notebooks/DataSyntheiszer__correlated_attribute_mode.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DataSynthesizer Usage (correlated attribute mode)\n",
    "\n",
    "> This is a quick demo to use DataSynthesizer in correlated attribute 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 = 'correlated_attribute_mode'\n",
    "description_file = f'./out/{mode}/description.json'\n",
    "synthetic_data = f'./out/{mode}/sythetic_data.csv'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Default values set here, change here if needed."
   ]
  },
  {
   "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",
    "# specify categorical attributes\n",
    "categorical_attributes = {'education': True}\n",
    "\n",
    "# specify which attributes are candidate keys of input dataset.\n",
    "candidate_keys = {'ssn': True}\n",
    "\n",
    "# A parameter in Differential Privacy. It roughly means that removing a row in the input dataset will not \n",
    "# change the probability of getting the same output more than a multiplicative difference of exp(epsilon).\n",
    "# Increase epsilon value to reduce the injected noises. Set epsilon=0 to turn off differential privacy.\n",
    "epsilon = 1\n",
    "\n",
    "# The maximum number of parents in Bayesian network, i.e., the maximum number of incoming edges.\n",
    "degree_of_bayesian_network = 2\n",
    "\n",
    "# Number of tuples generated in synthetic dataset.\n",
    "num_tuples_to_generate = 1000 # 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": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================ Constructing Bayesian Network (BN) ================\n",
      "Adding ROOT education\n",
      "Adding attribute age\n",
      "Adding attribute marital-status\n",
      "Adding attribute relationship\n",
      "Adding attribute sex\n",
      "Adding attribute income\n",
      "========================== BN constructed ==========================\n"
     ]
    }
   ],
   "source": [
    "describer = DataDescriber(category_threshold=threshold_value)\n",
    "describer.describe_dataset_in_correlated_attribute_mode(dataset_file=input_data, \n",
    "                                                        epsilon=epsilon, \n",
    "                                                        k=degree_of_bayesian_network,\n",
    "                                                        attribute_to_is_categorical=categorical_attributes,\n",
    "                                                        attribute_to_is_candidate_key=candidate_keys)\n",
    "describer.save_dataset_description_to_file(description_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Constructed Bayesian network:\n",
      "    age            has parents ['education'].\n",
      "    marital-status has parents ['age', 'education'].\n",
      "    relationship   has parents ['marital-status', 'age'].\n",
