteE8+nTpxg0aBCqVasGNTU1aGtr4+uvv4aHhwdCQ0OFejdu3ED//v1haWkJNTU1GBoaws3NDadPnxbqJCYmonr16hCJRNDW1sb9+/cBAJmZmbC3t4dIJIKamhouXrxYnkNkjDHGGGPvKdeE093dHb/99huePHmC7OxspKam4uHDhzh06BDOnj0LAPj999/RtGlTBAYG4unTp8jOzsarV69w4sQJyGQyrF+/HgBgaGiIPXv2QCwWIzU1FQMHDkRubi6mTJmC27dvAwAWLlwIR0fH8hwiY4wxxhh7T7klnImJibh+/ToAoGfPnnj9+jVSUlJw7949bNiwAU2aNEF6ejp8fHyQnZ0Na2trREVFITMzE3///Tfq1KkDIsKECRPw4sULAICTkxPmz58PALh48SJ69uyJ1atXAwC6du2KCRMmlNfwGGOMMcZYIUREROXRUV5eHqpUqYLExESYmpqif//+sLW1ha2tLRo3bgx1dXWcOnUKMpms2LaCg4PRs2dPAAARwd3dHUePHhW2V69eHdeuXYOhoaHSxsMYY4yxz19GRgYWLVokPJ86dSp/l/oHEJdXRyoqKti9ezeGDx+O6OhoLF++XNimr68Pf39/5Obmlqit/BlOABCJRJgyZYpcwvn9999zsskYY4wxVkmU6zWcMpkMDx48wP3793HkyBGsWLECpqamSEpKgo+PD4yNjYW6HTt2BBEpPPLy8jBs2DChXlpaGn744Qe5fhYtWiRcx8kYY4wxxipWuSacI0eOxPHjx6Gmpob27dvjm2++gbm5OQAgNTUVNjY2qFKlCgAgNDQUy5Ytw8uXL5GZmYl79+5h8eLFqFmzplybI0aMwJ07dwAA06dPh4aGBtLT09GnTx+kpqaW5/AYY4wxxlgByu0aTgAQi8WFnjZv3LgxLl++jJCQEPTq1QtZWVmFtpMf8tatWzF48GAAwDfffIPdu3dj7dq1GDVqFABg0KBBCAgIKNtBMMYYY+yLwddwlo1yneGcNm0aXFxcYGZmBjU1NaipqaFGjRrCzCfw9u7yK1eu4LvvvkP16tUhkUigp6cHW1tbfPfdd9izZw8A4M6dO0JiWa1aNWG5pJEjR6J79+4AgG3btnHCyRhjjDFWwcp1hpMxxhhj7FPCM5xlg7/akjHGGGOMKRUnnIwxxhhjTKk44WSMMcYYY0rFCSdjjDHGGFMqTjgZY4wxxphSccLJGGOMMcaUihNOxhhjjDGmVJxwMsYYY4wxpeKEkzHGGGOMKRUnnIwxxhhjTKk44WSMMcYYY0rFCSdjjDHGGFMqTjgZY4wxxphSccLJGGOMMcaUihNOxhhjjDGmVJxwMsYYY5VYamoqRCIRRCIRUlNTS7yNscqEE07GGGOMMaZUnHAyxhhjjDGl4oSzHFlbW8PLy6uiw2CVzKZNmyASiaCtrS1X7uXlJZwqe/dhY2MjVy81NRV9+/ZFnTp1oKOjAy0tLdSrVw/z5s37bE6xpaSkYNy4cTA3N4eGhgYcHBywe/fuEu+fkJAALy8vGBsbQ1NTE05OTjh9+rRCvczMTCxduhR2dnbQ0tKCiYkJOnXqhAsXLpS4rwcPHkBdXR2RkZFy5dHR0fD09IS+vj60tbUhk8lw9erVErd79epVtG/fHtra2tDX14enpyeio6MLrPvo0SMMHjwY5ubmUFdXh4WFBXr06FHivgpy6tQpODk5QVNTE8bGxvDy8kJCQkKJ9v3tt9+E31EVFRVYW1sXWC8sLAyDBw+GjY0NtLS0YGFhge7du+PKlSsKddu0aYNx48Z9xIg+TUuWLEGHDh3g5OSEDh06YOnSpRUdEmMlIq7oABj7kj19+hSTJk2Cubk5Xr9+rbBdKpUiLCxMoexd2dnZICJMmDABX331FVRUVHD27FnMmTMHEREROHXqlFLHUB48PT0RFRWFRYsWoXbt2ggMDES/fv2Ql5eHb7/9tsh9MzMz0a5dOyQlJWHVqlWoWrUq1q5dCzc3N5w6dQrOzs5C3SFDhmDnzp2YNm0a2rZti8TERCxatAjOzs44f/48mjVrVmyskyZNgkwmg5OTk1D2/PlztG7dGgYGBtiyZQs0NDSwcOFCuLi4ICoqCnXq1CmyzXv37sHFxQUODg7Yu3cvMjIyMGvWLLRu3RrXr19HlSpVhLq3b9+Gi4sLvv76ayxbtgyWlpaIi4vDiRMnio29MGfOnEGnTp3QpUsXHDp0CAkJCZgyZQratWuHy5cvQ11dvcj9t2/fjvj4eDRr1gx5eXnIzs4usJ6/vz9evnyJsWPHom7dunj+/DmWL18OR0dHnDhxAm3bthXqzp07FzKZDD/88EOxx+9Tl56eLvw8Z84cuW0nT54Ufs7IyICWlla5xcVYqRArN1ZWVjRo0KCKDoNVIu7u7tS1a1caNGgQaWlpyW0rqKw0Jk+eTADowYMHHxtmhTpy5AgBoMDAQLlymUxG5ubmlJOTU+T+a9euJQB04cIFoSw7O5vq1q1LzZo1E8oyMjJIVVWVBgwYILd/bGwsAaAxY8YUG+udO3cIAB0/flyu/McffySJREIxMTFC2evXr8nY2Jj69OlTbLu9e/cmY2Njev36tVAWExNDEomEJk+eLJTl5eWRg4MDOTg4UEZGRrHtllTTpk2pbt26lJ2dLZSdP3+eANC6deuK3T83N1f4uUuXLmRlZVVgvWfPnimUJScnk4mJCbVr105hm52dHQ0ZMqQEI/h0paWlUatWrQgAASAnJyfy9/engwcPkr+/Pzk6OgrbWrVqRWlpaRUd8mcnPT2dfH19hUd6enpFh/RJ4lPqAPz8/CASiXDz5k307t0benp6MDQ0xIQJE5CTk4O///4bbm5u0NHRgbW1NZYsWSLsm5GRgYkTJ8LBwUHYz8nJCYcOHSpR32/evMGkSZPw1VdfQU1NDRYWFhg3btxncyqUFW7Hjh04c+YM1q1bp5T282e9xOJP+0TGgQMHoK2tjd69e8uVe3t7IzY2FpcuXSp2/zp16sjNOIrFYgwYMAB//vknnj59CgBQUVGBiooK9PT05PbX1dWFiooKNDQ0io3V398fpqamkMlkCjG0bdsWVlZWcu16enoiJCQEOTk5hbaZk5ODw4cPo2fPntDV1RXKrays4OrqigMHDghlZ8+exfXr1zFu3LhiZx1L6unTp4iKisLAgQPlfpdatGiB2rVry/VfGBWVkv2pqVq1qkKZtrY26tati8ePHytsGzhwIAIDA5GcnFyi9j9FY8eOxblz56Crq4vQ0FBcuHABw4cPR/fu3TF8+HBERkYiNDQUurq6OHfu3Bd5mQH7NHDC+Y4+ffqgQYMG2LdvH4YMGYKVK1di/Pjx8PDwQJcuXYQ/GlOmTMH+/fsBvD1dl5iYiEmTJuHgwYPYtWsXWrVqBU9PT/z2229F9peWlgZnZ2ds27YNY8aMwbFjxzBlyhQEBASgW7duIKLyGDarAAkJCRg3bhwWLVoES0vLQuulp6fD1NQUqqqqsLS0xKhRo5CYmFhgXSJCTk4O3rx5g+PHj2P58uXo168fqlevrqxhlIvbt2/D1tZWIXGuX7++sL24/fPrFrT/X3/9BQCQSCQYMWIEtm3bhoMHD+LNmzeIiYnBkCFDoKenhyFDhhQb65EjR9CmTRu5BCs9PR0PHjwoNIb09PRCr8UE3l4Tmp6eXuj+9+/fR0ZGBoC3CScA6OjooHPnztDQ0IC2tjbc3d1x7969YuMvSP7xLaz/4o7/x3r9+jWuXr2KevXqKWxzcXFBamoqIiIilBpDRYmPj0dAQAAAIDg4WOGDTD6ZTIbg4GAAwNatW/Hs2bPyCpGxEvu0pz7K2NChQzFhwgQAQPv27REaGoo1a9Zg//79wgX3Li4uOHz4MHbu3AlPT0/o6elh69atQhu5ublo164dXr16hZ9//hnfffddof2tXr0aN2/exKVLl9CkSRMAQLt27WBhYYFevXrh+PHj6NSpkxJHzCrKiBEjUKdOHfzwww+F1mnQoAEaNGgAOzs7AG+vo1u5ciVOnz6NqKgohZuM9uzZg379+gnPvb29sWHDBuUMoBy9fPkSX3/9tUK5oaGhsL24/fPrFrf/ypUroaenh549eyIvLw8AUL16dYSFhaFmzZpF9pOQkIDo6GgMHTpUrvzVq1cgohLHUFD879Z9f38iwqtXr2BmZibM1np7e6N37944cuQI4uLiMHPmTLRu3Ro3b96EmZlZkeMobf/FHf+PNXLkSKSmpmLGjBkK2xo2bAiRSITz58+ja9euSo2jImzevBnZ2dlwdHQsNNnMJ5PJ0Lx5c1y6dAmbN2/G9OnTyylKxkqGE853uLu7yz23tbXFjRs35JI+sViMmjVr4tGjR0JZUFAQfv75Z9y4cUPuVHhxp+AOHz4MOzs7ODg4yJ1S69ixI0QiESIiIjjh/Azt27cPISEhuHbtGkQiUaH1xo8fL/dcJpOhYcOG6NWrFzZu3KiwvWPHjoiKikJycjIiIyOxePFivHz5EgcOHCjxKc3KqqjjVNS20u4/f/58LFu2DH5+fmjdujXevHmDNWvWQCaTITQ0FA0bNiy0ndjYWAAFnxYuTQwfUid/W36S7OTkhE2bNgnb7ezs0LBhQ6xduxbz5s0rtq/S9F+S2D/UTz/9hJ07d+KXX35B48aNFbZLJBLo6+sLifbn5syZMwCAQYMGlai+l5cXLl26hIiICE44WaXDCec73v8Er6amBk1NTYXEUU1NDW/evAEA7N+/H3369EHv3r3x448/wtTUFGKxGP7+/tiyZUuR/T179gz379+HRCIpcPuLFy8+YjSsMkpJScHIkSMxevRomJubIykpCQCQlZUFAEhKSoJEIin0TtMePXpAS0sLFy9eVNhmYGAgzJS7urqiRo0a6Nu3Lw4dOvTRS+JUJCMjowJn0fIvLSho5u1D9r979y5mzZqFJUuWYNKkSUK9Tp06oW7dupgwYQLCw8ML7Sf/TuL33y8MDAwgEok+eAxGRkYACp4FTUxMhEgkgr6+vlzdjh07ytVzcHCAmZlZqZZhKmn/xR3/DzV79mzMmzcP8+fPx6hRowqtp6GhIXcX9+ck/9rUks5Km5qayu3HWGXCCedH2rFjB7766ivs2bNH7pN+ZmZmsfsaGxtDKpUWmpgaGxuXWZyscnjx4gWePXuG5cuXY/ny5QrbDQwM0L17dxw8eLDQNoioRDOW+Uv4/PPPPx8cb2Vgb2+PXbt2IScnR+46zlu3bgGAcMlBUfvn133X+/vfuHEDRISmTZvK1ZNIJGjQoIEw21SY/Nfr+9fYSqVS1KxZs9AYpFJpgZcM5KtRowakUmmh+9esWVNIcgu6zjJfSX9v3pd/fG7duoXOnTsr9F/c8f8Qs2fPhp+fH/z8/IqdqXv16tVn+16po6MDAIiLiytR/fj4eLn9GKtMPu3zbJWASCSCmpqaXLIZHx9forvU3d3d8eDBAxgZGaFJkyYKj8IWR2afLlNTU4SHhys8OnbsCA0NDYSHhxd5yjM4OBhpaWlwdHQstq/82bjirj2s7Hr06IGUlBTs27dPrnzbtm0wNzdH8+bNi93/3r17cnez5+TkYMeOHWjevDnMzc0BQPj3/dnjzMxMXL16tcibu4C3d41LpVI8ePCgwBjCwsLk7rROTk7G/v370a1btyJXEhCLxejatSv2798vN3P133//ITw8HJ6enkJZp06doKmpiWPHjsm1cfXqVcTHx5fo9+Z9FhYWaNasGXbs2IHc3Fyh/OLFi/j777/l+i8Lc+fOhZ+fH2bOnAlfX98i68bGxiIjIwN169Yt0xgqi/w1Yrdt21ai+vk3GLm4uCgpIsY+QgUuyVRp+Pr6EgB6/vy5XHlh6yA6OztTvXr1iIhoy5YtBIB++OEHOn36NAUEBFCNGjWoVq1a9P7hfX8dzpSUFGrYsCFZWlrS8uXL6eTJk3TixAnauHEj9e7dmy5evFj2g2WV0vu/azExMdSiRQtavXo1HT16lI4dO0ZTp04lDQ0NqlevHqWkpAh1169fT/3796dt27ZRWFgYhYSE0OTJk0kqlVKLFi3k1k78VMlkMjIwMKANGzZQWFgYDRkyhADQjh075OoNHjyYVFVV5da7zMjIoHr16lG1atVo586ddPLkSerRoweJxWKKiIgQ6uXm5lLTpk1JQ0ODZs2aRadOnaJ9+/aRi4sLAaDt27cXG2fbtm3JyclJoTwhIYHMzMzI3t6eDhw4QEePHqU2bdqQjo4O3b17V65ujRo1qEaNGnJld+/eJW1tbWrTpg0dPXqU9u/fT3Z2dmRubk4JCQlydZctW0YAaNCgQXT8+HEKCAigatWqUfXq1enly5dCvYcPHwr1ihMeHk5isZh69OhBJ0+epJ07d1K1atXIzs5Obr3PmJgYUlVVpcGDB8vt/9dff1FQUBAFBQVR48aNqUqVKsLzv/76SyF2Nzc3ioyMVHi8b9++fQSAbt68WewYPkVxcXEkkUgIAIWGhhZZNzQ0lACQRCKh+Pj4corwy8DrcJYNTjjp4xJOIqJFixaRtbU1qaurk62tLW3cuFFo810FLfyekpJCM2fOpDp16pCamhrp6emRvb09jR8/nt80viDv/64lJiZSjx49yNramqRSKampqVGtWrVo8uTJlJSUJLfv+fPnyd3