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openai-cookbook/examples/Visualizing_embeddings_in_2...

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{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the embeddings in 2D\n",
"\n",
"We will use t-SNE to reduce the dimensionality of the embeddings from 1536 to 2. Once the embeddings are reduced to two dimensions, we can plot them in a 2D scatter plot. The dataset is created in the [Obtain_dataset Notebook](Obtain_dataset.ipynb)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Reduce dimensionality\n",
"\n",
"We reduce the dimensionality to 2 dimensions using t-SNE decomposition."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1000, 2)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"from sklearn.manifold import TSNE\n",
"import numpy as np\n",
"\n",
"# Load the embeddings\n",
"datafile_path = \"data/fine_food_reviews_with_embeddings_1k.csv\"\n",
"df = pd.read_csv(datafile_path)\n",
"\n",
"# Convert to a list of lists of floats\n",
"matrix = np.array(df.embedding.apply(eval).to_list())\n",
"\n",
"# Create a t-SNE model and transform the data\n",
"tsne = TSNE(n_components=2, perplexity=15, random_state=42, init='random', learning_rate=200)\n",
"vis_dims = tsne.fit_transform(matrix)\n",
"vis_dims.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Plotting the embeddings\n",
"\n",
"We colour each review by its star rating, ranging from red to green."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We can observe a decent data separation even in the reduced 2 dimensions."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Amazon ratings visualized in language using t-SNE')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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dMOxtPp/9Euj9mcnN0KTJRUlzxWuT14bPBzffDC0t0NYGgYBtsgkEbBu8zwfvfKe9rUmTJheMiypAWZO3GFdeaSv2b3wDvF6o1WxTTUcH3HQTvP/9F1rCJk1+5mkq+SavHSHg6qth61aYmrInY71e24UyHre3N2nS5ILSVPJNXj9+P2zYcKGlaNKkyVlo2uSbvKUxLRPDvChzSDdpclHQ7Mk3eUtSqpZ44PgDPDf5HPlKntZAK9etuY5NXZtw6a4LLV6TJhcNTSXf5C1BpV5hdHmUucwcLs3FHfvv4OTCSaYz05RqJfwOP7uHd/OBSz7Ax3Z8DI/Tc6FFbtLkoqCp5Jtc9JSqJe7YfwfZchav08ujw4/y1OhTGKZBrpJDVVQK1QI1q8Y9R+5hMD7INWuuudBiN2lyUdC0yTe56Dk0e4hcJUdnuBOPw0OulKNSr5AoJPC5fPhcPty6m0wpQ6VeYffw7gstcpMmFw1NJd/komdseYyINwKAJS0M00BVVEzLRGC7aaqKipQSTdHIVXMXUtwmTS4qmkq+yUWP1+mlZtQAcOkuYv4YuqYjFEGlXsGyLMq1Mj6nj7pVZ2PHxgsscZMmFw9NJd/komdT5yZSpRR1sw7A9v7tuDU3veFeLGmRr+Tx6B7C3jCrW1Zz0/qbLrDETZpcPDQnXptc9PTF+rhm1TU8M/4MlmUhheSXr/9lhheHGU+Mk6vkcKkutvdv5yPbP0JbsBkvp0mTUzSVfJOLHiEEW7q3sLZtrd1rd3jwOD2UqiUWcgvUjBphT5iYP4aqqBda3CZNLiqaSr4JhmlQrpdx62409eK9JZy6E6fuXPnucXoYiA9cQIkuMLIGxqIdJE7xgOIGxXuhpWpykXHxPtFN3nCklByZO8Iz489QN+toisb2vu1s7tqMaAYXu3iRBpSehuJdYFVtRY8EfRV4LgXvjbbSb9KEppI/r9SNOsNLw4wuj+LSXaxvX09nuJMHjz3Ivz7zryxkF9jStYVfuOoXGGwZvNDiMro0ysMnHqY92I5Dc1A36zw2/BhOzcna9rUXWrwmZ8OqQP4HkP++/XftBCBAOKF2zP5UD0Pkd0BxXGhpm1wENJX8ecIwDe46fBez6VlCnhDTqWkeH3kc0zS58+Cd9qIdp4/7jt7H4yOP84+f/ccLouiXcksMLw4zl53j8dHH8Tv9+Fw+ImoEXdVp8bewd3Lv207J1+o1TiyewLRMVreufuuGPageguKDYExBfQmsHMgq4LCVuhKCyj4o3AWBD1xgYZtcDDSV/HmgaJmML49xbO4YQU+Qw7OHSRVSGJbBjw78iPZgO3F/HE3V8Lv9TCQm+Orur/LHH/rjN1XO5yaf40f7f8Tw0jAL2QWm09MEXUEi3gibuzdz+eDluHQXyWISKeXbxmRzfP44X7r/S2TLWcD2tf8P1/4Hdg7svMCSvQZKu8HKgFEEWW4o+DpggdTBmAZUqB4F6yZQfBdW3iYXnKaSfx3kTYN9lQKJepV7jtzLbGICb7XATHKc9oCt2CUSBCwXlgm6g5imidfh5cDMASzL4uDMQapGlS1dW3A53rjoibPpWf76gb8mX8nz3ORz1Mwa+UqexdwinaFO8tU8pmWyoWMDvdHet42CL1fLfPG+L6IqKkMtQwDkK3n+5sG/4X/F/hctgZYXHJCCzChYNQj0ga/j4kp+YiyAEgArC9IBWIAOmCAMQLWVP4Ztzmkq+Z95mkr+NWJIyZPlHJaUlLLzGNU8umKxVBpDkykmk2lylS5E499MeoZ8JY8iFDKlDO3+dm79m1tZzC0iEPhcPv7gPX/AO9a/4w2R96eHf0qtXuPkwkkqRoVCtYBpmgAs5hapm3VOLJwg5A7x/q1v3bR9UkqWzToZ0yCoaEzMHiJXzjHUOrSyj9/lZzG3yJ6JPdyy+ZaV363EMWaPfZ+pYg6X5mTA6yfctQu6rr54FL3eBfUJUMNgJkAqQA1QwdJB1ECNAwLUwIWVtclFQVPJv0aSZp2yZRHXdJ5LTbEuHqJSeILjWg49qOBRBYcTx2jxt7CQWUB3+XB3bMbUXaiJSaaTo1TMyopdPlPK8F9++F9Y1bKKvljfeZW1VC2RLCTJlrNUTDsMgIKCw+GgalRxOBzUjBoep4dNXZuI+WPnr3IpYXYWJiZA02Bw0E4N+AZQsyx+UkhypFK0dRwCUSliKi9W0IpQqNQrK9+tWokHn/p7ThRzuHUPhizybHqJm6slBsKrwNf+hsj8qvFcD9VjtqukLNveNWiACooO2gAoGrivBNGceG3SDGvwmqlLufK3wKTbegrN1YLLE2OuYJGpKKyPKFzRt5FopBOtdQ1FzYEpTVb170CL9KI7nx9Khzwh6maduw7ddd5lVRQFv8tPuV5GV3QsaQF2sC9d0VFRaQ+243P46Ah1nL+KpYTdu+GOO2B4GA4fhu98B44cedlDC5UCy/llqvXqK67u8VKGQ5UirapOTAjcZp2ML0rO6TujHMM0MC2TTV2bVn6bXTjCifQcnf4WnIqCA4lb1Xlofox6ZgJLShaMGvvKeQ5XiqQaIRbedJxrwf9e+399DTh6QW8D11r7b2cveN8F3usujHxNLjrOW09eCKECe4BZKeV7hRD9wDeBKLAX+LSUsna+6rvQ+BUVtZbHkU+xVc+SzCyj6AFWdbfhVSZZyKRRdT81M0VX96Vcuv4duBQVn9PLidkjHBdguUNnlKkq6srk4PnEpbsYahmiNdhKqV4iVUwhhKBm1Ag4AwgEQ61DaKrG6tbV56/ixUU4eBC6uiiaNaSQeC0VsXs3DAyA2/2iQ+pGnd0juzmxcAIhBIpQ2Nm/ky3dW16yKlNK9lWKhIVgKj1JqpACBKaiEh+6hslDd+JQNYQQVI0q79zwzhUbPcBkZp5KrcTDJx6mXC/jdXjxOr0oVo3jqRkmOUJGdxPzhLCAkVqJLS4f/Y4Xn8MbitBsJa6vgsKdYCSBClhp0NeB9xpwbQHR7L81sTmf5prfAI4BpwyB/xP4opTym0KILwOfA/7veazvghJMHWPLxAMkzRp9Zo6WQobZqobqlawK+xkIhmjxukgYLXR1vh9RzRN0BwFoD3dh1isowXYw7feeaZrUrTqXDVz2uuSqWBZVaeFRFPTTHvSrhq5i39S+lV7sUn4Jp+qkbtYZbBlEEQq377qdsDf8qutMF9McnTtKspikPdjOuvZ1+Fw+mJ9n0srxteFvcSw/i1vV2eLv53ZtNbFEArq7X1TWsxPPcmjmEHWzjlt3Ew/FeWz4McKeMD3RnnPKYCLJVvKMzx0hVVgm5A4R9UVxaU6qvhj/4fpfZjY1Rd2ss713Oxs6N5wxuTxRyHBwYYSAKnA6ApTrZaRZI1VM8JUjj1AOT+AVCoMdG9jUvwtLUTlUKdGhOXEqb7JCFQo4V4HzN8HMgKzbNnrRtL42eTHn5a4QQnQB7wH+FPhtYT89NwCfbOzyNeALvF2UfDkFs7vpDPbgA5brFTrUWW5eGOa47iIc6sLjcFAqjTGbC1MsZyiVc1TqVXRVR2Kxfe2NnBh/iplKAUVRKFaKXDF0Bdesem0ZjUwpOVwpMmFUEBIUIVjn9DCguxBC4HF6+M2bfpPvPfc9hheHmUpNkSgkaA20srp1NVcOXcmu/l2vut7F3CJ37LsDRVHwOrzsm97HkbkjfOjSD2FaFf5s7qdUXQ4GPC3Upcne7AhZa4HfMN5HcnmMcq1M3B8n7o9jmAbf2fMd7jt234q9vDXQyocu+RAHZw6+pJKfWhojOX+EtFkn6A5hWAYz6VlCsV5aLZNytcDtl91+1mNL1RJz2QWm1SCbHCZ+akgVRrNzpPVWHIqT9lAHHiEYnj1ENNBKV3wAiSRnGcQv5KIjNXTh6m7yluB8vfq/BPw/gL/xPQpkpJRG4/sM0Hme6rrw5KdBqCiqThgIqzro1xM3KkQCIebqBfLlPHeOZEjWJxD5Chl/K9FKnneuvwmfO8S2dTehzl3PIwd/TM2ocdPam3jP5vegqq8twNbJWomxepm4qqMIgSElByoFPEKhvRHvxak7+cTOT5AoJChUCgghcOkuAq7Aa14c9MTIE3icnpVRis/lYyG3wIHpA2SMBXJmlQEtBkLBKRQ6hZcj9SX+5tC3CHhC1IwamqqxtWcrUU+UO/bdQcAboN1jT3QmC0n+9el/5ffe+XvnlEFKyTPjz7AemJUGNVcQYVmYUlIuZlgjTEqmnWRkPjNPqVYi4A7QGmhFCEG2nEUIQcDXytFqAY8ikZbFhKywKtqHqtiOiopQ8HtCjC8cp6sRM0e7WLxumjQ5B69byQsh3gssSSn3CiGuew3Hfx74PEBPz7l7ahcf8syvahjNezm9XTvp9kT5gx99CVNvYzAcRQJFRWG0XmaskGBnpJsNTg9da6/jfWuve92SmFIyVqsQbSh4sJWPX1EZq1dWlDzYER1P9ZxfL3WjzkJ2ga5I1xm/RzwRJpITlGolnL195BfTWIU6HkVH8/iY9wq8qQncOTdSSJAwnZ7Go3sQisCpPi9v1BdlMjlJoVo49/lbJtlylq5wJwPje0h7QghPCK1cwJGZotoySHvXFn7w3A9YKiwhEEgkfdE+blx7I/um9rF3ai+GNKgaNdzeEN2hblL1OgoKayK9pICaJVGEgmkZZE2DgKoSVC4SE4mZhfoYVEdBFuyVr84Ntlmnyc805+MOvRJ4nxDiFsCFbZP/KyAkhNAavfkuYPZsB0sp/w74O4Dt27fLs+1z0RHogbknwKrbbmsA9RLoPghuY6mQZCqTXnGPFICvmqOrmKZw/GHese6GFWV8PrCQmFK+qFepC0HZss56jGmZHF84zmx6llZ/K0OtQ3idry6CoaqouBwuakYNh/a8yaJSr+B32YO6PUvHcDlceJwqLt0kHomQni5SqVdoD7SjKAqWtJhOTZMoJIh4IljSzvSkKAqmZaKrOhFf5CXlCHlClOtltratsuPOJyzqRh00J3FfnEKlQKqUojv8/DzARGKCuw7dxWxmltWtq5nPzKMpGqliirphB2xrD7XTH+mhRUpGamXmCgk2DF6JT9G41O07r9fxNVPZB8X7oPSUrexlFdSgHaTMcw0EPg7aG+O22uTi53UreSnlfwL+E0CjJ/+7UsrbhRDfAT6M7WHzGeCO11vXRYMrDF3XwOxjtpsg2Mq+/92g6rh0e+WqaZlnxDc3jBoBh+u8KwZdKERUnYJl4jutvrxpMeR88SraTCnDX973l5xcOIlDdaCrOhs6N/Cpyz714hWgL4GiKFzacym7h3fTEepAUzWqRpV0KU1/tJ/v7/0+ANlyghJVnJrKXG4Ut+6jM9iK0piwVITt4lmqlTClSU+4h1KtRM2soSkaAsGuvnPPFwgh2NW/i7sO30XEG+HKoSsZXhwmVUzxkW0f4ZLeS/jK7q9QM2o8uvgohUoBn8tHe7Cd+4/dz1WrrqIj1GGHWlY0vA4vhmXwn9/7nxldGmUhu4CiKESNOus71nNT/3ZCmvPiWBVcX4LcN6F8BOonwCzZE7FCA70dLBPQIfSp5urXn1HeyLHm7wPfFEL8CbAP+Mc3sK43n9gGCPRCadH2dvC2g2Yr1JAnxCXdl3Bg5gD98X4AakaNdDnN59Z/7g0RZ6PLy+OlLEnDwKkIKtLCq6j06WcqeVkscue//Hd8R57huo5+kt0x0rrk6NxR7j58N5++/NOvSnlt6txE3aizb3qf7Xev6ly3+joeOfkIDt3BO9Zewcj848znVWqmwSVdg+TKaSqlcfDupOQKYigKFctiU6CToDPIvpl9BFwBDMsgX87zqcs/RWfkpad0BloGuHXzreyZ3EOymGRrz1Z29u+kNdDKdHKaHx74IelimnQpjSIU2wbvCqAqKpf0XILP6WNj50bWtK3BsAzSxTQ7+nawvW8706lpCtUCMV+M9mD7ysvpoqD0GNSnwJhvKPgcdhwbzfa8wYTaUagNg+uSCyxskwvBeVXyUsqHgYcbf48Bb8EIUK8Ch8/+nIVfvPYX+dJ9X+L4wnFUYfeub7v0NnYNvHoPlldCSNW4zhtipl4hZ5pENZ0u3YnjdH/pQoH8v/0zPPUUHX4f3qll2qaWOL5zNSXNwcjyCIVqYcXUcjYM02Ahu4BhGcT9cbxOL9v7t7O5ezOVegWPw0O+kqdYLeJQHXjUPJs7+tmsuClWK0gJG9p6OFwuseT0oRhVhGXijg0QbBniizf/Bj/ZdwcPn3wYj+7hfVvfxw3rbjinPJZlkSgkqJt1WoOt3LbttjO258o5vvr4V8mWs0ynpinXy9SNOm6nm1wpR2e4kx8+90M+e9VncWpOdFUnU8rQG+1F12xT3MUQFvqc1EcBJ8g0tmFQgHDZvXlZs2PPmymozzaV/M8oF8ms0duPkCfEF97/BUaXRslX8vREel7Srnw+8Coqa17Krn7oEEY+RzEaRBEK+F04ixV6jk0zs7mNqlFFe4mJxGQhyV2H7jpjEvSqIdvU8dDokxxOjONyeNnRuQmX7kJXdapGccWPvG6aqIrCLRsvJ53MU6o4cLptWTxOL63xftJC5ZOXfZJPXvbJc4mxQqKU4aeH7yZbSCIEaIrGVUNXsaFzw8o+JxZOcHzhOFhQM2sgwaE5KNfLOF1OfC4f5XqZ5yaeoz/ej2mZ+F1+rhi84pz1VutVCtUCIXfoNXtDvS4sE6aPwsmj4BiBSAJcOlABpG1CFAIwG+EPrGYSkZ9hmkr+Deai6gWOj+Nt7yacDbOQXcChOah6XfiTeTLZJa4Y/ADuc6zgtCyLe4/cixCCrrDtTWOYBvceuZeUVSfv8BH0hMjUK/zbsftp0Zy0B9uZSSxTqM1gCQ+pcoFPbbuOzkiEbZ52akYfmXIWXSiUiikOHL6bJW+Yjwxd+ZLhFUwpOVIu8OVH/5GTs4cwLZMWzcGqUDt3HbqLuD++MreQKCTIV+3AcB7dQ0mWqBpVDNMgU8owkZjgqqGrWNO+hs2dmwm4A3RHus+YSD6FYRh8d+93ufvI3dSMGkFPkNt33M5Va646Dxfn5akZNYxaAc8T/wYPPmbHAoolITYFPXWI69iRSqqAx45do0ZBdYPj7ZUfoMkrp6nkf5bw+XDm82zv3c6jw4+SLCTRLEm+WGB1x46XjD6ZLNoBzjrDz9vGNVVjPr/EpFHj0v5eVCFA1fFrTqZyS6xrHcKla6TTBlgFPn3pdVzR10NFZnC4r6fNESdeLfDQgR9hmQY4fVRLWb6/9/u8e9O7z/mCPFEr8b3DP+XpQ3ehajqa5mRUWtTrZUK6i8Ozh7khYJt4Wvwt6KqOUAQOzUGikLDDJSgKTt1JqVbixOIJfun6X+KS3pc2Z3z3ue/yvee+R1+sD5fuskMWP/Q3BLwBNndtfg0X5JVRrVd5evxpjs0fQyaHiT/1DNd0bCXuCYLSBUoNitMQbgWH2ui5B0BxgWMNeK4E7SIJsNbkTaep5N9KLC3B+DgVo4ro78fZ8eKwAGcjWUiykF3A3RGgc/cI/d29BDa/l4mlMayZaXzvvJHV7/3EGZ5AL+RUULMXlV3OorlDtoJvoGsOVCHYOHQN/fpNVOsfJ6ylcbAEih+3YzXdNZUpo8rc7BEss47HF8dA0u/0Io0aT44+SX+s/0WTnIaUHEjPMzt7ECkUQr4oADUJy+UcTimZSE5QrpUxLZN17evoDndjmAbzmXmklEgkesMLKugJIqVcCbt8Lmr1GvccuWdFwYMdsrjoLvKTAz95Q5X8wyceZjwxTluwDXX6GTKo/Kg4xsedG/DigNw2SGgQi0J0RyPUQQUc68B3I7h2Xjyhkpu86TSV/FuFffvIPvYAj1YmmKmlEfebDG69hivf9Vk8Tg+z6VmOzx/HsAyGWoboi/WhCIVnx59lz+QeVKFiYREL57hxdpyo00/U1QkffBfmju2cXDjJ8cXjCATr2taxqnXVGQo25ovh0l2UaiU8Dtu+a0kLt+5G6meaeOpGDVXRCDjchNx+IIS9VOJ5NrkkelXhicwspu4hlV+impziYbNKe6Adr9NrT+S+YCVuXVpkC4t4NXBqGoZZR1N1NCGoIslX84wsj/DVJ74KEuL+OJ+6/FN8b+/3WMgtUKgWcGgOLGkR8oYYjA42Qk289BKNYtX27Xe9wFvp1ArfN4pMKcNYYozOUKft9aSqhITOnJSMVtNs9rSCpUKiDfj3EGnDtsWH7ZAHzXg2P/M074C3AtkstSd282NlBsOr0hnqxzAMHtvzE36SOUg41EahVmBN6xpcuovhpWHWtK5hY+dG9kzuoSPUsdJLL3kj/KiU41MbPoDm8yOdTh44eh/Di8NEvBEkkvuO3cd8bp7r1ly3IoKqqLxzwzu58+CddhRLBJa0+MD6m3hy6hnqiWO4gr0UJSTyCdYMXk7HS4RK0IRgg9PDNaEOHjrxEJVylrAnjOJ0M5+bp1qvvnj0ICXO6mE2cS++0GH6VpV5ZqHCdMlPXSgY5SxJyyCZTzIYHSTqj5Kv5Dk0e4hfu+HXWNu2li8/8mU6Q51EvBGCniC6qjOeGKc30vuSlyDgDhD1RsmWsyshHABShRRXDJ17kvb1UqlX7LQzp3ribWvAPYGzVCXrboRPzi+Dqx0G1oHj1QeYa/L2pqnkXyX5Sp5KrUKxWsTj9BDzxd54v+mlJaarKfJalS63ndDjcGmapXqeSnqJZL2Az+ljIjHBjv4dBN1BhheHqVt1dE0/wwzjcXhIFVMkdJM2l4ul3CIjSyN0R7qpm3UypQxu3c2hmUNs6txE1BdFSslCdoHxxDirWlfhVB34VUGbQyOaPsS2mJe9i8Mkpo4wG97IltW38N7uLbhfwvwzlZziidEnGFkcYffJR1jTuoaYL4ZpmRiWQVuwjcnUJBs6bE+ZulGnlH+OavVRDFcHU9Y0pkPh8q4EesbPZNYiX6tgqQqKorBncg8hb4gdvTtYyi+Rq+T49OWfZjYzy/6p/WiqRrFaZDm/zLWrr11Zz3AuVFXl9l2386UHvkSpWsLv8pMsJtFVnfdufu95uMhnJ+gOIhAYpoGmahAagEsupfTsbjqWkpCqgb8Fbvt5CDcVfJMX01Tyr5BitciDxx/kkeOP8MzEM9TNOh2hDnb07+BzV36OeODVLxs3pGSiVmGiXsYC+nUXfQ7XGSGCAdA0SrJuuz0CuXqJ+UqKmOZlCrlilljOL5MupYn5YuiaTqqYelGInVOc6hmmCikUoawEFTvVey5UC+zo20HUF+Wpsad4buo53Lobs5KhvnyYa+JtRGtz4IkTbd/BO2JrKZlVKC7gah9AdTjPXjGwkF3gxwd+