      "    sex            has parents ['relationship', 'marital-status'].\n",
      "    income         has parents ['relationship', 'education'].\n"
     ]
    }
   ],
   "source": [
    "display_bayesian_network(describer.bayesian_network)"
   ]
  },
  {
   "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": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = DataGenerator()\n",
    "generator.generate_dataset_in_correlated_attribute_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": 7,
   "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": 8,
   "metadata": {},
   "outputs": [
    {
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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"
    },
    {
     "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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JJ6qMAQAAjBAZHwCAElQqtPfs2ZMkaW1tHXBs5syZSZLdu3cPurarqytJ8q1vfSuvfOUrs2DBgixatCi33XZbjh07VmUcAABgmGR8AABKUGkP7SNHjiQZ/OEukyZNSpIcPXp00LX9Yffhhx/Ou971rkybNi3f/OY38/nPfz47d+7MX/7lX2bChMo7oZw2Y8aUYZ8Dno7GxlO/r37nGI/6f/+B8auxcYL3wLOEjA8/I+Mznsn4QL1n/EqFdl9fX5KkoaFhyK8Z6tjixYvT1NSUd7zjHZky5dT/mCVLlmTGjBm5++678w//8A+5+uqrq4wFAABUJOMDAFCCSoV2f0gd7M8Hjx8/niSZNm3aoGtf8YpX5BWveMWA16+77rrcfffd2b59+4iE3QMHBr97BEZa/ydWfucYj+r5E1tgdJw8+cSovQe2tDSNyvcZr2R8+BkZn/FMxgfqPeNX+juS2bNnJ0n27t074Fj/g2IG23vvyTzvec9LMvSfMQIAAM8eGR8AgBJUKrSbmprS1taWzs7OAcc6Ozsza9astLS0DLr2rW99a97+9rcPeP0///M/kyRz5sypMhIAADAMMj4AACWovNP/kiVLsmPHjjMCb1dXV7Zv356lS5cOuW769On5l3/5l3z3u989/doTTzyRT3ziE2lsbMxrX/vaqiMBAADDIOMDAFDvKu2hnSS1Wi1btmxJrVZLrVbLhAkTsmHDhrS2tqZWqyVJ9u3bl61bt6atrS0LFy5Mkvz+7/9+tm7dmne84x15y1vekubm5vzd3/1dvvOd7+S9731vXvjCF47MTwYAADwjMj4AAPWucqE9ffr0bNq0KbfffnvWrVuXiRMn5tJLL83q1avT3NycJNm5c2dWr16da6+99nTYveCCC7Jp06Z87GMfy3333ZfHHnssL3rRi/Inf/InWbZs2cj8VAAAwDMm4wMAUO8a+vr6+sZ6iGfD3r2PjvUIjBOegM54NmPGlOzadySr7nxgrEcBxsDaWy7P+edNresnoHN2kfEZLTI+45mMD+NbCRm/8h7aAAAAAAAwmhTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFGFYhfauXbty8803p729PYsWLcqqVavS3d39jM7x+OOP5/Wvf32uuOKK4YwCAACMABkfAIB6VrnQPnjwYFasWJFt27Zl5cqVufHGG/PQQw9l+fLl2b9//9M+z6c+9al0dnZWHQMAABghMj4AAPXuOVUXbty4MT09Pdm8eXPmz5+fJFm8eHGWLVuW9evXZ82aNU95jh/84Af51Kc+lXPOOafqGAAAwAiR8QEAqHeV79Du6OjIggULTgfdJJk7d27a29vT0dHxlOsfe+yx3HrrrXnZy16WF7/4xVXHAAAARoiMDwBAvatUaB86dCjd3d1nBN1+8+bNS29vb3p7e5/0HGvXrs3//M//5EMf+lCVEQAAgBEk4wMAUIJKhfaePXuSJK2trQOOzZw5M0mye/fuIdd/73vfy/r16/OBD3zg9NcDAABjR8YHAKAElfbQPnLkSJJk8uTJA45NmjQpSXL06NFB1/70pz/Nrbfempe//OVZtmxZlW//tMyYMeVZOzf8X42Npz4X8jvHeNT/+w+MX42NE7wHniVkfPgZGZ/xTMYH6j3jVyq0+/r6kiQNDQ1Dfs1Qxz72sY9l79692bBhQ5VvDQAAPAtkfAAASlCp0J4y5VRDf+zYsQHHjh8/niSZNm3agGPf/e53s3HjxqxevTrnnHNO9u/fnyR5/PHH88QTT2T//v157nOfm6lTp1YZ6wwHDgx+9wiMtP5PrPzOMR7V8ye2wOg4efKJUXsPbGlpGpXvM17J+PAzMj7jmYwP1HvGr1Roz549O0myd+/eAcf6HxQz2N573/72t/PEE0/kjjvuyB133DHg+K//+q/n2muvHfQYAADw7JHxAQAoQaVCu6mpKW1tbens7BxwrLOzM7NmzUpLS8uAY8uWLcuiRYsGvP7Hf/zHOXToUO68804PkAEAgDEg4wMAUIJKhXaSLFmyJJ/97GfT2dmZefPmJUm6urqyffv2vO1tbxt0zZw5czJnzpwBr0+bNi3Hjx/Pb/zGb1QdBwAAGCYZHwCAele50K7VatmyZUtqtVpqtVomTJiQDRs2pLW1NbVaLUmyb9++bN26NW1tbVm4cOGIDQ0AAIw8GR8AgHo3oerC6dOnZ9OmTXnpS1+adevW5TOf+UwWLlyYe++9N83NzUmSnTt3ZvXq1bn//vtHbGAAAODZIeMDAFDvKt+hnZz688J169YNefyyyy7LI4888pTn+cIXvjCcMQAAgBEi4wMAUM8q36ENAAAAAACjSaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAU4TljPcDZ4NxzJ6exsWGsx2CMNDae+lxoxowpYzwJY+Xkyb785CfHxnoMAAAAgLOeQnsENDY2pC/J7n1HxnoUYJQ9/7ypPtACAAAAGCUK7RGye9+RrLrzgbEeAxhla2+5POefN3WsxwAAAAAYF+yhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABTBQyEBAAB+zrnnTk5jY8NYj8EYaWw8de/XjBlTxngSxsrJk335yU+OjfUYAAxCoQ0AAPBzGhsb0pdk974jYz0KMMqef95UH2gB1DGFNgAAwCB27zuSVXc+MNZjAKNs7S2X5/zzpo71GAAMwR7aAAAAAAAUYViF9q5du3LzzTenvb09ixYtyqpVq9Ld3f2U6/bv358PfvCDecUrXpEFCxbkuuuuy7e//e3hjAIAAIwAGR8AgHpWudA+ePBgVqxYkW3btmXlypW58cYb89BDD2X58uXZv3//kOt++tOf5m1ve1u++tWv5pprrsktt9ySEydO5IYbbsgDD/hzPgAAGCsyPgAA9a7yHtobN25MT09PNm/enPnz5ydJFi9enGXLlmX9+vVZs2bNoOs2b96c//iP/8hHP/rRvPa1r02SvP71r89rXvOafOxjH8vll19edSQAAGAYZHwAAOpd5Tu0Ozo6smDBgtNBN0nmzp2b9vb2dHR0DLnu2LFjmT9/fq6++urTr02ePDkXX3xxurq60tfXV3UkAABgGGR8AADqXaVC+9ChQ+nu7j4j6PabN29eent709vbO+jaG264IV/84hfT2Nh4+rXHH388XV1dmTVrVhoaGqqMBAAADIOMDwBACSoV2nv27EmStLa2Djg2c+bMJMnu3buf8jyHDx/Ov//7v+fd7353fvSjH2XVqlVVxgEAAIZJxgcAoASV9tA+cuRIklN/RvjzJk2alCQ5evToU57nQx/6UL7yla8kSa6++ur81m/9VpVxBjVjxpQRO9dTaWysvHMLcBZobJwwqteceuL6B4zna+DZRsY/k/c4GN/G8/ub6x9Q79fASlep/j3wnuxPB5/OnxUuXbo0a9euTa1Wyze+8Y0sX748x44dqzISAAAwDDI+AAAlqHSH9pQppxr6wYLp8ePHkyTTpk17yvO8/OUvT5JcddVVueCCC/JHf/RH+dKXvpTly5dXGesMBw489d0jI6WeP7EAnn0nTz4xqteceuL6B4zmNbClpWlUvs94JeOfyXscjG8yPjCe1XvGr3SH9uzZs5Mke/fuHXCs/0Exg+2992T6/xTxBz/4QZWRAACAYZDxAQAoQaVCu6mpKW1tbens7BxwrLOzM7NmzUpLS8uga9/5znfmDW94w4DX+/fs69+fDwAAGD0yPgAAJai80/+SJUuyY8eOMwJvV1dXtm/fnqVLlw657vzzz8/3v//9fPvb3z7j9c9+9rNJkssvv7zqSAAAwDDI+AAA1LtKe2gnSa1Wy5YtW1Kr1VKr1TJhwoRs2LAhra2tqdVqSZJ9+/Zl69ataWtry8KFC5MkN910U77+9a/n3e9+d66//vrMmjUr//zP/5wHHnggy5Yty8te9rKR+ckAAIBnRMYHAKDeVS60p0+fnk2bNuX222/PunXrMnHixFx66aVZvXp1mpubkyQ7d+7M6tWrc+21154OuzNmzMimTZty11135f7778+RI0fyi7/4i/mDP/iDXH/99SPzUwEAAM+YjA8AQL2rXGgnyZw5c7Ju3bohj1922WV55JFHBrw+e/bs/Nmf/dlwvjUAAPAskPEBAKhnlffQBgAAAACA0aTQBgAAAACgCAptAAAAAACKoNAGAAAAAKAICm0AAAAAAIqg0AYAAAAAoAgKbQAAAAAAiqDQBgAAAACgCAptAAAAAACKoNAGAAAAAKAICm0AAAAAAIqg0AYAAAAAoAgKbQAAAAAAiqDQBgAAAACgCAptAAAAAACKoNAGAAAAAKAICm0AAAAAAIqg0AYAAAAAoAgKbQAAAAAAiqDQBgAAAACgCAptAAAAAACKoNAGAAAAAKAICm0AAAAAAIqg0AYAAAAAoAgKbQAAAAAAiqDQBgAAAACgCAptAAAAAACKoNAGAAAAAKAICm0AAAAAAIqg0AYAAAAAoAgKbQAAAAAAiqDQBgAAAACgCAptAAAAAACKoNAGAAAAAKAICm0AAAAAAIqg0AYAAAAAoAgKbQAAAAAAiqDQBgAAAACgCAptAAAAAACKoNAGAAAAAKAICm0AAAAAAIqg0AYAAAAAoAjDKrR37dqVm2++Oe3t7Vm0aFFWrVqV7u7up1y3d+/evP/978/LXvayzJ8/P1deeWU++tGP5rHHHhvOOAAAwDDJ+AAA1LPnVF148ODBrFixIocPH87KlSszceLE3HPPPVm+fHm2bNmS5ubmQdcdP348K1euTE9PT6677rq84AUvyIMPPphPfepT6erqyic/+cnKPwwAAFCdjA8AQL2rXGhv3LgxPT092bx5c+bPn58kWbx4cZYtW5b169dnzZo1g6773Oc+l507d+aTn/xkrrjiiiTJm9/85jz/+c/P+vXrs3379rS3t1cdCwAAqEjGBwCg3lXecqSjoyMLFiw4HXSTZO7cuWlvb09HR8eQ67Zv354ZM2acDrr9li5dmiTZsWNH1ZEAAIBhkPEBAKh3lQrtQ4cOpbu7+4yg22/evHnp7e1Nb2/voGvvuOOO3HfffQNe379/f5LkOc+pfNM4AABQkYwPAEAJKhXae/bsSZK0trYOODZz5swkye7duwdde9555+WXfumXBrx+7733JkkWLVpUZSQAAGAYZHwAAEpQ6VaJI0eOJEkmT5484NikSZOSJEePHn3a5/v85z+fBx54IL/2a7+WSy65pMpIA8yYMWVEzvN0NDZW3rkFOAs0Nk4Y1WtOPXH9A8bzNfBsI+OfyXscjG/j+f3N9Q+o92tgpatUX19fkqShoWHIr3myY//XV77ylXzoQx9KS0tL/vRP/7TKOAAAwDDJ+AAAlKDSHdpTppxq6NMZlMUAACAASURBVI8dOzbg2PHjx5Mk06ZNe8rz3Hffffnwhz+c6dOn5+677875559fZZxBHTjw9O8eGa56/sQCePadPPnEqF5z6onrHzCa18CWlqZR+T7jlYx/Ju9xML7J+MB4Vu8Zv1KhPXv27CTJ3r17Bxzrf1DMYHvv/V9/8Rd/kbVr16a1tTUbNmzIRRddVGUUAABgBMj4AACUoNKWI01NTWlra0tnZ+eAY52dnZk1a1ZaWlqGXP+JT3wia9euzQte8IJs2rRJ0AUAgDEm4wMAUILKO/0vWbIkO3bsOCPwdnV1Zfv27Vm6dOmQ6771rW/l4x//eObMmZPPfe5zueCCC6qOAAAAjCAZHwCAeldpy5EkqdVq2bJlS2q1Wmq1WiZMmJANGzaktbU1tVotSbJv375s3bo1bW1tWbhwYZKcfijM5Zdfnm3btg0479y5c/Mrv/IrVccCAAAqkvEBAKh3lQvt6dOnZ9OmTbn99tuzbt26TJw4MZdeemlWr16d5ubmJMnOnTuzevXqXHvttVm4cGH279+frq6uJMm999476Hnf8Y53CLsAADAGZHwAAOpd5UI7SebMmZN169YNefyyyy7LI488cvq/m5ubz/hvAACgvsj4AADUs8p7aAMAAAAAwGhSaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFCEYRXau3btys0335z29vYsWrQoq1atSnd39zM6x3e/+9388i//cnbu3DmcUQAAgBEg4wMAUM+eU3XhwYMHs2LFihw+fDgrV67MxIkTc88992T58uXZsmVLmpubn/IcPT09ec973pO+vr6qYwAAACNExgcAoN5VLrQ3btyYnp6ebN68OfPnz0+SLF68OMuWLcv69euzZs2aJ13/b//2b7n55puzb9++qiMAAAAjSMYHAKDeVd5ypKOjIwsWLDgddJNk7ty5aW9vT0dHx5OuvfPOO/OWt7wlU6ZMyWtf+9qqIwAAACNIxgcAoN5VKrQPHTqU7u7uM4Juv3nz5qW3tze9vb1Dru/q6srb3/72bNmyJS984QurjAAAAIwgGR8AgBJU2nJkz549SZLW1tYBx2bOnJkk2b179+l//7y1a9dm4sSJVb41AADwLJDxAQAoQaVC+8iRI0mSyZMnDzg2adKkJMnRo0eHXD8aQXfGjCnP+vfo19hYeecW4CzQ2DhhVK859cT1DxjP18CzjYx/Ju9xML6N5/c31z+g3q+Bla5S/U8sb2hoGPJrnuwYAABQX2R8AABKUOkO7SlTTjX0x44dG3Ds+PHjSZJp06YNY6zhO3Bg6LtHRlo9f2IBPPtOnnxiVK859cT1DxjNa2BLS9OofJ/xSsY/k/c4GN9kfGA8q/eMX+kO7dmzZydJ9u7dO+BY/4NiBtt7DwAAqE8yPgAAJahUaDc1NaWtrS2dnZ0DjnV2dmbWrFlpaWkZ9nAAAMDokPEBAChB5Z3+lyxZkh07dpwReLu6urJ9+/YsXbp0RIYDAABGj4wPAEC9q7SHdpLUarVs2bIltVottVotEyZMyIYNG9La2pparZYk2bdvX7Zu3Zq2trYsXLhwxIYGAABGnowPAEC9q3yH9vTp07Np06a89KUvzbp16/KZz3wmCxcuzL333pvm5uYkyc6dO7N69ercf//9IzYwAADw7JDxAQCod5Xv0E6SOXPmZN26dUMev+yyy/LII4886Tluuumm3HTTTcMZAwAAGCEyPgAA9azyHdoAAAAAADCaFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUQaENAAAAAEARFNoAAAAAABRBoQ0AAAAAQBEU2gAAAAAAFEGhDQAAAABAERTaAAAAAAAUYViF9q5du3LzzTenvb09ixYtyqpVq9Ld3f2U644fP56PfOQjufzyy/OSl7wkv/u7v5tt27YNZxQAAGAEyPgAANSzyoX2wYMHs2LFimzbti0rV67MjTfemIceeijLly/P/v37n3Tt+973vtxzzz258sors2bNmpw4cSI33HBDHnzwwarjAAAAwyTjAwBQ755TdeHGjRvT09OTzZs3Z/78+UmSxYsXZ9myZVm/fn3WrFkz6Lpt27blH//xH/P+978/b33rW5Mky5Yty2//9m/nwx/+cL70pS9VHQkAABgGGR8AgHpX+Q7tjo6OLFiw4HTQTZK5c+emvb09HR0dQ677m7/5m5xzzjn5nd/5ndOvTZkyJW984xvT2dmZH//4x1VHAgAAhkHGBwCg3lUqtA8dOpTu7u4zgm6/efPmpbe3N729vYOu/f73v58LL7wwU6ZMGbCu/zgAADC6ZHwAAEpQacuRPXv2JElaW1sHHJs5c2aSZPfu3af//fNrL7744iHX7dq1q8pIY66hIXnuxMaxHgMYZQ0NYz3B2HP9g/HLNfDsIuMP5D0Oxifvb65/MJ6VcA2sVGgfOXIkSTJ58uQBxyZNmpQkOXr06JBrn2zdsWPHqow0QEtL04ic5+ma03puNt++dFS/J1A/RvuaU09c/4DxfA