DSA_SS24/notebooks/demographic_plots.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demographic Plots\n",
    "This Notebook is used to read the data from the pickle files and to create a dataframe with the demographic data.\n",
    "With this data we can create a plots to show the distribution of the demographic data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set path to data\n",
    "path = \"C:/Studium/dsa/data\"\n",
    "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading SB\n",
      "Length of SB: 50\n",
      "Reading AFIB\n",
      "Length of AFIB: 27\n",
      "Reading GSVT\n",
      "Length of GSVT: 0\n",
      "Reading SR\n",
      "Length of SR: 13\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#path = \"C:/Studium/dsa/data\"\n",
    "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/data\"\n",
    "path = \"C:/Users/klara/projects/DSA/data\"\n",
    "\n",
    "categories_dict = {\n",
    "'SB':    [426177001],\n",
    "'AFIB':  [164889003, 164890007],\n",
    "'GSVT':  [426761007, 713422000, 233896004, 233897008, 713422000],\n",
    "'SR':    [426783006, 427393009]\n",
    "}\n",
    "\n",
    "data = {}\n",
    "for cat_name in categories_dict.keys():\n",
    "    print(f\"Reading {cat_name}\")\n",
    "    with open(f'{path}/{cat_name}.pkl', 'rb') as f:\n",
    "        records = pickle.load(f)\n",
    "        data[cat_name] = records\n",
    "        print(f\"Length of {cat_name}: {len(records)}\")\n",
    "\n",
    "data_demographic = {'age':[], 'diag':[], 'gender':[]}\n",
    "for cat_name, records in data.items():\n",
    "    for record in records:\n",
    "        age = record.comments[0].split(' ')[1]\n",
    "        sex = record.comments[1].split(' ')[1]\n",
    "        if age == 'NaN' or sex == 'NaN':\n",
    "            continue\n",
    "        # cut Age: from alter string \n",
    "        data_demographic['age'].append(int(age))\n",
    "        data_demographic['diag'].append(cat_name)\n",
    "        data_demographic['gender'].append(sex)\n",
    "\n",
    "df_dgc = pd.DataFrame(data_demographic)\n",
    "\n",
    "# Change from group to category\n",
    "age_categories = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]\n",
    "df_dgc['age_group'] = pd.cut(df_dgc['age'], bins=age_categories)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation matrix\n",
    "corr_matrix_age_diag= pd.crosstab(df_dgc['age_group'], df_dgc['diag'])\n",
    "\n",
    "# Plot the correlation matrix\n",
    "sns.heatmap(corr_matrix_age_diag, annot=True, cmap='coolwarm', fmt='d')\n",
    "plt.title('Korrelationsmatrix von Altersgruppen und Diagnosen', fontsize=16)\n",
    "plt.xlabel('Diagnose')\n",
    "plt.ylabel('Altersgruppe')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Correlation matrix of age groups and diagnoses.This matrix describes the four diagnosis groupings on the horizontal axis and the age groupings in decades steps on the vertical axis. The color scale blue (low) to red (high) describes the correlation of the two categorization types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# cut out sex 'unknown' (because only one occurence)\n",
    "df_dgc_bineary = df_dgc[df_dgc['gender'] != 'Unknown']\n",
    "# Correlation matrix\n",
    "corr_matrix_sex_diag = pd.crosstab(df_dgc_bineary['gender'], df_dgc_bineary['diag'])\n",
    "\n",
    "# Plot the correlation matrix\n",
    "sns.heatmap(corr_matrix_sex_diag, annot=True, cmap='coolwarm', fmt='d')\n",
    "plt.title('Korrelationsmatrix von Geschlecht und Diagnosen', fontsize=16)\n",
    "plt.xlabel('Diagnose')\n",
    "plt.ylabel('Geschlecht')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Correlation matrix of genders and diagnoses. This matrix describes the four diagnosis groupings on the horizontal axis and the gender in decades steps on the vertical axis. The color scale blue (low) to red (high) describes the correlation of the two categorization types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NzQUALFiwAB9++KFaf8kZ5WvXrmH//v1qZ6yq68k7oEvOklVEoVCUaqvoeMPCwhAUFISdO3fi559/xi+//IIdO3Zgx44dmDNnDhITE9GmTRtpvKenJ3r16oUDBw5gx44deOWVV6BUKrFx40YAkO5Efzr+5s2bo1u3bhXGXtYZp+q+V0/vv1+/fpVeMfDw8KjRvjSNpTzV+d2qKAdxQWsqD4s6qnUlS5KUXJp5+PAh4uPjER0djffeew/Dhw+Xzq5VpuTMRclf7WUp6XvyLEeTJk1w6dKlcpe7qMoyGE9LSUlBTk4OOnToUOblut9//73a2zYGJT/nin6GZfWVnK1q2LBhrS/V8OSyLuUtm/LkWG0UdY0aNYK1tTUePHiApUuXlluo1oS9vb3amaxr165h8uTJ+OGHHzBp0iRpGkKJyMhIHDhwAHFxcXjllVewa9cu3LhxA127doW3t7fa2JL3y9vbWy9La7i5ueHixYuIioqq0WX3ysjlcgDAvXv3yuxXKpXIysrS2v6q+/tDBHCdOjIAVlZWmDBhAtq2bQuVSqV2Wa4koZY3965Hjx4wMzNDenp6mZcjsrKysHfvXgCP55Q9+ToA2LRpU5nbLTk7UR0l67CVd8mlvLXHTEWPHj0gk8nw66+/4uLFi6X6T58+XerSKwB06tQJjRo1woULF3D+/PnaCBXA48td+/btAwD89ttvEI9vICv1KFlzbefOnbhx44ZG27a0tARQ9ufX3Nwcffv2BQBs3bpVG4dSKTc3N8yfPx/A47lyTwsLC4O9vT0OHDiAa9euSZdenz5LBwB9+vSBXC5HcnKydJZTmyr73e/fvz8A3f/sStbeu3XrVpnHuW/fvhrPDX7S888/D5lMhrS0NFy+fLlU/4ULF3jplcrFoo5q1dKlS8ucZ3bx4kXpDNaTl0qaNm0KAGUuYgo8LpxeeuklCCHwn//8Bzdv