dnczNzUlNTY00NTWpQYMGNHfuXEpNTS3voShFcnIyjRkzhkxNTUlNTY3q169Pu3btUqg3aNAgAkAPHz6UK4+Pj6fvvvuODA0NSUNDgxwdHenkyZMK+yclJdGMGTPI1taWNDU1qWrVquTi4kJHjx4tUZybN28mVVVVio2NVdh2//598vDwIF1dXdLU1KR27drRlStXFOpZWVkVuDD65cuXqV27dqSpqUm6urrk4eFB9+/fLzCOjRs3kp2dHampqZGRkRH179+fHj9+LFfn1q1bBICmTp1aorGFhoaSo6MjaWhokKGhIX333XcKC7UXlsTmvx8W9PD19RXqOTs7F1qvoPmRgQMHkr29fYni/1Tlf7jS1dUtNOkMDQ0lXV1dAkBDhw4t5wg/f5xwlg0RES/2yBhjZSEjIwPVq1fHxIkTMWXKlIoOp0jr1q3D5MmT8eDBA5iYmFR0OKX25s0bmJubY+XKlSVaI/VTlZ6ejg4dOuDcuXMAAEdHRwwaNAimpqbCOp35l4u0atUKJ0+eLNGXFLCSy8jIwKJFi4TnU6dO5WP8ATjhZIyxMuTv7w8/Pz9ER0dX6u+17t27N2rVqoUFCxZUdCgfZPbs2dizZw9u3rz5yX+bVnFevHghfHNYcfXyVxVgZYcTzrLxeb9KGWOsnA0dOhRJSUmIjo6Gvb19RYdTqKCgoIoO4aPo6uoiICDgs082gbcrHeTz9fXFhQsXkJycDB0dHbRo0QKzZ88GUPzaz4xVJJ7hZIwxxiqx1NRU4ZvFUlJS5GbOi9rGygbPcJYNXhaJMcYYY4wp1ed/LoIxxhj7hGlpaaGwk5FFbWOsMuEZTsYYY4wxplSccDLGGGOMMaXihJMxxhhjjCkVJ5yMMcYYY0ypOOFkjDHGGGNKxQknY4wxxhhTKk44GWOMMcaYUnHCyRhjjDHGlIoTTsYYY4wxplSccDLGGGOMMaXihJMxxhhjjCkVJ5yMMcYYY0ypOOFkjDHGGGNKxQnn/9uzZw/q1asHqVQKkUiE69evV3RIClxcXODi4lLRYbCPEBYWhsGDB8PGxgZaWlqwsLBA9+7dceXKFbl6Xl5eEIlECg8bGxuFNuPi4uDl5YWqVatCQ0MD9evXx+bNm8trSOUiICBA7jiIxWKYmZmhb9+++Pfffz+ozdOnT6NJkybQ0tKCSCTCwYMHyzZoxtgniYiQmpoq98jKyhIe75YTUUWH+8kQV3QAlcHz588xcOBAuLm5Yd26dVBXV0ft2rUrOiz2GfL398fLly8xduxY1K1bF8+fP8fy5cvh6OiIEydOoG3btkJdqVSKsLAwuf2lUqnc89evX6NVq1bIysrCkiVLYGZmhl27dsHHxwevX7/GhAkTymVc5WXr1q2wsbFBRkYGzp8/j/nz5yM8PBz37t2DgYFBidshIvTp0we1a9fG77//Di0tLdSpU0eJkTPGPgVEhFatWuHChQuF1lm4cKHwc8uWLfHHH39AJBKVR3ifNE44Afzzzz/Izs7GgAED4OzsXNHhsM/Y2rVrUbVqVbkyNzc31KxZEwsWLJBLOFVUVODo6Fhke/7+/oiOjsbly5fRuHFjAEDHjh0RFxeHWbNmYfDgwdDX1y/zcVQUOzs7NGnSBMDbGf/c3Fz4+vri4MGD8Pb2LnE7sbGxSExMRI8ePdCuXTtlhcsY+8SkpaUVmWy+7/z580hLS4OWlpYSo/o8fPGn1L28vNCqVSsAwDfffAORSCSctr58+TK6desGQ0NDaGhooGHDhti7d6/c/vmn+sLCwjBkyBAYGRlBV1cX3333HVJTUxEfH48+ffpAX18fZmZmmDRpErKzs+XamD17Npo3bw5DQ0Po6uqiUaNG2Lx5c4mm6rOysjBv3jzY2NhAXV0dVapUgbe3N54/f142B4iVqfeTTQDQ1tZG3bp18fjx41K3d/78eZiYmAjJZj53d3ekpqbi+PHjHxzrpyA/+Xz27JlQVtzr1s/PD5aWlgCAKVOmQCQSwdraulzjZoyxL80Xn3D+9NNPWLt2LQBgwYIFiIyMxLp16xAeHo6WLVsiKSkJ69evx6FDh+Dg4IBvvvkGAQEBCu34+PhAT08Pu3fvxsyZMxEYGIghQ4agS5cuaNCgAYKDgzFo0CAsX74cv/zyi9y+MTExGDZsGPbu3Yv9+/fD09MTo0ePxty5c4uMPS8vD927d8eiRYvw7bff4siRI1i0aBFOnjwJFxcXpKenl9lxYsrz+vVrXL16FfXq1ZMrT09Ph6mpKVRVVWFpaYlRo0YhMTFRrk5WVhbU1dUV2swvu3nzpvICrwQePnwIAMIlMCV53fr4+GD//v0AgNGjRyMyMhIHDhyokPgZY+yLQYzCw8MJAAUFBQllNjY21LBhQ8rOzpar6+7uTmZmZpSbm0tERFu3biUANHr0aLl6Hh4eBIBWrFghV+7g4ECNGjUqNJbc3FzKzs6mOXPmkJGREeXl5QnbnJ2dydnZWXi+a9cuAkD79u2TayMqKooA0Lp160p2AFiF6t+/P4nFYrp8+bJQtmLFClqxYgWFhoZSaGgozZgxgzQ1NcnGxoaSk5OFeuPGjSMVFRV69OiRXJsDBw4kADR06NByG4cy5b/OLl68SNnZ2ZScnEzHjx8nU1NTatOmjfA6Lenr9uHDhwSAli5dWu5jYYxVXikpKQSgVI+UlJSKDvuT8MXPcBbk/v37uHfvHvr37w8AyMnJER6dO3dGXFwc/v77b7l93N3d5Z7b2toCALp06aJQ/ujRI7mysLAwtG/fHnp6elBVVYVEIsGsWbPw8uVLJCQkFBrn4cOHoa+vj65du8rF6ODgAFNTU0RERHzoIWDl5KeffsLOnTuxcuVKudPi48ePx/jx4yGTySCTyTBv3jz89ttvuHfvHjZu3CjUGzp0KCQSCfr374+//voLL1++xNq1a7Fnzx4Ab68D/Zw4OjpCIpFAR0cHbm5uMDAwwKFDhyAWiz/odcsYY6x8fF5/jcpI/vVgkyZNgkQikXuMGDECAPDixQu5fQwNDeWeq6mpFVqekZEhPP/zzz/RoUMHAMDGjRtx/vx5REVFYcaMGQBQ5GnxZ8+eISkpCWpqagpxxsfHK8TIKpfZs2dj3rx5mD9/PkaNGlVs/R49ekBLSwsXL14UymxtbXHgwAE8evQIdnZ2MDY2xuLFi7F8+XIAgIWFhdLirwi//fYboqKiEBYWhmHDhuHu3bvo168fgA973TLGGCsffJd6AYyNjQEA06ZNg6enZ4F1ymoJld27d0MikeDw4cPQ0NAQykuyJqCxsTGMjIwKvTFER0enTGJkZW/27Nnw8/ODn58fpk+fXuL9iEhh1rJTp0549OgR7t+/j5ycHNSuXVu4SaZNmzZlGndFs7W1FW4UcnV1RW5uLjZt2oTg4GDY29sDKJ/XLWOMsdLhhLMAderUQa1atXDjxg0sWLBAqX3lL2KtqqoqlKWnp2P79u3F7uvu7o7du3cjNzcXzZs3V2aYrAzNnTsXfn5+mDlzJnx9fUu8X3BwMNLS0gpcKkkkEqFWrVoA3t5ItGrVKjg4OHx2Cef7lixZgn379mHWrFm4fft2ub1uGWOMlQ4nnIX49ddf0alTJ3Ts2BFeXl6wsLBAYmIi7t69i6tXryIoKKhM+unSpQtWrFiBb7/9FkOHDsXLly+xbNmyAu88fl/fvn2xc+dOdO7cGWPHjkWzZs0gkUjw5MkThIeHo3v37ujRo0eZxMnKxvLlyzFr1iy4ubmhS5cucqfHgbfXKD569Ajffvst+vbti5o1a0IkEuHMmTP4+eefUa9ePfj4+MjtM3r0aLi4uMDIyAjR0dFYvXo1njx5gjNnzpTn0CqEgYEBpk2bhsmTJyMwMPCjXrdz5szBnDlzcPr0aV6PlzHGyhgnnIVwdXXFn3/+ifnz52PcuHF49eoVjIyMULduXfTp06fM+mnbti22bNmCxYsXo2vXrrCwsMCQIUNQtWpVfP/990Xuq6qqit9//x2rVq3C9u3bsXDhQojFYlhaWsLZ2Vk4xcgqj5CQEADA8ePHC7wUgoigq6sLExMTrFixAs+ePUNubi6srKwwZswYTJ8+XWGB4cePH2P06NF48eIFjIyM4ObmhkOHDsHKyqpcxlTRRo8ejTVr1mDOnDm4e/fuB79u8/LykJuby19VxxhjSiAifndljDHGGAMRoXXr1jh//nyJ6vNXW5YcJ5yMMcYYY/+PiJCWliY8z8jIEFb+AICJEycKN/lqampysllCfEqdMcYYY+z/iUQiuUuXVFVVhaUOAUBLS0tuVRlWMrwOJ2OMMcYYUypOOBljjDHGmFJxwskYY4wxxpSKE07GGGOMMaZUnHAyxhhjjDGl4oSTMcYYY4wp1Qcti/T+GlWMMcYYK5u/j+9/mxirWBkZGcjKyhKep6amIjc3twIjqlgfuvboBy38npqaCm1t7VJ3xhhjjDHGPl0pKSkf9KGIT6kzxhhjjDGl+qAZTj6lzhhjjCniU+qfn6K+2vJL9KGn1D/oGs73v/aJMcYYY2/xJWefF/5qy7LBp9QZY4wxxphSccLJGGOMMcaUihNOxhhjjDGmVJxwMsYYY4wxpfpsE05ra2uIRKIPupPqY/n5+Ql9BwQEfHR7AQEB8PPzg5+fH5KSkj66PcYYY4yx8vRBd6mz8hUQEIAzZ84AALy8vKCvr1+xATHGGGOMlcJnO8NZEdLT0ys6BMYYY4yxSqdcE86HDx9i2LBh+Prrr6Gurg5dXV20adMGQUFBQp2IiAjhdLSXlxc2b96M2rVrQyqVwsnJCRcvXkRmZiamTZsGMzMzGBgYoFOnTnjw4EGh/T569Ai9evWCnp4edHR04OnpiZiYGLk68+fPR+vWrWFubg6pVAoNDQ18/fXX+P777xXquri4CDGeP38e/fr1g6GhITQ1NQuNIS0tDe3btxf2GzduHIpbcz//WOTPbgLAV199JbSRHxcRYdOmTWjZsiX09PSgpqYGKysrDB48GPfv3xf2PXHihLDvjz/+KJQPGDAAIpEIYrEYb968AQDcv39fqNuzZ88C/2927tyJBg0aQCqVolatWli5cmWxY2KMMcbYF4jKyZ9//kk6OjoEoMDH1KlTiYgoPDxcKKtSpYpCPV1dXXJzc1Mot7W1pZycHKE/KysrYZuFhYVCfUtLS3rx4oVQv0GDBoXGZmZmRi9fvhTqOjs7C9uMjY3l6hIR+fr6Cs+3bt1KKSkp5OLiIpTNnj27RMfs3WNR0OPhw4eUl5dHvXv3LrSOtrY2Xbx4kYiI0tLSSF1dnQBQ06ZNhX4sLS2F+ocPHyYioo0bNwpl69atU4jHwMCgwP4CAwM/5NeDMcYYq5TS09PJ19dXeKSnp1d0SJ+kcpvhHDx4MJKTk6Gvr49Tp04hIyMD//33H1q3bg0AWLx4MW7fvi23z/Pnz7F9+3a8efMGHh4eAIA3b97gxIkT2LdvHxITE9GkSRMAwN27dxEVFVVg3w0bNkR8fDxiYmLg6OgIAHjy5AmWLVsm1PHz88PNmzeRmJiI7OxsPHv2DN7e3gCAuLg47Ny5s8C2pVIpzpw5g7S0NFy7dk1he3JyMtzc3ITZwTVr1mDWrFklOmYuLi4gIjg7OwtlDx8+BBGBiGBtbY3g4GBhhtjKygpXrlxBUlISpkyZAgBISUnB999/L8Tq5OQEALh69SqSk5MRHR2NJ0+eQEXl7a9CRESE3L8A0L59e4XYXr16hRUrVuD169f45ZdfhPJt27aVaGyMMcYY+3KUS8J5//59IZlMSkpC+/btoaGhgerVq+OPP/4A8Pa08IkTJ+T2a968OQYMGAAdHR106NBBKHdycoKnpycMDAzkkqH3T33nW758OUxMTGBlZYXZs2cL5aGhocLPRkZGmDFjBurVqwdNTU2YmJhg69atwvY7d+4U2Pb8+fPRpk0bSKVSODg4KGyfNm0azp07B4lEgp07d2LkyJGFHKUPc+jQIeHnCRMmoFGjRtDT08O8efNgZGQEAPjrr7+ESw7yj1dubi7Onz8vnK7v1asXgP8lmvnl1atXR61atRT6bdiwIcaPHw9dXV14eXkJ5YX9HzDGGGPsy1UuCeezZ89KVO/Fixdyz2vWrCn8LJVKhZ+/+uor4Wd1dXXh54yMjALbtbKyKvDnhIQEAMClS5fg6uqKkJAQxMXFITs7W6GNwm4Iaty4cYHl+VJTUwG8TWibN29eZN0P8e6xfXdsYrEYlpaWCvXeTdDPnDkjJJbe3t6oXr06rl27hqtXr+LJkycK9d9la2sr/KylpSX8XNj/AWOMMca+XOWScJqYmAg/29jYCKeE338sWLBAbj+xuOBVmworL8yjR48K/Llq1aoAgN27dyM3NxcA0L9/f7x48QJEhNWrVxfbdlE3CgFAu3btAADx8fFwdXXFw4cPSxU7gCLXEn332L47ttzcXCFpfLdekyZNhGWVIiIiEBERAVVVVbRs2RLOzs7Izc3F3Llzhf0KSzglEkmJ4mOMMcYYK5eEs2bNmrCzswMA3Lt3D5MmTRJmEqOjo7Fu3TrUr19fLmEqS5MnT8azZ8/w33//wdfXVyjPP03/bgKroaEBqVSKGzduYNWqVR/d94ABA7By5UoAwH///QdXV9dSjzP/1DgA3LhxQ+5O8G7dugk/r1y5EtevX8ebN2/w008/4eXLlwCAunXrokaNGgAAVVVVuLi4AAD+/PNPPHr0CI0aNYKOjo5wrWj+aXqRSCQkzIwxxhhjH6rcbhrasmULdHV1Aby9ptLc3BxqamqoUaMGRo4ciVu3bimt78uXL8PU1BRWVla4ePEiAMDS0hKTJk0CAHh6ego3zWzevBlaWlpwcHCAqqpqmfQ/btw4zJkzB8DbWUhXV1c8fvy4xPu3aNFC+NnDwwMqKiqwtrYGAPTu3Ruenp4A3l4/2bBhQ+jp6WHhwoUA3s7Abty4Ua69/FnLvLw8ABAS0Px/8xNae3t7YRaYMcYYY+xDlVvC2bRpU9y8eRMjRoxAzZo1oa6uDm1tbdSqVQu9e/dGQEAAzM3NldL3+fPn4enpCR0dHWhra8PDwwN//PGHMHPo5OSEoKAg1K9fHxoaGrCyssKCBQswderUMovhp59+wuTJkwG8vdPc1dVV7pR3UUaMGIGRI0fCwsJCSIzziUQiBAUFYf369XB0dISOjg7EYjGqVauGQYMG4dq1a3IJKwDIZDK55/kzmzVq1JC77rOw0+mMMcYYY6UhIuKVuhljjDHGCpKRkYFFixYJz6dOnQoNDY0KjOjTxF9tyRhjjDHGlIoTzgpkbW0tfFVkQQ8/P7+KDpExxhhj7KNxwskYY4wxxpSqdAtasjLF38rDGGOMsS8Bz3AyxhhjjDGl4oSTMcYYY4wpFSecjDHGGGNMqTjhZIwxxhhjSsUJJ2OMMcYYUypOOBljjDHGmFJxwskYY4wxxpSKE07GGGOMMaZUnHAyxhhjjDGl4oSTMcYYY4wpFSecjDHGGGNMqTjhZIwxxhhjSsUJJ2OMMfYFSE1NhUgkgkgkQmpqKsfCyhUnnIwxxhhjTKk44WSMMcYYY0rFCef/u3TpEnr06IHq1atDXV0dJiYmcHJywsSJE5XWZ2xsLPz8/HD9+nWFbV5eXtDW1lZa38q2YMECHDx4sKLDqHQiIiKE00jvPy5evCjU8/LyKrCOjY1Nke3fuXMH6urqEIlEuHz5srKHU25SUlIwbtw4mJubQ0NDAw4ODti9e3eJ9j116hRkMhnMzc2hrq6OqlWrom3btjh69KhcvZiYmEL/b0QiEdzc3ErU34MHD6Curo7IyEi58ujoaHh6ekJfXx/a2tqQyWS4evVqse3l5uZixYoVcHNzg6WlJTQ1NWFra4upU6ciKSlJrm5qair69u2LOnXqQEdHB1paWqhXrx7mzZv30actT506BScnJ2hqasLY2BheXl5ISEgo0b7W1tYFHtPhw4cr1L127Ro8PDxgbm4OTU1N2NjYYM6cOUhLS5Or16ZNG4wbN+6jxsSK9uzZM8yfPx8dOnSAk5MTOnTogAULFuDZs2cVHRr7BIkrOoDK4MiRI+jWrRtcXFywZMkSmJmZIS4uDpcvX8bu3buxfPlypfQbGxuL2bNnw9raGg4ODkrpo6IsWLAAvXr1goeHR0WHUiktWLAArq6ucmV2dnZyz6VSKcLCwhTKCpObm4vBgwfD2NgYsbGxZRdsJeDp6YmoqCgsWrQItWvXRmBgIPr164e8vDx8++23Re778uVL1KtXDz4+PjA1NUViYiLWr1+PLl26YPv27RgwYAAAwMzMTCFJBICDBw9i8eLF6NGjR4linTRpEmQyGZycnISy58+fo3Xr1jAwMMCWLVugoaGBhQsXwsXFBVFRUahTp06h7aWnp8PPzw/9+vWDj48PjI2NcfXqVcybNw8hISG4fPmy8HuRnZ0NIsKECRPw1VdfQUVFBWfPnsWcOXMQERGBU6dOlWgM7ztz5gw6deqELl264NChQ0hISMCUKVPQrl07XL58Gerq6sW20bJlSyxbtkyuzMTERO75nTt30KJFC9SpUwc///wzjI2NhfivXLmCQ4cOCXXnzp0LmUyGH374ocjjx0ovPT0dY8eORUBAALKzs+W2nTx5En5+fvD29saqVaugoaFRQVGyTw4xatOmDdWoUYOys7MVtuXm5iqt36ioKAJAW7duVdg2aNAg0tLSUlrfyqalpUWDBg2q6DAqnfDwcAJAQUFBRdb7kP//pUuXkoWFBa1atYoAUFRU1MeEWmkcOXKEAFBgYKBcuUwmI3Nzc8rJySl1m1lZWWRhYUGtW7cutq6LiwtpamrS69evi617584dAkDHjx+XK//xxx9JIpFQTEyMUPb69WsyNjamPn36FNlmTk4OvXjxQqE8KCiIAND27duLjWvy5MkEgB48eFBs3YI0bdqU6tatK/ceef78eQJA69atK3Z/Kysr6tKlS7H1ZsyYQQDo/v37cuVDhw4lAJSYmChXbmdnR0OGDCnhKFhKSgoBIACUkpJSYJ20tDRydnYW6jk5OZG/vz8dPHiQ/P39ydHRUdjm7OxMaWlpSoulskhPTydfX1/hkZ6eXtEhfZL4lDrezoAYGxtDLFac8FVR+d8hysvLw5IlS2BjYyOcmvvuu+/w5MkTuX2sra3h5eWl0JaLiwtcXFwAvD212rRpUwCAt7e3cIrJz89Pbp/79++jc+fO0NbWRrVq1TBx4kRkZmbK1Zk9ezaaN28OQ0ND6OrqolGjRti8eTOISCEud3d3HD58GA0bNoRUKoWtrS0OHz4MAAgICICtrS20tLTQrFkzhVOy+af5//rrL7Rr1w5aWlqoUqUKRo0aJXe6K/+uw23btgnjyh83ANy+fRvdu3eHgYGBcHp027Ztcn3ln3retWsXZsyYAXNzc+jq6qJ9+/b4+++/FY7tl+7ff//FrFmzsG7dOujq6lZ0OGXqwIED0NbWRu/eveXKvb29ERsbi0uXLpW6TYlEAn19/QJf8+968OABzpw5gz59+pTouPr7+8PU1BQymUxhDG3btoWVlZVQpqurC09PT4SEhCAnJ6fQNlVVVWFkZKRQ3qxZMwDA48ePi42rSpUqAFDseAvy9OlTREVFYeDAgXL7t2jRArVr18aBAwdK3WZhJBIJAEBPT0+uXF9fHyoqKlBTU5MrHzhwIAIDA5GcnFxmMXzpxo4dizNnzkBXVxehoaG4cOEChg8fju7du2P48OGIjIxEaGgodHV1cebMGb6sgZUYJ5wAnJyccOnSJYwZMwaXLl1SOIWQ74cffsCUKVMgk8nw+++/Y+7cuTh+/DhatGiBFy9elKrPRo0aYevWrQCAmTNnIjIyEpGRkfDx8RHqZGdno1u3bmjXrh0OHTqEwYMHY+XKlVi8eLFcWzExMRg2bBj27t2L/fv3w9PTE6NHj8bcuXMV+r1x4wamTZuGKVOmYP/+/dDT04Onpyd8fX2xadMmLFiwADt37sTr16/h7u6O9PR0uf2zs7PRuXNntGvXDgcPHsSoUaPw66+/4ptvvhHqREZGQiqVonPnzsK41q1bBwD4+++/0aJFC/z1119YvXo19u/fj7p168LLywtLlixRiHf69Ol49OgRNm3ahA0bNuDff/9F165dkZubW6rjXdmMHDkSYrEYurq66NixI86dO6dQJz09HaamplBVVYWlpSVGjRqFxMREhXpEBB8fH7i7u6Nbt27lEX65un37NmxtbRWSpfr16wvbSyIvLw85OTmIjY2Fr68v/vnnn2Kv0d6yZYtwfEviyJEjaNOmjdwH1fT0dDx48ECI9/0xpKenIzo6ukTtvyv/cot69eopbCMi5OTk4M2bNzh+/DiWL1+Ofv36oXr16qXuJ//4FhZ/SY//2bNnoaOjA4lEgrp162L58uUKr+NBgwZBX18fP/zwA6Kjo5GcnIzDhw/j119/xciRI6GlpSVX38XFBampqYiIiCj1uJii+Ph4BAQEAACCg4MVPjjlk8lkCA4OBgBs3bqVr+lkJVOxE6yVw4sXL6hVq1bC9L5EIqEWLVrQwoULKTk5mYiI7t69SwBoxIgRcvteunSJAND06dOFMisrqwJPJzs7O5Ozs7PwvLhT6gBo7969cuWdO3emOnXqFDqW3Nxcys7Opjlz5pCRkRHl5eXJxSWVSunJkydC2fXr1wkAmZmZUWpqqlB+8OBBAkC///67QkyrVq2S63P+/PkEgM6dOyeUFXZKvW/fvqSurk7//fefXHmnTp1IU1OTkpKSiOh/p547d+4sV2/v3r0EgCIjIws9BpXZ1atXaezYsXTgwAE6e/YsbdmyhWxtbUlVVVXuNOyKFStoxYoVFBoaSqGhoTRjxgzS1NQkGxsb4Xcy3y+//EIGBgYUHx9PRERbt279rE6p16pVizp27KhQHhsbSwBowYIFJWqnY8eOwmtcV1eX9u/fX2T9nJwcsrCwIBsbmxK1/+zZMwJAixYtkit/+vQpAaCFCxcq7BMYGEgA6MKFCyXqI9+TJ0/IxMSEmjRpUuBlP7t27RLGCoC8vb0LvGSoJHbu3Fnoa27o0KGkpqZWbBsjRoygLVu20JkzZ+jgwYPUv39/AkADBgxQqHv37l2ysbGRi3/MmDFy72X5sv6vvTuPj+ls+wD+G8lklixkEcmExBqEWEMSUUEkFULFGksFtTyWR/VRxEOTaGkJfYtaUkuDJrQltZRIJRJejaSNtooKbUk8jYiQhSxGs1zvH3nnPMZMYkQmC9f385kP5z73Oee658xyzbnPfefvv0kkEtGyZctq1LZXzZPd2JmZmZSfn6/2UN3S4ObmptP+XF1dCQCtXLlSY1/PemRmZnKX+iuGBw0BsLS0xLlz53DhwgWcPn0aFy5cwJkzZ7B8+XJ89tlnSE1NRWJiIgBodJX37dsXnTt3xunTp7FmzZpajUskEmHEiBFqZd26ddMYSJKQkIAPP/wQqampePjwodq6nJwctRvze/ToATs7O2G5c+fOACqvFMjlco3yW7duacQ1efJkteVJkyZhxYoVSExMhIeHR7VtSkhIgJeXF1q1aqVWPm3aNJw8eRLJyclqo4GfvmKnuspy69YtuLm5VXushqhnz57o2bOnsPzaa6/B398fzs7OWLp0KV5//XUAwDvvvKO2nbe3N3r27ImxY8di586dwvpbt25h+fLl2Lhxo8YAjJeJSCSq0bonffrppygoKMCdO3cQGRmJCRMmYO/evZg4caLW+rGxsbh9+zbWr1+v0/5VA7Wsra2fO05d2wAAeXl5GDZsGIgIX331ldrVVJXXX38dqampKCwsRHJyMtatW4fc3FwcPnxYa31dVBWjLrFv3bpVbVl1S82WLVvwr3/9S3hPZGRkYMSIEWjRogUOHTqE5s2b44cffsDq1atRVFSE3bt3q+1HdWvE7du3a9SmV1nLli2rXBcYGKjTPqZNmyacn9WrV9dWaOwlxQnnE1xcXODi4gKgsut42bJl+OSTTxAWFibcv2Vra6uxnUKh0JqYvSi5XK4xAlAikUCpVArLP/74I3x8fDBw4EDs3LkTLVu2hJGREY4cOYI1a9ZodIlbWFioLavuiaqq/MljAZX3gD19P5mNjQ2AynthnyU3N7fK51DbPp4+lmo07NPtasyaNWsGPz8/hIeH49GjR1WORPf394exsbHa9Enz589H165dMWbMGGGKHNX9tEVFRXjw4IHG/XCNjaWlpdbXlur2gqdfu1Xp0KGD8P+RI0fC19cX8+fPx4QJE7QmYbt374ZYLMbUqVN12r/qNfn0e9bc3BwikahW2pCfnw9vb2/cvn0bCQkJaNu2rdZ65ubmwmfZoEGD0K5dOwQEBODo0aM6j7ZXUb0Hq4pf19ifNmXKFGzZsgUpKSlCwhkUFISHDx/i4sWLQvf5gAEDYGVlhRkzZmDq1Knw9PRU249UKn2pPg8aAm2f0dqoPvsZ0wXfw1kFsViMkJAQAJX3MKk+dO/cuaNRNysrC1ZWVsKyVCrVGNgD4Lnv89TFl19+CbFYjOPHj2P8+PHo16+f8EWjD2VlZRpfPNnZ2QA0k0NtLC0tq3wOAag9j68S+v8BXs+6WkREasnRlStXkJKSAnNzc+Exf/58AJWJxpODVBorZ2dnpKWlaQysuXz5MgDN6aR01bdvX+Tn5+PevXsa63JycnD8+HGMHDmyyiuWT1O9dp++z1Ymk6F9+/ZCvE+6fPkyZDJZlYnjk/Lz8zFkyBCkp6cjLi5O6z2VVVENMPr999913kZF9fxWFX9Nn3/Va/7J1/PFixfh5OSkca+maoCltvtF8/PzX9nPDX3R9hmtjeqznzFdcMKJqt9caWlpACqvvg0ePBgAEBkZqVYnNTUVaWlp8PLyEspat26NS5cuqdX7/fffNUZX18bVOpFIBENDQxgYGAhljx49whdffFHjfT5LVFSU2vL+/fsBQG0kukQi0douLy8vJCQkaMwTuW/fPsjl8kbZTf6i8vPzcfz4cfTo0aPaOe0OHTqEkpIStefoyy+/RGJiotpj2bJlAIDw8HBhBoLGzN/fH0VFRYiOjlYr37t3LxQKBVxdXZ97n0SEs2fPolmzZlp/KO3btw+lpaV46623dN6ng4MDZDIZbty4obUNCQkJaiPKCwsL8c0332DkyJHPHD2uSjZv3ryJU6dOqd2WoQvVLUHt27d/ru0AwM7ODn379kVkZKTaIJ+UlBRcv34do0ePfu59ApXPMQC117NCocBvv/2GoqIitbqq+VGf7gbOysqCUqmEk5NTjWJ4lWVmZiI/P1/tsWLFCgDQmDWkKqoBRitXrtTY17MeT8/uwl4B9XoHaQPh7OxMvr6+tG3bNkpISKD4+HjasGED2drakomJCV26dImIKm+QF4lEtGjRIvruu+/os88+I2tra2rVqpXaPHmRkZEEgObOnUvx8fG0e/du6tixI9na2qoNGiouLiaZTEYeHh6UmJhIqampdPv2bSKqeh7GkJAQevK0nT59mgDQ2LFj6dSpU3TgwAHq3bs3dejQgQBQenq6ULequfAA0Pz589XK0tPTCQCtX79eKAsMDCQjIyOyt7enNWvW0KlTpyg0NJQMDQ3J19dXbXtPT0+ytramY8eOUWpqKl27do2IiK5du0ampqbk6OhIkZGRFBMTIwwgCAsLE7avar5KVVzaBlo1BhMnTqRly5bRwYMHKTExkXbs2EEdO3YkQ0NDiouLIyKijIwM6tevH23evJliYmLo5MmTFBQURFKplLp06fLMG+xftkFDRJVzbpqbm9OOHTsoISGBZs2aRQAoMjJSrd6MGTPIwMBAbb7LkSNH0nvvvUfR0dF05swZ2r9/P/n4+BAA2rp1q9bjderUiVq1avXc8/AOHjyY3N3dNcpzcnLI1taWnJ2d6fDhwxQTE0MDBgwgU1NTSktLU6vbrl07ateunbBcUlJCffr0IZFIRJs2baLk5GS1x5NzVoaHh9PkyZNp7969lJCQQN9++y0tXbqUZDIZ9evXT23gkOq9pMt8uYmJiWRoaEj+/v4UFxdHUVFR1KpVK+ratSsplUqhXkZGBhkYGNCMGTOEsqioKBozZgx9/vnndPr0aYqOjqaAgAACQNOmTVM7ztGjR0kkEpGbmxt99dVXdPr0aVqzZg2ZmJiQk5MTPX78WK1+dHQ0ARA+o1n1njX35Z07d0gsFhMAOnXqVLX7OnXqlDDIVjVgsTZjaUh40FDt4ISTiL766iuaNGkSdejQgUxMTEgsFpO9vT29+eabdPXqVaFeeXk5rVu3jhwdHUksFpOVlRVNmTKF/vrrL7X9VVRUUFhYGLVt25akUim5uLhQQkKCxih1osrRpJ06dRLe5CEhIUSke8JJRPT5559Tx44dSSKRUNu2bemjjz6i3bt36yXhNDY2pkuXLtHAgQNJJpORhYUFzZ07V+MD4+LFi+Th4UFyuVyYIFjl8uXLNGLECGratCkZGRlR9+7dNRLIlzXh/Oijj6hHjx7UtGlTMjAwoObNm5O/vz/9+OOPQp28vDzy9/en1q1bk0wmIyMjI+rQoQMtXbpUGMVfnZcx4SwsLKSFCxeSjY0NGRkZUbdu3ejAgQMa9VQzKTz5ul+3bh316dOHzM3NycDAgCwtLen111+n48ePaz2WakLz4ODg545z9+7dZGBgQFlZWRrr/vzzTxo1ahSZmZmRXC4nLy8v+umnnzTqOTg4kIODg7Cses1X9XgyYUxKSiI/Pz9SKBRkZGREcrmcunfvTh988IHaLBREle9DABQUFKRT206dOkVubm4klUrJwsKCpk6dSnfv3lWroy2JTU5OJi8vL7KxsSGxWExyuZz69OlD27Zt05rQJyQkkI+PD9nY2JBMJiNHR0davHix1snv33zzTXJ2dtYpfqZbkqf6MWdmZlZl0nnq1CkyMzMjADR79my9xdJQcMJZO0RET80OzlgVpk2bhkOHDml0dzHGKimVStjb22Px4sXCrQ0N1bZt27B06VLcuHGjUc5w8PDhQygUCnzyySeYNWtWfYfTKBQXF8PExARA5aDCp++VBSpvyfL19cXZs2cBVN7yEBgYCBsbG2GeTtUfW/D09ERsbGyN/rylLrE0FEqlEmvXrhWWg4KC+E961gCPUmeMsVoilUqxatUqhIaGYsGCBQ36SzQxMRELFy5slMkmAHzyySewt7fH9OnT6zuUl4pMJsPJkyexaNEiREREICUlRW1mDKByUC3/LXX2vDjhZIyxWjR79mwUFBTg5s2bcHZ2ru9wqnTw4MH6DuGFmJmZYc+ePTX6c52sejKZDJ999hnef/997N69G2fOnEFhYSFMTU0xcOBAvPXWW432hwqrP9ylzhhjjL0CGlI3dkOK5Vm4S7128LRIjDHGGGNMr7gvgjHGGHsFGBsbo6F0ajakWFjd4CucjDHGGGNMrzjhZIwxxhhjesUJJ2OMMcYY0ytOOBljjDHGmF5xwskYY4wxxvSKE07GGGOMMaZXnHAyxhhjjDG94oSTMcYYY4zpFSecjDHGGGNMrzjhZIwxxhhjesUJJ2OMMcYY0ytOOBljjDHGmF5xwvmES5cuYfr06WjTpg2kUilMTEzQq1cvhIWFIS8vDwDQunVr+Pn51Uk8Z86cgUgkwqFDh+rkeKxuFBYWYunSpfDx8UHz5s0hEokQGhqqUW/z5s1wc3ODlZUVJBIJ7O3tERAQgN9++03rfj/99FN06tQJEokEbdq0wapVq1BaWqrn1tSNPXv2QCQSCQ9DQ0PY2toiICAAf/zxR432efr0abi4uMDY2BgikQhHjhyp3aAZY4wJDOs7gIZi586dmDdvHjp27IglS5bAyckJpaWluHDhAsLDw5GcnIzDhw/Xd5jsJZCbm4sdO3age/fuGDVqFHbt2lVlPV9fX3Tv3h3m5ua4efMm1q5dC1dXV/z000/o2LGjUHfNmjV47733EBQUBB8fH6SmpmLlypW4ffs2duzYUVdN07uIiAh06tQJSqUSSUlJWLNmDRITE3Ht2jWYm5vrvB8iwvjx4+Ho6Ihjx47B2NhY7flkjL26iAglJSXCslKpxN9//y0sFxcXo7y8HAAgl8shEonqPMZGiRidP3+eDAwMaOjQoaRUKjXWP378mI4ePUpERA4ODjR8+HC9xlNWVkZKpZISExMJAB08eFCvx9NVRUUFlZSU1HcYjV5FRQVVVFQQEdG9e/cIAIWEhOi07dWrVwkAvffee0LZ/fv3SSqV0uzZs9XqrlmzhkQiEf3222+1Fnt9iYiIIACUmpqqVr5q1SoCQJ9//vlz7S8zM5MA0Lp162ozTMZYI1dRUUH9+vUjADo9PDw8hM9zVj3uUgfw4YcfQiQSYceOHZBIJBrrjYyMMHLkSLWy2NhY9OrVCzKZDJ06dcLnn3+usV12djbmzJmDli1bwsjISOjmLCsrE+pkZGRAJBIhLCwMq1evRps2bSCRSJCYmCjUUSqV+Ne//gUbGxvIZDJ4enril19+0TjesWPH4O7uDrlcDlNTU3h7eyM5OVmtzrRp09C6dWuNbUNDQzV+pYlEIixYsADh4eHo3LkzJBIJ9u7dCwD4/vvv4e7uDqlUCjs7O7z33nvYtWsXRCIRMjIyNJ9kJlB1C9dE8+bNAQCGhv/tnIiNjYVSqcT06dPV6k6fPh1E9FJ3Fbu4uAAA7t69K5RduHABI0eOhIWFBaRSKXr27Imvv/5aWB8aGoqWLVsCAJYtWwaRSKT1PcEYe/WUlJTg/PnzOtdPSkpSuxrKqvbKd6mXl5cjISEBvXv3RqtWrXTa5tdff8XixYsRFBSEFi1aYNeuXXjrrbfQvn17DBgwAEBlstm3b180adIEwcHBaNeuHZKTk7F69WpkZGQgIiJCbZ+bN2+Go6MjNmzYADMzM3To0EFI3P7973+jV69e2LVrFx48eIDQ0FAMHDgQv/zyC9q2bQsA2L9/PyZPngwfHx8cOHAAjx8/RlhYGAYOHIjTp0+jf//+NXp+jhw5gnPnziE4OBg2NjawtrbGpUuX4O3tDUdHR+zduxdyuRzh4eGIjIys0TFY9crLy1FWVob09HQEBQXB2tpaLbm8cuUKAMDZ2VltO1tbW1hZWQnrX0bp6ekAAEdHRwBAYmIihg4dCldXV4SHh6Np06b48ssvMWHCBJSUlGDatGmYOXMmunfvjtGjR+Of//wnJk2apPWHJmOMsVpU35dY61t2djYBoICAAJ3qOzg4kFQqpVu3bglljx49IgsLC5ozZ45QNmfOHDIxMVGrR0S0YcMGAiB0c6anpxMAateuHf39999qdVVd6r169VK7ZJ+RkUFisZhmzpxJRETl5eWkUCjI2dmZysvLhXqFhYVkbW1N/fr1E8oCAwPJwcFBo10hISH09MsBADVt2pTy8vLUyseNG0fGxsZ07949oay8vJycnJwIAKWnp2t97pgmXbrUJRKJ0H3j6OhIV69eVVs/a9YskkgkWrd1dHQkHx+f2gy5Xqi61FNSUqi0tJQKCwspNjaWbGxsaMCAAVRaWkpERJ06daKePXsKyyp+fn5ka2srvD9U77v169fXeVsYYw1XUVGRzt3pqkdRUVF9h90ocJd6DfTo0QP29vbCslQqhaOjI27duiWUHT9+HIMGDYJCoUBZWZnw8PX1BQCcPXtWbZ8jR46EWCzWerxJkyapdcE6ODigX79+Qrf79evXkZWVhTfffBNNmvz3lJqYmGDMmDFISUmp8SX/wYMHawzGOHv2LAYPHgwrKyuhrEmTJhg/fnyNjsGqd/78eSQnJyMyMhKmpqYYNGiQxkj16rroX6Yb2t3c3CAWi2FqaoqhQ4fC3NwcR48ehaGhIf78809cu3YNkydPBgC1992wYcNw584dXL9+vZ5bwBhjr6ZXPuG0srKCXC4XuuZ0YWlpqVEmkUjw6NEjYfnu3bv49ttvIRaL1R5dunQBANy/f19te1tb2yqPZ2Njo7UsNzcXAIR/te1DoVCgoqIC+fn5OrRMk7Z95ubmokWLFhrl2srYi+vVqxfc3NwwefJkJCYmgojw73//W1hvaWkJpVKp9UdFXl4eLCws6jJcvdq3bx9SU1ORkJCAOXPmIC0tDRMnTgTw3/s43333XY333bx58wBovu8YY4zVjVf+Hk4DAwN4eXnh5MmTyMzMFAYTvCgrKyt069YNa9as0bpeoVCoLVd3FSo7O1trmSrxVf17584djXpZWVlo0qSJcJVSKpXi8ePHGvWq+iLWFpelpaXaII3q4mS1y9TUFJ06dcLvv/8ulKnu3bx8+TJcXV2F8uzsbNy/fx9du3at8zj1pXPnzsJAoUGDBqG8vBy7du3CoUOHhOdh+fLlGD16tNbteeojxhirH6/8FU6g8guKiDBr1iy1ubZUSktL8e233z7XPv38/HDlyhW0a9cOLi4uGo+nE87qHDhwAEQkLN+6dQvnz5/HwIEDAVR+idrZ2WH//v1q9YqLixEdHS2MXAcqJ67PyclRSxj//vtvfPfddzrH4+npiYSEBLUktaKiAgcPHtR5H6xm7t+/j8uXL6N9+/ZC2dChQyGVSrFnzx61uqrJ0keNGlW3QdahsLAwmJubIzg4GB06dECHDh3w66+/an3Pubi4wNTUtL5DZoyxV9Irf4UTANzd3bF9+3bMmzcPvXv3xty5c9GlSxeUlpbil19+wY4dO9C1a1eMGDFC532+//77iIuLQ79+/bBw4UJ07NgRSqUSGRkZiImJQXh4uM5XU3NycuDv749Zs2bhwYMHCAkJgVQqxfLlywFU3j8ZFhaGyZMnw8/PD3PmzMHjx4+xfv16FBQUYO3atcK+JkyYgODgYAQEBGDJkiVQKpXYvHmzMImtLlasWIFvv/0WXl5eWLFiBWQyGcLDw1FcXCzEw6p38uRJFBcXo7CwEABw9epV4S9KDRs2DKWlpfD29sakSZPQoUMHyGQy/P7779i0aRMeP36MkJAQYV8WFhZYuXIl3nvvPVhYWAgTv4eGhmLmzJlwcnKqlzbWBXNzcyxfvhxLly7F/v378dlnn8HX1xevv/46pk2bBjs7O+Tl5SEtLQ0///xztT+K3n//fbz//vs4ffo0PD0967AVjDH2CqjfMUsNy8WLFykwMJDs7e3JyMiIjI2NqWfPnhQcHEw5OTlEVPXE756enuTp6alWdu/ePVq4cCG1adOGxGIxWVhYUO/evWnFihXCqLbqRsuqRql/8cUXtHDhQmrevDlJJBJ67bXX6MKFCxr1jxw5Qq6uriSVSsnY2Ji8vLwoKSlJo15MTAz16NGDZDIZtW3blrZs2VLlKPX58+drfa7OnTtHrq6uJJFIyMbGhpYsWULr1q0jAFRQUKD9CWYCBweHKkc8pqenk1KppJkzZ1Lnzp3JxMSEDA0NqWXLljRlypQqJ3LftGkTOTo6kpGREdnb21NISIjGzAeNVVUTvxNVzhJhb29PHTp0oLKyMvr1119p/PjxZG1tTWKxmGxsbGjw4MEUHh4ubKPtfad6DyQmJtZFkxhjDRCPUtcfEdETfbCMvQAfHx9kZGSo3V/IGGOMNRbFxcUwMTF5rm2KiopgbGysp4heHtylzmrkX//6F3r27IlWrVohLy8PUVFRiIuLw+7du+s7NMYYY6xG5HI5PDw8kJSUpFN9Dw8PYYwEqx4nnKxGysvLERwcjOzsbIhEIjg5OeGLL77AlClT6js0xhhjrEZEIhHOnTunNs2cUqnExx9/LCwvXrwYUqkUQGWC+jLNdaxP3KXOGGOMMVYFpVKpNvg2KChISDiZ7ng4MWOMMcYY0ytOOBljjDHGmF5xwskYY4wxxvSKE07GGGOMMaZXnHAyxhhjjDG94oSTMcYYY4zpFSecjDHGGGNMrzjhZIwxxhhjesUJJ2OMMcYY0ytOOBljjDHGmF5xwskYY4wxxvSKE07GGGOMMaZXnHAyxhhjjDG94oSTMcYYa8CKi4shEokgEolQXFxc3