08m8j4A3mPg/FtPL+/uf4B9XwNrLTlSF9fX5Kk4Ukq+yc79mSqrgMAAKqT8QEAKEGlQrt/b7zB7rQ4fvx4kmTatGlDru3/mmeyDgAAePbI+AAAlKBSoT179uwkyd69ewcc639QzGB77yXJ+eefX2kdAADw7JHxAQAoQaVCu6mpKW1tbens7BxwrLOzM7NmzUpLS8uga+fNm5cf/vCHA+7g6D/Xr/7qr1YZCQAAGAYZHwCAElQqtJNkyZIl2bFjxxmBt6urK9u3b8/SpUM/OGDJkiV57LHH8ld/9VenXzt69Gg2b96ciy++OG1tbVVHAgAAhkHGBwCg3jX09T/95Rk6ePBgXve61+XEiROp1WqZMGFCNmzYkHPOOSdf/OIX09zcnH379mXr1q1pa2vLwoULT6+94YYbsm3btlx//fW58MIL84UvfCFdXV3ZuHFjLrnkkhH74QAAgKdPxgcAoN413nbbbbdVWThp0qS86lWvys6dO/PlL385Dz30UC655JJ85CMfyaxZs5IkDz/8cG688cacPHkyV1111em1V155ZQ4fPpyvfe1r+ad/+qe0trbm9ttvz6WXXjoiPxQAAPDMyfgAANS7yndoAwAAAADAaKq8hzYAAAAAAIwmhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAAAAAAEVQaAMAAAAAUASFNgAAAAAARVBoAwAAAABQBIU2AAAAAABFUGgDAAAAAFAEhTYAjHN9fX1jPQIAADCCZHzOZgpt+P+dPHlyrEcAGHWPP/54GhoaxnoMABhx8j0wXsn4nO0a+nxkwzh38uTJNDY2Jjn1CebDDz+cpqam9PX15YILLsjEiRNPH/OGAJRosOvXE088kQkTfva59pYtW9LT05MTJ05k3rx5mT9/fs4///wh1wNAvZLvgfFAxmc8U2hz1tu5c2cuuuiip7xYf/WrX83dd9+dnp6eHDlyJJMnT85v/uZv5tprr82VV145ihMDDN/Xv/71nDx5Mq9+9auf9Ov+/u//PnfccUd27dp1xusXXHBB3v72t+dNb3pTJkyYIPACUDfke2C8kvHhlP+vvTuNqrLc/z/+3gOjCJsZFQRERFE0cx5SHOs4pFha2XDWOaeONpym81uVqS08WqmVZYPNWWprVWZhDllaOcEphkAExE2KJpCIigghIHvv/wMX+8iv4de/o+yAz+sRcN977+u6H1z7w/e+r+syJScnJ7u6ESKXQ0lJCXfccQdvv/02Y8eOxd/fH7vd/pPBury8nMcee4xVq1ZRWVlJQkICffr04dSpU+Tl5bF161Y6depEfHy8i3oiIvLb2e12/vWvf7Fs2TJqamro168fFoulWVi12+00NDTw+uuvk5yczLlz55g2bRr33HMPCQkJ/Pjjjxw+fJg9e/bg7e1N//79f/K0h4iISEtTvheR9koZX6Q5FbSlzcrKymLr1q1UVFTg7u7OyJEjf/bO4+uvv857771Hr169ePrpp7n33nuZNGkSo0ePxmKxkJGRQU5ODnFxcXTp0kWDvYj8YTkcDoxGI5WVlWRkZHDq1CkCAwPp169fs/HPYDDw3Xff8dRTT2EymXjqqae444476NatG/3792fy5MlUV1eTk5NDamoq48aNIyQkxIU9ExERUb4XkfZJGV/kp/TNLW1O0yo6Q4cOZcaMGbi7u7Np0yYyMjKA5pvDfPPNN6xZs4bY2FhWr17NkCFDnMdiYmLo1q0bfn5+nD59mnXr1lFTU9OynRER+R2SkpIYOXIkp0+fZseOHeTm5gLNdzp/9dVXKSsr48477/zJtOvU1FT279/v/L2goKBlGi4iIvIzlO9FRJTxRS5mdnUDRC41g8GAw+HAy8uLxMREMjMz+eabb1i7di2DBg3CZDI5N4o5ePAg586dY+TIkfj6+jrfY9++faxZs4Zt27Y516eaN28efn5+LuyZiMivMxgMzvHt5ptvJisri3379rFjxw5iY2Px9vamsbGRuro6ioqK6NixY7P19/bv38/atWvZvHkzdrudcePGMX/+fOfGMaDNY0REpOUp34tIe6aML/JTekJb2qSmgTghIYEJEyZgsVjYs2cPmzZtch53OBwUFhYCMGDAAIxGI8eOHWPFihXMnTuXLVu2EBMTw+rVq3n++ecJCwtz3gEVEfmjMplMwIVxbfLkyZw/f56dO3eSnp4OgNlsxsvLC5vNRnV1NVVVVZw5c4Znn32WOXPm8MknnzjHvpdeeonOnTuTkpLCs88+C6CgKyIiLqF8LyLtmTK+SHNaQ1varKY7jBaLhZKSEg4cOEBFRQXjx4/Hy8sLg8FAYWEh6enp1NfXU1tbyxNPPMH27dtxc3Pj0Ucf5fHHHyciIoKTJ09y//3388wzzzBq1ChCQ0Nd3T0RkV/UtEFW165dSU9Px2q14u7uTkJCAh06dKCyspKsrCxKS0s5fvw477zzDp9//jkGg4FHHnmEJ598koiICBwOB6tXr2bRokXYbDamTJmC2azJXSIi4hrK9yLSninji/yHntCWNsNutzf7vekOY9euXZkwYQIRERHk5OTw3nvvOc+JiYnBz8+PL7/8koULF1JUVMQtt9zC3r17ufHGG53nHTt2jIyMDIKDg7FYLC3TIRGR3+DidUObGI1GHA4HERERXH/99ZjNZlJTU9mzZw8AgYGBhIeHc/78eb788kusViu33nore/fu5eabbwbg3LlzGAwGzp49C0B4eDienp4t1zEREWn3lO9FpL1Sxhf5dSpoS6tnt9ux2WzO3ckbGhp+cs7QoUMZPXo0BoOBjz/+mKKiIuDC4B0bG4vD4SAsLIyUlBQWLFiAh4cHDQ0Nzvf64YcfqKurw9vbG39//5brnIjIL2ga+5qmHx49epSSkhLKysqA//zTP2PGDAYPHkx5eTnbt2