nb_data_drift_demo.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Drift Test Notebook for Tabular Data\n",
    "\n",
    "This notebook implements a series of tests and measures to determine drift between a baseline and production dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import random\n",
    "from scipy.stats import ks_2samp\n",
    "from utils import ( \n",
    "                    numerical_data_distribution_plot, \n",
    "                    categorical_grouped_bar_plot, \n",
    "                    jensen_shannon_distance_numerical, \n",
    "                    jensen_shannon_distance_categorical, \n",
    "                    normed_wasserstein_distance_numerical,\n",
    "             )\n",
    "from yaml import safe_load\n",
    "config = safe_load(open('config.yml','rb'))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Numerical Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "observations = 100_000\n",
    "observations_reduction_factor_for_y = 10\n",
    "bin_strategy = 'stu' #choose between 'stu', 'evi', 'min', and 'max'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(50, 15, observations) # reference\n",
    "y = np.random.normal(50, 15, int(observations/observations_reduction_factor_for_y)) # identical with x\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(50, 15, observations) # reference\n",
    "y = np.random.normal(53, 17, int(observations/observations_reduction_factor_for_y)) # Minor drift\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(50, 15, observations) # reference\n",
    "y = np.random.normal(62, 20, int(observations/observations_reduction_factor_for_y)) # major drift\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(50, 15, observations) # reference\n",
    "y = np.random.normal(82, 30, int(observations/observations_reduction_factor_for_y)) # major drift\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(50, 15, observations) # reference\n",
    "y = np.random.normal(150, 15, int(observations/observations_reduction_factor_for_y)) # extreme drift\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.full(observations,10) # single value\n",
    "y = np.full(int(observations/observations_reduction_factor_for_y),10) # same single value\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.full(observations,5.4) # single value\n",
    "y = np.full(int(observations/observations_reduction_factor_for_y),5.8) #different single val\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.normal(50, 15, observations) # reference\n",
    "y = np.append(np.random.normal(50, 15, observations),np.random.normal(125,1,int(observations/100))) # same as reference with small amout of outliers\n",
    "g = numerical_data_distribution_plot(x, y, bin_strategy=bin_strategy)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sample strings to generate categorical variables: a and b differ slightly. Strong difference between a versus c\n",
    "s_a=('a'* 100 + \n",
    "     'b'* 100 + \n",
    "     'c'* 100 + \n",
    "     'd'* 100 + \n",
    "     'e'* 100 + \n",
    "     'f'* 100 + \n",
    "     'g'* 100 + \n",
    "     'h'* 100)\n",
    "\n",
    "s_b=('a'* 97 + \n",
    "     'b'* 105 + \n",
    "     'c'* 99 + \n",
    "     'd'* 98 + \n",
    "     'e'* 101 + \n",
    "     'f'* 102 + \n",
    "     'g'* 97 + \n",
    "     'h'* 103)\n",
    "\n",
    "s_c=('a'* 10 + \n",
    "     'b'* 11 + \n",
    "     'c'* 9 + \n",
    "     'd'* 10 + \n",
    "     'e'* 10 + \n",
    "     'f'* 10 + \n",
    "     'g'* 13 + \n",
    "     'h'* 10)\n",
    "\n",
    "s_d=('a'* 180 + \n",
    "     'b'* 80 + \n",
    "     'c'* 70 + \n",
    "     'd'* 170 + \n",
    "     'e'* 200 + \n",
    "     'f'* 10 + \n",
    "     'g'* 130 + \n",
    "     'h'* 100)\n",
    "\n",
    "\n",
    "s_e=('a'* 100 + \n",
    "     'b'* 100 + \n",
    "     'c'* 100 + \n",
    "     'd'* 100 + \n",
    "     'e'* 100 + \n",
    "     'f'* 100 + \n",
    "     'g'* 100 +\n",
    "     'h'* 1)\n",
    "\n",
    "s_f=('a'* 100 + \n",
    "     'b'* 100 + \n",
    "     'c'* 100 + \n",
    "     'f'* 100 + \n",
    "     'g'* 100 +\n",
    "     'h'* 1)\n",
    "\n",
    "s_g=('i'* 1 +\n",
    "     'j'* 1 +\n",
    "     'k'* 2)\n",
    "\n",
    "s_h=('a'* 100 +\n",
    "     'b'* 100)\n",
    "\n",
    "s_i=('a'* 34 +\n",
    "     'b'* 34)\n",
    "\n",
    "s_j=('a'* 92 +\n",
    "     'b'* 23)\n",
    "\n",
    "s_k=('c'* 100 +\n",
    "     'd'* 100)\n",
    "\n",
    "\n",
    "# convert to lists\n",
    "a_list = [letter for letter in s_a]\n",
    "b_list = [letter for letter in s_b]\n",
    "c_list = [letter for letter in s_c]\n",
    "d_list = [letter for letter in s_d]\n",
    "e_list = [letter for letter in s_e]\n",
    "f_list = [letter for letter in s_f]\n",
    "g_list = [letter for letter in s_g]\n",
    "h_list = [letter for letter in s_h]\n",
    "i_list = [letter for letter in s_i]\n",
    "j_list = [letter for letter in s_j]\n",
    "k_list = [letter for letter in s_k]\n",
    "\n",
    "# shuffle lists\n",
