notebooks/DataSynthesizer__random_mode.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DataSynthesizer Usage (random mode)\n",
    "\n",
    "> This is a quick demo to use DataSynthesizer in random mode.\n",
    "\n",
    "### Step 1 import packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from DataSynthesizer.DataDescriber import DataDescriber\n",
    "from DataSynthesizer.DataGenerator import DataGenerator\n",
    "from DataSynthesizer.ModelInspector import ModelInspector\n",
    "from DataSynthesizer.lib.utils import read_json_file, display_bayesian_network\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2 user-defined parameteres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# input dataset\n",
    "input_data = './data/adult_ssn.csv'\n",
    "# location of two output files\n",
    "mode = 'random_mode'\n",
    "description_file = f'./out/{mode}/description.json'\n",
    "synthetic_data = f'./out/{mode}/sythetic_data.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# An attribute is categorical if its domain size is less than this threshold.\n",
    "# Here modify the threshold to adapt to the domain size of \"education\" (which is 14 in input dataset).\n",
    "threshold_value = 20 \n",
    "\n",
    "# Number of tuples generated in synthetic dataset.\n",
    "num_tuples_to_generate = 32561 # Here 32561 is the same as input dataset, but it can be set to another number."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3 DataDescriber\n",
    "\n",
    "1. Instantiate a DataDescriber.\n",
    "2. Compute the statistics of the dataset.\n",
    "3. Save dataset description to a file on local machine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "describer = DataDescriber(category_threshold=threshold_value)\n",
    "describer.describe_dataset_in_random_mode(input_data)\n",
    "describer.save_dataset_description_to_file(description_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4 generate synthetic dataset\n",
    "\n",
    "1. Instantiate a DataGenerator.\n",
    "2. Generate a synthetic dataset.\n",
    "3. Save it to local machine."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = DataGenerator()\n",
    "generator.generate_dataset_in_random_mode(num_tuples_to_generate, description_file)\n",
    "generator.save_synthetic_data(synthetic_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5 compare the statistics of input and sythetic data (optional)\n",
    "\n",
    "The synthetic data is already saved in a file by step 4. The ModelInspector is for a quick test on the similarity between input and synthetic datasets.\n",
    "\n",
    "#### 5.1 instantiate a ModelInspector.\n",
    "\n",
    "It needs input dataset, synthetic dataset, and attribute description."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read both datasets using Pandas.\n",
    "input_df = pd.read_csv(input_data, skipinitialspace=True)\n",
    "synthetic_df = pd.read_csv(synthetic_data)\n",
    "# Read attribute description from the dataset description file.\n",
    "attribute_description = read_json_file(description_file)['attribute_description']\n",
    "\n",
    "inspector = ModelInspector(input_df, synthetic_df, attribute_description)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.2 compare histograms between input and synthetic datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6+eefJUlNmzZVQECAVqxYoRkzZlgn7fj4eOv5Pxs3blTx4sVVtmxZSdKvv/6aMRuXAaKiovTpp59q/vz5Kl++vIYPH64FCxZo8uTJeuutt9ShQwcVL17cChlNmza1hoR2797dunIWGxsrHx8f+fn56ciRI9q5c6e8vLwUHBycYduWERwOhw4fPqwxY8YoLi5O77zzjiZOnKjXX39dX331lUaOHKnPP/9cd999tyQpR44cCgkJUYkSJZScnJzqeYgOh8Pq67lz5yoqKkrVq1dXxYoVM2Tb0ovruXKufc71ZVX660ux60vEY489JinlmYhSyhfeq4PCXXfdpU6dOkmSfvrpJ61bt866CixJvXv3VrNmzVS6dGm1aNFC06ZNy/STBhUpUkR58uRR3rx5U0065eLqQ1dYrV27tn744Qf17NlT7dq10+DBg/Xhhx8qT548+v333zVixAhJUvPmzXXPPfdo9+7dGjJkiBXMfHx85Ovrq+3bt2vBggV6+umn1axZM+XNm9cWk1o5HA4dOXJEW7dulfTX0E+Xq79cdOjQQTNnzlTp0qXVs2dPjRw5Uq1bt1aRIkW0evVq9e3bVwcPHlSJEiVUoUIFSdJvv/2mtWvXSkoJwYmJida+v2bNGuXMmVNFihTR8uXLNW/ePKtNduIKq66+9PLyUmRkpKZOnSpJ6t+/v0aMGKGmTZuqS5cumjRpklq0aKHY2FiNGTNGS5cuVe7cufXaa69JksaMGWM9s9fLy8vqzx9++EFxcXHq16+fAgMDVadOHd11113pvLUArod8735kfPci498a8v2tI+O7Fxnf88j4mZhBuouPjzevvvqquf/++83EiRPTLN+7d69p2rSpcTqd5oEHHjB79uwxxhjzzTffGKfTaapXr26GDx9uzp07Z4wxJiYmxgwfPtw4nU4zYMAAc+zYMTN79uz03KR0k5iYmOr/k5KSjDHGzJs3z5QpU8a8/PLLJjY29h/Xc+nSJfPpp58ap9NpHnvsMfPrr7+mWveyZctMvXr1jNPpNF9++aV7N+I2kpycnKZPXfr162ecTqcZOnRommXx8fHGGGNOnjxpLl68aIwx5uLFi2b06NHmgQceME6n0wwePNisW7fOXLx40URERJj33nvPOJ1OU6lSJTN37lzr99uRa780xpidO3eavn37mg4dOpjnnnvO9OvXz8yfPz/Va+fPn29q1KhhnE6nmTp1qjEm7b6enJxs3n77beN0Ok27du3MlStX0vze8+fPW/99o79rZnD1/nX69Okb7ie7d+82TqfT1KtXz9oPXeLi4sywYcNMxYoVjdPpNE899ZQ5c+aMMcaYWbNmWefXFi1amEmTJpnw8HDzzTffmKpVq5py5cqZsLAwz25kOrt8+bLp3LmzKV++vPWzq/dTlwEDBhin02l69OiRan8yxpjDhw9bx3fPnj1NdHS02bZtm2ndurVxOp3mmWeeMadOnUr1ntWrV5sHH3zQvPbaa+arr74y77zzjjl79qxnNvI29Nlnnxmn02m++uqrNMs2btxo2rVrZ5xOp3E6neabb76xlnXs2NE4nU5TtmxZ061bNzN16lQzd+5c6+ft2rUzxvx1rADIeOT7W0PGdy8yvvuR728dGd/9yPgZg4yfOfAMbw/5u2frnTx5UqtWrVJwcLAaNGiQ6rULFizQlClTrGcAtW/f3ppl/I033tC2bdv0xx9/6JtvvtGcOXNUoEAB7d69W6dPn1aBAgVUt25dFShQQAUKFEifDU1nrqtfJ06c0D333GP1W3h4uBITE1W5cmUFBARYrz927JiOHTum06dP648//lDx4sVVvnx5lS9fXt26ddP69esVERGhvn376tdff1WRIkW0b98+bdmyRYmJiWrSpIlefPHFDNnW9OBwOOTt7a3jx49rx44dCgkJsZ6jZv7/CmbOnDkVGxurrFmz6vTp01qxYoVOnTqljRs3avfu3QoKClKrVq1Ut25dtW3bVjExMfruu++sfwoWLKhjx45JSrmi369fPz366KPW77cj1+QUgwcP1oQJEySlzBp++fJlbd26VVOnTlWbNm3UsmVLFSlSROXLl1fdunU1YcIEjRo1Sg0aNFCOHDlSnRscDoc6dOigJUuWaM2aNZo9e3aa56S5Jhi6dshkZuO6qy0oKCjVzy9cuJDqTpDNmzdLSpkp/Orn/82bN08TJkzQpk2b5OXlpS5duqhz587W8kaNGunkyZOaPXu2Nm/erM2bN8vb21tJSUny9/dXjx49FBIS4sEtTH9Xrlyxnik5cuRIdezYUV5eXqn2sa1bt2rixIkqXLiwevbsae1PUsrw0zlz5ljH7KlTp5SUlKSyZcuqVatWOnfunHbt2qVOnTqpQoUKqlixotasWaPffvtNSUlJevXVV+V0Oq2/rbHhBEE7d+7Ue++9pw4dOujJJ5/U5cuXtXHjRvn7+1t3eUnS4cOHNWnSJP3yyy+6ePGiypUrp759++qBBx6wXvPuu+/K6XRq5MiRmjt3rjWcVErZ3/v06SPpr2MFQPog33sOGd+9yPjuR76/dWR89yPjex4ZP/Oi4O1mycnJkv56xtH1DviDBw8qPj5eQUFBCgwMlCRt2bJFEyZM0Jw5cyRJdevW1Xvvvaf8+fMrKSlJZ8+eVb58+fTxxx9r3bp1GjNmjPbs2aPIyEhJ0jPPPKNu3bql+fCwm/Pnz+v999/Xnj179Pnnn+vBBx+UMUYFCxaUlPLcxDx58ih79uxasmSJtmzZotjYWJ08edJaR8GCBdW9e3fVr19fn332mebOnauJEydq3bp1Wr9+vZKTk1WqVCl17txZjz/+uCR7nrhdVq5cqQ4dOih//vz64osv9PDDD0uSsmbNKkmaOHGi1qxZo6xZs+q3335LNUzKx8dHkZGRGjx4sCIjI/XKK6/ozTffVMmSJbV8+XJt2rRJuXLlUsGCBVWvXj21atXKeq+d+zQ2NlYff/yx9QUrNDRU9evX14EDB7Rw4UJNmzZNEyZM0Llz5zRw4EDlz59fderU0bp167Rnzx6NGjVK77zzTpr+cTqdat++vYYNG6bvvvtO9evXv+4wp8z+bM/k5GRrQiVJmjNnjt5//3298sorateunTV81nW+zZUrlyRp06ZNGj9+vObPny9JatCggd59913ly5dPp0+f1qpVq1SsWDFVqFBBHTp0UOPGjbV06VJt27ZN3t7eypMnj1544QVrGK+d+Pn5qVatWtq8ebOGDh2qJ554Qt99953uu+8+dezYUZJ0+vRpJSQkqFKlStZn0+XLl/XLL79o8uTJ+vPPP5UjRw7169dPTZs2tdZdv3593Xvvvfrggw/0559/aseOHZo0aZKklAnEPvjgA2sovqRUk7LZRXx8vH766Sft3LlTZ8+eVXJysrJkySIvLy8lJCQoOTlZV65c0ZQpUzRlyhQdOnRId999twYMGKDGjRtLSjkX79y5U23atFGRIkXUtWtXPfbYY9q4caMiIyOVmJioRx55RDVr1szYjQXuQOR7zyPjux8Z373I97eOjO9+ZHzPIuNnbhS83ejqq2j79u3T9OnTdfnyZfn4+KhmzZqqVq2apJTnKvn5+SlLlizaunWrFi9erGnTpuncuXMqWbKkevfubU0OMm3aNM2aNUv169dXq1atlC9fPj399NOqVauWzpw5Y62rWLFiGbbd6Wnnzp1av369Ll68qAULFqhs2bLy9vaW0+lUmTJlFB4ervDwcOv1Xl5eKl68uB544AGVKFFCGzZs0KFDhzRx4kQ99thjKlmypEqWLKlnn31WBw8elL+/v5KSkvTII49Y67DjiftqZcqUUf78+XXy5EktWbJEhQsXVlBQkJ5++mnt3btXq1at0qFDh6zXP/TQQwoODraeJ+malGn79u06d+6ccufOrQYNGqhBgwaKjY1VQkKC/P39lSVLFkkp+7+Pj48tg7CL66p3+fLl9c0331hfVB988EE9+OCDio+P1/Tp0zVr1iw9+OCDatWqlR544AE99dRT2rNnjyZNmqTGjRvrvvvuS7P/NW/eXJGRkWrXrp0tn+l19faePHlSQUFB2rt3r2JjY7VgwQLVrFnTmiAlNjZWkrR9+3b169dPCxYsUHR0tEqXLq3evXtbzzk8ceKE2rRpo8OHD2vy5MmSUs7XefPmVfPmzdW8eXPbH+dZsmTRiy++qDVr1uiPP/5Q48aNFR8frypVqqh169a66667rGcduu76WLRokaZMmaI1a9ZIktq2batu3brJz89Pmzdv1uLFi9WsWTMVK1ZMZcuW1ahRo7Rt2zbt3r1bxhgFBgaqcePGae74yMz97Dp/XcvPz8+68/Lw4cPWxEC5cuWSMUZTpkzRsWPHtGHDBklSx44d9dZbb1nnwWnTpqlv374qWbKk2rZta+2P5cqVU7ly5dJvAwGkQb5PH2R89yPjuxf5/taQ8T2DjO8eZHx7ouDtRl5eXoqLi9OQIUOsmZZdQ2gmTJigunXrqnfv3rrnnnsUHx+v5cuXa8eOHTp+/LiyZ8+ufv366YUXXki1zrFjx2r//v165plnUv08R44c153kwQ7+7kPpkUceUfPmzTVu3Dj9/vvvevjhh1WnTh099NBD6tu3r7788ktrptvSpUvr8ccfV44cOeR0OuXn56d58+bpgw8+0KVLlxQZGamgoCB5eXmpUKFCKlSo0HXbkZlP3FLKB1BSUtJ1T+BJSUkKDAzUa6+9pvfff18LFizQQw89pHz58un+++/Xl19+qfnz5+vKlSu6dOmS6tSpo8KFC8vhcFhhrFWrVtqwYYNOnDiRanhUUlKSdQeJ9NcV/eu1w25mzZql2NhYNW/ePNVdWSdOnND06dM1e/ZsxcXFqWjRotZM9tmyZVONGjW0bt06rVmzxpo5+9r9LygoSB9++KEke31RcxUUvL29FR0dra+//lqrV69W//799dZbb2nmzJnatWuX5syZo3vuuUe5cuVSzZo1NXDgQIWFhSksLEy5cuXSJ598Yg0FdU0slDNnTmsmbD8/P0lp75KxSz9ejyuErl27Vvv375fD4VB8fLxatGih3r17W33iukNj0qRJOnnypBYvXqzExETVrFlTvXv3VuHChSVJMTEx+vLLL7V+/XoVLlzYKsgEBgaqZs2aae5OsNMXYNf56/jx48qbN698fX2t7XPdObdkyRJ1795dgYGBuu+++7Rs2TLNmzdPiYmJqlu3rt59913dc889kqS4uDgFBARYk4DdfffdqSavcbHr3XJAZkC+dx8yvnuR8dMX+f6/IeN7Dhnffcj49mTvT6V0dubMGWsW8eLFi6t58+YqWrSoNm3apFGjRikwMFC5c+dWUFCQqlWrplWrVunUqVNq1aqVevToYQ3huXLlinx8fHT+/HlduXJFDodDJUuWlGTP56FdzRhjnQQuXryo7NmzW8tcH5ZPPvmkwsPDtXHjRs2dO1cVK1ZUrly5VL58ef3www/y8fFRdHS0cufOnWb9OXPm1IULFxQYGKh8+fL97dAwu3w4ugJoZGSkIiMjVapUKWuZa/ubN2+umTNnasOGDZo/f75KlCihIkWKKFeuXGm+pBljUs0wHhMTI0m69957lZiYKF9f3+te4bXDMDzpxiHUtX/GxMRo48aN8vPzs+4iunLlimbNmqWJEydq9+7dypo1q/r06aPWrVtL+mtfL168uBo0aKAtW7bot99+07Jly1SrVq3r/k47PMfvaq7949KlS3rppZe0e/duSSlhweFw6O2331b37t31888/q2rVqqpcubKCg4PVsGFDzZkzRwULFtTUqVOVN29eSSnD9FzDzZYuXapTp07p7rvvVtGiRTNqE9PV1eHJ9e+xY8cqMjJSRYoU0aFDh7Rv3z75+flZr82bN68qVKigTZs2acGCBSpevLh69eqlGjVqSJISEhLk6+urqKgoHTp0SNmyZUs1jPFG7bDTF+DDhw/r1VdflZeXl0JDQ9W4cWPrOCxdurTKlCmjw4cPa+PGjQoJCdGLL76ocePGKTExUS1atLC+zLo+213Po125cqUkqWLFitftL7t/9gO3M/K9e5Dx3Y+M7z7ke88h47sXGd8zyPj2lPk/nTKA64ritVasWKHffvtNlStX1tixY9W2bVvVqlVLXbt21cyZM9WvXz/rKlunTp0kpXy41qlTJ1UY9vf3l7e3t1atWqWTJ0/qvvvuS3Nngl05HA6dP39eb7zxhj744ANr+I3014dlyZIlVb9+feXIkUNr167VokWLrNf4+PjIy8tLAQEBunTpUqp1R0dH68cff5TD4dDzzz8vb2/vVKHOzpYtW6Zq1arpnXfeSdUvDodDSUlJkqTXXntNkvT7779r3bp11tVIKeUDbfv27YqKipLD4bD+FjNnztTAgQOVL18+tWvXTn5+frY9abv6yfXBt3XrVm3evFlbt26VlDrsFy5cWFmyZNGff/6plStXqkuXLurbt692796tli1batWqVWrdurWOHz+uTz75RO+//74uXLggf39/hYSEWM+V/Prrr1P9zqtl9i8XycnJqY6/pUuXqlu3bpo8ebL279+vdu3aadGiRapTp46klEloypcvr/Pnz+uXX37R2bNnJUmvvvqq/P39dezYMU2bNk0HDx6UJGt47caNGzVo0CD5+fnp9ddfTzXxjR259tOrj0NXP/fv31+jR4/WJ598osDAQK1fv14zZsywXps3b15VqVJFPj4+ypYtm77++mvVqFFDiYmJiouLs4YtHj58WGfOnNFdd91lDee7EbudD3bs2KF9+/Zp37591h0wrm28cuWKgoODFRcXp8uXL0tKuWPLdW4NCwuznnvo7+8vPz8/xcXFadiwYVq2bJnuv/9+PfvssxmzYQDI9x5GxvcMMv6tId+7HxnfM8j4nkXGtyf7