metabolomics_data_patient_demographic_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "95ff9a79",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from paths import *\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb58fbed",
   "metadata": {},
   "source": [
    "## Custom functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e9acff07",
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_patient_count(df):\n",
    "    total_patients = df[\"Unique Tube Label ID\"].unique().shape[0]\n",
    "    total_ms_patients = df[df[\"Group Name\"]==\"MS\"][\"Unique Tube Label ID\"].unique().shape[0]\n",
    "    total_ms_patients_treated = df[(df[\"Group Name\"]==\"MS\") & (df[\"Treatment\"]==\"Treated\")][\"Unique Tube Label ID\"].unique().shape[0]\n",
    "    total_ms_patients_non_treated = df[(df[\"Group Name\"]==\"MS\") & (df[\"Treatment\"]==\"Off\")][\"Unique Tube Label ID\"].unique().shape[0]\n",
    "    total_control_patients = df[df[\"Group Name\"]==\"Control\"][\"Unique Tube Label ID\"].unique().shape[0]\n",
    "    print(\"Total patients = \", total_patients)\n",
    "    print(\"Total MS patients = \", total_ms_patients)\n",
    "    print(\"Total MS patients - Treated = \", total_ms_patients_treated)\n",
    "    print(\"Total MS patients - Non-Treated = \", total_ms_patients_non_treated)\n",
    "    print(\"Total Control patients = \", total_control_patients)\n",
    "\n",
    "    \n",
    "def plot_demographics(df, fig_filename=False, FIGSIZE=(10,10), FONTSIZE=18, LABELSIZE=16):\n",
    "    # Separate the numerical columns from the categorical ones\n",
    "    numerical_cols = [\"Age\", \"BMI\"]\n",
    "    categorical_cols = [\"Gender\", \"Race / Ethnicity\"]\n",
    "        \n",
    "    # Create subplots for all columns\n",
    "    fig, axs = plt.subplots(2, len(numerical_cols), figsize=FIGSIZE)\n",
    "\n",
    "    # Create histogram for numerical columns\n",
    "    for i, col in enumerate(numerical_cols):\n",
    "        axs[0, i].hist(df[col], color=\"gray\")\n",
    "        axs[0, i].set_title(col, fontsize=FONTSIZE)\n",
    "        axs[0, i].set_ylabel('Count', fontsize=LABELSIZE)\n",
    "        axs[0, i].tick_params(axis='x', labelsize=LABELSIZE)\n",
    "        axs[0, i].tick_params(axis='y', labelsize=LABELSIZE)\n",
    "        \n",
    "\n",
    "    # Create bar plot for categorical columns\n",
    "    for i, col in enumerate(categorical_cols):\n",
    "        if col==\"Gender\":\n",
    "            df[col].value_counts()[['M', 'F']].plot(kind='bar', color=\"gray\", ax=axs[1, i])\n",
    "        else:\n",
    "            df[col].value_counts().plot(kind='bar', color=\"gray\", ax=axs[1, i])\n",
    "        axs[1, i].set_title(col, fontsize=FONTSIZE)\n",
    "        axs[1, i].set_ylabel('Count', fontsize=LABELSIZE)\n",
    "        axs[1, i].tick_params(axis='y', labelsize=LABELSIZE)\n",
    "    axs[1, 0].tick_params(axis='x', labelsize=LABELSIZE, rotation=0)\n",
    "    axs[1, 1].tick_params(axis='x', labelsize=LABELSIZE, rotation=45)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    if fig_filename:\n",
    "        print('Saving the figure ...')\n",
    "        fig.savefig(fig_filename, format='svg', bbox_inches='tight')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8d790c5",
   "metadata": {},
   "source": [
    "## Select the metabolite type and sample type "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7dd68a4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = SHORT_CHAIN_FATTY_ACID_DATA_FILENAME\n",
    "sample = \"serum\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7543c07b",
   "metadata": {},
   "source": [
    "## Reading data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f2d8ae70",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = os.path.join(DATA_ROOT_PATH, filename)\n",
    "\n",
    "data = pd.read_excel(file_path, engine='openpyxl')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc48b8be",
   "metadata": {},
   "source": [
    "## Summary of patient count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6f32fc83",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Selected sample =  serum\n",
      "\n",
      "******Before applying LOQ threshold to the Result*******\n",
      "Total patients =  1000\n",
      "Total MS patients =  500\n",
      "Total MS patients - Treated =  267\n",
      "Total MS patients - Non-Treated =  233\n",
      "Total Control patients =  500\n",
      "\n",
      "******After applying LOQ threshold to the Result*******\n",
      "Total patients =  1000\n",
      "Total MS patients =  500\n",
      "Total MS patients - Treated =  267\n",
      "Total MS patients - Non-Treated =  233\n",
      "Total Control patients =  500\n"
     ]
    }
   ],
   "source": [
    "print(\"Selected sample = \", sample)\n",
    "data_sample = data[data[\"Client Matrix\"]==sample]\n",
    "\n",
    "print(\"\")\n",
    "print(\"******Before applying LOQ threshold to the Result*******\")\n",
    "print_patient_count(data_sample)\n",
    "\n",
    "print(\"\")\n",
    "print(\"******After applying LOQ threshold to the Result*******\")\n",
    "data_sample_within_range = data_sample[data_sample[\"Analysis Comment\"].isna()]\n",
    "print_patient_count(data_sample_within_range)\n",
    "\n",
    "data_sample_within_range = data_sample\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fccd98f",
   "metadata": {},
   "source": [
    "## Splitting data based on MS treatment type and Control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f3b9ed30",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_sample_within_range_ms = data_sample_within_range[data_sample_within_range[\"Group Name\"]==\"MS\"]\n",
    "data_sample_within_range_ms_treated = data_sample_within_range_ms[data_sample_within_range_ms[\"Treatment\"]==\"Treated\"]\n",
    "data_sample_within_range_ms_non_treated = data_sample_within_range_ms[data_sample_within_range_ms[\"Treatment\"]==\"Off\"]\n",
    "data_sample_within_range_control = data_sample_within_range[data_sample_within_range[\"Group Name\"]==\"Control\"]\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c4701b7",
   "metadata": {},
   "source": [
    "## Demographic summary for MS population of the selected sample - Total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "76cfa044",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving the figure ...\n"
     ]
    }
   ],
   "source": [
    "fig_filename = os.path.join(FIGURE_DIR, \"MS_{}_total.svg\".format(sample))\n",
    "plot_demographics(data_sample_within_range_ms, fig_filename=fig_filename)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e75a0ec1",
   "metadata": {},
   "source": [
    "## Demographic summary for MS population of the selected sample - Treated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "29706145",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving the figure ...\n"
     ]
    }
   ],
   "source": [
    "fig_filename = os.path.join(FIGURE_DIR, \"MS_{}_treated.svg\".format(sample))\n",
    "plot_demographics(data_sample_within_range_ms_treated, fig_filename=fig_filename)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf2753a4",
   "metadata": {},
   "source": [
    "## Demographic summary for MS population of the selected sample - Non-Treated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "38439660",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving the figure ...\n"
     ]
    }
   ],
   "source": [
    "fig_filename = os.path.join(FIGURE_DIR, \"MS_{}_non_treated.svg\".format(sample))\n",
    "plot_demographics(data_sample_within_range_ms_non_treated, fig_filename=fig_filename)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90a67af8",
   "metadata": {},
   "source": [
    "## Demographic summary for Control population of the selected sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6854433b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3bN++fXtxmw0AQB5MNQcAAKXSV199JSn/JFmSfv/9d/3+++/Wz6tWrdLUqVM1ZcoUvfbaazZ1MzIyFB8fL0kKDQ21uz/L9uPHjyszM1Pu7u5266Wnpys9Pd36OTk5+eYnBAAot7jiDQAASp3169fr66+/liSNGTMmT7mfn5/+9a9/acuWLTp37pzS0tK0e/duDRgwQNnZ2ZowYYL+85//2MQkJSUpJydHUv4rnlu25+TkFJhMT58+Xb6+vtZXUFBQcU4TAFBOkHgDAIBSJT4+Xv3795ckPffcc3rwwQfz1Onevbvef/99RUREqFq1ajKbzbrnnnv02Wef6aWXXpKUu9hbSkqKNcYydV2SPDw87B7bbDZb36empubbxvHjxyspKcn6OnnyZJHOEQBQvpB4AwCAUuPSpUvq1KmTLl68qIceekizZ88u8j6mTJkis9mspKQkbdy40brd09PT+j4jI8Nu7PXTxwu6t9xsNsvHx8fmBQBAfki8AQBAqXDlyhV17txZBw4cUHh4uFavXm1zBbqwfHx8FBYWJkk6fPiwdbuvr6/12dyXL1+2G2vZ7uLiQjINACgxJN4AAMDp0tPT1a1bN23fvl1NmjTRunXr8jzuqygsi6JlZWVZt3l4eCg4OFiSdPToUbtxlu0hISH5LqwGAEBRlfnE+/z58xo9erTCwsJUoUIFeXp6ql69eho+fLjNr+A32rZtm7p166aqVavKy8tLTZo00dSpU23uD7MnNjZW/fv3V82aNa3HGj16tBITE0v4zAAAKBuysrL0xBNPaOPGjQoNDdV///tfBQQEFHt/2dnZOnjwoCSpdu3aNmWtWrWSJG3ZssVurGW7pR4AACWhTCfeBw8e1N/+9jfNmjVLhw4dUnBwsBo0aKDTp08rKipKzZo1008//ZQnbuHChWrdurV1ilvjxo11+PBhTZw4UQ8++KCuXbtm93ibNm1SeHi4Fi1apOzsbIWFhens2bOaNWuWwsPDde7cOUefMgAAdxTDMDR48GCtXr1atWrV0oYNG1SrVq1b2ue8efOUmJgoV1dXPfTQQzZlPXv2lJT7qLLrF16TpJSUFC1dulSS9Pjjj99SGwAAuF6ZTryff/55nT9/XpGRkTp69Kji4uK0b98+/fXXX+ratauuXbump556SoZhWGOOHz+uoUOHKjs7WzNmzNDJkycVExOjQ4cOqWHDhtqxY4fGjh2b51gpKSnq06ePUlNTNXLkSJ06dUq7du1SfHy89fhDhw69nacPAECp9+KLL2rhwoUKCAjQhg0bVLdu3ZvGJCcn68knn9Rvv/1msz07O1tRUVF68cUXJUlDhw5VYGCgTZ1evXqpUaNGSkhI0FNPPWX9Mf3q1at66qmnlJCQoKZNm6p79+4lc4IAAEgyGddnnWXItWvXVKlSJeXk5Gjv3r3629/+ZlN++fJl+fv7yzAMHThwQI0bN5aUm6x/+OGH6tixo77//nubmK1btyoyMlLu7u46efKkqlevbi2bOXOmxo4dq8aNG2vfvn1ydXW1lsXHx6tevXrKysrSrl271Lx580KfR3Jysnx9fZWUlMQiLyh3pkyZ4uwmlEqTJk1ydhPgYHfqv/1btmxRt27drJ+vXLmi9PR0VahQwWaF8N27dysoKEjbtm1TRESEJCkoKMh6/7U9mzdvtr5PTEy0Pm/bz89PdevWlZubmw4dOmS9tatTp05asWKFzUrmFn/88YcefPBBXb58Wb6+vqpfv74OHz6spKQkValSRb/88ouaNGlSpHO/U/9md4rSNB7wbzAAi6L82+92m9p022VkZCgnJ0eSFBoamqe8cuXKqlKlihISEqwLrxiGoZUrV0qS3avTERERatSokeLi4rRq1SoNHz7cWrZixQpJ0uDBg22SbkkKDg5W+/bttW7dOi1btqxIiTdwu5WmLzcA7iyZmZlKSEjIs/3atWs2t2llZ2dLsn1018mTJwv9LGxvb2/NmDFDW7du1R9//KEjR44oNTVV/v7+euyxxzRw4ED17t1bJpPJbnzTpk21Z88e/c///I++++477du3T1WrVtUTTzyhiRMn5rkvHACAW1VmE28/Pz8FBQXp5MmT2rp1qzp06GBTfvDgQSUkJMjPz08NGjSQlHtl+syZM5KkyMhIu/uNjIxUXFyctm/fbk28LVeybxa3bt06bd++vUTODwCA0uahhx5SUSbSFbW+hbu7u8aMGVPkuOsFBQUpKirqlvYBAEBhlel7vKdNmyZJGjJkiJYvX66EhAQlJSXp+++/V/fu3WUymTRjxgzrNLRDhw5Jksxmc74Lu1iunlvqSrn3hWdmZtqUFybOnvT0dCUnJ9u8AAAAAAB3rjJ7xVuSBg4cqIoVK2rq1Kl5Vie9++679e233+rRRx+1brt8+bKk3Kvl+U1Ps9xTZql743tLeWHi7Jk+fTpTfQEAAACgDCnTV7wNw9DRo0eVkJAgV1dX1a9fX02aNJGHh4f++OMPzZ07V5cuXbLWtzyj28PDI999ms1mSVJqamqeuIJi7cXZM378eCUlJVlfhb3fDQAAAABQOpXpK94jRozQ3LlzFRERoZ9//lkhISGSpPPnz2vo0KFauXKljhw5opiYGLm6ulqnnGdkZOS7T8tCMNevznr9iqkZGRl2V1C1F2eP2Wy2JukAAAAAgDtfmb3ivWfPHkVFRcnd3V1LliyxJt2SVK1aNeszQ/fu3auvvvpK0v9NB09MTMx3sRfLVPHrp5Rf/z6/qeT24gAAAAAAZV+ZTby3bNkiwzB01113KSgoKE+5j4+P7rvvPknSzp07Jcm6unl6erpOnz5td79Hjx61qStJISEhcnd3tykvTBwAAAAAoOwrs4l3SkrKTetYrmpb7tEODg5WjRo1JOUm7vZYtrdq1cq6zc3Nzfps7qLEAQAAAADKvjKbeFuuLP/55592FyhLTk7Wjh07JEl33XWXJMlkMqlHjx6SpHnz5uWJ2bp1q+Li4uTu7q6uXbvalPXs2VOSFB0drezsbJuy+Ph4bdiwQZLUq1evWzktAAAAAMAdpswm3h07dlRAQIAyMzPVt29fHT9+3Fp2/vx59e/fXxcvXpSnp6fNo8bGjBkjDw8PrV+/XjNnzrReFT9x4oSGDBkiSRo2bJj1yrjFiBEjFBAQoNjYWI0aNcr6XO+EhAT169dPWVlZ6tSpk8LDwx185gAAAACA0qTMJt4VK1bUZ599Jk9PT23dulX169fXXXfdpbCwMAUFBembb76Rm5ub5syZo8DAQGtc3bp1FRUVJRcXF40dO1ZBQUFq3ry5GjRooIMHDyo8PFwzZ87MczwfHx8tWbJEnp6eev/99xUYGKgWLVooODhYW7ZsUUhIiObPn387uwAAAAAAUAqU2cRbkjp16qQ9e/Zo+PDhqlu3ruLj43X48GHVrFlTAwYM0Pbt2zVo0KA8cQMHDtQvv/yiLl26KDU1VQcOHFBoaKgmT56szZs3y9vb2+7x2rVrp507d6pv374ymUzat2+fqlevrlGjRikmJibPVXIAAAAAQNlXpp/jLeXev/3xxx8XOS4iIkJr1qwpclxYWJgWL15c5DgAAAAAQNlUpq94AwAAAADgbCTeAAAAAAA4EIk3AAAAAAAOROINAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA5E4g0AAAAAgAOReAMAAAAA4EAk3gAAAAAAOBCJNwAAAAAADkTiDQAAAACAA5F4AwAAAADgQCTeAAAAAAA4EIk3AAAAAAAOROINAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA5E4g0AAAAAgAOReAMAAAAA4EAk3gAAAAAAOBCJNwAAAAAADkTiDQAAAACAA7k5uwEAAAAofaZMmeLsJgBAmcEVbwAAAAAAHIjEGwAAAAAAByLxBgAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbAAAAAAAHIvEGAAAl4tixY4qKitLTTz+tZs2ayc3NTSaTSdOmTbtp7LZt29StWzdVrVpVXl5eatKkiaZOnaq0tLQC42JjY9W/f3/VrFlTnp6eqlevnkaPHq3ExMQC406dOqXhw4crKChIZrNZwcHBeuaZZ3Tq1KminDIAAIVC4g0AAErEe++9p+HDh+uTTz7R3r17lZ2dXai4hQsXqnXr1lq9erXMZrMaN26sw4cPa+LEiXrwwQd17do1u3GbNm1SeHi4Fi1apOzsbIWFhens2bOaNWuWwsPDde7cObtxBw4c0N13362oqCilpKSoadOmSk5O1ty5c9WsWTPFxcUVuw8AALDHzdkNAJBrypQpzm4CANySgIAAdenSRffdd59atmypTz75RMuXLy8w5vjx4xo6dKiys7M1Y8YMjR49WiaTSSdOnNAjjzyiHTt2aOzYsfrPf/5jE5eSkqI+ffooNTVVI0eO1DvvvCN3d3clJCSoW7du2rJli4YOHapvvvnGJi47O1u9e/fWpUuX1KtXL3322WeqUKGCrl69qoEDB2rFihXq06ePdu/eLRcXrk8AAEoGIwoAACgREyZM0Jo1a/T666/r0UcfVcWKFW8aM3PmTKWnp6tjx44aM2aMTCaTJKlOnTqaP3++JGnu3Ll5rl7PmTNHFy5cUOPGjTV79my5u7tLkvz9/bVo0SK5ublp7dq1iomJsYlbsWKFDhw4IH9/fy1YsEAVKlSQJHl7eys6Olr+/v7au3evVq1adcv9AQCABYk3AABwCsMwtHLlSknS0KFD85RHRESoUaNGyszMzJMIr1ixQpI0ePBgubq62pQFBwerffv2kqRly5bZjXviiSdUqVIlm7JKlSqpd+/ekqSlS5cW97QAAMiDxBsAADhFfHy8zpw5I0mKjIy0W8eyffv27dZtWVlZ2rVrV5HjJOnXX38tVhwAALeCe7wBAIBTHDp0SJJkNptVq1Ytu3VCQ0Nt6kq594VnZmbalBcmLiMjQ/Hx8YWKsxzDMoX9Runp6UpPT7d+Tk5OtlsPAACJK94AAMBJLl++LEny8/Oz3tt9o8qVK9vUvfG9pbwwcUlJScrJySlUXE5OToHJ9PTp0+Xr62t9BQUF5VsXAAASbwAA4BSWZ3R7eHjkW8dsNkuSUlNT88QVFHurcTfG3mj8+PFKSkqyvk6ePJlvXQAAmGoOAACcwtPTU1LuFPD8WKZze3l55YmzxF7/uShxBR3vxtgbmc1mmyQdAICCcMUbAAA4hWVad2JiogzDsFvHMlX8+qnh17+/fir5zeJ8fX2tz+a+WZyLi4t8fHwKdR4AANwMiTcAAHCKBg0aSMq9ynz69Gm7dY4ePWpTV5JCQkKsi55ZygsT5+HhoeDg4ELFXX8MAABuFYk3AABwiuDgYNWoUUOStGXLFrt1LNtbtWpl3ebm5qbmzZsXOe76z0WNAwDgVpB4AwAApzCZTOrRo4ckad68eXnKt27dqri4OLm7u6tr1642ZT179pQkRUdHKzs726YsPj5eGzZskCT16tXLbtxXX32llJQUm7KUlBQtXbpUkvT4448X97QAAMiDxBsAADjNmDFj5OHhofXr12vmzJnWe71PnDihIUOGSJKGDRtmvTJuMWLECAUEBCg2NlajRo2yPtc7ISFB/fr1U1ZWljp16qTw8HCbuF69eqlRo0ZKSEjQU089pWvXrkmSrl69qqeeekoJCQlq2rSpunfv7uAzBwCUJyTeAACgRGzZskUBAQHW15IlSyTlPvP6+u3XP3qrbt26ioqKkouLi8aOHaugoCA1b95cDRo00MGDBxUeHq6ZM2fmOZaPj4+WLFkiT09Pvf/++woMDFSLFi0UHBysLVu2KCQkRPPnz88T5+rqqqVLl6py5cpavny5atWqpRYtWigwMFDLly9XlSpV9OWXX1oXYQMAoCQwqgAAgBKRmZmphIQE68vyaK5r167ZbL9xavjAgQP1yy+/qEuXLkpNTdWBAwcUGhqqyZMna/PmzfL29rZ7vHbt2mnnzp3q27evTCaT9u3bp+rVq2vUqFGKiYnJc5XcomnTptqzZ4+GDRumihUrat++fapYsaKefvpp7dmzR02aNCnZjgEAlHs8xxsAAJSIhx56KN/Hgt1MRESE1qxZU+S4sLAwLV68uMhxQUFBioqKKnIcAADFwRVvAAAAAAAciMQbAAAAAAAHIvEGAAAAAMCBSLwBAAAAAHAgEm8AAAAAAByIxBsAAAAAAAcqF4l3dna2oqKi1KZNGwUEBMjT01N16tRR9+7dtWrVKrsx27ZtU7du3VS1alV5eXmpSZMmmjp1qtLS0go8VmxsrPr376+aNWvK09NT9erV0+jRo5WYmOiAMwMAAAAAlHZlPvG+fPmy/v73v2v48OH65ZdfFBAQoKZNmyozM1OrVq3S559/nidm4cKFat26tVavXi2z2azGjRvr8OHDmjhxoh588EFdu3bN7rE2bdqk8PBwLVq0SNnZ2QoLC9PZs2c1a9YshYeH69y5c44+XQAAAABAKVOmE++cnBx17dpVv/76q3r27Kn4+HjFxcVp586dOn36tE6ePKmRI0faxBw/flxDhw5Vdna2ZsyYoZMnTyomJkaHDh1Sw4YNtWPHDo0dOzbPsVJSUtSnTx+lpqZq5MiROnXqlHbt2qX4+HhFRkbq6NGjGjp06O06dQAAAABAKVGmE++5c+dq8+bNevjhh7V06VLVrl3bprx27dp68MEHbbbNnDlT6enp6tixo8aMGSOTySRJqlOnjubPn2/d741Xr+fMmaMLFy6ocePGmj17ttzd3SVJ/v7+WrRokdzc3LR27VrFxMQ46nQBAAAAAKVQmU6833vvPUnS1KlT5eJy81M1DEMrV66UJLtXpyMiItSoUSPrNPXrrVixQpI0ePBgubq62pQFBwerffv2kqRly5YV/UQAAAAAAHesMpt4Hzp0SHFxcapSpYoiIiK0atUq/fOf/1S7du3Ut29fffLJJ0pPT7eJiY+P15kzZyRJkZGRdvdr2b59+3brtqysLO3atavIcQAAAACAss/N2Q1wFEsi3KhRIw0YMEALFy60Kf/yyy81a9YsrVu3TnXq1JGUm6xLktlsVq1atezuNzQ01KaulHtfeGZmpk15YeLsSU9Pt/lBIDk5ucD6AAAAAIDSrcxe8bZcud6xY4cWLlyoYcOG6fjx40pLS9OGDRsUGhqquLg49erVSzk5OZJyV0CXJD8/P+u93TeqXLmyTd0b31vKCxNnz/Tp0+Xr62t9BQUFFeZ0AQAAAAClVJlNvK9evSpJyszMVOvWrRUVFaU6derIbDarXbt2WrFihUwmk3bt2qW1a9dKkvUZ3R4eHvnu12w2S5JSU1Ot265/tnd+sfbi7Bk/frySkpKsr5MnT97sVAEAAAAApViZTbw9PT2t71988cU85c2aNdPDDz8sSVq3bp1NTEZGRr77tUwD9/Lysnus/GLtxdljNpvl4+Nj8wIAAAAA3LnKbOJ9/ZTvRo0a2a3TuHFjSbn3aF8fk5iYKMMw7MZYpopfv//r3+c3ldxeHAAAAACg7CuziXfDhg2t7y3TvG9k2Z6dnS1JatCggaTcq9OnT5+2G3P06FGbupIUEhJifW63pbwwcQAAAACAsq/Mrmp+7733ytPTU2lpaTp69Kjq16+fp44lGQ4MDJSU+7ztGjVq6OzZs9qyZYueeOKJPDFbtmyRJLVq1cq6zc3NTc2bN9f27du1ZcsWu48UsxcHAACAO8uUKVOc3QSrSZMmObsJAAqpzF7x9vb2VufOnSVJn376aZ7ys2fP6vvvv5cktW3bVpJkMpnUo0cPSdK8efPyxGzdulVxcXFyd3dX165dbcp69uwpSYqOjrZeQbeIj4/Xhg0bJEm9evW6ldMCAAAAANxhymziLUkTJ06Uq6urlixZYpN8JyYmavDgwUpNTVVoaKh69+5tLRszZow8PDy0fv16zZw503qv94kTJzRkyBBJ0rBhw1SjRg2bY40YMUIBAQGKjY3VqFGjrM/1TkhIUL9+/ZSVlaVOnTopPDzc0acNAAAAAChFynTi3axZM/3nP/+RYRgaPHiw6tSpo5YtWyowMFDff/+9AgICtHz5cptHgNWtW1dRUVFycXHR2LFjFRQUpObNm6tBgwY6ePCgwsPDNXPmzDzH8vHx0ZIlS+Tp6an3339fgYGBatGihYKDg7VlyxaFhIRo/vz5t/P0AQAAAAClQJlOvKXcK9E//fST/vGPf+jatWvau3evqlWrpueff16///677rnnnjwxAwcO1C+//KIuXbooNTVVBw4cUGhoqCZPnqzNmzfL29vb7rHatWunnTt3qm/fvjKZTNq3b5+qV6+uUaNGKSYmJs9VcgAAAABA2VdmF1e7XuvWrdW6desixURERGjNmjVFPlZYWJgWL15c5DgAAAAAQNlU5q94AwAAAADgTCTeAAAAAAA4EIk3AAAAAAAOROINAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA7klMT7s88+0/fff1+ouuvXr9dnn33m4BYBAFC2MfYCAOA8Tkm8Bw8erDfffLNQdadPn66nnnrKwS0CAKBsY+wFAMB5nDbV3DCMEq0HAAAKxtgLAIBzlPp7vM+ePStvb29nNwMAgHKDsRcAgJLldjsOEh8fr+PHj9tsS0pK0s8//5xvTGpqqn766Sf9+eefatWqlYNbCABA2cLYCwBA6XFbEu8FCxbof/7nf2y2/fHHH3r44YcLjLNMdXvppZcc1TQAuONMmTLF2U2wmjRpkrObgHww9gIAUHrclsQ7JCREDz74oPXzTz/9JB8fH91zzz1265tMJnl5eSk0NFR9+vTR3//+99vRTAAAygzGXgAASo/bkngPGjRIgwYNsn52cXHR3/72N23atOl2HB4AgHKHsRcAgNLjtiTeN9q0aZN8fX2dcWgAAMolxl4AAJzHKYl3mzZtnHFYAADKLcZeAACcxymJ9/WSkpJ09OhRXblypcDnhl5/nxoAACg+xl4AAG4vpyXeP//8s1599VVt3779pnVNJpOysrJuQ6sAACi7GHsBAHAOp93j/eijjyozM1Nms1khISGqVq2aXFxcnNEcAADKvNI89h4/flx169YtVN0ff/zROm1+8uTJN328XmxsrBo1apRv2bRp07Rx40ZdvnxZgYGB6tGjhyZMmCA/P78inQMAAAVxSuI9adIkZWZmqn///nr33Xfl7+/vjGYAAFBulOax19PTU5GRkfmWnzlzRkePHpWnp6fdx6EFBQUpODjYbmyFChXsbt+0aZMee+wxpaamqmrVqgoLC1NcXJxmzZqllStXauvWrapevXqxzgcAgBs5JfGOiYmRn5+foqOj5erq6owmAABQrpTmsbdGjRravHlzvuX//Oc/dfToUXXt2tXuyuxDhgzR5MmTC328lJQU9enTR6mpqRo5cqTeeecdubu7KyEhQd26ddOWLVs0dOhQffPNN8U5HQAA8nDK/DIPDw/Vr1+/1A38AACUVXfq2HvlyhV9/fXXkqQBAwaUyD7nzJmjCxcuqHHjxpo9e7bc3d0lSf7+/lq0aJHc3Ny0du1axcTElMjxAABwSuLdqlUrHT9+vMCVVAEAQMm5U8feFStW6OrVq6pataoeffTREtunJA0ePDjPDxHBwcFq3769JGnZsmUlcjwAAJySeE+aNElJSUl65513nHF4AADKnTt17P3iiy8kSX379pWbm/075DZt2qTevXurbdu2evzxxzVjxgydPXvWbt2srCzt2rVLkvK9r9yyvTCrvwMAUBhOuce7Vq1amj17tl555RVt3bpVQ4cOVb169eTt7Z1vTH6LpgAAgJu7E8feM2fO6IcffpBU8DTzn3/+2ebz8uXLNXnyZH344YcaPHiwTdnx48eVmZkpSQoNDbW7P8v2Q4cO5XvM9PR0paenWz8nJyfnfyIAgHLPKYl3SEiITCaTDMPQ6tWrtXr16gLr8yxRAABuzZ049i5cuFA5OTlq2LChWrZsmae8Zs2a+ve//60ePXooNDRUXl5e2r17t6ZNm6bvvvtOQ4YMkb+/v/7xj39YYy5fvmx9X7lyZbvHtWy/vu6Npk+fftNHmQEAYOGUxDs4OFgmk8kZhwYAoFy6E8deyzTz/K52P/PMM3m2RUREaO3aterVq5dWrlypl19+WV26dLGee1pamrWuh4eH3f2azWZJUmpqar5tGz9+vEaNGmX9nJycrKCgoJucEQCgvHJK4n38+HFnHBYAgHLrTht79+3bpz179shkMumf//xnkWJNJpPeeustrVy5UkeOHNHevXvVrFkzSbnPDLfIyMiw+WxhmULu5eWV7zHMZrM1QQcA4GacsrgaAABAQT7//HNJ0oMPPqg6deoUOf6uu+5SlSpVJEmHDx+2br9+enl+U8kt2/Obig4AQFGReAMAgFIlJydHixcvlnRrz+62PJ/7+nvVQ0JCrNuPHj1qN86yvUGDBsU+NgAA13PKVPP4+Pgixzh7ZVUAAO5kd9LYu2nTJv3111/y9PTU448/Xqx9XLx4UefPn5ck1a5d27rdzc1NzZs31/bt27Vlyxa7jxTbsmWLpNxnnwMAUBKcuqp5YZWGlVUBALiT3Uljr2WaedeuXeXr61usfcyePVuGYcjX1zfPiug9e/bU9u3bFR0drVdeeUWurq7Wsvj4eG3YsEGS1KtXr2KeAQAAtkrdquZXr17VxYsXJeVOEatVq9btbBoAAGXSnTL2pqamasWKFZIKnma+f/9+/b//9//0/PPPKywszLo9LS1Ns2fP1ttvvy1JGjduXJ7Vy0eMGKGZM2cqNjZWo0aN0jvvvCN3d3clJCSoX79+ysrKUqdOnRQeHu6AMwQAlEelclXz5ORkRUVFaerUqerXr5/eeOON29MwAADKqDtl7P3666+VkpKiqlWr6tFHH823XmZmpj766CN99NFHqlq1qnVafGxsrK5duyZJGjp0qF599dU8sT4+PlqyZIm6dOmi999/X4sXL1ZwcLA1NiQkRPPnz3fMCQIAyqVSubiaj4+PXnnlFS1ZskRvvfWWdcoZAABwjNIy9lqO27dvX7m55X99ICQkRFOnTlWnTp1UsWJFHTx4UPv27VOVKlX0+OOPa926dfrkk0/yvcrfrl077dy5U3379pXJZNK+fftUvXp1jRo1SjExMapRo4ZDzg8AUD6ZDMMwnN2IgoSGhqpKlSrauXOns5viFMnJyfL19VVSUpJ8fHyc3Rw40JQpU5zdBKDIJk2a5OwmlEnO/re/vI+9xeHsv5kjMC6VfvwbDDhXUf7tL5VXvK/n5+enuLg4ZzcDAIByg7EXAICSVaoT7/Pnzys2Nlaenp7ObgoAAOUCYy8AACWvVCbeFy9e1HfffadOnTopIyND7du3d3aTAAAo0xh7AQBwHKesan798zILYhiGatSoobfeesvBLQIAoGxj7AUAwHmcknjfbD03b29vhYaGqlOnTho9erQCAgJuU8sAACibGHsBAHAepyTeOTk5zjgsAADlFmMvAADOUyrv8QYAAAAAoKwg8QYAAAAAwIGcMtXcIj09XYsXL9b69ev1559/KiUlRZUqVdJdd92lRx55RH379pXZbHZmEwEAKFMYewEAuP2clnjHxMSod+/eOn78eJ4FX2JiYvTll19q6tSp+uqrr9S8eXMntRIAgLKDsRcAAOdwSuL9119/qUOHDrp8+bICAgL09NNPKywsTNWrV9e5c+e0f/9+ffLJJzp69KgeeeQR/f777woMDHRGUwEAKBMYewEAcB6nJN7Tp0/X5cuX1bNnT33++efy8vLKU+f111/XgAEDtHz5ck2fPl3/+c9/nNBSAADKBsZeAACcxymLq3333Xfy9vZWdHS03YFfkjw9PbVgwQJ5e3vr22+/vc0tBACgbGHsBQDAeZySeJ8+fVqNGzdWxYoVC6xXsWJFNW7cWGfOnLlNLQMAoGxi7AUAwHmcknhXqlRJ586dK1Tdc+fOydvb28EtAgCgbGPsBQDAeZySeIeHh+uvv/7SkiVLCqy3ePFinTx5Ui1atLhNLQMAoGxi7AUAwHmcknj/61//kmEYGjRokF555RUdO3bMpvzYsWMaNWqUnnrqKZlMJo0cOdIZzQQAoMxg7AUAwHmckng/9thjGjdunDIzM/Xuu++qfv36qlChgurUqaMKFSqofv36eu+995SRkaFXX31VnTt3dkYzAQAoMxh7AQBwHqck3lLuY01Wr16tBx54QCaTSWlpaTp58qTS0tJkMpkUGRmpNWvW6I033ijR406YMEEmk0kmk0nTpk3Lt962bdvUrVs3Va1aVV5eXmrSpImmTp2qtLS0AvcfGxur/v37q2bNmvL09FS9evU0evRoJSYmluh5AABQVM4aewEAKO+c8hxviy5duqhLly66evWqDh8+rCtXrqhixYqqX7++QxZ1iY2N1cyZM29ab+HChRo0aJCys7MVGBiooKAg/fHHH5o4caLWrFmjH3/8URUqVMgTt2nTJj322GNKTU1V1apVFRYWpri4OM2aNUsrV67U1q1bVb169RI/LwAACut2j70AAOA2XvHev3+/Vq9erV9//TVPmbe3t5o1a6bIyEg1a9ZM3t7e+vXXX7V69WodOHCgRI5vGIaeeeYZubu7q23btvnWO378uIYOHars7GzNmDFDJ0+eVExMjA4dOqSGDRtqx44dGjt2bJ64lJQU9enTR6mpqRo5cqROnTqlXbt2KT4+XpGRkTp69KiGDh1aIucCAEBhOHvsBQAAuW5L4n3t2jV17NhRvXv3Vk5OTqFicnJy9Pjjj6tz585KT0+/5TbMmzdPv/zyiyZOnKigoKB8682cOVPp6enq2LGjxowZI5PJJEmqU6eO5s+fL0maO3dunkeyzJkzRxcuXFDjxo01e/Zsubu7S5L8/f21aNEiubm5ae3atYqJibnlcwEA4GZKw9gLAABy3ZbEe/HixTpz5oyGDh2qiIiIQsVERETo6aef1smTJ2/66JObuXDhgsaNG6cmTZro5ZdfzreeYRhauXKlJNm9Oh0REaFGjRopMzNTq1atsilbsWKFJGnw4MFydXW1KQsODlb79u0lScuWLbulcwEAoDCcPfYCAID/c1sS76+//rpYjyZ56aWXZBiGli9ffkvHf/nll3Xp0iV9+OGH1ivR9sTHx+vMmTOSpMjISLt1LNu3b99u3ZaVlaVdu3YVOQ4AAEdx9tgLAAD+z21ZXG337t2qWbOmGjVqVKS4Bg0aKDAwULt37y72sX/44QctXLhQ//znP9WmTZsC6x46dEiSZDabVatWLbt1QkNDbepKufeFZ2Zm2pQXJs6e9PR0m+l9ycnJBdYHAMAeZ469AADA1m254n3x4kUFBgYWK7ZWrVq6ePFisWLT0tI0YsQI+fr66p133rlp/cuXL0uS/Pz8rPd236hy5co2dW98bykvTJw906dPl6+vr/VV0P3oAADkx1ljLwAAyOu2JN6enp5KTU0tVmxqaqo8PDyKFTtt2jQdPnxYb7zxRqEe42V5RndBxzObzdZ23RhXUKy9OHvGjx+vpKQk6+vkyZM3bTcAADdy1tgLAADyui1TzWvWrKkjR44oPT3dmoAWRnp6uo4cOaLg4OAiH9PyzO7mzZvr2WefLVSMp6enJCkjI6PANkmSl5dXnjhL7PWfC4qzx2w2F6mPAACwxxljLwAAsO+2XPFu3bq10tLSiryi99KlS5WamqrWrVsX+ZjPPfecsrKy9NFHH8nFpXCnaZkOnpiYKMMw7NaxTBW/fkr59e/zm0puLw4AAEdxxtgLAADsuy2J9+DBg2UYhsaNG1foqdPx8fEaO3asTCaTBg0aVORj7t69WyaTSV27dlWNGjVsXl9++aUk6e2331aNGjXUsmVLSbkLyki5v/afPn3a7n6PHj1qU1eSQkJCrKulW8oLEwcAgKM4Y+wFAAD23ZbEOyIiQr1799bp06fVqlUrLV26VDk5OXbr5uTk6KuvvtL999+vc+fOqVevXvk+outmsrOzde7cuTwvyz3ZV65c0blz53ThwgVJuc/brlGjhiRpy5Ytdvdp2d6qVSvrNjc3NzVv3rzIcQAAOIqzxl4AAJDXbbnHW5Kio6N16tQpbd26VX379lXVqlUVGRmpunXrytvbW1evXtWxY8e0detWnT9/XoZh6IEHHlB0dHSxjpeYmJhv2eDBg/Xpp59q6tSpmjBhgnW7yWRSjx499NFHH2nevHl64oknbOK2bt2quLg4ubu7q2vXrjZlPXv21Pbt2xUdHa1XXnlFrq6u1rL4+Hht2LBBktSrV69inQ8AAEV1u8deAABg321LvL28vPTjjz9q8uTJ+uCDD3T+/HmtXLnS5rFdlvuqK1asqH/961+aPHmydQr37TJmzBjNmzdP69ev18yZMzV69GiZTCadOHFCQ4YMkSQNGzbMemXcYsSIEZo5c6ZiY2M1atQovfPOO3J3d1dCQoL69eunrKwsderUSeHh4bf1fAAA5dedMvYCAFDW3bbEW8qdkj1t2jSNHTtWa9eu1datW3Xq1CmlpKSoUqVKCgwMVEREhDp37ixfX9/b2TSrunXrKioqSk899ZTGjh2r9957T9WqVdMff/yhzMxMhYeHa+bMmXnifHx8tGTJEnXp0kXvv/++Fi9erODgYMXGxuratWsKCQnR/PnznXBGAIDy7E4YewEAKOtua+Jt4ePjoyeffFJPPvmkMw5/UwMHDlT9+vU1ffp0bd26VQcOHFBoaKiefPJJjRs3zu7jwiSpXbt22rlzp6ZNm6aNGzdq3759CgwMVI8ePTRhwgRWNAcAOE1pH3sBACjLnJJ4O1t0dPRN71+LiIjQmjVrirzvsLAwLV68uJgtAwAAAACUNbdlVXMAAAAAAMorEm8AAAAAAByIxBsAAAAAAAci8QYAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAAAAByLxBgAATjd48GCZTKYCX2lpaXZjt23bpm7duqlq1ary8vJSkyZNNHXq1HzrW8TGxqp///6qWbOmPD09Va9ePY0ePVqJiYkOOEMAQHnm5uwGAAAAWDRo0EDVqlWzW+bikvd6wcKFCzVo0CBlZ2crMDBQQUFB+uOPPzRx4kStWbNGP/74oypUqJAnbtOmTXrssceUmpqqqlWrKiwsTHFxcZo1a5ZWrlyprVu3qnr16iV+fgCA8okr3gAAoNT497//rc2bN9t9eXh42NQ9fvy4hg4dquzsbM2YMUMnT55UTEyMDh06pIYNG2rHjh0aO3ZsnmOkpKSoT58+Sk1N1ciRI3Xq1Cnt2rVL8fHxioyM1NGjRzV06NDbdcoAgHKAxBsAANyRZs6cqfT0dHXs2FFjxoyRyWSSJNWpU0fz58+XJM2dO1fnzp2ziZszZ44uXLigxo0ba/bs2XJ3d5ck+fv7a9GiRXJzc9PatWsVExNze08IAFBmkXgDAIA7jmEYWrlypSTZvTodERGhRo0aKTMzU6tWrbIpW7FihaTc+8pdXV1tyoKDg9W+fXtJ0rJlyxzRdABAOUTiDQAASo1ly5ape/fuatu2rfr27asPPvhASUlJeerFx8frzJkzkqTIyEi7+7Js3759u3VbVlaWdu3aVeQ4AABuBYurAQCAUmPt2rU2n7/88ktNmjRJixYt0qOPPmrdfujQIUmS2WxWrVq17O4rNDTUpq6Ue194ZmamTXlh4m6Unp6u9PR06+fk5OR86wIAwBVvAADgdPXq1dObb76pPXv2KDk5WSkpKVq/fr1atWqly5cvq3v37tq5c6e1/uXLlyVJfn5+1nu7b1S5cmWbuje+t5QXJu5G06dPl6+vr/UVFBRUyDMFAJRHJN4AAMDpXn/9dY0fP1533323KlWqpIoVK6pDhw76+eefdd999yk9PV3jxo2z1rc8o/vGlc6vZzabJUmpqal54gqKtRd3o/HjxyspKcn6OnnyZCHOEgBQXpF4AwCAUsvDw0NTp06VJP3444/Wq9Cenp6SpIyMjHxjLVPBvby8rNsscQXF2ou7kdlslo+Pj80LAID8kHgDAIBS7YEHHpAk5eTk6OjRo5L+bzp4YmKiDMOwG2dJ0q+fUn79+/ymktuLAwDgVpB4AwCAUs3ynG0pd1VySWrQoIGk3KvTp0+fthtnSdItdSUpJCTEuj9LeWHiAAC4FSTeAACgVNu/f7/1fe3atSXlPm+7Ro0akqQtW7bYjbNsb9WqlXWbm5ubmjdvXuQ4AABuBYk3AAAo1WbNmiVJatSokQIDAyVJJpNJPXr0kCTNmzcvT8zWrVsVFxcnd3d3de3a1aasZ8+ekqTo6GhlZ2fblMXHx2vDhg2SpF69epXsiQAAyi0SbwAA4FT//e9/NX78eB07dsxme1JSkkaOHKnFixdLkiZOnGhTPmbMGHl4eGj9+vWaOXOm9V7vEydOaMiQIZKkYcOGWa+MW4wYMUIBAQGKjY3VqFGjrM/1TkhIUL9+/ZSVlaVOnTopPDzcIecLACh/SLwBAIBTXb16VW+99ZZCQ0NVu3Zt3Xfffbr33ntVrVo1ffDBBzKZTJo0aZKefPJJm7i6desqKipKLi4uGjt2rIKCgtS8eXM1aNBABw8eVHh4uGbOnJnneD4+PlqyZIk8PT31/vvvKzAwUC1atFBwcLC2bNmikJAQzZ8//3adPgCgHCDxBgAAThUeHq7XXntNbdu2laurq/744w/FxcUpMDBQAwcO1LZt2zR58mS7sQMHDtQvv/yiLl26KDU1VQcOHFBoaKgmT56szZs3y9vb225cu3bttHPnTvXt21cmk0n79u1T9erVNWrUKMXExOS5Sg4AwK1wc3YDAABA+RYUFKRp06YVOz4iIkJr1qwpclxYWJh1GjsAAI7EFW8AAAAAAByIxBsAAAAAAAci8QYAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAAAAByLxBgAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbAAAAAAAHIvEGAAAAAMCBSLwBAAAAAHAgEm8AAAAAAByIxBsAAAAAAAci8QYAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAAAAByLxBgAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbAAAAAAAHIvEGAAAAAMCBSLwBAAAAAHAgEm8AAAAAAByIxBsAAAAAAAci8QYAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAAAAByqzibdhGNq8ebPGjBmj+++/X35+fvLw8FCtWrXUq1cvbdq0qcD4bdu2qVu3bqpataq8vLzUpEkTTZ06VWlpaQXGxcbGqn///qpZs6Y8PT1Vr149jR49WomJiSV4dgAAAACAO0WZTbw3btyo1q1b65133tGOHTtUvXp1NW3aVCkpKVqxYoXatm2r119/3W7swoUL1bp1a61evVpms1mNGzfW4cOHNXHiRD344IO6du2a3bhNmzYpPDxcixYtUnZ2tsLCwnT27FnNmjVL4eHhOnfunCNPGQAAAABQCpXZxNswDNWvX18ffvihLl68qIMHDyomJkYJCQkaP368JGnatGn65ptvbOKOHz+uoUOHKjs7WzNmzNDJkycVExOjQ4cOqWHDhtqxY4fGjh2b53gpKSnq06ePUlNTNXLkSJ06dUq7du1SfHy8IiMjdfToUQ0dOvS2nDsAAAAAoPQos4n3fffdp9jYWD377LOqXLmydbuHh4fefPNNderUSZIUFRVlEzdz5kylp6erY8eOGjNmjEwmkySpTp06mj9/viRp7ty5ea5ez5kzRxcuXFDjxo01e/Zsubu7S5L8/f21aNEiubm5ae3atYqJiXHYOQMAAAAASh83ZzfAUXx8fAos79Chg7777jv9+eef1m2GYWjlypWSZPfqdEREhBo1aqS4uDitWrVKw4cPt5atWLFCkjR48GC5urraxAUHB6t9+/Zat26dli1bpubNmxf7vAAAAABJmjJlirObYDVp0iRnNwEo1crsFe+bsSyS5uXlZd0WHx+vM2fOSJIiIyPtxlm2b9++3botKytLu3btKnIcAAAAAKDsK7NXvAtiGIaWLl0qyTZRPnTokCTJbDarVq1admNDQ0Nt6kq594VnZmbalBcmzp709HSlp6dbPycnJxdYHwAAAABQupXLK95RUVHavXu3PDw89NJLL1m3X758WZLk5+dnvbf7Rpb7xS11b3x//f3kN4uzZ/r06fL19bW+goKCbn5CAAAAAIBSq9wl3jExMXrxxRcl5a5qXq9ePWuZZfq5h4dHvvFms1mSlJqamieuoFh7cfaMHz9eSUlJ1tfJkycLrA8AAAAAKN3K1VTzY8eOqUuXLkpLS1O/fv00evRom3JPT09JUkZGRr77sEwDv/7ecEucJfb6zwXF2WM2m61JOgAAAADgzldurnifPXtWHTp00JkzZ/TYY48pOjo6z3Ryy3TwxMREGYZhdz+WqeLXTym//n1+U8ntxQEAAAAAyr5ykXhfunRJHTp00JEjR9SmTRstXbrU+pzt6zVo0EBS7tXp06dP293X0aNHbepKUkhIiHV/lvLCxAEAAAAAyr4yn3hfuXJFnTt31h9//KGWLVtqzZo1+U73Dg4OVo0aNSRJW7ZssVvHsr1Vq1bWbW5ubtZncxclDgAAAABQ9pXpxDs9PV3dunXT9u3bFRYWpnXr1qlSpUr51jeZTOrRo4ckad68eXnKt27dqri4OLm7u6tr1642ZT179pQkRUdHKzs726YsPj5eGzZskCT16tXrls4JAICyxjAMbd68WWPGjNH9998vPz8/eXh4qFatWurVq5c2bdpkN27y5MkymUwFvuLi4vI9bmxsrPr376+aNWvK09NT9erV0+jRo5WYmOigMwUAlFdlNvHOzs5W3759tXHjRtWrV0///e9/VaVKlZvGjRkzRh4eHlq/fr1mzpxpvdf7xIkTGjJkiCRp2LBh1ivjFiNGjFBAQIBiY2M1atQo63O9ExIS1K9fP2VlZalTp04KDw8v4TMFAODOtnHjRrVu3VrvvPOOduzYoerVq6tp06ZKSUnRihUr1LZtW73++uv5xgcFBSkyMtLuq0KFCnZjNm3apPDwcC1atEjZ2dkKCwvT2bNnNWvWLIWHh+vcuXOOOl0AQDlUZlc1/+qrr/T1119LklxcXNS7d2+79WrWrKmlS5daP9etW1dRUVF66qmnNHbsWL333nuqVq2a/vjjD2VmZio8PFwzZ87Msx8fHx8tWbJEXbp00fvvv6/FixcrODhYsbGxunbtmkJCQjR//nyHnCsAAHcywzBUv359jRo1Sn379rUuRJqRkaHJkydr+vTpmjZtmlq1aqUuXbrkiR8yZIgmT55c6OOlpKSoT58+Sk1N1ciRI/XOO+/I3d1dCQkJ6tatm7Zs2aKhQ4fqm2++KalTBACUc2U28bY8vkuSDh06pEOHDtmtV6dOnTzbBg4cqPr162v69OnaunWrDhw4oNDQUD355JMaN26c3ceFSVK7du20c+dOTZs2TRs3btS+ffsUGBioHj16aMKECaxoDgCAHffdd59iY2Pl5mb7tcTDw0Nvvvmmfv/9d3333XeKioqym3gX1Zw5c3ThwgU1btxYs2fPlqurqyTJ399fixYtUr169bR27VrFxMRY13ABAOBWlNnEe/DgwRo8eHCx4yMiIrRmzZoix4WFhWnx4sXFPi4AAOWNj49PgeUdOnTQd999pz///LNEjrdixQpJud8VLEm3RXBwsNq3b69169Zp2bJlJN4AgBJRZhNvAABQNqSlpUlSvk8l2bRpk/bv36+EhARVqVJF9913nwYOHJhnPRZJysrK0q5duyRJkZGRdvcXGRmpdevWafv27SV0BgCA8o7EGwAAlFqGYVjXYskvUf75559tPi9fvlyTJ0/Whx9+mGf22/Hjx60LoIaGhtrdn2V7frepSbm3tF1/W1tycnLBJwIAKNfK7KrmAADgzhcVFaXdu3fLw8NDL730kk1ZzZo19e9//1s7duxQQkKCrl27pi1btqhTp05KTU3VkCFD8tw2dvnyZev7/NZesWy/vu6Npk+fLl9fX+srKCiomGcIACgPSLwBAECpFBMToxdffFGSNG3aNNWrV8+m/JlnntEbb7yhFi1aqEqVKvLy8lJERITWrl2rHj16yDAMvfzyy9ZHg0r/N21dyl28zR6z2SxJSk1Nzbdt48ePV1JSkvV18uTJYp8nAKDsI/EGAAClzrFjx9SlSxelpaWpX79+Gj16dKFjTSaT3nrrLUnSkSNHtHfvXmvZ9U8mycjIsBtvmUKe3z3lUm5y7uPjY/MCACA/JN4AAKBUOXv2rDp06KAzZ87oscceU3R0tEwmU5H2cdddd6lKlSqSpMOHD1u3Xz+9PL+p5JbtPAYUAFBSSLwBAECpcenSJXXo0EFHjhxRmzZttHTpUrm7uxdrX5a4rKws67aQkBDr9qNHj9qNs2xv0KBBsY4LAMCNSLwBAECpcOXKFXXu3Fl//PGHWrZsqTVr1hQ43bsgFy9e1Pnz5yVJtWvXtm53c3OzPpt7y5YtdmMt21u1alWsYwMAcCMSbwAA4HTp6enq1q2btm/frrCwMK1bt06VKlUq9v5mz54twzDk6+urli1b2pT17NlTkhQdHa3s7Gybsvj4eG3YsEGS1KtXr2IfHwCA65F4AwAAp8rOzlbfvn21ceNG1atXT//973+t92fnZ//+/Xruuee0f/9+m+1paWl688039fbbb0uSxo0bl2f18hEjRiggIECxsbEaNWqU9bneCQkJ6tevn7KystSpUyeFh4eX4FkCAMozN2c3AAAAlG9fffWVvv76a0mSi4uLevfubbdezZo1tXTpUklSZmamPvroI3300UeqWrWqgoODJUmxsbG6du2aJGno0KF69dVX8+zHx8dHS5YsUZcuXfT+++9r8eLFCg4OtsaGhIRo/vz5DjhTAEB5ReINAACcyvL4Lkk6dOiQDh06ZLdenTp1rO9DQkI0depUbd26VXFxcTp48KAyMjJUrVo1de7cWcOGDdMjjzyS7zHbtWunnTt3atq0adq4caP27dunwMBA9ejRQxMmTGBFcwBAiSLxBgAATjV48GANHjy4SDF+fn6aMGHCLR03LCxMixcvvqV9AABQGNzjDQAAAACAA5F4AwAAAADgQCTeAAAAAAA4EIk3AAAAAAAOROINAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA5E4g0AAAAAgAOReAMAAAAA4EAk3gAAAAAAOBCJNwAAAAAADuTm7AYAAADg/0yZMsXZTQAAlDCueAMAAAAA4EBc8QYAFFtpuTI3adIkZzcBAAAgX1zxBgAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbAAAAAAAHIvEGAAAAAMCBWNUcAAAAwC3hKRdAwbjiDQAAAACAA5F4AwAAAADgQCTeAAAAAAA4EIk3AAAAAAAOROINAAAAAIADkXgDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA5E4g0AAAAAgAO5ObsBAAAAAFASpkyZ4uwmWE2aNMnZTUApwhVvAAAAAAAciCveKNdK06+iAAAAAMomrngDAAAAAOBAJN4AAAAAADgQiTcAAAAAAA5E4g0AAAAAgAOReAMAAAAA4EAk3gAAAAAAOBCJNwAAAAAADkTiDQAAAACAA5F4AwAAAADgQG7ObgAAAAAAlDVTpkxxdhOsJk2a5OwmlHtc8XaAb7/9Vu3bt1eVKlXk7e2t5s2b64MPPlBOTo6zmwYAAK7DmA0AuB244l3C3nrrLY0fP16SFBoaqooVK2rPnj0aOXKkNmzYoJUrV8rFhd87AKAkcVUBxcGYDQC4XRhNStC2bdv073//Wy4uLlq0aJGOHDmiPXv2KCYmRtWrV9fq1as1e/ZsZzcTAIByjzEbAHA7kXiXoGnTpskwDA0bNkxPPvmkdXuzZs2sg/dbb72lzMxMZzURAACIMRsAcHsx1byEJCcna8OGDZKkoUOH5inv3bu3nn32WSUkJGjTpk3q2LHjbW0f0zABAMhV2sdsAEDZQ+JdQnbv3q2MjAx5enqqefPmecrd3d3VsmVL/fDDD9q+fTuDOAAATsKYDaC8KU0X4UqT23lBkMS7hBw6dEiSFBwcLDc3+90aGhqqH374wVrXnvT0dKWnp1s/JyUlScr9df5WpKWl3VJ8SbrVcylJpalfAJQNJfFvnGUfhmHc8r6QV0mM2Y4aryXGJgC4XW713+yijNck3iXk8uXLkqTKlSvnW8dSZqlrz/Tp0+3+IhUUFHSLLSw93nrrLWc3AQAcpiT/jUtJSZGvr2+J7Q+5SmLMLg/jNQCUdSU1ZhdmvCbxLiGWX6c9PDzyrWM2myVJqamp+dYZP368Ro0aZf2ck5OjS5cuyd/fXyaTqVhtS05OVlBQkE6ePCkfH59i7aM8ot+Kj74rHvqteMpivxmGoZSUFNWqVcvZTSmTSmLMdsR4XVqUxf+mSgv61nHoW8ehb/NXlPGaxLuEeHp6SpIyMjLyrWOZkubl5ZVvHbPZbB3sLfz8/G69gZJ8fHz4j6UY6Lfio++Kh34rnrLWb1zpdpySGLMdOV6XFmXtv6nShL51HPrWcehb+wo7XvM4sRJSmGnkhZnaBgAAHIsxGwBwu5F4l5AGDRpIkuLj45WVlWW3ztGjR23qAgCA248xGwBwu5F4l5B7771X7u7uSktLU0xMTJ7yzMxM7dixQ5LUqlWr29o2s9msSZMm5ZkSh4LRb8VH3xUP/VY89BuKqjSP2aUB/005Dn3rOPSt49C3JcNk8KySEtO5c2d99913Gj58uD7++GObskWLFql///7y9/fX6dOnC1zQBQAAOBZjNgDgduKKdwl67bXXZDKZ9Mknn2jx4sXW7Xv27LGufDp27FgGcAAAnIwxGwBwO3HFu4S98cYbmjBhgiQpNDRUFStW1B9//KGcnBw99thjWrVqlVxdXZ3cSgAAwJgNALhdSLwd4JtvvtH//u//ateuXcrMzFSDBg301FNP6YUXXmAABwCgFGHMBgDcDiTeAAAAAAA4EPd4l3Hffvut2rdvrypVqsjb21vNmzfXBx98oJycHGc3zSkMw9DmzZs1ZswY3X///fLz85OHh4dq1aqlXr16adOmTQXGb9u2Td26dVPVqlXl5eWlJk2aaOrUqUpLS7tNZ1B6TJgwQSaTSSaTSdOmTcu3Hn2WKzs7W1FRUWrTpo0CAgLk6empOnXqqHv37lq1apXdmPLed+fPn9fo0aMVFhamChUqyNPTU/Xq1dPw4cN1+PDhfOPKe78B9jD+OdbXX3+tZ555RuHh4apZs6Y8PDzk5+eniIgIvffee8rIyMg3lr4tGr5/lJzBgwdb+zK/V379Rf8Wg4Eya/r06YYkQ5IRGhpq3H333YaLi4shyejatauRnZ3t7Cbedhs2bLD2iYuLi3HXXXcZ9957r1GxYkXr9gkTJtiN/eKLLwxXV1dDkhEYGGjce++9hru7uyHJaNmypXH16tXbfDbOc+DAAcPDw8PaZ1OnTrVbjz7LdenSJeP+++83JBkmk8lo2LChER4ebtSsWdOQZPTq1StPTHnvu7i4OKNatWqGJMPd3d1o2LCh0bRpU8PT09OQZFSoUMH48ccf88SV934D8sP451iRkZGGJMNsNht169Y1WrRoYQQGBlr7Njw83Lh8+XKeOPq2aPj+UbIGDRpkSDIaNGhgREZG2n2lp6fniaN/i4fEu4zaunWrYTKZDBcXF2PRokXW7b///rtRvXp1Q5Ixc+ZMJ7bQOf773/8a9evXNz788EPj0qVL1u3p6enG+PHjrf+Qr1mzxibu2LFjhtlsNiQZM2bMMHJycgzDMIzjx48bDRs2NCQZzz///G09F2fJyckxWrdubXh7extt27bNd+Cjz3JlZ2cbf//73w1JRs+ePY2TJ0/alJ88edL46aefbLbRd4bRrl07Q5IRGRlp02cXL140unbtakgy6tata+0bw6DfgIIw/jnWggULjE2bNhkZGRk227dt22bUrl3bkGQ899xzNmX0bdHw/aPkWRLvBQsWFDqG/i0+Eu8yqnPnzoYkY/jw4XnKFi5caEgy/P398wwQZV1SUpKRmZmZb3mnTp2sMwKu99xzzxmSjI4dO+aJ2bJli/Wq3NmzZ0u8zaVNVFSUIcl4++23rf9g2xv46LNcH330kSHJePjhhws9y6S8993Vq1ets3P27t2bp/zSpUuGyWQyJBkHDhywbi/v/QYUhPHPeb766itDklGrVi2b7fRt0fD9o+QVJ/Gmf4uPe7zLoOTkZG3YsEGSNHTo0DzlvXv3lo+PjxISEm56T1dZ4+PjIzc3t3zLO3ToIEn6888/rdsMw9DKlSsl2e/PiIgINWrUSJmZmfneq1tWXLhwQePGjVOTJk308ssv51uPPvs/7733niRp6tSpcnG5+T+59J2UkZFhXYciNDQ0T3nlypVVpUoVSVJWVpYk+g24GcY/52nUqJEk6dq1a9Zt9G3R8P2jdKB/bw2Jdxm0e/duZWRkyNPTU82bN89T7u7urpYtW0qStm/ffrubV6pZFoTw8vKybouPj9eZM2ckSZGRkXbjLNvLen++/PLLunTpkj788EO5u7vnW48+y3Xo0CHFxcWpSpUqioiI0KpVq/TPf/5T7dq1U9++ffXJJ58oPT3dJoa+k/z8/BQUFCRJ2rp1a57ygwcPKiEhQX5+fmrQoIEk+g24VYx/jrNt2zZJsvlORt8WDd8/HGvZsmXq3r272rZtq759++qDDz5QUlJSnnr0760h8S6DDh06JEkKDg7O99dty1UkS13k/oq3dOlSSbb/mFj6yGw2q1atWnZjy0N//vDDD1q4cKH++c9/qk2bNgXWpc9y7dq1S1Lu1Y4BAwaoe/fuWrhwoTZu3Kgvv/xSTz/9tO655x6dOHHCGkPf5bKsVDtkyBAtX75cCQkJSkpK0vfff6/u3bvLZDJpxowZ8vT0lES/AbeC8a/kZWdn66+//tKHH36o0aNHy9vbW9OnT7eW07eFx/cPx1u7dq1WrVqlTZs26csvv9TIkSNVt25drVu3zqYe/XtrSLzLoMuXL0vKnY6ZH0uZpS6kqKgo7d69Wx4eHnrppZes2y195OfnJ5PJZDe2rPdnWlqaRowYIV9fX73zzjs3rU+f5bL8Krxjxw4tXLhQw4YN0/Hjx5WWlqYNGzYoNDRUcXFx6tWrl3VqNX2Xa+DAgVq+fLkCAgL0+OOPKyAgQH5+fnr00Ufl4eGhb7/9Vk8//bS1Pv0GFB/jX8l59913ZTKZ5ObmpqCgID3//PNq166dfv31V913333WevRt4fD9w7Hq1aunN998U3v27FFycrJSUlK0fv16tWrVSpcvX1b37t21c+dOa33699aQeJdBluliHh4e+dYxm82SpNTU1NvSptIuJiZGL774oqTcK2316tWzltGfuX1y+PBhvfHGG6pevfpN69Nnua5evSpJyszMVOvWrRUVFaU6derIbDarXbt2WrFihUwmk3bt2qW1a9dKou8sDMPQ0aNHlZCQIFdXV9WvX19NmjSRh4eH/vjjD82dO1eXLl2y1qffgOJh/CtZgYGBioyM1H333WcdLzdt2qTFixcrOzvbWo++LRy+fzjW66+/rvHjx+vuu+9WpUqVVLFiRXXo0EE///yz7rvvPqWnp2vcuHHW+vTvrSHxLoMsUy8zMjLyrWO5r/T6e7nKq2PHjqlLly5KS0tTv379NHr0aJvy8t6fsbGxmjlzppo3b65nn322UDHlvc8sLP0gyfrF9nrNmjXTww8/LEnW6Vz0Xa4RI0ZozJgxCgoK0uHDh3Xo0CHt379fJ0+eVOfOnbVy5Uo9/PDD1i+y9BtQdIx/Ja93797avHmztm/frrNnz+rXX39VSEiI3nzzTb3wwgvWevTtzfH9w3k8PDw0depUSdKPP/5ovXpN/94aEu8yqDBTPAozHb08OHv2rDp06KAzZ87oscceU3R0dJ6pM5Y+SkxMlGEYdvdTlvvzueeeU1ZWlj766KNCrcot0WcW15+bZVXbGzVu3FiSdPz4cZuY8tx3e/bsUVRUlNzd3bVkyRKFhIRYy6pVq6aFCxcqICBAe/fu1VdffSWJfgOKivHv9mjVqpW+/fZbmc1mzZ0717qmB317c3z/cK4HHnhAkpSTk6OjR49Kon9vFYl3GXT9Kr+WR+3cyPIfkKVueXTp0iV16NBBR44cUZs2bbR06VK7K2Va+ig9PV2nT5+2u6+y3J+7d++WyWRS165dVaNGDZvXl19+KUl6++23VaNGDetq+eW9zywaNmxofW+ZenUjy3bLlVv6TtqyZYsMw9Bdd91lXd38ej4+PtZ7JS33ntFvQOEx/t1etWrV0j333KOcnBzt2bNHEn1bGHz/cK7r/02w5BP0760h8S6D7r33Xrm7uystLU0xMTF5yjMzM7Vjxw5Jub/ElkdXrlxR586d9ccff6hly5Zas2ZNvlNigoODVaNGDUm5CYE9lu1ltT+zs7N17ty5PC/LvT5XrlzRuXPndOHCBUn0mcW9995rnZZlGYhuZNkeGBgoib6TpJSUlJvWsfzSbvn/IP0GFA7jn3NYEhfL/9K3hcP3D+fZv3+/9X3t2rUl0b+3zECZ1KlTJ0OSMXz48DxlCxcuNCQZ/v7+Rnp6uhNa51xpaWlG27ZtDUlGWFiYkZCQcNOYZ5991pBkdOzYMU/Zli1bDEmGu7u7cebMGUc0udQaNGiQIcmYOnVqnjL6LFfPnj0NSUa/fv3ylJ05c8bw8vIyJBlffPGFdXt577vly5dbzzE+Pj5PeVJSkhEQEGBIMt59913r9vLeb8DNMP45x7Fjxww3NzdDknH48GHrdvq2+Pj+4XhPPvmkIclo1KiRzXb6t/hIvMuozZs3GyaTyXBxcTEWLVpk3f77778b1atXNyQZb7/9thNb6BxZWVlG9+7dDUlGvXr1jNOnTxcq7ujRo4aHh4chyZgxY4aRk5NjGIZhHD9+3GjYsKEhyXj22Wcd2fRSqaCBjz7L9fvvvxuurq6Gi4uLER0dbd1++fJl45FHHjEkGaGhoTY/gpX3vktJSbEm1hEREcaxY8esZefOnTO6dOliSDI8PT2Nv/76y1pW3vsNKAjjn+Ps3LnTmDhxonHkyJE8Zd99953RqFEjQ5LRuXNnmzL6tvj4/nHr1q9fb7z66qvG0aNHbbYnJiYa//rXvwxJhiSbPMIw6N9bQeJdhk2bNs36H01oaKhx9913Gy4uLoYk47HHHjOysrKc3cTbbtGiRdY+adCggREZGWn39fjjj+eJ/fTTT639FxgYaNx7772Gu7u7IckIDw83rly54oQzcq6CBj7DoM8sPvroI8NkMhmSjODgYKNFixZGhQoVDElGQECAsXv37jwx5b3vvv32W8PT09OQZLi6uhoNGjQwmjRpYh3s3dzcbH7IsCjv/Qbkh/HPcTZt2mTt2xo1ahgtWrQw7r77bsPPz8+6vWXLlsaFCxfyxNK3xcP3j1u3cuVK6/8/AwMDjZYtWxr33HOPdZw1mUzGpEmT7MbSv8VD4l3GrVmzxmjbtq3h6+trVKhQwWjWrJnx7rvvlsuk2zAMY8GCBdZ/ZAp61alTx278li1bjC5duhhVqlQxzGaz0bBhQ2Py5MlGamrq7T2RUuJmA59h0GcWP//8s/GPf/zDCAgIMDw8PIyQkBDj+eeft7lie6Py3ncHDx40hg8fbtSvX98wm82Gh4eHUadOHWPAgAHGrl278o0r7/0G2MP45ziXLl0y3nvvPaNr165GvXr1jIoVKxoeHh5GzZo1jU6dOhkLFiwwMjMz842nb4uO7x+3Lj4+3njttdeMtm3bGsHBwYaXl5fh6elp1K1b1xg4cKDx66+/FhhP/xadyTDyWQseAAAAAADcMlY1BwAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbAAAAAAAHIvEGAAAAAMCBSLwBAAAAAHAgEm8AAAAAAByIxBsAAAAAAAci8QYAAAAAwIFIvAEAAAAAcCASbwAAAAAAHIjEGwAAAAAAByLxBgAAAADAgUi8AQAAAABwIBJvAAAAAAAciMQbAAAAAAAHIvEGAAAAAMCBSLwBAAAAAHAgEm8AAAAAAByIxBtAmWQymWQymfTjjz86uykAAKAA0dHRMplMCgkJccrxJ0+eLJPJpIceeqjE9vnQQw/JZDJp8uTJJbZP3NlIvIFyKicnRytXrtSQIUPUpEkT+fv7y93dXZUrV1bTpk01YMAALVy4UMnJyc5uKgAAN2VJnm58mc1m1apVS4888og++eQTZWZmOrupTvPuu+/KZDJpwIABhY6xJJCFed2YuCYmJmry5MmaPHmyEhMTS/Zk7mDvvvuuJk+erN9//93ZTcFt5ObsBgC4/bZv365Bgwbp4MGD1m2urq7y9fXV1atXtX//fu3fv19ffPGFfHx8NHnyZL388stObDEAAIVXvXp16/uUlBSdOXNGZ86c0fr16/Xxxx9r/fr1qly5shNb6ByrVq2SJHXr1q3Ise7u7qpSpUqBdW4sT0xM1JQpUyRJgwcPlp+fX5GPezsEBASoYcOGCg4OLrF9BgcHq2HDhgoICMhT9u677+rEiRMKCQnRPffcU2LHROlG4g2UM19//bX69OmjjIwM+fv766WXXlKPHj3UpEkTmUwmSdL58+f1yy+/6PPPP9eaNWv05ZdfkngDAO4YZ8+etfkcHx+vadOmKSoqSjt37tTIkSP1+eefO6l1znHp0iVt3rxZZrNZjzzySJHjIyIiyuztWy+88IJeeOGFEt3nZ599VqL7w52PqeZAORIXF6cBAwYoIyNDd999t/bu3asJEyYoLCzMmnRLUrVq1dSrVy99/fXX2rt3rx544AEnthoAgFsTHBysuXPnql27dpKkr776SleuXHFyq26vtWvXKisrS23btlWlSpWc3Ryg3CHxBsqRCRMm6MqVK/L29tbKlStVq1atm8aEhYXpf//3f+2WpaWl6f3331ebNm0UEBAgDw8P1ahRQ927d9e6devy3ef1C5+lpKRowoQJatSokby8vOTv768uXbpo+/btBbbr8uXLGjNmjOrVqydPT0/VrFlTvXv31q5du256ThZff/21unfvrlq1asnDw0OVK1fWgw8+qDlz5uR7D+D1i6VkZmZq1qxZatGihfz8/FjMDQBKOcuV3oyMDB06dChP+fnz5zV//nz17NlTjRs3lq+vr7y8vFS/fn0NGzZM+/fvv+kxEhIS9D//8z9q1aqVqlSpIk9PT4WEhOiRRx7RnDlzlJSUZDfuyJEj+te//qXGjRurYsWKqlChgho3bqyXXnpJ8fHxt3biyh3zpOJNMy+Ohx56SHXr1rV+rlu3boH3g19v165deuKJJ1SzZk2ZzWaFhoZq1KhRunz5st36Ny6O9sMPP+ixxx5T1apV5enpqcaNG2vKlClKS0srVLw9Rf272ltczXKcEydOSJKeeuqpPPfJS9KcOXNkMpnk7++fb5ul3PV6QkJCWMTtTmEAKBdOnz5tmEwmQ5IxYsSIW97fn3/+aTRo0MCQZEgyTCaT4evra/0syXj22WftxlrKFy1aZNSvX9+QZHh6ehoVKlSwlrm7uxvr1q2zG3/s2DGjTp061roeHh6Gj4+P9f2qVausZZs2bcoTn5KSYnTp0sWmrT4+Ptb+kWQ88MADxqVLl/LEtmnTxpBkjBs3zoiIiDAkGW5ubkblypXzPR4AwPEmTZpk/Tc8P2+//ba1zo4dO/KUDxo0KM/Y4ObmZv1sNpuNZcuW5bv/77//3joeWMYHPz8/m32uXLkyT9zcuXMNd3d3m+N4eXnZtGP9+vXF6hfDMIzU1FTD29vbMJlMxunTp4sUaxn32rRpU6S4Hj16GAEBAdZzCAgIMKpXr2599ejRw1p3wYIFhiSjTp06xsKFC6194evra7i4uFj3ERYWZqSkpOQ5luVv36ZNG2PGjBmGyWQyTCaT4efnZzO2P/zww0ZWVlaB8fYU5+9q6bdJkyZZt82cOdOoXr269Zx8fHxs+qR69eqGYeR+T6lUqZIhyfj888/z7ePvvvvOkGS4uroa8fHxBfw1UBqQeAPlxMKFC62Dw7fffntL+7p8+bIREhJiSDLatm1r/Pzzz0ZaWpphGIaRmJhozJ4926hYsaIhyXj33XfzxFvaUblyZaNJkybGxo0bjezsbCMnJ8f47bffjIYNG1oH4OzsbJvYrKwso0WLFtb4r776ysjMzDQMwzD2799vtG7d2mYwtJcId+/e3ZBk1K9f31i0aJGRnJxsGEbuF5NVq1YZoaGhhiSje/fueWItA2nFihWNihUrGgsWLDCuXbtmGIZhXLx40UhISLilvgUAFE9hEu+2bdtafyy+ePFinvLJkycbEyZMMHbv3m1cuXLFMAzDyM7ONv744w+jf//+hiTD29vbOHXqVJ7YmJgYw9PT05ogfvvtt0ZGRoZhGIZx9epVY8eOHcYrr7xibNiwwSZu5cqV1h+cX331VeP48eNGTk6OkZOTY8TFxRm9e/e2JmknTpwoVt988803hiSjVatWRY4tbuJtGLk/lFv+JseOHcu3niXxrlChgmE2m41hw4ZZE8mrV68a//nPf6zJ+Ouvv54n3vK39/PzM1xcXIzx48cbFy5cMAzDMJKSkoyJEyda2zFv3rx84+2dY3H/rvYSbwvLxYMFCxbk2ycjRowwJBkPPvhgvnV69uxpSDK6dOmSbx2UHiTeQDnx2muvWQedov7afaPRo0dbk25L0nujFStWWH/hvrGOpR1Vq1Y1zp07lyd279691jqbN2+2Kfvyyy+tZTcOcoaROwjWq1cv38Tb8uWjRo0axl9//WW37SdPnjS8vb0NScbu3bttyiwDqSRj9erVduMBALdfQYn3iRMnjKefftpa3rVr12Id47HHHjMkGVOnTs1T9ve//92QZDRo0MBITEws1P7S09ONwMDAfBNCi65duxqSjBdffLFY7bac+5tvvlnkWMu45+7unufq7I2vJUuW2MQWNfGWZAwaNMhunVGjRll/NL/R9X97e4muYfxfktq+fft84+0l3sX5uxrGrSfee/bssZ5TbGxsnvKzZ89af4zg+8idgXu8gXIiISHB+j6/x4EcPnxYNWrUsPvaunWrJMkwDM2fP1+S9Morr8jNzf7DEbp37y4fHx9dvHgx3/uuhw8frmrVquXZ/re//c16X9jevXttypYsWSJJioyMtC6Sc70KFSpo7Nixdo8nSZ988okkacCAAQoMDLRbp3bt2nr44YclSd9//73dOmFhYfrHP/6R73EAAM5z/fjl7e2tOnXqKCoqSpLUqFEjffjhh8Xa72OPPSZJ2rx5s832Q4cOWbe9+eab8vX1LdT+vvvuO506dUrVq1fXU089lW+9gQMHSsp/TCqIYRhas2aNpFu7vzszM1Pnzp0r8JWamlrs/VtMmDDB7nZL2w8fPqxr167ZrWM2mzV69OgC42/8XlGQ4v5dS8Ldd99tXdzW8v/d6y1YsECZmZmqXbu2OnfufNvaheLjcWIArLKysnTu3Dm7ZRkZGZKkAwcO6NKlS5Jyn8np4pL/73eWFWNPnDihVq1a5Sm3t82iVq1aOnbsmPVYFjt37pQktW3bNt/YgsosA+jcuXMLfNSHZZEUywIoN4qMjMw3FgDgXPmNZQMHDtTHH38sT0/PfGP37Nmjjz/+WJs3b9bx48d15coVGYZhU+evv/6y+Wz5cdrV1VWdOnUqdDstY9Lly5dVs2bNfOtZxuD8xqSC/Prrrzp79qzq16+vJk2aFDneok2bNg5fQLRKlSqqX7++3bLrF4S9fPmyKlSokKdOWFiYKlasWGD8jd8rClLcv2tJGTFihLZt26bPPvtM06dPl4eHh6TcH1PmzZsnSRo6dKhcXV1ve9tQdCTeQDnh7+9vfX/p0iW7A3yjRo1svlwcP37cZkVSSTp9+rT1/YULFwp17Px+mS7ocSaWK+k3ri5+/vx5Scr3arWUe8XanszMTF28eFFSbmKd38qy18uv7fau1AMASgfLWGYYhs6ePavVq1fr1Vdf1WeffaamTZtqzJgxduP+85//6MUXX1ROTo6k3Kdw+Pr6ymw2S5JSU1OVnJysq1ev2sRZnhseEBAgb2/vQrfTMqZmZGTk+2PB9YpzRXnVqlWScmeilXaF+V4g5f1uUJT4rKysQrenuH/XkvLEE0/o5Zdf1sWLF7VixQr17dtXkrRx40YdPnxYrq6uGjp06G1vF4qHqeZAOXH9r9y///57sfeTnZ1tfX/27FkZuWtFFPgaPHjwLbTcvuufO17YsuvbvmTJkkK1PTo62u6++HUZAEo/k8mkmjVr6plnntHKlStlMpk0btw4bdy4MU/d2NhYvfTSS8rJyVHv3r3122+/KS0tTZcvX9bZs2d19uxZzZ49W5LyXAG//nhFYRmXHn300UKNSfkdtyCWxPt2PUasLCrq37WkeHp6Wr9DzZ0717rdMvW8U6dOCgoKckbTUAwk3kA58fDDD1sHjtWrVxd7PzVq1LC+37dv3y23q6gsV5pvnOZ3vfzKPD09rfdnOaPtAADneeihhzRgwAAZhqEXXnjB5sdYSVq2bJmys7PVuHFjLVmyRC1btrRO7bWwXAG9kWUW2YULF/JcDS+IZUx11Jj0559/Ki4uTlWrVlVERIRDjlGWFffvWpJGjBghk8mkH3/8UYcPH9bFixe1cuVKSdIzzzzjlDaheEi8gXKiZs2a6tmzpyTp888/17Fjx4q1n6ZNm8rHx0fS/y10dju1aNFCkrRp06Z869i7kmFhuTd76dKl1qmEAIDyYeLEiXJ1dVVsbKw+/fRTm7KTJ09Kkpo1a5bv+iUbNmywu92S1GZnZ+u7774rdHssY9KpU6fyLNhWEr7++mtJUpcuXQpck8VRrj9mca7WO1tx/643Y+mXwvRJgwYN1LZtWxmGoaioKH322WfKyMhQ7dq1nXLfOYqPxBsoR6ZNmyZvb29dvXpV3bt3t7lfu7Dc3Nw0ZMgQSdKnn3560y8KRVnEpDD69OkjKXdBGnuLvKSmpmrmzJn5xg8fPlxS7lWAgupJ0tWrV60L2gAA7nz16tWzjiNTp061uVf4+hlR9hKi7777Lt/FxerXr68HH3xQkvTvf/9bycnJhWrPP/7xD+tV1RdffDHfdUUsijqmOvv+bssP9ZKUmJjolDbciuL+XW/G0i+F7ZMRI0ZIkqKjo61TzllU7c5D4g2UI40aNdIXX3whDw8P7d27V3fffbemTZum/fv323zJSE5O1rp16/Svf/3L7n5ef/111atXT1lZWXr00Uc1e/Zsm4XWkpKStG7dOg0aNEitW7cu0XPo1auXmjdvbn2/fPly63TB2NhYderUyboAmz3dunVTjx49JEmvvvqqnn32Wf3555/W8oyMDG3fvl3jxo1TnTp1CtwXAODOM378eJlMJh0/fty6MrSUe5+1JO3fv1/PP/+8Ncm9evWqPv74Yz3++OM2C5Xe6L333pOnp6cOHTqkyMhIrVu3zprYX7t2Tdu3b9eIESNsrpp7enrqww8/lMlkUkxMjCIjI/X999/b/Oh77Ngxffzxx7rvvvuK9Bi08+fP69dff5WXl5c6dOhQ6LiS5OfnZ10MdcGCBUVa2Ky0KM7f9WaaNm0qKff2hsuXL9+0fvfu3VWzZk2dP39eBw8eZFG1O5WjHhAOoPTatm2b0bBhQ0OS9eXq6mr4+/sbPj4+NtsrVapkTJ061UhNTbXZx9GjR41mzZrZ1PXz88sTX79+/TzHt5Rt2rQp3za2adPGkGRMmjQpT9mRI0eMoKAg637MZrPh6+trSDI8PDyMVatWFXiMq1evGn379rVpp7e3t1G5cmXDxcXFZvtff/1V6HYBAJxn0qRJ1n+7b6Zbt26GJKN27dpGWlqadfuNY4Ofn5/h6upqSDLCw8ONDz74wJBk1KlTx+5+v//+e+t4JMlwd3c3KleubLPPlStX5on74osvjAoVKljruLm5Gf7+/obZbLaJnTZtWqH745NPPjEkGd26dSt0jD2Wcc/d3d2oXr36TV83mjp1qs14HRQUZNSpU8fo06ePtc6CBQsK7FfDMIxjx45Z93Ps2DGbMsvfvk2bNvnGb9q0Kd//f9wsvjh/14K+L/z000+GyWSyfv+qWbOmUadOnQLPf8KECdZjdenSJd96KL244g2UQ/fff78OHDig5cuXa/DgwWrUqJF8fHyUlJQkFxcXNW7cWP3799enn36qM2fOaMKECXmeeVq3bl3t3LlTn332mbp06aKaNWtap2bXrVtXPXr00Pz587Vt27YSb39oaKh+//13jRo1SnXr1pVhGPL09NTjjz+urVu3qmvXrgXGV6hQQYsXL9amTZs0YMAAhYaGKicnR1euXFG1atXUtm1bzZgxQ4cOHSrwsWUAgDvTa6+9Jil3Mc6PP/7Yun3hwoV69913dffdd8tsNis7O1t/+9vfNH36dG3ZsiXfZ0RbdOzYUYcOHdJrr72me++9V15eXkpNTVVISIgeeeQRffzxx2rbtm2euP79++vw4cOaMGGCWrRooYoVKyoxMVGenp6655579MILL2jDhg0aN25coc+xpFczz8zM1Llz5276utG///1vvffee2rRooXc3d31119/6cSJE/kuVFcaFffvmp8HH3xQa9euVfv27eXr66tz587pxIkTBT6nvXfv3tb3LKp2ZzIZxh240gEAAAAAu65du6aAgAClp6fr7Nmzqlq1qrObhFs0a9YsjR49WrVr19bx48e5v/sOxBVvAAAAoAz5/vvvlZqaqsjISJLuMiA7O1sfffSRpNxFYkm670xuzm4AAAAAgJLj7e2tSZMmlfgCp7j9cnJyNGnSJB05ckTe3t7WFc5x52GqOQAAAACUIsuWLdPo0aN16dIlpaSkSJLeeecdvfLKK05uGYqLK94AAAAAUIpcuXJFJ06ckLu7uxo1aqQXXnhBzz//vLObhVvAFW8AAAAAAByIxdUAAAAAAHAgppqXcjk5OTp9+rQqVaokk8nk7OYAAG4DwzCUkpKiWrVqycWF38jvBIzXAFD+FGW8JvEu5U6fPq2goCBnNwMA4AQnT55U7dq1nd0MFALjNQCUX4UZr0m8S7lKlSpJyv1j+vj4OLk1AIDbITk5WUFBQdYxAKUf4zUAlD9FGa9JvEs5y3Q1Hx8fBnIAKGeYsnznYLwGgPKrMOM1N44BAACHmTBhgkwmk0wmk6ZNm5ZvvW3btqlbt26qWrWqvLy81KRJE02dOlVpaWkF7j82Nlb9+/dXzZo15enpqXr16mn06NFKTEwsMO7UqVMaPny4goKCZDabFRwcrGeeeUanTp0qzmkCAFAgEm8AAOAQsbGxmjlz5k3rLVy4UK1bt9bq1atlNpvVuHFjHT58WBMnTtSDDz6oa9eu2Y3btGmTwsPDtWjRImVnZyssLExnz57VrFmzFB4ernPnztmNO3DggO6++25FRUUpJSVFTZs2VXJysubOnatmzZopLi7uls4bAIAbkXgDAIASZxiGnnnmGbm7u6tt27b51jt+/LiGDh2q7OxszZgxQydPnlRMTIwOHTqkhg0baseOHRo7dmyeuJSUFPXp00epqakaOXKkTp06pV27dik+Pl6RkZE6evSohg4dmicuOztbvXv31qVLl9SrVy+dPn1au3bt0qlTp9SzZ08lJCSoT58+ysnJKdH+AACUbyTeAACgxM2bN0+//PKLJk6cWOBq3zNnzlR6ero6duyoMWPGWO+Tq1OnjubPny9Jmjt3bp6r13PmzNGFCxfUuHFjzZ49W+7u7pIkf39/LVq0SG5ublq7dq1iYmJs4lasWKEDBw7I399fCxYsUIUKFSRJ3t7eio6Olr+/v/bu3atVq1aVWF8AAEDiDQAAStSFCxc0btw4NWnSRC+//HK+9QzD0MqVKyXJ7tXpiIgINWrUSJmZmXkS4RUrVkiSBg8eLFdXV5uy4OBgtW/fXpK0bNkyu3FPPPFEnlVoK1WqpN69e0uSli5detPzBACgsEi8AQBAiXr55Zd16dIlffjhh9Yr0fbEx8frzJkzkqTIyEi7dSzbt2/fbt2WlZWlXbt2FTlOkn799ddixQEAcCt4nBgAACgxP/zwgxYuXKh//vOfatOmTYF1Dx06JEkym82qVauW3TqhoaE2daXc+8IzMzNtygsTl5GRofj4+ELFWY6R3w8H6enpSk9Pt35OTk62Ww8AAIkr3gAAoISkpaVpxIgR8vX11TvvvHPT+pcvX5Yk+fn55fsM1MqVK9vUvfG9pbwwcUlJSdZF024Wl5OTU2AyPX36dPn6+lpfBd3HDgAAiTcAACgR06ZN0+HDh/XGG2+oevXqN61veUa3h4dHvnXMZrMkKTU1NU9cQbG3Gndj7I3Gjx+vpKQk6+vkyZP51gUAgKnmAADgllme2d28eXM9++yzhYrx9PSUlDsFPD+W6dxeXl554iyx138uSlxBx7sx9kZms9kmSQcAoCBc8QYAALfsueeeU1ZWlj766CO5uBTu64VlWndiYqIMw7BbxzJV/Pqp4de/v34q+c3ifH19rW27WZyLi4t8fHwKdR4AANwMiTcAALhlu3fvlslkUteuXVWjRg2b15dffilJevvtt1WjRg21bNlSktSgQQNJuVeZT58+bXe/R48etakrSSEhIdZFzyzlhYnz8PBQcHBwoeKuPwYAALeKxBsAAJSI7OxsnTt3Ls/Lcm/1lStXdO7cOV24cEFS7vO2a9SoIUnasmWL3X1atrdq1cq6zc3NTc2bNy9y3PWfixoHAMCt4B5vONyUKVOc3YRya9KkSc5uAoByIjExMd+ywYMH69NPP9XUqVM1YcIE63aTyaQePXroo48+0rx58/TEE0/YxG3dulVxcXFyd3dX165dbcp69uyp7du3Kzo6Wq+88opcXV2tZfHx8dqwYYMkqVevXnnivvzyS3311Vd6++23ValSJWtZSkqKli5dKkl6/PHHi9YBpUB5H28Z8wCUZlzxBgAATjNmzBh5eHho/fr1