+Fo1RhiZPWLE07GGGOMMaZXnHA+ISUlBePGjYOtrS2MjIxga2uL8ePHIzU1tb5D04usrCyEhobi4sWL9R3KKyMhIQEzZsxAp06dYGxsDDs7O7zxxhv46aef1OoREXbu3InevXvDzMwMlpaW8PT0xIkTJ+opcsYYY6zmOOH8f59++ik8PDyQmZmJsLAwxMfHY/369fjrr7/g5uaGHTt21HeItS4rKwurVq3ihLMObd++HRkZGXj77bcRExODTZs2IScnB25ubkhISBDqhYSEYPbs2ejbty+io6OxZ88eSCQS+Pn54ZtvvqnHFtSPoqIiLFq0CAqFAlKpFD169MCXX36p07aZmZlYtGgRPD090axZM4hEIuzZs6fK+sXFxQgODoajoyMkEgksLS0xaNAg/PHHHzod78aNG5BIJEhOTlYrv3nzJkaPHo1mzZrBxMQE3t7e+Pnnn3XaJwD8/PPPGDJkCExMTNCsWTOMHj0aN2/e1Fr31q1bmDFjBhQKBSQSCezs7ODv76/zsbSJj4+Hu7s75HI5rKysMG3aNOTk5Dz3fu7evQtLS0uIRCIcOnRIa53vv/8ew4YNg7m5OWQyGTp06IAPPvhArc6AAQOwaNGimjTlpXT37l2sWbMGPj4+cHd3h4+PDz788EPcvXu3vkNjrBIx+v7776lJkybk5+dHpaWlautKS0vJz8+PDAwM6Mcff6ynCPUjNTWVAFBERER9h/LKuHv3rkZZYWEhtWjRgry8vIQyOzs76t+/v1q9R48eUdOmTWnkyJF6j7Oh8fb2pmbNmlF4eDglJCTQzJkzCQBFRUU9c9vExESysrKiIUOG0MSJE6t9zRcWFpKLiwspFAravHkznTlzho4ePUrLli2jixcv6hTrqFGjaPjw4WplOTk5pFAoqEuXLhQdHU0nTpyg/v37k6mpKV27du2Z+0xLSyNTU1N67bXX6MSJExQdHU1dunQhhUJBOTk5anUvX75MlpaW1KdPH4qKiqKzZ8/Sl19+SdOnT9cpfm3OnDlDhoaG9MYbb9CpU6coMjKS7OzsqGvXrqRUKp9rX2PGjCGFQkEA6ODBgxrro6KiqEmTJhQQEEDHjh2jhIQE2rlzJ61atUojJrFYrNPz19gVFRURAAJARUVFautKSkpo1qxZJBaLhTpPPsRiMc2ePZsePXpUbzE2do8ePaKQkBDhoe/n8mXFCScRDR8+nAwMDOivv/7Suv4///kPGRgYkL+/PxERBQYGkoODg0a9kJAQejqHr6iooK1bt1L37t1JKpVSs2bNaMyYMXTjxg2N7ePi4mjw4MFkampKMpmM+vXrR/Hx8VqPceXKFQoICCAzMzOytram6dOnU0FBgVrdr7/+mvr27UtmZmYkk8moTZs2wpdOYmKi1g+nkJAQYfujR4+Sm5sbyWQyMjExoSFDhtD58+eF9VeuXCEA9PXXXwtlFy5cIADk5OSkFsuIESOoV69ewrKDgwMNHz6cTp48ST179iSpVEodO3ak3bt3azsFL71BgwaRo6OjsNy6dWuNpIWIqEWLFjR+/Pi6DK3enThxggDQ/v371cq9vb1JoVBQWVlZtduXl5cL/3/Wj6y3336bjI2Ntb4/dXH16lUCQLGxsWrlS5YsIbFYTBkZGULZgwcPyMrKSqfzOW7cOLKysqIHDx4IZRkZGSQWi2np0qVCWUVFBfXo0YN69Ojx3Ilgdfr06UNOTk5qP8iTkpIIAG3btk3n/Rw6dIhMTExo7969WhPOzMxMMjY2prlz5+q0v65du9KsWbN0Pn5jVVUyV1JSQp6ensI6d3d32r59Ox05coS2b99Obm5uwjpPT08qKSmp8xhfBpxw1o5XPuEsKysjuVxOrq6u1dbr27cvmZqaUnl5+XMlnKpfnosXL6bY2Fjav38/derUiVq0aEHZ2dlCvS+++IJEIhGNGjWKvvnmG/r222+FK6tPJp2qY3Ts2JGCg4MpLi6O/ud//ockEonaFYzz58+TSCSigIAAiomJoYSEBIqIiKA333yTiCq/7CIiIggArVy5kpKTkyk5OVlIuqOioggA+fj40JEjR+irr76i3r17k5GREZ07d044jq2tLc2ePVtYXrt2LclkMgJAt2/fJqLKq8RmZmZqX4wODg7UsmVLcnJyon379tF3331H48aNIwB09uzZas/Fy6agoICaNm0q/KAhIvrkk0/IwMCAdu3aRXl5eZSVlUXvvPMOSaVS+v777+sx2ro3c+ZMMjEx0eh92L9/PwGgpKQknfdVXcJZXFxMxsbGNG3atBrH+s9//pNsbGzUklwiovbt29Prr7+uUX/27Nkkk8k02vak0tJSkslkNGfOHI11Pj4+1KFDB2H5zJkzBID27NlT4zY8LTMzkwDQRx99pLHO0dGRvL29ddpPbm4utWjRgjZt2iT84H064QwNDSUAaol5ddatW0fGxsb08OFDneo3VlUlc7NmzSIAZGZmRqdOndK67alTp8jMzIwAqH1W11WMLwNOOGvHK59wZmdnEwAKCAiott6ECRMIAN27d0/nhDM5OZkA0Mcff6xW76+//iKZTCYkYMXFxWRhYUEjRoxQq1deXk7du3envn37ahwjLCxMre68efNIKpVSRUUFERFt2LCBAGhc9XxSVV++5eXlpFAoyNnZWe2Ls7CwkKytralfv35C2ZQpU6ht27bC8pAhQ2jWrFlkbm5Oe/fuJaL/Xgl58gPRwcGBpFIp3bp1Syh79OgRWVhYaP1ifZlNnjyZDA0N6cKFC2rl4eHhJJFIhA9xCwsLiouLq6co64+bmxv16dNHo1x1hf2zzz7TeV/VJZz/+7//SwBozZo19I9//IOaNWtGYrGYevfuTcePH9dp/23bttW4YllSUkIikYiWLFmiUX/Lli0EgK5fv17lPq9du0YAaOvWrRrr3n33XRKJRMIX4Pvvv08AKDo6mnx9fUkikZCxsTENHz6c0tLSdGrD02JjYwkAnThxQmPd2LFjydbWVqf9TJ48mdzc3Ki8vLzKhHPw4MFkYWFBsbGx1L17dzIwMKDmzZvTnDlz1K7uqvzwww8EgI4dO1ajtjUW2pK5O3fuCN3oVSWbKqdOnRK615+80KHvGF8WnHDWDh40pCMiAgCIRCKdtzl+/DhEIhGmTJmCsrIy4WFjY4Pu3bvjzJkzAIDz588jLy8PgYGBavUqKiowdOhQpKamasxrNnLkSLXlbt26QalUCjfx9+nTBwAwfvx4fP3117h9+7bOcV+/fh1ZWVl488030aTJf18iJiYmGDNmDFJSUlBSUgIA8PLyws2bN5Geng6lUonvv/8eQ4cOxaBBgxAXFwegcrCBRCJB//791Y7To0cP2NvbC8tSqRSOjo64deuWzrE2du+99x6ioqLwySefoHfv3kJ5REQE3n77bSxYsADx8fGIiYmBj48P3njjDXz33Xf1GHHdy83NhYWFhUa5qiw3N7dWjqN6j6xbtw6XL1/Gvn37cPjwYZiZmWHEiBHPfN5zcnJw8+ZN9OrVS608Pz8fRFTjNqjWVbU9ESE/P1+tDdOnT4dCocCJEycQHh6OK1eu4LXXXsOdO3eqbUNNjq/L83/ixAl8/fXX2Llzp9pnytNu376NkpISjBs3DhMmTEB8fDyWLFmCffv2YdiwYcLnsErPnj0hEomQlJT0nK1qvAoKClBQUIAtW7agtLQUbm5u8Pb2rnYbb29vuLq6orS0FFu2bBH2UdsPxqpjWN8B1DcrKyvI5XKkp6dXWy8jIwMymQyWlpY67/vu3bsgIrRo0ULr+rZt2wr1AGDs2LFV7isvLw/GxsbC8tNxSCQSAMCjR48AVI7gPHLkCDZv3oypU6fi8ePH6NKlC1asWIGJEydWG7fqC8TW1lZjnUKhQEVFBfLz8yGXyzFkyBAAlUllmzZtUFpaisGDB+Pu3bvCqNL4+Hh4eHhAJpOp7UvbcymRSIQ2vOxWrVqF1atXY82aNViwYIFQnp+fj/nz52PmzJnYsGGDUO7r64uBAwfiH//4xzNfry+b6n7oPc+PwOpUVFQAAIyMjHDy5EmYmpoCAAYNGiSMkn799der3D4rKwsAYG1t/dxx6tIGXbZXtcHd3R27du0S1nft2hU9e/bE1q1bsXr16mce63mO/6zYHzx4gDlz5mDZsmXo2rVrtXUrKiqgVCoREhKCoKAgAMDAgQNhZGSERYsW4fTp08JnDgCIxWI0a9bsuX5QN3YtW7ZUWw4MDNRpu2nTpuGHH37A6tWra/waYOxFvPIJp4GBAQYPHoyTJ08iMzNT480MVE6r8tNPP2Ho0KEAKq/EPX78WKPe/fv31ZatrKwgEolw7tw5ISF8kqrMysoKQOXUTG5ublrjrCpprc4bb7yBN954A48fP0ZKSgo++ugjTJo0Ca1bt4a7u3uV26kSQW1XQ7KystCkSROYm5sDqPzwc3R0RHx8PFq3bg0XFxc0a9YMXl5emDdvHn744QekpKRg1apVzx3/y2zVqlUIDQ1FaGgo/v3vf6utu379Oh49eiRcpX6Si4sLzp49i6KiIpiYmNRVuPXK0tJS61W0vLw8ANqvvNX0OADQr18/IdkEALlcDk9PTxw5cqTa7VU/lKRSqVq5ubk5RCJRjdugiquq7UUiEZo1a6ZW9+nEuEePHrC1tX2uaZh0Pf6znv8VK1ZALBZjwYIFwlWwoqIiAEBJSQkKCgrQtGlTiEQiWFpa4o8//tCI39fXF4sWLRKmhnqSVCp9ZX6kaqPtwoA2NjY2eo6EsepxlzqAoKAgEBHmzZuH8vJytXXl5eWYO3cuysvL8fbbbwMAWrdujZycHLX5zf7++2+NLjc/Pz8QEW7fvg0XFxeNh7OzMwDAw8MDzZo1w9WrV7XWc3FxgZGRUY3bJ5FI4OnpiXXr1gEAfvnlF6EcgMaHdceOHWFnZ4f9+/erdWEVFxcjOjpamItPZciQIUhISEBcXJzQtePo6Ah7e3sEBwejtLRU40viVfbBBx8gNDQUK1euREhIiMZ6hUIBoPIPETyJiJCSkgJzc3O1q90vO2dnZ6SlpaGsrEyt/PLlywDwzKtmuurWrVuV64io2q5g4L8/HFVJpIpMJkP79u2FeJ90+fJlyGQyobdDm3bt2kEmk1W5ffv27YUk90XboI3q+a3q+M96/q9cuYKMjAzY2NjA3Nwc5ubmGDFiBIDKq3Pm5uZ48OBBtfGrPoe0xZ+fny88968iXW+TyM7O1nMkjFXvlb/CCVQmfBs3bsTbb7+N/v37Y8GCBbC3t8d//vMfbN26FcnJyQgNDRWSqQkTJiA4OBgBAQFYsmQJlEolNm/erJGsenh4YPbs2Zg+fTouXLiAAQMGwNjYGHfu3MH3338PZ2dnzJ07FyYmJvj0008RGBiIvLw8jB07FtbW1rh37x5+/fVX3Lt3D9u3b3+uNgUHByMzMxNeXl5o2bIlCgoKsGnTJojFYnh6egL47xdZVFQUOnfuDBMTEygUCigUCoSFhWHy5Mnw8/PDnDlz8PjxY6xfvx4FBQVYu3at2rG8vLywbds23L9/Hxs3blQrj4iIgLm5udr9ia+yjz/+GMHBwRg6dCiGDx+ukVS6ubnB3t4eo0ePxo4dOyCRSDBs2DA8fvwYe/fuRVJSEj744INa60ZuDPz9/bFz505ER0djwoQJQvnevXuhUCjg6upaK8extbWFu7s7kpKS8PDhQ5iZmQGovAp39uzZKnsfVBwcHCCTyXDjxg2tbdi4cSP++usvtGrVCgBQWFiIb775BiNHjoShYdUfxYaGhhgxYgS++eYbhIWFCVdf//Of/yAxMRHvvPOOUNfX1xdyuRwnT55UK//555+RnZ39zDZoY2dnh759+yIyMhLvvvsuDAwMAFT+ILp+/fozJ1/fuHGjxv19Fy9exDvvvIPQ0FB4enoKV+vHjBmDHTt24OTJk+jZs6dQPyYmBgA04s/KyoJSqYSTk9Nzt6uxyszMhLGxMTZs2IA1a9Zg7969+Mc//vHM7VR/7GDlypVYvHhxrcdVXFystYeQMUH9jFVqmM6fP09jxoyhFi1aUJMmTQgASaVSraMzY2JiqEePHiSTyaht27a0ZcsWrdMiERF9/vnn5OrqSsbGxiSTyahdu3Y0depUjVHJZ8+epeHDh5OFhQWJxWKys7Oj4cOHq43kVB3j3r17atuqpjhKT08nIqLjx4+Tr68v2dnZkZGREVlbW9OwYcPUpjQiIjpw4AB16tRJGO345DycR44cIVdXV5JKpWRsbExeXl5ap6DJz8+nJk2akLGxMf39999CuWpqpdGjR2tso5qH82menp7k6empUf6yeHLOPG0PlUePHtH69eupW7duZGpqShYWFuTm5kaRkZHCTASvEm9vbzI3N6cdO3ZQQkKCMB1MZGSkWr0ZM2aQgYGBxrQ6Bw8epIMHD9K6desIAM2fP18oe1JSUhIZGRmRm5sbHT58mI4cOUKvvfYaicVitTloqzJ48GByd3fXKM/JySFbW1tydnamw4cPU0xMDA0YMIBMTU01Ro+3a9eO2rVrp1aWlpZGJiYmNGDAAIqJiaFvvvmGunbtqnXid9UMFYGBgRQbG0t79uyhVq1akb29PeXm5gr10tPThXrPkpiYSIaGhuTv709xcXEUFRVFrVq10pj4PSMjgwwMDGjGjBnP3B+qmPh9xIgRJJFI6IMPPqC4uDj66KOPSCqVkp+fn0bd6OhoAkCXLl16ZhsaMx6lXr94lHrt4ISzGqrJiZ+cP5IxVvcKCwtp4cKFZGNjQ0ZGRtStWzc6cOCARr3AwEC1H14quiT5KufOnSNPT0+Sy+Ukl8tp8ODBOs/1uXv3bjIwMKCsrCyNdX/++SeNGjWKzMzMSC6Xk5eXF/30008a9RwcHLROu3bhwgXy8vIiuVxOZmZmNGrUKPrzzz+1xrFz507q2rUrGRkZkaWlJU2ePFnjD1tcvnyZAFBQUJBObTt16hS5ubmRVColCwsLmjp1qsZfztI1ia0u4SwpKaFly5ZRq1atyNDQkOzt7Wn58uVaJ7J/8803ydnZWaf4GzOeh7N+ccJZO0RET80zwdSsW7cOQUFBWLVqFYKDg+s7HMZYA6ZUKmFvb4/Fixdj2bJl9R1OtbZt24alS5fixo0bNRqUWN8ePnwIhUKBTz75BLNmzarvcPSquLhYuO2gqKhIuIf70aNH8PX1xdmzZwFU3nIQGBgIGxsbZGdnY8+ePfjhhx8AAJ6enoiNjdUY1KbvGF8GSqVS7VayoKAgvT2PLzNOOBljrBZt374doaGhuHnzZoP+0h03bhw6dOiADz/8sL5DqZFVq1bhq6++wqVLl6q9B/ZlUF0y9+jRIyxatAgREREoLS3V2FYsFmP69OnYtGmTXpMkTjjZs7zc71LGGKtjs2fPRkFBAW7evCnMRNEQHTx4sL5DeCFmZmbYs2fPS59sPotMJsNnn32G999/H7t378aZM2dQWFgIU1NTDBw4EG+99VajvILNXj58hZMxxhhrwBrD1cPGEGNN8RXO2sHzcDLGGGOMMb16tfsiGGOMsQbO2NhY4+/INzSNIUZWv/gKJ2OMMcYY0ytOOBljjDHGmF5xwskYY4wxxvSKR6kzxhhjDcTIkSNx48aN+g6DPYGIcP/+fWHZysoKIpGoHiN6Me3atcOxY8fq/LiccDLGGGMNhKmpKUpLS9GuXbv6DuWFqRJnbkvDcePGDYjFYhQWFtb5sXmUOmOMMdZA2NvbAwB+++23eo7kxXXp0gUAt6UhUbWjPvA9nIwxxhhjTK844WSMMcYYY3rFCSdjjDHGGNMrTjgZY4wxxpheccLJGGOMMcb0iqdFYowxxhhjesVXOBljjDHGmF5xwskYY4wxxvSKE07GGGOMMaZXnHAyxhhjjDG94oSTMcYYY4zpFSecjDHGGGNMrzjhZIwxxhhjesUJJ2OMMaZnRUVFWLRoERQKBaRSKXr06IEvv/xSp21zcnIwbdo0WFlZQS6Xw93dHadPn9ZzxFWraVv27NkDkUik9ZGdnV0HkasrLCzE0qVL4ePjg+bNm0MkEiE0NFTn7RvSeXmRttTVeTGstT0xxhhjTKvRo0cjNTUVa9euhaOjI/bv34+JEyeioqICkyZNqnK7x48fw8vLCwUFBdi0aROsra2xdetWDB06FPHx8fD09KzDVlSqaVtUIiIi0KlTJ7UyS0tLfYVbpdzcXOzYsQPdu3fHqFGjsGvXLp23bWjn5UXaoqL380KMMcYY05sTJ04QANq/f79aube3NykUCiorK6ty261btxIAOn/+vFBWWlpKTk5O1LdvX73FXJUXaUtERAQBoNTUVH2HqZOKigqqqKggIqJ79+4RAAoJCdFp24Z2Xl6kLXV1XrhLnTHGGNOjw4cPw8TEBOPGjVMrnz59OrKysvDDDz9Uu23Hjh3h7u4ulBkaGmLKlCn48ccfcfv2bb3FXVU8NW1LQ6PqNq6JhnZeXqQtdYUTTsYYY0yPrly5gs6dO8PQUP0utm7dugnrq9tWVU/btr/99lstRvpsL9IWFT8/PxgYGMDCwgKjR4/WaZuGpqGdl9qg7/PC93AyxhhjepSbm4u2bdtqlFtYWAjrq9tWVe95t9WHF2mLjY0NVqxYATc3N5iZmeHy5ctYu3Yt3NzckJSUhO7du+st7trW0M7Li6ir88IJJ2OMMaZn1XV3Pqsr9EW21YeaxjN06FAMHTpUWB4wYACGDx8OZ2dnBAcH4+jRo7Uap741tPNSU3V1XrhLnTHGGNMjS0tLrVe88vLyAEDrlbLa2FYfajue1q1bo3///khJSamV+OpKQzsvtU0f54UTTsYYY0yPnJ2dkZaWhrKyMrXyy5cvAwC6du1a7baqes+7rT68SFuqQkRo0qRxpSMN7bzoQ22fl8Z1hhljjLFGxt/fH0VFRYiOjlYr37t3LxQKBVxdXavd9tq1a2qjv8vKyhAZGQlXV1coFAq9xV1VPDVtizbp6elISkqCm5tbbYapdw3tvNQ2fZwXvoeTMcYY0yNfX194e3tj7ty5ePjwIdq3b48DBw4gNjYWkZGRMDAwAAC89dZb2Lt3L27cuAEHBwcAwIwZM7B161aMGzcOa9euhbW1NbZt24br168jPj6+UbVlyJAhGDBgALp16yYMTgkLC4NIJMIHH3xQ520BgJMnT6K4uBiFhYUAgKtXr+LQoUMAgGHDhkEulzeK8/Iibamz86LXWT4ZY4wxRoWFhbRw4UKysbEhIyMj6tatGx04cECtTmBgIAGg9PR0tfLs7GyaOnUqWVhYkFQqJTc3N4qLi6vD6NXVtC2LFi0iJycnMjU1JUNDQ1IoFDRlyhS6fv16HbfgvxwcHAiA1ocq9sZyXmralro6LyIiotpLXxljjDHGGFPH93AyxhhjjDG94oSTMcYYY4zpFSecjDHGGGNMrzjhZIwxxhhjesUJJ2OMMcYY0ytOOBljjDHGmF5xwskYY4wxxvSKE07GGGOMMaZXnHAyxhhjjDG94oSTMcYYY4zpFSecjDHGGGuwUlJSMG7cONja2sLIyAg2NjYYO3YskpOT1ert2bMHIpFIeBgaGsLW1hYBAQH4448/6il6psIJJ2OMMcYapE8//RQeHh7IzMxEWFgY4uPjsWHDBty+fRv9+/fHli1bNLaJiIhAcnIy4uPjsWDBAhw7dgz9+/dHfn5+PbSAqRjWdwCMMcYYY09LSkrCokWLMGzYMBw+fBiGhv9NWQICAuDv74+3334bPXv2hIeHh7Cua9eucHFxAQAMHDgQ5eXlCAkJwZEjRzB9+vQ6bwerxFc4GWOMMdbgfPTRRxCJRNi+fbtasgkAhoaG2LZtG0QiEdauXVvtflTJ5927d/UWK3s2TjgZY4wx1qCUl5cjMTERLi4uaNmypdY6rVq1Qu/evZGQkIDy8vIq95Weng4AcHR01EusTDeccDLGGGOsQbl//z5KSkrQpk2bauu1adMGJSUlyM3NFcrKy8tRVlaGoqIifPfdd1i9ejUGDBiAkSNH6jtsVg2+h5MxxhhjjRIRAQBEIpFQ5ubmplanc+fOOHr0qEa3PKtbfIWTMcYYYw2KlZUV5HK50B1elYyMDMjlclhYWAhl+/btQ2pqKhISEjBnzhykpaVh4sSJ+g6ZPQOn+4wxxhhrUAwMDDBo0CDExsYiMzNT632cmZmZ+Omnn+Dr6wsDAwOhvHPnzsJAoUGDBqG8vBy7du3CoUOHMHbs2DprA1PHVzgZY4wx1uAsX74cRIR58+ZpDAoqLy/H3LlzQURYvnx5tfsJCwuDubk5goODUVFRoc+QWTU44WSMMcZYg+Ph4YGNGzfixIkT6N+/P6KionDu3DlERUXhtddeQ0xMDDZu3Ih+/fpVux9zc3MsX74caWlp2L9/fx1Fz54mItUdt4wxxhhjDUxKSgo+/vhjnDt3Drm5ubCwsED//v3x7rvvwt3dXai3Z88eTJ8+HampqUKXuopSqUTHjh0hkUiQlpam1gXP6gYnnIwxxhhjTK+4S50xxhhjjOkVJ5yMMcYYY0yvOOFkjDHGGGN6xQknY4wxxhjTK044GWOMMcaYXnHCyRhjjDHG9IoTTsYYY4wxpleccDLGGGOMMb3ihJMxxhhjjOkVJ5yMMcYYY0yvOOFkjDHGGGN6xQknY4wxxhjTK044GWOMMcaYXnHCyRhjjDHG9IoTTsYYY4wxpleccDLGGGOMMb3ihJMxxhhjjOnV/wFXa5i5nvPGPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(8,3), dpi=150, figsize=(5,3),\n",
    "                        df=df, vertical_align=True)\n",
    "fp.errorbar(errorbar_kwds=None)\n",
    "fp.ax2.set_xlim([0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "y_header=1.7\n",
    "fp.embed_cate_strings(\"category\", 0.30, header=\"Category\", \n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\"),\n",
    "                 y_header=y_header\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.36, header=\"All participants\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"nobs\", 0.60, header=\"N\", y_header=y_header)\n",
    "fp.ax1.text(0.60, 0.8, \"712\")\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\", y_header=y_header)\n",
    "fp.horizontal_variable_separators()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "763a1284-79cf-4aff-8475-2b604a31c825",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(5,3), \n",
    "                    figsize=(7,3), \n",
    "                    dpi=150, \n",
    "                    df=df,\n",
    "                    hide_spines=[\"top\", \"right\"],\n",
    "                    yticks_show=True)\n",
    "\n",
    "fp.errorbar()\n",
    "fp.ax2.set_xlim([0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "fp.embed_strings(\"category\", 0.3, header=\"Category\",\n",
    "                 duplicate_hide=True,\n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\")\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.53, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e523e44-c851-4877-96e0-b5f4a1e73f97",
   "metadata": {},
   "source": [
    "### Change styles of errorbars and horizontal lines "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7f5e31a0-2199-4b32-b27a-590d221e1a2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(fmt=\"o\", \n",
    "                     capsize=0, \n",
    "                     lw=1,\n",
    "                     markeredgecolor=\"black\",  \n",
    "                     ecolor=\"red\", \n",
    "                     color='red'\n",
    "                     )\n",
    "ref_kwds = dict(marker=\"D\", s=26, color=\"blue\")\n",
    "\n",
    "fp = mfp.SimpleForestPlot(ratio=(5,3), \n",
    "                    figsize=(7,3), \n",
    "                    dpi=150, \n",
    "                    df=df,\n",
    "                    )\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, ref_kwds=ref_kwds)\n",
    "fp.ax2.set_xlim([0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, \n",