3pT68vPzMX78eDx8+BBdu3ZF165dpb6oqCjY2Njg8OHDWL16tdo2f/nlF3zxxRfVPsaSeYFJSUml4v7qq6+qvZivsXB3d8fQoUOhUqkwceJEtbmDt2/fxhtvvFHmpWdLS0vMnTsXQggMHToUhw8fLjWmuLgYBw4cwNGjR7UWb3x8PIqLi9G5c+cKvwWlZcuW6NixI4qKijQuzEs+v+UVqXPnzoVcLsf06dPxzTfflHkZ79y5c9i+fbtG+ytx6tQpbNmyBQ8ePCjVt2vXLgBlX5K0trbGyJEjoVKp8PHHH2Pv3r2wsbEp82YEJycnTJ48Gfn5+Rg4cCDOnj1bakxhYSF27txZZnFfmcp+duPHj4eHhwe2bduGmTNnlnkmLTs7G19//XWV9/0kS0tL6Y/A2bNnq71Hp0+fxqRJk2q0/ad5enpi4MCB0u/Pk8d19+5dTJw4sdypG0Rc0oTKpKt16koWyS1ZZPWVV14RPXv2FBYWFgKAGDt2rNr4wsJCaZkLPz8/MXbsWBEVFSWWLFkijblx44a09pu9vb0YMmSIGD58uGjcuLEAyl98+L///a+0+HDbtm3FqFGjxAsvvCDMzMykJU0sLS1LvQ6VLFMhhBCDBw+WlscIDg4WI0eOFD4+PkImk4n333+/WksnVLR0hhDlL9VQsqTJ0+9RiZJFcst7rytbWqIsWVlZpRZPHTp0qEaLD0+fPl36Gbdq1UoMHjxYjBw5UvTs2VM4ODgIAGLNmjVqr9HkPSmLSqUSzz77bLnrvT3ts88+EwBE69atpbaK3peSz1GjRo3Eyy+/LKKiokRUVJTakilbt24VNjY20rptwcHBIjw8XPTv3180bdpUABAjRoxQ225l78mOHTsE8Hjx327duomRI0eK4cOHC29vb+lz+fSiwCWOHj2qtlzR07+TT1IqleKVV14RwOPFov38/ERYWJgYMWKE6Natm7Te45P70mSJECGESEhIkGIdMGCAGDdunIiKilJbmujcuXPC09NTABAODg6iR48e4pVXXhFDhgwRvr6+QiaTCScnJ7XtVnVJk5KfScnC4c8995wYPny4CAwMFJaWliIiIqLSJU3Kyj9ClP+7988//0jH1bBhQ+n3p0GDBqJFixbS7095C2JT3cWijsqkq6Luu+++E5GRkaJ169aiQYMGQqFQCA8PD9G/f3+xY8eOUuukCfF4XaZBgwaJxo0bS0XY09vNz88XMTExon379sLGxkZYWVmJli1bivfee6/CNfGSk5NF3759hZ2dnbCxsREdOnQQsbGxIjMzUwCPV6l/miYFRFFRkfjkk09EmzZthI2NjWjQoIEIDg4W+/fvr/Z6WMZU1AnxuNiePHmyaNq0qZDL5aJp06ZiwoQJ4t9//610n7/88osIDw8XHh4eQqFQiHr16onnnntODBkyRKxbt67Ue1rdoi4pKUkqHG7evFnp+H///Vf6RpRjx44JISp+Xx48eCBmzJghmjdvLhUFZf0jn5GRId5++23RunVr8cwzzwgrKyvh4eEhevbsKRYvXiz++OMPtfGVvSdZWVli8eLF4sUXXxReXl7CxsZG2NnZCV9fXxEdHS0uXrxY4XG2atVKilWT933Pnj1i2LBhokmTJsLS0lI4ODiIli1bipEjR4qNGzeK/Px8tWPVpKgTQoivv/5adOjQQSp6y/rM5OXliSVLlojAwEDh4OAgLC0thYuLi+jUqZOYPn16qXX3qlPUCSFEamqqCA4OFnZ2dsLa2lq0a9dOfPHFF2pr/GmrqBNCiNzcXBEdHS39/ri5uYno6Ghx8+ZN0bt3bwFA7Nu3r4KfHtVFMiF4Hpfoad9++y0iIiIwcOBA7Ny5U9/hEBEBePxdvc8++yzu3r2LnJwcndxgQ8aLc+qozsrMzER2dnap9l9++QXvvPMOgLIniBMR6drx48dLtf3777+IiIjA7du3MWDAABZ0VArP1FGdFR8fj6ioKLRr1w7u7u4wNzfHlStXpDvLIiMjtfoNAkREmpLJZGjatClatmyJhg0b4p9//sGpU6dw//59uLu74/DhwxotWk11C4s6qrMuXryIpUuX4ueff0ZOTg7y8/Ph4OCA9u3bY9y4cRg1apS+QySiOuqDDz5AUlISrly5gtu3b0Mul6NZs2YYMGAApk6dqvZVdkQlWNQRERERmQDOqSMiIiIyASzqiIiIiEwAizoiIiIiE8CijoiIiMgEsKgjIiIiMgEs6oiIiIhMAIs6IiIiIhPAoo6IiIjIBLCoIyIiIjIBLOqIiIiITACLOiIiIiITwKKOiIiIyASwqCMiIiIyASzqiIiIiEwAizoiIiIiE8CijoiIiMgEsKgjIiIiMgEs6oiIiIhMAIs6IiIiIhPAoo6IiIjIBLCoI5N09uxZDB8+HB4eHrCyskKTJk3Qt29frFq1Shrj6ekJmUwmPaysrNCiRQtMnz4dt27d0mP0RESPffHFF5DJZAgICCiz/8kc9uTD2dlZGjNv3jzIZDLcuHFDanv11VfVxltYWMDNzQ0jR47EhQsXdH5cpBsW+g6ASNuOHDmCXr16wd3dHa+//jqcnZ1x7do1HD16FCtXrsTkyZOlse3bt8e0adMAAA8fPkRaWhpWrFiBQ4cO4fjx4/o6BCIiAMCGDRvg6emJ48eP448//kDz5s1Ljenbty/Gjh2r1mZtbV3pthUKBdatWwcAePToEa5cuYK1a9di7969uHDhAlxdXbVzEFRrWNSRyVm0aBHs7e1x4sQJODg4qPXl5uaqPW/SpAlGjx4tPX/ttddga2uLpUuX4vfff0eLFi1qI2QiolIyMjJw5MgRbN++Hf/5z3+wYcMGzJ07t9S45557Ti2PacrCwqLU67p06YIBAwZg9+7deP3116sdO+kHL7+Sybly5QpatWpVqqADAEdHx0pfX3LZwsKCf/MQkf5s2LAB9evXR2hoKIYPH44NGzbofJ/Mf8aN7xqZHA8PD6SmpuLcuXNo3bp1hWOVSqU0z+Thw4c4deoUli1bhh49esDLy6s2wiUiKtOGDRswbNgwyOVyjBo1CmvWrMGJEyfQqVMntXEPHz5Umy8HAPXq1YNCoah0HyWvKy4uxtWrVzFz5kw0bNgQAwYM0N6BUK3hmToyOe+88w4KCgrQvn17dO3aFTNnzsT+/fuhVCpLjd2/fz8aN26Mxo0bw83NDYMGDYKXlxe2b9+uh8iJiB5LS0vDxYsXMXLkSABA9+7d0bRp0zLP1sXGxkp5rOSxadOmSveRn58vjXd2dkbXrl1x9epVKS+S8WFRRyanb9++SE1NxaBBg3D69GksWbIEISEhaNKkCXbu3Kk2NiAgAImJiUhMTERCQgIWLVqE8+fPY9CgQXjw4IGejoCI6roNGzbAyckJvXr1AvD4LtcRI0Zg8+bNKC4uVhs7ePBgKY+VPEJCQirdh5WVlTR+3759+PLLL2Fra4sXX3wRly9f1slxkW7x8iuZpE6dOmH79u0oKirC6dOnsWPHDixfvhzDhw9Heno6fH19AQCNGjVCUFCQ9LrQ0FB4e3tj+PDhWLdundqdskREtaG4uBibN29Gr169kJGRIbUHBATg008/RVJSEoKDg6X2pk2bquUxTZmbm5d63YsvvogWLVpg1qxZ+N///lf9gyC94Jk6MmlyuRydOnXCRx99hDVr1kCpVGLbtm0VvqZPnz4AgJSUlNoIkYhIzYEDB5CVlYXNmzejRYsW0uPll18GAJ3eMNG0aVN4e3sz/xkpnqmjOqNjx44AgKysrArHPXr0CABw//59ncdERPS0DRs2wNHREatXry7Vt337duzYsQNr167VaC266nj06BHzn5FiUUcm5+DBg+jZsydkMpla+549ewAA3t7eFb5+165dAIB27drpJkAionI8ePAA27dvx0svvYThw4eX6nd1dcWmTZuwc+dOjBgxQuv7v3z5Mi5dugR/f3+tb5t0j0UdmZzJkyejoKAAQ4cOhY+PD4qKinDkyBFs2bIFnp6eiIyMlMb+888/+O677wBAmn/35ZdfolGjRpxPR0S1bufOnbh37x4GDRpUZn+XLl3QuHFjbNiwocZF3aNHj6T8p1Kp8Oeff2Lt2rVQqVRlLnJMho9FHZmcpUuXYtu2bdizZw+++uorFBUVwd3dHW+88QZmz56ttihxeno6xowZAwAwMzNDo0aNMGzYMCxcuBBNmjTR0xEQUV21YcMGWFlZoW/fvmX2m5mZITQ0FBs2bMDNmzdrtK/CwkIp/wGAnZ0dOnXqhP/+97/S3GIyLjIhhNB3EERERERUM7z7lYiIiMgEsKgjIiIiMgEs6oiIiIhMAIs6IiIiIhPAoo6IiIjIBLCoIyIiIjIBXKdOAyqVCtevX0e9evVKfUsBEemfEAL37t2Dq6srzMz4t2pVMccRGTZNcxyLOg1cv34dbm5u+g6DiCpx7do1NG3aVN9hGB3mOCLjUFmOY1GngXr16gF4/MO0s7OrcKxSqcT+/fsRHBwMS0vL2ghPa4w5doDx65O+Y8/Ly4Obm5v0u0pVo2mO0/f7XFOMX3+MOXZA//FrmuNY1Gmg5HKEnZ2dRkWdjY0N7OzsjO6Da8yxA4xfnwwldkO6dLhmzRqsWbMGf/75JwCgVatWmDNnDvr37w8AePjwIaZNm4bNmzejsLAQISEh+OKLL+Dk5CRtIzMzExMnTsTBgwdha2uLiIgIxMTEwMLi/1J3cnIypk6divPnz8PNzQ2zZ8/Gq6++WqVYNc1xhvI+Vxfj1x9jjh0wnPgry3GcfEJEpANNmzbF4sWLkZaWhpMnT6J3794YPHgwzp8/DwB4++23sWvXLmzbtg2HDh3C9evXMWzYMOn1xcXFCA0NRVFREY4cOYJvvvkG8fHxmDNnjjQmIyMDoaGh6NWrF9LT0zFlyhS89tpr2LdvX60fLxHpH8/UERHpwMCBA9WeL1q0CGvWrMHRo0fRtGlTxMbGYuPGjejduzcAIC4