238 lines
301 KiB
Plaintext
238 lines
301 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 11,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"from sklearn.decomposition import PCA\n",
|
||
"from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"# Создание датафрейма\n",
|
||
"data = pd.read_csv(\"car_price_prediction.csv\")\n",
|
||
"\n",
|
||
"df = pd.DataFrame(data).head(200)\n",
|
||
"\n",
|
||
"# Замена '-' на NaN и обработка числовых данных\n",
|
||
"df.replace(\"-\", np.nan, inplace=True)\n",
|
||
"df[\"Levy\"] = pd.to_numeric(df[\"Levy\"], errors=\"coerce\").fillna(0)\n",
|
||
"df[\"Mileage\"] = pd.to_numeric(df[\"Mileage\"], errors=\"coerce\").fillna(0)\n",
|
||
"\n",
|
||
"# Преобразование категориальных переменных в числовые\n",
|
||
"categorical_columns = [\n",
|
||
" \"Manufacturer\",\n",
|
||
" \"Category\",\n",
|
||
" \"Leather interior\",\n",
|
||
" \"Fuel type\",\n",
|
||
" \"Gear box type\",\n",
|
||
" \"Drive wheels\",\n",
|
||
" \"Wheel\",\n",
|
||
" \"Color\",\n",
|
||
"]\n",
|
||
"encoder = OneHotEncoder()\n",
|
||
"encoded_categorical = encoder.fit_transform(df[categorical_columns]).toarray()\n",
|
||
"\n",
|
||
"# Нормализация числовых данных\n",
|
||
"numerical_columns = [\n",
|
||
" \"Price\",\n",
|
||
" \"Levy\",\n",
|
||
" \"Prod. year\",\n",
|
||
" \"Engine volume\",\n",
|
||
" \"Mileage\",\n",
|
||
" \"Cylinders\",\n",
|
||
" \"Airbags\",\n",
|
||
"]\n",
|
||
"scaler = StandardScaler()\n",
|
||
"scaled_numerical = scaler.fit_transform(df[numerical_columns])\n",
|
||
"\n",
|
||
"# Объединение данных\n",
|
||
"features = np.hstack([scaled_numerical, encoded_categorical])\n",
|
||
"\n",
|
||
"# Снижение размерности с помощью PCA\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"pca_result = pca.fit_transform(features)\n",
|
||
"\n",
|
||
"# Визуализация результатов PCA\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(\n",
|
||
" x=pca_result[:, 0], y=pca_result[:, 1], hue=df[\"Category\"], palette=\"Set2\", s=100\n",
|
||
")\n",
|
||
"plt.title(\"Данные после PCA\")\n",
|
||
"plt.xlabel(\"PCA Component 1\")\n",
|
||
"plt.ylabel(\"PCA Component 2\")\n",
|
||
"plt.legend(title=\"Category\", loc=\"upper right\")\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.cluster import KMeans\n",
|
||
"from sklearn.metrics import silhouette_score\n",
|
||
"\n",
|
||
"# Диапазон количества кластеров для проверки\n",
|
||
"cluster_range = range(2, 11)\n",
|
||
"inertia = []\n",
|
||
"silhouette_scores = []\n",
|
||
"\n",
|
||
"# Вычисление инерции и коэффициента силуэта для каждого количества кластеров\n",
|
||
"for k in cluster_range:\n",
|
||
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
||
" labels = kmeans.fit_predict(features)\n",
|
||
" inertia.append(kmeans.inertia_)\n",
|
||
" silhouette_scores.append(silhouette_score(features, labels))\n",
|
||
"\n",
|
||
"# Визуализация метрики инерции (Elbow Method)\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plt.plot(cluster_range, inertia, marker=\"o\", linestyle=\"--\", label=\"Inertia\")\n",
|
||
"plt.title(\"Метод локтя\")\n",
|
||
"plt.xlabel(\"Number of Clusters (k)\")\n",
|
||
"plt.ylabel(\"Inertia\")\n",
|
||
"plt.xticks(cluster_range)\n",
|
||
"plt.grid(True)\n",
|
||
"plt.legend()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Визуализация коэффициента силуэта\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plt.plot(\n",
|
||
" cluster_range,\n",
|
||
" silhouette_scores,\n",
|
||
" marker=\"o\",\n",
|
||
" linestyle=\"--\",\n",
|
||
" color=\"orange\",\n",
|
||
" label=\"Silhouette Score\",\n",
|
||
")\n",
|
||
"plt.title(\"Коэффициент силуэта\")\n",
|
||
"plt.xlabel(\"Number of Clusters (k)\")\n",
|
||
"plt.ylabel(\"Silhouette Score\")\n",
|
||
"plt.xticks(cluster_range)\n",
|
||
"plt.grid(True)\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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e4L333uPKK6/k4YcfJjw8nDfffJPs7Gw++uijpmV277//Po899hg+Pj7U19fz9ttvN52jsrISXdf59NNPmTdv3lk/v6IoSmfZsWMHDz30ULuz3aDicEdUHG5JxWHlonVec6grihfOLDlypjNLjjT66KOP5KRJk2RAQIAMCAiQAwYMkA8++KA8ePBgs2MB+Yc//KHZsW2Vk/D0nIMGDZJbt26V48ePl76+vjIxMVG++uqrzc5lGIZ87rnnZGJiovTx8ZEjRoyQX375ZYsSIY1lTF544QX50ksvyYSEBOnj4yMvv/xyuXPnzqZ2n332WYvyKVJKWVVVJRMTE+WwYcOaSqh4+9xnOvMeG/3tb3+To0aNkn5+fjIoKEgOGTJEPv744zI/P79Zu88//1xOmDBB+vn5yeDgYDl27Fj53nvvNfsetlZuY/r06bJPnz6yurra6+cApBBCZmRkNHu9rWudiTPKlHjyfnV1tXzyySdl3759pd1ul5GRkXLChAnyxRdfbPp/0dF9n+7w4cPyhhtukKGhodLX11eOHTtWfvnll83aJCYmdlh+r7X/d4qiKOdTY2z38fFpVqKr0bnGdhWHVRyWUsVh5eIkpDxjfYmiKGdl6tSplJSUsGfPnk45X05ODsnJybzwwgvNRvMVpTVJSUk8/fTTLFiwoNX3V61axYIFC8jJyTmv96UoinK+qDisXEgqDisdUXu8FUVRFEVRFEVRFKULqY63oijKJWD+/PlNWWtbExMTw/z588/jHSmKoihKz6HisNIRlVxNURTlEvCHP/yh3ffT09M7bKMoiqIoytlRcVjpiNrjrSiKoiiKoiiKoihdSC01VxRFURRFURRFUZQupDreiqIoiqIoiqIoitKFetQeb8MwyM/PJygoCCHEhb4dRVEURWmVlJLq6mri4+PRtJ43Rq7itaIoitIdeBOve1THOz8/n4SEhAt9G4qiKIrikdzcXHr37n2hb+O8U/FaURRF6U48idc9quMdFBQEmN+Y4ODgVtu4XC6WLFnC7Nmzsdls5/P2upx6tu7pUn22S/W5QD1bd3UxPVtVVRUJCQlNcaunUfFaPVt3pJ6te1LP1j1dLM/mTbzuUR3vxuVqwcHB7QZyf39/goODL8kfUPVs3c+l+myX6nOBerbu6mJ8tp66zFrFa/Vs3ZF6tu5JPVv3dLE9myfxuudtHFMURVEURVEURVGU80h1vBVFURRFURRFURSlC6mOt6IoiqIoiqIoiqJ0oR61x1tRFEW5+Om6jsvlOu/XdblcWK1WGhoa0HW9S69ls9mwWCxdeg1FURRF6UqGYeB0Oi/Itc9XzO7MeK063oqiKMpFQUrJiRMnqKiouGDXj42NJTc397wkNQsNDSU2NrbHJlBTFEVRui+n00l2djaGYVyQ65/PmN1Z8Vp1vBVFUZSLQmOnOzo6Gn9///PeITUMg5qaGgIDA9G0rtuJJaWkrq6OoqIiAOLi4rrsWoqiKIrS2aSUFBQUYLFYSEhI6NKY2ZbzEbM7O16rjreiKIpywem63tTpjoiIuCD30LhkztfXt8s/RPj5+QFQVFREdHS0WnauKIqidBtut5u6ujri4+Px9/e/IPdwvmJ2Z8ZrlVxNURRFueAa93RfqAB+ITQ+64XYz64oiqIoZ6txT7Xdbr/Ad3J+dFa8VjPeSpeQug76yR9OoSFsPeMXU1GUc9OT9jv3pGdVLm7S5QApzS8sNoRagaEoigd6ShzrrOdUHW+lU0mXEzQNeXAzHDsAhhsCw2DYNAgIAc2CuAD7QBRFURRFOUUautnZripF7loNNeVgtUHiIEgbDbquBs0VRVE6kep4K51G6m7kzpXITV+Co675e1sXQUI62lX3IX38EBb1o6coSucTQvDJJ58wb968C30rinLRkroL6mswvvor5GU1f3PveuSKdxET5sHgSQir7YLco6Iol7aeGK/V1KPSKaTbhVz/CXLNwhad7ia5+zHe/hU46pEXqPSAoijd24kTJ/jhD39ISkoKPj4+JCQkcM0117B8+fJOv9aqVasQQlyw8maK0hWkoZud7rd/3bLT3aihBrnibeTWRUi3ykGgKIr3VLxuSU07KudMSgnFx8xZ7Y7UlGMs/ifaNQ8gsapl54qieCwnJ4eJEycSGhrKCy+8wJAhQ3C5XCxevJgHH3yQAwcOXOhbbJWUEl3XsVpVyFUuAlJifP03qKvquOmGTxF9RyDDYtVKNUVRPKbidetUr0c5d7oLY+tiz9tn74HaKig/oUbSFUXx2AMPPIAQgs2bN3P99deTlpbGoEGD+PGPf8y3337bon1rI+A7duxACEFOTg4AR48e5ZprriEsLIygoCDGjx/P119/TU5ODtOmTQMgLCwMIQQLFiwAzBImzz//PMnJyfj5+TFs2DA+/PDDFtf95ptvGDVqFD4+Pqxbt67Lvi+K4pXqMjie6XFzuXUx1FcjnQ1m4lRFUZQOdHW8DggIYMiQISxZsqRbxWs1fKl0jsM7vGgskfs3QEgUZGXA6DlqD5miKO0qKytj0aJFPPvsswQEBLR4PzQ09KzO++CDD+J0OlmzZg1+fn5s3bqVwMBAEhIS+Oijj7j++us5ePAgwcHBTbU8n3/+ed5++23+8pe/0K9fP9asWcMdd9xBVFQUU6ZMaTr3E088wYsvvkhKSgphYWFndX+K0pmky2kmUvPmmMwtiFl3YXz0B7S530P6ByE0lfVcUZTWnY94HRAQwJ49e7BYLN0qXquOt3LuGurA8HIUvKYSEZOE8c0/IDgS0karzreiKG06dOgQUkoGDBjQqec9duwY119/PUOGDMEwDCIjIwkODkbTNMLDwwGIjo5u+qDgcDh47rnnWLZsGePHjwcgJSWFdevW8de//rVZIP/1r3/NrFmzOvV+FeWcSANqK7w7xu2ChlpwOzA++D+0u37TJbemKMql4XzEa4CkpCSqqqqwWCzdJl6rjrdy7s5m35fVZgZzQH77OWLA2E6+KUVRLiWyscZwJ3v44Ye5//77WbJkCTNmzGD27NlMmDChzfaHDh2irq6uRYB2Op2MGDGi2WujR4/ukntWlHNiOYtBbqsN3E4oL0RmZUDfUarWt6IorTof8XrmzJnMnz+fpKSkNttfjPFadbyVc+fjB2ExUF54xhsCEgeiDZ0Ckb3NDnpDLfLwDkRcKrLgsNmsogjyD0PvtPN+64qidA/9+vVDCOFVQhbtZPLG0z8EuFzN80rce++9XHHFFXz11VcsXryY3/72t7z44os8/PDDrZ6zpqYGgK+++opevXo1e8/Hx6fZ160tsVOUC8pqg6TBsGdty/f8gxFDJiP6jgS/QNDdUFaAcWw/CA0qSwGQ25aZbRRFUVpxPuL1kiVLeP7553nmmWd47LHHWj3nxRivVXI15dwZBmL4jOavxSaj3f0s2pzvIkvzMZa9hfH135Cbv0LEJEKfdAiNapotl3lZKmmLoihtCg8P54orruC1116jtra2xfutlRCJiooCoKCgoOm1HTt2tGiXkJDAD37wAz766CMefPBB/vGPfwBgt9sB0E/72zRw4EB8fHw4duwYffv2bfZPQkLCuTyionQ5oVkQfUeAX9CpFzULYtqtaPf+H6JXX+TWRRhf/w1j2X+QhUfRxl1ldsKj+5jtC3NUhnNFUdp0PuL1xx9/zI9//GPefPNNoPvEa/WXU2lBul3mnm0hwGpDiPbHZ4TVBkMuR25fDhWF0CsNbf4jyI2fI7cva7b/WwIycyuERKJddR/i2ocxPv3jyTZdszRFUZRLw2uvvcbEiRMZO3Ysv/71rxk6dChut5ulS5fy+uuvs3///mbtG4Pr008/zbPPPktmZiYvvfRSszaPPvooV155JWlpaZSWlrJu3bqmfWmJiYkIIfjyyy+ZO3cufn5+BAUF8dhjj/GjH/0IwzCYNGkSlZWVrF+/nuDgYO66667z9v1QFGkYoLtASrMD7UmuFF1HTLoOufRNEBra1fdDSCTGW79ssXJN5h4wB8yHTkG77lGMz1+DY/u66GkURblUdHW8Li8vZ9WqVfTv3x/oPvFazXgrgBm8pduFrC5Dbv4Kufp95LqP4eg+pKEj3c72T6BZ0G7+GcSmoF37kHl8xuK2k65VlmB88CL4BSAuvwHCYkFlSVUUpR0pKSls27aNadOm8ZOf/ITBgwcza9Ysli9fzuuvv96ivc1m47333uPAgQMMHTqU3/3udzzzzDPN2ui6zoMPPkh6ejpz584lNTWV1157DYBevXrxq1/9iieeeIKYmBgeeughAH7zm9/w1FNP8fzzz5Oens6cOXP46quvSE5O7vpvgqJwMju5oSMPbUeu/RC5eiEyYwmyrhrpdra7x1LY7Ij08YjLb0CMvwZCozEW/l8r28VOMnTkjhXIpW+anfTYlC7bw6koyqWhq+P1nDlz6NevHy+++CLQfeK1mvFWkLobGmoxFv0Tju7j9JlnuX0ZBIUjJt8IqSPaHE0XmgXpF4i4+QkoOIzcvabjC7scGEvfRLvpZ2CxIoTopCdSFOVSFRcXx6uvvsqrr77a6vtndggmTpzIrl272mzzyiuvNP23YRhUVVURHBzc9NpTTz3FU0891ex4IQSPPPIIjzzySKv3MHXqVNUxUbqM1N3IPWuR334B9dXN39vwKfQdgTb7bqTN3mbZL2G1wYgZgMD46CVw1HV83QObEP3HIibfYM6yW+2d8DSKolyqujJew6mY3ag7xGs1493DSUOH+hqMt38FR/fS6nLv6jLkV39F7lnX7sy30CwIQ8fYttTzGyg6BmUF5jI5RVEURVHaJN0u5MbPkCvfbdHpNhsYkJWB8e5vzCzk7RBWO1SXQV6Wx9c3dqxAxCSZxyqKoiheUR3vnk5KjK/+ArWVHTdd+Q7UVrXfSNPgyE7vbmH/t2biFkVRFEVRWiWlhKKjyM1fd9y4vBC59D9IV9udb+l2Ifdt8O4mju4Dw2j3vIqiKErrVMe7p6sq9Xy0W0pkxmKky9F2G5ez7X3dbWmogfpqM6mboiiKoigt6S6MrYs8bi6zMswl4W0xjNZnzds/K9RVqZwsiqIoZ0F1vHsw6XIgd67y7ph9G9rf1+VJRtUz2Xygodb7DruiKIqi9BSGAYe9WFFm6OYWsbZiqxBm/PWWzcccMFcURVG8ojrePZmUyOoy745xNrS/b0wAvfp5dUqRPBRZWeLdfSiKoihKT9JQY+7h9kZ1Wdtbuaw2RL9R3p0vOtHseLvV9jBFURRvqY53DyesZ5HYvr0lZkJDjJzl+bmCIyBpMFSWQAf1whVFURSlx9LOIl5bbebMdiuEEBCbDOFxHp9ODJuKPLgJAoK8vxdFUZQeTvV0ejKLFRIGeHdMTGK7bwvNgkgdDr3TPDiZQJtyMxzegRg0HmFTWVIVRVEUpVX+wRAY5tUhInGgGevbYhho02/3bOA7NhkxYBxUlqlKJIqiKGdBdbx7MGGxIgZcBnY/z48ZOQtzPXl7jTS0+Y9CQnrbbSxWxJx7ILIXxpEd4OPv8T0oiqIoSo9juBFDp3rePjgSevdHtNOpFlYbxKWgXf2D9nO0xPdFm/8oct3HiPTLEGezN1xRFKWHO4t1S8olRUrE2LnIdR913DYiHpE2BmFpP5upEAKpWdCu+xEcP4CxcxXkHjCzqwaGIQaORwyeDDXlGMvfRrv2h6omqKIoncapu9GEwCI0dGlgSIm9vVk/RekGhNUOI2Ygd62CmvKO20+abyZk6yADubD5IJMGo33vBeTuNci968294RYb9OqHNmwaJAxArvovxKVASEQnPZGiKErPitmX5lMpHhM2O4yabZbzyljSdsPwOLQbH/d4H7awWJFuJzKiF9r02xGBoQBIacCRXRgr30UEhqFd+3D7y+AURVE85NTduKXByvxMtpfkUud24m+1MyIygWnxaViFdskGc6WHsNrQbnocY+H/tdP5FogpNyH6jjJntD0gbD5IzYpIHoYYPQdxsrMuq8vMzvjOlWgjZ0F8qhooVxSlU/TEmH1pPY1yVoTFChOvQ6SNxti6GA7vOFXaKyIeMXwGYtBE0CwIzfPdCcJqhwAr6DqyphyZexActRAYjjb3+2Doal/3SS63jhCC6lozY3ygv/lhyWZVtVIVxRMuQ2dVQRaf5uxEPy3zc6mjltzacr46tod5ScOYHp+GtYtqEL/22mu88MILnDhxgmHDhvHKK68wduzYLrmW0jMJixUZFI624BnkrlXIHSuh6mRVEKvNXJU2eg6ERnnc6T51bgsyNBoAeWw/srwQNA2RPh4x7moQoqlD3pO5DQMB1Lgd1Ltd+FisBNt9MdS+d0XxWE+N2arjrQDmPi8Zm4I2514zA6qjzlxmZvcxl6Of5YiTEBpYNXOJefplzd+8xEaxzobbbVBT72TL7hPszy7D7Tb/+Fg0QVpSGGOHxOHvo1IxKEp7nLqbVQVZfJS9vc02ujT4KHs7ApgS16/TR9Hff/99fvzjH/OXv/yFcePG8fLLL3PFFVdw8OBBoqOjO/VaSs8mLFYzfg6fYeZdcTaYg+U+/icHtM9+/3XTYHifdESfdvK09FBuw2BTUTYr8zPJrT214iDOP5ipcWmMi+hzAe9OUbqHnhyz1Sd6pYkQAmGzI6w2REAIwtffzFKuOshdwu02OFpQxZuf7mV3VklTpxtANyT7j5Tx1uf7OJxbceFuUlG6AZeh82nOTo/afpKzE7e3tZA98Pvf/57vfe973H333QwcOJC//OUv+Pv7869//avTr6UoYA6YC82C8A1A+AebCVNV0rMu4zJ0/rhnBf/J2tSs0w1QUFfFe4e38qc9qwCQavZbUdrUk2O26ngrnUo6HUjXqX+U1kkpKa9u4MtVh9GNtgO0ISXLvj1q/nc77RSlp2ocOdc9DMy6NFiVn4lTd3fePTidZGRkMHPmzKbXNE1j5syZbNy4sdOuoyidSepupLMB6XKa/9b1C31LFy23ofOPA+vJrCxqt92x2jIADFS8VpTW9PSYrTreyjmT0jADeGk+cvX7GGs+ROYdaqrzKXVddcLP4NYlG3fkt9vpbtQ4cK72jylKS5oQbC/J9eqYbSW5aKKDsoheKCkpQdd1YmJimr0eExPDiRMnOu06itIZpMuJdLuQ+zZiLP4XcvcaqK8GYQ4KS5cTaahO+OnKHHXsKD3ucfu82go1660orejpMVutIVbOiTQMcDZgfP4qlBWgfedBRHgccs86jPUfQ1012OyIpCFm9nS/QK8TvlyK3G7D6yXkdQ1u/HzVMkJFOZ1FaNS5nV4dU6870Tys0KAolxLpdiEztyBXvovoPw5tzneh8Chy/SfIE9lm+bHQKMSwaZA6HAyJsPbsj4oO3c3S4/u9OmZl3kF6B0fgo7bqKUozPT1md5uneP755xkzZgxBQUFER0czb948Dh48eKFvS3G7MP77HJTmo93yBLKiCONvjyHXLITCHKguhbIC5LYlGH//KXL1QmQnLhfprorKavF2MLyguKZrbkZRujFdGvh7Wd7Iz2LH6MQ9Y5GRkVgsFgoLC5u9XlhYSGxsbKddpztRMfviI11O5P6NyMX/QgyejJh0HcYnL2Ms/B3ywCaoKDIzpB/bj/zizxj/+BlUFiLdrgt96xeUJgTZ1aVeHXO0phy7ygCvKC309JjdbTreq1ev5sEHH+Tbb79l6dKluFwuZs+eTW1t7YW+tR5LuhzI9R+bM91zvos8kY1c9C9ocyRLIneuQK54p8d3vo2z+Psh1R5vRWnBkJIRkQleHTMyMqFTt27Y7XZGjRrF8uXLT92XYbB8+XLGjx/fadfpTlTMvggZOnLFOxCXiphwLcZHv4fjmW23rynH+O/zUFNurm7roQTC4/2ojXRpIDpxaayiXCp6eszuNmtgFi1a1Ozrf//730RHR5ORkcHkyZMv0F31cJoFuW89hMdBwgDk3x4DDxKKyN1rECNmQmSvrr/Hi1RwoPf1y0OC1DJzRTmT3WJlalw/vjq2x6MPxxahMTU+rdNLk/z4xz/mrrvuYvTo0YwdO5aXX36Z2tpa7r777k69TnehYvbFRbqdyJ0rQXcjRsxA7loNRUc7PtBRj7HyXbRrHgDN+7h1KdClQYRvAPl1lR4fE+7rj9vQu6z+sKJ0Vz09ZnebjveZKivNP4Dh4eEX+E56sGP7wVGPGD8PmZWBSBqE6D8W/EMAA1lRjNyxEgoOtThUbl0MM27vsaVPwoJ9iQzzo6S83uNjYiICuvCOFKX7smkW5iUNa7cmaKP5ScOwdsFesZtvvpni4mJ+8YtfcOLECYYPH86iRYtaJG/pqVTMvsCExVxO7h+M6DsS47NXEFNuRkQngt0XnPXII7uQe9aA44y4lLMHHHXg5fLQS4VNszA1Lo3dZfkeHzMxOhWBmvFWlNb05JjdLTvehmHw6KOPMnHiRAYPHtxmO4fDgcNxKpt2VVUVAC6XC5er9T1Lja+39X531tnPZtSUI4UVkTQEYfeFyATkvg1QVQqaBWJTENc+DA01GCvfhWMHTh18eCeWGXdCJ92Ls77O/LfTgXQ5wWpFXMSJGHTDYMSACJZtPNZhW4E5Iuh0udC0SyeQq9+17qmrns3lciGlxDAMDC+XtVqFxrT4NARmzc/WRtEtQmN+0jCmxqdhQbR6jcYsxI334a0HHniABx54oNlr7Z3HMAyklLhcLiyW5jNjl9LPjicxW8Xr5rri2XRHPSQPRauvgbk/QB7ZCbvXId1OhH8QYuAEGHc18shu5NI34bTM5mLfZsSwqZ2yfNrpaDD/7XSY+8elRNgu7k59v8AIom0BlDnb3yphObnob3BoHIauY1xCJdrU71v3pGJ227yJ2Z0Vr4XshvUO7r//fr755hvWrVtH796922z39NNP86tf/arF6++++y7+/v5deYuKoiiKF6xWK7GxsSQkJGC3e/8hXNM07H6+6EhWF2SxrSSXet2Jn8XOyMgEpsT1w4LAWd9wVgG6KzidTnJzczlx4gRud/O8F3V1ddx2221UVlYSHBx8ge6wc3gSs1W8VhRF6T56WszurHjd7TreDz30EJ999hlr1qwhOTm53batjaAnJCRQUlLS5jfG5XKxdOlSZs2ahc12aZW96uxnky4nuJ0YH74IlSXtthUDxiGm3Ypc9yFy9zrw8cXyvRc7vobuhsJsjO3LIWfvyaLWAvr0Rxs2A+JTMVa9jzszg+XJs5mRvQSrPPkLERKBds2DEBSGsFyc/y913WBnZjE79hdR19D8F9nXx8LgflGMGBDB8mXLLrmfSfW71j111bM1NDSQm5tLUlISvr6+53QutzTQhEATGoY0MKT0aKmalJLq6mqCgoLOS2KkhoYGcnJySEhIaPHMVVVVREZGdvuOt6cxW8Xr5rokXjvrkVkZyHUft9/Y7ot2w2Ng98F4+9fgdiEuvx4xtP0Zb+l2geFG7lqN3LMOairMN/yDEAMnIoZOhspinN/8i+WxE5vHa6EhRkxDjLsGcZGW4HIZOlXOBt4/kkFWZWGLjDapwVFclzCEnes2qZ/JbkY9m/d6WszurHh9cf51a4WUkh/+8Id88sknrFq1qsNON4CPjw8+Pi33ENtstg5/+Dxp01111rNJDOSqd5AVJ4vNCwFJQxC908w9Yy4H8ngmZO+C/evRUofB1FswaioQMYkIqUPxMdANCImAwDBAIE4u4ZC6G7n0LeSBTTRb1JHQH23I5ZA80AzQc+/Befl8WLEGa0AgtuqTgwAVhfDB79Du+CUE+V6US89tNhg5MJ4xg3tx5HgFhaXmkvnIMD/69gk1s59L/WTbS/Nn8lJ9LlDP5g1d1xFCoGkamnZuv6v20wp2aMLz5EaNo+qN99HVNE1DCNHq97K7/9x4G7NVvG5dpz2bzYZ012Os/YCmJKiBYYgB4yDo5L77mnLk/m+hphwW/R3tjl8gr1iA3L4MbeB4aKiG8kKw+UB0H5BGU54W6XZBZRHGx7+HhtOWY/sGItLHIYZMQoREmLH+7mfgm2+wJg3Alr3THFCXQMZihO5CTLnpohwst2HD127ngSFTqXE52FyUQ63biZ/FxpjoRELsfhhuNztRP5PdlXo2z/W0mN1Z8brbdLwffPBB3n33XT777