{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quickstart\n",
    "In this notebook, we go over the main functionalities of the library:\n",
    "\n",
    "* [Installing Darts](#Installing-Darts)\n",
    "* [Building and manipulating TimeSeries](#Building-and-manipulating-TimeSeries)\n",
    "* [Training forecasting models and making predictions](#Training-forecasting-models-and-making-predictions)\n",
    "* [Backtesting](#Backtesting:-simulate-historical-forecasting)\n",
    "* [Machine learning and global models](#Machine-learning-and-global-models)\n",
    "* [Covariates: using external data](#Covariates:-using-external-data)\n",
    "* [Regression forecasting models](#Regression-forecasting-models)\n",
    "* [Sample weights for training](#Sample-Weights)\n",
    "* [Forecast Start Shifting](#Forecast-Start-Shifting)\n",
    "* [Probabilistic forecasts](#Probabilistic-forecasts)\n",
    "* [Ensembling models](#Ensembling-models)\n",
    "* [Filtering models](#Filtering-models)\n",
    "* [Anomaly Detection](#Anomaly-Detection)\n",
    "\n",
    "We will only show some minimal \"get started\" examples here. For more in depth information, you can refer to our [user guide](https://unit8co.github.io/darts/userguide.html) and [example notebooks](https://unit8co.github.io/darts/examples.html)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Installing Darts\n",
    "We recommend using some virtual environment. Then there are mainly two ways.\n",
    "\n",
    "With pip:\n",
    "```\n",
    "pip install darts\n",
    "```\n",
    "\n",
    "With conda\n",
    "```\n",
    "conda install -c conda-forge -c pytorch u8darts-all\n",
    "```\n",
    "\n",
    "Consult the [detailed install guide](https://github.com/unit8co/darts/blob/master/INSTALL.md) if you run into issues or want to install a different flavour (avoiding certain dependencies)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's import a few things:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\", category=FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building and manipulating `TimeSeries`\n",
    "`TimeSeries` is the main data class in Darts. A `TimeSeries` represents a univariate or multivariate time series, with a proper time index. The time index can either be of type `pandas.DatetimeIndex` (containing datetimes), or of type `pandas.RangeIndex` (containing integers useful for representing sequential data without specific timestamps). In some cases, `TimeSeries` can even represent *probabilistic* series, in order for instance to obtain confidence intervals. All models in Darts consume `TimeSeries` and produce `TimeSeries`.\n",
    "\n",
    "## Read data and build a `TimeSeries`\n",
    "`TimeSeries` can be built easily using a few factory methods:\n",
    "\n",
    "* From a `DataFrame`, using `TimeSeries.from_dataframe()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_dataframe)). We support multiple frame backends such as `pandas.DataFrame`, `polars.DataFrame`, `pyarrow.table` and more (see ***(a)***).\n",
    "* From a time index and an array of corresponding values, using `TimeSeries.from_times_and_values()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_times_and_values)).\n",
    "* From a NumPy array of values, using `TimeSeries.from_values()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_values)).\n",
    "* From a `Series`, using `TimeSeries.from_series()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_series)). Also here we support multiple series backends such as `pandas.Series`, `polars.Series`, and more (see ***(a)***).\n",
    "* Extract multiple `TimeSeries` by groups from a Pandas `DataFrame`, using `TimeSeries.from_group_dataframe()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_group_dataframe)).\n",
    "* From an `xarray.DataArray`, using `TimeSeries.from_xarray()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_xarray)).\n",
    "* From a CSV file, using `TimeSeries.from_csv()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_csv)).\n",
    "* From a JSON file, using `TimeSeries.from_json()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_json)).\n",
    "* Or use one of our built-in `TimeSeries` generation functions ([docs](https://unit8co.github.io/darts/generated_api/darts.utils.timeseries_generation.html)).\n",
    "\n",
    "***(a)** We leverage narwhals as the compatibility layer between DataFrame and Series libraries. See the [narwhals documentation](https://narwhals-dev.github.io/narwhals/) for all supported backends.*\n",
    "\n",
    "Let's create a multivariate (two-column) `TimeSeries`  from a `DataFrame`. The frame contains a sine and cosine series, and has a time index of daily frequency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts import TimeSeries\n",
    "from darts.utils.utils import generate_index\n",
    "\n",
    "# generate a sine and cosine wave\n",
    "x = np.linspace(0, 2 * np.pi, 100)\n",
    "sine_vals = np.sin(x)\n",
    "cosine_vals = np.cos(x)\n",
    "\n",
    "# generate a DatetimeIndex with daily frequency\n",
    "dates = generate_index(\"2020-01-01\", length=len(x), freq=\"D\")\n",
    "\n",
    "# create a DataFrame; here we use pandas but you can use any other backend (e.g. polars, pyarrow, ...).\n",
    "df = pd.DataFrame({\"sine\": sine_vals, \"cosine\": cosine_vals, \"time\": dates})\n",
    "\n",
    "series = TimeSeries.from_dataframe(df, time_col=\"time\")\n",
    "series.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load one of our existing datasets\n",
    "\n",
    "Alternatively, you can load one of our existing datasets ([docs](https://unit8co.github.io/darts/generated_api/darts.datasets.html)).\n",
    "\n",
    "Below, we get a `TimeSeries` by directly loading the air passengers series dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.datasets import AirPassengersDataset\n",
    "\n",
    "series = AirPassengersDataset().load()\n",
    "series.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export a `TimeSeries`\n",
    "\n",
    "`TimeSeries` can be exported in many different ways:\n",
    "\n",
    "* To a `DataFrame`, using `TimeSeries.to_dataframe()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.to_dataframe)). We support multiple frame backends such as `pandas`, `polars`, `pyarrow` and more (see ***(a)*** from above).\n",
    "* To a NumPy array of values, using `TimeSeries.values()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.values)) or `TimeSeries.all_values()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.all_values)).\n",
    "* To a `Series`, using `TimeSeries.to_series()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.to_series)). Also here we support multiple series backends (see ***(a)*** from above).\n",
    "* To a `xarray.DataArray`, using `TimeSeries.data_array()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.data_array)).\n",
    "* To a CSV file, using `TimeSeries.to_csv()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.to_csv)).\n",
    "* To a JSON file, using `TimeSeries.to_json()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.to_json)).\n",
    "* And more!\n",
    "\n",
    "Here an example of how to export to a `polars.DataFrame`. Polars is an optional dependency, so make sure to install it first (see the installation guide [here](https://docs.pola.rs/user-guide/installation/))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><style>\n",
       ".dataframe > thead > tr,\n",
       ".dataframe > tbody > tr {\n",
       "  text-align: right;\n",
       "  white-space: pre-wrap;\n",
       "}\n",
       "</style>\n",
       "<small>shape: (5, 2)</small><table border=\"1\" class=\"dataframe\"><thead><tr><th>Month</th><th>#Passengers</th></tr><tr><td>datetime[ns]</td><td>f64</td></tr></thead><tbody><tr><td>1960-08-01 00:00:00</td><td>606.0</td></tr><tr><td>1960-09-01 00:00:00</td><td>508.0</td></tr><tr><td>1960-10-01 00:00:00</td><td>461.0</td></tr><tr><td>1960-11-01 00:00:00</td><td>390.0</td></tr><tr><td>1960-12-01 00:00:00</td><td>432.0</td></tr></tbody></table></div>"
      ],
      "text/plain": [
       "shape: (5, 2)\n",
       "┌─────────────────────┬─────────────┐\n",
       "│ Month               ┆ #Passengers │\n",
       "│ ---                 ┆ ---         │\n",
       "│ datetime[ns]        ┆ f64         │\n",
       "╞═════════════════════╪═════════════╡\n",
       "│ 1960-08-01 00:00:00 ┆ 606.0       │\n",
       "│ 1960-09-01 00:00:00 ┆ 508.0       │\n",
       "│ 1960-10-01 00:00:00 ┆ 461.0       │\n",
       "│ 1960-11-01 00:00:00 ┆ 390.0       │\n",
       "│ 1960-12-01 00:00:00 ┆ 432.0       │\n",
       "└─────────────────────┴─────────────┘"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series[-5:].to_dataframe(backend=\"polars\", time_as_index=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Some `TimeSeries` Operations\n",
    "`TimeSeries` support different kinds of operations - here are a few examples.\n",
    "\n",
    "**Splitting**\n",
    "\n",
    "We can also split at a fraction of the series, at a pandas `Timestamp` or at an integer index value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGvCAYAAACJsNWPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAgmtJREFUeJzt3Xl8TOf+B/DPZN8lESI7aQSRKrXUraVFUHqJKkqp0ovbXTd6f10V7W31dtHbKsWV3laLUkss1aKoWIrabtQSiSQiEkHIMlnn/P4Y58w5ySSZM5kly+f9evXlZObMnDOnmI/v832eoxEEQQARERGRnTjY+wSIiIioeWMYISIiIrtiGCEiIiK7YhghIiIiu2IYISIiIrtiGCEiIiK7YhghIiIiu2IYISIiIrtiGGmAdDod0tLSoNPp7H0qjQKvlzq8XqbjtVKH10sdXi8DhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRIiIisiuGkQbg6tWrcHZ2RnFxMSoqKuDt7Y2srCzp+bZt20Kj0UCj0cDDwwOxsbFYsmSJHc+YiIgaiuw8ASu2CsjLF+x9KmZjGGkADhw4gK5du8LDwwNHjx6Fv78/QkJCFPvMnTsX2dnZOHnyJEaNGoUnn3wSq1evttMZ219ZWZm9T4GIqEGIf03AE+8LeOxdhhGqh/3796NPnz4AgH379uHee++tto+3tzfatGmDqKgozJ8/H+3bt8eGDRsAAK+++iqio6Ph4eGByMhIvPnmmygvL5dee+LECQwYMADe3t7w8fFB9+7dceTIEQBAeno6RowYAT8/P3h6eqJz587YunWr9NrTp09j+PDh8PLyQmBgIB577DHk5eVJz99///14/vnnMXv2bPj7+6NNmzaYM2eO4tzPnDmDvn37ws3NDTExMdixYwc0Go10/gCQlZWFRx55BH5+fmjZsiXi4+Nx8eJF6fkpU6Zg1KhR+Oc//4ng4GBER0cDABYtWoQOHTqgY8eOCAoKwpgxY8z6f0BE1BgJgoDjKfrt7b8DOdcbZyBxsvcJWEOPHj1w5coVmx+3TZs20pd8XTIyMtClSxcAQHFxMRwdHZGQkACtVguNRoNt27Zh4sSJ+PLLL42+3s3NTQoc3t7eSEhIQHBwME6dOoXp06fD29sbs2fPBgBMnDgR3bp1w5dffglHR0ccP34czs7OAIBnnnkGZWVl2Lt3Lzw9PXH69Gl4eXkBALKzs3Hfffdh+vTp+Pjjj6HVavHqq69i3Lhx2LVrl3QuX3/9NV566SUcOnQIBw4cwJQpU9CnTx8MHjwYOp0Oo0aNQnh4OA4dOoSCggK8/PLLis9SXFyMAQMGoF+/fti7dy+cnJwwf/58PPDAAzh58iRcXFwAADt37oSPjw9++eUXCIKAI0eO4Pnnn8fXX3+NiIgIuLu7IykpydT/XUREjV5pGVBeod8WBCBxPzDtr/Y9J7MITVBISIgAwOb/hYSEmHyO5eXlQlpamnDixAnB2dlZOH78uJCSkiJ4eXkJv/76q7B3714hJydHEARBiIiIED755BPpdStWrBAACIsWLTL63gsWLBC6d+8u/ezt7S0kJCQY3ffOO+8U5syZY/S5N998UxgyZIjisczMTAGAcPbsWUEQBOG+++4T+vbtq9inZ8+ewquvvioIgiBs27ZNcHJyErKzs6Xnf/nlFwGAsH79ekEQBGH58uVChw4dBJ1OJ+1TWloquLu7C9u3bxcEQRAef/xxITAwUCgtLZX2WbduneDj4yPk5+cLqampQmVlpdHPQUqVlZW8XibitVKH10sdS1yvnOs6Af0qpf8enN04r32TrIy0adOmwR/XyckJbdu2xZo1a9CzZ0/cddddSEpKQmBgIPr374/09HQEBARI+7/66qt44403UFpaChcXF8yaNQt///vfAQBr167Fp59+ipSUFBQWFqKiogI+Pj7Sa1966SVMmzYN33zzDeLi4jB27FjccccdAIDnn38eTz31FH7++WfExcXh4Ycflio2R48exa+//ipVSuQuXLggDZWI+4uCgoKQm5sLADh79izCwsIU16ZXr16K/Y8ePYqUlBR4e3srHi8pKcGFCxekn++8806pSgIAgwcPRkREBKKiotC3b1+MHj0aDz/8MDw8POq6/ERETcKtIuXPO44ChcUCvDw09jkhMzXJMGLqUIk9de7cGenp6SgvL4dOp4OXlxcqKiqkIBEcHIwzZ85I+8+aNQtTpkyBh4cHgoKCoNHof6MdPHgQ48ePxzvvvIOhQ4eiRYsWWLVqFT766CPptXPmzMGjjz6KLVu2YNu2bXj77bexatUqPPTQQ5g2bRqGDh2KLVu24Oeff8Y///lPfPTRR3juueeg0+kwYsQIfPDBB9XOPygoSNoWh3xEGo0GOp0OgH48UzzXmuh0OnTv3h0rV66s9lyrVq2kbU9PT8Vz3t7e+OOPP7Br1y6sW7cOc+bMwdy5c3H48GH4+vrWekwioqagahgpLQN+PgyMvs8+52OuJhlGGoOtW7eivLwcgwYNwoIFC9C9e3eMHz8eU6ZMwZAhQ6TKgiggIABRUVHV3icpKQkRERF4/fXXpcfS09Or7RcdHY3o6Gi8+OKLmDBhAlasWIGHHnoIABAWFoYnn3wSTz75JP7v//4PS5cuxXPPPYe7774b69atQ9u2beHkZN5vlY4dOyIjIwM5OTkIDAwEABw+fFixz913343Vq1ejdevWioqOKZycnBAXF4f27dvjX//6F/z9/bFr1y6MHj3arPMlImpMbhVXf2zjPgGj72tclRHOprGTiIgIeHl5IScnB/Hx8QgPD8fp06cxevRoREVFVZvaW5OoqChkZGRg1apVuHDhAj777DOsX79eel6r1eLZZ5/F7t27kZ6ejqSkJBw+fBidOnUCALzwwgvYvn070tLSpCqD+NwzzzyD69evY8KECfj999+RmpqKn3/+GU888QQqKytNOr/BgwfjjjvuwOOPP46TJ08iKSlJCk5ixWTixIkICAhAfHw8fvvtN6SlpWHPnj2YOXMmLl26VON7b968GZ999hmOHz+OrKws/Pe//4VOp0OHDh1MOjciosauamUEADYfACoqGtesGoYRO9q9ezd69uwJNzc3HDp0CCEhIQgODlb1HvHx8XjxxRfx7LPPomvXrti/fz/efPNN6XlHR0dcu3YNkydPRnR0NMaNG4dhw4bhnXfeAQBUVlbimWeeQadOnfDAAw+gQ4cOWLRoEQAgODgYSUlJqKysxNChQxEbG4uZM2eiRYsWcHAw7beOo6MjNmzYgMLCQvTs2RPTpk3DG2+8AUA/IwgAPDw8sHfvXoSHh2P06NHo1KkTnnjiCWi12lorJb6+vvjxxx8RFxeHwYMH46uvvsL333+Pzp07q7qGRESNlbwyIv61fP0WsO+Ufc7HXBpBEBpXfGoGdDod0tPTERERYfKXfmOSlJSEvn37IiUlRWqkrY+mfr0sjdfLdLxW6vB6qWOJ67VovYBnPtF/jQ/pqe8XAYAXxgKfPNd4/h80njOlRmv9+vX45ZdfcPHiRezYsQMzZsxAnz59LBJEiIias5uyYZoJcRo4Oeq3N+7TTyBoLBhGyOoKCgrw9NNPo2PHjpgyZQp69uyJjRs32vu0iIgavVtFhsAREQj0vj1KnZZtvJ+koTIrjCQkJODBBx9E//798eijj6KgoEB6PC4uDgMHDsTChQsVqSw5ORkTJkxAnz59MGPGDGRnZ1vmE1CDN3nyZJw/fx4lJSW4dOkSEhIS0LJlS3ufFhFRoycPHD6eQGtfw88FRmbaNFSqw8iqVauwf/9+LFu2DHv27MHcuXPh4uKCffv2Ye3atUhISMCaNWuwb98+bNq0CYD+pmazZ8/G+PHjsWvXLsTGxuKtt96y+IchIiJqTuQNrD4egLdszcfGFEZULR5RWVmJFStWYOnSpdKiV+LaF1u3bsWYMWMQGhoKAJg0aRK2bduG+Ph4HD16FO7u7oiPjwcATJ8+HXFxccjOzlYsniUqKyurdldWJycnxeqbTZm4YJj4K9WO10sdXi/T8Vqpw+uljiWul7xnxMtdgJe7/DkBOp39+0ZMac5VFUZyc3NRWlqKHTt2YNWqVfDy8sKjjz6KMWPGIC0tDcOHD5f2jY6OxhdffAEASE1NVSzY5e7ujtDQUKSmphoNI2LgkRs7dizGjRun5nQbvczMTHufQqPC66UOr5fpeK3U4fVSpz7X6+q1QAD6ZRLyr2VAV94CQAsAQEpaDgI9SixwhvXTrl27OvdRHUYKCwtx6dIlbNq0CVlZWXj66afRtm1bFBcXK+5h4unpieJifY1Iq9VWW8rb09MTWq3W6HGmTp2KiRMnKk+0mVVGMjMzERYWxulxJuD1UofXy3S8VurweqljietVdruo4uQIREeFI1T273sP70BERFjgRG1AVRhxdXUFAMyYMQNubm644447MHz4cCQlJcHDwwOFhYXSvkVFRdINy9zd3VFUpGzrLSoqgru7O4xxcXFpNsGjNg4ODvwDrQKvlzq8XqbjtVKH10ud+lyvW0X6NOLjCTg6OsDHQ7yRPFBUooGDQ+NYFl7Vp4+IiKh2UzRRu3btkJKSIv187tw5REZGAgAiIyMVz2m1Wly6dEl6noiIiNQTG1h9bjeuNtYGVlVhxN3dHYMGDcLy5ctRVlaGixcvYtu2bejTpw+GDx+OdevWISsrC3l5eVi5ciWGDRsGAOjevTu0Wi0SExNRVlaG5cuXIyYmxmi/SHN09epVODs7o7i4GBUVFfD29kZWVpb0fNu2baHRaKDRaODh4YHY2FgsWbLEjmdMREQNgTi11+d2J0SzCCMA8OqrryI/Px9xcXF47rnnMG3aNPTo0QN9+/bF6NGjMXnyZIwdOxZ9+vTByJEjAeiHXRYsWICVK1diwIABOHHiBObOnWvxD9NYHThwAF27doWHhweOHj0Kf3//ajfKmzt3LrKzs3Hy5EmMGjUKTz75JFavXm2nM7a/qrOtiIiam7JyASW3/yo0HkbsP5PGVKrDiLe3Nz788EPs3bsXiYmJGDNmjPTc1KlTsXPnTvz666+YOXOmdFdWAOjcuTNWrVqFpKQkxdRgAvbv348+ffoAAPbt24d777232j7e3t5o06YNoqKiMH/+fLRv3x4bNmwAoA+I0dHR8PDwQGRkJN58802Ul5dLrz1x4gQGDBgAb29v+Pj4oHv37jhy5AgAID09HSNGjICfnx88PT3RuXNnbN26VXrt6dOnMXz4cHh5eSEwMBCPPfYY8vLypOfvv/9+PP/885g9ezb8/f3Rpk0bzJkzR3HuZ86cQd++feHm5oaYmBjs2LEDGo1GOn8AyMrKwiOPPAI/Pz+0bNkS8fHxuHjxovT8lClTMGrUKPzzn/9EcHAwoqOjAQCLFi1Chw4d0LFjRwQFBSl+PxIRNWXyBc9aNPLKiKoGVrKcjIwMdOnSBQBQXFwMR0dHJCQkQKvVQqPRYNu2bZg4cSK+/PJLo693c3OTAoe3tzcSEhIQHByMU6dOYfr06fD29sbs2bMBABMnTkS3bt3w5ZdfwtHREcePH5d6f5555hmUlZVh79698PT0xOnTp6VZUdnZ2bjvvvswffp0fPzxx9BqtXj11Vcxbtw47Nq1SzqXr7/+Gi+99BIOHTqEAwcOYMqUKejTpw8GDx4MnU6HUaNGITw8HIcOHUJBQQFefvllxWcpLi7GgAED0K9fP+zduxdOTk6YP38+HnjgAZw8eVJqZt65cyd8fHzwyy+/QBAEHDlyBM8//zy+/vprREREwN3dHUlJSRb8v0RE1HApFjwzFkaMT1htkJpkGOkxXYcr121/3Db+wJGlphWbgoODcfz4cdy6dQs9evTAwYMH4eXlha5duyIxMRGOjo7o0KFDtddVVFTg22+/xalTp/DUU08BAN544w3p+bZt2+Lll1/G6tWrpTCSkZGBWbNmoWPHjgCA9u3bS/tnZGTg4Ycfxp133gkAiqbiL7/8EnfffTfee+896bH//Oc/CAsLw7lz56TqRJcuXfD2229L7/35559j586dGDx4MH7++WdcuHABu3fvRps2bQAA7777LgYPHiy956pVq+Dg4IBly5ZJ1bQVK1bA19cXu3fvxpAhQwDop4MvW7ZMCic//vgjPD098de//hXXr19HREQEunfvbtL1JyJq7BRLwTfyBtYmGUauXAeyrtr7LGrn5OSEtm3bYs2aNejZsyfuuusuJCUlITAwEP3790d6ejoCAgKk/V999VW88cYbKC0thYuLC2bNmoW///3vAIC1a9fi008/RUpKCgoLC1FRUQEfHx/ptS+99BKmTZuGb775BnFxcRg7dqx0x9znn38eTz31FH7++WfExcXh4Ycflio2R48exa+//qpYP0Z04cIFRRiRCwoKQm5uLgDg7NmzCAsLk4IIAPTq1Uux/9GjR5GSkgJvb2/F4yUlJbhw4YL085133qmY8j148GBEREQgKipK6ll6+OGHpSnlRERNWdX70gAMIw1KG/+Gf9zOnTsjPT0d5eXl0Ol08PLyQkVFhRQkgoODcebMGWn/WbNmYcqUKfDw8EBQUJBUQTh48CDGjx+Pd955B0OHDkWLFi2watUqfPTRR9Jr58yZg0cffRRbtmzBtm3b8Pbbb2PVqlV46KGHMG3aNAwdOhRbtmzBzz//jH/+85/46KOP8Nxzz0Gn02HEiBH44IMPqp2/vOen6nRvjUYjLW8sCIKid8gYnU6H7t27Y+XKldWea9WqlbRddeE8b29v/PHHH9i1axfWrVuHOXPmYO7cuTh8+DB8fX1rPSYRUWOnvC+N/u9Zb9nyXQwjdmbqUIk9bd26FeXl5Rg0aBAWLFiA7t27Y/z48ZgyZQqGDBkiVRZEAQEBiiX1RUlJSYiIiMDrr78uPZaenl5tv+joaERHR+PFF1/EhAkTsGLFCjz00EMAgLCwMDz55JN48skn8X//939YunQpnnvuOdx9991Yt24d2rZtCycn836rdOzYERkZGcjJyUFgYCAA4PDhw4p97r77bqxevRqtW7dWVHRM4eTkhLi4OLRv3x7/+te/4O/vj127dmH06NFmnS8RUWNhrDLi5KSBm4t+lk1jCiMN/1u7iYqIiICXlxdycnIQHx+P8PBwnD59GqNHj0ZUVFS1qb01iYqKQkZGBlatWoULFy7gs88+w/r166XntVotnn32WezevRvp6elISkrC4cOH0alTJwDACy+8gO3btyMtLU2qMojPPfPMM7h+/TomTJiA33//Hampqfj555/xxBNPoLKy0qTzGzx4MO644w48/vjjOHnyJJKSkqTgJFZMJk6ciICAAMTHx+O3335DWloa9uzZg5kzZ+LSpUs1vvfmzZvx2Wef4fjx48jKysJ///tf6HQ6o702RERNjbEGVsAwVFPYiBpYGUbsaPfu3ejZsyfc3Nxw6NAhhISEIDg4WNV7xMfH48UXX8Szzz6Lrl27Yv/+/XjzzTel5x0dHXHt2jVMnjwZ0dHRGDduHIYNG4Z33nkHgP5OzM888ww6deqEBx54AB06dMCiRYsA6Jtsk5KSUFlZiaFDhyI2NhYzZ85EixYtTF662NHRERs2bEBhYSF69uyJadOmSQ23bm76mzt5eHhg7969CA8Px+jRo9GpUyc88cQT0Gq1tVZKfH198eOPPyIuLg6DBw/GV199he+//x6dO3dWdQ2JiBojYw2sgCGMNKbKiEYQhMazKkozodPpkJ6ejoiIiCZ5f4ekpCT07dsXKSkpUiNtfTT162VpvF6m47VSh9dLnfperzeW6vDuN/rtXz7WIK6Hvtp811QdTl4AXF2Akh2N4/9Dk+wZoYZl/fr18PLyQvv27ZGSkoKZM2eiT58+FgkiRETNlbKB1bAtVkZKy4DyCgHOTg3/ZnkMI2R1BQUFmD17NjIzMxEQEIC4uDjFbB8iIlLvZqFhu4VsBYaq03v91c0LsAuGEbK6yZMnY/LkyfY+DSKiJqWuygjQeMJI4xhMIiIiIgVjU3uBxrnWCMMIERFRIyRWRhwcAA83w+ONcRVWhhEiIqJGSKyM+HhAsdI1wwgRERHZhBRGlHfKgLeHIZgwjBAREZHViMM0PlXuDaqojDSSVVgZRoiIiBqZigoBxSX67eqVEcM2KyNERERkFfKKR7Uwwtk0RERETd/NQgFv/0eHnw7Z544qNd2XBqhaGWkcd3zhomdEREQqPf2xgO92AK4uAq6sB3y9bbvkujyMyFdfBThMQ0RE1ORdzBawapd+u7QMyMqz/TncNLkyYpvzqS+GESIiIhUWrhWg0xl+tscXvnL1VWVVRh5GCjmbhoiIqGnJLxCwbLPyMXkwsJWa7ksDsDJCRETUpC3dXL3aYP/KiPI5T9nS8FxnhIiIqAkpKxewcG312Sn2+MKvLYw4Omqke9WwMkJERNSErPkVyLqq33Z3NTxul8qIbMpu1WEawDBUwzBCRETUhCzZZAgAT48yPN7QhmkAw8JnDCNERERNSMol/a9BLYHhvQ0zWG4V2X5hMUUDq7EwIquMCELDX/iMYYSIiMgE+YX6XwNa2H/GSm0rsAKG86uo1K+F0tAxjBAREdWhpFRAye0vdT9vZTXC3g2sVVdgBRrfnXsZRoiIiOogVkUAwNerAVRGbh9To1FO5RXZ+/zUYhghIiKqQ21hxB6Lnt28fT7eHoCDQ/X74jCMEBERNTFVw4hiYTE7VkaM9YsAhtk0AMMIERFRk6AII976aoQ91/IQqzHGZtIArIwQERE1OcrKiH5YRAojNm4QrawUpCXpaw4jhqEbhhEiIqImoOowDWC/VU5ru0meiJURIiKiJia/wLDt563/1V4Li+XlG7Zb+Rrfh2GEiIioiblRYAgbUmXkdpOoIABFNhyqybtp2A5oYXwfrjNCRETUxBgbplEsfGbD6oMyjFSf1gsow0hhMZeDJyIiavRq6xkBbFt9UIQRX+P7KKb2sjJCRETU+NUZRuxWGTG+D3tGiIiImhgxjGg0huEZefXBlquw5uUbhl0YRoiIiJoJMYz4eBqWX7fXWh6mVEa8uAIrERFR0yKGET/ZHXIbRgOr8X083fVVHIBhhIiIqNETBAE3bq8z4utteNxeDaxX8w3bLWsIIxqNRqqOMIwQERE1ctpSoLxCv+0rq4zYu4HV1wtwdjI+tRew33L15mAYISIiqoWxmTSAMozcKrLhCqy3w0hNQzQie97ITy2GESIiolrUGEbs0CRaUWEYMqppjRGRGEYKtbZdrt4cDCNERES1kN+XxtfODazXZedSZ2XkdljS6YDiEuudkyUwjBAREdVCWRkx9GjYo4HVlJk0osa01gjDCBERUS3kYcSvptk0Nvqyl9+xl2GEiIiombhRwzCNsoHVNucin9Zb003yRAwjRERETURNDazOThq4uui3bVYZMXeYpoFP72UYISKiBkunE7BovYDvfrHfbJD8QsOx5WEEAHxsPH1WTRiRV05yb1jphCzEyd4nQEREVJPFG4FnPtGHgY7hwN0dah+asAZFZcRb+Zy3h37oxHYNrIZg1Mq39n2DAwzbl/Oscz6WoroyMmPGDNx7773o168f+vXrh+eff156LiEhAXFxcRg4cCAWLlyomNecnJyMCRMmoE+fPpgxYways7Mt8wmIiKjJ+s9Ww/fIuUv2OYeahmkA2y8spqiM+Na+b3BLw/blvCa4zsjbb7+N3377Db/99hs+++wzAMC+ffuwdu1aJCQkYM2aNdi3bx82bdoEACgrK8Ps2bMxfvx47Nq1C7GxsXjrrbcs9ymIiKjJOZsh4OhZw8/2asI0JYyUlQOlZdb/wlczTBPSyrB9+Zp1zsdSLDZMs3XrVowZMwahoaEAgEmTJmHbtm2Ij4/H0aNH4e7ujvj4eADA9OnTERcXh+zsbAQFBVV7r7KyMpSVlSlP1MkJLi4uljrdBk2n0yl+pdrxeqnD62U6Xit1LH29Vv6i/LmgWIBOZ/t/4YuLnjk4AJ5uynOQN4neLBQQ4Gv6+ZlzvcSpvQ4OgI9H7dejjb9h+3Ke/X4fOzjUXfcwK4x8+OGH+PDDDxEdHY0XX3wR7du3R1paGoYPHy7tEx0djS+++AIAkJqaiqioKOk5d3d3hIaGIjU11WgYWbFiBZYuXap4bOzYsRg3bpw5p9toZWZm2vsUGhVeL3V4vUzHa6WOJa6XIAD//SkYgLPhfS/nIz39Zs0vspKr+frz8HGvREaGcqzIUQgAoF+K9UxKFsJaVah+fzXXK/taCAAn+HlWIjOz7nErT7cwFJU4ID27HOnpl1WfmyW0a9euzn1Uh5Hnn38ekZGRcHBwwOrVqzFz5kysXbsWxcXF8PIy1K88PT1RXKyvqWm1Wnh6eirex9PTE1qt8Y6fqVOnYuLEicoTbWaVkczMTISFhZmUKJs7Xi91eL1Mx2uljiWv1+9/Auk5ysecXH0REeFbr/c1R+Htryr/Fo6IiIhQPBcoaxL18QtBladrZc71EoeMWvtXPxdjQloB5zKB3JvOJu1vL6rDSGxsrLT9+OOPY9OmTUhOToaHhwcKCw0Da0VFRfDw0Nev3N3dUVSkXBGmqKgI7u7uMMbFxaXZBI/aODg48C9AFXi91OH1Mh2vlTqWuF6rdlYfUijUmlbytyRBEJB/+468vl7Vj+/jaTjPohINHBzUz/Yx9XppSwUUlejPJaCFadciOECHc5n6fpuiEg28PWw/G8kU9f6/Kl6Mdu3aISUlRXr83LlziIyMBABERkYqntNqtbh06ZL0PBERkaiiQsCqXdUft0cDa5EWqKzUb1dtXgVsuwrrNRXNqyL5jJrsBtzEqiqMFBQU4ODBgygrK0N5eTlWrlyJW7duoVOnThg+fDjWrVuHrKws5OXlYeXKlRg2bBgAoHv37tBqtUhMTERZWRmWL1+OmJgYo/0iRETUvP16DMi5rt++11CMl4ZLbKm2mTQA4COrNFg7LKmZ1itqLGuNqBqmqaiowBdffIGLFy/C2dkZ0dHRWLhwIby8vNC3b1+cP38ekydPhk6nw6hRozBy5EgA+mGXBQsWYN68eXj//fcRExODuXPnWuUDERFR47Z2t2GGyN9HarD/f/qf7VEZqSuM2PL+L2qm9YqCAzQA9NevyYQRPz8/fPPNNzU+P3XqVEydOtXoc507d8aqVavUnR0RETU7F2STPkb2ATQa/ewae1dG/LyrP2+vMNLK17TeD+XCZxY+IQtiRxYRETUo4n1U3FyAFl6Ap5v+Z/tXRqoHAEXPiJXPT3nHXtNeoximudZwV2FlGCEiogYlN1//a2s/QKPRSF/49qiM3CgwbNc9TGPdL3v5fWnMCiOsjBAREdVNpxOkCkBrP/2vXrdXgbB7ZcTIMI2PLYdp8g3b5oSRLIYRIiKiul2/BYirlrf21f8qr4zIb8BqC429gdXdVSP1urAyQkREZAJxiAaoXhmpqARKy6q9xKryCwzhp0GFEV/TXydWRy7n2T7MmYphhIiIGgyxeRWoXhkBgAIb942oqYxYu4FVDCMuzoaAZgpxRk1JmfLzNCQMI0RE1GDIw4g4fVX+xVto476RusKIu6v+DrqA7SojAS30jb2magxNrAwjRETUYCgqI7eHaRpKZcTYOiMajUZqYrVmGBEEQ2Ovqf0iIoYRIiIiFXLzDT0NxsKIvSojTo6Ah5vxfbxtEEYKioHyCv12K191rw1uaaiiMIwQERHVQb6wl9gzIh+msXVlRFxnxNer5qERKYxY8dzMmUkjUi58ZpnzsTSGESIiajCMD9MYQoC9KiPG+kVEYhjR3+HXOrNVzFl9VaRYa+QqZ9MQERHVSj61VxyOsFdlpKJCkMKIsX4RkWIYyUrnt3m/IUSEB5revAqwZ4SIiEgVsTLSwgtwddF/6dqrZyQ3X3+DPgAIalnzftZehbWkVMDijfptJ0dg4mB1r5efO4dpiIioQSoqKsKyZcvQt29f3HPPPUhPT7fbuYhhROwXAexXGbki++Ju41/zftZe+Oy7HYaekbEDgJBW6iojzk4aaciLlREiImpQiouL8dJLLyE4OBjTp09HUlISfv/9d3z77bd2OZ+ycsOwiPjlCdj2ZnRyV64btmurjFgzjAiCgE9/MHzmmWPUBRGROFSTfU1//5+GhmGEiKiZWr58OT755BPcunVL8Xh2drZdzkfepCmfvuotX/TMhpWRbHllpGXNIcCaq7DuPgacStVv9+4M3BNjZhi5HaYqKpUzcxoKhhEiombq9OnT0vYDDzwgbefl2aeWb2wpeADwsuH9X+TklZHah2kMAcHS52eJqgjQ8JtYGUaIiJqpzMxMafvTTz+Vtu0WRvIN24phGjtVRq5cNwSB2oZp5DNtxHVJLCH1soDE/frtkFbAw/eZ/14MI0RE1CBdunQJAODk5ISoqCg4OzsDaCCVET9DFcBelZFsExtY5VUc+Weor51HDbN5nhypgbOT+ZWRINkwU3YDnFHDMEJE1EyJlZGQkBA4OjqiVatWABpIGPE1bHvZrTJi2K41jMiqOPLl7Osr/YrhvXp0rN97tfQxbFuyemMpDCNERM1QcXExrl/Xf9uGhYUBAAIC9LX8vLw8CILtZ1xcNXJfGkA/NdXVRb9tj8qIn7dhzRNjFGHEgpWRjFzDdnhg/d7LXxZGrhdwNg0RETUA4hANAISGhgIwhJHS0lIUFRXZ/Jxq6hkBDH0jtqqMCIIgVUZqq4oA1humycgxbIe1rt97+cmWs79+q+b97IVhhIioGZKHkaqVEQC4evWqzc/J2H1pROJQja0qI4VaoLhEv11b8yqgXy3W2Um/LQ9U9ZV+Rf+rn7dyxo45lJWRer2VVTCMEBE1Q/KZNFUrI4B9+kbEMOLgAPhXuReMdGdcG4URU5tXAf3dfMXwZKnKSGWlgEu382BEm/q/nyKMsDJCREQNQV2VEbuEkXz9ry19AEdHZSVADCMlZfob2FmbqUvBi8Shmqv5sEi/zZXr+gXKACC8nkM0gP76OTrqt9nASkREDUJDq4wIgmC4L41f9edtPaNGXhkJqmX1VZG4YmxFJaQl7etD3i9S3+ZVQF+9EatNrIwQEVGDYKwyIk7tBWwfRoq0gLZUvy1vCBUp7txrgzCimNZbR88IYPkZNcowUr9+EZE4VMOeESIiahDEyoizszNat9aPA9izMlLbTBqgyp17bdA3YurqqyJLz6hRTOu1wDANYOjDuVUElNtgqEsNhhEiomZIrIyEhITAwUH/VWDXMFLLTBrA9pURNQ2sgHLFWEuEEfmCZ5YYpgGUy9ZbYijJkhhGiIiaGWMLngH2ndqrXH21+rCE7Ssjhm3Twohh2xLTe+XDNJaYTQM07Bk1DCNERM2MsQXPAKBlS8N4hK0rI1fzDdvGKyOGgGLLnhFnJ+WXeE0s3jOSazi+KWHIFP5WuqGfJTCMEBE1M/KZNPLKiLu7Ozw9PQE0vJ4RbxvfLE8cpmnjr5+JUhdlz0j9+zHEykhoK8DBwVINrIb3YWWEiIjsqqbKCKC8P40tyb/Ajc2mUQzTWLkyUlEhSJUaU5pXAcsO0xQUC1LlwlL9IkDDXoWVYYSIqJmpqTICGKb3Xrt2DTqdzmbnJB/aENfskFM0sFq5MpKbD4jrlpk6RCI/Z/mQkzkyLXiDPDn5MA0rI0REZFemVEZ0Oh3y8/Ntdk6qpvZqrTstVe3qqwDg4aaRzrG+PSPiPWkAIMJalZFbnNpLRER2VFtlxF7Te/Nu6n91dgJ8PKs/b8vKiHwmjanDNIAhRNV3mMYaC54Byqm98mGaTfsEHDot4Mo1+wUUhhEiomZGvuCZfNVVwH7Te8VhA38f4w2jtuwZUawxYsJS8CIxjFy7Wb/752TkWn6NEUBZGRF7UkpKBcS/JqD3kwIeeoNhhIiIbEQcpgkNDZUWPBPZqzIihRFv48/bctEztWuMiFq1MGyLlR5zKCojFlp9FTDeM3JJljcteSy1GEaIiJqRoqIi3Lihb2qo2i8C2CeMlFcIUsDwqyGM2HLRM7VLwYssNaNGHkbCLBgQfL0M2+IwjbxZ1pLHUothhIioGTF2gzw5e4QR+QJcNS0wZsvKiNql4EWWWvgs/XYY8fcBvDws1zPi5KRBi9uBRKyMKMOI5Y6lFsMIEVEzUlvzKmCfO/fKp5nWVBlxcwEcHfXb1q+MGLZVhRHf+t+fprJSkIZOLDmTRiQO1RgPI5Y/nqkYRoiImpHapvUCDaAyUkMY0WgMU2etHUbEyoifN+Dqor6BFTA/jGRfAyor9duWbF4ViZWn6wWATicgU9YsyzBCREQ2UVdlxB5h5LpimKbmL3/v22HEmsM0giBIlRG194SRh5GrN82bmaKc1mvWW9RKrDzpdPpQZ60F1tRiGCEiakaysrKk7ZCQkGrP+/sbvoFtNbVXXhmpaZgGgE0qI4VaoLhEv62meRWwTGUkQx4OrNDDUfVmeWL4cXE2vvKtrTCMEBE1I/JqR2Bg9X8KOzk5wc/Pr9q+1iTvGalpmAYwNLEWavUVDGswt3kVqHqzPPOOb+3KiHIVViDzdt605A35zMEwQkTUjFy7Zvi2bdnS+D/9bX2zPPnS5KZURgTBUL2wtP+lGrbbBal7bYBsnZG6pvbm5Qv4cgNwMcdJ8XhatnUWPBPJw0h6DnCzUL9tz34RgGGEiKhZEcOIq6sr3N3dje4jhpGbN2+ivLzc6udkytRewDbTe4+cNYSB7h3UVQqcnDRoeTuQ1FUZmTRfwLOfAlM/ag15kefPdMN2h3BVhzeJv7fhM51IaRjNqwDDCBFRsyKGkZYtWxpddh1QTu+VV1Ks5boZYcRafSNHzxq2e3RQ/3pxqKa2MHL6ooDtv+u303OcFUMzyWn6X4NaAn7eVugZkV3fExcM2/ZsXgUYRoiIrK60tBTx8fEYMGCAYmqtrQmCoAgjNbH1jBpT1hkBlKuwWqMyIggCjp7Tb7fyBULNqBaITaz6RljjfS1fblA+fuy8/ter+YK0jHxMW/XHNoW8J+dEimHbngueAQwjRERW99NPP2HTpk3YvXs3pk+fbrXmy7oUFxejtLQUQMMKI4rZNF4172ftykhGjv4mdwDQvYPxG/bVRT4j5Wp+9ecLiwV8/ZPyMTEUnL5oeMxaYUQe9tKyDdscpiEiauJSUgz/BP3pp5/www8/2OU8TGleBWx/515xmMbbQ993URMvd8Nz1ggj8iGa7tHmvYd8Ro2xMPLdjurnfuz2bw9xiAYAOre1TqWipmEwhhEioiYuPT1d8fMLL7yAmzfrcVtXM5kTRmxZGamtXwSwfgPr0XPmN6+KWvvVvCS8IAj4Yr3hGE63l7c/fnuY5vRFw3NWG6ZhGCEiap4uXryo+Dk7Oxtvvvmmzc+jIYYRQRCknpHa1hgBLH/n3kOnBZzNMAQARWXEjOZVoPY79x74H3DydtPoPTHAvbH67cxc4NpNwebDNCIvd+Udfe2BYYSIyMrEyoiTkxM8PPT/vP/8889x5MgRm55HQwwjhVqg4va9WGprXgUsWxnZ+JuA3k8K6PY3Af9LFSAIAo7cDiMBLcyvFATKwkh2lYlIX240BJ+nR2lwV5ThueMpQPJF/XZrP6BlC+sM07i7auDuqnwsrLV5/TGWxDBCRGRlYmUkIiICb7/9NgB9ReDf//63Tc+jIYYRU9cYASxbGUn6nz4YaEuBOSsEizSvAkCIYVY0sq4awkdFhYC1u/Xb/j7AuAFAV1kY2XFEkIZ1Orc169Amq3qd7T1EA9QjjJw8eRI9e/ZEQkKC9FhCQgLi4uIwcOBALFy4UNExnpycjAkTJqBPnz6YMWMGsrOzjbwrEVHTkp+fj1u39OMQbdu2xXPPPSc9l5qaWtPLrMLUMCJfZ8TaDaymTusFgBaehu0bBfWbkSQ/7ro9UMxwMWd9EVGoLIxckl267GtASZl+u18XwM1Vg27tDc9/t8Owba0hGlHV4bBGG0Z0Oh0+/vhjxMTESI/t27cPa9euRUJCAtasWYN9+/Zh06ZNAICysjLMnj0b48ePx65duxAbG4u33nrLMp+AiKgBk/eLREREwN3dXbr3i63/UWZqGGnRogWcnZ0BWD+MKCojdYSRYEPBBln1LNjIjwsA876uf/MqoL+fjePtxlR5GJFvi1/+nSIAFyf9ceULn8VYaSaNqGroCw+07xANADjVvUt1P/74I2JjY1FYWCg9tnXrVowZMwahoaEAgEmTJmHbtm2Ij4/H0aNH4e7ujvj4eADA9OnTERcXh+zsbAQFVV/8v6ysDGVlZcoTdXKCi4uLOafb6Oh0OsWvVDteL3V4vUxniWuVlmaYrxkREQGdToegoCDcuHEDly9fRmVlpc3G6+VhxM/Pr9bP1apVK1y+fBm5ubkmf35zrleebFKRn3ftr5XfRTfrav3+v8grI4ChbwUAurUXoNOZV3nRaIDglvqm1Mxcwzmmy8JGaCv9406OOrQPKUdyurKJo1OE+cc3RdUwEtLKusdzcKi77qE6jNy8eRPff/89VqxYgY8//lh6PC0tDcOHD5d+jo6OxhdffAFAX4qMijIMjrm7uyM0NBSpqalGw8iKFSuwdOlSxWNjx47FuHHj1J5uo5aZmWnvU2hUeL3U4fUyXX2u1bFjx6RtT09PpKenw9fXFwCg1Wrxv//9Dz4+dTRLWIh89dfi4uJqU47lWrRogcuXL+Pq1au4ePGiqsCk5nqlXPQCoE8ZurJrSE8vrHV/X89Q5Bc5Iv1KOdLTL5t8nKquXAsCUP0fuP7eldBpL6GWS1OnVj6ByMx1Q+4N4FxKOlydgVPnvAHobwPsqrmK9HR900tMRMtqYcTbMRPp6db7x4KLQ0sAhukzLkIO0tOtdOdBAO3atatzH9Vh5IsvvsCECROq/eEpLi6Gl5fhw3l6eqK4WH+xtVotPD09Fft7enpCqzXeDj116lRMnDhReaLNrDKSmZmJsLAwkxJlc8frpQ6vl+ksca0KCgzjAd27d0dERAQiIyOxf/9+APq/2yIiIixyvnWR/53bpUsXOIrjCUaEhITgzz//RHl5OXx9faUAVRtzrpeD7K/1qLYtERFR8/ARAIQFAvmpQE6+M8LDI2BuUanw9nevvw/g6GBYoKxHR0e0bVu//x+RocAftxcyc/aMQEQQUCS732C3mFaIiNBfr87h+ZAvgRfQArj7zrB6Hb8u4VVqAD1iAxFhhZvyqaEqjJw5cwbJycl49dVXqz3n4eGhGLYpKiqSprC5u7ujqKhIsX9RUVGNd4x0cXFpNsGjNg4ODvyyUIHXSx1eL9PV51rJqw/t2rWDg4MDgoODpcdycnLQuXPnep+jKcRhGl9fX6knpCatWxu6Gq9duwZ/f3+Tj6Pmet0oMFQAWvpo4OBQe7oIaaXDqVSgrBy4XqBBK1/z0sj128cNaglMHqrBq4v1wxS9Opk2rFCbsNaGz3Q5T4M7QjTIyjM8Ft7a8DljIpQtCZ3b1f/4dWnZQgBgGJaJaFP3dbc2VWHkjz/+QEZGhjQcU1hYCEdHR1y6dAnt2rVDSkoK+vbtCwA4d+4cIiMjAQCRkZFYv3699D5arRaXLl2SniciaqrEMOLo6IiQkBAAUAxP27KJ1ZSb5InkYSQ3Nxft27evZW/zmXrHXlGoYuqs8l4wpiopFVAsVka8geceBg6f0c94eTK+/l/Koa00EL/sxcbVzFzD8/Lpvx3DyqDRAOLkU2vPpAGUjcItWwAebo2sgXX06NEYMmSI9PNHH32EsLAwPPbYYzhx4gQ++OADDB48GK6urli5cqU01NK9e3dotVokJiZi6NChWL58OWJiYoz2ixARNSXibJrQ0FA4Oen/ypVXRi5fNr/vQY3Kykrk5+cDMC2MyKf35ubm1rJn/ahZZwQAQqrMqOlqRkaqekx3Vw1+mGu5L2Rj03vFXwP9ARdnw7G83AVEhQDnb7fzxERYPxjIr3NDmNYLqAwjbm5ucHNzk352dXWFh4cHvL290bdvX5w/fx6TJ0+GTqfDqFGjMHLkSAD6YZcFCxZg3rx5eP/99xETE4O5c+da9pMQETUwBQUFuH79OgAo+kLsURm5ceOGtPaT2sqINaf3qllnBABC5FUHMzOS2mqMWvIwkpkroKLCsBqrsS//ru1lYaSt5c+nKkUYaVXzfrZk1tRe0Zw5cxQ/T506FVOnTjW6b+fOnbFq1ar6HI6IqFGR94u0bdtW2pZXRmwVRkxdY0Rk68qIk6NyhdWaKCsjAgD1lQR5AKprbRNzyAPHpVx9EBFnIYca+fJ/YjiwcR/QPhToc6flz6e28+tg58ZVUb3CCBER1UweRmqqjNhqmEZtGLFZZUR2x15Tpg+Hyr5Is8w8LUUY8bH8sEibloCDgz6AXLqq7BcxVhkZ0hO4ukkDTzfA0dH6wzTRYRrMnwacuCDghbH27xcBGEaIiKxGvvqqvDLi4eEBHx8f3Lp1q9lXRsRgYMoQDVC9Z8SsY1p5mMbZSYM2/gIu5+nDiHz1VX1za3U+nrYNBa9P1sCcqpK1cF4fEZGV1FQZAQxDNc25MlJeIUg3vDN1uMTfB3C9vfLDJTNPS97A6udV8371IQ7HXLkOpMr+FzeUhtGGhmGEiMhKauoZAQxDNUVFRYqF0axFbRjx9vaW1nuyVmUkX7bYqqmVEY1GI1VHzB+mMayxYY3KCGAII4IA/P6nUO1xUmIYISKyEnGYRqPRICxMuaqmrWfUqA0jGo1Gqo5YqzKidlqvSPxCzy8EirTq76li7WEaQBk6DiQbtlkZMY5hhIjISsTKSHBwcLVVpW291ojaMAIY+kauXr1qlRsrmjurRb5omDl9I9aeTQMAoa0N/RhX9LO79TfRC6jhBc0cwwgRkRVotVrk5Ohv1Wrs3jO2royI650ApocRsTIiXzDNouekco0RkaKJ1YyijXI2jfrXm8JYBSTQT7ngGRkwjBARWUFGRoa0XbVfBGj4wzSA9WfUKIdpTP+Sls9IMasycvu4jo6Aj2ft+5rLWG8Ih2hqxjBCRGQF8mm9xioj9hqmcXFxkW5iWhdrz6iR926oqoxUuT+N6uOK04m9TFvbxBzGwgibV2vGMEJEZAW1TesF7FcZadmypclfwNaujJg7XCIfprl01fwGVmsN0QDGe0NYGakZwwgRkRVcuXJF2hbv1itn61VY1dyxV2TtysiNAtkUWxtVRioqBNy8PaXYmmHExVmDQH/lY/KmVlJiGCEisgKxeRUAAgMDqz3v7e0NLy/9ilvWrowUFxejpKQEgLowYvXKiJnDNEEt9TNTAPU9I/K1Taw1k0ZUdViGlZGaMYwQEVmBPIzIKwxyYnXE2mHEnOZVwBaVEcO2miqFs5MGgX76bbVhxBZrjIiqhhH2jNSMYYSIyArklYS6wsitW7dQVFRktXMxN4zYsmdETWUEMAzVZF/TD72Y6oaZ1RhzVK2EsDJSM4YRImpSKisrUVpaau/TkCoj3t7ecHd3N7qPfEaNNasjDbUyIoYRL3d9tUMNsYlVpwNybqg/JmCLYRrDZ+KCZ7VjGCGiJqOkpAR33XUX/Pz8cODAAbuei1hJMNYvIrLVjBpzw4inpyfc3NwAWGmdkXo0koaa2cSqnMFj3YZS+Tm28VcfuJoThhEiajKSkpKQnJwMrVaLTz75xG7nUVpaKq1YWlsYsdVaI+aGEUvcn6aiQsCMD3V45G0dbhUJisel9T7MqFCEmLnwmU17RmTDMuwXqR3DCBE1GfIv9O3bt6O8vNwu52FKvwjQ8CsjgKFvJC8vz6z70/x8GFiaCKz5FVjwnSGM/HYSKK/Qb3cIq+HFtVCuNVLzfsUlAr7cICDplP7YthymadtGth1U837EMEJETYj8C/3WrVtISkqyy3nIw4ipwzQNsTICGMKUTqdT3N/GVKmyj/XdDkAQ9KHgx72GYPJQf/XDF8q1RmpuYP3gOwFPfywg7kUBl/MEXL8lW9vEypWRiDYaPDsaiA4DXhzLIZraMIwQUZNRtbqwdetWu5xHXWuMiBp6AytQ/xk1l68ZvvzTsoGDyYBOJ2D9b/rHXJyB4b1Vv62yZ6SWYZqfDul/LSkDth207TANAPz7BQecXemAv8QyjNSGYYSImoyqX+hbtmyxy3mYssYIYPlhmqeeegqxsbE4ePCg4nFz7tgrqu+MmstVgsLKXwQcPmNoOh3cA/DxVP9FLZ+ZUvUYotIyAcdTDD9vPyzYdJiGTMcwQkRNRtUv9NOnTytuWGcrpg7T+Pj4SNN+6ztMk5aWhsWLFyM5ORkTJkxAcXExAP2wSGZmprSfn5+fqvetd2WkSlBYvQtYs0s2RNPPvIqBtwfg6W78GKLjKUCZrG1oxxHgar7hZ18vsw5NVsAwQkRNhrHqgj2GakytjGg0GoutwioPMxcvXsS8efMAAAkJCTh58iQAoH379nByclL1vvWujFxT/px3E/h8vX7bwQEY2Vf1WwLQX7vg20We7BpaWQ6dVv58owD447x+u4UX4MSptg0GwwgRNRniF7qrq6v0mL3DSG2VEcAwVJOfnw+tVmv2MasGhX/961/Ytm0bZs6cqXhMLUtXRgBDtaL/XUArX/MDgThUc7MQKNJWb2I9eLr6Y5WV+l85RNOwMIwQUZNQUFCAwkL9Klq9e/eWvuR37dpVry95c5g6TAMo+0bkd/pVKy9P+a1fUVGBBx98EAUF+o7NKVOmYOTIkarftz6VEW2pIC2/3qtT9WGR0WbMopGT941kX6v+vFgZcXKs/py1l4IndRhGiKhJkA9zBAcHY/jw4QAArVaL3bt32/RcxMqIi4sLfHxqn7JhqRk18qDg6Kj/9hWn0YaHh+PTTz81633rUxmRB4R2QcDYAcrnR5k5RCMK8jdsV63AXM0XpGnFvToBHcKVz9tiJg2ZjmGEiJoE+Rd5UFAQHnzwQelnW8+qEcNIYGAgNJra//VvqRk18jDyxhtvKJ5LSEhAixYtzHrf+oQReUAIDgAmDjZci54dgbDA+lZGDK+v2pvy+5+G7XtigKE9lc9zmKZhYRghoiahahiJi4uDg4P+r7iqU12tqbKyUhoyqa15VWSNMDJ+/Hi8+uqrcHNzw3vvvYcBAwbU8sraeXp6wsvLy6zzU4SRlhr06wKM7q9vHn1rSv2bR2ub3ntI1i9yTycNhvRSHo+VkYZFXVs1EVEDVTWMeHt7Izw8HBcvXkRKSgoEQaizSmEJ165dk5ZNr6tfBLBOGGnVqhXef/99vP/++2a/n1xYWBj+/PNPZGZmqrqOVSsjDg4arJuvgU4nwMHB0mFEAGB4T/lMmt6dgZY+gLOTYQl6hpGGhZURImoSqoYRAIiKigIA3Lx5U7EKqTWpaV4FLBdGxGqMg4OD6rVE6hIREQFAf1fkqo2ytZGvvioPDpYIIgCkqb2Asj9FpxOkYZpAfyA8EPDy0KDvnYZ9/L05rbchYRghoibBWBhp37699Nj58+dtch6mrjEisnRlpGXLltLwlKWEhxu6PzMyMozuc/SsgPe+AZ74uJW0sFjVyoilBcnCiLxn5PwlIF8/sQr3dIJUyRnS0xBAAmXNr2R/DCNE1CTUVhkBgJSUlGqvsQY1a4wA+vDg7OwMwDJhRN5wainyMJKenm50n+93CHhzObD7hAcOJOsfk4eRIHWr0JvEy0MDH8/qxzqYbNi+J8YQQJ6MBwZ00/8XX8+ZPGRZDCNE1CSIX+Rubm7SzBF7hBG1wzQajQZt2ujvNW9uGCkqKpLWUrF2GJFXRgoKClBaWgoAuFd2IzgxDIjVCm8PwNvDOsMi4lCNPIwc+lPWvBpjeNzXW4NdCx2wa6GD1c6HzMMwQkRNgvhFHhQUJJXl7V0ZMWWYBjBUcq5evYry8vI69q5O3sdhyzDywQcfwMPDA1FRUXArPy49XrUyYo0hGpFYcSnUAgXF+hAi9otoNPopxNTwMYwQUaNXUlKCGzduAFD2YERGRkrBxB49I6ZURgDDOQuCoHi9qarOpLG0msLImTNnoNPpcOHCBUS39UZbfYEHh88ANwoEFOjv1adoNLW0qtN7KyoEJKfpf24fat4dgcn2GEaIqNGTL6MuDyNubm4ICwsDYJ9hGrWVEcC8oRprh5HQ0FAp1MnDyNmzZwEAzs7OaNu2LXp31j+uLQW2yZZ2sWZlpGoYSckCSsr0P3e5w3rHJctiGCGiRs9Y86pIHKq5ceMGrl+v4fauFiRWNhwcHBAQYNq3sCXDiKnHVMPZ2Vlatl5sYK2srMS5c+cAGO4GfG9nw2vW7jY+rdfSglsaKh/Z14BTqYbn7oxkVaSxYBghokbPlDAC2KY6IoaRgIAA6R4xdWnolRHAMFSTm5sLrVaLixcvoqxMX4Lo0KEDAOAvsYb9tx0ybMsDg6VVrYycvGAIQayMNB4MI0TU6NUWRuRrjVg7jAiCIA3TmDpEA9Q/jFi7gRVQ9o1cunRJGqIBgI4d9V2iXSIBdxf96rPiUAlgw2Gaa0KVyoj1jkuWxTBCRI2eqZURazex3rp1S5rqamrzKtC4KiOAvm/kzJkz0s9iGHFyAu6KLKv2Wlv2jJy8oN/2dNffKZgaB4YRImr0GsowjTnTeoHGEUbEJeEBfRiRV0bEYRoA6BZVWu21tpjaCwBnM4G025cvtp3llp0n62MYIaJGr7YwEhlpqNVbO4yoXfBM1Lp1a2m2SkNsYAVqr4zIw8jd7auHEWusvipyd9XAV39TYRyXFb44RNO4MIwQUaMnfoE7OTlV+zL28PBAaGgoANtWRtSEEScnJ6mSUp8w4uvrKy0tb2lVl4QXKyOBgYHw9fWVnut2hzKM+HnrA4M1Gau8dLmDVZHGhGGEiBo98Qs8MDDQ6E3ixKGavLw85OfnW+08zFljRCROnc3JyYFOp1P1WrGB1VpVEUAZRk6ePCkFL7FfROTvrUN0mOFnaw7R1HYMVkYaF4YRImrUKioqpBBQdYhGZKu+EXMrI4Dh3CsqKhSzY+pSXl4uBSxr9YsA+qqLl5d+POSPP/6QHpcP0Yj+IltvxJqrr9Z2DIaRxoVhhIgatZycHAiCfm0JW4WRI0eOYPbs2Th58qT0mCAIii9pc8MIoG6oxhbTegH9Df3E6oh4vYHqlREA0kqsgH0qI8EBQMsWHKZpTBhGiKhRq615VWTptUYeeeQRfPjhh7jnnnvw7bffQhAEzJo1C4mJiQAAT09PxTFNoSaMZGRk4MSJEwBsM5NGJJ9RIzIWRgb3AFxut6707Gj9UBAcoDwGqyKNj5O9T4CIqD7kX9xi30VVllxr5NatW0hN1a+sVVJSgsceewxfffUVfvvtNwD6CsKSJUvQokULVe9rahg5c+YMevfujZs3b+KHH36An5+f9Jy1w4i8b0RkbJimXRCw61MNLmQB4wdZ9ZQAVJ+tw5VXGx9WRoioUbt8+bK0XVNl5I47DN9O9a2MZGZmVntMDCIAsGTJEkycOFH1+5oaRmbPno2bN28CAD755BObDdMA1cOIq6ur0WoJAPS5U4PJD2jg4myDykiVMMJ70jQ+DCNE1KhdunRJ2hbv0FuVp6en9GVf38qI/K61d999N5ycDAXmTz/9FNOnTzfrfU0JI3v27JGGggBg//79+P3336WfrTmbBqgeRtq3b2/y/XesqWrPCIdpGh8O0xBRoyYPI+J6IsbccccdyM7OxtWrV1FYWCjNDFFLXhn5+9//jtjYWCxatAjDhw/Ho48+atZ7AnWHEZ1Oh1mzZlV7fPny5dK2rSsjxvpF7EE+TOPoCHQyXqyhBoyVESJq1OThoLYw0q5dO2k7PT3d7OPJKyPh4eG499578e2339YriABAmzZtpG1jYWTNmjU4fPgwAOVnEYdsANs3sBrrF7EHVxcNIm+3C93dXv8zNS4MI0TUqImVEU9PT8VKoFW1bdtW2r548aLZx5OHn5qGhczh6uoKf39/ANXDSGlpKf7v//5P+nnRokXo06dPtfewdhgJDg5WLCrXUCojAPD1axrMGAF8NYtBpDHiMA0RNVqCIEhhJDQ0VLq/izGWCiPyyoglwwigH6q5fv06srOzIQiC9HlWr14tnXNcXByGDh2KtLQ0JCUlKV5v7TDi7OyM4OBg6Zo3pDDSt4sGfbswiDRWrIwQUaN18+ZNFBUVAah9iAZQhpG0tDSzjymGEV9fX/j4+Jj9PsaIPRklJSWK1Vzli6nNmjULGo0GY8eOVTTPenh4wMPDw6LnY4x440EHBwdER0db/XjUPKgOI++++y6GDh2K++67D4888ohiSltCQgLi4uIwcOBALFy4ULFKX3JyMiZMmIA+ffpgxowZZt0Miogajrlz56JLly749ddf7XYOpjavAso+C3MrIzqdTjqmpasigHJxNvmsnwsXLkjbMTExAPQzZ4YOHSo9bu2qiOj1119HTEwM5s2bZ/EwRs2X6jAyceJEJCYmYs+ePXjrrbfw5ptv4tatW9i3bx/Wrl2LhIQErFmzBvv27cOmTZsAAGVlZZg9ezbGjx+PXbt2ITY2Fm+99ZbFPwwR2UZ+fj7eeecdnDp1CpMmTUJxcbFdzsPU5lXxebHfwdwwkpubi7KyMgDGFwCrr5qWrRfDiKurq2JhN3nTrLWn9YqGDBmC5ORkvPbaazY5HjUPqntG5KVOjUaDsrIy5OXlYevWrRgzZoz0F8KkSZOwbds2xMfH4+jRo3B3d0d8fDwAYPr06YiLi0N2drbRRYrKysqkP/DSiTo5wcXFRe3pNkriHTvV3rmzueL1UscS1+vChQvS6y9fvoyPP/7YLl9O8v6NkJCQWj+To6MjQkNDkZGRgYsXL5r0+ateK3mICQsLs/jvOXEIBNBXRnQ6HXQ6nbTiq/i8eNwRI0YgICAAeXl56NKli93/DPDPojrN5XoZu5N2VWY1sL7//vtITExEaWkp7rvvPkRGRiItLQ3Dhw+X9omOjsYXX3wBAEhNTVUkfnd3d4SGhiI1NdVoGFmxYgWWLl2qeGzs2LEYN26cOafbaBlb6ZFqxuulTn2ulzjFVPTBBx9g6NChNvvXuSg5OVnadnFxqXPKblBQEDIyMnDt2jUkJyebvNaIeK3kvRteXl71miJsjLu7u7R98uRJpKenIzs7G6WlpQD051/1mF9//TUOHTqEUaNGWfx8zMU/i+o09eslHyKtiVlh5B//+AdmzZqFI0eOSKXE4uJixR9sT09PqXSr1Wrh6empeA9PT09otVqj7z916tRqyyk3t8pIZmYmwsLCTEqUzR2vlzqWuF5Vh2UKCwuRkJCAf//735Y4RZMVFhZK23fffXeNS5OLOnTogEOHDgHQX4e69q96rUpKSqTnunTpUufr1QoODoajoyMqKyuRnZ2NiIgIRTUmNja22jEjIiLwwAMPWPQ8zMU/i+rwehmYPbXX0dER99xzD77//ntERkbCw8ND8RdDUVGR1Nnt7u4udbzLn5f/K0DOxcWl2QSP2jg4ODT736Bq8HqpU5/rZazn4quvvsLMmTNtOsMiKytL2g4PD6/z88j/hZaRkYG77rrLpOOI10r+L9i2bdta/Pebq6sr2rZtiwsXLuD8+fPQaDSKmT9RUVGN4vc4/yyqw+tlgam9Ynd5u3btFA1X586dk8Y3IyMjFc9ptVpcunRJMT5KRI2HPIzMmDEDAFBRUYHXX3/dpuchzmxxc3OTFgyrTX3XGrHWgmdy4pB2QUEBrl69qphJI7/hH1FToiqMFBcXY9u2bSguLkZFRQV27tyJo0ePolu3bhg+fDjWrVuHrKws5OXlYeXKlRg2bBgAoHv37tBqtUhMTERZWRmWL1+OmJiYGu+wSUQNm/hF7uLign/9619o3bo1ACAxMdGmzXhiOKhrwTORvDJizlojYsOsRqNBSEiI6tebouqMGoYRag5UDdNoNBps3LgRH3zwAQRBQFhYGObPn4+oqChERUXh/PnzmDx5MnQ6HUaNGoWRI0cC0P+FtWDBAsybNw/vv/8+YmJiMHfuXKt8ICKyLkEQpC/yiIgIeHt74y9/+Qs2btyI0tJSZGZmWryXwphbt26hoKAAgOlVCktVRoKDg+Hs7Kz69aaoKYxoNBrF+RM1JarCiLu7OxYvXlzj81OnTsXUqVONPte5c2esWrVK3dkRUYNz/fp1qT9M/HKsuliXLcKImgXPRCEhIVKDqNowUlpaiitXrgCw3hANUHMYCQsLg6urq9WOS2RPzbtjhohUk3+Ji8Me8qbVc+fO2eQ8zAkjTk5OUpBQG0bkx7PGgmciebD7/fffcePGDQAcoqGmjWGEiFSRf4nXVBmxBXPCCGAIUDdu3MDNmzdr3begoECasSNvXrVmGJHP0tmzZ4/0OMMINWUMI0SkirzxszGGEVP7RtLT0xEbG4t+/fph0aJFVr1br5yrq6vihnkihhFqyhhGiEgVY5WR4OBgaV0hW4URc6fZmhJGCgsLMXLkSCnwvPzyy0hMTJSet2ZlBFD2jdT2GFFTwTBCRKoY6xnRaDRSdSQ1NRUVFRVWPw9rVUZ0Oh0ee+wxnDx5UnqsrKwMa9eulX62ZmUEMB48WBmhpoxhhIhUEYdp3NzcEBgYKD0uhpGKigqz74qrhhhGXFxcVN0Tp661Rt5++21s2LABANCiRQvFEJTI2pURY8dkGKGmjGGEiEwmCIIUNCIiIhQLjdm6b0QMI6YueCaqrTJy9OhRzJ8/H4B+ie7vv/8en3/+Odzc3KR93NzcrH5DwKqVkYCAAPj4+Fj1mET2xDBCRCbLy8uTbpJXdQEuW07vLSwsRH5+PgB1QzSAvr/FyUm/xFLVMCKfvfL2229j6NChaN++PT788EPp8fDwcFXhxxxVwwirItTUMYwQkcmM9YuIbFkZkfeLqO3fcHR0lIZZqoYR+YyZgQMHSttPPfUUZsyYAVdXVzz//PNmnLE6kZGRisDDMEJNHcMIUSOi0+mwceNGxY0nbcnYtF6RvcKI2soIYAhSN2/elBYVA5RhRN4XotFosGTJEhQUFOCZZ54x55RVcXNzU3wuhhFq6hhGiBqRv//97xg1ahT69+8vDZfYkrFpvaJWrVpJfQ2NJYwA+tk/IjGMODg4IDg4uNrrrHU/GmPk4Y5hhJo6hhGiRmL37t1YtmwZACA7Oxv/+9//bH4OtYURjUYj9Y2kp6ejtLTUosdOT0/H+++/j1GjRmHWrFnS4+aEEfmXuzyMyG+EJ/aV2Iu8B8fY7BqipsS+f9qIyCSlpaV48sknFY+lpKSgV69eNj0P+TBN1Z4RQP+leeTIEeh0OqSmpqJTp071Op5Op8OWLVuwePFibNu2DYIgVNsnJiZG9ftGRkZK22IY0Wq1yM3NBWD9qbumePrpp7Fjxw7Exsaid+/e9j4dIqtiGCFqBD788EOcPXtW8Zg9+kbEyoi7uztatWpV7fmqfSP1DSNPPfUUvvrqq2qPt2jRAj169MCkSZMUFQRTycOIeFdcW90Iz1R33nmnzVazJbI3hhGiBi4lJUVa+6Lq47YkX2Okbdu2Rqe3ysOIJab3/vDDD9J2eHg4pk+fjjFjxiA6Olq6mZw5jFVGampeJSLrYxghauBmzZol9V88/fTTWLRoEQDb3QNGlJOTI924rWq/iEhepajv+eXn50szXe69917s3bsXjo6O9XpPkb+/P3x9fZGfn88wQtQAsIGVqAErLS3Ftm3bAACBgYH44IMPpIZNW1dG5OFCXlmQs+T0Xnl/SqdOnSwWRETiZ8jIyEB5eTnDCJEdMYwQNWDHjh2TqiJDhgyBl5eXtDpnXl6etAqpLSQnJ0vbNTWN+vn5oWXLlgDqP0wjn+VSU/ipD/E9KysrkZGRwTBCZEcMI0QNWFJSkrR97733AlAuFS42X9rC6dOnpe3OnTvXuJ84VJOVlVWvtVDkYcTYzJ36qjq9l2GEyH4YRogasP3790vbffr0AWD7G9KJ5GGktum0lmpilQ/TWLMyAijDiJeXF3x9fS1+PCKqGcMIUQMlCIJUGfHx8ZECgLwyYsu+EXGYJiAgwOi0XlHHjh2l7TNnzph9PGtXRuRhJCUlRQojtrgRHhEpMYwQNVBpaWnIyckBAPTu3Vtq4LRHGLl+/TquXLkCoPYhGgCKtUX+/PNPs48phhFPT89aw4+55GHk999/l2YKcYiGyPYYRogaKGNDNICy18FWYUQeKupa8dQSYaSyshLp6ekAqt/B1lLCw8OlgHfw4EHF40RkWwwjRA2UseZVQF8pCAoKAmC7nhFT+0UAfVgSbyhnbhi5fPkyysrKAFhniAYAnJycEBERAQDSsQCGESJ7YBghaqDEyoiDgwPuuecexXNik2hubi5u3bpl9XMxZVqvyMnJSTq/c+fOoaKiQvXxrD2tt7b3Zhghsj2GEaIG6ObNmzh16hQAoEuXLvD29lY8b+vpvaZO6xWJQzVlZWWKWTGmsvZMGpF8yEvEMEJkewwjRA3QoUOHpDvUyvtFRLZuYhXDiL+/P1q3bl3n/vXtG7H2TBoRKyNEDQPDCFEDJG9elfeLiORhxNp9I/n5+cjKygKgH6IxpZlUPr23vmHElsM0Go0GISEhVjseERnHMELUAMmbV41VRuQLi1m7MiIPE6YM0QD1r4zIh2lquimfJVQNI23atIGLi4vVjkdExjGMEBmRlpaG2NhY9O/fH1qt1qbH1mq1OHDgAAAgODjY6LCBLaf3qplJI+rQoYO0bUoYmTNnDiIiIrB69WoAhspImzZt4OHhoeZ0VanaM8IhGiL7YBghMmLOnDlITk7Gb7/9hi1bttj02Fu2bEFRUREAYPDgwUaHRby9vREYGAjA+mFEzUwakaenpzRt9syZM1L/izGpqal45513kJGRgWnTpuHixYvSAmvWHKIBgBYtWsDf31/6mWGEyD4YRoiqyMvLk/6FDtRvSXNzrFy5UtqeOHFijfuJfSPZ2dkoLCy02vmYUxkBDEM1t27dQnZ2do37ff3119J2YWEhpk6dKv1s7TBS9RgMI0T2wTBCVMWKFStQWloq/Vyfm70ZU15ejvLycqPP3bhxA1u3bgUABAYGYuDAgTW+j7xvxJrTe8Uw4uvrKy22ZgpT+kZ0Oh0SEhIUj+3evVvatuZMGpF8qIZhhMg+GEaIZHQ6HRYvXqx4zJJh5OjRo2jZsiW8vLzQs2dPPPXUU9i4caM0jLFu3TppNdDx48dLy5UbI59RU99zLC0txapVq6rNzLl16xYyMzMBmD6TRmRKGNm1a5d0gzp3d/dqz9uiMiIPI+LQEhHZFsMIkczPP/+smFYKAGfPnq2150GN1atXo6CgAGVlZThy5AgWL16MUaNG4e233wYAfPfdd9K+tQ3RAMqZLSdPnqzXeb3++uuYMGECevXqJU3jBdTdk6YqU8LIf/7zH2l78eLFCA4OVjxvizAyZcoUhIWFoUePHhg6dKjVj0dE1TnZ+wSIGpIvv/xS2vby8kJhYSHy8/ORl5dnkTvHilWAqubNm4fWrVtLQxRRUVHo0aNHre911113SdvHjx+v13kdPnwYgH5NkZkzZ2Lt2rUAgGXLlkn7mDqtV1RXGLlx4wZ+/PFHAPrF1B555BGUl5dj2rRp0j62GKZp3749Ll68CI1GY5Ub8hFR3VgZIbotPT0dmzdvBgCEhoYqKhNnz561yDEuXbokbefk5OCdd96Rfn7uueekCszEiRPr/GJs27YtfHx8AAAnTpyo13nJG0zXrVuHLVu2YMuWLVIY8fT0xMMPP6zqPVu2bImAgAAAxsPIqlWrpN6cSZMmwdXVFVOmTEFsbCwAICAgoFqlxFocHBwYRIjsiGGE6LavvvoKOp0OADBjxgzFsISl+kbE/ouAgAC0bt0ab775JsaPH19tv0cffbTO99JoNOjSpYv0vtevXzf7vMSptKJnnnlGUaH4+OOPERYWpvp9xerIlStXkJ+fr3huxYoV0vYTTzwBAHB0dMSmTZswc+ZMrFu3rtaeGSJqOhhGiKCf4SL2Lzg5OWHatGmKhbssEUYqKyulfgzxi12j0WDZsmVSqACAHj16IDo62qT3lA/VmNs3UlRUhIKCAsVj6enpUkAZNmwYpk+fbtZ7y4dq5FOEU1JSpKGhbt26KT5Hu3bt8Omnn6J///5mHZOIGh+GESIAmzdvlr584+PjERQUpAgElhimycnJQWVlJQD9MJDI09MTGzZskO6J8uqrr5r8nvIvcXOHauRVke7duyuWQ/fz88OyZcvMHsK48847jZ6fGEQAYPTo0Wa9NxE1HQwjRACWLFkibc+YMQOAfs0JV1dXAJapjIhDNACqDXm0a9cOf/75JzIzMzFmzBiT37Nr167StiXCSN++ffF///d/0s+LFi2qV9+G/PzkTbbyc+3WrZvZ709ETQNn01Czl5aWhp9//hmAvik0Li4OgL5/ISoqCsnJyUhJSUFlZWW9ehhqCyOAfol3b29vVe8ZGxsLBwcH6HQ6s2fUyMNIUFAQZs2ahXbt2qFly5b461//atZ7iu666y5oNBoIgoBjx45Jj8vDiLy6Q0TNEysj1OwtX75cmsUyffp0ODgY/liIQzVlZWVIT0+v13HkM2nkwzT14e7uLp1jcnJyjSu71kY+k6ZNmzZwcHDA448/Xu8gAugDlrg426lTp1BRUQHAEEb8/f2l4Skiar4YRqhZq9q4Ks7qEFmyibWuyoi5xMpCWVmZWb0t8spImzZtLHZeInEYpqSkBGfOnEFubq4UgMTKCRE1bwwj1Kxt2bJF+mIcOXJktS9jSzaxWqMyAtS/ibXqMI2lyXtCjh8/ziEaIqqGYYSaNflaF2Ljqpy1KiMNKYxUHaaxNHkT67FjxxTnKH+OiJovNrBSs/bHH38A0E9hHTx4cLXnLVkZEcNI69atpVk6llDfZeHFyoijo6O0YqolySsjx44dQ25urvQzKyNEBLAyQs2YVquVhk46dOigaFwVBQQEwN/fH0D9KiMVFRVSBcKSVREACA4OlkJEfYZpAgMDjV6D+goMDJSGf44dOybNqnFyclIsikZEzRfDCDVb8rvzijM+jBGrI5mZmSguLjbrWFeuXJEWPLNk8yqgX8VVrDDk5uZWW9q9NpWVlcjJyQFgnSEakVgdyc/PR3JyMgD96qyWrBARUePFMELNVkpKirRtShgBgPPnz5t1LGv1i4jM7Ru5du2aFJJsEUbkOERDRCKGEWq25MGitjBiiSZW+UwaS1dGAPPvUWPtmTQiY42qbF4lIhHDCDVb5lRG5Dd7U8Naa4yIOnfuLG3/+eefJr/O2jNpRKyMEFFtGEao2ZKHkfbt29e4X/fu3aXt3bt3m3Usaw/TyKs3asKItRc8E7Vr1w4+Pj6KxxhGiEjEMELNlhhG/Pz8pBkzxrRr1w6RkZEAgP3796OoqEj1saw9TOPl5SW975kzZ6Tl7avSarX49ddfUVBQAEBZGbHmMI2Dg4NiWCYoKAitWrWy2vGIqHFhGKFmqbS0FBkZGQBqH6IRiTfPKysrw759+1QfT14Zqc9dcGsjTpPNz8+XZsiIBEHAxo0b0alTJ8TFxWHy5MkQBMFmlRFAOVTDqggRyakKI2VlZXjnnXcwfPhw3HfffZgxY4ai1J2QkIC4uDgMHDgQCxcuVPzrLDk5GRMmTECfPn0wY8YMxb/IiGwtNTVV+v2pJowAwI4dO1QfTwwjgYGBVpvOKl+zQz5Uk5GRgREjRmDUqFHSzf5OnDiB5ORkm4YReWWEYYSI5FSFkcrKSoSEhGDFihXYtWsX+vfvj5dffhkAsG/fPqxduxYJCQlYs2YN9u3bh02bNgHQh5jZs2dj/Pjx2LVrF2JjY/HWW29Z/tNQo1FSUoKcnBzpP/FurrZiavOqaMCAAdIN3dSGkfLycil8W2OIRmQsjOh0OowcORJbtmyptv/GjRtt1sAKAA899BCioqLQsmVLTJ061arHIqLGRdVy8O7u7pg2bZr08yOPPIKFCxciPz8fW7duxZgxY6TmvEmTJmHbtm2Ij4/H0aNH4e7ujvj4eAD627THxcUhOzvb6Dh1WVkZysrKlCfq5AQXFxfVH7Ax0ul0il+bmh07dmD06NGK3ovg4GDs37/frC9rc66XfFrvHXfcUedr/f390a1bN/zxxx84fvw4cnJyTO55yMrKkqowISEhVvv/Km9iPX36NHQ6HZKTk6V1RwIDA/GPf/wDL774IgB9GBF7R7y9veHu7m7V33Pe3t74888/UVlZCWdn50bx+7up/1m0NF4vdZrL9TJlZed63Zvm5MmT8Pf3h6+vL9LS0jB8+HDpuejoaHzxxRcA9CVx+b8+3d3dERoaitTUVKNhZMWKFVi6dKnisbFjx2LcuHH1Od1GR95n0JR8+OGH1ZpAL1++jA8++ACzZs0y+33VXC9xSXJA3/wpDl/UpkePHtK9bFavXo0RI0bUun9eXh4KCwsV04F9fX1NOpY5vLy8pO1jx44hPT0dmzdvlh574oknEB8fj6VLl+L06dM4evQonJ2dAQAtW7a02nk1BU31z6K18Hqp09SvV7t27ercx+wwUlhYiPfeew9PP/00AKC4uFjxl6Gnp6e0dLZWq4Wnp6fi9Z6entBqtUbfe+rUqZg4caLyRJtZZSQzMxNhYWFWuVeIPQmCIN3MzcPDAwMHDsTWrVuh0+nwyy+/4N///rc0HGIqc66XvMGzb9++JlU5Hn74YXz11VcA9D0Xzz77bLV9ysrKsH79enz11VdGpwF36tQJERERJp2jWuHh4fD398f169dx8eJFRERE4MyZM9LzDz74ICIiIvDwww9LAam8vFx6rbXOqzFryn8WrYHXSx1eLwOzwkhpaSlefvll9O3bVxp68fDwQGFhobRPUVERPDw8AOgrIVX/JVxUVAR3d3ej7+/i4tJsgkdtHBwcmtxv0HPnziEvLw+Avg8jMTERAwYMwO7du5GSkoLk5GR06dLFrPeuer0KCwtRWVmJFi1aVNtX7Bnx8fFB69atTQpA/fr1g6urK0pLS7Fjxw5oNBrF6zZt2oTp06cr7kpbVdeuXa36/7RTp05ISkrC5cuXUVhYiAMHDgDQ/5nq0aMHHBwcEB8fj3nz5ile16ZNmyb3e82SmuKfRWvi9VKH18uMqb0VFRV47bXX0KpVK7zwwgvS4+3atVM0BZ47d05amyEyMlLxnHi3VPF5aj6SkpKk7XvvvRcAMGbMGOmxH374wSLHycjIQFRUFEJDQ3H06FHFc2VlZdKQRFRUlMmVGHd3d/Tt21d6/wsXLiienzVrliKIREdHY+LEiZg0aRImTZqEhQsXYsiQIfX5WHWSN7H+9ttvUm9Mjx49pFk8Xbt2rTa92NrNq0REtVEdRt59912UlpZizpw5ir/Ehw8fjnXr1iErKwt5eXlYuXIlhg0bBkC/gqVWq0ViYiLKysqwfPlyxMTEWHWRJWqY9u/fL22LYWT06NHS76UffvihxgW71Fi8eDFycnJQWFhYrQpw8eJFqWGstpVXjalpim9eXp5035o77rgDu3btwpkzZ/Dtt9/im2++wTfffIPnn39e9RCUWvIwsnz5cmm7T58+0rZGo8HgwYMVr+OfRSKyJ1VhJDs7G4mJiTh27BgGDBiAfv36oV+/fjh27Bj69u2L0aNHY/LkyRg7diz69OmDkSNHAtCXiBcsWICVK1diwIABOHHiBObOnWuVD0QNmxhGHB0d0atXLwD6L0Kx4nD27FnpFvPm0ul0WLlypfRzYmKitMAZoH5ar1xNYeTQoUPS9qhRoxRTgW1JHkYSExOlbTH4ieSfA2BlhIjsS1XPSFBQEI4cOVLj81OnTq1x/YDOnTtj1apV6s6OmpTr169LjZPdunWTeooA/Wyp3377DQCwdu1axMbGmn2cpKQkRfjQ6XT46quvMH/+fACm363XmG7dusHX1xf5+fn49ddfodPp4ODggIMHD0r79O7d2+xzry95GJGv3VI1jPTq1Uv6HADDCBHZV/PumCGbkn9hy4cNAP1Qjai+fSPyqoho6dKl0to19amMODo6YsCAAQD04Upcw0P+2e655x7V52wp4eHhipAH6D9j69atFY85OzvjwQcflH42ZeodEZG1MIyQzRhrXhWFhIRIAeX06dOKtTnUKCsrw5o1awDoZ3iJfUu5ublYv349gPqFEQAYOHCgtL1z505UVlZKwzTBwcFWuSuvqRwcHBSLnwHVr7Vo/vz5GD58ON54441qryEisiWGEbIZY82rcvJZNevWrTPrGNu2bcONGzcA6Hs35IuoLVq0CHl5eVJPipeXFwIDA1UfY9CgQdL2zp07cebMGWkl0969e9ulV0SuY8eOip+rVqFE4eHh2LJlS7UGXyIiW2MYIZsoLy+Xqgfh4eFGqwejRo2StsX+EbXkQzQTJ07E/fffL3057927F6GhodJqh2qm9cp17NhRmn3y22+/Kc7VnkM0InnfCFBzZYSIqKFgGCGbOHHihLTibk3/Uo+IiJC+5A8dOqT6fg03b96UZpAEBARg8ODB0Gg0eOqpp6R9SktLpe0nn3xS1fuLNBqNVB0pKirCv//9b+k5ezaviuRhpEWLFoiJibHj2RAR1Y1hhOrtwIEDWLNmTa3hoa4hGkD/JS9+md+6dUuxlLkplixZgpKSEgD6mziK912ZPHmyVInx9fXFSy+9hPPnz+Pvf/+7qveXk/eNiP0tjo6O6N69u9nvaSny8PGXv/yl2a/sSEQNH/+WonpJS0tDv3798Mgjj2Dx4sVG9ykrK1MMn9RUGQGUwxzytTvqcv36dfzzn/8EoG/ilFdDfH19cejQIfz666/IysrCRx99ZFbjqpy8b0TUpUuXavdgsodOnTphwoQJCAwMxOzZs+19OkREdWIYoXrZt28fKisrAejvtlyVIAh4+umn8fvvvwPQTyG98847a3w/+TCHfLpsXT7//HPcunULgH69m86dOyueDw4Oxv33319t2qu5wsPDqwWahtAvAugrTN999x2ys7OlachERA0ZwwjVi3wo5ciRI0hLS1M8/9lnn0nLkru5uWHNmjVwcqp5rT3xZm6A6WHkwoULUuXFw8PDZqv7yodqgIbRLyJn71k9RESmYhihevnzzz8VP8un5P7888946aWXpJ//85//oEePHrW+n6enp3TX3v/973+KO0HX5LXXXkN5eTkA4OWXX652EzhrqTpU09DCCBFRY8Ew0sSlp6dj+/bt0n+nTp2y6PtXDSNr164FABQWFmLy5MlSU+trr72GCRMmmPSe4nCHTqer9fYDALBnzx7pmK1bt1asK2Jt8iEQX19f1TfdIyIiPYaRJuzw4cNo164dHnjgAem/Ll264Ntvv7XI+5eXlytWMwX0TacZGRlYuHAhcnJyAAAPPPCAqoW1TO0b+f3336WbMQLAW2+9BW9vb5OPU1+tWrXC2LFjAQBPPPEEZ60QEZmJf3s2Yd9//z0EQaj2+HvvvWf0cbVSUlKkm7HJ+xO++uorLFiwAIB+uuunn36q6ovalDBy5MgRDBkyRGpavffeezF9+nTVn6G+Vq9ejfT0dPzrX/+y+bGJiJoKhpEmTL62xxtvvCHNMPnzzz+xZ8+eer+/fIhm/Pjx0va7774rhYQnnnhC9X1PoqOj4evrC0AfRqoGpxMnTmDw4MG4efMmAP1wydKlS2ttjLUWjUaD8PBwNosSEdUDw0gTpdVq8ccffwDQL18+b948vPHGG9LzixYtqvcx5GEkPj6+2pRdNzc3vPXWW6rf18HBAb169QIA5OTkICMjQ/H8rFmzkJ+fDwC47777sHHjRri7u6s+DhERNQwMI03UkSNHpBkm4oqno0ePlm4lv379emRnZ9frGPIw0qlTJ8WN7gDgueeeM/sOtjUN1ZSWlkr3ggkJCcHmzZsbxEJjRERkPoaRJko+RCOueOri4oJp06YBACoqKrBs2bJ6HUMMIw4ODoiOjpaaOQH9PVH+8Y9/mP3e8jBy4MABafvIkSPSku8DBw6El5eX2ccgIqKGgWGkiUpKSpK25feCmTFjhtRMumTJEqkBVS2dTicteNauXTu4ubmhU6dOePLJJ+Hn54clS5bA39/f7PO/5557pD6MHTt2SI/L75Dbv39/s9+fiIgaDoaRJkgQBKky4u/vj+joaOm5iIgI/PWvfwUAZGVlYfPmzWYdIzMzE8XFxQCUd4n98ssvcf36dTzyyCPmnj4A/XmL1ZHk5GRcuHABgDKM9OvXr17HICKihoFhpAk6d+4crl27BkBfFak6rfbpp5+WtsWl2tWSLwMvDyOWFB8fL21v3LgRlZWVUsWndevWipBFRESNF8NIEyTvF5EP0YgGDx6MVq1aATA+ddYUVZtXrWHUqFHS9oYNG3Dq1ClpOm+/fv04nZaIqIlgGGmC5P0iYvOqnIODA7p16wYAyMvLQ1ZWlupj2CKMdOjQQVqjJCkpCevXr5ee4xANEVHTwTDSBImVEScnpxpvTCeGEQA4duyY6mPYIowAhqEanU6Hjz/+WHqcYYSIqOlgGGlirl+/LgWFu+++Gx4eHkb3s1QYCQoKQosWLcw4U9PI+0bEO/h6e3vjrrvustoxiYjIthhGLEin00n/WeLeL+aQr8lhrF9EVJ8wcujQIeTl5QGwblUE0E/xDQwMVDzWp08fODo6WvW4RERkOwwjFqDVajFgwAA4OjpK/7Vo0QKrVq2y+bmYGkaioqKkBcPUhJGjR4/igQcekH629lofjo6OGDFihOIxri9CRNS0MIxYwKpVq7B7927FYwUFBXj55ZelJdlt5ffff5e25auYVuXg4ICuXbsCANLT03H9+vU63/vYsWMYPHiwdF+Y/v3745VXXqnX+ZpCPlQDsF+EiKipYRixgK+//lra7tmzJ0JCQgAAly9fRmJios3OQxAEHDlyBAAQGBhY531h5EM1x48fr3Xf48ePIy4uDjdu3ACgDwRbtmyxyX1hBg0aJPW+uLq6omfPnlY/JhER2Q7DSD1dvHgRe/bsAaCfinro0CH85z//kZ63xN1xTZWamiqFhZ49e9a5DoepfSMnT55EXFycVD3p06cPtm7darP7wri7u+P111+Hq6srXnnlFbi6utrkuEREZBsMI/X07bffStuPP/44NBoN4uLiEBUVBQDYuXMnzp49a5FjnTt3Dt988410o7iqDh8+LG3XNKVXzpQwcurUKQwaNEha0fUvf/kLtm3bZvMb1L322msoLCzE/PnzbXpcIiKyPoaRehAEAf/9738BABqNBhMnTgSg78d48sknpf0WL15c72MVFxfjvvvuw+TJkzF06FCUlZVV20ceRkwZyoiJiYGzszMA4I8//qj2fFpaGgYNGiTNnOnduzd++ukneHt7m/sx6sXJyckuxyUiIutiGKmHgwcP4vz58wCAAQMGIDw8XHpuypQpcHNzAwAkJCRIN5Uz186dO3HlyhUAwN69e/Hss89Wmz6sNoy4uLggNjYWAHD27Nlq5/jJJ5/g6tWrAIBevXrhp59+go+PT70+BxERUVUMI/Ugb1x9/PHHFc+1bNlSunNtfn5+vaf5Vr277tKlS/H5559LP1dWVkrVjYiICOneM3URh2p0Oh1OnjypeE5shgWAxMREqy5uRkREzRfDiJlKSkqwevVqAICHhwdGjx5dbR/53XG//PJLs48lCIIURuSLfb344ov45ZdfAOjvoltUVATAtKqIqKa+EXk4iYiIQOvWrc0+fyIiotowjJhp8+bN0nobDz/8sNGGzp49e0preRw5cgSXLl0y61jHjh3D5cuXAQAPPPAA/vGPfwDQV0OmTJmCkpIS1c2roprCSGpqqhRuxM9ARERkDQwjRpw8eRIvvfQSdu3aVeM+K1eulLYfe+wxo/toNBrFgl3bt28363zkQzR//etf8e6772Lw4MEA9GuZJCQkqO4XEd11113SFGB5E+uJEycU+xAREVkLw0gVgiBg7Nix+OSTTzBo0CCMHz8eWVlZin1u3LiBrVu3AgDatGmDgQMH1vh+8qXTf/rpJ7POSb5w2oMPPggHBwe899570mMffPCBYhn47t27m/zeXl5e6NixIwD9wmYFBQUAGEaIiMh2GEaqOH78OM6dOyf9vHr1anTs2BHLly+XHlu3bp00tXb8+PG13rStZ8+e8Pf3BwD88ssvqKioUHU+2dnZUiNp165dERYWBkA/FDNkyBAA+oXXxCGWDh06qG40HTBgAAD9sM/evXsBMIwQEZHtMIxU8eOPP0rbYsgoLCzEtGnTpOrDd999J+3z6KOP1vp+jo6OUmi4efMmDh48qOp8xAoMoB+ikXv99der7a+mX0Q0aNAgaXvnzp0ADGHEy8sL7dq1U/2eREREpmIYqWL9+vUA9P0eJ0+eVEzZffbZZ5GRkSHdFK99+/YmffnXZ6hGPkRTNYz0798fffv2VTxmzn1b7r//fqlvZOfOncjPz0d6ejoAfVXEwYG/TYiIyHr4LSNz9uxZJCcnAwDuvfdexMTEYNmyZejSpQsAfYPnQw89JC029uijj9Z5/xcAUmUEUBdGrl27JjW9tm7d2mjQeO211xQ/mxNG/P39pVk1J0+exI4dO6TnOERDRETWxjAiI1ZFAOChhx4CoF+CXL64mHzGSV1DNKKgoCBpeuzRo0eRm5tr0usWL14s3YdmwoQJRisUDzzwAO6++24AgKenp9nTcOVDNQsXLpS2GUaIiMjaGEZk5P0iYhgBgH79+lWbvtujRw9ER0eb/N7Dhg2Ttk2Z4ltaWiqFIAcHB8ycOdPofhqNBqtWrcLf/vY3rFq1Ch4eHiafk5w8jOzbt0/aZhghIiJrYxi5LTMzU1qro2vXroiMjFQ8v2DBAsV9WcSb4plKbd/Ihg0bpArKmDFjam0ibd++PZYtW1atp0SNvn37SjfNE2k0GuneNURERNbCMHLbhg0bpG1jS7u3adMGH330EQD9sIvaMPKXv/xFutvt9u3bUVlZKT0nCAJWrFiBZcuWobS0FDqdTjGV+OWXX1Z1LHN4enqid+/eisfat28PT09Pqx+biIiaN4YR6Bcxk/dJGAsjADBt2jScPXsWJ0+eNPlGdCJnZ2dp1dRr164hKSlJem7dunV44oknMH36dHTp0gXvvPMOUlJSAOgrFr169VL7kcwiH6oBuAw8ERHZRrMPIxUVFRg3bhwuXLgAALjnnnsQExNT4/7R0dEICAgw61jykPPDDz9I2/K7/547dw7z58+XfrZFVURUNYywX4SIiGyh2YeRl19+WZrK2qpVK6xevdqk6brmGDFiBFxcXADoqyE6nQ43btyosaG1ffv2GDFihFXOxZhevXopGmAZRoiIyBaadRhZunQpPvvsMwD6YZQff/wRERERVjuej48Phg4dCkC/zPv+/fuxfv16lJeXAwBmzpyJFStWSENA8+bNq3WpeUtzcXGRlobXaDSKO/oSERFZi5O9T8Be9u3bh6efflr6+csvv6y2mqk1jB07VlpVde3atTh9+rT03KOPPopevXph/PjxOHXqlKob3lnK+++/j/LycgwdOhTBwcE2Pz4RETU/zTaMREVFoWfPnjhw4ABeeOEF/O1vf7PJcUeMGAFnZ2eUl5fj+++/x7Vr1wAA7dq1k1ZPdXFxMbsvpb5iY2NNWgeFiIjIUprtME2bNm3w66+/4uOPP8aHH35os+P6+vpKy8Pn5uZKU3wfeeQRq/WqEBERNWTNNowAgKurK1588UU4Odm2QDRmzJhqj40fP96m50BERNRQNOswYi8jR45UBKAOHTpIN+MjIiJqblSFkSVLlmDs2LHo2bNntb6ChIQExMXFYeDAgVi4cKF0Z1sASE5OxoQJE9CnTx/MmDED2dnZljn7Rsrf3x9xcXHSz+PHj+cQDRERNVuqwkhYWBhefvlldO7cWfH4vn37sHbtWiQkJGDNmjXYt28fNm3aBAAoKyvD7NmzMX78eOzatQuxsbF46623LPcJGqmnnnoKgH4Z9scff9zOZ0NERGQ/qsLI8OHD0bt3b2nhLtHWrVsxZswYhIaGIiAgAJMmTcK2bdsAAEePHoW7uzvi4+Ph6uqK6dOn4/Tp082+OjJy5EgcP34cp0+frvUmeERERE2dRTo309LSMHz4cOnn6OhofPHFFwCA1NRUREVFSc+5u7sjNDQUqampCAoKMvp+ZWVlKCsrU56ok1O1ENTY3XnnnQAAnU6neFz8uerjZByvlzq8XqbjtVKH10ud5nK9HBzqrntYJIwUFxfDy8tL+tnT0xPFxcUAAK1WW+3Or56entBqtTW+34oVK7B06VLFY2PHjsW4ceMscbqNRmZmpr1PoVHh9VKH18t0vFbq8Hqp09SvlynVf4uEEQ8PDxQWFko/FxUVSfc4cXd3R1FRkWL/oqIiuLu71/h+U6dOxcSJE5Un2gQrIzXR6XTIzMxEWFiYSYmyueP1UofXy3S8VurweqnD62VgkTDSrl07pKSkSMupnzt3DpGRkQCAyMhIrF+/XtpXq9Xi0qVL0vPGuLi4NJvgURsHB4dm/xtUDV4vdXi9TMdrpQ6vlzq8XiobWCsqKlBaWgpBEKRtnU6H4cOHY926dcjKykJeXh5WrlyJYcOGAQC6d+8OrVaLxMRElJWVYfny5YiJiamxX4SIiIiaF1WVkfnz52Pz5s0AgGPHjuHtt9/G4sWL0bdvX5w/fx6TJ0+GTqfDqFGjMHLkSAD6KseCBQswb948vP/++4iJicHcuXMt/0mIiIioUdII8tXJqEHQ6XRIT09HREREsy/dmYLXSx1eL9PxWqnD66UOr5dB8/70REREZHcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRXXPSMiIiI7IqVESIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEbWLJkCcaOHYuePXti+/bt0uMlJSV49913MXjwYAwZMgTffPON4nU9evRA37590a9fP/Tr1w//+c9/FK9988030b9/fzz44IP46aefbPZ5rMka1+rjjz9GfHw8+vfvj8ceewx//PGHzT6PtVnjeokuX76MPn364L333rP657AVa12vTZs24aGHHkLfvn0xZswYpKen2+TzWJM1rlVWVhaeeeYZ3H///Rg2bBhWrFhhs89jbeZer8LCQsydOxcDBw7E/fffj9dff13x2qb497wxTvY+geYgLCwML7/8MhYvXqx4fPny5bh8+TLWr1+PwsJCPPXUU4iKisJf/vIXaZ8NGzYgICCg2nsuWbIEN2/exNatW3HhwgXMnDkTnTp1QkREhNU/jzVZ41p5eXnh888/R0hICHbt2oVXXnkFiYmJ8PT0tPrnsTZrXC/Rxx9/jA4dOljt3O3BGtdr7969+Pbbb/Gvf/0LkZGRyMrKgre3t9U/i7VZ41p9+OGHCAkJwcKFC5GTk4O//e1v6Ny5M3r16mX1z2Nt5l6vd955B4GBgdi0aRPc3NyQkpIivbap/j1vDCsjNjB8+HD07t0bLi4uiscPHDiARx99FF5eXmjTpg1GjhyJLVu2mPSeW7duxYwZM+Dl5YW77roL/fv3x88//2yN07cpa1yrGTNmICwsDA4ODoiLi4OrqysyMjKscfo2Z43rJb5eEATcc889lj5lu7LG9Vq2bBleeukl3HHHHdBoNAgNDUWLFi2scfo2ZY1rlZ2djSFDhsDJyQkhISHo2rUrUlNTrXH6NmfO9bpw4QLOnDmDF198EV5eXnByckLHjh2l1zbVv+eNYRixM/lNkwVBqPYHc9KkSRg2bBjmzJmD/Px8AMCtW7dw7do1REVFSftFR0c3mT/UNTHnWlV1+fJl3Lp1C2FhYdY81QbB3OtVXl6OhQsX4oUXXrDRmTYM5lyvyspKnD17FikpKRg+fDhGjhyJpUuXoqnfDN3c31tjx47F9u3bUVZWhoyMDJw6dQo9evSw1WnbTU3X688//0R4eDjefPNNDBo0CJMnT8axY8cANL+/5xlG7Kh37974/vvvUVBQgMuXL2Pz5s0oKSmRnl+6dCk2b96M7777DiUlJZg7dy4AoLi4GI6OjnBzc5P29fT0RHFxsc0/g62Ye63kKioqMGfOHDz22GPw8vKy5enbXH2u18qVK9GnT59mEdhE5l6v69evo7KyEocPH8bq1avx1Vdf4ZdffkFiYqK9PorV1ef31l133YVTp06hX79+GD16NOLj4xVftk1RbdcrNzcXhw4dQq9evbB9+3ZMmTIFr7zyCm7evNns/p5nGLGjv/3tbwgODsaYMWPw/PPPY9CgQWjVqpX0fLdu3eDk5AQ/Pz+88sorSEpKQnl5OTw8PFBZWan4C6CoqAgeHh72+Bg2Ye61EgmCgDlz5sDPzw8zZsywx0ewKXOvV25uLjZt2oQnnnjCjmdve+ZeL1dXVwDA448/Dm9vb7Rp0wZjx45FUlKSvT6K1Zl7rSorKzFz5kyMGjUKSUlJ2LRpE3bs2IEdO3bY8dNYX23Xy9XVFSEhIRg1ahScnJwwcOBAhISE4NSpU83u73mGETtyd3fH66+/ju3bt2Pt2rXQaDSIiYkxuq+Dg/5/lSAI8PHxQcuWLRWNTufOnUNkZKRNztsezL1WogULFuDq1auYN2+e9HxTZu71On36NHJycjB69GgMHToU3377LbZs2YLnnnvOlqdvc/X5syj/IhYfb8rMvVa3bt3C1atXMWbMGDg5OSE4OBj3338/jh49asvTt7nartcdd9xR4+ua29/zTf9v5QagoqICpaWlEARB2tbpdMjJyUFeXh4qKytx8OBBJCYm4tFHHwWgb2w6d+4cKisrcevWLXz00Ue45557pOao4cOHY9myZSgqKsKpU6ewd+9eDB482J4f0yKsca2WLFmCEydO4KOPPqrWXNbYWfp63Xvvvdi4cSNWrlyJlStX4uGHH0ZcXBzmzZtn509qGdb4/fXXv/4V//3vf1FUVISrV69i3bp16Nu3rz0/pkVY+lr5+fkhMDAQGzZskN5nz549tX4hNybmXK8ePXpAEARs3rwZlZWV2LNnD7KysnDnnXcCaLp/zxujEZp6jG8A5syZg82bNyseE6d/vf3228jPz0fbtm3xyiuvoFu3bgCAw4cP45///Cdyc3Ph6emJXr164cUXX4S/vz8A/fzz+fPnY8+ePfDx8cFzzz2HBx54wLYfzAqsca169OgBFxcXODo6Su/52muvYdiwYTb6VNZjjeslt2TJEly7dg2vvfaa9T+MDVjjepWXl+ODDz7AL7/8Ag8PD4waNQozZsyARqOx7YezMGtcq+TkZHz00Ue4cOEC3NzcMGTIELzwwguKP5uNlTnXCwDOnz+PefPmIS0tDWFhYXjllVdw9913A2i6f88bwzBCREREdsVhGiIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRIiIisiuGESIiIrIrhhEiIiKyK4YRImrUevTogR49ejTpO+USNXUMI0RUpxkzZkhf+hMmTFA8l5+fjz59+kjP//vf/7b48RMTE6X3J6Kmh2GEiFQ5f/48/vjjD+nnDRs2oLS01I5nRESNHcMIEZnMyckJALB69WoAQGVlJdauXSs9Lnfz5k188MEHePDBB3HPPfdgyJAhePPNN3HlyhVpnyVLlqBHjx4YMWIEfvnlFzz88MPo27cvpk+fjosXLwLQ34DsnXfekV4jVkiWLFmiOF5hYSHmzJmD++67D8OGDcOyZcss/fGJyEoYRojIZNHR0QgJCcHu3buRk5ODvXv34sqVKxg0aJBiv9LSUsyYMQM//PAD8vLyEBERgaKiImzbtg1Tp07FjRs3FPvn5ubizTffhEajQWlpKY4dO4a5c+cCAEJDQxESEiLtGxsbi9jYWAQGBire4/PPP8fBgwfh7OyMq1evYvHixTh48KCVrgQRWRLDCBGZzMHBAWPHjpUqImKF5JFHHlHst337dly4cAEA8MEHH2DNmjVYvnw5HBwccPXqVaxZs0axf2VlJRYsWIC1a9dKPSknT55ESUkJpk2bhmnTpkn7JiQkICEhAaNGjVK8R3R0NBITExWVmsOHD1v08xORdTCMEJEq8fHxcHd3x5o1a3DkyBF06tQJXbp0Uexz+vRpAICbmxvuv/9+AEDHjh0RERGheF7k5eWF/v37AwAiIyOlx6tWUGozePBgODs7w9fXF/7+/gCA69evq/twRGQXDCNEpIq3tzeGDRuGoqIiANWrIua+p8jR0VHaFgShXu+h5vVEZD8MI0Sk2rhx4wAAvr6+GDJkSLXnY2JiAAAlJSXYvXs3AODMmTNIT09XPG8qNzc3aVur1ZpzykTUgFVvgSciqkNUVBR27twJR0dHuLi4VHt+6NCh+Pbbb5GamopXX30VERERyMrKgk6nQ6tWraQwY6q2bdtK22PHjkVAQABeeOEFdO3atZ6fhIgaAlZGiMgsLVq0gJeXl9HnXF1dsXTpUik4pKenw9PTE8OGDcOKFSvg5+en6ljt27fHtGnT0LJlS1y5cgX/+9//UFBQYImPQUQNgEbgoCoRERHZESsjREREZFcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRXDCNERERkVwwjREREZFcMI0RERGRX/w9fyUS4PIGdCAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series1, series2 = series.split_after(0.75)\n",
    "series1.plot()\n",
    "series2.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Slicing:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series1, series2 = series[:-36], series[-36:]\n",
    "series1.plot()\n",
    "series2.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Arithmetic operations:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series_noise = TimeSeries.from_times_and_values(\n",
    "    series.time_index, np.random.randn(len(series))\n",
    ")\n",
    "(series / 2 + 20 * series_noise - 10).plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Stacking**\n",
    "\n",
    "Concatenating a new dimension to produce a new single multivariate series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(series / 50).stack(series_noise).plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Mapping:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAicAAAGwCAYAAABy28W7AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAfrtJREFUeJzt3Xd4VGXaBvB7MumZAIFAAqmEEDrSixRRCJAowiKwKqg0sYPYV5cVFd1VBNf2uSzVDogNkA5SREGCIAiEEkghBQKk92Tm+2P2vJ4zmSRzJtOS3L/r8vJk5mTOmTfA3HnepjEYDAYQERERuQg3Z98AERERkRzDCREREbkUhhMiIiJyKQwnRERE5FIYToiIiMilMJwQERGRS2E4ISIiIpfCcEJEREQuheGEiIiIXArDSQOg1+tx6dIl6PV6Z99Kg8D2shzbSh22lzpsL8uxrZTcrfmmNWvW4KuvvkJBQQFCQ0OxbNky+Pv7K85ZuHAhtm/fDnd34yXatm2L9evXi+c3bdqEjz76CEVFRbjtttvw4osvwsPDox5vhYiIiBoD1eFk7dq1+Pnnn7FixQoEBwcjKSkJnp6eZs996KGHMH369GqPX7hwAe+88w4++OADhIeH4+mnn8bKlSvx8MMPq34DRERE1LioCidVVVVYvXo1li9fjrZt2wIAoqOjVV9027ZtiI2NRdeuXQEAs2fPxqJFi2oMJ+Xl5SgvL1feuLt7jaGosZHKfCz3WYbtZTm2lTpsL3XYXpZrSm3l5lb3iBJV4eTq1asoKyvDrl27sHbtWuh0Otx7772YNGmS2fM//fRTfPrpp4iIiMDjjz+OPn36AAAuXryIwYMHi/M6duyI9PR0lJaWwtvbu9rrSIFIbvLkyZgyZYqa22/w0tLSnH0LDQrby3JsK3XYXuqwvSzXFNqqffv2dZ6jOpwUFhbi8uXL2LhxI9LT0/Hoo48iMjIS/fr1U5x7991346mnnoKPjw927dqF+fPnY926dQgODkZJSQn8/PzEuTqdDgBQUlJiNpzMmDEDU6dOVd54E6ucpKWlISwszKLE2dSxvSzHtlKH7aUO28tybCslVeHEy8sLADBnzhx4e3ujQ4cOiI+Px8GDB6uFk86dO4vjuLg4bNmyBYcPH8b48ePh4+ODoqIi8XxhYSEAwMfHx+x1PT09m0wQqY2bmxv/0KrA9rIc20odtpc6bC/Lsa2MVLVARESE1TNqNBqNOI6KisKFCxfE1+fPn0dISIjZqgkRERE1LarCiY+PD0aOHImVK1eivLwcycnJ2Lp1K4YMGVLt3N27d6OkpASVlZXYsWMHfv/9d/Tv3x8AMHbsWOzatQuJiYkoLCzEqlWrEBcXZ5t3RERERA2a6trR888/j9zcXIwaNQpPPPEEZs+ejX79+mHr1q2KAapffPEFxo4di1GjRuHzzz/H4sWL0a5dOwDGGT5PPvkk5s+fj/j4eAQFBWHmzJm2e1dERETUYGkMBoPB2TdBtdPr9UhJSUFERAT7Ii3A9rIc20odtpc6bC/Lsa2U2AJERETkUhhOiIiIyKUwnBAREZFLYThxQdnZ2fDw8EBxcTEqKyvh7++P9PR08XxkZCQ0Gg00Gg18fX3RvXt3LFu2zIl3TEREZDsMJy7ol19+Qa9eveDr64ujR4+iZcuWCAkJUZzz6quvIjMzEydOnMCECRPw8MMPY926dU66Y+cz3XuJiKipOnHiBL755psGvU8Pw4kL+vnnn8XaMT/99BNuvvnmauf4+/sjODgY0dHRWLRoETp27IjvvvsOgHG6d0xMDHx9fREVFYUFCxagoqJCfO/vv/+OW2+9Ff7+/mjWrBn69u2LhIQEAEBKSgrGjRuHgIAA+Pn5oVu3btiyZYv43tOnTyM+Ph46nQ5BQUG47777cO3aNfH8iBEjMHfuXDz33HNo2bIlgoODsXDhQsW9JyYmYujQofD29kbXrl2xa9cuaDQacf8AkJ6ejr/+9a8ICAhAq1atMH78eCQnJ4vnp0+fjgkTJuCf//wn2rVrh5iYGADA//3f/6FTp07o3Lkz2rZtW+O+T0REjdH169cxdOhQ3HXXXZg3b56zb8dqqpavJ/tJTU1Fz549AQDFxcXQarVYs2YNSkpKoNFosHXrVkydOhUfffSR2e/39vYWAcTf3x9r1qxBu3btcPLkSTz44IPw9/fHc889BwCYOnUqevfujY8++gharRbHjx8XK/8+9thjKC8vx/79++Hn54fTp0+LvY8yMzNxyy234MEHH8TSpUtRUlKC559/HlOmTMGePXvEvXz88cd46qmncPjwYfzyyy+YPn06hgwZgtjYWOj1ekyYMAHh4eE4fPgwCgoK8PTTTyveS3FxMW699VYMGzYM+/fvh7u7OxYtWoSxY8fixIkTYiuD3bt3o1mzZti5cycMBgMSEhIwd+5cfPzxx4iIiICPjw8OHjxow58SEZFrO378OAoKCgAAH3zwASZNmoRbbrnFyXelXpMIJ/369UNWVpbDrxscHCwqEnVp164djh8/jvz8fPTr1w+HDh2CTqdDr169sGnTJmi1WnTq1Kna91VWVuKzzz7DyZMn8cgjjwAA/v73v4vnIyMj8fTTT2PdunUinKSmpuLZZ58V+x917NhRnJ+amoq77roLPXr0AGDcakDy0UcfoU+fPnjjjTfEY6tWrUJYWBjOnTsnqhc9e/bEyy+/LF77gw8+wO7duxEbG4sdO3YgKSkJe/fuRXBwMADg9ddfR2xsrHjNtWvXws3NDStWrBDbHqxevRotWrTA3r17MXr0aACAn58fVqxYIcLKN998Az8/P9xxxx24ceMGIiIi0LdvX4van4ioMbh8+bLi61mzZuHEiRPw9fV10h1Zp0mEk6ysLMWAUlfk7u6OyMhIrF+/Hv3798dNN92EgwcPIigoCMOHD0dKSgoCAwPF+c8//zz+/ve/o6ysDJ6ennj22Wfx0EMPAQA2bNiAf//737hw4QIKCwtRWVmJZs2aie996qmnMHv2bHz66acYNWoUJk+ejA4dOgAA5s6di0ceeQQ7duzAqFGjcNddd4mKztGjR/Hjjz+KSopcUlKSIpzItW3bFlevXgUAnD17FmFhYSKYAMCAAQMU5x89ehQXLlyAv7+/4vHS0lIkJSWJr3v06KHYEDI2NhYRERGIjo7G0KFDMXHiRNx1110N7i8lEZG1TMNJUlISFixYgCVLljjpjqzTJMKJ/IPQVa/brVs3pKSkoKKiAnq9HjqdDpWVlSJYtGvXDomJieL8Z599FtOnT4evry/atm0rKgyHDh3C3XffjVdeeQVjxoxB8+bNsXbtWsUfzIULF+Lee+/FDz/8gK1bt+Lll1/G2rVr8Ze//AWzZ8/GmDFj8MMPP2DHjh345z//iSVLluCJJ56AXq/HuHHj8Oabb1a7/7Zt24pj080hNRqNGJhlMBgUm0Cao9fr0bdvX3z++efVnmvdurU49vPzUzzn7++P3377DXv27MHXX3+NhQsX4tVXX8WRI0fQokWLWq9JRNQYpKWlVXvsnXfeweTJkzFo0CAn3JF1mkQ4sbRrxZm2bNmCiooKjBw5Em+99Rb69u2Lu+++G9OnT8fo0aNF5UESGBiI6Ojoaq9z8OBBRERE4KWXXhKPpaSkVDsvJiYGMTExmD9/Pu655x6sXr0af/nLXwAAYWFhePjhh/Hwww/jb3/7G5YvX44nnngCffr0wddff43IyEi4u1v3R6dz585ITU3FlStXEBQUBAA4cuSI4pw+ffpg3bp1aNOmjaLiYwl3d3eMGjUKHTt2xNtvv42WLVtiz549mDhxolX3S0TUkMgrJ/Pnz8c777wDg8GAhQsXYtu2bU68M3U4W8dFREREQKfT4cqVKxg/fjzCw8Nx+vRpTJw4EdHR0dWmEtckOjoaqampWLt2LZKSkvDee+/h22+/Fc+XlJTg8ccfx969e5GSkoKDBw/iyJEj6NKlCwDgySefxPbt23Hp0iVRhZCee+yxx3Djxg3cc889+PXXX3Hx4kXs2LEDM2fORFVVlUX3Fxsbiw4dOuCBBx7AiRMncPDgQRGkpIrK1KlTERgYiPHjx+PAgQO4dOkS9u3bh3nz5lUrWcpt3rwZ7733Ho4fP4709HR88skn0Ov1ZsfqEBE1RtK/ke7u7vjXv/6FgIAAAMYu9YaE4cSF7N27F/3794e3tzcOHz6MkJAQsZOzpcaPH4/58+fj8ccfR69evfDzzz9jwYIF4nmtVovr16/j/vvvR0xMDKZMmYK4uDi88sorAICqqio89thj6NKlC8aOHYtOnTrh//7v/wAYB+0ePHgQVVVVGDNmDLp374558+ahefPmFm9UpdVq8d1336GwsBD9+/fH7NmzxQBeb29vAICvry/279+P8PBwTJw4EV26dMHMmTNRUlJSayWlRYsW+OabbzBq1CjExsbiv//9L7788kt069ZNVRsSETVUUjgJCQmBp6en+MU2MzMTDWmfX+5K3AA09t0qDx48iKFDh+LChQtiYG59NPb2siW2lTpsL3XYXpazRVuVlJSICQBDhgzBTz/9hNGjR2Pnzp0AgBs3bohKiqtrEmNOyLV8++230Ol06NixIy5cuIB58+ZhyJAhNgkmRERNlXxWamhoKADlZIXMzMwGE04YZcnhCgoK8Oijj6Jz586YPn06+vfvj++//97Zt0VE1KDJx+SFhYUBUM4adcZ6X9Zi5YQc7v7778f999/v7NsgImpU5NOIa6qcNBSsnBARETUC8soJwwkRERE5HcMJERERuRSGEyIiInIpUjjRarViIKw8nDSkAbEMJ0RERI2AFE7atm0LrVYLANDpdGIfMlZOiIiIyGHKysrEHmzSNGKJVD1hOCEiIiKHycjIEMfSeBOJFE7y8vJQUlLi0PuyFsMJERFRPRUWFmLjxo3Iy8tzyvXNrXEiaYiDYhlOiIiI6uH69evo06cPxo8fj+nTpzvlHszN1JEwnBARETUhpaWlmDBhAs6fPw/AuLu8M9QWThriEvYMJ0RERFYwGAyYOXMmfvrpJ/FYbm4uysrKHH4vrJwQERERXnnlFXz55ZfVHpdmzTgSwwkREVETd+PGDbzxxhsAAI1Gg27duonnrly54vD7kcKJm5ubIowADTOccFdiIiIilZKSklBRUQHAuNN6ZGQkTp06BcA54zqkcBIcHAwPDw/FcwwnRERETYB86m7Hjh3RsmVL8bWjKyfl5eUiEJl26QBAy5Yt4e7ujsrKSg6IJSIiaqzkYzzCwsIUM2IcHU4yMzNhMBgAmA8nbm5u4v4aSuWE4YSIiEgl0wGoQUFB4mtHh5PaBsNKpK6dq1evorKy0iH3VR8MJ0RERCrJu3XCwsKcGk5SUlIU92KOFE4MBoNTZhOpxXBCRESkkrxaERISoggnjh7XkZSUJI47dOhg9pyGNiiWA2KJiIhUksJJy5Yt4evrCwDw8/NDUVGRwysn8nASFRVl9hx5OGkIg2KtqpysWbMGt99+O4YPH457770XBQUF1c5ZunQpxo8fj+HDh+O+++7Db7/9Jp5LSEhA//79MWzYMPHfsWPHrH8XREREDqLX65Geng5A2Y0iVU9cMZzIB+w2ysrJ2rVr8fPPP2PFihUIDg5GUlISPD09q52n0+nwwQcfICQkBHv27MEzzzyDTZs2wc/PDwAQHh6Or7/+uv7vgIiIyIGuXr0q1jiRD0ANCgrCxYsXkZOTg7KyMnh5eTnkfqRw0qZNG/j7+5s9p1F361RVVWH16tVYvny5eKPR0dFmz50zZ444HjVqFJYsWYLU1FR06dJF9U2Wl5ejvLxc8Zi7u7vZUNQY6fV6xf+pdmwvy7Gt1GF7qdNY20s+ADU0NFS8vzZt2ojHs7Kyahycao61bVVcXCzCRocOHWr8fvmYmIyMDKf+TNzc6u60URVOrl69irKyMuzatQtr166FTqfDvffei0mTJtX6fRkZGcjPz1f8oDIzMxEbGwudTof4+HjMnDkTWq3W7PdLgUhu8uTJmDJliprbb/Dko8Opbmwvy7Gt1GF7qdPY2ks+DEGn04mwIo09AYDjx49bFQDUttXZs2fFcVBQkCI4yVVVVYnjixcv1nieI7Rv377Oc1SHk8LCQly+fBkbN25Eeno6Hn30UURGRqJfv35mv6eyshILFy7EfffdB51OBwCIjIzEF198gfDwcCQnJ+OFF16Ar68vpk6davY1ZsyYUe25plY5SUtLQ1hYmEWJs6lje1mObaUO20udxtpe8kp+t27dEBERAcC4UqzEzc1NPG4Ja9vq+PHj4rhnz541XrNdu3biOD8/X9W9OYOqcCL1n82ZMwfe3t7o0KED4uPjcfDgQbPhxGAwYOHChQgICFB08wQGBiIwMBCAcfDOrFmzsGHDhhrDiaenZ5MJIrVxc3NrVH/B7Y3tZTm2lTpsL3UaW3vJpxFHRESI9yYfdJqdnW3Ve1bbVpcuXRLH0dHRNX6vl5cXAgMDce3aNWRmZrr8z0PV3UVERFTbUKg2b731FrKzs/Haa6/V2hCu3khEROQa9Ho9Dhw4gJycHKfdQ00rsjpjITZL1jiRSGNFMzMzXX4ckKpU4OPjg5EjR2LlypUoLy9HcnIytm7diiFDhlQ7d9myZfj999+xZMmSalWPhIQEMc86NTUVK1euxNChQ+vxNoiIqCmYO3cuhg8fjsGDBzvtA9aScOKotUTUhJPIyEgAxm4pVx8HpLpk8fzzzyM3NxejRo3CE088gdmzZ6Nfv37YunWrYoDq8uXLkZycjLi4OLGWydatWwEAiYmJmDFjBoYOHYrHH38cI0aMqLFLh4iICAB+/vlnfPjhhwCMA0EdvZ6IRPpgly/ABsApm/9J4cTPz08xW8ic7t27i+M//vjDrvdVX6rXOfH398fixYurPR4XF4e4uDjxdUJCQo2vMW3aNEybNk3tpYmIqImqrKzEI488onjs2rVrivU7HEG+AJvpJnuO7taprKxEcnIyAGPVRKPR1Hp+t27dxPEff/yB22+/3Z63Vy8c7EFERC7vww8/xIkTJxSPXb9+3eH3IV+AzXQdE51OJyopjggnaWlpYofhurp0AGXl5NSpU3a7L1tgOCEiIpeWkZGBBQsWVHv82rVrDr+XmsabSBy5hL2a8SYA0KlTJ7GemKt36zCcEBGRS3vhhRfEHm7yrhNnhxNzK8BK405u3LhRbWVzW7t48aI4tiSceHt7i1Xdz5w5o1iYzdUwnBARkcsyGAxiH7aAgAC88cYb4jlndOvIZ7nUVjkBjF1A9qS2cgL82bVTWlqqCDeuhuGEiIhcVmZmJoqLiwEAN998Mzp16iSec3blpK5wYu+uHWvCiemgWFfFcEJERC7L9ANYWl0ccE7lpK5uHWeEE61Wa/Emgw1lOjHDCRERuSzTcNKqVSvxtTMqJ3V16zhqrRODwSDaRs3q7Q1lxg7DCRERuSx5OImKikJAQIBYz8OZ3TqmC7BJHLVK7LVr18QgYUu7dADj/jtSkGHlhIiIyAqmlROtVouAgAAAju/W0ev1IpyYq5oAjuvWsWa8CQB4eHigc+fOAIyr7Np7RpG1GE6IiMhlSR/CGo0G7du3BwAx7sTRlZPs7GyxAFtDDSfAn107lZWVOH/+vE3vy1YYToiIyGVJH8IhISHw9vYG8Gc4yc/PF2HBEeoabwI4Lpxs3rxZHKsNJw1hxg7DCRERKWRnZ2PDhg145plnsGrVKqfdR15enui6kX8AywfFOrJr58KFC+I4KirK7DnyJeztNeZk3bp1WLt2LQCgWbNmGD58uKrvbwgzdlRv/EdERI3ToUOH8Mgjj+D48eOKxwcMGKD4QHOUmrou5NOJr127ppghY0/nzp0TxzExMWbP0Wg0CAoKwqVLl+xSObl8+TIefvhh8fWHH36oCGuWaAgzdlg5ISIiAMBLL71ULZgAzvsAsyScOLJyIh+f0bFjxxrPk7p2bty4YdNuJ71ej+nTpyM3NxcA8Ne//hVTp05V/Trt27eHj48PANetnDCcEBERDAaDCCY6nQ7x8fHiudTUVKfcU03hxFlrnUiVE41GU+s4j7Zt24rjzMxMm11/1apV2L17NwDjGJyPPvpITKtWw83NDV27dgVg7KoqKSmx2T3aCsMJEREhKysLN27cAGBcJv7vf/+7eM7VwomzKydhYWGi8mBORESEOL506ZLNrv/999+L41WrVokp1daQphMbDAYkJyfX99ZsjuGEiIgU5f3u3bsjPDxcfO1q4cQZlZPr168jJycHQM3jTSTSlGfAtuHkxIkTAAB/f3+MGjWqXq8ln22UkZFRr9eyB4YTIiJSjCvp1q0bgoOD4e5unDPh7HASEBCgqBKYDoh1BPlg2NrGmwDKcGKrqkReXp74OfTo0QNubvX7+G7Xrp04ZjghIiKXZFo50Wq14rfrlJQUh99PWVmZWFfEdHyHM7p15INh66qcREZGimNbVU5Onjwpjnv27Fnv12M4ISIilycPJ9JgSWnsRE5OjtjHxVGSk5NhMBgAVA8nzujWsbZyYqtwInXpAAwnRETUBBgMBtGtExkZCZ1OBwCKcSfy1VEdobbl2Z2x+Z+ayolOpxPVHXuEkx49etT79RhOiIjIpaWmpqKwsBCAcoEuZw6KrS2cuLu7O3zzP6lyotVqFd02NZGqJ+np6SgrK6v39eXdOrYIJ/LpzgwnRETkckzHm0hcNZwAf3btOKJyYjAYROUkKioKHh4edX6PFE4MBkO9206v14twEhERgebNm9fr9QDAy8tLVHfS09Pr/Xq2xnBCRNTEmc7UkcjDiaMHxdYVTqQP1ry8PLtv/peZmYmioiIAdY83kdhy3ElKSooY82OL8SYSqWsnIyNDjO9xFQwnRERNXE2VE/liYs6qnHh5eSnGR0jkg2KlxePsRc14E4ktw4mtB8NKpHatqKhw6GJ2lmA4ISJq4qRw4ubmJlYOBYwroUocGU70er34QG/fvr3ZNT0cudaJmpk6Evm4lPqudWLvcAL8Oe6kvLwcmZmZTq+kMJwQETVhVVVVOHPmDAAgOjoa3t7e4jmdToeWLVsCcGw4uX79OkpLSwGgxsGnjlzrxNmVE1sPhpWYCyfHjx9Hu3btEBAQgH/+8582u5ZaDCdERE3YxYsXRRCQd+lIpHEnly9fRlVVlUPuKSsrSxzLZ5XIOXKtE2sqJxEREWK6s626dby8vCy+viXMhZPTp08DMI7lkQdVR2M4ISJqwuTjTeSDYSXSuJPKykqb7rBbG0vCiTMqJ15eXoqurtrIx8rUJ5wUFxeL63fr1k1sKWALISEh4liasSNV0QCgS5cuNruWWgwnRERNmHymTm2VE8BxXTvyEBQcHGz2HEeNOamqqsKFCxcAGLu91OxpI3XtZGdni3Vk1Dp9+jT0ej0A2443AWqvnAB/rhTsDAwnRERNWE0zdSTOCCfyyklN4cRR3TppaWkoLy8HYHmXjsQWGwDaek8dOXPhRKqc+Pn5WVwlsgeGEyKiJkz6TdnDw8Psh6+rhhNHdevIx5tYOhhWYotBsfaaqQMAbdq0EZWgjIwMlJSU4OLFiwCAzp07izEzzsBwQkTUhEl75oSFhZld+dRVw4mjKifyypLayoma3YlzcnLw66+/VltQztZ76si5u7sjKCgIgDGcnDt3TkwhdmaXDsBwQkTUZJWUlCA3NxcAzC50BjhnITZLBsRKU5wB+1ZOdu7cKY4HDhyo6nst7dbJz8/HgAEDcPfdd+OVV14Rj1dVVeHIkSMAjO3Qpk0bVde3hPRzz8rKUgQxZw6GBRhOiIgcrqysDMuWLcOPP/7o1PuQDzytKQQEBQWJioqjlrCX7svPz0/skGxKvvmfvSonJSUl2Lt3LwDjh7i5MTm1sbRbZ9GiRaI7Zc2aNaJ68ccff4hl62+++WZV17aUNGNHr9eL9wqwckJE1OT83//9Hx5++GHcdttt+OSTT5x2H5aEEzc3NzEw0tGVk5q6dCT23vxv//79Yg2YsWPHqh6DERoaKqb+1hROzp49i3//+9/i68zMTDEo9eDBg+LxoUOHqrq2peQVs127doljVk6IiJoY+W+os2bNwu7du51yH5aEE+DPcSe5ubnIz8+36z2VlpaKrqa6wok0KDY3NxeVlZU2v5dt27aJ47i4ONXfr9VqRdtdunTJ7JLw8+fPrzbORAoJ8nAyZMgQ1de3hDycSF1Pnp6eiIqKssv1LGVVOFmzZg1uv/12DB8+HPfee68oO8mVlpZiwYIFGD58OG6//XbFDxkANm3ahPj4eNxyyy145ZVX7L6rJBGRq5CvLVJZWYmJEycq+vsdRZo+CtQ85gRQDoqVBtDay5UrV8SxpZUToP6b/1VWVuLw4cMoLi4Wj0mfW1qtFqNGjbLqdaWunfz8fOTk5Cie++GHH7B161YAQPPmzcXjUjj56aefAAC+vr7o1auXVdevi7mfe0xMjE0Xe7OG6nCydu1a/Pzzz1ixYgX27duHV199FZ6entXOW7ZsGfLy8rBlyxa88cYb+Ne//iX6Ky9cuIB33nkHb7/9Nn744QdkZGRg5cqV9X83REQurri4WIwvkOTn5yMuLs7uu+uasrRy4shBsZYMhpXYcjrxK6+8gkGDBqF3797Iy8tDcnIyEhMTAQCDBg1CixYtrHpd+bgT+c+9vLwcTz75pPj6o48+EmFr7969SE5OFm09YMAAszOpbMFcOHF2lw4AqIpGVVVVWL16NZYvXy7+0ERHR5s9d8uWLViyZAl0Oh1uuukmDB8+HDt27MCDDz6Ibdu2ITY2Vgy4mT17NhYtWoSHH37Y7GuVl5eLRXDEjbu7mw1FjZG0OqD0f6od28tybCt1bNFep0+fFuX9SZMmITk5GQkJCbh8+TK+/PJLPPLIIza5V0vIKydBQUE1vq/Q0FBxfOnSJYvfvzXtZek9AcrKyZUrV9CpUyeLr2Nqy5YtAIzrmsybN08xM2fMmDFW/8w7dOggjs+ePYs+ffoAAPbt2ydWnr3lllswadIkfPnll9i0aRMKCgqwdOlS8X1Dhgyx299Rc9WpLl262PXfBEtW2VUVTq5evYqysjLs2rULa9euhU6nw7333otJkyYpzsvPz8f169cVwSUmJkaUMi9evIjBgweL5zp27Ij09HSUlpaa3WhICkRykydPxpQpU9TcfoNn73JqY8P2shzbSp36tNeBAwfEcXR0NCZNmoS7774bAJCQkOCwGTGA8jf5qqqqGq/t5eUljk+fPq36HtW0l7zLy93dvdZryT8vjh07pqjwqCUPRR9//LFiCnHPnj2t/rnIu2sSEhLErJuff/5ZPD527FhcvnwZQ4YMwaZNmwAYex8k0dHRdvtzYS6EBAYG2vXPobyaVBPV4aSwsBCXL1/Gxo0bkZ6ejkcffRSRkZHo16+fOK+4uBharVbxB8fPz0/05ZWUlMDPz088J00VKykpMRtOZsyYgalTpypvvIlVTtLS0hAWFqZqX4emiu1lObaVOrZoL/mYiiFDhihW/bx+/Xq9PmDVkgaeenl5oWfPnjXORpF+2weAgoICi+/RmvaSjz/s1q1brdeSf+7k5eVZ3XYGg6Fat5AUVgIDA3H77bdb/fOWTwHOzs4W9yi/3qBBgxAWFqYY9Cr1Fmg0GowfP14RcmwpPDwcHh4einYfNmyYQ/8cmqMqnEjpec6cOfD29kaHDh0QHx+PgwcPKv6Q+Pr6oqqqSlEJKSoqgq+vLwDAx8cHRUVF4nxpQyQfHx+z1/X09GwyQaQ2bm5u/ABRge1lObaVOvVpL/nGaj169EBoaCg8PT1RXl6OS5cuOfTnII05CQ4OhlarrfE8+YDY9PR01feopr3k4a1du3a1fp98OfmkpCSr2+7GjRs1TsoYM2ZMvQaHyu/x/Pnz4h6lLh3AuFS8m5sbQkJC0LFjR7ELMWDc70haz8Ve2rVrJyolbm5u4n6cSdXVIyIiLBqU06xZM7Rq1UrR+OfOnRNTk6KiohTPnT9/HiEhIWarJkREjYnUbSFtrObm5iZ+S61puqk9lJWVid/ea5upAxj/TZcq3JcvX7brfakZECuf7ir/TFFLHohGjx6tGGg7duxYq18XMP7SLa0TIw8d0p49/v7+Ygl5ABg5cqTi++21vomc/OcfFRXlEp/FqsKJj48PRo4ciZUrV6K8vBzJycnYunWr2fnX8fHxWLFiBYqKinDy5Ens378fsbGxAIw/7F27diExMRGFhYVYtWqVVXPIiYgakuLiYrEYV9euXcVvp9KHbFFRkV33iZFTEwI0Go0YFHv58mW7BijpvjQaDVq3bl3ruT4+PuK+bBVOevbsiU8++QQ6nQ6dO3fG+PHjrX5diVQ9ycnJwfXr10WVTHpO3p1mGk7stb6JnDycOHtlWInqus3zzz+P3NxcjBo1Ck888QRmz56Nfv36YevWrYoBqg899BB0Oh3Gjh2LF154AS+88ILYBCk6OhpPPvkk5s+fj/j4eAQFBWHmzJk2e1NERK4oMTFRfLB369ZNPG6L3WvVsnQasUQKAUVFRcjLy7P7fQUGBlpUqZcmXly7dk2MoVFLHk6CgoIQFxeHK1eu4PTp0/D397fqNeXkGwaeO3cOFy9eFANRTTcTvPXWWxVhxRHhRFrCHnCNacSAyjEngLEEtXjx4mqPx8XFKaof3t7eWLRoUY2vM27cOIwbN07t5YmIGiz5TBT5b6ima2EMGDDA7vciDyd1desAyg+w9PR0q9f9qI3BYLB46XpJdHS0WHE3KSkJffv2VX1d03ACQIyRtAV5ADl//rxiDIl8TAoABAQE4NZbb8WePXvQpUsXhwxMlbqdgAZcOSEiIuvIB8M6u3IinzqrpnIC2G/cSW5urpiloiacSJKSkqy6rrlwYkvyAHLu3Dkx3sT0Ocknn3yCd955Bxs3blS9n4817rnnHnTp0gWDBg3CXXfdZffrWcK569MSETUh8sqJs8OJtd06gP3CiZpxMBL5ImfWjjuxdzgxrZzIq07mwklISIhi9Vh7CwkJwalTpxwShCzFcEJE5CCmM3Uk8lknzggnlnTrODqcWFM5cdVw0r59e7i5uUGv1+P8+fOKNUtMx5w4iysFE4DdOkREDlHTTB3AOM6gWbNmAJp2t4414cSWlRONRqOYRmwrnp6eojom79Zp3bq1XcbuNAYMJ0REDlDTTB3A+KEofXilpKSgqqrK7vcjVU7c3d0Ve9TUxBHhRF7NsTScyNcJsTacSKEoMDDQbrvxShWSoqIiEQzNdemQEcMJEZED1DRTRyKFk8rKSrsvdAb8GQTatm1r0WqgrVq1EquEu1LlBPizayczM1Ox+rglDAaDqJzYo0tHYi6IMJzUjOGEiMgBahoMK3HkuJOKigpkZ2cDsHzgqUajEdOJ09PT7XJf1gyIBeo3YycvL0/MELJnODE3tsRVxpu4IoYTIiIHkE8fra1yAtg/nFy5ckV0MakJAVLXTk5OjuoKhSXqWzkB1Hft2HswrMRcEGHlpGYMJ0REDiB1hcgrEHKmC7HZk9ppxBL5uBN7VE+kcOLl5aVqF976VE4cFU7YraMOwwkRkQNIH+ZBQUFml2V3ZOVE7TRiib0Hxcp3SVYztbU+M3YcFU7Cw8Ph6empeEweqkiJ4YSIyM4qKytFVcBc1QSA2HsMsH84UTuNWGLPcFJRUSE2PVTTpQM0jG4drVarGFcUFhYGHx8fu12voWM4IaJG6/r165gyZQrmzp3rkOm5Nbly5YrY6K2mcOLr6ys+lB1ZOXGVcHL16lWr7gkwrhPTsmVLAK4bTgBlNw67dGrHcEJEjdaqVavw1Vdf4f3338f69euddh/y8Rk1hRPgz66dzMxMlJSU2O1+rO3Wkd+7teEkPT0d99xzD1577TUxKBdQVnPUVk6AP6snaWlpKC0ttfj7HBlO5INiGU5qx3BCRI3W+fPnxfFnn33mtPtQG04AIDk52W7348zKyfvvv4+1a9fiH//4B7Zt2yYe37hxozi25oNbCicGg6HWytNPP/2Eu+++G7t37wagDCfWhCI1OnXqZPaYqmM4IaJGKy0tTRxv375d0XXgSNaEE3t27UhVCjc3N7Ru3dri7wsKCoJWqwVg/WydxMREcfzuu+8CMI7JWbVqFQDj2Iy7775b9evKx53IQ6mcwWDAjBkzsG7dOtxzzz2oqKhQhBM1bWGNKVOmoG/fvujRowemTp1q12s1dAwnRNRoycNJVVWV07p2nBFODAYD3n//fbz33nuoqKhQPCefFSOFDUtotVrRDWRt5SQ1NVUcb9++HYmJidi2bZsITHfccYfqMSeAchG7mqpOly5dEmNSsrOz8eOPP4pw0qpVK7OzqGypefPmSEhIwIkTJ+yyh09jwl2JiajRMv0A/eyzz/D44487/D4sDSfyD9j6rnWybds2zJ07F4Dxw3rp0qUAjBsQSh/I1oSA0NBQpKWl4erVqygrKxNL2lsqJSVF8fV7772nGG8ye/Zs1fcEABEREeJYHkrl9uzZo/j6q6++csjS9aQeKydE1CgVFBQgLy9P8djhw4et3hyuPiwNJ/LpxKYf4mqdPHlSHL/zzjv4/vvvodfrMX36dDFzyJpxD/JxJ/JQYYnCwkLcuHFD8diaNWuwefNmAMa2GTt2rOp7AoxTcyXy6oycNM5Esn79ejHwmOHEtTCcEFGjJP/tWb7T7Oeff+7we5HCiZ+fH5o1a1bjeSEhIWLxsfpO1ZUvBQ8A06dPx+OPP46vvvoKgHE335deekn169ZnUKy50FBSUiKmec+YMcPqXYHl92XuOgaDoVrlJD8/XxwznLgWhhMiapTk4eTee+8VH/qfffaZYgqrI0jhRB4+zPH09BQfkjV1TVhKPtATAHJzc/HRRx8BMC6h/+WXX5rd46cu9ZlOLA8NkydPVjyn0Wgwa9Ys1fcj8fLyErNtzIWT06dPiwHR5gIiw4lrYTghokZJ/uE+aNAgjBgxAoBxka4jR4447D7y8/NRWFgIoPYuHYlUAcjMzKw2kFUNeeUkPDxc8dzixYtx++23W/W69amcyLuqYmNjERcXJ74eNWqUolvLGtL7zMzMFDsNS+RVk+eeew6+vr6K5xlOXAvDCRE1SvJwEhYWhmnTpomvN23a5LD7sHS8iUQaO2EwGBTrkaglhRNfX198++238Pb2BgDMnDkTTz31lNWvKw8naqs78opGeHg4XnjhBWi1Wmg0mnrdk/w1AWPbmU51lo83ueOOO3DHHXconmc4cS2crUNEjZL8t/qwsDB07txZfH369GmH3YfacGJamTCtelhKPgulT58+OHbsGC5cuID4+HhVm+qZqs90Z3nlJCIiAp07d8bhw4dRUVGBQYMGWX1PEvmg2LS0NHGvVVVV2Lt3LwDjlOEePXpg8uTJiqnlDCeuheGEiBol08pJ8+bN4eXlhbKyMpw5c8Zh92Ft5QSwftxJRUUFrl+/DuDPVU87d+6sCGjWCg4Ohre3N0pLS1VPd5ZXTqT32bdv33rfk0Qe5OTXOnbsmJi5deutt8LNzQ3x8fHw9fVFcXExAIYTV8NuHSJqlKQPdl9fXwQEBECr1Ypl0c+fP1+v8Rxq1LdyYg35Sri2/tB1c3MTFYmLFy+aHVxcVVWFN998E+3atcNzzz0nzpEqJ4GBgfDz87PpfQE1hxN5l87IkSMBGP9cTJgwAQDg4eGhqAiR8zGcEFGjYzAYRDgJDQ0V3RhdunQBYFwuPSkpySH34ozKiXwwrD32i5EWiystLa02ZfnixYu45ZZb8MILL+DKlSvYsGEDTp06hcrKStEW1nZV1aWmcCIfDHvbbbeJ46VLl+Lxxx/HZ599hlatWtnlnsg67NYhokYnNzcXRUVFAJQf9lI4AYAzZ87YpJujLs6onNh7p115leHixYtipdnt27dj0qRJYnaSZO/evWjRooVYz0S+mqstmQsn5eXlOHDgAABj+8t3Bg4KCsL7779vl3uh+mHlhIgaHdPBsBLTcOIIUjhxc3OzqIohXwvF1SsngHKZ/UcffVQEkzZt2ojHf/zxx2ozdeyhdevWYjl96Xp//PGHWAX2lltuqddgYHIchhMianRMB8NK5OHEUTN2pHASFBRk0eqnHh4eIlBYWzlxRji5ceOGOO7ZsyfOnTuHgIAAAMC+ffsUM3vsVTnRaDTi5y2Fk6NHj4rn+/XrZ5frku0xnBBRo1NTOImJiYGbm/GfPUdUTiorK0UXiyVdOpL6LsRm724dc+Hk1KlT4rFhw4ahefPmuOWWWwAAOTk5irVl7FU5kb+2tLfSb7/9Jp6z5cwgsi+GEyJqdGoKJ97e3uKDNTExUWyAZy9ZWVniGmrCSX0XYrN35cR0zAlg7D6RdOvWDYBy8On3338vju1VOQGqjzuRV0569eplt+uSbTGcEFGjIw8n8gGmwJ9dO8XFxfXev6YuagfDSuqzCitg/8qJTqcTY0rMhZPu3bsDgNgyAIBiOXlHVE4AICkpCSdOnABgrJrVtukiuRaGEyJqdGqqnACOHRRrbTiR37M1406kyom/v3+1PWRsRapAZWRkoLS0VNGtI1VOunbtWm2Krre3N1q3bm2XewKUbbdt2zaUlZUBYJdOQ8NwQkSNjvSB7u/vj+bNmyueawjhxFaVE3uueiofd3Lp0iVROWnbti1atmwJwDhAdfDgwYrvCw8Pt+uMGXnlRN6VxHDSsDCcEFGjIl+AzbRqAjh2xo4zKielpaXIzc0FYJ/xJhJ5OPnll1/EcvlSl47EdM8ce443AZThRD72pk+fPna9LtkWwwkRNSrXr19HaWkpgLrDSWOsnNh7vIlEHk7kM3FMw4m5yok9mfuZAwwnDQ3DCRE1KrWNNwGAZs2aiaBw5swZs3vD2Iq14aRdu3ai60Nt5UQeThxVOdmxY4c4Ng0nkZGRivdu78qJn59ftXEu0dHR1br3yLWpDidz5szBzTffjGHDhmHYsGGYO3eu2fOmTJkizhk2bBj69++Pzz77DACQkJCA/v37K54/duxY/d4JERFqn6kjkaonN27cQHZ2dr2uZzAY8Nxzz2Hs2LH45ZdfxOPnzp3D8ePHARhnt6iZKSJfiE1t5UTeleGoyom0sy/w52BYiUajwa233iq+tnflBKgeSlk1aXis2lvn5ZdfxpgxY2o9Z/369eI4NzcXcXFxYkEewPgH9Ouvv7bm8kRENapp6Xq5Ll26YNeuXQCM1RP5UutqnThxAosXLwYA7Nq1C6+//jri4+MRGxuLnJwcAMr1PiwVFhaGzMxMZGVloaKiAh4eHmbPKy0txVtvvYWQkBDMmjXLYZWTdu3awdPTUzFFGDDO0DF177334rPPPoO7u7vic8BewsPDRTAEOBi2IXLIxn+7du1C586da/yHoi7l5eXV/gK4u7vD09PTFrfn8qRFnOy9YFRjwfayXGNsK/keLiEhIWbfW6dOncTxqVOnMGzYMIte21x7JSYmiuOqqiq88MILeOmll8Qmdz179sSyZctUt7HUFWIwGHD58uUau0Pmz5+P//znP+J75Iu2tWnTxm4/W41Gg8jISJw7d048FhkZCT8/v2rtFBsbi4SEBPj7+yM8PNzuf95MP2t69+7t8n/GG+PfxZpIqzTXxqpwsnjxYixevBgxMTGYP3++YpdHc7Zu3YqxY8cqHsvMzERsbCx0Oh3i4+Mxc+ZMaLVas9+/evVqLF++XPHY5MmTMWXKFGtuv8Gy94JRjQ3by3KNqa3kYUGr1SIlJaXaOdJUVwD49ddfERcXp+oa8vaSFvmSkweTNWvWoKSkxOx91EY+RiIhIcHsOadPn8Z///tf8fUHH3ygeG8Gg0H1ddUIDg5WhJP27dubvV5aWpq4L3vej8Tf31/xdevWrR1yXVtoTH8XayJfYbgmqsPJ3LlzERUVBTc3N6xbtw7z5s3Dhg0balzoJyMjA6dOnRJlT8CYrr/44guEh4cjOTkZL7zwAnx9fTF16lSzrzFjxoxqzzW1yklaWhrCwsIsSpxNHdvLco2xraSuFAAYMGAAdDpdtXO8vb3FcUZGhsWDNM21V0FBgXh+4cKF+Oijj3DlyhUMGzYMGzdutHpVUnn3SEVFRbV7NBgMuP/++xW/ae/cuRNDhw4VX/fq1cuuYzy6du2K/fv3i6/79++vuE9n/fnq2bOnOG7fvr3ia1fVGP8u1ofqcCIfif3AAw9g48aNOHXqFPr372/2/G3btmHAgAGKNB8YGIjAwEAAxkFVs2bNwoYNG2oMJ56enk0miNTGzc2Nf2hVYHtZrjG1lfSbZ4sWLWoMBsHBwfDz80NRURGSk5NVv3d5e8l/0505cyaeeuopnDx5EgMHDqyxGmwJeajIyMiodo+ff/45fvrpJ8Vj5eXl2LNnj/g6ODjYrj/XDh06KL7u0aOH2es5+s9XZGSkOO7bt2+D+rPdmP4u1ke9W6CuRty2bVudJVP+IIjIFvR6vRgQW9sYN41GI0rLKSkp9ernl7oLtFot2rZtC39/f9x88831CiZA7WudFBQU4NlnnxVf/+tf/6r2/S1atFBUiOxBPmMHqD6N2Fn69euH3r17w8vLC3PmzHH27ZAVVKWCgoICHDp0COXl5aioqMDnn3+O/Px8xaJGcmfPnkVmZqZi8yfA2H8qTXdLTU3FypUrFaVIIiJrZGdno6KiAkDt4QT487fr8vJyq3b+lUgDcENDQ+Hubrs5BrWtErtkyRJxz3feeSeef/559O7dW3GOPacRS+ThxM3NDZ07d7b7NS3h4eGBhIQEXL9+HbGxsc6+HbKCqr9JlZWV+PDDD5GcnAwPDw/ExMTg3XffhU6nw9atW7F69WrFFOJt27bhlltugY+Pj+J1EhMTsWDBAhQUFKBly5aIj4+vsUuHiMhSdS3AJicflHfp0iVVi6RJioqKxLLtth7b0bZtW2i1WlRVVeHSpUuK53bu3CmOly5dCgCYPn26Yr0oe04jlsjDSXR0tN0rNWq4ubnBz8/P2bdBVlIVTgICAvDpp5+afS4uLq5a9828efPMnjtt2jRMmzZNzaWJyIXp9Xr84x//wI0bN/Dmm29Wmy3hKNaGk+TkZKuqt/Jpy7YOJx4eHoiMjERSUhKSkpJgMBjEqrFJSUkAjAFGGvdx77334plnnhGVI0dUTpo1a4bx48fj+++/x4wZM+x+PWo6HLLOCRE1bnv37sXrr78OwBhUpHU3HE1NOJEPmjStTFhKHk7ssSx7dHQ0kpKSkJ+fj2vXrqF169YoLCwUC63JB6QGBgZi3Lhx+OabbwA4pnICAN9++y2uXLnisOtR08CRqERUb/LdfZcvX46TJ0865T4sWbpeYtqtYw17Vk4AYziRXLhwAQBw8eJF8ZjpbJlZs2aJY/lCc/ak0WgYTMjmGE6IqN7kC1zp9Xo8/fTTdt1QryaWLF0vkVdOkpOTrbqe/H3bq3IiOX/+PIA/u3SA6rNl4uLi8MEHH+DFF1/EAw88YPP7IXIUdusQUb2Zfrjv3LkTW7duRXx8vEPvQ03lpEWLFmjRogVyc3MbVOVEHk5MKycajQaPPfaYze+DyNFYOSGiejO3NPjTTz8tBmc6ihROAgMDq80SNEfq2klLS0NlZaXq67laOCFqLBhOiKjepMpJSEgIBg8eDMC4ZMDKlSsddg9VVVVIT08HUHeXjkTq2qmqqqq2loglpFDWsmVLs8vk11f79u3FDB2GE2pKGE6IqF6Ki4uRnZ0NwPhhL627ARhncjhKVlaW2HDP0nBSn0Gx8kBjr/1rvLy8xGubDoj19/cX24AQNTYMJ0RUL/IuncjISAwcOFCscyJ9oDqCmvEmEtO1TtTIysoSXUH23FxP6trJycnB1atXRXt36NBBVFWIGhuGEyKqF9MZKxqNRnygpqSkOGzciZqZOpL6rHVi75k6Evm4kz179ohAxC4daswYToioXuQVB+nDXvrgrKqqUgwatSc1C7BJ6tOtY+/BsBJ5ONm+fbs4Np1GTNSYMJwQUb2YqyDIf6t3VNeONeFE7VonN27cQH5+PgDnhJMdO3aIY1ZOqDFjOCGiejFXOZF/oMpnl9iTNeHEz88PrVu3BlB35WT37t2IjIzE8OHDcezYMad062RkZIhjhhNqzBhOiKhe5B/SUgXB2ZUTNTsMS107GRkZKCsrM3vOpUuXMGXKFBQVFSE/Px/3338/zp07J563Z+Wkpu4bhhNqzBhOiKhepMpJcHAwvL29ATinciINiA0KCoKnp6fF3ydVewwGg9nxMUVFRZgwYQJu3LghHjt9+jR27doFAPD09LTrDsC+vr7Vwpa7u7vF1SGihojhhIisVlZWhszMTADKro2QkBB4eXkBcEw4qaysFPeh9kO7tkGxBoMBs2bNwokTJ8S5psEnLCwMbm72/adUHvYAY6Byd+fuI9R4MZwQkdXklQb54FI3NzfxoZ+UlAS9Xm/X+8jIyBDXqE84MR0U+8knn2DdunUAAJ1Oh02bNuGpp55SnGPPLh2JaThhlw41dgwnRGS12gaFSh+opaWloqphL9YMhpXUttbJpk2bxPHq1avRpUsXzJo1C0OHDhWP23MwrIThhJoahhMislpt4cSRg2LrE05q69aR9uoBgHHjxgEAtFotVq9eLcaZTJw4UfX9qmUaTrjGCTV2DCdEDZw1u+nairlpxBJHDoq1Zul6iTxUmYYTaepuYGCgGEMDGMPBmTNncOnSJRFa7ImVE2pqGE6IGrCnn34aXl5eWLRokVOub2nlxN7hxJql6yVeXl5o27YtAOUYGr1eL8KJuanJAQEB1QKZvZiGEYYTauwYTogaqJ9++glLly6FXq/Hhx9+6JR7kFdOnNGtU1BQgN27d+PgwYPiMWum2Er3npWVJdY6yc7OFlWpdu3a2eBurefv76+YrsxuHWrsGE6IGiC9Xo8nn3xSfJ2VlYWSkhKH34dUOWnVqhV0Op3iucjISDHF1paVE4PBgN27d2PcuHFo0aIFRo0ahaNHjwIwjgexJkjIZ9xIVRj5aqxqFnWzl9jYWADA4MGD4efn5+S7IbIvhhOiBuiTTz4RH8gSR22wJ6moqBAf5Oa6Nzw9PcWH/oULF2AwGOp9zU2bNqFnz54YNWoUNm/eXG2K8pw5c6xa/0MeTqR2lA+GdYVw8p///AebNm3C5s2bnX0rRHbHVXyIGpiCggL87W9/q/Z4SkoKOnXq5LD7SE9PF+Ggpum00dHRSE5ORl5eHm7cuIFWrVpZfb0bN25g4sSJigHAYWFhuOOOO3DzzTdj8ODBVo/FMBdO5JUTZ3frAMZ9gO644w5n3waRQzCcEDUw//rXv5CVlQXAuDBYYWEhAMt21bWl2mbqSDp06CCWeU9KSqpXODl37pwIJp07d8arr76Kv/zlLzZZKbUhVE6ImhJ26xA1IHl5eVi6dCkAY7fJW2+9JZ5zdDixZFdeWw6KlU8XfuCBBzB58mSbLeHeEConRE0JwwlRA/Lrr7+itLQUgPED+rbbbhPPOTqcyAe5yhcyk7PlWif1WWitLvJwJYUuVk6InIfhhKgBkQ+CHTp0qOI3fkeHk/Pnz4vjjh07mj3HXpUTW4eTgIAAMQPGtFvHw8MDgYGBNr0eEdWO4YSoAZGHk759+8LHxwfBwcEAlN0sjiCFDfkmf6ZsuRCbPcOJRqMRQS81NRUGg0F067Rt29buuw4TkRL/xhE1IFI48fX1RefOnQH8ORg1IyNDLCBmbwaDQVROwsPDFUu7y/n5+YnwZKtwotFo7NLNIoWTkpISZGRk4Nq1awA43oTIGRhOiBqIGzduiL1fevXqBa1WC0A5XsJRa51cv34deXl5AKrv+2JKqp5kZWWJmUXWkMJJUFAQPD09rX6dmsi7yA4fPiyOOd6EyPEYTogaiN9++00c9+3bVxzLp/E6atyJfPxIXeFE/vzFixetul55ebmYPm3rLh2JPJz88ssv4pjhhMjxGE6IGgjT8SYSeThx1LgTeTipaTCsxBaDYjMyMsQKs/YKJ/IK1KFDh8Qxu3WIHI/hhKiBsCScuHrlxNpxJ/YcDCuRV04SEhLEMSsnRI7HcELUQEjhxMfHRwyGBZS/8TsqnMinEVs65gRoOOFEWksGYOWEyBkYTogagJycHDFeo1evXoqVUZ0RTqTKiUajQVRUVK3n2qJbxxHhJCQkBBqNxuzjRORYDCdEDUBNg2EB47TiNm3aAHB8OAkLC4O3t3et57Zs2RItWrQA4NqVE09PT7Rt27ba46ycEDme6o0p5syZgz/++ENMY+zduzfee++9auctXLgQ27dvF7/htW3bFuvXrxfPb9q0CR999BGKiopw22234cUXX4SHh4e174OoUZOPN+nXr1+15yMjI3H16lVkZGSgvLzcLlNtJTdu3MCNGzcA1N2lAxirKx06dMDRo0eRmppq1f05IpwAxq4d+Z46/v7+8Pf3t9v1iMg8qyonL7/8Mg4cOIADBw6YDSaShx56SJwnDyYXLlzAO++8g7fffhs//PADMjIysHLlSmtuhahJqGkwrETq2jEYDIoPcntQMxjW9Dy9Xm9VdUd6T1qt1mx1w1ZMNzBk1YTIOWyzpadK27ZtQ2xsLLp27QoAmD17NhYtWoSHH37Y7Pnl5eUoLy9XPObu7m7X3w5diV6vV/yfatcY20s+GDYmJqbae5N/qF68eLHG5eRNWdNW586dE8fR0dEWfa98XMr58+ctDjUSKZy0a9cOGo3Gbj9b06pMSEiI4lqN8c+WPbG9LNeU2sqS7SCsCieLFy/G4sWLERMTg/nz59e4zsGnn36KTz/9FBEREXj88cfRp08fAMZ/PAcPHizO69ixI9LT01FaWmq2/3r16tVYvny54rHJkydjypQp1tx+g2Xv34gbG1u3V3FxMXx8fMwOmrSn/Px8MVajS5cuit1yJfKuh6NHj1r94W8J+TTbZs2aWbS2SvPmzcXxkSNHxC8mNTEYDKisrISHhwdKS0vFUvJt2rSx61ouOp1O8XVN749/F9Vhe1muKbSVJb88qQ4nc+fORVRUFNzc3LBu3TrMmzcPGzZsgK+vr+K8u+++G0899RR8fHywa9cuzJ8/H+vWrUNwcDBKSkrEDqDAn/8glJSUmA0nM2bMwNSpU5U33sQqJ2lpaQgLC+MGZBawR3utWLECjzzyCO644w58++23NnlNS23ZskUcDx48uFrXAwAR/AGgqKjI7DnmWNNWUlCo7X5MDRw4UBzn5OTU+j0FBQUYNmwYLl26hC1btojBvoCxUmPpe7PGTTfdpPg6JiZGcT3+XVSH7WU5tpWS6nDSvXt3cfzAAw9g48aNOHXqFPr37684T74OQ1xcHLZs2YLDhw9j/Pjx8PHxQVFRkXhe2m/Dx8fH7DU9PT2bTBCpjZubG//QqmCr9jIYDFi0aBH0ej02btyI7OxsBAUF2eAOLbNt2zZxPGrUKLPvSf6bSEpKiur3raat5DNuOnbsaNH3yaurSUlJtX7PN998g5MnTwIAnn32WbzxxhviufDwcLv+HZAvaAcAoaGhZq/Hv4vqsL0sx7YyqncLWNqI8lJ4VFSUYlDd+fPnERISUueURCJnOHz4sKLU6siyq8FgwNatWwEAHh4eGDlypNnzHLnWifR3NzQ0tMZfKEy1bdtWnFvXdOLvv/9eHB8+fBhr164VX9tzpg7AAbFErkJVOCkoKMChQ4dQXl6OiooKfP7558jPz0eXLl2qnbt7926UlJSgsrISO3bswO+//y6qK2PHjsWuXbuQmJiIwsJCrFq1CnFxcbZ5R0Q2Jp9pBjhu51/AOPhUWnxt2LBhNU5r1el0CAwMBGDfcJKbmyu6ddSMa3FzcxODYi9evIiqqiqz5xUXF2PHjh2Kx+Qz+ewdTlq0aKEYd8IF2IicQ1U4qaysxIcffoiRI0dizJgxOHDgAN59913odDps3bpVMUD1iy++wNixYzFq1Ch8/vnnWLx4sfgtJDo6Gk8++STmz5+P+Ph4BAUFYebMmbZ9Z0Q2oNfr8dVXXykes2U4KS0txbp163DgwAGUlZVVe14+3iQ+Pr7W15K6JNLT01FRUWGze5RTs+GfKWml2PLycrODegFg586dKCkpUTwmn71g73Ci0WgUy9izckLkHKrGnAQEBODTTz81+1xcXJyi+lHXuiXjxo3DuHHj1FyeyOEOHTqEy5cvKx6zZTiZO3eumInm7e2NwYMH45FHHsHkyZMBqA8nCQkJ0Ov1SElJUT1jR+7YsWNYu3YtHnzwQcXrWLPGibnzk5KSFCFAIu/SGTFiBPbu3at43t7hBDAucnf69GkEBQXZdU0VIqoZR90Q1WLdunXVHrNlODly5Ig4Li0txY8//ogpU6bgu+++Q2FhIfbv3w/AOBZCPsjcnJpChDXuvvtuvPXWWxg3bpyiC0bNhn+m6tpjp6qqCps2bQIA+Pn54csvv1R0sXh5eaF169aqrmmNt956C2+88QY2b97MVauJnIThhKgG8i4dT09PMajbluHk6tWrAIxVE3kl4bHHHsO3334rFh+Mj4+vc30VeTeLPESopdfrxfcnJiaKgGYwGBSVHLXdOqaVE1M///yzGM8yZswYBAcHY9asWeL50NBQh6wxExQUhL/97W9mtwkgIsdgOCGqwcGDB5GZmQnA+GEpjT+w1Wwdg8GA7OxsAECnTp2QnJwsum4yMjLw0EMPiXPr6tIBbFc5ycvLg8FgEF8vWrQIVVVV+Pbbb3Ho0CEAxsXgunXrpup15ZUTc+FE3qUzYcIEAMCTTz4p9vGKiYlRdT0iargYTohqIJ+lM2XKFDHeISsry+zgVbXy8/PFwNXWrVtDo9Hgo48+EgsUSgNDPT09ceutt9b5eraqnEib+knOnDmDtWvX4m9/+5t47M0331S9FkN4eLgIGqbhyWAwiHCi1Wpx++23AzCOo1mzZg0mTJiA119/XfV7IaKGieGEyAy9Xo+vv/4agHGsw5133qnodjEdJGsNqUsHgBhLER4erlh0DDAODJWvqFyT4OBgcV59Kic5OTnVHps9e7bYU2fYsGG44447VL+uh4eHmFGUlJSkqM6cOXNG3POwYcPQsmVL8dy0adPw7bffonfv3qqvSUQNE8MJkRm//vqr6NIZPXo0mjVrpggnthh3InXpAFAs0f7YY48plnu3pEsHME6Dlbp2Ll26hMrKSqvuy7RyAhgH60oWL15s9dgPqWunoKBA8f7la5uMHz/eqtcmosaD4YTIDPn4B+nD0p7hRD4LRavV4uOPP0bnzp3Rr18/TJ8+3eLXlMJJZWWl1RvkycPJ6NGjFc9NmjRJEZzUqmlQrHyn4/q8PhE1DgwnRGZI4USj0YguDEeFE8A4QPbMmTM4cuSIYkffusjHnVjbtSPv1rnnnntEWHB3d6/W5aRWTYNi5cfyc4ioaWI4ITJx/vx5nDlzBoBx111pkz9bhxNzY07qS16ZsHZQrLxy0qpVK2zYsAGPP/44Nm3apHr6sKma1jqRwolOp3PIWiZE5NpU70pM1NiZ69IBlKuT2mI6cU1jTurDFtOJ5eEkICAAoaGheP/99+t9b4D5bh15F1SHDh0cspYJEbk2Vk6ITJhbbwMwVhGknXXt3a1jLVtMJ5aHE/msGVuQNv8D/gxPqampYvAuu3SICGA4IVLIzs7Gzz//DADo3LmzYuEv+aZwqampiqmw1rBHt07btm3h6+sLwDZjTmwdTnx8fMROv1LlRD7epD77ARFR48FwQiSzefNmsQuuuSmtUjgpKioyux6IGlLlxN3dHS1atKjXa0nk04kvXrxo1XRi024dW5OqI9nZ2cjPz+dgWCKqhuGESKam8SYSWw6KlcKJtDqsrcinE1tzj1I48fX1hZeXl83uS2I6Y4fhhIhMMZwQ/U9FRYVYDCwoKMjsehu2CicGg0F069h6dkp9x51I4cTWXToS00Gx8u4nhhMiAhhOiITMzEyxn83gwYPN7h0jn7FTn3Biuq+OLdV3xo7UXWWvcGI6nViqnHh4eCjal4iaLoYTov+RlqsHIHYgNmWryok9phFL6hNOSkpKxFL19hhvAlS/v4sXLwIwbvInbQxIRE0bwwnR/8jDSdu2bc2eIw8n9VnrxB7TiCX16dax5zRiibxy8vPPP6OoqAgAZ+oQ0Z8YToj+x5JwEhoaKo7rUzmxxzRiSdu2bcV6LGorJ44IJy1atBCvLa3EC3C8CRH9ieGE6H8sCSc+Pj6iG8ZVu3Xc3Nysnk5szzVO5MxVSRhOiEjCcEL0P5aEE+DPQbEZGRliUKta9uzWAf788K+oqFAVouy9xonEXBBhOCEiCcMJ0f9YGk6kcSd6vR4ZGRlWXcue3TqAcpl4a8MJKydE5CwMJ0T/I4UTNze3WgODfFBscnKyVdeyd+VEWiIeANLT0y3+Pkd165gLIu3bt7fb9YioYWE4IfofKZwEBQXVOqVVvt/OqVOnrLqWPcecAMqBu5cvX7b4+5zVrRMaGioG8RIRMZwQAaiqqsKVK1cA1N6lAwA33XSTOP7999+tup7UrWPLfXXk5OFETeXEWd067NIhIjmGEyIYKxnShn91hZOePXuKY2vDiVQ5CQwMtOm+OhJ5t05dlRP57sqOCidBQUHw8/MTXzOcEJEcwwkRLB8MCwD+/v5iwOnJkydRVVWl6loGg0GEE3t06QDG9yCFnpoqJ7m5uZg4cSJ69eqFb775BoDjxpxoNBpFIGE4ISI5hhMiqAsnwJ9dO8XFxYpddS1RUFCA8vJyAPYZDAsY96kJCgoCYL5ykpycjJtvvhnff/89CgoK8PbbbwP4s3Ki1Wrh7+9vl3uTMJwQUU0YTohgfTgB1Hft2HsasUQad5KVlaVYiO3XX3/FwIEDFauzHj9+HOXl5SKcBAQE2KW7Sa5Pnz7iuFevXna9FhE1LO7OvgEiV6A2nMg/TH///XdMnjzZ4mvZexqxJCQkBAkJCdDr9cjKykJoaCiuXbuG0aNHIy8vT3FuWVkZTp48KcKJPbt0JE888QQKCwvRuXNndOrUye7XI6KGg+GEnK6oqAjbt29HQUEBAOM6I7feeqtixom9ObJyYu9pxBLTGTuhoaHYvXu3CCZDhgzByJEj8eqrrwIAfvnlF/GcPacRS5o3b45//etfdr8OETU8DCfkdNOnT8eGDRsUjwUFBeHChQvQ6XQOuQe14SQiIgLNmzdHXl6ey3brmM7YGThwIM6dOycee+qppxAUFCTCyc6dO8VzjqicEBHVhGNOyKkMBgO2bdtW7fErV67gl19+cdh9yMNJcHBwnedrNBoxpTgtLU0xBbcujurWMbcQ29mzZ8VjnTp1Qq9eveDubvwdZc+ePeI5hhMiciaGE3KqrKwsFBYWAjCuH/LQQw+J5w4dOuSw+5DCSatWreDp6WnR98i7dk6cOFHruYmJiVi0aBFeeuklbNy4UTzuyG4dAKJyIk3l9fHxQefOnQFA/BwAhhMici5265BTybsZRowYgblz52LZsmUAHBdODAaDCCeWdOlI5OHk+PHjGDFiRLVzCgoK8Oqrr+Lf//63YsaMxJHdOgaDQVROIiIi4O3tDb1ejx49euCPP/5QfK8jxpwQEdWElRNyKnk4iYmJQVRUFAIDAwEAhw8fVqxeai85OTli3RFrw4m5cSebN29G586d8fbbb5sNJl26dDG7O6+tmG7+d/XqVeTn5wOAYnaM/H1IWDkhImdiOCGnOn/+vDiOiYmBRqPBwIEDAQDXr19XvcBZTQoKCvDyyy/jq6++qvac2sGwku7du8PNzfhXyDScFBYWYtKkScjIyAAAeHl54R//+Ad2796N3bt3Y+/evfjtt99q3WCwvvz8/MS+PZcvX64WBCUMJ0TkalR368yZMwd//PGH+Ee1d+/eeO+996qdt3TpUuzbtw85OTmIiIjA/PnzxaJLCQkJeOSRR+Dt7S3Of++999C7d29r3wc1UOY+MAcNGoQffvgBgLFrxxbVhTfffBOvv/46NBoNevToIcZZANaHEx8fH8TExCAxMRGnTp1CRUUFPDw8ABjfV1lZGQCgb9++WL9+vVjy3pFCQ0ORm5uL9PR0JCYmisfl4SQ6Ohp+fn4oKioSjzGcEJEzWVU5efnll3HgwAEcOHDAbDABAJ1Ohw8++AB79+7FAw88gGeeeUbxj194eLh4jQMHDjCYNFFSOPHy8kJYWBgAYziR2GrciTRN1mAwYOvWrYrnrA0nwJ9Vh/LycsVMGHnF56677nJKMAH+7NopKytTzH6Sd+totVr07dtX8X0cc0JEzmS3AbFz5swRx6NGjcKSJUuQmpqKLl26qH6t8vJyMSZA4u7ubvGsioZO2i1X+n9jUVVVhQsXLgAAOnbsCMD4Hvv27QuNRgODwYBDhw6pft+m7VVcXIzffvtNPL9z507MmzdPfC11vQDG9VXUXK9nz55Yt24dAOOg2K5duwJQdle1b9/eaT87+bgT+VTh6Oho6PV6cV99+/bF/v37xfMtWrRodH/ebKGx/l20F7aX5ZpSW0nd4bWxKpwsXrwYixcvRkxMDObPny8+WGqSkZGB/Px88ZsxYPxtNTY2FjqdDvHx8Zg5c2aN/e+rV6/G8uXLFY9NnjwZU6ZMseb2G6y0tDRn34JNpaamoqKiAoDxQzQlJUU817FjR5w7dw6///47EhMT4ePjo/r1pfb69ddfFQNS9+3bh/Pnz4twK694aDQaxX3URT4V+NChQxgyZAgA5RgUPz8/Va9pS35+fuJYugcvLy/o9XrFPZlWdoqKipx2zw1BY/u7aG9sL8s1hbZq3759neeoDidz585FVFQU3NzcsG7dOsybNw8bNmyAr6+v2fMrKyuxcOFC3HfffWK1z8jISHzxxRcIDw9HcnIyXnjhBfj6+mLq1KlmX2PGjBnVnmtqlZO0tDSEhYVZlDgbCvnGc7169UJERIT4eujQoTh37hwqKytx7do1DB061OLXNW2vL7/8UvF8cXExMjMzMXz4cABQdDf27t1bcR91kU8fTk9PF98rXwV26NChaN68ucWvaUvdunWr9lhMTIz4x0Fqq7FjxyrO6dmzpxg/Q39qrH8X7YXtZTm2lZLqcNK9e3dx/MADD2Djxo04deoU+vfvX+1cg8GAhQsXIiAgQNHNExgYKKaLRkVFYdasWdiwYUON4cTT07PJBJHauLm5Nao/tFKXDmAcAyF/b4MGDcKqVasAAEeOHBFBQg2pvX7++edqz+3Zs0cEi6ysLPF4SEiIqjZu3749vL29UVpaisTERPG90piTVq1aOXX8Rnh4eLXHYmJiqr3H9u3bo3Xr1sjOzkazZs3g5eXlqFtskBrb30V7Y3tZjm1lVO8WqK0R33rrLWRnZ+O1116r9Tz+IJqmmqa2ArYbFKvX68VAUHkXx65du8SxNCDW399fcY4ltFqtmPlz/vx5lJeXo7S0VCwX36FDB6vv3RbkY04k5nYA1mg0ePbZZ+Hh4YFHH33UEbdGRFQjVamgoKAAhw4dQnl5OSoqKvD5558jPz/f7CDXZcuW4ffff8eSJUuqVT0SEhLEb6upqalYuXKlqrI9NQ61hZOuXbuKbsD6hJOzZ8+KfW9uu+02MWD1119/FTvwWrM6rOm9AsYBvufPn8elS5fE4nHODifmdnY2bWvJs88+i8LCQvzzn/+0920REdVKVbdOZWUlPvzwQyQnJ8PDwwMxMTF49913odPpsHXrVqxevRrr168HACxfvhyenp6Ii4sT3//iiy8iLi4OiYmJWLBgAQoKCtCyZUvEx8fX2KVDjZcUTlq0aCG6+SRarRYDBgzAnj17cPnyZVy+fNnsB21dDh48KI6HDBmC9u3b4/Tp06iqqsLevXsxcuRIsadMfcMJAJw+fVoxeNeeK8BaIiAgQHQ7SWoKJwDYfUpELkFVOAkICMCnn35q9rm4uDhFEElISKjxdaZNm4Zp06apuTQ1MiUlJUhNTQXw58qwpgYNGiSmvyYkJNgknOTk5Ii1eXbt2qUIFtaGE3nl8PTp02JVVsD5lRONRoPQ0NBq43uIiFwZN/4jp0hKShJdHzX9Ji8ffC3/cFVDGgzr6emJfv36oby8HFqtFlVVVdi4cSN++uknca4tKidnzpxRbObn7HACGMedSO3XqlUrrv5KRC6PI1HJKWobbyKRz4W/dOmS6mtkZ2eL6/Tt2xfe3t5o1qyZ2LsnNTUVx48fB2DsRrrzzjtVXwMwBhBp2u3p06cVq8O6QjiRV5xYNSGihoDhhJxCbTi5ePGi6mvIpxDffPPN4njUqFGK87p3745Dhw4p1ixRw8PDQyxEePbsWfHefH19ERwcbNVr2pI8nNQ23oSIyFUwnJBTWBJO2rRpIxb3s6ZycuDAAXEsrdwKGMc8+fj4QKvV4u9//zsSEhLQr18/1a8vJ3XtlJeXi8pJhw4dzI6lcTT5dGKGEyJqCDjmhGxKr9dj165daN26da2bOcrDSU3bH2g0GkRGRuL06dNITk6GXq+3eE0cg8GAb7/9FoCxy0a+iFvHjh1x+fJl6PX6arOErCUfdyJxhS4dwDhY3dPTE3q9HuPHj3f27RAR1YmVE7Kpb7/9FmPGjMHAgQMVYy/kysvLcfr0aQBAu3btxHom5kh7vpSVlSlWcq3LyZMnkZycDMC4vkmrVq0Uz7ds2dJmwQRw7XASHR2N1NRUXL582ex9EhG5GoYTsilp6m5FRQV27txp9pw1a9YgJycHgHIlWHOsHXeyZcsWcTx58mSLv89a5hYidJVwAhh3Ww4KCnL2bRARWYThhGzqypUr4vi3336r9nx5eTneeOMN8fXzzz9f6+tZM2PHYDCIcKLVavGXv/zFou+rD3P71Th7ATYiooaK4YRsqq5w8vHHHyMlJQUAEB8fjwEDBtT6etaEk6NHj4q9bW677Tabdt/UxNvbu1qlxJUqJ0REDQnDCdmUPJycPHkSFRUV4uvy8nK8/vrr4uuXX365zteTxpwAlnfrfPXVV+LYEV06Evl4Dnd3d7M7AhMRUd0YTsim5INW5QNfAeCTTz4RVZO4uLg6qyaA+sqJwWDAhg0bADiuS0ciH3cSEREBd3dOhiMisgbDCdlMZWUlrl+/rnhM6tqpqKhQXTUBAH9/fzHTxpJwcvToUTFL59Zbb3VIl45EXjlhlw4RkfUYTshmsrOzxX45kmPHjgEAfvzxRxEapKnGlpKqJ5cvX0Z5eXmt50q7YgPApEmTLL6GLcjXdenWrZtDr01E1JgwnDQhZ8+exfjx4zFw4EDx35NPPgm9Xm+T15ePN5FIlZPvv/9ePDZ79mxVryuNOzEYDKJbyJxr165h+fLlABzfpQMYl8FftGgR7rrrLjz11FMOvTYRUWPCTvEmZNGiRdi4caPisV9//RUjRozAhAkT6v365sLJ8ePHxQ7AgHF34DFjxqh6XdNxJzWtKPuPf/wDubm5AIAJEyY4tEtH8tJLLzn8mkREjQ0rJ02IfHCq3L59+2zy+ubCSVFREdatWyem9o4cORL+/v6qXteSQbEnT57EsmXLAAA6nQ7PPvusqmsQEZHrYDhpQqQxH5GRkbhx44Z4/KeffrLJ68vDSc+ePcXxq6++Ko6t2dulrnBiMBgU3VMvvvgi2rRpo/o6RETkGhhOmoj8/HwRSCIjIxEQECAGbR47dgyFhYX1voY8nMTFxYnjs2fPiuNx48apft261jr5/vvvsWfPHgDGIDNv3jzV1yAiItfBcNJEyAeSRkZGAgCGDh0KAKiqqsKvv/5a72vUFE4k/fv3R7t27VS/bnh4ODQaDYDqlRODwYAXXnhBfP3222/D29tb9TWIiMh1MJw0EVKXDlA9nAC26dqRL8B20003oW3btornrenSAYyDaENDQwFUDyfXr18XlZl+/fo5fIYOERHZHsNJE+GIcCJVTjw9PdG8eXP06dNH8by14QT4c9zJ9evXkZ+fLx6Xh5XevXuLCgsRETVcDCdNhLlwEhERgZCQEADAL7/8gsrKynpdQwonQUFB0Gg0ikXJoqKi6rUwmXzciTyQyI/lA2eJiKjhYjhpIuQf4lI40Wg0onpSWFiIkydPWv36VVVVuHbtGgBjOAGM3SySO++8s15VjZpm7DCcEBE1PgwnTYRUOXF3dxfVEgAYMmSIOK5P1861a9fEVF4pnNx+++24++67MXz4cDz//PNWvzagDB5JSUniWF4RYjghImocGE6aCOlDPCwsTLFbrq3Gnchn6kjhxN3dHV9++SX27duH4OBgq18bADp16iSOExMTxTErJ0REjQ/DSROQl5eHnJwcAH926Uh69OghVmz96aefqm3cZylz4cSWunTpIo5PnToljqVw4uvri9atW9v8ukRE5HgMJ02AuTVOJO7u7hg8eDAAICMjo9aN9WojDyf1rZKY4+/vj/DwcADGZfgNBgP0er2oCLVv354zdYiIGgmGkybA3EwdOVt07di7cgIAXbt2BWCsBGVmZiIzMxPl5eUA2KVDRNSYMJw0AXWFk0GDBonj48ePW3UN+QJs9g4ngLF6wvEmRESNk3vdp1BDV1c4iYiIEMfykKGGIysngDGcBAQEiK8ZToiIGg+GkyagrnAiHyOSmZlp1TWcEU7k+/QwnBARNR4MJ02A1P1husaJxN/fH76+viguLq535cTDw0NR0bAl+Yyd06dPo6ysTHzNcEJE1HhwzEkTIFVOwsPDodVqqz2v0WhE9aS+lZM2bdrYbdZMixYtRLXk1KlTHHNCRNRIMZw0crm5ucjNzQVgvktHIu0gnJOTg9LSUlXX0Ov1yM7OBmC/Lh2J1LVz48YN/PbbbwCAli1bolmzZna9LhEROQ7DSSNX2xonclI4AZTjRyxx/fp1VFVVAbDPGidy8s0DCwoKALBqQkTU2DCcNHJ1DYaV1GdQrCMGw0rkg2IlDCdERI0Lw0kjZ2k4kVdO1A6KZTghIiJbUh1O5syZg5tvvhnDhg3DsGHDMHfuXLPnlZaWYsGCBRg+fDhuv/12bNu2TfH8pk2bEB8fj1tuuQWvvPIKKioqrHsHVCtHVE7S09PFsb3DiXzGjoThhIiocbFqKvHLL7+MMWPG1HrOsmXLkJeXhy1btiApKQnz5s1Dly5dEBERgQsXLuCdd97BBx98gPDwcDz99NNYuXIlHn74YaveBNXMmsqJ2nCycuVKcRwTE6Pqe9Vq1aoVgoKCFNUahhMiosbFbuucbNmyBUuWLIFOp8NNN92E4cOHY8eOHXjwwQexbds2xMbGihL97NmzsWjRohrDSXl5udhDRdy4uzs8PT3tdfv1kp+fj2eeeQYXLlwQj3Xo0AFLliyxalaJXq9X/F+N1NRUAIBWq0VwcHCNr9GmTRtxnJmZafG19u7di/379wMAOnXqhNjYWKvuU42uXbsqwklERITimvVpr6aGbaUO20sdtpflmlJbubnV3WljVThZvHgxFi9ejJiYGMyfPx8dO3ZUPJ+fn4/r168jOjpaPBYTEyO2ur948aLYCRcAOnbsiPT0dJSWlsLb27va9VavXo3ly5crHps8eTKmTJlize3b3X/+8x9FNQEA9u3bh1atWuGRRx6x+nXT0tKs/p7WrVvj8uXLNZ4nzbYBjD8fS3cnfumll8TxQw89VOs1bCU0NFTxtUajMXu/1rRXU8W2UoftpQ7by3JNoa0sqXarDidz585FVFQU3NzcsG7dOsybNw8bNmyAr6+vOKe4uBharVYRNPz8/FBcXAwAKCkpgZ+fn3hOp9OJx82FkxkzZmDq1KnKG3fhyom8YiJ35swZxT42ltLr9UhLS0NYWJhFiVNSVVWF69evAzB+oNd27dDQULi5uUGv1yM/P9+i+9y/fz8OHToEwBgwH3vsMbi723/R4YEDB+LTTz8FALRr165aV5K17dUUsa3UYXupw/ayHNtKSfUnSffu3cXxAw88gI0bN+LUqVPo37+/eNzX1xdVVVWKSkhRUZEIMD4+PigqKhLnFxYWisfN8fT0dNkgYs7JkycBAN7e3rh27RpCQ0ORm5uLo0eP1usPnZubm6rvv3LliigRtm3bttbvdXNzQ5s2bZCVlYXMzEyLrvPaa6+J47///e8O+xnJ/wy2b9++xntV215NGdtKHbaXOmwvy7GtjOrdAuYasVmzZmjVqpWignDu3DlERUUBAKKiohTPnT9/HiEhIWarJg1NUVGReG/du3eHn58f+vbtC8A4liMjI8Nh9yIf2Cof8FoT6Rx5qKnJTz/9hD179gAwjqe5995763Gn6tx0002i8iYPxURE1DioCicFBQU4dOgQysvLUVFRgc8//xz5+flmp3fGx8djxYoVKCoqwsmTJ7F//37ExsYCAMaOHYtdu3YhMTERhYWFWLVqFeLi4mzzjpzsjz/+gMFgAAD07NkTANCvXz/xfEJCgsPuRW04kaYTV1ZWiu6gmrz66qvi+KWXXnJId46kRYsW2Lx5M9544w0sWLDAYdclIiLHUPWJUllZiQ8//BDJycnw8PBATEwM3n33Xeh0OmzduhWrV6/G+vXrARgHRy5atAhjx45Fs2bN8MILL4iprNHR0XjyyScxf/58FBUV4bbbbsPMmTNt/uac4cSJE+LYXDg5evQo7rzzTofci7WVE+l7W7dubfa8X375BTt37gRg7FaZNm1aPe9UvREjRmDEiBEOvy4REdmfqnASEBAgBiKaiouLU1Q/vL29sWjRohpfa9y4cRg3bpyayzcI8nBy0003AWh4lRPAuEqsFK5MvfLKK+L4pZdegoeHRz3ukoiISImjbmxMHk569OgBwLgOR6tWrQAYw4nU7WNv8mXoramcmHP48GFs374dgHFRt/vvv7+ed0lERKTEcGJDBoNBhJOQkBARSDQajRgUe/XqVZusBWIwGPDee+/htddeq3Hpf3nAsGS3YEvCibxq8uKLL7JqQkRENue4UYxNwOXLl5GbmwsA1bpE+vXrhx07dgAwjjsJCwur17UOHDiAefPmAQC8vLzw3HPPVTtHHjAs2fPGtFvH1K+//oqtW7cCAMLDw/HAAw+ovm8iIqK6sHJiQ+YGw0psPe7kt99+E8f//e9/zU79lcJJYGCgRWuQ1FU5Wbx4sTh+8cUXG9TaM0RE1HAwnNiQI8NJUlKS4njv3r2K5w0GgwgYlow3Aeremfjo0aMAAH9/f0yfPl3lHRMREVmG4cSGagsnoaGhYmquLQbFysMJAKxYsULxdU5Ojtgs0dJw4uvrKzYmNNetc+3aNQDGJeO9vLxU3zMREZElGE5sSAonnp6e6NSpk+I5jUYjqifXr1+3eGO9mpju3/P1118rFk5TO41YIlVPTCsnZWVlKCgoAGDsJiIiIrIXhhMbKS0txdmzZwEAXbt2NTuLxXQxNmtVVVUhOTlZ8Vh5ebliDRprw4l0bmFhodjzCACys7PFcU2LsxEREdkCw4mNnDlzBlVVVQCqd+lIbDXuJC0tTUwf7tq1q3h8xYoVoruovuEEUHbtSF06AMMJERHZF8OJjdQ23kQirXUCAMePH7f6WvLxJnFxcRgyZAgA4NSpUzh06BCA+nfrmL6GvHLCbh0iIrInhhMbsSSctGvXDr6+vgBQrVtGDXk46dChA2bPni2+/vjjjwGwckJERA0Xw4mNnDlzRhx369bN7DkajUZsfpicnGz1jB3TcDJ58mSxK/CBAwcAqF8d1ty5rJwQEZEzMJzYSGJiIgCgWbNmtVYqpHBSWlqKq1evWnUt03Di5+cnqjVnzpxBfn6+zSsnHBBLRESOwnBigZKSkmrripg+L3XTdO7cGRqNpsZzpXACWN+1I92Lu7s7IiIiAAADBw4EYFx87ciRIyKc+Pv7w8/Pz+LXlldOMjIyxDG7dYiIyFEYTupQUVGBPn36IDo6Gq+//rrZc86fPy+6aDp37lzr68nDyaVLl1Tfj8FgEOEkIiJCdOdI4QQw7hysdnVYSUhIiDhOT08Xx+zWISIiR2E4qcOJEydEl82CBQuwc+fOaudIzwPqwok1lZPs7GyxGFqHDh3E4/Jwsnv3brFGidpwEhAQIAbtyndPZuWEiIgcheGkDvKVWA0GA6ZNm1ZtaXdHhhPT8SaSmJgYtGjRAgCwb98+8bjacKLRaBAaGgrAuJ6KVBGSKic+Pj4ivBAREdkDw0kdTMeaXL16FVOnThULrgHKcGK6bL0pe4UTNzc3DBgwAAAU96Y2nABAWFgYAKCoqAh5eXkA/gwnrJoQEZG9MZzUQR4GpIrBnj178NZbb4nHpXCi1WoVgcGcwMDAeq11UlM4AZRdOxJrwolUOQGMXTt6vV7s28NwQkRE9sZwUgd5GFi3bh3c3IxN9u9//xsGgwF6vV7sqRMVFVXnbr3ytU5SUlJUr3Uiv5/o6GjFc7YKJ1LlBDB27eTk5ECv1wPgYFgiIrI/hpM6SGNOAgMDcccddyA+Ph6AsXvn1KlTuHz5MoqLiwHUPd5E0r59ewDGtU6uXLmi6n7k4SQqKkrxnNStI6dmATaJaeWEg2GJiMiRGE5qUVJSIqbTSl0ot912m3h+z549qgbDSuoz7kQKJ23btq02MLV169bVAkt9u3XS0tI4jZiIiByK4aQW8nVIpC6UkSNHisccHU4KCwtFpaWmsS2mXTv17dZh5YSIiByN4aQW5gafdu/eXVQP9u7di1OnTolzrAknahZiq20wrEQeTry8vBAQEGDx60tMu3W4dD0RETkSw0kt5GucSGHAzc0Nt956KwAgLy8P33zzjTinrmnEEmsrJydPnhTHNQUheTgJDg6udSn9msgXYmO3DhERORrDSS1qqlTIx51IXR6tW7dGq1atLHpda8PJ77//Lo579+5t9pzevXuLvXQ6duxo8WvLmS7ExsoJERE5EsNJLWqatisPJxJLu3QAoFWrViJAWBtOevXqZfYcLy8vfPLJJ5g8eTLefPNNi1/blBROioqKFO3AcEJERPbGcFIL6UPZz88Pbdq0EY937NhRsUEeoC6cmK51Iq0hUhuDwYDjx48DMHbXBAUF1XjuxIkTsX79evTp08fiezIlHxR77NgxccxuHSIisjeGkxpUVlaKwaodOnRQjN3QaDTVqidqwgnwZ9dOWVmZRWudZGVliVVaa6qa2JLpoFjAON7GmgG2REREajCc1CAtLQ2VlZUAzM+MsVU4ASzr2jl9+rQ4dkQ4kVdOJK1atRIr5BIREdkLP2lqUNsy8UD9w4m0SixgWTg5c+aMOL7ppptUXcsa8sqJhONNiIjIERhOalDXmiLh4eFiNoyfnx8iIiJUvb7atU4cXTlhOCEiImdhOKmBuTVOTL333nsYOHAg3nvvPWi1WlWvr7ZbR6qc+Pj4WD1FWA1z3TocDEtERI7g7uwbcFWWrMY6duxYjB071qrXVxNO8vPzkZKSAgDo2bOn6iBkjYCAAPj4+KCkpEQ8xsoJERE5AisnNZDCiYeHh9kqQn21bNkSOp0OgPlwkpOTg/LycgDAiRMnxOOO6NIBjDOSTN83KydEROQIDCdmGAwGEU4iIyPh7m77AlNta518/fXXaNmyJQYMGIDc3FyLFl+zB9NxJ6ycEBGRIzCcmJGQkICioiIAQJcuXex2HSmclJeXIysrSzz+8ccfAzCuCPv000+LxdcAx4YT08oJwwkRETmC1eHkxIkT6N+/P9asWWP2+SlTpmDYsGHiv/79++Ozzz4DYPzw79+/v+J5+SqkzrZhwwZxPG7cOLtdp6ZxJ/LZO6tWrRKbC2o0GvTo0cNu92PKtHLCbh0iInIEq/or9Ho9li5diq5du9Z4zvr168Vxbm4u4uLicMstt4jHwsPD8fXXX1tzebsyGAwinGi1WkyYMMFu1zINJzfffDMMBgMuXryoOC83NxcAEBMTI/bkcQR26xARkTNYFU6++eYbdO/eHYWFhRadv2vXLnTu3NnqgaXl5eVicKjE3d0dnp6eVr1ebY4dOybCwYgRI9CyZUuL9r6xRnh4uDi+dOkS9Ho9rl69iuLiYrPn33TTTXa7F3NM9w+yZ1vYknSPDeFenY1tpQ7bSx22l+WaUltZstK46nCSl5eHL7/8EqtXr8bSpUst+p6tW7dWm3KbmZmJ2NhY6HQ6xMfHY+bMmTVOkV29ejWWL1+ueGzy5MmYMmWK2tuv06pVq8TxiBEjxBRee/D29hbHJ0+eREpKiqJ769Zbb8WRI0dECIyIiLDr/Zgy/XkUFxc79Pr1lZaW5uxbaDDYVuqwvdRhe1muKbSVfIX0mqgOJx9++CHuueceNGvWzKLzMzIycOrUKSxevFg8FhkZiS+++ALh4eFITk7GCy+8AF9fX0ydOtXsa8yYMaPac/aonBgMBuzcuROAcXzHrFmzat39t778/f3F8bVr1xAREYGff/5ZPBYXF4d77rkHc+bMgVarxV//+lfVK9Ha6v78/f0RExPjsGvXh16vR1paGsLCwrgXUB3YVuqwvdRhe1mObaWkKpwkJibi1KlTeP755y3+nm3btmHAgAFo2bKleCwwMFAMroyKisKsWbOwYcOGGsOJp6enXbpwTJ08eRLnz58HAAwfPhxt27a16/VatWoFf39/FBQUICUlBW5uboqBsVFRUbjrrrvQqVMn5OTkoHfv3g79Q9uqVSv4+fmhqKgIbdq0aXB/Ydzc3BrcPTsL20odtpc6bC/Lsa2MVIWT3377DampqYiPjwcAFBYWQqvV4vLly/j73/9u9nu2bduGGTNm1Pq6rvKDkA/QnTRpkt2vJ611InXp6PV6xUydqKgoAMDQoUOd0p2i0Wjw1FNPYcmSJZg7d67Dr09ERE2TqnAyceJEjB49Wny9ZMkShIWF4b777jN7/tmzZ5GZmYkRI0YoHk9ISEBoaCiCg4ORmpqKlStXIi4uTv3d25h8CvHEiRMdck0pnFRUVCAzM1MxU0cKJ8706quv4uWXX3bIkvlERESAynDi7e2tGMTp5eUFX19f+Pv7Y+vWrVi9erViCvG2bdtwyy23wMfHR/E6iYmJWLBgAQoKCtCyZUvEx8fX2KXjKGfOnMGpU6cAADfffDPatWvnkOuaTieWKicBAQFo3ry5Q+6hLgwmRETkSPVal33hwoXiOC4urlr1Y968eWa/b9q0aZg2bVp9Lm1zGzduFMeO6NKRyMPJ+fPnkZqaCsA1qiZERETOwF2J/+eZZ57BwIEDsWHDBtx1110Ou648nBw4cEDMcbdkqhUREVFjxHDyP1qtFiNGjKg2Psbe5OFkz5494piVEyIiaqpcY5pME1bT/jqsnBARUVPFcOJkAQEBisXOJKycEBFRU8Vw4mQajcZslYThhIiImiqGExcg79oBjIFFvikgERFRU8Jw4gJMw0lYWJhDlusnIiJyRQwnLsA0nHAwLBERNWUMJy7ANJxwvAkRETVlDCcugJUTIiKiPzGcuABWToiIiP7EcOICWrRogWbNmomvGU6IiKgpYzhxARqNRlE9YbcOERE1ZQwnLuL2228HAPTp0wdBQUFOvhsiIiLnYThxEYsWLcLhw4exf/9+aDQaZ98OERGR03BXYhfh5uaGAQMGOPs2iIiInI6VEyIiInIpDCdERETkUhhOiIiIyKUwnBAREZFLYTghIiIil8JwQkRERC6F4YSIiIhcCsMJERERuRSGEyIiInIpDCdERETkUhhOiIiIyKUwnBAREZFLYTghIiIil8JwQkRERC5FYzAYDM6+CSIiIiIJKydERETkUhhOiIiIyKUwnBAREZFLYTghIiIil8JwQkRERC6F4YSIiIhcCsMJERERuRSGEyIiInIpDCdERETkUhhOiIiIyKUwnDjYsmXLMHnyZPTv3x/bt28Xj5eWluL1119HbGwsRo8ejU8//VTxff369cPQoUMxbNgwDBs2DKtWrVJ874IFCzB8+HDcfvvt2LZtm8Pej73Zo72WLl2K8ePHY/jw4bjvvvvw22+/Oez92Js92kuSkZGBIUOG4I033rD7+3AEe7XVxo0b8Ze//AVDhw7FpEmTkJKS4pD3Y2/2aK/09HQ89thjGDFiBOLi4rB69WqHvR97s7a9CgsL8eqrr+K2227DiBEj8NJLLym+t7H+W2/K3dk30NSEhYXh6aefxn/+8x/F4ytXrkRGRga+/fZbFBYW4pFHHkF0dDQGDx4szvnuu+8QGBhY7TWXLVuGvLw8bNmyBUlJSZg3bx66dOmCiIgIu78fe7NHe+l0OnzwwQcICQnBnj178Mwzz2DTpk3w8/Oz+/uxN3u0l2Tp0qXo1KmT3e7d0ezRVvv378dnn32Gt99+G1FRUUhPT4e/v7/d34sj2KO9Fi9ejJCQELz77ru4cuUKZs2ahW7dumHAgAF2fz/2Zm17vfLKKwgKCsLGjRvh7e2NCxcuiO9tzP/Wm2LlxMHi4+MxaNAgeHp6Kh7/5ZdfcO+990Kn0yE4OBh33nknfvjhB4tec8uWLZgzZw50Oh1uuukmDB8+HDt27LDH7TucPdprzpw5CAsLg5ubG0aNGgUvLy+kpqba4/Ydzh7tJX2/wWDAwIEDbX3LTmOPtlqxYgWeeuopdOjQARqNBqGhoWjevLk9bt/h7NFemZmZGD16NNzd3RESEoJevXrh4sWL9rh9h7OmvZKSkpCYmIj58+dDp9PB3d0dnTt3Ft/bmP+tN8Vw4kLkG0QbDIZqf0mnTZuGuLg4LFy4ELm5uQCA/Px8XL9+HdHR0eK8mJiYRvMXvDbWtJepjIwM5OfnIywszJ636hKsba+Kigq8++67ePLJJx10p85nTVtVVVXh7NmzuHDhAuLj43HnnXdi+fLlaAobv1v7Z2vy5MnYvn07ysvLkZqaipMnT6Jfv36Oum2nqam9zpw5g/DwcCxYsAAjR47E/fffj2PHjgFoev/WM5y4iEGDBuHLL79EQUEBMjIysHnzZpSWlornly9fjs2bN+OLL75AaWkpXn31VQBAcXExtFotvL29xbl+fn4oLi52+HtwJGvbS66yshILFy7EfffdB51O58jbd7j6tNfnn3+OIUOGNIkAB1jfVjdu3EBVVRWOHDmCdevW4b///S927tyJTZs2OeutOER9/mzddNNNOHnyJIYNG4aJEydi/Pjxig/fxqi29rp69SoOHz6MAQMGYPv27Zg+fTqeeeYZ5OXlNbl/6xlOXMSsWbPQrl07TJo0CXPnzsXIkSPRunVr8Xzv3r3h7u6OgIAAPPPMMzh48CAqKirg6+uLqqoqxT8GRUVF8PX1dcbbcBhr20tiMBiwcOFCBAQEYM6cOc54Cw5lbXtdvXoVGzduxMyZM514945lbVt5eXkBAB544AH4+/sjODgYkydPxsGDB531VhzC2vaqqqrCvHnzMGHCBBw8eBAbN27Erl27sGvXLie+G/urrb28vLwQEhKCCRMmwN3dHbfddhtCQkJw8uTJJvdvPcOJi/Dx8cFLL72E7du3Y8OGDdBoNOjatavZc93cjD82g8GAZs2aoVWrVopBU+fOnUNUVJRD7ttZrG0vyVtvvYXs7Gy89tpr4vnGzNr2On36NK5cuYKJEydizJgx+Oyzz/DDDz/giSeecOTtO1R9/i7KP5Slxxs7a9srPz8f2dnZmDRpEtzd3dGuXTuMGDECR48edeTtO1xt7dWhQ4cav6+p/Vvf+P9VdjGVlZUoKyuDwWAQx3q9HleuXMG1a9dQVVWFQ4cOYdOmTbj33nsBGAdJnTt3DlVVVcjPz8eSJUswcOBAMdAqPj4eK1asQFFREU6ePIn9+/cjNjbWmW/TZuzRXsuWLcPvv/+OJUuWVBus1tDZur1uvvlmfP/99/j888/x+eef46677sKoUaPw2muvOfmd1p89/mzdcccd+OSTT1BUVITs7Gx8/fXXGDp0qDPfps3Yur0CAgIQFBSE7777TrzOvn37av2Abkisaa9+/frBYDBg8+bNqKqqwr59+5Ceno4ePXoAaNz/1pvSGJpCtHchCxcuxObNmxWPSVPNXn75ZeTm5iIyMhLPPPMMevfuDQA4cuQI/vnPf+Lq1avw8/PDgAEDMH/+fLRs2RKAce77okWLsG/fPjRr1gxPPPEExo4d69g3Zif2aK9+/frB09MTWq1WvOaLL76IuLg4B70r+7FHe8ktW7YM169fx4svvmj/N2Nn9miriooKvPnmm9i5cyd8fX0xYcIEzJkzBxqNxrFvzg7s0V6nTp3CkiVLkJSUBG9vb4wePRpPPvmk4u9mQ2VNewHA+fPn8dprr+HSpUsICwvDM888gz59+gBo3P/Wm2I4ISIiIpfCbh0iIiJyKQwnRERE5FIYToiIiMilMJwQERGRS2E4ISIiIpfCcEJEREQuheGEiIiIXArDCREREbkUhhMialT69euHfv36NfrdgIkaM4YTIlJtzpw5IgTcc889iudyc3MxZMgQ8fz7779v8+tv2rRJvD4RNT4MJ0RUL+fPn8dvv/0mvv7uu+9QVlbmxDsiooaO4YSIrObu7g4AWLduHQCgqqoKGzZsEI/L5eXl4c0338Ttt9+OgQMHYvTo0ViwYAGysrLEOcuWLUO/fv0wbtw47Ny5E3fddReGDh2KBx98EMnJyQCMG6q98sor4nukCsqyZcsU1yssLMTChQtxyy23IC4uDitWrLD12yciO2E4ISKrxcTEICQkBHv37sWVK1ewf/9+ZGVlYeTIkYrzysrKMGfOHHz11Ve4du0aIiIiUFRUhK1bt2LGjBnIyclRnH/16lUsWLAAGo0GZWVlOHbsGF599VUAQGhoKEJCQsS53bt3R/fu3REUFKR4jQ8++ACHDh2Ch4cHsrOz8Z///AeHDh2yU0sQkS0xnBCR1dzc3DB58mRRMZEqKH/9618V523fvh1JSUkAgDfffBPr16/HypUr4ebmhuzsbKxfv15xflVVFd566y1s2LBBjGk5ceIESktLMXv2bMyePVucu2bNGqxZswYTJkxQvEZMTAw2bdqkqOQcOXLEpu+fiOyD4YSI6mX8+PHw8fHB+vXrkZCQgC5duqBnz56Kc06fPg0A8Pb2xogRIwAAnTt3RkREhOJ5iU6nw/DhwwEAUVFR4nHTCkttYmNj4eHhgRYtWqBly5YAgBs3bqh7c0TkFAwnRFQv/v7+iIuLQ1FREYDqVRNrX1Oi1WrFscFgqNdrqPl+InIehhMiqrcpU6YAAFq0aIHRo0dXe75r164AgNLSUuzduxcAkJiYiJSUFMXzlvL29hbHJSUl1twyEbmw6kPqiYhUio6Oxu7du6HVauHp6Vnt+TFjxuCzzz7DxYsX8fzzzyMiIgLp6enQ6/Vo3bq1CDeWioyMFMeTJ09GYGAgnnzySfTq1aue74SIXAErJ0RkE82bN4dOpzP7nJeXF5YvXy6CREpKCvz8/BAXF4fVq1cjICBA1bU6duyI2bNno1WrVsjKysIff/yBgoICW7wNInIBGgM7YYmIiMiFsHJCRERELoXhhIiIiFwKwwkRERG5FIYTIiIicikMJ0RERORSGE6IiIjIpTCcEBERkUthOCEiIiKXwnBCRERELoXhhIiIiFwKwwkRERG5lP8HKDwEVF8cqbcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.map(np.log).plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Mapping on both timestamps and values:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.map(lambda ts, x: x / ts.days_in_month.values.reshape(-1, 1, 1)).plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Adding some datetime attribute as an extra dimension (yielding a multivariate series):**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(series / 20).add_datetime_attribute(\"month\").plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Adding some binary holidays component:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(series / 200).add_holidays(\"US\").plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Differencing:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.diff().plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Filling missing values (using a `utils` function).**\n",