uDi1btsTRo0fRpUsX7N+/HxcuXMBPP/0EJycntG/fHgsXLsTMmTMxb948yOVyrF27Fl5eXvj0008BAC1btsThw4exfPlyhISE1PoxE5F+sagjItKx4uJibNu2Dfn5+QgMDERaWhqUSiWCgoKkMT4+PnB3d0dqaiq6dOmC1NRUtGnTRu1ybEhICCZOnIjz58/Dz88PqampatsoGTNlypQK4yksLERhYaH0PC8vD8DjS0xKpbLc15X0VTTGkDF+/THm2AH9x6/pflnUERHpyNmzZxEYGIiHDx/C1tYWO3bsgK+vL9LT0yGXy+Hg4KA23snJCdnZ2QCA7OxstYKupL+kr6IxeXl5ePDgAaytrcuMKyYmBvPnzy/Vvn//ftjY2FR6XImJiZWOMWSMX3+MOXZAf/EXFBRoNI5FHZGB83x3t9a3+efiUK1vk0rz9vZGeno67t69i//3//4fIiIicOjQIX2HhVmzZmHq1KnS85I764KDgyu9USIxMRF9+/Y12snujF8/ajv21vO0O69UYSawsKNKbz/7krPplWFRR0SkI3K5HM2bNwcA+Pv748SJE1i5ciVGjBiBoqIi3LlzR+1sXU5ODpydnQEAzs7OOH78uNr2cnJypL6S/5a0PTnGzs6u3LN0AKBQKKBQKEq1W1paavQPlqbjDBXj15/air2wWDd3wuvrZ6/pPg3m7tfFixdDJpOpzQV5+PAhoqOj0bBhQ9ja2iIsLKxUAsvMzERoaChsbGzg6OiI6dOn49GjR2pjkpOT0aFDBygUCjRv3hzx8fG1cEREROpUKhUKCwvh7+8PS0tLJCUlSX2XLl1CZmYmAgMDAQCBgYE4e/YscnNzpTGJiYmws7ODr6+vNObJbZSMKdkGEdUtBlHUnThxAl9++SXatm2r1s5b/onIWM2aNQspKSn4888/cfbsWcyaNQvJyckIDw+Hvb09oqKiMHXqVBw8eBBpaWmIjIxEYGAgunTpAgAIDg6Gr68vxowZg9OnT2Pfvn2YPXs2oqOjpbNsEyZMwNWrVzFjxgxcvHgRX3zxBbZu3Yq3335bn4dORHqi98uv9+/fR3h4OL7++mt8+OGHUvvdu3d5yz8RGa3c3FyMHTsWWVlZsLe3R9u2bbFv3z707dsXALB8+XKYmZkhLCxMbfHhEubm5khISMDEiRMRGBiIZ555BhEREViwYIE0xsvLC7t378bbb7+NlStXomnTpli3bh1zG1EdpfeiLjo6GqGhoQgKClIr6vR5y391b/cvGfPkf42JMccOmG78CnOhs31pe3uGfrt/bYqNja2w38rKCqtXr8bq1avLHePh4YE9e/ZUuJ2ePXvi1KlT1YqRiEyLXou6zZs349dff8WJEydK9WVnZ+vtlv+a3u4PGPdt28YcO2B68S/prP19VFYoVJeh3+5PRFQTreft0+pNGNpeiUBvRd21a9fw1ltvITExEVZWVvoKo0zVvd0f4C3n+mSq8Wv71nwAODdPu5fn9P2z1/R2fyIiU6a3oi4tLQ25ubno0KGD1FZcXIyUlBR8/vnn2Ldvn95u+a/p7f5VHWtojDl2wPTi18Wt+br6+Rj67f5ERKZMb0Vdnz59cPbsWbW2yMhI+Pj4YObMmXBzc5Nu+Q8LCwNQ9i3/ixYtQm5uLhwdHQGUfcv/05eaeMs/6UpNFgpWmAss6az90/tERFQ36K2oq1evHlq3bq3W9swzz6Bhw4ZSe8kt/w0aNICdnR0mT55c7i3/S5YsQXZ2dpm3/H/++eeYMWMGxo0bhwMHDmDr1q3YvVv7q/QTERER6Yve736tCG/5JyIiItKMQRV1ycnJas95yz8RERGRZgziGyWIiIiIqGZY1BERERGZABZ1RERERCaARR0RERGRCWBRR0RERGQCWNQRERERmQAWdUREREQmgEUdERERkQlgUUdERERkAljUEREREZkAFnVEREREJoBFHREREZEJYFFHREREZAJY1BERERGZABZ1RERERCaARR0RERGRCbDQdwBE+uL57m59h0BEVOcxF2sPz9QRERERmQAWdUREREQmgEUdERERkQlgUUdERERkAljUEREREZkAFnVEREREJoBFHREREZEJYFFHREREZAJY1BER6UBMTAw6deqEevXqwdHREUOGDMGlS5fUxjx8+BDR0dFo2LAhbG1tERYWhpycHLUxmZmZCA0NhY2NDRwdHTF9+nQ8evRIbUxycjI6dOgAhUKB5s2bIz4+XteHR0QGiEUdEZEOHDp0CNHR0Th69CgSExOhVCoRHByM/Px8aczbb7+NXbt2Ydu2bTh06BCuX7+OYcOGSf3FxcUIDQ1FUVERjhw5gm+++Qbx8fGYM2eONCYjIwOhoaHo1asX0tPTMWXKFLz22mvYt29frR4vEemfRl8TNnXqVI03uGzZsmoHQ0RU23SV3/bu3av2PD4+Ho6OjkhLS0OPHj1w9+5dxMbGYuPGjejduzcAIC4uDi1btsTRo0fRpUsX7N+/HxcuXMBPP/0EJycntG/fHgsXLsTMmTMxb948yOVyrF27Fl5eXvj0008BAC1btsThw4exfPlyhISEaBwvERk/jYq6U6dOabQxmUxWo2CIiGpbbeW3u3fvAgAaNGgAAEhLS4NSqURQUJA0xsfHB+7u7khNTUWXLl2QmpqKNm3awMnJSRoTEhKCiRMn4vz58/Dz80NqaqraNkrGTJkypdxYCgsLUVhYKD3Py8sDACiVSiiVynJfV9JX0RhDxvj1p6LYFeaitsOpMoWZUPuvtmj6Xmo6TqOi7uDBgxptjIjI2NRGflOpVJgyZQq6deuG1q1bAwCys7Mhl8vh4OCgNtbJyQnZ2dnSmCcLupL+kr6KxuTl5eHBgwewtrYuFU9MTAzmz59fqn3//v2wsbGp9HgSExMrHWPIGL/+lBX7ks56CKSaFnZUaXV7e/bs0WhcQUGBRuM0KuqIiKj6oqOjce7cORw+fFjfoQAAZs2apXbZOS8vD25ubggODoadnV25r1MqlUhMTETfvn1haWlZG6FqFePXn4pibz3P8Od/KswEFnZU4YOTZihUae+q5Ll5mk2RKDmbXpkqF3X5+flYvHgxkpKSkJubC5VKvWq9evVqVTdJRGQQdJHfJk2ahISEBKSkpKBp06ZSu7OzM4qKinDnzh21s3U5OTlwdnaWxhw/flxteyV3xz455uk7ZnNycmBnZ1fmWToAUCgUUCgUpdotLS01KhY0HWeoGL/+lBV7YbHxTN0qVMm0Gq+m76Om46pc1L322ms4dOgQxowZAxcXF86jIyKToc38JoTA5MmTsWPHDiQnJ8PLy0ut39/fH5aWlkhKSkJYWBgA4NKlS8jMzERgYCAAIDAwEIsWLUJubi4cHR0BPL58ZWdnB19fX2nM05dwEhMTpW0QUd1R5aLuxx9/xO7du9GtWzddxENEpDfazG/R0dHYuHEjfvjhB9SrV0+aA2dvbw9ra2vY29sjKioKU6dORYMGDWBnZ4fJkycjMDAQXbp0AQAEBwfD19cXY8aMwZIlS5CdnY3Zs2cjOjpaOtM2YcIEfP7555gxYwbGjRuHAwcOYOvWrdi9e3eNj4GIjEuV16mrX7++dPcWEZEp0WZ+W7NmDe7evYuePXvCxcVFemzZskUas3z5cgwYMABhYWHo0aMHnJ2dsX37dqnf3NwcCQkJMDc3R2BgIEaPHo2xY8diwYIF0hgvLy/s3r0biYmJaNeuHT799FOsW7eOy5kQ1UFVPlO3cOFCzJkzB998841Gd0kRERkLbeY3ISpf+sDKygqrV6/G6tWryx3j4eFR6R1yPXv21HhpFiIyXRoVdX5+fmpzS/744w84OTnB09Oz1OS9X3/9VbsREhHpEPMbEZkKjYq6IUOG6DgMIiL9YH4jIlOhUVE3d+5cXcdBRKQXzG9EZCqqfKMEERERERmeKt8oUVxcjOXLl2Pr1q3IzMxEUVGRWv+tW7e0FhwRUW1ifiMiY1blM3Xz58/HsmXLMGLECNy9exdTp07FsGHDYGZmhnnz5ukgRCKi2sH8RkTGrMpF3YYNG/D1119j2rRpsLCwwKhRo7Bu3TrMmTMHR48e1UWMRES1gvmNiIxZlYu67OxstGnTBgBga2uLu3fvAgAGDBjAFcyJyKgxvxGRMatyUde0aVNkZWUBAJo1a4b9+/cDAE6cOFHmF0QTERkL5jciMmZVLuqGDh2KpKQkAMDkyZPxwQcfoEWLFhg7dizGjRun9QCJiGoL8xsRGbMq3/26ePFi6f9HjBgBDw8PHDlyBC1atMDAgQO1GhwRUW1ifiMiY1blou5pXbp0QZcuXbQRCxGRQWF+IyJjUuXLr+bm5ujVq1ep9ZpycnJgbm6utcCIiGob8xsRGbMqF3VCCBQWFqJjx444f/58qT4iImPF/EZExqzKRZ1MJsP//vc/DBw4EIGBgfjhhx/U+qoiJiYGnTp1Qr169eDo6IghQ4bg0qVLamMePnyI6OhoNGzYELa2tggLC0NOTo7amMzMTISGhsLGxgaOjo6YPn06Hj16pDYmOTkZHTp0gEKhQPPmzREfH1+1Aycik6fN/EZEVNuqdabO3NwcK1euxNKlSzFixAh8+OGH1for9tChQ4iOjsbRo0eRmJgIpVKJ4OBg5OfnS2Pefvtt7Nq1C9u2bcOhQ4dw/fp1DBs2TOovLi5GaGgoioqKcOTIEXzzzTeIj4/HnDlzpDEZGRkIDQ1Fr169kJ6ejilTpuC1117Dvn37qhwzEZkubeY3IqLaVqMbJcaPH48WLVrgpZdeQkpKSpVfv3fvXrXn8fHxcHR0RFpaGnr06IG7d+8iNjYWGzduRO/evQEAcXFxaNmyJY4ePYouXbpg//79uHDhAn766Sc4OTmhffv2WLhwIWbOnIl58+ZBLpdj7dq18PLywqeffgoAaNmyJQ4fPozly5cjJCSkJj8CIjJRNc1vRES1rcpFnYeHh9qE4V69euHo0aNaud2/ZPX2Bg0aAADS0tKgVCoRFBQkjfHx8YG7uztSU1PRpUsXpKamok2bNnBycpLGhISEYOLEiTh//jz8/PyQmpqqto2SMVOmTCkzjsLCQhQWFkrP8/LyAABKpRJKpbLCYyjpr2ycITLm2IGqx68wN6yzLwozofZfXdL2e6zvz4629qvL/EZEpGtVLuoyMjJKtTVv3hynTp0qNdetKlQqFaZMmYJu3bqhdevWAB5/ZY9cLoeDg4PaWCcnJ2RnZ0tjnizoSvpL+ioak5eXhwcPHsDa2lqtLyYmBvPnzy8V4/79+2FjY6PR8SQmJmo0zhAZc+yA5vEv6azjQKppYUeVzvexZ88enWxXX5+dgoICrWxHV/mNiKg2VPvya1FREXJzc6FS/d8/QDWZSBwdHY1z587h8OHD1d6GtsyaNQtTp06Vnufl5cHNzQ3BwcGws7Or8LVKpRKJiYno27cvLC0tdR2qVhlz7EDV4289z7DmVCrMBBZ2VOGDk2YoVOl2Uv65edqddqDvz07J2XRt0XZ+IyKqDVUu6i5fvoyoqCgcOXJErV0IAZlMhuLi4ioHMWnSJCQkJCAlJQVNmzaV2p2dnVFUVIQ7d+6ona3LycmBs7OzNOb48eNq2yv5i/rJMU//lZ2TkwM7O7tSZ+kAQKFQlPk9j5aWlhr/g1WVsYbGmGMHNI+/sNgw/5EuVMl0Hpuu3l99fXa0tU9d5DciotpS5aIuMjISFhYWSEhIgIuLS43+ehVCYPLkydixYweSk5Ph5eWl1u/v7w9LS0skJSUhLCwMAHDp0iVkZmYiMDAQABAYGIhFixYhNzcXjo6OAB5fArKzs4Ovr6805unLTYmJidI2iOoaz3d3a3V7CnNhsJezq0Kb+Y2IqLZVuahLT09HWloafHx8arzz6OhobNy4ET/88APq1asnzYGzt7eHtbU17O3tERUVhalTp6JBgwaws7PD5MmTERgYKH11T3BwMHx9fTFmzBgsWbIE2dnZmD17NqKjo6WzbRMmTMDnn3+OGTNmYNy4cThw4AC2bt2K3bu1+w8bERk3beY3IqLaVuV16nx9fXHjxg2t7HzNmjW4e/cuevbsCRcXF+mxZcsWaczy5csxYMAAhIWFoUePHnB2dsb27dulfnNzcyQkJMDc3ByBgYEYPXo0xo4diwULFkhjvLy8sHv3biQmJqJdu3b49NNPsW7dOi5nQkRqtJnfiIhqW5XP1H388ceYMWMGPvroI7Rp06bUXJbKbiR4kiYLelpZWWH16tVYvXp1uWM8PDwqvZuvZ8+eOHXqlMaxEVHdo838RkRU26pc1JWs99anTx+1dk4kJiJjx/xGRMasykXdwYMHy+07e/ZsjYIhItIn5jciMmZVLupeeOEFtef37t3Dpk2bsG7dOqSlpWHSpElaC46IqDYxvxGRMavyjRIlUlJSEBERARcXFyxduhS9e/fG0aNHtRkbEZFeML8RkTGq0pm67OxsxMfHIzY2Fnl5eXj55ZdRWFiI77//XloTjojIGDG/EZGx0/hM3cCBA+Ht7Y0zZ85gxYoVuH79OlatWqXL2IiIagXzGxGZAo3P1P3444948803MXHiRLRo0UKXMRER1SrmNyIyBRqfqTt8+DDu3bsHf39/BAQE4PPPP+cinURkEnSR31JSUjBw4EC4urpCJpPh+++/V+sXQmDOnDlwcXGBtbU1goKC8Pvvv6uNuXXrFsLDw2FnZwcHBwdERUXh/v37amPOnDmD559/HlZWVnBzc8OSJUtqFDcRGS+Ni7ouXbrg66+/RlZWFv7zn/9g8+bNcHV1hUqlQmJiIu7du6fLOImIdEYX+S0/Px/t2rUrd+H0JUuW4LPPPsPatWtx7NgxPPPMMwgJCcHDhw+lMeHh4Th//jwSExORkJCAlJQUjB8/XurPy8tDcHAwPDw8kJaWhk8++QTz5s3DV199VfUfAhEZvSrf/frMM89g3LhxOHz4MM6ePYtp06Zh8eLFcHR0xKBBg3QRIxFRrdBmfuvfvz8+/PBDDB06tFSfEAIrVqzA7NmzMXjwYLRt2xbffvstrl+/Lp3R++2337B3716sW7cOAQEB6N69O1atWoXNmzfj+vXrAIANGzagqKgI69evR6tWrTBy5Ei8+eabWLZsWY1/FkRkfKq8Tt2TvL29sWTJEsTExGDXrl1Yv369tuIiItIrXea3jIwMZGdnS99gAQD29vYICAhAamoqRo4cidTUVDg4OKBjx47SmKCgIJiZmeHYsWMYOnQoUlNT0aNHD8jlcmlMSEgIPv74Y9y+fRv169cvc/+FhYUoLCyUnufl5QEAlEollEpluXGX9FU0xpAx/pprPW9ftV6nMBNY2BHwX7AXhSqZep+5NiLTLYWZUPuvtmj6Xmo6rkZFXQlzc3MMGTIEQ4YM0cbmiIgMhi7yW3Z2NgDAyclJrd3JyUnqy87OhqOjo1q/hYUFGjRooDbGy8ur1DZK+sor6mJiYjB//vxS7fv374eNjU2l8ScmJlY6xpAx/upb0rlmr1/YUaWdQPRE2/FX9r31JQoKCjQap5WijoiIjMesWbMwdepU6XleXh7c3NwQHBwMOzu7cl+nVCqRmJiIvn37wtLSsjZC1SrGX3M1O1OnwgcnzUqdqTMGuor/3LwQjcaVnE2vDIs6IqJa5uzsDADIycmBi4uL1J6Tk4P27dtLY3Jzc9Ve9+jRI9y6dUt6vbOzM3JyctTGlDwvGVMWhUIBhUJRqt3S0lKjYkHTcYaK8VdfYXHNCppClazG29Anbcev6fuo6bhqf00YERFVj5eXF5ydnZGUlCS15eXl4dixYwgMDAQABAYG4s6dO0hLS5PGHDhwACqVCgEBAdKYlJQUtfk2iYmJ8Pb2LvfSKxGZLhZ1REQ6cP/+faSnpyM9PR3A45sj0tPTkZmZCZlMhilTpuDDDz/Ezp07cfbsWYwdOxaurq7S3L2WLVuiX79+eP3113H8+HH88ssvmDRpEkaOHAlXV1cAwCuvvAK5XI6oqCicP38eW7ZswcqVK9UurRJR3cHLr2QUPN/dXekYhbnAks6P53wY8+l9Mg0nT55Er169pOclhVZERATi4+MxY8YM5OfnY/z48bhz5w66d++OvXv3wsrKSnrNhg0bMGnSJPTp0wdmZmYICwvDZ599JvXb29tj//79iI6Ohr+/Pxo1aoQ5c+aorWVHRHUHizoiIh3o2bMnhCh/+QOZTIYFCxZgwYIF5Y5p0KABNm7cWOF+2rZti59//rnacRKR6eDlVyIiIiITwKKOiIiIyASwqCMiIiIyASzqiIiIiEwAizoiIiIiE8CijoiIiMgEsKgjIiIiMgEs6oiIiIhMAIs6IiIiIhPAoo6IiIjIBLCoIyIiIjIB/O5XItKa1vP2obBYptVt/rk4VKvbIyIyVTxTR0RERGQCeKaOtMrz3d36DoGIiKhO4pk6IiIiIhPAoo6IiIjIBPDyKxERkYnhVJi6iWfqiIiIiEwAizoiIiIiE8CijoiIiMgEsKgjIiIiMgEs6oiIiIhMAIs6IiIiIhPAoo6IiIjIBHCdujrs6XWMFOYCSzrr5kvZiYiISLd4po6IiIjIBLCoIyIiIjIBLOqIiIiITACLOiIiIiITwBsliIiI9Ojpm9bKw5vZqDI8U0dERERkAljUEREREZmAOnX5dfXq1fjkk0+QnZ2Ndu3aYdWqVejcubO+w9KIpqfniahuMub8RkTaUWfO1G3ZsgVTp07F3Llz8euvv6Jdu3YICQlBbm6uvkMjIqoR5jciAurQmbply5bh9ddfR2RkJABg7dq12L17N9avX493331Xz9EREVUf81vt4VUTMmR1oqgrKipCWloaZs2aJbWZmZkhKCgIqamppcYXFhaisLBQen737l0AwK1bt6BUKivcl1KpREFBAdq/vx2FKu3dnVQbb5SFSqCgQAULpRmKtRh7bWH8+qPL2G/evFnpmHv37gEAhBBa3bcxqGp+A6qf43SV3wDg2Kw+Wt0eAATEJKk9V5gJzPZT1Sh+ff6jyRyhP7qKX5P8BlQhx4k64J9//hEAxJEjR9Tap0+fLjp37lxq/Ny5cwUAPvjgw8ge165dq620YjCqmt+EYI7jgw9jfVSW4+rEmbqqmjVrFqZOnSo9V6lUuHXrFho2bAiZrOIKPS8vD25ubrh27Rrs7Ox0HapWGXPsAOPXJ33HLoTAvXv34OrqWuv7NkbVzXH6fp9rivHrjzHHDug/fk1zXJ0o6ho1agRzc3Pk5OSotefk5MDZ2bnUeIVCAYVCodbm4OBQpX3a2dkZ5QcXMO7YAcavT/qM3d7eXi/71beq5jeg5jnOmD+jAOPXJ2OOHTD8HFcn7n6Vy+Xw9/dHUtL/za9QqVRISkpCYGCgHiMjIqoZ5jciKlEnztQBwNSpUxEREYGOHTuic+fOWLFiBfLz86W7xYiIjBXzGxEBdaioGzFiBP7991/MmTMH2dnZaN++Pfbu3QsnJyet7kehUGDu3LmlLm0YA2OOHWD8+mTMsZsC5jfNMH79MebYAeOJXyZEHVwDgIiIiMjE1Ik5dURERESmjkUdERERkQlgUUdERERkAljUEREREZkAFnVatHr1anh6esLKygoBAQE4fvy4vkMqU0xMDDp16oR69erB0dERQ4YMwaVLl9TGPHz4ENHR0WjYsCFsbW0RFhZWanFTQ7B48WLIZDJMmTJFajP02P/55x+MHj0aDRs2hLW1Ndq0aYOTJ09K/UIIzJkzBy4uLrC2tkZQUBB+//13PUb8f4qLi/HBBx/Ay8sL1tbWaNasGRYuXKj2fYSGHD/VjDHkOFPKb4Dx5TjmNz2r4dcO0v9v8+bNQi6Xi/Xr14vz58+L119/XTg4OIicnBx9h1ZKSEiIiIuLE+fOnRPp6enixRdfFO7u7uL+/fvSmAkTJgg3NzeRlJQkTp48Kbp06SK6du2qx6hLO378uPD09BRt27YVb731ltRuyLHfunVLeHh4iFdffVUcO3ZMXL16Vezbt0/88ccf0pjFixcLe3t78f3334vTp0+LQYMGCS8vL/HgwQM9Rv7YokWLRMOGDUVCQoLIyMgQ27ZtE7a2tmLlypXSGEOOn6rPWHKcqeQ3IYwvxzG/6R+LOi3p3LmziI6Olp4XFxcLV1dXERMTo8eoNJObmysAiEOHDgkhhLhz546wtLQU27Ztk8b89ttvAoBITU3VV5hq7t27J1q0aCESExPFCy+8ICU8Q4995syZonv37uX2q1Qq4ezsLD755BOp7c6dO0KhUIhNmzbVRogVCg0NFePGjVNrGzZsmAgPDxdCGH78VH3GmuOMMb8JYZw5jvlN/3j5VQuKioqQlpaGoKAgqc3MzAxBQUFITU3VY2SauXv3LgCgQYMGAIC0tDQolUq14/Hx8YG7u7vBHE90dDRCQ0PVYgQMP/adO3eiY8eOeOmll+Do6Ag/Pz98/fXXUn9GRgays7PV4re3t0dAQIBBxN+1a1ckJSXh8uXLAIDTp0/j8OHD6N+/PwDDj5+qx5hznDHmN8A4cxzzm/7VmW+U0KUbN26guLi41OrtTk5OuHjxop6i0oxKpcKUKVPQrVs3tG7dGgCQnZ0NuVxe6gu+nZyckJ2drYco1W3evBm//vorTpw4UarP0GO/evUq1qxZg6lTp+K9997DiRMn8Oabb0IulyMiIkKKsazPkiHE/+677yIvLw8+Pj4wNzdHcXExFi1ahPDwcAAw+Pipeow1xxljfgOMN8cxv+kfi7o6Ljo6GufOncPhw4f1HYpGrl27hrfeeguJiYmwsrLSdzhVplKp0LFjR3z00UcAAD8/P5w7dw5r165FRESEnqOr3NatW7FhwwZs3LgRrVq1Qnp6OqZMmQJXV1ejiJ/qFmPLb4Bx5zjmN/3j5VctaNSoEczNzUvdfZSTkwNnZ2c9RVW5SZMmISEhAQcPHkTTpk2ldmdnZxQVFeHOnTtq4w3heNLS0pCbm4sOHTrAwsICFhYWOHToED777DNYWFjAycnJYGMHABcXF/j6+qq1tWzZEpmZmQAgxWion6Xp06fj3XffxciRI9GmTRuMGTMGb7/9NmJiYgAYfvxUPcaY44wxvwHGneOY3/SPRZ0WyOVy+Pv7IykpSWpTqVRISkpCYGCgHiMrmxACkyZNwo4dO3DgwAF4eXmp9fv7+8PS0lLteC5duoTMzEy9H0+fPn1w9uxZpKenS4+OHTsiPDxc+n9DjR0AunXrVmp5hcuXL8PDwwMA4OXlBWdnZ7X48/LycOzYMYOIv6CgAGZm6mnD3NwcKpUKgOHHT9VjTDnOmPMbYNw5jvnNAOj7Tg1TsXnzZqFQKER8fLy4cOGCGD9+vHBwcBDZ2dn6Dq2UiRMnCnt7e5GcnCyysrKkR0FBgTRmwoQJwt3dXRw4cECcPHlSBAYGisDAQD1GXb4n7wwTwrBjP378uLCwsBCLFi0Sv//+u9iwYYOwsbER3333nTRm8eLFwsHBQfzwww/izJkzYvDgwQZzy3xERIRo0qSJdMv/9u3bRaNGjcSMGTOkMYYcP1WfseQ4U8tvQhhPjmN+0z8WdVq0atUq4e7uLuRyuejcubM4evSovkMqE4AyH3FxcdKYBw8eiDfeeEPUr19f2NjYiKFDh4qsrCz9BV2BpxOeoce+a9cu0bp1a6FQKISPj4/46quv1PpVKpX44IMPhJOTk1AoFKJPnz7i0qVLeopWXV5ennjrrbeEu7u7sLKyEs8++6x4//33RWFhoTTGkOOnmjGGHGdq+U0I48pxzG/6JRPiiaWSiYiIiMgocU4dERERkQlgUUdERERkAljUEREREZkAFnVEREREJoBFHREREZEJYFFHREREZAJY1BERERGZABZ1ZLKSk5Mhk8lKfUciEZEpYI6jp7GoI6OXmpoKc3NzhIaGVjguPj4eDg4OtRMUEZGWMMeRpljUkdGLjY3F5MmTkZKSguvXr+t8f8XFxdIXPBMR6RpzHGmKRR0Ztfv372PLli2YOHEiQkNDER8fX+a45ORkREZG4u7du5DJZJDJZJg3bx4AoLCwEO+88w6aNGmCZ555BgEBAUhOTpZeW/LX786dO+Hr6wuFQoHMzEzdHxwR1XnMcVQVLOrIqG3duhU+Pj7w9vbG6NGjsX79epT1dcZdu3bFihUrYGdnh6ysLGRlZeGdd94BAEyaNAmpqanYvHkzzpw5g5deegn9+vXD77//Lr2+oKAAH3/8MdatW4fz58/D0dGx1o6RiOou5jiqCgt9B0BUE7GxsRg9ejQAoF+/frh79y4OHTqEnj17qo2Ty+Wwt7eHTCaDs7Oz1J6ZmYm4uDhkZmbC1dUVAPDOO+9g7969iIuLw0cffQQAUCqV+OKLL9CuXbvaOTAiIjDHUdWwqCOjdenSJRw/fhw7duwAAFhYWGDEiBGIjY0tlfDKc/bsWRQXF+O5555Tay8sLETDhg2l53K5HG3bttVa7ERElWGOo6piUUdGKzY2Fo8ePZL++gQAIQQUCgU+//xzjbZx//59mJubIy0tDebm5mp9tra20v9bW1tDJpNpJ3AiIg0wx1FVsagjo/To0SN8++23+PTTTxEcHKzWN2TIEGzatAk+Pj5q7XK5HMXFxWptfn5+KC4uRm5uLp5//nmdx01EpAnmOKoOFnVklBISEnD79m1ERUXB3t5erS8sLAyxsbH45JNP1No9PT1x//59JCUloV27drCxscFzzz2H8PBwjB07Fp9++in8/Pzw77//IikpCW3btq10XSgiIl1gjqPq4N2vZJRiY2MRFBRUKtkBjxPeyZMncebMGbX2rl27YsKECRgxYgQaN26MJUuWAADi4uIwduxYTJs2Dd7e3hgyZAhOnDgBd3f3WjkWIqKnMcdRdchEWfdGExEREZFR4Zk6IiIiIhPAoo6IiIjIBLCoIyIiIjIBLOqIiIiITACLOiIiIiITwKKOiIiIyASwqCMiIiIyASzqiIiIiEwAizoiIiIiE8CijoiIiMgEsKgjIiIiMgEs6oiIiIhMAIs6IiIiIhPAoo6IiIjIBLCoIyIiIjIBLOqIiIiITACLOiIiIiITwKKOiIiIyASwqCOjkpGRgUmTJuG5556DjY0NbGxs4Ovri+joaJw5c0Zt7OHDh9G/f380adIEVlZWcHd3x8CBA7Fx40YAwPbt2yGTybBu3bpy95eYmAiZTIbPPvsMMplMowcRkS6dPXsWw4cPh4eHB6ysrNCkSRP07dsXq1atksZ4enqq5aVnnnkGnTt3xrfffqvHyEnXZEIIoe8giDSRkJCAESNGwMLCAuHh4WjXrh3MzMxw8eJFbN++HX/99RcyMjLg4eGBbdu2YcSIEWjfvj1GjhyJ+vXrIyMjAykpKbC0tMTBgwdRWFgIJycndOjQAQcOHChzn5GRkfjvf/+Lf/75B4mJiWp9s2bNgq2tLd5//3219tGjR+vsZ0BEdduRI0fQq1cvuLu7IyIiAs7Ozrh27RqOHj2KK1eu4I8//gDwuKirX78+pk2bBgDIysrCunXrcPnyZXz11Vd4/fXX9XkYpCMs6sgoXLlyBe3atYO7uzuSkpLg4uKi1v/o0SN88cUXGDp0KNzc3NCqVSvIZDL8+uuvkMvlamNzc3Ph6OgIAHjttdcQFxeHa9euwdXVVW3cw4cP4ezsjMDAQPz444+lYmrdujUaNWqE5ORk7R4sEVE5QkNDceLECVy+fBkODg5qfU/mNk9PT7Ru3RoJCQlS/7///otnn30Wbm5uuHDhQm2GTbWEl1/JKCxZsgT5+fmIi4srVdABgIWFBd588024ubkBeFwEdurUqVRBB0BKesDjs2oqlQqbN28uNW737t24e/cuwsPDtXgkRETVd+XKFbRq1apUQQeo57ayNG7cGD4+Prhy5YqOoiN9Y1FHRiEhIQHNmzdHQECARuM9PDyQlJSEv//+u8JxPXr0QNOmTaV5dk/auHEjbGxsMGTIkOqETESkdR4eHkhLS8O5c+eq/NpHjx7h77//Rv369XUQGRkCFnVk8PLy8nD9+nW0bt26VN+dO3dw48YN6fHgwQMAwMyZM3Ht2jU0a9YMvXv3xpw5c3D48GGoVCq115uZmWHUqFFIS0vD5cuX1fa5Z88eDB48GLa2tro9QCIiDb3zzjsoKChA+/bt0bVrV8ycORP79++HUqksNVapVEq58dy5cxg3bhyys7MxfPhwPUROtUIQGbhr164JAGL06NGl+tq1aycASI9PPvlE6tu7d68IDg4WlpaWUv+zzz4rfvnlF7VtnD59WgAQc+fOldrWr18vAIiEhIRy42rVqpV44YUXanx8RERVcfz4cTF06FBhY2Mj5bbGjRuLH374QRrj4eGhlhtLHpGRkaKgoECP0ZMu8UwdGbx69eoBAO7fv1+q78svv0RiYiK+++67Un0hISHYt28f7ty5g5SUFERHR+Ovv/7CgAEDkJubK41r27YtWrdujU2bNkltGzduRKNGjRASEqKDIyIiqr5OnTph+/btuH37No4fP45Zs2bh3r17GD58uNoNEAEBAUhMTMTevXuxdOlSODg44Pbt22XONSbTwKKODJ69vT1cXFzKnEMSEBCAoKAgdOvWrdzX29jY4Pnnn8fnn3+O2bNn4/bt26XuZh09ejQuX76MkydPIjs7GwcPHsTLL78MCwsLrR8PEZE2yOVydOrUCR999BHWrFkDpVKJbdu2Sf2NGjVCUFAQQkJCMG3aNHz33Xf4/vvvsXLlSj1GTbrEoo6MQmhoKP744w8cP368Rtvp2LEjgMdrNj1p1KhRkMlk2LhxI7Zs2YLi4mLe9UpERqO83Pak0NBQvPDCC/joo4+Qn59fW6FRLWJRR0ZhxowZsLGxwbhx45CTk1OqXzy13GJSUlKZ29mzZw8AwNvbW63d3d0dzz//PLZs2YLvvvsOXl5e6Nq1q5aiJyLSjoMHD5bKd0D5ue1pM