TMQXoSfaw0B0gNnMLFWjSmuglQ3tG/C5fKQKKaSUHJ49zNPjT9OmPcpcXdId7ePG7m4OzBbIlJyscS2QXPIz0LURC4uwJ4xpmcymZ4l4IoS9YQqNaJ+/+87f5YGjD/DE2BMIBB/e9mFi3hh/9OM/Yio5RXuondsuvY2tPVtfJPflQ5cjhOBbz36L5cIy23q28dEdH8UfaKVoGnjV8/84uR1udvbvZPfobkLuELqqk/L30HbLL9DTsgFUL3SuBkczC1STs9NU8q8AKSX3HLmHo7NH2TO1h6A7iKZqlGolDk4f5O8f+3t+952/e1a3u3NhmHWeKBynVJ0gprqp6AMcrQVYNutc5g6cGfqgo4OoN4yZnwVXhLJZRdQNUJ0oXh+abi/aURWVQqWw0iMejA+yb2ofdbOOrtr75Mo5/E4/cZ/9UvI4PZTrZYYXh/E4PRimgaqoVGoVHh99nJ5oD/um9tEV7kIx65Dch+ENsDcxx1BQw2VWYPE5RMcVeDUXqE7IT4Hn3CkE903tw+/y43P6qCgVgt4gXdEuKrUK1629Dk3RmEnNEPfHGU+M8/DJh+kMtaMLHb+qk5h7gHBLC7f0tlCqqtQlVK1eFgt2XPv9k/sp1ovois5zk8+trHx96PhD9ER6eMeGd/Duze8G4MjsEf70zj/F6/QS9UVZzi/zP+76H/zuzb/LjoEdZ8g9ujTK/pn9rGlbw1rWkjAq/PnUAapx2wtojcPN7cE2WvTzq3C39mwl6otyePYwlXqFK1ddydq2tej6uV+kTZqcoqnkXwGJQoLF3CKzmVl0VV+ZDKwaVVy6i5NLJ5lNz77skP8UC7UyT2SfYqEyh2Vp7MuMoCx9A92zhcXOa1jTtYloY7UlAE4nbe//JAPf/ktG506iolA2qiz3trO6Yy25co5sKYtpmXgcHnLlHA7NwdburQRcAR4bfgyJJFvOki/nuX7t9dSMGi6Hi85QJ4ZpMJ2ZxjRNLGlRqVUIe8MIBEdmj6Aqqj2KKC2BNNGcIUQpTaFeweVvh3ICallwhmwvDvnSk5ipYmqlDV26i/5YP6PLo5iWSc2okSgnCLqD9Mf6ufPQnUS9UXTVyVRWYmafJFutMZst8I71Udr9ASazGWaS+4gFt6ApGgu5BZy6E6fTacerOfkoMV+MDZ0bODp3lJ5oD+/a8C50Ted7z30Pn9NHa7AVsEdEqqLyzT3fPEPJV+oVHjj+ADFfDKfmpGqZ3JWaIz3+NLv8rbg9IU5Uy/z35Uk+GWwhpjvo0Jy4zoMpTwhBT7TnJePpN2lyLi6iIBwXLzWjhiIUCtXCiskE7MBaSHt71XhluUiLlskzpRlkfYGsFeDAUpqTJZ2lwEaswj72Hv0p+2YPnXFMuphmxlHnkk//Fjd86FdpufpmOrddRWfbEEMtQ/RGe8lWslSMCpV6BVVRuXXLrbgd7pXAY5Zl8dToU4wuj/KPu/+R3/72bzO6NIqmamzo2ECulMM0TRQUOsOdtAXbGF4aRlefzwmLWV1JK1dWnCiaE4wqIMCs2ysxrbodpfMl6Ax1kivnVr6vaV3DUMsQLs1FoVJgXds63n/J+3FoDhZyC1TrVRayCzw1WcSplGnzudAVg4mFYywV0uxf9rEhFiBbyZIqpOgId+B1eMlX8oQ8IfqifUwkJ4h4bfPQdGqa8cQ4YEeifGE2rIg3wlxmDsMwVn5byi1hWRaWZTG+PM59U/tZTE1CIcnczAHqZh0hBHNGjeeqBQ5XizxcTFOwXto1s0mTN5pmT/4VEPFGQEJnuJOZ1AxSSoQQGJYBCgQdwVccvXG+XqNUSzJthpjKpynV67gcbtKKly6Xl7jwcnjiWa7t3IQQgkdOPsKJhRN2SF7LYiA2wK3XfIr3SIuHjj/Ed/Z+h0wpQ8gToivcxY6+Hezo33FGkLHJ5CSPDj/KmrY1KyalpdwS//vB/82ff/jPEULQHemmI2h74WiqRt2sM52api/ax8jSiO066QpD2iRbLeBx+Ah0bYDFvVBNQS1vvwTaLwPPS89PbOnewsjSCMv5ZQLugF227uH33vl79MZsL5dUMcWPD/yY0cVRFvOLZMtZWoNtHMx2EtILxNwaebWde2eD+CV0RXpZNhxUvWGCLavQpYUvO08YiVd3k6s8/1Lxu/xMJCdY3baa9lA7yWJyxXwFkC1lifvjaNrzj4ciFLLlLIdnD2NKk33LE0zll3AqGpaUZKVFvG+HnSgdiKk6GdPgeLXEdve5YwE1afJG0+zJvwLcDjeXD15OxBvB6/QylZpiNj2LZVmUqiVu3XKr/SJ4BdSkyYyl46kuIkpJNEXgoE5d0Ula4NdcOKSkWCvyyIlH+Ocn/5nHhx/n+Nxx3LqbscQYz009h67qJAoJYr4YMb9tQpjLzvEPu/+BuczcGXU+NvwYbt19xpxB3B9nIbfARGICh+pgdetq8pU82XKWZCFJvpJnbdta/G4/t2y+hUqtwmy5xIyloVYyvKdnFZqiQngVrP0E9L0T1n4cWi992TYIe8Pctu02BmIDVOtV4r44H7r0QysK3jAN7jx4J3Wzzq6BXcR9cVLFFJOJCQrVAJNZF3nHDurKIM6aYHXASd6M0rb2OnrW3oDb6SPojxMfugoZ7SNVStETfn50UTfrK77+H7zkg6QLadLFNAC5So6F3AIf2PqBM2Ru8bcwtjxmf5GgmnWc3igSic8bxtI9pOaPIYUk2pj/CCgqc0YN+TLmqyZN3kiaPflXyObuzcT9cda3r2fv5F4ypQz9sX5uXHcj6zvWv+JyfIpGydIJmyXiDo1KqUodHSGrCOGnv26RFiqzqVn+5M4/oW7V8Tl9zGXnOLFwgndvejeHZw/TF+3jxNIJsuUscV98pec+vjzOnQfv5PPXfn6lTsMyzjAzwfPeNYY06I/3c3zhOKtaVtk+8ELg1JwUa8UVj5fbL7vd3iYtokYOJTsGqgN63wH+V5/ZMewNc905smItZO1FS6di5FwxdAXFapHRxChR/xq2tmh4lTTZaoIWv4Ptq27j+PEZZmolNkW6eTI1Tb1epMvpY8kbo67qKwnSq0aVcq3MmrY1AGzv285v3vSbfHvPtxlZGiHqjfJL1/7SiyJfVowKA/EB5jJzjC6P4hYWumlg+NuYTk4Siw1SrVe4TEpagBMLJ5nJLqDoTtbF+xlqGbo44s+/hahJi5RpIIBILYO+sBcWnwOjDOHV0HUVBPubq3lfhqaSfxW0h9p5b+i9vHfLa/eLbtF0IkIjTQd+Tw6tWkeRJm3VAtGai+XKDFvXv4c7DtyBKU3aAm22gnbZtvlnJp7hyqErV/KVRryRM5RH0BNkLDF2RsKSXf27eGz4sTN+y5QyhNwh+qP96JrOqtZVjCyN4Ha4SeQTPD3/NGta1/CvT/8rC7kFWvwtBF1BtnRtIdK/A6KrX19jvgQ1s3bGd5fu4po111CoFfC7g+jetSTLi5RFlps2foxgeIBrNiWwEhOYTh9tl3yQpfwS+Uqe7s5uBrs2Ui2lmE3Poioqm7s2s3dyr50JStXoDnfz397333A5XGd6SEkJy8uwsICmSgKqi1Wrr0URCplyBmd+mUUpkboLpZrHDXTlFnk6OUGxVkTxRIhX89x9+G4uG7iMHf1neus0OTez9SrPVQpYUuIoLTFw9B/pXdqHq7xkz/vobpi4FzZ8CvrfdaHFvahpKvk3EinBXID6NAgn6H241CCXecKcTIN0dhIO+JhPzpI2nWjZBS7f+CG6W1fzzWe+SZu/jYnUBJZl2Um3NRez6Vm6wl22zVho1IwaTs3ZqE5SrBbJV/J88d4v0h/v59rey7g0o3J9McDDc4+hhiJYHjcO3clv3vibuBz2Mv2b1t3EuvZ1jCyNMJ4YZ1vPNqpGlX1T+0DC0dmjtAXbeOjEQ1zSvZ5f3HUTEa8PtA7Qzu0u+XJYlkWuksPj8Kwo2Lg/jkCc8VLyu/xs7drKYMsgS/klVDS6wht5cvwAxRNP4A53EYsO0Nt6Zk7TZaPO1d4gWq1MspjkyZEn+fqTX2c8OU6xWkRRFCKeCN3hbj6x8xNcPnS5XaeU8PjjcPAgqCoey2KgOM7UmjobOjZw79F7scw6LQjWuDxYyyOosX5Opqdw6W5a/C3ErDrtmo6MdPPc1HNs7Nx4ziifTZ6nVF9iLPssvZQxtF6CE/fhXzpIPTuOLuuoKFAvgjgBh78GkXUQfOkVy282hmkwnZrm6PxR5jPzqIpKW7CNjZ0b6Qx1vqmJZ5pK/o1CSig9CtXDtoLHgvKT4H0XmwM9WLlW5nOz+DU3rS2DrCnOMtj9AZT+d5CvFtFVnWQpiWmaSCQCwUJugZAnxK6+Xeiazvu3vp+vP/V1akYNIQSFSoGD0wcJeoM4NScHxvey8JX/y8d7ruXz3ddzrXeIo0sn8fVfwvabPkG0EdwL7FR+3ZFuKvUKpmVybP4Yy4VllvPL9ipYh5uh1iHafC6OT9/ND9Rhfm7bFeiKBPcO+/MSZE2DiXqFomXSqjrodjg5OPkcX3/q6yznl9FVnZvX38zHtn8Mv8vPrv5dPDn2JC7dhRCCYrXIlauuRFd0xpbHWMwu8pNDPyHii3D5wOVUlscYy6fQ+rbT4Q4ggYxlElY1QoqG4g5w75F7efDYgzw98TSFaoFsKQsCwu4wi9lFXLoLj9PDpb2XwtwcHDgAXV3QeCCvyXm5f2Qf01tcqIpKtpylO9JNzagRcAfYHuniibFnaY/3MeTyoZ9aiaaoSCnJVXJNJf9y1CYpZ3+Iz5C4VA9qeZzI/F1g1MGsYTl99kvYqNquu75OmHvyolLyuXKObz7zTZ4YfYJkIUm5VkYi8Tq9RLwRblx3Ix+69EOvOqfya6Wp5F8PUmIlj7M48lPmEyOktQDF0DpwhYm6JOt8J4gE1j5vM7QqUHoQR/DT7Oy6jEJ6lEJmmIBVw9N7DYQGoZHvtD/Wz+7h3XRHujEsg1KthECwpWvLSi/gpvU3UagV2D+1n0Q+wcGZg+SqOfpb+vG7/KwrOfBnJ3ioOMKHfVtZ51vPutY1sLgIytmVzXJumdGlUWL+GKVqCQCBoFAtUK+XUcU8bt1PpqozW9TpC8eg8izofedMFr1Yr/JUOY9imcwvnuT7C8cp5BYYG9nNUHyQwfggVaPKHfvuoG7W+eyVn+WS3ktoD7Wv+M8PxgcRCP7i3r+gUC0wvjyORGLlLfZN7eNdG9+FUcqQSk3ibFuHaZl0Oz1sdHpRGi+JB48/SKqUolApkK/kqZn2pGhBLUARRpdHuefIPWzt3ooyPg5u94qCB3AHwtyaX0Nq8AY2dm3myZEnifgjOFUnQY8dz8aj67gs43kFDyuRL09N9jY5B9KE0sOYSoSqquAUCuVqDVc5AdksznqZGhBwep9fFW6WoJZ7yWLfTEzL5K8f+Gv2T+1ndHmUXCVnJ6UXCi7dRcQboVAtkCqk+PWbfv1NmadpKvnXw/IBxvd9jeFCBt3hZ2F2D/mRBzkY2U5NFsjnJ7m+b4IdPavIVooki3k6fRYbhyYwPH0cdMbIxUMIoF93s1aoKxdke+929kzsZSw9RdWooasq16y5joFYH8VakRh26ILbLr2NkCfEwycexqW56O3sxbRMTiycoDvvxxOIMJG0TT6KooDaMEVks+B5sdLJVXJMJCdYzC9SqpZIl9Ir2ZSQFUzLQFF0HJpOzTBAqIAKxsxZlbwlJQeqRXxC4dDYo0wvjRHyRdk7d4R0MUXEEybsDePUnPTH+3ng+AN8dPtH8Tg9tAXbaAu2rZT1b0//G4fnDhNwBShWi7SF2qibdaaSU2TLWWJOH3sP3cWBPd8hVUzSGWzjo9s+yq7BXaSKKRayC3ZqwloR0zJxqA4kEikl5XoZt+ZmeHEYS1oop9rphUhJxBdlV0cvM6kZirUifpeffDnPTHqGXQO7SBaSJAtJIt4IhmWnS1zXvu4l0yr+TLM0BzPjoFsQS+P39pHLTjKyeJL55VF2lvIMUUMoKlgmw7gpBLpwai66HR4ioaELfQYr7JnYw/7p/WRKGRayC9TMGoVKASEEPpePUr1E3Bdn98hubt5wM+s61r3hMjWV/GvFrFOaeoyTxSLhQAdLuSUyOFHD3Ywnh1HCPbijQ/xkdp77hw+yvWuA/mgbRxbmOJi7i/D69xN1B4ipOqaUjNbL1KXFJW4/y/llZvNLVNx+1re/C6fuwOH0EnF4sUrpM5SFaZlMJafY1ruNgzMH7fC/DjdFq8ikUqa7VsPpdT5vA5QSLMvupZ6F3cO7KdVK5Ct5AEo1O5NSd7gbCSSLBda1r0UVClHv6Urr7MHIKtKibFlolSwziXFawnbIXLNWwu2NkClnKFZtRenQHFiWRaaceVGI4Wwpy48P/JhipYhbd1OsFZlITNAT6SFXy1EzahydPcrjo4+zrXcbq+IDpIop/vK+v+T3lN9jJj3DUn6JVDFF3axTNasrIYYdOFCFilBtryJFKDA4CPv2gWEwUU3ybGaYdHaJNk+MXVqdVt3J+7a+j70Te/npkZ+ykF2gN2orfrutJLPpWXRNZ1vvNi7teYFrqVUBWQbFB0LnZxLLgEf+GQ7d1xgxSWjJUFl7LWMLe1mqV0jkl4gEI3iXlokIlYnoRhY9rbilRPd3Mh5dz9bwOvou9Lk0ODp3lHwlb498rTo1o4aFhbSkvagShVQphRSSQ7OHmkr+osYoUa4VQNFWvC2EN8JwMUPAKGFqbkIix4FCjkFvkMVChnUtYTyhLvaXNbJzh+ledTUAqhBEFY0po0ptcpi9Y08xbxrkKkUS408RD3YgFMHBUoZrhq5cCXWbK+fYN7WP/dP7afG10B5sZ//UfjrDnViWxaRLsrqaZntnI5+6acLCAvT3Qyj0olOaTExybPEYneFONEWjUq8QdgcplufwKYvE9TAdYQ8WFTa1DxH1Buxk0UjQz24T1YVAQTCzPM74/AmmF0fwukN43CESiTEUV4BqvYrf5adQKeDR7cieL2TPxB78Lv9K7tiOUAfT6WnmsnP4nX4Q8OT4k6xtW0vAHQBY6Ul/9Ymv0t2+nq6ODZRnD+MopjAtcyWnrVNz4nF6kJZk54CdYMOMx1GvuoqRB37AT/NHiSleWn1hMusG+cG+H3LbttswLZP9M/sZT4wT9UXxu/y0BduYSk2xs38n7974bjskxOmTbNKE8tNQPWS3m9BA2wJVHxgV8LWDp/Vnwy3w5INw8B6I9IOm28nHaxnGnv0XSv4QMW8IQ7HICZN/qLSx0+eiGtlApLhIWfcgw0OEu6/lkHDQIS00CcOLw+SrefqifcT8r90h4LViWIYdFFBg5ygQ2Je5cT1NTDTNdpg4VyKe801Tyb9WNA8OzYW07KXvTs1JwuHGXD6Bx6mhajUsEcKqHsOKhKjWlqlbAqdnKw5pkM7Mn1GcIgTlcoHHR5+kP9TBQq3E5WuuZc+Jhzg4/iSDHRvoiw0wXUzz0ImH2Ny5mTv230GhUuDw7GE7Fo3uom7WeWb8GTRFw+10M3D11Xw2eDXMztqKY/162LWLTCnD8OIwhWqBnkgPvdFeJpITuHQXrf5WJlOT6KpOT9RCs1S29FzGNf2r0ax5Yi5JLOS3TTSo4LkR1OCLmqhu1O1EHUtjPHzsPoqVHPFQB7lyhqpRw6WoJAtJOsIdLOYWyZQy/Pur//1ZA71NJCfY2r2VZDFJppRBEQohT4jF7CLrWtfhUl2EPeEzzDsAAVeAJ2YOEdh4C+0uPynLIluv4iqnyBczhL1hIt4IbcE2Lu3bxqrV13N3IUUdSctgL0ezfbTkY3hcXgiHCCsqRm6ZR048QrKYZGxpzM4JqzoYWRrBtExWta7i0MwhtvVue7EXRfUAVPeB2mmbusqLMPNFMNeDaIG5OsQ2QtfVKyEk3paYdRh/ApSQreABhE7d7CW9fIT+WADcNVKZAvdN6BzJVHjMNcBWpZNouI/urktQI304HR4kkonsEl996K8ZXxoHYc8jvWfze/jEzk+8qZ4s/XF7PqxQK+BQHJiKuaLoVUVFV3Q0RSPgCjAUf3PMTE0l/1pRdXy919G1eJzF/AJRbwhX9Sh1LcFUTceb2Y+iaAQ9cSqmn7ylMFXuJqbW0YwqjhfYZw0pKZSSOIRAUzUEUK1XUITCmq4t9LavIxJowxQKJxdOMp2axqW7mEnP0BnuJFFIUKgU0FWd7kg3cV+c925+L6Y0ebq9jU7HerJGkWi4DXKz3Hf0PhSh4NAcHJ45jFN3ki6mKVVK6IrOpo5N1Iw0LWqZiWw7VwzsYFOXvYCI+gS4d4LWCmqLnUv0BSznl7nz4J2Ua2UOzBykWMlhKhrJUga/J8igGsdwuHBqTpyqk1ggxuev+Tzb+7aftbl9Lh9LuSUAyrUydauO1+HlqqGr+ML7vkDUF7UXqZUzhD3Px6KZLyRwBTvxWgYtwXZiG99NINrHycQEbqOKX1Ho1nQ+uu5GWgauYNnhIaqoqEDSqHLC7eOyQBSQLOWWeOjEQ0wmJslX7Vy5Ht2DpmioikrUF2UqNcVgfJCaaffUlNMXlUsLKvtAbW/MZViwfAS0CDjLoLTb5rTEIQgOQKAbymUYG4Pjx6FYhM5OWLsWOjre2r19ywAhG+3wPFVLhUyIJ+Z7oKixd2aJTKWEpggU02CqkGMZC29LBX8pS74RBO5fHv8nZlIzDLXaitMwDX6474cMtQyxa2DXm3ZaVw5cyY/2/cgOCFjKkq1k7bkfKXE73IQ8IWLeGP3xfjZ3v3EpI0+nqeRfB6JlK2t2/jLa4e+SzxykrpXZo8SYK+dwW1X8mkGtPMPJ5Rk2t69ldHmMI3NHcTu8XH3151k26wRLFdyHD6OPjnGZrHK/NcKe9gWyikpaWljSIl1MUV4cRitl6FF1PE43y/llNnZuZCm/RF+0j5A7xLMTz1I2yqxtWYvH6WF4eZhCucCdh+7kxjU3EvKGKM/s49jCMXb17yLkCSGlZCo1xcGRg4Q9YeaycxydP0rYE2Zjexe6Vmd1vJ2NbQOnnbjLNjPoZw9EZlomdx++G4fmsEPkzh1mfaSbpXyCmL+VQtkOIRDwRvjjD/wxXqcXKSWLuUVOzJ+gUC1QrVftoS/2UNehOLjnyD2oQsXr9CKEIF1IM5ed4w9+8Af4XX6CriAjcyMYEYOAO0C6mCZZLXLDrk9TrObxONyY7jDWupvpNMp4iinCvih4owT9cfKKIK5oK2Gew5oTh+5mplainBjl23u+jaZohL1hpJQcmt1Pmz9GV7SPiDeOIpSV9uyP99tJPs5sGdskccoGXy2AVQU9YOdktU8WdB9kRyFlwv/9v3D0KGQyoOv2fEp3N9x8M3ziE6C9RR9hzQVtAzAyA/W6fW6As5bHqbSC383Y0tO0uRV8usDMpnBV51HEJdRMk+GZQ1SsA1QHdrEz2sPw7CEGYs/fo5qqEfaEuf/o/W+qknc73fzOzb/D15/8OoZpUDNrJAoJNEUj6AnidXi5pOcSPnvFZ19VaPLXw+u+Q4QQ3cA/A63Y1qi/k1L+lRAiAnwL6AMmgI9KKdOvt76LCiFwtm5hfesWjOxd3H3sPjY7iqzqsphLLZEtF6nlJlnfsp7WQCumZRJwBQi5Q2xz+8BSqN31U1zFMsFYlBOjzxA+8gzldX2kBttZyC0wlZlD9UZwRXpwKCpLtRKL8ye5ND5gu2IVUys27ZgvhlN3oqh2EpC2YBuZcoZEPsFMZob+eD9u3U26kGYpv0TIEyJdSjOXnsOluZhJzTAQGyBRTJAqpFjKp7lhXZh3bLoFXdMp16ocW5phMnGMYNDFhr4OWgOtL2qWRCFBsVqkM2yHO/A7/RimgUd30RaIMjCwg2KliFN34nV6qRk17jt6HxOJCcYSY0ynpvG5fNTqdm94U+cmJhITzGbsJCC6ptsrWst5JJKNHRuxpEWqlGJt+1osaZEoJOiP9XPrxltQIj3MzR9gLjPLSU8ndauOR9EZ6liPR3VQtAzuLqa5zhtCUcXpl5e+UCd37fkW8yOPky7n8Dk8lFIzrI1HKJRLJHPDtHtLJIw2DIIMLw2Tyywhx8a4+8BRrt72brxrN9lKTOigttqJttXQaWGZCyBOe2FKE7Jl+PJfwLFjtqktl4NqFfx+qNXgW9+yJ89vu+2t2aMXAoZuhuQ0HB8GSwFZQXcE8N7yi1xtfZ9syU++Kgm7IRiIUaiUWJzeS9obpywlDqeb5w7/lF1rr0cgXmSW0VSNilF500+tN9bLr9/06xyYPsDTE09TqpQwMQm6glw+eDkbOjaszBu9GZyPboAB/I6U8jkhhB/YK4S4D/gs8ICU8s+EEP8R+I/A75+H+i4a6tJCAg6hoKkO5tJpNoY7qUnJulCMcqXMXlFDd7dx47obMUwDXdVJl9JMJ8a53myBqkmts5OTCyeZraXp2XQFnvGjzHeGiSgqx4tJBjs30WLWUesVKrUSBXcQlzfKvUfuJV/Jk8gnkKqDVLWAhwiFzDzbOjejqRrL+WW6I92U62WW88uEvWG8Ti+z6VlWt64mW7YXBM1n54n747g0F1JKe1JI8eJ0rybuqlGulfjBoafJlZYJugNkcxWO7fku7974bgZaBs5ol1N+4adY1bqKZyaesQN1STt+TLqc5tZVtwJwePYwk8lJ/G4/xWqRVS2r7PR97hAD8QFmMjMki0l8Th990T58bh+maWIYhl2mAJ/TR82s4XF4uHnDzVy16ioAUvUUx9P3sCYwR9VT4Z56juPKpeh6FI9q96S8ikbGrFKWElNK1IbStCSM1oporgBFLOoILIebNoeFZeZxOQIkK0n6wt0YZpZHphbY5B/gmpSOU4OZ3Bg//dH/4UMn34Vy6/vs7E2eqyB/h70SWnWDw4S6Bc4+u7Esw47mOZ6B/fvBMOxefD5vK0bTtN1gFQUeeQSuuQZaXlkE1IsOXztc+SsweBCWJsHTDoOXsVUr0zpziMWiysH5aVa1dFGolPjJif1M5ebwBfpw1oro9bI9+e3yEfFGGc3MgyeEBEKKynIhwXs3vXGpGV+KgDvA1auv5sqhK1diR714ZPfm8LprlVLOA/ONv/NCiGNAJ/B+4LrGbl8DHuatruStIphFaoUMU4uHSFVL5EP9uCNr2aQP4tUlRr2Gx+HCg4qmZDBx4ncEUBV1ZYm+JS07U9PcIgv1HAeO20quWCuSdWXZGO7iqrYtjJBn3Kgj8ymOLRwHIBpsZ2DgCkYKCQbiAyxkFxhOTpKy6ji9ETBrqKrOMhLyCSwsusJdmJZJvpKnPdRO1BclUUwgpcSpOqnWq9SMGqZpslBaIOwJo6s6UV+U+ycyvHtjHyfmd5MrLdAZWQ3OdfgUD55amcdGHqMv1ndGLyrmi+HSXXYIYYeHuD/OJV2X8PTE0ximgWma3LLxlpWok0fmjtDib2EmPYOmapiWaa/grRZQFRXTMqmbdZyak1Qlg8cTQCJRFZW6VV8J6+DQHNTNuu3bDyBNIuV7GVSyTMhWpAPixhQu+QRL2vtX5K1ZJg6hsNHpYbReJaAoaEIwUasyn5lnfbANz8Bl7Bt5nKA/jmUuU64brGlpoVSvEfOFEdLF9X1hNk2GIOgEh4NWwkyXEyzNjtA2Ogrr1tlrCQIfgepxsFLQ8XMwNwqFJPYMHdB5Ffz0TluZZ7O2OUPT7E+9bvfkhbAXtWWzb10lD+AKQ9+1nO4DqZh1OkPt/NxlW/np0UeZS+wnmU+RzqeI6g76Al6cALqbhewC5XqZdRtv5ntP/SuilEZXHUzXSqxqX8u1a69/00/JNE3+6bF/4lt7v0W2nGVV6yp+9fpffUMTvr8U5/XVIoToAy4BngZaGy8AgAVsc87Zjvk88HmAnp6LNPONrEPpCagdRS5PM7OwQNY1SEBvIbrwJJncJI9338Sm/pt59NiP6AqGUIWCU3OB1nFGGGLDNKjUKgy1DJFPjnBi4gC+rm5ivhiyIBHAVGKKufoQJ1OjzMwfJeaP0RbtIx7uoVBKs+/oPXSGOrl+3Q1s6dpCt2VRrNdIpqeYmDlEOrdIIjVNa+82box2M5Wex3R6wRulKiUtgRZ6Ij3MZmYxLTsbVMwfI11OE3KHqBgVPA7PyudErpXp+jaCkTXgDq2ci9vhJlVMUagWzhh+aqrGzetv5scHfsy+yX0r9Vy96mo+vuPjhLyhM1b6iYZy01TNjtOjCARixcVMIIgGWlhKjpMqpql7IiRqVQq1EkOxfqSUZEoZMqUM3ZFuusPdjcaeByNNq7OLkDQpSQuf0s/+wgnS5gKm1kPNMlk069zoDbPJ5SOi6ozWK1SkhUMR9FpVpFVnoH0dJ6cPks8vo+t1LMNgOpvgo1uv5HOX3cyh2WM8cey4rYT9/tPODcpuB0xM2EoebE8kz2l2Yv8VUFy0A2+5Y6B7wPoxBIOwtHRmtq1TaxzMRjIS59swBaASBjWK08py64BkNraah8fm2DeXQKhBXGQAP+W6hVNzYggFd7SPz9zwyxwZ34um6vS2rSbcvoGSqvLmBA94ni/e/0W+8dQ3aA+20xfpYzY1y+98+3f48qe/zJbuLW+yNOdRyQshfMD3gN+UUuZOf4illFIIcdag2lLKvwP+DmD79u0XZ+Dt8l6oHgEZpZw6zJK7h6CSQmoxas5uQvkZkqU5Ap0fZJfsYN/UE0hUhBriU5etZSG3wExqZkWxbezayGJukfH6JKomqOezzNYLJJPTDBoejrS6GV0+hq7phD1hXJ4oiewimXyCqlHFlBapxDj3Hb2PwZZBMqEuZCXL/c/8C9KyUIXC+NwhppdHuH7Du5j1BJHS9sefN+pc3buTW4cuX1naf9ult/FPu/+JH+z7AZZlEfaGifvticSB2ADpUpqgJ0KimMZ3WrOc6nGf6kmfTme4k85wJwvZBbb3bSfijVCtV7n7yN18eNuH0TWdimUxZ1RxdaxndGo/PX47ZLJlWTg0e4FSoVrA7XDj8rkQqcNsbm1H0bLISJwpIVEUladGn7JDFCBRVfV5eWRlpXPsFCpOoRJ26bgMH/NWlVGjigOFd3gjfNgfRQhBl8NFVyNo25OlLPW2dew/dh/xUAc3XfohDo49w/GZJ+kNBfiFne/gHau3AhBzW5h6GGkWEdICoWBJ22gVkQ7w+V7URisIxTZdnM7OnbB3L3i9UKnY0TDLZVvBO532i6Sz0/683RACvO+A3L+iWkv0BEJc2xdiLLuF3ZNzpMsV1PoyXne7baazLL5yx38lkZxASklLuJNVXZtwaQ4KlslLp7B55RiWxbFamcOVAgqCLW4vq3X3GaPYQqXAD577Ab3RXpyNHLxtoTamU9N8/Ymvs+Vjb1ElL4TQsRX8N6SU32/8vCiEaJdSzgsh2oGl81HXm4407IUrWjuUshgShKoBbjCXQA1iaS48pUUq0dXsGLqezb1XUKwV8Tq8OHUnlmWxlF+iZtSYTc+yb3ofqqJxpJTl5CVd9OcFrUYczR/nkaW9PO1aYIPRQkewg0vbVdKqzkJ6lsXUBGv6duESYOWXODZ/jJGlEVyRXvYNP4pp1lnTuRld01jMLjCzPMrBQpJru7fib5hPtvWuRQm2UkWuxFsB+O2bf5uqUSVfzWNJi7gvzkB8gGw5S1uwjbg/ztG5oysmGNMymcvMsbV768rNfDqpYorp1DTb+rad8ftMeoap1BTxaC+Pl7LUkbhCndSLKQ4WkrSFOjkxf5S4P46u6CSLSRyqycjiNJ3BFlyuEF6Xi/64xmWBW9i77wGK1QISSXuonZ5wDw8cf4DeaC8eNQRIuxd8qtMhJUMuD7/t2UhOi+JFxaHaZrR0Mc1UasqOexPppsflZz7UybauDUxNPotQNDo71vHOS2/mF7vSaKoCIg/1Iq3BPoZ6NzI8fQ+h5XlkKEjGLHGJq5ugodhuj6+Gyy6zA6SVy7aZ5pRnTTBoK/neXvjc52yTztsRNQy+94OZBzVOZ6uX9R37cDjjjC2NURchqlIj7ouzb+xpEuU0bZEe2+sqv8Rf/+AP+K2f+3s8nvMzwWlZFnfkkxyqFvEpClLCsVqRHe4A7/E/H+hvPjtPzay96Jnwu/yMLo+eF1leLefDu0YA/wgck1L+5WmbfgR8Bvizxv93vN66LgjSBEzbZVDVcQnbhCBRELIO2DbEiu4jrOogJc6lBM7JSfvBHBhAiUZpC7aRLqbZN72P9mA7Jc2J4o2SWx7moA6RQAitp5eA7MS174dcvfpqWgOtPHj8QVrdQUQpjeHyEzSrLKdnUFAIuANMJCdw16tkCgncuptUfpFoqB3DMuhtW0u9WmQwatu+i9UCi9l5PMFWkqZB18ocgaSq6tx4yYfYP7KbmDeMQ3OQKqYIuUMMxgdx6k5u2XQLjw0/xp3H7uTp8acxLZOtPVvRVI2d/TvPaLZC5cx8uBIoCwVTd5MsplnwxRBAzJqH8h6uD6YYc4dob93GZy77FJqiYUmLnxz8CYvZp4l0XkVI00kV0vS19LJtcB3HEgsccwdp8wQJe8IIIUgUE/bIKT3D6rbV4FhvRwJVGr7zVgaca1EdbYRPG20enz/OQ8cfsudNBDw19hQ7ei5li7lMvnCMdWEXtXoJJdzPpnXvR6tlwRgFrQJaB4pjgBv8Cr2BXk4+/EOU+QWucHXRr3XAjddC/FX2J/1++IVfsFcn33WXbXsH8EjYtQre+R7o6rMnZb3eFRfEtxVam70WQ3jQFA/vWb+dZ6eOE3JUKSnrWNe5AyQ8Pvo4nZEeKlg4gLC/hanEBEePP8Tt7S9+uZarZZ4ef5qRpRE6gh1cseoKQp7QS4oybdQ4XC3SqeorPfegpfJcOc92t5/WhjtkR7ADp+akXCufEXE0V86xpevN78XD+enJXwl8GjgkhNjf+O0PsJX7t4UQnwMmgY+eh7refBSnveDHzIAziMMbozu/xKTuxaXHcZQzZIWCNzhITNFg9247Brnbbfe89uyB66+HtWuZz84jGoudEqqOUs9gGgbFWglV1VDTJZJuP/2tq8iUMvREe1jdupqjC0eplbLUyzkWkpMoimJHpiyVcOtutndtYi45iSUUMqU05WoJYdVxKg4cp5lSXLqbfCVnh6+RkpnUDPsXTnASQSDYRjTUQWjdTdSXRxCVHJd0X8LGzo0rvZLeWC8Pn3yYJ8aeIOaNEfQEmUhM8Ov/+uv87e1/e0avPeAOYEnLDv6lqExoLuoIMs4AfqcPR61Cj1yAwg9BqAjhpktbQjJHj7cdXJs5MX8CKSWbYn6eMz2oAlqCcSaXp1jbOUSqmKRUSjHYyPIEEPVGGV4aZj47byt5zzWgdUHtmL2Dewc4Bs9wOyxVSzx68lFag632hDi2KWrs+B2sj0Voj6yiLCW6EPgSIyg/+FtINmLrDA7Cld3gdKCpsKZ3E2s+s8leuFStQiDw2n3ZIxHbRfIDH4Bkkmp5H2nHYfJC4l6+k/B9X8W7tB4I2eadTZteWz0XK0ID781Q+ClYKbwqXNcX5Zo1v4vwbEcIwbee+RZCCEKqRsEyKUp7rsKtaPgr+RVPqVNkShn+5Cd/wkx6BrfDTaVe4Yf7f8gfvucPVxwBzsZsvYICZ5hmVEVBmDBXr64oea/Ly0e2fYSvPPEVWvwt+F12LCohBJ+94rPnvYleCefDu2Y3K5bPF3Hj6y3/osBz9fNub+29tItDuHNJUlaYsttNpPc9dAXaUBcX4dAhOwa5zGIZixg1A/XBn6D29aEqKsl8ktn0LPPeGJl6CYfmwOP0EnIH7aBcriAit4jf5Wc2PUvYE6Yv0sdixv5tdetqLGmxkF0gkUzgdXqJ++Osig+yb2YfIUIIaUdWnF0e4fL1N2Jihw8r10v4PSGEgNn5Y+wZfZykvx1L00lOH6ASbGND9xby/hjXe0L4X+DyZZomX3/i63SFuvA3klO3h9qZTc/yD7v/4QwlH/KEWNu2liMLx0nHBlHqVWbmj1IoJnGVsxQiPcQDw3iECqo9MW0KPy4rCbnvgGszyWISp+5EV2P0WDnGrSBOIagLhelylm53GLeiYZjGinuaYRmoioqj4R6JUMA5ZH/OwVJ+acXjybIsKvUKqqoSK8+TtUw6jD14rGWgC05qUBHQ+X7bDDQ1Zfuwf+hDZ4Qlxuu1P+cDVaUcMpkwD5BTWnElsmQXJQutLQwFFwgleuHhh+36BgZetri3FHonBG8HY9Y2nWqtKOrzK5o3dG6wJ+gti6CqEZAqSChJi529L843/JMDP2EuM8eq05LLzKZn+dqTX+MP3/ufSZl16lISUjU8yvOmMI+icrYJQ0uA+wX++b9+068T8oT49p5vM5+ZZ037Gn7t+l9jfecrTxN6PnmLLpd7k9HiEPgY1IfBTCNWXUlYdBAWGuinPchzc/awuT5KoXqUpCkwpcSRTyHHVpN2t3F47jAtgRY8uptxo0qpVibg0mgJtGDpTirlLFa9ytburVSMCkIKLum5hJZAC/lKnpHFEcpGmVwlh1OzFxNZ0qI31stoYpS6VadareLW3XSF2olUCuSlRdWoUZOS/tgAa4TCQwfvI7pYIBOEUK0MLa3Myzl6or0o7iDzRu1FSj5VTJGtZBmIn6lIQp4QI0sjL2q2a9dci/BGuTc1zczYU0izxkDLECoW82NPcX9giVuHBhGAKSEvHaxTLTDGQVpEvVGq9Sp4h2g3n8Qj6ixZPkpWgcs9ZSKeaznRNsdiftE2vTcew8H4IB3hjhU5MqUMj5x8hBPzJ/C5fPREe1bmHOL+OGojqUeymOTQzKGVJA8f0A4RdiXAcgEOqI9CXx0WbrJHAkJAayvMzNheMG1tL2qDV41pwvhRGH4MRAF610LvZSzUj1PFQUB1wuI8Dqebmqmx4Fom6KogolHbr/7tpuTBzn3gOPtLekPHBm5aexP3HL2HiCeCUATpYpot3Vu4bs11L9r/ydEnX7SArz3YzqG5o9yZnkXqz4fo2ODwMuS0TS5DTjfugkLONAg0nouUUScgVAb0hllmcT+c/DYiN8lnvG185rY/gK4rX//5v06aSv6VovpBfXHP4AwcDjDylKrHmbH8uFQVTUKplufg5A952uxmZ/9OxhPj1HNz6IoTd7CNsC9KDoGslmD+BNIyODJ3BLDNHrsGdzGWGMOtu+mOdJOv5PHoHh45+QgnF0/idXoxTZP3bH4P+UqeoCvIjv4dqIrKM2PPEFoeId4yxKa+bQwFWkhOH0ccOIAS7UX4PFCSMDeLHvaSaUsTcwepnyWWetAVxOPwUKgU8Lme9xbJlXNn9IxWmkxRWd2+lglVpb54gpbw854gA9EecouHGCu0E/C1IASsVVJ0yAVQo4CgL9aH2x1gMpejw7MTZ20CR2GKXV1byYVuJY+P1b2XElgcQVVVFKFgSYv2YDudIbuuRD7BF370BZLFJKVaidn0LA7Nwbs3vpuoL8pVQ1exrn0dEsljJx8j7A0T9UWp1Ct0RqeoVR24HbYfulnXKDFB2ncYq3gNna4outJ4hMrlV3EzYdvSXS77cwrDgLu+BxM/sjsLpgNGj8LGIxT6unE4VXuFVt0AtxsHkoqiUBHgdrnsBVNvY0wpsZDoQuHI7BHms/OsaV3Dn37wT7m091J+fPDH1I06n9j5CT6585Po2pnzFNO1CrNIiuUsnYpKm+5EFwp1s05GWqiKZs+rNeo6XC0Q0TQiqo5P0fh4sIUfFhLM1atIIK7pfDAQx6EosHwQnvkzcIYg0AfVDOz7KzteUffVb3ZTnUFTyZ9P+vrgkTy5UgXdHUBFMDM+ykw2yZFKiNFCmYIIs6FjPR6HhzXlHM8sDRMTMbbE+kgtjfBsNceVg1fSFekC7EBfj488ztburfzk4E9oD7ZzfP44z00/h0Nz2BEjE5ME3UHylTyrWlaxtWcrqlBJl9J0R7r5uR0fJ+J73le/OD6NRODSNRRLYmg6mt+PmVzEgUpVWrScJa6Gw+Hgkzs/yZcf/TLtsh2/208ybyvPX7jqF87YN5FPkKvkUBwe5pPTzGbmyNcrhL1hAu4QilBY5e5kS+Vpuvyr8agaLqsA1jIEPkdRWuyvV3APXsXczEEmk+MMubuIrb4JK9ZPVjpwFKfplgmGmCNbrLDo6aGv9wou7b10xXzzw/0/JFPK0BHq4MjcEfrj/eRKOQ7OHOSTuz7JE2NPMBAfYCg+xLPjz1KqlihVS3i1OrGIk1weXOUMiqIzkktRLkoc3kUeG9tL2OHj1vh2vPk8nDxpBxLr67M/5/J6OXwYvvY1u/ev63DttXD77bayHx2FiSchHAEtZO9fKcPJafwBN8XWKkKVEPBDpQpuiZROdMMHyWVYs+bsdb7FqUmL49USk/UKhXKB7z3414yPPYFi2fb3d294N//1ff+Vj+382DnLOFLO871CkmDvTsb3foey6mAsv0ysVmIqOUmkfR3J5THc8X5cDg+qEDjLFRLTx4joLmhrozsQ4FdCHSxZBgoQU7TnbfQnvwfOAHgaE+yuCCBg+DtNJf+2wueDd92A9aMjODNpKrUKU7kUues20uot4ZEefJaPY/PHuGHtDcT9cUq1IvVqESMzy8TSMFu7t9If718pMuaLMZGc4Ia1N3DD2hu498i9PHT8IcKeMOva1tEaaKVYK3Ji/gRRT5T1HeupGTWeGX+GseUxIt4IX3n8K7xr47vY0LnBLrNk0eqLkaik6Uq6mIq1UVEkpsuLcPjo011Ez7EE+99d/e/QFI1/e+bfGFseoyvUxe+/+/e5csgelhqmwYPHH2RkcQRFUZhKTXGylCNjGdR1FwvlHAFPhsvjQwjnIPHYNiLKM2Aug+KHwCcwPdfxVClHTVp0e0N0r7mGgnUledMAAXGhoeVnaZ26F8PhI922mSsVC7dRgNZeOM2r4bnJ5+w2qhZRhIIiFILuIIv5RUzLRFrSzjGr6Vy9+irURhz9qcRJ8rU6aalRNeoY0qLo9BHVBbWSoEt4WcileXb8Tq6rxyAatZX28eO2yeTmm1+s6Kem4H/+T9t2PjRkr1y95x7bD/5XfgXGx8Fdsd0HT+FyQ7JEvFRjUttAm3kMrV3DmpgmX3fgS1zK5Nghnq3NIy2V7YvtDLUMvSlp5d4s9lUKLBg1IorG95/+Z04ujdDWs41QKYlp1PnRwR+xqnUVn77i0yvHGKaxYtJ06m7uLmYIKypXrL0RIz/Ps/t/RK6SY8yoEHb4KJfzPLTvh3TE+7lm0y1Ek3m67rkXNwroTts0d9VVKBs30qacJbBYfhrcL/CgcoUhMwJGDd6kYGRno6nkzzf9OzA/fiXphMFUKsPxnIsWv4KJg5Cnh9zyOEhJtpzFoTlo8bfw4Us/jEN3cNehu6ib9Re4HkoUFIQQrO9Yz3J+mXuP3EtbsA2X7kIiCbgCtAXaGGwZpG7UeejEQ4wlxgi6guiqzomFE0wkJ/jD9/whbcE2REcH7xzv5xFHiqnMDP7CIkFfjEv1DtZEO4g63edUEqqq8rlrPsfnrvkc1WqVRCnBeGKcp8aeYjA+yGx6luPzx4n5YwghyM5kEfkl8rklSp4APmcQLTNLXlHpj/UTit0K+vvByttZkhQfKaNOQZrE1eeH2z5FZayQ5eT0XpJzh9heGqXDF6K7cysoCmXdi1vRYPFZCHStHBdwB8hX8nabNixQhrQnZzVFQyLRVI3Nru8TcR9hSvtN9k8dIFOpMFZazVrfcYQzyNjiPJfESzhVg4PGbaA7iKtRTqZOcs1l70G6PSR1lVSnH8/iUdqm4zh6t50ZPOyBB+zvp9wpHQ5b2T/+uB1R0um07f9WFU69ZKUEWcfrCrIqdCPHy2tBX4I1V9M+Kzl47G6+V96LForAyEP8+OT9fOjSD3HbttveFoo+Zxos1GvENZ1KrcKB8Wdtm7qiUtOcOKUk7ovzvX3fW1HyY0tjPDL8iD2fA0RjA+RjA7RrTqSQbFl7E+VSlmQ5C0adq0JtjFaLpEop4kYHJ4af4l3PLZIJBugNRu1rUa/DY4/ZThWhEKaUKDyfDIRALxRm7YQvp6ikwdNyQRU8NJX8S1KqlnjkxCMcnjtM3B/n+jXXv6SbFQCKi2j0w6TFD6iZZYxMhoylsahtZEO0lbKi89zkcyzllljTtoab199M2Gf33DZ3bua+Y/fhdXpXFP1yfpnBlkEcmoOaUWPf1D6W8kt25hkpcWgOVreupmbWGGwd5IqBK3hy7EnWtK6hJWDbkqWUjCfGeeD4A9y+63ZYswbvkSPcUnRTjA9h1ir4M2XEDbvA9XzaPSklS/klFrILuHU3PdEeXI2JKSklz0w+w4GZA3gcHixp8dzkcxyaPsRcbo6aUUNTNEq1Eoqi4Nd04k4fqeIyU8UUEd2N3+Xnq09+lZZAC1cNXUVrwLbz10/LmGNZFsn8IqVKnnv2fIelQoJuTxhHcZ7jxSRJw2RN33Y0hwccPjs8wGm8a8O7+NuH/5bucDeKolCtV0kWkmzr20axVsTn8tEeaENUBVHvQ1h5kx8kBvC5/NwxPUR0jYMBZYpLYsvEnRUW6utJx94HMQWZSqAkZzFdbp71O1nyJNCVJQy3hTP7NFdk5wgE3vF80vS5uRfn1VVVW/Gn0/aCqaNPQn3cdh9UnJBJQkSH3ivpcLhp0wepyH50IVhyzfNvz5xAD4fJG2VciouIJ8IP9v2AywcvX4kCetFSKtmjm1LJnsBubz/TQwmoSmvFda9u1pCWidpYTWwJW305VMdK0vnl/DJ3H7mbuD9uhwqRkpOLJzlcTLHo9CEQZJJjuD1hFMsi5tFRhKDL6eZYOUtFUVkYPkim4qOlrQ3/KQ8bXQchSI6d4NCqTrJSxaM4Wefw2CukV90GT/0xoIA7AtUslJbh0t94kxrz3DSV/DkoVAr80U/+iKnkFAFXgEOzh7j36L381o2/xY6BHS95rMfRyVD88ywqhxiZ+T5e2UVU9TFj1PC5gty0/iY+tuNjZyyWADta40JugSNzR1YmEduCbVwxaAc2Ojp3FIDuSDfFapGgO0jFqHBs7hhRf5QrBq6wJ5HKGfpjz5t8hBAE3IHnPWDcbsrvfx+lo0dwjU8QCAfhui32KkqgWq+iCIXdI7s5On8UVaiUa2W8Ti8fvPSDxP1xlvJLHJo9RHeke+WFdGz+GD898lMG44ME3AGypSzHFo4xFB8i4A4wGB+kP9bP/qn9JIoJnJoTU5os5Za4Y98dfHTHRwl5Qrb3goRStcgzxx4glV9iKTvPwWP30921Gd0dpG62EDZKLGRm6Sj2gzdMqpxBd4bxSbnSw7pm9TUs5Bb4yaGf4FAdzGZn6Y30MhgfBOyXQLKYoqT9Jh1+g0v4v3xqIMMThQ/TE97OvDNEXP5vel0jPLS4lnzwvyMa57tYSrHV1cG0S2fJVaCFCTCCUKySC0U4VKtwZfkp8DaCZK1da9vkT18YVanYfvTt7fYL4Nr3wWN3QGEEZBXCMbj6UxC1TW2KELbbKfaCren0NK2BVnsBTrXMWGkMp+bkyNyRi1vJLy/Dj39sm6xU1f5/1Sq48cYzzFzexuI0S0r87gDt0R5S+WX8oS5Uy16MuJRf4r1b7GiTJxZO4NJdK50RpMQaPkb/9BLB+CC1oUGyboWZzCw4vPhrBWq6C7fmoFNzEKqWmM+O82TBxDU9yWZfD5dGVuPUHMyXp7krp5LMZYgoBi16C8+avVhAT3wjXPaHcPxbkJu0w1Rs+y3ovPyM0y5VSzw59iRHZo8QdAe5ctWVDMYH39BRV1PJn4MHjj/AZHKS1a2rV37LlrJ85YmvcEnPJWgvs8BFUzSq7j7et+kjHBzZjVFYpgoUNRcf3vLBFyl4Q0rGS2lcsX6ujPXjMev4nV5a/C0rkzsnFk7QHmrn3Rvfzf3H7mcxt4iUEqEI/uTGPyHmj1GtV3GoDqr16kodUkqq9SoxbwxLSo7VSozIKmLdEHLtEF26ky0uH4nsAruHd5MoJMiUM6QKKQbiA5xYPEG1XqVqVJnLzvGHt/whc+k5NFVbUfBSSp4afYqeUJCNoSRrYzlKhka9LJlMTXD1qmsQQlCqllZi5uyZ3GPHqpEWHt3D4bnDXDV0FT5FZZXTzXcOPUqqkCAabGc0OUHUHUDPLVN0Bznh6uLS4nE8tRK5fIonqvsoJEc46FtPj3yIjw1eht/hQVEUPr7z49yy8RZms7OE3CFURUUIOwjaN5/5Js9NPUelXsGpO/gvO9/PDa130BZsY1RsYYP6D/Rq97G/cC1jyqeopmdXkoP0dK3h0lovT5WL+INLID225wvgD/hI4KFaHcbpucqOJX/jjfDQQ7btPR63PXKSSfjkJ5/v4W/caJtw0ilQJcTaQDn7JO5kYhKBwOOwj1UdKqqhsphbfH6dwMWIlLbpyul8/oUnJQwP2/MZQ0O2HTt9Eo8QDHi6GDZqBBSVD17x8/y/932J5eQEFZefmi9OODrAu674eUwpKScXaRueIVSfw2hzYC5NEH3sIaqGhZ5I4zn4DPE1A5xoU/Fn5hjOLzLr8NipLiM9HJ/ay/rONVjTe5kqLLNHHOQOzUfU66VSriLdQ3SobqpSMlJLskpxcLym0a07EfHNED93tqdcOccX7/sixxaO4XV4qZt17j92P7ddehtXrbqKsDe8Eqn2fNJU8udgz8Qeot7oGb8FPUFGl0ZZyC2seL+ci5xpYiHpjffTEe4kU0igKCqWO4jhOjNYVa5e4e8P38vw4gl7hZ5Q2dF/GZ8c2nWGfV5TNWpmjfZQOx/f+XHSxTR1s44lLTZ2bQTAqTt554Z38tPDP8Xn9NmrY007U9IVQ1cwU69yolqiRbWHqVJKpusVioUEDz7+NYQi6Ap3UaqWmEhOMLw0zOrW1ficPixpcWL+BA8ef5CeSA+W9bxZpWbWqNXTvLe/jlPXWS7Vcah13jWg8PBUDafmJFlI2omthYJLd60k7JZSMpOe4eD0Qa4asuPADyk67tw83cF2hBCs9kbJKw7cmg6ZOXwdG5h39iOKh5DZCRYUB5nodpzuOM9O7GFh4Rif3/YR4o2gZwFPgMBpcUxMy+TLD3+ZZyefpcXfshIa+Q8er/CnV9zKetePWc+9ABwoXMeM/tv83NZ3kS9nKcxM4NFdRHvXIIZqaM8+QbUwZic1V90wOITpciEtSVWa1C0Dr6IhQiH4whfsHuy+fbaC+8xn4PIze3u4XNDewcvhcdlRQouVIl6Xd+U6mNJkQ8eGlz3+gpHP2y6kpwdXE8JeHTwyAv4C7P/fUC8BkvXOMOEtv8yot4vB1tX8/z/4R9w59jQL5TyDgTZ29u9kTndyaG6ajY8d4cTSMVpWVfAsLlCbnSF3aQ2tGEathqlLhdCR44xWFRyxOPhbWM4vU1NqjCXG2Na9jRoms/2ttI0vMFFeZsFaZlU+SGrrZmrzB7Bc0N02iLScJKrzRLROTF5emT5y4hGGF4cZjA+iCIV8Oc/TY0/zn37wn9jUuYmB2AAf3f5RLu17GVftV0lTyZ+DoCvI/AuSbZsNl61TPaeXQjktOqyuOYiH7Ic2aRjonGl3/M7JRxlbPElfuBNFKBhmnSdHHqHHH+GG05bsb+zYyH3H7sPT6Hm0BFqYy8yxsWPjGQkJbt1yK1WjyujSKKZl4nf52dS1iY0dG9ldLRI6LcWdEAKlnOPLT3wVY/EkIU+Q+ey8nYLPqD4/aQm2Z4onyLH5Y+zs34mqqCsByzRFYzBooCoWYf9q3O4KNaNGUbi4ZVUBb3wbDt1LuVbm2Yln2Rx7vsdzKtRDoVpY+a1u1XFbFj1ON4pQaGkZZHLhOEu5JdwOJ0atyNHkArXQNuY9YTpbB+wY9PllEolRjucSUEyzrn0dN2+4Gf8LcuouZBc4uXSSkCe0MrT3ODwEXEG+Mb6e/7zqxyv7hvu+ysZIF2o6Q+Tue4jkcrZScj4L73gHfVdew1OJIO76EfB0sGgaTFSqeMxF7tc8ZHIZIqrOFZ4ALbEY/PzP25/XSW+kl2tWXcP/x957h0lyXve5b6Xu6pynJ8ed2ZwzsFjkDDCBOYgUlShZgbYkS7J9Zd9rW5ZEW7IompJsmbYSRUoiKQIEkeMCm3PenZxnOudY4f5Rg9mdzcACJADOi2ce7PRUV3VXV5/6vvP9zu/sGd5DNptFMK3z+EYNwLuWN/LuFxvHgVUIZpTh8B+DzQcuy5lTrCRpOfIntNz5J2BzMmV3knMEiFykgzcNk5HzZ+hq7iYQHqRsn0BLuTCnqph+6OqTyKZzZDN+TMHEnkzz4J2fx2l3ohkaAgL/fOSfKdaLDCeG6Qp3MWAXyc2UwYSxtmbswTAO1cvw+Bmawu3YRZmUAZ2iyI2Mv49NHMOtuhEFkVQhxSvnX2E6O01Vq1KpVZhITzAYH+S3H/zty4z9bobFIH8V7lt5HwdGDxCoBVBtKoZhMJIcYWPnxgWa86vhF2XcokTB0HHPTcFqpoEpmDQqF6bS1XqNwxMnafE1zgdTWVIIqX52jx1bEOR7o73E8jFOTp6cT3O0BdsuMwdzq24+u+2zTGWmKFQL+J1+Gr2NiKJIvWJgvyT/d/DcS0xlp5GKSQqVPHbFbvnr5BOoNpW6XkeWZHKVHEFXEFVRkSWZh1Y/xPOnnyddTGOaJpvb2sjkdQrVAnbZjoiIKNp4aNV9zJqtTOXLtAZauW3JbWTKGYq1IoqoUKgWUGWVRm8juVKOv9n7N+wZ2sNkapKAK8Cjax8l7Alze982nj3+j6hijszZZ9lUCyF7tzE8dBqhZqPcEODcxDFssgPVplKsFhlJjvD9I9/nM9s+A0CpVkISJTRDo1wr47/IH9869xJ3h36w4LF2/Y9B/4plFCYIlsICrAXDp56i6VOfYllgKWdyBcZLU+RMkIwCKgWe0m9DL2ZoVuycrRT4iK+BPvvcIEGvQzlhpWMcYcuCAaw8fSxmBcNo9KrmY+vb1zMUH+JTmz9FppyZX+x+YNUDl7XCe1fhdlvnMBa7kK7RdSgUYKkdklWwX3BIRQ1ZUsTEcWjeRs7QkN+4hKem4NQphHwBsV6l2tDEKqebdG45hdIsNYeTVgT6EwUU+TxTmVZc5SxKq5eQK4QgCsxmZzkwcoBzM+dIGgamr4lTCGjlNA63C5ukoKheFD2HIAWp6DrFShHT4UQUPayY6zl8PVx2F5qhoekap2dOkygkEAURl81F0B0kV85hk2w8cfwJ1rSuuayY662yGOSvwpq2NXx+++f5h4P/QE2zvMrXtq7l53b83A09XxQEtjg87C/niWt1EEBBYJPqmQ/6YHmtYBqIl+TiJFmhVisu3KcoclvfbaxpXUO2nMVhcxB2h694gcmSTHvo8iYsbYqd/mqZsGwFgWKlwKGxo3gkBV2y4XF4qGpVcuUcXqeXVD5Fvpq3lCh2N73RXhRRwWVz4VE9fHb7Z0kVU9Yon3UMTnyHAxPj5MsFPKqHe1bcRV/Ix1LfA5ZaBKsJyMHRgxSqBcq1Mp3hTmRRZnXLar7y7FcYjA/SEewg6o1yYOQA/+f1/8NH1n8Im3aSL27awMZiCNeREXw9Dl5zFjnpcsLsLOlKnEI5R6IwTCYzQXqmn4g3gtPuxKN6qOt1EoUEgiDQ7GvGo3rIV/PzBmyGqfOh5le4JXga0/+rCNH/jhn7MkL6T6imk9jGlyGEwhdSC04npNMIExMsW7qUAXUVWc2BXo8zaQbZLzZQMxVsep2aaRJRbOwqZQjLCsHCFIy9YLX6A6tSsvN+mErB438P+WnAgGAHfOSnoPnyRdRGXyOPrn2U3YO7qWgVgq4gmzo2saL5x+OR8qa44w54+mmrKOyNpii33AK+SUhe6QZlwly/VrcgoZnAsePw3LPz7RCNfBZ1936kT9sIeyLYRZXxE0fJ5zPUvC50s0p2YoQUBmlflNHUKLFcjNHUKFOZKfzNq9BCXVQrWYKyg5QjQK4QY6u/hVJdw+3z4iWDRo2KaKJi8qi/h+gVrLav+Jb77uDw2GHihTjFahHDMDAxUW0qdtmOgNUNLVlIkilniHjeHif8xSB/DR5a8xB3LL2D8dQ4HoeHZv/186QX45Fk7nT5yRoahgleSUIRFl7ATpuDJb5GxspZmubsTk3TJFZM8fBcn9JL8Tl9C7zg3wzdioOZeo24VscmCEyVstT1GqvcQQazCoVKwcpPV0s0+Zq4Ze0tiIJIwBVAFERGEiNsaN/ASHKE9mA7siRfuBj1lSyNnqI7spy66cIuC0hGHNQN8wEeYFvPNuKF+PzNwTAs7x1ZlOmf7Z+3SJAlmduW3MaJyRP4bAYPLusl6l+J8M0XoaURFIUtlVn2OoKc0mYZGxmgvzKJaWj4bS7aQ+2U62WyxSx/veevuWPZHXSGOjFMg+ncNM2+Zo5PHGekOoLL5uRDza9yb9NZ0rbPU7H/FonJk5yY2MIabmOV/2/JBZuwHXwAVbZDezusWGEFqHqdjKER03QShEgKXvKSRhVLmi9gUsagZOhM1GtMFRIER562qiLluXNXzcCp78KzJ0HOQ9gPCJA+DX/yb2Djw5b98MqV1rHnaA+10xZss2ZbF1dgvttxuy1Tt0TCcusMBq0isbQPMCwzsjmJJHoNECBo2QZHFRuuXJ30vj34gkEMVSXtsNM8UMd76CXYtgmtK8VgfIxKwEXBEGiVKwyNQEbWGFvTQwWdb7z2DUzTxGFzUDZ0lq55FC8iI7UCxVIKuyhgOvwk6xVWhjpo9ndyKnGGnmgXdwTaWObqJqj4b/gtr21by6e3fJq/2v1X5Eo56kZ9fgYridJ8JzSn4rygDnobWAzy18Fpd7K06a2Xi4uCMO+HcSUEQeBjK+7m6wf+kdHMFIqsUqkW6fY2cHfburd83KthF0V2uHzM1GtkDA2fzc5Su5tqJc+yxmXE8jHSxTSCIPDI2kf42KaPcXb6LCenz7Bv4hiq6mUwN834iQkavVEeWfvIhQtS8oL3wyjlfSj1URCc4Lwd7CsxTXM+ELnsLj668aNMZaYoVov4nX6i3ih7hvZcFqRE0apQVWWDRk/QCqrVOvithUYbBp8Svfxh7jSlzBSmVEYEbJLlR68qKrF8DL/LT6FSmPtMRJp8TWi6xpfv/TJHxg6zUv7fbPWfJaF8lqdm7yI78l0OjBxAFmWC02uILssQueMECefLKGc+jjQyAoGAZSfd1ETNNCkYGoYAxkVtzCXAADBMqoIBmJSzI4AJ8kVfZLsfTr4K2WHoXm29T8OAZAUmhqBlGVRa4PHHYccOWHfh2hAEAduPuuBm9ijkxsDXCQ1XV5RcE1G8vD9toAc67oeRp6xFbExrttP3UXBbBnCKIHLLVIyziRQTy/qQTJO+ZIbeumHt75UUZYeEaswy3ufCaGrj1EyaZ2pQ7HIQdIUwS0lWNK/g1NQpGn2NzFRLgIBdVmgJtBDxNFCqFvG6I9jzcZRansP9e4nlYkxNDBEfHuHjGz7OjqVXHohd+e2KPLj6QbZ3b+cPnvkD9g7uZTY3a/VXNnTK9TIRT4RtPdsuW0O6GRaD/LuAVl8Tv33rFzg0dYZEKUVXoJXV0b4rdly6UUzTpFC1Gne47AstbxVBpM2m0gYUgIORTmazs6RKKVSbSpPcxNLGpdy74l4cNgc9rav5YXwIwdeM0xMmaZp4RZmZfIwTEyfY3HVR3YAUAvdDljHT3KxlLDnG7sHdZEoZHDbHfErh0nRSq78VwzAwDGNBsK/rdbojK4Ax64GeJhiZhYgPMDmWn2W94SHYsY0DZpyhxBCarjGVmSLgChBwWY3J9Tf6os4hCiINnga+uONnID6OoW/mqeGNiIKEQ3HgtDkJC05S/Qc5q9xnaa6zWYqxabzIluvj5z8P4TBuQ0fDJCrUwRzDZxhMC2EqgsP6kgkCtrnAHU6nIV8F18Udq0ogjkI4A/Y81DyQzVh5aqcbFN26qXg8sG+f5VPjWCjD/ZFQzsKr/wpiRwERMKBxM9z+X61itDezq5pl6napnJiVn4fGjTBzwDpG8zYILV+widPhZMPACOsEBYE5r3NBhHAYbr+TzIZVHJ56kunCIPWch+N5H7ZQHVOrEi/Erb7J3kYm05P0RHrQkuOkimkiviiGYSIJEo2+JpqiS8lNHGM83s+ewT00+hpZ3bqaUq3EV1/6KpIksX3JJeqo6+B3+fny3V/mD7U/5NTkKWZyM5RqJZq8TXxs08d4aPVDb2p/12MxyL9L8Dq83Nmz9fob3gDJQpKXz71MPB8HoD3Yzs6+nQucI9/ArbrZsWQHuwd3W6NbQ0M3dNa3r6fRZ42cjpRyzCZHaPE3zS8OZ3UNl8PHuZlzC4P8G8xtN5Od4YljTxB0B2kJtFCtV3nm9DOcnjxNqpTCwGBJZAm6oZMsJgm4AhyfPE5XqAtJlJjJztAV6WJ99z1QeQ60cVjXDlMzMDGA6WxlLD5Js7eRal8HzTOnqGt1inPrGX3RPrLlLIVKgUb/BSvgN5RSAeecT0zkPzCTnqRQfZzWQCv5iuXoqMwVZmXLOYYnPkh2doK17U14US1N97Zt1nkUJdYKM1Rqz5HSq1QMg6ogcFTYQkLqxCEINMWS3Lr3EM3VMsSOQMskbOgANQfiGWguQboIwbNQCcPEXDWsgFUUBVbhlGlanaJ+HEH+yFet1+7tsUbihgFT++HI12Drb9/QLnLlHLv6dzGeHqem1WjxtyxUQImipTef05yXqiVGpk7jsrvomOtyRk8PtLcjTk5ekGIWCmAY1O+8nZiQ5YeDQyQLKVLlAZw2JxKSJSk2NZr9zaiKisvuolwv0xds5Xg5zYzqRtSruO1uupqWcWL6DOsVlV3JEZr9zYiiyGBskOVNyzFMw6oufpNBHiDqi/KfP/Sf2T+8n4H4AG67m/Xt698R36HFIP9upVy2qgJl2VJY3GAvz0q9whPHnkASJVoCLZimyXR2mqdPPs1HNnzkijnbDR0biHqjnJ89j2Zo9Db00j7XL7NqGKQMDaekYF40OncIEvF6iYj92qO3I2NH8Kge3HPbCYJA/2w/3zn4HXqjvVTqFb7x2jdY1riMB1Y9wMb2jQgIVLUqiqzwgXUf4NG1j2JTVJDvtxqqi6fhg1thxoeQ8+GK7aXa3EZUddJYTlLRKowlx9AMjUQhQW+0F3nOeCxfyaMZGrlyjlt6brEatcxhmCbCXBG9R/VgYlKzK+QCLkLZPIY3Qs3pwNG7CuIZS9/+xhfSKHIbh9ivRMkJoBl1BKPGdvMgp6VWHFWRO19+naXhKPaWTrDn4NATcKgCdxjg8kLXbdARhMFR8I2B7oNsCjavBOfcDcqc61mrvn052zfF6DPgarsggxRFcDfDyDM3FOQ1XePJ40+SLWeJ5WNMZ6c5MHKA1wde57ce+C2ivoVe78+cfIZv7v8mmqZhYNAX7ePX7v41gu4g1V/9F1T++L+inj+DXbKB3U7553+Gv596lcePPs5UeoqJzIQ1gxMsH6jVLavZ2rmVSr1CqpTijqV3UNWqnJ89z0p3lJaGJYSblhFyhUlnJmgqplBcAdLFNFFvFFG09O2legm/w89EauItn0rVprJz6U52Lt35lvdxIywG+XcjZ8/CK69c+EJ7PPDQQ9bi1HUYT41TrpXni7UEQUASJV469xKz+VlWt6xmbetaa+HWNCA/CdlhWkSJlrYV4Fr4JRMFkASJzqblDEyeoGFu8VkzdQrFNKt7rj2KSRVTCwLpRHqC0eQodsVOk7+JkcQIIVeImdwMU5kpljUt45Ylt+Cxe/jg+g8u3JlgA3W99eMD5l7qhskwL519iRa7gw0dG2j0NeKyu+hr6GNd+zqWNS4j5AoxEB+gf7Yfu2Lnjr47aAu2AZaNw3BimIn0BDPZGTyqB6/DS1ugjYMjBznoTfPhqSKNp9KsaF2JJ5GF5csXNujQZlBF2OwK01irMlQvUzLshIwSqq1I6yRstDvx+INWCf+ZM5brZk22/PzzLqgMwZY7IdoEsTOw1QnBVohsBEGyRs0zM5aVsd9/3WvhbUfXLdnnpQ6lkmytk9wAU5kpUsUUU9kpsuUsIVeIsDvMWGqMv933t/zSHb80n745PXWab7z2DdqCbThsDkzTZCg+xNde+hofWPsB9o/sx3xkBXKsgeW+drbc9hi7RnbzxMtPMJGeYCI9QaleAtNqCxlwBfA7/UiSRL6Qpz3YTsQToabVaAu08dCah4h6o9RMg5qu863jj3Ns8HX6bU4qWoVYIUaj17rZGoZBopC4MLN4F7MY5N9tpFLw4ouWfvgNXw9Ns+Rmn/zkZQZOl1KqlZAkq9NRppRhNDXKuZlziKKIgMD52fMMxAb46IbHUGb2kBvfjS458DvcOOPHoHUnZmgl/bP9nJg8QaVeQfc14Q1101LJMZkYwRQE8rrGg50bWdZ4eaPki2nxtzCUGJpX4ExnpynVSgScASRBIl/N41W9ZCtZxtPjLGtahlf1MpWdsiwbbmDqurxpOVWtyuGxw+i6jk228aXbv8Sa1jULnr+8aTnN/mYEhHl1UrFa5Jv7vslYYgy7Yqeu13n29LOsaVnDRHoCTddo6VjB+V4XR4cHeNU4R5tLYntKYMP/Oodid8CaNbDMBaY1w+mzO+mzO6mYOnq9yDZXA3YpZ1nWAkyOQSUB3haoJuBccq4nbALO6/ChR2FDJyjLYftK64Y/MWF99kuXXl4h+6NCkqBxC8weBO9F6ymFaWi9sdFopV6hWCuSKqQIe8Lzj7tsLoqVIqPJUZbNNd9+6exLOO3O+aAvCALtwXYODB9AEiVWNK1AlmSMQDNH05NIs6d45tQz1LQa6ZJVDe5TfdR1K33ncXgYSYzQ29DLlq4tFKoFGjwNLGlYQme4c15AYBNE9g69xsHhA/TH+rFJNpyKk5H4CFpds7qvTVRRJIVfuuOX3qaT+86xGOTfbQwPW1/4/n4ryBuGNYKPRCy52aVqhEuIeCJUa1UOjh4klovRP9tvVbWKIh7Vg9/pZzY7y8uHv01w6iVyig/DNKkbddY0raBn8nX2p5LsHz9O2BPGLtuZnT1HMjnKipX309Cyhkq9zBpPhE2+xusG4bVtaxmIDRDPx/E6vGi6RqVesYKtIKDKKjW9hmEYqHNqk3K9jE/1XXffhmmS0Osk9TqBpuV8rGk5aDWrIviSQpJ4Ps7zp58nW85iYtLobeSuZXfx/WPf5+WzL1tBf87Zsz3QTlWr4nf4uXXLrRiGwePHHieuFME0iPfv5kDtZR7tuI2PhbYi7dkDqXbYKFk2wXNyURXN+retBZrd1oKpVoT8KXDmADvE8iCLEJWgaANVghcPw8PdsGQleCNWM+9SyUrd2d/6YvzbwuZ/Bc/+AqQHQbKBUbPsddf/yg09PeAKUNcWjvrNuZ7EXod3XgEFkK1kL1MNiaJIppzBoTjmq7xFQaTR18ix8WPzVh+arlmpScHqUFav10nkE7QH23Grbroj3RQqBVKlFL3R3gWeMYVygb/d87fM5map1Coka0nLwkOA09OncatuKlqFZl8zT596muVNy29KJPFOsxjk321ks3D8OLVohPNynsHiNI4xg9UTQZo+cfXON2/Q6G1ElmTOTZ+bz2/KkozH7mE8NW6V8dtUjp36Lg9EItTrGmOpMdKlDHsG9rC9qZvzniGWdm2fv/DbA60IqXE6S2k6on24RRHHDRopBVwBHtv4GMfGjzGZmWRd2zpKtZJVYGZawfbo+FG8qpeehh4q9QqxXIwHVz14zf3qpsnBSp7peg1FENAxkRDY7vSiXCJZrdQr/OC45ULZEmgB0yRZTPGdw9/hpXMv4XP6SBaTlGtlHIqDVCFJxNPAyuaV+Bw+Xj73MplShgZfA8VUDJ8ugM/P3mw/t4RX0t7WBufHYc02UA6APufpI0jgvBtEFzQ6oLcRjv0TGAUoVEEbArcMgaVgxkFIQcBhmXONt8CyOQ29ILx9TcFvFl8XPPKPMPg4ZAes1971MDhurG4j7A6zrm0dxyePo9pUREGkUC3QHmy3Op1dlJPf3L6ZY2PHaPBcGNjkKjlkUZ4XBbyBLMpohkZ7sJ3B2CCqTaVQLaDrOpqhIQoiiqQsqOtwq26G48OcnDhJe6idgMtahD8/e554IU5Vr9Id6aaiVShUCpydPkvIHeKxjY9hk20YpsGRsSO8ePZFHlx97ev1x8likH8XUqtX+UH6GIPFaVTJhlCrM5gfoOvs8zzQ9LlrPlcUxXkzskQ+gVt10+pvxef0MZmZZEXzCmayMwiyg3w5w3AmSbaUQRAE7Iqdc7Eh9ierBEI9NPmb5vfrtDkpF1PzfiHFanFeEhl0WWsFummS0TUMwH9R4VfAFeCOZXfM72t9+3r+7+7/y1B8CLDsGjqCHRiGQble5r6V97EkuoR8JU+hYlXOXqoMmqpXmarXiF40Yi8ZOkfKBe5y+RfMAsZT41RqFcLBMH2D30TRipzq+1kOjR4mW8oynZm2+uQaOudmz/Jr0ijkfbxSLeCyu4jn49hkm+U+Wa+jSG7ssspsNcNMNU27M2KlUiphCH8OtBnrwHIjiM43PhjYYkDjVhhIAQI40nBuBowYJBVo3A4Nd0NRgHqYdy0OH6y69nV4NQRB4IHVD1CpV+Z9mELOEGemzuBSXaxqWUXUG8Um27it7zZ2Dezi7OxZvKqXar2Kbuh8ZttnyFfyC7TkmXKGFn8LWzq3cGb6DOV6mUK5YPUzEET8Tuua6G3opcnXNJ/f3z+yn3K9jFf10hHu4O5ld5MupRFFEdMwEUURp81peUqZGn6nn1KtNH89hN1hXh94fTHIv2cxNUBaaKI0R127UCIf8UTePotQp5NzUQfp86M0KXZqehEEkcHuKLtPfJ+tWx6ZH3FcCV3XSeQTSKLEps5NRDwRTk2dmpcMpgtpzk2fo1gs4Eicp2RKGKINp82F06giu8KkCxonp07jcIeQRBEXAtVkjIDciJlKcTA7yKGxQ2DOpTdCHbR2beO1eomqYRKQZCKSwiaHh8YrTGNXtqzk9z78e0xmJzEMq/G2qqjUtBqKpGBi8ur5Vy1ffURMTFY1r2L7kguziymthvuS9QmnKJHQ6hRNA7dw4fOo1CvW1N00UbQi3eNPUNPrfKfYwGhyFFEU54qmZvltNcYn5SxPKVGcNgcvn3sZm2SjrtcpVAp43QGcaYO8ViVfr3AwPUBJq7CiKtPg8VhB3dbNZRgVMBPQ1WP9bF0KJ0/AyMtgCNBzDyxda+W98+Ow+Qr7eJ8giRIf2fgRNnVt4lv7vsUPTvyAgDOATbLxtRe+xq7zu/jNB34T1abybx76N+wZ2sPR8aMEnAHuXHonEU+E7x/9PhPpCVw21/zne+uSW/E7/Xzh1i/wV7v/ar6ngVu13Fi9di/3rLgHQRCI5WIcHT9q2QkIArqpMxAbwKk4CbqCtPpbOZI7glKzI0kyxWoRSZDwqt4FCjXd1K/53Z/JzpAupukOd2O3/XhSOotB/krUp6C8Z67vqAvUTWBbRrleoVwvkyllePncy1S1KgICLruLB1Y98PZ4TbS2sidQ5blelVBRQ5RVYm6JIiXQCwzFh9jourJD3dnps3z9pa9zPnaeRD5Ba7CVR1Y9wsrmlRwaO4Tf4ef0zGk6wh1Myzb2V9L0VkdxieCTDZKCRDa4HkUf4WhqDFs+icOUUA7tpalUpjusMrR7P3vdKdo27ESaG0Xvnj3PbKXAyu7tqIJIStcwTJP95Rz3SsErpnYUWaEt0MZUZoqRxMh81asoihwdO8qJiRO0BlsRBRHdNDg2cQyf08fq1tXW8wUBfc7m840FWtM0rRzsJcdq8DZY/VyBU30/S1WrsXzqaT4u93LWFkBA5NzMWf6dK8Un5TTf0qLsit7N7Utv57X+1xBMgWq9isvmoqN5GfnqWfbOHsOreinXigxMnOZ0JMQD9TTdXOUGLMiAfKFc3+uFW26FpjC8OASuZsjlLK13c7OlA38fIwgCUU+Us7Nn2dSxacFM7dj4MfYP72dH7w5Um8qdy+7kzmV3Lnj+RzZ8hMH4IDPZGfxOP73RXjw2BdB5cPWDrGtbx+HRw8zmZrErdta0rqGqVTkwfIB8Jc/R8aNMZ6eJeqOMp8bnLQWq9Spf3PFF2iK9HEhPMinbMUQBuynQHulBM7R5ObBu6KSKKT6x6fI0aq6U4//5/v/DnsE9mKaJ0+7kF3f+Ip/c9sl37qRehXc8yAuC8ADwJ1jfvb80TfP33+lj3hRaHArfB8ELcgvZYoozw/+bA9MwW1EJOAMcmzjGquZVLG+2qvDylTxPHn+Sz2z9zM07xzU3o0UbGEnmECONYIJk6LjCEUaLSSThyqOGbCnLV575CjbJxob2DQwnhhlPjvPXe/+aj278KI+ueZR1bet49vSztAXbaA208r3MBE/mMyj1Ao2Sm7bmNWi6iTfSQ1SUEOslhLPnCFdhxZLbcbijnJreS3A6jTQbg5YWSoZOUfUTnzmD2LIau8OHTZDImjoOU2JWq9F5aUUjVrrnyeNPkiwmERDm/Wt29u3kmZPPIEmS1Vkq2EFVFNmm1Tg2fmw+yLcpKiP1Kk7D4OlimmoljyM9ga1exu9tsBq7SDJ22U6Dp4EVzSs4OXkSr+rlf4nLuc82ykO1syi+lfy3agu/Kg3xKTnNPwsdvBC9h2ZPBKfNyYqmFdy97G5mS0n+7vyrnDUMkj1LIOSnMTZLf3Ycb1MLq1evYVf/LjrCHVce2Qky2FdD5TDILVa9gVmHVhU+/YswUrYCfFubJZG8ivPk+4nh5DDVehV3YGEqzuv0cnD0IDuu4t0EVt+EFc0rLDM2LQ6F70DmNJgpEFw0OXbw8Mo7LngDzbGkYQmxnKXPL9aKCySQpVqJczNnkI0EZs86otU8M6OHMUwdu6eBhs5NhNLjDMYG5zu33dF3B7f13nbZ6/vd7/8urw28Rmeo07LRrhT4ynNfoSXUcsXt30ne0SAvCIIE/A/gXmACOCAIwuOmaZ5+J497U1SOgeAAyctwcoavv/YU/fFhND2Pw7UOl82NJEoMJgYJuoNEvVE8qoeJ1AQzuZl57fX10HSNgdjAvLxxeeNyOsJdSKJIy7a7kWZ2UTIlnHYHpstNRiuhopIqpUgX05elbA6PHaZYLdIctXTsPZEemnxNnJs9x5KGJTyw6gHGUmPzxT4hd4iPbPgIT518ijNTZ7C5G0EQyNYreFzN3LnyPnpCSwif+huM3maymJQNg4qpIXu8MD4OLS0kKwVGk8NMJ4Y5OvA6XneQJc2rEBQHNd1ANy9764DVui5XztEasPT8pmlyavIUB0cPcn7mPF6Hl/7YACW7m4lwD4bLYGW8f/75EVlhtc3Jn2WmOFItEillWFJOk5k8wR9OnaJSr3Brz610RbrY0rWF25bcRle4i/7Zfo5PHGdq7W8wOPN97h1/gns5BTJ8U+7lqeij2Oslq9Rd1xBEgeZAMwV/E/eHukkkhnnxzPPYg+0oK1RaM/vQioMUMv9Me7CHQulufO6rNJRxbLJa+tVOY1kCiODcCepquLZo6n2JQ3bMj6AvpqbV8Nhv0LulOgTJ34P6uLUWYtasnrqVY1B6DcL/CpQLgdzv9ON3+mnwNDCaGF2wK9MoI2ojDGVeoiL38NF1rZhre8jWw9TlCOOGjmvsMNLoQdqCbTy69lFWtay67CXN5mbZPbh7PsCDtcjrKDv41v5vvb+CPLAFGDBNcwhAEIRvAR8E3r1BXk+A4KKq1fnqrh+QKRdQZRFVdTNbzZEspfA7/HSFuxhJjFid4wGEC6Xy18M0TV48+yL9sX4CzgBFrchLh44QblrNuiU7EXxN7Fx9P0fHD5OrV6mXE9S1Ok2+Jg6NHuLszFk2dGxga9fW+QXGQrWwYAQpCFYayat6rYWjuQVZE3M+vRF0BfnI+o/wsvNlBEHAY/cQaGikpWMTPc0rEWs1ZEGkJghgmBhAn7uFPfnjOA03mq5xcvwoVV0nFGjD74tSq5U4M3aYzs6tiJJC+AozG92w8p9vKCS+ue+bFKtFusPdFKoFOkIdltWqK0Ts1DO0rriffzryHV7U62zo2MDK5hXYZTvPlNIcqRbpys2ypTDL0YHdaHPyOcMwODd7jqA7yItnX0SRFGuBN9RBppShrtc53fez9IxfaA7yP2xr8aPT2baBglGnkJ1mx5IdSDYHE8U0DYqdgVKakDtMoZrHSZ66XcKtRxjO5FkSjOOovQDmp612f5ciyOC63Qr2RtkydBOubSxW02oMxYcYS43hdXjpi/bNL3S/1+mMdNLd0M14anx+cFSqlqhrde5Yesf1d2CUIfd3UB+D+oS1gG3qYIggNoAwBOm/hMh/sJROF9Ed6eb8jJXWVGQFXdcQtWF6ww2U5TBL6kdoN6YwzRqCEmWg5OfZRABXapwQBsfHj5MupfndR373MlFAupjGxFzQyAcs8UIsH7uZU/aWeKeDfAswftHvE8ACgxZBEH4e+HmA9ossVH9sKM1Q7ed8rMRsLk1nqIHRRApZsuNRfVTyCVLFFD0RS+4HloGWgHBDOXnTNDmXnuJQepK2UDtC6QSnamUydpGxkRfxhIK4Xa04Ay18rnkl+Wqeo2NHqek1Qq6Q1TpMFDk0coi2QNt8s+a+aB+abvnOvBHs63odTOhpsPK7QVeQZY3LODN9hrAnjCiIJAoJ7l91P4+uedTyjzF0ds/5tph2O9XWVoTZGEo4gEMUWe5uY6h2knGfTHF2gHRmEre/lZb29ZRNA0F2kKnk8JXTPOSL4Lu0OvKSc2FiUqwVeeL4E7QF2uht6AUBxpPj5Lw58pU8B7/1K0xlp2DLp/nzzAz3xYeY7tzK94op7hRFlPHDjJQzqIqdiXwc1aaiyJZcbjQ5ypauLRwYPjBvYbyxYyM/OPYEG4f/dsHr+U+uJE+2PoTDG6XBHeb2SBcRT4SsroFp3TgFAUKuIMXKLKJRpir5cZppSrUSYf8ObEIJtKkFo8fLEF3Wz3Wo1qs8cewJkvkZAg6B6bTB0bGjPLzm4RueMb7b+fLdX+a/P/ffGYgNIGApvH5u58/NX7PXRJuyRvBGEcwcIFmjeLMCZgHMLNSHQZsGZeHsak3rGvpn+1FkhVwlh1OCWnGGnoYeeqRRktU4RSkKQhXTcFBO76NP3YRgd+E2I0TcEc7PnOfVc6/y0NqFhmLdoW5cNhf5ch6P48KMJFVMce/ye9+O0/am+LEvvJqm+T+B/wmwadOmq0zuf4TYV0P1POnCBHbZKm5x2SBd9yDKIpIgEXKHmExP0h5qZzozjW7q7OzdeZnb46XopsmRSoH9xRRJhw9NKDAl+skIdoJSDU2USeQGMCMhWnpvpz5xhHKtzERmAkEQUCSFl869RE+kB5/DR3+sf0GQ39m3k1fOvzLvu5Kv5Hlk9SMLAsLtS28n6otyauoUmq6xvXs7K1tWIooioijSYMp06XVG61VkATJbNxF9+ll6YykkpYCk63xg7QcY29DHoanj5Kt5lrWtJaF6SAoiJd1ALud4SLGz6gqGaGCpK5ZGl3J+9jxN/iZ+5tafYSI1wZHxI/gcPjZ2bESWZGLZGEfGjjCVneLh1Q/Tu/MXOKr6GAAoptiqVXENvMbBiWPM5mYJe8JkyhlLqVOv4vE3UCkPolQM4mUds34ngtJEV7iTz1YPEZj8If/s385/lVfz27WjPBJ/Cbfq4TvKp1CbVszftJ2iiCgIaKZJW6Cd48XjdAVbiVWGkQtjTGUSrGvpZXXLSms0qRfgbUip98f6qZROsDIQp2LWkFWoamF2nXuOT279wnvHO/4aNHgb+L3Hfo/h+DClWomucNcCG4wroZkmU/UqmXKWlnoWjwkL5kOmCOjWqB4sh89LaAm0sLNvJ/uG9yEJEscmjyFrcSQ5SI96DE9wI1OmiBuRklYjKUXoMwaYrFxoqxhwBTgyfuSyIG+z2fil23+JP3j2D8hVcjgUB+lSmrAnzGe3f/Ytnqm3zjsd5CeBi4ccrXOPvXuRAuD9CFH/4zS4TpKq1HF5NjAVn6VezZCv5tnWs41mfzOrW1bjsrvoDHfe0BR6sl5lvF6lUbIxpVVwMklKiCKpdsRqDAQBr82FbqQQ3L18ePOnONy/i9cGXmNZ07L5go/T06fpCHXQFema37cgCPziHb/Ips5N7B7YjSiI7OjdwYaOhU2BJVFiZfPKqzZ6FgWBdaqbdkUloddQGlw0fe4LOKamrYXBUAi5sZFuUSTgs5ogO0WJLq1KK1ZLwlgtx4pLilUuZWv3VlKlFOOpcUq1En3RPgrVAienTpKv5lnRuIIj40eYyc1wz/J7+PmdPw+VLEfVC0U3raP7aY8uoVwvkSqlODp21DoXJvzui0mcoTO8/skVFOsaTS4RIf9dcD0Ku/+IwNm/ZpdnI19xbifq8PA9tQ9lWuH+8cepmjpD/haIdAKWNfMqu5PDlSJeX5RIqYWx7CQeQSIi2Wjq3sgHVm5FFmUwdOsaehuYiB8moA4wUg9S1xyYGASVGKKWp1D9KF6H9/o7eY9w8bV8LXTTZF8pR0yv4xeC+EwbNdNO2JRQzBKYAqBZvQwEEaQIiFcu1FrXvo72UDv/9/X/y4b2rbTaGwCTTGUQKXaa9U0rGTZ0bHIIOX2EoKAzzYUgX66Xr9pL9+NbP05rqJVv7f8Ws/lZ7l95P5/d/tnLirh+FLzTQf4A0CsIQhdWcP8k8Ol3+Jg3jxSks/1TrJqVODV1ysoPuyNMZ6e5dcmtfHzTx+lr7HvT3VvGtAoeUcTmieBUVNLlMnapSklykCnmcLv8eN1hqmadiqnjkmVmc7M4bA5OT53GZXMR9oTxO/ycnznPF275woL9i6LI1u6tbO2+OctiU6+TGXiW2aGXqeg6ybZbWL70AdyOhV/EgCvAho4NHBw5OC8ry5azrGpedd2bnsPm4EPrPsRsbpbR5CimabKiaQV/+dpfMpocZTRpLYo1eBp4bP1jIAi8fEk/1vS0SHvQSkc9f/p5ssUsBjp/+FqdzxzK8bebXWi6QrGmc//yLSDK8NKX4NRT7A/cwp9WmlFLSYouH6X8LP/U8hiGIPLgxJM0iQr07Zivkei0OXCJMsO1MhtaVnNrpAd3VseLjSZfF6JoWKkDW4dVBPU2YJNnGM5VSZen0Q1rgTIlSTSqKSThxgzB3m/MaFXien2uCC5A0fUgjsLfUdADeAUDyShaAV5uBjEIzltAuvqqdjwXx2FzWAIA3QeVA4iil3p1lMa6k+Xe5WDv4hnHy7wyVgZVp1QrMZYcI1PKXNO75pYlt3DLklvegbPw5nhHg7xpmpogCL8MPIMlofyGaZqn3sljvl3YFTsf3vBh2oJtnJo6BQJs6dzCho4Nb7nwSZxTtsiSxOau7RwfnmIom6Kq+Ai6G1jZuYI6NVJClB12F5JpsndoL5IgUdWq5Mt5xtPjRL1RuiPdNPmarnPEC8TzcU5PnSZXydEZ6qTvak1JTIPz+77GzMRe7K4oDkmgev677Iqf4c47/vVlN7atXVtp9bdyeuo0uwd3M5Ic4czUGU5MnuBjGz9GS/Dy3qTz50MUafI3EXKHOD5x3GpKveVT/OEzfzi/zUfWf4QjE0c517yCo3Yv7clhGgZex1Zs5MW77kF8fTdx4RwAGzrW89lvH+Izh3L85Xob/+1uD53JGTa1L6WmacwUISLBYPP97ArcQyg+SCU7DZkpqp4ISUPn7xoewmvoLPe1XVYEF5GV+YpfXAHwfwpq5y37Y9MA5w6wL7/QkPsmUd0e4iMJFCVsqaxMk1wxTU21UzPrvEuMDn6kxLQ66kWfS8b5AAIm9uIzuJhGEuY87m1N4LofPB++YjHjG5RqJbKlLAOxAQBWRFcguXqRtZcx5GaQ/KBNctuyT3IiP8jjJ55hNDmKJEp0Bjv52ktfA7jpgdU7yTuekzdN84fAD9/p47zdFKtFsuUsq1tXc/vS298WI/922c7+Sh5VEHHZnWzv/SCu7FFSukiLTSRn6lRx0KtG2e7wMpGewARcwTY87RuoVIsIxQSl7CzburfdUE62aOjsGT/J9w9/B2oFoq4gA/FBzkyf4YPrPngh0JcSUJymnJ8kMb4bNbTUKuMHbAEPzvRpRqZOsKxjYYMQQRBoDbby+LHHOTN9hiZfE7Ikc2T8CEOJIf7fD/y/16zQBbDJNm5dcisvnHmB3YO7F/xtODFMcMfPcF714Rk/gmN4H50tqxhmmE3PPcXz9z7IxmfTpIspfuaZST6zL8U3Nnr4o/t8+FWFuq7xVwdf5PTMOG1+P4oUJenrI+oNMxAfpDvcSf9sPyRHKQigqF5G1v0iWzdfvWhlvFZmVzFHxqizTGlgu6sPxw36/b8ZqkIrraEoU5kqxbLV8DvqC6K4/SRKVQI/hp4hP25UUUS7+AFBIuV8mKyyhagtjU1Pg+gFexdI0WsGeIDX+l/jz175MxTRunk/IYg8tOYhljfexS3BO0E2QfLjlJv4+JYJXhs6YFlXu0PIoqV///rLX2d543K8zndn+uzHvvD6bsM0TY6MHWHf8D6rSMc0aA00cF9PB6oxDKICtpVgW/KmR2zNip1uvc5IvYoogGE6WOrbRIs5y3i9QEUM0GRvYqnqwyFKTGWm8XduYrBSRNCryK4QdWcQ3TDojfRe93jDtTKvJcf55uvfQMTE7vCTQEQWbYxpGp7ps+xsXkls5hDF9HkC6DhnjhApjVPytlC3zV20gohNtpNKDcElQR6s0u1d/bvoaei5YGo2ZxS1Z3APD625fjuzFc0ryJQzHJ88zvbu7fz0rT/N9489zpPHf0CLO8Rn7vwV2usl2uf2FfVGee70c2x87kkO3fcwP/eNDJ/d9xX+coOb37srhGRan52u1zERSVWybPcGybOc1/vP0BJoI+wJkygkWBpdylRmiqpe5cHVD/KJzZ+8TP72BofLef4yPY2Otdh3tFJkVyXHr4facb/NgV4Vmqir3axry1PRBBQRTFnmVKGbawsv37+0KSr9tTIVw0AVRUzTJKXrNNijuBzX/05czGhilL/Z+zdEvVE0XcMm26jWq3zv8Pe441N/gtu9YsH2R0aP4FScF2TTWPr3mdwMp6ZPsf06vRV+XCwG+UsYT42ze3A3rYFW6nqdUjVPOf0E54ZdrO243fIgKT4Leoya4xYm6lUSWh2PJNGmqLivkcoRBYF1Dg/dNgd5Q8cmiAQlGUloou8K2xt2F0lBRismGU5PoIkSkWAbTR2bCVxnAadg6ByvFhgbOYii1QgH28j7m6iYIu5ijKJpsjufYCI5SDQ3gexsZECQcUdlwlNH8OaHSAbXzN/INK1OyHPlY85kZxARL0tjqYrKUGyI6cw0omiZOV0p1WWaJv/y2/+SZ08/yz3L7+GxDY9hl+08tPJBpkWFw/u/yeF8jC23f2n+OXbFzn0r7+PJY0/y2Df+DncujwD87u1uHKJIvlqkxd+JXSwDdfLlHNhX41HaaQ3kGYgNsLJ5JdOZaQbiA9gVOz+946e5a9ldVw3wuq7zzcwsTlHEI17YZrJe5YVCig/63gZbi4tYEujgtdFOskEVu5qiWBeITVcoxQdJNCSIeqNvel3ovY5blNimejhSLZLX6whAo2Jj3VWUXNdiV/8uDNOgK9xFsVIkX81jl+3ohk6+nL9se0G8+qzgjSLDdyOLQf4STk+fRjd0njz+JOdnzyPoOaKOJFXdyac3O3lk5TacShu1yjF2a23kBBcOQSSu1xmoVbjV6SUoXVs/55VkvNfQj79B1oSz06dI52M4bG4UUyM204+gqJw2Da5SVwlAQqthGpDMTeNQ3dRtDhAkRL2KYnORyU0QDjlIlLP0CgPYzG4QAsSdUdTIGmwzB8CVw7B5qOcnqTvCdLZuuuKxwp4wJuYCjb5pmowlx4hlYzxz5hkEBJZElvCFW7/AmrY18899I8D/yQt/wq/d/Wv8xw/+RwZiA2RKGRp9jXxxxxf5re/8Fl998au45Ar/YudPURUimEhgmnzxO8e59YeH5r9i//HVIv/+DpEGbwOd4WXM5KYp14pEQhspmRFU06TJ10RroJVEIYHD5mB793Zu6bmF7oZrm4JN6DXypk6ztHAtwy1KHK+W+OBVnvdWiXgiRFrW80IxS6XiY7x/F5KhcZu/iQMjBzg3c44Prv/gdaW77zcaFDv3yjaKho4sCDdse31FBMuP3uPwzGvai9UiJperude1rePv9/89lXpl/uZaqBSwy/YrVr6+W1gM8pcwnhznxbMvMpYYI1FMUKlmOSdphOx2/ve+pzmfmOG373qMpK5TJ0VY9QPgwrK6PVEpstN5/YYX18M0TU5PHMdmd+OoVxAMDVMQ8bp8SKbA6eQYt3rCuK5ygQu8UfXqxu/0Mavr2Awrm1mtZcFI4PJtQxUMahjY6AejD6/op9J9L5HyNIXSDNVyElfDalav+zxO9crBpMXfwtburewd2mvZxEo2TkycYCA+gNPuxDSsoqfR5ChjqTH+3SP/jnXt66zXKQj4nX5+7e5f448/8ccIgsD6jvUXdm5U+e8P30kpv5dqPUVYPISOhxl9I0v+y1+w9oeHOPSh2/iLDy3lkf/zAj/zyjAiAn94vwfDNMhV8uiGTrqY4ZXzr1heNt4GPrvts7jsLmpaDbtsv6H1DXXO+uzimxmAZho43qbF1ouZrlcZc0dYq/o5fPwJWpx+3N4GYpLCFneIeHaGE5Mn2Na97W0/9rsdURDw3MBA6Vrs7NvJn77wp5RqJZw2S5tfrpURBfGK1gPtoXY+s/UzfHP/NzEN6yYgyzK/fOcvX1b1+m5iMchfhGmaJIoJhuJDlGtlCtUChqmj1TUSpoivWuLIxCC7hk7T3KzisC38YJ2iRFyvU8fEdpPTt5pWo5yZRFFUGoLtSHodBAFDtlMpZ6kVk5QN46pBPiLbEIQi3S2ryffvIqjYiBkaZrUMpUnu6uyhJhUxzRp2YwTqDpAUdHEDKgKRFR8h3P0opiAj2q5cnBLPx+mf7adar7KscRmD8UFOTJzALtsp18v4nX6r44/Lyu1nyhkms5M8dfIpVjSvmO/68x8+8B+u3uqvehJBn+HPP/E7DMQHGIoPoQpTLP+j5+n57lG0X/kX/ODuMKX4AK/84odwq8/z08+cwOv08UyfnUZfo+UgaXfNdxVy292YpokkSvOt5W6EqM1Gj+JgpF4hOnfea4ZO2TTZ6bqxphlvhjPVEhIiHpuKZNRpCrYhCAIprU5crxNyhxiMDf5EBvm3g/ZQO7989y/zpy/8KbqpIyAgCiK/fNcvX1W3/8jaR9jUuYlTU6eQRIm1rWuvKyz4cbMY5C+iqlWp1WvIguUfXdfrKJKCXTIRgWK1im4YHB0/SlP7RyiJQS4O87ppbSe9Dfk5RVII2l04pk5TblyOpDowAaOcxpGZxrXMi3Nu9Fmp1zifmUQzdXp8TfjsLpyixAa7m0MNvbRUC1SmTuOVHfhsXra2QLu3ymmjhlLNIhsCVGcxhBg5sZHligKd9yPYvVd9J2enz/LCmRewK3amMlOcmDhBT0MPX9zxRYbiQ7x6/lU0XVuQSlBllUqtQqqQIlvOLrCBuOrMp3YWxPB8lWxnsAN++39h/8ej8Ku/ivhHf0T4lT8n7I0Qy8XY+8ufoNHbyGP/+BztwdPs+eWPE3SFiBUsz5AGTwOlWomB2AAbO69s2XwtftrfyJ+lJ5nULLWLiMC9rgBb3gFlhW6aIJiIgowoyhiGjiTJIICBdb3+pKVq3m4+t/1z3NZ7G6+efxWA23pvu25hVqOv8cdS1PRWWQzyF2GTbOimTkekg0wlQ0WrWFN5wY5gVlBlKNfzSEojQe/DnK7UsJsGiiBimCZJvc5SuxPpbZBbiqLI7Utv5+T0KUZG9mP3NyFoVbKZKbrbNrC5oQ+nKDGQnuLPj3yXQq2MAIiCxCdX3MdtbatotamEZRtblt5OrWc7hlYmZySpZv8KZ22IvmqRaamLKUcnglrD1EssLyZo7vsCOK4+OqnWq+zq30WjrxEBgaNjR2kPtnN+9jxVrUrIFUI3dDRdm1ctAGiGhiRKqIqKQ7mxEbSmGUAVea7hgl1RIRSEL90Ff/xHgICqqARcAdqDlvfR4L9ZjSzJiHYJm2zH5/TNN+4GywE0V8m9lY+FiGLjdxu66K+WyBs6nTY7Qemd0br02p3sLmcxgbbmFQyPHcPlbUBGJADEiylu6fnxF9u81+kMd9IZ7vxxv4x3jMUgfxFvVIyenDyJT/VRrVcp1UtIgoRNdmLIzQQ8XazpfowGm5cNlDldLaFheWR0KSp9V0ltvBVWNq/kS7f9At86/E8cn+1HExU2Lb2TT2/4MKs9IapanT8/8j0UyU530GoXV6lX+btTP6Qr0ESrO4QqijSJdlDsUEtA4SWwlaE2CkaWVnGWgtZGVVBw4sYhBaAcu2aQTxVT6IaOTbaRK+co18uMpkYpVAvYJTvVehXTNFFkhXKtjG7qmKaJZmi0BlrZ0r