DOCgoI4ccLs7IWEhODn53eB766HMnRk5lZAIEbONDOVWyzIwzvMRCw+/mgz7gApkduXY+xcgZYyFG3mHWbg1jRk2QnkjhVQX2OeI3koMiwGDAO58j0zGUwjH38zs2pUb+Sedcj//NKsE65ZMeL7giUZ7Y5fIjZ9jty21DymoRZjxTtoV//gok0MY7OafyxSE0JJ6hUCgEUTCCGwaOByXTp7xBRF6RlUzL64SJcDmbEEkBAehzZxPqQMM2t2l+YDEtErDTFhHmTvwlj/KRQdg+QhaPF9wcfP7JhnbjHjctJgc094n3Sw2KCu0lz95jyVmE30H4uYvQAKjmCs/RBy94PLgREYAZHj0KbcjDZxHsYnfzQ7+4DcsQIxfLpZLeUipAkNTUCYjz8zew3AkAaa0LCc/NDvEhd+SayiKBevbtPxfv311wGYOnVqs9ffeOMNFixYcP5vqIeThoHct9FMijL3e4jYJIzV78ORnc0SssgV70LqMLRJNyBKjkN9Ncaif0LuAYjqgxg+Fe3W/4cUAnE8E1lw2OyEh0Yjd685dUGbD9oNP4Hqcoy/P35GrXAXHN0PKckYH/8BMe8hsFiRW74x387eBc6Gi7bj3UgIgdVy6SRPUxSl51Ix++IibD4Y+7+F+L5o8x5G7v8W+cb/g6pT28QkQFAEYtQstJufQO5ehdDdGAt/B1Y7Iv0yxIiZiCk3myvaju1HHtiE6DsSueGz5p3uAeMQM+7E+OLPZlb001WVQiQY/3kaOe0mtJufwHjvWagzE+rJrYth2q0XfdUTi6Zh4eJbSacoysWr2/zFkFK2+o8K4BeIoUNNBWLqzYjI3hjvPQeHtjXrdAMgDTi0HeO/z0FYjLkc3TfAXH6WmI6ITQG3E2EYEBoFhUcR0kBuOzkyf5K4/EaznuiXr5/R6T5D0TGz8z3uaog9ubRRSuTBzXSzdAaKoijdlorZFxdp6OAbYHa6132MXPlus053k+pS5Kr/ItcsRAybDgEn9yvGJkOfgebMtxDmqjWhIU9km+fP3HLqHIFhiFl3mfH6zE736QwduewtZF4W2uwFp+41K+Oi73QriqKcjW4z461cZISAwBDE0KkY//451Ne0376hFuOzV9Dued4cCb/yXig4gtz8NbL8BCAQUb0Rw6ZBZC/kmoWnjrX7IQZNwPjv8y079q0pzkXuXY8YNq3pQwENteaxF2nSFkVRFEXpKkKzIMbMRR7ajty1qsP2cs9aiEtBpAxDu/NpCAxD7lmLsX2ZuYLMNwDRfwza1Fsh/xC4T5XTEUOnwNF9cHSvR/cm1yxE3Pt/EBIFlcUt64griqJcIlQvRDkrwmKFfqPNZdyVxZ4dVFWKPLILkZCO8d/fQtHRZm/LoqPIvevRHnoNTkvVLwaOh+Jc8x8PyZ0r0e74JXL1+2an2+5v1hZXFEVRlB5Gul2I9HHm6jRPj9m2FDFoIjIzA7l2YbPONYA8fhCqyhDxqade1CyIIZPNLWWeqqtCHt6OGDYVueYDMzmroijKJajbLDVXup50Oc292w11SEed+d/tLev28cPYvda7a+xYYS4VP6PT3Ux9DQSGnvo6NhmZvdur61BWALUVENkbEIj+Y85LeSBFUS486XaaVRGkNP/d3t8xRemGpKGbP9suJ7KhBul2mT/3so3kXpoFyou8GsCmNB+Kcs3qI2d0upvUVoJf4Kmvg8LM7WRH93l+HYDs3YiYJABE3xFIl6P99oqiXDJ6UsxWM96K+QPeUIfMWIzcu96cIQ6PQ4yeg+g/1qylbehmcjK389TeK4vVLC3ijcoi8A9q/34O70Ckj0eeXKYmbD5nF4SdDeY+tKRB5gcBRVEuadLtBLcbuWMFMiujqbqC6DcKhk8HqxVxkSdZVJSOSF1HHtlpVu/IywSL1cwgPmYOhMeb8bJphZdZolNoGkaFl/EakGX5EBDS9vs5uxEz74TQaKgoMmOu2wktqlx3cB1nQ9NnCzH6CrXHW1F6gJ4Ys1XHu4eTbicc238yaZk5oi3GzEWMvwZ5cAvGB/8Hjfukbb6I9Mtg9BXmjLSwgLd184QGRvvlNuTOlWh3Pm0uE6+vRjrqm4+otyYuxTz9uLkItwN57AD4BYE00KbfrpaZK8olTrpdyB0rkes+apELQhYfQ377OWLS9TBiepfUCF6zZg0vvPACGRkZFBQU8MknnzBv3rxOv47Ss0m3E+OTP5mluQCCI9HmP2K+t3OlWW2kMbt4TCJi5CxIG2PG3rOJg0JrP7dKXRXy0DYzp8rq98392XZfc2Bed7d+jI9ZTk6MmYsQBlSXgd0PnA2IwZMgLNb7+1QUpVu5kDH7QsZrtdS8B5OGASV5GJ+/dqrTPXYuYsQMjPeeQy7+16lON4CrAblrFca//he5czXoLkRMolfXFNGJJxOxtbPsu/wEHNmJdtV9ZvA+uheRNrrVY8TgSWh3Po129f3mCwGhiLhUtJt/BnZftJn/Y2ZY9XaAQFGUbkO6neaI+ZqFbXcSDB25ZiFy+4ouWcZWW1vLsGHDeO211zr93IoC5vJy4/PXTnW6A0LRbnocmbsf4z+/MLdynVbSi8KjyG/+gfH2r8DlMONve7G3FSIupe0OdON9bV1kJlRLGmx2ossLzRmrM4VEImYvQFvw7MmvwyE02ixRNvlGZGAYYsadZg4ZRVEuWRc6Zl/IeK3+uvVkho6x9sNTP/SRvRHjrjaTr5Qcb+dAiVz9X4jvixg5G7n/W48vKYZPR1qsiDnfRS7+J7RR4stY/C+0//kV2k2PYyz9D8LuB4kDT2VJFQIxawGiTzpy4+cYmRnQZxZyxbsY0g12X0T6eMSk68wRe0VRLl1ulzlq7gG57iPE4MvNrTOd6Morr+TKK6/s1HMqSjNFuc3Kc2nTb0PmZSFXvNv+caX5GO//Fu22n0OfAXBsv2fX690f/IMRl12DzD/UfCC+2X0dQy5/G+3aH5qlyHatNmP9gU2n2sQmo81/BHlkF8aHL0LIcOSyt5HSbS5Kj01GG3sVBEd4dm+KonRfFzhmX8h4rXokPVldFeQeaPpSDJ9mBsp2O92nyEX/hKje0DvNs+vF94XYJOR/n0fEJiMmXtd2W5cDLFZkQy3abT9HOhvQZtwBvuaSczH5JkR8KsZ7zyL3rmuZ+MXZgNy50hzpd9SZNUwVRbnkNI6ce1RqEMxR9J1dM+utKF1FuhzIjMWnXggMg5RhyHUfe3aCkuPIkjy08dea5UA7JNDGzkXuWoXc+DnavEfMa7bFYoWqUsTw6YhxV0FEL8SIGeZ7IVFmp3vTV+ZKutL8lsefyMb4/FVkxhJkW4ncFEXp9np6zFYd7x5Mnp511GbOEMudKz0/QXmBGcjnPQzRfdpvG9kb7TsPmqVCKgoxvvwzYuTMpo50C1Y7IjDMXCb398dg9xrQLGi3/T9IHIQYNg3j0z+ZGVXbU1mC8fEfPH8mRVG6F6Ehs7Z5dYjMylArYZRuRdh8zPJdjV8PmQzZu6G61ONzyJXvQHQiYvaC9n/+hUDMuB1CIpGbv0FuXwbHD5oxuy2h0cicPRhvPoXx5evI/CzE5Tcixl1tzpgfPpkMrqN7XP8xHD9oboVTFOXS08Nj9qXxFMrZcZ+WKTwk0tzHVXTMu3PsWoUUFrRb/hdx+Q0QHNn8/aAIxMTr0G5+Apmx1BzlAijJg/zDiMETWz9vYxIYQ4f6GuTWRRj//Bny0Ha0a39oLrerKPLsHouOmnvd2ljWrihKN6ZZzEyo3nDUeZ8YUlEutNNmgkVUb+RpK9Y8UnAEdB3Rf6w5iN1vVPOEa0KDviPQbnwckTAA46PfQ0MNAMb25YhBk8DaRpIji+3UDFbuQeQnf8R47zlE+mWI9MuQGUs8vk1j81eez4YpitK99PCYrfZ492AiJOpUwQ+rre06ne1xuxCG25wxj0pALHjG7FQ76szMpVEJcGQnxmevwGmj9QBy7zrEiFnIrYtbntc30BzxDo48tfRdSuSahYj0yzAaO/AektuWmqP8qkSJolxaDB18/L07xsffrK5gOfdA3jig1ziu59EqXkXxkjQMc6l34wdWi+1k2S4v6U6wByItNrTJN8G026Ci0PwBDos9uaxzFXLXSjNDeaO8TLPUaEI6ZO9qed7oBISzoXkRseJjyIyliEEToTTP83s8nmluhVP7vRXl0nMBY7aUsulvlJQScTJgn8+JOdXx7skST9a3bqiFhjrzv9srAdKagBAoL0LEJqF//hr4+kNcX4TdF+lsgILDUFPe6qGysgTRWk3v8Di0Gx4zs7AOnoRc9d9T7wkNERACZQVePaoszUeokmKKcumRBqLfKGSx56t1RL9RIM9tKauUEimhrsFFfYMb3TADt3YykBuG0SywK8o5MXTEoIlmFmBAOmohINS7c2gWsPkgy4sgZ7eZXLV3GiIw3DxnTbk5QN7Wh9CqUoR/cPPOtRCIidchYlPMGXO/IKivPvV+UCjSm053o7IC1fFWlEvRBYzZDbqLKlcDDWdMNDp093mL16rj3ZMZBmLIZOSWb8xl21Wl5i/D6ZlIOyDSL0PuWImITTKDek0FZG3Fo7Ejy8mOsH+wOU0UlYA2fDokDkZmbkHuWoV27cPIDZ+dViLlLEelhDj7YxVFuWgJqx2GT0N++7lny1M1C2LYdPO4sySlxO02KK9yYJzspNTW1JCdfaSpzZ59WfROyCAmOorERO/KLirKmYTVBkOnIDd8as50H9mFGP8d5Ldf4HFsSx1udopzdpudZCnNZeGe3oTNbq5k8w0E3wBE2mjE8OmAxPjo92iXXY0YNvXkPZ0jNWClKJekCxWzSxpqqDu5Sqi2poacI6eqNOzNOsjyb9fTNz6BpC6O15fGgnnlrAibHTHhWohLBSRy58qTQdRDvdIgMAy5bwOythLiUry7fmwq+AZg+cEfsNz3e7S530OWFmD860nkN3+HvCwoOIx29Q/MmXgwl5tXl0FkL++uFRFvLlNRujUpJU6X3vRP4yyj0sNZbYhJ13vUVEy6AaznNuZsGJLyqoamTjfAzp3bmDV9ArOmTwDgl089wbixY3jqqV+o/BJK59A0tKu+fzI5UYa5/DJxoOeHD5uG3LXarLMdl+rdta12iExATLkZywN/RFvwDCJ1OMbytzH+/jjkZWJs/Bwx5kpzNV2jqjJEZG/vrgUQHu/9McpFx2XoNLhdNLhdOL1ZTalc2s5jzDakpMxR29TpBti1fQdXTZrGVZOmAfDM/z7FrAmX87Of/2+Xx2s1493TaRa0Gx9DLnsLeeBbxJgrEWPnIjd/3f5xfkFoVywwE6a4ncjda9GGTcNorLPdESEQQ6dgLPqnWZs7eSjayJmIlKGnErABxld/Qbvux2g3PIaxZiEUHEHu3YA2dCrGafVMO7zcqNkItb+723LrBpoQ5BVVs/dQKfUON3arRmqfMNISw9ANic2qxhF7KmG1wwhz0FCu+6j1UXTNgph0PWLENISljQRRHjCkpKbOxZljPhMmTqaguKZFe7tNbXFROoew2pGJg9CuexRj+dvIrYvQZt2F8d5zUFvR/rEjZ0FEPPLLv4DUEVNugqg+4OFyT9F/LFQWYbz1KwiPRQyaiBg6FREWg2xcApp/CLn0TbOCyYbPkLvXILO2IqbdauZ7Kc717EET0sGvjYonSrfg1N24DJ01BVnk1JRhSEm0XxDT49MItvthEVrTthyl5znvMdvlaPba+MsnkVNV0mp7p6HjY+m67rHqePdwQmjmSPaMOxG6G3loG2LMXDO52aYvW888GJeKNue7yIIjyE1fASB3r0bc/ZxZVsyDzOgifYK51PzwDnPfRuYWjKytiBl3ol3/Y4z/PmfuPXc2YHz4ImLifLQbH8ddUYTl2D5IHgrhcZ7t9Y5LNYO+0i253QbF5XV8vTabyurmfzwP5pSz0sfKlDEJpCWFYe2EZFlK9yQsNhg+DTH4crPmZ1bGySSP/oh+oxDDpoPVek4BHAAJDU7PZ26cLh3DkFgs6kOmcu6E1Y7slYa24BnIP4ysLkO79X8xGleJncnuhxh7JWLoNIyPXmrKUi73f4t22dUYX/y544ta7YhRs08OiksoK0Cu/RB5YDPaDT8Gl6OpFKk8sAlZW4k29RbExPnm18XHEWOuRH79N0+eEO2yq5tnW1e6Fbehs/BIBhsKs9HP2Je7LO8AA0Pj+H76ROwWK5ZLpESU4r3zEbMNKal2NXh1TJWzgQjfgC4bGFIdbwUwl51js8OAcWaCgaFTESNmIPd/C7kHkG4XIjAUMXQKhEQhD2Ugv/knTXvLqsuQeVnmzPTC35mZzduSPBQx43Yz4J/+R1lK5PK3EPMfNWfd13xgvu52Ile/jzOyN4XhMcQOvhyL4Ua7/ifI/z7ffh3TsFi0+Y8A6kNvd+TWzU73wkUH21xWXu9ws2hdNm7dYGBKBFY1891jCavdHEgcNRsxeo5ZfsQwzGQu57A/7HRu3Wgz91RbnC4dPzUopHQScbKkl+zVF+FyYQjNjL2VJYhdq5DV5QirFdl7ANrAy5D1tRgf/x4Kc5rOIXevRtz4M8S025Er36XNfeI2H7RrHoC6KuSetc3fKz6G8dmraDf8BHlwszlYDpB7AGPJv9Gu+zGiVz8IDDUHv8ddbQ7ot/1kiKm3QFwK4hIpHdTTuA2D1/etZU95fptt9lUU8PyOJfzviCuwqL+LPdr5iNkNuncVmxy6q0tXY6iOt9KcpiFcToyv/gI1FWYHfMjl5ohTQy1y+3Izu+rUW2DgeOS+DeZykCvvRcQkIk/koN3yJHLXGuSuVc1rbccmI4ZNQ/QbZS4xb22puJQYm79Gu+aBk0lkTv3C2EKiiPAJILOqmBi7HyE+/tjv/CVy42ew/4yEcL6BiMGXIy67xtxLooJ4t6QJwRerDnu0l3v5t0fpmxCqOt5K84DdyR/szmb7l9rirXQFITTcmo2sY+WszcgjKT6YAakz8fexoBuS4konB1dkMzY9ktiZC9AW/tZMVBrfF+26H0HRUUTqMERMH+T25eaMU+OST7sfYuB4xIiZUF2G8flrrS8HzT8EBUcQgyYhM06VBhUhkaBpyKoSRG0lBIcjxs5FxCTBllZKiCb0Rxt3DcSndtoHbuX8chsG3xZlt9vpblRYX8UHR7ZxU8qoLl3Wq3QPF1PM7upwrX7aleZ0t7nMu9T8wylXvN3qD6GsLEKb94hZpmv4dEREL4x//9wcFY/vixg+He1/fg3VZWawttrB1x+5byPGO7+G8sK27+H4QairQqSOMEfRAZIGowUE469Z6F+chyVzKzhqkclDYfQctPHzYPFS9Dn3YAsMRYvvaw4Q2FQA764MKcnJr6SmzrPRSilh2/5Cxg2NV/u9lS5j0bwfCVfLzJWu4HYbHMguZcmGowDsOVTCnkMt9y3mFlRz3fQk4uZ8H23DR2jzHzWXiu9caXawB1+OmDAPMf12qK8xV6IFR0DxceS3X5hxuJ3sw3LnKsSEa5t3vMfPMwfyg8LNuuCleeaA+NApaPMehiVL0a78HppFQEySWd1Es6hB8m5MACvyDnrcfnNRDjenjOq6G1IUwKppuLzIrWwRWpeWFlMdb6WJdDmQaz9s6nS3K/cgctdqxOQbERHxGG89DXVV5nv5h5D5h5D+wYjx1yKiemOseBdOHIEzEhy0eS+FRyEk0vzCLwjtyu+ZiduWvoml/lQCI3k8E9Z+iNFrAPimIfsM5qviw8yWOr6q092tud0Ge7NaT37Rlv1Hypg08iwy6CqKhywWgdWq4XZ7Fsk1TagEa0qXcOsGy77tOKeKISVfrcvl+zcMRgsKQW5f1rQnG2c9ctsS5LalEJuEduNPMdZ8YA6Ae/JZAJCFOYiQqKavxYT5EByO8fXfzDwup7fN3IJh84M+s6DPAGRhNuQeRKSNQmjnmH9BuaDKHHXk1VV43N5p6GwrzeWy6OSuuymlRxNAoM2H+tMymnck0OaDpOs2qKqOt3KK0Myl4x6SO1ei3fm0mdm8trJlg7oqqCxG+vpD7n7v7sXQQTN/PLWbHkcePwhfvG4mWhg4AT1xIIaPP8LpwJqfBfs3Q+80tMMZjE5MZ1XBIWb06o9NJWjptoQQ1NZ7V36kvsG7vTyKcjb8fa1U1XgWyP18rF0axJWeye022HGgCMPDkor1Dje5BVUkxsUhP3ihlRYSTpysa5t7wLPEpY0Mw9ybiYDUYYjRV2C8/1tzT3lEvJkBPTgShEDWVDRtDTM+eBFx8+MYy99CDBjr+fWUi1KVq97rYyod9RjSQFNJ1pQuIITAz2LDIrQWif7aah9o8+nSPd7qJ11pIrN3gdOL7H8uJ1isZl3QttRWNhsJ95QIjQbdBXPvM5O5Lf43csK1GN//PWUT57PIP5BPpIuvfX3IGzkTefdzAGjrPibKx4/82gqs6g95tyal9Hq/tspqrnQ1IQR+PlZ87R0P6tltGoH+NlU2R+l0Fotg/5F2Eou2QiKRBzaZ+7zbUlsF3sbs0CjzuJShaFfcg9zyDUiJduNP0W5/CvyCkPmHkXlZZi3yax8yjwsIRm76wqwvfmibd9dULjo+mvdzeXaLRXW6lS4lgSi/II+Wjkf6dn0ZQzXjrZxSU+5d+9Aocz9YO8fJIzsQM+/0roZnWIyZ1TQ+Fel2IfdtRJ/7PSqievOfzA1kVRY1a/5N7l4S/UIZBOjX/hDrvo2M7t2vy/ZnnG/yZGYI3TDoSQvxNCFI6hXMsYIqj4/pEx+My61js6qVDkrXEUIQEuSDpc5FXYOrRfIWIcDXx0pwgNruonQNIQR1Dd6tCAr00VovOXYaeXAT2pDLMbJ3eX4vQ6aA1YZ25ffBZkOW5psr1bYtQX7x51PZzk8y1n4MCTPR5t4HGz6C2CTYuxFp6IhLZJWay9CxSGuPGnSL9Q8hwGqn1otlvUPDe3XhHSmK+VnSplmI9QumpKEWl9Hy76ZVsxDhE4Dd0vW/s2qYSTnF7utde83SbsIVABz1yAObzMyojQLDEP3HIoZMQaRf1mJ0XYycjTQM3Id3orld6P6BlEbG89zu5S063Y0a9xXlWKwYscmkh8V79ywXIZdbx60bHMwpA2DbviJyT1RjGBK37kWmiG7KatUYmhblVTKr0YNiVadbwe020HUDKSW6bni8H9sbQggC/G1Eh/sTHGjH39eKn6+VoAA7UWH+BAXYEUJcMgOAysXH2ySSFk10GLPlrjWQPPRUXBYC+qQjBk1CDL4ckgY3r7EdGIroNwrcLmTObig6hjbrf5Ar3kFu+KxFpxswV8sBxtd/RUy5GU7kQFg03XlDhm4YuA2DEydz3Sw9vp/VBZnUuZ04de8GSLorQxpMjEnxuH1aSDTBdr8uvCOlu+jqmN3Y+Y7zDybOP4Qguy8BNh+CbL7E+AUT7x9yXjrdoGa8ldOIpCFIITzPve92gV8QWKzQTmCRW75Bu+3nUF+DCI2ClGFQdAwctWDzRcxaAMcPYGxbhvALQgyagPHBi2gFh+GHf8aSMoxXM76k3oNafP88tInfjrsWm82O29CxdsPRcyklhiFZty2PvYdKcLncpITCpl0FfLurkNAgH8YPi6dfUtglv7RaCMG4oXFs2NFxkp+U3iFEh/ufh7tSLlZut4FbN/e+Zh0rx+HU8bFb6NcnjOEDorFatE4tN9cYpP18rMiTk9tCoDrbSpdzuXUS44PZe8jz5eZCs0BQRPuNqkuRu1ejzfshMnMbYtAEs6Ndmg9IRFisucVs9xrk3g1o1z6EPLYP+cnLiNFzkFEJkLXNs3wxuQeRWxYhBk5AWKzdNqO5U3eTW1vOwsPbOF5dymwCWJK3H7eAD45sZ0RkAreljsbHYsPaTZ/RE3aLlTkJg9hUfJTK9rYzAFahcWPKSCxqmXmPdj5jdmNctlushGoWOJl9RZx873xFbfUTr5zi4wdJQzxuLmKTwDAQaWPab1hRhNz3LWLEDCQCuW8DsvgYsiQPY9OXGP98Apl3CO2qHyBm3YXMy0KkDIPwOKSUHCjLp6S1UfNWOAw3GwqzcenubrvEyzAkHy7JZPv+Ipyt1ECoqHbwzbpsMvYWXvIz3zarxpjBsYweFNNuu+ReIVw9NRXtLEo9KZeGxuD9l4U72bAjn+KyeqpqnBSX1bNhRz5/WbiTHQeK0Lvgd+a3v/0t48aNJSQkmJiYGObNm8fBg56X1VEUb9msFkYPivW4vaYJAoP9EcOn0dHMstyyGPyCEf1GIPOykIe2I8sLkEf3Yrz3HMbifyHiUtHufBp8A6CmDJE+HhCI4AjkjuUe35fctQqCwiEgxONjLiYu3c3BykJe3LWMnJqWgyC6NNhafJRnty+iXndieJDgqTvzsdj46dBZhPm0PQjuo1l5aNBUYv2Cu+3nNOXcXciY/bvf/pZxY8cREnz+Y7bqeCunaFa0yTeBzafjtgEhiHHXIOw+iDFzaC+QiyGXw+BJ4KhHRCWA22nuDbf5oM2+G+3mn4GjDuPd34CjzpxxD45Au+OXuITG6qJsrx5jXVE2mtC6ZcIOl1tnTcZx8opqOmy7fnseRaV1TXvAL1UWi8aEEb2469pBDOob0TT6KYQ5y33jFWlcO73vJT/7r7TN7TbYsb+INRnH28zybBiSNRnH2X6gqNOXsa1evZoHH3yQb7/9lqVLl+JyuZg9eza1tZ4NGCrK2QgN8mFAcrhHbccMjjXndnwDIbmdAXa7H9oNj5mJVkNjEDa7mYzN5UT0SUf77m8RgyZhLH/L7DRbrOB2I8bORVx2NVSXmSvaPFVX5X3Vk4uIw9D56/51GB3E4VJHLX/dt7bDdt2dVdMI8/HjN6Ov4c5+Y+nlH9r0XpiPP99JHMrzY+fRNzgKu0Utuu2penLMVj/1ShOhaciQCLTrf4LxyR/A0cZSocAwtJseN2fIAUKjEVNvRq76b8u2voGIKbdAVQnGmoWQsxdzeYdJrnwPUkegTb4RYpIwPn4Z7bb/h/GPnyFXvof2vRcoc3j3i1DmqMXSTZdzCSHY40Xt6i17TnDV5BSs1kt71Nhq0YgI9WP6uD5cMTEZ3TCwaGYtZYtF7aPt6dy6wbrteR61Xbctj8F9Izt1yfmiRYuaff3vf/+b6OhoMjIymDx5cqddR1FOZ7FoXDExCcOQZB5tO8npqIExXDY0DotFQ0rQrvyeOdBd0TJniph+GwSFmYnRtq+A2oqm9yRASBRi9By0W/8fxsd/MKuWWG0Ybz6FmHoLItL7ZFmyoggtabDXx11oTt3NqvxMXB3lujkpq6qY0oZaYvyDu/jOLqzGLX6XRacwPjoFIQQSiYbAZeiqw6306JitfvqVZoTVjozug/a9F809XDtXQkWxOaEd2RsxYsbJJWUgTv7xFFY7DJ0KASHI9Z80C+Zi3g+hvBDjg/9rvVSZoUPWVoz8LLMzX1sJeVmIO34Bm79COuuxCu/2aXfXPUNSSg5ml+HyYmTvyPEKdEP2mF/kxsRpjQMrnfmHWOmevK1nbBiSnQeLGTUwpst+fiorKwEID/dsNlJRzpbFonHl5GRGlcaQsbeQI8crcOsSu00jLSmc0YNiCA70wWJpXCmkIW0+aLc/hVz2FjIr41TCtZhERP+xyEX/RB7c3PoFK4uRy9+CikK0+Y9gLH4D7TsPmivlqko4qwRplu5Zr8OmWVh34rBXx6wsyGR+0nB8ekDns/l+9lP7a5WerafHbPUboLQgrDbABsOmIUbOBMwZRWnoIGVTh7vFMakjzOymxzORuQfA1x8Rk4Tx9592XB+8thLj89fQbv8FxpJ/o025GQaMw2a1MyyiF0eqPZ8FTg2Owqm7u90feN2QVFQ7vDpGSqitd+KjMoMqPZQQkHXMu1KIWUfLO8wbcLYMw+DRRx9l4sSJDB7c/WbxlO7HomnERgZwxaRkbFYNQ0o0IdosrSgsFqTmh5h9N2LGHci966G2AjF0KnLnyrY73aeRGUsgNgWROBBK8sAvyMzNguww4WqL+0no783jXjQkknJnnVfHlDTUILm0l5srSnt6eszuXj0T5bwyO+Cnfd1BhvDG9kavfojwOKShmwG8zsM6zKX5cDwTEdkLERCM/p9fIEbPYfbw6awuyKLM4VmAm9V7ALZumM1cQIeJRjQhSO0TSkrvEHx9rLh1Az8f9Wus9FyaJnA4PVvq2cjhdHdZIr4HH3yQPXv2sG7dui45v6K0RgiB7eSWo8Y40l5pRSEE2OxIiwUxbBqysgSCI5Dblnp8TbltKdr8R5GHtkFDDcaahWjX/Qhx1X3Iz1/z7CS9+kFQmMfXvJiIkxmR2+tGR/oGMDEmlRj/YKxCw6pZ0Lpx2TRFOVc9PWarT+xKp9MsVmRACMLQMXau8upYuWcNYvy1AFjufxlDd6NXl/OjgVN4avs3HR6fGhxFUlBEt9zza7Fo9IoJbPP9Yf2jGDu0F7ou2Z9dyomSWmxWDX9fK72irRhSqgRjSo9jGBIfu3cDbT52K4YhsVg69+/EQw89xJdffsmaNWvo3bt3p55bUbqC0CxmubDQKMg/DFWelyej4DDUlENQBNrgSTB6DrKyGJEyDNlnIBzb19HF0SZeB910e5ghJX0CwzlaU9bivXCfAG7qN5oBobHsKsvjSFUJbsMgwtef5MAIoPutylOUztDTY7b6rVe6hHQ70Ww+rSZvafe4iiJEQAgNjnp+uvVzInwDuTw6mUnxafx8xJW8uGspDe0sYbtvwMRuMZqs6wYIgcPpxunUsdss+PhY6R0TRHCgnaoaZ4tjRqRHs3TjUXLyKpuVWt+616ztPXl0b5LiQ9S+Z6VHkRL69QmjuKz9urGn65cYRmcmF5ZS8sMf/pBPPvmEVatWkZyc3HknV5QuZui6mVy1NN/7gyuLEeGxGKv+i9y3AZE4CDFy5sn93/+CA5vaPFTMvBNikzpcTXcxcJwsUVrlrEcCIXY/pJTM6NWffx3c2KL9j4fMYGdFPj/f8jkVZ9S0/jRnFyMjE7ij31hswtJtk8Eqytno6TFbdbyVTmVIA6HrGHvWoY2YAd4GFJ8AEBa2leXilgYFdZUszNnB57l7eGDgZH496hr+dXADByoLmw7pHRDKtOi+lGbsx6pZL/rZbt0wOJhTzrZ9hRSVnVo+HxXmx9VTUxk/LJ7F63OaXh81MIby/AI+XJJJdV3ry3Mqqh18vvIwsyYkkp4coTrfSo9htWoMHxDNt7sKPErWommCYf2jOvV35MEHH+Tdd9/ls88+IygoiBMnTgAQEhKCn5/Kv6BcvKTbiXA2II/s9D4vmmYxk6oFR5nHN9QiD242t5ilDke76gfIxEHI1e9Dw8nqJFY7YsBlUA8idZiZnPUi5jTcVDkbWJy7j03FOThODvzbNQuzeqUzt89gvjy2h6L6agD8LebzrCk4xNf5rc/469JgS/FRjtdW8MTw2VhUZV+lB+npMVt1vJVOY0gJbhf67rWIVe8hU4dDdCJk72r/QM2C6DcKMWwaonca0tCZENePkeG9WV14hNUnDlHqqOVPe1bx06EzeWjgZFxI6t1OfCw2/Cw2nC4XS9jf4R7pzqQbBprwrpSV223wyfIsck9Ut3ivuLyej5ZmcvtVAxk/LI6NOwuwWjRGDoxmeT7U1LmggwC9bONREuODCbZ6UItdUS4RVovGpBG9WJNxvMO2k0b26vQtGa+//joAU6dObfb6G2+8wYIFCzr1WorSWaTuArcL47/PI3qlmXu9PTkwNBo5dBoMvhzh62cuAb3neVy5WWg7lsLhHXB4B8aXr6Nd8wBiwDiorzanuvyDEQ4HLF12XjvdUkqklGheTAY4dTcHKgr56/61uGXzaiNOQ+er3D34Wqz8eMh0Xty1jJKGWsbHpEBJLkvy9nU4kFFQV8m7WVu4o99Ytexc6VF6csxWv+lKp5FSIt0uxNoPzK/3rEMbNg2jvY53cATa/EdBsyB3rsL44jWorwGhYevdj1kjZzN79NXsKsvnP4c28/6Rbfxk6Az8NQv+pwVt63laquVy62hCcOhYBRXVDiyaICEuiKgwf6SUTSVbWqPrBl+tOdJqp7tRVY2TDxYf5PrZaSTEBVNUWkd1rcvj+5MSMvYWMmlkr3YT6yjKpcRq1RiRHg3CrPnZ2ii6pgkmjezFiAHR7f6eng3ZmWvgFOU8kNIARz1y01dQUYSsrUJMuxVikqAwp+0Dx1yJGD+PI8fK2LbqKPlFNWZ/2tfKoL6RjJxxL/YZLrTl/4GsrVBwGBmXihZ4KoGasJ2f3xfDMDvbVTVODh+vwK0bBPnbSUsMA9F+8jlDSorqq1vtdJ/u45wdWDSNn4+Yy4r8g4wJT2Dj3lyP7zGj5Bi39B3NxT3vryidqyfHbNXxVjqN09mAfdeqpjIicvcaxNi55qx30dGWBwSEot30M+SRXciV79BsA4c0IPcgMvcgMjaZIdf/mP8bO49VBVmUNNQS7RtIqaMWXUqC7b4IwwyMDrcLXZgdcWsn7huTUmIYkg3b89mTVYLD1XzJd2SYHxNH9CIxLrjN5TCVNQ4O51Z0eK2Sinr+89le7vzOQKLD/Vm/zfMgDrDvUCnTxvbx6hhF6e4sFo3h/aMZ3DeSnQeLyTpajsPpxsdupV9imLlUzaJ1egBXlG5J18Hmi9y33vza1YDctwFt3NUYn7/a+jFjr8I18ko++OZgi/2ZdQ1utuw5QcbeQmZP6EPanO9hmTgfY/dqtJhkpLPaHFS32pA+QQBIpwMpdRACYevcVVput0FRWR2rt+ZSUFzb7L3l3x5jQEo4U8ckYLVorWZLdhs6nx/d1W6nG8yM5guPbKPK2cBVfQbjcrXMz9LufUqDjYVHmBqXpvZ6Kz1KT43ZquOtdAqH7sJmsUJmxqkXayuQGz9Dm/cwxocvQllBs2O0GXcgj2ciV7zd/slPZCM/fAlufoJBYXEY0mBTcQ5vZn7LVX2GMLPXAApP7q9659BWrDYrA0JjGBedhCFlpyzh0g3Jh0syyS+qafX9kvJ6PltxiBnj+jCob2SLzrfLrZOxt7DVY1tT73CzNiOP6eMSqK7zLpA7XDout4FN7fNWehirVcNq1Rg1MIbRg2LQNHFy1guV90BRTqe7IS8THKc60PLbLxC3/j/ElJuRqxfSrFBWdB8Ydw0Lv8mkpLztpEiGlCxafxQfq6CPvwvr+GsRNjv6G0+Cjz/a7AVg8TWvt+o9DMOFCAyDYVMhJMrshJ/joLnbbXCsoIrPVx42t8Cd+b5usCerhPyiGm6dm47dprXYMubQ3ewq8zzZ3OLj+5jVewC1bu/iNUBpQy26NNReb6XH6YkxW3W8lU6hCQ2LVWA4mo8syy3fgM2Odsv/IvesReYegIYaEBZIGoz81xOeXaAwByNzK4dDI0gNjSU1KJJfj76GYJsvBhKfk53rooYqjldUsbk4h4VHtnFVwiCm9+p/TrPfLrfOmq3H2+x0n27F5mP0igkkMsy/2euaEC1G3UOCfBiaFsWA5HD8/axICZXVDvZklbD3cAkFJTUIIbBogrbzuLeuq+odKkp3cHrA7uzyI4pySWioQTrO6EDXVWF89JJZizu6D0bWVig6bs6Gj7iC/YdL2+10n27VtgLuvnYgct1HMOk6xJRbEMmDzb58w8mkohYrHM5Aul3I7csgLhXtmvuRfkGIcxgwd7p1vlzdeqf7dGWVDXy99gjXTE3FesbfiaM1ZcjTBh40IRge0Zspcf1ICorArlmpd7vYV1HA6vxMsqqKOVFXRajV1+v7tWqWblCLRVG6Tk+K2arjrXQaqetgb5kNUOYewN17ANaRs3AOn4YhDfw0GzJnN9RUeHx+bcdyxtz4U147sI4fDprKyvyD7CjNw6G7CbLYScIs4XGkrpx/HdxAndvJRzk7qHE5uCZpKLZz6HzvPexZbVMpYcueE8wcn9hs/5gQAv3kcnhNCKaNS2BQ30gO51awZEMOFVUNCCGIiQxgWFoUE0f0oqbOiRCCXlEBHK3w/F6jw/07bqQoiqL0XEJD+AW2TKbWUGeWBRs+HS3uZnA5wGJFWu1s/2K/x6evrHaQV1BBvNWGOJENscnIJW8iK4swhBUCBiGGz0CbehNy+dtmJvSCwxhv/xrtjl8i/YPOaubb5TbYtq8Qt+7ZHs7s45XUN7gJCmi+y9plnNpOlhQUwX3pk9ANyZqCLN4/nIFDdxNo82F0VCL3D5xMjdtBmD0Ao51yp20ZEBqDpRuUVFMU5dypjrfSKQwpsUoD+o5AlpzMUqhZMGbfhd53JKtPHGb11i8oPTkj/nj6ZJKPdJDt/EwnstGkpMrZQEFdFQV11RyqKgbAKiGJAJ7O+Irb+4/jsaEzeXHXUurcLhbn7WdUVB8SgyK8fy5Dsv9wKW53+/u8TpeZU87M8UnNXtMNSXCgDxXVDq6akkJokA9vfLKH6trmy9Iqqh0czC6jV3Qg107vy75DJfRLCudoluf3PHJgzMn98pf2qKFyaepJicp60rMqFxm/IOgVBDZfcDWYr8Wlol37Qyg5jrH8bTM7uaFDbDKueY9RUuF53V2AwwV1xESnwNbFaNNuNWfQpQRhhZRBGO89i5EyGG3OvWD3Re5eY866f/MPtPmPmOXKvGS1CPZklXh1zI4DRVw2LK7ZYHmkbyAAKUGRPDJ4Gp8f3cWK/IPNBipKHbUcrSnj86O7uLPfWHxCrByvKvPq2hE+AfQPjTmvFVkUpTP1lDjWWc95aS6gV84rKQ3sQkBNBWLYtKZgaVxxD6UJA/jF9kV8fHRXU6cbTmYhP4u9UIbbid1iZUtxDoPC47BpFibEpHBb6hgA5iUNZ295AaUNtdyVNr7puCV5B3CexUi0bkjKqxxeH1Pf0DwTuUUTDE2LYuTAGCJC/fhgycEWne5GYcE+9E0Mo8HpZmDfyKZtdr1jAju8dniIL/2Twi65ZBTKpc9mswFQV1fXQctLR+OzNj67opwP0uUEJDTUINLHmS9G9UG77kfIbz83c7JkZZidbgCbHd3tffx0uXWw2eHITvANgPB4iOyFmDgfAG3OdxEJAzBWvYeYeouZUR0gdz/UVZ3Vs+mGpK7Bu3utqHZw5mfq+IAQEgLCuH/gZD7J2cnyMzrdjaxCY3hEb0Lsftg0C0lB4QBc2XsQgR4kjPtO4tAOl8QrysXIYjE/6zud3n+W7446K16rGW/lnEjDAMON3L0GeWAz2px7EOOuRhbn4kwezEs7llDVOJp+mhq3C/yDvLuYZsHi40e920mNy0mCfxi/GzuPCmc9GYVm1vQSRw2Xx/Ul2jcIixDE+4eQX1fJ9pJc7k67zOvnE+BVne6m4844RtMEqQmhxEYGsGLTMRoceotj7DaNKyYmk9w7hENHy1m1OZe6Bjc2i8QOzLk8GacLvlp9pNWZh7BgH268ov9Z3a+iXGgWi4XQ0FCKiooA8Pf3P+8/y4Zh4HQ6aWho8Krer7eklNTV1VFUVERoaGjTBxhF6WpS15FlBbBrFQBi/LXII7vQ5tyDzFiM3LGi5UENddh97AhBiw5qewJ8bYiGErNKidOBNue7EBEH+zcBDmRhNkTEoU27DeprEBPnIz/+g3mfu9fAuKu8rvV9Nn8xWsuJIqXkppSRVDrrWVWQ2epxwyN6c3vfsdS7naw5cYjPj+4GXac/0C8kmiuSBrMs7wCf5exstdN+XdJwRkX1OadtcIpyoVitVvz9/SkuLsZms3VpzGzL+YjZnR2vVcdbOStO3Y0mBJmVRdQ46vDv1Ze0wZfjri7HPuoKXHWVLM7ParXTDbC98gR9B07AmrHE42uKfqOobKilrKGW6elpuKXBn/et4VBVMVYJswlgyfF9fJ23j6SgCG5LHcODg6bwq4yvcBo6DbqbQC8DnMUiiI8OgL2eH+PrYyXAr+WImJQSTRMcOV7R4j2bVePGK/pT3+DmHx/uajZiLzBICYU3Pt7DmKG9uGXuABYuPkBRqdn5Dg32YVj/aIb0i0TThEqspnRbsbGxAE2d7/NNSkl9fT1+fn7npdMfGhra9MyK0lWkoZs95uoyZGEO6DpiyGSIiEdWFqPd/v/AYkduXdz6CUrywFlPcq8Qjhyv9Pi6g5ODsWz8Gpk0GPwCkLtWIT96CelwQMpc5PYVSOlGrl6IGDrF7HgPmgh710NtJRieb/FqJIQgPMSXssrWP3u0JjbCv0XctGoWEoPCWXhkW6vHjItK4rZ+Y3grcxMZJceaOtZWCf0J4E97VxIdEMIDg6YQ5RvE3w+sM98XGiMiE5gWn0bvgDDV6Va6LSEEcXFxZGdnc/RoKyWDz4PzGbM7K16rjrfiFV0auHSdz47uYmPhEer1U0uqfTQrY6MTmR8QhG9wJOsPrG3zPJuLjnJT0nCIS4WCwx5d2zViBssKj3Bb3zFICb/btZiGNpaP51SX8sKupfxoyHTu6T+Bv+xfay5v95IQgpTeofj7Wj1evja4bwS6YaCdEVAtFo1DR0tanTGYNSGReoebT5cfanPZmW5INu7Ix+02uGVOOlW1TqwWgb+fjUNHy/lkWRZXT03F6qeWmSvdU2Mgj46OxuVydXxAJ3O5XKxZs4bJkyd3+fJvm82mZrqVLifdTsg9iPHtF81irQSI7oMYNRtSRyD3rG17+5c00HatYHT/yR53vBNig/D3sSBL8tFu/hly0T/NBGpg7vE+nbMeuXURsjQf7er7MUrzwWqDs/ggLaVk+IBoVmw65lF7q0UwJM2sF3wmH4uNHaXHW7we7x/C7f3G8ud9qzlQ0XaZ0Py6Sv5vxxJ+PuJKXhp3HbVuJ8F2P6qc9awuyGJTUQ43JI/olJKninIh2O12+vXrd8GWm5+vmN2Z8Vr9tiseM6RBvdvF73YsoaihusX7DsPN2hOH0aVkTu+B1Lja3hvtMNysyM9k+hX3YPnvc9BQ22ZbAEbMRI+I5+DeLOYnDePnW75os9PdyGXovLZ3Nc+PncfoyD7YxNn90uiGZOyQOFZtye2wrY/NwuhBsc2StJw6j0GDs+US86AAO337hPGvj3d7tNdry54TpKdEkJNfyaFjFZRXNlDvML8X2/YVctmweFXDW+nWLBbLBemUWiwW3G43vr6+at+10u1JtxO5YwVyzQetNyg6hvzmH4jv/s4s9dme3WuIGzWHIf0i2d1B8jI/HytzLusNGYsRI2ciD2w61eluT/Yu5I7laGPngsVudr69ZLFoDO4byebdBdTUdTx4NyQtqt3+fV0rgxEzevVnU1F2u53uRlWuBt49vIVbU0fz3uEtVLsc5NVWIAGbZuH65BEdnkNRLmaapuHr630Zvc7QHWO2+nSueEwCr+xd1Wqn+3QO3U2tB4nTPju2hwPuBoxbnoTI3q03svkgJ8zDPXE+L+9bw9joRHaX5VPu9CwBU63byeaiHK7qM7jVPVaesFk1hvWPYmR6dLvt7DYL183qh93eeofBomn4tvLe0LQoso9XevQhodH2A4UM6RdJ75jApk43wPHC9v/fKIqiKJc+6XZBXlbbne7TuZ3g7iD+1FXBZ39k+ug4xg2JbXWGGMxylrdf2Re//L2IXasQ/ceaNbo9ve8dKyF5KCQORIiz+4gqBNw0p3+rW75O1y8xjMmje7c6UN7I/4w95v5WG2Ojklhd4HmpkV2leVg1jeuSRyDlqergLkPneG25x+dRFKX7UzPeikfchs7RmjJyqjuuZ13rdhDaSj3vMxlIXj+4kesThzLt9qcQxcdh92pkTQVYbcje/WHQRIobqvnb7uUU1lfzyOBp/PPgBq/ufUPhEcbHJJ/VUvNGFovGpFG96RMfTMbeQnJPnOrg2m0a6SkRjB0Sh5+vtc0PJAD9ksJYsflYs+XmifHBZOw94dX9ZOaUM2t8EqMHxTKsfzTvfLmPugY3ui7PZnWeoiiKcokxNn/lWcOGWkRgWMeD03lZsPB3jL3yPsYOGcburGKOF9ag65LAABvDUkOJCAtAZixBbPgEMeFaqCiE0nzPb7q6FPIPQ3wqZzs3ZLFoBPnbuevaQWzefYI9h0poOG2AOibCn5EDY0hLDMPSzucCh+5mRERv1p44tUQ/JSiKMkctx2srPL4fA8mmoqMMj+jN/464kkW5e/ni2G4AnHrLVXCKoly6VMdbaZMhJbo0EIBbGqzMbz2z55kOVRZjt1hIC4kms7L9JEkGkg+O7mRJQSbPjf4Olik34zZ0alwOjtSWs3zfGsqddYyPTmFyXF98LFbKHB0sSz9DmaMWayckMLFaNJJ6hdAnLhiHU6emzolF0wgN9kFK2e6oeSOb1UJqQiiHjlU0vWa3WVpdgt4eh1NHSsnCRQeZcVkf7vzOIP758W4C/W1IQ4LaOqooitKjuNwGVotAut2IukrIPejRcfLQNsSgCci96zpuXHQU7c3/RVxxD0P7jWFwagQ4G6CmDOver5EHtyCi+6Bd+xAkDUFm7/T6OWRVCVpCf6+PO53FomGxaIwfHsekkb0or2rArRv4+9rw9zM/+rbX6QbwsViZ1Tu9Wcfbz2rzaEXfmWrdDg5WFrK7LI/v9p+AyzBYdHwvYT4dT1IoinLpUB1vpVW6YXCg4gRL8w7QPzSG6fH9KajzLKmKWxqsP3GEafFpHXa8Gw0Oi8Np6Owsy6fMWcek2FRGB4UzOjYVgD1l+bx7aAsL0i7D4uXyM6umYUiJ1glTwZoQaBaB1U/rcBlb68fD1DEJHC+saRqBd7l1r/dkW60aQghq6118vCyL268eyFWTkwGhangriqL0IG63gdOts31/EfsPl/Ld6wZ7Ncss9643a2tH9oaSlsnEWhAaImEAFgzE2g/QUocjkodAXCJMuw1ZU4HcswZO5CBiEr3f5mWxInUd0Ql5HhoHxCNCz66DG+4TwLT4tKaJB4fuxucskqH5Wqw4dTfbSnKxa5u5o99YMitOEOXnZVlVRVG6NdXxVlpwGzp/3b+OXWV5AIyPSfH6HCsLMnlqxFwuj01tNlrcmnj/EG5IGQnAW4c2o0uDL47uxt9qx6Zp1LmdOA1zRriwvprU4CivlnmlBEWZwVKzXJA6g40MQ1JV66SkvI6brkjjsxWHqKxxcqKklpTeIc1mwTuS0iuEiupTSdXWb8/jiolJWC2aKiemKIrSQ7jdBgXFNXy64hAut0FQgN3c5OxNrGuoRe5YaWYU9yDZqZhxB9h9kRs+hV2rMHatAqsdfAPMveKOWrN8WeIgxLCpoFnA8HRVl0DE9zVHqS8wt6Gz5Ph+5iUOwyo0luUd5FhNGbF+wUT4BFDqxeq7weG9WJy7D4Bvi7K5us9g/qf/ZUgpz674uKIo3ZKaGjtLbkPHpeseZaHuTtyGwT8PbmjqdAPYNQtuQyfeP9Tj85Q76vj62B5uSR3NNYlD8LO0nB3WEIyMTOCxoTMpd9SxKj8TXZp1OyWSWreDCmd9U6cbYO2JQ0yJ6+fVM02PT6PW7cAAXIYbl8cfADqXYUhWbc7ly9VHOF5Yw13zBnPN1FSKy+ronxyBTxtJ2VozbEA0Ow8WN319+FgFuiHNII45i64oiqKANAwzw3cHlTC6GyklFdUOPlmehcttNL0mhICIXt6da+2H4OOPduv/M8t8tiYoHDH3PkTSEHNW+vSl6W4n1JRDQw1NSUyO7QPdBanDPb+RPung4w8uB9LZYCaJu0CK6qv5/Ogufr97OdPi+/PMmGsYF51MZmURl8f19fg8aSHRBNt82Fp8qtbxsrwDhNn9sZ78fKWfRc1yRVG6HzXj7QWXoWMRgiNVpeyvKMBtGET4BjAuOgmBuCRqMZY0VLOtpHnZrCpXPT4WK9Pi09hcnOPxufqGRPFtUQ7pobHM6pXOluIccqpL0aUk0jeQiTEp+FvtLD2+n1m909lyWlBqy5bio9yQPIKRkQkt7rM16aGxxAeE8rNNnxDm488NySNJCAwDq1nK43xyuHRy8iuRElZsOsbWPScYkhbFmCFxSCmZOiaBxetzOjxPv8QwYiL8+WLVoabXDCk5fqIau1Vj8YYcUhNCGT0olgB/W7vJ3s6WuTzegsttYNHEyVF7geUimKVQFEUBkC4nGG7kvo1mp9BqMzNmR/cBKRHdPGbrumTd9uO49VMTAHUNbqSug18gJKRD7n7PThYRD3Yf5L71aPMfhaoS5IFNUFcNNjsicRCkDIXqcuS+9YiIeHDUt39OKZG7VqONnYtxZCd0NPChWdAuu9osgbbpS0T6eMTUmzEc9Qir7bz+/3LobpbmmSXWjtaU8fMtnzM0ohdT4vqREhRJ3+AoNhXldLgFz36yZNjagsO45anO9YGKQmyahR9v/JAYv2CmxacxMrIPwDklgm2NbhhIzIl1XRrYTy57vxQ+sypKd6N+6zzkMnR2l+bxydGdFNU3L9m08Mg2xkYlckvqaKyahnaWJTAuNIfuZsnxlrU8D1UWMymmL30Cw0gJiuRIdfs1PAFi/IIYHB7PrzK+JDEoktm90rksOpkxUYkgze9ndnUJNS4HwyN7Y7dYPUpY4jJ03sraxIL+46l3u9hf0XY28NTgKL6fPol3D22hXndRX1fJq3tX8d0BE0gMDCfUx/+8dr6zjpY3y2ZeVetk/fY81m/PI9Dfxq1z05k+rg8rz8h6frq0pDCumJDEl6uP0OBoPqvtchv42C3U1LnYebCYnQeLGZEezeTRvTtMIuMpt9ugpt5Jxt5C9h8pxekyP0jERgYwcmA0/RLDEaCWuyuKcsFIQweXE7n8LWRWRrMOn9z4OUT0Qpt8IzKhP+KMclHdidOlk328ecfPMCQNTh0fm4Y2Zg6Ghx1vMXqOWW979xqw2BCDJiLGXwuNq9BqK2DLIsTgSRARj6yv8ei8cvsyROpwcxn7V381Z8Zbo1kQc74LPv7ILV+D24ncvRpZchzt+h+DswHp4484T9vFfCxWdpaeWvlnINlRepwdpeYe+Kv7DOHRwdN4de9qctsoCeZvtfGD9Mk4DTdfnsxi3shl6GhCUOt2cqS6hCMHS/goezs/GjKDSN+ATkkIaxgGBpBRcpQVeZnk1JhVaXwtNi6LTmZW7wEE23xVB1xRzqPu2UM8z5y6m7UnDvHXA+tadLrB/AO6vvAIv9u5BHc3Xi5k0yxkVha2eN3f6tNURuwHAy8npoNkIKF2Px4cNJUtRUf58dCZXJs4lM3FOXycvYO82kqEEBQ31OBv86FfSAwxfiG4dJ1eAaEe3ef20uO8nbWZBwZO5t7+E0gOimj2fkJAGHf2G8sjg6fxcfYOvi3KbnrPQPLGwY3YLVbyayvP21YBw5A4XW0v/66pc/H+NwfoHRPE928cxmVD4wgJ8sFm1fD3NYPijbPTmDU+kS9XHyE7r+Uoe1CArVnJFIDt+4tYu/U4bv3cfy7dusGuzGL+9fEedh4sbup0A5woqeXrNdm88+U+HC4dw7i0tmAoitI9SGmAy4Hxzm/MGdvWZllL8zA++SMycyvyLDJUXyyOF1a3OkirWSwcK6iCmCTE5Js6PI8YcyUiaRBoGtr//Br8gzGW/Qe5f6PZ8a6rQtRVI5IHg90XkZAOUb3Bk0kGtwvj0z+Zy9jv+g1i+HSw+5563+aDGDIF7Y5fIkJjMD76vZklvVHBYeT6T8wVC96naTsnDr3tZe5fHtvNivyDPDF8No8MnsagsDgCrD74aOa2uuuTR/DcmHnUu528smdVs9lugGC7b4vXKpz1/N/OpVS7HOd874aU1OlOnt3+Df86uLGp0w3QoLtYVZDJz7d8wcbC7Au2/U5ReiI1zOWB4oYaFh7O6LDd8doK3s4ys1V2xxFETYhW/wD7Wa2UOeuoKmsgyObL48Nm803uXjYUHqHutA8tvhYr46KTmZswiCNVJYyI7M3XuXtZkXeQu9Iuo29IFMuOH+CVvSupO23fVp/AMGbED+D+9Mv56/517CnvOBvrluKjpAZFMSgsjh8NmUFdQwNrli3nlyOvItjPn01FOfx2x2LyW1kG5pYGawsOMSA0Fl0aaKLrZ701TeDn0/7PRFWtk7e+2MvI9BgmjIhn/PB4hBC4XC6+/jqXA9llfLrySLMOb6MAPxu9ooP4cEnL8jHb9hcxclAMwQE+Z33/brdB5tEyVm1pf3l/SXk9Hyw+yO1XpaMyxiiKct7pOsY3/zDrR7dLIpf8G9G7PwRHdND24tS4r/tMVotgR2YpCbFJaGmjEeGxGFsWQd4ZJUFjkhCj5yB6pyELshGxKRj//jkEhaNd+xAyZy/GJ3+E/FPbmrD5IAZchrjsasS8hzG++HPbs9iNGmoxPn8V7fsvIoZMRptwHSxegnb7U2hhUVB2ArltiTlQ0sqebrl3nZl1vawQIuO9/TadNX+rnSpXQ5vvLz6+n81FR3lyxBV8b8BE/Kz2k/H6a+yalZd3r2jW4T3d+OgUylpJYlfrdvBR9nb+p9+4c/ocqUuDF3ctb3cpvETy7uEtBNjsDIvofd633ylKT9T9eofnmVN3s+T4fo/HWbeWHOOWvqPpjovX3IZOqN2fCmfzfVsOXceuWfji6G4eGzaT1flZDI/ozfykYWRWFlHlbMDXamNAaAxIeO/QVr6TNJRvcvex5Ph+FqRdRqx/MM9tX9TqSO6xmnLeyNzIrrI8vp8+iT/tWcmhquIW7U6nCcHY6ERWF2TRPySGzHJzyfnbWZs4Wl9JQzsj1QAbCo8wt89gqlwNhNq7vo6mbkjSksJYvulYu7PBUkLGvkJGpEdz4EgZW/acQNfdJAbD7qwSZBuLVIamReHWDYrKWt9zl5VTztD+UU2zIxbNu7JjmiZYm5HXcUPMzveB7DIGJIer0maKopxfDbVwZJdnbQ0dmbEYJl2PsJ39wOSFEhzY+j273AY1dS6O5FaQ5F+HpaIYbd7D0FCDPJED0kCExZpLxguzkRlLEcOnYbz7DPgHo817GLlmobnsvMXJHeYS8IOb0eY/gnbVfRifv0qb+6NOEv3HgqMeY8NnMOVmAIy1H2DUlHVc+szZgMzKQPgGIoPDEafPmHeRBreLUVF9msqItaXcWcf7h7dyT/8JPL7pY9wunSnYee/wFtxtjD37WqxMiE1hT1nrz73/5OcZp+7GQJo5hDSLmTTPA25DZ2PhEY9LwH6UvZ0RkQketVUU5dyoT8UdEEI0y0TZEV0arD9xuNsuOZ8Y27J02OGqYvqHxFDUUM3f969nSnw/pJQU1FWxpyyfE/VVHKwo5O3MzRhInNKNISVLju+nX3AUQ8N78cqeVR0un8ooOcbnR3dxa9/RHd7nlQmDcBhupsf3J9w3oKle+OHqkg473QBljjo0Iahw1HXY9lzpuoHr5PLrfn1CPTpm064CRg2KITrCH72DZdu9ogMZOyQWXTeIDvdv8d7tV6czJC2K/UfKWL0ll9VbctlxoAiHU/co+7khJdnHK6it9zy77Pb9RWZJG0VRlPNEup3InSvxZkmy3LfBLIXVDfWKDiTAr2XFkPziGlISQvhmwzFOuIPQ+wwCIZCZW6EwG4pzkduWQs4eyMxADByP3PAZ1FWhTb0FuXNF653u0znrMT79I0T1gdQR7bcNDEWMvQpqq9Cm3QrVZebrxw54Xm+8uvRkEs+u/9jqNnRsmoWpHlZQySjJpdrlYEHaeJxG+wnkNAT39p+IQ3fjf8bPnVVo3JQykmfHfocT9VV8fnQX7x/O4NOcnRypKkGXhkfLwoUQrOhgwOB0ZY46DlQUXnJVehTlYqRmvDtQ63K22IfTkZKGWnRpYO1m4xpWzcJl0Sl8lL2dhtP2xR2tKeNEfRXjopNYU3CIl3et4JEh0/nHgfXNloUH2XzxtdiYHt+fNSeykEimxqexvvBIu8u1Tre6IIur+wwmNTiKw23Mel/ReyCzeg3ghZ3L8LfaeGjQVCxeBmPLyU5hV/cNDUNS73Bjs1rYnVXM5aN6c7ywpsNObElFPVJK5s/sx7INR3CUFbRoowlB/+RwZk1I5EB2Gb2iA5k4Mp7wYD/sNg23LrFYBBu257HzYHGLZYnrtuWRnhrB9HF9sGiizdF0t9sgO6/Kq+cuKqvDMAwsaumaoijni2FAVcfJP5tx1IPL0XzfcTehGwZD+0excUfzzuvOA8XMmpDI5l0n+GhFNtdMSyGFUrNk2OniUqFXGgSGIjM3Q3gcxPdFfvkXz27AUY/cuQJt5EyMQ9tabxMciTb/EeTRvcilb6Ld9nOwncX3WrOeTPTWtZ1Dl6Gzr/wENk0j1i+YKxMG8U3u3naPEQjyasvpFxLDAwMnk7V+a6vtIn0DuL3vWJKCIvj66B5m9B7Ar0ZdTbiPf9O1Sx21vLRrGcdqmidsW5F/kBi/YO7oO4akoIh2l6E7dLfHs92N9pTl0zc4Cp9uuE1SUbqT7tUzvAC0s+iZWYTotrtbBZLvD7i8xXOvyDvI3ITBhNr9CLb7Uut2sLe8eWew2tVAmaOW5KAIdpbm4W+1MTyiN2sKsjy+vsvQ2ViYzQMDL2dybF+Cbb7YNAuhdj+mx/fnN6OvYVp8Gi/tWk5eXQVZVcWUO+tICfJuj15KcCQ1LgfRvu0nijtXhpSs3HQMH7uFTbsKOJpfxc1z+hMZ1vby9uTeIVw3sx87DhaBlFw+qjcAlw2LZ0ByOP2Tw5kwPJ77bh7GjMv6sO9wCTERAfj6WMk9Uc3HyzL5bOUhNA2+WXOErXsLW90LqBuSPVklfLQks8NkaGeTnE3X1ei5oijn2dnk7OimlUhsVgtjB8fSKyaw2es5+ZW4XAbjhsZhSEmYn4bMWNLieHniMCJlKDJnL7hdiMGTzFnxBs8ylgPIPesgvi/i6vshNtkcwLD7ma9ddR/agmeQx/Yhl/4bpIGx6r8QGu31s4q4lqvxukJhXRUlDdXk11by6t7VzOqVzncSh2Jt42fE32rj++kTCfcNJL+2ksTAcAAeGDiZSbGpjIxMYGJMKo8MnsavR19DhE8g6wsOMS95OMUN1Xyas5Nnti9ib3kBRfXVvLBzaYtOd9O91Vfxhz0ryKwswtlOabazWXHpMtyc7+R1itITqaGtDgTa7ITa/Vrse25Pv5DoTikFcSHYLFb6hUTxo8HTeevQ5qYs7puKc+gXEs2Ph85kZ2kuR6pKkGf8kY72CyLU7odVs+DQXYTa/XEZOsVeBHEwZ9gnBIRxQ2gct/cb2/R6laOeD7O3k1FyrNkqhKXH9zMvYQgrd2W3drpWTY1L43BVMemhsV7dm7caHG6OnTC/h1LC0o1HmTiiF7ddlU5eYQ27s4qprHYghCA6wp9haVEEBdhZsekYVbVOBveN4p8f7SYxGPr2CcXfzw4IXC6d7fsKycwp46YrB7DvUCnrt+c1LUufPTGJfYdLyTpW0eE95hXV8O2uAsYOicNmbfnhQgjR6nLG9lg0gc3WPT/MKorSTVms0Ksv7Fvv+TFhsWDpnvEazPwb189KY/m3R9l/pAzDkEgJn686xM1zBiCRhIQGIPNbDoAbiUORErSTK9JESBQyz/OBcgDqq6GmAjQr2g2PNe2/lrobeXAzxltPQ/lpZT/zMs19+N6I6AVxKYj6mi7di+/U3SzJ209iYAQSg7y6Cl7YtZTvp09iclxf1p04zJ6yfBy6m0CbD6OjEhkblUhWVTEv7lzKDwdNZd2Jw4AZ76/uMwSL0NClQVF9Nb/dvpjLYpIZFZXI8zsWcby2AjBnwgeHx/PzLZ/j7GApuSElf9u/jhcuu67NNn5WG5oQXi0dD7b7oam5OEXpcqrj3QG3YTA5ti+fn1GDsS3BNl+GRvQ6q5nyi4XdYiU5OJJfjbqKw1UlbCk+Sr3bxfHaCgaFxTGz1wC2FB9rcdyU2H5sK8llZGQf/K12r//wNzKkhIZarCvfwzliOpZ+ozGkwZ/3rSG7lQyhGwqPcF3CUI/PnxAQxtCIXpQ11HZp9nldN9h7qBSHU8fp0okI9eNESS3rt+exbX8hg/tGMm5IHAF+Ngwpqapxsm1/IQezy3HrBkPSIimtbGjqTL/9xb4WydX+59pB7D1UytqM402v+fpYGJAUzjtf7fP4XndnFjN+WOvZYm1WjSFpkWzZ07JmenS4P+kp4QT625FIqmuc7D1cSnS4P4YhUbnVFEU5X4TFCunjkavfb16Sqr1jRswwl6h308FyIQRWi2D6uD5MHZPA7swSSirMiYLDuRWMGRyHZhEY+hkdOr8gLP1Gcjivir4BIeYwutCa6nZ7RXebpceO7YXh08EvEEoLkIv+2WpzmXWySoyPHzS0LNF6Jm38d5D5hxDxnu25PltWzUJG8TFCbH70D40BoKCukl9lfMWA0BimxPVjbP8J+Fgs1Lvd7Kso4Lc7lpBXV4FAEObjz4HKQpKA1/evaZFcbXRkH8ZEJfLbHUsodZwafJgc249dpXkeT/A4DDcbCo9weWxqq5M8UkqGhfdme2nzKiQ+mpWx0YmknFxS3uB2cbCykG3Fx5gUm4qtGw9AKUp3oTreHbBbrEzr1Z+VBVlUe7BP+cqEQeiG0e2zOTeWlUgNjqJPYBhSmvuh7Zr5IxPlG9jimDHRifzzwAYCbD6MiuzD6oIs/Kw2Am0+1HhRlzLaLxBLdB/0G37ChsJsio/uYkpcvzbLckhoCmIjIxLYXNZ2yat4/xB+OHgqxfXVRLbyDJ3JkJK6BnMv9/4jpQxNi+REiXmf9Q1utuw50WpnttHI9Bh2Hixq8/2k+GB87RbWb8s74/UQSirqKa3w7IMnQF2Dm2MFVST1Cmn1/SB/O71jAjleaK5e6B0TyKSRvYkM8yMzp4zC0lpAEBXmxx3XDMTp0rFZVRBXFOU8kwZi1BXIjZ913DYoAjFoEsLq3Yqei1Hj39vh6dFNW4caq1dItxOCw5vtfxd9R1JcUsXm3SdIvSId7L7I2krvl4Fb7RAcgeWa+5EFh5GbvkKMndtucjZ5eDv4paN954fw2cvQZpJTgZh6C8SnInwDu/z/k8vQcUuDzcU5XJs0lAifgKbPFgcqCjnQTom6IeHxaEIjq7KIJPxbbTOj1wC+Ora3Waeb/8/eeYfJdVb3/3PLtO29996kVe+9ucq9YZppCSFOQgyhBPgRAiEFQnBwgCQESEKMscHgbqtLtnpdaaXtVdt73ym3/P6Y3dXO1hlpVVa6n+fRY+/M+9773tmde+55zznfAywKT+CVmmlq5Kfhg5ZKNsRmTPmeSZTYkZA75njLgshDKYWsi0mn3T5AUWcD9hFxt7sT83kqfRnmebrxZGAw3zAcby8wixJfWLiVfz6/d0bne0d8LhtiM+ZtmvlUiIKARfI0dnbFRXJgGBFWfzpGUsYEINBkocsxQJ9ziE1xWbx1uZjy3jbWRKexq6HEq/MJCKyJTudXFSc40VaLjs5fFW7nYHPFjNVHo+89nbGCFQNp7G4spaz3ipGMtgWxMTaTdTHpOFQXEdZAzNd5d1cQhLHU7aKydj50bw5HzjUxMDS7OnhiTCAhgRYWZERQUTv1hkNhThTFFR2TsgpsFpmBoVn6qk5B78D0myOCAPesT+NXb14iITqQu9emcLSomVf3VOB0eUZS9p+8zJK8KJbnx8z7DSgDA4P5hWCywIp7YaAH/cLB6QcGhCI+8aV5G+meDlkSYdwl6brubki1YCN6wzila/9guvrdtsjlUjDlrkYvPe7u3/3+b6fspz0VQs4K6G5F/fXfuUXqkvMRbIHo5SdnWOSImnd4LOIn/g799C704vdheKQsTZIRspYhLNoKwZFgsbmzGa4zsui2Vz3OYc53NbI1PpuXq2d3iAXcQRd/2czyyGToniwMm+gfSpx/MMfaJpfEBZgsdPvYYaXHOTytqKwgCCQGhLItPof3myv5swK3AO3zxfup6fd8nni97jxZwVF8NHMloRY/o5e3gcF1xnC8vUAWJSKtAfzN0vvY3VDC4daqsdZYAgL5obHsSMglLSjitnK6J+LSVByqwqDLgVmS2RSbxW9rzgJux1fX4eNZq7FKJuyqi0dSFnGwuYJHUxezr7HMK3X4ReEJiILAibZaNHQeT11CkMnK4ZG6qakINFmI8QuiCLfhzA+LIyc0BpemMqQ4MQkSASYLiq4h4q5luhHIkkhGUignLrS4e1tXd/Hwtkx++145w47phVHCgq3ctzGNvkEHIcFWnnmogHffvUx8VAB9QwqSKBAbGUByXBBHzk3ura2omvvhy0emqu8eRRRFbFaZjz2Qj9kk8uaBamoap1ZNtTsUjpxtorvXzo41KYbzbWBgcEMRJBm2PI2QsRjt9HvutlWj27MBIQgLNiIs2Q6yCeE2Tq9VVY327mHCQ2xImcvgwEvummwATSUowMLjd2W7s53WPIzw4rdhoAchd83MmxajCCLCoq3oZ/e6ne6QaMS7P4V+7HWYQfxLSF0IDYMIsgnB5AerdiKsfRiG+kBVwS/Qnf5vsoCu3hCnG9xZatnB0ZT1tvJ63QW+XLidpqHesbrtKa8FeDJ9KSFmGzrwZNoS3it/j/UxGZT0teHSVALNVp5IXUJ139TtTl0j7ct8wTSLiKBJlHg4pZC10en0uYZ5vnj/tK3Iynvb+Luz7/Llwh1E2QJu6+dYA4ObzbxzvP/t3/6N733ve7S0tFBYWMiPfvQjVqxYMfvEa0QWJQJEifuSCnggeSHdziEUTSPI7FbdlgQBcZ4qo3qDS1NpHOzhXOdllkUm898lx/iLBVuo6G2jqMvt/A2PGJTvFe0myGzlS4XbkQSBPqedT+as4b9Kj6DO4Hwn+Ifw0cyVvFx9mmi/IHYmLSA1MJx/ubBv7NhTsTY6HXWciqcoCIiChEmUPPpkSjdBOCQqzI+IEBsdPcPsPVbPZ58s5On7czlytony2i6PHt1Ws0ReRgSrFsZypqSVM5da+fSjC5FEd6HYzs3pWC1mdN39QCWJAg7HZEPa2WtnXbg/siSg+KAsnhgTNOP7siSim3TOlrRN63SPp6S6i6TYIHLSwpDE2/e7YWBgMD03y2YLkoyenI+YmON2CocHQJYhIBQ0FWGe9u72FlXT2H2kjg3LE9hztJbMhECSd/4Z4qvfB8UJokhMVBBvHqym6nIPm5bGsfDJr6Kdegdx4xPonY3QVDnDGQSEbR8FUUKvOIWQtxZh4+Po5w+hn9s3/TTZjJC7Ghr2XDnSqGBaQOgUE26c7ZAEkW3xOZT1ttI81Mv+pgqeSl9GSkA4e5tKaR7ybKuZERTJ3Yn5xNgC+ecLe1gcnsg9cbkA7ExawONmC6IgjGz6C5zumKyNA9A81EdmUNSkaPRMZARH4lSVGXVqZFEi0hbA987vnrX/t1118cLFA3xn+U6v12BgYOA788rx/s1vfsNzzz3HT3/6U1auXMkPf/hD7rrrLsrKyoiK8r09xdUwepO73vXBtxoDLgfPX9jHXy++m9/XFlHV38HPy47wqZy1vFV/gcbBXgQE/u3iQRyaQrt9gH8s2s0f564j3OJPqMWPzy/Ywmu1RVRO6M9tkWRWR6XycOoi6vq7WBuTxkcCVzCsOPnO2XfpnUFwJNziz92Jecj6rSlmp+s6m1ck8tvd5STFBqKoGqeLW1ixIIZNyxOob+7HpahYLTLJcUG0dg7x3uFaqi73AHC2tI3CLHd7ElkSEQQBQQBRlFBVjezUMFITgokO98MkS9idCrWNvThcKlkpYVyq8s6QJ8UGYbPOfjuQRJFzpdPXnU/kzKVWctN8a/VmYGBwe3CzbbYgiiCKIJvcgl+j3OYRPUXROHjqMjpuPZGS6i4q6np4fGsqEU98BXHf/6ImL+TE+eYxW3PgdBNDjmhWr3sMta8L6dHn0I++5m4XNlGFPDoZcc3DEJWEXl+C+Invuh3wC4fQD78649qENQ9dl2ueC0RBID8slqzgKMp728gJiea9y5cIt/rztcX3UNffSZt9ABF3KneI2caR1mp+WX6UAZeD91squTc+D3A/K45uOI9Gp0MtfjyetoTlkckEmixouk6bfYDa/k42xmayu7F0UreY6diRkDurOKyiaRxvq2VI8a70rNMxyKXuFvJCY+e1QLCBwa3MvHK8f/CDH/CZz3yGT3ziEwD89Kc/5a233uLnP/85X/nKV27y6m5fHKrCW/XFJAeGY5ZkznW6FbTPdTbwr8X7eTR1MfclFXCgucIjMt1hH+Dvzr5LZlAkm+OzyQmO5vMLttDlGORiVzNOTSHU4kdheAKDLifVvR202ftpG+7n9drz/HnBZpQZdmmjbIF8YcFWzKI8WbH1FkGSRGIjA9i5KQNVVblY2cm5snbOlbWTEB1ITITbYe7osXPkbNOYGu0oF8rbWZobMeWxdWBhViRnSlrZc7QOl6LhZ5XJTg3DZpHYtDyRprZ+evpnNrqiKLBuSTyiOLuhbWwb8KpGfZT27mF6+u2EBd+Y9H4DA4NbB8Nm3xycisr58naevDtnTKBTUTVe3lPN+sWxLHz8y4iiRNH7RR7zThS3cr6ig/z0CJZkK/ivfABx7SPoVUXQ2+auvY7LgPA49O5WqLsIQ31ob/wb4or73Cni0yIgrHkIYfFWBM33bic3CkkQ+bP8TbxYeZIE/xCeL96HXVV4pfosSyISCDLb0HSd4u4mznU2eESS7arCqSk6vgAomkpaYARdjiH+q/QIHfYBJEEkOTCMjbGZhFr8+HjWSn5ZfmzWNRaExhHvF+LV9bzfMlPWwmQONleQGRyF5Qal9xsY3GnMm2+W0+nk9OnTfPWrXx17TRRFtm3bxtGjR6ec43A4cDiuCEb19bnThFwuFy7X1M7D6OvTvT+fudprU1WVvMAo8pIKKe9pQ9C0sT+c2t52flS0j79f+SAfNFYgT2FPa3rbqel1R7llQWJxeAJx/sGkBoQTaLbyw3N7uDzY7TEnxhaEqih8e/F9nOyo44PmKtrtA4iCQIJ/CBtjMykIc7e/0lR1xmtzqQrayC6yJIg3pX4pPtKGqmlU1nch4E6Lb2ztpbHVM2V7ous7OOTA7nA7zuOvTdU03j/dSHFFh8f4gUFo6xzg6NkGtqxM5Mm7Mnn53XJ6phFOk0SBe9anEOwvoyoKs21fdHUPjK3fW7p7hwj0m3yrMb5r8xPj2m4Mt8IargVfbbZhrz252mtzKSrN7YN8dGcuATaZhpa+sXu2psHB0w0omoafzYTD4ZpkcxwOjTOXmjlzqRmA8BAb6YlR+PvFkJMWhlC0D/13/wJOT5siKgqkL4EPxaOf3YNeVwwuJ1j9ETKXICza4v5/TZ/x2nRNuyLsJggIphtfEiAAT6Uuocc+iKIoyIDD5eBo8+Ra74mWrbm/Gyue1+bSVDrsA/z00vv0ujw317uG+znbVkd6UCR/lL2Wj6Yu49fVp6ZdW2ZwFJ/KXIWmql4FHHqHBqd8LpuOnuEBNEXBNcXmiPF9m58Y13bj1uENgq5fRaPlm0BTUxPx8fEcOXKE1atXj73+pS99iYMHD3L8+PFJc/7mb/6Gb33rW5Nef/HFF/Hzm7rdg4GBgYGBwc1maGiIp59+mt7eXoKCZtZfuBXx1WYb9trAwMDAYD7ii72eNxHvq+GrX/0qzz333NjPfX19JCYmsmPHjmk/GJfLxe7du9m+fTsm0/zv7TkeX6/Npamc72zkxcqTqGisjkpjSUQi/3bJU+00zOzP15bczReO/c6n9RSExnF3Yh7fP79n0nufzVlP9UAnAbKZReGJ9DqHiLIF8lZ9Me+3VI5VQdkkM3+St55Isz/79+xl+/btiJKEoqn8qvIkxd1Nk2qmLKKJzXFZbIvPGWsfciNQVI3z5e0cOdvk9ZwAPxNP35vFnj17xn5vHd3DvPROqVfzbVaZjz+Yz+Cwi0B/M66R1l8mWULVNJ97bfcNOvmf1y56PV4UBT71SAEW89QRb+O7Nv8wru3GMBrxvVMw7LUnvl6bpukoqsYbB6pobnfXZH/i4Xx2Ha6lsc2zRnvbqiR6BpycKm7xaU0fuSuNwGO/hppizzeikxEf/DO0P/wr4s4/QetuhYgkunqHefvIZfoHr0SDslJC2bgsjr3jbJquuNBrzqMf/j0M9Ew+cXQy4o5nwD/khvZcVzWNr518HbvmfTTrqZQldJ0tG7s2l6byX2VHKO3x7rN+KLmQ3JAYQi3uzSanpmIWJURBQBCEaVuITYVTVXix8iTnuhq8nrM+JoOdSQumrB83vm/zE+Parj++2Ot543hHREQgSRKtra0er7e2thITEzPlHIvFgsVimfS6yWSa9RfkzZj5ijfX5lQVynrb+WXVcUZ1yy70NvNU1nKCrf50Oq4Y8m7VjiTLRPoH0zw0u9r1KPFBYfQqDpQJuW4xtiDyIuMJ8w/kJ5cOEhUQQvNQL681FPNHOesQZZk9jW7Hs19z8q8lh/jqgu1j16aK8P1zu90KpFOULSu6izcbL9Kj2vlQ+rIblnpuMsGinBiOFbV6qJnPxMLsGARRHplvAkHkXFknupdKr0N2jfqWQdITQpBlEcs1Zu0FB0rERwfT0Nrv1fj0xFAsFgsmWUTVNDRNRxAEj3Znd/p3bb5iXNv1X8N8xlebbdjrqfH22lRV47e7S2ntHGZUCbyueZC8jCga2uo8xg4Ma0SHB3htR8DdbjI0LBihvxN0z1ZhwrLtCBYrelIO+ls/wfT4l9B+8TWi1j3Gk9vz+b93Kxiyu+eU1faO3f9NJhOyoKNXnkLf/d/Tn7ylCn7z94gf/gaYw25YezFdVVgRm8a+pjKvxlslE8uiU9hF2djvbdDh4mJvC97qvx5qr2ZrklsZXRRE/K928YAsy2xLzuNUt/eO97akPPyt7jp2VddA15FE0aNrj/F9m58Y13Z9z+8t86bHj9lsZunSpezdu3fsNU3T2Lt3r0cam8EVHKqCU1Wp7G3jYlczjYM9ALi8qAuSRJFfV53yiBX3OIe50NXEhtgMj7EuTeVkex0bJ7w+EyIC62LSOdxa7fF6kMnK5/I2sLehlNKeFv6qcAfHWqtYG51GVV8HzxfvZ2fSAtKDIsfm2FUXb9VfANwbBr+pOj2p7cdUfNBSRUl3C5oX/cV9xaWoqKrG0LALu1NB03RUVUMURfLSvVP5tpglCnMiPfprm2SJqsvdM8yaTHltN9ocVZSIgsDaxXF4I3gqSwKrF8UhCjBkd3G2pI2j55o5eaGFtq4hjxZwBgYGtxeGzfYNVdVQNZ3uPjt1Tb00jmxuuhSN2SoCVVWjuLKD1s4hj9eLytrJTg3DavHcXL5U3UlaYgj+Nu8fFnNSw9B62qD9ssfrwpIdCAk5aG/+GGHRZoSMJdBUiZC9HOGd/8DafIn71yV5nn98tw37EPqe/519AY4htNdfwCvj4yMuVUXTNYYUJ/1OO4qm4hhp1bUjIdfrHtubYjM9bK2m65xqr/dSp9xN23A/XY6hOWlPKwgCSQFhZAV710FgaUQSwWYbmq5R0tPC2/XFvFFfzJHWGpyqgnOG3uwGBgbeMW8i3gDPPfccH//4x1m2bBkrVqzghz/8IYODg2OKqQZuFE1lSHHyRt0FjrfX4hi5Wco67MCfD1or2ZKYN22ataZrlHS3kB8aS4DJgqpptA73c6m7mXcbLvHcgq2U9rRSMi516mBzBZ8v2MI7ly/N2P5rlOWRyaDDhS532rUsiCyOSOThlEWU9bbyau25MWN1d2IBvc5hFoUncLK9joPNFWyNy6ZqXFuyos5GtmJDR+dEW63Xn9WuxhJyQmPwQtDbKxRVo7N7mJMXW6is70EbiWyHBVtZnBNFQWYEW1Ym0TvgoL55+qix2STyyLZMd+/scaqpuq7jdPnmsDqcc2csRVEgOtyfe9an8e77NdM69LIk8sDmdAL9zLz9fg2V9d2MH3q0qInIUAtBuFvf3KabsAYGdzSGzfYOVdWoqO/hVLF7UxJAQCMtBPYcq2PNokRCAi3I8tQ2WxAEmtsHWJwbhSyJI20l++joHqauqY9716fx2r7KsUyr3n4Hl5v7WZoXzaHTs0dDJVFgeW448qlXrziRIdEIy+9GyFiM9uoPobUWret7iB/6a7Tiw4gF69FPvYu473+J+6MfEB5ipbPH7nFczelEP70LvN387miEtnqISfVu/Cyomoaqa7zfUsn+pnLa7QOA+3lkWWQyOxJyibAG8Lm8DfzbxYMoM6xzcXgCO5MXoo8LbGi6xpDqXSuv8QwrcycUJSLwbP5G/uXCvhn7hOeGxPCJ7NVU9LTxP5XH6XZ4buK8XHWaVRHJ+MOcbeQbGNyJzCvH+8knn6S9vZ3/9//+Hy0tLSxatIh3332X6Ojom720WwZFU+mwD/L987vpd02tZP1a3Xku9Lbw5wWbp9zJdWkq2SHR+Mlmd8sLUWRrfA6CAO83V/JS5Sn+JG8Dv605w5GWahRdo7a/k7Md9Tybv5Hni/czMM25AbKCo/ho1krKe1p5JLUQP9nMwrB4hhUX7zZc5FDzlfYXr9ac4x9XPsTlgR7CLe6kq0MtFfzN0vsJNtvGnHx1RLX1TEf9jMZxIuW9bdhVl9c72jOhqhrHipo4cWFyLVdXr529x+s5U9LGh+7L4eGtmZwtaeNcaRt9g1cMsyQKZCaHsmZxHAE2M7IkerQrEQQBs0nC6fK+fdpU9dXXgiyLpCeG8PEH8zlZ3EJpTReK6v7MzSaJvPQwluXHYDHL/PrtEjp77VMep6N7mKAQuNzaT1qCadqHSgMDg/mJYbNnR1U19p2o50J5x5TvV9X3UNPQz87N6STFBE19n1QcbFsag9ZYiaA40aOC2boin/qGbk6VtrFuSQKPbMtk7/F6ukbux++fbuDJe7Lp7rNzoWLqc4PbJu3clI6/RYTweIRNTyGEx0N8JnrlabRffxd63C3L6GlDP/E2YtYyCBrJ7LIPopWdYHF2GnuOezr5otmMXjJ1V5rp0M8fgLBYBLPVp3kTUTWNHucw/3x+j0fpHICiaxxrq+FYWw1PpC5hXWwGX1t8N6/Xnaeos3GsSwpAtC2QLXHZrIvJQBZFj4xCURDxl32v7/Kbwzp2QRAwiTJfXLiNY2217G8qo2Ek+xEgJTCcbXHZLI5I4lznZf6z9PCUx3FoCodbq9iBvzsF3cDA4KqYV443wLPPPsuzzz57s5dxy6Lp8IMLe6d1ukcp723jfyuO85GMFR4iGoqmcqKtjr1NpR7p2gICC8LiuCcxH0kQ+J/yY9yfvIAHkxdypLWG5qFeKnvbSQ4M5/8tuZc3J0TbASKs/myKzWJjbBYHGstRdA2rLNPntPPzsqOU9rRMSslSdI3DLdUsjkhEHEkx67AP0jTYQ3pQBGc6PNPeuh2zR9sn0u90EGi6NiPuUjQulLdP6XSPp7vPzq/fKuVjD+SxKDeKJXnRtHUN0T/oxCS7e36LItOKnrkUlYykEM9UvVnISQ3zqKmeC0yySGiwlc0rE9myKomhYfcOvb/NhKbrSKLAy++WTet0j+e9D2r4zOMhhuNtYHAbYtjs6XEpKufL2qd1ukdRNZ039lfx8YcKCAm8UgevKy4Y6oPDv0coP4k0zt7qAaEkLtxM4ubtHDjdTFSYHx/ZmUdT2wCV9d04nCrFFR1sXpFEYkwgpy62jkXbwV1WlJ4UwurCWIKVbqSzJ8HqFvzSq4vQ3/lP97knoF88jLD2YRiXUSeUnyR5U8HksZo25TFmQh/omUq6xWcUXZvS6Z7IyzVnCDBZWBqRxCez1+DUVOr6O3FqKhHWAOL8g9F0fcoMQlEQWBaZzCvVZyeJvE5HjC2IEMvcqviLgoAoSKyKSmV1VCqDihOH6sImm7FKJgR06ge6pnW6J/JG3QUeSl9s9Po2MLgKjG/NbYSiqRxrq/Yq1RvgZFsdj6cuGXO8FU3jl+XHONleN2msjs75rkYudjfzqew1bE/I5Wclh4n3DyEvLJakgFBSAsORBBGTKPFY2hIeT1tC3UAXDlUhwGQh3j8ETdP4n/JjnOyYfA6AYLON1VGpRNsCkUSRfpeDpsEej+g2wKDixCZN3hW+GqE00xwom4siHDvvnVp5d5+dkupOctPDEUWBmAh/YiK8k1AxyRLL8qO9drz9rDLpiSGIc5VLP8V6AIICrjwMSkBH9xBN7TM/0IyiqDrnSttYlh9jON8GBgZ3DJIocupi6+wDcTvfJy80s2lFIiZZcjvdXc1or3wPJqQFAzDQDUdehboLbHr4OfafauJSVScpccGkxAcTGmTF32pCktxZVpkpofQNOOntdyCJApHBJiQ0pOEe9F9/B12ZKmVagJR8SFuEZg1EUByIbbXQVAVR4+q6HUOYTZMfNwVRBFECzfsMLuYgGuzSVA42V8zqdI/y+9oilkclIwsSZkkmPyzO431pBvNqk0zkh8ZS3O3d88GmuCx3Tf91MNmjmwNBZitwJdjg0lTeGNHJ8YbjbTU8krFkrpdnYHBHYDzl3kYIgsD+pnKvx2vo7G8qHxPNeK/h0pRO93hUXePnZUfwl818ZfFdfDRrJUsjkhARkBDGUrYtkoxZkskMjiI9KIIDTeV8/eTrWGQTFX1tk44bZvHjMzlr+bvlD5ARHEWHY5CmwV7MI048uNtqjGKTTNjH7e4Hm2wA5IVOrXA/HYEmK2HWa9ENdaesldd243Jp+NtM+NtMszq6Z0rauFrLGhpkZWF25LTvB/qbiQi1ERJoYcealLE68xuF06VyrrR99oHjuFDRgTTT04uBgYHBbYSu69Q09jI47H09b0lNF8Ko3dBUtN/989RO93gaKxD2/JKtK+J4bGsqKxbGEBEgYbPImM2Su0WVJCKJIqFBVpJj/InvuoDp7X9DKtoLzdUwldO9YCPap/4J112fpciUy7HBGE4qqXTk34sWn4XqdILFbZcxW3G5JmuN6IoLErK8vn4AISkPpGsrDRMFgYPN5fjJZkItflNu4o+n2znEpe6Wq6ptlkWRpzOW4TdNyrlVkom2BRHrF0xeSAzrY9JvWKeVUZyqwqXuZq/HOzSF0+31s4r+GRgYTMaIeN9GCAg+tfMCaBjsRtd1ZFFib6N3LTMUXeO9hktsiM3k786+S7QtiE2xmaQEhqNomkfKlVNVeLv+IkfbagC30rqfbKZnXPQ61i+Iv1ywlYvdzfzN6bfoGBE4GeWV6jOsik7lIxkr8JctFHU2kBgQSnX/lfS8NdFpqG21xNqCSfAP8ahhmon1MemomoZ0DanYmqYTEWLj2Q8vQRpxuBVVo6q+mxMXWmjvnpyB0NE9jKbpY+N9QZJENq9IRJYEzpa0oetgMUnkpYdTmBNJaJAVp0vFJEsj7bvca9R1/Zqu0xf6BmYudZhI/6DvAjQGBgYG8xVN02nt8C7iOoqiaPQPOQnxk9AvHILhgdknAXrZSYT1j8HeX6HVXSQgcynCsrvRw+Mmt+ZSFfS9/wuKC6KS3G3CJh5v09MoOWvYc6KJynpPkc2jRRAZZmPj0nhin/w64iv/gJ6xlMvtV+yg2TTiWIoS4tIdaPUl3n0Ashkhfx3CLI7ybCiayl8t3O6R0t0+3M+uhhKOtdV4bPKPcqm7mazgqCn7W8+EKIgEmW18uXAH/1q8fyzKnhYYwaa4TJZEJKHrOjo6ZlHGqSqIgoiiqT6f62rpcQ77pLwO0G7vR9U1ZOHGbhIYGMx3DMf7NsPXm6cOiKLIuc4GBhXvnaUTbXU8lrqEeL8QGod6+E31ad4bUTwPt/qP7diaRInTHfVj8yp72ygMT6BpZIPATzbz5/mbOdxSxWt156c8l1NTOdRcSf1AN39ZsIXM4EiKu5vHVDfTgyLYGp/Nrgu16MCjqYv51+IDs9ZUBZttbE/Inda4OVUFk+iOCEz1MzAiKibQ2DbAxaoOEmOCCPAzIYkiUeH+PH1fLpX1PbwzhQL4tUSiJVFk3ZIElhfEUlHbTXZqGD39do6fb6a8tntMvTY5LojC7EiS44Jp6Rhw15ALwnVLPR/F1+OLguDxuRoYGBjczuj4bq/HJkoSetF+H+Zo6BcOIeavRasuQi89jl56HGHxVtjwhIfzrVcXuZ1uQG+sQFh5P8jmK1HvpXfhzFrDi29XeAiDjqe9a5jf7ankvnXJpD7yBcSwGM6+WwG4u4HdtTaZi+ca3KnmyfkQmw7NVbNehrDi3ukvUddBVRBGUtHdP7sQJkSaFU2lbXiAY23VhJr9SQkMxyabEAWBB5IX8kjqIp6/sJ+aAc9yLkXXru73hfs5KMLqz7eX7+RiV7O7fj4okiOt1Xz7zDu0Drvr3INMVtbGpLMhNgOHqiAiEGb1nxPx15mQrqJ1mSSIV7IvDAwMvMZINb/NiLQG+DQ+xhaEqmvUD3T5NM+hKXQ6Bgkdt2Pc4xzme+f3eLTCEASBoXFpageaK9gQm4E4csNeH5NOh2NgWqd7PLX9nfyu5iwFoXHsbypDRGBFZAp/uWDrmOGQRZGMoCieyVo1JsY2FSFmG19cuA3zFAbNqSoMuBy8e/kSXzv5On/6wUv8xZFX+K+yI1T1dYwperoUla4eOwdPXiYjKYRFOdE0tQ1wrKiZI+cauVTVyZBdITUhmA/dl+NxDlkWPfpzXw2yJOJvM7EgK4Lj55v49dullFR3jTndAHVNfby+v4rX91cSFebPB2caGLK7rmv6uSgKxEX6+HcY4Y+qGkqpBgYGdwaSKBARYvN5jr+fCXT9ipK4l+idTRAY5vna2b3oR18fq9/Wdd1T7Ky5GnraEXJXuX+Wzegrd/LW4fppne6xY+vwzuF6nIFR9A04aOsaItDfzCPbsoiPCrwyUBAQH/3LWVuECUu2Iyy/B8Hk6UjruuZuuVl/Ce31F1Bf+FPU5/8Y7RdfQz+zB90xPHZ9iqbxStUZOuwDPJSyiBCLjYPNFfy+9hzvXL5IZV87ZlHmLxdsITPQs5wr1OyHdA2bw7IoIQkiuaExRFoD+JvTb/Jy9ekxpxugz2XnncsX+X+n3qR1qA+76mJ/Y7lHZ5PrQYTVf9Z0+4lkBUcjzYE+joHBnYYR8b6NUDWVDbGZ/K7mrFfjBWBzfBbSVe6/6LjTmMfT77Lz9uWLPJxSOBZJtkomhlW3M36hq4nHNI37kgp4s76YDbGZ/Lbau/UCHGur4dG0xayITOEzOeswixImUcIlXHHazJLEkohEMoOj2N1YwtHWGuwj54+yBrIpLpN1MRlIgjhJidSlqZzpqOe/K457RKgVVeNcZwPnOhvIDYnhc3kbUFw6pTWdrFsaz+7DtVTU93gcq7K+hxMXmslOCWPH2hQ+dE82r+6pxOFSyU0NQ9U0xGvcyXYpGicuNI/UjE9PXVMfbx2sYufmdF5+t4wn7s5BFAUURUPTdQTcgRSTLF5z5FmWRApzIjlS1OS1g78kL8qIeBsYGNwxCIJARnIIVouE3eGdY5WZHDrJ5nqNrjOVroh++j2E5Xe707gFAd3iqXmin9mNsP5R9JoLCMn59A+5uNzS79UpVU3nbGk7OWnhPLo9k8SYoJGyp/EtMkV0kwXxya+iV5xGP7vb7fADiBJC5lKEZXdBRPyktHhd08DlQHv1B1fmjNLTiv7B79CPvYF4/2fRE3N5o+Eim+OzaRrq4WsnX58kRHu8rZZQsx8fzVzBny3YzE8vHeJSTwsiAuvmqPbaoSp8//we+lzTd/xwaSr/UXqYv1ywBQSdo63VrIpKxSRKODQFAQEdfUzM9lpRdZ1V0aleawRFWgNIHW0XZ2Bg4BOG430bYZJkNsRk8HZ98ZijOxMLwuIJNFmRBJEE/1DfziVKhFsCxtK9x3O0tZpHUxcB4FBdFIbHc6DZnWamo/OTS4f4q4XbCLHYsEomirrcvT1FQUASxBl3d52aysm2OlZGpbgfEnR9JCXLE7MkEy7JPJKyiCfSluJQXYiCiEkUUXV96v7lqsKF7mZ+WX5sxpSykp4WfnTxAH9RsIVVhXG88l4ZrZ1TC9zoOpTWdNE/6OSxHVn88RMLKanuIjEmcNqWYb6gaTqnimduYTZKbVMfze2D5KaF43SpaJrO+fI2Lrf0o6o6AX4mFmZFEhsZcM314KIosjArknOls0dlwkKsZCSFXvf0dwMDA4NbCU2Dwuwojp+fXdhKEGDFghi3ormuQXAk9HovYimExbqVzieiKuhFB2DJNgTZjJBeiD5OaVwvOQrxGYhP/BWuwUHOVV3RkZFlEVXVmEljq7iig3VLEgj3l0BTkHQN14TkJkEQ3e0wMpciZC5xfzCqC0xW0NRJUe4xdM2t6t42gyis4kR7/d8QHn2OLTGZlPV38POyI9Pa+G7nEC9cPMif5m/kT3LX0z3US3F/x5y0znKqCu9cvjij0z2Kqmu8VlvEZ/M2cLbjMpIoUt3XwcGWCnocw8iiSFZwNBtj3UGEa6kHt0gy9yTmc6y1xqtnx3sTC9xtQw2TbWDgM4bjfZshiSJ/XrCZH17Yh0ObrCI6SoJ/CJ/KWYMsuCOciyMS8a8yMzhlyxBPbJKJpzOW49IUPpS+DMdIX8tDLZV0O4YYVl1U93dyvK2GQNnC1vicMccboHmol++d38PnCzZjV1zcnZDPuph0wkfUxYcVF6fa6zjQXD6lSFq7vZ/a/k5+W3MWSRDJCIpkY3T6lGsdNUa2cXVe0/l3kijym6pTXtVxlfe2UdzVRJgrcFqnezyNbQOcvthKYmwgZrNEgN80DxI+oKga58vbPVLLZ+NySz+rFsZy5FwTZy61TppbUt1FWLCVBzZnEBRgvur+3yZZZOPyBIbtLspqp3jYG8fDWzKuS+sUAwMDg1sZkyyyqjCWju5hqi73TDtOEGD76hRCAkdaQKkqQuEm9EOveHeiuAyEpTugvxPxiS+hD/ail56A6iJ3/XddMcM5G/ifty/xiZ1ZmNIXQ8Wpsen6nl/Bukdg0Q6sHW08uCWDlLigsc3Z1s5Bzpe1U1LThaJ4etVDdgVVVWHXL6C7FfyD0fPWuY+ruMB0JcVZGFUrl4BRZ3saBXNdVdAvHZnZ6R5FU9H3vUjQR7/J786fndXGa+j8rPQw31/5MJGXjrJl0Zarru8ejyiIHGmtnn3gCFV9Hei6TnpQBN8+8zbNE3qeX+xu5o2682yJy+bBlMIpe4l7i59s5vMLtvB88T6GlJmd74KwuOted25gcLtiFGjcZphEiUT/UP568d0UhieM1VKPZ2NMJl8u3IF5nFCYpmtsjcuZNHY8kiDyeNoS/nHlw0Tbgnj78kUONFdwtqOeOL9gvrNsJ5/NXU+AyYJLVRCAvU1lhJhtbI7zbBnSPNTLha4mQq1+pAVF8FLVKf7q2Kt84djv+GHxPgC+VLiDz+SsnXSDlwSRTscQdQNd1A900eMc5lznZcDd2utq0HSdi13NHmrrs7GvqYyIMD+vlcmLytuJCvfj0KkGTha3jAizXT2aplPX1Df7wBFsVpmledHsO17PyeKWaR32rl47v36rhP5B5zULwN29PpUHNqcTH+1Z8x0cYGbtEncvVItZnrEe38DAwOB2RRJF7t+UxoalCQT6T96QjY3057HtWeSkhiGP6IIIsglh4SaYrRVmbDriR76J+PDn0ctOuGueLxyCrhbEzR9C/PQ/IuSuBsWFJEkMOxSqm4cQNj4JHnoxulvMTddYkBVJW+cQ//P6JX780ln+87fnOV/WTmFOFH/02EKSYoMmLUMQBGipdjvJPa3Q4c5y0xzD6Or0AYIZEQT0s3u9H9/ZiNpax7LIZK+GD6suTrTXofoHo/3vtxDsg+7U9mugZajXQ/NmNnYmL2BIcfK987snOd2jKLrGrsYSXqw8gXINteAmUSLeP4RvLb2fbfE5Hu3PREFgSUQizy3YOjbWwMDg6jAi3rchJkkiyhbIp7PX4FAVLvU0Y1cUgmULdUfPcl9SAWZJxqEqmEUBp6YiCgJ3J+aRGhTOH2qLqJsgtiYLIn+avxF/2cI/Fe2aFIl+v6WKUIsfj6Uu5suFO3BpKoOKk8SAMFy6ykMphQgI7Gtytyy7NzGfwvB4/vHcrknnGnA5qO3v5A91RfxJ7no+l7eBFy4eHBM1SwkMp76/iweSF7IhNoNBl5MLHW7H+1hbNSti05F9TL1yagpnR5x3bynrbcUkiwQFmOnum10Rvn/QSUv7IClxQRwtaiIq3I/U+OCrTrEWBMEn531BZgStnUNcqOiYdazDpfLu+zU8cXc21xKOlkSRtIQQUuODcbo07A4FWXaLwjkcTpqrfVdANzAwMLidkESRRTlRLMmLprFtgO5eOwIq1aXNPLQlA7PZjA5jApSqpmMyWdA++T2kY79Hv/A+TExfTilAvP9P0I+9jn5u/6Re3PqxNyBjCeL2j0HlORxOd5TT389MlxOCH/8y4u9/4E5PDwhBf+prlNX1sPf4ZY8NWbtD5UJFBxcqOshLD+fBzem8fqBqbFM4KszP7VwHhqNu/xRyXBq1te3QcYJzdcMkRJuIiwpE03XfMqwcw2MOvLeIlWfIyFrCHi/HH2mrYVnGCtj932i/+wHiR/6fT+ebyFRtyqbDLEpsisvihYsHZo1AAxweqQPPCI666o1skyhhMtt4MHkhD6csotc5hKrrBJmt7iCOqlF8VUc2MDAYxXC8b1NEQcAsyZglmZVRbrVQl8tFHW4hs0774CThsTi/YLbEZfPFhds43lbL/1WeGEuveip9Gf6ymX8+v2faFPZuxxA/Kz3MxzJXsjQymbKeVvJD42ga7OV3NWf5bO56NsZmcqm7mdXRafxT0a6xtmJTMeBy8K/FB/hi4TbuTcznjfoLhFv8yQ+NJUC2IIsSPys9TGlPK7IOO/DnlZqzvFxXxOKIRJ5KW4pNNnuXfqWD4yp2i52q6lOt9uCwC4vZ/bU7eaGFlLggrtax1XUdf5t3SqSCAAuzIjlw0vvNheaOQXoHHIQF+6a8OxG3Yy1gk0Rs1iu3HPkaVd0NDAwMbhdG74eJMYEkxgTicrmoLnVvsOpAZX03Zy610tzu7gMtSyLZqaEsK3yA4BU7EX73fWgfad0ZEu0WFNv1S/Tyk1OfUNeg4hRadwvih/6atib3cYMCzOw9VkducjC5n/wH1IozEBZLRYuT3Ufrpz7WCJeqOtE0nfs3pvGz317A4VJZnB2O3lCB8PBfcvpiG+eOFmO3O0kLgaPnmtBpISTQwsqFsWSnhnnvfPsQOR7D5cDqQ7S2z2lHMo+k93c0QHM1elzGVQuBBo0eywuWR6bQaR+kqm/2jfJRdjeWkhIYfs39v0fnh0/okuPSZt8AMDAwmBnD8b4DOdNxmRdrTjOxK2XTUC+/qjzBew2X+MLCbfz98gcp7W3FX7ZQEBbLN069MWPdOLiVsX9VeZIF4fF8qXAHwWYrbcP91PR38rWTr7M4IpHHUhdzqLliRqd7FIem8Luas3wqew3vXL7IPYn59DiHUXSNH57fN+UOsqprnGqvo7K3ja8uuotAs3XWPpWCIBAgW2Zdz3gkQcQqyzhc3jvskiSORamb2gcYGHIRHOjbeUcxySIFmRFU1M1cQw0QFmzFZpFnrCOciuKKDlYvir/m1mcGBgYGBr6jKBq/3V0ySUtEUTUuVnZysbKTNYviWPb01xEvl6IN9iImZKFXFU3vdI+nowH90CskrXqYzz6Si2w1oevw3rEGTlxqZ9XCVLIiwjmwr8ir9ZbWdFGYHUleRjg1Db3kpIWDHsab79eN2Z+JbmtPv4P3DtfS3WdnVWGcd863+So2hG0BDPqQ2m4WJTTlinirdmYPYlQSmK7OZoea/Uj0D+Xy4Ow2Oz8sllPtXtSvj+NCV9NVrcvAwODGYTxN30GMqoX/pvrUJKd7PO32Ab5/fjd+Jgu6DqEWP8p62uiwD045XkDAX7YQaLIgCgKqrnGgqQKnqvBqzTlCLH4ICCi6RkVvGwEmCwfHia3NRllPK8OKi09mr2FxRCIBsoWflrw/a9pWj3OYFy4exBtVFIsksyZ65j6iE1kckUjvoIPe/tnTzMEdoYiPCqCt68oDVFff7Oqm0yEIAsmxQVPWBU7EYpKxO9UZ1WenYsiuuHu7+oCm6SiqRt+Ag/K6LspqumjrGkLTdKNXt4GBgYEP/GFfxawCnkfONXGhooPByEzOaKkIASHoZ3ZNP0E2g38wjERg9UtHMZtlLMd/B11NhAa7X+/uc+Bw6ZRUd2F3er/BXFTWzuKcKJ7YloY20MPJS21ebfqeuNBCQ0u/RyvPaZFkSMz1ek0AWu5qzve0ej0+LyQGrX1clL+7Ba6hvlkHtsZnezXWJpno90L93PP4OvarqJl3qgqqplHa08KJtlrOdzZiV104rrb+3sDAYFp8ingPDw9z+vRpwsLCyMvL83jPbrfz8ssv87GPfWxOF2gwd0gj6VHeuFEd9kEONJUTYQtAR+eDlspJY6JtQWyMzWB1dNqYEIdLUzndXs+5zsvcl1TA0dYa7knKZ0FYHOe7GkkOCKN5qI9Ox9RO/FTowPmuRtbFpFPe20aXY9BrgZLLg91cHuwmJXD2npMJ/qHE+4XQONTj1bG3x+fQ3Or9dWSnhjIw5KSpbWDstWutbtZ0nQc2p/Obd8pmrPd2qSoWs+8PDL5GuhVFo7ljkKPnmmho9ez1Gh5iZWleDLlpYdfUqszAwGB2DHs9vxmto27rGsabGMnRs00syIhkcMiF0tuN2DohWirJCFnLUAq3YY67ssns6mpDKtqDXnUOISAM+fw+lix5iPNl7lZlcZEBHDvvWyS16nIP925IQyk5jpi1jKIy7yuDTxa3kBATiDhbrypRQly2A+1yiXcHTsxBDAjhdMfM6fKjCAhsjUlD3vt/3h3fC2RRZHlkCkWdDZztnLk+XUDAInlXSjbxHC5N9UoATdM0FF3jzfoLfNBSzaByJYhgEiWWRiTxcEoh/iaLIahmYDBHeP30W15eTm5uLhs2bGDBggVs3LiR5uYrvSd7e3v5xCc+cV0WaXDt6LpObX/X7APHcbC5gsKweAJMFrrHqX0LwCMpi/jGknsIMFl44eIBnj38G/70g5f47tl3GVScfDxrFaquEWi28H5zJdvicxBgRNTN9zohu6pwoauJvNBYPmip8mnu/qZyr86po/PpnDVYxNn3ozbFZpLgH0JCVABm0+xfI6tZYsWCWM6VevZdDQ+5tvppWRIJD7bx1L05hAVPXT/mbzOxPD8GSRSIiZhFBXcCqfHB9A04vFI3VxSNkppOXnmvbJLTDdDZY2fXkVr2Hq83It8GBtcRw17Pf3zNNLI7VUprukhPCkEb6PF8Mzwe/RP/wMDqpzh8WeKnvznHv/zPKf7t12fZc3GAjrx70NOXQmQieulxggOsJMYEAu7NV6cP5VQArpGWYuJAF3UN3QwOe2/zL7f0Y3fMHmkVRBGS8hCyV8x+UKs/4o5PoAsiK6JSvFrHptgM/HQdqs5dOWdkwlh/86tFFkU+nbOOzXFZyFOUwAlAYVg8qYHhLAyL8+nYyQFhiIIwFmSZCV3XcWoq/3BuF+81lHg43eAOohxrq+Fvz7xDh30A5RoV3Q0MDNx47Xh/+ctfpqCggLa2NsrKyggMDGTt2rXU13u3e2hwc1E0jZKe5tkHjqPTMUiXYwhN1zGP2+18Mn0ZiyMS+dvTb/PzsqNU9XXg0lQUXaNpqJeXq0/z1ydfp2Gwm2eyVvN+SyVhFj8eS12CXXXhdxX1Uf6ymWHFhUmUaLcPzD5hHO32fgQvYsuyKBFpDeRLhdsJt0ztoMqCyD0J+TyethRZlPDzM/HYjmysM0STbVaZR7Zn0dkzzIWKK453Umygh9jY1SLLIuHBVj72QD5P3J3NgqwIMpNCyEsP574NaXzq0QWYTRKXqjopzI70+rhBAWaS4oL44EzjrA+Buq7T2TPMnqOz16QVV3Rwvrx9Ur9XAwODucGw1/OfqxHwutzS5xbclMdFSkOj4cmvcKp6kJ+9VsbZ0raREiJwOFVKqrv41btVvHe0Hj25AOIy4Mir7FyfTGiQBYdLxWr2zU6N2kPd4kfngO/pyn0D3mW0CZKMcPenEAq3TJ8CHhaL+PTXwT8YQRT5cMYKls/SUmxtdBqPJRcivvETD0dbWLID4Srru8cjiyIPpyzin1Y+wmOpi1kemczSiCTuTsjj28t28uHMFbxRd4GM4CgiJgiczcTG2EyOtdZQ1dcxa7q+qmv8tOT9WTP8BhUH/3JhH97lShoYGMyG13fTI0eOsGfPHiIiIoiIiOCNN97gc5/7HOvXr2f//v34+/sWSTO4sejoOFUVX02GMtIWLCs4ipKeFgrDE1gakcjfn3uPLsf0dWdDipN/Ob+PLxZuY31MJs8X7+fzC7YQbQsk0hpArF8wzV6IqwGIuHtIvlJ9ho1xmVP2Jp9xviB6bTJMkkSMXxDfXr6T8t42PmiupNc5jCxK5IbEsCE2E0kQxpTSTbJERKiNTz+2kPPl7Zwva6dnpOY7NMjCwuwo8tPDqW3s5b3DtR411isXxs1ZK61R0baO7mGyU8IICbQgyyKXKjv579cu0tvvICzYyofvz+V8WTvNHbOnyG9clkjV5R6qG3pn/fxUVef4hWava8hPXWwlLy3Uu8EGBgY+Ydjr+Y/qRZbRRBRFQ9d1TJHx6BYbOIbR7n+WoooejhS1zDi3tMadEXfX/Z+D//wCsi2QD9+znaZOO5kpoZR7IeI5SmZKKM62RmSXAy8SyCbhi10UJBk2Po6w5kH0c3vRGytBVRCCwhAWbobYVNB1t5MOiAI8k7WarXHZ7G4spaizAUXXkAWRxRGJ7IhOJ84vCOH3/wJN40rsYtMhIsH3i5kGsyjR5RgkyGxlW3wOkdZAmod6+X1tEec6G1B1jeTAMB5LXcy/l3yAPosVTgkMZ3lkMn9/7j3yQ2NJDgibUd28yzFESc/MfxOj9DqHOdFex+IQ3yLwBgYGk/H6ljg8PIwsXxkuCAI/+clPePbZZ9m4cSMvvvjidVmgwdwgCSLBZhu+SHUICISY/Xi/uZJ7kvJ5q76YLXFZ7GksndHpHsWhKbxWe56PZq7g3YaL/MO5XdyfVICqa2yOy+LFSi8UV4EF4fFYJJlznY30u+wkB4ZR6oNASnJAmNdjwR35BsgJjiY1MHwkWq4jCuKUdU6yJIIEi7LdfVjdzqcOOpTXdfOHvZU0tXtG6besTCI2wv+q+21OhSgIJEQH8OLbpcRFBrBtVRKHTl+pI+vqtfP+6QYe2prJa/srPWrNPY4jCmxfnUxEqI2X3i4F3I71TF3TFFXzSTG9f9A56TMxMDCYGwx7Pf+RZ6txngJ/PzPDDpV2p4PIvLXobXXogeEcee+iV/NLa7pYkRtGWO5qOPJ7pPZ64lY9hBwbi7/N5HXK+LL8GOSKQ9DTRny8j91CRIHQIO/bbgEIstktGLf8HoSlujtfW9fBZJkyc0AWRVICw3kmaxVmSUZRFWRJxtHbjunMHvRLR2D8M054HOLDn3d77XOEIAhEWQN5ve48Zzou81cLt3OoucKjBv2lqlN8qXAHz2St4n8rjqPoU2eJpQVG8Kf5G/h9bRFNQ71kBkfN6Kg7VIW9jaU+rfdAUzlLQuJ9mmNgYDAZr1PNc3JyOHXq1KTXX3jhBR588EEeeOCBOV2YwdwiieJYP29vyQ+NRRZFhlWFIcXFAykLSQ+K5HBrtdfHuNjdjEvTWBSeQL/Lzq+rTvGvxftZHZVKZnDUrPMDTRaeSluKpsNn89ZzrLWGDbGZXp9fALbF52C5ir6WgiBglUxYJBmLZJpVXEQHVEVD03ScTpWKui4+ONPo4WAmxQbxxF3ZFGREzHkfa1EUCAm08tj2LHr77AT4mYkI9awhP1fazuGzjTy2I4uHtmSQGh+MSRYRBAj0N7NqYSyffnQBEaE2Xn63jGGHgiQKs4qs9Q44fFZMH6/ubmBgMHcY9nr+M5NY5nQszIogNMhCUWUv6rJ70ZbcRXFlp0/HOlXWjbpou/uHitNI//sN1IZy7l6ThDf7xEvyogn0NyMs2IBuHyQyPIAIH7RMslJCEa/SNAqyGcFsQTBZEMzWWdL1dUyqgu5yIqkKemcT8pHX0c/tu+J0+wUhrLwf8elvgNmCMEtbUl+RRJFPZa9lWWQylX1tLJoQUR9UnPzz+T3E+AXxneUPcH9SAeEWf0QEzKJEfmgsf1GwmecWbuWNugvsayoDIMg0ewtVb9q5ThwvXe0vxsDAYAyvvZGHH36YX//613z0ox+d9N4LL7yApmn89Kc/ndPFGcwtJh9vmtsTcjCJEh/JXMHJtlo2x2XRMNDNgMu79lngTnG/1NNMckAYZzouA1DV18FLVaf4s/xN/LzsCOemUfeMsQXxJ3kb8DdZ+Nfi/dybVMC6mHTMokycX7BXhmNpZDIBc1CTNROKoqGoGkVl7dQ396EoGv5+JhZkRvCpRxbQP+Skt89BWIgVq0VGEoWrqt/zBlkWiQr34+MPFdDTb6cwO5K9xzzrOs+Xt1Pd0MOCzEi2r0kmwM+tSK/rOk6Xxnsf1FDV0DPmSGelhKJqGuIcq5pen0/AwMDAsNfzH9NMKUZTEB3uR2iwFV2HFQtjaO0fJiopn+qDNT4dp7axF9O6VFRJhpF2UuIbPyLuqW/w8NZM3n6/GrtjssCYKAosL4hhxYIY9KYqtHO7Ee/6JKpjiFULo3nzUO2s55ZEgZULY32+dl/QVQUEARor0c8fQO/rBElCiMtE3PA4bP0wdDSBoEN0Cqgqgmn2lp1XiyyKfCJrNR32ASKtAYSYbfSME7Ptc9n5h3O7yA+NZVNcJvclLRjLlLMrLqr62vn6ydfH5gjA2pj0scy9ucKw1wYGc4PXjvdXv/pVvvrVr077/o9//GN+/OMfz8miDK4PoxHbMLM/ba6Za3w3xmaQERSJIAjIgsDSyCRkQUSdJtVpJhyqa1LE+WhbDU+kLeUzOWvpcgyxt7GM2oFONF0jwhrA+pgMMoOjuNjVhKKrVPa186/F+0kLjODpjGU8t2Ar3zu/m9bhyerZo2QHR/NM1qrr2gZDVTWOFDVy5lLbJOXvyvoeAv3NPLA5nbiogDmPcE+HPNKqKyTISmiQlZKqrklp3QNDLo4WNXG0qAmrWcJqkbl/YzrVjT1UTkgZX5ofM+uDUHCgu4e7V/1XR4gM86PZt2dCAwMDLzDs9e3DmsVxHD47cy2u1SJx/8Z0QECWBIL8LQT4mdF1fUxh3Fuco+NNljHHG8cwUvFB4tc8wh8/Xkh5bTeXqjsZsrswyRIpcUEsyIrE6VSxDw3jd3YXVJ5Bq7+EuGgraSt2smFpgkfp00QkUeCBzRkE+V+/jXJdcUF/F9ofnoduz3I1vaEc/eTbCAXrEbZ82F07DtfUt9tbZFEkxi8Ih+rio5kreeHiQY9UcR2d4u4mirubMIkSfrKZhaHxPJq2iP8qO8LguPaqOSExXgUb4v1DKO9t83qNcX4hqIayuYHBNWPkjdxBjEZZv7BwG7khMVOOsUoyDyQv4Im0ZR47pmZJRhREAky+1V4BBMgWhhTP2rBF4QkIgsA7ly9R0t3C5rhM/ix/E39RsIWdSQuo6G3jr0+8xsWeZrrH1VpV93fwnbPvcri1iq8U3sXO5AWEmD3T2OL8gnk6fTl/XrD5ujvd+07Uc6q4ddp2W/2DTn7zThldffYb3kJLlkREUeDRHVkkxwVNO06SRO5el8qQ3cWxc57K98sKoqdtU+ZxDFEkPTHY67UF+ZuJi/RerdXAwMDgTmRhViTbVidjs0wdJ4mJ8OfD9+fh72dCGqlBFkUBWRLRdaadNx1j452eijBC4WZ04MDJy/jZTNy1NoXH78rmvg1pRITaePeDGn7xh2LMsgSjrUsdw+jH30T41TdZlGThye3ppCUEe6Ssy5JAXno4H3swn8SYwOu2Qa1rKgz2oL34nUlO95VBOvqFQ2hv/4c7Mn6DsUgmsoKj+ZO89dO2NXVpKgWhcTyevoR/L/nAw+kOMll5JmvVrO3ELJLMlrhsn9a2OS7Lp/EGBgZTc+29jAzmHTZZ5k/zN9LnHOZgcwWdjiFkQSQzKJKV0anouj6m2j0eVXNHo6NsgbTNEGkej0mUKAxP5MeXDo695i+beSx1CWZR4u6EPP7p/C5erJpaaE3RNGRhsvP8+9oiSnta2RyXxd8tf4D63k4uHDrKVwp3EB0QQod9YMprmEvau4e5UN4x6zhF1Xjn/Wo+ujP/uq5nKgRBwCQLPLQ1k66eYU5dbKWlYwBN0wkKsFCQGUFmcijltd3sPlI7FrE2ySKrCmNZkhuNJM3+OcqSO0Ww8nKPV7XeywpifIqOGxgYGNyJyJJIblo4BRkRVNR3U9PQi6Jq+NtMLMyKJCTIgoAwpRK4JApkp4ZR3eB9PW9Oaiiu+nLE8W20CrdAQAgiIgkxgby6p3za+7yqacgTNVW6WxB+9TfEFG7ivpVbsavR7DvQzIe2pRIeEQSDvZh8FFTzGU1D2/ULT9G06ag4DbXF6KkL3f3CbyBmyd1B5furHuFIazVH22rod9pHXo9lY2wGfrKZFy4e8IhYpwSG89nc9fibLIhe1KKHWfzID43lYvfsbWZDzDaWRSah3+DggYHB7YjheN+BjKpzh1sDuD9pAdpISpMsSDM6qxo65T2tbIrN5OXqM16da3lkMt3OQSr73P2rQ8w2Pr9gC0EjwieSKPBXC7fzYuVJTrbXTVLt7HUOkxIYjkmUcGmedWUlPS2U9LQQZvEjxRZKDPBGfTGVAx18ddHdPnwivuNSNE4Ve9eKA6Czx05r5xCxkTenjY8kCkSG+bFtdRKS6BZTU1UdQYDuPjuNrf0kxQUhSyLJcUHkpYej67pXTje4HfywYBs71qSw60jtjM73wqxIFmRGoGmT6wQNDAwMDDwZFbfMSAolNd6dWSQAJtPMGV2dvcNkJody8ORlhuyzR3AFAZZkhSHu/+WV1xZtQdj4JIIkIwPpCSE8vDWT/Sfq6e6brPcyOOTCEp/l2YoLwD4Ax99EPPE2poQcMGcQeuZVxP52CAxDv/vT17WWmsFeuFzm9XDt9C7E5HyuWuntGhhtA7Y2Jt1dry2IaLqOS1ORRJH3myvxly0sCIsjzOLPxthMom1BCAKziqqNIgkif5y7jn8q2k3DYM+04wJNFp5buBWjytvAYG4wHO87nJn6PE5EFkT2N5fzmZx1nOtsmLU+KMLqz8Mpi3ir/gKZQZFsisticXgiOvpYGrsoiJglkaczlvNk+lKOtFbTNjyAJAikB0WwKDwRl66yPDKZI9OoqXc5huizDxGDPxe7m0gNjiTU4r2K6tUgicKkWujZuFjVQUSIddaHpevJ+FptWXYb0ohQPzYuTxx7XRIFrx3u8ciyONZD/GhRM/XNfR7vR4TaWJYfQ3ZKKJIkGo63gYGBgQ9IooDkQ/lUZ4+dvgEnO9am8Nq+ylmzkTYsicOs2qGjAWHxVoSlO8Av+Eq9M+77fEJMIB9/sIDmjgGq6ntwKRp+VhP5GeH420yIS7ahnXqHKU+oa9BQDmkZ6JVnQFcQN30IZJPX1+UruuJCv3TYt0kNZaC6ruu6ZmN8qZwkCGOq4utjM1gTnQa4N72vtmuLSZT4yqK7eLu+mPdbquh3XSkvMIsSyyNTeDBlIf6yGVkUcamGzTYwuFZ8/rYeOnSINWvWePQIBVAUhSNHjrBhw4Y5W5zBrYWOTutQPy9VneJP8zbyvxXHOd1RP2W3yPSgCP4kbwN+kpkPZSxH0VQEhGnbUYxuAGyMzULVNQTcgiOiICIhsjNpAWc6LmNXZ+4jKiDwcMqi66YaPoqiatPWdU+H3a7M0Fnz5mKeo80AWRaJiwrgoa0ZDNsV2rqG0DSd0GArYUFWn6LoBgYG14Zhr+9sZEng3Q9qeeLubB7cksGuw7VTRr7NJpF1SxIoyIxw14Z/4rugOBGmEekaFfCMiwwgKswPXb9SVw6gW/wQCtajXzg0+yITcyAm5frabF2D4YHZx03EMQwWv7lfzzViEqU50a8RBRFRgHsS87k/eQHVfR30Oe3YZBMZQZHocFVOvYGBwfT4/I3avHkzzc3NREV59mDu7e1l8+bNqMaO2G2LS9PICI7kSGs1w4qLD2Us48GUQt5vrqR+sAtN14m2BbIuJoMYWxBv1RdjVxUeS1vs9c1bFkXkKTT/As1WPl+wmeeL9zM8g/P98axVJAaEep1udbVcjfNoMt0ZDqcguJV1A/3NBPpPTB2c+uFK03Q0TcfhUqlv7sPlUgkKsJAUG4Sqade1vYyBwe2KYa/vbOKiAnEpKi+/W8Zda1P49GMLqarvoay2i2GHglmWSE0IJi89nI7uYf77tWKevjcPm1V2q5rPgltDZPK9WZBNsOXD4BhCL5/cT36M2DTEh/4c4XorhwsCXIUwLPJ1TH2/hRgNfGQGR80y8gpOVUESRSp722kb7sckSmQGRxJktiEJgld15gYGdyI+O966rk+5M9nZ2Ym//82pXzW4MVgkmW3xORxpreZs52XOdzWyKDyBtTHprItJRxQEep3DHG6t4nhbLQ5V4dvLds7JjqlJlEgICOU7yx9gb2OpR1qUVTKxKjwZupvJC4nxKX3+atF1naTYQOqbvROZA8hMDr1hLcXmE4qi0Ttg5/3TDdQ29XpkJ1otMgsyI1i9KO669j83MLgdMez1nY3FLJESF0xNYy9vHKgiJNDCwqxIVhfGYTZJuBSNlo5BXnmvjNbOITKSQsbqya8VQZLhns8g5K9HO7ML6i7BaM5XdDIA4kN/cUOcW0E2Q9Yy9JNvez8pIgGst160+1ZA0TQONFdwoLnCo+c4QFZwFA+lFJLoH4ZZMjbMDQwm4rWH8sgjjwDuHc5nnnkGi+XKbqiqqpw/f541a9bM/QoNbilibEEUhMZR3N2Eqmuc7qjndEf9lGMXhycSNiFNS9M1NF1HEkSfnajR9Kp7EvPZmbyAIcWFruv4yWbsTgd7SptviNM9ypLcaK8d7wA/EylxwYiG4ziJ1s4hXj9QjaJOTsS3OxROFrdwuaWfx+/KxiQbn5+BwWwY9toA3DXhaxbHUdfch6bp9PQ73L20T08zdlEcknTlHqvr7kwkRoRQfUWQZPSUPMTEbHe6t9MOshlRB97bhSBJN24zNTLB7Ux3TN9LfDzC4m1T16gb8LOywxT3Ti0uW97bxveL9vDJ7DUUhsff0GcyA4P5gNdbm8HBwQQHB6PrOoGBgWM/BwcHExMTwx/90R/xq1/96nqu1eAWQBJFPpu3nqxZUpJyQ2L4VM4aZFFC1TQUTaN5qJddDSW8c/ki77dUMqy4cFxFr8wrPcUtBJqtSKJ4Q2/umqbT1TNMYmwgSbHT98cez5aVST7XhN8pvHmwakqnezwtHYPsOlyDohjtTAwMZsOw1wbg3ngJD7axc1P6jI6zLIk8uCWDkEB3txGXoqKoGqXVXZy40MKp4haa2txtKFUfW0oJgoggmxBMFgT/YASLzUOs7Uag6hqXuppQN38IvElrj05ByFt9w9d5q+MceV4r7Zm5o4uGzi/Kj06KhhsYGPgQ8f7FL34BQEpKCl/84heNNLU7GJMo8RcFWzjbUc+exjJqBzrH3ksLjGBrfDaLwhORRRGnqlA/0M0rNWeo7e/0OM5vqk6zNDKJD6UvwyzK0wqv3Wrous7e4/WEBFrYuSmdtw5VUdvYN+VYURTYsTqZ5LhgI818Ai5FHfmvhjd7gOV13WxemWR8jgYGs2DYa4NRZFkkOTaITzxcwMniFkqqO3G63M6zxSSRlx7OsoIYbBYZSRJQVY0PzjRysbJjbNwooUFW1i6OIy0hZN7chzVdp7qvg38vP8pXC7YQ/sCzSG/9FFyTW6EBEJuO+Ohf3pQ2Yrc6vmQnqLrGroZLPJ621BBoMzAYh8/fhm9+85vXYx0G8wxZFFkSkcTiiCQcqjtybZVNmEVpTL3cqSqU9LTw05L30aZI2VJ0jeNttVT3dfDVRXdhE0zzQpCjb8BJc/sgze2DaDrs3JROS8cQRaVtXG7pR1E1/G0m8tLDKciMYGhYuao0vdsd2UeBOl2HorJ2lufHzJuHPgODm4lhrw3A7XwHBVjYsCyBTSsSGR5RNrdZZTRNHxNIU1SN375XTlP71Arg3X123jxYzYZlCSzKjpoX92FFU9ndWIpDVfini/t5NnstSZ/5PkLxIYTiD6C/CyQZ4jJQFm9FTsimor+T1KAITIbZHkPVNU61T11WOB0n2up4Kn3ZdVqRgcH8xGfHu7W1lS9+8Yvs3buXtrY29AkOlaGSeucwGqGWRQv+UyigOjSF/yw9