{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SolasAI Disparity Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import solas_disparity as sd\n",
    "import pandas as pd"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Certain notebook environments have limited rendering functionality.\n",
    "Uncomment this cell as a potential workaround if plots are not\n",
    "displaying."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import plotly.io as pio\n",
    "# pio.renderers.default = \"png\""
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's preferable to explicitly and specifically handle warnings. For the\n",
    "purposes of this notebook, we will filter out all warnings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from warnings import simplefilter\n",
    "simplefilter(\"ignore\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some predictions have already been created using a tree model run on an\n",
    "HMDA dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "label = \"Interest Rate\"\n",
    "data = pd.read_parquet(\"hmda_test.parquet\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Store commonly reused function arguments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "protected_groups = [\"Black\", \"Asian\", \"Native American\", \"Hispanic\", \"Female\"]\n",
    "reference_groups = [\"White\", \"White\", \"White\", \"Non-Hispanic\", \"Male\"]\n",
    "groups = sd.pgrg_ordered(\n",
    "    protected_groups=protected_groups,\n",
    "    reference_groups=reference_groups,\n",
    ")\n",
    "reused_arguments = dict(\n",
    "    group_data=data[groups],\n",
    "    protected_groups=protected_groups,\n",
    "    reference_groups=reference_groups,\n",
    "    group_categories=[\"Race\", \"Race\", \"Race\", \"Ethnicity\", \"Sex\"],\n",
    "    sample_weight=None,\n",
    ")\n",
    "binary_outcome = data[\"Prediction\"] <= data[\"Prediction\"].quantile(0.5)\n",
    "binary_label = data[label] <= data[label].quantile(0.5)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Single-Level Plots"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Certain disparity functions provide a result for each group. Their\n",
    "associated plots are single figures and are referred to as single-level\n",
    "plots."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate Disparity"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's use a result from the AIR function as an example for single-index\n",
    "plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "air = sd.adverse_impact_ratio(\n",
    "    outcome=binary_outcome,\n",
    "    air_threshold=0.8,\n",
    "    percent_difference_threshold=0.0,\n",
    "    **reused_arguments\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Output Results"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The default output for a disparity calculation result object includes a\n",
    "default plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Disparity Calculation: Adverse Impact Ratio"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n",
       "│ Protected Groups                          │ Black, Asian, Native American, Hispanic, Female                     │\n",
       "│ Reference Groups                          │ White, White, White, Non-Hispanic, Male                             │\n",
       "│ Group Categories                          │ Race, Race, Race, Ethnicity, Sex                                    │\n",
       "│ AIR Threshold                             │ 0.8                                                                 │\n",
       "│ Percent Difference Threshold              │ 0.0                                                                 │\n",
       "│ Shortfall Method                          │ to_reference_mean                                                   │\n",
       "│ Affected Groups                           │ Hispanic                                                            │\n",
       "│ Affected Reference                        │ Non-Hispanic                                                        │\n",
       "│ Affected Categories                       │ Ethnicity                                                           │\n",
       "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n",
       "│ Protected Groups                          │ Black, Asian, Native American, Hispanic, Female                     │\n",
       "│ Reference Groups                          │ White, White, White, Non-Hispanic, Male                             │\n",
       "│ Group Categories                          │ Race, Race, Race, Ethnicity, Sex                                    │\n",
       "│ AIR Threshold                             │ 0.8                                                                 │\n",
       "│ Percent Difference Threshold              │ 0.0                                                                 │\n",
       "│ Shortfall Method                          │ to_reference_mean                                                   │\n",
       "│ Affected Groups                           │ Hispanic                                                            │\n",
       "│ Affected Reference                        │ Non-Hispanic                                                        │\n",
       "│ Affected Categories                       │ Ethnicity                                                           │\n",
       "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "## Adverse Impact Ratio Summary Table"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "\\* Percent Missing: Ethnicity: 13.68%, Race: 13.56%, Sex: 46.88%"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table class=\"dataframe disparity-table\" id=\"disp-output\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Group</th>\n",
       "      <th>Reference Group</th>\n",
       "      <th>Group Category</th>\n",
       "      <th>Total</th>\n",
       "      <th>Favorable</th>\n",
       "      <th>Percent Favorable</th>\n",
       "      <th>Percent Difference Favorable</th>\n",
       "      <th>AIR</th>\n",
       "      <th>P-Values</th>\n",
       "      <th>Practically Significant</th>\n",
       "      <th>Shortfall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>340.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>41.47%</td>\n",
       "      <td>9.70%</td>\n",
       "      <td>0.810</td>\n",
       "      <td>0.001</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>327.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>74.31%</td>\n",
       "      <td>-23.14%</td>\n",
       "      <td>1.452</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>20.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>45.00%</td>\n",
       "      <td>6.17%</td>\n",
       "      <td>0.879</td>\n",
       "      <td>0.657</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>1,854.0</td>\n",
       "      <td>51.17%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>508.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>32.87%</td>\n",
       "      <td>21.54%</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "      <td>109.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>2,072.0</td>\n",
       "      <td>54.41%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>414.0</td>\n",
       "      <td>40.04%</td>\n",
       "      <td>9.78%</td>\n",
       "      <td>0.804</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>808.0</td>\n",
       "      <td>49.82%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "air"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `.plot()` method on the result object returns the plotly figure directly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "plotly.graph_objs._figure.Figure"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure = air.plot()\n",
    "type(figure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the case of AIR, the plot function also takes an `column` argument,\n",
    "allowing specification of a different column in the summary table to be\n",
    "plotted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "air.plot(column=sd.const.TOTAL)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `.plot()` method is simply a convenience wrapper for the associated\n",
    "plot function in the `solas_disparity.plots` namespace. For further\n",
    "information, reference this plot function in rendered documention. To\n",
    "have stronger linting support, one can optionally call this function\n",
    "directly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HRW7kAl9fX5w8eRI5c+Y0IXHeMgXEYB+ggBgEaKLqyzYexvZjV5E2bUoT3bX5bvX+PR/0aFqRAmK+1PGOSYAETErAEQIiox2yfqNevXr44osvFJlPP/0Uhw8fxqpVq5A8eXI1JatmzZpKQGQ61fDhw5WQSJH6MhoiIx2y5mPkyJFo3ry5SQnztl8kQAEx2CcoIAYBmqg6BURPsiggejgzCgmQAAlEEXCEgEjbUYIhIxUyjapDhw5IliwZZs+eDT8/P7UuREY9ZCqVjIbkypULixYtQpMmTbBs2TL069cP169fx1dffYXt27erbX5lNOXPP//Epk2b8N133zGJJiVAATGYOAqIQYAmqk4B0ZMsCogezoxCAiRAAo4WEGlfzgGRtRwbNmxQi83btWuH8PBwtT7k22+/Ves6ZGerc+fOYefOnejVqxfu3bunplZNnz4dlSpVQnBwsJq69ccff6hbzpQpE6ZMmYIyZcowiSYlQAExmDgKiEGAJqpOAdGTLAqIHs6MQgIkQAL2FBDSJIG4EKCAxIXWK66lgBgEaKLqzhaQIL9H2Pnrd/B//ADNBkyNldzRzT/h/IH1aDNsgbr28PoFOLXrD7i6ulrqNuw9EemyeuPqmYPq/cAnD5Euax5UbtYbqTNmjzWGIy6ggDiCKtskARIggdcTsMcULPIlgbgQMJ2ALF26VM0Z/PHHH9GyZcsYn1WG/GTxkmzrJkN6UmSLuMGDB+PmzZsoV64c5s+fr/ailjJ+/Hh1II4M9clCJxnec3ePectVCkhcupu5r3WmgIQGB2LNjMHIWagcrp0/HKuAPLp3A1sWfYmQQH+LgOz9fQbSZvFG4UoNnkuE/6P7WPl9f9TqNAKZchXEX5uX4t6Vc6jXfaxTEkYBcQp2BiUBEkjEBCggiTj5Tnp0UwmIzBWU+YG3bt1SEhGbgLz//vvYsWOH2nVBBERO4syXL5/afUHkY9SoUeowHFnoJIubunfvrraGS5EiBZo1a4amTZtCTvCMqVBAnNRznRDW2QIS6OerRij2rpwZq4CsnzMcBSvUxYHVcy0Csv2nichZqCzeKFX9JQG5e/U88rxZRb3+4OYlbF4wFu8O/cEJlAEKiFOwMygJkEAiJkABScTJd9Kjm0pAjh07hhIlSqB27dpKKGISEBEKEYxixYqpP3K9iMa8efPUKIgUERJZBCV/Dxo0SC14GjJkiHpv9erVmDRpkhITCoiTemc8C+tMAYlCcefymVgF5OKRrbj5z3GUf6crVn7fzyIgG38c/fQQqPs3ALigYPm6KF69xUuUT+5YgQc3/0H1toOdkgEKiFOwMygJkEAiJkABScTJd9Kjm0pAohjVqlUrRgEJCQlRe0bL1m6yg0KUgHz55Ze4c+eOmloVVWT6lYyqyEjHBx98YNljWnZjqFGjhpqqRQFxUu+MZ2HNICBB/o+xdtanaNDzK7i4uD4nIMe3LYNn0uQoULY2Ht+/iY3zx6BCw27wLlbJQvrG339h78pZaNBzHJKnzuCUDFBAnIKdQUmABBIxAQpIIk6+kx49QQrI6NGj1ZZusvajb9++FgGRLdzCwsLUWo+okjdvXqxYsUIJiByAU79+ffXW1atXUbx4cXXSZkwlIiLSSaljWN0EFq4+gDX7Lzn1IMLb/57Bnt9noMWgaa98/B2/TkZm78IoVL4OREZ++7Yv2o1Y+Mpr/9r8M2T9x1st+qr3Lx7dgaNbfkad90cgdYZsuvFa4t2/74NP3nsLFYrncdo9xKfAIWER8HR/tnFAfLo33gsJkEDCIODq6pIwHoRPYRoCCU5A5ATNFi1a4NChQ/Dy8npOQMaNG6dGNKZNe/bhTfaS3rt3L3r37o0ePXpYpnWdOXMGderUUQfgxFRu+QSaJtm8UWMElm04jG1OPgk9tilYS79oD1dXN/WgkYhEsP8TeCVPhWYDp8H37jVkyJEfbu4e6v0jGxerReqVmvTE1TMH8NemJajTZTSSpUxrDJTB2jIC0rMZT0KPwhgZCbjws4HBXsXqJEACMRHImi6pwwEFBIYgPCLC6jjJvDzh5sYvX6wGZrILE5yAyEJ1Gfnw9PRUqXjy5InayUpGOGRa1uTJk9XCdCk3btxAgQIFLGtA0qZNCxk9kbJkyRIsWLAAGzdujDGlXIRush5v4Hbj6xQs37vX4ffwDnIUfP5AJhkBib4GZPWMweqakm+3xpOHd7BuznBUad4HGXMWwMrJH6ppVynTZjZAyD5VOQXLPhzZCgmQAAlYS8DRU7Ae+PpjyJQ/EBZm3R0FBYeiftXC6NiovHUVeJXpCCQYAZHteWvWrKkWlUcv0adgiYzIlCtZG1KtWjX0798f/v7+SjR2796tTufcs2cPUqZMCVlnIqMinTt3poCYrls75oadKSBXTu/Djp8nqUXkERHhcHNzR6oM2dH0w8k4d2A9Lp/ci3rdxjz34C8KiGzNu3flDPjc/BeeSVOgSJVGKFqlES4c3ozdK6apNqOX1kN+UKMnugsFRDdxxiMBEkjsBBwtIFdv+eDDSSsR4ZnMKtSBgUF4u1hWDO1a16rreZH5CJhKQMqUKYPTp0+r9R1ubm7qQLVFixahVatW6iyP5cuXo2rVqq8VEHlj06ZNGDBgAG7fvo3KlSurc0DSp0+v6kycOFGNkMg6kbZt26p/Rz+07VXp5QiI+Tq9rXfsTAGx9Z7NWI8CYsas8Z5JgATMTCChCYh8Fjx48KD6DCezYORMONmIqF69eipNadKkwalTp5AjR444p02OaJBdWNu3bx/nuqzwjICpBCQ+Jo4CEh+z4ph7ooA4huuLrVJA9HBmFBIgARKIIpAQBUSOXxBJCA8PV19Wy6wXHx8fJSQUEOf3fQqIwRxQQAwCNFF1CoieZFFA9HBmFBIgARJIDAIizyjHMyRJkkRtRJQ1a9bnBGTu3LmYMGGCml2TO3duJStyLpzIikzD379/v5op891336Fu3brqkOqoERA5V06m+stmRrKpEYv1BCgg1rN65ZUUEIMATVSdAqInWRQQPZwZhQRIgAQSg4DItPpZs2Zh4cKFalqWlKgREJESkQ05+83b2xvdunVTIyRyfffu3ZEsWTJ8//33amdV2RlVpu+3adNGCUi5cuWUkKxduxZFixZlZ4ojAQpIHIG9eDkFxCBAE1WngOhJFgVED2dGIQESIIGELCBHjx6Fh4cHgoKC1LEMIiCNGzd+TkBkDUhgYCCSJn26DbFsaCRrg2UH1OzZs2PNmjUoVaqUeu/hw4eQ3VJlBKR27dqYOXOmGhWRn1niToACEndmz9WggBgEaKLqFBA9yaKA6OHMKCRAAiSQkAUkag2I7B559uxZNGvWDJMmTULDhg0tIyAiGXJ0w+rVq+Hi4qIkI1euXNi8ebMa/ZAz4WRkJHoRAZHjHKRd2TmVox+2/R5RQGzjZqlFATEI0ETVKSB6kkUB0cOZUUiABEggMQhI1DPKDqgRERGYMmWKRUAOHDigzn/btWsXUqdOrUZJ5I8IiIjIb7/9pqZaSTl//rySkXfffRclS5ZUO2jJVC1ZIyLTtljiRoACEjdeL11NATEI0ETVKSB6kkUB0cOZUUiABEggsQjIlStX1HqNTz75BF26dLEIyMqVK7FhwwY1AuLr64vWrVvj8ePHSirkLLjg4GD83//9H44fP66mWskB1lFrQGSHLdnWt1KlShg5ciQ7UxwJUEDiCOzFyykgBgGaqDoFRE+yKCB6ODMKCZAACSRkAYk6B0SmVskuVrLAXERB/h19EXqjRo2UfMhi9DFjxqipWh06dMDw4cPRqVMnNTqSMWNGNXIiC9Gj74J17do1lC5dWkmM/M1iPQEKiPWsXnklBcQgQBNVp4DoSRYFRA9nRiEBEiABnQLSd8IKhHs8XewdWwkKDEbN4tnwWfenBweyJDwCFBCDOaWAGARoouoUED3JooDo4cwoJEACJKBLQPwCgjFs2mo89guxCnpoWDjerVsSjf73plXX8yLzEaCAGMwZBcQgQBNVp4DoSRYFRA9nRiEBEiABXQJC0iTwIgEKiME+QQExCNBE1SkgepJFAdHDmVFIgARIgALCPuAsAhQQg+QpIAYBmqg6BURPsiggejgzCgmQAAlQQNgHnEWAAmKQPAXEIEATVaeA6EkWBUQPZ0YhARIgAQoI+4CzCFBADJKngBgEaKLqFBA9yaKA6OHMKCRAAiRAAWEfcBYBCohB8hQQgwBNVJ0CoidZFBA9nBmFBEiABHQKSEBgCMIjIqyGnszLE25urlZfzwvNRYACYjBfFBCDAE1UnQKiJ1kUED2cGYUESIAEdAnIA19/DJ++GhERLlZBDwoORa2KBdChYXmrrudF5iNAATGYMwqIQYAmqk4B0ZMsCogezoxCAiRAAroE5OotH3w2/U8kTZXaKuh+/oEo5Z0Wn3SubdX1vMh8BCggBnNGATEI0ETVKSB6kkUB0cOZUUiABEggoQvIxx9/jB9++AHHjx9Hzpw5Y014ihQpcO7cOeTIkSPWa3mBMQIUEGP8QAExCNBE1SkgepJFAdHDmVFIgARIICELSHh4OIoWLYpOnTqpxxw6dGisCb979y4yZMgAV1euPYkVlsELKCAGAVJADAI0UXUKiJ5kUUD0cGYUEiABEkjIArJ27Vr8+uuvGDduHOrWrYtTp05ZEj5x4kTMnj0bkZGRyJw5MxYtWoS8efMi+gjI3LlzMWHCBISGhiJ37tzqGhlFadq0KUqXLo3Dhw/j5s2b6rXly5fDzc2NHSoOBCggcYD1qkspIAYBmqg6BURPsiggejgzCgmQAAkkZAFp1aoVevbsiVq1aqFmzZr4+uuvUa5cOdy/fx8FChTAlStXkDJlSixYsAD+/v7o3bu3RUCSJEmixEKmY3l7e6Nbt25wd3fHrFmz0LJlS/j4+GDjxo1KOooXL45JkyahTp067FBxIEABiQMsCohBWCavTgHRk0AKiB7OjEICJEACCVVAHj58iDJlyuDixYtqOtWPP/6Iv/76C1OnTkVgYCCyZcuGr776CiIp6dOnt3SE6CMgcl3SpEnVe0uXLsX8+fOVdIiAVK1aFQMGDFDvNWvWDI0bN0bnzp3ZoeJAgAISB1gUEIOwTF6dAqIngRQQPZwZhQRIgAQSqoDMmDEDgwYNgpeXl3pEmWrl6emppkx5eHjgyJEjakRk06ZNKFu2LGbOnIn8+fNbRkCyZ8+OsWPHYvXq1XBxcYEITa5cubB582YlIPXq1VOjIlJe/Dd7lXUEKCDWcXrtVZyCZRCgiapTQPQkiwKihzOjkAAJkEBCFZAKFSpg8uTJqFixoiXJTZo0UaMUsoYjqgQHB2PkyJE4efIkZM1I1AjIgQMHMHr0aOzatQupU6fGwoUL1R8KiP1+ZyggBllSQAwCNFF1CoieZFFA9HBmFBIgARJIiAJy9uxZtebjxo0bavQiqsg0LBnR+OSTT9TicplWJSMkMrVKFpGvWbPGIiArV67Ehg0b1PW+vr5o3bo1Hj9+jP3793MExE6/NhQQgyApIAYBmqg6BURPsiggejgzCgmQAAkkRAEZMmSIkgZZMB69yOJzmUZ1+fJltf5jxYoVamF5lixZMGfOHBQpUuS5ReiNGjVS7chi9DFjxqi1Hh06dMC///7LKVh2+NWhgBiESAExCNBE1SkgepJFAdHDmVFIgARIQKeAfDJ5DbxSprQKun9AIMrkzYAhXbmzlFXATHgRBcRg0iggBgGaqDoFRE+yKCB6ODMKCZAACegSEL+AYIya9See+IdYBT00NBzNaxVHw2rFrLqeF5mPAAXEYM4oIAYBmqg6BURPsiggejgzCgmQAAnoEhCSJoEXCVBADPYJCohBgCaqTgHRkywKiB7OjEICJEACFBD2AWcRoIAYJE8BMQjQRNUpIHqSRQHRw5lRSIAESIACwj7gLAKmExDZNq1nz57qVEs5/OVVRbZgk2uOHz8OOUzmm2++wTvvvKMuXex0qQUAACAASURBVL9+PQYPHqwOoylXrpzafk12QJAyfvx4yOE1si908+bNMWXKFLVDQkyFAuKsrqs/LgVED3MKiB7OjEICJEACFBD2AWcRMJWAfPvtt9i5cydu3bqlJOJ1AlKsWDF07doVAwYMwMaNG9V1d+7cQWhoKPLly4dVq1Yp+Rg1ahTOnz+PZcuWYfv27ejevbs6dEYOopHt1uSwmj59+lBAnNU741lcCoiehFBA9HBmFBIgARKggLAPOIuAqQTk2LFjKFGiBGrXro1evXq9UkDCwsIwb948dOnSBR4eHoqrnGJ55MgRHD16VL0noyBSHj16hMyZM6u/Bw0apPZ6lv2jpcjhM5MmTVJiwhEQZ3XP+BWXAqInHxQQPZwZhQRIgAR0CkhAYAjCIyKshp7MyxNubq5WX88LzUXAVAIShbZWrVqvFZAX8R88eBAtWrRQB8fIFCsZCZGpVVFFpl/JqIqMdHzwwQdq6pWUc+fOoUaNGmqqFgXEXJ3aUXdLAXEU2efbpYDo4cwoJEACJKBLQB74+mPUrLUAnp1MHhP9wKBQvF0+P9o1KMckJVACCVpARDrq1q2LqVOnqr+HDRsGGSEREYkqefPmVadhioAMHz4c9evXV29dvXoVxYsXV6dgxlT8g8ISaNfgY71IYMnag9hw6F+kTWvdQUokaBuB+/cfYkDrKij3prdtDSSwWuERkXBzte5/2gns0fk4JEACmggk94p5vavR27h6ywdj521CxswZrWrq8ZMA5MmYFIM61LTqel5kPgIJVkBOnDihRjO+++47NGrUSGVm3LhxakRj2rRplkxlypQJe/fuRe/evdGjRw/LtK4zZ86gTp06uH79eoxZ9fWz7lAd83UN3vGLBH5edxAbD1+hgDi4a9y/74N+LSujbDEKiKCOjIyEiwsFxMHdjs2TQKImkCaFp0OfX7eAVK1aFQEBATh8+DBcXZ9O45IvlL29vWP9YvnixYu4ffs2pA2p36ZNG8hr9ipr1qxB+/bt1aZH7733nr2afWU7sqZZZvTkyJHDoXFsaTxBCsilS5eUPCxYsABVqlSxcJGRjsmTJ2PHjh3qtRs3bqBAgQKWNSBp06bF6NGj1XtLlixR9WURe0yFu2DZ0u3MWYdTsPTkjVOw9HBmFBIgARKIIpAtfVKHwnCGgFy7dk3NfJEvl+MiIPLFteyGKmuCZdaMiEuGDBnsxkc2RpIp/n/88Qc2bNhgt3Zf1dDdu3fVvUdJmEODxbHxBCMgsj1vzZo11aLyt99+W41otGrV6jkcT548gUy5+uWXX1CtWjX0798f/v7+SjR2796Ndu3aYc+ePUiZMiVknYm00blzZwpIHDtVQr2cAqInsxQQPZwZhQRIgAQSsoDI57cRI0ZAjmaQzYheHAGZO3cuJkyYoHZIzZ07NxYtWoQLFy6oz46yiZHUlzXEMgIiX14PHToUMrsmqsimSDKlv3Llyujbty/279+vhOWzzz5Dt27dXtm5fHx8UKlSJTUqUbRoUWzevBnZsmVT18rOq2+++aaKcerUKXTq1AlJkiTB1q1bITIln13l/cePH782njynxJdNlGQZgnwmjhoBWbx4MT7//HOEhISgevXqalMmaf9VHGRTJrmf0qVLq1EgmT0kry1fvhxubm52+cUxlYCUKVMGp0+fVp1FAIjRSYeRziKLyQWMnPshkiFQo5effvpJba27adMmtT2vDK9Jp5FzQNKnT68unThxoupk0oHatm2r/h2bNXIExC790BSNUED0pIkCooczo5AACZBAQhYQkQP57Ofp6Qk5xiG6gNy7d099oJYP5zItS4RBzn2bNWuW+nAvU5ZkBCRqCpZMy5cp+7Kbap48edSH+7Jly6rPknIsxP3799WX2RJDXv/9999RsmTJlzrY9OnT1VESY8eOxRdffAEvLy9VX4qMjMi0sbVr16opX4ULF1aSICIi14oEzJw5U32GfV08Ge0QcZJnl8+vUVOw5HOt3NehQ4eQK1cuJRcyQ0iOrHgdB7kfESaZCSSfuWVdtIiNzDCyRzGVgNjjge3dBgXE3kTjb3sUED25oYDo4cwoJEACJJCQBeTrr79GkSJF1B85UkG+qI6+BiQwMBBJkz6deiazaOQLafmw/SoBESHo0KGD+hD/4YcfKqERKZHRAxnBkC/A5UttKSIUyZIls0zpj97Lypcvj4ULF6JQoUJKYpo0aWIZVZEP/DIyIfHDw8OVEMnOrSI+sizg119/VdO2YoonAiLHSMgoi5QoAVm3bh1k7YnUlyKiI1IhX9a/joPcj6yDEeGRIl/iN27cONaZQdb+VlFArCX1musoIAYBmqg6BURPsiggejgzCgmQAAkkdAGRD9CyE+qff/6pRkOiBEQ295BRCPmwLpt8PHz4UI0MyJSo1wmIfHiXYxy2bNmipvHL9C45l05kI126dEoYpMj6kdatW6sZNdGLCIuMIogURBU/Pz/IcREy1Uk+8Dds2BDvv/++elvuS5YOyPU///wzZAqVSERM8URA9u3bh/z58z8nICJYEl8kK3qJiYPcT7169SzTyV78t9HfHgqIQYIUEIMATVSdAqInWRQQPZwZhQRIgAQSg4DI9CNZryFHLch5bzJN6rffflMjFLt27VLrQ2RUQv7EJCAiFjL6IGs93nrrLbVLqkhHvnz51AjIq6ZcRe9hn376KWSzo6gDr+U9WfB+5coVfP/991YLSEzxREDk/uQaKVEjIDKyI88s07ukiHBFyc/rOFBA4vl/Hygg8TxBdrw9CogdYcbQFAVED2dGIQESIIHEICDyjPIBXDYWkrUTIiByHIPsQCUjIPJvGbGQxd3y4X3gwIFqapJM4XpxG15ZHxwUFKSmRc2ePVvhGzRokJrSJOszRHZENOS6cuWeHaIoU6pkhEVGT2T6VVSRaVgVK1ZUu7LKYndrRkBiivc6AZHRFFn0LhstSXyJJeuqRVBex4ECEs//+0ABiecJsuPtUUDsCJMCogcmo5AACZCAFQQS4ja8IhAyBSuqyPqFnTt3KuGQRehyRpz8LIuwx4wZo9Y4yDoPWWQtu181aNAAH3/88XPngMhxDvKejJTIzqtSZJqUTNuS3VSlyLQlmX4VNSVLXlu/fr1aSyGL3l8sMnIi08FkepQ1AhJTvNcJiCyqX7ZsmZIlkSTZ6VXWr4h0vY6DyBGnYFnxy+OsSyggziKvPy4FRA9zjoDo4cwoJEACJBBFQIeAjJq9AekzprMK+mO/ABTIkhIfdapl1fW8yHwEuAbEYM4oIAYBmqg6BURPsiggejgzCgmQAAnoEhC/gGCMnbMe/oEhVkEPCQ1Hk7ffRIOqRa26nheZjwAFxGDOKCAGAZqoOgVET7IoIHo4MwoJkAAJ6BIQkiaBFwlQQAz2CQqIQYAmqk4B0ZMsCogezoxCAiRAAhQQ9gFnEaCAGCRPATEI0ETVKSB6kkUB0cOZUUiABEiAAsI+4CwCFBCD5CkgBgGaqDoFRE+yKCB6ODMKCZAACVBA2AecRYACYpA8BcQgQBNVp4DoSRYFRA9nRiEBEiABCgj7gLMIUEAMkqeAGARoouoUED3JooDo4cwoJEACJEABYR9wFgEKiEHyFBCDAE1UnQKiJ1kUED2cGYUESIAEKCDsA84iQAExSJ4CYhCgiapTQPQkiwKihzOjkAAJkAAFhH3AWQQoIAbJU0AMAjRRdQqInmRRQPRwZhQSIAESoICwDziLAAXEIHkKiEGAJqpOAdGTLAqIHs6MQgIkQAIUEPYBZxGggBgkTwExCNBE1SkgepJFAdHDmVFIgARIgALCPuAsAhQQg+QpIAYBmqg6BURPsiggejgzCgmQAAlQQNgHnEWAAmKQPAXEIEATVaeA6EkWBUQPZ0YhARIgAQoI+4CzCFBADJKngBgEaKLqFBA9yaKA6OHMKCRAAiRAAWEfcBYBCohB8hQQgwBNVJ0CoidZFBA9nBmFBEiABCgg7APOIkABMUieAmIQoImqU0D0JIsCooczo5AACZAABYR9wFkEKCAGyVNADAI0UXUKiJ5kUUD0cGYUEiABEqCAsA84iwAFxCB5CohBgCaqTgHRkywKiB7OjEICJEACFBD2AWcRoIAYJE8BMQjQRNUpIHqSRQHRw5lRSIAESIACwj7gLAIUEIPkKSAGAZqoOgVET7IoIHo4MwoJkAAJ2FNAmjZtilWrVsHV1fUlsFeuXEH27Nnxyy+/oHbt2kiXLh169eqFFClSYOLEiXFKxOXLl5EnTx6EhobC3d39tXXff/995MiRA2PHjsWBAwfg4eGB0qVLxykWL3YcAQqIQbYUEIMATVSdAqInWRQQPZwZhQRIgATsLSCFChXC119//Vqw+fPnx7p165AvXz6bBSQ8PBz37t1DlixZYkzgo0eP4ObmpiSne/fuqFChArp168akxxMCFBCDiaCAGARoouoUED3JooDo4cwoJEACJKBTQFq2bInffvsNefPmxbhx47Bt2zY1gnHz5k3s378fKVOmxNy5c/HWW29hwYIFWLJkCUqWLIkTJ07g0qVL6Nu3L/r3748XR0C2bNmCgQMH4s6dO/D29sbUqVNRvnx5RI2ApEqVCqNGjULq1Knx3nvvYc+ePWjTpg0GDBigHj8iIgI5c+bEvHnzUK9ePXYKTQQoIAZBU0AMAjRRdQqInmRRQPRwZhQSIAES0CkgYWFhahrUhQsXLCMgq1evxtatW1GwYEEMGzYMO3fuxK5du/DTTz+hY8eO2L17txq5OHr0KCpWrAhfX18lGlFTsGSUQ35euXIlatSogYULF2Lo0KGQKV8y2hE1Batq1apKSOS12bNnY/r06UpspGzfvl2JybVr19SICYseAhQQg5wpIAYBmqg6BURPsiggejgzCgmQAAnYW0DWrFnz0rqMOnXqqLUhrxIQWcchIw9S1q9fj549eyp5+Pnnn/H555/j77//Vu8FBwfDy8tLjYS4uLhYBGTZsmVqjcfp06fVdTKa8eDBA2TIkAGdO3d+pYCItGTNmlXJTtmyZW2eCsbeY4wABcQYP1BADAI0UXUKiJ5kUUD0cGYUEiABErC3gMS0BuRVAhJ9EfrmzZvVKMX169eVgMji9MOHD6tbjF5Xpm1FjYDMnDlTLWyXkZIXS/RF6NFHQOS6du3aqSlZU6ZMUTIi07iKFy/ODqGRgOkEZOnSpcqQf/zxR8h8wlcVMeSuXbvi+PHjyJ07N6ZNm4YqVapYDHvw4MFqzmG5cuUwf/58y0Km8ePHY8aMGcq0mzdvrjpmTDssSIMUEI291cmhKCB6EkAB0cOZUUiABEjA7AKyYsUKDB8+3DJSEhkZqUZDZEqXLDx/1RQseWaRnbZt26rPgFJfpnix6CVgKgH59ttv1ZDZrVu3IBLxOgGpXr06mjRpohYrbdq0ScmILFoKCAhQ8w5lKFDkQxYlnT9/HjKEJ3MApbPK3EMx8mbNmkG2lOvTp0+MGaGA6O2wzoxGAdFDnwKihzOjkAAJkIBOAZHpUZ6enti3b5/6DPbiNry2jID4+fkhV65cWLRokfrcJ5/n+vXrp0ZRoq8BkfUh9evXV58dpci9yCiKrPmQ62URO4teAqYSkGPHjqFEiRJqD2npuK8SkLt37yrJ8PHxsYxelClTBpMmTVLbtslcQ5lnKEXmAWbOnFn9PWjQILULwpAhQ9R7sjBK6oiYxFQoIHo7rDOjUUD00KeA6OHMKCRAAiRgbwF53TkgsjhcFnq3b99eLRgfM2aMGrUwOgVLZqnIF9PymVA+48nnOFlgXqlSJcsuWLJGRKZqffTRR3jnnXeUpEgZMWKE2jJYZEU+C7LoJWAqAYlCU6tWrdcKiGyv9sEHH1h2N5A6st2a2K90Ttk9QaZWRRXZR1o6r4x0SD2ZeiXl3Llzqo5M1aKA6O2U8TUaBURPZiggejgzCgmQAAnYU0DMRnPOnDmQRfN//PGH2W49QdxvghMQmXIl8/nk1Muo0qVLF7W4SAREFjLJWo+oIvtRyxxCERCpJ0N0Uq5evarqyJZvMZX7j4ITREfgQ8RO4Jf1h7D5rytImzZl7BfzCpsJPLjvg97NK6FMUW+b20hIFSMRCRe4JKRH4rOQAAnEMwIZUieJZ3fk2NuRqfyyNljWgFSrVs2xwdj6KwkkOAHZu3cvevTogVOnTlkeuHXr1pBt4GR6loxoyKL0qJIpUyZInd69e6t6UdO6zpw5o+rI0FxMJTg0nF0rkRBYvOYA/jxwmQLi4HyLgAxqWwXl38zj4EjmaD4sPBLubhQQc2SLd0kC5iSQxCPxnH8xcuRIdRaITMmKWhNizqyZ+64TnIDcv39f7Xwlox3JkiVT2cmfP786VfP27duYPHkyduzYoV6/ceMGChQoYFkDkjZtWowePVq9JydwSp2NGzfGmGGuATH3L0Bc7p5TsOJCy/ZrOQXLdnasSQIkQAK2EMiWPqkt1ViHBGwmkGAERLbnrVmzplpIJGtEZCcsOQ1T9oeWqVVy8qbsgiVTruQ1GXKTXbL8/f2VaMge0rIvtKwhSZkypWpDRkXkIJuYCgXE5r5nuooUED0po4Do4cwoJEACJBBFgALCvqCbgKkERHazkv2d5eRM2TrN1dVVbb3WqlUrdZbH8uXLIYfNyJa7cgCNnAPyxhtvqKE2qStF1ogMGDBAjYZUrlxZzf9Lnz69ek8OvZERElknIvtDy78lBgVEd7eMn/EoIHryQgHRw5lRSIAESIACwj7gLAKmEhBnQaKAxEfy+u+JAqKHOQVED2dGIQESIAEKCPuAswhQQAyS5xQsgwBNVJ0CoidZFBA9nBmFBEiABHQKyANff4SEhlkNPX2a5PD0cLf6el5oLgIUEIP5ooAYBGii6hQQPcmigOjhzCgkQAIkoEtA7vo8wbixE5Ay/D7Se0XAyz3ytfCDwoDLj9xQsloDvP9eIyYpgRKggBhMLAXEIEATVaeA6EkWBUQPZ0YhARIgAV0CcvWWD36cMAwdM+5DhqQRrwX/IMgFJ+574uoTL3hV6IVuXdsxSQmUAAXEYGIpIAYBmqg6BURPsiggejgzCgmQAAnoFJBVU4egU8b9r4V+N8AVZ3w8EBjmgrRerrhZuB86vW+bgMiGRL169UL79u0t8Y4dO6Z2SJUDpg8fPow2bdrg4sWL2jpBw4YNVczo96QteDwMRAExmBQKiEGAJqpOAdGTLAqIHs6MQgIkQAI6BWTzzCFolfbVAnInwBWnH3ggNMIFhdKGwtXVHYdyDnCYgMhupyIiGTJk0NYJJJ6Xl5f6wwJQQAz2AgqIQYAmqk4B0ZMsCogezoxCAiRAAvFBQG77u+LMQw+E/ScfOVKE44Z/EocKSPQREDlwWk5FDwoKgqenJ7755hs0aNAA77zzDooWLaqOdPDx8UHx4sUxa9YseHh4YN++fejTpw8eP36MJEmSYNq0aXj77bchoyxyDITUPXToEK5evaqOd6hbty6ij4AcPXoUXbt2VUdC5MuXTx0JIefUJaZCATGYbQqIQYAmqk4B0ZMsCogezoxCAiRAAs4WEJGPs//JR5F0IciSLAJursA1P30CUqxYMSUWMm3rxIkTmDp1KubMmYOmTZvi3r172LFjhzoTTt7v16+fOidOZOTTTz9VB1gvXrwYY8eOxblz53Dq1CmUKFEC69evR+3atdX5dN9++y327t37nIAUKFAAX331FVq0aIEJEyZg69atqk5iKhQQg9mmgBgEaKLqFBA9yaKA6OHMKCRAAiTgTAGJko/wCBcUFvlIHgE3l6d3ZA8BERmIPt1Jpl1FTb2KPgJSq1YtiBB8/PHHz41CiIDImhE5vFrK559/jgcPHmD69OkICQmBu7u7EpObN2/C29tbvSYxRVRkupUUGT1p3Lgxrly5YhGQChUqoFy5cnj48CFcXFzU4drBwcFIkSJFouqQFBCD6aaAGARoouoUED3JooDo4cwoJEACJOAsAXlJPv4b+Yi6H3sIiIxUyAhDVDl9+rT694uL0GUalIxg/P7770iTJg0mTpyI+vXrqxEQ+SNTqqTI63/99ReWLl2qRjZkapVIR3h4uJp6JXIjAlKvXj1cv35d1Yn+76gpWCI7rVu3xuXLlxN1B6SAGEw/BcQgQBNVp4DoSRYFRA9nRiEBEiABZwiIWnDu4wEZ+Yg+7Sp6NuwhILbsgvXHH3+gY8eOas2HyIqMZsjIiJShQ4fiyZMnaiRERjyOHDmCwoULq3Uesn7DWgGpXLkySpYsqURIRlBEYi5duoRChQolqg5JATGYbgqIQYAmqk4B0ZMsCogezoxCAiRAAroF5H9JDuLUAw+ERbqg6AvTrl4SkBwD0KmzY7fhlTUfNWrUUCMaOXLkUCJQunRpJSDNmzdXi8S3bdumbk2mTY0cOVJJhyw4l1EOWZA+bNgwjB8/Hv7+/vjnn39iHQGRbXhlcfvgwYPV6IqMpKxbt45rQPjrGDcCFJC48TLz1RQQPdmjgOjhzCgkQAIkoFNA5ByQHEFH1W5XxdKHIGvyCLj+t+bjxUzICMiurAPRs9t7NiUpLueA/Pjjj2pBuIxgJE2aVE3HatasmZp+JdOldu3apWRDdrKaPXs23Nzc0KlTJ7U4PXPmzPjyyy8xatQotY5D2optCpYIiEzNkr9v3LihhGbBggXIkyePTc9q1kocATGYOQqIQYAmqk4B0ZMsCogezoxCAiRAAjoFZOrYYcgXfgKF04Uq+YipbLqaHCEle2DAB7aNgNgjsyIgLVu25MGB9oD5ijYoIAbBUkAMAjRRdQqInmRRQPRwZhQSIAES0CUggUEhmP/zn3AJ9Ye76+u5R0YCQeFAYHAkqr9VBuVLFXZakiggjkVPATHIlwJiEKCJqlNA9CSLAqKHM6OQAAmQgC4BMSNpCohjs0YBMciXAmIQoImqU0D0JIsCooczo5AACZAABYR9wFkEKCAGyVNADAI0UXUKiJ5kUUD0cGYUEiABEqCAsA84iwAFxCB5CohBgCaqTgHRkywKiB7OjEICJEACFBD2AWcRoIAYJE8BMQjQRNUpIHqSRQHRw5lRSIAESIACwj7gLAIUEIPkKSAGAZqoOgVET7IcKSA+j/zx2C9Az4Mk4iipUyRH2tTJEjEBPjoJmItAtvRJzXXDvFvTE6CAGEwhBcQgQBNVp4DoSZajBCQsLByfT/8DcHXX8yCJOIpLRBjG9G0KN7cY9ttMxHz46CQQ3whQQOJbRhL+/VBADOaYAmIQoImqU0D0JMtRAhIaFo5hk39HlhxZ9TxIIo5y6/otfPVhM7i7uyViCnx0EjAPAQqIeXKVUO6UAmIwkxQQgwBNVJ0CoidZFBA9nB0ZhQLiSLpsmwTsT4ACYn+mbDFmAhQQgz2EAmIQoImqU0D0JIsCooezI6NQQBxJl22TgP0JUEDsz5QtUkAc2gcoIA7FG68ap4DoSQcFRA9nR0ahgDiSLtsmAfsToIDYnylbpIA4tA9QQByKN141TgHRk46EKiC+929h4+JJuHfjElKly4Qarfsi+xvFXoJ69/o/2PLLVAQ8fghPr6So1rQ7chcug1P7N2DzT5Ofuz48LBS9x/8Gr+QpsW/tQpzatwGhIUEoXvUdvNWkq56EvSIKBcRp6BmYBGwiQAGxCRsrGSDAKVgG4ElVCohBgCaqTgHRk6yEKiC/fP8R8hWvjFLVm+LKub+UjHT7YjHc3J7flWv+2G6oVL8DCpb5H25f+RvLp36Knl8uhUeS57fJlDYObvgJrT78BucOb8OBDUvRqv83iIyMxK+TP0blBh1VG84oFBBnUGdMErCdAAXEdnasaRsBCoht3Cy1KCAGAZqoOgVET7ISooAEPHmIeaPeR58JK+Dq9nRnqEVf90b15j2Rs0AJC1iRh+/61cMHXy9D0hSp1OvTP2mBtoO+Q7osuSzXRYSHY9HXH6DB+0ORMXsebFg8Sb1frlYrdc2xnatw9fwxNO7+uZ6kvRCFAuIU7AxKAjYToIDYjI4VbSRAAbERXFQ1CohBgCaqTgHRk6yEKCA3/jmFzT9PQadh/2eBuOaHL5GrQEk1XSp6WTZ5MPKVrIpS/2uCaxeOY8Oiiegycr5FXOTa0/s34t8zh9Gwy2eq6osCcvbQVhza9Cs6fjZLT9IoIE7hzKAkYC8CFBB7kWQ71hKggFhL6jXXUUAMAjRRdQqInmQlRAG5cvYIdq+Zj3aDp1ogblg8ERmy5UWZGs2fA3v/5mU1hSoyIgJhocF4p8tw5Cte6blrZJpW/U5DkDlnPvX6ucNbsX/9UrT+8Bu4uLphzdwv8OTRA3T5/Ac9SaOAOIUzg5KAvQhQQOxFku1YS4ACYi0pCohBUuavTgHRk8OEKCA3Lp3GpqXf4/3hcywQV8/7At6FyuDNKg0sr4WFhkDkolab/vAuXBY+d67j18kfoc2g75Emw9MDFGVdyLqF49F5xDxLPZGVvWsXqrUgMnUrT9Hy+PfMIbz38RQ9SaOAOIUzg5KAvQhQQOxFku1YS4ACYi0pCohBUuavTgHRk8OEKCCBfo/wfyPao/f4ZfDw9FIgZU1IvY6DkT1vUQvYu9cv4vcZw9Fz3M+W15ZPG4Ii5WupP1L2rlkAEZVqzbq/NiEHN/2Cxw9uo1abD/UkjQLiFM4MSgL2IkABsRdJtmMtAVMJyKVLl9C1a1ccP34cuXPnxrRp01ClSpWXnlXe7927N+7cuYOUKVNiwoQJqF27trpu/fr1GDx4MG7evIly5cph/vz5yJIli3pv/PjxmDFjBoKDg9G8eXNMmTIF7u7P71DzYjBOwbK2q5n/OgqInhwmRAERcsumfIKc+UugfN02OH9kB/as/hFdRs2Hq6sbZM1GroKl4ObugTkj2qFV/wnIkrsg/B49wMJxvdCi71eW6VYrZ41Qa0SKVaxrScjFE3txfNcaNOo6HAF+j9QUroZdhiNbnsJ6kkYBcQpnBiUBexGgPkAOswAAIABJREFUgNiLJNuxloBVAnLy5EmsWrUKISEhaNq0KUqVKmVp/9GjR/jwww/VB3lHl+rVq6NJkybo378/Nm3apGTk8uXL8PDweC500aJFMXLkSLRu3RqHDx9W8nH9+nWEhYUhX7586llEPkaNGoXz589j2bJl2L59O7p3745du3YhRYoUaNasmXrWPn36xPhYcRGQiIhItUUmi2MJuLq6wMXFxe5BKCB2R/rKBhOqgDx6cBvrF32De9cvIU3GrKjddgAy5yqgGMwc0lrtWCXngvxzch/2rJ6P0JBguLi6oszbzVHirYYWVrL7VdXGXZCnSDnLa+HhYdi45Fv8c2Iv3D2TqG18o9fRk7lnUbgLlm7ijEcCxgjYQ0BCQ0MxYsQI9ZlKPhvKZ7OyZcti4sSJKFiwoLEbZO0ERyBWAVm3bp360P/GG2/A09MTIiM//fQT3n33XSUBXbp0UR/Yz54961A4d+/eVfLg4+NjGZUoU6YMJk2aBBGTqCIf8GXUQq5Pnz69ejlDhgzYvXu3uvd58+apURAp8guSOXNm9fegQYOQM2dODBkyRL23evVq1baISUzFWgF55BeIL2evRWBImEM5JfbGw8LDUfnNvOjQ5PlFu/bgQgGxB8XY20ioAhL7kyecKyggCSeXfJLEQcAeAiJf/G7duhW//vorsmbNCn9/fwwdOlR95jp37hxcXV0TB0w+pVUEYhWQChUq4K233lIGK0WmKMnP9evXx5w5c9R0ps8//xxJkiSxKqCtF+3ZswcffPABTpw4YWmiTZs2qFGjBnr06PFcszVr1lRTqGT0YseOHejcuTP+/vtvNcVKpmXJ1KqoItOvdu7cqa6V9qWeFPllkbZlqpY9BOTGnYcYPWcd3JImtxUB61lBIDgkFPnSJ8dnPepbcXXcLqGAxI2XrVdTQGwlF3/qUUDiTy7i2538feYSLh4/DxmpZnEcgSQpk+GtOlXh7m7dh357CIjMHClcuDDGjRtneTCZ0i4zUPLmzatmJhw4cAADBgzAgwcP1DVffvklWrVqhVOnTqFatWo4cuQI8uTJo2anyOfP/fv3o1ChQo4DxZadRiBWAZHRDekwMq1JinSm5MmTo2TJkmo0oUSJZ4doOfIpZLRl+PDh6l6iioy+FC9eXHXm6OX06dNqVCQ8PByBgYH45Zdf0LhxYwwbNkxNwxIRiSryS7FixQolINK+iJWUq1evqrZ9fX1jfKzoU33CwiIs10b/pZfXr97ywcDv/sAf33a1XNN46E+Wn1d91ZavAzDKQQTkzWypMPGjphaeYeHR8uL27D/GcX39h5X7sHb/JaRNmxJzP21sab/b+FWWn/n6UxRGODQdPB+D33sLFYrngbuBfL0uv0Nnb7Hk66ueNS0/x9fXZVT3615PF6BLia/3KfcWnWdQcCjc3Z8euuiIPMb195fXP+0/zuYw8Yt5GDLq2QYKm5q2t/Tt2isXW37m609R2Mphb4ocGLn462f/H4zh84lc5OZmXAhldox8LpNp8g0bNlRT3b28nm66IUVmsIhMTJ8+XUmHrOuVmSwyQ0U+Y8p63W3btuHPP/9UXwDL7JsXP99ZGuMPpicQq4DIB+xr164hR44clocVKTl27JiaEqWr7N27V410iCVHFVnjUadOHXTr1s3yWlBQkOrIM2fOVO/JyIfIiHTwn3/+WY1oyOL1qJIpUyZI27JoXdpv2bKleuvMmTOqvph7TGXF6g2WtytXrWb5ee/unc+9LiMgo2avg8/dK5bXM+QuYvn5/pUzfB2AUQ5qBCRDctQo8mykKaa8REF/MV+vev2GfzJsPXZVCcitSyct+cqa903Lz3z9KQojHDxSZkevZhVRukhuWJMXa/MrH7zmLt+FElVqWPJ17e/jlp+jn0jO159isZXD/XsPMP+7zywCYs88RiXM2rzzetj198gozwVTliD9tp+R0u3peshKmTJbfgf33b1j+ZmvP0VhK4cVSXMj6dtlkDFtStVObL8vWdImjfGzjrVvymctWRMss0/ki1wRidGjR6N8+fJYvHixWiPy77//Wprr2LEjvL29MWbMGERERKhREJmZIrKyZcsWh6zntPZZeJ1jCZhGQO7fv692vrp37x6SJUumqOTPnx8LFixA5cqVLZREjN555x3cuHHD8lrdunXRoUMHVW/y5MnqF0OKXFOgQAHLGpC0adOqXxQpS5YsUW1v3LgxxgxYuwaEU7Ac25GjWucULD2cHRmFU7AcSVdP25yCpYezGaMsnLoE9U5tQzp3bsjiyPyJgFQZ3A/ZM6e1Kow9pmC9GEg+Y8m0/e+//x4XLlzAb7/9pqbtR+08KtfLl8YtWrRQoyJSZAG7fLksM1NkShdLwiVgGgGRFNSqVUuNZsiiJplWJVOmpFO7ublh6dKlkLUfshYlV65cypxl+O/WrVtqmtiGDRvUiI1MuZK6YtkyTCiLpEQ0xNrbtWsHWWsiW/dKLBkVkfUjMRWzCMjdf47j9LYlCHryEGmy5UWpdz6AV4o0Lz3aoztXcGLDDwgOeAR3Ty8Uefs9ZMpTXF0XHPAYf62ejqDHPni7+zeWuuFhITi+bi7uXToBN88kyFexEbxLPZsyovPXhwKik7ZjYlFAHMNVZ6sUEJ20zRWLAqInX7oFRHZJlc9WsnuofIaKXlKnTq0WpgcEBKgdSqOv5Y1+nXwek11WZZMjaUu+UI76wlkPNUbRScAqAZEOEH2tg3SSF1/z8/Nz+H3Llrvvv/++OgdEduWaPXu2mj8oRYx6+fLlqFq1qtrBSuREOrvIicwh7NWrl7pO1pLIv2/fvq1GTmSoMGq3LFlcLyMksk6kbdu2arF9bLs2mEFAQoMCsGXWAJRv9THSZH0D53cth5/PLZRr9vzaGeGzbc5gFKjaHNkLV4LvrUvY9/M41O4zDYiMxK6FnyNzvlK4c/HocwIi7T2+fx2lG/ZGsP8j7F40EhXfHYJUmXI5vE+8GIACoh253QNSQOyOVHuDFBDtyE0TkAKiJ1W6BUSeqnTp0moRunx2kl2wZA2ubFYk0iHT4WUnVfnsJlOx6tWrp74Als9jsgGQ1JUvfWUa1qxZs9SsFRGX6FPm9ZBjFF0EYhUQWTdhTZEdqRJjMYOA3Dy7H1dObEOld4eqFImQbJjSC/UHzVMHn0UVWey6enw71PtwNjyTPv0GY/33PVClw0gkTZkewX6+CPL3xYn1854TEJGWEg16IF32/KrO6S2L1ehJwbeerqfRWSggOmk7JhYFxDFcdbZKAdFJ21yxnCkgQeHhGHroIHbevoWk7u74oFARtHvFWlbf4GAMPXwIp30fwt3FBW3y5kOP/3Ziuurnh08OHcAZX1/kSJYcY0qXQdmMGZ9LgqxlabNtK7bUfwf5UqVySoKcISBy/MFnn32mZpw8fvxYfQEsh0XLmWtRXxbLrlYDBw5U0+nli21Zdys7YcmsFVnALpsIpUqVSu2SVaRIESUrUQdJOwUkgzqMQKwC4rDICaRhMwjI33t+VyMTb9Z530JdBKRK+5FIkS7rc5nYu3QsshYsjzxl6uD+1TM4tnY2avT8Vp3WLOXBtXMvCcjq8e1Rt/8seCZNoa65/NdmPLh2FmWa9NOeZQqIduR2D0gBsTtS7Q1SQLQjN01AZwrId6dO4u9Hj/BdhYq4FxyEFls2Y2G16iiU5vnpyCOOHEYkIjG2TDmIjLyzcQO+r1gJ5TJmxLtbt6B29uzonL8Adt25jU8OHcSeho3h8d8ZF8Hh4Wi2eRPuBgXi57drJioBMU0n5I3GCwKxCghHQGLOkxkE5OyOXxAZEa7Wc0SVzTM/RLnmA5E6s/dzD/j43jXsXfIFIiMjIGs7yjb9EFnyP53m9ioBiQgPw5oJHfDOxwvg5uGprrl2cidunT+E8i0/0t7JKSDakds9IAXE7ki1N0gB0Y7cNAGdKSC11q3FhHIVUDpDBsVr7LG/kNzdAwOLPdvJUF5vu20LOuYrgPo5c6rreu3ZjaqZM6Nejpz439rVON6sBdz/E453Nq7H8JKlLLtVieTI8vp1165hZpWqFBDT9EzeqG4CsQqIbLlrTdGxBsSa+9B9jRkE5O+9KxHk9xDF6zxbUL9+ck+81WE0kqfLYkEmwiHTqYrX7YpMeYurdSJ7loxB1fajkDzt060SXzcCUqffDCRJ9nSo+d8jG/HwxgWUbtxHdzpAAdGO3O4BKSB2R6q9QQqIduSmCehMAcm37BccbtwUaf47OHnxxQs4eO8eplR6tpOmgJxy+hQuPn6MSRUqwue/kZIfq/0Pj4JDMOzIIWyo18DCu+/ePaicOTPeeyMfLj15rGRlVe26aLRxAwXENL2SN+oMArEKiDNuykwxzSAgt84fxKVD61Gl/ecKbeATH2ydPUitAYmaWiWvP7pzGQd+nQCRiaiy7+evkKNYVeQs9tZrBWT73E9RrHZHZMj99LDKY3/+H5KlyYQClZ8dBqgrpxQQXaQdF4cC4ji2ulqmgOgibb44zhKQ0IgIiICcb9EKXu7uCtxvl//F+uvXMCfaGV7q/5FhYWi1dQsu+z1BQFgYehUqjE+Kl8Cu27cx8eQJ/FG7jgX84IMHUCh1GnQtWBBtt21Fn8JFUDVLFtRe9ycFxHzdk3eskYBhAZFdDmT3KdmxIDEWMwhIWHAgZMpVmab9kT5XYZzatABhIUEo3ai3WpAugpKrRHWEBvlj0/R+qNR2GNJme0ONmmyfN0QtXk+d5elUrVeNgMgaE5/rf6spXf6+d9QUrqodR7+0vkRH/6CA6KDs2BgUEMfy1dE6BUQHZXPGcJaACC0RkIONmyLdfyMgCy9cwJEH9zC54vMjIDKqkTdVKgwoWgx+oaF4f9cOdMyXHzmTJ8eQQ4ewqf6zEZDee3ejWpasarG6rAmJaosCYs7+ybvWR8BmATl8+DDmzZuHn376SW1VK6dWJsZiBgGRvNz99wROb16EID9fpMtRAKUa9lI7XT15cAPb53yCRkOWqPTdvnAE53b+ivDQELi4uCJvufrwLl1Lrek48sdUAJGICA+Hq5s7UqTPiupdxyM8LBTH183B3UvHn+5+VbUFcr757FR4nf2CAqKTtmNiUUAcw1VnqxQQnbTNFcuZAlJ3/Z8YWaqMmjIl5dNDB5VU9C3ydPQ+qry5YrmaRpXnv/Mspp85jSt+fhhSoiQqr/4DR5s2V7toSZE1Id9WqIjZ587h0P17cHNxUa8/DA5GKk9PTCxfATWzZdeeJGfsgqX9IRnQ1ATiJCAiGXJC+Ny5c9VBMnIoYI8ePdC8eXN1AGBiLGYRkMSSGwqI+TNNATF/Dikg5s+ho57AmQIy9fQpHHlwH7MqV8VVf3+8u20LVtSsrURj7507SO3piaJp06L5lk2onyMnuhcsBNnV6v2dO1ArW3Y1zeq97VtRKWMm9C5cBKuvXVVTsnY0aAi3/xalR3HjCIijehDbTSgEYhUQORtC9meW0Y7ff/9dHSIj061Gjx6NkydPqtPFE3OhgMSv7FNA4lc+bLkbCogt1OJXHQpI/MpHfLobZwqIyISc77H91k21+9WAYsXQwjuPwiPTrgqmTo1+RYupBegjjhzCjYAA9V61LFnwecnS8HRzwzV/P3x8QM4BeYjcKVLiq7Ll8Ga6dC8hpoC83Ouu3X6IwKAQq7tjzizpkNTr2VllVlfkhaYgEKuA5MmTByEhIWjVqpUSj6jDZGR3rGPHjlFAHgRalegbdx5i9Jx1cEua3KrreZFtBCggtnGLT7UoIPEpG7bdCwXENm6JoZYzBSQx8I16xvg2BevWvUeYPWomcoQ+sSoNviERyPS/qujY+R2rrudF5iMQq4DIiZQlSpTAu+++CzntPMN/+2dTQJ4mmyMg8avTU0DiVz5suRsKiC3U4lcdCkj8ykd8uhsKiJ5sxDcBuXrLB6tHTEIjv3+tAnAj1BXnajVD5w9aWHU9LzIfgVgFxN/fH3IYoaz7OHLkCOrWratGQjp37ozjx49zBIQjIPGq11NA4lU6bLoZCohN2OJVJQpIvEpHvLoZCoiedCR2AalatSr27dsHl/82BYiifuPGDWT+bxMCR2RCZga1bNkSFy9edETzCarNWAUk+tOePn0ac+bMwaJFi9SuV506dULfvn1RtmzZBAUlLg/DEZC40HL8tRQQxzN2dAQKiKMJO759CojjGZs1AgVET+YoIFXRq1cvtG/fXg/w/6JQQKzHHScBiWo2ODgYK1asUKMi27Ztw5tvvqlGQxJjoYDEr6xTQOJXPmy5GwqILdTiVx0KSPzKR3y6GwqInmxQQF4vII8fP1Zfnu/fvx9hYWH47LPP0K1bN5WYNGnSqE2W1q9fj3PnzmHSpElYt26d+llGU+Tn5MmTq9GVPn36QNqSXWCnTZuGt99+W62NjhoBiSmOnl4Qv6PYJCDRH+mff/5RO2SNGzcufj+pg+6OAuIgsDY2SwGxEVw8qkYBiUfJsPFWKCA2gksE1SggepJMAXm9gAwYMAD379/HggUL4Ovrq2bxyC6vJUuWVOucBw8ejE8//VTN+Onfv79lx9eaNWuqoydkTXTx4sXVNe3atcPixYsxduxYJSnRBSSmOHp6QfyOYlhA4vfjOf7uKCCOZxyXCBSQuNCKn9dSQOJnXuJyVxSQuNBKXNdSQPTkmwJSFadOnYKXl5cFuIxcyJfm2bJlw/Lly1G5cmX1nghHsmTJ1MiHCMj27dtRrFgxdQRFv379cObMGXVd9+7dUaRIEQwcOFDtDuvu7q4O4r558ya8vb3Va9EFJKY4enpB/I5CATGYHwqIQYB2rk4BsTNQJzRHAXECdDuHpIDYGWgCao4CoieZFJCqaNu2LVq0eLaLlshCpkyZlGykS5dOCYQUWVbQunVrTJ48WQnI4cOHlVCIiHz88cfq31JkTYmcfSevicDI9SId4eHhSjxkOld0AYkpjp5eEL+jUEAM5ocCYhCgnatTQOwM1AnNUUCcAN3OISkgdgaagJqjgOhJJgXk9VOwRCJEIGTK1YvFGgHp2LGjEhTZGbZw4cK4evUq8ubN+5KAxBRHTy+I31EoIAbzQwExCNDO1SkgdgbqhOYoIE6AbueQFBA7A01AzVFA9CSTAvJ6ARk0aBACAgIwc+ZMJQ2ylkNGS8qVK2fVCEi9evXUgvPr16/Dw8MDw4YNw/jx4yHHVpw/f96yCD2mOHp6QfyOQgExmB8KiEGAdq5OAbEzUCc0RwFxAnQ7h6SA2BloAmqOAqInmRSQ1wvIkydP1C5Yu3fvVskQoZDpVDIly5oREJmCJcdQ7NixQ50p8uWXX2LUqFFqKpcsXI/aBSumOHp6QfyOQgExmB8KiEGAdq5OAbEzUCc0RwFxAnQ7h6SA2BloAmqOAqInmfFRQBZ9+g2q+l2zCsCdMBc8rN0YPfu1sup6XmQ+AhQQgzmjgBgEaOfqFBA7A3VCcxQQJ0C3c0gKiJ2BJqDmKCB6khnfBCQ0LBxrV2xDoF+AVQDCwiNQtmoJFC6cx6rreZH5CFBADOaMAmIQoJ2rU0DsDNQJzVFAnADdziEpIHYGmoCao4DoSWZ8ExA9T80oZiJAATGYLQqIQYB2rk4BsTNQJzRHAXECdDuHpIDYGWgCao4CoieZFBA9nBnFdgIUENvZqZoUEIMA7VydAmJnoE5ojgLiBOh2DkkBsTPQBNQcBURPMikgejgziu0EKCC2s6OAGGTniOoUEEdQ1dsmBUQvb0dEo4A4gmrCaJMCoiePFBA9nBnFdgIUENvZUUAMsnNEdQqII6jqbZMCope3I6JRQBxBNWG0SQHRk0cKiB7OjGI7AQqI7ewoIAbZOaI6BcQRVPW2SQHRy9sR0SggjqCaMNqkgOjJIwVED2dGsZ0ABcR2dhQQg+wcUZ0C4giqetukgOjl7YhoFBBHUE0YbVJA9OSRAqKHM6PYToACYjs7CohBdo6oTgFxBFW9bVJA9PJ2RDQKiCOoJow2KSB68kgB0cOZUWwnQAGxnR0FxCA7R1SngDiCqt42KSB6eTsiGgXEEVQTRpsUED15pIDo4cwothOggNjOjgJikJ0jqlNAHEFVb5sUEL28HRGNAuIIqgmjTQqInjxSQPRwZhTbCZhKQC5duoSuXbvi+PHjyJ07N6ZNm4YqVaq89PQhISH44IMPsHz5cqRKlQpff/012rVrp65bv349Bg8ejJs3b6JcuXKYP38+smTJot4bP348ZsyYgeDgYDRv3hxTpkyBu7t7jHR5Dojtnc8RNSkgjqCqt00KiF7ejohGAXEE1YTRJgVETx4pIHo4M4rtBEwlINWrV0eTJk3Qv39/bNq0ScnI5cuX4eHh8RyBzz//HKdPn8aiRYtw8eJFdOnSBbt371ZikS9fPqxatUrJx6hRo3D+/HksW7YM27dvR/fu3bFr1y6kSJECzZo1Q9OmTdGnTx8KiO39S3tNCoh25HYPSAGxO1LtDVJAtCM3TUAKiJ5UUUD0cGYU2wmYRkDu3r2r5MHHx8cyKlGmTBlMmjQJIibRi4yOiKAUKFDguddFNObNm6dGQaQ8evQImTNnVn8PGjQIOXPmxJAhQ9R7q1evVm2LmMRUOAJie+dzRE0KiCOo6m2TAqKXtyOiUUAcQTVhtEkB0ZNHCogezoxiOwHTCMiePXvUtKoTJ05YnrZNmzaoUaMGevToYXnN19cXWbNmVdOpZIpW0qRJ8cUXX6Bx48b48ssvcefOHTW1KqrI9KudO3eqkQ5pX6ZeSTl37pxqW6ZqUUBs72C6a1JAdBO3fzwKiP2Z6m7RkQJy+uINRERE6n6kRBevUJ4s8PCIeQqyLVAoILZQi3sdCkjcmbGGXgKmERAZ0Rg+fDgOHDhgISRTq4oXL44BAwZYXpMpWTJSMmbMGAwdOhT79+9HvXr1cPbsWUyfPh1hYWFKTqJK3rx5sWLFCiUg0n79+vXVW1evXlVti9DEVPwCQ63K2LXbPhgybS2QJJlV1/Mi2wiIgBTOnAJf9G1oWwMx1Fr650GsP3QZadOmtHvbbPAZgQf3H+LD1lVQrpi3XbGEhoVj4ITlyJLj6Zovs5TIyEi4uLiY5XbVfYqATP6kFdzd3ex630fPXsXuWYNQMOXr/7ssbvIgyBXX/NwQEu6CHCnCkTVZONxcY74VUZqHwS649sQdgWEuyJIsHNlShMPDFYiJvtR7HOKC60/c8STUBRm8IpA9RTi83CNjrSdxrj9xg0+wG1J5RiBnijCk8Iy9XmgE1H3eC3RDMo8I5EoRhtRJYq4nTx8eCdzwc8NNf3e4u0bCO2UY0ieNeOk+r/klQdZ6H6NBvbfjmL/YxXD2pIWoeWwr0rnHfm0cg/PyaARWJvdG7eEfImeWdFZxSZH0+ansVlXiRSRggIBpBGTv3r1qpOPUqVOWx23dujXq1KmDbt26WV57+PAh0qVLp8QhderU6vWaNWuid+/ear2HjGjIyEhUyZQpE6RteV/ab9mypXrrzJkzqu3r16/HiPeRv/UC8tn0tXDxooAY6K+xVhUBKZQ5BUb3tr+A/PTnQWw8QgGJNQkGL3hwzwf9WlVGWQcIyEff/GY6ATGI0ynVb12/je8Gt7C7gBw6eRmBf/RF9Uy3X/lc4RHAdT83nPf1QFCYCwqkCUXe1GFPJSIGixBpuRPgirM+nkoi8qYKwxupQ5HUPfZ6PkGuOOPjgYfBbsiRPAwF0oYihYdI4+vRR0YC/qEuOO3jgVv+7siQNByF04YgrVckXGNxzeBw4NQDTyUgIi3F0ocgQ9KIWOuFRQDnHnrggq8HPF0jUTJjMLImf3W9Uz7JcKXUGNSv+/z05tg7U+yiPOfbhah1nAISO0tjV6xM5o0aw6wXkNTJKSDGiLN2XAmYRkDu37+vdr66d+8ekiV7+iE+f/78WLBgASpXrvzcc6dNmxZHjx6Ft/fTb1BFQGThenh4OCZPnowdO3ao12/cuKHWiUStAZF6o0ePVu8tWbJEtb1x48YYmXINSFy7nGOv5xQsx/LV0TqnYOmg7NgYjpqC9dfpK4hc1/+VAiLycfWJGy48eiofBdOEwjt1GDwdKB8Pg0QiPNUIhshHQSvlIzAMOHHfE7cC3JHBKxxF04cgTZLY5SM0HDh+3xPX/J7KR/H0IWoEIzZpEfk46+OBfx57wN0lEmUyBiPza+RDeoYIyIVio1Cr1v/s3lE4BcvuSF/ZIKdg6eHMKLYTMI2AyCPWqlVLLTiXqVW//PKLmjJ14cIFuLm5YenSpUo0ZFG5yEZAQABmzZqlRERGMmT0Q9aDyJQrqVutWjV1nb+/vxIN2SVLtuqVtSYpU6ZUsWRUpHPnzhQQ2/uX9poUEO3I7R6QAmJ3pNob1C0gUfJx3tcTIeF4Kh+pwuDpFvsIxt0AVyURfqGuyJMqFPmsGPmQEQzfYBeceOCJh0FuyJEiDIXShiJ5LCMfkoigMOCve0lwO8BNyYdIhJo+FcvggcjH0XvP5KN0xmCrRkxelI9ymYORMRZpoYBo/5Wxe0AKiN2RssH/Z+88wOQqy/Z/T5/t2b6b3glphBBqMLSQ0BSkCWIBFSliQP6gRFDCdymKNCGI8ilNaQKfCkgR/FAhQQIJJYT0BJJssr236fO/7nf2LJuyc87MnDNn9/M518VFkj3v887cZ05yfvM89/OYrMCwAhD6Oy6++GI1B2TSpEl44IEHwE5YPGgm59yPY489VsEHz2P2gkByxx134POf/7w6j14Sekbq6upU5oRzQEpLS9XPeB4zJPSJXHjhher3TmfywmHJgJj8icwwnABIhgIOgeUCIEPgImT4ErIJIIQP+j02tHrBh3SWXU0wmPlo6nUqiOgKJeCD5VN+HWghfNDzQYhoCzoxKi+iMhi5OuValJSvb1W9D/U9LpT6o5hbHkIBPR8G4OO9Pvgo8MRwRGVQZUz01mnwsb3DA5cjrtYZKdda25yLTTOX4ZSTJQOS4a0E5AXjAAAgAElEQVRg23IBENukl40NKjCsAMTge8rqaQIgWZVbdzMBEF2JhvwJAiBD/hLpvsBsAQizHTs73djc5gGN2dNLwhhXoO/5ILQwA/FxswfdkQR8MIPh04GP1zZ0YunzddjTHsaE8nzc9PlxOG5cfD+vyK7WEC5/sgbv7ezFhDIvfnPhaIwvz8WqPW7c8cpOrK9pQ5HfgWtPLMc3jkl8AaYdLd0RzP35Zvzo1Ep885hS5UlZ1+TF7m4X8txxzK8OGIIWekw2tniwi4bzFOCDGZpXdxWi56gf4fTFC3SvdaonSAlWqoqld362AeSuu+7C97//ffVi2TgjFoup6hQeo0ePVjPbpk2bpr7YPeMM8z2amkqXX365muXGfVI5+PomTJiAcDi83wDqQCCgKmh27dql3osc5iggAJKhjgIgGQpo8nIBEJMFtSGcAIgNopu8ZTYAhNmE7R1urG/xKg8ETdzMfLgd+mVXe7pdWF3vBfs/TSgIY0ZpWNeo3t4bxSE/3YSrTp2KMeUFeP2Dnejq7sFjF4/bLxNxyn3bcNqMQlyxoAxPr2nD61u6cc78KXjird1obO/Bk18fiY7eCBYv34Y/XTYBM6r9/Vfg8id3YeW2blxzYjm+dHgZ3qnzqa5eNLYvGNVrKNPSE3bggyYv+D79rs8yH0y0JMua0OBOo/o/dhegctFSnCEAYvKdkb1w2QaQge/sd7/7HX75y1/u1TSIPxcAyd71Hw47CYBkeJUEQDIU0OTlAiAmC2pDOAEQG0Q3eUurAWRBeR3qup1Y0+hDNObAwSUhTC6K6LfajQOdIQdW1PpVq122oT2kPAS3ToteyvPMe+249812LDltGkbmRTGtsAfT/msDam6dDt+AAJ82h3Dqr7bj45sOgtPpUGVX/65LeD6W/XEtfvflkThmYqKRyg+fq0WB34mliyvV79/c2oWf/a0B06t8mFrpx5zJ1djZ5VaZD8KHkUZFLLtiV66t7R74nHHMM+D54N7MCu3odOGjZh92dftRtegGLJYSLJPvjOyFG6oActlll+Gpp57CJ598ooCEnlzObmPZPMvhWTpPD+7dd9+t/LkcmxAKhcAmQQ8//DBmzpypsisspX/xxRdVmTw7ni5fvhxHH300mAFxu92q4ynHMNDTSyD63Oc+p8TnOAb+xywNMyWMz5lvAzMgbHvO4dQc0cDXxJicEycZEHM/vwIgGeopAJKhgCYvFwAxWVAbwgmA2CC6yVtaCSCRF5fg4PwG5cHgXAt6PqaOMA4fK2v96Ik4VKnWHAPwQc8Hu1Zd85dWNHaF8f8Wj8GRlUF4XMDkmzfgle9MxOQKX7+Cf/2oHb95sxkTSr14fXMXSgr8OG/+BBxc6cMFy1djyy3TUELDCIAH32rGW9u68eBXxyIUieG4u7fh4a+OwQMrmlGQn49DJlcj3xPD0VVB3bIrvk6WoW1qTcAHMx/zKoK6XbK4jjruUvDhVRkSr8utSrCkC5bJN0YWww1VABk1ahT+/Oc/q26mBA2CAYdFE0zo0WWX0jFjxuDNN9/EmWeeqWa/seMpYeC73/2uAoV//OMfanYbxzL4fD4FIn//+98VtBAWXnjhBbz++us46KCDcOONN6ph04z3v//7v/jSl76E9957D2PHjsUrr7yifs+Y7IaqlWBxr+uvvx4ffPCBAp/rrrsOd955pwCIyZ9fAZAMBRUAyVBAk5cLgJgsqA3hBEBsEN3kLa0EkOa/XANvpFU9NE8pCuOg4tThY2xBBIcahI+uMPB2nR8PvbEbOa4YHji/XMEHj9k/2YjHLhmH2aNy+hV8/J1WXPs/u/GHi8cjr6gEj77ViH9vbsTKaydh9A/Xof62GcjhYBIAT77biuc/6sCT3xiHn/2tHuFoHNcvqsJlT9WhqCAPXzi0XEGEnuGcEBGKQc34SMBHDHPKQqjITd6il+sicahhiOtavGogIUvZuqM+bJslbXhNvi2yGm6oAgiB4Ktf/arS4oYbbkBtba3KdBAcent71a95cL4bRycw66EdhAY2DiorK1MNh+g7YYMhNhvSDsahj+PBBx9Uf0TIINzs2LFDQQuzJ7/+9a/7z+cohl/84heYM2dOP4CwAyqzKPfff786b9u2bWrAtWRAzP0IC4BkqKcASIYCmrxcAMRkQW0IJwBig+gmb2klgLzzyPU4KK9BlVyxa5Ve+ZTWMvffdYmyq1Tgg92uVjf40Bp04l9ra+CO9eLuc0f1qzXxx+vx2pJJmFT2WQbk+bXt+NmrDbj7ohnY0+NGkSeCLy1/D5tunoapt2zE5punoTQ/kQH57cpmrPq0BzecXIGvPLIDL101GZ92+fGTF2swqcKPG04sQolff6ghvRvb2hPwQUjicMKqJHM+uLcGH5yMzswHkYhzTCYURrChTeaAmHxLZD3cUAWQgSZ0jlJg9uGxxx5TAJKXl6cyDTzOOecclbEYMWJEv3ZdXV2q1IpdSpnhYCkVz2Ep1+23366yKfua0JkZYXkXh0pz0PT06dPxX//1X/0xWbbFny9evLgfQJgVOfjgg/GTn/xEndfR0aHKvARAzP0YC4BkqKcASIYCmrxcAMRkQW0IJwBig+gmb2klgLz9yPU4Y+Qe9bCsBx+ccN4ScGBNgx9dYeNlV1zXHqSR24fWgBPVeRHU1Tfiv1c04+WrJiq12Alr7s82oeanM+B2Jfro8qH+358G8PVHd+AXXz1UtdqdVRLE5B+vw/b/Ohin3Lcdt51VjQVT8tX53326BuNKvPC5Hbj9tUblGYnGHQiEoirL8u1jS7Hs9KpBrw73I3zQjM/sR647jukloUEnnGuB9oMPR2J2CuHD5ZRBhCbfDraEG44AMrB71dVXX618Gvfee29S/egPIZQwi1FfX58UQFjCxewIZ8RpBzMbzKTMnj27H0AIMX6/H/fdd586jXPkCDkCIOZ+lAVAMtRTACRDAU1eLgBisqA2hBMAsUF0k7e0EkB2PH0tvjyhxhB8cM4Hu0FxyOC4fGOGc8IHJ5yzJKkl4MLIvAgOKQshHIli9k834ZGvjcX8iXn4/p/3oDsUwwNfHoPN9QF82hzGEZMKsaHFi289tB7nzKvA9xYU4Ml3mvD0e2345/cm4xevNaiMx2MXjwXN6qf9ajte++4kVBf7saXNjR2dHjXh/JmV2zF3tA/fmr93i96Bl2kgfGxt8yDHHcfBxWGMzI8amoxOzwffIzuI0UczsQ8+uIcMIjT5hrAh3HAHEA6HPu+885SRfNy4ccq0Tl8GS7BoXH/33XcVILBUilkQZkUaGhqSAgi9I+eff74aUM12us8//7waNs0Sq7a2tn4AefLJJ/GjH/1IeUXoAeHQau4lAGLuB1kAJEM9BUAyFNDk5QIgJgtqQzgBEBtEN3lLKwGEJvSTquqSvmJCBCec8wG7M+TE+IIwZpUZzZg4VRcpDT5YzpTTN2Tw9U2duOEvtajvjODI8blqvkdJnhsPrmzGsx904MdnH4T6XjciwW7c9eI21LQGMa3Kj199aTSmVPgQjMSw5OndeG1jJwp8LvxgUQXOnFPSBx9uFHljCiJ+8couTK/2qzkgBzoygQ9taryCjwFlV8x8aIcAiMk3hA3hhjuAULKHHnpIlWQxy0Gz+dKlS3HRRRepkij6NGhY93q9qjyKGRCa2pOVYDEmsx+ECQ6cJlywJGz+/Pl7dcFi5uWqq67Cc889p2LTq0JPCsvFaJCXwxwFBEAy1FEAJEMBTV4uAGKyoDaEEwCxQXSTt7QSQOIvL8HxFYMDCOGjvocQ0QcfhWE1oNDbZxwf7K1yHedtbCB8BF0YnRdR7X31JpxrHpNNbR7U97hRkRNREFHoiyfNRHBdTyRhHN/R+Rl8lBswjtNwzqzH1na3KrsymvnQWu2uo+fDATV8USu7GqiLAIjJN4QN4ewEEBvermw5DBUQAMnwogmAZCigycsFQEwW1IZwAiA2iG7ylnYBiAYfLIPqDCcyH/SK6E041+CDk8MJH6PyIurhPM+jbwBvCzowED64zkjXKrb25bqdnR4UeaMKIvTgg5eJ0985+Z2m81x3ImNipOyK8PFJhxsfq7KrOKYXhzC+MHrA2SkCICbfEDaEEwCxQXTZMiUFBEBSkmv/kwVAMhTQ5OUCICYLakM4ARAbRDd5SzsAhBDByd+bWz3oDDvUN/tTRoThd+lPRmfmIwEfTozOi6ruWpw8nmxqODMY7SGHypg09CYyH0bhIxCF8opwyCDLrggDRuCDQwa537YOD3JdMcwo1Tec89ISPra1u7GxzQPEgVmlIYwtODB88HwBEJNvCBvCCYDYILpsmZICAiApySUAkqFcli8XALFcYss3EACxXGLLN8g2gGjwsbHVg+6wQxmqJxWF+70bg73hRJeshOejta/syih8sEUvy7zqe12oNAgffB3sWsUSqF2dbmU4p8ekLCf5vA6u0yacM/OR445htoFWuxp8sFSLWRNCEw31o/MHhw8BEMtvj6xsIACSFZllkwwUEADJQDwulQxIhgKavFwAxGRBbQgnAGKD6CZvmU0A6YePFg+6I6nBB7tdsSRJ83ywXMtI5oMtfTk7o6HHhYrcqMpgFPmSZ0wocTgKfNjkxa6uBHwQIkoNwse6Zg+2d3DORxyHlgd1hwxq0MLMB30m/fBRoN8la21zLjbPXIbFJx9n8icD+P3yx3HKun+gxB03PbYE/EwBARD5NAx1BQRAMrxCAiAZCmjycgEQkwW1IZwAiA2im7xltgAkHAM4SI8P2D0RByYXJUzVWteqwd4Wp6g39ibKrtqY+cg37vngUML1zR40BlyoyImqDEahVx8+CC0fN3tQ0wcfc8uDKPYnN6rz9TOjs6k1YVT3OuM4ojJoCFo4dHGrau3rVvAxpzyEkXnJMx/cjxma/60pRMcRP8LpixeY/MkQADFd0EECCoBkS2nZJ10FBEDSVa5vnQBIhgKavFwAxGRBbQgnAGKD6CZvmQ0AIXzs7HQrTwSH9xE+WHZlxHDOLlkfNPoQiDqU4ZxeCr1uV5SI5Vrv1ifmihA++FCvlzHhOnpS3q3zKY9JgSemIELPqK7BxweNXtT1uOB3xXFUVcAQtBA+CDvMtLgdcfU6qwkfjuR+GG2i+uu7C1C6cCnOEAAx+c7IXjgBkOxpLTulp4AASHq69a8SAMlQQJOXC4CYLKgN4QRAbBDd5C2tBpAF5XVqzgcnlfNhe0pRWBnO2WpXzzjOTMSqeh/aaTjPjyhDtl7GhPKw+9TKWj843LAyJ4rDKoOGoIVlV6sbfKjpcilYmV8dQIGBjAk9HyzzYucqnzOOo/vgI9n74+uk4Zzdtej5cBE+yozBB0vZtOGEn3TmoHLRDThFSrBMvjOyF04AJHtay07pKSAAkp5uAiAZ6mbVcgEQq5TNXlwBkOxpbdVOVgJI9KUlmFXQgNXMYPSVXdG74XEmhw++155wAiLaQ06V+Ti0PKSbMdHgY8UeP5oCTpT7YziqOqDbXYvrCB/vNSY8H3nuOBaM6jUELYQPej4+6fCosqtU4IMT1QkgnPNxWHkQlX1zRZKBC+GDpWxrm72IxBxwu9wIHX0TFi4UD4hV94jVcQVArFZY4meqgABIhgpKBiRDAU1eLgBisqA2hBMAsUF0k7e0EkA6nrsazkgbghGHKrmaUao/4VyDiNdrctAZcigvBMugPDrDCQfCBz0fZb4oPjcqoDvUUIOP9xsTrXY1+Mjz6Autdbva2u5RmQ+WXZX49T0mWqvd9a1euBDH3IogqvP0u2sRPuq6nVjT6EM05lDDF4MxL7bNWiYAon+5huwZAiBD9tLIC+tTQAAkw4+CAEiGApq8XADEZEFtCCcAYoPoJm9pJYC8++j1mJjTiImFYcw0AB80YHPo3xt7EvBBL8SRBuCD6zivY1WdHw29TpT6Yobgg+tYrsXyKRrA8z0xHF0V1C274jr6Wmg4J3zQ8zGvQt9wznU01bNUi22BWXbFVruj8pN3u+I6bXDje4SPODB1RBhTR0SwoS0XW2YKgJh8W2Q1nABIQu7rrrsODz30ED788EOMGTOm/xp85StfwbRp03DTTTep/37+85/D7Xarn7tcLkydOhU//elPcdppp+113VauXInjjktkBuPxuPrP6XSq31999dW45JJLcMopp6CmpsaS611WVoa3334bkydPNhz/rLPOwrnnngu+532PESNGYN26dRg9erTheGadKACSoZICIBkKaPJyARCTBbUhnACIDaKbvKWVAPLWw9/HKVW7MatMP/PBh+yuMPB2nR9tQWdK8NETAdY0+NDQ61LwMX+kfuZDgx3O+djdnYAPQoSe4VxBSwyqm1cCPmLKu1HRVz412OXhOmZMCDqcZeJ2AjNKQhij02pXgw+CFd8j4YM+moOKI2oyugwiNPmGsCGcAAgQjUYxY8YMfP3rX1dXYOnSpYMCSF1dHX73u9+pn3Pd888/j6997WvYvn07ysvLD3gFef6zzz6LV155pf/nfJgXADH2gRcAMabToGcJgGQooMnLBUBMFtSGcAIgNohu8pZWAsi2p67F1ybVqIftZAcfsjkskAZwts6tzjVWdpWAFoea18E5H2X+KA6vCiqjut5+hBZmIbRWu3PKgrrlU9xP6z5F+MhxJYYTVumUT2kZE3YCI3zQA3NwcQI+CBHJDpZrafDBLMjkooia/q5pKgBi8g1hQzgBEODFF1/E008/jVtvvRWLFy9W3/Rrx74ZkIEAop3DrMBTTz2FY489NiUA+fznP68yIQ8//LDKkDzwwANq/zPPPBOzZs3Co48+qrIyRx55JK666iqV0YhEIvjhD3+Ib33rW2qvO+64Q63j+srKSvzhD3/AxIkTwQzILbfcgvvvvx/Nzc1YsmSJWsfjmWeeUT8jQHHNb37zG5XlGZgB+dvf/qb2ZJbnoosuwp133ikZEBvuT1O2FAAxRUbTggiAmCalbYEEQGyT3rSNrQSQyItLcFJVXdLXyofq9qBDdclqDTDzEcG8ipCu50ODFg4nrO+DD3op9Fr0ch3ndXASO+FjhC+KGSVh3XkdGnxs70gMC8x1xzG9hF2rkns3BsLHhlYP3A5gWnEIYw3Ah+b5YNkVfz2pKAKa+AcCnQCIabeCbYGyDSCPPPIIduzYod4vMw7jx49Xv7b6z5MJfN555+Gyyy7DwoULcdJJJ6kyq8MPP1wtSQYghAE+zF9xxRXqPRUVFaUEIPPmzcN///d/qwwK/0/gYOkWy6Dq6+tBCMjNzcU111yDpqYm9fO2tjZw3Z///GdVDsUSMO5dUFCgft7d3Y0rr7xSAcgFF1yAe++9F1u2bMHs2bPR2tqq4hBu3n33XbX2V7/6lYIWwo0GIBdeeCHGjh2rMj2nnnoqfv3rXysY4T5SgmXbrZr+xgIg6WtnxUoBECtUzW5MAZDs6m3FblYCSPzlJTi+YnAA4UM1J5yv44TzgAsj8yLKE+E3kMFoDzmwoQ8+ynOimF2mP+dDy5iw7S27XRV7E8MJ9YYMDoSPrW0e5LjjOLg4jJEGvBta2ZUGHwcVhzAuRfhIlF3tnfnQPgsCIFbcFdmNmW0A4cP0Bx98oN7kL3/5S8yZM0f92uo/H0xVPpQfdthh2Lp1q/JoMBvx3nvvYfny5QcEkNtvvx05OTnqZ3zY59q77roLxxxzzKAXbrASLK7p6OhQ6+g9+cIXvqAe8gkgjKuVgo0cOVKVcGl7XH/99QpMbrjhBvBnP/vZz0CIKi0t7X8NBJBXX30Vc+fOVX9WXFys3tfrr7+O5557TpWO8QgEAsjLy1NwQhDi3gSco446SsGOdg7f865duwRAsnt7mrObAIg5OpoVRQDELCXtiyMAYp/2Zu1sF4AQPjgskCVJGnwQBvTmfBAG2oKJDEZ9r1sNGaSXQm/C+UD4YOaj2BfF9JIwSvz6GQyWXTHzkQp88PoQPj5VhvNE2VUq8MFWux80eVXmg56PqcWRA5ayCYCYdSfYFyfbAGLfOz3wzixRuvbaa+H3+9UJLGXyer3Ys2cPPB5P0gwIQaC2thaPPfZY0rdlxAMy0BNCCGAp1qWXXqriEjZKSkr6ze/BYBDnn38+7rnnHqxZs0ZlbF577TUFDsxWTJkyRWVABprQtd8TZDZv3qxKu7SD2ZP3339fGfG5N0u4vvzlL+PTTz/tP4eQsmnTJgGQofYBNvJ6BECMqJS9cwRAsqe1VTsJgFilbPbi2gEgGnywi1RjrwtVuRHVJSvPk7yFrVZ2xdkZtd1ulPoJESEU+/TX9UQc4NwNmsCLvDGVwSg3YBxntyt2reJr9bnimFYcxuh8Y96NnZ0uld2hzYOlUxMKE8bxZAe1qe124sMmH4LRxODGaSWDm/gFQLJ3r1i10386gNBfwQd5fuOvHfRg0JvBkqRkJVgtLS2qyxRLpbSSrQNdp3QAhAZ1zefBPQgOWrboQHsQSm6++WZ89NFHytMyGIC8+eab+Mtf/qKyIDy0DAizHV/96lf7sy/MtjArwqOrq0uVeEkGxKq70OK4AiAWC5xieAGQFAUbgqcLgAzBi5LiS8o2gPABuzngxAZmPoIuVOdGcHBJGAUpwgcN5/RSGCmfouGcvo1U4IMycjjhtna3mlSeKnzsIHw0e9WQQUKLUfhg5oPQwtkpnBi/r+dj38srAJLiB34Inv6fDCAbNmxQno/du3fDMWACJ8uwXnjhBfzpT39KCiC8nCx/eumll8AH+8GOTAGEGZqenh6V3aDv5Ac/+AHo06CJ/Be/+AWeeOIJlcGhj4ag8te//nVQAOF5mgeEYMMyOL7PN954o98D8qUvfQmjRo1SnhJ6QGh0Z7kXMyLiARmCN7HeSxIA0VMouz8XAMmu3lbsJgBiharZjZlNANHgY+MA+OADtpHyKc4F2diX+UgFPjhXhBmTnZ0eFHmjhjIfvALsPrW5jfDhhc8Vw/TisJrXoZfB4DpmTGiOdzrimF4cwvhCY+t2d7sUmAWiTkwpCvW32k32iVjbkovNM5Zh8ckyCT27d455u/0nAwgfqvnNP7tADTxo1KYJm9/4c2bHwDkg+3bBIhjwQZ5mb5YvHejIFEA6OzuVCXzFihUqPLMjzNoQmlg2RYDgbJKqqir89re/xfTp0wcFEL5WGtiZLQmFQmrmCbtosexqYBcsZkjoy2FJGjMxNKuzpGvcuHHmffgMRpI2vAaFGuw0AZAMBTR5uQCIyYLaEE4AxAbRTd4yWwBCP0RTr1NlE9hqd3ReFJNH6MMHoYVzQVg+VdfjVq12jWY+OsMO5dvghHOWXREG9MquKG9vxIHt7W5s6ZtwTm+K3rBArgtEEnM+CDyIA7NKjXW7osekptONre1uBKIOHDQirDpe6U1/Z3nYv/YUoOmwH+H0xQIgJt8aWQv3nwwgWRNZNspIAQGQjOQDBEAyFNDk5QIgJgtqQzgBEBtEN3nLbAAI4aO2x6V8FN1hwkeio1O+TtmV5hX5uJnQ4kJZDjMY+mVXlIhzRdY2eZXHhPBBiCjLSW445zp6RT5q8mBPtxteZxxzyoO6rXY1+GCnq12diRZe7OZlxCtC+CAk0ayuTTifSPhwAgMqUva76oQP7vX3mgIUnPhDnLF4gcmfDOD3yx/HKev+gRJ33PTYEvAzBQRA5NMw1BUQAMnwCgmAZCigycsFQEwW1IZwAiA2iG7yllYDyILyOtXtam2zV2UyxuYnZlnowQcN5/RuvN/oU3M+VLer0pCaVE5fRbKD3o01jT7UdLlQ7IthdmlId84H4xGU1jVrE87jOKw8iEqdOR9cx7IrZj1YskWPOSejj9aZcK6tI3gQXAgf00aEMb4oAq8OfGjzQegV2dSWi8pFN+DURZIBMfnWyFo4AZCsSS0bpamAAEiawmnLBEAyFNDk5QIgJgtqQzgBEBtEN3lLKwEk9tISzCmqV/DRGnBhdH5EGbL1ul3xLbKciQP46vqGDBIiinS6XXEd4eP9Rq+a81HojWFueVDXqK7BB/0X2zo4LDCOwyuDKDeQMSF8sHSKJndC05zyEEbmGfN8sEvWpjYvQlGolsBj8iPwupJnPggfDT1O5THpCjsRgxvxY2/CyQsFQEy+NbIWTgAka1LLRmkqIACSpnACIBkKZ9FyARCLhM1iWAGQLIpt0VZWAkjX81cjN96qMh+j8iIqg6E3qVyDiFX1icwHW+3OLQ+hwJu81a627r0++CjwxHBEZVBlTJKVMg2Ej+0dHrgccbXOSLnWgeCjmvDhSA4RXLery4UNrV4FTISPsQX6ZVeED/poCHRdIScmFIYRgQc7D1mGhQIgFt0h1ocVALFeY9khMwWGFYBs374d3/zmN9VkSTr277vvPsyfP39QBZqbm3HQQQfhJz/5CS6//HJ13iuvvAIOmeEwGvZ3Znszdhjgcdttt4HDa9h3+eyzz1bdD9iBINkhGZDMPoBmrxYAMVvR7McTAMm+5mbvaCWAfPiH6zDa24RR+RFlyNYbMqhBxL/rfKjvdaHUR4gIIM+T/IF+X/jIc8cxvzpgCFpYdjUw85EKfLBFr2Y4Z+bDCHwQInZ1ulQGgz4Owsf4gsSQwWSgxOxKc8ChskL00RA+mE3a0pGLrTMFQMy+L7IZTwAkm2rLXukoMKwA5PjjjwcHySxZskRNhySMsH8xp1oe6Lj44ovxr3/9S/VWJoC0t7ertmocVU/4WLZsmZoA+cwzz+Cf//ynmk7Jns/5+fn44he/qFqXfec73xEASeeTZdMaARCbhDdxWwEQE8W0KZSVALLyoe/jhIo9OLQ8BJ9OaZEGEW8RPnoS3o1jqwPwu1OHjwWjeg1lWjTPx6edibIrDT5oMUkGA1qr3fWtiW5X9HxoXbKSrSN8cM4HMxiRmEMZ6icUReDWyZho09/fqfejO+LAhIIwZpSGlVH949ZcbBEAsenuMWdbARBzdJQo1ikwbACkoaFBwQMnVGpZiWush8kAACAASURBVMMOOwx33nknCCb7HgQKAsbMmTPVfwQQgsaDDz6osiA8CCSVlZXq/xwIw77J7B/Ng8NqGJtxkh2SAbHuw5lOZAGQdFQbWmsEQIbW9Ujn1VgJIOsfvw7fmrJTt52sBh/MfNDzUeSN44TRvcoPoXdong+22mXmg/DBjIneQfhY35IwnLPbVSqeDw4Z/KjZBwfiqtvVGAOGc804TnN8lPBREsLkIv3J6IQPzkBZUetX7YGZLTmkPKQyJjxkEKHelR76PxcAGfrX6D/9FQ4bAFm5ciWuuOIKrF27tv+aXXDBBTjxxBPx7W9/e6/ryCEs8+bNwx//+Ec1ZEUDkJ/+9Keor69XpVXawfIrTopkpoPxWXrFY+PGjSo2S7WSHY1tAUOfoZr6Vtz8m5fgyMkzdL6clJ4CBJCpZXn40eWnpRcgyao//m01/ve9HSguLjA9tgT8TIGmphZcefZROGzGeFNlCUei+MFdf0L16GpT41odjM1KdRo0Wf0SUo6/p6YWt197NtxuA0/7KURfvW4HAs9/Fwur6pKu4gM2W9GubvCpVr0jvDEcNyqgCx9cF4oBHzV51eyNfE8MR1cFdcuuuI6lT2wJTPjwu+KYU6bf7Yrr2KmK5VMfNXtVhmRmif6cD64jfNT3OFX5lNZqd+oI4/Cxstav2gOPK4gok7sGHxqAbD9kGRadvP+Xe8mF17+YD9/zGBZ9JG149ZXK7Iw/54zDgh8sweiqYkOBykf4DZ0nJ4kCZikwbACEJVc33XQTVq1a1f/ev/GNb2D27NlqquPA45ZbbkE4HFbeD06Z1ADkxhtvVOPu6fXQDk6J5LRJAgjjczw9j507d6rYnKaZ7AjxKy8Dx87aFlz3y+cR9+UaOFtOSVcBAsjM6kLcevXn0w0x6Lo/vLAKL636RADEdGX3Dtjc1IL/d+GxOGLWBFN3IoB892dPo3J0wvM1XA4+bOoZnofae6mrqcOvlp5vOoCsWvsJ2v7nShxfXjvoW6ZenFT+QZMPtd2JsqujqwLI0clgcF0gygyGFzv74GNehb7hXIMWdqxKwEdMlU9V5CafD8J1kTiHBbrA1reETJZP6U041+CjodeJNQ0J+JhSFDY04VzLfGjwQZM6S9kGwgeFZQakdt5PcMZpJ6b20TJAyvff9iiOf//vMgckNWVTPvv5vPE4Zdm1GFtdYmitd98PgaFVcpIokL4CwwZA3nrrLZXpWLduXf+7Pf/887Fo0SI1Tl47Nm/ejHPOOQfvvvsu/H7/XgBy6623qowGzevaUVFRAca+8sorVfxzzz1X/Wj9+vUqdk1NTVJ1pQQr/Q+fFSulBMsKVbMbU0qwsqu3FbtZWYIVf3kJjq84cAaED9jdYYeau7Gnx40SXxSECD3DuQYtG1sT8FHgJUQEUeJP3u1Ky7Rsa0/AR44rMZywSmfOhwYf9G4w88HKJ84xmVCon8GgV0SDD2ZBWHLFAYx6z4+a5+PfdYmyq8HgQwMQ8YBYcWdkL6aUYGVPa9kpPQWGDYA0NTWpzleNjY3IzU1kEaZMmYJHH30UxxxzTP+7v+uuu1Tmw+v1qj/r7OxUnhFmOFiWdc899yhjOo/du3dj6tSp/R6Q4uJiMHvC4/HHH1exX331VQGQ9D5btqwSALFFdlM3FQAxVU5bgtkBIHzA5qTyja2JieNstctMhF6rXW044eY2D3Z0elDoianuWqU68zo0+NjekZjXkeuOY3oJu1YZy3z0w4cDOGiEMfjQPB8su+KvJxUlBjDqwUdi+rsDaxr86AofuOxq4AdFPCC23DambioAYqqcEswCBYYNgPC9L1y4UBnOly5dqvwdLJnasmULXC4XnnjiCZx00knKVD7wGFiCRRhhyRXXLliwQHXT6u7uVqCxYsUKXHTRRaDXpKCgQO3FrMgll1wiAGLBB8+qkAIgVimbvbgCINnT2qqdsg0ghIH2kAMbWrz9cz4IEXpDBhPw4cCWNncCPrwxzCgJ6c7rGAgfW9s8yHHHcXBxGCPzo7oT1Vm1S88Hy644fX3qiDAmGsh8DISPRNmVscyHNufjg6bEkMFx+Xsbzg/0GRAAserOyF5cAZDsaS07pafAsAIQttxla13OAZk0aRIeeOABsBMWD5rJn332WRx77LGDAgh/QC8JPSN1dXUqc8I5IKWlpWrNHXfcoTIk9IlceOGF6vdOZ19bkEH0lRKs9D54Vq0SALFK2ezFFQDJntZW7ZRNANFKi5j5qO91o8wfVZmIYp1hgXvDhxtF3piCiHID3g0a3Jn5SBU+WD7FSeUKPlIou9Ja7RIi+Gt6PqYWJ+Z8JDu0CefcrzPkxPiCMGaV6WdM1rbkYssMmtBlErpV94jVcQVArFZY4meqwLACkEzfrBXrBUCsUDX9mAIg6Ws3VFYKgAyVK5H+68gWgPCBvjXoxNY2t4KPipyIyigU++NJMxF8MGcb2k86mPlIDT6YMfmU8NHuVmVXRjMfhBYazjkskJkPDvwz4vngOprp1ZDBqAMHFYdgpNtVKAo09LjUUEMFH4VhNaBQrw0xMzQr6/JRd+iPcdpiAZD07wJ7VwqA2Ku/7K6vgACIvkZJzxAAyVBAk5cLgJgsqA3hBEBsEN3kLbMBIISPxl6nesBuC7oUfPChnmVXfMAf7CB8sFxrY4sXDb2cDxI1lPlgPPonOOGcHpNcdyJjYqTsKhCBep2fdnjgdMQx3UC3K+5H+KDBfXu7G9G4A9OKjc35IHwQrLg2GOWcD3bJCusObiR8EHZeqylEzvE/xBmLF5j8yQB+v/xxnLJO2vCaLuw+AQVArFZY4meqgABIhgoKgGQooMnLBUBMFtSGcAIgNohu8pZWA8hx5XVoC7LblReNvS5U5yXgY4SBsiu22mXnqV2dbpT4YwoG9MquKA8fzjltnDBAo/qMUn3DOdcRlAgfBBePM64M7mMLonDplE/1T0Zv8XAwuoIdms711hGw6DFhO2HCx8SiMKaMCMOvMzWe6wh0Hzd7sa41F1WLbsCpiyQDYvKtkbVwAiBZk1o2SlMBAZA0hdOWCYBkKKDJywVATBbUhnACIDaIbvKWVgJI7KUlmDuiXj1g1/e6UNmX+dCDDy2jQGghfNBwzpa5ZTrdrjT44IRzZhRy3DHMNtBqV4MPlmqxwxY9J5xwPjrfGHzQK7KpzQtmMw4uCWN8YQQeA56PPd0u1QmM7YgnFyXKvHLcyWfJJLpkOdUU99agC8GYB+7P3YiTxQNi8p2RvXACINnTWnZKTwEBkPR0618lAJKhgCYvFwAxWVAbwgmA2CC6yVtaCSA9z1+NImeL8jdU5EZVBkOv2xXfXjgKfNjkxa6uBHwQIvRa7Wrwwbki2zs45yOOQ8uDukMGB8IHW/T2w0eBfpcszaiuwQd9G5xWTsN5soGUhAgFHy0edEccyqg+sSiiW3bFda0Bh/KYtARdGJ0XQdThwZ45N2PhQsmAmHxrZC2cAEjWpJaN0lRAACRN4SQDkqFwFi0XALFI2CyGFQDJotgWbWUlgHz8+HWo9jShIieqMhiF3uTDAjX4eL/xM/iYWx7UNaoPhI9POjzwOuM4ojJoGFq2tSfmgxA+5pSHMDIv9cwH4YMDA5n50IOP2m5mMLyqrTAzHyzX8umUXWkdxFha1hpwYXR+opTtk64cbJ25TADEovsjG2EFQLKhsuyRiQICIJmoB0AyIBkKaPJyARCTBbUhnACIDaKbvKWVAPLWQ9/HsWW16qE+32MMPt7rg48CT0xBhJFyLXo+PmpOGMcJH0dVBQxDC0uu6BXR4KOa8OFIDhHMfOzqcmFDK7tdQXWsMgof9T1O5WvpjTj74EPfcK4NbuRQw7agE6PyIsrXkusGPm7NhUxCN/mmyHI4AZAsCy7bpayAAEjKku29QAAkQwFNXi4AYrKgNoQTALFBdJO3tBJAPnrsOlwyead6UE6WFdAyHxp85LnjmF8d0J2MfqDMx9F98KG3HyFic1si88FGXIQkI/ChGcdVq91YAj7GGyy7auxxgvNBNPig4ZytdpO9VsJHVxh4p96PdsJHfkSZ4zWviAwiNPmGsCGcAIgNosuWKSkgAJKSXPufLACSoYAmLxcAMVlQG8IJgNgguslbWgkggb8uwaKqupThY8GoXkPQwswHPR9a2VUq8MGJ6ux4xTbAh5SGMKpvMrpe+dTuLpfqsBWJOXBwcQgTiiJw62RMCC3NvU6sbvQh0Fd2xVa7euVavNQ9YWBlrR/toUTm49Dy0F7lWgIgJt8QNoQTALFBdNkyJQUEQFKSSwAkQ7ksXy4AYrnElm8gAGK5xJZvYCWAxF9eguMr6pK+B5Yw0fOxs8sNZj4IH3ke/bdN+GAnqK3tHvj6yq5K/PplXsx80POxvtULF+KYWxFEdV4s6TwSvhpCRF23E2safYgSPkqMzflgBoPG8X/X+xGMODCpKIwZpfoTzrknu2q9XpOjBjHSl8KSNI9rb20EQPQ/K0P9DAGQoX6F5PUJgGT4GZAMSIYCmrxcAMRkQW0IJwBig+gmb2kXgPDBPETvRpNXDeLL98RwdFVQt+yK61j6tKk1AR9+VxzzKvQN51wXjUNNVKcB3OWIq1a7WuZjMFm5jvBB7wY9GIzBCe5GJpwr+Ag68HadHwHO+SgMY6YB+OC63gjwxp4EfLA07MgDwAdfswCIyTeEDeEEQGwQXbZMSQEBkJTkkgxIhnJZvlwAxHKJLd9AAMRyiS3fwA4A0R6waeLe2QcfhAg9w7kGLfRtJOAjhjllId1Wu1zHjAlBh1kTtsmdURLCGJ1Wuxp8NPQ6saYhAR9smXtQsf6QwYHwoU04n1Wmn/nQPB+EFhrOk8GHAIjlt0dWNhAAyYrMskkGCgiAZCAel0oGJEMBTV4uAGKyoDaEEwCxQXSTt8w2gPABuyfC8ikvdne5UeAlRAShVz7FdcEoy6cS8JHjSgwnrNIpn9IyJgQdwgd9F/RuED70JpWzXEuDD2ZBJhdFMLVYHyJ4blvAgbdZdhV1YHxBGEbhoyPkwOoGH1oJH7kHLrsa+BGQDIjJN4QN4QRAbBBdtkxJAQGQlOSSDEiGclm+XADEcokt30AAxHKJLd8gmwBCGODUb07/rukbMsiOTnpDBjX42N6R6FqV645jegm7ViX3bgyEjw2tHmUWn1YcwlgD8KF5Plh2xV9zVgeN48yeJDs0w/k7DT4FHxMMwgfXtQcd+KDJh9YAMx8RzKsI7ef52Hfvj1pysXnGMiySSeiW3ytWbSAAYpWyEtcsBQRAMlRSMiAZCmjycgEQkwW1IZwAiA2im7xltgCED9j0MzB7wQnnxd4oDi4JoyxHHyI4sG9HhyuR+XDHcXBxGCP7ulYNJocGLQQdDT4OKg5hnAH4oDGemY/3+zwfUwxmPuhNYber95t86A07MLHImOeD5WEtAQ4n9KA16MLIvIjyp/jdyS82MzRvN+ShZs7NOG2RTEI3+dbIWjgBkKxJLRulqYAASJrCacsEQDIU0OTlAiAmC2pDOAEQG0Q3ectsAAjhgw/YzF409LpQ7Iuq+Rklfn346Ao71DoO/mPmwwh8UKLeCNe58WmHW5VdGYUPdp6iUX1zqwcxJDwfU4sjupkPwgfLvLhOM5wb6XZF+Njd7cKWVg+6wk4FHywt0+Z8DHa5CR+NvU78bVchvMfdiDMWLzD5kwH8fvnjOGXdP1DijpseWwJ+poAAiHwahroCAiAZXiEBkAwFNHm5AIjJgtoQTgDEBtFN3tJqADmuvA70NdDzsafbhfKcqIIIo2VXNKpzUnmhN2YYPvhwzjIvZj7Y2tdo2RXXET44qZzDCQktRrpdacMJuS4cc6gJ58zuGCnXqu12YV2LBz1hJ8bkR1R7X73BjczuNPdlTN5vykPV4hskA2LyfZHNcAIg2VRb9kpHAQGQdFQbsEYAJEMBTV4uAGKyoDaEEwCxQXSTt7QSQGIvLcERJXUqg8EOVEV9EFGeqz93g2VQnNexuc0Dn4sQEcbofGPG8R2dLqxr9qrZHlw3oVC/axUhgkMG17V41bwOTik36vlgi14CVmfIifGFYZXd4YTzZIfyigSc2NDiQUvQhdF5CYN7gSf5LBPCB4GOQxRru93oDHuRc/wPxQNi8n2RzXACINlUW/ZKRwEBkHRUEwDJUDXrlguAWKdttiILgGRLaev2sRJAel9YgkpPM3Z2elBEz0dxGEbgg5mIzW2EDy98rhimF4fVvA4jXauYwfi4hfARx/TiEMYXGlvHMijCQCDqxJSikKFWu9p8kA2Ej7BTdbsitPhcSDr9XYOPjX3wwQnnBKU8A/BBH83GPvgo80cBhxsNh92MhQvFA2LdXWJtZAEQa/WV6JkrIACSoYaSAclQQJOXC4CYLKgN4QRAbBDd5C2tBJCtT/0/lLqaVeaDMGAEPuiJoI9ic9+Ec/oh9IYFUhJtwjkfzhEH2F3LSLcrrmPmY0ObB4GIAweNCKuOV/tOHN9XdtUlq8eJjQo+HCrLwqyJPyX4cGJ0XlRlPvKNwAc7iLV4UNvjBuGDpWW7e3OwbeYyARCT74tshhMAyabaslc6CgiApKOaZEAyVM265QIg1mmbrcgCINlS2rp9rASQfz/8fRxRXKdM1XrdrvgOCR/0brBky+uMY055ULfVrgYfW/vKtViixA5SRsu1dna6sKU9AR+ccD6R8OHUz2Cw7CqR+eCE8wgmFYV1jeOaGV/rdqWVXRmBD7Yv/pjw0e1GmfLRhFDsj2N9ay62CIBYd4NkIbIASBZEli0yUkAAJCP5ZBBhhvKZvlwAxHRJsx5QACTrkpu+oZUA8uEfrsOF42t0DecafLAEalsH53XEcVh5EJU6cz4GwgehpR8+dCaca+sIH5vavGDnK2Y+xhdF4LUQPloDhAhvv+eD5VpG4KM3Aqxt8vZnPmaUhtTUeHpcZBCh6bdE1gMKgGRdctkwRQUEQFIUbN/TpQQrQwFNXi4AYrKgNoQTALFBdJO3tBJA2p+7GmeMqlUPyskOZj4GwsfhlUGU68wHORB8zCkPYWSeMc/HfvBRGFHGcUeS18oMRkOPU0EEW+ZOKAyrjld6LXMJRm1BB9Y2e9EacGF0vjHPB99jIAJwGGJdj0uVXc0uDaHI95lRXQDE5BvChnACIDaILlumpIAASEpy7X+yAEiGApq8XADEZEFtCCcAYoPoJm9pJYCwC9YJlXWG4GN7hwcuRxxHVAYNlWvRu8GyKy3zQfioJnw4kkME13GmCNv7stMWO1aNKTCW+WjqdSqI6Aol4IPeDT3Ph9a1ihDRFnSChnNmMPRa7VI0vr5V9T7U97hQ6o9ibnkIBd69u2QJgJh8Q9gQTgDEBtFly5QUEABJSS4BkAzlsny5AIjlElu+gQCI5RJbvoGVABJ/eQmOrxgcQPbNfKQCH2zRy1a0NJwbhQ9tXgczGBwcSPgYX5AYMpgs85GYu+FQmYjuvswHu1bpdbviuq4w8E69H+2Ej/yIMsfrZUw0+Ph3nQ/1vS6U+mI4ojKAPM/+r1MAxPJbxPINBEAsl1g2yFABAZAMBZQMSIYCmrxcAMRkQW0IJwBig+gmb2kXgGiG863tCc+HBh+sgEoGA9qwwPWtffBR9lmXLL3yKXa7YgYjEnMoE/eEogjcOhkTrXyKENEdcWBCQRiccK5nVOdl6gkDK2v9aA8lMh+Hlod0oUWDj7cIHz2cGh/DsdUB+N0H1kUAxOQbwoZwAiA2iC5bpqSAAEhKckkGJEO5LF8uAGK5xJZvIABiucSWb2AHgBA+2AlqW7sHHmccqXg+OGTwo2YfHIirbldjDBjOVcvcbifWNPoQJXyUhDC5SH84IeGDczdW1PrRG3GobMkh5SHdCee8aDS2v16To9bTl0LA0mvtOzDzQc9HkTeOE0b3Jh1qKABi+S1i+QYCIJZLLBtkqIAASIYCSgYkQwFNXi4AYrKgNoQTALFBdJO3zCaA8IGepU+bWj1g5oOtduca6HbFddE4sEvBh1dlSGaW6M/54DptWCDLpxiDrXanjjAOH8xg9EQcGFcQUaVeLNdKdnBPdq16Y08CPuhLOdIAfHBdMAqsbvChtseFEd4YjhsV0J2o/lFLog3vyTKI0OQ7I3vhBECyp7XslJ4CAiDp6da/SgAkQwFNXi4AYrKgNoQTALFBdJO3zBaAaA/YBA/+53fFlB+iWqfVrgYtLJ9a1+IFS7RYPqU34VyDlsaevsxHHJhSxEnl+vBBaCE8vNUHH2MLEuVTevDBdZzX8XZdwnBuFD64juVaa5t9qO1OlF0dXRVAjif5xea69xtzsW32Mpy6SCahm3xrZC2cAEjWpJaN0lRAACRN4bRlAiAZCmjycgEQkwW1IZwAiA2im7xlNgAkYcZ2KPDY2elGjiumhhNWGYCPQBT4tCPR7Yodrjg7g1PHXTqZCGZauBfb+/JBnSVX7FqlBxH0mDADsbbRi96oA0bhg9kVtuhd1+xVno/qXGNlV3xtzQEn1jd70Bx0ocQXxbyK4AEN5wMvPde1hxx4ZWchcOxNOGPxApM/GcDvlz+OU9b9AyXuuOmxJeBnCgiAyKdhqCsgAJLhFRIAyVBAk5cLgJgsqA3hBEBsEN3kLa0GkOPK61QJE8uuPulwo9Abw/QS45kPdrta3+KF3x1XwwKNwAcfzgkt7zd6lcdkUlFEgYsefHAdMxDv1nsRjRsvu1LzQXqdeL/Bp97ryLwI5lWEdD0fie5aTnzY5FUZk/KcKOaU7d9qd99Lrlr7hh1Y3+zFqoY8VC26AacvlgyIybdG1sIJgGRNatkoTQUEQNIUTjIgGQpn0XIBEIuEzWJYAZAsim3RVlYCCOeAHF1ah+0dbmxt8yDHHcfBxWGMzI8aGk5IzwfLrjjIkN6NiQYyH5rhXPN8TDGY+eA6zvn4oCkxZHBcvjHDOddxwjlfZ0vApeCD5nh2rUp2ECKYwdjQ4lXdrggfM0r2HjJ4oPVcR8jZ0ubGjk4PWkI+FJywFItPFgCx6BaxPKwAiOUSywYZKjCsAGT79u345je/iQ8//BDjxo3Dfffdh/nz5+8nwYYNG3DZZZep80aNGoXbb78dp59+ujrvlVdewfXXX489e/bg8MMPxyOPPIKqqir1s9tuuw33338/gsEgzj77bNx7771wu5P/jS8ZkAw/gSYvFwAxWVAbwgmA2CC6yVtaCSDBvy7BaF9TyvDBMihOKlfwAeNlV4QBekUIEfw1PR9TixNzPpId2oRz7tcZcmJ8QRizyoxlTFpYPtXi6YcPlpbpzfnQWvtubPWgvteNij74KNxnyOC+r3lv+HCjyBuDw+FBy+E/xkIxoZt8Z2QvnABI9rSWndJTYFgByPHHH48zzzwTS5YswWuvvaZg5NNPP4XHs7erbubMmepn11xzDV599VWce+65qK+vRzgcxuTJk/H8888r+Fi2bBk2bdqEZ555Bv/85z9x6aWX4s0330R+fj6++MUv4qyzzsJ3vvOdpMoKgKT3wbNqlQCIVcpmL64ASPa0tmonKwFkx9PXosjRjNwUMh+ED7bapZeCmQ8O/DNSdsV1NX1G9XDUgYOKQ4a6XWldsljmpeCjMKwGFHpd+tDC8il6TFqCLozOi6j2vnoTzjX44BDF+h7CR0RlhYp8e084PzB8QHlhdnQm4IPr6oN+bJu5TADEqhskC3EFQLIgsmyRkQLDBkAaGhoUPLS0tPRnJQ477DDceeedIJhoRyQSwYMPPohvfOMb/WBSVFSENWvW4P3331c/YxaER3t7OyorK9X/r732WowZMwY33HCD+tkLL7ygYhNMkh0CIBl9/kxfLABiuqRZDygAknXJTd/QSgB5+5HvY25RneGyK23IICeVOx1xTDfQ7YqCcN2uLpfyioRjDkwrNjbng/Cxp9uFza0edIYTmQ96RfQmnGvG8Y198MEhgwSlPI8+RLQFHWqCuwYfXDfCAHywtS/X7ez0oMgbVZqW58awvjXRhlcyIKbfGlkLKACSNallozQVGDYAsnLlSlxxxRVYu3Zt/1u94IILcOKJJ+Lb3/72oG//nXfewTnnnINPPvlElVgxE8LSKu1g+dUbb7yhMh2Mz9IrHhs3blSxWaolAJLmp8uGZQIgNohu8pYCICYLakM4KwHkvd9fh/PH1ei22tUggobzjW2JCeds0Tu2IKrb7Uor19rY5lXD//hgTtO5XpcsDT4IEWrCeWEEU0aE4Xcln8S+N3w4MTovqrpr5RuAj4Tnw4MGVXaVgBYj8MFOYPSK7OxKZD4IZoQPZohkEKENN43JWwqAmCyohDNdgWEDICy5uummm7Bq1ap+EZjlmD17tiq1OtBB6Fi8eDGWL1+u/n/jjTeCGRKCiHZMnDgRf/rTnxSAMP6pp56qfrRz504Vu62tLanoEf5LZeDYWduCa+9+HnFfroGz5ZR0FSCAzBxZiJ9f/fl0Qwy67vcvrMKLqz5BcXGB6bEl4GcKNDe14PoLj8URsyeYKks4EsVVtz6NylEJz9dwOVhewyF5w+mo212H+394PtxunZqjFN/Uqg8/wbbHrsKZo3frGs75V/PWdjc2t3lADWniHp1vHD42afBREsb4wgg8BjwfzHzQg8G5HTS3TyoK63o3CB+a56O1r+zKKHx0hBwqQ1Pf60KlQfig5BxOyHK0XZ2JDmL0mJTlJOCDBwGk7oif4POnnZjiFdI//b7bHsXx7/1d2vDqS5XRGc/njcdpt1yLsdUlhuK49ejaUBQ5SRQwrsCwAZC33npLZTrWrVvX/+7OP/98LFq0CN/61rf2e8fMlDCbcffdd+Pzn088jN56660qo0HzunZUVFSAsa+88koVn34RHuvXr1exa2pqkqpZ3xowpHZNfSuWPfASnDl5hs6Xk9JTgAAypSwPN112WnoBkqx6+m+r8fr7OwRATFd274DMgFzxxaMwd8Z4U3cigCz95Z9QNbra1LgSbH8FmAG58bwXIwAAIABJREFU7ZqzTQeQNR/vQPiv38WJlXVJZdfgg96Gfvgo0O+SpWU+NPigb4PTymk4TwaB+2Y+aFQntOgZx7VuVywP0zwfLNcykvngDBROcG/ocaEiN6oyGHqeD4oWjkK16N3VlYCP2aUhlA6AD55DANk2axlOPvmz8mazPueP3PsYFn8kc0DM0nOwOMyAfO4HSzC6stjQVpXFfkPnyUmigFkKDBsAaWpqUp2vGhsbkZubyCJMmTIFjz76KI455pi99GC3LMIDfzawSxYzHffccw/+9a9/qfN3796NqVOn9ntAiouLccstt6ifPf7442o9TezJDvGAmPVRNCeOlGCZo6OdUaQEy071zdnbyhKs+MtLcHzF4ACyL3zMKQ9hZF7qmQ/CBwcGMvOhBx+13exa5VWtbCcXJcq19DwfmnF8bbMXrQEXRucb93z0RDit3IfGXpfqdsUMhl63Kw0+OMdEg4+55UEU++P7ZZOkBMuc+8DOKFKCZaf6srcRBYYNgPDNLFy4UBnOly5dij/+8Y+qZGrLli1wuVx44okncNJJJylT+QknnKAyGuedd95eGnR2doIlV1y7YMEC1U2ru7tbgcaKFStw0UUXgV6TgoICtRdjXHLJJQIgRj5JQ+QcAZAhciEyeBkCIBmIN0SW2gUgkRhAz4eW+SB8VBM+HMkhQjOcb2j1qgxBKvBR3+NUmYjeiLMPPvQN52roX8gBzhXhsEAazmeU6ne74uWlcfzdeh+aehNzPvge9TImGny81wcfBZ4YjqgMDuoVEQAZIjdSBi9DACQD8WRpVhQYVgDClrsXX3yxmu8xadIkPPDAA2AnLB40kz/77LNq7gchw+fz7SXgk08+qVrr0ktCz0hdXZ3KnHAOSGlpqTr3jjvuUBkS+kQuvPBC9XunM3nhr2RAsvI5NbyJAIhhqYbsiQIgQ/bSGH5hdgAIIWJzmxtb2xOGc6PwwTIoDidkGVQ4loCP8QbLrhp7EkMGNfig4ZytdpNlTAgfXWHgnXo/2gkf+RFljtcr16L4NMS/VetHU8CJCn8Uh1UGdVv07gsfee445lcHUJBkPogAiOGP+pA9UQBkyF4aeWF9CgwrABmKV00AZGhdFQGQoXU90nk1AiDpqDa01mQbQAgfnOLNlrL0Uc8pC2FU32R0vfIpDhlkGVQk5sDBxSFMKIrArZMxUV2rep1Y3ehDoK/sit4NvXItXqWeMLCy1o/2UCLzcWh5SLdcS4OPFXsS8FHuj+Go6oBud60DwceCUb260CIAMrTup3RejQBIOqrJmmwqIACSodoCIBkKaPJyARCTBbUhnACIDaKbvGU2AYTwwbKr9a1euBDH7LIQxhgwnBMi6rqdWNPoQ5TwUWJszgczGK0BB/5d70cw4lCdrmaU6k841yDi9ZocdIYcypfCMiiPgUZhzHwQPhoDLpT5ovjcqIDuUEMNPuj5YKtdZj4IH3l7z+094JX/sDkXm2Ysw6mLjjP5kwH8fvnjOGWdmNBNF3afgAIgViss8TNVQAAkQwUFQDIU0OTlAiAmC2pDOAEQG0Q3ectsAAhBIBB1KPjY1u6ByxFXrXb1DOdcF1FlV2583OwBG6lPHRE2NOE8Ggdqu134sNGLYIytdsOYaQA+uCcnnK+u96Ez7FC+lCMNwIeCnaATHzR6Veaj1BczBB+ax4TelPoeF/I9MRxdFUxadsWPANdxfsnLOwoRmX8Tzli8wORPhgCI6YIOElAAJFtKyz7pKiAAkq5yfesEQDIU0OTlAiAmC2pDOAEQG0Q3eUurAeS48jo1y4IzPvhfrjuOGSX6mQ8+YBMidnS61UO92xkHW+YeVKw/ZJBrd3e7sKrOp7pGccL5rDL9zAfXER7eqvUhFE0dPt6t96Ij5ESZP4b5I/UzH9yPwwn5/pgxGeGNYV7F4IZz7dJzHbt4rW/xYEVdPqoX3YDTF0sGxORbI2vhBECyJrVslKYCAiBpCqctEwDJUECTlwuAmCyoDeEEQGwQ3eQtrQSQ2EtLML+sDjs73ephmb4LejdYdqU3S43lWg29Tqxp8IElWJOLImriOOd8JDt4blvAgbdZdhV1pAQf7Ha1usGnMhnVucbKrhJGdYea18E5H2X+KA6vCiqjerIjARFQLYFr+iacH1IWRIk/rmuMJ9Axk0QTf0OvD8ULl2LxyQIgJt8aWQsnAJI1qWWjNBUQAElTOAGQDIWzaLkAiEXCZjGsAEgWxbZoKysBJPTiEkzwN2FDq0eZxacVhzDWAHxong+2vuWvOauDxnEj8EHD+TsNPgUfEwxmPrhHe9CBD5p8aA04UZ0XwbyKkK7nQyufYlculk8RPuZW6He7UuVTYYeaxE74GOGLKj/MCN/+cz4GXnauI3xs70i0L2Y2yeVyo/3wH2PhQgEQi24Ry8MKgFgusWyQoQICIBkKKBmQDAU0ebkAiMmC2hBOAMQG0U3e0koA2fPs95CPFgUfBxWHMC5F+GAJ1pQUMh9stftekw+9YQcmFhnzfGgTztdxwnnAhZF5EeVP8RvIYLB8akMffHDOByFCb86HljFhORqHDBZ7E8MJDzRkcDD42NrmQY47joOLw2gJ+7Bt5jIBEJPvi2yGEwDJptqyVzoKCICko9qANQIgGQpo8nIBEJMFtSGcAIgNopu8pZUA8vYj12N2QUNK8MFWu5zXQTCg52NqccRQ5oNDBtc2ccK5UxnOjXS74h5NvU6VidDggzCgN+dDm4zOdfW9bjXhnL4WvQnnA+GDmY9iX1TNMinxx/abcG4EPkbmR7G+NRdbBEBMviuyG04AJLt6y26pKyAAkrpme60QAMlQQJOXC4CYLKgN4QRAbBDd5C2tBJDVj16Ps8fUGCq7ouejpssFZiLCUYeClqkj9A3nhIjabqcaTtgTdqpWuweXGCvXaux1qgxGW8iJ0XkR1d43160/nLAt6FBzTOp7CB8RlYko8ul7N+gVYeaD77PYF1PrSnP04SMUA5j12NruVmVXXEf4oMFe5oCYfEPYEE4AxAbRZcuUFBAASUmu/U8WAMlQQJOXC4CYLKgN4QRAbBDd5C2tBJD6//kezhm725DhfFeXSxmywzGH8orQdK5nVCd87Ol2YUOLR2U+JhUyY5KYcJ7s4LoEfHjQHnKpIYPTisPI8+hDxL7wwXX0buhNVKfng9CiZT6MwAffA+eKEFpoOs91J6BFgw/+XADE5BvChnACIDaILlumpIAASEpyCYBkKJflywVALJfY8g0EQCyX2PINrASQyItLcFJVXdL3wMwHW+YSBgJRJ6YUhQy12iVEsOyKGYzOsFN1u6JR3edKnsFQk9EDTmxs8aAlmICPKSPChsqnOJRwY5sHtd1uZTgnKBnxbvRGoOBjZ6cHRd6ogojy3OSZD4pGbTa3ubG5zQufK4bpxWE1NX4gmAmAWH6LWL6BAIjlEssGGSogAJKhgJIByVBAk5cLgJgsqA3hBEBsEN3kLa0EkPjLS3B8xeAAouCjy4UNbR4EIg4cNCKsOl7pTRxXXbJ6CBGEDwcmFCYgwp8SfLDsKqoyJkaM49yH0FLbkxp8BKJQkMQJ50VeQkTIEHxECB+tHmxu98DnjCujOuGDZVcDDwEQk28IG8IJgNggumyZkgICICnJJRmQDOWyfLkAiOUSW76BAIjlElu+gV0Aonk+mBkgfHDC+UTCh1M/g/FZ5oMTziPK96FnHCe0tAScah5Ja9ClPB9G4YPlUx8TPpj5yGEGQz/zwQvHlrnrmr1qknuhN6YgokzH88F1hA8a3Nlq1+uMY055ENV5B86YCIBYfotYvoEAiOUSywYZKiAAkqGAkgHJUECTlwuAmCyoDeEEQGwQ3eQt7QAQwsfOThe2tH+W+RhfFIHXQvhoDRAivKrsivDBci0jmQ+WT7G7lpb5mFGqP6+DlygchRpOyFa7hI/ZpSFdw7kGHyxH29bB2SlxHFYeROUg8MHzBUBMviFsCCcAYoPosmVKCgiApCSXZEAylMvy5QIglkts+QYCIJZLbPkG2QYQDT42tXmVwZplV+MLI8o4nszIzQxGQ0+i21VX2IkJhWFMNpD50Frmrm32ojXgwuh8Y4ZzCh+IAByGWNc3ZJAQodftSoOP9xs/g4+55UFdr8iB4OPwyiDKdTImAiCW3yKWbyAAYrnEskGGCgiAZCigZEAyFNDk5QIgJgtqQzgBEBtEN3nLbAII4YPdrja0stUuVNnVBIOZD87rIER0hRLwwfIpPc+HNqmcENEWdCrDOTMYeq12NYhYVe9TE85LOeG8PIQCb/JuV9q69/rgo8ATwxGVQd0uWQPhY3uHBy5HXK0zUq61tjkXm2YuwyknyyR0k2+NrIUTAMma1LJRmgoIgKQpnLZMACRDAU1eLgBisqA2hBMAsUF0k7fMFoAw27Gzkx2dPAjHoAbwjSvQ93wQWpiB+LjZg+5IAj7Y+lav2xXhoyngxNpGL9pDTozKj2CWgSGDlLcj5MD7DV40BFwo9REiAsjzJM/QcB2N6uuavKqrV547jvnVAUPQQo8JDe67ut2q7MoofDBD8+quQvQc9SOcvniByZ8M4PfLH8cp6/6BEnfc9NgS8DMFBEDk0zDUFRAAyfAKCYBkKKDJywVATBbUhnACIDaIbvKW2QAQZju2d7jVnA92caKJm5kPt0O/7IpzPlbXexGDAxMKEhPO9YzqlIgZk5W1PjVXhJmPQ8tDutCiwceKPX5waCCHBR5bHYBfZzgh1/H8d+p8qsUvvSULRvUayrT0hB1q8jvfp9/1GXyw2VWykjQa3GlU/8fuAlQuWoozBEBMvjOyF04AJHtay07pKSAAkp5u/asEQDIU0OTlAiAmC2pDOAEQG0Q3eUurAWRBeR3qup1Y0+hDNOZQ08aNDBlkBoNzN1bU+tEbcWB8QQSHlIfgduoLwGzL6zU5av3IvKjKKOi19mVUgtK/6xKejyJvHCeM7tUdaqito+eDrXaZ+SB8MGOid7DbFbtybe1rtTvPgOeDMZkV2tHpwkfNPuzq9qNq0Q1YLCVYenIP2Z8LgAzZSyMvrE8BAZAMPwoCIBkKaPJyARCTBbUhnACIDaKbvKWVAMJBhAfnNygjdzSe8HxMHaE/4VyDj5W1fvREHKpUa44B+OA6dq16Y08CPqrzojjSAHxwHTMKqxt8qO1xYYQ3huNGBXThg+tCMeCjJi92dLqR74nh6KqgbtkV17EMbVNrAj6Y+ZhXEdTtksV11HGXgg+vypB4XW5VgrVwoXhATL41shZOACRrUstGaSogAJKmcNoyAZAMBTR5uQCIyYLaEE4AxAbRTd7SSgBp/ss18EZa1UPzlCJOKk8dPsYWJMqn9DIffDjvCgNv1/mV4TwV+CC0fNDkQ223S5VdHV0VQI5OBoP7ccggy8robSF8ECJG+JIb1TVo4YyPBHzEMKcshAqdyehcF4kDNZ0urGvxgiVaLGXrjvqwbdYyARCT74tshhMAyabaslc6CgiApKPagDUCIBkKaPJyARCTBbUhnACIDaKbvKWVAPLOI9fjoLwGVXLFrlVGIKIt6MC/6xJlV6nAB43jzGC0Ej5yjZVdJaDFoQzue3rcKPFFFUToGc61TMvG1gR8FHgJEUGU+PXhg5mWbe0J+MhxJYYTViWZ88HLrcEHp8Yz88EqNM4x4QT4DW252DJTAMTk2yKr4QRAsiq3bJaGAgIgaYg2cIkASIYCmrxcAMRkQW0IJwBig+gmb2klgLz9yPU4Y+Qe9bCsBx+JSeUOrGlIGMCNll1xXXuQRm4fWgPMfEQwryKk6/nQWvRyrojWapeZCL1Wu1zXE4Hq5rWj04NCT0x11yrVmdehlXnRjM/sR647jukloUEnnGuXeT/4cCRmpxA+XE4ZRGjy7WBLOAEQW2SXTVNQQAAkBbEOdKoASIYCmrxcAMRkQW0IJwBig+gmb2klgOx4+lp8eUKNIfhg1yp2g+KQwXH5xgznhA9OOGdJUkvAhZF5ERxSFlJdq5IdfKhvDzmwYQB8ECL0hgwm4MOBLW3uBHx4Y5hREtKd1zEQPra2eZDjjuPg4jBG5kdVV7BkB43q9HzwPfJc+mgm9sEH18kgQpNvCBvCCYDYILpsmZICAiApybX/yQIgGQpo8nIBEJMFtSGcAIgNopu8pZUAQhP6SVV1SV+xNuGcD9idISfGF4Qxq8xoxsSpukhp8MFyphydlrnaZHS2sK3vdaMiJ4ppxSEUG/BufAYfbhR5Ywoiyg14N1h2xcxHqvChTY1X8DGg7IqZD+0QADH5hrAhnACIDaLLlikpIACSklwCIBnKZflyARDLJbZ8AwEQyyW2fAMrAST+8hIcXzE4gBA+6nsIEX3wURhWAwq9ruRvm+s4b2MD4SPowui8iGrvqzfhXIOPTW0e1PcQPiIKIgp98aSZCK3siqVT7HaVCnywSxbBY2u7W5VdGc18aK1219Hz4YAavqiVXQ1URwDE8lvE8g0EQCyXWDbIUAEBkAwFlAxIhgKavFwAxGRBbQgnAGKD6CZvaReAaPDBMqjOcCLzQa+I3oRzDT44OZzwwSGDfDjP8+gbwGlwHwgfXGekaxW7ZHHdzk4PirxRQ5kPXibOI6FXhKbzXHciY2Kk7Irw8UmHG/SnOB1xTC8OYXxhVHk+9j0EQEy+IWwIJwBig+iyZUoKCICkJJdkQDKUy/LlAiCWS2z5BgIglkts+QZ2AAghgpO/N7d60Bl2qG/2p4wIw+/Sn4zOzEcCPpwYnRdV3bU4eTzZ1PDPPB8eNKiyqwS0GIEPttolJHHIIDMfhAG9siteNHo3mKHZ1uFBriuGGaX6hnOuI3xsa3djY5sHiEMZ3McWHBg+eL4AiOW3iOUbCIBYLrFskKECAiAZCigZkAwFNHm5AIjJgtoQTgDEBtFN3jLbAKLBBz0Y3WGHMlRPKgrrejcSXbISno/WvrIro/DBFr0s86rvdaHSIHxQZno3WAK1q9OtDOf0mJTpdLvS4IOvk5mPHHcMsw202tXgg6VazJoQmmioH50/OHwIgJh8M9gUTgDEJuFlW8MKCIAYlurAJwqAZCigycsFQEwW1IZwAiA2iG7yltkEkH74aPGgO5IafLDbFUuSNM8Hy7WMZD7Y0pezMxp6XKjIjaoMhl63K0ocjgIfNnmxqysBH4QIvVa7Gnysa/ZgewfnfMRxaHlQd8igto6ZD/pM+uGjQL9L1trmXGyeuQyLT5ZJ6CbfGlkLJwCSNallozQVEABJUzhtmQBIhgKavFwAxGRBbQgnAGKD6CZvmS0ACccADtLjAza7SU0uSpiq9bpWcYp6Y2+i7KqNmY98454PDiVc3+xBY8Clul0xg1HoTV6uRXm14YQ1ffAxtzyIYn9yozrXMaOzqTVhVPc64ziiMmgIWjh0catq7etW8DGnPISReckzH9yPGZr/rSlExxE/wumLF5j8yQB+v/xxnLLuHyhxx02PLQE/U0AARD4NQ10BAZAMr5AASIYCmrxcAMRkQW0IJwBig+gmb5kNACF8cGI4PRHReAI+WHZlxHDOLlkfNPoQiDqU4ZxeCr1uV5SI5Vrv1ifmihA++FCvlzHhOnpS3q3zKY9JgSemIELPK6LBxweNXtT1uOB3xXFUVcAQtBA+OImdmRa3I65eZzXhw5HcD6NNVH99dwFKFy7FGQIgJt8Z2QsnAJI9rWWn9BQYVgCyfft2fPOb38SHH36IcePG4b777sP8+fP3e+fJznvllVdw/fXXY8+ePTj88MPxyCOPoKqqSsW47bbbcP/99yMYDOLss8/GvffeC7c7+fQpAZD0PnhWrRIAsUrZ7MUVAMme1lbtZDWALCivQwMhoskHPmxPKQorwzlb7eoZx5mJWFXvQzsN5/kRZcjWy5hQJ3afWlnrB4cbVuZEcVhl0BC0sOxqdYMPNV0uBSvzqwO6k9G5Hw3nLPNi5yqfM46j++Aj2fvjOhrO2V2Lng8X4aPMGHywlE0bTvhJZw4qF92AU6QEy6pbxPK4AiCWSywbZKjAsAKQ448/HmeeeSaWLFmC1157TcHIp59+Co/Hs5cMg53X09ODyZMn4/nnn1fwsWzZMmzatAnPPPMM/vnPf+LSSy/Fm2++ifz8fHzxi1/EWWedhe985ztJJRYAyfATaPJyARCTBbUhnACIDaKbvKWVABJ9aQlmFTRgNTMYfWVX9G54nMnhg2+xJ5yAiPaQU2U+Di0P6WZMNPhYscePpoAT5f4YjqoO6HbX4jrCx3uNCc9HnjuOBaN6DUEL4YOej086PKrsKhX44ER1AgjnfBxWHkRl31DDZOBC+GAp29pmLyIxB9wuN0JH34SFC8UDYvKtkbVwAiBZk1o2SlOBYQMgDQ0NCh5aWlr6sxKHHXYY7rzzThA4tCPZeY2NjXjwwQfBLAiP9vZ2VFZWqv9fe+21GDNmDG644Qb1sxdeeEHFJpgkOwRA0vzkWbRMAMQiYbMYVgAki2JbtJWVANLx3NVwRtoQjDhUydWMUv0J5xpEvF6Tg86QQ3khWAbl0RlOOBA+6Pko80XxuVEB3aGGGny835hotavBR97e35UdUH3CB7tdbW33qMwHy65K/PoeE63V7vpWL1yIY25FENV5saTDEPkCCB913U6safQhGnOo4YvBmBfbZi0TALHo/shGWAGQbKgse2SiwLABkJUrV+KKK67A2rVr+9/vBRdcgBNPPBHf/va3+/8s2XkEkPr6elVapR0sv3rjjTdUpoPxWXrFY+PGjSo2S7UEQDL5iGV3rQBIdvW2YjcBECtUzW5MKwHk3Uevx8ScRkwsDGOmAfigAZtD/97Yk4APeiGONAAfXMd5Havq/GjodaLUFzMEH1zHci2WT9EAnu+J4eiqoG7ZFdfR10LDOeGDno95FfqGc66jqZ6lWmwLzLIrttodlZ+82xXXaYMb3yN8xIGpI8KYOiKCDW252DJTACS7d425uwmAmKunRDNfgWEDICy5uummm7Bq1ap+Fb7xjW9g9uzZuOaaa/r/LNl5BJBIJKK8HtoxceJE/OlPf1IAwvinnnqq+tHOnTtV7La2NlNU31nbgktueQJhGPgKzJQd/zODhCMRzJtUgeVLzzNdgN/9z0o88epa5Bfkmh5bAn6mQEdHJ2676nQcOXuCqbKEI1F8demj8OXnmRpXgu2vQKC7B4/f+jW43QZSDCkI+PaHn+A3P/0+Di9uwoQREWWqTnoQPqLAx800jjtQ6o9hekn4gNO/94rTBx/0UbDrVaEnjlllIbgPMDV833U0chMGmDFhy1wOJ6T3A8leK+EjDrBDFkuhvK64MtUX+3QyH33wQZP6jg63el/jC8OoyIkl9cJwGGEMgJri3upVIEI/zJi+Fr2fdPhQtvgHOPfMk1O4OsZOvXXZb1G9egUKXdIFy5hi6Z31Xl41LrvzBxhbXZJeAFklCliswLABkLfeektlOtatW9cvyfnnn49FixbhW9/6Vv+fJTuP5VnMaNC8rh0VFRXgmiuvvFLFP/fcc9WP1q9fr2LX1NRYfAkkvCggCogCooAoIAqIAqKAKPCfo8CwAZCmpibV+YpZjNzcxDfQU6ZMwaOPPopjjjmm/4olO6+urg733HMP/vWvf6nzd+/ejalTp/Z7QIqLi3HLLbeonz3++OMq9quvvjrop+EPf/gD4vE4vva1r/3nfGLknYoCooAoYKICzDyfccYZOOqoo0yMKqGypQD/zb3qqqvw1FNPZWtL2cdkBeRZxmRBJZwhBYYNgPDdLFy4UBnOly5dij/+8Y+qZGrLli1wuVx44okncNJJJylT+WDnsQsWS664dsGCBaqbVnd3twKNFStW4KKLLgI9JAUFBSoGsyKXXHKJAIihj5KcJAqIAqJA6goIgKSu2VBaIQAylK5Geq9FACQ93WRVZgoMKwBhy92LL75YzQGZNGkSHnjgAbATFg+ayZ999lkce+yxqjXvYOfRI0LPCLMhzJxwDkhpaamKcccdd6gMCX0iF154ofq90zl40a/ctJl9+GS1KCAKiAICIMP7MyAAMryvH1+9PMsM/2s4HN/BsAKQoSbwcL1pCVicneLz+eBwOOD3+3HkkUcqbwxbHX/wwQfKC7N169a0JB8xYoTy6owePTqt9bLIuALXXXcdHnroIQXlbCOtd3DGDTu8ybXRU8qan//973/HySefrBpfcNaQdvBLkfHjx+/VUONAr4Drp02bpq4fy5bYCfArX/mKNS82S1GHKoDwdfGLqt/97nd7KcG/39ienX+PUv90/55MR15+Kcb7d9/XlE4ss9YMBwDR/s1jtcTAg/fSQF+pWZoMjPPLX/5S7TGUrtm+73O4PstYcb0kZvYUEADJQOvhetNqfxnv2rVLPciwNO173/ue6vz18ssvC4Bk8JnI5tJoNIoZM2bg61//utqWpYl6BxsxlJWVJc3s6cWQn6evAAGC3fv4BQAbXfBLAB5GAYSDWHmd6Zdghz5+ecD/hvMxXAFk5syZ6hrwfsrWwb+r+fd3YWFhtrbU3Wc4AYj2b57umzLxBAEQE8WUUP+nFBAAyeBy/l8BEEpAs/13v/tdNRl+YAYkFoupP+fwRv7Dd8IJJ6hvctxuN95//301jZ7fEjJzwnI2emwGZkBuvPFGNbvlueeek4feDD5rB1r64osv4umnn8att96KxYsX7/VNHr8pZYkimyTQF8XPKq/NwAwIr+MvfvELhMNh1eCB5zCLctZZZ2Hu3LlYvXq16hrHP2N5477fHpr8dv4jwhFAOOCU98isWbPwwx/+cD8A4awiQiW/WSdk8ssB+tXYPvzmm2/GqFGjcPvtt6vMF7+BZ/YrGAz2zzdqbm7G2LFj1bWrra1V843YcMPr9ao1RxxxxJDSergCyMAMCMt+2YyEfxfymrEzI0GR14l/TwYCAdVAhX9v0q9YXV2tZlId6Drz71+WEJ9++ul499131RdDLA3mPT4wA8KhvPTVfw/RAAAc/klEQVQovv3226qM+O6771bnZPv4vwAgzCod6D7RrgU7Yr7zzjvqGi5fvhy/+tWv1P1JLyl/z2Owv08HAshg+2T7mu2733B9lrFbN9k/MwUEQDLQb7jetPtmQLq6unD55ZerfxT5D+ZAAGGpyI9//GOsWbNGPczOmzdPmf/54MMOYj/72c9wzjnnqAfZ119/XYGKBiA09POhiYMe+eArh7kKnHfeebjssstUwwQ2YPj5z3+Oww8/HHwg4LXZsWOHaqjAJgtstsCmChqA8Jt3ggX/QWTpDx+Y+HD0m9/8RpXf8eGGUEro4DwcPjTzH2E5MlOAAMJ7giBA/xrvtZEjR+6VASFs9Pb24re//S22b9+O6dOnq//zPH7rzgcdZkC0Eix2A/zSl76kvG88Hn74Yfz5z39W0E+Q5L3NzwkfZr/whS+oB1pmYIbK8X8BQNgFij5EvpeOjg6V5XrwwQfVteDfn3xYZcv3H/zgByprwi8HBrvOvPcOOeQQ9Xcpy/UI/3fddZdqFz8QQC699FLVEZIPuLy2vD8JQNnOiA13AOG/a4PdJ/xCjtfizTffVJ5RNqoh8Gv/HpaXl/c3whns71MNQHg/D9X7cbg+ywyVv8PkdaSngABIerqpVcP1ptUAhGl8ekAIIHyI4QMLH1z/f3vnASRF8YXxR5QkORRJOEAyekRJgkg6yZRCAYJKlCgI3hEsBE5RJBR4IJKTR51IEOEQDgFRJCNIDhIsMiIgHFn486/vVc3Wct7C7s7e7fbe11UULDs90/N707P99XuvO2EOCGbvrB817JWCASsGvxjsXrt2Tc+BWXTMwmKACwGyYMECGTRokMZKY8aWxbcEwB0DWAxssFACBjq7d+/W2TgMXjFYhTiEnaxFFtACZw8IjsuYMaM2DLOy8GBBdECAYDEHa4NP5Cpg4PqkFeF8e3fBezYIEAhF/D1y5EgVFugrziFYmEHHH3gsUNAnYRsMgBITIMgBgQdrxYoVOliCrbBHEjwdoaGhEh8f7/Beoc9isgCezEApgSxAMPBPGO6EMEb0NWcPyCeffCJY4AQCAf3SWrwEg0+8A5cvX664MUkDj/LBgwfVxonZGddD/7M2wcWAFzbFhIKzAMF7NTY2VipWrKjnxjsBS8kndzFJgEAwOC8sA4E3fPhwl/0Ex2PlTdwjCo6Fh3Hq1Kn6Gb+b8ELDBq7ep5YAiYiICNj+aOpYJrmfdV7PtwQoQGzwNLXTJvSA4DN+POH2h/hAaICVhI4fNQgJhFFhhhyzrJjtw2wbBjnWrKszRggQzMxh9h3nswa5NlCzagIC+AEcOHCgQxhiFg8DVoTdYHYbM3QY6MKu8Fp99dVX+mNpCRAMXjBoWrlypQpI2BlhOxgYw/ZhYWGODT4TfqYxvCfgLEAQz1+mTBldFhx7KFhJ6BhwYlCO8Cn0OfQ9CEMMSl0JEIRp5cyZU58JzMRisHr48GEVLc4LDsAThmcHwjRQSiALkFOnTqn3z7mUKlVK95JyFiCYgMFx2D8KYTqwAwacGHziHQgBiYKwRogJ9FNXdsb7E/3P2gQXCczWZ2cBgncs8ojw3PizmCRAIBzh6bcKJtaOHTvmsp+gf8LTaP3OYdIAE3awAwqS2KOjo1V0unqfWgIEk3eB2h9NHcv487nnte0ToACxwdDUTptQgFgIMFuKcAHkClgCBLN1GCghZACDIYQW4PsOHTrobA5m6TCjdP/+fZ3NxQsZP6CY8UOoCGbfEb/M4lsCWLUMXJ03b0OCMrwUyOGwCrxSyBvYv3+/IGfEEiDbt2/XTTcRWpAtWzadhccfChDf2inh2ZwFCL6LiYnRQWqNGjUcAgS5IRjAWh4n9DfY5kkCBOGO8KIg7wDvJYRgYQCLc0FcBnIJZAHizSpYCGt89dVX1aMMu8Dm8FSgxMXF6YQORIUrO7srQDBhsHTpUvVEoyBcCGLEWtgguWxukgBJLAn9Sf0EdnJHgEDwu3qfWgIE4iVQ+6OpY5nkesZ5naQhQAFig6upnTYxAYI8jSZNmmjCJGZJLQGCvzE4wo8mZttwDPI/MLuOFZjCw8PVc4LBMFbQcs4BwQwdXriYFYQbm8U3BDCzjZwPJBbDe2EVhGHBo4GZV4TZIKwKM3yYfUUcOQZBlgCBQMRgCMdDRMKbhdh1JLTSA+IbOyV2loQCBMdAWGCgC88iRARWVYJtMKsKgYIcDnhJMAuOUA+E1uHfzsvwwgOGMCxMCmAPI/xBwTmwVDM+Y2a+f//+OpkA72SglGAQIOCLhHLYBaE4iPXH7wM2uMUEALwdEAdYtAN9EknMruwMj5U7HhDkdGGCYcaMGXp+hBPhncAckP8+2a4m3awjXfUTCAt3BAjem67ep85J6IHaH00dywTKO4zt8I4ABYh33LSWqZ3WeR8Q3Ac8GCEhITqDg8Gncw4IEh+xugvCqBDK07x5cxUcmJHFyleIP8ePHlzVSHbGeZxXwUJcOgY9CCMJpEGPDbP7veqQIUNUNCBh3LlgJhKzoggXwCAVCwjAa4XkWCRAIpnZOQkdtsR5ELITGRmp+1J06tRJEHbCEKykMXNiAgRhOcjXQL4BBAhCpGA/DFDRvxBzjoRmrMKDPgZxiZXPEJblvA8IkprhdUSOgrXoA8JLkICOmV88CwjVwudAKsEgQGAbrKIEW2HhBvQjzHhj8Il3KPLo8A6ESETOAFamc2Vn/K7A0/y0EKzr16+r6IEXE7kKUVFRflkownQPCPqCq37irgcEdnX1PkW4q7UPSKD2R1PHMoH0HmNbPCdAAeI5M0cNdlob8FiVBEiABEQ03wWzzM7hhMECxoQ9IOyyNkGA2L3HYK/PsUywWzgw748CxIZd2GltwGNVEiABEqAAMf4ZoAAx3oTGRnOYTz5l3wEFiA37U4DYgMeqJEACJEABYvwzQAFivAkpQMw3oZF3QAFiw2wUIDbgsSoJkAAJBLkASQkGpgAx38ocy5hvQxPvgALEhtXYaW3AY1USIAESoAAx/hmgADHehPSAmG9CI++AAsSG2ShAbMBjVRIgARKgADH+GaAAMd6EFCDmm9DIO6AAsWE2ChAb8FiVBEiABChAjH8GKECMNyEFiPkmNPIOKEBsmI0CxAY8ViWBICOADf/mzJmjm8Jhb5WkKuPHjxfsto09P4KhBPMyvMFgn6fdAwXI0wgF/vccywS+jYKxhRQgNqzKTmsDHquSQBARePjwoZQrV043hkMZOnRokt3d7du3BZuJZs2aNcmukZwnpgBJTtq+vxYFiO+ZJvcZOZZJbuK8HghQgNh4DthpbcBjVRIIIgKrVq3SHa6xQ3njxo1152OrZM+eXUaNGiVr1qxRz8WECRNk9erV+u9UqVLpvzNnzqyfsZv2uXPnJH369OpNwQ7pEydO1PPt3r1bWrZs6djNHh6Qq1evSufOnWXbtm2SK1cuPRbXv3Tpkoqh48ePC8QRdkDHTukoaA92WkebT5w4obt2Dxs2zG/WoADxG3qfXJgCxCcY/XoSjmX8ij/FXpwCxIbp2WltwGNVEggiAm3atJF3331XGjRoIPXr15cxY8ZI1apV9Q5z584t4eHhMnjwYJk5c6YKgf3790uJEiX02B49ekjbtm2lUqVK0rNnTz3Pzp07pUWLFnL69GmZPn26fPzxx7JlyxYpXry4OIdgde/eXTJlyiTYcRt1GjVqJBcvXpSIiAi5c+eOXu/kyZNStmxZ/btAgQLant69e0tkZKT89ddfGi4GIQMR5I9CAeIP6r67JgWI71j660wcy/iLfMq+LgWIDfuz09qAx6okECQErl27JpUrV1ZvQ+rUqWXu3LnqrZg8ebJDgGzcuFHKly8v69evl379+smhQ4f0OwgIiIOmTZtKaGioxMfHS5o0afQ7CJixY8fKwYMHZeXKlRIXF6f/7yxAChYsKLGxsVKxYkX9Dm3JkSOHej3wB54UlJIlS8q8efOkZs2aKkDWrVun10PB8WhvSEiIXyxCAeIX7D67KAWIz1D67UQcy/gNfYq+MAWIDfOz09qAx6okECQEpk6dKgMHDpQMGTLoHT169EgH/ufPn5d06dLpgH/Xrl1StGhRgRBBsjo+o8DjAU9InTp1VBwUKlTIQeXWrVuCcyOcauvWrbJw4cL/CBB4PyBmcG7ngkR4DOwvXLggadOmlX379snatWuldu3a2h6EbOG6KAk/J7dZKECSm7hvr0cB4lue/jgbxzL+oM5rUoDYeAbYaW3AY1USCBICL730knzxxRdSvXp1xx0hVwO5Ga1atXJLgLRr104qVKigHoyEZcqUKSoYoqOj/yNAnnvuOVm6dKkj3Ovo0aMqRqpUqaKiCG1AKVasmCxYsIACJEieuUC6DQqQQLKGd23hWMY7bqxljwAFiA1+7LQ24LEqCQQBgcOHD2seBxLHkVBuFYRhIWxq2bJlbgkQeEUQxoW/27dvL5cvX5b+/ftr/sf8+fNdChDkcty7d09mzJihy/82bNhQ2wJPCkK2cM6YmBj1tCxatEjCwsLoAQmC5y6QboECJJCs4V1bOJbxjhtr2SNAAWKDHzutDXisSgJBQGDIkCHyzz//yLRp0x67GwzK4J04c+aMlCpV6qkhWBAex44d0wR01EHYFFauwucneUCuX7+uq11t2rRJ8uTJI1FRUZqIjtAtrHSF8KqOHTvKlStXZPbs2bJjxw4VJQzBCoKHL0BugQIkQAxhoxkcy9iAx6peE6AA8RqdcPdQG+xYlQRIgARAgDkgZj8HFCBm2w+tpwAx34Ym3gEFiA2rsdPagMeqJEACJEABYvwzQAFivAkpQMw3oZF3QAFiw2wUIDbgsSoJkAAJUIAY/wxQgBhvQgoQ801o5B1QgNgwGwWIDXisSgIkQAIUIMY/AxQgxpuQAsR8Exp5BxQgNsxGAWIDHquSAAmQAAWI8c8ABYjxJqQAMd+ERt4BBYgNs1GA2IDHqiRAAiRAAWL8M0ABYrwJKUDMN6GRd0ABYsNsFCA24LEqCZAACVCAGP8MUIAYb0IKEPNNaOQdUIDYMBsFiA14rOoxgQcPHki6dOnkmWeecdTNli2bNGvWTHfizpIli8fnZAUS8DeBQFqGF2359NNPJXXq1I9hqVu3rqxfv16OHz8uFy9e1B3lE+7P4g7HXbt2CXa9x3lclfHjx8uRI0dk1qxZj13PnfP74xjTBciNGzdk4MCBsnr1at3UM1euXNKnTx957733/IHTL9fkWMYv2FP8RSlAbDwC7LQ24LGqxwQsAYKN6rDTNcqlS5ekU6dO8uKLL8q4ceM8PicrkIC/CQSaAIHAwOA/sTJx4kQdpGIDSm8ECPowNq7EBpGuyu3btwXHZc2aVZyv5287ubq+6QIEm33evXtXN+/MnDmz7N+/Xxo2bCjz58+Xxo0bByp2n7aLYxmf4uTJ3CRAAeImqMQOY6e1AY9VPSaQmADBSTBY+uabb2TdunUqSLAzNmZYHz58qLtpWzN5e/bska5du+oMbokSJWTevHlSrFgxnW3t1auXnDt3TtKnTy9z5syRatWqedw+ViABbwiYIkA2bNggbdq0US9k586dpWDBgrJ582b5999/ZevWrVKgQAFZsmSJFClSRFq1aiWVKlUSeDzOnz8vhQsX1u/QBy0PyKNHjyQ8PFwWLlyo/a5v37762fKAdOjQwXG99u3by/Tp0+XUqVOSL18+xTxo0CD53//+pyLFn8V0AVKrVi3p16+f2sUqf/75p+TJk0cFiav344QJE+SXX36R77//Xqs1atRI7d67d29/msOra3Ms4xU2VrJJgALEBkB2WhvwWNVjAokJEAxuMDh55ZVXZNSoUSo27ty5IzNnzpSTJ09K2bJl9W8MjkqWLCmfffaZvP766zJ27FjBgAphBxgo9ezZUzATuHPnTmnRooWcPn1aB1osJJDUBEwRIOAAkQDvo+UBGTFihPz6669SpkwZefPNN6Vo0aIyevRoeeONN+Tq1auydu1aSZMmjbzwwguCAWvOnDkdAgTCIyoqSjZu3Kh9FscsXrxYRY0VguV8PfTLBg0aOCYUMIkQHR0t1atXT2oTPfH8pgsQ2AWiDzaFx6N06dKO+4VIdPV+RJgeJmrwToX9xowZo7ZLGL7nV+O4eXGOZdwExcN8SoACxAZOdlob8FjVYwKWAEFoRqpUqdTDgRlQzN5FRkbqLCr+D3/wbxSIDng6MJtXtWpVuXbtmtbFrC1CSSBgQkNDJT4+XgdKKDgOAqVevXoet5EVSMBTAoEmQDCQTJs27WO3MW3aNHnnnXf+I0AgMFasWKHHIg9r9+7dGroDAYI8kQEDBuh3rVu3VmFfoUIFhwCBYKlSpYp6KVGQi4AZd3g0EhMg8HLiGvC27Nu3T5o3by6YqUd/9mcxXYCA3XfffScLFiyQn376SXPpMBkzbNgwOXHixBPfj7A3PM54N3/77bdqXxMLxzImWs38NlOA2LAhO60NeKzqMYGEHhCEW2G2DgMSa9Zu7969ggHdhQsXdBCFgQoGSRAkbdu21QGLc9mxY4fUrFnTkVOC727duqXx0Ag3YSGBpCYQaALkSTkgCT0g27ZtUy8EinNOCARIWFiYdOvWTb+zPkPsWyFYTZo00T4JYeNcnJPQna+H3BCEX6FP47fn5s2bOlHg7xIMAsRiiAkdeDFgty5duugkzNPejwjhwuQNwrFMLRzLmGo5s9tNAWLDfuy0NuCxqscEEgvB+uijj3TWNTY2Vs+HGTis6IIYdRTkeGBmDyFYGPwgARYhAvfv39fQLMz2oQ48Iywk4A8CKVWAvPXWW9r3kPeBcvbsWcmUKZPmYCXmAcEx8JpgwQmInrlz50rlypX9YbLHrmmyAIGog+cCXgxnTxK8YL///ruGZj3p/bhq1SoVgUhix7u4adOmfreHNw3gWMYbaqxjlwAFiA2C7LQ24LGqxwQSEyAI2yhevLjExMRofDhW14mLi9OBCf4PuR2LFi3S2dhy5crpYAczrgjlQP7HmjVr9NgPPvhAc0kuX74s/fv314TXZ5991uM2sgIJeErAJAGCcCksg40BasJVsDz1gGDgi3wRzJxj5h3hWBAWzjkgztcDV0w0wCsC7+aTlvL11AZ2jjdZgCBcFWGqSPhHDghC4BB2BY8VvCBYjtfV+xETORCDCN+CAIE368CBA3oO0wrHMqZZLDjaSwFiw47stDbgsarHBFytgjVp0iSdDcUKO4hVR1IkhEjHjh3lypUrMnv2bEGoFfI88H9Y7QpJs4hVDwkJkWPHjmnMM5b3xcAGgx58ZiGB5CAQaAIksX1A0C8wyPzxxx91EQeETyHHw04IFhKcP/zwQ10wIkOGDJpc7rwKFla3c74eckCQu5U/f37tnxAvgVBMFiDgB8EREREhmzZt0lyOvHnzqkcEggReEVfvR0za4Hi8f1EgWDBp4+9Vybx5JjiW8YYa69glQAFigyA7rQ14rEoCJEAC3And42cAkwdLly7VFe4CoZguQAKBob/bwLGMvy2QMq9PAWLD7uy0NuCxKgmQAAlQgHj0DMBrid8d7PkTKIUCJFAs4X07OJbxnh1rek+AAsR7dvpDADc6kglZSIAESIAEPCcQSCFYnrc++WrUrVtXrl+/rt4P5H0FSqEACRRLeN8OjmW8Z8ea3hOgAPGenWAFDQgQE5PObNw2q5IACZCAzwhgIQXkQFh71/jsxDxRshBAAj1W18MmiyxmEuBYxky7md5qChDTLcj2kwAJkAAJkAAJkAAJkIBBBChADDIWm0oCJEACJEACJEACJEACphOgADHdgmw/CZAACZAACZAACZAACRhEgALEIGOxqSRAAiRAAiRAAiRAAiRgOgEKENMtyPaTAAmQAAmQAAmQAAmQgEEEKEAMMhabSgIkQAIkQAIkQAIkQAKmE6AAMd2CbD8JkAAJkAAJkAAJkAAJGESAAsQgY7GpJEACJEACJEACJEACJGA6AQoQ0y3I9pMACZAACZAACZAACZCAQQQoQAwyFptKAiRAAiRAAiRAAiRAAqYToAAx3YJsPwmQAAmQAAmQAAmQAAkYRIACxCBjsakkQAIkQAIkQAIkQAIkYDoBChDTLcj2kwAJkAAJkAAJkAAJkIBBBChADDIWm0oCJGAWgUOHDsno0aNlw4YNcvXqVcmbN6/UrVtXhg8fLqVKlTLrZthaEiABEiABEvARAQoQH4HkaUiABEjAmcDWrVulQYMGUrNmTRk8eLAUKFBAzpw5I5MnT5bNmzfLjh075Pnnnyc0EiABEiABEkhxBChAUpzJecMkQALJQSA0NFTy588vP/zwg6RKlcpxyUePHsmQIUOkefPmUrt2bblx44Zky5ZN5s6dK+Hh4TJy5Ejp06ePTJ06VcXK2bNnpXjx4jJo0CDp1KmTnqdnz55y8+ZNiY6Odpw3d+7cMmvWLGnVqpWUL19eOnToIJs2bZKjR48Krjljxgxp2LBhctw6r0ECJEACJEACTyRAAcIHhARIgAR8TODkyZMqGhB6Va9evSee/e7du5IxY0Zp1KiRREVFSaFChWT16tXSvXt3iY2NlWrVqsny5culXbt2sn37dqlSpcpTBQjED0K+fv75ZwkJCZF58+ZJ37595eLFi5IlSxYf3y1PRwIkQAIkQAKeEaAA8YwXjyYBEiCBpxJYt26dehsw4M+XL59bAuTrr7+Wjh076rGvvfaa5ohMmjTJURehXBAzyCl5mgcEAuTll19WDwrKgwcPJHv27LJw4UJp2bLlU9vPA0iABEiABEggKQlQgCQlXZ6bBEggRRJYv3695n+cO3dOcz9QkPeBBHSrlC5dWg4cOCCWB2TLli1So0YN/RriAyFXPXr0cBzfpUsXuXfvnooIdwTI22+/Le+//76jfrFixTTEq1evXinSJrxpEiABEiCBwCFAARI4tmBLSIAEgoQA8jYKFy6soVRhYWF6V7dv3xaEZqEgtAphUUeOHHEIkJ07d2p41ZMECPJFlixZkqgAyZUrl8yePVtzQOABQQ5IRESEg2iRIkVk6NChWpeFBEiABEiABPxJgALEn/R5bRIggaAlUKtWLUmdOrVs3LhR0qRJ89h9QnyMGTPGpQBp0qSJlChRQnNCrIIQrDp16mi9AQMGaHI6xAhKfHy8JrIvW7bMIUCQO4LEc5Q7d+5Ijhw59PhmzZoFLXPeGAmQAAmQgBkEKEDMsBNbSQIkYBiBvXv3ashVuXLlZMSIEZoM/vfffwvyQyZOnKgeiilTpiTqAYGQ6Nq1q8TFxUnFihVl8eLFgpCqPXv26ApXX375pYwbN04OHjwomTNn1n1Fxo8fLzExMQ4BcuXKFRUc8IZ8/vnn+j1yUjJlymQYSTaXBEiABEgg2AhQgASbRXk/JEACAUPgjz/+kMjISEFOCMQHEsHhmUAYlOWJsHJAnEOwcAPwdCCk6tKlS5oTgs/169fXe8MSvBAwv/32mya59+7dWyZMmKDXatOmjYqO1q1by7Zt23QlLGyAiHNZ9QMGEBtCAiRAAiSQIglQgKRIs/OmSYAEgpkABEi3bt106V0WEiABEiABEgg0AhQggWYRtocESIAEbBKgALEJkNVJgARIgASSlAAFSJLi5clJgARIIPkJUIAkP3NekQRIgARIwH0CFCDus+KRJEACJEACJEACJEACJEACNglQgNgEyOokQAIkQAIkQAIkQAIkQALuE6AAcZ8VjyQBEiABEiABEiABEiABErBJgALEJkBWJwESIAESIAESIAESIAEScJ8ABYj7rHgkCZAACZAACZAACZAACZCATQIUIDYBsjoJkAAJkAAJkAAJkAAJkID7BChA3GfFI0mABEiABEiABEiABEiABGwSoACxCZDVSYAESIAESIAESIAESIAE3CdAAeI+Kx5JAiRAAiRAAiRAAiRAAiRgk8D/AVgzseGL4sBMAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sd.plots.plot_adverse_impact_ratio(disparity=air)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-Level Plots"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Certain other disparity functions provide a result for each secondary\n",
    "level for each group."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate Disparity"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use AIR by quantile as an example for multi-level plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "airq = sd.adverse_impact_ratio_by_quantile(\n",
    "    outcome=data[\"Prediction\"],\n",
    "    air_threshold=0.8,\n",
    "    percent_difference_threshold=0.0,\n",
    "    quantiles=[decile / 10 for decile in range(1, 11)],\n",
    "    **reused_arguments,\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Output Results"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The default output for a disparity calculation result object includes a\n",
    "default plot. Note that a new subplot is created for each quantile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Disparity Calculation: Adverse Impact Ratio By Quantile"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n",
       "│ Protected Groups                          │ Black, Asian, Native American, Hispanic, Female                     │\n",
       "│ Reference Groups                          │ White, White, White, Non-Hispanic, Male                             │\n",
       "│ Group Categories                          │ Race, Race, Race, Ethnicity, Sex                                    │\n",
       "│ AIR Threshold                             │ 0.8                                                                 │\n",
       "│ Percent Difference Threshold              │ 0.0                                                                 │\n",
       "│ Lower Score Favorable                     │ True                                                                │\n",
       "│ Affected Groups                           │ Black, Hispanic, Female                                             │\n",
       "│ Affected Reference                        │ White, Non-Hispanic, Male                                           │\n",
       "│ Affected Categories                       │ Race, Ethnicity, Sex                                                │\n",
       "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┌───────────────────────────────────────────┬─────────────────────────────────────────────────────────────────────┐\n",
       "│ Protected Groups                          │ Black, Asian, Native American, Hispanic, Female                     │\n",
       "│ Reference Groups                          │ White, White, White, Non-Hispanic, Male                             │\n",
       "│ Group Categories                          │ Race, Race, Race, Ethnicity, Sex                                    │\n",
       "│ AIR Threshold                             │ 0.8                                                                 │\n",
       "│ Percent Difference Threshold              │ 0.0                                                                 │\n",
       "│ Lower Score Favorable                     │ True                                                                │\n",
       "│ Affected Groups                           │ Black, Hispanic, Female                                             │\n",
       "│ Affected Reference                        │ White, Non-Hispanic, Male                                           │\n",
       "│ Affected Categories                       │ Race, Ethnicity, Sex                                                │\n",
       "└───────────────────────────────────────────┴─────────────────────────────────────────────────────────────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "## Adverse Impact Ratio By Quantile Summary Table"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table class=\"dataframe disparity-table\" id=\"disp-output\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Group</th>\n",
       "      <th>Quantile</th>\n",
       "      <th>Reference Group</th>\n",
       "      <th>Group Category</th>\n",
       "      <th>Quantile Cutoff</th>\n",
       "      <th>Observations</th>\n",
       "      <th>Percent Missing</th>\n",
       "      <th>Total</th>\n",
       "      <th>Favorable</th>\n",
       "      <th>Percent Favorable</th>\n",
       "      <th>Percent Difference Favorable</th>\n",
       "      <th>AIR</th>\n",
       "      <th>P-Values</th>\n",
       "      <th>Practically Significant</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.82%</td>\n",
       "      <td>4.93%</td>\n",
       "      <td>0.437</td>\n",
       "      <td>0.001</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>27.83%</td>\n",
       "      <td>-19.08%</td>\n",
       "      <td>3.181</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00%</td>\n",
       "      <td>3.75%</td>\n",
       "      <td>0.571</td>\n",
       "      <td>1.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>10.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>8.75%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2.95%</td>\n",
       "      <td>7.79%</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>10.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>10.74%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>10.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>6.38%</td>\n",
       "      <td>3.05%</td>\n",
       "      <td>0.677</td>\n",
       "      <td>0.006</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>10.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.044761</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>9.43%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>20.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>10.88%</td>\n",
       "      <td>9.85%</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>20.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>40.37%</td>\n",
       "      <td>-19.64%</td>\n",
       "      <td>1.947</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>20.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.00%</td>\n",
       "      <td>10.73%</td>\n",
       "      <td>0.482</td>\n",
       "      <td>0.403</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>20.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>751.0</td>\n",
       "      <td>20.73%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>20.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>8.27%</td>\n",
       "      <td>14.95%</td>\n",
       "      <td>0.356</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>20.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>884.0</td>\n",
       "      <td>23.21%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>20.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>14.99%</td>\n",
       "      <td>4.92%</td>\n",
       "      <td>0.753</td>\n",
       "      <td>0.002</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>20.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.045863</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>323.0</td>\n",
       "      <td>19.91%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>30.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>18.24%</td>\n",
       "      <td>11.30%</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>30.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>53.52%</td>\n",
       "      <td>-23.98%</td>\n",
       "      <td>1.812</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>30.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>20.00%</td>\n",
       "      <td>9.53%</td>\n",
       "      <td>0.677</td>\n",
       "      <td>0.464</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>30.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>1,070.0</td>\n",