XJJJJ1dfiT1z5oxiY2NVpEgRRUdHa9y4cUpOTla7du0UFBRkTfzh4+Nj3cHhGhbx0EMPqW3btho3bpz69eunJ598Uu3bt1euXLl0+vRpTZo0SSNHjpSfn59CQ0OveyeDXa1Zs0YLFy5Uzpw5VaNGDd1zzz1Wn7uusjdo0EB//PGHFi1apHnz5qly5coqUqSIvLy8dOrUKX333XfKkiWLmjVrpkKFCmnRokUaP368tm3bpho1aliz6drtRH0j+fPnl6+vr/7880/NnTtXLVq0sJa5+rZq1ap6+umnNWvWLM2dO1dly5ZV6dKlJaWE3vfee0+VKlVSnTp1lDdvXs2YMUOrVq2Sw+HQa6+9luquEru5+q6ksLAwfffdd9qxY4eklLsVmjdvrjZt2ig4OFjGGAUEBOjChQsaNGiQ9u7dq4SEBD3yyCPq06ePgoODrfXOmDFDEyZMUKVKlawhzIUKFVLt2rWVnJysV155Jf03Nh1cfR6NiYnR+fPnNWLECG3ZskUREREKDAxUz549Jckavuzr66v33ntPzZs315w5c1S9enU1aNBAwcHB6tmzpz766CONGDFCv//+ux5//HEVL15cq1at0m+//abo6Gg1bNjQCtZ2lJSUlGqY3MqVK3XixAk5HA6FhISoQIECKlasmIoVK6a4uDg1bdpUY8aM0Zdffqknn3xSfn5+ypo1q2rVqqUtW7YoLCxM/fr10+DBg3XPPfdYdyQsX75cH3zwgSSpQ4cO1jPt7OTvhhLnz59fwcHB2rdvnyIjI9WzZ0999tlnevjhh5U9e3YVKFBAiYmJCgsLU61atSSlFBq2bt2qVatWqX///tqwYYOcTqf8/f21YMECbd68WdmyZdNLL71kDYMEkL7I9+mDjO9+ZPz/jnzvfmR89yPjuw8Z/85DwfsmXf2st/j4eA0ZMkQzZ87Uc889p86dOysmJkaxsbHKmzev7r33Xkm67pAFHx8fxcfH6+jRo+revbv279+vP/74Q6NGjdLs2bN19913a+/evbpy5YqyZcumPn36WLO72sm1zyq6ekKgJ598UnPmzNHvv/+uefPm6f7777e+UHh5eckYozx58qhhw4bavn27tmzZojlz5qhz586SUiYGmDp1qqSUwOHr66szZ85Ikho3bqwePXpYsxPbhTHmhkPgjDEqVaqUXn/9dQ0aNEgjR45U9erVU32IufbvTp06adGiRVq3bp2WL1+ue++9Vzly5FBycrJy586dZsKgMmXKWCHZzlx3JX399df66aefJKXMqJ4vXz6tXLlSmzZt0mOPPaYiRYooW7ZsevTRR7V69Wrt3LlTefPm1fvvv2/d1ZGYmKiEhAQFBATo4sWLkmTt367j4rHHHlP9+vUlpT427MLb21txcXEaOnSo9u7dq8GDB6tt27b6+OOPdejQIVWuXFmXLl1SlixZrDu6jDEqV66cmjZtql9++UXTp09X2bJlFRwcrJYtWyouLk7Tpk3T9u3btX37dut3BQYGXvf5qXZy9Re2P/74Q4MGDdKmTZvk5+en+Ph4lShRQs8//7xatWplfWFr1KiRli9frr1792r48OF66623JEnlypVT27ZtdejQIW3ZskUdO3ZUmTJlVKJECes5iomJiXr++ef15JNPZuBWe46rL//880/ly5dPOXLksIZ65s+fX35+fvL391eVKlW0YcMGffrpp+rUqZPq16+vxx9/XCNGjNDWrVt1/vx55cqVS5LUvXt3lSpVSiNGjNC8efM0b9486/fVqlVL7733nvX8RADph3zvfmR89yLjew753v3I+O5FxncvMv6dx2HulPFebvTGG29o4cKFkqS+ffuqVatWOnjwoOrXry9fX1/99ttvKlCgwHU/yI4fP66vvvpKZ8+e1WeffSZ/f38tWbJEU6dO1Y4dO1SwYEH5+Piodu3aeu2111I9384Org1t115lc/3/1q1b1apVKyUnJ6tbt2564YUXrMlRXKHhypUreu+996w7FXr27KmHH35YkZGR2rx5s/UsK9cs7u3bt7dCm51CxtUzCl+5ckXR0dHy8/Ozhiy5REVFqXXr1tq/f786dOigt99+O9V6XH3y6aefavz48SpZsqR69eqlRx99VFLKhCy//PKLLl68qMTERD3yyCPWXTSuZ/7ZpU+vlZycrG+++UYjR45UcHCw3njjDdWrV09SyizXAQEBqlatmvX6hIQE1a5d25ptvVu3bvL19bUmr5BSZh9//vnntWfPHn399dfXDRZ22U9dHzOuL8B79uxRly5ddOjQIUkpX1rz5MmjYcOGacqUKQoICNDixYt19913W33gOjdERUWpevXqSkpK0jvvvKPnn3/e2s+PHz+uDRs2KCIiQtmyZVPevHn19NNPW31uZxcuXNCQIUM0ceJESVKJEiVUqlQprVy5UtHR0br77rs1adIkFSlSRJIUHx+vadOmqX///pKkxYsX695777XOr+vWrdM333yjLVu2WEMoJSk4OFhdu3a1vuDZ0YULF9SnTx8tXLhQrVu3Vp8+fVIt79Onj37++We9+uqrSkpK0siRI5U7d27973//0913361XXnlFsbGxGj16tFUgc4mIiNCmTZuUkJCgpKQkVa5cmRnagdsE+f7WkPHdj4zvWeT7W0fG9zwyvvuQ8e9ABjdl48aN5vnnnzejR482tWrVMl27djUHDhxI9ZrWrVsbp9NphgwZYowxJjk5Oc16du3aZapVq2YqVKiQ6v1xcXHm+PHj5tixY+b06dOe3JQMk5iYaP33xYsXzbhx48yAAQPMRx99ZEaMGGG2bduW6vUffvihcTqdplmzZiY8PDzVsqSkJGOMMQsXLjROp9NUqFDB9OvXz1y5ciXV74iKijKHDh2yfpacnJyqHXYyZcoU06JFC9OwYUNTpUoV07p1a/Pjjz+aEydOWK+ZMWOGcTqdpmzZsmbr1q2p3u/ql927d5uyZcsap9NpPvzwQ3Py5Mk0v+vqfTshIcFDW+RZ1zs+b2Tv3r2mQoUKpl69etftDxfXfmmMMTNnzrT2zZ49e5qoqChr2erVq03z5s2N0+k0b775pomNjf1vG5HJrFq1yixcuNAMHjzYOJ1OM2DAALN3715r+erVq03Dhg2N0+k0X375pTEmdZ+69tFRo0YZp9Np6tata7Zs2ZK+G3EbuLpPjDHm8uXL5rPPPjNOp9M0bNjQzJ0711q2fPly06pVK+N0Ok23bt1Sve/YsWMmNDTUOJ1O88Ybb6T5PRcvXjQrVqwwU6ZMMb/++qtZsmRJquV2OJe6+vLq88HZs2dNnz59TPny5Y3T6TTjx48358+ft5YvW7bMlCpVygwePNicP3/e9OnTxzidTtOiRQuzZMkS88orrxin02ntm0lJSf/qfAMg/ZDv3YOM71lk/JtHvs8YZHz3IOO7DxkfxhjDI01uQnx8vObOnatNmzYpMjJSZ86cUdeuXVWoUCHrimR8fLyqV6+u8PBwzZ07V40aNVLRokWt5eb/r6gVLVpU2bJl05kzZ1JNGJIlSxbbP9fHdZfH5MmTNXjwYF24cCHV8hEjRujVV1/Vs88+q8DAQL3yyitavHixtm/friVLlqh48eLWMEXXVfGQkBAFBAQoNjZWYWFhWr58uZ544gkZY6wrwq7nI149bNVOtm7dqg8//FARERGSZD1DzjU0sVy5cho+fLjy5Mmjp556SrNnz9aqVas0ZswYffHFF9ZES64r8ydPnpQkZcuWTfPmzVP58uXVqFEja7lrX3Zdlc9MszNv27ZN586ds2akdjFX3Z1wvbsu9uzZo9jYWJUsWVJBQUHWa44cOaI9e/YoKipKS5YsUb58+VS8eHG1bdtWTz/9tHbs2KG5c+dqxowZ2rRpk/Lmzau4uDjt3LlTycnJeuyxx/T222/fEXcnhIeHKzQ0VAEBASpQoIBq1aplPcPPdWyWLVtW9erV0969ezV58mQ9++yzKlKkiLXc9Xfp0KGDfvzxRx06dEjz5s1T4cKFrWFldpacnJxqQimXVatWadq0aXrggQc0cuTIVMO5a9SooalTp8rhcGj+/Plq0qSJqlWrJmOM8ufPrxYtWmjt2rX67bfftG7dOlWpUkV79uzRPffco+zZs6t69epp2uG64ywzn0tdz0N09eXVw+8DAwPVt29fBQcHa8CAAfrmm28UGRmpjh07KmvWrMqZM6fuvvturVu3Tm+++aZ69uypS5cuaf78+ZoyZYo1lHnx4sUqV67cde/iMtcM+QeQ/sj37kPG9wwy/s0h32csMv6tI+O7DxkfV7PHWBo3cc3Mbq55youfn59atGihkiVL6siRI8qXL58V5FwnAz8/P5UvX16lS5fWwYMHNXr0aGu56wQmpQSXw4cPq3DhwracCODvXLp0Sf3799dHH30kLy8vtW7dWt9//7169eqlBg0aKC4uTkOGDNHYsWMVFRWl/Pnzq127dpKk3377TRs3brTW5ZowKDw8XElJSXryySd16NAhTZ48WRcvXrzuSSYzn7hvZM+ePfrggw8UERGhp556StOnT9ecOXM0efJkde3aVUFBQdq6dauGDBmiI0eOyMfHRx07dpSU0qe///67tS7XCXvXrl3y9/fXE088ofPnz2v9+vXWbMTSXx8amWkoXnJyskaNGqXnnntOI0aM0MmTJ63Z6xMTE+VwOORwOBQfH59qu1znguLFi0uSFi5cqG+//VaTJ09Wz5499cILL6h3797q27evli1bpp9++kkDBgzQkCFDJEkdO3bUxx9/rBIlSujYsWOKiIjQkSNHVKZMGQ0aNEjDhg1ToUKF/nYG7MzGdR69VsWKFVW3bl0lJydr3759KliwoKSUIbquYzNHjhyqVauWHn74YcXExGj48OGS/jp2HQ6Hdez36tVLkjRu3Dht2bLFo9t0u/Dy8pLD4dDOnTv1ySef6Pz585Kk1atXKyYmRg899FCqIHzs2DF1795dv//+u/VFbtiwYZJkheqHH35YTZs2lZQyjC80NFTPPvuspk+fnuq4v1pm+QJ8I64h9w6HQxERERo0aJAGDRqkzz//XIsWLdKlS5fk5+entm3bqnPnzsqaNatGjhypoUOHSkoZShoUFKSNGzdq586dypYtm7p06aJWrVpp5cqV2r17t/Vc0Li4uOu2gSAMpB/yveeR8d2PjP/PyPfpi4zvOWR89yDjI430vqX8dnQzQxGuXLliJk2aZJxOp3E6nWbFihVp3hsXF2dGjRplKlasaJxOp5k4caI5e/astY61a9eaBg0amDJlyphff/3VY9tzu1q6dKmpWLGiqVev3nWHKL3//vumVKlSplq1ambixInGmJThNM2aNTNOp9N06dLF7Nixw3r98ePHzfPPP28ef/xxs2jRItOlSxezatWqdNuejOQaZtS/f3/jdDrNp59+mmaZMcYsWbLEOJ1OU65cOTNx4kRz+fJlY8xfQ0kbN25sVq9ebb1v/PjxplSpUuaTTz4xJ06cMHPmzEnHrfKsSZMmmapVq5oqVaqYMWPGpFk+ceJE06VLF/PWW2+ZLl26mGXLllnDZy9cuGB69eplHf/333+/9d/NmjUz7du3N1988YXp1q2bcTqd5oEHHjCnTp2y1n358mWzZ88es3//frNp06ZUv9cOQ8aMSdmOG51HXdu4Zs0aU6dOHeN0Ok3z5s3NpUuXjDGph5pduXLFTJ482Tz44IPG6XSaNWvWpFrH1Z5//nkTGhpqrceO4uPjrf+Oi4uzjl2n02kdn2+//bZxOp1m7NixxpiUvgoPDzedOnUyTqfTvP766+Z///ufqV69unE6nWby5MnGmL+G+u3du9dUqVLFWu+jjz5qVq5cmb4b6iYnTpww8+fPN9HR0caYGw9tPnPmjHW8XvvPiy++aObPn2+MMSY6OtosWLDAWjZ8+HCTnJxsfvjhB+N0Os33339vrTMpKcl06dLFOj/UqVPH8xsM4IbI9+mHjO8+ZPx/h3zveWR8zyDj/ztkfPwXmfsSjhtcPaHK3r17NW/ePCUnJ+vy5csqX768qlWrpuzZs8vPz081a9ZUjRo1tGLFCk2aNEnVq1e3rhYbY5QlSxY9/fTTunjxokaNGqXPP/9cP/74ox555BEdPHhQYWFhio+PV+PGja87hMTOYmJiNGbMGMXExKh3794qV66cjDFKSkqSw+GQt7e3Xn/9dUVGRmrJkiVasmSJQkJCFBwcrFdffVVdu3bV0qVLdeLECbVt21bHjx/XzJkz9eeff+rTTz/V448/busJFq7l7e2ty5cva/HixZKkJ554QlLqyW0kqU6dOmrSpIl+/fVXLVmyRDVr1tS9996rV199VfPnz9fOnTv11ltvqWLFijpy5Ij27dunAgUKqG7dusqfP7+eeuopSWknHspMXMMTn376aW3ZskWzZ8/WggULVKVKFZUtW1Zr167VBx98oIMHD6Z638KFC9WsWTO9/fbbCgwM1Pvvv6+goCDt379fDodDQUFBeuqpp5QtWzYVLFhQWbJkUVRUlA4ePKiIiAjt3LlT+fLlkyT5+/urRIkSqdZvl+G35ppJqnbt2qX58+dLknx9fdWwYUMVLVpUkvTII4+odu3amjJliiIjI7VmzRo98cQTqa6E+/n56dFHH1Xt2rU1f/58ffvtt3rkkUdSDR137efjxo2Tv79/um9zevL19ZUk7du3TwkJCZo8ebJKlCihpk2b6pFHHpEk3X///QoKClLLli0lpQx//Oabb7Rjxw5rQpaLFy9qw4YN+u233/Tdd9+pXr16CgwMVGJiou677z6NHTtW27ZtU0JCglq2bJkp704ICwtTu3btlCdPHg0cOFCPPvpoqu1wnQs2btyoDz74QHv27FH58uXVsGFD5c6dWzt27ND8+fP1xx9/aOfOnSpWrJicTqfq1aun/v37a8iQIRoxYoTOnj2rJ554QtmzZ9ehQ4esO8d8fHzUt29feXl5afny5bad4R7IDMj36YeM715k/JtDvvc8Mr5nkfFvHhkf/1nG1dpvH9HR0aZ3797XvQr0wgsvWHdrJCQkmMWLF1uTfbiujl3vquSXX35pGjdunGpddevWNTNmzEjPTUs3106wcO0Vt9OnT5s6deqYChUqmM2bN6d5v+v18+fPNyEhIaZq1apm9uzZ1vKBAweaWrVqGafTaUqVKmX16VdffZVqEptr25FZJScn/2Ofrlu3zjidTvPYY49Zd3VczbVfHjp0yOqvq++OWbRokXnmmWeM0+m0rrS3b9/e/Pnnnx7Yoozl6rsVK1aY+vXrm7Jly5oBAwaYK1eumJdeesk4nU7Tp08fEx4ebpYtW2YGDhxo9dn7779vTUDl6tMbTUJz8uRJExISYpxOpzl8+HC6bNvtIjIy0vTs2TPNOfTpp582GzZssF63b98+a9Ka3r17m8jISGNM6v07OTnZLFiwwLpbYdq0acYYe90tc7MiIyOtc16XLl3MU089ZY4dO3bD1y9atMhUrlzZVK9e3fz000+plnXv3j3Vfv13MuNEVefPnze1a9dOMxnXtefOvn37GqfTafr27WsuXLiQatnmzZutCeq6dOlijh8/bi1btGiRefzxx43T6TSdOnUydevWNXXr1rXW79o/jx07lma9ANIf+d49yPjuRcZ3H/J9+iDjewYZ/+aR8fFf3bEFb9fOu2PHDtOiRQvjdDpNkyZNzPfff2/mzZtnvv76a2unL1OmjDVMKTo62jqQGjZsmGa9rgCTmJhozp07ZxYtWmSWLVtmli9fbpugdrVrZ0S/UVCIiIgwpUqVMiEhIdc9Qbn+OyEhwTRp0sQ4nU4zcuRIa/mFCxfMypUrTceOHU23bt1Mv379Us38bKfZca/uz3PnzpmdO3eao0ePpho+a0xKyHXNMOz6gnFtP7jW9eabbxqn02n69++favnJkyfNkiVLzJw5c0x4eLj1czvPOPz555+bBx54wNStW9e89957qYaJXW3s2LGmfPnyplKlSmbo0KGplsXGxqb6kDTGmEuXLlnDT/v16+fBLbj9zJ8/31SrVs04nU7z+OOPmy+++MK899571hfYdu3apXr9999/b8qUKWNq1659wyLB6dOnzaeffmqcTqcpX768NXztTuQKZ06n04SGhhpjUo7taz9TTp48aerWrWucTqeZNGmSiYuLM8YYq2DQqVMnU6ZMGStcDxo0KNXM5C6Z8dh3net+/vln43Q6TdWqVc3cuXPTbEt4eLi13BVYExMTU513IyIirP6+dv9cv369qVq1aqovfL///rsxxj7FGCAzI9+7Dxnf/cj4nkO+9wwyvmeR8f8ZGR+34o55pMm1MzO7hkDMmjVLmzdvVsOGDfXee+9ZkwE0aNBAdevW1dChQ7Vs2TINGTJE/fv3V8GCBdWkSROtWLFCe/fu1aRJk9SqVas0Mww7HA7lypXL9kPwXEMVT506pQkTJuj48eNKTExUcHCwateurXLlyklKGY5TtGhRHThwQEuWLFHLli1TzWDrcDiUkJAgX19f1axZUzt27NDOnTut35M9e3ZVq1ZN1apVU3x8vDXruGvyjMwyucrNcA0bGzFihKZNm6a4uDhdvnxZxYsX1/PPP68nnnhCOXPmVHJyskqVKqVt27Zp9erVevDBB9MMUXKtyzUE0jUEz3U8BAUFKSgoKNV7MuvQxn/i2uZGjRpp48aN2rp1q2JiYpQjRw7Vr19fUspwUdeszi+++KIOHTqkadOmaenSpapRo4bKlSunS5cuadCgQQoPD9cbb7yhUqVKafPmzZoyZYo2bNigUqVKqUmTJhm8teln48aN+uqrr3TmzBl17txZL774onLlyqX4+HgtXrxYn3zyidasWaOffvpJzZs3lyQ999xzWrZsmf744w8tXLhQ5cqVU7FixVKdE/LmzauaNWtq8eLFKlasmLy8vGw76/WNjjnXue7DDz+0hs45HA6dOXNGefPmTfP6devW6dChQ6pYsaKee+45a6ikn5+fdu3apRUrVigkJEQFCxbUTz/9pODgYOXMmTPNejJjH7s+A5o2baqZM2dq3bp1WrBggZxOp4KDg619xzUxWtWqVZU9e/Y0Q8STk5NVunRptW7dWhMnTtSPP/6oZ555xlpWqVIlffDBB5o6dapWrVolKWWIb+3atW31OQRkFuR7zyHjux8Z3/3I955Dxr91ZPxbR8bHrbgj/nLGGGsnjY+Pt36+a9cujR07VlmzZlX37t0VGBio5ORka4bgMmXK6N1335XD4dCaNWu0bNkySVLJkiXVokULSdLXX3+tixcvWrO1u9j5oEhKSkr1/xMmTFC9evU0ZswYzZs3TwsXLtR3332nNm3aaMaMGYqLi5MxRrVq1ZIkzZgxQ9HR0fLy8krVZ67nd504cUJSSoCW0s4I7TrBuwJOZu/r5OTkVNt48uRJvfjiixo8eLAiIyNVpEgRZc+eXdu3b1efPn3Up08fxcfHq0iRIipZsqQSExMVFhamrVu3Svrr7+PalxMTE3Xq1ClJUoECBSRdf/80/z+TuB2CcHJycpqZ0V3bfP/996tevXrKnTu3IiMjVbx4ceXPn19SypcG137p7e2tJk2aqEiRItq/f792794tSdq2bZuWL1+uPXv26PXXX1ezZs30zjvvaMOGDapbt65GjBihBx98MH03OAMkJSXpypUrGjVqlI4cOaLPPvtMXbp0Ua5cuSSlBLAsWbJY59PRo0fr4sWLklK+3L7wwgvKli2bwsPDtWzZslRB1/W3K1++vCZNmqQxY8YoW7ZsmTKk/R3Xseo65sLCwrRs2TItX75ckqwv/cWLF1ebNm0kSUePHtWBAwdSrcfVX659fP/+/YqJibGW//bbb+rUqZN8fX316quv6qOPPtK2bdvUqFEjD25d+rr6s/vVV1+VJC1btkxr1qzRlStXrH3H1ddnzpyRlHY2etfrnn32WQUEBGjjxo3avHlzqtc89thj6tevn4oUKaLWrVurY8eOHtsuADdGvnc/Mr57kfHdi3yfPsj4t46M7z5kfNyKzJ0ibpLD4dCVK1fUp08fff7559bPt2zZIkkKCQlRUFCQdfXXdXAkJyerSJEi1oE1depUSdJdd92lunXrqly5coqJidG3336bzluUsVwnk5iYGP3555/68ssvlS1bNr3xxhuaMWOG+vfvr6eeekpxcXEaMGCA1W+uq45bt27V+PHjrfW5wqCXl5diYmK0bds2SSkfAFLa4OY6WWX2EOziCvS7du3SqVOntHTpUoWHh+vpp5/W7NmzNWXKFI0fP169evVSQECAFi1apOHDhyspKUlNmjRR/vz5rTsQLl26ZH2pcO3LYWFh2r59u4oXL65KlSrdsB12CRqu49jhcOjcuXOKiorShQsXUgXk+vXrq3z58nI4HDp+/LgOHz4sKW2oKFeunEqXLq24uDjrbqQqVapo4sSJevnll1W6dGmVLFlS9evX1/jx4zVkyBDlz58/zRe4zOzaL78u3t7eSkhI0J9//inpr+NVSik8TJs2Td27d5ePj4/y58+vI0eOaMyYMdZrGjRooFq1aunChQtavHix9WXu6lCcNWtW68uK3RhjrHPp6tWr1bJlS73yyivq1q2bOnbsqHfffdf6jJKkrl27Knv27Dpw4IBWr16tS5cuWctc/VW0aFEFBwfr/Pnz6ty5sz755BO1b99eXbt21cmTJ/Xyyy+rTJkySk5Olq+vrxUeMzNz1YRKPj4+OnLkiEJCQlS3bl3Fx8dr7ty52rVrl/X67NmzK0uWLLp06VKqn7u4+tLX11d58uRRQEBAms8cY4wKFSqkWbNmqU+fPrb5LAIyG/K9+5Hx3YuM7z7ke/cj43sGGd89yPhwhzvikSbJycmaPHmypk+frhYtWqSZPfn06dNphjxIfx0UTZo00Y8//qi9e/dq+fLlqlmzpgoVKqQXXnhBW7du1f/+9z81adJEpUqVSvdtywgHDhzQu+++q7Jly+rMmTNKTk7W0KFDVaFCBUlSqVKl9Nxzzyk5OVnz58/X1KlTVbx4cT3yyCOqW7euxo4dq2HDhqlkyZKqXr26smbNKkk6dOiQPv/8c+3bt08vvvjiHTFc1GXChAn65JNP9PjjjysmJkaFCxfWwIEDJaWEkSJFiqht27by9/fXhx9+qJ9++sm6k+HZZ5/VxIkT9euvv8rLy0vt27dXoUKFdPnyZU2fPl1DhgyRMUavvfaa7rnnngzeUs9xfaHy8fHR5cuXNWbMGC1ZskQJCQlKTExUkyZNrKu099xzj+rXr6+dO3fq0qVL2rBhgwoXLpzqC4HrnPDEE09o9uzZ2rVrl65cuSJ/f3/lz59f77zzjuLj4xUbG2vd8SDZZ7jotefJCxcuKEeOHKlec/ToUZ09e1Y5c+ZUtmzZJEknTpzQL7/8ojFjxsjf31/dunXT8ePHNWzYME2YMEGNGjXSfffdJ0lq1aqVNm/erG3btunXX3/Vfffdp7vuuit9NzSDOBwORUZG6ssvv9SMGTMkScWKFVPu3Lm1ceNGzZ49W8YYFS1aVDlz5lSWLFnUvXt3vf/++/rll19UtWpVVa5cWdJfXyCKFi2qli1bqn///tqwYYM2bNggKeWuxR49eqhatWqp2nDtZ97taN++fdq4caPq16+v7Nmzpxny6nA45HA4tG/fPn311VfasmWLcubMqaioKPn4+Gjz5s1aunSpChUqpMDAQBUvXlxZs2bVn3/+qc2bNys4OFi+vr7Wel3nkbvuuktxcXGKj4+39m0XV/j19/dP174AkBr53v3I+O5Hxr815Hv3I+N7Fhn/5pDxkR5u/yPhOrZv366yZcve9Ou9vLx09913S0oZ5ug6uWfJkkXZsmXTlStXFBERkWaY0tXDIwIDAxUdHW2dPPz8/PToo4/q0Ucf1alTp1J9INrdhg0btHnzZp09e1aXL19WxYoVVaFCBesqnDFGPj4+ev311xUZGan169dr7ty5qly5slq2bKmzZ89q1qxZ6tevn0qUKKHKlSsrMjJSK1as0IkTJ1SlShU999xzkpTmxJfZXbs9rv9/4IEH5O/vr+XLlyshIUHt2rWT9NfzvVyve+GFF7R48WKtXr1av//+u+rVq6fmzZvL19dXgwYN0s8//6yZM2eqePHiOnXqlKKjo+Xr66tevXrpqaeeyqjNTheuD6hff/1VAwcO1Llz5ySlfGBduXJFgwYNkr+/v9q2bStJevzxx7V27Vr9/PPPWrZsmSpWrKgiRYqkGUZ7/PhxSVKJEiXk7++f6nmhfn5+1pC0a8NjZufajlWrVmncuHFKTEzUvffeqyeeeEI1a9aUlPLF95VXXtETTzyh4OBgXbhwQd99951+/vlnlS5dWp999pnuu+8+hYeHa+bMmTp69Ki++uorfffdd5KkChUqqFatWpo4caIk+9zRdTNOnTqljz/+WIsWLVL58uUVGhqqJ554QjExMRo9erTGjx+vVatWacGCBdYQ++bNm2vKlCnauXOnZsyYofvuu0+BgYHWOSVbtmxq1aqVcufOrWPHjikuLk733Xef9WxAKe3zbm9XycnJWrFihTp16iQvLy/lzZtXtWrVuu75c/bs2frwww916dIl3X///apYsaL27t2rQ4cO6dSpU1q0aJEqVKigmjVr6qGHHlJISIjmzZunefPmKTg4WA8//LAcDkeqL7Nr1qxRZGSkypcvn+YZqAA8g3yf8cj4/x0Z3zPI9+5HxvcsMv7fI+MjXblj5sv0cuXKFdOzZ09rdlpjUs/8fT2u5cePHzeVK1c2jzzyiNm9e7cxxpidO3eaWrVqmbJly5qxY8das9263uP694ULF6wZ3bdu3Zpq3dfOqm0XV89me+3PLl68aN59911TtmxZ43Q6zZAhQ4wx15+9dvLkyebBBx80Tz75pNV3sbGx5u233zbVq1dPNQtuxYoVzaBBg2w5C25SUtINt8u1n7lmAHc6nWbAgAFpXufqf9cMxGXKlDFHjx61lk+fPt28+uqrpnz58qZu3bqmbt26pk+fPqlmG8+MMzPfrIsXL5ovvvjCOJ1O89BDD5mPPvrI7Nq1yyxbtsy8++67Vp+dOXPGes+6detMgwYNTIUKFczQoUOt88jV55O3337bOJ1OM3LkSGOMvfvwatHR0Va/Xf1P2bJlzebNm9O8/uTJk6ZDhw7G6XSaXr16mSNHjljLLl68aKpUqWLNHL5gwQJr2YkTJ8ymTZvSY5NuKz/88IMpW7asef31163PHpeoqChrJvY2bdqYAwcOWMvWrVtn7cvz5s1Lda6+dt+8+v9v9Bl5Oxo6dKjp1q2b2b9/v2nQoIHp3r27OXbs2HVfGx0dbVq2bGmcTqcZM2aMtZ2xsbFm27Ztplq1asbpdJp3333XHD582BiT8tlfo0YNU6pUKdO+fXuzd+/eVOtctGiRqVy5sqlataoJCwvz7MYCIN+nMzK+e5HxPYt8735kfM8i498YGR/pLVPd4X31hDTR0dGS/rpLw8fHR0lJSTpw4IA1lObq5YmJiSpQoID1EHsp5cplzZo1NXXqVM2bN0/33XefqlWrluYq0Lp163TkyBHdd999KliwYKp1u2Z9twvXs8lc2378+HH5+/vLz89P2bNnl5RyhdE1XGznzp3WM5KuvqJo/v+qXP369TV69Gjt27fPmswiICBA/fv314kTJxQeHq6AgAAlJyeratWq1qzEdhw2JknHjh1TWFiYsmbNqty5c6tMmTLWELJOnTrp999/1/HjxxUfH69Lly6lGmbjem7fQw89pIcffljh4eEKDw+39slmzZqpWbNm1oRAkqzhjUlJSdZz7+wqPDxcU6ZMUdH/a+++w6K42j6Of3cpgmDDgoI1qIsdBQti7z3Ye+8lJjEau7HFaCwxaoya2HvsJTbAjr1gQyISA/aGDUVY2PP+wbsTVk2eJIII3p/req487s7O7Bxmd38zc+5z8udn4sSJeHl5AWAwGChSpAjBwcGEhITw7bffaqWk5cqVo3bt2ixZsoTly5eTLl06OnTogL29PZGRkSxcuJDt27fj6elJixYtgLQxDuKr3vR527NnDxs3bsTT05PWrVvz4MED9u7dy6lTp5g8eTILFy7USpUBDhw4wMGDBylatCh9+vQhd+7c2npDQ0OJjY0lc+bMPHr0iE8//ZRp06ZRv359cubMmWbH8Ps7u3fvxmg00rhxY+zs7LTHw8LCmDRpEuHh4djb23Pu3Dm2b9/OgAEDgIRjtm7duuzevZv169dTvHhx8uTJA/DGnhHm/6aG0kZI6OFpHjd38ODBrF27FisrK4tjLbEtW7Zw+vRpqlatSvfu3QEwGo3Y2dlRvHhxxo0bx+jRo/Hz86NcuXLkzJlT67W0fPlyAgMD6dOnDyVLlqRkyZIcOXKEI0eOEBcXR//+/T+YCaqESEmS798NyfhJTzJ+8pN8/3Yk4797kvHfTDK+SBEpd639n3n1jvnNmzfV5cuXVUxMjMXzO3fuVOXKlVPVq1dXJ06ceOPrW7RooQwGg9q9e7f22PXr11Xt2rWVwWBQHTp0UOfOnbPY3qFDh1SVKlVU2bJllb+/f5Lv3/skcVtdvXpVDR06VDVs2FBVqlRJNW7cWP34448Wy0+ZMkWVKlVKNW3aVF24cOG19Znvwo0ZM8biDrpSf30XPS4uLk32/nj+/LmaOHGiKlOmjMWd9N69e1vc+V22bJkyGAyqbt26Fnd8E4uNjVX9+vVTBoNBHTp0SHv879o0rXv27Jlq1aqVMhgMat++fUopy/b47rvvLNo9cW+D0NBQ1bFjR+25qlWrqvbt22t3jStWrKgCAgJeW2daEB8fb7FP4eHhSimlHj58qJo3b67atm2rYmNjtecvX76sypYta9ELLz4+XsXExKgOHToog8GgVq9erT1uNnLkSGUwGNS6detUz5491ZAhQ17r8ZCW/NVnztzW9+7dU+XKlVMGg0HrkRgTE6P279+v9WQYPXq0GjRokCpSpIj6+OOP1cmTJ7X13Lp1SzteE/deTAv++OMP1b59e1WsWDG1bNkyi+fu3bun9Xgzt/GQIUOUwWBQS5cuVUop7XhNfFxPnjxZGQwG1aNHD3X58mWllFIvX75UBw8eVPXq1VMlS5a0+H5o3LixOnDgQLLvqxAfMsn375Zk/OQjGT/5SL7/7yTjJw/J+P+dZHyREt7b20Hq/+9YvdqjwMXFBRcXF+2xuLg4bG1tefjwIXny5OHixYsMHz6cQYMGUatWLWxtbbUx0qpUqcKFCxcIDg6mdu3aAOTOnZt+/fqxcOFCTp48Sf/+/fH09MTDw4OTJ08SGBjIy5cv6datG+XLl3/n7fAu6fV6YmNjmTNnDgsWLAAgS5YsWFtbc+XKFSIjI6lWrRqFChXCysqKJk2acPr0aYKDgzl27BgFCxbEzs7O4m9nNBp58OABYDnD81/dpUwrPT7gz/06dOgQ48aN48aNG7i6uuLr68u9e/cIDQ0lKiqKW7duUaBAAXQ6HR07duTXX38lKCiIzZs307t3b+zt7YGEnjnm3knmHh7m5+CveyakpTb9K3q9npcvXwJ/toNOp+PatWssWbKEtWvXUq5cOWxsbAgMDGTKlCmsXr0agIIFC1K7dm3Cw8OJiorSZmHPmjUrtWvX5pNPPiFLliwW604rzN+vp06d4ocffuDWrVvkyJGDzJkzc/fuXSZMmICNjQ1GoxFra2vc3d3p2bMn06dPZ/78+VSrVg0XFxdsbW213nCBgYH4+vpiZ2fHlStX+OGHH9i9ezf16tWjRYsWWk+atOjVcR7PnDmj9ZorVKiQdvxkz56dKlWqkClTJtzc3ADYtWsXc+fOJTw8nH79+jFw4EDOnDlDYGAgf/zxB5s2baJkyZLY2tqSK1cu+vbty48//sjGjRtp1KiRRQ+S1MzZ2ZmsWbMSFxfH3bt3iY+PB+DHH39kwYIFdOnShU8++QQbGxsArX0jIiIAtMcTT07TtGlTNm7cyNGjRzl69Ch58uTBwcGBypUrs3z5cq5du0ZwcDA2NjbkypWL6tWrp8CeC/FhkHyfMiTjJy3J+O+G5Pv/TjJ+0pKM//Yk44uU8N5d8H706BE7duzg4cOH3Llzh5w5c1K0aFFq1apl8WP0+PFj+vfvj729PT///DNt27alfv36fPLJJ5w+fZpx48bx+++/M2DAAG3SCfOHJiYmBp1Oh9FoxMbGhsaNG5MzZ06+/fZbwsLC2LVrF7t27QIgX758DBo0iLp16777xnjHYmNjmTZtGsuWLcPV1ZXu3bvTsmVL7t+/z549e7CystKCMCSUjDZo0IArV66wZcsW8uXLR+3atS3C8NOnTwkODsbR0ZEcOXK8cbuJA0xaotPpiIqKYv78+dy4cYP27dvTo0cPcuXKxcuXL7l58yYODg5aqZf5h7Rv37707t2bVatWkS9fPpo0aYKVlZUWXA4cOMCVK1fw8vKicOHCKbmL743Hjx9jMpkoW7asdtJ19uxZFi5ciL+/P+XKlWPcuHHcu3ePixcvcvbsWTZt2kTTpk0BqF+/PqdPn2bXrl3kypWLMWPGYGNjo5WbpqVyUfPs9Ob//+OPP/LDDz8ACZP0hIeHAwlB2VyKa21tre17y5Yt2b59O7/99hvLly9n6NChxMfH4+Pjg7+/P35+fnTu3BlHR0dOnz7Ny5cvKVu2LH369AHS3iRViZm/G3fu3Mm8efOIiIjQjpsmTZrQoEEDrRR30qRJWnBbu3YtkydPxtnZme+//546deoAUKZMGbJmzUpYWBhHjhzh119/1Y7ZAQMG8PjxY/r06UO2bNlSYG/fzqvl3JBwwm9nZ4ePjw+7d+/mwIEDDB48GIArV64QGxvLiRMnOHPmDOXLlycuLo4cOXJgZWXFrVu3uHnzJq6urha/QUopChcuTIUKFdi9ezc7d+6kRIkS2t/BycmJbNmyUbZs2XfeBkJ8SCTfpyzJ+ElLMv67Ifn+35GMn3wk4/9zkvHFe+Xddij/e3PnzlXe3t6vTaBgMBjUwIEDlZ+fn1IqoYxh165d2nPHjh3T1hEeHq6mT5+uPTdr1iz1xx9/KKWU2r9/vzIYDOrjjz/WSnESl0RERkaqs2fPqsWLF6vVq1dr20vN/k3p4NmzZ1XFihVVgwYNLCZK+Tt37txRvXv3VgaDQdWpU0edPHlSK0e9fPmy6tatmzIYDGrmzJn/6f2nditWrFAGg0F98cUXrz1n/ts8ffpUazOzzz//XBkMBuXj46O++uordeLECRUeHq5mzpypihUrpjw8PD6IEtx/48qVK9r/Dw4OVk2bNlXFixdX06dP1x4PCwtTTZs21UoZE09KtXnzZvXxxx+rPXv2aI+ZTKY0WX5rMplUeHi4ioiIUJ6enqpx48bq119/VceOHVOjRo1SBoNBlStXTq1atUorW078Xbljxw5lMBiUu7u7ViZ+584di0mZzG28YMGCFNnHdyXxRDFxcXFqxowZWtu0bt1atWnTRhUrVkybbOnEiRMWJaSnTp1SxYsXV+7u7srPz0/FxsYqk8mk4uLi1P3791XdunVVyZIlVbFixVTp0qXVkSNHXnsPqamk+eTJk6pVq1Zq4sSJ6t69e0qpP9+/+Ri7e/eu8vHxUQaDQR08eFAplfCZrlu3ripatKiaMGGCioyMVEoptWfPHuXh4aEqVaqkduzY8dr2zOtOfGxOmTIlTU9IJ8T7RvJ98pCMn7Ik478bku//Hcn4SUcy/r8jGV+8j96LHt6//vorU6ZM4d69e2TJkoUWLVpQpUoVrl+/ztWrV9myZQu7d+8mICCAmTNnUrlyZSpXrkyLFi1Yv349kydPZtOmTQDkzZuXQYMGkSFDBubPn8+PP/5IUFAQs2bNomTJkuTLl4/o6GjCw8O1EjOzTJky4eHhgYeHRwq1RNK4fv06fn5+dOvWzaJk9H8JCgri4cOHVK9e3WLynqdPn/LHH3/w/PlzAgMDyZUrF15eXhQoUABnZ2caNmzItWvXCA8Pp1evXmTPnp1s2bJx5coVnj17ho+Pj3bHUqXhO79v8vjxY3Q6HW5ubrx8+RI7OzuMRiMHDhzgxo0b/Pbbbxw/fhxXV1caNGhA3bp1cXJyolevXhw+fJgHDx6wZs0aNmzYgNFoBBJ6Mo0YMYKaNWum8N69H8wlTYUKFQLg3Llz9O/fnwcPHjB06FCaN2+uLVugQAGePXuGXq/n4cOHTJ8+nY4dO+Lu7k6jRo34+OOPLdat0+nS3PEaHBxMr169KFy4MFZWVqRLl46ffvoJZ2dnAMqXL8+VK1c4d+4cx44do2LFiuTLl8+iHWrXrk2NGjXYu3cv8+fPZ/bs2Tg7OzNq1CgqVqxIXFwcL1++pFq1aloPkrTK2tqayMhILl26RJYsWfjll18oWLAgo0aNokKFCrx8+ZKLFy8ya9YsTpw4wcyZM/nkk0+oUKECkNBTxGg00rZtW2rVqqWVNVtZWXHixAn++OMPqlWrRlRUFKdOnbKY3A0Sjv/UUtK8ZcsWhg4dCkBoaCiPHz9m6tSp2vs3H2M2NjZ4eXmxZ88erl69io+PD0WKFKFx48bMmTOHgwcPUqZMGRo0aEDt2rUpWbIkx48f59dffyV//vwUKVIEk8lkUUJ/7tw5MmfOTFxcHEuXLsXHxwcfH5+UaQghPhCS75OeZPz3h2T85CX5/t+TjJ+0JOP/c5LxxfsqRS94X7p0iYkTJ3L27FnSp09Phw4daNu2rTbekVmVKlVYsWIFp0+f5vvvv+fRo0e0bNkSX19f9u/fz+XLl/nll19o1aqVNp5fz549+eijj5g6dSqBgYGMHDmSGjVq4OLiQlBQkDYWUuJw9m+C4/vIaDQyY8YMFi9ejLW1NZ6env9q9tl06dJhbW3N9evX2bBhA/ny5ePw4cMcOXJEC8RmBQoUoEOHDrRv354aNWpw/Phx7ty5o70PW1tb8uTJg6+vL506ddJelxbDxd+xtbVFKcW2bdsIDg7G2dmZXbt28eDBA6ytrYmLiwPg1q1bXL58mSdPntClSxfc3d1p2bIlCxcuJGPGjNSuXRuDwYBer6dJkyZawEhLJxev7sv/2jelFPD65/bChQs8ePCAatWq0aZNG+zt7bV1HT58mLt37/LRRx9x9epVNmzYQNGiRSlcuLC2njfNZp6WvHjxgixZsnDhwgX0ej3lypXD2dmZ+Ph44uPjsbW15bPPPqNr164cOHCAChUqkCtXLu1YNs8G3qtXL/bu3UtAQAABAQHauKk1atRI4T18t0JDQ2nRogW2trY0btyYR48eMW/ePO27187ODi8vLyZNmkS3bt04ffo027Zt0y4mmI/jxGWmAJs3b2bixInky5ePsWPH4uTkZDF2oFlq+t0yl3ZnyZKFqKgotm3bRs6cOWndujW5c+fWPntZsmQhd+7cmEwmrl+/ru1j69atOXToEEFBQfj7+1O0aFHy589Pz549uXLlCgcOHMDa2pqvvvpKG5cTYNGiRVy8eJFBgwZx+fJl8ubNK0FYiGQk+T7pScZ//0jG/2ck3787kvGTlmT8f04yvnhfpcgF76dPnzJx4kS2bt0KQK1atWjfvj3e3t5Awg+d+Q6YXq+nfv36FClShJYtWxIaGsovv/yCwWDAy8uLFi1aMG/ePKZNm0bDhg1xcHDQxq+qWbMmuXLlYsKECezevZvbt2/z+PFjoqOjOXLkCM2bN08TQQJg3bp1TJs2jSdPnuDm5ka7du0oUqTIv1pH4cKFKVKkCMePH+f48ePY2dlpE4W4uLjw0UcfUbhwYc6ePcv169fZsmUL1atXx8XFhYYNG3LhwgXCwsLw8fFh+PDh2Nvba+2bVkKG+bj8X8eNuVdCq1at2L9/P2fPnuX333/Xni9YsCAGg4HcuXPj5eXF0qVLOXz4MCdOnKBNmzbY2dnRq1cv/P39CQ8PJ0uWLNSrV08bIzEtjTln/rybjw/zsfJ3+2ZuX4AbN25w4sQJrffGwYMHAShRooQ24Y9Op+OPP/5g5syZ2NjY8N133xEREUGmTJm0cb7M0sJx+nfKlClDixYt+PHHH3n8+DG5cuXSnjOPh+rt7U3Tpk3ZtGkTO3bsoESJEhQvXtzib+Lh4UHXrl1ZvHgxEydOxNvb+7Xx2j4EBQoUwNvbm4MHD7Jx40at90HicRRNJhO5c+ema9euTJw4kePHj/PHH39ok7c4ODhw5MgRRo8eTZEiRThw4AAHDhzA3t6ezp07a5978yRh5nEBUxtPT0/c3d2Jjo6mfv367N69myVLlnD79m3Gjh2Lo6Oj1m5VqlTh559/ZteuXQwbNgxbW1uyZctG69at+e233zh69ChlypQhf/78VKpUia5du7J27Vp27dpFREQEHh4eFC5cmL1793Lw4EHy5ctHixYtyJQpU6o6gRAiNZF8nzwk478bkvGTluT7d08yftKSjP/PScYX76sUueC9fv16tm7dirW1Nd27d+eTTz7RvjRenQHX/Fj+/PkZPHgwkydP5vLly6xcuZKSJUvStGlTDhw4wOXLl5k9ezbDhg2zONCLFi3KpEmTWLRoEevWrUOv12Nra8uzZ8/e+X4nh1OnTjFp0iSCg4PJlCkT3bt3p127dhbliv+Up6cnQ4YMYf78+dy5cwcrKyvy5MlD/fr1cXZ2Jl++fOTIkQM/Pz/GjRtHZGQkL168ABJ+PKtXr84ff/zBkSNHOHz4MHXq1NFmfk4rIcN8bMXExGBra/uXoU2v1xMXF0emTJmYMWMGgYGBREREEBMTQ4UKFShevDh6vV67Q5kpUyaOHDnChQsXMJlM2mM9e/Zk1KhRbN68mSJFilC/fn30en2aaU9zsLWysiIqKor169dz9+5djEYjOXPmpFq1ahQsWFBb3vz9YJ61fdOmTaxatYrQ0FDs7e2pX78+xYoV4+DBg2zevBkXFxfKlSuHn58fK1eu5Pr163Tt2pUCBQpoJZLmu++p/cTin1BKodfrqVy5MmfPnmXXrl3s2LGDTz75hAwZMliUiPXt25d9+/Zx8uRJ9u/fT968ecmYMaNFz5x27dqxdetWatasmWaD8KsnbImZg2mnTp24cuUKt27dIjY2VutFY2Zur6ZNm7Ju3TqCg4MJDg6mfPnyVK5cmZCQEPbs2cO6deu01xQtWpQRI0a8dsKWWoMwwMuXLylatChbt26latWqlC5dmh9//JHt27djY2PD6NGjSZ8+PQBeXl4UL16cixcvsn//fm2Sn8aNGxMQEIC/vz8BAQGULFmSkiVL0q5dO9zd3Zk4cSJXr14lODhY227p0qUZPXq0RY8QIUTSk3yftCTjv1uS8ZOO5Pt3TzL+vycZP+lIxhfvqxS54N2qVSt+/fVXLl26xMOHD4mOjtZmWH/TF445gLRq1YrDhw/j5+fH8ePH2b9/v1bW9NVXX7FkyRJatmyJm5ubRW+DAgUKMGHCBBwcHNi0aRNPnjxJ9WHi7t27fPPNN9ps8w0aNKBjx46ULl0aSPgCN//w/S+J26pcuXKULFkSW1tb7ty5g4uLy2vLu7m5ERkZiaOjo/Z3g4QvqdOnT3Py5Em2b9+Ol5cXTk5OWo+J1M4cAr7++mvu3r3Ld999p/VSSswc8swnec7OzjRr1uyN6zN79OgRJpOJwoULY21tra2jRYsWbN26lRMnTrB7926KFCmizVKeFpjbbs2aNcyYMYOnT59aPP/zzz8zYMAA2rZta3GivH//fpYvX05gYCCQ8N1gHu+wVq1abNiwgevXrzNy5EjSpUtHdHQ0kDDrdZ8+fbS/DaSNIGw+gfpfn3fzvn700UdUr16dS5cucf36dVavXk2vXr2049lkMpE3b146duzI7Nmz2bFjB2XKlKFixYoW7ZUnTx78/Py0AJPWJL5AExsbS1hYmBb68+TJowXTihUrUrVqVdatW4etrS3BwcF4enpq69HpdMTHx2NnZ4evry/BwcEcPHiQrl27UqJECcaMGUP+/Pl58uQJRqORSpUq0aBBA+31iXs8vc+ePHnC999/T+XKlalevfprZcuOjo7kzZuXuLg4Dh8+zMiRI8mePTs9e/Zk06ZN2NnZ0aFDB2081LJlyxIcHMz169e1EzVra2vat29PUFAQZ8+eZf/+/RQuXBhHR0eqVKnCypUruXz5MuHh4RiNRgoWLEiVKlVSsFWE+HBIvk8akvHfPcn4SUvyfdKRjJ88JOP/O5LxRaqV9PNg/jN79uzRZlPdtm3b/5yB1vz8kSNHVJkyZVTx4sXVN998o2JiYtS9e/e0WcR79+79l6+Njo5WBw4cUPv370/6HXqHZs2apdzd3ZXBYFDt2rV7bdbafzrr9KvLXblyRZtJ3GQyqZiYGPXy5cvXXjd16lRlMBjU119//dp6VqxYocqXL6/KlSunVq9e/a/2KyUlnp3671y9elUZDAZVqlQp9fTpU4vn4uPjLdZz8uRJtWXLFvXs2TPtscuXL1v8WymlTpw4oerUqaM8PDyUn5+f9rj5uD127Jhyd3dXpUuXVitWrFDR0dH/ev/eVzExMWrKlCna7NZff/21On36tFq3bp0aNmyYMhgMqkSJEmrJkiXq2bNnKjo6Wn3zzTfad0ePHj3UtWvXXlvvwYMHVbt27VS9evVU/fr11YgRI1R4eLj2fFqamT3xd2dERIQKCwtTSv31PpqXv3//vhozZowyGAyqQYMGWjvGx8drr33x4oVq1KiRMhgMaty4cer27dvJuCfvzj/9vJutWrVKNWrUSFWoUEF5eHioKlWqqLFjx6rz589ry4SGhqoGDRood3d3tXTpUu279FXbt29XBoNBDR06VBmNxtd++xL/3RLPDv++e/LkiWrXrp0yGAyqUqVK6rffftP2xWQyaf/f/B1aq1YtdefOHaWUUps2bVK1a9fWPtPmZdesWaMMBoP6/PPPlVKW7TF+/HhlMBiUr6+vOnz48LvcVSHE35B8/3Yk4yc9yfjvnuT7pCEZ/9+TjJ/0JOOL1CzFLnjHx8erAQMGKIPBoDp27KgiIiL+8Wt79eqlfWgeP36s4uLi1L59+1SpUqWUwWBQ+/btU0qp/xmyU5uXL1+qoUOHaiFh3rx56smTJ9rzf/el+urjiX8Mzpw5o/r166d8fX21tnv58qWaPn26mj17tgoODlZKJYSyvn37KoPBoD7++GN18eJFpVTCF515fQ8fPlSfffaZKlasmGrcuLG6cuVKku1/UgsLC1Nnz579x8ubTCZ1584d1bRpU1WpUiUVFBSkPZe4ra9fv66mTp2qSpYsqQwGg/aDefbsWVWqVCnVoUMHtWjRInXkyBE1bNgwVbp0aWUwGNSECRNeC9hmI0eOVAaDQdWvX/+9btN/68yZM6pcuXKqZs2aFu1p9tlnnymDwaBq1KihNm3apGJiYlSfPn1UgwYNLE5s4+LiXjveo6Ki1JMnTywC3JuWS60SB4OoqCg1fvx45enpqcaOHfvG5RN/P5g/rwcPHlQff/yxdvy9aXlzeDMYDGr37t1JvRvvtdDQUNWlSxdlMBhUsWLFVMeOHVWbNm1UmTJllMFgUNWrV1dHjx7V/hYLFixQBoNBNW/eXJ07d05bT3x8vIqNjVVKKTV79mxlMBjU5MmTX9ue+e+SWo/RwMBA1bRpU2UwGFT37t3fGFKfPXum2rVrp3x8fNTRo0e1x/38/FT9+vWVwWBQo0ePVs+ePVN3795VxYoVUyVLllT37t1TSimtHa9evaoaNGigihUrpsaOHavu37//bnZSCPG3JN//N5Lxk5Zk/JQl+f7tSMZPfpLx/x3J+CK1SrH6Cb1eT8+ePdHr9Zw4cYKAgABiY2P/9jXx8fEAtG/fHoBDhw4RFRWFlZUVpUqV0krKpk+fDiSUT6pEJWWpna2tLbVr18bR0ZHY2FhcXFzImDEj8fHx2phckFBGZ57wBCAqKspiPeaJUG7cuMG3335Lnz59CAgIQKfT4ebmBsCvv/7KggULmDNnDh07dqRBgwZ07tyZvXv3UrZsWb799luKFSsGoE3wopTCycmJOnXqYGNjg4ODw3s55pdSirlz59KgQQNmz57N/fv3teeMRuNfvk6n02nlTffv39eOR/X/ZaXPnz9n5cqV9OrVi59//hlHR0fGjBlDiRIlAIiLi8NoNHLmzBmmTJlC165d2bRpE+nTp2fKlCmMGjXKonwU/jzmu3fvTr58+ejWrZs2Nl1qFxcXxy+//MKTJ0/o3bu3NuM1JIwDtmPHDsLCwgC4d+8ejo6O2NraMmLECH799VeqVq0KWI77l5iDgwMZM2bUZo3+q+VSq8Rlm0OHDmXlypWYTCYKFSpETEyM9py5FNL8/eDn58ePP/4IJIyhVrNmTdKlS8fOnTs5fvw4YFkC3bBhQypUqECrVq2oXr36O9m35HL37l1Wr17NnDlztDa7fPmy9ry5rSChDebPn8/Ro0fx8fFh1apVLFu2jJ9++olNmzZRunRpbt26xU8//cSxY8cAaNmyJWXLluXixYva2JOQ8J1rY2PDrVu38Pf3x97eXivRTfwbZS4NTK3HaMWKFRkzZgxZsmTh8OHDzJo1i99++w3487tMr9eTJ08eHjx4wOPHj7XX1qpVi/Hjx2NnZ8cvv/zC5MmTSZcuHc2aNSMmJkZrY/N3sJubG82bNycuLo6NGzdy4cKFd7uzQog3knz/30jGTxqS8VOe5Pu3Jxn/35OMn7wk44tUKyWusic2efJkZTAYVN26ddWlS5f+0WsuXryo6tSpo4oWLWpRHnbu3DmtZOLHH39Mrrecop4+faomTJig3Xm8deuWxfOJ7wg/evRIDR06VA0ZMkQrKzEvs2jRIu1OW/ny5dWGDRss1hMTE6O2bt2qOnTooHx8fFT16tVV69at1datW7VlXi0ZMv87Njb2jXfz3yfff/+9cnd3V99+++0be1wkLmMyM++fuSfGnDlztOfCw8O1njEGg0F9++23Fn8L8530sLAwtXDhQjV48GA1dOhQtXLlSou78m/qtZS4ZCg1+V93sKOjo1Xjxo1VqVKl1IULF7THjxw5ovr06aO15ZgxY14rEVUqdZWCJYcjR46oatWqqcWLF6tatWqpQYMGvVaOmPhvcPnyZTVq1ChVrFgxZTAYtM/ohQsXVOfOnZXBYFADBgzQjjOTyaS18V+V7qUWRqNRTZ8+XZUrV047rsz/8/HxUXPmzNFKu81ttnPnzr8so1cqoRdHkSJFtGM0KipKKaXUr7/+qjw9PVWRIkVUkyZN1KZNm9SVK1fUqlWrtO/cr7/+OtW36d/Ztm2batmypTIYDKpVq1bq0aNHFs8vWbJEGQwG9emnn2qPmdt9y5YtqkmTJspgMKhhw4apzZs3q2LFiqm5c+cqpSxLJyMjI1X37t3VsmXL3sl+CSH+Ocn3/55k/KQhGT95Sb5PfpLx/znJ+O+WZHyR2qT4Be/bt2+rKlWqKIPBoL755ps3/vCZmb+kw8PDlYeHh3J3d7cILdHR0WrGjBmqdOnSau/evcn+3lPK+fPnVc2aNZXBYFAzZsxQSv1ZAmK2YMECrdyuT58+FiWld+/e1Uqcpk2bZhEsjEajReh69uyZevDggbp8+XKqHXcqMfM+vHz5Ul28ePG18QvDwsJU2bJllcFgUMuXL1cPHz7UXmd+7bJly1SRIkXUN998o7XD1atXVbdu3VT37t0t2tr8/JuCbOIfw9Tanm9iMpksQv2dO3fUvXv3tPJk8zJ37txRNWrUUBUrVlRPnz5VYWFh6quvvlIeHh7KYDCoDh06qMuXLyullHr8+LH6+eef1aJFi9Jc2eJ/NW3aNGUwGFTFihVV8eLFtTEMXz2W7t+/r2bPnq19z9avX9/iQoJSCeNyent7K09PT7V+/XqlVOo6+fo7gYGBqkGDBlrp7OTJk9Xhw4fVwoULtdK8YsWKqSNHjli8bvTo0cpgMKgVK1ZYPH706FHVr18/LUwPHTr0tRPqzz77TJUoUUIZDAZVtGhRi/D9zTffqOfPnyf7fqcko9Gojh8/rh1zw4cPVyEhIdrzN27cUB4eHqp+/fra96X5u8FoNKoTJ06oSpUqKYPBoPr27asqVqyo2rdvb7EN83dAWhzaQIi0QPL9fyMZ/7+TjJ+8JN+/O5Lx/xnJ+O+eZHyR2qT4BW+llFq5cqUyGAzK09NTHTp06H9+CUdERChvb29VoUIFdeXKFYvlE493lxqZTwj+7gMeHR2tjSNVvHhxi7vn/v7+WlCuWrWqmjt3rnrw4IHF681fVG8Kba969X2k1S+eyMhIZTKZLCZIKl26tBo2bNhrx+P69eu18asSM48/pdQ/H0su8diIaUHifb5z544aN26catiwoapWrZqqU6fOa2OatWrVShuv09x7q1q1amrXrl0Wy61bt04ZDAZVp06dd7If74u/6/nz8OFDLeRVqlRJHT9+/LVlzCdpBoNBeXh4qEWLFlk8b/48R0REaOMpdujQ4Y0TWaVGly9f1npcjBs37rWxZK9evaomT56sfv31V+0x82RevXv3ViVLltTGN7169aqaMGGCNh5n27ZtLcY4vXLlihZyT5w4oWrUqKGKFCmiOnfurFatWqV++eUXi0D4IZzUHTx4UPn4+KhixYqpTz/9VLu4cPPmTdWhQwdVsWJFdfr06Te+9tChQ6pq1arayYqnp6fW3kKI1EHyvSXJ+ClDMv7bk3yf9CTjvx3J+ClLMr5ILd6LQYR8fX3x8PAgKiqK9evX8+DBg9eWMZlM2thL27ZtIzIyko8++ohChQppYyIBZMyY8Z2976T022+/MWDAAD7//HNt3ELgjWMU2tnZUadOHTw9PTEajaxcuZIrV67QtWtX+vfvz71792jVqhULFiygb9++ZM2a1WLcKmtra8qVK0eePHmIj4/HZDJZjBWWmPl9/NW/U7vY2FjGjh1L165dOXbsGNmzZ2fatGl8/vnnAGzatImxY8dajB3l7e2NjY0NISEhXL9+XXs8e/bswL8bS848NmJaYd7nxYsXU7NmTVatWsXt27cBuHnzJitWrODEiRPExcUB0KRJEyBhvM6bN2/yxRdfsHfvXurWrQugjVMXHh4OQLly5QDLcdjSIvOYneb2fPUYMZlMODk50bt3bwAePXrEvXv3Xvu+yJAhA9bW1rRs2ZIDBw7QtWtXAK39zZ/nPHnyUKNGDXr37s3cuXNJly5dsu7fu/Dy5Uvmzp3L77//zvjx4xkzZgx58uTRxj+FhDHiPvvsMxo0aKC9TqfTYWtry9OnT4mJieHUqVOsXr2a3r17s2LFChwcHJg+fTqrVq2iWLFiXLp0iTp16jBw4ECtPcuWLUudOnUwmUw8efKEPHny0LJlSwwGg/ZbllrH8Ps3KleuzLBhwyhUqBC7du3i66+/BiBnzpw4Ozvz8OFD7bNt/puYVapUiaFDh1KmTBni4uKIiori2rVr73wfhBD/neT7BJLxU4Zk/KQj+T7pSMZ/e5LxU55kfJFqpNy1dkv79+/XykE2bdqk9UZIXGamlFInT55U1atXVz4+PiowMDCl3m6SunPnjjbmlvlu+KvlSK8yGo1qy5Ytr41V1aNHD3XgwAGLZT+Eu4z/xJvuoF+6dEmVKlVKGQwGNWXKFPX48WPtuW3btikfHx/l7u6uGjZsqH7//XellFIPHjxQTZs2VdWrV1dXr159Z+8/tZg7d64yGAyqXLlyasGCBSoqKkrdvXtXrV+/Xv3www/qxYsX2rLnzp3TSs5GjhypPR4TE2PR06ht27bKYDC81nshLUr8eb1w4YKaNm2amj59upo2bZrau3evRWlzTEyM6tGjh1YWlrhtzcd74lK8V8uZEy+X1r4ngoKClMFgUB9//LGKjo5WSimLktu/Yv7tWbx4sTIYDFrZuLu7u/r+++9fW/7YsWNaz6UnT55or4+IiLAYp+7u3bv/c9tpkdFoVKdPn1ZeXl5aiX5MTIzas2ePMhgMqlu3bq+9xtxGcXFx6tKlS6pixYpq9uzZ7/qtCyGSwIec75WSjP+uSMZPfpLv355k/KQhGf/9IBlfpAbvze2nqlWr0qhRIwDWrFnD9evXtTtker2eZ8+e8eOPP9KlSxdu3bpF27Zt8fT0TBOztMfGxlK4cGEcHBzw8vIiMDCQzz77DD8/P2329VfvjFlbW1OxYkXq1KkDJMxYPWLECH744QeqVKli8ZoP4S7j3zHfbU18B93cg6Bo0aJ069YNvV7P3r17tRmsARo1asSkSZOoUKECV69e5csvv2T37t1kzZpVm4353r17Fuv7UCil3rjPERERbN68mWzZsrF48WJ69uyJg4MDOXLkoHnz5vTr1w97e3uLu+/NmjUDYP369WzYsIFHjx5ha2uLlZUV4eHhfP7555w5cwYfHx9atmz5TvczJej1eh4+fMiQIUNo0aIFP/30k/a/vn378tlnn3H48GEAbG1t6dOnDwB79+7l0KFD2nrMx3uGDBm0v5e1tfVrPUlS+6zhf+Xu3bsAFClSROvdptfrLb4LYmNjATh37hznz58nODhYW7ZcuXK4uroSExND0aJFuXjxIgMHDtReZ+5Bc+TIEQAKFixIxowZsba2RilFnjx5aNGiBdbW1hw5ckT726SV3l7/lJWVFWXKlGHixInkypWLpUuX8sMPP+Du7k6+fPm4ffs2YWFhFq8xt5FOp6No0aLs27ePAQMGpMTbF0K8pQ8534Nk/OQmGT9pSb5PXpLxk4Zk/PeDZHyRGry5xi2F9OzZEz8/P4KCgvDz86NXr14A7Ny5k5UrV3Lq1Cns7e0ZOXIkbdu2TeF3m3RcXV2JjY3l+fPnVKxYkSJFirB8+XLGjRtHjRo1GDlypFZ+pJTSviiyZs1KmzZtOHr0KM+ePSN9+vTY2toSFxeHlZVVmitN/C/MpYcA9+/f5+TJkzg5OZE5c2bc3d0BaNGiBQcPHuTixYv4+flRokQJcuXKBUCVKlUoVqwYX375JcePH+eLL77AwcGBatWqce7cOc6cOYO3t3eaCxL/i7lMMzo6Gp1Oh52dHZBQthseHk6lSpUoWrSotvzLly+5evUqL1++5NChQ2TJkoUyZcpQpEgRWrVqxbVr11i5ciWTJk1i3bp1lC5dmsePHxMYGMi9e/coXLgwffv2xdHR0eIzkJaY9yskJIQxY8Zw/vx5SpYsSbNmzciTJw9nzpxh165dBAQEcP78edavX4+zszOenp60a9eOVatWsWDBAsqVK0fmzJkt1p2Wymr/qZcvXwIJx+TNmzfJly+fVkIaHh7O4cOHuXXrFkePHuXy5ctkyZKFyMhIihYtSqtWrahfvz6NGzdm3rx5RERE8OjRI7JlywYknIQAXLlyhT179pApUyZat26tbdv8t2zWrBn79u3jyJEj7Nu3jxIlSlC4cOE0ewz/nbp162IymZg5cybz58/n+fPnlCtXju3bt/PixQuA19rF/L1qbm8hROr0oeZ7kIyfnCTjJz3J98lDMn7Skoz/fpGML95n79UFb4PBQPfu3Zk7dy5r167FycmJo0eP8uuvvwIJH6YRI0bg7Oycwu806ZjDmo+PD1evXiU6Opovv/ySO3fucPToUX755RdevHhBhw4d8PDwsPii0Ol0lCxZkpYtW7Jo0SJmzpxJ+fLlyZMnTwru0fvFysqK+Ph4Zs+ezcqVK3n27BkAmTNnpmzZsnz22We4ubnRokULQkNDOXr0KAcPHtR+2OLi4siaNSsTJkxgy5YtfP/993z66aeULFkS+HP8xcSh+0OxYMECtmzZQt++fbXeW0opHBwciIyMZNWqVRQuXJizZ8+yb98+Hj9+TEREhHbXPEeOHLRr144+ffowevRo7Ozs2LNnD0FBQQQFBQGQKVMm+vTpw8CBA/9yrLvU6tVjxrxf27Zt4/z58zRt2pThw4dr45b6+PhQq1Ythg0bxm+//cbo0aP57rvvcHBwoEuXLuzcuZOLFy+yefNmunTpkhK79F6pUaMGWbJkITg4mLFjx5IvXz4cHR0JDw9n3759ODg48OTJEyChN11kZCR6vZ7g4GDGjx+PnZ0dNWvWJCQkhP3799O3b1+aNGlC+fLlyZIlC9u2bWPJkiXcu3ePpk2b4unpqW3b3MvEwcGB9u3bc+7cOfz9/SlXrhyFCxdOM8fwP6HT6bSQW79+fbJly0aPHj1YsWIFbm5uREdHc+zYMUqUKPFBniQI8SH4EPM9SMZPbpLxk4fk+7cnGT95ScZ/P0jGF6mBTr1nNYMPHz6kXbt2hIeHY21tTVxcHO7u7owcOZKyZcum9NtLNjNnzmTevHk0bdqUb775huvXr7Nnzx6mTp0KgIuLC+PHj8fHxwedTmfxQ3r58mW++OILfv/9dzp37szw4cNTclfeC+Yv1cuXLzN+/HjOnj1L9uzZ8fHx4e7du1y6dImnT58yZMgQunfvTmxsLAMHDmT//v34+PgwZMgQ3N3dX5t44scff2Tz5s3aJAzFihVjw4YNKbWbKSYyMpLWrVtz/fp1mjZtSv/+/cmdOze//fYbkydP5ujRo0BCGe7z58+BhEks7O3tcXNzIzQ0lFu3buHq6sp3331HkSJFiIuL48GDB5w/fx4rKyuMRiNly5Yla9asQNo64Uj8ox8bG6vd3b569SrNmjUjY8aMWumo2fXr11m5ciVr164lOjoad3d3Fi9eTJYsWQBYsmQJkydPJlu2bKxcuZJ8+fK9+x17z6xdu5avvvpK+7f55DixatWqkStXLnLlysXTp085evQoly5domzZskyaNIm4uDj69OmjfebTp0+PUoro6GgABgwYQN++ff/22BwyZAjZsmVj8ODBaeYY/i/Mx/3GjRtZvHgxoaGhAHh4eLB48WLs7e1T+B0KIZLLh5rvQTJ+UpOMn3wk3789yfjvhmT894tkfPG+eq96eENCCV+PHj0