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@knaaptime
Created September 20, 2023 15:28
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "8181f483-69ca-41bd-82d2-e1da3074fe2e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:39.918688Z",
"iopub.status.busy": "2023-09-20T15:25:39.918430Z",
"iopub.status.idle": "2023-09-20T15:25:40.190833Z",
"shell.execute_reply": "2023-09-20T15:25:40.190472Z",
"shell.execute_reply.started": "2023-09-20T15:25:39.918657Z"
},
"tags": []
},
"outputs": [],
"source": [
"import geopandas as gpd"
]
},
{
"cell_type": "markdown",
"id": "fb27a401-6b76-450d-ba5f-b246c21c81a9",
"metadata": {},
"source": [
"Census blockgroups in washington dc (two different 5-year ACS releases, ~750kb each)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "70e90535-a2fb-4d49-8cfc-09105c95a79b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.191510Z",
"iopub.status.busy": "2023-09-20T15:25:40.191341Z",
"iopub.status.idle": "2023-09-20T15:25:40.225466Z",
"shell.execute_reply": "2023-09-20T15:25:40.225079Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.191499Z"
},
"tags": []
},
"outputs": [],
"source": [
"\n",
"#https://www.dropbox.com/scl/fi/g68u2t2r77rg7jpzuj4jh/dc18.parquet?rlkey=tlwfvu3axod0yr9420ynzrhj1&dl=0\n",
"dc18 = gpd.read_parquet(\"/Users/knaaptime/Dropbox/uploads/dc18.parquet\")\n",
"#https://www.dropbox.com/scl/fi/or9k7ru9gu1zbcul4xkvi/dc19.parquet?rlkey=qu3rf32gvb7i60p6nb9sxcf3n&dl=0\n",
"dc19 = gpd.read_parquet(\"/Users/knaaptime/Dropbox/uploads/dc19.parquet\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "372ad411-3f92-4b9e-ad1b-3bcaa7178e56",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.226182Z",
"iopub.status.busy": "2023-09-20T15:25:40.226090Z",
"iopub.status.idle": "2023-09-20T15:25:40.465654Z",
"shell.execute_reply": "2023-09-20T15:25:40.465350Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.226173Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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w6OSOPgcT4VWuRFvPH8dSOfZfCrN9g49zV2Kksvrh7moH/PYeL0enIoa89z6Dufb7RkL84MIi2/q8nLy8wisefJzPvHEvnR67oeMVCsW1Y70MuE9KWZO4E0K8B3gnmmF8a2Hzi9CM93eAn5Hyaj+LEOJPgXcBbwdeb+C6D6AZ7y8DL5NSZgvn6QL2A38jhHhYSnmueICU8u/1TiSE+F9oxvuwlPKJOtf7eynlJQP3pbgJSWfz/NbnDvH/tWm8i0wuJZhcSrBnJNSWAS/y5MwK/QEnPqdFt5VMlCmxdXvtzMeSxkLvgENH2a2aoMvK8akIAJbCxLIzc1Fe8eDjfPaN99PlVUZcoXgqWZcqdD3jXeCLhcfNZds2Fh4fKjfeBb5WeOwyeOkXFx7fVTTehfuZBz6AZpDfYvBcbyo8fsjg/opbiEwuz//53GH+68TajHc56TqecytMRxKcuhxlTyFfrYfdIvDYLYTjOmIvdbAZGCG6qdtDolDFfmxqmQ0BzWs/dyXGyx/8EXMrayu2UygUa+Nat5H9fOHxWNm2E4XH5wshqq//gsLjIwbP31t4vKjzXHHbTzU7iRCiB+1eY8BnG+z6fCHEHwgh3i6E+EUhhM/gfSpuYDK5PO/+zyd55NTsup43mjJuUJuRy9VfDGzr8+tKrTbCZGos4zYUcvHEpcpCuIGAs/T/C/NxfvlDP2IyvNrSdRUKxfqxrlXoQoi3Ax7Aj1bU9mw04/3est0eQgt5vxg4LoR4BEgDuwv7/yPwTwYvuQD0oRWvVefMi57+VgPneT2at/5xKWUj+al/qfo+KoT4QynlPxu5WSHEwTpPGblHxTUgk8vzts8f5pvHZ9kzGmK/gcIuo4Tj6XU7l0XHYxaCdb/nIn6nhYmqbcenl/HYLcRSWrBrfHGVl33oR/z7rz+T/jLjrlAorg/r7YG/HXg38NtoxvhbaHnukgqGlFKiVYw/ANwO/J/CcT8BPAp8VkpptIT3G4XHB4QQpaSeEKID+N3Ct3YhRN1PF6ElEt9Q+PbBOrs9CrwMrXrdCdxWuGeAfxJCvKnOcYobmHLjDXByZgW/c33WtDaLiaXV9fPA9TLbAto23tmGHr1XVwUukcmzbUPlWNOZ5SSv/rd9LK3jYkWhUBhjXQ24lLJXSinQQtsvRvOCDwshdhX3EUI4gC+gGcDfQPOg/cD/RjOQjwohXmjwku9Ca1d7KXBECPH3QogH0bzxPFCM7zVaEDyvcJ+H6hWvSSk/KqX8opRyQkqZlFJelFJ+AHhlYZf3lC8g6iGl3K33hVaNr7iOVBtvgFgqy5aetc/dBta9wGv/WBifo3JxYXyYaC318vMmAck66m0AE4urVE8xvTAf57Uf28/yOi5YFApFc65JDlxKOSel/ArwM0AH8Mmyp9+BZnD/SEr5ISnlrJRyRUr5MJpnbkVr1zJynVm09rMPorWPvRV4IZpn/jw0b3lZStnIPSh6z/W870bX/wYwjdb7vq3V4xVPDZlcnt/+/JEK413k0ESkItfbLkGndc3nKGdbn5eVZPWs7vZNuNNmZu9oiD2Fr72Fr/tHQw3z6bMrKXYM+Gu2H51a5hUffnxd0wYKhaIx11SJTUo5LoQ4CdwjhOiUUi5wtVDtuzr7HxVChIFhIURHtQBMnWvMA28rfJUQQvwE2ifcgXrHCiG60Qx+s+K1RswD/WgLCMUNTjaX57e/cISHjl/WfT6Xl4Q8NqYiiTVdx2lr3qbVCh6HlW6vndFON/F0lkg8w2qbYjEABy7VKrUNBJ1MLzV/3Ym0vod+8vIKL3/wR3z6DXvp9q6PprtCoajP9RhmsqHwWPy0KcYWa1rFCgptxcrutS7l31h4/EyDfV6H5vF/rknxmi5CCD9aAZoELrV6vOL6ksnl+a3PHeahY/rGu8ixqWW2b/BhNQtshS+rzlfxOYfFhM0scFpNuKwmHBZTTZh5rSzF01yJptg3FsZsEswsJ9YWQ9ehy2MzJAN7Zi7K5m6P7nNn52K8/EOPr1nPXaFQNGfNHrgQYisQKYSzy7ebgD8HuoHHpJTFJX9ROe2dQogfSinLlS4eKNzTgXKDWjCUfWjh8Mtl202AS0pZMfNQCPEG4BXAEeoY8Kritbq930KIXsAjpTxftd0DfBxNBvbb1a9fcWORKXjeDz9p7MeUyOQMi6KUSszK9m82rrNVoqmr4fNkOs+OwQDZXB67RQBCG7QCDHe4GF+sbO0yCUFeXr0fq9nEpap9NnV7ODy5bPh+vI76Hx0XF+K8+qP7+Pc3PxO/a31TCQqF4irrEUL/WeD9QohHgQvAItADPBetOGyWq94wwHvQeq5/CjgthPgWmnb6s4A9hf9XhMPR1Ns+BnwCeG3ZdhcwJ4T4NlA0sM8pnOcC8CIpZb3Kmp8ENqEVr9Vr7wLNw/6uEOJHwCk0qdh+4KfRivUucnUhoLgByeTy/MGXjrU0EvTCfJxdQwEOTUTauuZqujpf3T47BwMcnrx6H2fqzPgG6PU5mY5Uer9WkyBTNj5UT0bV0qQvvJpjUxFCbmtd8ZizczHe/Okn+NSv7cVqQDRGoVC0znr8ZT2CVgDWgVZ5/vvALwFh4E+BO8t1zaWU08AuNKW0JFoY+zfRjOHHgV1Syh8ZvHYK+DxwB/DrhS8nWivbPU1kT40Wr10o7ONA01h/O1refBL448J1qltmFTcI2Vye3/nCEb58eJqtva1VmE8tJbCZ24tTt6KKVmQw5GRbnw8hYEuPh72jIW7v9VYY7/WgfNAJwD2Dfk7PtpZByuZhU3fj9/Pxi2H+8MvHyRuYPa5QKFpHSKn+uJ5qhBAHd+3atevgwUaBAEWrZHN5fveLR/nPozOA1iLVFzBWqFWkHaEUi0mQbcNo3d7r5UyLhrSa3UNBDk5UFqhVjye9q99X6vO2WUyEXFZmV1rXbA+6rMRS2aaphl+9f5g//YU7m6q/KRTXi927d3Po0KFDhTbemxY1D1xxS5LN5XnbF45UFKzlJXS4bFwuVJibqirNys2QlBIhBKcur9DhshFJZhBl+xRzysVZ2sVz5aWk02tvuYjLazdz4Uqs+Y7N0LGR1Yt0h8XMPYMBBJriWiSRpdfnvHp8cXdR+S2y7PyFjTarqekC59DEEn/45eP81YvvUkZcoVhHlAFX3HKUWsV0qs2PTS/TX2iXyjeLPklJNJnlvpGgbttV2W7kys7VTgX2aJeHY1PGi8jq34sBz1/AEYNh+Ts3+DgxU6vKVmQo5Gp6julIghMzK2Tzkr9+yd2YlRFXKNYFVV2iuKUoGu9vNGgVa1Wo5chkBIfl2v2pCIxNB2uXapsu1rHHbSK8yl39xmb6/MehKX7vi0cayrgqFArjKAOuuGUwYryBlnLgAJmcZMCAp9ku942EeGK8voe/Vmrs9TqXvTTLgZcvIL56ZIbf/eJRZcQVinVAGXDFLUE6a8x4A0xFEox2tmaQA+ssjVrk3uEg+y+t/zSxRuRaKLAz4qufno22VOH/n0c1I97KfSgUilpUDlxx05PJ5fm9fzdmvIt0ex2MLRifZd1OVbkRZlfWplg2FHLitFpKXnZ1YZ4eDpuJLT2VSmrFYrxyb1kIagao1KNVY/yfR2ewmAXvf8kOlRNXKNpEGXDFTU2xz/uxC4v4nVaWE8b6r8caDOzQ4/j0Mlt7vS33SzfjSrT19q0ifqeFbF5WCLv8+JYu7h0OlkXJJSYEB8pC9FdWUpwzWPFu3WAsv33uSqxGcKZIPfP85UPTAMqIKxRtogy44qal2Odd9Lxb6dm+Ek1xe4+3oapZObm85MJ8jHuHg+uWr3bbzCQy7Q8kCbntNQuRlWSmRj3OWiVG08o1WzGr5+djdHvtNYuSRr75lw9Ng4T3v1QZcYWiVZQBV9yU5PKSt//7VZEWgFMzyzitxo1i0G1l93Cw9gkJEq0PXEqJSYiSEZJS8twtXfzg/MKac7jbNvgatqc1o10Rplhq/WRey4kms3R77URW06TLCtua2eUvHy564ndjVrKrCoVhlAFX3HTk8pLf//ejfPXITMX2aCrXtGe7nLNzMZbi6YYe4q6hgK7HfXe/nzNzUVLZ9qup1zo7O2fQgDssZjK5q0Y7WjNXfP24MB+vCaUbWVBNhFf5/S8dU564QtECyoArbipyecn7/+t0yWurZmppFZPQVNeaEY6nGwqVhNy2urniY9PLbO31MLWUbMujtZiomQjWKsJggHu0082xaU0kxm01sbFsFGipJ1wWH2TFdp+j9er7w5OR0kLKLMBlM5PM1F/oeB0WzsxFeWJ8ibyUfOCX71FGXKEwgDLgipuGXF7y+1862lAv/PJyinsGA4aVxpw2c93nBoLOhupop2djjHa6sVlEy8NLsnm4dyTAE2sIoeuhZ9QdZa/R47CWdNCNcKfBIrZqDlxaYs9oiKXVNOfmGhfM3dHrK7XSffXIDCYhlCeuUBhAGXDFTUHReH/50HRToxJLZekP1I7M1HPKJ+p4wUZHiY4txOkPOBEiU6N41ownp5bp9Tvakl5thZnIVeGaRgsWPQSwZyRYJo8uSl56+T7lW+ZWUkyEV9k/FmZTd2W7WjWDQScHxysLD0s5cWXEFYqGKAOuuOEpN95GOH8ltqbJXiFX/dC5HtORBHaLqeV8eDKbp8NtNWTAvQ6LNv0rmSW8qnn7ekVs1cYVKlvVHNbWDDjA/hajBDsHA0yEVw1V7PucViZ1lPGKRvyvX3I3FlXYplDoogy44oYml5f8wX8cM2y8i9jXoF0+EGocOtej6WCUOpyYiXJXv4/ZlRTzOj3hwyEXTpuZ07PRUvHZQNDJhoATIbWZ5a1c2WExsXMoAFQOFquZOoYm5OKxt54DPzYVYbTDxcUmvfZ39/tLuXk9vnx4GrvVxF/84l3KE1codFAGXHHDks9L3vEfx/jSwSkAur12zCaBw9Lcizw2tcxA0MlUi7rnu4cCHDQQOq+mTfsNwPHpFewWUeOx7hkJcXhyqUZrfGopUXpdXruFTd0eLGZBJJFpqnNuNomWXl87OfCcBI/dwliDIj2LSbBooAr/oWOXyeYk7/ulu9UoUoWiCmXAFTck+YLn/e8F413k8nKSywZzxn1+R0sGvNXQeSOsZsHOwSALsRSr6SzdPgeL8XTdQSqprOSJca3wa2w+TpfXbkgjPZrKVrRs7RwK0B9w0uW1Y7eYSKRzLMZTTEe098xsajUy0d7K5PjMSsM6gl3DQcOiO/9+cAqX3cy7XnCn8sQVijKUAVfccOTzknd+5XiN8XbbLYQKU6yKeeBGHJmM0O93EC/0IUspNWGWKiOmmQTJbd0ezl2JEnBZS/uXj94sNx15WZlttphM2MwmOjw23HYLk+F4hQGeXUkRclmbRgUSqSybezw8dmGx6eurx3QkwXSk8hp+p5UdA/62Q/3tMLYQx2O31LTZhVxWhNAiDDWUx/WBhXiK0U43n/rROPFUjr9WnrhCUUIZcMUNRT4v+btHzvL5A5M1z5XLhm7t9XB6trG3XBwDuq/M09vS4+FsnbamA2uYClbsPW80nCS8miGdy3PfSLAipw2wuduD227hyGQEk9CmlMVSGfxOG5HVjGHJ13q4bGaOTi2zrc/LfSNBLi8nDUYn2jeWS6sZ9oyEaiIJG7s87LvY/L3ePRRkMrxaSiF86eAUAlQ4XaEooAy44oah6Hk/dPwyNrOokOOsxiSMhYJPz65UVIhHk9lSXtdlM69JyrQco45tLJUrXbPHa8dmMRFZTVeE7vMSLZw+EmR2Jcn44iq7h4McGl9qK6A9HHKRyedZTmRI5yQHC3n2bX0+rGbBsanluudtxUyaBeweDlFeBeesqnrf3O02pCV/V7+PQ5NLNe/rvx+cQoLyxBUKlAFX3CDk85J3fPkYX3xCC5s3KyY7eXnF0PCS5US2Ql61Ooe+cyjA4TaK1qrp0hni0Yy5JvsX27f2jobYNxbGZjGxfYPPUH96kZDLynIyQ6SQcsjmrra6nbysCbp0e+2MdLo5Oxct7dcOu0dqfx4CcFhNJSU2aWBJ4LaZmY4k6y6KvnRwCpOA975YGXHF0xtlwBVPOUVt83J51Fi6uX72/rEwe0ZDLJcZHYksiY0U26OgdtZ1kSOTkZKBXAsdHtuaRoPWw2a+Wq29Y8DPTKQ10ZfBDhdHJ6+2aun1ql+JprgSTWE1C3YNBVhJZjnfYjFf0GXlpI4krQTsFk1KdfdQkIMTzb3vOzf4mxbwffGJKUxC8JcvuksZccXTFmXAFU8pxVaxam3zM7NRBoNOXZGPcooeXzMjvGPAz1Gd3m4pYd9YmO39PhwWE+HVDBfnW5sVDpBqoPW9Fu7s95ciBCdnVogbWNgU0YsuNBKbyeRkybvf2OnG57QScFrZORgAKvvFBZXfLCcav282s2Biqbn2e4/XziEDRh4o1UkoI654uqIMuOIpI5+X/NFXn6ypNi/SF2huwIsIAfeNBHlyepmEjjFtNEwj4LKSTOd4sqAR3uWxM9rlJpbMslIIPzcaWLIeHrweOwf9XCh4wg6rqaU53n6npWZWOFSG0BtRFGHZPVQ5Waxd7hky1jY20ulumloo5/MHJhEC3vOLyogrnn4oA654SpBS8q7/fJLP7Z+ou8+Z2ShWkyBjYLRYXmoDNDYEHHSbTIyHK729M3NRNnd7avq8Ay4rXruF82Xe43wsxXys0ojYzIJun4Mer4OclKVhKYMh5zUx3gDLySwrhUr10U43py4bqEQvvFW3dXl0c+VWHVlSu0XgsJiwWy3YzCasFq0lzmIGr9PCzsEAZpPAZBIF+VaBy6b1mMuy82YKiwO7xUQ6my89Nx9NcdTAIsBhMXG6Dfnbz+2fBATv+cXtyogrnlYoA6647kgpeeA/T/Dpx+sbb9DCsq0Wmc1EkrhtZjZ1uSuMMmh95NUMBJw8WWecaDnpnKxQQNs9FOTQ5BJ9PieT4dbU3oxiKutBTxgNnQu4e8Bft9Cty2snmsqSzuZJZnKksnlSWcmOAZ+u5vndAyZdWdlqkZYNAUcpP7+p2835K1ff+93DQUOjU+8eCOjmvncPBUhkcsRSuZrBKaBFXw5PLPHnD53kT35umzLiiqcNyoArritSavO8P/GjcUP7pwyGjcs/suPpHPOxND1ee0U49shkhD6/o1SFvrXXa8h46zG5tMrWHi9PTkfaOt4IK4mrxXnj4VVD0rB2i6lhAVouL3U11xH6Ri+X1w+5W1pQdLsw37wgrstjx2KuvYdW0hOnZ6Oks3n+4he3VwjwKBS3KsqAK64bUkre+/BpvnRwipEOlyGv7OTlKP0BZ42yWDOWExn6er01+dSBoNOwFGsjQm4bZ+aiGIjut4XdIiqq2qXUetj3joaQElaSGRxWc83cc5vZRMBlI+CyVYuaac/XGfJSz9xl66yfqu1jebSg2kVu1CNvtwjuHggwvrjKYxcW2TWkzXLPS82Tb1Vc5zP7JrCaTbz757cpI6645VEGXHFdkFLyFw+d4t9+MAZAIpNjW5+Xkwbyuv3B1g04aB7ZzsHKIqxjUxF8DgudXntb+dbyc2/q9rTcbmWUVFYy2ulibOHqImc5kanwRjdUzTy/u99PPJVreE8Bp/50sXJhWIfFhMNmxm4x1QixXN2/EkuDsHX52FOrSXB7rxeXzUIkkWZ8cbVCTOfQRIS7B/wk0znCq+m2Fkgff+wSHruF3/uZLcqIK25plAFXXHOklPzp10/y8cculbatpnOcuxKrMbB6nJ2LYjFBi+O2AYgkKidepbKSewY1JbZ22sUqzr3afJrWWnDZGv95ijK/2W0zc3klyWDQ2fCYZCbHHX1eMjlJNpcnk5Oks3nMQmArFJ8lC1+gX/QG1LjV1jLPvjoU3uNzcHuvlVQ2z7m5WNO0xbGpZbb2eomnjFfdl7O5x8PHH7tELJVVnrjilkYZcMU1RUrJex46VWG8i2RyksOTEbZt8BKJF/K9dT5rt/X5uLR41eCKqh2LqmLVjC2s0h90Um5TwrEUQbdNM3aFqiiJNgJzJZkxLJYST+XobkOBzQh9fnvTfHe5Xdq2wceBS0sMNDHg0WSGcZ2iu+EOF2mdFVImm6e7MNnMZjFhMZmwmGslUq1lHnj1xLP5aKrlKW+nZ6Pc3uNhYilRUcA30uGiy2uvDNmXkc7lOT61TDYv+fhjlzAJwZ+84A5lxBW3JMqAK64ZUkr+6uHTfKQQNq/HymqWmSZ56aDL1rIKWZHqEZ79AQd+iW6P+d7RkOHrJDI5XDYzd/R5jbV4GcTrsJDKatrljSg6wXf0eUth6GZmqt4M7lydWHUql9eVV901FKj4vryorTqc3m6ZwEwkwZ6REAfGFhkMuTCZBKcuRw3VThT56A/HEAL++OeUEVfcerQ6HFihMETReD/46MV1Od+JmRV6ffZ1OVd/wMVcg6lhrbAYT+O2WXBZ1+dPyWKCwaCLcNyYJrnDYmpJvzyWyuHQuddcnUqzZJ32tWp7by4LcbQiONOIO/r8fO/sPB6HlTNzsbYXSf/2gzH+4qFTFbl4heJWYF0+dYQQ7xNCfEcIMSmESAghwkKIw0KIdwshOnT2twshfkMIsV8IsSCEiAkhTgkhPiiEGG7x2h4hxJ8Xjk8KISKFe/nfdfZ/rRBCNvh6S53jnEKIPxVCnClc54oQ4otCiDtaud+nA1JK/vKbp9bNeBcZ7nCvy3mE0Lzvu/r9Nc+1+hF/R5+XJ8aXyK5TOfpdA4G66QA97h4IVFTVG7mLDk/tQqieB56sU3hQ3V5WdLq39/vqjmttlf2Xwmzq9rSdotja66XDbeO+kSDfPX2F9ygjrrjFWK8Q+u8Ah4BvA1cAN3A/8ADwJiHE/VLKSQAhhAX4DvAs4DTwOSAF3Af8FvBqIcQzpZQnm11UCBEAvg9sB04AHypc+xeAh4QQb5NSfrDO4V8Djuhsf0LnOvbCa3tW4fl/AAaBlwI/J4T4SSnlvmb3+3SgaLw//P3GYfN2OHclhllAgymjLZExKCtaj/Ie5UajT41SLY7SDJOJGuETI0Fiv8PCdNW2bIP7t5pFaSZ3kUw2j8tqwmE1YzWbcFot3Nblxm2zsL3fh9kkMAuBSQjsVk21rZXXVn6drb1e8lJis5gYX1wlmswScFnpDziwmEzatarC9hZh4tTcCpHVTCltkHzyMgB/pMLpiluE9TLgPillTUxSCPEe4J3AHwJvLWx+EZoh/A7wM1LKfNn+fwq8C3g78HoD130AzXh/GXiZlDJbOE8XsB/4GyHEw1LKczrHflVK+XFDrw5+t3DPXypcJ1+4zheArwIfFULcVf5ano5IKXnvt063bLyNmr5wPM09AwGOTEUM7X/vcLDw4V28gvahfXZOC8Weno1yW5ebC2XV6Olsnp2D/tK+FdJfQvvWYjKRyeXWXUJ1IdZaVXt1IR8Yey+7PHbuG7Fox4urIz/9Tgs5qWnU56Qkl5dkcxKzSetBT2XzpHN5Upk8OQmrmTyrBY35Yr/9BZ3K/tFONwuxFNs3+HDZLaQyORxWMxfmYw1fc5/fTqfHhgTyebBaBDsG/ERWM5y4vNIwdbBnNFTz/EwkyUd+oOXE3/m/lRFX3PysiwHXM94FvohmwDeXbdtYeHxIx+B9Dc