    "random.shuffle(a_list)\n",
    "random.shuffle(b_list)\n",
    "random.shuffle(c_list)\n",
    "random.shuffle(d_list)\n",
    "random.shuffle(e_list)\n",
    "random.shuffle(f_list)\n",
    "random.shuffle(g_list)\n",
    "random.shuffle(h_list)\n",
    "random.shuffle(i_list)\n",
    "random.shuffle(j_list)\n",
    "random.shuffle(k_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(b_list, b_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(a_list, b_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(a_list, c_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(a_list, d_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(a_list, e_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(a_list, f_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dpb/miniconda3/envs/data-drift-env/lib/python3.8/site-packages/scipy/stats/stats.py:5982: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  terms = (f_obs.astype(np.float64) - f_exp)**2 / f_exp\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(a_list, g_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(h_list, h_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAJTCAYAAAA/n0ZwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAA9hAAAPYQGoP6dpAABn10lEQVR4nO3deXRN9/7/8ddJyEiMEREhxBRjWkRpTRVDa64qbQmpqUVx89Wqag01z3NNbampdamhVWNTlNKiuLToRc1CRAlJSEj27w8/5zpNZCcRTsjzsdZZq/kMe7/3idXjZX/251gMwzAEAAAAAHggB3sXAAAAAABZHcEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAWcaCBQtksVi0d+9ea9uOHTv00ksvycfHRy4uLipWrJiaN2+upUuXPtS5vv32Wz377LPWYw4ZMkR37txJ09ykpCSNGzdOJUqUkIuLiypXrqyvvvrqoeoBAGRtBCcAQJa1fPly1alTR5cuXVLfvn01ffp0dejQQVevXtW8efMyfNz169erVatWyps3r6ZPn65WrVppxIgRevfdd9M0f9CgQRowYIAaNmyo6dOnq1ixYnrjjTf09ddfZ7gmAEDWZjEMw7B3EQAASHfvOIWGhmrPnj2qVq2aKlSoIIvFon379snJyclmbGRkpAoVKpSh81SoUEE5c+bU3r17lSNHDknSRx99pFGjRunw4cMqV67cA+eeP39eJUqUUPfu3TVjxgxJkmEYqlu3rk6ePKlTp07J0dExQ3UBALIu7jgBALKsEydOqHr16slCk6RkoSkiIkJHjx7V7du3Uz3m4cOHdfjwYXXv3t0amiSpZ8+eMgxDK1asSHX+mjVrdPv2bfXs2dPaZrFY9M477+jcuXPatWtXWi4NAPCEITgBALKs4sWLKzw8XOfOnTMdO3DgQAUEBOj8+fOpjtu/f78kqVq1ajbtRYoUUdGiRa39qc13d3dXQECATXtQUJDN8QEATxeCEwAgyxowYIDOnj0rf39/vfjiixo8eLB27NihpKSkDB8zIiJCkuTt7Z2sz9vbWxcuXDCd7+XlJYvFkmyuJNP5AIAnE8EJAJBlvfXWW9qwYYPq1aunHTt2aPjw4apdu7ZKly6tnTt32oxdsGCBDMOQn59fqse8efOmJMnZ2TlZn4uLi7U/tfkPmnv/8QEATxeCEwAgS2vcuLE2btyoa9eu6aefflKvXr10+vRpNWvWTJGRkek+nqurqyQpPj4+Wd+tW7es/anNf9Dc+48PAHi6EJwAAE8ENzc31a5dWzNmzNBHH32kq1evav369ek+zr0ldfeW7N0vIiJCRYoUMZ1/8eJF/XNT2nvHM5sPAHgyEZwAAE+cexs7pBR+zAQGBkqSzZfsSnefTTp37py1P7X5cXFxOnLkiE37r7/+anN8AMDTheAEAMiywsPDU2xft26dJKls2bLWtrRuR16hQgWVK1dOc+fOVWJiorV91qxZslgsevXVV61t0dHROnr0qKKjo61tLVu2VM6cOfXpp59a2wzD0OzZs+Xj46NatWql7yIBAE+EHOZDAACwj5YtW6pEiRJq3ry5/P39FRsbqx9++EHfffedqlevrubNm1vHDhw4UF9++aVOnjxpukHE+PHj1aJFCzVq1Ejt27fX77//rhkzZqhr164224yvWrVKoaGhmj9/vjp37ixJKlq0qPr166fx48fr9u3bql69ulavXq3t27dryZIlfPktADylCE4AgCzj3nND98LHZ599pjVr1ujf//63Lly4IMMwVLJkSQ0aNEgDBgyw+QLb9GjWrJlWrlypYcOG6d1335Wnp6c+/PBDDR48OE3zx4wZo3z58mnOnDlasGCBSpcurcWLF+uNN97IUD0AgKzPYvzz6VYAAOxk2rRp6tu3r44fPy5/f397lwMAgBXPOAEAsow9e/bI3d1dxYsXt3cpAADYYKkeAMDuvvnmG23dulVLlixR165dM7wEDwCAR4WlegAAuytRooRu3Lih1q1ba8qUKXJ3d7d3SQAA2CA4AQAAAIAJnnECAAAAABMEJwAAAAAwQXACgKeMn5+f9ctakTmGDh0qi8WSprEWi0VDhw59tAU9wKlTp2SxWLRgwQK7nB8AnmYEJwDIRAsWLJDFYtHevXutbTt27NBLL70kHx8fubi4qFixYmrevLmWLl1qerx69erJYrHIYrHIwcFBHh4eKlu2rDp27KjNmzdnWt3r1q2z21/2H4X737d/vsqVK2fv8h7a0qVLNWXKFLudf+fOnXrhhRfk5uamwoULq0+fPoqJiUnz/M8//1wBAQFycXFR6dKlNX369EdYLQBkDvZ7BYBHaPny5WrXrp0CAwPVt29f5cuXTydPntRPP/2kefPm6Y033jA9RtGiRTV69GhJUmxsrI4fP66VK1dq8eLFeu2117R48WLlzJnTOv7PP/+Ug0P6/l1s3bp1mjlz5lMVnu5/3+6XJ0+edB/ro48+0gcffJAZZWWKpUuX6vfff1e/fv0e+7kPHDigBg0aKCAgQJMmTdK5c+c0YcIEHTt2TOvXrzedP2fOHL399ttq06aNwsLCtH37dvXp00dxcXEaMGDAY7gCAMgYghMAPEJDhw5V+fLl9csvv8jJycmmLzIyMk3HyJMnjzp06GDTNmbMGPXp00effvqp/Pz8NHbsWGufs7Pzwxf+FEjpfcuoHDly8N1S/9+HH36ofPnyaevWrfLw8JB0d3lot27dtGnTJjVq1OiBc2/evKlBgwapadOmWrFihSSpW7duSkpK0vDhw9W9e3fly5fvsVwHAKQXS/UA4BE6ceKEqlevniw0SVKhQoUyfFxHR0dNmzZN5cuX14wZMxQdHW3t++czTrdv39awYcNUunRpubi4qECBAnrhhResS/06d+6smTNnSpLNkrZ7JkyYoFq1aqlAgQJydXVV1apVrX/pvZ/FYlHv3r21evVqVaxYUc7OzqpQoYI2bNiQbOz58+fVpUsXFSlSRM7OzipRooTeeecdJSQkWMdcu3ZN/fr1k6+vr5ydnVWqVCmNHTtWSUlJGX7f7rdixQpZLBZt27YtWd+cOXNksVj0+++/S0r5Gaf4+Hj961//kqenp3Lnzq0WLVro3LlzKZ7r/Pnzeuutt+Tl5WV9X7744gubMVu3bpXFYtG///1vjRw5UkWLFpWLi4saNGig48ePW8fVq1dP33//vU6fPm39Xfn5+aV43vnz58tisWj//v3J+kaNGiVHR0edP39eUVFROnr0qOLi4lJ9z65fv67NmzerQ4cO1tAkSSEhIcqVK5f+/e9/pzp/y5YtunLlinr27GnT3qtXL8XGxur7779PdT4A2BP/fAYAj1Dx4sUVHh6uc+fOqWjRopl6bEdHR73++uv6+OOPtWPHDjVt2jTFcUOHDtXo0aPVtWtXBQUF6fr169q7d6/27dunhg0bqkePHrpw4YI2b96sRYsWJZs/depUtWjRQm+++aYSEhL09ddfq23btlq7dm2yc+7YsUMrV65Uz549lTt3bk2bNk1t2rTRmTNnVKBAAUnShQsXFBQUpGvXrql79+4qV66czp8/rxUrViguLk5OTk6Ki4tT3bp1df78efXo0UPFihXTzp07NXDgQEVERKTp+Z7ExERFRUUla3d1dZW7u7uaNm1q/ct+3bp1bcYsW7ZMFSpUUMWKFR94/K5du2rx4sV64403VKtWLf34448p/g4uXbqk5557zhosPT09tX79enXp0kXXr19PttxuzJgxcnBwUP/+/RUdHa1x48bpzTff1K+//ipJGjRokKKjo3Xu3DlNnjxZkpQrV64Ua3z11VfVq1cvLVmyRM8884xN35IlS1SvXj35+Pho6NChGjZsmLZs2aJ69eo98JoPHTqkO3fuqFq1ajbtTk5OCgwMTDGg3e9e/z/nV61aVQ4ODtq/f3+m3SUEgExnAAAyzfz58w1Jxp49ewzDMIzPP//