240 lines
178 KiB
Plaintext
240 lines
178 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import seaborn as sns\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import pickle\n",
|
|
"import wfdb"
|
|
]
|
|
},
|
|
{
|
|
"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",
|
|
"\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, 20, 40, 60, 80, 100]\n",
|
|
"df_dgc['age_group'] = pd.cut(df_dgc['age'], bins=age_categories)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAAHHCAYAAADqJrG+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABqhklEQVR4nO3dd1hT59sH8G9YYS/ZDnCiKC6KFrUVFEVwjzpb0Vq1Ko46WrF1YLWI1lHFVWdrW0fr3tta96oTN7gFRRFQEYQ87x++5GcEaoIJJ8Tv57rOpXnOyXPuhIw7zzoyIYQAERERUSEYSR0AERERFV9MJIiIiKjQmEgQERFRoTGRICIiokJjIkFERESFxkSCiIiICo2JBBERERUaEwkiIiIqNCYSREREVGhMJDTk5eWFHj16aLXOHj16wMvLS6t1GiJdPPfFlUwmw7hx46QOg/Tcvn37IJPJsG/fPq3XPW7cOMhkMq3XS8WP5InE0qVLIZPJcOLECZXy1NRU1KlTB+bm5ti2bZtE0WnPvXv3MG7cOJw+fVrqUCQXFxeHcePG4caNG1KHopfmzJkDmUyGunXrqn2fQ4cOYdy4cXjy5InuAiODlfs5nLuZm5vDw8MDISEhmDlzJtLT06UOkfSY5IlEftLS0tC0aVOcPXsWa9euRbNmzaQO6Z3du3cPUVFR+SYSCxYswOXLl4s+KInExcUhKipK40Ti8uXLWLBggW6C0iO///47vLy8cOzYMVy7dk2t+xw6dAhRUVFMJOidjB8/HsuWLcPcuXMxcOBAAMCQIUPg6+uLs2fPqhz73XffISMjQ4owSc/oXSKRnp6OkJAQnD59GqtXr0ZoaOg71/ns2bMC9z1//vyd639XpqamkMvlUoehl4QQyg8ruVwOU1NTiSPSrYSEBBw6dAjTpk2Ds7Mzfv/9d0njKar3x3+9R6nohIaG4tNPP0XPnj0RGRmJ7du3Y9euXXjw4AFatWqlkjiYmJjA3NxcwmhJX+hVIvH06VM0a9YMp06dwurVq9G8eXOV/f/++y9CQ0Nha2sLa2trNG7cGEeOHFE5JreJ7u+//0b//v3h4uKCUqVKAQACAwNRrVo1nDx5Eh9//DEsLS0xatQoAEBmZibGjh2LChUqQC6Xo3Tp0vj666+RmZn5nzE/fvwYw4cPh6+vL6ytrWFra4vQ0FCcOXNGecy+ffvg7+8PAOjZs6ey+XDp0qUA8h8j8ezZMwwbNgylS5eGXC6Ht7c3fvzxR7x5sVaZTIaIiAisW7cO1apVg1wuR9WqVfN0B6Wnp2PIkCHw8vKCXC6Hi4sLmjRpglOnTimPyX1+zp49i4YNG8LS0hIVKlTAX3/9BQD4+++/UbduXVhYWMDb2xu7du1SOcfNmzfRv39/eHt7w8LCAiVKlMAnn3yi0vKwdOlSfPLJJwCAoKAg5XOR24fr5eWFFi1aYPv27fjggw9gYWGB+fPnK/fljpEQQiAoKAjOzs548OCBsv6srCz4+vqifPnyBX45JSUlwcTEBFFRUXn2Xb58GTKZDLGxscqy+Ph4fPLJJ3B0dISlpSU+/PBDbN68WeV+uX3Rq1atwsSJE1GqVCmYm5ujcePGarcqAK9aIxwcHNC8eXN06NBBrURi3LhxGDFiBACgbNmyyuf09ef9t99+g5+fHywsLODo6IjOnTvj9u3bKvX81/vjxIkTCAkJgZOTEywsLFC2bFl8/vnnKvd/9OgRPvvsM9ja2sLe3h7h4eE4c+aMymsdePV6t7a2xvXr1xEWFgYbGxt069YNQMHjYAIDAxEYGKi8nft8r1y5EqNGjYKbmxusrKzQqlWr/3xc9erVU8Y/b968POdR93NA3fddfnI/o95skctvPENu7HFxcQgKCoKlpSVKliyJyZMn56n3zp07aNOmDaysrODi4oKvvvrqrZ9f6mjUqBFGjx6Nmzdv4rffflOW5zdGYsmSJWjUqBFcXFwgl8vh4+ODuXPn5qlToVBg3Lhx8PDwgKWlJYKCghAXF5fn75/7XB08eBBDhw6Fs7MzrKys0LZtWzx8+DBPvXPmzEHVqlUhl8vh4eGBAQMG5Gmlu3r1Ktq3bw83NzeYm5ujVKlS6Ny5M1JTU1WO0+Q9o87fx6AJiS1ZskQAEPv27RMNGjQQpqamYv369XmOO3/+vLCyshLu7u7i+++/F5MmTRJly5YVcrlcHDlyJE99Pj4+omHDhmLWrFli0qRJQgghGjZsKNzc3ISzs7MYOHCgmD9/vli3bp3IyckRTZs2FZaWlmLIkCFi/vz5IiIiQpiYmIjWrVurxOHp6SnCw8OVt48fPy7Kly8vRo4cKebPny/Gjx8vSpYsKezs7MTdu3eFEEIkJiaK8ePHCwCiT58+YtmyZWLZsmXi+vXrQgghwsPDhaenp7JOhUIhGjVqJGQymfjiiy9EbGysaNmypQAghgwZohIPAFGjRg3l8zJjxgxRrlw5YWlpKZKTk5XHde3aVZiZmYmhQ4eKhQsXipiYGNGyZUvx22+/KY9p2LCh8PDwEKVLlxYjRowQs2bNEj4+PsLY2FisWLFCuLm5iXHjxokZM2YoH2NaWpry/n/++aeoUaOGGDNmjPj555/FqFGjhIODg/D09BTPnj0TQghx/fp1MWjQIAFAjBo1SvlcJCYmKp/fChUqCAcHBzFy5Egxb948sXfv3nyf+/j4eGFtbS3atm2rLBs5cqSQyWTi77//zvMael2jRo2Ej49PnvKoqChhbGysjCcxMVG4uroKGxsb8e2334pp06aJGjVqCCMjI7FmzRrl/fbu3SsAiFq1agk/Pz8xffp0MW7cOGFpaSnq1Knzn7G8rnLlyqJXr15CCCH2798vAIhjx47lOQ6AGDt2rBBCiDNnzoguXboIAGL69OnK5/Tp06dCCCEmTJggZDKZ6NSpk5gzZ46IiooSTk5OwsvLS6SkpCjrLOj9kZSUJBwcHESlSpXElClTxIIFC8S3334rqlSporxvTk6OCAgIEMbGxiIiIkLExsaKJk2aiBo1aggAYsmSJcpjw8PDhVwuF+XLlxfh4eFi3rx54tdffxVC5P0bvx5bw4YN8zzfvr6+onr16mLatGli5MiRwtzcXFSqVEk8f/5c5b4eHh7CxcVFREREiJkzZ4oGDRoIAGLRokUqj0HdzwF133f5yf2MSkhIUCnPfUy5r/fXYy9durQYPHiwmDNnjmjUqJEAILZs2aI87vnz56JSpUrC3NxcfP3112LGjBnCz89PVK9ePU+d/xXT8ePH891/+/ZtAUB06NBBWTZ27Fjx5leIv7+/6NGjh5g+fbqYNWuWaNq0qQAgYmNjVY77+uuvBQDRsmVLERsbK3r37i1KlSolnJycVP7+uXHVqlVLNGrUSMyaNUsMGzZMGBsbi44dO6rUmRtPcHCwmDVrloiIiBDGxsbC399fZGVlCSGEyMzMFGXLlhUeHh5iwoQJYuHChSIqKkr4+/uLGzduKOvS5D2jzt/H0OlNIuHp6SlMTU3FunXr8j2uTZs2wszMTPnlK4QQ9+7dEzY2NuLjjz/OU1+DBg1Edna2Sh0NGzYUAMS8efNUypctWyaMjIzEP//8o1I+b948AUAcPHhQWfbmB92LFy9ETk6Oyv0SEhKEXC4X48ePV5YdP348zwdqrjcTiXXr1gkAYsKECSrHdejQQchkMnHt2jVlGQBhZmamUnbmzBkBQMyaNUtZZmdnJwYMGJDn3K/LfX7++OMPZdmlS5cEAGFkZKSSsG3fvj3P43n9wzvX4cOHBQDlF4UQrxKOgj7cPD09BQCxbdu2fPe9+SUzf/58AUD89ttv4siRI8LY2DhPspWf3PudO3dOpdzHx0c0atRIeXvIkCECgMprIz09XZQtW1Z4eXkp//a5XwJVqlQRmZmZymN/+umnfM+TnxMnTggAYufOnUKIVwllqVKlxODBg/Mc+3oiIYQQU6ZMyffL6caNG8LY2FhMnDhRpfzcuXPCxMREpbyg98fatWv/80tGCCFWr14tAIgZM2Yoy3JycpQfqm8mEgDEyJEj89SjaSJRsmRJlWR21apVAoD46aef8jyuqVOnKssyMzNFzZo1hYuLi/JLRpPPAXXfd/nRNJF48/2TmZkp3NzcRPv27ZVlM2bMEADEqlWrlGXPnj0TFSpU0EoiIcSrz5BatWopb+eXSOT3GRASEiLKlSunvJ2YmChMTExEmzZtVI4bN26cAJBvIhEcHCwUCoWy/KuvvhLGxsbiyZMnQgghHjx4IMzMzETTpk1VPo9jY2MFALF48WIhhBD//vuvACD+/PPPAh9nYd4zb/v7