2Adxm89IsLj+8qGu/C/cwLIT4A/CPwFuD3DJ6vBqH9lRfD6v+3/J6llF8TQnwfeA7wXOC77V7nZqdovD/0vfUNm1eTqaMMVs3OwQBPjDefauWr6ouuFkYBTe/8WsmlFrGaBFei65OXb0Yim6/ovYbGr7HDbaspfmslemG3mIgmszXtY167ua5Iz56REPsvhbm8XBs+H+104XNYWE7UHzDTyDR/+PtjSKk8ccXNz7WuQv/5wuOxsm0nCo/PF0L8Q5URf0Hh8RGD5+8tPOpZjeK2n6pz7D1CiN8GHMA08F0ppd5YrNuAIeCslFLPtXwYzYD/JE9TA67Jo57h/zsxx6ZuD2ahr8yppR9rn4iljBdhnZhZIeSyEW7Qgx1wWUvTtJpxdDJCj8/O3Er9PKuep7ve7BwKNp2BvV7o5YEz2fq+u556W6OxpEaOB4imcjhteUxCK4obCDqxmASr6VzD92JsYZWRDhcCiDQw4o34yA/GMJsF7/jZrcqIK25a1tWACyHeDngAP3Av8Gw04/3est0eQgt5vxg4LoR4BEgDuwv7/yPwTwYvuQD0AaNAdc686OlvrXPs26q+zwkhPgL8dlVE4fbC49k65ymG57c0u1khxME6T9W7xxseKSXv+9YZ/vV7F9o+R3+gce9yNQMhZ0MDPtLh1vWk9chLGA65Ghvwa/j5bjHB7uFrM460Hnr93ql6mqms3YBbG+imX4mmSguoqaWErrevR7fXQS4vMQlBuIUq/HI+9L2LWE0m3v6/bm++s0JxA7LeHvjbgZ6y778FvFZKOV/cIKWUQoiXoIXK/wTYVrb/d4DPSimN9qF8A3gj8IAQ4hXF4wqV779b2McuhHBKKYtxujG0Yrn/D5hCW2w8G/gr4M2AD3hl2TWKpcq1I5kqtwcM3vMtQ9HzXovxBmOFV+XUk/cErRBsbiXJhoBDVwtc73rz0RQjHa4KoyQL/wih9WVfC1xWEz3+9R1HajWZ2NrrBbR7Lzrb5f/Xe/8azUvXU2PTWwTUo9nckx6fo7SA2tjlYTHe/P1IZnNMLiUYDDkB0XBB14h/+u55rGYTb3ve5uY7KxQ3GOv6ySSl7AUQQvQAz0TzvA8LIV4gpTxUeM4BfBJ4PvAbaHnvVbQisQ8CjwohXiql/JqBS74L+Bm0avA7hBDfAVzAC4Fo4bwuoLQgkFJ+D/he2TlWgX8XQjwOHAVeIYR4n5TyqMGXXc9O1CCl3K17As0z32XwejcE1drm15N63mLIZeXCfLypAIoejaZercfwEz08DitjBkP9euhFBoyE4TvctpptyQYeeJdHU2KzFKq9TUJ7NLrwqKeaViSymsbvtLKcyLCarh8S3zMaIpPNYzYJlgoGezKc0NTnhI2wAc9dj7975CwWs+A3fmJTW8crFE8V18S1kFLOAV8RQhxCCz1/Eq1aHOAdaAb3bVLKD5Ud9nDBMz+C1qbV1IBLKWeFEPcBf4yWb38rsITmmf85Wh58WUrZ9C9bSjkphPgm8Crgx9CMOVz1sGubhjV8Vfvd8qSzed7xH8c40UK/8npSTyltqIXQeTXnrsR026XaZSDgpD/oRAL76xi6hViqpD8O+u1a14LFeJqNXW6SmRzpbJ5UYTa4zEv0UuHRVIYTOvrl63W/E+EEwyEXJgGnL6/gdViIJmsN+eVIQlc9b2opQX/ASafH1nIlf5H3/9cZLCbBm597W1vHKxRPBde0iE1KOS6EOIlWMNYppVzgaqFaTcGXlPKoECIMDAshOqSUiwauMY+Wz67IaQshfgLNOz7Qwi0XQ/3liiFnCo/1ctzF2Fu9HPktxVI8zVs+fZB9Y2G29flw2swVWtXt0KoJuBJNcVe/j+PTV43KzkF/06EojQjH0+weDnLQQOV6PcwC7tzgRwLHp5eZKlRXV88lL2K3mPC7bMwuJwm4rCTTOTb3eQ0LuQi0VrlqTAKyecnx6eW6BjaazNbMBS+eK19sIctrj/Vy2LuGgoa88LwB8ZTivHOzSTDc4W755zAdSbDB7yi91/WEaRrxVw+fxmwSvOE5G5vvrFDcAFwPLfQNhcfip3xRBqqmVawgmFL0aNc66umNhcfPtHDM3sJjeVX7BWAC2CKEGNWpRH9+4fG/W7/Fm4vZ5SSv+PDjpbDvycsrbOpyE3DZSGVzCCEKeVYJiFLetTqCKmVle7XHZtbCuqJ06NXHsm+16mlto8d+NY8bcFlBaD3CNej0ccuKJ7RHrb8b7invATeIz2lhbjnFxNIqx6aNB2ISmTzJ5ST3jQRJZHKcmY0SS7VWVa3XKnffSJBDExF2DwU5OKFvCANOa40Br9d2V617DtDpsXF0DQsmPaaWEmwIOLCa9d//ZiZ5ZjlJp0cbUjMfa0+97S8eOoXVbOI1zxxp63iF4nqyZgMuhNgKRKSUs1XbTWhh7G7gMSll8dOhqJz2TiHED6WU5X9pDxTu6YCUMlp2Lj9atfmylPJy1TVcUsoK7UYhxBuAV6CF4z9T9dxzpJTfr9om0EL7z0CrbP9W8blC0d2/An8J/LUQolzI5YVoLWQnqcyr33JciSZ55Ucer8nZnp+PMxTKE0/lDFUP6zEQcJa81VYY6XBxaXGV0Q43h9tQ+dLjzg0+Tsy0lg3ZOxrizJy+TrfHbtH1votIKPVk7xwKrNvrADg4scS9w0Fdw+y2G//T18thD4VchpXVWpEvnYkksVtMuGxmVtuI7CzEtHx6j9eO02oi0aA4rx7v/s8TmE2CX7m/JVVnheK6sx4e+M8C7xdCPIrmrS6iVaI/F62Va5ar3jDAe9Dy1T8FnBZCfAtIoBWx7Sn8v7rF60XAx4BPAK8t2+4C5oQQ3wbOF7Y9p3CeC8CLpJTVFU2PCiHOooXWp9Fy289CW1SsAq+SUlbHMP8WLfT/EmBfoVhuCC2Xvwq8/lZWYQvH0/zKR/bVnZ89EU7Q53fQ63Mw28aQkHazqB0eO11ee40oyVoIuWoLvJoRTdYvmvM7rYa86s3dnpaNt5H+5aNTETZ1uzl/pfJnV683W/86ld9v7va0JIuay2tRAaM/p7GFVf058QZ/UZYTGdLZPCMdbk7NtjcA5Y+/+iRSSn71GSNtHa9QXA/Ww4A/AjyIZgR3oLVTxdFywp8CPiilLCXKpJTTQohdwB8APwe8Dm2oymXg48D7pJSnDV47BXwerQ3spwvbLgDvBv622jMv8DdoBv4ngRCQRwuR/3PhmBpRGCllSgjxPDQv/ZVo2u8raDKq7zai236zsrya4Vc+sq/pgIrLy0m6PPbrolpW5Pj0Mrf3eNgzGiq1fEkkAlHZPlXYVkSWxecFV0Pz87EU3z+/UPLsjXJuLobdYtLtjb4STRryBJ22+q1x9Wlu0TI5SSyZ444+rbWs+L64bSbu3OArVZYLITAJzdsunlVKSV6C32Hl7gE/ubykw21jainBtj4fi7FUw+hCEZvFxL6xMPeNaDUGRtLTwqRFNiq2CegvzDuvPEUxKVKlh25qLRVSzYcevYgQ8Cv3j6zpPArFtWLNBlxK+SRaO1grx8yj9Yy/3eD+H0cz7tXbM8CvtXjt329l/7LjEmgLg3e3c/zNyEwkwes+dqBueLia+ViKDX5Hjb74tWLHgB+b2cQPLzStdWyJDretJQOeyUvu7PXqVmpncpKdQwH2j1V6n6Odbjo9Nq6sJAHB8RZy51cxZqBmV5I1kREpMfxz3TMa4tiUdn+7h4IllTu/08q2Pi8nG4z5HA45S3UBBy4tcecGH+MLcWJNwuOnZ1bIytb6zavZMVivcaQ5xTz8H3/1BOms5PXPHm37XArFtULNA1focnYuyov/5THDH/JF0rk8s8vJkpiIEdpROrtnMMCBS0ucno2u2dOq5shkhE5Pa6F0R4OQ9KmZaEXvtVlAPJXlwKUlxsMJJpdWaWfKZb3cspFzTYSNL1DKKZ8bvpzIcHo2WuMpF7l7wM9CLF3RpXBiZoWQx85wqLH63momzx0t/A7pMdnmawRN2naq0LL2Z984yUe+f201/hWKdlAGXFHD6dkVXv7g4+3lsyXE0zkuzsd0522vB36nlfFFzQtcjKe5W6/6fA3kJNzW5WnpmKNTEbq9tXO2AaKpLF6HpeTV3TsSqphx3e4o8XoLHyMLokQmx2DQmIRt+UKheg54XsK+sTB39HlLix6LCZ61qYNjU8vEdTztifAq3V4H2/q87BwKUG/91UwAphnheIaeOj+TRnS4bRyvmnj3Fw+dUkZcccNxPdrIFDcRpy6v8KqP7GtL1cpqEmzq9rA4Fiadk5ycWdYvRlojG7sqq85XdEQ/1sqJ6eWWKqGzeRjpdFcY5nIuLa6yZzREPi/XUTq1TruVwQVBl9euK4zS6Hz1+spPXY7isJoYDjnJSZheSlSI1FQzs5wsTSHrDzrx2Cw10Z4TM8u4bWbdRYBR7ujzMdSRLVU9aLoFxXsqHzMry1oMJQcuRWrO9RcPnSIvJW/6MSX2orgxUAZcUeLkzAqv+sjjLLUxHEIAm3u8FcYpJ+HwZKRuK1ORVsLH9wz6a6q1z1+Jsanbw/krjQvtWiGWzrFnNFRXRU2Ppv6ilIZGnBpH/40z6rhamomUo+WCy6+SbTBGNJnJ43PaSvn8epXn3V57xQjR6aUEFpOoaaNL5yR3DfjWJK6znMhULCDv7vc37NXf3O3hXIPfo7/85mlyefj1H1dGXPHUowy4Alib8Qbo9Ttw2c26muJPjC/xnE0dpOt4b0aVx3xOCy6bpZRznSmT1vRdg4Ejl+Zj3D8aIo9mnPOFqmyBpna2v8o4NdNMjyQyDIWcdLjtpLJ5w6+7HvUWPkYXRMvJDCahGVSbxYTVrH1ZzCbMAswmgc9p4X/OLJSOyTaI94dctooe+gOXlnQXQTqzUTTluKnlGgOazKxN5a/VJsVGg3KKvO9bWpOMMuKKpxplwBUcm4rwq/+2v60hIEUuLye5vJzUHZQB8P3ziw0HhhhhU5eHx8oqzkc7ryreHpuKEHK3P9BCjyuxNP2hvG5/9u4yCdM9IyHi6axuFXoRTepVM24ThTa77f0+XDYLUsq2etnXkgMHmFhcpdtrY7bBKFWP3cI9g4GSxnyjMaKbuj01w1T2j4XZNRTg/JVY01RHNi9JZHJYTYJMYaFw6vJKadBJW1S9GaZmBY8G37v3fes0QsBblHa64ilEGfCnOYcmlnjNv+0n2qKEZz0a+Tv7xsLsGQnWeK5G2DHgrxAPEQKml65WGWfzmoraSvGDXteKydLns0BwYma5blSgyEqV4fA7rdze6yWXz7N7KIDZZGL/pXDDgjC/08K5K7VtdU+WabnvGQnVGD+rWVSItUgpS961RAuBm0Stx53P5yvsUHmmt/z7RCbHxk4Xsyv1Fz0bAo6KcaqpOv3su4eDdSehHZqIsHc0RDKTK0Qp6lvJqaVExUIvL7Ww9nqlHpp1LNSTcdXjvQ+fRoAagKJ4ylAG/GnM/rEwr/vY/jUVCVXT7ONv/6Uldg9phW1Gq699TguTS5UtQX1+R81UshPTy0RTWcMTsozkuC/Mx7mjz8upQq/zciKje0yjYrDbe31Nr7P/Uph7h4NEU1kCTisX5mOFyVr1X0sxpF+NyWSqOKpYjKd3Joe1/kdAj9fO+OIq2bL3M60zdnRLj6epLvrcSpJLi6uE3Db6g86G6YYnxpcY7XSXZHvrjY81RNXqptlgFbulNUGdv3pYC6crI654KlBtZE9THju/wGs+ur7GG4xlHA9ORLir32/Y29nU5SEcr/SEOz217UHh1UxLrWsHx5fY0u1uuM9QyEmXzrVaIdOg8KucJ8aXODMbZd9YuO2xmFDrkTf6mZhNVxXpXFYTIZeNXp+mqNfrd5DK5kmX3X91CN1pNRFZzTTMjQOl37NwPN1UMjaX1yIlxd+OEzMrdVv0WiXZRBEvm5fcM+g33GIHmhF/8NELa701haJllAf+NOR7Z+d50yefaJjPbBejAcijU8vcucHLxflVEg0KlapD50XqFRutNNAlryaXlzhtFnYM+HFYzaRzefJ5ic1iIpeXXJiPMxFOMBFOsGvIz9xKmmwuTzYvsVkEQZcdV5kE6uHJCFaz1krnsloQQksb2PSqttYBo8VqjX4my4kMZpMgl5esZvKsZq4uHIqSuOWtYJm8LE2ZA7hrIGCoUj/oqp1+1oiLC3H6g05sZs2UDwadpQEsJlGZIWn0PlRnUqKpJr8fEo4UahU2BBz0B5ykMnnGFuO6M8qL/OU3TyMQvPHH1ChSxfVDGfCnGf99eo4///qpa2K8W+XETJTNPR5ml5O6H45eR23ovEg9j+/8lXjTVqByzs7FyObzTcPuJmGqaH0CuLxcaZBCLhvRZKYit71zMEA8vf596to9rf0c4+E4+Sbec63XrYXkXVYTpwxW0vud1pbvbbosLeFzWmom4Rlh52Cg4vulJpGN8hD7TCRZk6YZCrkIuqwcnaptRXvPN08hBGqeuOK6oULoTyP+58wV3vKpQ3T5Wp+4ZZRWRcXOzcXocNsIuWs/4Dd314bOiyzVqTb32C0MtBD+TGRy3FP1Ia/H0akIIVdjIxReTZeqp4tcnI9yuoFW+JpYo1IZaCHlwSayptWtXIGCMb6919fQKy3n1MyKoRatRsc7rG18XJW9RXaLqakGe7OoxkR4FavZpA3Q0UEptimuJ8qAP034/rl53vSpg6RzeaaXWpdIvZZcWlzFYTXT47ua57y7Tui8SKSsOnznYIA9oyF2DgXI5vI8ena+bjubHsemlhlqYsQyOcnmnta1uQdD7qb54aeaLp38skmA22Ym5LYRqnovB4Iu9oyGWlLYi6VzbO/3tX2P6ZxsSV+/RJlFDhr4nUhmctw7Emy63/5CR4UeyogrrhcqhP404LHzC7zhE0+UcpnXKqQL9QdsNGMmcnUcaSyZLQ2SqIe9bHjIajrLmcnKkHlR0tUIqWyeHp+j1J9dj9OzUewWQSpr/DW2NyZ0/RkOua6OCS2OXC08Oq1merx2Mrk8qWyeZCZHrqBpXyw+s5lFWcudrJmuZoQrDfrNjdCONrqUV4/xOSzMNhn6lsrlOT2+wtZeL6ebzBLff2mJXUMBjk5GqM7A/MVDpzCbBK97lppiprh2KAN+i/P9c/O86ZMHK/KYiXWuPC9naTXTkoZ4OfOxFFaTIOCyMt8kV2kvKwzzOmpD2+fmoljNwnBLmZH9lhOZuvKgjY65FuwcDGBtoThuvMFkroDT2nSut91qJp3LsnMw0HZP9nh41ZBhrMeZ2dZ+pgDJshY0l4HFVCKtLV5mV5J0e+262vblVz80EWFrr5e8lCxVpXv+3/9cwGWz8LL7Bg3fr0LRCsqA38L89+k53vKpQxVtQKB5hdeyiG1Tt6c0P7pVbu/zYhaCoNvG2bn6hWiWBuM7QWsp2zUUaBiGLyeVzTHS4WIivEpeaj3QPX4H+bwkmswyuaRtry5ka0YinWP3UJCzc1Gtx9tlxW23VBRotULAZWUo6OLwZITNXW7uKwvjZvOyLT34ZpX7GzvddHttzCyn1jyYxr2GiEQ8nWuqZV5NuTKfkQXPaiE6FVnNMNrpxpHM1LSeVccBGi1I/uA/jpHM5HjNM0cM37NCYRRlwG9Rnpxe5jc+c7jGeINWLR1pU/PcCPYmxrUeXoeFmUiScDyN3SLY3u+rqOgup7yHfC6qn9NvpaWsKNTidVjo8ti5uBCv8Ep3DQWwmE2sprJ0e+2lVqNmTC6V6bU7LURWM0RWMy3LyvZ47Yx0ujGbRElOVgpREw0wmwReh4Xdw0HOzK4QS+WatvaVt3e5bWa29HoxCUFkNc10JIHZJHi8jZC5HmfnopgE9PgcdHvtCCG4MB8zXAxna+F3y2YxVXjQRkLwsTJFwrGFeM2AFWi9UPPd/3kCk4BffcZIi0cqFI1RRWy3IE9OL/Pqj+6v21+9XrKp9ahuvTHKlm5vyWNKZSWnZlZq2oCKlEtiToYTFXKfRc5fibOp29hcb6/DwqZuD70+B2azYHO3h03dHjb4HYDWXrR/LMyTMyttpQcAVhJX3/dmimBF7BbB3tEQ87EURyaXuDjfuJUqV4gYHBxfIpXNc/eAnzv7/TgaGL50Ns8zNobYvsFHOqdpvx8cX+LCfJxkJt9SqL4Z0VSObq+dy8tJjk4tc2QyQjKjTX4zG+iLO3clarh9rtfnqPg+Z6CYMJOThd5zjcMTkboV563wJ187waceH1/zeRSKcpQHfovx2PkF3vSpgxWeRDXz0RS7hgLMraRqCprqIYSmKDZXVohkMws6vXYGg4UCqeLQZSRzK8mWqq/vHvBzcKLSy8tJOFJnHKm5ahTmaIdbN7QabNL6VeS2Lk9pYEc1g0En5jLv7excjNt7vDXzq1uh3Jh47Wbu2OAvbctLSWQ1TTieIZ7Kljz127q8nLy8wpYeT+M53oVbzeQkx6aWtfdAwD2DAQSSEzMrFRrwO4eDzK6k6vZZG11sGKV6eEomJ0tV3c108pcT2Qpp20ZU957Xm01ejcdhrQi97x8Lc1e/j+N1okFG+ZOvPolJwKv2Dq/pPApFEWXAbyHq5bz1uBJNMbucqKmebUa3185op5tEOseZuaiu2EWrhNy2ulXnEk1itFq33FwVDq1X7X1mLorFJNbUylUeBi/isK3NK7WYTHR57Ix2uTl1ecWQmtnF+Ri9PrumIGc1Nx3MUU4yky8tUJw2M7v6vaRzeabCq5yYXm4YqViHdnNDGI1seO3GFmXVfedGuy9cVjPVP42xgjJcu7ULRf7oK08igFcqI65YB5QBv0W4spLkd7941JDxBm3qUzuTwa5EU1yJpuj02Oj22ht7ggbo9NhwWMxMNSkO2z8W5tmbO/nBOW02dZUDXjc8upLIcne/n+Mzy5q+dpU10ra1rmp2bGqZDYHagSpG8NrNWM2ChXiK+Zjx1qpkNs+WHi+PFt6DkQ4Xd/X7Od6kqKv6nUmkc6XivmJVfTG3bBKagI7fZSOdzXN5OWHYc10riwZHwV5aNKjIVuhld9stuO1m/E4rOwb9WEymq+F6qf3uZPJ50tkciXQOm85Ak1gqR8CpCQWthXsGA/zDd84BglfuHVrTuRQKZcBvEf7hO+daLkw7dTmKz2mpyM0aZSGWptNjw20ztz0QpdfnQAjZ0Hj7HBZGu9xYTSZ+cG6hZHCqDXEj/9ppMyNlYZ864eBWo8RSQn/A2ZYBH+5wcyWa0r1mh9tWmlld3lNvEgKTEKwkrhq5aDLLuSsxvA4Ld/T6mI4ktLa1qvPWW5ts7HSXUhNWs4ken535aIozVdX/zo7r08s+u5w01CZ2JZoqRWSGQi56fHYyWUk6lyeVzZHK5ImlsyDzV3vZozCG1krX7BrbN+gLzkxFEtzVphjNYNCJz2ktRUHe+ZXjCAGv2KOMuKJ9lAG/RfjFnf18Zt9ES8dEU9mW+5rLWYilW66mLtIfcJLO5ms8UJOAbX2+0qjMeCrL0bKK7wOXltg9HKwxSo0caCM53HYC7MenlxsugIoh8nQ2x6nLK1hNJnYNB4mnczw5o59PtZhEw57s5USGPaMhzs5FS6HtaDJbdxZ3IyxmUVpEJDK5ivqGcox6xmtFolWnNxPxAUims+wdDbJvbImJOj3uOan/W5HJyYZGvFHR3vHpFZ61qaPp/RWxmGD3cIiD40s10ao//PJxBPByZcQVbaIM+C3CfSMhnndHD4+cmmvpuINVs5db5eB4mHsGA3ULwPTY1udldjlFeLXWMOQluOyWhjnhg+OaAtbtvR7yee2DfzmRYXNZHtcktO1SGpvx3E6aN5nJs2MgULOA8djNbO31cXBiqbRAee7mTtK5fCn8XU3IZdN9P6pJZHLsHwvjtJrp9TmYW0my3CSComemqtujGhU9RpNZen32muKza0FHg3oI0NIGPqeVY1PLbOtr7A3n8vVD/96qQrVyzE3G3P7w/KJue1k1m3s8JDO5ugvcTo+NTz8+jkkIflmJvSjaQBnwW4h3PP92/vv0HK3Ua+WllhMNuKxt9YZn81ql+KZuD36nhWNTy7qezWiHiy6fg+mlVbwOKycbVBEbUVE7NBHhx2/v4kcXFppKmxrRwG7HA9/U7eHychKLSXsfALb2elmIpWqq5i8truJzWtnU7WFmaRUhBELAaKeb1XSOS4ur7B4KspJI1/XARdl9JjI5Lq8kSWdlySMv/fyq7E91AMJiouZnvRxPs2c0SDoriSYzeOwWxsOrRFYz+J0W+vzO62LAHXUGnvT5HfT5HRXCPLEmo0EbiRW57WbCddasRvrFT0wv1134Bl1Wbuv2cHB8qea9t5pFaXjO6csrPDmzwh98+RiAMuKKllEG/BZiU7eXX753kM8fmGzpuNmVJJu7PcRT2ZZkKss5fyVGl8fOQNCJz2HFZjEhpea9hdw29o8tMraohToHgq6G51pazei2jpXjsJrYd3GRkQ4P00urDadMZQwVYbX2ujcEHCXVs/J7NQkttVB7v2aE0JS+VsuUvcpbkw5OLGE1i5JoDLIwujOTZTGeZmwhzq7Ch//hiQiCSo+8aMirX0p1CmH3cG3aYz6WZiGerlj8mU0Cr93CciLbkoDKWqguRuzy2hkOuTg0scTl5cp6g/lo44hFKlP/515voWCUdE6ymsrid1pLcrkCLRJ2YmaZJ+qkpe7o9dWkrKREM+ICfvleZcQVxlEG/Bbjd356C189Ml0j/9iMc1di3N3v58mZ5ZY8+CIemxmX3czYwtV85N0DfnIyz48uLrZ8Pj0N6nK29fk4NBHhzFyU0U43ltV03QiC227WJkcJQS4vSWZyrKZzpDI5Utl8XcGbRvT6rlagz61oj1azqDuHvLxnfLTTTZfXzvm5KOGqe87kZIWXuXc0VPGBfyWaYmopQX/QSZ/fUZKbLRpyh9VUU6FfNOjb+304rWbdkK5EC1+XLz5yeVkS/Vm9hgNwylkuqOeF3FY2dXs5PL5UoRRXTrfX3lDjvdE9NxK2MVrROBdNsbXXSzyVZSjkQgjq1iJsCDjY4HdyeELfsEupya6aheCXdg8Yur5CoZTYbjF6fA5+7dntTUA6Nr1saDZ2NRYTDHW4GF+8+mEactt4cnqZ81fay61PhFcbjp8s7+seW4izpdtDt85YTICTM1H2X1pi/1iYg+NLnJhZYWwhzsxyksV4mtV0DovQPN+dgwFDE8TKo6yTSwnu7veTyUl6qtS/9BhbiLN/LIzFbNJVkCun2pQUrzu9lKjxSEHLy5fbH5tZcEefl6GQiyenV8g0aDMMuuqnGtba62+UqcU4z9jYQTyVZf9YuGa+ejn+JiI9jbojGhWqtaIZMBleZc9oiEuLcS7oqOQNhVzsGgpwOZLkifGlhroLUsLbv3SUrxyeMnx9xdMbZcBvQd783NtqZjgb5dBEpK58aT3uGghU5LTdNjNdHltbnnw59Rwhr8PCyZnK3ufitfoDlQbUbjEZKg7Lo732w5MRzELzfKuFQEDzsncPBzk4HqnYnsnnuXc42FLP9JVoitu6jEm9FinPztZ7e4XQFlB7R0M4bRb2X7paqd2ooM/doMc5HE8TcF7bgN3tPV4Cbjs/urhoaGRrM839RvrqjWRbswbTSLuGAtitZh67sFjzu76p28OOAT8T4VUOTUQMJ2g0T/w4Xz86bfAIxdMZFUK/BfE5rPzmT2ziz75xsq3jm1XhllOtkAZwZ7+/YRW50Q+zEzMr3DtytWWsWMTlc1r50fkFsmVVxkJoBjHktjLS4eJSIRrQ5bUbaksqXyzEUlrl8DM3dpCVklxeYjEJ8lIyH01xUCc3f+pylNu63E1D/9UcmYw0HNpS+5O4usVUp3beZjYTTWZ0Q+WNRsmWa4D3B5z0+OxYTILlRJbxcJyBoItIYm1yonqYhJY7PnAp3NKiz0ixWT2dgnIdAYfFhMdhwWUz47Ra8DZZqPQHnARcVt1Jd9v6fAghOTHTnsxuwGWlx2vn/3z+CKms5CUqnK5ogDLgtyi/cv8w//aDsZbHXwJcuBKjw21r2v+7ZyRoSAK0mlTWeM5Zrxho93AQl93Cxi5HTT91OJ4hk5Ns7vZw7kqMgNNqyIDrLSvSuXxLs699TmMSn9UsrWawWwSprKTP76gIjVffVbm4Sz37lc7l6xYjzq7UD4UX8+AryQzTkUTN745rjSpkepgEbN/gb0tLwEh//86hAOmcREpJNi/JZPMkszmmlxIEXVaiySzJbJ5kWe4/mdEvsrSZBTuHghyaWNL9u/LaLcxHW1PXK2co5CKVyZWEdH7/S0fJS6kK2xR1UQb8FsVmMbFtg68tA75UmIW8ms6SqFMMd89AgAN1jNvhiSXuHvDXnQl+eY351LmVJAuxNAuxNLuGAqymcxU5zWgySzaX4M4NXhwG50/rvUqTSdDj0/LqRVtRbjSXE5Wzoo9ORujx2hsKsegxvZTgnkE/RyaX6fM7WE3nKiqbyzHioDbyS69EUxWV0+VkcrLhos3INK9WuXekNoJjFCN3M7WUKEVjjKKnyb59g4+FeLrhQiOaytLtsxNJpFvu5rijz8tkeJVY6uq1pYT3f+sM+bxUYi8KXZQBv4XZOxri2ydbE3YpMrYQ565+P09OL9d8UN7e4+Xk7ErdHLU2krF+fvJKNGXIw9fDa7dUeNTFMOa9w8GK/RKZHGfnYuw1OApSbxJbM8PS4bZx94CbRDrP+SsxEpkcw53ulg04wJHJZfaMBLm4ECeXz7O1MJP7UlWfsd9ppcfnwCQ0wRif04qUEpPQJsrlchKP3cy9w8HSYqP85yQExFM5XQPeSMwFoIXMiiE2dbl5og0FuVZop10sWjZHvttrpy/gqFADbMSF+Ti7h4I1k/UasWsowLGpCNXlEwGXFbfdzDu+fJyclGqKmaIGZcBvYV567yAPPnqx5bxskePTyzVSq3f1+xhfXG1arNWsNWu4w9WWAR/qcHFCR4ZUL5ycyclrOohjMZ5mcUx7DWahLWxMQuC2mYina6/rc1i4rcvD4TqqdXmp9ZAPh5ycntXPoZa/9m19Pk5ern0vdg0FdPOzRfaMBnW3L1X9POwWgdtmJZrKMNLpJpJo3p9vFIsJMnm5pkJHIwNo2ulfT2bzWEywayjEsekIVyZb+/s5OLHEnpGQIXlbPSnjrb1e/E4rlxbipejBH33lSXJ5yaufMdLSvShubdbFgAsh3gfcC2wBOoEEMA58FfgnKeVi1f524A3Aa4CNgAOYBL4NfEBKOd7CtT3AHwAvAUaBJHCwcJ5v6uz/LOCFwE8AI4APmAG+A7xXSnle55iPF+61HndIKU8bvefrhd9p5cOvvpeX/uuPDE8pq+bAJe3DaHIpTp/f2dAwlKPn4a0H9aZBrX1ktWRrr7diS2Q10zBnXE5OXu311ivsA9jS4y2MRg2yf6zWCFrMJk1bPZk1JNUphP6LblZFXe/5xXi6NHo15LaxsdPN4ckIubzkXCEvazaJdZmNrScm0yomIej22nFazThtZmxmE1azNmlMiKv1AjsG/KSyeSxmUbdYsJyNXW463fa29OWLPDEeblicCNpCq9p4b/A7ODsX1V3YvOtrJ8jmJK9vs01UceuxXh747wCH0AzwFcAN3A88ALxJCHG/lHISQAhhQTOWzwJOA58DUsB9wG8BrxZCPFNK2bSEWggRAL4PbAdOAB8qXPsXgIeEEG+TUn6w6rD/ALqAx4DPAFngGcCvAS8XQvy0lPJHdS75D0BEZ7u+wPUNwI7BAJ97015++UOPt53DPDAe5u4Bv2HjDc0LjJbakG2F1gVFWmnfqfZ6PXYzt3W5dft7G3FxPlYhr1okWYhK7B9b4r6RIIcnIhU9x2YTbOnWjPzSRIRtfT66vXZW09nS6xBCkM9LlhMZOtx2oNZTbxb9WCwrsrJbBF0eBwGXFZfNwmo6y+nZKOF4WlcrPJeXnJhZaXuITZfHzkinU7eSv1XyedlSdKlZz73TZuauDX4OXAoTaLMgsXRvUvvq8tiY11Hm2zHg56hOJKY/6GRGp7+/yJ994yR5KXnDczau6f4UtwbrZcB9Usqa3zohxHuAdwJ/CLy1sPlFaMb7O8DPSCnzZfv/KfAu4O3A6w1c9wE04/1l4GVSymzhPF3AfuBvhBAPSynPlR3zd8CnpJQzVff6TuA9wIPAXXWu9/dSyksG7uuGYvdwiNc9c4SP/GCsreOlhNOXo2zq9pTkQ5vRbNTmcpsGvJHylh5rSdvGUjlYSbKxy83FFoz4QizN7uFATa94eXXygUvaEJmJ8Cq5vKTTY+PU5WiF0Tx5eQW/M0RewkoyU1JdK1Le6y/QNLjdDgsBp4Wdg4GSaIvZpCnQFd8MkxCMmgSLsTQrySxTkURppOvWXk9TIZO8hH1jYe7c4CMcT+sKyvR47XT77DhtFmxmwdxKisvLSeZjKUa73C2JpdQj2WJ6pFGOf8egn8uRZMnr1quJaIWtvV7cNjOndIz3Xf1+Tsws14i6WM2CUzopkWr+4qFTZPOStzz3tjXdo+LmZ10MuJ7xLvBFNAO+uWxbcen4ULnxLvA1NAPeZfDSLy48vqtovAv3My+E+ADwj8BbgN8re+59dc71PuCPge1CiI7qsP/Nzm/+5Ca+dnSmrixlM1LZPOF4ytBUqt3DzUeUhlfTmAQt5UB7fQ42BByksnk8DjP5/FXVLD0Rkt3DwYaCHUZoZMSDLitberxkcnmWVtNMR5KlnPuizgf33EoKh8VUMjxjC3H2jobIS8npyyuspnM4raaKyv+LC3HmVlKYhCbHWVwU3TsSJJHJFjz0HLFUlvBqhvBqhshqpkLExGMzV2jF2yymurUBTpvxj4QTMysIoc26Lmrfbwg4eWI8zFw0VSrmK7b0Fdk/FmbnUIBYYZ55u6y0mKaRsrYvvNtrp8dnry1SW8OvzXDIhcdh0YaZVD23tdfLmdmVmugMaDUU9cbMVvPeh0+Ty0t+4yc2tX+jipuea13E9vOFx2Nl204UHp8vhPiHKiP+gsLjIwbP31t4vKjzXHHbTxk8l0QLpwPUi0E+XwjhKzx/HvhvKeX6K1tcAwIuG+/5xe286VMH2z5HOJ5hMOTEYzdXtLtUM2XQSw64bHVHOurR6bVVhPEHAs6S57h7OMDtPR4chVyoEIJwPE2oidymEWKpHELHiDttlbriAi3y0OGx4bCa8dgtNR/II53uilB9+fE7Bv0sRNN0e+1kcnkkMFvwbvNSk0m9e8CPzWLiiUtL3LnBpxtCblZN3sg2Neoe0ENKKuZcd3hsNTr8eumUYn5/pMNFt9eBzWwincshhEDWucfiWbS6NMkT48Yqw8vx2C3E0zmshZ7u41ORtos8q9kQcDAQdJHN5Tk6GalZnG7u9nBpIU66Tg1CIyU8Pd7/X2fI5iRve97m5jsrbknW1YALId4OeAA/WlHbs9GM93vLdnsILeT9YuC4EOIRIA3sLuz/j8A/GbzkAtCHVrxWnTMvevpbDZ7rpYAXeFxKGamzz79UfR8VQvyhlPKfjVxACFHPehq9xzXxM3f28rs/vYW//fbZts8xGU5w5wafbiU4FHJ7dfq/qwk4689k1qNa2nS1LNd7cDzCbV1uzs1GK6Z97RnRr7iuoYnHFU3lIJqqHCFZ9TksoUIA5c4NtVruyQb5aYfFXCOgsnc0xGLByDssJqLJbNPZ7VKiFcM1mROuhxFxlFZpdMZLi6tcWlyl1+8oLVbqYTUJdg4H+dHFMINBZ1sdBk6bmbv6/SzEUo3VAtt4HzrcNqbCq8TT+lP9/E4r5xrccyOd+nr83SNnyeXz/M5Pb6lQl1M8PVhvD/ztQE/Z998CXiulnC9ukFJKIcRL0ELlfwJsK9v/O8BnpZRGpbq+AbwReEAI8YricUKIDuB3C/vYhRBOKWVdRRMhxCjawiFLWbi9jEeBbwKPoxXpbUDL5b8b+CchREZK+aDBe35K+bVnj/KDcwtrqrA9MbOi2/4CrQ2CaNXjqCYcT3P3gJ+FaIqZ5SQX5uOaOlyT8H01PV5NMrQZxbD0xk43FxfiTY3+iZmVCllX0AzWlh5PTT4bKo27EHDfcLDkod8zGODcXJR4EyNXxGe3tmXAr0nbXZNfiW6vvanx3tbnZTmZLRndbq+DiXBrIkV39Hnp9Tn47pn5pvv6nBbuK1v8SUlFX321rZRoC4yleIblOu/7E+NL7Bjwc+ryiq4Xbmkx+lHkg/99nmxe8vv/63ZlxJ9mrKsBl1L2AggheoBnonneh4UQL5BSHio85wA+CTwf+A20vPcqWmHbB4FHhRAvlVJ+zcAl3wX8DJr3fIcQ4juAC61NLFo4r4v6IXGEEN3Aw2h599+QUj6m87o+WrXpIvABIcQZ4OvAe4QQ/9Zs4SGl3F3nHg4Cuxodu1647RY++Wt7+PVPHzT0QVaPJ6dX6PLYKwqztvZ663rmejQbRlGNXmj42NQyPV47VrMgk5MV4dxG+JwWtvb6mAqvMrOcNCy+Um7EkwYkYUNuW40SmL9OhXOxZ9lhNXF7j7e0EKnXltboo7rR4qhobLp9dgIuLdxvNmnV7Zb1VmuBpgudgaCzbhg75LIx0umq6YAwGinwOizc0edjJpLg1OUofqe1oUpgkZVEtqWuC6tZcFuXp5TSqcfRqWU2d3tYiKUIuKw4rRZS2Ry5vORYHX0AI/zL/1wgl5e84/lblRF/GnFNcuBSyjngK0KIQ8BZNIO9vfD0O9AM7tuklB8qO+zhgmd+BK1dq6kBl1LOCiHuQys++3m0SvclNM/8z9EM7bKUUjdOWzDe/w3cXrif6hB5s+t/QwgxDfSjRRKOt3L8U4XDauZff3U3b/rkQb53tj0jnsjkuGvAXzLgZpNoOQTYaoFZPS9tLpoqTAhb4vJysiKMr/cxP9LhIlrmzbVK0Yhv6fE2HbN5bGqZTk/lnG2LSeCymipC/QBHJiLsGQ2xkshwdGoZq1lwd3+g7n0WX9tIh4sOj730fubymva33aJ9b7UILUlVRiYvmY4kma66/5B77TUD1TT7KfscltIEPAlk83menNaiPCdnVmoMqYCmrX2DQSe9fgfHpiKl92/3UIDHL4YLw1MaF1q2agPv6jfeZnnuSoxenwOXzdLSgrcZH3r0Ipmc5E9ecIcy4k8TrmkRm5RyXAhxErhHCNEppVzgaqHad3X2PyqECAPDRivBC+H5txW+SgghfgLtb/2A3nFCiD60kP1WNM+7JeNdxjyaAXe3efxTgt1i5sFX7+ZXP7K/7XD6+SvRUr+znihFM1rJt/qd1oa94+VrgVRZGLj6c8xpNbGazrWlAldONJnl2OQSIbeNaCLDaJdbNyyezUs2dnlYiIUrtq1m8uzdGOJEmdCHlJKTMyt47GY2dbvp8tpJZyT3FFrCMrk86WyeVDZPKpPDWnjRPT5HTU/2vcPB0khOi8n4+xyOZ3R72K8l5+bjTJdFTvoDTm7rctf9fdra5+XU5dr+d4fVxJ0bfCQzeU7MrFREY/oDztKiLi8LAkV1Ihut0k5P/OxKklgqy7Y+b8Uo3rXy0R+OkcvneeAX7lRG/GnA9ZBS3VB4LMYb7YXHmlaxgkJbsfJnbZ+wWm4cNLGW6usMoHnem4C3tJu/FkL40RYAErjU3m0+ddgtZj71hj1tG/FwPMOuoQCnZqNcaKMdqBUxF6fVTD6fJ5rKsWckSL4sD+m0mUml8yX9byll6f9eu6W0P0Ibp7leXk8mT6kIr1iBrjc85uTMSoXHnS/UCYzNxxnWkYZ12cz0eB388EL99euGgAOPQ/OW9dZB5dGN6oKsZgVaXV47l5fXpzJbu17950IuW4XxBu3n2sjDrlbj29rrxW23cGpmuab3vsh0JFFjsPePhevqkBtdW+4uq1NolVgqy9m5WMva6c34xI/GyeQlf/HC7ZjW2EapuLFZswEXQmwFIlLK2artJrQwdjfwmJSy+BtaVE57pxDih1LK8k+KBwr3dEBKGS07lx+t2nxZSnm56houKWWF9RBCvAF4BVo4/jNVzw2hef8jwK9JKT/W5PX1Ap5qidWChOvH0WRgv139+m8W7BYzn37DXn7ni0d46Njl5gdUcXEhjt9pYbaND/zxxbjhXvCAy1qSNT1wqbK/tlFOc+9oiGxetpTPbIczczFMQj9fHUtl2TMS4vDkEvcMXo1UXImmuFJd2Y6mEx9t0ApWLGiLrGqLB71IRvmWVjVT/E7b+hrwBs8Nd7gIrxpfqwu0EHTQZWVzj5fppdW6uvHVFA328enlUpX4oYLi3fhivKI/3Ij3ene/n8NrNLzZvNS009cpGlDks/smyOUkf/Xiu5QRv4VZDw/8Z4H3CyEeBS4Ai2iV6M9Fa+Wa5ao3DJra2c+j9WefFkJ8C007/VnAnsL/K8LhaBXfHwM+Aby2bLsLmBNCfButLxvgOYXzXABeJKWsdvO+h2a8D6KF6h/QeU0fL1Nc2wp8VwjxI+AUWhV6P/DTaH3oF9F03W9abBYT//jyneTzkoefbG0dElnNsLnbwxwpw7KlRTI5ebWiuwkmoRnjmUjCcKEaaMZjoc35zK2Sl/DEpTAhd21/+6XFOHf1+3TDwl1ee4UBvzAfI52VCCqNn9UkuEcnVbEQS7FnJEROasNbEpncmiaHuQyOYK2m22uvY/jq/2boFc01ihDcNxIknZMcL8ttt4JmsL1MhBOlosiTl7VuAWcqW1Gr0IhtfV5Oza6saRhLOfvHwuweCnJ0amnd0hdfeGKSTD7P+1+yY82CRoobk/Uw4I+gyY8+C9gBBIA4WvHap4APSilLf2lSymkhxC60ASQ/B7wOMAGX0Tza97UwGCQFfB6tf/ynC9suoLV3/W21Z15gpPC4u/Clx/9wNSR+ofD67kPTWA+gVbefQetX/2B5tOBmxWQSvPvn7+TclZhhudQiZpNgU4+bc3OtaYaDZryMGPBMTjIRXtWV7WyElJKJcMJQ5fFacVlNbB8IcEonRO+0meuGZccXr77+O8ryu5u73Zy7oj3X47XjcVgqjHfxdMVe6sp78Zftd/XCdosg5LaRztaf/d1KO5PdYmJjlxu3zcLhiSWGO1w1+9R73T1VC5cieouAHYMB4qkMeQlH1lCtDXDycpThkAunzVxSJry0uEp/wMlwyMm4gfY0p9Xc8szvZhycWGJrrxZViDYQSmqFLx+aJpeXfOClO9puU1PcuKzZgEspn0RrB2vlmHm0nvG3G9z/42jGvXp7Bm0ISSvXbmkpWhjC8uZWjrlZ6fU7+MBLd/CyB39Uo6ZVjzv6vMRSWbxt9nTPGZz2lWrgljT6gRYHuDQb8NEuJqHJcyazeXr8zrpeoctmZiWpHxafW0mxtdfL6dko7jIp06DbDsS5e8DP2EK8ptWtWZTXaTVxW5cHt93CciLD2EKcVDZfCo/vHAzojzZtobjwti6P7kjTcnI659s9FOD0bLQibF2N2SS4ZzDAlWiSo5MRrGbBrGV9oinj4VWGQs6KbdORBB67hW19tQI81UwuJUqti+vJ6dkog0EnLlu+rbnyenztyAzZvOTvX3YPVmXEbynUT1NRwY7BAH/9kh0Nnvdzz2CATd1u7hsJEo6lmQwnMLVZ8TppUHY1lc3htuuHdht9hBaFZc7Nxdg1FGjx7pqTl9Djd+KwmEva5tv6fNzW5WbHgOYF3z3g59TlKBfm49zR59U9j9tuwW4WnJ5dQaAtSmLJDEMhJ4uxdIW2eSM2dbnZMxrSvOyc5MmZFfaNhTk9G61ZBB2ejOjOBk+10A7osDb/CKm23zsHAxyciNQ13jaLib2jITrdNg6OLzFZ8Ii3b/A3lYlthYlwAmdVuiCWynLuSrTp67oSTbFzyKDKX4tMLiXI5PNs6l6/xpaHjl3mbZ8/TLbNscKKG5PrUYWuuMl4wV19fOHABD88X1kFHXJbOT8XK/vgvRr+tJpNBFxWpJQlLetqTWvJ1Q/zor0XUpamMhX3FSaB02LGaTVjtZqwm03YrSYSqRwbO93Mx1IVqlg2swmfw6KN2pQSKTWPO5eXFSNUz8/HCLmthOPrM6u8WEi1EEsRTWXZ2uutqUgOuWwVoXuLqdYwbOr2YBawqyATWuRKNNU4J5uXBAta70IIAk4r5+fjMB/nvpGgofGxRyeXCbmshMs6AvJ1PuOLw1vS2TzRZIZwPG0ot1p+F8UZ43r0B530+R0cnYzoTn9rd6Z9IzrcNmKWbOn30mISbOxyc2xqueHQF9C6C7wOi+HFVSuE4xlW07mmM8Vb4ZvHZzGbjvJ3v6zC6bcKyoArajCZBG957m01Bny00123Tafeh3Iz6oUhV6j9UNzUrV/w9oTObOn7RoIsrWYqQvsriSz3DAQIxyvv1WE1kc3JlmRge7x2JJRC5tv7fczrTGmrrrA+Pr3M7uEgF65E2dzjZT6a4vyVWEG0xV+xb71Idq/PznCHm7yUFa145YVzRgMiqWyeewYDVQsP/QubTaJmgbLJyIXKTtfhsdX8DLf2erFZTBybWq5pKSvSH3Cuq+hJkSmd6xVrA6qnqFUTS2W5Z9DPuYpF7fqRzOQ5Mxttab5AM75+dAaTgL/95XtUYdstgDLgCl2evamT+zeGeLzgEfYHnIwvtjaL2whWk/E8otdhXCWsWOyV76wMQx6ZitTkfkc6XJyejeG1m/G7bHjsFhxWMyahebZmIbT+8uIBEmaWEyzG0+wZCXF+PtaSl3RwfAm/08rZuWhJN1ub313Vr132f7fNzNY+Ly6bhe+fW2B2JcVd/c1ztUY4PRvFZhZl+tz6H+yL8XSNyEvRyxeCBmkUWbO/2SS4e8DPSiKDt6o4T496PfbXEq+j+cfjkcnlhsN91komJzkxs8Kmbjfnr7ReJKrHkYkl3vEfx3jvL92tjPhNjjLgCl2EEDxncxePXwyzezjIyZnlijnV60UrPaqtjroEyOjEgy8uaH3ERe81UfCeoqkc0ZQxI/HMjSEcFlPbKnbLiQx7RkLsvxTGahJcXIgTS2Ur5oUXh5v0B5wsxlMcHI8YKrBq614M9CFLCV0+R0UnQKqgB393v+Yl6hviqz/js3Mx9oyGuLQQL40U7XDbdY65itUsONWkUO5aYKTgq24h4Dox0uHCbGLdjLcAchL+/eAUAO/7pbtVn/hNjDLgirr8yt5hjk1F+K8Tc9fuIi0U8epVMzcjq+PdLyey7B0JcvZKjI2dbg62IfKSyUucNkspBXBbl7upPnc1xddT3tu9cyhQMmwAZqGJ2Oh5n+s5+dNIvhwg6LJVGPDVwuKn2dFFbfIT08s1CwXZ5OhWdMbXwkDQSYfbhtkkEELgsDbvh4+lsmzu9pTEdCxmE7bCl9kMAq0uI5vLE0vliKezrCQyxJq0iYVcVjZ1ezk4sUQuL3HatJoQl037cljMWC0m7V7RxHyyeUkmp0ntJjM5Eukc8VS2YuF9X9lCTRnxmx9lwBV18busvHT34DU14LEWcodnLkdbLhqq13527kpMy+m3aRiK4e87N/jw2C3sGws3HZAB0OtzMNzhYjqS4OD4Erf3eEoKc1BplDf4HSBE3fBsudnb3u9jMZbWfF2hRSv6/I7S89XFhBUf1wIWYyn2joaYCMcbGtRqkZdoMsuGgIOzOmpoFhPsGAiQl5LDk8stCfCU02iG+loRAu4ZCBBPa7KmxZx4f8DBQNBVkOatf3yjHHkzisbYXUjZ2MwmTCbIZPOcuxKriO4k0ppBDrfhiJsEBFw2NvgdNYunohFX4fSbE2XAFQ153rYefmnXAP9xaGpN59na68XnsBBP50hn8xVFVuF42pACVjSVZc9okP1jxuUr61UR260mZiLJqtyvMcpnfJcb1wOXlrh3JIhZJxe8GEtxfj6Ox2GuKARzWM2cKRuCcnp2Ba/dzLYNfk7PRllONB7gsnc0pL3OXL7CM+4POFsWvbm0uIrVLLi9x1d3oVTtqUVW0zW5e69D66U+fyXGwYkIA8HKfutW6PM71nXYRxGn1cz2fh9TS6s1IfCgy0pewr6x8LpLnJazms6xms4ZVn9rF4n2O1svivHvB6fI5iXvf8ndqjr9JkMZcEVTfvt5m9sy4CaheWAryUxDveo9I6GKaV2NuLTQWiFdqs7MbqvZxEQ40dYkqUah1SfqeODP2dxJyGPn9GylN31sehm7RZQmhw0EnKRzefaNhXXFccrXBoLaqvDy59ohk5Na5bzUdN0PTyxVGOjzV2KMdLjwOa2YhDZCdnwhRiydp9trZ7jDxZPTKxX35bSaCRTb3Qrbyk2+xSQqnjebBEGXjeVEhqGQq+WFSCM6PTZNfGZGP19vtwg6PPaSGuH+sXBNWuNmwmYxcUeft2kK4iuHp8nmpWoxu8lQBlzRlIGgs2bgRjM8NjPDDXp+yzkxs8xwh8tQlfuVqBbqPTyxZMhzrlfhXixQOjmzUmFAjXBmLtqy4U9l8roFb1JqC4JsLsu9IyEOXApf1ddeU0Sz/QS5SWjRjv1jYbq9dgaDrtK0rHA8XaPzft9IkGxecmxqmSs66mHxdJZIg8lzuTw1zy/E0phFayNnG3Fblxu/08rRyQj76iwWBXB7r69GcvfE9DIbu9y6vek3Kk6bmS3dHpKZHEcnjbWgff3oDNlcng++YqdSbLtJUD8lRVOEELxk94Dh/Xu8dkIeu+HWmng6x/xKkvtGjClb7RsLE3DZ2GlQWc1uqbWERUGVaCrL3QPGzlNEFsKr940EMZ42rG+IhkIuRjrd7BsLr9twjLUY/3KbeSWa4uDEEqOdLrbVUZGLJrMcnojULYRrZoPr5dy39/vXFF4WQlMO3Nrr4cJ8nEMTERqt+e4dCerq5adzklgyS8htvI3xWnLfSJDtG3yMdLgYDDnpDzjo8drp9NgIuqx47WZSmRxHp5Yr0jNGePjJWX7780dKI28VNzbKA1cY4q4qkZFGFI1RK6xm8loOeTioK8xSTXEUp5Ecpc1sqgmll0/Bmm9Tc/rApSXu3ODj0kLcgJCHYEuPpxTa1kLhErvFjMNq5nhZH/lQyIXTai5TApOFYiqB32nl9h7NkPrK/l9ZmiZxWc2l5yQSpESbvnvVYBZnqpsKldII7Qwenf7nsYVVdg4G2L7BRyyVrRie4ixLKfT57bjt1sL1NOPdSqFiOe3aEK/dwrYN2ohQo95ns9+jK9EUW3o8RJPZddc/b4Wdg7XT6Nabh45fZkPAwR/93LZreh3F2lEGXGEIvQ91PbRK7PaLfp4Yb202cjzVXBbVajFDVdtOeaHZpcVVbu/xtOytgFbENhh04rbndcPHRfTC5zazwO+yleRQi3gdZk7MVNYMhFxWJFr4vojDaip9X52n9TutFfv6nBZWCqIxzYZwOOvk+M/Px4glsyBg93CQyfAqV6IprGWLof6Aq2YBtiHgqD5VBXrTx7q9dp6caU19zGE1cfdAgGOTkZYWkDsHA4Z+39x2y1NqvEHLaV8PPvz9MQZDLl79jJHrcj1Fe6gQusIQGzvdDedEh9w2butyc+DS0prDwPvHwvQbqFx2WE2cNlCh7NQZTFHdMuNuc5oaaMMnEpkcnR5bS8fdPRBgPpri7FyMwSavd0PAWSGbWs26NgDVUVSLJrNs6vEgpaYmFykIwDisZjZ3e9jc7eH8fO0iSH9G+FX05n+PdroN97mH3Fb2joawmk3sHwuXhHCMsLXXY2ih4LGZudRCDcitwAP/eYJHTl5DDQjFmlEeuMIQAZeNP/2FO/n9Lx2rea7LY8dmMbUsZNKIDX5HXV3sIqOdbnwFeVVZ+CdfGKaSz0vyUmIyaYIcvT6nFiIW2qp1PlarUR5wWRsWWzUimsziCzoNy2paTYLLZf3ffQEnXV5NkWwhVunJP+u2DpLZPLuGAhXG0FM2na3G1jUxmrvL6gcksJLIaINQmhByXV2kpLN59o+FC2F9D4cmltCznbkGXuuOAX9JCa8cIwWTQyEX3V67VpjWRqvXYNDJdCRpyKve1u+/Zu1krXA9p4nlJfzW5w7zhTff33KdiOL6oAy4wjAvvXeQeCrLA18/WdrW47VjMol116luNAWqiMtmafrBvWckxI8uLDbcB7Rq9S093jV9SE8vJZheShBy29jc7eHMXLTugmDHUKCi5ezoZASH1VTSRi+yqUurJ9AbtFIcVwqteeBCiBoBm/tGgtjCq+wYDDSUrF2M1xaVLScy7L+0RJ/fwYaAk4NVIfR6RWpeu1l3SMf2DT6ebLAI2tbnxWwSHJ9eYcLgONpqQi4b6VzesCjQ1NL6zwFoh3CbC8x2SWRyvOaj+/nE6/coI34DokLoipZ47bNG+aP/fQdmk+DODV6S2fy69ukWOTq1zG1djech63lu1ayms9zV72fHgJ+dQwF2DwW5dzjISIerZt+JdRrWEo6n2TcWxm2z4HfWrpH3jIZq+sVT2Txbeyt1zl1WE/F0rqUpaSVaPGR6KYHTpg0ViaXrG7UL8zHd1wRweTmJQGvZ2tp7tWK9Xih8uFP/56uX5zWbBDuHAtzW5ebk5WhF0V+rOK0mAm4rczrT4/To9tqZiaz/73irDHe4WmrlXC+WVjP8ykf2cXydJqIp1g/lgSta5o0/tpF7R4K84RNPNFQKWyt6s7PLOXl5hf6Ag+kGH671PLk9o6GKSmqA2ZUkd/X71mQcypmOJBgIOsnlZYX2dayO13d2LlpRYLZtgx+zSTAUql1sgNbrW6TWA2/Ngs+ULcIaefNSwsYuT0Nhk2Iq5a5+HyuJLKt1pFBdttqPH6/dzPHpq4bC57Cwtc9XMfxkLQhgU7e34hrNGAw5GxYoXi96fPZrMhHQCCvJLL/yb/v4zBv2sr2FjhTFtUUZcEVb7BwK8oU3P4Nf/bd918QDB63iupkKVo+vsQGvh91sYseAn7zUBnnk8pKclDitZrq9dlw2MxazQCBKY0VNQpMSNSG0RwEWIchTq5BWtIICzXMqn61eTx1uaTVT0lPfbaCd7p7Bqx+kreTAm4Xbm5n++mNDKzk+vYIQ8MyNHeSKCm9lrOp4+lv7fByeiLClx4PPYeXYVGRdc8+7R4J11fLqIp96jfBOj+0p94CXExle9ZF9fPYNe7lTGfEbAmXAFW2zqdvDl379mfzqv+27ZipV00sJ7BZT3aEkhyYibOx0c7HF0GIql9fNvwoB3R57jXdeD6N967uHAqW8c6PJX2fnYtzR62U+amRRctWwNKr0Hgg66Q84SWZy5PKSs80GcDSx4K1UY0upDfxIZHLsHQ1xbCpSmo6ll7IoyqiebaOlrxnt6pqPtzNBZJ0ZDrnaHryznmzq8vDmTx3kwVffy7YN6z/aVtEayoAr1kR/wMm/v/kZvOZj+3lynULP5RSlUxsVqwVcrStk6bUuadu13OycwZCp0VanscU4928MkctLHBYTnR6t4tzjMBNLXvXIz8xFOTUb5blbOuny1vZPl5tpT1nrmyj0ZhfxOSyl721mEz+6qEUAtvR42DHgX5MYyGI8XTHQpRlCaMVQ+8bCBF1Wtvf7mVtOMqHTZRCOp5mPrX+4WhuC07rx3tTtXrdZ3O2ypcdzQxjv527u5PvnF8hLeOVHHudzb7yfO67BfHqFcZQBV6yZDo+dz73xft7wiSfaaudpxtHJCJ0eW11ZzfXOw5+di2IxodsSVU0jre4ur51kOofJJNjU7eXxi9p7U2789oyEKjz4H9/SRSKT48jkMpu7PcxHk4yH9Sv87xkMlP4v85T0yovnLVaD//iWzlIU4+xcrEJ4pV26fY4WDPjV6y2tZjhwaYkNAQc7BwMVWvnb+nycvLz+i8DtG3wcGl8yNO61Go/9qZVPFUJ/pv31xCS0lNn3zi1wz2CAY1MRIqsZXvnhx/ncm+6vKb5UXD+UAVesC16HlU+8fg+/+dlDPHLqyrqeO5nNc2fIXdeAN5oOVmQw5MRrt5KTkmwu31DRKrKaYddQoOkEJ4C8TrzZY7fQ63eUJloBhry/u/v9/M/Z+dL3RcO+fYMPCTX95ZVmWLuPDQEHQVeloMyyTtHcntFgSdZVIhGIQruXwGMzl8aUFrGYRKkaXlJfrU3P1Oi90zORJDORJFt6PICWOrgW86hHO91cWIiTzRuPlhQZDrk4YmAYz7Vk95CxFM21wmwS3D3gLy0Gj0xGSiN9l1YzvPLD+/jsG/cqI/4UoQy4Yt1wWM38v1/ZzR986RhfPjy9ruc+OLHEpm5PhVEsXdeAvKTdbKrw7vzOSs/KahJYzAKbxYTdYsbcpAK+iN7Qhzs3+FqORHS4bYzX6WkuVtKPdLjo9GjCJZmq6xY/aI9NLTMQdFVY0sMTEXwOS0UdQaOZ6jsG/TUa4tUhc6tZ4LCYDKmeVc8QL6eY694x4G+oNNcO3V5tJGmx3fD07Io2yW4yYkhnINTgZ3I98Notusp2oEVYTl5eweew0ONzGJr61ypmk+CuDf6aItJU5up7F46nedWH9/G5N93Plh79YTeKa4fqA1esK1azib956Q5e96yRdT93vTotI9pU1b3UubzEbTOXwsmZvCSRybOcyHIlmuLApTDP2tTBXf1+7tzgY1ufj629Xm7v8bKp28PGTjfDHa6aVqhN3Z6mxlvPEezxOZqmAi4trvLE+BJepyYdGk9ncRdayXKS0iStE9PLrGUapN7bXO29ZnKSzQXvuWpPQ+er5ujUMlNLq9w7HKxQe2sXr8OCz2ljU7enFG2JpbQ8fMBpZfdwsKFY3VDIeU3C+a2wbYOvRgjIahLsGPCz/1KYWCrLzHKSw5MR7llnkZWi8T4yFWm672I8zSs//Dhn55rLGivWF+WBK9Ydk0nwrhdsI+C08XePnF23856bi3HPYKAmrGlk9GG1XGYuL5tOEEtn8037hb1VGup6BXV3bvBxdi6KLEz/mokkKAYNDo6HW54tXhSK+bHNnQRdthrJ2Xg6R7XipsUssBY8YatZIISoMKx5KUvtYUbbxJzW+h8fXoeFO/p8TC2tGtbGz0stbeC0aiH8J6eXDUx5q8VqFvQHnJye1QxKl8fOcIc201zKq5PsRjpcxFJZ3dRMh9uGQBuEoxf1udZ0ee0cmqiNkmzv9+t62xcXYgRd1nWJYphNgrv6/fXTBzq/HwuxNK948HE+/6b72aw88euG8sAV1wQhBG973mb+7IV3NpPlbomleBpLWUh2x6Bfd4ZzNZkqi9ao+KzISQOa5uXGyWwSXNT5sM9LSSYnyea1R+3/WpHcpm5P29Pboqks+8bCTEUSZHN5tpVXBFe955mcJJPXvrJ5bXGSKvvK5GTp/3ptbno/w9mV2lY3t83MfSNBMjlNJ70dBbNixbrVYuK+kWDLg1r2jIRKxhtgPpbiifElhkMutvdffY8S6RxhHWnYwaCTI1PLjIcTnL8SY/dwgMFQ8+E668lwyFWz6Nw5GKjQzy9nJZllc7deRKQ1TEKrxWgn978YT/OKD+97ShY8T1eUAVdcU179jBH+36t24zU4jrQZ4+FVNnV72DMS4r6RIB1uG3tGQwwEGn/ApmsMePNrxdO5phXb5QuBOzf4WtKq9trNLK1m1jy9DbQQ9MnLK2zsdLNzKEA4nsbnrGwzK1Kvha5VJsKrhFw2LCbYNRRgU7eHR88tcuDSEsmMkcRGYyKFivXbe73cbVA4ZO9oiMcvLrJnJFRT53BpcZUnp1fY1udlY6FVcHu/n4GqSXBdXntFyuDgeIRer4PbutwVrXvXiqDLSjyVxWM3I9D614c7XByejDDbQDTp5OUoXYX2xHYQAnYOBg3k0+v//izEUrziw49zoU7uXrG+qBC64przs9t7efbmTr58aIoPfe/imgefnJ6Nct9IkJMzKxUh1v6gky6PrVRRbTGZEAKWVtM1H3yNxFTKsZgaz87O5PJ0e+0IIJvTD/fWs5e7h0OMLcQJuRvkfKWsEWkpfmvVSXRfXIjjtpkZDDm5u9/P0ckI0VSODretVDluMZnWZfiM1SzY3u/jyZnlUsX+npFgqditmDKIrOp3DxhlMrxKPJ3jjj4vmWy+7tS0+0aCpVTE/kth3IVq+iOTkYoCvmxecnEhzq6hAFMFoaAiA0GnrgETQnBhPl6o8i8sDIo/Fgluu5m8ZF0EaLSozBKdHhs9Pofh/vVYKsttXe62++iNVryLJjGR+WiKVzyotZjd1rX2qICiPsqAK64LHruFVz9jhJ+/ewO//pmDpZ7odkln8zX50eI0MD2q256mI4nSwI1sXmstyxQfc1cfzaKxoS/qft/e4+WkgdnkRe4bCVa0jLXDUEjfy7VbzVyYj3N6NobTqoW056Op0vAOu4Gq/WrKFxHDHS56fQ7GFuI8em6hYr9cnhrdcGeDOfKtcKrw/u4cCnA5kmC2bBiJnjhNPK2F4js9Nu7qcJdy4EUOTUSwmgU7B4NMFn5vur12phqMsa1OCbhtZrb3+zk2vWxouI4Rlgph/YVYum7rZD3SuXzLNRVgXFEQ6k+XK+dKwYh/4c3PYLTO0BrF2lEGXHFdCbptfOYN9/OVw9P8/SNnG35YNsJI73c5iaqBGqvpXEWetB4hlxXSzcPBPT47FjOcmGl+zuGQy1Devl02l1XCJzI5DlxaQgitXiCZzrU1EENKyaZuD26bNgK07jl0S9hbvlxDDhcM756REKfnVujxOjg9W79eoWgIh0MuRjpdfO/s1UVHJidJZLJs7HKTzubrh4+rFnI2s+CeoQACsa7iRfVaJY3gtVs4dTnK3tGQFhkxoIwoxLXrNS8a8c+/6X5GlBG/JqgcuOK6YzYJXrJ7gP95+4/zrhdsaxxCrsPqOnk7zWjUw1xkx4CfR88tcGImymini93DwVLFN1TaL4sJzGZRV9t9rbhsZk7M1C4OpISjk8ucmYvRH3SycyhA3fR+Vch+S4+HoNPG+SsxXf34mgvVnM/gzdehz+9gKOSs+LKYBPsvhRntcNPptiINXGRyaZUL83Hu3OCr8AqPT69wcT5On8/RQOxFO79ZaNETr8PK/rElxhfjFUWVa8XXZq2I3WJiuFObWlccZbupyTheIWBXG8bb6KsdCDrpDzp5/3+dbkk/X2Ec5YErnjIsZhOvf/Yor9w7xOMXF/nPIzOGBWCu1weCuUkJvdkkKj70xxZWGVtYJeiysqXHq3mGZc/fM3htlbW29/ub5kyLYf9ur52RDjcnZqrbtSQmATsGAsRS2dbyujrv11rN2+XlZE26ZMeANmr1+NQymbyk22tnMOTiUFWYvJyisSpGfXYPBZlcWuVKNMVg0FkhRVv7GiS7h4NMRxIVofrZlRRbe7247WakxJB6Xz16/Y62ld+29norFlf7xsI8Y2OI2ZVkxSjbcnYNBUsKa60h6PHaGe50E09lSWfzWM0mLIUVYTKT43IkydRSgqmlBHtGQ7ziw5onPtyhPPH1ZF0MuBDifcC9wBagE0gA48BXgX+SUi5W7W8H3gC8BtgIOIBJ4NvAB6SU4y1c2wP8AfASYBRIAgcL5/lmg+NeA/wGsA3IAYeBv5FSfqPO/k7gHcDLgWFgBfgf4N1SylNG71dRi8Nq5sdv7+bHb+/mVfcP8b0z81xYiLPvYpiFOgU50VSWwaCzlLu8VjTywP1OK0GXlWM6veJLqxn2jYWxW0yE3FZcVi3YdcZA2H4tTLagHFbsh3bbzDx3SxfRpFZB73Na6fTY21T3uj663QGXtSIUXnwto51unFZzjQiLw2ri0mLlou/gxBI2i4k9oyEy2Xzd36Wdg35sFjP7qvL9RYqpmD0jQd3njdLrczSsMm+E3u9pOpun2+sgnV0lXVWI+ZxNHSSyefaMhkBqufNUNodAW5SaTAKLyaRFaYQASUmG2GM3MxdNGR74c2UlyeXlZCknPlhnvr2iddbLA/8d4BCaAb4CuIH7gQeANwkh7pdSTgIIISzAd4BnAaeBzwEp4D7gt4BXCyGeKaU82eyiQogA8H1gO3AC+FDh2r8APCSEeJuU8oM6x/0N8HvAFPBhwIZmmL8uhPgtKeU/Ve1vL7y2ZwFPAP8ADAIvBX5OCPGTUsp9ht4pRUN2D4fYPazpcOfykiOTS3zvzDyzK0lsFhM2sxmJxGu3EHBZWYilOXl5hYOXloimajW/10ojfe6tvR4mwwkGQ05MQmAzm0hmckwWvI5oMoNAEE1pOdYTM1F2DfmuyWSpewYDRFbThgeMlBNP51hNZ0ve444BH06rmeHCB23xo18U/l/tZJd/uxjTJpWVU13U1ip6o1KrFcqKjBUiM9s3+Iins4wtaO/HjoGAbq46nc0zt5zUlUzd3u8jkc5xeHKZPaMGjPMaBA+29nrb9r7v6PNyUidtcmJmhY1dHoY6XBUT1Z6zqZNTsystF8gV2VE2h74ZHW5b6XdyZjnJyws5cWXE14f1MuA+KWXN0lEI8R7gncAfAm8tbH4RmiH8DvAzUsp82f5/CrwLeDvwegPXfQDNeH8ZeJmUMls4TxewH/gbIcTDUspzZdd4JprxvgDcJ6VcKmx/P5rn/jdCiG9IKS+VXed3C/f8pcJ18oVjvoAWZfioEOKu8teiWDtmk6gw6I1IZXP814k5vnF0hu+cvmK4TawRXoeFhTrGR5NMrQ0/3lbIO+bzslQ1DVol9p0bNOM92ukm6LJydDLCeg2asppFW8b7ti43fqeVQxWhVIHdasJls6zLMA/XGqvQjYjuVFPUj989HCCymuF4A0nQas3z23s8CCGqisAMGOc2f5YmQds1EVt7vVycj5HK1l48mc1z8vIKW3u9eOxmYiltJntOyjXVYLSyTBnpdLNYJpYzHUnw8gcf5wtvvl/T7FesiXUpYtMz3gW+WHjcXLZtY+HxIR2D97XCY5fBS7+48PiuovEu3M888AHACryl6pji9+8pGu/CMZeAfwbswOuK24W2/C8e83/L71lK+TW0CMA24LkG71lxDbBbzPzCjg08+Op7eeKPnsc/vmInP3dXHx1uGyahGePbutxs8FfO2PbYLQyFXGzf4OPe4SB7RzWBmLv7/fgc1rrDOkLuxmMmqz9OE+kcsUKEYGwhzqGJCEG3jb2jITzr1GbVCjsG/Wzt9XBhXruX6oXE2bkYRyYj9Pod7BkJ4rCs/6Sw68HB8Qjji3G2DwR0RVgGgs6S3vfGTjd39fs5Mxcz1KGwXtw3EipFDlrh9l4v44txXeNdzunZKBaziWfd1sG+sTCPXVgknc2xZzS0bgJL9dCTOS4a8cklVdi2Vq51EdvPFx6PlW07UXh8vhDiH6qM+AsKj48YPH9v4fGiznPFbT9Vtf0nC4/f0jnmYeBPCvu8u7DtNmAIOCulHKtzzHMKx3zX2G0rriVBt42f37GBn9+xoea5WCrLP/33efaPhTk7u0IslS0Z1la4HEnS4bZVeBegzUZ32czoRd6rP8u09qYwTpuZPSMhJsLxit7mZpSHlo30ILsKPcv5vGxYSFd+m7PLSWaXk9zR58XrsHJpId5ySHytpn+tx2fz2jhXn9PC3tFQRc/2cMhFJpunL+B8SkaHDoacuprnzbi9x8vEYpyEQcW7LT1efnjhailSKivZPxbGY9fEbo5NRQyfyyhCaBrtenR6bPzKh/fx2Tc9g/4mKoqK+qyrARdCvB3wAH60orZnoxnv95bt9hBayPvFwHEhxCNAGthd2P8fgYocdAMWgD604rXqnHnR099adn9uoB+ISSkv65yvGGrfUrbt9sJjvakcesfoIoQ4WOeprXW2K9YZj93CO56/lZVkht/5/BG+c7q92eWTSwm6vXb8TgvLiasLgGIF+O5h4wVNiXSO/ZfCmISWy44lM3XVxkD70O/02PHYzewcCmAzmxr2Ivf5HQwGnZyYWTGk6qVnMJOZPKcuhzGbBDuHAsyvpJhaBzU30PrWvQ5LYRq5Rnne3WQS5PKVjWI+p5VdQ4GKxYZJ1JHILZ5YajnvHQN+BFqNxeXlJIvxdNOCrGQmxz2DAZAQTWVKlfxrxWIyNVT602NLj4fJsHHj3UjYpTih7f6NoULNScTA/Vz9SQhRX2lwY6db933aMejn+NQyOUmpT3yDMuJtsd4e+NuBnrLvvwW8thDSBkBKKYUQL0HLdf8JWvi5yHeAz0opjTb5fgN4I/CAEOIVxeOEEB1oeWsAuxDCKaVMoC0sAOo1sxa3B8q2tXOM4gbH57Dyz6/axYv/5bG2x0ZeiabY1O1hOVHrZZhNgl6/g3Kr5HNY6PVd1aoWQpN8RV6tf5pdTuC0Wbi9x4vTauboVKQmHL/B76z4QK4YYlLGbV1ufA4rhycjXG6zuvkq2l3k8pLDE5FCfUKQhWiS8XBjQ97MHARdVvZfqu+Fum3mmjay4uzzcowqkDmtZu4a0P6sLy7E8djNjHS6cdssxFJZLi7EayIa5dfSFmdrN+DtiLZ4HRZmlhKsGjTee0aDht6TVDbP4YkIPYV2vOPTyxV58o1dbjoKeg0Oi5m7+n2MLcSJpXK4bWZGu7T3r6jSJhDYLKYaA35Xv48nC8YbND39YotZn18Z8VZZVwMupewFEEL0AM9E87wPCyFeIKU8VHjOAXwSeD5aG9fXgFW0IrEPAo8KIV5ayC83413Az6BVg98hhPgO4AJeCEQL53WhtYm19FJa2Lfaaah/Uil3655A88x3tXBNxTrgsJr5+5ffw8/83aNtnyPg1M+F63m6VrOoCZHfNxKskQDVmjI0en0OhkIunpyO1P3QLpe2FALu6veTzuavaR43l5elHuJtfV6sZhPHp5fbG8zSpHrb6Cmb7We3mNgxGODcXJT9Y2HuLURJYqlcRcHaUMiJ2WSi02MreekVC6B1KjxsJ/9st5gMV4/fNxJkv06hZSOK7WFum5ltQwEsJsFCLE2Xx153IRBP53RV34pSxeU4rOaaeovxxVWtsO1Nz9AWvQrDXJMcuJRyDviKEOIQWuj5k2jV4qD1Ur8UeJuU8kNlhz1c8MyPoLVpNTXgUspZIcR9wB+j5dvfCiyheeZ/jpYHX5ZSFn/ji8voen0Qet52s2N8VfspbiLWml89dXmFXp+9xjDf1uViPpZmpSy83s4H/+xKktmVJB67hR/bHCKZzbOcqGyhmo+mtDYnCTPLiWsq06pHUQO+02NjY5eHwxNLFWFYAyvbxk8bvI96P8ti2H9sPl6xsKpX3d7tdfDE+FJFYdntPR4cVrP2ZTFht5h0Krlb+wG3U11vNNx+77DewtA48XSOw2XtjuXvhddhwWwSdVv5QJu0d66F6ML44lVPvMenjLhRrmkRm5RyXAhxErhHCNEppVzgaqFaTcGXlPKoECIMDAshOqoFYOpcYx54W+GrhBDiJ9D+pg+U7RsXQkwD/UKIPp08eLFavjzffabwWC/HrXeM4iZhMOTCZjbVjBs1SjydY2uvt8aAB112ktk8t3V5yOYkIIkkaj/wjH6Ex1JZ5lZSnJmr9arLh16sR614uw5msSiv22tnKOTi4PgSkubjS5sb+PZvctdQgMvLSZ5YgzHr89s5U6VGZxZaCDzkspHJ5bV6gBb7wDNttHIZuUQzbfPdw8GaCXFum5lN3Z7S9LtMLl+3LXFrr5cDl5bo8zsIumw1w02k1FT+qgfdNGNsIV6aYqaMuDGuh5RqsRS4GMYuJgFrWsUKgilFj3ZtMwi13DjAZ6q2/zfwq8DPAh+reu75ZfsUuQBMAFuEEKM6leh6xyhuEhxWM/cMBQyPbNTD67QyGHIyWZYLzua13Ha5FzMY0snxtWAtjUyBWg/0bYRx41RURRsIOuny2hlfiDecD95sPKXe083eiR0DfiKrmYbSpvXWFXPRynqBPr+Ty8uVC7ScpCZ/nc/lee6WLpKZHLm81msdS2WJrKZZ0vFWq/P6RjA1seA7hwJNq9ojq+ma3LTPaa14Pdv79esq7BbBfKHgrya1UEa93v9mP7eLBSP++TfdT7cy4k1ZswEXQmwFIlLK2artJrQwdjfwWFnPdVE57Z1CiB9KKcv/Mh4o3NMBKWW07Fx+tGrz5XKvuXANl5Sy4i9JCPEG4BVo4fhqA/6vaAb8j4QQXy0TchlBy8mnKDPshaK7fwX+EvhrIUS5kMsL0VrITgLfa/5uKW5Etm9orh/eiKW4Nm98OOSCQlXuk9PL+Kvy400NVROMzMy4PibeGEUt7B6fXTfXv2c0xGIshdNq4rYuN0Lov0N6E+vqDT3b1uej22dndjmJw2pic3f9edQmHRUMr91SsRCDxmp85SSyeU5fXtGtaLeaBB0eG36nFZfdgtVkwiQ0pbLVdI5wLMWVsty23WLSqt7RQu15qfVUp7I5wnF93+aewQBHJmqLHtvh5MwK941oWunFuga/00LQZTMkGFRvn1xesmckxGI8VbeS/+JCnJcXwundXmXEG7EeHvjPAu8XQjyK5q0uolWiPxetlWuWq94wwHvQ8tU/BZwWQnwLTTv9WcCewv8rwuFo6m0fAz4BvLZsuwuYE0J8Gzhf2PacwnkuAC+SUlYsfaWUjwkh/hatSv2YEOJLaFKqLwNCwG9VqbAB/C1a6P8lwL5CsdwQWi5/FXi9UmG7eXnl3kE++kO9Fn9j5PKSTE5WqHm5bOaaHnGjhqA+T6WYSvtmIZ7SRpruGPBXDNyYWUowFUnQ4bY3bMvS9eaq3opN3R5iyQwnL0dx2YOGCvh+4vYu9oyGSqdK5/JYTSb2X6pczFX/HOuxrc9XN3SdyUtmV1I1qZZen4PZlSSjnW48mTyDISdehxWrWTAVTjARXjX0zu8Y9HNMp2PBMFUH5iUcuLRUUdl/e6/XUFHccMjJTB3PvBiR2jsaavgzvzgf55Uf3sfn3ng/XV573f2e7qyHAX8EeBDNAO9Aa6eKo+WEPwV8UEpZ+ouQUk4LIXahDSD5OTTVMxNwGfg48D4p5WmD104Bn0frH//pwrYLaCIsf1vtmZfdw+8JIY4Bvwm8Ccijabm/X2+YiZQyJYR