/n4MGDAEydOhVfX18MBgO33XYb8+fPx9vbm7q6OhobG/Hy8gIgKysLgCuuuAJovumMiIjI5aB8LyLtlTK+yG+jJUekVWsa6I1GI6Wlpbz22mts3bqVTz/9lKqqKnr37g2Al5cXbm5uFBUVUVRUhM1mY8yYMYSEhFBeXk5hYSF2u50ePXrQq1cv4MIaVSaTiYqKCp555hl++OEH7rrrLgYPHqwNE0TksisrK8NoNOLu7u6cXtjEbrdjNBoxGo2UlJSwbNkyXnzxRTZs2MA777zDuXPn6NOnD+7u7ri7u9OhQwdSU1MpLS0lKCiIfv360blzZyoqKti3bx9VVVXU1dVx5ZVXYjabMRqNVFRU8NRTT/H5558zaNAg/vGPf+Dt7a2xT0RELivlexFpy5TxRS4NFbSlVTMajTQ0NLBixQoeeOABvv32W6xWK1arla+++gqDwcDgwYMBCAkJobKykv379/P9998TGxtLVFQUISEhnD59muzsbL788kt8fHyor6/HbDazceNGFi9eTF5eHqNGjeLPf/4zfn5+GuxF5LJpbGxk+fLlPPDAA5w5c4YxY8YAzTdqadrp/OWXX+bee++loKCA+vp6AKqrq/n2228BGDZsGADdunXj0KFD5Obmcu7cOSIjIwkPD6dXr16UlJSwb98+9u7di9Vq5bvvviM1NZUVK1awZ88eOnfuzAMPPEB8fHwLXwkREWmPlO9FpC1Sxhe5tFTQllYtJyeH+++/n23bttGpUydmzZrF5MmTcXNzo7i4mOzsbEaPHk1ISAhms5mOHTtSXFyM1WqlpqaGq6++moCAAGJjY6mpqeHAgQPs3buXlJQU3n//fb744gsqKyu55ZZbSE5OJigoyNVdFpE2rK6ujuXLl7NmzRoASkpKuOqqqwgODm429bqiooKlS5fy9ttv06VLF26//XaWL19OYmIiAPn5+RQUFDB69GiCg4MBCA0NJS0tjeLiYnx9fenTpw8BAQH06NEDX19fsrOzKSoqIiMjg6ysLGpqarj++ut5/vnniYuLc8n1EBGR9kf5XkTaGmV8kUtPBW1ptWpqali+fDlff/01SUlJPPHEE0yaNIm+ffsyceJE8vPzKS4u5vTp04wfPx6TyURwcDDnzp1j//79HDp0iNDQUHr37o2fnx+jRo0iMjISk8lEQEAA3bp1Y/jw4TzxxBMkJSXh7u7u6i6LSBtnNpvZs2cPubm5uLu7U1tby8mTJ5k0aRJGo9E5LfGzzz7j5Zdfpn///qxcuZJx48bh5eVFaGgoUVFRpKenU15ezokTJ5gyZQpwIexWVlaSnp7OmTNn6Nq1KzExMQQEBDBkyBD+9Kc/0b17dyZMmMCoUaN4+OGHSUpKwsPDw8VXRURE2gvlexFpi5TxRS49FbSl1Wla327Dhg2sXr2aSZMm8dRTT+Hn5+c85+TJk3z44YdUVFRw+PBhevbsSffu3QHw9/enrKyMgoICTpw4wZgxY+jQoQMmk4mePXty9dVXc91115GYmMiECRMIDAx0VVdFpB25eA29TZs24e/vj91ux2q1Eh8fT3R0NA6Hg9raWh566CEqKytZtmyZcy1RgB9//JHnnnuO1NRUzGazc/zr1q0bANHR0WRmZmK1WjGbzSQkJNCxY0dsNhsBAQEkJCQQHx9Pnz59sFgsLrkOIiLS/ijfi0hbpYwvcnkYXd0AkV9is9ma/d60627Tl8GBAwcAiIyMbHberl27uP322zl8+DB9+/YF4PXXX+fMmTMAdOnShfHjxxMVFUV+fj4ffPDBz36+j4/PpeuMiMj/oWmqYefOnenUqROdOnXi2muvBeCll17C4XBgNBqprq7Gzc2t2WsAcnNzmTdvHh9//DFjxozhqquuAmDVqlXY7XbgwhMcs2bNwsPDg4yMDHbv3g3g3EUdtMO5iIhcPsr3ItLeKOOLXB4qaMsfjt1ux263OwffY8eOYbPZnANwY2Ojc/dfwPnkRlVVFevXr2fJkiUUFRUxd+5cFi1ahL+/P3l5eXz88cfOzxgyZAhjxozBzc2Nt99+m7y8POexi788REQuh18LlB06dMBgMFBaWsqAAQOIjo4mPz+fd955x/na8+fPc/XVV9OjRw8cDge7du1i6dKlfP7550yfPp2lS5dy4403EhoaSkFBAW+++abz/adPn86IESM4fvw4KSkplJWVNft8bYolIiKXmvK9iLQHyvgiLUdLjsgfjsFgwGAwUFBQwMKFC1mzZg1bt26lsLCQkSNHYjabMRgM2O12/vrXvzJx4kQA1q5dy8qVK3F3d2f58uVcf/31BAcH8/3335Ofn8+BAwcYMWIEQUFBeHp6YjKZyMrKIigoiKSkpGZTGkVELrUDBw6wY8cOoqOj8fDwaDb98GIdO3bk66+/pqSkhIkTJ+Lr60tWVhYHDx5k8uTJhIWFMX78eGbOnImHhwe7d+8mOTmZEydO8NBDD/Hggw/i6emJzWZj8+bNVFdXk5uby/Tp0/Hx8cFkMuHu7s6ZM2f4n//5H2JjY11wNUREpD1RvheRtkoZX8Q1VNCWPxSHw4Hdbmf16tXcd999HDlyhLq6OkpLS9m/fz/nz58nJiYGHx8foqOjCQkJoaGhgRUrVvDSSy/Ru3dvFi9ezLBhw5zv+fnnn2O1WqmtraWuro6oqCgCAgIICwtj+PDh3HXXXQq7InLZnD17lscee4xFixaxa9cuKisrGT16dLMpgE2a1hAtLy9n586dzJ49m/j4ePbv38/Ro0dpaGhg9OjRdOzYEYDU1FTuueceqqurSU5OZsqUKbi5uWG32+nYsSPr1q2jtraW+vp6ioqK6N27NwEBAcTExDB9+nTCwsJa+nKIiEg7o3wvIm2RMr6Ia2nulbjU/15Hz2AwUFZWxhtvvEFERASLFy/mzTff5O9//zsA69ev59///jeNjY3O15