       "      <td>29.53%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>30.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>13.58%</td>\n",
       "      <td>19.14%</td>\n",
       "      <td>0.415</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>30.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>1,246.0</td>\n",
       "      <td>32.72%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>30.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>21.76%</td>\n",
       "      <td>5.74%</td>\n",
       "      <td>0.791</td>\n",
       "      <td>0.001</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>30.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.046427</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>446.0</td>\n",
       "      <td>27.50%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>40.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>30.29%</td>\n",
       "      <td>16.38%</td>\n",
       "      <td>0.649</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>40.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>72.78%</td>\n",
       "      <td>-26.11%</td>\n",
       "      <td>1.559</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>40.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>40.00%</td>\n",
       "      <td>6.67%</td>\n",
       "      <td>0.857</td>\n",
       "      <td>0.656</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>40.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>1,691.0</td>\n",
       "      <td>46.67%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>40.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>27.36%</td>\n",
       "      <td>22.30%</td>\n",
       "      <td>0.551</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>40.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>1,891.0</td>\n",
       "      <td>49.66%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>40.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>36.75%</td>\n",
       "      <td>7.27%</td>\n",
       "      <td>0.835</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>40.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.046703</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>714.0</td>\n",
       "      <td>44.02%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>41.47%</td>\n",
       "      <td>9.70%</td>\n",
       "      <td>0.810</td>\n",
       "      <td>0.001</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>74.31%</td>\n",
       "      <td>-23.14%</td>\n",
       "      <td>1.452</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>45.00%</td>\n",
       "      <td>6.17%</td>\n",
       "      <td>0.879</td>\n",
       "      <td>0.657</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>50.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>1,854.0</td>\n",
       "      <td>51.17%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>32.87%</td>\n",
       "      <td>21.54%</td>\n",
       "      <td>0.604</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>50.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>2,072.0</td>\n",
       "      <td>54.41%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>50.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>414.0</td>\n",
       "      <td>40.04%</td>\n",
       "      <td>9.78%</td>\n",
       "      <td>0.804</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>50.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.047009</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>808.0</td>\n",
       "      <td>49.82%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>60.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>47.35%</td>\n",
       "      <td>13.62%</td>\n",
       "      <td>0.777</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>60.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>79.51%</td>\n",
       "      <td>-18.54%</td>\n",
       "      <td>1.304</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>60.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>55.00%</td>\n",
       "      <td>5.97%</td>\n",
       "      <td>0.902</td>\n",
       "      <td>0.648</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>60.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>2,209.0</td>\n",
       "      <td>60.97%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>60.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>42.13%</td>\n",
       "      <td>21.53%</td>\n",
       "      <td>0.662</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>60.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>2,424.0</td>\n",
       "      <td>63.66%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>60.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>520.0</td>\n",
       "      <td>50.29%</td>\n",
       "      <td>7.60%</td>\n",
       "      <td>0.869</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>60.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.047266</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>939.0</td>\n",
       "      <td>57.89%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>80.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>72.94%</td>\n",
       "      <td>7.96%</td>\n",
       "      <td>0.902</td>\n",
       "      <td>0.001</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>80.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>94.19%</td>\n",
       "      <td>-13.29%</td>\n",
       "      <td>1.164</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>80.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>70.00%</td>\n",
       "      <td>10.90%</td>\n",
       "      <td>0.865</td>\n",
       "      <td>0.250</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>80.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>2,931.0</td>\n",
       "      <td>80.90%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>80.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>71.65%</td>\n",
       "      <td>10.83%</td>\n",
       "      <td>0.869</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>80.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>3,141.0</td>\n",
       "      <td>82.48%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>80.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>765.0</td>\n",
       "      <td>73.98%</td>\n",
       "      <td>4.44%</td>\n",
       "      <td>0.943</td>\n",
       "      <td>0.010</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>80.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.048018</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>1,272.0</td>\n",
       "      <td>78.42%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>90.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>84.71%</td>\n",
       "      <td>5.41%</td>\n",
       "      <td>0.940</td>\n",
       "      <td>0.003</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>90.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>98.17%</td>\n",
       "      <td>-8.05%</td>\n",
       "      <td>1.089</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>90.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>85.00%</td>\n",
       "      <td>5.12%</td>\n",
       "      <td>0.943</td>\n",
       "      <td>0.441</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>90.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>3,265.0</td>\n",
       "      <td>90.12%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>90.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>428.0</td>\n",
       "      <td>84.25%</td>\n",
       "      <td>6.85%</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>90.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>3,469.0</td>\n",
       "      <td>91.10%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>90.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>85.78%</td>\n",
       "      <td>4.04%</td>\n",
       "      <td>0.955</td>\n",
       "      <td>0.002</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>90.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.048694</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>1,457.0</td>\n",
       "      <td>89.83%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Black</td>\n",
       "      <td>100.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>340.0</td>\n",
       "      <td>340.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Asian</td>\n",
       "      <td>100.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>327.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Native American</td>\n",
       "      <td>100.0%</td>\n",
       "      <td>White</td>\n",
       "      <td>Race</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>White</td>\n",
       "      <td>100.0%</td>\n",
       "      <td></td>\n",
       "      <td>Race</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>4,322</td>\n",
       "      <td>13.56%</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>3,623.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hispanic</td>\n",
       "      <td>100.0%</td>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>508.0</td>\n",
       "      <td>508.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Non-Hispanic</td>\n",
       "      <td>100.0%</td>\n",
       "      <td></td>\n",
       "      <td>Ethnicity</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>4,316</td>\n",
       "      <td>13.68%</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>3,808.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Female</td>\n",
       "      <td>100.0%</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>1,034.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Male</td>\n",
       "      <td>100.0%</td>\n",
       "      <td></td>\n",
       "      <td>Sex</td>\n",
       "      <td>0.058530</td>\n",
       "      <td>2,656</td>\n",
       "      <td>46.88%</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>1,622.0</td>\n",
       "      <td>100.00%</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `.plot()` method on the result object returns the plotly figure directly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "plotly.graph_objs._figure.Figure"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(airq.plot())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `.plot()` method also takes an optional argument `column` just like a\n",
    "single-index plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq.plot(column=sd.const.PERCENT_DIFFERENCE_FAVORABLE)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A user can also specify a single group to extract a single by-level plot\n",
    "for."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq.plot(group=\"Black\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq.plot(group=\"Black\", column=sd.const.PERCENT_DIFFERENCE_FAVORABLE)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`.plot()` also has a quantile argument to return a figure for a single\n",
    "quantile. The `quantile` argument is specific to AIR by quantile. For\n",
    "example, the equivalent argument for a categorical AIR calculation would\n",
    "be `category`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq.plot(quantile=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KiCdlm/dKAiRAAiRAAiRAAiRAAiYToICYnACGJwESIAESIAESIAESIAFPIkAB8aRs815JgARIgARIgARIgARIwGQCFBCTE8DwJEACJEACJEACJEACJOBJBCggnpRt3isJkAAJkAAJkAAJkAAJmEyAAmJyAhieBEiABEiABEiABEiABDyJAAXEk7LNeyUBEiABEiABEiABEiABkwlQQExOAMOTAAmQAAmQAAmQAAmQgCcRoIB4UrZ5ryRAAiRAAiRAAiRAAiRgMgEKiMkJYHgSIAESIAESIAESIAES8CQCFBBPyjbvlQRIgARIgARIgARIgARMJkABMTkBDE8CJEACJEACJEACJEACnkSAAuJJ2ea9kgAJkAAJkAAJkAAJkIDJBCggJieA4UmABEiABEiABEiABEjAkwhQQDwp27xXEiABEiABEiABEiABEjCZAAXE5AQwPAmQAAmQAAmQAAmQAAl4EgEKiCdlm/dKAiRAAiRAAiRAAiRAAiYToICYnACGJwESIAESIAESIAESIAFPIkAB8aRs815JgARIgARIgARIgARIwGQCFBCTE8DwJEACJEACJEACJEACJOBJBCggnpRt3isJkAAJkAAJkAAJkAAJmEyAAmJyAhieBEiABEiABEiABEiABDyJAAXEk7LNeyUBEiABEiABEiABEiABkwlQQExOAMOTAAmQAAmQAAmQAAmQgCcRoIB4UrZ5ryRAAiRAAiRAAiRAAiRgMgEKiMkJYHgSIAESIAESIAESIAES8CQCFBBPyjbvlQRIgARIgARIgARIgARMJkABMTkBDE8CJEACJEACJEACJEACnkSAAuJJ2ea9kgAJkAAJkAAJkAAJkIDJBCggJieA4UmABEiABEiABEiABEjAkwhQQDwp27xXEiABEiABEiABEiABEjCZAAXE5AQwPAmQAAmQAAmQAAmQAAl4EgEKiCdlm/dKAiRAAiRAAiRAAiRAAiYToICYnACGJwESIAESIAESIAESIAFPIkAB8aRs815JgARIgARIgARIgARIwGQCFBCDCbhyO9DgGdidBEiABEiABEiABMwjkD5FPPOCM7JHEqCAGEw7BcQgQHYnARIgARIgARIwlQAFxFT8HhmcAmIw7RQQgwDZnQRIgARIgARIwFQCFBBT8XtkcAqIwbRTQAwCZHcSIAESIAESIAFTCVBATMXvkcEpIAbTTgExCJDdSYAESIAESIAETCVAATEVv0cGp4AYTDsFxCBAdicBEiABEiABEjCVAAXEVPweGZwCYjDtFBCDANmdBEiABEiABEjAVAIUEFPxe2RwCojBtFNADAJkdxIgARIgARIgAVMJUEBMxe+RwSkgBtNOATEIkN1JgARIgARIgARMJUABMRW/RwangBhMOwXEIEB2JwESIAESIAESMJUABcRU/B4ZnAJiMO0UEIMA2Z0ESIAESIAESMBUAhQQU/F7ZHAKiMG0U0AMAmR3EiABEiABEiABUwm4QkDq16+PVatWwdfXV92Ll5cX0qZNi/feew/Dhw+Hj4+PqffI4DGLAAXEYD4oIAYBsjsJkAAJkAAJkICpBFwlIHny5MGoUaPUvYSHh+PkyZOoU6cOevXqhd69e5t6jwweswhQQAzmgwJiECC7kwAJkAAJkAAJmErAHQJiu6EePXrg/v37mD9/vvroq6++wowZM/DkyROkSpUKU6ZMQcmSJdXPNm3ahD59+uD69evImjUrJk6ciBIlSiA4OBiffvopli1bpv5erFgxzJw5E0mTJjWVG4M7T4AC4jw71ZMCYhAgu5MACZAACZAACZhKwB0CIiMghw8fRt26dfHZZ5+hS5cu2LVrF2rWrInTp0+r8qxhw4Zh6dKlOHr0KG7fvo1s2bIpyahYsSLmzp2LAQMG4Pz582pUZfXq1Vi/fj0SJUqkRlSuXbuGn376yVRuDO48AQqI8+woIAbZWa37xet3sHrLMfj5PatvZXMPgbCwMLSoXRLx48VxTwCelQRIgARI4DkCrhKQtWvXIm7cuOrcMsKRJk0afPjhh0oYpImUPHjwAEmSJFH/3r9/PypUqIDHjx9j4cKFGDFiBE6cOKF+Jv9fIFKSMmVK5MyZU0lMmzZt1M/Onj2L3LlzIyAgAP7+/symBQlQQAwmjSMgBgFaqPuitfuxds9fSJIkgYWu2nqXeu/ufXzQvAKK5MtivYvnFZMACZCABQm4SkAizgH57rvv7EIRL148RUVEY+DAgdixY4ealB4YGIg///xTyYqUW/3444/YuXPnCwRTpEgBPz8/u9zIAffu3cPvv/+OTJkyWZA4L5kCYvAZoIAYBGih7ovXH8TWIxeQLFkiC1219S711s076Fy/FAXEeqnjFZMACViUgDsEREY7ZP5G9erV8fnnnysyn3zyCQ4ePIgVK1YgQYIEqiSrUqVKSkCknGrQoEFKSKRJfxkNkZEOmfMxZMgQNGzY0KKEedmRCVBADD4TFBCDAC3UnQKiJ1kUED2cGYUESIAEbATcISBybptgyEiFlFG1atUK8ePHx/Tp0/Ho0SM1L0RGPaSUSkZDMmfOjHnz5qFevXpYvHgx3n//fVy6dAlffvkltm7dqpb5ldGUX3/9FRs2bMA333zDJFqUAAXEYOIoIAYBWqg7BURPsiggejgzCgmQAAm4W0Dk/LIPiMzlWLdunZps3qJFC4SGhqr5IV9//bWa1yErW506dQrbt29H165dcfPmTVVaNXnyZJQuXRpBQUGqdGv58uXqklOnTo0JEyagaNGiTKJFCVBADCaOAmIQoIW6U0D0JIsCooczo5AACZCAKwWENEkgOgQoINGh9ZJjKSAGAVqou9kC8uTRfWz/6RsEPLiNBr0nvpbc4Y0LcXrfWjQbOEcde3DtHBzfsRze3t72vrW7j0XydFlx4eR+9fPAh3eRPF02lGnQHUlSZXhtDHccQAFxB1WekwRIgAReTcAVJVjkSwLRIWA5AVmwYIGqGfz+++/RuHHjKO9Vhvxk8pIs6yZDetJkibh+/frhypUrKF68OGbPnq3WopY2evRotSGODPXJRCcZ3vP1jXrJVQpIdB43ax9rpoAEBwVi1ZR+yJSnOC6ePvhaAbl/8zI2zfsCTwMD7AKy+5cpSJY2K/KWrvlcIgLu38Kyb3uhcpvPkDpzbvy2cQFunj+F6p1GmJIwCogp2BmUBEjAgwlQQDw4+SbduqUERGoFpT7w6tWrSiJeJyBt27bFtm3b1KoLIiCyE2eOHDnU6gsiH0OHDlWb4chEJ5nc1KlTJ7U0XMKECdGgQQPUr18fsoNnVI0CYtKTa0JYswUk8NE9NUKxe9nU1wrI2hmDkLtkNexbOdMuIFsXjkWmPMXwxlsVXhCQGxdOI9ubZdXnt6+cxcY5I/DugO9MoAxQQEzBzqAkQAIeTIAC4sHJN+nWLSUgR44cQaFChVClShUlFFEJiAiFCEaBAgXUHzleRGPWrFlqFESaCIlMgpL/9u3bV0146t+/v/rZypUrMW7cOCUmFBCTns4YFtZMAbGhuH7u5GsF5Myhzbjy91GUqNUBy7593y4g678f9mwTqFuXAXghd4lqKFih0QuUf9+2FLev/I0KzfuZkgEKiCnYGZQESMCDCVBAPDj5Jt26pQTExqhy5cpRCsjTp0/VmtGytJusoGATkC+++ALXr19XpVW2JuVXMqoiIx3dunWzrzEtqzFUrFhRlWpRQEx6OmNYWCsIyJOAB1g97RPU7PIlvLy8nxOQo1sWwz9eAuQqVgUPbl3B+tnDUbJ2R2QtUNpO+vKfv2H3smmo2WUkEiRJaUoGKCCmYGdQEiABDyZAAfHg5Jt067FSQIYNG6aWdJO5Hz179rQLiCzhFhISouZ62Fr27NmxdOlSJSCyAU6NGjXUjy5cuICCBQuqnTajamFh4SaljmF1E5i7ch9W7T1r6kaE1/45iV2/TEGjvpNeevvbfhqPNFnzIk+JqhAZ+fnrnmjx2dyXHvvbxkWQ+R9vN+qpfn7m8DYc3rQIVdt+hiQp0+vGa49369YdfPze2yhZMJtp1xCTAj8NCYO/738LB8Ska+O1kAAJxA4C3t5eseNGeBeWIRDrBER20GzUqBEOHDiAuHHjPicgI0eOVCMakyb99/Ima0nv3r0b3bt3R+fOne1lXSdPnkTVqlXVBjhRtat3Ai2TbF6oMQKL1x3EFpN3Qn9dCdaCz1vC29tH3Wg4whEU8BBxEyRGgz6TcO/GRaTMmBM+vn7q54fWz1eT1EvX64ILJ/fhtw0/oGr7YYifKJkxUAZ7ywhIlwbcCd2GMTwc8OK7gcGnit1JgASiIpAueTy3A3oc+BShYWEOx4kf1x8+PvzyxWFgFjsw1gmITFSXkQ9/f3+ViocPH6qVrGSEQ8qyxo8fryamS7t8+TJy5cplnwOSLFkyyOiJtB9++AFz5szB+vXro0wpJ6Fb7Ik3cLkxtQTr3o1LeHT3OjLmfn5DJhkBiTgHZOWUfuqYwu80xcO717FmxiCUbdgDqTLlwrLxH6iyq0TJ0hgg5JquLMFyDUeehQRIgAQcJeDuEqzb9wLQf8JyhIQ4dkVPgoJRo1xetK5TwrEOPMpyBGKNgMjyvJUqVVKTyiO2iCVYIiNSciVzQ8qXL49evXohICBAicbOnTvV7py7du1CokSJIPNMZFSkXbt2FBDLPdbuuWAzBeT8iT3YtmicmkQeFhYKHx9fJE6ZAfU/GI9T+9bi3O+7Ub3j8OduPLKAyNK8u5dNwZ0r/8A/XkLkK1sH+cvWwV8HN2Ln0knqnBFb0/7fqdET3Y0Cops445EACXg6AXcLyIWrd/DBuGUI84/vEOrAwCd4p0A6DOhQzaHjeZD1CFhKQIoWLYoTJ06o+R0+Pj5qQ7V58+ahSZMmai+PJUuWoFy5cq8UEPnBhg0b0Lt3b1y7dg1lypRR+4CkSJFC9Rk7dqwaIZF5Is2bN1f/jrhp28vSyxEQ6z30zl6xmQLi7DVbsR8FxIpZ4zWTAAlYmUBsExB5F9y/f796h5MqGNkTThYiql69ukpT0qRJcfz4cWTMmDHaaZMtGmQV1pYtW0a7Lzv8R8BSAhITE0cBiYlZcc81UUDcwzXyWSkgejgzCgmQAAnYCMRGAZHtF0QSQkND1ZfVUvVy584dJSQUEPOffQqIwRxQQAwCtFB3CoieZFFA9HBmFBIgARLwBAGRe5TtGeLEiaMWIkqXLt1zAjJz5kyMGTNGVddkyZJFyYrsCyeyImX4e/fuVZUy33zzDapVq6Y2qbaNgMi+clLqL4sZyaJGbI4ToIA4zuqlR1JADAK0UHcKiJ5kUUD0cGYUEiABEvAEAZGy+mnTpmHu3LmqLEuabQREpERkQ/Z+y5o1Kzp27KhGSOT4Tp06IX78+Pj222/VyqqyMqqU7zdr1kwJSPHixZWQrF69Gvnz5+fDFE0CFJBoAot8OAXEIEALdaeA6EkWBUQPZ0YhARIggdgsIIcPH4afnx+ePHmitmUQAalbt+5zAiJzQAIDAxEv3rNliGVBI5kbLCugZsiQAatWrcJbb72lfnb37l3IaqkyAlKlShVMnTpVjYrI39miT4ACEn1mz/WggBgEaKHuFBA9yaKA6OHMKCRAAiQQmwXENgdEVo/8448/0KBBA4wbNw61a9e2j4CIZMjWDStXroSXl5eSjMyZM2Pjxo1q9EP2hJORkYhNBES2c5DzysqpHP1w7veIAuIcN3svCohBgBbqTgHRkywKiB7OjEICJEACniAgtnuUFVDDwsIwYcIEu4Ds27dP7f+2Y8cOJEmSRI2SyB8REBGRn3/+WZVaSTt9+rSSkXfffReFCxdWK2hJqZbMEZGyLbboEaCARI/XC0dTQAwCtFB3CoieZFFA9HBmFBIgARLwFAE5f/68mq/x8ccfo3379nYBWbZsGdatW6dGQO7du4emTZviwYMHSipkL7igoCD83//9H44ePapKrWQDa9scEFlhS5b1LV26NH8cCuwAACAASURBVIYMGcKHKZoEKCDRBBb5cAqIQYAW6k4B0ZMsCogezoxCAiRAArFZQGz7gEhplaxiJRPMRRTk3xEnodepU0fJh0xGHz58uCrVatWqFQYNGoQ2bdqo0ZFUqVKpkROZiB5xFayLFy+iSJEiSmLkv2yOE6CAOM7qpUdSQAwCtFB3CoieZFFA9HBmFBIgARLQKSA9xyxFqN+zyd6va08Cg1CpYHp82unZxoFssY8ABcRgTikgBgFaqDsFRE+yKCB6ODMKCZAACegSkEePgzBw0ko8ePTUIejBIaF4t1ph1Pnfmw4dz4OsR4ACYjBnFBCDAC3UnQKiJ1kUED2cGYUESIAEdAkISZNAZAIUEIPPBAXEIEALdaeA6EkWBUQPZ0YhARIgAQoInwGzCFBADJKngBgEaKHuFBA9yaKA6OHMKCRAAiRAAeEzYBYBCohB8hQQgwAt1J0CoidZFBA9nBmFBEiABCggfAbMIkABMUieAmIQoIW6U0D0JIsCooczo5AACZAABYTPgFkEKCAGyVNADAK0UHcKiJ5kUUD0cGYUEiABEtApII8DnyI0LMxh6PHj+sPHx9vh43mgtQhQQAzmiwJiEKCFulNA9CSLAqKHM6OQAAmQgC4BuX0vAIMmr0RYmJdD0J8EBaNyqVxoVbuEQ8fzIOsRoIAYzBkFxCBAC3WngOhJFgVED2dGIQESIAFdAnLh6h18OvlXxEucxCHojwIC8VbWZPi4XRWHjudB1iNAATGYMwqIQYAW6k4B0ZMsCogezoxCAiRAArFdQD766CN89913OHr0KDJlyvTahCdMmBCnTp1CxowZX3ssDzBGgAJijB8oIAYBWqg7BURPsiggejgzCgmQAAnEZgEJDQ1F/vz50aZNG3WbAwYMeG3Cb9y4gZQpU8Lbm3NPXgvL4AEUEIMAKSAGAVqoOwVET7IoIHo4MwoJkAAJxGYBWb16NX766SeMHDkS1apVw/Hjx+0JHzt2LKZPn47w8HCkSZMG8+bNQ/bs2RFxBGTmzJkYM2YMgoODkSVLFnWMjKLUr18fRYoUwcGDB3HlyhX12ZIlS+Dj48MHKhoEKCDRgPWyQykgBgFaqDsFRE+yKCB6ODMKCZAACcRmAWnSpAm6dOmCypUro1KlShg1ahSKFy+OW7duIVeuXDh//jwSJUqEOXPmICAgAN27d7cLSJw4cZRYSDlW1qxZ0bFjR/j6+mLatGlo3Lgx7ty5g/Xr1yvpKFiwIMaNG4eqVavygYoGAQpINGBRQAzCsnh3CoieBFJA9HBmFBIgARKIrQJy9+5dFC1aFGfOnFHlVN9//z1+++03TJw4EYGBgUifPj2+/PJLiKSkSJHC/iBEHAGR4+LFi6d+tmDBAsyePVtJhwhIuXLl0Lt3b/WzBg0aoG7dumjXrh0fqGgQoIBEAxYFxCAsi3engOhJIAVED2dGIQESIIHYKiBTpkxB3759ETduXHWLUmrl7++vSqb8/Pxw6NAhNSKyYcMGFCtWDFOnTkXOnDntIyAZMmTAiBEjsHLlSnh5eUGEJnPmzNi4caMSkOrVq6tREWmR/82nyjECFBDHOL3yKJZgGQRooe4UED3JooDo4cwoJEACJBBbBaRkyZIYP348SpUqZU9yvXr11CiFzOGwtaCgIAwZMgS///47ZM6IbQRk3759GDZsGHbs2IEkSZJg7ty56g8FxHW/MxQQgywpIAYBWqg7BURPsiggejgzCgmQAAnERgH5448/1JyPy5cvq9ELW5MyLBnR+Pjjj9XkcimrkhESKa2SSeSrVq2yC8iyZcuwbt06dfy9e/fQtGlTPHjwAHv37uUIiIt+bSggBkFSQAwCtFB3CoieZFFA9HBmFBIgARKIjQLSv39/JQ0yYTxik8nnUkZ17tw5Nf9j6dKlamJ52rRpMWPGDOTLl++5Seh16tRR55HJ6MOHD1dzPVq1aoV//vmHJVgu+NWhgBiESAExCNBC3SkgepJFAdHDmVFIgARIQKeAfDx+FeImSuQQ9IDHgSiaPSX6d+DKUg4Bs+BBFBCDSaOAGARooe4UED3JooDo4cwoJEACJKBLQB49DsLQab/iYcBTh6AHB4eiYeWCqF2+gEPH8yDrEaCAGMwZBcQgQAt1p4DoSRYFRA9nRiEBEiABXQJC0iQQmQAFxOAzQQExCNBC3SkgepJFAdHDmVFIgARIgALCZ8AsAhQQg+QpIAYBWqg7BURPsiggejgzCgmQAAlQQPgMmEXAcgIiy6Z16dJF7Wopm7+8rMkSbHLM0aNHIZvJfPXVV6hVq5Y6dO3atejXr5/ajKZ48eJq+TVZAUHa6NGjIZvXyLrQDRs2xIQJE9QKCVE1CohZj67+uBQQPcwpIHo4MwoJkAAJUED4DJhFwFIC8vXXX2P79u24evWqkohXCUiBAgXQoUMH9O7dG+vXr1fHXb9+HcHBwciRIwdWrFih5GPo0KE4ffo0Fi9ejK1bt6JTp05q0xnZiEaWW5PNanr06EEBMevpjGFxKSB6EkIB0cOZUUiABEiAAsJnwCwClhKQI0eOoFChQqhSpQq6du36UgEJCQnBrFmz0L59e/j5+SmusovloUOHcPjwYfUzGQWRdv/+faRJk0b9t2/fvmqtZ1k/WppsPjNu3DglJhwBMevxjFlxKSB68kEB0cOZUUiABEhAp4A8DnyK0LAwh6HHj+sPHx9vh4/ngdYiYCkBsaGtXLnyKwUkMv79+/ejUaNGauMYKbGSkRAprbI1Kb+SURUZ6ejWrZsqvZJ26tQpVKxYUZVqUUCs9VC762opIO4i+/x5KSB6ODMKCZAACegSkNv3AjB02moA/+1MHhX9wCfBeKdETrSoWZxJiqUEYrWAiHRUq1YNEydOVP8dOHAgZIRERMTWsmfPrnbDFAEZNGgQatSooX504cIFFCxYUO2CGVULeBISSx8N3lZkAj+s3o91B/5BsmSObaREgs4RuHXrLno3LYvib2Z17gSxrFdoWDh8vB37P+1Yduu8HRIgAU0EEsSNer6r0cu4cPUORszagFRpUjl0qgcPHyNbqnjo26qSQ8fzIOsRiLUCcuzYMTWa8c0336BOnToqMyNHjlQjGpMmTbJnKnXq1Ni9eze6d++Ozp0728u6Tp48iapVq+LSpUtRZvXeI8c21bHeo8Erjkxg0Zr9WH/wPAXEzY/GrVt38H7jMihWgAIiqMPDw+HlRQFx82PH05OARxNImtDfrfevW0DKlSuHx48f4+DBg/D2flbGJV8oZ82a9bVfLJ85cwbXrl2DnEP6N2vWDPKZq9qqVavQsmVLtejRe++956rTvvQ8MqdZKnoyZszo1jjOnDxWCsjZs2eVPMyZMwdly5a1c5GRjvHjx2Pbtm3qs8uXLyNXrlz2OSDJkiXDsGHD1M9++OEH1V8msUfVuAqWM4+dNfuwBEtP3liCpYczo5AACZCAjUD6FPHcCsMMAbl48aKqfJEvl6MjIPLFtayGKnOCpWpGxCVlypQu4yMLI0mJ//Lly7Fu3TqXnfdlJ7px44a6dpuEuTVYNE8eawREluetVKmSmlT+zjvvqBGNJk2aPIfj4cOHkJKrH3/8EeXLl0evXr0QEBCgRGPnzp1o0aIFdu3ahUSJEkHmmcg52rVrRwGJ5kMVWw+ngOjJLAVED2dGIQESIIHYLCDy/vbZZ59BtmaQxYgij4DMnDkTY8aMUSukZsmSBfPmzcNff/2l3h1lESPpL3OIZQREvrweMGAApLrG1mRRJCnpL1OmDHr27Im9e/cqYfn000/RsWPHlz5cd+7cQenSpdWoRP78+bFx40akT59eHSsrr7755psqxvHjx9GmTRvEiRMHmzdvhsiUvLvKzx88ePDKeHKfEl8WUZJpCPJObBsBmT9/PgYPHoynT5+iQoUKalEmOf/LOMiiTHI9RYoUUaNAUj0kny1ZsgQ+Pj4u+cWxlIAULVoUJ06cUA+LABCjkwdGHhaZTC5gZN8PkQyBGrEtXLhQLa27YcMGtTyvDK/JQyP7gKRIkUIdOnbsWPWQyQPUvHlz9e/XWSNHQFzyHFriJBQQPWmigOjhzCgkQAIkEJsFRORA3v38/f0h2zhEFJCbN2+qF2p5OZeyLBEG2fdt2rRp6uVeSpZkBMRWgiVl+VKyL6upZsuWTb3cFytWTL1LyrYQt27dUl9mSwz5/JdffkHhwoVfeMAmT56stpIYMWIEPv/8c8SNG1f1lyYjI1I2tnr1alXylTdvXiUJIiJyrEjA1KlT1Tvsq+LJaIeIk9y7vL/aSrDkvVau68CBA8icObOSC6kQki0rXsVBrkeESSqB5J1b5kWL2EiFkSuapQTEFTfs6nNQQFxNNOaejwKiJzcUED2cGYUESIAEYrOAjBo1Cvny5VN/ZEsF+aI64hyQwMBAxIv3rPRMqmjkC2l52X6ZgIgQtGrVSr3Ef/DBB0poREpk9EBGMOQLcPlSW5oIRfz48e0l/RGfshIlSmDu3LnIkyePkph