4HloB3ivRtN9X0GRU321Et11x47Kp28tzNnfy/RZzdkX0QturaU3paimeZi6aJOS00e2147CakFLT8p5dWWtrVy02i4mNnW5M4mpx2fqw9sVDOJ5mS4+HXF7S2aCquZUrj3a68DqsFYV7Ru80kshUpDi29/u0OeOjIZCy1AFoZHrcPYOBtqbMBVxWZleSjC3E2dztqZDfBc0THwq5CLis5PNaeL86InH3gJ8np9rsAGjCfFk0oVEapJwenxOz2UQsmV2TDv75KzFe8eCP+PybnkGnMuK6rNmASymfRAs9t3LMPFrP+NsN7v9xNONevT0D/For1y479hNoHr3R/RNoC4N3N9tXcfPxq/cPt2/A///23jtOsqu88/6eyjl1T+c4OWhyEggQwWCwSCL6BQMiCHaNWb9eaxcDL2l3eQ2LsQGDvWCCyDbGBj42C/taIggjpBnNjEYjjTQazXT39PSkzrmrK5z3j3urp7q6wq3u6lAzz/fzaV31Deecun2nfvc85wkFvjizzfJj00m6s2boTpshFJXI2Z5NJnxsb1tkLoxHayMjVrkJQ+az9HFmV/sqJxFKvp79bgf72iJLKt+ZK/Q21IIZpr1QchiT1piXxrCX4z2LW4LJ/vtHfAtDEuPJ9AJv7rDXSVvMi8/lwG4zzN1Lz6mfv4FsT3uP01rK38nZJOfNv2/A7SDqc4IylpDaa3xcGJri8ugMrTEvCuP+dtT46RmaROvrqRMUMJVI8aavPMR3776V2oCIeC5SD1wQgOdvqaMp7Clo+ivGYkzjibSRynLjOv+ylEU9kSNsPpedXS0hpmeTi5qZLyLiCYCYz8XEbPFUtT6XjYZw4VKa+bqenEnmLeO6JCw6y/lddnY0h7k2NkP34NSCNfNyyC6XayUdLsDodIJTfQnaYj76x2eYSabprPVTF7Rm1cj7pyzgHKfQtMa8XBqeZrBAad9s3A4174UjN1VxQ8hNT5718cawp+h9fPPfPcx37j4sIp6DCLggYJieX3+glc/df7b0yTl4nYv/Z/RM/yROuyqQ0GU+pcKxijE1m5pLvBLzu9hYF2BwIr8jUXYvPqeNW5ojPJ6nXGUxDnZE6RuZZnwmyWyJcKnJ2RT9YzMc7Ihyrn9yoZNWno/tddlpiniwKTXv5UIpw+zcEl3o8Z+Z2WUlxytJ7nkRnxOfy74kp8cM7TVeegavi5bbYb2oTdDtIJlOz6VTdTuMdLrra/148tRDL4XbYWNHU2jO32B8JsnlUSM0rndoGodNEfQUL+ADsKkuOFcJLh+FnuBSj/aZq+O88Uu/5bt3S4hZNiLggmDyntvX862Hegp6+RZiIl44oYUVEinN0e5hDrRHefzSaMG1xiWUm57H0OTsnAC1Rr00Rbx0D0zm9Z7eUBdY4NRlBZtSXBqxbs1ImU5TbodakBI1n4/B9GyqYPuNYU9ez/Vc6nLWVQt5tmezqS6wpAQp2dSH5gu41VwESkFHrY9TZvYzu00xZVo5zmfqoTeHGJ9O5E9zm0cs48k0T+QR3sw9SqY1o9Ol/134XMsnKef6JcQsFxFwQTDxuRzc/dz1fOpnVn0oDZ68Mk7M7ypb+HN5pGeY5ogXr8ueN0f2EibgBekdnp4z32+qCxDxOXNmtOW/NWys8xf1Ao/5nGyqv55msz/LNBtPai4tsUiK321UHSuF066wK0MQ7TaF3aZwOxTpNKTM0K3cT9+/BKesXOKJ6ybzzMy+0LhPXxpj3DRFH+qY/4Kzry2y4KViYiZJz9A02xuDBNxOro3PzIV25XshKvRsTc9mv1SUfhb6Rov/7aYWEfuezfmBSd78lYf5+3ffSo2Y00XABSGbO3Y2liXgNgUdtX6cNrVkAQejVrLCiJF+tHckx/y8vGFkmbVLp12xszmMy5FxJbLOjqYg5wemiq7n+j2Oomu1I1OzHOww8pQr8z8nLlipkmUwGU+WN0vWxgwz1yHOpsBpt6FMRzOljBlpz6C10K5SZIcdjkwlCt6Tgx1ROtf5eeLSGNsbg/POC3ocebPzxfxGvHa2v0PU52RjXaA8ES3jz98QctNXxPLhdiiezjPWcjl7bYK3fPUI//CeWy2Z9W9kRMAFIYu2Gh/NES99BWaBDSEPjREPTpuNsZkEPYOTcx63lUJjeLA3RTxEvK659cyVysSWSGlOmQ5iboeNfW0RkinN45eKhyrtbglz+vJYSaEtpQnjZtx4Bq/TRtTnor3Gx/ELIxX33C9E2hT2ZFZ/R3JioxdLXdBtOcQqcy9u21CzwHFvW0MwbyW33Hz5AMNTCY52D2O3KQ50ROkemLRcGAVgYDzOoY4YGs3gxCy9w1Pz/tatMV/RevYb64J5zfSLYWNdYFnN9dWC3AFByKG9xkffyDQ+l52OGh8Bj5N4IkXv0NRccZGV4NLIDJdGZtjVEsZuU5zrL6/0ZCWIJ9NzM9Ow18nm+gCj0wn8bqOgReadIq01j10cnSd2hbBnpUDb2hBkYCJeUkgy6VmbIx7qQx7C3sJm8mJW/831AcJeZ8mUpNnkinWhl7tyaAh7yoqRNirZzTA+c92jO+pzLog2sEIqrXmkexiXw8ahTjPpjYV3ovF4cp4/hE1Bc8RLjd+F12Uv6azodxeRmzJm+i+7pYHPvGF3BRIjVT8i4IKQw4u31/PguUGmZlMVToayOFa6ulghRqcTFXHgctgUNgUHzHKXhzqilmeCfSMz9I3MsLMpxKkCs7mM+T0fUZ9rybPni8PTOO1qSXH1Xosx1Rl2t0YWFGTZuESHutlkmiNdw/hddvye/OMpJpFpbbzMZF5oCtWlz1AoTLBUP9m8fn8Lf/6anTjsefLg3oTIXRCEHN5yazttMd9qD+OGZWhyluaody5pyqJkcJUnX1Gfa0nXzySsr0Pvb48uEO/16/wV84afnE3xm2cG81o0FuPEmI+Y38WFodI51IvxhgMtfOq1u0S8s5A7IQg5OOw29rcXnsUJS2NwcnZe0o5KaXFrzMvuljDTRcSxEqvnboetaB9WsJowqLPWx6mLIwv2O/NVYlkiD3cNsbl+fvGXpeQeyKZci0MubzzQyidfswubmM3nISZ0QchhMp7k4vDSZguCddwOs2pY9ndzVrYVp1IkzLX1zO6Qx/CoziRmAcMx7MFzg/Pabgp78GWtvXqdNqPuNRixU0qhtS74EqEx1v4n4kkSKeO8sZlEWc5fuQTddpojHprCnrk+jOFoUmnDn8CmjGWGgNuB22Gfq6uulKI24GJwYpatDcG58zTGdWhj1hz2OvC67MZHZGHymmxZdtoVdpsNBQQ8doIeJ1prkimN22Ej4HGYYWaalAalNTbzBUJj5j5FEfE62WS+ANhQKKXRWpFGE3Tb8brs2FSmKt/1EaW1xuO0s77WP29cmZeH2zbW8t9fdYuIdx5EwAUhh39/ZqBi5kmhNDN58n2XIl+s/LqAixq/Ydq22QyZWBdyc7L3ug9B9jW5udRzq6UBOGxQwjerbLY3hS2tw+9tDfNQznluhyG0FwYnmcpK+BPzO/HnKYVaDoc7Y/zyTPF6AE67Ipm6Hg9x6/oYD50v36dgZ3NoLhENUPDv/7r9LSLeRRATuiDksK8titMuXxgrxaMXRnDZFfvbI0tqJ6UN8/zg5Cz9ptf6miqQjhErfaJ3pOR5BzuinOhd6Ly4pzXCU1fGuaU5Mm//0GSC2BLW5a2GxrVEvfNuaTKlaYv5ONQRK6t/KyFgr91nrHmLeBdGBFwQclgXdPP7B9tWexg3DYm0Zjallyy21fA13xD2lAy32lQX4MSFhRaghrCH4z3D1AXdXB6dXuB0dvbaBK2xhTngS3GwI2rZMz/XeW98JsGFoSmOdA/RGPGwvz1KIF/99hxKOfG9dl8L//N1uyRUrAQi4IKQhz98wQZcDvnnsZKssckyUNn0tdsbQzyaZ1adTcTnZGQqkdds3xjykEhrgh4HvcPTHO0eYnvj9ZS0U7Mp0mkIuK07jEV8Th7vs55cJdcDvC8rH73f5eBYzzBRv4uGUPE0p5eLOPG9Zl+ziLdFZA1cEPLQGPbypkNt3Ptg92oPZVEc6IjSOzSV8dPKS+6xzO8dNX66BycXnKO14endN2x8+WZWQu1KMZtKL9qx63BnjIl46apl8we/qK6KNpGvyUrpt8Kok10MmzKc7vLlHthUF+BE7wg7m8NzWfKMOOwZGkLuuQxofSPTC9aXi1FucZaZrDSsudnk0ubbTu/wNFGf4dB29mr+te1r43FCXgdj0/PvyWv2NfPp10mSFquIgAtCAd77go38/dELBauDrWVsCq4WSWtZjMawp+C1tQF33kx0m+oCjM8kiCfLl7y0Zi7F5q7mMGMzibnCGwVZZD3Qjhof9SEPQ5Oz+Jx2DnZEOd4zbHhX57ncpiiaPtYqByyUi91UH8TncnAgTwjj2IyRGjW7tjYYyXWiPh8eh40Z8wXoVN+Y5TVtK5nzsrk2fv1vnyvgI1npW4enEozPJDncGePxvlEm8+Rfb4v6eHz6+ouGiHf5iIALQgHWBd289VkdfPmB86s9lBVlMWbjs9cm2N4YpGtgcq5G9WLI5Pre1xbh6lh8yWlLFYqWiJemqJfLo9N0D07NvRwE3A5O9I7QEPbQHPGQzJNZzUhksjQFD3kdRauzZThT4Jw9rWGevjqBw6boGliYd797cIo9reF55vmHu4bY0RRiYiZJbcDNsTxr6mCUfY35XeRWS7cpo1raePy68Hqd9nm5zn05pvrcQibJtObhriE8Dhs7m410wEYWPsW18Rm8WWvlIt6LQwRcEIrwrud28o0Hu4lXOpZoDbPYGefpy+NsqgswMBFneKpwjfSWiJfxeHLONH8yT6KS4xdGsCmjdObZa+ML2ysxxsawm9aYnyujM1wcmeZikReBK6MzXBmdoS3mZU9rhEcteImXw5b64KLDEh02NTfL3VgXKPgi8GjvKIc6Y3N13uG6VaNnaIoDHQuzuYHhhFaoit7zNtUyOZvCblPEkylsqHke9OmsfxLZZvxcon7nnNk/m6nZFAc7omxrCPHRV+4Q8V4E4qUjCEWoC3p467PaV3sYK8psspiHcHHlPHttAqfdRqOZpASM2GG3w/hx2RVOh2JqNsnkTJLJeBKd1jjtilyfwbSGI91DTM0aptiwN6t0ZJ7veqddcagjxsa6AJdH4xzpGiqevjOnjQtD0zzaO8KGdX5uaTbyei81E9n6Wj/HehafU2BfW5RLIzOEvU6GS5SrPdI1xNaGYN5jZy6PE/EtLL1ZrKDK8FSCYz3DHOka4mTv6ILwt2yTeX3IQyHqgvmPXRuP0xrziXgvARFwQSjBe27fgMd58/xTWUKNDsD4Yp6MJ43saoDLbiOe1MSTRrhY14BRhjKR1vO2u1vyp6+NJw1T7GwyxXM31VIbcOFx2qkPuqkLuDjYEWVLQ5B/f2aQI91DCxK8lMu5/kke7xtja0OQzfX5BdEKMZ+LiXhy0RaNoNvBk1fGUMpwHrxqoXrZyHQCT57oifF4ks118z9LS9TLSBFLyZOXxwgW8WjPzlboLpIq1VPg2Gv2itl8qYgJXRBKUBsw4sKrySNdrXJU9NhMkkR6mq0NQctFLAYn4xzujC1I+5khk050YGKWgQnDVFwXdBc1T9cF3fhMAZlXT12Bz2mjvcaImzazkM7rd3I2iWORxTzcDkXU7+TcEmrFb2sMcaR7qKz641dGZzhYwGHu5MWRuTA1MEqBXhwuvLSQTGu2NobyttUY9swLBUumCi8xzeY5JmvelUEEXBAs8J7b1/Odh3uWVEJyJSkrJCuHShWwmJ5N0TUwidXv6GwHs1x8ThtbG0M47fNnc+01PgYm4gVnuU0RT8HY65jfTc9gcSe55khh03AxtlmI+S5GQ8hjLh1EGZ9JsC0r3nsmkebi0NRcfvhcHukZZsM6/4KXh3gyze6WCEe6h3A7FGevlXasuzg8jdOmFvS1LuieJ+BOu42g2z7P6S1D7hq7zLwrhwi4IFigMezldftb+N6R3tUeSkn8LnvZucWXi3gyndekWw572yI8cWmM4xdGOJSTfexo9zBNYY+RpSwrr/lSifldbFjn58Qi2sx1JlsMjWFP0ZSrdpuio8ZHTcCNXSnGZhL0DU8xHk+hdeFUpQOThhl+d2vU0hgvj84ssABsWOef94KogOMXhkmkNLUBF/UhD36Xg5TWjE7Nznspu3NvM59+vYh3pRABFwSL/MfbN/L9Ry6SqkRg8DKyrTHEI0twnCpWA3oxn3ymDGuA067Y0RTGnSX6x3qG5+KV843s0ugMl0ZneN6mWkamEzw2ryBJeUIR8jrY2hDiZO/IojzH97dHlizemaQtxUildV6LRX3ITW3AyILWGHJzOccz/Hz/JIc7Yxzttj7GYz3DdNT4mIgnaa9Z6JTXFPHOhfsZyxvXZ9ydtf65v92r9zTxFyLeFUUEXBAs0lbj45W7m/jhib7VHkpRjl8YLhg2ZAV7MQHPUvDagIv2Gj+TZhY1u10RcDtAMydAdpuy/MKzoylI18BU0TCuYi3Fk2keuzjKxroAHoeNxy+NlSXf62v9XBmbWbQAt0S8c6FbpYj6nMQTqXkVxTIsctkdMJL3ZJLwHOqMLRDwrfVBHusbLelY57CpOeFNpjV2mxE5kM+jvjbgKhivH/U56cIQ78+8YY+Id4URAReEMvjD529Y8wKe1vBI93BZzk/ZOCxWYgu4HQVDpOqCbjpr/QxMxLk6NsNEnrXRXDwOB1N5MnZlY2VkGS/0rQ1BPBYKa2Twuewl+y+EXYHbaZuXtS/f2jHAgfYoj/QMG2FvnTFmEilGpmaJ+V2EvU5+9XTxkp5Wya1pf7AjyqO9I3TU+I0XLbWwRvjETJLLo9Nsrg/OW5I41z/JbRtqmEqkeLxvdJ4vSCEv86DbQTKteZWI97IhAi4IZbCpPsgduxr5yWOXV3soJXm4a4i9rWFO9Y2VlTKz2Azc6uzwmlnO02k3Mm8daI8ST6Y4e3WiiEm99BjLMeFnkp7sagkzOpWgx6I3/GI40GG8LCmzv0RK80z/BDsbgwxNJkhrTUPIg92m5pY3Eik9b7Z/aWSadQViphfDpZEZttQHcDvsTCVSc0sCVvwjsh+XsNfJlvogR7qHSKT0ghfDbC9zt8NGU8Rj5gFQbK4P8qHf2ybivUyIgAtCmXz4ju2c6BnmUpGKSmuFE72jbK4PcHUszuh04Zhfq+TO2KwQT6bnRMumDJOr22nHaVM47DZGpmbxuuz4XA5ao156i4Q2LYbHLo6iFOxvNwq8FEpesljT9Zb6ABcGjbXlroFJTmatwWcXFSlWgQtgX1uMI2WsTRfDpoyZvsNm48Hzg/OObVjnx2m3cXF4ekFu9Qxuh42A28GOphCPXRyZN66Hu4bY1xYBjCUSu02xoynEwHicq+Nxugam6BqY4mW3NPChO7bhtN88ORRWGhFwQSiThrCHB/7rCzjWM0zI66Sjxs9sKs3xnmG+8u/n+c0zg6UbWUGevjpBS9SL22ErmnkrQ3FhVnn+rzAOm41E6rpZOq0pWLWsd8gQ7g3r/NT43TxzbYKhqcVVOMtFa8MZK5Ot7Zlr4xUrNeZzOThzdWLBenM5BD1G0pZKUBd0E/Y6OdI9TMTnnPNDcNgUWxuCPG6u0ztssLM5hMthX/C3NGbMuuASTCmP/zt2NvLZ398j4r3MiIALwiJw2G0cXl8z97sXOy/YWsdzNtXylq8+zEPnKzOTqhQXh6dZF3DTFvOVTKxSSWOnYxGm03P9k5zrN+LHn79lHeMzSc5cGbO0jl6KREpzpHsIr9OO12UvGLtslcx69lLZ1hhasvc6GI5004nUnJl8ZCrB7tYwpy6Osrs1Ms9nIZmmaNnR3S3hedYEq2S8zXNrhwuVRwRcECqI027jT1+yhd//8kNrLtysfyJO0ONgc32ApwvUaQZjjbQl6p0T8uxPMTY9O3cs6nPSXcLYkEgvPqHM/vYovzzTDxjhZbuaw/hcdmJ+V8ECHFaZTqR48NwgAbfDqEc+kyy7iprPaZurm74UmiIejlfgJcCuwGZTDObcm+l4iuaIt+yc7ItZcnmNxHmvKCLgglBh9rdFuXNvMz84dnG1h7KA8Zkks8lJdjaHCs6+phOpoik2M7gsJGhZSlK37HSwiZSeKzUK0Fnroy7oYXQ6wdNXx0lrw+zbEPbMFcU02jD/Xxtr3JnxZNKqag3dg5M0Rbz4PQ7syloueLuCDXWBojNYq9QF3VwaWbo/xZ7WaN6yoU9fm2B3a7hs34LuwSn2tkUsJ7MR8V55RMAFocLYbIqPvGI7j/aOLLmwxnIQT2qeuDTG/rb8X/hWsfI9bVumL/OMoxQYmec21QdRysgFvhiyY6eLmbKDHgfbGkOc75+oiHgXylu+GNJFFvX7hqcJehyMz+R3WivEtbH4vBeiQoh4rw4VEXCl1KeAA8BmoBaYBnqAHwFf0FoP5pzvBt4FvA1YD3iAXuDfgM9orXvK6LustpRS3UCp+pAf0Vr/96xr7jXbL8Q2rfVTVscs3PiEPE7+8g27ufNvHlxzpnQwnMmOXRjmUGeUI12LExArH8thUxzqiMKCeTEsLB/C9f0KxiyacCdnUzzaO8LhnDSri+FI1xB7WsNcGJye50C3sc5PxOfi8b7RiqxV1wXd1IfcFfU3iCcKr+UPTMxyS3OIJ/rGyvLd6xuZLvmiJ+lRV49KzcD/BDiOIZrXAD9wK/Ax4N1KqVu11r0ASikHcD9wG/AU8D0gDhwE3ge8VSn1bK316VKdLrKtzwKRfM0BHwCcwE8LdPk5YCTP/spkXhBuKHa1RHjvCzby+fvPrvZQCnKkK3/Cl4MdUYYnZ3lmCdW0wCiqcqRCM8xSVOo16dHeUYJuBwc7oygNV8biPHNtElj6ejcY9/bxS2Nc64vjrKDoFUqokuHxvjH2tUV44tIo8aT1uzU5W3jWfufeZkmPuopUSsBDWusFtiul1CeAD2II4x+au+/EENz7gZdordNZ538c+AhwD/AOC/2W3ZbW+rP5GlJK/S6GeJ/QWj9SoL/Paq27LYxLEAB47ws28K3fdjNcpO7yavNw1xD72yNmqJENt9PGb54ZJOx1cqgzRjprqq3U9Zm312kj4nNiQ7HA/cucXCuoiJe2JSpURa015qUx5OHxvjHaa3xFS2WWQ1vUi8dln2cyT6T1okzb+SiWwz7D8QsjhDwOdreGeKx3xFKe+jNXxwm47QuiAES8V5+KCHg+8Tb5PoaAb8rat97c/iRbcE1+jCG66yx2Xcm23m1uv2TxfEEoidthpzbgXtMCDnCsZ4QtDUHOXDEcxZrNAhW55uKtDcG5DGcZDnZEObZCs+yiLCGJuE0ZYVMzyTRPXh6fi0l/8vI4LrvicGeMxy6OMl3ETF0Ip02xrz3K0ORsXu//iM9ZEQF/8pJhORgvkJwlw9hMkiNdQ7TX+Eik0iUd6LSGtpif05evr/mLeK8NljtQ7xXm9rGsfU+Y25cppXL7f7m5vc9i+xVpSylVb451AvhukVNfppR6v1LqHqXUq5VSIYvjzPRzLN8PsLWcdoTqIZ3W9A4Xjrt+8+E2vvLWA2xtCBY8Z6XIrgDWHPHmPSff93V8CbXHK8lipKTG7+JQZ4yY38WJ3lGevLywRvZsykhoEvQ42NsWKes9YXN9gIaIh4e7hgr6QgTdzkWMfCFTifS8uuGl6BmcYnw6ye7WcMlzvVk55aWq2Nqhol7oSql7gAAQxnBqew6GeH8y67SfAP8MvAY4pZS6D5gF9pvn/zXwBYtdVqqtd2CYz+/VWhercv83Ob+PK6U+oLX+osXxCjcZvcNT8wpcZPPqPU184s6dABzoiPK2rx1ZVOKMSvHYxVFaol4uDk9z+vIonpziHAbzv7RtCp65WuyfzNqkNeqlNuDmsTKc0jL53VsiXmoCrqJ/K5/Txo7m8DxzeSHh9zgrN48qNz5+PJ7kZO8o+9oiPH11vGCynIxWS1WxtUWlw8juAeqzfv8ZcJfWuj+zQ2utlVKvwzBvfxjYnnX+/cB3tdaW7FSVaEsZC0fvMn/9coHTHgD+N/AQhpNeE8b6+0eBLyilElrrQtdmj3d/gTEcA/aVul6oPoqZRo92DzM0aVShivhcfPfuW/njvz/BL870r5rnemPYY+bIThHzOQl5nHOSbQjQ/HG5naUreJVTUnQpWF0C398e5YlLo4vKud4Q9rAu5MZps7G/LcroTGJBqODO5hBXx+KWw8MctsoJ+JWxxYXRHb8wQm3ARUeNfy7VajbptBbxXoNU1ISutW7QWiugAWNWvB44oZSaEyellAf4Bwyxfy/QiDFj/z2M8K4HlFKvstJfhdr6HXOcxws5r2mtv6a1/r7W+oLWekZrfV5r/RngTeYpn1BKWa9bKNw0eIuUs+wbmea//uDk3O9+t4OvvO0gn33jnhUYWX4e7R0h6jNMukNTCa6ZBSqujse5MhYndwY+m0zjL1Gyc6W+75Mlsr75XXYjJKpnuKBVJB87mkLsb4sS8Tm5MjrDiQtGcY9jF4Z55toEe1vD1AXd+Jw29rdHOdU3Zinn/Byqci83zRHfoq8dmJjl8UtjHOiI4s2xChzsjIl4r0GWZQ1ca31Va/1D4CVADfDNrMN/Brwe+JDW+kta6yta6zGt9U+B12GYsj9nsatKtJVxXis5g85Fa/2vQB9G7Pv2EqcLNyGdNX46a/0Fj9vy2FVfsbuJt9xaKlXB8pBIaTbXW19HTaW1kRe+AjHYS6VY6s/N9QGCXmdZiWt2NIXY1RzmiUtjHLswzEgBR8RTfaN01vrZ1x4tO10pQNJK6jeL+N1Ln0c80j1M2Oea88t4xe4m/svvbhXxXoMsayY2rXWPUuo0sEcpVau1HuC6c9kv8px/Uik1BLQrpWpyE8DkYUltKaXqgFdR2nmtGP1AM0bsuyDMw2ZT/NELNvKn/3gy7/FC66IfecV2Tl4c4bFVWBM/fXmswPq3UQp0f1vEDBG7PviA28GB9qjxi5qfwvTR3pEVGLWR+jPkdTA2fX3ZwqbgYEeMo91DlhLPgFH/emdziH9/ZpCY38WGdX7OFYiH76jxzXmm//szg2wxM8LleuoXY2YRnu2FKJbjvhyujM5wZXSGu5/byftfKuK9VlmJVKpN5jbzlLrN7YLwLjOrWsaz24o3xlLbejvWnNfyopQKY3iQa6C73OuFm4NX7Wni8z8/S8/gQm/0354bJJ3WC1KOOu02vnv3rfzuXz1A30hl62OXYnwmWTDFZ/9EPK+ndjGRW0xFssWQSmu2NYTmktI0ht0E3M6CJTHzsa8twvmBSSbNdf2hyVmmZ1MLcscr4GBnlJO9o8STaTpqjPf3M6ZD3/bGIImUnqsKVoxCNbkXwxIi6Rbwyt1NvP+lW6Wq2BpmyX8ZpdRWpVRDnv02M5FLHfCg1jrzbfBrc/tBU2Sz+RjGS8XRbEFVSoXNfhpzzi+7raw2s53XCsZ+K6UalFIb8+wPAPdipG69T2t9pVAbws2Nw27jw3dsnzeL8bns3Laxhi++eV/BfOEBt4P/+bpdKzXMeRTyZh6eTNBR46Oz1vjZXB9g4zo/3QOVyVK2VE5fHiPic7KrOczodNKSgALUh9zsbA5x/MKIYSrPmq1PJ1I8cWlszsLQWeunc52fI13DBUPoTpvx47tawnTUFF+XHllE1a9C1AVzvwYXx6v2NPGXb5CSoGudSszAXwp8Win1AHAOGMTwRL8dwznsCnB31vmfwIi5fhHwlFLqZxi5028DDpn//8c5fdwJfB34BnDXEtvK8EJgI4bz2rEin28r8Aul1G+BJzG80JuBF2M4653n+ouAIOTld7bX85P/9Bz+6dhFnr2hlmdvrMHtKL1eedvGWv7TCzfy+Z8/swKjvM65/kmawh4u5RQHyfVy3tkc5lRfcTO/12WvSKISK4zPJHnh1nX86ukBy57vO5tDPHNtYq6gCbAgqDytjYxyz9+8jl8/Y7FtpeaWQPa1RQrGqY9NJ3HaFYkKrIX7XEv/Sn/F7iY+I/W8q4JKCPh9GA5gtwG7MfKMTwJPA98CPq+1nrNhaa37TK/09wN3YJixbcBljBntp6wWBlliW1ad186Z5xwEXml+vingDEaM+ecXY34Xbj62NoT40B3l+zr+4Qs28pNTlwuaqJeL1phvgYDnkuutnI/OWn/Rtfx9bREcNhvxZIrR6QT94/E5E3Y5xPwu2mJefv5Uf96McYXwuRyWa4FPzSbzincp6T1+YQQFHGiP0jM0RX+Ol3rU5yrPc70Aiw0jy/CK3U38lcy8q4YlC7jW+nGMEK5yrunHCP26x+L592II8pLbyrrujcAbLZzXC7ynnLYFoZJ4nHb+84u38N7vHl/RfnsGS78wDFpIHFJstrq1IcCjvSMLHMxCHgfrgm5CHicuh42U1szMphiamqXfnCk77AqHTeF02Flf6+fMlXEe7TVeFCbilZvVzif/PDpvTbWcrjXGLN5pVxzqiHHm6vic53zI61yygO9tjXAiy2HQaVfsbjVm/lZi0kW8qw+pBy4IVcBLb2lgU13A8ppuJbgyFs9rRs/QFPFYsgo8cWmMgx1RTvWNzvNsD3kdDE4m8nqHj80kGSthdk9kLoynFqzZXxyezltlbckUsIOX85qQSGmOdA/hd9k53BnjVN9oyVh6K2TnQN/RFKR/fJZHTOHeWOc3K6rlR8S7OpG/liBUAXab4m3P7ljxfkPewnm6G8P586Xn42j3MAG3g4Md0Tlnvo6Yf4EpuZIcvzBMuMj4F0UFJ/STsyke7hrCaVfUBFy4HIv/OlbA+X7j5e5gR5TTl8fnzeiDnsL3QcS7epG/mCBUCa/e21yRmVo5uIuISrkRSwMTsxztHqY+5OZFW+s4dWn5YtwVRj32YsldMuTV5EJCXcGsaRlGp5NMxJOEPU4OdEQXFXYX9TlJayN87Wj38ALz/cnekbwe6i/f1SjiXcWICV0QqoSA28Fr97fwzd/2rPZQAGOduSXi5WKZcer9Y3FmkyO0RLzUBt082jtSqVLeczx3Uy0PWTSfK4ziJoZFwShkHvDYOdQRu36CuQl6HBzujC3Q93wvOuXEZM/MpumfiNM/Each5KYp4uVEGfelOeolqXXBdfS0hvYa37zjL9/VyGffuEfEu4oRAReEKuKVu5vWjIA/dWW8YNnRYuxpi8w5VfUOT9MW8xLxuSqWde5wZ4wHzg5YWgN32MDlsHFlbGZecZO9bRFOXBhZcP6hjhhHuvO3uas5zGN9oxzqiKHRTJfhST84dX0N/8qYkXe+o8ZHyOPksRJhemGvg9GpBJ01/qIV0rJfKES8bwxEwAWhitjfHqU54l257GxFppHtMR89Q4VrnefDpgwHs2wuDE1zYWia1qh3URXCsums9XPUFNjjPcPsag7jcdkZnUpwfmBinlf6pvoA8USaX58dsNx+usgiuMdpLG+MzSR46so4O5pCBc/N5eroDDbFPIe+bjNz3+b6AHabWpABb3tjkIDbwZmrE9SFPXMOawXRxt9SxPvGQQRcEKoIpRTP37KO7zx8YYV6LCxY64LusgV8f3v+FK1Awaxm5eCwqTkRTKT1vNmr06bYXB8g4nPhc9o50TtiaY08Gxvgddrn8p9nk0inC6agLUUyrWkMe7icx+M/k998R1OImUSKq6MzNES8nDYFvTHs4Yk8JUDzcYeI9w2FCLggVBm3NIdXrK9iy7jpMheunTaVNx98ho5a/5JiofeXqAaWSOt5xT4CLhttMS/1IQ9pDZdGpvMKaDZHuofZ0xqeizfPxmW3zTPZl7uuX+N3Fe0/I9J7WsMMTRovHg6b4RtRatwAO5pDfOj3tol430CIgAtCldESLX/deTmwWt0rw962aMH1Y4CeJeRTj/qcc2FUVqkLeRmcnOXC0HXRN7K5+Qi4HdSH3PPTqwKHOmMcKbCuPplTlCTgtnNLc4jH+8bY0xrBaVfzXoiM23d9z/iMlfpNzL08PGu94Uz30PnSznp37GzkgyLeNxwi4IJQZdSHPCvYW+E5eDle1m6H4pn+4qlNr47HifqcDBeou10Ip01RH/KUVcIT4Lz5wpDtmDY0OTsvKcyB9ihnro4zPpNEAc9cy99HQ8jD4zlm7COmKb095qtoSdWmiIfmiJdjPcOk0pqDHVHO908WzIp3x85GPvv7e3CKeN9wyF9UEKqMctdtlwtbGQq+uzU6Z/YtRnIRqU89LjvxZGGP7/W1foqFVk/OFs749kjPMHabYn97lA3r/AU/Q32ocBWwcv0ECrG5PsDu1jCXRmY42j3MbEqT0kaSnIl4gkOdMYKe+XOy39vZIOJ9AyMzcEFYg2itUVkCqbVmcjZFV/8kf/vLc6s4svLZVB/gxIXSjl0eh21eOlCrjM8kSac1O5pCC5y5agMuzg9M4nXa6az1EfQ4mYgn6RmYZMIM8+oqYbofmUpwrGeYbQ3Bgp7ylazpnUtnrQ+n3TZv/T6XeFJzpGuIgNtIz/pY3ygv3FIn4n2DIwIuCGuQ//PEFX786CXSWuNzOTjWM8yFoSmUKt85aimUnxNsPm0xL4MTs5aKiqwLuekdWlwY2eRsip7BSUIex1wO9f3tEfqGDeeu6URqzmsbDPN/Z62PlqiXX58dtNTHk1fGsSsjVem5/sl5pvZz/ZMl840vhtqAi4HxOONxazHlE3EjPetr9zXzydfuEvG+wZG/riCsQV68vYGPvmIHV8bi/PBEHzG/i0c/8mKe+cTv8bZnta/YOIrJbilxP9gR5epYfEGhkUJEvS7L48rF77KzuT5IW8wHGOvaj10cLVheU2voGpji4nB55TfnTNYzCW7fVDsv17qV+u7l0l7jZzyeIuR1FF0GyOZltzSIeN8kyF9YENYgdpuiIezhe3cf5o6djdy5t5mIz4Xdpmiv8a/YOBYzAw+67expDXO0e7is2G7PIvO8b20IEvA4OH5hhJ6hKQ53Gk5pVmb9bsfibAx2u41TfaOkUmkOdRr5y5+4NMbWhsCi2svH9sYgCk3Y62RsOonLYWN/e5T2WOEohJfuaODz/9deEe+bBDGhC8Iaxudy8MU375u3LzPLXG3yObFtqQ8wPJXIGyddDJ/TxpOXrSUjyeaWphBPXB6bW1YYn0lybTxeMNlKLh7n4r4CdzWH52K+j3QN0xLxFq3cVgqnXVEbcBP2Ogl5nYxOJeaZ/AFmEum5OPedzWESqfQ8z/vf3VHPX79JxPtmQgRcEKqM/e3Rleus2AQ1pzLX4c4YR7uHyo4PB7ilJVIwvroQDhsMTs4u8AnoGpicy0teCtcixK7G7+JkTljYxZFpGJlmb2uEtpiXCyXW8jtqfNQE3AyMzzA0lWB8Jsnl0Rlaol5L9+GU+dk2rPMT9DhpCLn56zftE/G+yZC/tiBUGVG/i3/6j89ma0Nw+TsrIsYZE3VtwMXWhiAPdy1OvGM+J09aTAWazd62aMEMZJmiIsVojXl58kr5/XbW+pkpuDSg6SiyxLGtMciOphDdg1Mc6xmmZ2ia8ZnrHuzl3r9z/ZM0hDxiNr9JkRm4IFQh+9ujfO739/LmrzzMwMTi04+WpFj8dDzJruYwPUNTZSdRycZhtxHxOxjvtx6KZVOlZ8/HLwyxqc5P1O/O+zEujc4XTyvUBd1F07WOx1N0D0wtKDizvTFEWusFBUlyKXdFXszmNzci4IJQpWxpCPK1uw7wlq8eWfHkLk67oibg4rfnyjN758OmjFSoVti4zs8z/ZPsbYvyWN8oTrsq6KyWTMOl4WlcDrvlYh+luDYeZ19bhCcvjzGdWDgL7xueZjqRoq3WR9/INDubw0zNJjltcX2/nAn47+6o5wtiNr+pkb+8IFQxu1oi/MXrd69on80RL20xX0XEG6Ap4uVYzwiHO2NFQ6UOdcR4pn+Sw50xLpuz5411xb2+JxNpTl8a41BH5fwGjl8YYXvTwoIyTpuac5xzKBuHO2Oc6hvlXH9lY8PB8DYX8Rbkry8IVc7tm9fNi0euKDlTwv3tUYYm4xUVJbup2g93DbGpLkhtYGE8+NaGIMfMbG4Pdw1xacRY+/a5ShsRNUZe8lJr4lYJeRxcyFNVzeW4/nWqFPMqk1nFign9Zbc0iNlcAMSELghVj8th4869zdz7YPey9eFz2Q0RLbL+u1iyE72cuTpO2Ouclxa1NuDi2nicVB4Pr7DHaQizMsRPa+b+H4w85FdMR7cj3UPsa4twqm/UUox4ITpq/Tx2sbiH+3ItaUict5CNCLgg3ADc9ewO/v7oBWbyrMsuBQ1srAswGU9w/MJIRdsGo+Rmbi7y0ekEo9MJDnfGON4zRNTn4uy1/HnApxPJoiVKXXY1r3738Qsj7G+L8OSVcaZmraUnzeZAe5RHLLzEnOufIOZ3Wc5CZwVxWBNyEQEXhBuAjlo/t29ex/954mpF2w17HZy6OMISJqxF2VQX5ESBUpsPdw2xrTHI4ERhEcw2W+djNqW5NDIzl0M+6HYwPJVgXcBNIpXmUlYYWmvMS9jrROUYsq+Nz8zVBT99eYyOGh/deUzo6ayA9LSGjesCXLBPUh/ykExrhqeMzxFwO3KS4Ggzll3hceb/POKwJuRDBFwQbhBetae5YgIe87lojHj41dMDFWmvICUWfZ+8PE7A7WB/W3RuDXz+5aVXja+Nx6kLutEY69eZ9fug286hjhhTs0m6ByfpHZqml4UJWBw2ozDKsZ4RtjQEOZFlibDbFFvqA5y+PL4goczxC0PE/G5OljC3ZxP0LHS2E/EWCiFPhCDcILx4ez2NYc+S27mlOYRGVyz0qhBOm+KMhfjxiXiSYxeG2dMaIeRd3Jxja0OQeDI1z/luPJ7iSPcQj18aY6JIta9kGuxKsb89siD2fF9bhNOXxzncGUPnePwl00tPeyve5kIx5KkQhBsEp93GH9y6+EplTpviUGeMx/vGGJ5a/rjybU2hstahH+0dwe2w05ElirOpNE578Vn4+lo/M4kUY9OLr9k9ODnL4MQsD3cNcajDCHc72BHlaPd1z/gdeULLjvUMlyXi2XXFxdtcKIWY0AXhBuLNh9v465+fLduZrT3mQynKzke+FBxW62Nm0T8eZ9rtYGtDkKeujJNKaxIpjcthI+xxUhdy43HaGJ1OorUmldZ4nHZ68qxZl8O5/kkCpif+ke4httQHOZ7jzJavGIvG8OC3ypmr43TU+NjWGBJvc6EkIuCCcAMR8bm4pSlsyVM6w6HOGCcuDC8ptKpcjOpji0u/OhFPcq5/gj2tEc5em8DjtDGTSNM/Eae/SFrZAx1RHulefBjcxGwKr9MQ4zNXrY/9qSvjlr3XtYbDnTX8jztvEfEWSiJPiCDcYGy2WOSkNuBie2OII13WamdXkh3NYUvlPguRSGlOXhxh4zp/XtN1Pk70DHOwI0qeKqiAUSHsQHuUQ50xDnXG2NcWoTV6vfZ2jd/F+YHFJbB56soYDaHS/gl37GrkEyLegkVkBi4INxgtWaJTiL2tYZ7pn7Sco7vSZDKpLQWtzQxrnTGev7mW4xdGGCtSnCSl4Wj3MDV+FxvWBegbmWZ0OsGOphBdA5N0D07lDQ9riXhpiniZTqTmynjmo9iCwEQ8xbqgZ85akI9X7G7ir96wG4eIt2AReVIE4QZj47rC+cH9Ljv726Oc6B0tuxJXpdjbFplXqWupHOkaYmgqgdtp40B7lB1NoaKObYOTszx9zVhrtinNw11DXBsvbHq/ODLNke4hpmaTNEUKz6JL2TC6BibZ1hDKe+yVIt7CIqjI06KU+pRS6n6lVK9SalopNaSUOqGU+qhSqibP+W6l1HuVUkeUUgNKqQml1JNKqc8rpcpyoy23LaXUXUopXeTnPxTox6uU+rhS6oxSakYpdU0p9X2l1LZyxisIy02hAh9b6gMEPc5lSYdaDiNTlctOluGxi6PYbTaGJmd54tIYNgWb6gLsa4twqCPG4c4Yhzpi7G+Lsqk+wNh0gt+cG2RLAUHNx7n+SSbiSdbX5q/3bbepubzuhTjRaxRtyeaVu5v4SxFvYRFUyoT+J8Bx4N+Aa4AfuBX4GPBupdStWuteAKWUA7gfuA14CvgeEAcOAu8D3qqUerbW+nSpTpfY1o+BR/PsfyRPP27zs91mHv8c0Aq8HrhDKfVCrfXDpcYrCCtBZ62foNvBuBmSZFdwoCPGke6hBclGVpqdzSFO9S2P2f7K6Axuh419bRGOXxgpmH41m6Pdw+xtjXCqb4SkBcf9sekkNqVoingWLANMxFMc6ozl9eTf3RrmycvjzCbTPNw1xJ7WCI/2jvDqPU185g17Sgq/IOSjUgIe0lovWNRSSn0C+CDwAeAPzd13Ygjh/cBLtNbprPM/DnwEuAd4h4V+l9LWj7TW91roA+A/m/38AHhjph+l1D8APwK+ppTamd2/IKwWSilqg27G40laol5cDtuiKmMtB8vtLBdPpjl+YYRDnTGOdg1Zqq99oneE7Y0hzl4btzS+kakEQbeDgNsxL24b4GTvMM0R74IlApfdxub6AGeuGH082jvCGw608P/euVPEW1g0FbHZ5BNvk++b201Z+9ab25/kEbwfm9t1FruuZFt5UUopIGNW/6/Z/Witfwz8GtgO3L6UfgShkjhsRv3s/vE455ehHvVi2N5oxG6vBEe6htjWGLKcue305bGC69O5eF12wl4nBzqiC9ba40nNyNQsO5tD7G4Jz5UwTWt4vG+MLfVBnHbFi7fX8z9evVPM5sKSWG4v9FeY28ey9j1hbl+mlPpcjvC+3NzeZ7H9pbS1Ryn1fwMeoA/4hdb6Yp7zNgBtwNNa6648x38KPBd4IfALi+MWhGWlvcbPfU9eW+1hzCOZpxzocnL6shG6FfO58nqX722NoDXMJFN4HPaC4WUZtjeGcDlsnL40yuNmmtldzWHOXB0nnmV/n5xNzVsm2FIf5GkzbvzxS2P8wa1tfOTlO0oWYhGEUlRUwJVS9wABIAwcAJ6DId6fzDrtJ8A/A68BTiml7gNmgf3m+X8NfMFil0tp649zfk8ppb4C/N85FoUt5vbpAu2cNbebSw1WKXWswKGtpa4VhHJYiVSo5bBxnZ+nr5Zek640V8Zm8Dht7G2LzCtCkilOks3etkjeNnwuO5vrgjx6cWTBscf6Rtmwzk8yrQtme+senCDocTKOka9exFuoFJWegd8D1Gf9/jPgLq11f2aH1lorpV6HsT79YQzzc4b7ge9qrS1leFhkW10YDm7/H3AR42XjOcCfA+8BQsCbss7PZIkoFACa2R+xMmZBWAkuVzBMqxJE/C5YJVP+TCLNiQsj3LaxhscvjrLFTF6TS74JuNOuaIl684p3hnP9kyhgf3uU/vE4F4bmC3k8qYlPzPI72+r54pv2iXgLFaOiAq61bgBQStUDz8aYeZ9QSr1ca33cPOYBvgm8DHgvxlr1FIaT2OeBB5RSrzfXl4uymLa01r8CfpXVzBTwj0qph4CTwP+llPqU1vqkxY+d+Xdf0j6otd5f4HMcA/ZZ7E8QSjJZRpGQlWAtSNZvnhnkluYQp/tG8h7PJ+B726KW8sNrmAvP66z1UxtwAcaygQI21Qf5b6+SmbdQWZbladJaX9Va/xB4CVCDIbIZ/gwj/OpDWusvaa2vaK3HtNY/BV4HODHCtKxQsbbMMLf/bf76vKxDmRl2oXyNoZzzBGHViSfXloCrUgvMK0Q6rZmYzR8sYs9xKFsXdHNiETHzXQOTHO0e5mj3MCcujBD1ufjvr7oFt8N6URNBsMKyOrFprXuUUqcxHMZqtdYDXHcuW+DwpbU+qZQaAtqVUjVa68ESXVSyLYCMqT87U8MZc1tojTvjYV9ojVwQVpT0CjuLWWG1488BYn4XV0YLZ1ybyMlM1xj20F8kQ1uGgMvO+jo/XqcRVnZ5dJrhqQQKuGNnI3/xht0y8xaWhZV4qprMbWZK4Da3C8K7zIQpmRmtlXRNlWwL4LC5PZ+17xxwAdislOrMc83LzO3PLfYhCMvKlbGZssuJLjfpVVZwm4L6kJuhIlngzl4bx+1QKLPW92MXixvVIj4nBzuizKY1HqeDh7uGeOLSGEOTCbSGF2yp4y/esFtm3sKysWQBV0ptVUo15NlvMxO51AEPaq0ztqhfm9sPmiKbzccwrAJHtdZzAaNKqbDZT2PO+Ytp67l5xqqUUh8AngUMYDjfAYajHPC/zF//p1LKlnXdqzBCyE4zf11dEFaN7kVWzFpOUqtsFTjYEStZvjSR0hzoiLGlPsjRImVHA247hztjJJJpjnYPs70xuGCd/EVb6/ibP9gn4i0sK5Uwob8U+LRS6gGM2eoghif67RiJVq4Ad2ed/wmM+PAXAU8ppX4GTGM4nh0y/z83xOtO4OvAN4C7ltjWA0qpp4GjGPHfYfP8WzAc2t6stc7N9fiXGOb61wEPK6Xux4gNf715zTskC5uwViinVvVKkUhX5p/HoY4ok7MpnrhkPR3rjqZQ0Ux0UZ+TTXUBxmYS/OaZ+SttMb+L9bV+bDaYTWom4kl6BifnteeyzxfpF4p4CytEJQT8PuDLGCK4GyOcahJjTfhbwOe11nNPu9a6Tym1D3g/cAfwdgxLwGXgXuBTWuunrHS8yLb+AkPcXwjEgDSGifyLwF9qrc/nnI/WOq6U+h0Mp7k3YeR+H8NIo/pRK3nbBWGleHyZco0vhYSVROMl2NEU4og5Mz7QHuURCw5mtQFX3spnLoeNHY0hUmnN45dGjbKkHVHAyB2/qyXCbCrN6ctjKOXnSFeRvrL88164tY6/FfEWVoglC7jW+nGMEK5yrunHiBm/x+L592IIciXa+i+WBrnwumngo+aPIKxZzl5bezPw6SWuydttirHp68lpBidnifqcRRPW2G2KGr+LM2YCGaddsbUhhNth46nLY5zoHZl3fu/wFIc7Y5y9Nj7vWJfFJQkRb2GlWe5UqoIgrCDptJ5L27mWaI16qQ24UPmirbN2aW3ETWvmh57NJOabzbsGJon5XexoChU0px9oj3L60hj72iJo4KnLY5zqK+yYdnk0TmPYy9Dk/JeCgYlZagMuBibyO8A9dnGE3z/QwsdfLaFiwsoiAi4INxBnro6vOQ90gIe6hiruyDY0Ocvw5CwHOqI8YprW/S47nev8+Jx2RqZmmU2mOJ6VQrUU/eNxlFoY9lYf8hQU8GetrxHxFlYFEXBBuIH46anLqz2EBcR8rqLhW0uhNeZDpzWHO6PYlOK354fm+QDkVgsrRe/w9Fw98Wz8bge7WsI47QqFIqU1U/EkzVGfmM2FVUMEXBBuENJpzY8evbTaw1hAxOesiIDXBlw0R7x4nHYm40mCHge/PT80l3v8UGdsyX0A9E8snIXnhol5XXZeuKWOz7xhl4i3sGqIgAvCDcJD5wcXFNJYCwQ81r9mYn4n62sDzKbSpNOa2VSaVEozMBlnYGJ2nhn7QHt03rV5M9AtwmrfOzTN7tYwJ3sXrpeHPA421QWI+lx85g278ThFvIXVQwRcEG4QHr+0NtPxu+yl80W1Rr343Q6eujLO0OT8kC2v05bXi30iniz6O5C/QokFJuOpOce1/W1RxmYSuB02xmcSBL1OvvDmfSLewqojAi4INwgja6wGeAa7rbiKuhw2kuk0T10Zp7PWT9TntOR4Njg53yw/MFE6b7lVnrk2QUeNj/XrAjx6YZjZlDGVf/6WdfyvP9gv4i2sCUTABWEVOHt1nLPXJqgLutnTGsFhYZZaCiuJTVaDUnnQ97RGONI1xKa6AF0DE8wmvZba7R+P47KrOXEdmJjF7VDEk9f7W0oNtO7BKboHry9J3L5ZxFtYW0iJHEFYBdIaPvTDU7z+S7/lBZ/5JY/mJBUpl7NXx3ny8trLwAYQL5KFrSHk4cSFYWJ+F8NTsyTTC0W3mAg3hj057Rnib1ewoylYsSIqt29ex5feIuItrC1EwAVhFdjSEOTER17Cg3/2Qjpq/Lzta0d4tHeEh84P8rPHr5Td3hOXxhifybMGvAbILdOZzbbGIFGfi3VFEqUUk+CwzzXv95qAi31tEXwuB09cGq9IHfLniXgLaxQxoQvCKnJldIbz/ZOMTid49Rd/A8DuljDbGoO0xXxoDbYia8h9I9P8y8lLfOPB7hUacXko4PLYTN5jO5pC/OJMPwDXsutu53zcYpPo3PX1zNp5XdDN5oYgJy4sbVnheZvX8WURb2GNIgIuCKvIrpYILsd8Q9jJi6Pc/ulfEvU5sdsUe9uiPG/zOtwOG067YmQqQd/wNA91DfLU5XGSq1yqsxg7W8J562o7bIrR6QJOdzr318Kfz5Y1w26L+WgMe+gfj3N+YHL+S8EieO6mWhFvYU0jAi4Iq4jdpvi7tx7g3d98hPM5RTMyhTr+7fRV/u301dUY3pJJpjRuh23BOvi+9uiC5CiLIeh2cKA9yqXRaS4MTc2Lgw+47UzEU4tq97mbavm7tx4Q8RbWNLIGLgirzMa6ADuaw6s9jIqzty3C6ctjbGsMzdtf43fx+MWRivQxNZvkkZ5hro7OsL0xyOHOGLuaw0R9TtwOO84SIWz5EPEWqgWZgQvCGmA2ubiZ4lrF7VD0DRt1uHP9yHY0hXjg7IDlttRcfbL5eJ12HHYbu1rCXBuPc/rywipsVuuGZxDxFqoJmYELwhqgOeJb7SFUlN2t0bk16CcvjeE21/k31wc4c2Xc0sw46HGwty3CTJb53WlXHOqMmdnZUiRTmscujnJlNL+j3NXxGaxOwkW8hWpDBFwQ1gD1IfdqD6Fi1AXdnMyKa59JptnWGEQpY0386nicDXUBAu78Qhn0OtjeGMTjsHMiKyNbW8xHe8zHka6hudSqXYOTRV8GeoemOdBRusjJczaKeAvVh5jQBWENsLk+uNpDqBgtUe8CD3C7Uuxvu27OfurKOB01PtpiDtI6TXbsWGPYw8+f6p93fWPYw9BkfIFTWv94nEOdUY50FTaTn7gwTEeNb15WtWxu21gj4i1UJSLggrAGiPpdpU+qAjbXB/LmMX+mfwJ7zmJ4rqC2RL04bIqx6YWJX2J+J5cLmMmfvDxe1OM8YaZaddggNyncbRtr+MpbD+J1iXgL1YeY0AVhDbC5PoDTvvSsYatNqkBMen3Iw1CRYis7mkKMTM7SPTjFyPT1jGxel519bRGeuLTQQS3D+EyypAWje3CKfe3zTem3ro+JeAtVjQi4IKwBfC4Ht1R5KNn+9gjn+ifzHov4ClsYDnZEefLyGBOzxgx6etaYJjdHvdQH3ZYqkx2/MMLuljAeR+GvtKPdQ2xtCABwuDPG1+4S8RaqGxFwQVgjvGhr3WoPYdF4nTa6B/KvMQNM5anVbVNwqCPK0e5hMhP3kMdBQ9jN4c4Y/WMzBdet83Hy4iiNEQ91wfwOgVrDyHSS2zfV8vW3H8TnkhVEoboRAReENcJr9rXQXmOEk7XFfPw/d2wj6nOu8qissaslsqA+dza9w/OF2Oeys6MpxJHu685nu1vCpNKaYz0jPNw1NFcmtBy6BqZIpjWdtf68x9tiPr745n0i3sINgQi4IKwRmiJePvXaXQA8a30N73ruev7lfc9hd2tkdQdWgvqgmxMlyqGms9bG64Ju1gXcnOq7Xv50Y12AU32jTM4uPaGN32VndGrhy8Shzhj3vv0gAU91vBQJQilEwAVhDbGnNYJNwS/OXCOV1rREffzgPzyLP3rBxgUZzdYKdSEPs0VqfmfOAVi/zk8ylaZnaP6M3OOwsdSaLAfao2xpCDAZTy1wmMuIt8y8hRsJeZoFYQ3hcdrZWBfg6asTnOufYHN9EKfdxj2/u4W9bRHu/uYjSxa6SrKnNcKjJWbfALUBN9fG4oxMJRaIa8zv5IlLYwuuaYl6iXiLz5Y1RkrViXiSq+MzRDxOZlPzZ/GHOmJ8/S4Rb+HGQ55oQVhjvHRHA09ffYYTF4bnhUe9aFs977l9A3/7y3OrOLrreBw2rhao9Z3L2WsT7GwJ8eC5hRXINtYFF1Qmu6UpxPmBSS6a+dRL0Rr1MhlP0Ts0zYZ1fhidYWI2xcGOKF9/+0H8bvmqE2485KkWhDXGe1+4kRdsrWNnnrCy971wI/98/CJXx5ZW67oSbGkIcjJPre98DE3O0jM4TcDtYGOdEcqVyY8eT6TY0RRCmWsEHodiJpFmfQFHtAwao1CKw6a4MDTNkLnufa5/ko11AZrCHv72D/aLeAs3LPJkC8Iaw+2ws7ctmveYz+Xg3c/bwH//19MrPKr5HO6M8fAi6nlPxJMMTca5MLRwZr23LcKJCyO0RL2WZ97NUS/TsymGcjzgI14nfyPiLdzgiBObIFQZhywU51hO9raGFyXeJdHzNiVpjniZySPez1pfw73vOERAxFu4wZEnXBCqDFeRbGMrwVSiuMd5KXQphbag4E0RD/FkakHs+f72KF+964A4rAk3BfKUC0KV8dSVhR7bK0VLxMuZK4XzkucS9DjY3hji2vgMs8niymwz18CvjM3MZVOzK0hpY607W/iTKY3dpqgPuUlro5bZ7pYIn3nDbhFv4aZBnnRBqDIes+g4thysC7oJ+5zYbQobCoddYbcpZpNpRmcS80U2nebyyMycub054jUOFIhnd5jFXFJpPVeONF8FsXzsa4vwl2/cTVCStAg3ERURcKXUp4ADwGagFpgGeoAfAV/QWg/mnO8G3gW8DVgPeIBe4N+Az2ite8rou6y2lFK3Aa8CXgB0ACHgEnA/8Emt9TN5+rjXbL8Q27TWT1kdsyAshaevWp8BVxqHXXGid4kWgAIT8enEwixsClX4ApN9bRG+8Y5DIt7CTUelZuB/AhzHEM1rgB+4FfgY8G6l1K1a614ApZQDQyxvA54CvgfEgYPA+4C3KqWerbUu6Wa7yLb+CVgHPAh8B0gCzwLeCfy+UurFWuvfFujyc8BInv0DpcYqCJVgNple1Rm4KjR9LoNcp7MMF4asFy7JIOIt3MxUSsBDWusFGR2UUp8APgh8APhDc/edGIJ7P/ASrXU66/yPAx8B7gHeYaHfxbT1V8C3tNaXcsb6QeATwJeBnQX6+6zWutvCuARhWRiZmmV0unBd7eVmKelcM6U7J2dTRH1OhnMzsvlcjBSpGZ7LXhFv4SanIu6s+cTb5PvmdlPWvvXm9ifZgmvyY3O7zmLXZbeltf5UrnibfArD9H+LUqrGYv+CsKKcvrx6DmxLJbuyWl3Qs+B4bWBhGVCPM/9X1J5WEW9BWO54lFeY28ey9j1hbl+mlMrt/+Xm9j6L7VeyLY1hTgcoVBLpZUqp9yul7lFKvVopFbLYtiBUhKfK8ABfa2SbzgMe+4LjZ6+N47DNn+J35MnGtrs1wjffeYiQiLdwk1NRL3Sl1D1AAAhjOLU9B0O8P5l12k+AfwZeA5xSSt0HzAL7zfP/GviCxS4r2dbrgSDwkNZ6pMA5f5Pz+7hS6gNa6y9a6UApdazAoa3Whijc7IzPrJ75fKmc659kZ3OYU32jOGwL5w7DUwl2t4TnpWfNdV/b3RLmWyLeggBUPozsHqA+6/efAXdprfszO7TWWin1Ooz16Q8D27POvx/4rtbaUlHgSrWllOrEEPsk8Kd5TnkA+N/AQxhOek0Y6+8fBb6glEporb9sZcyCsBTOXZtc7SEsiYm4YeQqlMzFab8u7M0RL49n1Qzf3Rrhm+8Q8RaEDBU1oWutG7TWCmjAmBWvB04opfZlzlFKeYB/wBD79wKNGDP23wPagQeUUq+y0l8l2lJK1QE/xVgr/2Ot9YN5PtfXtNbf11pf0FrPaK3Pa60/A7zJPOUTSqmFNsGF7ezP94PhQS8IRZlJpCyV7lzLdA1McrAjStdA/hcRe5YJvSlyfZ38UGeM77zrMOES5UUF4WZiWdbAtdZXtdY/BF4C1ADfzDr8Zxjm6g9prb+ktb6itR7TWv8UeB3gxAjXssKS2jLF++fAFgzxzjWRl/qc/wr0YcS+by9xuiAsitHpBP9y8hLP/uTPuWKxfOdyYVOKgx1RbmkKEfbmN+C57AqnXeHK+qnxOznUGWXDOj+XR2fypoPd3x6Zl2N9YMJI5vLcTbV84+2S21wQclnWfxFa6x6l1Glgj1KqVms9wHXnsl/kOf+kUmoIaFdK1eQmgMnDottSSjVimNm3Au8tV7yz6AeaMWLfBaGiXBuf4ZV//ZtVF+4MKa052j0MGCFlG9b5qQ24GZma5ey1CXxOO/FUmkRqvo28PuTlSNfw3O8Rn3PBendueFzY6+K5m3z83VsP4HGWNHAJwk3HSlRFaDK3mbXoTKzIglAxM6taxrM7f7aH+SyqLaVUC/ArDPH+D4sVb6VU2GxDA92LaUMQijE+k1wz4g3zs6BqbTimPdw1xJmrE2yuDzIxm2Jb48LgjNOXx+bymwOMTCU4eXGUHU0h2mM+o+2cIPP2Gq+ItyAUYckCrpTaqpRqyLPfZiZyqQMe1FpnXr9/bW4/aIpsNh/DsAoc1VrPxcsopcJmP4055y+mrTYM8d4AvLOU85lSqkEptTHP/gBwL0bq1vu01leKtSMIi2F9rZ/2Gt9qD8MST10ZZ1dLGKc9f7aXzjwhYU9cGqN3eIqDHVECWUL9nI21fOq1u0W8BaEIlTChvxT4tFLqAeAcMIjhiX47hhPbFeDurPM/gREf/iLgKaXUzzASqNwGHDL//49z+rgT+DrwDeCuJbb1K4wc6McwzOsfy/OZ7s3KuLYV+IVS6rfAkxhe6M3AizGc9c5j5GIXhIqjlOJf3/ccHjo/xH/5wcmyMpUtB6l08bzkT18dx5knRAzgagFLQlrD0e5htjYE8Tpt7GqJ8OW37hfxFoQSVELA78NIP3obsBuIAJPA08C3gM9rrec8U7TWfaZX+vuBO4C3Y1gCLmPMaD9ltTDIItvqMLf7zZ98/JLrJvFz5uc7CLzS/HxTwBmMGPPPZ8/wBaHSBD1OnrOxloDbsaoC7nXaOHttoug5M4k0M6SpC7rnKopZ5akr47x8VyOfeu0uKQkqCBZY8r8SrfXjGCFc5VzTjxH6dY/F8+/FEORKtFVWNmezCMt7yrlGECrN3/7qHBeHp1ekL5/TRl3IQ8jjxOO0oZRCaxiZnuXpq8UFPIPHacPntNFW4yPocaKUIp3WdA8WLliyuyXM//uanfjF21wQLCH/UgShCghWUNQ8DhsRn5OAx0nQ7cDlsJFMa8ZnEvSPxxmeShQVWitMzaaYSqR56oo1wd/WGOIbkqRFEMpCBFwQqoC3PKudVDrN/zl9FZtS2JQRk60xPMPTWqO1sUadTGtS6TSzKU0ilSaeTDObTDOdSDGTSDGTTHNlLA5j5Zm4y2FgwkoQicGmugDffuchIj7Xso1HEG5ERMAFoQrwOO28+3kb+Opvuukvc215LbO+1s937j5MTZ5KZIIgFGcl4sAFQagA4/HkvIpe1U5rzMt37j6ct7SoIAilEQEXhCoh7HXmjaWuRprCHr77rltpDHtXeyiCULWIgAtCFbGlPrjaQ1gydUE337n7Vlpj1ZGgRhDWKiLgglBF7GmNrPYQlkSN38V37z58w1gSBGE1EQEXhCqirUrSquajxu/ie+++lY111W9FEIS1gAi4IFQR2/MUCqkGMuK9+QZYAhCEtYIIuCBUEa0xH7dvXlB8b00j4i0Iy4MIuCBUGZ95w+6qqVAm4i0Iy4cIuCBUGbUBN8/ZWLvawyiJiLcgLC8i4IJQhThsZdXkWXEMb3MRb0FYTkTABaEKsReoub0WiJnivaVBxFsQlpO1+y0gCEJBnPa1OQOP+px89+7DIt6CsAKIgAtCFeK0r71/uoZ438rWhuoMdROEamPtfQsIglAS+xpbA4/6nHznXbeyrUrj1AWhGhEBF4QqxKbWjoBHTPHe3iTiLQgriQi4IFQha2UCboj3YRFvQVgFRMAFoQqJJ9OrPQTCXifffudhdjSFV3sognBTIgIuCFVIz9DUqvYf9hoz71uaRbwFYbUQAReEKqRncHLV+g55HHz7nSLegrDaiIALQpWhtaZrYHUEPORx8J133crOFhFvQVhtRMAFocoYmUowPpNc8X5DHgffftdhEW9BWCOIgAtCldG9CubzoCneu1oiK963IAj5EQEXhCqjZ3BlHdiC5pq3iLcgrC1EwAWhyljJGXjQ4+Bb7zzM7tbIivUpCII1RMAFoco4378yAh50G+K9R8RbENYkIuCCUGWcvTax7H2EPA6+9S4Rb0FYyzhWewCCIFgnndac719eAY/5XXz7nZIeVRDWOiLgglBF9I1ML2sa1ajPyT+8+1Y21Us9b0FY64gJXRCqiOVM4BL2Ovn2uw6LeAtClSACLghVxHKZzw2HtUNSmEQQqggRcEGoIpZjBu532bn3HYckzlsQqoyKCLhS6lNKqfuVUr1KqWml1JBS6oRS6qNKqZo857uVUu9VSh1RSg0opSaUUk8qpT6vlGovs+9FtaWUept5zYRSalQp9Uul1MuLnO9VSn1cKXVGKTWjlLqmlPq+UmpbOeMVhKVwvsIC7nfZ+eY7D7G/PVrRdgVBWH4qNQP/E8AP/BvwOeA7QBL4GPCYUqo1c6JSygHcD3wBCALfA/4XcA14H3BSKbXdSqeLbUsp9RfAvUAj8HfAt4GdwL8opf4oz/lu87N9BBgzP+N9wJ3AI0qpw1bGKwhLpZIx4H6XnW+84xD722MVa1MQhJWjUl7oIa31TO5OpdQngA8CHwD+0Nx9J3AbhvC+RGudzjr/4xgieQ/wDgv9lt2WUurZwJ8C54CDWuthc/+ngWPAXyil/lVr3Z3Vz382+/kB8MZMP0qpfwB+BHxNKbUzu39BqDQziRSXRqcr0pbPNJsf6BDxFoRqpSIz8HzibfJ9c7spa996c/uTPIL3Y3O7zmLXi2nrP5jbT2TEG8AU7C8CbuDtmf1KKZV1zX/N7kdr/WPg18B24HaLYxaERdEzOIXWS2/HZ868D4p4C0JVs9xObK8wt49l7XvC3L5MKZXbf2YN+j6L7S+mrRea25/lae+nOecAbADagKe11l0WrxGEitNTgRzoPpede98u4i0INwIVTeSilLoHCABh4ADwHAzx/mTWaT8B/hl4DXBKKXUfMAvsN8//a4w1bSuU1ZZSyg80AxNa68t52jtrbjdn7dtibp8uMIZ81+RFKXWswKGtpa4VhGR6adNvn8vO1+86yKFOEW9BuBGodCa2e4D6rN9/Btylte7P7NBaa6XU6zDWpz+MYX7OcD/wXa11ykpni2grE+Q6WqDJzP7IEq8RhIrjsi/eYOZ1GuJ9eP2CoBBBEKqUiprQtdYNWmsFNGDMitcDJ5RS+zLnKKU8wD9giP17MTzBw8DvAe3AA0qpV1npr5Jt5X6UMs5VVq/RWu/P9wM8tYgxCjcZTsfi/rl6nXa+/nYRb0G40ViWNXCt9VWt9Q+BlwA1wDezDv8Z8HrgQ1rrL2mtr2itx7TWPwVeBzgxwrSsUG5bmdlyoXRT+Wbbpa4J5ZwnCMvCYmbgXqedr911kFtFvAXhhmNZndi01j3AaWCHUqrW3J1xLvtFnvNPAkNAe74EMHkoqy2t9STQBwSUUo152st4y2evd58xt4XWuPNdIwgVx+VQpU/KwuO08bW7DvKsDSLegnAjshKpVJvMbWYt2m1uF4SKmQlTMjPaWQttL6atn5vbl+Zp72U554ARL34B2KyU6rR4jSBUHLfDbvlcEW9BuPFZsoArpbYqpRry7LeZiVzqgAezYq5/bW4/aIpsNh/DcKw7qrUez2orbPaTO2suuy2MTG0AH1JKzeWPVEp1YKyjx4GvZ/ZrrXXWNf8zO1zNXF9/LoaV4Ve590AQKonDbm0G7nHa+NrbDvLsDbWlTxYEoWqphBf6S4FPK6UewJitDmJ4ot+O4cR2Bbg76/xPYMSHvwh4Sin1M2AaI9PZIfP//zinjzsxRPUbwF1LaUtr/aBS6i8xsqs9ppT6AeAC3gjEgPflZGED+EsMc/3rgIeVUvdjxIa/HpgC3iFZ2ITlxmEr/b7tdtj46tsO8uyNIt6CcKNTCQG/D/gyhmjuxginmsRYE/4W8Hmt9VDmZK11n+mV/n7gDoysZzbgMkZ+8k9prS15ZS+2La31nyqlHgP+CHg3kAaOA5/WWv9rnvPjSqnfwXCaexNG7vcxjDSqH9Van7YyXkFYCqWc2NwOw2x+m4i3INwUKF2J3IzCklBKHdu3b9++Y8cK5XkRBLg8Os2z/jy/q0Vm5v2cTSLeglCK/fv3c/z48eNmGG/VIvXABaFKKGRCdztsfOVtB0S8BeEmQwRcEKoEZx4nNpfDxt+99QDP3WS1/o8gCDcKIuCCUCU4ctbAXQ4bX3nrAZ63WcRbEG5GRMAFoUqwq+sz8MzMW8RbEG5eRMAFocpw2W186S37uV3EWxBuakTABaFKSGs9J94v2FK32sMRBGGVEQEXhCpBgyHeW0W8BUEQAReEqiHgdoh4C4Iwhwi4IAiCIFQhIuCCIAiCUIWIgAuCIAhCFSICLgiCIAhViAi4IAiCIFQhIuCCIAiCUIWIgAuCIAhCFSICLgiCIAhViAi4IAiCIFQhIuCCIAiCUIWIgAuCIAhCFSICLgiCIAhViAi4IAiCIFQhIuCCIAiCUIWIgAuCIAhCFSICLgiCIAhViAi4IAiCIFQhIuCCIAiCUIUorfVqj+GmRyk16PV6Y9u2bVvtoQiCINzwPPnkk0xPTw9prWtWeyxLQQR8DaCU6gJCQPcqD6Vctprbp1Z1FNWB3KvykPtlHblX1sncqxlgTGvduZqDWSoi4MKiUUodA9Ba71/tsax15F6Vh9wv68i9ss6Ndq9kDVwQBEEQqhARcEEQBEGoQkTABUEQBKEKEQEXBEEQhCpEBFwQBEEQqhDxQhcEQRCEKkRm4IIgCIJQhYiAC4IgCEIVIgIuCIIgCFWICLggCIIgVCEi4IIgCIJQhYiAC4IgCEIVIgIuCIIgCFWICPhNhlLqXqWULvFzf8413Rau+bDF/luUUh9SSv2jUuoZpVTavH5jieu8SqmPK6XOKKVmlFLXlFLfV0otWxH11b5XWW2+TSl1RCk1oZQaVUr9Uin18kWOeWu+6ypBNd4v8/yqeLayrg0opT6slDppfsZxpdQTSqkvK6WcZYxhvVLqq0qpXqXUrFLqilLqe4WekWp7trKuXZX7ZV6zrM+WoxKNCFXFjyhcd/wtwHrgpzn7PwtE8pyvgA8AzjzXFOIA8D8ADXQBowXavt6JUm7g34DbgEeAzwGtwOuBO5RSL9RaP2yx/3L4Eat7r1BK/QXwp8BF4O8AF/D7wL8opd6ntf5CgUs/B4zk2T9gte9F8COq7H5V2bOFUqoDY7wbgV8Df4txrzqA1wH/GUiU6lwptQ/4BRACfg78Pcbnfi3wCqXU72itHypwebU8W6t6v1bk2dJay4/8gPElOgXEgVqL1/wuhhAfL6OfFuC5QMj8/ZdmGxuLXPMB85x/BGxZ+19l7n8ie/8NdK+ebV7zDBDN2t8BDAIzQEfONfea13RY7ecmv19V82xhvMycAGaBV+a51o6ZXdNCPyfMz/cnOfufhSFoTwPOan621sD9WvZna9X/APKzNn6A95kP1ffKuOafzGves4R+f0kRAcd4W+4xz+nMc/wB89gLbrR7BXzTvObteY79N/PYx3P2r8Uv2TV5v6rt2QLeYR779BL7WG+2czWfgAA/MI+/opqfrdW8Xyv1bMkauJDhbnP7ZSsnK6XqgVcAE8B3l2tQwAagDXhaa92V53jGbPbCZRxDLit1rzKf6Wd5jpX63C9TSr1fKXWPUurVSqlQGf1WmrV6v6rt2XqTub1XKdWhlPqPSqkPKKXerJSqKaOPBnPbrbVO5zl+3ty+qMD11fJsreb9WpFnS9bABZRSzwJ2Yjxsv7B42TswTFT3aq3Hl21wsMXcPl3g+Flzu3kZxzDHSt0rpZQfaAYmtNaX85xS6nP/Tc7v40qpD2itv2il/0qxxu9XtT1bBzGWAV4G/Dnzv78nlVL/SWv9NQtdZdaq25VSSptTwizWm9tCzlnV8myt5v1akWdLZuACwLvN7d9ZOVkppYB3mb9amlUtgbC5HS1wPLM/sszjyLBS92qxn/sB4I1AO+DFmAncYx77glLq3awsa/l+Vc2zZTpEhTBebD4N/BXG37iG66biryilSs7otNZPYwhLPYYJOrufwxhrtADRnEur5tlaA/drZZ6t1V7DkJ/yfzC8MXUZP98u0lYYmKQ8B6MXm+0eq8Bn+SXF18DfVOwzAC8xj//sRrpXQJN53cUCx53m8RmL7b3cPL8fsN9oz9Zi7lc1PVuAL6udH+Q5nlkL/j8W79fzMWanGsNT+tPA98z+T5r7H6zWZ2u179dSny2rP2JCr07OYTxMVrlU5NgfYDzsf6+1thoGknnzXe7ZN1x/Uw0XOB7KOS+Xar1XpT53qTf8eWit/1Up1YdhZt4OnCpw6s10v6rm2dJaTymlZjHC4n6Y5/ofAp8HDlkZiNb6l0qpQ8D/A9xu/vRihHieBH4MXLPY1pp7ttbA/Vrqs2UJEfAqRGtdyLlkMWScQL5k5WSlVB2GyWi5ndcynDG3hdaKNpnbvGtN1XqvtNaTmS9FpVSjXriuW/RzF6Af40vWX6Tfm+l+VduzdQZjzXckz7Fhc+u12qHW+jHgDbn7lVIfN//3qNW2WJvP1mreryU9W1aRNfCbGHP9ZjeGE8gvLV72dgxz5Pf08jqvZTgHXAA2K6U68xx/mbn9+XIOYpXuVeYzvTTPsbI+t1IqjOFkoymcEKNiVMn9qrZnK5Np7JY8xzL7upc4FjfwViCNkazEyjVr9dlazfu1Ms/WUuzv8lPdP8BXMf7R/anF8xWG96QG9pc4txHjH3W4xHm/pMgauHnOqifbWI17RZmJSTDCXRbcRyCAYTLUwP93oz5b5d6vanu2zM+cAK4ALVn7PcB9Zhsfs3iv/OSsV2O8PH3NbOcLOceq7tlazfu1Us/Wst9s+VmbPxhrMBOU52D0Iiw6GHE96cNdBY5lfq6Y5/1T1r7n5JzvBn5jnncU+CSGiTWB4chy+Aa+V58xj/VieNJ+ESOsRQN/lHPu8839D5pfcn+Okdzksrn/HNB2gz9blu9XNT5bGKk/NcYLyVcx1nHPmPseArxW7hWG49kV4Nvmc/JFjNTGGvhXwHMjPFurdb9W6tla1pstP2v3B/iP5oNVTnasfzCvKZkdq8SXrC7xk+8aL/BxjFlaHGPN7R+B7TfyvTKPv838ApgExoFfAS/Pc14rxprgcfP+JDCcZI4AHwKCN/qzVc79quJn6w4M0+sohlXhNPDhXDEqdq8w1mb/CeNFJ46xTvwr4C7yZxur5mdrxe/XSj1byuxEEARBEIQqQpzYBEEQBKEKEQEXBEEQhCpEBFwQBEEQqhARcEEQBEGoQkTABUEQBKEKEQEXBEEQhCpEBFwQBEEQqhARcEEQBEGoQkTABUEQBKEKEQEXBEEQhCpEBFwQBEEQqhARcEEQBEGoQkTABUEQBKEKEQEXBEEQhCpEBFwQBEEQqhARcEEQBEGoQkTABUEQBKEK+f8BjoB9qoqpQK0AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 248,
"width": 248
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dc18.plot()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "857f6a01-ae07-41ca-85ee-ac4a8f23fcca",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.466292Z",
"iopub.status.busy": "2023-09-20T15:25:40.466165Z",
"iopub.status.idle": "2023-09-20T15:25:40.578447Z",
"shell.execute_reply": "2023-09-20T15:25:40.578150Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.466282Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 248,
"width": 248
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dc19.plot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fe917cd0-70df-41bd-8834-713f27bad5fa",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.579138Z",
"iopub.status.busy": "2023-09-20T15:25:40.579027Z",
"iopub.status.idle": "2023-09-20T15:25:40.583479Z",
"shell.execute_reply": "2023-09-20T15:25:40.583196Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.579128Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<Geographic 2D CRS: EPSG:4269>\n",
"Name: NAD83\n",
"Axis Info [ellipsoidal]:\n",
"- Lat[north]: Geodetic latitude (degree)\n",
"- Lon[east]: Geodetic longitude (degree)\n",
"Area of Use:\n",