3lujnMRD7BN/d9k/2Dz4AWY3vXBj6z8Q78Tjf86zvAtgpECRHLbOrAyAFaA60IgoCBybM/+yC39e1EHjkwPyN7g1KtRFvg5gy+eq/jr/J20GlT2erwsq+cxxZZir1SZGb2POtUN3l0buu97X0dnBZ5e1gM8pdw7/J7OT11mkK1gCAKpAopTNMk6o3S4I5y65Lb5qf5nTYHrYpKydCxCyL2t9kwShAE1ravZU3bGmpazWpGfJF170B2imKtRFfwgn+GqtgRkTgaG6b1Yl8N04TybpBCc80rxgENqOEmg5uVIAqA84Kx01VQJMXqwoQlZZzNzSIg4FScuFU3IXeIpkATDd4GcuUcM7kZRFGkNdjKh9d/mPtX3n/N/de0Gr//1O8zm5ulLbwKqiPsHj7MeGqY/3TfI8iOLnBc0Ouva1tHqpTiwPABSrUSDsXBzr6drG5ZjSIpvHz2ZZx2J4qkkCvnaPY1L2gW8VaZSE1wZuYMda1OT6SHnoaeq8ov3yoPeEKstLsYrpdRVt5L+6r7sOt1PKrnyhXLbzPpYppEIYFNttHsa775pjiL/MhZDPKXYFNs/NKdv8TatrWWzWshidPuxOfwccfSO7h3xb0LtMmyINyQHPJmeKPJ9qW84WdyKaIINaO28EGzCkbe6kok2kFdBoU4vFEcL+hgrgBkqxXdNQi5Q0R9UeL5OGF3GJtsI1vKokgKfqeffCWP3+FnRfMKHlr9kNVJRxTpbeilPXR9O+ljY8eYyExYtsMAzj66Ha30z57nZHEV6yJ3Lqhk1AyNfDmPQ3Fgl+1IosRMdoZKvcKK5hUEnAHOTJ+hWCuyoX0DSxqW3HSwOjJ6hNcHX8ejepBFmefPPM9QYoj7V97/trtDttlU2mzvrB5eN01qpoFdEDFNg4nUBK8PvM5IcgSf04eIiNPu5JE1j1zVlGuRdyeLQf4KuOwu7lt5H/etvI98JU+lXsHv8F83MFTrVUq1Em67+00FEWNuMffQyCEUWeHWJbfOe59fi25fIzZJoVSv4Jy78Wi6Rk3XWX3p4pFgA8FuBXvBDq4toDkh/QrgA6MbTBmab4E5WejVEASB+1bcxwtnXmAyPYnb7kYWZFx2F8VqkbA7TFuwDa/qpTvSTXfkzTWlThQTlxeXCE4E0U2ibFxWqn5k7AipYoq+xgslZdOZaQ6OHmRn306a/E00+W/c5+d6FKtF9g3vozXQOi+l9Dq8DCWGmMpM0Rq8VgXDuwvDNBmslTldzpOp5BG0KsXxI6STYxyfOo5f9ROqhtjYsZFircjzp5/n45s//rbYfCzyo2ExyF8Hj+rBo167FVmtXuOJ40/w/OnnSRaSuOwuHln7CA+tuheHOQCVE4AGtmWgbrAaG8xhGAZ//vKf8/L5l3HZXeiGztMnn+antv/Ude0A3DYHn1n1IH91/AfopoEkiGiGzj1LbmGJ95LVf0G0GpKXXrFcEgU7eHrA7gA2AwHwtIJ6Y3Iwt+rmg+s/SKaUYWXzSo5OHKUtYEn8DMPg1fOvYmIynh7n/lX3s7pl9Q3tF6DJ13TFtnDmXCHTpZyZsZqgXEyDt4FzM+fY2bfzho97o6SLacCybTZNk6pWRRatfrJT2R9vkB8qptmdGCZRytLt8LIj2kvwGpbEw/UKLyfGGJ8+ianrDM2cIllIs1z1EPVG8apeEoUEI8kReqO9TKYnyZQy73rZ4CIXWAzyN4mma/yvXf+L7x/9PpPpSTRTwzRNTkyc4Pz4k3x5+xocjjZAtNwKtWnwfMhqBYdVYfvy+ZdZ0rBkflRYqVf4u31/x7bubQTd17bs3dK0lE5fI8fiQ1R1nRWhNrp90StvbF8FCFA5CGYCxAD4Pg62t74I6Xf62dG7A9WmcmTsCKZp8vjRxxlKDOFTfewd2su3D3ybX7nzV/ipW3/qhva5qnkVy6LLODNzhogngiiKxHIxq3l60/LLtlck5bKbgmEayKJMpV6hf7afycwkfqefpdGlNx2g7IodE5NEPsGpqVPkyjkyJUuNVawWibgjdIY7f+Sj3SPZGH8/vA+pXkNVbOwqZTiUHOOXl95OxB1kKjPFodFDJAtJWvwtrG5dw7OpCV49/Sx2SSbibqBayuBTfZxMDrPcY6Vl/A4/Y6kxeqO9V6wEXeTdzWKQv0lG42c4MfwEAfE83qCNvB4gX5fIlVI8e+Y17u1dyab2OYmd3DTXcHhyvj3ciYkT2GTbggpKVVExTZP+WD9b3de3MG1w+rj34ipRgGwWhoagXIb2dmhutpL16iqwr8BadFWu69J3I4iiyJauLaxpXcOLZ15kOjvNyuaV84uQpVqJr7/ydR5c/SAR7/X9XWRZ5pNbPslXX/gqJydPAlZ14q/c/StXzHevbl7NnqE98+oasPx01rSu4TuHvsNgfHC+ReOLyot8cN0HWdG84i0F4dncLIdGDvHK2Vc4MXUCt909f0MRRZHx1Dh/v//vub3vdm7tvfVN7/+tUjMNnps5j0OrEZiTi/oUmK6VeGHsKNsbenjyxJN4HV68Di+TmUmeOfMcU74WtHqFcr7IubFjpNLjLGlZhezwki6m8apeTNNEFESy5SxBZxC/0/8je1+L3DyLQf5mMEqU0t9ENCbBrBN22mgSEwzlA5RrEuV6laOTw2xqv8h+TFBAT88HeafdeeXUBCZ2+S2qJwYG4B/+AXQdvF44fBiWL4c777QCvSDCjfgY6hkwyyD6F6SYroaqqBydOIpNsi1QmThtTnRDZ+/QXh5d9+h195MsJHn5/MvcsewOHlrzEIZpMJOZ4dDoIe5efvdl269uXU2ymOTczDnixTjjyXEMw2q2PBgfpMHbgF2xM5IYoabVODV1ig+s/QD3r7r/TQWskcQIPzj+AwZjg4ylxkgUEkxnpxEQCDgDtAZbOTBygL6GPk5OniRfyXP38rt/JIqUoqGTKMZpvESa6rM5OJ+dhUKMgCsw39zFaXMSy85QM2AmH6MmSMjeKEKtzKmpUzQF21kbbCdRSJApZegOd6MbOg+uenAxH/8eYzHI3wy1s7hlE4fNT6GWRrXJ1EWRFmeO0axEQFVQLlPe1Be0h9vatZV/PPCP5Cv5+dz/bG6WoCvIqua3YHqUTMIf/IElmbTZYHIS2trg9Gno7bVG9dfDqELpZagNXbBTdmwG+/rrjvwdsuOKU3rDNG74pnV25iyKpMz7iYiCSKO/kfOz59nWve2yKk9ZkrlnxT3U9TozuZn5xw6NHqJUL2GYBjWtRsQbQTd0EoUEuUqOH574IZ/c/MkbUsMYhsHrA68jIpIr50gUE6iKimEYiIKIbuhMZ6ZpCbTgd1mL9McmjhFyh9jcdbk989uNTRCxSSo1XUOVL8wKq4aBTxLJlNLz/YCBealpMTNJXhBxB1uQ9Tr+UBsFUSAVH0ZvXsYSV4CAM8DtfbfTEepYlFC+B3nvdwJ+k1TqVt70baE+RsS3hFWNzciSTKKYp1AzyJWLeGwqfleEbS0+MGtgalY+XgpbMsY5Gn2N/Mrdv0KukmMgNkB/rB+7bOc37vsNZPka9+BSCWIxq+/qxTz5JFSr0NQEoRCEwzA2Zm0/MnJj76uyz+pyL7dYbdSkqKWxr1//+Q+segATc8E5TuaTeFUvt/Vdbvp0JQqVwmUWuqIgIiBQnbMTuJRcOcdIcoQGbwM22Uajr9GSnZrWukm6nEYURGySjapWxWP3kC1lmc3N3tBrqtQr5Ct5anqN2dwsuq4ji5aiCAFylRyaoaEZmlVHgElrsJXjE8cxriJ1fbOkiinGkmPzC78X4xIl1ofaiNXKaIZV51AyDfLlHHe0rMJtd1Oulee3tyt2KvUKPsVOyO7GLGeo6zWMaoFWb5TN3VtpbNvA52/5PF/c8UWWRG9edrrIj4efmJF8qVri+dPP82r/q0xkJvCrfh5e+zC3993+1hsiiz7ctjQPrbqXYrXAofFz5MtF2vwKhr2Dj236JEs7eqF6HNDBvhLU9fOLrm+wtXsra1vXMhAfQBIleiO9Vw/whgF798BrT0JhAgwN1m2Fhz8PhgLxOLguGukKgvX75CSo19daD1ZzHM2MMmW2EpBMtioGvTYJBD9UT4Lt2r4ey5uX8y/v/pf86Ut/Oj+q9tg9/JeP/JcbNgNrD7YzFB/C57hgRVCpV7ArdrzqlT+rbDmLIAhkipn5G0TIHSKRT1Cul8GEul6nWq8SdAWxKTYEQaCu31ivVJtsQ5EU6nqdVCmFW3VT0SrzuX7d1ClWizR6G0mX0rT4W3Db3eTL+ZtbrDRNYtlZ/unId60uWa4gXtXL0qal3NF3x4K02KPNyzH0GgcSYxiYqIbGB6M9rG9egUuSee70c0Q8EZw2J6Zp4nFYGn+3YdKkuskUU0iKyrq2dRTKWdqjfQv8hRZ5b/ITEeRN0+TPXv4znjn1DGOpMUyshaSzM2cZSYzwxR1ffGtGT/ZVUDtD1B3iS7f/LMPxATL50xRZSkfrJ6ySc0EAx/WNsFSbemOe1GfPwvPfBk8Fmlus7vSH94NQhHu+BE4n+HyQyVjb5/PWyN7lgp6ea+56qFbm7zKztBsCEcmkYAg8UVV4GI2lsmJp7G+AT2//NA+sfoC9Q3vnW/u9EeBN02QyPUl/rB+AJQ1LFiyYgtWY+/T0aSZSE3gdXqpalUq9wv0r779qRalDcWAYBm671akHu3WzmEhNIInSvPLFbXezoX0DYOn9w+7wFfd3KbIks759PS+dewmbbKNSr+CUrXSSy+YiX8kjiRIBZ4CucBe9Db0kC0m6Il1vrSewrsPx48y++iyPD77ISXcVe08vo5U8rYFWzk6dJewKz1s2A9hEiY91bODBphXkawUCNjfqXBHV0karneP+4f1MpCeIuCP8+r2/zlh6jD/d+/ckShodgVaafI0Uy1m8oXZWXU2ltch7ip+IIH9y8iS7B3czk53BY/eg2lQq9QqJQoLX+l9jW/e2t5Y3lSPgehjKryEbaXpDfmj+Ejg2gfD29/wE4MAesBfB2XQhP97cBqfOwZ1xS0WTTsPBg5BKWcG9UoHbbrOC/TV4pZjBKdkxKiIzuX5KugSKi5ddAZa6U+C48fZmQXfwijr/fcP7ODRyaP6memrqFOva1rGjd8f8NjbZxqNrH6U/1s9IYgS33c3ypuU0eBuueryQO0RHqIOB2QEwrZSPgEBvtBdN12jyNSEKIu2hdkLuEDPZGXb27cT5Jjxo1rWtA+D01GmOjx8nW8/iUT20+Ftw2Vw0+ZvoDnfjUl3E8jFURWVb11u0Ad67l/qhg5zIjTDsFenSnCgDM6TWrbCCtCfC8cnjC4L8G7htKu4rVMj2RntZ0rAEwzTmbzxdkS6WNq3kb868yGBqlHg5R3vjUrZ1bKHnTdgwL/Lu5SciyJ+ZOUOtXkM39fmRjaqolOtlsuUsZ6bPvPXFMVsHKG2WCkWwWeqZd5JiFmR54QKoLEOmBI9/H45Nw+7dlnTS5YJ6HXbuhI0b4aWX4FOfshQ2VyCm1THKWY6lJXpsBn7FoKanmc4XSSoeQr7LNepvhnQxzeHRw7QEWuaDTMAV4PjEcZY3LV9QLm+TbaxsXsnK5pU3tG9BELhn+T14VA+aoXF+9jySKLG9Zzvr2tbRFe4iX8mTLqWRRIklDUvedCpCFEX8Dj/LG5dTqpbmPcg7Qh2sbVvLw6sfJpaPES/E50f0b8avfp5iEY4fpxD2US8IIImYdidiroQaT2ELOUgWk0SlNz/SFgQB6ZIBSKMnzK9v/hixWpkq4JYUApKMuKiieV/wExHkHbIDUzDnqzHfUFMYhoEkSDff1UUQQfgR+XovXQGvHAa3cUH5MjEDsSmYHoNyzlp0jcWgux18dqgmwCZCImPp5wNXLgaKSDL78zFcSpgZMYSTNLpUo1BXOJL0cE/jzRliJYtJK8hclL4QBRFBEEgWkjftiWJX7Ozs28ktPbdgmAamaSJL8ltLl1yBcq3Mc2eeozPcSUe4g5nsDKliCgOD+1fej9/lx+/y03fFjr3XwTSgNgy1MzAZg/wIsiNIRBhgs73AyUoSVQkgl8roARvFapFljcvelvcFVqelxh+Bs+YiP3p+IoL86tbVtAXbGEuOkavkcNgclGtlVEXF4/CwqePKvUvflWy5FU69DqP94A1BrQapI7DMBtIEBNJQkaAmQf0s2JqgWID+p8C+BJSrzzRuUd28ZBrYZQcSBnEaKUsSK6spZoupm37pNsnGldYgTdOc95x/O3i7nSDfYCY7Y0lB58zi3vAhn0hPkC6lL7NWeFOUX4fSETiahsMDcG4P7ukK3U4bQY+MQ6lyshIjJq4kVdDZ2LGR9W3rr7/fRX7iuSkJpSAIXxEE4awgCMcFQfieIAj+i/72O4IgDAiCcE4QhGt7y77DtAfbeWz9Y6xrX4ddspMv55FFmWWNy/j8rZ+/IWfEdw0eD/zc78CDn4BGPyxRoDsELdstG2HNDQ26FfArJghuEDxQAOwxsF/9I1/q8LCxkkPUq+RECRmT9ZU8vkKCxku9cK7CaGKUPYN76J/tv+xvTb4m3Kp7gQQwU8rgsrto9l/b+fJdwztR1a+nLH+jfuDoFDS6oEtFqNfxJm2oeQfLdBt3OEV6AhK/sPPn+dy2z72p9YRFfnK52SHPc8DvmKapCYLwB8DvAL8lCMIK4JPASqAZeF4QhD7TvI5R+TuEKIrcveJuljcv5+DwQaayU0R9UTZ2bJzvJvSewuGE2z5s/Zz+OxC8kK9YaZipKfDYoUOAQWA2ZeXgW1tgXRSK0+C/sspGEAQeaVvL06eeJugK4rQ5yZVzlLQKa9vWXvMl1bQa/+Ol/8G+oX1WcZCps7p5NV++98vz6TBFVnhkzSM8f+Z5JtOTAAScAe5Zcc/bOpJ/p2jyNyFLlh/OGzLNmlZDQLiicdqNYJomicwg5Wya8KFJnNEA6EPgdEBDADmt0FSSqazdQMQvs65lI/KSbbCoWV/kBrmpIG+a5rMX/boX+Ojcvz8IfMs0zSowLAjCALAF2HMzx7sZBEGgJdCyoOrvR0XR0JmsVykaOhFJoVGxI7+JRa1StUShWsCjehYu5OUmYHo3OLIwOwPOdujshNHj4NZgy1LwBmDzJmiOQmHyusdaEl3Co9KjHBw9SDwfpyXQwubOzddNRTxx7An2DO6ht6F3fs3j1NQpvnXgW/zsbT87v13AFeCjGz9KtpwFwOfwXVYmnyvn6J/tJ11K0+RvYklkyY+kQcb1UBWV+1bcxzOnn0HXrfGKJErcs/yet7Sukywk+YuX/4Lz0/sJy5PsPFane9UqVnhBlCRw2cHXglCRcPT0QjkOsh2kxQC/yI3zdiYvvwh8e+7fLVhB/w0m5h77iSOp1dldzoEJigCj9SrhepWtTg+KcO1smWEY7Bnaw/GJ44hz265rW8fmzs2I5RgMfh8cDZaFQa8XJgfACENvDzhboPdeCEVAlECvWrJO1/VHnB3hDjrCb65z0otnX6TF37LAIqAt1Mau87v44q1fXPC4IAhX9YyJ5WJ8/+j3MTFRFZW9Q3uRRImf2vZTtAR//JdQR7iDz237HNPZaQAavY1vKW2i6RpffeGrDMYH6QgvJ4BAPjTAyVNHCa1bQ5NNgKph/URDUEuDKEPjJuv/iyxyg1z3ahEE4XngSgnZf2ua5vfntvm3WLaGf/dmX4AgCD8P/DxA+434qryHMEyTo5U8TkHAIc01lwBiWo3JepXO68jrTkye4OjYUVqDrYgmqCPjJF/8n0xFXqa1UYdaCUQVHIDDsEbxeh0674PQCpjea6VnMK0A33EPKO9MHrdu1HFesm9ZlNEMbYGi6XrsGtiFw+ZAERUeP/Y4Y6kxqvUqL599mS/c+gU+sfkTb3vnpTeLw+Z4041QLmU4MUz/bD9dkS5EQSRPH/ZV0PLqMUYHBmnq6wAxA0IO/G7QHLD0YxC9fmHdIotczHWDvGma91zr74IgfAF4BLjbfKPxJ0wCF5uUt849dqX9/0/gfwJs2rTpfWVWXTYNCoZB5JL8qVuUmNJq1w3yR8ePEvVFEQUR/74j+PYdpiCbTE0maM1Og8sHfUuhpkGbG1a3gF6CJR8CxQGBJVCYnjtoEyjvnMxza+dWXjjzAj0NF/L9k5lJ1rWvu7YHz0VU6hViuRitgVb++cg/M5GeoNnfTF2vo+ka3zn8HTrDnWzvufGirHcrb9gwvNEBy8BGzL2K8xuc7DAb2Nb1AARUaPaBww7ejnfsBr3I+5ubmvcJgvAA8K+B203TLF30p8eBbwqC8EdYC6+9wP6bOda7kcl6hbFaBbso0Wd34L5kGi0jIAjWiP7iwhLNNLFfJ1VjmqbVdtDppz49i/jKXmZ8bux6De+ps9DkA6kGkmnl28dj0KFAa58V4MEK6oElVjonmYRqBoJBcFynQKdWgvgRqBXA2wmhpdc9F49tfIwz02c4P3seVVap6TVCrhCf2/a5Kz+hUoHBQctTJxCApUuRXU5kUSZXtszaGjxWhatu6DhsDgLOAM+efPZ9EeQbPA34HD7ylfy8d5JpmsQFncY7PwRLb//xvsBF3jfcbHLva4AdeG5u8WyvaZpfMk3zlCAI/wCcxkrj/Isfl7LmncAwDJ4upjlQzs93IrUVBD7ma1hQCm4XRVplO+P1KmFJRhAENNOkbBp0KNc2CxMEgZ5ID8ezMwizaVSfn3xDGK2QpckThqoKtQzk4uD3gWLC0CBs+dDCHRWL8MwzMDMz5yUvwC23wOqL2vFVKnD+vKXMUctQeAIoAYJVpNN8C6z/F9fMBfudfv7Th/4TB0cPMpIYodnfzJauLVdekCyV4PvftwqzXC7y506SefEJSg/eS3ekm0Mjh6xGFaJl4VvVqrQF2yynzsQA/bP9tAfb3xWLsW+VlkAL23u288LZFyjXy4iCSLqUZkXTivfFTWyRdw83q65Zco2//WfgP9/M/t+tDGtVDpTzNEkK0lx+uGBofC+X4FeDLdguyhmvUl3UMZmp1xCwKgvXq27CNyCBW9OxkRfPvIyjmEDQKhilJA5NAKefqmzHntRhedgacWODnrvA2245UZ4/b42UX3/dsjZYtgy6uiwLhFdftSyIm5oWBly3G1J/C2YBlm62fjd1mHwNImuh/Y5rvl7VprKjd8cCH5orcvIk5HKYzc2cmznHYHYIikXi3/5zjt6yih5/C4pkYzo7Pe8NM5ubZSg+xJbOLTx/5nk8dg8fWPcBMCFZstrZvRdkmG8giRIf2/QxusPd7OrfRV2v88F1H+SuZXe9p97HIu9+Fpfpb4Bz0+d48sSTTKQn6G3oxbFkB3bVOx/gAdyizJRWZVKr0nXRaN4miGx1eCnadWqmgVuUrquqeQPD7mJ9x0aE/lM4mhRaZlOI4QimR6U6nsDu90PfXdbGchzW3moF9+eft0blAwMwOgqtrZaXfCwGGzZALgs//B584IMwMmUF+JYW0JJQLIE550G/Yrm1YKsGYOK16wb5G2ZoCIJBMuUsg7FBSobG6fIMoVSeoTGTkfQkH7nvN3hlz/9BABL5BOPpcbrD3dy57E4cNgeT6Um+9DdfYjAxiG7ohFwhfmbHz/CxTR97z3QuUhWVW3tv/ZG2CVzkJ4/FIH8djo8f5/ef+n1Um4pX9bJ3eC8zowdZu+PniIQukRmaIHLlAOMSJVy8OQ8VAbBVY0QiLgRjFWYggzoySdmlY3jtsGYNJBLW6Pzee61Wf//8z+D3w6lTVuDO5Sy74aYmmJ2F7/491FPgsMHgLsANq9/I/4rWm7Dbredp2oWiG/FtDJwuF+RyxMtxylqVU8kxvLIDp8NDMNDIRGqU8fwsv/XYVxge2c8PT/yQrlAXdpud1wZeI+QOcWj4EEcnjrK+fT2qopIupfnKM18h4olwZ/et1k1O06ChwToviyzyE8pikL8Of7P3b/A7/fPmWR7VQyk9wemBXfQE2pDnRvM5XcMjSrS8jVPtEGDLjVNuX4ZDnqJos5FujVJQYEkoDCs/ZKVigkHLk2Z21vp9rlAHh8MK2KWStfA6OQZqCfxBWNUHQS+8ugdUO7TP+fdIEagmQbRb+npTh0oKVvzUTb2XeD7OYHwQTddY0h4h+uoIks0gVkggyjKhfIXR7ihIEm6Hl1RyhIrNyUc3fZSZ7AwHxw4SkkO47W4m05PsG95HxBOZT20EnAHKtTI/eP4b3OkcXmirvG0brF/0eVnkJ5PFIH8NKrUKE+kJljQsXHrodIc5FxskZtQxdWvErQoin/Q1zAf9twPZ1NiqpdivdlJo64KmNhRdY7NZwCGLVnC/GEWxlDSqanWQMk2rp+trr1lpm2wSQm5oaYOw31qIDUXg9VdgvGBJ9GQPNE9Aow9yg9Z+2+6C5rfoi47l5//q+VexyTZM0+TZ5DjdSpF1k1VsM7P4BJHzbSGGW73o1SKyqGAIIpKpY5om2UqWWC5GIp9AEiTsih3N0JBEab5IDMAjO2ndfwoefAgiczbCug579lizmoar+9Evssj7lcUgfw1ssg2Pw0OxWlzQOapYLbLKHeQXA81M1KsogkiPzYH6dhfpyA6CioN7a3HSihdTBr+soxQyELzCyDQQsIJZImEF97ExKw+fyVijegFQZIiloVSxUjbpBCyJAnMOkSUFUjvgo4+ArIOvGwLX7ih1LUrVEq8PvE6jrxFREDk4cpBEPsGorUx6ywr22s5ysjABbgFhLI5haETDnWSqRfrPv0prz3aG4kPYZTvlWpk6deL5OJIooV8i2DITcXodTeguF7phIAkCkiRZN7+RESvwa9rlfvyLLPI+ZjHIXwNRFHl45cP87f6/pTPYiWpTKVQKxPNxfmr7TxGWbYRvMD1zfuY83z38XQZiAzT5m/jw+g+zoWPDZdsZhsGpqVMcHT9KuVamx+VhszFF2FEC2QG1nKV/D6+4/CCCAPfcAy+8YDUNcbvhueegsdFafI0HQM9APAVDk9ASBK0Ga9dA+G6o1q2AGI8D7dB5VfHUDZMoJDBNE0VSGEuOMZ4ep9HbiFSVmK4kcba00ZQWMG0uRhLDVGolbIU4n970SfRakW8f+DY1vUZftM+qHdAqyKKMKIpMZ6eZyczgtDlJlpK02Zws