mjlzpvVe7xMnTmjIkCGSpGHDhlmvjFuMGDFCAQEBio2N1ahRo6zP9U5ISFC/fv2UlZWlTp06KTw83CauV69eatSokRISEvTUU0/p2rVrkqSrV6/qqaeeUkJCgpo2baru3bs7+MwBAOUJiTcAAHCaunXrKioqSi4uLho7dqyCgoLUvHlzNWjQQAcPHlR4eLhmzpyZJ87Hx0dLliyRp6en3n//fQUGBqpFixYKDg7Wli1bFBISovnz5+eJc3V11dKlS1W5cmUtX75ctWrVUosWLRQYGKjly5erSpUq+vLLLwu9QBwAAIXBqAIAAJxq4MCB+uWXX9SlSxelpqbqwIEDCg0N1eTJk7V582Z5e3vbjWvXrp127typvn37ymQyad++fapevbpGjRqlmJiYPFfJLZo2bao9e/Zo2LBhqlixovbt26eKFSvq6aef1p49e9SkSRNHni4AoBziHm8AAOBQ0dHRio6OLrBORESE1qxZU+R9h4WFafHixUWOCwoKUlRUVJHjAAAoDq54AwAAAADgQCTeAAAAAAA4UKlPvA3D0ObNmzVmzBjdf//98vPzk4eHh2rVqqVevXpp06ZNduMmT54sk8lU4CsuLi7f48bGxqp///6qWbOmPD09Va9ePY0ePbrAx6VI0qlTpzR8+HAFBQXJbDYrODhYzzzzjE6dOnUr3QAAAAAAuEOV+nu8N27cqPbt20uSXFxcVL9+fXl7e+vQoUNasWKFVqxYoQkTJmjq1Kl244OCghQcHGy3rEKFCna3b9q0SY899phSU1NVtWpVhYWFKS4uTrNmzdLKlSu1detWVa9ePU/cgQMH1Lp1a126dEm+vr5q2rSpjhw5orlz52r58uXavHmzGjVqVMyeAAAAAADcie6IK97169fXhx9+qIsXL+rgwYOKiYlRQkKCxo8fL0maNm2avvnmG7vxQ4YM0ebNm+2+7CXkKSkp6tOnj1JTUzVy5EidOnVKu3btUnx8vCIjI3X06FENHTo0T1x2drZ69+6tS5cuqVevXjp9+rR27dqlU6dOqWfPnkpISFCfPn2Uk5NTsh0EAAAAACjVSn3ifd999yk2NlbPPvusKleubN3u4eGhN998U506dZKkEluZdM6cObpw4YIaN26s2bNny93dXZLk7++vRYsWyc3NTWvXrlVMTIxN3IoVK3TgwAH5+/trwYIF1qvp3t7eio6Olr+/v/bu3atVq1aVSDsBAAAAAHeGUp94+/j4yM0t/xnxHTp0kCT9+eefJXK8FStWSJIGDx4sV1dXm7Lg4GDrtPdly5bZjXviiSdUqVIlm7JKlSqpd+/ekqSlS5eWSDsBAAAAAHeGUp9430xaWpokycvLy275pk2b1Lt3b7Vt21aPP/64ZsyYobNnz9qtm5WVpV27dkmSIiMj7daxbN++fbvN9v+PvXuP77n+/z9+f+88O9qcZzPHnIpINIWSyqEDy7kcQio5fJxCQnKKKBJCrBMihKRyLKfEVg4ZYZhQGLbZZof3+/37Y7/3+7u3bRjeO96ul8suba/X6/F+v17vt+3Z/f18vp7P33777Y7qAAAAAACFW76fXO1mzGaztQc5u8D766+/2vy8cuVKjRs3TnPmzFGPHj1s9p06dUqpqamSpEqVKmX5eJbtx44ds25LSUlRdHT0bdVZnsMyhP1GycnJSk5Otv4cFxeX5XEAAAAAgIKhQPd4L1iwQH/88YdcXFw0aNAgm31ly5bVqFGjtHfvXsXExCgxMVE7d+5Uy5YtlZSUpFdeeUXr1q2zqbly5Yr1+4z3k2dk2Z7x2NjYWOukabeqM5lMNw3TkydPlo+Pj/UrMDAw22MBAAAAAPlfgQ3eERERGjhwoKT0Wc0rV65ss79v376aOHGiHnroIfn5+cnd3V0hISFav3692rZtK7PZrP/9738ym83WGsuwdSl98rasuLq6SpKSkpLuqO7G2huNHDlSsbGx1q8zZ85keywAAAAAIP8rkMH75MmTatOmja5fv64uXbpo6NCht11rMBg0ZcoUSdKJEyd04MAB6z43Nzfr9ykpKVnWW4aBZ7ynPCd1N9beyNXVVd7e3jZfAAAAAICCq8AF73///VctWrTQ+fPn1bp1a4WFhclgMOToMapVqyY/Pz9J0vHjx63bMw4TzziUPCPL9ozH+vj4yMHB4bbqHBwcCNMAAAAAUIQUqOB9+fJltWjRQidOnFDTpk21YsWKbCcpuxVLXVpamnVbcHCwdXtUVFSWdZbtVatWtW5zcXFRUFDQbdVlfA4AAAAAQOFXYIL3tWvX1KpVKx06dEgNGjTQunXrbjpk+2YuXbqkCxcuSJLKly9v3e7k5KR69epJknbu3JllrWV7w4YNbbZbfs5pHQAAAACgcCsQwTs5OVnPP/+89uzZo1q1aunHH3+Ul5fXHT/ejBkzZDab5ePjowYNGtjsa9eunSQpLCxMRqPRZl90dLQ2bdokSQoNDc2ybvny5YqPj7fZFx8fb1327MUXX7zj8wYAAAAAFDz5PngbjUZ16tRJW7ZsUeXKlbVx40br/dnZ+euvv/TGG2/or7/+stl+/fp1TZo0Se+//74k6a233so0C/lrr72mEiVKKDIyUoMHD7au6x0TE6MuXbooLS1NLVu2VP369W3qQkNDVb16dcXExKhnz55KTEyUJCUkJKhnz56KiYlR7dq19cILL9zNywEAAAAAKGCc8voEbmX58uX67rvvJKVPTNa+ffssjytbtqy1Vzk1NVVz587V3LlzVbJkSev915GRkdZA3KtXL40YMSLT43h7e2vZsmVq06aNZs2apaVLlyooKMhaGxwcrEWLFmWqc3R01IoVK9SkSROtXLlSmzZtUpUqVXT8+HHFxsbKz89P33zzjXUSNgAAAABA0ZDvg3fGZbiOHTumY8eOZXlchQoVrN8HBwfrvffe065du3TkyBEdPXpUKSkpKlWqlFq1aqXevXvr6aefzvY5mzdvrn379mnChAnasmWLDh48qICAALVt21ajR4+2mdE8o9q1a2v//v0aP368NmzYoIMHD6pkyZLq0KGDxowZY3M/OQAAAACgaMj3wbtHjx7q0aNHjmp8fX01evTou3reWrVqaenSpTmuCwwM1IIFC+7quQEAAAAAhQfjngEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7yvfB22w2a8eOHRo2bJgaNWokX19fubi4qFy5cgoNDdXWrVtvWr979249//zzKlmypNzd3VWzZk299957un79+k3rIiMj1bVrV5UtW1Zubm6qXLmyhg4dqqtXr9607uzZs3r11VcVGBgoV1dXBQUFqW/fvjp79mxOLx0AgALnu+++U9++fVW/fn2VLVtWLi4u8vX1VUhIiGbOnKmUlJRsa2mzAQCFlcFsNpvz+iRuZvPmzXryySclSQ4ODqpSpYo8PDx07NgxXbt2TZI0evRovffee5lqv/76a3Xv3l1Go1EBAQEqVaqUDh06pNTUVDVo0EDbtm1TsWLFMtVt3bpVrVu3VlJSkkqWLKnAwEAdOXJEiYmJqlSpknbt2qXSpUtnqjt8+LAee+wxXb58WT4+PqpcubJOnDih2NhY+fv7a8eOHapevXqOrj8uLk4+Pj6KjY2Vt7d3jmrzi3fffTevT6HIGjt2bF6fAoA7UJD/9j/66KPauXOnXF1dVa5cOfn7++v8+fPWMFu/fn1t2rRJvr6+NnUFvc3OD+9ZUW9vafMA5Lac/O0vED3eVapU0Zw5c3Tp0iUdPXpUERERiomJ0ciRIyVJEyZM0Pfff29Td+rUKfXq1UtGo1FTp07VmTNnFBERoWPHjum+++7T3r17NXz48EzPFx8fr44dOyopKUkDBgzQ2bNnFR4erujoaDVu3FhRUVHq1atXpjqj0aj27dvr8uXLCg0N1blz5xQeHq6zZ8+qXbt2iomJUceOHWUymezzQgEAkA/07t1bW7duVXx8vKKiorR37179888/2r17t8qXL6/w8HC9/fbbNjW02QCAwi7fB++HH35YkZGRev3111W8eHHrdhcXF02aNEktW7aUJC1YsMCmbtq0aUpOTtZTTz2lYcOGyWAwSJIqVKigRYsWSZLmz5+v//77z6Zu3rx5unjxomrUqKEZM2bI2dlZkuTv768lS5bIyclJ69evV0REhE3dqlWrdPjwYfn7+2vx4sXWT+U9PDwUFhYmf39/HThwQGvWrLmHrw4AAPlLjx491KxZM2v7adGoUSPNmDFDUvpw9IxoswEAhV2+D97e3t5ycnLKdn+LFi0kSX///bd1m9ls1urVqyUpy0+6Q0JCVL16daWmpmZqVFetWiUp/X8cHB0dbfYFBQVZh71/++23WdZ16NBBXl5eNvu8vLzUvn17SdKKFSuyvRYAAAozy9DtxMRE6zbabABAUZDvg/etWCZccXd3t26Ljo7W+fPnJUmNGzfOss6yfc+ePdZtaWlpCg8Pz3GdJP322293VAcAQFGxe/duSVK9evWs22izAQBFQfZdyQWA2Wy2fhqdsfE8duyYJFkndslKpUqVbI6V0u8xS01Ntdl/O3UpKSmKjo6+rTrLc9w4BM8iOTlZycnJ1p/j4uKyPA4AgILAaDTq/PnzWrt2rUaMGCEPDw9NnjzZur+gttm01wCAnCjQPd4LFizQH3/8IRcXFw0aNMi6/cqVK5IkX19f631iN7LcL2459sbvM95Pfqu62NhY6wQst6ozmUw3bZwnT54sHx8f61dgYGC2xwIAkF999NFHMhgMcnJyUmBgoPr166fmzZvrt99+08MPP2w9rqC22bTXAICcKLDBOyIiQgMHDpSUPqt55cqVrfssw89dXFyyrXd1dZUkJSUlZaq7We3d1t1Ye6ORI0cqNjbW+nXmzJlsjwUAIL8KCAhQ48aN9fDDD1uX89q6dauWLl0qo9FoPa6gttm01wCAnCiQQ81PnjypNm3a6Pr16+rSpYuGDh1qs9/NzU1S+nCy7FiGh2W8N9xSZ6nN+HNO6m72fDfW3sjV1dWmwQcAoCBq3769dZIyKf1+6b59+2rSpEm6fPmy5s6dK6ngttm01wCAnChwPd7//vuvWrRoofPnz6t169YKCwvLNDTNMkTs6tWrMpvNWT6OZdhZxmFmGb/POCztVnU+Pj5ycHC4rToHB4dbLq4OAEBh07BhQ/3www9ydXXV/Pnzdfr0aUm02QCAoqFABe/Lly+rRYsWOnHihJo2baoVK1ZkOeFJ1apVJaV/Yn3u3LksHysqKsrmWEkKDg62Pp5l/+3Uubi4KCgo6LbqMj4HAABFSbly5VS3bl2ZTCbt379fEm02AKBoKDDB+9q1a2rVqpUOHTqkBg0aaN26ddkO/woKClKZMmUkSTt37szyGMv2hg0bWrc5OTlZlzjJSV3Gn3NaBwBAUZKWlmbzX9psAEBRUCCCd3Jysp5//nnt2bNHtWrV0o8//igvL69sjzcYDGrbtq0k6bPPPsu0f9euXTpy5IicnZ313HPP2exr166dJCksLMxm8hcpfa3RTZs2SZJCQ0OzrFu+fLni4+Nt9sXHx1uXPXvxxRdveb0AABRGp06dsvZ016lTRxJtNgCgaMj3wdtoNKpTp07asmWLKleurI0bN8rPz++WdcOGDZOLi4t+/vlnTZs2zXrf2OnTp/XKK69Iknr37m39lN3itddeU4kSJRQZGanBgwdb1wiNiYlRly5dlJaWppYtW6p+/fo2daGhoapevbpiYmLUs2dPJSYmSpISEhLUs2dPxcTEqHbt2nrhhRfu9iUBACBfCg8P19ixY7Mcwv3jjz+qZcuWSktLU6tWrWxWI6HNBgAUdgZzdjOZ5BNLly5Vly5dJKXfo1WqVKksjytbtqz1E2qLL774Qj179pTJZFJAQIBKlSqlQ4cOKTU1VfXr19cvv/wiDw+PTI+1efNm66zpJUuWVFBQkCIjI5WYmKjg4GDt3r07U+MvSYcOHVKTJk105coV+fj4qEqVKjp+/LhiY2Pl5+en7du3q2bNmjm6/ri4OPn4+Cg2NrbATvDy7rvv5vUpFFljx47N61MAcAcK6t/+bdu26fHHH5cklSlTRuXLl1dKSoqio6N19epVSVKDBg30ww8/qESJEja1Bb3Nzg/vWVFvb2nzAOS2nPztz/c93hmX9Dh27Jh27tyZ5dfevXsz1Xbr1k3bt29XmzZtlJSUpMOHD6tSpUoaN26cduzYkWUDLknNmzfXvn371KlTJxkMBh08eFClS5fW4MGDFRERkWUDLkm1a9fW/v371bt3b3l6eurgwYPy9PRUnz59tH///hyHbgAACpI6depo5syZeu655+Th4aEjR47oyJEjcnd3V8uWLbV48WLt2rUrU+iWaLMBAIVbvu/xLurywyfod6uofwKfl/j0HyiYCsPf/qImP7xnRb29pc0DkNsKVY83AAAAAAAFGcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdnRXwfuLL77QTz/9dFvH/vzzz/riiy/u5ukAAMAdos0GACDv3FXw7tGjhyZNmnRbx06ePFk9e/a8m6cDAAB3iDYbAIC8c9dDzc1m8z09DgAA2AdtNgAAeSPX7vH+999/5eHhkVtPBwAA7hBtNgAA95ZTTg6Ojo7WqVOnbLbFxsbq119/zbYmKSlJv/zyi/7++281bNjwjk4SAADkDG02AAD5R46C9+LFizV+/HibbYcOHdLjjz9+0zrLkLVBgwbl7OwAAMAdoc0GACD/yFHwDg4OVpMmTaw///LLL/L29lbdunWzPN5gMMjd3V2VKlVSx44d9eijj97RSZ48eVKbNm3S77//rt9//11//fWXjEaj3nvvPY0ePTrLmnHjxundd9+96eNGRkaqevXq2e6bMGGCtmzZoitXriggIEBt27bV6NGj5evrm+1jnj17Vu+++642bNigCxcuqHTp0mrZsqXGjBmjgICA275mAADuRl612QAAILMcBe/u3bure/fu1p8dHBx0//33a+vWrff8xDKaOXOmZs6ceUe1gYGBCgoKynJfsWLFsty+detWtW7dWklJSSpZsqRq1aqlI0eOaPr06Vq9erV27dql0qVLZ6o7fPiwHnvsMV2+fFk+Pj6qXbu2Tpw4ofnz52vlypXasWNHtkEfAIB7Ka/abAAAkFmOgveNtm7dKh8fn3t1LtkqUaKE2rRpo4cfflgNGjTQwoULtXLlytuqfeWVVzRu3Ljbfq74+Hh17NhRSUlJGjBggD744AM5OzsrJiZGzz//vHbu3KlevXrp+++/t6kzGo1q3769Ll++rNDQUH3xxRcqVqyYEhIS1K1bN61atUodO3bUH3/8IQeHXJvTDgAASbnXZgMAgMzuKng3bdr0Xp3HTd04nHzZsmV2e6558+bp4sWLqlGjhmbMmCFHR0dJkr+/v5YsWaLKlStr/fr1ioiIUL169ax1q1at0uHDh+Xv76/Fixdbe9M9PDwUFhamX375RQcOHNCaNWvUtm1bu50/AABZya02GwAAZHZXwTuj2NhYRUVF6dq1azdd/zPj/Wb50apVqyRJPXr0sIZui6CgID355JP68ccf9e2332YK3pLUoUMHeXl52dR5eXmpffv2mjdvnlasWEHwBgDkqcLSZgMAUFDcdfD+9ddfNWLECO3Zs+eWxxoMBqWlpd3tU+bI1q1b9ddffykmJkZ+fn56+OGH1a1bN5UpUybTsWlpaQoPD5ckNW7cOMvHa9y4sX788cdM1/vbb7/dsm7evHm39ToBAGAP+b3NBgCgsLrre7yfeeYZpaamytXVVcHBwSpVqlS+uof5xvVKV65cqXHjxmnOnDnq0aOHzb5Tp04pNTVVklSpUqUsH8+y/dixY9ZtKSkpio6Ovq06y3M4OztneVxycrKSk5OtP8fFxWV3aQAA3LaC0GYDAFBY3VXwHjt2rFJTU9W1a1d99NFH8vf3v1fnddfKli2rUaNGqW3btqpUqZLc3d31xx9/aMKECdqwYYNeeeUV+fv769lnn7XWXLlyxfp98eLFs3xcy/aMx8bGxspkMt1WnclkUlxcXLav1eTJk2+5DBoAADmVn9tsAAAKu7v6mDsiIkK+vr4KCwvLdw143759NXHiRD300EPy8/OTu7u7QkJCtH79erVt21Zms1n/+9//bO5tu379uvV7FxeXLB/X1dVVkpSUlHRHdTfW3mjkyJGKjY21fp05c+YWVwoAwK3l5zYbAIDC7q6Ct4uLi6pUqZJpErL8zGAwaMqUKZKkEydO6MCBA9Z9bm5u1u9TUlKyrLcMA3d3d7+juhtrb+Tq6ipvb2+bLwAA7lZBbLMBACgs7ip4N2zYUKdOnbrpjKj5UbVq1eTn5ydJOn78uHV7xmHiGYeSZ2TZnvFYHx8f6z1yt6pzcHAgTAMAcl1BbbMBACgM7ip4jx07VrGxsfrggw/u1fnkGsvkZhlnbA0ODrZuj4qKyrLOsr1q1arWbS4uLgoKCrqtuozPAQBAbinIbTYAAAXdXU2uVq5cOc2YMUNDhgzRrl271KtXL1WuXFkeHh7Z1lgCal66dOmSLly4IEkqX768dbuTk5Pq1aunPXv2aOfOnVkuDbZz505J6T0HGVl6Enbu3KmuXbvedh0AALmhoLbZAAAUBncVvIODg2UwGGQ2m7V27VqtXbv2psfnlzVBZ8yYIbPZLB8fHzVo0MBmX7t27bRnzx6FhYVpyJAhNvfCRUdHa9OmTZKk0NDQTHXffPONli9frvfff19eXl7WffHx8VqxYoUk6cUXX7TXZQEAkK2C2mYDAFAY3FXwDgoKksFguFfncs/89ddf+uSTT9SvXz/VqlXLuv369euaMWOG3n//fUnSW2+9lWkW8tdee03Tpk1TZGSkBg8erA8++EDOzs6KiYlRly5dlJaWppYtW6p+/fo2daGhoapevbqOHDminj176osvvlCxYsWUkJCgnj17KiYmRrVr19YLL7xg9+sHAOBG+bXNBgCgKDCYC8AsKzt37tTzzz9v/fnatWtKTk5WsWLFbGYI/+OPPxQYGKg///xTDz74oCSpZMmS1qFykZGRSkxMlCT16tVLCxYsyPJ/QjZv3qw2bdro+vXr1npLbXBwsHbv3q0yZcpkqjt06JCaNGmiK1euyMfHR1WqVNHx48cVGxsrPz8/bd++XTVr1szRtcfFxcnHx0exsbEFdlI21iXPO2PHjs3rUwBwBwrD3/6iJj+8Z0W9vaXNA5DbcvK3/64mV8stqampiomJsX5ZluZKTEy02W40GiWlD6d777331LJlS3l6euro0aM6ePCg/Pz89OKLL+rHH3/UwoULs/3kv3nz5tq3b586deokg8GggwcPqnTp0ho8eLAiIiKyDN2SVLt2be3fv1+9e/eWp6enDh48KE9PT/Xp00f79+/PcegGAAAAABR8dzXUPLc0a9YsR8uf+Pr6avTo0Xf1nLVq1dLSpUtzXBcYGKgFCxbc1XMDAAAAAAqPuwre0dHROa5hhlQAAHIfbTYAAHnnnsxqfruYIRUAgLxBmw0AQN6x26zmCQkJunTpkiTJ2dlZ5cqVu5unAgAAd4E2GwCAvHNXwfvUqVM33R8XF6cFCxbovffeU5cuXTRx4sS7eToAKFCK+gzDeY0Zjm3lRpttNpu1c+dOrVmzRtu3b9eRI0eUmJioEiVK6JFHHtGbb76pxx9/PNv63bt3a8qUKdq1a5euXbumihUrqnPnzho2bJjc3NyyrYuMjNSECRO0ZcsWXblyRQEBAWrbtq1Gjx4tX1/fbOvOnj2rd999Vxs2bNCFCxdUunRptWzZUmPGjFFAQECOrx8AgOzYdVZzb29vDRkyRMuWLdOUKVP05Zdf2vPpAADAHboXbfaWLVv02GOP6YMPPtDevXtVunRp1a5dW/Hx8Vq1apWeeOIJvfPOO1nWfv3113rssce0du1aubq6qkaNGjp+/LjGjBmjJk2aWJcDvdHWrVtVv359LVmyREajUbVq1dK///6r6dOnq379+vrvv/+yrDt8+LAeeOABLViwQPHx8apdu7bi4uI0f/581alTR0eOHMnx9QMAkJ1cWU7smWeeUYUKFTRz5szceDoAAHCH7qbNNpvNqlKliubMmaNLly7p6NGjioiIUExMjEaOHClJmjBhgr7//nubulOnTqlXr14yGo2aOnWqzpw5o4iICB07dkz33Xef9u7dq+HDh2d6vvj4eHXs2FFJSUkaMGCAzp49q/DwcEVHR6tx48aKiopSr169MtUZjUa1b99ely9fVmhoqM6dO6fw8HCdPXtW7dq1U0xMjDp27CiTyZTj1wAAgKzk2jrevr6+fHoMAEABcKdt9sMPP6zIyEi9/vrrKl68uHW7i4uLJk2apJYtW0pSpmU3p02bpuTkZD311FMaNmyY9V70ChUqaNGiRZKk+fPnZ+q9njdvni5evKgaNWpoxowZcnZ2liT5+/tryZIlcnJy0vr16xUREWFTt2rVKh0+fFj+/v5avHixihUrJkny8PBQWFiY/P39deDAAa1ZsybHrwEAAFnJleB94cIFRUZG3vT+LAAAkPfups329vaWk1P208e0aNFCkvT3339bt5nNZq1evVqSsuydDgkJUfXq1ZWampopCK9atUqS1KNHDzk6OtrsCwoK0pNPPilJ+vbbb7Os69Chg7y8vGz2eXl5qX379pKkFStWZHstAADkhF2D96VLl7Rhwwa1bNlSKSkp1gYQAADkL7nRZl+/fl2S5O7ubt0WHR2t8+fPS5IaN26cZZ1l+549e6zb0tLSFB4enuM6Sfrtt9/uqA4AgDt1V7Oa3/jpcnbMZrPKlCmjKVOm3M3TAQCAO5TXbbbZbLb2IGcMvMeOHZMkubq6ZruMWaVKlWyOldLvC09NTbXZfzt1KSkpio6Ovq06y3NYhrBnlJycrOTkZOvPcXFxWT4WAADSXfZ4m83mm34VK1ZMtWvX1vDhw3XgwAEFBwffo9MGAAA5kddt9oIFC/THH3/IxcVFgwYNsm6/cuWKpPT7yrNbZ9xyv7jl2Bu/z3g/+a3qYmNjrZOm3arOZDJlG6gnT54sHx8f61dgYGCWxwEAIN1ljzezfQIAUDDkZZsdERGhgQMHSkqf1bxy5crWfZbh5y4uLtnWu7q6SpKSkpIy1d2s9m7rbqzNaOTIkRo8eLD157i4OMI3ACBbdxW8AQAAbubkyZNq06aNrl+/ri5dumjo0KE2+y2TuKWkpGT7GJYh3RnvDc84+VtKSkqWk8HdTt3Nnu/G2oxcXV1tAjoAADeTa8uJAQCAouXff/9VixYtdP78ebVu3VphYWGZhpNbhnVfvXpVZrM5y8exDBXPODQ84/cZh5Lfqs7Hx0cODg63Vefg4CBvb+/sLxAAgNt0T3q8k5OTtXTpUv3888/6+++/FR8fLy8vL1WrVk1PP/20OnXqxKfCAADkA7nVZl++fFktWrTQiRMn1LRpU61YsSLLScqqVq1qPa9z584pICAg0zFRUVE2x0pScHCwnJ2dlZqaqqioKJUtW/a26lxcXBQUFKRTp04pKipKjzzySLZ1lucAAOBu3XWPd0REhGrWrKlevXpp2bJlioiI0LFjxxQREaFly5bplVdeUa1atRQREXEvzhcAANyh3Gqzr127platWunQoUNq0KCB1q1bl+2Q7aCgIJUpU0aStHPnziyPsWxv2LChdZuTk5Pq1auX47qMP+e0DgCAO3VXwfuff/5RixYtdPLkSfn7+2vkyJH66quvtHHjRn311VcaOXKkSpQooaioKD399NM6e/bsvTpvAACQA7nVZicnJ+v555/Xnj17VKtWLf3444/y8vLK9niDwaC2bdtKkj777LNM+3ft2qUjR47I2dlZzz33nM2+du3aSZLCwsJkNBpt9kVHR2vTpk2SpNDQ0Czrli9frvj4eJt98fHx1mXPXnzxxVteLwAAt+OugvfkyZN15coVtWvXTqdPn9bEiRPVpUsXNW/eXF26dNHEiRN1+vRphYaGKiYmRpMnT75X5w0AAHIgN9pso9GoTp06acuWLapcubI2btwoPz+/W9YNGzZMLi4u+vnnnzVt2jTrvd6nT5/WK6+8Iknq3bu3tWfc4rXXXlOJEiUUGRmpwYMHW9f1jomJUZcuXZSWlqaWLVuqfv36NnWhoaGqXr26YmJi1LNnTyUmJkqSEhIS1LNnT8XExKh27dp64YUXcvwaAACQFYM5u5lMbkOlSpV08eJFnT9/Xp6entked+3aNZUtW1YlS5a03jeF2xMXFycfHx/FxsYW2Ale3n333bw+hSJr7NixeX0KRRr/9vNWQf73b4+//bnRZi9dulRdunSRlH5fdalSpbI8rmzZstZeZYsvvvhCPXv2lMlkUkBAgEqVKqVDhw4pNTVV9evX1y+//CIPD49Mj7V582brrOklS5ZUUFCQIiMjlZiYqODgYO3evTtTYJekQ4cOqUmTJrpy5Yp8fHxUpUoVHT9+XLGxsfLz89P27dtVs2bN2772/NBeF/W/OQX5dx5AwZSTv/131eN97tw51ahR46YNuCR5enqqRo0aOn/+/N08HQAAuEO50WZnXIbr2LFj2rlzZ5Zfe/fuzVTbrVs3bd++XW3atFFSUpIOHz6sSpUqady4cdqxY0eWoVuSmjdvrn379qlTp04yGAw6ePCgSpcurcGDBysiIiLL0C1JtWvX1v79+9W7d295enrq4MGD8vT0VJ8+fbR///4chW4AAG7lrmY19/Ly0n///Xdbx/7333/ZNpoAAMC+cqPN7tGjh3r06JHjOouQkBCtW7cux3W1atXS0qVLc1wXGBioBQsW5LgOAICcuqse7/r16+uff/7RsmXLbnrc0qVLdebMGT300EN383QAAOAO0WYDAJB37ip49+/fX2azWd27d9eQIUN08uRJm/0nT57U4MGD1bNnTxkMBg0YMOCuThYAANwZ2mwAAPLOXQXv1q1b66233lJqaqo++ugjValSRcWKFVOFChVUrFgxValSRTNnzlRKSopGjBihVq1a3avzBgAAOUCbDQBA3rmr4C2lL0+ydu1aPfLIIzIYDLp+/brOnDmj69evy2AwqHHjxlq3bp0mTpx4L84XAADcIdpsAADyxl1NrmbRpk0btWnTRgkJCTp+/LiuXbsmT09PValShQnVAADIR2izAQDIfTkO3n/99ZdOnDihUqVKqVGjRjb7PDw8VKdOHZttv/32my5cuKAqVaqwNAcAALmINhsAgPwhR8E7MTFRTz31lC5duqStW7feVo3JZNKLL76ocuXK6ejRo3J1db2jEwUAALePNhsAgPwjR/d4L126VOfPn1evXr0UEhJyWzUhISHq06ePzpw5c8slTAAAwL1Bmw0AQP6Ro+D93Xff3dESI4MGDZLZbNbKlStzVAcAAO4MbTYAAPlHjoL3H3/8obJly6p69eo5epKqVasqICBAf/zxR47qAADAnaHNBgAg/8hR8L506ZICAgLu6InKlSunS5cu3VEtAADIGdpsAADyjxwFbzc3NyUlJd3REyUlJcnFxeWOagEAQM7QZgMAkH/kKHiXLVtWJ06cUHJyco6eJDk5WSdOnFC5cuVyVAcAAO4MbTYAAPlHjoL3Y489puvXr+vbb7/N0ZOsWLFCSUlJeuyxx3JUBwAA7gxtNgAA+UeOgnePHj1kNpv11ltv6cyZM7dVEx0dreHDh8tgMKh79+53dJIAACBnaLMBAMg/chS8Q0JC1L59e507d04NGzbUihUrZDKZsjzWZDJp+fLlatSokf777z+FhoaqcePG9+SkAQDAzdFmAwCQfzjltCAsLExnz57Vrl271KlTJ5UsWVKNGzdWxYoV5eHhoYSEBJ08eVK7du3ShQsXZDab9cgjjygsLMwOpw8AALJDmw0AQP6Q4+Dt7u6ubdu2ady4cfr444914cIFrV69WgaDwXqM2WyWJHl6eqp///4aN26cnJ2d791ZAwCAW6LNBgAgf8hx8JYkJycnTZgwQcOHD9f69eu1a9cunT17VvHx8fLy8lJAQIBCQkLUqlUr+fj43OtzBgAAt4k2GwCAvHdHwdvC29tbnTt3VufOne/V+QAAADugzQYAIO/kaHI1AAAAAACQMwRvAAAAAADsiOANAAAAAIAdFYjgffLkSS1YsEB9+vRRnTp15OTkJIPBoAkTJtyydvfu3Xr++edVsmRJubu7q2bNmnrvvfd0/fr1m9ZFRkaqa9euKlu2rNzc3FS5cmUNHTpUV69evWnd2bNn9eqrryowMFCurq4KCgpS3759dfbs2ZxcMgAAAACgkCgQwXvmzJl69dVXtXDhQh04cEBGo/G26r7++ms99thjWrt2rVxdXVWjRg0dP35cY8aMUZMmTZSYmJhl3datW1W/fn0tWbJERqNRtWrV0r///qvp06erfv36+u+//7KsO3z4sB544AEtWLBA8fHxql27tuLi4jR//nzVqVNHR44cuePXAAAAAABQMBWI4F2iRAm1adNG48eP14YNGxQaGnrLmlOnTqlXr14yGo2aOnWqzpw5o4iICB07dkz33Xef9u7dq+HDh2eqi4+PV8eOHZWUlKQBAwbo7NmzCg8PV3R0tBo3bqyoqCj16tUrU53RaFT79u11+fJlhYaG6ty5cwoPD9fZs2fVrl07xcTEqGPHjjKZTPfkNQEAAAAAFAwFIniPHj1a69at0zvvvKNnnnlGnp6et6yZNm2akpOT9dRTT2nYsGEyGAySpAoVKmjRokWSpPnz52fqvZ43b54uXryoGjVqaMaMGXJ2dpYk+fv7a8mSJXJyctL69esVERFhU7dq1SodPnxY/v7+Wrx4sYoVKyZJ8vDwUFhYmPz9/XXgwAGtWbPmrl8PAAAAAEDBUSCCd06ZzWatXr1akrLsnQ4JCVH16tWVmpqaKQivWrVKktSjRw85Ojra7AsKCtKTTz4pSfr222+zrOvQoYO8vLxs9nl5eal9+/aSpBUrVtzpZQEAAAAACqBCGbyjo6N1/vx5SVLjxo2zPMayfc+ePdZtaWlpCg8Pz3GdJP322293VAcAAAAAKNyc8voE7OHYsWOSJFdXV5UrVy7LYypVqmRzrJR+X3hqaqrN/tupS0lJUXR09G3VWZ7DMoT9RsnJyUpOTrb+HBcXl+VxAAAAAICCoVD2eF+5ckWS5Ovra723+0bFixe3OfbG7y37b6cuNjbWOmnarepMJtNNw/TkyZPl4+Nj/QoMDMz2WAAAAABA/lcog7dljW4XF5dsj3F1dZUkJSUlZaq7We3d1t1Ye6ORI0cqNjbW+nXmzJlsjwUAAAAA5H+Fcqi5m5ubpPQh4NmxDOd2d3fPVGepzfhzTupu9nw31t7I1dXVJqQDAAAAAAq2QtnjbRnWffXqVZnN5iyPsQwVzzg0POP3GYeS36rOx8dHDg4Ot1Xn4OAgb2/v27oOAAAAAEDBVyiDd9WqVSWl9zKfO3cuy2OioqJsjpWk4OBg66Rnlv23U+fi4qKgoKDbqsv4HAAAAACAwq9QBu+goCCVKVNGkrRz584sj7Fsb9iwoXWbk5OT6tWrl+O6jD/ntA4AAAAAULgVyuBtMBjUtm1bSdJnn32Waf+uXbt05MgROTs767nnnrPZ165dO0lSWFiYjEajzb7o6Ght2rRJkhQaGppl3fLlyxUfH2+zLz4+XitWrJAkvfjii3d6WQAAAACAAqhQBm9JGjZsmFxcXPTzzz9r2rRp1nu9T58+rVdeeUWS1Lt3b2vPuMVrr72mEiVKKDIyUoMHD7au6x0TE6MuXbooLS1NLVu2VP369W3qQkNDVb16dcXExKhnz55KTEyUJCUkJKhnz56KiYlR7dq19cILL9j5ygEAAAAA+UmBCN47d+5UiRIlrF/Lli2TlL7mdcbtGZfeqlixohYsWCAHBwcNHz5cgYGBqlevnqpWraqjR4+qfv36mjZtWqbn8vb21rJly+Tm5qZZs2YpICBADz30kIKCgrRz504FBwdr0aJFmeocHR21YsUKFS9eXCtXrlS5cuX00EMPKSAgQCtXrpSfn5+++eYb6yRsAAAAAICioUCkwNTUVMXExFi/LEtzJSYm2my/cWh4t27dtH37drVp00ZJSUk6fPiwKlWqpHHjxmnHjh3y8PDI8vmaN2+uffv2qVOnTjIYDDp48KBKly6twYMHKyIiIlMvuUXt2rW1f/9+9e7dW56enjp48KA8PT3Vp08f7d+/XzVr1ry3LwwAAAAAIN8rEOt4N2vWLNtlwW4lJCRE69aty3FdrVq1tHTp0hzXBQYGasGCBTmuAwAAAAAUTgWixxsAAAAAgIKK4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAHBPnDx5UgsWLFCfPn1Up04dOTk5yWAwaMKECbes3b17t55//nmVLFlS7u7uqlmzpt577z1dv379pnWRkZHq2rWrypYtKzc3N1WuXFlDhw7V1atXb1p39uxZvfrqqwoMDJSrq6uCgoLUt29fnT17NieXDADAbSF4AwCAe2LmzJl69dVXtXDhQh04cEBGo/G26r7++ms99thjWrt2rVxdXVWjRg0dP35cY8aMUZMmTZSYmJhl3datW1W/fn0tWbJERqNRtWrV0r///qvp06erfv36+u+//7KsO3z4sB544AEtWLBA8fHxql27tuLi4jR//nzVqVNHR44cuePXAACArBC8AQDAPVGiRAm1adNG48eP14YNGxQaGnrLmlOnTqlXr14yGo2aOnWqzpw5o4iICB07dkz33Xef9u7dq+HDh2eqi4+PV8eOHZWUlKQBAwbo7NmzCg8PV3R0tBo3bqyoqCj16tUrU53RaFT79u11+fJlhYaG6ty5cwoPD9fZs2fVrl07xcTEqGPHjjKZTPfkNQEAQCJ4AwCAe2T06NFat26d3nnnHT3zzDPy9PS8Zc20adOUnJysp556SsOGDZPBYJAkVahQQYsWLZIkzZ8/P1Pv9bx583Tx4kXVqFFDM2bMkLOzsyTJ399fS5YskZOTk9avX6+IiAibulWrVunw4cPy9/fX4sWLVaxYMUmSh4eHwsLC5O/vrwMHDmjNmjV3/XoAAGBB8AYAAHnCbDZr9erVkpRl73RISIiqV6+u1NTUTEF41apVkqQePXrI0dHRZl9QUJCefPJJSdK3336bZV2HDh3k5eVls8/Ly0vt27eXJK1YseJOLwsAgEwI3gAAIE9ER0fr/PnzkqTGjRtneYxl+549e6zb0tLSFB4enuM6Sfrtt9/uqA4AgLvhlNcnAAAAiqZjx45JklxdXVWuXLksj6lUqZLNsVL6feGpqak2+2+nLiUlRdHR0bdVZ3kOyxD2GyUnJys5Odn6c1xcXJbHAQAg0eMNAADyyJUrVyRJvr6+1nu7b1S8eHGbY2/83rL/dupiY2Otk6bdqs5kMt00TE+ePFk+Pj7Wr8DAwGyPBQCA4A0AAPKEZY1uFxeXbI9xdXWVJCUlJWWqu1nt3dbdWHujkSNHKjY21vp15syZbI8FAICh5gAAIE+4ublJSh8Cnh3LcG53d/dMdZbajD/npO5mz3dj7Y1cXV1tQjoAADdDjzcAAMgTlmHdV69eldlszvIYy1DxjEPDM36fcSj5rep8fHzk4OBwW3UODg7y9va+resAAOBWCN4AACBPVK1aVVJ6L/O5c+eyPCYqKsrmWEkKDg62Tnpm2X87dS4uLgoKCrqtuozPAQDA3SJ4AwCAPBEUFKQyZcpIknbu3JnlMZbtDRs2tG5zcnJSvXr1clyX8eec1gEAcDcI3gAAIE8YDAa1bdtWkvTZZ59l2r9r1y4dOXJEzs7Oeu6552z2tWvXTpIUFhYmo9Fosy86OlqbNm2SJIWGhmZZt3z5csXHx9vsi4+P14oVKyRJL7744p1eFgAAmRC8AQBAnhk2bJhcXFz0888/a9q0adZ7vU+fPq1XXnlFktS7d29rz7jFa6+9phIlSigyMlKDBw+2rusdExOjLl26KC0tTS1btlT9+vVt6kJDQ1W9enXFxMSoZ8+eSkxMlCQlJCSoZ8+eiomJUe3atfXCCy/Y+coBAEUJwRsAANwTO3fuVIkSJaxfy5Ytk5S+5nXG7RmX3qpYsaIWLFggBwcHDR8+XIGBgapXr56qVq2qo0ePqn79+po2bVqm5/L29tayZcvk5uamWbNmKSAgQA899JCCgoK0c+dOBQcHa9GiRZnqHB0dtWLFChUvXlwrV65UuXLl9NBDDykgIEArV66Un5+fvvnmG+skbAAA3Au0KgAA4J5ITU1VTEyM9cuyNFdiYqLN9huHhnfr1k3bt29XmzZtlJSUpMOHD6tSpUoaN26cduzYIQ8Pjyyfr3nz5tq3b586deokg8GggwcPqnTp0ho8eLAiIiIy9ZJb1K5dW/v371fv3r3l6empgwcPytPTU3369NH+/ftVs2bNe/vCAACKPNbxBgAA90SzZs2yXRbsVkJCQrRu3boc19WqVUtLly7NcV1gYKAWLFiQ4zoAAO4EPd4AAAAAANgRwRsAAAAAADsieAMAAAAAYEeFOnj36NFDBoPhpl/Xr1/Psnb37t16/vnnVbJkSbm7u6tmzZp67733sj3eIjIyUl27dlXZsmXl5uamypUra+jQobp69aodrhAAAAAAkN8VicnVqlatqlKlSmW5L6vlQr7++mt1795dRqNRAQEBCgwM1KFDhzRmzBitW7dO27ZtU7FixTLVbd26Va1bt1ZSUpJKliypWrVq6ciRI5o+fbpWr16tXbt2qXTp0vf8+gAAAAAA+Veh7vG2GDVqlHbs2JHll4uLi82xp06dUq9evWQ0GjV16lSdOXNGEREROnbsmO677z7t3btXw4cPz/Qc8fHx6tixo5KSkjRgwACdPXtW4eHhio6OVuPGjRUVFaVevXrl1iUDAAAAAPKJIhG8c2LatGlKTk7WU089pWHDhslgMEiSKlSooEWLFkmS5s+fr//++8+mbt68ebp48aJq1KihGTNmyNnZWZLk7++vJUuWyMnJSevXr1dERETuXhAAAAAAIE8RvDMwm81avXq1JGXZOx0SEqLq1asrNTVVa9assdm3atUqSen3lTs6OtrsCwoK0pNPPilJ+vbbb+1x6gAAAACAfKpIBO9vv/1WL7zwgp544gl16tRJH3/8sWJjYzMdFx0drfPnz0uSGjdunOVjWbbv2bPHui0tLU3h4eE5rgMAAAAAFH5FYnK19evX2/z8zTffaOzYsVqyZImeeeYZ6/Zjx45JklxdXVWuXLksH6tSpUo2x0rp94Wnpqba7L+duqwkJycrOTnZ+nNcXNxNjwcAAAAA5G+Fuse7cuXKmjRpkvbv36+4uDjFx8fr559/VsOGDXXlyhW98MIL2rdvn/X4K1euSJJ8fX2t93bfqHjx4jbH3vi9Zf/t1GVl8uTJ8vHxsX4FBgbexpUCAAAAAPKrQh2833nnHY0cOVIPPPCAvLy85OnpqRYtWujXX3/Vww8/rOTkZL311lvW4y1rdN8403lGrq6ukqSkpKRMdTerzaouKyNHjlRsbKz168yZM7e4SgAAAABAflaog3d2XFxc9N5770mStm3bZu2FdnNzkySlpKRkW2sZBu7u7m7dZqm7WW1WdVlxdXWVt7e3zRcAAAAAoOAqksFbkh555BFJkslkUlRUlKT/Gw5+9epVmc3mLOssIT3jkPKM32c3lDyrOgAAAABA4Vdkg7dlnW0pfVZySapataqk9N7pc+fOZVlnCemWYyUpODjY+niW/bdTBwAAAAAo/Ips8P7rr7+s35cvX15S+nrbZcqUkSTt3LkzyzrL9oYNG1q3OTk5qV69ejmuAwAAAAAUfkU2eE+fPl2SVL16dQUEBEiSDAaD2rZtK0n67LPPMtXs2rVLR44ckbOzs5577jmbfe3atZMkhYWFyWg02uyLjo7Wpk2bJEmhoaH39kIAAAAAAPlaoQ3eGzdu1MiRI3Xy5Emb7bGxsRowYICWLl0qSRozZozN/mHDhsnFxUU///yzpk2bZr3X+/Tp03rllVckSb1797b2jFu89tprKlGihCIjIzV48GDrut4xMTHq0qWL0tLS1LJlS9WvX98u1wsAAAAAyJ8KbfBOSEjQlClTVKlSJZUvX14PP/ywHnzwQZUqVUoff/yxDAaDxo4dq86dO9vUVaxYUQsWLJCDg4OGDx+uwMBA1atXT1WrVtXRo0dVv359TZs2LdPzeXt7a9myZXJzc9OsWbMUEBCghx56SEFBQdq5c6eCg4O1aNGi3Lp8AAAAAEA+UWiDd/369fX222/riSeekKOjow4dOqQjR44oICBA3bp10+7duzVu3Lgsa7t166bt27erTZs2SkpK0uHDh1WpUiWNGzdOO3bskIeHR5Z1zZs31759+9SpUycZDAYdPHhQpUuX1uDBgxUREZGplxwAAAAAUPg55fUJ2EtgYKAmTJhwx/UhISFat25djutq1aplHcYOAAAAAECh7fEGAAAAACA/IHgDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCNwAAAAAAdkTwBgAAAADAjgjeAAAAAADYEcEbAAAAAAA7IngDAAAAAGBHBG8AAAAAAOyI4A0AAAAAgB0RvAEAAAAAsCOCtx388MMPevLJJ+Xn5ycPDw/Vq1dPH3/8sUwmU16fGgAAyIA2GwCQGwje99iUKVPUunVrbd68WcWLF1eVKlW0f/9+DRgwQG3btqUhBwAgn6DNBgDkFqe8PoHCZPfu3Ro1apQcHBz01VdfqXPnzpKk/fv36+mnn9batWs1Y8YMDR06NI/PFACAoo02G4XNu+++m9enkKfGjh2b16cA3BQ93vfQhAkTZDab1bt3b2sDLkl16tTRjBkzJKV/up6amppXpwgAAESbDQDIXQTveyQuLk6bNm2SJPXq1SvT/vbt28vb21sxMTHaunVrbp8eAAD4/2izAQC5jaHm98gff/yhlJQUubm5qV69epn2Ozs7q0GDBtq8ebP27Nmjp556Kg/OEgAA0GYDKEy4zaBg3GZA8L5Hjh07JkkKCgqSk1PWL2ulSpW0efNm67FZSU5OVnJysvXn2NhYSemfzhdU169fz+tTKLIK8r+bwoB/+3mrIP/7t5y72WzO4zMpnO5Fm50f2+ui/jenIP/O3wu8/0X3/ee9z7v3PiftNcH7Hrly5YokqXjx4tkeY9lnOTYrkydPzvJTq8DAwLs8QxRFU6ZMyetTAPJMYfj3Hx8fLx8fn7w+jULnXrTZtNf5T2H4nced4/0vuvLDe3877TXB+x6xfNLk4uKS7TGurq6SpKSkpGyPGTlypAYPHmz92WQy6fLly/L395fBYLhHZ4vbERcXp8DAQJ05c0be3t55fTpAruLff94ym82Kj49XuXLl8vpUCqV70WbTXtvib0bRxvtfdBX19z4n7TXB+x5xc3OTJKWkpGR7jGVImru7e7bHuLq6Wht7C19f37s/Qdwxb2/vIvmHBJD495+X6Om2n3vRZtNeZ42/GUUb73/RVZTf+9ttr5nV/B65nWHktzO0DQAA2BdtNgAgtxG875GqVatKkqKjo5WWlpblMVFRUTbHAgCA3EebDQDIbQTve+TBBx+Us7Ozrl+/roiIiEz7U1NTtXfvXklSw4YNc/v0cAdcXV01duzYTEMJgaKAf/8ozGiz7z3+ZhRtvP9FF+/97TOYWavknmnVqpU2bNigV199VZ9++qnNviVLlqhr167y9/fXuXPnbjqhCwAAsC/abABAbqLH+x56++23ZTAYtHDhQi1dutS6ff/+/daZT4cPH04DDgBAHqPNBgDkJnq877GJEydq9OjRkqRKlSrJ09NThw4dkslkUuvWrbVmzRo5Ojrm8VkCAADabABAbiF428H333+vDz/8UOHh4UpNTVXVqlXVs2dPvfnmmzTgAADkI7TZAIDcQPAGAAAAAMCOuMcbRV5wcLAMBoMMBoOGDBly02NnzpxpPdZgMOTSGQK5I+PvQnZfH330UV6fJgAAQIHjlNcnAOQnS5Ys0dSpU7MdXvjVV1/l8hkBua9q1aoqVapUlvsCAgJy+WwAAAAKPoI38P/dd999Onr0qDZt2qSnn3460/6jR49q37591uOAwmrUqFHq0aNHXp8GAABAocFQc+D/e+mllyRl36v95ZdfSpJefvnlXDsnAAAAAAUfwRv4/5o2barAwECtXr1aCQkJNvvMZrO+/vprubu7q127dnl0hgAAAAAKIoI38P8ZDAZ17dpVCQkJWr16tc2+HTt26NSpU3rhhRfk5eWVR2cIAAAKgoyLBrGAUNYyvi4mkykPzwR5IeP7bzQa8/BMcg/BG8jAMozcMqzcgmHmAADgdphMJuvKJxEREZozZ47WrFmTaTRdUZQxbF28eFEXLlzQuXPn+KCiCLL8jqxZs0Zr1qzJ47PJHQRvIIOaNWvqwQcf1ObNm3X+/HlJUnJyslasWKFSpUqpRYsWeXyGgP317Nkzy6XEmjVrltenBgD5mtlsloND+v9ef/PNN3ruuefUv39/LV++XP/8808en13eMpvN1rC1YcMGtW7dWvXq1VOtWrX06quv6vvvv5eUHsgI34VPVu/pDz/8oLZt21p/Zwq7onGVQA68/PLLMhqNWrp0qSTp+++/19WrV9W5c2c5ObEQAAq/qlWrqnHjxpm+7r///rw+NQDI1yzB8osvvlDnzp0VExOjGTNmaNq0aapWrVoen13esrw2a9euVevWrRUeHi5nZ2clJCRo8eLF6tGjhz799FPrsYTvgm/z5s36/fffJWX9nkZGRkqSSpYsmevnlhcI3sANOnfuLEdHR+vwcst/LbOeA4XdqFGjtGPHjkxfH3/8cV6fGgDke9u2bVO/fv3k7e2tzz//XIMGDVK5cuWswbMo++effzR69Gh5eXlp9uzZOnLkiH7++WcNGTJEly9f1uuvv65PPvlEEuG7oPvhhx/UokULjR8/XhEREZKU6XcgNjZWkuTu7p7r55cX6L4DblCmTBk9+eST+umnn/Trr79qw4YNql69uh566KG8PjUAAJBPZBw6nfHnDRs2KCEhQR9++KE6dOggKf2+76IynDY7RqNRBoNBhw4d0pQpU/TGG29Ikpo1a6ZGjRopMDBQgwYNUv/+/SVJ/fr1s4ZvPrQoeIoVK6aQkBD9+OOPcnV11ahRo1S/fn1J//f7kJaWJklydXXNy1PNNUX7LwCQDcskai+//LJSUlKYVA0AAGj9+vXat2+fpMy9dwaDQQkJCVq7dq08PDz09NNPS0oPnEU9dC9ZskRNmjRRWFiYatWqpX79+kmSUlNTJUlubm4aMGCAZs6cKUnq378/Pd8FXLNmzfT++++radOmWr16tSZNmqTw8HBJsv4+WN7/ojKrfdH+KwBko23btvL09FR0dLR1mTEAAFB0LV++XM8++6ymTJmi/fv3Z3lMUlKSkpKS5OzsbA0Tjo6O2T5mQkKCkpKS7HK++UVcXJw+/fRT7d69W0uWLNHZs2cVHR0tSZnmzunfvz/huxCwvFeNGzfWu+++q8cff9wmfFv2x8XFSUrvHS8KCN5AFooVK6YhQ4aoefPm6tu3rypUqJDXpwQAAPKQr6+vGjVqpO+++067du2y2WcJEsWLF1fFihV1/fp1RUVFSZJ1OG1GlnWLV69ere+++04pKSl2Pvu84+3trY8//lhPP/20IiMjdfXqVZ04cSLb4zOG7wEDBuiDDz6QlHmEAfKvjB+UPProo1mGbyn9d8PBwUFeXl639bgF/cMX7vEGsjFu3Li8PgUAAJBPPPXUU3J1ddXu3bv1+uuvS5JiYmLk7+8vg8FgXb/7/vvv1y+//KIPP/xQrVu3lpOTk4xGo7Xn22QyydHRUSaTSSNGjFC9evX07LPPysXFJS8vz64eeOABTZ06VU5OTlq/fr3eeOMNBQUF6YEHHsjyHu7+/fvL0dFRb775psaPH69evXqpePHieXT2uBMZ78+3hG8p/cOmtLQ0jRs3TsnJyTKZTFq+fLlq1qwpLy8v6wgQb29v66iR2NhYVa1aVeXLl8+z67kXCN4AAADATVgCRNOmTdW0aVNJ0ty5c7VhwwaNGzdO9erVs963+tZbb+m7777T1q1b1a1bN33xxRdydHSU2WyW0Wi0BvE+ffro3Llz6t69e6GaXCq7Sedq166tSZMmyWQyacOGDRo4cKA++eQT1axZM8vw/cYbb8jJyUkhISGE7gIk43uZ8fuM4XvdunWSZB0VMmLECCUmJsrZ2dl637e7u7tMJpOSk5MVEBCg7du35/al3HMEbwAAAOAmbgyF586d08KFC/XHH3/Iy8tLw4YNU926dSVJAQEBmj9/vnr06KGvv/5aV69e1axZs1S2bFm5ubkpNTVV//vf/xQWFqaHHnpIgwYNkrOzcx5c1b1zY9hKS0tTQkKCfH19rdstowHef/99paWlaePGjerXr99Nw/err76a69eCO5fxPTx06JB++uknVatWTc8++6wk2/C9fv16mUwmNW3aVCVKlJCrq6sMBoOuXbum5ORkFStWTCkpKYqPj9fHH3+s4ODgvLqse8ZgLuiD5QEAAIBctnnzZk2cOFHbtm1Thw4dNGLECGv4Tk5O1vr169W/f3+dP39ewcHBKl++vLy9vXXixAkdPXpUlSpV0tatWxUYGGgzFL2gyRi2du3apZUrV2rPnj1KSkrSc889pxYtWigkJMSm5tChQxoyZIg2btyoZs2aafbs2dmGbxQMGd+7H374QQMHDtSJEycUGBiojRs3qlq1atZjf/31V02aNEkbN25U9+7dNXDgQNWpUyfLxy1MS/ERvAEAAIDblDFgbN26VePGjdP27dvVoUMHvfXWW3rwwQetx/7999/q16+f/v77b505c0aSVLlyZTVs2FDTpk1T2bJlC03oXr16tbp3765r167J399fUvo98LVq1VLv3r01cOBAm1rCd+G0Zs0atW3bVgaDQePHj9crr7yiEiVKyNnZ2ea9/fXXXzVu3Dht27ZNbdq00dtvv62GDRtKSl9mzDIKpDD9eyB4AwAAAFnI7n/6MwaDW4XvhIQExcTE6NixY9bh1l5eXnJzcyvQoTujH3/8Ua1bt5aLi4vGjh2roUOH6vz58xo4cKC+++47lS1bVgMGDNBbb71lU5cxfNetW1dLlixR9erV8+gqcLfCw8PVqlUrXb58WQsXLlT37t2t+yy/Sxl/p3bs2KGxY8dq69atatu2rd5++23Vq1cvr07f7rjHGwAAALhBxiGu586dU3x8vBwcHFS1alWb3rvHH39cUvpqKMuXL5ckm2HnHh4e8vDwUFBQkM3jm83mAhW609LSMq27LUl//fWX/ve//8nZ2Vkff/yxevfuLSl9Aq0NGzZISu/5fvfdd2U2mzVixAhrbe3atTVjxgz16tVLERERcnNzy52LwT1l+V3ZsGGDLl68qLFjx1pDt2Vfxnv9s5rtfM2aNYqLi9O0adOsvzuFTeEYMA8AAADcI2az2Rq6ly5dqmeeeUZ169ZVo0aN9Pjjj2vfvn1KTk62Hv/4449r3Lhxeuyxx7R8+XJNmTJFf/75p3W/ZVmkjArK8NnvvvtOsbGxcnJyyrQmuclk0g8//KCjR49q3Lhx1tA9a9YsDR48WGlpafrhhx80a9YsmUwmTZkyRZMmTbJ5jFq1amnx4sU6duxYoZhAqyhycHCQ2WzWxo0bJUlt27aVlL5efVb3Z1uW35PSJ1wbP3686tatq99//916m0JhRPAGAAAAMrCE4q+//lpdu3bVoUOHFBgYKHd3d/3yyy/q1KmTli1bptjYWGtNVuF7//79klRgJ4das2aN2rVrp5CQEMXFxWXq8b5+/boOHjyoZ5991tqT/fXXX2v8+PEyGo3atGmTnnnmGTVr1kxt27ZVXFycPvnkE02cONHmcWrUqKEKFSrk2nXh3rPMQO7i4mJdHu9mHy5Zlg2TpMaNG2v27Nk6cOCAAgMD7X6ueaVg/hUAAAAA7rGMUx/9888/GjdunEqVKqUlS5YoIiJCu3fvVpcuXXT27FmNGjVK33zzTbbh+9tvv9WIESP0119/5cWl3BOPP/64atWqpcjISE2YMEGSbe99sWLF1L9/f40aNUpms1kXLlzQl19+qatXr+qbb75R06ZNZTabVa1aNbVu3VqSdP78eX344YcaO3ZsnlwT7j2TySSj0Shvb2+lpKTo999/l5T1B05Go1GSNHPmTK1cudK6vVGjRoX+wxcmVwMAAECRl3HSp6SkJB05ckT169fXggUL1KtXL+txsbGxmjFjhmbOnKlixYpp3Lhx6tixo3x8fKzH/PLLL3rzzTd1+fJlHThwoEAOn7Xc0x0fH6+JEydqzJgxKlasmHV7SkqKXFxcbGp+/vlnPfPMM3r22We1bNkyubi4yGAwyMHBQefOnVO9evX09NNP68svv1Tp0qV16NChAvnaIGszZszQ0KFD1aBBA82fP9+6RJjldyvjZIK1atXStWvXFBERUWT+DdDjDQAAgCLPErrnzp2r9u3bKyIiQoGBgQoNDZWU3qtnMpnk4+Oj4cOHa9CgQUpMTNS4ceMy9Xw3bdpUn376qTVUZHWPd35nuafby8tLU6ZMUbFixTRnzhw98MADio2NlYuLi81wYSl9EjpJCg4Olru7uxwdHa33haelpenChQtq2rSpFi5cqC1bthSZwFXYWd7jtm3bqmnTpvrjjz80b948RUZGSlKm0D1gwABFRkbq+eefl4eHR56dd25jVnMAAABA0qVLlzR79mxFRkbqyJEjio+PV0pKiqT/GzZrMpnk4eGhYcOGSZI++ugjjRs3TpJser5DQkKsxxfUe7wt93RbPnSYM2eOjhw5ohYtWmjTpk3y9va2me3c29tbkrRlyxYdOHBADzzwgLVX/P3335fBYFDDhg1Vq1atvLkg3JGMo0HOnz+va9eu6fjx46pVq5bKlCkjFxcXmc1mVaxYUT169FB0dLTCwsJ06dIl9e3bV08++aTMZrOMRqNGjBih2bNnq3r16ho6dGiRmsmeoeYAAADA//fbb79p6NChCg8PV3JysmbPnq0+ffpY1+2W/i9MJyQkaNq0afroo4/k7e2tIUOGqGfPntYAWlhYgld8fLxatGih33//XXXr1tW2bdvk7e1tXdf82rVreumll/T999+rU6dOeumll3T//fdr2rRpmjVrlho1aqR169bR012AZAzdGzdu1HvvvafIyEjFxMQoMDBQISEhmj17tvU9NZvN+vTTTzV37lwdPHhQkvT8888rISFBFy9e1P79+1WuXDlt3LhRNWrUyLPrygsEbwAAACCD3bt3a/DgwdqzZ4+aN2+u6dOn64EHHrA5JmP4nj59usaNG6e6detq+/bthXL4rOWe7vj4eD3++OOKiIiwCd+Wnu/169dr4sSJ+u233yRJfn5+unz5skqVKqVt27apevXqeXwluBOrVq1S+/btZTab9cwzz+i+++7Ttm3btH//flWrVk2rVq1SzZo1JaWH7y1btmj16tWaM2eOXF1dlZycrODgYDVo0ECTJk1S5cqV8/iKch/BGwAAAEVSxt48s9lss373nj17NGDAAO3du1cvvPCC3n//fVWtWtWm3hK+r127pvnz56tDhw4qX768zeMWNBnP/fTp0/r333/VsGFDSbYTrmUVvi127typb7/9Vl999ZUqVKigoKCgLF8/FAzbtm3Ts88+K0dHR02YMEFvvvmmJOmTTz7RsGHDdP36dVWrVk3Lly/P9AHVvn37lJSUpH///VcPP/yw/P395enpmReXkecI3gAAACgybgzbiYmJ8vDwsA6XtvxXkn7//Xf1799fe/fuVdu2bTVlypRsw7dFxkmkCpqMr83WrVs1evRo7d69Wx9//LH69esn6f/C97Vr1/T4448rPDxcderU0bZt22xmdpfSg3vp0qWVlpZWZMNWQXDt2rVs359z586pe/fu2rx5sz755BO9/vrrkqTp06dr1KhRMplMatSokXbu3Knq1atr6dKlqlOnToGe28BeeDUAAABQJNx4v2qvXr1Uu3ZtPfTQQ+revbuOHz9ucy/3ww8/rI8//lgNGjTQ6tWrNWLECB07dszmMW8MF4UhdK9atUrPPfecdu/erR49eqhixYrWmdkts517enpq69atql+/vvbv369mzZpZZ3a3TEgXFBQkNzc3Qnc+tmjRIo0aNUonT57Mcv/Bgwe1efNmDR8+3Bq658yZo3feeUcmk0m///67tm/frgcffFBHjhxRx44dtX//fkJ3VswAAABAIWcymazfh4WFmZ2cnMwGg8FcsWJFc40aNcwGg8Hs5+dnXrFihTkpKcmmds+ePeaHH37YbDAYzO3atTMfO3Yst08/16xfv95sMBjMPj4+5tmzZ2d7XEpKitlsNpvj4+PNDz30kNlgMJjr1q1rvnr1qtlsNpvT0tJy5Xxx544fP24uW7as2WAwmN966y3zyZMnrfssvy979+41d+rUyXzq1Cmz2Zz+76NChQpmJycn88aNG63HR0REmAMCAswGg8FcpUoV859//pmr11IQ8FEEAAAACj1Lb+7y5cvVs2dPeXh4aM6cOYqKitLhw4f1+OOP68qVK+rTp4+WLVumpKQka+2NPd+vvfZatj2EBdnff/+toUOHSpJmzJhhHV6ecb1uy5rNlpEBN/Z816lTR3FxcQW2578oqVy5siZPnqwaNWpoxowZmjNnjk6dOiXp/35fHnzwQc2cOVPly5eXJP3444+Kjo7WvHnzrMuEmUwmVaxYUX5+fnJyctKJEyfUvHlzHTp0KK8uLV9iHW8AAAAUCRERERo1apQ8PT01d+5cde7cWVL6Wtxbt25VsWLFFBsbq0GDBslgMKh9+/YqVqyYpPTwPXv2bHXp0kXh4eHy8vLKy0uxizNnzujkyZPq0aOHXnnlFet2R0dHXbx4Ue+//76OHj0qPz8/PfHEE3rppZfk6OhoDd8PPvigTpw4oUuXLhW6JdUKG8s92N27d5ejo6Pee+89ffTRR5KkN954Q8HBwZLS3/tSpUpJkk6dOqXPP/9cvr6+evTRRyWlB3Sj0ShfX19VrVpV5cuX17Vr17Rjx44itUb37SB4AwAAoNAzGo1atWqVoqKiNHPmTGvonjx5st5++215enrq119/1Xfffafx48dr8ODBkmQTvhs0aKAVK1aoTJkyKlGiRIGaQMp8GzOtW9Yud3Nzs06idurUKX3//feaM2eOjhw5Yj123bp1io6O1ujRo2UymeTp6ak///xT//33nypVqmTvy8Edsvw7cHBwsL7HL730kiRlG74tfHx8VKJECTk6Olrf46SkJLm7u0tK/2Drueee04cffqhz585Ze8mRrmD8pQAAAADugqOjo06ePKlHH31U/fv3lyQtXLhQkyZNkoeHhzZv3qy6detq3LhxatWqla5cuaL//e9/Wr58uc2w87p166pMmTIFJnQbjUab/1pYJkvL6JlnnlHp0qW1c+dOLVy4UCtXrlTHjh01aNAgJScn67XXXtPq1as1ZMgQpaSk6Pvvv9fVq1fl6Ogoo9EoDw8PQnc+Zf7/C1ll/PDFyen/+mBfeuklvfPOO6pYsaI++ugjm2HnUvq/l7S0NHl7e+v48eMaN26cJFlD99tvv63Tp08rICBADg4OhO4ssJwYAAAAioS4uDhFRUWpbt26Onv2rF5++WXt2bNHK1eu1DPPPKPr16/Lzc1NP/zwgzp37qz4+Hj5+vpq/Pjx6t27d4EbOmvp3bxw4YKaN2+ubt26KSQkRI0bN850jCRduXJFH330kWbPnq0rV67IYDDIbDarS5cuGjx4sGrWrCk3NzcdO3ZMLVq0UHR0tH7//XfVr1+/wK5bXhRYlriLi4vTV199pd9//12XLl1S1apV9b///U9BQUHWY7/66iu99957OnnypAYNGpSp53vTpk166qmnJEkvv/yyqlWrpj///FMrV65U5cqVtXnzZpvHw/8heAMAAKBQulmv9Hfffad27dqpU6dO+uqrr2QwGKzhcd++fXr00UfVuHFjbd26Vffdd5/27dsnDw+P3Dz9eyIuLk6PPPKIIiMj5eTkpICAALVp00b9+vVT+fLl5enpafM6/ffffwoPD9fChQtVo0YNVa9eXS+//LIk25BepUoV+fr6ci9vPmcJ3ZcuXVKHDh20bds2m/0VK1bUpk2bVLFiReu2W4XvFStWqHPnzjajJoKCgrRhwwbVqFHD3pdUYHGPNwAAAAqFG+9jvjF0W0KIJEVFRUmS/Pz85ODgILPZbL3n1cPDQ8WLF1e/fv0UGhqqNm3aFMjQLaXPQm5ZX9vV1VWnT5/WJ598oh9//FH333+/xowZo6pVq1qvr3Tp0mrVqpVatWpl8zjJyclydXWVJA0ePFhRUVF67bXXrL3i9HjnP5Z/7xcuXNCjjz6q48eP67HHHlOXLl105MgR/fLLL/rzzz/VtWtX/fDDD/L19ZWkW97z3b59ewUHB2vjxo06e/asqlevrmeffTbTPeGwRfAGAABAgZex13bPnj06dOiQ/vjjD91///0KCgpSy5YtbZa4Cg4OloODgw4ePGgdYm6553Xy5Mm6ePGiqlevrnbt2kmyDe0Fhclkkp+fnyZNmqTXXntNzZo106BBg/Txxx8rIiJC3333nbZs2aLnnntOzz77rNq3b2+tTU1NlbOzs/V1tYTuUaNG6aOPPtJ9992n4cOHW7cjf7H8e7148aIaN26sEydO6I033tCHH34oZ2dnXb9+Xdu2bdOgQYN08OBBnT59Wr6+vkpJSZGLi4teeuklmc1mTZgwIcvw3aBBAzVo0CDvLrAgyv2lwwEAAAD7+Pzzz82enp5mg8Fg89W5c2fz4cOHzSkpKWaz2Ww+e/as+YEHHjAbDAbz888/b968ebN5//795l69epkNBoO5efPm5tjY2Dy+mnvjjz/+MJcrV85sMBjMP/30k9loNJr3799v7tSpk7lEiRLW16hr167mhQsXmq9fv25Tf+HCBfO2bdvMzz77rNlgMJjLly9vPnz4cB5dDW4lLS3NbDanv29Vq1Y1GwwG86BBg8xJSUlms9ls/R1ISEgwN2vWzOzi4mI+evRolo/1+eefm6tVq2Z2dnY2Dxs2zHzy5EnrPqPRaN8LKWS4xxsAAACFwurVqxUaGionJycNGDBAHh4e+ueff/TNN98oMTFRjzzyiEaOHKnmzZvL3d1dR44cUfPmzXX+/Hm5urrKyclJCQkJqly5srZu3ary5csXmNnLb2XatGl666239Pjjj+vrr79WmTJlJEmbN2/W5s2b9f7771uHjNetW1dDhgxRvXr1VL16dX344Yf6+OOPderUKT399NOaPXu2KleunMdXhJu5dOmSHnnkEZ04cUJdunTR559/LkdHR+vtFEajUQ4ODurSpYuOHz+uevXqKTU1VefPn1ePHj304IMPqlq1apKkL774QhMnTtTJkyc1ZMgQ9enTh9nr7wDBGwAAAAXSjaG4TZs2+vXXXxUWFmYdIi5Jf/75p3r06KEDBw7ooYce0kcffaRHHnlEBoNBJ06c0Pjx47V//345OjqqZs2aev/991WuXLkCObz8RpbXKDIyUh06dNDZs2e1du1aPfroozb7o6Ki1KNHD+3cuVNms1keHh4qVaqUJk6cqGLFiikqKkoVKlTQo48+qpIlS+bxVeFW9u/frwcffFAGg0Fdu3bVO++8oypVqshgMFhvI9i9e7eefvppXbt2TV5eXnJyctKVK1fk5uam5557Tm+88YaaNGkiSfryyy/1/vvv6/Dhw3rnnXf0zjvv2CxHhlsjeAMAAKBA27Vrl9zc3NSuXTu9+OKL+uCDDySlT7ZmMpnk6Oiov//+W3369NH27dvVpk0brVmzxjohWGpqqtLS0mQwGOTo6ChnZ+dCEbozMplM6tu3rz777DM1bdpU69evV7Fixay93IsWLVLv3r1lMBgUGhqqc+fOadeuXZLSZ6zu0qWLJk2alMdXgZzYu3evGjVqJLPZrJdfflmDBg1SnTp1rB/ENGnSRDExMerRo4eGDBkiV1dXLVq0SJ9//rkuXryodu3a6f3331eFChUkpa97/+mnn+qLL75g9vI7kUdD3AEAAIC7tnLlSrPBYDC/8cYb5hIlSpinTp1qNpv/7z5Xs9lsNplMZrPZbD548KDZz8/PbDAYzNOnT7fZV5hZrvHMmTPmypUrm/38/Mzff/+9df+cOXOs93kvW7bMbDabzZcuXTJPnTrVXL16dXPp0qXNBw4cyJNzx935/fffre9tt27dzP/884/56NGj1nv7x4wZk6lm2rRpZkdHR7Obm5t506ZNNvsKy7wHeaHg37ACAACAIishIUGVKlXS4sWLFRMTo5iYGEmy6a02GAwymUyqXbu2Jk6cKEk6ePCgdV9hZ1nyy9fXV02aNNGVK1f03XffSZIWLFigfv36SZI+//xzdezYUZLk7++vYcOGac2aNTp48KDuv//+vDp93IUGDRpoz549ktKHi7/55ptq1KiRYmJiNG7cOL377ruS0mdBt6zLPXToULVs2VLJycn65ZdfrPslydvbOw+uonAgeAMAAKDA6tKliyZMmKAHH3xQkrRo0SLt3r0703GWe8GDgoIkSTt37lRsbKw1bBR2BoNBnp6e6tmzp6T0kN2jRw/17dvX+vPLL78sKX1YuuV1qVatGvd0F3CW8G0wGLRmzRpdvXpVr776qsaMGSMpfa13R0dHOTg46Pr165KksmXLSpKcnZ0lqVDddpFXCN4AAADI98wZpiVKTEy0/uzo6Kj27durX79+atiwoS5duqTp06fr6NGjNrWpqamSpIoVK8rFxUXVqlWTj49PoZixPCcee+wxvfHGGzIajfriiy8kSWFhYTah28HBoci9LoVdgwYNtHv3buu668nJyTp69KjMZrN1kjSj0Sg3NzdJ0pEjR6wjJHBv8BsFAACAfM38/ycAk9J7qt99911NnDhRaWlpktLDd8eOHTVgwADVqVNH69at0/vvv6+IiAhJ6b29lp67adOmKSUlRVWrVlVaWppNoC8qGjVqZH09J0yYoG7duknKPEs8CpeHH37YOnT8888/16RJk7R//37rfkuv9vDhw7Vjxw7VrVtXtWrVypNzLYz4zQIAAEC+lTF0L1u2TG3bttW0adN08OBBa2iwzFzeoUMHvfXWW6pRo4bCwsLUq1cvffnll9q/f7+io6PVs2dPhYWFqXLlynrrrbfk5ORUJO7xvtFLL72k1q1bS5L+/vtvXbt2zbquMwq3hx9+2Oae748++kjh4eHW/e+9954++OADlSpVSvPnz1eJEiXy6lQLHZYTAwAAQL63ePFi9erVS66urpo8ebL69u0rd3d3635LQDcajVq+fLk+/PBD7du3T5Lk4+OjxMREGQwGPfLII/riiy8UGBhY6JYMux2WXu2VK1fqlVdeUWBgoDZs2KDAwEB6vIuQvXv3qmHDhpKkV155RQMHDtSaNWs0ZswY+fr6aseOHapZs2Yen2XhQvAGAABAvpBdEP7hhx/Upk0b+fr6au7cudaZt7M73mg0atmyZZo7d6527dqlZ599Vo8//rg6dOggT09PeXt7F8nQndGFCxf0xBNP6PDhw+rTp48+/fTTvD4l5LKM4fuhhx7Svn37CN12xEdaAAAAyFNbt27V9evX5ejomGmW8dTUVIWFhUmSZsyYYQ3dZrNZjo6OSk5O1m+//abvv/9eMTEx1kDdsWNHvf7667r//vu1ZcsWRUVFKTU1Vd7e3tah6UVZqVKl9P7770uSIiIiFBcXl8dnhNxmme3c3d1d+/btk5+fH6HbjgjeAAAAyDPz589X8+bNNXjwYCUnJ2ca6hwXF6etW7cqODhYL774onUytJiYGG3ZskWPP/64nnzyST