69erZR1XkhV9GJiR+aGioEiJZuVXER6YF/PTTT6psK6p4IiCyjYSMskizCciaNWsgc0+kvzQRHZEK+bL+VRzkemQejAiPNPkSv27duq+tDHL0t4oC4iipVxxHATEI0ELdKSB6kkUB0cOZUUiABEggtguIvEDLSqi//vqrGg2xCYgs7iGjEPKyLot83L17V40MSEnUqwREXt5lG4dNmzapMn4p75J96UQ2kidProRBmswfadq0qaqoidhEWGQUQaTA1h49egTZLkJKneSFv3bt2mjbtq36sVyXTB2Q4xctWgQpoRKJiCqeCMiePXuQM2fO5wREBEvii2RFbFFxkOupXr26vZws8r+N/vZQQAwSpIAYBGih7hQQPcmigOjhzCgkQAIk4AkCIuVHMl9DtlqQ/d6kTOrnn39WIxQ7duxQ80NkVEL+RCUgIhYy+iBzPd5++221SqpIR44cOdQIyMtKriI+YZ988glksSPbhtfyM5nwfv78eXz77bcOC0hU8URA5PrkGGm2ERAZ2ZF7lvIuaSJcNvl5FQcKSAz/3wcKSAxPkAsvjwLiQphRnIoCooczo5AACZCAJwiI3KO8gMvCQjJ3QgREtmOQFahkBET+LSMWMrlbXt779OmjSpOkhCvyMrwyP/jJkyeqLGr69OkKX9++fVVJk8zPENkR0ZDjihf/bxNFKamSERYZPZHyK1uTMqxSpUqpVVllsrsjIyBRxXuVgMhoikx6l4WWJL7EknnVIiiv4kABieH/+0ABieEJcuHlUUBcCJMCogcmo5AACZCAAwRi4zK8IhBSgmVrMn9h+/btSjhkErrsESd/l0nYw4cPV3McZJ6HTLKW1a9q1qyJjz766Ll9QGQ7B/mZjJTIyqvSpExKyrZkNVVpUrYk5Ve2kiz5bO3atWouhUx6j9xk5ETKwaQ8yhEBiSreqwREJtUvXrxYyZJIkqz0KvNXRLpexUHkiCVYDvzymHUIBcQs8vrjUkD0MOcIiB7OjEICJEACNgI6BGTo9HVIkSq5Q9AfPHqMXGkT4cM2lR06ngdZjwDngBjMGQXEIEALdaeA6EkWBUQPZ0YhARIgAV0C8uhxEEbMWIuAwKcOQX8aHIp677yJmuXyO3Q8D7IeAQqIwZxRQAwCtFB3CoieZFFA9HBmFBIgARLQJSAkTQKRCVBADD4TFBCDAC3UnQKiJ1kUED2cGYUESIAEKCB8BswiQAExSJ4CYhCghbpTQPQkiwKihzOjkAAJkAAFhM+AWQQoIAbJU0AMArRQdwqInmRRQPRwZhQSIAESoIDwGTCLAAXEIHkKiEGAFupOAdGTLAqIHs6MQgIkQAIUED4DZhGggBgkTwExCNBC3SkgepJFAdHDmVFIgARIgALCZ8AsAhQQg+QpIAYBWqg7BURPsiggejgzCgmQAAlQQPgMmEWAAmKQPAXEIEALdaeA6EkWBUQPZ0YhARIgAQoInwGzCFBADJKngBgEaKHuFBA9yaKA6OHMKCRAAiRAAeEzYBYBCohB8hQQgwAt1J0CoidZFBA9nBmFBEiABCggfAbMIkABMUieAmIQoIW6U0D0JIsCooczo5AACZAABYTPgFkEKCAGyVNADAK0UHcKiJ5kUUD0cGYUEiABEqCA8BkwiwAFxCB5CohBgBbqTgHRkywKiB7OjEICJEACFBA+A2YRoIAYJE8BMQjQQt0pIHqSRQHRw5lRSIAESIACwmfALAIUEIPkKSAGAVqoOwVET7IoIHo4MwoJkAAJUED4DJhFgAJikDwFxCBAC3WngOhJFgVED2dGIQESIAEKCJ8BswhQQAySp4AYBGih7hQQPcmigOjhzCgkQAIkQAHhM2AWAQqIQfIUEIMALdSdAqInWRQQPZwZhQRIgAQoIHwGzCJAATFIngJiEKCFulNA9CSLAqKHM6OQAAmQAAWEz4BZBCggBslTQAwCtFB3CoieZFFA9HBmFBIgARJwpYDUr18fK1asgLe39wtgz58/jwwZMuDHH39ElSpVkDx5cnTt2hUJEybE2LFjo5WIc+fOIVu2bAgODoavr+8r+7Zt2xYZM2bEiBEjsG/fPvj5+aFIkSLRisWD3UeAAmKQLQXEIEALdaeA6EkWBUQPZ0YhARIgAVcLSJ48eTBq1KhXgs2ZMyfWrFmDHDlyOC0goaGhuHnzJtKmTRtlAu/fvw8fHx8lOZ06dULJkiXRsWNHJj2GEKCAGEwEBcQgQAt1p4DoSRYFRA9nRiEBEiABnQLSuHFj/Pzzz8iePTtGjhyJLVu2qBGMK1euYO/evUiUKBFmzpyJt99+G3PmzMEPP/yAwoUL49ixYzh79ix69uyJXr16IfIIyKZNm9CnTx9cv34dWbNmxcSJE1GiRAnYRkASJ06MoUOHIkmSJHjvvfewa9cuNGvWDL1791a3HxYWhkyZMmHWrFmoXr06HwpNBCggBkFTQAwCtFB3CoieZFFA9HBmFBIgARLQKSAhISGqDOqvv/6yj4CsXLkSmzdvRu7cuTFw4EBs374dO3bswMKFC9G6dWvs3LlTjVwcPnwYpUqVwr1795Ro2EqwZJRD/r5s2TJUrFgRc+fOxYABAyAlXzLaYSvBKleunBIS+Wz69OmYPHmyEhtpW7duVWJy8eJFNWLCpocABcQgZwqIQYAW6k4B0ZMsCogezoxCAiRAAq4WkFWrVr0wL6Nq1apqbsjLBETmccjIg7S1a9eiS5cuSh4WLVqEwYMH488//1Q/CwoKQty4cdVIiJeXl11AFi9erOZ4nDhxQh0noxm3b99GypQp0a5du5cKiEhLunTplOwUK1bM6VIwPj3GCFBAjPEDBcQgQAt1p4DoSRYFRA9nRiEBEiABVwtIVHNAXiYgESehb9y4UY1SXLp0SQmITE4/ePCgusSIfaVsyzYCMnXqVDWxXUZKIreIk9AjjoDIcS1atFAlWRMmTFAyImVcBQsW5AOhkYDlBGTBggXKkL///ntIPeHLmhhyhw4dcPToUWTJkgWTJk1C2bJl7Ybdr18/VXNYvHhxzJ492z6RafTo0ZgyZYoy7YYNG6oHM6oVFuSEFBCNT6vJoSggehJAAdHDmVFIgARIwOoCsnTpUgwaNMg+UhIeHq5GQ6SkSyaev6wES+5ZZKd58+bqHVD6S4kXm14ClhKQr7/+Wg2ZXb16FSIRrxKQChUqoF69emqy0oYNG5SMyKSlx48fq7pDGQoU+ZBJSadPn4YM4UkNoDysUnsoRt6gQQPIknI9evSIMiMUEL0PrJnRKCB66FNA9HBmFBIgARLQKSBSHuXv7489e/aod7DIy/A6MwLy6NEjZM6cGfPmzVPvffI+9/7776tRlIhzQGR+SI0aNdS7ozS5FhlFkTkfcrxMYmfTS8BSAnLkyBEUKlRIrSEtD+7LBOTGjRtKMu7cuWMfvShatCjGjRunlm2TWkOpM5QmdYBp0qRR/+3bt69aBaF///7qZzIxSvqImETVKCB6H1gzo1FA9NCngOjhzCgkQAIk4GoBedU+IDI5XCZ6t2zZUk0YHz58uBq1MFqCJVUq8sW0vBPKO568x8kE89KlS9tXwZI5IlKq9eGHH6JWrVpKUqR99tlnaslgkRV5F2TTS8BSAmJDU7ly5VcKiCyv1q1bN/vqBtJHllsT+5WHU1ZPkNIqW5N1pOXhlZEO6SelV9JOnTql+kipFgVE70MZU6NRQPRkhgKihzOjkAAJkIArBcRqNGfMmAGZNL98+XKrXXqsuN5YJyBSciX1fLLrpa21b99eTS4SAZGJTDLXw9ZkPWqpIRQBkX4yRCftwoULqo8s+RZVu3U/KFY8CLyJ1xP4ce0BbPztPJIlS/T6g3mE0wRu37qD7g1Lo2j+rE6fIzZ1DEc4vOAVm26J90ICJBDDCKRMEieGXZF7L0dK+WVusMwBKV++vHuD8ewvJRDrBGT37t3o3Lkzjh8/br/hpk2bQpaBk/IsGdGQSem2ljp1akif7t27q362sq6TJ0+qPjI0F1ULCg7lo+UhBOav2odf952jgLg53yIgfZuXRYk3s7k5kjVOHxIaDl8fCog1ssWrJAFrEojj5zn7XwwZMkTtBSIlWbY5IdbMmrWvOtYJyK1bt9TKVzLaET9+fJWdnDlzql01r127hvHjx2Pbtm3q88uXLyNXrlz2OSDJkiXDsGHD1M9kB07ps379+igzzDkg1v4FiM7VswQrOrScP5YlWM6zY08SIAEScIZA+hTxnOnGPiTgNIFYIyCyPG+lSpXURCKZIyIrYclumLI+tJRWyc6bsgqWlFzJZzLkJqtkBQQEKNGQNaRlXWiZQ5IoUSJ1DhkVkY1somoUEKefPct1pIDoSRkFRA9nRiEBEiABGwEKCJ8F3QQsJSCympWs7yw7Z8rSad7e3mrptSZNmqi9PJYsWQLZbEaW3JUNaGQfkDfeeEMNtUlfaTJHpHfv3mo0pEyZMqr+L0WKFOpnsumNjJDIPBFZH1r+LTEoILofy5gZjwKiJy8UED2cGYUESIAEKCB8BswiYCkBMQsSBSQmktd/TRQQPcwpIHo4MwoJkAAJUED4DJhFgAJikDxLsAwCtFB3CoieZFFA9HBmFBIgARLQKSC37wXgaXCIw9BTJE0Afz9fh4/ngdYiQAExmC8KiEGAFupOAdGTLAqIHs6MQgIkQAK6BOTGnYcYOWIMEoXeQoq4YYjrG/5K+E9CgHP3fVC4fE20fa8OkxRLCVBADCaWAmIQoIW6U0D0JIsCooczo5AACZCALgG5cPUOvh8zEK1T7UHKeGGvBH/7iReO3fLHhYdxEbdkV3Ts0IJJiqUEKCAGE0sBMQjQQt0pIHqSRQHRw5lRSIAESECngKyY2B9tUu19JfQbj71x8o4fAkO8kCyuN67kfR9t2jonILIgUdeuXdGyZUt7vCNHjqgVUmWD6YMHD6JZs2Y4c+aMtoegdu3aKmbEa9IWPAYGooAYTAoFxCBAC3WngOhJFgVED2dGIQESIAGdArJxan80SfZyAbn+2BsnbvshOMwLeZIFw9vbFwcy9XabgMhqpyIiKVOm1PYQSLy4ceOqP2wABcTgU0ABMQjQQt0pIHqSRQHRw5lRSIAESCAmCMi1AG+cvOuHkH/lI2PCUFwOiONWAYk4AiIbTsuu6E+ePIG/vz+++uor1KxZE7Vq1UL+/PnVlg537txBwYIFMW3aNPj5+WHPnj3o0aMHHjx4gDhx4mDSpEl45513IKMssg2E9D1w4AAuXLigtneoVq0aIo6AHD58GB06dFBbQuTIkUNtCSH71HlSo4AYzDYFxCBAC3WngOhJFgVED2dGIQESIAGzBUTk449/5SNf8qdIGz8MPt7AxUf6BKRAgQJKLKRs69ixY5g4cSJmzJiB+vXr4+bNm9i2bZvaE05+/v7776t94kRGPvnkE7WB9fz58zFixAicOnUKx48fR6FChbB27VpUqVJF7U/39ddfY/fu3c8JSK5cufDll1+iUaNGGDNmDDZv3qz6eFKjgBjMNgXEIEALdaeA6EkWBUQPZ0YhARIgATMFxCYfoWFeyCvykSAMPl7PrsgVAiIyELHcScqubKVXEUdAKleuDBGCjz766LlRCBEQmTMim1dLGzx4MG7fvo3Jkyfj6dOn8PX1VWJy5coVZM2aVX0mMUVUpNxKmoye1K1bF+fPn7cLSMmSJVG8eHHcvXsXXl5eanPtoKAgJEyY0KMeSAqIwXRTQAwCtFB3CoieZFFA9HBmFBIgARIwS0BekI9/Rz5s1+MKAZGRChlhsLUTJ06of0eehC5lUDKC8csvvyBp0qQYO3YsatSooUZA5I+UVEmTz3/77TcsWLBAjWxIaZVIR2hoqCq9ErkRAalevTouXbqk+kT8t60ES2SnadOmOHfunEc/gBQQg+mngBgEaKHuFBA9yaKA6OHMKCRAAiRghoCoCed3/CAjHxHLriJmwxUC4swqWMuXL0fr1q3VnA+RFRnNkJERaQMGDMDDhw/VSIiMeBw6dAh58+ZV8zxk/oajAlKmTBkULlxYiZCMoIjEnD17Fnny5PGoB5ICYjDdFBCDAC3UnQKiJ1kUED2cGYUESIAEdAvI/+Lsx/HbfggJ90L+SGVXLwhIxt5o0869y/DKnI+KFSuqEY2MGTMqEShSpIgSkIYNG6pJ4lu2bFGXJmVTQ4YMUdIhE85llEMmpA8cOBCjR49GQEAA/v7779eOgMgyvDK5vV+/fmp0RUZS1qxZwzkg/HWMHgEKSPR4WfloCoie7FFA9HBmFBIgARLQKSCyD0jGJ4fValcFUjxFugRh8P53zkfkTMgIyI50fdCl43tOJSk6+4B8//33akK4jGDEixdPlWM1aNBAlV9JudSOHTuUbMhKVtOnT4ePjw/atGmjJqenSZMGX3zxBYYOHarmcci5XleCJQIipVny38uXLyuhmTNnDrJly+bUvVq1E0dAhFyOaQAAIABJREFUDGaOAmIQoIW6U0D0JIsCooczo5AACZCATgGZOGIgcoQeQ97kwUo+omobLiTA08Kd0bubcyMgrsisCEjjxo25caArYL7kHBQQg2ApIAYBWqg7BURPsiggejgzCgmQAAnoEpDAJ08xe9Gv8AoOgK/3q7mHhwNPQoHAoHBUeLsoSryV17QkUUDci54CYpAvBcQgQAt1p4DoSRYFRA9nRiEBEiABXQJiRdIUEPdmjQJikC8FxCBAC3WngOhJFgVED2dGIQESIAEKCJ8BswhQQAySp4AYBGih7hQQPcmigOjhzCgkQAIkQAHhM2AWAQqIQfIUEIMALdSdAqInWRQQPZwZhQRIgAQoIHwGzCJAATFIngJiEKCFulNA9CSLAqKHM6OQAAmQAAWEz4BZBCggBslTQAwCtFB3CoieZLlTQO7cD8CDR4/13IgHR0mSMAGSJYnvwQR46yRgLQLpU8Sz1gXzai1PgAJiMIUUEIMALdSdAqInWe4SkJCQUAyevBzw9tVzIx4cxSssBMN71oePTxTrbXowH946CcQ0AhSQmJaR2H89FBCDOaaAGARooe4UED3JcpeABIeEYuD4X5A2Yzo9N+LBUa5euoovP2gAX18fD6bAWycB6xCggFgnV7HlSikgBjNJATEI0ELdKSB6kkUB0cPZnVEoIO6ky3OTgOsJUEBcz5RnjJoABcTgE0IBMQjQQt0pIHqSRQHRw9mdUSgg7qTLc5OA6wlQQFzPlGekgLj1GaCAuBVvjDo5BURPOiggeji7MwoFxJ10eW4ScD0BCojrmfKMFBC3PgMUELfijVEnp4DoSUdsFZB7t65i/fxxuHn5LBInT42KTXsiwxsFXoB649Lf2PTjRDx+cBf+ceOhfP1OyJK3KI7vXYeNC8c/d3xoSDC6j/4ZcRMkwp7Vc3F8zzoEP32CguVq4e16HfQk7CVRKCCmoWdgEnCKAAXEKWzsZIAAS7AMwJOuFBCDAC3UnQKiJ1mxVUB+/PZD5ChYBm9VqI/zp35TMtLx8/nw8Xl+Va7ZIzqidI1WyF30f7h2/k8smfgJunyxAH5xnl8mU86xf91CNPngK5w6uAX71i1Ak15fITw8HD+N/whlarZW5zCjUUDMoM6YJOA8AQqI8+zY0zkCFBDnuNl7UUAMArRQdwqInmTFRgF5/PAuZg1tix5jlsLb59nKUPNGdUeFhl2QKVchO1iRh2/er45uoxYjXsLE6vPJHzdC877fIHnazPbjwkJDMW9UN9RsOwCpMmTDuvnj1M+LV26ijjmyfQUunD6Cup0G60lapCgUEFOwMygJOE2AAuI0OnZ0kgAFxElwtm4UEIMALdSdAqInWbFRQC7/fRwbF01Am4H/Z4e46rsvkDlXYVUuFbEtHt8POQqXw1v/q4eLfx3Funlj0X7IbLu4yLEn9q7HPycPonb7T1XXyALyx4HNOLDhJ7T+dJqepFFATOHMoCTgKgIUEFeR5HkcJUABcZTUK46jgBgEaKHuFBA9yYqNAnL+j0PYuWo2WvSbaIe4bv5YpEyfHUUrNnwO7K0r51QJVXhYGEKCg1Cr/SDkKFj6uWOkTKtGm/5IkymH+vzUwc3Yu3YBmn7wFby8fbBq5ud4eP822g/+Tk/SKCCmcGZQEnAVAQqIq0jyPI4SoIA4SooCYpCU9btTQPTkMDYKyOWzJ7BhwbdoO2iGHeLKWZ8ja56ieLNsTftnIcFPIXJRuVkvZM1bDHeuX8JP4z9Es77fImnKZxsoyryQNXNHo91ns+z9RFZ2r56r5oJI6Va2/CXwz8kDeO+jCXqSRgExhTODkoCrCFBAXEWS53GUAAXEUVIUEIOkrN+dAqInh7FRQAIf3cf/fdYS3Ucvhp9/XAVS5oRUb90PGbLnt4O9cekMfpkyCF1GLrJ/tmRSf+QrUVn9kbZ71RyIqJRv0OmVCdm/4Uc8uH0NlZt9oCdpFBBTODMoCbiKAAXEVSR5HkcJWEpAzp49iw4dOuDo0aPIkiULJk2ahLJly75wr/Lz7t274/r160iUKBHGjBmDKlWqqOPWrl2Lfv364cqVKyhevDhmz56NtGnTqp+NHj0aU6ZMQVBQEBo2bIgJEybA1/f5FWoiB2MJlqOPmvWPo4DoyWFsFBAht3jCx8iUsxBKVGuG04e2YdfK79F+6Gx4e/tA5mxkzv0WfHz9MOOzFmjSawzSZsmNR/dvY+7IrmjU80t7udWyaZ+pOSIFSlWzJ+TMsd04umMV6nQYhMeP7qsSrtrtByF9trx6kkYBMYUzg5KAqwhQQFxFkudxlIBDAvL7779jxYoVePr0KerXr4+33nrLfv779+/jgw8+UC/y7m4VKlRAvXr10KtXL2zYsEHJyLlz5+Dn5/dc6Pz582PIkCFo2rQpDh48qOTj0qVLCAkJQY4cOdS9iHwMHToUp0+fxuLFi7F161Z06tQJO3bsQMKECdGgQQN1rz169IjytqIjIGFh4WqJTDb3EvD29oKXl5fLg1BAXI70pSeMrQJy//Y1rJ33FW5eOoukqdKhSvPeSJM5l2IwtX9TtWKV7Avy9+97sGvlbAQ/DYKXtzeKvtMQhd6ubWclq1+Vq9se2fIVt38WGhqC9T98jb+P7Yavfxy1jG/EPnoy918UroKlmzjjkYAxAq4QkODgYHz22WfqnUreDeXdrFixYhg7dixy585t7ALZO9YReK2ArFmzRr30v/HGG/D394fIyMKFC/Huu+8qCWjfvr16Yf/jjz/cCufGjRtKHu7cuWMflShatCjGjRsHERNbkxd8GbWQ41OkSKE+TpkyJXbu3KmufdasWWoURJr8gqRJk0b9t2/fvsiUKRP69++vfrZy5Up1bhGTqJqjAnL/USC+mL4agU9D3MrJ008eEhqKMm9mR6t6z0/adQUXCogrKL7+HLFVQF5/57HnCApI7Mkl78QzCLhCQOSL382bN+Onn35CunTpEBAQgAEDBqh3rlOnTsHb29szYPIuHSLwWgEpWbIk3n77bWWw0qRESf5eo0YNzJgxQ5UzDR48GHHixHEooLMH7dq1C926dcOxY8fsp2jWrBkqVqyIzp07P3faSpUqqRIqGb3Ytm0b2rVrhz///FOVWElZlpRW2ZqUX23fvl0dK+eXftLkl0XOLaVarhCQy9fvYtiMNfCJl8BZBOznAIGgp8HIkSIBPu1cw4Gjo3cIBSR6vJw9mgLiLLmY048CEnNyEdOu5M+TZ3Hm6GnISDWb+wjESRQfb1ctB19fx176XSEgUjmSN29ejBw50n5jUtIuFSjZs2dXlQn79u1D7969cfv2bXXMF198gSZNmuD48eMoX748Dh06hGzZsqnqFHn/3Lt3L/LkyeM+UDyzaQReKyAyuiEPjJQ1SZOHKUGCBChcuLAaTShU6L9NtNx5FzLaMmjQIHUttiajLwULFlQPc8R24sQJNSoSGhqKwMBA/Pjjj6hbty4GDhyoyrBERGxNfimWLl2qBETOL2Il7cKFC+rc9+7di/K2Ipb6hISE2Y+N+Esvn1+4egd9vlmO5V93sB9Td8BC+99XfNmcnwMwykEE5M30iTH2w/p2niGhEfLi89//GEf38++W7cHqvWeRLFkizPykrv38HUevsP+dnz9DYYRD/X6z0e+9t1GyYDb4GsjXq/I7YPome76+7FLJ/veY+rmM6o7q+mwCurSYep1ybRF5PgkKhq/vs00X3ZHH6P7+8vhnz4/ZHMZ+Pgv9h/63gMKG+i3tz3aVZfPtf+fnz1A4y2F3wowYMn/Uf/8/GMX7iRzk42NcCKU6Rt7LpEy+du3aqtQ9btxni25IkwoWkYnJkycr6ZB5vVLJIhUq8o4p83W3bNmCX3/9VX0BLNU3kd/v7CfjXyxP4LUCIi/YFy9eRMaMGe03K1Jy5MgRVRKlq+3evVuNdIgl25rM8ahatSo6duxo/+zJkyfqQZ46dar6mYx8iIzIA75o0SI1oiGT120tderUkHPLpHU5f+PGjdWPTp48qfqLuUfVlq5cZ/9xmXLl7X/fvXP7c5/LCMjQ6Wtw58Z5++cps+Sz//3W+ZP8HIBRDmoEJGUCVMz330hTVHmxQY+cr5d9fjkgPjYfuaAE5OrZ3+35Spf9Tfvf+fkzFEY4+CXKgK4NSqFIvixwJC+O5ldevGYu2YFCZSva83Xxz6P2v0fckZyfP8PiLIdbN29j9jef2gXElXm0JczRvPN4uPT3yCjPORN+QIoti5DI59l8yNKp09h/B/fcuG7/Oz9/hsJZDkvjZUG8d4oiVbJE6jyv+31JmyxelO86jv5Q3rVkTrBUn8gXuSISw4YNQ4kSJTB//nw1R+Sff/6xn65169bImjUrhg8fjrCwMDUKIpUpIiubNm1yy3xOR++Fx7mXgGUE5NatW2rlq5s3byJ+/PiKSs6cOTFnzhyUKVPGTknEqFatWrh8+bL9s2rVqqFVq1aq3/jx49UvhjQ5JleuXPY5IMmSJVO/KNJ++OEHde7169dHmQFH54CwBMu9D7Lt7CzB0sPZnVFYguVOunrOzRIsPZytGGXuxB9Q/fgWJPflgizuzJ8ISNl+7yNDmmQOhXFFCVbkQPKOJWX73377Lf766y/8/PPPqmzftvKoHC9fGjdq1EiNikiTCezy5bJUpkhJF1vsJWAZAZEUVK5cWY1myKQmKauSkil5qH18fLBgwQLI3A+Zi5I5c2ZlzjL8d/XqVVUmtm7dOjViIyVX0lcsW4YJZZKUiIZYe4sWLSBzTWTpXokloyIyfySqZhUBufH3UZzY8gOePLyLpOmz461a3RA3YdIXbu3+9fM4tu47BD2+D1//uMj3zntIna2gOi7o8QP8tnIynjy4g3c6fWXvGxryFEfXzMTNs8fg4x8HOUrVQda3/isZ0fnrQwHRSds9sSgg7uGq86wUEJ20rRWLAqInX7oFRFZJlXcrWT1U3qEitiRJkqiJ6Y8fP1YrlEacyxvxOHkfk1VWZZEjOZd8oWz7wlkPNUbRScAhAZEHIOJcB3lIIn/26NEjt1+3LLnbtm1btQ+IrMo1ffp0VT8oTYx6yZIlKFeunFrBSuREHnaRE6kh7Nq1qzpO5pLIv69du6ZGTmSo0LZalkyulxESmSfSvHlzNdn+das2WEFAgp88xqZpvVGiyUdImu4NnN6xBI/uXEXxBs/PnRE+W2b0Q65yDZEhb2ncu3oWexaNRJUek4DwcOyYOxhpcryF62cOPycgcr4Hty6hSO3uCAq4j53zhqDUu/2ROHVmtz8TkQNQQLQjd3lACojLkWo/IQVEO3LLBKSA6EmVbgGRuypSpIiahC7vTrIKlszBlcWKRDqkHF5WUpV3NynFql69uvoCWN7HZAEg6Stf+koZ1rRp01TViohLxJJ5PeQYRReB1wqIzJtwpMmKVJ7YrCAgV/7Yi/PHtqD0uwNUikRI1k3oihp9Z6mNz2xNJruuHN0C1T+YDv94z77BWPttZ5RtNQTxEqVA0KN7eBJwD8fWznpOQERaCtXsjOQZcqo+JzbNV6Mnud9+Np9GZ6OA6KTtnlgUEPdw1XlWCohO2taKZaaAPAkNxYAD+7H92lXE8/VFtzz50OIlc1nvBQVhwMEDOHHvLny9vNAsew50/nclpguPHuHjA/tw8t49ZIyfAMOLFEWxVKmeS4LMZWm2ZTM21aiFHIkTm5IgMwREtj/49NNPVcXJgwcP1BfAslm07Llm+7JYVrXq06ePKqeXL7Zl3q2shCVVKzKBXRYRSpw4sVolK1++fEpWbBtJmwKSQd1G4LUC4rbIseTEVhCQP3f9okYm3qza1k5dBKRsyyFImDzdc5nYvWAE0uUugWxFq+LWhZM4sno6Knb5Wu3WLO32xVMvCMjK0S1Rrdc0+MdLqI4599tG3L74B4rWe197likg2pG7PCAFxOVItZ+QAqIduWUCmikg3xz/HX/ev49vSpbCzaAnaLRpI+aWr4A8SZ8vR/7s0EGEIxwjihaHyEit9evwbanSKJ4qFd7dvAlVMmRAu5y5sOP6NXx8YD921a4Lv3/3uAgKDUWDjRtw40kgFr1TyaMExDIPIS80RhB4rYBwBCTqPFlBQP7Y9iPCw0LVfA5b2zj1AxRv2AdJ0mR97gYf3LyI3T98jvDwMMjcjmL1P0DanM/K3F4mIGGhIVg1phVqfTQHPn7+6piLv2/H1dMHUKLxh9ofcgqIduQuD0gBcTlS7SekgGhHbpmAZgpI5TWrMaZ4SRRJmVLxGnHkNyTw9UOfAv+tZCifN9+yCa1z5EKNTJnUcV137US5NGlQPWMm/G/1Shxt0Ai+/wpHrfVrMajwW/bVqkRyZHr9mosXMbVsOQqIZZ5MXqhuAq8VEFly15GmYw6II9eh+xgrCMifu5fhyaO7KFj1vwn1a8d3wduthiFB8rR2ZCIcUk5VsFoHpM5eUM0T2fXDcJRrORQJkj1bKvFVIyBV35+COPGfDTX/c2g97l7+C0Xq9tCdDlBAtCN3eUAKiMuRaj8hBUQ7cssENFNAciz+EQfr1kfSfzdOnn/mL+y/eRMTSv+3kqaAnHDiOM48eIBxJUvhzr8jJd+X/x/uBz3FwEMHsK56TTvvnrt3oUyaNHjvjRw4+/CBkpUVVaqhzvp1FBDLPJW8UDMIvFZAzLgoK8W0goBcPb0fZw+sRdmWgxXawId3sHl6XzUHxFZaJZ/fv34O+34aA5EJW9uz6EtkLFAOmQq8/UoB2TrzExSo0hopszzbrPLIr/+H+ElTI1eZ/zYD1JVTCogu0u6LQwFxH1tdZ6aA6CJtvThmCUhwWBhEQE43aoK4vr4K3M/n/sHaSxcxI8IeXur/I0NC0GTzJpx79BCPQ0LQNU9efFywEHZcu4axvx/D8ipV7eD77d+HPEmSokPu3Gi+ZTN65M2HcmnTosqaXykg1ns8ecUaCRgWEFnlQFafkhULPLFZQUBCggIhJVdF6/dCisx5cXzDHIQ8fYIidbqrCekiKJkLVUDwkwBsmPw+SjcfiGTp31CjJltn9VeT15OkfVaq9bIREJljcufSn6qkK+DedVXCVa71sBfml+h4PiggOii7NwYFxL18dZydAqKDsjVjmCUgQksEZH/d+kj+7wjI3L/+wqHbNzG+1PMjIDKqkT1xYvTOXwCPgoPRdsc2tM6RE5kSJED/AwewocZ/IyDdd+9E+bTp1GR1mRNiOxcFxJrPJ69aHwGnBeTgwYOYNWsWFi5cqJaqlV0rPbFZQUAkLzf+OYYTG+fhyaN7SJ4xF96q3VWtdPXw9mVsnfEx6vT/QaXv2l+HcGr7TwgNfgovL29kL14DWYtUVnM6Di2fCCAcYaGh8PbxRcIU6VChw2iEhgTj6JoZuHH26LPVr8o1QqY3/9sVXudzQQHRSds9sSgg7uGq86wUEJ20rRXLTAGptvZXDHmrqCqZkvbJgf1KKnrmezZ6b2tvLl2iyqiy/bufxeSTJ3D+0SP0L1QYZVYux+H6DdUqWtJkTsjXJUth+qlTOHDrJny8vNTnd4OCkNjfH2NLlESl9Bm0J8mMVbC03yQDWppAtAREJEN2CJ85c6baSEY2BezcuTMaNmyoNgD0xGYVAfGU3FBArJ9pCoj1c0gBsX4O3XUHZgrIxBPHcej2LUwrUw4XAgLw7pZNWFqpihKN3devI4m/P/InS4aGmzagRsZM6JQ7D2RVq7bbt6Fy+gyqzOq9rZtROlVqdM+bDysvXlAlWdtq1obPv5PSbdw4AuKuJ4jnjS0EXisgsjeErM8sox2//PKL2kRGyq2GDRuG33//Xe0u7smNAhKzsk8BiVn5cOZqKCDOUItZfSggMSsfMelqzBQQkQnZ32Pr1Stq9aveBQqgUdZsCo+UXeVOkgTv5y+gJqB/dugALj9+rH5WPm1aDC5cBP4+PrgY8Agf7ZN9QO4iS8JE+LJYcbyZPPkLiCkgLz51F6/dReCTpw4/jpnSJke8uP/tVeZwRx5oCQKvFZBs2bLh6dOnaNKkiRIP22YysjrWkSNHKCC3Ax1K9OXrdzFsxhr4xEvg0PE8yDkCFBDnuMWkXhSQmJQN566FAuIcN0/oZaaAeAJf2z3GtBKsqzfvY/rQqcgY/NChNNx7GobU/yuH1u1qOXQ8D7IegdcKiOxIWahQIbz77ruQ3c5T/rt+NgXkWbI5AhKzHnoKSMzKhzNXQwFxhlrM6kMBiVn5iElXQwHRk42YJiAXrt7Bys/Goc6jfxwCcDnYG6cqN0C7bo0cOp4HWY/AawUkICAAshmhzPs4dOgQqlWrpkZC2rVrh6NHj3IEhCMgMeqpp4DEqHQ4dTEUEKewxahOFJAYlY4YdTEUED3p8HQBKVeuHPbs2QOvfxcFsFG/fPky0vy7CIE7MiGVQY0bN8aZM2fccfpYdc7XCkjEuz1x4gRmzJiBefPmqVWv2rRpg549e6JYsWKxCkp0boYjINGh5f5jKSDuZ+zuCBQQdxN2//kpIO5nbNUIFBA9maOAlEPXrl3RsmVLPcD/jUIBcRx3tATEdtqgoCAsXbpUjYps2bIFb775phoN8cRGAYlZWaeAxKx8OHM1FBBnqMWsPhSQmJWPmHQ1FBA92aCAvFpAHjx4oL4837t3L0JCQvDpp5+iY8eOKjFJkyZViyytXbsWp06dwrhx47BmzRr1dxlNkb8nSJBAja706NEDci5ZBXbSpEl455131Nxo2whIVHH0PAUxO4pTAhLxlv7++2+1QtbIkSNj9p266eooIG4C6+RpKSBOgotB3SggMSgZTl4KBcRJcB7QjQKiJ8kUkFcLSO/evXHr1i3MmTMH9+7dU1U8sspr4cKF1Tznfv364ZNPPlEVP7169bKv+FqpUiW19YTMiS5YsKA6pkWLFpg/fz5GjBihJCWigEQVR89TELOjGBaQmH177r86Coj7GUcnAgUkOrRi5rEUkJiZl+hcFQUkOrQ861gKiJ58U0DK4fjx44gbN64duIxcyJfm6dOnx5IlS1CmTBn1MxGO+PHjq5EPEZCtW7eiQIECaguK999/HydPnlTHderUCfny5UOfPn3U6rC+vr5qI+4rV64ga9as6rOIAhJVHD1PQcyOQgExmB8KiEGALu5OAXExUBNORwExAbqLQ1JAXAw0Fp2OAqInmRSQcmjevDkaNfpvFS2RhdSpUyvZSJ48uRIIaTKtoGnTphg/frwSkIMHDyqhEBH56KOP1L+lyZwS2ftOPhOBkeNFOkJDQ5V4SDlXRAGJKo6epyBmR6GAGMwPBcQgQBd3p4C4GKgJp6OAmADdxSEpIC4GGotORwHRk0wKyKtLsEQiRCCk5Cpyc0RAWrdurQRFVobNmzcvLly4gOzZs78gIFHF0fMUxOwoFBCD+aGAGATo4u4UEBcDNeF0FBAToLs4JAXExUBj0ekoIHqSSQF5tYD07dsXjx8/xtSpU5U0yFwOGS0pXry4QyMg1atXVxPOL126BD8/PwwcOBCjR4+GbFtx+vRp+yT0qOLoeQpidhQKiMH8UEAMAnRxdwqIi4GacDoKiAnQXRySAuJioLHodBQQPcmkgLxaQB4+fKhWwdq5c6dKhgiFlFNJSZYjIyBSgiXbUGzbtk3tKfLFF19g6NChqpRLJq7bVsGKKo6epyBmR6GAGMwPBcQgQBd3p4C4GKgJp6OAmADdxSEpIC4GGotORwHRk8yYKCDzPvkK5R5ddAjA9RAv3K1SF13eb+LQ8TzIegQoIAZzRgExCNDF3SkgLgZqwukoICZAd3FICoiLgcai01FA9CQzpglIcEgoVi/dgsBHjx0CEBIahmLlCiFv3mwOHc+DrEeAAmIwZxQQgwBd3J0C4mKgJpyOAmICdBeHpIC4GGgsOh0FRE8yY5qA6LlrRrESAQqIwWxRQAwCdHF3CoiLgZpwOgqICdBdHJIC4mKgseh0FBA9yaSA6OHMKM4ToIA4z071pIAYBOji7hQQFwM14XQUEBOguzgkBcTFQGPR6SggepJJAdHDmVGcJ0ABcZ4dBcQgO3d0p4C4g6rec1JA9PJ2RzQKiDuoxo5zUkD05JECooczozhPgALiPDsKiEF27uhOAXEHVb3npIDo5e2OaBQQd1CNHeekgOjJIwVED2dGcZ4ABcR5dhQQg+zc0Z0C4g6qes9JAdHL2x3RKCDuoBo7zkkB0ZNHCogezoziPAEKiPPsKCAG2bmjOwXEHVT1npMCope3O6JRQNxBNXackwKiJ48UED2cGcV5AhQQ59lRQAyyc0d3Cog7qOo9JwVEL293RKOAuINq7DgnBURPHikgejgzivMEKCDOs6OAGGTnju4UEHdQ1XtOCohe3u6IRgFxB9XYcU4KiJ48UkD0cGYU5wlQQJxnRwExyM4d3Skg7qCq95wUEL283RGNAuIOqrHjnBQQPXmkgOjhzCjOE7CUgJw9exYdOnTA0aNHkSVLFkyaNAlly5Z94e6fPn2Kbt26YcmSJUicODFGjRqFFi1aqOPWrl2Lfv364cqVKyhevDhmz56NtGnTqp+NHj0aU6ZMQVBQEBo2bIgJEybA19c3SrrcB8T5h88dPSkg7qCq95wUEL283RGNAuIOqrHjnBQQPXmkgOjhzCjOE7CUgFSoUAH16tVDr169sGHDBiUj586dg5+f33MEBg8ejBMnTmDevHk4c+YM2rdvj507dyqxyJEjB1asWKHkY+jQoTh9+jQWL16MrVu3olOnTtixYwcSJkyIBg0aoH79+ujRowcFxPnnS3tPCoh25C4PSAFxOVLtJ6SAaEdumYAUED2pooDo4cwozhOwjIDcuHFDycOdO3fsoxJFixbFuHHjIGISscnoiAhKrly5nvtcRGPWrFlqFETa/fv3kSZNGvXfvn37IlOmTOjfv7/62cqVK9W5RUyiahwBcf7hc0dPCog7qOo9JwVEL293RKOAuINq7DgnBURPHikgejgzivMELCMgu3btUmWwkKZEAAAgAElEQVRVx44ds99ts2bNULFiRXTu3Nn+2b1795AuXTpVTiUlWvHixcPnn3+OunXr4osvvsD169dVaZWtSfnV9u3b1UiHnF9Kr6SdOnVKnVtKtSggzj9guntSQHQTd308Cojrmeo+ozsF5MSZywgLC9d9Sx4XL0+2tPDzi7oE2RkoFBBnqEW/DwUk+szYQy8BywiIjGgMGjQI+/btsxOS0qqCBQuid+/e9s+kJEtGSoYPH44BAwZg7969qF69Ov744w9MnjwZISEhSk5sLXv27Fi6dKkSEDl/jRo11I8uXLigzi1CE1V7FBj8/+ydCZhcZZX+39qr9/TenX1PSEIMJCAQDAghAcRB2QQZHVAUQQwMAxoUx+BfcZBFWUQZRUFZFBwXEERQVCBAgCQQQvYEknTS+77VXv/n/apvp7N03Vtd362bPJ77PDxC+p7zdb1Vd6Z+Oec9x9I7truhDcvvewYI5Fu6X24amQIEkKOqC/H/rjlnZAnSRD327Bt47s0PUFpapD23JNynQGtLO669aCGOmzNRqyzRWBz/+f3fomZsyvN1pFzJZBIul+tI+XXV70kAufurF8Lr9Wj9vddu3IVXfnI9ZhQN/3+XySatITd293gQibswtjCO2vw4PO70vwqRpj3swu5uL/pjLtTkxzG6MA6fG0inPuO6Ii7UdXvRHXWhIpjAmMI4gt6kaRzPqev2oC3sQbE/gXGFMRT6zeOiCajfs7nfg3xfAuMLYygJpI/jq48ngT09Huzt9cLrTmJiUQzleYmDfs/dPQHUnnkDzj7zoxm+f+Zg+MCdv8Tpb7+IMq/5vRkeLrcPUeAPBRNxxs3XYlxNmSVdCvP2b2W3FCQ3iQJZKHDEAMirr76qKh3r168ffLkXXXQRlixZgiuuuGLwz9rb21FWVqbAoaSkRP356aefjquvvlr5PVjRYGXEuKqqqsDc/DnzX3DBBepHGzZsULnr6urSytvZax1Avv6jZ+AKCoBk8Xk1DSWAzKwuxC1X6weQx599A8+vFgAxfROyvKG1uQ1fufAkLLABQP7r9v874gAkSzkdCa+va8APbjxfO4C8+e4H6P/jNTi1quGQryueAOp6PNjc4UMo5sL0UVFMLomlICINRRBaGvvc2NjmVxAxuTiGKSVR5HnN49pCbmxo86E97MHYghiml0ZR6CM0Di99Mgn0Rl14r82H+l4vKvLiOKo0gtJgEm4T1gzHgfWtfgUghJY55RFU5CVM42IJYFO7D1s7fPC7k5hXGUZtwaHj1rflY+cx38ZZS/dvbzb/MJmD8k/v+iUWvyMAYq5ldnf8IX8iTvuGdQApKRAAyU5xic5UgSMGQFpaWtTkq+bmZuTnp77ET5s2DQ8//DBOOumk/V53aWkp1q5di4kTU3+DSgChcT0ej+Puu+/GP//5T/Xne/bsUT4RwwPCuFtuuUX97NFHH1W5n3/++bSaigck04+cvfdLC5a9+uYiu7Rg5UJle8+wqwVrzXs7kfzzskMCCOFjV7cHWztT8DFjVBQTS2Lw2wgf7SFChF9VMAgfMyzCR38MWNfiR32fFxXBOGaXRzAqYA4f0TjwTosfu3tS8DG3PKIqGGbQQvjY2ObD9i4fvK4k5leGUT0MfPCTQQDZOmcFFi8+RfsHRVqwtEt6yITSgpUbneWUkStwxAAIX+LixYuV4ZytVb/5zW9Uy9TWrVvh8Xjw2GOPKdCgqZyw0dfXh5/85CcKRFjJYPWDfhC2XDF20aJF6r7e3l4FGpySxVG99JoUFRWps1gVufzyywVARv75ynmkAEjOJdd+oACIdklznjDXAGLAx+YOPyJxpOCjOAa/x7yC0dTnVhDRE3VjUnEUUy1UPljB6Ai7sK7Vj/aQB2MLY5hZGkWBSeWDb0QoBqxpDqChz6PggxCh2qdMigeEj7XN++Dj2MqwpYrJgfBxXHUYlSbQIgCS80dG+4ECINollYSaFTiiAIT+jssuu0ztAZkyZQoeeOABcBIWL5rJuffj5JNPVvDB+1i9IJDccccd+PjHP67uo5eEnpGGhgZVOeEekPLycvUz3scKCX0il1xyifpvtzt947BUQDR/IrNMJwCSpYCHQbgAyGHwJmT5K+QSQAgf9HtsbPeDX9LZdjXJYuWjpd+tIKInkoIPtk8FTaCF8EHPByGiI+zGmIKYqmDkm7RrUVL+fqsaA2js86A8GMexlREU0fNhAT7WDMBHkS+B46vDqmJiFmfAx44uHzyupIqz0q61rjUfm+eswJlnSAUky0fBsXABEMekl4MtKnBEAYjF15TT2wRAciq36WECIKYSHfY3CIAc9m+R6S+YKwBhtWNXtxdbOnygMXtWWRQTisw9H4QWViDea/WhN5aCD1YwAibw8cLGbtz0VAP2dkYxqbIQN398Ak6ZkDzIK7K7PYIvPV6HNbv6ManCj59cMhYTK/Oxaq8Xdzy3CxvqOlASdOH60yrxuZNSfwFmXG29MRz7P1vwzbOq8fmTypUnZX2LH3t6PSjwJrGwNmQJWugx2dTmw24azjOAD1Zont9djL4TvomPLV1k+l5neoO0YGWq2MjuzzWA3HXXXfjqV7+qflkOzkgkEqo7hdfYsWPVzraZM2eqv9g95xz9Hk1DpS996UtqlxvPyeTi7zdp0iREo9GDFlCHQiHVQbN79271WuTSo4AASJY6CoBkKaDmcAEQzYI6kE4AxAHRNR+ZCwBhNWFHlxcb2vzKA0ETNysfXpd529XeXg/eavSD858mFUUxuzxqalTv7I/jQ9/djGvOmo5xlUV48e1d6OntwyOXTTioEnHmfdtx9uxiXLWoAk+s7sCLW3tx/sJpeOzVPWju7MPj/zEaXf0xLL13O3535STMrg0OvgNfenw3Vm7vxXWnVeJTx1XgjYaAmupFY/uiMf2WKi19URfebvGDrzPo2Vf5YKElXdWEBnca1f++pwjVS27COQIgmp+M3KXLNYAMfWU/+9nP8MMf/nC/oUH8uQBI7t7/I+EkAZAs3yUBkCwF1BwuAKJZUAfSCYA4ILrmI+0GkEWVDWjodWN1cwDxhAtHlUUwtSRmPmo3CXRHXHilPqhG7XIM7YcqI/CajOilPE+u6cQ9L3di2dkzMbogjpnFfZj57Y2ou3UWAkMSfNAawVk/2oH3bp4Bt9ul2q5ea0h5Plb8Zh1+9unROGlyapDK1/9Yj6KgGzctrVb//fK2HnzvL02YVRPA9Oog5k2txa4er6p8ED6sDCpi2xWncm3r9CHgTmKBBc8Hz2ZVaGe3B++2BrC7N4iaJcuxVFqwND8ZuUt3uALIlVdeiV//+td4//33FZDQk8vdbWybZzs8W+fpwf3BD36g/LlcmxCJRMAhQb/4xS8wZ84cVV1hK/0zzzyj2uQ58fTee+/FiSeeCFZAvF6vmnjKNQz09BKIPvKRjyjxuY6B/7BKw0oJ83Pn29AKCMeeczk1VzTwd2JO7omTCojez68ASJZ6CoBkKaDmcAEQzYI6kE4AxAHRNR9pJ4DEnlmGowqblAeDey3o+Zg+yjp8rKwPoi/mUq1a8yzABz0fnFp13R/a0dwTxX8tHYcPV4fh8wBTv7URz315MqZWBQYV/NO7nfjJy62YVO7Hi1t6UFYUxIULJ+Go6gAuvvctbL1lJspoGAHw4KuteHV7Lx78zHhEYgmc8oPt+MVnxuGBV1pRVFiID02tRaEvgRNrwqZtV/w92Ya2uT0FH6x8LKgKm07JYhx13K3gw68qJH6PV7VgyRQszQ9GDtMdrgAyZswY/P73v1fTTAkaBAMuiyaY0KPLKaXjxo3Dyy+/jHPPPVftfuPEU8LAV77yFQUKf//739XuNq5lCAQCCkT++te/KmghLDz99NN48cUXMWPGDHzjG99Qy6aZ729/+xs+9alPYc2aNRg/fjyee+459d/MyWmoRgsWz7rxxhvx9ttvK/C54YYbcOeddwqAaP78CoBkKagASJYCag4XANEsqAPpBEAcEF3zkXYCSOsfroM/1q6+NE8riWJGaebwMb4ohmMswkdPFHi9IYifv7QHeZ4EHrioUsEHr7nf2YRHLp+AuWPyBhV89I12XP9/e/CryyaioKQMD7/ajNe2NGPl9VMw9uvr0XjbbORxMQmAx99sx1PvduHxz03A9/7SiGg8iRuX1ODKXzegpKgA/3ZMpYIIM8M5ISKSgNrxkYKPBOZVRFCVn35EL+NiSahliOvb/GohIVvZeuMBbD9axvBqfixymu5wBRACwWc+8xmlxfLly1FfX68qHQSH/v5+9e+8uN+NqxNY9TAuQgMHB1VUVKiBQ/SdcMAQhw0ZF/PQx/Hggw+qPyJkEG527typoIXVkx//+MeD93MVw/e//33MmzdvEEA4AZVVlPvvv1/dt337drXgWiogej/CAiBZ6ikAkqWAmsMFQDQL6kA6ARAHRNd8pJ0A8sZDN2JGQZNqueLUKrP2KWNk7msNqbarTOCD067eagqgPezGP9fVwZvoxw8uGDOo1uT/3oAXlk3BlIp9FZCn1nXie8834QeXzsbePi9KfDF86t412PytmZh+yyZs+dZMlBemKiA/XdmKVR/0YfkZVfj3h3bi2Wum4oOeIL7zTB2mVAWx/LQSlAXNlxrSu7G9MwUfhCQuJ6xJs+eDZxvwwc3orHwQibjHZFJxDBs7ZA+I5kci5+kOVwAZakLnKgVWHx555BEFIAUFBarSwOv8889XFYtRo0YNatfT06NarTillBUOtlLxHrZy3X777aqacqAJnZURtndxqTQXTc+aNQvf/va3B3OybYs/X7p06SCAsCpy1FFH4Tvf+Y66r6urS7V5CYDo/RgLgGSppwBIlgJqDhcA0SyoA+kEQBwQXfORdgLI6w/diHNG71Vfls3ggxvO20IurG4Koidqve2KcZ1hGrkDaA+5UVsQQ0NjM/73lVb8+ZrJSi1Owjr2e5tR993Z8HpSc3T5pf61D0L4j4d34vufOUaN2j26LIyp/70eO759FM68bwdu+0QtFk0rVPd/5Yk6TCjzI+B14fYXmpVnJJ50IRSJqyrLF08ux4qP1Qz77vA8wgfN+Kx+5HuTmFUWGXbDuZHoIPhwpXanED48bllEqPlxcCTdkQggQ6dXXXvttcqncc8996TVj/4QQgmrGI2NjWkBhC1crI5wR5xxsbLBSsrcuXMHAYQQEwwGcd9996nbuEeOkCMAovejLACSpZ4CIFkKqDlcAESzoA6kEwBxQHTNR9oJIDufuB6fnlRnCT6454PToLhkcEKhNcM54YMbztmS1BbyYHRBDB+qiCAai2Pudzfjoc+Ox8LJBfjq7/eiN5LAA58ehy2NIXzQGsXxU4qxsc2PK36+AecvqMJ/LirC42+04Ik1HfjHf07F919oUhWPRy4bD5rVz/7RDrzwlSmoLQ1ia4cXO7t9asP5kyt34NixAVyxcP8RvUPfpqHwsa3DhzxvEkeVRjG6MG5pMzo9H3yNnCBGH83kAfjgGbKIUPMD4UC6Ix1AuBz6wgsvVEbyCRMmKNM6fRlswaJx/c0331SAwFYpVkFYFWlqakoLIPSOXHTRRWpBNcfpPvXUU2rZNFusOjo6BgHk8ccfxze/+U3lFaEHhEureZYAiN4PsgBIlnoKgGQpoOZwARDNgjqQTgDEAdE1H2kngNCEfnpNQ9rfmBDBDef8gt0dcWNiURRHV1itmLjVFCkDPtjOlDewZPDFzd1Y/od6NHbH8OGJ+Wq/R1mBFw+ubMVv3+7Cf583A439XsTCvbjrme2oaw9jZk0QP/rUWEyrCiAcS2DZE3vwwqZuFAU8+NqSKpw7r2wAPrwo8ScURHz/ud2YVRtUe0AOdWUDH8bWeAUfQ9quWPkwLgEQzQ+EA+mOdAChZD//+c9VSxarHDSb33TTTbj00ktVSxR9GjSs+/1+1R7FCghN7elasJiT1Q/CBBdOEy7YErZw4cL9pmCx8nLNNdfgj3/8o8pNrwo9KWwXo0FeLj0KCIBkqaMASJYCag4XANEsqAPpBEAcEF3zkXYCSPLPy3Bq1fAAQvho7CNEDMBHcVQtKPQPGMeHe6mM476NjYSPsAdjC2JqvK/ZhnPDY7K5w4fGPi+q8mIKIooDybSVCMb1xVLG8Z3d++Cj0oJxnIZzVj22dXpV25XVyocxanc9PR8uqOWLRtvVUF0EQDQ/EA6kcxJAHHi5cuQRqIAASJZvmgBIlgJqDhcA0SyoA+kEQBwQXfORTgGIAR9sg+qOpiof9IqYbTg34IObwwkfYwpi6st5gc/cAN4RdmEofDDOytQqjvZl3K5uH0r8cQURZvDBt4nb37n5nabzfG+qYmKl7Yrw8X6XF++ptqskZpVGMLE4fsjdKQIgmh8IB9IJgDgguhyZkQICIBnJdfDNAiBZCqg5XABEs6AOpBMAcUB0zUc6ASCECG7+3tLuQ3fUpf5mf9qoKIIe883orHyk4MONsQVxNV2Lm8fTbQ1nBaMz4lIVk6b+VOXDKnyE4lBeES4ZZNsVYcAKfHDJIM/b3uVDvieB2eXmhnO+tYSP7Z1ebOrwAUng6PIIxhcdGj54vwCI5gfCgXQCIA6ILkdmpIAASEZyCYBkKZft4QIgtkts+wECILZLbPsBuQYQAz42tfvQG3UpQ/WUkuigd2O4F5yakpXyfLQPtF1ZhQ+O6GWbV2O/B9UW4YO/B6dWsQVqd7dXGc7pManIS7+vg3HGhnNWPvK8Ccy1MGrXgA+2arFqQmiioX5s4fDwIQBi++ORkwMEQHIisxyShQICIFmIx1CpgGQpoOZwARDNgjqQTgDEAdE1H5lLABmEjzYfemOZwQenXbElyfB8sF3LSuWDI325O6Opz4Oq/LiqYJQE0ldMKHE0DrzT4sfunhR8ECLKLcLH+lYfdnRxz0cSx1SGTZcMGtDCygd9JoPwUWQ+JWtdaz62zFmBpWecovmTAfzy3kdx5vq/o8yb1J5bEu5TQABEPg2HuwICIFm+QwIgWQqoOVwARLOgDqQTAHFAdM1H5gpAogmAi/T4Bbsv5sLUkpSp2phaNdzL4hb15v5U21UHKx+F1j0fXEq4odWH5pAHVXlxVcEo9pvDB6HlvVYf6gbg49jKMEqD6Y3q/P1Z0dncnjKq+91JHF8dtgQtXLq4TY329Sr4mFcZweiC9JUPnscKzd/qitF1/DfxsaWLNH8yBEC0CzpMQgGQXCkt54xUAQGQkSo3ECcAkqWAmsMFQDQL6kA6ARAHRNd8ZC4AhPCxq9urPBFc3kf4YNuVFcM5p2S93RxAKO5ShnN6KcymXVEitmu92ZjaK0L44Jd6s4oJ4+hJebMhoDwmRb6Egggzo7oBH283+9HQ50HQk8QJNSFL0EL4IOyw0uJ1JdXvWUv4cKX3wxgb1V/cU4TyxTfhHAEQzU9G7tIJgOROazlpZAoIgIxMt8EoAZAsBdQcLgCiWVAH0gmAOCC65iPtBpBFlQ1qzwc3lfPL9rSSqDKcc9SumXGclYhVjQF00nBeGFOGbLOKCeXh9KmV9UFwuWF1Xhzzq8OWoIVtV281BVDX41GwsrA2hCILFRN6PtjmxclVAXcSJw7AR7rXx9+ThnNO16Lnw0P4qLAGH2xlM5YTvt+dh+oly3GmtGBpfjJyl04AJHday0kjU0AAZGS6CYBkqZtd4QIgdimbu7wCILnT2q6T7ASQ+LPLcHRRE95iBWOg7YreDZ87PXzwtfZFUxDRGXGryscxlRHTiokBH6/sDaIl5EZlMIETakOm07UYR/hY05zyfBR4k1g0pt8StBA+6Pl4v8un2q4ygQ9uVCeAcM/H/Mowqgf2iqQDF8IHW9nWtfoRS7jg9XgROfFmLF4sHhC7nhG78wqA2K2w5M9WAQGQLBWUCkiWAmoOFwDRLKgD6QRAHBBd85F2AkjXH6+FO9aBcMylWq5ml5tvODcg4sW6PHRHXMoLwTYon8lywqHwQc9HRSCOj4wJmS41NOBjbXNq1K4BHwU+c6GNaVfbOn2q8sG2q7KgucfEGLW7od0PD5I4tiqM2gLz6VqEj4ZeN1Y3BxBPuNTyxXDCj+1HrxAAMX+7Dts7BEAO27dGfrEBBQRAsvwoCIBkKaDmcAEQzYI6kE4AxAHRNR9pJ4C8+fCNmJzXjMnFUcyxAB80YHPp30t7U/BBL8SHLcAH47ivY1VDEE39bpQHEpbgg3Fs12L7FA3ghb4ETqwJm7ZdMY6+FhrOCR/0fCyoMjecM46merZqcSww2644andMYfppV4wzFjeuIXwkgemjopg+KoaNHfnYOkcARPNjkdN0AiApuW+44Qb8/Oc/xzvvvINx48YNvgf//u//jpkzZ+Lmm29W//zP//wPvF6v+rnH48H06dPx3e9+F2efffZ+79vKlStxyimpymAymVT/uN1u9d/XXnstLr/8cpx55pmoq6uz5f2uqKjA66+/jqlTp1rO/4lPfAIXXHAB+JoPvEaNGoX169dj7NixlvPpulEAJEslBUCyFFBzuACIZkEdSCcA4oDomo+0E0Be/cVXcWbNHhxdYV754JfsnijwekMQHWF3RvDRFwNWNwXQ1O9R8LFwtHnlw4Ad7vnY05uCD0KEmeFcQUsCappXCj4SyrtRNdA+NdzbwzhWTAg63GXidQOzyyIYZzJq14APghVfI+GDPpoZpTG1GV0WEWp+IBxIJwACxONxzJ49G//xH/+h3oGbbrppWABpaGjAz372M/Vzxj311FP47Gc/ix07dqCysvKQ7yDv/+1vf4vnnntu8Of8Mi8AYu0DLwBiTadh7xIAyVJAzeECIJoFdSCdAIgDoms+0k4A2f7r6/HZKXXqy3a6i1+yuSyQBnCOzq3Nt9Z2lYIWl9rXwT0fFcE4jqsJK6O62XmEFlYhjFG78yrCpu1TPM+YPkX4yPOklhPWmLRPGRUTTgIjfNADc1RpCj4IEekutmsZ8MEqyNSSmNr+bmgqAKL5gXAgnQAI8Mwzz+CJJ57ArbfeiqVLl6q/6TeuAysgQwHEuIdVgV//+tc4+eSTMwKQj3/846oS8otf/EJVSB544AF1/rnnnoujjz4aDz/8sKrKfPjDH8Y111yjKhqxWAxf//rXccUVV6iz7rjjDhXH+OrqavzqV7/C5MmTwQrILbfcgvvvvx+tra1YtmyZiuP15JNPqp8RoBjzk5/8RFV5hlZA/vKXv6gzWeW59NJLceedd0oFxIHnU8uRAiBaZNSWRABEm5SOJRIAcUx6bQfbCSCxZ5bh9JqGtL8rv1R3hl1qSlZ7iJWPGBZURUw9Hwa0cDlh4wB80EthNqKXcdzXwU3shI9RgThml0VN93UY8LGjK7UsMN+bxKwyTq1K790YCh8b233wuoCZpRGMtwAfhueDbVf89yklMdDEPxToBEC0PQqOJco1gDz00EPYuXOner2sOEycOFH9u91/nk7gCy+8EFdeeSUWL16M008/XbVZHXfccSokHYAQBvhl/qqrrlKvqaSkJCMAWbBgAf73f/9XVVD4vwQOtm6xDaqxsRGEgPz8fFx33XVoaWlRP+/o6ADjfv/736t2KLaA8eyioiL1897eXlx99dUKQC6++GLcc8892Lp1K+bOnYv29naVh3Dz5ptvqtgf/ehHCloINwaAXHLJJRg/fryq9Jx11ln48Y9/rGCE50gLlmOP6sgPFgAZuXZ2RAqA2KFqbnMKgORWbztOsxNAkn9ehlOrhgcQfqnmhvP13HAe8mB0QUx5IoIWKhidERc2DsBHZV4ccyvM93wYFROOveW0q1J/ajmh2ZLBofCxrcOHPG8SR5VGMdqCd8NouzLgY0ZpBBMyhI9U29X+lQ/jsyAAYsdTkducuQYQfpl+++231Yv84Q9/iHnz5ql/t/vPh1OVX8rnz5+Pbdu2KY8GqxFr1qzBvffee0gAuf3225GXl6d+xi/7jL3rrrtw0kknDfvGDdeCxZiuri4VR+/Jv/3bv6kv+QQQ5jVawUaPHq1auIwzbrzxRgUmy5cvB3/2ve99D4So8vLywd+BAPL888/j2GOPVX9WWlqqXteLL76IP/7xj6p1jFcoFEJBQYGCE4IQzybgnHDCCQp2jHv4mnfv3i0AktvHU89pAiB6dNSVRQBEl5LO5REAcU57XSc7BSCEDy4LZEuSAR+EAbM9H4SBjnCqgtHY71VLBumlMNtwPhQ+WPkoDcQxqyyKsqB5BYNtV6x8ZAIffH8IHx8ow3mq7SoT+OCo3bdb/KryQc/H9NLYIVvZBEB0PQnO5ck1gDj3Sg99MluUrr/+egSDQXUDW5n8fj/27t0Ln8+XtgJCEKivr8cjjzyS9mVZ8YAM9YQQAtiK9YUvfEHlJWyUlZUNmt/D4TAuuugi3H333Vi9erWq2LzwwgsKHFitmDZtmqqADDWhG/9NkNmyZYtq7TIuVk/Wrl2rjPg8my1cn/70p/HBBx8M3kNI2bx5swDI4fYBtvL7CIBYUSl39wiA5E5ru04SALFL2dzldQJADPjgFKnmfg9q8mNqSlaBL/0IW6Ptirsz6nu9KA8SIiIoDZjH9cVc4N4NmsBL/AlVwai0YBzntCtOreLvGvAkMbM0irGF1rwbu7o9qrpDmwdbpyYVp4zj6S5qU9/rxjstAYTjqcWNM8uGN/ELgOTuWbHrpH91AKG/gl/k+Tf+xkUPBr0ZbElK14LV1tampkyxVcpo2TrU+zQSAKFB3fB58AyCg1EtOtQZhJJvfetbePfdd5WnZTgAefnll/GHP/xBVUF4GRUQVjs+85nPDFZfWG1hVYRXT0+PavGSCohdT6HNeQVAbBY4w/QCIBkKdhjeLgByGL4pGf5KuQYQfsFuDbmxkZWPsAe1+TEcVRZFUYbwQcM5vRRW2qdoOKdvIxP4oIxcTri906s2lWcKHzsJH61+tWSQ0GIVPlj5ILRwdwo3xh/o+Tjw7RUAyfADfxje/q8MIFfPeb0AACAASURBVBs3blSejz179sA1ZAMn27Cefvpp/O53v0sLIHw72f707LPPgl/sh7uyBRBWaPr6+lR1g76Tr33ta6BPgyby73//+3jsscdUBYc+GoLKn/70p2EBhPcZHhCCDdvg+DpfeumlQQ/Ipz71KYwZM0Z5SugBodGd7V6siIgH5DB8iM1+JQEQM4Vy+3MBkNzqbcdpAiB2qJrbnLkEEAM+Ng2BD37BttI+xb0gmwYqH5nAB/eKsGKyq9uHEn/cUuWD7wCnT23pIHz4EfAkMKs0qvZ1mFUwGMeKCc3xblcSs0ojmFhsLW5Pr0eBWSjuxrSSyOCo3XSfiHVt+dgyewWWniGb0HP75Og77V8ZQPilmn/zzylQQy8atWnC5t/4c2fH0D0gB07BIhjwizzN3mxfOtSVLYB0d3crE/grr7yi0rM6wqoNoYltUwQI7iapqanBT3/6U8yaNWtYAOHvSgM7qyWRSETtPOEULbZdDZ2CxQoJfTlsSWMlhmZ1tnRNmDBB34fPYiYZw2tRqOFuEwDJUkDN4QIgmgV1IJ0AiAOiaz4yVwBCP0RLv1tVEzhqd2xBHFNHmcMHoYV7Qdg+1dDnVaN2rVY+uqMu5dvghnO2XREGzNquKG9/zIUdnV5sHdhwTm+K2bJAxoViqT0fBB4kgaPLrU27osekrtuLbZ1ehOIuzBgVVROvzLa/sz3sn3uL0DL/m/jYUgEQzY9GztL9KwNIzkSWg7JSQAAkK/kAAZAsBdQcLgCiWVAH0gmAOCC65iNzASCEj/o+j/JR9EYJH6mJToUmbVeGV+S9VkKLBxV5rGCYt11RIu4VWdfiVx4TwgchoiIvveGccfSKvNviw95eL/zuJOZVhk1H7RrwwUlXu7tTI7w4zcuKV4TwQUiiWd3YcD6Z8OEGhnSkHPSuEz541l/rilB02tdxztJFmj8ZwC/vfRRnrv87yrxJ7bkl4T4FBEDk03C4KyAAkuU7JACSpYCawwVANAvqQDoBEAdE13yk3QCyqLJBTbta1+pXlYzxhaldFmbwQcM5vRtrmwNqz4eadlUeUZvK6atId9G7sbo5gLoeD0oDCcwtj5ju+WA+gtL6VmPDeRLzK8OoNtnzwTi2XbHqwZYtesy5GX2syYZzI47gQXAhfMwcFcXEkhj8JvBh7AehV2RzRz6qlyzHWUukAqL50chZOgGQnEktB41QAQGQEQpnhAmAZCmg5nABEM2COpBOAMQB0TUfaSeAJJ5dhnkljQo+2kMejC2MKUO22bQrvkS2M3EBX8PAkkFCRInJtCvGET7WNvvVno9ifwLHVoZNjeoGfNB/sb2LywKTOK46jEoLFRPCB1unaHInNM2rjGB0gTXPB6dkbe7wIxKHGgk8rjAGvyd95YPw0dTnVh6TnqgbCXiRPPlmnLFYAETzo5GzdAIgOZNaDhqhAgIgIxROACRL4WwKFwCxSdgcphUAyaHYNh1lJ4D0PHUt8pPtqvIxpiCmKhhmm8oNiFjVmKp8cNTusZURFPnTj9o14tYMwEeRL4Hjq8OqYpKulWkofOzo8sHjSqo4K+1ah4KPWsKHKz1EMG53jwcb2/0KmAgf44vM264IH/TREOh6Im5MKo4iBh92fWgFFguA2PSE2J9WAMR+jeWE7BQ4ogBkx44d+PznP682S9Kxf99992HhwoXDKtDa2ooZM2bgO9/5Dr70pS+p+5577jlwyQyX0XC+M8ebccIAr9tuuw1cXsO5y+edd56afsAJBOkuqYBk9wHUHS0AolvR3OcTAMm95rpPtBNA3vnVDRjrb8GYwpgyZJstGTQg4rWGABr7PSgPECJCKPCl/0J/IHwUeJNYWBuyBC1suxpa+cgEPjii1zCcs/JhBT4IEbu7PaqCQR8H4WNiUWrJYDpQYnWlNeRSVSH6aAgfrCZt7crHtjkCILqfi1zmEwDJpdpy1kgUOKIA5NRTTwUXySxbtkxthySMcH4xt1oe6rrsssvwz3/+U81WJoB0dnaqsWpcVU/4WLFihdoA+eSTT+If//iH2k7Jmc+FhYX45Cc/qUaXffnLXxYAGckny6EYARCHhNd4rACIRjEdSmUngKz8+Vfx0aq9OKYygoBJa5EBEa8SPvpS3o2Ta0MIejOHj0Vj+i1VWgzPxwfdqbYrAz5oMUkHA8ao3Q3tqWlX9HwYU7LSxRE+uOeDFYxYwqUM9ZNKYvCaVEyM7e9vNAbRG3NhUlEUs8ujyqj+Xns+tgqAOPT06DlWAESPjpLFPgWOGABpampS8MANlUZVYv78+bjzzjtBMDnwIlAQMObMmaP+IYAQNB588EFVBeFFIKmurlb/y4UwnJvM+dG8uKyGuZkn3SUVEPs+nCPJLAAyEtUOrxgBkMPr/RjJb2MngGx49AZcMW2X6ThZAz5Y+aDno8SfxEfH9is/hNlleD44apeVD8IHKyZmF+FjQ1vKcM5pV5l4Prhk8N3WAFxIqmlX4ywYzg3jOM3xccJHWQRTS8w3oxM+uAPllfqgGg/MasmHKiOqYsJLFhGavdOH/88FQA7/9+hf/Tc8YgBk5cqVuOqqq7Bu3brB9+ziiy/Gaaedhi9+8Yv7vY9cwrJgwQL85je/UUtWDAD57ne/i8bGRtVaZVxsv+KmSFY6mJ+tV7w2bdqkcrNVK93V3BGy9Bmqa2zHt37yLFx5BZbul5tGpgABZHpFAb75pbNHliBN1G/+8hb+tmYnSkuLtOeWhPsUaGlpw9XnnYD5sydqlSUai+Nrd/0OtWNrtea1OxmHlZoMaLL7V8g4/966etx+/Xnwei18288g+1vrdyL01FewuKYhbRS/YHMU7VtNATWqd5Q/gVPGhEzhg3GRBPBui1/t3ij0JXBiTdi07YpxbH3iSGDCR9CTxLwK82lXjOOkKrZPvdvqVxWSOWXmez4YR/ho7HOr9ilj1O70UdbhY2V9UI0HnlAUUyZ3Az4MANnxoRVYcsbBf7mXXnjzN/MXdz+CJe/KGF5zpbK74/d5E7Doa8swtqbUUqLKUUFL98lNooAuBY4YAGHL1c0334xVq1YNvvbPfe5zmDt3rtrqOPS65ZZbEI1GlfeDWyYNAPnGN76h1t3T62Fc3BLJbZMEEObnenpeu3btUrm5TTPdFeFfeVm4dtW34YYfPoVkIN/C3XLLSBUggMypLcat1358pCmGjfvV06vw7Kr3BUC0K7t/wtaWNvzXJSfj+KMnaT2JAPKV7z2B6rEpz9eRcvHLppnh+XB7LQ11DfjRTRdpB5BV695Hx/9djVMr64d9ydSLm8rfbgmgvjfVdnViTQh5JhUMxoXirGD4sWsAPhZUmRvODWjhxKoUfCRU+1RVfvr9IIyLJbks0AOOviVksn3KbMO5AR9N/W6sbkrBx7SSqKUN50blw4APmtTZyjYUPigsKyD1C76Dc84+LbOPlgVSvv+2h3Hq2r/KHpDMlM347qcKJuLMFddjfG2ZpVj/gR8CS1FykygwcgWOGAB59dVXVaVj/fr1g6/2oosuwpIlS9Q6eePasmULzj//fLz55psIBoP7Acitt96qKho0rxtXVVUVmPvqq69W+S+44AL1ow0bNqjcdXV1adWVFqyRf/jsiJQWLDtUzW1OacHKrd52nGZnC1byz8twatWhKyD8gt0bdam9G3v7vCgLxEGIMDOcG9CyqT0FH0V+QkQYZcH0066MSsv2zhR85HlSywlrTPZ8GPBB7wYrH+x84h6TScXmFQx6RQz4YBWELVdcwGj2/dHwfLzWkGq7Gg4+DAARD4gdT0buckoLVu60lpNGpsARAyAtLS1q8lVzczPy81NVhGnTpuHhhx/GSSedNPjq77rrLlX58Pv96s+6u7uVZ4QVDrZl3X333cqYzmvPnj2YPn36oAektLQUrJ7wevTRR1Xu559/XgBkZJ8tR6IEQByRXeuhAiBa5XQkmRMAwi/Y3FS+qT21cZyjdlmJMBu1aywn3NLhw85uH4p9CTVdq9xkX4cBHzu6Uvs68r1JzCrj1CprlY9B+HABM0ZZgw/D88G2K/77lJLUAkYz+Ehtf3dhdVMQPdFDt10N/aCIB8SRx0broQIgWuWUZDYocMQACF/74sWLleH8pptuUv4Otkxt3boVHo8Hjz32GE4//XRlKh96DW3BIoyw5YqxixYtUtO0ent7FWi88soruPTSS0GvSVFRkTqLVZHLL79cAMSGD55dKQVA7FI2d3kFQHKntV0n5RpACAOdERc2tvkH93wQIsyWDKbgw4WtHd4UfPgTmF0WMd3XMRQ+tnX4kOdN4qjSKEYXxk03qrNrl54Ptl1x+/r0UVFMtlD5GAofqbYra5UPY8/H2y2pJYMTCvc3nB/qMyAAYteTkbu8AiC501pOGpkCRxSAcOQuR+tyD8iUKVPwwAMPgJOweNFM/tvf/hYnn3zysADCH9BLQs9IQ0ODqpxwD0h5ebmKueOOO1SFhD6RSy65RP232z0wFmQYfaUFa2QfPLuiBEDsUjZ3eQVAcqe1XSflEkCM1iJWPhr7vagIxlUlotRkWeD+8OFFiT+hIKLSgneDBndWPjKFD7ZPcVO5go8M2q6MUbuECP47PR/TS1N7PtJdxoZzntcdcWNiURRHV5hXTNa15WPrbJrQZRO6Xc+I3XkFQOxWWPJnq8ARBSDZvlg74gVA7FB15DkFQEau3eESKQByuLwTI/89cgUg/ELfHnZjW4dXwUdVXkxVFEqDybSVCH4x5xja97tY+cgMPlgx+YDw0elVbVdWKx+EFhrOuSyQlQ8u/LPi+WAczfRqyWDchRmlEViZdhWJA019HrXUUMFHcVQtKDQbQ8wKzcqGQjQc8984e6kAyMifAmcjBUCc1V9ON1dAAMRco7R3CIBkKaDmcAEQzYI6kE4AxAHRNR+ZCwAhfDT3u9UX7I6wR8EHv9Sz7Ypf8Ie7CB9s19rU5kdTP/eDxC1VPpiP/gluOKfHJN+bqphYabsKxaB+zw+6fHC7kphlYdoVzyN80OC+o9OLeNKFmaXW9nwQPghWjA3HueeDU7KiposbCR+EnRfqipF36tdxztJFmj8ZwC/vfRRnrpcxvNqFPSChAIjdCkv+bBUQAMlSQQGQLAXUHC4AollQB9IJgDgguuYj7QaQUyob0BHmtCs/mvs9qC1IwccoC21XHLXLyVO7u70oCyYUDJi1XVEefjnntnHCAI3qs8vNDeeMIygRPgguPndSGdzHF8XhMWmfGtyM3ubjYnQFOzSdm8URsOgx4ThhwsfkkiimjYoiaLI1nnEEuvda/Vjfno+aJctx1hKpgGh+NHKWTgAkZ1LLQSNUQABkhMIZYQIgWQqoOVwARLOgDqQTAHFAdM1H2gkgiWeX4dhRjeoLdmO/B9UDlQ8z+DAqCoQWwgcN5xyZW2Ey7cqAD244Z0Uhz5vAXAujdg34YKsWJ2zRc8IN52MLrcEHvSKbO/xgNeOosigmFsfgs+D52NvrUZPAOI54akmqzSvPm36XTGpKllttcW8PexBO+OD9yDdwhnhAND8ZuUsnAJI7reWkkSkgADIy3QajBECyFFBzuACIZkEdSCcA4oDomo+0E0D6nroWJe425W+oyo+rCobZtCu+vGgceKfFj909KfggRJiN2jXgg3tFdnRxz0cSx1SGTZcMDoUPjugdhI8i8ylZhlHdgA/6NritnIbzdAspCREKPtp86I25lFF9cknMtO2Kce0hl/KYtIU9GFsQQ9zlw95538LixVIB0fxo5CydAEjOpJaDRqiAAMgIhZMKSJbC2RQuAGKTsDlMKwCSQ7FtOspOAHnv0RtQ62tBVV5cVTCK/emXBRrwsbZ5H3wcWxk2NaoPhY/3u3zwu5M4vjpsGVq2d6b2gxA+5lVGMLog88oH4YMLA1n5MIOP+l5WMPxqrDArH2zXCpi0XRkTxNha1h7yYGxhqpXt/Z48bJuzQgDEpucjF2kFQHKhspyRjQICINmoB0AqIFkKqDlcAESzoA6kEwBxQHTNR9oJIK/+/Ks4uaJefakv9FmDjzUD8FHkSyiIsNKuRc/Hu60p4zjh44SakGVoYcsVvSIGfNQSPlzpIYKVj909Hmxs57QrqIlVVuGjsc+tfC39MfcAfJgbzo3FjVxq2BF2Y0xBTPla8r3Ae+35kE3omh+KHKcTAMmx4HJcxgoIgGQs2f4BAiBZCqg5XABEs6AOpBMAcUB0zUfaCSDvPnIDLp+6S31RTlcVMCofBnwUeJNYWBsy3Yx+qMrHiQPwYXYeIWJLR6rywUFchCQr8GEYx9Wo3UQKPiZabLtq7nOD+0EM+KDhnKN20/2uhI+eKPBGYxCdhI/CmDLHG14RWUSo+YFwIJ0AiAOiy5EZKSAAkpFcB98sAJKlgJrDBUA0C+pAOgEQB0TXfKSdABL60zIsqWnIGD4Wjem3BC2sfNDzYbRdZQIf3KjOiVccA/yh8gjGDGxGN2uf2tPjURO2YgkXjiqNYFJJDF6TigmhpbXfjbeaAwgNtF1x1K5Zuxbf6r4osLI+iM5IqvJxTGVkv3YtARDND4QD6QRAHBBdjsxIAQGQjOQSAMlSLtvDBUBsl9j2AwRAbJfY9gPsBJDkn5fh1KqGtK+BLUz0fOzq8YKVD8JHgc/8ZRM+OAlqW6cPgYG2q7KgeZsXKx/0fGxo98ODJI6tCqO2IJF2Hwl/G0JEQ68bq5sDiBM+yqzt+WAFg8bx1xqDCMdcmFISxexy8w3nPJNTtV6sy1OLGOlLYUuaz7O/NgIg5p+Vw/0OAZDD/R2S308AJMvPgFRAshRQc7gAiGZBHUgnAOKA6JqPdApA+MU8Qu9Gi18t4iv0JXBiTdi07YpxbH3a3J6Cj6AniQVV5oZzxsWTUBvVaQD3uJJq1K5R+RhOVsYRPujdoAeDObjB3cqGcwUfYRdebwgixD0fxVHMsQAfjOuPAS/tTcEHW8M+fAj44O8sAKL5gXAgnQCIA6LLkRkpIACSkVxSAclSLtvDBUBsl9j2AwRAbJfY9gOcABDjCzZN3LsG4IMQYWY4N6CFvo0UfCQwryJiOmqXcayYEHRYNeGY3NllEYwzGbVrwEdTvxurm1LwwZG5M0rNlwwOhQ9jw/nRFeaVD8PzQWih4TwdfAiA2P545OQAAZCcyCyHZKGAAEgW4jFUKiBZCqg5XABEs6AOpBMAcUB0zUfmGkD4BbsvxvYpP/b0eFHkJ0SEYdY+xbhwnO1TKfjI86SWE9aYtE8ZFROCDuGDvgt6NwgfZpvK2a5lwAerIFNLYpheag4RvLcj5MLrbLuKuzCxKAqr8NEVceGtpgDaCR/5h267GvoRkAqI5gfCgXQCIA6ILkdmpIAASEZySQUkS7lsDxcAsV1i2w8QALFdYtsPyCWAEAa49Zvbv+sGlgxyopPZkkEDPnZ0paZW5XuTmFXGqVXpvRtD4WNju0+ZxWeWRjDeAnwYng+2XfHfuauDxnFWT9JdhuH8jaaAgo9JFuGDcZ1hF95uCaA9xMpHDAuqIgd5Pg48+922fGyZvQJLZBO67c+KXQcIgNilrOTVpYAASJZKSgUkSwE1hwuAaBbUgXQCIA6IrvnIXAEIv2DTz8DqBTecl/rjOKosioo8c4jgwr6dXZ5U5cObxFGlUYwemFo1nBwGtBB0DPiYURrBBAvwQWM8Kx9rBzwf0yxWPuhN4bSrtS0B9EddmFxizfPB9rC2EJcT+tAe9mB0QUz5U4Le9G82KzSvNxWgbt63cPYS2YSu+dHIWToBkJxJLQeNUAEBkBEKZ4QJgGQpoOZwARDNgjqQTgDEAdE1H5kLACF88As2qxdN/R6UBuJqf0ZZ0Bw+eqIuFcfFf6x8WIEPStQfY5wXH3R5VduVVfjg5Cka1be0+5BAyvMxvTRmWvkgfLDNi3GG4dzKtCvCx55eD7a2+9ATdSv4YGuZsedjuLeb8NHc78ZfdhfDf8o3cM7SRZo/GcAv730UZ67/O8q8Se25JeE+BQRA5NNwuCsgAJLlOyQAkqWAmsMFQDQL6kA6ARAHRNd8pN0AckplA+hroOdjb68HlXlxBRFW265oVOem8mJ/wjJ88Ms527xY+eBoX6ttV4wjfHBTOZcTElqsTLsylhMyLppwqQ3nrO5Yadeq7/VgfZsPfVE3xhXG1Hhfs8WNrO60DlRM1rYUoGbpcqmAaH4ucplOACSXastZI1FAAGQkqg2JEQDJUkDN4QIgmgV1IJ0AiAOiaz7STgBJPLsMx5c1qAoGJ1CVDEBEZb753g22QXFfx5YOHwIeQkQUYwutGcd3dnuwvtWvdnswblKx+dQqQgSXDK5v86t9HdxSbtXzwRG9BKzuiBsTi6OqusMN5+ku5RUJubGxzYe2sAdjC1IG9yJf+l0mhA8CHZco1vd60R31I+/Ur4sHRPNzkct0AiC5VFvOGokCAiAjUU0AJEvV7AsXALFP21xlFgDJldL2nWMngPQ/vQzVvlbs6vahhJ6P0iiswAcrEVs6CB9+BDwJzCqNqn0dVqZWsYLxXhvhI4lZpRFMLLYWxzYowkAo7sa0koilUbvGfpCNhI+oW027IrQEPEi7/d2Aj00D8MEN5wSlAgvwQR/NpgH4qAjGAZcXTfO/hcWLxQNi31Nib2YBEHv1lezZKyAAkqWGUgHJUkDN4QIgmgV1IJ0AiAOiaz7STgDZ9uv/QrmnVVU+CANW4IOeCPootgxsOKcfwmxZICUxNpzzyzmSAKdrWZl2xThWPjZ2+BCKuTBjVFRNvDpw4/iBsqspWX1ubFLw4VJVFlZNghnBhxtjC+Kq8lFoBT44QazNh/o+LwgfbC3b05+H7XNWCIBofi5ymU4AJJdqy1kjUUAAZCSqSQUkS9XsCxcAsU/bXGUWAMmV0vadYyeAvPaLr+L40gZlqjabdsVXSPigd4MtW353EvMqw6ajdg342DbQrsUWJU6Qstqutavbg62dKfjghvPJhA+3eQWDbVepygc3nMcwpSRqahw3zPjGtCuj7coKfHB88XuEj14vKpSPJoLSYBIb2vOxVQDEvgckB5kFQHIgshyRlQICIFnJJ4sIs5RPe7gAiHZJc55QACTnkms/0E4AeedXN+CSiXWmhnMDPtgCtb2L+zqSmF8ZRrXJno+h8EFoGYQPkw3nRhzhY3OHH5x8xcrHxJIY/DbCR3uIEOEf9HywXcsKfPTHgHUt/sHKx+zyiNoaT4+LLCLU/kjkPKEASM4llwMzVEAAJEPBDrxdWrCyFFBzuACIZkEdSCcA4oDomo+0E0A6/3gtzhlTr74op7tY+RgKH8dVh1Fpsh/kUPAxrzKC0QXWPB8HwUdxTBnHXWl+V1YwmvrcCiI4MndScVRNvDIbmUsw6gi7sK7Vj/aQB2MLrXk++BpDMYDLEBv6PKrtam55BCWBfUZ1ARDND4QD6QRAHBBdjsxIAQGQjOQ6+GYBkCwF1BwuAKJZUAfSCYA4ILrmI+0EEE7B+mh1gyX42NHlg8eVxPHVYUvtWvRusO3KqHwQPmoJH670EME47hTheF9O2uLEqnFF1iofLf1uBRE9kRR80Lth5vkwplYRIjrCbtBwzgqG2ahdisbfb1VjAI19HpQH4zi2MoIi//5TsgRAND8QDqQTAHFAdDkyIwUEQDKSSwAkS7lsDxcAsV1i2w8QALFdYtsPsBNAkn9ehlOrhgeQAysfmcAHR/RyFC0N51bhw9jXwQoGFwcSPiYWpZYMpqt8pPZuuFQloneg8sGpVWbTrhjXEwXeaAyik/BRGFPmeLOKiQEfrzUE0NjvQXkggeOrQyjwHfx7CoDY/ojYfoAAiO0SywFZKiAAkqWAUgHJUkDN4QIgmgV1IJ0AiAOiaz7SKQAxDOfbOlOeDwM+2AGVDgaMZYEb2gfgo2LflCyz9ilOu2IFI5ZwKRP3pJIYvCYVE6N9ihDRG3NhUlEU3HBuZlTn29QXBVbWB9EZSVU+jqmMmEKLAR+vEj76uDU+gZNrQwh6D62LAIjmB8KBdAIgDoguR2akgABIRnJJBSRLuWwPFwCxXWLbDxAAsV1i2w9wAkAIH5wEtb3TB587iUw8H1wy+G5rAC4k1bSrcRYM52pkbq8bq5sDiBM+yiKYWmK+nJDwwb0br9QH0R9zqWrJhyojphvO+abR2P5iXZ6Kpy+FgGU22ndo5YOejxJ/Eh8d2592qaEAiO2PiO0HCIDYLrEckKUCAiBZCigVkCwF1BwuAKJZUAfSCYA4ILrmI3MJIPxCz9anze0+sPLBUbvHWph2xbh4Etit4MOvKiRzysz3fDDOWBbI9inm4Kjd6aOswwcrGH0xFyYUxVSrF9u10l08k1OrXtqbgg/6Uj5sAT4YF44DbzUFUN/nwSh/AqeMCZluVH+3LTWG9wxZRKj5ychdOgGQ3GktJ41MAQGQkek2GCUAkqWAmsMFQDQL6kA6ARAHRNd8ZK4AxPiCTfDgP0FPQvkhak1G7RrQwvap9W1+sEWL7VNmG84NaGnuG6h8JIFpJdxUbg4fhBbCw6sD8DG+KNU+ZQYfjOO+jtcbUoZzq/DBOLZrrWsNoL431XZ1Yk0Ieb70bzbj1jbnY/vcFThriWxC1/xo5CydAEjOpJaDRqiAAMgIhTPCBECyFFBzuACIZkEdSCcA4oDomo/MBYCkzNguBR67ur3I8yTUcsIaC/ARigMfdKWmXXHCFXdncOu4x6QSwUoLz+J4X35RZ8sVp1aZQQQ9JqxArGv2oz/uglX4YHWFI3rXt/qV56M231rbFX+31pAbG1p9aA17UBaIY0FV+JCG86FvPeM6Iy48t6sYOPlmnLN0keZPBvDLex/Fmev/jjJvUntuSbhPAQEQ+TQc7goIgGT5DgmAZCmg5nABEM2COpBOAMQB0TUfaTeAnFLZoFqY2Hb1fpcXxf4EZpVZr3xw2tWGNj+C3qRaFmgFPvjlnNCyttmvPCZTSmIKXMzgg3GsQLzZ6Ec8ab3tI4wMKgAAIABJREFUSu0H6XdjbVNAvdbRBTEsqIqYej5S07XceKfFryomlXlxzKs4eNTugW+5Gu0bdWFDqx+rmgpQs2Q5PrZUKiCaH42cpRMAyZnUctAIFRAAGaFwUgHJUjibwgVAbBI2h2kFQHIotk1H2Qkg3ANyYnkDdnR5sa3DhzxvEkeVRjG6MG5pOSE9H2y74iJDejcmW6h8GIZzw/MxzWLlg3Hc8/F2S2rJ4IRCa4ZzxnHDOX/PtpBHwQfN8Zxale4iRLCCsbHNr6ZdET5ml+2/ZPBQ8Ywj5Gzt8GJntw9tkQCKPnoTlp4hAGLTI2J7WgEQ2yWWA7JU4IgCkB07duDzn/883nnnHUyYMAH33XcfFi5ceJAEGzduxJVXXqnuGzNmDG6//XZ87GMfU/c999xzuPHGG7F3714cd9xxeOihh1BTU6N+dtttt+H+++9HOBzGeeedh3vuuQdeb/r/iy8VkCw/gZrDBUA0C+pAOgEQB0TXfKSdABL+0zKMDbRkDB9sg+KmcgUfsN52RRigV4QQwX+n52N6aWrPR7rL2HDO87ojbkwsiuLoCmsVkza2T7X5BuGDrWVmez6M0b6b2n1o7PeiagA+ig9YMnjg77w/fHhR4k/A5fKh7bj/xmIxoWt+MnKXTgAkd1rLSSNT4IgCkFNPPRXnnnsuli1bhhdeeEHByAcffACfb39X3Zw5c9TPrrvuOjz//PO44IIL0NjYiGg0iqlTp+Kpp55S8LFixQps3rwZTz75JP7xj3/gC1/4Al5++WUUFhbik5/8JD7xiU/gy1/+clplBUBG9sGzK0oAxC5lc5dXACR3Wtt1kp0AsvOJ61HiakV+BpUPwgdH7dJLwcoHF/5ZabtiXN2AUT0ad2FGacTStCtjShbbvBR8FEfVgkK/xxxa2D5Fj0lb2IOxBTE13tdsw7kBH1yi2NhH+IipqlBJYP8N54eGDygvzM7uFHwwrjEcxPY5KwRA7HpAcpBXACQHIssRWSlwxABIU1OTgoe2trbBqsT8+fNx5513gmBiXLFYDA8++CA+97nPDYJJSUkJVq9ejbVr16qfsQrCq7OzE9XV1ep/r7/+eowbNw7Lly9XP3v66adVboJJuksAJKvPn/ZgARDtkuY8oQBIziXXfqCdAPL6Q1/FsSUNltuujCWD3FTudiUxy8K0KwrCuN09HuUViSZcmFlqbc8H4WNvrwdb2n3ojqYqH/SKmG04N4zjmwbgg0sGCUoFPnOI6Ai71AZ3Az4YN8oCfHC0L+N2dftQ4o8rTSvzE9jQnhrDKxUQ7Y9GzhIKgORMajlohAocMQCycuVKXHXVVVi3bt3gS7344otx2mmn4Ytf/OKwL/+NN97A+eefj/fff1+1WLESwtYq42L71UsvvaQqHczP1itemzZtUrnZqiUAMsJPlwNhAiAOiK75SAEQzYI6kM5OAFnzyxtw0YQ601G7BkTQcL6pI7XhnCN6xxfFTaddGe1amzr8avkfv5jTdG42JcuAD0KE2nBeHMO0UVEEPek3se8PH26MLYir6VqFFuAj5fnwoUm1XaWgxQp8cBIYvSK7elKVD4IZ4YMVIllE6MBDo/lIARDNgko67QocMQDClqubb74Zq1atGhSBVY65c+eqVqtDXYSOpUuX4t5771X/+41vfAOskBBEjGvy5Mn43e9+pwCE+c866yz1o127dqncHR0daUWP8f9TWbh21bfh+h88hWQg38LdcstIFSCAzBldjP+59uMjTTFs3C+fXoVnVr2P0tIi7bkl4T4FWlvacOMlJ+P4uZO0yhKNxXHNrU+gekzK83WkXGyv4ZK8I+lq2NOA+79+Ebxek56jDF/Uqnfex/ZHrsG5Y/eYGs75f5q3dXqxpcMHakgT99hC6/Cx2YCPsigmFsfgs+D5YOWDHgzu7aC5fUpJ1NS7QfgwPB/tA21XVuGjK+JSFZrGfg+qLcIHJedyQraj7e5OTRCjx6QiLwUfvAggDcd/Bx8/+7QM3yHz2++77WGcuuavMobXXKqs7niqYCLOvuV6jK8ts5THa0bXlrLITaKAdQWOGAB59dVXVaVj/fr1g6/uoosuwpIlS3DFFVcc9IpZKWE14wc/+AE+/vHUl9Fbb71VVTRoXjeuqqoqMPfVV1+t8tMvwmvDhg0qd11dXVo1G9tDltSua2zHigeehTuvwNL9ctPIFCCATKsowM1Xnj2yBGminvjLW3hx7U4BEO3K7p+QFZCrPnkCjp09UetJBJCbfvg71Iyt1ZpXkh2sACsgt113nnYAWf3eTkT/9BWcVt2QVnYDPuhtGISPIvMpWUblw4AP+ja4rZyG83QQeGDlg0Z1QouZcdyYdsX2MMPzwXYtK5UP7kDhBvemPg+q8uOqgmHm+aBo0TjUiN7dPSn4mFseQfkQ+OA9BJDtR6/AGWfsa2/W9Tl/6J5HsPRd2QOiS8/h8rAC8pGvLcPY6lJLR1WXBi3dJzeJAroUOGIApKWlRU2+am5uRn5+qoowbdo0PPzwwzjppJP204PTsggP/NnQKVmsdNx999345z//qe7fs2cPpk+fPugBKS0txS233KJ+9uijj6p4mtjTXeIB0fVR1JNHWrD06OhkFmnBclJ9PWfb2YKV/PMynFo1PIAcCB/zKiMYXZB55YPwwYWBrHyYwUd9L6dW+dUo26klqXYtM8+HYRxf1+pHe8iDsYXWPR99MW4rD6C536OmXbGCYTbtyoAP7jEx4OPYyjBKg8mDqknSgqXnOXAyi7RgOam+nG1FgSMGQPhiFi9erAznN910E37zm9+olqmtW7fC4/Hgsccew+mnn65M5R/96EdVRePCCy/cT4Pu7m6w5YqxixYtUtO0ent7FWi88soruPTSS0GvSVFRkTqLOS6//HIBECufpMPkHgGQw+SNyOLXEADJQrzDJNQpAIklAHo+jMoH4aOW8OFKDxGG4Xxju19VCDKBj8Y+t6pE9MfcA/BhbjhXS/8iLnCvCJcF0nA+u9x82hXfXhrH32wMoKU/teeDr9GsYmLAx5oB+CjyJXB8dXhYr4gAyGHyIGXxawiAZCGehOZEgSMKQDhy97LLLlP7PaZMmYIHHngAnITFi2by3/72t2rvByEjEAjsJ+Djjz+uRuvSS0LPSENDg6qccA9IeXm5uveOO+5QFRL6RC655BL13253+sZfqYDk5HNq+RABEMtSHbY3CoActm+N5V/MCQAhRGzp8GJbZ8pwbhU+2AbF5YRsg4omUvAx0WLbVXNfasmgAR80nHPUbrqKCeGjJwq80RhEJ+GjMKbM8WbtWhSfhvhX64NoCblRFYxjfnXYdETvgfBR4E1iYW0IRWn2gwiAWP6oH7Y3CoActm+N/GIDChxRAHI4vmsCIIfXuyIAcni9HyP5bQRARqLa4RWTawAhfHCLN0fK0kc9ryKCMQOb0c3ap7hkkG1QsYQLR5VGMKkkBq9JxURNrep3463mAEIDbVf0bpi1a/Fd6osCK+uD6IykKh/HVEZM27UM+Hhlbwo+KoMJnFAbMp2udSj4WDSm3xRaBEAOr+dpJL+NAMhIVJOYXCogAJKl2gIgWQqoOVwARLOgDqQTAHFAdM1H5hJACB9su9rQ7ocHScytiGCcBcM5IaKh143VzQHECR9l1vZ8sILRHnLhtcYgwjGXmnQ1u9x8w7kBES/W5aE74lK+FLZB+SwMCmPlg/DRHPKgIhDHR8aETJcaGvBBzwdH7bLyQfgo2H9v7yHf+Xda87F59gqcteQUzZ8M4Jf3Pooz14sJXbuwByQUALFbYcmfrQICIFkqKACSpYCawwVANAvqQDoBEAdE13xkLgCEIBCKuxR8bO/0weNKqlG7ZoZzxsVU25UX77X6wEHq00dFLW04jyeB+l4P3mn2I5zgqN0o5liAD57JDedvNQbQHXUpX8qHLcCHgp2wG283+1XlozyQsAQfhseE3pTGPg8KfQmcWBNO23bFjwDjuL/kzzuLEVt4M85ZukjzJ0MARLugwyQUAMmV0nLOSBUQABmpcgNxAiBZCqg5XABEs6AOpBMAcUB0zUfaDSCnVDaoXRbc8cF/8r1JzC4zr3zwCzYhYme3V32p97qT4MjcGaXmSwYZu6fXg1UNATU1ihvOj64wr3wwjvDwan0AkXjm8PFmox9dETcqggksHG1e+eB5XE7I18eKySh/AguqhjecG2894zjFa0ObD680FKJ2yXJ8bKlUQDQ/GjlLJwCSM6nloBEqIAAyQuGMMAGQLAXUHC4AollQB9IJgDgguuYj7QSQxLPLsLCiAbu6verLMn0X9G6w7cpslxrbtZr63VjdFABbsKaWxNTGce75SHfx3o6QC6+z7Sruygg+OO3qraaAqmTU5ltru0oZ1V1qXwf3fFQE4ziuJqyM6umuFERAjQSuG9hw/qGKMMqCSVNjPIGOlSSa+Jv6AyhdfBOWniEAovnRyFk6AZCcSS0HjVABAZARCicAkqVwNoULgNgkbA7TCoDkUGybjrITQCLPLMOkYAs2tvuUWXxmaQTjLcCH4fng6Fv+O3d10DhuBT5oOH+jKaDgY5LFygfP6Ay78HZLAO0hN2oLYlhQFTH1fBjtU5zKxfYpwsexVebTrlT7VNSlNrETPkYF4soPMypw8J6PoW874wgfO7pS44tZTfJ4vOg87r+xeLEAiE2PiO1pBUBsl1gOyFIBAZAsBZQKSJYCag4XANEsqAPpBEAcEF3zkXYCyN7f/icK0abgY0ZpBBMyhA+2YE3LoPLBUbtrWgLoj7owucSa58PYcL6eG85DHowuiCl/StBCBYPtUxsH4IN7PggRZns+jIoJ29G4ZLDUn1pOeKglg8PBx7YOH/K8SRxVGkVbNIDtc1YIgGh+LnKZTgAkl2rLWSNRQABkJKoNiREAyVJAzeECIJoFdSCdAIgDoms+0k4Aef2hGzG3qCkj+OCoXe7rIBjQ8zG9NGap8sElg+tauOHcrQznVqZd8YyWfreqRBjwQRgw2/NhbEZnXGO/V204p6/FbMP5UPhg5aM0EFe7TMqCiYM2nFuBj9GFcWxoz8dWARDNT0Vu0wmA5FZvOS1zBQRAMtdsvwgBkCwF1BwuAKJZUAfSCYA4ILrmI+0EkLcevhHnjauz1HZFz0ddjwesRETjLgUt00eZG84JEfW9brWcsC/qVqN2jyqz1q7V3O9WFYyOiBtjC2JqvG++13w5YUfYpfaYNPYRPmKqElESMPdu0CvCygdfZ2kgoeLK88zhI5IAWPXY1ulVbVeMI3zQYC97QDQ/EA6kEwBxQHQ5MiMFBEAykuvgmwVAshRQc7gAiGZBHUgnAOKA6JqPtBNAGv/vP3H++D2WDOe7ezzKkB1NuJRXhKZzM6M64WNvrwcb23yq8jGlmBWT1IbzdBfjUvDhQ2fEo5YMziyNosBnDhEHwgfj6N0w26hOzwehxah8WIEPvgbuFSG00HSe701BiwEf/LkAiOYHwoF0AiAOiC5HZqSAAEhGcgmAZCmX7eECILZLbPsBAiC2S2z7AXYCSOyZZTi9piHta2DlgyNzCQOhuBvTSiKWRu0SIth2xQpGd9Stpl3RqB7wpK9gqM3oITc2tfnQFk7Bx7RRUUvtU1xKuKnDh/perzKcE5SseDf6Y1DwsavbhxJ/XEFEZX76ygdFozZbOrzY0uFHwJPArNKo2ho/FMwEQGx/RGw/QADEdonlgCwVEADJUkCpgGQpoOZwARDNgjqQTgDEAdE1H2kngCT/vAynVg0PIAo+ejzY2OFDKObCjFFRNfHKbOO4mpLVR4ggfLgwqTgFEcGM4INtV3FVMbFiHOc5hJb6vszgIxSHgiRuOC/xEyIiluAjRvho92FLpw8Bd1IZ1QkfbLsaegmAaH4gHEgnAOKA6HJkRgoIgGQkl1RAspTL9nABENsltv0AARDbJbb9AKcAxPB8sDJA+OCG88mED7d5BWNf5YMbzmPK92FmHCe0tIXcah9Je9ijPB9W4YPtU+8RPlj5yGMFw7zywTeOI3PXt/rVJvdif0JBRIWJ54NxhA8a3Dlq1+9OYl5lGLUFh66YCIDY/ojYfoAAiO0SywFZKiAAkqWAUgHJUkDN4QIgmgV1IJ0AiAOiaz7SCQAhfOzq9mBr577Kx8SSGPw2wkd7iBDhV21XhA+2a1mpfLB9itO1jMrH7HLzfR18i6JxqOWEHLVL+JhbHjE1nBvwwXa07V3cnZLE/MowqoeBD94vAKL5gXAgnQCIA6LLkRkpIACSkVxSAclSLtvDBUBsl9j2AwRAbJfY9gNyDSAGfGzu8CuDNduuJhbHlHE8nZGbFYymvtS0q56oG5OKo5hqofJhjMxd1+pHe8iDsYXWDOcUPhQDuAyxYWDJICHCbNqVAR9rm/fBx7GVYVOvyKHg47jqMCpNKiYCILY/IrYfIABiu8RyQJYKCIBkKaBUQLIUUHO4AIhmQR1IJwDigOiaj8wlgBA+OO1qYztH7UK1XU2yWPngvg5CRE8kBR9snzLzfBibygkRHWG3MpyzgmE2ateAiFWNAbXhvJwbzisjKPKnn3ZlxK0ZgI8iXwLHV4dNp2QNhY8dXT54XEkVZ6Vda11rPjbPWYEzz5BN6JofjZylEwDJmdRy0AgVEAAZoXBGmABIlgJqDhcA0SyoA+kEQBwQXfORuQIQVjt2dXOikw/RBNQCvglF5p4PQgsrEO+1+tAbS8EHR9+aTbsifLSE3FjX7EdnxI0xhTEcbWHJIOXtiriwtsmPppAH5QFCRAgFvvQVGsbRqL6+xa+mehV4k1hYG7IELfSY0OC+u9er2q6swgcrNM/vLkbfCd/Ex5Yu0vzJAH5576M4c/3fUeZNas8tCfcpIAAin4bDXQEBkCzfIQGQLAXUHC4AollQB9IJgDgguuYjcwEgrHbs6PKqPR+c4kQTNysfXpd52xX3fLzV6EcCLkwqSm04NzOqUyJWTFbWB9ReEVY+jqmMmEKLAR+v7A2CSwO5LPDk2hCCJssJGcf732gIqBG/9JYsGtNvqdLSF3Wpze98nUHPPvjgsKt0LWk0uNOo/vc9RahechPOEQDR/GTkLp0ASO60lpNGpoAAyMh0G4wSAMlSQM3hAiCaBXUgnQCIA6JrPtJuAFlU2YCGXjdWNwcQT7jUtnErSwZZweDejVfqg+iPuTCxKIYPVUbgdZsLwGrLi3V5Kn50QVxVFMxG+zIrQem1hpTno8SfxEfH9psuNTTi6PngqF1WPggfrJiYXZx2xalc2wZG7S6w4PlgTlaFdnZ78G5rALt7g6hZshxLpQXLTO7D9ucCIIftWyO/2IACAiBZfhQEQLIUUHO4AIhmQR1IJwDigOiaj7QTQLiI8KjCJmXkjidTno/po8w3nBvwsbI+iL6YS7VqzbMAH4zj1KqX9qbgo7Ygjg9bgA/GsaLwVlMA9X0ejPIncMqYkCl8MC6SAN5t8WNntxeFvgROrAmbtl0xjm1om9tT8MHKx4KqsOmULMZRx90KPvyqQuL3eFUL1uLF4gHR/GjkLJ0ASM6kloNGqIAAyAiFM8IEQLIUUHO4AIhmQR1IJwDigOiaj7QTQFr/cB38sXb1pXlaCTeVZw4f44tS7VNmlQ9+Oe+JAq83BJXhPBP4ILS83RJAfa9HtV2dWBNCnkkFg+dxySDbyuhtIXwQIkYF0hvVDWjhjo8UfCQwryKCKpPN6IyLJYG6bg/Wt/nBFi22svXGA9h+9AoBEM3PRS7TCYDkUm05ayQKCICMRLUhMQIgWQqoOVwARLOgDqQTAHFAdM1H2gkgbzx0I2YUNKmWK06tsgIRHWEXXmtItV1lAh80jrOC0U74yLfWdpWCFpcyuO/t86IsEFcQYWY4Nyotm9pT8FHkJ0SEURY0hw9WWrZ3puAjz5NaTliTZs8H324DPrg1npUPdqFxjwk3wG/syMfWOQIgmh+LnKYTAMmp3HLYCBQQABmBaENDBECyFFBzuACIZkEdSCcA4oDomo+0E0Bef+hGnDN6r/qybAYfqU3lLqxuShnArbZdMa4zTCN3AO0hVj5iWFAVMfV8GCN6uVfEGLXLSoTZqF3G9cWgpnnt7Pah2JdQ07XKTfZ1GG1eNOOz+pHvTWJWWWTYDefG23wQfLhSu1MIHx63LCLU/Dg4kk4AxBHZ5dAMFBAAyUCsQ90qAJKlgJrDBUA0C+pAOgEQB0TXfKSdALLzievx6Ul1luCDU6s4DYpLBicUWjOcEz644ZwtSW0hD0YXxPChioiaWpXu4pf6zogLG4fAByHCbMlgCj5c2NrhTcGHP4HZZRHTfR1D4WNbhw953iSOKo1idGFcTQVLd9GoTs8HXyPvpY9m8gB8ME4WEWp+IBxIJwDigOhyZEYKCIBkJNfBNwuAZCmg5nABEM2COpBOAMQB0TUfaSeA0IR+ek1D2t/Y2HDOL9jdETcmFkVxdIXViolbTZEy4IPtTHkmI3ONzegcYdvY70VVXhwzSyMoteDd2AcfXpT4EwoiKi14N9h2xcpHpvBhbI1X8DGk7YqVD+MSANH8QDiQTgDEAdHlyIwUEADJSC4BkCzlsj1cAMR2iW0/QADEdoltP8BOAEn+eRlOrRoeQAgfjX2EiAH4KI6qBYV+T/qXzTju29hI+Ah7MLYgpsb7mm04N+Bjc4cPjX2Ej5iCiOJAMm0lwmi7YusUp11lAh+ckkXw2NbpVW1XVisfxqjd9fR8uKCWLxptV0PVEQCx/RGx/QABENsllgOyVEAAJEsBpQKSpYCawwVANAvqQDoBEAdE13ykUwBiwAfboLqjqcoHvSJmG84N+ODmcMIHlwzyy3mBz9wAToP7UPhgnJWpVZySxbhd3T6U+OOWKh98m7iPhF4Rms7zvamKiZW2K8LH+11e0J/idiUxqzSCicVx5fk48BIA0fxAOJBOAMQB0eXIjBQQAMlILqmAZCmX7eECILZLbPsBAiC2S2z7AU4ACCGCm7+3tPvQHXWpv9mfNiqKoMd8MzorHyn4cGNsQVxN1+Lm8XRbw/d5PnxoUm1XKWixAh8ctUtI4pJBVj4IA2ZtV3zT6N1ghWZ7lw/5ngRml5sbzhlH+Nje6cWmDh+QhDK4jy86NHzwfgEQ2x8R2w8QALFdYjkgSwUEQLIUUCogWQqoOVwARLOgDqQTAHFAdM1H5hpADPigB6M36lKG6iklUVPvRmpKVsrz0T7QdmUVPjiil21ejf0eVFuED8pM7wZboHZ3e5XhnB6TCpNpVwZ88Pdk5SPPm8BcC6N2DfhgqxarJoQmGurHFg4PHwIgmh8Gh9IJgDgkvBxrWQEBEMtSHfpGAZAsBdQcLgCiWVAH0gmAOCC65iNzCSCD8NHmQ28sM/jgtCu2JBmeD7ZrWal8cKQvd2c09XlQlR9XFQyzaVeUOBoH3mnxY3dPCj4IEWajdg34WN/qw44u7vlI4pjKsOmSQSOOlQ/6TAbho8h8Sta61nxsmbMCS8+QTeiaH42cpRMAyZnUctAIFRAAGaFwRpgASJYCag4XANEsqAPpBEAcEF3zkbkCkGgC4CI9fsHmNKmpJSlTtdnUKm5Rb+5PtV11sPJRaN3zwaWEG1p9aA551LQrVjCK/enbtSivsZywbgA+jq0MozSY3qjOOFZ0NrenjOp+dxLHV4ctQQuXLm5To329Cj7mVUYwuiB95YPnsULzt7pidB3/TXxs6SLNnwzgl/c+ijPX/x1l3qT23JJwnwICIPJpONwVEADJ8h0SAMlSQM3hAiCaBXUgnQCIA6JrPjIXAEL44MZweiLiyRR8sO3KiuGcU7Lebg4gFHcpwzm9FGbTrigR27XebEztFSF88Eu9WcWEcfSkvNkQUB6TIl9CQYSZV8SAj7eb/Wjo8yDoSeKEmpAlaCF8cBM7Ky1eV1L9nrWED1d6P4yxUf3FPUUoX3wTzhEA0fxk5C6dAEjutJaTRqbAEQUgO3bswOc//3m88847mDBhAu677z4sXLjwoFee7r7nnnsON954I/bu3YvjjjsODz30EGpqalSO2267Dffffz/C4TDOO+883HPPPfB602+fEgAZ2QfPrigBELuUzV1eAZDcaW3XSXYDyKLKBjQRIloC4JftaSVRZTjnqF0z4zgrEasaA+ik4bwwpgzZZhUT6sTpUyvrg+Byw+q8OOZXhy1BC9uu3moKoK7Ho2BlYW3IdDM6z6PhnG1enFwVcCdx4gB8pHt9jKPhnNO16PnwED4qrMEHW9mM5YTvd+eheslynCktWHY9IrbnFQCxXWI5IEsFjigAOfXUU3Huuedi2bJleOGFFxSMfPDBB/D5fPvJMNx9fX19mDp1Kp566ikFHytWrMDmzZvx5JNP4h//+Ae+8IUv4OWXX0ZhYSE++clP4hOf+AS+/OUvp5VYACTLT6DmcAEQzYI6kE4AxAHRNR9pJ4DEn12Go4ua8BYrGANtV/Ru+Nzp4YMvsS+agojOiFtVPo6pjJhWTAz4eGVvEC0hNyqDCZxQGzKdrsU4wsea5pTno8CbxKIx/ZaghfBBz8f7XT7VdpUJfHCjOgGEez7mV4ZRPbDUMB24ED7Yyrau1Y9YwgWvx4vIiTdj8WLxgGh+NHKWTgAkZ1LLQSNU4IgBkKamJgUPbW1tg1WJ+fPn48477wSBw7jS3dfc3IwHH3wQrILw6uzsRHV1tfrf66+/HuPGjcPy5cvVz55++mmVm2CS7hIAGeEnz6YwARCbhM1hWgGQHIpt01F2AkjXH6+FO9aBcMylWq5ml5tvODcg4sW6PHRHXMoLwTYon8lywqHwQc9HRSCOj4wJmS41NOBjbXNq1K4BHwX7/13ZIdUnfHDa1bZOn6p8sO2qLGjuMTFG7W5o98ODJI6tCqO2IJF2GSJ/AcJHQ68bq5sDiCdcavliOOHH9qNXCIDY9HzkIq0ASC5UljOyUeCIAZCVK1fiqquuwrp16wZf78UXX4zTTjsNX/ziFwcE9s7wAAAgAElEQVT/LN19BJDGxkbVWmVcbL966aWXVKWD+dl6xWvTpk0qN1u1BECy+YjlNlYAJLd623GaAIgdquY2p50A8ubDN2JyXjMmF0cxxwJ80IDNpX8v7U3BB70QH7YAH4zjvo5VDUE09btRHkhYgg/GsV2L7VM0gBf6EjixJmzadsU4+lpoOCd80POxoMrccM44murZqsWxwGy74qjdMYXpp10xzljcuIbwkQSmj4pi+qgYNnbkY+scAZDcPjV6TxMA0aunZNOvwBEDIGy5uvnmm7Fq1apBFT73uc9h7ty5uO666wb/LN19BJBYLKa8HsY1efJk/O53v1MAwvxnnXWW+tGuXbtU7o6ODi2q76pvw+W3PIYoLPwVmJYT/zWTRGMxLJhShXtvulC7AD/7v5V47Pl1KCzK155bEu5ToKurG7dd8zF8eO4krbJEY3F85qaHESgs0JpXkh2sQKi3D4/e+ll4vRZKDBkI+Po77+Mn3/0qjittwaRRMWWqTnsRPuLAe600jrtQHkxgVln0kNu/98szAB/0UXDqVbEviaMrIvAeYmv4gXE0chMGWDHhyFwuJ6T3A+l+V8JHEuCELLZC+T1JZaovDZhUPgbggyb1nV1e9bomFkdRlZdI64XhMsIEALXFvd2vQIR+mHEDI3rf7wqgYunXcMG5Z2Tw7li79dYVP0XtW6+g2CNTsKwpNrK71hTU4so7v4bxtWUjSyBRooDNChwxAPLqq6+qSsf69esHJbnooouwZMkSXHHFFYN/9v/bOxOom6r3jz+GzGOmZSpTyJAhJPxIxkxplUJkKJGIyLwQDWSIKJmnSKaKSIRIRQhlKkkDQhkyk+S/vs9/nbuOt/e+77133/fes+/73WtZXPfsc/b5PGefu7/7eZ69EzoO4VnwaCB53Sm5c+cW1Onataue/5FHHtGv9u3bp+c+cuRIEpuApycBEiABEiABEiABEiCB5EPAGgFy8uRJXfkKXowMGf5/BvqOO+6QOXPmSLVq1XwWS+i448ePyxtvvCEbN27U448ePSrFixf35YBkz55dhg0bpt/Nnz9fz71mzRq/T8M777wjN27ckCeeeCL5PDG8UxIgARIIIwF4nps0aSJVq1YN41l5qkgRwG9ut27d5L333ovUJXmdMBPgWCbMQHm6gAhYI0BwN3Xr1tWE8wEDBsjChQs1ZOrHH3+UVKlSybvvvit16tTRpHJ/x2EVLIRcoW7NmjV1Na2LFy+q0Pjiiy/k8ccfF+SQZM6cWc8Br0iHDh0oQAJ6lHgQCZAACQRPgAIkeGZeqkEB4iVrhNYWCpDQuLGWGQGrBAiW3G3fvr3uA1K0aFGZMmWKYCUsFCSTL1myRGrUqKFL8/o7DjkiyBmBNwSeE+wDkiNHDj3HmDFj1EOCPJFWrVrp55Qp/Qf9stOaPXysTQIkQAIUIHY/AxQgdtsPredYxn4b2ngHVgkQrwG2tdNCYGHvlLRp00qKFCkkXbp0cs8992huDJY63rVrl+bCHDx4MCTk2bJl01ydAgUKhFSflQIn8MILL8jMmTNVlGMZ6cQK9rjBCm+0TWKkkub7tWvXSr169XThC+w15BRMihQqVOimBTXiawHqlyxZUu2HsCWsBNimTZukaWyEzupVAYJ2YaJq+vTpN5HA+w3Ls+M9Cv6hvidDwYtJMfTfuG0K5VzhqmODAHF+8xAt4S7oS+680nAxcZ9n/Pjxeg0v2Szufdo6lkkKe/GckSNAAWLA2tZO67yMDx8+rAMZhKY9//zzuvLXqlWrKEAMnolIVr1+/bqULl1a2rVrp5dFaGJiBQsx5MyZM0HPXmLn4PehE4CAwOp9mADAQheYBEAJVIBgI1bYGfkSWKEPkwf4Y3OxVYCUKVNGbYD+FKmCdzXe31myZInUJRO9jk0CxPnNS/SmwngABUgYYfJUMUWAAsTAnLEiQIAAyfbdu3fXneHdHpB///1X/x+bN+KHr3bt2jqTkzp1atm5c6fuRo9ZQnhOEM6GHBu3B2TQoEG6d8uyZcs46DV41uKrunLlSlm0aJG8+uqr0qBBg5tm8jBTihBFLJKAvCg8q7CN2wMCO44aNUquXbumCzzgGHhRmjdvLhUrVpTt27frqnH4P4Q3xp09DPPtJIvTQYBgg1P0kbJly8rAgQP/I0CwVxFEJWbWITIxOYB8NSwfPnToUMmfP7+MHj1aPV+YgYf36+rVq779jU6dOiW33Xab2u7YsWO6vxEW3EiTJo3WqVKliqdY2ypA3B4QhP1iMRK8C2EzrMwIoQg74T155coVXUAF703kK+bNm1f3pIrPznj/IoS4cePGsm3bNp0YQmgw+rjbA4JNeZGjuGXLFg0jHjdunB4T6RILAgRepfj6iWMLrIi5detWteHEiRPlrbfe0v6JXFJ8RvH3PnULEH/XibTN4l7P1rFMtLnx+mYEKEAM+NnaaeN6QC5cuCBdunTRH0X8YLoFCEJFhgwZIt98840OZitVqqTJ/xj4YAWxESNGyMMPP6wD2fXr16tQcQQIEvoxaMJGjxj4soSXQIsWLaRz5866YAIWYBg5cqRUrlxZMCCAbX799VddUAGLLGCxBSyq4AgQzLxDWOAHEaE/GDBhcDR58mQNv8PgBqIUogP74WDQjB9hFjMCECDoExACyF9DX8uXL99NHhCIjcuXL8u0adPk0KFDUqpUKf0bx2HWHQMdeECcECysBvjYY49p7hvKrFmz5IMPPlDRDyGJvo3nBIPZZs2a6YAWHhivlFgQIFgFCnmIuJdz586pl2vGjBlqC7w/MVjFku/9+vVTrwkmB/zZGX2vXLly+i5FuB7E/+uvv67LxbsFSKdOnXRFSAxwYVv0TwigSHvEbBcg+F3z108wIQdbbNq0SXNGsVANBL/ze5grVy7fQjj+3qeOAEF/9mp/tHUs45V3GNsRGgEKkNC4aS1bO60jQODGRw4IBAgGMRiwYOAaNwcEs3fOjxr2SsGAFYNfDHbPnDmj58AsOmZhMcCFAJk7d6707t1bY6UxY8sSXgLgjgEsBjZYKAEDnR07duhsHAavGKxCHMJOziILaIHbA4Lj0qdPrw3DrCw8WBAdECBYzMHZ4BO5Chi4JrQiXHjvLnbPBgECoYi/X3zxRRUW6CvuECzMoOMPPBYo6JOwDQZA8QkQ5IDAg7V8+XIdLMFW2CMJno7y5cvL+fPnfd4r9FlMFsCT6ZXiZQGCgX/ccCeEMaKvuT0gL7/8smCBEwgE9Etn8RIMPvEO/PDDDxU3JmngUd67d6/aOD4743rof84muBjwwqaYUHALELxXV6xYIRUqVNBz452ApeQjXWwSIBAM7oVlIPAGDx7st5/geKy8iXtEwbHwME6aNEk/43cTXmjYwN/71BEgffv29Wx/tHUsE+lnndcLLwEKEAOetnbauB4QfMaPJ9z+EB8IDXCS0PGjBiGBMCrMkGOWFbN9mG3DIMeZdXVjhADBzBxm33E+Z5BrgJpV4xDAD2CvXr18whCzeBiwIuwGs9uYocNAF3aF1+rtt9/WH0tHgGDwgkHTRx99pAISdkbYDgbGsH3Dhg19G3zG/UxjhE7ALUAQz3/nnXfqsuDYQ8FJQseAE4NyhE+hz6HvQRhiUOpPgCBM69Zbb9VnAjOxGKzu379fRYt7wQF4wvDsQJh6pXhZgPz888/q/XOXEiVK6F5SbgGCCRgch/2jEKYDO2DAicEn3oEQkCgIa4SYQD/1Z2e8P9H/nE1wkcDsfHYLELxjkUeE5yaaxSYBAuEIT79TMLF24MABv/0E/ROeRud3DpMGmLCDHVCQxD5v3jwVnf7ep44AweSdV/ujrWOZaD73vLY5AQoQA4a2dtq4AsRBgNlShAsgV8ARIJitw0AJIQMYDCG0AN+3bt1aZ3MwS4cZpb///ltnc/FCxg8oZvwQKoLZd8Qvs4SXAFYtA1f35m1IUIaXAjkcToFXCnkDu3fvFuSMOALk66+/1k03EVqQNWtWnYXHHwqQ8Nop7tncAgTfLViwQAep9957r0+AIDcEA1jH44T+BtskJEAQ7ggvCvIO8F5CCBYGsDgXxKWXi5cFSCirYCGs8f7771ePMuwCm8NTgbJ69Wqd0IGo8GfnQAUIJgyWLl2qnmgUhAtBjDgLG0TK5jYJkPiS0BPqJ7BTIAIEgt/f+9QRIBAvXu2Pto5lIvWM8zpJQ4ACxICrrZ02PgGCPI1GjRppwiRmSR0Bgr8xOMKPJmbbcAzyPzC7jhWY+vTpo54TDIaxgpY7BwQzdHjhYlYQbmyW8BDAzDZyPpBYDO+FUxCGBY8GZl4RZoOwKszwYfYVceQYBDkCBAIRgyEcDxEJbxZi15HQSg9IeOwU31niChAcA2GBgS48ixARWFUJtsGsKgQKcjjgJcEsOEI9EFqHf7uX4YUHDGFYmBTAHkb4g4JzYKlmfMbMfI8ePXQyAd5Jr5RYECDgi4Ry2AWhOIj1x+8DNrjFBAC8HRAHWLQDfRJJzP7sDI9VIB4Q5HRhgmHq1Kl6foQT4Z3AHJD/Ptn+Jt2cI/31EwiLQAQI3pv+3qfuJHSv9kdbxzJeeYexHaERoAAJjZvWsrXTuvcBwX3Ag1G4cGGdwcHg050DgsRHrO6CMCqE8jRt2lQFB2ZksfIV4s/xowdXNZKdcR73KliIS8egB2EkXhr0GJg96lX79++vogEJ4+6CmUjMiiJcAINULCAArxWSY5EAiWRmdxI6bInzIGRn+PDhui9F27ZtBWEnDMFKGjPHJ0AQloN8DeQbQIAgRAr2wwAV/Qsx50hoxio86GMQl1j5DGFZ7n1AkNQMryNyFJxFHxBeggR0zPziWUCoFj57qcSCAIFtsIoSbIWFG9CPMOONwSfeocijwzsQIhE5A1iZzp+d8bsCT3NiIVhnz55V0QMvJnIVJkyYEJWFImz3gKAv+OsngXpAYFd/71OEuzr7gHi1P9o6lvHSe4xtCZ4ABUjwzHw12GkN4LEqCZAACYhovgtmmd3hhLECxoY9IExZ2yBATO8x1utzLBPrFvbm/VGAGNiFndYAHquSAAmQAAWI9c8ABYj1JrQ2msN+8sn7DihADOxPAWIAj1VJgARIgALE+meAAsR6E1KA2G9CK++AAsTAbBQgBvBYlQRIgARiXIAkBwNTgNhvZY5l7LehjXdAAWJgNXZaA3isSgIkQAIUINY/AxQg1puQHhD7TWjlHVCAGJiNAsQAHquSAAmQAAWI9c8ABYj1JqQAsd+EVt4BBYiB2ShADOCxKgmQAAlQgFj/DFCAWG9CChD7TWjlHVCAGJiNAsQAHquSQIwRwIZ/M2fO1E3hsLdKUpUxY8YIdtvGnh+xUGJ5Gd5YsE9i90ABkhgh73/PsYz3bRSLLaQAMbAqO60BPFYlgRgicP36dSldurRuDIcyYMCAJLu7S5cuCTYTzZIlS5JdI5InpgCJJO3wX4sCJPxMI31GjmUiTZzXAwEKEIPngJ3WAB6rkkAMEVi5cqXucI0dyhs0aKA7HzslW7ZsMmzYMPnkk0/UczF27FhZtWqV/jtFihT674wZM+pn7KZ99OhRSZMmjXpTsEP6uHHj9Hw7duyQBx980LebPTwgp0+flg4dOsiWLVskR44ceiyuf+LECRVDBw8eFIgj7ICOndJR0B7stI42//TTT7pr98CBA6NmDQqQqKEPy4UpQMKCMaon4VgmqviT7cUpQAxMz05rAI9VSSCGCLRo0UI6d+4sdevWlTp16sjIkSOlcuXKeoc5c+aUPn36SL9+/WTatGkqBHbv3i3FihXTY59++ml59NFHpWLFitKlSxc9z7Zt26RZs2by22+/yZQpU+Sll16Sr776SooWLSruEKxOnTpJhgwZBDtuo079+vXl+PHj0rdvX7l8+bJe79ChQ1KqVCn9O1++fNqerl27yvDhw+WPP/7QcDEIGYigaBQKkGhQD981KUDCxzJaZ+JYJlrkk/d1KUAM7M9OawCPVUkgRgicOXNG7r77bvU2pEyZUmbNmqXeiokTJ/oEyIYNG6RMmTKybt066d69u+zbt0+/g4CAOGjcuLGUL19ezp8/L6lSpdLvIGBGjRole/fulY8++khWr16t/+8WIPnz55cVK1ZIhQoV9Du0JXv27Or1wB94UlCKFy8us2fPlmrVqqkAWbt2rV4PBcejvYULF46KRShAooI9bBelAAkbyqidiGOZqKFP1hemADEwPzutATxWJYEYITBp0iTp1auXpEuXTu/oxo0bOvD//fff5ZZbbtEB//bt26VQoUICIYJkdXxGgccDnpCaNWuqOChQoICPysWLFwXnRjjV5s2bZf78+f8RIPB+QMzg3O6CRHgM7I8dOyapU6eW7777TtasWSM1atTQ9iBkC9dFifs50mahAIk08fBejwIkvDyjcTaOZaJBndekADF4BthpDeCxKgnECIF77rlH3njjDalatarvjpCrgdyM5s2bByRAWrZsKWXLllUPRtzy5ptvqmCYN2/efwTIbbfdJkuXLvWFe/3www8qRipVqqSiCG1AKVKkiMydO5cCJEaeOS/dBgWIl6wRWls4lgmNG2uZEaAAMeDHTmsAj1VJIAYI7N+/X/M4kDiOhHKnIAwLYVPvv/9+QAIEXhGEceHvVq1ayZ9//ik9evTQ/I85c+b4FSDI5bh69apMnTpVl/+tV6+etgWeFIRs4ZwLFixQT8vChQulYcOG9IDEwHPnpVugAPGSNUJrC8cyoXFjLTMCFCAG/NhpDeCxKgnEAIH+/fvLX3/9JZMnT77pbjAog3fi8OHDUqJEiURDsCA8Dhw4oAnoqIOwKaxchc8JeUDOnj2rq11t2rRJcuXKJRMmTNBEdIRuYaUrhFe1adNGTp06JTNmzJCtW7eqKGEIVgw8fB65BQoQjxjCoBkcyxjAY9WQCVCAhIxOuHuoATtWJQESIAEQYA6I3c8BBYjd9kPrKUDst6GNd0ABYmA1dloDeKxKAiRAAhQg1j8DFCDWm5ACxH4TWnkHFCAGZqMAMYDHqiRAAiRAAWL9M0ABYr0JKUDsN6GVd0ABYmA2ChADeKxKAiRAAhQg1j8DFCDWm5ACxH4TWnkHFCAGZqMAMYDHqiRAAiRAAWL9M0ABYr0JKUDsN6GVd0ABYmA2ChADeKxKAiRAAhQg1j8DFCDWm5ACxH4TWnkHFCAGZqMAMYDHqiRAAiRAAWL9M0ABYr0JKUDsN6GVd0ABYmA2ChADeKwaNIF//vlHbrnlFkmbNq2vbtasWaVJkya6E3emTJmCPicrkEC0CXhpGV605dVXX5WUKVPehKVWrVqybt06OXjwoBw/flx3lI+7P0sgHLdv3y7Y9R7n8VfGjBkj33//vUyfPv2m6wVy/mgcY7sAOXfunPTq1UtWrVqlm3rmyJFDnn32WXnuueeigTMq1+RYJirYk/1FKUAMHgF2WgN4rBo0AUeAYKM67HSNcuLECWnbtq2UK1dORo8eHfQ5WYEEok3AawIEAgOD//jKuHHjdJCKDShDESDow9i4EhtE+iuXLl0SHJclSxZxXy/advJ3fdsFCDb7vHLlim7emTFjRtm9e7fUq1dP5syZIw0aNPAq9rC2i2OZsOLkyQIkQAESIKj4DmOnNYDHqkETiE+A4CQYLL333nuydu1aFSTYGRszrNevX9fdtJ2ZvJ07d8qTTz6pM7jFihWT2bNnS5EiRXS29ZlnnpGjR49KmjRpZObMmVKlSpWg28cKJBAKAVsEyPr166VFixbqhezQoYPkz59fvvzyS7l27Zps3rxZ8uXLJ0uWLJHbb79dmjdvLhUrVhR4PH7//XcpWLCgfoc+6HhAbty4IX369JH58+drv+vWrZt+djwgrVu39l2vVatWMmXKFPn5558lT548irl3797y77//qkiJZrFdgFSvXl26d++udnHKL7/8Irly5VJB4u/9OHbsWPn8889l2bJlWq1+/fpq965du0bTHCFdm2OZkLCxkiEBChADgOy0BvBYNWgC8QkQDG4wOLnvvvtk2LBhKjYuX74s06ZNk0OHDkmpUqX0bwyOihcvLiNGjJCHH35YRo0aJRhQIewAA6UuXboIZgK3bdsmzZo1k99++00HWiwkkNQEbBEg4ACRAO+j4wEZOnSofPHFF3LnnXfK448/LoUKFZJXXnlFHnnkETl9+rSsWbNGUqVKJXfddZdgwHrrrbf6BAiEx4QJE2TDhg3aZ3HM4sWLVdQ4IVju66Ff1q1b1zehgEmEefPmSdWqVZPaRAme33YBArtA9MGm8HiULFnSd78Qif7ejwjTw0QN3qmw38iRI9V2ccP3omqcAC/OsUyAoHhYWAlQgBjgZKc1gMeqQRNwBAhCM1KkSKEeDsyAYvZu+PDhOouK/8Mf/BsFogOeDszmVa5cWc6cOaN1MWuLUBIImPLly8v58+d1oISC4yBQateuHXQbWYEEgiXgNQGCgWTq1Klvuo3JkydL+/bt/yNAIDCWL1+uxyIPa8eOHRq6AwGCPJGePXvqdw899JAK+7Jly/oECARLpUqV1EuJglwEzLjDoxGfAIGXE9eAt+W7776Tpk2bCmbq0Z+jWWwXIGD3wQcfyNy5c+Wzzz7TXDpMxgwcOFB++umnBN+PsDc8zng3L1q0SO1rY+FYxkar2d9mChADG7LTGsBj1aAJxPWAINwKs3UYkDizdt9++61gQHfs2DEdRGGggkESBMmjjz6qAxZ32bp1q1SrVs2XU4LvLl68qPHQCDdhIYGkJuA1AZJQDkhcD8iWLVvUC4HizgmBAGnYsKE89dRT+p3zGWLfCcFq1KiR9kkIG3dxJ6G7r4fcEIRfoU/jt+fChQs6URDtEgsCxGGICR14MWC3jh076iRMYu9HhHBh8gbhWLYWjmVstZzd7aYAMbAfO60BPFYNmkB8IVhDhgzRWdcVK1bo+TADhxVdEKOOghwPzOwhBAuDHyTAIkTg77//1tAszPahDjwjLCQQDQLJVYA88cQT2veQ94Fy5MgRyZAhg+ZgxecBwTHwmmDBCYieWbNmyd133x0Nk910TZsFCEQdPBfwYrg9SfCC7dq1S0OzEno/rly5UkUgktjxLm7cuHHU7RFKAziWCYUa65gSoAAxIMhOawCPVYMmEJ8AQdhG0aJFZcGCBRofjtV1Vq9erQMT/B9yOxYuXKizsaVLl9bBDmZcEcqB/I9PPvlEj33hhRc0l+TPP/+UHj16aMJr5syZg24jK5BAsARsEiAIl8Iy2Bigxl0FK1gPCAa+yBfBzDlm3hGOBWHhzgFxXw9cMdEArwi8mwkt5RusDUyOt1mAIFwVYapI+EcOCELgEHYFjxW8IFiO19/7ERM5EIMI34IAgTdrz549eg7bCscytlksNtpLAWJgR3ZaA3isGjQBf6tgjR8/XmdDscIOYtWRFAkh0qZNGzl16pTMmDFDEGqFPA/8H1a7QtIsYtULFy4sBw4c0JhnLO+LgQ0GPfjMQgKRIOA1ARLfPiDoFxhkfvrpp7qIA8KnkONhEoKFBOdBgwbpghHp0qXT5HL3KlhY3c59PeSAIHcrb9682j8hXrxQbBYg4AfB0bdvX9m0aZPmcuTOnVs9IhAk8Ir4ez9i0gbH4/2LAsGCSZtor0oWyjPBsUwo1FjHlAAFiAFBdloDeKxKAiRAAtwJPehnAJMHS5cu1RXuvFBsFyBeYBjtNnAsE20LJM/rU4AY2J2d1gAeq5IACZAABUhQzwC8lvjdwZ4/XikUIF6xROjt4FgmdHasGToBCpDQ2ekPAdzoSCZkIQESIAESCJ6Al0Kwgm995GrUqlVLzp49q94P5H15pVCAeMUSobeDY5nQ2bFm6AQoQEJnJ1hBAwLExqQzg9tmVRIgARIIGwEspIAcCGfvmrCdmCeKCAEk0GN1PWyyyGInAY5l7LSb7a2mALHdgmw/CZAACZAACZAACZAACVhEgALEImOxqSRAAiRAAiRAAiRAAiRgOwEKENstyPaTAAmQAAmQAAmQAAmQgEUEKEAsMhabSgIkQAIkQAIkQAIkQAK2E6AAsd2CbD8JkAAJkAAJkAAJkAAJWESAAsQiY7GpJEACJEACJEACJEACJGA7AQoQ2y3I9pMACZAACZAACZAACZCARQQoQCwyFptKAiRAAiRAAiRAAiRAArYToACx3YJsPwmQAAmQAAmQAAmQAAlYRIACxCJjsakkQAIkQAIkQAIkQAIkYDsBChDbLcj2kwAJkAAJkAAJkAAJkIBFBChALDIWm0oCJEACJEACJEACJEACthOgALHdgmw/CZAACZAACZAACZAACVhEgALEImOxqSRAAnYR2Ldvn7zyyiuyfv16OX36tOTOnVtq1aolgwcPlhIlSth1M2wtCZAACZAACYSJAAVImEDyNCRAAiTgJrB582apW7euVKtWTfr16yf58uWTw4cPy8SJE+XLL7+UrVu3yh133EFoJEACJEACJJDsCFCAJDuT84ZJgAQiQaB8+fKSN29e+fjjjyVFihS+S964cUP69+8vTZs2lRo1asi5c+cka9asMmvWLOnTp4+8+OKL8uyzz8qkSZNUrBw5ckSKFi0qvXv3lrZt2+p5unTpIhcuXJB58+b5zpszZ06ZPn26NG/eXMqUKSOtW7eWTZs2yQ8//CC45tSpU6VevXqRuHVegwRIgARIgAQSJEABwgeEBEiABMJM4NChQyoaEHpVu3btBM9+5coVSZ8+vdSvX18mTJggBQoUkFWrVkmnTp1kxYoVUqVKFfnwww+lZcuW8vXXX0ulSpUSFSAQPwj52rhxoxQuXFhmz54t3bp1k+PHj0umTJnCfLc8HQmQAAmQAAkER4ACJDhePJoESIAEEiWwdu1a9TZgwJ8nT56ABMg777wjbdq00WMfeOABzREZP368ry5CuSBmkFOSmAcEAuR///ufelBQ/vnnH8mWLZvMnz9fHnzwwUTbzwNIgI+V1foAAANoSURBVARIgARIICkJUIAkJV2emwRIIFkSWLduneZ/HD16VHM/UJD3gQR0p5QsWVL27Nkjjgfkq6++knvvvVe/hvhAyNXTTz/tO75jx45y9epVFRGBCJB27drJ888/76tfpEgRDfF65plnkqVNeNMkQAIkQALeIUAB4h1bsCUkQAIxQgB5GwULFtRQqoYNG+pdXbp0SRCahYLQKoRFff/99z4Bsm3bNg2vSkiAIF9kyZIl8QqQHDlyyIwZMzQHBB4Q5ID07dvXR/T222+XAQMGaF0WEiABEiABEogmAQqQaNLntUmABGKWQPXq1SVlypSyYcMGSZUq1U33CfExcuRIvwKkUaNGUqxYMc0JcQpCsGrWrKn1evbsqcnpECMo58+f10T2999/3ydAkDuCxHOUy5cvS/bs2fX4Jk2axCxz3hgJkAAJkIAdBChA7LATW0kCJGAZgW+//VZDrkqXLi1Dhw7VZPCTJ08K8kPGjRunHoo333wzXg8IhMSTTz4pq1evlgoVKsjixYsFIVU7d+7UFa7eeustGT16tOzdu1cyZsyo+4qMGTNGFixY4BMgp06dUsEBb8hrr72m3yMnJUOGDJaRZHNJgARIgARijQAFSKxZlPdDAiTgGQI//vijDB8+XJATAvGBRHB4JhAG5XginBwQdwgWbgCeDoRUnThxQnNC8LlOnTp6b1iCFwLmm2++0ST3rl27ytixY/VaLVq0UNHx0EMPyZYtW3QlLGyAiHM59T0DiA0hARIgARJIlgQoQJKl2XnTJEACsUwAAuSpp57SpXdZSIAESIAESMBrBChAvGYRtocESIAEDAlQgBgCZHUSIAESIIEkJUABkqR4eXISIAESiDwBCpDIM+cVSYAESIAEAidAARI4Kx5JAiRAAiRAAiRAAiRAAiRgSIACxBAgq5MACZAACZAACZAACZAACQROgAIkcFY8kgRIgARIgARIgARIgARIwJAABYghQFYnARIgARIgARIgARIgARIInAAFSOCseCQJkAAJkAAJkAAJkAAJkIAhAQoQQ4CsTgIkQAIkQAIkQAIkQAIkEDgBCpDAWfFIEiABEiABEiABEiABEiABQwIUIIYAWZ0ESIAESIAESIAESIAESCBwAhQggbPikSRAAiRAAiRAAiRAAiRAAoYE/g9DTvAdeAUVRQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq.plot(quantile=0.5)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another argument exposed by multi-level plots is `separate`. It is used\n",
    "to separate a single plotly figure containing multiple subplots into a\n",
    "list of separate plotly figures for each level. It is convenience\n",
    "argument equivalent to calling `.plot()` with the `quantile` argument\n",
    "for every quantile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airq_figures = airq.plot(separate=True)\n",
    "type(airq_figures)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq_figures[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "airq_figures[4]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As with any other plot, the full documentation and typing support can be\n",
    "found in the `solas_disparity.plots` namespace."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cyfunction plot_adverse_impact_ratio_by_quantile at 0x7f73bc3df1e0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sd.plots.plot_adverse_impact_ratio_by_quantile"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## More Plot Functionality"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the figures returned by plot functions are plotly figures,\n",
    "reference the plotly documentation for more functionality.\n",
    "https://plotly.com/python-api-reference/generated/plotly.graph_objects.Figure.html#plotly.graph_objects.Figure"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `update_layout` method to modify overall attributes of the figure, including its height and width.\n",
    "https://plotly.com/python-api-reference/generated/plotly.graph_objects.Figure.html#plotly.graph_objects.Figure.update_layout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "air.plot().update_layout(height=500, width=500)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plots can be saved as images using the `write_image` method. Here's an\n",
    "example saving a plot as an svg file.\n",
    "https://plotly.com/python-api-reference/generated/plotly.graph_objects.Figure.html#plotly.graph_objects.Figure.write_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "air.plot().write_image(\"air.svg\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or as a png..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "air.plot().write_image(\"air.png\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The size of plot when being saved to an image can also be controlled\n",
    "without affecting the original figure object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "air.plot().write_image(\"air_resized.svg\", height=800, width=1100)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clean up files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "to_clean = [\"air.svg\", \"air_resized.svg\", \"air.png\"]\n",
    "for name in to_clean:\n",
    "    if Path(name).exists():\n",
    "        Path(name).unlink()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.8.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