697C0UqeumGgaiVabE4iYOXov/1t64bndsPWrdDbe9Pvb5FF3u0sBvnr8Oi6R6kbdZ488STVTBW3w82Xdn6JbT03nr7on+3n//vB/4cqqwTdQeL5OH/w1B/wq3f/6mXKir1DezkydoQGbwMe1cNIIcmEZuNj4WacegUCfRBafvXqR5cLPvABSzFz8gDEj0J3EEwPpFbB8QNQTsH5QZAr0OuD0EZQ7NYPWDcLTXuLZ2whsiRjYjIcH+bFsy+Sr+SJ5WLIoozL5qI50EyulGM4MUylmCLgDODUdIYnT+JoXsFgfJAGdwOZcgafw4fP4aNYK9IebOezWz/LwbGDxHIx7ui9g/s2fZL0s7txxkexpY9RrGQZFAS0hEK0eQNi7zJrplMuw9NPW+9zyc3fyBZZ5N3MYpC/DqIo8tFNH+UD6z5ArpzD7/DfcJn+G3zv8Pewy3aa/JY5WMQTQZZkvn3w22zv2T7vxVKqljg+cXxBe7wGbwNT6SkGlGaWti3FMA0cynUqVgHTWWVKf46sOUk5laXZ4yTa4EXctgOOn4T1PfDxR+G1MyBclNvXNCuX33hj/vHXI+qNUtfqHBg9YFXv6nVMTAbjgyiSwkhyhLH0GAFngIDDh02SSRQSnJg6wWR6EgMDu2Tntr7bmEhPkCgk8Dv8rG5dzce3fJzHNj3Gk2deJFEr8VR6hI4umdt+8DS6LmFXnOjATDWGWTtLs3Nu5uRwYITDnHnm27ww6sE0TW7pvoWNnRt/7L44iyzydvO+DvI1rTbfzSfqjb61fptz2GTbW+78M5QYIuhcuEgacAYYjA1SqVfmXQyLtSLlepnj48dJl9M0+5rpjnQjiRLPnXmOPYN7MDBo8jWxs28nQVfwSocDYP+5v+JwfJx1Dj+1TJZDxQpt3hJrTBEh2AQ//2+tvL3UZRVHzRmoGfUaM+v6KFbjeLIVot7oTenOJVGi0deIR/VQqBQYS42RKqbwOryU62VmsjNohkahUsDAQJzrY6PKKrqh0xJsoa7VOTNzlltWP0wckUwlR6c3ik1W+fqxJ8jZPdg9EYqinXhukAMbfHTaehANqPqdhHadIVWeJFRKYndZn+H3Zvfxav+r5NQ1SJLM6wOvc/fyu/mF23/hLb/XRRZ5N/K+DfIz2Rl+eOKHVLUqwtx/dy2/i97ojz4P2+xvZiI1Md9EHKBQKeB1eOebTwCkCim+e+S7YFgNNnYP7sYu2bHLdjrDndy74l4cNgfpYprHjz7OJzZ/4oo3rlwpxaHRwzQ3dlG6O0D4tTP4MlnSExlyTS58X/pNK8ADrFxpaejHx6nUyjxVPMd0bQDhzCCmadIR6uDeFffeVBWmLMps797OvqF9dAY7LdtlWWEqM4Vu6rjsLnRTR5bsZCp5nE4PM5UcIbuLnkgP3ZFunp85z+F6BY9oo6NxKYq/he8kRpkWFdplG4Jh4EdDMjVyqptzSgGX6sahygTCbuSRaSq1InZXmKlCnFdG99Ea6sAbsnz0GowGXjr7Enct+/FcI4ss8k7xvpmblqolZrIz5Mo56lqdp04+hSTbCfiaaPQ3E/aEeeHMC+TKuR/5a/vQug+RqWSsps+mwWR6ktPTp7ltyW0Ltvv2wW/jU324VBd2yY6maYwkRhhPjyMIAnuH9lKpVwi4AlTqFUaTo1c8XrKYRhAUJNGk1BZk8gObSD2whdk7VzHx6Xvg1ksqLINBWLuWQ36dWcq0BdtoDbTSFmxjNDnKycmTN/X+uyPdjCXH0E2d1mArLcEWGr2NRDwRGtwNtPhbUGQH/mgf0XAXum5gSjZau7YRbehlWJBJR5cRbFzFku4t9Ia7aLapnNNqlE2TkqFhYOLTK4xjA8GkYNRJVUtMZGcoNdsQNANbGajVGJ88j1ytU+m+YG0tiRKCIFyxbeEii7yXec+P5Cu1Ck8ef5J9w/uo1CuW+6G3gTQCgYY+hEoRSYDOuRHzWGqMVS2r3pZjpwopRpIjuO1uljQsuWo+d03bGn7z3t/kr/f+NS+fexlREFnXto5sOcsPT/yQ+1beh6ZrnJ0+y5qWNSSLSQ6NHkI3dRq8DZTrZaLeKLF8jP7Zfla1rEKRFHKVHHXTYLRWZaxeQRIEOhUVRVZBaQU9CVIY3WWn2CmRSqWwN99yxddomianpk/R6FuYi2/wNnBy6uQVlUA3QjwfR0CgWC2SKqTwOX3kyjlEROyKHV3UkUUZX7gbrVamXM2jaRVWtq6muWk5zwoSZVmlZPdwzNAYKKRoUVR6bQ7SgkDcNKFeQRFE7JU8hXKNuOxlaTWObDqQS2kmyykCH/88DrOPzNBZ4nKdsfYgDp97wSjHNM3FvqmLvO94Twf5XDnHX7zyF7x07iViuRj5ah6H7KAqimjAw5s/SXOoHd00GahVCM8V19zsMWdzszxz8hl29e9CkiQMw6Ar1MW/uu9fEfFGrvi8zd2bKdaKLG9cTkvgQgelsdQYpyZPsbxpOZIgUdWtSk233U3YE6ZQKTCVmaI/1k8qn2I4PkyukiPoCtLgiXKgnCeu1/EKErppcriSp93mJuBdTbx4Cr8tS17xENNEbL6tRBsuVwUZhkE8HydTyhBwBJBsV7ZfSBVTnJk+Q6aUoTXQSl+076rrHIZh8PrA65yYOIEgCjhsDsr1MkEhiCIp1PU6gimQLqVx2BzIDjcUawQ9EZa3riGRjTEzfgKpZzuKbEe2OzAwyRkG9VqZhF4nKDuoesKUk8Nokp3h2DB2SaQa2UwhcRIjM4QhuyiHl/LA5o/y9cPf4TVhD5pd41hsmMkzeW7tvRWH4iBZSOKyu9jQ9tZuZoss8m7lPR3k9w7t5fX+14nn4sxkZihrZeq6hqK6sIkKr514kke3fx6H3YlgasTr1Zvq8Xpy8iSv9b/GSHKE5049R8QToS/ah8/pYzQ5ytdf/jr//gP//orPNQyDc7PnaA40LxjxRzwRTk+fZn3HetqCbTx/9nkCzgCJQoJ8NY8oiDR4GpjOTKMqKh7VY73XehlT9RDT6jRc5GhpFxTG9To7Vz3A7n43+2tFNMHE6/PT0riCfbUyt8o2HKJETatxYPgArw+8jl2xE8/FOT5xnB29O2jxW+cplouxtWsrU5kpnjj2BJIo4VAcjKfGOTV5ig+t/9AVR78T6QmOTxwn4omQKqbwu/w0+ho5MXmCTR2bKNaKjKXGcNvd2BU7+XqNaLCD5mAL3Y0rSFZyvBobwi/KeF1BBFHCADRDp2waFDUDRbYR9rWQrYM0OYyKi8ZsgVsqeRzdd2KId2GaJjPZGV44+wKvnHuFnoYeJFHC7/Kz6/wuXj33Kt2RbsLuML9x/2/gdS763Czy/uI9G+Q1XeP45HGylSyZcoaaXkO1qdhNKNQqqA47+VKGE8P76GpcRsXQ2NJzyzUVKdciVUzx6vlXafI1cWDkACF3CKfdyXBimNWtq2kLtHF25iwz2ZnLUh5vIFzFvAwgVYgTcrnoCLYzlhpHMzSyuSytgVa6I92IgshoapQmXxNLG5eCCf3JMaRgK2ClGpJ6nWmtRkLXcDk8NPfexuZqEd9cYBYESOsa56slpNQoX33hq5yePE3dqONVvdy/6n4EQeClsy+xuXMzTpuT9mA7q1pW8b0j38OjevCoHgC8Di9TmSlOTZ1ic9fmy97PQGyAmlbjlfOvYpoGYFUK64aOgUHAFWBt21pa/C0cGTvCcD5GuHUtEacfSRCw2d0oDg+CVkGWJCTTpGTUqekmmiTiRKTNptJcLCP2T5LyBelVA9THnkHMaaDVEZYtZzo3TVe4i6dPPE2jr3Femhr1Rrl3xb3kqjm+fPeXWdW86k1LYxdZ5L3Ae/aqFgSBcq2MQ3HMa69FQcTAAAEURSUSaKHB38y6nlswXUFuC7Zdf8dXYSI1gSRIyJJMVasiiiKKpFCpVShWi3gdXgQEalpt/jmapnFo9BC5So41rWtY3rSc09OnafY3z28Ty8e4tb2VsbE/Q9XP0OcvIZl+qr5mylqZZCHJdHaa7kg3dyy7A7tkRxIkDMHA1CqUaxVGssNM1UrkHD4a3SFUBLK6xsFamc2qB6d0If3iFSXOFVI89ex/QxREPA4PXoeXUrXED0/8kJ/Z8TM0eBroDHWyo3cHUW+USr1CppS5bBbkd/oZSY5cMcjnDYN95Tz21jWogLuURslMc3bmLKuaV83XDAD4HD7adI0ebwPj9Qol03JgcAE+m4eKrqFVi5imji5KaKUSgqLicwWwjU9iE0RKpkQEhRXhNew2T6L1H8cMO1nSvJx1bev44ckfXnaTtck2VE2lK9y1GOAXed/ynr2yJVFieeNy9g3tw2VzkavkqNarVrGQpCApdlTVS3PjMpyRHiKSQstNdBK6WCve19DHSHwEn8OHiZXjTxfTBFwBmn1WAB+KDfHr//jrjKcsZYwoinxq86foDHUynhq3bkimQU/AyyrvCCfiKlM5nVRZpzcggBIGuZEzU2dw2p34nD5G4iPzni2FSoH2YBfffv3/cmbiGJq/DZsg0tqyknvXf4RGh4cT9RQny3mWOFz4nQFEQUDHZHL6NJV6hSZfE9MZqwes0+4kU84wkhyh0dtI2BMm7AozlZliJDHCZHoSj+qZb1UHUK1XafAuNP3SNI0DkyfZVc6S1Kp016sIkkLGE0WqlfA7/ExlpuaDfLVexWlzEm2JUiokWeOJYCCQK2eouULogTbOVbNUARMRalUoZcnF9hNTVGStBm4ndVFgTS5Pr6uFJc5GcuOD2Nd9FHe4aX7N5NjEMdx29/xnGS/EWdWyasF7WmSR9xvv2SAPcP/K+3n1/KvEcjEa3A3EC3FURSXoDNLoaWRZwxI2tq1jleqmSbEj30RRT2ugFcM0qOt1VjSv4OjEUfpn+7HLdmK5GIqs8Bv3/QayLGMYBr/z3d9hNj9Ld6QbQRCo1qr89Z6/5r997L+xtXsrxVoRr+olwl4EQ6AtIDCZe5oGt99yh9RmqJo+Gv2N1Oo1Tk+dpjXQiiAI1Co1Qu4Qf/rCfydVTFOqlZE9VfLlHP1nZwgLAvW2daR0jXFFJT6dJuQMsr5jAxkEInOnQVVUJElC0zVkSUZAmFfwTGeneerkU9gkGx3BDjRD4wfHf8DdS+8m6o9S1arkK3nuXn73/DlKFVL8/tO/z6CmU3J4iSWHKeZjdIa7ECQZ2RPlruX3Igomk2mrr7ssydy74j5mVTf/cPZlpmbOEhAkbmvo4TfXPsorhTSj0ycxbQ4UyY69kqeeGCY7dgTD10iHeymBI7tx2+N0CjkQbCg0E/I1QzAKWFXLH1r3IcZT4wwnhrHJNmsR2BnkM1s/855pMrLIIm+F93SQ9zg8/O6jv8vXXvoah0YO0RpspVqvEnQF6Wvq42e3fY6lTddvQn0jBFwBdvbt5IUzL3By8iSyKNPgaUBVVNa3r+dz2z83Pzo9O3uWwfjgfIAHsNvsOBQHjx97nDuX33lhx9k8CCpht53eSDPDqVlskoJpFJDVIuvaNnJs4hibOjdxevo0iVwCv9OPKIqMp8YxMGh2R9BULygqpXKO44Ovo9pcdLatwUBA9EaZKmUQ4sPc1byCYOsansRqkN0Z6mQoPoRW1chWsgzMDrCxcyON3kaGh4aRRIlmfzNbu7fitDnZNbCLrd1bURWVe1bcsyCF89e7/5rpzDQN3dvRRQGhWiBZTCEKIn2RJeiqC09yhE9veAwTE03XCLlDvFYp8EopS1fPLXR3biKr14nbXNgcPrZWi3z3zHP0eVrpODdJdHKGuq5xwKMzGxrE2HEr0YMniaQ1FE8jWr1KWuzH2NhLEHhjSboz0snvPPQ77B3ay2Rmko5QB7f03LI4il/kfc97OsgDhD1h/v2j/57+WD+DsUFEQaQl0MLS6FKUG+ij+mZY2bKSs9NnKdQKRDwRgs4gkigxmZ5ENy7Y3pYqJavG9pIRoiIr5Cv5hTtVOqB6BsRGHl6xmefOHcWlmEhSG6HQ3SQKCTpDnfTH+nHZXLR1WOsKJ8ZPkCgkcCgOsmIaRVRQQu0I9QqVco4qJgICy7USpXKBcmKI4yefZvnGj9DYvp7HNjzGPx36J2RJxqN6LjSRXrKdzmAnp6ZO4VbdqLLKQGyAFn8L69rX4Xf6uW/lfXSGOpGlC5dPtV7lwOgB2kPtlLQKJdVHk6+Jql6zgmq4i3qlwB09ty6whygZGnvLeZokG4oogiTjBqa1GofLOW71RnHoGktfO4ivJlD0O9F0jdXTMzTtG2Z95zm8a9dhK4okswVeCTUwoejU8oPkjnyPO8M93N62BlEUCXvCPLL2kcs+11guRracpcXfsqiTX+R9x3s+yIOVL++L9tEX7XvHjjGbm+Xw6GFeOPsCy5uWE3KFMEwD3dRxq27OzpyldU7psqplFS7VRbaUxef0AZaEMlfOccfSOxbu2L4GagOgTbOyIcRM2s9QagZTXk4sHyPgDJAr5zgwfIAGbwPFapEWfwuVegXd0KnUK9gUG+X0GPZaEcHXiGx3E7I56K4VKJcz7B/ah2mY2AWRmewM3zn0HT6w9gOsblnNgZED6IbOlu4t7BvaZy0gCwKKpKAbOjbZRr6QxzCN/7+9O4+Oq7oTff/d59Q8T5pHW5JlG8szNrbBYGYIBAgQuLm5JHm5sJpLp5Ne/e7tdPJH+vZ6ud1N5950svKaXlkJWUk3r2lCMzgJ0EADYTLYso2NJ9myNc8qlapKNZ86+/1xysLCdmywbNnifNbSkurUqaq9daRfndrnt397+sJzyB2aEeCB6fkHAoErmyTt8KM4fNQE6sgU8yyoW8FGXzlLPTOzm2LFIkWkEeBP4BIKA4U8dk+IL9ZexdibjzMcCUB2Ct9UjpaJIs2TE4Se2QoeyF97JW82tNI7dAB7URIWEikEvxk9gqWY5aqFJ88PSOfS/OPv/5Ed3TsQCKwWK3evvttYINxkmifmRZA/3zpHOnn5wMsgIVPI8PaRtzk4dJB0IY2qqLRWtvLly788vb/D5uC/3/Tf+avf/BUTqQkjC6eQpa2mjbtW3jXzyVUf+O6B7H6sxQFuWn4H44UqEnkLqlB5fs/zdI91E3KHKOpFjo0f48DgAVK5FH6nn2QuSSqXwqpYSU30UKNrtFYuxjJ2lDcH9rK3by+TmUm8Di8r6lbgsXuwWWxsO7aNe9feO2M4q3+in4HJAcKeMFX+KjpHO0lkEvgcPlRFZXxqnHJvOUFX8KTfkcPmYGXdSj4c+JCGcAPh+ABTzgDDxRwb6ldxc1kjNZaTL3x7FRUFYSzycUKgz0h9Ov//6trL2Ve1jR6nhpIr0HS0H3dZHX57GMorQRsguvMw0Y02LLKA0+YGTcNudeJ32Ng+eIjL61bOqBME8It3fsGO7h0siCxAVVSyhSz//N4/Ux2oZm3j2k/1t2IyXWzMIH8GWlHjrc63KPeWY7PY2D+4n1f3v0pOz1Htq8ZhdbC7Zzc2xcatl99Ndz5LQtdobr2Gn0YW8MqeFxibGmND0wZuXnbzjCJlx+nCzYBlBV2ylYKU1Dnt1HosPLntn9l2dBtOq5NcMYfH5sGhOhhKD+G0OalwVtBobaRnoge7xU7QEuTa1mtZVLmI3+z9DSPxEWLpGHaLnXwxT76Qp727nSuarmD/wH5+8NIPODh0kIArwHVLrqOprIndfbuZTE/isDmmM3pW1q+kP9ZPmaeMG5becNoLlV/Z+BX++oW/5sjoERQUirLImqolfKv1GlzWk/sN4FMttNnd7M5NUYYFq1CI6xoqsMZp5OQ7yypZXbeSBSEP2kAf3rAVZ2UNysQEhBsgNYWenKQwOYHdArZ8gpSnFl2xoiCQCNL59IwgP5WdYlvXNhojjdO58w6rg4AzwEv7XjKDvGneMIP8GRxPzYx4jHHkTCFDtpjFY/OQLqRRVIX6UD0HRg7x3dcfozrcSGOkkXFvJTZvBQ/f9Ke4lVOXCTjuQC7NkXwan6KiCMHBfJpd8VE6Ro8Q8UbwO/1kChk6xzoZmhzCZXORyqVQhUrQHeSaRdfQXNGMEAK/088bh98g4okwnhzHYXUQdodxO9zo6MSzcdq72nlx/4ukc+np+QWvHXqNReWLaKlo4f2u95FIWipaWFm/kqtarqK1spWIJ/IHM1HKfeX87T1/y66eXUSnotQEa85qktHNniBOobA3N0VcL1Kh2rjeG/xo1a3yctTmFiJHjxpr0AqLsTB5TQ2EIuC/gtCRdlyKSlLX0QJN5OwhdECXOi6p4bF7ZrxmOp9GL+pYlJltc1gdxLPxP9hek+lSMitBXgjxZ8APgDIp5bgwIsGPgFuBNPBVKeWu2XitC81usSOR6FJHEQrJbJKgK4hNteG0OanyV5HKpRif6KVn8EPcQrB9+BCt9SuprltJZy7NitIZ6bRcAhI9oGuk3VUckxbKVCtKKYBGFIUXkmNkq5Yw2NWOUKzUhRvpjnYb4/B5oxBbUS+SzqeZSE1gUS00lzeTyqUIOAMIIQi6gvidfgbjg7jtbjL5DBZh4cX9LxJLxQi4Ajhtzun6OBKJqqqsrF9pjP0Ha1hUsYh9A/toq2k7q1RDm8X2iVbNArApKjd4Q1ztCVCUEodQZr7W8WUNa2qgvd24vWQJNDYaP0sVp28B69o+zz8N7kYrFnADhWIBR3yQjQ1rTiqVHPFEiHgjTKQmZsyCHpsa4/MrzDF50/xxzkFeCFEH3Aj0nrD5FqCl9LUeeKz0/ZLjtrtprWjl8Mjh6ZWNolNRPHYPAWcAoJQmqNJS0UrAE0bXdQ737UFKwbvRY2wHFkYWsqZxDYF8FLpfMYKTEBQLWQL+xSjVH/16hrU8MYsVmzuCz1tGT2ocp6JiUYyLoS67i3J/OclsklQ2hdQlyWySsCdMUS8ymTbKPKQKKSq8FWQ1Y1au0+ZkMjM5XX/m+OLkBb2A3WYnlooxlhyjqbwJm8XGYGyQJVVLAOiL9U1fRD5fbELhtJUfLBZoazO+1q6Ft96CkRHjPinhmmtYUlbNN9wu3hzYx+DEAGUWK+sXbaa5/OQl/hRF4b9e+V959N8fJZlN4rA6SGQSVPmruKXtlvPXSZPpApuNM/kfAv8DeP6EbXcAv5JGysV7QoiAEKJKSjk0C693wV3ZciW6rvMvO/4Fh8WBz+FDIknkEkykJ0hkEjTWLiPkN/LkFUVhLD7IcHyIluollLnD9Ez00B89yl32JEVrAL87gqIoqMU8/rEPyAWb0JwRNCnpK+QodwWYnBxkacMqxmIDHB3rIpabospfhaZrWFUrEU8EBQWf08em5k2MJkbpGOlAIBicHGQkMUL3WDceh4e1DWtZVrOMoCvI83uepzPXiZQSIQS6roM0MmMU1bj4ebxEhK4bn2BOTBGdc21txsLk/f3Gm2VdHfiNN6AqV4D7Wq48q6dZXrec/3XX/+K1Q68xFB+irbqNzYs2m0XKTPPKOQV5IcQdwICUcs/HPsrXAH0n3O4vbTspyAshHgIeAqivr//43XMqquV5NRnjQCGN4quiuvkqltmc3HTZTbyw7wUODR2iUCywun41N6/7Ev26hk9RkVJnINpL04L1NDqDqIqKx+7hpW0/oyexj5jiIugK8vkVn2dl/Uq8VjuxRC+qI0xaL5KWRSIOH3WRRra+/Tj7jr5DKpeCYo7WyMLpiUSFYoGQJ0RzeTMSSTQVNfLBfRGGE8MEXAHGk+PYLDZ0qbOmYQ2V/kqe2/0ck1OT5At5Ip4IFtVCtpClNlCLTbFxYOgARb1IdaAaVVHRdI3aYO3pf1Gxo9D9IiT6IdQCC24BT/Xp958NwaDxdY7qw/V8ddNXz709JtNF6oxBXgjxKnCqsorfBb6DMVTzqUkpfwr8FGDt2rXnVux9lkxlpzg6OczPCzmyiopPtRDTNSbKmvFoWZbaXTyw8QEAeqO9pPNpkrEeJtOTDChWbDYHUqisCtUQKqUB/rr91/QMHaDVb6fSW0Uyk+BX7/0THruHRpcDzeahQ9fISh2XUFlsc/HKsW3sP/ImPneQSKCG+EQvh4cPUxWsosxdhsPmoMZfg6qqpHNpyn3lRsXFfS8hkVT4KqgL1tFW20ZLRQv7B/fz+LuPo+kaDpuD6FTUqCHvClLhqyDkCSGEYGhyyBgTl/Du0Xf50rov4VYFyXgfLrsP1XHCsM3YPtj+16BYwOqF3tdh8F3Y8D3wXVxv2ibTZ9EZg7yU8vpTbRdCtAELgONn8bXALiHEOmAAOLHkY21p20Vvb99e3j32Lofc5fR6ygjKIjZ/FWUWGyktx16bh2Ytgw1jApAudRLZBK/uf5WCLKDrEo/Dw8amjVRYjJS9RCbBnv49eB0RpFXDKQvg9JHTcrzV8R80r/ociyKtNNm8SGB3NklfNs3LO/6V8kA1VrsbHUlLeRMHtSw21UZ9uB5d6kTTUVrKW1i3cB0dwx1UB6qpDdZis9qwqTYy+Qxa0Vgo+8kdT7KibgWNoUaaypvoHO2kL9rDhgXLuXPl7bT3HcHt8GBRLCgoRu64liWVH+Xfu7pAgF0WWe6ppLp2IygqHPwnI7i7SoulOIKQ6IUjz8Kab87ZcTSZTIZPPVwjpfwQmC5BKIToBtaWsmu2An8shHgS44Jr/FIYjx9LjvF259tU+av4wF2GV6iIos5wfJi6UB0Bm4uRYp7hokZIyxKdilLUi3QMd7BlyRbyWt4Yq88kGIj10+erojJQSSwdI1/Mo6h+DtprWMs4IZnGYRVkk8PQeCPYfRxPtFzp8JCIj5HMTuH2RlCAkGrDJgQLwgsYTY6yrGYZ2UKWxZWL2dRslApI5VN0jnai6RrFfBFplRwcOkhdqI6u8S4GY4O0VrSCC0LuEDe0LKKsNUfYk6HafpBh5yiV5deC8lE20K7xTjoTozQHKlGEIC91tidHuSZ6kECwGRJ9EGia+Yt0lUN0/wU7biaT6fTOV578Cxjpk50YKZRfO0+vM6u6xruwWqxYVAtuWSSuWnBhJV1IUygWiLjLSBdSOKfGsKk2rl9yPU/vfJqAK2BkrJSWwnPZXHSOdtJW18bg5CB6UcdlcxF2h8laPbwjXfhljp7UMdzBSnY9/zfYLDauXXwtt6+4HZvFxtWRBmrdQRyFPP4