2fOxM2bN/H111/rJD7SL15bIqPQokULbNy4EaNGjYK3t7f0jRJCCGRkZGDjxo0wMzND06ZNAQCDBw+Gl5cXBg4ciGbNmiE/Px8//fQTdu3ahU6dOmHgwIGl9jF69GiMHz8e169fL/UtEUREhmDy5MkoKCjA0KFD4ePjg6KiIhw5cgRbtmyBp6cnIiMjK3x9//790bp1ayxbtgzR0dGwtLSspcipNvAbJcioXLlyBZ9++ikSExPx999/QyaTwcPDAz179sSECRPQrl07AMDmzZvxww8/4MSJE7h+/TqEEHj22WcxdOhQzJw5U7r54km3b9+Gi4sLCgsLceHCBbRs2bLCWPiNEkRU2/bu3Ytt27bhyJEj+Pvvv1FUVAR3d3f0798fs2fPrvAbJUp88803ePXVVxEXF4dXX321lo+AdIlFHREREZEJ4Jw6IiIiIhPAoo6IiIjIBLCoIyIiIjIBLOqIiIiITACLOiIiIiITwKKOiIiIyARw8WENqFQqXL9+HfXq1YNMJtN3OET0FCEE7t27B1dXV5iZ8W/VqmKOIzJsmuY4FnUauH79Otzc3PQdBhFV4tq1a9K3ipDmmOOIjENlOY5FnQZKvn3g2rVrsLOzq3CsUqnE/v37ERwcbHRfv2LMsQOMX5/0HXteXh7c3NzK/KYQqpymOU7f73NNMX79MebYAf3Hr2mOY1GngZLLEXZ2dhoVdTY2NrCzszO6D64xxw4wfn0ylNh56bB6NM1xhvI+Vxfj1x9jjh0wnPgry3GcfEJERERkAljUEREREZkAFnVEREREJoBFHREREZEJ4I0SRAbO893dWt/mn4tDtb5NIjIcusgbAHOHoeOZOiIiIiITwKKOiIiIyASwqCMiIiIyASzqiIiIiEwAizoiIiIiE8CijoiIiMgEsKgjIiIiMgEs6oiIiIhMAIs6IiIiIhNg8EVdSkoKBg4cCFdXV8hkMnz//fdq/a+++ipkMpnao1+/fmpjbt26hfDwcNjZ2cHBwQFRUVG4f/9+LR4FERERkW4Z/NeE5efno127dhg3bhyGDRtW5ph+/fohLi5Oeq5QKNT6w8PDkZWVhcTERCiVSkRGRmL8+PHYuHGjTmMnIiIyJdX9+jGFucCSzkDreftQWCxT6+NXj2mPwRd1/fv3R//+/Ssco1Ao4OzsXGbfb7/9hr179+LEiRPo2LEjAGDVqlV48cUXsXTpUri6umo9ZiIiIqLaZvBFnSaSk5Ph6OiI+vXro3fv3vjwww/RsGFDAEBqaiocHBykgg4AgoKCYGZmhmPHjmHo0KGltldYWIjCwkLpeV5eHgBAqVRCqVRWGEtJf2XjDJExxw6YbvwKc6GzfWl7e/4L9qJQJatkdNWcmxei8f6JiOoyoy/q+vXrh2HDhsHLywtXrlzBe++9h/79+yM1NRXm5ubIzs6Go6Oj2mssLCzQoEEDZGdnl7nNmJgYzJ8/v1T7/v37YWNjo1FciYmJVT8YA2HMsQOmF/+Sztrfx549e7S/UQALO6q0vk1NYi0oKND6fomIjI3RF3UjR46U/r9NmzZo27YtmjVrhuTkZPTp06da25w1axamTp0qPc/Ly4ObmxuCg4NhZ2dX4WuVSiUSExPRt29fWFpaVmv/+mLMsQOmG3/refu0vi9Nzn5VRUnsH5w008uZupKz6UREdZnRF3VPe/bZZ9GoUSP88ccf6NOnD5ydnZGbm6s25tGjR7h161a58/AUCkWpmy0AwNLSUuNioSpjDY0xxw6YXvxPTyrW1j50oVAl03q8msRqzO83UV1X3ZsvKlJXb74w+CVNqurvv//GzZs34eLiAgAIDAzEnTt3kJaWJo05cOAAVCoVAgIC9BUmEZm42lqO6cyZM3j++edhZWUFNzc3LFmyRNeHRkQGyuCLuvv37yM9PR3p6ekAgIyMDKSnpyMzMxP379/H9OnTcfToUfz5559ISkrC4MGD0bx5c4SEPL5k07JlS/Tr1w+vv/46jh8/jl9++QWTJk3CyJEjeecrEelMyXJMq1evLndMv379kJWVJT02bdqk1h8eHo7z588jMTERCQkJSElJwfjx46X+vLw8BAcHw8PDA2lpafjkk08wb948fPXVVzo7LiIyXAZ/+fXkyZPo1auX9LxkrltERATWrFmDM2fO4JtvvsGdO3fg6uqK4OBgLFy4UO3y6YYNGzBp0iT06dMHZmZmCAsLw2effVbrx0JEdUdtLMe0YcMGFBUVYf369ZDL5WjVqhXS09OxbNkyteKPiOoGgy/qevbsCSHKX9Jh377KJ5E3aNCACw0TkcGp6XJMqamp6NGjB+RyuTQmJCQEH3/8MW7fvo369euXud/qLttkqssGGYuqxK+LpZBqQmEm1P6ra7patklfnx1N92vwRR0RkSnSxnJM2dnZ8PLyUhvj5OQk9ZVX1NV02SZTWzbI2GgSvy6WQtIGXSx7VBZdLdukr8+Opss2sagj0qKa3MVV0dfokOnRxXJMmqrusk2mumyQsahK/LpYCqkmFGYCCzuqdLLsUVl0tWyTvj47mi7bxKKOqA7S9hICJQUpVV91lmNydnZGTk6O2piS5+XN1QNqvmyTqS0bZGw0id9Q/zDUxbJHZdHV+6uvz46m+zT4u1+JiOqC6izHFBgYiJSUFLX5NomJifD29i730isRmS4WdUREOlAbyzG98sorkMvliIqKwvnz57FlyxasXLlS7dIqEdUdLOqIiHTg5MmT8PPzg5+fH4DHyzH5+flhzpw5MDc3x5kzZzBo0CA899xziIqKgr+/P37++edSyzH5+PigT58+ePHFF9G9e3e1Nejs7e2xf/9+ZGRkwN/fH9OmTcOcOXO4nAlRHcU5dUREOlBbyzG1bdsWP//8c5XjIyLTwzN1RERERCaARR0RERGRCWBRR0RERGQCWNQRERERmQAWdUREREQmgEUdERERkQlgUUdERERkAljUEREREZkAFnVEREREJoBFHREREZEJYFFHREREZAJY1BERERGZAAttbWjq1Kkaj122bJm2dktUbZ7v7tZ3CGQAmLuIyFRorag7deqURuNkMpm2dklEVGPMXURkKrRW1B08eFBbmyIiqjXMXURkKjinjoiIiMgEaO1M3ZPy8/OxePFiJCUlITc3FyqVSq3/6tWrutgtEVGNMHcRkTHTSVH32muv4dChQxgzZgxcXFw4F4WIjAJzFxEZM50UdT/++CN2796Nbt266WLzREQ6wdxFRMZMJ3Pq6tevjwYNGuhi00REOsPcRUTGTCdF3cKFCzFnzhwUFBTUeFspKSkYOHAgXF1dIZPJ8P3336v1CyEwZ84cuLi4wNraGkFBQfj999/Vxty6dQvh4eGws7ODg4MDoqKicP/+/RrHRkSmRZu5i4iotmnt8qufn5/a/JM//vgDTk5O8PT0hKWlpdrYX3/9VePt5ufno127dhg3bhyGDRtWqn/JkiX47LPP8M0338DLywsffPABQkJCcOHCBVhZWQEAwsPDkZWVhcTERCiVSkRGRmL8+PHYuHFjNY+WiEyFrnIXEVFt01pRN2TIEG1tSk3//v3Rv3//MvuEEFixYgVmz56NwYMHAwC+/fZbODk54fvvv8fIkSPx22+/Ye/evThx4gQ6duwIAFi1ahVefPFFLF26FK6urjqJm4iMg65yFxFRbdNaUTd37lxtbUpjGRkZyM7ORlBQkNRmb2+PgIAApKamYuTIkUhNTYWDg4NU0AFAUFAQzMzMcOzYMQwdOrTUdgsLC1FYWCg9z8vLAwAolUoolcoKYyrpr2ycITLm2IGqx68wF7oMp8oUZkLtv8ZEl7Fr8n7W5DOrj9xFRKQLOrn7tbZkZ2cDAJycnNTanZycpL7s7Gw4Ojqq9VtYWKBBgwbSmKfFxMRg/vz5pdr3798PGxsbjWJLTEzUaJwhMubYAc3jX9JZx4FU08KOqsoHGShdxL5nz55KxxjiHLiUlBR88sknSEtLQ1ZWFnbs2KF2VlAIgblz5+Lrr7/GnTt30K1bN6xZswYtWrSQxty6dQuTJ0/Grl27YGZmhrCwMKxcuRK2trbSmDNnziA6OhonTpxA48aNMXnyZMyYMaM2D5WIDIROirri4mIsX74cW7duRWZmJoqKitT6b926pYvdas2sWbPUvuQ7Ly8Pbm5uCA4Ohp2dXYWvVSqVSExMRN++fUvNxzF0xhw7UPX4W8/bVwtRaU5hJrCwowofnDRDocq41kfTZezn5oVUOqbkbHpNaTN31cZ84Ly8PAQHByMoKAhr167F2bNnMW7cODg4OGD8+PE1+EkQkTHSSVE3f/58rFu3DtOmTcPs2bPx/vvv488//8T333+POXPmaG0/zs7OAICcnBy4uLhI7Tk5OWjfvr00Jjc3V+11jx49wq1bt6TXP02hUEChUJRqt7S01LjYqcpYQ2PMsQOax19YbJiFU6FKZrCxVUYXsWvyXmrr86rN3FUb84E3bNiAoqIirF+/HnK5HK1atUJ6ejqWLVvGoo6oDtJJUbdhwwZ8/fXXCA0Nxbx58zBq1Cg0a9YMbdu2xdGjR/Hmm29qZT9eXl5wdnZGUlKSVMTl5eXh2LFjmDhxIgAgMDAQd+7cQVpaGvz9/QEABw4cgEqlQkBAgFbiICLTUFu5S1vzgVNTU9GjRw/I5XJpTEhICD7++GPcvn0b9evXL3P/1Z03XNfm3RqaqsRf1+cMa/s91vdnR9P96qSoy87ORps2bQAAtra2uHv3LgBgwIAB+OCDD6q0rfv37+OPP/6QnmdkZCA9PR0NGjSAu7s7pkyZgg8//BAtWrSQLmG4urpKc1datmyJfv364fXXX8fatWuhVCoxadIkjBw5kne+EpEabeauyvYD1Hw+cHZ2Nry8vEpto6SvvKKupvOG68q8W0OlSfx1fc6wJnNxq0Nfnx1N5w3rpKhr2rQpsrKy4O7ujmbNmmH//v3o0KEDTpw4UeZlzYqcPHkSvXr1kp6XzHWLiIhAfHw8ZsyYgfz8fIwfPx537txB9+7dsXfvXmlOCvD4r+9JkyahT58+0mTjzz77TDsHS0QmQ5u5y5BVd95wXZt3W1s0nd/Lebea02QublXo+7Oj6bxhnRR1Q4cORVJSEgICAjB58mSMHj0asbGxyMzMxNtvv12lbfXs2RNClH+6ViaTYcGCBViwYEG5Yxo0aMCFhomoUtrMXRXR1nxgZ2dn5OTkqI0peV7enGGg5vOG68q829pS1XmonHdbOV29v/r67Gi6T50UdYsXL5b+f8SIEfDw8MCRI0fQokULDBw4UBe7JBPn+e7uSscozAWWdH78V6+xJjzSr9rKXdqaDxwYGIj3338fSqVSSvqJiYnw9vYu99IrEZmuWlmnrkuXLujSpUtt7IqISGtqkrtqYz7wK6+8gvnz5yMqKgozZ87EuXPnsHLlSixfvrzGx05ExsdMFxs1NzdHr169Sq3plJOTA3Nzc13skoioxrSZu06ePAk/Pz/4+fkBeDwf2M/PT1oaZcaMGZg8eTLGjx+PTp064f79+2XOB/bx8UGfPn3w4osvonv37vjqq6+kfnt7e+zfvx8ZGRnw9/fHtGnTMGfOHC5nQlRH6eRMnRAChYWF6NixI3bt2oVWrVqp9RERGSJt5q7amg/ctm1b/Pzzz1WKjYhMk07O1MlkMvzvf//DwIEDERgYiB9++EGtj4jIEDF3EZEx00lRJ4SAubk5Vq5ciaVLl2LEiBH48MMPeZaOiAwacxcRGTOd3ygxfvx4tGjRAi+99BJSUlJ0vTsiIq1g7qKyaHInPpG+6ORMnYeHh9qk4l69euHo0aO4du2aLnZHRKQVzF1EZMx0cqYuIyOjVFvz5s1x6tSpUgtlEhEZCuYuIjJmOr38WlRUhNzcXKhU//ddb5xsTESGjrmLiIyRToq6y5cvIyoqCkeOHFFrF0JAJpOhuLhYF7slIqoR5i4iMmY6KeoiIyNhYWGBhIQEuLi48C9cIjIKzF1EZMx0UtSlp6cjLS0NPj4+utg8EZFOMHcRkTHTSVHn6+uLGzdu6GLTREQ6w9xFZBq0vfSMwlxgSWetblIndLKkyccff4wZM2YgOTkZN2/eRF5entqDiMgQMXcRkTHTyZm6oKAgAECfPn3U2jnZmIgMGXMXERkznRR1Bw8eLLfv7NmzutglEVGNMXcRkTHTSVH3wgsvqD2/d+8eNm3ahHXr1iEtLQ2TJk3SxW6JiGqEuYuIjJlO5tSVSElJQUREBFxcXLB06VL07t0bR48e1eUuiYhqjLmLiIyR1s/UZWdnIz4+HrGxscjLy8PLL7+MwsJCfP/99/D19dX27oiItIK5i4iMnVbP1A0cOBDe3t44c+YMVqxYgevXr2PVqlXa3AURkdYxdxGRKdDqmboff/wRb775JiZOnIgWLVpoc9NERDrD3EVEpkCrZ+oOHz6Me/fuwd/fHwEBAfj888+5kCcRGTzmLiIyBVot6rp06YKvv/4aWVlZ+M9//oPNmzfD1dUVKpUKiYmJuHfvnjZ3R0SkFcxdRGQKdHL36zPPPINx48bh8OHDOHv2LKZNm4bFixfD0dERgwYN0sUuiYhqjLmLiIyZTpc0AQBvb28sWbIEf//9NzZt2qTr3RERaQVzFxEZG50sPlwWc3NzDBkyBEOGDKmtXZIeaPtLlIn0jbnLeD2dj0q+lL31vH0oLJbpKSoi3am1ok5X5s2bh/nz56u1eXt74+LFiwCAhw8fYtq0adi8eTMKCwsREhKCL774Ak5OTvoIl4jI6OmiKPpzcahWt0dUF+n88mttaNWqFbKysqTH4cOHpb63334bu3btwrZt23Do0CFcv34dw4YN02O0RERERNpnEkWdhYUFnJ2dpUejRo0AAHfv3kVsbCyWLVuG3r17w9/fH3FxcThy5Ai/8oeI9G7evHmQyWRqDx8fH6n/4cOHiI6ORsOGDWFra4uwsDDk5OSobSMzMxOhoaGwsbGBo6Mjpk+fjkePHtX2oRCRATD6y68A8Pvvv8PV1RVWVlYIDAxETEwM3N3dkZaWBqVSiaCgIGmsj48P3N3dkZqaii5dupS5vcLCQhQWFkrP8/LyAABKpRJKpbLCWEr6KxtniLQRu8JcaCucqu/bTKj919gYc/y6jF2Tz6Mx/r6VaNWqFX766SfpuYXF/6Xlt99+G7t378a2bdtgb2+PSZMmYdiwYfjll18AAMXFxQgNDYWzszOOHDmCrKwsjB07FpaWlvjoo49q/ViISL+MvqgLCAhAfHw8vL29kZWVhfnz5+P555/HuXPnkJ2dDblcDgcHB7XXODk5ITs7u9xtxsTElJqnBwD79++HjY2NRnElJiZW6TgMSU1iX9JZi4FU08KOKn2HUCPGHL8uYt+zZ0+lYwoKCrS+39pScqXhaSVXGjZu3IjevXsDAOLi4tCyZUscPXoUXbp0wf79+3HhwgX89NNPcHJyQvv27bFw4ULMnDkT8+bNg1wur+3DISI9Mvqirn///tL/t23bFgEBAfDw8MDWrVthbW1drW3OmjULU6dOlZ7n5eXBzc0NwcHBsLOzq/C1SqUSiYmJ6Nu3LywtLau1f33RRuyt5+3TclSaU5gJLOyowgcnzVCoMr4724w5fl3Gfm5eSKVjSs6mG6OaXGlITU1FmzZt1G78CgkJwcSJE3H+/Hn4+fmVuc/qXo0o6dPXGdmqevrKgTGfDQeMO35jjh34v7j1dVVA0/0afVH3NAcHBzz33HP4448/0LdvXxQVFeHOnTtqZ+tycnLK/Mu4hEKhgEKhKNVuaWmpcbFTlbGGpiaxG8IyAYUqmUHEUV3GHL8uYtfks2isv2s1vdKQnZ1d6k7+kue6vBqhrzOyVVXelQNjPhsOGHf8xhw7oL+rcJpejTC5ou7+/fu4cuUKxowZA39/f1haWiIpKQlhYWEAgEuXLiEzMxOBgYF6jpSI6jpdXGnQRHWvRpSczdfXGdmqevrKgTGfDQeMO35jjh34v/j1dRVO06sRRl/UvfPOOxg4cCA8PDxw/fp1zJ07F+bm5hg1ahTs7e0RFRWFqVOnokGDBrCzs8PkyZMRGBhY7k0SRET6UtUrDc7Ozjh+/LjaNkrujtXl1Qh9nZGtqvJiNOaz4YBxx2/MsQP6uwqn6T6Nvqj7+++/MWrUKNy8eRONGzdG9+7dcfToUTRu3BgAsHz5cpiZmSEsLExt8WEiIkNT1SsNgYGBWLRoEXJzc+Ho6Ajg8eUhOzs7+Pr66u04iEyVthfe1vai20Zf1G3evLnCfisrK6xevRqrV6+upYiIiDRT0ysNwcHB8PX1xZgxY7BkyRJkZ2dj9uzZiI6OLvNMHBGZNqMv6oiIjFVNrzSYm5sjISEBEydORGBgIJ555hlERERgwYIF+jokItIjFnVERHqijSsNHh4eOrlzlIiMD4s6IiLSO893d+s7BCKjZxLf/UpERERU17GoIyIiIjIBLOqIiIiITACLOiIiIiITwBsl6rCnJyYrzAWWdNb+4opERESkezxTR0RERGQCWNQRERERmQAWdUREREQmgEUdERERkQlgUUdERERkAljUEREREZkAFnVEREREJoBFHREREZEJYFFHREREZAJY1BERERGZABZ1RERERCaA3/2qI/z+VCIiIqpNPFNHREREZAJY1BERERGZABZ1RERERCaARR0RERGRCWBRR0RERGQCWNQRERERmQAWdUREREQmoE4VdatXr4anpyesrKwQEBCA48eP6zskIiKtYH4jojpT1G3ZsgVTp07F3Llz8euvv6Jdu3YICQlBbm6uvkMjIqoR5jciAupQUbds2TK8/vrriIyMhK+vL9auXQsbGxusX79e36EREdUI8xsRAXXka8KKioqQlpaGWbNmSW1mZmYICgpCampqqfGFhYUoLCyUnt+9excAcOvWLSiVygr3pVQqUVBQAAulGYpVxvU1YRYqgYIClVHGDjB+fdJl7Ddv3qx0zL179wAAQgit7tsYVDW/AdXPccac3wDj/h0DjDt+Y44d0F38muQ3QPMcVyeKuhs3bqC4uBhOTk5q7U5OTrh48WKp8TExMZg/f36pdi8vL53FaChe0XcANcT49UdXsTf6VPOx9+7dg729vY4iMUxVzW8Ac5wxM+b4jTl2QDfxVyW/AZXnuDpR1FXVrFmzMHXqVOm5SqXCrVu30LBhQ8hkFVfoeXl5cHNzw7Vr12BnZ6frULXKmGMHGL8+6Tt2IQTu3bsHV1fXWt+3MapujtP3+1xTjF9/jDl2QP/xa5rj6kRR16hRI5ibmyMnJ0etPScnB87OzqXGKxQKKBQKtTYHB4cq7dPOzs4oP7iAcccOMH590mfsde0MXYmq5jeg5jnOmD+jAOPXJ2OOHTD8HFcnbpSQy+Xw9/dHUlKS1KZSqZCUlITAwEA9RkZEVDPMb0RUok6cqQOAqVOnIiIiAh07dkTnzp2xYsUK5OfnIzIyUt+hERHVCPMbEQF1qKgbMWIE/v33X8yZMwfZ2dlo37499u7dW2pycU0pFArMnTu31KUNY2DMsQOMX5+MOXZTwPymGcavP8YcO2A88ctEXVwDgIiIiMjE1Ik5dURERESmjkUdERERkQlgUUdERERkAljUEREREZkAFnVatHr1anh6esLKygoBAQE4fvy4vkMqU0xMDDp16oR69erB0dERQ4YMwaVLl9TGPHz4ENHR0WjYsCFsbW0RFhZWanFTQ7B48WLIZDJMmTJFajP02P/55x+MHj0aDRs2hLW1Ndq0aYOTJ09K/UIIzJkzBy4uLrC2tkZQUBB+//13PUb8f4qLi/HBBx/Ay8sL1tbWaNasGRYuXKj2fYSGHD/VjDHkOFPKb4Dx5TjmNz0TpBWbN28WcrlcrF+/Xpw/f168/vrrwsHBQeTk5Og7tFJCQkJEXFycOHfunEhPTxcvvviicHd3F/fv35fGTJgwQbi5uYmkpCRx8uRJ0aVLF9G1a1c9