ckGQ4OTkZ9evXNz7++GNj+/btRmJiYpqOV7duXaNChQoP7F+1apUhyZg6daq1rXjx4kanTp2sP1epUsVo2rRpqufp1auX8aCPhLi4OJufExISjIoVKxovvviiTfu96zx+/Li17T//+Y8hyZg+fbq1LSQkxHBwcLC+R/dLSkoyDMMwhg8fbri7uxv//e9/bfo/+OADw9HR0Thz5kyq11O3bl1DUoqvHj16WMe9/vrrRqFChYw7d+5Y2yIiIgwHBwfjk08+sbYNGTLE5v05cOCAIcno2bOnzXnfeOMNQ5IxZMgQa1uXLl0Mb29vIyoqymZs+/btjTx58ljf3y1bthiSjICAACM+Pt46burUqYYk49ChQ9a2pk2bGsWLF0923SdPnjQkGfPnz7e5xiJFitj8mdu3b5/NuHvXt2XLlhTezf9Zvny5Icn46aefkvW1bdvWKFy4cKrze/XqZTg6OqbY5+npabRv3z7V+QBgTyzVA4BH6K233tKGDRtUr1497dixQ8OHD1ft2rVVunRp7dy586GPf+9Ow40bNx44Jm/evPrjjz907NixDJ3D1dXV+t9Xr15VdHS0ateurX379iUbGxwcLH9/f+vPlStXloeHh/766y9JUlJSklavXq3mzZsnu+sgybocbvny5apdu7by5cunqKgo6ys4OFiJiYn66aefTOv28/PT5s2bk73uv8PTrl07RUZGauvWrda2FStWKCkpSe3atXvgsdetWydJ6tOnj037P+8eGYahb775Rs2bN5dhGDbX0rhxY0VHRyd7H0NDQ22WdtauXVuSrO9heoWEhOjChQvasmWLtW3JkiVydXVVmzZtJN29K2kYRqp3m6S7zyhJKT9H5+LiYu1PbX5Ky1bTOh8A7ImlegDwiDVu3FiNGzdWXFycfvvtNy1btkyzZ89Ws2bNdPTo0Yd61uneFtC5c+d+4JhPPvlELVu2VJkyZVSxYkU1adJEHTt2VOXKldN0jrVr12rEiBE6cOCA4uPjre0pfa9RsWLFkrXly5dPV69elSRdvnxZ169fT3UJnCQdO3ZMBw8elKenZ4r9adlYw93dXcHBwamOadKkifLkyaNly5apQYMGku4u0wsMDFSZMmUeOO/06dNycHCwCYmSVLZsWZufL1++rGvXrmnu3LmaO3dumq7ln+/hvc0S7r2H6dWwYUN5e3tryZIlatCggZKSkvTVV1+pZcuWqf65Scm9EH3/n4N7bt26ZROyHzT//ufY0jsfAOyJ4AQAj4mbm5tq166t2rVrq2DBgho2bJjWr1+vTp06ZfiY9zYvKFWq1APH1KlTRydOnNCaNWu0adMmffbZZ5o8ebJmz56trl27pnr87du3q0WLFqpTp44+/fRTeXt7K2fOnJo/f36K30Pl6OiY4nEMw0jHVd29M9WwYUO9//77KfanFmrSw9nZWa1atdKqVav06aef6tKlS/r55581atSoTDn+vY0sOnTo8MDf8z8DbGa9h/cf74033tC8efP06aef6ueff9aFCxcy9CyRt7e3JCkiIiJZX0REhIoUKWI6PzExUZGRkTb/YJCQkKArV66YzgcAeyI4AYAd3FumltJfQNMqMTFRS5culZubm1544YVUx+bPn1+hoaEKDQ1VTEyM6tSpo6FDh1qDU0p3jyTpm2++kYuLizZu3GizPGv+/PkZqtnT01MeHh7WwPcg/v7+iomJMb1jlBnatWunL7/8UuHh4Tpy5IgMw0h1mZ50d9OPpKQknThxwuYu059//mkz7t6Oe4mJiZl6LQ/6fT1ISEiIJk6cqO+++07r16+Xp6enGjdunO7zVqxYUTly5NDevXv12muvWdsTEhJ04MABm7aUBAYGSpL27t2rl19+2dq+d+9eJSUlWfsBICviGScAeITCw8NTbL/3jMw/l3alVWJiovr06aMjR46oT58+NltD/9OVK1dsfs6VK5dKlSpls9zK3d1d0t0twO/n6Ogoi8WixMREa9upU6e0evXqDNXt4OCgVq1a6bvvvtPevXuT9d+7q/Laa69p165d2rhxY7Ix165d0507dzJ0/pQEBwcrf/78WrZsmZYtW6agoCCVKFEi1TkvvfSSJGnatGk27f/c7c/R0VFt2rTRN998k2JYvHz5coZqdnd3t9mC3kzlypVVuXJlffbZZ/rmm2/Uvn17m++lSut25Hny5FFwcLAWL15s81zdokWLFBMTo7Zt21rb4uLidPToUZudDV988UXlz59fs2bNsjnurFmz5Obm9sCdIQEgK+COEwA8Qi1btlSJEiXUvHlz+fv7KzY2Vj/88IO+++47Va9eXc2bNzc9RnR0tBYvXizp7l9Gjx8/rpUrV+rEiRNq3769hg8fnur88uXLq169eqpatary58+vvXv3asWKFerdu7d1TNWqVSXd3eygcePGcnR0VPv27dW0aVNNmjRJTZo00RtvvKHIyEjNnDlTpUqV0sGDBzP0nowaNUqbNm1S3bp11b17dwUEBCgiIkLLly/Xjh07lDdvXr333nv69ttv1axZM3Xu3FlVq1ZVbGysDh06pBUrVujUqVMqWLBgmt+3f7p/mVrOnDn1yiuv6Ouvv1ZsbKwmTJhgeg2BgYF6/fXX9emnnyo6Olq1atVSeHi4zfct3TNmzBht2bJFNWrUULdu3VS+fHn9/fff2rdvn3744Qf9/fffpuf7p6pVq2rZsmUKCwtT9erVlStXLtM/SyEhIerfv78kJVumN2PGjDRtRy5JI0eOVK1atay/v3PnzmnixIlq1KiRmjRpYh23e/du1a9fX0OGDNHQoUMl3X3Gafjw4erVq5fatm2rxo0ba/v27Vq8eLFGjhyp/Pnzp/u9AIDHxo47+gHAU+eLL74wJBn79u0zDMMwvvrqK6N9+/aGv7+/4erqari4uBjly5c3Bg0aZFy/ft30eP/cVjtXrlxG6dKljQ4dOhibNm1Kcc4/tyMfMWKEERQUZOTNm9dwdXU1ypUrZ4wcOdJISEiwjrlz547x7rvvGp6enobFYrHZevvzzz83SpcubTg7OxvlypUz5s+fn2x7bsO4ux15r169TOsxDMM4ffq0ERISYnh6ehrOzs5GyZIljV69etlsw33jxg1j4MCBRqlSpQwnJyejYMGCRq1atYwJEybY1J6W9+2fr3/avHmzIcmwWCzG2bNnk/WndL03b940+vTpYxQoUMBwd3c3mjdvbpw9ezbZduSGYRiXLl0yevXqZfj6+ho5c+Y0ChcubDRo0MCYO3eudcy97ciXL19uMzelLcZjYmKMN954w8ibN68hybo1eUpj74mIiDAcHR2NMmXKPPD6zLYjv2f79u1GrVq1DBcXF8PT09Po1atXsj/P967nn++FYRjG3LlzjbJlyxpOTk6Gv7+/MXnyZOtW9ACQVVkMI4NPmwIAkpk2bZr69u2r48ePJ9txDbCnqKgoeXt7a/Dgwfr444/tXQ4APHF4xgkAMtGePXvk7u6u4sWL27sUwMaCBQuUmJiojh072rsUAHgi8YwTAGSCb775Rlu3btWSJUvUtWtXmwfvAXv68ccfdfjwYY0cOVKtWrWSn5+fvUsCgCcSS/UAIBOUKFFCN27cUOvWrTVlyhTrLnWAvdWrV087d+7U888/r8WLF8vHx8feJQHAE4ngBAAAAAAmeMYJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAdrFgwQJZLBbry8XFRWXKlFHv3r116dIlm7GnTp1SaGio/P395eLiosKFC6tOnToaMmSIzbh69eqpYsWKD1XXzp079cILL8jNzU2FCxdWnz59FBMTk+b5n3/+uQICAuTi4qLSpUtr+vTpD1UPACBrYL9cAIBdffLJJypRooRu3bqlHTt2aNasWVq3bp1+//13ubm56fjx46pevbpcXV311ltvyc/PTxEREdq3b5/Gjh2rYcOGZVotBw4cUIMGDRQQEKBJkybp3LlzmjBhgo4dO6b169ebzp8zZ47efvtttWnTRmFhYdq+fbv69OmjuLg4DRgwINPqBAA8fgQnAIBdvfTSS6pWrZokqWvXripQoIAmTZqkNWvW6PXXX9fkyZMVExOjAwcOJPti4cjIyEyt5cMPP1S+fPm0detWeXh4SJL8/PzUrVs3bdq0SY0aNXrg3Js3b2rQoEFq2rSpVqxYIUnq1q2bkpKSNHz4cHXv3l358uXL1HoBAI8PS/UAAFnKiy++KEk6efKkJOnEiRMqWrRostAkSYUKFTI9XlRUlI4ePaq4uLhUx12/fl2bN29Whw4drKFJkkJCQpQrVy79+9//TnX+li1bdOXKFfXs2dOmvVevXoqNjdX3339vWisAIOsiOAEAspQTJ05IkgoUKCBJKl68uM6ePasff/wxQ8ebMWOGAgICtHv37lTHHTp0SHfu3LHe/brHyclJgYGB2r9/f6rz7/X/c37VqlXl4OBgOh8AkLURnAAAdhUdHa2oqCidO3dOy5Yt0yeffCJXV1c1a9ZMktSnTx85OTmpQYMGeuaZZ9SvXz+tWbPG9A5SekVEREiSvL29k/V5e3vrwoULpvMdHR2T3QVzcnJSgQIFTOcDALI2ghMAwK6Cg4Pl6ekpX19ftW/fXrly5dKqVavk4+MjSapQoYIOHDigDh066NSpU5o6dapatWolLy8vzZs3z/T4Q4cOlWEYqlevXqrjbt68KUlydnZO1ufi4mLtT22+k5NTin1pmQ8AyNrYHAIAYFczZ85UmTJllCNHDnl5eals2bJycLD9d70yZcpo0aJFSkxM1OHDh7V27VqNGzdO3bt3V4kSJRQcHPzQdbi6ukqS4uPjk/XdunXL2p/a/ISEhBT70jIfAJC1EZwAAHYVFBSU7LmgB3F0dFSlSpVUqVIl1axZU/Xr19eSJUsyJTjdW6J3b8ne/SIiIlSkSBHT+YmJiYqMjLRZrpeQkKArV66YzgcAZG0s1QMAPJHuha2Ugk5GVKxYUTly5NDevXtt2hMSEnTgwAEFBgamOv9e/z/n7927V0lJSabzAQBZG8EJAJClbd++Xbdv307Wvm7dOklS2bJlU52f1u3I8+TJo+DgYC1evFg3btywti9atEgxMTFq27attS0uLk5Hjx5VVFSUte3FF19U/vz5NWvWLJvjzpo1S25ubmratGmq5wcAZG0EJwBAljZ27FgVK1ZMvXr10pw5czRnzhz16NFDnTp1Uv78+dWvX79U56d1O3JJGjlypP7++2/VrVtXs2fP1kcffaTevXurUaNGatKkiXXc7t27FRAQoBkzZljbXF1dNXz4cK1du1Zt27bVZ599pk6dOmnx4sUaNGiQ8ufPn+H3AABgfzzjBADI0j788EMtXbpU27Zt05IlSxQXFydvb2+1b99eH3/8sUqUKJFp53r22Wf1ww8/aMCAAfrXv/6l3Llzq0uXLho9enSa5vfs2VM5c+bUxIkT9e2338rX11eTJ09W3759M61GAIB9WAzDMOxdBAAAAABkZSzVAwAAAAATBCcAAAAAMEFwAgAAAAATBCcAAAAAMEFwAgAAAAATBCcAQJa2YMECWSwWnTp1ynSsn5+fOnfu/MhrehCLxaKhQ4fa7fwAgEeH4AQAT6F7YePey8XFRWXKlFHv3r116dIlm7GnTp1SaGio/P395eLiosKFC6tOnToaMmSIzbh69eqpYsWKpufu3Lmzzbn/WceTbt26dXYNR0eOHFGTJk2UK1cu5c+fXx07dtTly5fTPP/bb7/Vs88+KxcXFxUrVkxDhgzRnTt3HmHFAPB04AtwAeAp9sknn6hEiRK6deuWduzYoVmzZmndunX6/fff5ebmpuPHj6t69epydXXVW2+9JT8/P0VERGjfvn0aO3ashg0blqHzOjs767PPPkvW7ujomO5jdezYUe3bt5ezs3OGasls69at08yZM+0Sns6dO6c6deooT548GjVqlGJiYjRhwgQdOnRIu3fvlpOTU6rz169fr1atWqlevXqaPn26Dh06pBEjRigyMlKzZs16TFcBAE8mghMAPMVeeuklVatWTZLUtWtXFShQQJMmTdKaNWv0+uuva/LkyYqJidGBAwdUvHhxm7mRkZEZPm+OHDnUoUOHh6r9HkdHxwwFrqfRqFGjFBsbq99++03FihWTJAUFBalhw4ZasGCBunfvnur8/v37q3Llytq0aZNy5Lj7VwAPDw+NGjVKffv2Vbly5R75NQDAk4qlegCQjbz44ouSpJMnT0qSTpw4oaJFiyYLTZJUqFChR1bH3r17ZbFY9OWXXybr27hxoywWi9auXSsp5WecDMPQiBEjVLRoUbm5ual+/fr6448/UjzXtWvX1K9fP/n6+srZ2VmlSpXS2LFjlZSUZB1z6tQpWSwWTZgwQXPnzpW/v7+cnZ1VvXp17dmzxzquc+fOmjlzpiTZLEFMyZYtW2SxWLRq1apkfUuXLpXFYtGuXbsUHR2to0ePKjo62vR9++abb9SsWTNraJKk4OBglSlTRv/+979TnXv48GEdPnxY3bt3t4YmSerZs6cMw9CKFStMzw8A2RnBCQCykRMnTkiSChQoIEkqXry4zp49qx9//DHTzxUVFZXsdf36dUlStWrVVLJkyRT/sr9s2TLly5dPjRs3fuCxBw8erI8//lhVqlTR+PHjVbJkSTVq1EixsbE24+Li4lS3bl0tXrxYISEhmjZtmp5//nkNHDhQYWFhyY67dOlSjR8/Xj169NCIESN06tQpvfLKK7p9+7YkqUePHmrYsKEkadGiRdZXSurVqydfX18tWbIkWd+SJUvk7++vmjVratWqVQoICEgxYN3v/PnzioyMtN5BvF9QUJD279+f6vx7/f+cX6RIERUtWtR0PgBkdyzVA4CnWHR0tKKionTr1i39/PPP+uSTT+Tq6qpmzZpJkvr06aNFixapQYMGCgwMVN26dVW/fn01bNhQbm5uGT5vbGysPD09k7U3btxYGzZskCS1a9dOEyZM0NWrV5UvXz5JUkJCglatWqVXXnlFOXPmTPHYly9f1rhx49S0aVN999131js+gwYN0qhRo2zGTpo0SSdOnND+/ftVunRpSXfDT5EiRTR+/Hj93//9n3x9fa3jz5w5o2PHjlnrKVu2rFq2bKmNGzeqWbNmqlmzpsqUKaPNmzebLkW0WCzq0KGDJk2apOjoaOXJk8da/6ZNmzRo0CDT9/F+ERERkiRvb+9kfd7e3vr7778VHx//wGfBzOZfuHAhXfUAQHbDHScAeIoFBwfL09NTvr6+at++vXLlyqVVq1bJx8dHklShQgUdOHBAHTp00KlTpzR16lS1atVKXl5emjdvXobP6+Lios2bNyd7jRkzxjqmXbt2un37tlauXGlt27Rpk65du6Z27do98Ng//PCDEhIS9O6779osk+vXr1+yscuXL1ft2rWVL18+mztfwcHBSkxM1E8//WQzvl27dtbQJEm1a9eWJP3111/pfg8kKSQkRPHx8TbL4JYtW6Y7d+5Yg1fnzp1lGIbpNuo3b96UpBSD0b3dCu+Nycj81OYCALjjBABPtZkzZ6pMmTLKkSOHvLy8VLZsWTk42P6bWZkyZbRo0SIlJibq8OHDWrt2rcaNG6fu3burRIkSCg4OTvd5HR0dTedVqVJF5cqV07Jly9SlSxdJd0NFwYIFrc9ipeT06dOSZL2DdI+np6dN6JGkY8eO6eDBgyne/ZKSb4Bx/7NDkqzHu3r1aqrX8iDlypVT9erVtWTJEus1LlmyRM8995xKlSqVrmO5urpKkuLj45P13bp1y2ZMRuanNhcAQHACgKdaUFBQis/EpMTR0VGVKlVSpUqVVLNmTdWvX19LlizJUHBKq3bt2mnkyJGKiopS7ty59e233+r111+32bzgYSQlJalhw4Z6//33U+wvU6aMzc8P2r3PMIwM1xASEqK+ffvq3Llzio+P1y+//KIZM2ak+zj3ltjdW3J3v4iICOXPnz/VLdvvn3//8sR7bUFBQemuCQCyE4ITACCZe2Erpb+kZ6Z27dpp2LBh+uabb+Tl5aXr16+rffv2qc65twPgsWPHVLJkSWv75cuXk90Z8vf3V0xMTKaGvwftovcg7du3V1hYmL766ivdvHlTOXPmTHUp4oP4+PjI09NTe/fuTda3e/duBQYGpjr/Xv/evXttQtKFCxd07tw5063MASC74xknAMjGtm/fbt0x7n7r1q2TdHdzhEcpICBAlSpV0rJly7Rs2TJ5e3urTp06qc4JDg5Wzpw5NX36dJs7QVOmTEk29rXXXtOuXbu0cePGZH3Xrl3TnTt30l2zu7u7dX5aFCxYUC+99JIWL16sJUuWqEmTJipYsKC1Pz3bkbdp00Zr167V2bNnrW3h4eH673//q7Zt21rbbt++raNHj9oE3woVKqhcuXKaO3euEhMTre2zZs2SxWLRq6++mqbrAYDsijtOAJCNjR07Vr/99pteeeUVVa5cWZK0b98+LVy4UPnz509xw4W0uHPnjhYvXpxiX+vWra3hQ7p712nw4MFycXFRly5dkj2D9U+enp7q37+/Ro8erWbNmunll1/W/v37tX79eptAIknvvfeevv32WzVr1kydO3dW1apVFRsbq0OHDmnFihU6depUsjlmqlatKunujoSNGzeWo6Oj6V2ykJAQazAZPny4Td+qVasUGhqq+fPnm24Q8eGHH2r58uWqX7+++vbtq5iYGI0fP16VKlVSaGioddz58+cVEBCgTp06acGCBdb28ePHq0WLFmrUqJHat2+v33//XTNmzFDXrl0VEBCQjncBALIfghMAZGMffvihli5dqm3btmnJkiWKi4uTt7e32rdvr48//lglSpTI0HHj4+PVsWPHFPtOnjyZLDh99NFHiouLS/MSthEjRsjFxUWzZ8/Wli1bVKNGDW3atElNmza1Gefm5qZt27Zp1KhRWr58uRYuXCgPDw+VKVNGw4YNs24Rnh6vvPKK3n33XX399ddavHixDMMwDU7NmzdXvnz5lJSUpBYtWqT7nPf4+vpq27ZtCgsL0wcffCAnJyc1bdpUEydOTPX5pnuaNWumlStXatiwYXr33Xfl6empDz/8UIMHD85wTQCQXViMh3niFQAAmLpz546KFCmi5s2b6/PPP7d3OQCADOAZJwAAHrHVq1fr8uXLCgkJsXcpAIAM4o4TAACPyK+//qqDBw9q+PDhKliwoPbt22fvkgAAGcQdJwAAHpFZs2bpnXfeUaFChbRw4UJ7lwMAeAjccQIAAAAAE9xxAgAAAAATBCcAAAAAMEFwAgA8dkOHDpXFYnnkc+63Z88e1apVS+7u7rJYLDpw4ECGjwUAyH4ITgCAp97t27fVtm1b/f3335o8ebIWLVqk4sWLp/s4n3/+uQICAuTi4qLSpUtr+vTpaZ4bHx+vAQMGqEiRInJ1dVWNGjW0efPmdNcAALAPghMA4Inw0Ucf6ebNmxmae+LECZ0+fVr9+/dX9+7d1aFDB+XLly9dx5gzZ466du2qChUqaPr06apZs6b69OmjsWPHpml+586dNWnSJL355puaOnWqHB0d9fLLL2vHjh0ZuSQAwGOWw94FAACQFjly5FCOHBn72IqMjJQk5c2bN0Pzb968qUGDBqlp06ZasWKFJKlbt25KSkrS8OHD1b1791SD2O7du/X1119r/Pjx6t+/vyQpJCREFStW1Pvvv6+dO3dmqC4AwOPDHScAwCO1Y8cOVa9eXS4uLvL399ecOXMydJyUnnGyWCzq3bu3Vq9erYoVK8rZ2VkVKlTQhg0brGM6d+6sunXrSpLatm0ri8WievXqSZLOnDmjo0ePmp57y5YtunLlinr27GnT3qtXL8XGxur7779Pdf6KFSvk6Oio7t27W9tcXFzUpUsX7dq1S2fPnjWtAQBgX9xxAgA8MocOHVKjRo3k6empoUOH6s6dOxoyZIi8vLwy7Rw7duzQypUr1bNnT+XOnVvTpk1TmzZtdObMGRUoUEA9evSQj4+PRo0apT59+qh69erW84eEhGjbtm0y+0rD/fv3S5KqVatm0161alU5ODho//796tChQ6rzy5QpIw8PD5v2oKAgSdKBAwfk6+ub7msHADw+BCcAwCMzePBgGYah7du3q1ixYpKkNm3aqFKlSpl2jiNHjujw4cPy9/eXJNWvX19VqlTRV199pd69e6tmzZqKj4/XqFGjVLt2bb366qvpPkdERIQcHR1VqFAhm3YnJycVKFBAFy5cMJ3v7e2drP1em9l8AID9sVQPAPBIJCYmauPGjWrVqpU1NElSQECAGjdunGnnCQ4OtoYmSapcubI8PDz0119/mc7dunWr6d0m6e4zTk5OTin2ubi4mG5acfPmTTk7O6c4914/ACBrIzgBAB6Jy5cv6+bNmypdunSyvrJly2baee4PZffky5dPV69ezbRzuLq6KiEhIcW+W7duydXV1XR+fHx8inPv9QMAsjaCEwDgiebo6Jhie1ruJKWVt7e3EhMTrbvz3ZOQkKArV66oSJEipvMjIiKStd9rM5sPALA/ghMA4JHw9PSUq6urjh07lqzvzz//tENFGRcYGChJ2rt3r0373r17lZSUZO1Pbf5///tfXb9+3ab9119/tTk+ACDrIjgBAB4JR0dHNW7cWKtXr9aZM2es7UeOHNHGjRvtWNn/pHU78hdffFH58+fXrFmzbNpnzZolNzc3NW3a1NoWFRWlo0ePKi4uztr26quvKjExUXPnzrW2xcfHa/78+apRowY76gHAE4DgBAB4ZIYNGyZJql27tsaOHauRI0eqfv36qlChgp0ruyskJEQBAQGm41xdXTV8+HCtXbtWbdu21WeffaZOnTpp8eLFGjRokPLnz28dO2PGDAUEBGj37t3Wtho1aqht27YaOHCg3n//fc2dO1cvvviiTp06pXHjxj2SawMAZC62IwcAPDKVK1fWxo0bFRYWpsGDB6to0aIaNmyYIiIidPDgQXuXly49e/ZUzpw5NXHiRH377bfy9fXV5MmT1bdv3zTNX7hwoT7++GMtWrRIV69eVeXKlbV27VrVqVPnEVcOAMgMFiMzn54FAAAAgKcQS/UAAAAAwARL9QAAdhUdHW36BbCFCxd+TNUAAJAyluoBAOyqc+fO+vLLL1Mdw0cVAMDeCE4AALs6fPiwLly4kOqY4ODgx1QNAAApIzgBAAAAgAk2hwAAAAAAEwQnAECaWCwW9e7d23TcggULZLFYdOrUqUdfFAAAjwnBCQCyuRMnTqhHjx4qWbKkXFxc5OHhoeeff15Tp0413e0uIwzDUMeOHWWxWFSjRg3FxcWlOC4uLk4zZ85Uo0aN5O3trdy5c+uZZ57RrFmzlJiYmOo5OnfuLIvFYvrq3LlzplzT0qVLNWXKlIc+zqxZs9S2bVsVK1YsQ/UlJSVp3LhxKlGihFxcXFS5cmV99dVXD10XAIDtyAEgW/v+++/Vtm1bOTs7KyQkRBUrVlRCQoJ27Nih9957T3/88Yfmzp2brmN27NhR7du3l7Ozc4r9H374oRYvXqyXX35ZGzZsUPv27bVq1So5OjrajPvrr7/07rvvqkGDBgoLC5OHh4c2btyonj176pdffkl1J74ePXrYbChx8uRJDR48WN27d1ft2rWt7f7+/um6tgdZunSpfv/9d/Xr1++hjjN27FjduHFDQUFBioiISPf8QYMGacyYMerWrZuqV6+uNWvW6I033pDFYlH79u0fqjYAyPYMAEC29Ndffxm5cuUyypUrZ1y4cCFZ/7Fjx4wpU6ZYf5Zk9OrV66HOOWvWLEOSMWDAAMMwDOPLL780HBwcjLfffjvZ2MuXLxu///57svbQ0FBDknHs2LE0n3fPnj2GJGP+/PkZrj01TZs2NYoXL/7Qxzl16pSRlJRkGIZhuLu7G506dUrz3HPnzhk5c+a0+R0lJSUZtWvXNooWLWrcuXPnoesDgOyMpXoAkE2NGzdOMTEx+vzzz+Xt7Z2sv1SpUurbt2+y9tWrV6tixYpydnZWhQoVtGHDBpv+Bz3j9N1336l3794aOHCgxowZI0kKCQnRggULNHfuXI0ePdpmfMGCBVWhQoVk52/durUk6ciRI+m63pT8+uuvatKkifLkySM3NzfVrVtXP//8s82YGzduqF+/fvLz85Ozs7MKFSqkhg0bat++fZKkevXq6fvvv9fp06etSwD9/Pys88+cOaOjR4+mqZ7ixYvLYrFk6FrWrFmj27dvq2fPntY2i8Wid955R+fOndOuXbsydFwAwF0s1QOAbOq7775TyZIlVatWrTTP2bFjh1auXKmePXsqd+7cmjZtmtq0aaMzZ86oQIECD5y3Z88etW/fXh988IFGjBhh03fveafQ0FD5+vqqQ4cOqdZw8eJFSXeD1cP48ccf9dJLL6lq1aoaMmSIHBwcNH/+fL344ovavn27goKCJElvv/22VqxYod69e6t8+fK6cuWKduzYoSNHjujZZ5/VoEGDFB0drXPnzmny5MmSpFy5clnPExISom3btj3yL/Hdv3+/3N3dFRAQYNN+7zr279+vF1544ZHWAABPM4ITAGRD169f1/nz59WyZct0zTty5IgOHz5sfTaofv36qlKlir766qtUd9yrXr26YmNjH9jfoUMH08AkSQkJCZoyZYpKlCih6tWrp6v2+xmGobffflv169fX+vXrrXd5evTooQoVKuijjz7Spk2bJN19Dqxbt26aOHGidf77779v/e+GDRvKx8dHV69eTdM1PCoRERHy8vJKdsfq3t1Esy8ZBgCkjqV6AJANXb9+XZKUO3fudM0LDg622VChcuXK8vDw0F9//ZWp9T1I7969dfjwYc2YMUM5cmT83/4OHDigY8eO6Y033tCVK1cUFRWlqKgoxcbGqkGDBvrpp5+UlJQkScqbN69+/fXXDAePrVu3PvK7TZJ08+bNFDfkcHFxsfYDADKOO04AkA15eHhIuvv8TnoUK1YsWVu+fPl09erVTKkrNePHj9e8efM0fPhwvfzyyw91rGPHjkmSOnXq9MAx0dHRypcvn8aNG6dOnTrJ19dXVatW1csvv6yQkBCVLFnyoWrIbK6uroqPj0/WfuvWLWs/ACDjCE4AkA15eHioSJEi+v3339M1759bht/zqO+oLFiwQAMGDNDbb7+tjz766KGPd+9u0vjx4xUYGJjimHvPKb322muqXbu2Vq1apU2bNmn8+PEaO3asVq5cqZdeeumha8ks3t7e2rJliwzDsFmud29b8yJFitirNAB4KrBUDwCyqWbNmunEiRNZfre1NWvWqGvXrnrllVc0c+bMTDnmveWGHh4eCg4OTvGVM2dO63hvb2/17NlTq1ev1smTJ1WgQAGNHDnS2p/RnfAyU2BgoOLi4pLtNvjrr79a+wEAGUdwAoBs6v3335e7u7u6du2qS5cuJes/ceKEpk6daofK/uenn35S+/btVadOHS1ZskQODpnzsVW1alX5+/trwoQJiomJSdZ/+fJlSVJiYqKio6Nt+goVKqQiRYrYLItzd3dPNu6e9GxHnlbR0dE6evSozTlbtmypnDlz6tNPP7W2GYah2bNny8fHJ127JwIAkmOpHgBkU/7+/lq6dKnatWungIAAhYSEqGLFikpISNDOnTu1fPlyde7c2W71nT59Wi1atJDFYtGrr76q5cuX2/RXrlxZlStXztCxHRwc9Nlnn+mll15ShQoVFBoaKh8fH50/f15btmyRh4eHvvvuO924cUNFixbVq6++qipVqihXrlz64YcftGfPHptd9qpWraply5YpLCxM1atXV65cudS8eXNJ6duO/LvvvtN//vMfSdLt27d18OBB6/btLVq0sF7vqlWrFBoaqvnz51t/R0WLFlW/fv00fvx43b59W9WrV9fq1au1fft2LVmy5IHLLAEAaUNwAoBsrEWLFjp48KDGjx+vNWvWaNasWXJ2dlblypU1ceJEdevWzW61nTx50npHpVevXsn6hwwZkuHgJN394tpdu3Zp+PDhmjFjhmJiYlS4cGHVqFFDPXr0kCS5ubmpZ8+e2rRpk1auXKmkpCSVKlVKn376qd555x3rsXr27KkDBw5o/vz5mjx5sooXL24NTunxzTff6Msvv7T+vH//fu3fv1/S3WBkdr1jxoxRvnz5NGfOHC1YsEClS5fW4sWL9cYbb6S7FgCALYvxOPZIBQAAAIAnGM84AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAICJHPYu4HFLSkrShQsXlDt3blksFnuXAwAAAMBODMPQjRs3VKRIETk4pH5PKdsFpwsXLsjX19feZQAAAADIIs6ePauiRYumOibbBafcuXNLuvvmeHh42LkaAAAAAPZy/fp1+fr6WjNCarJdcLq3PM/Dw4PgBAAAACBNj/CwOQQAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmMgSwWnmzJny8/OTi4uLatSood27dz9w7IIFC2SxWGxeLi4uj7FaAAAAANmN3YPTsmXLFBYWpiFDhmjfvn2qUqWKGjdurMjIyAfO8fDwUEREhPV1+vTpx1gxAAAAgOzG7sFp0qRJ6tatm0JDQ1W+fHnNnj1bbm5u+uKLLx44x2KxqHDhwtaXl5fXY6wYAAAAQHZj1+CUkJCg3377TcHBwdY2BwcHBQcHa9euXQ+cFxMTo+LFi8vX11ctW7bUH3/88cCx8fHxun79us0LAAAAANIjhz1PHhUVpcTExGR3jLy8vHT06NEU55QtW1ZffPGFKleurOjoaE2YMEG1atXSH3/8oaJFiyYbP3r0aA0bNuyR1P8oVH1vob1LQDaxKvd4e5eAbKLY4EP2LuGJxOcBHhc+D/C4POmfB3ZfqpdeNWvWVEhIiAIDA1W3bl2tXLlSnp6emjNnTorjBw4cqOjoaOvr7Nmzj7liAAAAAE86u95xKliwoBwdHXXp0iWb9kuXLqlw4cJpOkbOnDn1zDPP6Pjx4yn2Ozs7y9nZ+aFrBQAAAJB92fWOk5OTk6pWrarw8HBrW1JSksLDw1WzZs00HSMxMVGHDh2St7f3oyoTAAAAQDZn1ztOkhQWFqZOnTqpWrVqCgoK0pQpUxQbG6vQ0FBJUkhIiHx8fDR69GhJ0ieffKLnnntOpUqV0rVr1zR+/HidPn1aXbt2tedlAAAAAHiK2T04tWvXTpcvX9bgwYN18eJFBQYGasOGDdYNI86cOSMHh//dGLt69aq6deumixcvKl++fKpatap27typ8uXL2+sSAAAAADzl7B6cJKl3797q3bt3in1bt261+Xny5MmaPHnyY6gKAAAAAO564nbVAwAAAIDHjeAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgguAEAAAAACYITgAAAABgIksEp5kzZ8rPz08uLi6qUaOGdu/enaZ5X3/9tSwWi1q1avVoCwQAAACQrdk9OC1btkxhYWEaMmSI9u3bpypVqqhx48aKjIxMdd6pU6fUv39/1a5d+zFVCgAAACC7sntwmjRpkrp166bQ0FCVL19es2fPlpubm7744osHzklMTNSbb76pYcOGqWTJkqkePz4+XtevX7d5AQAAAEB62DU4JSQk6LffflNwcLC1zcHBQcHBwdq1a9cD533yyScqVKiQunTpYnqO0aNHK0+ePNaXr69vptQOAAAAIPuwa3CKiopSYmKivLy8bNq9vLx08eLFFOfs2LFDn3/+uebNm5emcwwcOFDR0dHW19mzZx+6bgAAAADZSw57F5AeN27cUMeOHTVv3jwVLFgwTXOcnZ3l7Oz8iCsDAAAA8DSza3AqWLCgHB0ddenSJZv2S5cuqXDhwsnGnzhxQqdOnVLz5s2tbUlJSZKkHDly6M8//5S/v/+jLRoAAABAtmPXpXpOTk6qWrWqwsPDrW1JSUkKDw9XzZo1k40vV66cDh06pAMHDlhfLVq0UP369XXgwAGeXwIAAADwSNh9qV5YWJg6deqkatWqKSgoSFOmTFFsbKxCQ0MlSSEhIfLx8dHo0aPl4uKiihUr2szPmzevJCVrBwAAAIDMYvfg1K5dO12+fFmDBw/WxYsXFRgYqA0bNlg3jDhz5owcHOy+azoAAACAbMzuwUmSevfurd69e6fYt3Xr1lTnLliwIPMLAgAAAID7cCsHAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADARJYITjNnzpSfn59cXFxUo0YN7d69+4FjV65cqWrVqilv3rxyd3dXYGCgFi1a9BirBQAAAJDd2D04LVu2TGFhYRoyZIj27dunKlWqqHHjxoqMjExxfP78+TVo0CDt2rVLBw8eVGhoqEJDQ7Vx48bHXDkAAACA7MLuwWnSpEnq1q2bQkNDVb58ec2ePVtubm764osvUhxfr149tW7dWgEBAfL391ffvn1VuXJl7dix4zFXDgAAACC7sGtwSkhI0G+//abg4GBrm4ODg4KDg7Vr1y7T+YZhKDw8XH/++afq1KmT4pj4+Hhdv37d5gUAAAAA6WHX4BQVFaXExER5eXnZtHt5eenixYsPnBcdHa1cuXLJyclJTZs21fTp09WwYcMUx44ePVp58uSxvnx9fTP1GgAAAAA8/ey+VC8jcufOrQMHDmjPnj0aOXKkwsLCtHXr1hTHDhw4UNHR0dbX2bNnH2+xAAAAAJ54Oex58oIFC8rR0VGXLl2yab906ZIKFy78wHkODg4qVaqUJCkwMFBHjhzR6NGjVa9evWRjnZ2d5ezsnKl1AwAAAMhe7HrHycnJSVWrVlV4eLi1LSkpSeHh4apZs2aaj5OUlKT4+PhHUSIAAAAAZOyO019//aWSJUtmSgFhYWHq1KmTqlWrpqCgIE2ZMkWxsbEKDQ2VJIWEhMjHx0ejR4+WdPeZpWrVqsnf31/x8fFat26dFi1apFmzZmVKPQAAAADwTxkKTqVKlVLdunXVpUsXvfrqq3JxcclwAe3atdPly5c1ePBgXbx4UYGBgdqwYYN1w4gzZ87IweF/N8ZiY2PVs2dPnTt3Tq6uripXrpwWL16sdu3aZbgGAAAAAEiNxTAMI72TDhw4oPnz5+urr75SQkKC2rVrpy5duigoKOhR1Jiprl+/rjx58ig6OloeHh72LieZqu8ttHcJyCZW5R5v7xKQTRQbfMjeJTyR+DzA48LnAR6XrPh5kJ5skKFnnAIDAzV16lRduHBBX3zxhSIiIvTCCy+oYsWKmjRpki5fvpyhwgEAAAAgK3qozSFy5MihV155RcuXL9fYsWN1/Phx9e/fX76+vgoJCVFERERm1QkAAAAAdvNQwWnv3r3q2bOnvL29NWnSJPXv318nTpzQ5s2bdeHCBbVs2TKz6gQAAAAAu8nQ5hCTJk3S/Pnz9eeff+rll1/WwoUL9fLLL1s3cShRooQWLFggPz+/zKwVAAAAAOwiQ8Fp1qxZeuutt9S5c2d5e3unOKZQoUL6/PPPH6o4AAAAAMgKMhScNm/erGLFitlsEy5JhmHo7NmzKlasmJycnNSpU6dMKRIAAAAA7ClDzzj5+/srKioqWfvff/+tEiVKPHRRAAAAAJCVZCg4Peirn2JiYh7qy3ABAAAAICtK11K9sLAwSZLFYtHgwYPl5uZm7UtMTNSvv/6qwMDATC0QAAAAAOwtXcFp//79ku7ecTp06JCcnJysfU5OTqpSpYr69++fuRUCAAAAgJ2lKzht2bJFkhQaGqqpU6fKw8PjkRQFAAAAAFlJhnbVmz9/fmbXAQAAAABZVpqD0yuvvKIFCxbIw8NDr7zySqpjV65c+dCFAQAAAEBWkebglCdPHlksFut/AwAAAEB2kebgdP/yPJbqAQAAAMhOMvQ9Tjdv3lRcXJz159OnT2vKlCnatGlTphUGAAAAAFlFhoJTy5YttXDhQknStWvXFBQUpIkTJ6ply5aaNWtWphYIAAAAAPaWoeC0b98+1a5dW5K0YsUKFS5cWKdPn9bChQs1bdq0TC0QAAAAAOwtQ8EpLi5OuXPnliRt2rRJr7zyihwcHPTcc8/p9OnTmVogAAAAANhbhoJTqVKltHr1ap09e1YbN25Uo0aNJEmRkZF8KS4AAACAp06GgtPgwYPVv39/+fn5qUaNGqpZs6aku3efnnnmmUwtEAAAAADsLc3bkd/v1Vdf1QsvvKCIiAhVqVLF2t6gQQO1bt0604oDAAAAgKwgQ8FJkgoXLqzChQvbtAUFBT10QQAAAACQ1WQoOMXGxmrMmDEKDw9XZGSkkpKSbPr/+uuvTCkOAAAAALKCDAWnrl27atu2berYsaO8vb1lsVgyuy4AAAAAyDIyFJzWr1+v77//Xs8//3xm1wMAAAAAWU6GdtXLly+f8ufPn9m1AAAAAECWlKHgNHz4cA0ePFhxcXGZXQ8AAAAAZDkZWqo3ceJEnThxQl5eXvLz81POnDlt+vft25cpxQEAAABAVpCh4NSqVatMLgMAAAAAsq4MBachQ4Zkdh0AAAAAkGVl6BknSbp27Zo+++wzDRw4UH///beku0v0zp8/n2nFAQAAAEBWkKE7TgcPHlRwcLDy5MmjU6dOqVu3bsqfP79WrlypM2fOaOHChZldJwAAAADYTYbuOIWFhalz5846duyYXFxcrO0vv/yyfvrpp0wrDgAAAACyggwFpz179qhHjx7J2n18fHTx4sWHLgoAAAAAspIMBSdnZ2ddv349Wft///tfeXp6PnRRAAAAAJCVZCg4tWjRQp988olu374tSbJYLDpz5owGDBigNm3aZGqBAAAAAGBvGQpOEydOVExMjDw9PXXz5k3VrVtXpUqVUu7cuTVy5MjMrhEAAAAA7CpDu+rlyZNHmzdv1s8//6z//Oc/iomJ0bPPPqvg4ODMrg8AAAAA7C7dwSkpKUkLFizQypUrderUKVksFpUoUUKFCxeWYRiyWCyPok4AAAAAsJt0LdUzDEMtWrRQ165ddf78eVWqVEkVKlTQ6dOn1blzZ7Vu3fpR1QkAAAAAdpOuO04LFizQTz/9pPDwcNWvX9+m78cff1SrVq20cOFChYSEZGqRAAAAAGBP6brj9NVXX+nDDz9MFpok6cUXX9QHH3ygJUuWZFpxAAAAAJAVpCs4HTx4UE2aNHlg/0svvaT//Oc/D10UAAAAAGQl6QpOf//9t7y8vB7Y7+XlpatXrz50UQAAAACQlaQrOCUmJipHjgc/FuXo6Kg7d+48dFEAAAAAkJWka3MIwzDUuXNnOTs7p9gfHx+fKUUBAAAAQFaSruDUqVMn0zHsqAcAAADgaZOu4DR//vxHVQcAAAAAZFnpesYJAAAAALIjghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAIAJghMAAAAAmCA4AQAAAICJLBGcZs6cKT8/P7m4uKhGjRravXv3A8fOmzdPtWvXVr58+ZQvXz4FBwenOh4AAAAAHpbdg9OyZcsUFhamIUOGaN++fapSpYoaN26syMjIFMdv3bpVr7/+urZs2aJdu3bJ19dXjRo10vnz5x9z5QAAAACyC7sHp0mTJqlbt24KDQ1V+fLlNXv2bLm5uemLL75IcfySJUvUs2dPBQYGqly5cvrss8+UlJSk8PDwx1w5AAAAgOzCrsEpISFBv/32m4KDg61tDg4OCg4O1q5du9J0jLi4ON2+fVv58+dPsT8+Pl7Xr1+3eQEAAABAetg1OEVFRSkxMVFeXl427V5eXrp48WKajjFgwAAVKVLEJnzdb/To0cqTJ4/15evr+9B1AwAAAMhe7L5U72GMGTNGX3/9tVatWiUXF5cUxwwcOFDR0dHW19mzZx9zlQAAAACedDnsefKCBQvK0dFRly5dsmm/dOmSChcunOrcCRMmaMyYMfrhhx9UuXLlB45zdnaWs7NzptQLAAAAIHuy6x0nJycnVa1a1WZjh3sbPdSsWfOB88aNG6fhw4drw4YNqlat2uMoFQAAAEA2Ztc7TpIUFhamTp06qVq1agoKCtKUKVMUGxur0NBQSVJISIh8fHw0evRoSdLYsWM1ePBgLV26VH5+ftZnoXLlyqVcuXLZ7ToAAAAAPL3sHpzatWuny5cva/Dgwbp48aICAwO1YcMG64YRZ86ckYPD/26MzZo1SwkJCXr11VdtjjNkyBANHTr0cZYOAAAAIJuwe3CSpN69e6t3794p9m3dutXm51OnTj36