    "               color=\"black\", alpha=0.5, ls=\"--\", lw=0.8)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "fp.embed_strings(\"category\", 0.33, header=\"Category\",\n",
    "                 duplicate_hide=True,\n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\")\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.56, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"risk_pretty\", 0.75, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators(scale=0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "931c3646-32f9-4895-9762-aab29e616620",
   "metadata": {},
   "source": [
    "### Log scale with vertical align of categories\n",
    "Values are converted with np.log so that ticks should be edited by similarly np.log. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2dbfc0b4-f8a6-4bfe-9e01-13235a5570fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(8,3), dpi=150, figsize=(5,3), df=df,\n",
    "                          vertical_align=True)\n",
    "fp.errorbar(errorbar_kwds=None, log_scale=True)\n",
    "\n",
    "xticklabels = [0.1, 0.5, 1.0, 2.0]\n",
    "fp.ax2.set_xlim(np.log([0.05, 1.5]))\n",
    "fp.ax2.set_xticks(np.log(xticklabels))\n",
    "fp.ax2.set_xticklabels(xticklabels)\n",
    "fp.ax2.set_xlabel(\"OR (log scale)\")\n",
    "fp.ax2.axvline(x=0, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.3, 1])\n",
    "fp.embed_cate_strings(\"category\", 0.3, header=\"Category\", \n",
    "                      text_kwds=dict(fontweight=\"bold\"),\n",
    "                      header_kwds=dict(fontweight=\"bold\")\n",
    "                      )\n",
    "fp.embed_strings(\"item\", 0.36, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"nobs\", 0.60, header=\"N\")\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1093052d-355a-4df3-8f11-ae97526eabcb",
   "metadata": {},
   "source": [
    "### Draw markers for outer range of confidence intervals\n",
    "In default, draw_outer_marker put triangles to indicate outer range of confidence intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "39b487d5-1558-448b-a31e-8d7535d5ef24",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.421597\n",
      "         Iterations 7\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\", \"class\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "data1 = data[data[\"class\"] == \"First\"]\n",
    "res1 = smf.logit(\"survived ~ sex + age + embark_town\", data=data1).fit()\n",
    "order = [\"age\", \"sex\", \"embark_town\"]\n",
    "cont_cols = []\n",
    "item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "              \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "              }\n",
    "\n",
    "df = mfp.statsmodels_pretty_result_dataframe(data1, res1,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "70a1b20f-52d8-48e1-9fe6-cfafb46ba41c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(8,3), dpi=150, figsize=(5,3), df=df,\n",
    "                          vertical_align=True)\n",
    "fp.errorbar(errorbar_kwds=None, log_scale=True)\n",
    "\n",
    "xticklabels = [0.1, 0.5, 1.0, 2.0]\n",
    "fp.ax2.set_xlim(np.log([0.05, 1.5]))\n",
    "fp.ax2.set_xticks(np.log(xticklabels))\n",
    "fp.ax2.set_xticklabels(xticklabels)\n",
    "fp.ax2.set_xlabel(\"OR (log scale)\")\n",
    "fp.ax2.axvline(x=0, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "fp.embed_cate_strings(\"category\", 0.3, header=\"Category\", \n",
    "                      text_kwds=dict(fontweight=\"bold\"),\n",
    "                      header_kwds=dict(fontweight=\"bold\")\n",
    "                      )\n",
    "fp.embed_strings(\"item\", 0.36, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"nobs\", 0.60, header=\"N\")\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators()\n",
    "fp.draw_outer_marker(log_scale=True, scale=0.008)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ce0a0aa-12f8-475a-984c-9b537dc38327",
   "metadata": {},
   "source": [
    "### Multiple confidence bands "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "26cddb8a-6534-4504-834b-466ffca34ca6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.421597\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.295225\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.476894\n",
      "         Iterations 7\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\", \"class\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "data1 = data[data[\"class\"] == \"First\"]\n",
    "data2 = data[data[\"class\"] == \"Second\"]\n",
    "data3 = data[data[\"class\"] == \"Third\"]\n",
    "res1 = smf.logit(\"survived ~ sex + age + embark_town\", data=data1).fit()\n",
    "res2 = smf.logit(\"survived ~ sex + age + embark_town\", data=data2).fit()\n",
    "res3 = smf.logit(\"survived ~ sex + age + embark_town\", data=data3).fit()\n",
    "\n",
    "order = [\"age\", \"sex\", \"embark_town\"]\n",
    "cont_cols = []\n",
    "item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "              \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "              }\n",
    "\n",
    "df1 = mfp.statsmodels_pretty_result_dataframe(data1, res1,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )\n",
    "df2 = mfp.statsmodels_pretty_result_dataframe(data2, res2,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )\n",
    "df3 = mfp.statsmodels_pretty_result_dataframe(data3, res3,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "331d13b7-bfdd-4d1e-a3a3-44c22d9381f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(fmt=\"o\", \n",
    "                     capsize=2, \n",
    "                     lw=1,\n",
    "                     markersize=4,\n",
    "                     markeredgecolor=\"black\",  \n",
    "                     )\n",
    "ref_kwds = dict(marker=\"s\", s=13)\n",
    "\n",
    "fp = mfp.SimpleForestPlot(ratio=(5,3), \n",
    "                          figsize=(6,4), \n",
    "                          dpi=150, \n",
    "                          df=df1,\n",
    "                          )\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            y_adj=0.3,\n",
    "            errorbar_color=\"blue\",\n",
    "            ref_color=\"blue\", \n",
    "            label=\"First\",\n",
    "            )\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df2, \n",
    "            y_adj=0,\n",
    "            errorbar_color=\"red\",\n",
    "            ref_color=\"red\",\n",
    "            label=\"Second\",\n",
    "            )\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df3, \n",
    "            y_adj=-0.3,\n",
    "            errorbar_color=\"green\",\n",
    "            ref_color=\"green\",\n",