    "\n",
    "Missing values are represented by `np.nan`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.utils.missing_values import fill_missing_values\n",
    "\n",
    "values = np.arange(50, step=0.5)\n",
    "values[10:30] = np.nan\n",
    "values[60:95] = np.nan\n",
    "series_ = TimeSeries.from_values(values)\n",
    "\n",
    "(series_ - 10).plot(label=\"with missing values (shifted below)\")\n",
    "fill_missing_values(series_).plot(label=\"without missing values\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating a training and validation series\n",
    "For what follows, we will split our `TimeSeries` into a training and a validation series. Note: in general, it is also a good practice to keep a test series aside and never touch it until the end of the process. Here, we just build a training and a validation series for simplicity.\n",
    "\n",
    "The training series will be a `TimeSeries` containing values until January 1958 (excluded), and the validation series a `TimeSeries` containing the rest:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train, val = series.split_before(pd.Timestamp(\"19580101\"))\n",
    "train.plot(label=\"training\")\n",
    "val.plot(label=\"validation\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training forecasting models and making predictions\n",
    "## Playing with toy models\n",
    "\n",
    "There is a collection of \"naive\" baseline models in Darts, which can be very useful to get an idea of the bare minimum accuracy that one could expect. For example, the `NaiveSeasonal(K)` model always \"repeats\" the value that occured `K` time steps ago. \n",
    "\n",
    "In its most naive form, when `K=1`, this model simply always repeats the last value of the training series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import NaiveSeasonal\n",
    "\n",
    "naive_model = NaiveSeasonal(K=1)\n",
    "naive_model.fit(train)\n",
    "naive_forecast = naive_model.predict(36)\n",
    "\n",
    "series.plot(label=\"actual\")\n",
    "naive_forecast.plot(label=\"naive forecast (K=1)\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's very easy to fit models and produce predictions on `TimeSeries`. All the models have a `fit()` and a `predict()` function. This is similar to [Scikit-learn](https://scikit-learn.org/), except that it is specific to time series. The `fit()` function takes as argument the training time series on which to fit the model, and the `predict()` function takes as argument the number of time steps (after the end of the training series) over which to forecast.\n",
    "\n",
    "### Inspect Seasonality\n",
    "Our model above is perhaps a bit too naive. We can already improve by exploiting the seasonality in the data. It seems quite obvious that the data has a yearly seasonality, which we can confirm by looking at the auto-correlation function (ACF), and highlighting the lag `m=12`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.utils.statistics import check_seasonality, plot_acf\n",
    "\n",
    "plot_acf(train, m=12, alpha=0.05, max_lag=24)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ACF presents a spike at x = 12, which suggests a yearly seasonality trend (highlighted in red). The blue zone determines the significance of the statistics for a confidence level of $\\alpha = 5\\%$. We can also run a statistical check of seasonality for each candidate period `m`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There is seasonality of order 12.\n"
     ]
    }
   ],
   "source": [
    "for m in range(2, 25):\n",
    "    is_seasonal, period = check_seasonality(train, m=m, alpha=0.05)\n",
    "    if is_seasonal:\n",
    "        print(f\"There is seasonality of order {period}.\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A less naive model\n",
    "Let's try the `NaiveSeasonal` model again with a seasonality of 12:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seasonal_model = NaiveSeasonal(K=12)\n",
    "seasonal_model.fit(train)\n",
    "seasonal_forecast = seasonal_model.predict(36)\n",
    "\n",
    "series.plot(label=\"actual\")\n",
    "seasonal_forecast.plot(label=\"naive forecast (K=12)\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is better, but we are still missing the trend. Fortunately, there is also another naive baseline model capturing the trend, which is called `NaiveDrift`. This model simply produces linear predictions, with a slope that is determined by the first and last values of the training set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import NaiveDrift\n",
    "\n",
    "drift_model = NaiveDrift()\n",
    "drift_model.fit(train)\n",
    "drift_forecast = drift_model.predict(36)\n",
    "\n",
    "combined_forecast = drift_forecast + seasonal_forecast - train.last_value()\n",
    "\n",
    "series.plot()\n",
    "combined_forecast.plot(label=\"combined\")\n",
    "drift_forecast.plot(label=\"drift\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What happened there? We simply fit a naive drift model, and add its forecast to the seasonal forecast we had previously. We also subtract the last value of the training set from the result, so that the resulting combined forecast starts off with the right offset.\n",
    "\n",
    "## Computing error metrics\n",
    "\n",
    "This looks already like a fairly decent forecast, and we did not use any non-naive model yet. In fact - any model should be able to beat this. \n",
    "\n",
    "So what's the error we will have to beat? We will use the [Mean Absolute Percentage Error (MAPE)](https://en.wikipedia.org/wiki/Mean_absolute_percentage_error) (note that in practice there are often good reasons *not* to use the MAPE - we use it here as it is quite convenient and scale independent). In Darts it is a simple function call:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean absolute percentage error for the combined naive drift + seasonal: 5.66%.\n"
     ]
    }
   ],
   "source": [
    "from darts.metrics import mape\n",
    "\n",
    "print(\n",
    "    f\"Mean absolute percentage error for the combined naive drift + seasonal: {mape(series, combined_forecast):.2f}%.\"\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`darts.metrics` contains many more metrics to compare time series. The metrics will compare only common slices of series when the two series are not aligned, and parallelize computation over a large number of series pairs - but let's not get ahead of ourselves."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quickly try out several models\n",
    "Darts is built to make it easy to train and validate several models in a unified way. Let's train a few more and compute their respective MAPE on the validation set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model ExponentialSmoothing() obtains MAPE: 5.11%\n",
      "model AutoARIMA() obtains MAPE: 12.70%\n",
      "model Theta() obtains MAPE: 8.15%\n"
     ]
    }
   ],
   "source": [
    "from darts.models import AutoARIMA, ExponentialSmoothing, Theta\n",
    "\n",
    "\n",
    "def eval_model(model):\n",
    "    model.fit(train)\n",
    "    forecast = model.predict(len(val))\n",
    "    print(f\"model {model} obtains MAPE: {mape(val, forecast):.2f}%\")\n",
    "\n",
    "\n",
    "eval_model(ExponentialSmoothing())\n",
    "eval_model(AutoARIMA())\n",
    "eval_model(Theta())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we only created these models with their default parameters. We can probably do better if we fine-tune to our problem. Let's try with the Theta method."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Searching for hyper-parameters with the Theta method"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model `Theta` contains an implementation of Assimakopoulos and Nikolopoulos' Theta method. This method has had some success, particularly in the M3-competition.\n",
    "\n",
    "Though the value of the Theta parameter is often set to 0 in applications, our implementation supports a variable value for parameter tuning purposes. Let's try to find a good value for Theta:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Search for the best theta parameter, by trying 50 different values\n",
    "thetas = 2 - np.linspace(-10, 10, 50)\n",
    "\n",
    "best_mape = float(\"inf\")\n",
    "best_theta = 0\n",
    "\n",
    "for theta in thetas:\n",
    "    model = Theta(theta)\n",
    "    model.fit(train)\n",
    "    pred_theta = model.predict(len(val))\n",
    "    res = mape(val, pred_theta)\n",
    "\n",
    "    if res < best_mape:\n",
    "        best_mape = res\n",
    "        best_theta = theta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lowest MAPE is: 4.40, with theta = -3.5102040816326543.\n"
     ]
    }
   ],
   "source": [
    "best_theta_model = Theta(best_theta)\n",
    "best_theta_model.fit(train)\n",
    "pred_best_theta = best_theta_model.predict(len(val))\n",
    "\n",
    "print(f\"Lowest MAPE is: {mape(val, pred_best_theta):.2f}, with theta = {best_theta}.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train.plot(label=\"train\")\n",
    "val.plot(label=\"true\")\n",
    "pred_best_theta.plot(label=\"prediction\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can observe that the model with `best_theta` is so far the best we have, in terms of MAPE."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Backtesting: simulate historical forecasting\n",
    "So at this point we have a model that performs well on our validation set, and that's good. But, how can we know the performance we *would have obtained* if we *had been using this model* historically? \n",
    "\n",
    "Backtesting simulates predictions that would have been obtained historically with a given model. It can take a while to produce, since the model is (by default) re-trained every time the simulated prediction time advances.\n",
    "\n",
    "Such simulated forecasts are always defined with respect to a *forecast horizon*, which is the number of time steps that separate the prediction time from the forecast time. In the example below, we simulate forecasts done for 3 months into the future (compared to prediction time). The result of calling `historical_forecasts()` is (by default) a `TimeSeries` which contains only the last predicted value of each of those 3-months ahead forecasts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4ac5035021164205b14935cc4a8b8cc3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 7.99%\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hfc_params = {\n",
    "    \"series\": series,\n",
    "    \"start\": pd.Timestamp(\n",
    "        \"1956-01-01\"\n",
    "    ),  # can also be a float for the fraction of the series to start at\n",
    "    \"forecast_horizon\": 3,\n",
    "    \"verbose\": True,\n",
    "}\n",
    "historical_fcast_theta = best_theta_model.historical_forecasts(\n",
    "    last_points_only=True, **hfc_params\n",
    ")\n",
    "\n",
    "series.plot(label=\"data\")\n",
    "historical_fcast_theta.plot(label=\"backtest 3-months ahead forecast (Theta)\")\n",
    "print(f\"MAPE = {mape(series, historical_fcast_theta):.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also retrieve all predicted values from each historical forecast, by setting `last_points_only=False`. With the `stride` parameter we define how many steps to move between two consecutative forecasts. We set it to 3 months, so that we can then concatenate the forecasts into a single `TimeSeries`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "66a795239dee494e976c17b620d67e4c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/20 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 5.61%\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "historical_fcast_theta_all = best_theta_model.historical_forecasts(\n",
    "    last_points_only=False, stride=3, **hfc_params\n",
    ")\n",
    "\n",
    "series.plot(label=\"data\")\n",
    "for idx, hfc in enumerate(historical_fcast_theta_all):\n",
    "    hfc.plot(label=f\"forecast {idx}\")\n",
    "\n",
    "from darts import concatenate\n",
    "\n",
    "historical_fcast_theta_all = concatenate(historical_fcast_theta_all, axis=0)\n",
    "print(f\"MAPE = {mape(series, historical_fcast_theta_all):.2f}%\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So it seems that our best model on validation set is not doing so great anymore when we backtest it (did I hear overfitting :D)\n",
    "\n",
    "To have a closer look at the errors, we can also use the `backtest()` method to obtain all the raw errors (say, MAPE errors) that would have been obtained by our model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5b2657cb3b8e438fb1a7adfa8a157439",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_theta_model = Theta(best_theta)\n",
    "\n",
    "raw_errors = best_theta_model.backtest(\n",
    "    metric=mape, reduction=None, last_points_only=False, stride=1, **hfc_params\n",
    ")\n",
    "\n",
    "from darts.utils.statistics import plot_hist\n",
    "\n",
    "plot_hist(\n",
    "    raw_errors,\n",
    "    bins=np.arange(0, max(raw_errors), 1),\n",
    "    title=\"Individual backtest error scores (histogram)\",\n",
    ");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, using `backtest()` we can also get a simpler view of the average error over the historical forecasts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c78c411fe311455a9f6aa5cc58b50fa6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average error (MAPE) over all historical forecasts: 6.30\n"
     ]
    }
   ],
   "source": [
    "average_error = best_theta_model.backtest(\n",
    "    metric=mape,\n",
    "    reduction=np.mean,  # this is actually the default\n",
    "    **hfc_params,\n",
    ")\n",
    "\n",
    "print(f\"Average error (MAPE) over all historical forecasts: {average_error:.2f}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could also for instance have specified the argument `reduction=np.median` to get the median MAPE instead.\n",
    "\n",
    "Above, `backtest()` re-computed the historical forecasts every time we called it. We can also use some pre-computed forecasts to get the results much faster!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "441dc14524f0464bba31e536d5e7f99e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average error (MAPE) over all historical forecasts: 6.30\n"
     ]
    }
   ],
   "source": [
    "hfc_precomputed = best_theta_model.historical_forecasts(\n",
    "    last_points_only=False, stride=1, **hfc_params\n",
    ")\n",
    "new_error = best_theta_model.backtest(\n",
    "    historical_forecasts=hfc_precomputed, last_points_only=False, stride=1, **hfc_params\n",
    ")\n",
    "\n",
    "print(f\"Average error (MAPE) over all historical forecasts: {new_error:.2f}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Looking at residuals\n",
    "Let's look at the fitted value residuals of our current `Theta` model, i.e. the difference between the 1-step forecasts at every point in time obtained by fitting the model on all previous points, and the actual observed values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.utils.statistics import plot_residuals_analysis\n",
    "\n",
    "plot_residuals_analysis(best_theta_model.residuals(series))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that the distribution is not centered at 0, which means that our `Theta` model is biased. We can also make out a large ACF value at lag equal to 12, which indicates that the residuals contain information that was not used by the model.\n",
    "\n",
    "Our `residuals` method is actually much more powerful! It can be used to compute any *per-time step metric* from Darts (see a list [here](https://unit8co.github.io/darts/generated_api/darts.metrics.html)) even for multi-step forecasts. It also supports pre-computed historical forecasts similar to backtest.\n",
    "\n",
    "Now let's check the distribution of absolute errors we get for each step in the 3 months forecasts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.metrics import ae\n",
    "\n",
    "residuals = best_theta_model.residuals(\n",
    "    historical_forecasts=hfc_precomputed,\n",
    "    metric=ae,  # the absolute error per time step\n",
    "    last_points_only=False,\n",
    "    values_only=True,  # return a list of numpy arrays\n",
    "    **hfc_params,\n",
    ")\n",
    "residuals = np.concatenate(residuals, axis=1)[:, :, 0]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "for forecast_step in range(len(residuals)):\n",
    "    ax.hist(residuals[forecast_step], label=f\"step {forecast_step}\", alpha=0.5)\n",
    "ax.legend()\n",
    "ax.set_title(\"Absolute errors per forecast step\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can clearly see that the errors increase the further ahead into the future we predict."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A better model\n",
    "Could we maybe do better with a simple `ExponentialSmoothing` model?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e5bd892913f7438a8dd6c02524739933",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 4.42%\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_es = ExponentialSmoothing(seasonal_periods=12)\n",
    "historical_fcast_es = model_es.historical_forecasts(**hfc_params)\n",
    "\n",
    "series.plot(label=\"data\")\n",
    "historical_fcast_es.plot(label=\"backtest 3-months ahead forecast (Exp. Smoothing)\")\n",
    "print(f\"MAPE = {mape(historical_fcast_es, series):.2f}%\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is much better! We get a mean absolute percentage error of about 4-5% when backtesting with a 3-months forecast horizon in this case. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f3d93fe561d1403cbfc2f4fb28c9718a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/120 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_residuals_analysis(model_es.residuals(series, verbose=True))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The residual analysis also reflects an improved performance in that we now have a distribution of the residuals centred at value 0, and the ACF values, although not insignificant, have lower magnitudes."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine learning and global models\n",
    "Darts has a rich support for machine learning and deep learning forecasting models; for instance:\n",
    "\n",
    "* [SKLearnModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.sklearn_model.html) can wrap around any sklearn-compatible regression model to produce forecasts (it has its own [section below](#Regression-forecasting-models)).\n",
    "* [RNNModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.rnn_model.html) is a flexible RNN implementation, which can be used like DeepAR.\n",
    "* [NBEATSModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.nbeats.html) implements the N-BEATS model.\n",
    "* [TFTModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tft_model.html) implements the Temporal Fusion Transformer model.\n",
    "* [TCNModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tcn_model.html) implements temporal convolutional networks.\n",
    "* ...\n",
    "\n",
    "In addition to supporting the same basic `fit()`/`predict()` interface as the other models, these models are also *global models*, as they support being trained on multiple time series (sometimes referred to as *meta learning*). \n",
    "\n",
    "This is a key point of using ML-based models for forecasting: more often than not, ML models (especially deep learning models) need to be trained on large amounts of data, which often means a large amount of separate yet related time series. \n",
    "\n",
    "In Darts, the basic way to specify multiple `TimeSeries` is using a `Sequence` of `TimeSeries` (for example, a simple list of `TimeSeries`).\n",
    "\n",
    "## A toy example with two series\n",
    "These models can be trained on thousands of series. Here, for the sake of illustration, we will load two distinct series - the air traffic passenger count and another series with the number of pounds of milk produced per cow monthly. We also cast our series to `np.float32` as that will slightly speedup the training:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.datasets import AirPassengersDataset, MonthlyMilkDataset\n",
    "\n",
    "series_air = AirPassengersDataset().load().astype(np.float32)\n",
    "series_milk = MonthlyMilkDataset().load().astype(np.float32)\n",
    "\n",
    "# set aside last 36 months of each series as validation set:\n",
    "train_air, val_air = series_air[:-36], series_air[-36:]\n",
    "train_milk, val_milk = series_milk[:-36], series_milk[-36:]\n",
    "\n",
    "train_air.plot()\n",
    "val_air.plot()\n",
    "train_milk.plot()\n",
    "val_milk.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's scale these two series between 0 and 1, as that will benefit most ML models. We will use a [Scaler](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.scaler.html) for this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.dataprocessing.transformers import Scaler\n",
    "\n",
    "scaler = Scaler()\n",
    "train_air_scaled, train_milk_scaled = scaler.fit_transform([train_air, train_milk])\n",
    "\n",
    "train_air_scaled.plot()\n",
    "train_milk_scaled.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note how we can scale several series in one go. We can also parallelize this sort of operations over multiple processors by specifying `n_jobs`."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using deep learning: example with N-BEATS\n",
    "\n",
    "> Note: You can find a detailed user guide for our Neural Network Models (TorchForecastingModels) [here](https://unit8co.github.io/darts/userguide/torch_forecasting_models.html).\n",
    "\n",
    "Next, we will build an [N-BEATS model](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.nbeats.html). This model can be tuned with many hyper-parameters (such as number of stacks, layers, etc). Here, for simplicity, we will use it with default hyper-parameters. The only two hyper-parameters that we have to provide are:\n",
    "\n",
    "* `input_chunk_length`: this is the \"lookback window\" of the model - i.e., how many time steps of history the neural network takes as input to produce its output in a forward pass.\n",
    "* `output_chunk_length`: this is the \"forward window\" of the model - i.e., how many time steps of future values the neural network outputs in a forward pass.\n",
    "\n",
    "The `random_state` parameter is just here to get reproducible results.\n",
    "\n",
    "Most neural networks in Darts require these two parameters. Here, we will use multiples of the seasonality. We are now ready to fit our model on our two series (by giving a list containing the two series to `fit()`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name            | Type             | Params | Mode \n",
      "-------------------------------------------------------------\n",
      "0 | criterion       | MSELoss          | 0      | train\n",
      "1 | train_criterion | MSELoss          | 0      | train\n",
      "2 | val_criterion   | MSELoss          | 0      | train\n",
      "3 | train_metrics   | MetricCollection | 0      | train\n",
      "4 | val_metrics     | MetricCollection | 0      | train\n",
      "5 | stacks          | ModuleList       | 6.2 M  | train\n",
      "-------------------------------------------------------------\n",
      "6.2 M     Trainable params\n",
      "1.4 K     Non-trainable params\n",
      "6.2 M     Total params\n",
      "24.787    Total estimated model params size (MB)\n",
      "396       Modules in train mode\n",
      "0         Modules in eval mode\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4ef3ba746c7c422695cc97a6e33138df",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: |                                               | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    }
   ],
   "source": [
    "from darts.models import NBEATSModel\n",
    "\n",
    "model = NBEATSModel(input_chunk_length=24, output_chunk_length=12, random_state=42)\n",
    "\n",
    "model.fit([train_air_scaled, train_milk_scaled], epochs=50, verbose=True);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now get some forecasts 36 months ahead, for our two series. We can just use the `series` argument of the `predict()` function to tell the model which series to forecast. Importantly, the `output_chunk_length` does not directly constrain the forecast horizon `n` of `predict()`. Here, we trained the model with `output_chunk_length=12` and produce forecasts for `n=36` months ahead; this is simply done in an auto-regressive way behind the scenes (where the network recursively consumes its previous outputs)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "226627f1e4164e0382b034052945fb88",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |                                             | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_air, pred_milk = model.predict(series=[train_air_scaled, train_milk_scaled], n=36)\n",
    "\n",
    "# scale back:\n",
    "pred_air, pred_milk = scaler.inverse_transform([pred_air, pred_milk])\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"actual (air)\")\n",
    "series_milk.plot(label=\"actual (milk)\")\n",
    "pred_air.plot(label=\"forecast (air)\")\n",
    "pred_milk.plot(label=\"forecast (milk)\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our forecasts are actually not so terrible, considering that we use **one model** with default hyper-parameters to capture both air passengers and milk production!\n",
    "\n",
    "The model seems quite OK at capturing the yearly seasonality, but misses the trend for the air series. In the next section, we will try to solve this issue using external data (covariates)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Covariates: using external data\n",
    "In addition to the **target** series (the series we are interested to forecast), many models in Darts also accept **covariates** series in input. Covariates are series that we do not want to forecast, but which can provide helpful additional information to the models. Both the targets and covariates can be multivariate or univariate.\n",
    "\n",
    "There are two kinds of covariate time series in Darts:\n",
    "\n",
    "* `past_covariates` are series not necessarily known ahead of the forecast time. They can for instance represent things that have to be measured and are not known upfront. Models do not use future values of `past_covariates` when making forecasts (only for global models when predicting with `n > output_chunk_length` due to auto-regression). For more info on past/future covariates, check out this [user guide](https://unit8co.github.io/darts/userguide/covariates.html).\n",
    "* `future_covariates` are series which are known in advance, up to the forecast horizon. They can represent things such as calendar information, holidays, weather forecasts, etc. Models that accept `future_covariates` will look at the future values (up to the forecast horizon) when making forecasts.\n",
    "* `static_covariates` are characteristics of the target series which do not change over time. They are embedded directly into the target series. They can represent things such as the category of product, country information, etc. For more info on static covariates, check out this [user guide](https://unit8co.github.io/darts/examples/15-static-covariates.html).\n",
    "\n",
    "![covariates](static/images/covariates-highlevel.png)\n",
    "\n",
    "Each covariate can potentially be multivariate. If you have several covariate series (such as month and year values), you should `stack()` or `concatenate()` them to obtain a multivariate series.\n",
    "\n",
    "The covariates you provide can be longer than necessary. **Darts's model will automatically handle the extraction of relevant time frames for you!** You will receive an error if your covariates do not have a sufficient time span, though.\n",
    "\n",
    "Not all models support every covariate type. You can find a model list [here](https://unit8co.github.io/darts/index.html#forecasting-models) stating which types they support.\n",
    "\n",
    "Let's now build some external covariates containing both monthly and yearly values for our air and milk series.\n",
    "In the cell below, we use the `darts.utils.timeseries_generation.datetime_attribute_timeseries()` function to generate series containing the month and year values, and we `concatenate()` these series along the `\"component\"` axis (same as `axis=1`) in order to obtain one covariate series with two components (month and year), per target series. For simplicity, we directly scale the month and year values to have them between 0 and 1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts import concatenate\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries as dt_attr\n",
    "\n",
    "air_covs = concatenate(\n",
    "    [\n",
    "        dt_attr(series_air, \"month\", dtype=np.float32),\n",
    "        dt_attr(series_air, \"year\", dtype=np.float32),\n",
    "    ],\n",
    "    axis=\"component\",\n",
    ")\n",
    "\n",
    "milk_covs = concatenate(\n",
    "    [\n",
    "        dt_attr(series_milk, \"month\", dtype=np.float32),\n",
    "        dt_attr(series_milk, \"year\", dtype=np.float32),\n",
    "    ],\n",
    "    axis=\"component\",\n",
    ")\n",
    "\n",
    "air_covs_scaled, milk_covs_scaled = Scaler().fit_transform([air_covs, milk_covs])\n",
    "air_covs_scaled.plot()\n",
    "milk_covs_scaled.plot()\n",
    "plt.title(\n",
    "    \"one multivariate time series of 2 dimensions, containing covariates for the air series:\"\n",
    ");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`NBEATSModel` supports only `past_covariates`. Therefore, even though our covariates represent calendar information and are known in advance, we will use them as `past_covariates` with N-BEATS. To train, all we have to do is give them as `past_covariates` to the `fit()` function, in the same order as the targets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name            | Type             | Params | Mode \n",
      "-------------------------------------------------------------\n",
      "0 | criterion       | MSELoss          | 0      | train\n",
      "1 | train_criterion | MSELoss          | 0      | train\n",
      "2 | val_criterion   | MSELoss          | 0      | train\n",
      "3 | train_metrics   | MetricCollection | 0      | train\n",
      "4 | val_metrics     | MetricCollection | 0      | train\n",
      "5 | stacks          | ModuleList       | 6.6 M  | train\n",
      "-------------------------------------------------------------\n",
      "6.6 M     Trainable params\n",
      "1.7 K     Non-trainable params\n",
      "6.6 M     Total params\n",
      "26.314    Total estimated model params size (MB)\n",
      "396       Modules in train mode\n",
      "0         Modules in eval mode\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "89aad5d49a1045f1bba0237f7fe47eb3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: |                                               | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    }
   ],
   "source": [
    "model = NBEATSModel(input_chunk_length=24, output_chunk_length=12, random_state=42)\n",
    "\n",
    "model.fit(\n",
    "    [train_air_scaled, train_milk_scaled],\n",
    "    past_covariates=[air_covs_scaled, milk_covs_scaled],\n",
    "    epochs=50,\n",
    "    verbose=True,\n",
    ");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then to produce forecasts, we again have to provide our covariates as `past_covariates` to the `predict()` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`predict()` was called with `n > output_chunk_length`: using auto-regression to forecast the values after `output_chunk_length` points. The model will access `(n - output_chunk_length)` future values of your `past_covariates` (relative to the first predicted time step). To hide this warning, set `show_warnings=False`.\n",
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e47e88ad7daf45e5968b1f52f5a1f261",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |                                             | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "preds = model.predict(\n",
    "    series=[train_air_scaled, train_milk_scaled],\n",
    "    past_covariates=[air_covs_scaled, milk_covs_scaled],\n",
    "    n=36,\n",
    ")\n",
    "\n",
    "# scale back:\n",
    "pred_air, pred_milk = scaler.inverse_transform(preds)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"actual (air)\")\n",
    "series_milk.plot(label=\"actual (milk)\")\n",
    "pred_air.plot(label=\"forecast (air)\")\n",
    "pred_milk.plot(label=\"forecast (milk)\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems that now the model captures the trend of the air series better (which also perturbs a bit the forecasts of the milk series). \n",
    "\n",
    "The model warning is pretty important. It tells us that future values of our `past_covariates` were used for prediction because we picked a hoizon `n > output_chunk_length` which activates auto-regression. The model will then cosume it's own predictions as input for the next prediction. Since the prediction point moves ahead, the model requires new values from the past covariates. These will however only be extracted from the past relative to the prediciton point (never from the forecast horizon itself)!\n",
    "\n",
    "In our case it's fine to do this since we only use calendar information that we know in advance. If instead we used some features that we only know in the past, then we should only forecast with `n <= output_chunk_length`."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Encoders: using covariates for free\n",
    "\n",
    "Using covariates related to the calendar or time axis (such as months and years as in our example above) is so frequent that all of Darts' models with covariates support have a built-in functionality to generate them out of the box.\n",
    "\n",
    "To easily integrate such covariates to your model, you can simply specify the `add_encoders` parameter at model creation. This parameter has to be a dictionary containing informations about what should be encoded as extra covariates. Here is an example of what such a dictionary could look like, for a model supporting both past and future covariates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_year(idx):\n",
    "    \"\"\"Extract the year each time index entry and normalized it.\"\"\"\n",
    "    return (idx.year - 1950) / 50\n",
    "\n",
    "\n",
    "encoders = {\n",
    "    \"cyclic\": {\"future\": [\"month\"]},\n",
    "    \"datetime_attribute\": {\"future\": [\"hour\", \"dayofweek\"]},\n",
    "    \"position\": {\"past\": [\"absolute\"], \"future\": [\"relative\"]},\n",
    "    \"custom\": {\"past\": [extract_year]},\n",
    "    \"transformer\": Scaler(),\n",
    "}"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above dictionary, the following things are specified:\n",
    "\n",
    "* The month should be used as a future covariate, with a cyclic (sin/cos) encoding.\n",
    "* The hour and day-of-the-week should be used as future covariates.\n",
    "* The absolute position (time step in the series) should be used as past covariates.\n",
    "* The relative position (w.r.t the forecasting time) should be used as future covariates.\n",
    "* An additional custom function of the year should be used as past covariates.\n",
    "* All the above covariates should be scaled using a `Scaler`, which will be fit upon calling the model `fit()` function and used afterwards to transform the covariates.\n",
    "\n",
    "We refer to [the API doc](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.encoders.encoders.html#sequentialencoder) for more informations about how to use encoders. Note that lambda functions cannot be used as they are not pickable.\n",
    "\n",
    "To replicate our example with month and year used as past covariates with N-BEATS, we can use some encoders as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "encoders = {\"datetime_attribute\": {\"past\": [\"month\", \"year\"]}, \"transformer\": Scaler()}"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, the whole training of the N-BEATS model with these covariates looks as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name            | Type             | Params | Mode \n",
      "-------------------------------------------------------------\n",
      "0 | criterion       | MSELoss          | 0      | train\n",
      "1 | train_criterion | MSELoss          | 0      | train\n",
      "2 | val_criterion   | MSELoss          | 0      | train\n",
      "3 | train_metrics   | MetricCollection | 0      | train\n",
      "4 | val_metrics     | MetricCollection | 0      | train\n",
      "5 | stacks          | ModuleList       | 6.6 M  | train\n",
      "-------------------------------------------------------------\n",
      "6.6 M     Trainable params\n",
      "1.7 K     Non-trainable params\n",
      "6.6 M     Total params\n",
      "26.314    Total estimated model params size (MB)\n",
      "396       Modules in train mode\n",
      "0         Modules in eval mode\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1a7020f8aed94382a9c9ef6c8b27bd5c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: |                                               | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    }
   ],
   "source": [
    "model = NBEATSModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    add_encoders=encoders,\n",
    "    random_state=42,\n",
    ")\n",
    "\n",
    "model.fit([train_air_scaled, train_milk_scaled], epochs=50, verbose=True);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And get some forecasts for the air passengers series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "14adc40441224eed8d3ec599e44decf6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |                                             | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0IAAAIMCAYAAADYexzcAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA4WhJREFUeJzsvXd8HOW9/X9mV9rVale9WJIly5KNjTsGU4wB04tppncCycVJyIWEFJJfCi0QCCEhcMMF4gAmhIu/DqTQSYgD2BDAgAvutmxVq/ey0q525/fH7Ow8s72M7JV13q8XLz07MzvP7I5t5uh8PueRZFmWQQghhBBCCCETCNOhvgBCCCGEEEIIOdhQCBFCCCGEEEImHBRChBBCCCGEkAkHhRAhhBBCCCFkwkEhRAghhBBCCJlwUAgRQgghhBBCJhwUQoQQQgghhJAJB4UQIYQQQgghZMJBIUQIIYQQQgiZcEwIIeT1erF//354vd5DfSkkDLxHqQ/vUWrD+5P68B6lPrxHqQ/vUWoz3u7PhBBChBBCCCGEECJCIUQIIYQQQgiZcFAIEUIIIYQQQiYcFEKEEEIIIYSQCQeFECGEEEIIIWTCQSFECCGEEEIImXBQCBFCCCGEEEImHBRChBBCCCGEkAkHhRAhhBBCCCFkwkEhRAghhBBCCJlwUAgRQgghhBBCJhwUQoQQQgghhJAJB4UQiZubbroJy5cvj3rcDTfcgF/84hcxn/fjjz+G2WxGT09PxOO+//3v4/bbb4/5vIQQQgghhARCIXSYcs899+Coo446ZPNv2bIFb7zxBm677baY33P00UejqakJOTk5EY+788478dxzz2H//v3JXiYhhBBCCJmgUAiRMeF3v/sdrrjiCmRlZcX8HovFgpKSEkiSFHK/x+OB1+tFcXExzj77bDz11FNGXS4hhBBCCJlgUAilKG+//TZOOukk5ObmoqCgABdccAFqamp0xzQ2NuLqq69Gfn4+7HY7Fi1ahE8++QSrVq3Cvffei82bN0OSJEiShFWrVqG2thaSJGHTpk3+c/T09ECSJLz33nsAFLHxta99DVVVVbDZbJg5cyYee+yxuK7d6/Xiz3/+My666CLd9j/96U9YtGgRsrKyUFJSgmuvvRZtbW3+/YGlcatWrUJubi5ef/11zJ49G1arFXV1dQCAiy66CC+99FJc10UIIYQQQohK2qG+gEPBokWL0NLSctDnLSkpwWeffRbTsYODg/jud7+LefPmYXBwEHfddRcuueQSbNq0CSaTCQMDA1i6dCkmT56MV199FSUlJfjiiy/g9Xpx1VVXYevWrXj77bfx7rvvAgBycnLQ2toadV6v14vy8nKsWbMGhYWF+Oijj7BixQqUlpbiyiuvjOnat2zZgp6eHixatEi33eVy4ec//zlmzpyJtrY23HHHHbjpppvw5ptvhj3X0NAQHnzwQfzhD39AQUEBiouLAQDHHXccGhoaUFdXh8rKypiuixBCCCGEEJUJKYRaWlrQ1NR0qC8jIpdddpnu9TPPPIPi4mJs374dc+fOxf/93/+hvb0dGzZsQH5+PgBg+vTp/uMdDgfS0tJQUlIS17zp6em49957/a+rqqrw0UcfYc2aNTELodraWpjNZr9oUfnqV7/qH1dXV+Pxxx/Hcccdh4GBAWRmZoY8l9vtxv/+7/9iwYIFuu2TJ0/2z0UhRAghhBBC4iUuIfT000/j3XffRW1tLe6//36cc845/n2rVq3Cn/70J3i9Xlx88cW4/fbb/b0e27Ztw/3334/6+nrMmTMH9957L0pLSwEAw8PDeOCBB/D+++8jKysLt912G84991wDP2Iw8YqDQzFvTU0Nfvazn+Hjjz9GR0cHvF4vAKC+vh5z587Fpk2bsHDhQr8IMpKnnnoKf/jDH1BXVwen0wmXyxVX8ILT6YTVag3q9dm4cSPuuecebNq0CV1dXbrPdOSRR4Y8l8Viwfz584O222w2AIpjRAghhBBCkmfAPYpf79iPiswMfHV6xaG+nDEnLiFUUVGB733ve0FN6uvXr8fLL7+MVatWISMjA9/85jcxdepUXHzxxXC5XLjzzjuxYsUKnHvuuXj66adx1113YeXKlQAUcdXb24s333wTNTU1+Pa3v41Zs2aN6W/5Yy1PO5RceOGFqKiowMqVK1FWVgav14u5c+fC5XIB0IRAPJhMSkuYLMv+bW63W3fMmjVrcMcdd+DXv/41Fi9ejKysLPzqV7/CJ598EvM8hYWFGBoagsvlgsViAaCU+p199tk4++yz8ac//QlFRUWor6/HOeec4/9MobDZbCHDE7q6ugAARUVFMV8XIYQQQggJz7M1jXhsZy0AYKojE6eXFBzaCxpj4gpLWLZsGU444QT/w63Km2++icsvvxzl5eUoLCzE9ddfj7feegsA8Pnnn8Nms+Hiiy+G1WrFLbfcgu3bt6O5udn/3hUrVsDhcGDBggU45ZRT8I9//MOgjzc+6ezsxI4dO/DTn/4UZ5xxBmbNmoXu7m7dMfPnz/c7K6GwWCzweDy6bapoUL97ALrgBABYt24dTjzxRNx6661YuHAhpk+fHhTSEA3VPdq+fbt/286dO9HR0YGHHnoIJ598Mo488khdUEK8bN26Fenp6ZgzZ07C5yCEEEIIIRobOnv84+f3NR66CzlIGNIjtH//fixbtsz/esaMGXjiiScAAPv27dP1rthsNpSXl2Pfvn2w2+3o7OzU7Z8xYwa2bdsWdi6XyxXkIKSlpQWJMxG1BEv9merk5OSgoKAATz/9NCZNmoT6+nr8+Mc/BqB8BjUQ4Re/+AWWL1+OBx54AKWlpdi4cSPKysqwePFiTJkyBfv378cXX3yB8vJyZGVlwWq14oQTTsBDDz2EKVOmoKOjAz/96U915502bRr++Mc/4q233kJVVRX+9Kc/YcOGDaiqqvJ/f7IsQ5blsN9nQUEBjj76aKxbt85f1lZeXg6LxYLHH38cX//617F161b8/Oc/182tor6OdN8++OADnHzyybBarePmvo53xtvfo4kG70/qw3uU+vAepT68R2PL1p5+//itpna0Dg2jKCP8M3YgqXJ/1CqoaBgihIaGhuBwOPyv7Xa7v3fD6XTCbrfrjrfb7XA6nRgaGoLZbEZGRkbI94biueee85fVqVxxxRUxNfI3NDTE9HlSgUcffRT33Xcf5s2bh+rqatx999245ppr0N7e7o+QfuaZZ/DAAw9g2bJl8Hg8mD59Ou677z7U1dVh0aJFOPnkk3Haaaehr68PDz/8MC6//HLcd999+OEPf4hjjz0W1dXV+OEPf4hPP/0Ura2tqKurw7nnnov169fjqquugiRJuPDCC3Httdfi/fff9887ODgIp9Ppfx2KSy+9FM899xwuuOAC/7aHH34YjzzyCB5//HHMnTsXP/jBD3DLLbegubkZeXl5/uMaGhrQ29uLzs5OeL3ekPO88MIL+M53vhPxGsjYMJ7+Hk1EeH9SH96j1If3KPXhPTKe/lEP6gaH/a9HZRlPbdqOG0vzIrwrNIf6/lRVVcV0nCFCKDMzEwMDA/7Xg4OD/hQwm82GwcFB3fGDg4Ow2WzIzMyEx+PB8PCwXwyJ7w3FzTffjOuuu07/IWJwhBoaGlBRURGzQjzUVFZWBn3OQLFXWVmJN954I+w5Qu2rrKwM6pG6/vrrda/XrFkT8dqi7QeAO+64A7///e9x4MABLF68GABw22234bbbbtMdpybJqb85cLvd/nv0ve99D9/73veCzv3GG28gIyMD3/jGN5CWNiGDDw8J4/Hv0USC9yf14T1KfXiPUh/eo7HjP+3dAPbrtr3R68RPj18QdrH7QMbb/THkKbKqqgp79+7FSSedBADYvXs3qqurASgxyX/961/9xzqdTjQ2NqK6uhrZ2dkoKCjA3r17MXfu3KD3hsJisUQUPZEwmUzj4qYcDmRmZuKPf/wjurq64vrOY7lHTqcTzz33XMJ/Dkhy8O9RasP7k/rwHqU+vEepD++R8Wzr04wLsyTBI8vY2z+EDd39OKEwN65zjZf7E9cVjo6OYmRkBLIs+8derxfLli3DK6+8gqamJnR0dODFF1/EeeedBwA45phj4HQ68dprr8HlcuGZZ57B7Nmz/fHZy5Ytwx/+8AcMDg7iyy+/xAcffICzzjrL+E9KDjpLly7FhRdeaPh5r7zyShx//PGGn5cQQgghZKIi9gddV1XmH3/S3h3q8MOCuITQ/fffjyVLlmDjxo24++67sWTJEnzxxRc46aSTcOmll+LGG2/EFVdcgSVLluCiiy4CoDg4Dz/8MF588UWcdtpp2Lx5M+677z7/Ob/+9a/D4XDg3HPPxY9+9CP86Ec/wtSpUw39kIQQQgghhJDwqEJIAnBphbb2ZcPQcJh3jH/iKo275557cM8994Tcd/PNN+Pmm28OuW/OnDlYvXp1yH0ZGRm4//7747kMQgghhBBCJgwjHi/+1tCCo/KzMTPbEf0NMbK5uw//t/8Arppaih29SmnctKxMHJmjBZ3VDzoNmy/VYKc5IYQQQgghKcxdm3dj5d4G5FnSsfn8k+BIN+YR/ruf7cDG7j6s3KulvM3NzUKR1YIMswnDHi/qD2NHKPW7mAghhBBCCJmgdI248ML+JgBAt8uNz7t6DTv3xu6+oG1zc7IgSRIqMm0AgIZBJ2RZNmzOVIJCiBBCCCGEkBTlT/sPYNijLVC6odMYIeQc9YTcPi9PKb2bYleWtnF6vOgYcRsyZ6pBIUQIIYQQQkgK4vHKeGavfnHSzwwSQl2u0OJmTk4WAGCK3ebfdrj2CVEIEUIIIYQQkoK83dwelNr2WWevIaVqXYLLIwGwp5lxXVUZyjIVJ2iK7ycA1A9RCBECALjpppuwfPnyqMfdcMMN+MUvfpHUXKtWrUJubq7/9T333IOjjjoq5mv53e9+549yJ4QQQggZT6zco7lBhdZ0AIqTs29gKOlzd7pc/vEds6pQu/w0/M+xc/zbKgRHqGHw8AxMoBA6TAkUDAebLVu24I033sBtt92W1Hmuuuoq7N69O+H333LLLdiwYQPWr1+f1HUQQgghhBxMdvYO4IO2LgDANEcmbpk+xb/PiPK4TsERyrekw2ySdPtZGkdIgvzud7/DFVdcgaysrKTOY7PZUFxcnPD7rVYrrr32WvzP//xPUtdBCCGEEKKyf2AIq2sPoHsMQwSerWn0j4taJ+O4whz/ayMCEzpHNEeowOc2iVRSCJFDxdtvv42TTjoJubm5KCgowAUXXICamhrdMY2Njbj66quRn58Pu92ORYsW4ZNPPsGqVatw7733YvPmzZAkCZIkYdWqVaitrYUkSdi0aZP/HD09PZAkCe+99x4AwOPx4Gtf+xqqqqpgs9kwc+ZMPPbYY3Fdu9frxZ///OegkrSpU6fi/vvvx4033giHw4HKykr8/e9/R3t7O5YvX465c+diwYIF+Oyzz/zvCSyNi8bnn3+O4uJiPPDAA/5tF110Ef72t7/B6Tw8/xITQggh5ODh9npxwb8/w62fbsPxb3+IP9c1Gx4v3e8exeraAwAA2W3C+6+UYn52NlTPxmhHaKg3HV95wItX3tM+R6E1HTazIhUO17WEJuSCqotu8aKl6+DPW5IPfLYyNu05ODiI7373u5g3bx4GBwdx11134ZJLLsGmTZtgMpkwMDCApUuXYvLkyXj11VdRUlKCL774Al6vF1dddRW2bt2Kt99+G++++y4AICcnB62trVHn9Xq9KC8vx5o1a1BYWIiPPvoIK1asQGlpKa688sqYrn3Lli3o6enBokWLgvY9+uij+MUvfoGf/exnePTRR3HDDTdgyZIluOmmm/Dtb38b//M//4Mbb7wR27ZtgyRJIc4envfeew/Lly/Hgw8+iG9+85v+7YsWLYLb7cann36KpUuXxnVOQgghhBCRfQNDaHaOAAA6Rtz4+idb8XFHD359zCzD5lhT14wBX7y1a1cJhvrSUdco4cgcB3b0DmBb7wAGRz2wp5kTnqNLcIRWv5mOf7wDvPy+jHOPB+w25RfpFXYbdvcN+tcSivfZLNWZkEKopQtoaj/UVxGZyy67TPf6mWeeQXFxMbZv3465c+fi//7v/9De3o4NGzYgPz8fADB9+nT/8Q6HA2lpaSgpKYlr3vT0dNx7773+11VVVfjoo4+wZs2amIVQbW0tzGZzyJK2ZcuW4etf/zoA4K677sKTTz6JY489FldccQXq6upw5513YsmSJWhtbY3r2v/+97/jhhtuwNNPP41rrrlGt89utyM3Nxe1tbUUQoQQQshhzJ4GGbUtwBnHACbT2Dy07+kLDir40/4mPLRwJtJNxhRbiZHZI1+WAwA+2Q4cOzkHO3oH4JFlfNndhxOK8hKeo1OIz24+oJTGDQ0DO+uBY2Yq26dkZmB336B/LaGiDEvC86UiE1IIleSn/rw1NTX42c9+ho8//hgdHR3wepWFtOrr6zF37lxs2rQJCxcu9IsgI3nqqafwhz/8AXV1dXA6nXC5XHEFLzidTlit1pC/NZg/f75/PGnSJADAvHnzgra1tbXFLIQ++eQTvP766/jzn/+MSy65JOQxNpsNQ0PJJ6wQQgghJDXp7JWx4KsynCPAH+6U8LULxmaevf2D/nG6SYLbK8PtlbFvYAgzsx1Jn797xI2dfcocoy3Z8HQq/dYfb5ex6Ei7/7iGoWGckMQ8Ynx2X6fWI7RtvyCEAvqEKIQOA2ItTzuUXHjhhaioqMDKlStRVlYGr9eLuXPnwuWLOrTZbFHOEIzJ91sKsY7V7dY3+a1ZswZ33HEHfv3rX2Px4sXIysrCr371K3zyyScxz1NYWIihoSG4XC5YLPq/MOnp2l80VSiF2qYKv1iYNm0aCgoK8Oyzz+L8888PmhMAurq6UFRUFPM5CSGEEDK+2LQX8FWs4fX/yPjaBWPkCPVrv1g9ragQ/2hVyox29Q0aIoSah0f8Y0+XJnw+2Q5cfL22tk9Tkn07aliC1WRCV5dWYre9VgZ83Ug6ITTkxDEFOTicSH1FMAHp7OzEjh078NOf/hRnnHEGZs2ahe7ubt0x8+fPx6ZNm9DVFbrZyWKxwOPx6LapQqC5udm/TQxOAIB169bhxBNPxK233oqFCxdi+vTpQSEN0VDdo+3bt8f1vkQpLCzE2rVrUVNTg6uuuipI3NXU1GB4eBgLFy48KNdDCCGEkIOPmB+wee/YzbOnT3OEurdpv2Td2TtgyPlbnJoQ8g5Z/eMddUCOrL1OVgh1+Urj8i3p6B/SROP2Wu2YCrsmvA7HtYQohFKQvLw8FBQU4Pe//z327t2LtWvX4rvf/a7umGuuuQYlJSVYvnw5PvzwQ+zbtw+vvPIK/vOf/wBQEtr279+PTZs2oaOjAyMjI7DZbDjhhBPw0EMPYfv27fjggw/w05/+VHfe6dOn47PPPsM777yD3bt342c/+xk2bNgQ1/UXFRXh6KOPPqhr9xQXF2Pt2rXYuXMnrrnmGoyOjvr3rVu3DtXV1Zg2bdpBux5CCCGEHFw6+7Tx/magb9DYJDcVtUfI22/F/q3Z/u07BYGUDKIQkgf1VS5tTYIQciYuTGRZRofPEcpJ00dnb6/TxlMyNUeo7jCM0KYQSkFMJhNWr16Nzz//HHPnzsUdd9yBX/3qV7pjLBYL/vGPf6C4uBjLli3DvHnz8NBDD8FsVqzNyy67DOeeey5OO+00FBUV4aWXXgIAPPvss3C73Vi0aBG+/e1v4/7779ed9xvf+AYuvfRSXHXVVTj++OPR2dmJW2+9Ne7PsGLFCrz44osJfgOJUVJSgrVr1+LLL7/Edddd53fEXnrpJdxyyy0H9VoIIYQQcnDpCEiU/nKf8XN0jrjQO6o4KZ6eTNTvsSHdV9a/yyAh1CqUxnkHrbp9u3Zbkeabr2loBInSP+qB26sIRbtJL7b2HQCcI8q+skxt/lZn4vOlKpJsdPB5CuL1elFXV4fKykp/nwwZW4aHhzFz5kysXr0aixcvjnr8WN2jrVu34owzzsDu3buRk3N41bUebPj3KLXh/Ul9eI9SH96j1CfSPfrO41489rL2+ok7JNx6ibF9Qh+3d2PZv5X1Doe3TIbzgyNx7J0fY+/QINJNEhovPT3p5LgffrETK32pcX1/XgRPq/b8csGJQN1JH6JxaBj5lnTsXX5qQnPUDgzh6Dc/BACclDUJrz04V7d/4zMSjjpCgsvjRckr/wIAHFuQg3fOOC7iecfb36HUv0IyLsnIyMAf//hHdHR0HNLrOHDgAP74xz9SBBFCCCGHOWJpHABs3mv87/rFoARvjxJkUCQpAQlqclyyNDvDO0IfbwMm25RtXS43hkb1/eCxIi6mavGkB+1X+4QsZhNyLUq2Woew7tDhwoRMjSMHh1RYs+fss88+1JdACCGEkINAYGnc5viynmJCjM72dGcCADKHtWQ3I5LjxNI4eUgpWysrBA50KJ8xz5wBQPmwB5zDmJ5lD3WaiHS5NFFjdocSQlpyXJHVgh7XKNqHDz8hREeIEEIIIYSMGR6PjOffkvG3dWPbjdEZokfI4zF2zr06R0gRQmLEtRHJcWpYQvpoOuBVHtWPn6XtzxzVktwOJNgnJDpCGAledkRMjiu0KvsHRj1wJuhApSoUQoQQQgghZMx49UPgpgdlXPITGZ9sHzsxFFgaNzQM1Bwwdg7VEZLdJnj7FUHS2yQIoSQDE2RZ9jtC5hGtLG7BdK3XyTycfHKcKIQ8Q8EFYmJyXKGwiGrnYVYeRyFECCGEEELGDLFXZ93msZsnsDROmdu487u9XuwfUCKkPb2ZUEvHGmtsSDcZkxzX7XLD5Utzg28NofQ0YFaldsxoX/KLqoqCxj2gCR1V8+xtAkZcynUUWbX97RRChBBCCCGExEZXvzbeXjc2jpB7VEYoDWJkYELdoBOjvrBlr68/CAD2N5kw3aG83ts/CLfXm/Ac4hpCoz6Bkp8NVJZoxwx2Jr+oqugIDfdpPULHz1Z+ejzAbiW4zl8aBxx+gQkUQoQQQgghZMzoEkrWtu0f+znmVGljIwMTage0BUU9vdpCo+5RoDRdKY9ze+WE+3YAoFkIShjpVQRPngOYUqwd092avBASwxIGejQhdKKQor3PV1ZYJJTGtQ8LvUWHARRChBBCCCFkzBB7d7bXKn0wRiOWxS2aCfgSprG30bg5GgY1IeTts+n2WVyaOGkZTlwItTo1gTLSqzlCk/KVEjkAaG6ywOIrxWtKcJFT0RHq7VSEUIYFmFGh9SI1tCk/6QgRQgghhBCSAKJbM+AEGtuMn0NMjCvMASp8DkpDu3HCq0FwX9SgBBXPgCCEEhQnge9V1xDKzwZMJkn7TK0SymzK/MmWxjnSzOjqMQMACoTvDQAa2nw9QjpHiEKIHARkWcaKFSuQn58PSZKwadOmQ31JB4W1a9fiyCOPhDeO+tqpU6fit7/9bcRjvvzyS5SXl2NwMLkmRkIIIYTER2Cam5hINhZzFORoomHQCRiQaA0AqBcdoX4bBH2AwW7tRWsSjpDoJqlCKC9LeT1lkvKzZwCYZFX29blH0e8ejXsetTQu35Lu7+EqyA4QQu3KTzpC5KDz9ttvY9WqVXj99dfR3NyMuXPnRn9TihKLUFH50Y9+hJ/85CcwmWL/o7lhwwasWLEi4jHz5s3Dcccdh0cffTTm8xJCCCEkeboChVCt8XN0hHGEAK3EK1nqdY6QFYuO1PZ1tQpCyGhHSBVCwmfKkYS1hOKM0PZ4ZXS7FEcoN90CVdsUZAPlRdpx6vfG1Dhy0KmpqUFpaSlOPPFElJSUIC0tOOM9GrIsY3Q0/t8SHCo+//xz7NmzB1dccUVc7ysqKkJmZmbY/W638pf95ptvxpNPPgmP5/BaDIwQQghJVTweGT0Bjsz2WuN7hMTSuHAP9MnS6HOEvIMWwGPGvGrA7msVam4wpkdIfK88pAiQvCylb0d1hAAgwy1GaMc3X4/bDTWhO8ukBSXkZwOZGRLys5XXagljjiUNaZJyDR0sjSNjzU033YTbbrsN9fX1kCQJU6dOBQCMjIzg9ttvR3FxMTIyMnDSSSdhw4YN/ve99957kCQJ77zzDhYtWgSr1Yp169ZBlmU8/PDDqK6uhs1mw4IFC/Dyyy/r5ty2bRvOP/98ZGdnIysrCyeffDJqapSolQ0bNuCss85CYWEhcnJysHTpUnzxxRe6999zzz2YMmUKrFYrysrKcPvttwMATj31VNTV1eGOO+6AJEmQJAnheP3113HWWWchI0P7y11TU4OLL74YkyZNgsPhwLHHHot3331X975Ax0mSJDz11FO4+OKLYbfbcf/99wMAzjnnHHR2duL999+P8U4QQgghJBl6BoDAFp2xcIQ6+7RJlF4X7XmjsT358w97PGjxiQC1P6goF6guVfY3iULImbhYUN0kh5QOeJXHdFWYTJmkfSZpKPG1hHpcWlBCBjQhVOCbR3XTmjoAr1eGSZJQaFWOO9wcofhthsOA9af/B662xNV6oliKrThp7eKoxz322GOYNm0afv/732PDhg0wm5UmtjvvvBOvvPIKnn/+eVRWVuLhhx/GOeecg7179yI/P9///jvvvBOPPPIIqqurkZubi5/+9Kf4y1/+gieffBJHHHEEPvjgA1x//fUoKirC0qVL0dTUhFNOOQWnnnoq1q5di+zsbHz44Yd+N6m/vx9f+cpX8PjjjwMAfv3rX2PZsmXYs2cPsrKy8PLLL+PRRx/F6tWrMWfOHLS0tGDzZmXFtL/85S9YsGABVqxYgVtuuSXi5/70009x44036rYNDAxg2bJluP/++5GRkYHnn38eF154IXbt2oUpU6aEPdfdd9+NBx98EI8++qj/+7NYLFiwYAHWrVuH008/Pep9IIQQQkhyBJbFAVpyXKRfjsZLYGncUFDTf3JziWLD61vQtDBHQkWxjC/3Ae7BNFhMJri83oR7hGRZ9jtCdlkTVvkBPUIA4Oq1Avbga4uFHpdWLZTm0aRAQY7ys6JYWYjWPQq0dgGlhUBhhgUtwy50jLgMv3eHkgkphFxtIxhuPvhCKFZycnKQlZUFs9mMkhJlBa3BwUE8+eSTWLVqFc477zwAwMqVK/HPf/4TzzzzDH7wgx/433/ffffhrLPO8r/vN7/5DdauXYvFixURVl1djfXr1+Ppp5/G0qVL8cQTTyAnJwerV69Gerqi+GfMmOE/X6BoePrpp5GXl4f3338fF1xwAerr61FSUoIzzzwT6enpmDJlCo477jgAQH5+PsxmM7KysvyfJRyNjY0oLS3VbVuwYAEWLFjgf33//ffjr3/9K1599VX893//d9hzXXvttfjqV78atH3y5Mmora2NeB2EEEIIMYbAoARAcYlaOpUHbMPmCSiNE10oI0rj6gfF/iClHq4wRyzBk5CfZkGLazhhIdTlcsPtq1nLGNWEUF6IHqH+DotfCMU7X68QrmByC0IoWxE3gf1VpYVaYILbK6PPPYoci+YkjWcmpBCyFFujH5Ri89bU1MDtdmPJkiX+benp6TjuuOOwY8cO3bGLFi3yj7dv347h4WG/MFJxuVxYuHAhAGDTpk04+eST/SIokLa2Ntx1111Yu3YtWltb4fF4MDQ0hPr6egDAFVdcgd/+9reorq7Gueeei2XLluHCCy+Mu69pZGREVxYHKELu3nvvxeuvv44DBw5gdHQUTqfTP3c4xO9AxGazYWhoKK7rIoQQQkhiiI6QJGkCZXudwUJImCc/G7pEN2OEkLCYar/qCAGTiyQAyodyyFYAw+gcccPl8cJijq8DRQxZSHNpHyA/oGQNADqarUClMm6OEs4wNOrB5R98gX73KF4+5Wj0uoVFUV36HiEAKBc+U2M7cByCAxMohMYxsZSnpRpqBn6gFRnKnrTb7f6xGkP9xhtvYPLkybrjrL7oRZtNvyhYIDfddBPa29vx29/+FpWVlbBarVi8eDFcvujFiooK7Nq1C//85z/x7rvv4tZbb8WvfvUrvP/++2HFVSjy8vLQ3d2t2/aDH/wA77zzDh555BFMnz4dNpsNl19+uX/ucIjfgUhXVxemTZsW8zURQgghJHFEgTJ/mlJyBSjlcWccY9w8amlcth2wpEtIT5PhsPnWLTKgR6gxZGmcPpTBMqqJhbbhEZTbIz9fBdIqBhE4hdI4n0BxZErIz5bR1QccaLTALEnwyHLUdYv+2dyBjzt6AACv1LcgM83s3+cZFh0h5WeoxL1CQVl2DLswPSv0c9Z4g2EJ44Tp06fDYrFg/fr1/m1utxufffYZZs2aFfZ9s2fPhtVqRX19PaZPn677r6KiAgAwf/58rFu3zp+uFsi6detw++23Y9myZZgzZw6sVis6Ojp0x9hsNlx00UV4/PHH8d577+E///kPvvzySwBKb04sSW2zZ88OcrfWrVuHm266CZdccgnmzZuHkpKSpErbtm7d6nfCCCGEEDK2iI7QSfO08e4GY5PjVMGlPsxLkrAAaVvyi6oGriEEqI6QdoxpWEyOiz9UoE8oWRsd0gSKWhoHaH1CTe0SJvnESbSUujZhf+vwCHqFsATXUOgeIRX/oqqHaYQ2hdA4wW6345vf/CZ+8IMf4O2338b27dtxyy23YGhoCF/72tfCvi8rKwvf//73cccdd+D5559HTU0NNm7ciCeeeALPP/88AOC///u/0dfXh6uvvhqfffYZ9uzZgxdeeAG7du0CoIiwF154ATt27MAnn3yC6667TucirVq1Cs888wy2bt2Kffv24YUXXoDNZkNlpeLZTp06FR988AGampqCBJTIKaecgg8//FC3bfr06fjLX/6CTZs2YfPmzbj22mvjWmxVpLa2Fk1NTTjzzDMTej8hhBBC4kNMc1swXatgaTLApVHxeGR0q4uC5mjb1Qd650jo0IZ4aNCtIZThn0t0hEb7xeS4+PuERCE0MigIIYd2jNonNOoBCtOV+dqHXXBHeDbqHNGET8eIW9cjNNwfoyNk1TtChwsUQuOIhx56CJdddhluuOEGHH300di7dy/eeecd5OXlRXzfz3/+c9x111148MEHMWvWLJxzzjl47bXXUFVVBQAoKCjA2rVrMTAwgKVLl+KYY47BypUr/WVtzz77LLq7u7Fw4ULccMMN/ghvldzcXKxcuRJLlizB/Pnz8a9//QuvvfYaCgoKACjhDbW1tZg2bRqKioqCL9DH8uXLsX37dr8AA4BHH30UeXl5OPHEE3HhhRfinHPOwdFHH53Q9/fSSy/h7LPP9gs0QgghhIwtogCZM1XpEwKUaGaj6BkAVB1QGEIIAcn3CamOkGkkHRg1IzNDWXNnstDn5OwRFlVNIDChXxAoQwNK+Vq2HUhL0wSkmBynJsvJCCirC6BbcIA6R1w6ITTUF+wIiZ9JLSssEkrj2kZc2NDZgwH3+FmrMhwTskdoPPCd73wH3/nOd3TbMjIy8Pjjj/tjrAM59dRTQ1q/kiTh9ttv96/tE4r58+fjnXfeCblv4cKFuvWKAODyyy/3j5cvX47ly5eHPfcJJ5zgj9OORE5ODr71rW/hN7/5DZ5++mkAipu0du1a3XHf+ta3dK8DS+VCfQcjIyN48skn8dJLL0W9DkIIIYQYg9gjVFIAFOcpkcxGCiFxDtXVAPRuTWM7cNQRiZ3f5fH6AwnkAa0/CAByHMqiqoNOoKfdCkxXtifiCPWPasJi0OfUiGVxgLqWkPKcY3FpDlSzcxjlmfrAKZVOoZStY8QFh9AjNNCr9XKrzlOGVUJRroz2ntCO0C+37cMvt+3DsQU5ePv0Y8d1lDYdIZJS/PjHP0ZlZWVMPUXxUFdXh5/85Ce61D1CCCGEjC2iI5SfpbkNLV1KSZsRdAasIaQiLqqajCN0wDkM9UpdPVp/EKD8slkVXB3NmliI1rcTCrE0rr9HEUL5gUJIcLnEQIVIwqtL5wi50SPM09mhzJPj0DtPqpt2oFO5T6IjpLKhsxdDnsTaFVIFCiGSUuTk5ODHP/6xfxFUo5gxYwa+/vWvG3pOQgghhESmy9e7YzIpZV6qEPJ4gLbu8O+LB3Ex1YKc4Id5QGv6TwRxDSFPr94RArTPNNilCZPWRBwhQaC4nWlB8wAhFlX1EVEIjQSUxgkLqtbWK/PMKNe/R/3uPB6guVPvCIn0uEIHbY0XKIQIIYQQQsiYoLo1+VmAySShTOg/Mao87v1Nmsgpyde2G9Uj1DAkJsYFCyHVEZKH02H2lYlF6tkJh+gIyS5FoJx1rL7sTBRC/Z2aOIm0lpDoCA2MetA+ohyb5jEDsnL+FRfp5xHLChvaoIvcFqEQIoQQQgghJASqI6SuhaMsQKpgRHJcV5+Mp15VxlYLcOGJ2r5yg4SQmLrmHVLEhyi4tAhtCbkmX6R1Qo6Q0BbgMkOSgGsDgm5L8gFVk3S2xOoI6UVZg8/hcg0p/UEFOcB1Z+nfI5YVqoEJ11WVBZ2bQogQQgghhJAARkdl9A4oYzXEYLLBjtD/vKIEFQDAf50PlBRoD/BZmRJyfAEAySyq2h/FqSkXxF2mL8mtY8SF0TiX+9A5Qu40nHmMXjgCgNms9SQ1NwhhCWF6kpyjnqA+HtU/844on2XFhYDNqp9HdNPqWpSfjy+ajS3nn4SfzZvu39czzpPjKIQIIYQQQojhdA9oY80R0rY1dSQXltA/JOOxl5VzmM3A968OTi+r8M3X0AZ4vYnNNzCqOTWyOw3ZduB0YSUPsYzM4tYirdviLI9TU+Nkl1KyduO5odPYVJHS3ZmGDJPyKB+uNK4rgmMjj6TBbAZuXR48z9QSbVzXqnxvkiSh3G5DbroWOk1HiBBCCCGEkADENLf8EI7QgSQdoeffgn8h1evOBKaWBj/QV/oe6F1uJbY7EfSOkBnnLwYs6dpcorjDUOJrCfW7VCGUBrsNuOTk0MdpfUISCnyLqoYrjRODEgKRR9Jw9iKgvDj4e6sq1ca1Lfp9ORYtcrubQogQQgghhIw3RkdlvPEfGbsbjImxDqQrxPo+urCEJHuENu7RrvubIVwNQO9sBD7Qx8rAqL407pKTwwcLuPrEtX3iE0LdI5ojdMnJgN0W+jOJgQlZUObrc49icDR46ZEuV3hXSh5Jx6T80Psm5Ss9VwBQ26zflycIITGBbjxCIUQIIYQQMgH5378BF/xQxvFfl9Hdb7wYUoMSACA/W3moz8sC1CVpku0RGtDC3HThBSKVJZqYqGtNbB7REbLAjPOO1+8vygXUarHBTm1RUzF2OxS9Ljf++9NteODLvfB4ZQzLipCRXWmYVRl+kVJlUVUF66gYmBA8X2cURyjTGnqfySSh0ie4alv0i9XnWlgaR8YYWZaxYsUK5OfnQ5IkbNq06VBf0kFh7dq1OPLII+GNs8EwEEmS8Le//Q0AUFtbq/sO33vvPUiShJ6enpDvbWtrQ1FREZqampK6BkIIISSV+c825eG2ZwD4eJvx5xdL41RHSJIkfylZskKof0gbZ2WGPqZScE/qEnSEWvo0p+Ws+WY4MvUiRYwF727WhFDdoBOR+NP+A/i/2gP49Y79+FeL9mXIrvACBQhYVHUocnJcpNI1eSQNmRlhd/vdtAGn/l7mCo4QwxLImPD2229j1apVeP3119Hc3Iy5c+ce6ktKmKlTp+K3v/1tTMf+6Ec/wk9+8hOYTMn90WxubsZ5552X0HuLi4txww034O67707qGgghhJBURny4/XKf8efXO0LaWO0T6h0ABp2JO1GiI+SwhT4mVNN/vHQ6fSVrbhMuWBx6PZ3JfiGkXUh9FCG0f0BTcl8IdYSyK7JAEUvj3H1aT1JLiJ6kzpFIpXGxCSFAX1aYm84eITLG1NTUoLS0FCeeeCJKSkqQlpYW/U0ByLKM0dHxo9Q///xz7NmzB1dccUXS5yopKYHVGuHXKVG4+eab8eKLL6K726BlrwkhhJAUo1Po4flyn/GlcZ292jnzs7Tt+uS4xM/f79MZ6WmA1RK6lKxSfJhvDnlIVMSStXAleP5FVQetSPMtqhrNERJT5Xb3D/rH0QSKKIQGurRnnZdqm3Hvlj3Y06edK2JqnCsdmdbwJXhi+IQohLLT06DuYWkcMZybbroJt912G+rr6yFJEqZOnQoAGBkZwe23347i4mJkZGTgpJNOwoYNG/zvU0u+3nnnHSxatAhWqxXr1q2DLMt4+OGHUV1dDZvNhgULFuDll1/Wzblt2zacf/75yM7ORlZWFk4++WTU1NQAADZs2ICzzjoLhYWFyMnJwdKlS/HFF1/o3n/PPfdgypQpsFqtKCsrw+233w4AOPXUU1FXV4c77rgDkiRBksL/hXv99ddx1llnISND+9t/zz334KijjsKzzz6LKVOmwOFw4Jvf/CY8Hg8efvhhlJSUoLi4GA888IDuXGJpXDScTifOP/98nHDCCejqUiJl5s2bh5KSEvz1r3+N6RyEEELIeEMvhIw/f3OnNi7I0cZGJcephko4NwgAivO0nqREe4RGoDpC5rACxR+YIEsoSlMOqh906nprAhFT5UTxIrvNEUvjsu3a+khdwqKqa1s68djOWtzx+Xb/tmipcTE7QoKINJskZPuaosZ7WEL8NsNhwOn//BitcWa7G8GkDAvWnnVC1OMee+wxTJs2Db///e+xYcMGmM2KDXvnnXfilVdewfPPP4/Kyko8/PDDOOecc7B3717k52u/orjzzjvxyCOPoLq6Grm5ufjpT3+Kv/zlL3jyySdxxBFH4IMPPsD111+PoqIiLF26FE1NTTjllFNw6qmnYu3atcjOzsaHH37od5P6+/vxla98BY8//jgA4Ne//jWWLVuGPXv2ICsrCy+//DIeffRRrF69GnPmzEFLSws2b94MAPjLX/6CBQsWYMWKFbjlllsifu5PP/0UN954Y9D2mpoavPXWW3j77bdRU1ODyy+/HPv378eMGTPw/vvv46OPPsJXv/pVnHHGGTjhhOjfr0hvby8uuOACZGRk4F//+hfsdrt/33HHHYd169bhq1/9alznJIQQQsYDYmncjjrAPSojPS38Lyzj5QPlUQDpacDMCm17WaEEdVnPZJLjVEcoXH8QoPxitLJExq56RQjJshzxl7KByLIMFzRHKJxwUBY+VT5TjmxDM5wYGPWgy+VGgdUS8j2iENorNDxFEyiA0if05QDQ2mSFPWDfrjCOUJ4lXVfKFiksAQgsjZMBaN9briUdve5R9Ljd6B5xo2ZgCBWZGSi0jC9pMb6u1iBah11xRxoeTHJycpCVlQWz2YySEuVP4eDgIJ588kmsWrXK3/uycuVK/POf/8QzzzyDH/zgB/7333fffTjrrLP87/vNb36DtWvXYvHixQCA6upqrF+/Hk8//TSWLl2KJ554Ajk5OVi9ejXSfXWfM2bM8J/v9NNP113f008/jby8PLz//vu44IILUF9fj5KSEpx55plIT0/HlClTcNxxxwEA8vPzYTabkZWV5f8s4WhsbERpaWnQdq/Xi2effRZZWVmYPXs2TjvtNOzatQtvvvkmTCYTZs6ciV/+8pd477334hJCra2tuOqqqzBt2jS89NJLsFj0/1BNnjwZGzdujPl8hBBCiBEMDct462Ng8VxVNBiPyy3remxcbmB3AzCnypjz1zbL2OvLHFo8B7qAAdERSqY0Tr3+SI4QoAQm7KoHBn1N/4W5sc8x7PFClhSBE8mpESO0M1w2f81V3aAzpBCSZVlXGjcihERFC0sAlPK4L/cBrp4MTLNa0TKiPdf2uEb9gq/L1yNkkoBqRyY+79LUb6I9QoCSHFc3qMy1vr0LX/loCwDgx3OqcVnm+Ck4m5BCaFJGaGWeyvPW1NTA7XZjyZIl/m3p6ek47rjjsGPHDt2xixYt8o+3b9+O4eFhvzBScblcWLhwIQBg06ZNOPnkk/0iKJC2tjbcddddWLt2LVpbW+HxeDA0NIT6+noAwBVXXIHf/va3qK6uxrnnnotly5bhwgsvjLuvaWRkRFcWpzJ16lRkZWnFxZMmTYLZbNYFKkyaNAltbW1xzXfmmWfi2GOPxZo1a/yum4jNZsPQ0FCIdxJCCCFjx3d/J+PpV4FZlcDW55VUMqMR3SCVL/cZJ4T+9bk2PnOR/vp1PULteqchVrxeRdgAkR0hQN8nVNcanxDqD1hDKLwjpI2lgQzAFw5RN+jE0fk5Qcf3u0cx7AmdkBstLAEQ+oS8Jvx66nGQivrx2M5afNLRA48so989imxLut8RyrekoyhD/5znHUmPKLjUtYRGXCGEkO+Z0SPL2NmrOVDlmRkADn7VVaJMSCEUS3laqqHWmAbauaEsXrG8S42hfuONNzB58mTdcWqYgM0W+VcpN910E9rb2/Hb3/4WlZWVsFqtWLx4MVy+RboqKiqwa9cu/POf/8S7776LW2+9Fb/61a/w/vvvhxVXocjLywsZThB4DkmSQm6LN3L7/PPPxyuvvILt27dj3rx5Qfu7urpQVFQU4p2EEELI2PGxr8VjR53yAFpdZvwcYn+Qypf7ZFx9hjGi693Ptd6YM4/R7zPCERKX6IkqhCZpZWt1LcAxM2OfZ8CtRWfLrtgcoZFum18I1Q+EDkyI1KIhu8ywRXOEirXPNNBlxRULMvByndbI0+lyK0LI1yOUZ7EEOVPRHCGTScJUX1mhupaQ+swpRmh/2aPFA5ZnZgBD40cIjR/vaoIzffp0WCwWrF+/3r/N7Xbjs88+w6xZs8K+b/bs2bBaraivr8f06dN1/1VUKAW78+fPx7p16+B2h26oW7duHW6//XYsW7YMc+bMgdVqRUeH/l8um82Giy66CI8//jjee+89/Oc//8GXX34JALBYLPB4glc7DnWtge7WWPLQQw/hK1/5Cs444wxs3749aP/WrVv9rhkhhBBysBCSlLGlZmzmCCmEDJrL65X9jlBWJnDskfr9k4sAtahjf4JJbuIaQtFK46YGOEJxzSOm70ZwakoLhPe0RV9LqC1E1LVKrKVxKvW+z5QvCJ2uETdGPF4MjCrPXwXWdBQK+2UvgAjhDyrqd6eWFaqIi6puFYRQRbQTphgUQuMEu92Ob37zm/jBD36At99+G9u3b8ctt9yCoaEhfO1rXwv7vqysLHz/+9/HHXfcgeeffx41NTXYuHEjnnjiCTz//PMAgP/+7/9GX18frr76anz22WfYs2cPXnjhBezatQuAIsJeeOEF7NixA5988gmuu+46nYu0atUqPPPMM9i6dSv27duHF154ATabDZWVlQCU0rYPPvgATU1NQQJK5JRTTsGHH35oxNcVM4888giuu+46nH766di5c6d/+9DQED7//HOcffbZB/V6CCGEEHH9nc17x2aOcKVxRrB1P9Deo4xPPQpICwhgSE+T/IuC7juQ2Byi0RJPaVxtc3wx4QPCgqGRUuMs6RIm+XKrOpq0Z6Q60boSaInoCEUvjRNL8Zo7lc+UJ7g0XS43ulzaHPmWdBRYtf2yKw2AFFVwiSJSFK2iI1TrE3tmSUJpNCsrxaAQGkc89NBDuOyyy3DDDTfg6KOPxt69e/HOO+8gLy8v4vt+/vOf46677sKDDz6IWbNm4ZxzzsFrr72GqiqlELigoABr167FwMAAli5dimOOOQYrV670l589++yz6O7uxsKFC3HDDTf4I7xVcnNzsXLlSixZsgTz58/Hv/71L7z22msoKFB+PXLfffehtrYW06ZNi1hqtnz5cmzfvt0vwA4Wjz76KK688kqcfvrp2L17NwDg73//O6ZMmYKTTz75oF4LIYSQiY3LLUM0ETbvNX59HyC0I1TbAvQNJj/fu59p48D+IJVpvmr9ngGgqy/+OeNxhCoF9yReR0h1VABFPERq91bL41oOpCPT13scblHVqI5QFCE0SXj0a/V1FYhCp2vEhW4hOjs/0BEaUY6N7giFXksoNz24u6bUZkWaaXxJiwnZIzQe+M53voPvfOc7um0ZGRl4/PHH/THWgZx66qkh8+olScLtt9/uX9snFPPnz8c777wTct/ChQt16xUBwOWXX+4fL1++HMuXLw977hNOOMEfpx2JnJwcfOtb38JvfvMbPP300wCUdYTuuece3XGrVq0Keu97772ney1+D1OnTtW9DvU9BX6vjz76KO66666o10wIIWTiMOiU8fF24MS5gC3CQpTJ0N2vf715rErjBEeoOA9o8z1Mb90HnBjcNhsX/xL7gxaFPmZamRaoUNME5GfHN4fOEYoihMoKgTQzMOpJoDROcITSYY4YvT25EPh8F+D1SijLyMDewUE0DDnhlWWYAt7XFsURskXJ15qkrZqCFmUJROQHOEKdQlR2fkCPkDyiSICojpAQ5isKoRxLcA94+TgriwPoCJEU48c//jEqKytj6ikaK9ra2nD55ZfjmmuuOWTXQAghJPW49KcyzrxDxn/9cmxcGkDfHwQopWNGuDSBdPRq51x6lLZ9e13y51bL3ew2JfkuFNVlmjCoSaA8TucIZUYWpWazhApfIUtdS8RDgxAdIYsc2T8QAxMKTIo6c3nlkEu2RHKE0r3moHLCQHIdgKpFWn1CKE/nCLl1i6nmWwNK41QhFGOPEADsF8oK80IIofHWHwRQCJEUIycnBz/+8Y9DxlkfLIqLi3HnnXfGteAaIYSQwxtZlvHeJmX85scIWYFhBF39wduM6t0REUvjjj1S+/9dfWvyn2vI94yfZQtOu1WZJgTZ1jTFP0d/HI4QoPUJdffHLizdXi/6BEfIisjPJsqiqgqOUe2iQpXHhUuNk73wl9VFQpIkf3mc6ggVCOshdrvc/jWEAMUtKsnQ7B/ZqRwbTbtUhghlAPRhCSoV9hhuRIpBIUQIIYQQEoVBp7LoKKD0tXSECBswgkBHCBibwASxNG7hEdq4Ps7SsVCo+QCRHrKnCZHg+w7EL77E0jhHlLAEIPwDfSi++9l2zH99Hcr/shY9QnlZhhS7I5Q2rImCNXXNWNvSCa8gnlVHKFAmKv1Bsf0itkQNZ+gFRkdl5AuOT+eI27+GEKD0D5VlZuCbM6bAMmDH8BYlOTjaEpeT8gG1HahBWK4xl6VxhBBCCCETg8Bwgd0NYzNPaCFkvPskfp4F07VxQ3xrk4dkyCeE7BGei8W1kRIpjRsQSuNicYTElLUDUdYu6nK50Tg0DLdXxs6+Af92mymyEBLn8PZqH/75fU24/IMv8Jsd+/3bWp2KW1OWmYEMs/Y4Hkt0toraJyTLihgSy9W6XW60C45Qnq8/6IGjZqLo/RPgaclBZkZ4x07FZNLKCnWOUIh1Iisi3fAUhUKIEEIIISQKgXHTYyaEQpTGbRnD0risTKAoV0K2by32ZB0hr1eG2hITqVIqxyGhIEcZJ1IaF68jNLlQe+CPtojrVLt2wq3dmhDKNEUuWRMdIW9rDhxp+uM/9CVSjHq96PCJlEkZFl3kdCyJcSolAYEJjjQz0k3K5+xyudA0pEV3lwtzqKWLsQoudc2ingGtrDAvVGlcJkvjCCGEEEIOO4IdobHpEeruDz7vl/sUgWEkqrAr8KW1qb/1b2hPrv9JePaO+qCtlsc1dQDDI/HN2R+nI1RWqI2jOUJThTzuRqf2gexpURwhYY62Fgs+PW8Jnlk8D1ZfpLTq0HSMuKF+2kkZVl3vDlzRFzlVCYzQliQJBT5XqHPEjQZfjaJZklAiCqEYShdFKrQVU/yOoSM9DaYAM2kyS+MIIYQQQg4/DkVpnOowDDoTc03C4fXKfudJdWXUBU5HXNpiqIkwJIShRauUUgMTZFkfzRwLOkcoltI4QaQ0dUQWXZVhrKxAhydof6aEHIc6B1Bis+KSihIU+RpxVBdITIwrDuUIxejUlORrSqSlU/mplsB1u9xo8CmesoD1feJ2hEIIIZMkIUcoj8tEOt750ITaZowrKIQIIYQQQqJwKErjTpqvjRPpowlH7yDg9SrjQEcISK5PSAxIi2YQTEuiT0jnCMVQGpeoIySSlR49zU0Vr42Cs1Zk1YSQV5Z1iXHFGVadWxNPaZy4lpC6qKq6ltCwx4tuX1hCYO9OvI7QlEliqqC2XUyO62vLwGU/k/G39bGdM1WgECKEEEIIiUKgI7SnyfhyNUDvCM2rFvpa2o2bQxR1fkcozMNuvAwKpXHRHSFhLaE4Ha94HaFJeYBqikTrESrPzAgq+5LdJjgyoj82q87TiEu7l4U+R8grK+v7tArrCik9QtoXJbvMcThC2rilS/mzKCbHqYi9O+5RGerSSLELIW0sxquLgQne/oygaxoPUAgRQgghZFyz9nMZv14tY9A5dguddvbqzz3iMiZqOhD14VmSgNlTte3RHt7jQRR1RjtCYo9QtGVlqku1cU1TfPdOFEKxOEJpadq6O9EcoXSTKSgKWnbHJlDEwIRGn3gttGoZ1e0jLrRFcYRscabGAdqiqvlRYq3j6eFSCfdnQ4zQVoWQ6LyNByiECCGEEDJu6eiRseyHMr7/vzIeeGEMhVCIWOuxKI9TS+PysvQPoE3txn02nSPkE0LhfusfL4PxhCWIi6rGWRo3EEcJnooab93Spay7EwkxOQ6IvWRtcgghVCws1tMx4tL1CE2yWXBMfjZMvhWFRtuyE0qNCyyNE6mwZ8DlltE/JOuFUAJhCfU6IaSVxnn7fEKoILZzpgoUQoQQQggZt+xuUNwZAHjjP2M3z0ETQr558rP0Df4HOo2bQ+cI5SgP4IY5QmJYgi3yGjWlBdqCnvsS7BFy2JS1bmJBfUj3eoG2nsjHBgYmKCEG0ecpLQgOMBAdobZhl65HaFKGFVMdmXiochEG3pgPd01xzE5NVqb2/bX4HKG8EKVxjtEMlF8mo+wSGZ/t0rbHOk+2XUKuLwRC3yMkOEIDihAqpRAihBBCCDk4qL8JB5SY6Z4Q8dNGEBiWAAC7G42dy+uV0eNbtiY/GyjOA8y+/vwx6xHyOUJiSVe9UWEJUR60TSYJVb7yuNqW+GK7VUcolv4gFdGtifZ9BgYmyO7YYq0DI60B+FPjAKBj2IUDQiS36hZNkXLg3l8EyFLMTo0kSX5XSC2NKxBEl8qmzRlo71G+s5f+pX3H8aRdq45hQ5vWGzc/N0vZ6JUw2paNbHv0cshUg0KIEEIIIeOWNkEIyTLw4daxmUd1UcQEZaMdod5B5TMAihAymSSU+h50je0R0h6G1bAEq0Xy95wklRoXR48QoAkw5wjQHWIx2XCojlAs/UEqZYJbE61PKKQjFIsQ0vXtKN+z6Ah1jLjQ4FOLkzIs2LzLhD0Nss5Ji8V5Cpyvo1cJQghVGrdju6ZIRectVkcI0BxD96j2d+7aqjI8ffxcuN84GvJAxrgriwMohAghhBAyjgkscVq3eYwcIZ8QqioFsu3K2GghJCbG5ft+2a66GG3dgMttzGcTS+MKc7Sxul7MgQ7loToR4m3GL9f1QUU+trNXxup/AV39puQdoXgjtGMMSwjlCIk9Qo1Dw2jxlcY5vBk44Rsy5nxF1v1ZisepEfuE2nuAvAAhVJxhwcdbNPWuE0IJOEIAsPJ1YP5NXjz2/yScU1iCgbpcAOOvLA6gECKEEELIOKatW//Avm6L8XOMjsro9ZWsFeQAMyqUcW0LMOIyTniJQihPFUJCn1CzQX1CoUrjAO23/rIc3TEJRzzx2UDolLVwXHOvjOt+Dnzj8SJ/BHRcjpBuLaFoYQkGOEI+ISQ6Qhu7tZs80q2c0D0K/OvzxErWROHV0hkcn12cnqH7XsXFcu0ZsTtPU4q1Y+96RsaX+4D/7/eyLvZ8vCXGARRChBBCCBnHiKVxALBhJ+AcMdYVEhc5LcjWYp9lOfrDe6Lz5PsESjx9LbEiumgFoiOkS45L7NxDw9p3H0tp3ORC7QE70nc5PCJj7UZl/NluTSnEI4REURnNEcpEGrKEOshY1/dx2OCPv9b6djRxsqdv0D8eaNe+oJoES9ZKBBemtRsosOh7hCwj4VVVoo6QyqgHeG+T9ppCiBBCCCHkINIaIITco8CnO4ydI9BBERPWDBVCutI4RSCIQsGIPqERl+z/fkoL9KVlFcJv/RPtE4onPhvQl8Y1RogI314LeDzB2+MpjdM7QuGP+/s6GTnLgNFe7eSxOkK6AAPfn810k8lfsiZ+wvZG7YR1Ldr2+Bwh7Z61dgM5ljTdYrDDXWMnhABg7RfaJxIT88YLFEKEEEIIGbcEOkIAsG6zsXPo46aByUWCOBkrIeRzhGJ9eI+V9V9qfTznHKc8uKsY4QglGpYARP4uN9eE3h6PI5SXpcVNRxKVD74ow+UGelsEIRRjjxCglcd19Wm9VmJynMpwt6ZERgWRF5cjJJTitXQCJklCbrrmQLU1RhBCCYQlBPL+Jm3MsARCCCGEkIOIWuZlEx7q1m0xtjRO7whJcfW1xEPI0jhdOVfyn+vtT7RznHuc/jf4U4SH3dqWgxSWEON3uXlv6OuJxxGSJMkvLMOJytYuzTHzJuAIAfq+HVWoF4WItVYXIQ0kLkdI15OkfEdiKV79PmMcoXBlb2p6X6RjUhkKIUIIIYSMS0ZHZb9ImT9NEw+7DE5zC3SE9A/vxomubmENpMDUOMAY9+ntT5SfJhNw5iL9vuoybby/ObHzx+sI5WcDqkaIKIQMcIQATVh294fuJXvrEy3CfLRNS5Lw9GQmJITUPqHCUEKoP/QXFI9TI8715sfA1n2yLjlutNcYRyg9TcLCI5TxnCogPS34GKbGEUIIIYT4+OhLGf/4dGzirAF9AtakPO0ht7UrvsU5o6ETQtkBQiiJNXcCCVUaF0+DfzSa2mVs3a+Mjz0SKMjRO0IFOZqwEGOW42EoztQ4SdIctnBCSJZlbN4bep/DFl9fSrRSw9c/0v7cuPcWY+iDGRj81yx4mnPiLo0DQi+qCgBp7nRg1IxQxOPUVBQDOQ5lvLsBOPq/ZKBXuYnpshmePkVsqQvXJjoPAKy5V8JDX5fw5sMSjigP3k8hRAghhBACYNt+GUu+JeOc78t4+b2xEUNi+llxnvYAOuwChHCupOnsFRYgzVaSuky+J6gxC0vwCSFHpuRftyhZR+idT7XxuccF75ckye8K1bUCHk/8900XlhDjg7YqhHoHgIGh4Dkb28IvtpqoIwQAS74lY+Z1XmyvVeZ0uWXddwRIGNlSAdeOMgBSHI6QPsAAAAoDYq29/caUrFktEv7xiIQjpyiv3aPAnjeqcMv0CixsngO4FevmvONDzBOHIwQA08sl/PA6CVMmSZhVqd+X4wDscYrSVIBCiBBCCCGG89bH2viKu8ZICAlBCcV5AY3jXcbNE1gal56mJYONVY+Quo4QoDWhN3Uk53S9Lbhz5x4f+qFVdQ7co4k5UKoQkiQtmCAa5VEWOg1XFgfE1yMEAGVCCl9rl+KirHpL+V4+2Az/Qq2hsCXiCPn+HBZn6N8sBiUEEq9AOW62hI3PaC5Nw34bHjxqJty12hd7/Ozg+x2vIySiCi+V0vzQx6U6hgqhnTt34qtf/SqWLl2Kiy++GK+++qp/36pVq3DmmWfi9NNPx2OPPab7i7xt2zZcc801WLJkCVasWIHm5gQLUwkhhBCSEgQ+rtcl2HwfCVEITcqTQvZmGEGoBUjVh/eWLi0ZLFlUR8hhU8SWiton5BwBegYSP//aL5SfeVlKaVwoqoUSqljL42RZRkeP8h2opXGZGfpEukiILk0oYSmWxS1doN8XryN0+tHB/S1qQp5YFhdIepr+nkRC9+fQF2AQ2CPk7Quv4GIVXCIZVr0r1NypRaBnZWqLAIskI4RmVeq/i/EYlAAYLITuuusuLFmyBP/+97/xy1/+Eo888gjq6uqwfv16vPzyy1i1ahXWrFmD9evX+0WSy+XCnXfeiauvvhpr167F3Llzcddddxl5WYQQQgg5yLT36B8qX/yn8XO0BjlC2sPZWDpCgCaEZFl56EwWWZb9pX752fp9kw2I0PZ4tGCJWZWA2Rz6ob66TNseqxBadqeM4otlPP132e8IxdIfpFIurF8Uqudqc432Z+nas/T74nWEFs6QsPtFCR8/Fbw+0z82KD/TzMFuVsJJbmpYQsAJ1dI4MQxDJREhBACVJdq4tkUTQhXFerdUJV7nSeTIgNI4CiEALS0tOPfcc2EymXDkkUdi6tSpqKurw5tvvonLL78c5eXlKCwsxPXXX4+33noLAPD555/DZrPh4osvhtVqxS233ILt27fTFSKEEELGMWKQAQD88R3Z0AADAGjr1s5XnKv07qiMhRCyWQGbVXmANjowYd8BzXkKLDsyIjluMMYQAzE5bt+B6Pero0fG276ktRf+IfsdobiEUEBp3PZaGfWt2txbfKVxVgtw6Sn698brCAHA1FIJx8+W/IKzsQ3wemXU+ITfkVOCFxBNNMnNH5YQ2CPki84O7NXKsAAmU2K9NpWTtPd9tlPplQOUzzIplBAysjRuHAYlAECI8LvEufLKK/Hmm2/i5ptvxs6dO9Ha2oq5c+fiySefxLJly/zHzZgxA0888QQAYN++fZg+fbp/n81mQ3l5Ofbt24fS0uCIC5fLBZfLpf8QaWmwWMIXonq9Xt1PknrwHqU+vEepDe9P6jPR7lHgQqe76oFPtss4bpZxYkh0hApzZLiFRSlbumR4vfHNFe4eqQKlIFvbJ4qT+jYZJ8Q5VyDiwpQnzdNfg7hQZX1b/J8L0K/3kpkR/s/hVMFVqDkQ/c+r6FA1d2qCK9Ma+5910U148m8yfrISsKYDu16UUZAN7GlU9s2dCuQ6vJhc6EVTR5pvnsS+D0ARYF19ivg60KEsogoowmHQqfQPqcTzeRw25fpH3Ioj5PV6UWgJHZZw6kLgmTeEeSLcm2iI4k1cS6u8CLCmy8i260NErOmJf3c2qzKfWlZYmq9cd6r8O2cyxeb1GCqEFi9ejLvvvht/+MMfAAA//vGPkZ+fj6GhITgcDv9xdrsdQ0PK30in0wm73a47j91uh9MZulvtueeew8qVK3XbrrjiClx55ZVRr6+hweCFBYjh8B6lPrxHqQ3vT+ozUe5RU1sJAP2v0Z/+ax8mZXaHfkMC1B0oAqBYAq7BBniHzQAUS2Nv/QDq6hKrWRPvkSwDnb1TAEjIsrlQV6dUrFiRCUBRQ1/u7sLx1WFizWLk7f8UAFCelY6Y1IK6uhH/vgyTDYCy2umWXT2om9Mb4gyRqW1NAzBZeeEJ/91ILkCSpkCWJeysHUFdXUvE827ZmQFAeQJvavdixK08gKaZor9XRR42A1A6/dUeoRE38Mq7HZhd6YLXq9zTyqIBNDR0YlZFkV8IOfsaUFeX2EN3nr0YgA3uUeDt9W1Qv+O8zH6YZBMA7fk0zaTd+1goyJ6MA51paO7woK6uEbIswyJJcPlcUW9/BvKzPMiU2gBov/i3po2irq4poc9jkS3+c72/yQNAiefOtvSgrq4X+Y4y9A0qgizdLONAU31C86hUFhWjvlWpTUyX21FXp6ntQ/3vXFVVVUzHGSaEenp68N3vfhf33HMPTjnlFOzfvx+33347pk2bhszMTAwMaN19g4ODyMxU/uGy2WwYHNRnXA4ODsJmC130efPNN+O6667Tf4gYHKGGhgZUVFTErBDJwYX3KPXhPUpteH9Sn4l2j/pC/D7zQHc2Kiuzg3ckSL/PfTCZgAWzK3S9PAMuByorHaHfGIZQ96hvEH6nqbTQgspKpTliQY/2PqcnH5WVycVmbdqn/ExPAy48tUTXJ3K88JzfNZSLysrcuM/f49bGxYWRv5uyAsUlaeq0+j9vOD7co41VEQQAednR36tSXg6YTYAnQM/0uwvhEqrE5k53oKIiE7de2IrmbhvOOlbCogUhUgBi5IgpwPtblPHetmL/9jnTstDeC+AT7djcLEvMnwdQHMMDnUDXgBmTJ1ciLQ0o3dGEusFhyMNpkF3pmDIFOGq2vvopy54W1zwiNuGvVkevtkbR3BnKn5mKSUCtz8HJzJASnkfluDnAuq3KeNG8IlRWjr9/5wwTQk1NTXA4HDjttNMAANOnT8cxxxyDL774AlVVVdi7dy9OOukkAMDu3btRXV0NAKiursZf//pX/3mcTicaGxv9+wOxWCwRRU8kTCbTuLgpExneo9SH9yi14f1JfSbKPWrvUZ5qZ1QopU2yrMRDG/nZ23xzFOYA6ekmFOXKMJtleDxKaV6ic4n3aEuNDDUDr7pMO+eUSdr2pvbkPldLp4w9jcq5jj0SsNv056ou0+aqbUlsLueIdg6HLfI5qsu8aOpQ+ryGhiU4MsP3rCihGMHlVfYoc4iYTEBZodff3K9S2wIUZEv+81eVSTCZTDhqmgtbVklJ/1mqKNau/ePt2vappZIvWU77XJkZ8X3vk/KVP5uyDHT2SSjMBW6fORW/+HIfGtYpAqS8WI3zTnwe/ZwybFYZzhH99qklEkwmyX9Nyc6j8u3LZWzaK2NGhRLPLaYEjpd/5wy7wsrKSgwODuKDDz6ALMuora3Fhg0bMH36dCxbtgyvvPIKmpqa0NHRgRdffBHnnXceAOCYY46B0+nEa6+9BpfLhWeeeQazZ88O2R9ECCGEkNTHOSL712OZlKetiSMuGJossiz7+5DU5nSzWUJxrjI2Kizho63a+MS52oOe2LeT7FpC67/UxifPD95vt0ko9n3G/QlmScUalgDoAxOizdfaFbrHJN5G/FD3a38zUCvErov9S0YgpvF9ukMbT5kUnIIW7+cRAxMWrZCRfa6M3APl+L8jT8bIZiVpoLxIib3OFcy5ZJLcJElC5aTg7RU+s0tMjksmKMF/3kkS3n3UhP/9rinmqPRUwzAh5HA48OCDD+Kpp57C0qVL8a1vfQtXXnklTjzxRJx00km49NJLceONN+KKK67AkiVLcNFFFwFQHJ6HH34YL774Ik477TRs3rwZ9913n1GXRQghhJCDjJgYV5Srrb3TaaAQGnBqqVjFwkOnmo7V1o2EG8FFPtqqnePEudr2DKuEolxlnKwQWrdZm+PkBZEXOj3QAQyPxP+59EIo8kNrPBHaYmCFSDypcQBw/OzgbYoQ0l6HeshPhnKtGk7nokwpDk5Bi1sICaLjQIfyZ/V/XpHR1KF9t+VFylicK1mBUhlCLKqpfJPytLmTEVyHE4aHJSxevDjkvptvvhk333xzyH1z5szB6tWrjbwUQgghhBwigoRQjlIe1zsAjI7KSItxYcpIiAumikJI/a23exTo7tfW/UkEWZbx0TZlnJ8dvChleZHyWQ90KOv0hFubJxrrfH0qkgQsmRv6mKpS4BNf+VZdKzBzSujjwjEo9GzZo6y9o4vQjuoIhd4erxD6/lUSPtkuY161EpSwbb8iMFW3xGTSCxcjKA+xho/ZrAgTUTgC8QsHRXToBeuuBn3Uujp/ST6woy6xeQIJFIuT8hXRro5VjHCEDgdSv3iPEEIIIeOKQCGUn6W97h4IPDoxxHhutRwO0JckJVset6dRi84+cS6Cyn/UB9lRT3BceKz0D8nY7FsnZ141kJsVWkyJZWGJlMfFVRondCdEW0sonCMU74P2xSdL6HhNwobfS5jl6+H3eoEvfSES5UVAugECWiSUECovAtLSJENL41QOdAA76oRYa7VkzUBHaGqp/juqEMSjrjSOjhAACiFCCCFkQtHcIWPpbV5cdbcXo6PGLnCqohdCks6VUYVFstQLv1mflK89/IkPe+HcilgJ1x+kIjoUiZbHKYt5KuOjpoc/rkp4wB1rIVQlCKGaKEnO4Uvj4hct2XalqV+cX12D1+j+IGW+YHdsiu+eZmXqRUm8wiGce/WvL4RjfEKs1ECBEugITRGuQxRndIQUKIQIIYSQCcQL/wA+2Ays+Tfw+n/GZo5wPUKAcX1CG3ZoIm7+NG27KIqSdYTC9QepqD0eQOJCaEAoWcu2hz9OFAf7mxPoEYqjNK6kALD6AnoDk9xExMCKQJJ50K4qDRZRYyGEJEkKcoXURUklSdIFYsT7eU6YDSw/GTjqCOAr52rbdwlL9/hL4wqE3h2De4RER2jKJKX8ElCSFgmFECGEEDKhaGrXHqK/2D1WjpB23uI8NQJZwShHSIw7Pm6WNhYdoeSFkPLTbFZirQMRH6ITFUKxOjV6IZTIPNo9ieYIiQKhIcLn6u5XerFCEW+PkEhViODgqWMUJhxOCAEBIQbW+Bwus1nCXx8wYeMzJlx6SvB787KUNMDgeeKaJoggR2iS4JYWSPj51yQsPQq448rxmfJmNBRChBBCyARCdGS21IzNHEE9QoIj1NWf/PndozK+2K2Mp01Wyu9U9KVxiQu9nn4Z2/Yr44VHKAtQBqITQm2JzSU6Qg5b+IdT8bf5Y10aB2ifrXdA6WMKRaTSQ8OFUMnYPLhPDugFqhSEg1FpbqGCLcQ/OzPKhespSu5zlhbAtwaSQkVAid5PbpTw3uMmLJhOIQRQCBFCCCETig7Bkdm8d2zm0AmhnIDSOAMcoS01WnT28bP0+yYZ5Ah9vlsbL54T+hgjeoQGYixZs6RrLk1CQiiO0jhA/wDdFOazhesPApITDqFisseiNA4I7uURHSExMCGZz1NdBqSZA+YVhNBxsyU89HUJ37pEX0aXCGazFFQOR8JDIUQIIYSkALIsY+NuGT39Y1OupiIKodoWoHfA+PlEIVSYq4+w7uxLfr6Pt2njE+bof7NtVGmc2PtSHaJnBdC7CU0dic0zqHOEIh+rOiVdfUDfYHzfY6KOEBC+T2isHKEMa3Bq25gJoQAHRhQOkwu1fVkxiMdwpKdJmDY5YN4AAfbD6yT87g4TchzJOzWiozbF4Mjxww0KIUIIISQFePJvwNH/JWPBV+WEFsyMlY4AR2YsyuNUIZTrUB4CjXaEPhGCEgIdobwsrTQokmMRjb5BbZzjCH2M3Sb517kxwhGKVQgB+oVGY0EnhGJ4qI8lCEL8fkUBCiTf9C9+1rFYQ0glUo/Q1WcoztjMKcC5xyc3z8ygNajGrjTtW5dIcNiA684CSgtZAhcJCiFCCCEkBXj3M+Xhvr5VWztlLAgUImNRHtfum6MoV/lpdI+Q6ghZLUoql4gkSf6Y4GQcoV5BCGVnhj9OfZBubFdcvXiJL9ZaiNA+EN88uhK8GERKRQxlf63d2uddGHAfknGEAL0DNLnQ+DWExHOr5GUBWZnaPOXFEmrXSNj+Rylpp+bIgD6hUGsYGcUlp0joeVPCn37Gx/xo8BsihBBCUgBRINTE+ZAbK8Mjsu6BGAA21xjrPrncMnp9i6aqQshIR6irT8aeRmW88AildyYQdYHK9h4kvFaSWHoWzhECNKdixJXYZxtwavPE4wjF2yekluBJEmCLIZlMXxoXPSwhUJDG4jpFQvysY1UWB+idplD9NCaTsrZRssycEnox3rHCbKYTFAsUQoQQQkgK0CWkue1tHJs5Qq3hY7QjJJbeqULIbgMs6eGvIR4+3aGNT5gd+hh1/RevN/HyuHgdISCx8rhYwxKA5NYSUp2nzAzFNYtGhSAKGsP1CAnf7cIj9OdMNgZadL/GKjobUP6Mqm7WOceO3TxBjhB7d1KCtOiHEEIIIWSsER2hvU0yAON/oxtKhGzdD3g8smG/QQ6MzgaUB++CbBnNnckLoQ07tfHxs8OEGAjipKld/zpWxB6hSAudKr0eiihpbA92RqIRT1iC6Iwk2iMUa8laYY4iXl3uCKVxPkdIkoB51fp9yTpC4vnmTB07d0OSJLz/P0qvXDhhbQSBEdpj7QiR2KAjRAghhKQAOkeoaWzm6OgJ3uYcgb/UzAhCCSFA6xPqSlIIdQiLtYZabwbQp30lGmLQN6SNcyIKIW2crCMUTQiVFWoxzHWt8c2jCq5YhZBuUdUojlBhTvB6Nck6QsfOkvDLb0j45nLgGxcnd65oZGVKWDJPGtNysoIcCYU56nxAtp2la6kAhRAhhBByiHGOyHCOaK/HTAgJZWu5Qt+LkeVxYuy0uNCp2ifkHFE+b6LEIhx0jlCCsdZqnxMQxRESQwUSWFQ1nrAEcY2YujF2hABN3PQMAAMBi6rKsuwXQpPylAS9LKGEMJY+pGjcea2E//2uMZHSqcA3lyvu2YoLD/WVEBUKIUIIIeQQE+iStHYB/UPGR2iLZWmnLtTG22qNm0t0hIpztbFRgQmxpJ/p1vdpTzAswecImc2Ro6APpiMEAJW+8riegdjXgPJ6NaEdT8laeQRB2TeoBEQAWjiFKpxyHDAkYOBw476vmdD3loRHvsXH71SBd4IQQgg5xIQqF6sZA1dIdITE5vZIC2PGy8Y92sN5pdDTol9UNfHziw7KwXCEsjMjhwsYJYRMJiUOPBqVQohBrOVxQ3EupqoSaVFVMShBjSv/0XUSSguA/+86iqBwODL53aQSFEKEEELIISbU2jpjUR4n9tfMnqptb+sxbo73Nik/MyzAsUdq2/OztHEyfUKxOCjlAWEJiaA6QpH6gwClbE69jkSEkNq747DFluYmBiZEKo8bHZVx6U+8OOIaL/6zTdseX2lc+F4rUTyrQuiGcyQc+KsJP6QQIuMECiFCCCHkEBNKGIxFhLboxMyq1MZiOVsy1DbL/ofzE+cCVovQI5SjjY1whCI5KNl2yS9OEnaEBtVzRT5OkiS/A5XIoqoDghCKhcoS7XuMJITe/hT46zpFUD+6RrumREvjdtXLeOQlGe9tVM4lfq+lBRQ+ZHzC+GxCCCHkEBNSCI1BhLZYGldaoPRy9A7oAw6SQXWDAODUhfprN6xHyOfURHNQJhcBu+qVB3ZZlmNyW1RGXFr/SzQhBCiCYVe94u70DUZegDWQeEMMxNK42pbwf0Ze/0gTP9vrtO2JhCUAwEMvAoAMhw2o+zNQL5TlhVqIlJDxAB0hQgghJAKyLGNHrQyPx/jwApWDVhrnEyAmk5Iap4YZGFUap7oFAHDqUfp9RvcIRXugVwMTVHESD7FGZ6sk0ycUryMkLi4arkdIlmW8/h/ttSha4uoRCrHo54AT2LYfaBAS8gKjswkZL1AIEUIIIRFY8SsZs2+U8ZVfjJ0Q6uwNPvdYCCHViSnIVlK9in29Hb0DwIgruc8nyzL+vVEZZ1iA42bp9+t7hJKPz44mHJIJTIh1MVWVRIWQyy3DPaqMYxVC5UVKBDMQvjRu0x59b5RYrefIDD4+HIU5obfvO0BHiBweUAgRQgghEXj9I+Xnn98D3KNjI4ZER0jt4WhqT269nVCojpD6gCvGWyfbJ1TbrD0cB/YHAcY5QqoQitbroo/Qjm+OXkEIxeQICaEC4RYfDYVuDaEYhZAlXUKZ77OFc4RENygQe0bsJYLhIrD3Ncv+z5lmBkryYz4lISkFhRAhhBASBlmW/SLF5QZ21kU+PlHEHqFFM7XxvgPGzTHikv0iQhUlqiMEJN8nFKk/CDCmRygeB2VyoXYNSTlCMTgoYmlYQxyLqg4IJXixOkKA1ifU1g0MDQfPJ/YHBRJPaRwAfHVZ8LZ9B4B6nxCaXKQs9ErIeIRCiBBCCAmDc0QRQCqba8ZmHlEIiZHTewxMjhNdmMJQQqgnufN/sFl7+D5tYfD+fFEIJegIxbKGkMrkJCK0dT1CjugP+boAg+bo5//L+zL+37/kmBaHDYUYoV0f4Aq1dsn4dEf498aTGgcAv/lvCS/dLWH//9O+h637NTHL/iAynmFqHCGEEBKG7oAQgy01xie5AVppnCUdOHKKBEARFS0GLnQqJsapQqgoV5srWUfogOC6zKkK3m9Jl5Btl9E3mPhcg3EIB7E0rrE9vvvWG6cjJC4cG22R039/IeOynynf+f3/pV1TXI5QwHxHClHo/9igjQtygt23eB2hHIeEq89QxiX5Mlq6gM17tf1TKITIOIaOECGEEBKGQCEkPgAaieoI5WcBRbnadqPW9wGADuFcapma2COUrBCKxa1RH5rr2wCvN/7+p1gWU1VJxhHqF3uEYojCzsqUkOcLg4i0tg8AvPOp9rn/LaTsxVcaF34toT2N2jkvXhL83niFkEh1mfJTDF+gI0TGMxRChBBCxiXuURk76+S4F7CMhyAhNFalcb55CnL0SV0dPcZ9Nn1pnPIgLZbGtSc5lyqE0tOA9LTQ7osa/exyJ+Z2xVNKNilPiQkH4u8RitcRArRytcZ2YDRCqMaGndp4V702tttid6zECG1lLSENUfSdMCf4nPGWxomoQkhkyiT2B5HxC4UQIYSQcYcsyzjt2zJm3SDjFy+M3TyBQqi1S+nBMJIRl+wv+Qp0hDoSDBUIha40zjeHkT1C6meIJFDE3pZYemmC5oijRygtTUJpgTIe6/hsQCtXG/UABzpDH+P1yvhsl/ZajNpOJCwBCHaExLkDI8wBYxwhETpCZDxDIUQIIWTc0TsAfPilMl7z74O70KnR5XFiUEJ+tiZSgLETQv7SOANT44ZGlJ+RHIeqUs09qI1SQhYKXWlcZnQnQu0TauuOL/o83vhsILI4UdnTGH5x13gEirhuz98/BL77Oy9aOpXPpzpClnRgzlQl3jrReQKpLg3+zimEyHiGQogQQsi4Q3RqdjUAHs/YiKFARwgwvjxOFFv52UCuAzD7Hl6N7RHSviO1/C4/SysfO+iOUAJCKJ6wBEATQrIMNIdxaUIhpsbF7ggJfTthAhPEsrhA4nGEMjMkzPUFUgw6gUfXAGd/zyeEfO5XWYHiipUV6t9rfGlc4ucj5FBDIUQIIWTcIQqUEVdiD9WxzRMssDbvNVZ06RyhLECSJL9QMdIR+nKfNladILNZm8uosITMmIXQ2IYlAPrAhMY4FjrtHdDGsYQlALGV/W3YEf4zxyOEAOCNhyV87XzAalFef7kPaOmU/X+e1M9eXqR/XzKOUFWp/nVmBvwhEYSMRyiECCGEjDt6BvSvd9aHPi5ZQjpCY1oap7gKRguhhlbZv+Dp9Mn63+yrPUlt3Ug4eMI9qi10GtEREpv8k+wRiuWBXmzkb4gihPqHZDz4J+DfmzPQLzpCMYYl6ErjWkN/j5EcoXidmimTJPzhhybceI627f1N2lh1wwJL15IRQmWFSsmd/xqKFeFOyHiFQogQQsi4I1Cg7Kgd+3nU39jvrFcCDoxCLI1Te3dUceIcAQadyc/14j+1yOMbz5V0D69qhPawS++4xEOsJWt5WUCWT1jsT0AIxesIiSKgPooQ+sULMn76B+DrjxVjR52yzWoBrJbYHvR1a/uEcCjdozI27gn//ngdIZUjyrXre2+T9mdFLYkLdIQiOXbRMJkknSvE/iAy3qEQIoQQMu7oDnCEdtSNfY/Q4jnKz1FP9EUz4yEwLAEIiNBO0hWSZRl/fEf7fq4/S7/fiMCEWJ0aSZL8JWR1rbGtJbRtv4yvPODFq+tlDAii0BGDUyMu9tnQFnmuN/6j/Bz1SP7vPFY3CFDunerqhCrV3LZfEZvhSFwIaeP3NmrjyYWKQCov0oSSzaqImWSoFoQQ+4PIeIdCiBBCyLijJ8AROhilcTOnaGMjQwy6hD6ksRBCn++C3+E4ZQFQVaZ/ENavJZTYHDohFOWBXhVC7tHYAgzu+B8Zf3wHuPEXsq53J7bSOG1cH0G8tvfIuh4qlViDEgC9yAu1YKxYFnf87OD3J1qyJgoh8e+B2iMkujbJlMWpiGWVFcUsiyPjGwohQggh447uAf1D5o66xPtbIs7jE0JZmUBpgfbQZ6gQCghLAPRrCSU7l+gG3XhO8INrca62LWFHKI40N/1ioJGP9XplfLxdGfcOADUHtH2xOCilBVoCXyQh9MGm0Ntjjc5WUfuERlzB3+XGPdp9uOTk4PuQqCMUKskN0HqEykUhlERinMr0ydq1iwERhIxHKIQIIYSMOwIdoe7+5FPPQqH27+QFLHRq5FydIUvjtIfNZB2hf25QflrSgctPDd5vxKKq8YQYTBVipqMFJuw7AF1wwS7B8YjF3TCbJb8giNQjJPbWiMTjCAH6PqGPtwMvvCP7kwf3Nmr7zloU/N5ERYrNKoXs1RkrR+j6s4GFRwAnzAEuXZr8+Qg5lKQd6gsghBBC4iWwRwhQyoIm5Rs3hyzLfkcoUAiNmSMUEJYAAB1JzqV+V6UFQI4jhCNkdI9QjKVxQHRHKDBcQDw+lh4hQCmPq28FOnuBoWEZmRnB34HYWyMSryOkiDxF+FzyE+XnVacDq++R/G5Wth2YWw1IkhZgYTIBGZb45hI5ojw4FU8NS5iUp9yTQaf+XidKYa6EL55hSRw5PKAjRAghZNwRKtZa7YMxiqFh+COhg4WQMWV4sixjj88pyLBo5VFij1B7b3JzqY5KVhiBone6EptLXxoX+SE5nrWExHIyQBMOyjyxXZs+MCF4f3uPjK37lbEp4KkobkcoRHjAPzYoiXFqwMa0MsCSLmGSIEoctuRiqMU+IUD582qzKuczmyX87jsSlh4F3HMzBQwhIhRChBBCxh2B6wgBwI5aY3uERLGV5xgbR2hXvda7cvJ87WFYF5aQxFwej4whn1sTzkFR47MBoHWMU+OA+HqENoWJm5YkJQEtFnQR2iH6hMT+oMsDSr3i7hEK0TPT3Q9s2AF4PMrraZOVn+UGlqyJEdqA1h+kctN5Et573ISlR1EIESJCIUQIIWTcoYoU8Tf4RifH6YRQll4wGCWE3v5EG597vPaQqiuNS6JHSBQo4RwhsZywpSv5eaKtU5OXpTkt0XqEwq27E4+DIi6qGkoI/XujJqBvOAcoyRv1v47XEZo5JbRAe+0jbQ41floUK4kGJagEOkKTi0IfRwjRQyFECCFk3KGKlPIiINehjI0ujQsUQjkOIN3XWdueZICByjsbtAfkc47TtheIpXE9iZ9fDBrICuMIZWVq4iWWOOtQDMXhCAWuJeTxhHbyWjrlsMIsHgdFF6EdYi2hj7YqP00m4KR5wNHTR/z7sjPjc1DysiT8+T4JP7xWX4b22kfaMdMmq+v7aNuSTXMLEkKFoY8jhOihECKEEDKukGXZXxqXlwVM9z0ENraHf6hOBFEI5WdLkCTJX7JmhCPkHJH9TfrlRcDsqdo+m1XyPxwn4wgNCL074VwHSZJQWqCMjXCEYnmoj2UtoU17w78/HgdFFEKheoT2NWvXlG0Hjj5CE0JiiWKsnL9YwkPfMOFMIRlu235t7C+NExY6TdYRqi7Tu6N0hAiJDQohQggh4wrnCOByK+O8LKDI97Aqy1rctRGIyXR5Aev7tPckv27RB5uBYZcyPvf44FIv9XMlI4RicYQA+IVQ74Ai0OJl0Km9Jxa3Rlz7Zt+B0MeEK4sD4nNQIvUI9Q5oi7SqQQeXnzSA42cBx8wElp8c+zyBzKoMvV0tjRN7hJIVQlaLpAuFmFzIXiBCYoFCiBBCyLhCDErIdRgbNS0SWBoHaHO53HqRkQhvf6KJh3OPC35wLfTN1dmnLCyaCPEKISCx8rh4whIAoLpM+7z7wvQJiYlxgbHP8QiHXId2fKAQqhNeq0EH2XYZHz0JfLbShIKcxAVFfraEkoA49zSzJszE8jUj1vcRy+PKWBpHSExQCBFCCBlXBAqUsVvfR3sQDxRCRsz1zqfKT7MZOOOY4P2qI+T1ho4LjwV9aVz4h/pS4YE9aSEUg0jRO0KhRd7G3crPDAtw6lH6ffEIIUmS/OVxDW3A6x/JePj/ZAwNy7qwhlDR18kiljsCSvldWppyH44oV9LvAGOEy/xp2jiwZ4gQEhouqEoIIWRcERhrXZijLWJppBAKnAcIFkJqv0e8DI/I/nCHo48AcrPCO0KAUh5XkEC/SuyOkPYdJiSEdOsIRT++WojQDlUa53LL/gVI51Tp+3xinUNkyiRge61Sinjhj2TfHBJyHNoxlcJiqEYxeyqw9gvttfjnpbxYwmO3Ax9+KeOOK5IvZfvuVRKaOmQsmCbhyEqWxhESCxRChBBCxhW60rgsSS9ODEpzA8KVxhkjusTPEM4NKAxIjps5Jf55YglLAAwujYslLCGKEGru1BZPrZwElBXqRUq8PTVin5DK+5tlLBBclLFxhPTXLTphAHDbZRJuu8wY0VJWKOGluymACIkHlsYRQggZV0Ra6PRg9QgByQkh8dy5jtDHKKJLIdHAhMR6hBIIS4izR8hm1ZLqQvUINbVr48lFwXHQ8cZNVxQHC4Qv94XuETKSwNK4aWUUKoSkEhRChBBCxhU6EZEV6JwYGJ8dEMoAaH07ylyJnzsw8CEU4udKXAhp38eYhiUIzlOoBUVDobojrV3A0LD+vjV1aOPyIinINYvXERJL8VRau4DPdyljSQrtGiVLkBBKsJSSEDI2UAgRQggZV/QExFqPdWlcVqbW4C7O1daduOjSf4bQLkFgaVwiJFIaF+taQr9/Vcas67146V3Z7whlZgTHgIdDLBPbH+AKNYqOUGEIRygjPmfl0qXAqQuBY48ELjgxeN7SAsCSbrxbU5Qr6e7jtLLwxxJCDj4UQoQQQsYV3f1CmttBKI1Ty+IA40RXLI6QKE6a2sc2Pjs/W4l2BmJ3hH68UsbOeuDuZzUhFE+IQaTABPHzlhfrvwsgfkfIZpXw78dM+PT3Jiw/KVjwjEV/kMqC6crP9DSgKoQzRQg5dDAsgRBCyLhCH5YA5DiUh/hRj3GOkCzL0YVQT+Lnj6VHSHw4r2sNfUw0+gVHKJIQMpkklOTLaGyPTQj1Dcro9H3XtS1Atl0ZxyWEyrQggUAhFOgIZVglFORocyazAOm86uBtY9EfpPLALRI8XhlXnCrBkckeIUJSCQohQggh44rAsARJklCYI6Oly7j47KZ2wD2qjItzte352YDJpKztM9Y9QpPyAUu6snhrbZhFR6MxIDhC0cRDaYEiQNp7gNFR2V8OGIqGNm3sHoVfoMQTYhC8lpA2n9gjNLlI+VlWkNg8gcypUnqCZMFkG0tH6PjZEv79GAUQIakIS+MIIYSMKyKluXX0Km5Osqzboo2Pn62NTSYJBdnKODkhFLxYayAmk+R/QK9rTexzxeoIAVr5mSwDrd2RjxWFkEh8jpA23tcMNHfIaO5QPmOj7/z52UpZG6AJIiA5R8huk4JirJU1hAghEw0KIUIIIeMK1U2xWpSSKUATQiMufUBAoqzboomOk+frH5LVuQwrjQsjhACtZKt/SO8ixYraI2Q2AxmWyMfGkxxnhBAqyVfuIQC8/hEw/VoZU66QsXG3jAO++cWQhDLh+uJdUDWQwPK4sXSECCGpC4UQIYSQcYW/d0coKTMiYU1k3Wblp8kELJ6r36cKIecIMOhMzH2KpTQO0D+gJ1Iep4pChy16mltpgbY/uhAK/bnjKVkzmSRUCb05Q8NKn9fjr8hwuZVt5YILdPxs5frMZmBWZezzhCJICI1hjxAhJHVhjxAhhJBxhSqERAERGGIQWPoUD119MrbuV8YLjwCyAhrci/P0cyXSrxKzECrRAgXqWoGFM+KbR3WEsmK4xoPtCAHK2j076/Xb/r5eG4vlcDcvU8rkppYA5SEWSI2HedXa9wrQESJkokIhRAghZNwwOir7XQ59mpv2YJvo4qMqH36pjU+eH7w/cFHVqQlEIqtCyGSK3LszVXAq6lpiP78aduAXQlH6g4BDI4RCxUmLZYPlRZrgSU+TcMM58Z0/HKIjlJ8NprkRMkFhaRwhhJBxQ+BiqipGlsZF6g8CgOI8bVusi48GIrpakUrW9BHa0cvwZFnGlXd7kXu+jL9+IOtK46KhX1Q18lxhhVCc7tiVpyuf3WHT1tsRER0hI5k+WYldB5IvsyOEjF8ohAghhIwbwpWUGbW+D6BPjDsphCMkPpyLMc/xoH6OSGVxgL53JZYeoT2NwJ//DQw6gUdWy/6IaCMdIVmWwwqhTGv0eUTOOEbC7heV/75ybrAgLB8jIZSWJmHV/yfhkpOBX3+LbhAhExWWxhFCCBk3bKnRxiX52lgUQh09+jVp4mFoWMZnO5XxzCl690dFfDhXQgPim0uWNSEULjpbZXKhEg7g8cS2qOrnu7Sx+F3FIoSK87T1dSIJoa4+JSgiFHZb/N/7ERXKe46fFexCialxRrP8ZAnLT6YIImQiQ0eIEELIuOG1j7SH5bOO1R5idY5QEj1Cm/cqyWUAcNK80MdUFGvjxjDOSCQGnIqwAaI7Qmlpkl94xSaEtO9HjBGPpTQuPU3yf48HIjhd4dwgILlY64UzgPSAX8+WF4c+lhBCjIBCiBBCyLjA65Xxxn+Usd0GnHqUts+oHqEuoVF/yqTQboHoCDW2xz9HrIlxKmqfUGcvMDAUuXfni92ht8fiCAHAFN9cBzoBlzv0XGMlhGxWSdcnZLPG9v0QQkiiUAgRQggZF2zYqYmcsxZpi6kCQIEghJJJjVNT1oDw4iHHIfn3RRIF4YhbCInJcRFcIVmW8cWe0PtiFUJqSp3XG17kiZ85MGggkShxkRNma+PJhdHXPiKEkGSgECKEEDIueF0oi7tgsf4BOT1N8vfbJOMIxSKEAM0VamxXBEg8iPHQ0XqEgIDkuAgR2jVNQO9A6H2OGHt3psYQziAupnpiwGKzyThCgLZoKsCyOELI2EMhRAghZFzw+n+08bITgver5XHJCKFY+2pUIeQc0QubWNA7QtEFytQS7ZjaCEJIDEoIJHZHKPpcoiN04lz99ScrhJbMVQIbAGBGeXLnIoSQaFAIEUIISXka22Rs8pV9HXskUFoYLCDURv++QWDEFZ9LoxKrIyQGJsRbHpdUaVxL+M/1+e7w+2IWQsICp7Vh5hI/7+I5+n3JlsZVlUn43XckXHU68MPrWBZHCBlbKIQIIYSkPP/6XBufvzj0A7IRawn1C2EEWZEcITE5Ls7AhN4EwxKAyD1CkRyhWFLjgIDSuCiOUK4DOKIcMAlPEsk6QgBw6yUSVt9jQnUZhRAhZGyhECKEEJLytPVo4zlVoY8R15xJdKHT2EvjtIf0eB2heHuEpkzSysX2h+nbkWXZnxhXWqB3rIDYHSFRdIXqEfJ6Zb/wqyhW4r3LhIVYjRBChBBysKAQIoQQkvL0DWpOTXaYh/qKYk2c1Mew5k4oEimNa2yLrwwv3tI4q0VbS6jmQOhj9jdr5z1mJlBdpt8fyd0ScWRK/l6rUI5QWzfgHlXG6ncgfheZFEKEkHEEhRAhhJCURxQo2fbQx0wR3IxEYq0D54klNQ6IvzROJ4RicIQAYNpk5WdnL9A7ECy8ttRo46NnBAuhWEvjAK1PqKkjeC0h0ZFSe5eWHqX8LC8CJuXFPg8hhBxqKIQIIYSkPH1xCqH61sTCEmItjUskLMHjUdbn0ZXGxbhgaLUQYlDTFLxfdMCmlUmoLtX318RaGgdEXktorzD39MnKHHfdJOHl+ySsf0JCWhr7eggh44e0Q30BhBBCSDT6BrVxuNI4vRBKbB7VEZKkyAlo2XZFKA04Y3OEevplLLoF6O4vh7hGaOyOkARAEXf7moGjZ+r3i8JvyiQgzazfn4gQAhQHSHSX9jZp80z3uVQ2q4TLTo39/IQQkipQCBFCCEl5dEIojCNUVqAkmHm9QH2SpXEOGyBJ4d0NSZJQXiRjZ722qGqk41/7SO3v0RSKJR3IsMR2XdMEMRLKERJdqYri4PPGUxpXVaqJrsDABHHu6VznhxAyzmFpHCGETFBcLhc2btyI0dHRQ30pURFL48I91IsJZon2CKmlcbEIB7U8bmg4+qKqO+qCS/VyHZHFlojaIwQANQeCzyUKv/IivYsTzd0KRB+hrZ9LLY2TJH25HiGEjEcohAghZIJy3nnn4eijj8YPfvCDQ30pUVEdoaxMwGQKLx7U8ri2bsA5En+fUL9Tmyca8awltKMueFss0dkqOiEUwRGalK+kzBXlauInmrsViLio6odfAlfd7cUPn/RClmW/ECovAjKs7AcihIxvKIQIIWQCMjo6irVr1wIAfvvb38Llch3iK4qM6giFK4tT0cdaxzeHLMv+0riYhJCYHBdlrp0hhFA8i77mZUl+4RQYoe0elXHAt27SFN/nlyQJJ81TxvOqY58H0K8l9O+NwJp/Aw+/BPz530pqHaAXZoQQMl6hECKEkAlIf7++luuDDz44RFcSG35HKEqJly4wIU4hNOxS+ouAWEvjYltU1T0q69LWVOIwaQBo4qOhTR9rfaADkGX1mrTjV/1/Ep76noT/d098E9ltiqMUyO9fCw5KIISQ8QyFECGETEAChdDrr79+iK4kOl6v5tREc4SmxChOQhHrGkIqoiNUFyGue28jMOpRxkvnOVFWqIxvuzQ+gaL25Hi9QJ2w2KmYkCcKwZICCV+/WEJ5cfwlbKYQTwf/+lwbq9HZhBAynqEQIoSQCUhfX5/u9WuvvQZZTmztnbFGXNsnqhBKIkI7XiEUrW9HRewPWjBtBJ88Bbz7qISffSW+69MHJgD9QzJkWQ5IjDNGoCw7QRtb0oP30xEihBwOMD6bEEImIIGO0L59+7Bz507MmjXrEF1ReGJZQ0hFLA1T1taJXRjEupiqytQSLa47VOmbys56bTy9zI2yQiTk0kwr02Ktf/S0jG37gSXzgLMWaecShWAy/OxGCS63jFMWSNhSI+OJv+r3MzqbEHI4QEeIEEImIIGOEJC65XFidHY8jlBSpXExCCFLuuQPFqg5gLCOmhidPa3UHd9FCYiO0Oa9Srnd+5uAl9/Xzi8KwWSoKpPwp5+ZsOIiCacuDBZt4rpGhBAyXqEQIoSQCUigIwSksBCKwxHKzwYyM5TxWJfGAVqJWO+AlqgWiFoaJ0lAVUniazaFEx+b9mjjKQYJIZFTFuhfT8oHHJnsESKEjH8MF0KrVq3C+eefj1NOOQXXXnut/3+2q1atwplnnonTTz8djz32mO43Z9u2bcM111yDJUuWYMWKFWhubg53ekIIIQYQyhH68MMPU3JxVZ0QiuIISZLkFwP1beFdmlDoS+Nie9AXS8RClcfJsuwvjasqBTIsifdhTS6KvD89TREpRlOcJ2FOlfaa/UGEkMMFQ4XQ6tWr8dFHH+EPf/gD3n//fdx3332wWCxYv349Xn75ZaxatQpr1qzB+vXr8eqrrwJQVja/8847cfXVV2Pt2rWYO3cu7rrrLiMvixBCSAChHCGPx4PBwcEQRx9a9KVx0QWKWh42NAx0Beu9IGRZ1q0hBMTuCCl9OwqhhFBjGzDoE1hHTontnOEwmSTdmkCBEdflRZEXm02GU4/SxhRChJDDBcPCEjweD5577jmsXLkSpaVKxuf06dMBAG+++SYuv/xylJcrvzq7/vrr8dZbb+Hiiy/G559/DpvNhosvvhgAcMstt+DMM89Ec3Oz/zwiLpcraOG/tLQ0WCyWsNfm9S0Mof4kqQfvUerDe5TaxHt/enu1Oi6LxeL/d7W3txdZWVnGX2AS9AxoY4dNhtcb2VUR+2TqWmTkZYU/ft8B4OzvKaJi+UnadnsM8wBAtVCutqch+D3barXxzAplXzJ/hx78OnDfKuCr5yux3I+s1vZVFI/d38/TjoY/MGFW5eH77wD/nUt9eI9Sm1S5P6ZQawCEwDAh1NbWhpGREbz77rtYvXo1HA4Hrr32Wlx++eXYv38/li1b5j92xowZeOKJJwAoSUWqYAIAm82G8vJy7Nu3L6QQUsWWyBVXXIErr7wy6jU2NDQk+vHIQYL3KPXhPUptYr0/jY2N/nFxcbH/9e7du+HxeMbk2hKlvikLgFLz5RpqR13dUMTjs605AHIBAJ9tbUOexRn22F+8mIf9zdnY3wwMDLoAKL9Uc/a3oa4u/PtUMqV0AIoa2rx7AHV1nbr9H23Srr04qwtAcn+HZpcAq3+kjB3mDABaOkS+PXh+o1hQDlx/Rj7ae004a34X6uoO74dQ/juX+vAepTaH+v5UVVVFPwgGC6GBgQE0Njbi1VdfRVNTE2699VZMnToVQ0NDcDgc/mPtdjuGhpT/kTmdTtjt+qJvu90OpzP0/4BuvvlmXHfddfoPEYMj1NDQgIqKipgVIjm48B6lPrxHqU2890eShMjlKVP8QigrKwuVlZVjdp2JkGbVxtWVRYh2eQtnAfC5F70jxRGP3yAEDexu0v4/Uj018vtUiku0cUuPA5WVDt3+DqHScPFReQAGDPs7VFIK2B8DBoeV10dWBc9vJM//TB1FadQax/DfudSH9yi1GW/3xzAhZLUq/6dasWIFMjIyMG3aNCxbtgwffvghMjMzMTCg1TYMDg4iM1MpwLbZbEE16YODg7DZQmeXWiyWiKInEiaTaVzclIkM71Hqw3uU2sR6f8QeobIyrb5raGgo5e5v/5DmPuQ6pKh9MLMqZajr7exqCF8i0dIpY+t+rZRtVDDCcuzR5wEAuw0oL/KisV2J0A6cq6ZJu/aZFSY4+4z7O2TLAE472ovXP1JeV5bEds0kOvx3LvXhPUptxsv9MewKKysrkZ4eYvlpKPbU3r17/a93796N6mql47O6ulq3z+l0orGx0b+fEEKI8YQTQuIvrVKB4RE5rtQ4AJgphBLsilCd8a/Pw++LZUFVFTU5rqMX6OnX9wjVHFB+ZmUGhxsYwWVLNeFzzAzjz08IIYczhgkhm82GM844A8888wxcLhdqa2vx1ltvYcmSJVi2bBleeeUVNDU1oaOjAy+++CLOO+88AMAxxxwDp9OJ1157DS6XC8888wxmz54dsj+IEEKIMYjx2ZMnazFgodLkDgXffsyL6qu8yD1fRqeQ/BZtHSFASZYrLVDGu+rDH/fu5+HDEGJNjQP06/uowgcA3KMyalt8x0xW1hEymhvPAZ7+voTVd0s4dhbdIEIIiQfDSuMA4Ic//CHuu+8+nHnmmcjJycF//dd/YdGiRQCAPXv24MYbb4TX68Xy5ctx0UUXAVBK3R5++GH8/Oc/x0MPPYTZs2fjvvvuM/KyCCGEBKAKnrS0NBQUFPi3p4oj1NoN7PctKffFbm17rAJl5hSguRNo7wG6+mTkZ+tFgizLER2heITQ9MkS1FK8a+6VMeqR8bOvSDh5PqDmToxV5LTJJGHFRWNzbkIIOdwxVAhlZWXhV7/6Vch9N998M26++eaQ++bMmYPVq1eH3EcIIcR4VEcoOztbF5edKo7QnCpNXOwX1tiOVaAcOQV4b6My3lUPLJ6r37+nEWhoC/9+e0bs1youqrrHF8b3o6dlPP9jTXxx7R1CCEk9Ur+LiRBCiOGoQigrK0snhFLFEZobIvnUagGsltjKv2ZWaMeF6hN69zNtnJ+t35eZAZjNsZeZhRI5bd3Au5/JwjEsWyOEkFSDQogQQiYgqvOTnZ2tW94gdRyh4G2x9AepiIEJO+uCe4He26Rtu/k8/b54ghIA4IhyJT0ukP97VxtPoyNECCEpB4UQIYRMMNxuN4aHlcVnUtURmlamOEAisSTGqRwZkBzX0y/j810yZFkRQNv2K/usFn3yGhBffxAA2G0SXrpLwjcuBn79Le1czcLapiyNI4SQ1INCiBBCJhii65OqjpDZLGFWwIKm8ThCUyZpQmrzXuD4b8hYdIuMnz8PjI7K/l6eGeXAjAr9e+MVQgBw4RIJT37PhJvOC96XYQHKCuM/JyGEkLGFQogQQiYYYnR2YFhCqjhCQHCfUDyOkNks4QifC7O/Gdjt6xN65X0ZNQcA96jyelal0iOUq2nBuEvjRPKzpSBhNW0yuNApIYSkIBRChBAywRBdn6ysrJR0hABgzlS9eIjHEQKAIyuDt22rBTbu0R8jSZIu+S0rCSEEAMfP1r8W1xkihBCSOlAIEULIBCPQEcrMzITkW+0zpRyhav3reBwhAJhZEbzN4wHWrNWCEmZVKp9b7OFJpDRO5ITZegHH/iBCCElNKIQIIWSCEegISZLkd4VSSQjNmap/Ha8QOrIydDnaGx9rY7UPSRQryZTGAcGO0PRylsURQkgqQiFECCETjEBHCIBfCKVSaVxliT6WOt7SuIVHaON5grvkcis/JUkLShDX+UnWEZo/TQlIUKEjRAghqQmFECGETDBEIaQGJag/U8kRMpkkzBb6fLLt8Tkrc6okPHGHhNsvA955RIIp4P94U0sAm1U556Ijte0zKpJzcNLTJBwzU3tNIUQIIalJ2qG+AEIIIQeXwPhsQO8IybLs7xk61MytBjbsVMbxOkIAcOslEgDls8yqlP3rBwH6tYbmVEl46W6gthkhI7Dj5Y4rJHyxW8a5xwFTS5M/HyGEEOOhI0QIISnKo48+iqOPPhrvvPOOoecNLI0b2DuIy3uvxDHpi+DxeDAyMmLofMkwv1oTZIW5yZ3r6Bn614HrFF19hoQfXS8hMyN5EXjZqRJ63pTwlwdMKSMqCSGE6KEQIoSQFKSmpgbf/e53sXHjRtx3332GnjswLOGTizZgQfdR+IH9hzDBlFJ9Ql85D1gyDzh1IXDB4uTOdcwMvSCZNXVsBYolnQKIEEJSGZbGEUJICvK73/3OP/7oo48MPbfoCNm6M9Hf2gEAyDJlwSbZMDAwgKKiIkPnTJS8LAnrnzBGUIh9O4C+NI4QQsjEg44QIYSkGP39/Xj22Wf9rzMzk4wxC3F+ldF/e3T77JIjpRwhIzlqupIUpxJYGkcIIWRiQSFECCEpxvPPP69zbSwWS4Sj40c9twkm9L+tT4mzS5kplRxnJI5Myd8nNLUEKMhh6RohhExkWBpHCCEphNfrxeOPP67bZnSSm+r4HJW+EO42t27f4ewIAcAf7pTw1N9l3HgORRAhhEx0KIQIISSF2LJlC/bs2aPbpia5ZWRkGDKH6gidlXF20D67ZD9sHSEAOOoICU99nyKIEEIIS+MIISSlaG1tDbndSJdGFULHpR8ftO9wF0KEEEKICoUQIYSkEL29vSG3GymE+vv7YZfsyECww2SX7Id1aRwhhBCiQiFECCEpRE9Pj39sMmn/RBvp0vT19SFHyvG/TnOY/WO75KAjRAghZEJAIUQIISmE6AiVl5f7x0a5NCMjI3C5XMg2aUIoc5rdP7ZLmXSECCGETAgohAghJIUQHaGxEELqeURHyF6lrVNER4gQQshEgUKIEEJSCNERqqio8I+NEidqUIIohDJFIWRijxAhhJCJAYUQIYSkEKIjdErrUjyb8zxOTF9imDjp6uoCAOSYwgghpsYRQgiZIHAdIUIISSFUR+iE9MWYuqUaMAOXZlxmmBDq6OgAAGSLjtBUGyABkIFMpsYRQgiZINARIoSQFKKnpwcOyYFv2W/zb5uVPtswl6azsxMAkG3K9m+zFlqQlq38XsxBR4gQQsgEgUKIEEJSiN7eXtyS+XXkm/L92/q8fYa5NKoQEnuELIUWpPuEEB0hQgghEwUKIUIISSHSutJwpvUs3Ta7ZEd/n7GlcTmmXGWDCUjPTUdaTjoAOkKEEEImDhRChBCSQjgGsoK2mSUzhruHDTl/oCNkyUuHZJb8jlC6ZIGzz5i5CCGEkFSGQogQQlIEj8cDi9MScp+7Z9SQOfxCyJcaZylQ5lN7hAAAg7IhcxFCCCGpDIUQIYSkCP39/chVS9YApOVr4mS0zxgh1NHRASusyJAyACj9QQCQnp3uP0YaNsHj8RgyHyGEEJKqUAgRQkiK0NPTg1wpz//aMd3uH3v7vYbM0dnZqUuMC+UIOSQ7BgcHDZmPEEIISVUohAghJEXo7e3VOUKOGQ7/WBqUDJmjs7NTnxjnE0LpOZoQymRgAiGEkAkAhRAhhKQIPT09eiF0hOYISUPG/HPd0dHh7w8CAEuBUhInOkJ2EyO0CSGEHP5QCBFCSIqglMblAgC8Zi9sU2z+feYRc9LndzqdcDqdyPbNAYiOkNYjZKcjRAghZAJAIUQIIXGyatUqfPOb38SBAwcMPa9SGqf0CHntHqTnauLE4koP97aYCUyMA7SwBJ0jJDnQ3d2d9HyEEEJIKpMW/RBCCCEqn332GW6++WYAgN1uxyOPPGLYuXu6e1AlTVde5Chr/KjYvJlwuVywWELHa8eCfzHVED1CeiFkR3Nzc8LzEEIIIeMBOkKEEBIHjz/+uH/861//2tBzD7QOwiwpJXDmPLPOEcoyZSXdt6M6QtmSkBpXqMyRTiFECCFkgkEhRAghMSLLMt544w3/66OPPtrQ8w+3OP1jS6EFaULfjkNyJN23E7I0TnWEAnqEKIQIIYQc7lAIEUJIjGzcuBFdXV3+1w6HI8LR8ePqdPvHGZMykJZlhldS1g9ySI6kHaFQpXHp+eqCqnSECCGETCzYI0QIITEge2W8d+/7+JnjbkxPOwLpSMOfO9YYOoeny+Mf28vskCQJo5ZRWEYshgihQEcoLSsNZqvy+7DAHiGjgyAIIYSQVINCiBBCYqD9vQ4cuX42IGQVzO9eYOwkfdowe3IWAMCT4QFGAIeUfI9QoCOk9gcBgDnDDJPVBO+IF3bJQUeIEELIYQ9L4wghJAa2v7U9aJvNbQtxZOKYB7S1grIrlEADOdNXGmdyYKAv+R4hM8xwmBSRpfYHqaTlKL8bs0uZFEKEEEIOeyiECCEkBlp2tgZts41mGjpHulMTJhmTMgAAkkPybxtoS14I6RPj9EIoPUsRQpmSHYODg0k7UIQQQkgqQyFECCExMNo+GrTNIdshy7Jhc2SMZPjHVp9IMWVp/0wPdTiD3hMPHR0dcEhawIMYzw1oyXGZUiYkSHSFCCGEHNZQCBFCSAxI3Zoz0+ZtAwBkSdlwOpMTJyqyLMPusQMAvPAivUARJWq5GgCMdI4kNUdnZycyJc3FEpPixNcmyQSbZKMQIoQQclhDIUQIITGQNqAIkz5vHwatSoma3WRHX1dfpLfFzPDwMLKhhBgMm4dhSlP+ebbkaa6Nq9uV1BydnZ2wCUIoLUsvhETRxcAEQgghhzsUQoQQEgVZlmEbUYIROr2dkIXlg/oOGCOEenp6kGvKBQAMW4f92635Wrmcu8cd+LaYcblc6Ovr0zlCgUKIawkRQgiZSFAIEUJIFNxdbqTJikjoQTdM2VqZXP8BYwIFupu7kSEposdt05wfW6EmhLz93oTPry4EKwohsyNACAk9Q3lSHoUQIYSQwxoKIUIIicJwi9abM2gdBLK0fQMtg4bM0VPf4x97HZrgsRfb/WN5IPFgBnUxVb0jZNYdYz9Cs7qmpk2lECKEEHJYQyFECCFRGD6gBSK4HW5IWZoj5GwzJiyhr0FwlnK0YVaJoLqGtHnjRV1MNVPShFVgaVz2XG2uKnM1Dhw4kPB8hBBCSKpDIUQIIVHo2tfjH8s5XqTlaU7KSEdySW4qg82as5SWLyysKgghs1Pv4MRDW5uSdKdLjQsQQo6ZdkhmRWxVmavoCBFCCDmsoRAihJAo9Ozr9o/NhWak5wtJbl2JBxiIDLZqQshaaPWPMwpt/nGaSy9c4uGVV14BEFgapz+fOcMM+3Rlf4V5Ctqa2xKejxBCCEl1KIQIIeOe7u5u/OY3v8HcuXMxd+5c1NXVGXr+gcYB/9haaoW1wOJ/7ekJXmg1oTnaNSGUXZLtH6fnamIl3WVBIjQ3N/uFUJ4tz789UAgBQJavPC5dSkdWv3HrJBFCCCGpBoUQIWRc89lnn2Hq1Kn43ve+h23btmHbtm1Ys2aNoXMMN2vlb45yO2xFmkvj7U08wEA3R5cWmZ1XpokVc6YZo1DEVoYnI+h9sbBy5UqMjirnmFExw789lBDKniP2CVWhpaUloTkJIYSQVIdCiBAyrvnTn/6Evj79Wj6tra2GzjHa4QEAeGQP8irzkFmilZdhIMyb4sTVq0VmF1YU+MeSJMFpUlyZTK8t6H3RcLvdeOqppwAAJpMJ5QXl/n2B8dlAcGAC+4QIIYQcrlAIEULGNQ0NDUHb1Khoo5B6lJ/dcheKJhXBUeyAR1bEkWnQmH9GPQMe/7iwolC3byRNcaTskh0jI/GFM7z22mt+MXPxxRfD7FbEj8lqgtkafO1Zc7SyvKo0BiYQQgg5fKEQIoSMa5qamoK2qVHRRuB1e5E2qIQjdHq7UFRUhKzsLPTLSty12Zl4gIGIPKSV2GXk60vgRjOUQIZMyY7Whvjcrg8//NA//trXvobRfqVELlRZHABYJ1ngtSuirMpc5U+bI4QQQg43KIQIIeOaxsZGAEB+fr5/m5GO0EibCxKUSOlObweKiorgcDjQLyvleJaRxAIMRGRZhmlEi8YOFCnuHC2ZrmVrfEJIdMxmzZolCKHQUdySJAFTlHGeKR/9jf0hjyOEEELGOxRChJBxi8fj8TfzT506FTk5ykqkRjpCI81aiEGXtwvFxcVwOBzo9SpCKN2TDs+wJ9zbY6K/vx8ZshaZnRbYu1OsDbt2dsV1blEIlZWVRXWEAMB6hHYto/uT+2yEEEJIqkIhRAgZt7S2tsLjUR7UJ0+ejIICJWTASEdouEXryemRupGTkwOHw4E+ude/3Z3kWkItLS3+9X3cZhckk6Tbnz5ZW7doYF986QyqEJo0aRLSkQ7ZrZTgRRJCjhl2/9jb4o1rPkIIIWS8QCFECBm3qGVxAFBeXu4XQt3d3X6BlCzDgiPksrsgSRIyMjL8PUIA4OpyhXprzLS2tiJTUsSHxxosPOxVWkrdSEPsc42OjvrDDioqKvxuEBBZCGVN0pLj3P3GLBhLCCGEpBoUQoSQcYsYlDB58mQUFippa7Iso7u725A5RlqFlLZcxU2RJAnD6dpCo65O4xwhhEjIzpuR6x/LrbGvW3TgwAF4vYqwChJCIaKzVbKLteS40UFjFowlhBBCUg0KIULIuCWcIwQYVx432D7kH1sLtN4Zl0VzZtzdyQmh1uZWvxAyO4L/WS6aUQSXrMyX1h17Sp1aFjc/bQFmZc/GqBDRHckRsudrpXGeIZbGEUIIOTyhECKEjFsCHaGxEUKD/rG9UBMI7gxN/Lg6kyuNa29o94/Tc4JT6IonFaPVq4RCZA5kQpZjc4UaGhpwkuVkPJj9S5z4xhIM7NT6i9IcoVPjlH2CSHLG7kARQggh4wkKIULIuEV0hMTSOMC45Ljhbq1HKLtEKxnzZGruykiSQqj7gFbGl5FnDdpfWFiIFo8ihNK86RhpjW2+hoYGLEk/CQAgeU3o+LcmDiM5Qml2TSRJLv5vghBCyOEJ/w9HCBm3iI7QWJXGuXo00ZFbmqvt0PIEMNyuiaVE6G3u849F10nFarWiK02LzR6qGwo6JhQNDQ2YlTbb/7p/l+AIRRBCZru2zzxqhtvNwARCCCGHHxRChJBxiyqEsrKykJWVpXOEjBJCo/2K8+OSXSgs1c4vZWkR1842Z9D74mGgXRMojiJHyGMGHdoxztrY5uva04Uic5F2jj1amV+sjpBNsqGnpyem+QghhJDxBIUQIWRcIsuyvzSuvLwcAHSOkFGlcfKgEhYwKA+iqEgTFeZcTSwMdyTnCA11ag6PJSc95DHuPM2V6Y9xLaG0/fpzeYZiC0swC0IoQ7IZlsBHCCGEpBKxxw8RQkgK0dPTA6dTcUYmT54MAGNSGicNK78vGpIHUV443b/dmmuBR/bALJnhTiI+W5ZluHpdQIbyOpxAkYolwFcJ2L0rNmGS25Ebdl8kISSZJIymjSJtNA02KEJo+fLlsNlsmDt3Ln7yk5/END8hhBCSytARIoSMSwKjswEYHpYgyzLSXIpgGJSHkJ+f79/nyHKgV+4FALi7El9rp6enBxaPlhSXlh1aoFjLtWMG9w+GPEZkeHgYle6qsPsjCSEA8FoUJ8wm2dDe3o5XX30Vq1evxt/+9reocxNCCCHjAQohQsi4JDA6GzDeEfIMeCBB6QUakgeRl5fn3+dwONDlVeaQu2TInsRipltbW5EpaQEJ4QRKfmk+urxKYIKrKboDVb+3HtPM08LujyaE4Auvy5AysH37dn9kd0VFRdS5CSGEkPEAhRAhZFwSGJ0NABkZGcjMVBYmNUIIufs0p2cwhBDq9AkhyMBI20hCc7S0tPgXUwXCC5SioiK0eJqVF936fp9Q1L/fgDQpQiBCFCFksikC0CbZsGXLFv921X0jhBBCxjsUQoSQcUlgdLaKWh5nRGncaL8mhJyS0y+ygAAhBGC4JTEhpDhC2nnTIwihVm+rdj1NkQMauj/R+ojUMjeRtKzwC6oCWmCCRbJg25Zt/u0UQoQQQg4XKIQIIeOSUI4QoJXHdXV1+cu5EmW0TytB81g8kCQtMjtQCI00Jy6E7DGUxhUVFWFA7teurT9yX5J7p7ZfXhgghEyAOTOyEEpzaNdRu7PWP6YQIoQQcrhAIUQIGZc0Nzf7x2VlZf6xKoRGR0fR19cX9L54EEvjYNOLKrFHCACGW+KL0PY4PWh9sw2dNV360rgwYQlFRUUYkrWY7WhCyNutXW/uCTm6fWlZaTpRFwprjtU/No9q10QhRAgh5HCBQogQMi7p6uryj8WQBCOT41w9Lv9YsuuFg8PhQKesnX84Tkdox1278PkNGzHrlTlwSNoiqpEcIaesLaQ6OqAXQv/4xz9w7733Yt++fQAA05ByvQPeAUyaM0l3bNSgBAAZORn+sU3SxhRChBBCDhe4jhAhZFyiCqGsrCykp2sLhwYmx02bFj45LRp9rVopmtmhLyVTSuM0MTYSR4+QZ8SLA2sOAACyndmoNFcqO0z6xUxFIjlCnZ2duPTSS+F0OtHV1YVXX30VaSPKdzIoDaJkdgn2Yp//+FiEkC3PBkDpM7IJjpXovhFCCCHjGTpChJAx4csvv8QFF1yAxx9/fEzOrwohUfgAekco2eS4gTZNCKXnpOv2KUJIcITiKI3r/KATowNa6luOKRdA5JI1m80GjxB6IL7/j3/8I2aNzsY3M7+Fmv/sg3PICZvXBgDwWEdhK8vQnStcIIOIWBqnOkJFRUXIyMgI9xZCCCFkXEFHiBAyJtx3331444038MYbb2DevHk47bTTDDu3LMt+ISQucgrohVGypXFDHZoDY82z6vY5HA70y/1wyS5YJEtcpXEtr7eG3B7NqbFkpwO+6jiPrzROlmU88/QzuMt+LxwmB3KHc/HBPz6AWVKcJVO2CWnZaTDbzfAMemKaBwDSBGcqQ1JEFcviCCGEHE7QESKEjAm7d+/2j2+77Ta43dEXAY2Vvr4+eDzKQ30kIZSsI+Ts0lweW75Nt8/hUPp61MCEWEvjZI+MtrfaQu5LDxOUoJKRq4kxly/Rbv369ejb0w+HSbmeyaZyvLb6Nf9x1nwrJElCRon23liEkFlIjbNRCBFCCDkMoRAihIwJ9fX1/vG2bdvwu9/9zrBzi0EJgUJorMIS7IWZun1ZWVnKHD4h5O52w+OMvMgpAGz58xa4OkOLwmgCJbNAu4bBjgEAwMqVKzHZrMWH55py8eE7H/pfZ5cq15khlMcF9juFvBadI6S8l0KIEELI4cSYCKEtW7bg2GOPxapVq/zbVq1ahTPPPBOnn346HnvsMd36Htu2bcM111yDJUuWYMWKFbpYXELI+KOvrw89PT26bXfffXfSDo1KuMS4wNfJzucW1hHKKs7S7bPZbJAkSRehPdIa3RV66fv/L+y+aELIIVzDQMcgenp68Oc//1knhLKlbEgD2j/tBVOU70MUQjE5QoIQskFxhCoqKqK+jxBCCBkvGC6EvF4vfvOb32D27Nn+bevXr8fLL7+MVatWYc2aNVi/fj1effVVAIDL5cKdd96Jq6++GmvXrsXcuXNx1113GX1ZhJCDiOgGqfT39+ODDz4w5PyRHCEje4S8A1o4QU6pfi0ek8kEu92OTllYSyhKn9Do6ChmDMwAALhlNw54Duj2h1tDSKWwXHO7hjqH8Mknn2B4eBiTTZpTY5bMKDNryW5FU4sAABml8ZXGiQuqZkg2zEmbg0pTJVxdrgjvIoQQQsYPhguhv/zlL5g7dy6qqqr82958801cfvnlKC8vR2FhIa6//nq89dZbAIDPP/8cNpsNF198MaxWK2655RZs376drhAh4xhRCIkuglF/r0WnJ1AIFRUV+cfJCiH4shLcshu5xblBuwsLC+NaVLW7sxsl5lIAwD7PPtSM7tXtjyZQJlUW+8cjPSNobGwEAEw260vWys3ad55RqDhB8TpCYmmcTbLhvqwHkPtwAT6+4NOo7yWEEELGA4amxvX29uKll17Cc889h9/85jf+7fv378eyZcv8r2fMmIEnnngCALBv3z5Mnz7dv89ms6G8vBz79u1DaWlp0Bwulwsul/43kmlpabBYLGGvy+v16n6S1IP3KPWJ5x7t37/fPz722GPR0NAAADhw4IAh91gUQrm5ubpzZmRkICMjA8PDw+jo6EhqPmlY+V3RkDyIKbmTg85VVlaGzgPatTgPDEecr72+3T/u8/aiyduk2292mCO+v6SyBF7ZC5Nkgrt/1P+9iqVxAFAuCCNztnLO/FPylF99eYG8xblRvxfJJpTXmQr8fULWSVb+PU0Q/juX+vAepT68R6lNqtwfkyk2r8dQIfTEE0/gmmuuQXZ2tm770NCQP2EJAOx2O4aGlF+1Op1O2O123fF2ux1OpxOheO6557By5UrdtiuuuAJXXnll1OtTHxpI6sJ7lPrEco+2bt3qH8+YMcM/3rt3L+rq6pK+hn37tMVBPR5P0Dnz8vLQ3NyMlpaWpOYzjyiuyKA8hMHBwaBz5ebmot6rfR/tu9thijDd7i/2wAJFUAzIAzjg0QuhQc9AxOs1mU1wyk7YJTs8A6PYtWsX7JIdeaY83XHlJs0R6hrpwkjdMJAGTPtrFeRRGT253eip64742Ud6tV84lQlCy213G3IPJzL8dy714T1KfXiPUptDfX/EyrRIGCaEdu7ciW3btuGHP/xh0L7MzEwMDAz4Xw8ODiIzU0k/stlsGBwc1B0/ODgIm00fVaty880347rrrtNti8URamhoQEVFRcwKkRxceI9Sn3juUW9vr398zjnn4KGHHgIADAwMoLKy0pBrUTnyyCODzllaWorm5mZ0d3cn/GdKlmVs8+wEoDhC8+bN8yfFqUyfPh0b397of20dskb8fDvcO/3jAbkfBwIcoYKKQlRWTgn7fqvVinexFnbYYXanoaenB2WmyUHHFZu1ErrymeXIrvRddxxf/bB1GPtQCwCYbNJ6jgqm5RtyDyci/Hcu9eE9Sn14j1Kb8XZ/DBNCX3zxBerr6/0lcAMDAzCbzWhsbERVVRX27t2Lk046CYCyvkh1dTUAoLq6Gn/961/953E6nWhsbPTvD8RisUQUPZEwmUzj4qZMZHiPUp9Y7pHYI3TMMcfAZDLB6/WitbXVkPvb3a25GYWFhUHnVCO0PZ7/v707D4+qPN8Hfs9M9plshJCNENawo+wgi0TZgrJWRKnSUoFal6LCZfu1P9sA1lZbtC5dWBSqpBXEhURZBCkoCggIAdkhIYSwJCH7nll+f4znzTmZJZNZss39ua5ePXNmzjtnOJDM7fOe5zWgtLTU4j4iR+jL9VD/eBtlJSoREhIClUqleE1cXBwKjfWNG2pu1tj9fBW3KqCFOZRE9YiGrk4HyJYU8gvxtXt8dHQ0qkzmarlPnQ+uX79uMS2uIf8IP6f+zH119T9nder6ABgQHcB/oy7iz7nWj9eo9eM1at3ayvVx2xnOmTMHn3zyCVJTU5Gamorx48fjoYcewtKlSzFt2jR89NFHyM3NRUFBAVJTU5GcnAzA/CWpqqoK6enpqK2txTvvvIN+/fpZvT+IiNoGKQh17NgRwcHB6NTJXKG4efOmW8a31ywBcL1hgqHKAH2ZXjyu86mzCEGA+R6hGtSg3FgGAKhuZFHVyvxKsd1vWF8cPnMYPqH1/z2qsa5xarUael/zefmZ/JB7LbfRIOQb6mv3eVvkzRLk/KP8re4nIiJqa9wWhAICAtCxY0fxP39/fwQFBSE4OBhjx47FnDlzsGDBAsydOxdjxozBjBkzAJgrPK+++ipSU1ORlJSEjIwMrFy50l2nRUTNTK/XIzfXPOVLmkIVHR0NwByE3HEDpbx9dnh4uMXz8iCUn59v8bw9p397Frs678GZ/6ufxmbwt75QalycOYTc/rEqVH3Dfte46tv1zwd2NK9DpO1ev0iqI93cTD82f1NDjcrCSkXr7IZUvirFekBNodKooAqwDH8MQkRE1F64tVmCXEpKiuLxwoULsXDhQquv7d+/Pz744ANPnQoRNSN5Z7guXcz3u8TExODEiRPQ6/UoLCwUU9ecJQWh4OBgq1Nl5eM3JQgV7LuN7HXmatbN9FtivynAeniLjTXfO1NiMt8TZawywlBtgCZAGT5MJhNUKhXqiuoXaNVFmZvEaHtoUXK8FADgG9r4j2R1kEq09Q5UBdZXhNQATD/+70e+4b5WK1mO8g32RW21sktnQDSDEBERtQ+tf/IeEbUp8o5iUhCSKkKAe6bHSUHI1r0/zkyNM+qNOPPCWetPaq2HCSkIVZjqm8HoS+qn1JkMJhyZdwx7++9D8bFi6EvrK0vBMebump3nx0Htr0bIwGAED1A2Y7DGN6R+qluQKkh0dAvsEghNqDKAOTstTmJtehwrQkRE1F54rCJERN5J3ijBVhAaMGCA0+ObTKYmBSFHK0JX381B+fkKq89pdNanlwUHB0On06HCVH9cXUmdCAtF3xUjf485iOW8fw2m8vpyTXjnMABAx7sjMPFiEjSBGqjUjVdvAsLqF0aN03RGkMo8tU7bPQjGKwYYiuvDll+4a0Go4bQ6jVYDHx1/bRARUfvAihARuZU8CDW8RwgAbty44dL4ZWVl0OvNVRd3BSFDjREXX7lk83lfO00MYmNjUS6rCNXJKkKlp0rFdtW1aqirZIuUdokQ2z5aH4dCEAAERdTfU9TDp34xam2PIGg6KIOLT5irFSHl5/bntDgiImpHGISIyK2sTY2Td4F0dWqcvFGCrSDU1HuEqrIrUVdsDjCRkzpaVEL8w20HgLi4OEVFSF9afx9Q6ekysV2dWw2f6vpgERzd+DQ4a0Ki6hesjpctnBoQHwifcGVw8XMxCDX8cwjgtDgiImpHGISIyK0cmRrnCnkQioiIsPqapt4jVCtrYqDtqUXYkFDF84EdrC/wDJgrQpVG2dS40vqKUNkP9UGoKrcafnXmIFGDGouGCo4Kjw4T25019R3jAqL9oYlocI9QmGvT2CwCIYMQERG1IwxCRORWUhDy9/cXgcRTQchWRSg8PFws5OZIRUjezc0vzBfhI8MUz2sjtTaPbTg1TmqWYNQbUXaufr+hwoAORvP5VqmrGj0nWyI614e/WNkaQv5R/vAJbxCEXLxHyGJqHIMQERG1IwxCRORWt26Z207HxMSIMOLOe4QaW0wVMC88KlWLHApChfVByLeDL8JHhCmeD+6ks3lsbGysRbMEAKjMrISxWtl2O1BlrizV+NpfeNUeeXUqQFXfOME/2t/iHiFXu8axIkRERO0ZgxARuY1erxdBpVOnTmJ/cHAwtFpzVaU5KkJA/fQ4h6bGFcuCULgvwoaFKZ4PjQmFLeYgZNksQX5/UEN6P73N5xpja9FV/yh/+HRQPudyRahBhziuIURERO0JgxARuc3t27dhMplbRMvv0wHqq0LNcY+Q/P0rKytRWVlpd0z51DjfMF+LSkp4XLjNY+Pi4lAub5bwYxCS3x/UkCnI+gKtjrDWvtonxAc+Wg18GlaEXJ4ax4oQERG1XwxCRF7mH//4BxITE5Gamur2sfPy8sS2vCIE1AehoqIi1NQ4PzWsqRUhoPHpcfKpcX4d/AAA+wf8D+XGMqRVb0N4lO0gFBsbi0r51Lgfu8bZqwjB9ky7RvlYWdNIqtRoGlaEXO0ap2MQIiKi9otBiMjLvPjii7h48SKee+45GI3OVyaskQcOW0EIcK0q5GgQkrfQbmx6XJ1satzRc0fN/+9zBPOK52JN5T8RHm47CMXExFhtlmCvIqQJca5jHGB9apy0vo9FRcjN6whxahwREbUnDEJEXqSiokIEiby8PJw4ccKt4ztSEQJcC0KONEsAmlYRKrlev/DpqtdXorKyEgcPHgQAREVFISQkxNahCAgIQEB4fdOCulI9agtrUX3DXPXK879lcYwrAcXa1LiAaPP7qwPV0ATV/1h3Z/tstb8aPqGujUdERNSaMAgReRGpo5tk165dbh1fHoQa3iPk7KKqxcXFivP2xNS46gJzO2u9SY/9h/fj3XffRVWVed/06dOhUqnsHh8dGy2mx9WV1KFUVg06XHII1aZqxesDIpyvrGi0GqDB6fjLKjV+kfXbLk+NkwUh/yj/Rv8ciIiI2hIGISIv0jCA7Ny5063ju7sidPv2bfTs2RPx8fHYsWMHgPogpNPp4OfnZ/NY+dS4xoKQvtgAACgzmQPM//3f/4nnZsyY0eh5xsbGovzHRVVri2tRfqH+nqEsQxbyjcr3D4oManRMW1RqlUUTA/mUtdA7zNUrXV8d1L6u/YiXT43j/UFERNTecJ4DkRdpGEC+/fZblJaW2p361RSO3iPk6FpC+/fvF1Phpk2bhlOnTiEzMxOAMuhYI68IWbtHyGQyoTav1twQoNzc6a7MZJ4iV15uvucnKCgIEydObPQ8o6PrK0L6Ej1qbtRXgPIMeSgw5iNeEy/26aJd6JYA831C+nKDeOwfUx9S+r3SBxHjIxCZZLujnqPkFSHeH0RERO0NK0JEXqRhENLr9di7d6/bxvdERUjurrvuEh3n5syZY/dYe1Pjrm7Mwe7ue/Flv33I/7IA6lrzF/4yY7nidZMnT0ZgYCAaY26YYA5CphoTKnOqxHOFptsoMCqDWGiMa8FT03B9n5j6e5T8OvohYWE8gro6X3WSaLsHiTAUNsz2WkpERERtEYMQkRexFkDcOT3O3fcINQxCZWXmqWsJCQlYsWKF3WPtTY3T6DTQl5q7uxUfKa4f31SqeN3MmTMdOs+YmBjFoqoVsqlxt423UdBgalx4Z9td6BzRsHOcp6o1vqG+GPXZCNzxz4FIWJzgkfcgIiJqKZwaR+RFbAUhk8nklhvhpSAUGhpqcf9OZGQkVCoVTCaTw0HIVtvr9evXQ6ezP73MXvtsXU+t2C76rlhsS/cIAYBarcZ9993n0HnGxMQgx5QrHpdf/PF+IVMtyk3lFvcIRXRxbdpaw7WE/Dp5btpa6KAQhA5yz9RJIiKi1oQVISIvIg8gffv2BQBkZ2e71M5aTgpCDafFAYCvr68IJ47eI2QtCD399NMO3bfj7++P0FDzdK6Gn0/boz4IlZ6srwJVqaswffp0AMDs2bMtqlq2NKwIGavN6zMVGs2NHQwh9ffzGE1G6Dq5fo+QxC/CFxp//ignIiJqKv72JPIiUgBRq9WYMGGC2C81IHBFTU0NSkvNocJaEALq7xO6efMmTCZTo2PKg9CFCxfw3Xff4Y033nD4nDp37gwAyM3NVbyfT7CP6IJmrJWdhw7YsmULvv32W6Smpjr8PvJ7hOQKjT82enh0mthXpaqESuNa9U2+lpA/mxgQERE5hUGIyItIlZHIyEgkJiaK/ZcvX3Z5bHsd4yTSfUK1tbUoLi5udEwpCKlUKnTr1g3Dhw9v0hS++Hhzp7bq6mpFqCotLcVNlWVVyjfMBwEBARg9ejT8/R0PGDExMaJrnFyhqRARERF46Il5Yl+1psbhcW2RT42TFlMlIiKipmEQIvISRqNRLEwaHR2NHj16iOfcEYTsNUqQNLVznBRewsPD4ePT9FsapSAEADk5OQCArKws3HXXXTh45aDF6/07Oldd0Wq10PvpLfbfNt7G8OHDEd09GhVac1AK6OF6BUc+NY4VISIiIuewWQKRlygqKkJdXR0AzwehxqbGAeZpetJ9SrZIQaixNYNsaRiEwsLCMHLkSBQUFKCXf6LF63VRWot9jvIP9wfKlPsKfwxCKpUKkz+biOtp15GwwPXua/L22Vzfh4iIyDkMQkReQl6BiY6ORrdu3cTj5poa15SKUF1dHUpKSgC4Lwh9+eWXIlxdM16zeH1orPNr5QR2DLQShAoxZMgQ89hu7L7mG8KKEBERkas4NY7ISzQMQoGBgYiNjQXQMhWhxoKQfA0hdwWh06dPi8d+Cb4Wr++Q4Hxba12kZTWp0FiIgQMHOj2mLZ2mRsK3gy/8InwRNS3K7eMTERF5AwYhIi/RMAgBENPj8vPzxWKlznLkHqGmLKoqb27griB04cIFAEBERARG3T8KdaZaxes7dbce4BwRFhtmsa/Cr1xReXOXwLhA3HPqbtzzwwROjSMiInISgxCRl7AXhADXW2g7c4+QPe4IQlL7bAA4f/48rl0zT4dLTEzEyNEjcd1Qfw51plrEdI22GMNRHeI7WOzrlNgJarVnfsxqAjRQ+/FHOBERkbP4W5TISzQWhFydHufuqXHuCEJBQUGIiDBPdzt+/LjYn5iYiFGjRiFXdp9QmalcTBV0RqcE5WeuMdWg56CeTo9HREREnsUgROQlPB2EpGYJKpVKhI+GQkNDxfo8zRGEgPrpcfIFVRMTExEfH4+igCKxr9xU5tL7xMTHoNpULR4XGm9jwMABTo9HREREnsUgROQl5MFDulfHExWhiIgIaDQaq69RqVTivZs7CMklJiZCpVJB17O+wUG1b41L09hiYmJQbioXj28bCzFgAIMQERFRa8UgROQlpOAREBCAkBBzG+fu3buL55sahOQVFpPJJIKQrWlxEqkaVVBQgNraWpuv83QQAoC4YXFinyHAckHUpoiJiUGlqUI8LjTeRv/+/V0ak4iIiDyHQYjIS0hBKDo6GiqVCoC5eiOFoqY0S8jNzUWfPn0wePBgnDhxAl9//TWqqqoAOB6EAOV9RRIpYHkyCPXsab53Z8B9/VFoLAQAFEcWO/0eABAeHo5KVInH5b7limYNRERE1LpwQVUiL1BXVyeChTyIqFQq9OjRA8ePH0d2djbq6urg62u5vk5D//nPf0Qr6sGDB4swBQD33HOP3WMbNkyQh4WjR48iOTkZ8fHxCAgIEPvdGYTi4+MRFBQEABh992iMCR0LU64Ji3+xyOn3AMx/lnq/OsBgfuwf5S8CJxEREbU+DEJEXsBaowSJFIQMBgOuXr2quG/IluzsbMXj0tJSAMDUqVPxm9/8xu6xttYSMplMePzxx1FQUKCoBmk0GoSGhjZ6TrY0DELStDgACAwMxP8y9iI7OxuDBg1y+j2EIAA/LscU1tX5cyYiIiLP49Q4Ii+Qm5srtuPi4hTPOdMwIScnx2Lf6NGjsXXrVvj5+dk91tZaQh999BGOHTtm8fqIiAiXmhg0DEK9e/dWPA4NDXVPCAKg1tWfZ3Qf59ckIiIiIs9jRYjIC9gLQl27dhXbDSs9tkgLk6rVamzYsAFXr17F008/Da1W28iR1tcS0uv1+H//7/9Zfb0r0+IA8+dVqVTi3iN5RcjdKnqXw3jdiEJTIbpP6eax9yEiIiLXMQgReQF7QSghIUFsOxqEpIpQXFwcFixY0KRzsRaE3nvvPZw/fx6AeSqcwWAQr4mMjGzS+A35+fkhKipKvJcng9CM/zcdjx5agC79uiB9cprH3oeIiIhcx6lxRF7AnUGourpaLJ7qTFc0+T1C0nmlpqaKff/85z8Vr3e1IgQop8d5MggNHjwYp66dxPbdn9tcS4mIiIhaBwYholbi0UcfRXh4ONLS3F9JkKayAa4HIXmostaaujGxsbGiM53UsvvSpUsAgA4dOmDx4sWKhUjdEYQmTZoEAOjTp49iKqAnsFMcERFR28AgRNQK5OTkYNOmTSguLsbjjz+OyspKt45vryKk1WoREREBwLEgJA9VzlSENBqNCCOZmZmoqakRU+2kBV7nzZsnXi+dmytWrFiBvXv34sCBA6zUEBEREQAGIaJWISsrS2zfuHEDb731llvHl4JQcHAwgoODLZ6XqkLXrl1DXV2d3bHkHeOcqQgB9Z3qKioqcOTIEdHIQApCCxcuREREBHx9fXHfffc59R5yPj4+SEpKckuoIiIiovaBQYioFWhYifnzn/+MoqIit4xtMplEEGpYDZJIQchoNCqqR9a4OjUOULbs3r17t9iWglBcXBwyMzORnZ2Nu+66y6n3ICIiIrKHQYioFbhy5YricXFxMf7yl7+4Zezi4mJUVVUBaDwIAY1Pj5NXhJyZGgcog9CePXvEdrdu9S2nQ0JCFI0ViIiIiNyJQYioFbAWPjZu3OiWseUVHFvBpSlrCcnvEXJHRejw4cNiW6oIEREREXkagxBRKyAPH1LHtBs3bqC0tNTlse01SpA0pSIkBSEfHx9ERUU5dU7ywCNfM4hBiIiIiJoLgxBRKyCFD51Oh2HDhon9ly9fdnlsTwWh2NhYpzuwWQs8arXa6QoTERERUVMxCBG1MKPRiKtXrwIwB5JevXqJ56T1dVxhbw0hSWNBKCcnB88//zz27dvn0mKqkqCgIIv7f7p06SLWFyIiIiLyNJ+WPgEib5eXl4eamhoA5kDSs2dP8VxzVYTCw8Oh0+lQXl5uEYSKioqQlJRkcS6uVm969OiBGzduiMecFkdERETNiRUhohYmDx4Ng5A7KkKOBCGVSiWqQlevXoXRaARgrlY98sgjVgOZO4KQHIMQERERNScGIaIW1jAIyQOCO4OQRqNBp06dbL5OCkI1NTXIy8sDALz00kvYvn271de7MjUOsAxC8tbZRERERJ7GIETUwhoGodDQUERGRgJwbxCKiYmx29yg4X1CJpMJq1evBmBuZPDXv/5V8Xp3ByFWhIiIiKg5MQgRtbCGQQiAmB6Xm5uLyspKp8euqakRzQ1sTYtr+N7SORUUFIj23ZMmTcKzzz6LZcuWAQACAwMxevRop88LsAw+DEJERETUnBiEiBxgMpmwcOFChISEYPPmzW4d214QAoDMzEynx5Y3I2hKELpy5QpycnLE4y5dugAAnnzySezZswdHjx5FbGys0+cFsCJERERELYtBiMgBmzdvxsaNG1FWVoY33njDrWNLQcjPzw/R0dEA4HLnuPPnz+P555/H7Nmzxb7GprLJ79HJyspSBCF5Y4SkpCT069evyefUUMeOHREcHAzAvH5SRESEy2MSEREROYpBiKgRZWVlYkoY4J77diQmk0kEofj4eKjV5n+SzjZMuHLlCqZOnYo+ffrgL3/5C06cOCGe69Onj91jHQ1C7qJSqTB//nwAwEMPPQSVSuX29yAiIiKyhUGIqBEvvfQSrl+/Lh7n5+ejrKzMLWMXFxeL+3DkU9OcbaGdkpKCXbt2Kfb16dMHzz77LBYsWGD32MjISAQFBQEwByH5QqyuNkaw5Z///CeuXLmCtWvXemR8IiIiIlsYhIjsyMnJweuvv26x3x0LnQLW7w8CnA9Cp0+fBmCutvz1r39Ffn4+zp49i9deew1ardbusSqVSlSFrly5ojg3T1SEpPdMSEhgNYiIiIiaHYMQkR1ffvkl6urqAABhYWFiv7uCkDzkyKemdejQQbxfU6fGAebGCMuWLUPHjh2bdD5du3YFANTW1uLIkSNiv6eCEBEREVFLYRAisuPQoUNie968eWLblU5ucmfPnhXbffv2FdsqlUpUha5evYqamppGxyovL0dBQQEA5xcnlR8nhb0OHTqIKXNERERE7QWDEJEdBw8eBGBeUFQehNxVETp37pzYbtjMQApCRqMRWVlZjY4lVYOA+spOU1kLUKwGERERUXvEIERkQ1lZGX744QcAwKBBgzBo0CDxnLuCkFQRUqvV6NWrl+K53r17i+3z5883OpY8CLmjIiTxVKMEIiIiopbEIERkw9GjR2E0GgEAo0aNQocOHRAaGgrAPUHIaDSKilCPHj3g7++veF4ehOSVI1vkVSNWhIiIiIjsYxAiskGaFgeYg5BKpRLr+1y9elU0UXBWTk4OqqqqAFhf48eVihCDEBEREZF9DEJENsgbJYwaNQoA0L17dwCAwWBQtJd2hq1GCZLExESx3VxT40JDQxEeHq7YxyBERERE7RGDEJEVJpNJBKHw8HBx/45UEQJcnx4nn+5mLQjpdDpxf05TpsZpNBqX7utpGKJ4jxARERG1RwxC1C6YTCa3jpeVlYX8/HwA5mqQWm3+pyIPQq620JZXhKxNjQPqp8cVFhaK1ti2SBWh+Ph4+Pj4OH1eDYMQK0JERETUHjEIUZtWU1ODSZMmITo6WjGVzVUHDhwQ29K0OMC9FaGmBCHA+vS4P//5zwgLC8Pvf/97FBUVAXD+/iAJK0JERETkDRiEqE3bunUr9uzZg7y8PKxZs8at40omTJggtj0xNS46OhphYWFWXyMPSA2nxxUUFOD3v/89SkpKsGrVKrHfnUEoMjISAQEBLo1HRERE1BoxCFGbtn79erF94cKFJh9fXV2NjIwMlJeXi33FxcXYuXMnACAmJgZjxowRz3Xu3Bm+vr4AXAtCt2/fFlPvrN0fJLFXEdq8ebPVznXONkqwdjynxREREVF7xSBEbdbFixexb98+xeOmSk5Oxp133onQ0FAMHDgQH3zwAT799FMRMB588EFoNBrxeo1GIyouly9fFusMNebrr7/GjBkz8OmnnwJovFGCxN5aQu+//77VY1ytCEmd8QAGISIiImq/GISozXr33XcVj/Pz81FSUuLw8eXl5SJIGY1G/PDDD5g/f75imtm8efMsjpOCS2VlpaJltT3PPfcc0tPTMXv2bGRmZuLIkSPiOVv3BwHmIBIYGAhAWRE6f/48Dh8+DACiQiVxtSKUmJiIGTNmQKfTYcmSJS6NRURERNRaMQhRm6TX67Fx40aL/ZcuXXJ4jNzcXLEthQ2TySS6wXXp0kXRKEEyaNAgsX3y5EmH3uvo0aNie/HixYqwNXLkSJvHqdVqsZ5QZmamqFTJq0ErV65UVIHkFR1nqFQqbNu2DUVFRZg2bZpLYxERERG1VgxC1CZt374dN2/eBADR2hpo2vS4a9euie0nn3wS06dPVzz/4IMPQqVSWRw3cOBAsX3q1KlG36fhfTx79+5FYWEhAHPFacSIEXaPl6bH6fV6MR1v06ZNAMyf/ec//zk2btyIXr16YenSpYiLi2v0nBzhSgtuIiIiotaO33SoTZI3SVi4cCHeeecdAE0LQvKKUHx8PF544QUMHTpULEz60EMPWT2uqRWhvLw8q/s7duyIt956q9Hj5VPnzpw5A6PRiOzsbAAQrcOjo6OdahZBRERE5K1YEaI2Jzc3F59//jkAcxe3J598UjznbEWoc+fOCA8Px44dOzBr1iy88sorGDp0qNXjevbsCX9/fwCOVYSkylVDb7/9NiIjIxs9Xl6BOnnypCJ8jRs3rtHjiYiIiMgSK0LU5vz73/8W3dp+8YtfKDqrOVsRkqaT9e7dG5988ond43x8fNCvXz8cP34cFy9eRFVVlbjHyJpbt26J7cWLF6O2thZDhgzBgw8+6NB53nHHHWI7IyNDMdVOHpKIiIiIyHEMQtSmGI1GMQ1OpVJh4cKFCAoKQlxcHHJzc12qCDXFoEGDcPz4cRiNRpw5c8Zm9QhQVoQGDx6MX/3qV016rx49ekCr1aKiogIZGRnQ6/WK8yAiIiKipuPUOGpT9u3bJ7q6TZo0SXRL69WrFwDzQqVFRUUOjSVVhDQaDaKjo5t0Hk1pmCCvCDX1fQBzQwTp/bKyskTb7ODgYCQkJDR5PCIiIiJiEKI2Ji0tTWw/9thjYlsKQoDj0+OkilB0dLRi0VRHNKVhgrwiFBUV1aT3kcinx+Xn5wMABgwYYLWrHRERERE1jkGI2hR5ZzR5o4CmBqHa2lrRza2p0+IA5ytC7ghCEk6LIyIiInIegxC1KdK0uKCgIMU0s6YGoRs3bsBkMgGAU+vuREVFoWPHjgAaD0LurghJ2CiBiIiIyHkMQtRmGAwGscZP9+7dFdPCmhqEXGmUAJgbNUgVmVu3btlcK0h6HgC0Wi10Ol2T3wuwHnpYESIiIiJyHoMQtRm5ubmora0FYO6kJtejRw8RjM6ePevQWBJnKkIA0K9fP7F97tw5m6+TKkLONEqQBAcHo3v37op9AwYMcHo8IiIiIm/ntiBUW1uLFStWYNq0abj77ruxZMkSXLp0STy/ceNGTJw4Effccw/eeOMNMS0JAE6fPo2HH34YY8aMwZIlS3Djxg13nRa1I5cvXxbbDUNBQEAA+vfvD8C81k5JSYndsVytCAFAnz59xPb58+cVz92+fRsHDx5EVVUViouLATg/LU4inx4nLQBLRERERM5xWxAyGAyIi4vDhg0bsHfvXowfPx7Lli0DABw4cABbt27Fxo0bsWXLFhw4cEB0/6qtrcXzzz+Phx56CHv37sWAAQPw+9//3l2nRe2IPAg1rAgBQFJSEgDzWkNff/213bHcURGSL+QqVYQMBgP+/ve/o1u3brjrrrvw+OOPi9e4UhEClEGI0+KIiIiIXOO2IBQYGIhFixYhKioKGo0G8+bNw/Xr11FcXIzt27fjgQceQOfOndGxY0c88sgj2LFjBwDg2LFjCAwMxMyZM+Hv74/FixfjzJkzrAqRBUeDEAD873//szuWOypC8iB0/vx56PV6JCcn46mnnkJZWRkA4P333xevcbUiNHjwYLFtrXkCERERETnOx1MDnzx5Eh06dEBYWBiysrIwbdo08VxiYiL+/ve/AzB3AevZs6d4LjAwEJ07d0ZmZiZiYmIsxq2trRX3iUh8fHzg5+dn81yMRqPi/8lzvvnmG/z0pz8V98UMGTIE27dvR1hYmN3jHLlG8qmW3bp1s3jt2LFjoVKpYDKZ8L///c/uWPKKUExMjFN/N2JiYqDValFRUYHz589j27Zt2L17t+I18imgUVFRLv0dnDJlCmbNmoXc3Fz88pe/bPa/z/x31Lrx+rR+vEatH69R68dr1Lq1luujVjtW6/FIECovL8fLL7+MJ554AgBQWVmp6Jal1WpRWVkJAKiqqoJWq1Ucr9VqUVVVZXXsDRs2YN26dYp9c+fOxYMPPtjoeeXk5DTpc1DTpaSkKP6cDx8+jNWrV2PRokUOHW/vGknTz6S/3NnZ2Rav6dOnD86ePYsTJ04gIyNDEcDKysqQlpaGCxcuiJbX4eHhinV+mqpr1644ffo0MjMzkZ6eLvaPHj0aBw8eVLzWx8fH6jk3xWuvvQbA/APG1bGcxX9HrRuvT+vHa9T68Rq1frxGrVtLX59u3bo59Dq3B6GamhosW7YMY8eOxcyZMwGY13wpLy8Xr6moqEBQUBAAcwWooqJCMUZFRQUCAwOtjr9w4UL89Kc/VexzpCKUk5OD+Ph4hxMiNZ3JZMLJkycBAH5+fqJyt3//fqxatcrusQ2vUW1tLaqqqhAaGipeI01n69Kli6JdttzkyZNx9uxZmEwmXLlyBTNnzkR1dTV+97vfYf369Yq/hwAQHx+PhIQEpz/zgAEDcPr0aRiNRjHdEwDefPNNDB8+XPHavn37uvReLY3/jlo3Xp/Wj9eo9eM1av14jVq3tnZ93BqE9Ho9XnjhBURGRuKZZ54R+7t164ZLly5h7NixAIALFy6Irl/du3fHJ598Il5bVVWFa9euWXQFk/j5+dkNPfao1eo2cVHaqkuXLqGgoAAAMGnSJGRlZeHMmTP49ttvkZeX51CzALVajZqaGowdOxYnTpzA1q1bMXv2bBQWForua927d7d5HaWuhIA5gM2ePRvvv/8+/va3v1l9/fz58136O9G3b1+xLa0l1KNHDwwbNgx33HEHMjIyxPOxsbHt4u8f/x21brw+rR+vUevHa9T68Rq1bm3l+rj1DP/4xz+ipqYGKSkpisUup02bho8++gi5ubkoKChAamoqkpOTAQBDhw5FVVUV0tPTUVtbi3feeQf9+vWzen8QtW6HDh0S26NGjcLs2bMBmCtF27Ztc3ictLQ0fP/99zAajXjhhRdgMpkabZQgGT9+vPiHJzVMkHeQ+9nPfob9+/fj6NGjyMzMxG9+8xuHz8saecMEyahRowAA06dPV+x3tVkCEREREbmP24LQjRs3kJ6ejuPHjyMpKQnjxo3DuHHjcPz4cYwdOxZz5szBggULMHfuXIwZMwYzZswAYK7wvPrqq0hNTUVSUhIyMjKwcuVKd50WNaOGQWjOnDnisbzq15jNmzeL7XPnzuHAgQMOB6GwsDDRXe3kyZMoKCjAkSNHAJj/rq1duxbjx4/H0KFDHZ4/ao+9IHT//fcr9jMIEREREbUebpsaFxMTg6NHj9p8fuHChVi4cKHV5/r3748PPvjAXadCLUQKQiqVCsOHD0dISAgSEhKQnZ2NL7/8EsXFxY12jyspKcH27dsV+9atW6cIHPaCEABMmDABx44dAwBs27YNFy5cAGBuP+3stEpbEhMTLfZJQWj48OHo1KkT8vLy0KFDB3FfHBERERG1vNY/eY/ahMrKSnE/TL9+/RAaGgqVSiWmx+n1enz++eeNjrNt2zbU1NQo9m3ZskVUdYDGg5B8PaHVq1eL7YbNC9xBq9UiPj5ePA4ICBBr/KjVarzxxhvo3bs3XnrpJbe/NxERERE5j0GI3OLYsWPQ6/UAzK2jJbNmzRLbX3zxRaPjyKfFSePU1NQo7jGy1UhDMm7cOGg0GgDA2bNnxf4RI0Y0+v7OkFerhg0bBl9fX/H4oYcewrlz5/CrX/3KI+9NRERERM5hEKImKSkpsWhBDVjeHyQZOXKkCAbyqo41t2/fxp49ewCY21qvXbvW4jVjxoxRtNS2JiQkBEOHDrXY74mKEKAMQvLPTkREREStF4MQOezy5cvo3LkzYmJixH03gLkr3O7du8VjeRgICAjAoEGDAJgbH5SWltocf+3ataKqNG/ePAwYMACPPvooAPN0uL/97W/YtWuXQ+cqnx4HmMORtft53EEesBq+LxERERG1TgxC5LCPP/4Y5eXlKC8vx5o1a8T+f/zjHyIIderUCX369FEcJ01JM5lMoolBQ9euXcN7770HAPD398fSpUsBABs2bMCtW7dw/vx5LF26FFqt1qFznTBhguLx8OHDPdbPfv78+UhJScHq1atFW3giIiIiat0YhMhh58+fF9uffPIJTCYTDhw4oFg898033xT350jk9+bYmh63atUq0STh6aefRufOnQEAGo0GnTp1shizMWPHjoWPT31TRE9NiwMAX19f/OEPf8Bzzz2nWD+LiIiIiFovt7XPptatqKgIW7duRUlJCVQqFZKSkjBkyJAmjSEPQllZWTh8+DAefvhhMZ1t+fLlmDdvnsVx8hDy3XffWTz/ww8/YMOGDQDMU9h++9vfNum8rNHpdBg+fDgOHjwIwHONEoiIiIiobWIQ8hK//OUv8eGHH4rHAQEBOHPmTJMWFZUHIQB4+OGHce3aNQDmqWh/+tOfrB7Xp08f6HQ6lJeXWwShrKwsTJ06FQaDAQCwbNkyREREOHxO9sybNw8HDx5EaGgoxo8f75YxiYiIiKh94NQ4L6DX6y0WKa2ursa6descHqOwsBD5+fmKfVeuXAFgXkD1rbfeUkxFk9NoNKKLW05ODm7evAkAuH79Ou69917k5uYCMK8/9Oyzzzp8To156qmnsGPHDhw9etRt4YqIiIiI2gcGIS9w+vRpVFRUADCvzSMFlg0bNqCurs6hMRpWg+SkDm/2WLtP6MUXX0RWVhYAoG/fvvj3v//tcDMER2g0GkydOhU9e/Z025hERERE1D4wCHkB+Ro/c+fOxYwZMwAAN2/exGeffebQGPIg1KVLF7GtVquRkpLS6PHy+4SkICStGRQUFIQvvviCVRsiIiIiajYMQl6g4WKnS5YsEY8dnR537tw5sf3888/Dz88PALBgwQLFgqK2yCtCBw4cQE5ODq5evQrAvOhqbGysQ+dBREREROQObJbgBaTOaX5+fhgyZAh8fX2RkJCA7Oxs7Ny5E9nZ2UhISLA7hrwilJycjMTERGRkZOCpp55y6By6dOmCbt26ISsrC19//TV27NghnhszZowTn4qIiIiIyHmsCLVzhYWFIsQMHjwY/v7+UKvVeOyxxwCYFzlNS0trdBxpDH9/fyQkJGDSpElYvnw5AgICHDoPlUqF+++/H4C5ecPLL78snmMQIiIiIqLmxiDUzsnbVY8aNUpsT548WWyfOHHC7hh6vR6XLl0CAPTq1avJi5tKpCAEANnZ2QDMAWn06NFOjUdERERE5CwGoXau4f1BkoEDB0KtNl/+xoJQVlaW6C7nyP1Attx9993Q6XSKfQMGDEBoaKjTYxIREREROYNBqIUZjUacOXMGx48fx6lTp8TCou5iKwgFBQWhV69eAMzttfV6vc0xpC5vgHlxVGf5+/srKlEAcNdddzk9HhERERGRsxiEWtjs2bPRv39/DBkyBIMGDUJSUhKMRqNbxjaZTDh8+DAAICoqyqIhwh133AEAqKmpsblO0JEjR/D444+Lx0OGDHHpnOTT4wDeH0RERERELYNBqAWdO3fOolHB119/jf3797tl/MzMTBQXFwMwr+OjUqkUz995551iOyMjw+L4kydPYsqUKSgrKwMATJ06VaxB5Kxp06YpHjMIEREREVFLYBBqQf/973/F9sCBA8X22rVr3TL+sWPHxPbQoUMtnpcqQoDlfUIXLlzApEmTUFRUBACYMGECPv74Y/j4uNZxPSoqCvfccw8A8zS7bt26uTQeEREREZEzGIRaiMlkEkFIpVIhLS0NkZGRAICPP/4YBQUFDo+VlZWFESNG4OGHH0ZlZaXY35QgJK8IXblyBffeey/y8vIAmBc8TUtLQ2BgoMPnZM/777+Pv/3tb0hPT7eoUhERERERNQcGoRby/fff4+LFiwDM3dS6du2Kn/3sZwCA2tpavPfeew6PtWrVKhw5cgQffPABlixZApPJBKDxIBQbG4uIiAgAyiD0xBNP4Nq1awDMYWnHjh0IDg5u4ie0LTY2FkuXLkXPnj3dNiYRERERUVMwCLUQ+bS4hx9+GACwePFisW/t2rUi0NhjNBqxY8cO8Tg1NRVvvvkmTCYTvv/+ewBAdHQ0YmNjLY5VqVTiPqFbt27h5s2bMBgM2LdvHwCgU6dO+OKLLxAeHt7kz0dERERE1JoxCLUAo9GIzZs3AwB8fHzwk5/8BACQmJiICRMmAADOnz8vOr7Zk5GRgZs3byr2LVu2DFu2bBH391irBkkaTo/LzMxEVVUVAHMjg06dOjn+wYiIiIiI2ggGIQ+6cOECHnnkEbz55ptiQVIA+Oabb8TUs8mTJ4vpaQDwyCOPiO1du3Y1+h7bt28X2/369QMAGAwGh1teNwxCp06dEo/lDRyIiIiIiNoTBiEPWrp0KVJTU7F06VIMGzYM3333HQDr0+Ik8gVHd+/e3eh7yKfFffrpp4iPjwcA0TYbsF8RkoekgwcP4uTJk+LxoEGDGn1/IiIiIqK2iEHIQ0pKSvDll1+KxydPnsT48eNx9OhRfPjhhwCAgIAAzJw5U3FcfHw8evfuDQA4dOgQSkpKbL5HUVERDh48CMDcirpXr1547rnnLF5nLwj169cPHTp0AADs379f0TSBFSEiIiIiaq8YhDxk586dYjpcQEAAAKCmpgbTp08XrbGnT59utRubVBWSNy6w5osvvoDRaARQv1DpokWLFM0NOnXqhLi4OJtjqNVq3H333QDMwWrnzp0AgMDAQPTo0cOhz0pERERE1NYwCHnItm3bxPbHH38sWkXLGxs0nBYnmTRpkti2Nz1u06ZNYjs5ORkAoNPp8MQTT4j9Q4cObXStHqlBAwBUV1cDAPr37w+NRmP3OCIiIiKitopByAPq6upEE4OwsDBMnDgRr732muI1ISEhIrw0NGHCBPj4+AAwV32suXTpEj7//HMA5ul08jDz9NNPi8VZZ8+e3ej5yo+VcFocEREREbVnDEIe8NVXX4l7e6ZNmwZfX1/cf//9ikYIs2fPFlPmGgoODsbo0aMBABcvXkR2djYA81S5q1evwmQy4a233hLrDD311FMiOAFAVFQUMjIycPToUSxatKjR8x0wYICicx3ARglERERE1L4xCHmAfMqa1AxBpVLhzTffRHR0NLRardWmBnLy6XE7duyAyWTC1KlTkZCQgKSkJGzYsAGA+V4ea2EnJibGoWlxgPI+IQkrQkRERETUnjEIudl//vMfbNy4EYA5pEyZMkU817t3b1y4cAG3bt1qtOIiNT8AzG2xf/jhB+zZsweAubtbWVkZAGDBggWi65srGk6PYxAiIiIiovaMQciNMjIyFNWZ119/HaGhoYrXBAcHQ6vVNjrWkCFD0KVLFwDA3r17sX79equv+/Wvf+3CGdeTB6GoqCh06tTJLeMSEREREbVGDEJuUlhYiNmzZ6OqqgoA8Nhjj2HJkiVOj6dSqUSjg7q6Orz99tti/1NPPYXo6Gg8//zz6Nevn+snD3OXOGn9Ivm0PCIiIiKi9ohByE2ys7NRUVEBABg+fDjefvtth+7PsUfe8U1aL2jMmDF46623cOPGDbzyyisujS+nVquxe/dubNq0CX//+9/dNi4RERERUWvEIOQmgwcPxvfff4/p06fjo48+stkRrinGjh2Ljh07KvbNnTvX5XFtiY+Px09/+lOEhIR47D2IiIiIiFoDBiE3iouLQ1paGuLj490ynkajEV3nJHPmzHHL2ERERERE3oxBqJWTT48bPXo0Onfu3IJnQ0RERETUPjAItXKTJk3CqFGj4Ofnh9/+9rctfTpERERERO2CT0ufANnn5+eHb7/9FlVVVQgKCmrp0yEiIiIiahdYEWoDVCoVQxARERERkRsxCBERERERkddhECIiIiIiIq/DIERERERERF6HQYiIiIiIiLwOgxAREREREXkdBiEiIiIiIvI6DEJEREREROR1GISIiIiIiMjrMAgREREREZHXYRAiIiIiIiKvwyBEREREREReh0GIiIiIiIi8DoMQERERERF5HQYhIiIiIiLyOgxCRERERETkdRiEiIiIiIjI6zAIERERERGR12EQIiIiIiIir6MymUymlj4JIiIiIiKi5sSKEBEREREReR0GISIiIiIi8joMQkRERERE5HUYhIiIiIiIyOswCBERERERkddhECIiIiIiIq/DIERERERERF6HQYiIiIiIiLwOgxAREREREXkdBiEiIiIiIvI6bTIIrVmzBnPnzsXw4cOxa9cusb+6uhp//OMfMWnSJEyePBnvv/++1eM3btyIYcOG4dSpU2Jfbm4unnzySUyYMAHJycnYsGGDxz9He+Xs9Rk2bBjGjh2LcePGYdy4cXj33XfFc6+99hpmzpyJ8ePH49FHH8X333/fbJ+nPfLENQKAtLQ0zJ49G2PHjsUDDzyA7OzsZvk87ZGz16i8vBwrV67EPffcgwkTJuB3v/ud4tgXX3wR48ePx3333YedO3c22+dpjzxxjSTXr1/HmDFj8PLLL3v8c7RXnrg+/K7gXs5co+PHj4vfQePGjcOYMWMwfPhwFBUVAeD3BXfzxDUCWs/3BZ8WeVcXxcfHY9myZfjXv/6l2P/OO+/g+vXr+OSTT1BeXo5f/epX6NmzJ0aPHi1ek5eXh507dyIiIkJx7F/+8hfExcXhjTfewK1bt/DYY4+hf//+GDFiRLN8pvbElevz6aefomPHjhZj6nQ6vP3224iLi8PevXuxfPlypKenQ6vVevzztEeeuEZfffUVNm3ahL/+9a/o3r07cnNzERwc7PHP0l45e41WrFiBqKgopKWlISAgAJcuXRLHrlmzBiUlJdi+fTsuX76MpUuXom/fvkhISGjWz9ZeeOIaSV577TX07t27WT5He+WJ68PvCu7lzDUaPHgwvv76a/HaDz74AHv27EF4eDgAfl9wN09co9b0faFNVoSmTZuGUaNGwc/PT7H/4MGDmD9/PnQ6HaKjozFjxgx8/vnnite8/vrr+OUvf2lx7I0bNzB58mT4+PggLi4Od955JzIzMz3+WdojV66PLUuWLEF8fDzUajUmTpwIf39/XL161ROn7xU8cY3Wr1+P5557Dj169IBKpULnzp0RGhrqidP3Cs5co8uXL+PcuXN49tlnodPp4OPjgz59+ohjt2/fjiVLlkCn0+GOO+7A+PHj8cUXXzTr52pPPHGNpONNJhNGjhzZbJ+lPfLE9eF3Bfdyx++iHTt2IDk5WTzm9wX38sQ1ak3fF9pkELLHZDIptuU/oI4ePYqSkhIkJSVZHDd37lzs2rULtbW1uHr1Kk6dOoVhw4Y1yzl7E3vXBwAeeeQRJCcnIyUlBcXFxVbHuH79OkpLSxEfH+/JU/Vazlwjg8GA8+fP49KlS5g2bRpmzJiBdevWKcYi97F1jc6ePYsuXbrgxRdfxL333osFCxbg+PHjAIDS0lLcvn0bPXv2FMcmJibyS5yHOHONAKCurg5vvPEGnnnmmeY+Za/i7PXhd4Xm09jvIgDIycnBhQsXMHHiRKtj8PuCZzlzjVrb94V2FYRGjRqF//73vygrK8P169fx2Wefobq6GgCg1+vx2muv4bnnnrN67B133IFTp05h3LhxmDNnDmbOnKn4wkCus3d9AGDdunX47LPP8J///AfV1dVYuXKlxRh6vR4pKSl49NFHodPpmvP0vYKz16iwsBAGgwFHjhzB5s2bsXbtWuzevRvp6ekt9VHaLXvXKC8vD4cPH8aIESOwa9cu/PznP8fy5ctRUlKCyspKaDQaBAQEiLG0Wi0qKytb6qO0W85eIwBITU3FmDFj+MXNg1y5Pvyu0Dwa+10k2bFjB0aPHm21msDvC57l7DVqbd8X2lUQeuyxxxAbG4sHHngAv/71r3HvvfciMjISAPDhhx/izjvvtPoDy2AwYOnSpZg1axa++eYbpKWlYc+ePdizZ09zf4R2zd71AYDBgwfDx8cH4eHhWL58Ob755hvU1dWJ500mE1JSUhAeHo4lS5a0xEdo95y9Rv7+/gCAn/3sZwgODkZ0dDTmzp2Lb775pqU+Srtl7xr5+/sjLi4Os2bNgo+PD+655x7ExcXh1KlTCAoKgsFgUPyiqqioQFBQUEt9lHbL2WuUl5eHtLQ0/OIXv2jhT9C+OXt9+F2h+TT2u0iyc+dOxZQrCb8veJ6z16i1fV9oV0EoMDAQv/vd77Br1y5s3boVKpUK/fr1A2CeFrdz505MmTIFU6ZMwa1bt/DMM88gLS0NpaWlyM/PxwMPPAAfHx/ExsZiwoQJOHbsWAt/ovbF3vVpSK02/9WUl0pfffVV5OfnY9WqVeJ5ci9nr1FISIjFD0BOi/MMe9eoR48eNo8LCQlBRESE4sbvCxcuoHv37h4/Z2/j7DU6c+YMbt26hTlz5mDKlCnYtGkTPv/8czz99NPNdepewdnrw+8KzceR30WnT5/G7du3MW7cOIvj+X3B85y9Rq3t+0Kb/Nuh1+tRU1MDk8kkto1GI27duoWCggIYDAYcOnQI6enpmD9/PgAgJSUFW7ZsQWpqKlJTUxEZGYkVK1Zg8uTJCA8PR1RUFD799FMxzv79++3+QCTbnLk+ly9fxoULF2AwGFBaWorVq1dj5MiR4ua8NWvWICMjA6tXr7a4YY+azhPX6P7778d7772HiooK5Ofn46OPPsLYsWNb8mO2ac5co2HDhsFkMuGzzz6DwWDA/v37kZubi4EDBwIw3/S6fv16VFRU4NSpU/jqq68wadKklvyYbZq7r9Fdd92Fbdu2id9TP/nJTzBx4kSsWrWqhT9p2+Tu68PvCu7nzDWS7Ny5E0lJSYrpvgC/L7ibJ65Ra/q+oDK1wf9sm5KSgs8++0yxT2rr94c//AHFxcXo2rUrli9fjsGDB1sdY/r06Xj55ZfFF4TTp09j9erVuHz5MgICAjB58mQ888wz0Gg0nv0w7ZAz1+fIkSP405/+hLy8PGi1WowYMQLPPvssOnToAMD8y8nPz09xPV544QWrJXFqnCeuUV1dHV555RXs3r0bQUFBmDVrFpYsWQKVStW8H66dcPbn3MWLF7Fq1SpkZWUhPj4ey5cvx5AhQwCY13146aWXsH//foSEhODpp5/G1KlTm+9DtTOeuEZya9aswe3bt/HCCy949oO0U564Pvyu4F7OXiODwYBp06ZhxYoVGDVqlOJ4fl9wL09co9b0faFNBiEiIiIiIiJXtMmpcURERERERK5gECIiIiIiIq/DIERERERERF6HQYiIiIiIiLwOgxAREREREXkdBiEiIiIiIvI6DEJEREREROR1GISIiIhgXohx2LBhSE9Pb+lTISKiZsAgREREzWbJkiUicDz88MOK54qLizFmzBjx/FtvveX2909PTxfjExGRd2MQIiKiFnHx4kV8//334vGnn36KmpqaFjwjIiLyJgxCRETU7Hx8fAAAmzdvBgAYDAZs3bpV7JcrKSnBK6+8gvvuuw8jR47E5MmT8eKLL+LmzZviNWvWrMGwYcMwffp07N69Gz/5yU8wduxYLF68GFeuXAEApKSkYMWKFeIYqTK0Zs0axfuVl5cjJSUFd999N5KTk7F+/Xp3f3wiImoFGISIiKjZJSYmIi4uDvv27cOtW7fw1Vdf4ebNm7j33nsVr6upqcGSJUvw4YcfoqCgAAkJCaioqMCOHTuwcOFCFBUVKV6fl5eHF198ESqVCjU1NTh+/DhWrlwJAOjcuTPi4uLEawcMGIABAwYgKipKMcbbb7+NQ4cOwdfXF/n5+fjXv/6FQ4cOeehPgoiIWgqDEBERNTu1Wo25c+eKSpBUGZo3b57idbt27cLly5cBAK+88gq2bNmCd955B2q1Gvn5+diyZYvi9QaDAa+++iq2bt0q7kE6efIkqqursWjRIixatEi8duPGjdi4cSNmzZqlGCMxMRHp6emKCtWRI0fc+vmJiKjlMQgREVGLmDlzJgIDA7FlyxYcPXoUffv2xaBBgxSvOXPmDAAgICAAEyZMAAD06dMHCQkJiuclOp0O48ePBwB0795d7G9YObJn0qRJ8PX1RVhYGDp06AAAKCwsbNqHIyKiVo9BiIiIWkRwcDCSk5NRUVEBwLIa5OyYEo1GI7ZNJpNLYzTleCIiahsYhIiIqMU8+OCDAICwsDBMnjzZ4vl+/foBAKqrq7Fv3z4AwLlz55Cdna143lEBAQFiu6qqyplTJiKidsKyPQ8REVEz6dmzJ7788ktoNBr4+flZPD9lyhRs2rQJmZmZ+M1vfoOEhATk5ubCaDQiMjJSBClHde3aVWzPnTsXHTt2xDPPPIM777zTxU9CRERtDStCRETUokJDQ6HT6aw+5+/vj3Xr1onQkp2dDa1Wi+TkZGzYsAHh4eFNeq9evXph0aJFiIiIwM2bN/HDDz+grKzMHR+DiIjaGJWJE5+JiIiIiMjLsCJEREREREReh0GIiIiIiIi8DoMQERERERF5HQYhIiIiIiLyOgxCRERERETkdRiEiIiIiIjI6zAIERERERGR12EQIiIiIiIir8MgREREREREXodBiIiIiIiIvA6DEBEREREReR0GISIiIiIi8jr/H8ba3eIxgMG6AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "preds = model.predict(\n",
    "    series=[train_air_scaled, train_milk_scaled], n=36, show_warnings=False\n",
    ")\n",
    "\n",
    "# scale back:\n",
    "pred_air, pred_milk = scaler.inverse_transform(preds)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"actual (air)\")\n",
    "series_milk.plot(label=\"actual (milk)\")\n",
    "pred_air.plot(label=\"forecast (air)\")\n",
    "pred_milk.plot(label=\"forecast (milk)\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regression forecasting models\n",
    "\n",
    "> Note: You can find a detailed example notebook for our SKLearnModel [here](https://unit8co.github.io/darts/examples/20-SKLearnModel-examples.html).\n",
    "\n",
    "[SKLearnModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.sklearn_model.html) are forecasting models which wrap around sklearn-compatible regression models. The inner regression model is used to predict future values of the target series, as a function of certain lags of the target, past and future covariates. Behind the scenes, the time series are tabularized in order to build a training dataset in the right format. \n",
    "\n",
    "By default, the `SKLearnModel` will do a linear regression. It is very easy to use any desired sklearn-compatible regression model by specifying the `model` parameter, but for convenience Darts also provides a couple of ready-made models out of the box:\n",
    "\n",
    "* [LinearRegressionModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.linear_regression_model.html) wraps around `sklearn.linear_model.LinearRegression` (accepting the same kwargs).\n",
    "* [RandomForestModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.random_forest.html) wraps around `sklearn.ensemble.RandomForestRegressor`.\n",
    "* [LightGBMModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.lgbm.html) wraps around `lightbm`.\n",
    "* [XGBModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.xgboost.html) wraps around `xgboost`.\n",
    "* [CatBoostModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.catboost_model.html) wraps around `catboost`.\n",
    "\n",
    "For example, this is what fitting a Bayesian ridge regression to our toy two-series problem looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import BayesianRidge\n",
    "\n",
    "from darts.models import SKLearnModel\n",
    "\n",
    "model = SKLearnModel(lags=72, lags_future_covariates=[-6, 0], model=BayesianRidge())\n",
    "\n",
    "model.fit(\n",
    "    [train_air_scaled, train_milk_scaled],\n",
    "    future_covariates=[air_covs_scaled, milk_covs_scaled],\n",
    ");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Several things happened above:\n",
    "\n",
    "* `lags=72` is telling the `SKLearnModel` to look at the past 72 lags / months of the target.\n",
    "* In addition, `lags_future_covariates=[-6, 0]` means that the model will also look at lags of the `future_covariates` we provide. Here we specify the exact lags we want the models to take into account; the \"-6th\" and the \"0th\" lag. The \"0th\" lag means the \"current\" lag (i.e., at the time step being forecasted); obviously, knowning this lag requires knowing the data in advance (hence the fact we are using `future_covariates`). Similarly, `-6` means we also look at the value of the covariates 6 months before the forecasted time step (which also requires to know the covariates in advance if we are forecasting at a horizon more than 6 steps ahead).\n",
    "* `model=BayesianRidge()` provides the actual inner regression model.\n",
    "\n",
    "Now let's get some forecasts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "preds = model.predict(\n",
    "    series=[train_air_scaled, train_milk_scaled],\n",
    "    future_covariates=[air_covs_scaled, milk_covs_scaled],\n",
    "    n=36,\n",
    ")\n",
    "\n",
    "# scale back:\n",
    "pred_air, pred_milk = scaler.inverse_transform(preds)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"actual (air)\")\n",
    "series_milk.plot(label=\"actual (milk)\")\n",
    "pred_air.plot(label=\"forecast (air)\")\n",
    "pred_milk.plot(label=\"forecast (milk)\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note how we obtained the forecasts for the two time series at once above. Similarly, we can also get some metrics over sequences of series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3.435389, 5.129032]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mape([series_air, series_milk], [pred_air, pred_milk])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "or the average metric over \"all\" series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.2822104"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mape([series_air, series_milk], [pred_air, pred_milk], series_reduction=np.mean)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems that this model performs well on the Air traffic series, how does it do when we backtest it on this one series?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`enable_optimization=True` is ignored because `retrain` is not `False` or `0`. To hide this warning, set `show_warnings=False` or `enable_optimization=False`.\n",
      "`enable_optimization=True` is ignored because `forecast_horizon > model.output_chunk_length`. To hide this warning, set `show_warnings=False` or `enable_optimization=False`.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d51e0ce82c6849a5ab8e7dda063eb6f4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 3.76%\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAG0CAYAAADgoSfXAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAlrpJREFUeJzt3Xd8U/X6wPFPuveGbkpLKVtAhgNwIIigDBEQRBFUcF33vMOFe171d11XEdTLFbggCggucIGggAoIMkpLF23poDttmia/P9KcnHSRtE3S8bxfL1+e5JzknBygefp8n+/z1RiNRiNCCCGEEC7i5uoLEEIIIUT3JsGIEEIIIVxKghEhhBBCuJQEI0IIIYRwKQlGhBBCCOFSEowIIYQQwqUkGBFCCCGES0kwIoQQQgiXkmBECCGEEC4lwYgQQgghXMquYGTcuHFW/40cOZKtW7cq+1esWMGECRMYP348r732GupO8wcPHmTevHmMGTOGJUuWkJub236fQgghhBCdll3ByI8//qj89/777+Pt7c25554LwPbt21m7di0rVqxgzZo1bN++nQ0bNgCg0+l48MEHmTt3Ltu2bWPw4ME8+uij7f9phBBCCNHptHqYZsuWLVx44YX4+/sDsHnzZmbNmkVcXBwRERFce+21bNmyBYC9e/fi6+vL9OnT8fb2ZvHixRw6dEiyI0IIIYTAozUvMhqNfPnllzz88MPKc+np6UyZMkV5nJKSwhtvvAFAWloaycnJyj5fX1/i4uJIS0sjOjq60fvrdDp0Op31hXp44OXl1ZrL7XQMBgNZWVnEx8fj5iZlPWci98s+cr9sJ/fKPnK/7NNd7pctn61Vwcivv/5KdXU15513nvJcVVUVAQEBymN/f3+qqqoA0Gq1SgZFvV+r1Tb5/suXL+fdd9+1em727NnMmTOnNZfbaWVlZbn6EjoVuV/2kftlO7lX9pH7ZZ+ufr8SExPPeEyrgpEvvviCiRMn4uFhebmfnx8VFRXK48rKSvz8/ABTJqSystLqPSorK/H19W3y/RctWsT8+fOtL1QyI6IZcr/sI/fLdnKv7CP3yz5yvyzsDkZqa2vZunUrr7zyitXziYmJpKamMnbsWACOHj1KUlISAElJSaxfv145VqvVkp2drexvyMvLq9sEHi1xc3Pr9n9B7SH3yz5yv2wn98o+cr/sI/erFQWsO3bsICAggKFDh1o9P2XKFNatW0dOTg6FhYWsXLmSyZMnAzBixAi0Wi0bN25Ep9OxbNkyBg4c2GS9iBBCCCG6F7szI1u2bGHSpEloNBqr58eOHcuxY8dYsGABBoOBGTNmMG3aNMCU6XjhhRd48sknee655xg4cCBLly5tn08ghBBCiE5NY1R3JhMdgsFgICMjg4SEhG6furOF3C/7yP2yndwr+8j9so/cL4vu/emFEEII4XISjAghhBDCpSQYEUIIIYRLSTAihBBCCJeSYEQIIYQQLiXBiBBCCCFcSoIRIYQQQriUBCMdQEFBAZ6enlRVVaHX6wkMDCQnJ0fZ37t3bzQaDRqNBj8/PwYPHsw777zjwisWQggh2o8EIx3Azp07GTZsGH5+fuzdu5ewsDBiY2Otjlm6dCm5ubns37+fGTNmcMstt7B69WoXXbHr6XQ6V1+CEEJ0CLmFRlZsMVJY0nl7mEow0gH89NNPjBkzBoDt27dz/vnnNzomMDCQqKgokpOTeeqpp+jbty+ffvopAA899BApKSn4+fmRlJTEI488Qm1trfLaffv2cfHFFxMYGEhQUBAjRoxgz549AGRkZDB16lRCQ0Px9/dn0KBBbN68WXntoUOHmDJlCgEBAURGRnLddddRWFio7L/ooou48847efDBBwkLCyMqKorHH3/c6toPHz7M2LFj8fHxYeDAgXzzzTdoNBrl+gFycnK4+uqrCQ0NJTw8nOnTp3PixAll/8KFC5kxYwbPPvssMTExpKSkAPDmm2/Sr18/+vfvT3R0NLNmzWrVn4EQQnRWM/5uZNGzRq5/pvMGI3avTSPaR2ZmJmeddRYAVVVVuLu7s2LFCrRaLRqNhi1btjB//nzeeuutJl/v4+OjBByBgYGsWLGCmJgYDhw4wOLFiwkMDOTBBx8EYP78+QwfPpy33noLd3d3fv/9dzw9PQG4/fbb0el0/PDDD/j7+3Po0CECAgIAyM3N5cILL2Tx4sW88soraLVaHnroIebMmcO2bduUa/nggw+49957+fnnn9m5cycLFy5kzJgxTJw4UVmnqFevXvz888+Ul5dz3333WX2WqqoqLr74YsaNG8cPP/yAh4cHTz31FJdddhn79+9XVnDeunUrQUFBfP311xiNRvbs2cOdd97JBx98QEJCAr6+vuzYsaMd/5SEEKLj23fc9P8vd0NJuZGQQE3LL+iAumQwMnLkSPLy8px+3qioKCXjcCYxMTH8/vvvlJWVMXLkSHbt2kVAQADDhg1j48aNuLu7069fv0av0+v1/Oc//+HAgQPceuutAPzjH/9Q9vfu3Zv77ruP1atXK8FIZmYmDzzwAP379wegb9++yvGZmZlcddVVDBkyBICkpCRl31tvvcXZZ5/NM888ozz3/vvvEx8fz9GjR5XsxFlnncVjjz2mvPe//vUvtm7dysSJE/nqq684fvw43333HVFRUQA8/fTTTJw4UXnPVatW4ebmxnvvvacswLh8+XJCQkL47rvvuPTSSwHw9/fnvffeU4KTTz75BH9/f6644gqKi4tJSEhgxIgRNt1/IYToCmr1RmrqR63r6uDb3+DKC1x7Ta3RJYORvLw8qwLQjsjDw4PevXuzZs0aRo0axdChQ9mxYweRkZFccMEFZGRkEBERoRz/0EMP8Y9//IOamhq8vLx44IEHuPnmmwFYu3Ytr776KqmpqVRUVKDX6wkKClJee++993LTTTfx0UcfMWHCBGbPnk2fPn0AuPPOO7n11lv56quvmDBhAldddZWSsdm7dy/ffvutkilRO378uFUwohYdHc2pU6cAOHLkCPHx8UogAjB69Gir4/fu3UtqaiqBgYFWz1dXV3P8+HHl8ZAhQ5RABGDixIkkJCSQnJzM2LFjmTlzJldddRV+fn5nuv1CCNElVGqtH3+9x8iVF0hmpENQf/F11PMOGjSIjIwMamtrMRgMBAQEoNfrlUAiJiaGw4cPK8c/8MADLFy4ED8/P6Kjo5UMwq5du5g7dy5PPPEEkyZNIjg4mFWrVvHyyy8rr3388ce55ppr+Pzzz9myZQuPPfYYq1at4sorr+Smm25i0qRJfP7553z11Vc8++yzvPzyy9xxxx0YDAamTp3K888/3+j6o6OjlW3zkI+ZRqPBYDAAYDQalWttjsFgYMSIEaxcubLRvh49eijb/v7+VvsCAwP59ddf2bZtG+vWrePxxx9n6dKl7N69m5CQkBbPKYQQXUFFw2Bkt2uuo626ZDBi61CJK23evJna2louueQSXnjhBUaMGMHcuXNZuHAhl156qZJZMIuIiCA5ObnR++zYsYOEhAT+/ve/K89lZGQ0Oi4lJYWUlBTuuece5s2bx/Lly7nyyisBiI+P55ZbbuGWW27hr3/9K++++y533HEHZ599NuvWraN37954eLTur0r//v3JzMwkPz+fyMhIAHbvtv7XcvbZZ7N69Wp69uxpldGxhYeHBxMmTKBv37689NJLhIWFsW3bNmbOnNmq6xVCiM6kYTCSmgPpJ40kxnSu7IjMpnGRhIQEAgICyM/PZ/r06fTq1YtDhw4xc+ZMkpOTG03tbU5ycjKZmZmsWrWK48eP8/rrr7N+/Xplv1ar5S9/+QvfffcdGRkZ7Nixg927dzNgwAAA7r77br788kvS09OVLIN53+23305xcTHz5s3jl19+IS0tja+++oobbriBuro6m65v4sSJ9OnTh+uvv579+/ezY8cOJXAyZ0zmz59PREQE06dP58cffyQ9PZ3vv/+eu+66i+zs7Gbfe9OmTbz++uv8/vvv5OTk8OGHH2IwGJqstRFCiK6oYTAC8HXH/328EQlGXOi7775j1KhR+Pj48PPPPxMbG0tMTIxd7zF9+nTuuece/vKXvzBs2DB++uknHnnkEWW/u7s7RUVFLFiwgJSUFObMmcPkyZN54oknAKirq+P2229nwIABXHbZZfTr148333wTMBXZ7tixg7q6OiZNmsTgwYO56667CA4Oxs3Ntr867u7ufPrpp1RUVDBq1ChuuukmpeDWx8cHAD8/P3744Qd69erFzJkzGTBgADfccANarbbFTElISAiffPIJEyZMYOLEifz73//m448/ZtCgQXbdQyGE6KyaCka+2t35pvhqjEZj57vqLs5gMJCRkUFCQoLNX/qdyY4dOxg7diypqalKIW1bdPX71d7kftlO7pV95H7Zpz3u16afjEx92PprPDQQCjZocHfvPEM1XbJmRHQs69evJyAggL59+5Kamspdd93FmDFj2iUQEUKI7qypzMjpcth7BEYPdP71tJaErsLhysvLue222+jfvz8LFy5k1KhRfPbZZ66+LCGE6PTUwcjI/pbtrzrZrBoJRoTDLViwgGPHjlFdXU12djYrVqwgPDzc1ZclhBCdnrrPyJXjLMMyX+/pXBUYEowIIYQQnZQ6MzIkCZLrJ2L+9AfoajtPQCLBiBBCCNFJVWgtAUeALwxIMG3r66CkwkUX1QoSjAghhBCdlDozEuALAarVMMqrnH89rSXBiBBCCNFJNQxGAn0tjyUYEUIIIYTDNQpG/Jre19FJMCKEEEJ0UlbBiB8E+llm1EhmRAghhBAOpw5G/H1M2REzCUaEXQoKCvD09KSqqgq9Xk9gYCA5OTnK/t69e6PRaNBoNPj5+TF48GDeeecdF16xEEKIjsAcjHh5gpenxmqYRoIRYZedO3cybNgw/Pz82Lt3L2FhYY1W7V26dCm5ubns37+fGTNmcMstt7B69WoXXbHr6XQ6V1+CEEK4XEV9wGHOiEgwIlrtp59+YsyYMQBs376d888/v9ExgYGBREVFkZyczFNPPUXfvn359NNPAXjooYdISUnBz8+PpKQkHnnkEWpra5XX7tu3j4svvpjAwECCgoIYMWIEe/aY1pjOyMhg6tSphIaG4u/vz6BBg9i8ebPy2kOHDjFlyhQCAgKIjIzkuuuuo7CwUNl/0UUXceedd/Lggw8SFhZGVFQUjz/+uNW1Hz58mLFjx+Lj48PAgQP55ptv0Gg0yvUD5OTkcPXVVxMaGkp4eDjTp0/nxIkTyv6FCxcyY8YMnn32WWJiYkhJSQHgzTffpF+/fvTv35/o6GhmzZrVqj8DIYTojMyZkaaCkc5UwCoL5blIZmYmZ511FgBVVVW4u7uzYsUKtFotGo2GLVu2MH/+fN56660mX+/j46MEHIGBgaxYsYKYmBgOHDjA4sWLCQwM5MEHHwRg/vz5DB8+nLfeegt3d3d+//13PD09Abj99tvR6XT88MMP+Pv7c+jQIQICAgDIzc3lwgsvZPHixbzyyitotVoeeugh5syZw7Zt25Rr+eCDD7j33nv5+eef2blzJwsXLmTMmDFMnDgRg8HAjBkz6NWrFz///DPl5eXcd999Vp+lqqqKiy++mHHjxvHDDz/g4eHBU089xWWXXcb+/fvx8vICYOvWrQQFBfH1119jNBrZs2cPd955Jx988AEJCQn4+vqyY8eOdvxTEkKIjq2lYKS8ygh0jpV7u2QwMnKxgbxi5583Kgz2vGtbsikmJobff/+dsrIyRo4cya5duwgICGDYsGFs3LgRd3d3+vXr1+h1er2e//znPxw4cIBbb70VgH/84x/K/t69e3PfffexevVqJRjJzMzkgQceoH9/0ypKffv2VY7PzMzkqquuYsiQIQAkJSUp+9566y3OPvtsnnnmGeW5999/n/j4eI4ePapkJ8466ywee+wx5b3/9a9/sXXrViZOnMhXX33F8ePH+e6774iKigLg6aefZuLEicp7rlq1Cjc3N9577z00GtM/nOXLlxMSEsJ3333HpZdeCoC/vz/vvfeeEpx88skn+Pv7c8UVV1BcXExCQgIjRoyw6f4LIURnZzQaqaw2bfv7mP5vVcAqmRHXyiuGnAJXX0XLPDw86N27N2vWrGHUqFEMHTqUHTt2EBkZyQUXXEBGRgYRERHK8Q899BD/+Mc/qKmpwcvLiwceeICbb74ZgLVr1/Lqq6+SmppKRUUFer2eoKAg5bX33nsvN910Ex999BETJkxg9uzZ9OnTB4A777yTW2+9la+++ooJEyZw1VVXKRmbvXv38u233yqZErXjx49bBSNq0dHRnDp1CoAjR44QHx+vBCIAo0ePtjp+7969pKamEhgYaPV8dXU1x48fVx4PGTJECUQAJk6cSEJCAsnJyYwdO5aZM2dy1VVX4efnhxBCdHXaGjDWd4Pv7DUjXTIYiQrr+OcdNGgQGRkZ1NbWYjAYCAgIQK/XK4FETEwMhw8fVo5/4IEHWLhwIX5+fkRHRysZhF27djF37lyeeOIJJk2aRHBwMKtWreLll19WXvv4449zzTXX8Pnnn7NlyxYee+wxVq1axZVXXslNN93EpEmT+Pzzz/nqq6949tlnefnll7njjjswGAxMnTqV559/vtH1R0dHK9vmIR8zjUaDwWAATJG7+VqbYzAYGDFiBCtXrmy0r0ePHsq2v7+/1b7AwEB+/fVXtm3bxrp163j88cdZunQpu3fvJiQkpMVzCiFEZ9ew4Rl03g6sXTIYsXWoxJU2b95MbW0tl1xyCS+88AIjRoxg7ty5LFy4kEsvvVTJLJhFRESQnJzc6H127NhBQkICf//735XnMjIyGh2XkpJCSkoK99xzD/PmzWP58uVceeWVAMTHx3PLLbdwyy238Ne//pV3332XO+64g7PPPpt169bRu3dvPDxa91elf//+ZGZmkp+fT2RkJAC7d++2Oubss89m9erV9OzZ0yqjYwsPDw8mTJhA3759eemllwgLC2Pbtm3MnDmzVdcrhBCdRcOGZ9B5C1g7/rd2F5WQkEBAQAD5+flMnz6dXr16cejQIWbOnElycnKjqb3NSU5OJjMzk1WrVnH8+HFef/111q9fr+zXarX85S9/4bvvviMjI4MdO3awe/duBgwYAMDdd9/Nl19+SXp6upJlMO+7/fbbKS4uZt68efzyyy+kpaXx1VdfccMNN1BXV2fT9U2cOJE+ffpw/fXXs3//fnbs2KEETuaMyfz584mIiGD69On8+OOPpKen8/3333PXXXeRnZ3d7Htv2rSJ119/nd9//52cnBw+/PBDDAZDk7U2QgjR1TSVGfHzAXMyujNlRiQYcaHvvvuOUaNG4ePjw88//0xsbCwxMTF2vcf06dO55557+Mtf/sKwYcP46aefeOSRR5T97u7uFBUVsWDBAlJSUpgzZw6TJ0/miSeeAKCuro7bb7+dAQMGcNlll9GvXz/efPNNwFRku2PHDurq6pg0aRKDBw/mrrvuIjg4GDc32/7quLu78+mnn1JRUcGoUaO46aablIJbHx9TxZWfnx8//PADvXr1YubMmQwYMIAbbrgBrVbbYqYkJCSETz75hAkTJjBx4kT+/e9/8/HHHzNo0CC77qEQQnRGFapgwxyMuLlplGLWzhSMaIxGc/mL6CgMBgMZGRkkJCTY/KXfmezYsYOxY8eSmpqqFNK2RVe/X+1N7pft5F7ZR+6Xfdp6v776xcik+01f4bPPOcJ7j8Saag6vNJBbBHE9IGtd5/hz6JI1I6JjWb9+PQEBAfTt25fU1FTuuusuxowZ0y6BiBBCdFfqYZr/rXof3bFjfPrppwT6QW6RTO0Vwkp5eTkPPvggWVlZREREMGHCBKvZPkIIIexnVaBaV8GGDRs4efIkgX5Ryn5bZjR2BBKMCIdbsGABCxYscPVlCCFEl2IdjFRiNBr53//+R6DfHaan6qBaB77errk+e3SOwSQhhBBCWGmYGQFYvXq1dRfWTlLEKsGIEEII0QlVaFXzT+qDkZ07d+JmtEQgEowIIYQQwmGayowA5J9MVbYlGBFCCCGEw1gFI4ZKZfNE6oGmj+nAJBgRQgghOqHmMyPHlG3JjAghhBDCYSobBCPmldTVgYkEI0IIIYRwmIaZkcWLFyvbZl06GFmxYgWXX345F1xwAddccw3l5eXK8xMmTGD8+PG89tprqDvNHzx4kHnz5jFmzBiWLFlCbm5u+3wCIYQQohtSghGjAQxahg0bxogRI6CuXDmmywYjq1at4qeffuK9997j+++/Z+nSpXh5ebF9+3bWrl3LihUrWLNmDdu3b2fDhg0A6HQ6HnzwQebOncu2bdsYPHgwjz76aLt/GCGEEKK7UIKRukrASEhICL1797YKRrpkAWtdXR3Lly/nH//4B9HR0Wg0GpKTk/H29mbz5s3MmjWLuLg4IiIiuPbaa9myZQsAe/fuxdfXl+nTp+Pt7c3ixYs5dOiQZEeEEEKIVlICDYNpWCY4ONi00rlVZqRzrIVrVzv4U6dOUVNTwzfffMOqVasICAjgmmuuYdasWaSnpzNlyhTl2JSUFN544w0A0tLSSE5OVvb5+voSFxdHWloa0dHRjc6j0+nQ6XTWF+rhgZeXl10frrMyGAxW/xctk/tlH7lftpN7ZR+5X/Zp6/2yZEZMwUhQUBCBgYFWNSNlVa7/87BlRWK7g5GKigqys7PZsGEDOTk53HbbbfTu3ZuqqioCAgKUY/39/amqMg1WabVa/P39rd7L398frbbp/NHy5ct59913rZ6bPXs2c+bMsedyO72srCxXX0KnIvfLPnK/bCf3yj5yv+zT2vtVUdUL0CjBR0lJialWU5UZySuoICOjqD0us9USExPPeIxdwYi3t2m1nSVLluDj40OfPn2YMmUKO3bswM/Pj4oKSzRWWVmJn58fYMqEVFZWWr1XZWUlvr6+NGXRokXMnz/f+kK7WWYkKyuL+Ph4myLK7k7ul33kftlO7pV95H7Zpy33S1cLOn39g7oKfH196du3L7169QK9JRgxaAJISAho+k06ELuCkYSEBDw9PZvcl5iYSGpqKmPHjgXg6NGjJCUlAZCUlMT69euVY7VaLdnZ2cr+hry8vLpN4NESNzc3+QdtB7lf9pH7ZTu5V/aR+2Wf1twvrc4I1NeD1FUSHByMm5sbwcHBjQpYO8OfhV1X6OvryyWXXMKyZcvQ6XScOHGCLVu2MGbMGKZMmcK6devIycmhsLCQlStXMnnyZABGjBiBVqtl48aN6HQ6li1bxsCBA5usFxFCCCFEyyrUU3brKkxBCKa6EQxVpum+dJ7ZNHZlRgAeeughli5dyoQJEwgODuamm25i5MiRABw7dowFCxZgMBiYMWMG06ZNA0yZjhdeeIEnn3yS5557joEDB7J06dL2/SRCCCFEN9Gw4VlIWAhQH4xgNE339QjsNH1G7A5GAgMDefHFF5vct2jRIhYtWtTkvkGDBrFq1Sp7TyeEEEKIBqwXyWuQGQHTUE0nCkY6/kCSEEII0cFk5Rt58C0Dn/7omj4e1pmRSkJCQgCUoMRcN1LeVYdphBBCiO7sWJaRS+4xknUKvL2M5K6H0ECNU6+h4TBNk5kRTO3gjUYjGo1zr89ekhkRQgghbPTnCSMX3mkKRABqdJDrgjYeldWqB3UVSmakYTBiMEC1dQ/RDkmCESGEEMIGB9NNgUjD4KPSBUMhDYdpzJmRwMBA5TmzzlA3IsGIEEIIYYO7/89IQYlpWz3qUVXj/GuxmtprsGRG3N3dTR3PO9nKvRKMCCGEEDbYf9z0/4hguHu25XnXZ0YsNSNAo8ZnEowIIYQQXYDRaKS4zLTdKxJiIyypEav6DSep0Kpm8ahqRoAmVu514oW1kgQjQgghxBmUV4G+zrQdFgR+PpZ9rglGVA8aZEYaBiOdoQurBCNCCCHEGZizIgDhQeCvCkaqOkAw0jgzYlm4VjIjQgghRBegDkbCGgQjHTMzIsGIEEII0aUUW0Y9CAsEf1/L40qt87uwtpQZkQJWIYQQoguyzoxo8PO2PHZ5ZsRYRUBAgPKwUQGr1IwIIYQQnV9Rw2EaVWbEpTUjhmpCgvxxc7N8nTcqYK1yzfo59pBgRAghhDgDq8xIYAeqGVF1XzVrVDMimREhhBCi8ysus2QXwoM7UjBiXS8C0mdECCGE6JIaFrBa9RlxQeZBKZptMJMG6gtY9RKMCCGEEF1KR5raazAYLeeUzIgQQgjRPagLWEMD4T8fvQ9GU0tWZxewVlWD0Vjfjt7QODMSFBQEhiowGgDpwCqEEEJ0CebMSIAv6Goq+etfH4a6SgBOl+mcey2qISP0JU1nRjAq1yeZESGEEKILMAcAYUHw1ltvUVhYaMo+AJXVzp06W1iielBb2HRmBJShGglGhBBCiE5OvWJvaICBF1980fSgPvNQVe3cr1L1kBG1RY0yI0pwYg5GZJhGCCGE6NwqtVCrN21XlWVTUFBgemAwBSPVtRqnXo9VMKIvapQZCQwMNG2oMiNGY8dufCbBiBBCCNECdY1GZtrvlgf1mRGd3gODwXlf9tbDNMWNMiPu7u74+/srwYjBANXOLWuxmwQjQgghRAuKSi3bNRW5gGrGSj1nzqixHqZpXDMC5um9lcrjjl43IsGIEEII0QKr2Su1xQA8/PDDUGf5hndmr5EiVTdY9I1rRqDzrdwrwYgQQgjRguIGNRqJiYmMHTvWKvPgzMxIoSpTQ23jmhHofI3PJBgRQgghWmAdjJwmPDy8fpjGEow4NTOiDkb0hU1mRiQYEUIIIbqQhsM0YWFh9cMgrhqmqd8w1oG+tIXMiCWKKq1sdEiHIsGIEEII0YJiqxqNYkJDQxtnRpzYy0MZptEX4+Pjjbe3d6NjgoKCQH9aeXy6vNEhHYoEI0IIIUQLrPt6mDIjDWerVNU48XrMwUgzM2mgvoC1tkR5LMGIEEII0YlZ1YzUD9N4eHjg6V6rPO2szEiNzmhZ+K6J7qtmpsxIsfJYghEhhBCiEytuIjMC4OttGb5xVs1IwyxNc5mRxsM00oFVCCGE6LSUAta6CjDqCA0NBcBPVarhtGDEalpv0zNpoHEwUiyZESGEEKLzUjIj9Q3PzJmRAD/LmjSVWudkHhouktezZ88mj5MCViGEEKKLMBqNlgBAbx2MBKqCkdNlzln8xarhmb75YCQ4OFiCESGEEKIrqKoGnblOtT4YMQ/TBPl7KMc5KxgpatB9tcXMiLHWNLSEBCNCCCFEp9Ww+ypYMiPBgZZgpLS8FmcoatCaPjIyssnjgoKC6o8xXbMEI0IIIUQnZd19tQiwZEZCg7yUXaUVdU65nsJSVW3KmTIjoAQjUsAqhBBCdFINp/X6+vri6+sLQGiwZTpNRZVzgpGGs2lsDUZqdKCt6bjTeyUYEUIIIZrRsOGZOSsCEBHiq2xXuGI2TQsFrEow0km6sEowIoQQQjSjqEHNiLleBCA81BKMOKvPiNVsmtpievTo0eRx7u7u+Pv7d5ourBKMCCGEEM1orvsqQHhYIBhMhavaGg3OYFmX5jSBgX7KkFFTOlOvEQlGhBBCiGYUl1sXjKqHadQr91bXujvleiw9T5ofojFr1IW1rIWDXUyCESGEEKIZLWVGgoODlZV7a5wQjOj1Rkt2o4WZNGaSGRFCCCG6gJaCEVNmpAoAXZ0Xjna6Qn0tZw5GTF1YSyyvl2BECCGE6Hys+nM0KGBVZ0b0BscHIw27rzbX8MzMlBlRFbBWyNReIYQQotNRAoC6KjBUN64ZqQ9GDHii1zv2y97WdWnMZJhGCCGE6AKUzEiDRfIAAgIClGEagKoax16LrevSmEkBqxBCCNFOjhw5QlZWlkvOrXyBNxGMaDQaPNwsC+RVah17LVY9T2wIRkJDQ7tuZmTJkiWcf/75jBs3jnHjxnHnnXcq+1asWMGECRMYP348r732GkajJWV18OBB5s2bx5gxY1iyZAm5ubnt8wmEEEJ0WV999RUDBgygb9++Tg9IdLVGqs2xRn0hqHqYBsDLw7JAnqMbn9k7TBMbG9u1C1gfe+wxfvzxR3788Udef/11ALZv387atWtZsWIFa9asYfv27WzYsAEAnU7Hgw8+yNy5c9m2bRuDBw/m0Ucfbb9PIYQQokt68cUXMRqN1NTUsHPnTqeeu7RS9UBvSkuoMyMA3h56ZdvxwzS2LZJnFh8fD0a9cu1dLhhpyubNm5k1axZxcXFERERw7bXXsmXLFgD27t2Lr68v06dPx9vbm8WLF3Po0CHJjgghhGhWeno633zzjfK4vNy536al6qm0dU0HIz5eBsvx5XocyXqYpvlF8szi4uJMG/VDNVZTgzsYj9a86MUXX+TFF18kJSWFe+65h759+5Kens6UKVOUY1JSUnjjjTcASEtLIzk5Wdnn6+tLXFwcaWlpREdHN3p/nU6HTqezes7DwwMvL8dPneoIDAaD1f9Fy+R+2Uful+3kXtmnve/X+++/b/W4tLTUqX8WVpkEfSlubm4EBARYXYOvlxHqR2pOFVViMATZ/P723q+CEsu2xnCakJCQFl8bGxtbf+2ngQSKy6CuzoDGOZ3rFW5uZ8572B2M3HnnnSQlJeHm5sbq1au56667WLt2LVVVVabK4nr+/v5UVZmqjLVarWnBHhV/f3+02qarfZYvX867775r9dzs2bOZM2eOvZfbqbmqYKuzkvtlH7lftpN7ZZ/2uF91dXUsW7bM6rnMzEwyMjLa/N62OpbuDUTVX1ApQUFBjT6bp6qA9UhqNhlJ1t91trD1fp0siAR8AAgNMJCdnd3i8UajEX9/fyrrMyO1ejh8LBM/b+f2G0lMTDzjMXYHI4MHD1a2r7/+ejZs2MDBgwfx8/OjosKSA6qsrMTPzw8wZUIqKyut3qeysrLZBX4WLVrE/PnzrS+0m2VGsrKyiI+Ptymi7O7kftlH7pft5F7Zpz3v15YtWxoN5bu7u5OQkNCm97XHb5mqB/pSIiIiGp0/LNgbTtU/cPO36/rsvV+VNfVBRF0FsdHhNp2rV69e/KkqYg0M6UVcy6M7LtGqYRo18w1MTEwkNTWVsWPHAnD06FGSkpIASEpKYv369cprtFot2dnZyv6GvLy8uk3g0RI3Nzf5AWgHuV/2kftlO7lX9mmP+7V8+fJGz5WXlzv1z6G8ygiYA4AywsLCGp0/KMBdCUZKynWtuj5b71dBSZ1po7541ZbXxMfH82e6ZXpvaaWGXm5OHqexgV13rby8nF27dqHT6aitrWXlypWUlZUxYMAApkyZwrp168jJyaGwsJCVK1cyefJkAEaMGIFWq2Xjxo3odDqWLVvGwIEDm6wXEUII0b19s6uIT1LvhPi/4ePjozxfVubcrl0NZ9M0LF4FCPS3LJBXUlbbaH97MRpVi+TZMK3XLC4uzrolfAedUWNXZkSv1/PGG29w4sQJPD09SUlJ4bXXXiMgIICxY8dy7NgxFixYgMFgYMaMGUybNg0wZTpeeOEFnnzySZ577jkGDhzI0qVLHfKBhBBCdG73v1qAMWgsBI3l8os8WffRE4CLg5G60kY9RgBCAi1Z/JJyxwUjpRVQZ6jPaNgwrdcsPj6+UzQ+sysYCQ0N5aOPPmp2/6JFi1i0aFGT+wYNGsSqVavsuzohhBDdTnqep7Id1Pc2wDXBSFmlqtBTX0pYWO9Gx4QGeaqOr3PYtRTa2QrezBSM7FEeF3fQYEQGQYUQQnQolXURyvZXv4Xj7WOa7OD0PiNWwzSlTQ7ThIVYhpEqqhw37diqx4jdwzQdPzMiwYgQQogOo6TcSJ0mUHmcU6jBN+oywAXDNA2anjU1TBOuDka0jpsym1OgeqDLty8zUqsORpw7rddWEowIIYToMNJONv6yrAufB7i+ZqSpzEiPMD9lu8qBa9McU7cUqT5u5zBNxy9glWBECCFEh3HweOOe5ZW+k8DNh7KyMqsFWB3Nltk0PcItTc60Osd9pR7LVn1u7TGbg5HAwEACfCyFtRKMCCGEEGdwMNUSjHi5maIBgyYAwqah1+uprnbw0rgqZeZgRF8OGJoMRqJ6WIaUqmvdG+1vL1aZETuCEYDYKEvAVOzc5JLNJBgRQgjRYRzNsvwWPzpWtUpvT1NXbmcWsSqZkTrTVJamakYiVcGITt/mPqLNUoIR3Sn8vPVWy6+cSe/YEGW74LTjph+3hQQjQgghOoyMPMv2+EHZxPWofxA6CTwjnFo3ohSwNrNiL0CAvw8YagDQ1Xk22t8eKqqM5BbVP7AzKwIQHx8DelNAVVjiuOnHbSHBiBBCdGN1dR1rdkXeaW/ThqGWAUkBXD2+foebJwSNcVowUldnpMK8lqu++cwIgMZoWhRWb/B2yLWk5qgeVKe2IhixFLGWVHS8VvAgwYgQQnRbh04Yib3KyPAbDdYNvlyoqLJ++KEmk5iYKFLiVV+eHuFOC0bKqlQP9GX4+fnh7d10sOGGqY6lDscEI22pFwHrLqzl1R5OLQK2lQQjQgjRTf3nKyP5xfD7MfjoS1dfjanHSE1d/VTZmgyioqIIDVQd4BHivGDEhmm9Zh4aHQBGja9DvuitgxH7MyPqxmcGo7sl49OBSDAihBDdlLo+4+Otrv9tOSNf9aDaFIyEBame8whzWgGrLdN6zTzdTMEIbv4Ome3TcFpvZGSkXa83ZUZKlMcdcXqvBCNCCNFNqb/8dxyAzHzXBiQnci3bHnU5BAYGEqqeNOIZ6rTMiHX31dIWV5n38qifoeLmSUFRabPHtdbRLOtg5IorrrDr9XFxcQ26sLbXlbUfCUaEEKKbysy3fjzp2mVcdtll5ObmNv0CBzuhytSE+Jag0WgaZUacFow0WJcmJiam2WN9PCwzVPILGjdta6uDx02zdag5yYXjRnL++efb9fqAgAC8PSxFMBKMCCGE6BD0eiM5hdaZkMOFQ/nyyy/54IMPXHJNx3MsX+qRQabCBuuaEedlRhrWjMTGxjZ7rI+XZYG8U0XtG4yUVhgo1davf1N9jL///e+tep+QAMufdVGZ64fkGpJgRAghuqGcQjAYGkzzDBwBvn3JyspyyTUdzaxRtuN6mAKTQD9w09R/eToxGGlYM9JSMOLnY/lyLyyuava41lix5idlO8K/hAkTJrTqfXqEWLrDnsjueKkRCUaEEKIbshqi0au+nCLmcOrUKadfD0B6bv2XuqGW3jFeALi5aQjyq888eIQ6r4C1wYq9LQUj/paFeykobr+pKkajkTff/0p5PPmivmg0resTEtPDEowcy5BgRAghRAdgNXMl713Lds+55Oe7JhjJKazvYFqTRUy0ZfpqSKA5M+LMmhHVUIa+5WGaoABLG/j8gvb7ov/55585mmkZApp26cBWv1dirCViysitaeFI15BgRAghuiF1ZsRH9yvjzqp/4DeQrOIQp19PSbmRyhpzMHKCqKgoZV9EUH02wCOY0tL2LxBtSmmDmpGWCljDgi1f9HntGIzs2rULfPsqj/vFt757anIvy2J5ecVtuiyHkGBECCG6oYw8y2/+MeF65l5i+aLLrx3h/OtposeIWbi53kHjxulyA86gLmB1p7LFRmM9wvyU7YKiymaPs1d6ejr4JiuP+zSfnDmjxFjLHOmicsesodMWEowIIUQ3dCzLkqpPjPFgZD/LPm1dOLW1zl3dVd2ArWFmRD29t7TSOV9b6sxIZLgPbm7Nnzcm0pJ1yC/Wt9s1mIIRU2YkOqwOP5/WZ0aiIkOh1rTaXmmVb7tcX3uSYEQIIbqhE7n102jrtKQkhhITodrpFU1hYaFzr0cdjDTIjKgbn5VpPXAGdQYmLjqohSOhb4LlAgvL2u/6Uk8UgqfpD6Z/gvsZjm5ZREQE6Ez9YyprAzrc+jQSjAghRDdjNBrJLTbXZ2TSu3cCkWEA9V/AXtFOn1FzQjVsRPUJq5bn6sxIRbVzhhiKSuozHIZq4mJ6tHhsfKQlAGmvrIPRaCQt1/K+fePa9n6mYMQU8dUZva37qHQAEowIIUQ3c7ocqmstM1cSEhLw9NDg71nfI8MVwYiq6Wuwz2mrFXJDAy3DE9W1PtTV1eFoJeX1wdEZZtIARIdbtiv1Qe2SdSgoKKDGc7DyuG9c64doAEJCQqDWUpjT0YpYJRgRQohuxqrHSE0GvXv3BiDEr75Hhlc0eU6e3ptpPp2xzurLHawzI3iGUVHh+Bk15dr6L38bgpEo1Rp6Bvee7TL9OC0tHaJuUh5PGNm293N3d8fHrUR5LMGIEEIIl7IuFs0kISEBgIjg+qEJN0/Ss5zTz8Mst7B+iEiXT3SU9bCI1WJ5HiEOb3xmNBrR6uqHSM7QCh7Ay1ODt1v9/fKKJi8vr8XjbfHVrjIIGAZAfMhJhvVtW2YEIMDbEsTlFrX57dqVBCNCCNHNZKqSHh51J5Vpq+qMxImTzmuMZTAYOVVS/2Vbm2dVvAo4fbG8Si0YjPVfj3VlLfYYMQv0ri/C8IomN7ftwcinuyw1M1NH5rT5/QBC/S1/ptmn2m/WT3uQYEQIIbqZjHxLTUNUiE6ZtqouxMw+5fi6DLPiMtDX1QcjuvxGwYizF8uzZ10as7CA+i96N29SM9o2BlJUamR/bv1c69pi5k1onxk6EUGWACTjZHW7vGd7kWBECCG6mdRMnbKdEGX5GugTZ5kJkn/aeV8PVvULusaZEetgxPGZEetg5MzDNACRoZapwKkZbatpWb4Z6oz1Bcb5KxjQr3eb3s8sKswShGbmObePzJlIMCKEEN3M8Zz6LyKjgZQES/dQdcvwonIvp13PmYIR62GaEIcHI+ppr17uWgICApo/uF5cT0sfkPQ2DHEZDEbe2WAJGvzL/0tYWFgLr7BdbE9LhiW3SPqMCCGEcKHsgvovTl0efZIsDSxie1i+Esqq/Ru+zGGsgpHaxsM0vt4aPNzqhxg8wxxewFpSYfmiDrLxNvSOsUxFPlnQ+pb1W/dCqrlE5PQ3JMcaWr1Sb0OxPf3AYAqUTpVY/qxf+tjIf7828ucJ1wUozmllJ4QQokOo0Rkpqapf2K0mQ5lJA1h1Ya3UB2M0Gtvti7AleeqZHU3UjAAE+NRSUuXhlJqR3IIqwJQxCgm07Xf2lN6WsaT8ktb/nr/pJ1VAkPdvEscmtvq9GurRo77xmU8CxfWZr+oaIw+9Y8RggGF94bdljv/zbopkRoQQohvJLlA9qG94ZtawX0ZlpXPadOafVn0BNzGbBiDItz4z4oSakcycUmW7R6htw1XqIa7TFT4tHNmyUyWqBxW/kpjYfsGIugtrRY0PtXojB0+AoT6Rc1ZSu53KbhKMCCFEN9Kwx4i54Rk07pfhrC6s6mEajf4U4eHhjY4JDqj/xnT3p7jEsUFSdp5lGCgywrbAIibCklEo1525xqQ5xeo4S3+6XYOR8PBwJRgxoqGgBPYft+zvH++86dwNSTAihBDdiLrHiFttdqMeGgFe9TNBvKLJd1IXVnUwEhagw9298aJw6pbwhSWOnXZ8qkirbMdG2hZYqHu01BjCWt2y/rQ5DjIaQF/a/pmRWks0mlcEvx61XOcHbz7QbueylwQjQgjRjagzIxEBVY2++EP96/tPtEO/DFspNSN1WiKaGRaJCLZ8XRWXObbQsqDYMvU5LjrYptf4emvw1JgDuSgKCgpafkEzis3BiL4EMDpsmAYgtxj2HLJkQ/rFua73iAQjQgjRjaTlWL5o4yMbFyv2DLE0xjqeWeWUa8orrg8uavOIaGKIBqBHqGW+xelyxxZZFpdZsgWJ8bZPq/X3rI8k2tCFVcmM6E2BYHsGI6GhoVaZkdwiOJhRf19rTtK/T9P33hkkGBFCiG4kO98yBJEY13jeanS45Yv+RK6u0f72Vqs3Ulhq6b4aERHR5HGR4Z7KdmmVY7+61E3Pknv3aP7ABpSFBt39Scu0PzNiMBhVwchpIiMj8fPza/E19nB3d7cMwwF7jxgp19bf18oDVvVDzibBiBBCOJjBYOT+Nwzc+JyBSq1rm03lFVk6b6b0bvxbf0K05Uu/Lf0ybHXqtOqBLr/J4lWAHiGWzEi51rFdKSqrLe9vTzDSI9iSVTqabn8vlLJKMJr/erRz8aqZMgwHfPmLakflPglGhBCiK9u6F15eDe9vhtfWuvZaisvqsxB1lVYNz8yS1C3h29Avw1b5Vg3P8poNRtRdWKtqvJs8pr1U19YHZEY9QQGNi2mbo55Rk5Zjf/1FsTp+cVAw0iPYEmCm56p2SGZECCG6tiOZlu2NP7k2M6JkFWqLmvzy6dfb8q1fXOHYL31o3Aq+uWEa9fo0VbWOuy69Xk+t0TQ04k6lXU3fekVZskpZ+favintaHYzUFjskGIkKb+bzVO6z6jnjbBKMCCGEg2WdsgQgPx+CghLXBCRGoxFtbX0Ngr6YuLjGmZE+8ZbMiDNawlsHI80P06iDkZo6x11XXl4euJtm0Hi725fd6BNvua68VkxEcmSPEbOeEcFQW2T9pKGGHgGn27U+xV4SjAghhINlqWoZjUb44mfXXEeFFgzmVUD0RfTo0bgeQl3AqtWHOPya8loxTGPQBFFT45gGXUeOHAEPUzDi52VfdqNfouUii8pa7txaU1PDd999R0WFpaDUKjOid0xmpOH0XgCqDpHYu3Fg6kwSjAghhINlN+gdtnmXazIjRZYu52j0pwkJCWl0jI+3Bnej6cBat4hWN++ylTKtF2wepsHTcS3ht/+0G9xMw0DhIfYVyibFWbq1lla3nGW4+eabueSSS7juuuuU56xrRkro16+fXee3RXh4uNX0XgAq97u0XgQkGBFCCIfLahCMfPEz6PXOD0iKVN/fPh5VzdZD+LqXmDY8oykqcmzjs4Y1I80O06gboXqEOGzl3h27/lC2Y2zsvmqm7sJapW++WdqxY8f48MMPAdi3bx85OaZletWZkQAfHbGxsXad3xZNZkYkGBFCiK7NYDCSU2gdeJRUwK5Dzr+WwlLLdQT4ND/MEeRd32jD3ZfUE4UOvSarFXtrm68Z8fDQ4OlW38fDQYvlGY1G9vx2VHkc09O+2pRAPw3umBrF1bn1oKqq6aZx//znPzEaLX8Wu3fvBiA7z3J8cu9wh6yY3Fww4oghIXtIMCKEEA506jTU6uu/VAyWHh+f73R+ZiQn31KQGezXfD1EWIDluMNppc0e1x7yzX1G9KVgqCYsrPmOp74e9dflEeqQYOT48eOcrrTUeoQHtXBwM3zd6++XVzT5+fmN9hcUFLB8+XKr5/bs2QNAepal6cqgftZrBrUX9WJ5CsmMCCFE12Y1RFO80bQAGvD5ThdcS66ltWhYYPPBUI8QS51IWrZjW8IrwzS6PEJCQvDwaL5Ow8+7PpvjEUZpafsHI7t27QKfZOVxn1j7MxNBvvX32COYE5mNFxp86623qK62nqXzyy+m7mPqzMiwwY6ZZtsoM1JzEmoLJRgRQoiuLFvdFbziVyg3peQPpEFWvnOzIzmnLF+CPUKb//Ef28PyJZyRW9vscW1VVW2kzBwftTCTxizQp/5a3DwpKG7/IGnXrl3g20d5nNyKko3wQMv9OpxWYrVPq9Xyr3/9CzC1Zg8ONtWV7N27F4PBwKnTlteeNzLF/pPboOHKvVTuB3BpjxGQYEQIIRzKKjNSkw2ntygPP9tuf2OstlC3go+KaH7qaUKUZd/JQscFTPkNeow0N5PGLMjPkrHJL2rbujl5eXnMmDGDW2+9FZ3O9F6mzIglGOnTimAkOszS4fRYRqXVvo8++khZzXfOnDlccMEFAJSUlJCamkppZX23V0MNw4cOsP/kNggNDYXKP8BQn2Uq2UpkZCS+vr4tv9DBWh2M7N+/n1GjRrFixQrluRUrVjBhwgTGjx/Pa6+9ZlWgc/DgQebNm8eYMWNYsmQJubm5TbyrEEJ0LdkFlp+D/p6nSYlIVR7/e80xp15LQYnlizKmp0+zx/WJt0xLPVViezt0e9k6k8YsVDW0dKq4bYHcihUr+Oyzz3j77bd58803qaqqYt++fUpmxM0NekfZ/77xkZYurOkNWsK/+uqryvZ9993HqFGjlMc//fQT1XpTQOBOGX5+jgkOPDw8CA2ohQMT4OhiOPkvlw/RQCuDEYPBwCuvvMLAgQOV57Zv387atWtZsWIFa9asYfv27WzYsAEAnU7Hgw8+yNy5c9m2bRuDBw/m0UcfbZ9PIIQQHdiJXEsAkBjjyX/eeUApZD2R59ncyxzidJll+CUhuvlpq/2TLNNSHdkS3t5gJCzQcv0Fp9s2fJSdna1sP/XUU2zbtg29Xg++fQHo1RO8veyvGUnpbWmIkplvucaSkhL+/PNPAEaPHs2IESOsgpGPPvoIPEIB8PdyTEM3s/DwcCj7CfLfB6Ou8wYjn3zyCYMHD7aaCrR582ZmzZpFXFwcERERXHvttWzZYkpH7t27F19fX6ZPn463tzeLFy/m0KFDkh0RQnR5x7MtXyz9Ev0ZOWIYGl0GAJWGKKsMsqOVVtUXhxoNJMQ13wdjQB/LjJbyGse1CLfuvnrmYZronpZswclT9i9Ep1ZYaJmyXFRUxM033wweYeARAkByKxuSDk6xBFT5py1ZpYyMDMsxgwcDMHLkSOW5bd/+CO6mANGqwZsDNLzPHSEYsXsd5tLSUj7++GOWL1/OK6+8ojyfnp7OlClTlMcpKSm88cYbAKSlpZGcbKlQ9vX1JS4ujrS0NKKjoxudQ6fTKWN4yoV6eODl1XJ73a7CYDBY/V+0TO6XfeR+2a497lW2eV2a2kL6JsVhNBrx5SRVJGPQ+JNXZCQyzDkBSaV5tVv9aXr2CG/2cwUFuIOhCtz8qK4LsPnz23u/rHqM6PIJC+vT4msTYi3f0rmF1W36c1EHIwAnT56EwNHK4z4xrftz7x1t+Z46XemjvEdaWpryfK9evTAYDISEhJCQkGAKVOqzIgA9wzwd+u+zYQbKfD2O4uZ25ryH3cHIG2+8wbx58wgKsp6AXVVVRUCAJe3n7++vNHzRarX4+1s3j/H390er1TZ5juXLl/Puu+9aPTd79mzmzJlj7+V2allZWa6+hE5F7pd95H7ZrrX3qs4AheX1v2LXZBEcHExGRgaBnvmY54J8syOdsWc5Zy6BVl//JVRbRHV1tdVv6w15GD3R40ctwZw4ccKuBly23q9jmWFAfYBRP920pWvy0vgBpkxNXqGuxWPPpMnMvKp4Ncz3NBkZ9k8frtNqgF4AVOlDSE1NxdPTk99//105xt/fX7n2oUOHNgpGwoPd2vTZzsTHx7peyM/Pz6Hns6Whml3ByOHDhzl48CAPPfRQo31+fn5WC/5UVlYqKwD6+vpSWWldVVxZWdls9e6iRYuYP3++9YV2s8xIVlYW8fHxNkWU3Z3cL/vI/bJdW+9VbhEYzEmPmhxGjRpFQkICseE/kF9iejq7yIeEhMYZ4vam14NS8qkvYujQkXh6Nl+z4utxlHIj4BFOcHAloaHND+uY2Xu/KtUJ8No8UlJSWpximqJKZpRrPdv0d9jcNM08vba0tNRqWu/IwaEkJIQ2+doz8dBo0Rt9wSsGd3d3EhISrJq0jRgxgoSEBAwGA2eddZapvtLDMjSWkhhBQkL7d181a3iPR48e7fKpvXYFI7/++iuZmZnKcExFRQXu7u5kZ2eTmJhIamoqY8eOBeDo0aMkJSUBkJSUxPr165X30Wq1ZGdnK/sb8vLy6jaBR0vc3Nzky8IOcr/sI/fLdq29VzkFRqA+GqnJom/fqbi5uZEUZeDXEtPTB4/XOOXPobTKci2elOPt3XJhaoC3lvJqQONBakYR54Tb/sVs6/3KP10/NGA0QG0BPXr0aPF10eGWz1DnFkFRURGRkZE2X5daUZFpjCg+Pp5rr72Whx9+2KrhWUq8Bje31gUEgd7lnK42BSNZWb/Tp08fMjMzlf2JiYnK5xw6dKjpyQaZkdae2xYNa0bU1+MqdgUjM2fO5NJLL1Uev/zyy8THx3Pdddexb98+nn/+eSZOnIi3tzcrV65UshsjRoxAq9WyceNGJk2axLJlyxg4cGCT9SJCCNFVqHuMuOlzlYXP+vX2gMOm51NznFMvol6x19fzzA3DQvz15NbXiB5NP805Z7f/NSkFrLWFYNSfcTZNlLpTvFckWVlZrQpGqqqqlDKBiIgI7r77bjIyMlh9eDTmGcNJbejGHhGo43Q14BHE4WM5XHSRZfjJzc3NagG8gQMH4u7uTp2n5cM5s4C1I/QYATtn0/j4+BAREaH85+3tjZ+fH4GBgYwdO5aZM2eyYMECZs+ezZgxY5g2bRpgynS88MILrFy5kosvvph9+/axdOlSh3wgIYToKLJUPUZ6Btfg7m6aXXFW3yAwmhp4ZRc23++jPeUWWqaZ+vucuWFYRLDl2tOz2rZCbnGZkYw866CrrNJIrrmAtb4j6Jlm04QFgZumvvGZV6RVtsEe6uLV8PBwvL29efPNN3EP6AdAbA/w82l9ZiJG9TEOpZrWmzlx4gQAcXFxVsNjvr6+DBkyRJnFAxDmxGDE1QvkmdldwKr2+OOPWz1etGgRixYtavLYQYMGsWrVqracTgghOpUj6VWYCy57RVp+90vsHQM1meCTSEFFMEaj0SErtKqdyC4DTL99h7SwSJ5ZVLgH1E8Aycxrfev13EIjydcYqdXDx4/CVReZPueLHxvRmeOj+hb5Z8qMuLlpCPar4XSlH3hGkZm5vVXXZB6iAcsXc1mlkYIS03OtaQOvlhDtBaaWIqRmVlFZWamcs6najPPOO4/fP3deZkR9nzvCtF6QdvBCCOEwxzItX+J9Eyyp8NjYWNAeB0Bn8KO4/dd8ayRTtUheaAuL5JnF9lS1hD/V+gZj3+yFqmqo1cNNLxjJyjeSW2jklTX1BxhrIetZ/P39z1jHAtAz2JwZ6cmJjNbNclJnRszByPEcy/4+bVwwt5+68Vme3mqmSlPByMMPP0xSP0vPkbBWrBZsj7POOovAQNM1jh8/3rEns1GbMiNCCCGal6laCO+sfpbffCMjI9HUbDCXtpKaA+FnnqzSJuomYT1Dz9zivXespR3DqdOtr2tRNzYrqYAFzxhJiTMFKAC+p1egrU4nwsbZHLE9PDhykvrC2tOtuqaGwzRg+jMwS45rW5YquZcl8MwrcVeGaKDpTERcXBznXxBH2lemx47OjISEhPD777+TlpbGxRdf7NiT2UgyI0II4SD5JfXZhdoC+vW1fNm6u7sT5GVZzjc1u+Er25+ti+SZJfeyREdF5a3/qsgtsg5kvvsN/r3RtB3oBzWpjwFnHqIx6xVtyZ6cyGldF9amhmmsgpE2DtOoVz0uqfQlPT1dedzcFNrTqrIcR2dGwDTLdcKECUodk6tJMCKEEA5QV2ekvKa+EWRNFn369LHaHxlk+fY5nOn41XsLVYvkxUWeuWi2T4IlGCmran2rBauW7w38ZUY1hpp8wPZgJKaH5Wsrp6CuhSOb19QwTWq2JWhqazASo/oode6R7N69W3ncXDCiHqoLaX7ZoC5LghEhhHCAvGIwUv9bZ01Oo1kLCZGWAOSP1Lats2KL4nLLb+u9YvxbONIkKszy9VBZ2/r1adQt32+dYdmODIO54yxdUM80k8ZyXeqsgzfV1fbfuzMN0/RpazCi/iheMfzwww/Kw+YKRs2ZkUA/8PRwbDFzRyTBiBBCOEC2ZRQGP/eiRktipPSylOylZrfuN3x7lFVZppMmxZ+5QCU4AFNxKVBjCGr12iXmzIifD7x6h4Yp54K/L7xznwZtReOg4Ewa9hpRr75rq6KiIvCMgkGfs3TNAA5nGDl+0rSvRwgE+bctGPD20uBn7uXiHWM1TBMfHw9ARZWRD76AnEJTwFpcH4w4ul6ko5JgRAghHOBYpuU39oigxr+9947vCTWmL9LMAsd3nK4wL5JnqCYu5sxZCI1Gg5em/hvSI5zTp1tXLGoORqLCwMtTw+cvuFHxpRvTx2mazFCciVUw4hnVql4jhYWFELUIwi7j81/8GbLQSE598NjWIRqz8MD6Xi5elqk5UVFR+Pj4YDAYmfygkRueg2tfiKRWb8mMOKNepCOSYEQIIRzgwFFLsUR8z8Y/auPi4kCbCkCZ1ofSCsd2Yq2uqx9qqS2iZ88eNr3G36t+OrBnD/Ly8u0/Z41R+ZKNbiLWaKqQ9EwaZkZaHYx4W2o39KrEVHKc3W/XJCXec/MGD9OHNw/RfPAFbN9v2p2R78knP5imPgOEdsN6EZBgRAghHCIty7JwaFJc45qLuLg4qD6uPFb3uWhvRqORWqPpV26N4bTN7b8DfWpMG24+pGcWtHxwE/JVyRSrIKKeOhixOTOiPqyVwUhRURF4WZYj8VBNKBnQTgvUJcaosl312ZGEhAROlxt58C3rwPPV/1m2JTMihBCi3WTnW1qupySGNNpvanyWqjxOdWAwUlUNRo1pmEYZerFBWKAlZZCaWdrCkU1Tz6RpKhhpzTBNgC/4eNXXr3hGkZVlf+OzwsJC8DKtaePmBgc/1HD9ZXDlOLjpCrvfrkl94lUBqLclGHnkPSOFDW7lL39atqVmRAghRLspLLX8hp2S2HjF25iYGKvMiCODkcJSy2/ifp5am1/XM9TyFXEiu6KFI5umnkmjngVj1pphGo1GQ1Ro/efxOnPNSNpJI1MfNvD0h6bXKIvkeUUB0DPEtELvir+58cnTbvQIaZ/MiLrXiDkz4hY0krc+Mz3l7wtXN9H81NHr0nRUEowIIYQDlKh6c/Tr0/i3fm9vb0J9LakDR67em5Zl+VU8wLvG5tdFR1hm/GTl2/46s1xVZuRMNSO2ZkZM11U/ruIZzonM3BaPfeG/Rjb9BP94z8jxHGP9OTXgacqMRNl+WrvENpjeC7Dx4MWYJyU9er2Gv13b+HWhgd1vWi9IMCKEEA5RWWMpGO0VF93kMfERlqGcY9mOC0bSsywdtYL9bZ9GHB+lamteZP/04zxV99WmvvRbM0wD1kM+mbnVGI3N37uDJyzbRzLrz+kRBm5ejd6rPVlNWPKOAZ8kDmabTtavF9w9GwYnwZBE6yBPakaEEKILMBqNLX45OUuN0dTLQ6MvICQkpMljEuLCQGeapXI8u3V9PGyRlWdZJC/cji+7pHjLmEFhif339Ew1I+bMiLe3d6M+LC1RBzbVdcEUFzff5lXdav9Enrl4NarF62oPDRufETZZebjwMg1enqYMyFVjrYe/pGZECCE6udraWi666CJiY2PZt2+fy66jqtqIQWP6cvXSlKLRNJ16j4uLgxpTAeapEjfq6hwTROXkq3qehNj+Y1+9WN7pCvvXVbU1GAkPD2/2HjXFqv6khbqR8iqj1TWk5xrri1ctwUhTw0ftoWcIaDT1AaZXDJ6R05V9U86zHDft3Cq8LP3oJDMihBCd3Y4dO/jhhx/Izc3l2Wefddl15BRYFqVTenU0ITY2FnSmmoc6g4ZTresrdkb5RZbW89E2LJJn1jPU8qVfUXPm9WwasgQCBm69aZZV4zS9Xq8M09gzRAMNe400H4w0nC59Is88k8YybNZUYW178PDQEBZQ//fAJxG9/1gA4nrAkCTLcSEBBqaNsTyOta2Ot8uRYEQI0WWov5Q+//zzVq1b0h4Op1oKM4P9dM0eFxcXB7qTyuOTRc0e2iYF6kXyomzrMQKm1uhmWn0AdXX21Y3kmj+PrpCNGz7hmWeeUfZt27YNnc50bwYMGGDX+1p3Ye3ZbDDScIaSMkxTX7za6L3aWWxEfaDjGa5MrZ5yLo2yQC/cApeOggfmQf926nPS2UgwIoToMtTrlFRUVPDNN9+45DqOZVhmr0QENV8L0igYKWz20DY5XaFeJM/2Fp+maab11+8RYVVweiZGo2qIpDYPgA8//FAJQP773/8qx1599dU2vy/YnhlJbbBszfHsukbDNI4MRnrHNM5CTTm3cbCREAVfvuzGC7d236/k7vvJhRBdTk6O9a/C69evd8l1pGdbhmaiwpv/MRsbGws1lqmpbQ1GCgsL2bNnT6MC3rIqS72HLYvkmXl4aPB2q1/wzbMH+fm2t4QvqQCdebSqvkj31KlTbNq0Ca1WyyeffAJAUFAQU6ZMsfl9oWEX1haCkQbTpU9XuJN7qtwpNSMAsQ267nt5wiUjHHe+zkyCESFEl9FwBdfPPvsMvV7fzNEOvA5VT464yOZrNEw1I+phmtYXsNbU1DBs2DBGjRrFY489ZrWvosbSDbRPgn2pAH/v+iZpnhHk5eU1e1xBiZHLHoBbXu+Btsa64Rk6y+uWLVvG559/Tnm5qRPsVVddhY+PffUokeoecp7Nr9x7KL220XMnizytMyMODEZiwq2zIBcOhQC/7jkMcyYSjAghuoyGmZGioiJ+/PFHp19HXrElqFDPSGkoMDCQAC9LD5C2ZEaOHDmifP6nn36an376CYAfdp+kzNDXdFB1OuFhtmdGAEL867/QPYLIPtn8+jR/f9fI17vhq71+vP+59Uwac5EuwBdffMErr7yiPL7mmmvsuh4Aby8NIebRJq+oZoORIxmNA9HUbL0SjPj5mNrLO0rDxZGbGqIRJhKMCCG6jIbBCKAMBziTuhV834SWv/zVX1g59q9Fp1APoRgMBq6//npKS0uZc89O0Jh+1A+L/NmuKbQAEUGWwOp4ZlmTx+QUGFmxxfL4sx2q4lWwyowYDAZ27twJQGRkJBdffLFd12Om1Hp4RZGTk9OouLZSa6S4snGkUVDmB55RynvYez/s0SgYOa/p44QEI0KILqK2tlb5Qh4wYABeXqbhkfXr12MwOK6hWFNKq7yV7QHJLY8DJMQEgMFU1JmVb3+XU7OG9RypqakMOfti8o2XAaAxVLD+zclNvbRFkWGWr4nMk1VNHvPSKiO1qiTE97/D4UzVkFNtPjExMY2++K+++mrc3d1pDWV4xT2AOqNPo8+fdlL1oFpVU+LXHzxNkYwj60XAeppun1joG+fY83VmEowIIbqE3NxcpXBzwIABTJw4ETBlS3bv3u3Ua6nQ1ddoGGpJ7t1y44j4eEuvkZzC1teMNFVcmlU7BdxN2YGrL6ykd3zjBfvOJDbSElidLGhcg1FQYuTfG62f09dhlSlBl8fIkSO59NJLrY5rzRCNWcMZNQ1X7/3juGVad5BR9ecfOLrp93CAvnGWc1x/mcahWZjOToIRIUSXoK4biIuLY+bMmcrjdevWOfVaagymoRk3QyEeHi3/5q8uYj1d4YGutnUBiToYufLKK0HjDTF/AUCDgWf/EtXcS1vUK9pS/Jpf3DjD9Nr/jFTVf++PVrULyTqlOkiXS3x8PDfeeKPyVFJSEqNHj6a1GgYjDetGvvvZ8vjsPmVoqM86+Q9r+j0cwMdbw973NHzxkoa/znfsuTo7CUaEEF2Cul4kNjaWadOmKb+Jfv/99067Dr2+DoObKf/vrWm6xkLN1GvEUuCZ1/wyKy1SByNPPvkkZ018Ebx6AjBnvBu9o1v3W3l8lGWmS0Gp9b7SCiP/qp897ekBHz8KoQFNDDXp8oiLi2PatGmcc845ADz22GNtyhRYdU5tYkbN3kOWi71odBQRgfURk5ul93p0uOMzFTERGiaN1uDhIVmRlkgwIoToEhpmRiIiIkhISADg8OHDTls873hGkfKF11IreLP2anx26pQlFbEzNZ5M99uUx/dd3fovwp4hltcWlWms7uO/N0Jp/TpvCyZB72gYP0xr/QaGaqgrJT4+Hm9vb7777jsKCgpYsGBBq68JGmZGIhsN06SdtHy9zZg0mH4JjacPOzozImwnwYgQoktomBkB6N+/PwBlZWV2Nexqi8PHbWsFb2ZqfNb2YCQ/Px/cg9D0/5DFLwdQUt91ddJoGDWg9cGIuiV8nSbUqtfItl8tgcn9c03nmHh2gyLX+pk0cXGm6k0fHx8iItq+AEvDxmfqYFSv11NSYzrAra6Yswb2Ijm+8XCZI3uMCPtIMCKE6BIaZkbAEoyAKTviDMdOqFrBB595Fk97ZUby8otg2A6MPSzFCXMvgVWPtW14QB2M4NmD9PR05eHB+s2QAKir+JPp06fz2Qd/wddblYWqH4KKj49v03U0ZJXV8O5llRnZ9cs+jF6m84X6FKPRaOgd1fg+SGak45BgRAjRJagzIzExMYBrgpH0HMvQTHQLreDNwsLC8MQSgbRmRo3BYOBURQT4DQQgyB9WPqLh48fcCAlsWzASoW6T4hmhBCNllUalSDXCL59Ro0ayadMmtmxaR7+eqiGT+lbw5mxVe+kbB97m5rYh48lSBaObvjmobCfFmALC3k3U7zp6aq+wnQQjQoguwZwZCQ8Px9fXNJ21X79+yn5nBSPZ+ZahmdiezbeCN9NoNESFWoo+W5MZOX36NHWeCcrj++dquGZi+xRM+nhrCPCu/0y+yUowcjjDckzqvg1otZZaET/t15adtXn07NkTb2/LFOH24Oej4eLh9Q+848g5HaE0Pvv+F0tgOmJgCGCqZ1HTaBpkfYRLSTAihOj0DAYDJ0+ahjrUv4G7IjOSV2QZmkmM82vhSItekZaF7FrT+Cw/Px98EpXHfWLsfosWDehVv9aOVzQHj5mm+xxSBSNUHQIs3Uyzf3+d3lFGUzO3wk/afYjG7IrzLAGXIWSSUhd0KN0SEJ4/3LRaXcPMSEQweMoMlw5DghEhRKdXWFioLE1vrhcBU7vx4GDTOMORI0eccy1llh+rfRNCbHpNQlwo1JkKP7Py7V/YLz8/H3z7KI+T2jkYOf8sS4bnjwzTrJRDJ1TDSVV/snr1ai666CIAMtP/YPntP8PPcVCy1erPpD1drm6vHnY5WVlZ5OfnU6azLJeb0sv05xEbAeqWL1Iv0rFIMCKE6PSamkkDpt/UzdmRjIwMqqqabmfenkpUreD7J9v2jRcXZ2l8lnfa/h/LpsxIkvK4T/uWZzDmLMu02KzTpt4lh05Y9keHlDBnzhwuuOAC5bk1q/8DetPMIkdlRnpHa4gMqF/QJ/AcDh49xW+//Qa+fZVjkuvvhYeHhvieqmuWepEORYIRIUSn19RMGjNz3YjRaOTYsWMOv5YqnWWV3vhI2+ok1DNqKqo9qaq2r4hVPUzj41lrXXTaDkZaSm8oretLbW0tB1LrMzj6Mob2N03VVQcjq1evVrYdlRkBGNWnvopW48bW37zY/H0WBF8EQLCvlrAgy7HqoRrJjHQsEowIITq95jIj4Ny6EaPRqGoFX4Gvt201CXFxcVa9RqxWvLVBXn4hePcGICa0ut3XQOkdDV6actODgBEcSc0ms6C+zqXqEIMHDwLg3HPPVRYoLC62tJJ1VGYE4NKRlvVy9hyPZNUv54DGNB5z0+QKq3uhLmKVYKRjkWBECNHpqTMjrgxGysrKMHqYsgTebqVnONpCvT4NQE6BfedNy9EpXV97R7f/CsUajYaYoPqW9V49+WSbqs191Z8MHjwYMDU0GzZsWKPXOzIYmXhuENSaordjpwdTUGu6Fk31cZbebN1cTd1rJMoJreCF7SQYEUJ0eurMSHPDNOD4ItaMrFxleXp/b9vrUxo1PrMzM5J5ylKZmdLLs4UjW69fbIWy/elPgZYdVYcYNGiQ8tC89oyaI4dpeifEwekvATCqvtJSPJfh52vddXXMEMu2elE/4XoSjAghOr2WMiN9+vTB3d30peTozMgRVSv4EBtawZtFRkai0Vva1dvbaySvxDKFeFCSr30vttGoAZavi33ZquBC+ycDBli+2Ztaibe9G56p+fj4EFj7g/WTJVuZMLzxukDjz4ZPn9aw8TkNY4ZIZqQjkWBECNHpmTMjfn5+hISEWO3z9vYmKck00+TIkSMYDO0/jGF2LEPVCj7I9vO4u7sTEVijPD5pZxfW4qoQZbtvvGN+rF8y2lIVazBa+qLEh5fj728p2j377LPx9LRkZyIjI5U6EkfpHXwUjPUFtcY6OH4vI0ac3eg4jUbD9HEarjhfApGORoIRIUSnZ86MxMbGNlm8aa4bqaqqarTUfHs6oWoFH2VDK3i1mAjLdWefsj2QMRqNVOgtc1aTols4uA3OGRartHZX1FUwtJ91Jaivr69VdsSR9SJmveOCIOtF0wrB6X+Fqj84++zGwYjouCQYEUJ0amVlZZSXm2Z6NFeb0N5t4fV6Pfv371faj5tl5VmGZuKi7Gt/nhhjOf5Eru1DPGVlZRi8zK3g60hoYg2W9uDr64N37R/WT1b9yZAhgxodq57i68h6EatzZPwDdvhDzst4eXkxcOBAh59XtB8JRoQQnVpL03rN1DNq2qOIdcaMGQwdOpRzzjmH1NRUAL788ku++WGfckxyL/uafSTER4DeNMyTU9DyMM3RTAM7DpiyJ6YeI6buq/7uxXh5Om4IoqdfpvUTVX9aFa+aXXjhhcp2YmJio/3trWH25ayzzrIaKhIdnwQjQohOraWZNGbtOb23pqaGzZs3A7B3716GDx/OQw89xLRp09ATqhw3pF/P5t6iSaYZNabPUlDqidHYOCAprzJyywtV9Jtfx9jb4fG30jmeUaTM4Anzs306cWv0iWzw/lWHlGm9apdccgnXX389o0aN4tZbb3XoNUHjP3cZoul8PM58iBBCdFxZWZbl6m3JjLQ1GMnKyrIKFCoqKnjhhRcAdwi2ZAR6hjbx4hbExcVBdQb4DaRG70FOAcSp4plNPxm57RUjWad8oD758cIqHx6dY1ktNzLEse3uhyfX8d0py2ON9rDVEJiZm5sbK1ascOi1qDXMjEgw0vlIZkQI0allZFiWj01ISGjymPDwcMLDTYuR/Pnnn206X3p6urIdGRlp2dHr7xB0LgCJ0dC/l33vGxsbC1UHlccHT1j2ffmLkakPG8k6Zf0arTGS5d9YIpaEnvYvsmePs/r3gBpLJqp3pBYfH58WXuEckhnp/CQYEUJ0arYEI2ApYs3NzaWysnEPCludOHFC2X788cf56KOPGHjezWgSHgHA3R3+8w8NHnYuTx8XFweVlmDkjzTLvs07VUM2p7+BIzcoD48WWQo1k+Mc+yM9MTERik1DVGiPM6xfiEPPZyt1Rszd3Z0hQ4a0cLToiCQYEUJ0arYGI8nJycr28ePHW30+dWYkMTGRyVPnUxb9ptL984lFGs5vRUOtmJiYBpkRSwCyT325h6+hT9AOKNvV6D0GOqjhmVliYiKk3w+Hr4MDExg8uGO0MfX19aVvX9NKvaNHj+4Q2RphHwlGhBCdmjkYCQ4OJji4+Rksffr0UbbbKxjp3bs3D7xlJLt+LZmLhsPD81v3vt7e3kT4FYLRNEvGnBkxGo38drS+70hNNuiL+GDFCoZFfNnoPYYPCGr0XHuKjY3F060GCv4LNZlNFq+6yn//+1/uuece3nvvPVdfimgFu4ORp59+mkmTJnHhhRdy9dVX8+OPPyr7VqxYwYQJExg/fjyvvfaaVZHXwYMHmTdvHmPGjGHJkiXk5ua2zycQQnRbBoNBKWBtKSsC7ZcZUQ/TeAcm8J+vTNshAabhGXf31k+tjY8Ng2pTsHPohBGDwUhmPpRV1f+ortzPwoULGTNmDA8vGQxVhywv1peQktij1ee2hbu7u9V9bmpar6uMHDmSV155RfqLdFJ2ByPz589n48aNfP/99zz66KM88sgjlJWVsX37dtauXcuKFStYs2YN27dvZ8OGDQDodDoefPBB5s6dy7Zt2xg8eDCPPvpou38YIYTzZGdn87///Q+dzvYGXe0tNzeX2lrTEvJnCkbUmRFzb5DWMGdGoqOjWfGFF7X1NaO3TIfYHm3r8ZGcnKwM1VRWa8jIg9+PqQ6o+J3bb78dgBnTp+F/+i1ll3ttJt7ejm27DqYvfYAePXooQyNCtJXdwUjv3r2VdQY0Gg06nY7CwkI2b97MrFmziIuLIyIigmuvvZYtW7YAprn4vr6+TJ8+HW9vbxYvXsyhQ4ckOyJEJ6XX6zn//POZM2cOCxYscNl12FovAu2TGdFqtaYmY0BCYgpvm37fwt0dbpvR9mZj/fv3typiPXiiQb1I5X5SUlIA07DOjVP9oHI/ACGGnW0+vy1eeuklHnvsMTZu3OjwNWdE99GqPiPPPfccGzdupKamhgsvvJCkpCTS09OZMmWKckxKSgpvvPEGAGlpaVY/CHx9fYmLiyMtLY3o6MYLKeh0uka/bXl4eHSbv/jmhbwcuaBXVyL3yz7tcb/S0tKU4ZHVq1dz/fXXM2nSpHa5Pnuo6zd69erV4mcKCQkhODiY0tJSUlNTbfr8De9VWpplioumxxzyi03bV46D2B6mYZW2SElJgarNyuMDx438psqM9PDLISAgQLmem25cwOv/GgO+fRk6OhSD4eY2nd8W0dHRSma74T2Uf4v26S73y83tzHmPVgUjDz/8MA888AB79uxR0p1VVVUEBAQox/j7+1NVZWrAo9VqrVZ1NO/XarU0Zfny5bz77rtWz82ePZs5c+a05nI7LXUzJ3Fmcr/s05b7tXOn9W/ht912G1u2bMHb2771WNpq//79yrafn59VpqQp8fHxlJaWkpmZybFjx2z+Bcd8r3755RfluVSt5Zev2WPyyMioafQ6ewUHB0OlZf2XXw5WsOeIJ+ANdZUkRhutPmNAQABLbpzHF198wbXX/uWMn99Z5N+ifbr6/bJlSYBWd2B1d3fnnHPO4eOPPyYpKQk/Pz8qKiqU/ZWVlfj5+QGmTEjDef2VlZX4+jY9DW3RokXMn29dkt7dMiNZWVnEx8fbFFF2d3K/7NMe98u8MJ3ZiRMnWLt2LX/729/a4xJtVlZWpmyfffbZZxyqGTBgAH/88QcGgwGj0XjG4xveK/MvWASeS4HW1NXs7BS4akIUTSwWbLfw8HDQHgGjHjQeHDgRQHZR/c7K/QwdPbjRNb/11luN38hF5N+ifeR+WbS5HbzBYCA7O5vExERSU1MZO3YsAEePHiUpKQmApKQk1q9fr7xGq9WSnZ2t7G/Iy8ur2wQeLXFzc+v2f0HtIffLPm25X+rhCrNnnnmGa6+9lt69e7fxymyXmWlZuC0xMfGMn0c9XJyenm7VJr4l5nulZB5i71T23XlV22bQqAUFBREX25Ns7THwG8Dxk6qdlfvp169fp/g7Lv8W7SP3y84C1qqqKrZs2UJVVRV6vZ6tW7cqC0VNmTKFdevWkZOTQ2FhIStXrmTy5MkAjBgxAq1Wy8aNG9HpdCxbtoyBAwc2WS8ihOj41LNRZs2aBZh+ybj//vudeh3m4MDb25uePc+8MJ06GGnNjJr09HTwioWIqwDoEQJXj7f7bVrUv39/6ym7ZhX7mlwHRoiuwK5gRKPR8NlnnzFlyhQuueQSli9fzlNPPUVycjJjx45l5syZLFiwgNmzZzNmzBimTZsGmDIdL7zwAitXruTiiy9m3759LF261CEfSAjheObZKN7e3rz77rtKILBhwwb0eseuj2JmNFrqJ3r16mXTb5ZtbXymFMzmv4+vt5FbpoOPd/tkRcxMM2r+aLyjcp8yk0aIrsauYRpfX1/efvvtZvcvWrSIRYsWNblv0KBBrFq1yr6rE0J0OAaDQfkiT0pKIiQkhHHjxrFu3Tpqa2tJS0tzypfm6dOnlTq1M9V+mLU1M3LixAnQFdGr5ll+W3dzu9SJNNS/f39Y9Z31k0YD7jV/2lQIKERn1L0HqYQQdjt58iQ1NaaZI+ZMw4ABljVK2roqrq3s6TFiFh0draxbYm9mpLy8nKIiUzVpYmIiYUEaQgPbPxrp169f48yI9hjJiVF4enq2+/mE6AgkGBFC2EWdUTBnGjpLMOLm5qYEUGlpadTV1dl8PnUbeEcW6fbv3x+qU8Gg6rWkanYmRFckwYgQwi7qjEJny4yA5Zp1Oh05OTnNHmcwGFi6dCm33norx48fb7Rar6PExsbi7+cN2sOWJyt/l+JV0aVJMCKEsEtTmZF+/fqhqS+g6OjBiC1t4Y1GI/fddx9PPPEEX375JVOnTrVqsObIzIhGo6kvYlXNqKmQzIjo2iQYEULYpanMiJ+fnxIQHD582GrFbkdpa2YEmi9iffHFF3n11VeVx0eOHOHJJ59UHju6kLR///5QUF/wX5MNpd9LZkR0aRKMCCHsYv4Cb7icvHmopry8vMXhj/ZiDkbc3NyIjY21+XVnyoysWLGChx56SHlsLnhVr5fl6MZu/fr1g+KN8HMv2NMfDJWSGRFdmgQjQgibGY1G5Qu8V69eVp2S1XUjhw8fbvTa9mYORmJjY+2aZdJSZuTPP//kpptuUh4//fTTvP7661bHeHh42BX8tIbSGVaXAwYtQUFBREZGOvScQriSBCNCCJsVFhYq68GoMwzg3CLWyspKCgsLAVNQZI+EhAQ8PEwtlhpmRr744gtlhs0tt9zCQw89xIQJE/jrX/+qHNOrVy/c3d3bcvln1LBNfUpKilKTI0RXJMGIEMJmTdWLmDkzGFGvSWNPvQiYMhvm16SmplrVt6hnzMyfP18JAJ544gnmzp2Lm5sbt956a1su3SZ9+/a1Cj6kXkR0dRKMCNGJ5Obmctddd7Fu3TqXnL+jBCOtLV41M2d1KioqOHXqlPJ8c9N33d3d+fjjjykrK3PK+js+Pj5W55d6EdHVSTAiRCdRW1vLFVdcweuvv84111xj9SXqLE1N6zULCwtT1qhxZDCSl5fHt99+qzxuTTDSt29fZfvYsWPKtjkY8fb2bnIhT39/f7vP1VrqbIhkRkRXJ8GIEJ3EM888w6+//gqYZnYcOHDA6dfQUmYELNmR/Px8Tp8+3S7nNBqN/Pbbb9xzzz3ExcURHR3NCy+8oOxvazBy9OhR5TzmLqsJCQkuX9J91KhRyvbw4cNdeCVCOJ5dC+UJIVzj119/5amnnrJ67vDhw1xyySVOvQ51ZiQpKanR/gEDBvD9998DpuzI+eef36bzffvtt9x555388UcTq9hiysace+65dr+vetjDnBkpLCyksrIScHwfEVvcfffdVFZWMmjQIBmmEV2eBCNCdHA1NTUsWLAAvV5v9bwzps82ZM6MREdHNzlk0bBupK3ByG233Wb1Ob29vRkzZgzDhw9n+PDhTJo0iZCQELvfV/3lbs6MqOtFHN1HxBahoaG89NJLrr4MIZxCghEhOrilS5dy8OBBwPQlav7yPHLkiFOvo7y8XKlTaVgvYtaeRaw1NTXKZ42MjOSJJ55gzpw5hIaGtul9wTQ919PTk9raWiUz4qy1Z4QQjUnNiBAdmMFg4O233wbA09OTtWvXKpkAZ2dG1MFPU/Ui0L7BSFpaGgaDAYDx48dz8803t0sgAqbpvebPcOzYMQwGgwQjQriQBCNCdGAHDhyguLgYgMsvv5whQ4YoDbGysrKoqKhw2rWoF4obMmRIk8fExsYSGBgItD0YUc9yURecthfze1ZXV5OdnS3BiBAuJMGIEB3Yd999p2xffPHFgHV3TvMwhjOog5GzzjqryWOUFWeBEydOoNVqW30+RwcjDYtYJRgRwnUkGBGiA1MHIxdddBFgHYw4s25EHYwMHTq02ePMQzVGo7FNQ0nODEaOHj2qBCMBAQGEh4e3+/mEEM2TYESIDspgMCjTZMPCwhg8eDBg3QDLWXUjRqORffv2ARAVFUWPHj2aPdZ8nUCbeqE4a5gGTEGduatr7969ZR0YIZxMghEhOqj9+/crjcMuvPBCpQmXOjPirGDk5MmTSu1KS1kRsK4naY9gJDQ0lLCwsFa/T3PUmZHvv/+e2tpaQIZohHAFCUaE6KCaqhcB00wW86qzzgpGzFkRaL5exKw9ghGtVktWVhbgmKwIQExMDH5+fgD8/vvvyvMSjAjhfBKMCNFBNVUvAqYpvuZpqUePHlWmvzqSrfUiYPqSN0/BbW0wom4776hgRKPRNPneEowI4XwSjAjRARkMBn744QcAwsPDGTRokNV+81BNdXU1mZmZDr8eW2bSmGk0GiU7oh7esYej60XMmmqzLsGIEM4nwYgQHVBz9SJmzi5iNQ/TeHp62rSCbFuHapwVjEhmRIiOQYIRITqg5oZozJxZxFpdXa1MIR44cCBeXl5nfI06GGlukbuWuDIz0hHWpRGiu5FgRIgOqLniVTNnBiN//vkndXV1wJmHaMzaOr3XVZmRsLAwgoKCHHY+IUTTJBgRognp6ekMGTKECy+8sE1dRFujurpaCUYiIiIYOHBgo2PUQyWObnymnklzpuJVM3uDkSeeeIKEhARWrVoFWIKRiIiIVq3Ka6uGmREZohHCNSQYEaIJf//73/njjz/44Ycf2LRpk1PP/emnn1JaWgrAZZdd1qheBEy/wffs2RNwfGbEnuJVs+DgYHr16gWYhmmMRmOzxx49epTHH3+czMxMbrzxRv78809OnjwJODYrAqbiYPXiexKMCOEaEowI0UBWVhZr1qxRHh88eNCp51+2bJmyfeONNzZ7nDk7kpeXR0lJicOux55pvWrmupGysrIWZ/y89dZbynZVVRVz5sxRHjs6GGk4vVeCESFcQ4IRIRr4v//7P6VGAuDQoUPt9t5Go5GtW7eyZs0aDh8+bHUeMA0PffPNN4CpudmFF17Y7Hs5Y40adRv4yMhIJRtjC1tm1FRWVrJ8+XKr59QFr44ORsB6qEaCESFcQ4IRIVTKy8v597//bfVcewYj69evZ8KECVx99dUMGDCAwMBArrjiCqXbqPqL+cYbb2xxjRTzgnTQtrbrYAoAJk+ezD//+U+r5/Py8igsLARsH6IxsyUYWblypTIklZSU1Gi/M4IRdbanYT8XIYRzSDAihMry5cuVL0ezo0ePKuuWtNXXX39t9Vir1fL5559z2WWXUVRUpAQjbm5uXH/99S2+1/Dhw5XtvXv3tum6nnrqKb744gvuvfdeVq9erTy/fft2ZdueIRo4czBiNBp54403lMerV6/mggsusDrGGcHIkiVLuOmmm3jkkUcYN26cw88nhGhMghEh6tXV1fHqq68qj81fvrW1taSmprbLOcwrwwJMnTpVWf320KFDjBw5kuzsbAAuv/xyYmJiWnyvs88+W9nes2dPm65LPZX2tttuIzc3l/z8fO68807l+fPPP9+u9+zXr5+yhk5TwciOHTuUepRzzjmHkSNH8sYbb+Du7q4ck5ycbNc5WyMoKIh3332XpUuXymq9QriIBCNC1Pvss89IT08HYNKkScycOVPZ115DNSdOnADAx8eHzz77jJ07dyoBiXkftFy4ahYUFKQUse7fvx+dTtfq68rJyVG2i4uLWbx4MfPnzycvLw+AiRMnMm3aNLve08vLS6lrOXz4cKPrU2dFbr/9dsA0JfjFF1/Ew8ODm266SXp+CNFNSDAiRL2XX35Z2b733nut+nu0RzBiNBqVzEhCQgIajYY+ffqwceNGfH19leOioqKYMmWKTe85cuRIAHQ6Xas6nYIp83Pq1Cmr5z7//HO2bt0KQHR0NP/5z3+sMha2Mvcb0ev1VkW2BQUFrF27FjD1Epk9e7ay75577qGiooJ3333X7vMJITonCUaEAHbt2sVPP/0EmIoYJ06c2O7BSGFhIVVVVYB1y/FzzjmHjz/+WOkncuutt+Lp6WnTe5qDEWj9UE1eXp7SB6Th0JCbmxsff/yxXbNo1NR1Jr/++quyvWPHDvR6PQDXXXcdPj4+Vq/z9vZu1fmEEJ2TBCNCgNUsknvvvReNRkNycrJS89AewYi6XiQhIcFq3/Tp09m5cycffPABf/vb32x+z/YIRtRDNDNnzmThwoXK4yeffLLF6cVnMmrUKGX7l19+UbbV1zp27NhWv78QomvwcPUFCOFqJ06cUIYMevbsyTXXXAOYah769u3Ln3/+yeHDh9Hr9Upw0trzmDW1GNvo0aMZPXq0Xe85bNgw3NzcMBgM7RKMxMTEcNdddxEbG0tERIRVAWtrqIOl3bt3K9vq2T/qY4QQ3ZNkRkS393//938YDAbAVEipHjIw953Q6XSkpaW16TwtZUZaKyAgQCkSPXDgANXV1Xa/hzoYiY2Nxc/Pj6eeeoq77767yVb09ggODlau7/fff6empgaj0agETj169CA+Pr5N5xBCdH4SjIhuraysTCmU9PHx4dZbb7Xa3551I44IRsCSWdDr9a1qfmZeBwZMwUh7Mw/V1NbWsn//fjIzM5VGaiNHjpTptEIICUZE97Zs2TLKy8sBWLBggTLN1qw9g5EzDdO0VlvrRhpmRtqbeujpl19+sbrGESNGtPv5hBCdj9SMiG7t448/VrbvvvvuRvsdkRnx9PQkOjq6Te+l1p7ByJkarbWGuoh19+7dVp9d6kWEECDBiOjGjEajEmAkJydbrfVilpKSohSItnX1XnNmpFevXm2uxVAbOnQo7u7u1NXVtSkYCQgIcEiTsaFDh+Lp6UltbS2//PKLVfZFghEhBMgwjejGcnJyqKysBKxXwFXz9vZWWpI3tcqurUpKSigrKwPat14EwM/PTym0PXjwIFqt1q7Xm2tGHDFEA6ZaHHO/kcOHD/Pzzz8DpuZujsjECCE6HwlGRLd1+PBhZdvcVr0p5qGa6upqq7oPeziqXsTMXHtRV1fHvn37bH5dWVkZFRUVgOOCEbAM1RiNRqVGR4pXhRBmEoyIbksdjDSXGQHrZeVbWzfiqJk0Zq2tG3F08apZU/1TZIhGCGEmwYjottRrpbQUjKiLWFszdRasgxFHZEaGDRumbNtzjY4uXjVTF7GayUwaIYSZBCOi27I1M6L+Df6bb75p1bnUwzSOyIyYF6QD+4IRR/cYMevfvz8BAQFWz0kwIoQwsysY0el0PPHEE0yZMoULL7yQJUuWkJqaquxfsWIFEyZMYPz48bz22mvK4ltgKqybN28eY8aMYcmSJeTm5rbfpxCiFczBSFhYGBEREc0e17dvX/r06QPAjz/+qBSi2sPRmZGgoCAlyPnjjz+s/u2pHT16lJdeekn5d+usYRp3d3eroC42NrZdpzcLITo3u4KRuro6YmNjWb58Odu2beOCCy7gvvvuA2D79u2sXbuWFStWsGbNGrZv386GDRsAUxDz4IMPMnfuXLZt28bgwYN59NFH2//TCGGj8vJysrOzgZazIgAajYYpU6YApi6nrcmOmDMj7u7uDvvSHzJkCGD6bOrgB+DUqVPcfvvtDBw4kIceeojrr78evV7vtGAErIdqpF5ECKFmVzDi6+vLTTfdRGRkJO7u7lx99dWcPHmSkpISNm/ezKxZs4iLiyMiIoJrr72WLVu2AKZFsXx9fZk+fTre3t4sXryYQ4cOSXZEuMzRo0eV7TMFI4ASjABs3rzZ7vOZg4PY2Ng2LbbXEnMwAtZDNcuWLSM5OZk333xTmZqcm5vLt99+67SaEYDzzjtP2T7nnHMcei4hROfSpp+K+/fvJywsjJCQENLT061+YKekpPDGG28AkJaWpvRqAFNQExcXR1paWpOpWp1Oh06ns75QDw+8vLzacrmdhnnRNvP/u5ry8nLeeOMNq3qFIUOGcNNNN7Vqqmdr7teff/6pbPfr1++Mrx03bhy+vr5otVo2b95MXV2dzddaUVFBUVERYBqicdSfq3rWz/79+7n88sspLy/ntttuU/49mZujAaxevVr5M9BoNPTs2dOhf+euuOIKbrjhBgoLC7n55ps7xd/vrv5vsb3J/bJPd7lftjR5bHUwUlFRwTPPPMNtt90GQFVVlVWBmr+/P1VVVQBotVr8/f2tXu/v799sc6bly5cri5eZzZ49mzlz5rT2cjulrKwsV1+CQzz//PO88847jZ7X6/VWAa297Llfv/zyi7IdFhbWaFijKeeeey7ffvstubm5fPHFF1azbFqizsKEh4fbdK7WCAsLU7Z37dpFRkYG33//vRKInH/++TzzzDNMmTKFqqoqPvnkEzw9PQGIiIiwCg4d5R//+AcApaWllJaWOvx87aWr/lt0FLlf9unq9ysxMfGMx7QqGKmpqeG+++5j7NixTJ8+HTB1gTQ3TwKorKzEz88PMGVCzJ0u1ft9fX2bfP9FixYxf/586wvtZpmRrKws4uPj27VteEexY8eOJp/fsGFDo1VzbdGa+6UeIhw7dqxNM1yuuuoqvv32WwB+//13Jk+e3ORxp06dYtWqVXz22WeUlpZa/bsYNGiQQ2bTAERHR+Ph4YFeryc9PZ2EhASrDNCdd97JuHHjmDp1KqtXr7YKBnr16uWw6+rMuvq/xfYm98s+cr8s7A5G9Ho9f/vb3+jRo4fVwmKJiYmkpqYyduxYwPTbYFJSEgBJSUmsX79eOVar1ZKdna3sb8jLy6vbBB4tcXNz63J/QQsKCvjjjz8A05ol7733HrNnz+bEiRN888035Ofnt3qWhT33y9xjxNPTkz59+tj0OnXWZsuWLfz973+32n/o0CEefvhhtmzZgl6vb/I9bD1Xa/j4+NC/f3/++OMPjhw5gl6v5/vvv1f2X3zxxbi5uTFnzhxWr15t9drY2Ngu93etPXXFf4uOJPfLPnK/WtFn5Omnn6ampobHH3/casx8ypQprFu3jpycHAoLC1m5cqXym+OIESPQarVs3LgRnU7HsmXLGDhwoEzt64bUX46TJk1i5MiRShbMYDBYraLbFsXFxYwePZp+/fqRlpZmta+urk4ZOklOTlaGKs4kMTFRWUxv586dFBcXW+1ftGgRGzdutApEPD09leD6/PPP56qrrmrLxzojcxGrXq9n7969SjfWgQMH0rNnTwAuu+yyRj0/ZI0YIYQr2RWM5ObmsnHjRn777Tcuvvhixo0bx7hx4/jtt98YO3YsM2fOZMGCBcyePZsxY8Ywbdo0wJTpeOGFF1i5ciUXX3wx+/btY+nSpQ75QKJj++6775Ttiy66CIDrrrtOee4///lPu5znjTfeYPfu3Rw9elSpUzDLzMykpqYGsG0mjZo5O2IwGPjqq6+U50tKSti9ezcAISEhPPzwwxw8eBCdTkdNTQ01NTXs2LGDwMDAtnysM1LPqHnrrbeUYlXzvQZTBmXixIlWr3P0tF4hhGiRUXQ4dXV1xrS0NGNdXZ2rL6XdDRo0yAgY3d3djaWlpcrzo0aNMgJGwPjHH3/Y9Z4N71ddXZ0xISFBeT93d3fjiRMnlOM3b96s7Hv44YftOtfWrVuV11577bXK85s2bVKev/POO+16z/a0ceNG5Tq8vLyU7TVr1ijH1NXVGd977z1lH2B8//33XXbNHVlX/rfoCHK/7CP3y6J7D1IJpzp16hQHDx4ETEN3QUFByj51duSjjz5q03m2bt1qNWOlrq6O1157TXlsaxv4powdO1YZ4vjiiy+UzMOPP/6oHDNu3LhWXXd7UGdG1NPjL7zwQqvjxo4dS2hoqPJYMiNCCFeSYEQ4zQ8//KBsq4cNAK6++mrc3d0BWLlyZZvm3b/33nuNnnv33XcpKSkB2haMeHl5KUMchYWFSk1GRwlGevXqZRXkgWkGj7lexMzLy4tZs2Ypj1NSUpxyfUII0RQJRoTTNFUvYtazZ08uu+wyALKzs62OtUdhYaEyc6tnz57ceOONgKkvzr///W/AOhjp16+f3edo2I1Vq9Uq9SIpKSlERka26trbg0ajsVo0Dxrfa7NnnnmGW2+9lX//+98OWS9HCCFsJcGIcBpzgOHu7q5MAVdTD9WsXbu2Vef46KOPqK2tBeD666/noYceUmZ9vfbaazz66KNK4BAVFUVISIjd51D3F9m8eTO//PKLck5XZkXMbA1GwsLCePPNN1m8eLETrkoIIZonwYhwCnW9yMiRI5ucVXL55ZcrQzXqIR1bGY1Gq869N954I3379lUa8508eZInn3xS6fw7fPhwu88BpvqKoUOHArBnzx7+97//Kfs6QjCirhsBuOCCC1x0JUIIYRsJRkSbVVdXK/UYzVH3F2nuN/WAgAAlQDh48KCynouttm3bpnQcHTdunDIEc//991sd5+bmxuWXX25V1Gqvyy+/XNk2D/+Yz+tq6mCkqXoRIYToaCQYEW1SVlZGSkoKERERzdZ5GI1GPvnkE+Vxc8EIWP8Wv337dpuvo7a21qoj8M0336xsn3/++Tz33HNMmDCB559/nuzsbDZt2kTfvn1tfv+G1HUj5iGa2NhYm9ZgcLQRI0YQEREBYFWkKoQQHZUEI6JNvvnmG7Kysqirq+O5555r8pgXX3yRVatWAaY1jMaMGdPs+6kzC+oZKmeyYsUKDh06BMDo0aOZN2+esk+j0fDQQw/x9ddf8+CDD7ZL599zzjnHamosmK69NasOt7eAgAB27tzJJ598wt/+9jdXX44QQpyRBCOiTQ4cOKBsf/3111YL0AF88MEHPPTQQ8rj//u//2uxC6m6sNXWYCQ7O1sZctFoNLzxxhsOX+fBw8ODSZMmWT3XEYZozJKTk7nyyitljSchRKcgwYhoE3Uw0nBtmc2bNytTa8G0rtENN9zQ4vtFREQo67/8+uuvViveNue+++6jqqoKgFtuuYWRI0fa9RlaSz1UAx0rGBFCiM7E7lV7RefyxRdfKMMXYFpmfs6cOcqslbZSByNgmlp77733UlRUxHXXXad0KL3jjjv461//atN7XnDBBfz555/o9Xp27drFhAkTmj12zZo1yjTgiIgInnrqqVZ+EvtNmjQJjUaD0WgkNDSUQYMGOe3cQgjRlUgw0oVt2bKl0W/vAOnp6e1SS6DVaklNTbV67vfff+ePP/7grbfeUla1nT59Oq+++qrN9RTjxo3jnXfeAUxDNc0FI8uWLWPJkiXK4+eee46wsLDWfJRW6dmzJwsXLmT58uXcfvvt3X4JcCGEaC356dmFrVu3rsnn//nPfyrDGm1x6NAhpW27n5+f8vxf//pX3n77bQD8/f1588037fqiPlMRq9Fo5Pnnn+emm25Szn/VVVdx/fXXt+pztMX7779PcXExTz75pNPPLYQQXYUEI12Yeaqtl5cXq1atUtqtFxYW8uGHH7b5/dVDNHfccQceHqZE26ZNm5Qg4ZFHHiEmJsau9+3Vqxe9evUCYOfOnVYLvgG88cYbPPzww8rje+65h+eff95lmYmGs2qEEELYR4KRLiorK4vjx48DcO6553L11Vfz9NNPK/tfeeUVpZ6jtdTByPjx45Vgxyw5Odmq94c9zP1Gqqur2bt3r9W+V199Vdl+9tlnefHFF2WIRAghOjH5Cd5FNbUo3dlnn8348eMBOHbsGBs3bmzTOdTByJAhQ6zWlgHTcJC3t3er3ru5oZoTJ04oQdYFF1zAww8/3CF6ewghhGg9CUa6KHUwcvHFFyvb6tboL730UpvOYQ5GwsPDiYqKYurUqcTFxQEwdepUq5bp9lIHI998842yvXXrVmW7pVk2QgghOg8JRrooczDi7e3Nueeeqzx/2WWXMXDgQAB27NjBzp07W/X+hYWF5OXlAaasiEajwdfXl++++46PPvqINWvWtClj0b9/f6W1+rZt2ygoKACsg5FLLrmk1e8vhBCi45BgpAvKzMwkLS0NMNWL+Pj4KPs0Go1VduT1119v1TkaDtGY9enTh2uvvdbqnK2h0WiYM2cOAHV1dXzyyScYjUYlGAkICGDUqFFtOocQQoiOQYKRLuhMK+Rec801BAcHA/Dtt99iNBrtPscff/yhbA8ePNj+i7TB1VdfrWyvXr2aP/74g1OnTgGmz+Xp6emQ8wohhHAuCUa6oKaKV9W8vb0ZPXo0APn5+WRnZ9t9juYyI+1p2LBhysq633//PStXrlT2yRCNEEJ0HRKMdEHffvst0LheRM0cjAD88ssvdp9DHYw4KjOi0WiU7IjBYOCf//ynsk+KV4UQouuQYKSLycjIID09HWhcL6LWlmDEYDAowzS9e/ducRXetlIP1Zibn0VGRso6MEII0YXI2jTtZNeuXWzfvl15HBwczNy5cx36Rd0Udb2IekpvQ+riT3uCEaPRyMMPP6yspuuoIRqzwYMHM3DgQKvF/saPHy+9RYQQoguRYKQdHDx4kHHjxqHX662e37p1K6tWrXLqtagbhF144YXNHhcdHU18fDxZWVns2bOHurq6M67kq9frufnmm3n//feV5xYuXNjmaz6Tq6++mscee0x5LEM0QgjRtcgwTTt48803GwUiYFre/ujRo069lp9++gkADw8Pq6GYppj3V1RUcPjw4RaPra6uZvbs2UogotFoePvtt5k5c2Y7XHXL1EM1IMWrQgjR1Ugw0kYVFRV89NFHgGnl2tWrV3PrrbcCpiENddGlo50+fVoZzhg+fLjVSrpNsbVupLS0lMsuu4xPP/0UAE9PT1avXs3NN9/c9ou2Qb9+/TjvvPMA0+dKSEhwynmFEEI4hwQjbfTxxx9TXl4OmPp3zJkzh2eeeYaAgAAAVqxYoXQPbavi4mJ27drVbF+QXbt2Kdvnn3/+Gd9PHYzs3r27yWPy8/O56KKLlFoUf39/Nm/ezOzZs+259Db73//+x//93/+xfv16p55XCCGE40kw0kbvvPOOsn3LLbcAEBISwuLFiwHT8Mabb77Z5vPodDrGjBnDeeedx9VXX93kirvmIRqwLRgZMWKEUgjaVGYkLy+PsWPH8vvvvwOmNWi2bdvmkpqN2NhY/vKXv0hWRAghuiAJRtpgz549yvL2I0eOZMSIEcq+u+66SykI/de//oVWq23TubZt26bUdfzvf//jL3/5S6MMib3BSGBgoLJOzb59+6iurrba/9JLL5GamgpAXFwcP/744xnrUIQQQgh7STDSBm+//bay3bB+IiEhQVlbpbCwkA8//LBN51q7dm2jcz/55JPKY71ez88//wxAfHy8snrumZiDC71er2RAzNTBzQ8//MCAAQNac+lCCCFEiyQYaaXS0lI+/vhjAIKCgpg7d26jY9QL0v3zn/9s1RowALW1tUqthHo9lscee4x3330XMHVEraysBGzLipg1V8Sq1+v57bffANPid+YVdIUQQoj2JsFIK/33v/+lqqoKgOuuu04pWFU7++yzGTduHABHjhzh4MGDrTrX999/T3FxMQBXXnklL7/8srLv7rvvJi8vz+4hGrPmgpFDhw4pwzYjR45s1XULIYQQtpBgpAkvvfQSoaGhzJs3T2mt3tB7772nbJuLVZsya9YsZfuzzz5r1fWsW7fO6v3uvfdebrrpJgCqqqp45plnWh2MDBkyBG9vbwB27typPL9nzx5lW4IRIYQQjiTBSAPl5eU8+uijlJSUsGrVKvr37899993H6dOnlWN+++03fv31V8D0RT106NBm32/69OnKtrlPhz3q6ur45JNPAPD19WXy5MkAPPXUU0ofkbfffpuvvvpKOaal62nI09NTWUwvLS1NKVg1F+aCBCNCCCEcS4KRBj777DOrmS86nY5XXnmFUaNGUVpaCsCyZcuU/TfeeGOL75eQkKAEB3v27CEnJ8eu69m+fTunTp0CYPLkycpwUGRkJHfffTdgqikpLCwETMMu6roSW5gDHIAtW7Yo12o2fPhwu95PCCGEsIcEIw3897//Vbbnz5+vrHp7/Phx7r//frRaLStXrgRMWYh58+ad8T1nzJihbG/YsMGu61HPolEP+QA88MADhISEWD1nzxCN2ZQpU5TtzZs3o9Pp2LdvHwApKSkEBwfb/Z5CCCGErSQYUSkoKFCGO3r16sWHH37I/v37lWzEe++9xx133EFJSQkAs2fPtumLWj1UY0/dSE1NDf/73/8A8PLy4vLLL7faHxISwkMPPWT1XGuCkcGDBxMbGwvAd999x549e6ipqQFkiEYIIYTjSTCisnbtWqWz6bx583Bzc6Nv3768+OKLyjHqIRpzEemZDBs2jF69egGm5mXm4Z4zef/998nPzwdg6tSpBAUFNTrmzjvvJCoqCjAtXmeu/7CHRqNRhmqqq6utZutIMCKEEMLRJBhRUQ/RXHPNNcr2kiVLuOiii6yOTUlJYezYsTa9r0ajYdq0aYCpvuOLL74442tqamp47rnnlMd//etfmzzOz8+PVatWMXLkSF566SUiIiJsuqaG1HUj5oJZkGBECCGE40kwUi8jI4Pt27cDMGjQIIYMGaLsc3Nz47333rNaBfeGG25Q1nWxhb1DNevWrSM7OxuAK664wqrVfEMXXnghu3fv5t5777X5ehqaMGECHh4eVs9pNBopXhVCCOFwEozUM3dTBdMQTcNAo0+fPrz66qtoNBpiYmJYtGiRXe9/4YUXKvUlmzdvVmoywDRj56677uK2224jLS0NnU5ntbjeo48+2pqPZJegoKBGmZ7+/fs32cxNCCGEaE8SjGDqG/LMM88oj5ubIbN48WKOHj3K/v376dmzp13n8PT0ZOrUqYCplbx5Ci2YVv59/fXXeeutt+jfvz9XXHEFJ0+eBEzDJ6NGjbL3I7WKeqgGZIhGCCGEc3T7YOT48eNMnjyZ8vJyAK6++mqSkpKaPT45OZnw8PBWnWv+/PnK9kcffaRsL1++XNmura1l69atymNnZEXMJBgRQgjhCt06GMnPz2fSpEnKjJXzzz+f999/32HnmzBhApGRkQBs2rSJ06dPs2/fPmVBuqioKHx9fZXjJ06c2KrZMa2lnuILtFinIoQQQrSXbhuMlJWVMXnyZI4fPw7AwIED2bhxo1WRanvz8PBQhoB0Oh1r1qxhxYoVyv5HH32Uo0ePcvvtt3PZZZdZrX/jDBqNhuuuuw6A6Ohozj77bKeeXwghRPfkceZDuqadO3dy4MABAOLj4/nyyy8JCwtz+Hmvu+46Xn31VcA0PJOWlgaYmprNnTuX0NBQXn/9dTIyMoiLi3P49TT0+OOPc9555zF06FCrLI0QQgjhKN02MzJp0iQ2bNigBCLO+uIfPnw4AwcOBODnn3+moKAAMLWMDw0Ndco1tMTb25tp06aRkJDg6ksRQgjRTXTbYARMBZvHjh1jwIABTjuneihEbeHChU67BiGEEKIjsSsYeeedd5g9ezajRo3iyy+/tNq3YsUKJkyYwPjx43nttdcwGo3KvoMHDzJv3jzGjBnDkiVLyM3NbZ+rbwfe3t5OP+f8+fOt+pjExMRw6aWXOv06hBBCiI7ArmAkPj6e++67j0GDBlk9v337dtauXcuKFStYs2YN27dvV1an1el0PPjgg8ydO5dt27YxePBgp05X7Yji4+Ot2stfd911uLu7u+6ChBBCCBeyKxiZMmUK5557Ll5eXlbPb968mVmzZhEXF0dERATXXnut0tRr7969+Pr6Mn36dLy9vVm8eDGHDh3qUNkRV3jggQdwc3MjLCyMm2++2dWXI4QQQrhMu8ymSU9PZ8qUKcrjlJQU3njjDQDS0tJITk5W9vn6+hIXF0daWhrR0dFNvp9Op0On01lfqIdHoyCoM5s0aRJ//PEH/v7+xMXFYTAYlH3mbfVzonlyv+wj98t2cq/sI/fLPt3lfrm5nTnv0S7BSFVVldUaJv7+/lRVVQGg1Wrx9/e3Ot7f3x+tVtvs+y1fvpx3333X6rnZs2czZ86c9rjcDsPHx4e6ujoyMjKa3J+VleXkK+rc5H7ZR+6X7eRe2Uful326+v1KTEw84zHtEoz4+flRUVGhPK6srFSah/n6+lJZWWl1fGVlZYs9LBYtWmTVOh26XmakJQaDgaysLOLj422KKLs7uV/2kftlO7lX9pH7ZR+5XxbtEowkJiaSmpqqrPp69OhRZX2XpKQk1q9frxyr1WrJzs5ucf0XLy+vbhN4tMTNza3b/wW1h9wv+8j9sp3cK/vI/bKP3C87C1j1ej01NTUYjUZl22AwMGXKFNatW0dOTg6FhYWsXLlSWXRtxIgRaLVaNm7ciE6nY9myZQwcOLDZehEhhBBCdC92ZUaeeuopNm3aBMBvv/3GY489xttvv83YsWM5duwYCxYswGAwMGPGDKZNmwaYshwvvPACTz75JM899xwDBw5k6dKl7f9JhBBCCNEpaYzq7mSiQzAYDGRkZJCQkNDtU3e2kPtlH7lftpN7ZR+5X/aR+2XRvT+9EEIIIVxOghEhhBBCuJQEI0IIIYRwKQlGhBBCCOFSEowIIYQQwqUkGBFCCCGES0kwIoQQQgiXkmBECCGEEC4lwYgQQgghXEo6sAohhBDCpSQzIoQQQgiXkmBECCGEEC4lwYgQQgghXEqCESGEEEK4lAQjQgghhHApCUaEEEII4VISjAghhBDCpSQYEUIIIYRLSTAihBBCCJeSYEQIIYQQLiXBiBO88847zJ49m1GjRvHll18qz1dXV/P0008zceJELr30Uj766COr140cOZKxY8cybtw4xo0bx/vvv2/12kceeYQLLriAyy+/nC+++MJpn8eRHHGvXnnlFaZPn84FF1zAddddx6+//uq0z+NojrhfZidPnmTMmDE888wzDv8czuKo+7VhwwauvPJKxo4dy6xZs8jIyHDK53EkR9yrnJwcbr/9di666CImT57M8uXLnfZ5HK2196uiooKlS5cyfvx4LrroIv7+979bvbYr/pxvioerL6A7iI+P57777uPtt9+2en7ZsmWcPHmS9evXU1FRwa233kpycjLnnXeecsynn35KREREo/d85513KC0tZfPmzRw/fpy77rqLAQMGkJCQ4PDP40iOuFcBAQH861//IjY2lm3btnH//fezceNG/P39Hf55HM0R98vslVdeoV+/fg67dldwxP364Ycf+M9//sNLL71EUlISOTk5BAYGOvyzOJoj7tWLL75IbGwsr732Gvn5+dx4440MGjSI0aNHO/zzOFpr79cTTzxBZGQkGzZswMfHh9TUVOW1XfXnfFMkM+IEU6ZM4dxzz8XLy8vq+Z07d3LNNdcQEBBAVFQU06ZN4/PPP7fpPTdv3sySJUsICAhg6NChXHDBBXz11VeOuHyncsS9WrJkCfHx8bi5uTFhwgS8vb3JzMx0xOU7nSPul/n1RqORc845p70v2aUccb/ee+897r33Xvr06YNGoyEuLo7g4GBHXL5TOeJe5ebmcumll+Lh4UFsbCzDhg0jLS3NEZfvdK25X8ePH+fw4cPcc889BAQE4OHhQf/+/ZXXdtWf802RYMTF1IsmG43GRv8wr732WiZPnszjjz9OSUkJAGVlZRQVFZGcnKwcl5KS0mX+UTenNfeqoZMnT1JWVkZ8fLwjL7VDaO39qq2t5bXXXuPuu+920pV2DK25X3V1dRw5coTU1FSmTJnCtGnTePfdd+nqi6G39u/W7Nmz+fLLL9HpdGRmZnLgwAFGjhzprMt2mebu159//kmvXr145JFHuOSSS1iwYAG//fYb0P1+zksw4kLnnnsuH3/8MeXl5Zw8eZJNmzZRXV2t7H/33XfZtGkT//3vf6murmbp0qUAVFVV4e7ujo+Pj3Ksv78/VVVVTv8MztLae6Wm1+t5/PHHue666wgICHDm5TtdW+7XypUrGTNmTLcI2Mxae7+Ki4upq6tj9+7drF69mn//+998/fXXbNy40VUfxeHa8ndr6NChHDhwgHHjxjFz5kymT59u9WXbFbV0v06dOsXPP//M6NGj+fLLL1m4cCH3338/paWl3e7nvAQjLnTjjTcSExPDrFmzuPPOO7nkkkvo0aOHsn/48OF4eHgQGhrK/fffz44dO6itrcXPz4+6ujqrHwCVlZX4+fm54mM4RWvvlZnRaOTxxx8nNDSUJUuWuOIjOFVr79epU6fYsGEDN9xwgwuv3vlae7+8vb0BuP766wkMDCQqKorZs2ezY8cOV30Uh2vtvaqrq+Ouu+5ixowZ7Nixgw0bNvDNN9/wzTffuPDTOF5L98vb25vY2FhmzJiBh4cH48ePJzY2lgMHDnS7n/MSjLiQr68vf//73/nyyy9Zu3YtGo2GgQMHNnmsm5vpj8poNBIUFER4eLhVodPRo0dJSkpyynW7QmvvldkLL7xAQUEBTz75pLK/K2vt/Tp06BD5+fnMnDmTSZMm8Z///IfPP/+cO+64w5mX73Rt+beo/iI2P9+VtfZelZWVUVBQwKxZs/Dw8CAmJoaLLrqIvXv3OvPyna6l+9WnT59mX9fdfs53/Z/KHYBer6empgaj0ahsGwwG8vPzKSwspK6ujl27drFx40auueYawFTYdPToUerq6igrK+Pll1/mnHPOUYqjpkyZwnvvvUdlZSUHDhzghx9+YOLEia78mO3CEffqnXfeYd++fbz88suNiss6u/a+X+effz6fffYZK1euZOXKlVx11VVMmDCBJ5980sWftH044u/XFVdcwYcffkhlZSUFBQWsW7eOsWPHuvJjtov2vlehoaFERkby6aefKu/z/ffft/iF3Jm05n6NHDkSo9HIpk2bqKur4/vvvycnJ4chQ4YAXffnfFM0xq4exncAjz/+OJs2bbJ6zjz967HHHqOkpITevXtz//33M3z4cAB2797Ns88+y6lTp/D392f06NHcc889hIWFAab550899RTff/89QUFB3HHHHVx22WXO/WAO4Ih7NXLkSLy8vHB3d1fe829/+xuTJ0920qdyHEfcL7V33nmHoqIi/va3vzn+wziBI+5XbW0tzz//PF9//TV+fn7MmDGDJUuWoNFonPvh2pkj7tXBgwd5+eWXOX78OD4+Plx66aXcfffdVv82O6vW3C+AY8eO8eSTT5Kenk58fDz3338/Z599NtB1f843RYIRIYQQQriUDNMIIYQQwqUkGBFCCCGES0kwIoQQQgiXkmBECCGEEC4lwYgQQgghXEqCESGEEEK4lAQjQgghhHApCUaEEO1uz549jBw5kpEjR3Ly5ElXX44QooOTYEQI0SaPP/44I0eOtFqAMCAggMGDBzN48OAu14JfCNH+PFx9AUKIrqd///6sWLHC1ZchhOgkpB28EKLVpk6dSm5ubqPn3377bW655RYANmzYQExMjLJ2R3R0NDfffDNvvfUWFRUVTJs2jdtvv5033niDDRs2EBgYyMKFC5k1a5byfgUFBbz55pvs3LmTkpISIiMjmTp1KgsXLsTDQ36nEqKzk3/FQohW69evH1qtlpKSEvz9/UlMTATg8OHDzb6msLCQ5557joiICCorK/n444/ZtWsXp06dIiAggLy8PF544QVGjBhBYmIiJSUlLFy4kPz8fOUcaWlpvP322+Tk5PDYY4856+MKIRxEakaEEK320ksvMXbsWMAUmKxYsYIVK1bQv3//Zl9TW1vLv/71Lz755BMiIyMByMrK4uOPP2bt2rV4e3tjMBjYu3cvAGvWrCE/P5/w8HA+/fRTPv74Y55//nkANm3aRFZWloM/pRDC0SQzIoRwqqCgIIYNGwZAVFQU+fn59OnTh5iYGABCQ0PJy8ujuLgYMC07D1BUVMTEiROt3stoNPLHH38QHx/vvA8ghGh3EowIIZzK399f2XZ3d2/0nEajAUyBhvr/6mEgNR8fH4ddqxDCOSQYEUK0iTkYqK6udsj7Dxo0iJ9++gl3d3eeeeYZJYNSWVnJt99+y8UXX+yQ8wohnEeCESFEm/Tu3RuAQ4cOcfXVV+Pr68vixYvb7f3nzJnDZ599xqlTp7jqqqtITEyksrKS/Px89Ho9V1xxRbudSwjhGlLAKoRok2nTpjF+/HgCAgI4fvw4f/zxBwaDod3ePzQ0lOXLlzN16lSCg4M5fvw4NTU1DB8+nHvvvbfdziOEcB3pMyKEEEIIl5LMiBBCCCFcSoIRIYQQQriUBCNCCCGEcCkJRoQQQgjhUhKMCCGEEMKlJBgRQgghhEtJMCKEEEIIl5JgRAghhBAuJcGIEEIIIVxKghEhhBBCuJQEI0IIIYRwKQlGhBBCCOFS/w/CMT/n0F5pdQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bayes_ridge_model = SKLearnModel(\n",
    "    lags=72, lags_future_covariates=[0], model=BayesianRidge()\n",
    ")\n",
    "\n",
    "backtest = bayes_ridge_model.historical_forecasts(\n",
    "    future_covariates=[air_covs_scaled, milk_covs_scaled],\n",
    "    **hfc_params,\n",
    ")\n",
    "\n",
    "print(f\"MAPE = {mape(series_air, backtest):.2f}%\")\n",
    "series_air.plot()\n",
    "backtest.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our best model so far!\n",
    "\n",
    "## Applying scaler in backtesting\n",
    "\n",
    "To avoid data-leakage through the target and future covariate scaler, we will pass it to `historical_forecasts` so that the scaler is fitted and applied to both the target and the future covariates at each iteration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`enable_optimization=True` is ignored because `retrain` is not `False` or `0`. To hide this warning, set `show_warnings=False` or `enable_optimization=False`.\n",
      "`enable_optimization=True` is ignored because `forecast_horizon > model.output_chunk_length`. To hide this warning, set `show_warnings=False` or `enable_optimization=False`.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3fc0c9a401c840a9b0f5d1d115248dd7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 3.92%\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_auto_scaling = bayes_ridge_model.historical_forecasts(\n",
    "    future_covariates=air_covs,\n",
    "    data_transformers={\"series\": Scaler(), \"future_covariates\": Scaler()},\n",
    "    retrain=True,  # ensure that the scalers are fitted at each iterations\n",
    "    **hfc_params,\n",
    ")\n",
    "\n",
    "print(f\"MAPE = {mape(series_air, backtest_auto_scaling):.2f}%\")\n",
    "series_air.plot()\n",
    "backtest_auto_scaling.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MAPE score is slightly worse, which is expected since information cannot leak from the future anymore but the backtesting conditions are more reliable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sample Weights\n",
    "\n",
    "All our global models (regression-, ensemble-, and neural network models) support sample weights for training. They are applied per observation, label (each step in `output_chunk_length`), and component. This can be very useful to:\n",
    "\n",
    "- weigh certain time frames more than others (e.g. decaying weights the further the points in the past, higher weights for times with more business value, ...) \n",
    "- reduce / remove the effect of outliers or missing values on the model\n",
    "\n",