PKXTPZ52+wD/WXqYZ/M3cqv7p7quU9XQM/ZzWU0XdU295GdEsG5JPCFBbuVUTdOpaexl1+Faapv6eOahfMKCr29v8fmGOkt6+VR09QzP+vdkYGDgxrDXBuMZdbAD/K4Imo3uf7oUlUOnGqZ1usdz6FQDiTGBRIX53fKCl2ZJprTbnRo9pLj4p4sHyAyOYltiNguWbB/ri94/3M/+1mreP/k6yYFhfDpg7Zy07LpdUDWN1uE+fJHCc2gK/S47oRYj48bAYBSfHe9nnnmG+vp6vvGNbxAbG3vL33QN5paJ/bhVXUPXdeQJBsqpKuxrLMelefdgV9LTQo9zmAhrwJyveSocqoIsiNhVF6IgYpakKa9jIpquT6oztjtUTl9s5fTFVmTJ3cvU4VI9dFkUxXAWJ3E1tw7jfmNg4DWGvTZwKapHy6+JP19B4FJV5xSvT83JCy3ctS71hgheqqqGIAgoqoaq6ZhNokekfjacE55DKnrbqOhtQyg/hk2WUTTNY4xLU43vypxhfI4GBuPx2fH+4IMPeP/991m0aNF1WI7BrYoyYpROttexv6mcxsEeAGL8gtgUm8Wq6FQEGHNczZLMBy2VPp1jf1M5DyYv9EkoTdE0j9u6ommImjZtvbhLVelwDLCroYST7XVjGwPRtiA2x2WxNjoNSRCnnS8KAv420/TrUXWUKaJINqtR4zQR8SrSG6JCbVc1z8DgTsSw13cuiqrRP+jk1MUWKup6cDgVLCaJtMQQlhfEEBJoQRoJd2uaTmlN54jehndU1vew4yqyj3SXg/GaHrrLgTBNz3BN09F0nZKqTs6WtNHR4xbrkkSBzORQlhXEEBZsnbVsKdBkoW+k/ajHWtAZUlxTjLeiY2yWj0cWRRL9Q2ml0es5NslE4NX0TzcwuI3x2RtITEyclK5mcHujaCpdjiF+cH4v3c4hj/caBnv4VeUJXqsr4vMLthJtC8QkSiiaNqWhm4l2+wCal8ZO0VR04ERbLQeay2kf6GMzVl64eICNCdksjUgC8HCgXZrKweZyfltzdtJZWof7eKnqFHsaS/niwm0EmaxTOt+CIJCdGsb+E/WzKnGPEh3uh5/NcLwn4qvKuyQKLMyO9Lk23MDgTsWw13cmqqpx+Ewjpy+1erxud6pcqurkUlUnBZkRbF2VhCS6o8c9fdOIjU2DpusMDbswm7yLOuuqAr3t6KfeQ62+ALEbUH/+VaTMxbB0B/iHIMhXNrU1TcfuVHj53TK6ej2fJVRNp7Smi9KaLlYXxrFiQczYJsJEnKrCqqgUdjWWen1t62LSsYiGzR6PKIgUhiewi2Kv56yOTkPTvRNPNTC4U/D52/DDH/6Qr3zlK9TW1l6H5RjcigwrLr5XtHuS0z2efpeDfz6/m76R9hFXE5SUvEztcmkqbcP9/PWJ1/ifiuPUD3Tj0t1R5tqBTv6r7AjfOPUG3Y6hsUi9S1U43VHPK1M43ePpsA/w/fO7UfXpd/4FAbJSwry+riV50V6PvZMYdaBtFu8ecPLSwxENpVkDA68x7PWdh6JoHC1qmuR0T6S4ooP9xy+jqBoIvilWj+Jt9pGuKuj7XkT75dfRi9+H4ZE68qF+9HP70P7rK+hHX3M756NzdH1Kp3siR4uaOF/RPtYlYyJmSWZrfA6ClynPEVZ/MoOjjFTzKdBmeC6aiFmU2JGQa/TxNjCYgM9PsU8++SQHDhwgPT2dwMBAwsLCPP4Z3F44VYXX6857Fb0eUly8WluEU1XQdUjwD/HpXKmBEUhe/En2OYf53vndM66p0zHIP53fzbDqTiMTRZE/1BR5tY4O+yCHmitxTSM8ZJIlNq9IIiRw6vS48WQmhZCVEjpvWqXdDB7YkoHFPHPUJDkuiC0rkzDNAxVdA4NbBcNe33m4FI2TxTP3WR7lfHk7Q8MuJFEgPto3fRWrWcLfb/qyq1F0xYW+/yX0CwdnHnfyHfTjb6IrTlRNo6S6c1ane5Sj55pntLF+JjNPpC+Z9TgmUeKPc9cbAp7TMOpELwtPmnGcSZT4XN5G/GVfpNgMDO4MfN6K+uEPf3gdlmFw6yJwvL3W69FnOy7z4YzliILIlrhs/qfiuFfzZEFkfUwGJmlmB8ypKrxac27KuqyJ9DqHebPuAo+kLqait23GiP1EDjSXsyU+a9r3TbLI0/fl8ubBauqbJ/fwlkSBBVkRbFyeaDjdsxAaZOFjD+Rz9FwTpTVd7gjMCCGBFhblRFGYE2l8jgYGPmLY6zsLl6JytrQVX/zG0xdbWbc0nuTYIAL8TAwMzW5bAfIyItA0nVkrf4Z60c/v9+qY+om3EZZsB7OJsyVtXs0BsDsUyuu6yUwOnbJ1p1mUWR+TgUWU+V3NWQYV56Qx0bZAPpOzlhi/YEPNfBaeylhOdk8cexpKaRzqGXtdEkQWRySyM2kB4Rb/WZ/nDAzuRHx2vD/+8Y9fj3UY3KLU9HfgGJf+NRuqrlHa08KSiCRWRKXwVn0xnY7BWedtjM30KtVc0TXOdjZ4vZ5jbTU8lraE5sFer+eAu958SHERMI3oiygKmE0SD23NYHDIxdnSNnr7HYiiQEyEHwuzohBFwXAWvUCWRGxWE5tXJrJ5ZSKtHUNjvdDDQ2xoum58jgYGV4Fhr+8sBEGgpsE3W1fT2MvGFYmoqs7KhbHsPTZ7r2aLSWJ5QcysquK6y4F+epf3i9FU9HP7EJbcRXv3sPfzgPqmPtISgsfag03EJEosj0xmZVQqZzvqOdfViFNVCDBZWBudTlpQOJoXnU0M3EJrKyJTWBmZQru9n077ECZRJCEgFFkQjfRyA4MZuKpvR1VVFb/4xS+oqqri+eefJyoqinfeeYekpCTy8/Pneo0GNxGH6t3u93hGo9EiAl9YuI3vnd9Nt2P6aPOSiEQeSV2M7IVzVdLdMmP99UTsqkJNXwfBFt+VNZVZWqGJooCIQHCghbWL48aiDKIgIBsp0T4z+hCXEBPo8bpotCMxMLhqDHt95yAIgk/K5OBOTRcFAVEWKMiIoG/AOWOqutkk8cj2zFnLgwCQTeg1F3xaj15dhLj0Lp/mAB6ZUtMx6hAuiUhiQVj8WKcriygjCMJVadPcqYw+r8X4BRPjF3yTV2NgMH/w2Ts4ePAgCxYs4Pjx47z66qsMDLhFMoqKivjmN7855ws0uLlcTSuIELMNcCuKB5utfHPJvdybWEDQhGOlBIbz6Zy1fCp7rVdONzBWs+0LdlXx+TpEQcDPh/okkyxhNrn/GU63gYHBrYBhr+8sdE33uXWlzSqPdZiQJJHVi+J4bEcWyXFBHuPMJolFOZE881A+kWF+XnWXEAQRXL6ppeNygCj63L0i0N/stSCaJIpYZRNWyf3PEFIzMDC4Ufgc8f7KV77Cd77zHZ577jkCA69EprZs2cILL7wwp4szuPkkBYYRYrbR4/Qu7ctPNpETckXFWxYlZFHinsQ87k8uoMM+gEtVCTBZCDBZEPAtHTvY7PtGQKDZSowtEAHB696ci8ITfD6PgYGBwa2EYa/vLAQBctPCaWwd8HpObloYmqaPKZTLkkhiTCBxUQG4XCoDwy4kQSAo0IKu67Oml49H11SwBYAvpV62ANA0clLDKK7s8HrawqxIQ3zTwMDglsdnx/vChQu8+OKLk16Pioqio8P7m6TB/EDVNDbEZPB6/dTpYhlBkcT4BSELIv0uB5FWf1Rdn/SHNZriFW0LmnwQH8gNicEqmbB7GfkOMdtIDghF0TQWhsVR1NXo1by7EvKum8CKruse6YCSKEzbg9TAwMDgajHs9Z2FJInkpYdz6NRlnK7JqddWi0xKXBAWs4Sq6nT1DrMwK2pSlpYgCMiSMKa/cdWoKkL2SvSOV72eIuSuBlFkWUG01453YkygVwrrV4tLU1G1kbZrCFiMGmYDA4OrxOe7R0hICM3NzaSmpnq8fvbsWeLj4+dsYQa3BmZJZkdiHue7mqgd6ARGFMhjM9gYm0mgyULdQDeqphFm9SfGFgReRpWvBlXXWR2dyv6mcq/Gb4jJQNHcgikfz1rF3519d1axt3sS84n3D5nz9DNFddfSNbYNcLGyg2G7gkkWSU8MISs1FE3zLZpgYGBgMBOGvb7z0HW4e10qr++vGnstMtTG0vwYslJC6egeZnDYhSyJxEb6X9e1CCYzFG5GP/oazKKZAoDZipC7GkGSCfIXWb80nvdPz7xZ7m8zce+GtOtSn+1UFRRd42BTOTUDXei6TqQ1gE1xWYRZ/Ny18YKxaW5gYOA9PjveTz31FF/+8pd55ZVXEAQBTdM4fPgwX/ziF/nYxz52PdZocBNQNA1V10bSszW+sHArr9UW8UFrFZ/L20iAycI7ly9yur0eZZzYWVJAKNvic1gakXRd1EEtkszDKYWUdLfQMjy5jdd4kgPC2JF4JXJtlUx8bfHd/LzsKBe7myZtDwSYLNyXWMCG2Iw5X7uiaHT0DPP2oWp6+j1r3srrutl/op71yxLITQv3ubbNwMDAYCoMe33n4HKp7lxzICk2iI/uzOO1fZVER/hz99oULlZ18qs3Lnn0xjbJIjlpYawujMNqka+P7ZFkhC0fQd/z37MMFBDu+iSjKqWyLLI4NxqbxcThs40MDk/OckuMCeTeDWlYzRLiHHe+UDSNV6rPcLi1epKg696mMnJCovmjnHVYJZPRdcPAwMBrfHa8v/vd7/Knf/qnJCYmoqoqeXl5qKrK008/zde//vXrsUaDG4hTVRAEgeNtNZxqr2dYcWGTTSyLSOKh1EXsTFlIbX8n/3DuPZxT7GDXD3Tz87KjXOpu4aOZK70WTfMFkyjxlUU7+PGlQ5T3Tt3rc2FYPJ/OWevRokwSRWyCic/mrWfQ5eBQSyXdjiFkQSQ7JJrF4Ymoujb3TrfqdrpffrcURZ06G8DuVNl9pA5F0ViQGWkItBkYGFwzhr2+vdF1HU3T6el3cOZSKx09bi2WiBAbS/Ki+cTDBQC8fqBqyjZjLkXjQnkHFXXdPHFXNiFB1jl3vgWTGfJWgySh7/81TKUXYw1A2PEMQko+wjhRU1kSyU4NJS89nOqGHmqb+lBVDX+bmYVZEfjZTO6o8xyHuxVN4z9K3p+xNK20p5W/P/ceX1t8DzbD8TYwMPASnx1vs9nMf/7nf/KNb3yD4uJiBgYGWLx4MZmZmddjfQbXEVXT0HH33lY0FZMocbbzMi9WnppUQ13S00JlXzsPphTy40uHpnS6x3OsrYZoWyDb4nPmvKejKIhYJBN/UbCFDns/exvLaB3she4h1sdksC0pjxCzbUoHWhRERAFCLH7ck5CHio6AWwROEkQk34X+vVivwJsHqqZ1usdz4ORlMpNDCfBBUd3AwMBgKgx7fXvhUlQkUcTpUhFFAV2H1/dXcrml32Ncc/sgFyo6+NSjCzhV3DJrb2+7Q+WVXeV86pEFcB2qnQTZBFnLEXJWopcchYoz7jdSCxByViBkLgVd83C6Rxktv0pLCCE5Ngid69uyU9FUTrXXe6UH024f4DdVp/hQxnKj7tvAwMArrvpOkZSURFJS0lyuxeAGoek6iqZxuqOOvY1l1A108ZVFd9E42M3/VpyYdt7amHT2NJbiUBWvzrOnsYwdCXlztWwP3LVVAjF+wTyWthjFpbCnbhc7kxbgb7V5dQyTJHP95Fjc6LrO5ZY++gadXo6HM5daWb0o3lBoNTAwmBMMez2/URSNwWEXpy62UFLdSXxUIPdsSOU375TS2WOfck5iTCAmWaS4wjuBsmG7woXydgpzoq5LyrlgGnGqc1cjpi6GPXsRt38CwWpDkGb39kVRQLxOgqfjERDY01jq9fhTHfU8lbHsOq7IwMDgdsJnx1tVVX75y1+yd+9e2tra0DTP2pd9+/bN2eIMrg8uVeGfL+6jbqALgMzgKKKsAfzz+T3Tzom0BpASGM6PLx3y+jyDioOznfUsjUi6rgIkFsmEOPJnONfR9WvFpWheP/iMUlLdxYZliddpRQYGBncKhr2e/yiKRk1TL+8drh0tf2ZZfjQnL7RM63QDFGREcLGyE1XzXuz0XFk7i/OiZx94DQiSjGC2uP/fbPHK6b6R9DqHuTzY7fV410iEfF1M+nVclYGBwe2Cz17KX/zFX/DLX/6S++67j4KCgjlXfja4/vy45BB1g11jP2+KzeRwazWuGdLHw63+dNkHGVK8i9yOUtvfRWFYAuYbLBimaCqariMK4nWpM/cWQYAhu3cZAqMM2b1rlWZgYGAwE4a9nv80tQ/w7ge1Yz+HBVuJjQrgjYPVM84LCjBT0+hD/2ygt9/h7ukt3di/E03X0UZKsSRJuKl/p/0ux+yDJtDrHEbRtJv6rGFgYDA/8Nnxfumll3j55Ze59957r8d6DK4j2sh2ed1AF4yzazkhMfyo+MCMc93q5r6j69feWkzVNVRNG6vFnskoK5pG51AvJ9vrsasu/GUzq6JSCTRbkRDmXPl0NnQdn9P2DFVzAwODucCw1/Ofw2ebPH5Oig3icnM/dsfMG7qCcLU2+yomTUBRNXQdRJEZFb9dioogSpTVdNHZY0cQIDrCj4zEUFRNuyntNc1XEYE3i5KHkKuBgYHBdFyVuFpGRsb1WIvBdWZiS4xRbLKJAWXmXd5e5zAhFhtmUZpVWG08sX7BV91qY7SW/HhbDW3D/YiCSEZQJPlhsaia5pFW7lTda/rXi/upHhfNB3it7jw5IdF8JGMlIRbbWHuxG4EoCqTEB/kUeUiJC8KlaEaNt4GBwTVh2Ov5T2fPMIwT/bSYJYZncboBBoachAZZfDqXv82EfJXRblXVEASB9q4hKi/34FI0/Kwy+RkRWEzSSI2257FPXmjhQmU3TpfnM4XNKrM0L5qledFIN3gjOsoWSKDJSr9r+jT+iRSGJxjZJAYGBl7hs+P9hS98geeff54XXnjBuNHMM6ZzOB2qgnWW2uimoV7ahwdYHpnC4dYqr85nEWVWRqUg+Vjfrek6qu7uoXmsrcYjBf49IMRs457EfNbFpCOLEi5V4fKIs10/IZo/SmlPK9899w5fKbyLcKv/dekxPhWyJFKQGcH7ZxpRlKk3PiayND/mqh9+rhWXogICw3YXoijgZzWharqxCWBgMA8x7PX8ZbrabKdLxWya/X5cUt3F5hWJHD/f7HUUe0FmBKqqI8u+/a0oikZz+wD7T1wea2k2yuGzjaTEBbNjbQpWs4Qkiaiq2xaeKWlDn6KTyLBd4YMzjXT32dm2KvmGOt+qprEuJp13Ll/0anxGUCRhFr/rvKqpcWkqkiAw4HLi0lT8ZTOSKCIJIqLxfTcwuCXx2fH+4IMP2L9/P++88w75+fmYTJ660K+++uqcLc5gbtGmsb61/Z0sCIujYbBnxvkHm8vZEp/F0bbqaY81nrUx6WjoI7XW3hsBVdf4wfm9VPdPLUrW4xzm11Wn6LIPsjNlIQgCPys9zHpmbsE1pLj414sH+Pay+71ey9wgsLowlvdPz96eJDU+mJgI/xv+kKwoGl29dk5ebKGyrnvsoc/fZmJBZgRL8qKRZdFIgzcwmEcY9noeM42NbekYZPWiOGRZnHEzt7qhhy0rk8hMDqW8dnaxMJMssjg3asqN65lQFI3apl7eOFA15ZJ1HWoae/nVG5f48P25WM0SZ0vbvDr2xcpOkmKDyEoOvWHOt1mSuSshl2NtNXQ7hmYcKwsij6ctueH2WtM1VF3nUHMFB5oraBt2t5MTgLzQWLbF55AVHHXDAgwGBgbe4/OdLCQkhIcffpiNGzcSERFBcHCwxz+DW5fpnN8DzRVsiMlEmMXi1vV3EWbx5xNZqxFnGZsTEs1DKYXsulxCZW8bquZdtNehKvyu5uy0Tvd43mssobK3nabBHoZV7wTJOuwDlPW0+Vx77hp5wBmd565h8+4YJllkSW40qxbGzjguJT6InZvTJ6XjXW8UVeNcaRu/evMSZTVdHpGWwWEXx84384s/FNPT50BRvfs9GhgY3HwMez1/mc4ONLcP0jfgJCc1bMb5ug4tnYPctTaVqLCZI7KSKHDfxjS6eu2cvtiK3al4fa93qRpvHayeNao+OOzitX2VCKJIaU3XzIPHcfpiq1ul1Ad0XR9b/6iddnmZcQbu7MAvLdxOhNV/2jFmUeJP8zcS5xfsc1bftaDpOoMuJ98+8w4vV58Zc7oBdOBidzPPF+/nxcqTKF4+dxkYGNw4fI54/+IXv7ge6zC4ATin6b99obORJ9KWcFdCLu82XJpyTKJ/KJ9fsJWjrdXkhcTyZwWbeKu+mMq+do9xQSYrG2Iz2JGQx/9VnOB4ey1vXS5maUQSn8xeM6vqpygIHGmdWa11PLsaSvhkzmpEH/aQDjSXkxYUgcWL1mOKouF0qZwpaeVSVScDQy4kUSA+OoCledEkxwUjCMy64y1JIisWxpKbHs6piy2U1XThdGmIgrsGfGl+DPFRATfF6a6s7+bQ6YYZxw3bFV55r4xnHi4wot4GBvMEw17PX0ZtiiyJTCiB5mxJK6sL46i+3DNt14y71qYQEWKjqLSNx+/K5lhRExcrO7A7PQ+WHBfE2sXxaJrO7/dU4HCpnCpu4ZHtmUSG+c14v3cpKudKWr1uWdbaOURn9xBJMUEMeBf0pq1riP4BByFB1lnH6rqOrkNdUy+nL7XS2DqAqukE+JnISw9nSW40JpM0a+mULEoEm218a+n9nGyvY19TGZcHutGBUIsf62My2BSbiUmUbngLU13X+ecLe2kd7ptx3OHWaoLMNu5NzL/l2qwaGNzJXPW3sb29nbKyMgCys7OJjIycs0UZXB9Gb77uyPYVQ6mh89NL7/OFhdvQ0NnVUOIxzyLJPJu/kfcaLvJeQwk2ycT9SQv4XN5GepxDVPW1o+oaoRZ/8kNjGVaclHa3cLy9duwYpzvqMYsSH8lcMW36k67rnGqvHxNV84aSnmYUTSMtKAK6B72a02kf9Cr1XVE0yuu62XW41iO1XtV06pv7qW/uJybCn0e3Z2E2ibM637IkEhpkZdPyRLavTnG3bREFFEW7aS1UREHgyATV3OkYdiicKm5hVWHsTVGbNTAwuDoMez1/yUoO5WK1Z6r4xcpOEmOCeOyubP6wp4K+Qc82n0vyokmIDuTXb5cwZFe43NLP8gUxrF0cT3VDD4PDLmRJJDEmEItZxiSL/N+bl3CMePgOl8pvd5XzkZ15hM7g8MqSSHFlp0/XU1TWTlZyCOe8dLwBegecszreuq7jdGm8uruc5g7PZ4GBIRcnLrRwqriVHWtTyEoORZ7F+R4VhV0emcyKyBREQUBHR0DApak3xZlVNY0znZdpHvJOrHVPYyn3JOZf51UZGBj4gs+hq8HBQT75yU8SGxvLhg0b2LBhA3FxcXzqU59iaGjmehiDW4On0pdNShS/PNjNDy7sYUtcNt9aeh+b47IINfthkWQ2xWbS73Lw3ohDPqy6eKXmDF8+8Xt2NZQw4HLg0lSq+9r529Nv873ze8gLiyXQ5Gkoj7bV0OscZio0XUfRVDrs/VO+Px060O0YIlCeub57PJIozpom7q5b6+PdD2pmrGdv6Rjkt7vKvKp5H2XUaR2Nbsvy7E779UDXdRrbBujp975vaXFFx1Wr1BsYGNxYDHs9/1m/LJ6IENuk1987XENDSz/PPFzA3etSiYsKwGKWsFoklhfEsP9E/Vg0vKaxl5ffLePFt0po6xpC1XQGh118cKaRf3+liIr6bhZkeW7GuBSNw2cbp03RHq0v75/g9M9G36ATq8U3p1XyQmxU03V+u6tsktM9ccy7H9RQ29TrtdipLEpIottGi4L7vzcrgqwDextLvR7v0lQOt1R5CNQaGBjcXHx+gn7uuec4ePAgb7zxBj09PfT09PDaa69x8OBBvvCFL1yPNRrMMUsiEvmj3PWTlDjrB7r5+snXOdVez4PJC/mHlQ/x/ZWPcG9SAfuayiYdx6WpHGur4bW68/yu5hzvNZTQZu+nbbifit421kanTZqzu7F0UkRb13WcmsKFruarqpUyiRKKD45vWmDErP1NRVHgwMl6r47X2jlEeU33mFLrfEHTdC43z5yuNpFhh8LAkG8PWgYGBjcHw17PfyRR4Kl7c8hKDvUoddZ12He8npffKSU0yMLjO7L47JOL+MxjCwGmbGHZ0TPMiQstHDrVwJFzTZTXdaNpOkWl7eRlhE+KAlfW90xp1xRFo6ahZ8QZ9W3TWBIFNC9T00fHR4ZO3ngYj6pqlNd009rp3WbSgZOXb3hZ11wgCgK1/b5lGFT0tU3bStbAwODG4/O23e9+9zt++9vfsmnTprHX7r33Xmw2G0888QQ/+clP5nJ9BtcBkyixICyOwvB4SntaOd/ZgENVCDRbWRedTpjVHwFoHOyhqLOBe5MKONVe59M5TrXXsSo6dVLNeGlP6yTnWkPnhYsHSQ4IY0FYnE/nsUkmYvyCaLP3M7N0mRsB2B6fM2N9t6bpNLT20zfgvYN5pqSVrNRQr8ffCuj69C1rZkJVfZ9jYGBw4zHs9fxHFEVkWeTudalsUZI4X95Ob78DURSIiwwgJzUMVdPRgdKqDkICrTR3DHrdQgygqX0Ap1MlNsKfyy1Xss40TaepbYC0xBCP11o6B3n7/Rr+ODaI2Ch/GlsHvD5XXFQAdi/6kI+SmRw6u5MsuG2wt/QNOGlo7ScxJnBetdnTdX3WoMFEDIE1A4NbC58d76GhIaKjoye9HhUVZaSuzSNGe3rnhsSQERSJjo6Iu8642zHEL8uPUtXXQbQtiG3xOTh9TFXqdzmwSZPTv12a4rFDrus69f1dVPS20TzUy0MphcTYgmiZRThklNXRaWi6ToBsBqZOYx/PsshkAs0z14qpqkZlfY9X5x+ltXMIVdWZT7pjoigQHOB9ij64xWX9bKbZBxoYGNx0DHt9eyAIArIsIMsiy/JjxiLGkiSADmcutXL6YisOl8q9G9IYnkZwbSaGHQoW82Ttjomp5rquc+RsI6qmU1zZQWF2pNeOtyQKFGZH0tnj3d+eLIleaYqoqu51tHuUyvoeYiP8MZnmj16JJIoEmiz0u7wvDwuz+PvaIc7AwOA64rObsHr1ar75zW9it9vHXhseHuZb3/oWq1evntPFGVx/REHAIslYJROiINBlH+S7Z9+lqs/dzsupKciiNGursYlYJBmnNtn4B5lsHmlPTk1l90jN0oDLwen2eu5PXuDVOfxkE3cn5mEWJf4od92s4/NDY3kma9XYpsN06LjVWn1lvrXaEkWBnLRwn1TKUxOCkeZhip6BwZ2IYa9vP2RJxGySMJsk0GHPsTqOnGsaE0ZTFG1W1e6pMMnSlPXcAX6em7MDQy4aRhzt82XtZCSFEjFLKvgoC7MjkUSR0EALMH2LU3Brnzy4JYMgf8usx72aMi+XovocPb7ZOFWFNVOU8M3E5rhMLJKxWW5gcKvgc8T7+eef56677iIhIYHCwkIAioqKsFqtvPfee3O+QIMbhygI/Nulgx49sXsdw/Q5h8kPjaW42zv1a4D80Djq+rtID4pgRWQKwWYbGjpR1gAPJ94sSh49u39fe44vL9rBY6mL+V3N2WkNo59s5vMFW/CTzQiCgEl0/yk/mbaU/a2VNI1T/UwNDGdrXDZLIpK8EgYTBAE/q2+GShBwPwjNMwQBctLCKK6YvW86wPL8GK+EbgwMDG4+hr2+fVE1naqGHi5OUBVv6RykICOCo0Xe2+uQQAtBAWb6Bhwszo0iNsIfWRbRNJ3YSM9e1o1tV6LbPf0Ojp9v5uGtmfxudzldvfaJhx4jJzWMDUsTkCQRXXfb4afuy+FcaQdlNV0oIyVMZpNEXnoYywtisVllrzaGTSYJQcCn9Ho/q2lepZmDuzPN1vgc9jSWeVW3nR4UQYQ14AaszMDAwFt8drwLCgqoqKjg//7v/ygtdUcqP/ShD/HhD38Ym827XU9fqa2t5dvf/jb79u2jpaWFuLg4PvKRj/C1r30Ns9m3VFmDqdF0naq+DlqHPVXFNXTeb6liY2ym1463v2xhWWQSHcMDrIpO5URbLRW9bQiCgK7rxPmF4FQVzJKMIAio42qQepzD/Mv5ffx5wSbSgyLZ11TGmY7LY0YmwGRhbXQa2xNysUqmsej16M758shk1sZnMuBy4FAV/GQzVsmEAF6rcZtkkYLMCE4Wt3g1HiA9MYR5t32OO8qxeUUSbZ1DtHXNnKq3YkEM0RH+8+5hxcDgTuVm2GswbPYNQdc5fXFyXXNpdScbliYQHe7ndfr1wuxIevsdfGRnHm2dQ9Q09uJ0adgsMtERTvxtJkTBXW+uTqgZPn6+GVEQ+NC9uRRXtFNU3k5P35VU6MSYQJbkRZMSF4Q0wYkOC7KyZWUSW1cmM2h3IQD+NhOarvvWslKHtIQQqi73eD2lIDPiqjIDbjY2ycQzWav4edlRZqr4DjHb+OPc9T5nKxoYGFxfrqongp+fH5/5zGfmei3TUlpaiqZp/Pu//zsZGRkUFxfzmc98hsHBQb7//e/fsHXczjg1hYPNFRM6fLv5oKWSu5btJC8klks9zbMe69HURai6xv7mco62Vk+qDw8wWdgen8O2+BwAIqwB9Lmu7JS32fv5ztl3WRudxs7khTydsZxuxxCSIBJu9ad5sBeraJoyZVwWJSRBJNh8bQ+VQf5m4iIDaGr3rnZtaV70vI0ES6LAk/fksPdYHWU1XZME1wL8TKxcGEtBRsSkBycDA4Nbmxttr8Gw2TeCIbtCc/vk1llOl8alKrfz/bs9FbMqiIeHWCnMjqKzZ5hfv11KR7enVsrRoiYSYwLZsSaFAH/TlH29jxY1UdfUx6KcSD72QD4DQ05cLg2bVUYSBXSY1naMOtjBAVdSyn3NHZMkgWX50V473nGRAQT5z88NILMksyg8gWfzN/Jy9RlaJ+jhCAgUhMXyscxV+Mlmo/2ngcEtxlU53mVlZfzoRz+ipMTd1zk3N5dnn32WnJycOV3cKHfffTd333332M9paWmUlZXxk5/8xDDic8gnslbzyew19LvsnGqv42BzBa3D/fQ4h/mfiuP8ce46/qP0Ay52T+18Cwg8kbaE5ZHJ/LzsCGc7G6YcN+By8PvaItqGB/hQ+lLWx6R7pJsD2FUXe5vK2NdURmJA6FhteLt9gKfTl5EgXl8FcUEQuGd9Kv/35iXszpnrvRdkRRAzjyPBoiggigJbVyWxeUUSl6o66Ol3IIkC8dGBpMYHo2m64XQbGMxDbrS9BsNmX28U1e3UPvfxZSiKRmvnIEVl7VTUdaNqOu+fbuCJu7PZuSmdtw5VT9uzOjLUxqM7sugbcPDS26Vo0+RqX27p5//evMTT9+cSFxlAoL95Uv/upvYBmtoHsJ28TESIDVkWcThVVE3jqXty5/wzGI8gCMRE+LMgK4IL5TOXTVnMEvesT5239hrcznd2SDTfXHovtf2dFHU24tJUgkxW1sSkYZPNyCN9xw0MDG4trqqd2FNPPcWyZcvGxFmOHTvGggULeOmll3j00UfnfJFT0dvbS1hY2A051+2Kruto6Fwe6GZ3Yym1/Z1oukaENYB1Mel8Y8m9nGyr5f8qT3KyvQ4d+Gzueqr7OzjQVEFJTzPOkZv9yqgUtsbnYJVk9jWVjzndsX7BrItJJ8oaiCSK9DntnO6oo7irmcOtVSyLSGJFVAq/rTnHoDJZqVPH3V8cugEIt/iTGxrjc+9QXxFFAX8/E0/fl8tr+yvp7JlcuyaJAkvzo1m9KO622FUejTwszI4ci5LIkuju1WoIqhkYzDtuFXsNhs2eCxRFQ9N1LpS3U1LdxZDdhUmWSIkPYlVhHBuXJ/LmgSoa2wb47a5yHtiUzqcfXUBxRQfFlR30DTgRRYHYCH+W5EWTGh+Mqmr87K0SNF1HlgSyUsJITQjGapZxKSrtXcNcqGhnYMjF7/dU8JGdeSzKieL901NvrA/bFY+WZHevS8Ftya+vDZEkkS0rkrBZZM5cah2rGR9PeIiVBzdn4O9nmvc2bTTjLy0wgiT/UDRAEkTk2+BZxMDgdsZnx/tLX/oSX