"- name: North America - onshore and offshore: Canada - Alberta; British Columbia; Manitoba; New Brunswick; Newfoundland and Labrador; Northwest Territories; Nova Scotia; Nunavut; Ontario; Prince Edward Island; Quebec; Saskatchewan; Yukon. Puerto Rico. United States (USA) - Alabama; Alaska; Arizona; Arkansas; California; Colorado; Connecticut; Delaware; Florida; Georgia; Hawaii; Idaho; Illinois; Indiana; Iowa; Kansas; Kentucky; Louisiana; Maine; Maryland; Massachusetts; Michigan; Minnesota; Mississippi; Missouri; Montana; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New York; North Carolina; North Dakota; Ohio; Oklahoma; Oregon; Pennsylvania; Rhode Island; South Carolina; South Dakota; Tennessee; Texas; Utah; Vermont; Virginia; Washington; West Virginia; Wisconsin; Wyoming. US Virgin Islands. British Virgin Islands.\n",
"- bounds: (167.65, 14.92, -47.74, 86.46)\n",
"Datum: North American Datum 1983\n",
"- Ellipsoid: GRS 1980\n",
"- Prime Meridian: Greenwich"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dc18.crs"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "63c81e32-dd52-47e2-9dfc-b774e05cef01",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.585820Z",
"iopub.status.busy": "2023-09-20T15:25:40.585701Z",
"iopub.status.idle": "2023-09-20T15:25:40.589663Z",
"shell.execute_reply": "2023-09-20T15:25:40.588531Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.585810Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<Geographic 2D CRS: EPSG:4269>\n",
"Name: NAD83\n",
"Axis Info [ellipsoidal]:\n",
"- Lat[north]: Geodetic latitude (degree)\n",
"- Lon[east]: Geodetic longitude (degree)\n",
"Area of Use:\n",
"- name: North America - onshore and offshore: Canada - Alberta; British Columbia; Manitoba; New Brunswick; Newfoundland and Labrador; Northwest Territories; Nova Scotia; Nunavut; Ontario; Prince Edward Island; Quebec; Saskatchewan; Yukon. Puerto Rico. United States (USA) - Alabama; Alaska; Arizona; Arkansas; California; Colorado; Connecticut; Delaware; Florida; Georgia; Hawaii; Idaho; Illinois; Indiana; Iowa; Kansas; Kentucky; Louisiana; Maine; Maryland; Massachusetts; Michigan; Minnesota; Mississippi; Missouri; Montana; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New York; North Carolina; North Dakota; Ohio; Oklahoma; Oregon; Pennsylvania; Rhode Island; South Carolina; South Dakota; Tennessee; Texas; Utah; Vermont; Virginia; Washington; West Virginia; Wisconsin; Wyoming. US Virgin Islands. British Virgin Islands.\n",
"- bounds: (167.65, 14.92, -47.74, 86.46)\n",
"Datum: North American Datum 1983\n",
"- Ellipsoid: GRS 1980\n",
"- Prime Meridian: Greenwich"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dc19.crs"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b16e67d1-f64d-4fcb-892c-5e66b353a579",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.591227Z",
"iopub.status.busy": "2023-09-20T15:25:40.591098Z",
"iopub.status.idle": "2023-09-20T15:25:40.596027Z",
"shell.execute_reply": "2023-09-20T15:25:40.595447Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.591216Z"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dc18.crs.equals(dc19.crs)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "2b409b74-3263-4bd4-a343-3ecc3c5e3f70",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.598286Z",
"iopub.status.busy": "2023-09-20T15:25:40.598066Z",
"iopub.status.idle": "2023-09-20T15:25:40.603375Z",
"shell.execute_reply": "2023-09-20T15:25:40.602666Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.598265Z"
},
"tags": []
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "12e94f8c-cdef-4336-bae8-e3395d7fa795",
"metadata": {
"execution": {
"iopub.execute_input": "2023-09-20T15:25:40.604697Z",
"iopub.status.busy": "2023-09-20T15:25:40.604551Z",
"iopub.status.idle": "2023-09-20T15:25:40.913274Z",
"shell.execute_reply": "2023-09-20T15:25:40.912699Z",
"shell.execute_reply.started": "2023-09-20T15:25:40.604686Z"
},
"tags": []
},
"outputs": [
{
"ename": "ValueError",
"evalue": "Cannot determine common CRS for concatenation inputs, got ['NAD83', 'NAD83']. Use `to_crs()` to transform geometries to the same CRS before merging.",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[9], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconcat\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mdc18\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdc19\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/mambaforge/envs/geosnap/lib/python3.9/site-packages/pandas/util/_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 325\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m 326\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 327\u001b[0m msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[1;32m 328\u001b[0m \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m 329\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 330\u001b[0m )\n\u001b[0;32m--> 331\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/mambaforge/envs/geosnap/lib/python3.9/site-packages/pandas/core/reshape/concat.py:381\u001b[0m, in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 160\u001b[0m \u001b[38;5;124;03mConcatenate pandas objects along a particular axis.\u001b[39;00m\n\u001b[1;32m 161\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 366\u001b[0m \u001b[38;5;124;03m1 3 4\u001b[39;00m\n\u001b[1;32m 367\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 368\u001b[0m op \u001b[38;5;241m=\u001b[39m _Concatenator(\n\u001b[1;32m 369\u001b[0m objs,\n\u001b[1;32m 370\u001b[0m axis\u001b[38;5;241m=\u001b[39maxis,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 378\u001b[0m sort\u001b[38;5;241m=\u001b[39msort,\n\u001b[1;32m 379\u001b[0m )\n\u001b[0;32m--> 381\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/mambaforge/envs/geosnap/lib/python3.9/site-packages/pandas/core/reshape/concat.py:616\u001b[0m, in \u001b[0;36m_Concatenator.get_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 612\u001b[0m indexers[ax] \u001b[38;5;241m=\u001b[39m obj_labels\u001b[38;5;241m.\u001b[39mget_indexer(new_labels)\n\u001b[1;32m 614\u001b[0m mgrs_indexers\u001b[38;5;241m.\u001b[39mappend((obj\u001b[38;5;241m.\u001b[39m_mgr, indexers))\n\u001b[0;32m--> 616\u001b[0m new_data \u001b[38;5;241m=\u001b[39m \u001b[43mconcatenate_managers\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 617\u001b[0m \u001b[43m \u001b[49m\u001b[43mmgrs_indexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnew_axes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconcat_axis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbm_axis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcopy\u001b[49m\n\u001b[1;32m 618\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 619\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcopy:\n\u001b[1;32m 620\u001b[0m new_data\u001b[38;5;241m.\u001b[39m_consolidate_inplace()\n",
"File \u001b[0;32m~/mambaforge/envs/geosnap/lib/python3.9/site-packages/pandas/core/internals/concat.py:226\u001b[0m, in \u001b[0;36mconcatenate_managers\u001b[0;34m(mgrs_indexers, axes, concat_axis, copy)\u001b[0m\n\u001b[1;32m 223\u001b[0m values \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mconcatenate(vals, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 224\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 225\u001b[0m \u001b[38;5;66;03m# TODO(EA2D): special-casing not needed with 2D EAs\u001b[39;00m\n\u001b[0;32m--> 226\u001b[0m values \u001b[38;5;241m=\u001b[39m \u001b[43mconcat_compat\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvals\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 227\u001b[0m values \u001b[38;5;241m=\u001b[39m ensure_block_shape(values, ndim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n\u001b[1;32m 229\u001b[0m values \u001b[38;5;241m=\u001b[39m ensure_wrapped_if_datetimelike(values)\n",
"File \u001b[0;32m~/mambaforge/envs/geosnap/lib/python3.9/site-packages/pandas/core/dtypes/concat.py:133\u001b[0m, in \u001b[0;36mconcat_compat\u001b[0;34m(to_concat, axis, ea_compat_axis)\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(to_concat[\u001b[38;5;241m0\u001b[39m], ABCExtensionArray):\n\u001b[1;32m 131\u001b[0m \u001b[38;5;66;03m# TODO: what about EA-backed Index?\u001b[39;00m\n\u001b[1;32m 132\u001b[0m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtype\u001b[39m(to_concat[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m--> 133\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_concat_same_type\u001b[49m\u001b[43m(\u001b[49m\u001b[43mto_concat\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 134\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39mconcatenate(to_concat)\n",
"File \u001b[0;32m~/mambaforge/envs/geosnap/lib/python3.9/site-packages/geopandas/array.py:1401\u001b[0m, in \u001b[0;36mGeometryArray._concat_same_type\u001b[0;34m(cls, to_concat)\u001b[0m\n\u001b[1;32m 1389\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1390\u001b[0m \u001b[38;5;124;03mConcatenate multiple array\u001b[39;00m\n\u001b[1;32m 1391\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1398\u001b[0m \u001b[38;5;124;03mExtensionArray\u001b[39;00m\n\u001b[1;32m 1399\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1400\u001b[0m data \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mconcatenate([ga\u001b[38;5;241m.\u001b[39m_data \u001b[38;5;28;01mfor\u001b[39;00m ga \u001b[38;5;129;01min\u001b[39;00m to_concat])\n\u001b[0;32m-> 1401\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m GeometryArray(data, crs\u001b[38;5;241m=\u001b[39m\u001b[43m_get_common_crs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mto_concat\u001b[49m\u001b[43m)\u001b[49m)\n",
"File \u001b[0;32m~/mambaforge/envs/geosnap/lib/python3.9/site-packages/geopandas/array.py:1493\u001b[0m, in \u001b[0;36m_get_common_crs\u001b[0;34m(arr_seq)\u001b[0m\n\u001b[1;32m 1486\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 1487\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCRS not set for some of the concatenation inputs. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1488\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSetting output\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms CRS as \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnames[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1489\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m(the single non-null crs provided).\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1490\u001b[0m )\n\u001b[1;32m 1491\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m crs_not_none[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m-> 1493\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1494\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot determine common CRS for concatenation inputs, got \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnames\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1495\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse `to_crs()` to transform geometries to the same CRS before merging.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1496\u001b[0m )\n",
"\u001b[0;31mValueError\u001b[0m: Cannot determine common CRS for concatenation inputs, got ['NAD83', 'NAD83']. Use `to_crs()` to transform geometries to the same CRS before merging."
]
}
],
"source": [
"pd.concat([dc18, dc19])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ca56777f-617b-4c98-a16e-1e9c5d821994",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:geosnap]",
"language": "python",
"name": "conda-env-geosnap-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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