    "Let's just introduce some outliers to the air passengers series and see how a linear regression model with a 12 months lookback window (`lags=12`) performs on this data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ea826a5e36c4efeb062d2a4ccca4661",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 26.40%\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGvCAYAAACJsNWPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAn09JREFUeJztnXd4VFX6x783mfReSCUJiRBKkBqKdCGKogIqVRTFn2AXXZRd1wKirg1dsa0ICK6iwIJKF0QEBQSkYwg9jSQkJKS3yWTO74/JPXPvZJLMnZ7k/TwPD2duPffMZM533nYExhgDQRAEQRCEg3BxdAcIgiAIgmjfkBghCIIgCMKhkBghCIIgCMKhkBghCIIgCMKhkBghCIIgCMKhkBghCIIgCMKhkBghCIIgCMKhkBghCIIgCMKhkBhxQrRaLdLT06HVah3dlVYBjZcyaLxMh8ZKGTReyqDx0kNihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiAIh0JihCAIgiBaMXl5eVi5ciUKCwsd3RWzITFCEARBEK2YCRMm4OGHH8YDDzzg6K6YDYkRgiAIgmilMMZw4sQJAMCOHTuQn5/v2A6ZCYkRgiAIgmil1NbWoq6uDoBOmGzevNnBPTIPEiMEQRAE0UopKyuTvf7xxx8d0xELITFCEARBEK0UQzGya9cuVFRUOKg35kNihCAIgiBaKYZipLa2Fjt37nRQb8yHxAhBEARBtFIMxQgAbNy40QE9sQwSIwRBEATRSjEmRrZs2QKNRuOA3pgPiRGCIAiCaKVIxYiLi25Kv379Ovbt2+eoLpkFiRGCIAiCaKVIxUhKSgpvtzZXDYkRgiAIgmillJaW8vb06dOhUqkA6MQIY8xR3VIMiRGCIAiCaKVILSNxcXEYPHgwACA9Pd1oPImzYpYYWbVqFe644w6MGDEC9913H8rLy/n2lJQUjB49GkuWLJGpstTUVEyfPh1Dhw7FnDlzkJeXZ50nIAiCIIh2ilRw+Pv7IywsjL8W5+bWgErpCWvWrMGBAwewfPlyRERE4NKlS3B3d8e+ffuwfv16rFq1Cp6ennj88cfRqVMnTJgwAWq1GvPnz8ecOXNw2223YenSpXj11VexbNkyWzxTq0ej0eDMmTMoKiriAUmEHHd3dyQlJUEQBEd3hSAIwmEYihE/Pz/+us2Kkfr6eqxcuRLLli1DZGQkAKBz584AgG3btmHSpEno2LEjAOD+++/H9u3bMWHCBBw9ehReXl6YMGECAGD27NlISUlBXl4ev44UtVoNtVot76hKBXd3d+VP2MrQaDTo06cP0tLSHN0Vp+fOO+/Exo0bodVqAYD/TzQPjZfp0Fgpg8ZLGdYYL2nMiK+vL3x9fWX7nOG9MOVHtSIxUlBQgNraWuzatQtr1qyBr68v7rvvPkyaNAnp6ekYN24cPzYxMRGffvopAODy5ctctACAl5cXOnbsiMuXLxsVI6LgkTJ58mRMmTJFSXdbJWlpaSRETGTLli24cOECF6nZ2dkO7lHrgsbLdGislEHjpQxLxuvatWu8XVJSIhMfFy9eRHh4uEV9swbx8fEtHqNYjFRUVODKlSvYtGkTcnJy8MQTT6BTp06oqqqSKTIfHx9UVVUBAKqrq+Hj4yO7lo+PD6qrq43eZ9asWZgxY4a8o+3EMlJUVMTbSUlJGDFihAN745yInz0AiI6OhqenJ7KzsxETE0NuLRPQarU0XiZCY6UMGi9lWGO8RC+CSqVCYmIi904AgLe3N+Li4qzSV1ujSIx4eHgAAObMmQNPT0/ccMMNGDduHPbv3w9vb2/Z4jyVlZXw9vYGoLOEVFZWyq5VWVkJLy8vo/dxd3dvF8LDGNKg31GjRuGTTz5xYG+ckwsXLnAxwhjjf8QuLi70BagAGi/TobFSBo2XMiwZLzFmxN/fH66urvD39+f7KisrW837oKiXcXFxcHNzM7ovPj4eFy9e5K/Pnz+PhIQEAEBCQoJsX3V1Na5cucL3E3rq6+t5u7V8iOyNq6srb0vHiyAIor0hFSMAWm0Aq6LZzsvLC2PGjMGKFSugVquRkZGB7du3Y+jQoRg3bhw2bNiAnJwcFBYWYvXq1bj99tsBAP3790d1dTU2b94MtVqNFStWoEePHkbjRdo7Un+fdNIl9JAYIQiC0NFWxIji1N6///3vWLRoEVJSUhAQEIBHHnkEycnJAHTm85kzZ0Kr1WLixIkYP348AJ3b5d1338Xrr7+Ot99+Gz169MCiRYus+yRtBLKMtAyJEYIgCF28SE1NDYB2KEb8/Pzw3nvvGd03a9YszJo1y+i+pKQkrFmzRunt2h1kGWkZEiMEQRDyGiMBAQEAWq8YoZ/eToZ0ciUxYhwSIwRBEI0LngEkRggrQW6alpGOC4kRgiDaKyRGCJtBbpqWIcsIQRAEiRHChpCbpmWk4+IMpY4JgiAcAYkRwmaQm6ZlyDJCEARhXIyoVCp4enoCIDFCWAC5aVqGxAhBEIRxMQLorSPSqujODokRJ4PcNC1DYoQgCKJlMUKWEcJspJYRctMYh8QIQRBE02JEXLSWxAhhNmQZaRkSIwRBEC1bRmpra1FXV2f3fpkDiREngwJYW4bECEEQBFBaWsrbYgVWoHVm1NBs52RQAGvLkBghCIJo2TICkBghzIQsIy1DYoQgCILECGFDSIy0DIkRgiAIvRhxcXGBt7c3305ihLAYctO0DIkRgiAIvRjx9/eHIAh8O4kRwmIom6ZlSIwQBEHIxYgUEiOExVCdkZYhMUIQBEFihLAhZBlpGRIjBEG0dzQaDaqqqgCQGCFsAAWwtgyJEYIg2jtSkUFihLA6FMDaMiRGCIJwNKWlpViwYAF++uknh9y/qbReoHWKEZWjO0DIITdNy5AYIQjC0TzxxBP49ttv4eHhgatXryIwMNCu95eKEWn1VaB1ihGyjDgZ5KZpGRIjBEE4koyMDKxZswaAbv2XnJwcu/dBWgq+LVhGaLZzMshN0zIkRgiCcCRLliyRfVc7YsI31U1TUVFhtz5ZAokRJ4PcNC0jtRiRGCEIwp6UlJRg+fLlsm1SYWAv2lrMCIkRJ4PqjLQMWUYIgnAUy5Yta2RtcDbLiI+PD2+TGCHMgiwjLSMdF6l4IwiCsCVqtRpLlixptN3ZxIirqytfq4bECGEWJEZahiwjBEE4gnXr1vFgVS8vL77d2cQIoHfVkBghzILcNC1DYoQgCEewdOlS3n7iiSd4m8SI5dBs52SQZaRlSIwQBOEILl68CACIjIzEuHHj+HZnC2AF5GKEMWa3fpkLiREng+qMtAyJEYIgHEFJSQkAIDQ01OEZK6aKEY1Gg9raWrv1y1xotnMyqM5Iy5AYIQjC3tTU1KCmpgYAEBQUJBMAjhYjhhVYgdaX3ktixMkgN03LkBghCMLeiFYRAAgMDHT4ZC+KEUEQZKm8Io7un1JIjDgZ5KZpGRIjBEHYm+bEiCNiRsRy8H5+fkbnChIjhEWQm6ZlSIwQBGFvDMWIowuLiQLIWLwIQGKEsBBy07QMiRGCIOyNoRhxcXFxaPosiRHCplCdkZYhMUIQhL0xFCOA42p51NfX85L0JEYIm0CWkZYhMUIQhL1xJjHSUlovQGKEsBAKYG0ZEiMEQdgbqRgJCgoC4LjCYoWFhbzdoUMHo8eQGCEsggJYW4bECEEQ9qa4uJi3DS0jjDFUVlbarS9SMRIaGmr0GBIjhEWQm6ZlSIwQBGFvjLlpHFX4TKkYEeNLnBkSI04GuWlahsQIQRD2prmYEcC5xQhZRgjFkJumZUiMEARhb0iM2BYSI04GuWlahsQIQRD2RhQjgiBw94yjqrCSGCFsDtUZaRkSIwRB2BtRjPj7+/PvZme2jPj6+vI2iRFCMWQZaRkSIwRB2BtRjIhpvYBzB7D6+PhAEAQAJEYIMyAx0jJSixGJEYIgbA1jjKf2ivEigOMsI9euXePtkJAQo8cIgsCtIyRGCMWQm6ZlpCJNOl4EQRC2oLq6GnV1dQCcQ4yIlpHAwEC4ubk1eZy0KNvVIoaeD2rR7/+0yL9uvwJtpkKznZNBlpGWITcNQRD2xFgmDeD4ANamXDQiUjHy4z4gNR04fgFYtIrECNECVGekZUiMEARhT0wRI/ayjGg0Gu4yMlWMVFRUoKBYL0CWbwVyrjmXIKHZzsmgOiMtQ2KEIAh70pQYcUQA6/Xr13nbVDGi1WpRWFLHt6vrgHe/JTFCNAO5aVqGxAhBEPbEmSwjpmTSiEj7d+26Rrbvi81AXqHzCBISI04GBbC2DIkRgiDsibEVe4HWJUaKyuTflTVqYPEaEiNEE1DMSMuQGCEIwp4YW7EXcEwAqzStV4kYuV6mFx7uDQk4/9kIp8msodnOyRAnVxcXF16whpBDYoQgCHvSlJvGzc0NHh4eAJzfMlJaoZtP3FTA4xN026prgeVbrN9HcyAx4mSIbhqyijQNiRGCaD9otVp89tln+Pbbbx3Wh6bECKAPYnVGMSLdX1qpEyOBvsCscfofupdyncMyonJ0Bwg5UssIYRwSIwTRfvj888/x5JNPAgC6deuGfv362b0PzYkRPz8/XLt2zSFipEOHDs0eGxUVxdvlNbrpPsgPCNEnAaG0wrr9MxfFM96cOXMwZMgQDB8+HMOHD8czzzzD961atQopKSkYPXo0lixZAsb0iis1NRXTp0/H0KFDMWfOHOTl5VnnCdoYJEZahsQIQbQfvvzyS94+f/68Q/rQkhgBnNMyohcjLqip07mTgvyAAP0aeiittHYPzcOsGW/BggX4/fff8fvvv+Ojjz4CAOzbtw/r16/HqlWrsG7dOuzbtw+bNm0CAKjVasyfPx/Tpk3D7t270bNnT7z66qvWe4o2hOimobTepiExQhDtg3PnzuHo0aP8taPWWDFFjKjVatTW1tq8L0rESHR0tK6h0ptCAn0BXy9A/L3rLGLEam6abdu2YdKkSejYsSMA4P7778f27dsxYcIEHD16FF5eXpgwQRc1M3v2bKSkpCAvLw+RkZGNrqVWq6FWq+UdVang7u5ure46LVLLCK27YhxpYG99fT0fJxov06DxMh0aK2VYe7xWr14te11eXu6Q90IUIy4uLvDx8ZH1QRYkWlraokCQYs54iWLExcUF/v7+zZ4bERGha6j06ciBvrqF//y9gZIKnZvG1mNqiqXfLDHy3nvv4b333kNiYiKee+45dOnSBenp6Rg3bhw/JjExEZ9++ikA4PLly+jcuTPf5+XlhY4dO+Ly5ctGxcjKlSuxbNky2bbJkydjypQp5nS3VSEqaxcXF2RnZzu4N86J1P1XVVXFx4nGSxk0XqZDY6UMa4wXYwz//e9/G103MzPT4msrRUyn9ff3R1ZWlmyf1FJ79uxZxMTEKL6+kvESQxyCgoJMOs/HxweVCOSvXVk5MjOvw8czGiUVKlwvq0dm5hXFfVZCfHx8i8coFiPPPPMMEhIS4OLigrVr12Lu3LlYv349qqqq+HLFgG4AqqqqAOhWPPTx8ZFdx8fHB9XV1UbvMWvWLMyYMUPe0XZiGREVpKurK2JiYih2pAkEQQBjDCqVCjExMcjOzqbxMhGtVkvjZSI0Vsqw5ngdPny4kfBQqVSIi4uz6LrmUFGhi/IMDg5udP/w8HDe9vf3V9Q/c8ZLtNKEhYWZdK/o6GicL9BbRmKj/BAX54eQACCnEKiodnXImBqiWIz07NmTtx988EFs2rQJqamp8Pb25m8YAFRWVsLb2xuAzhJSWSl3TFVWVsLLy8voPdzd3duF8DCG1E0j/iMa4+rqCo1Gg/r6ej5GNF7KoPEyHRorZVhjvNasWdNoW0VFhd3fB8YYFwCBgYGN7i9dn6aystKs/pk6XtXV1XwuDQ0NNemcqKgonC8K5K+D/AS4uAgI8NG5ZmrrgDqNAA93x9a1svhdFQcjPj4eFy9e5NvPnz+PhIQEAEBCQoJsX3V1Na5cucL3E3qozohpiKZRCmAliLaHRqMxKkYcEcBaWVnJv2cMg1cB+1ZhLSoq4m1TY1OioqJkMSNBDd11towaRTNeeXk5Dh48CLVajbq6OqxevRplZWXo3r07xo0bhw0bNiAnJweFhYVYvXo1br/9dgBA//79UV1djc2bN0OtVmPFihXo0aOH0XiR9o74oadsmuYhMUIQbZdff/0V+fn5AIAhQ4bw7VLru71oLpMGsO/KvUoyaUR0YiSAvw5sECEBksgJZ6g1oshNo9Fo8OmnnyIjIwNubm5ITEzEkiVL4Ovri2HDhuHChQuYOXMmtFotJk6ciPHjxwPQuV3effddvP7663j77bfRo0cPLFq0yCYP1NqhOiOmQWKEINou69ev5+1HH30UBw4cAOAYy0hLYsSei+WZL0b0pg9uGZGKESewjCgSI0FBQfj666+b3D9r1izMmjXL6L6kpCSjZjdCDrlpTIPECEG0XS5dusTb48eP5wHrjraMSFfsFXGUGGmp+qqITozoz+OWkdbspiFsD1lGTIPECEG0XQoKCgAAnp6eCAgI4NmYzm4ZsXXMiJIVe0V0YiSQv9ZbRvQBq87gpqEZz8kgy4hpiONDxagIou0hipGwsDAIgsAnfEdYRoqLi3m79bpp5EXPALKMEC1AAaymQZYRgmibaLVabgEICwsDAF7DyhktI60tgFWMFXG2AFYSI04GuWlMg8QIQbRNrl+/zi2eohiRWkakFZjtQWsPYPXy8oKLh+5YQVsBlUrnnnG2AFaa8ZwMctOYBokRgmibiC4aoLFlRKPR2GUxOimtXYwAgIubzk3D6q5zMSd309hX4BmDZjwng9w0pkFihCDaJsbEiD0nfEOcKYBVFCPu7u6y5VeagzGGepcGV1JdMX8ectMQzUJuGtMgMUIQbROpGBHTV6UTr72DWFsSI15eXvz72l6WkdDQUNnq5c1RowYYGpZX0RQjNzcXALlpiBYgN41pkBghiLaJM1tGjNUZEQSBB7Hasm+MMR7Yq8RFUyztkqZUL0Yom4ZoCmmaKrlpmofECEG0TVoSI46yjKhUKr74qyFi/2wpRsrLy1FXVwfA9IJnAFAiHS6JZcTXCxCNK+SmIWRIJ1ZTTXDtFRIjBNE2kRb2MgxgBexvGRHrjAQGBjb5vWwPMWJu8KrMMlJfwsWIi4sA/wZXDVlGCBlkGTEdEiME0TZxVsuIsXgREbF/0hV+rY051VeBxpaRnJwc/jKAxAhhDOmHmMRI85AYIYi2SUsBrPa0jGg0Gi5GjMWLiNhDLG3ZsoW3Y2NjTT5PHjOit4wAEjFCbhpCitQyQm6a5iExQhBtE1GMBAQEwMPDA4DjLCMFBQW8LkdkZGSTx9m6CmtNTQ0+//xzALrYlRkzZph8bklzYqRB49WoAXWdY2uNkBhxIsgyYjrS8aH1aQjCMiorK7F8+XIMGzYMgwYNQmZmpsP6Il2XRsRRlpGrV6/ydkRERJPH2Trb59tvv+UxI5MnT0Z0dLTJ5xbL3DTGLSOA4101JEacCKkYodTe5pGKEbKOEIR5VFVV4W9/+xuioqIwe/Zs7N+/H4cPH8Y333zjkP6o1WruFpGKEUel9krFSHOWEVv2jzGGDz/8kL+eO3euovNLyiUWD00x8vLy+A84Zyp8RjOeEyH9hU9ipHlIjBCE5axYsQL//ve/G1UOzcvLc0h/pEGa0vRVR7lppONgqmXE2lVY9+zZg9OnTwMABg8ejEGDBik639AyotFouJXFmWqN0IznRJCbxnRIjBCE5Zw5c4a3b7vtNt6WppHaE2OZNED7dtNYYhUBDGNGdGnKRquwkmWEECE3jemQGCEIy8nOzuZt6aTnbGLEUZYRU9000kwbsS6JNbh8+TI2b94MAIiOjsa9996r+BqGlhFAKkb0iRJkGSE45KYxHRIjBGE5V65cAaDL0OjcuTPc3NwAOJ8YcZRlxFQ3jbSv0mcAgNIKhtR08zJVfvnlF57N89hjj/H3RwlinRFXl3pAWwVA/1zkpiGMQm4a0yExQhCWI1pGoqOj4erqyuM0nFmMOMoyYo4Yqa5lGDCHoeeDDP/5UbkgkWY1JScnKz4f0NcZ8fGo029rsN74S6rbk5uG4FCdEdMhMUIQllFVVYXr168DAGJiYgDoK3sWFhbyX+T2xFgpeABwc3PjNUccYRkJCgri9zdGU2Lkp0PABZ3xCTsOKx/PrKws3lZS6EyKKEb8vfXzi/i+k2WEMApZRkyHxAhBWIboogGAjh07AtCLkdraWlRW2n92asoyAujjRuxlGWGMcctIc1YRoGkxsmGvXoCYM9lLxYgoGJVQX89Q1nDfQF99X7gYkQSwllVS0TOiARIjpkNFzwjCMqRixNAyAsitFPaiOTEiumrsZRmpqKhAVZUuxqK54FVAVy1WjOcQn6FWzbD5gP4Yc9wgopsmKChIFsRrKlIBFOyvn+7JMkI0C7lpTEca4EuWEYJQjjSTxtAyAjgmbkScyF1cXBAcHCzbZ4+VcaWYGrwK6L6vRfEkPsPuY+BWCcBgwToTqK+v54IxLi5O2clG7tkhSMXbxiwjJEYIDllGTIfcNARhGS1ZRhwpRkJCQhp9B4pipKamBhqNxuZ9MTV4VUQUI9euXQNjTOaiAZRP9levXuXPaWm8CACEBrrxMRUDWKnOCGEUEiOmQ2KEICzD2SwjjDGj69KI2DujRmoZaclNA+grxmo0GhQWleDHffL9pZVQFBRsjeBVqWUk2B/c2iRaRvyk2TRkGSFEyE1jOiRGCMIyjFlGpCXY7S1GKisrUV1dDcC4GLF34TNzLSMAsG1fOYpK5fvr64GqGtPvb81MGgAI9BUaiRFXV4ELErKMEByyjJgOiRGCsAzRMuLm5sYnUkdaRpoLXgXsX/jM1OqrItI+b9yv/37ydNcfo8T6YG3LSJCf3jJSVlaGujpd3RHRVUOWEYJDFVhNh8QIQViGaBmJjo7m3zfOLEbsbRlREsAKSPssYM9fgQAAdzdg3GD9MUqsD9KCZ9axjMjL1ourI4sZNSRGCA6tTWM6JEYIwnyMFTwDHJva68yWEUVixG8Aiiu9AAC3DgA66j1fijJqpJYRc7Npikr1MSpSywjQOKOmqgao0ziu1gjNeE4EuWlMh8QIQZiPsYJngC6LRcTelpGmqq+KOCpmxM3NrVGasTF4n7268m0p/QUESsqDmOOmcXNzM0kMGeOKRE9Gh8rFiLGMmjIHWkdIjDgR5KYxHRIjBGE+0kwaqWXEy8sLPj662cmZ3TT2sIyIbpqIiAiTEgp4n1V6V0hYkMHKuGZYRjp27Gj2fJAtWbMvJqwJy4iTFD6jGc+JIDeN6ZAYIQjzacoyAsjXp7EnzuSm0Wg03FJjSvAqIOmzm37CD/Y3r7BYeXk5t1yYGy8CAFn5uv+D/ABfb6FZNw3g2IwamvGcCHLTmA6JEYIwn6YsI4A+vbeoqMiuSy1IxYg0xVjEnm6agoICXhPEVBcJ77NK7+oK8TfP8iB9f8wVI1otQ06Dnoxp0EktihGyjBAAuWmUQGKEIMzHFMuIVqvlGRf2wJksI0qDVwHA29tb10dV05aRkgrTAkSlmTTmBq/mXwfqGgrVxoY39Meom8Y8N5K1oRnPiSA3jemQGCEI82nOMuKo9F7xXm5ubvD392+0356WEaU1RkTCwsLkbho/XUqtiKmTvTVqjGQZxIsA8tReY5aRzFyDSm12hGY8J4IsI6ZDYoQgzEda8MzQJeKo9F5xcgwODjYaMGpPy4jSGiMiYWFh3DLi6sIQ4Guem8YaYkQevKobT2PZNN7udXzbvz9aYda9rAHNeE4EWUZMh8QIQZiP6KYxlqnhKMuIVIwYw1GWESVipEOHDlyMBPgwCIJgVoCoVSwj+fp2bDMxI+oa/XvsGxBt1r2sAc14TgQFsJoOiRGCMI/Kykr+q9gwXgRwjBipq6vjAkPqSpDiqJgRc900fl7ycuuAeZYRQzeaqWQX6ONTRDdNYGAg3yaKkepy/bN6+oabdS9rQGLEiSA3jemQGCEI8zC2QJ4UR4gRURwBzmEZMddNE9ohAlAFAgC83XSr4nl6CHB30+03VYyIAazBwcEyEaYEqZtGDGBVqVQICAgAoBcjFSX6z4Obpz4TyN7QjOdEkJvGdEiMEIR5NBe8Cjhm5V5xYgSatox4enryv3tnzKYBAN9A/Xh6uOoFk2gdMaUcfH19PReM5mbSAHo3jSAA0ZKwIMOVe0uK9FYYwS3Q7PtZCs14TgS5aUyHxAhBmEdzab2A81pGBEHgVgJ7BbAGBQXBw8PD5PM8/aJ4W4Uy3hYzakyJGcnLy+PfaZYUPBMtIxHBgJtKHxAsFSNarRZF+Zf4Pq2LHxwFiREngtw0pkNihCDMoyXLiCPEiNQy0tw6MKKrxpZuGsYYt4woXRPG3UsfcyFo9AJLzKgpqwIvptYU1gherVUzXG0Y0liDMBDR8qTValFeXo78nItAxivApbl46h6zbmcVVI67NWEIuWlMRypG7FklkiBaOzk5ObwdHd04e0IqBuyV2iu1jDTlpgFgF8tIRUUFqqqqACgLXgUAwV3vD9HW6sdOdNNotUBFNeDn3fQ1rCFGciQaMsagfpxhem92dgaQvQXu7u6YPnaJWfezBjTjORHSSZXcNM1DlhGCMA+ptSM8vHH2hEql4oLAmS0jLVkYzMXc4FUAYJJF8tRV+txaJem91k7rbU6MXL9+nVvKLFmQzxqQGHEiyDJiOtLxITFCEKZTVFTE2yEhxrMn7L1YnikBrIDeMsIY49YLa/PXX3/xdnx8vKJz65g+86W6XG+BMlb4rLCwEP/5z3+QkZEhu0Z6ejpvW6PgWWyYvICcVIxkZmaitFRXddXcFGJrQW4aJ4LEiOmQZYQgzEMUIx4eHvDy8jJ6TGhoKC5cuIDS0lLU1dXBzc3Npn0yJYAVaJze6+Pj0+Sx5nLkyBHe7t+/v6JzSyr039sVJXoLh3x9Gt3/999/P3bs2IG4uDhcuqQPIk1LS+Ptrl27Krq/SLaRUvAi0vE9efKk/jgHixGa8ZwICmA1HRIjBGEeohgJCQkxWnYdkKf3Si0ptkKpmwawXdzI0aNHeTs5OVnRudf1CTQoLdRbOAINFqM7c+YMduzYAUBnnZC6ZlJTUwHo4lWasxJJqa9nSMtgqK/Xua6y8vUuLMMA1qbEiCWZO9aAZjwnglJ7TYfECNGaqK2txYQJE3DzzTfLUmvtDWNMJkaawt4ZNUrdNIBtMmoYY1yMdOjQwWjqc3Ncl+ij6vIr3JVkWIX1P//5j+y848ePA9AFDIvj3aNHD5PvO+lVhh4zGZ74QCdCyDJCWAS5aUyHsmmI1sRPP/2ETZs2Yc+ePZg9e7bNgi9boqqqCrW1tQCcS4yYmk1ja8tIVlYWF2v9+/dv0nLUFEXSRW/rrvNsJGnMSEFRLb766ivZeaIoOHPmDN9mqhiprmXYtF/XXrENuFrEeACrmwoIMxhO6fhK41NIjBAcctOYDllGiNbExYsXefunn37C//73P4f0w5TgVcD+K/eKlhE/Pz+oVE2HMtp6fRqpi0ZpvAggsYwwDVBfqhcjEsvI3gMnGvVdtIyILhoASEpKMumeZzN1KcMAUF8PfL0TyG54y2LCABeXpgNYpZAYITjkpjEdEiNEa0Jca0Tk2Wef5VkM9sQcMWJPy0hz8SKA7densViMiDEjDQXPCgp0/hKpZWTfH/psHVF4nThxAoB5lpG/0uWvP/2B8fRhQxcNQGKEMAFy05gOiRGiNWGYvpmXl4dXXnnF7v1wRjHCGOOWkZbEiLUtI4cOHcK5c+f4a0vFSJEoRup0zyOKkUCJGLl2XecmGzRoEIYMGQJAVxW3qKjIPDFyWe7yy9Qvq9MoeBUw7gbz9fWVrejrCGjGcyLITWM6JEaI1oRoGVGpVPD21pXf/OSTT2RppPbAGcVIRUUFNBoNgObjRQDrWkY2btyIwYMHo2/fvvjrr7/AGOPvR2hoqGJLQZ2GoUxclVejG2exgJrUTQOVbtXcJ554Ar179+abT5w4wd00YWFhzb4/UlIzmt5nzDLi5eXVKKU7JiZGcXyMtaEZz4kgN43pkBghWhOiZSQuLg4LFiwAoLMIfPTRR3bthzOKEVNrjADWtYzs36+L+qyursbChQstDl6Vrchbp3smsfS+1E0D1wAEBwdjypQp6NOnD9+8a9cubkkxNV4E0LtpfL0al5mPCTP+DIbj7GgXDWCBGDl16hQGDBiAVatW8W2rVq1CSkoKRo8ejSVLlsgixlNTUzF9+nQMHToUc+bMkZXcJXRILSOOVqnODokRorVQUlKCsjKd/b5Tp054+umn+b7Lly/btS+mihFpnRFbB7CamtYLAAEBAbwtFTGATtzlFpqepSS974YNG2QZLkrriwDyGiPQ6K4tpnHLLSP+GD58ODw9PdG3b1+++dtvv+VtU100ZZWMu2VuTACmj5HvjzViGQHakBjRarX44IMPZAO2b98+rF+/HqtWrcK6deuwb98+bNq0CQCgVqsxf/58TJs2Dbt370bPnj3x6quvWucJ2hBkGTEdEiNEa0EaLxIXFwcvLy/un7f3jzJTxUhAQACvumprMaLEMhIVFcXb0gX/AGDmmwzR9zC8uNS0VH9DMfP666/ztlnxIpJ4ZKFed21RjLi7CXBXNfRLFcAn/+7du8Pd3R2AfE0aU8XImQx9u2cC8PAd8h+xxtw0QGPR5+iCZ4CZ5eC///579OzZU+az27ZtGyZNmsSLxNx///3Yvn07JkyYgKNHj8LLywsTJkwAAMyePRspKSnIy8szuiqiWq2GWq2Wd1Sl4m9aW0X0mwK6mBGqn9E0UsuROG40XqYhjhONV8tYY6yktRzi4uKg1WoRFRWFkpIS5OXlob6+3m6WUKkYCQoKava5OnTogNzcXBQUFJj8/OaMl9QN1FKfpPNFTk4OP7asElj9s277/34F3pzd8v2llhFA/v3bt29fxe95oUSM+HnVoQy6wFTxOl5utVBrvADXQHTs2BFarRYqlQpdunSRpfQCOpFiyv1PSwxrSZ2A5K4MSZ10cSSuLkBMGINW29haZChGoqOjbfp9YEoMpGIxUlpaiu+++w4rV67EBx98wLenp6dj3Lhx/HViYiI+/fRTADpTZOfOnfk+Ly8vdOzYEZcvXzYqRlauXIlly5bJtk2ePBlTpkxR2t1WhVSpu7i48NUUicZIv8DEcaPxUgaNl+lYMlZiDQkA8PHxQWZmJreMVFdX46+//oK/v7+lXTQJafXXqqqqRinHUgICApCbm4tr164hIyNDkWBSMl7SGixarbbZPgFAYGAgSkpKkJmZyY/dl+oJxnSpI9fL6pGZ2XKV26tXrxrdHhwcbFI/DLmQ7gNAF2sT4F2PMuiyac6fPw8PDw+4whuAF6AKgIeHB79+jx49GokRPz8/k+7/x8kgALrPTohXPrKyavDKfR54Y3UQbh9YheLCMhQbCfkx/GHv7u6u+HmVYMqCg4rFyKefforp06c3+uOpqqqSBRf5+PjwUrjV1dWNFjTy8fFBdXW10XvMmjULM2bMkHe0HVhGpOPn6uqKmJgYyqppAukfjvjZovEyDa1Wi+zsbBovE7DGWEkDLfv374+4uDjEx8fjwIEDAHTfbXFxcVbpb0tIv3N79erVrDs4OjoaaWlpqKurQ2BgoEmpn+aMl/S4zp07tzgWMTExKCkpQX5+PmJjYyEIAr7eq99fXu2K2Ng4tKSdRMt+cHAwXF1duTsqOTkZnTp1MqnvUoTD+nZkBw+IcszNzQ1xcXFwExq+s1z90Lt3X24lS0pKkhXBCw0NRb9+/Uy6Z5Zk2aAxg8MRHgzExQGTbwUADwDGY3AM3TLJycl2+ww2hSIxcvbsWaSmpuLvf/97o33e3t4yt01lZSVPYfPy8kJlZaXs+MrKyiZXjHR3d2/zwsMYhqm94j+iMdJVRMVxo/FSBo2X6VgyVlLhHB8fDxcXF1nsQ35+vqLsCUsQ3TSBgYEtrsQbFqYPOCgqKmoxnkOKkvGSWoRDQkJaPC86OhqnT5+GWq3G9evX0aFDBxxM1X93auoBtUaAl0fzakR000RGRmLmzJl8Xhs4cKBZ73Vxub4PHcO9IGqT3Nxc3HDDDWCaEgBxgOCC4LA4fg/D+JCkpCST75+arrtnaAAQESKYbL0yjBeKi4tz+HeBIjFy7NgxZGVlcXdMRUUFXF1dceXKFcTHx+PixYsYNmwYAOD8+fNISEgAACQkJOCHH37g16mursaVK1f4fkIH1RkxHQpgJVoLohhxdXVFdHQ0AHnsgz2DWE1ZJE9EKkYKCgrQpUsXm/TJ1BV7RaSL1+Xk5CAkJBQHz8iPKa0AvDyavkZNTQ233AcHB+Ppp5/Gn3/+iby8PDz22GPKHqABaTZNbJTeyi26xjQ1RTxlxMdfL0a7desGQRB49qmpwatFpQxXG4auZ4KyDEzpOIeEhHDDgSNRJEbuuece3Hrrrfz1+++/j5iYGDzwwAM4efIk3nnnHdxyyy3w8PDA6tWruaulf//+qK6uxubNmzF27FisWLECPXr0MBov0p6hbBrTITFCtBbEbJqOHTvy8t9Sy4i9xEh9fT1KSkoAmCZGpOm9Yv0LW6AkmwYAF3SATox4BvVGsUHJkdJKIKKZRzS8p5eXl8XrBRVJxEhCrN49IoqRmop8MbwD1Wq9VcrX1xedO3fGhQsXAJguRlIlZeCTOinrq3ScnSGtF1AoRjw9PeHp6clfe3h4wNvbG35+fhg2bBguXLiAmTNnQqvVYuLEiRg/fjwAndvl3Xffxeuvv463334bPXr0wKJFi6z7JG0AsoyYDokRojVQXl7Of/lLffLSH2K5ubl26UtxcTH/9a3UMmLL9F4ldUYAuRi5cuUKCowYBEpbKM6q1BpjClLLSNcb9EXjsrOzodFoUFWex8VIiUH/+vTpo1iMSNek6ZmgLBur1YsRQxYuXCh7PWvWLMyaNcvosUlJSVizZo0lt2vz0No0piMVI5SiSjgr0ngRaVCkI9w0ptYYEbG3ZUSlUsmC+JvC0DJytaxx6mppZaNNMmwiRhqsM66uQLfOesvXlStXdO9xXUmT/Xv44YexceNGdOnSBUOHDjXpfqnp+ufu2XKyigypAOnatauyk22ERWKEsC7kpjEdsowQrQGpGGnKMuKsYsTelpHg4GCT4h4MY0YOaxof4wgxIhY9C/IFIiMjeK2oK1eu6FKd6/WFSAwtN7feeiuuXbsGHx8fk7/7pZaRJIViJDExEW+88QZOnjyJZ599VtnJNoLEiBNB5eBNR2o5IjFCOCvS6qtSy4ivry98fX1RUVHhtGLEXpYRURiY4qIB5JaRjCvFSK1pfIxD3DQNlpFgf122X0REBHJzc3HlyhVd3IhG78cxJpaU1JphjHExEhUKBPkpny9eeuklxefYEvIFOBFkGTEdsowQrYGmLCOAPojVWcWIPSwjdXV1vA6LqaIgODgYHh66VJlL+SEQl0DrEKg/piXLiDSA1VQR1BzSFXtDGjSFaMG5evWqbg0iqWWkhf61REGxPkZFafCqs0JixIkgMWI6JEaI1kBTMSOA3lVTXl4uq9FkK5SKET8/P17vyVaWETG7BzBdFAiCwK0j+dV6/8TYgfpjSiubXzDP2pYRaTZPsIEYYYzh8OHDgEYvRkrKm+9fSTlDfX3Tx5zTL2ODbo6tVWY1SIw4EeSmMR0SI0RrQHTTCILQKGvB3nEjSsWIIAjcOmIry4jStF4RcaKvcdOvenv7IP13pr3dNNJMGkMxAgB//PEHoCnR968Zy8jPfzKET2SIn8rwx1/GBcl5SbX7xI5tY64gMeJEkGXEdEiMEK0B0TISFRXVqKq0s4sRQB83cu3aNZtkrZkrCnSWEQHwHwQACAsC+khqstk7gFUqRgzdNEDDOjgmumm+3cWgrgOyC4CRzzB8samxIDmXpd/W1fEL7loFEiNOhPSPncRI85AYIZyd6upq5OfnA2gcLwLYX4xIJ2BTxYhoGZEWTLNVn5TEbkRHRwOe8YAqEAAwuAcQIFn+zO6WEZmbRmepaFS/Q9N0No2UKxIjVJ0GeHQxw2OLtbxGDACcl6xDmOgcZUIshsSIEyGdVMlN0zwkRghnJytL79g3tvCavauwWmIZAWwTN2KRm8ZdP36dow3EiImWEVdXV6usmFyk1xkI9pP0UYqmFGC6H5x519EkV4wM89JNwA+/6V+faxAjXh5ATFjj41sjJEacCHLTmA6JEcLZkab1OoNlRBQj7u7uJq9FYuuMGossI+768YsIEeDjpSs4BpguRoKCgqzyw+9aib4dEqD7v5EYQT38VToVceoSUF7V2P3CGEN2wzB3jQWWPKPv254TuuM1GoZLObptXToCLi5t44criREngsrBmw6JEcLZaS6tF7B/SXjpInmmTsC2toxYFDPiHs5fRwTrrMn+DRqrzEQxYq0aI+l5emER19AtqeWL7wvSRZ5qtcChM412o6wSqKzWtTt2AO7XLwWHY+fFe+lWJgbajosGIDHiVFA5eNMhMUI4O1evXuVtaaEuEUdZRkx10QC2t4yY66aJjo4G3CL464iGU0VXTXOWEY1Gg9LSUsX3bI5LEi15Q8Nb7e7ujvDwcNlxSTElvP37qcaWEWm8SMcOuviTTg2PeeIiUF/PuIsGALqSGCFsAblpTIfWpiGcHTF4FUCjSQkAAgIC+MKjthYjVVVVqKnRlSpVIkbsaRlR4qaJjIwEPIyIkYalbZoTI9JAXGuJkcsNYsTHS158zdBVM6SnXoDsO9X4OoZiBAD6NywdU1kNXLhiGLzaNlw0AIkRp4LcNKZDlhHC2ZGKEamFQUQQBLtVYTUneBVwXsuIm5sb3H31Oa0RDY8kWkZq1UCt2niNDmtn0tTXM2Q0GMESIuXJB4ZipG/3YB5wevCMLltGijR4tWOY7jr9EvXXO3a+bab1AiRGnApy05gOiRHC2ZFaEoyJEUDvqikuLuaWC1tgrhhxVssIALh6NfhDmAYB3rrvAFMyaqxdCj6nUC8qEgzCRAzTe2NiYjCsl65dVaNzvUjJLtALDdEy0i9Rv//oOSYveEZuGsIWUJ0R0yExQjRFfX09amtrHd0Nbhnx8/ODl5eX0WPsFTfirJYRUYz4+vrCzc1N0bla14a+qfNx7ZpurP1NqDVibcvIZWm8iIEYkVpGREvYsBv1lo79p+XHG3PT9JUUczt2QV8KvkOgeQvkOSskRpwIsoyYDq3aSxijpqYGvXv3RlBQkK4EtwMRLQnG4kVEnF2M+Pj48LgWW9YZUSoK6usZ1Kwhh1adh5wcXa6rKZYRa4sRMc0WABKi5OJAKkYiIiLg5ubGLSMA8LtB3IgxMRIeLCC6oX04DchreCvbklUEIDHiVJAYMR1BEPgYkRghRPbv34/U1FRUV1fj3//+t8P6UVtbywMlW7MYscb6NBqNBnPmzMHUqVNRVlYm2y6t96GEojKAocE6qs7XixFf/TH2EiOXJWm9hm4aqRgR2z3j9f3cfxqQFFblYsTTXV+vBAD6NVhHqiSevLaUSQOQGHEqyE2jDHGMSIwQItJ6HTt27EBdXZ1D+mFKvAhgvyqs5ooRQB83UlhYaFbm2s6dO7Fs2TKsW7cO7777Lt/++++/8/ena9euiq55VVrBtO4qrlzRBVIE+DReLK+qqgr/+c9/sH//fgC2ddMYihFp5V2x7eIiYGhP3bZrJUB6voofI4qRjh3kgbDSuBGRtpRJA5AYcSrIMqIMEiOEIdIJvaysjE9A9kYqRlqzZQTQiymtViubyE3l8uXLvP3tt9/yNVa+//57vv3uu+9WdM2rRZIX6qvNWkbeeecdPPHEE0hJSUFubq7NxIgggNcEEYmLi8NTTz2FxMREPPfcc3z7sF56IXHkvAcAXUVWUUB1NNCv0owakbaUSQOQGHEqxElVEARam8YESIwQhhhO6Nu2bXNIP1qqMSJiryqs1rCMAObFjUifKz09HQcPHoRWq8UPP/wAQFccbNy4cYquKbOMSMWIkQDWn376CYAunmj79u3WjxlpeLyOHQAP98bf2x9//DHOnTuHm266iW8bdqN+/5/ndDE5OUbiRUT6GzEcUcwIYTNEEyhZRUxDFCNU9IwQMRQjW7dudUg/WqoxImJty8jjjz+Onj174uDBg7Lt5qzYK2JpRo2hyFq9ejX+/PNPLiBuueUWxYvVyd00+fwehgGstbW1OHHiBN+2Y8cOq4qR0grGF8kzdNE0x4BugHtD8pBoGTEWvCoSFQqEScJqXFwaZ+60dmjWcyLEX/gUL2IaZBkhDDGc0M+cOSNbsM5emOqmCQkJ4SmtloqR9PR0fP7550hNTcX06dNRVVUFoGHxtWx92U6lwaLWtIwAwNq1a7Fu3Tr+WqmLBgDyiiRRn+qrejEic9MwnDhxAmq1mm/btWuXTFAFBga2eK8TFxgWfqlF5tXGRdTSJW+ZEjHi6SFgYHddO7PADRl5hmJEbmERBEEWN9IpwrgVpjVDYsSJEH/hkxgxDRIjhCHGJnRHuGpMtYwIgsCtI5aKEemkn5GRgddffx0AsGrVKpw6pcsh7dKlC1QqldHzm8LalpHCwkJ88sknAHRW4PHjxyu+pqGbRhw7QzfNoUOHZOcVFxfj2LFjumMDAkwai3tfYXhtFTD73cZiRBa8GqlMHIwdoD9+x59AtrT6aofGx0vFSFvLpAFIjDgV4qRKbhrToNRewhBxUvLw8ODbHC1GmrOMAHpXzbVr1yzK/jEUCosXL8b27dsxd+5c2TalGFpGTl9imLJAi3W7jZdbN8RYLIxorRgxYoTs+qZiKEZKS0tRWVnZyE1j6K4C9N8XprhoKqsZFxx7TzYuMS8reNZ4LcRmuW2Qvr3jMHBFWn3ViH7t10UvXtpavAhAYsSpIDeNMsgyQkgpLy9HRYUuanHw4MF8kt+9ezeqq6vt2hdT3TSAPG5EutKvUgoLC2WvNRoN7rjjDpSXlwMAHnroIbOsEIaWkUcXM/zvV+DhdxjUdc0Lkurqal7YbODAgY3cIvfcc4/i/gD6bBqVUANodWkzeXl5MjdNWaXeMmLMAmKKuypfXzke6rrG5dsv5TZdY6Ql+iUCoQ21RHYfAy5LDGPGLCPjbtKd0yEQ+L872paLBiAx4lSQm0YZJEYIKVI3R1RUFM/QqK6uxp49e+zaF9Ey4u7u3mJwprWCWKWWEfFvQ0yjjY2NxYcffmjWdaWWi4y8evyRqmtXVuurgTaF9Hni4+MxefJk2f6JEyea1SfRMuLjrq/5npubC18vXYotABSV1vG04oEDBzaqZWKKZeSqwfP98Zf8dXM1RlrCxUXArQN07fIqYM9xXdtNJV/5V8TLQ8CRZQJyvxdw4w0kRggbQm4aZZAYIaRIJ77IyEjccccd/LW9s2pEMRIeHt5imr4txMjLL78s27dq1SoEBAQYnmISUjFytrCHbF9OCyEkUhdNVFQUZsyYwV8PGDCg0UJyplBTy1DSoEGCfPRrEOXm5sLFRYCft+51QZF+36BBgzB27FjZdUwRI1LLCAAcPGPcTePrpbdyKGHsQH1b0/A11rGDTqgYQxAEqFRtT4gAJEacCnLTKIPECCHFUIykpKRwYW8sdsBW1NfXc5dJc8GrItaqwioVI9OmTcPf//53eHp64l//+hduvvlms6/r4+MDX1+d/yNXPVi2L7cFy4ihGBk+fDjuueceBAQE4NVXXzWrP1KBEBaoT+s3TO8tqdALh0GDBuHWW2+VXcccMSJahQDd+jgZDV61hCiYVRtKtIxIMeaiaQ8oC6smbArVGVEGiRFCiqEY8fPzQ2xsLDIyMnDx4kUwxuxSTLCoqIj/LbcULwLYxjLSoUMHvP3223j77bfNvp6UmJgYpF0sRo1bP9l2pZYRFxcXbNiwAVqt1uzvOWnwalQH/Q83qRjJBlCl1q8CPHjwYJ5GLQYJmyRGDArOZuUDuYUMUaECrlzTWzPMrfkRFgT07FSLvzL0AdfGglfbAzTrORFkGVEGiRFCiqEYAYDOnTsDAEpLS2VVSG2JkuBVwHpiRLTGuLi4KK4l0hJxcXFA6ERAkE8ZuYXNB7AaihERS35wSeM4OkXqJ3Ge3tsQxKqFJyCoEB4ejtjYWPj6+mLYsGH8eJNiRq43fr5DZ3T/y1frVfAABoy8sUb2ur1aRkiMOBEkRpRBYoSQYkyMdOnShW+7cOGCXfphao0REWuVhBctIyEhIVa3rsbGxgKh9zbaniNJ4Kmrq8OKFSuwZcsWvq0pMWIJUsvIDbH69BljVVjhGoBBgwZxi5jUVWOKUDS0jADAH6k6gSLNfkmIMt/iNrKXPNPLsOBZe4HcNE4EuWmUQWKEkNKcZQQALl68KFsfxFYoqTEC6Fwqrq6uqK+vt4qbxpy6HS0REtEVCBgJAAj2rcb1Ci8AQG6h/t6TJ0/G3r17AQBJSUkYPXq0TIxIRZclSMVIpyhP+Pv7o6yszGgVVqh0YkTksccew86dOwEAEyZMaPFehjEjAHCwIW7ksgVpvVL63FCLAB/9wn5kGSEcDllGlEFihJAiTuSenp48c8RQjNgDpW4aV1dXfpy5YqSyspLXUrGFGLmqGQwIur+3PlGpPGMlpxA4duwYkpOTuRABwCd8USD4+fnBz8/POn2RuE4igvUWl+YsIyKBgYHYvXs3du/ebVJ/RDES6AvEN2ipI+eA/OsM3+zUH9elo3nPAgAqVyAlWf86tuWPTJuExIgTQXVGlEFihJAiTuSRkZHcLO8IMaLUTQPorQb5+flmfZ6lBc9sIUb+ytPXIg933YeoUF07O78eQ4YORVZWluz4P/74A4BeIFjLRQPILSMRwfqxq6ioQHl5uVyMuAViwAAjKSsK7xURDAxO0rWra4Fb/sZ4+fab+1pmGQGAF+8H4iKAicPlZd/bEyRGnAiqM6IM6aq9YnEnon1SU1PDK31K3QEJCQlcmDgiZsQUywig77NWqzVr/RfDTBprotUynMxsCIityUJt4QFEN4iRarUraut0WSuDBw9GdLSuJvqff/6J4uJiXv3VmmJEWmgtPFh+7dzcXPh569N9o2K6KV4RWKSymqGyWn+fm5L0sRyndbXUEBIAfP2yYHGWVt8uQMY6F/zwpkuTNUbaOjTrORHkplGGdJxEqxLRPpGWUZeKEU9PT15YyxFuGqWWEcC8IFZbipHCUkBd1zBBVqUiOzuLW0YAAO7RcHd3x6+//ooRI0YA0FW93b59Oz/EFpaR0ADATSU0EiO1VfqxiIrtbvZ9pPEi4UHA4B6Nj/nqnwKi22nAqbUhMeJEkJtGGdJxIldN+8ZY8KqI6KopLi7G9etG0iOsjGgZcXFxQWhoaAtH67C08JlUjJh6T1OR1RKpvYLMzExuGQEAeEShc+fO8PT0lAUIr1+/nretJUYYYzLXieG18/LyUFKYyV93iOgMc5Fm0oQHA707A57u+m1/mwLccRMJEWtBYsSJIDeNMsgyQoiYIkYA+1hHRDESGhpq8g8LS2uN2NIyckUqRtQ5KCgoQIcAjX6bezS6desGADIxYgvLSGkFUKtb8BcRIY2vnZubi/wcvTsuMDTO7HvJY1MEuLsJmDZG93p4L+CtR0mIWBOa9ZwIctMogywjhEhzYkRaa8TWYoQxxt00prpoAMvFiC0DWKW1RFCrcyF5QLLRPZKLkV69esHLS5f2W1OjL+Zlixojxiwjubm5yMlK4699/CPMvpehmwYAlj4v4OgyAbs/1IkTwnqQGHEiqM6IMkiMECKmWkZsHcRaVlaG2lrdAm2mBq8Czm0ZybkmCQ5XXwEAsFpJ+VGPaL4irkqlQu/evRtdwxZiRBQIhmIk/eIJ/UGqQLPvZeimAQB3NwH9urbdxeocCc16TgJjjGeEkGXENMhNQ4g4i5vGnLRewLkDWGVumgYRUluert/mHsUtIwDQr598/RrAemIk38B1AsjH7ty5c8jNPMNfl1VacK9ieT0TwraQGHESpJMpiRHTIDFCiDQnRhISEnjb1mJEacEz6bFieqhTB7CqdWKktPCcfpt7FLeMAEDfvn0bXcNa1VcLSvTtsAbLiJeXFwIDAwEAJ06cAOpL+TGllogRI1YYwnaQGHESpG4GctOYBrlpCBFxAlepVI0mY29vb3TsqCuRaU/LiBIx4ubmxi0aloiRwMBAuLm5tXC0MsSYEU83LaDRBVLkZKdD0Oju6eIVwyveAo3FSFBQEI8jsZQCibUiTCIQZJYXTRlvWiJGpC6hMBIjNodmPSdBOpmSZcQ0yDJCiIgTeHh4uFExL7pqCgsLUVJSYrN+mFNjRES0Hly9elVxET8xgNXaVhFA76aJCtX36dSpU2A1DfEjbuHQavX7goODkZioLyNqzRojxoJKG99DC2h0xdZKKyy/V6Av4OFOMSK2hsSIk0BuGuWQZYQAAI1Gw0VAU+4Ae8WNmGsZAfR9r6urQ1FRUQtH66mrq+MCy9rxIuVVjMddxIa7wtdXtwrdsWPHeGYNgwrXSuTnSVN8rSlGCiRipEnLCMBdNdZw01C8iH0gMeIkSCdTS0sLtxekv4DJMtJ+yc/P55YEe4mRI0eOYP78+Th16hTfxhjTTdINmCtGAGVBrDZN65XEi0R3AGJjYwHonhXqXKPHAbrS8CK2sox0CNS3De+hgs4yUlAMlJS3bGUqrWAY+bQWXWdokXmVobKaoUJSCp6wPSRGnARy0yiHLCME0Hzwqoi1a41MnToV7733HgYNGoRvvvkGjDG88MIL2Lx5MwDAx8dHdk9TUFKFNSsrCydPngRg47ReSTmR6FAgLk5SREytT+/NNTDk3HLLLXB315UrtWShOkNEy0iQH2R1PgzFSJSPLsBWUw98/1vL112yHvjtJHA+G3h/LWvSHUTYDhIjToL0lz0FsJoGiRECkE/cTf0Kt2atkbKyMly+rFspraamBg888ABGjhyJ999/H4DOsrl06VJZUKcpmFpr5OzZs+jVqxf69OmD9evX27jGiL7dMUzglhEAgDrP6HEAEB8fj927d+Orr77C7NmzrdYfUSQYCgRDETqi2xXe/u6X5i0jVTUMH2/QH/PLUeM1RgjbQrOek0CWEeVQACsByF0aTVlGbrjhBt621DKSnZ3daNvvv//O20uXLsWMGTMUX9dUMTJ//nyUlupiIv7973/b1E0jrTESHQq5GKmVWkYaT/hDhw7FzJkzuYXEUqSr6BpmtxiK0FsGB+EG3QLC2H0MyCtsWpB89ZNuMUCRMxnAcYleFeuZELaFxIiTQAGsyiHLCAEAV67ofwWLK/Qa4uPjwyd7Sy0jWVlZvN2vXz+oVCr++sMPPzTbEmCKGNm7dy93BQHAgQMHcPjwYf7a+jVG9JO4NGYEQLMxI7ZAGiRraK0wFCO9et2I6Q3ryGi1wLpfjV+zvp5h8ZrGQuXbXfpt5KaxDyRGnASqM6IcsowQgFyMiPVEjCFaR65du4aKCvNzPqWWkUcffRR79+7FjBkzsHr1asydO9fs67YUwKrVavHCCy802r5ixQretqVlpGMjMSKxjEjXr7ER0jiOsED5PunYubq6onv37rgvRW/RkIoLKd//BlxuGOrIEP32/af1bXLT2Aea9ZwEctMohywjBCAXB82Jkfj4eN7OzMxs8riWkFpGYmNjMWTIEHzzzTe47777zL4m0LJlZN26dfjzzz8ByJ9FdNkAtgtgdXHRWQhkAax1RXARNLLjbIk0rTfcwHXi4eHBK+3269cPHh4e6N5JQJ+GGOLDacClHLkgYYzhnW/125bNF+Dl0fi+lNprH0iMOAnkplEOiREC0FtGfHx8eFlwY3Tq1Im3MzIyzL6fVPw05RYyBw8PDwQH62Y+QzFSW1uLF198kb/+7LPPMHTo0EbXsFUAa0QwoFIJiIqKklhuGYJ9dCvzOtoyAgBfffUV5syZgy+++IJvmz5GL1q+2yU/fu8J4GhDVfs+XYBxg4ERjdf4IzeNnSAx4iSQm0Y55KYhGGNcjHTs2LHZGj3WEiNSy4g1xQigt47k5eXJqrCuXbuW9zklJQVjx441GiRrTTFSp9GnuHZsuKybm5ssPiOyIUSlsBSoVSurGqsUuWWk8f5hw4Zh6dKl6NOnD982bYx+/+qfmWxMtxzQt+dNFSAIAlL6N/78UCl4+0CznpNAbhrlkGWEKC0tRWWlrsxmcy4aQC5G0tPTmz6wBUQxEhgYCH9/f7OvYwwxJqOmpkZWzVVaTO2FF16AIAiYPHmyLHjW29sb3t7eVutLXhEgzt3RkrhY0R3i4uKChGhPvv2KjYNY869L1qUJNO2c2HABw3vp2mezdHVERNIknrpRfXT/j+kvP59KwdsPxWLkzTffxNixYzFy5EhMnTpVltK2atUqpKSkYPTo0ViyZIlMhaampmL69OkYOnQo5syZY9ZiUG0ZctMohywjjmXRokXo1asXfv21iVQFO2Bq8Cogj7Mw1zKi1Wr5Pa1tFQGarody6dIl3u7RowcAXebM2LFj+XarB6/ql9lBR8kyOy+99BJ69OiB119/Hd076cXQuSzYFOmKvUqCSm8doBcTRyWLDZ/J0P3v563LFAKA3p2BEEl5GIoXsR+KxciMGTOwefNm7N27F6+++ipeeeUVlJWVYd++fVi/fj1WrVqFdevWYd++fdi0aRMAQK1WY/78+Zg2bRp2796Nnj174tVXX7X6w7RmyE2jHLKMOI6SkhK89tprOH36NO6//35UVVU5pB+mBq+K+8W/LXPFSEFBAdRqNQCDzBIr0VSlWFGMeHh4yNwk0qBZq6f1yqqv6if0W2+9FampqfjnP/+JHp3028XJ3Vbkm7mKbj/9mn04fkH3A7mqhiGzwfDUPU6/BIeLi4DR/fTHUyaN/VC1fIgcqalTEASo1WoUFhZi27ZtmDRpEv9CuP/++7F9+3ZMmDABR48ehZeXFyZMmAAAmD17NlJSUpCXl2e0SJFareZ/8LyjKpXViuc4IxqNhrfFL0z6td88UtFWX19P42Ui4jhZMl6XLl3i5+fm5uKDDz7AP//5T6v0TwnS+I3o6Ohmn8nV1RUdO3ZEVlYWMjIyTHp+w7GSipiYmBirf+ZEFwigs4xotVpotVpe8VXcL973rrvuQmhoKAoLC9GrVy+r9kdqGYkMYbKVeUW6SoxDZzKZVT5bTSHGjHi6A94exvtjjN56YxOOndf1LS1T74LqFivv7+h+wP8ajH1hQbb9HrbleDkTpvzAVixGAODtt9/G5s2bUVtbi5EjRyIhIQHp6ekYN24cPyYxMRGffvopAODy5csy86OXlxc6duyIy5cvGxUjK1euxLJly2TbJk+ejClTppjT3VaB1Nws/so0VumR0FNeXs7bWq2WxkshloyXmGIq8s4772Ds2LE2WcK+OVJTU3nb3d29xZTdyMhIZGVloaioCKmpqXwV2pYQx0oau+Hr62tRirAxvLy8ePvUqVPIzMxEXl4eamtrAej6b3jPr776CocOHcLEiROt2p8zlwIB6HwWbtqryMysbXSMtyAA0FmITp6vQXa2ztxgi7/Fq0UdAbgixF+DrKycFo+X0iEgGtdKVTh6rh4ZGVfw2xEfALrPakRAMTIzy/ixN0a7wt0tGuo6AZ1C5ftsRVv/7pK6SJvCLDHyj3/8Ay+88AKOHDnCTYlVVVWyP2wfHx8+qVZXV8PHx0d2DR8fH1RXVxu9/qxZsxpFird1y4i0pLO4pkVMTAy5bJohJERfpai+vp7Gy0RE4WbJeBm6ZSoqKrBq1Sp8/PHH1uiiyUiLl/Xr109eB8MIXbt2xaFDhwDoxqGl4w3Hqqamhu/r1atXi+crJTIyEq6urqivr0deXh7i4uJk1piePXs2umdcXBxuu+02q/YDAMolxul+PSMQ14QXLDYcyMoHLuV5omPHGFy5YtlnyxgaDXC94a2OClUpHvf+3YCfDgGlla4QPONQWKnfN6RPEOLi9H6fuDhgx2IgNQN4cGwQvD1tl05jjb/FtoJZYgTQmTwHDRqE7777DgkJCfD29pZ9MVRWVvLIbi8vLx7xLt0v/RUgxd3dvU0Lj5YQI+RdXFza/Qe0OaSZBFqtlsZLIZaMl7GYiy+++AJz585FYmJi4xNsRE6O/hdybGxsi88j/YWWlZWF3r2NFJYwgjhW0l+wnTp1svrnzdPTE3Fxcbh8+TIuXLgAQRBkmT+dO3e222c8t1DvOogJE+DiYjyrpHucFln5QGklUFCi65u1/xaLK/RpueHByuPq+idq8ZNOg+LERQFns/QunqROjZ9tVF/dP3tB311WSO0Vo8vj4+NlAVfnz5/n/s2EhATZvurqaly5ckXmH23vUACrciiA1XFIxcicOXMA6OKeXnrpJbv2Q3Rvenp68oJhzWFprRFbFTyTIgaxlpeX49q1a7JMGumCf7ZGTNUN8gO8PZtOb+0uMVKkWddrxWmp4FlL9O2i7//xC4z308MdiDe+tiJhZxTNelVVVdi+fTuqqqqg0Wjwyy+/4OjRo+jbty/GjRuHDRs2ICcnB4WFhVi9ejVuv/12AED//v1RXV2NzZs3Q61WY8WKFejRo0eTK2y2R6jOiHIotddxiBO5u7s7Fi9ejLAwXe7n5s2b7fpeiOKgpYJnIlLLiDm1RsSAWUEQEB0drfh8U5DG1128eNEhYoQxxrNpolsIA5Jm1KRlmH/Ps5kMT3ygxe6jjQNTWyp41hJ9Jca6Q2eACw0hel1jAFdXqiPiDCgSI4IgYOPGjRg3bhzGjBmDlStX4o033kDnzp0xbNgw3HPPPZg5cyYmT56MoUOHYvz48QB0X1jvvvsuVq9ejZtvvhknT57EokWLbPJArRWqM6IcEiOOgTHGJ/K4uDj4+fnhpptuAqArW26vYLyysjIexGyqlcJalpGoqCi4ubkpPt8UmhIjgiDI+m9LikoBdZ2uHd1C+RKZZcSCWiNzP2L4z4/A5AUMdRq5IJGl9QYqFw/xkUBAQ0jj7mOApuG3X3frhvwQFqAoZsTLywuff/55k/tnzZqFWbNmGd2XlJSENWvWKOtdO4LcNMohN41juH79Oo8PEydHaX2MCxcuWD2w0xhKCp6JREdH8wBRpWKktrYWV69eBWA7Fw3QtBiJiYmBh4eRldxsgNQt0lLhL+mEftYCN83R87r/r5cBqengi9wB5hc8ExEEAX27MOw5rhciANA9jqwizgLNek4CWUaUQ2LEMUgncdHtIQ1aPX/+vF36YY4YUalUXEgoFSPS+9mi4JmIVNgdPnwYxcU6ZWDPeBGpJaKlheJCAgRehMzcwmdFpQxF+sWHcTjNsD+SUvBmJrf069J4W49O5l2LsD4kRpwEsowoh9w0jkE6iTdlGbEH5ogRQC+giouLUVpa2uyx5eXlPGNH6n6ypRiRZuns3buXb7erGJHFaLRsPRCtI/nFQGml8u+vC1fkrw+nyd00MsuImWKkb2Lj5yA3jfNAs56TQAGsyjGswErYB2ngZ2sUI6bGjWRmZqJnz54YPnw4PvvsM5uu1ivFw8NDtmCeiLNaRgD5pH4xV3kszXmDMKNDZ+SvpQGsZltGDDLOXVyALqZ/bAgbQ2LESSA3jXLIMuIYjFlGoqKieF0he4kRc9NsTREjFRUVGD9+PBc88+bNw+bNm/l+W1pGAHncSHPbbEV+sd4yYUqMhjSj5mKOOWJEbglJzQDKq/TbREuNiwsQYuZCyV1jAC9JyE3naFqR15kgMeIkkJtGORQz4hiMxYwIgsCtI5cvX5attWQrbGUZ0Wq1eOCBB3Dq1Cm+Ta1WY/369fy1LS0jgHHh4Sg3jSmWCJllJE8uRhhj+HAdw4tLtThxwfh6MucN3DSM6daREREtI6EB5qfiuroK6CUZQnLROBc06zkJ5KZRDokRxyC6aTw9PREeHs63i2JEo9GYvSquEkQx4u7urmhNnJZqjSxYsAA//vgjAN3SDFIXlIitLSPG7mlPMSKr62Ghm2bPceC5TxjeXg30/T+G5NlafLGJQSNJ3zV00wD6IFbGGBdH5saLiEhdNSRGnAsSI04CuWmUQ24a+8MY40IjLi5OVmjM3nEjohgxteCZSHOWkaNHj+KNN94AoLNQfvfdd/jkk0/g6enJj/H09LT5goCGlpHQ0FD4+5vpnzADqVskNKDl46NCAf+G5ccMxYhh/MfRc8CjixleWaETI1ot4wGsnpJVQMQg1vIqoLZhnRxz40VEhvbUf06Su5KLxpkgMeIkkJtGOWQZsT+FhYV8kTzDAlz2TO+tqKhASUkJAGUuGkAX3yKua2QoRqTZKwsWLMDYsWPRpUsXvPfee3x7bGysIvFjDlyMuIUDLl52tYoA+gBWU90igiBwS0NOoQqVkjVQz2TqLSCJEu/WlgO6/3MLgaqGON3R/QCfhiXLRMuIrOCZhWJk6mjgnw8ArzwITBxu2bUI60KznpNAbhrlkGXE/hiLFxGxp2VEGi+iNH7D1dWVu1kMxYg0Y2b06NG8/fjjj2POnDnw8PDAM888Y0aPlZGQkACE3gMMugL0T0VcfA+b31PEXLeI1O1xTuJ2SW3whLm4ACe+FNC/q+71X+lAcTmTuWi6xwHJDfuz8oGrRcwqab0iKpWAN2e7YNH/uVAZeCeDxIiTQG4a5bRHy4hWq8XGjRtlC0/aE2NpvSKOEiNKLSOAXkiVlpbyomKAXIxI40IEQcDSpUtRXl6OJ5980pwuK8LF1QOuXf4NCC6AZxxcg0fZ/J4ipRX6UvBKqp1KM2pONiyno9XqF6VLiAS8PAQMu1F/zoG/5MIlMUbAwO7614fTDNN6SUC0VUiMOAnkplFOexQjjz76KCZOnIgRI0Zwd4k9MZbWK9KhQwce19BaxAigy/4REcWIi4sLoqKiGp1nq/VoDPnqJ6BepX8urVc3u9wXMCh4psASIRURB07r/s+4ClTX6tpJDUM+rJdeUOw/zWRpvYkxwMDu+v1/pDLsOiJJM7bQMkI4L4rWpiFsh9QyQmLENNqbm2bPnj1Yvnw5ACAvLw9//fUXBg4caNc+NCdGBEFAYmIijhw5gszMTNTW1lp1LZXMzEx89913OHjwIPbv38+3myNGpDEYly9fRv/+/QHIF8JTqVQO+Vyp6xje+K88BbZSa9vsHSlKC56JDOwOuKmAOg2wv0GMpEqSlUQxMrSnftu+U4Cft/51Ygxwg0QDvvsdIH0LOkWY3h+idUGznpNAlhHltCfLSG1tLR577DHZNke4aqRuGsOYEUDvqtFqtTKLg7lotVps3rwZd9xxB+Lj4/Hiiy9i48aNKCws5Mf06KE8niIhIYG3xX5WV1ejoKAAgO1Td5tj1XZdvISUa5Vhdru/0lLwIl4eAo/3OJcNFBQzmRjp0bAoXWSogIQGwXH4rC52BNAFrkaGAB3D9IvziUJEEIB5U4FRfc15IqI1QLOek0ABrMppT5aR9957D+fOnZNtc4QYES0jXl5e6NCh8dry1o4befzxxzF+/Hhs27YNjOmtBQEBARgzZgxWrlwpy+IxFakYEVfFtddCeM2hrmN482v9c4qZJWcyIXt+W2JJ6fWhkniQ/aflmTRJEu0qxo3UqvXCK7GjzromCAKGSKwnXToCv30sYPGTLnBxoZiRtgq5aZwECmBVTnuxjFy8eJHXvjDcbk+kNUY6depkNL1VKkaskd77v//9j7djY2Mxe/ZsTJo0CYmJiRZZEI1ZRpoKXrUnK7fpJ+dxg3UWga1/6GptXCkAYsKbP98ayErBKxQjw3oBi9fo2vtOMVkmTddY6XEC/rtDLq6kab9vPCJAU8/QpwvwjxkCvDxIhLR1SIw4CeSmUU57ESMvvPACamt1UYBPPPEEPvvsMwD2WwNGJD8/ny/cZhgvIiK1Uljav5KSEp7pMmTIEPz2229WE+rBwcEIDAxESUmJU4kR6QS9cJaA9XsYtv6he52aYScxYmbMCAAMSdK3fzuFRpk0ItKMGhGpGOneScDGt0iAtCdo1nMSyE2jnPbgpqmtrcX27dsBAOHh4XjnnXd4wKa9LSNScSG1LEixpptGGp/SvXt3q/9diM+QlZWFuro6pxAj6Xm6/yOCgQHdBVm6rDT+wpbIY0aUnRsSAHSJ0pVLPXK2cSaNSNdYINigoGxiDImP9gyJESeB3DTKaQ+WkePHj3OryK233gpfX19enbOwsJBXIbUHqampvN1U0GhQUBBCQkIAWO6mkQbANiV+LEG8Zn19PbKyshwuRtR1DFcbrBIxDfGq0kk8NcM+MSNKF8kzJDmxttE2QzHi4iLIsmoAXcwI0X4hMeIkkJtGOe3BMiJNYR0yZAgA+bolYvClPThzRr/ISFJSUpPHia6anJwci2qhSMWIscwdSzFM73W0GMm5plutFgBiG9wx0qqmZzLs0w/RTRPsD7iplFsrBhgRI2ImjRRpvREA6GLbhZAJJ4dmPSeBLCPKaQ9i5MCBA7w9dOhQAPZfkE5EKkaaS6e1VhCr1E1jS8sIIBcjvr6+CAwMtPr9WiK7QN8WLSM+XgKvrXEmwz4ZNZaukJucWNNom6FlBJBn3nQIBIL8yE3TniEx4iSQZUQ5bd1NwxjjlhF/f38uAKSWEXvGjYhumtDQUKNpvSLduumrhZ49e9bs+9naMiIVIxcvXuRixB4L4RlDLkb09xcn8vIq+TG2oKKK8UXrlMaLiESH1iNasqixYSaNSHJX/Uq/fTo33k+0L2jWcxIogFU5bd0ykp6ejvx8XZ7n4MGD+fM6Qoxcv34dV69eBdC8iwbQBZuKpKWlmX1PUYz4+Pg0K37MRSpGDh8+zDOFHBW8aswyAgBJnfRtW7tqpIvShQWadw1B0KX4ihhm0oh4uAtYs0DAw+OAfz9NVpH2DokRJ4HcNMpp65YRYy4aQB7rYC8xIhUVLVU8tYYYqa+vR2amLi80ISHBJpaK2NhY/hk6ePCgbLsjyC7Qu2BkYiTefhk1srReMy0jgDx115iLRuT2wQJW/MNF9oxE+4TEiJNAbhrltHUxYix4FdBZCiIjIwHYL2bE1HgRQCeWxAXlzBUjubm5UKt1KaK2cNEAgEqlQlycLkJUvBfgfJaRHp30bWtk1GTnM9y3SIsP1ja+lnyRPPMFwi0DAPHPc3gvEhpEy9Cs5ySQm0Y5UtHWFt00omXExcUFgwYNku0Tg0QLCgpQVlZm876YktYrolKpeP/Onz8PjUaj+H62Tutt7toOEyPXdP+rXPVrswDyjBprWEYWr2H4bhcw71OG4+flgsRalpEuHYEtbwv4aK6AJ+42/zpE+4HEiJNAbhrltGXLSGlpKU6f1i192qtXL/j5+cn22zu919S0XhHRVaNWq2VZMaZi60waEanLS8RRYkQsAx/dAXB11VsTfLwExOsMYVbJqEnN0Lc37Zfvk1tGLLoNbhsk4Ol7qZQ7YRokRpwEctMopy0HsB46dIhPOtJ4ERF7B7GKYiQ4OBhhYS2vIGtp3IitM2lEnMUyUlXDcL3BwBVjZHhFV01FteUZNZdz9e3NBwwtI+avS0MQlkCznpNAlhHltGXLiDR4VRovIiIVI7aOGykpKUFOTg4AnYvGlGBSaXqvpWLEnm4aQRAQHR1ts/s1RVPxIiLSjBpLXDV1GoYsyb2OngNyC/UCxJJS8ARhCSRGnASyjCinLYsRafCqMcuItLCYrS0jUjFhiosGsNwyInXTNLUonzUwFCMRERFwd3e32f2aQiZGjGQx90ywTkZNdgFg+KciLsQHWNdNQxBKoFnPSaAAVuXY0k2Tnp6OpKQkDB8+HNXV1Va9dktUV1fjjz90M0RUVJRRt4E903uVZNKIdO3albdNESMLFy5EXFwc1q5dC0BvGYmIiIC3t7eS7irCMGbEGTJpYsMbW556SjxVpy+bHzNyKafxts37JZaRhgBWfx/Ak2I9CDtCYsRJIDeNcmxpGVm0aBHOnDmDffv2YevWrVa9dkts3boVlZWVAIBbbrnFqFvEz88P4eG6BUxsLUaUZNKI+Pj48LTZs2fPNht0efnyZbz22mvIysrCI488goyMDF5gzZYuGgAICAhAcLDeH+EMYsSYm6ZbnK6SKQD8ZYFlRBovIrLrKFBdq3t/xKJn5hY8IwhzITHiJJCbRjm2sowUFxdjzZo1/PW5c+esdm1TWL16NW/PmDGjyePEuJG8vDxUVFTYrD/mWEYAvaumrKwMeXl5TR731Vdf8XZFRQVmzZrFX9tajBjew9kKnol4eQjo3BDKciYDqK83zzpyOVd/npihU10L7D4G1NQylDZ8jChehLA3NOs5CeSmUY6tLCP//e9/eWlwwPpipK6uDnV1dUb3FRcXY9u2bQCA8PBwjB49usnrSONGbJneK4qRwMBAXmzNFEyJG9FqtVi1apVs2549e3jblpk0IlJXjaPTegHjYgTQu2pq1MYtHKZwWaIJn7pHb3HbcoDJSsFTvAhhb0iMOAnkplGOLcQIYwyff/65bJslK88acvToUYSEhMDX1xcDBgzA448/jo0bN3I3xoYNG3g10GnTpjX7WZBm1Fjax9raWqxZs6ZRZk5ZWRmys7MBmJ5JI2KKGNm9ezdfoM7Ly6vRfntYRqRiRHQt2RvRTePpDoQEGD+mp2QozHXViCLG1RV4eBzg0RCru34P8OhiSVovWUYIO0NixEkgN41ybOGm+e233xqtNHvu3DmrLd2+du1alJeXQ61W48iRI/j8888xceJELFiwAADw7bff8mObc9EA8syWU6dOWdSvl156CdOnT8fAgQN5Gi+gbE0aQ0wRI19++SVvf/7554iKipLtt4cYeeihhxATE4Pk5GSMHTvW5vczhDHGxUhsOJoUfD0l67eYI0YYY7jUIEZiw4BAPwGj++peF5YCPx3SHxsbRsGrhH1ROboDhA6yjCjHFpYRqVXE09MTNTU1KCkpQWFhoVVWjhWtAIa8/vrrCAsL4y6Kzp07Izk5udlr9e7dm7dPnDhhUb/+/PNPALqaInPnzsX69esBAMuXL+fHmJrWK9KSGCkuLsb3338PQFdMberUqairq8MjjzzCj7GHm6ZLly7IyMiAIAg2WZCvJUordMXMgKZdNIA8o+avywyAsr4Wl4PHhCQ0aL5Z4wRsP6QX2h7uwPBewEO3K7o0QVgM/QR3EihmRDnWtowUFBRgw4YNAIAOHTrg/vvv5/us5aq5cuUKb+fn5+O1117jr59++mlugZkxY0aLE2OnTp3g7+8PADh58qRF/ZIGmG7YsAFbt27F1q1buRjx8fHBvffeq+iaISEhCA0NBWBcjKxZswa1tbUAgPvvvx8eHh546KGH0LNnTwBAaGhoI0uJrXBxcXGIEAFazqQR6dIRcNetP2iWZUQaZyKKkck3C9jzkYAf3hRwbrWAip8E/PyBCyJCyDJC2BcSI04CuWmUIx0na1hGVq5cyQNLH374Ydx4o34ddGsFsYrxF6GhoQgLC8Mrr7yCadOmNTruvvvua/FagiCgV69e/LrXr19v4YymEVNpRZ588kmZheKDDz5ATEyM4uuK1pGrV6+ipKREtm/lypW8/fDDDwPQCcxNmzZh7ty52LBhQ7sQ5qaKEZVK4Ivmnc8GatXKXIcyMRKpFxsj+wiYOFxAYowAlYpECOEYaNZzEshNYx7iWFkqRrRaLZYuXcpfz5kzR1a4yxqWkfr6eh6PIU7sgiBg+fLlXFQAQHJyMhITE026ptRVY27cSGVlJcrLy2XbMjMzuUC5/fbbMXv2bLOuLXXVSFOEL168yF1Dffv2lT1HfHw8PvzwQ4wYMcKse7Y2smRipHkxILpqNPXAuWxl95GKkRvsX/GeIJqFxIiTQJYR8xDFiKUBpj///DMvQT527FgkJCTIBIE1LCP5+fn8fe7YsSPf7uPjgx9//JGvifL3v//d5GtKJ3FzXTVSq0j//v1l5dCDgoKwfPlys10YUuuStH+iEAGAe+65x6xrtxVaqjEiRRbEermZA41wOU9/nwT7eL8IwmRo1nMSKGbEPKxlGZEGrj722GMAdDUnPDw8AFjHMiK6aAA0cnnEx8cjLS0N2dnZmDRpksnX7NOnD29bQ4wMGzYML774In/92WefWRS3Ie2fNMhW2te+ffuaff22gLwUfPPHytN7mxfg2w8y3POSFr+f1B0nLQVPYoRwNiibxkkwdNO0tYXfbIUoRiwJYL1y5Qo2b94MQLcWzJ133smv3blzZ6SmpuLixYuor6+3SCg2J0YAXYl3Pz8/Rdfs2bMnXFxcoNVqzc6okYqRyMhIvPDCC4iPj0dISAgfC3Pp3bs3BEEAYwzHjx/n26ViRGrdaY+YGjMCGGbUNH3c8fMME19iUNcBf6QyZKzTu2kCfYEgP4oNIZwLsow4CeSmMQ9rWEZWrFjBz3/kkUegUuk1uuiqUavVyMzMtKCn8kwaqZvGEry8vHgfU1NTm6zs2hzSTJqIiAi4uLjgwQcftFiIADqBJRZnO336NDQaDQC9GAkODubuqfaKKEYCfAE/7+ZFQmw44NtQG66pjJrKaob7FumECABcvQ58s1Mfm0JWEcIZoVnPSaAAVvOwVIxoNBosW7YMgE4ESjNIAFg1iLUly4i5iJYFtVptVmyL1DISERFhtX6JiG6YmpoanD17FgUFBVwAiZaT9gpjDFeu6doxJpSxcXERkNRgHUnPAyqqGrtqnvuE4axBOZtXVjCIXzEkRghnhMSIk0AxI+ZhqZtm27ZtPMPlzjvvbCQSrBnEagvLCGB5EKuhm8baSGNCTpw4QS4aCddKgFpd9f8WXTQiUlfNmQz5vvV7GJbpPI7w9gS6Niy1k1ekP+YGEiOEE0JixEkgN415WGoZWbFiBW+LgatSbGUZcSYxYuimsTbSINbjx4/L+ijd1x4xZYE8Q25MMF4WvrKaydaX+XiugFcfbGx1Sohqv5YownmhWc9JIDeNeYjCzVzLyLFjxwDoUlhvvfXWRvullhFriZGwsDCepWMNLC0LL1pGXF1decVUayK1jBiKkfZuGclWUGNERJpRc/ScXnwcOgNcL9O1xw8FZo0DJt8MRBm8peSmIZwREiNOAllGzMMSy0h1dTV3nSQmJhoVgaGhoQgO1i1haombRqPRcAuENa0igC4DSBQRlrhpwsPDbfLZCw8P5+6f48eP86walUolK4rWHlGS1isyoBsgvk2/S+rc/SlZ3/GeEbp1dtxUAp66Ry5ySIwQzgjNek4CxYyYhyVi5PJlfW5kly5dmjxOtI5kZ2ejqqpK8X0A3YQv9tGawauAroqraGEoKChoVNq9Oerr65Gfr/MV2MJFIyJaR0pKSpCamgpAV53Vmhai1oiSgmci/j4C+ugSlPBXOlBcrrvG4TT9tQZKNN6cuwCvhmF2dTX9PgRhT0iMOAnkpjEPSwJYL168yNti+qkxpK6aCxcuKL4PYLt4ERFz40aKioq4SLKHGJHS3l00gLIaI1KGN6wewBiw/7SufbhhLUI/b33gKgCEBAh47WEBrq7AExMBN1p/hnBCSIw4CeSmMQ9LLCNSYdGcGLFGEKs0k8balhHA/DVqbJ1JI2IsULW9B68CcjHS0YTUXpHhvfSC4reTDLmF+hTh5K66FGApL0wXULVTwEdz6buFcE7ok+kkkBgxD3tbRqSLvSnBVjVGRJKSkng7LS3N5PNsnUkjQpYR44hipEMg4OlhusViuGTofj8F/Cl5ywc2EYbj7kYWEcJ5oVnPSRAnU3LRKMMSy4ipYqRfv368vXfvXsX3AWzvppFab5SIEVsXPBOJj4+Hv7+/bFt7FyMaDUNOoa6tNI4jLEjgrpgjZ4G9J6XxIiQ6iNYHiREnQZxMySqiDGuIkaCgIISEhDR5XEJCAjp16gQA2L9/v1lBrLZ20/j6+vLrnj17tslVjKurq/Hrr7+ivLwcgNwyYks3jYuLi8wtExkZiQ4dFPgl2iB5ReBVUc0JKhXjRjT1wJfb9NubsowQhDNDM5+TQJYR8zDXTVNbW4usLF3N7OasIiJjxowBoCu5vn//foW9lFtGLFkFtznENNmSkhKeISPCGMPGjRvRvXt3pKSkYObMmWCM2c0yAshdNe3dKgKYH7wqIo0bKa3Q/R8ZAkS3b41HtFIUiRG1Wo3XXnsN48aNw8iRIzFnzhyZqXvVqlVISUnB6NGjsWTJEtmvs9TUVEyfPh1Dhw7FnDlzZL/ICP0vexIjyjDXMnL58mX++TRFjKSkpPD2L7/8ouhegF6MhIeH2yydVVqzQ+qqycrKwl133YWJEyfyxf5OnjyJ1NRUu4oRqWWExIh5Bc+kiJYRKQO7o12v9UO0XhSJkfr6ekRHR2PlypXYvXs3RowYgXnz5gEA9u3bh/Xr12PVqlVYt24d9u3bh02bNgHQiZj58+dj2rRp2L17N3r27IlXX33V+k/TiiE3jXmIYoQx1qRrwhimxouIjB49mreVipG6ujouvm3hohExJka0Wi3Gjx+PrVu3Njp+48aNdgtgBYC7774bnTt3RkhICGbNmmXTe7UGzCl4JqVTZOMMnAHdSIgQrRNVy4fo8fLykq1qOnXqVCxZsgQlJSXYtm0bJk2axIPz7r//fmzfvh0TJkzA0aNH4eXlhQkTJgAAZs+ejZSUFOTl5Rn1U6vVaqjVanlHVSq4u7srfsDWgtRNI7bNLXHenpBakurq6kz+VShN673hhhtaHOvQ0FD06tULp06dwtGjR1FYWMgrs7ZETk4OF0rR0dE2e1+lQaxnzpyBVqtFamoqrzsSHh6Of/zjH3juuecA6MSIGDvi5+cHLy8vm37m/Pz8kJaWhvr6eri5ubWKz7ct/xazJGIkOpRBqzVdTIsM6wWskWjj5G7mXcda0HeXMtrLeJnyI1uRGDHk1KlTCA4ORmBgINLT0zFu3Di+LzExEZ9++ikAnUlc+uvTy8sLHTt2xOXLl42KkZUrV/Jl3UUmT56MKVOmWNJdp6ampoa3RZO+NM6AME5dXR1vZ2RkmOwCEUuSA7rgT9F90RzJyck4deoUGGP43//+h9tuu63Z4wsLC1FRUSFLBw4MDDTpXubg6+vL28ePH0dmZia2bNnCtz388MOYMGECli1bhjNnzuDo0aNwc3MDAISEhNisX20BW/wtnsvoAMAbACDUXUFmpvIg7B7RvgD0wdfh3tnIzHT8xEbfXcpo6+MVHx/f4jFmi5GKigr861//whNPPAEAqKqqkn0Z+vj48KyD6upq+Pj4yM738fFBdXW10WvPmjULM2bMkHe0jVtGROXo5uaGmJgYZGdnIyYmhtw2LSD9XEVFRck+g80hDfAcNmyYSZkdd999N7788ksAOiH+6KOPNjpGrVbjhx9+wBdffIE9e/Y02t+9e3fExcWZ1EelxMbGIjg4GNevX0dGRgbi4uJw9qx+wZI77rgDcXFxuPfee7lAEsVcbGyszfrVmtFqtTb7WyzSGaXg4gIM7NURKjO+jSeMAl79r66dGAP06mE7N6Ap2HK82iI0XnrMEiO1tbWYN28ehg0bxl0v3t7eqKio4MdUVlbC21un+r28vFBZWSm7RmVlJby8vIxe393dvU0LD2NI3TTih9LFxaXdf0BbwjDgVzpeFRUVqK+vR0BAQKPzxJgRf39/hIWFmeTeGTVqFFQqFTQaDXbv3t3ovdm0aRNmz56NgoKCJq6gC+K05XvavXt37N+/H7m5uaioqMAff/wBQPc3lZycDBcXF0yYMAGvv/667LyIiAj6rDWDLf4Ws6/p/uYjQwB3d/Ou3TOBIbkbw5GzwPQxzhNzRt9dyqDxMkOMaDQa/POf/0SHDh3w7LPP8u3x8fG4ePEihg0bBkBXNjshQbfWdUJCAn744Qd+rLhaqrifoABWc5GKEWlGTVZWFgYOHIjKykrs2bMH/fv35/vUajV3SXTu3NnkOBNfX18MGjQI+/fvx/nz5/kvGpEXXnhBJkQSExMxYMAAfv0BAwbg1ltvNe9BTUQUIwDw+++/89iY5ORk7sLq06cPoqKikJuby8+zdfAqIadWzVBQrGtbsnCdi4uA3z8GLuYASS1bwgnCaVE887355puora3FwoULZV/i48aNw4YNG5CTk4PCwkKsXr0at99+OwCgf//+qK6uxubNm6FWq7FixQr06NHDpkWWWhtUZ8Q8mhIjn3/+OfLz81FRUdHICpCRkcHHu7nVeo3RVIpvYWEhX7fmhhtuwO7du3H27Fl88803+Prrr/H111/jmWeesXnapTSjZsWKFbw9dOhQ3hYEAbfccovsPPpbtC/iOjKA5avoenoI6JkgUEov0apRJEby8vKwefNmHD9+HDfffDOGDx+O4cOH4/jx4xg2bBjuuecezJw5E5MnT8bQoUMxfvx4ADoT8bvvvovVq1fj5ptvxsmTJ7Fo0SKbPFBrheqMmIcxMaLVarF69Wq+ffPmzbzAGaA8rVeKWPwMkIuRQ4cO8fbEiRNx8803O2RykIqRzZs38/aQIUNkx0lFFUCWEXsjqzFCRcoIQpmbJjIyEkeOHGly/6xZs5qsH5CUlIQ1a9Yo6107gtw05mFMjOzfv18mPrRaLb744gu88cYbAExfrdcYgwYNgo+PDyorK7Fr1y4wxiAIAg4ePMiPGTx4sFnPYg2kYkSj0fC2oRgZOHAgAgMDUVJSAoDEiK3QalmjFXQBywueEURbg2Y+J4HcNOZhTIxIrSIiy5Yt47VrLLGMuLu7Y8SIEQB0i8yJxcWkYmTQoEGKrmlNYmNjeeC4SOfOnREWJvcFuLm54Y477uCvTUm9I5SRlc/QaQpDt/u1yC2U1/6wtOAZQbQ1SIw4CWQZMQ9DMaJWq7Fu3ToAugwvMW6poKCAB1FbIkaAxq6a+vp67qaJioqyyaq8puLi4iIrfgY0toqIvPHGGxg3bhxefvnlRucQlvPVTzrRcS4LWLjSUIzoX1saM0IQbQGa+ZwEihkxD6l4q6+vx/bt21FcrEtTmDhxIl544QW+/7PPPkNhYSFSU1MB6LJjwsOV/yyVxlvs2rULZ8+e5ZVMBw8e7PBAwm7dusleS4NXpcTGxmLr1q2NAnwJ63A4TS84Vm4DMvL0r7Mk6xiSGCEIEiNOA7lpzMPQMiJ10cyYMQOjRo3ik/Nvv/2Gjh078mqHStJ6pdx4440IDQ0FAOzZswf79u3j+xzpohGRxo0ATVtGCNvBGMNh/VqF0NQDb36tFyOim8ZNBYQF2blzBOGEkBhxEshNYx5SMVJcXMwzSEJDQ3HLLbdAEAQ8/vjj/Jja2lrefuyxx8y6p4uLC3fVlJWV8WUPAMcGr4pIxUhAQAB69OjhwN60T7LyweuIiKzaDqTn6gSJKEY6doDRAFeCaG/QzOckkGXEPKTj9dlnn/E1fqZOncrXXZk5cyaP4wgMDMTf/vY3XLhwwWg5d1ORxo2cPn2a90VaXM1RSMXHTTfdRALXAUitIh0Cdf9r6oHnPmF48E0tShqKVZOLhiB0WLRQHmE9KGbEPKTj9fXXXwPQWS6k1pDAwEAcOnQI58+fx8CBAxtlm5iDYZ0OAOjVq1ejNZgcQffu3TF9+nTs3r0b8+fPd3R32iXSeJEPnhLw1IcMpRXAxn3y4/oqq7lHEG0WEiNOAGOMW0boV6wypGKEMd0EMGvWLCQlJcmOi4qKQlRUlNXuGx8fj/j4eKSnp/NtzhAvAugqrH777be8Bgphf6SWkVuSgb9NEbDgS71ACfIDHp8IvPQAvT8EAZAYcQrESRQgy4hSDMfL29vbbtV9x4wZg+XLl/PXzhAvIoWEiGPQaBiOnNO14yKA8GAB86YynL4M5FwDHhgrYOZYwMeL3h+CECEx4gRI11QhMaIMw/GaN2+eVS0gzZGSkuLUYoRwDGmZQJUudAkDG2KJfbwE/G8RiQ+CaAryCTgBUjFCbhplSMVIWFiYrK6IrRk9ejRvBwYGKl50j2ibSF00g7qTACEIU6CZzwkQ40UAsowoJSAggLdfffVV+Pn52e3eHTp0wOTJkwEADz/8MAlJAgBwSBK8OrB7MwcSBMEhN40TQJYR85k1axYOHjyIsLAwzJ492+73X7t2LRYvXoyYmBi735twTkTLiIsL0C/RsX0hiNYCiREngCwj5hMXF4dt27YhMzMTKpX9P86CICA2Ntbu9yWck8pqhr8aEqx6xlOQKkGYCokRJ4ACWAmi9XL4DEN5NdApAsi8Coh/zuSiIQjTITHiBJCbhiBaL+98y/D9b423D6TgVYIwGZr5nABy0xBE6yXjqvHtg2hJIIIwGbKMOAHkpiGI1svT9wo4k8GQcRVIzwOuFgEThgE3Jji6ZwTReiAx4gSQm4YgWi8P3S4AIJcMQVgCzXxOALlpCIIgiPYMiREngCwjBEEQRHuGZj4ngCwjBEEQRHuGxIgTQAGsBEEQRHuGxIgTQG4agiAIoj1D2TRWROpuEQQBgmBahD25aQiCIIj2DP0MtwLV1dW4+eab4erqyv8FBARgzZo1Jp1PbhqCIKRkZGRAEAScOHHC0V0BAIwaNQrPPvuso7sBAFi4cCH69OnT7DHONn579uyBIAgoKSkBAKxatQqBgYEO7ZOzQWLECqxZswZ79uyRbSsvL8e8efNQV1fX4vnkpiEIQkpMTAzy8vLQs2dPR3cFAPD999/j9ddfd3Q3AADPP/88fvnlF/76oYcewsSJEx3XIQNMEW5Tp07F+fPn7dOhVgLNfFbgq6++4u0BAwYgOjoaAJCbm4vNmze3eD65aQiCkOLq6oqIiIgmV6JmjEGj0di8H+KPqeDgYPj5+dn8fqbg6+uLkJAQR3fDIry8vBAWFmbRNUz5oduaIDFiIRkZGdi7dy8AoGvXrjh06BC+/PJLvv+zzz5r8RrkpiGI9sVPP/2EYcOGITAwECEhIbjzzjtx6dIlvt/QzSCa+Xfs2IHk5GR4eHjg999/b3RdtVqNp556CpGRkfD09ESnTp3w1ltv8f2lpaWYM2cOwsLC4O/vj9GjR+PkyZN8v+gC+fLLL5GQkAAPDw8wxhr92ler1Zg/fz6io6Ph4+ODQYMGyazDmZmZuOuuuxAUFAQfHx8kJSVh27ZtRsfi448/xo033shf//jjjxAEAZ9++infNnbsWLz44ouyPortr776Chs3buRxetJ+XL58GTfffDO8vb3Ru3dv/PHHH02/KQCysrIwYcIE+Pr6wt/fH1OmTEF+fj7fb8wK8+yzz2LUqFF8/969e7FkyRLen4yMjEb3Meam2bx5M/r37w9PT08kJCTgtddekwlOQRDw+eefY8KECfDx8cEbb7yB4uJizJgxAx06dICXlxe6dOmClStXNvuMzgoFsFrIN998w9sPPvggBEFASkoKOnfujIsXL+KXX37BuXPn0LVr1yavQW4agrAeycnJuHq1idXrzKC+vt6kHwkRERE4cuSISdesrKzE3/72N9x4442orKzEq6++irvvvhsnTpxo9jtg/vz5WLx4MRISEozGHHz00UfYtGkT1q1bh9jYWGRnZyM7OxuAzppyxx13IDg4GNu2bUNAQACWLl2KMWPG4Pz58wgODgYAXLx4EevWrcOGDRuafO5Zs2YhIyMDa9asQVRUFH744QfcdtttOHnyJNzd3fHUU0+hrq4Ov/32G3x8fHDmzBn4+voavdaoUaMwd+5cFBYWIjQ0FHv37uX/P/nkk9BoNDhw4ACee+65Ruc+//zzSEtLQ1lZGZ+Eg4ODkZubCwB46aWXsHjxYnTp0gUvvfQSpk+fjosXLxq1ODHGMHHiRPj4+GDv3r3QaDR44oknMHXq1EZu+KZYsmQJzp8/j549e2LRokUAgA4dOhgVJFJ27NiB+++/Hx999BGGDx+OS5cuYc6cOQCABQsW8OMWLFiAt956C//+97/h6uqKV155BWfOnMH27dsRGhqKixcvorq62qS+Oh2MMButVsu6dOnCADBBEFhmZibft3jxYgaAAWDPPvtss9f5/fff+bHPP/88q6+vZ5cvX2b19fW2foQ2AY2XMtr6eEVHR/O/J3v+i46ONrvPBQUFDAA7ffo0Y4yx9PR0BoAdP36cMcbYr7/+ygCwH3/8sdnrPP3002z06NFMq9U22vfLL78wf39/VlNTI9t+ww03sKVLlzLGGFuwYAFzc3NjBQUFsmNGjhzJ5s6dyxhj7OLFi0wQBJaTkyM7ZsyYMewf//gHu3z5MrvxxhvZwoULTXp2rVbLQkND2fr16xljjPXp04e99dZbLCwsjDHG2IEDB5hKpWLl5eW8j7179+bnP/jgg2zChAmya4rjt3z5cr4tNTWVAWBpaWlG+7Fz507m6urKsrKyGp1z+PDhJu81d+5cNnLkSP5aOlYi4vtXXFzMGGNs5cqVLCAggP8tDh8+nP3rX/+SnfP111+zyMhI/trYXHLXXXexWbNmGX2e1gZZRizg4MGDuHDhAgDg5ptvRmxsLN/30EMP4eWXX0ZNTQ1WrVqFN998E97e3kavQ5YRgrAeERERVr2eEsuIqVy6dAmvvPIKDh48iMLCQh43lpWV1WzQanJycrPXfeihh3DLLbega9euuO2223DnnXfi1ltvBQAcPXoUFRUVjeItqqurZS6iuLg4dOjQocl7HDt2DIwxJCYmyrbX1tZy68pTTz2FJ598Ejt37kRKSgruvfde9OrVy+j1BEHAiBEjsGfPHowZMwapqal47LHHsHjxYqSlpWHPnj3o169fk5aV5pDeMzIyEgBQUFCAbt26NTo2LS0NMTExiImJ4dt69OiBwMBApKWlYcCAAYrvbypHjx7Fn3/+iTfffJNvq6+vR01NDaqqqvjcYfj+P/7447j33ntx7Ngx3HrrrZg4cSKGDBlis37aEhIjFiANXH3wwQdl+0JCQjB16lR89dVXKCkpwZo1a/Dwww8bvQ4FsBKE9TDVVWIKWq0WmZmZiIuLs+oPhbvuugsxMTFYtmwZoqKioNVq0bNnT6jV6mbP8/HxaXZ/v379kJ6eju3bt2PXrl2YMmUKUlJSsH79emi1WkRGRhp1OUhdPi3dQ6vVwtXVFUePHm30feXt7Y3a2lo88sgjuP3227F161bs3LkTb731Ft5//308/fTTRq85atQofPHFF/j999/Ru3dvBAYGYsSIEdi7dy/27NnDYzKU4ubmxtti3Sfp960UxpjR2lDS7S4uLmCMyfZbI5BUq9Xitddewz333NNon6enJ28bvje33347MjMzsXXrVuzatQtjxozBk08+icWLF1vcJ3tDP8PNpKamBmvXrgWg+wM09iF64oknePs///lPk9eiAFaCaD8UFRUhLS0NL7/8MsaMGYPu3bujuLjYatf39/fH1KlTsWzZMqxduxYbNmzA9evX0a9fP1y9ehUqlQqdO3eW/QsNDTX5+n379kV9fT0KCgoaXUdqHYqJicFjjz2G77//HvPmzcOyZcuavOaoUaOQmpqK9evXc+ExcuRI7Nq1CwcOHMDIkSObPNfd3V32HWouPXr0QFZWFo+xAYAzZ86gtLQU3bt3B6CL/8jLy5OdZ1jLxJz+9OvXD+fOnWs0np07d25RBHfo0AEPPfQQvvnmG3z44Yf44osvFN3bWSDLiJls2bKFF7C59957jZoQBwwYgD59+uDEiRM4cuQIrly5go4dOzY6jtw0BNF+CAoKQkhICL744gtERkYiKysL//jHP6xy7X//+9+IjIxEnz594OLigv/973+IiIhAYGAgUlJScNNNN2HixIl455130LVrV+Tm5mLbtm2YOHFiiy4gkcTERMyYMQMzZ87E+++/j759+6KwsBC7d+9GUlISkpKS8Nxzz2HcuHFITExEcXExdu/ezSd0Y/Ts2RMhISFYvXo1Nm7cCEAnUObNmwcAGDZsWJPndurUCTt27MC5c+cQEhKCgIAABSOmJyUlBb169cKMGTPw4Ycf8gDWkSNH8rEZPXo03nvvPfz3v//FTTfdhG+++QZ//fUX+vbtK+vPoUOHkJGRAV9fX+66ao6XX34Z48ePR0xMDCZPngwXFxecOnUKp0+fxhtvvNHkea+++ir69++PpKQk1NbWYsuWLc2OszNDM58RTp06hb/97W/YvXt3k8esXr2atx944AGjxwiCgAkTJvDXO3bsMHocuWkIov3g4uKCNWvW4OjRo+jZsyeee+45vPfee1a5tq+vL9555x0kJydjwIAByMjIwLZt2+Di4gJBELBt2zaMGDECDz/8MBITEzFt2jRkZGQgPDxc0X1WrlyJmTNnYt68eejatSvGjx+PQ4cO8XiL+vp6PPnkk+jevTtuu+02dO3atdkyB4IgcOvH8OHDAejiPQICAtC3b1/4+/s3ee7s2bPRtWtXJCcno0OHDti/f7+iZ5H24ccff0RQUBBGjBiBlJQUJCQkcAs4oEsxfuWVVzB//nwMGDAA5eXlmDlzpuw6zz//PFxdXdGjRw906NABWVlZLd577Nix2LJlC37++WcMGDAAgwcPxgcffIC4uLhmz3N3d8eLL76IXr16YcSIEXB1dTW58rfT4dj4WedDq9WyxMREHiE/depUduXKFdkx169fZ+7u7gwAi4iIYBqNpsnr/fHHH/xakyZNMnrM5s2b+TFvvPFGm892sDY0Xsqg8TIdGitl0Hgpg8ZLD1lGDDhx4oSsTO/atWvRrVs3rFixgm/bsGEDDzSbNm1as9aMAQMGcDPdzz//bLRqIrlpCIIgiPYMzXwGfP/997wtioyKigo88sgjvHrft99+y4+57777mr2eq6srT60rLS3FwYMHGx1DbhqCIAiiPUNixIAffvgBgM5/eOrUKVnK7lNPPYWsrCyeGtelSxeTgr5uu+023v7pp58a7SfLCEEQBNGeoZlPwrlz55CamgoAGDJkCHr06IHly5fzwjnHjh3D3XffzfPM77vvPqN56YaIlhHAuBghywhBEATRniExIkG0igDA3XffDQBQqVT45JNP+PZjx47xdksuGhEx1Q7QVdorKCiQ7ac6IwRBEER7hsSIBGm8iChGAF2qmWH6bnJycqNyyM1x++2387Zhii+5aQiCIIj2DM18DWRnZ+PPP/8EAPTp0wcJCQmy/e+++64s133GjBmKrt9c3Ai5aQiCIIj2DImRBn788UfeNlbaPSIiAu+//z4AndtFqRi56aab4OfnB0BnGZFaQ8hNQxAEQbRnSIwAKC4uxpIlS/hrY2IEAB555BGcO3cOp06danZVS2O4ubnhlltuAaBbm0JaJbC6upq3yU1DEARBtDfa/cyn0WgwZcoUvoT2oEGD0KNHjyaPT0xMVLSolBSpyPnf//7H21K3jbGlrQmCIJwVsYy6qezZsweCIPC1vWzNwoULeQKBM7Bq1SrZKskffvgh+vXrZ9E1ne0ZzaHdi5F58+Zh165dAHSrH65du9akdF1zuOuuu+Du7g5AV8VVq9WiuLiYi5Ho6GgMGTLEJvcmCIKwBXl5ebIAfWvQFiZXU5k9ezZ+/vlnk483Jv6ef/55/PLLL1bumX1p12Jk2bJl+OijjwDo3Cjff/99iwsTWYK/vz/Gjh0LQPcHfODAAfzwww+oq6sDAEyZMoXcNARBtCoiIiLg4eHh6G7Ylfr6elnigSX4+PggJCTEomv4+vpafA1H025nvn379uGJJ57gr//zn/80u0y1tZg8eTJvr1+/XrYi5LRp02x+f4IgHM+oUaPwzDPPYP78+QgODkZERAQWLlwoOyYrKwsTJkyAr68v/P39MWXKFOTn5/P9ovXg66+/RqdOnRAQEIBp06ahvLy8yft+/PHHuPHGG/nrH3/8EYIg4NNPP+Xbxo4dixdffJG/3rx5M/r37w9PT08kJCTgtddek62xZfhL/ejRo+jXrx88PT2RnJzM73HixAlZX44ePYrk5GR4e3tjyJAhOHfuHACdG+O1117DyZMnIQgCBEHAqlWrAOiW1JgzZw7CwsLg7++P0aNH4+TJk7Lrvv322wgPD4efnx/+7//+DzU1NU2OB6B3G23duhW9e/eGp6cnBg0ahNOnT/NjRNfKli1b0KNHD3h4eCAzMxNqtRrz589HdHQ0fHx8MGjQIF6hW3pubGwsvL29cffdd6OoqEi235ib5ssvv0RSUhI8PDwQGRmJp556CgDQqVMnALrSE4Ig8NeGliStVotFixahY8eO8PDwQJ8+fWThABkZGRAEAd9//z1uvvlmeHt7o3fv3nzJEwDIzMzEXXfdhaCgIPj4+CApKQnbtm1rdiwtwtEr9TmKvLw8dtNNNzEA7Nlnn7XbfYuLi5mbmxsDwMLCwpirqysDwOLj45lWq2WM0UqOSqHxUkZbH6/+j9Sz6Hus9O/uehYxvpZF393ysf0fMX08R44cyfz9/dnChQvZ+fPn2VdffcUEQWA7d+5kjOlWD+/bty8bNmwYO3LkCDt48CDr168fGzlyJL/GggULmK+vL7vnnnvY6dOn2W+//cYiIiLYP//5zybve+rUKSYIArt27RpjjLFnn32WhYaGssmTJzPGGKurq2O+vr5s+/btjDHGfvrpJ+bv789WrVrFLl26xHbu3Mk6derEFi5cyK8JgP3www+MMcZKSkpYYGAgmzFjBktNTWXbtm3jq6AfP36cMcbYr7/+ygCwQYMGsT179rDU1FQ2fPhwNmTIEMYYY1VVVWzevHksKSmJ5eXlsby8PFZVVcW0Wi0bOnQou+uuu9iff/7Jzp8/z+bNm8dCQkJYUVERY4yxtWvXMnd3d7Zs2TJ29uxZ9tJLLzE/Pz/Wu3fvJsdE7E/37t3Zzp072alTp9idd97JOnXqxNRqNWOMsZUrVzI3Nzc2ZMgQtn//fnb27FlWUVHB7rvvPjZkyBD222+/sYsXL7L33nuPeXh4sPPnzzPGGDt48CATBIG99dZb7Ny5c2zJkiUsMDCQBQQEMMZ0f4vPPPOMrH+fffYZ8/T0ZB9++CE7d+4cO3z4MPv3v//NGGOsoKCAAWArV65keXl5rKCggH8WpNf44IMPmL+/P/vuu+/Y2bNn2fz585mbmxvvV3p6OgPAunXrxrZs2cLOnTvHJk2axOLi4lhdXR1jjLE77riD3XLLLezUqVPs0qVLbPPmzWzv3r1NjqOltFsxwhhjNTU17IMPPuCDby/uuOMOBkD27x//+Aff39YnC2tD46WMtj5e0ffUMwy3/7/oe5SJkWHDhsm2DRgwgP39739njDG2c+dO5urqyrKysvj+1NRUBoAdPnyYMaabgLy9vVlZWRk/5oUXXmCDBg1q8r5arZaFhoay9evXM8YY69OnD3vrrbdYWFgYY4yxAwcOMJVKxcrLyxljjA0fPpz961//kl3j66+/ZpGRkfy1VIx8+umnLCgoiFVWVvL9y5YtMypGdu3axY/ZunUrA8Cqq6v5sxkKiF9++YX5+/uzmpoa2fYbbriBLV26lDHG2E033cQee+wx2f5BgwaZJEbWrFnDtxUVFTEvLy+2du1axphOjABgJ06c4MdcvHiRCYLAcnJyZNcbM2YMe/HFFxljjE2fPp3ddtttsv1Tp05tVoxERUWxl156qcn+SsdbxHC8oqKi2Jtvvik7ZsCAAeyJJ55gjOnFyPLly/l+8fOVlpbGGGPsxhtvlIlOW9Nu3TQA4OHhgeeeew4qlcqu9500aVKjbeSiIQjrEBEMRHew0r9QICJIg+jQlo+NCFbWT3HNK5HIyEi+VERaWhpiYmIQExPD9/fo0QOBgYFIS0vj2zp16sTrFxleY/Xq1fD19eX/fv/9dwiCgBEjRmDPnj0oKSlBamoqHnvsMdTX1yMtLQ179uxBv3794OvrC0DnSlm0aJHsOrNnz0ZeXh6qqqoaPdP58+fRrVs3eHp68m0DBw5s8fkjIyMBoNFSGVKOHj2KiooKhISEyPqTnp7OsyHT0tJw0003yc4zfN0U0uOCg4PRtWtX2Vi7u7vL+nzs2DEwxpCYmCjrz969e83uT0FBAXJzczFmzBiT+myMsrIy5ObmYujQobLtQ4cOlT0P0Px78Mwzz+CNN97A0KFDsWDBApw6dcrsPpmCfWdhAgAwfvx4qFQq7nft2rVroy8mgiDM48gy6/3G0mq1yMzMQVxcnNWDy93c3GSvBUHgQZGMMaNZfYbbm7vG+PHjMWjQIL4vOjoagC5e5YsvvsDvv/+O3r17IzAwECNGjMDevXuxZ88ejBo1ip+j1Wrx2muvGa29JBUc0v6Zss2w7+IzNRcUqtVqERkZ2SgmA4AsVdaaSMfay8tL9lqr1cLV1RVHjx5tVKxSFHNNPXtTeHl5WdBbOYafH2Ofqebeg0ceeQRjx47F1q1bsXPnTrz11lt4//338fTTT1utj1IU/XUtXboUkydPxoABAxqtr7Jq1SqkpKRg9OjRWLJkiexNSE1NxfTp0zF06FDMmTMHeXl51ul9KyU4OBgpKSn89bRp02yWTkwQROujR48eyMrKQnZ2Nt925swZlJaWonv37iZdw8/PD507d+b/xIlu1KhRSE1Nxfr167nwGDlyJHbt2oUDBw5g5MiR/Br9+vXDuXPnZNcR/xkTZ127dsW5c+dQW1vLtx05ckTx87u7u8sqU4t9uXr1KlQqVaO+iLWfunfvjoMHD8rOM3zdFNLjiouLuZWnKfr27Yv6+noUFBQ06k9ERAQA3fuopD9+fn7o1KlTs2m6bm5ujcZGir+/P6KiorBv3z7Z9gMHDpj82RGJiYnBY489hu+//x7z5s3DsmXLFJ2vBEViJCYmBvPmzUNSUpJs+759+7B+/XqsWrUK69atw759+7Bp0yYA4NHG06ZNw+7du9GzZ0+8+uqr1nuCVsrjjz8OQJfW9eCDDzq4NwRBOBMpKSno1asXZsyYgWPHjuHw4cOYOXMmRo4cieTkZIuu3bNnT4SEhGD16tVcjIwaNQo//vgjqqurZVmFr776Kv773/9i4cKFSE1NRVpaGtauXYuXX37Z6LXvu+8+aLVaPProo0hLS8OOHTuwePFiAI1/qTdHp06dkJ6ejhMnTqCwsBC1tbVISUnBTTfdhIkTJ2LHjh3IyMjAgQMH8PLLL3PBM3fuXHz55Zf48ssvcf78eSxYsACpqakm3XPRokX45Zdf8Ndff+Ghhx5CaGgoJk6c2OTxiYmJmDFjBmbOnInvv/8e6enp+PPPP/HOO+/wrJNnnnkGP/30E959912cP38en3zySaO1yQxZuHAh3n//fXz00Ue4cOECjh07ho8//lg2Nr/88guuXr2K4uJio9d44YUX8M4772Dt2rU4d+4c/vGPf+DEiROYO3euSWMBAM8++yx27NiB9PR0HDt2DLt371YsZpSgSIyMGzcOgwcP5oW7RLZt24ZJkyahY8eOCA0Nxf3334/t27cD0Pn5vLy8MGHCBHh4eGD27Nk4c+ZMu7eOjB8/HidOnMCZM2cQHx/v6O4QBOFEiOmyQUFBGDFiBFJSUpCQkCArBWDJtUXrx/DhwwHoYgcCAgLQt29f2YKgY8eOxZYtW/Dzzz9jwIABGDx4MD744IMm6zH5+/tj2bJlOHnyJPr06YOXXnqJ//g05tZpinvvvRe33XYbbr75ZnTo0AHfffcdBEHAtm3bMGLECDz88MNITEzEtGnTkJGRgfDwcADA1KlT8eqrr+Lvf/87+vfvj8zMTP7DryXefvttzJ07F/3790deXh42bdrUaK4zZOXKlZg5cybmzZuHrl27Yvz48Th06BCP9Rk8eDCWL1+Ojz/+GH369MHOnTubFHIiDz74ID788EN89tlnSEpKwp133okLFy7w/e+//z5+/vlnxMTEoG/fvkav8cwzz2DevHmYN28ebrzxRvz000/YtGkTunTpYtJYALpaKk8++SS6d++O2267DV27dsVnn31m8vlKEZhSpxaAOXPm4N577+UFvKZPn44nn3ySK+q0tDTMnTsXO3fuxOrVq3H69Gm8/fbb/PypU6fimWeeaRRgI6JWq6FWq2XbVCpVix+MtoJWq0V2djZiYmKoCJoJ0Hgpg8bLdGislGFsvFavXo3/+7//Q3FxsVVjIqzFnj17MGbMGBQVFdks9qQp2svny5Rns0oAa1VVFQ/YAXSuBzHSurq6Gj4+PrLjfXx8ZIvDGbJy5cpGvqnJkydjypQp1uhuq0HqLyZahsZLGTRepkNjZTrff/89YmJiEBERgbS0NCxcuBDjxo1rNlPGkYiF5LKzs1FaWuqQPrT1z5cp1n+riBFvb29UVFTw15WVlfD29gagiw6urKyUHV9ZWdmsQp41axZmzJgh7yhZRogmoPFSBo2X6dBYKUOr1eLatWv4+OOPcfXqVURGRmLq1Kl44403+JzgbKSnpwPQxUSSZcRxWEWMxMfH4+LFi9xNc/78eSQkJAAAEhIS8MMPP/Bjq6urceXKFb7fGO7u7u1GeDSHi4tLu/+AKoHGSxk0XqZDY2U6jz76KP71r3+1mvEaPXq04hRca0OfL4UBrBqNBrW1tWCM8bZWq8W4ceOwYcMG5OTkoLCwEKtXr+arOPbv3x/V1dXYvHkz1Go1VqxYgR49evACKwRBEARBtG8UWUbeeOMNbNmyBQBw/PhxLFiwAJ9//jmGDRuGCxcuYObMmdBqtZg4cSLGjx8PQGflePfdd/H666/j7bffRo8ePbBo0SLrPwlBEARBEK0Ss7JpCNuiq/qYaZOqj20RGi9l0HiZDo2VMmi8lEHjpad9Pz1BEARBEA6HxAhBEARBEA6FxAhBEARBEA6FxAhBEARBEA6FxAhBEARBEA6FxAhBEARBEA6FxAhBEARBEA6FxAhBEARBEA6Fip4RBEEQBOFQyDJCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFCEARBEIRDITFiB5YuXYrJkydjwIAB2LFjB99eU1ODN998E7fccgtuvfVWfP3117LzkpOTMWzYMAwfPhzDhw/Hl19+KTv3lVdewYgRI3DHHXfgp59+stvz2BJbjNUHH3yACRMmYMSIEXjggQdw7Ngxuz2PrbHFeInk5uZi6NCh+Ne//mXz57AXthqvTZs24e6778awYcMwadIkZGZm2uV5bIktxionJwdPPvkkRo0ahdtvvx0rV6602/PYGnPHq6KiAosWLcLo0aMxatQovPTSS7Jz2+L3vDFUju5AeyAmJgbz5s3D559/Ltu+YsUK5Obm4ocffkBFRQUef/xxdO7cGTfddBM/5scff0RoaGijay5duhSlpaXYtm0bLl26hLlz56J79+6Ii4uz+fPYEluMla+vLz755BNER0dj9+7deP7557F582b4+PjY/HlsjS3GS+SDDz5A165dbdZ3R2CL8frtt9/wzTffYPHixUhISEBOTg78/Pxs/iy2xhZj9d577yE6OhpLlixBfn4+/u///g9JSUkYOHCgzZ/H1pg7Xq+99hrCw8OxadMmeHp64uLFi/zctvo9bwyyjNiBcePGYfDgwXB3d5dt/+OPP3DffffB19cXERERGD9+PLZu3WrSNbdt24Y5c+bA19cXvXv3xogRI7Bz505bdN+u2GKs5syZg5iYGLi4uCAlJQUeHh7IysqyRfftji3GSzyfMYZBgwZZu8sOxRbjtXz5cvztb3/DDTfcAEEQ0LFjRwQEBNii+3bFFmOVl5eHW2+9FSqVCtHR0ejTpw8uX75si+7bHXPG69KlSzh79iyee+45+Pr6QqVSoVu3bvzctvo9bwwSIw5GumgyY6zRH+b999+P22+/HQsXLkRJSQkAoKysDEVFRejcuTM/LjExsc38UTeFOWNlSG5uLsrKyhATE2PLrjoF5o5XXV0dlixZgmeffdZOPXUOzBmv+vp6nDt3DhcvXsS4ceMwfvx4LFu2DG19MXRzP1uTJ0/Gjh07oFarkZWVhdOnTyM5Odle3XYYTY1XWloaYmNj8corr2DMmDGYOXMmjh8/DqD9fc+TGHEggwcPxnfffYfy8nLk5uZiy5YtqKmp4fuXLVuGLVu24Ntvv0VNTQ0WLVoEAKiqqoKrqys8PT35sT4+PqiqqrL7M9gLc8dKikajwcKFC/HAAw/A19fXnt23O5aM1+rVqzF06NB2IdhEzB2v69evo76+Hn/++SfWrl2LL774Aj///DM2b97sqEexOZZ8tnr37o3Tp09j+PDhuOeeezBhwgTZZNsWaW68CgoKcOjQIQwcOBA7duzAQw89hOeffx6lpaXt7nuexIgD+b//+z9ERUVh0qRJeOaZZzBmzBh06NCB7+/bty9UKhWCgoLw/PPPY//+/airq4O3tzfq6+tlXwCVlZXw9vZ2xGPYBXPHSoQxhoULFyIoKAhz5sxxxCPYFXPHq6CgAJs2bcLDDz/swN7bH3PHy8PDAwDw4IMPws/PDxEREZg8eTL279/vqEexOeaOVX19PebOnYuJEydi//792LRpE3bt2oVdu3Y58GlsT3Pj5eHhgejoaEycOBEqlQqjR49GdHQ0Tp8+3e6+50mMOBAvLy+89NJL2LFjB9avXw9BENCjRw+jx7q46N4qxhj8/f0REhIiC3Q6f/48EhIS7NJvR2DuWIm8++67uHbtGl5//XW+vy1j7nidOXMG+fn5uOeeezB27Fh888032Lp1K55++ml7dt/uWPK3KJ2Ixe1tGXPHqqysDNeuXcOkSZOgUqkQFRWFUaNG4ejRo/bsvt1pbrxuuOGGJs9rb9/zbf9b2QnQaDSora0FY4y3tVot8vPzUVhYiPr6ehw8eBCbN2/GfffdB0AX2HT+/HnU19ejrKwM77//PgYNGsSDo8aNG4fly5ejsrISp0+fxm+//YZbbrnFkY9pFWwxVkuXLsXJkyfx/vvvNwoua+1Ye7yGDBmCjRs3YvXq1Vi9ejXuvfdepKSk4PXXX3fwk1oHW3y+7rzzTvz3v/9FZWUlrl27hg0bNmDYsGGOfEyrYO2xCgoKQnh4OH788Ud+nb179zY7IbcmzBmv5ORkMMawZcsW1NfXY+/evcjJycGNN94IoO1+zxtDYG1dxjsBCxcuxJYtW2TbxPSvBQsWoKSkBJ06dcLzzz+Pvn37AgD+/PNPvPXWWygoKICPjw8GDhyI5557DsHBwQB0+edvvPEG9u7dC39/fzz99NO47bbb7PtgNsAWY5WcnAx3d3e4urrya/7zn//E7bffbqensh22GC8pS5cuRVFREf75z3/a/mHsgC3Gq66uDu+88w5+/vlneHt7Y+LEiZgzZw4EQbDvw1kZW4xVamoq3n//fVy6dAmenp649dZb8eyzz8r+Nlsr5owXAFy4cAGvv/460tPTERMTg+effx79+vUD0Ha/541BYoQgCIIgCIdCbhqCIAiCIBwKiRGCIAiCIBwKiRGCIAiCIBwKiRGCIAiCIBwKiRGCIAiCIBwKiRGCIAiCIBwKiRGCIAiCIBwKiRGCIAiCIBwKiRGCIKzOkSNHkJycjOTkZOTm5jq6OwRBODkkRgiCsIiFCxciOTlZthqyr68vevbsiZ49e7a59YAIgrA+Kkd3gCCItke3bt2watUqR3eDIIhWAq1NQxCE2dx1113Iy8trtP3zzz/HY489BgDYtGkToqKi+EJikZGRePTRR/Gf//wHFRUVGD9+PJ588kl8+umn2LRpE/z8/PDQQw9h0qRJ/HrXrl3DZ599hj/++AMlJSUIDw/HXXfdhYceeggqFf2mIojWDv0VEwRhNl27dkV1dTVKSkrg4+OD+Ph4AMDZs2ebPKewsBBvv/02QkNDUVlZie+++w4HDx5EQUEBfH19cfXqVbz77rvo378/4uPjUVJSgoceegj5+fn8HpcvX8bnn3+OnJwcLFiwwF6PSxCEjaCYEYIgzGbx4sUYNmwYAJ0wWbVqFVatWoVu3bo1eU5dXR0++eQTfP/99wgPDwcAZGdn47vvvsP69evh4eEBrVaLo0ePAgDWrVuH/Px8hISE4Mcff8R3332Hd955BwCwZcsWZGdn2/gpCYKwNWQZIQjCrvj7+6NPnz4AgIiICOTn5+OGG25AVFQUACAoKAhXr17F9evXAQCpqakAgKKiItxyyy2yazHG8NdffyEmJsZ+D0AQhNUhMUIQhF3x8fHhbVdX10bbBEEAoBMa0v+lbiApnp6eNusrQRD2gcQIQRAWIYqBmpoam1w/KSkJBw4cgKurK/71r39xC0plZSV+/fVX3HzzzTa5L0EQ9oPECEEQFtGpUycAwJkzZzB16lR4eXlh9uzZVrv+lClTsHHjRhQUFODee+9FfHw8KisrkZ+fD41GgzvvvNNq9yIIwjFQACtBEBYxfvx4jB49Gr6+vrh06RL++usvaLVaq10/KCgIK1euxF133YWAgABcunQJtbW16Nu3L/72t79Z7T4EQTgOqjNCEARBEIRDIcsIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAOhcQIQRAEQRAO5f8Bc5FqdVl/UUMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# convert to pandas DataFrame and add some outliers\n",
    "air_df = series_air.to_dataframe()\n",
    "outlier_mask = (air_df.index.year >= 1950) & (air_df.index.year <= 1951)\n",
    "air_df.loc[outlier_mask] = 600.0\n",
    "air_outlier = TimeSeries.from_dataframe(air_df)\n",
    "\n",
    "from darts.models import LinearRegressionModel\n",
    "\n",
    "model_lin = LinearRegressionModel(lags=12, lags_future_covariates=[0])\n",
    "hist_fc_kwargs = {\n",
    "    \"series\": air_outlier,\n",
    "    \"future_covariates\": air_covs_scaled,\n",
    "    \"start\": 0.6,\n",
    "    \"forecast_horizon\": 3,\n",
    "    \"verbose\": True,\n",
    "    \"show_warnings\": False,\n",
    "}\n",
    "backtest = model_lin.historical_forecasts(**hist_fc_kwargs)\n",
    "\n",
    "print(f\"MAPE = {mape(air_outlier, backtest):.2f}%\")\n",
    "air_outlier.plot(label=\"air series with outliers\")\n",
    "backtest.plot(label=\"non-weighted predictions\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This doesn't look very good. It would be great if we could ignore the outliers somehow. And this is where sample weights come in!\n",
    "\n",
    "In Darts, sample weights are treated like covariates - they are defined as `TimeSeries` themselves. Thanks to that our models can  automatically extract the relevant time frames for us!\n",
    "\n",
    "Let's create a weights series in which we set all outlier times to `0.` and the remaining times to `1.`. We also set the 12 months after the last outlier to `0.`, since these times fall into the lookback window of our model. Otherwise we would still have some outliers in the model input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weight_mask = (air_df.index.year >= 1950) & (air_df.index.year <= 1952)\n",
    "sample_weight = np.ones((len(air_df), 1))\n",
    "sample_weight[weight_mask, 0] = 0.0\n",
    "sample_weight = air_outlier.with_values(sample_weight)\n",
    "\n",
    "# and plot the results\n",
    "air_outlier.plot(label=\"air series with outliers\")\n",
    "(sample_weight * 300).plot(label=\"sample weight * 300\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can train the models with the sample weights using methods `fit()`, `historical_forecasts`, `backtest()`, ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cee8f39a41324c8484a27f1b7d128aae",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 5.19%\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGvCAYAAACJsNWPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAnPtJREFUeJztnXd4VNW6xt/JTMqk915I6EWKgCBNRIqiAiooiCJ4BAvX3q5HBRU9x4KFcy0oIngURQSVLooIUkSpgqGGVNLbpE4ymZl1/9jZLZkksyfTkny/5+Fh9732ysxe73xtqRhjDARBEARBEC7Cw9UNIAiCIAiia0NihCAIgiAIl0JihCAIgiAIl0JihCAIgiAIl0JihCAIgiAIl0JihCAIgiAIl0JihCAIgiAIl0JihCAIgiAIl0JixA0xm83IyMiA2Wx2dVM6BNRfyqD+sh7qK2VQfymD+kuExAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBEC6FxAhBEARBdGDy8/OxZs0alJSUuLopNkNihCAIgiA6MNOnT8e9996Lu+++29VNsRkSIwRBEATRQWGM4eTJkwCAXbt2obCw0LUNshESIwRBEATRQamvr0dDQwMATphs3brVxS2yDRIjBEEQBNFBqayslK3/8MMPrmlIOyExQhAEQRAdlKZiZPfu3aiurnZRa2yHxAhBEARBdFCaipH6+nr89NNPLmqN7ZAYIQiCIIgOSlMxAgCbN292QUvaB4kRgiAIguigWBIj27Ztg9FodEFrbIfECEEQBEF0UKRixMODG9LLyspw4MABVzXJJkiMEARBEEQHRSpGJk6cKCx3NFcNiRGCIAiC6KBUVFQIy3PmzIFGowHAiRHGmKuapRgSIwRBEATRQZFaRpKSkjBy5EgAQEZGhsV4EnfFJjGydu1a3HjjjRg3bhzuvPNOVFVVCdsnTpyICRMmYMWKFTJVlpqaijlz5mD06NFYtGgR8vPz7fMEBEEQBNFFkQqOwMBAhEYkAFHzAZ/uwtjcEdAoPWH9+vU4dOgQPv30U0RHR+PSpUvw8vLCgQMHsHHjRqxduxY+Pj548MEH0a1bN0yfPh0GgwHPPPMMFi1ahOuvvx4ff/wxlixZglWrVjnimTo8RqMRZ86cQWlpqRCQRMjx8vJC//79oVKpXN0UgiAIl9FUjJyuWwz0uhqoz4Wuogrx8S5snAIUiRGTyYQ1a9Zg1apViImJAQD06NEDALBjxw7MnDkT8Y1Pftddd2Hnzp2YPn06jh07Bq1Wi+nTpwMAFi5ciIkTJyI/P1+4jhSDwQCDwSBvqEYDLy8v5U/YwTAajRg8eDDOnj3r6qa4PTfddBM2b94Ms9kMAML/ROtQf1kP9ZUyqL+UYY/+ksaMFFcHIaM6mVvxjkNW3gn06+v6v4U1P6oViZGioiLU19dj9+7dWL9+Pfz9/XHnnXdi5syZyMjIwNSpU4Vje/XqhQ8++AAAkJ6eLogWANBqtYiPj0d6erpFMcILHimzZs3C7bffrqS5HZKzZ8+SELGSbdu24eLFi4JIzcnJcXGLOhbUX9ZDfaUM6i9ltKe/iouLheUPvldDGn3x97lc9OsR2p6m2YXk5OQ2j1EsRqqrq3H58mVs2bIFubm5eOihh9CtWzfU1tbC399fONbPzw+1tbUAAL1eDz8/P9m1/Pz8oNfrLd5nwYIFmDt3rryhXcQyUlpaKiz3798f48aNc2Fr3BP+swcAcXFx8PHxQU5ODhISEsitZQVms5n6y0qor5RB/aUMe/QX70VQ+0Ti+9+DZftMqkAkJSW1t5lOQZEY8fb2BgAsWrQIPj4+6N69O6ZOnYqDBw/C19dXNjlPTU0NfH19AXCWkJqaGtm1ampqoNVqLd7Hy8urSwgPS0iDfsePH4/333/fha1xTy5evCiIEcaY8CX28PCgF6ACqL+sh/pKGdRfymhPf/ExI16Jj0BfL4+hK9GZO8zfQVErk5KS4OnpaXFfcnIy0tLShPULFy4gJSUFAJCSkiLbp9frcfnyZWE/IWIymYTljvIhcjZqtVpYlvYXQRBEV6OyshJQeaM+/L5m+0orXB8vYi2KRjutVovrrrsOq1evhsFgQGZmJnbu3InRo0dj6tSp2LRpE3Jzc1FSUoJ169bhhhtuAAAMHToUer0eW7duhcFgwOrVq9GvXz+L8SJdHWkgk3TQJURIjBAEQXBUVlYCkXNhVkcAALReDcK+sqpOXPTs2WefhU6nw8SJE/Hwww/jvvvuw7BhwzBmzBjceuutmDdvHmbNmoXRo0dj2rRpADi3y5tvvol169bh2muvxV9//YVXXnnF7g/TGSDLSNuQGCEIguDiRerq6oDYh4RtM0eKwbC66o4zhiiuMxIQEIC33nrL4r4FCxZgwYIFFvf1798f69evV3q7LgdZRtqGxAhBEISkxohvPwBAn0TgmoF6fPEbt7lK33HGkI4jm7oI0sGVxIhlSIwQBEE0ihEPH8CDSy6JDAGiw32E/VX6jpMIQmLEzSA3TdtI+4XECEEQXZXKykpAHSSsB/sDcVFilmqtgcQIYSPkpmkbsowQBEE0ihGNKEaC/IG4KLGml95ouXyGO0JixM0gN03bSPuFyk4TBNFVaWoZCfIDQoIDACNXIt5g8nVV0xRDYsTNIDdN25BlhCAIwoJlxI+rVq4ylQMADCzAVU1TDI12bga5adqGxAhBEAQvRoKF9SB/rgKrmnFZNiZVgKyqtztDYsTNIDdN25AYIQiCsBzACgCeqOIWVJ6otjwFnNtBYsTNkFpGyE1jGRIjBEEQvGUkUFgPaoxd9VLXCtvKKp3dKtug0c7NIMtI25AYIQiCsJxNAwA+GtEcUlRudHazbILEiJtBAaxtQ2KEIAgCqKioaJZNAwC+XvXCttzCjuGnodHOzaAA1rYhMUIQBNE8gJWPGfH3NgjbCkrqnNwq2yAx4maQZaRtSIwQBEFYrjMCAIG+omumoMTQ9DS3hEY7N4PESNuQGCEIgrAQwNpoGQnyE9N5iylmhLAFctO0DYkRgiAIeQCrRg1oufnyEBogipGSio5RpZrEiJtB2TRtQ2KEIAiCd9MEA+CsIioVV/QsLEgc2ssrqegZYQNUZ6RtSIwQBEHILSN88CoARIRohOXyapWzm2UTNNq5GWQZaRsSIwRBdHWMRiNqa2sFMRIkTtaLyFBPYbmytmOMIyRG3AwKYG0bEiMEQXR1qqqqAA9fQMVZQaRiJCJUC5gbuOPqPC2d7nbQaOdmUABr25AYIQjC1VRUVGDp0qX48ccfXXL/lqqvAkBgYABg5Gbura33cnbTbELT9iGEMyE3TduQGCEIwtU89NBD+Oqrr+Dt7Y2CggIEBwc79f7NZuyVWEYCAgIAYxngFQl9g9ap7bIVsoy4GeSmaRsSIwRBuJLMzEysX78eAFBfX4/c3Fynt6FpKXhpAKsgRgAYzFoYje6fUUOjnZtBbpq2ITFCEIQrWbFihexdXVVV5fQ2tOam4cSITljXVTuxYTZCYsTNIDdN20gtRiRGCIJwJjqdDp9++qlsW2VlpdPb0bwUvJjCGxAQADSUCetlztdKiiEx4mZQnZG2IcsIQRCuYtWqVaiulpsa3MIyIokZ8fPzEwJYAaCcxAihFLKMtI20X6TijSAIwpEYDAasWLFC3KDtCXho3UKMSGNG1Go1NCqxTWXON9wohsSIm0FipG3IMkIQhCvYsGGDEKzqmbAYGHYOGHIMugrnB2U0c9P4y/drNXphmSwjhGLITdM2JEYIgnAFH3/8sbDs3+cFbsG3N7IKnV8lozU3DQBoveqFZbKMEIohy0jbkBghCMIVpKWlAQDCk65BeV2ksL2sssHpbWnLMuLvbRCWy6ootZdQCNUZaRsSIwRBuAKdTgcA8IiYJd9e5fzYtdaKngFAgNYoLBeXu/97kkY7N4PqjLQNiRGCIJxNXV0d6urqAAA12smyfRXVzrc8cGIkUFhvKkaC/cR3Y3G58y03SiEx4maQm6ZtSIwQBOFseKsItD1Rg+6yfVX65sc7GqmbxtsT8PFWyfaHBIjLJTr3zzokMeJmkJumbUiMEAThbAQxEnZrs33Vtapm2xxNRUWFEMDaNF4EAEKDxPGjrJJiRgiFkJumbUiMEAThbAQxEt5cjNTUO/9dLbWMNHXRAEBwoC9g4lKOy6udL5aUQmLEzSA3TduQGCEIwtnodDrAOwkIGAYA0Ehez/oGT6e3p6KyqlXLiLQkfGWt+w/17t/CLgbVGWkbEiMEQTgbnU4ns4rcPErcV9/g5dS2mEwm1OgBqLgxIrglMdJYEr5K73yxpBQa7dwMsoy0DYkRgiCcjU6nA8KmCesLpoquD4PJ26ltaT5JXvNjODHCWUYaTGro6907boTEiJtBAaxtQ2KEIAhno9PpuLloAIT66TG8j7ivgWnBmPMG+5KSklarrwK8GNEJ6+5ehZVGOzeDAljbhsQIQRDOpqysHNCEAQBCAkwI8JXsVAegpqbGaW3hxEiwsN5izEijZQQgMUIohNw0bUNihCAIZ1NSrgc8uNiQsEAGXx8AaHz/qAOdOnNvSUmJzE0T7N88W0YaMwK4/2R5JEbcDHLTtA2JEYIgnE1RmfiuCQtSQ6VSwcuDq8gKdYDzxYhVbhpRjOicP7GwImi0czPITdM2JEYIomtRUc3QYHRtAGappHBYVBg3S6+XunFmXI0LLCOalifJA3gxUiGsVzjPi2QTJEbcDHLTtA2JEYLoOuz4nSFhJkP8bQzlLpx9trxKHC5jwjl3jY+mcWZcdSCX4eIkODdNy/PSAM3FCFlGCEVQnZG2ITFCEF2DizkMdy5jqKoFisqBXX+6ri2VtRphOSyQi9HQejXOjKv2g67CeaN9swBWC2LE398fMEksIyRGCCWQZaRtSIwQROenupbhlheYbBAtLGv5eEdTVS8WNgtr9JD4+Uhmxi1z3mx5Td00loqe+fn5ASbRWqNzwczCSiAx4maQGGkbqcWIxAhBdD4YY/jHGwypGfLtBWWuGVAZY6g1+AjrYY0eEn+t2J6S8nqntae4uFhe9MyCGFGpVPD1MgjrFDNCKILcNG0jFWnS/iIIonPw2XZgw6/csvQ3WYGLLCN6vR5mj2BhPbRRjEhrjZTqGpzWHmuyaQDAXyv+WKOYEUIRZBlpG3LTEETn5rvfRIvDR0+INTRcJUZ0Op1Q8AwQLSPS+h6lFUantadZAKsFywgABPqKP9YoZoRQBNUZaRsSIwTRuckr5f7XqIF7p4oz5LoqZoQTI6HCOh8zEhwgvosqqp3zLjIajSgvLxcCWLXegKemedEzAAjyVwOMEyTkpiEUQXVG2obECEF0bgoaxUhUKKBWqxDVqANcahnxFMVISKMlIixIzLCpcFKAaFlZYyc0umksBa/yBAb4C0Gs5ZXu7dImMeJmkJumbUiMEETnxWRiKNJxyzGNnpGoEO7/Ih2339lI3TTemjpoGi0RYcFihk1VrWXrhL0pKSnhFhoDWFuKFwHkk+VRNg2hCApgbRsSIwTReSkqB/jXYHSo/H+TCSh1wYRvUsuIv7eYNRMe4i0sV9c5533NiREPQMPFjLQULwLIC59V1DhHLNkKjXZuBsWMtA2JEYLovEhdMbxlJFr0kLgkbqS0rBzQcOaZQK0YqBoZJqb71jhJjBQXFwttAYCQgJaPDQgIAEw6AIDB6IG6eve1jtBo52bwg6uHhwdUKvdWsq6CxAhBdF7yS8VlQYyIiSwuiRspLKkDVNx7J9hffOeEBooxI3qDptl5jqCkpATwihHWY8JaPpazjIimJHcOYiUx4mbwbhqyirQMiRGC6LxIxUh0qApmsxkXUw8I21whRgpKxRoiYWJGLQIl8Rp1Rm84A06MxArrsa2IkfDw8A4zWR6NeG6G1DJCWIbECEF0XppaRlauXIlv170vbHOFGCkuF98z4cHi+ydAKx5jMDlRjHhLxEh4yxb02NhYwU0DuHetEcUj3qJFizBq1CiMHTsWY8eOxSOPPCLsW7t2LSZOnIgJEyZgxYoVYEz0T6WmpmLOnDkYPXo0Fi1ahPz8fPs8QSeDxEjbkBghiM6LtOR7TBjw2WefAYYCcX+p8+MepEGz0WGewrLUMtJg9oEzaOqmiQ1v+djY2NgOM3OvTSPe0qVLsX//fuzfvx//+c9/AAAHDhzAxo0bsXbtWmzYsAEHDhzAli1bAAAGgwHPPPMMZs+ejT179mDAgAFYsmSJ/Z6iE8G7aSitt2VIjBBE50VqGanVpePYsWNAgyhGCsud3yZdtThUxkaKFhBpOXjm4Y/6esfPT6PETRMXFyek9gLu7aaxW8TNjh07MHPmTMTHxwMA7rrrLuzcuRPTp0/HsWPHoNVqMX36dADAwoULMXHiROTn5yMmJqbZtQwGAwwGg2ybRqOBl5dXs2M7G1LLCM27YhlpYK/JZBL6ifrLOqi/rIf6Shn26C+pGPl5x5fcgswy4vy/R2WtJ9A4/ESHeQn316gBD9TDDG9AHYiKigouTsNKbOmvppaR6FAGs9mytSg6Olo2c29ZZcvHOhJrLP02iZG33noLb731Fnr16oXHH38cPXv2REZGBqZOnSoc06tXL3zwwQcAgPT0dPTo0UPYp9VqER8fj/T0dItiZM2aNVi1apVs26xZs3D77bfb0twOBa+sPTw8kJOT4+LWuCdS919tba3QT9RfyqD+sh7qK2W0p79yCuMAaBDsZ8JXX67hNpqqAJMeUGuRU2hAVpZz3fyVeo0gRkz1RcjKqhP2aVRBMDBvQBOIc+fOISEhQfH1lfRXfn4+EM6NmyoVQ11VNrL0LR/vra4Db6/JulyGrKwqxe1rL8nJyW0eo1iMPPLII0hJSYGHhwe++eYbPProo9i4cSNqa2vh7y9WX/Hz80NtbS0AbsZDPz95mTg/Pz/o9ZZ7cMGCBZg7d668oV3EMsIrSLVajYSEBIodaQGVSgXGGDQaDRISEpCTk0P9ZSVms5n6y0qor5TR3v5iDChp/CEf6l+P9KwscWdDAaBORmmVF5KSkuzUYuuoM4njV9+eUZDe3ltTBEMDAHUAAgMDFbXNlv7S6XRALOemiQhWoUf31u8XHqJBbuOyyjMUSUmhrR7vKhSLkQEDBgjL99xzD7Zs2YLU1FT4+vqiulqMjqmpqYGvL+dQ02q1qKmRO6tqamqg1WphCS8vry4hPCwhddPw/4jmqNVqGI1GmEwmoY+ov5RB/WU91FfKsLW/dFUMdQbO8tlQe1m+01AA+CSjtBIwmVUtTg5nbxhjMJjEH9rhQSp4eIj31noaUNUAQB2I6uqLNj23tf2l1+tRU1MruGliw9t2gUSF+SC30QtUomuAh4dzsn6U0u5vF98RycnJSEtLE7ZfuHABKSkpAICUlBTZPr1ej8uXLwv7CRGqM2IdfBArBbASROdBGi9SnHtKvtNQKCwWOTGItaamBkxS8VRaZwQAtF6NFVk9vFBa7th0ldLSUsAzHPDgMnpaC17liY0Uo2wLS1rx57gYRSNeVVUVDh8+DIPBgIaGBqxbtw6VlZXo27cvpk6dik2bNiE3NxclJSVYt24dbrjhBgDA0KFDodfrsXXrVhgMBqxevRr9+vWzGC/S1eEHV8qmaR0SIwTR+ZDWEKmryAAAjBo1itvQUGjxOEfDTZLHuTZUMDWbC8bPR3wHFZXWwZE0y6SxIlY2IUZUT0XlhlaOdC2K3DRGoxEffPABMjMz4enpiV69emHFihXw9/fHmDFjcPHiRcybNw9msxkzZszAtGnTAHBulzfffBPLli3D66+/jn79+uGVV15xyAN1dKjOiHWQGCGIzofUMgIDF6R6//3349ChQ/KMGmeLEc/GGXvVtVCpgmT7/X3EgPricsem9iqpMcKTlBACnOCWyyvcNytMkRgJCQnBF1980eL+BQsWYMGCBRb39e/fH+vXr1fWui4IuWmsg8QIQXQ+ZGKk0RIybdo0LmBd4qZx5mR5nGUkDgCg9dQDkIsRaa2RsooGOJKmlpGYsLbjZpLiowBzPeDhDZ0b1xmhEc/NIMuIdZAYIYjOR760uqohHz4+PggKCuKyMRtcYxkpKa0ANJwA8fdu7uYI9hcFgaPFSHFxsdwyYkXMSFycWIW1ps45k/nZAo14bgZZRqyD7x8qRkUQnQeZyDDkIzIyEiqVipt91iCNGXFe4a7LBbXCcpCvsdn+4AAxvk9X5dj3UfN5ado+hysJrwMA1DW4b5YqjXhuBgWwWgdZRgii89E0ZiQyMhIAuBpWLooZyS8R40CCA5qLjdAgca6aihrHiiRbAli5yfI4y4jBrJUVjXQnSIy4GeSmsQ4SIwTR+RDEiKkWMFUJYiQgIECeTVNq4WQHUVgqul7CApvHaIQFi2KkqrbZbrsiDWD1UDFEBrd9jlarhUbV2DCVGtVumt1LI56bQW4a6yAxQhCdD8Hi0ZhJI7OMmPVC7IMzJ8sr1omWhMiQ5u/liFCxiFi13rHvbakYiQxh0FhZ+M3XS4x1Ka8iywhhBeSmsQ4SIwTRuairZyjnp01pIkYCAgIat3PWEWe6acoqxcE7Oqx5zEVkqFhJvKbOse/t4pIywCsaABAXYf3w7a8V3Us5+c6fm8YaSIy4GeSmsQ4SIwTRuZAJjEaXTEREBACI8541ZtRU1gC1dc75ha+rEQVGTGTzUurhIaJA0Tc4NlulqJwBKu4eMVZk0vAESwq1pWc50celABrx3Axy01gHiRGC6FxYKnjWkmUEcF6tkSq9GBOSEO3XbH+Qn+gqcWS2CmMMpZXi9a1J6+UJCxJFUlauzo6tsh804rkR0jRVctO0DokRguhcNE3rBSyJETGjxllxIzX1ojUkzoJlJFCiTwxmx01CV1VVBaM6UliPDbd+osDIUFHEXC4gNw3RBtKBVaVyzoyUHRUSIwTRuZBbRjjRIQtgBVwyP01tg1hiNSyo+XtZKkYazJZnorcHtpSC54mRTJaXX+Se6TQkRtwIsoxYD4kRguhcyKuvysWIJTeNs8SIwSyqjaYz9gKAn4+4bIafw95JzaqvKhAj8dEBwnJRmWPnz7EVEiNuhPRDTGKkdUiMEETnwlLMSLMAVmnhs1LHB7AajUYYVZwCUbF6+Po0P8bDQwU1Gid90QSgurraIW3Ztm2bvOCZgpiRbvEhwnJphXu+M0mMuBFSywi5aVqHxAhBtJ/KGob73zLjhVVm6OtdW3+iacxIUFAQvL25GAzBMtJQLBxSWun4NhUVFQEabtT38qhp8b3s6VHHLagDUVVl/5iMuro6rFy5sskkedafn5wYKixXVLtnnRH3nTWnC0KWEeuR9g/NT0MQtrFqK/DJVm55/Y8FCCu8D2gowYYNG5CUlOTUtghihJmAhhJERnYX9gmWEaOoWJwhRgoKCgBNbwCAr1fLsRbe6nrUmdEoRvLt3o6vvvqKixmJ59w0ajUQEWz9+RHBGgCcCKly08nyyDLiRkjFCKX2to5UjJB1hCBs4680sdT5peIo/Fn/Lv48VYYvv/zS6W0pqWhcaCgFYBbiRQCJZUQiRsqcIEYyc4oANReUGqhteUZeH8/GCqeaQFRU2NcywhjDe++9x600TpIXHQqo1dZbz4MkdUbqDF5u+QOORjw3QvoBITHSOiRGCKL9/H6iQL5B2wMYfBAXspyfcVHKixEjFzzCx4sAUjGiA8C9J50hRi5l6YTlkICW3RtaL3E236LSGru2Ye/evTh9+jQANeDJCTQl8SIAECgm04CpAzgri5tBI54bQW4a6yExQhDtp1DXGJFprIS/KoNb9gzHsdyBTm1HvYGJE7g1cAOl1DIiuGnA4O3BTfpW5oRyGVm54k0iglu2RPh5i++gorI6u7ZBsIp4RQIq7r2nJJMGADQaFTxVje3SBCMvL89+DbQTJEbcCHLTWA+JEYJoH0YjQ3VDY5ZFXRq+fFF855TVWMhhdSCy+I8GzhVj0U0DwFPFCQTBkuJALheKwiImvOWCZtJaIwXF9pu6Nz09HVu3ckE9EXGDhe1KxQgA+PCT5amDSIwQrUNuGushMUIQ7eNyMcDAfY9U9VkYMzxR2FdlCHZqW0qkwsLYmmUEUDPuYF01YDI5NjOkoESc7TY+quWCZiGBYlBoXpH9Unt/+eUXMMY943U3LhC2xymovsrj79PoStIEIz/f/kG27YVGPDeC3DTWQ2KEINpHhmQ88vcsRWigB1RmzuqgN9vw07sdlOgkKw1czEhLYsTDJB6sc0xJD4FinfgDsVu8f4vHhQeL5dYLS+xnGcnKyhKW/cMHCMvJMZaObp1A38ZnUfuhxBlmJYWQGHEjqM6I9ZAYIYj2cT5b/NUfEVANlUoFL1YEADBpYpyacSF30zS3jHh6ego1R1hDqeXzHEB5tfieiQ7zbPG4yDDRalJsxwqn2dnZwnKNUewPW8SIdEK/fDu6kuwFiRE3giwj1kNihCDax+kLYnBmXBhnwvfTNKbOemiRle+8AUvupmluGQHEuBGzQcwEcWRGDWNMNmOvpVLwPIkxYtBIic5+riOpGCmpEeNmbBEjIYHicF9Yat8gW3tAYsSNIDFiPVT0jCDax0WJZaRHPDcUBPuIo/vfF5xnypd5DSy4aQDRVWPUFwnbHClGqqurYUSQsB4W1PKxSbGiZaS82n5FxXg3TUhICHKKuOtqvYGo0NbOskx4sNiuknJDK0e6BhIjbgS5aaxHGuBLlhGCUE5WofiO6ZvC/bIPDxDri5zLsG+9jNYoqZBYExpK4OHhgdBQ+YjLW0YMtWJtFEe6afLz8wFPsaBHa5aRqFCxLyvr7DNzr8lkwuXLlwEAiUlJyGx87G7Rto0PkaFiNlBphfv9gCMx4kaQZcR6yE1DEO2joKJx0DQUoUdyNAAgOlQs3pWe23LFUXsjExXGUoSFhTV7B/JixKgXZ+51pGWEKwXPCyIzQgJaPjYyWFzWG/2FDJj23t9o5P4eUfGDUNdozEiJbeWkVogIFYNs3XF+GhIjbgSJEeshMUIQtlNvYKisa8wOqc9EfHw8ACAxSjwmu9B5A5YsZqShpJmLBrA8P01ZlePaKLWMaD0NrZZfjxQnxQXThEOn07X7/tJ4kYCIK4RlW+JFACA0QGx/Ra37zU9DYsSNIDeN9ZAYIQjbySkChNd/XSYSEhIAAClx4q/n/DLn/SASxAgzAUadRTEiztwrmSzPgWEtnGWEEyNBvq3HWPhpVVCrGrNoPKO42X7biVSMeAb0FpaTY2wbG6SF0qoNzi1qZw0kRtwIsoxYD4kRgrAdaY0Rj4ZsYfDvlSROYlJc6eO09ojz0pSj6SR5PKJlREztdWRJ+Lz8IsCTM3m0Ni8Nj59nY4yNV6TdxYjJUyxIZ6tlJEHSpfWIREOD89xw1kBixI2gCqzWQ2KEIGwnUzI/XrCPTnjfxMWEAg3FAIDy2laCJOyMOGNv8xojPM6euTczV7x4RHDb7+MgX37ulzDkFxS3+/7Sgme15vbVGAGA+AjJile8XVxJ9oRGPDeC5qaxHhIjBGE7F7LFX8UxoaILIjw8HKjjfpHXGoNgNDo+bsTQwFDFlzRpIa0XkFpGKuCh4trlyGyaXNm8NF6tHMkRGtD4HlJ5ICOn/Q2TWkbKasW8YlvFSFgQoFY1/q2941FWVtb6CU6GRjw3gtw01kNihCBs51yGmMLbLUoUHGFhYUA9l07KoEZ+abNT7U6pFQXPAOlkeQx+PpyYcmg2TalEsEW0PEkeT5QkiDUrX9/ygVbCixFPT0/klXL3Dw0EgvxtixlRqVTw92rsbO94lJeXt7uN9oTEiBtBbhrrITFCELZzKU981/RKEmNDtFotNGbRh5PT/tCHNimxouAZIJ+518+Ls1o4UoyUSOalCQ9qWwDERogZKrlF7S8qxouRuPhuyGn0+thqFeEJ0TbGtWiCcDnfveanoRHPjSA3jfWQGCEI28krbSxzbshHclK0bJ+/p2i+d4YYaWteGh7pZHk+Gs7yoKuGQ1xJRqNRlv7aWvVVnoRoUdQVlLavqFhVVZVguYhMGAb+d2p7xUhEkOh6unTZfnPo2AMa8dwIctNYD4kRgrANfT1Dhb4xa6YuQ0jr5Qn1EyuvZjmh1oh8XhpOjERERDQ7TmoZ8VGLbXTEzL1FRUWAWqwAG26FGEmOF+enKa1qXx2PnJwcYTkwcqB4j3aKkegQ8V2ZlS8uf7KFYfvvDJn5riuG5n6VT7ow5KaxHhIjBGEbWZJMGtRlIT6+t2x/RGAd0ht/QKfl1AOwT3nzlpDPS8NZZdqyjHiqxJzesiogPNi+bSooKAA8xcIcrZWC50mI8gbADea6mrYDXltDmknjFdQHaCw6a2uNEZ7EKPH8yyXccr2B4cF3GMxm4MpewLFPXVPjikY8N4LcNNZDYoQgbENaY8SSZSQ2TPw+ZeQ5vhZF0+qrnp6eCAxsPvpLLSMaJvp2HFH4jBMjknlprLCMSKuwVte3T8BJM2mYV/trjPAkxYj2h0Id56q7kAPBDdQt0nWz+dKI50aQZcR6SIwQhG1Ia4yojZebuUQSojRcJVQ4K2ZE4howliI0NNRiBWqpZcTDLGaCOKLwWX5+vlB9FbDOMiKdn6beHCTMK2MLUjFSaxZjemydl4anZ6IY11Jazbnq/koTBeeRfZ+37wbtgEY8N4IsI9ZDYoQgbCNDEhcQEVDd7F0TGREKGPIAAAVlng5vT1PLSNPZenmklhGuUiuHIzJqOMuI2A5rxIgsrsQzAiUlJTbf31KNEZUKSIpq6Qzr6Jsi9mGFnhN3R/4WOzAhzHkzNTeFRjw3ggJYrYfECEHYRla++Is9LqJ5wGJ4eDhQzwVQVui9UVfv2KDGEp1kpaEEISEhFo+TWkbM9eJA7zAx0mgZ8fE0wce77TgKjUYFb4/GaFrP9pWEl4qR/HLOmhEbDnh7tS+eIyUhCDBxmUg1Rk5snb4kfh56JbjuXUpixI0gN431kBghCNu4XCjWwEiO8222XypGAOBy+yubt4qQ2svMgLHcKsuIqV4c6GVuHjshnbE3NND66wf4tH9+Gl0Vw0ndLCDucQRFDURJBSdA2hsvAgCenhp4GDmrVz3jAnQv5jZav8wNuKJH88+Ds6ARz40gN431kBghOhKGBoZbnzfjusfMKCxzXfokABSUNX5fzAakJIY12x8RESETI9mFjm1PSZNJ8lqyjPj4+Ajfe0OtGPjiCMtIvsQyEhFsvZU62Lcx/kLtj+xc28rXvrPBjMqgh4CU5ajoeUTYbg8xAgBejFOXZo8A6KoYCioaRV7dRXRLirPPTWyARjw3gtw01kNihOhI7PoT+H4/sOc48NIa14qRssrG705DERIS4pvtb2oZcXQQq2AZaay+2pJlRKVSCa6aumoxJcgRAax5BVWAB2cxiAix3jUSFiRatzMu2xZ/ceK8JKNFJWa/pNhJjPhqxKJ2+/5iMJob71F7rllmlTMhMeJGkJvGekiMEB0JaTrtf3dxpnhXYDYzVNY1zrPSUGxx8HGmGGkwMlTwRcsaC561JEYA0VVTV5UrbLN3ai9jDAWlYhyFNcGrPNGhonDJKbCtwunlQjG7xctDnOPmqr72qf8R6C2akrYfkpStrz2DxMREC2c4Bxrx3Ahy01iPVIxIRRxBuCOXi0XxUVsHfLbDNe3QVQNmxltGihEX19wsHxoa2kSMOE44WSp41pKbBhCDWKsr8sC/Iu1tGamurkadUYydUCJG4iLFYmd5Jbal9hbyiULGCiy5/lN8/k8Vvl6qwvUjbLpcM0L9aoXl3UdFgaM2pFmsfOssaMRzI6SDKrlpWocsI0RHIrdJEOj73zGYTM63jhRJJ2o1FCEqqnmuqEajQZCPOMI7MoDV0rw01lhGaqqrENIY6mDvmBFp8CpgXcEznqRYsdhZUbltf9+y6kbLlaEAPVNiMO96FWZfp4KHh30sI5HBosUmo0BM3Y4OLHfpj2ASI24EWUasR9o/JEYIdye3ScmJjHxg++/Ob0exTrLSUISwsOYBrAAQEeLBZbegSR0QO2NpXhprLCOMMYT6c+0rtbMY+fvvv5sUPLNeBKTEi+nHZW3MT1NSUoKPPvoImZmZwrbaOoZ6I+9GK3CI2yQ2zIJIYmYkR7V/puH2QCOeG0FixHrIMkJ0JJpaRgDg/75zrWVEzcqg1VouWx4RHioUFivROctN03oAKyBP7w305b73FXaeuffo0aPygmcKLCMx4eJ7qULv3eqxd911F/7nf/4HCxYsAGNc+wvLJAcYCtG7d2/LJ7eDpCgL4qouE90Sm88H5ExoxHMjKIDVekiMEB0Fxpjg6uiTCPRoDNPYfRQ4k+lcQVKkE5cDvPUWy64Djem9jW6TkgrHtbGkHWLEXysGetpz5t5jx44pniSPR1oSvtbg1+JxZ86cwa5duwBwk+LxRc4KJGLE17OqVSuRrcRH+wLmJnPQ6M+5NHgVIDHiVlBqr/WQGCE6CuVVQF2jBbww+yjuvk4cgVdudq4YKZTEMQT5tmyWDw8PF8RIZa0HGuxoeZAic7EYOTFijZsGAPy9xdgHe7lqGGOcGJG4acIVWEaiJDrKqApFbW2txeM++ugj2fqJEycAAOczxQeJCXPM7LlhYaFA/WX5xtqzLk3rBUiMuBXkprEeyqYhOgpSF015wd/Yv/Ef0DR+fHcfdW5b8oqlKasti/jw8HDAKP5Md8TMuEATF1BD2zEjUsuI1lNMe7VXEGt2djZKS0ttDmAN8AU80CjyvCJRXNzcP1ddXY3PP5dPSPfXX39x/58RK8x1i/WBIwgJCZFlSwFweY0RgMSIW0FuGushywjRUZBloxguY/eu79EtnLMCnM1ybExGU/KKRGtIZCvFvKSWEcBxQaxNJ8kLCAiARtNy4KfUMuLtIRYVs1d677Fjx7gFhTP28qhUKvh6ivPTWBIjX331Faqq5A0WLCMZOmFb3+72d9EAfOp2rnxj7RkSI4QIuWmsh8QI0VGQZdLUc/OC5J/7Vth06G/ntaWgTPzBExPe8qDfVIzYO2PF4nWNpa3GiwByy4gwKR3sZ7kRxEhjAKtGDQS2HPphkQCfxngMzwgUFMorxjHG8MEHHwjrvPA6efIkACArX3Q9De5vp5KrTWhaRwYAuWkIOeSmsR4SI0RHQZZJY+B+kdbk/yRsOnDaeZaRYl2jNcRUjeiIgBaP49w0EsuIzjHtKWlS9KwtMSK1jKiZeLKtbpo//vgD58+fF9abWkZCA9FikG9LhPo3usJUamTkyFXS77//jlOnTgEARowYgVGjRgEAcnJyUFpaisJy8V5XD+2m6L7WEhISAhgkMSOGfPhrTQgODnbI/ayFRjw3gtw01kNihOgo5JaIYkNtKoCvry9QeVDYduCU89pSXt1oDWkobrHGCMBbRsSYEUe5aQSLRkM5AFOb2SNSy4iHWSJGbCivv3nzZowcORJDhgzB33//DcYYl9YLAF5cNo0SFw1PRLC4fClb7o6RBq4+9NBDGDRokLB+8uRJVNQ2plozE3onO8ZNo9VqhcnyAAhWEaWiy97QiOdGkJvGekiMEB2FyxJLfXykCkuXLuVcILXnAABHzwP6esdbR4xGhip+XhpDywXPABfEjFgxLw0gt4yojOKsuLa4aQ4e5AShXq/HSy+9JAavqrwBD843oyR4lScuUqxqmpUnZtMYjUZs3LgRAPect99+OwYPHizs3717N4wq7m/ipaqAWu04cRDsI5mKufqEy100QDvEyKlTpzB8+HCsXbtW2LZ27VpMnDgREyZMwIoVK4RCLgCQmpqKOXPmYPTo0Vi0aBFXcpeQIbWMuFqlujskRoiOQnZh4+fTbED3hCA8/PDD3HqjdaTBCBw56/h2yEuvt24ZiYiIkLlpSivtL5ZKdEysD2LgFFtblpGgIFEdNOgLhGVp/RRrKSsTLT+bNm0SM1w8bUvr5UmOF4NMLheKAcP5+fmoq+PiScaOHQsfHx8MGTJE2L/uq68Ar2gAQICP5ZRgexEVUAFcehwo/By4vLzjihGz2Yx33nkH/fr1E7YdOHAAGzduxNq1a7FhwwYcOHAAW7ZsAQAYDAY888wzmD17Nvbs2YMBAwZgyZIl9nmCTgRZRqyHxAjRUcjlJ8kz5KFbt0RotVrOP195SDjmwGnHt0M2L00rpeABbtDXSGIyHGEZ+fWEZKWKq43flmUkNjZWWK4oPicsW6pw2xbl5eWy9WXLlnELNhY84+meILqSCiW3uHxZjNPgB/++ffvCy4ubXC8nrwrw4JYjgx1briAkJATI+w9w4V6gocjlBc8AoPXi+S3w3XffYcCAAaiuFqOZd+zYgZkzZyI+Ph4AV+p2586dmD59Oo4dOwatVovp06cDABYuXIiJEyciPz8fMTHNI4YNBgMMBnlBHo1GI/zROitGo1gDwMPDg+pntILUcsT3G/WXdfD9RP3VNu3tq7p6QFfT+Jqtv4ykpCSYzWbExsZCl35AOG7/KQaz2bGuGml1TzQUISRkdKvPFRYE8Mb8Yp11faCkv2Q1VnR7AHCDZGvnSseLgrwshAdzQim3RPnfSGoZASTvX+8kYVt8hPLrhgeL76bSSvH8rKws8brx8TCbzdBoNOjZsydSU1MFqwgAJEZ7OfT72dQCFRcX59D7WRMDqViMVFRU4Ouvv8aaNWvwzjvvCNszMjIwdepUYb1Xr15CClN6ejp69Ogh7NNqtYiPj0d6erpFMbJmzRqsWrVKtm3WrFm4/fbblTa3QyFV6h4eHsjJyWnl6K5NSYloQub7jfpLGdRf1mNrX2UVagA01n835MHPzw9ZWVmcZaTuEGAoBLyicPC0GekZOVA7MIrvzEVfAI1TxDcUo7a2VjZANiUkAChkZkDlgfziemRlFbR4bFOs6a9df8QC8IRaZYKpYj8AbuBurU0AEBwcDJ1Oh6ysLEQkGVBS4YW8EoaMjGwoifsvKLD8PL6h/cA7Sfw9S5CVVWPxuJZoqPUCwI1rtQYfXLhwAd7e3jh9WjR/eXt7C8/Zr18/Tox4imIkKhRt9kN7aPrD3svLy6H3S05ObvMYxWLkgw8+wJw5cxAYKLdf1dbWyoKL/Pz8hFK4er0efn7yZG0/Pz/o9XpYYsGCBZg7d668oV3AMiJLW1OrkZCQQFk1LSD94vCfLeov6zCbzcjJyaH+soL29lWWTrJSn4uhQ4ciKSkJycnJOHToEBc3En4rqmo9UG1OwsC239k2w45IVgzFGDhwYKvu4Pi4GJyrLgM8w1FRo0FSUlKLx/JY21+Z+UBWY2BvYkguMszcWNGjR48275OQkACdTofCwkJcEeuJs9mA0aSCb1CSrBx7W/CW/dDQUKjVaqFAWUT8MGQ1en6H9g9HUlJ4S5ewSIO0SzVh8PT0RFJSEmpqRFEzZMgQwUrWv39/fPvttzLLyOC+0bCiu22mqVtm2LBhVv19HYkiMXLu3Dmkpqbi2WefbbbP19dX5rapqanhUtjAWUKkfwh+f0szRnp5eXV64WGJpqm9/D+iOZ6eYsQ632/UX8qg/rIeW/sqv5QB4GNGcpGcPBMeHh5i7EPFASD8VgDAob9VGNzTcYHrJRXi+8XPu0b2HbJEZGQkUF4KeIajpFJZuYG2+uvXE2K/xPmdR0bj9rCwsDbvExcXh9OnT8NgMCAsoB4AVzY9v1SFmHDr+49308TExGDevHnCuOYT0gdoNLymxKrg4aHsbxIRIvmba0KRl5eH7t27IzdXrHqamJgoPKcQeykRIzHhyu+rhKbxQklJSS5/FygSI8ePH0d2drbgjqmuroZarcbly5eRnJyMtLQ0jBkzBgBw4cIFpKSkAABSUlLw/fffC9fR6/W4fPmysJ/goDoj1kMBrERHQFoKXtWQj7g4zmUjuKcl9UYOnmZ46BbHDUDSjJMQP2OLx/FERkYCf5cA6I1qvRqGBgYvT/u0b/cxMT4m1OO4uNxGACsAIS4RAPw0OgDcIJ5bAlzZ27r719XVCZb70NBQPPzwwzhy5Ajy8/Oh8+sJlABqNRCnzCgCAAjyA1Qwg8ED8AzF5cvpAOSuK/5zAAB9+vSBSqUCk4iRaAUWHluQ9nNYWJhgOHAlisTIrbfeismTJwvrb7/9NhISEnD33Xfjr7/+whtvvIFJkybB29sb69atE1wtQ4cOhV6vx9atWzFlyhSsXr0a/fr1sxgv0pWhbBrrITFCdASETBoAkcENQvlvwTJScxKe6gY0mDxx+Ixj21JYxgBwYiI8qO1gRS69V6zlUVYJRLecgNMqFdUMdQYgKlQFs5nhl8ZCpwG+gEZ/UjjOGjEiHci54l3cIH5ZQUaNND4vNDQUWq2Wc5UACJnK9U1iJKDRKBdfHh4q+Ps0cDVdNGG4fPk3rn2N2TRRUVEyy7+/vz969OiBiyrXiBF3SOsFFKb2+vj4IDw8XPjn7e0NX19fBAQEYMyYMbj11lsxb948zJo1C6NHj8a0adMAcG6XN998E+vWrcO1116Lv/76C6+88opDHqgjQ5YR6yExQnQEsvJFC0RilPiZFX6IMSMCvTifQF4JZLWZ7E1+idiWqNC2f+xERkbapfBZQSlD/G3cv49+YPg7g8vOAYDxgwFduXiPtuqMAHIxwurFdFmp8GsLaSaNdGDWVYm1T7pFNz3LeoL9G9/lnmHIycmB0WgUamtZGvwHDx4sc9N0RTFiU2ovz0svvSRbX7BgARYsWGDx2P79+2P9+vXtuV2nh+amsR6pGKEUVcJdycgzgH/N9uomBqhLrcJqcymAGNQZgGo9Zy1wBJxlBEBDOSKsqOYVEREBNIi1PGwVI7uPcc8FAA+9w3BVX3HfxGEqrP2Js1JoNBpZEH9LSMVIfVWGsCybkLANODGiBiLuQLVmuLA9S1KYtFs7DPeRIR7IKQGgCUJ2Tj7y8/OF95TUzcRz7733YuML0WAAvD0ZgvwdW/RSKkB697bSt+VgaMRzI8hNYz1kGSE6AnkljYOKoQgp3cRBVCpGWL1YL75IXofLrpRUNr7u2yh4xhMZGSmfLM9GMVIoL+eBPyXVZicOE60UoaGhVlWelg7mNWXiJHdKCp+VlZUBkXcCfb7AxnMLcSaTE2qZksLg3aJtFwRRoaIbJiu3UhYvYskSMXnyZIRG9wcARIepHF6Bu1evXnj11Vcxa9YsPPbYYw69l7W0yzJC2BcqB289UssRiRHCHTGbGUqrGwclQy66desm7PP394e/vz+qq6vRUHMZaKx8UFgGdI9rfq32UlfPUFvPT5JnnRjhLCPtm/8FAArKLLtPYsKAvkmiGLHGRQPILSPF+Rfh4wXUGWywjASOBAAweODnI0C/bkCGRIwkt8MyIi18drlQL6u+asky0mAESiu5c2JsjMtRyvPPP++cG1kJWUbcCLKMWA9ZRgh3p6gcMLPGz2l9XrM6DnwQa21FpniOzjFt4WM0ALQ5Lw0PFzMiihGbLSMSa8/Dt4nLN4/iqp5WVXEz21oTvMof5+3NTfiXm3sZ8Y113JSIkfLyclml1SPnGi0jBaJwak/MiHSCvZIKhvT0dGHdkmVEahFzdLyIu0JixI0gMWI9JEYId0eW3dHEMgKIrhpDtfir2VFuGpnIsdIyEhAQAA2k89PYFlxbIOoZvHyvCr+8q8Kr96nw+gMq6HRiw6y1jKhUKsE6kpubi7hGMVJRDVTXWtfGsrIywFss/HWkMTQmU1KUtV1iJFBi2VaH4M8//xRWLVlGpKX6SYwQLofcNNZDYoRwd3KbiJGmv4iFuJEGMWqy0FFiRDZJnnWWEZVKhbAgcXBvr2XEyxMI9gcmDFXh+XkqhASomqXYWgs/oOt0OkQFi1lC1lpHSkvLAB/RMnIhh8uk4cWIRg3E2lBjhCdUWqDcMwy///67sGrJMiIXI13z3U9ixI0gy4j1kBgh3B3pwBjsW9OsqrQoRqQBrI5J7ZWJEYN1lhEAiAwWhwibU3sbB9ro0OY/slpKsW0LadxIgHeVsGxtEGtBqQFQyzN3jl0QLSOJUYBabbsokM32qwkV5sFRqVSymYd58iXWo65qGaEAVjdCahkhMdI6JEYIdyensAH8KzbGwgAjiBGD47NpbIkZAYCYCC1O13KT5RWWGQEom6bDZGKCiImy4IWRihFr3TSAXIz4qEoBcOdaaxnJL2v+HD/9yVDRWGOkPcGrgDxmBJ5iX0sLntXoGb77DTh5Ngh/XhQPJzFCuBzpoEpumtYhMUK4O+mXawBwo1JSrE+z/cIvZIllxGFuGp3E4mJlzAgAREaGAWncZHnF5crr+RTrAP43lqVBtr1uGgDwMOYD4GaFt9YyUlKlBbzl2zb8Ki63J14EaG4Z4ZG6aBa+xfD1bgAIlp3rrGwad4PcNG4EuWmsh8QI4e5k59cLyz0SA5rtFywj5lp4enDHOiyAVXJdT5RbPReJtApreZXy4UIqrizNqGsPy4ixNltYzi1p7ub64wzDA8vN+Gy7uK9cH9jsOHnwavt+DDaNGeHhRVRZJcO3v6IZYwYCQ92jBpnTIcuIG0Hl4K2HxAjh7kgH4r49mv/clRY+8/aoQIM50mGpvVIxEupvtNryKq01UlOvUTxZXltZIvaIGaktF30cUsvI0XMMSz9j2HGYW/9kK8P4IdxMvNUN4t/DTwvU6OXXb0/1VaBty8h3vwHGxtfWtKtr8M97/BAXrkJcRNe1itOI50ZQOXjrITFCuDvlfMGzhmIkJjQPWpSKEQ8TZ30orQAajPYPYs3hPUHMhPAQ662uXBVW2wufSauvRoU0H2RtddNIxYiu6Cz48ZuPGfngO4bhi0QhAgCMAQdPc7VNDJJJ6W4c2fz67Y0Z8fUBvPmwFAuWkW/2iH/jBZMqMbwPEB/p+Mqr7gyNeG4EuWmsh+amIdwZxhiq6htdIYZCREVFNTsmKCgIPj5cLIm5XkzvLdHZty0Xc7jJ6QAANX8hPMz6QZ+zjNheEl5mGbEQC2GrmyYmJkYYuPPzsoXg2MvFQL2B4Z+rxME+SJI08+dZxtU2EWqMmDBjbHMB0N6YEZVKJVpHmlhGisoZ9hzn1pNjgIEphvbdrJNAYsSNIDeN9ZBlhHBnKmsAE+NLwRdwFoYmSNM8ZYXPdPZty7qfJZaWoq+tDl4Fms/cW1qp7N6FklLwlrJpbLWMeHp6CgJPWvisoAzYcZjrfwCYNhq4sE4UG3+ebRRAjTVGfNU6jBrQ5Noa+wSRhvJhQhq5ZWTTPjGo9/ZrgS5sDJFBI54bQW4a6yExQrgzsqyYhiKLYgSQVmEVgzCbTizXHhhjWPczv2IGitcrEiMREREyN027LCN2DGAFRFdNfn4+YsM40WM2A/+3SRRAC29WITJEhd6NhpCTadzEdfDk1EuQjw6JUUBEsHjdpCjAw6P9CkFI71VrAQ8tAM4ysv4XsX23X9vu23QaaMRzI6jOiPWQGCFawmQyob6+vu0DHYi0BLonyqHVai0eZ7Hwmc5+7fjzLJCW27hS8StgyLPBMmIfMdJaNo2/vz88PT0VXZsXI2azGSG+tcL2X09w/wf5A5OHc8tX9eX+NzQAu46I9wn3r4FKpcLwPuJ12xu8ytM0iFWlUgFesdh/itvUOxEY1MM+9+oMkBhxI8gyYj00ay9hibq6OgwaNAghISGyEtzORmoZCfSpbfE4UYyIaSD2tIzIXTRfAYAiMeLn5wdPlWR+Gp2y+/P9oPUGAixkE/NuGiUuGh5prRFfTfOG3TIWQubPVX1ES8eeU+K9okO4eA2pGGlv8CpP08Jn0dHR+OGABqzxT3LHBHLRSKERz40gMWI9KpVK6CMSIwTPwYMHkZqaCr1ej3fffddl7bhcJM6XEurf0OJxYhVWMYC1PSXhzWYmZOM0GBnW/8Jt91QbgZLvACgTIyqVCqEBosW2tFJZ23jLiNpcgtmzZ6OyUgw6MRqNgmVEqYsGkGfUaMyFzfbffq040vOWEQA4dVmMTo0P555t7CDx2P7d7KMQQqWlZTRhiI+Px3pJFs0dE0iJSKERz40gN40y+D4iMULw5OXlCcu7du1CQ0PLQsCRZFyuEZYjglv+fFqqwmqrm8ZsZrj2UQafiQw3PG3Gi58yoQx8r/CLgIkTAkrECACEB4mDpqysfBs0GJmQClxdehEbNmzAm2++Kezfv3+/8Pfp3Vt5pS+pGDHX5cj2hQQAE4dxy7W1tTi85xNo1Nz71WQW363dYrkhcMKVwKv3qfDQDODeGxU3xSJhkn6DZxjiEvvgcCq3OiAZ6Gcn0dNZIDHiRpBlRBkkRoim5OfnC8uVlZU4ePCgS9qRUyima8aGt1xb0lLMiK1umr8zgN/+4oI4f/wDeOMrcV+Kv+iyUipGosPFGIv8EuvTUJtOzgcAX331FVijn+K7774Tdt9yyy2K2gTIxUh9ZYZs363jAE8NN9i/8cYbePThB2CqON7sGr0SuIwnlYqbSfiDJzwQ4GsfkSCNGYmM64MbZz0lrI/sb5dbdCpoxHMj+EFVperaxW+shcQI0RSpGAGAHTt2uKQdecWilTMppuXJ5UQxUgoVuHNstYxcyrW8PTQQCDCKokypGImN0AKM+44Vlln/XZOJqgau1npGRgYOHz4Ms9mM77//HgDg5eWFqVOnKmoTII8ZqSo9K9snddH8+OOPAABWeRhN6ZPip/i+1iIVI48++QpUflcI6wOS6f3eFBIjbgTvpiGriHXwYoSKnhE8TcXI9u3bXdKO4orG7zAzIynOv8XjxCqsDJ7QAbB9fhqpGJk9tgBzJwFX9gI+fUaFinIxQFapGImKihBiWvJKrXcfSzNppDEx69atw5EjR5CbyzV40qRJCAxsPldMWwguLgAlBekIbuzmsCDO7QIA9fX1OHnyJLdSdUR+gYZixMcoj1WxFun8NKUVDKmZYrxI/2SH3bbDQqOeG8H/wqd4EesgywjRlKZi5MyZM8jMzHR6O8okpeBjYyzXGAE4YcCntPIl4QvLIbgylHDyvBgcunfjYnzyZB2OfeqBGWOBnBwxpkJpsGhERARQnwWAK3FfV29d2+S1VkQx8s0332DDhg3Cui0uGgAICAiAnx9n2cjLy8Oyf6jQIw5472EVNI0umpMnT8JgaHQtVf0pv0BdFoKDg226tzVIs2lKK4G/08X1ASRGmkFixI3gf+GTGLEOEiNEU5qKEcD5rhrGGKr5UvANhS0WPAM4lyxvHTHVcW03NIgVRJVwMUf8HhRkHMSyZcsAAGvXrsWpU1xxi549e0KjUTY/amRkJFAvFmXLLmrlYAktWUZKSkrw/vvvA+CswNOmTVPUHh5pBdv8/Hz8z20qXPzaA3dNFl0gf/zxh3iC/iJg1AmrGnO+4r5QgtRNU1YJpGZyy6GBlmuudHVIjLgR/KBKbhrroNReoim8GPH29ha2OVuM6KoBE2sc5FqYl0YKL0YaakQ/iy2umuyixkBTYxXQUIzly5dj586dePTRR4Vjli9frvi6ERERQF2msJ5VYN150lLwMMhP4q0V48aN465vI7wYqaioQE1NcwV3+LA0ToQBVUeFNV+P4mbH2xOpmyYtF8hrrKo/ILnrzszbGjTquRHkplEGWUYIKVVVVaiurgYAjBw5Uhjk9+zZA71e39qpdqWwiUXAWjEiy6hRKEaMRobiysYqr3WXGrcZceONN6KqqgoAMH/+fJusEE0tI1nNS3oAAGr0DE99CLy9MRgNxiaWkYZCXHXVVc3cIrfeeqvi9kiRxo1YsorxlhHBAiJx1QR66dp177bw1KiEQm9ns8Tt5KKxDIkRN4LcNMogMUJIkQ5GsbGxQoaGXq/H3r17ndYO6SDsYSpuMzjTcuEzZffMKQJMrPF1XpcufDf42JPExES89957yi7aCGcZEUfTrALLMSOL32V4dwPwwdYg/PvLJoLKUIjk5GTMmjVLds6MGTNsahOPGAAsrzEDAMXFxUhP5wI1rrrqKq6WSclGLjOIGZHgf6Zd97aGMAt/+v6USWMREiNuBLlplEFihJAiFSMxMTG48UaxepUzs2qklpEAn9o2TfKWSsIrTe+9JB2H69LxwgsvyPavXbsWQUFBsAVpACtg2TKyaS/D5z+K6/9eB5zmAzZN1YC5BrGxsZg7d65wzPDhw5GQkGBTm3iklpGmYuTPP0UryIgRIzBlyhSg5i/gSA/gSA8khNsQmKOQMAtdTpYRy9Co50aQm0YZJEYIKU3FyMSJEwVhL48dcCx5JWKqeYhf2xP2WarCqrTwWbp0HNanY/bs2Xj22Wfh4+ODf/3rX7j2Wtunh/Xz84OfRpwsL7OJNySvhGHRcrm1xNAAofoqHy8SGxuLsWPH4tZbb0VQUBCWLFlic5t4WhMj0uDVESNGYPLkydxKfTZQn2PTfDhKsWwZcfhtOySOCyUmFEN1RpRBYoSQ0lSMBAQEIDExEZmZmUhLSwNjzCmBg5l5egBcsEBEcNtpsC3PT2N9Wy/lSu5TdwkRERF4/fXX8frrr1t9jdZIjAvF2YZSwDNMZhlhjOHe1xnKGrOKp48BTpxvQHaxZAbexueKjY2Fh4cHNm3aBLPZbJf3nLViZOTIkUIaNV+C3hliJLSJGIkObVImnhCgUc+NIMuIMkiMEFKaihEA6NGDm6O9oqICpaWlFs+zN9kFojUkNrztV6ylANb2uGlUhkybJp5rjaSkJCGjJreYwdg4Gd+aHcCuRm9ITBiw6mlg2fwmZp0GUYzw2OsHV0sBrGazWXDTREVFITExEf7+/hgzZoxwjCssI2QVaRkSI24EiRFlkBghpFgSIz179hS2Xbx40SntkLppEqJaLgXPY4/5aQQ3DTMizK/G7tbVxMREIaPGZFYhtzFNdcOvokVm1dMm/LBxNSoyN+KuyZKTJW4ae9NSAOvFixeh0+kAcC4a3iImuGqANrOc7EHTmBGKF2kZctO4EeSmUQaJEUJKa5YRAEhLS8PVV1/t8HYUlTea4ZkR3eIDWj8YXICoWq2GyVQHD1YNs8pfkWWEMSZaRuqyEBlh/xLnnBiRZtQAiVEMxy9w6+GBZrz53CT89ts+AMCmLYPx59nRSMuph7lkEwC5cLAX/v7+CAwMRGVlpUyMSGOERowYISw/8MAD+OmnnwAA06dPt3t7mhIWqAIgLQNPLpqWoFHPjSDLiDJIjBBSeDHi4+MjZI40FSPOoFxSCj4muuXqqzxqtVr4la5q4EwOSlJ7SyskFVvr0ttVRKwlEhMT5em9hUBuMVCs49arC/cLQgQA/jy4HX9/rkL34tFAxV4EBAQgIKBtYWYLvMVFKkaaBq/yBAcHY8+ePdizZ4/D2iOlacwIWUZahsSIG0F1RpRBYoSQwouRmJgYwSzvbDFiNjNU1TcWHzO0XgpeilgSnqvCWl7FFRGzhvQmab0OEyOSwmeZBRCsIgBQV/K77Pjff/8dnhoVCnK5PneEi4aH77vq6mqhwBsfL6JSqTB8+HCH3bstmsaM9OvmkmZ0CEiMuBFUZ0QZ0ll7bZlYjOg81NXVobycMydI3QEpKSmCMHFGzEh5FWBmjT8mrKi+yiO0WS/Oppae18LBTZDVGNFfcqBlJFNYzypgOCHtzuoTGDlyJOLi4gAAR44cQXl5uSAOHClGmmbUGI1GpKamAuBihmyZEdheSMVIQiQQ5E9umpagUc+NIDeNMqT9xFuViK5JQYE494lUjPj4+AiFtZxhGWlaAl2pZQR1YhsvWSlGnGEZiY+PBwzykvDHL4g/ADzrT+PXX3/FuHHjAHBVb3fu3Cnsd6YYSUtLQ11dHQBg4MCBDruvNUQEi8uUSdM6JEbcCHLTKEPaT+Sq6dpYCl7l4V015eXlKCtTmKaikMImYiQ8PNyq84QBVWIZSbts3T0v5UlrjKRbfU8leHp6IjZSy03CBy6AVRAjRh16JKjh4+MjCxDeuHGjsOwsMZKfn4/Tp08L61dccYXD7msN3WKAm0YBvj7A4lvIKtIaJEbcCHLTKIMsIwSPNWIEcLx1RGoZ8feqsfqHhWXLSMuux9OXGDbuZbiUy3ApV7KjzjFuGgBIkmTUpOcxXC5uHFyrT6Bvnz4AIBMjrrKMnDp1Slh3tWVEpVJh6+seKN+uwk2jSIy0BqX2uhHkplEGWUYIntbEiLTWSFpaGq666iqHtaOgTBQQwb51Vp8nxoxcErbJRIaEv9IYRjzAUG9ossNQBJiqHSZGEhMT8fvf2YDfAJjMkoG1+gT6NIqRgQMHQqvVQq/XC64SwLlihJ8cD3C9ZYTHy5OESFvQT3A3guqMKIPECMFjrWXE0UGs0uqrEcHWW+uENhtL4eWhBwCktSBGnl1pQYgAQB0nZBwpRqTpvQLVJ7kZcQFoNBoMGjSo2SGusIz4+fkhOZkCNToKNOq5CYwxISOELCPWQW4agscd3DSMMRw6LX4OY8Ks/zUsbbNWxUWkZhcBDUa5q+aXY0wovx4bDtwwAgj2BwAzUPAZAMeJkaSkJKA+s/mOmuOCZQQArrzyymaHOCO1FwDOnz+PjIwMAMCAAQPoh10Hgv5SboJ0MCUxYh0kRgie1sRISkqKsOxIMbLtEHDkQmONEX06esRZb62LiooSUpDVhkwAgMnEBYrymM0Mz64UxckbD6iw4y0PlG5T4SrjRKCQEyOOCGAFeMtItnyjqRaoPS9YRgBgyJAhzc51RPVVHq1Wi+DgYADAyZMnhe3u4qIhrIPEiJsgdTOQmrcOctMQPLwY0Wg0zQZjX19fLjUVjhMjDUaGpz6UWDEy/9eq6qs8np6egkWjoeqcsF3qqvn2V+DYeW55UA/gzoncsoeHCmXF3IHBwcHw9JTMmGtHmpaEBwDUnER0dKRQ8RZoLkZCQkKg1Wod0iYeS5YXVwevEsqgUc9NkA6mZBmxDrKMEDy8GImKirIo5nlXTUlJiTCBmj1ZuRm4kNO4UrEfKNlkdY0RHt56UFsqpqbyQayGBobnP5VbRTw8RDdQSQlXRt5RVhGghZiR6hMyqwjAzYbbq1cvYd2RLprW7kGWkY4FiRE3gdw0yiHLCAEARqMRRUXcjLctuQMcGTdSXsXw0hqJVST9KQDKZ4UVSsLXiHXW03K56369WxQmE64EJksqnDc0NAgCy1HxIgBndfHzrgHMYpCuNJNGijTFl8QIYQ0kRtwE6WDK+46J1pH+AibLSNelsLBQCP52lhg5evQonnnmGZw6dQrLPmcoq+S2x3nuBaqPArBdjEAvqTXSKEC2/S6KnZcWqGTvCN4qAjhWjKhUKiQlJsjmqLFkGQGAkSNHCsuuECOxsbEICwtz+H0J+0F1RtwEctMohywjBNB68CpP01oj7eWOO+5Aeno6/vPhOpiHZwDQQONhQO6BewBwaaXSe1qDMKAa8uCpNqHBpMalPMBkYthznNsV7A+MGgBkZ2ejvLwcgwYNQnFxsXANR4oRgMuoOZNxHND2BBpKgNpUi5aRSZMmwcvLCwaDwSkT1TUVI2QV6XiQGHETpL/sKYDVOkiMEIBcjLT0K9yetUYqKyuFwlr1NXnAn0MQMnQVyjN/BgyXoVKp8PHHH8uCOq1BFFIMEQFVyNMF41IeNzsub3mZcCVw8eJ5jBw5EhUVFfj2228REhIiXMPRYiQxMRH45WlAfwEo+xFgDRYtI8nJydizZw8uXbqE2bNnO7RNQHMRSsGrHQ8SI24CWUaUQwGsBMAVuuJpyTLSvXt3Ybm9lpGcnBz5htozKN8/GrzX++OPP8bcuXMVX1fa9kCvYuQhGPUG4PMfRRfNpOEqPPPMM6ioqAAAvPvuu3jkkUeE/U4RI4ZcIOslAIC3tzdXf8QCo0ePxujRox3aHh6yjHR86Ce4m0ABrMohywgBAJcvizPK8TP0NsXPz08Y7NtrGcnOFmMmrrzySmg0/G86M9577z0sXLjQpuvKZhtmYk7vFz+JxwSY/sTWrVuF9UOHDuHPP/8U1h2ZTQM0ihEJPXv2dIv3FYmRjg+JETeB6owohywjBCAXI3w9EUvw1pHi4mJUV1fbfD+pZeT+++/Hvn37MHfuXKxbtw6PPvqozdeVWXUkc9RU1nD/d4sG3nv94WbnrV69Wlh2imVEgqV4EVcg7Tu1Wo2+ffu6sDWELdCo5yaQm0Y5ZBkhALk4aE2MSOcpycqyMMeKlUgtI4mJiRg1ahS+/PJL3HnnnTZfE5APqPUVZ5rtTw5Jx9EjR7hlybPwLhvAOQGsUizFi7gCb29vodLulVdeCW9vbxe3iFAKiRE3gdw0yiExQgCiZcTPz08oC26Jbt26CcuZmZk2308qflpyC9mCt7c3QkNDAQBVxSeb7f97/7vC8ocffmgxHsPRYiQ2NlZmuXUXywgAfP7551i0aBE++eQTVzeFsAEKYHUTyE2jHHLTEIwxQYzEx8e3WqPHXmJEahmxpxgBOOtIWVkZii8fgzqOm58GAFRgKL74DQBg4sSJmDJlCjIyMnDw4EHZ+Y4WI56enoiNjRX63J3EyJgxYzBmzBhXN4OwERr13ARy0yiHLCNERUUFamq4oIrWXDSAXIzwM7vaAi9GgoODERgYaPN1LMHHZNTrqxAXJn6mI7SXAWMpAODpp5+GSqXCrFmzJMGz3Bw8vr6+dm2PJXh3iIeHh6zsO0G0B8Vi5LXXXsOUKVNwzTXX4I477sD+/fuFfWvXrsXEiRMxYcIErFixQqiKCACpqamYM2cORo8ejUWLFslqAxDkprEFsoy4lldeeQUDBw7Er7/+6rI2WBu8CsjjLGy1jJjNZuGe9raKAPJ6KJGBlcJygEnMmOnXrx8ALnNmypQpwnZHW0V4nn/+efTr1w/Lli2zuxgjui6KxcjcuXOxdetW7Nu3D0uWLMGLL76IyspKHDhwABs3bsTatWuxYcMGHDhwAFu2bAEAGAwGPPPMM5g9ezb27NmDAQMGYMmSJXZ/mI4MuWmUQ5YR16HT6fDyyy/j9OnTuOuuu1BbW+uSdlgbvMrv579btoqRoqIiGAwGAM0zS+yBtGprkGeBsNxQvBMAF1ciTWOVBs06Oq2XZ/LkyUhNTcU///lPp9yP6BoojhmRmjpVKhUMBgNKSkqwY8cOzJw5U3gh3HXXXdi5cyemT5+OY8eOQavVYvr06QCAhQsXYuLEicjPz7dYpMhgMAhfeKGhGg28vLyUNrfDYDQahWX+hUm/9ltHKtpMJhP1l5Xw/dSe/rp06ZJwfl5eHt555x2XDE7S+I24uLhWn0mtViM+Ph7Z2dnIzMy06vmb9pVUxCQkJNj9M8e7QACgu3YXynv1Rf9khm+WfS3bz9/35ptvRnh4OEpKSjBw4ECXfwfs8dnqSnSV/rLmB7ZNAayvv/46tm7divr6elxzzTVISUlBRkYGpk6dKhzTq1cvfPDBBwCA9PR0mflRq9UiPj4e6enpFsXImjVrsGrVKtm2WbNm4fbbb7eluR0CqbmZ/5XZrNIjIaOqqkpYNpvN1F8KaU9/HWlMMeV54403MGXKFKf9OudJTU0Vlr28vNpM2Y2JiUF2djZKS0uRmpoKf39/q+7D99Xx48eFbf7+/u1KEbaEVqsVlnPT9mDj/92C/Px8fPFCHQCu/U3v+fnnn+OPP/7AjBkz7N4eW6HvojI6e39JXaQtYZMY+d///V88/fTTOHr0qFBauba2VvbF9vPzEwZVvV4PPz8/2TX8/Pyg1+stXn/BggXNyil3dsuIdOZNfk6LhIQEctm0gnRWTpPJRP1lJbxwa09/NXXLVFdXY+3atfi///s/ezTRaqTFy6688soWS5Pz9O7dG3/88QcArh/aOr5pX9XV1Qn7Bg4c2Ob5SomJiYFarYbJZEJ+fj6SkpJk1pgBAwY0u2dSUhKuv/56u7bDVuzx2epKUH+J2Jzaq1arMWLECHz99ddISUmBr6+v7MVQU1MjRHZrtVoh4l26X/orQIqXl1enFh5twUfIe3h4dPkPaGtIMwnMZjP1l0La01+WYi4++eQTPProo07NsMjNFcumJyYmtvk80l9o2dnZGDRokFX34ftK+gu2W7dudv+8+fj4ICkpCenp6bh48SJUKpUs86dHjx4d4jNO30VlUH/ZIbWXjy5PTk6WTUB14cIFwb+ZkpIi26fX63H58mWZf7SrQwGsyqEAVtchFSOLFi0CwMU9Pf/8805tB+/e9PHxEQqGtUZ7a404quCZFD6ItaqqCsXFxbh0SSwNL53wjyA6E4pGvdraWuzcuRO1tbUwGo345ZdfcOzYMQwZMgRTp07Fpk2bkJubi5KSEqxbtw433HADAGDo0KHQ6/XYunUrDAYDVq9ejX79+rU4w2ZXhOqMKIdSe10HP5B7eXlh+fLliIyMBABs3brVqX8LXhy0VfCMR2oZsaXWCB8wq1KpEBcXp/h8a5DG16WlpZEYIboEitw0KpUKmzdvxhtvvAHGGBISEvDqq6+iR48e6NGjBy5evIh58+bBbDZjxowZmDZtGgDuhfXmm29i2bJleP3119GvXz+88sorDnmgjgrVGVEOiRHXwBgTBvKkpCQEBATg6quvxubNm1FfX4+cnBy7x1JYorKyUghittZKYS/LSGxsLDw9PRWfbw0tiRGVSiVrP0F0JhSJEa1Wi5UrV7a4f8GCBViwYIHFff3798f69euVta4LQW4a5ZCbxjWUlZUJ8WH84Citj3Hx4kWniBElBc944uLihABRpWKkvr4eBQVc7Q9HuWiAlsVIQkICTQBHdFpo1HMTyDKiHBIjrkE6iPNuD2nQ6oULF5zSDlvEiEajEYSEUjEivZ8jCp7xSIXdn3/+ifLycgDkoiE6NyRG3ASyjCiH3DSuQTqIt2QZcQa2iBFAFFDl5eWoqKho9diqqiohY0cavOpIMSLN0tm3b5+wncQI0ZmhUc9NoABW5TStwEo4B2ngZ0cUI9bGjWRlZWHAgAEYO3YsPvzwQ4fO1ivF29tbEDvSuiYkRojODIkRN4HcNMohy4hrsGQZiY2NFeoKOUuM2Jpma40Yqa6uxrRp0wTB8+STT2Lr1q3CfkdaRgB53Ehr2wiis0BixE0gN41yKGbENViKGVGpVIJ1JD09XTbXkqNwlGXEbDbj7rvvxqlTp4RtBoMBGzduFNYdaRkBLAsPsowQnRka9dwEctMoh8SIa+DdND4+PoiKihK282LEaDTaPCuuEngx4uXlpWhOnLZqjSxduhQ//PADAG5qBqkLisfRlhFL9yQxQnRmSIy4CeSmUQ65aZwPY0wQGklJSbJCY86OG+HFiLUFz3has4wcO3YMr776KgDOQvn111/j/fffh4+Pj3CMj4+PwycEbGoZCQ8PR2BgoEPvSRCuhMSIm0BuGuWQZcT5lJSUCJPkNS3A5cz03urqauh0OgDKXDQAF9/Cz2vUVIxIs1eWLl2KKVOmoGfPnnjrrbeE7YmJiYrEjy00FSNkFSE6OzTquQnkplEOWUacj6V4ER5nWkak8SJK4zfUarXgZmkqRqQZMxMmTBCWH3zwQSxatAje3t545JFHbGixMlJSUmSCh8QI0dkhMeImkJtGOV3RMmI2m7F582bZxJPOxFJaL4+rxIhSywggCqmKigqhqBggFyPSuBCVSoWPP/4YVVVVWLx4sS1NVoSPj4/suUiMEJ0dEiNuArlplNMVxcj999+PGTNmYNy4cYK7xJlYSuvliYiIEOIaOooYAbjsHx5ejHh4eCA2NrbZeY6aj8YSUnFHYoTo7NCo5yZILSMkRqyjq7lp9u7di08//RQAkJ+fj7///tvpbWhNjKhUKiFuJCsrC/X19Xa9d1ZWFl5//XXMmDEDTz/9tLDdFjEiHdylYkQ6ER4fV+IqpDE4lrJrCKIz4dpvGyFAlhHldCXLSH19PR544AHZtrS0NFx11VVObYfUTdM0ZgTgBs2jR4/CbDYjPT0dffv2bdf9zGYztm/fjpUrV2Lnzp1gjDU7pl+/foqvm5KSIizzYkSv16OoqAiA41N3reGhhx7C7t27MWDAAIwcOdLVzSEIh0JixE2gAFbldCXLyFtvvYXz58/LtrkiboS3jGi1WkRERDTb3zRupL1i5MEHH8Qnn3zSbHtQUBCGDRuGu+66S2ZBsBapGOFnxXXWRHjWcsUVVzitmi1BuBoSI24CBbAqp6tYRtLS0oTaF023OxNpjZFu3bpZTG+VihF7pPd+++23wnJiYiIWLlyImTNnolevXu2yIFqyjLQUvEoQhOMhMeImkJtGOV1FjDz99NNC/MVDDz2EDz/8EIDz5oDhKSwsFCZuaxovwiO1UrS3fTqdTsh0GTVqFH777Te7CfXQ0FAEBwdDp9ORGCEIN4BGPTeB3DTK6Qpumvr6euzcuRMAEBUVhTfeeEMI2HS2ZUQqLqSWBSn2TO+Vxqf07dvX7t8L/hmys7PR0NBAYoQgXAiJETeB3DTK6QqWkRMnTghWkcmTJ8Pf31+ozllSUiJUIXUGqampwnJLQaMhISEICwsD0H43jTTLpSXx0x74a5pMJmRnZ5MYIQgXQmLETSA3jXK6gmXk4MGDwvKoUaMAyEuF88GXzuDMmTPCcv/+/Vs8jnfV5ObmtqsWilSMWMrcaS9N03tJjBCE66BRz00gy4hyuoIYOXTokLA8evRoAM6fkI5HKkZaS6e1VxCr1E3jSMsIIBcj/v7+CA4Otvv9CIJoGRIjbgJZRpTT2d00jDHBMhIYGCgIAKllxJlxI7ybJjw83GJaL0+fPn2E5XPnztl8P0dbRqRiJC0tTRAjzpgIjyAIOTTquQkUwKqczm4ZycjIQGFhIQBg5MiRwvO6QoyUlZWhoKAAQOsuGgCy2iJnz561+Z68GPHz82tV/NiKVIz8+eefQqYQuWgIwvmQGHETyE2jnM5uGbHkogHksQ7OEiNSUdFWxVN7iBGTyYSsrCwAzWewtReJiYnCZ+jw4cOy7QRBOBcSI24CuWmU09nFiKXgVYCzFMTExABwXsyItfEiACeW+AnlbBUjeXl5MBgMABzjogEAjUaDpKQkABDuBZAYIQhXQKOem0BuGuVIRVtndNPwlhEPDw+MGDFCto8PEi0qKkJlZaXD22JNWi+PRqMR2nfhwgUYjUbF93N0Wm9r1yYxQhDOh8SIm0BuGuV0ZstIRUUFTp8+DQAYOHAgAgICZPudnd5rbVovD++qMRgMsqwYa3F0Jg2P1OXFQ2KEIJwPiRE3gdw0yunMAax//PGHMEOtNF6Ex9lBrLwYCQ0NRWRkZJvHtzduxNGZNDxkGSEI94BGPTeBLCPK6cyWEWnwqjRehEcqRhwdN6LT6ZCbmwuAc9FYE0wqTe9trxhxpptGpVIhLi7OYfcjCMIyJEbcBLKMKKczixFp8Koly4i0sJijLSNSMWGNiwZov2VE6qZpaVI+e9BUjERHR8PLy8th9yMIwjI06rkJFMCqHEe6aTIyMtC/f3+MHTsWer3ertduC71ej99//x0AEBsba9Ft4Mz0XiWZNDy9e/cWlq0RIy+99BKSkpLwzTffABAtI9HR0fD19VXSXEU0jRkhFw1BuAYSI24CuWmU40jLyCuvvIIzZ87gwIED2L59u12v3Rbbt29HTU0NAGDSpEkW3SIBAQGIiooC4HgxoiSThsfPz09Imz137pwQ/2KJ9PR0vPzyy8jOzsZ9992HzMxMocCaI100ABAUFITQ0FBhncQIQbgGEiNuArlplOMoy0h5eTnWr18vrJ8/f95u17aGdevWCctz585t8Tg+biQ/Px/V1dUOa48tlhFAdNVUVlYiPz+/xeM+//xzYbm6uhoLFiwQ1h0tRpreg8QIQbgGGvXcBHLTKMdRlpH//ve/QmlwwP5ipKGhAQ0NDRb3lZeXY8eOHQCAqKgoTJgwocXrSONGHJney4uR4OBgodiaNVgTN2I2m7F27VrZtr179wrLjsyk4ZG6akiMEIRrIDHiJpCbRjmOECOMMaxcuVK2rT0zzzbl2LFjCAsLg7+/P4YPH44HH3wQmzdvFtwYmzZtEqqBzp49u9XPgjSjpr1trK+vx/r165tl5lRWViInJweA9Zk0PNaIkT179ggT1Gm12mb7nWEZkYoR3rVEEIRzITHiJpCbRjmOcNP89ttvzWaaPX/+fKsxD0r45ptvUFVVBYPBgKNHj2LlypWYMWMGli5dCgD46quvhGNbc9EA8syWU6dOtatdzz//PObMmYOrrrpKSOMFlM1J0xRrxMhnn30mLK9cuRKxsbGy/c4QI/Pnz0dCQgKGDRuGKVOmOPx+BEE0R+PqBhAcZBlRjiMsI1KriI+PD+rq6qDT6VBSUmKXmWN5K0BTli1bhsjISMFF0aNHDwwbNqzVaw0aNEhYPnnyZLvadeTIEQBcTZFHH30UGzduBAB8+umnwjHWpvXytCVGysvL8d133wHgiqndcccdaGhowH333Scc4ww3Tc+ePZGZmQmVSuWQCfkIgmgb+gnuJlDMiHLsbRkpKirCpk2bAAARERG46667hH32ctVcvnxZWC4sLMTLL78srD/88MOCBWbu3LltDozdunVDYGAgAOCvv/5qV7ukAaabNm3C9u3bsX37dkGM+Pn54bbbblN0zbCwMISHhwOwLEbWr1+P+vp6AMBdd90Fb29vzJ8/HwMGDAAAhIeHN7OUOAoPDw8SIgThQkiMuAnkplGOtJ/sYRlZs2aNEFh677334oorrhD22SuIlY+/CA8PR2RkJF588UXMnj272XF33nlnm9dSqVQYOHCgcN2ysjKb28Wn0vIsXrxYZqF45513kJCQoPi6vHWkoKAAOp1Otm/NmjXC8r333guAE5hbtmzBo48+ik2bNpEwJ4guAo16bgK5aWyD76v2ihGz2YyPP/5YWF+0aJGscJc9LCMmk0mIx+AHdpVKhU8//VQQFQAwbNgw9OrVy6prSl01tsaN1NTUoKqqSrYtKytLECg33HADFi5caNO1pa4aaYpwWlqa4BoaMmSI7DmSk5Px3nvvYdy4cTbdkyCIjgeJETeBLCO2wYuR9gaY/vzzz0IJ8ilTpiAlJUUmCOxhGSksLBT+zvHx8cJ2Pz8//PDDD8KcKM8++6zV15QO4ra6aqRWkaFDh8rKoYeEhODTTz+12YUhtS5J28cLEQC49dZbbbo2QRCdBxr13ASKGbENe1lGpIGrDzzwAACu5oS3tzcA+1hGeBcNgGYuj+TkZJw9exY5OTmYOXOm1dccPHiwsGwPMTJmzBg899xzwvqHH37YrrgNafukQbbStg4ZMsTm6xME0TmgbBo3oambprNN/OYoeDHSngDWy5cvY+vWrQC4uWBuuukm4do9evRAamoq0tLSYDKZ2iUUWxMjAFfiPSAgQNE1BwwYAA8PD5jNZpszaqRiJCYmBk8//TSSk5MRFhYm9IWtDBo0CCqVCowxnDhxQtguFSNS6w5BEF0Tsoy4CeSmsQ17WEZWr14tnH/fffdBoxE1Ou+qMRgMyMrKakdL5Zk0UjdNe9BqtUIbU1NTW6zs2hrSTJro6Gh4eHjgnnvuabcQATiBxRdnO336NIxGIwBRjISGhgruKYIgui406rkJFMBqG+0VI0ajEatWrQLAiUBpBgkAuwaxtmUZsRXesmAwGGyKbZFaRqKjo+3WLh7eDVNXV4dz586hqKhIEEC85YQgiK4NiRE3gWJGbKO9bpodO3YIGS433XRTM5FgzyBWR1hGgPYHsTZ109gbaUzIyZMnyUVDEEQzSIy4CeSmsY32WkZWr14tLPOBq1IcZRlxJzHS1E1jb6RBrCdOnJC1UbqPIIiuCwWwugnkprENXrjZahk5fvw4AC6FdfLkyc32Sy0j9hIjkZGRQpaOPWhvWXjeMqJWq4WKqfZEahk5ceIEioqKhHWyjBAEAZBlxG0gy4httMcyotfrBddJr169LIrA8PBwhIaGAmifm8ZoNAoWCHtaRQAuA4gXEe1x00RFRTnksxcVFSW4f06cOCFk1Wg0GllRNIIgui406rkJFDNiG+0RI+np6cJyz549WzyOt47k5OSgtrZW8X0AbsDn22jP4FWAq+LKWxiKioqalXZvDZPJhMLCQgCOcdHw8NYRnU6H1NRUAFx1VntaiAiC6LiQGHETyE1jG+0JYE1LSxOW+fRTS0hdNRcvXlR8H8Bx8SI8tsaNlJaWCiLJGWJECrloCILgITHiJpCbxjbaYxmRCovWxIg9glilmTT2towAts9R4+hMGh5LgaoUvEoQBA+Nem4CiRHbcLZlRDrZmxIcVWOEp3///sLy2bNnrT7P0Zk0PGQZIQiiNWjUcxP4wZRcNMpoj2XEWjFy5ZVXCsv79u1TfB/A8W4aqfVGiRhxdMEznuTkZAQGBsq2kRghCIKHxIibwA+mZBVRhj3ESEhICMLCwlo8LiUlBd26dQMAHDx40KYgVke7afz9/YXrnjt3rsVZjPV6PX799VdUVVUBkFtGHOmm8fDwkLllYmJiEBER4bD7EQTRsaCRz00gy4ht2Oqmqa+vR3Z2NoDWrSI81113HQCu5PrBgwcVtlJuGWnPLLitwafJ6nQ6IUOGhzGGzZs3o2/fvpg4cSLmzZsHxpjTLCOA3FVDVhGCIKQoEiMGgwEvv/wypk6dimuuuQaLFi2SmbrXrl2LiRMnYsKECVixYoXs11lqairmzJmD0aNHY9GiRbJfZIT4y57EiDJstYykp6cLn09rxMjEiROF5V9++UXRvQBRjERFRTksnVVas0PqqsnOzsbNN9+MGTNmCJP9/fXXX0hNTXWqGJFaRkiMEAQhRZEYMZlMiIuLw5o1a7Bnzx6MGzcOTz75JADgwIED2LhxI9auXYsNGzbgwIED2LJlCwBOxDzzzDOYPXs29uzZgwEDBmDJkiX2f5oODLlpbIMXI4yxFl0TlrA2XoRnwoQJwrJSMdLQ0CCIb0e4aHgsiRGz2Yxp06Zh+/btzY7fvHmz0wJYAeCWW25Bjx49EBYWhgULFjj0XgRBdCwUlYPXarWyWU3vuOMOrFixAjqdDjt27MDMmTOF4Ly77roLO3fuxPTp03Hs2DFotVpMnz4dALBw4UJMnDgR+fn5Fv3UBoMBBoNB3lCNBl5eXoofsKMgddPwy7aWOO9KSC1JDQ0NVs8AK03r7d69e5t9HR4ejoEDB+LUqVM4duwYSkpKhMqsbZGbmysIpbi4OIf9XaVBrGfOnIHZbEZqaqpQdyQqKgr/+7//i8cffxwAJ0b42JGAgABotVqHfuYCAgJw9uxZmEwmeHp6dojPN30XlUH9pYyu0l/W/Mhu19w0p06dQmhoKIKDg5GRkYGpU6cK+3r16oUPPvgAAGcSl/761Gq1iI+PR3p6ukUxsmbNGmFad55Zs2bh9ttvb09z3Zq6ujphmTfpS+MMCMs0NDQIy5mZmVa7QPiS5AAX/Mm7L1pj2LBhOHXqFBhj+Pbbb3H99de3enxJSQmqq6tl6cDBwcFW3csW/P39heUTJ04gKysL27ZtE7bde++9mD59OlatWoUzZ87g2LFj8PT0BACEhYU5rF2dAfouKoP6Sxmdvb+Sk5PbPMZmMVJdXY1//etfeOihhwAAtbW1spehn5+fkHWg1+vh5+cnO9/Pzw96vd7itRcsWIC5c+fKG9rJLSO8cvT09ERCQgJycnKQkJBAbps2kH6uYmNjZZ/B1pAGeI4ZM8aqzI5bbrkFn332GQBOiN9///3NjjEYDPj+++/xySefYO/evc329+3bF0lJSVa1USmJiYkIDQ1FWVkZMjMzkZSUhHPnzgn7b7zxRiQlJeG2224TBBIv5hITEx3Wro6M2Wym76ICqL+UQf0lYpMYqa+vx5NPPokxY8YIrhdfX19UV1cLx9TU1MDX1xcAZwmpqamRXaOmpgZardbi9b28vDq18LCE1E3Dfyg9PDy6/Ae0LZoG/Er7q7q6GiaTCUFBQc3O42NGAgMDERkZaZV7Z/z48dBoNDAajdizZ0+zv82WLVuwcOFC2ay0TRk8eLBD/6Z9+/bFwYMHkZeXh+rqavz+++8AuO/UsGHD4OHhgenTp2PZsmWy86Kjo+mz1gr0XVQG9ZcyqL9sSO01Go345z//iYiICDz22GPC9uTkZFlQ4IULF5CSkgKAq9Mg3cfPlsrvJyiA1VakYkSaUZOdnY0ePXogPj4ex44dk51jMBgEl0SPHj2sjjPx9/fHiBEjAHCf76am1aefflomRHr16oW5c+firrvuwl133YUVK1Zg8uTJyh5QIdIg1v379wuxMcOGDRNcWIMHD26WXuzo4FWCIIjWUDzyvfbaa6ivr8dLL70ke4lPnToVmzZtQm5uLkpKSrBu3TrccMMNAIChQ4dCr9dj69atMBgMWL16Nfr16+fQIksdDaozYhstiZGVK1eisLAQ1dXVzawAmZmZQn+3NluvJVpK8S0pKRHmrenevTv27NmDc+fO4csvv8QXX3yBL774Ao888ojVwsdWpGJk9erVwvLo0aOFZZVKhUmTJsnOo+8iQRCuRJEYyc/Px9atW3HixAlce+21GDt2LMaOHYsTJ05gzJgxuPXWWzFv3jzMmjULo0ePxrRp0wBwJuI333wT69atw7XXXou//voLr7zyikMeqKNCdUZsw5IYMZvNWLdunbB969atQoEzQHlarxS++BkgFyN//PGHsDxjxgxce+21DhcelpCKka1btwrLo0aNkh0nFVUAWUYIgnAtimJGYmJicPTo0Rb3L1iwoMX6Af3798f69euVta4LQW4a27AkRg4ePCgTH2azGZ988gleffVVANbP1muJESNGwM/PDzU1Ndi9ezcYY1CpVDh8+LBwzMiRI216FnsgFSNGo1FYbipGrrrqKgQHB0On0wEgMUIQhGuhkc9NIDeNbVgSI1KrCM+qVauE2jXtsYx4eXlh3LhxALhJ5vjiYlIxwseVuILExEQhcJynR48eiIyMlG3z9PTEjTfeKKxbk3pHEAThKEiMuAlkGbGNpmLEYDBgw4YNALgMLz5uqaioCN9//z2A9okRoLmrxmQyCW6a2NhYh8zKay0eHh6y4mdAc6sIz6uvvoqpU6fihRdeaHYOQRCEM6GRz02gmBHbkIo3k8mEnTt3ory8HAAXu/H0008L+z/88EOUlJQgNTUVAJcdExUVpfie0niL3bt349y5c0Il05EjR7okVkRKnz59ZOvS4FUpiYmJ2L59e7MAX4IgCGdDYsRNIDeNbTS1jEhdNHPnzsX48eOFwfm3335DfHy8kJKrJK1XyhVXXIHw8HAAwN69e3HgwAFhnytdNDzSuBGgZcsIQRCEu0BixE0gN41tSMVIeXm5kEESHh6OSZMmQaVS4cEHHxSOqa+vF5YfeOABm+7p4eEhuGoqKyuFaQ8A1wav8kjFSFBQEPr16+fC1hAEQbQNjXxuAllGbEPaXx9++KEwx88dd9whzLsyb948IY4jODgYTzzxBC5evGixnLu1SONGTp8+LbRl6NChNl/TXkjFx9VXX00ClyAIt6ddE+UR9oNiRmxD2l9ffPEFAM5yIbWGBAcH448//sCFCxdw1VVXNcs2sYWmdToAYODAgc3mYHIFffv2xZw5c7Bnzx4888wzrm4OQRBEm5AYcQMYY4JlhH7FKkMqRhhjALh6N/3795cdFxsb26wEentITk5GcnIyMjIyhG3uEC8CcBVWv/rqK6EGCkEQhLtDI58bwA+iAFlGlNK0v3x9fZ1W3VfqqgHcI15ECgkRgiA6CiRG3ADpnCokRpTRtL+efPJJu1pAWqOpq8bdxAhBEERHgcSIGyAVI+SmUYZUjERGRsrqijiaCRMmCMvBwcGKJ90jCIIgOGjkcwP4eBGALCNKCQoKEpaXLFmCgIAAp907IiICs2bNAgDce++9JCQJgiBshAJY3QCyjNjOggULcPjwYURGRmLhwoVOv/8333yD5cuXIyEhwen3JgiC6CyQGHEDyDJiO0lJSdixYweysrKg0Tj/46xSqZCYmOj0+xIEQXQm6Ge4G0ABrARBEERXhsSIG0BuGoIgCKIrQyOfG0BuGoIgCKIrQ2LEDSA3DUEQBNGVITHiBpCbhiAIgujK0MjnBpCbhiAIgujKkBhxA8gyQhAEQXRlaORzA8gyQhAEQXRlSIy4ARTAShAEQXRlSIy4AeSmIQiCILoyVA7ejkjdLSqVCiqVSvF5ZBkhCIIguhr0M9wO6PV6XHvttVCr1cK/oKAgrF+/3qrzyU1DEISzyMzMhEqlwsmTJ13dFADA+PHj8dhjj7m6GQCAl156CYMHD271GHfrv71790KlUkGn0wEA1q5di+DgYJe2yRZIjNiB9evXY+/evbJtVVVVePLJJ9HQ0NDm+eSmIQjCWSQkJCA/Px8DBgxwdVMAAN999x2WLVvm6mYAAJ566in88ssvwvr8+fMxY8YM1zWoCdYItzvuuAMXLlxwToPsCI18duDzzz8XlocPH464uDgAQF5eHrZu3drm+eSmIQjCWajVakRHR7c4yzVjDEaj0eHt4H+ohYaGIiAgwOH3swZ/f3+EhYW5uhntQqvVIjIysl3XsOZHtL0hMdJOMjMzsW/fPgBA79698ccff+Czzz4T9n/44YdtXoPcNARB2Isff/wRY8aMQXBwMMLCwnDTTTfh0qVLwv6mbgbezL9r1y4MGzYM3t7e2L9/f7PrGgwG/M///A9iYmLg4+ODbt264d///rewv6KiAvfffz+GDx+O4OBgTJgwAX/99Zewn3eBfPbZZ0hJSYG3tzcYY81+7RsMBjzzzDOIi4uDn58fRowYIbM8Z2Vl4eabb0ZISAj8/PzQv39/7Nixw2Jf/N///R+uuOIKYf2HH36ASqXCBx98IGybMmUKnnvuOVkb+eXPP/8cmzdvFmIApe1IT0/HtddeC19fXwwaNAi///57y38UANnZ2Zg+fTr8/f0RGBiI22+/HYWFhcJ+S1aYxx57DOPHjxf279u3DytWrBDak5mZ2ew+ltw0W7duxdChQ+Hj44OUlBS8/PLLMsGpUqmwcuVKTJ8+HX5+fnj11VdRXl6OuXPnIiIiAlqtFj179sSaNWtafcb2QAGs7eTLL78Ulu+55x6oVCpMnDgRPXr0QFpaGn755RecP38evXv3bvEa5KYhiI7BsGHDUFBQ4PT7RkdH4+jRo1YdW1NTgyeeeAJXXHEFampqsGTJEtxyyy04efJkq++XZ555BsuXL0dKSorFmIP//Oc/2LJlCzZs2IDExETk5OQgJycHAGdNufHGGxESEoLVq1ejT58+WLVqFa677jpcuHABoaGhAIC0tDRs2LABmzZtavGH14IFC5CZmYn169cjNjYW33//Pa6//nqcPn0aPXv2xOLFi2EwGPDbb7/Bz88PZ86cgb+/v8VrjR8/Ho8++ihKSkoQHh6Offv2Cf8vXrwYRqMRhw4dwuOPP97s3Keeegpnz55FZWWlMAiHhoYiLy8PAPD8889j+fLl6NmzJ55//nnMmTMHaWlpFi1OjDHMmDEDfn5+2LdvH4xGIx566CHMmTPH6gF+xYoVuHDhAgYMGIBXXnkFABAREWFRkEjZtWsX7rrrLvznP//B2LFjcenSJSxatAgAsHTpUuG4pUuX4t///jfeffddqNVqvPjiizhz5gx27tyJ8PBwpKWlQa/XW9VWm2CEzZjNZtazZ08GgKlUKpaVlSXsW758OQPAALDHHnus1evs379fOPapp55iJpOJpaenM5PJ5OhH6BRQfymD+st6mvZVXFyc8F115r+4uDibn6GoqIgBYKdPn2aMMZaRkcEAsBMnTjDGGPv1118ZAPbDDz+0ep2HH36YTZgwgZnN5mb7fvnlFxYYGMhqa2tl/dW9e3f28ccfM8YYW7p0KfP09GRFRUWyc6+55hr26KOPMsYYS0tLYyqViuXm5sqOue6669hzzz3HGGPsiiuuYC+99JJVz242m1l4eDjbuHEjY4yxwYMHs3//+98sMjKSMcbYoUOHmEajYVVVVUIbBw0aJJx/zz33sOnTp8uuyfffp59+KmxLTU1lANjZs2cttuOnn35iarWaZWdnNzvn+++/ZyaTyeK9Hn30UXbNNdcI69K+4uH/fuXl5YwxxtasWcOCgoKE/WPHjmX/+te/ZOd88cUXLCYmRli3NE7dfPPNbMGCBRafxxGQZaQdHD58GBcvXgQAXHvttUhMTBT2zZ8/Hy+88ALq6uqwdu1avPbaa/D19bV4HbKMEETHIDo62u3ve+nSJbz44os4fPgwSkpKhJi07OzsVoNWhw0b1up158+fj0mTJqF37964/vrrcdNNN2Hy5MkAgGPHjqG6uhoRERFgjAllDfR6vcxFlJSUhIiIiBbvcfz4cTDG0KtXL9n2+vp6IZbjkUcewYMPPoiffvoJEydOxG233YaBAwdavJ5KpcK4ceOwd+9eXHfddUhNTcUDDzyA5cuX4+zZs9i7dy+uvPLKFi0rrSG9Z0xMDACgqKgIffr0aXbs2bNnkZCQgISEBGFbv379EBwcLOsfR3Ds2DEcOXIEr732mrDNZDKhrq4OtbW1wrjU9O//4IMP4rbbbsPx48cxefJkzJgxA6NGjXJYO0mMtANp4Oo999wj2xcWFoY77rgDn3/+OXQ6HdavX497773X4nUogJUgOgbWukpcyc0334yEhASsWrUKsbGxMJvNGDBgAAwGQ6vn+fn5tbr/yiuvREZGBnbu3Indu3fj9ttvx8SJE7Fx40aYzWbExMRgz549yM3NRVxcnPDDSuryaeseZrMZarUax44da/Yu5AXDfffdhylTpmD79u346aef8O9//xtvv/02Hn74YYvXHD9+PD755BPs378fgwYNQnBwMMaNG4d9+/Zh7969QkyGUjw9PYVlXnxJ3+VSpAKtpe0eHh7gjBQi9ggkNZvNePnll3Hrrbc22+fj4yMsN/3b3HDDDcjKysL27duxe/duXHfddVi8eDGWL1/e7jZZgn6G20hdXR2++eYbAICvr6/FP/RDDz0kLH/00UctXosCWAmCsAelpaU4e/YsXnjhBVx33XXo27cvysvL7Xb9wMBA3HHHHVi1ahW++eYbbNq0CWVlZbjyyitRUFAAjUaDbt26oUePHsK/8PBwq68/ZMgQmEwmFBUVya7Ro0cPmXUoISEBDzzwAL777js8+eSTWLVqVYvXHD9+PFJTU7Fx40ZBeFxzzTXYvXs3Dh06hGuuuabFc728vGTvZ1vp168fsrOzhRgbADhz5gwqKirQvXt3AFz8R35+vuy8prVMbGnPlVdeifPnzzfrzx49erRpiY+IiMD8+fPx5Zdf4r333sMnn3yi6N5KIDFiI9u2bROKzNx2220WzXzDhw8XIrOPHj2Ky5cvW7wWuWkIgrAHISEhCAsLwyeffIK0tDTs2bMHTzzxhF2u/e6772L9+vU4d+4cLly4gG+//RbR0dEIDg7GxIkTcfXVV+PWW2/Fb7/9hszMTBw6dAgvvPCCImtSr169MHfuXMybNw/fffcdMjIycOTIEbzxxhtCxsxjjz2GXbt2ISMjA8ePH8eePXvQt2/fFq85YMAAhIWFYd26dYIYGT9+PH744Qfo9XqMGTOmxXO7deuGU6dO4fz58ygpKbHZUjFx4kQMHDgQc+fOxfHjx/Hnn39i3rx5uOaaawR3z4QJE3D06FH897//xcWLF7F06VL8/fffzdrzxx9/IDMzU+aCa40lS5bgv//9L1566SWkpqbi7Nmz+Oabb/DCCy+0ed7mzZuRlpaG1NRUbNu2rdV+bi808lng1KlTeOKJJ7Bnz54Wj1m3bp2wfPfdd1s8RqVSYfr06cL6rl27LB5HbhqCIOyBh4cH1q9fj2PHjmHAgAF4/PHH8dZbb9nl2v7+/njjjTcwbNgwDB8+HJmZmdixYwc8PDygUqmwY8cOjB07Fs8++yz69OmD2bNnIzMzE1FRUYrus2bNGsybNw9PPvkkevfujWnTpuGPP/4Q4i1MJhMWL16Mvn374vrrr0fv3r1bLaGgUqkE68fYsWMBcPEeQUFBGDJkCAIDA1s8d+HChejduzeGDRuGiIgIHDx4UNGzSNvwww8/ICQkBOPGjcPEiRORkpKCr7/+WjhmypQpePHFF/HMM89g+PDhqKqqwrx582TXeeqpp6BWq9GvXz9EREQgOzu7zXtPmTIF27Ztw88//4zhw4dj5MiReOedd5CUlNTqeV5eXnjuuecwcOBAjBs3Dmq12uqq4jbhtFDZDoLZbGa9evUSotjvuOMOdvnyZdkxZWVlzMvLiwFg0dHRzGg0tni933//XbjWzJkzLR6zdetW4ZhXX32Vsh0UQv2lDOov66G+Ugb1lzKov0TIMtKEkydPykrpfvPNN+jTpw9Wr14tbNu0aZMQDDZ79uxWrRnDhw8Xcux//vlni5UNyU1DEARBdGVo5GvCd999JyzzIqO6uhr33XefUGHvq6++Eo658847W72eWq0W0t8qKipw+PDhZseQm4YgCILoypAYacL3338PgPPxnTp1Spay+z//8z/Izs4WSgL37Nmzzdx8ALj++uuF5R9//LHZfrKMEARBEF0ZGvkknD9/HqmpqQCAUaNGoV+/fvj000+FaOfjx4/jlltuEXLB77zzTou5403hLSOAZTFClhGCIAiiK0NiRAJvFQGAW265BQCg0Wjw/vvvC9uPHz8uLLflouGJiYkRUnyPHTuGoqIi2X6qM0IQBEF0ZUiMSJDGi/BiBODSwZqm7w4bNqxZyeLWuOGGG4Tlpim+5KYhCIIgujI08jWSk5ODI0eOAAAGDx6MlJQU2f4333xTlo8+d+5cRddvLW6E3DQEQRBEV4bESCM//PCDsGyptHt0dDTefvttAJzbRakYufrqqxEQEACAs4xIrSHkpiEIgiC6MiRGAJSXl2PFihXCuiUxAnATNJ0/fx6nTp1qdeZJS3h6emLSpEkAuPkjpJX89Hq9sExuGoIgCKKr0eVHPqPRiNtvv12YxnnEiBHo169fi8f36tVL0cRPUqQi59tvvxWWpW4bS9NPEwRBuIpu3brhvffes/r4y5cvQ61WN5vkzVGsXbtWNjOwq9m7dy9UKpUwd5k92uduz+gIurwYefLJJ7F7924A3AyF33zzjVXpurZw8803w8vLCwBXxdVsNqO8vFwQI3FxcRg1apRD7k0QBGELR44cwaJFi+x6za4wuPLccccdsqrebWFJ/Cm9RkekS4uRVatW4T//+Q8Azo3y3XfftTl5UHsIDAzElClTAAD5+fk4dOgQvv/+e2EmyNtvv53cNARBuBURERHw9fV1dTOcCmPM4tQdtqDVahEZGenya7g7XXbkO3DgAB566CFh/aOPPmp1Kml7MWvWLGF548aN+Oabb4T12bNnO/z+BEF0XrZu3Yrg4GAhQ+/kyZNQqVR4+umnhWPuv/9+zJkzR1g/dOgQxo0bB61Wi4SEBDzyyCOoqakR9jf9pX7u3DmMGTMGPj4+6NevH3bv3i3MSislPT0d1157LXx9fTFo0CBhOo29e/diwYIFqKiogEqlgkqlwksvvQQAMBgMeOaZZxAXFwc/Pz+MGDFCqHjNs3btWiQmJsLX1xe33HILSktLW+2TzMxMqFQqrF+/HqNGjYKPjw/69+8vuy7vWtm1axeGDRsGb29v7N+/H4wxvPnmm0hJSYFWq8WgQYOwceNG2fV37NiBXr16QavV4tprr0VmZmaz9ja1Am3ZsgXDhg2Dr68vhg4dittuuw0AMH78eGRlZeHxxx8X+qala3z00Ufo3r07vLy80Lt3b3zxxRey/SqVCp9++iluueUW+Pr6omfPntiyZYuwv7y8HHPnzkVERAS0Wi169uyJNWvWtNqXDsXFE/W5jPz8fHb11VczAOyxxx5z2n3Ly8uZp6cnA8AiIyOZWq1mAFhycjIzm82MMZrJUSnUX8qg/rKepn019D4Ti7vV+f+G3mfd30qn0zEPDw929OhRxhhj7733HgsPD2fDhw8XjunVqxf76KOPGGOMnTp1ivn7+7N3332XXbhwgR08eJANGTKEzZ8/Xzg+KSmJvfvuu0J/9O7dm02aNImdPHmS7d+/n1111VUMAPv++++ZyWRiv/32GwPA+vTpw7Zt28bOnz/PZs6cyZKSklhDQwOrr69n7733HgsMDGT5+fksPz+fVVVVMcYYu/POO9moUaPYb7/9xtLS0thbb73FvL292YULFxhjjB0+fJipVCr273//m50/f56tWLGCBQcHs6CgoBb7JCMjgwFg8fHxbOPGjezMmTPsvvvuYwEBAaykpIQxxtivv/7KALCBAweyn376iaWlpbGSkhL2z3/+k/Xp04f9+OOP7NKlS2zNmjXM29ub7d27lzHGWHZ2NvP29maPPvooO3fuHPvyyy9ZVFQUA8DKy8sZY4ytWbNG1r5t27YxtVrNlixZwv7++2+2fft29uqrrzLGGCstLWXx8fHslVdeEfrG0jW+++475unpyT744AN2/vx59vbbbzO1Ws327NkjHMM/81dffcUuXrzIHnnkEebv789KS0sZY4wtXryYDR48mB05coRlZGSwn3/+mW3ZsqXtD5mD6LJihDHG6urq2DvvvMMaGhqcet8bb7yRAZD9+9///V9hPw0WyqD+Ugb1l/U07au4W00MY53/L+5W6/9WV155JVu+fDljjLEZM2aw1157jXl5ebHKykqWn5/PALCzZ88yxhi7++672aJFi2Tn79+/n3l4eDC9Xs8Yk4uRnTt3Mo1GIwySjDH2888/WxQjn376qXBMamqq7L5NB1fGGEtLS2MqlYrl5ubKtl933XXsueeeY4wxNmfOHHb99dfL9t9xxx1WiZHXX39d2NbQ0MDi4+PZG2+8wRgTxcgPP/wgHFNdXc18fHzYoUOHZNf7xz/+webMmcMYY+y5555jffv2FX5IMsbYs88+26oYufrqq9ncuXMZY5a/i9L+5ml6jVGjRrGFCxfKjpk1axabOnWqsA6AvfDCC7LnUalUbOfOnYwxxm6++Wa2YMECy53mAjRONcO4Gd7e3nj88cedft+ZM2di+/btsm3koiEI9yc61P3vO378eOzduxdPPPEE9u/fj1dffRWbNm3CgQMHoNPpEBUVJWTtHTt2DGlpaVi3bp1wPmMMZrMZGRkZ6Nu3r+za58+fR0JCAqKjo4VtV111lcV28HN6AVxtJgAoKipqMWPw+PHjYIw1q2xdX1+PsLAwAMDZs2dl1bEBroaTpTm/mnL11VcLyxqNBsOGDcPZs2dlx0gnPj1z5gzq6uqEkgw8BoMBQ4YMEdozcuRIWdKD9D6WOHnyJBYuXNhme1vj7NmzzYKKR48eLStRAcj/Bn5+fggICBCmI3nwwQdx22234fjx45g8eTJmzJjh0gSKLi1GXMW0adOg0WiEAKnevXvLPjQEQbgnR1e5f5jd+PHjsXr1avz111/w8PBAv379cM0112Dfvn0oLy/HNddcIxxrNptx//3345FHHml2ncTExGbbGGNWZxt6enoKy/w50mrTTTGbzVCr1Th27Fiz4o/+/v7C/e1J02fx8/OTtQcAtm/fjri4ONlx3t7eNrdHq9UqPscSTdtu6W8j/Rvw5/DPdcMNNyArKwvbt2/H7t27cd1112Hx4sVYvny5XdqnFEXfrI8//hizZs3C8OHDm82vsnbtWkycOBETJkzAihUrZH+k1NRUzJkzB6NHj8aiRYuQn59vn9Z3UEJDQzFx4kRhffbs2Q5LJyYIomsxbtw4VFVV4b333sM111wDlUqFa665Bnv37sXevXtlYuTKK69EamoqevTo0ewfX4ZASp8+fZCdnY3CwkJhGz+NhhK8vLxklacBYMiQITCZTCgqKmrWFt4S069fPxw+fFh2XtP1lpAeZzQacezYsVbrOvXr1w/e3t7Izs5u1p6EhASb2zNw4ED88ssvLe631DdN6du3Lw4cOCDbdujQoWaWrLaIiIjA/Pnz8eWXX+K9997DJ598ouh8e6JIjCQkJODJJ59E//79ZdsPHDiAjRs3Yu3atdiwYQMOHDggRO3y0dGzZ8/Gnj17MGDAACxZssR+T9BBefDBBwFwSvyee+5xcWsIgugsBAUFYfDgwfjyyy8xfvx4AJxAOX78OC5cuCBsA4Bnn30Wv//+OxYvXoyTJ0/i4sWL2LJlCx5++GGL1540aRK6d++Oe+65B6dOncLBgwfx/PPPA2j+S701unXrhurqavzyyy8oKSlBbW0tevXqhblz52LevHn47rvvkJGRgSNHjuCNN97Ajh07AACPPPIIfvzxR7z55pu4cOEC3n//fatcNADwwQcf4Pvvv8e5c+ewePFilJeX4957723x+ICAADz11FN4/PHH8fnnn+PSpUs4ceIEPvjgA3z++ecAgAceeACXLl3CE088gfPnz+Orr77C2rVrW23H0qVL8fXXX2Pp0qU4e/Yszp07h7feekvWN7/99htyc3NRUlJi8RpPP/001q5di5UrV+LixYt455138N133+Gpp56yqi8AYMmSJdi8eTPS0tKQmpqKbdu2KRYzdsWWQJOFCxeyH3/8UVh/7rnn2Jo1a4T1H374gd1///2MMcYOHTrEbrvtNmFfbW0tGzVqFMvLy7Pl1p2KkydPsqysrGbbKcBQGdRfyqD+sp6O2ldPPvkkA8D+/vtvYdugQYNYRESELNiSMcb+/PNPNmnSJObv78/8/PzYwIED2WuvvSbsbxpQefbsWTZ69Gjm5eXF+vTpw7Zu3coAsB9//FEWwHrixAnhnPLycgaA/frrr8K2Bx54gIWFhTEAbOnSpYwxxgwGA1uyZAnr1q0b8/T0ZNHR0eyWW25hp06dEs5bvXo1i4+PZ1qtlt18881s+fLlVgWwfvXVV2zEiBHMy8uL9e3bl/3yyy/CMXwAKx90ymM2m9mKFStY7969maenJ4uIiGBTpkxh+/btE47ZunUr69GjB/P29mZjx45ln332WasBrIwxtmnTJjZ48GDm5eXFQkND2S233CLs+/3339nAgQOZt7c344doS9f48MMPWUpKCvP09GS9evVi//3vf2X70RhULCUoKEgYq5ctW8b69u3LtFotCw0NZdOnT2fp6ekt9qOjUTGm3Om1aNEi3HbbbUIBrzlz5mDx4sVCnY6zZ8/i0UcfxU8//YR169bh9OnTeP3114Xz77jjDjzyyCMYPXq0xesbDAYYDAbZNo1GY9Fs2Bkxm83IyclBQkICFUGzAuovZVB/WQ/1VdscPHgQ48aNw4ULF5CcnOx2/ZWZmYnu3bvj2LFjGDx4sKubI6OrfL6seTa7BLDW1tYKAUYA53qora0FwE0CJw0K4vdLJ4drypo1a7Bq1SrZtlmzZuH222+3R3M7DDk5Oa5uQoeC+ksZ1F/WQ30lsmvXLvj6+iI5ORmZmZlYtmwZhg4dCo1GI/STO/VXbm4uAK7qdUhIiItbYxl36i9HkJyc3OYxdhEjvr6+qK6uFtZramqE8sFarVZWzY/f31pE8YIFCzB37lx5Q8kyQrQA9ZcyqL+sh/qqOT4+Pli2bBlycnIQHh6O6667DsuXL0dYWJhb9hdv/I+JiXHodB+24I795SrsIkaSk5ORlpYmuGkuXLiAlJQUAEBKSgq+//574Vi9Xo/Lly8L+y3h5eXVZYRHa3h4eHT5D6gSqL+UQf1lPdRXIvPnz8f8+fNbPcad+islJcXuKcH2xp36y1Uoenqj0Yj6+nphEqH6+nqYzWZMnToVmzZtEqJ/161bhxtuuAEAMHToUOj1emzduhUGgwGrV69Gv379hCI4BEEQBEF0bRRZRl599VVs27YNAHDixAksXboUK1euxJgxY3Dx4kXMmzcPZrMZM2bMwLRp0wBwVo4333wTy5Ytw+uvv45+/frhlVdesf+TEARBEATRIbEpm4ZwLGazGVlZWUhKSurypjtroP5SBvWX9VBfKYP6SxnUXyJd++kJgiAIgnA5JEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApVPSMIAiCIAiXQpYRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRgiAIgiBcCokRJ/Dxxx9j1qxZGD58OHbt2iVsr6urw2uvvYZJkyZh8uTJ+OKLL2TnDRs2DGPGjMHYsWMxduxYfPbZZ7JzX3zxRYwbNw433ngjfvzxR6c9jyNxRF+98847mD59OsaNG4e7774bx48fd9rzOBpH9BdPXl4eRo8ejX/9618Ofw5n4aj+2rJlC2655RaMGTMGM2fORFZWllOex5E4oq9yc3OxePFijB8/HjfccAPWrFnjtOdxNLb2V3V1NV555RVMmDAB48ePx/PPPy87tzO+5y2hcXUDugIJCQl48sknsXLlStn21atXIy8vD99//z2qq6vx4IMPokePHrj66quFY3744QeEh4c3u+bHH3+MiooK7NixA5cuXcKjjz6Kvn37IikpyeHP40gc0Vf+/v54//33ERcXhz179uCpp57C1q1b4efn5/DncTSO6C+ed955B71793ZY212BI/rrt99+w5dffonly5cjJSUFubm5CAgIcPizOBpH9NVbb72FuLg4rFixAoWFhfjHP/6B/v3746qrrnL48zgaW/vr5ZdfRlRUFLZs2QIfHx+kpaUJ53bW97wlyDLiBKZOnYqRI0fCy8tLtv3333/HnXfeCX9/f0RHR2PatGnYvn27VdfcsWMHFi1aBH9/fwwaNAjjxo3DTz/95IjmOxVH9NWiRYuQkJAADw8PTJw4Ed7e3sjOznZE852OI/qLP58xhhEjRti7yS7FEf316aef4oknnkD37t2hUqkQHx+PoKAgRzTfqTiir/Lz8zF58mRoNBrExcVh8ODBSE9Pd0TznY4t/XXp0iWcO3cOjz/+OPz9/aHRaNCnTx/h3M76nrcEiREXI500mTHW7It511134YYbbsBLL70EnU4HAKisrERpaSl69OghHNerV69O86VuCVv6qil5eXmorKxEQkKCI5vqFtjaXw0NDVixYgUee+wxJ7XUPbClv0wmE86fP4+0tDRMnToV06ZNw6pVq9DZJ0O39bM1a9Ys7Nq1CwaDAdnZ2Th9+jSGDRvmrGa7jJb66+zZs0hMTMSLL76I6667DvPmzcOJEycAdL33PIkRFzJy5Eh8/fXXqKqqQl5eHrZt24a6ujph/6pVq7Bt2zZ89dVXqKurwyuvvAIAqK2thVqtho+Pj3Csn58famtrnf4MzsLWvpJiNBrx0ksv4e6774a/v78zm+902tNf69atw+jRo7uEYOOxtb/KyspgMplw5MgRfPPNN/jkk0/w888/Y+vWra56FIfTns/WoEGDcPr0aYwdOxa33norpk+fLhtsOyOt9VdRURH++OMPXHXVVdi1axfmz5+Pp556ChUVFV3uPU9ixIX84x//QGxsLGbOnIlHHnkE1113HSIiIoT9Q4YMgUajQUhICJ566ikcPHgQDQ0N8PX1hclkkr0Aampq4Ovr64rHcAq29hUPYwwvvfQSQkJCsGjRIlc8glOxtb+KioqwZcsW3HvvvS5svfOxtb+8vb0BAPfccw8CAgIQHR2NWbNm4eDBg656FIdja1+ZTCY8+uijmDFjBg4ePIgtW7Zg9+7d2L17twufxvG01l/e3t6Ii4vDjBkzoNFoMGHCBMTFxeH06dNd7j1PYsSFaLVaPP/889i1axc2btwIlUqFfv36WTzWw4P7UzHGEBgYiLCwMFmg04ULF5CSkuKUdrsCW/uK580330RxcTGWLVsm7O/M2NpfZ86cQWFhIW699VZMmTIFX375JbZv346HH37Ymc13Ou35LkoHYn57Z8bWvqqsrERxcTFmzpwJjUaD2NhYjB8/HseOHXNm851Oa/3VvXv3Fs/rau/5zv9WdgOMRiPq6+vBGBOWzWYzCgsLUVJSApPJhMOHD2Pr1q248847AXCBTRcuXIDJZEJlZSXefvttjBgxQgiOmjp1Kj799FPU1NTg9OnT+O233zBp0iRXPqZdcERfffzxx/jrr7/w9ttvNwsu6+jYu79GjRqFzZs3Y926dVi3bh1uu+02TJw4EcuWLXPxk9oHR3y+brrpJvz3v/9FTU0NiouLsWnTJowZM8aVj2kX7N1XISEhiIqKwg8//CBcZ9++fa0OyB0JW/pr2LBhYIxh27ZtMJlM2LdvH3Jzc3HFFVcA6LzveUuoWGeX8W7ASy+9hG3btsm28elfS5cuhU6nQ7du3fDUU09hyJAhAIAjR47g3//+N4qKiuDn54errroKjz/+OEJDQwFw+eevvvoq9u3bh8DAQDz88MO4/vrrnftgDsARfTVs2DB4eXlBrVYL1/znP/+JG264wUlP5Tgc0V9SPv74Y5SWluKf//yn4x/GCTiivxoaGvDGG2/g559/hq+vL2bMmIFFixZBpVI59+HsjCP6KjU1FW+//TYuXboEHx8fTJ48GY899pjsu9lRsaW/AODixYtYtmwZMjIykJCQgKeeegpXXnklgM77nrcEiRGCIAiCIFwKuWkIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgiAIgnApJEYIgrA7R48exbBhwzBs2DDk5eW5ujkEQbg5JEYIgmgXL730EoYNGyabDdnf3x8DBgzAgAEDOt18QARB2B+NqxtAEETno0+fPli7dq2rm0EQRAeB5qYhCMJmbr75ZuTn5zfbvnLlSjzwwAMAgC1btiA2NlaYSCwmJgb3338/PvroI1RXV2PatGlYvHgxPvjgA2zZsgUBAQGYP38+Zs6cKVyvuLgYH374IX7//XfodDpERUXh5ptvxvz586HR0G8qgujo0LeYIAib6d27N/R6PXQ6Hfz8/JCcnAwAOHfuXIvnlJSU4PXXX0d4eDhqamrw9ddf4/DhwygqKoK/vz8KCgrw5ptvYujQoUhOToZOp8P8+fNRWFgo3CM9PR0rV65Ebm4uli5d6qzHJQjCQVDMCEEQNrN8+XKMGTMGACdM1q5di7Vr16JPnz4tntPQ0ID3338f3333HaKiogAAOTk5+Prrr7Fx40Z4e3vDbDbj2LFjAIANGzagsLAQYWFh+OGHH/D111/jjTfeAABs27YNOTk5Dn5KgiAcDVlGCIJwKoGBgRg8eDAAIDo6GoWFhejevTtiY2MBACEhISgoKEBZWRkAIDU1FQBQWlqKSZMmya7FGMPff/+NhIQE5z0AQRB2h8QIQRBOxc/PT1hWq9XNtqlUKgCc0JD+L3UDSfHx8XFYWwmCcA4kRgiCaBe8GKirq3PI9fv3749Dhw5BrVbjX//6l2BBqampwa+//oprr73WIfclCMJ5kBghCKJddOvWDQBw5swZ3HHHHdBqtVi4cKHdrn/77bdj8+bNKCoqwm233Ybk5GTU1NSgsLAQRqMRN910k93uRRCEa6AAVoIg2sW0adMwYcIE+Pv749KlS/j7779hNpvtdv2QkBCsWbMGN998M4KCgnDp0iXU19djyJAheOKJJ+x2H4IgXAfVGSEIgiAIwqWQZYQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJdCYoQgCIIgCJfy/3QBg7jF8qyYAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_lin = LinearRegressionModel(lags=12, lags_future_covariates=[0])\n",
    "backtest_weighted = model_lin.historical_forecasts(\n",
    "    sample_weight=sample_weight, **hist_fc_kwargs\n",
    ")\n",
    "\n",
    "print(f\"MAPE = {mape(series_air, backtest_weighted):.2f}%\")\n",
    "air_outlier.plot(label=\"air series with outliers\")\n",
    "backtest_weighted.plot(label=\"weighted predictions\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wow, this looks great! We managed to completely remove the negative impact of the outliers on our model!\n",
    "\n",
    "**Note:** our sample weights also support multi-horizon forecasts, multiple time series, multivariate series, and weights for evaluation sets (if the model support it) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecast Start Shifting\n",
    "\n",
    "We might also be interested in forecasts starting with an offset after the end of our target series. This can be useful for example:\n",
    "\n",
    "- In (Day-) Ahead Markets, where (each day) we need to make some biddings for a future point in time (next day) - we are not really interested in what happens between now and that future point in time. We can reduce model complexity by only focusing on times of interest.\n",
    "- When are covariates (or target series) are reported with a delay\n",
    "\n",
    "All our global models support such predictions with an offset through model creation parameter `output_chunk_shift` - the number of steps to shift the first predicted step into the future.\n",
    "\n",
    "With an output shift, the model cannot perform auto-regression anymore. So let's create a linear model that directly predicts the next 12 months with an offset of 12 months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_shifted = LinearRegressionModel(\n",
    "    lags=12,\n",
    "    lags_future_covariates=(0, 12),\n",
    "    output_chunk_length=12,\n",
    "    output_chunk_shift=12,\n",
    ")\n",
    "\n",
    "model_shifted.fit(series_air[:-24], future_covariates=air_covs)\n",
    "preds = model_shifted.predict(n=12)\n",
    "\n",
    "series_air[:-24].plot(label=\"train series\")\n",
    "series_air[-24:].plot(label=\"val_series\")\n",
    "preds.plot(label=\"shifted prediction\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the prediction starts 12 months after the end of the training series."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Probabilistic forecasts\n",
    "\n",
    "Most models in Darts support probabilistic forecasts (some local models and all regression-, ensemble- and neural network models). The full support list is [available on the Darts README page](https://github.com/unit8co/darts#forecasting-models).\n",
    "\n",
    "\n",
    "## With Local Models\n",
    "\n",
    "For local models (`ARIMA`, `ExponentialSmoothing`, ...), we can simply specify a `num_samples` parameter when calling `predict()`. The returned `TimeSeries` will then contain  `num_samples` Monte Carlo samples describing the distribution of the time series' values. The advantage of relying on Monte Carlo samples (in contrast to, say, explicit confidence intervals) is that they can be used to describe any parametric or non-parametric joint distribution over components, and compute arbitrary quantiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_es = ExponentialSmoothing()\n",
    "model_es.fit(train)\n",
    "probabilistic_forecast = model_es.predict(len(val), num_samples=500)\n",
    "\n",
    "series.plot(label=\"actual\")\n",
    "probabilistic_forecast.plot(label=\"probabilistic forecast\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## With Neural Network Models (TorchForecastingModel)\n",
    "\n",
    "With neural networks, we have to use a `Likelihood` object at model creation. The likelihoods specify which distribution the model will try to fit, along with potential prior values for the distributions' parameters. The full list of available likelihoods is [available in the docs](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.torch.html).\n",
    "\n",
    "Next to the distributions, we also support `QuantileRegression` as likelihood, which estimates future quantile values of the target series.\n",
    "\n",
    "Using likelihoods is easy. For instance, here is what training an `TCNModel` to fit a Laplace likelihood looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "/Users/dennisbader/miniconda3/envs/darts/lib/python3.10/site-packages/pytorch_lightning/trainer/setup.py:177: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
      "\n",
      "  | Name            | Type             | Params | Mode \n",
      "-------------------------------------------------------------\n",
      "0 | criterion       | MSELoss          | 0      | train\n",
      "1 | train_criterion | MSELoss          | 0      | train\n",
      "2 | val_criterion   | MSELoss          | 0      | train\n",
      "3 | train_metrics   | MetricCollection | 0      | train\n",
      "4 | val_metrics     | MetricCollection | 0      | train\n",
      "5 | res_blocks      | ModuleList       | 166    | train\n",
      "-------------------------------------------------------------\n",
      "166       Trainable params\n",
      "0         Non-trainable params\n",
      "166       Total params\n",
      "0.001     Total estimated model params size (MB)\n",
      "23        Modules in train mode\n",
      "0         Modules in eval mode\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1a65ec75f0184b159e839857423f978c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: |                                               | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The Jupyter server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--ServerApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "ServerApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "ServerApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from darts.models import TCNModel\n",
    "from darts.utils.likelihood_models.torch import LaplaceLikelihood\n",
    "\n",
    "model = TCNModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    random_state=42,\n",
    "    likelihood=LaplaceLikelihood(),\n",
    "    pl_trainer_kwargs={\"accelerator\": \"cpu\"},\n",
    ")\n",
    "\n",
    "model.fit(train_air_scaled, epochs=400, verbose=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Probabilistic Sample Predictions\n",
    "Then to get probabilistic forecasts, we again only need to specify some `num_samples >> 1`. This will sample from predicted distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "35931612a9314c43ab178450c2fddd83",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |                                             | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(n=36, num_samples=500)\n",
    "\n",
    "# scale back:\n",
    "pred = scaler.inverse_transform(pred, series_idx=0)\n",
    "\n",
    "series_air.plot()\n",
    "pred.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Direct Parameter Predicitons\n",
    "\n",
    "The great thing about our likelihoods is that instead of sampling from the distribution/quantiles, we can directly predict the distribution/quantile parameters.\n",
    "For this, we only have to set `predict_likelihood_parameters=True`.\n",
    "\n",
    "Below we get the predicted location (mu) and scale (b) of the laplace distribution (in the scaled space between 0 and 1)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "/Users/dennisbader/miniconda3/envs/darts/lib/python3.10/site-packages/pytorch_lightning/trainer/setup.py:177: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55dd72c2d708488997439aa7fd11ce3b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |                                             | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiAAAAGvCAYAAABih26MAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAlTtJREFUeJzt3XlYVOUXB/DvMOwMu8gmi4i4Ye4rihsumEuaWGpupbaYa5q2mKTmkqmllREVltrP1LLc993U3HDJlR0FAQFl32bu74/pXu+FAWZgtgvn8zw93Zm5M/fMQM3hvOd9XwnDMAwIIYQQQvTIxNABEEIIIaT+oQSEEEIIIXpHCQghhBBC9I4SEEIIIYToHSUghBBCCNE7SkAIIYQQoneUgBBCCCFE7ygBIYQQQoje1bsERKFQID4+HgqFwtChqE2MMQPijFuMMQPijFuMMQPijFuMMQPijFuMMQOGibveJSCEEEIIMTxKQAghhBCid5SAEEIIIUTvKAEhhBBCiN5RAkIIIYQQvaMEhBBCCCF6RwkIIYQQQvSOEhBCCCGE6J1GCUhERATCwsLQqVMnHDp0qNLz1q5di+HDhyM4OBjjx4/H1atXax0oIYQQQuoOjRIQLy8vvPfee2jVqlWV58lkMnz99dc4efIkJk6ciHnz5iE/P79WgRJCCCGk7jDV5OTBgwcDAH766acqz5s2bRp3HBISgjVr1iApKQktWrRQeX5JSQlKSkqEgZmawtzcXJPw1MIuMyumZXLFGDMgzrjFGDMgzrjFGDMgzrjFGDMgzrjFGDOg3bhNTNSrbWiUgNRESkoKcnJy4OXlVek5UVFRiIyMFNwXFhaG0aNH6yyu5ORknb22rogxZkCccYsxZkCccYsxZkCccYsxZkCccYsxZkA7cTdu3Fit83SagJSVlSE8PBzjx4+HTCar9LzJkydj3LhxwsB0WAFJTk6Gl5eX2lmaoYkxZkCccYsxZkCccYsxZkCccYsxZkCccYsxZsAwcessAWEYBuHh4XB0dBQMyahibm6uk2SjKiYmJqL65QDEGTMgzrjFGDMgzrjFGDMgzrjFGDMgzrjFGDOg37h1dpXPP/8cGRkZWLp0qSh/CLqWkZEBMzMzFBQUoKysDDY2NkhKSuIe9/X1hUQigUQigUwmw6BBgxAREWHAiAkhhBiLRxkMNh1gkPGUMXQoNaZRZlBWVobi4mIwDMMdq2pYiYiIwPXr17FmzRq9VzbE4vz582jbti2sra1x5coVODk5wdvbW3DOkiVLkJqaiujoaPTv3x/vvPMOfvvtNwNFbHjlG5UJIaQ+OniRQeBEBpNXMJjwWT1JQJYtW4agoCBcu3YNixcvRlBQEK5evYoDBw4IGkYjIyORkJCA0NBQ9OzZEz179sSBAwe0HryY/f333wgKCgIAnD17ljvms7W1hZubG/z9/fHee++hadOm+PPPPwEACxYsQEBAAKytreHn54dFixahtLSUe+7169fRp08f2Nraws7ODh06dMDly5cBAImJiRg6dCgcHR1hY2ODVq1aYf/+/dxzb9++jcGDB0Mmk8HV1RXjx4/HkydPuMd79+6NmTNn4v3334eTkxPc3NwQHh4uiP3u3bsIDg5G8+bNERgYiKNHj0IikXDxA8CjR4/wyiuvwNHREc7Ozhg+fDgSEhK4xydNmoSXXnoJK1asgIeHBwICAgAA3377LZo2bQpLS0u4urpi1KhRNfoZEEKImDAMg1VbGQx+n8HTPOV9l+8aNqba0KgHJDw8vMIXDSs0NJQ7Zr/o9Kljx454/PixWufK5XJIpVKtXNfNzU3t95uUlIQXXngBAFBQUACpVIpNmzahsLAQEokEDg4OGDt2LL799luVz7e0tOSSDFtbW2zatAkeHh64efMmpk6dCltbW7z//vsAgHHjxqFdu3bYuHEjpFIpoqOjYWZmBgCYPn06SkpKcPr0adjY2OD27dtck3Bqaip69eqFqVOnYu3atSgsLMSCBQswevRoHD9+nIvl559/xty5c3Hx4kWcP38ekyZNQlBQEPr37w+FQoGXXnoJXl5e2LVrF2QyGebPny94LwUFBejTpw969uyJ06dPw9TUFMuWLcOgQYNw48YNrnJ27Ngx2NnZ4ciRI2AYBpcvX8bMmTOxefNmdO/eHVlZWThz5oy6Py5CCBGlgiIGr69k8Ntx4f1ZuYBCwcDERGKYwGqDqSM8PT0ZAHr/x9PTU+0YS0tLmfj4eOb69euMmZkZEx0dzcTExDAymYw5deoUEx8fz2RkZDAMwzA+Pj7MunXrGIZhmOLiYubzzz9nADDffvutytf+/PPPmQ4dOnC3bW1tmU2bNqk8t3Xr1kx4eLjKxxYtWsQMGDBAcF9ycjIDgLl37x7DMAzTq1cvpkePHoJzOnXqxCxYsIBhGIY5cOAAY2pqyjx69IiJi4tj5HI5c+TIEQYAs2vXLoZhGObHH39kmjVrxigUCu41iouLGSsrK+bQoUMMwzDMxIkTGVdXV6a4uJg75/fff2fs7OyYnJwclfHXllwu52IWEzHGLcaYGUaccYsxZoYRZ9y6ivm9r+UMej7/xz70+fHTXEX1L1ANQ3zWOl8HRF/c3NzUPlfbFRB1mZqawtfXF9u3b0enTp3Qpk0bnDt3Dq6urggODq5w/oIFC/Dxxx+juLgYZmZmmDdvHt58800AwM6dO/Hll18iJiYGeXl5KCsrg52dHffcuXPnYsqUKdi8eTNCQkIQFhaGJk2aAABmzpyJt99+G4cPH0ZISAhefvllrjJz5coVnDhxQuW06djYWG4YhD2f5e7ujvT0dADAvXv34OXlBTc3NyQmJgIAOnfuLDj/ypUriImJga2treD+oqIixMbGcrdbt24t6CPq378/fHx84Ofnh0GDBmHQoEEYMWIErK2tq/roCSFE1A5fUv5bKgX+WCrBr0efV0OycgD7yle6MFp1JgFRdxhEoVAgMTERPj4+ep+d06pVKyQmJqK0tBQKhQIymQxlZWUoKyuDTCaDj48P/v33X+78+fPnY9KkSbC0tERJSQl8fX1hYmKCCxcu4NVXX8Wnn36KgQMHwt7eHtu2bcOaNWu454aHh2Ps2LHYt28fDhw4gMWLF2Pbtm0YMWIEpkyZgoEDB2Lfvn04fPgwVqxYgTVr1mDGjBlQKBQYOnQoVq1aVSF+d3d37pgdzmFJJBKuIZlhGEgkVZcDFQoFOnTogK1bt1Z4zMXFhTu2sbERPGZra4urV6/i5MmTOHz4MD755BOEh4fj0qVLcHBwqPKahBAiVqmZyn83cgGG9ZDg4D/Pm08zc4DGHgYKrBZofqwe7d+/H9HR0XBzc8OWLVsQHR2NwMBAfPnll4iOjhY0ggJAgwYN4O/vDw8PD8EX+rlz5+Dj44OPPvoIHTt2RNOmTblKA19AQADmzJmDw4cPY+TIkYiKiuIe8/LywltvvYU//vgD7733HrcSbfv27fHvv//C19cX/v7+gn/KJwOVad68OZKSkpCWlsbdd+nSJcE57du3x4MHD9CwYcMK17G3t6/y9U1NTRESEoLPP/8cN27cQEJCgqA/hRBC6pKSUgZPnimP3Z2V/3biFY+zcvQfkzZQAqJHPj4+kMlkSEtLw/Dhw+Ht7Y3bt29j5MiR8Pf3h4+Pj1qv4+/vj6SkJGzbtg2xsbFYv349du3axT1eWFiId999FydPnkRiYiLOnTuHS5cucXvxzJ49G4cOHUJ8fDyuXr2K48ePc49Nnz4dWVlZGDNmDP755x/ExcXh8OHDeP311yGXy9WKr3///mjSpAkmTZqEO3fu4Ny5c/joo48AgEukxo0bhwYNGmD48OE4c+YM4uPjcerUKcyaNQsPHz6s9LX37t2L9evXIzo6GomJifjll1+gUCjQrFkztWIjhBCxSct6fuzupPy3k93zP0qzcvUckJZQAqJnJ0+eRKdOnWBpaYmLFy/C09MTHh6a1c6GDx+OOXPm4N1330Xbtm3x999/Y9GiRdzjUqkUmZmZmDBhAgICAjB69GiEhobi008/BaDsgZk+fTpatGiBQYMGoVmzZtzMGw8PD5w7dw5yuRwDBw5EYGAgZs2aBXt7e7WHrKRSKf7880/k5+djxIgRmDZtGj7++GMAypk8AGBtbY3Tp0/D29sbI0eORIsWLfD666+jsLBQ0MtSnoODA/744w/07dsXLVq0wHfffYf//e9/1e7QTAghYsUOvwC8Cgjvf5NirYBIGIYR7yomNWDIHpCaEmPMgDDu8+fPo0ePHoiJieGaYY1RXfisxRK3GGMGxBm3GGMGxBm3LmL+6wyDlz5SflUvfUOCjydKsOccg2EfCO+rDUN81nWmCZUYl127dsHa2hrW1tZ48OAB5syZg6CgIKNOPgghxBil8odgVFVAchkA4lsHhBIQohO5ubl4//33kZSUBBcXF4SEhAhm6RBCCFFPaubzgQpVTaiZz/QckJZQAkJ0YsKECXjttddEVz4lhBBjU20PCDWhEkIIIUTbVCUgjjQNlxBCCCG6xCYgJiaAi4Py2NxMApmV8pgSEEIIIYRoHZuANHQApNLnzabO/63ZSEMwhBBCCNEquZxBWrbymB1+YbGNqFk5yi0wxIYSEEIIIcRIPXkGsItQV0hA/mtELZMDuQX6jUsbKAEhhBBCjJSqBlSW2FdDpQREj3r37o3Zs2dr7fU2bdpk9DvAjhkzBnPmzOFu+/r64ssvvzRcQIQQIiJVJiAinwlDCQjRq0uXLmHatGlqnVvbZOXFF1/E999/DwCYOnUqlixZIng8PDwcEokEEokEUqkUXl5emDp1KjIzM1W9HCGE6J0wARGudurM2zhcjI2olIAQvXJxcYG1tbXOr8MwDC5cuICgoCAAwNmzZ7ljvlatWiE1NRVJSUnYuHEj9u7di3nz5uk8PmPFMAzKysoMHQYh5D9VV0B4O+JSBYSoa8uWLejYsSNsbW3h5uaGsWPHIj09nXv85MmTkEgk2LdvH9q1a4fmzZujW7duuHnzZqWvGRsbi+HDh8PV1RUymQydOnXC0aNHBecUFxfj/fffh5eXFywsLNC0aVP8+OOP3OO3b9/G4MGDIZPJ4OrqivHjx+PJkydqvaf8/HxMmDABMpkM7u7uWLt2bYVzylc1wsPD4e3tDQsLC3h4eGDmzJkAlMNViYmJmDNnDlel0MS9e/egUCjQsmVLZGZmIiYmBl26dKlwnqmpKdzc3ODp6YkhQ4ZgxowZOHPmDAoLC3Hw4EH06NEDDg4OcHZ2xpAhQxAbG8s9t6SkBO+++y7c3d1haWkJX19frFixotr3xj73/fffh6enJ2xsbNClSxecPHmSe5wdXjt06BBatGgBmUyGQYMGITU1lTunrKwMM2fOhIODA1xcXLBy5UpMmjQJL730EncOwzD4/PPP4efnBysrK7Rp0wY7d+7kHmd/zw4dOoSOHTvCwsICZ86cwfXr19GnTx/Y2trCzs4OHTp0wOXLl6v93Nm49+7di2bNmsHa2hqjRo1Cfn4+fv75Z/j6+sLR0REzZsyAnO2sAyCRSPDnn38KXsvBwQGbNm2q9pqE1GWqlmFn8XtAMkWYgNSZpdg7TlXgcVb154EB5HJPSKUAJIpaX9fNCbgcqXkeV1JSgqVLl6JZs2ZIT0/HnDlzMGnSJOzfv19w3vz587Fu3TooFAp88803GDZsGO7fvw8zM7MKr5mXl4fBgwdj2bJlsLS0xM8//4yhQ4fi3r178Pb2BqBcIv38+fNYv3492rRpg/j4eC7BSE1NRa9evTB16lSsXbsWhYWFWLBgAUaPHo3jx49X+57mz5+PEydOYNeuXXBzc8MHH3yAW7duqfziB4CdO3di3bp12LZtG1q1aoXHjx/j+vXrAIA//vgDbdq0wbRp0zB16lS1P9chQ4bg7NmzKCsrQ2FhIRwdHSGXyyGXy9GoUSMAwNOnTyt9vpWVFRQKBcrKypCfn4+5c+eidevWyM/PxyeffIIRI0YgOjoaJiYmWL9+PXbv3o3t27fD29sbycnJSE5Orva9AcDkyZORkJCAbdu2wcPDA7t27cKgQYNw8+ZNNG3aFABQUFCAL774Aps3b4aJiQlee+01zJs3D1u3bgUArFq1Clu3bkVUVBSaNWuGzz77DHv37kWfPn2463z88cf4448/sHHjRjRt2hSnT5/Ga6+9BhcXF/Tq1Ys77/3338cXX3wBPz8/ODg4oFevXmjXrh02btwIqVSK6Oholb9zqhQUFGD9+vXYtm0bcnNzMXLkSIwcORIODg7Yv38/4uLi8PLLL6N79+7o2rWrej9YQuqputwDAqaO8BwpZ9BT//94jpSrHWOvXr2YWbNmqXzsn3/+YQAwubm5DMMwzIkTJxgAzLZt2xi5XM7ExcUxGRkZjJWVFfPbb78xDMMwUVFRjL29fZXXbNmyJbNhwwaGYRjm3r17DADmyJEjKs9dtGgRM2DAAMF9ycnJDADm3r17VV4nNzeXMTc3Z7Zt28bdl5GRwVhaWjIzZ87k7vPx8WHWrVvHMAzDrFmzhgkICGBKSkpUvib/XHWlpqYy8fHxzMCBA5nFixcz8fHxzPjx45kZM2Yw8fHxTHx8PHfu4sWLmTZt2nC379y5w/j7+zNt2rRh5PKKP9f09HQGAHPz5k2GYRhmxowZTN++fRmFQlHh3KreW0xMDCORSJhHjx4J7u/Xrx/zwQcfMAyj/NkCYGJiYrjHv/nmG8bV1ZW77erqyqxevZphGIaRy+XMgwcPGG9vb2b48OEMwzBMXl4eY2lpyfz999+C67zxxhvMmDFjGIZ5/nv2559/Cs6xtbVlNm3aVCH26qiK+80332Ssra25322GYZiBAwcy06ZNY+Li4hi5XM4AYHbt2iV4LXt7eyYqKkrjGHSN/e9R1e+IsRJjzAwjzri1HXO3t55/3xQVC/9fczpawT02d0PtrmeIz7rOVEDcnNQ8kQHk8jJIpaZa2b1Y7euWc+3aNYSHhyM6OhpZWVlQKJTVmKSkJLRs2ZI7r1u3btyxk5MTmjVrhjt37qh8zfz8fHz66afYu3cvUlJSuCpAUlISACA6OhpSqVTwly/flStXcOLECchksgqPxcbGIiAgoNL3Exsbi5KSkgrx+vn5VfqcsLAwfPnll/Dz88OgQYMwePBgDB06FKamNf+1dHNzQ2lpKS5cuIANGzbA19cX58+fR1RUFHx9fSucf/PmTchkMsjlchQXF6N3795YtGgR954WLVqECxcu4MmTJ4KfUWBgICZNmoT+/fujWbNmGDRoEIYMGYIBAwZU+96uXr0KhmEqfJ7FxcVwdn7+J461tTWaNGnC3XZ3d+eG6Z49e4a0tDR07tyZe1wqlaJ9+/bcgkS3b99GUVER+vfvL7hOSUkJ2rVrJ7ivY8eOgttz587FlClTsHnzZoSEhCAsLEwQS1XKx+3q6gpfX1/B75Wrq6tgyJEQohpb2XeyAyzM61YTap1JQNQdBlEoFEhMfGTQHVrz8/MxYMAADBgwAFu2bIGLiwuSkpIwcOBAlJSUVPv8yvoh5s+fj0OHDuGLL76Av78/rKysMGrUKO41raysqnxdhUKBoUOHYtWqVRUec3d3r/K5TA1W4fPy8sK9e/dw5MgRHD16FO+88w5Wr16NU6dOqV3u51u+fDmWL18OhmFQUFDAfcnm5+dj4MCBkEgkOHDgAHr27Mk9p1mzZti9ezekUik8PDxgZmaGxMREAMDQoUPh5eWFyMhIeHh4QKFQIDAwkPs827dvj/j4eBw4cABHjx7F6NGjERISgp07d1b53hQKBaRSKa5cuQKpVCp4D/wv6fKfgUQiqfA5l/9d4D/OJkz79u2Dp6en4DwLCwvBbRsbG8Ht8PBwjB07Fvv27cOBAwewePFibNu2DSNGjFD10QuoilvVfWx8lb230tLSaq9FSF3GMAw3BFN++AUQ/xBMnUlAxOTu3bt48uQJVq5cCS8vLwCotMHvwoULGDVqFAAgOzsb9+/fR/PmzVWee+bMGUyaNIn7ksjLy0NCQgL3eOvWraFQKHDq1CmEhIRUeH779u3x+++/w9fXV+MqhL+/P8zMzHDhwgWu3yQ7Oxvx8fFVPs/KygrDhg3DsGHDMH36dDRv3hw3b95E+/btYW5uLmhUrM5bb72F0aNH49tvv8XDhw+xfPly7NixA4cPH0ZkZCQAVPgiNjc3h7+/P3eb/VLMzMzEnTt3EBERwSUsZ8+erXBNOzs7vPLKK3jllVcwatQoDBo0CFlZWXBycqr0vbVr1w5yuRzp6emCZEgT9vb2cHV1xT///MO9hlwuR3R0NNq2bQsAaNmyJSwsLJCUlFRp1asqAQEBCAgIwJw5czBmzBhERUWplYDUhIuLi6DB9sGDBygoEOHSjoRo0bM8oOi/v0lVJSCCHXGpAkLU4e3tDXNzc2zYsAFvvfUWbt26haVLl6o8d8mSJVwj5bfffosGDRoIZjnw+fv7448//sDQoUMhkUiwaNEiwV+Zvr6+mDhxIl5//XWuCTUxMRHp6ekYPXo0pk+fjsjISIwZMwbz589HgwYNEBMTg23btiEyMrLCX+t8MpkMb7zxBubPnw9nZ2e4urriww8/rLLKtGnTJsjlcnTp0gXW1tbYvHkzrKys4OPjw8V7+vRpvPrqq7CwsECDBg2q/FydnJzg5OSE27dv45VXXoG/vz8ePHiAAQMGCJIMdTg6OsLZ2Rnff/893N3dkZSUhIULFwrOWbduHdzd3dG2bVuYmJhgx44dcHNz42ZvVPbenJ2dMW7cOEyYMAFr1qxBu3bt8OTJExw/fhytW7fG4MGD1YpxxowZWLFiBfz9/REQEIAVK1YgOzubq4rY2tpi3rx5mDNnDhQKBXr06IGcnBz8/fffkMlkmDhxosrXLSwsxPz58zFq1Cg0btwYDx8+xKVLl/Dyyy9r9Blqom/fvvj666/RtWtXKBQKLFiwoEZVMELqkqoaUAHlkIyNFYP8QiDzmf7i0haahmsALi4u2LRpE3bs2IGWLVti5cqV+OKLL1Seu3LlSsyZMwfDhw/H48ePsXv3bpibm6s8d926dXB0dET37t0xdOhQDBw4EO3btxecs3HjRowaNQrvvPMOmjdvjqlTpyI/Px8A4OHhgXPnzkEul2PgwIEIDAzErFmzYG9vr9Zw1erVqxEcHIxhw4YhJCQEPXr0QGBgYKXnOzg4IDIyEkFBQXjhhRdw7Ngx7Nmzh+uDWLJkCRISEtCkSRO4uLhUe31AOTX13LlzCA4OBgCcOnWKO9aEiYkJtm3bhitXriAwMBBz5szB6tWrBefIZDKsWrUKHTt2RKdOnZCQkID9+/fDxMSk2vcWFRWFCRMm4L333kOzZs0wbNgwXLx4kauIqWPBggUYM2YMJkyYgKCgIFhbW2PAgAGwtLTkzlm6dCk++eQTrFixAi1atMDAgQOxZ88eNG7cuNLXlUqlyMzMxIQJExAQEIDRo0cjNDQUn376qYafovrWrFkDLy8vBAcHY+zYsZg3b55e1oshxJgJEpBK+g25DelEWAGRMDUZvBcxZQ9IokF7QNRx8uRJ9OnTB9nZ2bCzsxNFzOWJ5bPmE2PMgDLu+Ph4DB48GKNHj660omZMxPxZiy1uMcYMiDNubca89TCD15Ypv6LXvSvB7NEV+//avaFA9APAzBQoPqb5mkm6iFtdNARDiEglJibi8OHD6NWrFwoLC7Fq1SrEx8dj7Nixhg6NEKIF1Q3BAM8rIKVlQH4hIBNR4VAcKSUxuKSkJMhkskr/Yaf66lJoaGil11++fLnOr29sTExMsGnTJnTq1Ak9e/bEvXv3cPjwYbRo0UJn16SfASH6U9UqqCzBjrgiG4ahCoiR6t27Nzctkd9IaigeHh6Ijo6u8nFd++GHH1BYWKjyMSenGi7IImJeXl44d+4cAGH5VJfoZ0CI/qTyVveurgICKKfiervqNiZtogSEqMXU1FTjmSTaVn4KLdE/+hkQoj9qDcGIeD8YGoIhhBBCjBCbgMisAJm16uZSZzvx7ohLCQghhBBihKpaBZUl6AGhBIQQQgghtVFQxCBHuUST+gmIyJpQKQEhhBBCjAy//6OqTU+FTajiWtaLEhBCCCHEyKjTgArQEAxRU+/evTF79mytvd6mTZvg4OCgtdfThTFjxmDOnDncbV9fX3z55ZeGC4jolBh+JwkRA2ECUvnqps40C4YQ9Vy6dAnTpk1T69zaJisvvvgivv/+ewDA1KlTsWTJEsHj4eHhkEiUSxdLpVJ4eXlh6tSpyMzMVPVyhBCiN+pWQBzLrQMiJpSAEL1ycXHRyyZjDMPgwoULCAoKAgCcPXuWO+Zr1aoVUlNTkZSUhI0bN2Lv3r2YN2+ezuMzVgzDoKyszNBhEFLvpWc/7+eoqgfE0kIC6//2n6QmVKKWLVu2oGPHjrC1tYWbmxvGjh2L9PR07vGTJ09CIpFg3759aNeuHZo3b45u3brh5s2blb5mbGwshg8fDldXV8hkMnTq1AlHjx4VnFNcXIz3338fXl5esLCwQNOmTfHjjz9yj9++fRuDBw+GTCaDq6srxo8fjydPnqj1nvLz8zFhwgTIZDK4u7tj7dq1Fc4pX9UIDw+Ht7c3LCws4OHhgZkzZwJQDlclJiZizpw5XJVCE/fu3YNCoUDLli2RmZmJmJgYdOnSpcJ5pqamcHNzg6enJ4YMGYIZM2bgzJkzKCwsxMGDB9GjRw84ODjA2dkZQ4YMQWxsLPfckpISvPvuu3B3d4elpSV8fX2xYsWKat8b+9z3338fnp6esLGxQZcuXXDy5EnucXYo49ChQ2jRogVkMhkGDRqE1NRU7pyysjLMnDkTDg4OcHFxwcqVKzFp0iS89NJL3DkMw+Dzzz+Hn58frKys0KZNG+zcuZN7nP09O3ToEDp27AgLCwucOXMG169fR58+fWBraws7Ozt06NABly9fVvvz//PPPxEQEABLS0v0798fycnJaj+XECJMJvh9HqpwO+KKrAJSZ1ZCPdv3PErSi6s9jwEgl8sRJ01EzfYMFDJvaIEex7tp/LySkhIsXboUzZo1Q3p6OubMmYNJkyZh//79gvPmz5+PdevWQaFQ4JtvvsGwYcNw//59mJmZVXjNvLw8DB48GMuWLYOlpSV+/vlnDB06FPfu3YO3tzcAYMKECTh//jzWr1+PNm3aID4+nkswUlNT0atXL0ydOhVr165FYWEhFixYgNGjR+P48ePVvqf58+fjxIkT2LVrF9zc3PDBBx/g1q1bKr/4AWDnzp1Yt24dtm3bhlatWuHx48e4fv06AOCPP/5AmzZtMG3aNEydOlXtz3XIkCE4e/YsysrKUFhYCEdHR8jlcsjlcjRq1AgA8PTp00qfb2VlBYVCgbKyMuTn52Pu3Llo3bo18vPz8cknn2DEiBGIjo6GiYkJ1q9fj927d2P79u3w9vZGcnIy90Vb1XsDgMmTJyMhIQHbtm2Dh4cHdu3ahUGDBuHmzZto2rQpAKCgoABffPEFNm/eDBMTE7z22muYN28etm7dCgBYtWoVtm7diqioKDRr1gyfffYZ9u7diz59+nDX+fjjj/HHH39g48aNaNq0KU6fPo3XXnsNLi4u6NWrF3fe+++/jy+++AJ+fn5wcHBAr1690K5dO2zcuBFSqRTR0dEqf+dUKSgowGeffYaff/4Z5ubmeOedd/Dqq69yy8YTQqqXzUtA+MMsqjjZAQ8zlEkLwzA13hFX3+pMAlKSXoyi1OoTEFYZDFtmfv3117ljPz8/rF+/Hp07d0ZeXh5kMhn32OLFi9G/f38kJiZi06ZN8Pb2xq5duzB69OgKr9mmTRu0adOGu71s2TLs2rULu3fvxrvvvov79+9j+/btOHLkCEJCQrhrszZu3Ij27dsLNhX76aef4OXlhfv37yMgIKDS95OXl4cff/wRv/zyC/r37w9A+Ve8l5dXpc9JSkqCm5sbQkJCYGZmBm9vb3Tu3BmAcl8RqVTKVYjU9cMPP6CoqAhvvfUWunbtikmTJuGTTz6Bg4MD5s6dW+Vz7969i++++w5t2rSBra0tXn75ZcHjP/74Ixo2bIjbt28jMDAQSUlJaNq0KXr06AGJRCLYh6Wq9xYbG4v//e9/ePjwIbeHzrx583Dw4EFERUVxn39paSm+++47NGnSBADw7rvvCvpYNmzYgA8++AAjRoyAQqHAp59+irNnz3KP5+fnY+3atTh+/Di6dVMmyX5+fjh79iwiIiIECciSJUu4nxsb//z589G8eXMA4JIidZSWluLrr7/mEs+ff/4ZLVq0wD///MN9BoSQqmmSgLCNqMUlQEERYGOlu7i0qc4kIOYNLdQ6j62ASKVSrVVAauLatWsIDw9HdHQ0srKyuA3nkpKS0LJlS+489osDUH4pN2vWDHfu3FH5mvn5+fj000+xd+9epKSkcFUAdqfa6OhoSKVSwRcP35UrV3DixAlBAsSKjY2tMgGJjY1FSUlJhXj5CU55YWFh+PLLL+Hn54dBgwZh8ODBGDp0KExNa/5r6ebmhtLSUly4cAEbNmyAr68vzp8/j6ioKPj6+lY4/+bNm5DJZJDL5SguLkbv3r2xaNEi7j0tWrQIFy5cwJMnTwQ/o8DAQEyaNAn9+/dHs2bNMGjQIAwZMgQDBgyo9r1dvXoVDMNU+DyLi4vh7Py828za2ppLPgDA3d2dG6Z79uwZ0tLSBF/oUqkU7du35zYxvH37NoqKigSJBaCsvrVr105wX8eOHQW3586diylTpmDz5s0ICQlBWFiYIJaqmJqaCl6vefPmcHBwwJ07dygBIURN/ATE3qbqc8tPxaUERM/UHQbh7xpqYmKYFpj8/HwMGDAAAwYMwJYtW+Di4oKkpCQMHDgQJSUl1T6/svLa/PnzcejQIXzxxRfw9/eHlZUVRo0axb2mlVXVv5UKhQJDhw7FqlWrKjzm7u5e5XPZLz1NeHl54d69ezhy5AiOHj2Kd955B6tXr8apU6fULvfzLV++HMuXLwfDMCgoKOC+ZPPz8zFw4EBIJBIcOHAAPXv25J7TrFkz7N69G1KpFB4eHjAzM0NiYiIAYOjQofDy8kJkZCQ8PDygUCgQGBjIfZ7t27dHfHw8Dhw4gKNHj2L06NEICQnBzp07q3xvCoUCUqkUV65cgVQqFbwHfvJX/jOQSCQVPufyvwv8x9mEad++fRU2kbOwECbONjbC/8OFh4dj7Nix2LdvHw4cOIDFixdj27ZtGDFihKqPvgJVv6NiKQsTYgzYBMReBkilVf+3U341VC+R7IhbZxIQMbl79y6ePHmClStXckMUlTX4XbhwAaNGjQIAZGdn4/79+1xZvLwzZ85g0qRJ3JdEXl4eEhISuMdbt24NhUKBU6dOcUMwfO3bt8fvv/8OX19fjasQ/v7+MDMzw4ULF7h+k+zsbMTHx1f5PCsrKwwbNgzDhg3D9OnT0bx5c9y8eRPt27eHubk55HK52jG89dZbGD16NL799ls8fPgQy5cvx44dO3D48GFERkYCqLibq7m5uWCXX/ZLOzMzE3fu3EFERASXsPCHN1h2dnZ45ZVX8Morr2DUqFEYNGgQsrKy4OTkVOl7a9euHeRyOdLT0wXJkCbs7e3h6uqKf/75h3sNuVyO6OhotG3bFgDQsmVLWFhYICkpqdKqV1UCAgIQEBCAOXPmYMyYMYiKilIrASkrK8Ply5e5ase9e/fw9OnTSn9vCSEVsQmIY8WCdAVOIp2Kq9G3TEREBI4ePYqEhAQsW7YMAwcOVHleUVERPvvsM5w6dQq2traYMWMGBg0apJWA6wJvb2+Ym5tjw4YNeOutt3Dr1i0sXbpU5blLlizhGim//fZbNGjQQDDLgc/f3x9//PEHhg4dColEgkWLFnFfqIByBsrEiRPx+uuvc02oiYmJSE9Px+jRozF9+nRERkZizJgxmD9/Pho0aICYmBhs27YNkZGRFf5a55PJZHjjjTcwf/58ODs7w9XVFR9++GGVVaZNmzZBLpejS5cusLa2xubNm2FlZcX1Uvj6+uL06dN49dVXYWFhgQYNGlT5uTo5OcHJyQm3b9/GK6+8An9/fzx48AADBgwQJBnqcHR0hLOzM77//nu4u7sjKSkJCxcuFJyzbt06uLu7o23btjAxMcGOHTvg5uYGBweHKt+bs7Mzxo0bhwkTJmDNmjVo164dnjx5guPHj6N169YYPHiwWjHOmDEDK1asgL+/PwICArBixQpkZ2dzlQZbW1vMmzcPc+bMgUKhQI8ePZCTk4O///4bMpkMEydOVPm6hYWFmD9/PkaNGoXGjRvj4cOHuHTpUoWemMqYmZlhxowZWL9+PczMzPDuu++ia9euNPxCiJoYhkF2nvK4uv4PAHCyk0DZYCCuBESjMQgvLy+89957aNWqVZXnRURE4NmzZ9i/fz+WL1+OlStXcmVtolwLY9OmTdixYwdatmyJlStX4osvvlB57sqVKzFnzhwMHz4cjx8/xu7du2Fubq7y3HXr1sHR0RHdu3fH0KFDMXDgQLRv315wzsaNGzFq1Ci88847aN68OaZOnYr8fOWORx4eHjh37hzkcjkGDhyIwMBAzJo1C/b29moNV61evRrBwcEYNmwYQkJC0KNHDwQGBlZ6voODAyIjIxEUFIQXXngBx44dw549e7g+iCVLliAhIQFNmjSBi4tLtdcHlH99nzt3DsHBwQCAU6dOcceaMDExwbZt23DlyhUEBgZizpw5WL16teAcmUyGVatWoWPHjujUqRMSEhKwf/9+mJiYVPveoqKiMGHCBLz33nto1qwZhg0bhosXL1bZtFveggULMGbMGEyYMAFBQUGwtrbGgAEDYGlpyZ2zdOlSfPLJJ1ixYgVatGiBgQMHYs+ePWjcuHGlryuVSpGZmYkJEyYgICAAo0ePRmhoKD799FO14rK2tsaCBQswduxYdOvWDVZWVti2bZva74uQ+i6vEGCLv+olIM+PRbUWCFMDU6dOZQ4ePFjp4wMGDGBu3rzJ3V60aBHz/fff1+RSWieXy5m4uDhGLpcbOpQqnThxggHAZGdniybm8sQYtxhjZhhl3DExMUxAQADz8ccfGzoctYj5sxZb3GKMmWF0H3d+fj4TFRXF9O3blxk4cCCTmZlZ69fURsyJjxUMesoZ9JQzL39c/ev8cer5+Ss2K2p0TUP8jmi9ByQnJweZmZmCkndAQAD+/fffSp9TUlJSofnS1NS00r/0a4MdkuAPTRgjfpxiibk8McYtppgTExNx+PBh9OrVC4WFhVi9ejXi4+Px6quviiJ+MX3WfGKMW4wxA7qLOy4uDhs2bMAvv/wiWBfot99+w5tvvlmr19ZGzJnPnh87yKp/LQden0hmDgOFQvNJAdr8rNWd4KH1BKSgoABSqVRQBraxsUFBQUGlz4mKiuKaBFlhYWEq17rQFmNfmTEtLQ2AMk47Ozvu2FAePXpUac8PABw6dKhCgydLW3FPnjwZly5dUvnY22+/jenTp2vlOoDx/34AQEpKCiIjI7ml4wMCArB582ZYW1vrbMhTFz8DMXzWqogxbjHGDGg37uzsbPTq1Qt5eXkVHrtz547W/tupTcx3YywAKNc/kjLPkJj4tMrzi/LMACjXFEpKyUViYlaNr62Nz7qqIV4+rScg1tbWkMvlKCoq4pKQ/Pz8Kvf/mDx5MsaNGycMTIcVkOTkZHh5eRlsGq46fHx88MorrwAwjpg9PT1x7dq1Sh9XNXNG23Fv3rwZhYWFKh9jG1Bryxg+a3X5+Pjgn3/+AaC/uLX5MxDTZ80nxrjFGDOgm7jv3bvHJR+WlpYICgrCsWPHACh7yPgLCtaENmK+mvT82MfTHj4+9lWeb8r7ei1hbOHjo0bjSDmG+B3RegJiZ2cHZ2dnxMTEcA2I9+/fr3JBKnNzc50kG1UxMTER1X+IgGFjNjc3r3IhsqpoK25NGjRrS4y/H4Du49bFz4A+a/0RY8yAduNOSUnhjtesWYPQ0FDu+ykzM1Nr16lNzM/yGLCzWpzsJDAxqXodkAYOz8/PylF/CEQVff6OaHSVsrIyFBcXcztmFhcXqxwvGjx4MH744Qfk5+fj5s2bOH36dIXVGAkhhBB94w8xeHl5Cab3q7vxpq4JlmFXYx0QKwsJrP5bWzCzrk7DXbZsGYKCgnDt2jUsXrwYQUFBuHr1Kg4cOCDo13jzzTe53TsXLlyIhQsXqlwGmxBCCNGnhw8fcsdeXl6QyWRcBd54EpDnTaTV7YTLYveD4TewGjuNhmDCw8MRHh6u8rHQ0FDu2NLSEsuWLatVYIQQQoi28SsgjRo1gkQiQYMGDZCSkmJECcjzY3XWAQEAZ3vljriZOeLZEVd8g4GEEEJIDbEVEEtLS25hQHYY5smTJzXa10rbsnkTdNROQP6rgJSWKRcyEwNKQAghhNQbbALCVj+A5wlISUmJyum5+lbTCghLLMMwlIAQQgipF3Jzc/HsmfLbuVGjRtz9xtaIyk9A7G0qP4+vAT8BEUkjKiUghBBC6oXyDagsY01A7GWAVKpeL4czr1mVKiCEEEKIESnfgMoy1gREnSm4LGe754kKVUAIIYQQI8KvgBhrAsIwzPMERIMFTfk9IE+oAkIIIYQYDzEMweQXAmVy5bFGCYhgCMbwM3nUQQkIIYSQekEMQzA1mQEDlJsFQ0MwhBBCiPEQQwUkq6YJCL8CQgkIIYQQYjzYBMTCwoJbhAwwrgREKxUQ6gEhhBBCjAc7BMNfhAww5gRE/eXU7W0AdhNbqoAQQgghRoK/CBl/+AUArKysYGOjXPHLuBIQ9Z9nYiKB03/nUwWEEEIIMRKVTcFl8feDMSRBAqLBOiDA82EYqoAQQgghRqKyBlQWm4BkZmZCoVDoLa7ysnOfT6HVpAICPG9EzS0ASkqNfyouJSCEEELqPHUrIHK5nBuqMYSaDsEAwpkwWSKoglACQgghpM6rbA0QlrE0ombzNuPVOAER2VoglIAQQgip89QdggEMnIBoqQIihkZUSkAIIYTUeaKpgPASEAeNm1DFtSEdJSCEEELqPP4iZPxkg2VsCYidDSCVqr8OCCC+1VApASGEEFLnsQlI+UXIWMaWgGg6/AIIE5AnT7USjk5RAkIIIaROy8vLw9OnTwGoHn4BjCMBYRimdgmIoAmVpuESQgghBlVdAypgHAlIfiFQJlceO9UgAWlAs2AIIYQQ41FdAypgHAlIbWbAADQLhhBCCDEq1S1CBkCwO67BEpBarAEC0DoghBBCiFFRZwjGzMwM9vbKb3CxVkDMzSSQWSmPqQJCCCGEGJg6QzCA4TekEyYgmk3BZYlpQzpKQAghhNRp6gzBAM8TkOzsbJSVlek8rvJqWwEBnveBZOUqZ9UYM0pACCGE1GlsAmJubg4XF5dKz2MTEIZhkJ2drZfY+AQJiIaroLLYBEQuB57lVX2uoVECQgghpE6rbhEylqFnwmTnPq9Y1LgCIqJGVEpACCGE1FllZWVcNcPV1bXKcw2fgDw/ru0QDGD8jaiUgBBCCKmzsrKyuGMnJ6cqz60TCQhVQAghhBDDy8zM5I75a32oUicSEDvx7IhLCQghhJA6S1QJCK9p1KGWTagADcEQQgghBsMfgjH6BOS/CoidDSCV1m4dEAB48oym4RJCCKmDsrKysHz5cpw8edLQoVRKVBWQWuyEyxJUQIx8CMbU0AEQQggRp8WLF+Prr7+Gqakprly5ghdeeMHQIVUglgSEYRjtJCD8JlQagiGEEFIXXb16FYByquvbb78NhUJh4Igq4icg1c2CcXR05NYJ0XcCUlAElP63+GpNFyEDxFUBoQSEEEJIjSQmJnLHf//9N6KiogwYjWqaVECkUimXpOg7AdHGDBhA2T9iKlUeUwJCCCGkzikpKUFKSorgvvfff99gG7lVRpMEBDDchnTaSkAkEgmc/quC0BAMIYSQOufhw4cVNjvLysrC+++/b6CIVNNkFgzwPAHJyclBSUmJzuIqL0tLCQgANBDJjriUgBBCCNFYQkICd/zaa6/B3l75rRcVFYUzZ84YKKqK2AqIpaUlrK2tqz2f34jKr55oQ3o2g1+PMMgtqDg9VlgBqdkUXBbbB1JQBBQVG+9UXEpACCGEaIzf/9GlSxcsX76cuz137lxDhKQSm0SoU/0AdDsTJnQ+g3FLGQxZwEChECYGO08+v+3RoPwzNSOW5dgpASGEEKIxfgLi4+ODN998E82aNQMAXL58Wa/DF5VhGIZLQKqbAcPiJyAZGRlai0UuZ3DtgfL49HXg54PPH7sew+DXo8pjZ3tgZHDtriWWmTCUgBBCCNEYfwjGx8cHUqkULVu25O5LS0szQFRCBQUFKC4uBlCzCog2E5CneQC/Zeb9jQyycpR3fPg9wz320XgJ7Gy0MwQDGHcjKiUghBBCNFa+AgIAHh4e3H2pqal6j6k8TWfAAEDDhg25Y20mIOUrEU+eKROP09EM9l9Q3ufVEHh7eO2v5Wwvjg3paCVUQgghGmMTEAcHB64B1d3dnXu8/BRdQ9B0BgwAuLi4cMfp6elai0VVJeL7PcDxq8/LIp++LoGlRe2qHwBVQAghhNRRcrkcycnJAJ5XPwBhAkIVECH+NFuv/y7BMMCDh8rjlr7AhIHauVYDXhNqxlPtvKYuaJyAZGdnY9asWQgKCsLIkSPxzz//qDzv0aNHmD59Onr37o3Q0FCjXCGPEEKI5lJSUlBWplw3XCwJiLpNqPwKiFaHYHiViLmjJQhsLHz8s6mSGu+AW547L9dKzaxD03BXrVoFFxcXHDt2DDNnzsTChQuRk1NxkGn16tXw9PTE0aNH8cMPP+C3336rNFkhhBAiHqr6PwDjTkAMPQSTxfuadHUCvp37PNno2goY3kNrlxIkICnaXcpEqzTqASkoKMCpU6ewZ88eWFpaonfv3ti6dStOnz6NIUOGCM5NTU3Fa6+9BlNTU3h6eqJt27aIi4tD586dK7xuSUlJhSlbpqamMDc3r8Fbqhq7WZIxbppUGTHGDIgzbjHGDIgzbjHGDIgzbm3HHB8fzx37+Phwr+vm5sbdn5KSUuvr1TZu/joejo6Oar2OhYUFZDIZ8vLykJGRofG1K4v5Ca8C4mjLIKg1sOlD4OQ1IHyycspw+ZVla6qh4/Pj1CfqfX7a/B0xMVGvtqFRApKUlASZTCaYptS0aVPExcVVODcsLAyHDh3CCy+8gMePH+PmzZuYMmWKyteNiopCZGRkheePHj1ak/A0wo5fiokYYwbEGbcYYwbEGbcYYwbEGbe2Yr5+/Tp3bGVlxVVEFAoFTE1NUVZWhsTEREGlpDZqGjc/USotLVU7HkdHR+Tl5eHx48c1fg/lY0545ARAucZ6cX4qEhNLENwMCG4GKAoBLX1UHGe7RsjMkSIprQyJiY/Ufp42fkcaN25c/UnQMAEpLCyEjY2N4D4bGxvk5eVVOLdNmzbYuXMnevbsCblcjmnTpsHf31/l606ePBnjxo0TBqbDCkhycjK8vLzUztIMTYwxA+KMW4wxA+KMW4wxA+KMW9sxP3v2/M/5jh07CoZhXF1d8ejRI2RmZgrur4naxs32qQBAq1at1I7Hw8MDycnJePr0KTw9PWFqqv5XZWUxl/KKG4HN3OHjruLJWuTVUDkFN+OZKby8fFDdx2eI32uNEhArKyvk5+cL7svPz4eVlZXgPrlcjlmzZmHChAkYNWoU0tPTMXv2bPj5+SEkJKTC65qbm+sk2aiKiYmJaP7nwRJjzIA44xZjzIA44xZjzIA449ZWzElJSdyxn5+f4DXd3d3x6NEjpKeng2EYSKXSWl+vpnHzp+G6uLio/Rr8PpCsrCzB0JK6yseclft8aMPFQQITE+00nFbG3VmB6BigTA5k5UrQ0FG96+nz91qjq3h7eyMvL08wrvbgwQP4+fkJzsvJyUFGRgZGjRoFU1NTeHh4oHfv3rhy5Yp2oiaEEGIw7Cqo1tbWFZo72cXIFAqFVps4a4LfhOro6FjFmUK6mAnDzoIxlQK21e+JV2v8/WRSjbQRVaMExNraGsHBwYiIiEBRURFOnTqF2NhYBAcLF653dHSEq6sr/vzzTygUCqSlpeHUqVNo0qSJVoMnhBCiXwzDcBUQHx8fSCTCv6yNaTEyNgGxt7fXaBhFF2uBsOuAONmhwmemC/wEJEW7e+ppjcZ1loULFyItLQ39+vXDV199hRUrVsDOzg4HDhwQNI2uWrUK+/fvR58+fTBhwgR07twZI0aM0GrwhBBC9Cs9PR1FRUUAoLKnwpim4mq6Ey5LF1Nx2QqIk61WXq5aHg2eJznGmoBovBS7o6Mj1q9fX+H+0NBQhIaGcrdbtWqFn376qXbREUIIMSr8WSG+vr4VHjeWBEQulyM7OxuA5gmItisgJaUM8gqVx872VZ+rLe68ddeMdQiG9oIhhBCitvK74JZnLAnIs2fPuHU1DF0B4S9Cxt+nRZcEQzCZDIDnFZGr9xg8zQOaNgI8XaDzhtjKiKuFmxBCiEFVtgoqi78jriF7QGqyCipL2xUQ/o60ToZIQMoNwXy5k0G/OQy8wxj8Gw+DoQSEEEKI2sQyBFOTfWBY2p4FY4gKiKsjwPa6lk9A2A3wAKCJp37iUYUSEEIIIWqrbgimYcOG3CwPY0lADD0Ew6+AONvrZ7jD1FTCLclevgeETUAauQDWloYZfgEoASGEEKIBtgJibm6ucoEuU1NTbghDrAmIpaUlbG2V01W0MgTD2wdGX7NgAMDjv7edmgUoFMp+mKwchounaSP9xaIKJSCEEELUwjAMl4BUtWQ32wfy+PFjg23aV5sEBHheBdFKE2ru82N9zYIBnveByOVAxlPlMX/4JcBLf7GoQgkIIYQQtWRnZyM3V/ltqqr/g8X2gZSVlQlWztYn/jLsNUlA2CpOdnY2SktLaxVL5rPnG8HoswLiznvb7DAMPwFp2shwwy8AJSCEEELUVN0MGJYxNKJqqwICoNZJlLAHpFYvpRFVM2EePHyeDNEQDCGEEFEQawKi6SwYQLszYQwxCwYAPJx5q6H+93HcT37+OCUghBBCRCE5+fm3l7e3d6XnGcN+MLWtgGhzLRBDrAMCVFYBUf7bxATw86j4HH2ilVAJIYSohd+QWdUW9fzFyAxdATE1NeVmtGhCm1Nx2Vknlub6nfYq7AFhwDDPExAfV8DCnHpACCGEiEBaWhp37OrqWul5xjQE4+zsXKPdZ7VZAeHvhKtP5Ssg6dlATr7ytqGHXwBKQAghhKiJXwngf0GXZwwJCDsLpibDL4D2KiAMw3BDMPrs/wCAhg7KoRZA2QMinAGj31hUoQSEEEKIWvgVEP4XdHn84RlD9IAUFxcjP1/5p35NExBtVUAKioDiEuWxPmfAAMrVUF15q6EK1wAx7PALQAkIIYQQNbGVAEdHR5ibm1d6nrm5ORo0UNb/DVEBqe0MGEB7s2D4M2D0uQYIi+0DeZwF3E00nim4ACUghBBiFIqKivD06VNDh1EltgJSVf8Hix2GSU1NBcMw1ZytXbWdAQNobwjGUGuAsPiroZ679fx+SkAIIYQgLy8PTZs2hbOzM06ePGnocFTKz8/nhjU0SUBKSkqQnZ2t09jK00YCYmFhATs7ZdOGtiog+u4BAZ7vBwMA/9xR/ttUCvhWPolJbygBIYQQAzt79iwePnwIhUKBr7/+2tDhqKRuAyrLkGuBaCMBAbSzH4xwDRD99114NHh+zdIy5b/9PJT9IYZGCQghhBgYv0/i8OHDtd57RBf4X8KaVEAA/feB1HYfGBabaD19+hQlJSU1eo1MA1dA3FW8fWMYfgEoASGEEIPjf0Hn5ubi7NmzBoxGNf4MGHUqIIZcjEzbFRBA/f1gSsuAMzctuWpDloFWQWXx1wJhUQJCCCEEQMUv6P379xsoksqJqQKijVkwgOYzYSL3MPAYCUz8whUno/+LhbcTrqF7QFiG3gWXRQkIIYQYmBgSEE0rIHWhB0TTtUCcbJ9XPHac+C8WI5kFw0cVEEIIIQAqJiC3b99GQkKCYYKphDFVQDIzM9G3b18MGjRIkGzwH2dpawhGnUbU0K6AjaXy+M8zQGkZY/B1QFwcnq+Gygrw0n8cqlACQgghBqbqC9rYqiC1qYBoOwH5/fffceLECRw6dAjvvfdehcf5yYI+KyDWlhK82E15nJkDnLhquJ1wWVKpBG68USgLc8Cr+h+fXlACQgghBsQwDPcFbWVlxd1vbAmIphUQKysrODg4ANB+AsIf0vn5559x6tQp7vahQ4dw4cIFAMpG2KpWbK1OTRYjC+vz/Hj7ief7wNhaA+Zmhum94A/DNPEATEyoB4QQQuq9Z8+eoaioCADQvXt3rnJw/PhxFBYWGjI0AbYCYmVlBRsbG7Weo6vVUMtXI95++21uwbM33niDu/+jjz6q1XVqsh9MaBfA2kIBANh1RrkDLWCY6geL34hqLP0fACUghBBiUPzqgIeHB0JDQwEAhYWFgr/sDY2tALi6uqq9vT27KV1BQQFyc3O1Fkv5ZODOnTtYs2YNZs2ahUePHgEA+vfvj7fffrtW16nJfjBWFkDftsrEMSsHyP7vbRtiBgyLvxaIsfR/AJSAEEKIQfETEHd3dwwePJi7vW/fPkOEVEFZWRnX2KlO/wdLV30g/DU52GTok08+webNmwEA9vb2+PHHH9VOlCrDbqgHaLYa6oud8yvcZ9AKCG81VGOZggtQAkIIIQZVPgEJCQmBqakpAGUfiL43clPlyZMnXBzq9H+wdJWAsNUICwsLzJw5E4AySWKtX78eXl61/1PfwsIC9vb2gmuqo9cLRZBZCe8zZAVkaHfAzBSQWQGDuxoujvIoASGEEAN6/Pgxd+zm5gZ7e3v07NkTABAXF4f79+8bKjSOpjNgWLpOQFxcXLB06VLBqqvDhw/H+PHjtXatmuwHY2nOYEh34X2GTEDaBUjw8HflP54uVAEhhBCCihUQAFwfCACj6APRdAYMSxcJiEKh4IZgXFxcYGtrix9//BGWlpZo1qwZIiIiaj30wscmXPxmYXWE9RbeNuQQDAA0dJTAXmY8yQcAmBo6AEIIqc9UJSDt2rXj7ouJidF7TOUZUwXk2bNnkMvlAJ73aAwaNAhZWVkwNTWFmZmZVq7DatTo+bSRhw8fwt/fX63nDeysHPLI+28ik7MBdsI1dlQBIYQQA1KVgPC/5B48eKD3mMrTRgWEP9RUG/xeDP4sFSsrK60nHwDg4+PDHSclJan9PCsLYFjQ89uGroAYI0pACCHEgNgExMbGBra2yrW6vby8uC9TY6uAGHoIprIERFe8vb25Y00SEACY8bIEUqkyGenTrvrz6xtKQAghxIDYL2b+l7VUKoWfnx8AIDY2FgqFwiCxsfgVEE2GYOzs7LjVXbWVgPCn4Bp7AtK1lQSJ2yWI/00CL1cagimPEhBCCDGQwsJCPHv2DIAwAQGeD8MUFhbqfTv78mpaAZFIJILVULWBXwHhr9OhK7VJQADA00UCVydKPlShBIQQQgxEVf8Hi98HYuhhGLYCIpVK4eTkVM3ZQuz7ys7O1mgWSWXENARDqkYJCCGEGIhYEhC2AuLi4gKT8nu7V4Ndjh3QTiOqvodgHB0dub1vyicgDMNg8+bNuHDhArKzs3UeS11DCQghhBiIGBIQhmG4Cogm/R8sbTei6nsIRiKRcFWQpKQkwcq0GRkZmDBhArp164bRo0frPJa6hhIQQggxEP4XMr9SABhPAvLs2TOUlJQA0Kz/g6XLBEQfFRDg+TBMYWEhtycOANy7d487bt68uV5iqUsoASGEEAPhD0mUr4D4+vpye8IYMgGp6QwYlrYTEHYIxsTERON+lJqqrA+En4A0a9ZML7HUJZSAEEKIgVQ1BGNqagpfX18AygTEUJvS1XQGDEvbi5GxFRBnZ2eN+1FqqrIE5O7du9wxVUA0RwkIIYQYSFUJCPB8GCYvL0+jzdC0ydgqIGwCoo/+DxZVQHSDEhBCCDEQ9gvZzMwMzs7OFR43hj4QbVZAapuAFBQUoKCgAID++j+A6hMQa2treHp66i2euoISEEIIMRD2C9nNzU3lDq7GkIDUtgLSoEEDrpeltgmIvqfgslQlICUlJYiLiwOgrH7oazioLqFPjBBCDKCsrIwbTlA1/AIYRwJS2wqIiYkJ97zaJiD6noLL8vT05BJENgGJjY3lduWl4ZeaoQSEEEIMIC0tjWssNeYEpLYVEOD5+0tPT+e+tGvCEFNwAcDCwoKbJs0mINT/UXsaJyDZ2dmYNWsWgoKCMHLkSPzzzz+Vnrt7926MGDECPXr0wKhRo5CYmFirYAkhpK6orgEVUE7FZUv7xlABqW0ColAoatVMa6ghGOD5MExqaiqKi4tpBowWaJyArFq1Ci4uLjh27BhmzpyJhQsXIicnp8J5p0+fxpYtW/DFF1/gzJkz+PLLL+Hg4KCNmAkhRPTUSUAsLCy4L74HDx4YZCoumzDY29vDwsKiRq/BX2StNsMwhqqAAMI+kIcPH1IFRAtMNTm5oKAAp06dwp49e2BpaYnevXtj69atOH36NIYMGSI494cffsDcuXPRpEkTAECjRo0qfd2SkhJupT0uMFNTmJubaxKeWthtrQ29vbUmxBgzIM64xRgzIM64xRgzoL24Hz16xB27urpW+npNmjRBQkICnj17hidPnqicLVOd2sTMVkCqirE6/ATk0aNHaNu2rVrPKx83v3ri5OSk198dLy8v7jghIUGQgPj7+1eItb7+XgNQuyFXowQkKSkJMplM0PzTtGlTrhOYJZfLce/ePcTExGDJkiUwNTXF0KFDMWXKFJWd3lFRUYiMjBTcFxYWptO19ZOTk3X22roixpgBccYtxpgBccYtxpiB2sfN/wKTSqWVDlHzGz/Pnj2r9pe3KprGXFxczFW47e3tazyMzv9j8t9//0VgYKBGz2fjTkhI4O4rKyvT67C+TCbjjq9evYrbt28DUFavnjx5IhgeAurv7zUANG7cWK3zNEpACgsLuV0BWTY2NsjLyxPcl5WVBblcjkuXLuG3335Dfn4+Zs6cCVdXVwwbNqzC606ePBnjxo0TBqbDCkhycjK8vLxEM21KjDED4oxbjDED4oxbjDED2ou7sLCQO37hhRfg4+Oj8rx27drh119/BQDk5uZWel5Vahozf80LLy+vGl0bAFq1asUdl5aWqv065eMu/5npc+2NNm3acMdJSUl49uwZAKBly5aC91Pff681oVECYmVlhfz8fMF9+fn5sLKyEtzHjhNOnDgRtra2sLW1RVhYGM6dO6cyATE3N9dJslEVExMTUf1yAOKMGRBn3GKMGRBn3GKMGah93PxlyT09PSt9raZNm3LHcXFxtbqmqpiLiopw9uxZdO3aVfBXPns9lpubW42vzU8UHj9+rPHrsHHzqwwNGzbU6+8Nuyw+ABw9epQ7bt68uco46uvvtUbX0uRkb29v5OXlCX4JHjx4AD8/P8F5dnZ2FRqEDLWPASGEGCO2GVMikVS5voaup+JOnDgR/fv3R8uWLXH16lXBtV577TXudm1memhrNVT2u8fW1rbGDbE1xW9CpRkw2qFRAmJtbY3g4GBERESgqKgIp06dQmxsLIKDgyucO2TIEPzyyy/Iz89HRkYGfv/9d/To0UNrgRNCiJixX8QuLi7cSqGq8P/A00UCwv41n5ycjB49euB///sfkpKS0K9fPy7Gjh07YvLkyTW+Bj/BUjcBuX79OkaOHIndu3dz97GzYPQ9AwZQbn5XvtoP0AyY2tC4zrJw4UKkpaWhX79++Oqrr7BixQrY2dnhwIEDgqbRadOmoUGDBhg8eDAmTJiAvn37VpgpQwgh9ZFCoeCGYCqbgsuysrLiZmBoOwHJz89HVlYWd7uwsBBjx45Fhw4duP6PwMBAHDx4sMLwjCbMzc25yQvqJCDFxcUYPnw4/vrrL8ybNw/p6ekoKyvjYjVEAiKRSARVEBYlIDWnUQ8IADg6OmL9+vUV7g8NDUVoaCh328zMDB9//DE+/vjj2kVICCF1TEZGBkpLSwFUvUQBy9/fH8nJycjMzER2djYcHR21Egd/xoOtrS1yc3MBPB/qaNq0KY4cOVKjqb/lsbNFUlNTwTCMyhmRrG+++Yab4VJWVoadO3cK/sDV5zLsfN7e3oLZS9bW1mr9/Ihq4uuQIYQQkXv48CF3rG4CwtJmFYQ/y2X69OnYsGEDpFIpAMDHxwfHjh0TrOFRG2ylp6SkBNnZ2ZWel52djWXLlgnu+/XXXw26CBmrfAUkICBAlI2mxoI+OUII0TNNExB+Hwh/LYza4ldAvL298e677+Kff/7B6tWrceHCBcHiW7WlbiPqihUrKiQo58+fF2z7YSwJCDWg1g4lIIQQomeaJiD8KaDaTED4FRD2y7V9+/aYN2+e1iofLHWWY09MTOSG+C0sLPDWW29xj/GH/g05BMNH/R+1QwkIIYTombEkIPwKiDarHarwKyD8NVD4Pv74YxQXFwMAZs+ejfnz53OPRUdHc8fGUgGhBKR2KAEhhBA90zQB4S9tresKiK5UNwRz7do1bNmyBYByn5eFCxfC19cXHTp0qHCusSQgNARTO5SAEEKInvETEHWWE2/YsCEsLS0B6KYCIpPJYG9vr7XXVYWfgPA34mN9//333PGiRYu43dNVrZ5tqCGY8lWigIAAg8RRV1ACQgghesYmIPb29rC1ta32fIlEwg3DJCQkaGVlaYZhuAqIt7d3ldNitYFfxSm/gSkgXF100qRJ3PHgwYO5mTksQ1VALCwsuJ9DkyZNKuyNRjRDCQghpE5JS0vDJ598guPHjxs6FJUYhuESEE3WkGC/+AoKCgRTUmsqMzMTRUVFAHTf/wEAHh4eXBVH1VTi2NhYAMoVR9nqB3u7f//+gnMNlYAAwFdffYWQkBBs2LDBYDHUFZSAEELqlI8++ghLly7FoEGDdLJ0eW1lZWVxX/w1SUAA7QzD6LP/A1BuctakSRMAymRDLpdzjxUXF3NJGXsO35gxY7hjc3NztapGujJs2DAcOXJEsPAmqRlKQAghdcq1a9cAKLd9//DDDw0cTUWaNqCytJ2A6HMGDItdUK2kpETQBxIfH88NK6lKQF566SVuHxZ3d3edDxcR/aAEhBBSp/C/nHfs2IGLFy8aLhgVjCUB0XcFBKh8RVd2+AVQnYDIZDJ88cUX8PX1pe096hBKQAghdUZOTo5gczUAmD9/vlaaNrXFWBIQQ1ZAAGECwm9KVZWAAMA777yD+Ph4TJkyRXcBEr2iBIQQUmewG5jxnTlzBnv27DFANKoZSwLCr4AYOgHhV0D4y86Tuo0SEEJIncH/YuYvYLVgwQKUlZUZIKKKapqANGzYkOuD0HYFRF87uvITkAcPHnDH1Q3BkLqJEhBCSJ0RHx/PHb/77rsICgoCoFxj4qeffjJUWAI1TUC0vRYIWwFxcXHhEhtd8/LygpmZGQDVFRBLS0vBgmWkbqMEhBBSZ/ArA40bN8bq1au526tWrTJARBWxCYiNjY3Gq4+yCUhhYWGt1gIpKytDSkoKAP01oAKAVCrlhlhiY2OhUCigUCi4HhA/Pz/a3r4eoZ80IaTO4Ccgvr6+6NatG7p16wZA2eiYk5NjoMiUGIbhhj4aNWqk8XRSfh8Iv9qjqZSUFCgUCgD66/9gscMwhYWFSE1NRUpKCrcBHQ2/1C+UgBBC6gw2AZFKpdweKy1atOAeN/TCZDk5OcjPzwdQs74LbTWi8vs/9FkBASo2olL/R/1FCQghpM5gv5S9vLxgamoKAGjatCn3OL/x0RBq2v/B0lYCYogZMCxKQAjL1NABEEKINjx79gzZ2dkAhF/UlIBUZEwVEP5GczQFt36hBIQQUifw1wChBKRqxlQBYStVAFVA6hsagiGE1AnlG1BZla09YQi1TUBcXFxgbW0NQP0EhGEY7N27F3v37uWm7hqyAuLj48NVPfhDMPxpxqR+oASEEFInVJaAWFtbcw2pYk9AarIWyDfffIPhw4dj5syZWLlyJYDnFRBTU1O4ublpHEdtmJmZoXHjxgCECYiXlxcsLCz0GgsxLEpACCF1Qvk1QPgCAgIAAE+ePOH6RAyhtgkI8Dy5KioqQnp6epXnHjt2DLNnz+Zuh4eH4/Lly1wFxNPTU9CDoS9sVSovL4/bu4eGX+ofSkAIIXUCf12M8qV8Y+kDYRMQCwsLODs71+g11O0DiYmJQVhYGORyOXdfWVkZXn31VWRmZgLQf/8Hiz8sxqIEpP6hBIQQUiewX8ampqbw8PAQPGYsCUhtFiFjqbMYWU5ODoYNG8ZVe0JDQ/HCCy8AEO67ou/+DxYlIASgBIQQUkeoWgOEZQwJSG5uLp49ewagdpu/VVcBYRgG48ePx507dwAoF2L79ddfsXbtWq6BlWVMFRCaglv/UAJCCBG9p0+f4unTpwAqDr8AxpGAPHr0iDvWZQJy584d7N69GwDg6OiI3bt3w87ODn5+flizZo3gXKqAEEOiBIQQInqVrQHC8vPz44Y8DJWAaKMBFag+AeG/v1mzZgm+7KdOnYphw4Zxt1u2bFnjOGrD19e3wqZzlIDUP7QQGSFE9CqbgsuytLSEt7c3EhMT8eDBAzAMU+MejJrSVgLSoEEDWFtbo6CgQGUCwl9krPxnIZFIsGnTJnz88cdwcXFBr169ahxHbVhYWMDb25uL38nJCQ4ODgaJhRgOVUAIIWorKytTa+0JfasuAQGeD8M8ffqUmwWiT9pKQCQSCTfNOCEhgdvVlsVPQFQNsTg6OuKbb75BeHi43pMwPn5lhqof9RMlIIQQtaSmpqJ9+/ZwcXEx+IJe5WmSgACGGYbRVgICPF/npLi4GI8fPxY8Vl0CYiwoASGUgBBC1DJ79mzcvHkTmZmZ+PHHHw0djkBVi5CxDJWAMAyDuLg43Lhxg7uvtgkIf8ZIXFyc4DF+AlLb6+gSJSCEEhBCSLUOHjyI7du3c7djYmIMGE1F7HoYqtYAYfETkPv37+s0ntLSUuzcuRNDhw6Fi4sLmjRpgvPnz3MxNmzYsFavX1UCwq414urqatRLm/P7T4KDgw0YCTEUakIlhFSpsLAQ06dPF9xnbAkIWwHx9vaudGlxfVRAkpKS8P333+PHH3+sMDTCGjJkSIUZIJqqLAEpLS1FSkoKAOMefgGAjh074tixYygsLET//v0NHQ4xAEpACCFVWrFiRYW/smNiYgwyk0SVp0+fcgt8VbWbauPGjSGVSiGXy3WSgFy7dg1BQUEoLCwU3N+gQQN07tyZ+0cbX7aVJSCPHj3imoSNPQEBgL59+xo6BGJAlIAQQip17949bgdVMzMzNGnSBHfv3kV+fj7S0tL0vpOqKuo0oAKAubk5fH19ERsbq5OpuHv27OGSD6lUipdeeglvvfUW+vbtW+uKR3n8Phf+0upiaUAlBKAEhBBSCYZhMH36dJSWlgIA5s2bh7y8PNy9exeAsgoipgQEUA7DxMbGIi8vT+sJFH9fltOnT6N79+5ae+3yrK2t4ebmhsePHwsqIGz/B2C4ZdYJURc1oRJCVLp9+zaOHTsGQPnF/vHHHwtmLhhLHwj/C1idBISl7WEYfhytW7fW6murwg7DPH78GAUFBQCoAkLEhRIQQohK586d446nT58Oa2tro0xAbt++zR03b968ynN1mYCwFZAGDRrA1tZWq6+tCr8PhL02JSBETCgBIYSo9Pfff3PHQUFBAEAJSCWKi4u5hcYqW4dE21Q1olICQsSEEhBCiEpsAmJubo727dsDEG4iZgwJCMMwXALi7e1dbeVBVwlIUlISN/tEXwkIf/EuNgFhe0AsLCzg4uKilzgIqSlKQAghFWRkZHBf0B07duQWtDI3N4ePjw+A51NxDSk1NZWbgqvOzq4+Pj4wMzMDoJzhoy38/g9+ZUKXqqqANGrUSOszbwjRNvoNJYRUoGr4hcUOwzx79swgm7rx8Ydf1ElATE1NufgfPHgAuVyulTj4M2AMNQTz7NkzLhmj4RciBpSAEEIq4Ccg5aeTGlMfiKYJCAC0aNECgLJvg5841IYhKiBubm6wtLTkrs+fgksJCBEDSkAIIRXwE5Bu3boJHqsrCQgAbk2T2jJEBcTExIS7VlxcHBITE7nHKAEhYkAJCCFEoKSkBJcuXQKgbHR0dXUVPG6sCQg/sagKf6bMnTt3tBIHWwExMTHR65c/W20pKirCP//8w91Pi5ARMdA4AcnOzsasWbMQFBSEkSNHCn7pVUlJSUFQUBCWL19e4yAJIfpz7do1FBcXA6g4/AIYTwLCMAz+/fdfAICHhwccHBzUeh4/UdFWAsJWQLy8vLgmV33gD/ecPHmSO6YKCBEDjROQVatWwcXFBceOHcPMmTOxcOFC5OTkVHr+2rVr0axZs1oFSQjRn6r6PwDllx67h4ohE5CMjAxkZWUBUH/4BYDg/0faGIJ5+vQpsrOzAeiv/4PFv96FCxe4Y0pAiBhotBdMQUEBTp06hT179sDS0hK9e/fG1q1bcfr0aQwZMqTC+efPnwfDMOjSpUuV3fIlJSUoKSkRBmZqCnNzc03CU4tCoRD8WwzEGDMgzrjFGDOg3bj5K6B27dq1wmuam5ujUaNGSE5OxoMHD2p8zdrGfOvWLe64RYsWar+OtbU1vLy8kJycjDt37kAul2u0KV35uPmbwfn6+ur1d4e/9Dz//6Genp6COOj3Wn/EGDOg3bjVnQKuUQKSlJQEmUyGBg0acPc1bdq0wlbdAFBaWoqvvvoKq1evxv79+6t83aioKERGRgruCwsLw+jRozUJTyP8jnGxEGPMgDjjFmPMQO3jZhgGZ86cAQDIZDLIZDJBcyOLTUCysrJw/fp1tYc/VKlpzGfPnuWOXV1dVcZZGV9fXyQnJ+Pp06e4cuVKjRbtYuO+ePEid5+Tk5NGcdQWOwuGz97eHpmZmSr/6Kuvv9eGIMaYAe3ErW4jtkYJSGFhIWxsbAT32djYIC8vr8K5W7duRVBQkFrNUJMnT8a4ceOEgemwApKcnAwvLy/RLNQjxpgBccYtxpgB7cWdkJCA9PR0AMrqR2VDCq1atcL58+cBKP/yZhcn02fMaWlp3HHPnj01iqFdu3ZcopWXl4eOHTuq/dzycefn53OPtW3btkafRU3x/xhk+fr6Voihvv9e65MYYwYME7dGCYiVlZXgPzYAyM/Ph5WVleC+9PR07N69G5s3b1brdc3NzXWSbFTFxMREVL8cgDhjBsQZtxhjBmofN7+PoEePHpW+Fn9J87i4OHTp0qXG16xpzPwG0latWmn0GvyekXv37qFv374aX5+NOyEhgbvP399fr783tra2cHV1FSRj3t7elcZQX3+vDUGMMQP6jVujBMTb2xt5eXl48uQJl3k/ePAAw4cPF5x3+/ZtpKWlYeTIkQCUvSMKhQKpqanYsGGDlkInhGhbdQ2oLGOYCcNOwXV1dYWzs7NGz9XmVFz+ELS+1gDh8/Pzq5CAECIGGiUg1tbWCA4ORkREBN577z1cvHgRsbGxCA4OFpzXvXt3/PXXX9ztLVu2IDs7G3PmzNFO1ISI3OPHj/Htt99i0KBBVX7R6xvbVyGRSKqsahg6AcnMzOS+dDWZAcOq6WJkqampiIyMRMeOHblhDnYKrrW1NRo2bKhxLLXVpEkTbjgMoDVAiHholIAAwMKFC7F48WL069cPrq6uWLFiBezs7HDgwAFERUVh+/btMDc3F4xNWllZoaCgoFaNaoTUJZMmTcKhQ4fwzTffIDU1Ve9DkKo8ePAA169fBwC0b98ednZ2lZ7L34nVEAlITVZA5XNxcYGTkxOysrI0qoCMHTsWJ0+ehEwmQ0xMDFxcXLgEpHHjxhrNptGW8n06VAEhYqFxAuLo6Ij169dXuD80NBShoaEqn/Pmm29qHhkhddT9+/dx6NAhAEBWVhbi4uIEQwKG8r///Y87HjNmTJXn2tjYwMPDAykpKaJMQCQSCZo3b46///4bDx8+RG5uLmxtbat8zt27d7nFvvLy8rB06VJ88MEH3PRXfa8BwqIEhIiV+DpkCBG57777TnD7/v37BorkOYZh8OuvvwJQfjm/8sor1T6HHYZJT0+vcjFCXahtAgIIh2Hu3btX7fmbNm0S3I6IiMDhw4e524bo/wAoASHiRQkIIXpUUFBQ4YtMnS8/Xbt27RoXR69evdCoUaNqn8PvA+EvxqUP2k5AqhuGKSsrwy+//FLhvrlz53K3jaECYmJiAnd3d4PEQYimKAEhRI9+++03btluli4rIHl5eRg6dCjatGmDSZMm4euvv8aFCxcqrDzMVj8AZZ+DOvgJiC7eQ2FhIRiGUfkYm4A4OzvXaBExQLME5PDhw0hNTQUA9OvXj+txe/r0KXeOoSog7u7u3IJknp6eMDXVeGSdEIOgBIQQPdq4cWOF+3SZgOzfvx979+7FjRs38PPPP2PGjBno1q0bWrVqxU0flcvlXP+HmZkZXn75ZbVem/8FfvPmTa3G/eGHH8La2hqzZ8+u8NjTp0+RkpICQFn9qGnjJ7/vprqZMFFRUdzx9OnTMWvWrArnGKoCYmJighkzZsDU1BTTp083SAyE1AQlIIToyZUrV7ht7tu2bctN2dRlAsLO0CgvJiYGI0aMQH5+Pk6fPs19oYeGhsLJyUmt127Tpg13zM6e0ZYffvgBALB+/XocOXJE8Bh/6fOaDr8AgI+PD1c5qKoCkpmZid27dwMAGjZsiMGDB2P06NEVNtnk78uib59//jlyc3OxYMECg8VAiKYoASFET/jVj7fffpv7Anv8+LHOmjgfPnzIHUdERODbb7/lhk5u3LiBqVOnYuvWrdw56g6/AMovXHaqrjYTkNLSUmRkZHC3p0+fjqKiIgDKHpqZM2dyj3Xr1q3G15FKpdzPICYmBqWlpSrP+/XXX7khq9deew1mZmYwMzPD8uXLuXMaNmwImUxW41i0QdW+MIQYM0pACNGDp0+fcn0WdnZ2GDt2LAICArjHdVUF4W8sFRoairfffhu7d+/mviz/97//ccMLNjY2GDp0qNqvLZFI8MILL3DXycrK0krM/FU9AeX6JKtWrQIAfPDBB9xn1blz5wp7SGmKHYYpKyurtJGWP/wyefJk7nj48OF48cUXAQAjRoyoVRyE1EeUgBCiB7/88gsKCwsBABMmTIBMJhOU8HWVgLAVEP7siBYtWghmdLDbb48YMQLW1tYavT5/GObGjRu1DReAsiJU3vLly/H9999zaxBZWlri559/rnXDZXWNqNevX8e1a9cAAJ06dUJgYCD3mEQiwR9//IHbt2+r7O0hhFSNEhBCdIxhGHz//ffc7bfeegsA9FoBcXd3F3xZjxgxAh9++KHgXE2GX1i66APhJyBsP0pJSYlgQcOVK1dqZfG26hKQLVu2cMf86gfL3NwcLVq0MMgKqISIHSUghOjY+fPn8e+//wJQ7jDbqlUrALpPQIqLi5Geng5A9f4gS5Ys4YYQmjVrhpCQEI2voesE5OOPP66wsFavXr0wY8YMrVyL/VkAqis4/D1WRo8erZVrEkKUKAEhRMciIyO542nTpnHHfn5+3LbXuliM7NGjR9yxqoXFpFIp/vrrLxw6dAinTp2CmZmZxtcIDAzk3oMuEpAmTZoIdtCWyWSIiorS2nbhzZo145o32aEWlkKh4JISHx8fjXfcJYRUjRIQQnTo6dOn+O233wAADg4OGDVqFPeYhYUFN3Xz/v37lS66VVP8GTCV7ZAqlUoxYMAAuLq61uga1tbWaNq0KQDg33//RVlZWY1eh49d8AsA3NzcMGzYMCxcuBABAQHYunWrVhf8MjU1RevWrQEom13z8vK4xxISEpCbmwtAWOkhhGgHJSCE6NDWrVu55tPx48fDyspK8Dg7DJOXl6ey+bI2+DNg1FlavabYL+fi4mKtVHL4n4ObmxsAYMWKFbh37x6GDRtW69cvr23btgCUvTr8YRh+RYcSEEK0jxIQQnSkfPPp1KlTK5yjy5kw6lRAtEHbfSD8BKSmlRlNtGvXjjuOjo7mjvnvhZ1uTAjRHkpACNGRS5cucX9Rd+3alSv18+myEVXfFRBAuwmIk5MTLCwsav161WErIICwD4QqIIToFiUghOgIv/rBbz7l4ycg2m5EFWMFhGEYrgeEHX7RtRdeeIGbRquqAmJjY4MmTZroJRZC6hNKQAjRgZycHG6DNzs7u0qncOqjAmJiYqLTL3NPT09uvY7aJiC5ublcz4y+EhAbGxvu53Dz5k2UlpYiJyeH20endevWWpt1Qwh5jv6rIkQHDh8+jIKCAgDAuHHjYGNjo/K8Ro0acY2puuoB8fDw0OkW7RKJhKuCPH78mFt7pCb4/R/syq36wPaBsI20/GZUGn4hRDcoASFEB/jDKf369av0PBMTE24aa2xsrFamsQLCRch02f/B0tYwjKoZMPpQvg+E+j8I0T1KQAjRgZiYGO6Y3X22Mmz5v6ysDAkJCVq5Pn8RMl32f7C0lYCUXwNEX8rPhKEEhBDdowSEEB3gJyDVNTDqohFVXzNgWHW5AqJq9hIhpPYoASFEB9gExM3NDTKZrMpzddGIqq8ZMKyWLVtyfSbaSkD02QPSsGFDeHh4AFAmILdu3QKgTB5tbW31Fgch9QklIIRoGX9V0+qGXwDdJCD6roBYWFhwu9PeuXMHxcXFNXodQ1VAgOdVkKdPn3INxDT8QojuUAJCiJbFxsZyx4ZKQPRdAQGeD1WUlZUJhqA0YcgEhN8HwqIEhBDdoQSEEC3TpAEVAJydnbmdVm/duqWVTen0XQEBgBYtWnDHd+7cqdFrsE2oZmZm3Noi+sLvA2FRAkKI7lACQoiWaZqAAECXLl0AAOnp6bh9+3atY2ArIFKpVG+9FNpIQNgKiJubG7c6qb6oqoDQHjCE6A4lIIRoWU0SkJCQEO746NGjtY6BrYC4u7tDKpXW+vXUwfaAAMDdu3c1fr5cLkdGRgYA/Q+/AEDjxo0FDad2dnbw9fXVexyE1BeUgBCiZZpMwWVpMwEpKirivsj11f8BAE2bNuWWLK+uAvLo0SNMmzYNb7zxBlJSUgAAGRkZUCgUAAyTgJiYmAiGYfh7xBBCtI8SEEK0jE1AGjRoAAcHB7WeExgYiIYNGwIATp06hdLS0hpfn78Imb76PwDlTBg24bp37x6XTPCVlpZi7dq1aN68OX788UecOHECy5cvB2C4Rcj4+AkI9X8QoluUgBCiRYWFhVz/hbrDL4ByPxV2yfbc3FxcunSpxjEYYgYMix2GKSgoEDTCAsCVK1fQoUMHvPfee8jLy+Pu3717NxiGMdgaIHzdunXjjtm+HEKIblACQogWxcXFcceaJCCA9oZhDDEDhlVZI2peXh6GDBmCmzdvAlAmXC4uLgCUFZurV68adAouKywsDHPnzsXs2bPx6quvGiQGQuoLSkCIqDAMg+nTp8PDwwPu7u7cP8HBwbXahVVbatKAytJWAmLICgg/AeE3ol64cIFLMFq1aoULFy7g008/5R7/66+/jCIBMTU1xZo1a7Bu3TqYmZkZJAZC6gtKQIio/PPPP/j222+RmpqKx48fc/+cOXMGX3zxhaHDq1UC4u3tze2Me/78ecEwhSYMWQHhz4ThV0D+/vtv7viDDz5A586dMXToUO6+v/76yyh6QAgh+mNq6AAI0cS5c+e44wYNGsDa2hrJyclgGAa///47Vq1aZdCZC7VJQABlFeTBgwcoKyvDmTNnEBoaWu1zbty4gd9//x2PHj2CnZ2doHpiyApIZQlI9+7dAQAeHh5o06YNrl+/jhs3bsDc3Jw7x1A9IIQQ/aEKCBEV/hfZ8ePHkZiYyDVvxsXFITo62kCRKWkjAWFVNQxTWFiIX375Bd27d0ebNm2wZMkS/Pjjj1i3bh23nLtUKtV7JcHe3p5LHtghGIVCgfPnzwNQVjb4a2vw3+/ly5e5Y1dXVz1ESwgxJEpAiGgwDMNVQOzs7NCyZUsAwKhRo7hzdu7cqdPrp6WlVTlFlk1AHBwcarSUeO/evbkKTmUJSHR0NHx9fTFx4kTui12VkSNH6m0RMj52GCYjIwOZmZn4999/kZOTA0BZ/eBXqPgJCMve3h5WVlb6CZYQYjCUgBDRSExM5BoVu3btyn25vvTSS9wCWDt27NDKXiqqLFu2DG5ubhg9erTKaxQXFyMpKQmAsvpRk6EgJycndOjQAYByaEVVY+23334ruD8wMBDr16/Hjh07cObMGZw7dw5Xr17Ftm3bNL6+NpQfhuFXrYKCggTnBgQEwM/PT3Af9X8QUj9QAkJEg9//wfYRAMpyfXBwMADgwYMHuHXrltavnZ+fj1WrVgEA/vzzT1y4cKHCOQkJCdziWzUZfmHxqwLHjx+v8Dh7balUitOnT+PGjRuYPn06OnTogO7du6N79+5o164dl5TpW/mZMKr6P1gSiQTDhg0T3Ef9H4TUD5SAENGo6otM18Mwu3fvRn5+Pnd748aNFc558OABd6ytBOTIkSOCx3Jzc/Hvv/8CAFq3bo2ePXsa3XLh5WfCsD83CwsLlRu+lU9AqAJCSP1ACQgRDfaLzMTEpMIqlSNGjOC+iHWRgGzdulVwe/v27cjMzBTcV9sGVFZQUBAsLCwAVKyAXL58mauydO3atcbX0CV+BeTUqVPc59KxY0fuffEFBQUJ+mUoASGkfqAEhIhCbm4ubty4AUD5l7+dnZ3gcQ8PD66/4Pbt21rZ0p715MkTHDp0SHBfcXExoqKiBPdpKwGxtLTk3ktCQgLi4+O5xy5evMgdG+tS4R4eHtyusleuXOHuL1+1YpmamuLFF1/kblMCQkj9QAkIEYV//vmH+8u/si8y/jDM77//rrVr79ixA2VlZQCUDa+s7777TrDhGj8BYRcUq6m+fftyx8eOHeOO+b0nxloBkUgkgmEYVmU/NwB47bXXuOOOHTvqJC5CiHGhBISIQlX9H6yRI0dyxzt27NDatfnDL4sXL0b//v0BALGxsYIeDTYBsbW15fY5qSl+AsIOwzAMw1VA7O3tERAQUKtr6BJ/GIbF3+itvAEDBmDPnj34448/BO+dEFJ3UQJCREGdBMTLy4urCty8eZNbkKs2EhISuNk3LVu2RJs2bfD2229zj7PNqKWlpUhISABQ8ym4fJ06deKGMY4fPw6GYZCUlMRNQ+7SpYvBZrmoo3wC0qRJk2oXFxsyZIigl4cQUrcZ7//BCPkPfyVNV1dXNG7cuNJz+VUQ/tBFTf3666/c8bhx4yCRSDB06FB4enoCAPbs2YNvvvkGwcHBkMvlAGrX/8EyNTXlphanpaXh9u3bouj/YJUfgqlq+IUQUj9RAkKM3p07d/Ds2TMAFVfSLK9nz57cMf8LuyYYhhEMv4wZMwaAMjmYOnUqAGVy9O677wp6M7T1ZcsuMQ8oqyBi6P9gla+AlF+AjBBCKAEhRk+d4RdW27ZtuW3Ua5uAXL9+nZtN0717d0HlZcqUKRWWOW/dujUiIyMxc+bMWl2XVb4Rlf9+OnfurJVr6Iqfn59gO3uqgBBCytM4AcnOzsasWbMQFBSEkSNH4p9//lF53tq1azF8+HAEBwdj/PjxuHr1aq2DJXXHsWPHKiyyVZmqlvIuz9LSklvs6u7du8jOzq5xjMuWLeOOx40bJ3jM09MTn3/+OXx9ffHKK6/g9OnTuH79OqZMmaK13ozWrVujQYMGAICTJ09yU1r9/f25+42VmZkZWrduDQBwdnbm9u0hhBCWxv+nXLVqFVxcXHDs2DHMnDkTCxcu5Daa4pPJZPj6669x8uRJTJw4EfPmzROsJEnqr/PnzyMkJAQDBgzAgQMHqjw3PT2dO8fc3Bzt27ev9vX5/RGXLl2qcYzsVF5XV1dMmDChwjlz585FfHw8tm3bppMVSU1MTNCnTx8AwLNnz1BcXAzA+Ps/WBs2bMDLL7+Mn3/+2SCb4hFCjJupJicXFBTg1KlT2LNnDywtLdG7d29s3boVp0+fxpAhQwTnTps2jTsOCQnBmjVrkJSUpHJ6XklJCUpKSoSBmZrC3Nxck/DUwq7bwF+/wdiJMWag8rj5q3v+9NNPGDhwoMrnl5SU4OWXX0ZaWhoA5VRNMzOzaj8H/vAEm+xoEjPDMHj//fe5+xYvXgxra2uDfP69e/euMKW4S5cuFWIxxt+Rrl27Yvv27QBUx2WMMatDjHGLMWZAnHGLMWZAu3GrWwXWKAFJSkqCTCYTlH+bNm2KuLi4Kp+XkpKCnJwceHl5qXw8KioKkZGRgvvCwsIwevRoTcLTSHJyss5eW1fEGDNQMe7Lly9zx/v27cPdu3crbL/OMAw+/PBDnD17FoCyCvHRRx8hMTGx2us1atSIOz558qTK6kVVjhw5wg37+Pn5ISQkRK3r6kKzZs0q3Ofl5VVpPGL8HRFjzIA44xZjzIA44xZjzIB24q5qpiKfRglIYWEhbGxsBPfZ2NggLy+v0ueUlZUhPDwc48ePh0wmU3nO5MmTK4yx67ICkpycDC8vL6NeR4FPjDEDlcfN/wUvLCzE7du3BdNnAeCbb77Bb7/9BkDZ1/HXX3+hU6dOal3X29sbDRo0wJMnT3Dz5k14e3urPTxSXFzM7XoLAF988QWaNGmi1nN1wdvbG40aNcLDhw8BKDd0GzRoUIX/NsT4OyLGmAFxxi3GmAFxxi3GmAHDxK1RAmJlZVWhjyM/P7/CX68shmEQHh4OR0dHwZBMeebm5jpJNqpiYmIiql8OQJwxA8K4FQoF7t69K3j8jz/+ECyjfvz4ccyZM4e7/eOPP2rc99ClSxfs27cPmZmZiI+PV3ttjqioKG7vlR49euCll14y+MJYffv2xS+//AIAaN++PSwtLSs9V4y/I2KMGRBn3GKMGRBn3GKMGdBv3BpdxdvbG3l5eXjy5Al334MHD+Dn56fy/M8//xwZGRlYunSpKH8Q9UFaWhpu3LjB/XPnzh2djl0+evSoQhK7Z88eFBUVAVD2fUyZMoVb1GvhwoUYO3asxtfhr5PBXz+jKunp6ViyZAl3e/Xq1QZPPgDheiBiaUAlhJDqaJQVWFtbIzg4GBERESgqKsKpU6cQGxvLrdjIFxERgevXr2PNmjV6r24Q9Wzfvh3u7u5o06YN90/Lli0xcOBAMAyjk2veuXOnwn15eXk4fPgwAOCHH37gKhC9evUSTIXVBP+LWp31QJ48eYJ+/fpxDa8vv/yy0Sz29fLLL6Nz585o1KiRYBl4QggRM43LEgsXLkRaWhr69euHr776CitWrICdnR0OHDggaBqNjIxEQkICQkND0bNnT/Ts2bPaKZdEvyIjI1UmGkePHuWaP7WNn4Dw+z527tyJ/Pz8ChWImk7f7Ny5M1e9qK4CkpmZiX79+uHWrVsAAHd3d6xZs6ZG19UFGxsbXLx4EUlJSUa9AR0hhGhCox4QAHB0dMT69esr3B8aGorQ0FDuNn+mAzE+ZWVl3Bezo6MjwsLC8PjxY+zevRuAcpM1/rLm2sLv/5g5cyaOHj2KnJwc7N69G35+foIKhLpNp6rY29ujefPmuHPnDqKjo1FYWKiyVykrKwshISG4ceMGAOUCY5s3b650xpYhGcNwECGEaAs1ZtRTt27d4mYv9e/fHxEREdi+fTs3xXrnzp1IT0/X+nX5FZA2bdpg2LBhAJQLbbHVDxMTkxoPvfCxQyhlZWW4du1ahccVCgWGDRuG6OhoAMrKx9GjR+Hr61vraxNCCKkaJSD1lKr9VSwsLPD6668DUG4v/9NPP2n9umwC4ubmBgcHB8HsF3Y4aNKkSRV2U62J6vpArl69inPnzgFQrjNy/PhxGuIghBA9oQSknqpsg7c333yTK/V/99133GwUbcjKyuKqKmyCMWDAAMH6MBYWFli8eLFWrlfdTJgzZ85wx5988olWkh5CCCHqoQSknmITECsrK7Rt25a738/Pj1saPTExEQcPHtTaNfn9H+yS/FZWVhg6dCh3//Tp0+Ht7a2V67Vq1QrW1tYAVFdA+AmILvpdCCGEVI4SkHooNTWVm+raqVMnwbbpAARTPTdu3Ki16/L7P/h7An3wwQdo0KAB2rZtiw8//FBr1zM1NeUaWRMTE7n3DCiHe9iZPo6OjmjVqpXWrksIIaR6lIDUQ9Vtb//iiy9ys0D279+PhIQErVyXn4Dwhztat26NjIwMXL16Fc7Ozlq5Fou/0R07wwcA7t27h4yMDADKz4AWyiOEEP2i/+vWQ5X1f7CkUim3dD7DMPj++++1cl1VQzB8uphmOnz4cO74r7/+4o5Pnz7NHdPwCyGE6B8lIPUQPwGpbLXPKVOmwNRUuUzMtm3btHJdtgIik8ng6empldesTosWLbjN5E6fPo2srCwA1P9BCCGGRglIPVNUVIQrV64AUG71zq77UZ6bmxs6d+4MAIiPj0d2dnatrltYWMj1YDRv3lxvi2pJJBKuCiKXy7F//34AzxMQKysrdOjQQS+xEEIIeY4SkHrmypUrKC0tBaB6+IWvXbt23DG7WFdNPXjwgFvnQ9Xwiy7xh2F2796N5ORkJCYmAlCuFUJ7FRFCiP5RAlLPVNf/wcdPQFStJKqJymbA6EP37t255tYDBw7g2LFj3GM0/EIIIYZBCUg9w678CVSfgPDXB6ltBaSyGTD6YGpqihdffBGAcufd5cuXc49RAkIIIYZBCUg9wjAMVwFxdHSsNhEIDAzkGlFrWwGpbgaMrvGHYR48eABAOdunW7dueo+FEEIIJSD1SmxsLLf2Rbdu3apd+8LCwgItW7YEoKxgFBYW1ui69+/fx9GjRwEoqxHsrBR9GjBgACwsLAT3tWvXTrAMPCGEEP2hBEQLGIbB7Nmz4eTkBHt7e+6fli1b4vbt24YOj3P+/HnuWN2//Nk+ELlcjlu3bml8zYSEBPTr1w+ZmZkAgNDQ0Aorr+qDTCZDSEiI4D4afiGEEMOhBEQLoqOj8dVXXyE7Oxs5OTncP3fu3MEHH3xg6PA4ly5d4o4rW/+jvNo0osbFxWHcuHFISUkBALRp0wZRUVEavYY28YdhAEpACCHEkCgB0YJffvmFO/b29kaLFi24TdD27t2LpKQkQ4UmwE9A1F37oqZTcdnKR2pqKgDlcutHjx7V+lLrmhgyZIjgdo8ePQwUCSGEEEpAaqm0tBS//vorAGXPRHR0NG7fvo33338fAKBQKBAZGWnIEAEo42QTCH9/fzg6Oqr1vDZt2nDH6lZAkpKS0KdPHy7xatmyJY4ePVrpomf64u7ujtDQUABAcHAwXFxcDBoPIYTUZ5SA1NLhw4eRnp4OABg2bBj3xT5lyhRIpVIAwA8//MAt/mUo//77L4qKigAAHTt2VPt59vb28PPzAwDcuHEDcrm8yvOTk5PRp08fbgO7Jk2a4OjRo2jYsGHNAteyX3/9Fb///jt27dpl6FAIIaReowSklvjDLxMmTOCOPT09uZ6Dx48f488//9TJ9bOysrB582akpaVVed7ly5e5Y3aLenWxwzAFBQW4f/9+pec9evQIffv2RVxcHAAgICAAW7duhaurq0bX0yUHBweMHDkSTk5Ohg6FEELqNUpAauHp06fcDqsuLi6Crd8B4O233+aON27cqJMYJk+ejAkTJqBt27Z4+PBhpefx+z80qYAA6jWiZmRkoG/fvoiJiQGgHOYxpsoHIYQQ40IJSC3s2LEDxcXFAIAxY8ZUmF7at29fNG3aFABw4sQJwWqg2pCVlYW9e/cCUFZZXnrppUrX6mArIBKJBO3bt9foOuokIGvXruWqI35+fjhx4oTedrwlhBAiPpSA1MLmzZu5Y/7wC8vExERQBfnuu++0ev1Dhw5BoVBwt69cuYLXX3+d2/SNVVRUhBs3bgBQrkKq6eJb6syE4a8xcujQITRq1EijaxBCCKlfKAGpobi4OG5L95YtW1ZaVZg4cSIsLS0BAD///DPy8/O1FgNb/QDArWq6bds2rFy5UnDejRs3UFZWBkDz/g9AOXuE7eO4du1ahQSHYRguwXF3d4e/v7/G1yCEEFK/UAJSQ1u2bOGOJ0yYAIlEovI8JycnvPrqqwCAZ8+e4Y8//tDK9cvKynDgwAEAypkq27Zt4x776KOPBMkJv/+jJgkI8HxjuszMzAq9Jg8fPkR2djYA4bRdQgghpDKUgNQAwzDc8ItEIsG4ceOqPH/y5MncMZs01Nb58+e5L/1BgwYhLCwMS5cu5eJ75513UFJSAkA4A0bTBlRWVX0g169f544pASGEEKIOSkB4rl27hgMHDlS71sXly5e52R69e/eutt+hW7dusLOzA6BcN6S611cHv8LBrvD50UcfYcCAAQCU63Fs3boVwPMKiKmpaY0TBEpACCGEaBMlIP+5e/cuOnfujMGDB6Nr166CqkF57MqnAKqtfgCAmZkZtxFaZmYmrly5Uut42QTExMQEgwYNAqCsxoSHh3PnrFy5ktuTBlAuh872o2iKv3T7uXPnBI9RAkIIIURTlID859dff+UaNS9fvozOnTtj+vTp3DAHSy6Xc/0W5ubmePnll9V6fTZJAICDBw/WKta4uDhul91u3boJljjv1q0bevfuDQC4f/8+Pv74Y26mTE37PwDl1Fq20nP27Flu+jHwPAGxsLBAQEBAja9BCCGk/qAE5D/ll+ZmGAbffvstAgMDkZiYyN1/8uRJPH78GADw4osvwsHBQa3X5y9SVtsEZN++fdxx+Q3WAODDDz/kjjds2MAd17T/A1BWV/r16wcAKCwsxIULFwAA+fn5ePDgAQAgMDAQpqamNb4GIYSQ+oMSEAAPHjzArVu3AABdunTB6tWrYWNjAwBISUnBzJkzuXP5wy9jx45V+xre3t5o2bIlAODixYsVKiuaUNX/wRcSEqIy2ahNBQRQLqzGOn78OADg1q1b3LRcGn4hhBCiLkpAIKx+jBo1CvPmzcOdO3fg7u4OANi9ezf279+PoqIi/P777wAAW1tbvPjiixpdh62CKBQKHD16tEax5ubm4uTJkwAAHx8ftGrVqsI5EolEUAUBAEtLS5XnaoKfgBw7dgwA9X8QQgipGUpAAMHaHCNGjAAAeHl5YfXq1dz9s2bNwq5du/Ds2TMAwMiRI2FlZaXRdbTRB7Jr1y5ueu2QIUMqXX9k+PDhaNGiBXe7bdu2FZaK11SjRo24Ho+LFy8iLy+PEhBCCCE1Uu8TkEePHuHixYsAlLNEmjRpwj02duxYBAcHAwBiYmLw5ptvCh7TVHBwMJe0HDx4sMKKotVhGAbr1q3jbrMLnKliYmKCDz74gLvdpUsXDaNVja2ClJWV4ezZs4IE5IUXXtDKNQghhNR99T4BYXezBZRVDT6JRIINGzZAKpUCUA5/AEDDhg0FwxHqsrS05GaopKSkcH0n6jpx4gS3F0unTp0QFBRU5fljx47FO++8g379+mHOnDkax6sK24gKAEePHuWWYPf29oajo6NWrkEIIaTuq/cJiKrhF74XXngB06dPF9z36quv1ni2R22GYdauXcsdv/fee5UOv7CkUim++eYbHD16FD4+PpoFWgk2gQKUy9GzSRkNvxBCCNFEvU5AsrKyuIbOxo0bVzqE8Omnn6Jhw4bc7ZoMv7BqOh03JiaGW8bd29tb7fVHtK1BgwZcspGWlsbdTwkIIYQQTdTrBGTPnj3csugjR46stKLg4OCALVu2wMfHB9OmTUPnzp1rfM2AgAD4+voCUC7olZeXV+Gc+Ph4bNmyRTBV96effuKOZ82aZdD1NvjDMCxKQAghhGii3iYgxcXF+Prrr7nbqoZf+Pr374+EhARERERUO/RRFYlEgtDQUABASUlJhc3piouLERwcjPHjx6NZs2bYtGkT0tPTuaEiW1tbTJkypcbX1wZV/S+UgBBCCNFEvVy2kmEYvP3229x+L02aNEHXrl31dv2RI0di48aNAICdO3ciLCyMe+zw4cPcdvcZGRmYPHkyGjZsyE29nTp1KrexnaH07NkTUqmUqx7Z2NgIZg8RQkh9VJZbhpx7uXh2KQcxeXEoTChEQUIBwACWHpbKf9wtYOFmAUvX//7tZgmptVTnsZU+K0VRShG4yZcMAIaBbQtbSKQ1/6O6NuplAvLTTz/h559/BgBYWVlh+/bt3EwXfejduzecnZ2RmZmJffv2oaCgANbW1gCA3377rcL56enpAJRNpbNmzdJbnJWxs7ND586dcf78eQDK6csmJvW2mEYIIQCAlN9Tceu925o9SQLY+NvAvq0d7NvZw7GDPezb2WstKSjLLUPMmljEb0wEU1Zx6Yf+cX1hZl+7NaJqqt59axw6dAgrVqzgbkdFRaF9+/Z6jcHU1JQb8snPz+eaUQsLC7lpwfb29tizZw/8/f25540aNQre3t56jbUy/GEYGn4hhBDA2tda8ycxQP6DfKTsSMWdD+/i74EXcazFCVx/+yZSdqWiNKe0RrEwDINHO1NwqstZxG1IUJl8sNc3lHpVAbl//z7GjBnD7Q778ccf45VXXjFILKNGjcIPP/wAQDkMM3LkSBw4cIBrSh05ciSGDBmCkJAQfP3117h69apgGq6hjRgxAsuXLwfDMOjfv7+hwyGEEIOTNbOB10RPFNsXw7O9J2z8bGDtYwWJVIKi1CIUpRajKKUIxWnFKE4rRtHjYuTHFiD3di6Y0ueZQElmKR5tT8Gj7SkwsTKBxwh3eE/2gkN7+2pjKHxYiMd705CyMxXPruVw95tYmMBtqCukViaARAJIAEgAiZlhhl+AepSAFBQUYNiwYdxS6sOGDcOnn35qsHj69u0LR0dHZGdnY8+ePSgqKhIMv7CJkaWlJebOnYvExETBVGBD69ChA44dO4asrKwKC7gRQkh9ZOluiVZftERiYiJcfRoKhqZt/Gxg42ej8nnyYgXy7uTi6bUcPDn5BE9OZEKer+yxUxQq8PDXR3j46yPYtbGDSx9nWPvZwKaJNSzdLVCYXIT8mHzkxeQj+3w2nkXnVHj9hoNc0PKz5jWr0OhQvUlArK2tMWvWLMyYMQNNmjTBL7/8YtC+BTMzMwwfPhybNm1CXl4edu3axe1y6+zsXKOVVvWtT58+hg6BEEJET2phAvu29rBvaw+fyV6QFyuQfT4bafvT8GhHKspyygAAOddzkHO9YoJRGVkLGZovDkDD/i66Cr1W6k0CAgBvv/02AgICYGZmBltbW0OHg1GjRmHTpk0AgLlz56KgoAAA8PLLL9d64zhCCCHiJLUwQYPezmjQ2xnNFgcgdddjJP6UrFbyYRtoC7ehrnAb4grb5jI9RFtz9SoBAZR/tScmJho6DABASEgI7OzskJOTg8ePH3P3G6ovhRBCiHExtTGF12uN4PVaIxQkFiDvQT4KYguQH1eAosdFsPK0hI2/DWz8bSALkMHSzcLQIatN4wQkOzsb4eHhuHz5MlxdXbFw4UKVK4MWFRXhs88+w6lTp2Bra4sZM2YI9kEhgIWFBYYNG4YtW7Zw97m6uqJXr14GjIoQQogxsvaxhrWPNRBi6Ei0Q+MmiFWrVsHFxQXHjh3DzJkzsXDhQuTkVCwLRURE4NmzZ9i/fz+WL1+OlStXGk3lwZiMGjVKcDssLEyva5IQQgghhqBRBaSgoACnTp3Cnj17uK3lt27ditOnT2PIkCGCc/fv3481a9ZAJpOhTZs2CA4OxuHDhzF16tQKr1tSUsKt9MkFZmoKc3PzGrylqrFTcNl/G1pISAhkMhk3/TYsLKxCbMYWs7rEGLcYYwbEGbcYYwbEGbcYYwbEGbcYYwa0G7e6Ezw0SkCSkpIgk8nQoEED7r6mTZsiLi5OcF5OTg4yMzMFi2gFBATg33//Vfm6UVFRiIyMFNwXFhaG0aNHaxKeRpKTk3X22ppim1FbtmwJT0/PSitFxhSzJsQYtxhjBsQZtxhjBsQZtxhjBsQZtxhjBrQTd+PGjdU6T6MEpLCwEDY2wnnMNjY2FXZ0LSgogFQqhaWlpeA8dpZHeZMnT8a4ceOEgemwApKcnAwvLy+jWT78u+++wxtvvIHAwECV+7wYY8zqEGPcYowZEGfcYowZEGfcYowZEGfcYowZMEzcGiUgVlZWyM/PF9yXn58PKysrwX3W1taQy+UoKirikpD8/Hxuv5PyzM3NdZJsVMXExMRofjksLCzQo0ePas8zppg1Ica4xRgzIM64xRgzIM64xRgzIM64xRgzoN+4NbqKt7c38vLy8OTJE+6+Bw8ewM/PT3CenZ0dnJ2dERMTw913//79CucRQgghpH7SKAGxtrZGcHAwIiIiUFRUhFOnTiE2NhbBwcEVzh08eDB++OEH5Ofn4+bNmzh9+jTtGUIIIYQQADWYhrtw4UKkpaWhX79++Oqrr7BixQrY2dnhwIEDgqbRN998EzKZDIMGDcLChQuxcOFC+Pr6ajN2QgghhIiUxguROTo6Yv369RXuDw0NRWhoKHfb0tISy5Ytq110hBBCCKmTxNchQwghhBDRowSEEEIIIXpHCQghhBBC9I4SEEIIIYToHSUghBBCCNE7SkAIIYQQoneUgBBCCCFE7ygBIYQQQojeUQJCCCGEEL2jBIQQQggheidhGIYxdBCEEEIIqV+oAkIIIYQQvaMEhBBCCCF6RwkIIYQQQvSOEhBCCCGE6B0lIIQQQgjRO0pACCGEEKJ3lIAQQgghRO8oASGEEEKI3lECQgghhBC9owSEEEIIIXon6gQkIiICYWFh6NSpEw4dOsTdX1RUhM8++wz9+/fHgAEDsHnzZpXP37RpEzp27IibN29y96WkpODdd99Fr169MHLkSFy4cMFo4u7YsSN69OiBnj17omfPnvjpp58Ez120aBGCg4Px4osv4uDBg0Yf844dOzB27Fh06dIFmzZt0mq8uox77dq1GD58OIKDgzF+/HhcvXrV6GOOiIjAiy++iF69emHEiBHYvXu3VmPWVdyslJQUBAUFYfny5UYfc3h4OLp168Y9Nnr0aK3GrKu4AWD37t0YMWIEevTogVGjRiExMdGoYx49ejR3f8+ePdGpUyds2bJFazHrKu5Hjx5h+vTp6N27N0JDQxEVFWX0Mevku5ERsX379jHnz59nJk6cyBw8eJC7/+uvv2beeecdJjc3l0lNTWVeeukl5u+//xY8Ny0tjXnllVeYAQMGMDdu3ODunzx5MvPNN98wpaWlzJUrV5i+ffsy2dnZRhF3hw4dmIyMDJWv+eWXXzIzZsxgcnNzmejoaKZXr15MQkKCUcd84sQJ5vTp08y8efOYqKgorcWq67gjIiKYpKQkRi6XM0eOHGH69OnD5OXlGXXMiYmJTEFBAXc8cOBAJiYmRmsx6ypu1nvvvcdMnjyZ+eyzz4w+5sWLF+vs91mXcZ86dYoJCwtjYmJiGIVCwSQnJzNPnz416pj5srOzma5duzJJSUlai1lXcc+aNYv57LPPmNLSUubhw4fMwIEDmYsXLxp1zLr4bhR1BWTw4MHo2rUrzM3NBfefP38eY8eOhUwmg5ubG4YNG4Z9+/YJzlm3bh3efPNNwXPz8/Nx8+ZNvP766zA1NUX79u3RokULnDhxwmjirsz+/fsxbdo0yGQytGnTBsHBwTh8+LBRx9y7d2/07NkTNjY2WouzPF3EPW3aNHh5ecHExAQhISGwsLBAUlKSUcfs7e0NKysr7jbDMEhNTdVazLqKm30+wzDo0qWLVuMFdBezruki7h9++AFz585FkyZNIJFI0KhRI9jb2xt1zHxHjx5F8+bN4eXlpa2QAegm7tTUVAwYMACmpqbw9PRE27ZtERcXZ7Qx6+q7UdQJSFUY3ia/DMMIfriXL1/Gs2fP0KdPH42fq2vVXfu1115DaGgowsPD8fTpUwBATk4OMjMz4e/vz50XEBCgt7hrErMx0EbcKSkpyMnJ0fr/9CpTm5g3bdqEHj16YOTIkXBzc0OnTp30ETIXK/9Y3bhLS0vx1VdfYfbs2XqK9LnafNabN29Gv3798Prrr2t9iK46NYlbLpfj3r17iImJweDBgzFs2DBERkYKXsvYYi7vwIEDGDRokC7DrKCmcYeFheHQoUMoKSlBUlISbt68iY4dOxp1zOo8V1N1MgHp2rUr/ve//yE3NxcpKSnYu3cvioqKAABlZWVYu3Yt5s6dW+F5NjY2CAwMxE8//YTS0lJcvnwZV69e5Z5ryLgBIDIyEnv37sWvv/6KoqIiLFmyBABQUFAAqVQKS0tLwXspKCgw2pgNTRtxl5WVITw8HOPHj4dMJjP6mCdNmoQzZ85g06ZNCA4OhlQq1XnMtY1769atCAoK0luCp42YX331VezatQsHDx5EWFgY5syZg8ePHxt13FlZWZDL5bh06RJ+++03fP/99zhy5Aj27NljtDHzpaSk4N9//0X//v11Hq824m7Tpg1u3ryJnj17YuTIkRg+fLjgD0hji1lX3411MgF544034OHhgVGjRmHmzJno168fXFxcACgbH9u2bVvpD3vp0qW4c+cOBg0ahJ9++knwXEPGDQDt2rWDqakpHB0dMW/ePJw7dw6lpaWwtraGXC4X/DLk5+fD2traaGM2tNrGzTAMwsPD4ejoiGnTpokiZgCQSCQIDAzEkydP8Ndffxl13Onp6di9ezdef/11vcSpjZgBoHnz5rCzs4OZmRlCQ0Pxwgsv4OLFi0Ydt4WFBQBg4sSJsLW1hZubG8LCwnDu3DmjjZnv4MGD6Ny5M5ycnHQeb23jlsvlmDVrFl566SWcO3cOu3fvxtGjR3H06FGjjRnQzXdjnUxArKys8NFHH+HQoUPYuXMnJBIJWrZsCUA5/HLw4EEMHDgQAwcORFpaGmbPns3NCmjUqBG+/vprHDt2DN9++y1SU1O55xoy7vJMTJQ/OoZhYGdnB2dnZ8TExHCP379/H35+fkYbs6HVNu7PP/8cGRkZWLp0Kfe4scfMxzAMHj58qLNY+Woa9+3bt5GWloaRI0di4MCB2LJlC/bt24cZM2YYbcyqSCQSncVZXm3+H1L+y0Rf/51q47M+ePAgQkNDdR4rX03jzsnJQUZGBkaNGgVTU1N4eHigd+/euHLlitHGDOjmu9G0Vs82sLKyMsjlcjAMg7KyMhQXF8PMzAwZGRmQSqVwdHTEpUuXsGfPHvzyyy8AlFPkiouLudeYOHEiPvjgA278LT4+Hm5ubpBIJNi1axcKCwsRFBRk8LhjY2Mhl8vRpEkT5OfnY82aNejSpQvXZDR48GD88MMP+OyzzxAXF4fTp09rdWqrLmJmX1Mul3OvaWpqqtWhAV3EHRERgevXr+P777+v0ORlrDH/+eef6NevH2xsbHDt2jUcOHAAn332mVHH3b17d0GVZsuWLcjOzsacOXOMNmYAOHbsGLp37w4zMzMcP34c169fx8KFC7UWs67iHjJkCH755Rc0a9YMBQUF+P333/Haa68ZdcwAcO/ePaSmpqJ3795ai1WXcZubm8PV1RV//vknRo4ciYyMDJw6dQphYWFGGzOgm+9GCWMMf47WUHh4OPbu3Su477vvvgMALF68GE+fPoWvry/mzZuHdu3aqXyNoUOHYvny5WjdujUAZfPYpk2bUFpaig4dOmDBggVwc3MzeNyXLl3CihUrkJ6eDhsbG3Tu3Blz5szhSo5FRUVYtmwZTp06BTs7O8yYMUOrDVm6iDkiIgKRkZGC11y8eDGGDh1q1HF37NgR5ubmgkTpww8/1NpfYLqIef78+bh69SpKS0vh5uaGV199FSNHjtRKvLqMmy8iIgKZmZn48MMPjTrmN954AzExMZBIJPDx8cH06dPRuXNnrcWsq7hLS0uxatUqHDlyBNbW1njppZcwbdo0rVVwdPX78dVXXyEjIwPLli3TSpz6iPvff//FmjVrEBsbC0tLSwwYMACzZ8/W2h9fuohZF9+Nok5ACCGEECJOdbIHhBBCCCHGjRIQQgghhOgdJSCEEEII0TtKQAghhBCid5SAEEIIIUTvKAEhhBBCiN5RAkIIIYQQvaMEhBBCCCF6RwkIIUR0OnbsiI4dO+plt1ZCiG5QAkIIUWnatGncF/2YMWMEjz19+hRBQUHc4xs2bND69ffs2cO9PiGk7qEEhBBSrQcPHuDq1avc7T///FOwqSMhhGiKEhBCSJVMTZWbZv/2228AALlcjp07d3L38z179gyrVq3Ciy++iC5dumDAgAFYtGgRHj9+zJ0TERGBjh07YujQoThy5Ahefvll9OjRA1OnTkVCQgIA5WZan376KfccthISEREhuF5eXh7Cw8PRq1cvhIaG4ocfftD22yeE6AglIISQKgUEBMDT0xMnT55EWloaTp8+jcePH6Nfv36C84qLizFt2jTs2LEDT548gY+PD/Lz83HgwAFMnjwZ2dnZgvPT09OxaNEiSCQSFBcX49q1a1iyZAkAoFGjRvD09OTODQwMRGBgIFxdXQWv8fXXX+PChQvcVuPfffcdLly4oKNPghCiTZSAEEKqZGJigrCwMK7ywVZCXnnlFcF5hw4dQmxsLABg1apV2L59O3788UeYmJggIyMD27dvF5wvl8vx+eefY+fOnVyPyY0bN1BUVIQpU6ZgypQp3LmbNm3Cpk2b8NJLLwleIyAgAHv27BFUZC5duqTV908I0Q1KQAgh1Ro+fDisrKywfft2XL58GS1atMALL7wgOOf27dsAAEtLS/Tu3RsA0Lx5c/j4+AgeZ8lkMgQHBwMA/Pz8uPvLV0qq0r9/f5iZmcHBwQFOTk4AgKysLM3eHCHEICgBIYRUy9bWFqGhocjPzwdQsfpR09dkSaVS7phhmFq9hibPJ4QYDiUghBC1jB49GgDg4OCAAQMGVHi8ZcuWAICioiKcPHkSAHD37l0kJiYKHleXpaUld1xYWFiTkAkhRqxiGzshhKjg7++PY8eOQSqVwtzcvMLjAwcOxJYtWxAXF4cFCxbAx8cHjx49gkKhgIuLC5fAqMvX15c7DgsLQ4MGDTB79my0bdu2lu+EEGIMqAJCCFGbvb09ZDKZyscsLCwQGRnJJQuJiYmwsbFBaGgooqKi4OjoqNG1mjZtiilTpsDZ2RmPHz/GrVu3kJubq423QQgxAhKGBkwJIYQQomdUASGEEEKI3lECQgghhBC9owSEEEIIIXpHCQghhBBC9I4SEEIIIYToHSUghBBCCNE7SkAIIYQQoneUgBBCCCFE7ygBIYQQQojeUQJCCCGEEL2jBIQQQgghevd/kUu9Z1Hl3SUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(n=12, predict_likelihood_parameters=True)\n",
    "\n",
    "train_air_scaled.plot()\n",
    "pred.plot(label=\"laplace_dist\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore, we could also for instance specify that we have some prior belief that the scale of the distribution is about $0.1$ (in the transformed domain), while still capturing some time dependency of the distribution, by specifying `prior_b=.1`.\n",
    "\n",
    "Behind the scenes this will regularize the training loss with a Kullback-Leibler divergence term."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "/Users/dennisbader/miniconda3/envs/darts/lib/python3.10/site-packages/pytorch_lightning/trainer/setup.py:177: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
      "\n",
      "  | Name            | Type             | Params | Mode \n",
      "-------------------------------------------------------------\n",
      "0 | criterion       | MSELoss          | 0      | train\n",
      "1 | train_criterion | MSELoss          | 0      | train\n",
      "2 | val_criterion   | MSELoss          | 0      | train\n",
      "3 | train_metrics   | MetricCollection | 0      | train\n",
      "4 | val_metrics     | MetricCollection | 0      | train\n",
      "5 | res_blocks      | ModuleList       | 166    | train\n",
      "-------------------------------------------------------------\n",
      "166       Trainable params\n",
      "0         Non-trainable params\n",
      "166       Total params\n",
      "0.001     Total estimated model params size (MB)\n",
      "23        Modules in train mode\n",
      "0         Modules in eval mode\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "19e013d7552a46d094f4f9d8aafbf78c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: |                                               | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=400` reached.\n"
     ]
    }
   ],
   "source": [
    "model = TCNModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    random_state=42,\n",
    "    likelihood=LaplaceLikelihood(prior_b=0.1),\n",
    "    pl_trainer_kwargs={\"accelerator\": \"cpu\"},\n",
    ")\n",
    "\n",
