{ "cells": [ { "cell_type": "code", "execution_count": 2, "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": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading SB\n", "Length of SB: 16559\n", "Reading AFIB\n", "Length of AFIB: 9839\n", "Reading GSVT\n", "Length of GSVT: 948\n", "Reading SR\n", "Length of SR: 9720\n" ] } ], "source": [ "\n", "path = \"C:/Studium/dsa/data\"\n", "#path = \"C:/Users/Nils/Documents/HS-Mannheim/0000_MASTER/DSA/EKG_Prog/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": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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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3FNa9fPkSb9++hZeXV6btSpYsibS0NDx58kSh3N3dPcvjFC5cWOEFDAD37t3DjRs3FL4YbG1tUbx4cQBQGCPxobS0NGnQm1wuR6FChWBra4tr167h9evX2Tr3Dz1+/BhOTk4wMzNTKC9ZsqS0/n0ffskAgJWVFaKjo6XHM2fOxPXr1+Hi4oJKlSph4sSJWb5pnZ2dM30xWFhYZEokMz5s3z9GQkICxo8fL41RyLgWMTExOboWH3vuPmbVqlV4+/Yt7t27h7Vr1yp8OH9MoUKFUK9ePWzZskUq+/3336Gnp4fWrVtLZY8fP/7o6y5j/fs+fC6srKwAKF6nD2U8z3FxcZnWLVu2DIcPH8Zvv/2mUH7//n0IITBu3LhMr9uML/uM1+3kyZMRExOD4sWLw8fHB8OGDVOYIp3xOihduvRHY1T2HO/du4cDBw5kirV+/foKsT548ABOTk6wtrbOcRwZsXwqDlX73LXIeH14enoq1NPX11f450sZGa+bDz8v3pfd9+bjx4/h4eGRafusyoDsPQfZfQ+NGDECpqamqFSpEjw9PeHv74/Tp09L9V++fImYmBgsX7480+so45/QDz+rc/NapS8nz84S8vb2xv79+1GvXj00aNAAp0+fzrK1Jbs+9qWVVXlaWhp8fHwyTQ3M8Kk4fvrpJ4wbNw5+fn6YMmUKrK2toaOjg4CAgC82VTmrliQACoPwvvvuO9SoUQM7d+7EoUOHMGvWLMyYMSPTTKyP7Ss7xxgwYADWrFmDgIAAVKlSBRYWFpDJZGjfvn2OrkV2Eo73nThxQhocHRwcjCpVqmRru/bt26N79+64cuUKypUrhy1btqBevXooVKhQjo7/vuxcpw9ZWFjA0dER169fz7QuoyXrw8GRGdfzxx9//GhrVMaXTM2aNfHgwQPs3r0bhw4dwsqVKzF37lwEBgaiZ8+enz2nD+XmHNPS0tCgQQMMHz48y/UZ/xyoO47PyapFCUhvPc3qeOqIIacyXjcfSyoA1b03P6TK8y9ZsiTu3LmDffv24cCBA9i+fTuWLFmC8ePHY9KkSVKcnTp1QteuXbPcR5kyZdQWH6lenk1YAKBSpUrYtWsXmjZtigYNGuCvv/6SMmhjY+NMLS9A+swGHR0dpZKbYsWK4erVq6hXr95HP7A+Ztu2bahTpw5WrVqlUB4TE6PwxZeT/bq6uuLIkSN48+aNwn9Nt2/fltbnhqOjI/r164d+/fohIiIC5cuXx7Rp01QydRxIvxZdu3bFnDlzpLJ3795lumlXTq/xp7x48QIDBgxAw4YNYWBgIH2BZ+catWrVCj/88IPULXT37l2MGjVKoY6rq+tHX3cZ61WhadOmWLlyJc6dO4dKlSp9tn7Gf+f6+vpSK8WnWFtbo3v37ujevTvi4uJQs2ZNTJw4ET179pT2lVXCpCrFihVDXFzcZ2MtVqwYDh48iKioqGy1snxOTl9rVlZWWd5k7vHjx7lqEcl4fdy7d0/qYgbSu2VCQkJQtmzZHO/zfXFxcdi5cydcXFykFousZPe96erqmuUsGmVm1uTkPWRiYoJ27dqhXbt2SEpKQuvWrTFt2jSMGjUKtra2MDMzQ2pqarZe86T98myXUIZ69eph06ZNuH//Pho1aoTY2Fjo6uqiYcOG2L17t8J/muHh4di4cSOqV68Oc3PzXB/zu+++w7Nnz7BixYpM6xISEj46PRZIz+A/zNa3bt0qjR/IkHEfmOzccbNJkyZITU1VmFoLAHPnzoVMJstxgpGampqpS8bOzg5OTk6fnbadE1ldi4ULFyI1NVWhLCfX4nN69eqFtLQ0rFq1CsuXL4eenh569OiRrf+gLC0t4evriy1btmDz5s0wMDBAq1atFOo0adIE586dQ1BQkFQWHx+P5cuXw83NDd7e3kqfAwAMHz4cxsbG8PPzQ3h4eKb1H56PnZ0dateujWXLluHFixeZ6r98+VL6OzIyUmGdqakpPDw8pOfe1tYWNWvWxOrVqxEaGvrJ4+bWd999h6CgIBw8eDDTupiYGKSkpAAA2rRpAyFEllPOcxNLTl9rxYoVwz///IOkpCSpbN++fZm6nLOrYsWKsLW1RWBgoMI+165dq/TrPyEhAZ07d0ZUVBTGjBnzyeQsu+9NX19fBAUFKdyROyoqChs2bMh1nNl9D334OjUwMIC3tzeEEEhOToauri7atGmD7du3Z5lcv/+ap7whT7ewZPjmm2+wYsUK+Pn5oUWLFjhw4ACmTp2Kw4cPo3r16ujXrx/09PSwbNkyJCYmYubMmUodr3PnztiyZQv69OmD48ePo1q1akhNTcXt27exZcsW6Z4gWWnWrBkmT56M7t27o2rVqggODsaGDRsy/TdWrFgxWFpaIjAwEGZmZjAxMUHlypWzHK/RvHlz1KlTB2PGjMGjR49QtmxZHDp0CLt370ZAQIDCQMPsePPmDZydndG2bVuULVsWpqamOHLkCM6fP6/wH5eymjVrhl9//RUWFhbw9vZGUFAQjhw5AhsbG4V65cqVg66uLmbMmIHXr19DLpejbt26sLOzy9Hx1qxZgz/++ANr166V7rWzcOFCdOrUCUuXLkW/fv0+u4927dqhU6dOWLJkCXx9fTPdDXXkyJHYtGkTGjdujIEDB8La2hrr1q1DSEgItm/frrIbuXl6emLjxo34/vvv4eXlJd3pVgiBkJAQbNy4ETo6OtJ5AsDixYtRvXp1+Pj4oFevXihatCjCw8MRFBSEp0+fSvcC8vb2Ru3atVGhQgVYW1vjwoUL2LZtm8Jv8SxYsADVq1dH+fLl0bt3b7i7u+PRo0f4448/VPJzEsOGDcOePXvQrFkzdOvWDRUqVEB8fDyCg4Oxbds2PHr0CIUKFUKdOnXQuXNnLFiwAPfu3UOjRo2QlpaGv/76C3Xq1Mnx7wdVqFABADBmzBi0b98e+vr6aN68+UdvJNmzZ09s27YNjRo1wnfffYcHDx7gt99+y/F7LoO+vj6mTp2KH374AXXr1kW7du0QEhKCNWvW5KjF5tmzZ9I4pri4ONy8eRNbt25FWFgYhg4dih9++OGT22f3vTl8+HD89ttvaNCgAQYMGAATExOsXLkSRYoUQVRUVK5aR7P7HmrYsCEcHBxQrVo12Nvb49atW1i0aBGaNm0qtTT//PPPOH78OCpXroxevXrB29sbUVFRuHTpEo4cOYKoqKgcx0ca9CWnJKlCxjTk8+fPZ1o3e/ZsAUA0a9ZMJCcni0uXLglfX19hamoqjI2NRZ06dcSZM2eyvb9atWp9dNpcUlKSmDFjhihVqpSQy+XCyspKVKhQQUyaNEm8fv1aqpfVtOahQ4cKR0dHYWRkJKpVqyaCgoIyTYMUQojdu3cLb29voaenpzAl+MNpzUKkT/sbPHiwcHJyEvr6+sLT01PMmjVLYWqnEOnTF7Oarvx+nImJiWLYsGGibNmywszMTJiYmIiyZcuKJUuWZOv6fGxa5YfHjo6OFt27dxeFChUSpqamwtfXV9y+fTvLqaIrVqwQRYsWFbq6ugpTnD81hfP9/Tx58kRYWFiI5s2bZ6r3zTffCBMTE/Hw4cMs9/O+2NhYYWRkJE2NzsqDBw9E27ZthaWlpTA0NBSVKlUS+/btU6iTMY1y69atCuUhISEfnc6elfv374u+ffsKDw8PYWhoKIyMjESJEiVEnz59xJUrV7KMrUuXLsLBwUHo6+uLwoULi2bNmolt27ZJdaZOnSoqVaokLC0tpf1NmzZNJCUlKezr+vXr4ptvvpHO08vLS4wbN05anzGt+eXLlwrbZbznPpzy+uFz/ubNGzFq1Cjh4eEhDAwMRKFChUTVqlXF7NmzFWJJSUkRs2bNEiVKlBAGBgbC1tZWNG7cWFy8eFGqk53XfYYpU6aIwoULCx0dnWxNcZ4zZ44oXLiwkMvlolq1auLChQsfndac3ed7yZIl0n2jKlasKE6dOpXlZ0RWMqYPAxAymUyYm5uLUqVKiV69eomzZ89muQ0+mNack/fm5cuXRY0aNYRcLhfOzs5i+vTpYsGCBQKAdH+ijLiyeq9mdV7ZeQ8tW7ZM1KxZU9jY2Ai5XC6KFSsmhg0bpvD5K4QQ4eHhwt/fX7i4uAh9fX3h4OAg6tWrJ5YvXy7VUdX7kdRLJgRHExERkeoEBARg2bJliIuL++hAVqKcyvNjWIiISHMSEhIUHkdGRuLXX39F9erVmayQSuWLMSxERKQZVapUQe3atVGyZEmEh4dj1apViI2Nxbhx4zQdGuUzTFiIiCjXmjRpgm3btmH58uWQyWQoX748Vq1ahZo1a2o6NMpnOIaFiIiItB7HsBAREZHWY8JCREREWo8JCxEREWm9fDnodu/FFE2HQP+aMfH05yvRF7NrusHnK9EX8dIo8y8Xk2aULFZY7cf4Qz/zL1DnRtPkzL+zVFCwhYWIiIi0Xr5sYSEiItImMn3V/ep8QcWEhYiISM109JiwKIsJCxERkZrJ9DkCQ1m8gkRERKT12MJCRESkZuwSUh4TFiIiIjXjoFvlsUuIiIiItB5bWIiIiNSMXULKY8JCRESkZuwSUh67hIiIiEjrsYWFiIhIzdglpDy2sBAREamZTFemkiWnTp06hebNm8PJyQkymQy7du1SWC+EwPjx4+Ho6AgjIyPUr18f9+7dU6gTFRWFjh07wtzcHJaWlujRowfi4uIU6ly7dg01atSAoaEhXFxcMHPmzEyxbN26FSVKlIChoSF8fHywf//+HJ0LExYiIqJ8Kj4+HmXLlsXixYuzXD9z5kwsWLAAgYGBOHv2LExMTODr64t3795JdTp27IgbN27g8OHD2LdvH06dOoXevXtL62NjY9GwYUO4urri4sWLmDVrFiZOnIjly5dLdc6cOYPvv/8ePXr0wOXLl9GqVSu0atUK169fz/a5yIQQIhfXQKvtvZii6RDoXzMmntZ0CPSeXdMNNB0C/eulURFNh0D/KlmssNqP8XfZ8irZT/Wrl3K9rUwmw86dO9GqVSsA6a0rTk5OGDp0KH788UcAwOvXr2Fvb4+1a9eiffv2uHXrFry9vXH+/HlUrFgRAHDgwAE0adIET58+hZOTE5YuXYoxY8YgLCwMBgbpnzEjR47Erl27cPv2bQBAu3btEB8fj3379knxfP311yhXrhwCAwOzFT9bWIiIiNRMpiNTyaJKISEhCAsLQ/369aUyCwsLVK5cGUFBQQCAoKAgWFpaSskKANSvXx86Ojo4e/asVKdmzZpSsgIAvr6+uHPnDqKjo6U67x8no07GcbKDg26JiIjUTKarmvaBxMREJCYmKpTJ5XLI5fIc7yssLAwAYG9vr1Bub28vrQsLC4OdnZ3Cej09PVhbWyvUcXd3z7SPjHVWVlYICwv75HGygy0sREREecT06dNhYWGhsEyfPl3TYX0RbGEhIiJSM51czPDJyqhRozBkyBCFsty0rgCAg4MDACA8PByOjo5SeXh4OMqVKyfViYiIUNguJSUFUVFR0vYODg4IDw9XqJPx+HN1MtZnB1tYiIiI1ExVY1jkcjnMzc0VltwmLO7u7nBwcMDRo0elstjYWJw9exZVqlQBAFSpUgUxMTG4ePGiVOfYsWNIS0tD5cqVpTqnTp1CcnKyVOfw4cPw8vKClZWVVOf942TUyThOdjBhISIiyqfi4uJw5coVXLlyBUD6QNsrV64gNDQUMpkMAQEBmDp1Kvbs2YPg4GB06dIFTk5O0kyikiVLolGjRujVqxfOnTuH06dPo3///mjfvj2cnJwAAB06dICBgQF69OiBGzdu4Pfff8f8+fMVWoIGDRqEAwcOYM6cObh9+zYmTpyICxcuoH///tk+F3YJERERqZmquoRy6sKFC6hTp470OCOJ6Nq1K9auXYvhw4cjPj4evXv3RkxMDKpXr44DBw7A0NBQ2mbDhg3o378/6tWrBx0dHbRp0wYLFiyQ1ltYWODQoUPw9/dHhQoVUKhQIYwfP17hXi1Vq1bFxo0bMXbsWIwePRqenp7YtWsXSpcune1z4X1YSK14HxbtwvuwaA/eh0V7fIn7sFyolf2uj0+peDL704DzG3YJERERkdZjlxAREZGayXTYPqAsJixERERqpuq71BZETPmIiIhI67GFhYiISM00NUsoP2HCQkREpGbsElIeExYiIiI146Bb5fEKEhERkdZjCwsREZGasUtIeUxYiIiI1IyDbpXHLiEiIiLSemxhISIiUjN2CSmPCQsREZGacZaQ8ngFiYiISOuxhYWIiEjN2CWkPCYsREREasaERXnsEiIiIiKtxxYWIiIiNWMLi/KYsBAREakZZwkpjwkLERGRmvFOt8pjykdERERajy0sREREasYxLMpjwkJERKRmHMOiPF5BIiIi0npsYSEiIlIzdgkpjwkLERGRmjFhUR67hIiIiEjrsYWFiIhIzTjoVnlMWIiIiNSMXULKY8pHREREWo8tLERERGrGLiHlMWEhIiJSNxm7hJTFhIWIiEjNOIZFeWyjIiIiIq3HFhYiIiI14xgW5TFhISIiUjN2CSmPKR8RERFpPbawEBERqRm7hJTHhIWIiEjN2CWkPKZ8REREpPXYwkJERKRmbGFRHhMWIiIideMYFqXxChIREZHWYwsLERGRmsn4W0JKY8JCRESkZpzWrDwmLERERGrGQbfKY8pHREREWk9rEpaYmBisXLkSo0aNQlRUFADg0qVLePbsmYYjIyIiUpKOjmqWAkwruoSuXbuG+vXrw8LCAo8ePUKvXr1gbW2NHTt2IDQ0FOvXr9d0iERERLnGLiHlaUW6NmTIEHTr1g337t2DoaGhVN6kSROcOnVKg5ERERGRNtCKFpbz589j2bJlmcoLFy6MsLAwDURERESkOjKZVrQP5GlakbDI5XLExsZmKr979y5sbW01EBEREZEKsUtIaVqR8rVo0QKTJ09GcnIygPQb7ISGhmLEiBFo06aNhqMjIiIiTdOKhGXOnDmIi4uDnZ0dEhISUKtWLXh4eMDMzAzTpk3TdHhERERKkenoqGQpyLSiS8jCwgKHDx/G33//jWvXriEuLg7ly5dH/fr1NR0aERGR0jhLSHlakbBkqF69OqpXr67pMIiIiEjLaCxhWbBgQbbrDhw4UI2REBERqRlnCSlNYwnL3Llzs1VPJpMxYSEiojyNXULK01jCEhISoqlDExERfVkFfMCsKvAKEhERkdbTmkG3T58+xZ49exAaGoqkpCSFdb/88ouGoiIiIlKeTMYuIWVpRcJy9OhRtGjRAkWLFsXt27dRunRpPHr0CEIIlC9fXtPhERERKYddQkrTiis4atQo/PjjjwgODoahoSG2b9+OJ0+eoFatWvj22281HR4RERFpmFa0sNy6dQubNm0CAOjp6SEhIQGmpqaYPHkyWrZsib59+2o4QuUd27MC+zfPQ41GndCyyygAQHJSIvZumIkrQX8iJTkJXmWqobXfOJhZFAIAxL+JwcbFw/Ei9C7i42Jgam6DUhXqoEm7ABgamwIAgs8dxpkjv+P549tISUmCQ2EPNGzTD15leT+bnOjU1gV9uhbFlt1PsWDlA6m8lJc5end2g7eXOdLSBO49jMOQCcFISkqT6lSpaI3u7V1RzM0ESclpuHz9NUZPu6GJ08gzXkZGY8lvW/DPpWt4l5QEZwd7jPbvgZIe7gAAIQRWbt6JvUdO4s3btyjj5Ykfe3eBi5ODtI/Q52FYvP53BN++h+SUFHi4uqBn+9ao4FMy0/Fev4lD1yHj8DIqGgfWL4aZickXO1dttum3tfh943qFssLOLli8fB3evInFpt/W4sqlC3j1MgLmFpaoXKUaOnTuDhMTU6n+y4hwBC6eh+BrV2BkaIQ69Ruic7de0NXVleokJyfh942/4uSxw4iOjoaVtTXadeiC+g0bf7Fz1TRNzBJKTU3FxIkT8dtvvyEsLAxOTk7o1q0bxo4dK3VRCSEwYcIErFixAjExMahWrRqWLl0KT09PaT9RUVEYMGAA9u7dCx0dHbRp0wbz58+Hqel/r4Nr167B