ggAAAADgPk/0rnoAAAAA8DgQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEzYPTjNnDlTfn5+cnFxUY0aNbR79+4Hjv3jjz/Upk0b+fn5yWKxaMqUKY+vUAAAAADZll2D07JlyxQWFqYhQ4Zo3759qlKliho3bqzIyMgUx8fFxalkyZIaM2aMChcu/JirBQAAAJBd2TU4TZo0Sd26dVNoaKjKly+v2bNny83NTV988UWK46tXr67x48erffv2cnZ2TtM54uPjdf36dZsXAAAAAKSH3YJTQkKCfvvtNwUHB/+vGAcHBQcHa9euXZl2ntGjRytPnjzWl6+vb6YdGwAAAED2YLfgFBUVpcTERHl5edm0e3l56eLFi5l2noEDByo6Otr6Onv2bKYdGwAAAED2kMPeBTxqzs7OaV7WBwAAAAApsdsdp4IFC8rR0VGXLl2yab906RIbPwAAAADIUuwWnJycnFS1alWFh4db25KSkhQeHq6aNWvaqywAAAAASMauS/XCwsLUqVMnVatWTUFBQZoyZYpiY2MVGhoqSQoJCZGPj49Gjx4t6e6GEocPH7b+9/nz53XgwAHlypVLpUqVstt1AAAAAHi62TU4tWvXTpcvX9bgwYN18eJFBQYGasOGDdYNI86cOSMHh//dFLtw4YKeeeYZ688TJkzQhAkTVLduXW3duvVxlw8AAAAgm7D75hC9e/dW7969U+z7Zxjy8/OTYRiPoSoAAAAA+B+7fgEuAAAAADwJCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYILgBAAAAAAmCE4AAAAAYCKHvQsAAAAA7CXJ0UVJLnnE/YRH79atW3Y5r5OTkxwcHv73S3ACAABAtmPIorhSzXS7WB1ZHHNIsti7pKfeyZMn7XJeBwcHlShRQk5OTg91HIITAAAAsp24Us2UWKqxCuXPJ9ecFlnITY+cU6ESj/2cSUlJunDhgiIiIlSsWDFZHuIXTXACAABAtpKUw0W3i9VRofz5lM/N0d7lZBvOLi52Oa+np6cuXLigO3fuKGfOnBk+Dos5AQAAkK0kOeeRxTGHXHNymyk7uLdELzEx8aGOQ3ACAABANuMgieV52cXDLM+7H8EJAAAAAEwQnAAAAACkWZkajTR93iLrzy4+FfXthnA7VvR4sDkEAAAA8P/VmvzbYz3fzn9VTdf4rv0GafHyNdaf8+fNo6qBFTVqUJgqlS+b2eWlyan9W5Uvj4ddzv04cccJAAAAeII0qv+CTu3fqlP7t2r9ss+Vw9FRrTv1sls9hQsVlLPzw31H0pOA4AQAAAA8QZydnFS4UEEVLlRQVSqWU//eXXXuwkVdvvK3JGnQyEmq+EJT5fOvpnI1m2jouOm6ffu2df7BP46q0auhKlgmSJ5la6hmk9f0239+t/b/vHufXmwdorz+VeVfrYHCPh6l2Li4B9Zz/1K9U2fPy8Wnolav26xGr4Yqn381VQ9+Rb/sPWAzZ8eOHapdu7ZcXV3l6+urPn36KDY2NhPfpcxHcAIAAACeUDGxcfrqm+/k71dMBfLllSTlcnfXvMkjtH/rGk0c9oHmL12hafc9k9T53Q/k4+2ln9d9rV3r/63+vbooZ467T/CcOHVGLd7sodYvN9TezSu1eNYE7dy9X/0GjUpXXUPGTtO/3u6s3ZtWqHRJP4X0el937ty5e44TJ9SkSRO1adNGBw8e1LJly7Rjxw717t07c96UR4RnnAAAAIAnyLoftqlA6eqSpNi4m/L28tTKL2fKweHuPZGB/XpYx/r5+qjfX521fM16/V/PtyRJZ89H6F9vh6psqZKSpFIli1vHj5/xmdq3bqZ3u3W09k0cPlAN23TW9NEfy8XFOU019nu7s14KritJ+rh/Lz1Tv6WOHz+ucuXKafTo0XrzzTfVr18/SVLp0qU1bdo01a1bV7NmzZKLnb4o1wzBCQAAAHiC1K1VXdNHD5YkXY2O1pwvl6llh7e1/fuvVbxoES1fs14zv1iik6fPKiY2TncSE+WRK5d1fp/uIXrnvSFa+s13erH2c3qlWSP5+xWTJB06/KcOHfmvvl611jreMKSkpCSdOntO5Ur7p6nGSgFlrP9duFBBSVJkZKTKlSun//znPzp48KCWLFly3zkMJSUl6eTJkwoICMj4m/MIEZwAAACAJ4i7m5v8SxSz/vxMpfIqVO45fbFkhV5qUEed3/1AH/9fTzWs97zy5M6tf69Zr6lzv7SO//j/eql9q6ZaH/6TNm7ZruETZ2rRp+PV8qVgxcTGqWuHtur1Vodk5/X18U5zjTlz5LT+970voE1KSpIkxcTEqEePHurTp0+yecWKFUvWllUQnAAAAIAnmMVikYODg27ditcvew+oWFFvfdD3f8v1zpy/kGxOaX8/lfb3U5/uIerY8z0tXLZaLV8KVmCl8jry379sgllme/bZZ3X48GGVKlXqkZ3jUWBzCAAAAOAJEp+QoIuRUboYGaWjx07oXx+NUkxsnF5uWFelShbX2fMX9e8163Ti1BnN/Hyxvl3/vy+nvXnzlvoNGqltO3fr9LkL2rlnn377z+8qV/ru8079e76lX/YeUL9BI/Wf34/q+F+n9d3GH9Vv0MhMq3/AgAHauXOnevfurQMHDujYsWNas2YNm0MAAAAAT4r0fiGtPWzaskN+z9STJOXO5a6ypUpo6ZxJqlsrSJLUp1tH/WvQKMUnJOilBnU0sN/bGjHpU0mSo6Ojrly9pi59P1Rk1BUVzJ9PLV8K1sf/d/d7oCqVL6vN38zXkLHT1OCVEBmGoZLFffVqiyaZVn/lypW1bds2DRo0SLVr15ZhGPL391e7du0y7RyPgsUwDMPeRTxO169fV548eRQdHS0Pj6z3DcdV31to7xKQTazKPd7eJSCbKDb4kL1LeCLxeYDHJTt+Htxx91ZsrQEq7lNIzjlYgPW4OBepYJfz3rp1SydPnlSJEiWS7diXnmzAnxQAAAAAMEFwAgAAAAATBCcAAAAAMEFwAgAAAAATBCcAAAAAMEFwAgAAAAATBCcAAAAAMEFwAgAAAAATBCcAAAAAMEFwAgAAAGCja79BavtWn0d+Hj8/P02ZMuWRnycz5LB3AQAAAEBWcemz9o/1fF5dv07X+K79Bmnx8jWSpJw5c8jXx1tvvtpCA97tphw5su5f7RcuW633hj2va9eu2bTv2bNH7u7u9ikqnbLuuwsAAAAgmUb1X9DcSSMUn5CgjeE/qe+gkcqZI4fef7ebzbiEhNtycspppyrTxtPT094lpBlL9QAAAIAniLOTkwoXKqjiRYuoe6f2erH2c/p+01br8roxU+eoxLP1ValOM0nS70f+q8Zt31Je/6oqUuF59Xx/qGJi46zHS0xM1PtDx8kroKaKVHheH46YKMMwbM5ZpkYjTZ+3yKYtqGEbDZ840/rztejr6vX+MBWrUkd5Sj6rZ19spXWbt2rbzt3qHvaRoqOjZbFYZLFYNHToUEnJl+qdOXNGLVu2VK5cueTh4aHXXntNly5dsvYPHTpUgYGBWrRokfz8/JQnTx61b99eN27cyKy394EITgAAAMATzNXFRQm3b0uStuz4Rf89cUrffzVPq76cqdi4ODV/s4fy5fXQz99/rSVzJunH7b+o36CR1vlT5nypRctXa87ET/Tj6oX6+1q0vt0Qnq4akpKS1LLDO9q1d7++mD5G+7es0YiB/eTo6Kia1Z7RhGED5OHhoYiICEVERKh///4pH6NlS/3999/atm2bNm/erL/++kvt2rWzGXfixAmtXr1aa9eu1dq1a7Vt2zaNGTMmA+9c+rBUDwAAAHgCGYahH7f/os3bflbP0Dd0+cpVubu5avaET6xL9D5fskK34uP1+dRRcndzUwVJU0Z8qFc699bIQf+Sl2dBzfhskd7r3VWtXm4oSZoxZrA2b/05XbWEb9+lPQcO6T9bv1Vpfz9JUsnivtZ+j9y5ZbFYVLhw4QcfIzxchw4d0smTJ+Xre3fuwoULVaFCBe3Zs0fVq1eXdDdgLViwQLlz55YkdezYUeHh4Ro5cuQDj50ZuOMEAAAAPEHW/bBNBUpXV56Sz6plx3f0avMm+uj/ekqSKpQrbfNc05/H/lKlgLJyd3OzttWs/oySkpL03xOnFH39hiIuXVb1Zypb+3PkyKGqVSqkq6aDf/wpH28va2jKiCNHjsjX19camiSpfPnyyps3r44cOWJt8/Pzs4YmSfL29lZkZGSGz5tW3HECAAAAniB1a1XX9NGDldMpp4p4edrspnd/QMpMDg4OyZ57un3njvW/XV2cH8l5U5Izp+2GFxaLRUlJSY/8vNxxAgAAAJ4g7m5u8i9RTMV8vE23IC9buqQOHflTsXH/2wxi1579cnBwUBl/P+XxyC1vL0/t2X/Q2n/nzh3tO3jY5jieBfLpYuRl68/Xb8To1Jnz1p8rBpTR+YhLOnbiVIp1ODnlVGJiYqq1BgQE6OzZszp79qy17fDhw7p27ZrKly+f6tzHgeAEAAAAPKVef6WpXJyd1bXvIP1x9Ji2/rxb//p4lN5o01xengUlSb26dNCEGZ/r2w3h+vP4X+rz4QhFX7fdpa7u80Fa+s132vHrb/r9yH/Vtd+HcnT8X5SoU7O6XqhRVe27/0s//LRTJ8+c08Yft2vTlh2SpOJFiygmJkbh4eGKiopS3H1B7p7g4GBVqlRJb775pvbt26fdu3crJCREdevWVbVq1R7hu5Q2LNUDAAAA/r/0fiFtVufm6qrvlszR/w0eo+ebtpebi4taNW2ocUPet47p16OTLl66rK79BsnBwUGd2rVWiyYNdP1GjHXM+7276fSZ83qlUy955M6lIe+9a3PHSZK+njdFHwwfr04931fszZvy9yumEQP7Sbr7XNXbb7+tdu3a6cqVKxoyZIh1S/J7LBaL1qxZo3fffVd16tSRg4ODmjRpounTpz+y9yc9LMY/Fys+5a5fv648efIoOjpaHh4e9i4nmarvLbR3CcgmVuUeb+8SkE0UG3zI3iU8kfg8wOOSHT8P7rh7