    "model.fit(train_air_scaled, epochs=400, verbose=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "64cee5bf0c01475794e0ee0d5dd53ef1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |                                             | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGvCAYAAACJsNWPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAq3FJREFUeJzsnXecFPX9/5+z7Xq/4wocdxy9iAWwAEpUFCUqCoIFQySxxh5jSWKMvSUaze9ryVeNWIiIEPPVCNEoooANUIogvcNRrpfd2zq/P+ZmdvZu7273+sH7+XjwYHZmduezQ5nXvcvrraiqqiIIgiAIgtBFWLp6AYIgCIIgHNuIGBEEQRAEoUsRMSIIgiAIQpciYkQQBEEQhC5FxIggCIIgCF2KiBFBEARBELoUESOCIAiCIHQpIkYEQRAEQehSRIx0QwKBADt37iQQCHT1UnoEcr+iQ+5X5Mi9ig65X9Eh9yuIiBFBEARBELoUESOCIAiCIHQpIkYEQRAEQehSRIwIgiAIgtCliBgRBEEQBKFLETEiCIIgCEKXImJEEARBEIQuRcSIIAiCIAhdiogRQRAEQRC6FBEjgiAIgiB0KSJGBEEQBEHoUkSMCIIgCILQpYgYEQRBEAShSxExIgiCIAhClyJipBtw5MgR7HY7TqcTn89HUlIS+/fvN44XFhaiKAqKohAfH8+IESP429/+1oUrFgRBEIT2Q8RIN+Crr77ihBNOID4+ntWrV5Oenk7v3r1DznnooYcoLi5m3bp1XHzxxdxwww288847XbTirsfj8XT1EgRBELoNHq+K16d29TJajYiRbsCXX37JuHHjAFi+fDljx45tdE5SUhI5OTkMGDCARx55hIEDB/Kvf/0LgHvuuYdBgwYRHx9PUVERf/jDH/B6vcZ7165dy5lnnklSUhLJycmMGjWKVatWAbB7924uvPBC0tLSSEhIYPjw4SxatMh478aNG5k8eTKJiYlkZ2fzs5/9jJKSEuP4T37yE2699Vbuvvtu0tPTycnJ4YEHHghZ+6ZNmxg/fjyxsbEMGzaMTz75BEVRjPUD7N+/n8suu4y0tDQyMjKYMmUKu3btMo5fffXVXHzxxTz++OPk5eUxaNAgAF544QUGDx7MkCFDyM3N5dJLL23Vn4EgCEJPZt12lW82qvh6qCCxdfUCOoLRo0dz8ODBTr9uTk6O8ZBviT179jBy5EgAnE4nVquVOXPm4HK5UBSFxYsXM3PmTF588cWw74+NjTUER1JSEnPmzCEvL4/169dz7bXXkpSUxN133w3AzJkzOfHEE3nxxRexWq2sWbMGu90OwE033YTH4+GLL74gISGBjRs3kpiYCEBxcTETJkzg2muv5ZlnnsHlcnHPPfcwY8YMlixZYqzl9ddf59e//jXffPMNX331FVdffTXjxo3jnHPOIRAIcPHFF9O3b1+++eYbqqurufPOO0O+i9Pp5Mwzz+T000/niy++wGaz8cgjj3Deeeexbt06HA4HAJ9++inJycn897//RVVVVq1axa233srrr79OQUEBcXFxrFixItI/LkEQhKOG0krYfQiS4lVG9gdFUbp6SdGhHoX07t1bBTr9V+/evSNeo9frVXfu3KmuXbtWtdvt6po1a9Rt27apiYmJ6meffaZ+8cUX6qFDh1RVVdWCggL1L3/5i/G+1157TQXUF154IexnP/XUU+qoUaOM10lJSeqcOXPCnnvcccepDzzwQNhjf/jDH9Rzzz03ZN/evXtVQN28ebOqqqo6YcIEdfz48SHnjBkzRr3nnntUVVXVxYsXqzabTS0uLjaO//e//1UB9b333lNVVVVfffVVdfDgwWogEDDOcbvdalxcnPrRRx+pqqqqP//5z9Xs7GzV7XYb5yxcuFBNTk5WKyoq1B07dqh+vz/s9xBC8fv9cr8iRO5VdMj9io72ul8eb0BduNSvvr5Y+7V9f6DlN3UzjsrISE5OTre/rs1mo7CwkPnz5zNmzBiOP/54VqxYQXZ2NmeccQa7d+8mMzPTOP+ee+7hvvvuw+1243A4uOuuu7j++usBWLBgAc8++yzbtm2jpqYGn89HcnKy8d5f//rXXHPNNbz55ptMnDiR6dOn079/fwBuvfVWbrzxRj7++GMmTpzItGnTjIjN6tWr+eyzz4xIiZnt27cbqRL9fJ3c3FwOHz4MwObNm8nPzw+5NyeffHLI+atXr2bbtm0kJSWF7K+rq2P79u3G6+OOO86IkgCcc845FBQUMGDAAMaPH8/UqVOZNm0a8fHxLd1+QRCEowZnHdR5ICsVqp2wepNKYhz0Sus50ZGjUoxEmirpSoYPH87u3bvxer0EAgESExPx+XyGkMjLy2PTpk3G+XfddRdXX3018fHx5ObmGiG4r7/+mssvv5wHH3yQSZMmkZKSwrx583j66aeN9z7wwANceeWVfPjhhyxevJg//vGPzJs3j0suuYRrrrmGSZMm8eGHH/Lxxx/z+OOP8/TTT3PLLbcQCAS48MILefLJJxutPzc319jWUz46iqIQCAQAUFW1xXBhIBBg1KhRzJ07t9GxrKwsYzshISHkWFJSEt999x1Llixh4cKFPPDAAzz00EOsXLmS1NTUZq8pCIJwtOCsA7cXYuwQl6aws1hl8x5VxIjQMosWLcLr9XL22Wfz1FNPMWrUKC6//HKuvvpqzj33XCOyoJOZmcmAAQMafc6KFSsoKCjg97//vbFv9+7djc4bNGgQgwYN4o477uCKK67gtdde45JLLgEgPz+fG264gRtuuIHf/va3vPzyy9xyyy2cdNJJLFy4kMLCQmy21v1VGTJkCHv27OHQoUNkZ2cDsHLlypBzTjrpJN555x169eoVEtGJBJvNxsSJExk4cCB//vOfSU9PZ8mSJUydOrVV6xUEQehp1NaBqoLFoomPhFgtQtKTkG6aLqKgoIDExEQOHTrElClT6Nu3Lxs3bmTq1KkMGDCgUWtvUwwYMIA9e/Ywb948tm/fzl//+lfee+8947jL5eLmm29m6dKl7N69mxUrVrBy5UqGDh0KwO23385HH33Ezp07jSiDfuymm26irKyMK664gm+//ZYdO3bw8ccf84tf/AK/3x/R+s455xz69+/Pz3/+c9atW8eKFSsM4aRHTGbOnElmZiZTpkxh2bJl7Ny5k88//5zbbruNffv2NfnZ//73v/nrX//KmjVr2L9/P2+88QaBQIDBgwdHtDZBEISjgRqXijkAbbOCxweBQM/prBEx0oUsXbqUMWPGEBsbyzfffEPv3r3Jy8uL6jOmTJnCHXfcwc0338wJJ5zAl19+yR/+8AfjuNVqpbS0lFmzZjFo0CBmzJjB+eefz4MPPgiA3+/npptuYujQoZx33nkMHjyYF154AYC8vDxWrFiB3+9n0qRJjBgxgttuu42UlBQslsj+6litVv71r39RU1PDmDFjuOaaa7jvvvsArSMIID4+ni+++IK+ffsydepUhg4dyi9+8QtcLlezkZLU1FT++c9/MnHiRM455xz+93//l7fffpvhw4dHdQ8FQRB6MuXV4DBly21W8PrA4236Pd0NRVXVniOdjhECgQC7d++moKAg4od+T2LFihWMHz+ebdu2GYW0beFov1/tjdyvyJF7FR1yv6KjPe5XIKDy/goVvx8yUrTwiLNOpaoWfjpWISm+Z9SNSM2I0OG89957JCYmMnDgQLZt28Ztt93GuHHj2kWICIIgHMvonTSJccF9Nht4/Vp0pKcgYkTocKqrq7n77rvZu3cvmZmZTJw4MaTbRxAEQWgdTje4PZCZEtxns4DP37PSNCJGhA5n1qxZzJo1q6uXIQiCcNThrANfAGzWYDpG66pRe1RkRJJ6giAIgtBDcbrRPMAboKpaqqanIGJEEARBEHooFdVqSCeNmZ6UphExIgiCIAg9EFVVKa+BWEfjYwrg8facZlkRI4IgCILQA3F7tJqRmDCREasVXO7OX1NrETEiCIIgCD0QvZMmXGTEZq2vJ+khiBgRBEEQhB6Is06zfbeH6Yu12yQyIkTJkSNHsNvtOJ1OfD4fSUlJ7N+/3zheWFiIoigoikJ8fDwjRozgb3/7WxeuWBAEQehq9MhHuMnoVos2ydfv7xl1IyJGugFfffUVJ5xwAvHx8axevZr09PRGg/IeeughiouLWbduHRdffDE33HAD77zzThetuOvxeDxdvQRBEIQupdqp0pSLvM2qGZ/1FK8RESPdgC+//JJx48YBsHz5csaOHdvonKSkJHJychgwYACPPPIIAwcO5F//+hcA99xzD4MGDSI+Pp6ioiL+8Ic/4PUGe7rWrl3LmWeeSVJSEsnJyYwaNYpVq1YBsHv3bi688ELS0tJISEhg+PDhLFq0yHjvxo0bmTx5MomJiWRnZ/Ozn/2MkpIS4/hPfvITbr31Vu6++27S09PJycnhgQceCFn7pk2bGD9+PLGxsQwbNoxPPvkERVGM9QPs37+fyy67jLS0NDIyMpgyZQq7du0yjl999dVcfPHFPP744+Tl5TFo0CAAXnjhBQYPHsyQIUPIzc3l0ksvbdWfgSAIQk+jqhYcTViX2m3g8/UcrxFxYO0i9uzZw8iRIwFwOp1YrVbmzJmDy+VCURQWL17MzJkzefHFF8O+PzY21hAcSUlJzJkzh7y8PNavX8+1115LUlISd999NwAzZ87kxBNP5MUXX8RqtbJmzRrsdq38+qabbsLj8fDFF1+QkJDAxo0bSUxMBKC4uJgJEyZw7bXX8swzz+ByubjnnnuYMWMGS5YsMdby+uuv8+tf/5pvvvmGr776iquvvppx48ZxzjnnEAgEuPjii+nbty/ffPMN1dXV3HnnnSHfxel0cuaZZ3L66afzxRdfYLPZeOSRRzjvvPNYt24dDodWnfXpp5+SnJzMf//7X1RVZdWqVdx66628/vrrFBQUEBcXx4oVK9rxT0kQBKH74vZqEZBwWK2aM2tP8Ro5KsXI6GsDHCzr/OvmpMOqlyMLNuXl5bFmzRqqqqoYPXo0X3/9NYmJiZxwwgl88MEHWK1WBg8e3Oh9Pp+Pt956i/Xr13PjjTcCcN999xnHCwsLufPOO3nnnXcMMbJnzx7uuusuhgwZAsDAgQON8/fs2cO0adM47rjjACgqKjKOvfjii5x00kk89thjxr6///3v5Ofns2XLFiM6MXLkSP74xz8an/0///M/fPrpp5xzzjl8/PHHbN++naVLl5KTkwPAo48+yjnnnGN85rx587BYLLzyyitG7vO1114jNTWVpUuXcu655wKQkJDAK6+8YoiTf/7znyQkJHDBBRdQVlZGQUEBo0aNiuj+C4Ig9GRUVcXtpek0jaVnpWmOSjFysAz2H+nqVTSPzWajsLCQ+fPnM2bMGI4//nhWrFhBdnY2Z5xxBrt37yYzM9M4/5577uG+++7D7XbjcDi46667uP766wFYsGABzz77LNu2baOmpgafz0dycrLx3l//+tdcc801vPnmm0ycOJHp06cbE3NvvfVWbrzxRj7++GMmTpzItGnTjIjN6tWr+eyzz4xIiZnt27eHiBEzubm5HD58GIDNmzeTn59vCBGAk08+OeT81atXs23bNpKSkkL219XVsX37duP1cccdZwgRgHPOOYeCggIGDBjA+PHjmTp1KtOmTSM+Pr6l2y8IgtCj8fu1X9YmxIjFoqCqPWc+zVEpRnLSu/91hw8fzu7du/F6vQQCARITE/H5fIaQyMvLY9OmTcb5d911F1dffTXx8fHk5uYaEYSvv/6ayy+/nAcffJBJkyaRkpLCvHnzQqbiPvDAA1x55ZV8+OGHLF68mD/+8Y/MmzePSy65hGuuuYZJkybx4Ycf8vHHH/P444/z9NNPc8sttxAIBLjwwgt58sknG60/NzfX2NZTPjqKohAIBABNvYer9DYTCAQYNWoUc+fObXQsKyvL2E5ISAg5lpSUxHfffceSJUtYuHAhDzzwAA899BArV64kNTW12WsKgiD0ZHx+8AfCG56Z8RyNYuT0008Pee1yuXjyySc5++yzAZgzZw5vvfUWgUCAKVOmcOuttxoPog0bNvDII4+wZ88ehg8fzoMPPhjyQGtPIk2VdCWLFi3C6/Vy9tln89RTTzFq1Cguv/xyrr76as4991wjsqCTmZnJgAEDGn3OihUrKCgo4Pe//72xb/fu3Y3OGzRoEIMGDeKOO+7giiuu4LXXXuOSSy4BID8/nxtuuIEbbriB3/72t7z88svccsstnHTSSSxcuJDCwkJsttbp1iFDhrBnzx4OHTpEdnY2ACtXrgw556STTuKdd96hV69eIRGdSLDZbEycOJGBAwfy5z//mfT0dJYsWcLUqVNbtV5BEISegD+g/bI2UTMCoCg9J00T1VN72bJlxq+///3vxMTEcOqppwJaF8iCBQuYM2cO8+fPZ/ny5bz//vuA1oZ59913c/nll7NkyRJGjBjB/fff3/7fpgdRUFBAYmIihw4dYsqUKfTt25eNGzcydepUBgwY0Ki1tykGDBjAnj17mDdvHtu3b+evf/0r7733nnHc5XJx8803s3TpUnbv3s2KFStYuXIlQ4cOBeD222/no48+YufOnUaUQT920003UVZWxhVXXMG3337Ljh07+Pjjj/nFL36B3x9ZifY555xD//79+fnPf866detYsWKFIZx0oTpz5kwyMzOZMmUKy5YtY+fOnXz++efcdttt7Nu3r8nP/ve//81f//pX1qxZw/79+3njjTcIBAJha20EQRCOJvTISFNpGgBUcPeQ+TStTtMsXryYCRMmGKHzRYsWcemll9KnTx8ArrrqKhYvXsyUKVNYvXo1cXFxTJkyBYBrr72WiRMnUlxcHDY64vF4GvlI2Gy2kHqBo4ElS5YwZswYHA4Hy5Yto3fv3uTk5BgpDv130NId5tc6F154Ibfffjs333wzbrebyZMnc9999/Hggw8SCARQFIWSkhJmzZrFoUOHyMzM5JJLLuGPf/wjgUAAn8/HTTfdxL59+0hOTmbSpEk888wzBAIBcnJyWLZsGffeey+TJk3C7XZTUFDApEmTQtbXcG2qqhr7FEXhn//8J9dddx1jxoyhqKiIJ598kilTpuBwOAgEAsTGxrJ06VLuvfdepk6dSnV1Nb179+ass84iMTGRQCAQ8pk6ycnJ/POf/+SBBx7A5XIxcOBA5s6dy9ChQ8PeK0Ej3N8vITxyr6JD7ld0tOV+eX0qqCo2KyiET4U77Cp1bujqPw5LU1W2JhRVVaOWTaqqcsEFF3DvvfcaqZsrrriCm266ifHjxwPw448/ctttt/Hxxx8zd+5c1q9fzxNPPGF8xmWXXcatt95q+GuY+dvf/sbLL78csm/69OnMmDEj2qUK3ZBVq1YxY8YMPvvsMwoKCrp6OYIgCEIH0q9fvxbPaVVk5LvvvqOuro7TTjvN2Od0OkO6LhISEnA6nYCWKmhYfJiQkIDL5Qr7+bNnz2bmzJmhCz0KIyNNEQgE2Lt3L/n5+REpyu7Oe++9R2JiIgMHDmTbtm088MADjBs3jjPOOKNdPv9ou18djdyvyJF7FR1yv6KjLffrQInKp6tVCnOabhAoqVSJj4VJJ3f/P4tWiZH//Oc/nHPOOSFFjfHx8dTU1Biva2trjRbLuLg4amtrQz6jtraWuLi4sJ/vcDiOGeHRHBaL5aj4B11bW8u9997L3r17yczMZOLEiTz99NPt/t2OlvvVWcj9ihy5V9Eh9ys6WnO//AGVQEBFbSJFA6AoKnUeUFUFq7X5rsauJuq/LV6vl08//ZTzzjsvZH+/fv3Ytm2b8XrLli2GgVZRUVHIMZfLxb59+0IMtoSjl1mzZrF161bq6urYt28fc+bMISMjo6uXJQiC0GPxRdBDYFjC94COmqjFyIoVK0hMTOT4448P2T958mQWLlzI/v37KSkpYe7cuZx//vkAjBo1CpfLxQcffIDH4+HVV19l2LBhHdbaKwiCIAhHMz4/tFTwqQ/L6wleI1GnaRYvXsykSZMaGVmNHz+erVu3MmvWLGMeyUUXXQRoaZennnqKhx9+mCeeeIJhw4bx0EMPtc83EARBEIRjjEgiI/p8mp4QGYlajIRz49SZPXs2s2fPDnts+PDhzJs3L9rLCYIgCILQAI9XpQVza20+zdGaphEEQRAEoWvxeFswPKN+Pg09I00jYkQQBEEQehhub3gr+No6lf+uVCkuDVaU9ITIyFE5KE8QBEEQjmbcYSIjuw6q3Pcy7C+B7DSYe78mSDzeLlhglIgYEQRBEIQeRkMxsmK9yqNvgsutvT5UDhXVoAAenwrN+JF0B0SMCIIgCEIPIhBQ8fqCYuTDr1T+HKY/pKoWbDZw1nXu+lqD1IwIgiAIQg/C59eG3+k1I6/8O3gswWRsXunUvEZEjAiCIAiC0K74/OAPgFUBZ51KRf0klqEFcMXZwfOqajUxUtcDakZEjAiCIAhCD8LnB79fi4yUVgX352VCimkmrS5G3B7w+1vya+1aRIwIgiAIQg/CiIxYoLQyuD8zBZLDiBG/v/u394oYEQRBEIQehFmMlJjESEZyAzHi1M7xB8AbgX18VyJiRBAEQRAiJBBQUdWuTXn468WIxRKapslIgZT44OvK2uCwvEhm2XQlIkYEQRAEIUK27oMv1qg467pOkOjCQlGU5iMjtabIiKRpBEEQBOHooLRSZf0OzWSs2tk1gsQc5SgzRUbC1YxYrYqIEUEQBEE4mqiogfRk2HMYlq1VKa/ufEFiFiPmyEh6MthtCnEx2usqZ/j3dEdEjAiCIAhCBLg9Kk43JMRCYQ4cLIPvNnetGNG7aRLiIC5Gs3zXoyNVtcHzJDIiCIIgCEcBLrc2E8ZhB6tFITURql1aUWtn4vWpKICqqkYBa2Zy8HhyfRFrlROj2FbEiCAIgiAcBbjc4PFAjF17be2iThW3V+ukqa2DOo+2LyMleFw3PgsEoNaljcjz+sT0TBAEQRB6PC4PqIDFoqVD9LbZzo466BN7zYZnZjFiLmKtdGqiSRct3RURI4IgCIIQAS536GubRfP88HS2GPFoAsNcvBqSpmnUUdN47d0NESOCIAiCEAGVNSp2W/B1l0dGGhie6SSbjM+qajXRJJERQRAEQTgKqKgJ1otA13h4qKqK1xcmTdNCZMTtpcudY5tDxIggCIIgtIDe1hvjaHysM8WIbgXfcGJvkzUjPcQSXsSIIAiCILSA3tZrjozodKYY8fk1QdJwSF5mmG4a0Np79doWESOCIAiC0INxucHjBYet8bHOnIhrntjbZJqmQc2ItYtqW6JBxIggCIIgtIDLA6oabOvVURQthdNZhIiR+jRNcjw47MF1hasZ8QUkMiIIgiAIPRpnXfj9tk5um9XFiMWUpjHXi0DPnNwrYkQQBEEQWqCiRg2boukqMVLrCoqLhmIkIVYTIKDVjFgtCgERI4IgCILQc1FVlcra8J00NivUeTtvLT6/li4qrw7uMxueASiKEpxPUxv63u6KiBFBEARBaAaPV4t+OMJ00tis2nG/v3PqRnRBUdJEW6+Onqqp7CGTe0WMCIIgCEIzNNfWa7OCz9d5D3pdjDTVSaOji5E6D3jqh+R1ZtdPtIgYEQRBEIRmaK6t17CE76QHvSFGIoyMgJaqURTweMWBVRAEQRB6JE53+LZeCLbNtmdkRFVVXO7wwsEf0H5vGBmpqa4IOa+R10g3n08jYkQQBEEQmsFZp9JYhmjYLO1vKHa4HL78QQ3rX+L2qCFtvQDvvfk7LpyQziv/83tjX8PISGd3/USLiBFBEARBaIbaOrCFSdGAFi1R1fYVI3UeOFgGB0oaHws3sXfZRy8CMP+tZ6iqLANCLeH1+TTuTuz6iRYRI4IgCILQDC530LejKdpTjHi8UFkDOw6oBAKh0RFDjNRHRlISVDwuTZl4PW4+WTwXaBAZcWrvcXu67+ReESOCIAiC0AxurxZZaI72LGD1+sGiwIFSOFIReszj1YpR9chIamKoCvrwvVdRVbVRzUh3n9wrYkQQBEEQmkBVVdyeliMjnnZMgbjcKrExWsvw7oONIyN17qCoSIwJLQTZsXUdW35cHXY+TXe2hBcxIgiCIAhNoNuvNxcZsVposvulNbjcYLdCejLsPgjVTu2za10qPr82tE/HYXE2ev+H770Sdj5Nd57cK2JEEARBEJpAT200FxmxWUMFQltx1mmRjOQEqHTC/iOw95DKZ9+rlFZqbcY6dqW20fs//c88qquDIqXKKWkaQRAEQeixeH3g92vioCmsVi110h5oHiNaZERRFBLjYNMeTYhU1kBRXqhfiCUQHFITG6eFQ5y1Vaz+cqGxv7IHTO4VMSIIgiAITeDza6ZmzYkRm1UTCO3RqeL1adfU00KZKVBRA+lJ0DtLwWJRqDZnZvwVxuZPL/6lsf3Vp68SH6NtV9V2TAtye9IqMTJnzhx++tOfcsYZZ3DllVdSXV1t7J84cSJnnXUWzz33XMgfzIYNG7jiiisYN24c1113HcXFxe3zDQRBEAShg/D6tIhCS2ma9kqBeH1aN43ua2KzKhTmKCTGB23XalzB81VvmbF98rjzyekzBICtG5aRGK/ZtfaEyb1Ri5F58+bx5Zdf8sorr/D555/z0EMP4XA4WL58OQsWLGDOnDnMnz+f5cuX8/777wPg8Xi4++67ufzyy1myZAkjRozg/vvvb/cvIwiCIAjtic+v1WhYG1jB/7hb5YHXVN5bprarC6unPi1ka+bpXG0SI3530BlNtWXQr/9w43WCQ1tQtRPDr6S7DsuLSoz4/X5ee+017rvvPnJzc1EUhQEDBhATE8OiRYu49NJL6dOnD5mZmVx11VUsXrwYgNWrVxMXF8eUKVOIiYnh2muvZePGjRIdEQRBELo1Xl9owaiqqixYqnLrc/D5GvifhVqBaHuJkYaRkXDUmNI0Xueh4NqsafTOSTVex9q1QpaAqrnI6p/fHWnm6zbm8OHDuN1uPvnkE+bNm0diYiJXXnkll156KTt37mTy5MnGuYMGDeL5558HYMeOHQwYMMA4FhcXR58+fdixYwe5ubmNruPxePB4QkuTbTYbDocjqi/XUwkEAiG/C80j9ys65H5Fjtyr6Dga75fPp2Kzqigo1LjgqX/AF+uCUZKACuU1AVITwONVCASammLTmHD3y+1RUVCxWRQgfA2KlqbRruOtDf5QX9AnlYO5wRG+WttvEgBVtSp2m+aZEgh0brmoxdLy9aIWIzU1Nezbt4/333+f/fv386tf/YrCwkKcTieJiYnGuQkJCTidmnxzuVwkJCSEfFZCQgIul4twvPbaa7z88ssh+6ZPn86MGTOiWW6PZ+/evV29hB6F3K/okPsVOXKvouNoul9W4PTB2vZv5mfwxbrERufEKUcYO7COmgqoqYj+Gg3v1xlDmj8/4MsEtGeq37UD0B74Jw+sZPUnQTGUHlcCZAMQbznICf21H/J3745+jW2hX79+LZ4TlRiJidFKc6+77jpiY2Pp378/kydPZsWKFcTHx1NTU2OcW1tbS3y85kcbFxdHbW1oL3RtbS1xcXFhrzN79mxmzpwZutBjLDKyd+9e8vPzI1KUxzpyv6JD7lfkyL2KjqPxfv2wI8CarVCQo/DJGm1frEPl5CHBCMm2Q72wbVKZcKJCfq/oIiMN79fWvSpfb1QpzGn6cw6ZJvZWlmtpmriEVIgppLCw0DhW6wzawm4+mINXUclMhZ+c2P3+bKISIwUFBdjt9rDH+vXrx7Zt2xg/fjwAW7ZsoaioCICioiLee+8941yXy8W+ffuM4w1xOBzHjPBoDovFctT8g+4M5H5Fh9yvyJF7FR1H0/2q8wKKZmqmd6UM6K0w4UT4Yp32uqJGwRdQ8Pm11ttoMd8vr18loKqoNP051S4tfaMoUF2uhTkSEtOx2y2kp6cHTzS1/VbWKigWhTpPZGmTziaqFcXFxXH22Wfz6quv4vF42LVrF4sXL2bcuHFMnjyZhQsXsn//fkpKSpg7dy7nn38+AKNGjcLlcvHBBx/g8Xh49dVXGTZsWNh6EUEQBEHoLtTVz6UpqQju65UGqaZsTUV9UqA9ikOddWqLc3D0AtaEWBVnfV4oISkduxVSU1ON81RPsNNGNz7z+Gg0Cbg7EFVkBOCee+7hoYceYuLEiaSkpHDNNdcwevRoALZu3cqsWbMIBAJcfPHFXHTRRYAW6Xjqqad4+OGHeeKJJxg2bBgPPfRQ+34TQRAEQWhn3B7N8OxA8LlOVmpjMaIAHq8KzUQ0IsHpbnlCsG56Fh8ToKa+1ScxOQ27LVSM+N1HjO3KGu176KZqjm4WHIlajCQlJfGnP/0p7LHZs2cze/bssMeGDx/OvHnzor2cIAiCIHQZemTkSEVwX0MxUlk/FdfVDpbwzrrmxYiqqobPSJwjGIpJTGosRgJ1B0PWaKtfo8cLjgYVF5v3qGSlQnpy28RUa+lm2kgQBEEQugd+v2pYszcUI+apuJU17TMsz+9XcXubFyN1HtA7gWNtQfWTlJyO3QZpaWnGPp9zX8gaHTZNiNQ1WKeqquw9rIY4tXY2IkYEQRAEIQzmib1mMdIrVbNpT6xvCK2oCUYd2kLDuTThMM+lsVuC9hjJyenYGtSMuGtMYqQW7DYFn19LBZmp87TfoL/WImJEEARBEMKgz6WxWeFweXB/r/rgg56qqahPgbi9bSsO9frB5wN7MwUUZjFiI2inkZyipWliY2ONbtS62iPGsLyK4KmNRJOzTlt7VyJiRBAEQRDC4PNrc2KsFjhS7+1hswZFSEr977UuzYm1rZbwHq82Ibi5yIh5SJ4lUG1sp6aloSgKiqIY0RFnbYWRTqqsT8FYLZobqxmXW8SIIAiCIHRLvP76ib1WOFIfGclMwfASMRexOt3tJEZ8LaRpTGJE8QfDNZkmfxFdjLhqK0ipFyPVTvAHVGLsQWGiI2JEEARBELopPl9QYFTVp0eyUoPHU0xFrLUu7XxPG8SIPlFXUZruaDEPyQt4yoztjIxg4apexOqsrSQxXouCqKr2XoddM2/z+YLRkdo6tU3rbg9EjAiCIAhCGHRxUGKyXzeLEXNkpNalne9pQ4TB421qNF4Qc5rG7w6an2RlNo6MAMTZg60zlbUQ69CuY+78qTTVk3QVIkYEQRCEbkeNU2XnARWvr+vcQn1+zXK9YVuvTopJjFQ5tehDW9I0Xp92veYwF7B6XYeM7czMDGPbLEZirHXGdkUNxNi1lIxexBoIqFR0YUuvjogRQRAEodtxsAy+WKuy9HuV4hIVVe18UeL1aQLjcEVwX69gNiS8C2sbxEidp+XvaK4Z8dQUG9vmNI1ZjNiVoNLQXFgV/AGtg0a7puYy29WIGBEEQRC6Hc46Fa8Pisvg09UqqzapnT5TxefXBMYRU1tvVkpwu6EYUWlbmsblBnsLVvDmNI2r3kfEERNPYkKMsd9sfGYJBHNM5sJVPTKiF692je9qEBEjgiAIQrejohbiYqBvL4WEONhR3D5269Hg9qgoDQ3PTJERc5qmskZLsUQS3dCpcYaeG8lcGnMBq6tyDxAckqdjjoyETu7VfrdZobK+vdfl1iJALV23oxExIgiCIHQrVFWzJtfnp8THtL1TpTXoc2nMaZqmumkqarSoRm2wRKNF9tfPsXPWaWkolxtsLUyMM9eMVFfsAiAxKT3EKC1EjHiDHTe68VmMPbitu7G2VKvS0YgYEQRBELoVbo/2E3tMvRix2dreqdIa6jyhc2nMhmfQeFiezRZd9MZVH0XZvFc1WohbnNhbn6aJsav43Jqi0IfkGesyiRHVY5rcWx8ZiXFo3T8er0qtS+1yIQIiRgRBEIRuhsujCQ9djFgtCqraNWLEPJfGbHhWW1PFO3Mexm7V+n/1yIjLTcTFtnoUZete2HNIE1wtiZHaejGSEBsw9iUmh4oRc82Ivy5Y5FpliozoHTV6h01XI2JEEARB6FboY+5DZrSonZumUVXNCMznD6ZGzPUiT/zxaua89ADe+sm4+uRery/y9l49iuJXYfMetcUheRBcS5w9qMySk5tO03idB6nXT8HISL0Yqa3TWpJFjAiCIAhCA1xubdaLHoWAtneqRIvXp82lqQiOfyGzvpPm+5Wfsfyzf2kvPIcBzdXUYok8nRQIqIYYyUmH4lLtms1103h8qmHb7rAF80FJyWkhIsYsRlzOcpLitW1djFjqI01lVVpKTMSIIAiCIDTA5W5cx2CxaPs7C1/9XJpykztprzTw+/288MydwZ3eUkATT3WeyAtt3fVzaABsFoWMFE3EWK2RWcE7LMEXqWnpIRbyIWLENJ+mooHTanm1to4YR8vr7WhaqNsVBEEQhM6lsqZBigYtYlATRadKW/H5tV+lVcF9Wanw0Qevs23zmuBOb7BAVPcAiSRN4/Fqn6+TmqiEFMSGw+wxYiNoGpKRnhZyXkMxok/u1dJfKg67gsOmiTuvD+w2hZaN6DsWiYwIgiAI3YrK2sapA5s16BraGXh9WmSkzCRGUuJcvPrCfQ1ODIoRvZ4jkjSNxwe+QMvnmTG39SqB4MLSG4gRh8NBfLyWm3HWVhhpGgjtqOnqSb1mRIwIgiAI3QaPV8XpbixG7DYtDdJZLqx6ZMQ8JO+7ZW9QVnIQgITE+gISkxipqNHs4yNK03hCIyORYI6MKL4KYzsrK6PRuXp0xFlTQWIYMeKwa5GS7tDWCyJGBEEQhG6E3knjCBMZ8fo6r4hVn0tjFiPfL38DAKvNxi9+9VD9icHJuXpNRqSRkWgxR0bU+loVgPT09EbnGmKktoKkuOB+fUJvrL37dNKAiBFBEAShG6HPSgkXGWlvF1aXW2XDThW/v3G0RY9a6HNpbFaoOLIRgN59BjBk2BjtgEmMRGMJ3xpRZR6S56sLXrdhzQgExUidq5Y4RzAEY46MeDyQEBv9OjoCESOCIAhCt0EzDQtt64X6yEg7u7BW1Wr+HnsPNz6mF6EeqY+MZKaouGq1Oo2U1EwSk1LrTwxN09gjrG0J1zHUErUmMeJ1HjS2MzMbR0bMxmcNJ/cCKIrC0EJISeweeRoRI4IgCEK3wdXEOHubVfP9aM/IiNcHZdXw424Vry80mqG39uqpkaS4oApKScskMbn+Yd9AjNhsTX8HM7V1LU/obYg5TeOu1ZxVLRYr6anJjc41d9QogaBZinlyr9JdCkYQMSIIgiB0I6pq1bAupIqigNK+kRGvDxTgQAnsPtjwmIrTFImItQXDHSmpGcQlNC5graoNdv20ZAnvrIt+Uq5ZjNRV7wUgITENh72xqDCLEYs/WPhiFiPdCREjgiAIQrehpVkp7RoZ8Ws1HglxsHGXSp3JVK3OExrhcFiCT/GU1CyqnDE4YuLAXwmq11i7PQJL+EBA6xhq6KXSEuZumtrKejHSYEieTsjkXl+w2LWh8Vl3QcSIIAiC0C3w+lScdc07grojKA6N/Hra71mp2jC8ncVNixGbGvT1SE7JpMYFycmpAFj8ZUAwTdNSbYvHG9mE3oaYxYircjcAiQ3m0uiEiBFT9KZSxIggCIIgNI3L3fysFKulfY3P6jwqFos2FTglETbu0gpaD5Roc2PM11L8FcEX9gxyMyAzQ6sbUT3aw76yBmwWrevH24yHiMennRNtZERP09gsKgS0F8kp4cWIuYDV4yoxzumuaRqxgxcEQRC6BS43uH2NPUacdSo2m/bwNkcH2uN6tvofyTOS4UAprFivdblYFC06oqN6gqmO2IQshhYohvOp6jkE8SO0iEi9s2qLkRG/FkWJBr21Ny7Gh16Smp6RGzbCYo6M1NVWkpKgeaZUiRgRBEEQhKZxuSEQ0IpKl69TWbUZ1m6DXQe1iblPXA9Od4sfEzF1nmCqRFEUemdq2/6Aitujde/o+N2HjO3+hZnk94K0tFRth8lrpMqpfYfmxIi7fi5NMzPxwqILsRibxxAjvXrlhu2KCZlP49Lm05RUatEbVVW7VScNiBgRBEEQugl6JOKt/8Jri0KPlVTCpj2QlqTVlmjD3dp+PWuYqILVohAfC9WuYA2Jp76VFmBQURY2mxJMhTSoyYh1NF9oqwuVcIKgskbl9Y+gIBsuGhc8xx9QDZ8Rs29Idm5u2GuEiJGacpJ71S/Vrwm67mJ2piNiRBAEQegWeLwqCvDdlvDHK2uDxaHR1ls0xO9X8XibLyI1pzTcNfuN7V5ZWgjFeOA3FCPpLaRpmhEqCz+H977QtmMdMOlkbdtseGYx+Ybk5oQXI+aaEaczOLlXX2N3EyNSwCoIgiB0C5xuLVJxUGtOISkeHpgdPF5d236W8F6floZpToyYfT2cVVr3is0eQ3pqImB64JvSNOX1lvBub9NdP3UeTXSFozhYmsJfF0BxqfY5IbUyvnJjs3fvvLCfExIZaTifphvWjYgYEQRBELoFzjqwWLQ2W4CcdOidFTxujoy0FW/9VN5IxUhN2XYAkpIziY3RpITxwPcE60nKq1u2hK91NV28GiKA3PDom1oUx2zKFnAHxU9uE2ma5OSgK6uzppLEMMPyuhOSphEEQRC6BU639qAMBLTXuRmQnhQ8XlHTcnFopHh9mt17uJoRHT2CYLFAVdlOAJJSMnHUPzmDkZHgcJuK6noX1mYKbZ3upq3gqxt0C23YCTc/C5v3mtbuCqaMcnJywn6OzWYjKSmJ6upqamvKSTCJke5ofCaREUEQBKHL8fm0Go7SoLcYOemQkoAxUK68vlSivdI0voDmXdIUepQiMTaA36cpoJTUTMOULVxkpKxai3o0ZQmvqlohalM1L/o1rRatvRi0wl39o/IyQT34hrau5Ezi45p2iNPFkrMmtGakrKqJN3QhIkYEQRCELkdPm5QFx6iQkw5Wq0JK/YO0vFoTJu0VGQkEtM6ZptCFQUJsUP2kpLYQGWnBEr4ljxG9aDYrFWaeG9yfEAc3ToG/3wtVB78FIDU9vMeIji6WamsqjHsIUNINxYikaQRBEIQux1PvvXG4IrgvJ137PS1Je8iX1UdG6jwqNFkCGhnNzY4B8PlVauvrPmJtwZxLWnom1nqDEEOM+Kuw4CWAnfL6yEhdveV7QwM33X01PqbxNVVVNdI0SfHw8/O0yFCdBy44DVISFSorSvF6tR7olPSciMSIx+MmxuYGtIt2x8iIiBFBEAShy/H6NDFyxBwZydB+T0uCncX15/ga11W06nrN2LVDaCGpwxK8YFZ9Wy+EdqzYqcBNFhX1Baxer2ZuZq7VAE10eZqwgne6g/UySfFa1GbahNBzykqCfifpGXkRiREAa6AM0IpdSyvDn9+VSJpGEARB6HI89a22h8qC+/TIiLmItaaufebTtBQZMYsRG0Ffj15ZwfYes5eHJaAtvLJWK3j1+kLt5HXc3qZbis3XTIoPv66SIweM7dSM3GZrXsxixFNXYXxmd4yMiBgRBEEQuhyPF1SCYiQlAeLqW2jTzGLEpT3kA4G2Te/Vh+Q1RZVJGFgDFcZ2r17ByEhiYiKW+g9R6o3PAqomKlQ0e/uG6N8znPuqWYwkNyFGSkMiI83XjIQYn9VUkF7f7VtaFb64tisRMSIIgiB0OQ3TNHpUxONxs3X9YuO8Gqd2bluLWM1D8sJRbTIGU73BcI05TWOxWIzoQ8AdNAIpr9YqWpx1jR/4Hl+wM6bRNSOIjJjTNBmZzdeMZGYG11pZXkxGvRhxezHqYboLUYuR6667jrFjx3L66adz+umnc+uttxrH5syZw8SJEznrrLN47rnnQpTXhg0buOKKKxg3bhzXXXcdxcXF4T5eEARBOAbx+LT0gf7Y0OtF5r76GGu+nG+cV+1sHxdW85C8cFSahIHfE+yWycnOCjlPFyN+k/dHebVWExLO6bTO3XREJhIxYo6MZGQ1XzNSWFhobJcc2m2IEeh+qZpWRUb++Mc/smzZMpYtW8Zf//pXAJYvX86CBQuYM2cO8+fPZ/ny5bz//vsAeDwe7r77bi6//HKWLFnCiBEjuP/++9vvWwiCIAg9GpdbNXxEQIuMuOtc/OvdF8Ab9PFoLxfWpobk6ZgjIz5n8Po52Zkh5+mpEG/tHmNfebXWRVMVRow43U17m0QkRo4ExUhmZm6z36Ffv37B9x3eGVJ7U9rNxEi7ddMsWrSISy+9lD59+gBw1VVXsXjxYqZMmcLq1auJi4tjypQpAFx77bVMnDiR4uLisFa2Ho8Hjye08sdms+FwNG3ucjQRqC+n1n8XmkfuV3TI/YocuVfR0Zb75XIH6p1BtSd1brrKfz98g6qKUkgwixEVVBW3VyEQaF17r9+v4vOpOGygNNEirAkD7Zi7dp+xv1dWWsj3C2d8VlGtEudQcXu0SIjDrpiOBYhzaNdV0D5H/918zeR4FYXG+ZzSkmABa05ONqqqNln/UVBQYGyXHd7JoOQA+v0trQz9fKtFRVVbf0+bw9JccU49rRIjf/rTn/jTn/7EoEGDuOOOOxg4cCA7d+5k8uTJxjmDBg3i+eefB2DHjh0MGDDAOBYXF0efPn3YsWNHWDHy2muv8fLLL4fsmz59OjNmzGjNcnsse/fubfkkwUDuV3TI/YocuVfR0Zr71ScZ7KQCKQCM6HOIJ/7f09pBU2TEXefi9CFH8NTA7jbYmh+f3/xx1Z8OaKEEb/UOQCtYra06SK0pqmD8kGxao99bxYjeFQAUB7UDAIOzG18rP1UTO0ogFf379+91iL6pjStgq8q0c5OTkzmu7xF27276OwQCARwOBx6Ph5qyrQztXQpoaaaAp4K+qdoXWbwyntx0H1VlXna727+w1RyhaYqoxcitt95KUVERFouFd955h9tuu40FCxbgdDpJTEw0zktISMDp1GJOLpeLhISEkM9JSEjA5QrfLD579mxmzpwZutBjLDKyd+9e8vPzI1KUxzpyv6JD7lfkyL2Kjtber0BAZdHXKuv3BH8q37hpM9u2bdNe1HeqAOwvi+OLTfmMHa7Qv0/rfoqvdqp8/I1KciLEOsJ/xn5Ti3FVuSYAElOy6du3b0gnTO/evbUNU13J7pJkdpYlsb8EJo5SyE7Xzi+rUvl4pUqvVLDbtMhIfuo+9lb0QcUSck1XIJs9FaFrUlWVQ4e1e5GU1of91fmMHdH8fS4sLGTLli3s2bufWl+6sX/7oVT2VKTi9cEtL0AgoDCsUGX9nPaPjERC1GJkxIgRxvbPf/5z3n//fTZs2EB8fDw1NUGZWltbS3y8lvSKi4ujtjY0eVZbW0tcXAM3mHocDscxIzyaw2KxyH+AUSD3KzrkfkWO3KvoiPZ+eX0qHp9qTOsF+Oz9p4MvVJ8mSOxZlFcr+AMKHr+CpRkr9+bwB1TcPhXFAmqTaZpghKCmXBuSl5qWibVBkUbQEt48uVfBYrHg9WnpJH2dTreKy61is4UmYFQsqFiodgX3JsYpjdZWU1OBu077IT4lLReHreX73K9fP7Zs2YK7zgm+CkCrDC6p0j5/f4lqGK31z1O67O95m6+qL7xfv35BFQts2bKFoqIiAIqKikKOuVwu9u3bZxwXBEEQjl10Z9XD5drr5Dgf33/zIQBJyfUP+/qajPJqbYCcZgnfhuu1MCRP9xmxKGr9QxzS0zManRcUI6VGDYa5ENfsNVLrCg79C3tN08/syQmNj5uLV1PScoyBfc1hTpHUVe4wtvVumr3BgA5FeS1/XkcRlRiprq7m66+/xuPx4PV6mTt3LlVVVQwdOpTJkyezcOFC9u/fT0lJCXPnzuX8888HYNSoUbhcLj744AM8Hg+vvvoqw4YNC1svIgiCIBxbeHzaQ1ufPWP1BQtGZ/zsTm2jPvLgrh801xafjGiG5MXHBn3jMzOzGp0XdDkNEGfXFqWLEZs1NMJSXq0224prntgbG0ZomNt6U9PzsNtajgyZ23vLjmwnrn4mjt5NsycY0KF/TxEjPp+P559/nrPPPptJkyaxbNkynnvuORITExk/fjxTp05l1qxZTJ8+nXHjxnHRRRcBWtrlqaeeYu7cuZx55pmsXbuWhx56qEO+kCAIgtCz8HjhUHnQY0R1BX+Cv2Dq9SgWS0hNRq0rOkv40kqVlT8GDNfWlqzgIRiliLMHOzszszIbnWd2OY2xaqUK5TVafYfD5DWiqipl1RhiIBz6zJ3k+PAOrWYxkpLevBW8jjkycqg46DWiR0b2dJPISFQ1I2lpabz55ptNHp89ezazZ88Oe2z48OHMmzcvutUJgiAIRz1eH5SYhrf5arS0fkJiMtjTiU9IodZUk1HjAne9JXwkdSNVtVo6oigPMlJaHpJnntgbYw2qnqzMxmIkZFieUgVk4fVpkRuHXVur36/i9oKrDmKbEyP1wiWxSY+RYGtOSlrz7qs6ZjFyuHgnGTmw74i2vjqPGpKm6deFyQqpyBIEQRC6FI+PkOJVV/kPAGT26kN5FaSkpIb4eFS7NEERSYRD//zD5XCwLLLISI2p0dOuBBszwokRc2TEGig3tiuqIcahpZVcbi2S4/KET7+AJoCc9fUlkcylSUlvfi6NjlmMHDm4M8SFtbQymKbJSIb42K7ppAERI4IgCEIX0zAy4q/VIiMZmXlYLJCelgre4I/w0VrCu9wqdR7YWQw+n9rykDxTIak1EFxYTk7jmhGzGFG8JcZ2eTXE2LUUlMujRSJ8fpqs8zALoKYiI2Ulwfk3aRnNW8HrZGRkGLYbRw7uMoblAWzbH7xuTnqYN3ciIkYEQRCELsXtVSk1iRHqtFbapLQ+ZKVCRnpKSGSkqlZ7sEcaGalxaVOASyu1CExLQ/LME3vxBaMd2b2aT9OopjWW14DNquDza9drqeA2kom9JaY0TWqENSOKohhFrKVHdpOeFCyoXRNscjVmAXUVIkYEQRCELqXWFeykAcCtzXlJSu1N/94KaWmpofNpaqKbT1PrgrhYrYPmQKna4pA881yagCcY7cjNaV6M+OuCYsHc3lvn0QzPHM1UaZrFSNORES1NE5+QRHx8QkSREQimavw+Lw4lKK7WbA2eI5ERQRAE4ZjG5Q6mRmJsbghoYYSc3N7kZtQ/8D3BFEVFjdZ5E0maJhBQcXnAYYOURNh9ULtecwPmzJERf13wunm5vRqd63A4DINPnzNog6+LEUWBGqdKWVULxasRREb0mpG0DG1AXrRiBCBQF5wuvCv41ciVyIggCIJwLON0B9taHaaC0cKC3iQnKJoYMdWM6FGUSNI0Hi94vWC3aamaylrtfZH4fQC4a7Roh8VqJSUlJez5et2Ipzo4KEYXIw47HK5ovngVQgVQuIm9ztpqXE7t3qRn5mG1tE6MmI3PzIgYEQRBEI5ZfD7V6DYBsKrBNEK/Qm0KfEpKSr0lfCkQfNBHkqbRTdJsVrBalXr31uYf5GZhUFejRTtSUzOatErXUzXu6mARhr7GGLu2hjp382KkpgUxYu6kSUvPwao0H90xYxYjteWbGx2Pi4HUxEa7OxURI4IgCEKX4fGF1lfgCQ7F61egiRGjLsMbtIRXFK3wtSXcXi0SotdrpCZp7qPNihFTzYizfi5NWnrjehEdPTLirQmmaSrqAzwxdvB4wB/QClqbvGYLYmTrpu+M7dT06NI0ZhfWkuJNOOyhx/N7NW9T3xmIGBEEQRC6DG8DMeKrr9Gw2RxGwaghRuq7Veo8WjdNJC6sHq8mBKz1QiAlQWFAb4iLadkKHsDj1NI0OTm9mzzfaO9V3cTHaFPnGkZGWnrWNxcZ8Xm9zHnpAeP1iJPObnWa5tCBXSFeI6CJka5GxIggCMIxjMfj4T//+Q/XXnst2dnZZGdns2HDhs67vk/rjtFxV2vRhbTM3oZgCEZGgnUjTheGSVhzuMOkcpoTItCgtddbBkDvPvlNnm/uqEmM1QpZyuu/k92m1cM0HER/uFzljY9g4257o2s2LGD98F+vsHf3FgBGnng6x485D7stvGV8OJKTk0lP19plDhXvDPEaAeibHdHHdCgiRgRBEI5RfvzxRwoKCjj//PN55ZVXOHz4MIcPH+7U0R0ebzClAeCt1cRIemYfo8bCKBw1+XjU1GldMarafKomnBhpCb21V0EFvzbEJT+/oMnzzcZn8Q4tXFPrAo9XRVEUMlMgPSn0Pc/Mh78vUrjmL73wBxq09sYFt5211bz+tweN19ff/hSBgNIo1dISenSk9Mg+0hMDIcckMiIIgiB0GW+++SYHDx5stH///v1hzm49qqqyfb+K29NYOHh9mrAI7tCKVDN75RlipGHNCGgPb69PS9c0h7NODWsOpqoq63eo7DnUeE16lCLGVgdox/v2bVqMmCMjsdagqtBFVlaqEhKN8flVw+PjYLmNbftDxYg5TfPOG3+mvEyLCE04ZzrDjjsFf4BWi5FAIECcrTrkWF8RI4IgCEJXsXVr0PXq2WefNbaLi4vDnN16nHWwfofK2m1qo0iGxxdaMIpXK2Dtld3HeOAGa0ZCLeEjMT6rdYEtjNnY1xvg1ufgF0/Atz+GrkkXI3aCD+2+BX2bvIaeAgGwEbSSLa8OdzbsKg6N2KzZGhQjsY6gZXxZyUHmv/k0AFabjWtvehTQamBioxQj5iJWayBo5KYo0Kexy32nI2JEEAThGGXbNq0V1WazceONN2Krf2q3txjx+DRRsGEXbG8QdPHWHzPwaQ/KvLzeRk1EUIwEoziVEVrC19QR1vlUt0L3B+DRN+FQ/RA9v18NrsdfYZxfWNB0ZCQvL8/0hYLdQGVNiJGNu0Nff7816LNirhf5avmH1NVpKuWiadfTu+8AY80xzbQJh8MsRnAH/3yz0yDG0cWtNIgYEQRBOCZRVdUQI4WFhTgcDnJztRny7S1GvD4tihEXA99vUSmp0B78tS6Viho1ZEgc9cPmCvoGu1eSk+srLr0mMVLT8rA8n0/F3YSnSKUpGlNVCw/OAa8vdC2B+jZjRVHIz2+6m6ZPnz7Ba7qClvAVTYiRTQ3EyLrtwToVsxX83l1BT5BxP5libKtq823C4dD/bAFUT3CN3aF4FaAZp3xBEAThaOXIkSPU1GhFDf379we0B9bevXs5fPgwXq8Xuz3KXEATeLzaXJicdIVdB1VWb1ZJS1LZfUgTAi6P6eT6yELfvsHuFavVSlJSEtXuoBgpr9EiBM2laXTDs4TYxsfMHTwAP+6G3/0vHCwzLaVWe2inZeQRH9d0KKJ376BQ8VTvhHrxU1oV/vwfG4gRpzsoLMyRkX17gmm03vkDQ94TaVuvTq9ewcIQpW4LFgUCKgxpOvvUqUhkRBAE4RhEj4oADBighf/NPz0fOnSo0Xtaizl6kZ8F+0pgw06t7bVfbnCirYIX/Fo4oW+DSIQ2n+YQqFonSGmVVu/QXJrG49Os4MOlacyREXv98VWbYV8wy4KndBkAWdl9m3345+bmGimluvJNxv4jFY3PddZpIqwpzMWr++rbee2OGHrlBMWZQtvEiKdqM7+fBVdOhOlnRvc5HYWIEUEQhGOQlsRIe6ZqzILBalXon6fQL08hNVHBYlGMKIU1oFnBKxYL+X1yQj5DqxvxGzUlZZUtD8tze4JW8A3RxUhSPNwyLfTYiQPhV5MPwoHnAeiV07wYsdvtZGdr+Y6a0nXG/pLKxudu2autW7tO404eXYz4/X7279X+jPr0HRhiRa8SvRjR1wdQUXaYs05SuPZChcS4rq8XAUnTCIIgHJOEEyPmQsz2FCNuj9qk3biqqoYYUT2a0EhJzSYpITRFZHiNuIvB3ssoDtXahcN/uNurPfgtlsbHdTGSkgAXnKalRw6Xw/iRkJuhsPqboPFbdm5BiwZjffr04eDBg1SVrMc6VMUfUDhc3vg8c4rmnNGw/4iPwxXBR7EuRg4V78bn03JQffoOavQ54dqVmyM5ORmHw4HH4zFahbsTEhkRBEE4BmkpMnLgwIFG72ktTnfTD0+XW4teAPjrreAzevUhLib0vIYdNT6/NnyuzkOTNFVP4jN1zKQkaAWqE05QmH6mQm6GJjoOFgdVQ25ey4UVRt1IwE96kvaFwqVpzGJkaAGcMiTURlYXI3qKBiC/IFgvEghowi7ayIiiKGRmadGR8rL2S8G1FyJGBEEQjkG2b98OaA8p3RCro9I0ta5gXUZDKsN4jGT1ymt0flCMBNdV7QrWm4SjKfdVs69JShPTag8X7zG2++S3LEbMHTVJsZrSqaylkdGbLkbiY7ROltOGhn4BXYzs3RMUI+bISEAlqrk0ZrKytLqRyvIjBAKBFs7uXESMCIIgHIPokZH8/HxiYrQwREeJkTpv0w9PsxW83tabm9enUVrESNOY2ntrWphPU+NSW2zrTU4I/95DB4NiJD8CMWLuqIm1Vhjb5rqRIxWq8XpwX01UnDIkvBgxR0b6FATFiN/fejGiF7EGAgGqKkuj/4AORMSIIAjCMUZZWRllZVoPq56igY6pGWnO6wMatNjWR0b69G7s6REuMlJVWz+V1x9+Pk2Nq+VOmpQmxIg5MlLQjBW8jjkyYvMHW3IOVwTP2dQgRQNQmO0jMyW4fr2119zWm28WIwFNjFhbIUbMRazdrW5ExIggCMIxhp6igVAxkpWVZXRttFfNiKd+foy9qchISJpGi4zk5/dpdF5QjATrHSprmzY+U1UVZ114K3izAGoqTXPooKYc4hNSSUtLCX+SCXNkBPdeY9NcN7IpqG8Mfw9FgZNM9an6QD1djCQmpZKSmmkc18VIayIj2dlB3/fy0u5VNyJiRBAE4RgjXPEqaOZi+k/P7RUZ0d1Xw4kCgKqQyIiWOsjvE1lkpLK26fk0Hq8mUsLVqrQUGQkEAhw+WD89OKv5tl4dc2TEW7PT2DaLEXPx6hBTsOWqczRx8tPToDAXPO46DtUX0PYpGBSSsgoEtKhIa8RIbo6pvbe8e0VGpLVXEAThGKOpyAhodSPFxcUcOnQIv9+PtTX5ABMen1bn0GSaJkwBa2FB48iIUTNiEiMVNU3Pp/H4tKhJfEzjY1UtiJGy0oNGW21Gr8jEiDky4qrYDPURF729NxBQ2VwfGclM0Sb5GhOBs+HFO4OCY/++7cZAwfwGbb3+AFgs0bf2gqRpBEEQhG5EU5ERCNaNBAIBjhw5QlvxeDXB0NTDM1wBa2FBc5GRYAFrRbUmdMKladyeZiIjLaRpDh0IhjAyIoyMJCQkGGusKWlsfHaoPFhsOyifZgktXg21gfcHtO8UzjulJcwurOY0TWVFaaNpyp2NiBFBEIRjDLMYKSoqCjnW3l4jetSiKdOwhpGRuPgk0lPjG51niJFALVa0DpTSKi224ArTUaPXqrTUTRMuMmLupMnoVRBxSkSPjlQcXGuILz0ystOU9SrMoVn2hbT1NhAjfohp5cigEBfW+jRNIBBgxvn5/Gp6KjdeO711H9wOiBgRBEE4xtDFSG5uLgkJoU/j9m7vbc6uHRp00/hKSU3PxmFvLFwMMQLY0Z7wZfXzaWpdjX+qd9eboYUTQS2KEZPhWVZO3ybrXRqi1434vC7Sk0ONz3aZbmW/XJpl7+7wHiMAfhUcrRQjoZERTYyUHN6Px12H21WD19OMg1wHI2JEEAThGKK6utoYgtcwRQMdIEaamaoLJmHgqwTVS0ZGr7DnGTUjgDWgFbrqhmfhpuM2ZXgGQQFkUSAxrvFxsxjp1cKQPDPmupGUOG1xuvHZrmB2icIWxMi+3cG23nCRkXDtypGQlWXqpqmvGTG3EBcWNf770FmIGBEEQTiGaK54Fdrfa8TpDm88pmNERgz31ZbFiOINFl+63FrdSUOvkYqapq9rHpIXrvZC76QB6JUTeZrG3FETbwu6nZVUBtM0Fgv0Df8VDfQ0TUZmLvEJSSHH/IHWp2lsNhtpaRlAME2jD+MDKCwUMSIIgiB0Ai2JkfauGXHVNW3Q5ferVDnrX9QXr2Zmhn9Sx8TEEBdXH8bwBNflrNNSMmZbeFXVnE4bzrfRMYbkNeUxUh8ZsdkdpGdkt0qM2NVg8e/BMthdXy/aO5OwaSidmuoKI2phdl7VUdXm398SGfX3Vy9g3W+OjPQbGPY9nYGIEUEQhGMIc/Fq//79Gx1v7zRNbV3ThmeGEAFDjOjzU8Kh1434XfuMfdUucHk0UWJcs35mTTgx4vGqRsFrU+6regFrZq987HZLk+tviDlNYzEJprXbgoW8LdWLmNMmDVM0oM0nbo3HiE6vXloRa12dE5erln3myEiRiBFBEAShE9ixY4exHU6MZGdnG0WfbRUjfr+Ku5m5NJVh3FczmxEjeqrGV7vL2FdRrUULzJGRGpeWvolzNH/NcGKkprqS2hotxZLZqyAq6/UQ47PaoPHZyk3Bc1rupAlvA6+j0jqPEZ2sBu29+vVs9hjy8lroOe5ARIwIgiAcQ5gFhvnhqWO3241Cx7aKEa9uBd9EwWWIx4hPEyO9mqgZgWBkxFsTLDAtre+oqXYGa0ZqXPW26dYWOmnCpGn27w2KgYxe+TjsTbclN8QcGamr3Gxsbw6WoIRERo4c3o/PF9puFG5AnrNODfEBaUtkJDs7eH/LSg9yYJ+WtsvKKTJGAXQFIkYEQRCOIQ4e1No6LBZLSHeFGT1VU1xc3KZR87oLajRD8swPy4aEs4Qvq9IKOstMHTWVtSpNeYKFGJ6FiYys/e4LY7vfwNFRFYump6cTGxsLQPWRH4z9Zj8xvZPm5f/3O6afV8Att9wS8hnbtqw1tnvnD2ZnsUppFewoBpdb+6C2iJEc0/3d+uN3eD1azio7r+uKV0HEiCAIQqfg9/upra1t+cQORm/rzcrKatLqXRcjPp+P0tLWj5r3eOvn0kSUptGukx1BZARvqBiJdehD87SH9ZGKlotXoQkxsupzY3vwiAlRiRFFUcjL06Ij5QfXNUqn2KzQJwv27NzEvNefAuCjjz6i5EiwvmTzhpUAxCck47UPoE8WnHmiwpC+mourorSfGPlh7ZfGdnZe19WLgIgRQRCEDqe8vJzCwkL69u3LkiVLumwdqqoakRGzG2dDWlvE6vaoIb97m3FBhfCRkZyclmtG8JZiUbRrlNaLkTq3Zrde51apdkYmRpIbpGn8fr8RGUlJzSQnfxgxYepOmkNPfTlrykhPDo0q5fcCm1XhtZceCIk4rftuOQAlRw4YwqRgwGhGD7Ew4QSFPr0UThuu8JMTFPKzmv5ukZCbG/xz/2HtCmO7V17j+qHORMSIIAhCB/P++++zb98+ysrKuOyyy9i7d2/Lb+oAKioq8NS7bObkNF1J2VqvEd31dH99V6snKiv4EhSLhV5Z6U1+ftCFVSXeoaUXyqohxgF1Xq2LRi9e1Qfk1bhU3vxI5esNmnipaiZNs33LWqN49YTRP0FFIdYRXRttH9PE4dT4UJ/6whwtDbP0v/ND9q/7XhMjm+qjIgAjRo7hhIGK0cZrsSgU5ipMHGMhJbH1rb1mEWr2U5HIiCAIwlHOpk3BdoqSkhIuvfRS3O4wA1U6GD0qAs2LkbZ6jWzbr+L1qS26rzYckpeckoXD3vRjyWwJH293aZ9Rrb1WVS0yUuPSi2a1B/ZbH8PfF8F9r0BxqUqlqZ24oRhZs3qpsX38qAmoavQpEXNRcII91Bq2Xy689sL9jd6zvl6MbDaJkWEjRkdcOBsNTUXERIwIgiAc5WzevDnk9bfffssdd9zR6eswi5GOSNMY1ymHAyVavUhzNBySl5revMGYWYzEWDQVElA1QaJ31FTVqpgf4avqb70/AMvXhaaGvv/qXb5evsh4ba4XOXHMmUD0YsTcURNDaL2N1b2FL7/4AICs7D4U9h8OwI5t66mprmDThlXGucedMCa6C0dIuG4luyOGtMzGnVWdiYgRQRCEDkaPjNjtdmJitPzBiy++yMKFCzt1HXrxKkQeGWmNGFFV2LJXpdalYrHA0u9VPvhSxeMNtWw3hEHAC/5KUtOymn34my3h7UrQbr2sWuuoKa3UrNf1Oo/aOpWdpsDOih+gyiSAXnnmOn576wV89cW/Q+pFUtOyKOg3FIhejOTnm7w6PPtCjn31nyeM7Z9dcx+jTj4L0Gp51n+/nM0btchIclo2ffM7RhwkJCQQGxs6kCevT/8ubeuFNoiRdevWMWbMGObMmWPsmzNnDhMnTuSss87iueeeC+mL3rBhA1dccQXjxo3juuuuaxdnP0EQhO6Oz+czXE8HDx7MCy+8YBwz///ZGUSapjHXjLQmTZOVAgdKNZGw9xA8OAeeeQd+9RfYcyj4XDDESL3HSFp6r2ZTEyGTe9Vg1KG0UitirXJqqR+9wPPHXVrkRGf9dthbX8+i4Ae/lkZ57omb+WHNCqNe5PjRPzHWEa0YKSoqMrbdlUF3U4dN5Yev3wQgJ6+Q8y+azXEnjjeO/+eD16mu0qYR9xs4mriYjhEHiqKQkRkaFQvn9NrZtOrbBgIBnnnmGYYNG2bsW758OQsWLGDOnDnMnz+f5cuX8/777wPg8Xi4++67ufzyy1myZAkjRozg/vsb580EQRCONnbu3InXqxVPDBkyhKuvvhqHw2Ec60w6q2bEYQdUraB0X3BEC9v3w/V/hr9/qHLH/1M5XFF/oN59NaOJuTTh1hxwBYsvS6s0AVLnrnderRcjGxrc3oAKh8q0bTvBeo5DB/fw6H1XGa9PGDUBVVVb1UZrFiM1JeuCa0+tA7QOmuNHTcBmtzPSJEaWf/aesV04cEyb2ndboqHLbZ/8rvUYAWjVIOJ//vOfjBgxgpqaYPJt0aJFXHrppUbxzlVXXcXixYuZMmUKq1evJi4ujilTpgBw7bXXMnHiRIqLi0P+0ut4PB6j4ttYqM1m/AM+2tFbvtpiNnQsIfcrOuR+RU573Ksff/zR2B40SHPULCgoYOvWrezevRu/398hhYrhMEeks7KymvxeNpuNrKwsjhw5wv79+yP+/mr9eRYlQE467D6oFZSaf+6t88CbHzd4Y80abU2ZTa8JoLCwMPg5lZshXtsur1aJtat4/VqKKNYOCgobdgGEv7eWQHnI6yOHgimVE0efQUAN4LCB1aIQCET+55OQkEBmVjYlRw5Rtm85juEqHq9CTuIB9tSf0zu/CIUAGRlZFBYWsmvXrpDv3X/QKGyWQFTXjYaG83965/fHagmgqtF910iJJAUUtRiprKzk7bff5rXXXuOZZ54x9u/cuZPJkycbrwcNGsTzzz8PaLMQzNMh4+Li6NOnDzt27AgrRl577TVefvnlkH3Tp09nxowZ0S63R9NV7X89Fblf0SH3K3Lacq++/vprYzszM5Pdu3eTnZ3N1q1bqampYe3ataSlpbXHMltk9+6gjbrX6w153RBdjBQXF7Nz586oagr6Z+4HYFAv+HJdGpAMwKlD6vh6U6xxXr8cL/2TVvDJil8BUJBrbXZNAGlpaZSXl+MsXWuIEU9dNYXp5RSauoL9AfhxVz6gkJXiwx9QKKsOhhuU+tRQQzIyMjj9xAQUZS9F6VBTof2KhoK+fTQxcuhHXnxuH+t2J2M7NI9v648fPziVvqmaNDn55JPZtWtXyPuv/GkuVt8eWrgVrSY9NT7k9UnDkhk7eC+46ZBr9uvXr8VzohYjzz//PFdccQXJyckh+51OJ4mJQQeZhIQEnE6th8rlcpGQENpDlZCQgMvlCnuN2bNnM3PmzNCFHmORkb1795Kfn9/lRUU9Ablf0SH3K3La414dPnzY2B47diwFBQUMHjyY5cuXG9coKChol/W2RGWlVhNht9sZOXJks9+psLCQjRs34vP5iIuLazatY3x+lZ+K8n1sL+mNvT7PsNuUprltRgxTDqps3AWnDodhBTbefGUZBLRnRVLmkBbvxYABA1i5ciWlxeuhvlZ0x6Ek9lQkUVKpYrVAWpLC9v1QU6f9lD+sn5U4B/zn2+DneF1aMW9mVh5xCUns3aW13Yw86Sz2VhbgqjdPm3SyQmJ8dNGCfv2Hsnr1agBiLBVcdk4f/vzwHuN4TMYp7Knoi0KAMWPGMH9+0Hckt3c/Nhw5nrPyFfIyOyYykts7VBw40sexbHMfTh+pUJDTOVG6hkQlRjZt2sSGDRu45557Gh2Lj48PSdvU1tYSH6+pr7i4uEY2yLW1tcTFhVb06jgcjmNGeDSHxWKRh0UUyP2KDrlfkdOWe2Vu6x06dCgWiyXkJ8U9e/YwevToNq8xEszuqzZb8//9m/0yiouLQ4pam0KxaNWiAdWCWp+aKasOVpCmJimcmqFw6vDge8rLgmolKyunxftcVFTEypUrwb0fq0XFH1AoLlVQUciob7ZRgfU7g9cdXqiQkx4qRnxOrRYmM7sP19/2JL+58Rz8Ph9nTrocFQtevwoKOOwKlqYG3TSBOROwf+8O+g0Yyf692419eX0GGvdnzJjQFt5Bw0YTUC3YbdFfN1LMwtIRE0tGr3x2H1JQlI67ZktEJUa+++479uzZY6RjampqsFqt7Nu3j379+rFt2zbGj9cKcrZs2WIU8hQVFfHee8HiHJfLxb59+0IKfQRBEI5GdDGSm5trRJTNP/03DNF3FH6/34jSNOcxomP2y9i/fz+jRo1q1XXL603J4mMI62ZqFiPNDcnT6d9fty0PkBTjpMKVwIFS6gtOg59vLl4dUaS5n9ptmkU9YBTNpqX14oRRE3jprZXUVJVzwuifAPVTfy2tmwMTXCPGVFz99+SUdJKSg2m5/Px8MrPyDBv4gUPHtPq6kWKeTxNs61WbfkMnEJUYmTp1Kueee67x+umnnyY/P5+f/exnrF27lieffJJzzjmHmJgY5s6da6RaRo0ahcvl4oMPPmDSpEm8+uqrDBs2LGy9iCAIwtFCWVkZR45oD9shQ4YY+82FmC3VSLQXpaWlRpFkJCmXhmKktZTVi5G0pPDHK8qDaazmhuTpmH+IjbOUUkECdR7NQC3VNGtGFyMOOwzorTmyjhqk8vXG+hN0MZKhXXPAoONDruP3g80GTcwSbJZBA02RkX3b8bjrOHxIqzvKa9C5oigKI086nSUfvQPAwMGjsVo04dRR5OUFxWh3aOuFKMVIbGysMR4ZICYmhvj4eJKSkhg/fjxbt25l1qxZBAIBLr74Yi666CJAS7s89dRTPPzwwzzxxBMMGzaMhx56qH2/iSAIQjfDnKIZPHiwsW0WI50VGYm0rVenPcSIx6tSW18amJ4c/pzyUq12IyY2geTkMGN0G2AWI1bffqAvAMWlQTFSVqVyoN6GZEjfoDX8hBMJihHXFgBS08ILIH8AEuxNz9VpjiGDTZGRvdsp3r/T8N3qHaaN9rKf/Zr1a1YwcMhJDD5uPG5vx0ZGRh43HJvdgc/rYcTxY421NZwy3Jm0SXs98MADIa9nz57N7Nmzw547fPhw5s2b15bLCYIg9CjMM2nMkZHc3FxsNhs+n6/TIiNdIUb0FA00HRkpr4+MJKf2iigaYBYjfucWsJ4GaGJkaH326wdzisZUq3nuaG1N2zZ9z5JlH2nrygifsvIHNFfX1pCVlUl8QjLO2ioO7NvO/r1B87PefRpPxx08bBTvLNqNoihU1qgdn6bJyeGp5z/hx00/csn0n+Fya+3QEWjBDkOq1wRBEDqIpiIjVquVvn21n+i7IjLSmpqR1lDWghjx+3xUVWghjOTUXhE9gPv06YPdrqkEd/kPxv5i0xgYc73IcJMYsVgUrjhbYUjK5+g1Emnp4SMjPn/rxYiiKIaR2MHi3ezeGfSayctvLEb090B9rYq1Y8UIwKiTxzFh0jU4YmKpcUFyIiTFt/y+jkLEiCAIQgfRVGQEgqmayspKKioqOnwtkc6l0UlLSzPS8u0RGQmXpqmsCHp9pKQ2P5dGx2q1Gveu+lCwPaZJMVIYZl1lwXuRlt5MZKQNTZ35BVoEJ+D38/3Kz4z94dI0Da/rsNHhXS1xDk1wAdTWQU56x1+zOUSMCIIgdBB6ZCQ2NtaIhOiYO2o6I1UTbZpGURQjOtLqyEjQcT1sZKS8LFi8mprWC3uE0QA9VeOt2mDsO1gvRvwBle31DvZ5GZCSGK6DJ3jdpiIjgQDE2Fv/cC7sF4yArP0uOA24JTHSlohMNMTFKPjrTV8DKqQndZ0QAREjgiAIHYLX6zUG5A0aNKiRf0ZnF7FGK0YgmKqprKxs5BUVCSGRkTBixNxJk5oeWZoGTHUjvnJi7Fqvrh4ZOVCiWc4D9O8d5s00EEFNiBFoW6qkqCgoOjzuOgDiE5JITctq9n1+f9siMpGi1+fUeVRi7ZDaRE1PZyFiRBAEoQPYuXMnPp/2oDTXi+h0ZWQkkpoRaHvdSEsFrA0jFJG20Zp9PJIcWvjlUHl9VMS0zKbESEX9dS0WC8kpGU1ep21ipHFtSO/8AS125/gD2gTijsZuA0XRZgclxkNyF9aLgIgRQRCEDqG5ehHo/MiIXjMSFxdHUlJkPwa3VYyUtRQZMYmRzMysiNtozR01DlX7DH8AjlRgpGiguciIdi9SUjOx1iugQEBlf4lKSaWK26MVt7ZFjPQf0FiM5IXppGlIQA1vDtfe6CmxWpdWL2K1SppGEAThqENP0UBwWq+ZrkrT5OTkRPzQ78zISFYEhmc6Ie7d7mBUqbgUtgWH7zIgjIO9qqrGdc3Fq/tLIDFOixgcrtCESFvESEF+b+z2mJB9vZvopAldX8d30kB9mkbValQykrtWiEAbfUYEQRCE8OzbF3wqNixeBe1Bb7Va8fv9HZ6m8Xg8lJZqRRWRpmigHSIj9QWsCbEQE+an/RD31SjWZRYj3upNED8J0MSIHhlJiIPs9Mbvra2pwutxA8F6kYoaFYsFxgxR6JUKFTVQ5YTMlIiX1IjYGAu9covYv8fc1tt88apOZ4kRqxWshDrXdhUSGREEQegA9u7da2zn5+c3Om6z2YxhdB0dGTFPDo60eBVCxYhZXEWKHhlp2n01uK7cnMgjI0lJSWRlaYWgrpLvjP1b9mqpGoD+eeHdU80CKC0jG49XpbQSju8PeZkKNptCZqpCUZ5CbEzrIwYOG+T0Do2EtNRJo9ORVvDma9isWjQoRcSIIAjC0Yn54d3UxFs9VVNWVkZ1dXXYc9qD1nTSQNsiI26PSq3WRNKi+6qiKGRlZUb1+Xp0pObwKmPfivXB4/2bGDKs288DpKZlsfeINrtmSN/2TVXYbZDbJ3oxoiidFxmxWSErNWiX35WIGBEE4ahBVVV+/etfc9FFF4U8gLsCXYxkZ2cTExMT9pzO6qiJ1vBMxzzMNFoxEokVvF7AmpCUQWxMdOEAI1Xj3mXsK6kMHo+krTc+KZvkODhhoBYRaU+sVoU+phoRR0wsGZnND4f1B9ROEyM2qzZJuVda1wsREDEiCMJRxKpVq/jLX/7CBx98wH333ddl6/D5fBw4oBUv6KmYcHRWEWtr2npBG3Laq76wNFoxYu6k2bPlcx77w8+prQm6oAUCAaOrJTk1csMzHaO9N1BHUmxd4+NNREbMaZrE5CwcHTiTpZ/J+CyvT/9GXjMN8Qfo8Lk0OjYrZKVpkZHugIgRQRCOGsyzYN59911cLleXrOPgwYMEApq9ZXNipLMiI61N00AwVXPw4EH8fn+z5/r8sHa7ZpJhFiM7N37Cfz98kzdeDk5rX/X1f3HXaX8+2XkDon4Am4tYE2zlIccsCvSrD0IcPriXh383kwX/eA4ITdMkpvQixtG6ybyRMNDURdWn78AWz/f7NTHSGTUjiqJwyjAL6d2gkwZEjAiCcBRhji5UVVXx/vvvd8k6Wipe1emKyEhrxYjf7w9J9zTk/y1UOf4XMO3hHEoqQ9M0eLT3ffjeKzhrtQP//ufLxuGxZ81qkxix+g6EHOvTK9i989pLf2TJf97m+T/fwdZN34ekaRJTsonrQIOxgQP6c8aka8jOLeDSK29v8Xx/oO0txT0VESOCIBw1NIwuvPHGG12yDnPxamemaebPn8/tt99OcXFxyP7W1oxA5EWsJZUqB0oVAqrCxysbiBGvdv3amioW/d/fKT1SzIrP/w+A9IwcTjrtgqijAWYxorq2hxzTUzSqqrLyy4+M/Z8u/keoGEnqRVz4cp52wWGHn9/yN+Z9uJPjR53R4vl6ZETEiCAIQg+m4QP9o48+avan+Y7CLEaai4z06dPHSBG0NU1z+PBhrrrqKp577jkmTZqE0+kEtAey2YAtmpoRiFyM/GKygqJozqX/+Uah1FRMiicYmfnn23/lw3+9QqA+5XPuhb8gJsYe9QM4Ly8Pu12bKOeu2BhyTC9e3bV9A6UlQWH22X/nU1YaXEtCUq8OtV53hBFYqqri8apU1qocqVBDjvkDmveHiBFBEIQeTMMHut/v5+233+70dZjTNM1FRhwOh/Gwb2tkZNu2bXi9XgDWr1/PDTfcgKqqPPDAA3z//feAFomJi4uL6nMjFSMFOQpnnahtHypXWLbWdNAbFITF+3fy1iuPAlrdwjkX/rJV0QCr1WqYyVWb2nshGBlZ9fV/Q/YfPriXH3/4BtCG1tlj4jq0rdVhBwVNgOjsPgiHy8Hr07pZzPgDmoCxWLpHHUdnImJEEISjgkAgYIiR1NRUY/+bb77Z6WuJNE0DwVTNkSNHjGhGa9C7d3TefPNNpk+fzkMPaUWjiqLw3HPPRf250XiNzJoU3C6vMR3wHMJmsxsvvV5trO6Y0yaR2auw1akJ/d55Kn8I2a9HRlZ/80mj9/jrhxfqVvAdWSzqqHc59Wu1zKiqigqcNkLhgtMURg3RRIfXr4kVvx9i7E182FGOiBFBEI4KDh06hMejPeTGjRvH6NGjAfjuu+/44Ycfmntru2OOjJgf5uFor46ahmIEYOHChcb2008/zUUXXRT150YjRs47GTKSG3TceMtB9XDC6DMp7D885NCF064z2llbIwr69eunbbj3Y7VoT/zkBM3G3eNxs2b1UkCbCOyIiQ15b2p6LxQ6VozoxmJeTf9Q59HERmYKxMYoxqRcV31nss8PMZ0wsbc7ImJEEISjAnOao6CggFmzZhmvOzs6okdGevXq1aThmU57FbGahcIpp5wScuxXv/oVt99+e6s+Nxox4rDDtPE1oTvrUzR5ffpx6ZW3GbszMnM57fQL8Pn1OSnRpyaC9y7Acb01AXj+KVoUaMPaL43W4TFjz+O00y8IeW96ejYqHVuf4bBr03F99frM5Ya4GG1WDwQ7fpz1YsQfkMiIIAhCj8YcVSgsLOTyyy83TKb++9//NvW2dsfn8xndLM0Vr+p0RGTk5ZdfZuLEiQBMmTKF5557rtVeGqmpqSQkJES8vssmNBAj9cWrtoRCjjttJgMGa4UlV9/wAFabrU0PYCMyApzaayELHoIbpmjf01wvMvrUczhz0mUh701Jy+pwTw+HDWy2YGTE5dbm9DR0e63TSn0IqBDXhnk4PRmZ2isIwlGB+UFZUFBAVlYWAwcOZPPmzWzcuBGfz4fN1vH/5ZnNwVqqF4H2i4yYxUhBQQGLFy9m27ZtDB48uE2mXoqiMGDAANauXcvOnTvxer1GF0s4+uX4GNlfZd32+mt6tVbaPn0KSUqI5Y5HviDBXk5BX+3e+AO0uqPFfO+KD+wiIyX4Pc31IqNOmUhCQjLxCUmGz0lyai9s1o4VI1arQow9OKPH7YXMlPB/FnqR67HYSQMSGREE4SjB/CDXH1LHHXccAG63O6S9tSOJpngVQh+o7REZSUhIICkpCZvNxpAhQ9rFXXRQvZOo3+9n586dYc9RVZUln37MqlWrOP8UU8uqW0vtZOf1Y/xIhdHD4rHE9uZAiYqqqvj9rRcj5shI8f7guiorStny42oAigaOJD0jm5jYOMb95GLjnJS0bKxWorahj5a4GC0yoouNpPjG58TatXoSVRUxIgiC0KNpGBkBGDlypLFv3bp1nbKOSN1Xw53THpGRvLy8drc3H2SyNd+6dWuj49u2beOss85i2tTJzJgxg2z7SiacAHHqTjj0qrau3v1ITYQxQxV+coJCrAN2HQSPr/VFm+YhhAcPBP/8v1+5xHj4jz51orH/4uk3YrFasVgsDB15RqcYjCXEajUjHq+WtkkM01kdH4cRPekMK/juiIgRQRCOCvQHeWxsrDHcTY+MgOa90RlEGxmJjY01puO2VozU1NRQVaUNocvLa2JCXBswi5EtW7YY24FAgCeffJLjjjuOpUuXGvtXLHmXB2YrZOw5H5w/EhubQGp6BjarlvbJz1b4yYkKuRn6Q7p14slisRiRpUPFOw0BElovcq6xPWzkqbz27g+8/s8f6V0wosPTNADxsQo+P7g8EB8bXoz0Sg0WsUpkRBAEoYeiqqoRGSkoKDAiAz0hMgLBVM3Bgwepq2s8gbYlzPbvLbUSt4amxMjzzz/Pvffe22jNK7/6iEAgwKFi7c8kK6cfcQ4lJGKTnqxw+kiFEwdCQnQ+bCHo985d56SyogSANauWAmC3Oxh54ukh5/ctHEyfvgM1gzF767p4osFhB0XRileTE8Bhb3y99CQFjxcsx6gVPIgYEQThKKCkpMQwDDPXYBQWFhqdIN01MgKhHTV79uyJ+prmltvOjIzMnz/f2L799ts58UTN22XPzo38uP4bw9wsK6cwbF1IQpzCaSMs9M1uvSAIKWLdv5PyssPs36vVBw0ePoaY2PBKx+/XajU6GodNqwWpc2sRkHAkJWhdN8fqXBoQMSIIwlFAuHoR0ML4eqpm586dVFdXN3pve2MWI5FGKdpaxGrupOkIMZKenk5GRgYQFCOBQIA1a9YA2j3/y1/+wvmTg14e7y/8m7Gd0Su8GGkPzEWsBw/sYuP6r43Xw487tcn3dZbBmJ4GUoGk+PCiKykeEmJab/52NCBiRBCEHk+4Thodc91IZzix6mmaSAzPdMwCqjV1Ix0tRgAGDhwIaGLL6XSybds2amo0T5GTTjoJgLPPDvrBf/bxO8Z2Rq9+xHbQdFzzn/fBAzvZuO4r4/Wwkac1+T5fgA6d2KvjsGvRDpsVEsN00oDmLZKSGDzvWETEiCAIPZ6mIiPQuXUjZsOzSFM00Havkc4QI+ZUzbZt2/juu++M1yeeqBmZnXDiKNLT0wHwetzG8YzswlYXqbZEw8jIhnWmyEgzYiQQgFhHxxuMOeot4eNiIKmZ2pjsdBEjgiAIPZpIIyMdXTdiNjyLtHgVun+aBhrXjZjFiB4ZsVgsnH766Y3em5ld2GEPWfO927dnG5s3rAQgO7eAlPScZt/bGSkR3RI+KV6bR9MUqYkKiXEiRgRBEHoszUVGzGKkoyMjrSleBejbt6+x3dbIiN4m3N5EIkYAJkyY0Oi9mdn9OuzBn5WVRVy8lv9Y990X1NVphcz9Bp3K/iOw44DKjgMqB0rURu/tjAe/3aoVp2alNn9ebgYcV6RgsRybdvAiRgRB6PHoYsRutzd6GKenpxuFpOvXrze8KDqC1oqR+Ph4wxulLWIkNTWV+PgmChPaiFmMbN68me+//x7QjMfM93z8+PEh70tKTiM+IaXDHvyKotC3byEAPp/X2F846DROGKhw9iiF0UMUvD7w+UP/7DvafRW0OTRJ8ZCS0LzIcNgVcjOPTSECIkYEQTgK0B/gffv2NYbjmdGjIxUVFSGCob1pjceIjp5uOHDgAB6PJ+L3qapqtPZ2VIoGYMCAAcb2p59+SllZGRAaFQHIzMxk4JDgvuzcQiwd3CVSWNiv0b6BQ08lKxUKchT652k1G3X1ZSyBgIqidF7nyoh+Cr2zOudaPRURI4Ig9GgqKioM99GGKRodcxFre9SNbN68mT//+c8h1uiqqhqtrhBdZASCa1dVNUTUtERFRYVhOtYRhmc6CQkJxncy+5o0FCMAY047z9jOzivs8JbVon6hf+4ORywDBx9vuJ3Gx2q/XPUazx/o3DbanAzlmJ3GGykiRgRB6NE0V7yq0951IxdffDF33XUXxx13HI8//jhOp5MbbriBN954AwCr1RqS1oiEaIpYP//8c9566y0CgUCnFK/qhPtOeieNmVPGTza2C/qNwNbBZl5FRaGRkf6DR5OU5CAhVnutKAqZKZoLKmgeI8dy50p35Bi1VxEE4WihueJVnfaMjJSXl7Np0yZAmwb8u9/9jscffzzEUO3BBx+MupA0Uq+RRYsW8dOf/hTQUjpmMdDRYmTgwIEsWbIkZF+4yMiQEadw813Psmv7BiZPvVmbjtuBTxtzey9A0ZBTSU8OtXpPS1KMmhF/vRg5Vg3GuiPyRyEIQo9m+/btxnbDh5LOkCFDsNls+Hy+NkdGwk2t1YVITEwMr776KjNnzoz6cyPxGikpKeGXv/yl8fqZZ57hoYceMl53dmQkNTW1yWjUtCtuBaCiRiUQ6NgoRMM/98KBp5KZEpoWSYjVZsSoqoo/IGKkuyFpGkEQejRmMWIusjTjcDgYPHgwAJs2bcLr9YY9LxLMYmTWrFlG1CU7O5ulS5e2SohAy2kaVVW58cYbOXjwoLHv0KFDPPvss8brzhYjJ510Usjwu3D4/R0/c6WhIOo/9DQjRaOTGKd5ftR5tDTNsTwHpjsiYkQQhB7Ntm3bjO3+/fs3ed6wYcMAzSV1x44drb6eWYxMnTqVVatWsWLFCrZu3cqppzY9C6UlWkrT/OMf/2DBggUAIe27P/74o7Hd2WIkXL1IQ/QZMC2JlraQlpZGWnomALl9+pOVlWMUr+okxkGcIyhGOnpNQnSIGBEEoUejR0YSExPJymq6f3Lo0KHGtvkBHi1mMTJw4EDsdjtjx44lKSmp1Z8J2vr1YXQNIyMHDhzgpptuMl7PmTMnrPDpaDHSr18/rNZgOCFcvUhD/AE6bEiejqIo3P/QXxgwdCy/vOVZ4mJoJEZsNoXURK2I1RfQhInQfZCMmSAIPRav12s8uAcMGNDsT7pDhgwxtvUC1NagT61VFIWioqJWf044CgsLKS0tZe/evbjdbmPQ3htvvEFlZSUAM2fOZPr06aiqymWXXRby/pyc5u3P24rdbqeoqMgQZJGIEZ+/48UIwIzLZpJSeCWxMZCcADFh5s5kpsDug2C1ds6QPCFyoo6MPProo0yaNIkJEyZw2WWXsWzZMuPYnDlzmDhxImeddRbPPfdciNPhhg0buOKKKxg3bhzXXXedMUxKEISeyVtvvcX06dM7fN5Lc+zZswefzwc0n6KB9omMqKpqPIgLCgqIjY1t4R3RoaeSAoFAyBrNRbf33HMPoKWIzDbyWVlZOBwd/9Q/88wzASgqKjIm+TaHv7Om49o0kVHj0kRHOJLiFQJodSydIZCEyIlajMycOZMPPviAzz//nPvvv58//OEPVFVVsXz5chYsWMCcOXOYP38+y5cv5/333wfA4/Fw9913c/nll7NkyRJGjBjB/fff3+5fRhCEzqGqqoprrrmGBQsWcP7551NeXt4l6zAXr7YkRgYNGmRETlobGSkpKTEiFJE8iKOlqaF+P/zwAwA2m80oxLXZbNx2223GOR1peGbm6aef5u2332bJkiUhKZumUFWwd9DEXjMxDk2Q+P2Q3IT1emK8ZgHv9XfOmoTIiTpNY65aVhQFj8dDSUkJixYt4tJLLzUc+q666ioWL17MlClTWL16NXFxcUyZMgWAa6+9lokTJ1JcXBy2F9/j8TSyQ7bZbJ2i+rsDgUAg5HeheeR+RUd73K8NGzbgdmsOUvv37+emm27irbfeapf1RYO5fqOoqKjZ7xQbG0tBQQG7du3ixx9/xO/3t1jA2PBemUXMgAED2v3v3PDhw43ttWvXMnPmTLxer3HdwYMHY7PZjOvOnj2bxx57jNLSUk488cRO+TcQHx/PjBkzgMZ/h9T61xYlgIJ2b60WFbtFIRDo2Ie/zaLisKskxkFCbPjrxTlUEmJU6txgt3b8mlriWPm/K9yIhoa0qmbkiSee4IMPPsDtdjNhwgSKiorYuXMnkycHXfcGDRrE888/D8COHTtCWu7i4uLo06cPO3bsCCtGXnvtNV5++eWQfdOnTzf+ARwrRGMJLcj9ipa23K8VK1aEvH777bcZO3asYcbVWejD2kArAG3JuVQXI9XV1axcuZLs7OyIrqPfq6+//trYl5GR0eL1oiU9Pd3YXrlyJbt372br1q1GK3K/fv0aXfOtt97im2++4eKLL2739bSW/plBu/i+qYAfOmNpJ9ZnrVxVsLsq/DknFdZv+DpnTZFwtP/f1ZT/j5lWiZF7772Xu+66i1WrVhltdU6nk8TEROOchIQEnE5tlLPL5SIhISHkMxISEnC5XGE/f/bs2Y169Y+1yMjevXvJz8+PSFEe68j9io72uF9HjhxptO+Pf/wjl1xySYeNsG9pHWPHjm3SgVXnxBNP5PPPPwc0o7KTTz652fMb3itzOurkk09u8XrR0rdvX9LT0ykrK2Pr1q0UFBTwzTffNHvNgoICzj333HZdR2uprPJTUb6P7SW9sdebeOw6qHLWSQq9szo+CrFkdQCPDyadrDQZ9Vq9KcCG3XDOaIXcjK6PjMj/XRqt7qaxWq2ccsopvP322xQVFREfH09NTY1xvLa21uiFj4uLo7a2NuT9tbW1xMU16L2qx+FwHDPCozksFssx/xc0GuR+RUdb7tfmzZuN7fHjx7N8+XLKysq49dZbWbhwYXstsUV0vxCHw9HkxF4z5iLWLVu2cM4550R0Hf1emT1NhgwZ0iF/30aOHMnSpUspLi6mrKyMjRs3GseOO+64bv13XLFoTQsB1YKKhUBAJaAqOOwKFkvHP/jjYrS6EKu16XuUnKjgsKnYbZ2zpkiQ/7vawWckEAiwb98++vXrF/IPdcuWLUbbW1FRUcgxl8vFvn372r0tThCEzkHv9IiLi+Of//wnvXr1AuD99983akk6GlVVjQLWhv4XTdHWjhq9rddqtTZpg95WGhax6sWrACNGjOiQa3YUvkDnDqTLzVTondm8wEiM036JFXz3Iiox4nQ6Wbx4MU6nE5/Px6effsrq1as58cQTmTx5MgsXLmT//v2UlJQwd+5czj//fABGjRqFy+Xigw8+wOPx8OqrrzJs2LBODecKgtA+eDweQwQMHjyYrKwsI03g8/naZCgWDcXFxUaqt6VOGp22eI2oqmr8UNWvXz/sdntU74+UhkP9dDESFxcXUe69K9Fvibvebd/vB5ul8x78RXkK+dnNi5HkBEiIg5iO+eMTWklUYkRRFP7v//6PyZMnc/bZZ/Paa6/xyCOPMGDAAMaPH8/UqVOZNWsW06dPZ9y4cVx00UWAFkJ96qmnmDt3LmeeeSZr164NGe4kCELPYdu2bfj9fiD4cD/++OON42vXru2UdUQyk6YhWVlZhstptKKpuLjYSDd3RFuvjjky8s033xgCaNiwYRFFf7qSuBhNCNTWlwP6/Zr3R3eaAZMUr3DacIX42O6RohE0otKrcXFxvPTSS00enz17NrNnzw57bPjw4cybNy+61QmC0O0wRxT0tIf5p/nOEiORzqRpyNChQ1m+fDkHDhygqqqK5OTkJs9du3Yty5Yt47rrrgtpI244o6U9GT58OIqioKoq77//vmEe2ZNSNHX1zgzddTquCJHux7FdMSMIQtSYIwrhIiNmt9COJBrDMzORpmrmzJnDqFGjuO2225g2bVpIIWlHRkYSExONejpzU0BPEiNWK/j8qkzHFSJGxIggCFERLjKSnZ1teHasXbs2ZBRER2GOjESapoHQItamxMhLL73E7Nmzje+xaNEifve73xnHO1KMQGikScecvunuJMRqtuwyHVeIFBEjgiBEhR4ZsVgsIQ9lPTpSUlLSKbOn9MiIoihRdbaYIyPh6kaeffZZbrzxxkb7KyoqjO2OFiPhhEdPioxkpkCNs3Mm9gpHByJGBEGIGFVVjWhCv379QgbFdXYRqy5G8vPzjem2kdBcZGTlypXccccdxut77rmHZ599NuQc3dOkI2kYGUlNTSUvL69Dr9meZKcpeHydN7FX6PmIGBEEIWL27dtndJSYH+rQuUWsZWVlhhtqNCka0FxOdRHVMDLyySefGNu/+c1vePTRR7nooot46qmnjP2DBw/u8K6WhpGRESNG9KhUR2qSVifi9ooYESJDxIgg9DA2btxIdXV1l1zbHEkwpzugc4tYW1u8CpphmT75dtu2bSFDOc0dM1deeaUhAH7961/zpz/9ieOPP55HH320LUuPiP79+4c4VPekFA1ASoJmLOZyg8Pec0SU0HWIGBGEHsRvf/tbhg8fzujRoxtNtu4MzJGEhpGRIUOGGGMcOjoyojuhQvRiBIJr9/v9IQLE/LnmuhBFUfjNb37DmjVruPDCC1uz5KiwWq0hE3x7mhhx2BWy0+rbeqWTRogAESOC0EOYP38+TzzxBKA9NNesWdPpa2guMmK32xk2bBigza6pq6trt+sWFxfz4osvcsEFF9C3b1+uuuoq41i0aRog5EG/YcMGY1sXI7m5uSGDP7sCc9qrp4kRgF5pCvGx0tYrRIaIEUHoAWzcuJFf/OIXIfvWr1/f6esI5zFiRk/V+P3+kId8a/nyyy8ZP348vXv35le/+hUffvhhyLh1i8XCqFGjov7ccGKkoqLCmALckaZmkXLzzTfTp08fJk+ezPjx47t6OVGTlgSpid3P8EzonshfE0Ho5lRXVzNt2rRGk687y1zMjB4Z6dWrF+np6Y2ONyxibY1QMHPttdeGmI0BpKSkMHz4cIYNG8b06dNbNbAunBgxp2s6unU3Ek488UT27NnTowpXzaQmarUjMVLAKkSAiBFB6ObcfvvthggYNGiQkUro7MhIRUUFBw8eBBrXi+i0Z3uv0+k0IjEZGRnceOONTJs2jeOPP77ND+j+/fsTExOD2+0OK0a6Q2QEerZZmM2mMO44iYwIkSFpGkHoxjidTubOnQtAcnIyH374ITk5OYAWGekMp1Mds7jQa0Ma0p4dNZs2bTK+34UXXsjDDz/MCSec0C4PaKvVaqSZtm7ditvtDile7S5ipKfjsCs9WlAJnYeIEUHoxixduhS32w3AjBkzGDBggOFBUVpaakQqOoOVK1ca202lXzIzMw1zrrbawpvTM02Jn7agp2r8fj9btmzpdmkaQTiWEDEiCN2YxYsXG9uTJ08GQusyOrNuxCxGxowZ0+R5enSkvLw8pNg0WjpLjIBWN6JHRhRFaVW7sCAIrUfEiCB0U1RVZdGiRQDYbDbOPvtsINSdszPrRnQxEhcX16w4OOGEE4zt7777rtXXM4sRs3BoL5oSIwUFBVHZywuC0HZEjAhCN2Xr1q3s2LEDgPHjx5OcnAx0TWSkpKSEnTt3AnDSSSdhszVdlTh69Ghje/Xq1a2+pl5YGh8f3yGzYMyCaunSpVRVVQFSLyIIXYGIEUHopuhREQimaEDrZNFno3RWZGTVqlXGdnMpGgitJzG/LxpcLpchxIYOHYrF0v7/VRUVFRkzalasWGHsl3oRQeh8RIwIQjfFXC9y/vnnG9uxsbHGT+8bN27E6/V2+FoirRcBbRBdRkYGoEVGWlPEumXLFgKBANAx9SIQ2lFjXqNERgSh8xExIgjdkNraWj7//HMA8vPzG9VM6HUjHo8npAuko4hGjCiKYqRqjhw5wr59+6K+XkfXizT32RIZEYTOR8SIIHRDPvvsM6Ol9/zzz2/k1dCZdSOqqhpiJDU1NaJZMG1N1Zit5DsqMgLhxYhERgSh8xExIgjdkKZSNDqd2VGzf/9+w89k9OjREZlYmcVIa4pYO7qtV6ehGLHZbBQUFHTY9QRBCI+IEUEIQ0VFBbNmzeK2224zahc6i0AgwIcffghok3D1ll4z5shIR4uRaFI0OtGKkfnz5zNlyhS++eYbIChGYmNjWzV7JlIaipH+/fs32ykkCELHIP/qBCEM9957L2+++SYA5513XtjoREexePFidu/eDcCZZ55JUlJSo3MKCgpISkqiurq6w9M0rREjffv2JTMzk5KSElatWoWqqk1GVPbu3ctVV12F1+tlxYoVfPfdd2zbtg0I7RzqCPr160dcXBwulwuQFI0gdBUSGRGEBuzatYtXX33VeG1+GHcGzzzzjLF90003hT1HURQjVbN7924qKys7bD3ffvutsR2pGFEUxYiOlJSUNOvE+uc//9noCCotLeWnP/0pfr8f6NgUDYDFYgkZ+ifFq4LQNYgYEYQGPPLII/h8PuP1mjVr2u2z6+rquO+++7j++ut59tln+eijjygtLTWOr127liVLlgAwYMAALrjggiY/q73rRiorKxulpAKBgFGAmpOTQ+/evSP+vEhSNYcPH+bll18O2ffDDz8Y2x0tRiA0VSOREUHoGkSMCIKJbdu2MWfOnJB97SlGXnrpJR599FH+93//lzvuuIPzzjuP/Px85s2bB8Bf/vIX49zbb7+9WbMv84TctkZv5s6dS3p6OuPHj6e6utrYv23bNiPqMmbMmKgmsJqdWJvqqHnuueeMFMnYsWMbHe8MMXL66acb26ecckqHX08QhMaIGBEEEw8//LCRItDZuXMnFRUV7fL54SIELpeLmTNn8uyzz/L2228DkJaWxtVXX93sZ5kf3mYH0dbw97//nUAgwFdffcUvf/lLVFVFVVWefPJJ45xIUzQ6LUVGKioq+J//+R9AK9SdP38+1157bcg5HekxonP11Vfz7LPP8s4774TM1REEofMQMSII9WzatIm33noL0MTAz372M+PY2rVr2+UaemEmwMsvv8y0adMALR1yxx134PF4ALj++utJSEho9rNGjBhhzKtZsWJFq5xOdfSCWYB3332XZ599lieffJK///3vAMTExDB9+vSoPjM/P5/MzEwgvBPrCy+8YMyDufrqq+nduzdPP/00/fr1A6BXr17Gdkdit9u57bbbmDFjRodfSxCE8IgYEYR6HnroIaNm4q677uKMM84wjrVXqkYXI7179+aaa65h/vz5XH/99SHn2Gw2br755hY/y2q1ctpppwFw8OBBY5BdtAQCgUYFpnfddRe//e1vjddz5swxrNMjpWER6549e4xjLpfLSElZLBbuvvtuAJKSkvjss8/4zW9+w8KFC6XNVhCOEUSMCAJa0aRet5GZmcktt9wSErJvDzFSUVFBSUkJgOFiarFYeOGFF0IEyWWXXRZxoei4ceOM7eXLl7dqXYcOHTIiMg6HAyAkVfXoo49y+eWXt+qzzXUjX3/9tbH9+eefG/dixowZIa6uBQUF/OlPf2L8+PGtuqYgCD0PESOCADz44INGGuGee+4hMTGRESNGGB4X33//fZuvsX37dmPb/PDVBckzzzzDNddcw3PPPRfxZ5rFSGvrRswRi6uvvjrEZG327NkhEZJoMQuKZcuWGdvmtU6ZMqXVny8IwtGBxECFY541a9awYMECALKzs/nVr34FaO6fQ4cO5YcffmDjxo14PB4jctAazPUiDee7WCwW7rjjjqg/85RTTsFqteL3+1stRsz1IkVFRTz22GPce++9pKen8/DDD0fVQdOQsWPHYrFYCAQCTYoRs6ASBOHYRCIjwjHPAw88YGz/9re/JT4+3nitp2q8Xm/IvJTW0JwYaS0JCQmceOKJgDZcrry8POrPMEdG+vbtS0ZGBi+//DJPPvlkm8QXQHJystGCvH79eioqKvB6vYbte9++fcnPz2/TNQRB6PmIGBGOaVatWsX//d//AZCXl9eomLQ960aaStO0FXNk4auvvor6/ebISEcMidN9PFRVZcWKFaxZswan0wlIVEQQBA0RI8IxjdlH4/e//z2xsbEhx9tTjJgjI/3792/TZ5lpaxFrw8hIe2PuSvriiy8kRSMIQiOkZkQ4ptHrGNLS0vjlL3/Z6LhZjLS1iFUXI9nZ2WGH37WWthax6pERm81Gbm5uu61Lp2ERq7lTSMSIIAggkRHhGObw4cMcOnQIgBNPPJGYmJhG52RkZBg1DWvWrGm1sVhtbS3FxcVA+6ZoQEsv6eZg3377rdGmGyl6ZCQ/P79DJuRmZ2cbM19WrVrF559/DmieIub5OoIgHLuIGBGOWczD5Zp7KOrRkaqqKnbt2tWqa3VUvYiOHmGoq6uLKoJTXV1tFL12RIpGR68b8Xq9HDlyBIDTTjutQ8SPIAg9DxEjwjGLWYyMHDmyyfPao26ko+pFdMzpji+//DLi93V08aqOeRidjqRoBEHQETEiHLOsW7fO2I4kMgKt61aBjmnrNWOeNtvUhNxwdHTxqo65iFVHxIggCDoiRoRjFj0yoihKs9NhzzjjDCOdsHDhwlbVjXS0GBk+fLjhCRJuQq6OqqqUlJQY36GzIiOFhYUhhatWqzVEQAmCcGwTlRjxeDw8+OCDTJ48mQkTJnDdddeF/Cc7Z84cJk6cyFlnncVzzz0X8p/2hg0buOKKKxg3bhzXXXedUcwnCF2B3+/nhx9+ADRxYDY6a0hmZiZnnnkmADt27GhVV01HixGHw2GkmrZs2WJMw9VRVZUPP/yQsWPHkp2dbQziM0dGOlKMKIoSkqo54YQTSExM7LDrCYLQs4hKjPj9fnr37s1rr73GkiVLOOOMM7jzzjsBzd9gwYIFzJkzh/nz57N8+XLef/99QBMxd999N5dffjlLlixhxIgR3H///e3/bQQhQrZv305dXR3QfIpG59JLLzW2dev4aNDFSHp6OmlpaVG/PxL0oXSqqoYIpqVLl3LSSSdxwQUXGMPqFi9ezPr160MiIx2ZpoHQuhFJ0QiCYCYqn5G4uDiuueYa4/Vll13Gc889R0VFBYsWLeLSSy+lT58+AFx11VUsXryYKVOmsHr1auLi4oyBWNdeey0TJ06kuLg4rK+Bx+Np1J5os9nabE3dU9DH2Ou/H23U1tby4osvcuDAAWPfiBEjmD17dqvmoLTmfpkLUY877rgW3ztlyhR+9atfEQgEePfdd6Oa2eJyudi7dy+gRUU66s9Vt4UHrW7k9NNPp66ujilTpjSKlAC8+uqrIZGRPn36dOjfuWnTpvHwww9TWVnJ1Vdf3SP+fh/t/xbbG7lf0XGs3C+LpeW4R5tMz9atW0d6ejqpqans3LmTyZMnG8cGDRrE888/D2ihbXNoOi4ujj59+rBjx46wYuS1117j5ZdfDtk3ffp0ZsyY0Zbl9jj0B9jRxpNPPsnf/va3RvudTicXXnhhqz83mvtldirNzs4OiRA0xSmnnMJXX33Ftm3b+M9//sOwYcOaPV9VVVRVZevWrca+nJyciK7VGvLy8oztL774gqlTp/LFF18YQqR///7cdNNN3HvvvXg8Ht58801sNu2/gIyMDA4fPtwh6zKzdOlSvF4vCQkJHXYfOoKj9d9iRyH3KzqO9vul+yA1R6vFSE1NDY899pgx4dTpdIbkgBMSEoz5Ey6Xi4SEhJD3JyQk4HK5wn727NmzmTlzZuhCj7HIyN69e8nPz49IUfY0Pvnkk7D7582bZ9QyRENr7pf5H//ZZ58dUb3EzJkzjW6aL7/8kvPPP7/ROZWVlXz44Ye89957fPTRR9TW1oYcP/744zusNiM3N5eYmBjcbjebNm2ioKCA7777zjj+2GOPcemll/Ltt98yb948KioqjGP9+vXr0JqRnsrR/m+xvZH7FR1yv4K0Soy43W7uvPNOxo8fb6Re4uPjqampMc6pra01igLj4uIa/adcW1tLXFxc2M93OBzHjPBoDovFctT9Bd26dathAHbqqafyl7/8hWuvvZYffviBr776irVr14akG6Kh4f1avnw5tbW1TJo0qdG5eidNfHw8AwYMiOg+X3rppdx6660EAgEWLFjAI488EpKqefnll7n55pubdUAdOXJkh/2ZxsbGMnLkSFauXMmWLVuoqalh8eLFgNa9MmnSJCwWC7/85S+ZN29eyHv79u171P1da0+Oxn+LHYncr+iQ+9WK1l6fz8fvfvc7srKyuP322439/fr1C+kY2LJlC0VFRQAUFRWFHHO5XOzbt884Lhw76A9HgEsuuYRTTz2Vm266ydj34osvtst1Pv/8cyZMmMB5553Ha6+9FnKspqaGHTt2AFqtSqT/CWRnZxt+GVu2bAkxTQsEAvzhD38IESJZWVmMHTvW+HXrrbdy8cUXt/GbNc+oUaOM7QULFhgponHjxpGSkgLAT37yE8PiXkeiIoIgdCVRi5FHH30Ut9vNAw88EPJT4eTJk1m4cCH79++npKSEuXPnGmHsUaNG4XK5+OCDD/B4PLz66qsMGzasQ4ZyCd2bRYsWGdv634+ZM2cag+Pmzp0bkj5oLY8//rhRFPaHP/zB6JwBrc1cbzuPdjZKU10169evD5lzs3TpUoqLi1mxYoXx67nnnjNqNDoKvaMGtHugY04pWSyWRvVXIkYEQehKohIjxcXFfPDBB3z//feceeaZnH766Zx++ul8//33jB8/nqlTpzJr1iymT5/OuHHjuOiiiwAt7fLUU08xd+5czjzzTNauXctDDz3UIV9I6L44nU6WLl0KaJ0bI0aMALSBabNmzTLOeeONN9p0nR9++IGPPvrIeL1//35eeukl43WkNvDhmDp1qiHC3333XUPUfPzxx8Y5v/jFL5gwYUKXzF0xR0bM0UhzcTlonS3miFBHt/UKgiA0iyp0O/x+v7pjxw7V7/d39VLalQ8//FAFVEC99tprQ4798MMPxrHBgwergUAg4s9teL9+8YtfGJ+l/8rKylKrq6tVVVXVW265xdi/ZMmSqL/H6aefbrx//fr1qqqq6sSJE419mzdvjvoz2wuPx6PGxMSEfPfevXuH3E/9fk2ePNk4Z+3atV225u7M0fpvsaOQ+xUdcr+CHNsVM0KnEi5FozN8+HAmTJgAwObNm/nss89adY1Dhw7x1ltvAZCSksIFF1wAwJEjR/h//+//AZFP622K6dOnG9sLFizA6XSybNkyQEt3DBw4sFVrbw/sdjvHH398yL7zzjsvrCfKU089xejRo7n++utbdR8EQRDaCxEjQqegqqpRvGq32zn77LMbnaO3iQO8+eabrbrO888/bxSRXnfddfzpT38y0hFPPfUUZ511Fp9//jmgtcJmZmZGfY1p06YZ2++++y7Lli3D7XYDcO6557bKuK09MadqoHGKRmfo0KGsXLmSl156qcvXLAjCsY2IEaFT2Lp1q9HBMn78eJKTkxudc9FFFxnt3v/973+jHkjndDp54YUXAM2X5tZbb2XIkCFGPUpFRQWfffaZ8bnhJslGQl5enmFnvnHjRp599lnj2Lnnntuqz2xPzGLEZrMxceLELlyNIAhCy4gYEdrM008/zc0330x1dXWT5zSXotGJjY01UjX79+/nxx9/jGodDz/8MKWlpQDMmDHDGE1w//33h3jaDBgwgN/97ndtaiM2p2r+85//AFqXyllnndXqz2wvzB0148aNCyv8BEEQuhMd22coHPV8++23/OY3vwG0n8LNUQLzOQ8++KDxuqm0AWiRBf3h/vHHH7doua6zcuVK/vSnPwFaGuh3v/udcaxfv3588cUXfPnll5xxxhkcf/zxbU5LTJs2LcRnB2DMmDGkp6e36XPbg5EjRzJt2jSWLFkSch8EQRC6KxIZEdqEecbLnDlzGjntLl++nIkTJxreIeeee26zAsOc5jC3yzZHdXU1v/nNb4z0y8MPP8zw4cNDzhk9ejS33norJ5xwQrvUR/Tp04fTTjstZF93SNEAKIrCggULKC0t7TZrEgRBaA4RI0KbWL16tbFdWVnJP/7xD+P1Z599xqRJk4z0zZlnnsnChQubFQPDhg0zBr4tXbrUKAxtjjvvvNOYNTNu3DgjUtPRmFM10H3EiI4UpQqC0FMQMXIUEwgEePHFF7nllluMX4899liTAwpbg1mMALzwwguoqkpxcTHTpk0zhiVOmjSJDz/8MGSYYjgURTEe6i6XixUrVjR7/gsvvMCrr74KaMMXX3/99U4zGzN31SQlJXHKKad0ynUFQRCONqRm5Cjm7bffDmmX1SkuLjY8N9pCVVUVmzdvDtm3Zs0avvrqK5588knKy8sBrWD1vffeIyYmJqLPPffcc5kzZw6gpWrCFYW63W5uueUWXn75ZWPf008/Tf/+/Vv5baKnb9++XHnllfzjH//gxhtvxG63d9q1BUEQjiYkMnIUs3DhwrD7//a3v7F79+42f/73339vbOfk5BjbP/vZz3j//fcB6NWrF2+88UbEQgQIaUUNVzdy+PBhzjzzzBAhcs0113DNNddEtf724K233uLgwYM8+eSTnX5tQRCEowURI0cpHo+HTz75BIDMzEy++eYbbr75ZgC8Xm+7zAYyp2h+//vfG50kup8IwEsvvRS1sVhWVhYnnXQSoAmew4cPhxy/5ZZb+OqrrwCtHfj111/nd7/7XZfUSCiKQnZ2dqdfVxAE4WhCxMhRyooVK4zC0UmTJnHyySfz0EMPGWPkX3/9dbZs2dKma6xatcrYHjduHL/85S9Djl9xxRVccsklrfpsczGoLqpAMzbToy5paWksX76cq666qlXXEARBELoHIkaOUnTrdQiajKWlpRmdJn6/nwceeKBN19AjIzExMQwfPpwbbrjBiE5kZ2e3qS7FLEY+/PBDY/uTTz6hrq4O0LpZGlqfC4IgCD0PESNHKboYURSFSZMmGftvu+02I20yb968kKFx0VBVVWVEVkaOHInD4aCoqIiXXnqJSZMm8f7775ORkdHq9Y8dO5bU1FQA3nvvPSorKwH44IMPjHMuvPDCVn++IAiC0H0QMXIUsnfvXn744QcATj755JCajaSkJH77298C2vC6xx57rFXXMBevmqMT1113Hf/5z384+eSTW/W5OjExMcycORPQWnznzZtHIBDg3//+NwBxcXFhh+0JgiAIPQ8RI0ch4VI0Zm688UbS0tIArVslEAhEfQ1zvYh5Fkp7Yu6OeeWVV1i9ejUHDx4EtI4b87wZQRAEoeciYuQoxCxGws2BiYuLMybWlpWVsXHjxqivYe6k6ai6jRNOOMHoqlm1ahWPPPKIcUxSNIIgCEcPIkaOMswtvVlZWU0KBV2MAHzxxRdRX6dh8WpHYe7Q0btoAC644IIOu6YgCILQuYgYaSdqampYtWqV8WvLli3G4LbOZPny5dTU1ABw3nnnYbGE/yM2i5Fly5ZFdY3PPvvMKF49/vjjO9R59MorryQ2NjZk3+jRo8nNze2wawqCIAidi4iRduDgwYMMGDCAMWPGGL8GDx7c5tbZ1vDRRx8Z2+HqRXROOOEEY07MF198EZFwUlWVv/71r5xzzjnGPrNbakeQmprKpZdeGrJPUjSCIAhHFyJG2oFnn32WQ4cONdr/xBNPGNNkO4tPP/3U2G5OKNhsNsaOHQvAgQMH2LlzZ7OfW1dXx+zZs7ntttvw+/2AFnnRO3M6koY27yJGBEEQji5EjLSRyspKXnzxRQAcDgc33XSTMdjN4/Hw8MMPd9paysvL+e677wDN+yMrK6vZ808//XRju7m6kX379nHGGWfw+uuvG/vuvfde/v3vf7c4hbc9OOOMMxgyZAgA/fv354QTTujwawqCIAidh4iRNvK///u/VFVVATBr1iz+53/+h3fffZfk5GQA/v73v7Nt27Z2udby5ct56KGHKC4uDnt86dKlRrolEg+OSOpGli9fzqhRo1i5ciUA8fHxvPPOOzz++ONYrdZov0KrUBSF9957j3vvvZd//vOfXTKDRhAEQeg4RIy0AbfbzV/+8hdAe2DqVuvp6enceeedQPvYrgOUlpZy3nnn8cc//pHTTjuN7du3NzpnyZIlxrYenWmOk08+GYfDAYSPjHz55ZeceeaZxqC6wsJCvvzyS2bMmNHar9FqhgwZwuOPP87IkSM7/dqCIAhCxyJipA3MnTvXiFJcfPHFDB482Dh2++23G3bo//jHP9iwYUObrvX2229TW1sLwO7duznjjDPYtGlTyDm6GLFarSFRj6aIjY01nFK3bdvWKOLy17/+FZ/PB2iRllWrVnH88ce36XsIgiAIQkNEjLSSQCDAU089Zby+++67Q44nJydzzz33AFoXyv3339+m682ZMyfk9YEDB5gwYYIxW+bgwYOGedmYMWOMNFFLNJeqWbFiBQAJCQksWrSoTbNmBEEQBKEpRIy0kn//+99s3rwZ0B7op556aqNzbrrpJnJycgD417/+1WStR0usX7/eMBkbMWKEUcB5+PBhLrzwQpxOZ9QpGp2milj37NnDvn37ADjllFOMdI4gCIIgtDciRsLw0ksv0a9fP6655pomi0+feeYZY/uuu+4Ke058fLzRlhoIBHjnnXdatR5zF8v111/PkiVLDGfV3bt389hjj7VajIwdO9YwRlu6dKmxf/ny5cb2uHHjWrVuQRAEQYgEESMNqKys5M4772TXrl28+uqrDB48mJkzZ7J161bjnO+++47PP/8cgMGDB4ed/6Jz5ZVXGtv/+Mc/ol6Pz+fjrbfeAsBut3PFFVeQlpbGW2+9ZTif/ulPfzKs0mNiYgz/kEhITk426kY2bNhgiC89RQMiRgRBEISORcRIA+bOnYvT6TReBwIB/vGPfzBmzBjjQa130ADccccdTVquAwwdOpQTTzwRgJUrV4aImkj46KOPDEO1iy66yKjbGDJkiNGx4/F4OHLkCKBFOqKdZjt16lRje+HChUBQjFgsFk477bSoPk8QBEEQokHEiAlVVfnb3/5mvL7tttvIzMwEtIjJjBkz2LFjB/PmzQO0Ft6f/exnLX7uzJkzje25c+dGtSZz4erVV18dcuy+++4jPz8/ZF80KRqdadOmGdsLFiygsrLSKIw97rjjIi6GFQRBEITWIGLExLfffsu6desArWjz2WefZdu2bQwcOBCA77//nvHjxxvtrjfeeCPx8fEtfu7ll19uGHX94x//iHiA3saNG3nvvfcAyM7OZtKkSSHHExISePbZZ0P2tUaMFBUVcdJJJwGwatUq3nnnHQKBACApGkEQBKHjETFiwhwVuf766wFISUnh3XffNSbH6h0xdrudm266KaLP7d27Nz/5yU/4/+3de1BU5R8G8Gdh5bar4G10BESRCFFTa70UlxxBDDBBBS/kJROZsTJRKR0dFMFMLW0sbUBQqaCSYFLAC6KmjE463qZQUxAVDRRQA+Quy/7+4MeJTTR25exReD5/7bnyvl/g7DPn9gJAbm4uzp4926rtPv74Y2EcmIULF7Y4Ou6kSZPg6+sLAOjfvz9GjBjRqn3/W/OzI80fQ2YYISIisTGM/F9paalw+cXS0hLTpk0Tlg0dOhRfffWV1vpBQUE6DWOv66WarKwsHDx4EABga2uLJUuWtLieTCZDSkoKEhMTceTIkRYDS2s0Hxm3+aB/rq6ueu2PiIiotRhG/i8hIQHV1dUAgJkzZz52+SU4OFh4MkYulz8xHDzJlClThHd1/PTTT8KlHqDxlfFRUVFYtmwZcnNzUV9fj3Xr1gnL169f/9SbUk1NTREUFIT+/fvr1KbmHB0dMWTIEK15NjY26Nu3r977JCIiag2GEQC//vorli9fLkw3XaJpTiaTYdeuXdi+fTsyMzN1HiPFysoKEyZMANB45iEtLU1Ytm3bNqxatQobN26Ek5MT3N3dkZOTA6Bx/Jjp06fr0y2dNb9UA/ASDRERGUaHDyMHDx6Ej4+PMO7L5MmTHztD0MTExATz588X7v/QVfOQ88033wBofHS4+SWghoYGnD59Wpj+8ssvn/rocFtqfqkGYBghIiLD6NBhZO/evfDz80NNTQ0AYMKECTo/eqsLT09PODg4AAAOHz6Mq1ev4sCBA8IIvA4ODsKjxAAwdepUnV5g9qycnZ3h5OQkTPN+ESIiMoQOG0YOHTqEgIAA1NXVAWi8RJGSkiI8NSMGIyMjLFiwQJiOjo7WOiuyefNm3Lx5E9u2bUNoaCji4uJEa0tLZDIZli9fDplMBjc3N47QS0REBiHTtPalF+1MWVkZPDw8cO7cObzzzjuIj4+HXC4X/ec+ePAA1tbWqKmpgUKhEC4P2dvbIycnB8bGxmhoaEB+fj7s7OwMdommubKyMnTp0kV4N8rzTup6vWhYr9ZjrXTDeumG9fpHh+29paUlMjIyEBkZiW+//dYgQQRofGvrjBkzAEAIIgDw4YcfwtjY2CBt+C+WlpYvTBAhIqIXX4cNIwDQvXt3hIeHGzwEvP/++1rTCoUCc+fONWgbiIiInhc6hZGYmBgEBgZixIgRyMjI0FoWHx8PT09PjB07Flu2bNF65fmlS5cwY8YMuLi4ICQkRHiLaUelUqmgUqmE6Tlz5sDKykq6BhEREUlIpzBia2uLpUuXYtCgQVrzT5w4geTkZMTHxyMpKQknTpwQhrSvq6vDJ598gunTp+Po0aMYPHiw1uvGO6pVq1ZBJpPBysoKixcvlro5REREktHpRgkfHx8AwM6dO7Xm79+/HwEBAbCxsQHQ+AbTAwcOwM/PD+fOnYO5uTn8/PwAAPPnz4enpyfu3LnzxNep19XVCU+5CA2Vy4U3mLYHvr6+uHjxIpRKJWxsbISB6QAIn5vPoydjvXTDerUea6Ub1ks3HaVerbk5t03u2rxx44YQVIDGV4tv27YNAHD9+nXh3RoAYG5uDhsbG1y/fv2JYWTXrl2IjY3VmhcYGIipU6e2RXOfG+bm5lCr1cjPz29x+e3btw3cohcb66Ub1qv1WCvdsF66ae/1as1QJW0SRqqqqqBUKoVphUKBqqoqAEB1dTUUCoXW+gqFQhgHpiVz587VGlgOaH9nRp6moaEBt2/fhq2tbYd/3Ks1WC/dsF6tx1rphvXSDev1jzYJIxYWFqioqBCmKysrhYHmzM3NtR5hbVr+tIHfTExMOkzweBojI6MO/weqC9ZLN6xX67FWumG9dMN6tdGjvf3798e1a9eE6ZycHNjb2wNofJlX82XV1dX466+/hOVERETUsekURurr61FbWwuNRiN8bmhogI+PD1JSUlBQUIB79+4hMTER3t7eAIDXXnsN1dXVSEtLQ11dHXbs2AFnZ+cn3i9CREREHYtOl2nWrl2L9PR0AMCFCxewevVqREdHw9XVFbm5uZg9ezYaGhrg7++PiRMnAmi85LJx40ZERUVh/fr1cHZ2RmRkZNv3hIiIiF5IHXZsmucZxyvQDeulG9ar9Vgr3bBeumG9/tGxe09ERESSYxghIiIiSTGMEBERkaQYRoiIiEhSDCNEREQkKYYRIiIikhTDCBEREUmKYYSIiIgkxZeeERERkaR4ZoSIiIgkxTBCREREkmIYISIiIkkxjBAREZGkGEaIiIhIUgwjREREJCmGESIiIpIUwwgRERFJimGEiIiIJMUwQkRERJJiGDGAmJgYBAYGYsSIEcjIyBDm19TU4NNPP8W4cePg5eWF77//Xms7lUoFV1dXuLm5wc3NDTt37tTaNjw8HO7u7vD19cXBgwcN1h8xiVGrzZs3w8/PD+7u7pg1axbOnz9vsP6ITYx6NSksLISLiwvWrVsnej8MRax6paamYtKkSXB1dUVAQADy8/MN0h8xiVGrgoICfPDBBxgzZgy8vb2xa9cug/VHbPrWq6KiApGRkRg7dizGjBmDlStXam3bHo/zLZFL3YCOwNbWFkuXLkV0dLTW/B07dqCwsBC//PILKioqsGDBAjg4OOD1118X1tmzZw969Ojx2D5jYmJQVlaG/fv3Iy8vD4sWLcLAgQNhZ2cnen/EJEatlEoltm7dCmtraxw9ehRhYWFIS0uDQqEQvT9iE6NeTTZv3oyXX35ZtLZLQYx6ZWVlISEhAV988QXs7e1RUFCAzp07i94XsYlRq88//xzW1tbYsmULioqKMG/ePAwaNAgjR44UvT9i07dea9asQa9evZCamgozMzNcu3ZN2La9HudbwjMjBuDj44PRo0fDxMREa/5vv/2GoKAgKJVK9O7dGxMnTsS+fftatc/9+/cjJCQESqUSQ4cOhbu7Ow4dOiRG8w1KjFqFhITA1tYWRkZG8PT0hKmpKW7duiVG8w1OjHo1ba/RaDBq1Ki2brKkxKhXXFwclixZggEDBkAmk8HGxgaWlpZiNN+gxKjVnTt34OXlBblcDmtrawwbNgzXr18Xo/kGp0+98vLycOXKFSxevBhKpRJyuRxOTk7Ctu31ON8ShhGJNR80WaPRPPaPOXPmTHh7eyMiIgKlpaUAgPLycty/fx8ODg7Ceo6Oju3mn/pJ9KnVvxUWFqK8vBy2trZiNvW5oG+9Hj16hC1btiA0NNRALX0+6FMvtVqNq1ev4tq1a/Dx8cHEiRMRGxuL9j4Yur5/W4GBgcjIyEBdXR1u3bqF7OxsqFQqQzVbMk+q159//om+ffsiPDwcHh4emD17Ni5cuACg4x3nGUYkNHr0aPz44494+PAhCgsLkZ6ejpqaGmF5bGws0tPT8cMPP6CmpgaRkZEAgKqqKhgbG8PMzExYV6FQoKqqyuB9MBR9a9VcfX09IiIiMGvWLCiVSkM23+CepV6JiYlwcXHpEIGtib71evDgAdRqNc6cOYPdu3dj+/btyMzMRFpamlRdEd2z/G0NHToU2dnZcHNzw+TJk+Hn56f1ZdsePa1excXFOH36NEaOHImMjAy8++67CAsLQ1lZWYc7zjOMSGjevHno06cPAgIC8NFHH8HDwwM9e/YUlg8fPhxyuRxdu3ZFWFgYTp48iUePHsHCwgJqtVrrAFBZWQkLCwspumEQ+taqiUajQUREBLp27YqQkBApumBQ+taruLgYqampeO+99yRsveHpWy9TU1MAwJw5c9C5c2f07t0bgYGBOHnypFRdEZ2+tVKr1Vi0aBH8/f1x8uRJpKam4vDhwzh8+LCEvRHf0+plamoKa2tr+Pv7Qy6XY+zYsbC2tkZ2dnaHO84zjEjI3NwcK1euREZGBpKTkyGTyeDs7NziukZGjb8qjUaDLl26oHv37lo3OuXk5MDe3t4g7ZaCvrVqsnHjRpSUlCAqKkpY3p7pW6/Lly+jqKgIkydPxvjx45GQkIB9+/Zh4cKFhmy+wT3L/2LzL+Km+e2ZvrUqLy9HSUkJAgICIJfL0adPH4wZMwbnzp0zZPMN7mn1GjBgwBO362jH+fZ/VH4O1NfXo7a2FhqNRvjc0NCAoqIi3Lt3D2q1GqdOnUJaWhqCgoIANN7YlJOTA7VajfLycmzatAmjRo0Sbo7y8fFBXFwcKisrkZ2djaysLIwbN07KbrYJMWoVExOD33//HZs2bXrs5rIXXVvX64033sDevXuRmJiIxMRETJkyBZ6enoiKipK4p21DjL+vCRMm4LvvvkNlZSVKSkqQkpICV1dXKbvZJtq6Vl27dkWvXr2wZ88eYT/Hjx9/6hfyi0SfeqlUKmg0GqSnp0OtVuP48eMoKCjAkCFDALTf43xLZJr2HuOfAxEREUhPT9ea1/T41+rVq1FaWop+/fohLCwMw4cPBwCcOXMGn332GYqLi6FQKDBy5EgsXrwY3bp1A9D4/PnatWtx/PhxdOnSBQsXLsRbb71l2I6JQIxaqVQqmJiYwNjYWNjnihUr4O3tbaBeiUeMejUXExOD+/fvY8WKFeJ3xgDEqNejR4+wYcMGZGZmwsLCAv7+/ggJCYFMJjNs59qYGLW6dOkSNm3ahLy8PJiZmcHLywuhoaFa/5svKn3qBQC5ubmIiorCjRs3YGtri7CwMLz66qsA2u9xviUMI0RERCQpXqYhIiIiSTGMEBERkaQYRoiIiEhSDCNEREQkKYYRIiIikhTDCBEREUmKYYSIiIgkxTBCREREkmIYIaIXmkqlgkqlatcj5RK1dwwjRPSfQkJChC/9GTNmaC0rLS2Fi4uLsPzrr79u85+flpYm7J+I2h+GESLSSW5uLs6fPy9M79mzB7W1tRK2iIhedAwjRNRqcrkcALB7924AgFqtRnJysjC/ubKyMmzYsAG+vr4YNWoUvLy8EB4ejrt37wrrxMTEQKVS4e2330ZmZiamTJkCV1dXzJ8/Hzdv3gTQOADZmjVrhG2azpDExMRo/byKigpERETgzTffhLe3N+Li4tq6+0QkEoYRImo1R0dHWFtb49ixYygqKkJWVhbu3r0LDw8PrfVqa2sREhKCn3/+Gffu3YOdnR0qKytx4MABzJ07F3///bfW+sXFxQgPD4dMJkNtbS0uXLiAyMhIAICNjQ2sra2FdQcPHozBgwejV69eWvvYunUrTp06hU6dOqGkpATR0dE4deqUSJUgorbEMEJErWZkZITAwEDhjEjTGZJp06ZprZeRkYG8vDwAwIYNG5CUlIQdO3bAyMgIJSUlSEpK0lpfrVZj48aNSE5OFu5J+eOPP1BTU4Pg4GAEBwcL68bHxyM+Ph7+/v5a+3B0dERaWprWmZozZ860af+JSBwMI0SkEz8/P5ibmyMpKQlnz57FwIED8corr2itc/nyZQCAmZkZxowZAwBwcnKCnZ2d1vImSqUS7u7uAAB7e3th/r/PoDzNuHHj0KlTJ1hZWaFbt24AgAcPHujWOSKSBMMIEemkc+fO8Pb2RmVlJYDHz4rou88mxsbGwmeNRvNM+9BleyKSDsMIEels6tSpAAArKyt4eXk9ttzZ2RkAUFNTg2PHjgEArly5gvz8fK3lrWVmZiZ8rq6u1qfJRPQce/wWeCKi/+Dg4IAjR47A2NgYJiYmjy0fP348EhIScP36dSxbtgx2dnYoKChAQ0MDevbsKYSZ1urXr5/wOTAwED169EBoaCiGDRv2jD0houcBz4wQkV4sLS2hVCpbXGZqaorY2FghOOTn50OhUMDb2xu7du1C165ddfpZL730EoKDg9G9e3fcvXsXFy9exMOHD9uiG0T0HJBpeFGViIiIJMQzI0RERCQphhEiIiKSFMMIERERSYphhIiIiCTFMEJERESSYhghIiIiSTGMEBERkaQYRoiIiEhSDCNEREQkKYYRIiIikhTDCBEREUnqf2p9qVtge4buAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(n=36, num_samples=500)\n",
    "\n",
    "# scale back:\n",
    "pred = scaler.inverse_transform(pred, series_idx=0)\n",
    "\n",
    "series_air.plot()\n",
    "pred.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default `TimeSeries.plot()` shows the median as well as the 5th and 95th percentiles (of the marginal distributions, if the `TimeSeries` is multivariate). It is possible to control this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAikAAAGvCAYAAACekkVGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsvXecXHd19/++Ze70me270qqsuq1iNcvYlnsDTDHhARtTjA2xEzDYgYBDEn5AIA/FgVAeCOEBYpMnJg6hBdywsWxkuVuyitWl3dW22Tq9z9x7f3/cnZkd7Uo7s3V2dd+vl+yZue37nbl777nnfM45gq7rOiYmJiYmJiYmFYY42wMwMTExMTExMRkL00gxMTExMTExqUhMI8XExMTExMSkIjGNFBMTExMTE5OKxDRSTExMTExMTCoS00gxMTExMTExqUhMI8XExMTExMSkIjGNFBMTExMTE5OK5Jw2UjRNo62tDU3TZnsok2Y+zQXM+VQy82kuML/mM5/mAuZ8KpmZmss5baSYmJiYmJiYVC6mkWJiYmJiYmJSkZhGiomJiYmJiUlFYhopJiYmJiYmJhWJaaSYmJiYmJiYVCRlGylHjhzhIx/5CFdeeSU33XQTv/vd7/LLHnzwQa677jquueYavvvd76Lren7ZwYMHufXWW9m+fTt33XUXPp9vamZgYmJiYmJiMi8p20j5whe+wPbt23nmmWf4xje+wTe/+U1OnTrFrl27+OUvf8mDDz7IL37xC3bt2pU3YNLpNPfddx/ve9/72LFjB+vXr+cLX/jClE/GxMTExMTEZP4gl7tBb28vb3nLWxBFkfPOO4+WlhZOnTrFE088wXve8x4WLVoEwAc/+EEef/xxbrrpJnbv3o3dbuemm24C4M477+S6667D5/OxYMGCUcdIp9Ok0+nigcoyiqJMZI5nJJffPV9y1kf+f65jzqdymU9zgfk1n/k0FzDnU8mUMxdRnLiypGwj5eabb+axxx7jjjvu4MiRI/T19bF+/Xp++MMfcuONN+bXW716NT/4wQ8AaG1tZeXKlflldrudRYsW0draOqaR8sADD/DjH/+46LP3vve93HzzzeUOtyQ6OzunZb+zwXyaC5jzqWTm01xgfs1nPs0FzPlUMqXMZdmyZRPef9lGyiWXXMIXv/hFfvKTnwDwd3/3d9TU1BCPx3G5XPn1nE4n8XgcgEQigdPpLNqP0+kkkUiMeYw77riDD3zgA8UDnSZPSmdnJ4sXL56UpVcJzKe5gDmfSmY+zQXm13zm01zAnE8lM1NzKctICQaDfPrTn+ZLX/oSV1xxBW1tbdxzzz2sWLECh8NBNBrNrxuLxXA4HIDhOYnFYkX7isVi2O32MY+jKMqUGyRnQxTFOX/C5JhPcwFzPpXMfJoLzK/5zKe5gDmfSma651LWnru7u3G5XFx99dVIksTKlSvZunUre/bsYdmyZZw4cSK/7rFjx1i+fDkAy5cvL1qWSCTo6urKLzcxMTExMTExOZ2yjJSlS5cSi8XYuXMnuq7T3t7Oq6++ysqVK7nxxhv51a9+RXd3N4ODgzz00EO89a1vBWDr1q0kEgl+//vfk06n+elPf8ratWvH1KOYmJiYmJiYmECZRorL5eJrX/sa//qv/8qVV17J3Xffzc0338yll17KZZddxrvf/W5uu+023vve97J9+3be+c53Akb45v777+ehhx7i6quvZt++fXz5y1+elgmZTJyrrrqKv/qrv5rtYcw6Dz74IFVVVfn3X/rSl9i0adOsjcfExMTkXKXsQNIll1zCz3/+c3bu3Mmjjz7KRz7ykfyyO+64g6effppnnnmGe++9F0EQ8svWrVvHww8/zPPPP8+Pf/zjc96LsnPnTt7xjnewcOFCBEHgt7/9bUnbnTx5kj/7sz+jvr4ej8fDzTffTF9fX9E6e/bs4frrr6eqqora2lruuuuuIr3Qs88+iyAIBIPBKZzR3KSlpYXvfOc7RZ/dcsstHDt2bHYGZGJiYmKSZ34od+YgsViMjRs38v3vf7+sbW644QYEQWDHjh08//zzpNNp3vGOd+Rz1Xt6erjuuutYuXIlL7/8Mk888QQHDx7k9ttvn6aZTD26rpPNZmft+Ha7nYaGhlk7vomJycySyWRG1eYyqQxMI2WWeOtb38o//uM/8u53v7vkbZ5//nna29t58MEH2bBhAxs2bOCBBx7g1VdfZceOHQA88sgjWCwWfvCDH7BmzRq2bdvGD37wA371q19x4sQJ2tvbufrqqwGorq5GEIQiA0bTNO677z5qampoamriS1/60lnHdPvtt/Oud72Lf/iHf6ChoQGPx8Nf/MVfFP3B67rO/fffz/Lly7Hb7WzcuJFf/vKX+eU5z84f/vAHLrzwQqxWK8899xyapnH//fezcuVKrFYrS5Ys4X//7/+d3667u5tbbrmF6upqamtruemmm2hvbx81tm9+85ssWLCA2tpa7r77bjKZDGCEt06dOsWnPvUpBEHIe/5OD/eMxQMPPMD555+PzWbjvPPO41/+5V/yy9LpNJ/4xCdYsGABNpuNlpYWvv71r591fyYmJrODruvs3r2bP/3pT4TD4dkejslplF0nZS5w4YUX0tvbW9K6qqoiSdKUHLepqYnXXnttSvY1FqlUCkEQsFqt+c9sNhuiKPL888+zatUq0uk0iqIUpYTlUr137drFhz70IX71q1/xv/7X/+Lo0aN4PJ6iVPCf/exnfPrTn+bll1/mxRdf5Pbbb2f79u1cf/31ZxzX008/jc1m45lnnqG9vZ077riDurq6vEHx+c9/nl//+tf88Ic/ZNWqVezcuZMPfvCD1NfXc+WVV+b3c9999/HNb36T5cuX4/F4+PznP89///d/8+1vf5vLLrsMn8/HkSNHAIjH41x99dVcfvnl7Ny5E1mW+cd//Efe8pa3sH///nwK+zPPPMOCBQt45plnOHHiBLfccgubNm3izjvv5Ne//jUbN27krrvu4s477yz5d/jxj3/MF7/4Rb7//e+zefNmXn/9de68806cTicf/vCH+d73vsfvfvc7fvGLX7BkyRI6Ozs5depUyfs3MTGZOfr6+jhx4gSJRIJ0Os3FF19MbW3tbA/LJIc+D2lubtaBGf/X3Nw8ofEC+m9+85tx1+vv79c9Ho9+77336rFYTI9Go/rdd9+tA/qdd96pt7a26vv379dlWdbvv/9+PZVK6X6/X3/3u9+tA/pXv/pVXdd1/ZlnntEBPRAIFO3/yiuv1C+77LKiz7Zt26b/zd/8zRnH9OEPf1ivqanRY7FY/rMf/vCHusvl0lVV1aPRqG6z2fQXXnihaLuPfvSj+q233lo0nt/+9rf55cFgUFcURf/Rj3405nF/+tOf6mvWrNE1Tct/lkqldLvdrv/hD3/Ij23p0qV6NpvNr/Pe975Xv+WWW/Lvly5dqn/7298u2vcDDzyge73e/PsvfvGL+saNG/PvFy9erP/85z8v2uYrX/mKfskll+i6ruuf/OQn9WuuuaZobKqq6q2trbqqqmPOZy4xn+ai6/NrPvNpLro+/fPJZrP6008/rT/44IP6008/rT/wwAP6r3/9a72np2dajjeffp+Zmsu89KQ0NTWVvO5Ue1Kmiq9+9at89atfzb8/dOgQS5Ys4b//+7/52Mc+xve+9z1EUeTWW29ly5Yt+TmsW7cu7w3527/9WyRJ4p577qGxsbGkeV5wwQVF7xcsWEB/f/9Zt9m4cWO+cB8Y4upoNEpnZyf9/f0kk8lRnph0Os3mzZuLPrvwwgvzrw8fPkw6nebaa68d85i7d+/mxIkTuN3uos+TySQnT57Mv1+3bl3RvBcsWMCBAwfOOp+zMTAwQGdnJx/96EeLvC/ZbBav1wsYYabrr7+eNWvW8Ja3vIW3v/3tXHfddRM+pomJyfSQ83I2NzcjiiJLly6lu7ub5557jje96U0sXbp0tod4zjMvjZRSQy6apnHq1CmWLl1acdX//vIv/7KoV9HChQsBuOGGGzh58iSDg4PIskxVVRVNTU1FvRHe//738/73v5++vj6cTieCIPDP//zPJfVPsFgsRe8FQZhwM6yR2z766KM0NzcXLR8ZtgKKWiecqRpxDk3T2Lp1Kw899NCoZfX19fnXUzmf3HHBCPm86U1vKlqWM4a2bNlCW1sbjz/+OH/84x+5+eabufbaa/nmN7854eOamJhMLalUikOHDhVVOBcEgUWLFtHb28uuXbtIpVKsWrWqKFPVZGaZl0bKfKCmpoaampozLq+rqwNgx44d9Pf38453vGPUOo2NjQD827/9GzabLe/NyP1Bqqo6JWPdt28fiUQib1i89NJLuFwuFi1aRHV1NVarlY6OjiL9yXisWrUKm83G008/zYoVK0Yt37JlC//1X/+VF+tOFEVRyvoeGhsbaW5uprW1dVR/qZF4PB5uueUWbrnlFt7znvfwlre8hc9//vPmk5mJSYXQ1taGz+ejpaVl1LKmpiaGhoZ48cUXSSaTrF+/vuIeZM8VTCNllohGo0WtAtra2ti7dy81NTUsWbLkjNvlskrq6+t58cUXuffee/nUpz7FmjVr8uLM73//+1x66aW4XC6eeuopPvvZz/L1r389n7GydOlSBEHgkUce4cYbb8Rutxc1hyyXdDrNRz/6UT7/+c9z6tQpvvjFL/KJT3wCURRxu9185jOf4VOf+hSapnHZZZcRDod54YUXcLlcfPjDHx5znzabjb/4i7/gc5/7HDabje3btzMwMMDBgwf56Ec/ygc+8AH+6Z/+iZtuuokvf/nLLFq0iI6ODn7961/z2c9+lkWLFpU09paWFnbu3Mn73vc+rFZr3vg7G1/60pe455578Hg8vPWtbyWVSvHaa68RCAT49Kc/zbe//W0WLFjApk2bEEWR//7v/6apqWlSxpSJicnUEY1GOXToEB6P54xh8NraWmRZ5rXXXiOdTrNx48ZRnlmT6cc0UmaJ1157LZ8KDPDpT38agA9/+MM8+OCDZ9zu6NGj/O3f/i1+v5+Wlhb+/u//nk996lPoup5f55VXXuGLX/wi0WiU8847jx/96Ed86EMfyi9vbm7mH/7hH/jc5z7HHXfcwW233XbWY47Htddey6pVq7jiiitIpVK8733vK0pd/spXvkJDQwNf+9rXaG1tpaqqii1btvB3f/d3Z93vJz/5Serq6vjCF75AT08PCxYs4C//8i8BcDgc7Ny5k7/5m7/h3e9+N5FIhObmZq699tqyjIEvf/nL/MVf/AUrVqwglUoVfY9n4s///M9xOBz80z/9E/fddx9Op5MNGzbkq/W6XC6+8Y1vcPz4cSRJYtu2bTzyyCPmk5iJSYVw7NgxAoHAuP3jvF4vsiyzb98+0uk0W7duHRWmNpleBL2Uq/I8pZI1KeUyW3O5/fbbCQaDJVfMLZX59NvA/JrPfJoLzK/5zKe5wPTMZ2hoiKeeegq73Z4Xu49HMpmkq6uLlStXsm3btiL9XDnMp99npuYyt78lExMTExOTEtF1nSNHjhCPx0s2UMAIPy9ZsoSTJ0/y/PPPEwqFpnGUJiMxjRQTExMTk3MCn8/HyZMnJ1QuQlEUWlpa6Orq4rnnnmNwcHAaRmhyOqYmxWRSTEbLYmJiYjJTZLNZDh48CFBU16kcJEmipaWFzs5Odu7cySWXXHLON8udbkxPiomJiYnJvKejo4POzs5JF90URZElS5YQjUbZt2/fpOoumYyPaaSYmJiYmMxrkskkBw8exG635+tETQZBEKivr2doaIhgMDj5AZqcEdNIMTExMTGZ17S2ttLf309DQ8OU7dNut5NMJk1tyjRjGikmJiYmJvOWcDjMoUOHqKqqmrI+bTlsNhudnZ0l1VcymRimkWJiYmJiMm85duwYoVDorG1GJorX62VgYIBIJDLl+zYxMI0Uk7JoaWnhO9/5zmwPY9b50pe+xKZNm/Lvb7/9dt71rnfN2nhMTExGMzAwwLFjx2hoaJiWJoFOp5NYLGaGfKYR00iZJb72ta+xbds23G43DQ0NvOtd7+Lo0aNF6+i6zpe+9CUWLlyI3W7nqquuyqfQnY1jx45x0003UVdXh8fjYfv27TzzzDNF63R0dPCOd7wDp9NJXV0d99xzD+l0Or/8wQcfzPf6OdcRBGFURd3PfOYzPP3007MzIBMTk3HRNI3Dhw+TSqVwu93TcgxBELBYLPT09EzL/k1MI2XW+NOf/sTdd9/NSy+9xFNPPUU2m+WGG24gFovl17n//vv553/+Z77//e/z6quv0tTUxPXXXz+ua/Ftb3sb2WyWHTt2sHv3bjZt2sTb3/52ent7AaP78dve9jZisRi7du3i4Ycf5le/+hV//dd/Pa1znkpUVZ3V1D+Xy0Vtbe2sHd/ExOTs9PT00N7ePumU4/Hwer34fD7i8fi0HudcxTRSZoknnniC22+/nXXr1rFx40YeeOABOjo62L17N2B4Ub7zne/w93//97z73e9m/fr1/OxnPyMej/Pzn//8jPsdHBzkxIkTfO5zn+OCCy5g1apVfP3rXycej+e9ME8++SSHDh3iP/7jP9i8eTPXXXcd3/rWt/jxj39MOBzm2Wef5Y477iAUCiEIAoIgFDUMjMfjfOQjH8HtdrNkyRL+7//9v2ed61VXXcUnPvEJPvGJT1BVVUVtbS2f//zni8Rm6XSa++67j+bmZpxOJ5dccgkvvfRSfnnOs/PII4+wdu1arFYrp06dIpVKcd9997F48WKsViurVq3ipz/9aX67Q4cOceONN+JyuWhsbORDH/pQkWv2qquu4p577uG+++6jpqaGpqamornm2rj/2Z/9GYIg5N+fHu45HV3Xuf/++1m+fDl2u53Nmzfz2GOP5ZcHAgE+8IEPUF9fj91uZ9WqVTzwwANn/R5NTExKI5PJcOjQIQRBwG63T+ux3G430WjUDPlME6aRUiHkekHkxF1tbW309vZyww035NexWq1ceeWVvPDCC2fcT21tLeeffz7//u//TiwWI5vN8qMf/YjGxka2bt0KwIsvvsj69etZuHBhfrs3v/nNpFIpdu/ezaWXXsp3vvMdPB4PPp8Pn8/HZz7zmfy63/rWt7jwwgt5/fXX+fjHP87HPvYxjhw5ctb5/exnP0OWZV5++WW+973v8e1vf5uf/OQn+eV33HEHzz//PA8//DD79+/nPe95D7fffjvHjx/PrxOPx/na177GT37yEw4ePEhDQwO33XYbDz/8MN/73vc4fPgw//qv/4rL5QKMEthXXnklmzZt4rXXXuOJJ56gr6+Pm2++edTYnE4nL7/8Mvfffz9f/vKXeeqppwB49dVXAXjggQfw+Xz59+Px+c9/ngceeIAf/vCHHDx4kHvvvZdPf/rT/OlPfwLg//v//j8OHTrE448/zuHDh/nhD39IXV1dSfs2MTE5O6dOnZqSwm2lIIoigiDkPdUmU8u8LIt/4Z0avf4SVtRBVZuRJECYfOigqQZe+3H5dp+u63z605/msssuY/369QD5E76xsbFo3cbGRk6dOnXGfQmCwFNPPcVNN92E2+1GFEUaGxt54okn8hqT3t7eUfutrq5GURR6e3tRFAWv14sgCGP+kd944418/OMfB+Bv/uZv+Pa3v82zzz7Leeedd8ZxLV68mG9/+9sIgsCaNWs4cOAA3/72t7nzzjs5efIk//mf/0lXV1fecPrrv/5rfvvb3/Lggw/yta99DTCejv7lX/6FjRs3Aob25he/+AVPPfUU1113HUBR6/Uf/vCHbNmyha9+9av5z/7t3/6NxYsXc+zYMVavXg3ABRdcwBe/+EUAVq1axfe//32efvpprr/+eurr6wGoqqoq+YIXi8X453/+Z3bs2MEll1wCGB6ZP/zhD/zf//t/ufrqq+no6GDz5s1ceOGF+eUmJiaTJ5FIcPDgQZxOJxaLZUaO6fF46OrqYtOmTVNSLM6kwLw0Unr90D1Q6tqz/xV84hOfYP/+/ezatWvUstMV6bqu5z/7y7/8S/7jP/4jv+zAgQPous7HP/5xGhoaeO6557Db7fzkJz/h7W9/O6+++mq+z8RYSveR+z4bF1xwQdH4mpqa6O/vP+s2F198cdG+L7nkEr71rW+hqip79uxB1/W80ZAjlUrR3Nycf68oStGx9+7diyRJXHnllWMec/fu3TzzzDN5z8pITp48WWSkjGTBggXjzudsHDp0iGQyyfXXX1/0eTqdZvPmzQB87GMf43/9r//Fnj17uOGGG3jXu97FpZdeOuFjmpiYGPT39zM0NDSjhn/OSBkcHCzyUJtMntm/Q08DTaWmw+ugqlkkSYYpyE4r+bgj+OQnP8nvfvc7du7cyaJFiwr7Gn5q7+3tLWpg1d/fn/eCfPnLX86HYXIi0h07dvDII48QCATweDwA/Mu//AtPPfUUP/vZz/jc5z5HU1MTL7/8ctE4AoEAmUxmlIdlLE5/OhEEYVIiVk3TkCSJ3bt354staZpGd3c3a9asya9nt9uLDJ3xYs2apvGOd7yDb3zjG6OWjfxOp2M+AI8++mjeyMrNJ+fpeetb38qpU6d49NFH+eMf/8i1117L3XffzTe/+c0JH9fExAT8fj+CICCKM6dmkGUZXdfp7+83jZQpZl4aKaWGXDRN49SpbpYuXTqjJzQYXotPfvKT/OY3v+HZZ59l2bJlRcuXLVtGU1MTTz31VP7pO51O86c//Sl/021oaMiXeTbmciqvMD99PqIo5m+el1xyCf/7f/9vfD5f/mb95JNPYrVa87oVRVFQVXXK5jtSBJt7v2rVKiRJYvPmzaiqSn9/P5dffnl+PhaL5awhlg0bNqBpGn/605/y4Z6RbNmyhV/96le0tLQgyxM/1S0WS1nfRU7Y29HRkffy5OazePHi/Hr19fXcfvvt3H777Vx++eV89rOfNY0UE5NJoOs6Pp8Pp9M548d2uVx0dHSwfv36SV1vTIoxhbOzxN13381//Md/8POf/xy3201vby+9vb0kEgnAeJr/q7/6K7761a/ym9/8hjfeeIPbb78dh8PB+9///jPu95JLLqG6upoPf/jD7Nu3j2PHjvHZz36WtrY23va2twFwww03sHbtWj70oQ/x+uuv8/TTT/OZz3yGO++8M+99aWlpIRqN8vTTTzM4ODjp9LrOzk4+/elPc/ToUf7zP/+T//N//g/33nsvAKtXr+YDH/gAt912G7/+9a9pa2vj1Vdf5V//9V+LMmJOp6WlhQ9/+MN85CMf4be//S1tbW08++yz/OIXv8h/x36/n1tvvZVXXnmF1tZWnnzyST7ykY+UZXS0tLTw9NNP09vbSyAQGHd9t9vNZz7zGT71qU/xs5/9jJMnT/L666/z7//+7/zsZz8D4Atf+AL/8z//w4kTJzh48CCPPPII559/fsljMjExGU0kEiEcDs+KkeL1egkGg/j9pQgiTUrFNFJmiR/+8IeEQiGuuuoqFixYkP/3X//1X/l17rvvPv7qr/6Kj3/841x44YV0d3fz5JNPnrUwUV1dHU888QTRaJRrrrmGCy+8kF27dvE///M/ecGpJEk8+uij2Gw2tm/fzs0338y73vWuoqf4Sy+9lL/8y7/klltuob6+nvvvv39S873ttttIJBJcdNFF3H333Xzyk5/krrvuyi9/4IEHuO222/jrv/5r1qxZw7ve9S727t1b5HkYix/+8Ie85z3v4eMf/zjnnXced955Z77WzMKFC3n++edRVZU3v/nNrF+/nnvvvRev11uW5+xb3/oWTz31FIsXL857tcbjK1/5Cl/4whf42te+xvnnn89b3/pWduzYkfeYKYrC3/7t33LBBRdwxRVXIEkSDz/8cMljMjExGU0wGCQej+NwOGb82IqikMlkGBgoWRBpUgKCfg53RsqFSGYj3DPVVPJcrrrqKjZt2lRWOf1Kns9EmE/zmU9zgfk1n/k0Fyh/Pnv37uX1118fFT6fKXp7e/F6vbz5zW8ec7zz6feZqbnM7W/JxMTExMQEQ4/S09MzK16UHF6vF7/fTzAYnLUxzDdMI8XExMTEZM4TjUZnTY+Sw263k0wmzeqzU4gpQTaZdp599tnZHoKJick8J6dHyWU8zhY2m43Ozk5WrVo1LZ2XzzVMT4qJiYmJyZwnEAjMeH2UsfB6vQwMDIzbCNakNEwjxcTExMRkTpPTo0x3M8FScDqdxGIxM+QzRZhGiomJiYnJnCYWixEKhcZsgTHTCIKAxWKhp6dntocyLzCNFBMTExOTOc1s1kcZC6/Xi8/nm3QRTBPTSDExMTExmeMEAgF0XZ91PUoOt9tNNBo1Qz5TQGX8oiYmJiYmJhMg16+nUrwoYPRKEwSB3t7e2R7KnMc0UkxMTExM5izxeJxgMDir9VHGwuPx0NXVRSqVmu2hzGlMI8XExMTEZM4SDAaJxWIV5UkBw0gJhUIMDQ3N9lDmNKaRYmJiYmIyZ8npUSRJmu2hFCHLRq3U/v7+WR7J3MY0UkxMTExM5iy9vb0VUR9lLFwuF6dOnSKbzc72UOYsppFiYmJiYjInicfjBAKBitOj5PB6vYRCIfx+/2wPZc5iGikmJiYmJnOSYDBINBqtWCNFURQymQwDAwOzPZQ5i2mkmJiYmJjMSYLBYEXqUUbidDo5deoUmqbN9lDmJKaRYmJiYmIyJ/H5fFit1tkexlnxer0EAgGCweBsD2VOIs/2AExMTExMTMolkUjg9/unpF+PP2ohGLMAIAz/RxheJgh6/rPc/3KfOawq1a7MWfdtt9tJJpMMDg5SVVU16bGea5hGiomJiYnJnCNXH6WmpmZS+9E0aO110OO3I0s6AIIAuj7GygKg6wgCqJpAvSfNtpUBxqvGb7PZ6OjoYMWKFZMa67mIaaSYmJiYmMw5gsEgqqpOWo8SilvwR600VSdR5LEsk7FJZkQiCZl4SsJlV8+6rtfrZXBwkEgkMqmxnouYmhQTExMTkzlHX18fNptt0vvpDylkVaEsAwXAKmuksyLhhGXcdZ1OJ7FYzExFngCmkWJiYmJiMqfIaTwmq0dJpkV6A3bc9vKLrQkCSKJOIDq+kSIIAhaLhZ6enokM85ymLCPl8ssvL/p34YUX8vTTT+eXP/jgg1x33XVcc801fPe730UfEdQ7ePAgt956K9u3b+euu+7C5/NN3SxMTExMTM4Zpqo+ylBEIZqScNomVhHWYVUZiipkssK463q9Xvr6+iZ0nHOZsoyU5557Lv/v3/7t37BarVx88cUA7Nq1i1/+8pc8+OCD/OIXv2DXrl387ne/AyCdTnPffffxvve9jx07drB+/Xq+8IUvTP1sTExMTEzmPTk9Sq4/zkTQNOj227BaNMTxbYwxsSsq8ZREJDn+ONxuN9FodGIHOoeZ8C/8+OOPc+WVV+Yt2ccee4z3vOc9LFq0CIAPfvCDPP7449x0003s3r0bu93OTTfdBMCdd97Jddddh8/nY8GCBaP2nU6nSafTxQOVZRRFmehwxyRXXGc+FNmZT3MBcz6VzHyaC8yv+cynucCZ59Pf34/D4UAQJmhdAOGEhWhSocaVRp6g9laWdERRIJ6yUOs+uzdGkiQsFiM0NB9+n3LONXG89KezMCEjRdd1/vCHP/C5z30u/1lbWxs33nhj/v3q1av5wQ9+AEBraysrV67ML7Pb7SxatIjW1tYxjZQHHniAH//4x0Wfvfe97+Xmm2+eyHDHpbOzc1r2OxvMp7mAOZ9KZj7NBebXfObTXGD0fBYvXszixYsntc8lwMa1AFPRnLA0Ae+SJUuA+fX7lDKXZcuWTXj/EzJS9uzZQzKZ5JJLLsl/Fo/Hi0RMTqeTeDwOGEV3To8dOp1OEonEmPu/4447+MAHPlA80GnypHR2drJ48eJJWXqVwHyaC5jzqWTm01xgfs1nPs0Fxp5Pf38/f/zjH1mwYMGEwz3JtMhrJ6uRRA2X7ezpw+ORSIkksxLbVgaxK2ffl6qqLFu2DIvFwsKFCyd13Nlmps61Cf3CTzzxBNdff33RCeJwOIribbFYDIfDARiek1gsVrSPWCx2xvbaiqJMuUFyNkRRnBd/0DC/5gLmfCqZ+TQXmF/zmU9zgeL5hEIhUqkUkiQVJWeUQ39IIRiTWFidITs5GwVZ0oiEjf3ZLOOHfACGhoby0oi5znSfa2XvOZPJ8PTTT/OWt7yl6PNly5Zx4sSJ/Ptjx46xfPlyAJYvX160LJFI0NXVlV9uYmJiYmJSCv39/ZN6iFU16PHbsFk0JiFpySMIxr9gtPRn/u7ublR1ktbROULZRsrzzz+Py+Vi48aNRZ/feOON/OpXv6K7u5vBwUEeeugh3vrWtwKwdetWEokEv//970mn0/z0pz9l7dq1Y+pRTExMTEwqG13XCYfDM37cdDrNwMDApOqjBGMKgZgFj/3sPXfKwWHNMhSxUqrdEQwGCQQCU3b8+UzZRsrjjz/Om9/85lGq6ssuu4x3v/vd3Hbbbbz3ve9l+/btvPOd7wSM8M3999/PQw89xNVXX82+ffv48pe/PDUzMDExMTGZUXp7e9m5cye9vb0zetxcfZTJGCm9QSu6LmAps8Ls2XAoKrGUTLSEVGQwjK3BwcEpO/58pmxNyje+8Y0zLrvjjju44447xly2bt06Hn744XIPZ2JiYmJSYQwODtLW1oYoilx11VV5/eF0EwwGyWQy+VTecomnJPpD1in1ogBYZJ2sKhBOWPA6xy8MZ7fb6ezsZM2aNZNKoz4XmD/KKhMTExOTaUfXdbq7u6mtraWnp4e9e/fOmL5iYGBgwgYKwGBEIZ6UcFinfrwWSWMwXJpWxu12MzQ0NCshs7mGaaSYmJjMG1KpFKlUaraHMa8Jh8MEAgG8Xi/Nzc0cOXKE48ePT/txM5kMfX19Ew71qKohmLVb1SkRzJ6Ow6oSiltIpse/rTocDmKxGENDQ1M/kHnGxGsKm5iYmMwiqVSKSCRCJBIhFAoxODhIMBiktraWq666ynSjTxN+v59EIkFTUxOCIOD1etm7dy/V1dU0NjZO23FzepSmpqYJbe+PKQRjFurc6fFXngB2RSUclokkZGzK2Y8xsuGgmeV6dkwjxcTEpOI5k0GSSCTIZDIIgoDNZkOWZXp7ewmFQlRVVc32sOclAwMDSJKUNwJra2vp6Ohg9+7d06pPCYVCZDKZCacf9wWs6LpRyn4yhCNJXjkwQPeAxkVrnZy/qg4AUQQ0CMYs1HvHN4S8Xi8+n49EInHGmmEmppFiYmJSofT19eHz+c5okDgcDjwez6ib1smTJxkYGDCNlGkgk8ng8/lGhVyam5tpb29n//79XHTRRdNS3GsyepRoUqI/bMXrKL/bsa8vzCtvBDnebaE/vpiMshUE49a575kevrq4B5vNGJdN0RiMWFmhxRjvK3C5XHR0dDA4ODjpEv/zGdNIMTExqShSqRRHjhzhjTfeIJVKYbfbz2iQjIXNZqOjo4OVK1eaIZ8pJhgMEgqFRoVcJEli4cKFHD58mJqaGlavXj2lx81ms/T29k5YjzIYVkikJaqdZ8/q0TSd4+1+9hyO0NrnIpBZjqqMqAlmLV5ftyzk1QN7uXxbM2DoUsIJmVhKxm0vrfpsf3+/aaScBdNIMTExqRh6e3vZt28fXV1d1NXV0dzcXPY+vF4vAwMDhMNhvF7vNIzy3MXv958x5GK323G73bz++utUVVXR0NAwZccNhUJEo9EJaV6yqkCP345DGVsw6w/G+Z8dA5waqiasr0G3bDIWCMAYNrGcPoqFMAllGwD7T2pcbrzEatHIRETCifGNFDCyfLq6urjgggsmlbU0nzGNFBMTk1knlUpx+PBhDh48iKqqtLS05J80y8XpdNLX18fg4KBppEwxPT092Gxn7vhbV1fHqVOn8vqUqdJahMNh0un0hPQo/qhCKCHT4Bk76+ub/yWTUN459t1QS2HNHqbR2cN5S1Qu2lBHbbWD1o4o/+dpY5WuUHHldEnU8UcsNNckxx2b1+ulp6cHv98/raLjuYxppJiYmMwqPp+Pffv20d3dTV1d3aQNC0EQUBSFrq4uVqxYMUWjNInH4wwODuJ2u8+63qJFi2hra2P//v1s27ZtSvQpg4ODE+p4rOvQG7AiAtIYwzjePkRCuabwQTaEUz/MoqoB1i2T2LqhHodNAYo9esuX1CCmO9CUJSTl9cTi+3A6jFiQw6oSiCqkswLKOFVtLRYLqqoyMDBgGilnwDRSTExMZoVkMsmRI0emxHtyOlVVVfT29hKJRMa9qZqUht/vJxqNUlNTc9b1JEmiubmZQ4cOUVNTw6pVqyZ97P7+/gnpUaJJmYGwFY9jbC3KH1+O5V8vsz7Kxz+0AFm2A0vG3Xet5RgDLAHRyiv7B7j6YqOrscOaZSBkI5KwUFtCurPD4aCjo4O1a9fOq87VU4X5jZiYmMw4Pp+PZ555ht27d+N2u1myZMmUGShgZE5Eo1EGBgambJ/nOrleM6X8Tna7HZfLxeuvvz4lv8FE+/UMhBWSGRG7oo25vDVYEPi+/TInslz6Obh6YTz/+kBr4XNJBE2HcLw0H4DX6yUQCBAMBks+9rmEaaSYmJjMGMlkktdff50dO3YwODhIS0sLHo9nyo+TK5bV1dU15fs+F9E0je7ubpxOZ8nb1NfXE4/H2bNnD8nk+PqMs5FKpbBareOvOIJM1hDMOs9QAn//kX6yyhoArOl9LF9SXdb+33RBVf51T6Q4HGSzqAyEFfQSSrLY7XaSyaRZffYMmEaKiYnJjNDT01PkPVm8ePGUek9Ox+v10tfXRywWG39lk7MSCoUIBoNlh84WL15MZ2cn+/btQ9PG9maUwkTOk6GoMpxlM3ao55ndhVDMmoZTZe9/8UIvUtpwoaTkdYQjBUPMblWJJmTiqdLGbbPZTIP6DJhGiomJybQzMDDAc889x+DgIMuWLZsW78npuN1uIpGIGfKZAvx+P8lksuxsnVz9lEOHDtHa2jr+BqeRa1xYjgcHcoJZG5KgjymY1TSdjuj64ZVVbri0PC9KjjrrSeOFaOHl/YXzzGbRSGYkIonSQj4ej4f+/n6i0eiExjGfMY0UExOTaScQCBCNRqfdezISURSRJImenp4ZOd58pr+/f8J1PBwOR16fktO1jIWu62iaRjabJZVKkUgk8uuXq0cJJ2QGwgreMwhmX9nnQ1OWAmDP7KG5cWJG85rmRP71G22F26kggCDoBGOlfWcul4tYLHbW7+dcxczuMTExmXYmU9J8MlRVVdHd3U08Hp+2njLznXQ6PWYp/HKor6+nvb2dV155haqqKrLZLKqqks1m869VVUXTtLyxog8LOi688EKsVmv+fSkMhhTSGRGbZ+wQ064Dhapu65t9wNIJzevijTXsHI7S9MYWA4XjOawqgxErWTU2br8gQRCQJIm+vj5aWlomNJb5iulJMTExmVay2eyEU0gni9vtJhqNmk+ok8Dv909JKvfixYsJBAK0trbS2dlJb28vQ0NDRCIREokE2WwWXdcRRRGLxYLNZis7zAOQzgr0BOy4zlDxNZtV6UluNt5oad68vX7Cc1rQ4EZOHzOOa1lLIFjI+HFaVWKp8kI+3d3dpFJjF507VzE9KSYmJtNKKBQiFotRXz/xm8FEEUURQRDw+XwsWTJ+7QuT0QQCAbLZ7KQ9Ybn6KeUwkd5LoZiFaFKm0Tt2RtGu13zoli0AuNVXqa2enPFcb2vDp60GQeKlfYO89UrjPJMlHVUViCRlql1n7xkEhpHS0dHB0NAQCxcunNSYJkIymcRiscxYOLZUTE+KiYnJtBIKhSaUQjpVeL1eurq6Jp0Gey6i6zpdXV1TVt5+JogmZXSdM3YhfvFwobT+xpbJp/2ev7jg+TjUUfzcr8gag+HSSvmPbDg40+i6ziuvvFKR+i3TSDExMZlWhoaGJlTSfKrweDyEw2Ezy2cCxGIx/H7/jGRjTRWBmAVFHluLkkxl6c9eaLxRY9ywvWnM9crh4k11oBvH64u3FC2zW1VCcQuJdGm3WpfLRWdnZz6raaYIhUL4/f4ZP24pmEaKiYnJtKFpGj6fb1ZFq7knVJ/PN2tjmKv4/X5isdicER2nswKRuAWbMvbN9pmXekA20o2reRW3c/LevfoaJ5bMUQAyljUM+At1eeyKSiItEUmUFirLVZ/1+/2THlc5DA4OEgqFZvSYpWIaKSYmJtNGOByecEnzqSQX8jFFieUxMDCAIAhzpqdMLCmTzIjYLGN7Ul49URD/XrgqMmXHbbAPF4MTRF7aWxBpiwIIQChWmidRURQymcyMV5/t7u6u2HDo3DjzTExM5iShUIhkMonNZpvVcXi9XkKhkJnlUwaqqtLd3T3rBmY5xFMSWU0YM+U3GksR0IdDPdkA11w8deLUdUsLwtgjncXeGbuiMhi2opZYcDfXcLCclOvJEIvFZkUHUyqmkWJiYjJtBAIBBEGYUJbGVJIL+fT29s7qOOYSwWCQcDg8p7pIB2MWZHHsm/uTL/SCZBhcDfJubNap00ldvLEOdCPE1J9cVrTMYc0STUnEkqWnIg8NDREOh6dsfGdjaGiIaDQ6q7qxs2EaKSYmJtOCruv09vZWTGaIx+Ohs7OTTGb8dFATQ4+SSqVm3QtWKqpmGCln0qPsba/Nv774/MmH/bKqQCZrGN/VVQ6UzCHjc2U1vv5CKEmRdTJZseR6KQ6Hg3g8PmNev76+PoCKDelV5qhMTEzmPLFYjFAoVDHhAjPkUx69vb0oSmnps5VAIiURT0tj6lH8wTgR0Qj1CJk+Lr9wwYSPk0yL9AWtDIYV+kOF0E6TszP/+qV9xcJXWdIZipQmns118O7u7p7wGEslnU7T1dWF1+ud9mNNFNNIMTExmRZCoVBFlaOXZRlVVfNPjiZnJplM0tfXN6dCPbGUTCYrjpl+/Ifn+0E0DIoFtr3IcnkFyzQdIgmZHr+NSFKmqSrJ2sURFItGetibsn5Z4bhHu4u9Tw5rlkDUSiZTWtgz18E7Ho+Pv/Ik8Pv9hEKhiv6dTSPFxMRkWggGg/ky55WC2+3m1KlTZLNjl0w3MfD7/USj0Yq+eZ1OJGEYHmPJn97oKnhOLttQooIVI6Tjj1ro8dvRNIGVC6JctDLABS1hmmsTOIZTjAHedEE9aEYocTC1smg/RiqySDhZmjcl18F7ur1+AwMDqKo6K321SqVyrh4mJibzCp/PV3F6Bq/XSzAYNEM+4+D3+9E0reJKpJ+NQFTBZhmtR+nuCxO3bAVATHfwpo3jh3pSGSOkMxBRsFs0NraEuGi1n9ULY3idWQQBJBFq3em8keJx27BmDwKgKsvp7CnUHZFE0HShZF1Krp3DdHr9NE2js7OzYsKxZ8I0UkxMTKacRCJBIBCYUIO46URRFDPkMw65UviVEqYrhWRaJJqSsSqjvSRPvhAAwTAklrgOIIpjh1x0HaJJiR6/jXBCprEqxZZlIbatCrC4LoF9jH17nVlUTSCXLbzQXdCRvLw/WLSuTVFLLpEPhtC7q6tr2oTewWCQQCBQ8dWETSPFxMRkysk1FazEp7TZKj0+VwiHwwSDwTkV6omlZJJpaUxPytH+QmPJq7aMHdaIJSW6/TayqsiKpijbVgbZ2BKisSo1Zs2VHC5bFkXWSGeNW+mG5YVlx3qKjTyHVSWWKj3N1+PxEAqFpq2w2+DgIMlksmKy786EaaSYmJhMOaFQCFVVKzJcUFVVhd/vn/GqnnOFQCAwp0rhA8RSErpuhFVG0trhJ6VsAkBOH2Pj+Y1jbh+KW1jTHOVNq/ysaY5R5cyMqW05Hac1i8ta0KVcdEE9aEZ681BmddG6VlkjmSn9lmuxWNA0bdp6TnV1dVVcOHYsTCPFxMRkyunv76/Y9NVc6fFKrrI5m/T39yNJ0qwX4CuHYFRGlkaHY556OZp/vbzq6JjbpjIiFlmjwZvCbi1dVAtGp+UadypvpDgdVmzZNwDQlCW0dhRSkQ0dS3lVZJ1OJ52dnWhaeeMaj0gkwsDAQMWHesA0UkxMTKaYTCbDwMBAxelRRuJyuejo6DBDPqeRzWbx+XxzKtSTVQWCcWVMzcgJfyHL5rqLxj4fYykJjz2L2zaxjC+vM4uOntelNHsLjSxfeaO4aqxjuNBcVi09FTkQCBAIBCY0tjMxNDRUseHY0zGNFBMTkyklFApVRFPBs5EL+Uz1xX+uEwgEKr5uxunEUhKpjIj1ND3KwWMDZJXzAVDSB1i1rHaszUmkJRq8KSaaKe+yZbHKOqlhXcrGFYUdnfAVf485zUw8VVoY1GazkUwmpzzk09fXN2e8ZaaRYmJiMqWEQiEymUzFhnsArFYrqVTKDPmcht/vr/jf7nTi+SJuxaGUHa8VSt+vrm8bc9tM1mhGWOWceAaN06rismVJDBse2zY0gGoUYfOr56FphXFZhscYLbGPDxhev6NHj05Zl+JUKkV3d/ecCPWAaaSYmJhMMYODgxXbrGwkTqeTjo6OKY/3z2UqsbbNeITj0iiRq6bptEfWGm90jRsurhpz21hKxm3L4rFP3EgRBKhxpUlmDCPFZrPgUA1dim5ZyPH20QLtYKz0v4+6ujoGBwc5derUhMc4kqGhIUKhkGmkmJiYnHuoqkpvb++06lE0zRA7RhMS/qiF/pCV7iEbbf0ODne5aO8rLaXS6/UyNDREMBictrHOJeLxOAMDAxUdpjsdXYdAbHQRt9cO9KEpRjdie+Z1Fi8cuzdNPCXR4E0y2SQ0Q5dilM8HWFRVqMPz6sHYqPWDcaVkXYokSXg8Hg4fPkwikZjcQDGE0bquV2Tm3VhU/uOOiYnJnCEcDhONRqmpqZn0vlIZkUDUQloVSWdEEmmRRFoinZWMDrSqgKqKw6JF44KvA25bloW1yVHu/9Ox2+0kk0kGBwexWq1nXfdcIFcKf8mSJeOvXCEk0hLxlIT9tM7Hz+0veMfWLugCWkZtm1UFRFGn2jX5FgkuWxabRSWVEbErGptWyxzbayw72TfaY5FIS0STcslhptraWtra2mhra2Pt2rUTHqeqqnR1dc0pzZHpSTExMZkyQqEQqVRqSkIGJ3ud7G6t4o0OD8d9LnoDNmJJGU0DRdbwOjI0eJMsqE6xsCbJwpokTVVJ4mmJSKK0XiR2u52urq5Jj7XS2LNnD62trQwNDZVcsTRXN2auPGGDIZpNpiWsIzofZ1WN7sRG442W4c3b6864rcuq4nVMvqKrXSnWpWxd1wBqBICQtrZIl2KMUSCaLP17FkURr9fLkSNHiMVGe2ZKJZcpNFdCPWB6UkxMTKYQv9+PIAiTzhqIpyT6QlaqHBmcttLThCURNE0gFJOpdafHXb+qqoqhoSFWrFgxmeFWDLnGiXv37kUQBKxWKw6Hg/r6ehoaGvB6vXi93lFVRjVNo7u7e04VcAOIDQtQR1a6f363D92yGQCX+ir1tWOHr+IpmeWN0bNWlC0VQYA6d5rBsBXIoCgyTu0gMelidEsDh0/sZ93q+vz6FknHH7GwqLZ0MWxNTU3em7J+/foJjXNwcJB0Oj2nPIemkWJiYjIl6Lo+ZXqUwYhCPClRVVP+U65dURkIW2lpiI+bVupwOOZVhk+ucWJLSwuyLJNKpYjFYrS3t3Ps2DEkScLpdFJdXU1jYyNVVVV4vV6y2SzBYJDq6upZnkF5BKIWFLlY+PzioYIXbeOSQWD0+ahqgKBT45q6vjhuRxZB0NE0o8jb0poBDhnOFF47HGfdiAK0dkUlGFPIZIV8xs94iKJIdXU1R44coaWlpWztkK7rdHZ2VnwZ/NMxjRQTE5MpIRqNEg6HJx3vVlXoHrRjt6ollSY/HYdVJZyQjcwN+/h6g1xoStcn/0Q92/h8PmpqarBYLOi6jtVqxWq15jVCqqoSi8UYGBigo6MDQRCw2Ww4nU4SiQQLFozfIbhSSGcFwgkLthF6lHQ6S19mi3FnU+PcsH3sMvjxlIxD0aYk1JPDZctiUzSSGQmHVWXzGguHXjOWtfUXG382i0oophBNylSXYShVV1dz8uRJTp48ycaNG8saXzgcZmhoaE6FesDUpJiYmEwRwWCQeDw+6Sc1f1QhFJfxlGBgjIXVYjR8C8dLewbLXbSj0eg4a1Y2yWSSjo6Os66TyxRZsGABy5cvp6WlBa/XSyqVoq6ubk4U98oRT8kk0yK2EXqUZ172gWwUbaviVTzusbVR0aREvSeFYpk6w9SuaHjsGeLDJfI3nd8A2SAAIdaSVQvjlCUdVRPKqpcCIAgCtbW1HDt2jHA4PP4GI8hVma3kStBjYRopJiYmU0IulVecaOnOYXxBKwhMSitgkTSGIqUVJMvpMOZ69dm+vr6yb1yCIOQ1K17v2Gm6lUosKaFqQtF58vrJwm++dcXY34Wmg64L1JSgWSqXWneG9HATQVmWcOsHjQVyLW8cLa4aK0sagWj5wYyqqirC4TAnTpwoazufz4fFYplThiiYRoqJickU0dvbO2kvSjQhMRiy4p1EcS0wQj7+qEIyPf4lLnfRzuk55iqnTp2aE0X0popwQh7VsG8oOZw+ratccWHDmNslUkY4pmoKQz053PYsoqiTc5q01BUKue05UiyStSsagZiVdLY8o0EQBOrq6jh+/HjJNX4SiQQ+n2/OGaJgGikmJiZTQDweJxgMTtqVPBC2kkhLZXejPR2HopJIS0QSpd+0fT5fPjtmrhEOh+np6aGqqmq2hzIjaJoRFhzZrycYTpBVDHWqJXPsLKEemRp3CtsYDQkni1EvRSM5HPLZcl5hDO2Dxb2D7IpKIi2WHfIBoxBhNBot2ZsyNDREJBKZU4X6cphGiomJyaQJhUKTjndnsgLdfntZKcdnIhdxCsRKq5cCxo1+roZ8ent756TeYKLE0xKJlFTU+Xj3G0MgGD98rbVzzO10HbKaQJ176r0oYOihvI6CLmX9mnrIGt6UiLCObLZwbsuSjjYBXUqO+vp6Tpw4gd/vH3fdvj6jAu5cqoGTwzRSTExMJk0oFELTtEldBIeiCuGEjHuSoZ4cdiXLQNiKWuIDcyaTKemCX2lomkZbWxt2u33O6Q0mSiwpk86KRenHRzsKoZ9ljWOXj0+mReyKOqmGguNR606TGe6ILEsiXg4ZC+Qq9hwsTne3SBqBaOmG9Eg8Hg/xeJzjx4+fdb1sNjvnqsyOxDRSTExMJk1fX9+kCkTpOvQGbMiijjRFVyWHVSWWlImWGPKx2Wx0d3dPzcFnkKGhIfr7+6ekFcFcIZaUENCLUtR7woXKspvPG/uGHE3KVDszOKyT99adCddpupRlDQXv3J6jxcaR3WrUSylXl5Kjvr6ekydPnlVP5ff751RDwdMxjRQTE5NJkUqlGBwcnFSoIZyQGQgreKZQzKjIOllVIFRiiXy3283g4OCkyo7PBj6fj3Q6Pee6F08Gf1QpSh/Oqhox4TwAhMwAK5aObbClVZEGb2pax+ayZbErGonhkM+F5xeq+J4aqi9a166oJFJSyYb06bjdbpLJJCdOnDhjnZ+BgQGy2SyKUlq2W6UxISPlwQcf5G1vextXXHEF73//+4lEIvnPr7vuOq655hq++93vFn1pBw8e5NZbb2X79u3cdddd+Hy+qZmBiYnJrDIVepSBkEI6W1zzYiKMjPmD0eNnIFR6KnIsFptTIZ9MJkNbW9ucfUqeCKmMITYdWcTt6MkhkKsAcHEMURztmUhmjPNrKgu4jYUi61Q7U8SH+/icv7IOIWNoQqLiOuKJwvEl0UiJnqguBaChoYGTJ08yMDAwalmuyuxca3cwkrK/mYcffpgXXniBn/zkJzQ1NXHy5EkURWHXrl388pe/5MEHH8Rms/Gxj32MlpYWbrrpJtLpNPfddx933XUXb3nLW/jRj37EF77wBX784x9Px5xMTExmkFAoRCaTwWKZWGw9nRHo8dtx2crLrElnshw8NsSBE0k6Bl0Esy2olqVUabv4/z7iRRQFHFaVUNxCIiWOmzGUq+8yMDDA4sWLJzSXmaa/vx+/3z9nxjsVxJJGU8GR2qX9xwver+ZqPzA6iyWalMvuBTVRql1ZuoaM80kUBbziYYI0guTm98/sweWuyq9rkY2aPkvqx9bRjIfL5WJgYIBjx45RX19fpEsKBoP4/f45nfVVlpGiqioPPPAAP/7xj/Plk1euXAnAY489xnve8x4WLVoEwAc/+EEef/xxbrrpJnbv3o3dbuemm24C4M477+S6667D5/ONWYY5nU6TThcX2pFlecrdVZqmFf1/LjNTc8m1+tZ1HUmSiv7JsowoiqM+m4iYbz79NjC/5nP6XIaGhrDZbBMWbQZiNlJZmUZv8qy9dnr6wrx2MMjxLoneaCNJ6TyQhr03IjB8eQhKV/LGsSfZsq4Rl10llrIQTSk4bGO7+XPjFgQBj8dDT08PGzZsmBOZEN3d3UiSlDcQR85lPjDWfJIZC5IE1hE2cXt/wYu3fpmIPMZPp+siC2rSY3pZphqvU8Vm1QGj2NyqpjCvDjs6Hns+zvvfVpVf121XSaQtZLMilglWwF2wYAEdHR2sWLGCxsZCK4ChoSHS6XRJXk5JktB1veRrVDnXtMkUeBT0MhpW+Hw+br31Vm677TYefvhhXC4X73//+3nPe97Drbfeyt13381ll10GwOHDh7n33nt58skneeihhzhw4ABf//rX8/u65ZZbuOeee9i+ffuo4/zoRz8a5WV573vfy8033zzReZqYmMwhNE3n98908ocXoxxod9Ibb0G1LCl5+yuXPM4DX1k7jSM0qSTOe3+atGUVaBle+34rNd7K0uc8v7uXD33vTQB49Vd5/d/HLjQ3X1m2bNmEty3Lk9Lf3080GqWrq4vf/e53dHd38/GPf5yWlhbi8XhRoRin00k8HgeManenW3K5hlZjcccdd/CBD3ygeKDT5Enp7Oxk8eLFky7lPdvMxFyOHTvGq6++Sk1NTdFvrWkamqah6zqqqqJpWv7/udehUIiLL76Y8847r2LmM5PMxHw6OzvZtWsXjY2NbNq0adqyPUbOJRQK8dRTT1FTUzOh7J5gzMKe1iq8jjTKiG6wX3/AR7f6lsKKY0SSxHQXXukki2tDrF1mwWmX+OkLNwDwyol6Hn0uCBiiXFGAbSsDY5baFwSBxYsX09nZia7rtLW1sX37dlasWFH2fGaS9vZ2du7cydKlS/Pn1OlzmeucPh9VhVdO1KDr5JtHDgXipC2XAKBkj/LifhUoru4aiFlwKCpblgfH7Yw9VRzpctHtt9PgTaFpVoRMD7plISFtHb/ZcQhlRHjUF7Bx/qIIi+smFvIBo3fT4OAgV199NU1NTcRiMZ588kmsVmtJ6cenTp3i8ssvZ+nSpSUdb6au0WUZKbmL0F133YXNZmPFihXceOONPP/88zgcjqIGXbFYLC/WsdvtoxTzsVjsjCW0FUWZUSWyKIrz4kYI0zeXU6dOsXv3bpxOJ06ns+gCKAhC3jV+prLcmUyG9vZ21qxZU5YbfT79NjC98+nr6yOZTNLZ2UkgEGDLli0sX7582lz/oigSDoeJxWI0NTVN6KbYG7CQSAlUO3VymtcBf4zuzNXFsn4tgTV7hAanj5ULs2w+r4rFC71A1fA/w/siPtuBpiwhIV+AP/g6HrcNRVIZjCiE4hI1Z+k4q+s6uq4jyzI9PT2sWrWq7PnMFLquc+rUKSRJQhCEUd99bi7zhdx8okmZSELE68jkz5eX9xfSb+ts3WTVplHbh+MSi2riCILOTH0tLluGZNoxPE6BGukIQywEycHzu/u4fNui/LoCGv0hC4tq4xM+ntVqJZvNcuzYMZqamggEAoRCIVpaWko6F1RVRRCEsq9P032NLmvPS5cuPaM4btmyZUUleo8dO8by5csBWL58edGyRCJBV1dXfrlJZdPX18crr7yCJEkTfjqvqalhcHBwzvdHqVTS6TRdXV1UV1ezbNkydF3nueee47XXXiOVmr6US7/fP2HtRiIt4gvY80/EOR7dOQii8UDkzT7HrVv+wDc+dIiv/4XIpz/YzDuvWTpsoBQjigL11iPDbxR27TEKZ+U6zoZKrD7rdrvp7+8/o6e3EggGg/h8vnOqNgpAPCUNF3Er3HSPdhaM8OVNo8/1TNbQhUxnAbexcNmzWGQtXwNl9cJIftnrp9Vfsysq4biFVGZyN/vGxkY6Ojrw+Xz09vZOyOioNMoavd1u59prr+WnP/0p6XSa9vZ2Hn/8cbZv386NN97Ir371K7q7uxkcHOShhx7irW99KwBbt24lkUjw+9//nnQ6zU9/+lPWrl07pmjWpLIIBAK89NJLJJNJmppGP6GUiqIoZLNZent7p3B0JjmGhoYIh8P5VNSGhgbq6+vZt28fO3fuZGhoaJw9lI+mafh8vgmnHg9FFGIpCedpWT2HelfmX7/78iQXbWxCUUpz+q5vKdykDrQVvLF2i8pAWCnpKdrlchGNRis6Fbmvr494PH7OlMHPEUnInO4X7I0U9B2bzx8d1oilZNy2LJ4pqmRcKi5rcb2USzdX55d1R4r1VTZFJZmZWB+fov0M18o5fPgw3d3dc7Kh4OmUbWL9zd/8DcFgkOuuu45PfvKT/Pmf/zkXXnghl112Ge9+97u57bbbeO9738v27dt55zvfCRg3qPvvv5+HHnqIq6++mn379vHlL395yidjMrXEYjFeeeUV/H5/PmtrMrjdbtrb28lkZvZicS4wODiIpmlF4Tan00lLSwtdXV3s2LGD1tbWKQ0BRKNRIpHIhG6Uqgbdfhs2i8bIZIvdb/SSsRqCVyV9gAvOK09gePmWetCM86s/tSb/ucOqEklYiKXG9/rkPEOV6vVTVZXW1tY52SxuMui6UcTNPqI+SjarEhdzRdx6aVlUPWq7eEqiwZtkppO1JAlq3am8kbKoyYucPgpA2rKOAX9BAiGJoGoC0eTkB9nU1ERXVxehUGjOlsIfSdlmm9vt5p/+6Z/GXHbHHXdwxx13jLls3bp1PPzww+UezmSWSKVSvPrqq3R1ddHS0jIluobq6mo6Ozvp7++nubl5CkZpAoZHo6OjY0xjQZZlWlpa6O/v57nnnsPv97Nhw4ZJlbDPEQqFSCQSE/KwBWMKgahCrau41MCO3YXX65ragNJEfDm8Hju27H6SylY0pYWjrU+zZnkdVovGUFQkHLfgKqFOhtPppKuriw0bNlScuzwXNp2MZ3MukkyLxFIS9hGdjw8eHwRpCwBu4TiiWFzULqsKiKJOtWt2ult7HVk0rXDtXOBopTO7BgSR5/cM8q7rCn+zVlljMKywdIL1UnIoioLFYiGdTk+4dlElUVl/fSYVQTab5fXXX+fEiRMsXrx4yupF5J7y52J/lEomEAgQCATO6NoVBIHGxkZqa2vZu3cvO3funJJQRjAYzO+/XHqDVnRdwDJCWxBPpulJX2S80RK8/cr6M2x9dpZW9+Rfv7Q/NjxGkEWdoUjpupRgMJifYyXR3d09p8ucT5RYSiaVEbGOqEp84Hjhhr6oOjjGNhIuqzrtVWbPhHtYl5LTmmxcUTCwDncWJ47Yh719yfTkb8vNzc2TSvutJEwjxaQIXdc5cOAABw8epLm5ecovhFVVVXR2dla0KHGuMTQ0RCqVGrd3i8vlKgr/tLW1TSr809/fP6Fy27GkRF/QOkoj8IfnfCAb7voaXqKmamKlvLetLZyzJ/oLTeccVhV/1Eo6M75RZbfbSSaTFadLSaVStLe3zwutQbnEUhKaLhSlELcPFsIZ65aPDgzEUzL13uSYqeczgcOaxWFVSQwbHtu3NIBm6KYG0+ehaYVx2S0qyfTkdSnzDdNIMSniyJEj7N27l4aGhjOmiE8Gj8dDKBSiv79//JVNxkXXdTo6OkpuLpcL/6iqys6dO9mzZ8+Es3+CweCEdBFDEYVEShrViXZ3W6FS5mXrJp6KufH8BoSMcX5FxQtIJg1jyGHNkkiJhEtsOGixWCpO6N3X10cwGJzTZc4nSiBqQZGLq5sGMy3GCy3NprV1RctUDRD0s6adTzeSCHXuFIm0YXi4nFa8wgEANGUxx9sLRrAogqYLRCbYbHC+YhopJnna29vZvXs3Xq932gRXuXL5nZ2d07L/c41oNMrg4GBZT9ZjhX9aW1sJh8NlHTuRSJRtyGZVge4hOw6rysgoUXt3kJi8DQAx3cHl2xaWtd+RyJJIjfSG8UZy8eJeo7mbNHwTCMZKuwl4PJ587ZlKobOzM/83dC6RyQqE45aiBpR9g1FUxShjoWQP47AVe33jKRmHMv0NBcfD68ii6+QzyzYtLTQCfGl/tGhdxaLhj859HclUYhopJgD09vbyyiuvIMvytNdeqK6upru7O98922TiDA4OTjgV1eVysXTpUnp7e3nmmWd47LHHePbZZzlx4gShUGjcUFCuf1M5BKIWQnF5VG2Ux3eFQTAuR8u8+5GlyV2azltUuPjvPVGwhuyKykDYRintSdxuN5FIpGJCPpFIJF8L51wjkZZIZKSizJ49Bwu/S73dN2qbaFKi3pNCmWA/nFIopW+Ny55FkTVSWeOc/rOrCw+AJwdqi9a1KyrhhCUfHjIxjRQTjIJcL7/88qRroZSK2+0mGo3S19c37cea7/T29uarjk4EWZZZvHgxy5cvx+Vy0dXVxZ/+9Ccef/xxduzYwfHjxwkGg2MaLBPJEPIFrSBQpBHIqhonghcYb3SNGy+dfO2Py7fUgm7cQHqihaKRDqtKNCmVFPeXJAlN06alxsxE6OvrIxqNzou00nKJpWRUVSg6b451FW5fKxcWZ4lpOui6QI27+POpIp1Oc/LkSdra2sZd16GoOG0qieH09xuvaEbIGN6UiLCBdLpgsJu6lNGYRso5TjQa5eWXX57Rdu+CIGCz2Th16tS8Kt090ySTSXp6eqZERCkIAi6Xi0WLFuUNlt7eXnbu3Mnjjz/OH//4R44dO4bf78+Lnsv13kQSMgMhG97TBLPP7/ahKUaqsSPzGsuXTN6T11jvwpI5BEDWeh6dPSEArBaNdEYkXGLc3+Fw5Lt+zya5nkKT6TY9l4kkJESx+DfoixY0TFvOL/4byGmeqqYh1BOJROjs7GTp0qVIkoSqnj2lXRzWpSQzudYhIlXiQWOh5OGVA31F6+qmLqUI00g5x9m3bx89PT0sWbJkRi9+VVVVeRGgycTIVZmd6ifrnMHS3NzMihUr8Hg8+Torjz/+OLt27QIoO7NnIKyQzIjYrcUu8ucOFES/W1omJ1RNZ4W8q3yR+1T+8+f3BvKvFVljMFyaF8jj8RAMBgmFQpMa12Tx+/309/efc2XwcwSjSpEeJZ3JkpCGi7ilu1nSXFW0fjQpU+NOYVNKiOuViK7r9Pb2EggE2Lp1K9u2bcPhcJSUqeg5TZeyZmHhfNp7rHiMVouGP1JadeRzAdNIOYdJJpP4fD7q6upmXIiX64JthnwmTu67m+7fzul05g2Wmpqa/A37TM0kxyKTFejx23Fai7UowXCCIf1i4002yFsun1i4MasK9IesBGIKQ1EFTYctqwtG99Geqvxrh1UlGCst7m+324nH47OuS/H5fCSTyWnJuJsLJDISthF6lANHB0EyMsu80omidXUdsppAnXvqvCiqqtLe3o4sy1xxxRVs3LgRj8eDy+UiHh8/E81tz2KzGKXvAbZvrsov6woXe7DtikokKefXPdcxv4VzmGAwSDQanbX+H06nk7a2tpLEZybFZLNZOjs7Z7w0ut1up7GxcfwVTyMYtxBNSKMEs4/8qR8kwyPTZHkZp6M8nYumgT9ioT9kpcaVZv3iMA5FJZUWuWhjI2SDxvH1DWSH2+barSrxtESkhFRkQRCQZXlWjelsNktbW9s5qUXJkcqKWEekH79xspA2v7im2MuVTIvYFXXKGgomEgna29tpbm7m6quvzlfgFgSB+vr6kowUu6LitGfzIZ+WRVVIacO4SlnW4Q8W9mFTVJJpiagZ8gFMI+WcJhgMoqpqWU/EU0l1dbXZGXmC+P1+QqHQnCnqFUnIaLrA6Uk7B3oKZe+v3Vq6f1vXIRSX6QnYsSkaG5eF2LwsyMKaJB57hlhaRrHIeDBqUiDX8Npw7F8UQAAC0dLOe7fbjc/nI52eHhHmePT39zM0NFRRWT2aZnz/MxaS0ClKWe8oKuJWnHqcSEu4bdlRdXgmgt/vx+fzsW7dOi6//HJqa4uzcaqrq0t6yBIEqHenSaYLXs9G+8nhhTLP7ymkJYuCcX6buhQD00g5h+nt7S25CNh0YLVaSafTZshnAgwODpLJZOZMaXR/RCkqZw7wxtEB0spGAOTUEbasKy3UE0tJ9ARsoAusWxzmwhUBmmuMBnKCAPXeNOlhV/mqpoIWZffRwk3LYc0yGLYyjuYRMHQp4XB41kI+3d3d6LpeUX1Y/FGFvW1VHOxwE01Mf6hYOe3cCWaHM7a0BBvPL26fkMpKk/aiaJpGV1cXyWSSSy65hG3bto0ZanO73UiSRDY7fm8gtz1bZGitbykYvYc6iq/DNovKoKlLAUwj5ZwlmUwyODg4651UPR4Pra2tZmfkMtB1nc7OzlkL05VLIi0SScpFNS4Anny18Juf33AMUTy7cDuVEfH5rSTTEiubomxbFWBZY3xUHQy3PYso6mRVgcs2FRrOdYYKsX+HohJNyUSS49/4ZVlGVdVZSUVOJBJ0dHRUXIXZcEImkpDpGHTw2slq2vvtZLJTL7zPDLcwsMmFc8fXH8lng1mzR7BZiz0Oms6osGI5pNPpfHjtqquu4vzzzz+j7svj8eBwOEoK+bjsWawjmiNu39wAmmGo9KdWF61rV1SiSXlK+vjMdcxv4BxltvUoOaqqqggEAgwMDIy/sglgdB8eGhrC4/GMv3IFkLvY2kZcoNPpLF3xrcYbLc3brqg9w9aGKLYvaCUYt9Bcl+DCFQHWNMfO6M7PufoTaYmWxdUjYv/rGQoYNxOLrKOqAuF46anIOY/GTNLX11dxYT1dNzxjdkVlQXUSUdA52OlhT2sVA6Gpe/rXdQgmDE/hSNHs7kMF71iDs7iIWyYroMga9gmGeqLRKJ2dnaxYsYKrr76ahQvPXvnYZrPhdrtLMlJsFg23rWA8edw2bNlcifwWjrcXjGCropHKlFbPZ75jGinnKLOtR8lhsVjQdd3sjFwGg4ODJBKJCTX3mw2iCRn9tMZwT77Qg25pAMCrv0Rj3WiPnqYZfX4GwlZq3Sm2Lg+yYUkEr/PsT8kWWafWlSY+XDyryT6c/SFIPLe7YAwrFo2BcGk3Vbfbjd/vn9Eqybquc+rUKWRZRhQr51KdTBt1ZhyKEb7wOLI0VSUJx2X2TEEIKJ0V6A1aOXDKw6FOQ3syUst0vKuw71ULi8+FZEbCKms4lPKNlP7+fvx+P5s3b2b79u0lPQQIgkBDQ0NJaciCwKg+QkuqRnbsLpxbOV1KqfV85jOVc+abzCizrUcZidfrpbOzs6J6pFQy3d3dc0aLAjAUHa1HeeVYod7HxWvG7hnUH7biUFQ2LQuxeVmIOk+aUkv5VLsyqJqArsPGFYUb2aHOgmHnVLKE4hYS6fFvqE6nk1gsNqO6lGAwSE9PT8XVRokkLYYxMKIGiSQaWqAqR2ZCISBdh1BM5oTPwSvHatjTWoUvYMOujDZI+2MF7dKWdcVi4lRGxG3PYpHLc+f09PQgCAKXXXYZmzdvLkv/U1VVVXKGoms4DJVbfcuawnFO9hX/zjbF1KWAaaSck1SKHiWH1+slGAyanZFLIBaL0d/fX1Hu/7ORTItEEsV6lO6+MBH5TQAIGR/XXLxg1HaqBuiwckGUBdWGKLYcPPYMiqyRzopcurkBNONJdzCzFk0zrvo2RSs51VMQBCRJmtFztKenh3g8XjF/pzlCMRl042n/dKwWrawQUCoj0uO3safVyysnqjna40bVodGbpLEqhf20YmzpdJakfD5gNKJsbiz2dqSzIt4JiGYTiQQbN25k+fLlZRe1dLvdWCyWknR1ruFwT2I4FXnr+gbIGuGrEIU0eTB0KbGkXJIRPZ8xjZRzkJwepVIufrmurl1dXbM9lIpnaGiISCRSMb/deIylR3nsuSAIhmGw1LkHxTLaSIgkLLjtWapdExNUO6wqbnuWeErC6bDiVPcDoFsWcvC4EfIRBBBFnUCstKdmt9tNT0/PjIi8s9ksra2tFVcbRdOMzJ7TRdAjGS8EpGrgj1o42u3kpaM17G3z4o8oeOxZmmuSeB3ZUanqOfYeHgDRyLLxyq1Fy3KGkMtWXqgnnU6jKMqEPVZutztf9G88ch7FQol8Ca+QS5OvyqfJ59ZNmroU00g5FwkGg2iaVlHt3quqquju7iYajY6/8jlMb28voihWlEbhbERO06Noms7RofPzy99yydgVVOMpiQU1yaKGcuUgilDnSeWfQpfVFS7+Lx0ohBWdVpWhaGmhM7fbTTgcJhAIjL/yJOnr66u42igA8bRx0yxFmDpWCOiEz8lrJ6t49Xg1rb1ORFGnqTpJvTc9KiQ4FgdPFtJ2l9YWhwnTWRFF1nCMESI6G7kHtol6J202G16vtyRdSo7UiGqyKxuD+dd7jhW+V1EAdAjHK+c6PRvMjSudyZTi8/km1MF2OsnVojBDPmcmnU7T1dU1Z7J6wNCjjKxx8fI+H6qyEgBbeg9rlo/O6klmRCyyRu0kO9h6HFkEQUfT4OL1BS1Ku79QMddhzRIv8UlVURQymcyM6FI6OjoqrjYKGCLoVKa4+ut4jAwBHetxEU1YqHalWVCTMtLFy4iudPgL5/66lcXXsGRGxKaUn9kTjUZpamqa1Hddqng2hyTqRkgTuHTjiDT5YHE2kU1RGYpYz2ldimmknGMkEomK0qPkEAQBRVHMzshnIRfqmStGylh6lGf3FgyCjYs7x9wuEpepcaXxTKLWBYDHnsWuaCTSEuevrENMG+HEuHQB0ZhRVl0SjboapWKz2aY9LJnrsltpglmAYExGEChZwJwjFwJaWJOk1p1GKVPYmiOsGgYuaowL1tQVLUtlRLyO9BlDRWcik8lQX18//opnwev1ltXew2bR8tVnly+pRkq3AZCUNxAKF4wdh6ISS0r5TLVzEdNIOccIBoPEYrGKM1LAKDHd29s76x1nK5XBwcGKSBsvlZwexT6sR4nEUvSrhmAWNcKNYzQT1HRIqyILqlNl3whPx2rRqHJmiKckRFGgTjlsLBBtPL+n4LHL1eAoxTb2eDwMDQ1Na1iyt7eXcDhcccaoqsFQ1Dpmxs1M0NkTQlMWAWBXj4zSMmVVcdz09NPJ6VEmWyzP7XajKErJrRPc9kyRILbeesx4IVp4/vVCmrypSzGNlHOOXH2UStKj5Mh1FDXL5I9GVVU6Ojoq0rg8E6frUR7b2QuSceOtl17G4x6dAh9PSbisKjWuqemTU+tOk1aNAaxbWnhC3d9WcO3nPD2lPK1Odyqypmm0trbicDjKzjKZbmJJmXhKmpKeOBNhz+HCw0ujq7domaaDIOhl10eZrB4lh9vtxuFwlBzyqXVlSGcLt991I0rkH2wvaKRyXqtS+0zNR0wj5RzD5/NVTH2UsXA4HLS3t5udkU8jGAwSCAQq7un6bPijliI9yt6O5vzrqzaOnSETSVhorEpiU6bm9/fYM1gknXRW4PIt9aAbT9p9iVX5dXL6ilK6IouiiCAI01YheWBggL6+vlGN7CqBSFImkxUnHKqZLCd6CjfqVYuKz49URsRq0co2oKZCjwJGHzKv11tShg+A02ZocXK6lO2b6grnZnJF0bouW5beoJ3EOVoi/9yc9TlKIpFgaGioop/Gq6qqGBgYmJEMirnE4OAgqVSqog3MkRh6FEveS3G0dZCkYpTBl9InuXjT6NooWVVAEHTqvVPXbdhly+K0ZkmkJaqrHFgzRrqnqiznxCnDG5JzWARjpT2tulwuurq6SmoqVy65/VaasB0gGLUgibOnFxuIF0SlW9cV63VSGQm7RTtravRYTIUeJUdDQ0PJBSld1ix2Rc2HfIxz8w0AVGUl7d3B/LpOW5ZYSsIfmTsFHKcS00g5h6hkPUoOu91OKpUyQz4jyDUUnCsGCozWo/zhpcLFe1XNoTGbCUYSMl5HlirH1BkpkgS1nhTxlGGALKkqtF94YW9xiXt/TCmpQmouEy0YDE7ZOMF4iGhvb6+4ZoJgGJDj1UeZThLJDCn5PACkdNuoNgqpjEi1q/SKxDB1epQcHo+nZNG/xaLjcRTrUhZ5C4LsF/cG869FwfD2+QI2zkUHs2mknENMlR4lFJPxRywMRRQGwwoDYYWBkPGvP2SlL2ilN/cvYMUXsNEbsJJVS7uCuN1uTp06NakxzicikQiDg4NzpsosGAaHNqxHyWZV2qObjQV6lrddPvY84mmJBdWJsqvLjkeVM4uuG8LYC88bUYa8v/hpPJ6SiJQgULRaraTT6SnvipwTjVfi7xxNysTTs6hHOTgAouFdqpLbRi3PakLZnY+nSo+So1zxbK0nTWaELmXL6sKJf8xXVbSux5HBH1UIxSsrJX0mOHfVOOcgU6FHCcVkXm+rGvEEoKPrAgwXHhIE40ki95kwvI4owsaWEE1VqXGPUVVVZdZLGcHQ0BCxWIzGxsbxV64QRupRdrzUjW7ZAoAr+wqLmkbfFBJpEZtFo26StVHGwmPPYlNUkmmRLesb+M+XB8FSR1i4gHT6OLLduAyqmkAkIY9qAjcWTqeTI0eO0NzcPCWeSV3XaW9vx2KxVKSoPZKQUVVhwsX1JssbrQUDZGl9BChodlTNqDsykfooq1atmrJaNDnxbCwWK6m3lsuWRRyulyKJcOGGBv57dwhkL0F9PVm1A3k4n1qRdbKqwEBYmXAV5vHoDnoJRERapmXvE8f0pJwjTJUexRe0Ek9JNFUlWVCdZEF1ioU1SRZWJ1lYY7wf+VluHU2DQLS0i4GiKPNOOJvTL+TSiMuhp6cHi8VScdkeZ+J0PcqeEwXDeNvKwTG3iSQs1LrTOMssaV4KdkXFY88ST8vIkki1ZMT+kTy8tLeQJWKzaAyESiuc1dDQwODgIAcPHpySuj5+v5+enp6KFMyCYXRapNn7m+z0FwzbDSuLqxQnMxI2i4azTCNlKvUoYFy3qqurSxbPumyFOj4AikXGQ65Efi17D/WNWt8XsBdVq50qwnGZvpCHWLLyrjGmkXKOMBX9euIpid6AHY8jU3YNC6dVZSBsLbkraq5nSSo1vudlLuDz+QD44x//yCOPPMKePXvo6uoa94KWTCbx+XxzKqvndD3KYGqZsUDPctW20d4gTTM0D01VyUnXRhkLQYA6T5rk8MX9vIWFVNbXjxfWsytZwonSGrqJokhTUxNHjx6dkuJuPT09JJNJHA7H+CvPMOmMQDCmlO2pmCo0TSesDWdjqWHWrx5dxM1uzZZUVj9HOp3GYrFMuf6nvr6+5GuWIutUOdMkRqS+r2gopLa/drjYY+KyZYklJYamQUDbG7QSTVWeWBtMI+WcIRgMouv6pFzJfUErsaRU9hMLGAr1eEoiXEKaJ5CPEw8Ojv3kPdfo7jYEmw0NDaTTafbt28dTTz3Fo48+ys6dOzlx4gSBQGCUB2lwcJBIJFJxjebOxkg9iq8/ki+Dr2QOjVkbJZqUcdmyU1YbZSw89ky+FPnlWwpalO5oS/51rgpouISuyGCEfCRJYv/+/WWVRD+ddDpNa2trxRqi0aRMIiXNmmh27+FBdIuRDeZQjyDLxdewZFqipszOx1OtR8mR+w1L9a5VuzJk1MJt+E0bnPnXHYHiDDhRBIuk4QtMbZn8REqkx29H0yrPiwKmkXLO0N3dPSk9Sjor0O2347SpE3ralUTQNMFo817K+sPG1HTVo5hJIpEIPT09AFgsFurr61m2bBlLlizJtwL405/+xGOPPcYTTzzBgQMH8Pl8pFKpvDanEnUKZ2KkHuXlA4Unwybn2B6HaFKmqTqJYpk+vYPbnsWhqMRTMgsaPVhShwDIKOvo6TMa1eUKZwXLKJzV1NREb28vhw8fnvDY+vr68Pv9FddMMEckKaPqlF1ufqp4ZGdBoNzkHvt64LKXr0dpbGyc8t5Ibrcbq9VasjfFbcsiiXo+qWBVSy1iugOAhLwh374hh8eRxR9VCMenTk7aFzIePiWxMkPsppFyDhCPxwkEApMK9QyErYTjMh77xEVbdkWlL1ReGp3P5ytbw1Fp9PX1jVlGXZIkvF4vixcvZsWKFdTU1BCJRHj11Vf5wx/+wKOPPkpbW9uc8qKcrkc51lVwIZ+3ZPTvmM4KSJJOnWf6vCgAFlmn1p3OV5Vd6G7PL3tud8GQclizDEZslHrKSZJEfX09hw8fpre3d/wNxuDUqVOIolix7Q4Gw0pZoZSp5uXDhdvU6sXFhmx2WMxbbufjTCZDQ0PDlIxvJG63G7vdXqYupVAvxWjfcNRYKFp54fViXYrVopHOigyEpybkk84KdA05pkULNlWYRso5QE6P4nQ6x195DFQNuodsKLKWL3E+EZy2LNFkaWmeOaajHsVMous6bW1tJXmx7HY7jY2NLF++nEWLjB4lyWSyYp+wx+J0PcpAYqmxQFe5+IK6UetHEhaqnGm8junJWBhJtSuDOuzS3lwoOMuhrkKYxaGoxFISkWTpT9gejwdVVdm/f3/J6ac5QqEQXV1dFdlMEIysq5FG52zQPlQIe1y4vlhYnJxApdnp0qMAyLJMbW1tyeE/S06XMqKa7PlLRrRvaB19HuYEtOkS9X1nYyoePqcb00g5BwgEApPSo/gjCv6oQlWZcd/TUWSddFYsK9c/lUpNW5+UmcDv99Pf31+2oSHLMjU1NTQ3N8+pUM9IPcqAP0ZWWQ2AJXOE6qpiUaiuGzeZhdWpGQkluO1ZFFkjlRF508ZGUI1ibgF1Pdms4SmwyDqqKpSsS8mxcOFCOjs7OXbsWFnb9fb2VnSBxWhSJpEpGJ0zTSyeIiGuAUBKn6C2uvgcSmYk3PYMljJK9ef0KNNVNK8c8SxAtStLdoQuZfvmOtCN77svsWzU+m5blkhCnnQFWlWFrkE7imVyD5/TTQUPzWSqmEx9FF2HHr+xbTk1EpKpLL6+MAePDbDrtW4OnzQEsFZZYyCklCz8slqteT3HXMTn85FMJudUtdjJUKRH2T8EgnGJabB3jlo3kTbEmNMpmB2J05rFZTcE3DarjFvfD4Buqef3zxT0MhZZY7BMd7osy1RXV/PGG2+ULPZWVZWTJ0/idDorNr08EpfRNWHWbmK7Dw6CaDzU1FjaRy1PZ8SyH56mS4+SIxeeLVU867ZnkaSCLqW+xomSMTRTWWUNnT3FXeFF0bgW9wZtkxLQDkas+GMWqmbAizkZKjMIajJlTFaPEopb6A9b8xeCfYf7ONSaIJoQiadEEhmFZMZKWrOT1Z2oggdN8oI0WkdxbefvufaSFkJxC4kSq1e6XC76+/uJx+MVmZ55NrLZ7JzTlEyGUf16OguXl/MWj74QhhMyC2sSMxYPF0Woc6c4HjH+FlY2DPH6sJPuN89GueUtRtjHYVUJxy0k0iL2Mhod1tTU0NbWxoEDB7j88svH1Zj09/czMDDAggWj+xhVAroOAxEF2yyGeg62Fo7d0lCs88jdoCdSH2U69Cg53G43NpuNZDKJ3W4fd/2RupRc1dxmdwdtqQ0AvLAvyC0Li7OQPPYMg2GFSELG4yi/h5SmGQ+fklDew+dsYHpS5jmT1aP0BhQyWaMa6It7unnwxWt5pf8mDkXeQXv6bfTp1xOSryChbCNjXYumLBrTQAF48VgDNsVI8yw15ON0OolGo3My5NPf31/RWRtTzel6lL7YkvyyN11QrLlQNaMqcVPVzHhRcnidWRCNi/QlGwuG+96Opvzr3A2jlK7Ip9Pc3Exrayutra3jrtvZ2YmmaSVVJ50N4imJWFIepUdJJjM88OtT/PyRU4TCE0+9LoWuQOFv54JVxQ8pGVXAIleOHiWHy+XC4XCUrEuRJZ1qZ7qoPs+mlYXlx3pGX09tikYqKzI4wZBPMJZ7+JzZv7+JYBop85xc7Y2J6BpiSQlf0CjeBvD4bi8IZ9mPlkHI9COlT2BN78WdfZ5afQdCxkijjUubCYbiSKKOP1LaDUCSJHRdn5P1Urq7u9E0bdrcypVGNFnQowSCcTKK0RBOTh+lvtY1al23PUv1DF8k3bYsdotR5XNVSy1S2ugDExU24A8aT+q53oelpsuPRFEUPB4P+/fvP6vgOxaLcerUqYo2YA2j06jmOpKfP9bD/tA7eXXgnXzpF+v4xoN97Ds89Q1BNU0nohuaJrJBzlt5mmh2eGzlZPZMtx4FCuLZUjN8IFcvpRDyu2hj0wjN1Dqy6miPntOq0uO3l1wgcyQ9fhuaJqCUoeWZLcxwzzzH5/OV5HIci/6QUQJ/YXWG4+1DRKSrABAyPi5f9ioep0SVR6bao1BbZcftso3obisALsDFP/376/SobwZRYccrA9xwuYfBiJV0JlpSbQyXy0VXVxcXXHABYiUrvEaQSCTo6OioyGZx08VQpKBHeeXAUN6grbe1A01F60aTMmsWRsoSPE4FNkXD6zBc5U6bSqPtGD3aMhBknn1lgHdea2Qj2RWVwbCV5U2xskW9dXV1tLW18cYbb3DppZeOec729vYSDodZtmy0MLJSCMXlfO2YkbQONkDO7pbc9Oo38OBLYNu5hwtbunjblQux2SZvmJ/s8KNbNgHg1I8gS8XXsVRGpLEqWVZDymg0yooVK6b9waGuro7jx4+Pv+IwblsWi6STyQpYZB2bVcalHSAqXYpuaeDAkb1sXldcrdltz9AfsuGPKjSW0BMth1EC3zal3cank7lxxTeZEJPRo6QzAt1DdpzWLIIAv3sulRdBrvK+xp9dv5RrL13E1vVNLF9Sg9djH2GgFLNtdeFJ540ODw5rlnhKJFSiO93tdhMKheZUKnJfXx/BYPCcMVJO16McOjWitkVz8QU0lRFRZI06z+wI9uo86XyVz00rC2PY3174O3FYs0SHwx3lIggCCxYs4Pjx47S3t49armkara2t2Gy2ijW6NQ2GwtZRoZ5sViUmnG+8UeOgxvLLksoWdvW8k7/79yV896EuWjsmF6LdeySSf73QO9qTmlZFqpyVUR/ldNxuN4IglNyDzGlTi+qlACyvL8z5tcOjjRBJBFHQ6QuWV86+N2glmRGxWyuzeNvpmJ6UeUxOjzKRGgwDESvhhExTVZJwJElX8hLjbNGSvPua8vZ36dYm/udAAORqgvpmMpkT6LqNYNRCfQlFvOx2O8lkEr/fX7H1JE6no6OjYjvaTgexlKFHcQ/XW+iNNcNwuHzbhuKQRiQhU+1Mz1ptBo89gzz81Hr51iYeOxwGycOQtol0pg3FIqPIOpmsOGFhot1ux263s3//fhoaGooeFIaGhujr66vYZoJg/J7RlITHXjz3A0cHQTY6Wnt5jXvfY+F/nh3gjb61+fYHuqWB9vTb+D9/1HBlX+Ky8/1ce2lzvqPv6QwF4hxtC9LWk6E3YCGQqCahL0JTNubXOX9J8Taabtygy+knNBN6lBw58WwqlSrJky1LOjWuNF1D9vz59qb1DvbvMpa3+8fugJ4T0EYTUklVd+MpiR6/fUbqEk0VppEyj/H7/ROqj6Kq0DVky+fP/+bpPpDfBEC9sIvGMjuHKhaZGnEvfq4G2ctzr/nYtmkZ/WEryxtjJblrFUWhp6eHlStXjr/yLBMKhejp6ZkzBtVUEE1KaLqAJEIkliItbwZASp+kubFQLE3XIZ0VWVCdmrW0Vpcti9OaJZ6W8DoseNlLiCtAruHlvS9x+bZmAGRJYyhiobk2OaHjNDQ00NbWxsGDB7nooovyacbd3d0l37xmi2hSJp01PF4j2Xe88F0sqQlSXbWU29+1FE2L8txrj/HsfidB4VIjbVgQiVou5YkT8OShDlbX7GPNYpGOPpW+oJVAsoaksBjdUhwK5HQHqxrmwtMKAaYzIla5vM7HM6FHyZETz8ZisZJ/5ypnhlMDBXHweSvqEHd0oSmLiEubGArsHlUnxm7V8EcVBiMKLvv4Qt1c/7WFNXPHSKlMX6PJlDBRPYo/qhCIKlQ5MmRVjQN96/LLbrx4Yi7CC1oKZeH3HLfgtKpEk3LJlT09Hg/9/f2TauQ2U/T19RGLxSacUTUXGQor+RvaK/sG8rUtapXiLJdYykg9n47aKKlUilOnTtHR0XHW9SQJat0p4injGW394kB+2atHCyFLh1UlELWSzkyshslYnZJTqRTt7e0VHwYMxmQkUR+lRzk1WBj3BasLYQZRFLjyoma++OdVfObtL7HK8QhCuju/XFOWcCT6Dv7n8Nt43f9OerQ3k1C2jTZQcmSDWNP7qOeP/MN7d1PtKb6OJTMiNkXDVkaRuemujzKSXLuEcsSzLlsWi6zlK8mKosAC+xvGQlHhyRf6x9zOMSygzapnP0/zIXxbdlq6jU8XpidlnhKLxSakR9F16PbbETBckE/u6kJV3gGAPb2bTWvHdjuOx9UXNfBsexJEG33pDUhiP6oqEIrLJRVjcrlcdHR04Pf7aW5untAYZoKc3sDhcFRsga6pJpURCY/QoxxsLyxbtbDYqIwmLSypi09pPDybzdLX10c6naa5uZne3l4ymcxZb0ZVrix6v46uwzVvquP5X6sgSPTEVgOGQW1XVAZCMuGEhTrLxIwqp9NJMBhk//791NXV0d/fTyAQYMmSJeNvPEuoKgxFRutRNE0npK0GCVAjXLBmdJsDgOZGDx+/xUM608uTz+/hpWMNxCxvGvtgmUFsegde6yCN3iRLm0RWLfXQ3ORBFAVkqZ63XV7Fo88FizZLZSQavImyvHEzpUfJUVtbW1bjSaNeipF5pshGyGf7Bp1f7DWWH+we+9rrtmcZDCsEohbqvWc+TwfCVkIJmQVVE/MMzhamkTJPCQaDxGKxsuPeobiFgbCCd9hw2HmoPu9+vWRVN7B0QuPxuG241D1ExUvRLQt57cABVixfQl/QypK6xLiW/chU5Eo2UoaGhhgYGKC+zJDYXCZXH8XtNc4ZX2RBXo9y0frCk7fxpKdT7y09E+FsqKrK4OAgsViMBQsWsHbtWhoaGnj88ceJRqNnTe/12LPYLBrJjEhDrQuXvp+osBlVWcHhk09z/oo6o3O3LhCOy5NqgNjU1ERbWxuHDx8mEokgSdK0a5U0bXRWTqlEkzLxlDSqhkZrZyCfbePQDqNYzi7YVCwyb79qCW+/Co62Ps2TLydIZiw0elO0LJBYs6yKxnoXhtVT3sOPqgn50gilMJN6lBxutxtRFNE0rSSBtCRBjStN56Adb06XsnEBv3zFCPnEpK0MDL0yKp1flnR0jFDOmYwUI4Rvx1bhJfDHYo4N16RUJtqvpzdgzRdvO3R8gJjlYgDEdAdvvWLRpMa0ZkFBrf7SQUMXEElYiCVLG6PT6czXHqlUenp6SKfT50wZfDD0KOqwHiWeTJOU1wIgpk+xpLkqv14kIeOxZ6meZA8oXdfx+/20t7djs9m44ooruO6661i6dCl2u536+voxu06PxK6oeOzZfMhn27JCB+Ndrxdc9DZFZSBsLatz9+lIkkRDQwOHDx+edq1Srgrr4S43qczELu/RpExWHV1DY8+hcP71Qs/YoYczsWZ5HZ+8dTGfva2J225ayhUXLRo2UMpH1YxaNo4yKuHOpB4lR64jcjkhaq+z0AQTjJBPs/PA8BsLT744NOZ2HkeW/rD1jNfSXAn8uSSYzWEaKfMQXdcnpEcxirfZ8k8oj7xQuAicV7sPWR7fmNA0w/0fTUoEohb6Qwq+gI2uIRvbN9eCblztOyMrsQ4/yZaaiuzxeAgEAoRCofFXngXS6TTt7e14PJ7xV55HDIUVrMN6lFf3D4BoGGg1lhNF68XTEguqk5Mqwx0KhWhtbUXTNC6++GJuuOEGVq5cWRTaaWxsHLcbsSBArTtNcvhGftvbC16X1qGCp85hVYkkDM/CZPB4POi6Tjwen9ZmgrlKzh2Ddt7ocE9o3P6oZczf6GRvQbS5rmX2QpmpjIRVUcuqNDuTepQcTqcTh8MxKV0KwGUbCq8P9Yyt4XEoKomUxFB0dAVaTTMSIeZCCfyxMI2UechE66P0hazEkxJOq4o/GMeX2W4sUGO8+9pC/DmrCiRSIuG4zFBEoS9opcdvo9tvoz9kI5qUUTURh1VlQXWSNQsjLKxJ4nTXYM0YTwVZZQ0n2oewSDpDJTZzy6UiDw2N/TQx25xrZfBhDD1Ka8HlsKKp4M1IDmdj1LonFjaJx+O0traSSCTYtGkTN9xwA+vWrRvTEK+qqsJisYxrqHgdGSTBeDK/8qIF+eqzScsFDAwZY7fKGumsMcfJsmjRIpYvXz7p/ZwJXYfuIcNAXFCdpC9o48ApD+F46VH9TFYgEFVG6VEAhtItxgstw9YNsxfOTGVEHIqK1VK6e2um9ShgCKcbGhrK8qS4bFnD4BhRL+XCDU2IaUMMHpe30Dcw2ksoCIZ3sMdvQz3tpwvGLAxG5kYJ/LEwjZR5SE6PUk5DvnRGoGeE8vvXTw+CZBg5TfLz+dS3VEakP2QlmZUQRah2pmlpiLF+SZitK4JctNrPxav9XLpmiDetDrBhaYTlTXEavSkyqsiy6kLmxZ/2xHBas/ijCsl0aaeixWKht7d3/BVnge5uI5thvMZy84loUh7OtDCujF2hgrbgwnUFj1I8JeF2ZPIN1Eoll7EzNDTEeeedx/XXX8/WrVvP6q2qqqrC5XKNG/Jx2bM4rFkSaeP3Wug4YiwQZJ591QhNCgJIok4gOjVP4NMpph6KKPQGDSNFEqGpKok/qrD/lLfkNhSRpEx8uDv1SAaGoqjKKgCU7BHczvIKiE0lyYxEtStdsuZmNvQoOWpqashkSg+xSKLh4RtppIiiwCLncJaPIPPUi2O3CPE4sgRjFgKxwkNfrou9rs+NEvhjYRop85CJ6FFyym+PPUs2q3J4sFBI6R3bC6dJKC7TVJ3kkmFDZMuKEGuaYyypT9BUlaLGlcFpU0eVO/c6M9gsGm/aUEjLPTnYjF1Riaelkp9UPR4Pvb29JJOVpVCPxWJ0dHScU7VRYFiPohl6lGQqS0Iy0tWFdDfLFxc8SqmMRI0zU5aY0+/309PTw5IlS7juuuu45JJLShKCK4pCY2PjuEaKIutUu9L5kMi28wvn7KGuqvxrh1VlKKJMqEfKTKFqcGqg2KskDhsq8ZTE/lNeekuoTBpNymiaMCos8MqBQvXYBkfX1Ax6gug6uMronD0bepQcOfGserp74yx4HFk0rfhcu3xT4Vp+yLdwzO1kSUfXBfpDhd85nJDpDdrwzpES+GNhGinzjInoUXLKb+uw8vuJXd1oipEi6cy8zNpVhmtX0yCrGoW4bEp5KnGnVcXrSLNo0QKk9EkAkpaNDPijCIA/Upr3we12E4lEKq4rcl9fH+FwGLd77A7Q85WhSEGPsudgP0iGx61aPpZvk6Drxj93mZVbA4EAF154IVdccQULFiwoywvR0NBQ0hNsjbsgVNy+pRGyRs2UIJtJpozxOoYLv0USleshGwxbGQhZRzVsFARo8KbQNDhwykPnoD0vrh2LobCCRR4dRjnaVbhJrllUfgXeqSKrCkiSXvF6lBxut7usjsgwti5ly9pGxHQ7AAnLFnx94TG3Nfr5WEmkjItzb8BKOitiVyo32WA8yjZS7rrrLi699FIuv/xyLr/8cu655578sgcffJDrrruOa665hu9+97voI/4aDh48yK233sr27du566678Pl8UzMDkyLi8Th+v78sPcpQ1EogaqFqWDD7wtEF+WWXnT+Qfx1JyrhsWWpd5aeQCgI0VKVJZUSanUeHP5R45pVBHNYsg2HbuMWIoJCKXEm6FF3XOXXqFFartWJ7sUwH6YxIOF7Qo+w/Ubh5LWso9F3JVS512Uq/ueVc9I2NjRNK1y1Vl+KxZ/M35VxlZAAkD8/vNsKKkmikvOZEqZVGVhU4NWBHkvQzNmyscWdQZI2DnW5aex2M0VSXVEYkFLeMmTXTHyuIibetnz1vYTIjYpM1HNbSz6XZ0KPkcDqduFyusowUpy2Lw6oWiZ5FUWCJ66DxRpB46qXA2NtaVWLDAtp4SsIXsJeVql2JTOiK+sUvfpHnnnuO5557ju9973sA7Nq1i1/+8pc8+OCD/OIXv2DXrl387ne/A4wLzn333cf73vc+duzYwfr16/nCF74wdbMwyRMMBonH4yVXO83FLIVh5ffeQ30klAsBkNKtXHdp4eIUS8osqE6W1Ll4LLwO40K5dU3htDvcXWtUn01JJQv8HA4HnZ2dFZOKHAwG8fl855RgFiCaOk2PEiyIKbeuLZx/ibSI06qWlTIaiUTwer0T/k5L1aU4rdmi0urrlxSMqz0nCuejzaIxFFHO6oWYLfpCVgbD1nFTu72OLG5blqM9bo73uEY9FEQSRr0b22m/UyyeIiUbTQWl9MkJpw5PBamMhMueKVlfMZt6FDA0SOVWnpVEqHWlinQpAFdsKhjJR3rHrhUlCMa52u234QtYiaWksloHVCJT5r987LHHeM973sOiRUYtjQ9+8IM8/vjj3HTTTezevRu73c5NN90EwJ133sl1112Hz+djwYIFo/aVTqdHPQHJsoyilJYFUiq5m1yl3OwmQ24OwWAQURRLfvoMJywE4wp1ngyyBI+/XDAgNjS+gU0xirelMiIOm0ZjdWbC4j+PXaXGlWXD+c389vV+dEsDYWEL2cwbSKKVSFKh1mM8IeWOMdaxqqurCQaDhEKhiigv7vP5SKfTZ/VenW0+U0mu1ft0kptDMi0jigJWC6QzWWLisB4l08+6lbX5cGBWk2j2xpGk0ucej8c577zzkCRpQn+fkiTli6id7TuXJGgYLkInS3DtxfXs/EUGRAu9ifMRBT+iKOBxZElkZFJZeczMl9kikxXoHnLgtqvYFJ1clYAzVQvwOlWsik7HkBMNgdVNMSzDDx3xlAVJMn7Pkew5NAiice2tVdqQpZnL7Dl9PpouUufJlvx3FI/H8Xg8eDyeWbvO5wxtQRBKvg7UuDU6hgytV27VresbeGhXK6qynIRlM739u1i0YPT1r9qVIRhT0HWJalcWS4l3ecUiIAh6yd9TOffPyXiYBV0v79ngrrvuorXV6MexevVqPvWpT7Fq1SpuvfVW7r77bi677DIADh8+zL333suTTz7JQw89xIEDB/j617+e388tt9zCPffcw/bt20cd40c/+hE//vGPiz5773vfy80331z2BE1Kp7UjxHV/vwpEO6ghXvxOD411pWcIlcN1HztJa/waAD5+1VN85o7V03Ick5nh10+e4jMPXQHAAvk5nv9p5ZZ9H4/Nt/UTErYB8MM/f4E3X165FY5ngg/9/WGe73oLALdseoKvfer8WR7RucvNnz3Ca/1vBuCtqx/nB3+/dkr2+8P/PI7DLvHhd01PivyyZcsmvG3ZnpR77rmH5cuXI4oi//Vf/8W9997LL3/5y1FFipxOZ97FlUgkRoUfnE7nGeN0d9xxBx/4wAeKBzpNnpTOzk4WL14857UEubns2bMHu91eUrgnkxV49WQ16Eb/hx883AHiBQAsUl7ktcMLgDSaBn0hGxcsDdNUPbmsmmDMwu7WKlY2xRm2dfnvZwWWLw0TScpcuCKI2248KS1evJjOzk7GsqO7urpYtmwZF1988aTGM1n6+vrYsWPHuMK88eYzFfT4bew/5UUUdCyyRoMnRWN1impnGmkKT+/cXH7xxxjoGk6bygO/LxTYa/IGePQ5I0U4nRUIJyxsXRHEU2L6cSwWIxaLcf3110+qMN7Q0BBPPfUUDQ0NZ/1tMlmJFcub+fWOCFaLSkuNj33DIf/vPDxEFuNvqTdoZWl9nNULYxMe01SSyojsaa1C1YR8JVFZgjdfWsUfXgiSHcfhk1UF+sNWal1pljYkONzlwiaro/oq7W2rzrfGqK9RRvXRmU5GzieeMs6lbSuDJeub2tra2L59OytWrJjmkZ6ZWCzGH/7wBxwOBy6Xq6TrgKbBayeqSatiUZXYTatEXhsu9vvMG41n/C0yWQFNF0qqJZNMZfnW71ahKUv57q9f5uhvNlBXM/7D6UzdP8s2UtavX59//eEPf5jf/e53HDx4EIfDURT/HVmnw263E4sV/2GfrYW1oihTbpCcDVEU57yRkiMWi1FdXV3SjTAclwlFZeo8KeKJLEcDW42Lka7xziuU/EUuHJdRZJUqZ2rSN1iXNY1VzrJ5fTNPHo+C5GIwsxFd6ySWUAjGJFy2wh+lrutjHtPhcODz+chkMlits1ezwefzkUqlkGW5pO/mTPOZCvpDFkRU6j1pkmmRjkEbHYM2at1pmmuS1HlSU1orIZoUhztlQ4e/Jn812bTanj93ogkJSdBwWDIl6zlCoRB1dXV4vd5Jhceqqqqw2+2Ew+GzpoZbZGOwkYSEJKpcttnNvh3Gsjb/kvxcLJJKX9DK8oYo09x6pyS6Bq0MhWUW1CRHGSRZlXGNFNCpcyXpC9lIpEUiCQlnVaZou2xWJSYanhMh08eyxTUl7HfqyapGRWxR0LDJpZ1L6XQaURSpqqqa1eu7y+XC4XAQiUTyD4/jXQcEATyOFK19LpzWwvXw/JX1SM+cQFVWkrRsorVzF0sWjg75CIKOJOgl/VYPPdqNpmwFQNUlGurK0xxN9/1z0nvODW7ZsmWcOFEog33s2LF8dcXly5cXLUskEnR1dU1r9cVzFV3XSz5hQnELqm4IZh/9Uze6xci/d2dfZFVLoR5FNCmzoDpRVoXHMyFJ0OBJoQkOPPrrxpgt9by0txfFojEQKs3gqIRU5FQqRXt7+6yJ8orGkhEJRhXswyI5m6LRVJWi1pUmFLOwt93DK8draO+3T7rEe45cfZSsqhHB0KOQHWLtqkJ14mTGaFRXzk09Ho+zaNGiSet3LBYLTU1N44pnc6Szxt/NyqU1yGkjAy1t2ZBP93QoRuZEJDn7WT6xpETHoAO3PYs4ia8pV0slkRaxSNqofR04OgiS4c3yiEfzaeWzQTJjeBVKPZdy9VFmW7cmCAKNjY1liWfBEDrn0vdziKJAiydXdFDkjy8FJzW2SCzFvr6CN/qT75