SWlvLRRx/h5eXF3XffzRVXXIHD4cBms1FfX09xcTF2ux1vb29SUlJ4+umnqaysxM3NTXctReSy+/DDD9m4cSNGoxGTycT69et58sknsVqtQPNxsOlpDl9fXxwOB2lpafTq1YspU6ZgNBr54IMPyM3NdZ6flZVFfX091157LVOnTsXLywu4MLV6x44dlJWVMWDAAOBCMD58+DCgNfREROTyUb4XkfZAGV/EtcyuboC0Tw6HA4fD4bx7abVaCQwMxMvLi02bNlFbW8v69esJDw8HYODAgVitVnbu3MmWLVuIj4+nR48eAGRnZ1NZWcngwYPp168fcOELw2QykZKSQk5ODrfddhuRkZEUFhZy55134u/v75qOi0i7M2vWLDZv3kxBQQH+/v74+vqybt068vLyWLVqFQEBAUDzjbGGDh2K0WikqKjI+cRGeno6O3fu5MUXX+S1114DICMjA4Dw8PBm64Omp6fz9NNPExQUxHPPPUdpaSkWi4WIiAjnZ4iIiFxKyvci0p4o44u4lpYcEZdoWkfv0KFDLFy4kBdffJGNGzfyySefUFxczLBhw5gxYwbnz5/HZrNhMpmIiYnhk08+4fDhw3Tp0oUePXrg7u5OYWEhX3zxBQBRUVHExMRw/PhxXnjhBVasWEFERATz5s1j9OjRjB071jmNR0SkJbi7u2OxWNi2bRt1dXXceuutNDQ0kJOTw3fffUdwcDDh4eHOcREujJFpaWmcPXuW2bNn4+Pjg8FgID09HavVSlRUFD169KC0tJSMjAxyc3Px9fWlvr6eNWvW8Mwzz3Dy5Enmzp3L8OHDCQkJwWKxuPhKiIhIW6Z8LyLtiTK+iGupoC0tprGxsdndxc8++4y7776bwsJC3NzcqKqqoqKigpMnTzJy5EiGDx+O0WjEbDbjcDgIDg6mqqqK7Oxszpw5Q8+ePenSpQtdu3Zly5YtlJaWkpqayvbt21m5ciVZWVmEh4ezcOFC+vfv78Kei0h7161bNwoLCykuLiYwMJB//vOf5Ofnk5mZSXp6OvHx8XTp0sV5vt1uZ8eOHWRnZ3PNNdcQHByMj48Pp0+fpqCggOLiYmbOnEnHjh3Zt28f5eXl7Nq1i48++oicnBw8PDxITk7mlltuaRaiRURELiXlexFpz5TxRVxHBW1pMU1hNy0tjYiICB5//HGOHz/OI488QnJyMr1792b//v1UV1djMBgYNWoUHTp0cE5fNBgMxMfHs23bNg4fPoyfnx9xcXFYLBa6du1Kfn4+5eXlVFdX4+npyezZs1m5ciXdu3d3cc9FpL0zGAxERESwYcMGioqKGDNmDElJSdTX15Oenk56ejqdOnUiMjISo9GIm5sbR44cITMzk/79+xMXF4evry9ubm7k5uZy+PBhOnTowDXXXEPPnj05fvw4nTp1IjQ0lOuuu46VK1fSt29fV3dbRETaOOV7EWnPlPFFXEcFbWkxP/74I3PnzuXFF1/k6NGjZGZmsmTJEpKSkvD29iY2NhaHw0F+fj6nTp0iJCSEhIQE551Hm81Ghw4d8PDwYOfOnRw/fpy4uDiio6OJjo5mzJgxTJ06lXHjxjF37lyuueYazGYtEy8ifwyhoaHU1NQ4pyHedNNNTJkyBavVSl5eHmlpaZjNZucTZ3V1dWzZsoUhQ4Y4g6vFYqGmpobMzEwKCwuZOHEicXFxXH311UybNo1rrrmGq666Cjc3N1d2VURE2gnlexFp75TxRVxDBW1pUWVllnCJKwAAC6RJREFUZaSnp1NeXo7dbmfOnDn4+/vT0NCAyWQiIiKC7777joKCAmpra+nXrx/+/v7Y7XaMRiMGg4E+ffqQlpZGUVGRcydzi8WCr68voaGhdO3aVevoicgfUvfu3dm2bRtHjhzBy8uLwYMH079/f/z9/fnyyy9JTU3FYrEQFRWFzWbj/fffx2g0MmXKFAA8PT3x9vbmyJEjHDp0iOPHjzNp0iTMZjNGoxFPT08X91BERNob5XsRae+U8UVangracknZbLZm6+hdzGQy0blzZ/Ly8jhy5AhRUVFMnToVPz8/TCYTDocDb29v53SbI0eO4OPjw5AhQ5o9xWE0GgkLC+OTTz7h4MGD9OzZk549e2r9KBH5w/Px8cHd3Z1du3ZRWFhIYmIikZGRDBgwAA8PD3JyckhLS+PUqVPMnDmTlJQUbDYbo0aNcv4jb7FYOHPmDDk5OUyePJkBAwYA2tVcREQuD+V7EZFfp4wv0vJU0JZLwm63A/9ZR6+4uBiz2UxtbS1eXl7O87y9venQoQOfffYZp06dYsiQIXTr1g2bzeYMtREREZSUlJCbm0tlZSWxsbF07twZu92OyWQCoGvXrlitVmJjY5kzZw4eHh4t32kRkd8hJiaG9PR0jh49SmNjI6NGjcJoNHLFFVfQpUsXcnNz+frrr6msrKS2tpZTp04xa9Ys55qjZrOZyMhI5syZw7Bhw1zdHRERaaOU70VEfjtlfJGWpYK2/CZ5eXn4+/s7A+fFHA6Hc7pgdnY2ixYtYvXq1bz99tts2LCB3Nxcunfvjq+vL2azGYvFwqlTpzh48CAlJSXMnDnT+Xq73Y7ZbMbPz4+8vDyKioowmUwMHz4cNzc3HA6Hc3riuHHjmDx5Mu7u7i64IiIiv4+bmxvBwcFs3ryZgoICBg4cSEREBEajkbi4OHr16sWePXv45ptvOHHiBGfPnmXQoEFER0c7N9Dy9vbW2CciIv8V5XsRkUtHGV+kZamgLb/qxIkTPPbYYzz++ON4enoycODAn5xjMBioqanh2WefZcGCBc6phEFBQVRVVTnvRBqNRvr27YunpycWi4Vdu3Zx9OhRwsPD6dmzJzabzRmow8LCOH36NLm5uc4NZHr06IHBYHA+JfJz4VtEpDWIioriyJEjWK1WTpw4wcSJE53/1IeHh9O9e3eqq6spLi4GoFevXlx55ZWacigiIv815XsRkctDGV+k5aigLb/ohRde4O6778ZqtZKQkMDYsWPp3r37z5771ltv8corrxAaGspjjz3Gk08+SVJSEiNGjODs2bNkZGSQnp5OYmIiISEh+Pn5UV9fT1ZWFtnZ2dx6663Ogb7p7mRYWBgHDhwgPz8fm81GYmKi7laKSJsRGRlJSkoKR44coWvXrsTHxzvHv8jISIYNG0ZWVhbTpk3j7rvvdnVzRUSkDVC+FxG5vJTxRVqGCtryE1u2bOFvf/sbO3fuJCIigrlz5/Loo48SHx//k3MdDgcHDx5k8eLF+Pn5sW7dOgYPHgyA2WwmJCSEuro6Dhw4QGVlJVlZWcyePRsPDw8CAwPJysqipKQEu93OsGHDnNMbAfz8/KitrSUsLIyHH34Yi8XSotdBRORyCgoKoqGhgYyMDA4dOsTEiROdm8I0Njbi4+PDtGnTGDlypItbKiIirZ3yvYhIy1DGF2kZKmiLU35+Pvfddx/vvPMOADfccAPz589n7NixeHh4ODeGuXg6jMFg4KuvvmLLli1MmjSJ6dOnO48dO3aMV199lddee42Kigr69u3LvHnz6NKlC3BhJ2Cj0cju3buddygtFgs2m8353vHx8YwdOxZvb++WugwiIi2me/fufPHFFxw9ehSTycSIESMANPVaREQuCeV7EZGWp4wvcvkZXd0Acb2qqioWLFjAddddR3Z2NuPGjWPVqlUsWLCA6OhoAOdGLT+3ttO3334LQFxcHAA1NTW8++67zJ07l7feeguAxYsX88EHHzB48GC+//57ADw8PEhMTGTUqFEALF26FLgwuGugF5H2IDAwkDvuuAOATZs2cebMGRe3SERE2gLlexER11HGF7n8zK5ugLhWSUkJ48ePBy6s9XTnnXcybdo0Z7Bt2silKYA2Bd+Lf24KxUVFRWzevJmPPvqItLQ0AP7yl7/w4IMP4ubmRmVlJStXrmT79u0888wzDB06lE6dOjFr1ix2797tvIMZGRnZ0pdBRMRlrr32Ws6fP8+MGTPw8PBwdXNERKSVU74XEXE9ZXyRy0sF7XYuPDycyMhIjh49SkJCAuPGjcNgMNDY2IjZbHY+QdE0HbEp7F78s6+vL+7u7nz66ad88MEH2O12EhMTmT9/PhEREc7zy8rKeO+99zAajc6/G41GrrzyShYuXMjw4cMVdkWk3XF3d+emm25ydTNERKSNUL4XEXE9ZXyRy0tLjghvvPEGAHv27OGzzz6joaEBs/nCvQ6Hw0FjYyNGoxGj0cihQ4d45JFHyMzMdL5+6NChBAUFUVVVhZ+fH88//zyvvPIKERERnD9/nvr6euBC4AWIjo7G09PT+fqAgABuvvlm55MgIiIiIiLy+ynfi4iISFumgrYQERFBUlISVVVVbN++neLiYgDOnz+PwWDAbDZz7tw5lixZwuTJk0lJSWHfvn3AhUAcFRXFlClTAPD398fLy8t5zM3NDQ8PDxobG9m4cSMA48ePJzAw0AU9FRERERFp+5TvRUREpC0zJScnJ7u6EeJ6w4YN47XXXuPo0aN07tyZuLg4Z3B99913uf3228nKyiIuLo57772XG264AZPJhMPhwGAw0KdPH3JycsjPzyctLQ1fX198fHzw8fHhq6++YtGiRezdu5e+fftyzz334O/v7+Iei4iIiIi0Xcr3IiIi0lYZHA6Hw9WNkD+G9957j+TkZPr168fixYuprKxkyZIlFBUVERAQwMyZM5k9ezahoaEAzrDbtHlMVlYW7777Llu3bnVOabRYLJw8eRLgZ9fdExERERGRy0P5XkRERNoiFbTFyW63M2jQIH788UfnRjJGo5EpU6Zw6623kpCQAFwIuoBzp/SL1dfX8+qrr5KVlcWxY8cIDAwkODiYG264gdGjR7dof0RERERE2jPlexEREWmLVNCWZjIzM7nlllswm81ER0dz7733MmHCBOfxpqc1fs7Fx2w2GwAnT550PvEhIiIiIiItS/leRERE2hptCinNDBw4kCuuuILGxkZiY2MZNGgQAI2NjQC/GHb/9zGDwYDJZFLYFRERERFxIeV7ERERaWtU0JafWLlyJQA7d+5k27Zt1NXVOdfM+61+LRiLiIiIiEjLUb4XERGRtsSUnJyc7OpGyB+Lj48P1dXVZGZm0tDQQM+ePQkJCXF1s0RERERE5HdQvhcREZG2RLfZ5Wc98MADGAwG0tLS2L17N9XV1cB/NowREREREZHWQ/leRERE2goVtOVneXp6smzZMgC2bdtGXl4e8PM7n4uIiIiIyB+b8r2IiIi0FSpoyy+aOnUqQUFBHDx4kK+++ory8nJXN0lERERERH4n5XsRERFpC1TQll9kMBh4/fXXAVi7di379+93cYtEREREROT3Ur4XERGRtuD/b2traXd69erFsGHDCAsLIzEx0dXNERERERGR/4LyvYiIiLR2Bod2AZH/g81mw2QyuboZIiIiIiJyCSjfi4iISGumgraIiIiIiIiIiIiItApaQ1tEREREREREREREWgUVtEVERERERERERESkVVBBW0RERERERERERERaBRW0RURERERERERERKRVUEFbRERERERERERERFoFFbRFREREREREREREpFVQQVtEREREREREREREWgUVtEVERERERERERESkVVBBW0RERERERERERERaBRW0RURERERERERERKRVUEFbRERERERERERERFoFFbRFREREREREREREpFVQQVtEREREREREREREWgUVtEVERERERERERESkVfh/xojT4eZWVqIAAAAASUVORK5CYII=\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": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}