/3qV/nbv/1bj9e/+c1v8qUvfemGGPLKykp+9KMfzbpz7nA4cDiuOHN9fe6UHJfLhcvlmnLO6OvTvT+fGX9tmq7hUlX+o/QDqiZEm/vsQ1T3tPGa6RyfylnDZzLX8LOyw5xrq6Oiq4VVUSk8lLSAT2WuGpvjVBXMgoyiaOytv0SCNYhHUxeTHBDG2c4Gijsa0HSNMEsAT6Ys4bFkjXfqi3mr9jzJeRv4XPZafnTxIIo+fXTZJpn4XM56HE4n8oQ08+v1e7OaBZ66O4v2riGKKzsYGHIhSwLx0QHkpUcgCKCpKprquwq6t9zMv8npIiVzwZ3yXbvdMK7txjAXa7gV7DV4Z7MNe+3JxGtTVI3qyz3sO14/yak81zfEuZIWCjIiuH9jCm8drKKxbZDf7iolITqAgswIPnxv9pizqagaoijgcDi5UNmOqigsL4hhUXYkg3aF8touhu0KJkkkITaQj+7Mobaxl0OnGmjrHGBBRihNrb1UN/QyE7lpYaTFB06ykdfz97YkN4LFORFcquqgsXUARdUJ8DNRkBFBZJifuxe2puLysUWqt9ysv0kR0FFx3abPItcb49rmJ7fKtflyfkHXfdGBdNeLnT9/noyMDI/XKyoqKCws9Kk36Fe+8hX+8R//ccYxJSUlHilxjY2NbNy4kU2bNvGzn/1sxrl/8zd/w7e+9a1Jr7/44ov4+fl5vU4DAwMDA4MbydDQEE8//TS9vb0EBQVd1THm0l7D9bXZhr02MDAwMJiP+GKvfXa87733Xh5//HE+8YlPeLz+i1/8gpdeesmnFiXt7e10dnbOOCYtLW1MBbWpqYlNmzaxatUqfvnLXyLOklIz1Q56YmIiHR0d034wLpeL3bt3s337dkym26v34ei1bd66leOddfyhrsireTkhMTydvpxvnn5zTEUzNTCCZ/M3utVHR6LPuq5zpLWaReEJvNtwifdbKmc8bowtiD/P30y/4iDaFoiqa+i6TrdzmLMdl7GrLmyymWWRSQTIFqQZapbuhN/b7XZtt+t1gXFt85Vb6dr6+vqIiIi4Jsd7Lu01XF+bbdhrT8ZfmyTJ/Pz3xdgdildzH9+RRVltF+dH6p0FAR7YnEFspP+k9lxnSlpJjQ/m1d0VDM9y/C0rEomLDsTfZsIki7gUFVEQqLrcQ2evHRCICrO5U9g1fVrV8Dvl92Zc2/zBuLb5ya1ybb7Ya59TzR944AG+/OUvc/r0aVatcqcaHzt2jFdeeYVvfetbvP766x5jZyIyMpLIyEivztvY2MjmzZtZunQpv/jFL2Z1ugEsFgsWi2XS6yaTadZfkDdj5isWs4mDbVUoXpY4XextQRNhYWQipzvqSQkM59mCzVhG2oGNJzk4grrhHva3Vs5a0tVg7+MPDRd4LHWx+/Meed1msRLlH4yma0iC6FP99O38e7tdr+12vS4wrm2+citc21ycfy7tNVxfm23Y66kRJZmapgGGHRruhOLZKa7qZllBLEXlXYiCwF1rU0iMDZnSEV6SF8tv3iljyIvj7zvZyCcfWYDZLCNL0thnnpcRNdYNQxIFr4XLbuffm3Ft8xPj2uYnN/vafDm3z4735z73OQB+/OMf8+Mf/3jK98CtMqnOUa1JY2MjmzZtIjk5me9///u0t7ePvRcTEzMn57iT6HYM0273rk0WuGVRiroaWRyeQGFYPEsjkxGFqY1rnH8Ir1065PWxT7bX8WT60kmvuwVCDJEQAwMDg6vlZthrMGz2XKKqGhW1XT7Nqazv4e51qSzJi2ZRTiQBNjPyFE63qmq0dw/T1uVdyYGuQ1FpO6sKYz16fgmCgDxP22kaGBgY3Eh8drw17fqJLU3H7t27qayspLKykoSEBI/3fMyUNwDsqnP2QRMYVpxsjMkAhBlVM12aSmlPi9fHdWkqJ9pqWReTcd2Vyg0MDAzuJG6GvQbDZs81s7W0nIjT5R6/ZlEcZtP0XbFVTedixczttyZyqaqDDcsSZh9oYGBgYDCJeRFSfOaZZ9xKlFP8M/Adq2z2eU64xZ/GwR66nYMoM6iB9rvs+Ppb6XIMouo35wHRwMDAwGBuMWz23GK1+BYjsY2Mr2vqQ9W0sfaQUzEw5Jsa8JBdmfF4BgYGBgbT43PEG+DkyZPs37+ftra2STvqP/jBD+ZkYQbXjxCzjWhbEK3DfbOOzQmJZnt8LrkhMVT2tdMx0E2nfYiM4Eh0Xccsef4JydOIn82ELEoI17nH562KqmogQE+fg9bOIXRdJyLURmSou+2JJM2LvTEDA4NbFMNez29kSSQ7NYyKuu5Zx1pMEkvzoynMiWJgyJ3ZVnW5l8hQG0EB7g33iZopko8p4oLAvO+BfS04VAUBgZKeZvpdDvxkE3khsQiCgEW6qkdqAwODOwif7xLf/e53+frXv052djbR0dEedb7eCmoY3Fx0XWdzXBYvVZ2aIwWApQAARrBJREFU8n1/2cLamDQ2xmQSaLbiUBWq+to51FzB2c4GVF3DIsmsjErhgeSF2CTTWF/tMIs/gSYL/S7HlMeeiryQ2BnT129XFFWjtrGX4+ebae30rLELC7ayrCCG3NSwm7Q6AwOD+Y5hr+c/oiiQkRiCn1VmyD616nhiTCBL8qJIiA5EEASG7C4q63soKmunt99ti6PD/VheEEN6YsjYhq4oCiTGBFJZ3+P1euKjAlBUbZI6+u2Oqmk4NYVXa89xvK0Wh3rldyELIksjk3g0dTFm3fheGRgYTI/Pjvfzzz/Pz3/+c5555pnrsByDG4EsSqyPSed4Ww01/VdawwjAgymFbIvPoaa/k9frztPh+P/t3Xl8VPW9//H3OWcm+0ISQhYIJGwBwqosVeqCIKDWpfdeaSttse2PVoutVr11aS32Xpdrsd5WpbbeWrW9bu11q7uouG8IssgW9iWBhAAhISHJzJzv7w8kEhPITMhkMpPX8/Hg8XDO+X5nPl+C88nnnO/5fg/KtmwVpWTposIxmjXoZP3vho+1cl+Z3t61USv2lunnY85Wr7gkeWxbAeNqcs4gvbxzTVCx5CWlaUBqzysu/QFXS9dU6L1lZW2e33egQa++t1UVVXWaPJbFiACEjnwdG1zXaPqphXp28UYdPVu/d69EnXv6QCUnerR6414tW1Mpf8BVUoJXw4oyNefCEm3aUX04l+yt1/Nvbda44X10+sn95Di2PI6tkUN6652lZfIHgnvc66QROT1uPRbXuKr3N+m/Vryiqoa6Vuf9xtVHlVu1Zv9uXV0yJQIRAogWIV+ytG1bkydPDkcs6EK2ZevqUVM1olde87E5Q7+ik3r31+2fvqLfrnxNH+3Zqk01VdpwoFKvlq3VTZ88pyc3f6ofDDtVE7IHSJIONB3SXStfb54oHud4NL3fcKV5E9qNwZL09cKxPe65P9c1KquoPWbRfbQV6/dofYgr2gKARL6OFR6Prf55aTr/zEHNW4L1yUzSrHOKtWHbft3/j5V6e+lO7dhdq1176rRpR7VeeHuzHnhylRLiPLp4RnFzv0/XVmrNpr3y+b9Yq2X8yJyg4uiTmaSB/Xr1uKnmRtI9q99ss+g+Wq2vQfetDn5XFwA9T8iF989+9jMtXLgwHLGgC9mWpTjHoytKztCvTjpXPyg+RUPT++jOFYtUVl/dZh8j6aM9W3X/2nf1nSGTlJeULkna21inpVXbdcjfJJ8bULzj0TWjpx23+LZkafbgiRqRkdc8Tb2ncI3Rx6uCX/l92drKMEYDIFaRr2OHx2NrQH66Lv/mWJ19Sn/9y7QhWrJqtz5YUd68h/aX1R3y6enXN6jJF9C0rwxoPr7ks91ybFsB15XX42jSqDyNKT7+/uzZGYn6t+lDO3VM0WLHwf3adjC4C+D7mg4X5ywYC6AtIU81v/baa3Xeeedp0KBBGjFiRKtNw5966qlOCw7h59i2+iSkKishWQ+u/0A1voZ2+6zev0tL9mzTlPyhenTjEknSm7tKNTIzX1tr96owJUu9E5L1H+PP11u7NuitXaXa13j4GeY429HEPoWa3ne4MuKT5O1hRbckHWrwa8fu2qDbV9c0KrNX+OIBEJvI17HlyF3r4qJMHaz3acln7V/AdV2jV9/bqu99faTeWbZTB+t9qq5t1I7dtaqtb9Lwokw5jq0zJxRoWFGmlq6p0KYd1c1T2rMzEnXSiBwNK8qUZVk97m53Y8Cv18vWh9zP7WEz+QAEJ+TC+6c//akWL16sKVOmKCsriwVaYoAlqcHv18q97U99PuKtXaW6ZvQ0PbVluRoCPpXVHVCSJ05/Xvuerh0zTdmJqfLYjqb2Ldb0fsPUEPArYFwlOXEKGLfVaug9yf6a9i9uAMCJIl/HJkuWlq6uCLp9TV2TtpbXaPTQbL2/vFySVFV9SJakRR9s07RTBsjj2Mrvk6KcrGTJkpqaAoefA/fYkkyr1dB7CtuytPvQgZD79cSbCgDaF3L18/DDD+vJJ5/UeeedF454EAG2bWtp1Ta5IezAvf3gfh1oatDA1N5aU71L+rxvk/Hr+e2fafbgCYpzPM3JJ+movcOd6Ng+HgCiGvk6Nnm9jtZvbX97saOt37JPY4f1aS68ZYxkWVqzaa++elJfpSTFybIseTyHL854Eo/O01ywAYDOEHIFlJmZqUGDBoUjFkRIwLghbf91RJ2vUYmew1MXcxPT1RDw6ZDfp0/2bGOa1XFk9UqMdAgAegDydWxyXaMmX6D9hkdpaPQrPu6Lu7CZ6YnNe30vXVPRYrE1fME1rvolZ4Tcz+fy9wmgtZAL75tvvlnz589XfX19+40RFWzLUkIHpn7HO57mvSxPyxukjyq3yujw1ho760K7Gt+TxHsdFeanBd2eQh1AR5CvY5NtW3JCfNba63Xk8x9e8CstOU4Fealat+XwgmHllQfFXe22xTteTe1bHHI/x2JmH4DWQq627r77bm3atEk5OTkqLCxstVjLsmXLOi04tNQU8CtgjMrrq+Uao8z4ZKXHJciyrBP6kncsWyf17q+nt64Iuk/vhGT1SUzVjrr9So9L1MTsQv3X8lebz/tcVvQ8FsexNGlMnraW1wTVfnxJjjas3hzmqADEGvJ15PgDrmzL0v6aBtU3+OT1OMrOSJRrjLyeE3v+1+93VdQvXRu3Vwfdp6hfunZXHV5xe9yIHG3ZeUAH632SpEDAiMf/jy0vMV1D0vtow4H2dxjJTkiV5Pa4vc4BBCfkwvuiiy4KQxg4nqZAQPsa6/T89lX6tGqH/EdtUzEwtbem9xuuUZn5J7QtV2Z8kganZWtjzZ6g2p+eO0Qr95bJ7wZ01aiztGTPthbbkGUmJHU4llhnWZZyMpM19Sv99fqH24/bdtLoPBX1S9eG1V0UHICYQb6OjEDA1arSPVq+rlL7a754jCve62jE4Cx9ZXSe4ryOHKdjF8wdx9L4ktygC++EeEfDCjP1yAtrVDI4SyMHZ+nxl9Y1n09NjpNxjcR6YG2yLEvzRpyu36xYpPL6Yy+0lhmfpCtKztB7uxZ3YXQAoknIhff8+fPDEQeOwRfwa2PNHv1hzdttPjO0ubZKf1z7jqbkD9W/FY3rcPFtWZa+OWi87ljxarvPJuUnpev0vMF6o6xU142doZ11+/XI59uKSVK/5F7qHZ/SoTh6Co/HVsmg3srqlaiPVu7Sti/d/c7PTtGEUbkakJ8mw7NiADqAfN31AgFXT7++Qdt3td4ystEX0KdrK1W6db++MbNYqclxHSq+LctSbu9kDe7fK6ji+/ST+6lyX73GDuuj4qJMPfvGJu2t/mJ3jdFDsz9fvRxtsS1L8bZHN4ydoZd2rNY7uzep9qitV5M8Xp3SZ6C+NmCU7ADr2wA4tg7v6bR06VKtXbtWklRSUqJx48Z1WlD4wgFfwzGL7qMtLi9VTmKqJucM6tBWXY5lKycxVVeOnKJ7V7+lhoCvzXYFyRm6cuQUWbJ0cnZ/vVG2Xm/tKm2xHvrUvsNCWB+95/J4bPXtk6ILzxqshka/qvYfkpGUmZaglCRv856pLNIC4ESQr7uG3+/qtQ+3tVl0H63ukE9/f2W9vv8vozr8WbZt6bzTB+rFd7Zow7a211SxLGnKxP4aWpgp27Z0oLZRj7+4TvsOfFE0pibHaUB+GlvNtcO2bcXJ1jkFJfragFHaVrtPB30NSvTEqSg1SwFjFO945DNt/+4EAFIHCu/Kykp985vf1JtvvqlevXpJkqqrqzVlyhQ9/vjjys7O7uwYe6zGgF8v71gddOH18o41OiNvSIc/L87xqDAlSwsmfV3vVWzWO7s2qqrxoBzLVmFKls7KH6rhGXlau3+3Xitfq3XVrfcRnZg9QJOyC+XYtowxJPN2WJYlj2MpJSlOKUlx7XcAgCCRr7tWkz+gtZv3BtX2YL1Pazfv1YiBWScw5dzWuacP1N7qQ1q6ere2ltXIF3CVlODR8KIsjRl2+Of78We7tKq0Soca/C36x3lt/eu0ITIyOrIRCTn7+I7c2BiY1rvF8Q7fxQLQo4T8XfGTn/xEtbW1Wr16tYYPHy5JWrNmjebMmaOf/vSneuyxxzo9yJ7KkqWPK7cF3b666ZDW7N+tkoy8DiVPnxuQKyNb0qk5A3VG3mDZny/a5nMDsiS9sH2VFpWta3UxINnj1feGnqriXjlqCPi0onKnDvqblOqN19isfnIsu0N34gEAHUO+7jo+v6vl6yoVyk6ay9dWqmRQ7/YbHkOTLyDLspSVnqBpXxkgr/eLR818voBq65r0wjubtWffoVZ9hxVlasrEAsXHeVS+56Aq99bLsqTc3snKyUqWa4w8HbwgAABoW8iV0Msvv6zXXnutOYlL0ogRI7Rw4UJNnz69U4Pr6fY31anR9bff8ChbavdqWK9ceUIovJsCfhkZvbt7k1btK1djwK8Ub7xOySnSmKx+h1dh/fzZ8XMKSjSzoEQfVm7RrvoDsmSpMCVT43oX6KC/UQ+WfqDle3e22MfbY9ka17tAswaepCRP3AktAgcACA75uusYY1S5L7Rt26qqD4W8mnjAdWXJUuW+ei1fV6nq2kbZltQnK1knj8hRYoJHHseW1+soPTVes88boar99Vq/db8afQElxns0emhvJSV4tWpDlZau3q0DB5tafEZGWrwmjsrTsKLMDt+NBwC0FnLh7bpuqy1JJMnr9cplC6lO5YZy6fyoPiaEJ6z9bkCLy0v13PZVre5ir9xXplRvgn5QfKoGpfVWnONpvmv91ZxBzaur27K0r6lOdyxfpDp/Y+vPMK6W7Nmm9dUVumHsDKXHJcqxSeYAEE7k665lQvwrNUYyCn4H7UDA1aFGv555fWOrIn9nxUEtW1OhoQMyNPO0Inkcu7lo7pOVrIz0BMkcnkpuWdIbH23Xqg1VbX7O/ppGvfLeVlVVH9LkcX258w0AnSTkb9OzzjpLV155pcrLy5uPlZWV6Wc/+5mmTp3aqcH1dBlxSSHvz52flC5PkH18bkAv71ijp7YuP+Zz5LW+Bt29erG21Fa1aOPYtuIdj+Idj2zb0u9WvdFm0X20ms/fK+jfMgAAHUa+7jqWpcPFbQjSU+NDSoeNvoAefWHtce+sl27br6df26BAoOVVAK/HOTwV3ZLWbN57zKL7aEtXV2jzzgMKcJEGADpFyIX3vffeq5qaGhUWFmrQoEEaNGiQioqKVFNTo3vuuSccMfZYtmVpbFa/oNsneeI0rndB0M931zQ16Lntq9pt5xqjP697X3Yb7xswrlbuLdO+xuCm2O2qr9HGA5UdupsPAAge+brreD2Oxg3vE1Kf0UOzFXCDy4U+f0CLP96hg/Xtr5q9Y3etPttY1ar4lg7/XvHJZ60XRj2WTz7bLbYpAYDOEfJU84KCAi1btkyvvfaa1q1bJ0kaPny4pk2b1unB9XRe29HMghFaVrUjqOnjp+cOlmtcBXM9pTHg16KytUHHUuNr0Gf7yjUqM795wTXpcFH+5q7SoN9Hkt4oL1Vham/Fs9gaAIQN+bprpSR6VZifpq3lNe22jfPah/fPDnIad8A1x9w2rC3L11Vq1JDWq9bv2V+v/TUNbfRo2+6qOtXUNSkjLbS7+QCA1jpU+ViWpbPPPltnn312Z8eDo1iWpdzEdH1r0Hg9tmnJcUvvkRn5On/AqKAXLot3PPpkz/aQ4vmgYouKe+Uo4ahfFLy2o4r64+9Z+mWVh2pDnkIPAAgd+brr2Lal884YpMdeXNtir+wv8zi2vj51iBwnuNlpxhiVbtkvN8i745K0t7pBNXVN6pUa3+p4qPbXNFB4A0AnCLr6eeONNzRixAjV1LS+knvgwAGVlJTonXfe6dTgIMU5jk7NHagrSs7UgJTMVufT4xJ1wYDRunzE6SGvFl7nO/4z2V920N8o60tPpBlj2pyCfjyH2zN3DQDCgXwdGZZlyeuxdMl5wzWmOFtx3ta/YhX2TdMl5w1XTlZy0He7jTGqb2x/ivmXNTS23hWlI9t0h5rjAQBtC/qO9+9+9zvNnTtXaWlprc6lp6frRz/6ke666y6ddtppnRogDt9VHt4rV8N65WpPQ61KqyvlN65yk9I0rFeOAq4rTwdWCY93PDoUCD6ZJzieVlPefW5A/VIytLexLuj36ZecoYAxHZtuAQA4LvJ15Ni2rThbOn18P50xoUCbd1Srtt6nOK+tor7pSojzyHGsoNdikQ4X9HGe0LfhbKvwz+2dHPL79M5IDLkPAKC1oKu1FStWaObMmcc8P336dC1durRTgkJrjm3LY9vKS0rXGflDdFb+UJVk5Mmx7OYtvkLRGPBrZGZ+SH3GZvZrtWK6x3Z0dt9hIb3P2f2G8Xw3AIQJ+TryvB5HHsfW0MJMnTS8j0YNyVZKUpw8Hjukols6XHgPGZARUp+UJK96pbaeHp6WHKe87OCL78L8NCXEk68BoDMEXXhXVFS0uR/oER6PR3v27OmUoNC+UBP3l8U7Hk3vNzzo9gmOR5NyilpNZ7ctS4PSerc5Db4tQ9P7KC8xPaRYAQDBI193LyearyUpMcGj/nmpQbcfPTS77WfCLUunjAnuortlSV8Zky/HZqo5AHSGoAvvvn376rPPPjvm+ZUrVyovL69TgkLX6JvUS+OzBwTV9l8Kx8kcZwuwK0dOUW5i62mNRytIztC8EWfwvBgAhBH5OvY4tqUpE/vL42n/17ZeafE6eUROm20d21K/3FSdOaHguO9hWdL0UwvVJzOpUy4cAABCKLzPPfdc3XTTTWpoaL0i5qFDhzR//nx97Wtf69TgEF6Obet7Q0/RhOMU35YsXTzwJJ2aO/CYU9pty1aix6sbx83U+f1HKT2u5fNgGfFJumjAaF03drriHIckDgBhRL6OPZZlKT0lXhdPH6qEuGM/753VK0HfnDlMznEWbvM4h7cymzWzWEV901ssuGZZ0qCCXvrWucNVXJgZVKEPAAhO0A/u/PKXv9RTTz2loUOH6oorrlBxcbEkad26dVq4cKECgYB+8YtfhC1QhIfHtnXp0FN0TkGJXt25Vqv3l6sh4FeqN14Tsgdoat9hSnS88razYrpt2Yp3bE3vN1zn9C9Red0BNQR8SvLEKS8pTX7Xbfc9AAAnjnwdmzweW9mZSfrhxWO0elOVVqzfowO1jbItS32yknTSiBwV9U2XZGS3Mz3c47HVt0+Kcs8cpCZfQNW1jZIlZaQlyOvYIS8ABwBoX9CFd05Ojt5//31dfvnluuGGG5qnHVuWpRkzZmjhwoXKyckJW6AIH49tq29yL10yeEKLRc+aAv6QF2470r4gJeNLx7lqDgBdgXwdu45sQTZycG+NGpLdXGD7A65s2/r8Ua7gCmbLsuTxWPJ4bCUlHntNAABA5wipqhowYIBefPFF7d+/Xxs3bpQxRkOGDFFGRmirbaJ7+vJK48EW3X7XlSWpzt+ohoBfiY5XiZ44WTo8nR0A0LXI17Hty1PJg90TXJJ8/oAsy1LdocPbiaYkeuUaI28HtiwDAASvQ3tEZGRkaMKECZ0dC6KMMUYBY/Rh5Wa9UVaqsvrq5nMDUjJ1Vn6xxmcP6NAe4wCAE0e+xhF+v6va+iZ9vGqX1m/ZL3/AlSR5PbaGD8rShJG5Sk7w8lw3AIQJmzOiw5rcgH636g1trq1qdW7bwX16sPQDfVC5WVeUnMnz3QAARIjf72rTjmq99O6WVtuM+fyuVq7fozUbq/S1Mwepf24axTcAhAHfrOiQgHH1hzVvtVl0H21ddYUeWPe+/G6giyIDAABHuMaocn+9Xnxnc9t7e3/OHzB6bvEmVdc2HHf7UABAx1B4o0PKDlZrXXVFUG0/3btD+xrrwxwRAAD4Mtc1ev/TMgVTSwdcow+Wl8sfoPAGgM7WaYW367p6/vnnO+vt0I01Bvx6tWxtSH0W7VyrxoA/TBEBAIJFvu5ZDjX4tX1XbdDtN+6olt/vhjEiAOiZTrjw3rhxo2688Ub169dPX//61zsjJnRzXtvR5prjTzH/ss21VZ9vcwIAiATydc9UVhl80S1JxkiV++rCFA0A9FwdKrwPHTqkv/71rzr99NNVXFys999/X7/61a+0c+fOzo4P3ZBtWQqY0K6GB4yRHeTeouHgGqPGgF8+N6CmgF9N3H0H0AOQrxHowLTxjvTpTEfytM8NqDHgl8sz5wBiQEirmi9ZskR//vOf9fjjj2vQoEGaPXu23n//ff3hD3/QiBEjwhUjuhm/G1BWQrKqmw4F3ScrPlkB48rp4mUF/G5AtmVp7f7denv3Ru1vrJfHtjUkrY+m9i1WoieOFdcBxBzyNY7olRYfcp+01ND7dAafG1CD36c3ytdr/YFK+d2AesUl6rTcwSrJzFPAGHI2gKgVdOE9evRo1dTU6JJLLtH777+vkpISSdL1118ftuDQPVmydHruEG0KYbr5GXlD5OniZOlzA6o8VKuFq9/S3saW0+Y21VTplZ1rNTl3oL41aAJ7jQOIGeRrHC2vd4rSkuNUU9cUVPvevRKVmZYQ5qhaC7iu/m/zMr29a6NcfXGHe5ukFfvKlBGXpB+XnK68xHR5HYpvANEn6Gpj/fr1Ov300zVlyhSulvdwjm1rfHZ/pXiDuyKeEZ+kksy8oJ7xPjId3P/5lPBQp7QfEXBdVTUc1B0rXm1VdB9hZPTu7k16YP178rssJAMgNpCvcTTXNRo7vE/Q7ceN6BPUdmKua+TzBxQIuPIHXPn8Hd821O+6enjDh3pz14YWRffR9jfVa8GKRao4VMMWpQCiUtCF9+bNm1VcXKzLL79c/fr107XXXqtPP/1UFgtm9UhG0hUlZyiunbvYCY5XPy05s90k7nMD2t9Yr39uW6kFKxbp1k9f1h/XvqMVe3cqYFz5QkyyRtJDpR8GtZL6sqodWl+9m2fIAMQE8jWO5vHYGjesjwYV9Gq37fCBmRoxMEuOc+xfD/0BV65rtGlHtZ5bvEmPPL9WT7y0Tu99Wq7auib5A6FdyHaN0aaaPfqocmu7bZvcgB4s/UBWBNeMAYCOCrrw7tu3r37xi19o48aN+tvf/qbdu3dr8uTJ8vv9euihh1RaWhrOONHNeG1H/ZIzdN3YGRqU1rvNNkPT++jGcTOUnZB63GnmftfVoxuX6IaPn9FrZeu07eA+ldcf0Or9u/Snte/q+o+eUVldtZoCwRffexpqtbV2b9DtF5Wt6/DddQDoTsjX+DLHsfW1Mwdq4qhcxce1zscJ8R6dOjZf008tPH7R7XdVtf+Q/uf/Vuq5Nzdpa3mNqqoPqWJvvZatqdD//N9KvfbBNgVCKL79bkCvla0Luv3OumqV1x8Iuj0AdBchLa52xFlnnaWzzjpLBw4c0COPPKK//OUvuvPOOzVy5EitXLmys2NEN+W1HeUlpenqUVO1t7FeSyq36lDAp2RPnCb1KVRaXKIcy5JtHSeJu64eWP+ellXtOGabGl+D7lz5mq4bM115SWntPiveFPDrg4otIY1lHXe8AcQg8jWOcGxbk0bn6ZQx+Srdul9V1YcXSO2TlaQh/TMUcN3jFt2BgKt9NQ36+8vrj3tXe82mvfL5Ajr3jIFyglg/xbYsrdpXHtJYPqjYrD6JYxTvdOjXWACIiBNaUSo9PV0//vGP9cknn2jZsmU688wzOyksRAvHsuWxHeUkpmpmwQhdOGC0pvcboayEFHlt57hFt2uM1h+oOG7RfYTPDeihIKeXGRnV+xtDGoeR1BDwhdQHAKIF+RqS5PU4chxbxQMzdcqYfJ0yJl9DB2TIti15Pe0sWGZZeuW9LUFNJd+wvVrbd9UG9ax4Y8Avc4znuo+lzt8Uch8AiLSgC+9Dhw7pn//8p2pra1udq6mp0fbt27VgwYJODQ7RxWM7inM8Qa8QHjCuXtvZ+dPLLFmKd7xBv+8RcTZXzgFEP/I12mNbljweWx6PHfSz//uqD2nPvuC3EV22pkIBt/3iuCPbgyU4Hp7yBhB1gi6877//fv3+979Xampqq3NpaWm6++679ec//7lTg0NsM8ZobfWukPp8WLlFTe0smOa1HY3v3T+k9y1MzZKXLcUAxADyNTqbz+9qzebg102RpG3lNQrmCS7LsjQkPfhV1yXppN795eViOYAoE3Sl8cgjj+iqq6465vmrrrpKDz/8cGfEhB6iyQ2EPFGs3t90zK1GjrAsS/1TM5WXlBb0+07LL2aVVAAxgXyNzmaMUWNj6Ft4BbPFmGNZmta3OOj37J2QoiHp2UFtUQoA3UnQhfeGDRs0ZsyYY54fPXq0NmzY0ClBoWdobyuytiQ43uCe8zZGlwyeEFRiHpyWrZN69w9qERgA6O7I1+hsliV5vaHnSK8nmMXVbI3K6KthvXLabytLswdPUIDFUAFEoaC/Rf1+v/bs2XPM83v27JHf3/6eycARtmVpSFp2SH3GZ/cPqmD32I4KU7I0b8QZij/OdLRhvXJ05cgpXDkHEDPI1+hsHsdWcVFmSH369kkJOrc6tq0rSs5USUbeMdt4bUc/Gn6aBqdld+i5cACItKAfkCkpKdFrr72mk08+uc3zr776qkpKSjotMMQ+y7I0te8wbag59i+IR8tNTFNhalbQC8HEOR4NTe+jBV/5ut7dvUnv7t6k6qZ6eSxHg9OzNb3vcPVPzZRznJXXASDakK/R2SzLUm5WsjLTE7TvQENQfU4akRN0vpYOF9bzSs7QzoP79WrZOpVWV8hvAuoVl6RTcwbqtNzBsi1LcWwhBiBKBf3t9f3vf19XX321SkpK9LWvfa3Fueeee0633nqr7rrrrk4PELHLsWyNzuyr4b1ytbZ693Hb2palbw+ZKNcYOSHcnD6SoE/PG6Ip+cXNV9+bAn55bSekXwoAIBqQrxEOrjGadsoA/d8rpXLbmerdPy9VAwt6ybZDy7GOZWtAapbmDJnUnL9dYxRwXXkd7nIDiG5BF94//OEP9fbbb+uCCy7QsGHDVFx8eCGMdevWqbS0VLNmzdIPf/jDsAWK2OTYtuaVnKH7176rlfvK2mwT73j0o2GnaUBKZoenl325H1fMAcQq8jXCwePYys1K1tenDdFzb25Uk6/t/byL+qXr/DMGyQmx6D7a0TnatizZFN0AYkBI1cf//u//6oILLtAjjzyi0tJSGWNUXFysX//615o1a1a4YkSM89qOLht+mnYdOqBFO9dpw4FK+dyAMuKTNDlnkE7JKZJkKY7ECwBBIV8jHDweW337pOiyWWO1elOVPttQpdq6JnkcW31zUjW+JEeZvRJPqOgGgFgV8m2/WbNmkbTR6RzbVr/kDF0yeILiPp8C7ndducbIbwKq9zcp3vUoyYmTkZGHhVUA4LjI1wgHz+crlY8c3Fsjh/SWY9syxsjnd+VxLNUd8snIKDnBK9cYeT3kawCQQii8XdfVggUL9M9//lNNTU2aOnWq5s+fr8TExHDGhx4m/vPpZX7X1adV2/Va2XptPbi3+XxBcobO6lusidmFciyLZ7QB4EvI1+gKjnO4APf7XdU3+PTJ6t1as2lv8xR0r8fWsKJMTRiVq5TEuOaCHQB6qqC/BW+99VbdeOONSklJUd++ffX73/9e8+bNC2ds6KF8bkD3rn5Tf17/fouiW5J21O3Xw6Uf6r9XvS6fG4hQhADQfZGv0VX8flc7Kmr10DOfafm6PS2e+/b5Xa3aUKWHn1mtzWUH5Pe3/Uw4APQUQRfef/3rX/WHP/xBr7zyip555hk999xzeuSRR+S6fJGi8/jdgB5Y9367q5xvrNmj+9a8owD//gCgBfI1uoIxRtW1jfrnGxvlDxx7lfOAa/TiW5u1Z3+9TDuroQNALAu68N6+fbvOPffc5tfTpk2TZVkqLy8PS2DomfY11uvTvTuCarumepfK6w+EOSIAiC7ka3QFf8Do/eVlCrjtF9OuMXp/eXlQbQEgVgVdePv9fiUkJLQ45vV65fP5Oj0o9EyNAb8Wla0Nqc+inWvVGPCHKSIAiD7ka3QFf8DVph3VQbffVl6jQw3kawA9V9CLqxljdOmllyo+Pr75WENDgy677DIlJyc3H3vqqac6N0L0GI5laXNNVUh9NtVWyWs7CrgkcwCQyNfoGhVVdQp15nj5noMa2Dc1PAEBQDcXdOE9Z86cVse+/e1vd2ow6NksHd5CLBQB15VtWWKZNQA4jHyNrhA4znPdndkHAGJF0IX3gw8+GM44AAWMq8z4ZO0+VBN0n8yEJPlZ3RwAmpGv0RXSUuNC7pPegT4AECvYVBHdhse2dXre4JD6nJY7WJbYyxsAgK6UlZ6ozPSE9ht+Li05Tnm9U8IYEQB0bxTe6DZsy9borL7qFZcYVPtkT7wmZA+QY/PPGACArmSM0UkjcoJuP3Z4H7lsJwagB4u6iqWxsVFjx46VZVlavnx5pMNBJ3ON0U9KzlS8c/ynILy2oytKzhApHAC6L3J27HIcWyWDslRcmNFu24H90jVuWB95nKj7tRMAOk3UfQP+/Oc/V35+fqTDQJh4bUc5SWm6YewMDUnLbrNNUWqWrhszXf2SM+S1nS6O8Nh8gYBc88XicE1scwaghyNnxzbHsTXzq0X6ypg8JcS1zsdxXkcTRubq/DMHyelGRbcxRj7/F+vDuK6RPxDa4q4AEKqgF1frDl566SW9+uqrevLJJ/XSSy9FOhyEidd21CcxVVeNOkv7Guv1UeVWHfI3KcHj1cTsAeqdkCJLVreZYt4U8MuV0bu7Nuq9is2qbqqXx3I0JL2PpvcbroKUDDlW94gVALoKObtncBxbE0bmatLoPG3Yul+V++plJPXulahhRZlyjelWRbfrGlXsrdPS1RUqqzwof8BValKcSgZnadTQbNmWJY+n+8QLIHZETeFdUVGhuXPn6plnnlFSUlJQfRobG9XY2Nj8uqbm8GrZPp9PPp+vzT5Hjh/rfDSLxrFleBI0LXeIXGNkWZa8tiMTcGUkuYEvrlZHamxNAb9KD1TqodIP5TdfxNMkn1bs2a4Ve7arOD1XPyg+RXHtTJ8/lmj8uQUjVsclMbZo1Z3G1h1iOBGh5mzydUvRODY3IBX1S1X/vGRJlhzbkvv5riM+3xd3kyM1NmOM/AGjF9/erB27a1uc29vk09uf1On95Ts186uF6tcntUPFdzT+3ILF2KITY+u6OIJhGdP9V7owxujcc8/V5MmT9ctf/lJbt25VUVGRPv30U40dO/aY/W6++Wb9+te/bnX80UcfDbp4BwCgq9XX1+uSSy7RgQMHlJaWFulwQtKRnE2+BgBEo1DydUQL7+uvv1533HHHcdusXbtWr776qv7+97/rrbfekuM4QRfebV1BLygoUFVV1TH/Ynw+nxYtWqSzzz5bXq+3Q+Pqrhhb53KNq9uWv6KqhoNBtf/e0FM0MjM/5Gnnsfpzi9VxSYwtWnWnsdXU1Kh3797dqvAOZ84mX7fE2DqX6xpt3lmtl9/dGlT7XmnxuuTc4bLt0LYr5ecWnRhbdOouYwslX0d0qvk111yjSy+99LhtBg4cqDfeeEMffPCB4uPjW5wbP368Zs+erYcffrjNvvHx8a36SJLX6233BxRMm2jF2E6ca4y21uzR7saDCnYb8TcqNmpsn/7ydHBBuFj9ucXquCTGFq26w9gi/fltCWfOJl+3jbF1jkDA1fL1e2WCXFN4f41PVQealJ+dLMsKrfiW+LlFK8YWnSI9tlA+O6KFd3Z2trKz2165+mh33323brnllubX5eXlmjFjhp544glNmjQpnCECbfK5AS2t2h5Sn001e9jDFEDUImcjWgVco1176kLqU7p1n/pkJsrr6T67pwCIblGxuFr//v1bvE5JSZEkDRo0SP369YtESOjhjIwaO7BdWJMb6PAiawAQDcjZ6G46slWYz+eKa+UAOhP7JQAdYMtSkicupD6WLMVTdAMA0KU6ctc6Id7p0DRzADiWqKwCCgsLFQWLsSOGxTkenZJTpNfK1gXdpyQjj3+3AHoccjYizZJUmJ+mreU1QfcZMbi3vOznDaAT8Y0CdFBeYrr6p2QE3f7sfsPksflfDgCAruQ4lk4uyQm6fU5WkjLSWi/2BwAngioA6CCjw1uExdvtTxyZkD1Ag9P6yA5xKzEAAHBiLMtSv5xUFRdlttvW67E186tFXRAVgJ6GKgDoII9tKzshVf8+5mxlxCe12caSpTPyBuvSoadwtxsAgAhxHFszv1qo0UOzdaxHt1OT4/TNc4YpPTVeDjkbQCeLyme8ge7C6zjKTUrTbRMu0Or9u/XOrg2qbjokj+1oaHofnZVfrESPl6IbAIAIc2xbZ04s0Klj87V0TYXKKg8qEHCVkhSn0UOzNSA/Ta4x8jjkbACdj8IbOEFe+/BqqSUZeRqa3ke2ZTUvJMTWYQAAdB8ex5Yn0dZXxuRLkixLMq6Rx2PLsizZYiVzAOFBVQB0EttiuzAAAKJBixXLQ99tDABCxlwaAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMKIwhsAAAAAgDCi8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMKIwhsAAAAAgDCi8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMKIwhsAAAAAgDCi8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMKIwhsAAAAAgDCi8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMKIwhsAAAAAgDCi8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCGwAAAACAMIqqwvuFF17QpEmTlJiYqIyMDF100UWRDgkAALSBnA0AwBc8kQ4gWE8++aTmzp2r2267TWeddZb8fr8+++yzSIcFAAC+hJwNAEBLUVF4+/1+XXnllVqwYIF+8IMfNB8fMWJEBKMCAABfRs4GAKC1qJhqvmzZMpWVlcm2bY0bN055eXk655xzuHoOAEA3Q84GAKC1qLjjvXnzZknSzTffrLvuukuFhYX67W9/qzPPPFOlpaXKzMxss19jY6MaGxubX9fU1EiSfD6ffD5fm32OHD/W+WjG2KJTrI4tVsclMbZo1Z3G1h1i6KiO5GzydUuMLToxtujE2KJTdxlbKJ9vGWNMGGM5ruuvv1533HHHcdusXbtWy5Yt0+zZs/WnP/1JP/zhDyUdTtL9+vXTLbfcoh/96Edt9r355pv161//utXxRx99VElJSSc+AAAAwqC+vl6XXHKJDhw4oLS0tEiHIym8OZt8DQCIRqHk64gW3nv27NHevXuP22bgwIF67733dNZZZ+mdd97RV7/61eZzkyZN0rRp03Trrbe22betK+gFBQWqqqo65l+Mz+fTokWLdPbZZ8vr9XZgVN0XY4tOsTq2WB2XxNiiVXcaW01NjXr37t2tCu9w5mzydUuMLToxtujE2KJTdxlbKPk6olPNs7OzlZ2d3W67k08+WfHx8Vq/fn1zEvf5fNq6dasGDBhwzH7x8fGKj49vddzr9bb7AwqmTbRibNEpVscWq+OSGFu06g5ji/TntyWcOZt83TbGFp0YW3RibNEp0mML5bOj4hnvtLQ0XXbZZZo/f74KCgo0YMAALViwQJJ08cUXRzg6AABwBDkbAIDWoqLwlqQFCxbI4/HoO9/5jg4dOqRJkybpjTfeUEZGRqRDAwAARyFnAwDQUtQU3l6vV3feeafuvPPOSIcCAACOg5wNAEBLUbGPNwAAAAAA0YrCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMKIwhsAAAAAgDCi8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMKIwhsAAAAAgDCi8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCG5DkGiOfG5AkBYwrSWoM+CMZEgAAaIPPfzhPu66RMUaBgKuAayIcFQAcnyfSAQCRZIyRK6M1+3frtbK1Kq2ulCujJE+cJvUp1Nl9hyvNmyCv40Q6VAAAejS/31WTL6Clayq0emOV6hsOXyDPy07WSSNyNKR/hiQj2+a+EoDuh8IbPZYxRk2uX7//bLE21VS1OFfvb9Li8lK9WV6qiweerNPzBstrU3wDABAJfr+rTTuq9dK7W+R+6e72rj11euGtzcrqlaCLZxQrIc6SbVsRihQA2sYlQfRYrjH63arWRffRjKS/b16qjyu3qomp5wAAdLlAwNXOilq9+M7mVkX30fZWN+jvL68/bhsAiBQKb/RIAeNq1f4yba49dtF9tKe3Lpdj8b8LAABdzbIsvblkh0wQ9fS+Aw1auWGP/AE3/IEBQAioJNAjucbotbL1Qbev9TVq+d4dzQuvAQCA8DPGqGJvnfYdaAi6z/J1lbItppoD6F4ovNEj2ZalDQcqQ+qzcl+5fIFAmCICAABfFggYbdpRHVKf6ppGHWrk8TAA3QuFN3okvxv6nesm1y9xAR0AgC5jZJq3DwsFU80BdDcU3uiR4mwn5FXK07wJsqi8AQDoMrZlKSnBG3K/hDg27gHQvVB4o0fyuQGN790/pD5fzR2seIdEDgBAV3EcWyMHZymUR7YH5KfJcbhQDqB7ofBGjxTneDS93/Cg2xckZyg/KT2MEQEAgLbEx3lUmB98Dj55RI4c9vEG0M1QeKPHyk5M1bkFJe22S3C8mjtschdEBAAAvsy2LU2fXKjkxPannI8YlKWC3FRZrGoOoJuh8EaP5bUdndd/pP61aJwSjjGFPD8pXTeMnaHMhGQ5Nv+7AADQ1WzbUkKco9lfG6683slttvE4liaMzNXZpwyQ45CvAXQ/PLCKHs1jOzozb4im5A/VRxVbtLp6l5oCAaXHJeq0vEHqn5IpY4w8IS7EBgAAOo/j2EpK8GjWOcXaX9OoFesqVVPXJMe21LdPikYNzZZliaIbQLdF4Y0eL+7zu91fySnS+OwBzVuGxduew1PVmK0GAEDE2Z/PPOvdK1Gnn9xPpvm4JQ8FN4BujsIb+JzHdrizDQBAFPB6ydcAoguXBwEAAAAACCMKbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjT6QD6ErGGElSTU3NMdv4fD7V19erpqZGXq+3q0LrEowtOsXq2GJ1XBJji1bdaWxH8tSRvNXTkK8ZWzRibNGJsUWn7jK2UPJ1jyq8a2trJUkFBQURjgQAgPbV1tYqPT090mF0OfI1ACCaBJOvLdODLqe7rqvy8nKlpqbKsqw229TU1KigoEA7duxQWlpaF0cYXowtOsXq2GJ1XBJji1bdaWzGGNXW1io/P1+23fOeCiNfM7ZoxNiiE2OLTt1lbKHk6x51x9u2bfXr1y+otmlpaTH3D/QIxhadYnVssTouibFFq+4ytp54p/sI8vVhjC06MbboxNiiU3cYW7D5uuddRgcAAAAAoAtReAMAAAAAEEYU3l8SHx+v+fPnKz4+PtKhdDrGFp1idWyxOi6JsUWrWB5bLIrlnxdji06MLToxtugUjWPrUYurAQAAAADQ1bjjDQAAAABAGFF4AwAAAAAQRhTeAAAAAACEEYV3EBobGzV27FhZlqXly5dHOpwTtnXrVv3gBz9QUVGREhMTNWjQIM2fP19NTU2RDq1DFi5cqMLCQiUkJGjSpEn6+OOPIx3SCbv99ts1YcIEpaamqk+fPrrooou0fv36SIcVFv/1X/8ly7J01VVXRTqUTlFWVqZvf/vbysrKUmJiokaNGqVPPvkk0mGdsEAgoJtuuqnF98Z//ud/KhqXCXn77bd1/vnnKz8/X5Zl6Zlnnmlx3hijX/3qV8rLy1NiYqKmTZumDRs2RCZYhIR83f2Rs6NXrOVrKTZzdizlaym2cjaFdxB+/vOfKz8/P9JhdJp169bJdV396U9/0urVq/Xf//3f+uMf/6gbb7wx0qGF7IknntDVV1+t+fPna9myZRozZoxmzJihysrKSId2Qt566y3NmzdPH374oRYtWiSfz6fp06errq4u0qF1qiVLluhPf/qTRo8eHelQOsX+/fs1efJkeb1evfTSS1qzZo1++9vfKiMjI9KhnbA77rhD9913n+69916tXbtWd9xxh37zm9/onnvuiXRoIaurq9OYMWO0cOHCNs//5je/0d13360//vGP+uijj5ScnKwZM2aooaGhiyNFqMjX3Rs5O3rFWr6WYjdnx1K+lmIsZxsc14svvmiGDRtmVq9ebSSZTz/9NNIhhcVvfvMbU1RUFOkwQjZx4kQzb9685teBQMDk5+eb22+/PYJRdb7Kykojybz11luRDqXT1NbWmiFDhphFixaZM844w1x55ZWRDumEXXfddearX/1qpMMIi/POO898//vfb3HsX/7lX8zs2bMjFFHnkGSefvrp5teu65rc3FyzYMGC5mPV1dUmPj7ePPbYYxGIEMEiX3d/5OzoFIv52pjYzdmxmq+Nif6czR3v46ioqNDcuXP1t7/9TUlJSZEOJ6wOHDigzMzMSIcRkqamJi1dulTTpk1rPmbbtqZNm6YPPvgggpF1vgMHDkhS1P2MjmfevHk677zzWvz8ot0///lPjR8/XhdffLH69OmjcePG6X/+538iHVanOPXUU/X666+rtLRUkrRixQq9++67OueccyIcWefasmWLdu/e3eLfZXp6uiZNmhRz3yuxhHzd/ZGzo1cs5mspdnN2T8nXUvTlbE+kA+iujDG69NJLddlll2n8+PHaunVrpEMKm40bN+qee+7RnXfeGelQQlJVVaVAIKCcnJwWx3NycrRu3boIRdX5XNfVVVddpcmTJ2vkyJGRDqdTPP7441q2bJmWLFkS6VA61ebNm3Xffffp6quv1o033qglS5bopz/9qeLi4jRnzpxIh3dCrr/+etXU1GjYsGFyHEeBQEC33nqrZs+eHenQOtXu3bslqc3vlSPn0L2Qr6MDOTs6xWq+lmI3Z/eUfC1FX87ucXe8r7/+elmWddw/69at0z333KPa2lrdcMMNkQ45aMGO7WhlZWWaOXOmLr74Ys2dOzdCkeN45s2bp88++0yPP/54pEPpFDt27NCVV16pRx55RAkJCZEOp1O5rquTTjpJt912m8aNG6cf/vCHmjt3rv74xz9GOrQT9ve//12PPPKIHn30US1btkwPP/yw7rzzTj388MORDg0xinxNvo5GsZSzYzlfS7Gbs8nX3VePu+N9zTXX6NJLLz1um4EDB+qNN97QBx98oPj4+Bbnxo8fr9mzZ3fLf7zBju2I8vJyTZkyRaeeeqruv//+MEfX+Xr37i3HcVRRUdHieEVFhXJzcyMUVee64oor9Pzzz+vtt99Wv379Ih1Op1i6dKkqKyt10kknNR8LBAJ6++23de+996qxsVGO40Qwwo7Ly8vTiBEjWhwbPny4nnzyyQhF1Hn+/d//Xddff72++c1vSpJGjRqlbdu26fbbb4/qOwNfduS7o6KiQnl5ec3HKyoqNHbs2AhF1TORr2MnX0vk7GgUy/lait2c3VPytRR9ObvHFd7Z2dnKzs5ut93dd9+tW265pfl1eXm5ZsyYoSeeeEKTJk0KZ4gdFuzYpMNXzqdMmaKTTz5ZDz74oGw7+iY/xMXF6eSTT9brr7+uiy66SNLhq5evv/66rrjiisgGd4KMMfrJT36ip59+Wm+++aaKiooiHVKnmTp1qlatWtXi2Pe+9z0NGzZM1113XVQn8cmTJ7faQqa0tFQDBgyIUESdp76+vtX3hOM4cl03QhGFR1FRkXJzc/X66683J+2amhp99NFHuvzyyyMbXA9Dvj4sFvK1RM6ORrGcr6XYzdk9JV9L0Zeze1zhHaz+/fu3eJ2SkiJJGjRoUNRfxSwrK9OZZ56pAQMG6M4779SePXuaz0XbVeerr75ac+bM0fjx4zVx4kT97ne/U11dnb73ve9FOrQTMm/ePD366KN69tlnlZqa2vycSnp6uhITEyMc3YlJTU1t9dxbcnKysrKyov55uJ/97Gc69dRTddttt2nWrFn6+OOPdf/990ftHaqjnX/++br11lvVv39/lZSU6NNPP9Vdd92l73//+5EOLWQHDx7Uxo0bm19v2bJFy5cvV2Zmpvr376+rrrpKt9xyi4YMGaKioiLddNNNys/Pby4W0L2Qr6MHOTu6xHK+lmI3Z8dSvpZiLGdHdlH16LFly5aY2Z7kwQcfNJLa/BON7rnnHtO/f38TFxdnJk6caD788MNIh3TCjvXzefDBByMdWljE0vYkzz33nBk5cqSJj483w4YNM/fff3+kQ+oUNTU15sorrzT9+/c3CQkJZuDAgeYXv/iFaWxsjHRoIVu8eHGb/3/NmTPHGHN4e5KbbrrJ5OTkmPj4eDN16lSzfv36yAaNoJGvuzdydnSLpXxtTGzm7FjK18bEVs62jDEmvKU9AAAAAAA9V3Q+KAQAAAAAQJSg8AYAAAAAIIwovAEAAAAACCMKbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGOtGll14qy7JkWZbi4uI0ePBg/cd//If8fn9zG2OM7r//fk2aNEkpKSnq1auXxo8fr9/97neqr69v8X47d+5UXFycRo4cGXQMu3fv1k9+8hMNHDhQ8fHxKigo0Pnnn6/XX3+908YZCy699FJddNFF7bZ7++23df755ys/P1+WZemZZ54Je2wAgPAiX0cP8jViBYU30MlmzpypXbt2acOGDbrmmmt08803a8GCBc3nv/Od7+iqq67ShRdeqMWLF2v58uW66aab9Oyzz+rVV19t8V4PPfSQZs2apZqaGn300UftfvbWrVt18skn64033tCCBQu0atUqvfzyy5oyZYrmzZvX6WPtCerq6jRmzBgtXLgw0qEAADoR+Tq2kK/R7RkAnWbOnDnmwgsvbHHs7LPPNl/5yleMMcY88cQTRpJ55plnWvV1XddUV1e3eD1w4EDz8ssvm+uuu87MnTu33c8/55xzTN++fc3Bgwdbndu/f3/zf2/bts1ccMEFJjk52aSmppqLL77Y7N69u/n8/PnzzZgxY8wDDzxgCgoKTHJysrn88suN3+83d9xxh8nJyTHZ2dnmlltuafEZkswf/vAHM3PmTJOQkGCKiorMP/7xjxZtVq5caaZMmWISEhJMZmammTt3rqmtrW31d7hgwQKTm5trMjMzzY9//GPT1NTU3KahocFcc801Jj8/3yQlJZmJEyeaxYsXN59/8MEHTXp6unn55ZfNsGHDTHJyspkxY4YpLy9vHp+kFn+O7n8skszTTz/dbjsAQPdGviZfA12NO95AmCUmJqqpqUmS9Mgjj6i4uFgXXnhhq3aWZSk9Pb359eLFi1VfX69p06bp29/+th5//HHV1dUd83P27dunl19+WfPmzVNycnKr87169ZIkua6rCy+8UPv27dNbb72lRYsWafPmzfrGN77Rov2mTZv00ksv6eWXX9Zjjz2mBx54QOedd5527typt956S3fccYd++ctftrqyf9NNN+lf//VftWLFCs2ePVvf/OY3tXbtWkmHr0bPmDFDGRkZWrJkif7xj3/otdde0xVXXNHiPRYvXqxNmzZp8eLFevjhh/XQQw/poYceaj5/xRVX6IMPPtDjjz+ulStX6uKLL9bMmTO1YcOG5jb19fW688479be//U1vv/22tm/frmuvvVaSdO2112rWrFnNdzt27dqlU0899Zh/twCA2Ee+Jl8DYRXpyh+IJUdfQXdd1yxatMjEx8eba6+91hhjzPDhw80FF1wQ1Htdcskl5qqrrmp+PWbMGPPggw8es/1HH31kJJmnnnrquO/76quvGsdxzPbt25uPrV692kgyH3/8sTHm8BXmpKQkU1NT09xmxowZprCw0AQCgeZjxcXF5vbbb29+LclcdtllLT5v0qRJ5vLLLzfGGHP//febjIyMFlf4X3jhBWPbdvMV/Dlz5pgBAwYYv9/f3Obiiy823/jGN4wxh6/+O45jysrKWnzO1KlTzQ033GCMOXwFXZLZuHFj8/mFCxeanJyc5tdt3e1oj7iCDgAxgXxNvga6midSBT8Qq55//nmlpKTI5/PJdV1dcskluvnmmyUdXqglGNXV1Xrqqaf07rvvNh/79re/rQceeECXXnppm32Cfe+1a9eqoKBABQUFzcdGjBihXr16ae3atZowYYIkqbCwUKmpqc1tcnJy5DiObNtucayysrLF+59yyimtXi9fvrz5s8eMGdPiCv/kyZPluq7Wr1+vnJwcSVJJSYkcx2luk5eXp1WrVkmSVq1apUAgoKFDh7b4nMbGRmVlZTW/TkpK0qBBg1q8x5djBQD0XORr8jXQlSi8gU42ZcoU3XfffYqLi1N+fr48ni/+Nxs6dKjWrVvX7ns8+uijamho0KRJk5qPGWPkuq5KS0tbJTFJGjJkiCzLCur9g+H1elu8tiyrzWOu63bK57X32Uc+5+DBg3IcR0uXLm2R7CUpJSXluO8R7C87AIDYR74Oz2eTr4G28Yw30MmSk5M1ePBg9e/fv0USl6RLLrlEpaWlevbZZ1v1M8bowIEDkqQHHnhA11xzjZYvX978Z8WKFTrttNP0l7/8pc3PzczM1IwZM7Rw4cI2ny2rrq6WJA0fPlw7duzQjh07ms+tWbNG1dXVGjFiREeH3ezDDz9s9Xr48OHNn71ixYoW8b333nuybVvFxcVBvf+4ceMUCARUWVmpwYMHt/iTm5sbdJxxcXEKBAJBtwcAxBbyNfka6EoU3kAXmjVrlr7xjW/oW9/6lm677TZ98skn2rZtm55//nlNmzatebuSZcuW6f/9v/+nkSNHtvjzrW99Sw8//HCLfUaPtnDhQgUCAU2cOFFPPvmkNmzYoLVr1+ruu+9unlI2bdo0jRo1SrNnz9ayZcv08ccf67vf/a7OOOMMjR8//oTH+I9//EN/+ctfVFpaqvnz5+vjjz9uXoxl9uzZSkhI0Jw5c/TZZ59p8eLF+slPfqLvfOc7zdPW2jN06FDNnj1b3/3ud/XUU09py5Yt+vjjj3X77bfrhRdeCDrOwsJCrVy5UuvXr1dVVZV8Pl+b7Q4ePNj8y5QkbdmyRcuXL9f27duD/iwAQHQhX5Ovgc5G4Q10Icuy9Oijj+quu+7SM888ozPOOEOjR4/WzTffrAsvvFAzZszQAw88oBEjRmjYsGGt+n/9619XZWWlXnzxxTbff+DAgVq2bJmmTJmia665RiNHjtTZZ5+t119/Xffdd19zDM8++6wyMjJ0+umna9q0aRo4cKCeeOKJThnjr3/9az3++OMaPXq0/vrXv+qxxx5rvjKflJSkV155Rfv27dOECRP0b//2b5o6daruvffekD7jwQcf1He/+11dc801Ki4u1kUXXaQlS5aof//+Qb/H3LlzVVxcrPHjxys7O1vvvfdem+0++eQTjRs3TuPGjZMkXX311Ro3bpx+9atfhRQzACB6kK/J10BnswwPUQDoJJZl6emnn9ZFF10U6VAAAMAxkK+BrscdbwAAAAAAwojCGwAAAACAMGKqOQAAAAAAYcQdbwAAAAAAwojCGwAAAACAMKLwBgAAAAAgjCi8AQAAAAAIIwpvAAAAAADCiMIbAAAAAIAwovAGAAAAACCMKLwBAAAAAAgjCm8AAAAAAMLo/wMkjrARfO8MTgAAAABJRU5ErkJggg==",
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"text/plain": [
|
||
"<Figure size 1000x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.cluster import KMeans, AgglomerativeClustering\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"# Выбор оптимального количества кластеров (например, k=3, исходя из анализа)\n",
|
||
"optimal_k = 3\n",
|
||
"\n",
|
||
"# 1. Неиерархический метод: K-Means\n",
|
||
"kmeans = KMeans(n_clusters=optimal_k, random_state=42)\n",
|
||
"kmeans_labels = kmeans.fit_predict(features)\n",
|
||
"\n",
|
||
"# 2. Иерархический метод: Agglomerative Clustering\n",
|
||
"agglo = AgglomerativeClustering(n_clusters=optimal_k)\n",
|
||
"agglo_labels = agglo.fit_predict(features)\n",
|
||
"\n",
|
||
"# Визуализация результатов K-Means\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"plt.subplot(1, 2, 1)\n",
|
||
"sns.scatterplot(\n",
|
||
" x=pca_result[:, 0], y=pca_result[:, 1], hue=kmeans_labels, palette=\"Set2\", s=100\n",
|
||
")\n",
|
||
"plt.title(\"Неиерархический метод\")\n",
|
||
"plt.xlabel(\"PCA Component 1\")\n",
|
||
"plt.ylabel(\"PCA Component 2\")\n",
|
||
"plt.legend(title=\"Cluster\", loc=\"upper right\")\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"# Визуализация результатов Agglomerative Clustering\n",
|
||
"plt.subplot(1, 2, 2)\n",
|
||
"sns.scatterplot(\n",
|
||
" x=pca_result[:, 0], y=pca_result[:, 1], hue=agglo_labels, palette=\"Set2\", s=100\n",
|
||
")\n",
|
||
"plt.title(\"Иерархический метод\")\n",
|
||
"plt.xlabel(\"PCA Component 1\")\n",
|
||
"plt.ylabel(\"PCA Component 2\")\n",
|
||
"plt.legend(title=\"Cluster\", loc=\"upper right\")\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"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": "3.12.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|