qa5p9TSVmelEgkwsGDB9myZQuCIPCLX/yCcDjM+eefTyqV4hvf+AbXX389VquVhx56KB+y2bp1K4lEgt///ve8+c1v5qc//Slr164dUzR7rqBpGqqqjvkvm82iqiqapuXXy70e+S+bzZLJZPLbLVy4sOQqs7oOA2EFu8W4qb3cuiTfufaqDQHAsKZTGRFZ0mk4Swvwcql2ZRBFnbWL/Lw0XDz2lSMCWzaoBGIWEikRh+3sj0qyLKOqKkNDQ7N2HvX19REMBlm6dGKdoaeSSEImkRap9xZneFhknTpPGlWDSMLCwQ4P7TaVBdVG8T2PIzvhbrm5+igHjgyAvBkAD4eQpUKIJqsKVDnLSxeVZXnKiuLV19dz6NChktZVLEZtCkXWWeQ6QXt6DQgiz77m59a3ebDIOqoqEE7IVE2ySeJk6RqyEUtJLJxk+BWMp/b6M3R53ne8sP+lNUFg9m74maxY1vcejUZZsWLFjHrlz0RVVVXZwl2XLYsy3JZh5APiVVtsnHzBeH1sYHLar/94pA/dchEAjuSfeOuVKye1v+mgLCMlm83ygx/8gPb2diwWC6tXr+a73/0uLpeLyy67jOPHj3PbbbehaRrvete7eOc73wkY4Zv777+fr3zlK3z9619n7dq1fPnLX56WCVUiJ0+epLu7m0wmk/+XMyzGMkJUVR3TFZh7sswtEwQBURQRBAFFUVi4cGHJKZuxlEQkYcFpzfLKvl5SiiHGktNHuepNhW7H4YRMjSuFxz51F2WvI4PDqnLRBQt4yZcFQaY7dh6KHCIYtxm1GmzjG0VOp5Ouri7WrVs37VkzY9HR0YEsyxOq4zHVhOMy2nAn4rGQRKhyZvA6MsRSEid7XXQMOmj0pobTyjUkQUcQQBT1oteiQJEhkx5uymcbNnD3Hi3cyJbUBgDDSMmqAqKol1UfJRKJ4Ha7pyydu7q6GkVRSKVS44YFnYpKLCWjyBkuWivSvtf4/HBPwTNkkTUGwwpL6kqvezHVhOMy3UN2qhzlVfCdCKcGvTB8em9YPXthVU03zsFy0thnsz7K6bjdbmRZJpst/W/BYVVx2ox6KSONlPVr6pGfPUpWWUNK2UR7959oGdFtvFQGhqIcC19hWAF6lu3nj10gbrYpy0iprq7m//2//3fG5XfccQd33HHHmMvWrVvHww8/XN7o5gGxWIzXX3+daDSaL/YlSRKiKCLLcj6eN/LzicT4cjdpi8VSkuYhkrCQzIjUuDSefM2SD/xtXHgUUTQ8A5puuMAX1qTKqi47HhZZp8GTJJb0Ys/sI6FsRVOWceTEH6lrXIQ/qrCgZnwjZWRX5JkOuUQiEbq7uysi1GN4xayj6luMhSAYJcVdNpVkWqQnYDSGNFIdcwZJwTARBd2Ib4sgixqypCPLsHIF2BQVXYdTQ9Uj9CiFG1kyY1S6dJZppJx33nlT9vTr9XrxeDz5v7+zUetJM9DlpMqZYdsFTfz3q0aafETYRCx+EKfDisOqEopbSKRnp4qnrkPnkJ1kRqLGPb3eHE3TCWmrDSNFjXDBmrpxt5kucgUBS600O9v1UU5nIpVnRRFq3SlO9rqA4t96mfc4xxNrAHj65RAffXdV2WP6f4+HQDY8Yw3CsyxaWJl1nuaHWrSC6ezsJBQKsWTJEhYsWEBjYyN1dXXU1NTg9Xpxu904nU7sdjuKouQNl+nGH7Egizo9/WGGMNLGyfp51zWFVuCxpIzLpk64c+3ZqHEbN64V9d35z3btS+C0qgyGS+uTYrfb8xV2Z5re3l6i0WhFlMGPpSSiSbmsUuFQ0K00elPUuNJ4HZl8F1ZF1pBE4yasagKpjEg0KeOPKgxFDANCEo0bWVg/z9hhNsjG8wo1NBJpCU8Zhbd0XSebzU7p068syyXrUryODIKoo2kgSyJ18n5jgeRk52t9gNFpNpE2vJCzQTBmocdvo9o1/b1YWjsD6BYjlOrQDqOUWnBjGkhnjSJzpdaoqRQ9Sg673Y7b7S7LSAGjj4+OPkoofNVWW/71sYGWssfT0R2kM3W18UZL8oEbZl9ndSZMI2UaSafTHD9+HJfLVVHZQ5mswFBEwWFV+c2OUL5Q0xL7S7hGdDeNJGSaqqZGMHs6XkcGh6LypgsKF5G2QEu+T0opDQcFQUCWZfr6+qZ8fGdD0zTa29ux2WyzEmY6nUjCQioj5jUi5SKKhnhakXWsFg2bYjyxumwqbnsWryNLlTNDtStDrTtN3Qij9dDxQXSLYZi49EPII6qIpbMiNWUYuPF4HIfDMeVNGuvq6kpys7vtWewWLV/p84LlhRvKvlbjpiAKIADB2MzfsDUNOgftZNWZ8eLsOVRw/zd7+qf9eGcjmZaocmRK9ujm+vVUgh4lR0NDQ9lGisuWxSrrpLLFE1+7qh45ZQho08oFtHaMXSb/TDz0ZNqohwUstj7DkgmEi2aKyrlzzkO6u7sZGBigrm723KRjEUnIxFMyop6gNWKIptCz/NnVhdoq6aww5YLZkVgtGrXuFPV1jcjpw8YxlQ309IbQNIFQiSXy3W53vuLrTOH3++nv76+YjsfBmIwo6tOuTxiLPUcKGQuLawr9lDQNJEEvqyR3JBKhurp6UrVRxqKqqgqr1UoqdfbMBatFo9qVJjac/XTltkbQDL1Nf3o9mmY8ztoVlcGwdcz+N9PJUFTBF7BRMwNeFICTvQUR/tqW2TXGVc2o+lsqlaRHyTER8axDUXHZsiTGyMhbXn08//rpVyKjlp+Jw8cH6deHvSjZEB9669T+vU01ppEyTaiqyvHjx7FarRUhrBxJMG5B0xlOOzb+kL3qC0Xiq3Dckg8BTBe1HqMD7RL3yfxnz74WwGFVGSwxFdnj8RAOh2c05NPa2koqlSqr0/R0kVUFBsPWsgSFU0nbQOECt3FlwfuVzEhYy9SjxGKxKUk9Pp1cWLWUkE+tO01m+KnV7bTiUvcAoFsWsOegkYrmsGbzIbaZQtWgY8A436bDszkWQ+nhKqFahq0bZq4U/lgIAnNWj5LD7XaX3YlZFKHGlSaZGX0PuWZb4aHyxND/396bh8lRX+f+b61dvW/T3bPPaDQa7RLaAa0gIRBmiTHYxuY6JrbxdZzEzr127F/iLdi53h47N7GTa4wxJDHBwRBswGw2m8AYkJDQhnbNvm+9d3Wtvz9qunv26R5Nz9TMfD/Po0fT61RNf7vq1DnveU9t3u/5X69wAGWs3WWu1xDwz90spnwgQUqR6OrqQmdnJwKBuf1yjybTeixwKg635FwY923IHcA1HUgrNMp84owKZkfjtskQeBWbVuYCkrNdIdgsCuLp/E4Aw1uRZ4PBwUFcunQJfr9/6ifPArEUi6TEFKxHmQkMYeWQHkWNY8Pq3FoXJRp2iwIhzxOqoihgGKYof1eWZVFWVoZYbOqrTadVybYiA0BDaW4K+B9PGgEXz+qQFRqx1OwFKb1RC3qillnLonT3xaHyRjsqr5yB0z53nT0AYOHUvCcfJxIJU+lRMjidTgiCMPUTR5Fpux6dhFle5weXNtrrJX4tzjdNfQw8fKITEdYYX0HJPbjrRnOdn8aDBClFQNd1XLx4Ebqum6omCgyJLFMc2ju7IfOGezAnncLVG8tzzxFZOCwq/EU+INosKnwOGUtrK0BJhoA2wWxAMpnMSzibIdOKXCwn1+E0NjYikUiY5gAYE1moqlGam23OXhqAzhlCa5t2aoSwMi3T8DulvEtQmdbjYpXQSkpKoKpTB3IOQYHDoiIxlCXZvTnX8dAayZlPcqyGrkFhVko+ikqhudcKltaLPjwyw+GTucxk0NY2K79zMmy8mnfAm0wm4ff7TXfsFQRhWscNp1XJCrZHU+fLZaFfOjT1uIYn/phbz+uCb8LlLDxomm1IkFIE+vv70draarosCmCUcUSZxpH3cleVS32XRjhJxlMMSr0pCLMgzgu40lB1BqXCSeMO2oKX3+qBZeh35xN3OJ1ODA4OIhotbp9/NBrFhQsXTJNFAYC+KA9umoLZy+Wd93LZt0p3Tlip64AOCg6hMD1KaWlp0UYceDweCIIAUZzc/IyhgRJXGqJkHBqry93g0qcAALJlFZraw8b72WT0xXgMxIt/IuyOWNA/i1kUADjblgs4l1eOzWBoGhBJsoiLDNIyDa3IsZPbnr8nTDqdNuWxF8C09IkCb2ilxnOK3rs1V/K5ODC5g/vLb7YhyW0DANBSCz58YH4MziRBShFobGxEOp3Oa8jfbDMYN1qPL/bmTrSbV+YOtJJCgWaAQJEEs6Nx22RYOA3r63IHwhMtLth44/Z4Vw+jsdlss9KK3NjYiGg0aposSkqiEU1yc1LqAYALXbla9tr63OeUHnLILMTETZZllJaWTv3EaeJ2u+FwOPLSpXjsMkDn0us1nsbsYwcPG4MUMxmNzgEh75lE00GSKTT32CBw6owOiZyK7kQus7plzdjsVkxkoWoUVNUoe3WHBXQOCOgYENAdtmAgziGWYiFK9Ixkm/INeHVdB0VRprAGGI/MsaPQrK/fKUFWxy6AZbV+cJJxgSfzq3H2Ut+4r9c0Hc8dy7nTXllzFIJl7lrKC4EEKTNMNBpFY2Ojqa62M0hDrccsLSJGrQUAUHIv1q/MqeCjKQ5euwRPEQWzw7ELKtw2GWtXVwFKGAAwqF0BWjeCpEgyv1ZkhmHQ01O8Nsl4PI7z58/D5/OZou0YAOIpFimJyY42mG0GlQbjBy2FzatzayiVNjQy+XpapFIpWK3WonZLMQyDsrKyMYNOx8NlM1qRk0MB8pVrcmvwXHduPz12Gd0RS15rdLp0DgoYTHCzasMfT6QhscZQQUa6iFBgrLBSlBiE3GlctaIfVy4fwLZlA7iiLoJVVTFUB5JwCgp0AEmJQV/Ugo5BCzoGLOgctKAvyiOc4LJZmMmCGEU1vmv5BuKiKMJisZg2SMmIeQud4+OyKuDYnFZqOPX+XBD90qHx3/e3r7RA4o1jPiudxfv3VRX0++cSEqTMMC0tLYhGozPeRjkTxFIckmkWp852ZIeGeZhTYIcu0TTd0BJUFFkwOxyKAoLuNHTdAi/9rnEn68HBw0YnRW+Ez7vk097eXrRW5ObmZoTD4Rmza58JwgkO0PVZ+6yG887JPmi8MT7BqpyCIIzs7PE58ncpjkaj8Hg8Rc9Q5euXYuE0+Ial1zesCoGSOwAYmqlozCgZCZwGWaHRNVicEpUxydoGu0Wd1c/4nZO9We8kP9847nMUjYLbbhj1OQQVPqeMMq+I2mASKyvj2LIsjO3L+3FVwwC2NQxiU10Ea2tiqC9NoMSVhoXToGqGQWBf1IKOAQGdg0YmpifCY3AoE5PpoLJx+WXlUqkUbDabaYOUzHkhEokU9LrRWqnh7Nua29dL4bGzdyRZwavnV2VvX7vi3Ag/I7NDgpQZRBRFnD9//rJHzBeLSJKFpgPHzufO+g1lOR1HMs3AblELMuCaCdw2GTynYVVVTidz+KzxZQwnuKxvxWRkpiIPDhZmapQPyWQSZ8+ehcfjMc3nqmlAX8wyK7qh8Xj897mul3J314jHNB1w2fLP7mRaj4tteOj1eiEIQl6GWj6nBGUovU7TFEL8CeMB2oJXDuXMA902GR2DAuLizB/0u8IWRJIsXLOU1cxwqil3fFgSGntlrmoAQ0/tgcMwgNWiwWOXEfKkUVWSwrLyBK5YEsWVDQO4enk/rhwKYjbXh7GuJoIVFTGU+8Rs63pmSzguv/JIIpGA3+83ne1DhszxI51OF1TyoUdppYZTV+0FLxnuyAq/EqfPjyz5PP5CW7ZTyyK9i+t3zp8sCkCClBmlra0NAwMDpjH5Gk629ZhX0RbLLdLtV3iyP0eTHEo9qRl3s0wkEmhtbZ0wy+G0KnBZFWxZUwZohuFWp2iYZ6VkxsgYTAHHcVAUpSi6lObmZgwODprqc02kDdHiXOlR3jyTyx6sGWb0ZUwR1mDPs11UVVVQFDUrhoculytvv5RMej09NExxQ31u7Z5oymnNbBaj66J7hrMpKYlGS68NTqsCepbj4o5ITnS6aeX4pR4rl/9nPB4UZeh67IIKj11G0J1GhV9EXWkSa6pj2LosjKtX9GPrssIuOiRJMq1odjh2uz2v0uNwPA4ZoMa2IgPAspLm7M8vH8kF4UlRwqG2zdnbN23qGNEkMR8gQcoMoSgKzp07B5vNZsooPiEarcepZBQStxqAUZusKjdS7JJCgaFnzmFW13VEIhFcunQJ4XAYLpcLfX3ji7poGgi402AFJ+zqUeP1fAWeerkVFlZD16Alr5KPzWab8VZkURRx7tw5uFwuU402iKZYyKNGuM8mbdGM0VcaW9aNnNdj5fM/gWXmH81GGa0QXUomvZ4p+ezaXAaoRqavT1kPRTGCQ2Ngo4K2Adu4V7nTpXNQQCzFwmktLBA4e6kff/a199DUGp7W71UUFQna0KNQcheW1owNzFMyA4dVBp9ndmO6MDTybjsGjHEVZhbNDicUChWc9XVZFdj4nFZqOMNLPo3hZdmfH3mmEzpvdPE45DewY/P86OgZjnmOuvOcjo4OdHd3m84CP0N0aL7LoeM9AGUs8lLbpezjsRQHj0OC+zIFepqmYWBgAJcuXYIoili7di2uv/56NDQ0TJpm99hlsLSOZaGc+PU/n0/ALigIJ/i8jLNcLhe6u7vR0dFxWfswnJaWFvT19ZkqiwIA4TgHhp59bxQAaO2IQOFqAQAW5T3YbcMmH0sMvHYJ+cbp0WgUoVBo1tx7M34pUwWyo9PrgsDBpb9rPMiV4O3juZKP06ogLjLojc5MNiWVptHaa4OjwCxKZ3cU//L8GrzSfAA/fHoZWjoK0z0AwLEzvVm9mos6N+5VtyTT8DpmtwSVD6IomlqPMpzKykpIklTQBZUxtiE9bitybZUXFukYAEDhl+Pk2V6Eoymc7N9uPEHX8IEdU2cQzQgJUoC8xHSToWkaLl68CIZhCrY9ni0GYsZJ7XRr7mSwrs64GtR1QBwSzE63zVFVVfT09KCxsRG6rmPLli244YYbsGXLFpSUlKCkpAQcx01Y8nFbjQm8W9fmuqKOty+BwGlIK3ReJR+73Q6KonDo0KEZ0aZIkoSzZ8/CbrebKjs2fEDkXPDH4+Hsz2WOkQFhRlCZL5IkoaysbKY2bUry9UsBxqbXV1bk1tRb7+VOLjRlmI219lkLMiGciI4BQ+PiKiCLoqga/uU3fHbMhc6V40dPBRCJFjbQ7vj53HyjGn94zOO6DoDKvyV4NskMqHQ4zG3zDgB+vz+royvodU553FZkAGgI5Eo+rxwV8R+/7QNY43jq1Q/iilWh6W/wHEKCFAB/+MMfEA6Hp/36np4etLW1mbYWKikUBuI8BE5BnzRkY66JuOoK44CWGBLMTsdhVpZldHR0oKmpCRaLBdu3b8cNN9yAdevWjejW8Hq9cLvdE6raGcbo8vF4/OAlQ6SYZpfjfNMArJyKzrBl3FrsaMrLyzE4OIhDhw4V3OY3mtbWVvT09Jjuc42JhhX+8BbfSy0D+JufcPjSfTQe+O9mdPcW76rpfHvOpXJVbe5kragUWFrP+wQmiiIEQZjVLJXb7YbL5cpbl2Idll6/Zosf0I1F2J5YNvK5NhnhBIe+2OVlU5JpBq39NrhsSkEDIx98og2JIaOuDAq/Et//pdHdkS8t/bnv7NqGsfuSVoxp25ejRykWyWQSgUDAVGXZiXA6nSgtLS34vOO0KuCHaaWGs+9KT/bnxsg6XErsMW5oMu68dm7KwjOB+T/NWeDMmTN46aWX0NTUNC09Q1NTExRFMcXAufGIpTgkJQbtHd3QeEM0a1OOwzE0jyOW4lDqEWG15L+QRVFES0sL2tra4PV6sWfPHtxwww1YsWLFuCZ2LMuiqqpq0pOD12G4StZ6m7L3vXI4BodVQTTJ5VXyoSgK1dXVaGlpwZEjR6adJZNlGWfPnjWlxiiWYqHpI63wn3hVhGxZBYlfi5ORW/CdJ7fg6/dH8cyrLQWdpPKhNz3kbKkr2DZMjyLKNKy8mvcJLBaLwe12z+ogOJqmUV5enleQMroVORRwwCIbXRQqvwznG3OzUhjasMpv7788q/z2fgFxkS3ICO/tY514L3KDcUPX8L7lz2Y9hxLclfjBLwayE5wnw5jFNOR9o0axbvnY0rUo0bDx+XvgzCayLJuuLDsZVVVVkGW5oMnIDkGB06qMW/KpLnfDIhmaPo2vBhgjo1TKvIRlS8zn25UvJEiBcXUlSRIOHjyIo0ePFuS1MTg4iKamJtNqUQAgkmChaRTePpUTDNb4jZq6rFCgKD1vh1lN09Dc3Iyenh5UVFRg7969uO6667B06dIpLc0zo9MnmqHissmwCSo2r8wFOed6KrMD3fK1IGcYBlVVVTh79ixOnjw5rcCzra0N3d3dpsui6Lphhc+PssLvStaOfCLNI8ruxO8u3YwvP1iFH/6iAyfP9uJy6eyJ5QbPyadHzP5IpRm47XLe82VisdistB6Pxu/3Q9f1vNbFaKfPJb7W7M8Hj44MdC7XKj8uMmgbsMJty98CPhxN4b/eXAnQRjm01vIcfvS3q3DbhjcAzfhO9+A63P9462RvAwC42DIAnTNKbzbt9IhZTBlEmYHXIc2JN89kqKoKmqZN6U81EcFgEC6Xq6CSD00DJc70hE7cy4OjPmc1gY/eYM6L53wx2VKbO0pLS+H1enH06FG89tpreWsampubkUgkTCvW0jRjgqrAq7g0zAp/y9DkYcNhVobHnl+QEg6H4XA4sG/fPlxzzTWorq4Gy+ZnrzxVHZZndQRdaZSXl4ORLgAARO4KtHVFYOVVdIXzv0q1WCwIBoM4duwYLl68OPULhpHp1OJ5Pu99my1EiUYkycHO5660O7ujUPiMQ+gFVHHPgJJzwk6dC6JVPoAH3tiHL91H499/04yBcGGlMFGUcb6pH08fzH0vSu0jD4iySsObpx5lNluPR1OILmV0en3H+twB/2LvyE6Jy7XK7xgQkEwzeWdRNE3HP/9KhMbXAAB46Tj+8sOG7uCabRXYXvFc9rln4jfjv3/XPO77ZDhyOhd0VbjGD2g1jYLTZr5ST8a12KzH4fGw2+2oqKgo2NjNY1dAU/q4x8LrrvJkS5IAUGt9BZWl5hjjMV3MdQSeYzKjtFtaWhAOh7Fp0ybU1NRMaOCVSCRw4cIFU7mQjiaZZhBLsUNW+OsAGCO6164wMgSiRKOhPH/BbCQSwZo1a1BeXj71k0dhtVpRVlaGixcvTpji9zpkUDSFGudZXErXAxSNF98K4yPv82AgwSOS5ODLs7PA6XQinU7j8OHDsNlseW9zR0cHOjo6UFFhvna9aIqDKDEjbNLfeDcXOFTYz+Gv76qAJLfhxTfexlvnPIjQ27IOohK/FkcH1uLo4yl49bdw9ao4tq0PoqM7hq5eET2DCvqjNCJJHgnJAVH3QKGC0LmxGaVVNbmMmKoBNG34XuRDPB6Hw+GYk/S8y+XK6lKmKtE6BAUOwWhFtnAaVtaXgH65ERq/BCluA5raX0NthSf7/IxVfnWyMCv7eIpBW39hWZRHn2vBIH2LcUOJ4FM39IPnc3/P22+oQc9/PY3zyZsAAK+17Efw8EsTtqFe6sr9LVbVjt0IRaXAMFObuM0FqVQKDofDlPPSJqOiogJnzpyBpml5ZxRdVhlWXkNKYsbovypL3bArbyHBXQXIffgf758/5a+JIJmUUXAch9raWsiyjIMHD+LIkSMTln/a2toQiURmtaZeKJEUB0mhcfy9DoAxrjK8Q1b4kkKB5zS483S0zJRpLqcbo6ysDLIsT5hqd9tk2HgVV67NlY7OdlWAY3WoKoWBWGHdUxkr9EOHDuUlUlNVFWfPngXLsqYb9Q4A4QQLisKI1tSz7bbsz+vqjL8rz7E4sLsa3/iUC1++9RDWuZ8EJ53OvYi2YpDZg9+evQlfe3QrfvLqXvz6vffhjc5bcTZxM7r06xHjtkPmV48boFBKP67eOFyPwkAowOArFoshEAjAZrNN/eQZhqZplJWV5aVLoWkg4BKzrcg0TaHObUxFBkXj2ddHTt6erlV+24Aw7klnIk5f7MNbHddmb++sfRX143ia/M87KlGivzi0MwIeP3olzl7qH/M8AOiXMt43MjavHfuZizINgdNgM6loNhgMmsYROl8CgQBcLldBE9x5TofXmUYyPX6O4S9v07DW/STu2XsMPs/sf79mGhKkjANFUSgtLYXP55uw/CNJEs6dOweHw2FqNXmm9fjdC7n7lpcbX4hkmoXdomYtqKciHA7D7XZntSXTwe/3w263T9h5I/AafM40ltRUgJWNuSEp7gp0dkdhsyjoDgvZoWP5UlFRgYGBARw6dGhKS/TOzk50dHQgFDJfu546ZIVvHVbq0TQdffLKoRspXLVx7GcTKnHg7ttq8L1PS/jY1hdQzjwPKOOfqMagK6CkdlikY3ArB1HBPIe17ifx7//rAryu3JW3KBllinxt+tPp9LSycTNFSUkJNE3LS5fitisjWpEPXG3PptQvhNeOEaUWapUfS7HoGLDmPdRTFGU8+LuyrDAygN/jtutqxn0uTVP44l0e2KS3jTtYH376u7ox3V/dvfGc1kg5nRXVj/i9EgOX1ZjXYzZUVTV1RnsibDYbKisrC+7yMVqRxz8Ohkoc+LPbarByqXl1koVAyj2T4HA4UFNTkx0ut3HjRtTW1oKiKLS3t6O3txc1NeMfHMyA0Xpsgc2ioj1WDQwlBq7eYHyZUxKDcl8q71JPNBrFunXrLivD4HK54Pf70dfXN2FqNuCS0R22YV35ORzpXQJQDH735iA+cpMbfTGj5OMvYL4QRVGoqqpCU1MT7HY7tm7dOq7WRNM0nD9/HhRFmTKLEhdZJNPMiMzX2cZ+6PwVAACbcgI2YfIr+A2rQ9iwGhDFRjz/hzdw5JIHac0BKxOFU0jCY5Phd1MI+ViUh+woDzqGDSNzA3CDZYDtmzz47Wvh7PumZRq+PFvY0+k0LBbLnHZieDwe2Gw2pFKpKUsEw50+HYKKumofbPJhJPmt0PhavH74t9i1tTL7fJtFRTjJoXvQAkfZ1Nqf9n4BosTkXcb88aN9kC1GNw8jXcBf3jW5WJTnWXzhQxL+z3+dhcIvh8bX4h//O4Kv/o901ojv0KncOImgrR3A2ABSUsxp4pYRzc4nPcpwysvL8d5770FV1bw7CV1WBZYhrdRcuU7PFiRImQKO47BkyRJ0d3fjtddew8DAAFatWoULFy7AYrGYrj11ONEkh5REA3I/JO4qAACbPoPKUjc03egUcecpgpNlGRRFXbbxFkVRqKysREtLy4TPcdtkCLyKj91ox5F/M+4701UGltGha0B/rLAgBTBaoCsrK3H69GnY7XasW7duTGq4u7sbra2tl5UpKibxISv84Veyb5/IdWxV+7oBVOf1XoLA4da91bh1b+Yez9C/wtGGDL7ytXDPTAmfyytfp9OZ1aVMFaRknD67wkK2HLOxtguvD/nYHTxpxa6tuecPt8qv8IuTZpciSRbtA9a89SvPvtqCdvVm44Ym4qM7LsFpnzrr5/XY8NkbO/HPz7qhc6VI8+vx/YcP4it/xoFlaJxry50KlleO/RwzyaJ8s66zScbEbb4GKcFgEG63G9FoNO/vhN1itCInhrRSCxnz1ilMxOjyz6uvvoqOjg7TtaeOJpo0Wo//+G4/QBkfdZnDKKGkJRoCr8Jlze/gGIlE4PV6Z2Sf/X7/pO6zNosKj03GTXsqQUtNAIAUtxHdvXHYBBXdYWFazp6CICAQCODYsWO4dOnSiMd0Xcf58+ehaRoEQZjgHeaW/hgHlhl5QLrUm8tGbFo5N9kfSaYhcGpBotmKioo5DfAzupR8h7yNdvq8YWdp1oukX9s2xtk1X6v89n4r0jKdl3twa0cEL5y7Ont7vf8FbFidf1mytsqLj1x9DFCNUk+E3YUfPdIJAOhO5MS0W9aMzXClZeN4YUbRbDKZhMPhmBN900wgCAKqqqoKKvkYWqk0xAlakRcSJEgpgEz5p6ury7TCygzDW49Ptw0XVhoHmaTEwmXNX0MQjUZRU1MzI7b/Pp9vUvdZAChxSaBpCtWO94w7KAa/e7MfDsE4+Odjkz8eLpcLVqsVhw8fRldXV/b+np4eNDc3m1KLAgCSTGEwYRlxMpNkBVGsMW4o/bhi5dxkgFKS4Vicj8FXxrjKDAG+3+/PW5cyuhXZbrOglBvSeTB2/PZgz4jn52OVH0mw6BgQ4M2j/V9RVPy/p2xZm3On8gd87Jb8smbD2bymFPsbXgZ047NqkW/EA//dDInNtbCHAuNPPrbl+RnPNqlUCqFQaN6JZoeT0WdN5CE1Hm67ApoevxV5IUGClALJdP+YsT11OIk0i1iKhZVT0CcNE1YOWeGLMo2AO51Xu6MkSWAYBqWlpTOybfm4z7qGylBXrsmloU93lg7pZ4zZNdMlEAggnU7jrbfeQiQSga7ruHjxYlFdg6Whk9tEJkxTERON0t3wk8Q7J3sA1gMA8FAnwU538NJlkpIY+BxSXmspkUjAbrebwhk0o0vJxy9leCtyhms25IKb4+1jA4bJrPJ1HdkAJh+n5/sfb0eK3wwAoOQO/OVtGHf4Xz4c2FWNDf7fZm+fjNySNYPz803jvkaUaXjt+X3Gs42qqqbusMyHQCAw5YXbaJxDrcgTdfksFEiQskCJplikFRqNLT3ZUd029TjsNgtUDWAowJlnfTkSicDn882o8dZU7rOZVtaG+krQkqFfSbIb0dsfh0NQ0B0RIMnTP2JWVlaiv78fb7/9Ntrb29HY2FjUq/u2AaOEdLzJhd5I4QFWZKh0NzwOOXou97dbGip84u1MkElCFKJHKSkpMcUQOJfLBbfbnZfjZ6YVeXiQuXltCKx0FgCQ5q/Ae+dHGqBNZpUfTnDoDAvGEMMpeONIB84lDhg3dBW3XvEuAv7L+/t97NYaVHHPjLl/SWh8oa+uU3BazZdFURQFHMfNWz1KBovFgpqamoKCFJ7V4Z9gKvJ0MF/PlgEJUhYoAzEOLK3jrRO5g06tz0hJJ9MsbBYFjjxPLLFYDLW1tTPqvppxn50om5K5YlNUBhX2k0N3svjdH/thtxiCscHE9LMpNE1nZ/ycPHkS6XS6aCfOWIpFW7+RoUlKDN5tcuNipy3vVuqMFb7AjTxJtIZzHRhXr58bO3BJocGxWt56FFEUTZOFpCgK5eXlU7alZ3CPcvqkaQorAmezjz//1tiyzXhW+boOtPYLUFQa1inKrf2DSTx+aC1AGd+9Ouuz2L11Zv5+f3VnGdzqwRH3bVo19jsgK8acKLOKZueb0+xElJaWgqKoguaN+ZwyVI2alsPxcKJJFgKrwGUzX+2IBCkLEEk2Wo/tgoJLfbnsx9bVRto5JRnzN/LxO0in02BZdsa1GlarFaWlpVNeOXCshm2rclcK73WEQNMATenoi16eJohlWZSXl6OlpaVoHT26DrT0WbMCtxKnBBuv4kyHEydaXHl5aSTTDOIpdoQeJRoTIbKGHoWWmlBXPTedMqJsDJzLx+BLkiRwHGeKUk8Gn8+X92ynzFTk4dmUm3b6Ac3IhrQmN40Z5jieVf5ggkN3WIB3ipZtTdPxo8cUaLzR3ixIR/Dp2y+vu244LEPjix8RYJHeNbZVOoml1WM/G1FmTC2azejM5juBQAAej6cgAa3LKsPCaUgr0z+Vq5oxWb3CG4bLbr58CglSFiDRFIdUmgaliYjT6wEAlNyNtcuNE7GiUvA58+vqCYfDKCkpgd8/81M0y8vLJ3WfBYy66/KllaAlY05MgtmI3oEEHIKC3qjFaLG+DKxWKxoaGoqWRRmMc+gYEEbMRrILKkLuNDoHBBy95EFX2DLplVAsxUJURvoh/PHd3qzVfcByrijbng+ixMDrkPPy2slMPTaT6VZGl5IPmVbk4RqAUMABl/YmAEDnQnjxjY6xv2PIKj+S5KDrQFufFapmuLdOxn8+3YwIu9O4oQzi0zfFxh36dznYbRbce7eKA8uewhdvj4yrcxElGh6bPGLqtllIpVKmtQwoFJ7nUV1dXdDAQbugwmGVL6vkMxDnUeKUEHTl/3tnExKkLECiSRaaTuHwiW6AMTwgfMwp0DQFSaHAsVreepR4PI6ampqitIv6/X7YbLYJ3WcBIOiSkFZZlNuGSj40h9//sRc2iyFiDF9GyafYqBrQ3GuUdUan9VlGR5lXhKTQONboxvlO+4RdIOEECwoYIVo80Zg7Wa2sShdj8/NC1Si48/T4iMViKC8vN9XQRqfTWVCpwO+Ux5TprmwIZ39+85xnzGuGW+UPxHl0hqfu6GlpD+Odnn3Z23vrXx8xI2gm4XkW+3dUT6hzkTW6oDlEs4mmafNeNDucsrIy0DQNWc7v701RQMAlTbsVOS3T0HQKS0JJcIz5Sj0ACVIWHJnWYyuvjrDCX1FhaD+SaRaOPK3wRVGExWIpWluuy+VCSUnJpHMr3HYFHKNj66rcieFUexA0BTC0Pi0R6mzRG7WgO2KZ0HiOogC/U4LTquBchxPHm12IJkeewFUV6IsJY3w0ulNDc1Z0DVdvmPksVz5ktAqOPEo9uq5D0zTTXfVmPJDyxWlVwA1rRQaAvVeXZ6dOR+krx1jOAzmr/OYeKzQNUxpwPfSsnr3ACFG/w03XFN5uPBNoGkBDz8vHZbbJlA8Xgh4lQ0lJScElH7dNAU2h4FZkXQf6YzwqvCkEXHN3oTMVJEhZYCQlFtEh/UJ7rDZ7//ZhVvh+Vzqv9Hym1FMsDUHGfXayTIpDkOGyyVi1rAqU1A4ASDCbMBBOwmlV0BfjZ0zdPpPICoXmHhtYWp9S+2OzqCj1iOiJGOWfjmH6hZjIIZlmYBvWetzeHYXCLwcA8PIpBHxzM/k1rQxpFfIQzSYSCdhsNlPpUTJktinj4TIZDsFw+hy+5niORZXtHeMGzeHp18bORbJZVKQkBj0RYUr7+9cOtWOQ2WPcUPrxqVvnrhMqLdPgOc2UotlUKjWvnWbHI2NxUUjJx2mVYbMoBbcix4bOE7XBpClbyzOQIGWBEUsa1unhcBQyb/ijcNJplIVchhU+8rfCTyQSqK2tLeoAxancZxkaCLrTEBUW5dYTxp00j9/9sRdWXoUoMRicprFbMekMC+iL8VOKIzOwjI5SjwhNB443u3C23QFJphBLsVBUKivABIA/Hs0Nuyx3TDxeoNikJBoem5SXViEej8Pj8Zii9Xg0mXLBZMFyBpoGSpzpMX4312/LZfTO9C4fM3SQogCfXYLAK5NmURRFxVNHlmRvbwy9Dr937pxUUzIDu6BMqZ+ZC5LJJDweDyyWwiZOm51QKASWZSc8Jo6GZ3X4nVJBF2sZsWxNIAmHCVvLh0OClAXGQIIFy+h4/egwK3z7MCt8Lj8r/FQqBUEQip6ez8d91ms3RHtbV+YO/CdbS0BRAMdo6JlCeDrbpCQazT022C1q3sMbAeNE5nXI8NhkXOyy490mN3oi/Jha8dmOXOZk/dKZ2urCUVQaHkd+Aa+ZXUEzgVO+V6+jW5EBYNWyQLZLRuGXG3qwUVgtGjz2yf9ev3ymdcTFxZ03VuW1TcVClBj47LIpr7RFUTRd+XAmKCkpgdfrLajk43PKUApoRR6IGWLZCn9+7fdzCQlSZoF4ikEsNTtiwXDcAptFwZm24Scy42iakNih4X1TXxUNDg4iGAwWvRMjP/dZGS5BweqGKlCy0T0RZzZhMJyEw6pgMM4hkUcr72zR1mdFNMnCZZue2FDgNZR6RfTHeHSFBdiGlVM0TUe/MuQgrCZx5RVzZ+NPU8hLjwIYmhSzCxzzcZ4FAPeQ0+fobMrailxW6+Wjhf/+/sEk3unanr1988bGYROo5458jfpmG13X4XLNjT9QMWFZdlolH4EbqZWaiLRMQ4Mhls3HhmKuIUFKkdF14Ey7E4fOe/BeqxPhBFfUq/6URMPCKuhXVhl3qElcucE4kUkKjRJXftbWqVQKNTU1s3LlO5X7LEMDAbeItMqhTMiUfCz4/Zs9EDjjZHE5xm4zSTTJorXfCrddxjRdywEY+1zmTaPEKY3wpzhzsQ86Z5i42bUTEIS5K3Xlq0eRJAk8z5v+hMLzPNLpqQWEPKePaUUGgPftCgKqMbCwS96GRLIwMeKDT0UAzvA18qivYueWuTW9y3QCmlE0m06nwfP8gtKjDCcUCoHjuLzWIwDYLSqcebQizxex7HBIkFJkEkPD8GgaaO6x4tAFD040u9AX5ZGHTq9gNJ3CmYu90DnD9MmuHYdN4KFqxoedT+txRuQ4W6nUqdxnAcDnkEHTOratyP3RTgyVfCy8hm4TlHx0HWjpNYzbHHk6sE7FaP3CWydzuokaX8/op88qDkHOa0x8Zj2ZPUhxuVyTdpoNp8QlQ1ZHptc9Liv89FvGDdaD517rGv/F43DybC/alaGWYzWJPz2Q90uLhigxsPJadkSFmUgmk/NiTU0Xv9+PkpKSvEs+mVbklDx5kDJfxLLDIUFKkYkkOaQVw2egzJeG06qgfUDA4YseHG10oztsQQGDL8cgSjR6IhZc6DLKO1ZexduncnXGJSUjrfDzSd2Gw2EEg0G43e7pb1gB5OM+67bJcAoK1qyoBCUbB/8YvQnhaApOQcFggpu1ktpEDMR5dAxa4Zug5XgmaOzNtRtvXjm3gkHvFPqKDMlkMiuQNjPl5eWTBsrD8dhlWHl1TMln55pcyehIc36tzZqm45FXXVnr+2WOl4rmiVIIoszAbZNQBIukyyaZTMLr9Zp+TU0XhmFQU1OT93oEjGMkQ+sTjtvIiGVrgwnTi2WHYx5XpQVKT8QCfpjwUeA0lHnTkBRjkm9P1AKfXUZliZF+m6pGqGlAXDTajPuiFoQTHFISg4wRpcsmo7EvCAx9d7euHpoZk2ZQ7kuN6BIZD13XIYrirJV6MpSVleHs2bPQdX3c38swRpfP+U4HSi3H0KmVArSA3/+xB7dfXwMpSiOc4LLTk2cbVQOaeqzQdRStE0KSFMTotQAASu7F2hUjByJqmuE2nLm6H/eTnuDjZxgdDK2DZXSwtPHzRB9/pnHFnqdWIZ1OzwuBY2bApKqqU5oX2iwqSpySoRkaVg7ZubkcTx5tgsbXIsluxqWWV1E3jtX8cJ452IokdzMAgJZa8KcfMsffSlGpKYW+c0U6nS7qQFAzEAqFYLFYIIoiBEGY8vlOq5I1uRzvOJgRy5b78tNemQUSpBSRVJpGOMmNED5m4FkdQbcERaUQTnI41uSCx6agsiSFoCs9QtwqyRQiKQ6RBIveiIB4moEk0+CH6sUutwyeAwABoighQa8DAFByJ1YvGzrwavlZ4ScSCdjt9lk/qQx3n7Xbx/f98Dll0N06tq5Q8Zv3jPtOtHhxO4wMUueggEp/CkXsmJ6QnoiAnqgFJXm2HE+Hwyd7AGYTAMBNnwLLjBQ1x0UWmm54eQyPL7LBxrA7c3fp0EAhLdNQVBqSbDiMahoAnYIOgKKMwIVljH+Zv28+ollN00BR1LxIy3u9XjgcDsTj8byyiCUuCa39RmCa+RvTNIV6zwmcS9YCFI1n30jgs5MEKUlRwstn1wNDkqpd9cdgt82NcdtwVM0QRpux1JMZozEf1tTl4PP54Pf7EQ6H8zIc5FgdJU4JLX3WMUGKOCSWrQsl5oVYdjgkSCkikSSHlETDPUmXB8sYC0vVgGiSw4lmF5yCEaxYOA39MQ6DMWNGjaZTsPIqXFYFFtf4V+tvHO0GmC0AAD/7Hmi6BGmZztsKf3BwEFVVVbN+AHC73fD5fBgYGJgwSHHbZDgsKtauqsSTx3qgc0FE6c2Ixo7DYaUQTvCIprhZt/CWFApNPTZwjD5lpupyOHouF+w2lEUAjAxSUhKDSn8Kq6sLn8Gh68aVs6zSkJWh/4d+Tss0RJlGUmIgyQwyIU4+epRUKgWr1TovTigZHVZLS0teQYrXLhlXrhIzQtx8YIcL557XAIrGpcg6KGo/2Al60f/tN13QeOP7apUO4+Zr5rblOENmqKBZRbMWi2XBimYz0DSN2tpavPHGG3m/xuuQ0dRjGxE467qRRakuSaLEVbyLqGJBNClFpD/Gg6aQV5cHQxsLrMwrQgdwutWJY41udA1awTAaAu40yn0ivI7JxYrvXsh9pCsqjE6DlMTAYVHhmCJI0XUdkiShqmr2D5QURaG6unpSQy2W0RFwi5AUC0L8u8adtBW/f7MbPKtDVigMxGe/Rt05IGAgzk05j+VyaY3kuj2uWjf2JKpq1LQDNIoyrsRsFhVuu4ISl4Qyr4jqQArLyhNYWxPDtmVhXL2iH1vrB7OvmYpkMgmn0zlh4Gk2ysvL8zbRslo0+J1pxEdpoWorPLArhwAAGl+N1w+NHToIAC0dEZyLXWPc0FV8aNfAuAP+5oK0RMMhKHnZFcw2GdHsQg9SAKPzURAEpFL5+Zm4rDIEToU4rBV5Poplh0OClCIhKRT6YpaCx5vTlOEIW+EXUe4TEXSn4RDyNwXriOfcKndsNESWKYlBiSs9ZRkkFovB4XDMmX5gKvdZwCj5UNCxZXnuZHy8ycgo2CwqugeFyxIiF0oqTaO51wa7RSnIuK1QItEU0uwaAAAjXUJt1cgsSnaOTpHtyxka4AvQ3CQSCQSDwaK6Fs8kfr+/oJNCwCVD1SiMMpjFpiU5M7fXTo3vGPtvz6oAYxjJlTG/x/qVc+d5MxpRZvJ2S55tMkJsMw2qLBZer7egLh+bRYXLlrPIn69i2eHMjyPHPCSS5JBK07DNYk33zKXBYW6VpxAKOHJW+HkI4MLhMMrKyubsCiUf91m3TYZNULF+VSUouRcAEKE2IZYwOqciSRb98dnremnttyKWYvMeNTBd3jjaC9BGlihgOT/m8ZTEwJqnb8lsoqqqKef1TITH44HH48nbSMszVPJJjfKnuH5nGaAYGacBfRsGwyMzhG8c6cAAPZRFUQZw980z+52bqMMjHzLC65lqo59pFoNoNgNN06iqqso7aKYoIOBOZ03dss6y80wsOxwSpBSJwTgHTaeKenU9mod/m/NlKHc0AzC8DgROhVOYvAygaRpkWZ6TUk8GlmVRWVk5adsdz+oIukRImoBgpuTD2PDiH7uyos62PqEoHjSjiSRZtPVZ4cnTNnz0PJdCONWcK2Otrhl7hZuSGPgc+c3RmS1kWQbHcfNCj5KBpukp1+BwrPxQyUcceVVvE3iU8W8bNxgbfnsw52mjqBp+/XZOHLsh+PqMDYlMDAVLPRHLtAMVSTFE+WYVzVIUtShKPRncbjcoisprACZgdPnQtI6EyEDTDbFsMbVyxYYEKUVAVYHeiGVWsygA8NqJXJvaFUuNRZmUmLys8GOxGFwu15y3ioZCRsp7IvdZAPAPdSltbsg5Jh5rMjQaHruE3qgFA/HiOtBmjdtkZsrsxeGTXfir/xfAyrtUnDzXO63f152qG/rFKq7eUDLm8cvRoxSL+Wq4FQgEQFHUpGtwxPNd0rgln72bcj+f6KzN/vzos62QLasBAGz6DD7yvsrL3WQAhttxJlgq84roiVimFayLMg0rr8JqQtFsph13MQUpTqcTVqu1AF2KArtFRW/Uggpfal6KZYdDgpQiEE1xiIvsrKZLNU1HWyIz0yWRnekiyflZ4UciEVRUVMy5wNHv98PhcCCRSEz4HLdNhs2iYuOaKkDuAwCEsRnxhOEzo+lAx4BQVAfa/phh3Oafwrituy+OR/6wGjpXDplbivteugJHT40dPjcZrR0RKHwDAICXT8HnGalxmC09SqEkEgl4vd55N6XW5/PB6XQWUPKRs/4Uw9m0phSsdBoAIPHrcfJsLwbCSRzuuCr7nJs2XpqR+TwDMcM0cmWFkQFaVp6AzymhO1K4E7MoMfA65FnNAudLxqLAjNO0i4XD4YDD4chrSjcw1GDgSsNrl1Ebmp9i2eGYcBnOf8IJDopGzWrq/fiZHmisEZjYteMQBA6KSoGm9SldZlVVhaIoqKiY21khQM59djJ7cp4zvoRp1YIgNzTJjbHjpbeMcpfPIaM7YhjdFQNVNYzboE/ehqsoKv75vzlo/LArZbYE//7GVvzxSHvev++PxwazP1c4W8c8blY9iiiK2czYfEIQBJSVleVtkS/wGkrGKfkAwKpATj/0wiEZP38yAp0z9BRu5SB2b72875ymA91hC2gaWFcTzU61tfIqVlbEYLNo6C8wq6ho1LSHYxabZDKJkpKSKc32FhI0TSMYDOYdpABGJm15Zcy0uqJCIEHKDKNpRj3YyhuLo6UjgsdfaMZb73ZCFIv3xX/zZK70UVdilBRSEgMbr07pj2KWUk+G8vJyyPLkfyu/U4IOCpuX5fb76CWjrGDhNCgqjY6BqV0ap0N3REBPVJgyi/Iv/9WJJLcVAEDJPbCpx40HWA8ePbILL7/ZltfvO9eRS22vrx97WWRGPcp8N9wqLS2FLMvZ/ZiKErcETaPGlFdu3OUHNGOdtKauRLu813hAS+Fj11/eCUTVgO5BC5xWBetqIwh5Rg6Mc9sVrKyMQdeNUlC+78nQesFdibOFLMvw+/1TP3GB4fP5oCj5Z0rddgWlnvkxQHAqph2kHD9+HFu2bMFDDz2Uve+hhx7Cvn37cO211+Kf/umfRnzBT506hTvvvBPbt2/HPffcg87OzsvacLOSsay3W1RIsoJ/fqoKr7ffgl8evQH/38Nr8aX7aHz/37rw2HPNOHup/7LElMNp6s8FGNvWGOWAZJqB3ylNKZoKh8OoqqqC1WqdkW25XDLus5Phscuw8yo2ra8AlAEARsknM3nWYzMsyyN5HpzzRZIN4zaBVScNCp5+pQVN0vuMG7qC9284hFd+xMMmGf4ZYBx48tRePPtqy6S/T9N0DKiZidYJbFs/NjNhRj1KRjswX4MUv99fkA7Aa5dhHzJ2G06oxAG3/qZxg/VmO7SW2l6c0i5/MhSVQldYQIlbwrqaCHyO8T//oDuN5eVxJNMMUumpD/cpiYGVM6dodj65F880LpcLLMsWFKgsFKZ1BNc0DT/84Q+xatWq7H2vv/46HnvsMTz00EMQBAGf+cxnUFtbi1tvvRWSJOFv/uZvcM899+CGG27Afffdh6997Wu4//77Z2xHzEIkyUGSaVhcGl55swsqP0w9R1sg8WvRoa1FRyfwh04ALw7Arp9DqbMP9ZXAhpVehErG1lvD0RTaOuPo7BPRF1YxGGMQSVmQlO0QdS8UzhDiUXIHVtYbwkpFo+CZ4OCVQVVV6LqO8vLyGfsbXC5utxter3fS51g4DSWuNFr7rQgwR9CLfQDjwMtvdeOma6phtWgYTNDoHLDMaHtw24AVgwkOZZ6JW/rOXurHi+d3Zb9dq1zP4porq1HiteLrd8fwrX/7A2LsdoAW8MKFG5CSnsVt19WM+17vne+Dzl0BALBrJyBYRgaSZtaj2O32eStwzKzBSCQyZcAMDK1HdxotvdYxKfarlkfx3IXcbVpqw8c/OP2sZVqm0RfjUelLYXlFfEpRfFVJCqJM43ynAwFm8vlgoszAa5fAc+bJymXIuBfP1zV1OTidTthsNiQSiVkb/GoWphWk/Pd//zfWrFkzok3vmWeewe23347KSqP+ftddd+HZZ5/FrbfeinfeeQdWqxW33norAOBTn/oU9u3bh87OTpSVlc3AbpgDXQd6o3zW7OrQudyfV5DegQwvVL5u5ItYHxK4EhdF4OIF4PkLAC01wUG3QtEsSMMHlQkBzARfzFGyiwD3Hmg6gPTQbB/XFHqUSCQCt9ttKt8BiqKy62gy/E4Jzb02bFqWyp4Ejlxy4qYh+wm3TUbHoBWVfnFGjIziIoOWXhtcVmVCY7xYIo2f/a4C4I0DiVs5iE/clmvrtll5fOVPaXz7319BmNkD0Bxea70J4tNP4yM3jQ1U3j6Vq0MbE61HPiejRzFbkJJMJrFs2bJ5qx2gKApVVVXo6BjfLXY8SobWo6ZhxPrYe1U5nj/dCZ0zjnU7lx6Bwz5+UDoViTSDSILDkmASy8riebWWUhSwNJRAWqbR0mtDqVecUBQryTS8U1zYzBWZbrG5FvfPBVarFR6PB/39/SRImYpIJIJHHnkEDz74IH74wx9m729sbMSNN96Yvd3Q0IB/+Zd/AQBcunQJ9fX12cesVisqKytx6dKlcYMUSZLGuI6yLAuen9m20kzfOcMwMzLxV5QZJNIcPDYFNKWjK7XaGBymSfj/PiLB54mhb/CPeOdkP861Ap1RH+L6sqyQLrtdfC2iqC1gR2TQShe8lnb86Q0sWMY4oXpsKhyCOum+xeNxrFq1CjzP592HPxt4vV6kUikoijKhs6TXqcBtV3Hlhio8dyYMsB4M6hshSWdhs/Jw21V0DHLoiVrhtE3cLZQPug50DNggqQzKnOK4inlN0/GPv0xC4Q0dCiNdwBfu4sFzFDINHCwD2Kwsvv4JF7790O/Rg30AReNQ7y1IP/EkPnX7yJNXU39J9lu6bbWA0Y0gisagwpcCy86ehD+zniZbV5qmwe/3m2pNTURmG0dvq9/vB8/zUFU1L3dTn0OBx65CUlk4uFzQyDIMdtcdwiuNuxBkD+O266qnNQQzmmIhygxWVsVRE0gOBRojP4OJPhuWBVZWJKBqNHqjAkIeccy4Dl0HOA5w2bRZnYA+GcP3R5Ik1NQY34/5sK7GY6K1lg+hUAidnZ1F+2wYhoGu63lvWyH7cjmO0wUHKf/yL/+CO++8c0xdMJlMjmgLs9vtWTVyKpUaE/3a7fYJ670PPvjgmFLQHXfcgQ9+8IOFbm5ebN26dcbea/lQLPabF1ug8VcAADz0u/gfN2fKKR786S250oqmJXD4RBOee2MAh87QaOoPIkE1APRQWl9NgNO6YWUG4LYmUOIUUe7XUF3KoL7KipVLnaivdoNlaQDjZaUmT41WVxumUs3NzdPf6SJSV1c36eMNSwHAjgefOopm8RqAceF80wD+9p4Vw54lALh8sV1NNn4YX5D7mW+9h0H6gHFDjeKnn+/DNdtGfibXX+3J/nzzbh9u+fzv8F7kOgDA8fAt+OVzz+HfvrkCNE0hmZIRo4z9p5Qe/H+faphgtosVwOy7uk5m/Gf2dTUera1jO6d27NhR0HvULx3//vft9ACIAFhW8HaNZWrt2ESfzdLs9k0mKi+O4PxyqKqqyu7TfFpTEzHeWpsKp9OJnTt3FmFrDKb7nc1nX5YsWTLlcyaioCDlzJkzOHXqFL70pS+Necxms40o/yQSiWwt12q1jvG9SCQSEwo17777bnz0ox8duaFFyqS0trbi7bffzmsU9lS81+pA56AVQXcaP3401764tKQLv31tMq8IHpvWlGKTMZoFkvQeGtsiKPFa4XVbh05MHADPmFdebAcutkfBMsYJ8Pk3wpAUowNlw5IIAq6JFd7JZBLxeBzXXXed6cRomc/mD3/4w6Qnw+6wgGNNLqytSaD5rHHfL14OYv3KMADj6rAzLGBFeRw1wfxb+IajasDJZhd6YxaE3OP/PQ8easfzZ6/LStH3Ln0FSakGv33N2I7hn48yrPL06Q8E8M//+VtcFA2R7R/absDeTz+D/3VXOV5/pwNgjKjXS5/Cs38YGYjICoVwksfmpYNjRrMXk0wppLW1ddzul3g8DlEUcf311+el55hrMmutqqpqzBXfoUOHcP78+bydmHujFrzb6EbQJU4rWzJm23SgL2qBhdPQUB5HcIL1l2GqzwYwLBJOtrig6YbgN0MkyYFnNGyuH5yRbZ8JMvvT1NSEtrY27N27d0aO1XPFZGttKsLhMF544QX4fL6ieA81Nzdj586d2WzVVFzOvhRCQUHKkSNH0NLSki3rxONxMAyDtrY2LFmyBBcuXMheeZw7dy57FVxXV4cnnngi+z6pVAptbW0TXiXzPD/jAclkZMSjl0NaptETtoBnFSgq0BytN0o9AHZv8ow4MU0FzbBYWmNc+Ws6oBXwWkUF4ikGLK3CzkuT7lcsFoPdbofL5TL1ALh0Oj3henAKaTC0iq0bavDsifNQ+WUQ+Q34wzvPYdsVRhbDwipo6hUQdKemNdW1OyygfUBAiTM97ufY1hXBY4c3GblyANXcM7jpmppxn6uoGHU/hb+4sxI/fewpnI7dDABolm7Etx98HjY+99ktK4tCUUcGKbGhz9nGy0U1rpsIXdfHXV+xWAxerxd2u900ZYN8oGl6zPcgGAzi5MmT2c6SqXAJafCMMUNqKn+iqdB1oCsswG2TsbIyBq8j/895os8GANw2CUtDMZxocWFQz21nLEWjNiCCovQ5WU+TkUqlwPO86Y9V+TLeWpsKl8sFi8WCeDxelPOjqhrSgEK3azr7UtD7F/Lk2267DU888QQefvhhPPzww9i1axc+/OEP43Of+xxuvPFGPP7442hvb0dfXx8efvhhHDhgpL43bdqEVCqFp556CpIk4YEHHsCqVasWlGg2kuSQHPIlOd/YD4VfDgDgpWOoKp9doVNSYuCyyrBaJj8hJ5NJlJaWmvpL7/F4Jh04aLVo8DlkpCQWGytOZ+9/7nAuS+e0KoilWPREC7/6kGQKTd028Kw2rkhRkhT8+DdO6JzRGmyVDuGzHyrcwOye26uxwfckoBufWZd+PS6lrss+fvV6z5jXZPxRzKZNTaVSCIVC8ypAmQi/3z+idD0VPKcj6B7f2K1QIkkWVl7FmurojItZS71pLCuLIy6yECXj+6/pgHMWM3KFkJETLEbRbAaWZVFSUjKpG/dCpKCzkyAIKCkpyf6zWCyw2WxwOp3YsWMHbrvtNnzsYx/DHXfcge3bt+OWW24BYGRGvve97+Hhhx/GNddcg2PHjuHee+8tyg7NFYNx46BE08Ar7+QWUZ1vch+MYpCxwp+K+TChtqqqakrnz4A7DUWlceveMlCyMcgtTG/HpRbDP4WmABuvorXXCkkp7MTZPmDFQIKD1z7+3/Off9mLNL8BgNH+/ZfvT4PnpneC+titNbiq7ClAH0q10MbVEiNdQHWFZ8zzzeiPAhhX8R6PZ643Y0ZwOp3w+Xx5u88CRtcZKB3qZWg7JYVCUmJRXxYvWimvuiSFJaE4+uM8UhINhoZpTdxSqRSCweCCCHwvh0AgMKXR5ULjssL9b3zjGyNu33333bj77rvHfe7q1avxy1/+8nJ+nWlRVAq9USE7UPBif2W21LPritmtyedrhZ9Op2GxWEynRRlNKBQCx3GQJGnCFKfHJkPgVdC0gKWut3EhdRNAsXjiVRH/+38Yz3HbZHSFBfRGLKjw5ze2PCEyaO61wSGM33L8+PPNaFeNQBxaGh/aehxlwcvLDn7wQC2El36LlxtvyAYpIeEigJF1eLP6o8yXdZUvwzUe+eIeMnZLiOy0Agx9SIdS4UuhzJvfWp0ONA3UlyYhyQwu9diHDOnMtZ4yqKo6pXfSYsDlcmUnIps5Az6TLI69LDLG9FEGdouKzu4o0tx6AMYV8MplYyfWFhNRZmCzTG2FnzHbMnvPvd/vh8/nw+Dg4ITPsVlUeO0y4iKL2/d6Ac3oGmtLb8dg2EjT07RhuNXab81rhL2uA619ViREZlyvmWOnu/F6697s7Y2BnAbmcrnl2hrcuOIFQIkAWhr7No9vhW9Gf5SMYH4hGW75fL5soJwPPKsj6BKRSE/vGjCS5GC3qFhamij6kD+W0dFQHke5NwW3Tc7Ld2UuYFl2Qa2p6eJyuWC1Wgua4zPfIUHKDBBOcNCGBgq+dGgQoIw/a5Xj7KxvSzLNwO+Y2go/Ho8jGAzm5f8wlzAMg9ra2hGdY6OhKMP+W1JpBEscCNKvD73Yhcdf7Ms+z2OXMBDn0RedWnQ2mODQ2m+FzzF2gvRgOIl/P7gMYIz6eIn+Ij46jhHb5XDd9ip8/UOn8bUPHMGG1WM1LmbVo2QGwHFccYY7zgU+nw8ulyvvqcgA4HfJoFB4ycco8zCoL4vPiAFhPgi8hrU1UdSXTfwdm2sWq9PsaDIuziRIIeSNpgE90dxAwTMduczJlatn/wySjxU+YAzqMpPL7GSEQiHwPA9RnDj17bbJEDgNaZnGrTtyUcXpvg2QZCPbwNAAxxjZlMlOHqoGNPfaoKjUGPGxomr4x19p0Hij759Lv4fPf9g5gX/J5eFxWeH1jF8uNKseRZKkebOu8oXjOFRUVBQUpHhsMuyCWpCANlPmqfSlUFrEMs94WHnN1BNznU6naWaLzSUURSEUCpEghZA/MZFFLMXCLiiIRFOIM8asHkruwKa1sz+mPh8rfEVRwDCM6Us9GXw+H/x+P8Lh8ITPsQsqPHYJcZHFqmUBOOQ3AAAaX4mnX2nPPs9rl9Ef5dEfm7jTpzdiQXfYMu6U43/7TasxdwcAlEHcc6AbdtvMexZMhln1KJkWxoWiRxlOMBiEqqp5u3FyrI6gW0SygJJPOMHBLqiom4Uyz3zD7/cvetFsBq/XO28dd6cD+SpcJpEkB1mhwbM6Xn67B6CNE1aIPwF2Do40dl6dUvyW0aPMl5NJpuQzWeudUfKRkJaNv/m163IalrcuLclOm2YZHTQNtPUJGO97LikUmnptYGl9zCC2Sy2DODkwpEPRNRxY+Trqa2a/O8qsepTMALj5sq4Kwe/3w+FwFHQF63fKoPLs8pEUCqI8VOYxcUZjriCi2RyZiciLpcuHBCnAtI2LdB3ojeQGCh5vzh2cNzXkFlB32IL2AQGdgxYMxDjERQaSQhXFMMnvkqZ0i0wkEvB6vfMqfRoKhSAIwoSjFADAY5dh4TSIEo3dWyvASYZvisSvxRtHOoY9T0Jv1IKB+FhtSueAgP4YD69jZBZF03T8/Dkhq0MpY36H/TuqZ2LXCsbMehSn07kgvSwcDgf8fv+knj2jcdtkOCxTl3yy3Tz+5KTTtRcjmRPx8JErix2XywWbzbZoSj4kSAFwobsE0WThAtLMRFK7RYGYVjCoXWE8oISxa7PR6aGoFHQAKytjWFqagMuuQNVoRJIcOsMCOgYFdIctGIxzSKaZCTtPNM1wtU2kGUSSLAZiHLrDFnQMCOgYENAZNuZt5NPymEql5p21tNfrRUlJyaQlH4egwO+UEE2xoGkKm6vPZR/73dFcAMmzOjQd6BgQRgSKyTSDph47HIIyJt3+xO9bkOCuBGCU8u55/9yVysyqR8mYAy7UtHxVVdWkuqjRcKyOoEdEUpw8mgwnODitCpaGkqaxozcLmYsSEqTksFgs8Hq9i8bUzdytHbNE24AH6kUbaoNJVPpTY9L8ExFJchBlBl6HjN+/0Qmwhh7FRx8FzxtlgGTaaAmu8qeyHTfyUGpXlGikJAaxFItoikNaphETWSgqlZ1tSlGADh00KLCMBpbRwTIa7IJR1hF4DTyjQeB1AKXwOyaf7ZGx955vZls0TaO2thZtbW0TPoeigDKviM5Bo5Rzy7WVePPfOqFzZYgyV+PspZexvM4QNvscMrojFlQluKybZ0uvgHiaQfko0WL/YBJ/aLrSGJ8E4Npl78Djmpssiln1KMDC97Lw+XzgeX5Sz57R+J0yLnUbFyssM/a4kpZpiAqN9RVR2EmZJ4uiKOjv788GKYJgvqGHc0kwGFwQgxbzgQQpAAReAsdYcbrNid6IBUtCSQRc6TGtp6Ppj3JgGR0UBRw5nztora2NITOVNpFmsCSYHNESzLE6OFaBc1i1RdcBSTGCFlGikZQY6Lrh7cExOjjWCEZ4VsvqKoaTuXql6cnLV6lUCjabbV7qBgKBQNYjYKLBdT6HBIegIC6ycNmABs9hnE3cDFA0fvOagr8ZGhdl4TQocRrt/QK8DhmDcQ6t/TZ47fKYz/2nv05A54IAAJfyOm66Zm4CFMC8ehRJksBx3LxcV/ni9XrhcrkQiUTy7mBy22Q4BBVxkYHHPvIz03WgL8ajuiSJUlLmAWAcn3p7e6GqKkpKSrBu3bq53iRTkml60HV9wWYuM5Dk4hBOq4JSj4hoisXRRjdOtTgRT02cphUlGgNxC+wWBYqqoVsa+jJpIq7danT1aDqg6/m1BFOUceL02GWUetOoCyWxtDSJSr+IkCcNn0OGw6qC58YGKIWQSCTgdDrnpeeA1+tFIBCY1NiN53SUecWsDuCO60oA1UiLdso70DuQS5F6bBK6IwLCCW6o5ZiGbZQt+MG329CDfcYNNYpP3Di3V7tm1qNkPBwWKizLorKyclLPnjGvYXSEJujyGUxwcFkVLC1d3GUeXdcxODiIS5cuYWBgAFVVVbj22mtxww03YPny5XO9eabE5XJBEISCyo/zlUX81RgLQwMBlwSPTUZLnw2HL3rR1GOFPM68l8xAQatFxeHjXdA5Q+PhUI/A5TRSk6LEQOBVuK3m0Q8kEol5qxugKAo1NTUQRXHS6c4BtwSW0SEpFPxeG8q4jLmbHY//vj/7PKvF8FVp7LahK2yB3zmyVCaKMp48uiJ7e33JK+PO0JlNzKpHyYixizFC3kwEg0Houl5QC6jPKYOm9RF6s7RMQ5Jp1JclxgTGiwVZltHV1YWLFy9CURSsX78e+/fvx549e1BTU7OgDAFnmoxAfTGIZ0mQMg4WTkOZ1xhZfqrVhaONbvRG+RFllME4BwrG8Lo338s9sKqiN/tzIs3AY596GvFsomma6YcKTkYwGITNZptUNOayyvA5JESTxkHu/bu47HThc+EtENO5tHtmpg8zTsvxz37dBZVfCgDgpeO466bKaW935gR1OR1dZtajpNNpBIPBud6MouP3++F0OgvKpnhsEpyCgviQgNbo5uFR6U8h5F74V8KjSSQSaGlpQVtbG1wuF3bt2oUbb7wRmzZtQiAQmJcXULMNwzAIBAKLQjxLgpQJoCjAbTNKQOEEhyOXPDjd5kRCZCArFHqilqwfSVt8KCWpq7h2a85xVlJoBPKYRjxbZIa/zRcTt/Fwu90IhUKTdvnQNFDmE5FWaGg6sGyJHy71DwAAnSvFb17KmbvZBRVOqwz/qJbj98734mLiOuOGJuPOnV1g2cJrLKJEoztsQX/M0CwNJPITXI6HWfUomazWfF5X+WKz2RAIBAqaiswwQMiTK/kMxjm4bQrqFlmZR5IkXLp0CZFIBLW1tdi3bx/279+PhoaGBdm2Xmz8fv+i8EpZRF+R6cHQhkmY2yqjsdsoAV3qsSOZZmAXFLx3vjd7tS3IxxAKGK1ykkIZ7q828yyi+WbiNh4URaG6uhrpdHrSko/PIcFuUZFMG4HFdRtzluaHW5Zlzd0AwCGoI04WiqrhP17yZY35aoTf4YpV+bsHazoQS7HoGBAQE1mUeUVcsWTIX0PHtNrdAfPqURayidt4VFRUIJ2evItuND6HDIbWkRAZSCqN+rL4oirz6LqOtrY2LFmyBNdffz127tyJqqoq088OMzMulws0TUNVF/Y6IkFKngi8hnKfoYW42GmHrhkBzMGjOXOx+kCuPTaZZuGwmOuqd74MFZyKYDAIu90+aarTymso9YiIpYySz9UbysFLJwAACr8Sr7w1cSvzo8+2QuQ3AgBoqRmfen9+k6wVlcJAjBtqgaZQXxbH1mWDWFsTRclQRm1ZWQJJickGT4VgZj3KQhfNDsfn88FisRQkWnTbZDitCnqiFlSVpBB0FxbkzHe6u7vh8XiwYcMGYnE/Q7hcLtjt9kkNLhcCJEgpAIoCPHYFIY+IoMc4yDQO1mYf37UxZziUStMocaVNNYNjPg0VnAyXy4WysrJJu3wAQ0BLUTpkhQJNU7iyrjH72Esn/OO+prM7ikOdu7K3D6w9MeVsnkxJpy/Kwy6oWFcTxdaGATSUJ+C2KSNamst9KSwNJRBOcJDGEWRPhJn1KKlUCqFQCPQiqV14PB54PJ6CBg4yDFDqERFyp1EXTCyqMk88HockSdi4ceO882cyMzabDU6nc8HrUhbRV2XmYGjjX0tHBBK/FgDAps9gWa1x4lO1oYAmj9bj2UJRFLAsu2B0A1VVVZAkadKSj8cuwWuXEUsZmaP37akALbUCABLcVTh1rnfMa+5/SgVYDwDAp72MfVdXjfve45V0Ni0NY/PSQVSVpGDlxxdLUxRQF0qguiSJ3qglr7kugHn1KICxtuazGLtQGIYpuBUZACpLUlhXEzGVkL7YKIqCrq4urF69GjU1NXO9OQuKxTIReVEHKff/8gT2feYikqnppV5fORTO/lzjvpD9OSUxsFo007Ue22y2BROkBINBOJ3OSa9mmSEBbcYYj+dYrAoczT7+5B9GBjgvvN6CQWaPcUMZwD23jC9yTUn0uCWdgDs/vQjDAA3lcZR6RHSHBWh5dPyYVY+Smai9WPQoGUpKjBJgIa3IPKvDYV3Y+oHRtLa2oqamBmvWrCElniLg8XgW/ETkRRukNLYO4rM/9uFS8lo89FIljp/pKfg9znbn5t9sX5c7oSVEFj5HGjxXhAmC0yTjY7FQ7KUdDgfKysom7fIBAL9Dgs2iIikZZ/cP7AsCiiFi7dF2orPHCHJiiTSeP7U++7ptFa9lRdDD0XSgP2ZBXSgxYUknH3hOx4qKOLx2GT2Rqb1FzKpHybj/LrYgxev1TqmLWuz09vbC4XBg48aNC94/Z65wuVzZUQ0LlUUbpDzxuyaolJFV0CzL8OAfduAXTzWP6PqYjIFwEklmAwCAllqxfqXhEaHrgKJR8DvNdUIRRXHeDRWcisrKSiiKMumVhF1QEXSlsx01HpcVlcIbxoO0gMdfCgMA7n+iHxpv2N1bpcP44A3jp6YjCQ5um4zaQHLCkk6+2AUVK6tisHIaBmITG1eZWY+STCbh8Xjm1UTtmcBut8Pn8xWkS1lMJJNJxOPxrFCWUBwy4tmFXPJZtEHK//qzDfjtt3pgUc4ad9BWvNN3C7758wjC0anV0i+91QvQxomlzHoKNG1cSqdlGgJnrtbj+TpUcCryKfkAQMiTBoWcodoH9lgB3TjhX4puwx+PtKNVyniiiPjT66LZz3M4ikohJTFYEkrMmK7AY5exojIGVaey2pnRmFmPkhHNLkYqKioWhS15oaiqio6ODqxcuRJ1dXVzvTkLGp7n4fP5FnRGb9EGKQBww+46vHUfDZ/yXPa+MLMb33ykDG8f65r0tSdbPdmft6zInbASaRYuqwy7iTwQMj4WC0WPksFut6OiomLKko/XIcNlU7JBQG2VFx7NsMrXuQAePbIDoIzHGhy/w/K68a/8+mI8Qh4RZTM8DC7kSaOhPI6EyCCVHvuVNKseJWMPv9DWVb54vV7QNA1FMV/wOJe0t7ejvLwc69evXzQdX3NJMBgs2LdnPrHoV5DLweMjN7iwp/opQAkDADS+Bo8cvgYP/Pf45Z+kKCECw0cDSj+u2pC7kkzLNIKeqScozyaJRAIulwsOx1iNxXynoqICqqpOamjEMsbQweHeJAe2DAs0GENPwUrncPeflI/7Hqk0DYbWsSSYLEqwUOVPYUkogYEEP6Y12ax6FEmSIAjCotOjZPB6vXll8hYTAwMD4HkemzZtWnQlwLki4080WafjfGbRBykZbt1bjc/uPwpeOm7cQfM4GbkF33gggd7+ka2Gr77dBTDGCb+EeRc8Z1yFKyoFhtbhsprryiqRSCAUCi1IdX0wGITL5ZrSprzEJUHgNaQkY8lvXV8GQToy4jnv33IRgmVsyUXXDTv7Kn8K3iK1ldM0UF+aQFVJEr2RXGuy2fUoGa+GxYjFYkFpaSkJUoYQRRHhcBjr169ftCXAucDlcsFqtS5YUzcSpAyjvsaHb94to4p7JntfjN2Obz++BK8fzs17OXoxd4VwRV1OsJRIM0OzYMx1QpnvQwUnw2q1oqqqCpFIZNLnOQQFfmdu6CAA7Fie+0xD1Au4euP4WZRIkoNTUFATSBY1Q8YwwPLyBELDWpPNrEdJJpMIBALz3sH4cgiFQotifspUaJqG9vZ2LFu2DA0NDXO9OYuKhT4RmQQpo+B5Fv/rrgrcUP80IPcBAHSuHI8f34//918tkCQFffJQq6qawJ6tuSuGhMgi4BLBMuZJu4miCEEQFrRuoLy8HLquT1ryoSig1CtC1alsluJ9e6qxOfAkltmexl992Dvu6xSVQjLNYEkoOSsmXBZOw4rKODx2Gb0Ri2n1KIBR7lkIDsaXg9frhcViWdCagHzo7OxEMBjEhg0bwJhxsS5gaJpe0KZuJEiZgOt3VuGvb3oPVukd4w6Kxbnkzfi7Bx3QOePA7NKPZC3TNR3AkG2+mUgmk/N+qOBUBAIBuN3uKbMpPocEl6AgLuau/D96Uw3+/ENVsAnjG7f1x3gE3SLKvLPXxeEQVKysjMHCaRBlxpR6FMA4OC7kdZUPHo9n0etSMt+7jRs3Lkjd23zA5/Mt2IweCVImobrcjXs/QWGp9WlAN67SFX559vHVlQPZn1MSAxuvmqr1GFg4QwUnQxCEvEo+PKuj1JsaEaRMRkqiQdM6loRSs54d8zqM1uSgW4TDZOXDDItp8vFEMAyD8vLygi3yFwqSJKGvrw9r165FRUXFXG/OosXlcoFhmAU5EZkEKVPAsgz+4sNV+JPVz4GSh7Ul6wr2XhnM3kyKxhXv5Rp8zTSyLGctvBcy5eWGnmSqdtCASwLPakjLky99XQcGYoZY1ueYGzfHUk8a62ujcNvMGaQ4nU7YbLa53ow5JxAIQFXVBdtdMRG6rqO1tRVLly7FypUr53pzFjUZXcpC9EshQUqe7N5WiS+9/yKcyh8AAOXMi/B7cwdoWTWmHpuJhTZUcDICgQC8Xu+U2RSXTYHPIWUdaCcikmThsKqoDqTmtJ3cZiK/ndEEAoEF2TFWKF6vFzabbcFqAiaiu7sbPp8PV1xxBThuYsdkQvHJjKZYiGtw4dYAikAo4MC9nwIi0TfhduUs5tMyDY7VTNl6bLfbF0WQwvM8qqurcezYsUltuCkKKPOm0TXUPTOOseyQWJbF2pqoqYOEucbrHV9svNhwuVzweDyIRCKw2+1zvTmzQjKZhCRJuPLKKxeck/V8JRQKoaOjY643Y8YhmZRp4HaNNClKphk4rYrp2kQTiQR8Pt+CGSo4FaWlpaBpekoBmd8pwWFRkZhAm2KIZdOzKpadT2T+vovVH2U0FEWhsrJyQV7FTsTAwACqqqpQUzP+jCvC7OPxeBZkyZEEKTNASmIQdKVhNgdoURQXlalSIBDIy9jNwmmGgDY1tlVSlGhQFFAbTJqqldwsyLKMgQFDME6ClBw+nw8URS1I4eJodF1HOp1GVVUVKfeZiMxE5IXWDm+y0+rcoOvT/6KpGkDTOtwmaz3ODBVcDKWeDBzHoaKiYsogBQACbgk0jREW9LoO9Md5VPpT8DsX7ujzQtB1HYlEAp2dnbh48SI6OjrA80a7duZ/glH6cjgcC1K4OJpMGXmxe+SYjYyQfaGtQaJJAcAwGgZiHHzOwtuHk2kWNl6F02qu1uNkMrkghwpORSgUwsmTJ6Fp2qTDzdw2GR6HhFiKywYk0RQLh0UturOs2ZFlGbFYDLFYDIqiwG63w+fzYd26dfD7/fB4POjs7JzrzTQVNpsNfr8fnZ2dC74tOxwOo7y8fMHv53yD4zj4/X60trYuKIdxEqQAqA/2o1/yoifCI+CSCjpBJdIMqktS4FlzlQYW8lDBySgpKYHD4UA8Hp/0IMrQQIVPxLuNAnTdMOOLiyzWVEdhFxZ+yn44mWxJLBZDMpkEy7JwOp1YsWIFgsEgfD4fXC5XNrWvaeZqszcL5eXlaGxsnOvNKCqZUk91dTUp9ZiQYDCIixcvzvVmzCgkSAHgdyRR7ozidKsT3RELgu70uF0fo9F1QNOoOfPRmIxkMolly5YtugOJ3W5HMBhEW1vblFd6focEu6AgmWaQSLMIuNKo8C0esayu6+jr60M0GoXdbkdJSQnKy8tRUlICr9dLyjkF4vV6wbIsZFlesC25pNRjbjIXE1NlkucTJEgZwu+UsLY2gvdaXegaFBDyiGCm+IxFiYbAq3CZ0GxrIQ8VnIqKioq8riasFg0hdxoXu+zgOQ1LQotHLBuPx9Hd3Q2v14sdO3agrKwMTqdz0QW1M4nX681a5C/U714kEkFpaSkp9ZiU4RORF0o7/MIItWYIt03B2poIAm7DR0NRJz9gJ9Is3DYZVt5c5YHMUMHFeiDx+/0QBCGv0eUBdxoWTkOlP4WSRSCWlSQJzc3NiEQiWLduHa677josX758RDmHMD14nkdZWdmCtcjXdR2iKJJSj4mx2+1wOBwLqh2eBCmjcAgq1lRHUe4T0R22jOj+GI2k0AVrWGaDRCIBh8OxaIMUj8cDr9ebV5ePzy6hLpTAkuDCFstqmoauri60t7ejsrIS+/btw5YtW0gb8QwTDAYX7KC3ZDIJm81GSj0mhqZpBIPBBdXhQ8o942DlNayuioKjNTT32eB3SBBGzeSRFAoso5uy1JNIJLBs2bIFPVRwMmiaRlVVFQ4dOjTlcxkGqC9bOF/o8YhEIujr60NJSQm2bNmCmpqaRbs2io3X64UgCNls5kIiHA6jtLR00XUMzjd8Pt+CEreTI9UE8KyOlZUxsKyGS90OuDV5RNdHMs3ALiimaz0GjJk9i2Go4GSUlJSApuns/KLFiCiK6OzshNVqxaZNm9DQ0EAGAhYZt9sNl8uFWCy24IIUUuqZH7hcLrAsu2COffN/D4oIwwANZQlwtI7zXQ6oGpXNnKQkFuW++JTi2tlGlmUwDLPor3b8fn/WfXahihgnQlVVdHd3I51Oo66uDqtXr170QetswTAMysvLcfz48QVVFkkkEqTUM0/IiGcTicSk5wFJkpBOpyGKItLptGndkkmQMgU0DdSVJsFxOs62OzAY5+C2GdkTr918WZSMqnux6lEy8DyPiooKnD59elEFKQMDAxgcHERpaSlWr16N6urqBdOKOF8oKSmBpmnQdf2ysw4z8R4zQTgcRigUWvQXP/MBQRDg9XrR29sLh8MBSZKygYgoilBVFRRFgeM4CIIAQRBQWloKj8djyosZEqTkAUUB1SUpcIyO020OdAxa4RAU0+pRgsHggks1T4fS0tK83GcXCpFIBKlUCtu2bUN9fT1ZA3OE1+uF3W7PCtini6qqaGxshN1uR1lZ2QxuYeGQUs/8IhgM4tKlS1ltlMViQUlJSbYcabPZsv8EQTD150qClAIo84pgGQ2nW53w2CVYOPOJk0RRRGlp6Vxvhinw+/3ZeSqLoYslHA6joaEBa9asmetNWdQ4nU54vV4MDg5eVpDS09ODQCCAgYEBSJI0Z+Z6mREbpNQzf6itrYXT6YTVas0GI/NVnzI/t3oOCbgkCHURUJQ5Tb9omiYp2SEcDgcCgQA6OzsXfJCiaRpUVUV5eflcb8qih6IoVFRUoL29fdrvkUnPb9myBY2Njejs7ER1dfUMbmX+DA4OIhgMwuPxzMnvJxSOy+VaMCX/hZ8DLwJOqwKHSee7LMahgpNRWVkJUVz4VvexWAxOp5Nc7ZoEn88HiqKmLUbs7OzEkiVLUFdXh5UrV2aN1OYCURRRU1Nj6pIAYeFCgpRZoL29He3t7dD14mdfnE7ngrFDngn8fj8sFsuCD1QikQgqKipIi7FJ8Hq92UGXhTI4OAir1Yo1a9aApmmUl5ejpqYG3d3dRdjSySGlHsJcQ4KUIqOqKmRZhtVqRVNTU9FNdkKhELniGYbX683bfXa+omkaZFkmpR4TkTmxx2Kxgl6nqioGBgawatUq+P1+AEYJd/ny5aAoatbtzsPhMAKBACn1EOYMEqQUmUwaftu2bQgGg2hsbISizHxXkCQZc2fIwWQkNE2jsrJywc5TAYw15nK5EAwG53pTCMMoKytDOp0u6DVdXV0oLS1FQ0PDiPtLS0tRV1c369mUVCpFunoIcwoJUopMNBpFKBRCRUUFdu7cierqajQ1NWWDipkgHA5nRXqhUGjG3nehEAgEsu6zC5FwOIzy8nJS6jEZXq8XHMfl/V1PpVJQFAVr164d0z5OURQaGhrA8/ysBdypVAqCIJBSD2FOKThI+Yd/+Adcf/312L17Nz70oQ/htddeyz720EMPYd++fbj22mvxT//0TyM0GKdOncKdd96J7du345577kFnZ+fM7IHJkWU52xLscrmwfft2LFu2DC0tLXlN6Z0MTdPQ1taGRCKBLVu2AADxxhiH4e6zM4VZZmNkunoqKirmelMIo/B6vXA6nXkFFbquo7OzE/X19aisrBz3OYFAAEuXLp21bEqmq8fr9c7K7yMQxqPgIOWjH/0onnrqKbz66qv42te+hq9+9auIRqN4/fXX8dhjj+Ghhx7Co48+itdffx1PPvkkAKMU8Td/8zf48Ic/jJdeeglr1qzB1772tRnfGbORMdIZ7nhqs9lw1VVXYe3atejo6Ci4Zp1BkiQ0NjbC7XZjz549WLly5Uxt9oLDYrGgvLx82n/r0fT29uL8+fMYGBiYkfe7HEhXj3nhOC7vdTc4OAin04lVq1ZNaDxIURSWLVsGu90+KxorUuohmIGCfVJqa2uzP1MUBUmS0NfXh2eeeQa333579irgrrvuwrPPPotbb70V77zzDqxWK2699VYAwKc+9Sns27cPnZ2d4zopSpI0JkXKsuyMmxllroYZhinKFzGRSGSvpoZfebMsi40bN8JiseD48eNQVbWgq5VoNIr+/n4sW7YM69evH/H+ZrnCv1xmen9CoRDOnDkDAJf1WSuKgkQigfXr16O5uTmrIZjqPTOPz/Q6i8fjqK2thdVqnbXPnqy1/AkEAjh9+vSkn7uiKIhGo9iyZQvcbvek2+H1elFfX4+TJ0/C5XKNed+ZWmeiKMJut2ct/ucKstbMSyH7cjmO35Q+jb7Y73znO3jqqaeQTqexe/du/OAHP8Cdd96Jz372s9ixYwcA4PTp0/jc5z6HF154AQ8//DBOnDiB73znO9n3+NCHPoS/+qu/wvbt28e8/3333Yf7779/xH133HEHPvjBDxa6qQQCgUAgEOaQJUuWTPu103Kc/fKXv4wvfvGLOHz4MC5cuADA6KcfbgFtt9uz7XKZoXfDsdvtE2oy7r77bnz0ox8duaFFyqS0trbi7bffnnEreU3T0NLSgmuuuWbCGnOG5uZmHD58GKqqTnhVLssy2tra4Pf7ccUVV4zRIGT2paqqakHMqZnp/dF1Ha+88gp6e3unPQdFFEX09fVh165d2b9/NBrFkSNH0NzcjLKyMlit1nFfS1EUqqqq0NraOmN+OdFoFJIkYf/+/bPqjUPWWmHv/cILLyCZTI5bkkulUujv7x+xpvLh+PHjePfdd1FbWzvieDFT66yxsRFXXnnlmC6j2YasNfMyW/sybVt8hmGwbds2PPLII6irq4PNZhshEMuM9gaQHRs9nEQiMeEBnef5WZ1ToarqjButxWIxWK1W+P3+KT/AJUuWgOd5vPXWW2hqahozuTYSiaCvrw/19fXYsGHDpHbHNE3P+8U/nJncn8rKSjQ1NU37s+7o6EB9fT0qKiqy2+TxeLB9+3Y4HA6cOnUKLpcr628xHrquz9haGxwcRF1d3ZxZ/pO1lt97lpWV4d133x0zYVbXdbS3t2P16tWorKwsqESzdOlSXLhwAf39/eOut8tZZ6lUChzHZbvizABZa+al2Pty2e+c6TBZsmRJNqsCAOfOnUNdXR0AoK6ubsRjqVQKbW1t2ccXIrFYDCUlJXlf4VZUVGDXrl0oKSlBU1NTNnDq6OhANBrF5s2bcfXVVy+YeQxzgd/vB8/zBXtXAEagaLVaxxU2WiwWbN68Gdu3b4csy2htbS16zTlj4Ea6esxPJogYvSb6+vrgdruxatWqgjUkTqcTK1aswODg4IyvtXA4jJKSEtLVQzAFBQUpyWQSzz77LJLJJBRFwYsvvoh33nkHGzZswI033ojHH38c7e3t6Ovrw8MPP4wDBw4AADZt2oRUKoWnnnoKkiThgQcewKpVq+Z8/HgxEUWxYAfQkpIS7Ny5M3vF39jYCJvNht27d2PdunXgOK5IW7s4mK77rKZp6OvrQ0NDw4RZEpqm0dDQgN27d8Pj8aCxsXFGvXBGE4/HSVfPPMHn88Fms41wi5VlGdFoFGvWrJn2hUddXR38fj/6+/tnalMBGMf5mpqaBXOlT5jfFLQKKYrCb37zG9x4443Yu3cvHnzwQXzrW99CfX09duzYgdtuuw0f+9jHcMcdd2D79u245ZZbABjlm+9973t4+OGHcc011+DYsWO49957i7JDZkCSJHAcN6L1OF/cbjd27NiB+vp6LFmyBNdccw1pA5whGIaZlvtsf38/fD4fli9fPuVzy8rKsHv3btTV1aG1tbVoxlvhcBilpaUjdGAEc2K32+Hz+Ua0ImemGi9dunTa72uz2bBixQpEo9FpDzIcDTFwI5iNgjQpVqsVP/nJTyZ8/O6778bdd9897mOrV6/GL3/5y8K2bp6SsSmfbrrUZrNlu6QYhpnJTVv0ZA6+qqrm9bfNtIfu3Lkz79JdxrTP5XLhxIkTSKVSM2pZr+s6ZFmeUpBNMAcURaG8vBytra0AjCwYTdNYs2bNZWdHlyxZgnPnzqG3t3dGxP+RSAR+v5+UegimgeTzikAsFkN5efllHYAYhiEBShEo1H22q6sLlZWVBbfQ8TyPjRs3YseOHVnd1kwRi8XgcDjIrJ55hM/ny45m6O7uRkNDw4wEFYIgYNWqVUgkEjMy9iGRSJBSD8FUkJU4w+i6DlVVyQnEpAiCgPLy8ryClFQqBVVVsWrVqmkFnBRFob6+Hnv27Mlemc5EWj4cDqOsrIyUeuYRXq8XDocDTU1N8Pl80xLLTkRNTQ3KysrQ09NzWe8jiiIsFgsp9RBMBQlSZphkMgm73U7SpSamtLQUiqJM2aLZ1dWFJUuWXHYHTSgUypbv2traLqsFmZR65ifDdR5r1qyZ0QCT53msXLkSoihCluVpv084HIbf75+Wlo5AKBYkSJlhYrEYvF4vaRU2MX6/H3a7fYx3z3Ci0Wg2lT4Tqe/MScnlcl3WcM14PA6Hw0GuduchFRUVWUH8TFNVVYWKigr09vZO+z1IqYdgRshqnGESiQQqKipIN46JcTqd8Pv9E5Z8dF1Hb28vGhoaxhhwXS4bNmyApmkIh8PTen2mq2euDNwI06eurg7bt28Hy07bQ3NCWJbFypUrp51JyZR6SJmaYDZIkDKDZDpGJnMcJcw9GevwicYy9PX1wev15tVyXChVVVXYsGEDBgYGJvz9E6HrOiRJIqWeeQpN00X1OqqoqMhrbei6jnQ6jVgshv7+fnR2dqK1tRU+n4+UegimY+ZD+kVMLBaD0+kkX/R5QMZ9VpKkESMYMi3HO3bsKJowdcWKFYjFYjh16hRqamryvrKOx+Ow2+2k1EMYF4Zh0NDQAFmWkUgkoGladqK8JEnZ7h+KorKjR3ieh8fjQX19PcrLy0mph2A6SJAyg0SjUdTV1cFiscz1phCmwOv1wu12IxKJjDjpd3d3o7y8vCi6gQwMw+CKK65ALBZDa2vrmCFxExEOh1FdXU30ToQJKS0tRWtrKyKRCBiGAc/zKCkpgcvlgtPphCAII/5ZLBYSmBBMDQlSZhBZlmd8mjKhOLAsi6qqKhw9ejQbpIiiCEVRsHr16qIPuBQEAZs3b0Y8HkdnZ+eUIxRIqYeQD5mAY//+/bBarRAEgQQhhHkNWb0zRMZOmpR65g+BQAAURWW9Szo7O7FkyZJZCwS8Xi82b94MXdcxODg46XMTiQQp9RDyxuv1wmazkQCFMO8hK3iGiMVicLvd8Hg8c70phDzx+/1wOp2IxWLZluOVK1fO6oE9I6QdHBycVEgbDocRCoVIqYdAICwqSJAyQyQSCVRWVpIrl3mE1WpFWVkZIpEIenp60NDQMCeZiuXLl2PVqlVob28f19o8041RVVU169tGIBAIcwk5o84AmqYBAGk9noeUlZVBFMW8pxwXg4yQtqamBi0tLWMcaUmph0AgLFZIkDIDZFxAiR5l/uH3+1FaWorVq1fP6SycjJDW6/Wio6NjxGOk1EMgEBYrJEiZAWKxWNZqnTC/cLlc2LhxI+rq6uZ6U+D1erFlyxYAyApph5d6iIsxgUBYbJAgZQYQRfGyh9AR5oaM+2wxnUALobKycoSQlpR6CATCYob4pFwmkiSB4zhS6iHMGMuXL0c0GsXJkyfBcRwqKytJqYdAICxKSCblMsm0Hnu93rneFMICYbiQVhRFVFdXk1IPgUBYlJBMCoB0Oo1UKgWr1Vrwa2OxGFatWlWUyaaExYsgCNiyZQt4nicuxgQCYdFCMikwBr51dnYiGo0W9Dpd16GqKhlvTigKHo8Hu3btgtPpnOtNIRAIhDmBXP4D2LRpE2w2G44dO4Z0Op23SDEjaiR6FEKxIGUeAoGwmCGZFBjD5tatW4ft27dD0zS0traOMdQaj3g8Dq/XS650CQQCgUAoAiRIGYKiKCxduhS7du2Cy+VCY2PjuBblw0kkEqioqCBXuwQCgUAgFAESpIyirKwMu3fvRlVVFZqamiCK4rjPUxQFDMMQK3wCgUAgEIoECVLGwePxYMeOHdmhb+MJamOxGJxOJ9GjEAgEAoFQJEiQMgFWqxVbt27Fpk2bEA6H0dvbO+LxWCyG0tJSWCyWOdpCAoFAIBAWNiRImQSWZbF+/XpcffXVUFV1hKBWlmXiX0EgEAgEQhEhLchTQFEU6uvrYbfb8fbbb6OpqQmBQACCIBCXWQKBQCAQigjJpORJRlBbWVmJlpYWuN1ueDyeud4sAoFAIBAWLCSTUgAZQa3NZoPL5QJNkxiPQCAQCIRiQYKUArFarbj66qvnejMIBAKBQFjwkCBlGhDzNgKBQCAQig+pVxAIBAKBQDAlJEghEAgEAoFgSkiQQiAQCAQCwZSQIIVAIBAIBIIpIUEKgUAgEAgEU0KCFAKBQCAQCKaEBCkEAoFAIBBMCQlSCAQCgUAgmBISpBAIBAKBQDAlJEghEAgEAoFgSkiQQiAQCAQCwZSQIIVAIBAIBIIpIUEKgUAgEAgEU0KCFAKBQCAQCKaE0nVdn+uNIBAIBAKBQBgNyaQQCAQCgUAwJSRIIRAIBAKBYEpIkEIgEAgEAsGUkCCFQCAQCASCKSFBCoFAIBAIBFNCghQCgUAgEAimhAQpBAKBQCAQTAkJUggEAoFAIJgSEqQQCAQCgUAwJSRIIRAIBAKBYEoWVJBy33334Y477sCWLVvw/PPPZ+8XRRH/8A//gOuuuw779+/Hf/zHf4x43ebNm7Fjxw7s3LkTO3fuxM9//vPsY+3t7fjsZz+LPXv24MCBA3jwwQdnbX8A4Oabb8bu3bshimL2vng8ju3bt+MDH/jArG7LTHLkyBF8/OMfx+7du7F37158+tOfRnt7+1xvVl4UY511dHTgL/7iL7B7927cdtttePPNN2dtfzKQtWY+prvW4vE47r33Xlx77bXYs2cP/u7v/m7Ea7/61a9i165deN/73ofnnntu1vYnA1lr5qMYa+1Xv/oVPvKRj2Dbtm146KGHprVd7LReZVKqqqrwv//3/8ZPfvKTEfc/8MAD6OjowBNPPIF4PI7PfOYzqK+vx1VXXZV9zq9//WuUlJSMec/vf//7qKiowD/90z+hu7sbn/jEJ7B69Wps3bq16PuTwe/34+DBg9i/fz8A4OWXX0YoFJq13z/TxONxfOELX8DXvvY17Nq1C6Io4q233gLDMHO9aXlRjHX2la98BZs3b8b//b//F8ePH8cXv/hFPP744/B4PMXenRGQtWYuprvW/v7v/x6hUAhPPvkkBEHAhQsXsq+97777EIlE8Mwzz+DixYv43Oc+h5UrV6KmpmZW942sNXNRjLUWCATwmc98Bk8++eS0t2tBZVJuvPFGXHnlleB5fsT9f/zjH/GRj3wEDocDpaWluOWWW/Db3/42r/fs7OzE/v37wbIsKioqcMUVV+DSpUvF2PwJuf766/Hss89mbz/77LO4/vrrs7d/9rOf4aabbsLu3btx99134/z589nnffrTnx7xXl/5ylfwi1/8YnY2fAKam5shCAL27NkDmqZhs9lwzTXXoLS0FKqq4r777sNNN92E66+/Hv/4j/8IRVEAGAfXr3zlK/j85z+P3bt348///M/R398/69s/0+sskUjgxIkT+LM/+zOwLIuNGzdi5cqVePnll4u1CxNC1tr8X2sXL17EmTNn8Nd//ddwOBxgWRYrVqzIvvaZZ57BPffcA4fDgfXr12PXrl144YUXZnW/ALLWFsNa27NnD3bu3Am73T7t7VpQQcpkDB/2rOv6mEDjrrvuwoEDB/CNb3wD4XA4e/8dd9yB559/HpIkoaWlBSdOnMDmzZtna7MBANu2bcPZs2cRiUTQ19eH1tZWbNy4Mfv4kiVL8B//8R948cUXsW3bNnz9618HAFxzzTU4c+YMent7ARhpu9deey175TJX1NTUZFOIb7zxBuLxePaxhx9+GMeOHcMvfvELPPbYYzhz5gwee+yx7OMvvvgiPvzhD+OFF15AKBTCd7/73bnYhQmZ7jrL57WzAVlr83+tnT59GtXV1fjqV7+KvXv34mMf+xiOHj0KAIhGo+jv70d9fX32tQ0NDWStzQBkrY1cazPFoghSrrzySjzyyCOIxWLo6OjA008/PaIWenijEm0AAAomSURBVP/99+Ppp5/Gf/7nf0IURdx7773Zx9avX48TJ05g586duO2223DrrbeO+ILPBgzDYPfu3fj973+PF154Afv27QNFUdnH9+7dC6/XC5Zls1ccyWQSgiCMuEo6ePAgVqxYgWAwOKvbPxqHw4Gf/vSnEEURf//3f4/rrrsOX/3qV5FIJPCb3/wGf/7nfw6PxwOn04m77roLL730Uva1GzduxJVXXgmLxYL/+T//J1599dXsFclcM911ZrfbsWbNGvz85z+HLMs4fPgwjhw5MuK1swVZa/N/rfX09OCtt97C1q1b8fzzz+PjH/84vvCFLyASiSCZTIJhGAiCkH0vu92OZDI56/tA1trCXmszxYLSpEzEJz7xCfzwhz/E7bffDqfTib179+L48ePZxzds2AAA8Hq9+MIXvoD3ve99kGUZNE3jc5/7HD72sY/h9ttvR09PDz7/+c+jrq4O+/btm9V9OHDgAH784x9DFEX83d/9HWKxWPaxJ554Ao888gi6u7tBURR0XUckEoHNZsONN96In/zkJ/joRz+K5557DjfccMOsbvdE1NfX45vf/CYAIxr/8pe/jJ///Ofo6urCZz/72ezBStf1EQef0T/ruo5wODyuzmO2me464zgO3/zmN/Gd73wHN9xwA5YvX469e/ciEAjMyX6QtWYwX9eaxWJBRUUF/uRP/gQAcO211+Khhx7CiRMnsG7dOqiqClEUs4FKIpGAzWabk/0ga81gIa61HTt2zMjvXxSZFKvVir/7u7/D888/j8ceewwURWHVqlXjPpemjT+JruuIRqPo7e3F7bffDpZlUV5ejj179uCdd96Zzc0HAKxbtw49PT1IpVJYvnx59v6Ojg784z/+I+6991688soreO6550DTdDY9t3XrVnR1deH06dM4fPgw9u7dO+vbPhUrV67ENddcg4sXLyIYDOJnP/sZXnnlFbzyyit49dVX8atf/Sr73J6enhE/UxQ16+LSiZjuOgOAyspK/PjHP8aLL76If/3Xf0VnZ+eEry02ZK0ZzNe1tnTp0glf53K54Pf7R4gbz507h7q6uqJv83iQtWawENfaTLGgghRFUZBOp6HrevZnTdPQ3d2Nvr4+qKqKN998E0899RQ+8pGPADCEP+fOnYOqqohGo/jBD36Abdu2ged5eL1ehEIh/PrXv86+z6uvvjorH8x4fP/738e3v/3tEfclk0lQFAW32w1FUXDfffeNqB8yDIP9+/fja1/7GjZv3gyXyzXbmz2GpqYmPPzww9macnNzMw4ePIjVq1fj1ltvxb/+67+ir68Puq6jo6NjRFB49OhRvPXWW5AkCT/96U+xa9cusOzsJgRnep0BQGNjI1KpFERRxCOPPIJUKoXt27fP6n4Nh6y1+bvWNm/eDF3X8fTTT0NVVbz66qtob2/H2rVrARgCyZ/97GdZwfbBgwdx3XXXzep+DYestYW71jLvo6rqiJ8LYUGVe771rW/h6aefBmB86F//+tez7VRf//rXEQ6HUVtbi//zf/5PNpU+MDCAb3/72+jp6YHdbsfWrVvxjW98I/ue3/3ud/GDH/wAP/rRjyAIAvbv34/3v//9s75vALBs2bIx99XX1+P9738/PvzhD8NqteKTn/wkOI4b8ZwDBw7gkUcewac+9anZ2tRJsdlsOH78OP793/8diUQCbrcbe/fuxcc//nFQFAVFUfCJT3wC4XAYpaWl+NM//dPsa6+99lo88sgj+OIXv4jVq1dnU6uzSTHW2euvv46HHnoIsixj06ZN+OEPfziiPj/bkLU2f9cay7L4wQ9+gG9+85v47ne/i6qqKnz/+9+H2+0GAHz605/Gt771Ldxwww1wuVz48pe/jNra2lnftwxkrS3ctfbAAw/g/vvvz/6On/zkJ/j617+Om2++Oe/tovTh4SlhQdLX14cPfOADeP7550cI5uYb9913H/r7+/G3f/u3c70phAkga40wW5C1tjhYUOUewlg0TcPDDz+M6667bl5/kQnmh6w1wmxB1triYUGVewhj2b9/P1wuF/71X/91rjeFsMAha40wW5C1tngg5R4CgUAgEAimhJR7CAQCgUAgmBISpBAIBAKBQDAlJEghEAgEAoFgSkiQQiAQCAQCwZSQIIVAIBAIBIIpIUEKgUCY12zevBmbN2/GU089NdebQiAQZhgSpBAIhCm55557ssHAnXfeOeKxcDiM7du3Zx//0Y9+NOO//6mnnsq+P4FAWDyQIIVAIBTE+fPnceTIkeztX//610in03O4RQQCYaFCghQCgZA3mcms//Vf/wUAUFUVjz322LgTWyORCL773e/ife97H7Zt24b9+/fjq1/9Krq6urLPue+++7B582bcfPPN+N3vfocPfOAD2LFjBz71qU+hqakJAPCNb3wDf//3f599TSajct999434ffF4HN/4xjewe/duHDhwAD/72c9mevcJBMIsQ4IUAoGQNw0NDaioqMArr7yC7u5uHDx4EF1dXdi7d++I56XTadxzzz341a9+hb6+PtTU1CCRSODZZ5/F3XffjcHBwRHP7+npwVe/+lVQFIV0Oo2jR4/i3nvvBQBUVlaioqIi+9w1a9ZgzZo1CIVCI97jxz/+Md58801wHIfe3l785Cc/wZtvvlmkvwSBQJgNSJBCIBDyhqZp3HHHHdkMSiaj8qEPfWjE855//nlcvHgRAPDd734Xjz76KB544AHQNI3e3l48+uijI56vqiq+973v4bHHHstqXo4fPw5RFPHJT34Sn/zkJ7PPfeihh/DQQw/hT/7kT0a8R0NDA5566qkRmZ1Dhw7N6P4TCITZhQQpBAKhIG699VZYrVY8+uijOHz4MFauXIl169aNeM57770HABAEAXv27AEArFixAjU1NSMez+BwOLBr1y4AQF1dXfb+0RmXybjuuuvAcRw8Hg98Ph8AYGBgoLCdIxAIpoIEKQQCoSCcTicOHDiARCIBYGwWZbrvmYFhmOzPhcw/He89yPxUAmF+Q4IUAoFQMB/84AcBAB6PB/v37x/z+KpVqwAAoijilVdeAQCcOXMGzc3NIx7PF0EQsj+nUqnpbDKBQJiHjJXkEwgEwhTU19fjxRdfBMMw4Hl+zOPXX389fvGLX+DSpUv40pe+hJqaGrS3t0PTNAQCgWyQky+1tbXZn++44w6UlJTg85//PK644orL3BMCgWBmSCaFQCBMC7fbDYfDMe5jFosF999/fzagaG5uht1ux4EDB/Dggw/C6/UW9LuWLVuGT37yk/D7/ejq6sLJkycRi8VmYjcIBIKJoXRStCUQCAQCgWBCSCaFQCAQCASCKSFBCoFAIBAIBFNCghQCgUAgEAimhAQpBAKBQCAQTAkJUggEAoFAIJgSEqQQCAQCgUAwJSRIIRAIBAKBYEpIkEIgEAgEAsGUkCCFQCAQCASCKSFBCoFAIBAIBFNCghQCgUAgEAim5P8HmV3cNF++To4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred.plot(low_quantile=0.01, high_quantile=0.99, label=\"1-99th percentiles\")\n",
    "pred.plot(low_quantile=0.2, high_quantile=0.8, label=\"20-80th percentiles\");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Types of distributions\n",
    "The likelihood has to be compatible with the domain of your time series' values. For instance [PoissonLikelihood](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.torch.html#darts.utils.likelihood_models.torch.PoissonLikelihood) can be used on discrete positive values, [ExponentialLikelihood](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.torch.html#darts.utils.likelihood_models.torch.ExponentialLikelihood) can be used on real positive values, and [BetaLikelihood](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.torch.html#darts.utils.likelihood_models.torch.BetaLikelihood) on real values in $(0,1)$.\n",
    "\n",
    "It is also possible to use [QuantileRegression](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.torch.html#darts.utils.likelihood_models.torch.QuantileRegression) to apply a quantile loss and fit some desired quantiles directly.\n",
    "\n",
    "### Evaluating Probabilistic Forecasts\n",
    "How can we evaluate the quality of probabilistic forecasts? By default, most metrics functions (such as `mape()`) will keep working but look only at the median forecast. It is also possible to use the Mean Quantile Loss metric `mql()`, which quantifies the error for each predicted quantiles. For quantile=0.5 (the median), it is identical to the Mean Absolute Error (MAE):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE of median forecast: 12.14\n",
      "MAE of median forecast: 51.64\n",
      "quantile loss at quantile 0.05: 5.33\n",
      "quantile loss at quantile 0.10: 13.14\n",
      "quantile loss at quantile 0.50: 51.64\n",
      "quantile loss at quantile 0.90: 20.74\n",
      "quantile loss at quantile 0.95: 12.20\n"
     ]
    }
   ],
   "source": [
    "from darts.metrics import mae, mql\n",
    "\n",
    "print(f\"MAPE of median forecast: {mape(series_air, pred):.2f}\")\n",
    "print(f\"MAE of median forecast: {mae(series_air, pred):.2f}\")\n",
    "for q in [0.05, 0.1, 0.5, 0.9, 0.95]:\n",
    "    q_loss = mql(series_air, pred, q=q)\n",
    "    print(f\"quantile loss at quantile {q:.2f}: {q_loss:.2f}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using Quantile Loss\n",
    "\n",
    "Could we do better by fitting these quantiles directly? We can just use a `QuantileRegression` likelihood:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name            | Type             | Params | Mode \n",
      "-------------------------------------------------------------\n",
      "0 | criterion       | MSELoss          | 0      | train\n",
      "1 | train_criterion | MSELoss          | 0      | train\n",
      "2 | val_criterion   | MSELoss          | 0      | train\n",
      "3 | train_metrics   | MetricCollection | 0      | train\n",
      "4 | val_metrics     | MetricCollection | 0      | train\n",
      "5 | res_blocks      | ModuleList       | 208    | train\n",
      "-------------------------------------------------------------\n",
      "208       Trainable params\n",
      "0         Non-trainable params\n",
      "208       Total params\n",
      "0.001     Total estimated model params size (MB)\n",
      "23        Modules in train mode\n",
      "0         Modules in eval mode\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4dc4a12c3348413cb581a1648833f7ab",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: |                                               | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=400` reached.\n"
     ]
    }
   ],
   "source": [
    "from darts.utils.likelihood_models.torch import QuantileRegression\n",
    "\n",
    "model = TCNModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    random_state=42,\n",
    "    likelihood=QuantileRegression([0.05, 0.1, 0.5, 0.9, 0.95]),\n",
    ")\n",
    "\n",
    "model.fit(train_air_scaled, epochs=400, verbose=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "96baa52d87924e6f8528a51e6229c1c7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: |                                             | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE of median forecast: 4.91\n",
      "quantile loss at quantile 0.05: 9.05\n",
      "quantile loss at quantile 0.10: 13.50\n",
      "quantile loss at quantile 0.50: 20.07\n",
      "quantile loss at quantile 0.90: 11.99\n",
      "quantile loss at quantile 0.95: 7.39\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(n=36, num_samples=500)\n",
    "\n",
    "# scale back:\n",
    "pred = scaler.inverse_transform(pred, series_idx=0)\n",
    "\n",
    "series_air.plot()\n",
    "pred.plot()\n",
    "\n",
    "print(f\"MAPE of median forecast: {mape(series_air, pred):.2f}\")\n",
    "for q in [0.05, 0.1, 0.5, 0.9, 0.95]:\n",
    "    q_loss = mql(series_air, pred, q=q)\n",
    "    print(f\"quantile loss at quantile {q:.2f}: {q_loss:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## With Regression Models\n",
    "\n",
    "Probailistic support for our `SKLearnModels` is similiar to that of the neural networks. We have to specify a `likelihood` at model creation.\n",
    "Instead of giving a likelihood object, we can simply pick one of `\"quantile\"` (with some `quantiles`) and `\"poisson\"`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE of median forecast: 8.52\n",
      "quantile loss at quantile 0.05: 20.76\n",
      "quantile loss at quantile 0.10: 25.44\n",
      "quantile loss at quantile 0.50: 35.33\n",
      "quantile loss at quantile 0.90: 11.15\n",
      "quantile loss at quantile 0.95: 6.19\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = LinearRegressionModel(\n",
    "    lags=24,\n",
    "    lags_future_covariates=[0],\n",
    "    likelihood=\"quantile\",\n",
    "    quantiles=[0.05, 0.1, 0.5, 0.9, 0.95],\n",
    ")\n",
    "model.fit(train_air, future_covariates=air_covs)\n",
    "pred = model.predict(n=36, num_samples=500)\n",
    "\n",
    "series_air.plot()\n",
    "pred.plot()\n",
    "\n",
    "print(f\"MAPE of median forecast: {mape(series_air, pred):.2f}\")\n",
    "for q in [0.05, 0.1, 0.5, 0.9, 0.95]:\n",
    "    q_loss = mql(series_air, pred, q=q)\n",
    "    print(f\"quantile loss at quantile {q:.2f}: {q_loss:.2f}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ensembling models\n",
    "*Ensembling* is about combining the forecasts produced by several models, in order to obtain a final - and hopefully better forecast.\n",
    "\n",
    "For instance, in our example of a [less naive model above](#A-less-naive-model), we manually combined a naive seasonal model with a naive drift model. Here, we will show how model forecasts can be automatically combined - naively using a `NaiveEnsembleModel`, or learned using `RegressionEnsembleModel`.\n",
    "\n",
    "It is of course also possible to use `past` and/or `future_covariates` with ensemble model but they will be passed only to the forecasting models supporting them."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Naive Ensembling\n",
    "\n",
    "Naive ensembling just takes the average of the forecasts from several models. Darts `NaiveEnsembleModel` does exactly that and all through the same API as the forecasting models (fit, predict, historical forecasts, backtesting, ...)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a16da145e944050b22bee4d562e970e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 11.93%\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import NaiveEnsembleModel\n",
    "\n",
    "models = [NaiveDrift(), NaiveSeasonal(12)]\n",
    "\n",
    "ensemble_model = NaiveEnsembleModel(forecasting_models=models)\n",
    "\n",
    "backtest = ensemble_model.historical_forecasts(**hfc_params)\n",
    "\n",
    "print(f\"MAPE = {mape(backtest, series_air):.2f}%\")\n",
    "series_air.plot()\n",
    "backtest.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learned Ensembling\n",
    "\n",
    "As expected in this case, the naive ensemble doesn't give great results (although in some cases it could!)\n",
    "\n",
    "We can sometimes do better if we see the ensembling as a supervised regression problem: given a set of forecasts (features), find a model that combines them in order to minimise errors on the target.\n",
    "This is what the `RegressionEnsembleModel` does. It accepts parameters:\n",
    "\n",
    "* `forecasting_models` is a list of forecasting models whose predictions we want to ensemble.\n",
    "* `regression_train_n_points` is the number of time steps to use for fitting the \"ensemble regression\" model (i.e., the inner model that combines the forecasts).\n",
    "* `regression_model` is, optionally, a sklearn-compatible regression model or a Darts `SKLearnModel` to be used for the ensemble regression. If not specified, a linear regression is used. Using a sklearn model is easy out-of-the-box, but using a `SKLearnModel` allows to potentially take arbitrary lags of the individual forecasts as inputs of the regression model.\n",
    "* and for more, read our this [user guide on ensembling models](https://unit8co.github.io/darts/examples/19-EnsembleModel-examples.html).\n",
    "\n",
    "Once these elements are in place, a `RegressionEnsembleModel` can be used like a regular forecasting model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2fa4d43107ed45e8861ee24244d5c761",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "historical forecasts:   0%|          | 0/58 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 4.77\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import RegressionEnsembleModel\n",
    "\n",
    "ensemble_model = RegressionEnsembleModel(\n",
    "    forecasting_models=models, regression_train_n_points=12\n",
    ")\n",
    "\n",
    "backtest = ensemble_model.historical_forecasts(**hfc_params)\n",
    "\n",
    "print(f\"MAPE = {mape(backtest, series_air):.2f}\")\n",
    "series_air.plot()\n",
    "backtest.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also inspect the coefficients used to weigh the two inner models in the linear combination:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.01368814, 1.0980107 ], dtype=float32)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ensemble_model.fit(series_air)\n",
    "ensemble_model.ensemble_model.model.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ensemble models can also be probabilistic themselves! You can read about it in [our guide on ensembling models](https://unit8co.github.io/darts/examples/19-EnsembleModel-examples.html#)."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`RegressionEnsembleModel` uses the *stacking* technique to train and combine the `forecasting_models`: each one of them is trained independently and the `regression_model` is then trained using their predictions as `future_covariates`."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filtering models\n",
    "In addition to *forecasting* models, which are able to predict future values of series, Darts also contains a couple of helpful *filtering* models, which can model \"in sample\" series' values distributions.\n",
    "\n",
    "## Fitting a Kalman Filter\n",
    "`KalmanFilter` implements a [Kalman Filter](https://unit8co.github.io/darts/generated_api/darts.models.filtering.kalman_filter.html). The implementation relies on [nfoursid](https://nfoursid.readthedocs.io/en/latest/source/kalman.html), so it is for instance possible to provide a `nfoursid.kalman.Kalman` object containing a transition matrix, process noise covariance, observation noise covariance etc.\n",
    "\n",
    "It is also possible to do system identification by calling `fit()` to \"train\" the Kalman Filter using the N4SID system identification algorithm:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAikAAAGvCAYAAACekkVGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA5kdJREFUeJzsnXl8XFXd/993tkySyb4nzdI23UtZi0pZpayC7KCiiIqiP6SIiqDCI6488KiP4AYPCCqi4MKiArLTQoECLV3o3uz7vs2W2c7vjzNzZyaZSWaSSZuG8369+sqde8+995zJNPc73+Xz1YQQAoVCoVAoFIpZhuFQT0ChUCgUCoUiFspIUSgUCoVCMStRRopCoVAoFIpZiTJSFAqFQqFQzEqUkaJQKBQKhWJWoowUhUKhUCgUsxJlpCgUCoVCoZiVKCNFoVAoFArFrEQZKXEIBAI0NDQQCAQO9VSmxVxZB8ydtcyVdcDcWctcWQfMnbXMlXWAWst0UEaKQqFQKBSKWYkyUhQKhUKhUMxKlJGiUCgUCoViVqKMFIVCoVAoFLMSZaQoFAqFQqGYlSgjRaFQKBQKxaxEGSkKhUKhUChmJcpIUSgUCoVCMStRRopCoVAoFIpZiTJSFAqFQqFQzEqUkaJQKBQKhWJWoowUhUKhUCgUsxJlpCgUCoVCoZiVKCNFoVAoFArFrEQZKbOYnp4ezGYzTqcTn89HZmYmzc3N+vGamho0TUPTNDIyMli5ciX33XffIZyxQqFQKBSpQxkps5g333yTo446ioyMDDZv3kx+fj5VVVVRY37wgx/Q0dHB9u3bufDCC/nyl7/MY489dohmfOjxeDyHegoKhUIxK/D5BF6fONTTmBbKSJnFvPHGG6xZswaA119/Xd+OJCsri9LSUmpra/nRj37EokWLePLJJwG4+eabWbp0KcuXL6e2tpbbbrsNr9ern7tt2zZOO+00srKyyM7O5thjj+Xdd98FoKmpifPPP5+8vDwyMzNZsWIFzzzzjH7url27OPfcc7HZbJSUlPCZz3yG3t5e/fipp57KunXr+Na3vkV+fj6lpaXcfvvtUXPfs2cPJ554IlarleXLl/Piiy+iaZo+f4C2tjauuOIK8vLyKCoq4ktf+hKNjY368auvvpoLL7yQO+64g/LychYvXgzAb37zGxYtWoTVaqWkpIRLL710Sr8DhUKhOBzx+QRv7hS8+b7A7z98DRXToZ7AweS4446js7Mz4fF+vx+j0Tjt+5aWluoP/8lobm5m1apVADidToxGI7///e9xuVxomkZubi6f+tSn+M1vfhPzfKvVqhsiWVlZPPjggwgh6O/v59prryUrK4tvfetbAFx55ZUcffTR/Pa3v8VoNLJ161bMZjMA1113HR6Phw0bNpCZmcmuXbuw2WwAdHR0cMopp/DFL36Rn//857hcLm6++WYuv/xyXn75ZX0uf/jDH/j617/Opk2bePPNN7n66qtZs2YNZ5xxBoFAgAsvvJCqqio2bdrEyMgI3/jGN6LW4nQ6Oe200zjppJPYsGEDBoOB73znO5x77rls374di8UCwEsvvUR2djYvvPACQgjeffdd1q1bx8MPP8wJJ5xAf38/r732WqK/LoVCoTisEUKws1GwrwUMBphXDAvKD/Wspoj4AFFRUSGAg/6voqIi4Tl6vV7R0NAgtm3bJsxms9i6das4cOCAsNlsYv369aKhoUH09PQIIYSorq4W//u//6uf99BDDwlA/OY3v9Gv5/f7RX19vfD7/eKuu+4Sxx57rH4sKytL/P73v485jyOOOELcfvvtMY/ddttt4swzz4za19LSIgCxd+9eIYQQp5xyijjxxBOjxqxevVrcfPPNQgghnn32WWEymURHR4d+/IUXXhCAeOKJJ4QQQvzud78TS5YsEYFAQF/Lnj17RHp6unjuueeEEEJ89rOfFSUlJWJ0dFS/zj/+8Q+RnZ0thoeHY87/UBP5OzncmStrmSvrEGLurGWurEOIg7+WhvaA+MOzfvHUa37xlxf94okNfjHiCKTk2gd7LR8oT0ppaWlS41PpSUkUk8lETU0Nf/3rX1m9ejVHHnkkGzdupKSkhJNPPnnc+Jtvvplbb72V0dFRLBYLN910E9deey0Af//73/nFL37B3r17cblc+Hw+srOz9XO//vWvc8011/Dwww+zdu1aLrvsMhYuXAjAunXr+MpXvsLzzz/P2rVrueSSS3QPz+bNm3nllVd0z0okdXV1esglND5EWVkZ3d3dAOzdu5fKysqo9+b444+PGr9582YOHDhAVlaWvk8Igdvtpq6uTt93xBFH6F4VgDPOOIPq6moWLFjA2Wefzdlnn81FF11ERkbGRG+9QqFQHPb0DQne3SuwmCE7U8OWLmjogF2NgtXLQNO0Qz3FpPhAGSmJhlwAAoEATU1NVFdXYzAcvNSdFStW0NTUhNfrJRAIYLPZ8Pl8+Hw+bDYb1dXV7Ny5Ux9/0003cfXVV5ORkUFZWZn+AXzrrbf4xCc+we23385NN93E0qVL+etf/8rPfvYz/dzbb7+dT33qUzz99NM8++yzfO973+PRRx/loosu4pprruGss87i6aef5vnnn+eOO+7gZz/7Gddffz2BQIDzzz+fO++8c9z8y8rK9O1Q6CiEpmkEAgFAGhuT/WcJBAIce+yxPPLII/rrtrY2KioqKCkp0cdlZmZGnZeVlcWWLVt49dVXef755/mv//ovbr/9dt555x1yc3MnvKdCoVAcrrhGBe/uEdidUB38/mcwaJTkC/a2QEWR/Hc4oRJnZxnPPPMMW7dupbS0lD/96U9s3bqVlStX8otf/IKtW7dGJa8CFBYWUltbS3l5edRDf+PGjVRXV/Od73yHVatWsWjRIpqamsbdb/Hixdx44408//zzXHzxxTz00EP6scrKSr785S/z+OOP841vfIP7778fgGOOOYadO3dSU1NDbW1t1L+xBkM8li5dSnNzM11dXfq+d955J2rMMcccw/79+ykuLtavH7pnTk7OhNc3mUysXbuWu+66i+3bt9PY2BiVL6NQKBRzja37Ba09UFkc7TGxpcvt7XWCUc/hlUSrjJRZRnV1NTabja6uLi644AKqqqrYtWsXF198MbW1tVRXVyd0ndraWpqbm3n00Udpamril7/8JU888YR+3OVy8dWvfpVXX32VpqYmNm7cyDvvvMOyZcsA+NrXvsZzzz1HQ0MDW7Zs4eWXX9aPXXfddfT39/PJT36St99+m/r6ep5//nk+//nP4/f7E5rfGWecwcKFC/nsZz/L9u3b2bhxI9/97neB8H+uK6+8ksLCQi644AJee+01Ghoa2LRpE1/72tdobW2Ne+1///vf3HPPPWzdupWmpib++Mc/EggEWLJkSUJzUygUisMN96igrRcKc8BoHO+lLi+A9l7Y26yMFMU0efXVV1m9ejVWq5VNmzZRUVFBeXlyqdkXXHABN954I+vWreO8887jjTfe4LbbbtOPG41G+vr6uOqqq1i8eDGXX34555xzDt///vcBmY9z3XXXsWzZMs4++2yWLFmiVxSVl5ezceNG/H4/Z511FitXruSGG24gJycn4dCY0WjkySefxG63s3r1aq655hpuvfVWQFYoAWRkZLBhwwaqqqq4+OKLWbFiBTfffDMulysqt2Ysubm5PP7443z0ox9l2bJl3HvvvfzlL39hxYoVSb2HCoVCcbgw4gKnGzKssY8bjRq5NjjQxmGlnaIJIQ6f2R5EDlVOSqo5nNaxceNGTjzxRA4cOKAn8EZyOK1lIubKOmDurGWurAPmzlrmyjrg4Kylrk3w6nuChRXxc/1co4KBEfjYRzRybFNLoD3Yv5cZucN9993HZZddxurVq3nuuefijnO73dx2222cfPLJfOxjH+M///nPTExHMUt54okneOGFF2hsbOTFF1/kS1/6EmvWrIlpoCgUCoUiPv3DgsmKUdPMMOqVHpfDhRmp7qmsrOQb3/gG995774Tj7rvvPoaGhnjmmWeoq6vjhhtuYNmyZQnnXSgOb0ZGRvjWt75FS0sLhYWFrF27Nqr6SKFQKBSTEwgIugYgMxjq8ft8bH77JXa/v4nTzryCqhqZj2cwaAghcHzQjZRzzz0XgAcffHDCcc888ww/+9nPsNlsHHnkkZx88sk8//zzfPGLX4w53uPxjOvNYjKZojQyUkWoVDb083BlNq/j05/+NJ/+9KfH7Y8319m8lmSYK+uAubOWubIOmDtrmSvrgJlfy4hT4HQFaKl7kz+/9BivvvA3Bgd6AHjtpcf53WNb9LEmo8DugkBgaoGUVK4lkXDRIdNJGR4epq+vj9raWn3f4sWLozRAxvLQQw/pZbAhLrvsMi6//PIZm2dLS8uMXftgMlfWAXNnLXNlHTB31jJX1gFzZy1zZR0wc2sJBAL84rbP8Oabb4471tSwi3nZjbpBUJUb3D9ekSIpUrGW+fPnTzrmkBkpob40oUoOkKJcTqcz7jmf+9znuPLKK6P2zaQnpaWlhcrKysM6aWuurAPmzlrmyjpg7qxlrqwD5s5a5so6YObX8tR/tkYZKJY0KxaLFfvIID6fj53NWeTkFgAwMCIwGOCcD2kxS5Un42D/Xg6ZkZKRkYHf78ftduuGisPhmFC63GKxzIhBMhEGg+Gw/w8Cc2cdMHfWMlfWAXNnLXNlHTB31jJX1gEzt5adexr07bPPv5qv3vQLfvk/N/Dcv/4AQH9/D9m5UmrWbBaMOMDt1cgyT10i/2D9Xg7Zbz47O5uCggIOHDig79u3bx8LFiw4VFNSKBQKheKwwusT1NWHYzdHrz6NTFs2efnF+r7+3k5922oG92FU4TMjRorP52N0dBQhhL4dK8nm3HPP5YEHHsDhcLBjxw42bNjAGWecMRNTUigUCoVizjHihLaWsCelrELmeeQVhPubDfSH248YjRqBAIdNhc+MGCk/+tGPWLNmDe+99x7f+973WLNmDVu2bOHZZ5+NSnK99tprsdlsnH322dxyyy3ccsst1NTUzMSUFAqFQqGYcww7oKsjbKSUhoyU/Agjpa9r3HkO1+Gh4zojOSm33347t99+e8xj55xzjr5ttVr50Y9+NBNTmBP09PRQXl7O0NAQFouFnJwcdu/eTVVVFQA1NTV608D09HQWLFjA9ddfz7XXXnsop61QKBSKg8SgXdDX3QiA2WyhoFB2os+P40kBKeo2YD9oU5wWcyMbaY7y5ptvctRRR5GRkcHmzZvJz8/XDZQQP/jBD+jo6GD79u1ceOGFfPnLX+axxx47RDM+9IzV0VEoFIq5ihCCzj5Bb1cjACVlYan6SE9K/xhPSpoFBkekCNxsRxkps5g33niDNWvWAPD666/r25FkZWVRWlpKbW0tP/rRj1i0aBFPPvkkADfffDNLly5l+fLl1NbWctttt+H1evVzt23bxmmnnUZWVhbZ2dkce+yxvPvuuwA0NTVx/vnnk5eXR2ZmJitWrOCZZ57Rz921axfnnnsuNpuNkpISPvOZz9Db26sfP/XUU1m3bh3f+ta3yM/Pp7S0dJx3bc+ePZx44olYrVaWL1/Oiy++iKZp+vwB2trauOKKK8jLy6OoqIgvfelLNDY26sevvvpqLrzwQu644w7Ky8tZvHgxAL/5zW9YtGgRVquVkpISLr300in9DhQKhWK24hqFtvZeRt0OAErLw7oj0Tkp3VHnWc3g8sjzZzuHrARZEZvm5mZWrVoFhLVkfv/73+NyudA0jdzcXD71qU/pHYnHYrVadUMkKyuLBx98ECEE/f39XHvttWRlZfGtb30LgCuvvJKjjz6a3/72txiNRrZu3YrZbAbguuuuw+PxsGHDBjIzM9m1axc2mw2Ajo4OTjnlFL74xS/y85//HJfLxc0338zll1/Oyy+/rM/lD3/4A1//+tfZtGkTb775JldffTVr1qzhjDPOIBAIcOGFF1JVVcWmTZsYGRnhG9/4RtRanE4np512GieddBIbNmzAYDDwne98h3PPPZft27fr5egvvfQS2dnZvPDCCwghePfdd1m3bh0PP/wwJ5xwAv39/bz22msp/C0pFArFoWfYAU3NkUmzNfp2dk4BBoOBQCAwLifFmgb9I+Achcz0gzXbqfGBMlKO+2KAzv4EBwvw+ytkwyZtevK/pfnw7v2JOa3Ky8vZunUrw8PDHHfccbz11lvYbDaOOuoonn76aaqqqnRjIRKfz8ef/vQnduzYwVe+8hUAbr31Vr1j5Zo1a9i3bx+PPfaYbqQ0Nzdz0003sXTpUgAWLVqkX6+5uZlLLrmEI444AiCqNPy3v/0txxxzDD/5yU/0fQ8++CCVlZXs27dP92asWrWK733ve/q1f/WrX/HSSy9xxhln8Pzzz1NXV8err75KaWkpAD/+8Y+jqrseffRRDAYDDzzwAJqmEQgEuOuuuzj66KN59dVXOfPMMwEpAvjAAw/oRsvjjz9OZmYm5513HllZWVRXV3P00Ucn9P4rFArF4cKwMzppNlTZA2A0GsnNL6a/t3NcTorJqOHzi8OiDPkDZaR09kNbTzJnHPy3x2QyUVNTw1//+ldWr17NkUceycaNGykpKeHkk08eN/7mm2/m1ltvZXR0FIvFwk033aQnzv7973/nF7/4BXv37sXlcuHz+cjOztbP/frXv84111zDww8/zNq1a7nsssv0DsTr1q3jK1/5Cs8//zxr167lkksu0T08mzdv5pVXXolpLNXV1UUZKZGUlZXR3S3djnv37qWyslI3UACOP/74qPGbN2/mwIEDZGVl6fuEELjdburq6vR9RxxxRJTI3xlnnEF1dTULFizg7LPP5uyzz+aiiy6aUChQoVAoDjf6hgSDPWGNlJKymqjjefkl0kjp60IIgaZFi7cdDmXIHygjpTQ/icEC/H4fRqMJpi7Kl/R9V6xYQVNTE16vl0AggM1mw+fz4fP5sNlsVFdXR/U3uummm7j66qvJyMigrKxM/xC+9dZbfOITn+D222/XvSV//etfo7oM33777XzqU5/i6aef5tlnn+V73/sejz76KBdddBHXXHMNZ511Fk8//TTPP/88d9xxBz/72c+4/vrrCQQCnH/++dx5553j5l9WVqZvh0JHIULeECDmf5ixBAIBjj32WB555BH9dVtbGxUVFZSUhOOtmZmZUedlZWWxZcsWXn31VZ5//nn+67/+i9tvv5133nmH3NzcCe+pUCgUhwN+v6B7EAZ6Y3tSIJw86/N5GRkeIDsn/DAyGWFwRDDtB9wM84EyUhINuQDBMEkb1dXVB1WS+ZlnnsHr9XL66adz1113ceyxx/KJT3yCq6++mrPPPnvcg7+wsDCqSWOIjRs3Ul1dzXe+8x2ampqorq7Wy5UjWbx4MYsXL+bGG2/kk5/8JA899BAXXXQRAJWVlXz5y1/my1/+Mt/+9re5//77uf766znmmGP4xz/+QU1NDSbT1D5CS5cupbm5ma6uLt3geOedd6LGHHPMMTz22GMUFxeTnZ1NIBDAbDYn9DsxmUysXbuWtWvX8r3vfY/c3FxefvllLr744inNV6FQKGYTdhc4XdDXNYGRUhCtlRJppKSnyTLkRL4wHkpUdc8so7q6GpvNRldXFxdccAFVVVXs2rWLiy++mNraWqqrqxO6Tm1tLc3NzTz66KM0NTXxy1/+kieeeEI/7nK5+OpXv8qrr75KU1MTGzdu5J133mHZsmUAfO1rX+O5556joaGBLVu28PLLL+vHrrvuOvr7+/nkJz/J22+/TX19Pc8//zyf//zn8fv9Cc3vjDPOYOHChXz2s59l+/btbNy4ke9+97sA+n+YK6+8ksLCQi644AJee+01Ghoa2LRpE1/72tdobW2Ne+1///vf3HPPPWzdupWmpib++Mc/EggEWLJkSUJzUygUitnOiFPK23d1NgJgTc8kJ7cwakx+hDR+LK0Upxvcs1y1QRkps5BXX32V1atXY7Va2bRpExUVFZSXlyd1jQsuuIAbb7yRdevWcd555/HGG29w22236ceNRiN9fX1cddVVLF68mMsvv5xzzjmH73//+wD4/X6uu+46li1bxtlnn82SJUv0iqLy8nI2btyI3+/nrLPOYuXKldxwww3k5OQk7HUyGo08+eST2O12Vq9ezTXXXMOtt94KoDeczMjIYMOGDVRVVXHxxRezYsUKbr75ZlwuV1RuzVhyc3N5/PHH+ehHP8qyZcu49957+ctf/sKKFSuSeg8VCoVitmJ3gc8foLtDeshLy2vGeUQiPSljtVKsFmmgzPbkWU0IMfvVXA4BoaqYgx3uSTWH0zo2btzIiSeeyIEDB/QE3kgOp7VMxFxZB8ydtcyVdcDcWctcWQfMzFpe3x5g8442vvZpKfD5kZPO4yd3/1M//s4ewW//2k7Da1+Fvqf46k2/4JJProu6Rn274IzjNCpLEg/3HOzfywcqJ0Uxu3jiiSew2WwsWrSIAwcOcMMNN7BmzZqYBopCoVAoJH6/oG8YRvoje/bU6Nser+AnD8OgvRwW3Q99/4rZvwdmf4WPMlIUh4yRkRG+9a1v0dLSQmFhIWvXro2qPlIoFArFeEJJs0N9jfq+sgi12Zffg8FQbx5zAdiOGpeTAmA0wLBjdlf4KCNFcci46qqruOqqqw71NBQKheKwIpQ0G+rZAzInBWS1zhMbxpyQcyoDffvGXcdqkcqzs5nDO9CnUCgUCsUHjBEnBAR0to8vP97VCPtaxpyQ+9GYnhSrBRwuGPXM3tRUZaQoFAqFQnEY0TcssJigs71R3xdqLvj4WC8KQPaJ9PX1jtttMcOod3aXISsjRaFQKBSKwwS/X9A7BBlpYSMlKzsPW1YOvUOC9VvluJxMOCnUmcSURf/oPMYW85pN4PODx3fQpp80ykhRKBQKxQceIQQOl6CzT9DUKQgEZmcIxO6S2iZpJh/dXTKuE/Ki/Gsj+IP9cM87AY5fFj7Pb1uDwz4UdS3ZaBBGZ7EnRSXOKhQKheIDy7BDsL9V0NUfNABGwWKC04/VKEmm39tBYsQZDM+4WwgEFb5Ly2vw+AT/ekOOMRjgghPHeEhyTqO/rwtbVm7U9YRQnhSFQqFQKGYlbT3w7h758E9Pg8oiaQS09cxOT8qIU/6MzEcpq6hh/XswEKzUOWkVFOVqlBdAunFA7sxeQ0+wC30kmja7PSnKSFEoFArFB5aOPoEtA0ryNbIyNIxGjVwbNHaCe3T2GSq9Q7GTZh9/LTzm4pPlT03TqMxpky+M6bxfP95lYjCAaxauM4QyUhQKhULxgcQ9KugfAZs1en+OTYqhdQ0cmnnFI6Q0m54WXX6clrOcPcEm9wsr4IgF4XNqSwf17V0tGeOuaTaCfRarziojRaFQKBQfSAbtMg8lMz16v9GgYTJCU+fs8jCEkmYzrNDR1qjv95jCrUQ+soKoRoOr5oc70zf2hbsihzCbpFbKbEUZKQqFQqH4QDLkAL9fVrmMJT8L2nthcGT2GCqhpFmrBToiPCl2f6m+XTnGDllYnQuuAwD0uObhHiPcZjLKa/r9s2edkSgjRaFQKBQfSDr7BWnm2Mcy02Xzvc7+gzuniQglzWqaRlcwJyWvoITOgfAixhopefklMPgKAAITOxuij1tM4PXN3gofZaQoFAqF4gOHxyvoGxof6gmhaRqZVqhvF7PGy9ATTJr1jLrp7WkHZGPBloiincqi6HNy84pg6FX99ZYxLXxMJvDOYq0UZaQoFAqF4gNHKB/FFsdIAcjPht4h6Bk8aNOKi98v6B+W+SidHU36/tLyGt1IybOBLSM6dGU0mcgS2/TXWw9EX9esPCkKhUKhUMwuhuzSg2A2jc9HCWExa/j90NZ76D0pI06ZNJueFl1+nF+yRNdHqSyJfW5BjgGcuwDY0wxOd3g9RoNGIKA8KQqFQqFQzBq6BwRm4+TjcmzQ1HlotUQGRwTbDgicbpk029/XqR8z2pbr22PzUULIvJT1AAQCsHdsl2SUJ0WhUCgUilmB1yfoHpw41BMipJlyKEI+fr9gf4vgxc2CunZphGiaxmB/OAnFY6zSt+cVxbqKTK7FEQ75NHWOHzPqTdm0U4oyUhQKhULxgWIogXyUEEaDDAcd7FJkh0vwxvuC17YLhID5ZZBmCc5loCc8LhCO8cTzpOTnF+vhHoCmrujjRkN0CGg2oRoMKhQKheIDxZADPF6Zc5II6WnQPTizcxpLfbtgdxNUlYDVEj3PSCNlwJWnb8cN9xSURBkpjR3Rx02zWNBNeVIUCoVC8YGid0hgSiAfJUSGVTbvO1i9fAIBQUs35GSON1CAqHBPz7CUujcYoLww9vXy8kvANwAeaZ2MDfdYTLNXGl8ZKQqFQqH4wOD3Czr7ZainuXEvt998BU8/8cCE52RawTUKw86DM8eBEfkvxxbneNBI0QxGOgektVVeEFs5FyC/MKhIG/SmDNhhyB42uExGWd3j882+kI8yUhQKhULxgWHIAXanFHF76LffY/0Lf+OnP/wS61/6R9xzTEYNnx+GHQdnjn3DIfn72EbHUDDck114BG6PHBMv1ANBTwqAc7e+LzIvxRwSdJuFybPKSFEoFArFB4ZBO7i90gCo379d3/+zH36Jnq7WuOcZDNA/PPOeBiEELV0Ca1r84wMD0pOSXnisvn9CI6VgvJHSGBHyMRvB652dZcjKSFEoFArFBwK7U7CnSfbr8fv9dLTV68dGhge447+uJhAIxDw30yqTZwOBmTVU7C7oGYKcjNjHXU47nlGZQGLKPkLfP28iIyUveDAyeTbSSJnF0vjKSFEoFArFnMfrE2zeK+jog7IC6OlqxeuNfiq/987L/O1PP495foZVhokcM5xg2jsoK23i9RSKrOwhfZG+OZEnxWQ2k52TH12GHGGkGAwaQihPikKhUCgUB51AQLC9TnCgTT7MjQaNtpZwE5sVR56Apsncjgd+9V3273lv3DXSLeDyzHxeSme/rDwKzWcs0UJu1fp21QRGCgTzUry94JVGTkxBN+VJUSgUCoXi4HKgDbbXQUl+WBsl0kg567yruOKqbwLg83n50XeuZNQdLRwS8jbMpJHiHhW090J2ZvwxoXwUAGegDJChqLysia+t56U4dgIyOXfEGQ5daShPikKhUCgUB5W2HsHmPYLsDLClh70TbS379e2Kylo+//9+yKKlxwDQ3LiHN1/797hrpZmhe3DmclL6hqURlB0nHwUiPClaGnZvDiDl8ON5XkJMVuFjNEqV29mGMlIUCoVCMScJBGRjPl8ACnKiH+JtLXX6dkVlLWazhSs/f4u+r7V5P2NJT4O+IZnfMhP0DAoEYIyjdwIROSnptUj/x8T5KCHy9Qqf2MqzZpNM2p1tKCNFoVAoFHOSIYcULivMGX8sFO4xW9IoKpkHQElZOMeju7N53DmZVnC6Zybk4/MJmrsgawIvCkR4UtKX6PsqS+IMjiAs6BbhSYnISzEZZVKwELPLm6KMFIVCoVDMSQZHQqJo0fsDgQDtrdKTUl6xAINBPgqLSyr1Md0xNFPSLBqjvpkxUgbsUsMlZ4J8FIAB3ZMSruyJ1/04kvxCmb8S5UmJCPdYTLKfkc+f6IwPDspIUSgUCsWcpHdIYDSMz9fo62nXtUYqKmv1/bn5xZhMZgB6OltiXtOgwZAj9d6G3kHw+iZveqh7UjLCnpTJKnsACkJGircLi0Hq+0d5UmapVooyUhQKhUIx5/D7Be19skfPWCIre8orF+rbBoOB4lLpTenuim2kpKdBZ3/qwyJtvYL0OCqzkeg5KRFGSkUinpSCUn070yC9RD2D4HDLdZhN0kiabRU+M2KkDAwMcMMNN7BmzRouvvhi3n777Zjj2trauO666zj11FM555xzeOihh2ZiOgqFQqH4gBHq0TOZkRLpSQEoCoZ87CODuJz2cedmWmHEIRsOpgrXqGBgJL6AWyQhT4qWsRSA4lxIT5vY+wJQUFSmb5u94aThkDfFbASf7wPiSbnzzjspKiripZdeYt26ddxyyy0MDw+PG/c///M/VFRU8OKLL/LAAw/w2GOPxTVoFAqFQqFIlIGR+E36Iit35lUtijoWlZcSI+STkQaO0dTmpQw7ZNJqpnXicUIIBgd7wFSAMOYCE8vhR5KdU4DRZAIgYN+p7w/J42uahmD2eVJMqb6g0+lk/fr1/Otf/8JqtXLqqafyyCOPsGHDBs4777yosR0dHXz605/GZDJRUVHBUUcdRX19Pccff3zMa3s8HjyeaDPPZDJhsVhijp8Oof4N8fo4HC7MlXXA3FnLXFkHzJ21zJV1wNxZy3TX0TcUIM0MGuONlPYIT8q8ygVohO9RXFKhb/d0NVGzYEnUuSYjgGDEoVGcN7kHAyZfy5BdAAKzUQPih5HsIwP4fT7IXqrvqyoWaBOcE8JokFopvd1tuPvfhaD4W1Nn+HyjQTDq0QgE4q8rlZ+vUMLyRKTcSGlubsZms1FYWKjvW7RoEfX19ePGXnbZZTz33HOsWrWKzs5OduzYwTXXXBP32g899BD333//uGtcfvnlqVvAGFpaYsclDzfmyjpg7qxlrqwD5s5a5so6YO6sZarrKEqHosWxj3W3yzJcs9nMsUsEJlO43HjJ/HB5jW94G1W5S8edX5UL+KGpKbk5xVuLGThl/G3GUd8ffI7mn6vvO662n6rc8WGpWJSV5NPb3Yaj+00IVlt39bmpypUhpGTWlYrP1/z58ycdk3IjxeVykZkZXUOVmZmJ3T7+TTzyyCP5+9//zkknnYTf7+dLX/oStbW148aF+NznPseVV14ZtW8mPSktLS1UVlYmZO3NVubKOmDurGWurAPmzlrmyjpg7qxlOuvoGxK88K6gOBfMpmivgBCCxkZplJSWz6fdviDquCl7lb69p8FJ82DVuOt39AnKCuCkIxOb10Rr8fsF/3lb4PNBfvbEnpldjU2ABkWfBMBgEKyozad5MD+heWTlVQM7EO5WMtICOEcN7Gm16mts7RHUVsDqZfHXdbA/Xyk3UtLT03E4ooN1DoeD9PTojCC/388NN9zAVVddxaWXXkp3dzdf+9rXWLBgAWvXro15bYvFMiMGyUQYDIbD+j96iLmyDpg7a5kr64C5s5a5sg6YO2uZyjqGHALXqMBkGh8I6evtwO2WJbjllbWIMamZRaURgm5dreOOA5hMgiGHzOOYTI4+klhrGXIIhp2C/CwQMUJTkfQP9EL2GrDKOR63RCM3K5Fgj0TXSgFKc53Ud9no6tdwjsrkW6NBMOKKDsMMjAgsJshMj57bwfp8pfwOVVVV2O12ent79X379+9nwYJoa3V4eJienh4uvfRSTCYT5eXlnHrqqWzevDnVU1IoFArFB4iufoE5zlfw6MqeheOOT5Y4C1L4bNSTmkqYYQe4R8cLzsViaKAHij+lv157bHL3iixDzs8Y0Lf1Ch+TVNQNlVcPjAg27hC09iR3n1SSciMlIyODk08+mfvuuw+328369eupq6vj5JNPjhqXl5dHSUkJTz75JIFAgK6uLtavX8/CheM/NAqFQqFQJILHK+gaiF16DBOXHwNkZedhtUpt+nhaKWlmWQXjSoGRMjAiMGiTNwgE5Jf/wksBMBv9nLhqkhPGEFmGnGkIN+5pDurDmUxyXR4vON2Ct3cJmjrhUCrlz4iv5pZbbqGrq4vTTz+du+++mzvuuIPs7GyeffbZqCTXO++8k2eeeYbTTjuNq666iuOPP56LLrpoJqakUCgUig8Ag3bZKM8WpwdOZPnxWCPF7xe88h7Yaj4LSNXZWKJt5qCEvHuaWilCCDr7IX2S0uMQ+zoLwVwAwJE1gwnpo0QSGe4xesPJwj2D8qfFBF6vLId+d4/0oKQd3AyLcaQ8JwWkl+See+4Zt/+cc87hnHPO0V+vWLGCBx98cCamoFAoFIoPIIN2Ke9uMcV+gLe1hoXM5lWGNVL2twp++ijsawGKfgVdTbgHnmFkeIDsnOjEVINBQyCm7UkJNSucTB8lRP3QEfr2aUcl32QnMtzjtTfq271D8qfJKN+79+sF+1tld+W2Xg4ph39WlUKhUCgUQTr7ZaJnPEIaKQajkZKyatwewb1PCb78s6CBEqLieiB+yAekWNx0GHaAcxQyEjBSnG5Br/8Y+cLby0nH2JK+X0GEJ2V0OBz26h2UP01G2WCwrh1KCybvI3QwUEaKQqFQKOYEox5BzwBkxQn1CCH0nJTSshq6hkx84b/hsZdhnDZZ3plgnR+30aDJCMPTbDQ47AS/H4yGyY2B17aD0KQ1Yxx4gizbJO2SY5BXUKJv2/t2E0qDCXlSNE3DYoL8LMi0HnoDBZSRolAoFIoU0DsocI8ewgxLpBT+iCt+0uzgQA9Oxwgg81Huewra++QxsxE+fy5cfU7ECaXXxPWkWMwwlJiGWly6BwQWc2JjX4wofM3xvjCl+1ksaXroqr+3lbyg6mzISAGYV6yRY5sdBgooI0WhUCgU06SrX7B+q2BX46E3UvwBMBnj5KNEdj+et5BtwfQUWzo8cDN85iyN808AgxZ0q5R8jo6O9pjXSjPLBFOfb2pr9voEPYOJ5aP0Dwu27A3ex91AUXrzxCcE8fkF3jHzCyXP9vd1UpgTur5MGp6NKCNFoVAoFFNm2CF4e7egbxj2t8HgyKF72LX1CtInqEaJNFKyio/RmwSumA9VJdKwyc/WOLY26CKxlLC7LXYHP4s5WOEzxbyUYYdMnE3ESHnlPQiIoOHV/Rfy8hLrKtjSDc1dRFUohfJSPKNu8jK9AAQE9I8kN/+DhTJSFAqFQjEl3KOCd3YLugegtkKW/h5oOzRGisMl6B+On48C0UaK13qUvr1sjPL9RSeHYzD1jo/EvNZ0tVKGHTDqg7QYXZrH8tauiBc9j5GbXzTpOYGAQAjItUHfcHh/ZBlypjkcr4oM+cwmlJGiUCgUiqTx+wVbDwgaOqCqRJblFubAgTYZnjjY9A/L8MtEnom25rCRMuAJy98vq4ke96GV6Wijspmf3XgsbT3j12Myanh9U9NK8fkErT1SxG0yPD7BjlDV9GgbON8nL39yT4o9mJtTUwaDI+APyDXkRyTPphnCqrOhCp/ZhjJSFAqFQpEUQgh2Nwl2NUJFUbiJX06mhsMNB1oPvpHSNyw9B4YJnvwhT4rBYKBlIFffv3SMJ8Vg0MgbfUp//c+Nsdejacl7UoQQ7GwU7GuBsoLJx+9qhFFv8MXgywDk5k3uSRlxQmEOLK/RKMoLC7ZFliEb/d36tvKkKBQKhWJOMOyA9xsgP5txqqfFuVDXJjsRHywCAUF77+T5Hd2dMuE0v6iaA23y8VdRCNmZ4w2b+VlbICAtkP9sEnhiJMhqSP2SZGjsgG0HoCgXrAmEerbsi3ihGymTe1LcXqgo0khP01hRo+FwyUTaSGl8Rlv1TWWkKBQKhWJOMGiXSZ85MaQ6sjI0XB6p4BpLUn4mGHbIOWVPIB3i83oZ6JeeA1vpyXh9cv+y6tjjK0qzoO8JeX2ngde3jx9jsSRXhtw7JHh3jyDNHNswikW0kfISALmThHs8XoHZKI1IkOG48kLoGhijOuto0Ld7lJGiUCgUirnAwIhAI35TvOJcqVp6sL6dD4zIsMtEnYT7+zr1bWNuOBl2bD5KiKKSSuj4P/31hm3jx1hMMOQgYWNsy16BcxRK8hMzUJxuwZ4muZ1p7ARPGzB5uGfYCTk2yAuK0lrMGsuqNTxeyMoNGymjQ+NVZ2cbykhRKBQKRcIk0hTPlqHh8UBD+8HxpPQMCkyGiTsJ9/aE9U48aeH2wfE8KcUllTD0GgRkQkhL9/gxaWaZLzI6SV5KyIjp7Id5iVUPA7CtTuq+AGQHtur7J0ucHXFCeQGYIvoXVRZDVTH4jOFwz2BfvW7YqXCPQqFQKA57HC7pPbBNkv+RlQkd/TMvEubzCTr646vMhuiLMFKGA7L7sdkICytijy8urQT84JalNW09MvclkkS1Upxu+bMoNzEJ/BDvRYR6TM6N+nbOBJ4UIQSBABTnRd/HaNRYUqVhTssiLU2+WQO9HRTlyuN9ykhRKBQKxeHOkAOcrsmb4tnSwe6UoYeZZNAuc1Im0keBCE+KKZehUVlWs3Be/G7JRSWVcsMlQyKj3vHeBotJGimuScqQHUEjJT1t4nFj2bJf/tQ08Pc+D0CmLQeLJf6FHC7ITA/no0SSlwW2dI28AulN6evt0FVnnaPJJwEfDJSRolAoFIqE6ekf5aF7vsTPf3wtHk/8p7PVouH2So2OmWRgRIqqTdaxV/ek2I7T98UL9QAUlcyTG66wO2NsyMdg0AiIyT0p9qChlowXZdAuqJMpKNRWwFCvtFgSyUcpyI7tWcqwyv05edJIsY8Mkp/l14/PxpCPMlIUCoVCkTB///s/eO353/H0Ew/wz7/fO+FYowH6Z1gmv6NPYDFNPq6vt0NuZB2v75vISLFY0mTXYNd+fV9bz/hxiWilDDmTfw/eC9+Wo2r9OOzSgpisssftgXlFWsz8HE3TKMmHrLxw8myk6mxIS2U2oYwUhUKhUCSEe1Swb3/46fnqC3+bcHymFTr6xudypHI+PYOTh3oA+npCRsqH9H1j5fDHUlxSGe1JiWGkmIww4oi/PiHElPI9IkuPF5UO6tsTJc16fQKjIXaoJ0SuTSM7osLHovXr28qTolAoFIrDliEHdHa06K93bnuD7s6WuONt6TJfJNTIL9UM2mHEBVmTJM1CRLgne7X8kSHVcidCGilho6w1RoWPxSzfl3i4PTAyhfWHjBSTEcpsbfr+nNzCuOeMOKXBlpcV/7pZGZBfEK7wMc1y1VllpCgUCoUiIYYc0N8TbZSsf/HvccdbLfIhPdFDfDrYXRAIyMqVyejtbYe0ajDL3jVLqycuWQYoKp0HnnbwywW0xvCkpJnlPHwxFGlDc3R7Yx6KS2e/VNAFWF4DLnuXfmwiT8qIUxpeE+XnZGdAUXHYkyJmueqsMlIUCoVCkRDdA4LBvraofRMZKZqmoWkz13BwyCEwJPAU83hGGR7siw71TJCPEqK4pBIQujelo09Ky0diCXZDjpc8O+JEV7dNlMhQzzGLYbA/7O2Il5PiDwj8ASjOndjwsqZpVJRHqM7aw6qzs1HQTRkpCoVCoZgUr0/QPQD9vdGelJ3b36SroznueRlp8uE+ExL5fUNgNU8+rj9G0uzYpoKxCJchSyPFH4DOvugxaZNopQwnYEitf+kf/OS2z9JUv5tAQPDy5vCxYxbDwEDYSInnSekbgoIcKE2gaWHt/HC4xzm4X+/GrDwpCoVCoTgsGbJDT98QLuf4muL1L8X3ptgyZE7KSIr1UjxewYgzMe0RXSMlwcqeEFLQjQmTZ01GDZ8/vlZK9wCkT2BIjbpd3Pm9z/HC0w/zra+ezT1/c7M5eLtcm5znQF843JOTOz6Rxu8XjLhgWbU2ruFjLObXlOvbg30deg6LMlIUCoVCcVgy5ICuiKTZZSvDoZP1L8Q3UtItskQ3mUZ8iWB3Se/FRP16QvT1tIMhE7Jk0uy8IsixTf4wLx4j6Aaxk2chdhnyqEcw7ATrBMJ3fb0duJzyzek2XMBTb8jBBgPcciV0dzTw9BMP6ONLy8ZbVz2DUJIH1SUTrydETWUhBoNRv39I0K1/eOYVgpNFGSkKhUKhmJS+IcFQfzjJ8tgPnc6C2iMA2LXjrbghH4NBAyGbEqYSh0uqwFoSCPf09rRDzslgkBbNMYsTu0dBYRkGgyHKkxIreVbTYqu1jjilJP5E3h698WHBBbDgf/X9N14GR8538V/fvISR4QEATvroxVRU1Uad7/MLHG7pRUmzJCYWl5tlJCdPho36ezsozJX7AwL6Z1h8L1mUkaJQKBSKCQkEZFNB+2DYk1JUUsmpZ16mv54o5JM+A3kpdpf8OVmFDgQ9Kbmn66+PXZLYPYwmEwVF5ZMaKRZzbE+R3QVeP5gnqD7q7+2UYaglfwJNPpJNHT/lmKoGfv6Tr1C3T7ZfrqxezM23Pzju/K4BKCuAqgS9KHK+GoVFMi9lYKCb/Kzw72W2hXyUkaJQKBSKCRl2yAfuyEDYk1JcWskpa8NGyqvPxxd2s6XDoEN6P1LFwIjAZExsbG9PB+RJI0XTBEcvSvw+xSWV4OsHr8yYjRXuybTK3JORMcqyww4x6UO2t7cLlv4FjEFFuu4/4ztwM9d//kReePphAKzpmfzgZ4+TaYtWafP6BB6v9KKY4/QgikdZmazwCfj92NLCNeKzrcJHGSkKhUKhmJDmLoFrNLqyp6h4HlU1S1iwaBUAu9/fRGd7U8zzM6yyKWGq9FKEEPSPJN6wr7PHBZlynosqAmRlJP5AH1vh0z0Ibk+0MZKTKdfW1Bm9v2cQ0ibJmWnq8IK1BoDynH7KHD8Ggh6WIDff/iA1C5aPO7erHyoKoXJipfyYhIwUgLRZrDqrjBSFQqFQxMXuFOxrlSqmvd1hjZRQ5ctpZ0SEfF6M7U0xGDQEqctLcbplZ+H0BJJmAdrtNfr26mUJul+CFJVUyI0I5dmQ0FoITdPIy4J9LeHcFI9XMOSYvFt0c29YLnf1klFu/dGDGIzhOV7xmW9wasR7HMLrE3j9sLRaw5SkFwVgXkW4DNnoC1cPKSNFoVAoFIcN9e2CwRFppHR3SU+KNT0TW1YuACevvVQfu+Xtl+Nex2qBzv64h5PC4Qb3KFgT9KQMcaS+nWg+SohwhU/8bsgg35+BEWgOPu/trmDS7CSGVM9Inr69bL6V5as+zFe/8b8YDAZOPv0Svnj9HTHPG3bIEuWyBHRRYlFTFS5D9jvDHrCeWWakJNA7UqFQKBQfREacgr0t4YZ1PcE+PUUl8/SE1crqxWTacnDYh2hq2B33Wulp8sHq9Ymk8yfGYndJYTVTAnL4TqcDn+0kADThZsX8SVwbYygqjQ73QOzkWYNBIytDsLdFML9MVvZ4fAQrbuJ7kAa9FRCsUFq1SL7RF33iq1x4xXVyznESg4edsHI+U34vFy6cr2/b+3bp2yonRaFQKBSHBfXtgiG79BKMDA/gdktFNt27gHyIVs9fBkBXR5Ou+TEWqwVGPdK7MF3sTkGij+ade3shTc43z7gXS5IP9aLieXJjkkaDIBVfewelp2VsEm08XNoCADRfP6WF4TCPbCkQe66BgEAIKMmfurG3cOFCfbunfbeuN6PCPQqFQqGY9Yw4BfuCXhRN0+jpClf2FJXMixpbvWCZvt3cuDfm9dLMstFeKoyUvuHJE1JDbNoVVlmblx1fvj8exQl6UgCMBo0MK+xrkS0EJptj37AgYJJZr2n+AwmVU4P0JNnSoSB78rHxqKmp0e/X0VZHUa7cr4wUhUKhUMx66tsFww50yfRQPgpEe1IA3ZMC0FS/i1gYDBqBADjjyMcnis8nGBhJTGkWYEdTOLyzpHww6fvl5ZdgNJkg4MDoly6UeEYKQFGuzL0ZtE+ej7LzQNjrlGNqnWBkNMMOqTCbmT51T4rFYqFinvw9trfW66qzrlFwxBCmO1QoI0WhUCgUUQw7BPuaw14UgJ6uSCG3sZ6UcHlsU0NsIwXAoIHDNb0HoMMt5fATKT/2+wWNvcFeN55uFlclIE87BqPRSGFRqMJHJs8O2uOHc0xGjTSzlJifrLJnZ124oVGhLfGs4lEvlBdOL68HYOECGfKxjwyQkxH2OM2mvBRlpCgUCoVCRwjBvhZZPptrC++PDPeM9aTURBkpe+Je22KWFTDTwe6SuS1pCdgbe5rB4w9aM4MvU1hcPvEJcQgZZf6RsAE2kTelJB9ybGCdRKb+QGvY0JmXn5iIjGtUYE2T+S/TpbZ2gb49W7VSlJGiUCgUCp22HtjVCKUF0ZUl3ZE5KaXRRkpxaRVWq1RMjRfuAZmjMeiQiZ9TxeGWPWYMhsk9CZv3RbwYfInCoqkZKcUlieelgPSmFOVOPr+W3qABFfBQU5qYZ2TYAXm2aANyqkQmz2qeDn07VIb8k9s+y713fpL7fv2TlLY0SAZlpCgUCoUCkEJkWw8IjAawjcl3CJUfw3hPisFgoLJmKQDtrXV4PLETT6xmGapxTSMvZTAJOfzNkTm8gy9SUFgWd+xE6OGtBCp8EsXjFfTag5mvzt0UFScmG+twS4XZRIy0yYg0UryOBn27d1B61N5Y/xRvb/grj/35/xJO6k01ykhRKBSKQ0TfkGBHXeBQTwOQD6X36wWdfdKLMpZQ4mxGZta4HjIQTp4NBAK0Nu0bdxykJ2XUM/XkWSEEvUOJJc2OOAU7Q89d5z4yzYOkZ0zN/RCu8Jm40WAyNHSC3tnHsY38gtKJT0B2PDYYoDAnNQZDpJHiGgxbdF0D0NXRjMM+DMCSpatScr+poIwUhUKhOAQIIdjVKNjTlLimxkzS2i1zOEoLZCltJEIIerpluKdojBclRGQZcmOckI/ZpOH1Tb0MedQTlMNPIGn2kRek4BsAA89RUDi1UA9EaKW469GQF42lOpsMdW0RLxzbyCuYvI3xsAOyM1KTjwKwYEE4J2Wk8x1Cv/YX3oG3NtfrxxYvWZmaG04BZaQoFArFIaB7AJo6ZWO6Q11NoYd5jOPDPADDg314RqVlMTbUEyIyebZ5AuVZTZu6kWJ3yXDRZHL4nf2CxzcEXwTc0PZzCqaYjwIRnhThJdMode8bO6RnY6pEGSn2xDwpw06YVwQWc2o8KXl5eeTkSFn+7tb3OH+N3D/qhYdfXwaadFktVp4UhUKh+OAghGB/q2wQZzFDW++h9aTsbZbiY2X5sY9HaaSUzht3vKVb0DZ6PGiy5KZxAiPFZIQhx9TW2zcMHi+Tqsb+7t/g9QVftN0Do81TTpqFaO9Rmk+GRbx+aOyMd8bkHIgwUoyju8jKzos/GJls7PdPT2U2FtU1MuTT3dXCNR/zUh20lfrdJVDzEwAWLz0ipfdMBmWkKBQKxUGme0B+Ey/Jg5xM6OgLd8892AQCgrZeyM6Mn4wZaaTooY8gXf2Cr/wM7n22DG3pH4GJPSkhDZFk8fkEdW2CzPSJx+1tFry4WW5npHmg5b8BKCiaWtIsQG5eEWaz9CqIkS36/gOJ669FIYSgrj34YrSVglzLpImpDjfYMqanMhuLmvkL9DkN9DRy21VgDnX1m3cjhsJzqZm/OLU3TQJlpCgUCsVBJNKLkmHVyMqQzegOlTaF3QV2J2ROIDwWLYkf9ioIIfjfv8kHKIAovBzyz6elcS9+n2/sZQCZ9OochVFPckZZ1wB0D4abHcZCCMG9T4Vfr6nZDn75xk4n3GMwGCgsloJurp7X9P37pmikdA2AwxV8kWCoZ8QpDRRbRmo9KQsXhvNS2lvrWFihcc3HIn53ix9i2HnoehErI0WhUCgOIj2DMhelOOjdNxg0DAbo6Ds0npRhhzQaJqqY6YkK94SNlFfeg01jc2Rrf4VPWGlrrYt5ralW+DR1yvdnolDPWzth6wG5XVEIVdb1+rFEwz1CCOwxEplDxpmrO2ykTNWTcmBM0mwiRorbkxqV2bHURlT4tLfKZNmjy3dC/7MABIyFfOd+5pZOysDAADfccANr1qzh4osv5u2334479p///CcXXXQRJ554IpdeeilNTU0zMSWFQqE45AghONAq8Hgh0xp+4ORkShE19+jBfxAM2uU9J9Ld6O4crzY77BD86h/hMeWFwY20eVDz47ghnzSzTMxMJnl2yC5o7p441OH3C+77Z/j1F8+Hwb7wvBP1pHT2Q3sf2MfI9+sJw74BCrK8gDQ2piJMl2xljz8g0LTUCLiNZdGiaE8KQMOBHbDvc+CRSTfb6qC+PebpM86MGCl33nknRUVFvPTSS6xbt45bbrmF4eHxQcgNGzbwpz/9iZ/+9Ke89tpr/OIXvyA3N3cmpqRQKBSHnJ5BaOiA4jEJqtkZwSqfQxDy6R6YXHekO0bfnt8+BQPB/ngnrYKf/T8wG4NhgrKvsGlH7MVomoYgOSOlrUfgCHb+jcfG96FJFt6wYj6cfCT09oZVVBPxpAzZZXJqeUFEOCZIUUmFvl2aMwBIUbr23sTXEWKskZJfOLEnxeECm3VmjJTFi8Z7Uur3bwdvD+z7PJV5fTz1Y1hYcWjE3FIeaHI6naxfv55//etfWK1WTj31VB555BE2bNjAeeedFzX2gQce4Otf/7ouKDNv3vis8Ug8Hg8ejydqn8lkwmJJsB1mEgQCgaifhytzZR0wd9YyV9YBc2ctB2sdzZ0BfH6wWTUg/A3cZASjQdA1AOWF0/vumMxaRj2CQbsgKx004j+EeoMaKbasXDIyMtiyL8B/NsnxmVbBDZdCYQ5c8pFuHn29HDQDrzR8lHW+AJYYTxmzUWB3QSAQf62h+Y96/DR0aORkgkGLft8ieeldILiGz54lMGjQ1xO2BgoKS3SNk1h4vLK78jGLpez+9gPR70lxRFPFPHMrIBVi97cKKosn9qaE7qsRQIhQLosGfge46igomHhuLregMA+sFsO0WgrEory8HLPZgtfroaNN6sDUH9ghDw48x42XOinJyx/3uUrF/xWDYfLPesqNlObmZmw2G4WFhfq+RYsWUV9fHzXO7/ezd+9eDhw4wA9+8ANMJhPnn38+11xzTdws54ceeoj7778/at9ll13G5Zdfnupl6LS0tEw+6DBgrqwD5s5a5so6YO6sZabXUWCFk5fGPlaVK3+mKuKd6FqOrpr4eCAQ0I2UivISijNauPtvZYAsN77lin6OqZYulVs/Pcqjz74LWcfhCMzjmdcHWXfheI9KMmvt7Ghl+SSFOcMOjbd2y3BMYY6fC49vlaXOffI9yM3NZVHJ5OprtUXh7ZPG/J5WLAxnFucb3gOOAaCrd5iq3MFJrw1QmdvK+40WuvqDCxrZBARYXGWkKrc57nmp/myMZd68ChoaGuhsq6Myp4mmuq2AfN8uWONHE83j7p2K/yvz58+fdEzKjRSXy0VmZmbUvszMTOx2e9S+/v5+/H4/77zzDo899hgOh4N169ZRUlLCxz/+8ZjX/tznPseVV14ZtW8mPSktLS1UVlYmZO3NVubKOmDurGWurAPmzloOxjp6hwQvvCMoyZPKq2PxBQQdffDRozVKC6buWk9mLfVtgtffF8yfoLldf1+X7sHOK1rAn9ZX0tQtxx+xQLDmqHyaB8Pxq+KRC+m2/QM0E//3TA7nn5yDccw0BkZkjsW5H9YwGmPfO7SOtqEKmroNzCuKP8dn3gKPVx4/5SgD7SNVCCHo7JKGSV7hPJoH41tjrT2CgmxYc4RGZrrG0Ijg+XcEuVnhTsaa7Wh9vL0/LCG/pS6b5sGJ64I1AlTmttIyOI8/vRrxZvT8Va41fWXc+fkDgtYeOP1YjbJpfC4moqJqCQ0NDbhcLtZvHqG7W75v1QtX8fq+Ko5fqrG4St77YP+fT7mRkp6ejsMR3XLa4XCQnh4dTExLk5KBn/3sZ8nKyiIrK4vLLruMjRs3xjVSLBbLjBgkE2EwGA7rP74h5so6YO6sZa6sA+bOWmZyHQMjArdHYDJpMQMWRoMMOXQPQnnR9OeQyFr6RgJoaIgJQj3dXeGQSWHxPHbUh8d+9mwNzRC9ntp5Brq7n4LCS3COajR3M67Dr9ksGHGA26uRNYl6anuvgRybIeYc6/Ztp6CojBc3hz33px8r19PR3oA32OiwoLA83CcnAiEEnf1gMmkcs0QjK1PeIydLkJkhGHZCWtBIKSwJGxHDPe+TmwuDdtjfqhEQJNSAzx8w8PKWoNGDD9ErM4/zCmLPD2QCb7oF8rK0lDQVjEXN/IW8HiyE2vjqv/T9Cxatwh8wgDb+3gfr/3zK71BVVYXdbqe3N5xNtH///qgeAQDZ2dkUFRVF7TtUJU4KhUIx07T1iEkTVLMyZE8Yn2/m/xYGAoKufiYVR4vUSCkurWRX0O1v0GB5zfjxNQuWwchm/fX+GFEBqxncCVb4OD2xpfqf+/cfueYTR3HFhR9myz75fpUXwtIqaG3ezze+vFYfWzV/ybjzfX5BYwdYTPCRFRrFeeF7GAwaJXlh/ReAnNxCLGky5NPb3UptMEVl0J54wvP2+vDYLP874OsHmLC6x+6CvGypqTNT1NSEn8+vvxoWmllQe+iUZkOk3EjJyMjg5JNP5r777sPtdrN+/Xrq6uo4+eSTx40977zz+OMf/4jD4aCnp4d//OMfnHjiiamekkKhUBxSHC5B35A0QiYiJ1M+9AbtE49LBSNO+QCcSMQNoit7cgrn0xAsRa0pg/S08Q/O6vnLwf6e/jqW4JnRqOEPTGykDAxLwyMvK/bxN197GgBP1scJJcyuWe5g3+4tXP+5E+loky2QS8qqueIz34w61+mWBsq8YjjtGI2qkvHrKMjRwg0KkZ6SkNpuT1cLi8LFPuyfQC8lEAjw0G9vZ926dTzzRnjB5sHHAUjPsJGenhnvdNweqJgBfZRIIrsh7931rr49J40UgFtuuYWuri5OP/107r77bu644w6ys7N59tlno5Jcv/SlL1FYWMi5557LVVddxUc/+tFxFUAKhUJxuNM/DHb3xCW0IBvHeX2yHHmmGXIEm/VNVn7cGTZS3MalhIpLllXHHl+9YBk4wkZKvAe4RnxBt0BAsLtJ3ijXFvsB3REsl6X4U/q+/zxwFjd+6TQGB3oA+ZD91e83RgnQDdllFdURC+GkVRr52bGvn5MJaaZoZdyQVorDPkxlYbhGeSIj5V//uI8/3P8j/v30c7yyxQ/I99zd9ijAhEJufv/M6aNEEinoFsn82kPX/TjEjGjd5uXlcc8994zbf84553DOOefor81mM7feeiu33nrrTExDoVAoZgV9wwLExIJpIYwG6BsSM65LMWSXWR6T5VJ0doTLOgY8YcsknpFSVbNUamyMtkBaJQdapdExdu1mk8zTIUauSWsPNHZBxQT5qB1t9ZC+GLKOkztGNjPS9aZ+/IijTuQnd/8TW1Zu1Hl9w3BULRy1aOIcj5xM2SvH7pIquQCFkWXIaW1ALRBfeba3p537f/nt4Aln4hXS2vjwcj+vviRdUhMZKQ53UB8ljjcpVdTWjq+yKZ+3gPQMGwwd2jSMwz/TTaFQKGYxfr+szrBNEuoJkZkuVU/9/pl9OHT2gzUtgXHBsInBYKB1INypN1Y+CsjwRUlplR7ycbiho3/8OKtFhrXG5iKOegTv1wtMEzydRoYHGBkegKJP6vtqsrfr2yec8nH+5zfPjTNQQuQmkIRqMo3PS4nUSsFVR0bw/YvnSfnlXTfgsAeFTIs+oe8/bmH4DZlIyG3EJXsVxQqrpZLc7AzyCqLrvBcsWjWj90yUQ9c1SKFQKA5jXKOCpk5YUjWxN2LIAUP2iRvjRZJphYERmTMyU9+gXaOCQfvk+SgAne2NABQWV7CnWVoOGWlQNYGSe2XNUrra34MCWam5v0X20okkzQwut+wdlBMRzjjQJkux50+gjRLKN6FYGimaBnd+73PU7yzFYR/i1LWXYTSNf7yF5OUzEjDOAApzNHY1RYR7IsJGfT2tLKyAHfWyYeCQQ5CTGf4cvP7qU2x4SVbvZOaU4yi4QM7VP0hlVoM+Ln+CpNmZ6tczFosZSisWMtAXVuidDaEeUJ4UhUKhmBK9g1JtdGiSJNf+YfmwSfTbsNUix89kXsqwQ3oIJjNSXE47Q4OyUjO/fLVembKkCowTeCLmVdVGJc/G8jRkWmHYCS+8K9i6P0DfkGBwRLCrQSbLTnT9jrZ6sK2G9EWADN8U52l8+MRzOf3sT8Y0UAA8XllZlJ6gkZJjA7MRvMFqq8gO0N2dLXqFD0SHfJyOEe6583r99ZmfeRSMMjlWdP+N9S/+WT8WL9zj90vV3JnORwEZhiyfFx3yWThLPCnKSFEoFIc9jR2C5q6DGzu3u6CrH/pHJh7X0ScwJ+Gz1jQNTQvla8wMQw7wB4grpBYi5EUBSCs6Rd+Ol48SoqJqEdi36K9jGSlGo8b8MlnKvHkfPPe24M2dgmFX/IqeEO2t9VB0qf769GMnHh9i1CvzSzIS8CCBNBBs6fJ3DeG+RSCrniIrfCI7G//uN7fqpdurP3IWXb4Twgd7/sK//vF/+su8OOEe+0HKRwlRVR2dPDt/FlT2gDJSFArFYU4gINjTLGjtPrhGSt+w7D/T0Rv/vu5RQfcAZMevMI1JRppsXDdT2lG9gwKzcfJxkUaKzxpWXI2XjxJiXtUi8LSBRyqX7m+NvRaDQVbXLCzXyLFJDZHygsmTeTva6iH7JP31iQk+T90eaXTEUvyNhcWsUZATbjZYHOFJ6elqZVH4JfuCRVD7dm/hiUd/BUCaNZ2r193H23vkMc3bAUOv6SJzEN+TMmSHwtyZz0cJEallZkmzUlFZe1DuOxnKSFEoFIc1/cMy9BIrCXOmCAQEfcMyGbazXxojMec2IpMfsyYpPR5LZroMhYztxDtVhBCMOKUht7MhQHtfcvkoAEOB8DftyTwp86pkGAbHViAxwbNMq0ZlsZbQQ7mtrQ1ssnfOvEIfOXHKlMfi8SYfPinJ0xj1yu2s7DysQU2TjrYGakrRjb2QJ+Xl//xF/xxe9cXv8af1lfj8cn5Liw7AmEaCsYyU/mGBxQTLqg9e5+GFC8K/35oFKzAaE7BiDwLKSFEoFIc13QOCoWCOxahn8vGpwOGWSZ8ledKYiBfy6R8WBBIIq4wlIw1co6nLS9m4Q/D0m4IX3hVs2pX4w7qjPZTgaaR7RCqEl+QTV1skRGlZDQajMSrksy+FvRubemxgkA0Oj1iYeCzN54fszOR+FzmZYDCENEs0Kqulem1newMB3yg1wQTflm6oaxM0NezRzzWWX8ObO+V2Qbafr326cpyXaGx1Tyip+chaptXDKVmWLV+BNV3Glo467pRJRh88lJGiUCgOWwIBQWOnVHL1eOOLg6UauxNcHumNEAJ6Bsd7Urw+QXNXOP/hiUd/xSfPW8AzTz446fUNBg0hYNA+fc+Qe1T2pzEaoLoEFpRrlBfGb+wXSWd7UCMlcyUev/xmvXwSLwqAyWymrHx+VPJsPC2RZPH7fPR7w0meKxdMMDgGiSbNhsjNCualBEuRaxYsB4KN9pr2cVxQcV8IuOm3UN8q3V+WnOX84aVwyfYdn+tjyaJqjj/h7Kjr5+UV69v+gKC9V0r7L648eAYKQEFeNt/40XN89aZfcNUX/+ug3nsilJGiUChmPYFAnHDKsPxXlAseX2K9YFKB3QWBoDhbplWKj42dY2u3DAUV5sgH2v2/+g6d7Y38/Cdfpn7/jknvYbVAZ9/05+pwS69Mji0xMblIQuEeLefD+r7JQj0h5o1Jno0ljz8VerpbEbbwfFaO1yGLic8vMBkTT5oNkZ6mkZcVDr1VL1imH2tq2MVnzgrn6AyMQHfRA5BWhXHZH3AFjeZzPyRYe4y8wPmXXqufn51bgMls1l+3dsv+Q0ctSsyITCUWM9Qu+xAXXnE9mbYE6+UPAspIUSgUsxa/X7CnKcCL7wrszvGGSveAYNQrHyRCHDxPyqBdYAz+9czOhMGR6H47Pp9M5k2zgMmo0dfTjsspB/h9Pn76wy/h9/snvEdmugwjxct3SRS7S3qZLAkmi0bSGQz3WItO0/ctq0ns3IqqWnA3gE8mo0wkHZ8MbS31kP0RACwGB5XFk5wQxO0JVvYk6UkBKM2X5wNUz48wUup3k56m8d/XwoKQrou1Go7Zisssc2ZK8uG6i8PX+vCacymfJ90/C2vDZb49g4L0NDhuqTajzQTjYTHL/Bqf76DfekKUkaJQKGYldqcsSX1zJzR2wK5GEZUYGwr1hLr4ahoxDZlUI4SgZxDSg1Lp6Wkabg/0RSSGtvZIL0pxbvB18/6oa+x+fxP//Pu9E94n0yq9INNtNmh3yfcm6fNGhqSqKyBsqwEwGYkqu52IeZWLAKGHfHoGUxO+2nWgD8xSGa4ip2fSSqAQox4pIJdsuAcgL0tDQ37mqoPhHoCmht0AZGVo/M//g/yMYHKSKQeQ7/stV0YnKRtNJu6452mu+eqP+dbt4dDfsANWLdQoyj34BgrIbtAmE3gntp0POspIUSgUs47WbsEr7wn2NkNZgXSB72uJDn/0D8s+LKEEUKtFuttnGrdHuv4jH3YWM7T3yQew3y/Y1yJLfEOlrmONFIAHfvUderrbxu0PYTJq+P3TT57tGxakmScfN5auUM8eYzZuQxUAC8shzZLYQ7QiVOEziahbsuxsDD+2llQmnik96g0lwSZvBORkQka6DCeWVyzAbJYWashIAZlMfPq838ueRUEuPQWOqh1/v6qaJVz5+W9TWi5jZ36/wGicXB9mJtE9KcpIUSgUitgIIdjdGGD9VsGwQ0qjWy0atgyNAPB+g9DVP7sGhFQQDT4008yy0sbnm1lvit0lk2YjjZTsTOjuB6db0NYLbb1QnB8+3hZhpIS+iTsdI/zyznUT3stiliGtqeL3CwZGJu90HAu9sidrNaFHRaKhHogoQ440UlJQ4dPcF05GPXZZgg2RkEbKVNVbM9MhN1P+7o0mE/OqFwPQ2rQPn9erj+tvfxt2nAkDL/KRpYNcc15i13d75e8okbLwmcJs0jCbwKvCPQqFQjEeIQS7GgVv75EGQEVRdBO4snxo7pJlnoGA7JuTGaE/YrVIl75rhsuQ7U7pEo8UBAtVf/QMwt5mmaAZmQPS2nJA3/7ujx4mL18mUrz2yhO89vITce+VaZXX9E7R8HKOylLpqYQ4dI2UvHA1SiKVPSFKSqswmczgCBspqUie7fMEM2UDXj581AQNhMYgBNjSpxZK0TSNsgL0RNjq+dLQ9Pm8tLfW6eOaG/aAax+GXedw+xcysJgTD0VZLVP7PaWSjDTlSVEoFIpxBAKCHXWCd/ZI13osHQ6zSaqSvt8ADR3RoR6QSZFu78xX+Iw4xbg/nEaDBgLq2wXtfeFclBChcI/ZbGHBolV89aZf6MfuuWsdXm9sy8qWLvNSJusPFI9QqfRUPCld7Y2QvhjKvwrIfJSjFiV+vtFkonzeQnDuBb8TmH64Z8gh8Bhr5Hw8O7FlJLYwIYKNBafhqcjL0hDBa1XPX6rvD4V8AoEALY1SI6V83kIslsQtDpdHfu4PdkXPWGzpypOiUCgUUQQCgh31gs37ZEw+dwL10IJsmaNR3x4d6gFpKAQCM2+k9AxKg2gstgzoHpTJkpF5G4FAQP+2XT5vIUajkdPOvIJjP7QWgN7uNur2bYt5L4tZw+Odeq6N3SU9CFPJw2hva4SF94BBLvaKj5J0UqcM+fjBIdfX3gt219TDV1t2O/XtPNOBCUZG4/HKfIvpeCpybNLT4BwlOnm2fhcgZfLdbjm/qpqlMa8x0fwS7ZI9k2RYZU+n2YQyUhQKxSFlZ4Ng816pJ5IziRqopmmUF0B9u/zWF4uZLEP2+qS6bayHXY5NejxKcqP3d3e26L1aQsmkmqZx/JpwGKWxbmfce6aZoX2C/kATMewUGKb4V76uvxbyzgCgOE/w6TOTv0ZFVbD/iyNshDV2Tm0+AO/sDFtrFbk9CZ+nNxachpFiS5e5Rw5XWNAN0BVmmxvDSrOVNUuSuvZ0QlGpJM0iS/lnE8pIUSgUh4z+YcGuJulBycpI7I90eppGVYkUcBuLxTSz3YPtLpmXEMtIsZg0Fldq46pf2lrCSbPzqsJN22oWrNC3JzJSsjKhe0Am5SZLz+DUQj2uUUF3xtf019dfrEV5rRJFT5517tL3NU3DSNndFH5kLZ3nnWBkNKNe6SWI5QFLFINBozRfht8qqhZhCFp/TQ1ybZFGSjKelEBAoDE9AypVWExTK1efSZSRolAoDgmBgEyUdbhkvD8Z0tO0mCGMNMvMNhq0O4PfypMo6Y0sP66oDCd1RH4bb6zfRTxCSbmROiyJ4B6VXZqnEuK4/59uhKUcgGz/JtYk2GV4LPp6neFS3al6Unx+QWt/rnzhbqB2foIqbsjE1JzMybsrT0Z+tgwpms0WvUtwc+MeAoEAzRHlyJGCb5POLVjZM518mVRhMQPi4DXqTARlpCgUikNCWw/UtUsdlFRhtchqFvcMVfjYg9LoyTzsIo0U3bMAFJXM0+XHJzJSQkm5sfoDTYRzNL7XZyIaOgRPvRE8KeDm6IKnpvxwD3dDnr4n5UAr+ETQOhx+k7KKxJv2eHzJG8KxyLWBNU1+vqqChsio20VXRxPNjXv1ccmEe0JKuIey/DiExQTGWaaVoowUhUJx0PF4Be83CIya9Iqkipmu8OkfFpgTb7oLQFtzOMEz0kjRNE0vZe3qaNJl82Nhy5AqtslowNhdslIjGTl8IQR3/x0CgeA5LXeysDIz4fPHUlQyD0uaFbydGPzSFZSokWIfGeLZZ5/F6ZB5KO83RBwc3qhLyyeCEKkp783KgKx0+d5Geksa63fp4Z68/GKyc/LjXWIcox6Z62KaQtuCVDMbBd2UkaJQKA46dW2y22sqvSgg/8B6Z6jRYCAg6BtO/mHXGsxJsaRZKSyO1pSvWZhYyCc7Q1Y1JSORP5X34Pl3YFvIpnLVQ+tdlJYn2MEvBgaDQZYhA8Ih8266B8ExSX5NX08H1376Q1x33XV89XMn43LaeSsibSfNs42c3MKE5uAPyOThVOR8GI0yL8Xpjg7X7dr+Jv290vqqTLKyx+U5tEqzkejS+LOoDFkZKQqF4qAy7BDsbJTVMKnWhQiFJWaiwsfhltdNxkjx+3x0tNYDUFFZqydbhkg0eTbNouHxSW2YROkbFliS8PoMOQS/fTJiR91XIeCmtLwm8YvEIOQ9ChkpIEX54s5jsI9v/r8zaQsK4NUf2MHtt32DLfuDho3rAOX5joRDUB4vWM2py/kozNXwBcLhHiBKkC9SQyURhIDsBJPGZxqLGcwm5UlRKBQfUIQQ7G6SZbwFM6QLYTRIQyjV2J0yxyOZapmuzmZ8PlmFMq9q8bjj1VHJs/GNFJAP2raexNc1aE/OoLr/X+E+QQVshIHnABIyUoQQNHUKhmI0EAwlmEZW+DR2xL6Owz7MzV89Z5zB9vb+fIQIPsi7H6YiiVBPqPw4VWquOZmQZoLSinDeSWQPn2Qqe0IJqrMhaRZkBZMtPaysOxtQRopCoThoNHXCnmYpcT/dSot4pM1Qo8GQMJoxCWG06KTZ2qhjfUOC5/augZLPA9BYFz/cAzJvoWco8U7P7iTk8HfUCZ5+U25npEFG1/cAWcVSUFg26fkDIzKhNJanJ1yGHH6QN8XwpLhdTr5zw/ns3fUuAAWFZXz/+9+XNbElV4UHdv2JsorEQ1Buj6yQMqco5yMnU+YI+bVMSsrG9wlIxkgJVYrNFiMFYEG5xqhX9n2aDSgjRaFQHBSGHYL39gvSTJBhnTn3dpo5lDSa2j+yw06RtIZEZGPBioikWSEEP/ojvLw1ExbfD7ln6Mql8ci0SiGx/gQNMLcvMV0Qn1/w87+GX3/+Y9Db+g4AJWXV40JUY/EHBP0jUF4g7YmxD7dYWiljy5CFEPzglk+w/b3XAMjOLeCnv/0Pn/nMZ7jw8w9CRvDBP7QeRhuTquwZ9Uy9sWAsTCaNkjz5GYvMSwlRlUS4J9SzZzZopISYVyQ1iHqTLHmfKZSRolAoZhy/X7DtgHyYlSRe+DAlrBb57TnVybM9g1NPmgWYF6GR8tZO2Bqp6r7wbrq6OvVKllgYDBqaBl39iRlfgUBiXp+/vRI2GhZXwmlH9OuVRomEenoG5UPtiAUaOZnhkFEI3TjztGEQUjZ+bIVP3f7tvPnavwHItGVz16/+w/yFMl8nUPSZ8MCuhwGSquzxByB7EiXjZCnO0/D6oHpBtB5KmjWd4tKqhK/j9sgmmWMFAA8lFrPGkioNu0smix9qlJGiUChmnLp22VyuonDmwjwh0szyG2oqjZSpCqPFKj/2+wX3/XPMwIwlUHHjhBU+IKt82vsSK0VO5G32+gSPvCi3DRp8/Qro6QzX+k5mpHh9AqcbVtRo5GZpVBTBsDN6TGFROVZrBgAmzz4AOvulqm2I5oawWusnrrqJJcuPBWQ45JVgE2VNuKH37xiMRuYvXDn54pBeHkh9OCUvSxrDZfOivSaV1Usm9TxF4vZA/iyp7ImksliuMVGv3UyijBSFQjGj9A8Ltu0XZGUwJWn1ZDEYNAIitRU+DndQGC1JWfWWJvlQTs+wkV9YCsDTb4VzMqpKQCPY0a3qu2zf2Tjh9bIyZX+gRB4eicx1V6MMIQGcejQsqdTobA/PYTIjpbNfhgeqS4Pj86Uia+Q3cE3TKA8mz3qHtur7m7vD1wk1YASYVx1OMH55awYjTvmZOWkVXP6pL/LdHz1McWnl5IsDegakl2dsV+rpkpMpq9OKyqPDPck2FpwJL08qSE/TWFwpP2uHWnxWGSkKhWLG8PkEW/dLL0SyHXTjMTjQw4F92yaU7jZo4JhGt92x2F2ylNViTnwNPq+Xzo5GQFa4aJqG0y34/bPhMd/6JJywqFW+MGby720TP+QsJhlm2HZA8MaOAFv2BtjZINjbLKhvFzR3CVq75bqtCXh93g2LpHJ8MHLR0ZaYJ8U1KhACltdoelJqYY4UOxtxRY+tDBoewh6u2okM+XS01evbIV0VgMdfDwvJnX+ila/c+FM+etYnJl0XBL08o3J+1hQKBoIsnS8vgNzi6HBPVZKNBWF2KM3GorpUIztjZht2JoIyUhQKxYwx5IC2XihLTHdrUlqa9vHZi5fxxU8czYvP/jnuOIslta5quyv5xmsd7Q0E/FJwIpSX8ejL4cqjU46CFfM1rvm4GTzStdLmXMXbuyc2rkoLZFJjXTtsr4dNuwQbdwjWbxW8+K7glffk+YmEpiKNlOOCz9dIT0rZBEJunX1QUwrlEb/bzHSNknz5DTySyRoNdrSGDaNQvsnACKzfIVtdF+bA0eMruCdE9/KUJHdeohTmaqRn5kZVP1Ul0bPH45PqxbOpsieSrAyNhRWQYimjpFFGikKhmDFGnLJvSirCPF6vhx9950qGh/oBeO2lx+OOtaXLhM7IvIfpkKwwGowpP66spWdQ8NeX5WuTEb54ntyurizD0nG7PvaX/5APsHhkWjXKCjQqizVqSjUWlMt/88vkz9BD2TzJ02XYIdjXLLcri7zUvf8cf/n9nbzz5nP6mHieFNeowGKGZTXjGz1WFGl4/dFN6vQwSJwKn1C4Jys7D1tWLgAvbgafX177zNXJlX67PYKAgGXV2ozJzedlSQNjXnU45JNMuMc9mlqRuZlgfrlGYe6hnYMyUhQKxYwxaBcp+yPz+3tvZ9/uzfrrxoZJOgc7oT8JhdZ4+P2CgZGpJM1GNxb8/bMyERTg42vkwxxkzkZt3vswJMtvW3vgpXenPt9EE5Nf3tRNKHWk5b1fcfP15/J/93yb9qBCrtWaQV5BbDeE3SVzMmIJ8hXmQGaazOMJoTfcG23BiDwQ8qR4vR66u1qAcKhHCMGzb4XPP3N1QkvS6eyDmhKoKEruvGSwpcv1f/i0TwGwcPGRMUuS4zHqhYz05MQBDzZ5WRoLy4PdkQ8RykhRKOYoDpege0DQNyQYHBHYnQKnW/4ccUp10ESFwabKVMp2Y7F183r+8vs7o/a1tRzA643d7tho0BBA79D01+dwy87KSZcfRxgp2UXLeV5Kj5CZDledFT12/oLl0PRf+uuo8uQU8/Jzj/LVz53I3fc+Gd45+ELUGLPZwmev/V5cg8fhhpI8xnlRQIrOFeZGlyJXVodyNQQWfyMAHX0w6hF0dTTpXpeQ/sk7e6C+Q157eY2gujRxb4jdJcMoS6vHe3lSiaZplBfC8adezV//08J9f3oHoylxd5vbA3m2ma92my5HL5YeukNFkg5MhUJxOODxCl7bLujslzLxBoP8qWkyW18EQCCT9k49GnJsqf8j5B4VUpp9mu7skeEB7rjtKv1BlmnLxmEfJuD309q8X9fTGEumFdp64IgFYloPK4dLNoErzkvuvFDvGYC9vcv0fijnnzD+/a5ZuAKe/CME3GCw8n49M8KBvVv54bflN39W/1H+DIyyrHKUVed/k4WLVrFw8ZFU1izBbI7/FT8QgIKc2O+ppmlUFkNTZ9hAtGXlkF9YSn9vJ/6R7ZC7lICAlm7obwlX9oTyUR6JsJk+8dHk1tg1ACvnJ//7mgr5WRoGgyC/oDzpPlQer/RUzHYOtRGljBSFYg7S2Ckf0JUloCFLHQMBCAhZ+RL6u9PeC42dgiNrU/+HaDjY62Y6ap9CCH7+46/Q3SnDAUcddypHHXsKv7/v+wA0N+yOa6RkZ8rky2EH5E5Di8LuCr5vSRo6IU9Khi2bl7eF34SPfXj82JoFy0F4YOQdyDmJ9j5Zup2fndrfy56dQXeOdSFYZVLs8hrBr7/xcsLX8HilpyI7I/6YwpyQqJ7Q85Eqq5fQ39uJZ2AL5F4OyM+pPaqyZwHvNwi2B+2WhWVeTjwi8cfUoF1gS4fFldpBebjmZYWrmZL5nLs9gjSzLI9WTIwK9ygUcwyHS7CzQZCdKUtWzSYNq0Ujw6phS5c/09Pkv7wsKbI2E2GfEafspjqdnilvbvg3r74gNdttWbl8+wd/oKY2LOQ1kfiZ1SI9INOt8hl2CoxJ/qX0eEbp7pRZqfkLrqC1R+4/ehHMKx7/ftSEDK3hN/R9O2bAm9LSFCznyTtD37dmVXKuLrtLeqlyJngo52XJf5FVPqEy5LE9fCLLj8sqFvDnCC/KtR8bIlFttEBA0DcES6sOnofCmqZRlCs/68kwOAIFOZA/Q0025xLKSFEo5hj7WwX9w4l1GQ49SJq7Um+kDNpFwg+YeLz64t/17XU3/5Li0kpq5oeTE5vqd8c6DZBuapMhcRn5ePQMJp/c2Nywm0BAirR5C8LN8c47Ifb4gsIyWdUyvFHf935D7LHToaVRisuRu1bfd2xy+mM43NIDMJHxaTBoVJWAPSJ5NlaFT1MneqIugC9tKW8GpVSKcwUf/8gYjf0J6BuWD/3aioMbnigr0PD4kjvH4Yb5ZTObMzNXUEaKQjGHGBgR7G2R39IS+QOoaRrZmbCvVeaQpAohBF39ySu0jr3Ge2+/BMieKKesvRSQwmihBMWmhvhGCkBWhkzQ9Hintjb3qGDEmXzS7IG9W+WGKZ8e//GADD+duCr2eE3TpDclwpMyE3kprc37ACPknqbPaVFFctfweGXvmsnIy9IwEFaf1St83I0YNVnm1BhhpBhNJp7bWqqff8VHSbjs2+8XDDulcFtm+sF98OdlyXmOehL7jLlGBda0g5MzMxdQRopCMUcQQiqPOlyQm0QibH429A3JJMZU4XSHwwJTpaVxL7097QCsOvpkLBZpKZjMZr1ZX0vTXvxBwbRYZGVIV/zAJCGf0IO0rSf6QeNwyyqMZI2U/XuDDWeKP01AyCftWatl+C0eNQuWg29A9zTsb5W5C6nC5/XS3lYPWavBlAvAsYuTy7Xx+6V3bKJ8lBA5mTJpOqRYGtYQCWAVUmW3rRfa2+V2YeWJvPqepp/7sY8kPC06B6AsH+aXTT421eTapLE3VmU3HgMjUqY/bxb27JmNKCNFoZgjdPbBgdbkuwwbDRqZVtjbIqbscRjLiFM+4KdTfrw56EUBOOb46BKP6qAehdczSmdb/LiI2aTh80+slxIICHY2ynW/t1+WZ4fQ5fCTzKs5sHeb3Cj7or5vsoduaE0MSW+KPwB7mpK67YS0t9Xj9/kgLyLUk6SKu8MNtknyUUJkpktjJtTosaSsGnPQ0MQpYzqBALgzz4PctXjLb9N1Wy45JfEQm8cr8HilFyWZtgWpwmTSKMuXn5VEcI1KyflDXTVzuKCMFIViDiCEYE+zwB+QiqTJUpgL3QOyIigVjDhlRUyyZZmRvPd2uOLkmONPjzpWPT+cSDGRqBtIQ6m1R8Ts9SOEYFejYFuwWrh/GHbUCd2zMhU5/EAgQN2+rZB9AmRIw2PVQibV+lhQe4TciAz5pDAvpbVpfD7KcVMwUnKzICOBz5imSYn8kKib0WikItho0NX7dnjgkofgiOfoN5wKyN/XhSclPqfOfil9X1mc+DmppjhPNlb0+yc28p2jgoy01Dc8nMsoI0WhmAP0D8ty4qnGuU1GjTQz7GsRk/6hTWg+IwLTNP66+P1+3nv3FQCyc/KpXXJU1PHqBZHJsxMbKdkZssJn7DddIQR7mgSb90lRLYCyAtjbEpZs7xuWpaLJ0NneiMM+DKWJe1FAKpYCMPy6vi+VFT4tTXvBlAfZcjKVxVCSn5wF5h6F0iQ8dflZGhENkfWQT2Dg1bjnXHSS7BuTCE63QNOk/P10DOLpUlYgk4l7hyYeN2SX/0cT8UQpJMpIUSjmAJ39Ipg7MfU/1EV50N4HzV3Tm0sgIOgZnF5PkgN738M+MgjGbNKOepxfPq5F9eGpjmjk1tSwZ8JrZVilIFtkXorfL9jfKpVNszMgO1O+b1aLRnqa7DI8OCKrpJKt7Nm/9z2pQVJ4GSDl0085cvLzcnILKCyuAHcdeGWC0M7GcL7MdNldPwBHbgBN5sgk60URQiBITvgvOxPSIpJK9TLk4Y188sNbWFn4BjTfAc0/4tQle/j6FfC5cxOf07BDGk2lBUksZAZIs2gsqdKwu8A/we/L7VGhnmRRRopCcZjj8wkaOuTDcDpYTBpWC7zfIKbVmM/hln1zpmOkbAnlo1R/j57ASTz5Gnzj1zDkCD3sluh/6CfzpBgMGpoGPYOyDcD+FsFzb8vOwZnW8ZoaJXnSM/XefoF7NHZeTSAguw7vaRr/Ph3Ysw0WPQBG+Qs598PyIZYIujdlSJYiO1zRjfimyls7Ba/136KHnzKtgktOSe4arlFZrZWTmfg52ZlBIzEY8tErfIBc/3rm+X4HTbdC0/e4cq2H80/QMCXhEXF5pHDcbHjoVxXLsOlE+U+ZVlXVkywzYqQMDAxwww03sGbNGi6++GLefvvtCce3t7ezZs0afvKTn8zEdBSKOU3PoKzOyUuBMFRxHnT1w97mqRspI87wA22qbHn7ZTBkQsnn9H27m+CGu6WxkWZN1/u8NDXsjplvEoktXWpyPPuWYMM2wZADKgpjS7uHerI0dsqHYCxPyrOb4PaH4Cs/h+fejr7363vLIfdUAAqzfXz27MTXvXBRsEY5Ui9lmiGfv78q+M79ENBkjMHg3sN939T0BoeJ4nBDVqasmEoUs0mKnYWSZyO7BDc37NG7HwOUB3+fyRAIzExLh6lgTdNYUqkx7Ijv/SrJC3vtFIkxI0bKnXfeSVFRES+99BLr1q3jlltuYXg4vnn585//nCVLkvQ9KhQKANr7BIFA8hUosTAa5ENlTxP0Dk7NUBl2yL5AUxWq8nhG2bH1dSj5DJhyoo41dcH1v4CWbqGHfNwuhy6bH4+8LJmTYjbDgnIpwDVRJUh6mkZWhmwhEGsdr20Lb9/1Z3htW7CEuVfQKD6jH7vl06aEkkxDhPNSwkbKdPJSOvoEv31S9msCoPcJlvm/nrSBAhM3FZyI4jxN7/4cbjQILU37ZEk0kJtXREZmcjW5Pr/AZJy+BzGVVJXIkv6xKsehUvJYasOKiUl57x6n08n69ev517/+hdVq5dRTT+WRRx5hw4YNnHfeeePGv/nmmwgh+NCHPkRfX9+E1/Z4PHg80V1PTSYTFkvqe12H1CJDPw9X5so6YO6sJZXrcI8KWroEeVmgkZo/gLk2GLILdjXACUdMrIoZay19QwGslqnPZ9f2jYy6XVD+VX3fD78g+O1T0N6r0TUA6+4WLCu+AngGCNBU/z6lZfPiXtNslBUgYaINMI1A1E+Aohz5b+xYfyBUdSPXFxDwwz8IfvxFwR+e9YJBuhoKfE9x3JKPjzt/ImoXByt87O9hwEMAC+83CLQkrhG5lvf2GQiI4O+h43448BXmX/SFqHUmjBAyETbJz21WusBskoZ0VlaW3miw4cAORoYHACirmD9uTrF+J5GMegQ2K2SkaQQCs+Phb7XA4soA7+yGwmzplesfFjhHAywuhpK8wKyZ61RJ5d8vQwKS1Ck3Upqbm7HZbBQWFur7Fi1aRH39+K8DXq+Xu+++m//5n//hmWeemfTaDz30EPfff3/Uvssuu4zLL798+hOPQ0vLxN/QDhfmyjpg7qwlVes4sjIll4miKlf+THSKkWspz5L/psrftz8py2QzpKdk9WI3V57cxZmrDFz9sxJ2N1sYtGu8af8UHHsUNP2QoY63qMpdPuF1E6Eyt3XSMbubzTjc5QBYzAKPV8Pr17jlPkFABL8wuRs4Z/nzVOUeldT9y4+wkJaWxujoKGb3e4xaP0Rnv0aaaKUkL75oXby11LUUAMFSku4/AoJVy4qpym1O6loQ/Ex4oWkK2i0nRTjKFy2sZlNvp26gACxaUBp3TnF/J7nyR880E71TTQZwSjivW/+/BNDdNfnn63AhFX+/5s+fP+mYlBspLpeLzMzozKrMzEzsdvu4sY888ghr1qyhsjKxv7Kf+9znuPLKK6P2zaQnpaWlhcrKyoSsvdnKXFkHzJ21pHIdm3YGqGuHyhlwI3f1CzLT4dSjtbhVQ3uafKTTxvaWCgJCrkXTZMKkcYrhnlc2vAvlt+ivP7YmjebBKgDu+gr88I+Ct3cHr52xHJb9hXveaKP82HJWTv43LyYaASpzW2kZnIeYJAr+3Nbw9hfOlYnGr23Xwh4LgH1foPL8q/V5J0PNwiPYu+tdRntegcoPBe9ZwalHJ3Z+5Fre2C3XYtS8+EfeBcBWtDrpeQ2MSE/OOR/Wkm4YKYTgpc0iWH6rUVyxCtgUNSaneOW4OU32O2nuFiyrgmOWzL6/BTsbAry9W+Y9HbVIozBHzIm/XXDw/w6n3EhJT0/H4YhuCuVwOEhPjw4cdnd3889//pOHH3444WtbLJYZMUgmwmAwHPYfKpg764C5s5bprmPEKWjpMZCVCSJFoZ5ICnJl1VBzFyyrGT/PQEDQ2mNgURHkZhnHPUimktHisA+z60AvHPMxQGpPnHiEpq/PlgH/fa1gyz548Gk/u5qMANj9Ffz3I/DwrdN7HwSGSY2U7fXhlR25SOPCk+G7/wfvBhsM0/5rGFrPwsV3T3qtWCxcvIq9u96VFT7B7287GjROOTq5tXUNGOjsl+dkafsYFDJUPq9mWdLzGnYKFs2DNMvUPq/FeQHaeqAoT6MyInk2RPm82rhzivc78fgEObbZ2aRvYYWGwSBl+jOs4RDZXPnbBQdvLSm/Q1VVFXa7nd7eXn3f/v37WbAgOnN7165ddHV1cfHFF3PWWWfxpz/9iaeffprrr78+1VNSKOYkXf2yX0gifVSmgtGgYUuHho7YSpqD9onLLafC9i0bECXXgib/NH18zXjVWk3TOHaJxq9uNJLTeiW4ZCi5tUdW/swkQgi92iY9DWrLZcLyD74Al54KWSN/gIZvYTZborRckkFPnh0Jexv2TyFKsD1cOIMWTMQ1mkyUlSfvbvL6E2sqGI+8oKibECKqDDlEWZKVPf6AwKDNrqTZSDKsGivma0klTStik3IjJSMjg5NPPpn77rsPt9vN+vXrqaur4+STT44ad8IJJ/DUU0/xyCOP8Mgjj3DJJZewdu1afvjDH6Z6SgrFnEMIQVOnwGpOTCOis72Rn//4y7z52tNJ3SfPJlU0Yylp9gxKcapU8ubGV/SyY5PBz3knxB+raRqLSvqh5xF9X+SDeSbo6Au/FytqwgZUeprG5892Yt/2BQi4qVm4EpM5SanaIAsXBY0UXx/pBllMsL81MVE3n9fLQ/d+nwceeICtByJ6ELX9E5BlvsnOyzUqsFpk1cpUyc4EaxqMeqMrfEKUz0vOSAk1fbTNkIGumD3MiK/mlltuoauri9NPP527776bO+64g+zsbJ599lk9ydVisVBYWKj/S09PJy0tjdzc3JmYkkIxZxiyC7YdELT1JtZJVQjBD7/9Kf71j//jB7d8ArfLmfC90iyyQV9HX/QDUghBc5eYlhbKWEbdLp7fkglmqXZ1ypH+Sbs51yxYBkNhGfmZNlK2R+T/H7Ew+ljD/h26XsuipUdN+R4LF6/St02jshGfa1R2DJ6MR//4P/zh/37IT37yEza+JxNTjQaBt3c9ENtAmIwRp6z4SkbEbSzZGdLr4XBBaXkNZnP4g2O2pFFQVJ7U9ZxuyEibXpdtxeFBynNSAPLy8rjnnnvG7T/nnHM455xzYp5z7bXXzsRUFIo5Q9+QoL5dUN8hFV3zsxNr9Lb13VfZteMtQGqKNDXsYsny4xK+b3am1CdZXiN0bZEhu/SkpLLd/L2PbGK07L/015efPrkFVDV/GQw/AMIHmmnGjZRIYbVVY77879/7nr5du/ioKd/DlpVLSVk1XR1NuLo3QIX0Qu9vnbiJntfr4YnHfiVfmIsYcEut+Iq8YZoD0jDVZemTwO6CxZVT170B6XEqzpWtCApyjFRULaKxThpgZeXzk85tcI3KpNTZmI+iSC1zI4NHoZjDDI4I3t4V4Pm3BdvrpRbDgvLxcu7x+PND/x31uuHA+0ndP9cmc0+6wxWj9AzKB0XGNHoFRfL2bsFT204ATSbCnraig8WVk1+7ZsFyCDjALg2Exs6wdP5MEDKCTEZYWh197MDerfp27dIES3HiEMpL8Q2E81L2TVLx+eoLf6O/N6ihn32ivr8wLWxZzUvSSPEHZAO/whjKvMlSkKPhDVZRR3p0yuctjHNGfHx+yM9WBsoHAWWkKBSzFIdLsO1AgOffEexokPH3heUaOZmJNyjbu+td3n3rhah9DXXJGSmhXiptvfLhL4SgpVsk1HjP7/dH6WHEYnud4LYHAghN5krYnE/x3S+UJTS3qlByakTIZ7oy8vEYGBG0yL5/LK6UzQgjCRkpmqaF5e2niB7ysW/R902UPCuE4B9/vlt/bS78qL7dtPU+fTvZcI/DBTZrajxmWenygRMICKoikmfL5iWXyCuENJySkedXHL7MSLhHoZgruEYFjR1QO4+k9SGmQ1OnYPNewcCIDOssLJ/avR958L/H7Ws4sDPp6+RlyVLkIxYIfH7oHpw8R6G/r4trrjiSgf5u8gpKWFB7BPNrV7Js5Yc45fRLGHAY2XYA/vev4PEFvy/1/oPPX9A7rqInHjm5BeTlFzMw/DpwIyBl5NcckfQSJ8TlcvDEM3sB6SE5Ykyox+/zUX9gBwAVlbVJS7yPRa/w8XaSbhzB5c9if2voAT3+vXl/2xuybBlYvPQYXIsvp2UAEAH66v6mj4tVWTMRI04oK4DM9Ol/9jOskGaRybPza1eG55Sk4eT2QJp59lb2KFKLMlIUijj4/YKt+wX7WmQC6YLkcvumjGtUsPWAwDUqdRamGndvbtjD6688AUBBYRlutxOHfShpTwrIxMeGDln2HBDyG3bJJN1c17/wNwb6pethoK+LzX1dbN4rYPOHufPpPjzamASL/udIa7qWM89tSGpui5cdy6a3ZzZ59p47r+c/O1bCvNhGSnPTXjyjsote7ZLphXoAakMVPkCafy8ujmPEKd//0oLx4yO9KOdd9g3+d31wkGM7+AYByLRlk5c/QVJLDNweptTnJxbpadK48HjhpI9ezClrL8XtcnDmxz4z+ckRuIKdqZWR8sFAhXsUijjsaxHsaZYP5b3NAq9vZjU4QjS0C3oG5DfY6SQG/uX3d+nVJpd9+kYW1Er3Qm9326QhmLEYDBpmEzR3Cdp6BGbT5KXPHe1hYyM9wwZplbDiX1B02XgDZWg97L6UM86+lExbcrWuS1esBm8vOHcBMnfDNZra39W7b70AOeE8j5VjjJR/P/5/+nbtkiOZLmXzFsj3DPD2v6nv3xcj5NPZ3sRrLz8OQH5hKfkLLkYE1W9NznBOS2X1koTDhCDF0sym1CVHW8wamenS8LFY0rj9rr/y3798Ounft2tUehcT9bYpDm+UkaJQxKC9V7B1vwxpzCuCzn5o65n5+zpc0jDKsU3PQOnqaOaFZ/8EQFZ2Hudfci3zF4Vd7KHKimTIz5I6IZ39Mpl2MjrbGvXtB/+6nbP/3y4wpMkdfjsMvsJi2wuUDd0I28+AgJOPX/rlpOe17AgpHR/KS/EHYFdj/PHJ4vf56OsfBlvQQ+J4n/fe+Lt+/KX//IXH//JLAEwmMyeddtG072kwGHSj0tG5Xt9/IIaR8uRjv9IVTS+47CvsbArroJxxYji7t2bBiqTmYHfKvI9UVnDl2tA7Ik+VUS8U5SoD5YOCMlIUijGMOGU+iC8gKwjMJg2LSXpWfDPsTWnokHkoBdMQzgJ47OGf4vf5ALjoiq+SkZnF/IVhI2UqIZ/MdHC4ZZ5CIq72kCfFYDRisM7jpa0y09Fi9KFtXgQ71rLv2bPp2H4P4GfpyuNZNIWqmKXLV8uNiOTZHSlMnu3v60TYjgctGB0f3sjPfnQt3Z0t1O/fwU9/8EV97PXfupuq+eNl36dCrOTZsZ4Ul9POv594AJB6I+dfcm1UuOvzV57JpZ+6gVVHn8QnP3dzUvcfcUJ5YWpzsXIype7OVAl5BlWo54ODyklRKCLw+gRb9gq6B2Q+SIiiPOlJae+DqpKZufeIU3pR8rKm50UZGujlmSd/B4DVmsHFn1wHEG2kJFmGDDK8k5cl8AcSm19neyMAJaVV/G29Ea+0mbjoFBM1p/43d97++ajxH79kalpJOXmFlM9bQHvPa/q+VOal9HS1RpX0MvQ69pFBfvzdT9Pb047bLTVIzj7/as6f4hpioSfPjjaRZnQz6reOq/D5z7/+gMMuJXDXnvMp0m1F7GmWD/LKYkFhrpHrvvm/Sd9bCGmkF6fYY5GeNrWeTiE8XrCYlJHyQUJ5UhSKIEIIdjUKDrRL0azIB7HFpGEyytyUWH1sUkF9u+wUO133+pN//TWjbhcAH7voGnJyZRJlzcKwu79hCuEekJ6lRFzt9pFB7CODABSUHcm/ZOsYLGa4/DQ4++NX8+Wv3aWPz7TlcNqZV0xpTgBLVxwPo83gbgZgdxP4UvR76ulujcpHKUiTFtD2916jvVVuL1p6DF/79q+TyvmYjIURybM2TbqG+oelqF+IV557TN++5JM3sKsR/AE5hyOTlx/RcY1CxjSl8GORYQWTIXYvqERwuOU1lJHywUEZKQpFkNZu+Q28MAddWTWSkjwpTd7Rl/p7D9kF+5rlQ2E6Dzq3y8njQdVRg9HIpVfeqB/LyS2goFC6hxrq3tdd5zNBR1s4adaZ9wU9D+G8j4RFuK646pt8+Wt3UVWzlK99+9dY06cufLF0RTDkMyxDPm7P5OJnidLe3gnZsolQttXBrf91R9TvKDsnnx/89O+kWVP75Fy4+EiMJuns9g68pe8PhXx8Xi97d8uy4/J5C1m4eBWvbQ+fvyoJI0UIwahHYHcK+ocFXQMyLyp7GlL4schIk2XI7inkpQw7BIN26eGM9f9TMTdRRopCgTQSNu8TGA0ybh4Li1m2X9/XIhJq9pYMdW2CYWdiCakT8Z9//Z7hQWlFffTMT1BaHi2LGtKnGB7sC6uTzgC6kWLKo9lzOgBmI3zi9OhxV1z1Tf7w+C7WnvOpad1v6crj5cYM9PHZ05oGBtkkZtm8YY467lQ+9blbAJng+t0fP0JpeU1qbhaBNT1D96YMt72o7w+FfBrq3tfLnpeuPB7XqOD5t4PnWgJ8JIk82aZO2TjROQqaJivLFldOz2CORagMeTTJxpSDdkHfMBy7BI6sVQbKBwmVk6L4wOP1Cd7bL+gfjs5DiUVxLrT0wN5mqJ0nUpJUODgi2N8mPTjTeSj4/X7+9qef66+v+Ow3x42pWbhCV6BtqHufgqLElF2TpTNUflx+Pb6ArOg5+0MzV5WxeOkxGIxGAsMb9H076scbRVOhoS/8Hq1eKuf/het+xPIjPkxBUTlLlh+b8LXaeoX+gDab5AM7Mx0y4/RgWn7Eh9i3e3O08mzQQ7T7/bf1fctWrObFzdLIALjgIw6yMmwJ5X/4/QI0OGGlRkm+nNNMlfcajRrZGYLuwcTP6R8WjLg0PrQMltUkrrasmBsoT4riA4PfL9i0K8DmvQFaugROt9DzUOraYF7x5EaC1aKRlQ5vvC949T1BZ9/0PSr17QK7E3Im6fg7Ga+9/DjtrTJ34bgPn0Ht4vF6HaGyVpha8myidLQ1gDELymXSrsEAn1o7Y7cjzZoupeidu6VmCtJISYXHq2c0qIgqApx8TC4gPycnnHJ+UgYKSA/CUbUaH1qusbBc5lb0DkrJ/VgsP+LDcsN1AJNBWiAhT8qenWEjZcmK43kq7ETiyo/aE56T3S27CZcWyIaVM60/kpslw3GJ4vbAh1doykD5gKI8KYo5gxACry9+vLqlO6yfIYQgKx0Kc6G1B4pyZXJsIuRna2RlCDr6oHtAsKRKsGK+RvoUmu0N2QUHgl6U6SCE4NE//I/++hOfvSnmuEg58qmUISdKZ3sTFF4CZilLe+ZxUFowsw+YpStWs3/PezC0EQovYMQpf+fVpVO/Zv+wwG2sBcDg2k5RwdTVZP1+gcEAFUVQkq8BGkIIdjcKNu0Gk1GQlRH9HulGCoJ0/35GtJV0DcjPzZ6d78h5GY340o+hrk2OXFYtWFnjoXkwsXnZg6XGU/n8ToWsDG3SfCghBJ39gqpc+NByjQUVyjj5oKI8KYo5Q0cfbNgqk//GMuqRHhOLGeaXadSUgsUiy4qtFsiOk4cSD7NJo6pEIzsTtu6H9/ZNLU+lrk0w4px+guK2zev13i21S47imONjxzmqFyzXt6da4ZMIHe0NkL1Gf332h2bsVjpLVwTzUkbe0Pe9n5zC/jje3Rv+nWaLLROMnByXR37WMq3hfZomPQTHLJadpR3u6M9QeeVCcnILARjt3ajvf/+ASxfkW7hoFc++naYfu+BEksLtgbIZNiAjSQ82poxnqMgGlrISDKCmTBkoH2SUkaKYM/QNCfa1wnv7x4uuNXRIz0dpsN+MwSC7Cc8rTqykNh5ZGRoVRXCgTXpkkmE46EUpmGYuChDlRbniqm+Ou159u+CuPwv+9GIGeYu/COYSGut26kqlqUQIQVd7I2R/BACjAZZWpfw241gWSp4dDlfC7JymkfLmdre+XZYxvUxct0cmjmZYo/drmsbK+RpHLIDOPnB7RNSxkDfFEyGP/9bWDv0hv2D5abz6ntyfnQGnHZX4nHx+gdE4/YTtZMiwynwcbwxRN39ANvTMscGaI5RxolBGimKGaOxITb5GogghaOuVMf59LeiCVgB2p2BXo/RWzES8PT1Nw2iAHfUCdxI9Y+o7pBdlsm7Ck9HV0cymjc8CUFJWzalrL4s6vn6r4Lr/hWc3wZ9fhIGSe+HD7bhXbueuP42kXPdloL8bt88KGcsAWFQpGzTONFXzl8l+N/Z3Qcga152NU7+eEIL3DhjlC7+D+cXD05qfezS+UJ/RqHH0Io1l1dLYjdR4WR6S/Y9Int1RH37Cu7Ov0B/4Z39Ilvgmit0FWemplb6fjAwrWGNU+AghaOqUuTEnHzm9Lw+KuYMyUhQpx+4UvLtXsO3AzAmfjbunCwbtUmekMAe2HYDWbnnvfS1San66eR8TUVogvwXvbUnCSGlPjRflwL6t+vbacz6FySz95IGA4A/PCm5/KE6iorWG5zZns37btG4/js62Bsj6sP56ZU1qrx8Po9HIkuXHQcANI/KB3twl9TWmQmMnDDmDT/yh1ygtnUZyC+DxQUF2/N+1yaRx7BKNgmwYdoT3LwvlpTj3YED+IpuGFsGqDZD7UXb1rNLHnn9CcnOyO2Ve1sEwIkNYLdKQGtvDxzkqQ0EfWq6Rl6UMFIVEGSmKlFPXLo2Cjv6ZET6LxeAION1SLCrHpoEGm/cJGtoF+1rkH+KZrAwwGjQKcmB3I/QOJvZQtLum70UBaKrfpW+HEmNdo4Lv/x5+/5/wuDOOgx98Hk5YsAuGw3kbm8KnpwSZj/IR/fWK+am9/kToom4j4dDIVJsNbt4b8WLwBYqK5015XiEyrRMfT7NoFOfKz0aIpStWBz+7fmzuZ8IHctbAES/QMywNqeOWwrzi5D7jo76Dm48C8v9hbtZ4T8qgXbafOJheHcXsRxkpipQy7JDKqYU5YNDgQJuYUWXTEP3BEs6QK728QIpT7WwQuEbjC7SlklybhssD7zdM7EFq75XHCqapLhuisX63vl29YDn+gODme2FD0EOiafClj8O3Pw0nHanxhXMDsP2jshMx8M6e1JTqhuiMyEcBWLkgZZeelKWx8lIap3atdyONlIEXKCqZupHi9QlMRqmJMhnFeVpUvkamLVtvaWB/7xNcf34XOMdblhesGbdrQjw+gfkg56OEyM2UnqVI3KNQVaLKjBXRKCNFkVL2t4aVU4tyZQlo98DM3lMIQVtPdEKipmlUFkPPkAzFHCwqCqGhQ/6LxcCIYMs+aRAkW1EUj+YGaaQYDAYqqxbz/NvhLsAZafDjL8InTw//8a+sWYLRKGDw5eCcoK49JVMBoK21CbKksZBvG6Uw5+A9dJaFKnwiPEVTSZ71+ATbDgRfjLaDc+e0PClujwxlJNJzJscm1Xm9vvF5KQGfl+4dP4PNR8Keq7CZpKuyppSkFGZBhnps6YfGSMlM14j87uJ0C9LT5N8MhSISZaQoUsbAiGB/a1g5NT1NtmWva5tZT8qIU8bws8a0frGYNOaXTU2/ZKpYzBqZVnhntxgnn+8aFbyzWzA4krr7BQIBmoJGSmn5fAKald89HT7+gy/AR1ZEr99stlBZvQQGntP3vb2blNHQaQSjjGOtnH9wvxUXlcwjv7AUPG1oHql6trsp+YZ2uxoi8ngGXwKgsLhiyvNyeyAjXeZjTEZOpgwLOcKFReG8FODpJ38HBKDnEb5+9mv8+kb49Y3JJ4XbXbIf1aHog5OeBhphD96QQ/7dOBQGk2J2o4wURcrY3yJwuKOVU4tyZAJiZOfWVDNol0l3GWmTjz0YFOdpWMywcYfgnT2y4sfnkx6Ulm6pbJsqerpacbtklmXNguU89jL0BYtQ1hwBxy6J/QCav3DljBkp7cMl+vaRi5MoNUkBmqaxdLnMSxFDUlfE7YH6OJ6tEP3D8JdXbPz6Cfj2fYIfPxxxcPBFMm05ZGROPVnCNZp4eC/NIvObHBF5KcsjjJRQd2mAlatWs7xGIyOOrP5EeH0hUbmDT0aa1CkKhXycbhXqUcRGGSmKlNA3JKXli3Oj99syZJ5GY+fMGSn9wwKNmU2MTZaCHI2SPNhRB69tF2yrE+xpkmqjxhglqFMlMmm2qOpDPCq/9GM0wLUfj3/e/NoV4G4Ap0y82NkAdtf0f0d+v58RsUR/vfIgJs2GWLg4WO0yHE6enUjUbdQj+Ord8N3fF/C3VzXe2iXzmQAQfhh4cVr5KAA+v8xZSpTSfC2qIqt6/jIybdlRYwoKy6bs3fF4pbDhofJcRJYhu0YFVosK9Shio4wURUrY3ypweRgn6w1QmA11bVMvBZ2IQEDQ3ptYQuLBJsOqUVMmdS/e2yf/CFtTXOrZ2BA2Uuo8l+llnRecCJUTVHqsOvpkuTHwPAD+gJzjdOntbkPY5Ld+Ay4Wlk//msmyMNSzKMJImSgv5W+vQntv9HtltcCCMh/s/wp4O6eVjxJKHJ+ssieSnEwwGsNhKoPBEFbUDbJ05fFTNsztrkOXjwIyxJSeJsuQh+yyFF9V9ShioYwUxbQZdggaO+N/E8rOlHkjTTPgTRlxyj9yiSQkHgpMRinBX12aukTZSEJJs2Qexc6OhYB8L646e+LzVh55Atm5BdEhnz3Tn8+u/e1glfKyBWktM96sLha6keLYigHZlC+ekdI/LPjzi3LboAl++HnBX78Pz9wF3754F3T9DoCikqnno3h9YDElZ0jn2CAzLTovRRd1C6KXW0+BkWC/HlMKunhPlfxsGYpzuKGqOLbInUKhjBTFtOkekPHzeIaCpmnk2mT3Vqc7tYbKoF32REmfJfkosdA0DfMMPQz08uMF/4MMesFnzpq85NpoMvHhEz8GQ+ul+Bnwzu74/VQSZeu+8FO1unBwWteaKuXzFmJNzwThw+SSddid/bHzoh58RuaLAFj6f89o+18oypW5ET1drfq46XhSXKNgTUvOk5Jh1cjLjp88C7Bs5dQbIvn8HNSqq1hkZ2o43bJHT1GeMlAUsVFGyiGks09woPXgScfPBLIZmCDNPHFOSF6WLHVNtTeld0igabMrH+VgIYSQnpTskyD3o4D8dnzhSYmdf8Ip50PACUOvAdA1IBVap8P+1rC1uLz60Hy2DQYDC2qPAMDT+4q+f6xeyptbWnn6zWDvIt8Q7r23cO/dt+j9jKKMlGnkpLg80oBPVtW1ND9sQAEsH2OULFl+XNJz8QcEjZ2CvKyZVWBOhIw00AwyoThfhXoUcVBGyiGks1+WpHb0Hr6GyrADuvonj20bDBpZGbCvVSYqpoJAQDYNnK2hnplmoK+LkeEBKP+qvu/qs2XpdSKs/vCZmM0WGAjL0k63yqctorJn9YrsCUbOLLGSZ0Mhn0AgwK9/9g2+c/de9D+BzT8Gby+93W1s27wegN7u1HhS3B75IE6WXJuGpoXLdHPyClm09BhAelFsWclZGW6PbN5Xkid74+Qkkcg7E6SnyZBWVcnM9NRSzA2UkXIIGbJD77Ds2pvqMMjBQraXTyzeXpADvYNS4C0VDNqlkZRKI6WjrYG9u96N+hdZ8jmbaKzfBZYKKLwQkN6qU49O/PyMzCyOOf70lOWluEYFw75gu2PH+yxccBBaH8dBz0sZGW+kvPPmc/z92f2690nzNHHK8nCN8ovPPgJAT1ebvm86nhS/nykZBDk2+SB3RnhTvnfnY3xp3R3c+pNHkrrWkEMKHi6pglOO0iicBc37MqxQnCdL9hWKeJgO9QQ+qAQCgiGH/FbT3is76K5eengljyUa6glhNGhkWKXIWXUp087TaO6Skvflhal5z/7+57v59U9vHLffmp7J//15M5XVi1Nyn1TR1LAbyq4FTf43Pv+E5N/TE045n00b/x+4m8FaxbYD8hv3VKqQHt8AaLJrsHl0K+kZRyR9jVShGyneXjINXTgCJexrgcdeFrzwkg1qf62PvfmzxZx65L28+8ZTOBwO1r/4D264+Vf0dE8/3BMICAxacvkoIWzpsspnKMIQr6hcyCevvjmp6/gDgp5BWL0UVtRohzRZNpKsDI1jFssvLwpFPJQn5RDh9gRVKNNkHsHuJil6djihh3qSiCcX5cokxrae6d17xCnY3yIrBFLFP/9+b8z9bpeDJx79ZepulCLq6/ZB6RcBMGgBzk+ydwvAR046T24EvSleH2zdn/x13tsPDz4d9AaKAGWmDclfZAJcoyKp/kKhnBQAo2szAF4/3PsU1NlPhDRpdCyv8nLmh9Kxpmdw5plnAuCwD/HW68/oOSnW9EwybVN7ko56ZcffqRgpmqZRVgAu9+RjJ8LphuwMqK2YPQZKiMJcJeCmmBhlpBwiXKPyD5jFIjP50y2wdb9gcOTwCfvooZ4k/gCbjBoWk9RVSVaqPJLGDumJSpXOQ093Gy2NUtistLyGi664jouuuI40q/wK++Kzf8YzOs2nRYrZ3lIKFilfe8IK75SqNYpK5rF42bFRIZ/n35n4HCEEe3dt5jc//wafPH8RK489ixv/t4eACN6/+fssKE6d9v+QXdDZD01d0NAu6B4QuEYn/uxkZGZRPk+WZDtbHo05xujv4ZufNOsPyQsuuEA/9uKzf6a7qwWQ79FUH6Ruj9RcmaqOT16WRkBMr+pqxCmN+cx0ZQwoDj+UkXKIcLplGaBZescpzpM5Fu/sEexqFNS3y4TaIfvMGy0jToHHm9x9hBA0dyUe6omkOA/aeqGjL6nTdBwuwb4WmYORqm9hW95+Sd8+42OfZt3Nv2Tdzb/kpNMuBmBkeICN6/+Zknslgm8SA04IQZs/LIZy+elTr8Fec+rHof8Z8MjSnvXbZFL3WEaGB/jDfd/nsxcv48ufXs3f/vS/dLS34Kx8AMxBrf/+56D5x1TVLBl3/lQZcsDiSjj9WI2jF8sHft8QdMWYYyShkI+v4xGuPbuTL3wMLjzyTdi6Bt6q4NLanzO/PPz5OeGEE8jLl+t4Y8M/9XYD8ZJmnW7B/paJDSa3R4ZsphrazLVJb2tklU+yuD2pC4kqFAcbZaQcIlweECL8kA117e3sh7d2Cl59T/CfTYLn3xa0z2D1j98veH274MV3BY0diXs3hh1SHyWZUE8Ii1nDYJDelGRc+CFaugUD9tQqVG55+2V9+5jjT9e3z/741fr2f/75+9TdMA7+gOC233Zz1td93HrvAO44lVDv7hzGn34U/P/27js+qipt4PjvTuqk9wRSCSH03kECSjNgRbE3LLiuva2su67Yy66+a11ZLKxrRV0LKiCigF2QDgLSawrpZZJp9/3jJJNMeplJJvH5fj7ozJ07M+ek3WfOec5zAKP9t3aVn58w+SzQK+HEiwDY7fDB2vrnPXzvpSxZ9ABHDtWUptVSn4DQUwDwsp4g3vQg4yfN5uy5N7S9QbXouo7FCvFRGkmxGsP6GMgcqzF2gEZ5ZdMrxXr3qZnyifP+lstmaFiOvQYlP4Ili5FjT3M639vbm9NmXgiAzWp1HG8sH+Vkkdrm4PjJxrcUqDC3L+ciOEAFZWVtHMSz2XQMBgiXjftEFyVBSicpM6n6HrX5eGskxmik9lT/kuOgtEJNbbhLSbmqX5JbCF9v0lm7WY3gNDe83JapntpiwtQqn+MnW//cvcfUp1NXJRnruu4YSfHzNzpt5jZ89KnE9kgGYMOPX5Cbc6zB13CVF/9n5dtd0djx5rtfw7j5n2p6o66lq2s+WvcN+6ldI0q9+wwhNi4JTrwEdrWr3ec/OF94TaYyfvlZlWbVNI3ho05lzg2fofe8DQBvL53n/tSDN97/nkef+UTtROwCpSYICnC+0BsMGqk9IbVH0z8/juRZYN8eVdStOhj18fFl8LBT6j1nWubF9Y5FN7A/jq7rWGyQlqAxrI/6fSiqte2D1aaTna9jtze8VURLGQwa0WFtH0kpNanf0bZ8mBDCE0iQ4iZ2u86+Y3qjn/QKS8HPp+nXMBg0IkPgSK579r0BKC5XfwCTYiE+Su0z8+UvOht26VisDb9n9VSPv2/bp1uqV4/8ekjtENwa+cVtqzvRmCOH9nCyKvgYPGwSvr41UycGg4GZZ1wBqPoaX3z6uuveuI4P1+n87xvnBXd7j2n84R9q9RdAYanOVxt1Nh6IUCdYTjKhf1m73lfTNFXYzXISslX/yivhs5rVu+zY8r1jdGHWOdfw9L9Xs7u0Zrrpj+dA/2TXTykUlaqAtu6F3stLY3BvjQCjKm3fEOcgZSsnjh3gxDG1Dnng0An4GwPqPaffwNHEJ6Y5HWtoJKWsQtX4iA2H4X00RvVVv9M5BWrF2+FstcR2wiBIbOeu1xEhGhZr8+c1pNSkktWNfjLdI7omCVLc5HC2qn+SU1D/serlx/4t2MU+OABKy9s24tAShSU1FVt9fdSQengwbN0HP+3Uqagz32616uw6pHPspKrj0B5xkWo05XAL66ZUB3yB/q5dql07H2Xk2Kn1Hq875dPe0vEN+X67zvP/q3Xg8MNg2gdAQSnc8Txc/bjOuX+Bh/4Ddr0qmSnrFXqntX9p9ITJVVsmH/un49gHa2tyYzZvWOM4Pnz0qew6pDsquKYnmDm3hVVuW6vSAgnRDX+vI0I0BvVSI4EN5fDE9Uxx7By877ctTt/nEWNOq3c+qN+DaZmXOB1rKCelqAyiwtS+VAaDxqBUjbH9QdOgZ6TKn5k5RqN/igFfn/b9rAYZcSrq1hoVZrWjshBdlQQpblBm0tmyT+fESech4GqOlT3NjKSA+qMZaIR9x1s/4tASWfkqMa+2IKNGQjTsPqwunqXl6n3zinS+2arzww71nKB2rhbw9VY7oe482PiIU21Hq4IZV9dV2PhT7YtX/SClR3wvho2aotpw+De2b/nepe+/+7BeFXhUHTjyOBy6HzaPg0LVNqsNDpyo80RzFhx/jpTUAe1uw9CRkwkIDAbTHryLVQXa3EJYs0k9vvmXtU7n1s5ZmTe9pN7UpSuUV+gY/VQw0Jg+Cepn9XgDSdiappGapirP5mQdYe2XHzgeGzG6/ve52rRZlzrdb2gkpaISkmI1p5yyfskGZo7ROHWERnKc1u7gpFqQEYy+OHa4bimLTcfbS3YXFl2bBCkupus62w/onCxUy/6y8+ufY6qESnPz0z3VIkPUBSO7gVGZ9iiv0CkqVcPSdfn5aiTFwoEs+Garzvb9dlb/ospqJ8RApIs2J4sJU1+jA83k3ZSW6+w8pM7xcuEois1mY9MGtb9LSGgEaX2HOT2eW6iTX6zXGU15zWXvD/D4m+oTLwA578DBvzJxytlgzYdtmYSZ1BJagwZ9E+HC0yD02FWwvg9BfibCI2Mbfe2W8vHxZfT4mQBYDz7hOL70aygvL2PXjp8BSExOR/PtwZrN6vGQQJ2zJ7RvuqkxRWXqZ7+pZea+PmraxwCOYLo2R3l8VKVZUMuTm9pBOCGpj+Nxg8FATJxz5VxTpZrqbGjvm5BAzeUFGYOMYPRvfV5KmUmNxLpqmb4QnUGClDbKztf59WD95YdHc9QIRFyk+uNSUEq9KZPyyqrlxy1clujjraHrqsKqKxWXQVll48mvPt4aKXGQlQc/7gBvL+jVU2vx3jAt4eWlERKoitmVNbJCAmDXYZ38Ype9rcPe3ZscZe+HjToVg0H9Sui6ztKvdC56AC59COLS56qRBuDrL5ZiMrnmwpyVrzuK+Gnl22HP1fj7G1nwwBL69BsO2CjccCn3nrmOjx+Dl+7SuGJaKUX7/wv2cpJTB7hsGfa4SbPVjaJ1RPipQma/HYVlq3515KMMHTmZj79TP78AZ00Af1/35EuVV6h8jub61yNSlXvPKaz/WO28lGpDR0zGy7vpYts3/+lZ+g8ay7wbHiQkNMLpsaIyNTrRURd/Ly+NiBD19WiNsgqVj9LajQ2F8CQSpLTB8ZNq2mPdFp1V61VNE5tNBSxb9+t4GSDQXyPAX/1hKS53fn5bMvUjQ1TuhisTaIvL1b4iTW3u5WXQ6NVTraaICHHPH7vIEJUMu/dYw33LztfZfUTVV3G1hvIUKs06j70B//pYLcetMMOzH/ozebpa+WEqL2Xd6g8afL3W2rK35rae+z7olUzNvISg4FAuvfrPjsc+X/qAY3rt8MGaDXZSUvu7pB0A406Z5QgIDCeedRx/99ue4K2++IOGn8ay79RxLwOcXX+BjEuYLTo+3hDdgn1d1PJ9DS8DmOtMiTYUpDSWj1LbgMFjefH1H7jsmnvrPVZWAclxHbuFRVSohrmVybNmq+SjiK5PgpRGHKqafsjOd16OeyxX57ttOhWVkJaggpC1m9XS3a1VeShxkepcH28Nq02NWNRWalK1C1qjOoG2rQXQGpJboC4ELeHOP8gGg/qkuPsw9XaEtlp1tu/XsVrbnwPTkLr1UXILdW57DlZtcD5v/3Hw6bXAcX/dl64JUrbuq3Wn6BsAR42RU04917Ff0OYNa9i0/mu+/mIp//q/ux1PSerluiAlLDyaAUPGA3By5zPEhqkkiAJzDxi0ErzDKfadQWGpOn/yMPVJ3R2qRysiWphPERWqltkWlTof79V7kGN0rFpDeUctZbbo+HhBdAdv0Fe9d09rkrZ9vGTpsej6JEhpRHlVjsBXG1UAcjRH50i2zvfbdMwWSIjR8DJoxEVqxEepVSqbf4PYCOecCS9D/SWSBSXg38J8lGqOBNpjrkmgtVp1cgpdu4Nwe4QHa1RaVMC384Dd0ceDWaoceo8o17+n2VzJts3fAhAVm8yek334w1Ow67B63N8Xrp6lckEAVmxJIihmJABbNq7DZrO1uw2OkRS7GUp+pN+gMVXTPODl5cVFV/7Jce4d10/lwQUXsXVjzb446f1HtrsNtY2vnvLRrUxLfpfwoKqfteCR+Ixcy/Jfwhznnje5be9RVKYqKduaWK1SUq6WxTc1ylebd9XUZEmdUUt/YwDxSX0c98MjYuiVNqhN7QYcWzG0NHhylSCjymEztyJ5Nsgo+Sii65MgpRlRoWo58eqNaorHYoP4OksifX1UNn9aQv16DgH+agVN9fJBm02npLxlK3vqigiB3KKG595bq7hcjQI1lDTbWRJjNHx94IcdalVRVp5KQg70x6V5MNV2bv2BSjPQ4wbK+v3Ew6/jyHuJi4Dnb4PLZ2rMyVDHzBYN736LAbUJXXWBsLY6WaS2BwCg5GewV3D2+X9wOmf67MsaXF0SHZvAdTc/ytARGe1qQ10TMs503N61/r9cO/kHtYoIsPgOdKww6p8MA1Ja/z2x2VVSudmqfq8OnNDJK1JTpRarGrW0VlVJbe1oRWx4I1M+fWqmfIaPPq1dOTzVwVNHb9QXHABGP5XP1lKx4e3faVyIzuaWIKWgoIBbb72ViRMnMmfOHH7++ecGz3v66ac5++yzycjI4PLLL2fjxo3uaE67+Puq2iE9IlSCaVN7YDS06iTQX2XZV3/Cq15+7NeCGil1+Xpr2G2Qldf+kZTiMqiw1BRV8xQRIWpJ6W/HVKCSV9SyKQVd19m68Rtyso60+L2WfX0IxhyAtOcx2aMdx0emw0t3Qu949bW5erb6gw9QqA+FaLVEdfMva1r8Xg3Z4jTVs47gkHBOnXGh0zk+Pr788Y6nMBgMGAOCOP3Mq3jqpS9557ODXDJvgct3kE3pPZC4nimqfb+sZe+md2DraY5ApVpbR1FKylV9nWmjNKaN1BjSG7y9obBETWUePAGHTqgRgIZWzzQlKlRNEdWd8knvP9xxe0QDdXBaqjp4imlBnoyr+XhrhAa2Lp+to6ekhHCHFmYktM4TTzxBdHQ0q1ev5scff2TBggV89NFHhIQ4lwkNCgri+eefJz4+nq+++oq77rqLZcuWERgY6I5mtYuvj9am0Q+jnxpJKS5Tf5zLq5Yft/YPcLXgQFWBdnBvvUWfkqr34ikt1wmpNfRbUKLTgXl/reLnq5HaQ+dkEfSMalk+zMfv/YtnHr+J0LAolnywg7Dw6CbPzz2Zz9eHzgSfmmzcMf3hoqkwLM15RYnRT+PW83XuXVx1oPdTULCcLRvWcsFld7SpjwBbftOBqvcp+oYLLrvDsetybVOmz2X0+Jn4+Pji6+feoS9N0xg/aTYfvvsCVquFT/+3GCxm2DqV0MlbKSrzIjZC5aO0RVGp2iwwPFgVDUyM1RjSW8dUqaYyLFawVG282do6I97eGslxOr/sdg5sZ519DT9+8zmBQaFMO/2SRp/fnOIyCAlo++9ue0WHqdGn5lRWbRYqUz2iO3B5kFJeXs7atWtZtmwZ/v7+TJkyhTfffJN169ZxxhlnOJ07f/58x+1p06bx1FNPcfjwYfr3bzgZ0Gw2YzabnY55e3vj69uGYYlm2QHQqv7fVpoGXgZVYTbebqC8Qgd0fLw0oPUjImFBOll5cLJQI7YFmfu5har9v+y2Mbo/BPhr6LraDybIHzQ8M1LRNFVDRVFfJ62J78kP65YBUFR4ki8/+y9zL7ut0dcuLyvh1gUvogf+BQCjdQvP3TuENKctWpy/NxMGwZRhsGazBj7RkPwgWzb+BbvNgpeXV+v6VtX+bzflA1GgW0mKKuCiK+9s9OctKKj6itO+n8eWmJChghQAi0X9viXG2HnqbgNfbdSZOLh69269ye9JXbquo+tqxYndXnO+l6EqN6pOfNaWCqux4Tp+PnrVDuPqZzssPIJnX/m69ivXe15L+lFarjMgBby9DG1qW3sFG3UMBr3Z39nyCtWHIKMdu90zf79bovpnpPbPSlclfWlY3aT2hmi6i2t879q1i5tvvplVq1Y5jj355JP4+/tzyy23NPq848ePM3fuXFauXFnrD7KzRYsWsXjxYqdjc+fO5YILLnBN40WXNW7cOHJyVEna9PR0li9f3uBUSEVFBfOuvpqfKp+HIDUN8Py1G5g1qemRF4CcQi+m3tOTsgoD2CthfW8+eX8Rgwa1PhFzx55sznxkjLpT8jPv//UYI0aMaPXruENlZSWjRo2irKxmWdrFF1/MI4880omtEkJ0N716Nb99u8tHUkwmU73pmsDAQEpLSxt5BlitVhYuXMjll1/eaIACMG/ePC691LlktbtGUn49ZCOAoxwpTEBvZ+pOcZlKuD19jMaOA6rmR2JM2z/h5BToBAXAtJFak6sfLFadLzfYGNDjGPvz4zmcZSA9UeXVfLNVJyHatdVb3U3DTmJY/e9JYUGuI0AB2LNnD6t+yKXfgFFOz7dYzNx353n8tEODYSpA6RVTzqDBIzlc2LI2nDUR3l4NGPwg/g5WrNlNSMKs1nVEt/Hnx14FVJCSFltMVOo5LW5DRxg5dgbrvvrQcT9t8GwOFybVO6+x70lDjp/U6RkFk4a6N19/2347m3+DlLiW/2w3148TeTpRYTBlmOsryrZURaXO8p90fH0gpImdlQ/n2Dgl/RiJiYkt+qTqqex2O0eOHOny/QDpS3u4PEgxGo1On8AAysrKMBobXuuq6zoLFy4kPDzcafqnIb6+vm6a2mmwZVX/NbQ7SPH30ynIg9IKjYJSHW9vNVDeViGBetXW8BpRTSTH5RfrFJSqfngbvOgZpfHrITCZwWJTf2w7ftC6/ep+T/bu2VbvnOUf/4e+A8bUPEfXefS+efz47XLo+4bj+IXTA1r1vTh/is77a+xYbAbocT3r1/+BuZe17udj7Zfvs/1IBFRNL108Z0K7f8ZcbXzGmU5BypCRU5psY0t+T8ordeKj3X+Rj4vQ0DSdSmvrV4U11A+bXaesQmNMT63DV/XUFmBUUzgFpfVXEVarMOt4V104DAZDl78gQvfpB0hf2vQ+rn7BpKQkSktLOXmyZtve3377jdTU1AbPf/LJJ8nNzeWhhx7qNt+8uny81Vbr+cVq6/SW7tnTGD9fVVPkZFHT553I06ldysPPVyM+WhUmM7ow1svNOca3az52+vfLT6sxm9tQWrcNGloKvHrF25gra+qIf7n8Lb7+4l3wiYWo8wAIDYRTh9d7apMiQjRmj6+6QHgFsjlraKvqpRw5tIdnnrwVQtW2wRo6YwYGtK4RHWBsreqzicnpREX3bNfrOTYL7ICk08iQhlf5tFVBidrUsmeka16vPaLCau3z1IBSEwR53o+TEG3m8qggICCAjIwMFi1aREVFBWvXrmXfvn1kZNSv57Bo0SK2bNnCU0891YEjJJ3D20sFDa3ZWLApAf5wKEtvtAKl2aJzJFfVV6jN6KfRO17VAXGF3JxjXDmnP/fdca7Tv7tumM7fH7jWNW/SjL17tjpup6YNBqC0pJBv13zsuP2v/7tLnRB3LRjUz9rs8a1fQQJw0VQNDVWj3BJ1Ldu31R/Jacj2Ld9z07yJFBRWQOAwQC1zDmpi6L6zhEfEcOX19xPXM4Vrbmp/Lkr1ZoGhHbDipLHCbm1VVAq9e4K/X+d/n8KCNJqKictMNcvlhegO3DJ0sWDBArKzs5k6dSrPPPMMjz32GCEhISxfvtwpyXXx4sUcPHiQzMxMJk2axKRJk1i+fLk7mtTpAvxVAbVKa9tqpNQVGgh5xThKlNd1skh9AmzoouBlcN2Q+7dff4SpvOFGfLn8TQ7s2+GS92mKGknR0MImcuF1/+c4vuKTJQC88sJfKcjLBs0b35TbAFVF9syJbXu/2AiN/jF71B3vMN76oqTZ53zz1Yfc+YdpFBfmQchE0NSv3pDebWtDR7hy/t94+9P9TJ56Xrtfq7wCkuM0l9d1aUxEiFoD095VOKXlqphgQjtyyFwpyAheXjWlBeqy2iDSTXtsCdEZ3FInJTw8nGeffbbe8czMTDIzMx33N2zYUO+c7irQX30is9tdk6wa4K9xIk9V7wxvoET3iTwd3Q7ebp7/31Rr75sLL7+TkLBI9u/dzurlbwHw9pInufeh/7jt/S0WM4cP/Ao9rkdPe4F/LNcJHvAIJTvvY8OPX/Dt1x/x8Xv/AsCnx4WYUUNIEwa1b/O1y2f68OfXbaB5sfHYYEyVOsZGPml/8PazvPCP2x2jXjH9LqM6zXdoWpub0CpWm86xXHU7uRUJpa5QaVbJnh1ZXyQkEIz+Kv+qsV2+W+JkMfRJUHVdPEGQEQL8VFG3utM6lWYdPx/1waSkoHPaJ4Srdc8kEA9k9FN/MF254NvPB47m1n/BSrPOoSz1h9qdbDYbmzao+hMhoRHMv/UJLpm3gDv/8pJje/vVK97ixLEDbmvDoQO/YrVaIFqN0FlsGiWRC2DIV+h+KTxwz4UqOAgcStjgJx3PO2dS+953zIg0fIrUdJKVUJZ913DNgG+++pDn/36bI0CZccYVRKTOdTzeESMpRaXq5yE2XNWfqVs23u3vX7VZYEPBtLsE+qsLenlF8+c2xmzV0bTWrRJytwB/CDSqvyV1lZpUsccQyUkR3YgEKR1E0zQMmgpWXCUsCLILoKTc+aKjVv64v+Lk3t2bKC0pBGDYqFMdic/GgCDmXHQzAHabjXdf/4fb2rBvzxbQ/CB4rPMDoZNgxGasqYth9AEYsZHc8jhA7b0yIr1972swGBgS9Z3j/n+W2zlZVP/iv/LT1x23L736z9x672vsOaoueilxOmFB7rsA2mw6h3N0yipgVD/IGKYRGlR/V253KzVBcis2C3QFg0EjJgzK2hGkZOWpwM5V+VuuoGka0aHqa1pXqUm1tTNXIAnhahKkdKCUHlqTe/+0VqBR/RHOLXQ+fqJqbx93XxQ2/rzacXvEmNOcHjv3opvxN6qhnOWfvEZ+XgvqebfBvj1bIHg0GNSY/qBe0KN6FYZXEMReDv419T0MBrgqE5fkRkwcnQrZajlzudmbf7yDUyKz1WJh03o1HRYWHs3Vf3yIrzfhqALq7lGUQ9kQHQqnDtcYmmYgwF+jZ6TrEkpbwmJt22aBrhARotHWopj5xTo+XjCkd9O1iDpDzyi1kaKp0jkottogKtSz2ipEe0mQ0oVpmoavN2zco7N2s53dh3WO5eocyVGJte62sVY+yogxzhu3hYRGcNb51wNgrqzgg7f+6ZY27Nuz1bGcF2DWOHj5TzAsYa/jmIaF0f3g1vPh7b+pi7YrDBs1BfbfDma1NfBPO2HFTzWP79z2I+VlKql25Ljp6LrGWzWFmJk5Brex2nS8DDC8j0aPWoFx9VYKHVXWvawCgo0dO9VTLSRQldy3NpJk2hhTpdrGYlifpjcU7Sw9oyAlTo30VKvOR5H9ekR3I0FKFxcfpZY3H8mGb7fqrNqgk1fs/iDFbK5k2+ZvAYiOTSAhqU+9c+Zedgc+Pmop00dLX3RMDbmKrutqJCW0Znn7kDSVVPzUnb05PfnfjAt/iXf/VsGTN2icM0lz6Q62yakDCA/1gd9ucBx74UNVERhgw49fOI6PGjed1RvheNWF5ZSBJgamuKwp9ZSUq5yMusFBZIjK12housAdykyqxohfJ+y2HRygcjhaM+Vjs+scPwl9EyE90fMCFFBTWf1TNPx8a6Z6q+ujdMSHEyE6kgQpXZzBoBEWpJEQo9E7XiMhumPm/3du/YHKCnWlGzlmWoPTJ1HRPcmYdROkPEr5gM3c/fQ+l7Yh7+QJigoLIHi8er9aBbcMBgP33HE9jy28gejIkCZepe0MBgNTps+F/GWQrXJPyirg71XTPut/qAlSRoyZwRs1d7np7GYq8bVTqQliwusHB4FGjZjwjstLqbRArAsDw9Yw+mmEBYGpFUHK8ZNqpGJYH8+b5qktOkwjPRFyCtTPmuSjiO5KgpRuxttLa1OBstb65acvHbfr5qMAHMvVefpdnXVFT0DiPeCfwq78Eew72kS5zFbat2cLBA0DbzVcMKS3a3JNWmNaZtVeUvtuw0dXVZY37IL3Vpexe6daYp+aNpjtx+I4UrXueGiazpi+7q3Ga7Y2vsS6Z5SqWOxudrvacMDdq8yaEhOuluu2lL8vjOyrEeDv+Rf79ESVCJ1frPJROiPvRwh3kyBFtEntfJThdYKUN77QueIRWPY9ao+bWlZ/f8RlbVBTPTX5KJ1RGK3/oDH0TOgNtiIsO69yHP/3Z/7oMfMAGDVuJv9dWfOcK2e6t01mi0r6DGskDyQyRF2MK8zuzUspr1D7zXTmFERooEZz6TemSp2DWeqk4X1cOyXoTiGBGv2TIb8EfH1kqkd0TxKkiFYrKy1m1871ACT36u+0r8veozqvfIbjwhDgB+lRNUmsG3e5bgRh356tEFIrH6Xh7aHcStM0pmVeou7kL6d/lCrRb7N7QfpiSHsB756XcTBLnTKwFwyvn77jUqUmlY/RWBJlWBAdshS5Omk2sOG9RTtESKAKyCobCMhsNpVonlOoyt4D9OrZNQKUar17asRFqPwjSZoV3ZEEKaLVtvyyFnvVBiJ1p3pe/rTm9tmnwLsL4bbzysGm8lcO5btul7a9e7ZC6CkABAfoJMe57KVbZdqsSx23Lb9e51worscfePvHQY67V8xUBdXcqaRcLcP2aSQ/wctLIzHG/cmz5ZWqHR09BVdbcICqTVQ3edZq0zmQpRKLTx2uMW5g1wpOqvn7aQzprZHaU/JRRPckQYpoNef6KDVLj7fs1fnpV3U7Nhz+eA4EBWikpw9EK/sFgAo9htzC9k8zVFaYOJLrBT4q6BnS23X7EbVWYnI6fQeMAmDvrg0MC/8f7J4HdnVl1HXVrn5JMLqf+9vTkvyEqFANTWt8DxhXsOudX07ex1sjMrR+5dnsArUy7rQRGkmxnfez4wrJcaoOjhDdkfxki1bbWFWgzGAwqFohqBUGi2uNolx5es0Ow17e3kQbDzoe+35z+zcWObh/B3pwzQ6Bnb1Rn2PKB3juiVsg53XYMokg32LHcTWK4t6LYYVZx9+3+bokkSGqfHqJm0ZTKsw6/j6dmzRbLSZMw2ytuW+x6pgt0D9Z84idjYUQjZMgRbRKfl42B/ZuByC9/0iCgsMA+GEH7Kjaoic5FmaMdn7egKSa5SSuCFLWrf4AQmrmVYZ2cpBy2syLHNsC5J1Uxd0o3cjDV5zgwtPg9rkwfpD7L4gl5WqKo7kkSn8/lcvgrryU8gqVi+IJ+8iEBKoptuoCdtn5ahQlIbqTGyaEaJZbdkEWzdu7ZwtvL3kSU1VF0mpDRkziwivu6tR5/KZsrtpQEGryUWx23SkX5ZrZ9eu0TBwZy5platfg3cfavi2t3W7n+X/cwftvPQtjDgPg52MjLd6rza/pChFRcYwYM5UNP9aUlI2KiWfIoL4MHdxx38tSk6pG2pIaHz2iNHYd0Smr0PE2gLe3a3borm5HWrxn5EmEBILRV23K5+OlY7FB3yTNI9omhGiaBCmdwG6389CCizl8cFe9x3745lN6JKQyeep5ndCy5m3ZuM5xe9ioUwH46hc4UDV40C8ZThlS/3kjRoyCd7ZC0HCKKuMoLdcJCmjdRaKywsRN997EihUrwD8V/OIBGNLbyyMKb03NvMQpSBk1bnqHBpu6rmO3t7xeRlQoxIapgMJqBYtNTYXER9HuOiEWG0R5SN2OQH9VjbW8QtVMSYiWURQhugqZ7ukEG39ezeEcH0h/DXo9AWHTHRvkASxZ8iZvr9a59Vn1zxWJpi1ltuhs269jtjb8nts2qVL4Bi8vBg4ZT4VZ57XlNY9fd0bDeRcRkbEE2NTyXDQDW/baWtWuosI87vzjTBWgAFr4qY7HOjsfpdqkU8/F16/m+zh6/IwOfX9TpVry3dKlqCGBGqeP1ThjvMas8RqZYzVS4tQO2u1RvW+Qp9TtqN4RubBUJfP2S/LsarJCiBoSpHSCD995Hvr8C2KvgIS7YPAKfDJKMY79HkZs5WDEB/z7E9i6T/1bsrz513SVR9+AW56BO5+vvzFbcVG+Ix8lLX0YXj5B/GUxnKjaj2ZkOoxIb/yPf6+YmiTSb3/JbXGbjh/dz83zJrJ98/cA+BsD6TX+Mcfj7q470lKBQSFMnno+AH7+RkaOmdah719SDiFBrUtW9fbWCDRqhAdrxEZo9IhsXYXWhpRVqNELT0iarRYRomG1QmK0KnsvhOgaJEjpYCeOHeD771ZDsHNmqcWmYfIdC4ED6z1nwy41lO9ue4/qrN2sbm8/AG996fz4ji3fO24PHDaZv70KG/eo+4H+cOOcpl9/zKCaj/hb99lb1KZdO9Zz01UTOHJIvVFUVBR/+cf37M9VS48TY2BASoteqkPceNf/cdX19/PoP5cRGt6xV8PyCpUQ2p7ltOHBGhoqz6g97QgPVnvneIrgAIiPhn7JMooiRFciQUoH+/i9f0HAUNBUOtCQ3jBrHMSEVZ2g26HoW9h/N6kxKqk2pxDHvi+uduTQHn5Y9yk2m4331jg/9voKFbhU27rpG3VD82GH5Q5+rqqJYvSDJ2+AXj2a/uM/ZuRgMKlNBk+URGO2NH0h/GHdp9x+3akU5KvOJ6X043//+x87c2sCudnjO7dYWF2hYZFcef39De5n5C66rpNToGPwgsiQ9n0twoLUqpy6dUVaw1Sp6uR4kqhQtWlgD9fVEhRCdABJnO1AFaZyPv/oFQi+3HFs6kg4a6KGrutk58M3q9/mxcevAMCWOwBQ+7+s3wVJsa5tT2FBLjdeOZ6S4gLGTLmKjbwM1FzkbHZ47E146U4dH2+NbZu/A68gSF/CnuwegCo5/vj1MCCl+Ytj7/ShGErfxW7sjY4Puw/D4EbySVZ8soS/P3gtdrsacRkyIoNHnv6A2LgSVvykzvH2gplj2vUl6PLKKnSy8tTIxYSBWrunMgKNGhEhOjkFavShtXRdR9MgLMhzAkdQq51c/fsjhHA/GUnpQKtXvk1JcQEE11xZ+yer/2uaRlykxjnnXkBUjFq1cmjDPx3nbai/EKjd1qx6T7UH+PlAKlaburDMnQKpKgZh/3H470ooLzfxa+4gGLUbos4F1KZmj85X1V5bwsfHl7jgY477P+9oOEOztKSIfz5+oyNAOXXGhfz9hRUEh4SzerORglL1fhMHe97FsKPY7DpHcnTyimBQKkwfrdEn0TVTGT0i1XLdtig1qam/5orJCSFES0iQ0kF0Xeejd19Qd4JVCXVfH+jVw/k8Hx9fLrz8TnWnfDu+WiEAm/fS6Iqbtvp65bvqhsEIPf4AgIaVuafCgsvAq+qn480v4ZonbNh7/wt81QY5fj7w8LVq19jWqB3Q/Ly9tMFzdu9cT2WFKoWaMfU8/vrom45VM++uqbn6nTG+VW/dpRSV6RSVNvz9ttl1DmWpqrFTR2qM6a8R3Mrl3E0JD9YwaG3LSyksVVM9rV1eLoQQDZEgpYNs3/wde3dvBu9wMKrlKH3iwbuBT76z51xHSJiaPDdnqyppFWbYecB17cnNPsq2zWo5sTHlj449cPTst/lgyT2kxcPlVSto7XbIKqxZqpEefZBXFsDofq2/EI0d3hvMKsfkQG6Iowpobb9u/9lxe+LksxyVXLPyYd12Faz0iIQR6a1++y7BVKmTX6xWyRzL1Z2Spu12ncNZEBcBEwdrxEdrLs/JCQuCIH8oa2XJfF3XMVshIUYCFCGEa0iQ0kE+rB5FCapZ1dMvueFzjcZA5lx0s7qT/4Xj+HoXTvmsWfVe1cVPw6fXn2oeOPZP3n39H7zznye5dAb0Saj1pJJfYMsU/nalnfiotl2IBg4dD8XfAWCxG9l1uP45u3asd9zuN6hmamz5jzWb9c0a175VLJ7Kbtc5fhL6JkLGUI2gADXlZrHq2KtGUGIjYMIgjVA3TXUF+GtEhLR+X5+yCgj0U0mqQgjhChKkuIjFqjc6PJ5/Mot1X30AgH/MFMfxfkmNv945c/+IwcsLCmvWAW/Y7ZKmAvDVF1VTPeGZFJtVtmVC6HEo2wzAqy/+jezj+3niD3DJNB3fA1fD5rFE+P5Gz4TUNr9vdEw8QbafHPdf/cz5a6brOr9uV48HBYeRkKRGnWx2nc+rnmYw6Jw+ts1N8GhZ+RAVpqbFEmI0pgzT6NUDDmWpqr4xVQFKmJt3F+4ZpVHRyryUolKIDvOs+ihCiK5NgpQ2yMs9waJn7mHV529itdpYtV7n/L/BhffDsZP1A5XPP34Vm1VtwxrZ6yzH8aaClNDwKIaPOhUs2VC6GYDfjtJonkJrnDh2gF1VUyrG9Pscx2+4oCcXXXk3AFarhZef/wvhwRpT+mzBfPQ/gM7g4ZPaPb0wPPEImPYD8MsejZ9/relTbvZR8k9mAdBv4GjHVM/Pv0JuoXrf8QMgKrT7jaKUlutYbSrPpzqnIzRI45QhGsP6qCJkHRGggJry8TKAzdbyn7cKMyTFun76SQjx+yVBShs88/hNvPOfv/Powps5+4aVPPqG2k02rxiefd+58JrNZuPT/y1WdzSNUk0lUgQZVXGppmRMraqOVqD2g9F1+GVP+9v/dfUoSuS5mHzVdEpCNIwbAJdf+1fCwlXD1qxays5tP9XURwGGDD+l3e8/dMQ4OPRXx/1FH9ckaf66oyYfpd/A0RzM0nnqXZ2Fr9U8f3Y3TJi12XSyC2BgL1WgrjZfH42RfTWmjVKVYTtCWLBapVNap17KySKd7Pz6gYupUsfop0aBhBDCVSRIaaWC/By+/2YZhE6G4ZsoD8h0evznX+H77TX31/+wkuwThwAYNuFyisrUbr39kpsvQnbKlHPUOYU1m9a5Yiny118sBb9E6LPYceyyGSrHIyAwmCuvv99x/KX/u9uxXw/A4GHtD1LGnTIbct+FEhWQ7D8BX1TFJtUjPIRM5KfCm5n3GHz6PZgt6nB6gpkx/dvdBI9zIl+NlAxMaXgkQtM0fDpw116jn0ZUKJSW1xzLL9apNIPFCsVldbZMKFO5KC3dN0gIIVpCgpRW+mrlO9jCz4fBX4J/1XyNpQCOv+A458UPcVRTXfbBvx3H+4+/0XG7qameahFRcSooKPoWbCqLccPu9pXIP3xgF3t3b4O+r4OPKgs6eRjMqFWl/4xzryMxWY34bNv8Ld+u+QhQe9Ok9mlgi+NWik/sTXKv/rC/JmH31c+hwqyzc8dmSHkchqzht5yaIYUAPzh/ss4b92Tj7dXuJngUi1XHYoVBvTT8PaiUfI/ImryU4jKd4nIY1U9jQIqqglx7Kqi8UqZ6hBCuJ0FKK6389E1IeQQ09aVLjT5JUv5FsO8WKPwKgON58O5XkJN1hB+/UUuIo2MTsAeMcLxOS4IUgElT54BeCUXrAMgthMPZbW//11+8C0l/gdAMQK0UuetC51Edbx8f5t/yuON+dT7NwCET8PJyTYQwbtJsKP4G8j4B4GQRPP+Bzjb9SUi82/H17REJN54LSx+Em+ZAVEjL9vzpSvKKVcKpp5VsDwsCLy8oKdfJLVQbOaYnqurC8VHq57yan4/qgxBCuJIEKa1wcP9OfsuKAv8UQO36u/jeKF57awXjJ50B+24FXV3Q31wF7y59z1E1dfa517L7SM2Xu6VBSsZpVXkptaZ81mxq22iKrut8vuYQJKl8EIOm89crGi68NXHK2fWmdgYPm9jq92zMhIwz1Y0DCwAbAJ/9qKEHqJEaDQs3nA3//SucP0Uj0L9zPqHb7TrlFe7b3FHXdcpM0CdBw7sDp3NaIixI5U4dy1VVbQf1UiMl/n4aw9JUwbeScvW1CQ+WKrNCCNeTIKUVVn32X+hxveP+nMkqj8NgMHDXff8mxDcbjj8PQKUFPt2kls8avLw4/axr2HNEPS8mDCJbuDolJi6RfgNHO5JnAZasgJufgfW79GaDFasN1u/xY9EncOF9JeTEvAKaGg2ZN0tjUK+G26FpGn+47UmnY4OHT2pRm1ti4JDxBIeEg2k33rn/cX6wbDvn9XuLC07T8OqkWih2u05uoc6BE5Cdr1beuENRGYQEqN2LPY2/n0ZMmNq6YXgf55L7PaI0BvZSI2AAibHds26NEKJzSZDSQjabjRVffA0RswCICrExdkDN4xFRcdzxl5fg0ANgVvMx5pAzoMcNTJh0FiZ6Ul6pzu3bwlGUahlT50D5diioqZmy4wD86V9w0z9h58GGL6C5hTrXPgkXPhLH26s1cktqPuqmRp/k4mlNv++AIeOYPusyAGLjkug/yHW7+Xl5ezN2ovpaWvf9hVBjBWCHY/+ETWOYOKaXy96rNaqDk/3H1QaG4wdCak/IL3HP++UXQ0oPzy0jP7q/xvhBGr4+9dvXP7lmQ8PuuCRcCNH5JEhpoc0b1pDvPdsxCnHmKV71PuVPnnoe02eeBQf+XHMw7XkKe7zAz7/WHKreVLClMk47T93YnknP0vtIjqt5bOdBuPMFOJpTvyjak2/BwaxabdRtUPQtMeXP8cLdUS0apbhn4assfHIpT//7K8f+Oa4yPmO2umHJ4dSI++l1MhP234lBs9C3/0iXvldL2Gw6B7JUcDJxMJw+VmNALwPJcRpWGw2W8G+PCrOOjzckx3nuBd7o13CAAuDnqzn2YgqXVT1CCDeQIKWFVnz6FsRdA4Cm2Zk1ruHzbrnnWSJZDceecRzbfjSWf31Uc05j5fAbE5+UVrWqxs7xTY/y+FVHuf8qSKkKVirM8PDrapVItY+/ralQGxNqJSJvAfzYA7ZO5k/XDmjxKhIvb28mTzu/XVVmGzNmwumqqi7ww5qlHNrzNQDJqQMwBnTsVc9i1TmYBUkxatO+/ikGjFVfo9gIVUW1qOFNm9ssrxh6RnbthNOYcPU18rR8GiFE9yBBSguYyktZu7ECfNWWxRMG6o0ObwcFh/HnB17FcPAu2HEu/t7O1bA0Ta2QaC1HYTfg26//x5ThGi/eUVP4a/cRtYzXbrdzNEfnpY9rnntmvw/J3/l3sOYxdORkRoyZ2voGuEFQcBhDqvJcsrMOY7epBNp+A0c39TSXM1vUnji9eqiKriGBzt9bo59GUoza4deVLFboHS/LdoUQojESpLTAF5/9F0vkVY7752Y0vQx35NhpPPfadzzw5yv4z1/9GZZW81ivONq0UiVj6nmO21+vVBVjjX4af70CR92Qd1bDrDPP59r7t1JZVfzszAk2Vrx9p+O51/zxIY+6KI7POKPesf6DOmZjHrtdp7Rc53COChzHD9IINDb8tVG7DYO1FWXimxMRgiOnQwghRH0SpDTjp++W89xzz0G4yjKNDjExvE/zzxsweCwZU+cQE67xjxvhhnNUnYkb5zT71AalpA4gNW0wADu3/cih/SrJJT1R47pa1/nK1Heo9FXLeH1sh9H33s2xY8cANb0y2AVl7V3JsRS5Flcm6NaVX6xzKEtn/3GdQ9lQaoIByTB2gOaY3mlITLhaYltQJ4FW13UOHNfJaqBUfGOqp+VSe9JovocQQggJUpr0008/cd9dc7HF3eY4dt6pxlYvtfQyaFxwqsbTN2mMSG/bRUnTNE4/6yrH/RXLljhunz8FBiZWXT0NPur/ug3Ltov49IOa3Jir//hgm97bnRKS+jiq2wL4+RtJSR3olvcqLNUxVaqcoFOGaJw+RmP2BI1xAzX8fJv+vvh4a6TEQUm58/HjeRAeAmWm5t/fatM5lqs7iqAlxUiAIoQQTZEgpRHbtqznuuuuw+wzwJEwa/TTOd19H/KbNX32ZXh5ewNqCqq6EqzBoJFkeQLMOY5zw0pfhZKfHPcnnXoOfQeM6tgGt1DtKZ8+/Ubg7ePj8vcwW3XyimBoGowdYCA9UaNHlEZwgNbioLNHpIaPt1qVA1BUpqPbVbDh5VWzSWJduq5GWg5lQWQoZAxV79fY1JIQQghFgpQGbNu2jeuvmkVpaRn0fsZRov3K0zVCgzrvwhIWHq0q2wL5J7P4+YeVAFRWmPhmxb9g14VQsZ8JAy2889K1/OWRN+jTbzj9+/fnj3f8vdPa3ZyJk8923B40dILLX1/XdY7mqOmVvklt//5FhaqVOAUlKtn2ZBEM7q1GZgL9oLyi4ecVlIBBg8nDNKaO1EiKleBECCFaQoKUOvbt28f06dMpLiqAmMshRF00k2JhTkYnNw6cp3w+WQLAuq/+R2lJIRStY0bsQzwy3xc/XwPTMi9h8Vvr+eyzz+gR3znF0VpiyIhJzL/lMWaeeSUXXnGXy18/pwBCA1XV1PbsJGwwaPTqoVFmgiO5kNZT7WMT4K8RGtT4lE9JOSTHQVpCx+5kLIQQXZ13ZzfA00RERNCrVy+yT5rw7vN3rFXHb56DR1xgxk7IJDwyloK8bL5f+wlFBSf57MOXHY/PPueaTmxd21181T1ued3yCh2TWU2xhAW3//sXGw6B/hBghOHpNUFHXAQczW34OVY7RId1/s+OEEJ0NTKSUkd4eDirVq0ifeb7WA1qfeikIWqLek/g7ePDjKpS9VarhSWLFrLll7UAJKX087jVO53Jbtc5kacq/KbENX9+S4QGqemd0f2c66lUB0B191KqMOv4+6jN+oQQQrSOBCkNOJQbyL6y0wDw9dH54zmd2566Tj97nuP2R0tfdNyefe41HlUDpbPlFkJUGAxObXlybHM0TWN4uoGeUc6vFxoI/r6q+m9tJeUQHKAeF0II0TpuCVIKCgq49dZbmThxInPmzOHnn39u8LyKigruu+8+MjIymD17NitWrHBHc1pF13VueUbHZlcXoUumQlykZ134U1IH0K9OLRFvbx9mnHFFJ7VI1R+xubDQWXtZbXpVDRSVM+JuwQEQZFR1V2orNUF8NE47CAshhGgZtwQpTzzxBNHR0axevZpbbrmFBQsWUFxcXO+8RYsWUVRUxOeff86jjz7K448/zqFDh9zRpBbbcQC+2apuJ0RZudgzKsjXk1krgRZg4qnnEBYe3SltKTXpFJTCibxOefsGZReoaq7JLprmaY7BoBEXAWW1Vvjouo7dDpEhEqAIIURbuDxxtry8nLVr17Js2TL8/f2ZMmUKb775JuvWreOMM5xLoH/++ec89dRTBAUFMXToUDIyMvjiiy+47rrrGnxts9mM2ew8nu7t7Y2vr6/L2j8gBba8CvP/rnPZqfn4+0biOeMDNU6beQEvPHUH5kp1VTzjnHlo2OudV32socdcpahUJylGBSlWq/sSjFvaF4tVBQf9kzW8vVy/e3FjIkN00HU0VP8rzDrB/hAWqGG313xN7Ha70/+7su7Sl+7SD+g+feku/QDpS2MMhubHSVwepBw+fJigoCCiomo2JenTpw/79+93Oq+4uJi8vDzS0mo2tklPT2fHjh2NvvZrr73G4sWLnY7NnTuXCy64wEWtV/yB/1Rtd6NpR1362i4TBldcfhkvv/wyI0aM4NyZ6RgMhxs9PTHMff1IClP/T+ugfWha0pfeUaBXQEcOzBmAyf3rHIyFgjz1r64jR450RLM6RHfpS3fpB3SfvnSXfoD0pa5evZovjeHyIMVkMhEY6JwlGBgYSGmp8xay5eXleHl54e/v73ReeXmduuO1zJs3j0svvdTpmKtHUqr9eshGAEc5UpiA7qH5xZf84UXGTv0D8Qm9OVoc3OA5GnYSw9zXj4ISNUoxY7RGfgms2aQTHQb+zZSZb4uW9MVUqZNXDKcO1zo8l8hs0Vnxk46mQViQxqEsnSFpMKS3c1vtdjtHjhwhMTGxRZ8kPFl36Ut36Qd0n750l36A9KU9XB6kGI1GysrKnI6VlZVhNBqdjgUEBGCz2aioqHAEKmVlZQQEBDT62r6+vm4JSBqmV/3X4LFBimYwkNZ3BECzU1Lu6kd+ic7wPhBgNODvp5MYo3PgBKT0cF+A0FRfTuTppCdBjyitw1c6+ftBeLCdo7kqkdZq14gMaXxlkcFg6PJ/sKp1l750l35A9+lLd+kHSF/a9D6ufsGkpCRKS0s5efKk49hvv/1Gamqq03khISFERkayd+9ex7E9e/bUO094rgqzjo83xEeri7DBoNE3SeWBlFU4h01Wm06l2b25ISXlOv6+0Dex4wOUajHhGhUWKK+EAH8Ia3iASwghRAu4PEgJCAggIyODRYsWUVFRwdq1a9m3bx8ZGfVrys+aNYuXX36ZsrIytm3bxrp165g+fbqrmyTcJL8YYsLUnjbVYiPUHjk5+ep+pVnnSI7OkRw4mqOSWt3ZnpQeENWJ1V1Dg9Q+PUVlEB6kliULIYRoG7eM1SxYsIDs7GymTp3KM888w2OPPUZISAjLly93SnK9/vrrCQoK4vTTT2fBggUsWLCAlJQUdzRJuJiu65gqIbWn83SGpmmkJ2r4+8K+Y7paChypckQSYtQ+Ou5gs+nYdUiI7tzlvqGBqmx+QbFaAi3F9YQQou3csndPeHg4zz77bL3jmZmZZGZmOu77+/vz8MMPu6MJws2KqyqpxkXWfywqTKNvUk0QExuBI5A5vknHbNXxdfEy5aIyFSDEhLv0ZVstwB9CAlURtwipjyKEEO0iGwyKNskvhn5JEBzQ8IV4RN/6g3QJ0RAfpaaCEmJc256iUhiSBn5uWFXUGpqmERehU1Iu+/UIIUR7dY80427KYtU5kadGHjxJdV5JUmzrAgJvb41+yRpWu1qu6ypmq47BAD09ZPuCqFCN+CgINHpGe4QQoquSIMVD5RXpHM4Gby+V3+BJsvNVnklbplbio9S/rHzXtaewBCJCIDrMda/ZHgkxGuMGSoAihBDtJUGKh6kw6+w/rsq6TxgEybFqOaunqDDrWO3QP0VrU/l7Ly+Nfkkadh2XLUkuKYdePdRIjadw1a7LQgjxeyZBigcpNekcPwlp8TBttEb/FAMRIRq6B832ZOVBrziVX9JWPaMgMRqyC9vfHlOljp8PxEVIUCCEEN2NBCkeJLdAbXA4cbBGeLC66AYHgJdBLbHtbKXlOj4+ahSlPSMFXl6q6Jvd3v66KYWlaponIqRdLyOEEMIDSZDiIcoqdHx9oHe8hpdXTQAQHABGv46d8jFb61eH1XWd7ELoE6+qqrZXbIRaMlxc1vy5jdF1nfIK6NWzfUGTEEIIzyRBiofILYDkOOfqraAClCAjlFd0TDvMFp0j2ZBVAEdzdKxVIzgFJRBihL5JrgkGfLzVCpgSU9uer+s6OQUQaFRVb4UQQnQ/EqR4AFOlWkLbu2f9PWc0TSM6rGNGUqw2Vb6+TwJMGaYRGQqHsiC3UKegBPqnQGiQ60YsYiM0bDaw21s35WOxqk0MvbxgdD+NsGAZRRFCiO5Iirl5gNxCSIpVUyANCQ/W0N2cPWuz6xzKgpQ4GN1fw+in0SMSDmbB9v06MeFqKsqVIkMgKADKKtS0Vl1Wm47NBgaD+uddFVIfzYXePWFomgQoQgjRnUmQ0snMFh0dSItvPK8iOEBdpG023SlfxVXsdp3DWWrVzZgBKkAB8PXRSE9UNVEsNhzHXSUoQCM6VOdEXv0gxW7XOZgFRl+w2cGug4ZOUhiM7Q99EjWPWnIshBDC9SRI6WQ5VRvw9WhgD5xqwQEQUJU829CIQ3vous7RXIgKg3EDtQbL3Ac1UvreFeKjNQ5k1R8lKixVZeUzhmoYNBWoWG0a5lLom2yQRFkhhPgdkCClE1msOhYbpCdqTY6QVCfPlpS7Pkg5lqtee9zAmmXPHSkyBPy8VWG32vvuFJTCyHTnlUR2u8ah0g5vohBCiE4iibOdKLcQ4iJUmfimVCfPmsyuff+sPLXsedxAjeiwzhmZCA+G0CC1q3K1UpOO0RcSY2S0RAghfs8kSOkkFqtOpUUt6W1JbkV4sIbN7rr3zy3UsesqQOkZ1XnBgJeXRmKMGiWqllekKtpKgTYhhPh9kyClk+QUqDyUxJiWne/KyrP5xTqmShg7QGv1TsbuEB2moaFWGJmtKpG4d3z95dhCCCF+XyRI6QRmq47ZCv2SWr5JX+3k2dpMlTrFZS0PXHIKdEpNMLqf65cUt1VECAQHQmm5GkWJDVf/hBBC/L5JkNIJcvJVHkprNumrTp411QpSzFa1IWFOAc3WUdF1nSM5apTilCEa/ZI9I0ABtbQ5LkKt6CmvgD4JsrxYCCGEBCkuZWtB5VSzRa3oaWkuSrW6lWd1XZWvT4qtKpvfTEXaQ9kQEggZQzRSG6hs29l6RGqYKlUibXw7dlgWQgjRfUiQ4iKlJp19x2D/cZ2iUr3RkY3sAjWC0ppRlGq1k2ez8tU0iSoLDyWNbNRXHTj1jITJQzV6dGKSbFMiQ9S/3vGuLxonhBCia5IgxUVyC2BgLxicCmYL7D8O2fk6pSYdi1UFCpVmHZtd5aK0pXJsdfJsYamOxQoj+6qy8AnRUNbISEr1LsNjB3h2CfnQIOibBL16eG4bhRBCdCwp5uYCpkodH2+VSxETrtEvWedYLuw9plNWAfnFah8aq1WNFPRspi5KY4KMKnk2Ox/GDqhZGRQZouFl0Bssm18dpLizaqwraJrGkDTPbqMQQoiOJUGKC+QUQK8eEB2m7gcHaPRLhvRElejq+GdWUxpt3X8nwF/llUSFwoCUmryS8GAINkKJSZWSr2ax6mgyViaEEKKLkiClhWx2nTIThAQ6BxiVZh1Ng7SE+smoBoNGoBECja5pg6ZpDEtTr+frU/Ne/n4asRE6+487BynV+98IIYQQXZF8zm6hvCI4WaQqtdaWU6iWE8dFdEw74iIb3gQwLkLDYnU+VlyuVv8IIYQQXZEEKS1UVqGmdEyVUFSqAhWLVcdqgz6JWqfvyhsRAv6+Kj8G1AiPj5cKXoQQQoiuSIKUFrLrkBynMSId8oqhvEJ3bBDYM7KzWwehgWqFTKlJ3S8oUbkrEcGd2y4hhBCirSRIaQGzRcfPWwUCA1I0BvWCE3lqVKW1RdncxctLLUUurdqor6wCUnu2bamzEEII4QkkcbYFSk01K2sMBo3h6VBh1ikxta0om7tEhmigqdosRj+Ikf1vhBBCdGESpLRAeQUkxeHYDNDHW2PsAKgwO6+y6WwRIRDkD8dyVT2W8GBoZksfIYQQwmPJdE8LmK0QE+YcjPj5aoQGeU6AAhBo1IgMVYFJSpzn7c8jhBBCtIaMpDTDZtfRNI2QwM5uScvER2sUluoy1SOEEKLLkyClGRWVKh8ltIsEKT2jqAqqZBRFCCFE1yZBSjPKKiAkQAUqXUFwgEZwQGe3QgghhGg/yUlphsmsaqFIfocQQgjRsSRIaYZdh/BgCVCEEEKIjiZBSjP8fegySbNCCCFEdyJBSjOMfionRQghhBAdS4KUZkSF4hFl74UQQojfGwlSmhEVKgGKEEII0RkkSGmGLOcVQgghOocEKc2QpFkhhBCic0iQ0gyjX2e3QAghhPh9kiClET5e6v9SxE0IIYToHBKkNKJ3fGe3QAghhPh9c3mQsmPHDi6++GImTpzI/PnzOXHiRIPn5efns2DBAmbMmMFpp53G7bffTlZWlqub02YygiKEEEJ0LpcGKWazmT/96U9cdNFFfPXVVwwaNIi//e1vDZ5rMpkYNmwYS5cuZeXKlSQkJPDAAw+4sjlCCCGE6MJcugvyL7/8gtFo5OyzzwbguuuuY9q0aZw4cYIePXo4nRsfH89FF13kuD937lwuu+yyJl/fbDZjNpudjnl7e+Pr6+uiHtSw2+1O/++quks/oPv0pbv0A7pPX7pLP6D79KW79AOkL40xGJofJ3FpkLJ//37S0tIc941GIwkJCezfv79ekFLX1q1bSU1NbfKc1157jcWLFzsdmzt3LhdccEHbG92MI0eOuO21O1J36Qd0n750l35A9+lLd+kHdJ++dJd+gPSlrl69ejV7jkuDFJPJRGCgc2GRwMBATCZTk8/Lysriueee48EHH2zyvHnz5nHppZc6HXPnSMqRI0dITExsUbTnqbpLP6D79KW79AO6T1+6Sz+g+/Slu/QDpC/t0aog5cYbb2TTpk0NPnb11VdjNBopKytzOl5WVobRaGz0NYuKirjllluYN28eY8eObfL9fX193RKQNMVgMHT5HyroPv2A7tOX7tIP6D596S79gO7Tl+7SD5C+tEWrgpQXXnihycd/+OEHPvzwQ8d9k8nE0aNHG53GKS8v59Zbb2Xy5MlO+SlCCCGEEC4Ng0aOHInJZGLZsmWYzWZeeeUVBgwY0GA+isVi4e677yY1NZUbb7zRlc0QQgghRDfg0pwUX19fnnzySR566CEef/xxBgwY4JRn8uijjwJw7733snXrVn766Sf8/f1ZtWqV45z33nuPuLg4VzZLCCGEEF2QS4MUgIEDB/LOO+80+Ni9997ruD1y5Eg2bNjg6rcXQgghRDfRPTJ4hBBCCNHtSJAihBBCCI8kQYoQQgghPJIEKUIIIYTwSBKkCCGEEMIjabqu653dCCGEEEKIumQkRQghhBAeSYIUIYQQQngkCVKEEEII4ZEkSBFCCCGER5IgRQghhBAeSYIUIYQQQngkCVKEEEII4ZEkSBFCCCGER5IgRQghhBAeSYIUIYQQQnik30WQsmjRIubOncvo0aNZuXKl43hFRQWPPPII06dPZ8aMGfz3v/9t8PlLlixh1KhRbNu2zXHs+PHj3HTTTUyePJk5c+bw448/ur0f0Pa+jBo1ilNOOYVJkyYxadIkXn31Vafn3nfffWRkZDB79mxWrFjRJfvx3nvvcckllzB27FiWLFni9j5Uc0dfnn76ac4++2wyMjK4/PLL2bhxY5fsx6JFi5g9ezaTJ0/m3HPP5ZNPPnF7P9zVl2rHjx9n4sSJPProo12yHwsXLmT8+PGOxy644AK398NdfQH45JNPOPfccznllFM4//zzOXToUJfsywUXXOA4PmnSJEaPHs0bb7zR5fpx7NgxbrzxRqZMmUJmZiavvfZau9ro3a5ndxGJiYnceeedvPTSS07HX3nlFY4fP86HH35IaWkpN9xwA2lpaYwfP95xTk5ODitWrCAyMtLpuX/9618ZNWoU//znP9m6dSt33303H3zwAWFhYR7bl48++oioqKh6r7lo0SKKior4/PPP2bdvH7feeiv9+/cnOTm5S/UjOjqaG264ocMuhNXc0ZegoCCef/554uPj+eqrr7jrrrtYtmwZgYGBXaofmZmZXHHFFRiNRg4fPsz8+fMZOHAgvXv3dls/3NWXak8//TR9+/Z1W9trc1c/rr/+eq666ip3Nr0ed/Rl3bp1vPHGG/zjH/8gNTWVY8eOERwc3CX7snTpUsftwsJCMjMzmTx5svs6gXv68fe//534+HieeeYZsrOzueaaaxg4cCBjxoxpUxt/FyMps2bNYty4cfj6+jod/+GHH7jkkksICgoiLi6Os846i88++8zpnP/7v//j+uuvd3puWVkZ27Zt4+qrr8bb25sRI0bQv39/vv76a4/uS2M+//xz5s+fT1BQEEOHDiUjI4MvvvjCHc13cEc/pkyZwqRJk9x6IW+IO/oyf/58EhMTMRgMTJs2DT8/Pw4fPuyO5ju4ox9JSUkYjUbHfV3XOXHihEvb3RB39KX6+bquM3bsWFc3uUHu6kdncEdfXn75Ze644w569+6NpmkkJCQQGhrqjuY7cff35csvv6Rfv34kJia6qskNckc/Tpw4wYwZM/D29iY+Pp5hw4axf//+NrfxdxGkNKX2JtC6rjt9MTds2EBRURGnnnpqq5/bGZprz2WXXUZmZiYLFy6ksLAQgOLiYvLy8khLS3Ocl56e3ql9aUs/PJUr+nL8+HGKi4vd/gerKe3px5IlSzjllFOYM2cOcXFxjB49uiOa3Ki29sVisfDMM89w2223dVBLm9ae78l///tfpk6dytVXX90hU4nNaUtfbDYbu3fvZu/evcyaNYuzzjqLxYsXO71WZ3DF7/zy5cs5/fTT3dnMZrW1H3PnzmXlypWYzWYOHz7Mtm3bGDVqVJvb8bsOUsaNG8fbb79NSUkJx48f59NPP6WiogIAq9XK008/zR133FHveYGBgQwaNIhXX30Vi8XChg0b2Lhxo+O5naGpvgAsXryYTz/9lLfeeouKigoefPBBAMrLy/Hy8sLf399xbmBgIOXl5R3eB2h7PzyRK/pitVpZuHAhl19+OUFBQR3ZfIf29uOqq67im2++YcmSJWRkZODl5dXRXXBoT1/efPNNJk6c2KnBYrX29OOiiy7iww8/ZMWKFcydO5fbb7+drKyszugG0Pa+5OfnY7PZWL9+Pe+++y7//ve/WbVqFcuWLeusrrjkd/748ePs2LGD6dOnd2TTnbSnH0OHDmXbtm1MmjSJOXPmcPbZZzt9CG6t33WQcs0119CzZ0/OP/98brnlFqZOnUp0dDSgkjCHDRvW6Bf3oYce4tdff+X000/n1VdfdXpuZ2iqLwDDhw/H29ub8PBw7rrrLr777jssFgsBAQHYbDanH8CysjICAgI6oxtt7ocnam9fdF1n4cKFhIeHM3/+/M7oAuCa74mmaQwaNIiTJ0/y8ccfd3QXHNral5ycHD755BOuvvrqTmt7be35nvTr14+QkBB8fHzIzMxkyJAh/PTTT53VlTb3xc/PD4Arr7yS4OBg4uLimDt3Lt99911ndcUlvysrVqxgzJgxREREdHTzHdraD5vNxq233so555zDd999xyeffMKXX37Jl19+2ea2/K6DFKPRyF/+8hdWrlzJ+++/j6ZpDBgwAFBTPStWrGDmzJnMnDmT7OxsbrvtNkdSZkJCAs8//zyrV6/mxRdf5MSJE47nelpf6jIY1Ldd13VCQkKIjIxk7969jsf37NlDampqh7S7rrb2wxO1ty9PPvkkubm5PPTQQ47HO4Mrvye6rnP06FG3tbU5be3Lzp07yc7OZs6cOcycOZM33niDzz77jJtvvrkjm+/gyu+Jpmlua2dLtOdvV90Php39t8AV35cVK1aQmZnp9rY2pa39KC4uJjc3l/PPPx9vb2969uzJlClT+OWXX9rclt/F6h6r1YrNZkPXdaxWK5WVlfj4+JCbm4uXlxfh4eGsX7+eZcuW8frrrwNqmV5lZaXjNa688kr+/Oc/O+bWDhw4QFxcHJqm8eGHH2IymZg4caJH9mXfvn3YbDZ69+5NWVkZTz31FGPHjnUkS82aNYuXX36ZRx55hP3797Nu3Tq3L+F1Rz+qX9Nmszle09vb2+3TC+7oy6JFi9iyZQv//ve/6yW1daV+fPTRR0ydOpXAwEA2bdrE8uXLeeSRR7pcXyZMmOA0AvTGG29QUFDA7bff3qX6AbB69WomTJiAj48PX331FVu2bGHBggVu7Ye7+nLGGWfw+uuv07dvX8rLy/nggw+47LLLumRfAHbv3s2JEyeYMmWK2/vgjn74+voSGxvLRx99xJw5c8jNzWXt2rXMnTu3zW3U9M4OPTvAwoUL+fTTT52OVS+5uv/++yksLCQlJYW77rqL4cOHN/gaZ555Jo8++iiDBw8GVOLZkiVLsFgsjBw5knvuuYe4uDj3doS29WX9+vU89thj5OTkEBgYyJgxY7j99tsdw4kVFRU8/PDDrF27lpCQEG6++Wa3J225ox+LFi1i8eLFTq95//33c+aZZ3a5vowaNQpfX1+nAOvee+916ycsd/Tj7rvvZuPGjVgsFuLi4rjooouYM2eO2/rgzr7UtmjRIvLy8rj33nu7XD+uueYa9u7di6ZpJCcnc+ONN7Z5eWhn98VisfDEE0+watUqAgICOOecc5g/f77bR4fc9fP1zDPPkJuby8MPP+zW9ruzHzt27OCpp55i3759+Pv7M2PGDG677bY2f1j8XQQpQgghhOh6ftc5KUIIIYTwXBKkCCGEEMIjSZAihBBCCI8kQYoQQgghPJIEKUIIIYTwSBKkCCGEEMIjSZAihBBCCI8kQYoQQgghPJIEKUKIbmnUqFGMGjWqU3fFFUK0jwQpQog2mz9/viMYuPjii50eKywsZOLEiY7Hn3vuOZe//7JlyxyvL4TofiRIEUK4xG+//cbGjRsd9z/66COnTTqFEKK1JEgRQrSbt7faUP3dd98FwGaz8f777zuO11ZUVMQTTzzB7NmzGTt2LDNmzOC+++4jKyvLcc6iRYsYNWoUZ555JqtWreK8887jlFNO4brrruPgwYOA2hztgQcecDynekRl0aJFTu9XWlrKwoULmTx5MpmZmbz88suu7r4Qwk0kSBFCtFt6ejrx8fGsWbOG7Oxs1q1bR1ZWFlOnTnU6r7Kykvnz5/Pee+9x8uRJkpOTKSsrY/ny5cybN4+CggKn83NycrjvvvvQNI3Kyko2bdrEgw8+CEBCQgLx8fGOcwcNGsSgQYOIjY11eo3nn3+eH3/80bEF/UsvvcSPP/7opq+EEMKVJEgRQrSbwWBg7ty5jhGU6hGVCy+80Om8lStXsm/fPgCeeOIJli5dyiuvvILBYCA3N5elS5c6nW+z2XjyySd5//33HTkvW7dupaKigmuvvZZrr73Wce6SJUtYsmQJ55xzjtNrpKens2zZMqeRnfXr17u0/0II95AgRQjhEmeffTZGo5GlS5eyYcMG+vfvz5AhQ5zO2blzJwD+/v5MmTIFgH79+pGcnOz0eLWgoCAyMjIASE1NdRyvO+LSlOnTp+Pj40NYWBgREREA5Ofnt65zQohOIUGKEMIlgoODyczMpKysDKg/itLW16zm5eXluK3rerteozXPF0J0HglShBAuc8EFFwAQFhbGjBkz6j0+YMAAACoqKlizZg0Au3bt4tChQ06Pt5S/v7/jtslkakuThRAerH7qvRBCtFFaWhqrV6/Gy8sLX1/feo/PnDmTN954g/3793PPPfeQnJzMsWPHsNvtREdHO4KclkpJSXHcnjt3LlFRUdx2220MGzasnT0RQngCGUkRQrhUaGgoQUFBDT7m5+fH4sWLHQHFoUOHCAwMJDMzk9dee43w8PBWvVefPn249tpriYyMJCsri+3bt1NSUuKKbgghPICmy+SsEEIIITyQjKQIIYQQwiNJkCKEEEIIjyRBihBCCCE8kgQpQgghhPBIEqQIIYQQwiNJkCKEEEIIjyRBihBCCCE8kgQpQgghhPBIEqQIIYQQwiNJkCKEEEIIjyRBihBCCCE80v8DLXoRKkBgqagAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import KalmanFilter\n",
    "\n",
    "kf = KalmanFilter(dim_x=3)\n",
    "kf.fit(train_air_scaled)\n",
    "filtered_series = kf.filter(train_air_scaled, num_samples=100)\n",
    "\n",
    "train_air_scaled.plot()\n",
    "filtered_series.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inferring missing values with Gaussian Processes\n",
    "\n",
    "Darts also contains a `GaussianProcessFilter` which can be used for probabilistic modeling of series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.gaussian_process.kernels import RBF\n",
    "\n",
    "from darts.models import GaussianProcessFilter\n",
    "\n",
    "# create a series with holes:\n",
    "values = train_air_scaled.values()\n",
    "values[20:22] = np.nan\n",
    "values[28:32] = np.nan\n",
    "values[55:59] = np.nan\n",
    "values[72:80] = np.nan\n",
    "series_holes = TimeSeries.from_times_and_values(train_air_scaled.time_index, values)\n",
    "series_holes.plot()\n",
    "\n",
    "kernel = RBF()\n",
    "\n",
    "gpf = GaussianProcessFilter(kernel=kernel, alpha=0.1, normalize_y=True)\n",
    "filtered_series = gpf.filter(series_holes, num_samples=100)\n",
    "\n",
    "filtered_series.plot();"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A Word of Caution\n",
    "So is N-BEATS, exponential smoothing, or a Bayesian ridge regression trained on milk production the best approach for predicting the future number of airline passengers? Well, at this point it's actually hard to say exactly which one is best. Our time series is small, and our validation set is even smaller. In such cases, it's very easy to overfit the whole forecasting exercise to such a small validation set. That's especially true if the number of available models and their degrees of freedom is high (such as for deep learning models), or if we played with many models on a single test set (as done in this notebook). \n",
    "\n",
    "As data scientists, it is our responsibility to understand the extent to which our models can be trusted. So always take results with a grain of salt, especially on small datasets, and apply the scientific method before making any kind of forecast :) Happy modeling!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anomaly Detection\n",
    "\n",
    "Darts also has an entire module on Time Series Anomaly Detection. For more info, read our [user guide on anomaly detection](https://unit8co.github.io/darts/examples/22-anomaly-detection-examples.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "f4869ab21c96bf74d997d96f31e1fe34ff80d6a0fad585152839d8f90c7b1199"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "0061d5e970174e1f8fcb470236367337": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "01e79ddde9764c6b8306c410ff5a3cd5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "02327fab635140bfa8d886209b22b4fb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "0304abb0a7904d4b8a9cfa23ee7017b8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_81375dfa20a442339427c8ea75d1d022",
       "style": "IPY_MODEL_66dd9d78e11e4e6e87d6ada039bde44c",
       "value": "historical forecasts: 100%"
      }
     },
     "04ac842b80f44fadbd869efa32a70991": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "061f5f4dc98d44958a9b16b34ed12d9e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_a463f95309ca44dea4ac3e034569623e",
       "max": 3,
       "style": "IPY_MODEL_cd13306973b14c0895d6bab21330bb1a",
       "value": 3
      }
     },
     "06d65facbafe432b92305692b60e431a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "072a01292dfe4b1fa4c314b4941cdc9e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "090fa9646bf24af883dfd3e4b8e0053d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "0a021480f77641d898c7b09ae547a2ee": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "0b2099c04cd4443488d6a0e3bcaf6fc4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "0b818000720248fb95af060837d53963": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "0c16aefbfe974e618e9121a9670c4aff": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "0c5ca47c2b35400790fafd87a6d66ead": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "0dc036aa8a5741b8a30fe77f18cd6451": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "0dd89e4232954cabb616535b1be5b0cd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_e815d89687c7448ca987290fa7f21ce0",
       "max": 20,
       "style": "IPY_MODEL_5827ffbc6510419cbe712c1c4922f4d2",
       "value": 20
      }
     },
     "0f409e49927446d095eb7a5a656cec54": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_624f3c5582df4d2fa7f819b33f96d65b",
       "style": "IPY_MODEL_b63a60d21d6e4b91abdb87579dafcb9b",
       "value": " 58/58 [00:00&lt;00:00, 213.58it/s]"
      }
     },
     "0f95f6b95da64ec88798eb840f9037e8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_f3f36d8fe1de435084e168febfe4af2b",
       "style": "IPY_MODEL_8405ee47c9564b398786c136b103b98f",
       "value": "historical forecasts: 100%"
      }
     },
     "11e5186608e24ee69916f66f696017cb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "14adc40441224eed8d3ec599e44decf6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_e8b6b2bc225f47bdb75f60133d29887c",
        "IPY_MODEL_8a8c5de3380449e4b1eb4b699b2cbcbd",
        "IPY_MODEL_3acfeabe6f8a4b918727555dc72ab989"
       ],
       "layout": "IPY_MODEL_a966c107d0254881a5d62b14f1112b3a"
      }
     },
     "15607b0ac7ab4431831ea3d5a63af66c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "15ea1edfb688405e8edbfcc1c0a04705": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_22e2979242fe4891b03496e799ca2c9b",
       "style": "IPY_MODEL_b9a304284ffb4dcb9e439abe3f91b161",
       "value": "Epoch 49: 100%"
      }
     },
     "160bfdc6a11b46f9a0f11610d1bb2d01": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "167e6883cf1b469db5ed5adacf92edba": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "16ce308e80c145219ba41f22b0bfd51a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "17d260833b6840cabf4ec8ac9a77a295": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_06d65facbafe432b92305692b60e431a",
       "max": 58,
       "style": "IPY_MODEL_749879293f314f799ac04a08a7a5249d",
       "value": 58
      }
     },
     "19e013d7552a46d094f4f9d8aafbf78c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_8f27c72c33bf4ad3b617e42a9785ec2a",
        "IPY_MODEL_bf9d1b24cf8342ca8c461d7af5c4a57c",
        "IPY_MODEL_900fbf9b68c342a1b8b54175f917bc54"
       ],
       "layout": "IPY_MODEL_db00e5e6a0da4a87b47c4401d900a917"
      }
     },
     "1a65ec75f0184b159e839857423f978c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_c462a4d1a83341d5a94f6df1ee28a1df",
        "IPY_MODEL_75ed189d8994486eb0f7b9ebac3bc063",
        "IPY_MODEL_9d409ba35b7d4441960f046ef5b3a2c2"
       ],
       "layout": "IPY_MODEL_3a46086fe46146e2acfdfb7374d1ab87"
      }
     },
     "1a7020f8aed94382a9c9ef6c8b27bd5c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_b976232ddf10472a934dc062591c9260",
        "IPY_MODEL_6e0926e6e8574b78a247581e3a6bc9dd",
        "IPY_MODEL_2cb6e903a44141d8841750ba0d37f9f3"
       ],
       "layout": "IPY_MODEL_090fa9646bf24af883dfd3e4b8e0053d"
      }
     },
     "1b6cfdb89e7e45d785c1d904993d073b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "1bcec89a92754522af71c3e35c1159bf": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "1dbaab64bb14490fb3b0fa86e3f694c6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_59e8e87d1fd648b29747cb40a1b591d7",
       "style": "IPY_MODEL_e5cc976c3cf74f139b8be15ba6d2b865",
       "value": "historical forecasts: 100%"
      }
     },
     "2003c730f6df41dabefe0688538515f7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "20c409dd4e574247843caf1aebeb4730": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_a8bc3f92dd744356b0b07ff5b65ab3dc",
       "style": "IPY_MODEL_5c6bb66fe90246dbaa46e02f95974f50",
       "value": "Predicting DataLoader 0: 100%"
      }
     },
     "226627f1e4164e0382b034052945fb88": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_3ba923a3968c4866b104e327785e80b9",
        "IPY_MODEL_d79a8b63b1524858aaf63c07c21dee3a",
        "IPY_MODEL_c66d955c4c0b47cebb6ffa7fa0961d15"
       ],
       "layout": "IPY_MODEL_9d241a88c39a4f50a9a888349184d5fa"
      }
     },
     "22e2979242fe4891b03496e799ca2c9b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "232a5cc757ac4962abb403ca0ce912d1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "235d1de5a1074ba0bb29a1e9ef632a5a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "24bdd805b33e4307a8527b0374654229": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "24fb0b81e65a4bc5a45766ba03f49098": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "270fb84f9ff04228ba2919146cbf35ef": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "27d4d11907bf44c3b50ae8a86152235c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "29c9b2fa1f5d43fbb5b920636c33ce8f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "2adce9478dbd420db8a7346aa72ae5ce": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_80526a32883b4f3cb523dea0ddf903da",
       "style": "IPY_MODEL_e75e2584e88c45b9811971fe36d06b85",
       "value": "Predicting DataLoader 0: 100%"
      }
     },
     "2afa903f40af4800b69463661b89ab35": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "2c9b2d69d01f4bb282178176e7ae83bd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "2cb6e903a44141d8841750ba0d37f9f3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_c5a0361910d2474b98554d1108919125",
       "style": "IPY_MODEL_072a01292dfe4b1fa4c314b4941cdc9e",
       "value": " 7/7 [00:00&lt;00:00,  7.63it/s, train_loss=0.000928]"
      }
     },
     "2eb6167de5064703812c2675dfd8a492": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "2fa4d43107ed45e8861ee24244d5c761": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_ab8e1774ffc742a2a0d007724c381048",
        "IPY_MODEL_660c9f214b0f4d26b45b7613d54faf20",
        "IPY_MODEL_369d27606a76446d807b8a6d8a8de398"
       ],
       "layout": "IPY_MODEL_35c41af547ce4fb49c72f75e0fc69254"
      }
     },
     "34fddc863d15476b856a9081c7db037f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_f076db1bf30c4a0899ae1a01119535d7",
       "style": "IPY_MODEL_70c49e9ecaf74be482b2f94fb794b7c5",
       "value": " 58/58 [00:00&lt;00:00, 197.04it/s]"
      }
     },
     "354ab301f49d4db887a5b3be17ba9acb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "35931612a9314c43ab178450c2fddd83": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_4aeddee4e6334d41b58f1d551486b4ba",
        "IPY_MODEL_8d4185dec51d445f8ddde4d296f8d78f",
        "IPY_MODEL_65998ac11cb34e2380930c11ffb30a77"
       ],
       "layout": "IPY_MODEL_3a366c9f226c49aaac7872f8f4c52152"
      }
     },
     "35c41af547ce4fb49c72f75e0fc69254": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "368c029bb28f442b9722b68a91038e4b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "369d27606a76446d807b8a6d8a8de398": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_270fb84f9ff04228ba2919146cbf35ef",
       "style": "IPY_MODEL_d3bad4dfd71346ffb7012f02a8772725",
       "value": " 58/58 [00:00&lt;00:00, 137.11it/s]"
      }
     },
     "383c351d2e2b4897942fba80078e771b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "386878851cf0465784fb0584df42a27a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_85fc0bbb6d29461a8c04104432ca54bc",
       "style": "IPY_MODEL_efd0d671e1cf49a4b8d878d4355bf7e4",
       "value": "historical forecasts: 100%"
      }
     },
     "3875bbf6e65e44e8927661d09c1ed22e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_3a4a6ce50fb44a3cb83ad3fcacc50476",
       "style": "IPY_MODEL_7672ce4d50a1472b9e64484b1bbe3084",
       "value": " 1/1 [00:00&lt;00:00, 12.68it/s]"
      }
     },
     "39582f9d5ed64adc9a4c43a268ecb865": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "3a366c9f226c49aaac7872f8f4c52152": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "3a46086fe46146e2acfdfb7374d1ab87": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "3a4a6ce50fb44a3cb83ad3fcacc50476": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3acfeabe6f8a4b918727555dc72ab989": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_ea91271eeebe4917a5ed3039bebfb517",
       "style": "IPY_MODEL_458447f34326451b884a9283e723c8ec",
       "value": " 1/1 [00:00&lt;00:00, 21.27it/s]"
      }
     },
     "3b0e80e6c3f04209aaad78e4774ed249": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "3ba923a3968c4866b104e327785e80b9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_8e5b57e84e154c8f845b83275e92a3c2",
       "style": "IPY_MODEL_5e2158ea721046968e8ca23899d06f90",
       "value": "Predicting DataLoader 0: 100%"
      }
     },
     "3c0aedb50b294149bb1ba45c97b24862": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3d8b30bbcecb45ff8dad0cbcfe962a49": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_85adfe5ca5264087a93534fe679cab40",
       "style": "IPY_MODEL_b20da59b23c548918328a031471ae48d",
       "value": "historical forecasts: 100%"
      }
     },
     "3fc0c9a401c840a9b0f5d1d115248dd7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_672e70f8cb564b899fb916e1c92ad480",
        "IPY_MODEL_4d39dd4809e24290bb719d55618e0039",
        "IPY_MODEL_67361ef399bc42d6aede1d972987d280"
       ],
       "layout": "IPY_MODEL_232a5cc757ac4962abb403ca0ce912d1"
      }
     },
     "4000bc6954f848f0aac4fb5b39c1ab02": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "40140930bff94b8a8d3e9b7b897b7898": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_87c2e518c78143418f3fb5b60d7c4621",
       "style": "IPY_MODEL_9c13e014330841dbbab1647ade6ad916",
       "value": " 57/57 [00:00&lt;00:00, 233.79it/s]"
      }
     },
     "417a3a8d0b834ab8914c76c58fc04a3d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "42f09ee0b9544b21b2af3924f8562c97": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "439d17fe390e4a658a58b5d7c257b017": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "441dc14524f0464bba31e536d5e7f99e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_386878851cf0465784fb0584df42a27a",
        "IPY_MODEL_595058da29224f6fb839a7a036e633f3",
        "IPY_MODEL_0f409e49927446d095eb7a5a656cec54"
       ],
       "layout": "IPY_MODEL_4c8b568fe5dd4fcdbe27ed9f8a3d9709"
      }
     },
     "458447f34326451b884a9283e723c8ec": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "45b847ad15e64f1ab36cbd6df6c6a1e5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_e1acd79f26074c7f9b5d16d3399ab4da",
       "style": "IPY_MODEL_1bcec89a92754522af71c3e35c1159bf",
       "value": " 7/7 [00:00&lt;00:00,  7.81it/s, train_loss=0.00179]"
      }
     },
     "463ad7d18ba1434a9a46f2e5514060d7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "49cb7099a2d1431b8d69d95588a9ec72": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_d81aace6fe2a48cc94bcb76b619a2896",
       "style": "IPY_MODEL_c70a0c9bdf8e48caae6e214b4bacc2a6",
       "value": " 58/58 [00:01&lt;00:00, 31.05it/s]"
      }
     },
     "4a8c6ccd41d1485692813cab6dc7449a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_de89f48b21854eedbb2dc243a55a4577",
       "style": "IPY_MODEL_5ef56e932045417f95162cc9e6ff8c21",
       "value": " 58/58 [00:00&lt;00:00, 194.96it/s]"
      }
     },
     "4ac5035021164205b14935cc4a8b8cc3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_87527a156e794973b130f8be9e5b4963",
        "IPY_MODEL_84e07787c45e4a8db131bbe8caebfa2d",
        "IPY_MODEL_4ba6b851d2d246d1bd5d226c046af8de"
       ],
       "layout": "IPY_MODEL_0a021480f77641d898c7b09ae547a2ee"
      }
     },
     "4aeddee4e6334d41b58f1d551486b4ba": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_a889ef13a7c348f28a1f233c1aedad40",
       "style": "IPY_MODEL_92cb3d6b24254a96afb3287604d21004",
       "value": "Predicting DataLoader 0: 100%"
      }
     },
     "4ba6b851d2d246d1bd5d226c046af8de": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_5fafbfac515949c1a75ee96bdea1f1fa",
       "style": "IPY_MODEL_f9be659a6d9744b8b214fedc266ad867",
       "value": " 58/58 [00:00&lt;00:00, 194.38it/s]"
      }
     },
     "4bcc4637bdbd4834830a0769c31770ff": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "4c8b568fe5dd4fcdbe27ed9f8a3d9709": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "4cd74319044445d9847aaf3f12312be5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_7a02e9dbac0a4398bf7eb48c03d83abb",
       "style": "IPY_MODEL_a505590b7f7b476293ce4053d8d1bea5",
       "value": " 1/1 [00:00&lt;00:00, 171.41it/s]"
      }
     },
     "4d39dd4809e24290bb719d55618e0039": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_922b731903094a2ebafed50f25830320",
       "max": 58,
       "style": "IPY_MODEL_c2356d6688254b3594018260379539f2",
       "value": 58
      }
     },
     "4d550d0da3714651a2d8a1ab3b77fd34": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "4dc4a12c3348413cb581a1648833f7ab": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_71f9d52df3034b4c9977a492e0fcd3c8",
        "IPY_MODEL_061f5f4dc98d44958a9b16b34ed12d9e",
        "IPY_MODEL_520668ab8e1a4212ba7c3dcd95794b0b"
       ],
       "layout": "IPY_MODEL_439d17fe390e4a658a58b5d7c257b017"
      }
     },
     "4ef3ba746c7c422695cc97a6e33138df": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_eaee047be51e4c96989a0a461ad3b0a9",
        "IPY_MODEL_d7d864a39dd744b5913fd2bc8d6b2f39",
        "IPY_MODEL_45b847ad15e64f1ab36cbd6df6c6a1e5"
       ],
       "layout": "IPY_MODEL_578b73f8e53845418bdd9022d0defdca"
      }
     },
     "520668ab8e1a4212ba7c3dcd95794b0b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_63c7b06d73364da6924a829d3f140f8e",
       "style": "IPY_MODEL_4d550d0da3714651a2d8a1ab3b77fd34",
       "value": " 3/3 [00:00&lt;00:00, 102.18it/s, train_loss=0.0563]"
      }
     },
     "520bd8a6073e4c78a67d3e1efd537e78": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "52d5834612f344a18c382edb5cc44717": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "52d7cd18cc7b4add9a7d30339821f49a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_5e898ab06c2c4e0d8e70c8a1b34da383",
       "style": "IPY_MODEL_69cebdb64f174768b92cba9d9fa1ab7b",
       "value": " 7/7 [00:00&lt;00:00,  7.67it/s, train_loss=0.00264]"
      }
     },
     "544a73e968b64bd1b2e5e636c2580517": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "55dd72c2d708488997439aa7fd11ce3b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_cdce19e64968422daf8bedbb9aa8079a",
        "IPY_MODEL_5ce2e13a95ff46bf85c6cbad8bb33ee5",
        "IPY_MODEL_4cd74319044445d9847aaf3f12312be5"
       ],
       "layout": "IPY_MODEL_2eb6167de5064703812c2675dfd8a492"
      }
     },
     "560384e469fb496e8b276f246113430a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "578b73f8e53845418bdd9022d0defdca": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "5827ffbc6510419cbe712c1c4922f4d2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "595058da29224f6fb839a7a036e633f3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_167e6883cf1b469db5ed5adacf92edba",
       "max": 58,
       "style": "IPY_MODEL_354ab301f49d4db887a5b3be17ba9acb",
       "value": 58
      }
     },
     "59c099b1e9334fda836aaf669d5c6d25": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "59e8e87d1fd648b29747cb40a1b591d7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "5b2657cb3b8e438fb1a7adfa8a157439": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_935ca8a55b1846e09a39090693ae83c2",
        "IPY_MODEL_17d260833b6840cabf4ec8ac9a77a295",
        "IPY_MODEL_eeb59393134e4197849dca8ff0b345d1"
       ],
       "layout": "IPY_MODEL_a829880efaf144bda39f8012423701f4"
      }
     },
     "5c6bb66fe90246dbaa46e02f95974f50": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5ce2e13a95ff46bf85c6cbad8bb33ee5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_ff411f16382342bfa8451f24f56d8901",
       "max": 1,
       "style": "IPY_MODEL_aa5df0775d954de58a6c1e4de601c512",
       "value": 1
      }
     },
     "5cffdb4955e749bbb4d40c804ed2204a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5ddc51e8590c467a978fda811f9ba1e3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "5e2158ea721046968e8ca23899d06f90": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5e898ab06c2c4e0d8e70c8a1b34da383": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "5ef56e932045417f95162cc9e6ff8c21": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "5fafbfac515949c1a75ee96bdea1f1fa": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "61c79779c5364a91bf61030a20e0aa90": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_6229134a8b894116973580e87d7f436e",
       "style": "IPY_MODEL_11e5186608e24ee69916f66f696017cb",
       "value": " 1/1 [00:00&lt;00:00, 19.90it/s]"
      }
     },
     "6214cd8a03bf48c88adb7a100ba9480d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_81aed886e7774dacbf321d1f69e15d13",
       "max": 1,
       "style": "IPY_MODEL_15607b0ac7ab4431831ea3d5a63af66c",
       "value": 1
      }
     },
     "6229134a8b894116973580e87d7f436e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "624f3c5582df4d2fa7f819b33f96d65b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "63c7b06d73364da6924a829d3f140f8e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "64cee5bf0c01475794e0ee0d5dd53ef1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_2adce9478dbd420db8a7346aa72ae5ce",
        "IPY_MODEL_6214cd8a03bf48c88adb7a100ba9480d",
        "IPY_MODEL_3875bbf6e65e44e8927661d09c1ed22e"
       ],
       "layout": "IPY_MODEL_24bdd805b33e4307a8527b0374654229"
      }
     },
     "65998ac11cb34e2380930c11ffb30a77": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_8ad9a91db97a4fc79b2ccbab1f9c1b0f",
       "style": "IPY_MODEL_917a656b92d04e41a15d88c63bb77b19",
       "value": " 1/1 [00:00&lt;00:00, 12.61it/s]"
      }
     },
     "660c9f214b0f4d26b45b7613d54faf20": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_02327fab635140bfa8d886209b22b4fb",
       "max": 58,
       "style": "IPY_MODEL_842468c8db8d48eda4a2abb72df10bb9",
       "value": 58
      }
     },
     "663d8240b7b1491e86b7fe10c623bc62": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "66a795239dee494e976c17b620d67e4c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_0f95f6b95da64ec88798eb840f9037e8",
        "IPY_MODEL_0dd89e4232954cabb616535b1be5b0cd",
        "IPY_MODEL_a0be6e01ec6f4c6fa60efae80839e914"
       ],
       "layout": "IPY_MODEL_4bcc4637bdbd4834830a0769c31770ff"
      }
     },
     "66dd9d78e11e4e6e87d6ada039bde44c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "672e70f8cb564b899fb916e1c92ad480": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_29c9b2fa1f5d43fbb5b920636c33ce8f",
       "style": "IPY_MODEL_c11ed5c0426147b28c007b589308c0d2",
       "value": "historical forecasts: 100%"
      }
     },
     "67361ef399bc42d6aede1d972987d280": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_27d4d11907bf44c3b50ae8a86152235c",
       "style": "IPY_MODEL_0b2099c04cd4443488d6a0e3bcaf6fc4",
       "value": " 58/58 [00:00&lt;00:00, 114.27it/s]"
      }
     },
     "69a53ec5dfac45b3b661a01c46ec389b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "69cebdb64f174768b92cba9d9fa1ab7b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "6be6ddf1dd1041178f9a8840cbb56fd0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "6ce4185ff9b546e4b87fd2b7353db041": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "6e0926e6e8574b78a247581e3a6bc9dd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_de76ea110cdd4451b2536b6890e85352",
       "max": 7,
       "style": "IPY_MODEL_560384e469fb496e8b276f246113430a",
       "value": 7
      }
     },
     "70c49e9ecaf74be482b2f94fb794b7c5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "71f9d52df3034b4c9977a492e0fcd3c8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_8cde5e68bb5f4362a57c22aa9a2a961a",
       "style": "IPY_MODEL_3b0e80e6c3f04209aaad78e4774ed249",
       "value": "Epoch 399: 100%"
      }
     },
     "721c32d641564b34b3f96195d601cd1b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "72bc45cf8398419ca3a12ed6f367f36c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "72d185425dd84816b2e9038ab3bbf3b9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "72e706a2aad14bb2af49eee728bd2123": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_16ce308e80c145219ba41f22b0bfd51a",
       "style": "IPY_MODEL_2c9b2d69d01f4bb282178176e7ae83bd",
       "value": " 57/57 [00:00&lt;00:00, 321.96it/s]"
      }
     },
     "748e56975b16434183cc1855586e9b5e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "749879293f314f799ac04a08a7a5249d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "74d90974df294649ba02085481c15c33": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "74f586ceecd741309929b7ccc2de332f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "753148a2adb846feb13daf6aa15aa03a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "75b30595ae0b4ad1a12e2ed81ca8f56b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "75ed189d8994486eb0f7b9ebac3bc063": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_0dc036aa8a5741b8a30fe77f18cd6451",
       "max": 3,
       "style": "IPY_MODEL_bb7c9614c3f64fae8e183e511b1df0b1",
       "value": 3
      }
     },
     "7672ce4d50a1472b9e64484b1bbe3084": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "77a3e1bc1e7d47a8ac3345198997bf61": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "7847367ba0d947d09d0e29d4c8eaf550": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "7a02e9dbac0a4398bf7eb48c03d83abb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "7a16da145e944050b22bee4d562e970e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_1dbaab64bb14490fb3b0fa86e3f694c6",
        "IPY_MODEL_bad357dfb1af4b73b5a28d9d50a7af37",
        "IPY_MODEL_4a8c6ccd41d1485692813cab6dc7449a"
       ],
       "layout": "IPY_MODEL_80c289145b0742cd8befe5d9bfb8722c"
      }
     },
     "7b4bc2e9241d4f4ead69dbddf609e3d8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "7ba39321516d4e8e88abf75657a22ba1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "7d665e3655d24f55b9418d10d7ea2518": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "7da797e8115943d697255b6fdb27349f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "7f957eca4f8d430f94ecf31f203ad844": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "80526a32883b4f3cb523dea0ddf903da": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "80c289145b0742cd8befe5d9bfb8722c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "81375dfa20a442339427c8ea75d1d022": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "815dc47ae4284acd903fc43af575d80b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "81aed886e7774dacbf321d1f69e15d13": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "831bf56fae314d3b8f85fc7f929f025d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_77a3e1bc1e7d47a8ac3345198997bf61",
       "max": 57,
       "style": "IPY_MODEL_c3f904f23715463f9b831e0ddfeaac74",
       "value": 57
      }
     },
     "8405ee47c9564b398786c136b103b98f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "842468c8db8d48eda4a2abb72df10bb9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "84e07787c45e4a8db131bbe8caebfa2d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_383c351d2e2b4897942fba80078e771b",
       "max": 58,
       "style": "IPY_MODEL_1b6cfdb89e7e45d785c1d904993d073b",
       "value": 58
      }
     },
     "857857d6c9074b169a065d236973342c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "85adfe5ca5264087a93534fe679cab40": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "85fc0bbb6d29461a8c04104432ca54bc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "8608493e387548ea8bc94eb84675d29c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_59c099b1e9334fda836aaf669d5c6d25",
       "max": 1,
       "style": "IPY_MODEL_74f586ceecd741309929b7ccc2de332f",
       "value": 1
      }
     },
     "871d4eee94034fc8a68b311bf356d031": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "873d7e075d5747b09b79ad9b26e4afb4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "87527a156e794973b130f8be9e5b4963": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_69a53ec5dfac45b3b661a01c46ec389b",
       "style": "IPY_MODEL_f55f58fab197446b87bbf368ff7c0a91",
       "value": "historical forecasts: 100%"
      }
     },
     "87c2e518c78143418f3fb5b60d7c4621": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "88aa07c5282a4b29a769e62a51697961": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_e91bb0bd1ec64e06915e4386a4223c62",
       "max": 57,
       "style": "IPY_MODEL_90088f336af0408e924394dae0496abb",
       "value": 57
      }
     },
     "89aad5d49a1045f1bba0237f7fe47eb3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_15ea1edfb688405e8edbfcc1c0a04705",
        "IPY_MODEL_a472b309f7284ff286101a253144ee6a",
        "IPY_MODEL_52d7cd18cc7b4add9a7d30339821f49a"
       ],
       "layout": "IPY_MODEL_42f09ee0b9544b21b2af3924f8562c97"
      }
     },
     "89eb5f920df34caab2b44d4b8df6f703": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "8a4c4e63b64f40edbabd944e6080f0b8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "8a55854680e8415abd7b794ff3c15ad7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "8a8c5de3380449e4b1eb4b699b2cbcbd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_ee91906e3b4640c697a25e982661160f",
       "max": 1,
       "style": "IPY_MODEL_bfd58b95542c4bc29bfcd383c7a61bee",
       "value": 1
      }
     },
     "8ad9a91db97a4fc79b2ccbab1f9c1b0f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "8afb594eef434fb6979dea729079d942": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_c3330ebe0bd743c4b1da2bad314215c0",
       "style": "IPY_MODEL_721c32d641564b34b3f96195d601cd1b",
       "value": " 1/1 [00:00&lt;00:00,  3.28it/s]"
      }
     },
     "8cde5e68bb5f4362a57c22aa9a2a961a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "8d4185dec51d445f8ddde4d296f8d78f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_663d8240b7b1491e86b7fe10c623bc62",
       "max": 1,
       "style": "IPY_MODEL_fa23ea19511b40bbad73c136fb1942ef",
       "value": 1
      }
     },
     "8e5b57e84e154c8f845b83275e92a3c2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "8ea826a5e36c4efeb062d2a4ccca4661": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_b7ebc89610fa47e3a268204ae42ca8d7",
        "IPY_MODEL_831bf56fae314d3b8f85fc7f929f025d",
        "IPY_MODEL_40140930bff94b8a8d3e9b7b897b7898"
       ],
       "layout": "IPY_MODEL_01e79ddde9764c6b8306c410ff5a3cd5"
      }
     },
     "8ebdee3c802b48d484b77b681e359929": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "8f2404be93ff4d598587d4bf5889ad8b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_873d7e075d5747b09b79ad9b26e4afb4",
       "max": 58,
       "style": "IPY_MODEL_2003c730f6df41dabefe0688538515f7",
       "value": 58
      }
     },
     "8f27c72c33bf4ad3b617e42a9785ec2a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_368c029bb28f442b9722b68a91038e4b",
       "style": "IPY_MODEL_5cffdb4955e749bbb4d40c804ed2204a",
       "value": "Epoch 399: 100%"
      }
     },
     "90088f336af0408e924394dae0496abb": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "900fbf9b68c342a1b8b54175f917bc54": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_bbbae6141c9f4a5487458595187c042f",
       "style": "IPY_MODEL_8a55854680e8415abd7b794ff3c15ad7",
       "value": " 3/3 [00:00&lt;00:00, 167.12it/s, train_loss=-1.38]"
      }
     },
     "9159e548025f44a7a21a7c23935c8b2f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "917a656b92d04e41a15d88c63bb77b19": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "91abb45a801541128f8a7f93925dee88": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "922b731903094a2ebafed50f25830320": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "92cb3d6b24254a96afb3287604d21004": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "933955434d7b4b3b942d78e5c6e913c1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "935ca8a55b1846e09a39090693ae83c2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_d0f1ad75960d4be9bbdfe76f57f7b918",
       "style": "IPY_MODEL_0b818000720248fb95af060837d53963",
       "value": "historical forecasts: 100%"
      }
     },
     "96baa52d87924e6f8528a51e6229c1c7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_dacebc4c69ca4b25aaa7591a3030450f",
        "IPY_MODEL_8608493e387548ea8bc94eb84675d29c",
        "IPY_MODEL_8afb594eef434fb6979dea729079d942"
       ],
       "layout": "IPY_MODEL_39582f9d5ed64adc9a4c43a268ecb865"
      }
     },
     "9c13e014330841dbbab1647ade6ad916": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "9d241a88c39a4f50a9a888349184d5fa": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "9d409ba35b7d4441960f046ef5b3a2c2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_5ddc51e8590c467a978fda811f9ba1e3",
       "style": "IPY_MODEL_815dc47ae4284acd903fc43af575d80b",
       "value": " 3/3 [00:00&lt;00:00, 188.73it/s, train_loss=-1.71]"
      }
     },
     "9d644b8896fc4217b84a82c33ff72775": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "a0be6e01ec6f4c6fa60efae80839e914": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_b264dde0b2a04e5f8909a5a0728e46f8",
       "style": "IPY_MODEL_7b4bc2e9241d4f4ead69dbddf609e3d8",
       "value": " 20/20 [00:00&lt;00:00, 97.92it/s]"
      }
     },
     "a33c823cf4aa45aeb16f8362de8a70a8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a463f95309ca44dea4ac3e034569623e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "a472b309f7284ff286101a253144ee6a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_544a73e968b64bd1b2e5e636c2580517",
       "max": 7,
       "style": "IPY_MODEL_e59509c1bf5143f8b034c323a5b838c1",
       "value": 7
      }
     },
     "a505590b7f7b476293ce4053d8d1bea5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "a7584ba9c6ed4bb884ddbe5ce77a6b35": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a829880efaf144bda39f8012423701f4": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a889ef13a7c348f28a1f233c1aedad40": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a8bc3f92dd744356b0b07ff5b65ab3dc": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a966c107d0254881a5d62b14f1112b3a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "aa5df0775d954de58a6c1e4de601c512": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "ab8e1774ffc742a2a0d007724c381048": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_75b30595ae0b4ad1a12e2ed81ca8f56b",
       "style": "IPY_MODEL_72bc45cf8398419ca3a12ed6f367f36c",
       "value": "historical forecasts: 100%"
      }
     },
     "af7489a0bef24c64a796fc6c09454c0c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_520bd8a6073e4c78a67d3e1efd537e78",
       "max": 58,
       "style": "IPY_MODEL_7d665e3655d24f55b9418d10d7ea2518",
       "value": 58
      }
     },
     "b20da59b23c548918328a031471ae48d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "b264dde0b2a04e5f8909a5a0728e46f8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "b63a60d21d6e4b91abdb87579dafcb9b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "b6ad6f2851ac49e1a4943e3e9c5c9c99": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_4000bc6954f848f0aac4fb5b39c1ab02",
       "max": 120,
       "style": "IPY_MODEL_52d5834612f344a18c382edb5cc44717",
       "value": 120
      }
     },
     "b7ebc89610fa47e3a268204ae42ca8d7": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_871d4eee94034fc8a68b311bf356d031",
       "style": "IPY_MODEL_2afa903f40af4800b69463661b89ab35",
       "value": "historical forecasts: 100%"
      }
     },
     "b976232ddf10472a934dc062591c9260": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_eff31acc587145538449008bcb528a18",
       "style": "IPY_MODEL_c471dd55f7b448dcb671956119c3f05c",
       "value": "Epoch 49: 100%"
      }
     },
     "b9a304284ffb4dcb9e439abe3f91b161": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "bad357dfb1af4b73b5a28d9d50a7af37": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_f86d59297b724fcb9809a201f1d8f93c",
       "max": 58,
       "style": "IPY_MODEL_0c5ca47c2b35400790fafd87a6d66ead",
       "value": 58
      }
     },
     "bb7c9614c3f64fae8e183e511b1df0b1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "bbbae6141c9f4a5487458595187c042f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "bbdc29b324ea4cbb97e922ff64f843d6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_a33c823cf4aa45aeb16f8362de8a70a8",
       "style": "IPY_MODEL_753148a2adb846feb13daf6aa15aa03a",
       "value": " 120/120 [00:03&lt;00:00, 31.33it/s]"
      }
     },
     "bf9d1b24cf8342ca8c461d7af5c4a57c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_7ba39321516d4e8e88abf75657a22ba1",
       "max": 3,
       "style": "IPY_MODEL_04ac842b80f44fadbd869efa32a70991",
       "value": 3
      }
     },
     "bfd58b95542c4bc29bfcd383c7a61bee": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "bff7aa0828374bdc9c0e16162d04a196": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "c09a743106a04ef1bc190962e3811b8f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_235d1de5a1074ba0bb29a1e9ef632a5a",
       "max": 58,
       "style": "IPY_MODEL_c22cd78380654c7895866f8289152b99",
       "value": 58
      }
     },
     "c11ed5c0426147b28c007b589308c0d2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "c22cd78380654c7895866f8289152b99": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c2356d6688254b3594018260379539f2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c29691ff75674e14b5846d8b1eedf484": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c3330ebe0bd743c4b1da2bad314215c0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c3f904f23715463f9b831e0ddfeaac74": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c462a4d1a83341d5a94f6df1ee28a1df": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_463ad7d18ba1434a9a46f2e5514060d7",
       "style": "IPY_MODEL_8a4c4e63b64f40edbabd944e6080f0b8",
       "value": "Epoch 399: 100%"
      }
     },
     "c471dd55f7b448dcb671956119c3f05c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "c5a0361910d2474b98554d1108919125": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c66d955c4c0b47cebb6ffa7fa0961d15": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_e6d027df0da640c784dbb988b803ad19",
       "style": "IPY_MODEL_cc5e6b95fda64b0593f52447b8e7bea2",
       "value": " 1/1 [00:00&lt;00:00, 16.92it/s]"
      }
     },
     "c70a0c9bdf8e48caae6e214b4bacc2a6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "c78c411fe311455a9f6aa5cc58b50fa6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_e52302d27f5348daad1d3acead49e383",
        "IPY_MODEL_af7489a0bef24c64a796fc6c09454c0c",
        "IPY_MODEL_34fddc863d15476b856a9081c7db037f"
       ],
       "layout": "IPY_MODEL_a7584ba9c6ed4bb884ddbe5ce77a6b35"
      }
     },
     "cacc98e617314948b328f3670dc48a8d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "cc5e6b95fda64b0593f52447b8e7bea2": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "cd13306973b14c0895d6bab21330bb1a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "cdce19e64968422daf8bedbb9aa8079a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_748e56975b16434183cc1855586e9b5e",
       "style": "IPY_MODEL_72d185425dd84816b2e9038ab3bbf3b9",
       "value": "Predicting DataLoader 0: 100%"
      }
     },
     "cee8f39a41324c8484a27f1b7d128aae": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_3d8b30bbcecb45ff8dad0cbcfe962a49",
        "IPY_MODEL_88aa07c5282a4b29a769e62a51697961",
        "IPY_MODEL_72e706a2aad14bb2af49eee728bd2123"
       ],
       "layout": "IPY_MODEL_160bfdc6a11b46f9a0f11610d1bb2d01"
      }
     },
     "d0f1ad75960d4be9bbdfe76f57f7b918": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "d34ce34508f64e84b2decf896ca0ef5d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "d3bad4dfd71346ffb7012f02a8772725": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "d51e0ce82c6849a5ab8e7dda063eb6f4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_efa33e2590d94b87b4eb2474a4de866a",
        "IPY_MODEL_c09a743106a04ef1bc190962e3811b8f",
        "IPY_MODEL_f6f628539f8f45f9889cef6bc2dbac21"
       ],
       "layout": "IPY_MODEL_6be6ddf1dd1041178f9a8840cbb56fd0"
      }
     },
     "d79a8b63b1524858aaf63c07c21dee3a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_9d644b8896fc4217b84a82c33ff72775",
       "max": 1,
       "style": "IPY_MODEL_0c16aefbfe974e618e9121a9670c4aff",
       "value": 1
      }
     },
     "d7d864a39dd744b5913fd2bc8d6b2f39": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_417a3a8d0b834ab8914c76c58fc04a3d",
       "max": 7,
       "style": "IPY_MODEL_cacc98e617314948b328f3670dc48a8d",
       "value": 7
      }
     },
     "d81aace6fe2a48cc94bcb76b619a2896": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "d8ad8496b4ac4410a320ed804ff75245": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_74d90974df294649ba02085481c15c33",
       "style": "IPY_MODEL_0061d5e970174e1f8fcb470236367337",
       "value": "historical forecasts: 100%"
      }
     },
     "dacebc4c69ca4b25aaa7591a3030450f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_df57e30fef144930ba5d04bd7980716f",
       "style": "IPY_MODEL_89eb5f920df34caab2b44d4b8df6f703",
       "value": "Predicting DataLoader 0: 100%"
      }
     },
     "db00e5e6a0da4a87b47c4401d900a917": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "dd5357fd07ee407ba6e8372053df411c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_24fb0b81e65a4bc5a45766ba03f49098",
       "max": 1,
       "style": "IPY_MODEL_7da797e8115943d697255b6fdb27349f",
       "value": 1
      }
     },
     "de76ea110cdd4451b2536b6890e85352": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "de89f48b21854eedbb2dc243a55a4577": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "df4f1ae520434611a1c8758f020de302": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "df57e30fef144930ba5d04bd7980716f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e1acd79f26074c7f9b5d16d3399ab4da": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e459258de0124bbb99e91a0e423edec3": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e47e88ad7daf45e5968b1f52f5a1f261": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_20c409dd4e574247843caf1aebeb4730",
        "IPY_MODEL_dd5357fd07ee407ba6e8372053df411c",
        "IPY_MODEL_61c79779c5364a91bf61030a20e0aa90"
       ],
       "layout": "IPY_MODEL_f07833b8bdd649b6badd8a45fb2bc723"
      }
     },
     "e52302d27f5348daad1d3acead49e383": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_3c0aedb50b294149bb1ba45c97b24862",
       "style": "IPY_MODEL_df4f1ae520434611a1c8758f020de302",
       "value": "historical forecasts: 100%"
      }
     },
     "e59509c1bf5143f8b034c323a5b838c1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "e5bd892913f7438a8dd6c02524739933": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_d8ad8496b4ac4410a320ed804ff75245",
        "IPY_MODEL_8f2404be93ff4d598587d4bf5889ad8b",
        "IPY_MODEL_49cb7099a2d1431b8d69d95588a9ec72"
       ],
       "layout": "IPY_MODEL_7847367ba0d947d09d0e29d4c8eaf550"
      }
     },
     "e5cc976c3cf74f139b8be15ba6d2b865": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "e6d027df0da640c784dbb988b803ad19": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e75e2584e88c45b9811971fe36d06b85": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "e815d89687c7448ca987290fa7f21ce0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "e8b6b2bc225f47bdb75f60133d29887c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_9159e548025f44a7a21a7c23935c8b2f",
       "style": "IPY_MODEL_d34ce34508f64e84b2decf896ca0ef5d",
       "value": "Predicting DataLoader 0: 100%"
      }
     },
     "e91bb0bd1ec64e06915e4386a4223c62": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "ea91271eeebe4917a5ed3039bebfb517": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "eaee047be51e4c96989a0a461ad3b0a9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_857857d6c9074b169a065d236973342c",
       "style": "IPY_MODEL_7f957eca4f8d430f94ecf31f203ad844",
       "value": "Epoch 49: 100%"
      }
     },
     "ee91906e3b4640c697a25e982661160f": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     },
     "eeb59393134e4197849dca8ff0b345d1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_c29691ff75674e14b5846d8b1eedf484",
       "style": "IPY_MODEL_bff7aa0828374bdc9c0e16162d04a196",
       "value": " 58/58 [00:00&lt;00:00, 202.54it/s]"
      }
     },
     "efa33e2590d94b87b4eb2474a4de866a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_e459258de0124bbb99e91a0e423edec3",
       "style": "IPY_MODEL_8ebdee3c802b48d484b77b681e359929",
       "value": "historical forecasts: 100%"
      }
     },
     "efd0d671e1cf49a4b8d878d4355bf7e4": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "eff31acc587145538449008bcb528a18": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "f076db1bf30c4a0899ae1a01119535d7": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "f07833b8bdd649b6badd8a45fb2bc723": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "display": "inline-flex",
       "flex_flow": "row wrap",
       "width": "100%"
      }
     },
     "f3d93fe561d1403cbfc2f4fb28c9718a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_0304abb0a7904d4b8a9cfa23ee7017b8",
        "IPY_MODEL_b6ad6f2851ac49e1a4943e3e9c5c9c99",
        "IPY_MODEL_bbdc29b324ea4cbb97e922ff64f843d6"
       ],
       "layout": "IPY_MODEL_933955434d7b4b3b942d78e5c6e913c1"
      }
     },
     "f3f36d8fe1de435084e168febfe4af2b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "f55f58fab197446b87bbf368ff7c0a91": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "f6f628539f8f45f9889cef6bc2dbac21": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_91abb45a801541128f8a7f93925dee88",
       "style": "IPY_MODEL_6ce4185ff9b546e4b87fd2b7353db041",
       "value": " 58/58 [00:00&lt;00:00, 210.78it/s]"
      }
     },
     "f86d59297b724fcb9809a201f1d8f93c": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "f9be659a6d9744b8b214fedc266ad867": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "fa23ea19511b40bbad73c136fb1942ef": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "ff411f16382342bfa8451f24f56d8901": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "flex": "2"
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}