K7bWABX3KSTnHCzAelyci6Rvw4nMcuvWLZ08eVIlSpSQi4uLTV96sgF/UgAAAADABMEJAAAAAEwQnAAAAADABMEJAAAAAEwQnAAAAJDNJEkylL22SMu+MmsvPIITAAAAshWH+GgZiXd08zbJKTtISEiQJDk6Oj7UcfgeJwAAAGQrDnduKeeZnxTl1FhSPrnmtMhisXdVTz/j1q3Hfs6kpCRdvnxZbm5uypHj4aIPwQkAAADZjtvxtYqTFFmsjiyOOSSRnB61HLH2iR4ODg4qVqyYLA+ZjglOAAAAyHYsMuR+/DslndysJJc84gmWR69Ir2/tcl4nJyc5ODz875fgBAAAgGzLIfGWHGIf/xKy7MjFxcXeJTyULBGtZ86cKT8/P7m4uKhGjRravXt3quOXL1+ucuXKycXFRZUqVdK6deseU6UAAAAAsiO7B6dly5YpLCxMQ4YM0b59+1SlShU1btxYkZGRKY7fuXOnXn/9dXXp0kX79+9Xq1at1KpVK/3++++PuXIAAAAA2YXdg9OkSZPUrVs3hYaGqnz58po9e7bc3Nz0xRdfpDh+6tSpatKkid577z0FBARo+PDhevbZZzVjxozHXDkAAACA7MKuzzglJCTot99+08CBA61tDg4OCg4O1q5du1Kcs2vXLoWFhdm0NW7cWKtXr05xfHx8vOLj460/R0dHS5KuX7/+kNU/GonxN+1dArKJGzkT7V0Csoms+v/brI7PAzwufB7gccmKnwf3akrLl+TaNThFRUUpMTFRXl5eNu1eXl46evRoinMuXryY4viLFy+mOH706NEaNmxYsnZfX98MVg08HSrauwBkH6Pz2LsCAKng8wCPTRb+PLhx44by5Em9vqd+V72BAwfa3KFKSkrS33//rQIFCjz0Xu7Ak+r69evy9fXV2bNn5eHhYe9yAAB2wucBsjvDMHTjxg0VKVLEdKxdg1PBggXl6OioS5cu2bRfunRJhQsXTnFO4cKF0zXe2dlZzs7ONm158+bNeNHAU8TDw4MPSgAAnwfI1szuNN1j180hnJycVLVqVYWHh1vbkpKSFB4erpo1a6Y4p2bNmjbjJWnz5s0PHA8AAAAAD8vuS/XCwsLUqVMnVatWTUFBQZoyZYpiY2MVGhoqSQoJCZGPj49Gjx4tSerbt6/q1q2riRMnqmnTpvr666+1d+9ezZ07156XAQAAAOApZvfg1K5dO12+fFmDBw/WxYsXFRgYqA0bNlg3gDhz5owcHP53Y6xWrVpaunSpPvroI3344YcqXbq0Vq9erYoVebQRSCtnZ2cNGTIk2TJWAED2wucBkHYWIy177wEAAABANmb3L8AFAAAAgKyO4AQAAAAAJghOAAAAAGCC4ARkI/Xq1VO/fv3sXQYAAMATh+AEAAAAACYITgAAAABgguAEZDN37txR7969lSdPHhUsWFAff/yx+FYCAMheNmzYoBdeeEF58+ZVgQIF1KxZM504ccLeZQFZGsEJyGa+/PJL5ciRQ7t379bUqVM1adIkffbZZ/YuCwDwGMXGxiosLEx79+5VeHi4HBwc1Lp1ayUlJdm7NCDL4gtwgWykXr16ioyM1B9//CGLxSJJ+uCDD/Ttt9/q8OHDdq4OAGAvUVFR8vT01KFDh1SxYkV7lwNkSdxxArKZ5557zhqaJKlmzZo6duyYEhMT7VgVAOBxOnbsmF5//XWVLFlSHh4e8vPzkySdOXPGvoUBWVgOexcAAACAx6t58+YqXry45s2bpyJFiigpKUkVK1ZUQkKCvUsDsiyCE5DN/PrrrzY///LLLypdurQcHR3tVBEA4HG6cuWK/vzzT82bN0+1a9eWJO3YscPOVQFZH8EJyGbOnDmjsLAw9ejRQ/v27dP06dM1ceJEe5cFAHhM8uXLpwIFCmju3Lny9vbWmTNn9MEHH9i7LCDLIzgB2UxISIhu3rypoKAgOTo6qm/fvurevbu9ywIAPCYODg76+uuv1adPH1WsWFFly5bVtGnTVK9ePXuXBmRp7KoHAAAAACbYVQ8AAAAATBCcAAAAAMAEwQkAAAAATBCcAAAAAMAEwQkAAAAATBCcAAAAAMAEwQkAAAAATBCcAAAAAMAEwQkAAAAATBCcAABZwsWLF/Xuu++qZMmScnZ2lq+vr5o3b67w8PA0zV+wYIHy5s37aIsEAGRbOexdAAAAp06d0vPPP6+8efNq/PjxqlSpkm7fvq2NGzeqV69eOnr0qL1LTLfbt28rZ86c9i4DAJBJuOMEALC7nj17ymKxaPfu3WrTpo3KlCmjChUqKCwsTL/88oskadKkSapUqZLc3d3l6+urnj17KiYmRpK0detWhYaGKjo6WhaLRRaLRUOHDpUkxcfHq3///vLx8ZG7u7tq1KihrVu32px/3rx58vX1lZubm1q3bq1JkyYlu3s1a9Ys+fv7y8nJSWXLltWiRYts+i0Wi2bNmqUWLVrI3d1dI0aMUKlSpTRhwgSbcQcOHJDFYtHx48cz7w0EADxyBCcAgF39/fff2rBhg3r16iV3d/dk/fcCjIODg6ZNm6Y//vhDX375pX788Ue9//77kqRatWppypQp8vDwUEREhCIiItS/f39JUu/evbVr1y59/fXXOnjwoNq2basmTZro2LFjkqSff/5Zb7/9tvr27asDBw6oYcOGGjlypE0Nq1atUt++ffV///d/+v3339WjRw+FhoZqy5YtNuOGDh2q1q1b69ChQ+rSpYveeustzZ8/32bM/PnzVadOHZUqVSpT3j8AwONhMQzDsHcRAIDsa/fu3apRo4ZWrlyp1q1bp3neihUr9PbbbysqKkrS3Wec+vXrp2vXrlnHnDlzRiVLltSZM2dUpEgRa3twcLCCgoI0atQotW/fXjExMVq7dq21v0OHDlq7dq31WM8//7wqVKiguXPnWse89tprio2N1ffffy/p7h2nfv36afLkydYxFy5cULFixbRz504FBQXp9u3bKlKkiCZMmKBOnTql630CANgXd5wAAHaV1n+/++GHH9SgQQP5+Pgod+7c6tixo65cuaK4uLgHzjl06JASExNVpkwZ5cqVy/ratm2bTpw4IUn6888/FRQUZDPvnz8fOXJEzz//vE3b888/ryNHjti0VatWzebnIkWKqGnTpvriiy8kSd99953i4+PVtm3bNF0zACDrYHMIAIBdlS5dWhaLJdUNIE6dOqVmzZrpnXfe0ciRI5U/f37t2LFDXbp0UUJCgtzc3FKcFxMTI0dHR/32229ydHS06cuVK1emXoekFJcadu3aVR07dtTkyZM1f/58tWvX7oH1AgCyLu44AQDsKn/+/GrcuLFmzpyp2NjYZP3Xrl3Tb7/9pqSkJE2cOFHPPfecypQpowsXLtiMc3JyUmJiok3bM888o8TEREVGRqpUqVI2r8KFC0uSypYtqz179tjM++fPAQEB+vnnn23afv75Z5UvX970+l5++WW5u7tr1qxZ2rBhg9566y3TOQCArIfgBACwu5kzZyoxMVFBQUH65ptvdOzYMR05ckTTpk1TzZo1VapUKd2+fVvTp0/XX3/9pUWLFmn27Nk2x/Dz81NMTIzCw8MVFRWluLg4lSlTRm+++aZCQkK0cuVKnTx5Urt379bo0aOtzya9++67WrdunSZNmqRjx45pzpw5Wr9+vSwWi/XY7733nhYsWKBZs2bp2LFjmjRpklauXGndgCI1jo6O6ty5swYOHKjSpUurZs2amfvmAQAeDwMAgCzgwoULRq9evYzixYsbTk5Oho+Pj9GiRQtjy5YthmEYxqRJkwxvb2/D1dXVaNy4sbFw4UJDknH16lXrMd5++22jQIEChiRjyJAhhmEYRkJCgjF48GDDz8/PyJkzp+Ht7W20bt3aOHjwoHXe3LlzDR8fH8PV1dVo1aqVMWLECKNw4cI29X366adGyZIljZw5cxplypQxFi5caNMvyVi1alWK13bixAlDkjFu3LiHfp8AAPbBrnoAAPxDt27ddPToUW3fvj1Tjrd9+3Y1aNBAZ8+elZeXV6YcEwDweLE5BAAg25swYYIaNmwod3d3rV+/Xl9++aU+/fTThz5ufHy8Ll++rKFDh6pt27aEJgB4gvGMEwAg29u9e7caNmyoSpUqafbs2Zo2bZq6du360Mf96quvVLx4cV27dk3jxo3LhEoBAPbCUj0AAAAAMMEdJwAAAAAwQXACAAAAABMEJwAAAAAwQXACAAAAABMEJwAAAAAwQXACAAAAABMEJwAAAAAwQXACAAAAABP/D5Edtum/j5EKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(h_list, i_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(h_list, j_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dpb/miniconda3/envs/data-drift-env/lib/python3.8/site-packages/scipy/stats/stats.py:5982: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  terms = (f_obs.astype(np.float64) - f_exp)**2 / f_exp\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = categorical_grouped_bar_plot(h_list, k_list)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "data-drift-env",
   "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": "3.8.17"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "de32243efe8733ca4a15d9aaf292021ac27ae74c6260a7ba037a76e64ea1f91c"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}