GDq96dpISkqCubk5SpcunWdfTk4OduzYgTZt2qBcuXLKcnd3d3Tt2hUHDhxAWlqayn169+4NY2PjPHXJ5XL07NlTpezPP/9ElSpVULlyZSQnJyu3Ro0aAQD27t1bYNxyuRxGRkbKOB89egRra2t4e3urdBtoYsuWLTA2NsagQYNUyocNGwYhBLZu3apSHhwcjPLlyytvV69eHba2toiPj1eW2dvb4+jRo7h3795/ntva2hqdO3dW3vb29oa9vT2qVKmiMosg9/+vn8PCwkL5/5cvX+LRo0eoUKEC7O3tNXouypYti5CQELWO7dOnD0JCQjBw4EB89tlnKF++PH744Ye33q9du3YwMTHBypUrlWXnz59HXFwcOnXqpCzbsmUL6tSpgwYNGijLrK2t0adPH9y4cQNxcXEq9fbs2RNmZmbK2x999BEA1eepIL///jtcXV0RFBQE4FXzeadOnbBixQrk5OS89f75WbNmDRQKBTp27Kjy2nZzc0PFihXzvLbze3/Y29sDADZt2oSXL1/me55t27bB1NQUvXv3VpYZGRlhwIABBcbWr1+/Qj2m13Xv3h02NjbK2x06dIC7uzu2bNmicpyJiQn69u2rvG1mZoa+ffviwYMHOHnyJADNPwfUed9pg7W1NT799FOV2OvUqaNyni1btsDd3R0dOnRQlllaWqJPnz5ajeNtszde/wxITU1FcnIyGjZsiPj4eGXXwe7du5GdnY3+/fur3Dd3cGd++vTpo9KN8tFHHyEnJwc3b94EAOzatQtZWVkYMmSI8vMYePU9YGtrq+yKtLOzAwBs3769wPE/mr5n1Pn7GDq9SSTmz58PMzMzNGvWLM8MhocPH+L58+fw9vbOc78qVapAoVDk6bsqW7ZsvucpWbKkygc98KrP7MKFC3B2dlbZKlWqBAAqffBvUigUmD59OipWrAi5XA4nJyc4Ozvj7Nmzefrc1HXz5k14eHiofEACrx5r7v7XlSlTJk8dDg4OSElJUd6ePHkyzp8/j9KlS6NOnToYN25cvi/0UqVK5en3tLOzy5Pg5b4hXz9HRkYGxowZoxzXkftcPHnyRKPnoqC/XUEWLVqE58+f4+rVq1i6dKnKh1lBnJyc0LhxY6xatUpZtnLlSpiYmKBdu3bKsps3bxb4usvd/7o3/xYODg4AVJ+n/OTk5GDFihUICgpCQkICrl27hmvXrqFu3bpISkrC7t273/qY8nP16lUIIVCxYsU8r++LFy/meW3n9/5o2LAh2rdvj6ioKDg5OaF169ZYsmSJSv/7zZs34e7uDktLS5X7VqhQId+4TExMlGOX3kXFihVVbstkMlSoUCHP+AMPDw9YWVmplOW+v3OP1fRzQJ33nTbk95588zw3b95EhQoV8hyX32u3sJ4+fZrnM+lNBw8eRHBwMKysrGBvbw9nZ2flOJvcz4Dc98ybrw1HR0fl++VNb3tf5db55uM1MzNDuXLllPvLli2LoUOHYuHChXByckJISAhmz56t8vmk6XtGnb+PoTOROoBcPj4+2LJlCxo3bowmTZrg4MGD+bZOqKugL5P8yhUKBXx9fTFt2rR87/Nfcfzwww8YPXo0Pv/8c3z//fdwdHSEkZERhgwZAoVCUbjgNZRfywsAlYGZHTt2xEcffYS1a9dix44dmDJlCmJiYrBmzRqVmTEF1aXOOQYOHIglS5ZgyJAhCAgIgJ2dHWQyGTp37qzRc6FOIvC6ffv2Kb/Uzp07h4CAALXu17lzZ/Ts2ROnT59GzZo1sWrVKjRu3BhOTk4anf916jxP+dmzZw/u37+PFStWYMWKFXn2//7772jatKnG8SgUCshkMmzdujXf2KytrVVu5/fcy2Qy/PXXXzhy5Ag2btyI7du34/PPP8fUqVNx5MiRPHWo4/WWvDfPlZ+cnJwCn1tt0fRzoLB/6/96jPkp7Hm06c6dO0hNTS0wMQSA69evo3HjxqhcuTKmTZuG0qVLw8zMDFu2bMH06dPf6fNQm8/B1KlT0aNHD6xfvx47duzAoEGDEB0djSNHjqBUqVIav2f04e8jNb1JJACgTp06WLduHZo3b44mTZrgn3/+UWaClpaW+a61cOnSJRgZGb1T0lG+fHmcOXMGjRs31niltr/++gtBQUFYtGiRSvmTJ09UvpA0qdfT0xO7du1Cenq6yi+AS5cuKfcXhru7O/r374/+/fvjwYMHqF27NiZOnKiVKbbAq+ciPDwcU6dOVZa9ePEiz6hpba6Gd//+fQwcOBBNmzaFmZkZhg8fjpCQELWeozZt2qBv377K7o0rV64gMjJS5RhPT88CX3e5+7Xh999/h4uLC2bPnp1n35o1a7B27VrMmzevwCSroOe0fPnyEEKgbNmyyl/WhfXhhx/iww8/xMSJE/HHH3+gW7duWLFiBb744gt4enpi7969eP78uUqrhCYzVoBXv+TyWwvj5s2bKt2aua5evapyWwiBa9euoXr16irl9+7dw7Nnz1RaJa5cuQIAyhlT7/I5oIncX9NvPs43W7c04enpifPnz0MIoRK7ttanWbZsGQD8Z5fjxo0bkZmZiQ0bNqi0ILzZFZD7nrl27ZpK6+OjR48K/Ss+t87Lly+rvE6ysrKQkJCA4OBgleN9fX3h6+uL7777DocOHUL9+vUxb948TJgwQavvmfeF3nRt5GrcuDGWL1+Oa9euoVmzZkhLS4OxsTGaNm2K9evXqzRZJiUl4Y8//kCDBg1ga2tb6HN27NgRd+/ezXexo4yMjP+c425sbJwn8/zzzz9x9+5dlbLcDzB1FgwKCwtDTk6OyhREAJg+fTpkMpnGX/w5OTl5uhZcXFzg4eGhlelhufJ7LmbNmpXnl5Ymz8Xb9O7dGwqFAosWLcLPP/8MExMT9OrVS61fA/b29ggJCcGqVauwYsUKmJmZoU2bNirHhIWF4dixYzh8+LCy7NmzZ/j555/h5eUFHx+fd34MGRkZWLNmDVq0aIEOHTrk2SIiIpCeno4NGzYUWEdBz2m7du1gbGyMqKioPM+JEAKPHj16a3wpKSl57luzZk0AUL5+QkJC8PLlS5X3kEKhyDcx+i/ly5fHkSNHkJWVpSzbtGlTnq7LXL/++qtKv/1ff/2F+/fv53mPZGdnK6cRA6++YObPnw9nZ2f4+fkBeLfPAU3kjqvYv3+/siwnJwc///xzoesMCwvDvXv3lFO1gVdrgLxLnbn27NmD77//HmXLllVO081P7i/z118rqampWLJkicpxjRs3homJSZ5poW9+3mkiODgYZmZmmDlzpsr5Fy1ahNTUVOVSAmlpacjOzla5r6+vL4yMjJSvZW28Z943etUikatt27ZYsGABPv/8c7Rq1Qrbtm3DhAkTsHPnTjRo0AD9+/eHiYkJ5s+fj8zMzHees/vZZ59h1apV+PLLL7F3717Ur18fOTk5uHTpElatWqVc0yA/LVq0wPjx49GzZ0/Uq1cP586dw++//57n11P58uVhb2+PefPmwcbGBlZWVqhbt26+4wFatmyJoKAgfPvtt7hx4wZq1KiBHTt2YP369RgyZIjKAC91pKeno1SpUujQoQNq1KgBa2tr7Nq1C8ePH1dpPXhXLVq0wLJly2BnZwcfHx8cPnwYu3btQokSJVSOq1mzJoyNjRETE4PU1FTI5XLl3HNNLFmyBJs3b8bSpUuV/e2zZs3Cp59+irlz5+YZzJWfTp064dNPP8WcOXMQEhKiHFiYa+TIkVi+fDlCQ0MxaNAgODo64pdffkFCQgJWr16db/O8pjZs2ID09HS0atUq3/0ffvihcnGq1weCvi73y/Dbb79F586dYWpqipYtW6J8+fKYMGECIiMjcePGDbRp0wY2NjZISEjA2rVr0adPHwwfPvw/4/vll18wZ84ctG3bFuXLl0d6ejoWLFgAW1tbhIWFAXjVulOnTh0MGzYM165dQ+XKlbFhwwY8fvwYgPqtUF988QX++usvNGvWDB07dsT169fx22+/Ffiad3R0RIMGDdCzZ08kJSVhxowZqFChgsqgT+DVGImYmBjcuHEDlSpVwsqVK3H69Gn8/PPPykXO3uVzQBNVq1bFhx9+iMjISDx+/BiOjo5YsWJFni84TfTu3RuxsbHo3r07Tp48CXd3dyxbtizPmJW32bp1Ky5duoTs7GwkJSVhz5492LlzJzw9PbFhw4b/XIAqt1WwZcuW6Nu3L54+fYoFCxbAxcUF9+/fVx7n6uqKwYMHY+rUqWjVqhWaNWuGM2fOYOvWrXBycipUa5CzszMiIyMRFRWFZs2aoVWrVrh8+TLmzJkDf39/5WDIPXv2ICIiAp988gkqVaqE7OxsLFu2DMbGxmjfvj0AaOU9894pugki+fuvaUc//vijACBatGghXr58KU6dOiVCQkKEtbW1sLS0FEFBQeLQoUNq19ewYUNRtWrVfOPIysoSMTExomrVqkIulwsHBwfh5+cnoqKiRGpqqvK4/KZ/Dhs2TLi7uwsLCwtRv359cfjw4TzT1YQQYv369cLHx0eYmJioTIl7c/qnEK+mGH711VfCw8NDmJqaiooVK4opU6aoTIES4tU0tPymdb4eZ2ZmphgxYoSoUaOGsLGxEVZWVqJGjRpizpw5aj0/np6eonnz5nnK3zx3SkqK6Nmzp3BychLW1tYiJCREXLp0Kd8pfQsWLBDlypUTxsbGKtPTCjrXm4/p9u3bws7OTrRs2TLPcW