    "            label=\"Third\",\n",
    "            )\n",
    "plt.legend(bbox_to_anchor=(-0.0,1.105), \n",
    "           loc=\"upper left\", \n",
    "           ncol=3, \n",
    "           markerscale=0.8,\n",
    "           frameon=False, \n",
    "           handletextpad=.1,  \n",
    "           columnspacing=.2)\n",
    "\n",
    "fp.ax2.set_xlim([0.0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, \n",
    "               color=\"black\", alpha=0.5, ls=\"--\", lw=0.8)\n",
    "\n",
    "fp.ax1.set_xlim([0.38, 1])\n",
    "fp.embed_strings(\"category\", 0.33, header=\"Category\",\n",
    "                 duplicate_hide=True,\n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\")\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.56, header=\"\", replace={\"age\":\"\"})\n",
    "fontsize = 7\n",
    "x = 0.75\n",
    "fp.embed_strings(\"risk_pretty\", x, header=\"OR (95% CI)\", \n",
    "                 fontsize=fontsize, \n",
    "                 df=df1, y_adj=0.3, replace={\"Ref.\":\"\"})\n",
    "fp.embed_strings(\"risk_pretty\", x, header=\"OR (95% CI)\", \n",
    "                 fontsize=fontsize, \n",
    "                 df=df2, y_adj=0.0, replace={})\n",
    "fp.embed_strings(\"risk_pretty\", x, header=\"OR (95% CI)\", \n",
    "                 fontsize=fontsize, \n",
    "                 df=df3, y_adj=-0.3, replace={\"Ref.\":\"\"})\n",
    "fp.horizontal_variable_separators()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7ceb66f-46b5-4ae5-84c2-d28e59618579",
   "metadata": {},
   "source": [
    "For adjustment of legends spacing, see this thread.  \n",
    "- [How to change legend size with matplotlib.pyplot](https://stackoverflow.com/questions/7125009/how-to-change-legend-size-with-matplotlib-pyplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d33a908-f4eb-4f26-8373-870c5285d908",
   "metadata": {},
   "source": [
    "## ForestPlot "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "366c56da-0d7e-4067-a3f9-88d6e61e9056",
   "metadata": {},
   "source": [
    "### Stratifiled forest plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cb353b2d-14b6-4903-97db-0c6e96962c56",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.421597\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.295225\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.476894\n",
      "         Iterations 7\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\", \"class\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "data1 = data[data[\"class\"] == \"First\"]\n",
    "data2 = data[data[\"class\"] == \"Second\"]\n",
    "data3 = data[data[\"class\"] == \"Third\"]\n",
    "res1 = smf.logit(\"survived ~ sex + age + embark_town\", data=data1).fit()\n",
    "res2 = smf.logit(\"survived ~ sex + age + embark_town\", data=data2).fit()\n",
    "res3 = smf.logit(\"survived ~ sex + age + embark_town\", data=data3).fit()\n",
    "\n",
    "order = [\"age\", \"sex\", \"embark_town\"]\n",
    "cont_cols = []\n",
    "item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "              \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "              }\n",
    "\n",
    "df1 = mfp.statsmodels_pretty_result_dataframe(data1, res1,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )\n",
    "df2 = mfp.statsmodels_pretty_result_dataframe(data2, res2,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )\n",
    "df3 = mfp.statsmodels_pretty_result_dataframe(data3, res3,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )\n",
    "df1[\"risk_only\"] = df1[\"risk\"].apply(lambda x : f\"{x:.2f}\").replace(\"nan\",\"\")\n",
    "df2[\"risk_only\"] = df2[\"risk\"].apply(lambda x : f\"{x:.2f}\").replace(\"nan\",\"\")\n",
    "df3[\"risk_only\"] = df3[\"risk\"].apply(lambda x : f\"{x:.2f}\").replace(\"nan\",\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "290b24e7-01c8-4d31-9bc6-4067c0d106d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x600 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(fmt=\"o\", \n",
    "                     capsize=2, \n",
    "                     lw=1,\n",
    "                     markersize=4,\n",
    "                     markeredgecolor=\"black\",  \n",
    "                     )\n",
    "ref_kwds = dict(marker=\"s\", s=13)\n",
    "\n",
    "fp = mfp.ForestPlot(ratio=(3,3,1,3,1,3,1), \n",
    "                    fig_ax_index=[2,4,6],\n",
    "                    figsize=(7,4), \n",
    "                    dpi=150, \n",
    "                    df=df1,\n",
    "                    vertical_align=True,\n",
    "                    yticks_show=True,\n",
    "                    hide_spines=[\"top\", \"right\"],\n",
    "                    )\n",
    "fp.errorbar(index=2,\n",
    "            errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            errorbar_color=\"blue\",\n",
    "            ref_color=\"blue\", \n",
    "            )\n",
    "fp.errorbar(index=4,\n",
    "            errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df2, \n",
    "            errorbar_color=\"red\",\n",
    "            ref_color=\"red\",\n",
    "            )\n",
    "fp.errorbar(index=6,\n",
    "            errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df3, \n",
    "            errorbar_color=\"green\",\n",
    "            ref_color=\"green\",\n",
    "            )\n",
    "for ax_ind, title in zip([2,4,6], [\"First\", \"Second\", \"Third\"]):\n",
    "    ax = fp.axd[ax_ind]\n",
    "    ax.set_xlim([0.0, 1.5])\n",
    "    ax.set_xticks([0, 0.5, 1, 1.5])\n",
    "    ax.set_xlabel(\"OR\")\n",
    "    ax.axvline(x=1, ymin=0, ymax=1.0, \n",
    "               color=\"black\", alpha=0.5, ls=\"--\", lw=0.8)\n",
    "    xmin, xmax = ax.get_xlim()\n",
    "    ax.text((xmax + xmin)/2, 1.0, title, \n",
    "            ha=\"center\", va=\"center\", \n",
    "            fontweight=\"bold\")\n",
    "\n",
    "fp.axd[1].set_xlim([0.65, 1])\n",
    "fp.embed_cate_strings(1,\"category\", 0.65, header=\"Category\",\n",
    "                      text_kwds=dict(fontweight=\"bold\"),\n",
    "                      header_kwds=dict(fontweight=\"bold\")\n",
    "                      )\n",
    "fp.embed_strings(1, \"item\", 0.7, header=\"\", replace={\"age\":\"\"})\n",
    "x = 0.0\n",
    "fp.embed_strings(3,\"risk_only\", x, df=df1)\n",
    "fp.embed_strings(5,\"risk_only\", x, df=df2)\n",
    "fp.embed_strings(7,\"risk_only\", x, df=df3)\n",
    "fp.horizontal_variable_separators()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb272e3c-33ed-45f0-85db-65841cb2ab9a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