398f58+fh62tLQYMGIDhw4er9Hy0ImExMTGRxq04OjriwYMHKFWqFADg1atXmgxNJUIfBCPo6FY4FimuUL7n1xm4deUkOg/6BUZGZti5dhrWzR2E/hM3AEjv8yxVoS4afTcQJmbWiAwPxY41U7E9fhI69p8FAHh4+wKK+1RB43aDYGRsjvMnd2L1bH8MnLIZhd0yf3BTZiU8zdCikSPuh8QplJfyMsecST74bVso5i2/j5RUAU93U4g0IdWpVbUQRvQvjmXrQ3DpWgx0dWUo6sovw0+JjYtHnzFTUb50ScwZOxSW5mZ48iIcZqb/XbcNu/Zj2/7DGDugFxztbLFi8w4MmTIHv82fBrmBAQBg+E9z4exojwUTR0BuoI8tfxzC8OlzsWXxTNhYWSocc/riVSjm6oKXUdFf8lTzhCKubpg0bbb0OCPRiIqMRFRkJLr17AOXIq54GR6OwEXzEBUZiRFjJgJI/0KcMmE0rKys8fPshYiOisT8OT9DV1cPnbv1lPY5a/pkxERHo3/AMDg4FUZ0VKTC+6hA0MB9WGbMmIGlS5di3bp1KFWqFC5cuIDu3bvDwsJCul3IzJkzsWDBAqxbtw7u7u4YN24cfH19cfPmTRgaGgIAOnbsiBcvXuDw4cNITk5G9+7d0bt3b2zcuBEAEBsbi4YNG6J+/foIDAxEcHAw/Pz8YGlpid69e6vsfLQiYfn666/x999/o2TJkmjSpAmGDh2K4OBg7NixA19//bWmw1NK4rt4bFw8At/2nIQju5ZJ5Qlv3+Dcie3o0H8mPEuln2O7H6Zi5rDmeHzvKlw9y8LY1AJVG7SXtrG2dULVBu1xYt8aqSyjtSZDk/YBuHHxGG5cOs6EJRuMDHUwYWgJzFx4F13buSqsG9izGLbtfYbftj2Ryp48S5D+1tUBBvXywOI1D/HH4TCp/NGTt+oPPA/bsPMP2BWywZj+/32hOdn/96vsQghs2XcIXdu2QI1K6WPYxg3oheY9BuKvc5dQv/rXiIl9gycvwjGynx883FwAAH06fYsdB47hYegzhYRl54FjiHv7Ft2/bYl/Ll/7MieZh+jo6sLK2jpTuaubO0aOnSQ9dnQsjI5d/TB31nSkpqZCV1cXVy5dwNMnjzH5p1mwtLIGinmgQ+fuWL9mBdp37Ap9fX1cunAO14OvYtnqDTAzMwcA2Ns7ZDoeqd6ZM2fQsmVLNG3aFADg5uaGTZs24dy5cwDS32vz5s3D2LFj0bJlSwDA+vXrYW9vj127dqF9+/a4desWDhw4gPPnz6NixYoAgIULF6JJkyaYPXs2nJycsGHDBiQlJWH16tUwMDBAqVKlcOXKFfzyyy8qTVi0YgzLL7/8gsqVKwMAJk2ahHr16uH333+Hm5sbVq1apeHolLNjzVSU/KomivtUUSh/GnIDqakpKF76v3K7wkVhWcgRj+9dyXJfr6MjEHz+CIqVrPjR46WlpSHxXTyMTSxUEn9+N6SPJ85ciMKFqzEK5ZYW+ihVwhzRr5OwdGY57FlfBQunl0UZb3OpTvFiZrArJIdIE1g9rzx2rfsasyf6wL2I8Rc+i7zl7wtXUKKYG8bOXoSm3Qeg24/jsefwCWn98/CXiIx5jYplvKUyUxNjeHsWw/U76d11FmamKOLkgAMnTyPhXSJSUlOx+9AJWFmYw6uYm7RdyJNnWLN1N8YO6M1ZGh/x4tkzdO/0LX7w64hfZk7Dy4jwj9Z9Gx8PY2NjqRXmzu2bKOLmnp6s/OurCv/D27fxeBL6CABw7uwZeHh6Yee2zfDr/C369eyCNSuXIjExUa3npXV0ZCpZEhMTERsbq7B87FpWrVoVR48exd27dwEAV69exd9//43GjdO74kJCQhAWFqbwu30WFhaoXLkygoKCAABBQUGwtLSUkhUAqF+/PnR0dHD27FmpTs2aNWHwb+snAPj6+uLOnTuIjlZdq6ZWtLAULVpU+tvExASBgYEajEZ1Lp/Zj2ePbmHQlN8zrXsT8wq6evowMjFXKDczt0Hsa8VusN8W/ogbF48jOekdvMvXxre9Jn/0mCf/WIPEd29R9utGqjmJfKxeDVsUL2aKXkMuZVpX2CG9KdTvezcsXv0A90Li0aiuPeZNLYsu/hfw9EUCnDLqdHDDwlUPEBb+Du2/ccbC6eXw/Q/n8CYu5YueT17xPDwCuw4eQ7vmjdCldXPcuh+Cuas3QE9PD03qVEdUzGsAgLWlYtJtbWGOyH/XyWQyzJ84HCNnLECDTn2gI5PB0sIcv4wdCvN/u5aSkpMxcW4g/Lu0g4OtDZ6HR3zZE80DinuVxMAhw1HY2QXRUVHYvHEdRg8bhAVLV8PIWDHxjn39Gls2/YqGjZtJZdHRUbC0tFKol/E4OioKKAaEh73ArRvBMNA3wMixkxEb+xrLFs/Hm9hYDBwyQv0nqSVkKuoSmj59OiZNmqRQNmHCBEycODFT3ZEjRyI2NhYlSpSArq4uUlNTMW3aNHTs2BEAEBaW3jJsb2+vsJ29vb20LiwsDHZ2dgrr9fT0YG1trVDH3d090z4y1llZKb5GcksrEpb3xcXFIS0tTaHM3Nz8I7WBxMTETNllcpIu9A3kaokvu2IiX2D3+p/Re/QKpWNp0XkEGrbuh5dhj7B/8zzs+W0G2viNz1Tv0ul9OLRjKboPWQgzCxuljpnf2RWSY1AvDwwefw1JyZn70jP+G9994AX2H03/j/PewzhUKGOJpg0csGx9CHT+HUS3fksoTp5JTzJ/mncHO9Z+jbrVbbH7wIsvdDZ5S5oQKFHMHX06tgUAFC/qiodPnmLXoeNoUid7g8WFEJiz4ldYmZtjydTRkBvoY++RUxg+fR5WzpyAQlaWCPxtG1ydHeFbq6o6TydPq/C/ytLfbu7F4OlVEr27fY+//zqBBr5NpHVv38ZjyoRRcCnihvYdu+boGGlpaZDJZBg8fLQ0WDe5VxJm/jQJP/gHQC7X7Gd1XjNq1CgMGTJEoexj13DLli3YsGEDNm7cKHXTBAQEwMnJCV275ux51AZakbCEhISgf//+OHHiBN69eyeVCyEgk8mQmpr60W2zyjbb9xqHDj9k/kL/kp4+vIm42EjMG/3ftOy0tFSE3L6A04c2odfI5UhNSUZCfKxCK8ub2EiY/ztLKIO5pS3MLW1hV7gojE0ssHhyFzT4pi/Mrf7r9798Zj+2rpiAzoN+ydT9RJl5eZjC2soAq+ZVkMr0dGUoW8oCrZsVRoc+6X28j57EK2z3+Olb2Numfzi8ikrKVCc5ReBF2DupDmVmY2kJN2cnhTK3wk448c8FAP+1rETFvEah98aiRL2OhadbEQDAxeBbOHPxCg6sWwITYyMAgFdvN5y/egN/Hv8bnVs3w8XrN/Ew9ClqfusHABBIT0ybdhuALm2ao2f7b9R6nnmRqakpnAo7I+z5M6ks4e1bTBo3AkbGxhg5bjL09P772rCyssa9u7cV9hETk94FkDEuxtraBtY2hRRmFjm7uEIIgchXL+FU2Fmdp6Q9VDRLSC6XZzvJGzZsGEaOHIn27dPHQvr4+ODx48eYPn06unbtCgeH9LFE4eHhcHR0lLYLDw9HuXLlAAAODg6IiFBsnUxJSUFUVJS0vYODA8LDFbsSMx5n1FEFrUhYOnXqBCEEVq9eDXt7+xz1NWeVbR65ofuR2l+OR+mvMXTGLoWy35eNgZ1TUdRp3gOWNg7Q1dXDvRv/oEylhgCAiOchiHn1Aq6e5T663zSR/qGbkvLf3YAvn/kDvy8bh04DZsP7q1oqP5f86MLVGHT2P69QNjrAC4+fJmDDtlA8D3uHl5GJKFJYsVncxckI/1xM/0C+c/8NEpPS4FLYGNduxgIAdHVlcLAzRFhEAeufz4EyJTwR+jxMoSz0RRgcbNMTdSd7W9hYWuBi8E0Ud08fCB3/NgE37z3AN751AADv/m1V/fCzQqYjk94j04YNULhr9q37Ifhp8SosmToahR0Um7gpXUJCAsJePEftug0ApLesTBo7Anr6+hgzfqrCGAUA8CrhjW2/b0BMTLTUFXTl8kUYG5vApUj6c1fCuzRO/30SCQkJMDJKTy6fP3sKHR0d2BSyRUEh08CN496+fQudD46rq6sr9WK4u7vDwcEBR48elRKU2NhYnD17VrqdSJUqVRATE4OLFy+iQoX0f/COHTuGtLQ0aexplSpVMGbMGCQnJ0NfXx8AcPjwYXh5eamsOwjQkoTl6tWruHjxIry8vHK8bVbZpr6B5scOGBqZwNHFU6HMQG4ME1MLqbxS7TbY89tMGJtYwNDIFDvX/QRXz3Jw9SwLALh1+RTevI6ES7HSkBsaI+zpfezbOBtuxb+CtW1hAOndQJsDx6Bll5Eo4uGD2JiXAAB9A0MYGZt9wTPOWxISUhESqjib5927NMTGJkvlG3c8QY8ObrgfEod7IXFoXNcBrs7GGPvzTQDA24RU7P7zOXp0cEPEq0SERbxDh9bpM1aO//3yy55QHtKueUP8MHoa1m3fi3pVK+Hm/YfYc/gEhvfpBiA9CfmuWUOs27YXzo4OcLIrhBWbdqCQlZU0a6i0lwfMTEwwdeEKdP+uJeQGBthz+AReRLxE1Qrp7x/nD5KSmNg3AABXZ0feh+Vfa1Yuxf8qV4WtnT2iI19h02/roKOjgxq16+Lt23hMHDMciYmJGDlsFN6+fYu3b9PfG+YWFtDV1UW58hXh7OKKebOno6vfD4iJjsLG9avRuFlL6OunJzc1a9fDlk2/YuHcGfi+UzfEvn6NdauWoV6DRgWrO0gDg76bN2+OadOmoUiRIihVqhQuX76MX375BX5+fv+GJENAQACmTp0KT09PaVqzk5MTWrVqBQAoWbIkGjVqhF69eiEwMBDJycno378/2rdvDyen9JbSDh06YNKkSejRowdGjBiB69evY/78+Zg7d65Kz0crEpb//e9/ePLkSa4SlrysRecRkOnIsG5eAFJSktNvHNd9rLRe30COs8e3Yc9vM5CSnARLGwf4/K8+6rb4bzroP8e2IS01BTvXTMXONVOl8oo1W6J9n5++6PnkN1v3PIPcQAcDehaDuZk+7ofEYfD4a3ge9l+35eI1D5GaJjBucAnI5Tq4eecNBo29ijfxmk+atVVJj6KYPnwAAjdsw9qtu+FoZ4tB3TvAt+Z/Y006tmqChHeJmBm4BnHxb1GmRHHMGTdUugeLpbkZ5owdiuUbt2PghBlISU2Fu0th/DxikNRtRJ8X+eoV5syYijexsbCwsEDJUj6YMXcRLCwsEXztCu7euQUA6Nujs8J2y9ZshL29A3R1dTF24jQELp6HEUP7w1BuiDr1G6JD5+5SXSMjI0yaNgsrli7E0EF9YWZmjmo1aqNjF78veq4F0cKFCzFu3Dj069cPERERcHJywg8//IDx4/8bMjF8+HDEx8ejd+/eiImJQfXq1XHgwAHpHiwAsGHDBvTv3x/16tWTbhy3YMECab2FhQUOHToEf39/VKhQAYUKFcL48eNVOqUZAGRCCI3fvefBgwfo06cPOnXqhNKlS0tNShnKlCmTo/3tvcgvC20xY+JpTYdA79k13eDzleiLeGnExEpblCxWWO3HeLt20ucrZYNxtwkq2U9epBUtLC9fvsSDBw/Qvft/WblMJsvWoFsiIiKtx/sAKU0rEhY/Pz989dVX2LRpU44H3RIREVH+pxUJy+PHj7Fnzx54eHhoOhQiIiKV08QsofxGK65g3bp1cfXqVU2HQUREpB4yHdUsBZhWtLA0b94cgwcPRnBwMHx8fDINum3RooWGIiMiIiJtoBUJS58+fQAAkydn/o0cDrolIqI8T0V3ui3ItCJh+fC3g4iIiPITVf34YUGmdVfw/d8SIiIiIgK0JGFJTU3FlClTULhwYZiamuLhw4cAgHHjxmHVqlUajo6IiEhJOjLVLAWYViQs06ZNw9q1azFz5kyFH9cqXbo0Vq5cqcHIiIiIVICzhJSmFWe/fv16LF++HB07doSu7n+/tFy2bFncvn37E1sSERHlATKZapYCTCsSlmfPnmV507i0tDQkJydrICIiIiLSJlqRsHh7e+Ovv/7KVL5t2zZ89dVXGoiIiIhIhXR0VLMUYFoxrXn8+PHo2rUrnj17hrS0NOzYsQN37tzB+vXrsW/fPk2HR0REpJwCPv5EFTR6BR8+fAghBFq2bIm9e/fiyJEjMDExwfjx43Hr1i3s3bsXDRo00GSIREREpAU02sLi6emJFy9ewM7ODjVq1IC1tTWCg4Nhb2+vybCIiIhUq4BPSVYFjSYsQgiFx3/++Sfi4+M1FA0REZGasEtIaVp1BT9MYIiIiIgADbewyGQyyD6YV/7hYyIiojyP321K03iXULdu3SCXywGk/45Qnz59YGJiolBvx44dmgiPiIhINQr4lGRV0GjC0rVrV4XHnTp10lAkREREpM00mrCsWbNGk4cnIiL6MtglpDStuHEcERFRvsZZQkpjwkJERKRuHMOiNF5BIiIi0npsYSEiIlI3jmFRGhMWIiIideMYFqXxChIREZHWYwsLERGRurFLSGlMWIiIiNSNs4SUxitIREREWo8tLERERGom2CWkNCYsRERE6sZZQkrjFSQiIiKtxxYWIiIidWMLi9KYsBAREakZx7AojwkLERGRurGFRWm8gkRERKT12MJCRESkbuwSUhoTFiIiInXjnW6VxitIREREWo8tLERERGrGWULKY8JCRESkbpwlpDReQSIiItJ6bGEhIiJSM8EWFqUxYSEiIlI3jmFRGhMWIiIiNWMLi/J4BYmIiEjrsYWFiIhI3dglpDQmLEREROrGLiGl8QoSERGR1stVwuLn54c3b95kKo+Pj4efn5/SQREREeUnQiZTyVKQ5SphWbduHRISEjKVJyQkYP369UoHRURElK/IdFSzFGA5GsMSGxsLIQSEEHjz5g0MDQ2ldampqdi/fz/s7OxUHiQREREVbDlKWCwtLSGTySCTyVC8ePFM62UyGSZNmqSy4IiIiPIDgYLdnaMKOUpYjh8/DiEE6tati+3bt8Pa2lpaZ2BgAFdXVzg5Oak8SCIioryMN45TXo4Sllq1agEAQkJC4OLiAh0dPgFERESkfrm6D4urqytiYmJw7tw5REREIC0tTWF9ly5dVBIcERFRvsAWFqXlKmHZu3cvOnbsiLi4OJibm0P23lQrmUzGhIWIiOg9BX1KsirkKuUbOnQo/Pz8EBcXh5iYGERHR0tLVFSUqmMkIiLK04RMRyVLQZars3/27BkGDhwIY2NjVcdDRERElEmuEhZfX19cuHBB1bEQERHlTzKZapYCLNtjWPbs2SP93bRpUwwbNgw3b96Ej48P9PX1Feq2aNFCdRESERHlcQW9O0cVsn0FW7VqJS29evXCkydPMHnyZHz77bcK67755ht1xktERETZ9OzZM3Tq1Ak2NjYwMjKCj4+PQg+JEALjx4+Ho6MjjIyMUL9+fdy7d09hH1FRUejYsSPMzc1haWmJHj16IC4uTqHOtWvXUKNGDRgaGsLFxQUzZ85U+blkO2FJS0vL1pKamqryIImIiPIyAZlKlpyIjo5GtWrVoK+vjz///BM3b97EnDlzYGVlJdWZOXMmFixYgMDAQJw9exYmJibw9fXFu3fvpDodO3bEjRs3cPjwYezbtw+nTp1C7969pfWxsbFo2LAhXF1dcfHiRcyaNQsTJ07E8uXLlb9w78nVtGYiIiLKPk10Cc2YMQMuLi5Ys2aNVObu7v5fTEJg3rx5GDt2LFq2bAkAWL9+Pezt7bFr1y60b98et27dwoEDB3D+/HlUrFgRALBw4UI0adIEs2fPhpOTEzZs2ICkpCSsXr0aBgYGKFWqFK5cuYJffvlFIbFRVq6u4MCBA7FgwYJM5YsWLUJAQICyMREREVEWEhMTERsbq7AkJiZmWXfPnj2oWLEivv32W9jZ2eGrr77CihUrpPUhISEICwtD/fr1pTILCwtUrlwZQUFBAICgoCBYWlpKyQoA1K9fHzo6Ojh79qxUp2bNmjAwMJDq+Pr64s6dO4iOjlbZuecqYdm+fTuqVauWqbxq1arYtm2b0kERERHlKyqaJTR9+nRYWFgoLNOnT8/ykA8fPsTSpUvh6emJgwcPom/fvhg4cCDWrVsHAAgLCwMA2NvbK2xnb28vrQsLC4OdnZ3Cej09PVhbWyvUyWof7x9DFXLVJRQZGQkLC4tM5ebm5nj16pXSQREREeUnInftA5mMGjUKQ4YMUSiTy+VZ1k1LS0PFihXx008/AQC++uorXL9+HYGBgejatatK4vmScnUFPTw8cODAgUzlf/75J4oWLap0UERERJSZXC6Hubm5wvKxhMXR0RHe3t4KZSVLlkRoaCgAwMHBAQAQHh6uUCc8PFxa5+DggIiICIX1KSkpiIqKUqiT1T7eP4Yq5KqFZciQIejfvz9evnyJunXrAgCOHj2KOXPmYN68eSoLjoiIKD/QxG8JVatWDXfu3FEou3v3LlxdXQGkD8B1cHDA0aNHUa5cOQDpM37Onj2Lvn37AgCqVKmCmJgYXLx4ERUqVAAAHDt2DGlpaahcubJUZ8yYMUhOTpbuy3b48GF4eXkpzEhSVq4SFj8/PyQmJmLatGmYMmUKAMDNzQ1Lly7lDx8SERF9QBOzhAYPHoyqVavip59+wnfffYdz585h+fLl0nRjmUyGgIAATJ06FZ6ennB