TUjCzWpYNTRt4ZMsjxKVOXC+SRTAQH2FP7x5+u/e3jCfHmcpNoSgKy2uXU+GrYGBygHJvOX0TfXidXiIuO83uYwwmFAKiArejjkJxgFR6O2PWK1AVFZ9iJSE1yh3u6fROm1Cw2dz0TBwhEF4KFhdoaeP7cVoKnJ9ucRaTyTS7Zi3ISykbT/hZAo/M1nNfKFJKlNLSzq1aln6LgxwCEBQ0jYH8JM5YHzYty8qmDTSVNxmTaU5zJWFRxSK2LN6ClBKHzcFjv3+MXDGHy+ri8OQQg4lxFjsi+D1F8lqeJ7c/Sf9EP9+84ZtYLBa+uOZefvL6TyjzlhH2hIkmo+QKOb6y8avszWfoLeRQBSQzCZ5/9cd0d28nnoqRyCbQpIZe0DkwdACnxcm1S4yl8HrGe4w0SZ8XrZgnmS/QVtNGZaCMKdVNND6MCETJCT97U4OErFb8pVTL46xCkNGlURJ54c1w6CnwN4JqNwJ+ehwW/+fze7BMJtNZMWe8nqAh3EB7dztFvUgVedZlE+yyushY7Byc6Cbdv4fqsaO8rBf43d7f8cDGB7i69Wp29u4k4o1MT48fig/REG6YLsMrhOChqx+i2l/NE9ufoHu8GwUFp9XJ2NQY46lxyrxlBB1B3jryFneuupORxAi61GmONLOjdweFwQKralfxV3f9FfX1K3k/k6RCtSKEoKNnJ4f6dhJPT5BIjqIqxuLiujRmdI4mR4mmoqysW0kyk2Q0McqgK4rHN8U1rdexsGwhcb3A8tblHDv6Hn3xETQ1x8JQA1aXk0w+gcvxUSZLqpBhgafaSMFsvhO0AnS/BFIzAv1lX4XaTXNwBE0m08eZQf4EFb4KLm+8nPaedhSh4EKyWbXiDy/g1+1PsjxUhxo0UgOz+SxPbH+CH9/3Y25YegOvHXwNUVp5yV3eSsu6L/FCcpw2u4e6Ur2a21bexvqm9fy6/de8d+w93jv6HkFXkKJeJJVL4bK4SOfT7OnfQ/d4N52jnUxmJ1lavZRcIWeUNhjpxFa9Ao+iTs8KPdi3G6UomcokURQVh82BrutMpieZSE0gpeTwyGG8di9hb5g/Wf8nVHkUFth34XK2ADBZLFLmtNO8bBW91tsRigu7zUn31DjRiYPkspPYhMpEsUgSya8VH7mxLhbZXGxYcDu+qiuxFTN4A43wsdmlJpNp7phB/gRCCNYtXEdTeRMjiRGsqpXaYC3/tvPfcMH0mToYVReLxSJHR4/y0OaHuGHJDXSOH2Ov3U/cFWJcVRnJTtGemeJGd5Ar3EbaYfd4t1HGt1hEKEbNeYtqIZ/Po6oqyVySscQYOS3H3oG9RLwRrKqRhhlLxXhp30sE69fgCFYzPDlIPBUllY5T1AugCCh+1JePOgaariGEIOQKEXaHuaxuJWTskP0AhB17MYtVz5BwbsFhC08/1O30s7phM7FkP2OZOH1akQ6Ll6wUiHyOD0e7eLb/A5ZbbERUCw2RBra0bpm+PmEymeaWGeRPIewJE/Z8FOhcNtepZ3xKsJfWjV1QtoCir4J34iPUqzZEqWxuQdf5j/Qky5xuPIplejHp6mA1ziEniUwCj92DVtQYTYxSG6wl4o2wb3CfUeNc/WjhE4tiMUr+Du2na2Av+eRYaXbtMH3RboSUaFoOiY7U5fSs2Cp/FesXrKfCV4FFtdA51smqhlXg3EjflJV8phOfr5kBWw1OS4Tj5+HxooZfUal1eKlzLuW5xDhdU1Hyuo5PUcll4nR2vonDEWDC4WOZO8BAbIDXDr3G55Z/7vwcHJPJ9ImYQf4srF+4nmd2P8NUdgqPw6hmOJIYIewJs7Rq6fR+nfkMNiGmAzyAVVHQdclAIU+r3TjT3d69nYZQA201bQxNDjEQH0AgWFO/hhsvu5G22jZeO/gaRfnRG0u2kMVpc6IqKrnUBJOxAUa1DKPRfgrFPBFfJblMjJwQFIoFo+qigLA7zC1tt9BSYQzLJDIJfE4fE6kJfvTqj+gY7pj+NHHdijspb72GhCwiBQQUlbWlRUQAhrL9NGm78ehxptRKdkUL2BQritXGuK5RLE3A6p3onbFgislkmjtmkD8LNcEaHr76YX729s8YTgwjkZR7y/nT6/90Rhldp6JQPFWFLWlkpACUecvwOXz84p1f0DfRh8vmYmnFUtYuWEt1sJqblt2E3+nnuqXXsat3F0OTQ7jtbqyqdbqS5EsfvkSumCPsLaeYiuKy2KivWsxgbABVVYln4lT6K3FYHCypXsLSauONqKgXiaVjbGjawGOvP0bXWNd08M8WsrzY/hR/XtFMY/VSVAS+E8b9Zb6fpbkXOapDAQcVxWM0pI8xptQYfZZgKVWPVIRCvpg/z0fFZDKdDTPIn6VNLZtYVb+KztFOrBYrLWUtJ9VJv8zu5u10nLSu4SrVKZ/QCvhVC/WlVZG2frCVH7/2Y8BYnzaWjjGYGGRT8ybWL1w/Pfxz+4rbCblDPPbGYyQyCRwWB7FUjIZwA/sH9+O0ORmK9aNreSK+chLZOIurF7OpaRPvHn0Xr8NLQ7iB4fgw+/r3GeV0BVzZ2Eiw+BYBbSuba5sYyWfI6k4cVgduh5s3D73O6roVJ/VfZN+j0h6hI6uT1otowkHA68M2fgzprqLBZkcVgpyWw6JYpit0mkymuWUG+U/AZXexvG75ae+PWGzc5Qnz26kYk3oOCYRVC/f4yrEoCtlClsfeeAy/0z9dw/z4bNQ3D7/J5tbN088lhODKliu5YuEVdI13MTQ5xAd9HyCRxFIxoukofqefY2PH0HSNTD5DyB1iMD5IMptk3YJ1aLrGZHqSztFO1jeu5/alS2n1dTGWKpAv2qiyJwnbD3EguYSs7sCm2k5eaBxAFqA4TqOjknGZZH8uTUrXUAM1NPkniKYnqLXaGU2MktNy3Lj0xllfRN1kMn06ZpCfZUudXprtbga0HBYENRYbSmmMfiA2wHhynAWRBTMeE3QF2dGzY/p2b7SX3+39HR0jHdQGavncis/hcXhw2p3ouo7P6cOiGvnvQgj6Y/2E3CHqgnW8d+w9GkINaEWN3X27CbqCqKpKTs/SM/gkYct6Qt5G7FYPY2lJuQsq7CP0ZBqYSE1w16qPrUELgArCiV1qrHf5WGB1MqTlEPokvpU3kS6uZmSiF5fNxaKKRZR5y87PLzebhY4O2LkTkklYuBDWrIHq81zx0mS6hJlBfpYVi0VsqsqCU6QQeu1eLKrFqAevfHSmmy1kqQkYE6d6xnv43tbvIZGEXCEODh9kZ+9O7l1zL5qmUeGrwGFzYLfaKfOW4Xf58dg9ZPNZDo8cxqpaWV63nN29uwm4AtgsNvLFPFIWsKCxo7+Dm5bUctOym3jug+fI5XTs1hQdw1laK1vZ3LL5pHYjFHCsgfQbWEQV1VY71aoOOuDZDNYaqGw9+XGzKZ2GJ56ArVuhuxsKBfB44Ior4GtfM4K9yWQ6iRnkZ8m+gX38/St/z97+vTisDm5tu5VvXf+tGQt3l/vL2dS8iTc63qAh3IBFtZDKppjKTvHFtV8E4NldzyKR1IeMMr0eh4foVJTfH/49q+tXk8wlubzxcvYN7KMn2oPb5sZj9eBz+Ai6gkSnorzT+Q6ZQma6Bnw8Had7rJsjPfvJFCTbe7q5f+2NPLDhAToH32ckbeWPW7/I+gUfXRM4if0yQIdsO8g8KB5w3WwE+AuhvR1efBGOHgWHA1wumJqCHTuM8gpLl4LTzM03mT7ODPKzoG+ij0eeeISiXqQ+VE++mOep9qcYS47xv+/73zP2/d5t36OoF3nn6DtIKXFanTy85WFubrsZgEMjhyj3lM94TNgT5ujoUa5fej3t3e0MxgepD9WztmEtBwYPsG9wHxFvhIHJAewWYxm/RDaB2+ZGlzodIx0oQsHjrWJJZApNy/HYm8/wnRvuZsPCleC9ByxnGGIRAhzLjWAv8yDsxhn+hfLuu0ZQVxRwl2rp+P2QSMDAAHR2GitGmUymGcwgPwue3vk06XyahWULAXCqThZGFvLmkTfpGutiQdlHY/Bel5cf3v9DBmIDRKeiNJU14XZ8VACszFvG2NTYjE8A6Vwal91Flb+KO1bdQSafQREKO3t28vKBl6kN1eK0GmexsVSMcl85o8lRUnljUW+9qBPyhRjPFaix1FHhSJDJT7Dt2CGqy69j7/6t2FQbbTVttNW2zZjZexJhjM+fN5pmjLcLAV4vqKW2ZLPGthltEaWFvCXkzZRNk+lUzCA/C46MHMFlc83YpqpGjnnfRN+MIH9cTbBmuoDZie5YeQePvvQoTosTj8MYa++N9fKldV+avoB7vGRAx3AHIVeIVCFFLBUjW8jidXhJZpOsb1zP51Z8jt/u/S3vHH2H6FSUdD7NeCpKxBPG72zkuSNTbNBHiXgj6LrOO0ffIZaOsWXxlvPwWzoLBw/Ck0/Cvn1G0F6yBO67F9qqYd1C2PE+6LoxHm+xGOP0NhuEw8aaryaT6SRmkJ8FS6qWsL17+4xtWlFDSnlSJs3pxFIxXj7wMgcGD1Dpr2QkMcJIYgS71c59a+/jjpV3nPQYq2rF4/Dwm72/QZOasfh2UcdmtbG5ZTNhd5j71t7HY288Rr6Yx19atm8gNsjhkRQ3LrmRqoCx+Dgq1AXrODR8iNX1qy/8bNXOTvj+92HPHiOIKwoMdkD8bfjSNbCyDO62wz+5YDhuPEZRYPFiuPlmKC//g09vMn1WmUF+Ftyz5h6e2/0cPdEeKv2V5At5BuOD3NJ2C3XhujM+fjw5zl9u/Usm0hMEnUGm8lNIKfn6lV9nc+tmbKep6risZhn/sv1fjBo3ihVVUZnITJDMJvn94d8zmZkk4ArgtrkppAvktfz0wty61GcME4GRmy+EIJlNXvgg/8wzRqCXEiIREDoovdAzCG/1wvJ1cJMLqvfA1iJEJ6G5GW67zcis+fhQjslkAswgPyuqAlX845f/kZ+89hN29u7EZXPx4OYHeXDTg2f1+Bc+fIFYKkZTubGMXogQsVSM5/c8z7VLrj3t4wLOAN3RbqSUSCmJ5+O4rW7qInWMJkep9Ffy8v6XKfeWs6RqCV3jXeS1PAvLFpLJZ5jMTM54vuPPc7w+zwVTLMKRI8bwi9ttBGxbDuxWSOowPAJ5DXzVsF6HLbeAvfHCttFkukSZQX6WtFS28KMv/ehTPXZP3x4ivsiMbUF3kKOjR4lORSnznZz5ous6r3e8jtfhpcJXQVEv0jfRZ4zbS5BIVEWlIdzA3v69XFZz2YxrAB3DHdQFaoiPd1Dm8pNRXQym4iyqXETAFfhU/fjUpIRg0AjummaMswtpjL+jglUBR2legcS4z2QynZULmANnOp2QJ0Qml5mxraAVjLVmP7b03nHjU+NktSxNZU2ksilcNhcW1ShlPJwYni5KVh+up8xTRn+sn6ncFJl8hq6xLhYGqvlWQz3rtEFc/W9Q1vsSW4J+rll0zfnu7sksFrjqKuMCajptZNfENZjMgM8Fm1cY4++yAAKwmOPvJtPZMoP8ReDWtluZzEySzqUBY4GPrvEuNrdsxmV3nfIxRb2IQHDDZTfgsDkYig+R03JMpCaoCdSwqm4VAMlMkgc3P8jGpo0UtAKJbIKNTRv59tLLyeemILSIhqbrWN92J0v0GJb0yAXr9wxbtsDdd0NdnXFGX1CgbAHc1wob6qE4DNowOK8C5dRvfCaT6WTmcM15NpoY5edv/5xtndtwO9zcs/Ye7lxxJ6r6US76qvpVfP2qr/OvO/6VofgQQgi2LN7Cl6/48mmfN+wJY1EteOwevrbpaxwbO8Z4cpwDQwfYsHADyWySTD5DwBXg6tarcdlcpHIpVEXFpud445W/pCObRaAgpU7Q6eW2moV4Y4fBe4FmsZ7I44GHHoJrrjFSKDUNli2DpgCoo0Z+vrUB1PCZnslkMp1ASHnxjG+uXbtWtre3z3UzZs1kepIHfv4Ag5ODRLwRclqOWCrG/evu59u3fPuk/bP5LCOJEfwu/1mNix8dPcorB15BEQqqopItZFlUsYiqQBXRVJQKbwULIgtOKlXQ0dPOK7//AfVlzdP14sfScapsVm5ZdiM03jQr/Z/vtKLGwOQAAxMDZLUsLpuLhnADFb6K6TkNJtOFIITYKaVce6r7zDP58+jZnc8yEBuguaJ5elvAGeCZXc/w1Y1fpdJfOWN/h81BQ6ThrJ+/qbyJsCdM11gX+WKeulAdVf6qmeu7nsKhaD8hbwRRSENegKoQcXrpHu8k66rD8QcfbQI4NnqMZ3c/S3tPOwWtQFbL4rQ6sVvtXNl8JZ9f+XmqA2Z1TNPcM4P8ebSzd+dJF05tFhtSSg4NHzopyH8aAVfAWK/1k8ikoTMN216BdMYYAy/zIlYvBY85c/RMuse6efTfH6V7vJvR5CjxTBxd11EUhZA7RHQqyrGxY/z5LX8+Y61gk2kunPNnSiHEN4QQh4QQ+4UQj56w/S+EEJ1CiA4hxGfy839tqJaslp2xTS/qSCmp9J06wD+36zm+8A9fYPOjm/mjX/0RH/R+MLuNSqVY8mo7sbfeRI5nIF2EVJHxaJqG9lEc782f4bLzoagX+dW2XxFLxeiOdjM0OcRYYoyRxAjjiXEGYgMMxgbpinbxVPtTc91ck+ncgrwQYgtwB7BCSnkZ8IPS9qXA/cBlwM3APwgh/kDVq9lT0Ar0T/RzePgwh4cP0z/RT0ErXIiXPsm9a+7FolgYS44BxhhuV7SL5XXLWVy1+KT9f/H2L/ifv/mfJDIJQq4Q+4b28d+e+G98OPDh7DXqzTdpfudDlqSs9MsUA+lJ+qaiuIZj2aJJmAAACe1JREFUXHlwAn75Sxgfn73Xm2eOL7w+mhwllUuh6Ro5LUe+mKegF9B0jXg2Tjwd5/DwYRKZxFw32fQZd67DNQ8DfyOlzAFIKUdL2+8Anixt7xJCdALrgG3n+HqnJaVk/8B+nt71NNFklNGk0ZQybxkVvgruWnUXl9Vcdsbx6tnUVN7E3937dzz64qMcGzs2vaTf92773kn75gt5frntl1QFqvA6vADUBGronejl8bce54f3/3B2GvX22yhOF9ces9A2AZNON05dUJURqP48jI3B7t1www2z83rzTE7LoWkaRVlEl/r0LGFFKBRlkaJexKJayOQzWBQLmUIGn9M31802fYada5BfBFwlhPg+kAX+bynlDqAGeO+E/fpL204ihHgIeAigvr7+UzVC13Xe6HiDn739M9K5NEdGj6BpGkIIVEWlubyZ/UP7efDKB9myeMsFzXzY1LyJ57/xPIOxQZxWJ0FP8JT7jSRHSOVSVPgqZmwPuoIcHjk8O43RdaOEgMsF6TRlWShT7MZ2LQ9Wq3H/8PDsvN48FHKHUBSFgDOAkAJFURBCoEkNu2pHVVSkLvE5fdgsNvzOC1wDyGT6mDMGeSHEq8CpBpC/W3p8CLgCuBx4Sgix8JM0QEr5U+CnYKRQfpLHHjc4Ocgzu56hb6KPscQY46nx6SEam8WGpmuUe8t5ZvcztFS0UB/+dG8m56I6+IczLcKuMA6rg3Q+PaNscTKTZFnNstlphKJAS4sRxB0Oo5xALmcEdrvdyFUPBIzFOEynFHQH2di0kd/t/R2V/krGpsYo2AuoQkUicdlc1IXqcNqcXLXoKhxWM1fJNLfOGOSllNef7j4hxMPAM9JItt8uhNCBCDAAnFh+sba07bxo7zFWS8oX8kxmJslredL5dKmRkMgkCLqDDE4O0t7TPidB/kxcDhdfWP0FfrXtV1T7q3Hb3USnomS1LA9sfGD2Xujqq2Fk5KNx92jUOINvaYGyMmhsNCYhmU7r3rX3GsXdBPhdfpK5JJPpSar8VUgpqQ3WsnnRZq5fctp/HZPpgjnX4ZrngC3A60KIRYANGAe2Av+fEOL/ANVAC7D9dE9yrkYSIzisDiYzk6iKii716TOrYrGIYleIpqIsLFvIcPziHYr4k2v/BJtq4+mdTzOaGKUmWMN3bv0OG5o2zN6LNDfDPfcYQzbvvGMsqed2G4He7Ybbb4cFZ1cD/7PK4/Dw4FUPsqZhDS9++CLxbByHxUEik6A+XM+ty26lrbYNi2pmKJvm3rn+FT4OPC6E2Afkga+Uzur3CyGeAg4AGvCIlLJ4jq91WhW+CjKFDEF3kHgmjipUcjKHFBJFNS6IBVwBcoXcaVMXLwaqqvLItY/w8DUPk81ncTlOXbfmnC1aZJy533+/UcN9aAhCIVi1yvhuOiOPw8PmRZvZvGgzsVSMTCGD3+k/bUE5k2munFOQl1LmgVMWWJFSfh/4/rk8/9la27CW1w69xnhynIArQFH/6P3EqljxO/3YVTuV/kouX3D5hWjSOVEU5fwF+OOEgMpK48t0ToLuIEFOfUHdZJpr8+LzZE2whi+s+gLjyXFCrhBHlaMU9ALoYLVYaSpvwm13c/fqu6kJzEHxLZPJZJoj8yLICyG4uvVqynxlPLvrWRrCDYwkRhBCUOYto8xbxhdWf4HLqi9snrzJZDLNtXkR5MEI9JdVX0ZrRSujyVGjNrsAp9VJha/CvAhmMpk+k+Zd5LOoFrP6n8lkMpWYRa9NJpNpHjODvMlkMs1jZpA3mUymecwM8iaTyTSPmUHeZDKZ5rGLaiFvIcQY0DOHTYhg1N6ZD8y+XJzMvlycLvW+NEgpy051x0UV5OeaEKL9dCueX2rMvlyczL5cnOZTXz7OHK4xmUymecwM8iaTyTSPmUF+pp/OdQNmkdmXi5PZl4vTfOrLDOaYvMlkMs1j5pm8yWQyzWNmkDeZTKZ5zAzyJUKIPxNCSCFEpHRbCCF+LIToFELsFUKsnus2nokQ4u+EEIdK7X1WCBE44b6/KPWlQwhx0xw286wJIW4utbdTCPHtuW7PJyGEqBNCvC6EOCCE2C+E+GZpe0gI8YoQ4kjp+yWzpJQQQhVC7BZC/LZ0e4EQ4v3S8flXIYRtrtt4NoQQASHE06X/lYNCiA2X8nE5EzPIY/xDAjcCvSdsvgVjAfIW4CHgsTlo2if1CrBMSrkcOAz8BYAQYilwP3AZcDPwD0IIdc5aeRZK7ft/MY7DUuA/lfpxqdCAP5NSLgWuAB4ptf/bwH9IKVuA/yjdvlR8Ezh4wu2/BX4opWwGYsDX56RVn9yPgJeklIuBFRh9upSPyx9kBnnDD4H/AZx4FfoO4FfS8B4QEEJUzUnrzpKU8mUppVa6+R5QW/r5DuBJKWVOStkFdALr5qKNn8A6oFNKeay0lvCTGP24JEgph6SUu0o/JzECSQ1GH35Z2u2XwJ1z0sBPSAhRC3wO+FnptgCuBZ4u7XJJ9EUI4Qc2Az8HY51qKeUkl+hxORuf+SAvhLgDGJBS7vnYXTVA3wm3+0vbLhX/F/Bi6edLsS+XYptPSQjRCKwC3gcqpJRDpbuGgYq5atcn9PcYJ0J66XYYmDzhpOJSOT4LgDHgF6Whp58JIdxcusfljObdylCnIoR4Fag8xV3fBb6DMVRzSfhDfZFSPl/a57sYwwVPXMi2mU4mhPAA/wZ8S0qZOHGNYSmlFEJc9DnMQojbgFEp5U4hxDVz3JxzZQFWA9+QUr4vhPgRHxuauVSOy9n6TAR5KeX1p9ouhGjDeGffU/rnqwV2CSHWAQNA3Qm715a2zanT9eU4IcRXgduA6+RHkyAuyr6cwaXY5hmEEFaMAP+ElPKZ0uYRIUSVlHKoNPw3OnctPGubgM8LIW4FHIAPY1w7IISwlM7mL5Xj0w/0SynfL91+GiPIX4rH5ax8podrpJQfSinLpZSNUspGjD+A1VLKYWAr8EApy+YKIH7Cx7mLkhDiZoyP1J+XUqZPuGsrcL8Qwi6EWIBxMXn7XLTxE9gBtJQyOGwYF463znGbzlppzPrnwEEp5f854a6twFdKP38FeP5Ct+2TklL+hZSytvQ/cj/wmpTyPwOvA/eUdrtU+jIM9AkhWkubrgMOcAkel7P1mTiT/5ReAG7FuEiZBr42t805Kz8B7MArpU8m70kp/0hKuV8I8RTGH7MGPCKlLM5hO89ISqkJIf4Y+HdABR6XUu6f42Z9EpuA/wJ8KIT4oLTtO8DfAE8JIb6OUVb7i3PTvFnx58CTQoj/B9hN6WLmJeAbwBOlk4djGP/bCvPnuMxgljUwmUymeewzPVxjMplM850Z5E0mk2keM4O8yWQyzWNmkDeZTKZ5zAzyJpPJNI+ZQd5kMpnmMTPIm0wm0zz2/wMumoAwzizvIwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import numpy as np\n",
"\n",
"colors = [\"red\", \"darkorange\", \"gold\", \"turquoise\", \"darkgreen\"]\n",
"x = [x for x,y in vis_dims]\n",
"y = [y for x,y in vis_dims]\n",
"color_indices = df.Score.values - 1\n",
"\n",
"colormap = matplotlib.colors.ListedColormap(colors)\n",
"plt.scatter(x, y, c=color_indices, cmap=colormap, alpha=0.3)\n",
"for score in [0,1,2,3,4]:\n",
" avg_x = np.array(x)[df.Score-1==score].mean()\n",
" avg_y = np.array(y)[df.Score-1==score].mean()\n",
" color = colors[score]\n",
" plt.scatter(avg_x, avg_y, marker='x', color=color, s=100)\n",
"\n",
"plt.title(\"Amazon ratings visualized in language using t-SNE\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "openai",
"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": "3.9.9"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}