3bthVWVlYiPj4+33pel5aWJiwsLJRTSPNz/fp10aFDB2Fvby/Mzc1FnTp1xKZNm1SOyZ269+a0soSEhAKn/eZq2bKlMDc3V661kZ8ePXoIU1NT5RoFeGP6pxBCfP/996JkyZLCyMgoz/TC1atXiwYNGggrKythZWUlKleuLAYMGCAuX76sPKagv/+pU6dEly5dRJkyZYRcLhcuLi6iRYsW4sSJEyrHPXz4UHTt2lXY2NgIOzs70aNHD3Hw4EEBQKxYsUJ5XHh4uLCysirwsU6dOlWULFlSyOVyUb9+fXHixIkCp38uX75cREZGChcXF2FhYSGaN28ubt68qVJf7uM6ceKECAgIEObm5sLT0zPP2gZCqP85oM777r9cv35dBAcHC7lcLlxdXcWoUaPEzp07853+md/fJL/PjJs3b4pWrVoJS0tL4eTkJAYPHiy2bdum0fTP3M3MzEy4ubmJJk2aiJ9++kllim2u/KZ/btiwQVSvXl2Ym5sLLy8vERMTIxYvXpzn9ZidnS1Gjx4t3NzchIWFhWjUqJG4ePGiKFGihPjyyy/zxPXm53l+U2WFeDXds3LlysLU1FS4urqKfv36qaz7EB8fLz7//HNRvnx5YW5uLhwdHUVQUJDYtWtXnsf3Lu+Z/P4+hkwmxHs0IoSIitS6devQtm1bHDhwAPXr19davfv27UNQUBD+/PNPlSmP+QkMDERycjLOnz+vtfOT9j158gQODg6YMGECvv32W6nDIQ3o3RgJIiqe3ryAU05ODmbNmgVbW1vUrl1boqhIH+V3sa8ZM2YAgMpS6FQ86OUYCSIqfgYOHIiMjAwEBAQgMzMTa9aswaFDh/DDDz9oPKWXDNvKlSuxdOlShIWFwdraGgcOHMDy5cvRtGlTrbZcUdFgIkFEWtGoUSNMnToVmzZtwosXL1ChQgXMmjULERERUodGeqZ69eowMTHB5MmTkZaWphyAOWHCBKlDo0LgGAkiIiIqNI6RICIiokJjIkFERESFxkSCiIiICs0gB1s2aPm31CGQnrFytJM6BNIjzx4X7sq8ZJgObGyo83NsNtXOlVibv9TO9VO0iS0SREREVGgG2SJBRESkT2SmuruirNSYSBAREemYkQkTCSIiIiokmanhjiQw3EdGREREOscWCSIiIh1j1wYREREVmiEPtmTXBhERERUaWySIiIh0jF0bREREVGjs2iAiIiLKB1skiIiIdIxdG0RERFRoMmPDTSTYtUFERESFxhYJIiIiHTMy4BYJSRKJ2rVra3S8TCbDhg0bULJkSR1FREREpDsyIyYSWnX69GkMGzYM1tbWbz1WCIFJkyYhMzOzCCIjIiLSPpmx4Y4kkKxrY8SIEXBxcVHr2KlTp+o4GiIiIioMSRKJhIQEODs7q318XFwcPDw8dBgRERGR7nCMhJZ5enpqdHzp0qV1FAkREZHucYyEDh07dgyHDx9GYmIiAMDNzQ0BAQGoU6eOxJERERHR20iWSDx48ADt27fHwYMHUaZMGbi6ugIAkpKS8NVXX6F+/fpYvXq12uMoiIiI9JUhd21INoy0f//+yMnJwcWLF3Hjxg0cPXoUR48exY0bN3Dx4kUoFAoMGDBAqvCIiIi0RmYs08qmjyRrkdi+fTv2798Pb2/vPPu8vb0xc+ZMBAYGFn1gREREpDbJEgm5XI60tLQC96enp0MulxdhRERERLohMzLcdSQke2SdOnVCeHg41q5dq5JQpKWlYe3atejZsye6dOkiVXhERERaIzOSaWXTR5K1SEybNg0KhQKdO3dGdnY2zMzMAABZWVkwMTFBr1698OOPP0oVHhEREalB0q6NuXPnIiYmBidPnlSZ/unn5wdbW1upQiMiItIqQ561Ifk6Era2tggKCpI6DCIiIp3R124JbZB09EdGRgYOHDiAuLi4PPtevHiBX3/9VYKoiIiItEtmZKSVTR9J1iJx5coVNG3aFLdu3YJMJkODBg2wfPly5TU1UlNT0bNnT3Tv3l2qEIu1dmEe6NKuNBwdzHA94Smmz7+Gi1fTpQ6LJFDN2wqfhLqgopclSjiYYtxPCTh8KlXqsEhC/HwgbZIsvfnmm29QrVo1PHjwAJcvX4aNjQ0aNGiAW7duSRWSwWjUwBkRX5THkuU30GvISVxLeIpp431hb2cqdWgkAXO5EeJvZyB22R2pQyE9wM8HaRjyrA3JEolDhw4hOjoaTk5OqFChAjZu3IiQkBB89NFHiI+Plyosg9C5TSls3H4fW3Yn4cbt55gy5ypeZCrQoomb1KGRBE6cTccvqxNx6CRbIYifD1IxMpZpZdNHkiUSGRkZMDH5X8+KTCbD3Llz0bJlSzRs2BBXrlyRKrRizcREhkoVbHDiTIqyTAjgxOkUVPXmTBii9xk/H0gXJBsjUblyZZw4cQJVqlRRKY+NjQUAtGrVSoqwij07W1OYGMvwOOWlSvnjJy/hWcpSoqiISB/w80E6+totoQ2StUi0bdsWy5cvz3dfbGwsunTpAiHEW+vJzMxEWlqayqbIydJ2uERERIVmyLM2JIsqMjISW7ZsKXD/nDlzoFAo3lpPdHQ07OzsVLY7137XZqjFSmraS2TnCDg6qA6ccrQ3xaMUJlhE7zN+PpAu6Gd6o4HIyEikpqaqbKUqdJM6LMlkZwtcuZYOv+oOyjKZDPCr4YALlwu+SBoRGT5+PkjHkGdtSL6y5buSy+V5rhJqZGwmUTT6YcW6O/j2q8q4dC0dF6+ko2PrkrAwN8LmXYlSh0YSMJcbwcP1f+8RN2czlCtjgfSn2Xj4+OV/3JMMET8fpKGvSYA2FPtEgvLac+Ah7O1M8UU3Lzg6mOFa/FMMG3sOKU/4pfE+qlTWElMiKyhvf9m1JABgxz+PMXUh12153/DzgbRNJtQZ0VjMNGj5t9QhkJ6xcrSTOgTSI88ec00N+p8DGxvq/BxXujTTSj2Vlm/TSj3axBYJIiIiHdPXGRfaoNePbP/+/UhN5S8HIiIq3riypUQCAwNRrlw5TJ06VepQiIiIKB963bWRkJCA+Ph4bN26VepQiIiICo2zNiTi6ekJT09PBAUFSR0KERFRoRnyGAnJE4ns7GxcuHABiYmv5jC7ubnBx8cHpqa8pC0REZG+kyyRUCgUGDNmDGbPnp1nQKWdnR0iIiIQFRUFIwPO4oiI6P3Arg0dGDlyJJYuXYpJkyYhJCQErq6uAICkpCTs2LEDo0ePRlZWFmJiYqQKkYiISCuYSOjAr7/+imXLliEkJESl3MvLC3369IGnpye6d+/ORIKIiEiPSZZIpKenw8PDo8D97u7uePbsWRFGREREpBuGPNhSskcWGBiI4cOHIzk5Oc++5ORkfPPNNwgMDCz6wIiIiLSMV//UgXnz5iEsLAzu7u7w9fVVGSNx7tw5+Pj4YNOmTVKFR0RERGqQLJEoXbo0zpw5g+3bt+PIkSPK6Z916tTBDz/8gKZNm3LGBhERGQRD7tqQdB0JIyMjhIaGIjQ0VMowiIiIdEumn90S2iBJinTr1i2Njr97966OIiEiItI9Qx4jIUki4e/vj759++L48eMFHpOamooFCxagWrVqWL16dRFGR0REVPxFR0fD398fNjY2cHFxQZs2bXD58mWVY168eIEBAwagRIkSsLa2Rvv27ZGUlKTReSTp2oiLi8PEiRPRpEkTmJubw8/PDx4eHjA3N0dKSgri4uJw4cIF1K5dG5MnT0ZYWJgUYRIREWmFFGMk/v77bwwYMAD+/v7Izs7GqFGj0LRpU8TFxcHKygoA8NVXX2Hz5s34888/latKt2vXDgcPHlT7PDIhhNDVg3ibjIwMbN68GQcOHMDNmzeRkZEBJycn1KpVCyEhIahWrVqh6m3Q8m8tR0rFnZWjndQhkB559jj17QfRe+PAxoY6P8f9YV21Uo/71D8Kfd+HDx/CxcUFf//9Nz7++GOkpqbC2dkZf/zxBzp06AAAuHTpEqpUqYLDhw/jww8/VKteSQdbWlhYoEOHDsoHQERERLqRe10rR0dHAMDJkyfx8uVLBAcHK4+pXLkyypQpU3wSCSIioveBtro2MjMzkZmZqVIml8shl8v/834KhQJDhgxB/fr1la39iYmJMDMzg729vcqxrq6uyiUZ1GG4E1uJiIj0hLZmbURHR8POzk5li46Ofuv5BwwYgPPnz2PFihVaf2xskSAiIiomIiMjMXToUJWyt7VGREREYNOmTdi/fz9KlSqlLHdzc0NWVhaePHmi0iqRlJQENzc3tWNiiwQREZGOaatFQi6Xw9bWVmUrKJEQQiAiIgJr167Fnj17ULZsWZX9fn5+MDU1xe7du5Vlly9fxq1btxAQEKD2Y2OLBBERka5JMP1zwIAB+OOPP7B+/XrY2Ngoxz3Y2dnBwsICdnZ26NWrF4YOHQpHR0fY2tpi4MCBCAgIUHugJcBEgoiIyCDNnTsXAPJcSXvJkiXo0aMHAGD69OkwMjJC+/btkZmZiZCQEMyZM0ej8zCRICIi0jGZBNfaUGeZKHNzc8yePRuzZ88u9HmYSBAREekYr/5JREREhaavF9zSBsNNkYiIiEjn2CJBRESka+zaICIiosJi1wYRERFRPgyyRYKXjCai/8LPCCpqMpnh/m43yESCiIhIr7Brg4iIiCgvtkgQERHpGBekIiIiokLjrA0iIiKifLBFgoiISNc4a4OIiIgKy5C7NphIEBER6ZoBD7Y