Rl3a8ePHhaenp2jbtq146623pHZDjv3WrVvCw8NDvPrqq+LYsWPi6tWrYt++feKPP/6QxixevFjY29uL77//Xpw+fVoMGjRIeHl5iQcPHugx8scWLVokGjZsKBISEkRGRobYtm2bsLW1FStXrpTGGHL8VH3GkuNMJb8JYXw5jvlN/1jUaUnnzp1FdHS09Ly4uFi4urqKmJgYPUalmdzcXAFAHDp0SAghxJ07d4SlpaXYtm2bNOa3334TAERqaqq+wlRz79490aJFC5GYmCheeOEFKeEZeuwzZ84U3bt3L7dfpVIJZ2dn8cknn0htd+7cEQqFQmzatKk2QqxQaGioGDdunFrbsGHDRHh4uBDC8OOn6jPWHGeM+U0I48xxzG/6x8uvWlBUVIS0tDQEBQVJbWZmZggKCkJqaqoeI9PM3bt3AQANGjQAAKSlpUGpVKodj4+PD9zd3Q3meKKjoxEaGqoWI2D4se/cuRMdO3bESy+9BEdHR/j5+eHrr7+W+jMyMpCdna0Wv729PQICAgwi/q5duyIpKQmXL18GAJw+fRqHDx9G//79ARh+/FQ9xpzjjDG/AcaZ45jf9K/OfKOELt24cQPFxcWlVm93cnLCxYsX9RSVZlQqFaZMmYJu3bqhdevWAIDs7GzI5fJSX/Dt5OSE7OxsPUSpbvPmzfj1119x4sSJUn2GHvvVq1exZs0aTJ06Fe+99x5OnDiBN998E3K5HBEREVKMZX2WDCH+d999F3l5efDx8YG5uTmKi4uxaNEihIeHA4DBx0/VY6w5zhjzG2C8OY75Tf9Y1NVx0dHROHfuHA4fPqzvUDRy7do1vPXWW0hMTISVlZW+w6kylUqFjh074qOPPgIA+Pn54dy5c1i7di0iIiL0HF3ltm7dig0bNmDjxo1o1aoV0tPTMWXKFLi6uhpF/FS3GFt+A4w7xzG/6R8vv2pBo0aNYG5uXuruo5ycHDg7O+spqspNmjQJCQkJOHjwIJo2bSq1Ozs7o6ioCHfu3FEbbwjHk5aWhtzcXHTo0AEWFhawsLDAoUOH8Nlnn8HCwgJOTk4GGzsAuLi4wNfXV62tZcuWyMzMBAApRkP9LE2fPh3vvvsuRo4ciTZt2mDMmDF4++23ERMTA8Dw46fqMcYcZ4z5DTDuHMf8pn8s6rRALpfD398fSUlJUptKpUJSUhICAwP1GFnZhBCYNGkSduzYgQMHDsDLy0ut39/fH5aWlmrHc+nSJWRmZur9ePr06YOzZ88iPT1denTs2BHh4eHS/xtq7ADQrVu3UssrXL58GR4eHgAALy8vODs7q8Wfl5eHY8eOGUT8BQUFMDNTTxvm5uZQqVQADD9+qh5jynHGnN8A485xzG8GQN93apiKzZs3C4VCIeLj48WFCxfE+PHjhYODg8jOztZ3aKVMnDhR2Nvbi+TkZJGVlSU9CgoKpDETJkwQ7u7u4sCBA+LkyZMiMDBQBAYG6jHq8j15Z5gQhh378ePHhYWFhVi0aJH4/fffxYYNG4SNjY347rvvpDGLFy8WDg4O4ocffhBnzpwRgwcPNphb5iMiIkSTJk2kW/63b98uGjVqJGbMmCGNMeT4qfqMJceZWn4TwnhyHPOb/rGo06JVq1YJd3d3IZfLRefOncXRo0f1HVKZAJT5iIuLk8Y8ePBAvPHGG6J+/frCxsZGDB06VGRlZekv6Ao8nfAMPfZdu3aJ1q1bC4VCIXx8fMRXX32l1q9SqcQHH3wgnJychEKhEH369BGXLl3SU7Tq8vLyxFtvvSXc3d2FlZWVePbZZ8X7778vCgsLpTGGHD/VjDHkOFPLb0IYV45jftMvmRBPLJVMREREREaJc+qIiIiITACLOiIiIiITwKKOiIiIyASwqCMiIiIyASzqiIiIiEwAizoiIiIiE8CijoiIiMgEsKgjk5WcnAyZTFbqOxKJiEwBcxw9jUUdGb3U1FSYm5sjNDS0wnHx8fFwcHConaCIiLSEOY40xaKOjF5sbCwmT56MlJQUXL9+Xef7Ky4ulr7gmYhI15jjSFMs6sio3b9/H1u2bMHEiRMRGhqK+Pj4MsclJycjMjISd+/ehUwmg0wmw7x58wAAhYWFeOedd9CkSRM888wzCAgIQHJysvTakr9+d+7cCV9fXygUCmRmZur+4IiozmOOo6pgUUdGbevWrfDx8YG3tzdGjx6N9evXo6yvM+7atStWrFgBOzs7ZGVlISsrC++88w4AYNKkSUhNTcXmzZtx5swZvPTSS+jXrx9+//136fUFBQX4+OOPsW7dOpw/fx6Ojo61doxEVHcxx1FVWOg7AKKaiI2NxejRowEA/fr1w927d3Ho0CH07NlTbZxcLoe9vT1kMhmcnZ2l9szMTMTFxSEzMxOurq4AgHfeeQd79+5FXFwcPvroIwCAUqnEF198gXbt2tXOgRERgTmOqoZFHRmtS5cu4fjx49ixYwcAwMLCAiNGjEBsbGyphFees2fPori4GM8995xae2FhIRo2bCg9l8vlaNu2rdZiJyKqDHMcVRWLOjJasbGxePTokfTXJwAIIaBQKPD5559rtI379+/D3NwcaWlpMDc3V+uztbWV/t/a2hoymUw7gRMRaYA5jqqKRR0ZpUePHuHbb7/Fp59+iuDgYLW+IUOGYNOmTfDx8VFrl8vlKC4uVmvz8/NDcXExcnNz8fzzz+s8biIiTTDHUXWwqCOjlJCQgNu3byMqKgr29vZqfWFhYYiNjcUnn3yi1u7p6Yn79+8jKSkJ7dq1g42NDZ577jmEh4dj7Nix+PTTT+Hn54d///0XSUlJaNu2baXrQhER6QJzHFUH734loxQbG4ugoKBSyQ54nPBOnjyJM2fOqLV37doVEyZMwIgRI9C4cWMsWbIEABAXF4exY8di2rRp8Pb2xpAhQ3DixAm4u7vXyrEQET2NOY6qQybKujeaiIiIiIwKz9QRERERmQAWdUREREQmgEUdERERkQlgUUdERERkAljUEREREZkAFnVEREREJoBFHREREZEJYFFHREREZAJY1BERERGZABZ1RERERCaARR0RERGRCWBRR0RERGQC/j88DnyNp4b2+gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4 subplots for each diagnosis a histrgramm for the age\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "fig.suptitle('Histogramm der Altersverteilung', fontsize=16)\n",
    "for i, cat_name in enumerate(categories_dict.keys()):\n",
    "    ax = axs[i // 2, i % 2]\n",
    "    df_dgc[df_dgc['diag'] == cat_name]['age'].hist(ax=ax)\n",
    "    ax.set_title(cat_name)\n",
    "    ax.set_xlabel('Alter')\n",
    "    ax.set_ylabel('Anzahl')\n",
    "    # add some space between the subplots\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histogram of the age distribution. Breakdown of grouped diagnoses by age group and absolute incidence of diagnoses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a barplot for each category with the age grpuoped besides each other\n",
    "fig, ax = plt.subplots()\n",
    "sns.countplot(data=df_dgc_bineary, x='diag', hue='gender', ax=ax)\n",
    "plt.title('Anzahl der Diagnosen nach Geschlecht')\n",
    "plt.xlabel('Diagnose')\n",
    "plt.ylabel('Anzahl')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Barplot to visualize the distribution of diagnoses by gender. Where blue is female and orange is male."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# barplot how many diagnosis are in each age group\n",
    "fig, ax = plt.subplots()\n",
    "sns.countplot(data=df_dgc, x='age_group', hue='diag', ax=ax)\n",
    "plt.title('Anzahl der Diagnosen nach Altersgruppen')\n",
    "plt.xlabel('Altersgruppe')\n",
    "plt.ylabel('Anzahl')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Barplot to show the distribution of diagnoses based on the age groupings. The difference in the incidence of the various diseases can be clearly seen here."
   ]
  }
 ],
 "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": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}