333HNq1qyZli9frsTERDk5OalTp04aOXKkKlasqPnz52v69Ok6ceIEw6n/v/r166t58+b6/PPPWZ+5iGrQoIF+/vlnlS5dWr/++iuh244Yag4AAIA8YTKZ9O2336p///6KiYnRF198oS5duthMqJaQkKCmTZsqOjpaO3bsULVq1RQREaG5c+dq1apVunLliurUqaO0tDT99ddfCgwM1I8//qgaNWpISh92vmLFCk2aNEnHjh3Tq6++qoEDB6pSpUp5een5RnJysnWJKRRdSUlJNnMm4N5zyusTAAAAQNHk4OCgF154QW5ubtq2bZu6dOkiyXaitGLFiikkJEQRERFq0aKFateurV9//VUJCQlq0aKFunfvro4dO8pgMOiFF17Q999/r+XLl2vs2LHWYeft27eXJE2aNEmLFy/WtWvX9M477yg4ODgPrz5/IHRDEqE7FzDOBgAAALnmxsGWLi4uat26tWbMmCFJmjt3rvr27Wu959tgMGj69Onq3bu3zGazNmzYoDJlyui9997T2rVr1blzZzk6OsrBwUGtWrWSJHl6ekpKX5fYci94+/btNXr0aPn4+Gj9+vVyc3PL3QsHUKTR4w0AAIBcYVmuKiYmRleuXFGVKlUkyTrR2alTpzRixAjFx8fL09NTU6ZMkaurq5ydnTVv3jydPHlS165dU/HixRUUFCRJSktLk5NT+v/Srlq1Sm5ubmrUqJGk/+s5t4Tv0NBQOTo6qm7duipTpkwevAIAiip6vAEAAJArHBwcdOrUKT388MMaN26cjhw5YrO/XLlyWrRokSpUqKCZM2dq2LBhSk5OttZWrlxZderUsYbulJQUOTk5yWQyafDgwdq0aZOaN2+u2rVrS5L1PvEbw3flypVz8aoBgB5vAAAA5KKvvvpKJ0+e1OXLl+Xt7a0BAwaoevXqktKHnT/33HNydHTUm2++qdmzZ0uSpk2bJldX10xrb7u4uCghIUF9+/bVkiVLVLFiRX366afy8fGx9q5bWEI4AOQFZjUHAABArjGZTBo9erQ+/PBDOTo6qlu3bjbhW0rvyf7hhx/Uv39/nT17Vm+++aY1fFsC9cmTJzV16lRt375dhw8f1sMPP6xvv/1W5cuXzxTQASCvMdQcAAAAucJoNMrBwUETJ07UwIEDZTKZ9Pnnn2vmzJmKjIy0HmeZcG327NkKCAjQ7NmzNXToUF2/ft3aix0YGKi//vpL8fHxGjZsmNatW0foBpBv0eMNAACAXGMJxmazWSNGjNCsWbPk4OCgbt26qX///qpZs6b12NTUVP3www968803dfbsWfXr10/Tpk2zzkhuNBp1/PhxBQcH2/SGA0B+Q/AGAABArrKE79TUVL3//vsaP368XF1d9fLLL+vNN9/MUfi2sMxgDgD5ER8JAgAA4J4xGo2SpGvXrik2NjbLYxwdHZWSkiJnZ2c99dRTcnR0VEJCgr744gt9/PHHNsPOnZ2d1apVK+uw8zlz5ui1116zznZuQegGkJ8RvAEAAHDPODo66vjx43riiScUFhamq1evZjrGZDLJxcVFe/bs0RNPPKGUlBQ1a9ZMJpNJX3zxhWbNmpVl+P7kk0/k4uKin376SYmJibl4VQBwdwjeAAAAuCdMJpNMJpNGjhypffv2afbs2Vq+fLmuXLliPcYywVp4eLiaN2+upKQkzZgxQ1u2bNHgwYNvGr6feeYZfffdd9q3b5+KFy8u7pgEUFBwjzcAAADuiuWe7ZSUFLm4uOjChQt6+eWXtXHjRlWoUEEjR47Uiy++KD8/P0nSvn371KxZMyUlJWnKlCkaNmyYpPT7ud955x3NmjVLBoPButRYjRo1sn1OACgI6PEGAADAXbEML3/yySd18OBBlSpVSkuWLNETTzyh06dPa9KkSVq+fLkk6cCBA1mGbss935MnT9aAAQNkMpn05Zdf6pNPPtHBgwezfE4AKCgI3gAAALhrn332mXbs2KFff/1VKSkp8vf31/Lly/XEE08oOjpaH3zwgd5++2098sgjmUK35Z5vo9Eog8GgyZMna+DAgXJwcNCcOXO0ZMkSpaWl5fEVAsCdY6g5AAAA7tq5c+f01FNPyWw267fffpOXl5ck6fLly+rYsaM2b94sR0dHmUwmjRkzRmPHjpWUech4xnW+33zzTf3000/aunWrAgMD8+S6AOBeoMcbAAAAd83f319t27ZVZGSkRo8ebd3u5+enb775Rs2aNZPRaJSvr68CAwOVlJQkKfOQcUs4NxgMmj17tvbt26fAwEDrMmUAUBDR4w0AAIB74r///lOjRo1kNBq1fPlyNWrUSKmpqXJ2dlZMTIw6dOigrVu3qkKFCnrrrbfUsWNHFS9ePMvHMplMcnBI7yMym82s0w2gQKPHGwAAAHfNaDSqdOnSGj9+vM6fP69Vq1ZJSl8GLDU1Vf7+/lqxYoV1wrUpU6ZoxYoVNkuNZWQJ3ZII3QAKPII3AAAA7pplyHhISIjq1aunDz74QJs2bZKUHr6NRqP8/PxsJlybNGnSTcM3ABQWBG8AAADcM5UrV1a/fv0kSYsXL7aGakdHxyzD9+TJk7Vy5Updvnw5L08bAOyKe7wBAABwT2S8F7tDhw766aeftGHDBoWEhFhnK7f89/Lly+rQoYO2bNkiDw8PzZs3T126dGFYOYBCiR5vAAAA5JjJZLJ+b+nHyRia27dvr8TERA0fPlyJiYnWoeg39nzXq1dPRqNRjz/+OKEbQKFFjzcAAABuS8aZxuPj4+Xi4qLU1FR5enpmOiYtLU1t27bV+vXrtXDhQvXs2dMmWFt6vq9evaqUlBSVKlUq05reAFBYELwBAABwSxmHkX/33XdauHChLly4IEkaOHCgGjVqpMqVK0uSdQmxI0eOqFmzZrr//vv1008/ycHBweZxMgbtjKEeAAob/roBAADglixh+fPPP1e7du30ww8/6K+//tK+ffvUu3dvjRw5Ujt37pSUPou5yWRS+fLl1b59e23evFkzZ860eRxJNr3bhG4AhRl/4QAAAHBb9u3bp6FDh8rX11cff/yxwsPDNXXqVNWtW1fffvutRo8erV9++UVSepD29PRU9+7d5e7uroULF+rgwYN5fAUAkDcI3gAAAMjSjXck/vvvv4qJidHHH3+sfv36qXr16ho6dKimTZumdu3a6ZdfftG4ceOs4VuSHnroIY0ZM0aRkZHatm2bJNuJ2QCgKOAebwAAANzUl19+qZMnT+r06dM6cOCA9u7dK+n/7uWWpD/++EOTJk3SypUr1bRpU40bN05NmzaVJB04cEAdO3bU+fPn9fvvv6tatWp5di0AkBfo8QYAAEC2/vrrL73xxhv65JNPdOTIEesM5kajUc7OztZe8QcffFCjRo3Siy++mKnn+4EHHlDnzp0VFxenDz74QAkJCXl2PQCQF+jxBgAAQLZiY2O1YMECzZs3T1FRUfL09FRERISqVKliPSbjTOV//PGHJk+erG+//VZPPPGEhg0bpqefflqSFBwcrPvvv19r165lzW4ARQo93gAAAMiS2WyWj4+PXn31Ves93deuXdNHH31kXUpMSp+pPGPP98iRI9WxY0dt2bJFCxcuVGJiokwmkxYtWqTVq1fbHA8ARQE93gAAAMiWZX3t2NhYLV68WB9++KHi4uI0bNgw9e3bV/7+/tZjM/Z87927V5999plGjRqloKAgm8fMuH43ABQFBG8AAIAiLmNgltLDtsFgyDQcPC4uTosXL9a0adOUnJyswYMH69VXX7UJ3xlZJl9LS0uTk5OTXa8BAPIzgjcAAEARZunRlqQdO3bot99+044dO+Tv769nn31WLVq0kIeHh/X4nIZvAADBGwAAoMjK2NP95Zdfqn///oqLi7M5pk+fPurevbtCQkKs2wjfAJAzTK4GAABQRFlC99KlS9W9e3ddv35dkydP1unTp7Vu3TpVrFhRCxYs0LRp07R161Zrnbe3t3r27Klhw4bJ1dVVs2bN0ocffqgrV67k1aUAQL7GzTYAAABFQHYTmm3fvl2DBg2Sr6+vZs+erS5dukiSVq1apdOnT0uS1qxZo8TERJnNZj3xxBOS/i98Ozg4aOjQoVq7dq2GDx+eexcEAAUIwRsAAKAQ27Ztm0JCQuTi4mJzP7ckJSUlacmSJbp48aLmzZtnDd0TJkzQmDFj5OnpqdmzZ2vVqlVau3atXFxcZDab1bx5c0np4btbt24qVqyYnnnmGXl7e2eaqA0AQPAGAAAotD799FO9/vrrevPNNzV9+nQ5Ozvb7I+JidGaNWvUq1cvvfrqq5KkTz75RBMnTpSHh4e2b9+uOnXqyMPDQ7/++qvWr18vR0dHmc1mPfnkk5IkHx8f9erVSxLLhAFAdgjeAAAAhZDJZJK3t7f8/f01d+5chYSEqFOnTjY90uXLl9esWbMUEBAgSTp48KDmz58vg8GgdevWqU6dOpKk0NBQ7dq1Sx9++KHWrl2rlJQUGY1GPf300zbPSegGgKwRvAEAAAohBwcHhYaGys3NTb/++qs6depksz8lJUUuLi568cUXrdt27dqlgwcPavTo0WrWrJmMRqOk9EBdt25dOTs766mnntL69evl6+urZs2aydXVNVevCwAKIoI3AABAIeXi4qLnnntObdu2lSTNnTtXBw4c0MyZM+Xi4mIdGm42m5WWlqbdu3dLkoKCgiSlB+7U1FQ5OjrKz89PktSmTRuVKlVKY8eOJXQDwG0ieAMAABRiluHfJ0+e1LBhw5SYmCgPDw9NnjxZzs7O1gnXnJ2dFRgYKEmKiorStWvX5Onpab0vfN68eSpdurR69eqlPn36yMHBgXu6AeA2sY43AABAEVCuXDktWrRI5cuX14wZMzR8+HClpqbKwcFBaWlpkqTHHntMpUqV0meffaZVq1bp+PHjSk5O1ptvvqn169erYcOGSktLs86MTugGgNtjMJvN5rw+CQAAANw72S3plZKSonXr1ql///76999/NXDgQE2dOtXaq52Wlqa3335bH374oZydnVWsWDH5+PgoKipKFStW1K+//qqAgACWDAOAHCJ4AwAAFCIZQ/G5c+d0/fp1VapUybr/VuE7NTVV06dP108//aRffvlFwcHBqly5ssLCwhQQEMDwcgC4AwRvAACAQsJyv7Yk/fjjj/roo4904sQJffLJJ3rqqaesx90qfJtMJiUnJ+vAgQMKDAyUl5eXvLy8CN0AcIeYXA0AAKAQMJvN1tD95Zdfqm/fvrp+/bp69OiRKSy7uLjo2WeflST1799fM2fOlCRr+DabzXJ3d1fDhg1tHp/QDQB3huANAABQCFiGl3/11Vfq3r27/Pz8NHv2bL3yyivWYzIOQ3dxcVGbNm0kZR2+M/aeZ3x8AEDOMdQcAACgkNi1a5fatGmja9eu6euvv1b79u0lpd+3bRlGfqOkpCT98MMP6t+/vy5evKju3btr7ty52R4PAMg5erwBAAAKiX379unq1asaP368NXRLkrOzsy5fvqz58+frn3/+UXBwsFq1aqWaNWvK3d1dbdq0kYODgzp06KANGzYoISFBvr6+eXchAFDIELwBAAAKie3bt0uS7rvvPuu2U6dOafPmzZo6daqOHTtm3b5p0yaNGjVKTZo0kaurq1q1aqU1a9aoTp068vX1ZckwALiHCN4AAACFRNOmTbVq1Sr99NNPql69uqKjo/XBBx/ot99+U4kSJdSlSxc1aNBAixcv1s8//6z77rtPTZo0kSRr+JbE7OUAcI9xjzcAAEABdWOvdEREhN544w39/vvvcnV1VUpKisxms7p27apXX31VjRo1krOzs9asWaO2bduqUqVK2rVrl0qUKGEzkRoA4N6ixxsAAKCAuDFo3zgUvF69epo1a5a+++47bdiwQffff7+aNGmi3r17W+sl6YEHHpCrq6vq1aunUqVK5d4FAEARRY83AABAAZBxea/IyEidPHlS4eHhCgkJUYUKFVSlShWb469fvy43NzfrzykpKXJxcZEkde3aVUuXLtX06dP1v//9j/u5AcDO6PEGAADI58xmszV0f/PNNxo9erSioqJkNpvl6OioWrVq6a233lLnzp0lpd+j7ebmZg3UZrPZGrqHDBmipUuXqnHjxnr55ZclsUY3ANgbPd4AAAAFxOeff66ePXtKkgYMGKAHH3xQR48e1ZQpUyRJs2bN0ptvvinJtof88uXL+u+//zRkyBD9+OOPqlSpkrZt26by5cvbHAcAsA96vAEAAAqAn376Sf3791epUqU0ffp0de3aVZI0Z84cOTo6ymg0asCAAXJ0dNTrr78uBwcHpaWlKSkpScOHD9eaNWsUExOjp556SosWLVK5cuWYvRwAcgkfbwIAAORz//77r2bMmKFr165p0qRJ1tA9YcIEvfnmmypWrJhGjRolSerXr5/mzJkjSXJycpKXl5fatm2rJ598UnPnztXSpUsJ3QCQy+jxBgAAyOeio6O1ceNGDRkyRK+88ook6cMPP9S7774rDw8P/fLLL6pbt64cHBysYdxoNKp///6SpNatW6tZs2Zyd3eXg4ODTCYToRsAchE93gAAAPmcj4+Pxo8fr1dffVWS9OOPP2rmzJlydXXVTz/9pLp16yotLU3dunVTvXr1JEkDBw7U3LlzrY/h4eFhvZebe7oBIHfR4w0AAJBPZLes13333ad+/frJ19dXkrRlyxZFR0drwYIFCgkJkdFolJOTk6pUqaJSpUpZ7/nu16+fPDw81K1bt1y+EgBARnzcCQAAkA+YTCZr6D506JAWLFig06dPW/cXL15cBoNBMTEx+vzzz+Xk5GTt3XZ0dNT169clSRUrVlTHjh01ceJEOTs767HHHsv9iwEA2CB4AwAA5LGM63R/++23atu2rfr27auuXbsqPj7e5lhvb2+VL19ezs7OcnV1lSQlJSXJzc1NkrR582b9+++/GjlypK5cuaKKFSsqLS0tdy8IAGCD4A0AAJDHLD3dYWFh6tChg06ePKmpU6dq/vz58vDwsDnW2dlZderUUVJSkt544w2dPXtW7u7ukqT//e9/+vvvv/XII4/IbDZbw7iTE3cXAkBeMpjNZnNenwQAAEBRt3nzZrVu3VrFihXTvHnz1KFDB+s+y73fJpNJDg4O+vfff9W+fXvt3LlTwcHBatq0qY4dO6Zdu3apevXq2rJli8qUKZOHVwMAyIiPPwEAAPKQyWRSWlqali9frpSUFH344YfW0G0J2pYecctw9DJlymjWrFl66623tGnTJp06dUqSVKdOHa1du1ZlypRhnW4AyEfo8QYAAMhjV69eVcOGDRUXF6e//vpLfn5+1tB9K8uXL1dCQoJKlCihxo0by8/Pj9ANAPkMPd4AAAB5LCYmRhcvXpSnp2em3u2spKWlWe/bzjgkXUrvJSd0A0D+wuRqAAAAuSS7gYZubm7y8fHRhQsXFB0dne2xRqNRKSkpmjZtmk6ePJnlcbfTSw4AyF38ZQYAAMgFlgnSJCk1NdVmX0BAgB555BGlpKRo6tSpunjxovVYC8vwcbPZrEmTJumNN95QSkpKpuMAAPkPwRsAACAXWALyrFmz9MILL+jKlSuS0gO1JL3++uuqVKmSfvrpJ4WFhSkmJkZS+tDxjKG7Z8+eSkhIUJMmTRhSDgAFBMEbAAAgF5jNZl2+fFmTJk3Shg0b9Prrr+vq1avW8PzAAw+oa9euSklJ0YwZMzR58mSdOnVKDg4OcnR0lNFo1MCBA7Vs2TI98sgj6tOnD8EbAAoIZjUHAADIRREREeratauOHj2q0NBQLViwQL6+vpKkCxcu6IMPPtCXX36p//77T+XLl9ezzz6ra9eu6a+//lJERIQqVaqkrVu3KjAw8LZnPgcA5C2CNwAAQC6xBOU///xT7du314kTJxQaGqr58+erePHikqTLly9r/fr1Wrx4sbZt22atLVu2rB555BHNmjVL5cqVY8kwAChACN4AAAD3mCVgWyZUyzix2u2Ebyl9aPq6deuUmJiohIQENWrUSMHBwfLw8CB0A0ABQ/AGAACwk5MnT6pixYqSlG347tChg44fP6727dtr3rx5Kl68+E2DdcbHAQAUDNwUBAAAYAcfffSRKleurCVLlkiStedbSl9r22QyqW7duvrmm29UokQJrVixItOEa1n1jxC6AaDgIXgDAADYQWxsrCTppZde0jfffCMp6/D94IMP6ptvvpGDg4OWL1+u3r176+rVq9bjAQAFH0PNAQAA7GTq1KkaMWKEJGnp0qXq2LGjpMzDzhMTE/XUU08pPDxcqampeuKJJ7Rq1Sp5e3vn2bkDAO4derwBAADuMaPRKEkaPny4Jk2aJEnq3Llzlj3fBoNBnp6eKl26tFq0aCE/Pz9t2bJFKSkpeXPyAIB7juANAABwh7IbOOjo6GgNziNGjLAJ38uXL5eUHrhNJpMMBoNSU1MVERGh1q1bKzw8XP/8849KlCghk8mUOxcCALArp7w+AQAAgIIo43Dxf/75R/Hx8Tpz5ozuu+8+BQYGysXFRcnJyXJ1ddWIESNkMBj0/9q7t5Co1j6O4z+18lSS5ThWjqVNkqGSEkiHiywwooLCQ1mIZXRTUJEUGnQAK7ITRN6EGUFloEFIFkUoRpRkZkoipTJKiRpkUpCDo868F73Otl2ZO5ja2/l+btcsnXUz8OV5nvXPzc3Vpk2b1Nvbq8zMTPn4+EiS9u/fr7dv3yogIECzZ8+WJEaGAcA4whlvAACAf2hkdN+6dUunTp3Sq1ev9PHjR4WFhSkxMVEFBQXy9/fX4OCgJkz4stYx8sz3unXrZDKZ9Pr1a1VUVCgmJkYVFRUKCgr6Y88FAHANwhsAAOAfGBndV65cUVZWlqQvIW02m3Xnzh01NzcrLi5OpaWlioiI+Cq+L168qJMnT6qrq8u5HT0mJkbl5eUymUzOGd8AgPGD8AYAAPgFt2/fVnJysgIDA5Wfn6+tW7dKko4fP668vDzZbDbFxcXpxo0bioyM/Cq+a2tr1d7errq6Oi1YsECrVq2SwWBgezkAjFOENwAAwN+MXNX+HovFos2bN+v58+e6fPmyMjIyJEl5eXk6cuSIJk+erKioKD179kyLFi3S9evXNW/evFHDmpVuABi/+HUHAAAYYfhN41arVR0dHSooKNCDBw/0+fNn52dqa2tVU1OjY8eOOaP79OnTOnr0qPz9/dXQ0KCnT5/KbDartrZW6enpam5ulpeX1w/fhE50A8D4xS88AADA/w2vOnd1denAgQNKTEzU7t27lZWVpaqqKvX19UmSjEaj0tPTnee7b968qTNnzsjX11cVFRUKDw+XJBUVFWnatGmqq6tTWlqaWlpaRl1JBwCMT2w1BwAA0F/R3d7errVr16qpqUnR0dFKSUlRTEyMli5dquDgYEnSwMCAent7ZTAY5OHhoW3btunatWsqLi5Wamqqc9W8u7tby5YtU2dnp/r7+xUaGqqqqipFRET84acFAPxOhDcAAHB7w9Hd0dGh5cuXy2KxaPv27bpw4YJz1vaPNDY2Kj4+XkajUU+ePJHJZJL01xzupKQkTZkyRW1tbaqvr1dnZ6dCQkJ+x2MBAP4l2GoOAADcnqenp3p7e7Vjxw5ZLBbt3btXhYWF8vHx0dDQ0Kj3Tp06VUFBQTIYDM7otlqt8vLy0uDgoF68eKGFCxequrpa7969U0hIyE//JgBgfCG8AQCAW7Pb7ZKkhw8fqrKyUitWrNC5c+ckaUzjvRwOh/z8/FRfX6/8/HxJkq+vryQpOztbPT09Cg4Olre3twwGg+x2OyPDAMDNTPjTXwAAAOBPGn6beFlZmQYGBpSdnS1JX83dHo3JZFJ+fr5SU1OVm5sri8WisLAwVVdX6+7du4qNjVVycvI3/w8A4D444w0AANya3W6X1WpVQkKCWltb1djYKLPZPOZ7h0P66tWryszM/Or6/Pnzdf/+fZlMJuZ0A4AbY8UbAAC4PZvNpvfv30vSmFa5hw2HdFtbmzIyMjR37lxVVlaqu7tbUVFRSklJkdFoHNOWdQDA+EV4AwAAt+bp6anAwEBFRkaqpqZGbW1tmjNnzpi3mktSSUmJQkNDtWXLFi1ZsuSra0Q3AID9TgAAwK05HA719/fLaDTKZrPp0qVLkr6sfI/ltMzdtAAAAhtJREFURN6HDx90/vx55eTkqKur65t7iG4AAOENAADcmoeHh7y9vbVnzx75+fmptLRUhYWFzms/iu/hkWBv3rxRX1+fFi9erBkzZsjDw+O3fXcAwH8D4Q0AACApPj5eaWlpstvtKioqUnl5uaQv8T08cmzYyO3jBw8e1KdPn7R+/XpJ+uazAAAQ3gAAAJL8/Px06NAhxcbGqqamRmfPnlVpaamkL+fAh4aG5HA4nHO47Xa79u3bp3v37ikpKUlr1qxxfhYAgJEYJwYAADBCU1OTNmzYoJaWFpnNZm3cuFGHDx+WJE2cOFE2m01Wq1W7du1ScXGxwsPD9ejRI82cOZORYQCA7yK8AQAA/qa5uVk7d+7U48eP1d/fr4SEBM2aNUvR0dGqr69XU1OTWltbFRcXp7KyMoWGhvL2cgDADxHeAAAA39Hd3a2SkhKdOHFCPT09zpepSVJsbKxWrlypnJwcGQwGohsAMCrCGwAAYBQdHR16+fKlGhoaNH36dPn4+Gj16tUKCAjQpEmTiG4AwE8R3gAAAL/I4XAwPgwA8FO8/QMAAOAXEd0AgLEgvAEAAAAAcCHCGwAAAAAAFyK8AQAAAABwIcIbAAAAAAAXIrwBAAAAAHAhwhsAAAAAABcivAEAAAAAcCHCGwAAAAAAFyK8AQAAAABwIcIbAAAAAAAXIrwBAAAAAHAhwhsAAAAAABcivAEAAAAAcKH/AUQgk+jjIEbEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_filename = os.path.join(FIGURE_DIR, \"Control_{}.svg\".format(sample))\n",
    "plot_demographics(data_sample_within_range_control, fig_filename=fig_filename)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "115bbdd6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8326375",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0df61998",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}