03EdGREREOscWCSIiIh2Tydi1QURERIVlwF0bkiQSQ4cO1fg+3333HRwdHXUQDRERERWWJInEjBkzEBAQADMzM7WOP3DgACIiIphIEBFRscRZGzqwdu1auLi4qHWsjY2NjqMhIiLSIQNeR0KSR7ZkyRLY2al/Gd/58+fD1dVVhxERERFRYUjSIhEeHq7R8V27dtVRJEREREWAXRu6k52djQsXLiAxMREA4ObmBh8fH5iamkocGRERkXbIDLhrQ7JEQqFQYMyYMZg9ezZSU1NV9tnZ2SEiIgJRUVEwMuApM0RERMWdZInEyJEjsXTpUkyaNAkhISHKMRBJSUnYsWMHRo8ejaysLMTExEgVIhERkXawa0P7fv31VyxbtgwhISEq5V5eXujTpw88PT3RvXt3JhJERFTsyQy4dV2yRCI9PR0eHh4F7nd3d8ezZ8+KMCIiIiIdMeAlsiVLkQIDAzF8+HAkJyfn2ZecnIxvvvkGgYGBRR8YERERqU2yFol58+YhLCwM7u7u8PX1VRkjce7cOfj4+GDTpk1ShUdERKQ97NrQvtKlS+PMmTPYvn07jhw5opz+WadOHfzwww9o2rQpZ2wQEZFhMOCuDUnXkTAyMkJoaChCQ0OlDIOIiIgKSe9+8jdq1Ag3b96UOgwiIiKtkRkZaWXTR5K1SGzYsCHf8v3792PTpk0oXbo0AKBVq1ZFGRYREZH2cWVL7WvTpg1kMhmEEHn2DRw4EAAgk8mQk5NT1KERERGRmiRLkUJCQhAaGorExEQoFArlZmxsjPPnz0OhUDCJICIiw2Ak086mhyRLJLZu3YrGjRvjgw8+4DRPIiIyaDKZkVY2fSTprI2vvvoKQUFB6NatGzZu3Ijp06dLGY7BqOZthU9CXVDRyxIlHEwx7qcEHD6V+vY7kkHi64Fex9cDaZvk6U3NmjVx4sQJyGQy1KxZM98xE6QZc7kR4m9nIHbZHalDIT3A1wO9jq8HiRhw14akLRK5LCwsMG/ePGzYsAF79+6Fk5OT1CEVayfOpuPE2XSpwyA9wdcDvY6vB4noabeENuhFIpGrVatWnO5JRESGx4BXtjTcFImIiIh0Tq9aJAojMzMTmZmZKmWKnCwYGZtJFBEREdEb9HRVSm0o9o8sOjoadnZ2Klv8ucVSh0VERPQ/MiPtbHpIP6PSQGRkJFJTU1W2cr6fSx0WERHRe6HYd23I5XLI5XKVsve9W8NcbgQP1/89J27OZihXxgLpT7Px8PFLCSMjKfD1QK/j60Eiejp1Uxv0OpEwMjJCYGAgpkyZAj8/P6nDKTYqlbXElMgKyttfdi0JANjxz2NMXXhLqrBIInw90Ov4epCInnZLaINM6PEKUEuXLsWNGzewbds2HDlyRO37hYSf1l1QRERkULb/UlPn53ixPlYr9Zi3jtBKPdqk1y0SPXr0AACMGzdO0jiIiIjeiQGvI6E3iUTuFM43xzsQEREVe5z+qRs7d+5EWFgYHBwcYGlpCUtLSzg4OCAsLAy7du2SMjQiIiJSg2SJxC+//IKwsDDY2dlh+vTp2LRpEzZt2oTp06fD3t4eYWFhWLZsmVThERERaY9Mpp1ND0nWtTFx4kTMmDEDAwYMyLOvR48eaNCgAcaPH4/PPvtMguiIiIi0yIBnbUj2yG7duoXg4OAC9zdu3Bh37vAyt0REZACMjLSz6SHJoqpatSoWLVpU4P7FixfDx8enCCMiIiIiTUnWtTF16lS0aNEC27ZtQ3BwMFxdXQEASUlJ2L17N+Lj47F582apwiMiItIePR3foA2SJRKBgYE4f/485s6diyNHjiAxMREA4ObmhtDQUHz55Zfw8vKSKjwiIiLtMeAxEpKuI+Hl5YWYmBgpQyAiIqJ3oDcLUhERERksA+7akLStZc6cOQgODkbHjh2xe/dulX3JyckoV66cRJERERFpEWdtaN/MmTMxYsQIVK5cGXK5HGFhYYiOjlbuz8nJwc2bN6UKj4iIiNQgWdfG/PnzsWDBAnTt2hUA0K9fP7Rp0wYZGRkYP368VGERERFpnTDgrg3JEomEhATUq1dPebtevXrYs2cPgoOD8fLlSwwZMkSq0IiIiLSLsza0z8nJCbdv31aZ4lmtWjXs2bMHjRo1wr1796QKjYiIiNQkWYrUoEEDrFmzJk+5j48Pdu/eja1bt0oQFRERkQ7IjLSz6SHJWiRGjhyJkydP5ruvatWq2LNnD1avXl3EUREREWmfIY+RkCy9qV69Onr27Fng/mrVqmHs2LFFGBEREZGOSNQisX//frRs2RIeHh6QyWRYt26dyv4ePXpAJpOpbM2aNdPoHJIkErdu3dLo+Lt37+ooEiIiIsP17Nkz1KhRA7Nnzy7wmGbNmuH+/fvKbfny5RqdQ5JEwt/fH3379sXx48cLPCY1NRULFixAtWrV2MVBRETFm0ymnU1DoaGhmDBhAtq2bVvgMXK5HG5ubsrNwcFBo3NIMkYiLi4OEydORJMmTWBubg4/Pz94eHjA3NwcKSkpiIuLw4ULF1C7dm1MnjwZYWFhUoRJRESkHXq6KiUA7Nu3Dy4uLnBwcECjRo0wYcIElChRQu37y4QQQofx/aeMjAxs3rwZBw4cwM2bN5GRkQEnJyfUqlULISEhqFatWqHqDQk/rd1AiYjIYG3/pabOz/H8oHZa1o0/aIHMzEyVMrlcDrlc/tb7ymQyrF27Fm3atFGWrVixApaWlihbtiyuX7+OUaNGwdraGocPH4axsbFaMUmaSOgKEwkiIlJXUSQSzw7lXe6gMKbsOIuoqCiVsrFjx2LcuHFvvW9+icSb4uPjUb58eezatQuNGzdWKyZe/ZOIiEjXtLQGRGRkJIYOHapSpk5rhLrKlSsHJycnXLt2jYkEERGRoVG3G6Ow7ty5g0ePHsHd3V3t+xQ6kcjKykJCQgLKly8PExPmI0RERAUREq1K+fTpU1y7dk15OyEhAadPn4ajoyMcHR0RFRWF9u3bw83NDdevX8fXX3+NChUqICQkRO1zaPzInj9/jl69esHS0hJVq1ZVrgkxcOBATJo0SdPqiIiIDJ9E0z9PnDiBWrVqoVatWgCAoUOHolatWhgzZgyMjY1x9uxZtGrVCpUqVUKvXr3g5+eHf/75R6NWD42bEiIjI3HmzBns27dPZfWr4OBgjBs3DiNHjtS0SiIiIoMmVYtEYGAg/mtOxfbt29/5HBonEuvWrcPKlSvx4YcfQvZadlS1alVcv379nQMiIiKi4kPjROLhw4dwcXHJU/7s2TOVxIKIiIj+nwF/P2rc1vLBBx9g8+bNytu5ycPChQsREBCgvciIiIgMBS8j/j8//PADQkNDERcXh+zsbPz000+Ii4vDoUOH8Pfff+siRo3ZOtpJHQLpmR6xml3Njgzb5b8uSR0CkcHQOL1p0KABTp8+jezsbPj6+mLHjh1wcXHB4cOH4efnp4sYiYiIijUhk2ll00eFWgCifPnyWLBggbZjISIiMkx62i2hDYVKJHJycrB27VpcvHgRAODj44PWrVtzYSoiIqL3jMbf/BcuXECrVq2QmJgIb29vAEBMTAycnZ2xcePGQl+xk4iIyFAJ6Ge3hDZo3NbyxRdfoGrVqrhz5w5OnTqFU6dO4fbt26hevTr69OmjixiJiIiKNSEz0sqmjzRukTh9+jROnDgBBwcHZZmDgwMmTpwIf39/rQZHRERE+k3j9KZSpUpISkrKU/7gwQNUqFBBK0EREREZFK4j8T/R0dEYNGgQxo0bhw8//BAAcOTIEYwfPx4xMTFIS0tTHmtra6u9SImIiIopfZ26qQ0aJxItWrQAAHTs2FG5qmXuBUFatmypvC2TyZCTk6OtOImIiIotfR3foA0aJxJ79+7VRRxERERUDGmcSDRs2FAXcRARERkudm2oSklJwaJFi1QWpOrZsyccHR3Vun+7du00Pue8efPyveooERGRvjPkrg2NH9n+/fvh5eWFmTNnIiUlBSkpKZg5cybKli2L/fv3q1XHunXrYGZmBjs7O7W2zZs34+nTpxo/OCIiItItjVskBgwYgE6dOmHu3LkwNjYG8GrJ7P79+2PAgAE4d+6cWvXMnDlT7RaGv/76S9MwiYiI9AZXtnzNtWvXMGzYMGUSAQDGxsYYOnQorl27plYde/fuVbsbBAC2bt2KkiVLahoqERGRXjDklS01jqp27drKsRGvu3jxImrUqKFWHQ0bNtToAl8NGjSAXC5X+3giIiIqGhp3bQwaNAiDBw/GtWvXVBakmj17NiZNmoSzZ88qj61evfpb60tMTMTRo0eRmJgIAHBzc0PdunXh5uamaWhERET6ibM2/qdLly4AgK+//jrffTKZTK0FqZ49e4a+fftixYoVkMlkyq6Ox48fQwiBLl26YP78+bC0tNQ0RCIiIr0iNO8AKDY0TiQSEhK0cuLBgwfj2LFj2Lx5M4KDg1UGbu7evRsDBw7E4MGDsWDBAq2cj4iIiLRP40TC09NTKydevXo1Nm/ejHr16qmUGxsbo2nTpli8eDFatGjBRIKIiIo9XmvjNb/++ut/7u/evbta9SgUCpiZmRW438zMDAqFQqPYiIiI9JG+zrjQBo0TicGDB6vcfvnyJZ4/fw4zMzNYWlqqnUi0aNECffr0waJFi1CrVi2Vff/++y/69eunvAgYERFRccZ1JF6Tu5pl7vb06VNcvnwZDRo0wPLly9WuJzY2Fq6urvDz80OJEiVQpUoVVKlSBSVKlMAHH3wAFxcXxMbGahoeERERFaFCXWvjTRUrVsSkSZPw6aef4tKlS2rdx8HBAVu3bsWlS5dw+PBhlemfAQEBqFy5sjZCIyIikhy7NtSpyMQE9+7d0/h+lStXZtJAREQGjYMtX7NhwwaV20II3L9/H7Gxsahfv77a9WRmZsLIyAimpqYAgOvXr2Px4sW4desWPD090atXL5QtW1bT8IiIiKgIaZxItGnTRuW2TCaDs7MzGjVqhKlTp6pdT0hICCIiItChQwccPHgQjRs3hre3N6pUqYItW7Zg+vTp2LVrFwICAjQNkYiISK8Y8mBLjRMJbU3J/Pfff5XX5vj222/Rv39/TJs2Tbl/9OjRGDFiBA4cOKCV8xEREUnFkMdIaPTIXr58ifLly+d70S5N5eTkKJfQvnTpEsLDw1X29+jRA2fOnHnn8xAREZHuaJRImJqa4sWLF1o5cd26dbFx40YAQPny5fMkDadPn9boUuNERET6SkCmlU0fady1MWDAAMTExGDhwoUaXQr8TRMmTEBoaCiePXuGLl26YNiwYbh69SqqVKmCy5cvY+bMmYiMjCx0/e+rNo3tULe6FUq6mCLrpcDlGy/w+8YU3Hv4UurQqAiU/7oP3No2hbV3OeRkvEDK4X9xadSPeHYl/2vk+G9cAJdmH+NE+/5I2rC7iKMlqTxLTcKRLT/i9uX9yM56ATunMgj85Ac4l/aVOjSDZchdGxpnAsePH8fu3buxY8cO+Pr6wsrKSmX/mjVr1KonICAAW7duxdChQ3H06FEAwMSJEwEAHh4eGDduXJ5VNOntqpY3x/YDabh2OxPGRjJ0be6A7750w1cxd5CZJaQOj3TM8eM6uDn3dzw5cQ4yE2NU/n4o6mxZhP3VmyPneYbKsWUHhwOCr4n3TebzVKyb0wUe5esi7PMFMLd2RGryDZhZ2kkdGhVTGicS9vb2aN++vVZOHhAQgMOHD+Phw4eIj4+HQqGAu7s7vLy8tFL/+2jiz0kqt2f/8RCLJniiXCk5LsZrp1uK9NfxFl+o3D7TaySa3D8Cu9pV8fjACWW5bY3KKDvkcxz8sD2C7xws6jBJQqf3LYS1nTuCOkYry2wdS0kY0ftBX7sltEHjRGLJkiVaD8LZ2RnOzs5ar5cAS4tXzWlPn+dIHAlJwcTOBgCQlZKqLDOyMEfNX6fiwqDxyExKlio0ksiNuD0oXakBdi4bjHvxx2Fl54qqAV1QpW5HqUMzaOzaoGJJJgN6tCmBS/EvcDuRYyTeOzIZfKaOwuODJ/H0wlVlsc/USKQc+RdJGzkm4n2U/vg24o4sh+9HPVCrUV88uH0OB9dPhJGxKbw/aCt1eAaLLRKvqVWrFmT5LPUpk8lgbm6OChUqoEePHggKCtJKgG+TmZmJzMxMlbKc7EwYm8iL5Pz67Iv2JVDa3RSjZ96XOhSSQLVZY2FTtSIOB3ZVlrm0aASnwA/xjz+/MN5XQgg4l6qKuqFDAQBOJX2QknQVcUdWMJGgQtG4raVZs2aIj4+HlZUVgoKCEBQUBGtra1y/fh3+/v64f/8+goODsX79el3Em0d0dDTs7OxUtkvH5xbJufVZr3YlUNvHElGzE/E4ld0a75uqP42GS1ggjjQJx4u7/xs34xT0ISzLl0HT5OMIzbiA0IwLAAC/VbPw4a5fpQqXipCljTMcXCqolNm7lMfTJ/zBoUtCJtPKpo80bpFITk7GsGHDMHr0aJXyCRMm4ObNm9ixYwfGjh2L77//Hq1bt9ZaoAWJjIzE0KFDVcp6fKv5xcMMSa92JVDH1xJjZ9/Hg8fZUodDRazqT6Ph1roJDgd/howbd1T2XZ/8M24t/lOlrOHpTYgbHo2kTXuLMkySiJtXLTx5qDodOPXhDdg4eEgU0ftBCP1MArRB4xaJVatWoUuXLnnKO3fujFWrVgEAunTpgsuXL797dGqQy+WwtbVV2d7nbo0v2pfARx9Y4affHuJFpoC9jTHsbYxhZmq4L2L6n2qzxqJk11b497NhyEl/BrmrE+SuTjAyf/WeyExKxtMLV1U2AMi4dS9P0kGGyfejHnhw6wxO7ZmH1OSbuPrvRlw8ugpVA7pJHRoVUxq3SJibm+PQoUOoUEG1aezQoUMwNzcH8Op6HLn/fxdGRkYIDAzElClT4Ofn9871vQ9CGtgCAKIi3FXKZ//xEPuOP5UiJCpCnl++Gg8RsOc3lfIzvUbizq9rpQiJ9IxLaV807T4Lx7ZNw6ldc2DjWAr1WkWiYu2WUodm0ITmv9uLDY0TiYEDB+LLL7/EyZMn4e/vD+DVIlULFy7EqFGjAADbt29HzZo13zm4xYsX48aNGxgwYACOHDnyzvW9Dz75Kv8VDOn9sNnUu0juQ8Wbp08QPH2KZkA8vWLIszZkQmi+tN3vv/+O2NhYZfeFt7c3Bg4ciK5dX/0aysjIUM7ikAK/TOlNPWKbSR0C6ZHLf12SOgTSI0Nb6/5L/sr1W1qpp1L5MlqpR5sKtY5Et27d0K1bwf1pFhYWGteZO4VTLn9/xzcQEZFhMuQWCY07bW7fvo07d/43KOvYsWMYMmQIfv75Z41PvnPnToSFhcHBwQGWlpawtLSEg4MDwsLCsGvXLo3rIyIi0keGfPVPjROJrl27Yu/eV9PEEhMTERwcjGPHjuHbb7/F+PHj1a7nl19+QVhYGOzs7DB9+nRs2rQJmzZtwvTp02Fvb4+wsDAsW7ZM0/CIiIioCGnctXH+/HnUqVMHwKupoL6+vjh48CB27NiBL7/8EmPGjFGrnokTJ2LGjBkYMGBAnn09evRAgwYNMH78eHz22WeahkhERKRX9LU1QRs0bpF4+fKlchzDrl270KpVKwBA5cqVcf+++iuj3bp1C8HBwQXub9y4sUoXChERUXElhEwrmz7SOJGoWrUq5s2bh3/++Qc7d+5Es2avRsPfu3cPJUqU0KieRYsWFbh/8eLF8PHx0TQ8IiIivWPIYyQ07tqIiYlB27ZtMWXKFISHh6NGjRoAgA0bNii7PNQxdepUtGjRAtu2bUNwcDBcXV0BAElJSdi9ezfi4+OxefNmTcMjIiKiIqRRIiGEQLly5XDr1i1kZ2fDwcFBua9Pnz6wtLRUu67AwECcP38ec+fOxZEjR5CYmAgAcHNzQ2hoKL788kt4eXlpEh4REZFe0tfWBG3QOJGoUKECLly4gIoVK6rsK8yXvpeXF2JiYjS+HxERUXFiyImERmMkjIyMULFiRTx69EhX8SAqKgrJyck6q5+IiIi0R+PBlpMmTcKIESNw/vz5dzpxWlpani01NRUTJ05EfHy8soyIiKi4M+RZGxoPtuzevTueP3+OGjVqwMzMLM9y2I8fP1arntfHV7xOCIGAgAAIISCTyZCTk6NpiERERHpFYcBdGxonEjNmzNDKid3d3VGzZk0MGzYMRkavGkaEEAgODsbChQtRtmxZrZyHiIiIdEfjRCI8PFwrJz579ix69eqF77//HsuWLUPJkiUBADKZDHXq1OEaEkREZDA42PIN169fx3fffYcuXbrgwYMHAICtW7fiwoULatfh6OiItWvX4pNPPkGdOnWwfPnywoRCRESk9wx5jITGicTff/8NX19fHD16FGvWrMHTp08BAGfOnMHYsWM1DqBfv37YuXMnYmJi0LVrV43vT0RERNLROJEYOXIkJkyYgJ07d8LMzExZ3qhRIxw5cqRQQfj4+ODYsWNwc3NDtWrV8gzgJCIiKs64RPZrzp07hz/++CNPuYuLyzut/2BmZoZp06YV+v5ERET6Sl+7JbRB4xYJe3v7fK/y+e+//yoHTL7NrVu3NDrn3bt3NTqeiIhInxhyi4TGiUTnzp3xzTffIDExETKZDAqFAgcPHsTw4cPRvXt3terw9/dH3759cfz48QKPSU1NxYIFC1CtWjWsXr1a0zCJiIioCGicSPzwww+oXLkySpcujadPn8LHxwcff/wx6tWrh++++06tOuLi4mBlZYUmTZrAzc0NzZs3R+/evTFw4EB8+umnqF27NlxcXLB48WJMnjwZgwYN0viBERER6QupZm3s378fLVu2hIeHB2QyGdatW/dGXAJjxoyBu7s7LCwsEBwcjKtXr2p0Do0TCTMzMyxYsADx8fHYtGkTfvvtN1y6dAnLli2DsbGxWnWUKFEC06ZNw/379xEbG4uKFSsiOTlZGXy3bt1w8uRJHD58GGFhYZqGSEREpFcUWto09ezZM9SoUQOzZ8/Od//kyZMxc+ZMzJs3D0ePHoWVlRVCQkLw4sULtc+h8WDL8ePHY/jw4ShdujRKly6tLM/IyMCUKVMwZswYteuysLBAhw4d0KFDB03DICIiorcIDQ1FaGhovvuEEJgxYwa+++47tG7dGgDw66+/wtXVFevWrUPnzp3VOofGLRJRUVHKtSNe9/z5c0RFRWlaHRERkcHTxwWpEhISkJiYiODgYGWZnZ0d6tati8OHD6tdj8YtErkX03rTmTNn4OjoqGl1REREBk9bMy4yMzORmZmpUiaXyyGXyzWuKzExEQDg6uqqUu7q6qrcpw61WyQcHBzg6OgImUyGSpUqwdHRUbnZ2dmhSZMm6Nixo9onJiIiIs1ER0fDzs5OZYuOjpY0JrVbJGbMmAEhBD7//HNERUXBzs5Ouc/MzAxeXl4ICAjQSZBERETFmba6JSIjIzF06FCVssK0RgCAm5sbACApKQnu7u7K8qSkJNSsWVPtetROJHKv+lm2bFnUq1cPpqamap+EiIjofaatro3CdmPkp2zZsnBzc8Pu3buViUNaWhqOHj2Kfv36qV2PWolEWlqa8v+1atVCRkYGMjIy8j3W1tZW7ZMTERGR7jx9+hTXrl1T3k5ISMDp06fh6OiIMmXKYMiQIZgwYQIqVqyIsmXLYvTo0fDw8ECbNm3UPodaiYS9vX2+AyxflzsIMycnR+2TExERvQ8UQprznjhxAkFBQcrbud0i4eHhWLp0Kb7++ms8e/YMffr0wZMnT9CgQQNs27YN5ubmap9DrURi7969alV27tw5tU9MRET0vpDqOhmBgYEQouAsRiaTYfz48Rg/fnyhz6FWItGwYcMC96Wnp2P58uVYuHAhTp48iYiIiEIHoy2/dDgldQikZxJTKkodAumRy1IHQO8dXv0zH/v370d4eDjc3d3x448/olGjRjhy5Ig2YyMiIiI9p9GCVImJiVi6dCkWLVqEtLQ0dOzYEZmZmVi3bh18fHx0FSMREVGx9h+9C8We2i0SLVu2hLe3N86ePYsZM2bg3r17mDVrli5jIyIiMggKyLSy6SO1WyS2bt2KQYMGoV+/fqhYkf3NREREpEGLxIEDB5Ceng4/Pz/UrVsXsbGxSE5O1mVsREREBkEfL9qlLWonEh9++CEWLFiA+/fvo2/fvlixYgU8PDygUCiwc+dOpKen6zJOIiKiYksI7Wz6SONZG1ZWVvj8889x4MABnDt3DsOGDcOkSZPg4uKCVq1a6SJGIiIi0lOFnv4JAN7e3pg8eTLu3LmD5cuXaysmIiIigyIg08qmjzSa/lkQY2NjtGnTRqO1uYmIiN4XUi2RXRTeqUWCiIiI3m9aaZEgIiKigunrjAttkCSRqF27tkbHy2QybNiwASVLltRRRERERLqjrzMutEGSROL06dMYNmwYrK2t33qsEAKTJk1CZmZmEURGRESkffq6KqU2SNa1MWLECLi4uKh17NSpU3UcDRERERWGJIlEQkICnJ2d1T4+Li4OHh4eOoyIiIhId9i1oWWenp4aHV+6dGkdRUJERKR7HGypQ8eOHcPhw4eRmJgIAHBzc0NAQADq1KkjcWRERET0NpIlEg8ePED79u1x8OBBlClTBq6urgCApKQkfPXVV6hfvz5Wr16t9jgKIiIifcUFqXSgf//+yMnJwcWLF3Hjxg0cPXoUR48exY0bN3Dx4kUoFAoMGDBAqvCIiIi0xpAv2iVZi8T27duxf/9+eHt759nn7e2NmTNnIjAwsOgDIyIiIrVJlkjI5XKkpaUVuD89PR1yubwIIyIiItINfb3gljZI1rXRqVMnhIeHY+3atSoJRVpaGtauXYuePXuiS5cuUoVHRESkNQqhnU0fSdYiMW3aNCgUCnTu3BnZ2dkwMzMDAGRlZcHExAS9evXCjz/+KFV4REREpAZJuzbmzp2LmJgYnDx5UmX6p5+fH2xtbaUKjYiISKv0daCkNki+joStrS2CgoKkDoOIiEhnDDmRkGyMBABs2rQJY8aMwcGDBwEAe/bsQVhYGJo1a4aff/5ZytCIiIi0RiFkWtn0kWSJxPz589G2bVts2bIFYWFh+O2339CmTRuULFkSXl5eGDJkCH766SepwiMiIiI1SNa1MXPmTMyZMwe9e/fG3r17ERYWhqlTp6J///4AgA8//BCTJ0/G4MGDpQqRiIhIK9i1oQMJCQkICQkBAAQFBSEnJwcff/yxcn9gYCBu3rwpVXhERERaY8grW0qWSJQoUUKZKNy7dw/Z2dm4deuWcv/Nmzfh6OgoVXhERESkBsm6Nlq3bo1evXohPDwcGzZsQPfu3TFs2DAYGRlBJpNhxIgRaNq0qVThFRsnLyfg123/IO7GXSSnpmNaxKcIqu2j3D9m0V/YePCUyn3qVauI2UN7FnWoVATsm38CS78AmLmXgniZhRfXLuLxqqV4mXhXeYxNwxBYBwRC7lkeRhaWuNG/ExTPn0kYNRW1Z6lJOLLlR9y+vB/ZWS9g51QGgZ/8AOfSvlKHZrD0dTEpbZAskYiJiUFWVhZWrFiBevXqYdasWZg5cyZat26Nly9fomHDhoiOjpYqvGIjIzMLlUq7oXUDPwyb/Xu+x9SrVglRvdorb5uZSD7rl3TEvHI1pO3ZjMz4q5AZG8OxQ3e4Df8ed0b1g8jKBADI5HI8P3cSz8+dRIlPekgbMBW5zOepWDenCzzK10XY5wtgbu2I1OQbMLO0kzo0gyb0dMaFNkj2jWJlZZVniufw4cMRERGBly9fwsbGRqLIipcG1b3RoHreC5+9zszUGE52fD7fB4lTx6rcfrBwOrxm/QG5VwW8uHIBAJC2YwMAwLwyf32+j07vWwhrO3cEdfzfDzVbx1ISRkTFnd79NDU3N4e5ubnUYRiUE5cS0GjwRNhaWsC/SjkMaNcU9taWUodFRcDIwgoAkPPsqcSRkL64EbcHpSs1wM5lg3Ev/jis7FxRNaALqtTtKHVoBk1fB0pqg94lEqRd9apVRKPaVVHS2QF3HjzGrNXbETF9KX759ksYG0m6HhnpmkyGEl1748WVC3h5lzOg6JX0x7cRd2Q5fD/qgVqN+uLB7XM4uH4ijIxN4f1BW6nDM1gcI6HHMjMzkZmZqVKWk/UScjNTiSLSL83q1lD+v2IpN1Qs5YaWI3/EiUvxqOtTQcLISNecPusHs1KeuDfxa6lDIT0ihIBzqaqoGzoUAOBU0gcpSVcRd2QFEwkqlGL/kzQ6Ohp2dnYq24/L1kgdlt4q5eIIe2tL3H7wSOpQSIdKfPolLGv44/6kUchJ4d+a/sfSxhkOLqo/IuxdyuPpk/sSRfR+MOR1JIp9i0RkZCSGDh2qUpZzcotE0ei/pMepSH2WASc7Xl3VUJX49EtY+QXg3qRIZCcnSR0O6Rk3r1p48jBBpSz14Q3YOHhIFNH7QV+TAG3Q60Ti1q1bKFmyJIyNjQs8Ri6XQy6Xq5Q9f4+6NZ6/yFRpXbib/BiXb92DrZUl7KwsMH/DHjT2qwonOxvcfvAIP/25DaVdHFGvWkUJoyZdKfFZP1gHNETSTxMgXjyHsZ09AEDx/DnEyywAgLGdPYztHGDq4g4AMCvlBcWL58h+9BAKDso0eL4f9cD62V1was88lK8eige3z+Li0VX4uP14qUMzaBwjIREvLy9UrFgR0dHRaNeundTh6KW4G3fRe/JC5e2pK161xrSsXxujPmuNq7cTsfHgKaQ/fwFnexsEVK2I/m2DYWaq1396KiS7xs0BAB6Rk1TKHyycjqcHdgMAbIPC4NCmq3Kfx6iYPMeQ4XIp7Yum3Wfh2LZpOLVrDmwcS6Feq0hUrN1S6tComJIJob8NLn///Tfi4+Oxbds2rFy5Uu37PT+4WodRUXGUuGCJ1CGQHlnXdqPUIZAeGdpa94tFLdilnXp6B2unHm3S65+lDRs2RMOGDdGzJ5dzJiKi4kuhkDoC3dGLRCI1NRWJiYkAADc3N9jZcalWIiKi4kDS6Z8LFy6Ej48PHB0d4ePjo/L/RYsWSRkaERGR1nD6pw5MmTIF48aNw6BBgxASEgJXV1cAQFJSEnbs2IHBgwcjJSUFw4cPlypEIiIirdDXJEAbJEskYmNjsWTJEnTsqLq+e5UqVRAYGIgaNWpgxIgRTCSIiIj0mGSJxIMHD+DrW/DVB319fZGcnFyEEREREemGIa8jIdkYCX9/f0yaNAnZ2dl59uXk5CAmJgb+/v4SREZERKRdQgitbPpI0q6NkJAQuLm54eOPP1YZI7F//36YmZlhx44dUoVHREREapAskahevTquXLmC3377DUeOHEF8fDyAV9M/J0yYgK5du8LWlteDICKi4k9PGxO0QtJ1JGxsbNCvXz/069dPyjCIiIh0igtSFYHs7Gzs3bsXt27dgpeXFwIDA//zYl1ERETFBVskdGDgwIEICQlBixYtcOfOHTRp0gRXr16Fk5MTkpOT4ePjg61bt6JkyZJShUhERERvIdmsjT///BNeXl4AgGHDhqFUqVJITExEYmIiHjx4AE9PTwwZMkSq8IiIiLRGIbSz6SPJWiRSU1NhZWUFADh06BBWr14NJycnAICjoyOio6MRFBQkVXhERERaY8hdG5K1SFSqVAnHjh0D8GrQZVpamsr+9PR0KAx5dAoREZEBkKxF4quvvsLw4cPh6uqKyMhIDBo0CLNmzUKVKlVw+fJlDB48GO3atZMqPCIiIq0RWuuXkGmpHu2RLJHo0aMHHj9+jObNm0MIgZycHDRt2lS5v1WrVpg+fbpU4REREWmNvo5v0AZJp38OHToUn3/+OXbu3In4+HgoFAq4u7ujfv36qFixopShERERkRokX0fC3t4en3zyidRhEBER6QwHW2rZrVu3NDr+7t27OoqEiIhI9xQKoZVNH0mSSPj7+6Nv3744fvx4gcekpqZiwYIFqFatGlavXl2E0REREZG6JOnaiIuLw8SJE9GkSROYm5vDz88PHh4eMDc3R0pKCuLi4nDhwgXUrl0bkydPRlhYmBRhEhERaQW7NrSsRIkSmDZtGu7fv4/Y2FhUrFgRycnJuHr1KgCgW7duOHnyJA4fPswkgoiIij0htLPpI0kHW1pYWKBDhw7o0KGDlGEQERHplEJfswAtkGxlSyIiItKdcePGQSaTqWyVK1fW+nkkn/5JRERk6IREV3yoWrUqdu3apbxtYqL9r30mEkRERDomJOraMDExgZubm07Pwa4NIiIiA3X16lV4eHigXLly6Natm8brOKmDLRJEREQ6pq2LWWdmZiIzM1OlTC6XQy6X5zm2bt26WLp0Kby9vXH//n1ERUXho48+wvnz52FjY6OdgMAWCSIiIp0TQmhli46Ohp2dncoWHR2d7zlDQ0PxySefoHr16ggJCcGWLVvw5MkTrFq1SquPjS0SRERExURkZCSGDh2qUpZfa0R+7O3tUalSJVy7dk2rMTGRICIi0jFtXSajoG4MdTx9+hTXr1/HZ599pp1g/p9BJhIHrFtKHQLpmZXlP5Y6BNIjlxfulzoE0iNDWzfU+TmEBBfcGj58OFq2bAlPT0/cu3cPY8eOhbGxMbp06aLV8xhkIkFERPS+u3PnDrp06YJHjx7B2dkZDRo0wJEjR+Ds7KzV8zCRICIi0jEplpFYsWJFkZyHiQQREZGOKSTo2igqTCSIiIh0TKqVLYsC15EgIiKiQmOLBBERkY5JddGuoiBJIvHmYhrq+O677+Do6KiDaIiIiHRLYcBdG5IkEjNmzEBAQADMzMzUOv7AgQOIiIhgIkFERKRnJOvaWLt2LVxcXNQ6VpsXFyEiIipqhjzYUpJEYsmSJbCzs1P7+Pnz58PV1VWHEREREekOp39qWXh4uEbHd+3aVUeREBER0buQfNZGdnY2Lly4gMTERACAm5sbfHx8YGpqKnFkRERE2mHAPRvSJRIKhQJjxozB7NmzkZqaqrLPzs4OERERiIqKgpERl7ogIqLiTYqLdhUVyRKJkSNHYunSpZg0aRJCQkKUYyCSkpKwY8cOjB49GllZWYiJiZEqRCIiInoLyRKJX3/9FcuWLUNISIhKuZeXF/r06QNPT090796diQQRERV7XEdCB9LT0+Hh4VHgfnd3dzx79qwIIyIiItINQ+7akGwAQmBgIIYPH47k5OQ8+5KTk/HNN98gMDCw6AMjIiLSMqEQWtn0kWQtEvPmzUNYWBjc3d3h6+urMkbi3Llz8PHxwaZNm6QKj4iIiNQgWSJRunRpnDlzBtu3b8eRI0eU0z/r1KmDH374AU2bNuWMDSIiMgh62pigFZKuI2FkZITQ0FCEhoZKGQYREZFO6Wu3hDZIviDVsWPHcPjwYZUFqerVqwd/f3+JIyMiIqK3kSyRePDgAdq3b4+DBw+iTJkyKmMkvvrqK9SvXx+rV69W+8JeRERE+sqQL9ol2SCE/v37IycnBxcvXsSNGzdw9OhRHD16FDdu3MDFixehUCgwYMAAqcIjIiLSGoVCaGXTR5K1SGzfvh379++Ht7d3nn3e3t6YOXMmp38SERHpOckSCblcjrS0tAL3p6enQy6XF2FEREREusGuDR3o1KkTwsPDsXbtWpWEIi0tDWvXrkXPnj3RpUsXqcIjIiLSGi5IpQPTpk2DQqFA586dkZ2dDTMzMwBAVlYWTExM0KtXL/z4449ShUdERERqkLRrY+7cuYiJicHJkydVpn/6+fnB1tZWqtCIiIi0Sl9bE7RB8nUkbG1tERQUJHUYREREOmPIV//U2zWok5KSMH78eKnDICIiemccIyGBxMREREVFYcyYMVKHUuy8yHiGzStjcebYbjxNfYxSZSujfY+R8KxQTerQqIgF+pkj0M8CTvavfjPce5iDDfuf4/z1LIkjIym1C/NAl3al4ehghusJTzF9/jVcvJoudVhUTEmWSJw9e/Y/91++fLmIIjE8f8wbi/u3r6F7xA+wc3TB8f2bEPt9b3w7fR3sHV2lDo+KUEqaAqv3PEPS4xzIANSrIcfATraIWpCCew9zpA6PJNCogTMiviiPH2dfQdyVdHRsVRLTxvuiy5fH8ST1pdThGSxDnv4pWSJRs2ZNyGSyfJ/c3HKZTCZBZMVbVtYLnDm6C72/nokKPh8AAMI69sf5k/twYMdKtOg8SOIIqSiduara8rB273ME+VmgXElTJhLvqc5tSmHj9vvYsjsJADBlzlUE+JdAiyZu+O2v2xJHZ7j0dVVKbZAskXB0dMTkyZPRuHHjfPdfuHABLVu2LOKoij9FTg4UihyYmpqplJuameP6pX8lior0gUwG+PvIYWYqw/U7/OX5PjIxkaFSBRss++uWskwI4MTpFFT15kw5KhzJEgk/Pz/cu3cPnp6e+e5/8uSJQTcF6Yq5hRXKVqqBbavnw61kOdjYl8DJA1uQcOUMnN3KSB0eSaCkizFG9XSAqQmQmSUw+8803E9ma8T7yM7WFCbGMjxOUU0kHz95Cc9SlhJF9X7Q14GS2iBZIvHll1/i2bNnBe4vU6YMlixZ8tZ6MjMzkZmZqVKWlSWDmdn7u7z2ZxHR+GPuaHz3ZWMYGRmjVNkq8KsfitsJcVKHRhJITM5B1M+PYSE3gp+PHL1a2SDm1ydMJoiKkCH/MJYskWjbtu1/7ndwcEB4ePhb64mOjkZUVJRK2ad9v8Nn/Ua/U3zFmbNbaQyOWorMF8/xIuMZ7BycsXj6cJRwKSV1aCSBHAXwIEUBQIGbidko626C4DoWWLblqdShURFLTXuJ7BwBRwdTlXJHe1M8SuFMHiocvV1HQl2RkZFITU1V2Tr1+lrqsPSC3NwSdg7OeP40FZfOHEJ1fy78Ra/GSpiacCDz+yg7W+DKtXT4VXdQlslkgF8NB1y4XPBFFOndCYVCK5s+0tt1JNQll8vzXCXUzOz9zqwvnj4IAQEXDy8kJ97CumXT4FqyLD4MbCN1aFTE2jWywvlrWXiUmgNzuQx1q5nD28sU039PlTo0ksiKdXfw7VeVcelaOi5eSUfH1iVhYW6EzbsSpQ7NoHHWBhUrGc/TsXH5T3jyKAmW1naoUTcYLbsMgrGJ6dvvTAbF1lKGXq1tYGdthIxMgTtJ2Zj+eyriEjhr432158BD2NuZ4otuXnB0MMO1+KcYNvYcUp7wNUGFw0TCANWu1wy16zWTOgzSA0s3cRwE5bVm8z2s2XxP6jDeKxxsSURERIVmyNM/9Xqw5a1bt5CTwylqRERUvBnyRbv0OpHw8vKCj48P1qxZI3UoRERElA+97trYu3cv4uPjsXLlSrRr107qcIiIiApFIfRz6qY26HUi0bBhQzRs2BA9e/aUOhQiIqJC09duCW3Qi0QiNTUViYmv5jC7ubnBzs5O4oiIiIhIHZKOkVi4cCF8fHzg6OgIHx8flf8vWrRIytCIiIi0xpAHW0rWIjFlyhSMGzcOgwYNQkhICFxdXQEASUlJ2LFjBwYPHoyUlBQMHz5cqhCJiIi0gutI6EBsbCyWLFmCjh07qpRXqVIFgYGBqFGjBkaMGMFEgoiISI9Jlkg8ePAAvr6+Be739fVFcnJyEUZERESkGwo9veCWNkg2RsLf3x+TJk1CdnZ2nn05OTmIiYmBv7+/BJERERFpF8dI6EBsbCxCQkLg5uaGjz/+WGWMxP79+2FmZoYdO3ZIFR4RERGpQbJEonr16rhy5Qp+++03HDlyBPHx8QBeTf+cMGECunbtCltbW6nCIyIi0hrBBal0w8bGBv369UO/fv2kDIOIiEin9LVbQhskTSRycnJw8+ZNeHl5wcjICJmZmVi/fj0UCgWCgoKU3R1ERETFGRMJHTh79iyaNWuGpKQk+Pj4YMuWLQgLC0NCQgJkMhlMTU2xfft2DrgkIiLSY5LN2vj6669Rv359nDlzBo0bN0ZISAiqVKmClJQUpKSkoHnz5hg1apRU4REREWmNQii0sukjyVokjh07hoMHD6JKlSqIjo5GbGwsli5dClNTUwDAyJEj0bBhQ6nCIyIi0hpD7tqQrEVCCAETk1d5zJv/AoCxsbFBL+BBRERkCCRLJPz8/BATE4O7d+8iOjoaZcuWRWxsrHL/rFmzUK1aNanCIyIi0hqhUGhl00eSdW1ER0cjNDQUS5YsQYkSJbB371706tUL7u7uMDIyQkpKCjZu3ChVeERERFpjyF0bkiUS/v7+uHnzJi5dugRvb29YW1tj3759+P3335GRkYEmTZrA29tbqvCIiIhIDZKuI2FlZQU/Pz/lbXNzc/Tq1UvCiIiIiLTPkFe2lGSMxK1btzQ6/u7duzqKhIiISPcUCqGVTR9Jkkj4+/ujb9++OH78eIHHpKamYsGCBahWrRpWr15dhNERERGRuiTp2oiLi8PEiRPRpEkTmJubw8/PDx4eHjA3N0dKSgri4uJw4cIF1K5dG5MnT0ZYWJgUYRIREWmFvs640AZJWiRKlCiBadOm4f79+4iNjUXFihWRnJyMq1evAgC6deuGkydP4vDhw0wiiIio2BMKoZVNH0k62NLCwgIdOnRAhw4dpAyDiIhIp6QcbDl79mxMmTIFiYmJqFGjBmbNmoU6deporX7JFqQiIiIi3Vq5ciWGDh2KsWPH4tSpU6hRowZCQkLw4MEDrZ2DiQQREZGOSdW1MW3aNPTu3Rs9e/aEj48P5s2bB0tLSyxevFhrj42JBBERkY5JsUR2VlYWTp48ieDgYGWZkZERgoODcfjwYa09NknHSBAREZH6MjMzkZmZqVIml8shl8vzHJucnIycnBy4urqqlLu6uuLSpUtai8kgE4mmNcykDkFymZmZiI6ORmRkZL4vsPdN0xrOUocgOb4mXtdQ6gAkx9dD0TqwUTuvuXHjxiEqKkqlbOzYsRg3bpxW6i8MmRBCP+eT0DtJS0uDnZ0dUlNTYWtrK3U4pAf4mqDX8fVQPGnSIpGVlQVLS0v89ddfaNOmjbI8PDwcT548wfr167USE8dIEBERFRNyuRy2trYqW0EtSmZmZvDz88Pu3buVZQqFArt370ZAQIDWYjLIrg0iIiIChg4divDwcHzwwQeoU6cOZsyYgWfPnqFnz55aOwcTCSIiIgPVqVMnPHz4EGPGjEFiYiJq1qyJbdu25RmA+S6YSBgouVyOsWPHchAVKfE1Qa/j6+H9ERERgYiICJ3Vz8GWREREVGgcbElERESFxkSCiIiICo2JBBERERUaEwkiIiIqNCYSxcjhw4dhbGyM5s2bq5TfuHEDMpksz/bpp5+q7D99+nS+x5uZmaFChQqYMGECOPa2eHv48CH69euHMmXKQC6Xw83NDSEhITh48CAAwMvLS/l3NzY2hoeHB3r16oWUlBSJIydd0eQ1YWlpCV9fXyxcuFDiqKk44fTPYmTRokUYOHAgFi1ahHv37sHDw0Nl/65du1C1alXlbQsLi/+sL/f4zMxMHDhwAF988QXc3d3Rq1cvncRPute+fXtkZWXhl19+Qbly5ZCUlITdu3fj0aNHymPGjx+P3r17IycnB1euXEGfPn0waNAgLFu2TMLISVc0eU08f/4cf/75J3r37o2SJUsiNDRUwsipuGAiUUw8ffoUK1euxIkTJ5CYmIilS5di1KhRKseUKFECbm5uatf5+vGenp5YsmQJTp06xUSimHry5An++ecf7Nu3Dw0bvrpAkKenJ+rUqaNynI2NjfLvXrJkSYSHh2P58uVFHi/pXmFeE9988w0mT56MnTt3MpEgtbBro5hYtWoVKleuDG9vb3z66adYvHixVrshTpw4gZMnT6Ju3bpaq5OKlrW1NaytrbFu3bo8F/UpyN27d7Fx40b+3Q2Upq8JhUKB1atXIyUlBWZmvIoyqUlQsVCvXj0xY8YMIYQQL1++FE5OTmLv3r1CCCESEhIEAGFhYSGsrKyU26lTp1T2//vvv/keb2pqKgCIPn36SPHQSIv++usv4eDgIMzNzUW9evVEZGSkOHPmjHK/p6enMDMzE1ZWVsLc3FwAEHXr1hUpKSnSBU06pclrwsTERAAQjo6O4urVqxJGTcUJWySKgcuXL+PYsWPo0qULAMDExASdOnXCokWLVI5buXIlTp8+rdx8fHz+s97c48+cOYNVq1Zh/fr1GDlypM4eB+le+/btce/ePWzYsAHNmjXDvn37ULt2bSxdulR5zIgRI3D69GmcPXtWeVXA5s2bIycnR6KoSZc0eU3s2bMHdevWxfTp01GhQgXpgqbiRepMht5uxIgRAoAwNjZWbkZGRsLCwkI8efIkT4vDmwpqkXjz+OjoaGFiYiIyMjJ0+4CoSPXq1UuUKVNGCPHq1+f06dNV9h8+fFgAEDt37pQgOpLCf70mbt26Jezs7MSFCxckio6KG7ZI6Lns7Gz8+uuvmDp1qkprw5kzZ+Dh4aHVQXLGxsbIzs5GVlaW1uok6fn4+ODZs2cF7jc2NgYAZGRkFFVIJLH/ek2ULl0anTp1QmRkZBFHRcUVZ23ouU2bNiElJQW9evWCnZ2dyr727dtj0aJFaNasWaHqfvToERITE5GdnY1z587hp59+QlBQEGxtbbUROhWxR48e4ZNPPsHnn3+O6tWrw8bGBidOnMDkyZPRunVr5XHp6elITEyEEAK3b9/G119/DWdnZ9SrV0/C6EkX1H1NvGnw4MGoVq0aTpw4gQ8++KAII6biiImEnlu0aBGCg4PzJBHAq0Ri8uTJSEtLK1TdwcHBAF79InV3d0dYWBgmTpz4TvGSdKytrZX929evX8fLly9RunRp9O7dW2Wq8JgxYzBmzBgAgLOzM/z9/bFjxw6UKFFCqtBJR9R9TbzJx8cHTZs2xZgxY7Bly5YijJiKI15GnIiIiAqNYySIiIio0JhIEBERUaExkSAiIqJCYyJBREREhcZEgoiIiAqNiQQREREVGhMJIiIiKjQmEkR6SiaTYd26dVKHQUT0n5hIEBWxHj16QCaTQSaTwdTUFK6urmjSpAkWL14MhUKhPO7+/fsIDQ2VMFIiordjIkEkgWbNmuH+/fu4ceMGtm7diqCgIAwePBgtWrRAdnY2AMDNzQ1yuVziSImI/hsTCSIJyOVyuLm5oWTJkqhduzZGjRqF9evXY+vWrVi6dCmAvF0b33zzDSpVqgRLS0uUK1cOo0ePxsuXL1XqnTBhAlxcXGBjY4MvvvgCI0eORM2aNZX7e/TogTZt2uDHH3+Eu7s7SpQogQEDBqjUk5KSgu7du8PBwQGWlpYIDQ3F1atXlftv3ryJli1bwsHBAVZWVqhatarK9RjOnz+P0NBQWFtbw9XVFZ999hmSk5O1+wQSkd5gIkGkJxo1aoQaNWpgzZo1+e63sbHB0qVLERcXh59++gkLFizA9OnTlft///13TJw4ETExMTh58iTKlCmDuXPn5qln7969uH79Ovbu3YtffvkFS5cuVSYvwKtk48SJE9iwYQMOHz4MIQTCwsKUycaAAQOQmZmJ/fv349y5c4iJiYG1tTUA4MmTJ2jUqBFq1aqFEydOYNu2bUhKSkLHjh21+EwRkV4RRFSkwsPDRevWrfPd16lTJ1GlShUhhBAAxNq1awusZ8qUKcLPz095u27dumLAgAEqx9SvX1/UqFFD5dyenp4iOztbWfbJJ5+ITp06CSGEuHLligAgDh48qNyfnJwsLCwsxKpVq4QQQvj6+opx48blG9P3338vmjZtqlJ2+/ZtAUBcvny5wMdCRMUXWySI9IgQAjKZLN99K1euRP369eHm5gZra2t89913uHXrlnL/5cuXUadOHZX7vHkbAKpWrQpjY2PlbXd3dzx48AAAcPHiRZiYmKBu3brK/SVKlIC3tzcuXrwIABg0aBAmTJiA+vXrY+zYsTh79qzy2DNnzmDv3r2wtrZWbpUrVwYAXL9+XdOng4iKASYSRHrk4sWLKFu2bJ7yw4cPo1u3bggLC8OmTZvw77//4ttvv0VWVpbG5zA1NVW5LZPJVGaLvM0XX3yB+Ph4fPbZZzh37hw++OADzJo1CwDw9OlTtGzZEqdPn1bZrl69io8//ljjWIlI/zGRINITe/bswblz59C+ffs8+w4dOgRPT098++23+OCDD1CxYkXcvHlT5Rhvb28cP35cpezN229TpUoVZGdn4+jRo8qyR48e4fLly/Dx8VGWlS5dGl9++SXWrFmDYcOGYcGCBQCA2rVr48KFC/Dy8kKFChVUNisrK41iIaLigYkEkQQyMzORmJiIu3fv4tSpU/jhhx/QunVrtGjRAt27d89zfMWKFXHr1i2sWLEC169fx8yZM7F27VqVYwYOHIhFixbhl19+wdWrVzFhwgScPXu2wK6S/FSsWBGtW7dG7969ceDAAZw5cwaffvopSpYsidatWwMAhgwZgu3btyMhIQGnTp3C3r17UaVKFQCvBmI+fvwYXbp0wfHjx3H9+nVs374dPXv2RE5Ozjs8Y0Skr5hIEElg27ZtcHd3h5eXF5o1a4a9e/di5syZWL9+vcr4hVytWrXCV199hYiICNSsWROHDh3C6NGjVY7p1q0bIiMjMXz4cNSuXRsJCQno0aMHzM3NNYptyZIl8PPzQ4sWLRAQEAAhBLZs2aLsEsnJycGAAQNQpUoVNGvWDJUqVcKcOXMAAB4eHjh48CBycnLQtGlT+Pr6YsiQIbC3t4eRET9uiAyRTAghpA6CiHSjSZMmcHNzw7Jly6QOhYgMlInUARCRdjx//hzz5s1DSEgIjI2NsXz5cuzatQs7d+6UOjQiMmBskSAyEBkZGWjZsiX+/fdfvHjxAt7e3vjuu+/Qrl07qUMjIgPGRIKIiIgKjaOfiIiIqNCYSBAREVGhMZEgIiKiQmMiQURERIXGRIKIiIgKjYkEERERFRoTCSIiIio0JhJERERUaEwkiIiIqND+D+AonjB0ChoHAAAAAElFTkSuQmCC",
|
|
"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')\n",
|
|
"plt.xlabel('Diagnose')\n",
|
|
"plt.ylabel('Altersgruppe')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"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')\n",
|
|
"plt.xlabel('Diagnose')\n",
|
|
"plt.ylabel('Geschlecht')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"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')\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",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"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": "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()"
|
|
]
|
|
}
|
|
],
|
|
"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
|
|
}
|