YPXo0Dg4ODB48OE2P62X+cjAYDACcOnVKGxuqe/fuxMXFsXHjRsLDwxk1ahTNmjWjb9++2NjYaOtwc3OjTZs2TJo0iaVLl9KgQQNKlSqVUrv0XjAHjbVr13L27Fnq1avHoEGDyJs3L7Gxsfzxxx8EBwfj6+sLJJTTtGvXjvPnz3PmzBkCAgL46KOPsLW11cZGs7Kyolu3blSsWJHevXvz+PFjXF1defHiBfb29mnurqVSymIWcTPz7OH9+/dn/PjxHDx4kFKlStGmTRsMBgMDBw7EycmJCxcukD59erJmzUrDhg1xdXXF1dWV3Llzc/LkSb766isePnyoBWYrKyty5sxJzpw5X9ue+fm0QqfTERUVxeDBg8mUKRNTpkwBIDQ0FKPRSKVKlbQg/Pz5czZs2MCqVav4448/yJIlC2PHjuXjjz+2WGezZs3YunUrwcHBrFy5khEjRrzz/XrftG7dmvj4eLZt28atW7eIjIykWLFiuLm54erqSpMmTciePTuAFsQePXpE3bp1OXnyJH/88QeVK1dm3rx5HD9+HD8/P549e4ajoyMFCxakc+fOuLq6ArxxVnbzSdzXX38tJXuJfPzxxzg6OjJmzBgeP36Mp6dnmvp8CyFe96Hle5CMn1wk478dyffJSzL+uyEZ//0kGV+8d5J6FsykEBMTo1asWKFiYmJS+q28M1evXlWVKlVSHh4e6vjx49rj0dHRKiAgQDVo0ECbpX3YsGEqIiLC4vXXr19XXbp0UQaDQfXp00ebRTgt+K8zHgcEBCiDwaDq1aunzdwcHx//2voSH2djxoxRBoNBNWvWTB05cuQv38vJkyfVwYMH/9P7Sm3i4uIsZvc2t4HRaFT9+/dXBoNBde/eXV26dMniNSaTSd28efON63z48KHy9vZWBoPB4nWvbiOtznZtMpnUunXrlMFgUIMGDdJmXt+2bZsyGAyqd+/eSiml/P39VceOHbXP/tSpU7Vj+cKFC2rUqFEWx6mfn5+27MmTJ9/9jr2nXrx4oZ48eaLCwsJUbGysevbsmfZc4mPt5cuXSimlvv76a2UwGNTKlStfW09cXJx6+vSp9tirnw/x9xJ/pk+dOvXG71khRNr0IeZ7pSTj/x3J+ClH8n3ykIz/bknGf39Ixhfvo/dyFg5bW1vat2+f6u6WqbcYHSYuLo74+Hj0er22npiYGOzs7KhRowaff/65NnHIpk2bGDp0qMVs487OzrRu3Rq9Xs++ffvYs2fP2+3Me8Q8y/K/nSX94sWLAFSqVAkrKytiY2PR6/Wv9dKwtbXV1t2xY0fy5cvH5cuX8ff35/Hjx8Cff1vza728vKhcuTLAa+VTaYF5f+fMmUOvXr24du2a9pxOp9NmA2/fvj3ZsmXj1KlT7Nu3z+JvpdPpyJYtm/ZYYlu3biUyMpIGDRpYTH6TeBuJ/5vW6HQ60qdPD8Dt27e1ngcuLi5kypSJS5cu0a1bNz755BNOnDhBjRo18Pf318rl7t27x4wZM1i3bp1WhgdQvXp1fHx8KF68OB999FGK7Nv7yN7engwZMvDRRx9hY2ODo6MjgMVs7jqdDltbW4xGozb7e8GCBbXlzOuxsrIiQ4YM2uNWVlYf1IRWbyvxZ9rT0xNvb+8UfDdCiHcpteZ7kIyfXCTjv1uS75OfZPx3SzL++0MyvngfySc4Cf3X0AYJE/q4uLjw/Plzzp49C6DN2j5v3jwGDhzIy5cvcXR0xNramjNnzvDll1+ybt06YmNjsbGxoWzZsjRp0kR7TUxMTBLtWco4duyYNr7jfxEVFQWgjcP1VydYZ86c4ZtvvuHYsWMULFhQKyM7fPgwR44cAf4+mKXFMh2dTseTJ0+YM2cOgYGBHDx4UJsRG/6cWdnb25u6devy8uVL9u7dy+nTpwG0ctxFixYxe/Zs7fGLFy/y5ZdfMnnyZFxcXGjVqhXwdieS7yvz5D1m5n00/7dChQrY2dlx8eJFfvvtNwAyZMhAvnz5uH//PkeOHKFAgQIsX76cuXPnkjt3bu07xtraWgvBbm5u2nqtrKyYNWsW69evx8nJ6Z3sZ2qQOPSaqUTlvObvbJ1OR0REBIGBgeTOnVsrZfyrsCshWAghPgyS8ZOWZPyUIfk+aUjGf39IxhdC/B35JCeBtw1tSimMRqM2K/jt27cB8PPzo3r16sycOROlFF27dmXr1q306tWLHDlycPfuXSZPnsy0adN48eIFWbNm5eOPP6Zly5bMmzdPC9OpUXx8vNbrYPv27YSEhKDX6/9VTwsXFxftTrm5Td8UvLZt28by5cv59ddfAWjVqhVlypQhPDycDRs2aHeC06pXQxokBLlMmTIxZMgQANasWcOVK1csXmcOEO3ateOjjz4iODiYgIAAIiMjATh06BAzZ87kp59+okuXLjRu3JgWLVqwdetWChcuzLfffkuFChWAtNnTw9ramujoaM6fP2/xeOLeBiVKlCB9+vQ8ffoUgEKFCuHp6YmdnR3ZsmVj+PDhlC1bFpPJRExMjHZCd/HiRe7cuYOrq6s2JqJ5vQ4ODu9qF1MNc2gNCQl57QTX3OsOEtr1s88+Iy4ujkGDBmlhWAghxIdJMn7Sk4z/bki+Tz6S8d8fkvGFEH9HLni/paQIbTqdDhsbG+0L+ffff6dVq1Z88skn3L59mxo1arBhwwaGDh2Ki4sLffv2ZcKECeTMmZPo6GiWLVtGjx49+P333/H29mbChAm4uLik6jI8KysratWqRYMGDQC0CT/+TU8LV1dX7Ozs+O2337TSx8TBy9w+5sl/oqOjiYuLI1u2bDRu3BhnZ2eaNGmCs7NzkuzT+8bcO+Hvygu7d+9O7ty5CQ8PZ9u2bTx58kR7zny8urm5Ub9+fZRSFj1mKleuzPfff0+NGjXIkCEDz58/p2jRoowePZqtW7fi5eUFpN3eH7t378bHx4cOHTpw9OhRrX3NJxIZM2ZEp9Px+PFjHj16pL2udevWuLu7ExkZyZw5c7hw4QJ6vV47uQ0ICGDUqFGYTCY6d+5Mnjx53v3OpUKbNm2iY8eOfPXVV+zevVt73HzCPHv2bHr37k1oaCgtWrSgUqVKKfhuhRBCpDTJ+MlDMn7yknyf/CTjv18k4wsh/opOpeVfo3fk/v37fPPNN+zYsQNvb28WL178r15vnvl379699OvXT3vc3d2dvn37UrduXQCLmcQBTp8+zaJFiwgICOCbb76hadOmr60zNTMHrM8++4znz58ze/Zsateurc2K/CbmsiadTkdcXBxdu3bl5MmTNGzYkH79+uHm5obJZNJKwwBGjx7NunXr6N+/P5988om2rri4OKytrd/Jvr5LidsIYP/+/drJgrW1NdWqVSNPnjxaLwJ/f38GDBiAg4MD06dPp0qVKhZlYnq9nsjISOrUqUNUVBQNGzZkwIABFChQAEgoA46KiuLevXvkz59fG6cyrbSvUgqdTqf912znzp2sX7+ewMBAXF1dad++Pd26dQP+3Pd58+Yxc+ZMOnTowKhRo7TX7t69m8WLFxMUFETOnDkpVqwYxYsX5+TJkxw7dgyTyUTbtm359NNPyZw587ve5VTp2rVrfP7554SEhGBvb0+pUqXImDEjkNBbKTo6Gnt7ewYPHkz79u1T+N0KIYR4H0jGTx6S8ZOe5PukJxk/dZCML4T4K3LBOwn819D2alg9fPgwQ4cO5fHjx7Rp04bRo0drzyVeV+IfXaPRCPw5plpaYd7fZ8+eMWvWLJYvX46rqysBAQEArwUPpZTFeF3Xr18nT548HDp0iD59+mBra0vz5s0ZPHiwFsgATpw4weeff46joyPz5s3TQtyr7yMtOn/+PBMnTnytHC9z5sz4+PgwceJEbaKVLl26cOzYMerUqcOIESO0Ejv481g2L+Pk5ET//v21QPFq8DWXl6WFMsf/Feqjo6P59NNPOXnyJNHR0fTt25e+fftqZYubN29m5MiRtGjRgrFjxxIfH4+1tTXx8fFcvXqVcePGERYWZtHzpkiRInz22WdUrVo12fcvrbl06RLfffcdp06d0sasdHR0JEOGDNSvX59evXppJxdp4YKCEEKItyMZP+lJxk9eku+ThmT81EUyvhDiTeSC91t629Bmnr05c+bMhIWF0axZM2JjY1m0aBHe3t7Exsb+7Wz25vWnpbvpiQOo0WgkIiKCfv36ER4ezqeffkrfvn0tlkn8/+/du8fKlSvx8/OjV69e+Pr6MmXKFDZs2MDTp0+pVasW1atXp1ChQuzYsYO1a9cSHR3NgAED6NOnD1ZWVmkmqL2JudRu06ZNTJgwgZcvX1KlShXq1q1LdHQ0x44d4/jx4zx79oy2bdvSvn17ChYsSEhICL6+vgBMmDCBJk2akC5dOu34vHfvHo0bN8ZgMHDhwgVy5MjBrFmzMBgMKbi3SeNNn63Ex1xcXBx+fn48f/6c2NhYKlSogKurq1aeePPmTfz9/fnmm2+AhPEju3XrRv78+Tl48CC9evWiUKFCbNu2DfizBFSn0/Hs2TNu3LjBpUuXsLW1xcnJScrw3lJUVBQ3btzg1KlT5MiRg/Tp01OgQAFtLL+0dsImhBDiv5GMn/Qk4ycPyff/jWT8tEUyvhDiVWkjPaWQxD+IdnZ2tGnThoMHDxIeHs6PP/5I3759LcoTzcvrdDottPn7+9O9e3c+/vhj3NzcKFmyJCdPnuTQoUN4e3v/bRCGP8dlSytBGBLG24qJiWHx4sXcuXMHpZRWljRnzhyaNWuGs7Oz1p5WVlYYjUa2bNnCqlWrCA4OBv6c2KNbt244OzszdepU/P398ff317aVIUMGxo0bR+vWrd/9jqYAvV7PnTt3WLlyJXFxcYwZM4Z27dppz7dr144tW7YwfPhwNm/eTLZs2ciZMyfu7u60adOGNWvWsHbtWtzc3ChTpox2fC5dupQXL17QqFEjMmTIQLFixVJ1GF6yZAlnzpxh1qxZb/xsmT/TmzdvZtasWdy6dUt7ztHRES8vLwYNGkThwoVxdXWlc+fO6HQ6Vq1axS+//MLVq1f57rvv8PT0JF++fNy5c4eQkBDc3d0tQpiDgwNFihShSJEiyb/TH4j06dPj7u6Ou7u7xePmCxVpsbeXEEKIf0cyfvKQjJ88JN//c5Lx0y7J+EKIV6WdBJUCkiq0ZcqUCSsrK6KiosiSJQt6vZ4nT57w8uVLi9K8D8XevXuZOHEit27dwsrKikyZMhEdHQ0knFB89913TJ48WetBc/z4cRYsWEBgYCAAbdq0YfDgwTg6OgKQPXt2unTpQokSJTh9+jShoaHY29vz0Ucf0bJlSy00fyjlTYsWLSI4OJgWLVpoYdjcw0Gv19O0aVPOnz/P6tWrCQgIoEyZMnh7ezN48GB27tzJxYsX+fbbb7VJfzZu3MjevXtp3LgxrVq1wtfX93+exL3Pzp49y+TJkwHYt28f1atXf60HyOPHj/n+++9ZvXo19vb2NGrUCE9PT86fP8/evXvZv38/z58/p2/fvlSsWBFIONkoWbIkw4cP58yZMwwfPpyGDRvi4eHBnj173liy/CEcj+9a4jZN3Dsv8biXQgghPmyS8ZOHZPzkI/n+f5OMn7ZJxhdCvEoueL+FpA5tjo6OZM2aFZPJxJ07d7Czs3utXDKtu3r1KlOmTOHWrVt07tyZLl26kDFjRs6fP8/SpUvZv38/mzdvpk2bNnh4eBAZGcnOnTsJDAykfPnyjBw5ksKFCwMJIc98J1en0+Hp6YmnpyeQUEZpDh/m5dJC8EhcKvdquDf/+/bt28CfM9crpbSgZ16mU6dOHDhwgODgYEJCQvD09MTR0ZERI0bw7bffEhQURFBQkLZub29vbTImW1tbi/eR2ri5udG1a1cWL17MpEmTqF69OtbW1hafxVOnTrF582Zy587NhAkT8Pb2BqBt27YEBwczbNgwzp07x+zZsylatCiZM2dGr9fj4eHBjBkzmDdvHrt37yYsLIyMGTMSHR3NmTNncHNz++A+8ylJ2lkIIcSbSMZPepLx/zvJ90lDMv6HQ9pZCAGQun/9U9Croc3f3x8/Pz/mzp1LtWrVgIRSqKCgIHQ63WuhbevWrYwdOxZHR0fi4uKIi4sDoEKFCkBCcL579+4H82VtDlC//PIL4eHh9OrVi+HDh5MrVy7s7Ozw9vZmzJgxtGrVCoApU6YA4OTkRL169fjpp59YunQphQsXxmQyYTKZsLa2/ss7uuYgbA6DaaGd4+LiLGavf/Uut16v5+XLl4SFhQEJvY4g4cTNTK/Xo5SiQIEC1KhRA0iYaMnco+Pjjz9m2rRp1KlThxo1alC1alVmzJjB4sWLLSYDSs130jNmzEjDhg3Jly8f169fZ+HChcCf7RQdHc2MGTOIiYlh0qRJWhA2u379OjExMcTGxnLhwgV+++034M9eB0WKFGHChAm0b9+e+/fvExoairW1NREREZhMplTbbkIIIURaIBk/aUnGfzuS75OOZHwhhPiwSA/vf8l8ZzZxaBs0aBCQ8GPp7e1Nvnz5yJEjB7/88gtTpkxh9erVWmirWbMmlStXBv6cYCRxGVVkZCQFCxbks88+w9nZ+d3vYAoxT95x+PBhAK1ELPGEPi4uLvTv3599+/Zx9uxZNm/ejK+vL2XLln3j5Db/dLtphfk42rBhA6dPnyZdunRYWVnRvHlz3NzcsLW1xc7ODk9PT37//Xd27dpFnTp1Xhu/zjwmZeXKlVm1ahU3btzg4cOHZM2aFUjo7VGhQgXts2Buw7Q0232hQoVo06YNU6ZMYcaMGTRt2hQnJydMJhMRERH8/vvvuLu74+Hhob3m7NmzLFu2jJ07dwLQoEEDhg8fTvbs2bVlzD1sMmbMyIgRI3BxcWHevHk8e/aMnDlzpqnjUQghhEhNJOMnD8n4b0fyfdKSjC+EEB8OueD9LyVXaDOHi2bNmtG2bdt3vFfJz3xX+9XZ7CGhTc3/38rKiowZM2p3yhOPFaeUwtnZmT59+jBhwgSmTZtGgwYNsLW11UJGWgpk/8urbXr69GnGjRvHlStXLJbbuXMnDRo0YOTIkSilKFiwIPb29gQHB3Pq1Cm8vLzeOLbhjRs3MJlMuLm5aWHYLPF2U1vbJw73wBvLC9OlS0etWrXYu3cvJ0+eZNq0aUyaNElrIzs7OzJkyIBer+fmzZusWLGCjRs38uTJE4oWLcrIkSPx9PQkPj6ePXv2oNPpqF27tvZ680lH9+7dKVWqFEopypYt++4aQQghhBAWJOP/N5Lxk5bk+/9OMr4QQojEZEiTV5hMJi2YmZln9jX/f/jnoQ1g2rRpxMbGYmVlpfX4eDU8mH+MzetJXIaWmimliI+PR6/Xo9PpiIiI4ODBg5w5c4abN29q+6nT6TAajcTExPD06VOePXsG/NlDxrwMgI+PD/ny5ePBgwfMmTPn3e/Ue8LcpuY2mzp1KleuXKFx48bMnz+fqVOn0rBhQx49esTy5cv5/vvvef78Od7e3hQoUICIiAjWrVuH0WhEr9djMpkwGo3asXnp0iUgoScE8NrnIvH7SA2ePXvGoEGDaNWqFTNnztRKP/+qx4WLiwtt2rQBYOPGjVy4cAFI6KEFCScM06dPp2fPnixevBiAiRMnsnHjRjw9PTEajQwePJiBAwdqJY/mNkzcZl5eXhKEhRBCiGQmGT9pScZPHpLv/z3J+EIIId5Eenj/P6WUdkcWICIigj/++ANHR0dy5MhBzpw5tXHg/iq0mX/gXg1t4eHhzJkzRyuL/Dvm16aWu+lPnz7l+fPn5MqV643P63Q6rKysiIyMZMaMGezatYuYmBiMRiPZsmXDYDAwcuRI8uTJg5OTE+XKlSMiIoK1a9dSs2bNN4Yte3t7rX0WLFhAq1atyJ07d5oruftfYmNjmThxIs+fP6dEiRIEBQUxdOhQunbtqi3TuHFj3N3dmT59OmvXrsXZ2Zk2bdrQqFEjbt26xZYtW8iZMycDBw7UJvWJjY1lyZIlbNy4kTJlytCxY0cg9ZeGbtiwgR07dgAwb948li1bRrdu3ahatSolSpQALHtlWVlZUaFCBRo3bsy2bduYNGkSq1evxtvbG1dXV8LCwrQQ3LVrVwYNGqSNG/ny5Uvs7Oy0Ca4yZMgApP42FEIIIVIbyfj/jWT8lCH5/t+TjC+EEOJNUs+t27f09OlTbfbqN0kc2kaNGkWzZs3o378/7dq1o02bNvTu3Zvff/8do9GohTaAtWvXAm++C/5qaLtx4wZ6vT7N9OxYuXIl5cqVY9asWURFRb32vPlOt7+/P76+vqxfv54sWbLg6+uLj48Per2ewMBAhg8fzp49ewBo2bIl6dKl4+DBgwQEBFisx9xuJpOJJ0+ekDFjRgBGjx4NpJ4TiKQSFhbGpk2b2LVrF7t27SJz5sw0aNAASJih3txuPXv2pE6dOkRGRrJr1y7u3LnDxx9/TPPmzQGYP38+PXv2ZPbs2SxcuJBOnToxY8YMsmXLRqdOnciWLdtf9v5ITVq0aEHRokWBhAmNXrx4wZw5c+jduzdTp07l+vXrFuXIAFmzZqV58+ZkzpxZK10G6Ny5s7aeuXPnMnToUGxsbIiOjiY+Ph47Ozvu37/P2bNnAShVqtQ73lshhBDiwyAZP+lJxk85ku//Pcn4Qggh3uSDuOAtoS15mEsRY2NjLcoSzXQ6HY8ePWLBggXcu3eP7t27s3btWiZMmMDChQtZu3YtpUuXJjg4mEWLFhESEkKpUqVo2bIlAN9++y3BwcGv9YjZvn07MTExWk8HpRSxsbFpJrQlZu6V9CZFihShZ8+e2NraEhQURO7cubVJkGxsbNDpdNqx2KlTJzJmzMi5c+e4fPkyWbNm5ZNPPqF3795kz56dI0eO8MMPPzB16lSCgoKoXLkyK1asoF69ekDa6LXg6OhIr169gIQTBm9vb4oUKUJkZCQLFy6kR48ejBw50iIUAxQtWlQ7JqdPn47JZKJVq1aULl0ao9HI9u3bOXXqFPDnCfCdO3f4+uuvefLkCc2aNbOY+EYIIYQQSUMyfvKQjJ+8JN8nLcn4Qggh3uSDGNLkv4S27t274+TkBMDt27cZNGgQFy9eZNGiRbi5uWmhbcWKFXz77bfkypVLu7P8amjr3r0733//vRbazGEltTJPANKxY0fy5s2Lh4eHFvhftWTJEs6fP0+XLl0YMmSIxXP29vZkz54do9HIpUuX2LlzJ+7u7vTu3ZvAwECuXbvGiBEjaNy4MT4+Ptjb27NmzRoWL16Ml5cXPXr0oFmzZml2pvu4uDitxPbZs2daOa6jo6O2TKtWrTh8+DAXL17k5cuXXL9+nTx58mjPm49FLy8vypUrh7+/P8ePH6d69erY2dnx2Wef0aJFCwICArTxJ0uUKEGZMmWAN09ElJrVqVOHGjVqsHfvXuzt7fnqq68ICAhg0aJF3Lx5k/DwcI4cOUK1atVo2rQpJUuWJGPGjDRu3Ji9e/cSFhbG7Nmz+fTTTxk1ahSdOnVi586dnDlzho8//phChQrxxx9/sHPnTsLCwihatCgtWrRI6d0WQggh0iTJ+ElLMn7yk3yfPCTjCyGEeJVOpbVb5okknpn5wIEDeHh4kClTpjcu+9133zF//ny6dOnCsGHDLJ57/PgxY8aM0Xp+9O7dm88//5z79+/TqVMnrl27hru7+1+GtsWLFxMZGZmmQtubZr2Oi4tDr9ej1+u14N+5c2dCQkKYP38+5cuXByAmJoYNGzawevVqQkNDyZAhA0OGDKFVq1bauk6dOsX333/PyZMngYTgbB4rzdnZmcmTJ+Pt7W2xbWvrtHH/JvFYkfHx8SxatIiAgABevnxJdHQ0NWvWZPDgwdoya9asYcqUKWTMmJEJEyZQpUoVi/WZ22br1q18+eWX1KlTh2nTpmFra/vGv6NZWh0v8fz587Rp0waTycSMGTNo0KABYWFhHDlyhMWLF3Pr1i0A0qdPT/v27alVqxalSpVi/fr1jBo1CkjoKZY7d262bdvG1q1bOXTokMU2rKysaNu2LV988QX29vbvfB+FEEKItEwyfvKRjJ88JN8nP8n4QgghEkvTF7xBQltyeTUszZw5k4sXLzJ8+HDc3Ny0ZZo0acLdu3dZt24dBQoUYP/+/SxfvpzAwEAAOnbsyJAhQ7C1teXGjRuEhYVRqVIlrKysiIqKYufOnRw+fJhHjx5pE4x07dpVm+k+LfPz82P8+PHcv38fgGzZshEZGYnJZGL69Ok0bNgQSOjVNHDgQPbv30+HDh3o168fTk5O2rFvDtgLFixgxowZdOvWjS+//PK17ZmX+7uQnFZMmTKFxYsXU6hQIZYuXar19Hrw4AEbN27E39+f8+fPA2Bra4uvry/e3t6sWrWKkydPUqtWLebMmYNSipiYGI4cOcKpU6dwdHTE2tqaevXqkTdv3pTcRSGEECJNk4yfPCTjJy/J98lLMr4QQgiz1J/K/ofEs7LD66FNp9NhbW3Ns2fPsLa2JkeOHAD/OLR5eXnx448//uPQltqD8Ksz3T9+/BgrKyvmzZsHwKFDh3B1dcXOzo4HDx6QLl06YmNj2bdvHwsWLGD79u0YjUYqVarEyJEjKVCgAABbtmxhwoQJFCtWjMqVKxMfH4+joyMtW7akadOmWFlZ8eLFCxwcHIC0c1LxVzZu3Mi4ceOIiYmhQ4cOdOzYERsbG06ePMmFCxfw9PQEEk44bG1tad++PWfPnmXbtm0UL16cBg0aYGtrS2xsrHYM/vbbbwDkz58feP1E0dyj5EMIw507d2bnzp2Ehoaybt06evfujVKKbNmy0atXL9q1a8fixYvZt28fwcHB/PLLL+zduxdbW1t0Oh3+/v6cOHGCcuXKYWtrS40aNahRo0ZK75YQQgjxwZCMn7Qk4yc/yffJTzK+EEIIjUqjTCaTiouL0/796NEj9fTpU2UwGJTBYFCLFy9W0dHRSiml7ty5o5o2bapKlCihFi5cqIYNG6aKFy+uDAaD6t69u/r999+19WzevFl5enqqTp06qfj4eIttGI1GZTKZVFRUlMVjaVF4eLgaOnSoGjp0qFJKqZ9++kkZDAZVt25dde7cOW25wYMHK4PBoEqXLq0MBoOqU6eO2r9/v/Z8TEyMUkqpZcuWKYPBoNq2bfu32zWZTCo+Pj4Z9ih5mEymf738s2fPVOvWrVWpUqXUnj17/vG6x4wZowwGg6pfv75asWKF9viTJ0/UjBkzlMFgUN26dVPPnj37dzuRRq1cuVIZDAZVtmxZFRoaqj2e+DP98OFDtWLFClW3bl1VrFgxZTAYVKlSpZTBYFCNGjVKibcthBBCfNAk4ycvyfj/m+T795tkfCGEEEoppU/pC+7JRafTYWVlRUREBMOGDWPy5MlkyJCBwYMHAwnjol25cgVIKEt0c3MjNjaWOXPmsGnTJlxcXJg/fz4///wzBQoUIDY2FoCnT58SFRWF0WhEr9db9CwxT0Di4OCg9ZJICz0U1Cuj3gQGBlKvXj02b95McHAwMTEx9OjRAxcXF/744w927NhBZGQkkDB7OMCLFy9o3rw5u3fvpmrVqphMJoveCYcPHwawKA19E51Op/VUSA3Mx81fzcT+Kp1Ox61btwgKCiJv3ryv9Sj4/fffCQkJYdmyZaxfv57z589r22jTpg0FChTg999/Z8KECTRr1ow+ffrQokUL5s+fj7OzMx07dsTR0THNzXb/X/j6+lK6dGmePn3K0qVLtTYxf6aVUjg5OdG+fXsWL17MxIkTKVCgADExMQCEhoZy4sSJFHv/QgghxIdIMn7SkYz/30i+f79JxhdCCAGQOlLFPyShLWmZQ5y5BG7jxo2sXr2aPXv2oNfrGT58OHPnziVdunQA2kRAGzZs4MKFC8THx1OiRAmaNWsGQHh4OBcvXgQSyuvMbbpjxw5OnDhB/vz5tXHrUrtjx47h7u7OyJEj//VrHzx4QObMmVFKsXHjRi5cuMDWrVvp27cvQ4YMoXPnzkyaNInRo0fTpUsXFi9eTGxsLEWKFKFhw4Y4Ojqi1+t5+PAht27dQq/X4+vry/r166lWrRrw4ZQ1/p306dPTp08fANatW8fRo0ctnk/cRs7Ozvj6+rJ06VKGDx9OnTp1WLt2LeXKlXun71kIIYT4EEnGT1qS8f8byfepg2R8IYQQkEbG8DZPxpE4tMXExBASEoJer2fo0KHUrFnTIrQNHDiQDRs24O3tTaVKlbTQtnHjRi20FS9ePE2Htr+iXhnDLyYmhoCAAEaMGEHevHm5c+cOXbt2pXPnzsCf7V+nTh3Kly/P8ePH2bhxIwaDgZw5czJ48GCOHj3KqVOnGDRoEC1btqRkyZLY2NiwYcMGNmzYAEDTpk3Jmzdvqp9UJT4+nmvXrgGwfft2evTogbu7+z+eFd3d3R2DwcDp06cZPXo0Tk5O2klbpkyZcHBwoECBAjx//pzQ0FC2bt1KqVKlqFChAm3atCEwMJCzZ89SokQJPvnkE/LmzavNIh4fH2/xWfnQVa1alUaNGrF9+3Z+/vlnPDw8SJ8+/WvLmU9sc+TIQadOnbSTZyGEEEIkH8n4SUsy/n8n+T51kYwvhBAiVV/wltCWPMylonfv3uWnn37Cy8sLT09PqlWrxv79+7G2tsbV1RX4cyZ38wQzw4cPx9fXV+s9U79+fZycnBg/fjxLly7l8OHDTJ8+HZ1Op/XWcXV1ZeTIkWlmQhArKytq1arFyZMn2bFjhzZb+D8JwyaTCScnJz755BO2bt3Kr7/+SpYsWciWLRsNGzakcOHC5MqVC3d3d37//Xc+/fRTQkNDtRK8bNmy0bp1a0JCQjhz5gzHjx/HYDAAaXsSoLfRs2dP/P39OXLkCDt37qR58+Z/u3xa/dwLIYQQ7wvJ+MlDMv5/J/k+9ZGML4QQH7ZU/esooS3pvNo7YcuWLYwcOZK4uDiuXbtGvXr18PX15dKlS9y/f5/79+9bvN7a2hqTyYS7uzutW7dm7dq1/PLLL5QsWZKCBQtSuXJlvLy82L59O8ePHycuLg4bGxvKly9PixYttPWYT1hSu2zZstG0aVMOHDjA0aNH8fPzo3bt2n/bC8RkMmkhy8vLCy8vL7788ksePXpE7ty5Xwtg+fPn13p2GI1G7fEmTZqwd+9e9uzZQ0BAAKVLl6ZEiRL/KJB/iAwGA926dWPu3LksWLCASpUq4ezs/JfLSxAWQgghkpdk/KQjGT/pSL5PXSTjCyHEhy3VpY74+HiLf2/ZsoWaNWuyYsUK1q1bp43DlT17duLi4v5naAP45ZdfuHnzJgCVK1dm9uzZTJgwgUaNGlG3bl0aN27MxIkTCQgI0ILwP52kJLUwh6UTJ05w5coVli5dip2dHQMHDmTEiBEAlClThrp16wKwdOlSnj17hpWV1Wtt8cUXX2Bra0tQUBD+/v48f/4cAHt7e1q2bMm3337LzJkzmTRpkhaE4+LiAFJ9EIaEY1Sn0+Hh4aGNbTh58mQgoZ1fHYfS3IvJXIp4+/Ztnjx5AoCjoyPOzs7odLrX2nnv3r2EhIRQqlQpypQpo21br9fTvn17smfPTlBQEPv27ePly5cWJ3bCUvv27cmXLx/h4eEsW7Yspd+OEEII8cGRjJ88JOMnDcn3qZNkfCGE+HCluuQhoS15mEwmxo0bR6dOnZg6dSo3b95k6NCh9OvXDzc3NyBhbLNatWphMBiIiorip59+Av68G67X64mPjydjxox88cUXQMLkNqGhoRbb0uv1KKWwsbFBKYVSKs2U4iXu4WFnZ0ebNm3Ily8fN2/e5McffwQsT6TM4Vmv13Pv3j2+++47evTowd69e7XltmzZwqxZs7TJgG7fvs306dMZOHAgVlZWdO7cGScnJ5RS2rbLly9P/fr1MRqN7NixQ5uISXouvFnWrFnp2bMnANu2bePx48cp+4aEEEKID4xk/OQhGf/tSb5PvSTjCyHEhyvVJRCTycSECRNYvXo1lStX1kJby5YttWXMoe3kyZP89ttv/PTTTwwaNOgvQ9s333zDhg0bqFChAh4eHtp6Xg1tQJoIba+OT6aUQq/XU7JkSXbt2kVgYCDp0qWjfPnyQEI5nbW1NTqdjuLFi1O/fn1+++03li9fzscff4ybm5sWBM0nCZ07d2b9+vWEhoayfPlyChQoQKZMmbRtmref1gKalZUVMTExLF68mDt37qCUImPGjADMmTOHZs2a4ezsrLWXlZUVRqORLVu2sGrVKoKDg4GEyWv0ej0RERGMHj0agJ9++olixYoREhLCy5cvyZQpEyNHjqRBgwbAn21p7k3Stm1btm/fzt27d3FwcEiB1khdmjRpgtFopFmzZtrkV0IIIYR4NyTjvz3J+MlD8n3qJhlfCCE+TO91F4Y3lYaZQ1uWLFkIDAwkNjbWIrSZX2MObQDLly8nLCwMnU6nlUsmDm2FChXi+vXrLF++XCs1M0sc2lJ7cDPv+6v7YW6zpk2bUqFCBWxsbIiOjubcuXMAWhCGhBK8qlWrUqFCBaKjo5kzZw7wZ68cnU6n9ZD59NNPAcibN69FEE7L9u7dS/369Zk5cybr1q3Dz8+Pq1evAgnt/9133wF/Hn/Hjx+nT58+jBo1iuDgYNq0acOpU6e0stq8efMyefJkGjRogMlk4ubNmzg5OdGtWzcCAgJo0qQJYPlZMZ/EFShQgOnTp3Po0CG8vb3fZTOkSra2trRt21aCsBBCCJHMJOMnLcn4yUvyfeomGV8IIT5M7+UFbwlt/92bxh00mUwWM92fPXuW1atXs27dOkJCQrR2gIRxzrJly4Zer+fYsWNERUW9Njacm5sbDRs2xN7enp07d3Lw4EHgz7+buYdMrVq1OHLkiNa+ad3Vq1eZMmUKt27donPnzvj7++Pn58fcuXOpVq0aAJs3byYoKAidTkdkZCQ7d+4kMDCQ8uXLs3XrVsaOHYujoyNxcXFae/r6+jJjxgx27drF3LlzWbNmDV9++aW23N/NKO7t7Y2jo+O7agIhhBBCiL8kGf+/k4yfMiTfCyGEEKmTTqXQLBdvmqnbHOTMj589e5aQkBCsra0pUaIEH330Eba2tgCcOnWKoUOHcvv2bZo2bcrw4cNxdHS0CAexsbFs2bKFSZMmER0dzYIFC6hSpcobZ9KOjIzEyckpuXc7WYSGhhIQEECfPn1eey5xe4SFhTFt2jT27duHtbU1cXFxuLi40LhxYz7//HPtNVOmTGHx4sUUKFCAIUOGvHHG+uvXr/P999+zfft2PDw8WLNmzWvbM0s8jl1aZN7nSZMmsWzZMnr16sWgQYOAP8f8u3XrFvPmzeOXX36hdOnSrF69GoBjx45hNBqpXLky8PpnwLx+sDw5NI+LmFbbVAghhBCpk2T8pCMZP+VIvhdCCCFSt3f6axoaGsq8efMSNvzKD7n5x12v1xMWFkbfvn1p27YtX3/9NaNHj6Zfv3788MMP2vJeXl7UqVMHk8nEmTNnOHHiBGAZGmxtbalQoQI1a9YEYO7cucCbZ9J2cnIiPj4+Vc3MbjQaGTduHI0bN2bmzJnaxCWJZ7nX6XQYjUYWLFhA48aN2bdvH66urjRq1IgcOXJw//59Fi1axJEjR7TXtGvXDoPBwLVr1wgICODevXuAZVldnjx5qFevHrlz5yYoKOi1yW0SSzzuX1qk0+l49uyZ1v4VK1YEEk7GzCddLi4u9O/fn+zZs3P27Fk2b94MQNmyZbUwbJ6B/dW2elOpbVo9uRBCCCFE6iMZP2lJxk95ku+FEEKI1O2d/KJKaEseQUFBbN26Vft34pLOxG2wYsUKZsyYgZOTE2PGjGHnzp1MnjyZmTNnUrNmTYxGI7NmzdKWz5MnDy1atMDa2ppDhw5x6NAh4M82M6+7TJkyWvh78eJF8u5sCjKZTG8ca9L8mPm/VlZWZMyYUTuGzD2VzMs4OztrPXSmTZumBWbzCdirPZKEEEIIId5nkvGTh2T85Cf5XgghhEjb3knyk9CWPAoUKIC9vT0ANjY2BAUFaWWH5hONy5cvs3z5cpydnVmyZAnt2rXTglqZMmXIli0b1tbWBAUFsXLlSm3dzZo1o1y5cty7dw8/Pz/CwsIAy3JGJycnOnbsSEBAQJocw08ppfXK0Ol0REREcPDgQc6cOcPNmzctxqE0Go3ExMTw9OlTnj17BliOtWhuMx8fH/Lly8eDBw+0z4EQQgghRGokGT95SMZPPpLvhRBCiA/DO7ngLaEt6ZlMJrJly4aXlxeQMGM9wIIFC3jy5Ik2qcyZM2e4desWRYoUoWDBgtrrHz16xNSpU1mxYgVZs2YF4Oeff+bRo0cAODg40K5dOzJlysSpU6fYu3evNk5f4hOYQoUK4erqqk2ak5o8ffqU27dv/+XzOp0OKysrIiMjGTVqFM2aNaN///60a9eONm3a0Lt3b37//XeMRiNOTk6UK1cOgLVr1wKvl/QC2Nvbaz09FixYwI0bN9Dr9RY9oYQQQgghUgPJ+ElPMv7bkXwvhBBCCHgHF7wltCUPvV5PXFwc+fLlAxJ6FpQtW5Zbt25pJZ3x8fE8fPgQgJw5cxIbGwtASEgI06ZNY+HChZQuXZrevXtjMBi4ffs2CxYs0LZRq1YtatSowfPnz/H393/jGIqJ309qKhVduXIl5cqVY9asWURFRb32vPnY8ff3x9fXl/Xr15MlSxZ8fX3x8fFBr9cTGBjI8OHD2bNnDwAtW7YkXbp0HDx4kICAAIv1mAOvyWTiyZMnZMyYEYDRo0cDUu4ohBBCiNRFMn7ykIz/30m+F0IIIYRZsqcXCW3/nbkd/qp3gLW1Nbly5QLgwYMH1KlTB4Dly5cTEhKClZUV+fPnp2XLlnzyySfY2tpy/vx5pk6dyoYNG6hTpw6LFy+mXbt2VKhQAYBVq1Zx8eJFbRvt27fHwcGBc+fOaScgaYH5hCg2NvaNJ0c6nY5Hjx6xYMEC7t27R/fu3Vm7di0TJkxg4cKFrF27ltKlSxMcHMyiRYsICQmhVKlStGzZEoBvv/2W4OBg7Rg0B97t27cTExND165dgYTAHBsb+9oYgkIIIYQQ7zPJ+P+dZPzkIfleCCGEEGZJkgoltCWtU6dO0bdvXy3wv6l3gDlA+fj4YG1tjdFopESJElSsWJGYmBht/LgmTZowYcIEsmbNyrlz5xg8eDBBQUF8+umnTJs2DTs7OwCyZMkCQExMDFOnTtW2U7x4cb788ks2btxIgwYNknW/3wVzu3Xs2JH58+czZswYrTfGq5YsWcL58+fp0qULQ4YMwcnJSXvO3t6e7NmzYzQauXTpEjt37gSgd+/eFChQgPDwcEaMGMHChQsJCQkhPDycKVOmMH36dNzd3enRowcHDhxgyZIl2NravvHETQghhBAiJUnGT1qS8ZOH5HshhBBCvMr6bV586tQpFi5cSLFixRgwYMBfhjadTvfG0HbkyBHmzJnDnDlzaNKkCU2aNAHg3LlzDBkyhIcPH/Lpp5/SvXt3bay/V0Pb0qVLgT9DW/HixSlatOjb7FaKiYmJ4fPPP2fv3r0A7Nu3jwwZMtC0aVMyZsxoMWah+b96vZ68efMSEhKCh4cHDRs25Ny5c/j7+7Nv3z6qV6+OyWTCaDTy3XffERERQa9evWjfvj22trbExsZia2vL48eP0el02Nracvz4cYYPH06/fv3IkycPrVq1AhJ6Teh0ulQd3sxlsDqdjqpVq2qPx8XFaT2DzL0yjh8/jp2dHdWrV9eWi4mJYcOGDaxevZrQ0FAyZMjAkCFDtDbKnj07EyZM4Pvvv+fkyZOEhIQwZ84coqOjAXB2dqZ///7Y2Njg7Oysbdtc9iuEEEIIkdIk4yctyfjJS/K9EEIIIV71n3p4x8TE0K9fPzp06MC+ffuYM2cOS5cu5enTpwAW5Vt/F9ocHBy00AYJYSsmJkYLbe3bt7cIbYAW2tKlS6eFtuvXrwPQqlUrihYtislkSpUlZHq9njt37gCQPn16AGbOnKmNQ/emEOri4kLmzJm5dOkSV69epXr16tSoUQOAOXPmoJRCr9dz4cIFzp07R+7cuWnfvr3W68HW1pbIyEh+/fVXChYsSOfOnQHInz8/efLk0bZjXk9qDcKJvVriOHPmTPr06cO1a9eAhGPW2tqaZ8+eYW1tTY4cOQDYv38//fr1Y/z48YSGhtKxY0cCAwNp1aoVN27c4MCBA8THx+Pl5cWPP/7IhAkTqFu3LiVKlMDb25vPP/8cPz8/vL29LbYvYVgIIYQQ7wPJ+MlDMn7yk3wvhBBCiMT+0wVvCW3Jw8bGhhEjRgDw4sULPDw8yJUrFytWrGDcuHGvlXGaJ+6pWLEiANevX8fJyYn69evj6urKpUuXWLJkCZBQMhkdHc2NGze0kxaAEydO0KNHD+7fv0/Xrl0ZNGgQp06donfv3hbbSo3t+SqlFPHx8VovpcePH/Ps2TPmzZvH4cOHOXToEC9fvgQSynLTpUtHbGws+/btY/jw4XzyyScEBgZSqVIldu7cyciRI7G1tWXLli34+vqyaNEidDod8fHxODo60rJlS6ZPn87SpUuZM2cOvXv3xtbWlri4uJRsBiGEEEKIN5KMnzwk4ycfyfdCCCGEeJP/dMFbQlvy8fLyonXr1gA8f/6cgQMHkiFDBrZt28aECRM4f/48kNCLwRzszCcDt27dAhJKP+vVqwfAokWLuH//PgUKFKBs2bIADBo0iLFjxzJgwAB69+5NcHAwrVq1olq1agA4OjoSHx+fKnvQ/B2dToeVlRUREREMGzaMyZMnkyFDBgYPHgzAmjVruHLlCpBQmujm5kZsbCxz5sxh06ZNuLi4MH/+fH7++WcKFCig9Uh6+vQpUVFRGI1G9Hq9RdmvtbU1Op0OBwcHlFKYTCbp8SGEEEKI95Jk/OQjGT95SL4XQgghxJv850krJbQlnx49epA5c2ZCQ0OJj49n2rRplC5dmh07dmjlnYlDv3myoMDAQABy5MhBjRo1KF68OPfv3+enn34ic+bMtG3bFnt7e0JDQ1mzZg3+/v5kzpyZyZMnM378eItJW6ysrFL9iQXw2rERGBhIvXr12Lx5M8HBwcTExNCjRw9cXFz4448/2LFjB5GRkQB06tQJSDjha968Obt376Zq1aqYTCZtXESAw4cPA7xWyvgqnU6HXp8k88QKIYQQQiQLyfjJRzJ+0pB8L4QQQoj/5a1+nSW0JY88efJovVq+/fZb8ufPz8SJEylbtixhYWEMHz6cPXv2aMuXLl0aFxcXHj9+zIMHDwAoUqQIDRs2RK/Xs3LlSi5cuECDBg34/vvvGTRoEAMGDGDcuHH4+fnh6+sLJPTSSSvM4/iZj42NGzeyevVq9uzZg16vZ/jw4cydO5d06dIBMGzYMAA2bNjAhQsXiI+Pp0SJEjRr1gyA8PBwLl68CCSU+5rD8I4dOzhx4gT58+enYcOG73QfhRBCCCGSg2T85CEZ/+1IvhdCCCHEP6VTb9l1YvHixUyZMgVnZ2eWLVtGXFwcY8eO5eTJk3h5edGxY0fq1q0LgNFopG7duuTMmZNZs2aRLVs2Xrx4wdq1a5k6dSo6nY41a9ZQokQJDh48SEhICLGxsWTPnp3mzZtrpWKJx2lLq6KioujUqRPBwcF06NCBUaNGcevWLb7++mv279+Pra0t3333HdWqVSM2NpbPPvuMs2fP4ufnh6OjIwBXr15l2rRp7N+/n6pVqzJ//nxt/Ylng09Ls4ibywrNx0dMTAwBAQEMGjSIvHnzcufOHTp37swXX3wBJARnc6+Mzp07c/z4cerWrcvw4cPJmTMnkZGRNG/enNu3b5M3b15atmxJyZIlsbGxYcOGDWzYsAGAzz//nO7du6fJkzMhhBBCfHgk4ycPyfj/nuR7IYQQQvxbb11/1bJlS4oWLcrdu3dZvnw5bm5uTJkyhZo1a3L27FmGDRvG/v37gYSw4u7uzrVr17CzswMSJsSpXLkyVapUIT4+njlz5gBQpUoVevXqRf/+/WndujXW1tbaZCBpPQhDQiln3759AVixYgUnTpzAxcWFkSNH0rlzZ6Kjoxk9ejRr1qzB1tYWFxcXHj16xLFjx7R1FChQgEaNGpEuXToOHDjAoUOHtOfMoU0plSaCsJl5HL+7d+8yceJE9u3bh6enJ9WqVSMiIgKTyYSrqyuQcFKl1+u142r48OEA7N69myNHjhAdHY2TkxPjx4+nUqVKREREMH36dLp06UK7du3YsGEDrq6uzJ07l969e2vj+QkhhBBCpHaS8ZOHZPx/T/K9EEIIIf6tt77gLaEt+dSsWZPatWsDCeMfxsbG4uLiwpdffkmHDh2IjY1l7NixLFu2TBtf7tatWyilUEphZWWFh4cHzZs358svv6Ry5cqvbSMtBLhXyzS3bNlCzZo1WbFiBevWrcPZ2RlfX1+yZ89OXFwc9+/ft1je2toak8mEu7u7NmblL7/8ws2bNwGoXLkys2fPZsKECTRq1Ii6devSuHFjJk6cSEBAADVq1AD+LLMUQgghhEjtJOMnH8n4/5vkeyGEEEK8jbce0gQSgsCnn36Kn58f1apVY9asWdoYaBMnTmTbtm08efKEESNG4OrqSv/+/RkxYgQdO3ZMeBM6HTdu3GDRokXkzp2bbt26ve1bSjPOnz9PmzZtMJlMTJ8+XRtH7tGjRxw4cEAbm65atWrs37+fTp06MWLECIsSxsRlfYnLHNOaEydOkDlzZoYNG0ZERATdunWjbt26uLm5ce/ePRYsWMCKFStwdHRk3759ZMiQQWsb83+fPn1KpUqVtBLSjh074uDgoG3DvJzRaMTGxgZIO+WiQgghhBCJScZPPpLx/xnJ90IIIYT4L5JkSmm9Xk/Pnj3R6/Xs378fPz8/7bn+/ftrpWSTJk1i3bp1ANy4cQOdTqfdvc+dOzejRo3SgnBam5X9vypZsiSdO3cGYP78+Tx8+BCALFmy4Ovry1dffUW+fPm0ktJ9+/bx4sULi4Cm1+u1HiFpMQibTCbGjRtHp06dmDp1Kjdv3mTo0KH069cPNzc3IGHypFq1amEwGIiKiuKnn34C/uz9otfriY+PJ2PGjNr4fxs2bCA0NNRiW+a2tLGx0dpUwrAQQggh0iLJ+MlHMv7fk3wvhBBCiLeRJBe8QUJbcurcuTM5c+bkypUrrF+/HvizvK5Vq1aMHTuWvHnzApA3b16io6NfW4dOp0sTbfrqSZJSCr1eT8mSJcmSJQuBgYHExsZSvnx5IGESJfNrihcvTv369QFYvnw5YWFhFidkiSe3KVSoENevX2f58uU8efLEYpvmdkwrbSqEEEII8Vck4ycfyfgJJN8LIYQQIqkl2QVvkNCWXHLmzEmvXr0AWLhwIVevXtVOHKysrPD29ua7775jxIgRLFy4kKxZs6bwO0565tD66rFhDrtNmzalQoUK2NjYEB0dzblz5wAsJppxdHSkatWqVKhQgejoaG3yJPMESTqdTpvg5tNPPwUSjtNMmTIl894JIYQQQry/JOMnjw8940u+F0IIIURySZIxvBNbtWoV48ePJ2PGjKxatYqCBQta9Oa4dOkSp0+fplOnTkm52TTvxYsXdO/enbNnz9K6dWvGjh37lycN8fHxqXKW+8TjECZ+DP7snXH27FlCQkKwtramRIkSfPTRR9pYkqdOnWLo0KHcvn2bpk2bMnz4cBwdHS2Ov9jYWLZs2cKkSZOIjo5mwYIFVKlS5Y1tFhkZiZOTU3LvthBCCCHEe08yfvJI6xlf8r0QQgghUkKS9vAG8PX1pXTp0jx9+pTly5e/VrpYrFgxLQi/Ovu2+Gvp06enb9++AKxdu5aDBw++cTlzj5DUIjQ0lHnz5gG8FobN5Yx6vZ6wsDD69u1L27Zt+frrrxk9ejT9+vXjhx9+0Jb38vKiTp06mEwmzpw5w4kTJwDLXiO2trZUqFCBmjVrAjB37lwgoRfIq/d+nJyciI+Pl9nZhRBCCPHBk4yfPNJixpd8L4QQQoiUluQXvNNiaHtfVK5cmSpVqgCQLl26Ny6TWkpFjUYj48aNo3HjxsycOZPDhw8DlidIOp0Oo9HIggULaNy4Mfv27cPV1ZVGjRqRI0cO7t+/z6JFizhy5Ij2mnbt2mEwGLh27RoBAQHcu3cPsBwbME+ePNSrV4/cuXMTFBT02gQ3iVlZWb0W1IUQQgghPjSS8ZNPWsn4ku+FEEII8b5Ill/6tBLa3jc6nY5vvvmGkJAQKlSokNJv560EBQWxdetW7d+Jx9tLHF5XrFjBjBkzcHJyYsyYMezcuZPJkyczc+ZMatasidFoZNasWdryefLkoUWLFlhbW3Po0CEOHToE/Hm8mdddpkwZKlasCCSUkgohhBBCiL8nGT95pJWML/leCCGEEO+LZLngnVZC2/vIPFmN0WhM4XfydgoUKIC9vT0ANjY2BAUFsWbNGuDPXiCXL19m+fLlODs7s2TJEtq1a6eN51emTBmyZcuGtbU1QUFBrFy5Ult3s2bNKFeuHPfu3cPPz4+wsDAAi9JbJycnOnbsSEBAgDaBjRBCCCGE+GuS8ZNPWsj4ku+FEEII8b5ItlqutBDa3mc2NjYp/Rb+M5PJRLZs2fDy8gKgePHiACxYsIAnT55gbW0NwJkzZ7h16xZFihShYMGC2usfPXrE1KlTWbFihXac/fzzzzx69AgABwcH2rVrR6ZMmTh16hR79+4lPj4enU5n0bukUKFCuLq6YjKZZBw/IYQQQoh/QDJ+8kqtGV/yvRBCCCHeJ8k+eFlqDW0i+ej1euLi4siXLx8APj4+lC1bllu3bmnj7cXHx/Pw4UMAcubMSWxsLAAhISFMmzaNhQsXUrp0aXr37o3BYOD27dssWLBA20atWrWoUaMGz58/x9/f/40T3CR+PzKOnxBCCCHEPycZXyQm+V4IIYQQ7xNJASJZmANs4klqErO2tiZXrlwAPHjwgDp16gCwfPlyQkJCsLKyIn/+/LRs2ZJPPvkEW1tbzp8/z9SpU9mwYQN16tRh8eLFtGvXTiupXbVqFRcvXtS20b59exwcHDh37pzWO0QIIYQQQgjx70m+F0IIIURqIRe8RZI6deoUffv21XpjWFlZvbaMuezQx8cHa2trjEYjJUqUoGLFisTExGgT3DRp0oQJEyaQNWtWzp07x+DBgwkKCuLTTz9l2rRp2NnZAZAlSxYAYmJimDp1qrad4sWL8+WXX7Jx40YaNGiQrPsthBBCCCFEWiT5XgghhBCpjVzwFkkiJiaGfv360aFDB/bt28ecOXNYunQpT58+BbAYW89cdqjX68mbNy8hISF4eHjQsGFDHBwc8Pf3Z9++fUDCeIAxMTF89913RERE0L59e9q3b4+tra3Wy+Tx48fodDrSpUvH8ePHGT58ONevXwegVatWFC1aFJPJZPEehBBCCCGEEH9N8r0QQgghUiu54C2ShF6v586dOwCkT58egJkzZzJr1iyioqLeOLaei4sLmTNn5tKlS1y9epXq1atTo0YNAObMmYNSCr1ez4ULFzh37hy5c+emffv2ZMyYEQBbW1siIyP59ddfKViwIJ07dwYgf/785MmTR9uOeT1veg9CCCGEEEKI10m+F0IIIURqJRe8RZKwsbFhxIgRALx48QIPDw9y5crFihUrGDdu3Gtj7JlnVa9YsSIA169fx8nJifr16+Pq6sqlS5dYsmQJkFA2GR0dzY0bN7QeJQAnTpygR48e3L9/n65duzJo0CBOnTpF7969LbYlQVgIIYQQQoh/R/K9EEIIIVIrueAtkoyXlxetW7cG4Pnz5wwcOJAMGTKwbds2JkyYwPnz54GEMkbz2H/mnhq3bt0CEsblq1evHgCLFi3i/v37FChQgLJlywIwaNAgxo4dy4ABA+jduzfBwcG0atWKatWqAeDo6Eh8fLyUNwohhBBCCPGWJN8LIYQQIjWSC94iSfXo0YPMmTMTGhpKfHw806ZNo3Tp0uzYsUMbey9xjwzzTO6BgYEA5MiRgxo1alC8eHHu37/PTz/9RObMmWnbti329vaEhoayZs0a/P39yZw5M5MnT2b8+PE4OTlp67SyspJeH0IIIYQQQiQByfdCCCGESG10Sm6ViyS2ePFipkyZgrOzM8uWLSMuLo6xY8dy8uRJvLy86NixI3Xr1gXAaDRSt25dcubMyaxZs8iWLRsvXrxg7dq1TJ06FZ1Ox5o1ayhRogQHDx4kJCSE2NhYsmfPTvPmzbG2tgYSSijfNGO8EEIIIYQQ4u1IvhdCCCFEaiI9vEWSa9myJUWLFuXu3bssX74cNzc3pkyZQs2aNTl79izDhg1j//79QMKEM+7u7ly7dg07OzsgYVKcypUrU6VKFeLj45kzZw4AVapUoVevXvTv35/WrVtjbW1NXFwcgIRhIYQQQgghkonkeyGEEEKkJnLBWyQ5R0dH+vbtC8CKFSs4ceIELi4ujBw5ks6dOxMdHc3o0aNZs2YNtra2uLi48OjRI44dO6ato0CBAjRq1Ih06dJx4MABDh06pD1nLmdUSmk9QIQQQgghhBDJQ/K9EEIIIVITueAtkkXNmjWpXbs2kDA5TWxsLC4uLnz55Zd06NCB2NhYxo4dy7Jly/D29gYSJrZRSqGUwsrKCg8PD5o3b86XX35J5cqVX9uGjOMnhBBCCCHEuyH5XgghhBCphYzhLZLN+fPnadOmDSaTienTp9OwYUMAHj16xIEDBxg2bBgA1apVY//+/XTq1IkRI0YQFxen9ewwmUzo9Qn3ZZRSEoKFEEIIIYRIIZLvhRBCCJEaSA9vkWxKlixJ586dAZg/fz4PHz4EIEuWLPj6+vLVV1+RL18+bby/ffv28eLFC4syRr1er/UKkTAshBBCCCFEypF8L4QQQojUQC54i2TVuXNncubMyZUrV1i/fj2Q0KsDoFWrVowdO5a8efMCkDdvXqKjo19bh06nkzAshBBCCCHEe0DyvRBCCCHedzKkiUh2q1atYvz48WTMmJFVq1ZRsGBBix4dly5d4vTp03Tq1CmF36kQQgghhBDif5F8L4QQQoj3mfTwFsnO19eX0qVL8/TpU5YvX/5a+WKxYsW0MBwfH59Sb1MIIYQQQgjxD0i+F0IIIcT7TC54i2SXPn16+vbtC8DatWs5ePDgG5czz94uhBBCCCGEeH9JvhdCCCHE+0wueIt3onLlylSpUgWAdOnSvXEZGcdPCCGEEEKI1EHyvRBCCCHeVzKGt3hnHj58SNasWVP6bQghhBBCCCGSgOR7IYQQQryP5IK3eOeMRiM2NjYp/TaEEEIIIYQQSUDyvRBCCCHeJ3LBWwghhBBCCCGEEEIIIUSaIGN4CyGEEEIIIYQQQgghhEgT5IK3EEIIIYQQQgghhBBCiDRBLngLIYQQQgghhBBCCCGESBPkgrcQQgghhBBCCCGEEEKINEEueAshhBBCCCGEEEIIIYRIE+SCtxBCCCGEEEIIIYQQQog0QS54CyGEEEIIIYQQQgghhEgT5IK3EEIIIYQQQgghhBBCiDRBLngLIYQQQgghhBBCCCGESBPkgrcQQgghhBBCCCGEEEKINEEueAshhBBCCCGEEEIIIYRIE+SCtxBCCCGEEEIIIYQQQog0QS54CyGEEEIIIYQQQgghhEgT5IK3EEIIIYQQQgghhBBCiDTh/wC831TlkFhb7AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for attribute in synthetic_df.columns:\n",
    "    inspector.compare_histograms(attribute)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5.3 compare pairwise mutual information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LFizQm2++qWHDhilTptRJZC9atKiqVaumo0ePGiUUCxUqlOD2ly5d0tmzZyX9X5aZvXrefT01nTx5UoMHD9aNGzcsbr9+/bquX7+upUuXasiQIerfv/8zPc7Fixc1bNgwo0/ECA0N1ZUrV3TlyhX5+PjI29tb33zzTaInlK5du6bevXsbJ9yCg4O1f/9+tWzZMs62QUFBGjFihHbu3Glxu7+/v/z9/bV+/XqNHTtW7du315IlS/T1118ba+hJ0cHs3bt3a/fu3RoyZIgGDhwYb5suXbqkDz74QOfPn49z3+PHj/X48WP5+vpq5cqVatSokaZMmZKkE2cp5ePjo3Hjxunp06cWt9+/f1/379/Xv//+q9mzZ+vTTz/VK6+8kujx0rqv+Pn56ciRI8b1+AInienRo4fq1aunF198McHMxdTui8+rf8W4fv263n77baPEZIyzZ8/q7Nmz+uOPPzRt2jTVr18/wWMsXLhQ48ePtyh/GiOmfxw/fly//vqrPvvss0TXBUrO5zE+O3fu1IcffqgnT55Y3B4QEKCAgACdOXNG8+fP16uvvqovvvgi3t8cUsbr81L07w0fHx9JUqFChVSzZs0UH8sa898CCb1+UvTvpr59+xpl7+7evasdO3botddes3rsdu3aGUHtNWvWJBoUW7VqlXE5dhZSYGCgRo4cqU2bNsXZLzw8XE+fPtXNmze1bds2/fLLL/rll19UunRpq4+XmFWrVunrr7+2COJI0dlO9+7d0759+/TLL79owoQJqlu3brKP37p1a40ZM0ahoaHatWuXnjx5oly5ciW4/cGDB40gY61atSwCYidPntSAAQN0584di30ePXqkR48e6eLFi1q0aJGaNWumSZMmpTiQV7hwYV2/fl1SdEDro48+StJ+M2bMiLfM4ssvv6xvv/1W4eHhOnToUKK/I0+fPq2LFy9KkurXr5/g2sUrVqzQl19+GSdwd/78eZ0/f974TmzQoEGS2m9NVFSURo8erQULFlhkyj948EAPHjzQkSNH9Oeff2rGjBlWJ6fNnTtXP/zwg0JDQy1uv3Pnju7cuaPt27frl19+0dSpU41AXVqZN2+eJk6cGKctDx8+1L59+7Rv3z7Nmzcv0ef08ssv68cff9SlS5e0f/9+IzAHAPhvICgGAPjPMD+hWKJEiTj3jxgxwsgUypw5sxo2bKgKFSooR44cevz4sY4dO6aDBw/KZDLpwYMHGjx4sNavX5/iLJpx48ZZBMRivPrqqzpz5oxOnTqlO3fu6OLFiypXrlyc7WIHzBIKiu3evdsIfHh6eiapbWFhYerfv78RECtSpIiaNm2qIkWK6OnTpzp//ry2b9+uqKgoHT16VIMGDdKff/4Z5zjXr1/Xa6+9prt370qS8ubNK09PT5UsWVIhISE6fvy4/vnnH0VGRmr27Nm6e/dugplxKeHt7a2jR48a2WKvv/56gtvGlFh0dnZWy5Yt4z25ldpee+01NW3aVGvXrjVK9nTv3t3on/H109TwvPt6arl9+7b69eun+/fvq2DBgmrWrJmKFi2qe/fuaf369bp7966ioqI0efJkVa5cWY0aNZIkVa1aVR9//LGk6JPrMSfN+vfvb5RNMg/6Xbx4UT169DAyIbJly6amTZuqfPnyCgsL05EjR7R//35J0f3m2rVrWrBggdUTeaNGjYpz8jJTpkzxnoT/6KOPdOTIETk5OalZs2Zyc3PTvXv3tG3bNt26dUsRERH64osv9OTJE40ePVqS1KhRI1WvXl1hYWHasGGDEYCYOnWqPD0945zwvX37tnr06GHMrC9YsKCaNGkiV1dXZcqUSTdv3tSuXbuM76hdu3Zp4sSJRharlLr9d9asWZo4caJxvVixYvL09FSBAgV09+5dbdu2Tf7+/goKCtJnn32mBw8eqF+/fgkeL6V9JTnMv4Pz5MmT6En1+OTPn99qVmpa9MXn0b9ihISEqH///vL19ZWzs7NatGih8uXL6/79+9q4caPu3LmjwMBA9evXTz///HO8J4EXLVqkL7/80rherVo1vfTSS8qXL59CQkJ04cIF7dixQ6GhoYqIiNDo0aNVpUoVq2sGJufzGNuVK1c0ePBghYSESJIqV66sOnXqKF++fHrw4IH+/fdfHTt2zAgeubi46IMPPohznIzY5yXp8OHDRlZj48aNU3SMpDDPEknouyQiIkIjRoyIsw5Urly5Eg0odOzY0QiKrV27VsOHD09w29u3b+vQoUOSorO1a9WqZdwXFRWlt99+2wiQZ82aVU2aNFG5cuWUNWtWPXz4UAcOHDC+I69fv64hQ4ZoxYoVRuCvQYMGyp49u06ePGmUcW7QoIHxHGJPSlmwYIG+/vpr47q7u7vq16+vfPnyGUHBa9eu6e7du3r77bf1008/Jfv9zp07tzw9PbV+/XqFhYVp06ZNVgP/q1evNi536NDBuPzw4UO9++67unfvniSpdOnSatSokQoUKKDHjx/r9OnTRtnDrVu36vPPP7dYUy45mjRpoj/++EOSNGfOHD1+/FhvvPFGopUIElp3LE+ePGrWrJk2bNigqKgorV27Vm+++WaCxzEvw2f+GpjbuXOnDh8+rKioKLm5ualhw4bKnTu3rly5oo0bNyo4OFhBQUF6//33tWnTJmPCWYkSJfTxxx/r8ePHmjlzpqToNSxjgr9FihSJ9/HmzZtnTCaoWrWqatWqpdy5c+vcuXPavHmzwsPD5evrqw8++EBLly6Nd3LG+PHjNXv2bOO6h4eHatasqZw5c+rGjRvatm2b7ty5I19fX7322mv6888/VaFCBWP71PytMH36dE2bNs24XqJECTVp0kQuLi66fv26NmzYoKCgIPn6+qpPnz5auXJlgpnIDRs21I8//igpOlBJUAwA/lsIigEA/hPu3btnnGiQ4p7I2bdvnxEkyJ07t+bPnx/vSb79+/fr3XffVXBwsO7evavNmzcned2C2Hbt2qWCBQvqq6++Ut26dfXgwQNt3LhR1apVk6enp06dOiUpeo2E2EGx8PBwHT58OE7bEnqcGEkpdShJGzZsMGa71q5dW7Nnz45ThuT48eN6/fXX9fTpUx0+fFgHDx60OFEUGRmpoUOHGgGxdu3a6csvv4wTWDl+/LgGDRqk27dva+XKlapTp466dOmSpHYmxtvbW+PGjUtSUCymfzRq1MjqbOjUFJORduHCBeNEQZs2bdJ0YJ4efT21XLhwQVJ0mbrPPvvMok8OGzZMgwYN0u7duyVJv/76q3ESsHz58kZZu+3btxtBsa5du8YpexkeHq733nvPCEJ4eHjohx9+UOHChS22O3DggN5//309fPhQp06d0ujRo+MtpyVFB5n379+v0qVL66uvvtKLL74of39/7d+/Xy+88EKc7Y8cOaJSpUpp1qxZKlmypHH7kCFD1L17d/n6+urp06f6+uuvlSNHDs2YMcMiE2DQoEEaMGCAdu/eLZPJpGXLlumzzz6zeIxJkyYZAbHGjRtr2rRpypo1q8U2ERERGjdunFGSafny5fr444+N7VKr/+7bt88iODB48GD1799fmTP/31Bl5MiRmjZtmn7++WdJ0uTJk1WtWrUEHyulfSU5zE/aV69ePdWyXGOkRV+Unk//ihGT8VS8eHH9/PPPFienhw0bppEjR2rDhg0KDw/XF198obVr11qclH306JEmTJhgXE+olOGNGzfUt29fXb58WVFRUVq4cGGCQbHkfh5jmzt3rhEQe+edd+INppiXXZs3b5769+9v8fnKqH1eii4XHMNadt+z2LlzpxF4dXBwSLCtMd/l1atX16hRo1SuXDldunRJFy5cSHTNyHLlyqly5co6deqU/P39dfToUVWvXj3ebdeuXWtMLmrXrp1FEGX58uVGQMzV1VXz58+Pt5zymjVrNHz4cEVFRencuXM6fPiw8ZupRo0aqlGjhpYtW2b8FvHw8FDfvn3jHOfkyZMaO3asJClLliz69ttvLdbMlaRPPvlEc+bM0aRJkxQeHq7hw4dr3bp1Sa4UEKNjx45av3690f6EgmLh4eHasGGD0SbzNVl9fHyMgFjbtm01fvz4ON+VW7du1eDBgxUREaFVq1ZpyJAhVktSJ+Stt97SqlWr9OjRI5lMJi1evFiLFy9WuXLl1KBBA9WqVUsvvfRSsl6HDh06GM9t9erVCQbFoqKijN9W2bNnV4sWLeLd7uDBg3J0dNSYMWPilB4dPHiw+vTpoxs3bigwMFCLFy82sjqLFCmivn37ys/PzwiKxdxmTVBQkHLkyKHvv/8+TptOnz6tXr16KSgoSOfPn9fWrVvjrKe7ZcsWIyCWN29eTZo0KU7AOTQ0VOPHj9fvv/9uBPRWr15tfAZT67fC8ePHLcqMvv/+++rfv79FJumwYcPUt29fnT17Vvfu3dPEiRONz0ts1apVU44cORQUFKRt27YpMjLSalYqAMC+pO7IDQAAG3T16lX169dPgYGBkqQXXnghzgzOmPUmpOhBaUKz3uvUqWNRd/5ZF+SeNm2amjdvrhw5cqh48eLG4NZ8nRbzhcNjHDt2zCi3FBMwu3Dhgh4+fGixnclkMk6CFS9ePN6Ms/gcO3bMuPz666/HW5f/xRdf1FtvvSUpeob98ePHLe7fsGGDUTKxbt26+v777+PNNHrxxRc1ffp04yTTjz/+qMjIyCS1MzGFChVSjRo1JEWfCL59+3a82509e1aXLl2SpDgnl+xNevX11FK7dm199dVXcfpktmzZLGbOHzhwIEX9aNmyZcbJWFdXV82ePTtOECKmHT///LNxEnv58uVxSo2ac3Jy0pw5c1SnTh1ly5ZN5cqVU8+ePePdNlOmTJoyZYpFwEKS8uXLF2dNkeHDh8cpjeXs7Gyx/kzs9y44ONg40ZklSxaNHTs2TkBMis4i/Pjjj41suqdPn1p9jin1ww8/GJfffPNNDRo0yCI4IEW/fh9++KF69eolKfoEpPl+8UnrvnLz5k3jsrWSWimVVn0xrftXbNmyZdOcOXPiZGtkz55dkyZNMtbdun79upYsWWKxzebNm40ShV5eXgmelC9atKjef/9943rMpJKEJOfzGNvRo0eNywllbvXo0cNYHykiIkJnzpyxuD+j9nnJcgJOWpRJ27Nnj5HZK0W/79ZKDbq4uGjOnDmqWrWqsmXLpipVqiR5fSDziR7mmU6xmd/Xvn17i/vM/6Z+9tlnCQZzXn75ZYvgXmJ9NCFTpkwxMuO++uqreH+zODo6ql+/fkYZ0YCAAM2fPz/Zj9WoUSMjgLRv3z49ePAg3u327NljTLJo3ry5xW8988/L22+/He/kgWbNmqldu3aSov/uxP49mVSurq6aMWOG8ubNa3H7xYsXNW/ePA0aNEj16tVT69at9eWXX2rLli1GgDshjRs3Nl6DkydPxikDG2P//v1GechWrVpZzdZ99913412Lr3jx4hoyZIhx3VoJ9eQYM2ZMvEG6SpUqWQT5YrIhY5hMJk2ePNm4PnXq1HgzMLNkyaJRo0YZa49evXpVK1euTJW2m5s9e7ZRArJXr15677334gSxChQooOnTpxvfp6tWrYq37K4U/Tlxc3OTFJ3RGDOxAADw30BQDACQYd28eVNz5syJ99/MmTM1duxY9e7dW61btzZOPjg6Our777+Pc8KodevWGjp0qLp27RrnhEds5ieBEhpoJUWlSpUSXKepatWqRrmPgwcPKiIiwuL+mIGys7OzcRLTZDLFGdCePHlS9+/fl5T00omS5fod5mvmxNanTx+tX79ex44dizNb9a+//jIu9+vXz2oWxYsvvmgMtP39/eNkwT2LmBmqMdli8TGf3Zuc1ykjSo++npq6d++eYKkjV1dXubq6SoqeuR6TYZMc5ic/Bw0aZLVkZLVq1Yz+FRUVZXFyNLamTZsabUtMnTp1LEoPmTMPYjo5OSV48tc8AB77RGZ4eLg+++wz9evXT4MGDUqwtJAU/R1TpkwZ43pq9wPzdbmyZ8+uQYMGWd1+6NChyp49uyTp33//tRr8Seu+Yr4OVL58+ZK9f2LSqi+mdf+KrUePHnECcDEyZ86s9957z7i+ceNGi/srVKigkSNHqlevXnrjjTesPk5yvq+S83mMzTx4Ze3v43fffaft27fr+PHjFn/rM3KfDwsLM9YgzJIli0qVKpXkfY8cOZLgb7bp06fr888/V7t27fTWW28ZE3wKFixoUbI1Pu3bt09xad+2bdsa7+f69evjXWPT19fXCPxWqVIlTnC3e/fuGjx4sLp162YEBRJi3kdjJmolx+3bt43s/8KFCyeavT1gwADjsnlpv6TKnDmzXn75ZUnRwd2EfkOZr7cWe9JZUj8vw4YN0+bNm3Xs2LFnWte1Zs2aWrNmjTp06BAn0BzjypUrWrhwoQYOHKiGDRtq/PjxCb4fTk5OxmsgJRw8TUrpxBjW1jw0r7gQk2H3LFxdXa2+nvXq1TMux16L8MiRI0agyMPDI9HMrmftb9aEhYUZfT9z5swWjxVb8eLF1bZtW9WqVUsdO3a0+l0XExSTLCcEAgDsH+UTAQAZ1vXr15O1/lTBggU1fvx4iwFgDE9PzyQFQ54+fSo/Pz/jeuxgVXIkVKZHii4X1LhxYy1btkyBgYE6fvy4kfEk/V9QrHr16hYD6P3798vLy8u4npLSiVL0oPy3336TFD0z09/fXx06dFCdOnWMk3NS9HoLefLkibN/RESExcmPmEwAazw8PIystsOHDxuz7J9Vq1at9M033ygqKirBEoox5YqaNWuW4gXeM4r06Oupydo6QVJ01kDMOlixF2FPTGhoqNFvHRwckrS+kLe3t3Hy5+DBgwluZ+3zHpu151iwYEHjcqlSpRLsr+af09jr7eTOnVuvvvpqktri5+dnEfxJ7X6wb98+43LDhg0TPbmdM2dONWzY0AieHDp0yCJoZy4t+4oki0B/WFhYsve3Ji37Ylr3r9jMTyjHp3HjxsqcObMiIiJ06NAhhYSEGJmLlStXVuXKla3uL0WX6zUPFiXWT5PzeYytVq1aOn36tKTo8l09evSQl5eXqlWrZjGhpGjRovHun5H7/PXr1433u2TJkskqNbZnzx7t2bMnydu/+OKLmjx5skWfjM+zvJcuLi5q1KiRtm3bprt37+rAgQNxMiMTWisrRlKzyx89emSRrZ6S79KYtT6l6AB2QgHQGAULFpSrq6v8/f3l7++v27dvJzurtWPHjkYJ3bVr18YJ6AQHB2vr1q2Sol/Phg0bWtxfq1YtY43WMWPG6MyZM2rTpo1eeuklixKXib3PyVGgQAF9//33GjFihDZt2qQdO3bo4MGDRtapuSdPnmj27Nlau3atZs6cGW/2o/lrsGbNmjiB7NDQUOPzWbhwYavBo6JFi1p9rualHVPyGY3tpZdesnq/eVtiTyYw/zuSlO/hSpUqydnZWWFhYTp+/LgiIiISDEwm15EjR4zfIuYTBxPy3XffJem45t+lCWUBAgDsE0ExAIBdcnZ2Vs6cOVWwYEFVrlxZ9evXV6tWrRJdYyJGUFCQrly5omvXrun69eu6cuWKzp49qwsXLlicyIg5OZESia2X0LRpUy1btkxSdAnFmKDY06dPjdIyderUUenSpZU3b14FBATEORG6c+dOSdEn1WrWrJnktjVr1ky1a9fWgQMHJEnr1q3TunXr5OTkpBo1aqhhw4Zq2rSpxQxLczdu3LA4kR77JFNizMuSPauCBQuqZs2aOnDggFFC0fyk0LFjx4zgT2Inb+3R8+jrqSmxEyHmJ/Hjm/Vvze3bt40TvsWKFUtS9oF5Zo15EDG25KyPYu2kpflJ0JiyhvFJ7vpWt2/flq+vr65du6Zr167p4sWLOnPmTJzPYmr3A/PXLKHspdgqVKhgnICMWVMoPmnZVyTL1z926dpnlZZ98Xn2Lycnp0RL7Dk7O6tEiRK6fPmyIiIidOfOHZUoUSLebcPDw3X16lWjn/r6+urChQs6ffq0xd+cxPppStYritG3b1+tXbtWd+/eVUhIiObOnau5c+cqd+7cqlevnho1aqTGjRsn+Dpn5D5vnkkS34SYlMqWLZty5sypYsWKqUqVKvLy8kryekPP8l5K0YGubdu2SYoOeCQUFDPPmrLm0aNHFt+lly9fNko0m/fLlHyXxqz1Kknbtm1LdvnKGzduJDsoVqVKFZUvX14XLlzQoUOH4vyG2rp1q/HZe/nll+MEQV555RX5+Pjo0qVLioyMNNb5ypYtm2rXrm38nkzoM/8s8ufPr+7du6t79+6KiorSmTNndPDgQe3fv1/79++3CALduHFDb731llauXBnnc2T+Gly+fFlnzpyx+L7dunWrkWnWrl07q9+P+fPnt9rmZ/2MJvfxzAPbsR/PvL/98ccf+uOPP5L8uCEhIXrw4EGS1mlMCvPfIkktBZ8U5qU2Y2fKAQDsG0ExAECGVbt2bWPmZmqIiorSypUr9eeff+rkyZMJDkYdHR1TZc0rayccJalBgwZycnJSeHi49u7da8xMPXTokHGytG7dunJwcFCdOnW0YcMGnTt3TgEBAcqbN68ePXpkBM8aNmwoJyenJLctU6ZMmjFjhsaMGaOVK1caJ2/Cw8ONkwkTJ05UyZIl1blzZ/Xp08cicyBmbYmUetb9Y2vTpo0OHDggk8mkDRs2WKybE1M6MU+ePHFmONur593XU1NyMvmSe9LRvN8l9YSv+QkVa/02sc+7ufjW94rPsy4If//+fc2ePVurVq3S3bt3rT5OWvUD89cs9jowCTHfzlpZpLTsK5IsTuKmRpkrc2nZF59X/5Ki+31SMgXMn+O9e/finCA/ePCg5syZoz179iSYlZecfpqcz2NshQoV0rx58/TZZ59ZZEQ/fvxYGzZs0IYNG+Tg4CAPDw+99tprateunUWwMSP3efNMm+SWLBw0aJDFWnSp5VneSyl6DazcuXPr8ePH2rhxoz7//HPj99KpU6d05coVSdG/oxIKMISFhWnRokVasmSJUV4yPs/6XZqSkpepsX/79u01ceJEmUwmrV271mIdKmulEyUpR44c+vXXX/X5559r+/btxu3BwcHasWOHduzYoW+++UYVK1ZU165d9eqrrybr92pSZcqUycg8feONNxQWFqZt27bpxx9/1Llz5yRFf/fMmTNHI0aMiLN/hw4dNGHCBEnRgVLzoFhySic+72oEOXLkSPG+qdHfUisoZl6m91k/8+bMv8dSUtIUAJBxERQDAEDR2TKDBg3S3r17LW53cHBQ4cKFVa5cOVWpUkW1a9eWn5+f/ve//z3zYyZ2wjEmu+uff/7R8ePHFRQUpBw5chilE7NmzWqUSooJisWsK9aiRQvt2bPHOPmSknWycuXKpe+++07vvfee1qxZo23btunEiRMWAZSrV69q8uTJWrx4sebPn2/M2DY/6ZMrVy6rtf/jk9D6MynVqlUrjR49WpGRkVq/fr0RFIspqShJXl5eSc4kTK7nnWVl7fHSo69nFCl5n8z7urVSVskJMCRWEis1HD58WAMHDowTPHF2dlapUqXk5uam6tWrq0GDBvriiy+MrNHUlpLXPDVmz6eGKlWqGJePHTuW4lJRa9euVcWKFVW6dGnjtrTsi8+jf8VI6uth3vbYJ8THjx+v2bNnx9knb968KleunCpVqqQaNWqodOnSiZ6QjvGsAb+yZctq0aJF+vfff7V+/Xrt2LHDovSWyWTSv//+q3///VcrV67UTz/9ZPx9ych93jwg+Swn21PTs76Xzs7O8vb2lo+PjwICArR37141adJEUuKlEyXp7t27evvtt3X27FmL2zNlyiRXV1eVL19eVatWVZ06dbR7927NmDEjxW01/5zEZCUmh/l3THJ06NBBkydPVlRUlNasWWMExR49emSUvS5btqyqVq0a7/6FChXSzz//rLNnz2rdunXatm2bEYiKcebMGX399ddasmSJ5s2bl6qZiPFxdnZWq1at5Onpqffff9/IFly5cmW8QbH27dtr0qRJioqK0tq1azV8+HA5ODgoICDAKFVeqVIllS9fPk3b/TyZ97fWrVsnWp41tsSy1JIjrUp4m3+PpXYZZACAbSMoBgCApG+++cYIEuTIkUN9+vRRo0aNVKFChTgnfhYsWPDc2tW0aVP9888/Cg8P18GDB9W0aVPt379fklSjRg3jJJt5uZ/9+/erRYsWxiDd0dHROMGTEiVKlNCAAQM0YMAAPX78WAcOHNDevXu1bds2o9SIv7+/Ro4caZRWMZ/FaTKZ1Ldv3xQ/fmpwcXFR3bp1tWfPHv37779G+Z/Dhw8ba3w8S+nExE5ypsa6EEl9rMQez1b7ui0w77dJzVY0L5uXmrOX09LDhw81ePBg4zlWrFhRvXr1Uo0aNeJdJyg4ODjN2mJ+4jOpJQht5TWvXbu2sRbWkydPdOzYsUTXb4nt/v37+vDDD2UymVSoUCHNmjVLFSpUsJu+GN8aPvExz0gwX+NmxYoVRkAsU6ZM6tixo1q3bq0qVarEOeFqXurrealRo4Zq1KihTz/9VDdu3NC+ffu0Z88ebd++3cg62L17t2bOnKn3339fUsbu8+ZZhvZ0Arl9+/by8fGRFJ093qRJE5lMJq1bt05S9OSe5s2bx7vv8OHDjYBY/vz59cYbb6h+/foqX768smTJYrHtli1bnqmd5u99uXLlnttvq0KFCqlOnTr6559/dOLECV27dk0lSpTQxo0bjcoFSQlIV6hQQRUqVNDQoUN1//594/Oybds2IxPozJkz+vbbb5O8JlSMESNG6PTp07p//75+/vnnBAN0sTk7O+vLL780gmL379/XkydPlCtXLovtChUqpPr162v37t26ceOGjhw5oho1amjTpk3Jeg0yEvP+5uHhoTfeeCPd2mL+fiT170pSmP9ejv15BQDYt+QtNgAAgB26ffu2VqxYISl6Bv2vv/6qDz74QC+99FK8M6HNT06ldQaQeTDrn3/+0ZMnT3TmzBlJslhvo2zZssaJxJgygTFBserVqytfvnyp0p7cuXOrRYsW+vzzz7V161aLLKKDBw8aQbKiRYsaGQKBgYEWi8snJDAwME1Psnl7e0uKfs9i1mZZu3atpOh1WJK6fkkM8zUjEmu3tdJ0yX28xB4rPDw8wZPottzXbUHRokWNLBV/f/8knXgxzw4oXrx4mrUtNS1ZskT379+XJFWuXFmLFy/WK6+8ojJlysSbdWFetii1+4F5VmjszIGExHwHSun7mufJk0eNGzc2rpuX0EqqZcuWGa9pcHCwypQpI8l++uLTp09169Ytq9sEBwcb62Rlz57dYj2fn3/+2bg8bNgwjR07Vk2aNIk3AyEt+2lSFC1aVJ07d9bEiRO1e/duixPkK1euNC5n5D5vXmrMfD2mjK5mzZrG67pt2zZFRETo8OHDxjpGrVq1iveE+bFjx7Rv3z5J0X3Xx8dH/fr1U5UqVeLd/lnXHjR/75MaBH748GGqfB46duxoXN60aZOk/8ukc3BwULt27ZJ1vPz58+vll1/Wt99+q507d+qdd94x7luzZk2yM4OuX7+u8+fP6/79+zp8+HCy9i1cuLBFsDomyBWb+Wc6JsAZ87+jo6PdrUtr3t8uXLiQpH3Mv4fTqi2XL19OdPtdu3bpk08+0Y8//miUko+P+VqUyS0JCwDI2AiKAQD+806cOGGUCKlYsaKqVatmdfuYTC0p7U+8lS5dWqVKlZIUHRQ7fPiwUUYpdhAn5vq5c+e0d+9eIxCT3NKJkZGRGjFihDp37qwGDRokGIRxcHBQr169VLZsWeO2mJOf2bJlU+XKlY3bY4JQ1gwbNkzVqlVTkyZN9NdffyWrzUnh5eVlnGTeuHGjoqKijHZ5e3snuwST+boQ1k50hYeHxymrFFtSypnFzNB/9OiR1VJap0+fTnDNElvu67YgS5Ysxuxy8+CpNTHlN6XoAHRGcOzYMeNyx44drZYN9fPzk7+/v3E9vr73LOX4atasaVzevXt3omt6PHnyxCghK6X/a24+c37p0qVJDnJI0ScPf/31V+N6ly5djPfCnvrizp07rd6/bds2o181atTImFDx5MkTi5Of3bt3t3qc5/F9deXKFQ0ePFje3t7q169fgttly5bNogSb+cSQjNznXV1djcuJBTszmpiAx+PHj3Xw4EGLz1NCGUBHjx41Ljdo0MBqwNJkMlmUoU3Jd6l53zl8+HCiAYg7d+6oUaNGqlatmry9vZ8pYNGyZUtj7ditW7fq/v37OnjwoCSpVq1aKlq0aJx9Hj58qKFDh6p9+/ZWg2ZOTk4aOnSocfzw8HBj4kZSmWfpLly4MFklRx88eGBkq+bPn18uLi7xbufl5WVMINq6datCQ0ONoGj9+vUtslzTyvMsf2ve33bs2JFgsDDGiRMnVK9ePXl4eKhLly5xApvP0vbq1asbk8OOHz+e6HpnGzdu1LJlyzR16lSrAb2YwLckowQ8AOC/gaAYAOA/zzzok1iZqs2bN1uc1EirGvfmYrLFzp8/b5ykyZ49e5zSMDElFE0mkyZNmmTc3qxZs2Q9nqOjo86ePatTp07p3r17Vsv9REVFWbxmhQoVMi6bzyqeNWuW1ZMxBw8e1Pbt2xUVFaXbt28nGqxJibx586pevXqSpEOHDmn9+vW6d++eJKlNmzbJPl7hwoWNy3v27ElwuwULFiR60tM86yyhEzlFihSRFH2yyPzkb2zmmRWx2XpftwWdOnUyLv/4449W37vjx49bnDhNST9KD+b9ILHMhbFjx1pcj68fJKX/JqRkyZLy8PCQFD1je/r06Va3nzJlilHOsXz58nJ3d0/W46W2OnXqGBMPwsPD9d5771mcZEtISEiIPvzwQ+PEb+7cueMEWeylL86ZM0chISHx3hcWFqaffvrJuN66dWuL+8xZ66v+/v6aN2+ecT2xk7cplTdvXm3ZskWXL1/W3r17rQaGzP/mvfDCC8bljNznixcvbpHBaCtrnaWG2FlAmzdvlhQdCKxVq1a8+yTnu3T+/Pny8/Mzrif2XRrf5JayZcsa6zqFhYVp8uTJVh/zhx9+UHh4uEJDQ5UjR44Egz1JkT17dnl5eUmSjhw5omXLlhltTChomCdPHu3du1fnzp3T+fPnE83YiSlllzlz5mSvR9WlSxcjoO7r66sxY8Yked8pU6YYl9u2bZvgdtmyZVOrVq0kRWcrLVq0yPhsPq/SieYTuBKaAJVa6tWrZ/zWvXv3rubMmZPgtiaTSRMnTpQU/V4WK1YszpqSz/JbIWfOnMbf2rCwMM2dOzfBbR88eGCUPnVycrLI6I7N/DOZ0jX3AAAZE0ExAMB/XoUKFYzLN27csDixFiMqKkpLlizRsGHDLG5Py7V2YjRt2lRS9IAzpjzXSy+9FGewab6u2MmTJyVFrwdmnsmVVF26dDEuf/nll/GeyDCZTPruu+8syrCZzyLv3LmzSpQoISl6tvJbb72la9euxTnOkSNH9MEHHxjXW7VqlWYLlceUUIyKitK3334rKfqEV8wJyuQwf73nzZunEydOxNlmxYoVFgHKhJiXbDEfoCf0eN9++22cE3BhYWH65ptvrAYxbb2v24KOHTsa2Zn+/v56++234z3xfejQIfXv3984sdmhQ4dkL0KfXsz7wcKFC+P9XD58+FBDhgwxTgzHiK8fJKX/WjNkyBBjBvmvv/6q6dOnxzlhHBERoalTp+r333+XFD3j/NNPP032Y6WFMWPGGBMCrl+/ro4dO2rJkiUJBpKPHz+u7t27G9k/Dg4OGjt2bJwT1vbSF319ffX+++/r8ePHFrc/efJE77//vs6fPy8pen2umO9oKXotSPPMiwkTJsQb7Dp06JB69eplUWIyoSDcs8qXL58x0SQ8PFyDBw/WnTt34mwXFBSkL774wrgecyI9Rkbt85kzZzaywENCQnTlypV0bU9qKlGihPFbYOnSpUZwu127dglmuJh/lx4+fNgoK2guLCxMM2fOjLNGVmLfpeYZuubef/99oz2LFy/Wd999FyeAHBERoRkzZmjp0qXGbYMHD473eMkRE/iJjIzUjBkzJEVntZoHs83FrAMY48MPP5Svr2+c7cLCwjRq1CgjyNO8efM4v3ETU6pUKQ0YMMC4vmDBAr355psWpUdju3v3rj755BMtWrRIUvR6hu+++67VxzF/PlOnTpUUvT5rTMAwrZn3kVu3bqVpYMzJyUkDBw40rk+ZMkW//vprnIBWcHCwvvrqK+NvWubMmS3eixjP+luhf//+RlBw1qxZ8a57GxAQoCFDhhh/Dzp27Gg1g+/06dPGZVvKsAYApL3k/dIAAMAOlSlTRg0bNtTu3bslRQcc1q1bJw8PD+XMmVO3b9/Wzp07jRMkTk5Oxom5xLJtUkPNmjWVI0cOBQUFGYPf+Na/Kl68uIoWLWqs6yUlv3RijO7du+uvv/7SuXPnFBAQoK5du6pBgwZyc3OTi4uL7t+/r927dxtrWjg5OcU5WZc1a1ZNmTJFvXr1UlBQkM6cOaM2bdqoadOmqlChgkJDQ3Xq1CmLLCtXV1eLE4mpLWY9tPDwcKO8pLe3d4pKujRr1kzFixfX9evXFRQUpO7du6tFixYqX768njx5or179+r8+fNycHBQ69atLbI4YjMv2TJhwgT5+/vLyclJLVu2NAKEPXv2lI+PjyIiInT+/Hm1atVKrVu3VuHChXXr1i1t2bJF9+7dU+7cufXiiy8a/dmcrfd1W+Ds7KwpU6aoZ8+eCgwM1JEjR9S6dWt5enqqXLlyioiI0JEjR7Rv3z6jRFv58uXTtN+mtldffVXz5s1TaGioHj58qJdfflktW7ZU6dKlFRYWpsuXL2vHjh3GidbE+kFS+q819erV06BBgzRt2jRJ0rRp07R8+XJ5enqqQIECunfvnrZt22ZxEm3gwIGqX7/+s7wMqaZAgQL67bff1LdvX924cUMBAQEaNWqUJk6cqAYNGqh06dJycnLS3bt3dfjwYYuTcJkzZ9bo0aPVokWLOMe1l77o5OSkHTt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\n",
      "text/plain": [
       "<Figure size 1800x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inspector.mutual_information_heatmap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}