3d8e4cePg5OSEVq1aAUhvkWnUqBF69eqFwMBAJCcno3///mjfvj2cnJwAAB06dMCkSZPQo0cPjBgxAtevX8f8+fMxd+5clZ6PTAghlNnBy5cvYWRkBFNTU1XFpLS9F1M0HQL9a8bE05oOgd6za7rB5yvRF/HSqIimQ6B/lSxWWO3HeHH7ikr241iiXI7q79u3D6NGjcK9e/fg7u6OIUOGoFevXtJ6IQQmTJiA5cuXIyYmBtWrV8eSJUtQvHhxqU5UVBT69++PvXv3QkdHB23atMGCBQsUvvevXbsGf39/nD9/HoUKFcKAAQMwYsQIpc/3fblOWFJSUnDixAk8ePAAHTp0gJmZGZ4/fw5zc3ONJy9MWLQHExbtwoRFezBh0R75OWHJT3LVJfT48WM0atQIoaGhSExMRIMGDWBmZoYZM2YgMTERgYGBqo6TiIgoz+JvCSkvV1dw0KBBqFixIqKjo2FkZCSVf/PNNzh69KjKgiMiIsoPhEymkqUgy1ULy19//YUzZ84o3NUOSB94++zZM5UERkRERJQhVwnLx37k8OnTpzAzM1M6KCIiovwkpz9cSJnlqkuoYcOGCvdbkclkiIuLw4QJE9CkSRNVxUZERJQvCJmOSpaCLFctLHPmzIGvry+8vb3x7t07dOjQAffu3UOhQoWwadMmVcdIREREBVyuEhZnZ2dcvXoVmzdvxrVr1xAXF4cePXqgY8eOCoNwiYiIiF1CqpCrhAVI/7XGTp06qTIWIiKifKmgd+eoQrYTlj179mR7py1atMhVMERERERZyXbCkvG7Ap8jk8mynEFERERUULFLSHnZTljS0tLUGQcREVG+xS4h5eV6DAsRERFlD1tYlJfrhOXo0aM4evQoIiIiMrW+rF69WunAiIiIiDLkKmGZNGkSJk+ejIoVK8LR0REyLft9g/JmtzQdApFWOvtVN02HQP8yu3JJ0yHQv0p+gWMU9N8BUoVcJSyBgYFYu3YtOnfurOp4iIiI8h0hmLAoK1ejgJKSklC1alVVx0JERESUpVwlLD179sTGjRtVHQsREVG+JKCjkqUgy3aX0JAhQ6S/09LSsHz5chw5cgRlypSBvr6+Qt1ffvlFdRESERHlcZwlpLxsJyyXL19WeFyuXDkAwPXr1xXKtW0ALhEREeV92U5Yjh8/rs44iIiI8i22sCgvV7OEXr9+jdTUVFhbWyuUR0VFQU9PD+bm5ioJjoiIKD9gwqK8XI3gad++PTZv3pypfMuWLWjfvr3SQRERERG9L1cJy9mzZ1GnTp1M5bVr18bZs2eVDoqIiCg/EZCpZCnIctUllJiYiJSUlEzlycnJSEhIUDooIiKi/IQ3jlNerlpYKlWqhOXLl2cqDwwMRIUKFZQOioiIKD9hC4vyctXCMnXqVNSvXx9Xr15FvXr1AKT/GOL58+dx6NAhlQZIRERElKsWlmrVqiEoKAguLi7YsmUL9u7dCw8PD1y7dg01atRQdYxERER5GltYlJerFhYg/cZxGzZsUGUsRERE+VJBTzZUIVctLJcuXUJwcLD0ePfu3WjVqhVGjx6NpKQklQVHREREBOQyYfnhhx9w9+5dAMDDhw/Rrl07GBsbY+vWrRg+fLhKAyQiIsrrhJCpZCnIcpWw3L17V/otoa1bt6JWrVrYuHEj1q5di+3bt6syPiIiojwvDTKVLAVZrhIWIQTS0tIAAEeOHEGTJk0AAC4uLnj16pXqoiMiIiJCLgfdVqxYUZrafPLkSSxduhQAEBISAnt7e5UGSERElNdx0K3ycpWwzJs3Dx07dsSuXbswZswYeHh4AAC2bduGqlWrqjRAIiKivK6gjz9RhVwlLGXKlFGYJZRh1qxZ0NXVVTooIiIiovflagwLAMTExGDlypUYNWoUoqKiAAA3b95ERESEyoIjIiLKD3jjOOXlqoXl2rVrqFevHiwtLfHo0SP06tUL1tbW2LFjB0JDQ7F+/XpVx0lERJRnsUtIeblqYRkyZAi6d++Oe/fuwdDQUCpv0qQJTp06pbLgiIiI8gO2sCgvVwnL+fPn8cMPP2QqL1y4MMLCwpQOioiIiOh9ueoSksvliI2NzVR+9+5d2NraKh0UERFRfsIuIeXlqoWlRYsWmDx5MpKTkwEAMpkMoaGhGDFiBNq0aaPSAImIiPK6NBUtBVmuEpY5c+YgLi4OdnZ2SEhIQK1ateDh4QFTU1NMmzZN1TESERFRAZerLiELCwscPnwYp0+fxtWrVxEXF4fy5cujfv36qo6PiIgoz2OXkPJy1MKSkJCAffv2SY/37duH+/fvIywsDPv378fw4cPx7t07lQdJRESUl3GWkPJy1MKybt06/PHHH2jWrBkAYNGiRShVqhSMjIwAALdv34ajoyMGDx6s+kiJiIiowMpRC8uGDRvQu3dvhbKNGzfi+PHjOH78OGbNmoUtW7aoNEAiIqK8TgiZSpaCLEcJy/379+Hj4yM9NjQ0hI7Of7uoVKkSbt68qbroiIiI8gF2CSkvR11CMTExSExMlB6/fPlSYX1aWprCeiIiIiJVyFELi7OzM65fv/7R9deuXYOzs7PSQREREeUnaUI1S0GWo4SlSZMmGD9+fJYzgRISEjBp0iQ0bdpUZcERERHlB+wSUl6OuoRGjx6NLVu2wMvLC/3790fx4sUBAHfu3MGiRYuQkpKC0aNHqyVQIiKivKqgD5hVhRwlLPb29jhz5gz69u2LkSNHQoj09imZTIYGDRpgyZIlsLe3V0ugREREVHDl+E637u7uOHDgAKKionD//n0AgIeHB6ytrVUeHBERUX4gCvj4E1XI1a35AcDa2hqVKlVSZSxERET5UloBH3+iCrn68UMiIiKiLynXLSxERESUPRx0qzwmLERERGrGMSzKY5cQERERaT22sBAREalZQb/pmyowYSEiIlKzgn5bfVVglxARERFpPbawEBERqRlnCSmPCQsREZGacZaQ8tglREREpGZpkKlkUcbPP/8MmUyGgIAAqezdu3fw9/eHjY0NTE1N0aZNG4SHhytsFxoaiqZNm8LY2Bh2dnYYNmwYUlJSFOqcOHEC5cuXh1wuh4eHB9auXatUrFlhwkJERJTPnT9/HsuWLUOZMmUUygcPHoy9e/di69atOHnyJJ4/f47WrVtL61NTU9G0aVMkJSXhzJkzWLduHdauXYvx48dLdUJCQtC0aVPUqVMHV65cQUBAAHr27ImDBw+q9ByYsBAREamZEKpZciMuLg4dO3bEihUrYGVlJZW/fv0aq1atwi+//IK6deuiQoUKWLNmDc6cOYN//vkHAHDo0CHcvHkTv/32G8qVK4fGjRtjypQpWLx4MZKSkgAAgYGBcHd3x5w5c1CyZEn0798fbdu2xdy5c5W+bu9jwkJERKRmQshUsiQmJiI2NlZhSUxM/OSx/f390bRpU9SvX1+h/OLFi0hOTlYoL1GiBIoUKYKgoCAAQFBQEHx8fGBvby/V8fX1RWxsLG7cuCHV+XDfvr6+0j5UhQkLERFRHjF9+nRYWFgoLNOnT/9o/c2bN+PSpUtZ1gkLC4OBgQEsLS0Vyu3t7REWFibVeT9ZyVifse5TdWJjY5GQkJDjc/wYzhIiIiJSM1XdOG7UqFEYMmSIQplcLs+y7pMnTzBo0CAcPnwYhoaGqglAg9jCQkREpGaqGsMil8thbm6usHwsYbl48SIiIiJQvnx56OnpQU9PDydPnsSCBQugp6cHe3t7JCUlISYmRmG78PBwODg4AAAcHBwyzRrKePy5Oubm5jAyMlLF5QPAhIWIiChfqlevHoKDg3HlyhVpqVixIjp27Cj9ra+vj6NHj0rb3LlzB6GhoahSpQoAoEqVKggODkZERIRU5/DhwzA3N4e3t7dU5/19ZNTJ2IeqsEuIiIhIzTTx44dmZmYoXbq0QpmJiQlsbGyk8h49emDIkCGwtraGubk5BgwYgCpVquDrr78GADRs2BDe3t7o3LkzZs6cibCwMIwdOxb+/v5Sy06fPn2waNEiDB8+HH5+fjh27Bi2bNmCP/74Q6Xnw4SFiIhIzbT1xw/nzp0LHR0dtGnTBomJifD19cWSJUuk9bq6uti3bx/69u2LKlWqwMTEBF27dsXkyZOlOu7u7vjjjz8wePBgzJ8/H87Ozli5ciV8fX1VGqtMiPx3w+Bnd4M1HQL9q93QKE2HQO8ZdaC3pkOgf5lduaTpEOhfNUuZqP0Y286mqWQ/bSsX3JEcbGEhIiJSs/zXNPDlMWEhIiJSMyYsymPCQkREpGZp4ssPus1vCm5nGBEREeUZbGEhIiJSM3YJKY8JCxERkZoxYVEeu4SIiIhI67GFhYiISM209cZxeQkTFiIiIjUTnCWkNHYJERERkdZjCwsREZGacdCt8piwEBERqRnHsCiPXUJERESk9djCQkREpGbsElIeExYiIiI1Y8KiPCYsREREasYxLMrjGBYiIiLSemxhISIiUjN2CSlPq1pY7t+/j4MHDyIhIQEAIPgMExFRPpCWppqlINOKhCUyMhL169dH8eLF0aRJE7x48QIA0KNHDwwdOlTD0REREZGmaUXCMnjwYOjp6SE0NBTGxsZSebt27XDgwAENRkZERKQ8IVSzFGRaMYbl0KFDOHjwIJydnRXKPT098fjxYw1FRUREpBoFPdlQBa1oYYmPj1doWckQFRUFuVyugYiIiIhIm2hFwlKjRg2sX79eeiyTyZCWloaZM2eiTp06GoyMiIhIeWlCNUtBphVdQjNnzkS9evVw4cIFJCUlYfjw4bhx4waioqJw+vRpTYdHRESkFNXNepWpaD95j1a0sJQuXRp3795F9erV0bJlS8THx6N169a4fPkyihUrpunwiIiISMO0ooUFACwsLDBmzBhNh6Eyazf+jvWbtiqUuRR2wrrABQgLj0CHnv2y3G78iCGoXb0qDhw5jpnzF2dZZ/uvq2BlaQEASEpOxq+btuLwiVOIjo6BtbUVurRvi8YN6qn2hPK5Tm1d0KdrUWzZ/RQLVj4AACz8qSy+8rFUqLfrz+eYveSe9LiEpxn6dHWHVzEzAAI3777B0jUPcf9R/BeMXrtZV6+IokN7wKJ8aRg62eFCm34I33NUoU7xCQPh0uNb6FuaI/rMJQT3n4i39zMPuNcx0EfVM1thUbYk/qrYErFXbwMAPMf1R/HxAzLVT4l/i4OWX2Uqd/yuCcpvmIuw3Udwsa2/is407/tzxxrs+G0h6jX9Hu17DAMAzBrXC3dvXFSoV7NhG3Tu89/n9aaVM3H/9hU8D30AB2d3TPhl80ePEfEiFJOHdoCOjg4W/HZKPSeihTjoVnkaS1iuXbuW7bplypRRYyTq41bEBbOnjpce6+roAgBsC9lg2/oVCnX3HTiC33fuRuUK6R+udWpURaUK5RTqzJi3GElJSVKyAgCTZ8xBdMxrDBvYD4UdHRAZHQ1R0Ds6c6iEpxlaNHLE/ZC4TOv2HHiOlRseSY/fJf535yYjQx3MmeiDv89FYs7Se9DTlcGvgxvmTC6D1t3/QWoqnwcA0DUxRuy1O3iydjsqbsuchBf9sRfc+nfGVb+RePvoKYpPHITKf6zCyTJNkJaYpFC3xM/Dkfg8AihbUqH84S+rEbpc8Uuy8sG1iLkYnOl4Rq6FUXLGCET+dV4FZ5d/hNy7gZOHtsPZ1TPTuhoNvkHL9n2lxwZyw0x1qtdriYd3r+Pp43uZ1mVISUnG8l9Gw9P7Kzy4fVU1gecRBf2mb6qgsYSlXLlykMlkn+3Xk8lkSE1N/UJRqZauri6srayyVf73P2dRu3pVGBkZAQDkcrnCDKmY169x+dp1/Djgvw+Ncxcv4+r1m9iwYjHMzcwAAA72duo4lXzLyFAHE4aWwMyFd9G1nWum9e8S0xAVk5zltkWcjWFhro9VGx4h4lUiAGDNpsdYv6giHOzkePbinVpjzyteHjyFlwc//p+0+8AuuP/TUoTvTW91udp9OOo/OwP7lvXxYst+qZ6tb03Y1q+Gi+0GwK5xLYV9pMa/RWr8W+mxWRkvmJXyRLD/BMWD6eig3PrZuDd5IayqV4C+hbkKzjDve5fwFivnjUGXvuPwx7aVmdYbGBjCwqrQR7f/vudwAMCb19GfTFh2bVwCR2c3lPCpVOASFrawKE9jCUtISIimDv3FPHv+At927QUDfX14lyiOnl06wt7ONlO9u/cf4P7DRxjYp+dH93Xo2EnI5QaoVe1rqezM2Qvw8iiGzdt34/DxUzAylKNKpYrw69Se08GzaUgfT5y5EIULV2OyTFga1LZDwzr2iIpOwulzkVj7+2Mk/tvKEvosATGxyWjWwAHrt4ZCR0eGZg0cEBIaj7BwJivZYeTuDENHO7w6dkYqS4mNQ8y5q7D6+ispYTGws4FP4BRcbOuP1Lefv7ZF/L5F3J0QRJ9W7MrwHOuPpIhIPFmzDVbVK6j2ZPKwjSt+RpkK1eFdtnKWCcvZv/7E2VN/wtzSBmX/VxNNv+0JudwoR8e4FXwOF4OOYPycTbj0zzFVhU4FiMYSFlfXzF8OuZGYmIjExETFsqQkyA0MVLL/3CpZ3BPDA/zhUtgJUdExWLdpCwaNHIfVi+bC2Fjxjb7/0DG4ujijdMkSH93fn4ePoV7NGgqJyIvwcATfvA0DfX1MHjMMr2PfYP7SFYh9E4cRAeyX/5x6NWxRvJgpeg25lOX6wycjEBbxDq+iklDMzQR9uxVFkcJGGDP9JgAgISEVA0ZdwfQxpaVk5+mLBAwZfw2pbP7NFkOH9AQ+MTxSoTwxPBJy+//+oy+76meELt+M1xevw8i18Cf3qSM3gNP3zfFgpmK3q1W1CnDp3hZ/VWylmuDziXN/H0Tow9sYM/PXLNdXrtEI1raOsLS2xdNH97D91wUIe/YI/UbMyfYx4t7EYO3CiegxaAqMjE1VFXqewp565WnNoFsAuHnzJkJDQ5GUpNhv3aJFi49uM336dEyaNEmhbHD/Phg6IOtBrV9K5Yrlpb+LuacnMN/36IsTf59Bk4b/DYhNTEzE0VN/oXO7th/d143bd/D4yVOMGqI4qDAtLQ0ymQyjfxwEUxMTAEBSj66Y9PMcBPTtyVaWT7ArJMegXh4YPP4akpKz/iTZc/CF9PfDx/GIjE7Cgmll4eRgiOdh72BgoINRA70QfOs1Js6+BV0doP03Lpg1wQc9h1xCUhKzFlVw698ZemYmuD9jWbbqO7RqAD0zEzz9dadUpmtqgnJrZiK4zzgkR0arK9Q8J+pVGDavmoUhE5ZA3yDrz4uaDdtIfzu7esLCuhB+mdAHEWFPYOfgkq3jrF8yBZVqNELxUgW3VYtdQsrTioTl4cOH+OabbxAcHKwwrkUmS59v/qkxLKNGjcKQIUMUyl6FfrwPVVNMTU3g7OSIZy/CFMpPnv4HiYlJaFi31ke2BPYfOgqPom4o7qE4xdvG2gqFbKylZAUAXF2cIYTAy8goODs5qvYk8hEvD1NYWxlg1bz/PkD1dGUoW8oCrZsVRt3WpzINkrt5JxYA4OxohOdh79Cglh0c7Azxw7DL0ofRpNm38OemaqhR2QZH/3r5pU4nz3oXln6N5PY2SAz773rJ7W2kGUA2tb+G1dfl0DhecQBttX+24/mmvbjqN1Kh3MXvW0T8cQJJEf+12pgUc4GxuzMq7loqlcl00u/q0DjhBk6WaoS3D5+o9uTygMcPbuHN6yhM+bGjVJaWlop7Ny/h+J9bsPT3f6Cjq6uwTVFPHwBAxIvsJyy3g8/j6vlTOLQ7vRVHQECkpeGHtv9D575jUL1eK9WcEOVrWpGwDBo0CO7u7jh69Cjc3d1x7tw5REZGYujQoZg9e/Ynt/1wcCoAvNFwd1BWEhIS8DwsHA2sLBXK/zx8FFUrVYSlhcVHtzvx9xn07NIx07rSJUvg5N9BSEhIkAbrPn32HDo6OrC1sVb5OeQnF67GoLO/4iyR0QFeePw0ARu2hWY5ot+zaHpTdmR0egugoVwHaUIo/Ock0tIf6+gU3Js75URCyFO8exEBmzpVpARFz8wElpXK4vGyTQCAG4On4s6EedI2ho52qPznalzuMBgx5xQHbhq5OcOmdmVc+KavQnnc7Yc4Wa6ZQpnXpADomZngxpBpSHii+I9EQVGyTCVMnLtFoWzNoolwdHZDo1bdMiUrAPAk5A4AwPITg3A/NOrntUh7r5/0yvkTOLBzHUb+tAaWNgVjooDqZm8W3M8WrUhYgoKCcOzYMRQqVAg6OjrQ0dFB9erVMX36dAwcOBCXL1/WdIg5tnTVOlStVBH2drZ4FRWFdRu3QEdHB3VrVZfqPHv+Atdu3ML0CaM/up/jf51BamoaGtSumWldvVrV8evv2zBj/mJ069AOr2PfYNmaX9Gofh12B31GQkIqQkLfKpS9e5eG2NhkhIS+hZODIRrUssM/F6Lw+k0yirmZYmDPYrh8PQYP/r3Hyvkr0ejXvRiG9vXAtr3PoaMDdGxbBKmpApeuxWjgrLSTrokxTDyKSI+N3Z1hXrYEkqJe492TFwhZsB6eo/si/v5jJPw7rTnxeQTCdx8BALx78kJhf6lx6c/b24ehePcsXGGdS7c2SHzxEhEHFGclpSUmIe6GYstr8uv0FrMPywsSQyMTFHb1UCiTGxrBxNQChV09EBH2BOdOHYBPhWowMbPE00f3sGXNHBT3Lg9nt+LSNhEvQvHuXQJex0QiOSkRof8mNU7ORaGnrw9H56IKx3j04CZkMlmmY+dnHMOiPK1IWFJTU2H277TcQoUK4fnz5/Dy8oKrqyvu3Lmj4ehy51VkJKbOnofY2DewsDCHj3cJLJr9k0JLyp9HjsHWxgYVvyr70f3sP3wUNapUgqmpSaZ1RkZGmDV5PBYuX4W+g0fA3NwMtatXhV+n9mo5p4IkJUWgYjkrfNfCGYaGuoh49Q4nzrzCut//u5lZ6NMEjJhyHX7fuyJw1lcQQuDuwzj8OPGa1ApDgEWF0qhy9L8Bnd6z0xP0J+t34FqPUXg4ewX0TIzgs3Ry+o3jTl/EuWY9M92D5bNkMjh3+QZP1+/gTS9URE9PH7euncWRfRuRmJgA60L2KF+lLpq2VZzRuG7JFIWby00Z+j0AYHrgPhSyc/qiMVP+JROq+4GDXKtRowaGDh2KVq1aoUOHDoiOjsbYsWOxfPlyXLx4EdevX8/R/p7dzXyzKNKMdkOjNB0CvWfUgd6aDoH+ZXYl69lp9OXVLJX5H0JVm7FNNUn0iLZa8Ys6GqEVLSxjx45FfHx6M/ukSZPQvHlz1KhRAzY2Nti8+eO3eCYiIsoL0tgnpDStSFh8fX2lvz09PXH79m1ERUXByspKmilEREREBZdGExY/P79s1Vu9erWaIyEiIlIfzQ++yPs0mrCsXbsWrq6u+Oqrrz77m0JERER5Fb/ilKfRhKVv377YtGkTQkJC0L17d3Tq1AnW1rx/CBER5S9pzFiUptHhxosXL8aLFy8wfPhw7N27Fy4uLvjuu+9w8OBBtrgQERGRROPzo+RyOb7//nscPnwYN2/eRKlSpdCvXz+4ubkhLi5O0+EREREpTaSpZinItGKWUAYdHR3pt4Q+9ftBREREeQl7DZSn8RaWxMREbNq0CQ0aNEDx4sURHByMRYsWITQ0FKamBfNnyImIiEiRRltY+vXrh82bN8PFxQV+fn7YtGkTChXK/g9qERER5QX8tQjlaTRhCQwMRJEiRVC0aFGcPHkSJ0+ezLLejh07vnBkREREqsMuIeVpNGHp0qUL72RLREREn6XxG8cRERHld/wpIeVp1SwhIiKi/EgwY1GaxmcJEREREX0OW1iIiIjUjGNulceEhYiISM3S2CWkNCYsREREasZpzcrjGBYiIiLSemxhISIiUrOC/sOFqsCEhYiISM3S2CWkNHYJERERkdZjCwsREZGacdCt8piwEBERqRmnNSuPXUJERESk9djCQkREpGbsEVIeW1iIiIjUTKQJlSw5MX36dPzvf/+DmZkZ7Ozs0KpVK9y5c0ehzrt37+Dv7w8bGxuYmpqiTZs2CA8PV6gTGhqKpk2bwtjYGHZ2dhg2bBhSUlIU6pw4cQLly5eHXC6Hh4cH1q5dm6vr9ClMWIiIiPKhkydPwt/fH//88w8OHz6M5ORkNGzYEPHx8VKdwYMHY+/evdi6dStOnjyJ58+fo3Xr1tL61NRUNG3aFElJSThz5gzWrVuHtWvXYvz48VKdkJAQNG3aFHXq1MGVK1cQEBCAnj174uDBgyo9H5nIh0OXn90N1nQI9K92Q6M0HQK9Z9SB3poOgf5lduWSpkOgf9UsZaL2YwyYF6uS/SwMMM/1ti9fvoSdnR1OnjyJmjVr4vXr17C1tcXGjRvRtm1bAMDt27dRsmRJBAUF4euvv8aff/6JZs2a4fnz57C3twcABAYGYsSIEXj58iUMDAwwYsQI/PHHH7h+/bp0rPbt2yMmJgYHDhxQ7oTfwxYWIiIiNVNVl1BiYiJiY2MVlsTExGzF8Pr1awCAtbU1AODixYtITk5G/fr1pTolSpRAkSJFEBQUBAAICgqCj4+PlKwAgK+vL2JjY3Hjxg2pzvv7yKiTsQ9VYcJCRESkZqpKWKZPnw4LCwuFZfr06Z89flpaGgICAlCtWjWULl0aABAWFgYDAwNYWloq1LW3t0dYWJhU5/1kJWN9xrpP1YmNjUVCQkKurldWOEuIiIgojxg1ahSGDBmiUCaXyz+7nb+/P65fv46///5bXaGpHRMWIiIiNVPVfePkcnm2EpT39e/fH/v27cOpU6fg7OwslTs4OCApKQkxMTEKrSzh4eFwcHCQ6pw7d05hfxmziN6v8+HMovDwcJibm8PIyChHsX4Ku4SIiIjUTBPTmoUQ6N+/P3bu3Iljx47B3d1dYX2FChWgr6+Po0ePSmV37txBaGgoqlSpAgCoUqUKgoODERERIdU5fPgwzM3N4e3tLdV5fx8ZdTL2oSpsYSEiIsqH/P39sXHjRuzevRtmZmbSmBMLCwsYGRnBwsICPXr0wJAhQ2BtbQ1zc3MMGDAAVapUwddffw0AaNiwIby9vdG5c2fMnDkTYWFhGDt2LPz9/aWWnj59+mDRokUYPnw4/Pz8cOzYMWzZsgV//PGHSs+HCQsREZGaaeIOIkuXLgUA1K5dW6F8zZo16NatGwBg7ty50NHRQZs2bZCYmAhfX18sWbJEqqurq4t9+/ahb9++qFKlCkxMTNC1a1dMnjxZquPu7o4//vgDgwcPxvz58+Hs7IyVK1fC19dXpefDhIWIiEjNNPHjh9lJkgwNDbF48WIsXrz4o3VcXV2xf//+T+6ndu3auHz5co5jzAmOYSEiIiKtxxYWIiIiNcuHN5X/4piwEBERqVlOZ/hQZuwSIiIiIq3HFhYiIiI1YwuL8piwEBERqVkax7AojQkLERGRmrGFRXkcw0JERERajy0sREREasZpzcpjwkJERKRmmrjTbX7DLiEiIiLSemxhISIiUjMOulUeExYiIiI14xgW5bFLiIiIiLQeW1iIiIjUTKSlaTqEPI8JCxERkZpxlpDy2CVEREREWo8tLERERGrGQbfKY8JCRESkZpzWrDwmLERERGrGhEV5HMNCREREWo8tLERERGqWJjitWVlMWIiIiNSMXULKY5cQERERaT22sBAREakZW1iUx4SFiIhIzXgfFuWxS4iIiIi0HltYiIiI1CyNP36oNCYsREREasYxLMpjlxARERFpPbawEBERqZngjeOUxoSFiIhIzdglpDwmLERERGrGhEV5HMNCREREWo8tLERERGrGHz9UHhMWIiIiNWOXkPLYJURERERajy0sREREaiZ4p1ulMWEhIiJSM3YJKY9dQkRERKT12MJCRESkZrzTrfKYsBAREalZGruElMYuISIiItJ6bGEhIiJSM84SUh4TFiIiIjXjLCHlMWEhIiJSMw66VR7HsBAREZHWYwsLERGRmrFLSHlMWIiIiNSMg26Vxy4hIiIi0noyIQTbqbRQYmIipk+fjlGjRkEul2s6nAKNz4X24HOhPfhc0JfGhEVLxcbGwsLCAq9fv4a5ubmmwynQ+FxoDz4X2oPPBX1p7BIiIiIirceEhYiIiLQeExYiIiLSekxYtJRcLseECRM4mE0L8LnQHnwutAefC/rSOOiWiIiItB5bWIiIiEjrMWEhIiIirceEhYiIiLQeExYiIiLSekxYvpCgoCDo6uqiadOmCuWPHj2CTCbLtHTq1Elh/ZUrV7Ksb2BgAA8PD0ydOhUcP/1xYWFhGDRoEDw8PGBoaAh7e3tUq1YNS5cuxdu3bwEAV69eRYsWLWBnZwdDQ0O4ubmhXbt2iIiIwMWLFyGTyfDPP/9kuf969eqhdevWWT6X7y8TJ078gmedd718+RJ9+/ZFkSJFIJfL4eDgAF9fX5w+fRoA4ObmJl1TXV1dODk5oUePHoiOjtZw5PlPTp4LY2Nj+Pj4YOXKlRqOmvIj/lrzF7Jq1SoMGDAAq1atwvPnz+Hk5KSw/siRIyhVqpT02MjI6JP7y6ifmJiIv//+Gz179oSjoyN69OihlvjzsocPH6JatWqwtLTETz/9BB8fH8jlcgQHB2P58uUoXLgwqlSpgnr16qFZs2Y4ePAgLC0t8ejRI+zZswfx8fGoUKECypYti9WrV+Prr79W2P+jR49w/Phx7N27F0uWLJHKf//9d4wfPx537tyRykxNTb/Yeedlbdq0QVJSEtatW4eiRYsiPDwcR48eRWRkpFRn8uTJ6NWrF1JTU3H37l307t0bAwcOxK+//qrByPOfnDwXb9++xdatW9GrVy8ULlwYjRs31mDklO8IUrs3b94IU1NTcfv2bdGuXTsxbdo0aV1ISIgAIC5fvpzlth+u/1j9evXqiX79+qnpDPI2X19f4ezsLOLi4rJcn5aWJnbu3Cn09PREcnLyR/ezYMECYW5uLuLj4xXKJ0yYIJycnERKSopC+Zo1a4SFhYXS8Rc00dHRAoA4ceLER+u4urqKuXPnKpRNmTJFeHt7qzm6giW3z4W1tbUYPHiwmqOjgoZdQl/Ali1bUKJECXh5eaFTp05YvXq1SrtvLly4gIsXL6Jy5coq22d+ERkZiUOHDsHf3x8mJiZZ1pHJZHBwcEBKSgp27tz50eemY8eOSExMxLZt26QyIQTWrVuHbt26QVdXVy3nUNCYmprC1NQUu3btQmJiYra2efbsGfbu3cv3gIrl9LlIS0vD9u3bER0dDQMDgy8QIRUoGk6YCoSqVauKefPmCSGESE5OFoUKFRLHjx8XQvzXYmJkZCRMTEyk5dKlSwrrP2xhyaivr68vAIjevXtr4tS03j///CMAiB07diiU29jYSNd6+PDhQgghRo8eLfT09IS1tbVo1KiRmDlzpggLC1PYrn379qJWrVrS46NHjwoA4t69e5mOzRaW3Nu2bZuwsrIShoaGomrVqmLUqFHi6tWr0npXV1dhYGAgTExMhKGhoQAgKleuLKKjozUXdD6Vk+dCT09PABDW1tZZvieIlMEWFjW7c+cOzp07h++//x4AoKenh3bt2mHVqlUK9X7//XdcuXJFWry9vT+534z6V69exZYtW7B7926MHDlSbeeR35w7dw5XrlyRxgEBwLRp0xAWFobAwECUKlUKgYGBKFGiBIKDg6Xt/Pz8cOrUKTx48AAAsHr1atSqVQseHh4aOY/8qk2bNnj+/Dn27NmDRo0a4cSJEyhfvjzWrl0r1Rk2bBiuXLmCa9eu4ejRowCApk2bIjU1VUNR5085eS6OHTuGypUrY+7cuXxPkOppOmPK74YNGyYACF1dXWnR0dERRkZGIiYmRmVjWKZPny709PREQkKCek8oj3n16pWQyWRi+vTpWa6vVauWGDRoUJbrEhMThbe3t+jSpYtUlpqaKlxdXcXYsWPF69evhZGRkVi/fn2W27OFRbV69OghihQpIoTIetxEUFCQACAOHz6sgegKlk89F6GhocLCwkLcuHFDQ9FRfsUWFjVKSUnB+vXrMWfOHIXWk6tXr8LJyQmbNm1S2bF0dXWRkpKCpKQkle0zP7CxsUGDBg2waNEixMfH52hbAwMDFCtWTGE7HR0ddO/eHevWrcPGjRthYGCAtm3bqjpsyoK3t/cnn8OMMUQJCQlfKqQC61PPhYuLC9q1a4dRo0Z94agov+O0ZjXat28foqOj0aNHD1hYWCisa9OmDVatWoVGjRrlat+RkZEICwtDSkoKgoODMX/+fNSpUwfm5uaqCD1fWbJkCapVq4aKFSti4sSJKFOmDHR0dHD+/Hncvn0bFSpUwL59+7B582a0b98exYsXhxACe/fuxf79+7FmzRqF/XXv3h2TJ0/G6NGj8f333392CjrlTGRkJL799lv4+fmhTJkyMDMzw4ULFzBz5ky0bNlSqvfmzRuEhYVBCIEnT55g+PDhsLW1RdWqVTUYff6S3efiQ4MGDULp0qVx4cIFVKxY8QtGTPmappt48rNmzZqJJk2aZLnu7NmzAoC4evVqrrqEMhZdXV3h7OwsevXqJSIiItR0Jnnf8+fPRf/+/YW7u7vQ19cXpqamolKlSmLWrFkiPj5ePHjwQPTq1UsUL15cGBkZCUtLS/G///1PrFmzJsv9NWzYUAAQ586d++gx2SWUO+/evRMjR44U5cuXFxYWFsLY2Fh4eXmJsWPHirdv3woh0rsh3n8f2NraiiZNmnz0fUS5k93n4sPuOSHSbyfQuHHjLxwx5WcyIXh7VCIiItJuHMNCREREWo8JCxEREWk9JixERESk9ZiwEBERkdZjwkJERERajwkLERERaT0mLERERKT1mLAQaSmZTIZdu3ZpOgwiIq3AhIXoC+vWrRtkMhlkMhn09fVhb2+PBg0aYPXq1UhLS5PqvXjxAo0bN9ZgpERE2oMJC5EGNGrUCC9evMCjR4/w559/ok6dOhg0aBCaNWuGlJQUAICDgwPkcrmGIyUi0g5MWIg0QC6Xw8HBAYULF0b58uUxevRo7N69G3/++SfWrl0LIHOX0IgRI1C8eHEYGxujaNGiGDduHJKTkxX2O3XqVNjZ2cHMzAw9e/bEyJEjUa5cOWl9t27d0KpVK8yePRuOjo6wsbGBv7+/wn6io6PRpUsXWFlZwdjYGI0bN8a9e/ek9Y8fP0bz5s1hZWUFExMTlCpVCvv375fWX79+HY0bN4apqSns7e3RuXNnvHr1SrUXkIgKHCYsRFqibt26KFu2LHbs2JHlejMzM6xduxY3b97E/PnzsWLFCsydO1dav2HDBkybNg0zZszAxYsXUaRIESxdujTTfo4fP44HDx7g+PHjWLduHdauXSslSUB6UnPhwgXs2bMHQUFBEEKgSZMmUlLj7++PxMREnDp1CsHBwZgxYwZMTU0BADExMahbty6++uorXLhwAQcOHEB4eDi+++47FV4pIiqQNPzji0QFTteuXUXLli2zXNeuXTtRsmRJIYQQAMTOnTs/up9Zs2aJChUqSI8rV64s/P39FepUq1ZNlC1bVuHYrq6uIiUlRSr79ttvRbt27YQQQty9e1cAEKdPn5bWv3r1ShgZGYktW7YIIYTw8fEREydOzDKmKVOmiIYNGyqUPXnyRAAQd+7c+ei5EBF9DltYiLSIEAIymSzLdb///juqVasGBwcHmJqaYuzYsQgNDZXW37lzB5UqVVLY5sPHAFCqVCno6upKjx0dHREREQEAuHXrFvT09FC5cmVpvY2NDby8vHDr1i0AwMCBAzF16lRUq1YNEyZMwLVr16S6V69exfHjx2FqaiotJUqUAAA8ePAgp5eDiEjChIVIi9y6dQvu7u6ZyoOCgtCxY0c0adIE+/btw+XLlzFmzBgkJSXl+Bj6+voKj2UymcLspM/p2bMnHj58iM6dOyM4OBgVK1bEwoULAQBxcXFo3rw5rly5orDcu3cPNWvWzHGsREQZmLAQaYljx44hODgYbdq0ybTuzJkzcHV1xZgxY1CxYkV4enri8ePHCnW8vLxw/vx5hbIPH39OyZIlkZKSgrNnz0plkZGRuHPnDry9vaUyFxcX9OnTBzt27MDQoUOxYsUKAED58uVx48YNuLm5wcPDQ2ExMTHJUSxERO9jwkKkAYmJiQgLC8OzZ89w6dIl/PTTT2jZsiWaNWuGLl26ZKrv6emJ0NBQbN68GQ8ePMCCBQuwc+dOhToDBgzAqlWrsG7dOty7dw9Tp07FtWvXPtrFlBVPT0+0bNkSvXr1wt9//42rV6+iU6dOKFy4MFq2bAkACAgIwMGDBxESEoJLly7h+PHjKFmyJID0AblRUVH4/vvvcf78eTx48AAHDx5E9+7dkZqaqsQVI6KCjgkLkQYcOHAAjo6OcHNzQ6NGjXD8+HEsWLAAu3fvVhhfkqFFixYYPHgw+vfvj3LlyuHMmTMYN26cQp2OHTti1KhR+PHHH1G+fHmEhISgW7duMDQ0zFFsa9asQYUKFdCsWTNUqVIFQgjs379f6kpKTU2Fv78/SpYsiUaNGqF48eJYsmQJAMDJyQmnT59GamoqGjZsCB8fHwQEBMDS0hI6Ovy4IaLckwkhhKaDICL1aNCgARwcHPDrr79qOhQiIqXoaToAIlKNt2/fIjAwEL6+vtDV1cWmTZtw5MgRHD58WNOhEREpjS0sRPlEQkICmjdvjsuXL+Pdu3fw8vLC2LFj0bp1a02HRkSkNCYsREREpPU4Co6IiIi0HhMWIiIi0npMWIiIiEjrMWEhIiIirceEhYiIiLQeExYiIiLSekxYiIiISOsxYSEiIiKtx4SFiIiItN7/AZDr73xS/pG0AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "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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", 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" ] }, "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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", 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" ] }, "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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", 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" ] }, "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 2 }