diff --git a/.gitignore b/.gitignore index 763513e..89c0e94 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,3 @@ .ipynb_checkpoints +OpenMRG/notebooks/data +*.pyc \ No newline at end of file diff --git a/OpenMRG/notebooks/create_8d_OpenMRG_data.ipynb b/OpenMRG/notebooks/create_8d_OpenMRG_data.ipynb new file mode 100644 index 0000000..5c5be52 --- /dev/null +++ b/OpenMRG/notebooks/create_8d_OpenMRG_data.ipynb @@ -0,0 +1,2828 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9e8629e9-a534-43b1-b0a2-6d6f0a6df943", + "metadata": {}, + "source": [ + "# Download and process OpenMRG dataset" + ] + }, + { + "cell_type": "markdown", + "id": "16753f80", + "metadata": {}, + "source": [ + "This notebook \n", + "* downloads the dataset [OpenMRG (Andersson et al. 2022)](https://doi.org/10.5194/essd-14-5411-2022)\n", + "* crops to shorter periods \n", + "* transforms into a common data structure\n", + "* shows some statisitcs and comparisons of the CML and reference data\n", + "* does some basic CML processing\n", + "* and saves to NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "f583a92c-71da-43c8-8238-34d9ebe4ff31", + "metadata": {}, + "outputs": [], + "source": [ + "import xarray as xr\n", + "import matplotlib.pyplot as plt\n", + "from tqdm import tqdm\n", + "import numpy as np\n", + "import opensense_data_downloader_and_transformer as oddt\n", + "import pycomlink as pycml\n", + "import glob as glob\n", + "import pandas as pd\n", + "import poligrain as plg\n", + "import pyproj\n", + "import gzip, tarfile\n", + "import zipfile\n", + "import shutil\n", + "import os" + ] + }, + { + "cell_type": "markdown", + "id": "9d049ea2-4b5a-4a91-b44c-ffc7d234649c", + "metadata": {}, + "source": [ + "## Download and transform OpenMRG dataset" + ] + }, + { + "cell_type": "markdown", + "id": "3ad81ae9-0dee-452c-9270-2dd0a0f42f3a", + "metadata": {}, + "source": [ + "Download OpenMRG dataset with code from [OpnSense sandbox](link) and transform to the data format standards given in [Fencl et al. 2023](https://open-research-europe.ec.europa.eu/articles/3-169)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "67d6362e-0b53-4e1f-96bc-969599e4fa5e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File already exists at desired location data/andersson_2022_OpenMRG/OpenMRG.zip\n", + "Not downloading!\n" + ] + } + ], + "source": [ + "# function from OpenSense sandbox \n", + "oddt.download_andersson_2022_OpenMRG(\n", + " local_path=\"data/andersson_2022_OpenMRG/\", print_output=True\n", + ");" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f4fb616f-877c-4f98-9f82-76071796daf5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/chwala-c/code/opensense_example_data/OpenMRG/notebooks/opensense_data_downloader_and_transformer.py:303: FutureWarning: the `pandas.MultiIndex` object(s) passed as 'sublink' coordinate(s) or data variable(s) will no longer be implicitly promoted and wrapped into multiple indexed coordinates in the future (i.e., one coordinate for each multi-index level + one dimension coordinate). If you want to keep this behavior, you need to first wrap it explicitly using `mindex_coords = xarray.Coordinates.from_pandas_multiindex(mindex_obj, 'dim')` and pass it as coordinates, e.g., `xarray.Dataset(coords=mindex_coords)`, `dataset.assign_coords(mindex_coords)` or `dataarray.assign_coords(mindex_coords)`.\n", + " ds_multindex = ds.assign_coords({'sublink':df_metadata.index})\n" + ] + } + ], + "source": [ + "# function from OpenSense sandbox\n", + "ds_cmls = oddt.transform_andersson_2022_OpenMRG(\n", + " fn=\"data/andersson_2022_OpenMRG/OpenMRG.zip\",\n", + " path_to_extract_to=\"data/andersson_2022_OpenMRG/\",\n", + " time_start_end=(\n", + " \"2015-07-22\",\n", + " \"2015-07-29\",\n", + " ), \n", + " restructure_data=True,\n", + ")\n", + "\n", + "t_start = ds_cmls.time.min().data\n", + "t_end = ds_cmls.time.max().data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8b97c2c9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uwmCUAEjEtfsqyyqioH1nNEsfSNt1dPoTCcQ5vLWD0RcUn7M2fCR6LavVygsvvMAPf/hDgsEghYWFXHLJJTz11FNpN5UkSbz22mvcddddzJw5E6vVyuLFi/nlL395jlsPiqzw/ANb6GkJIkkCo2eXEPRGefq+jcSjMtd9ewpZRWdOXLxX5ITC+v9Us33pwDinsReWcN7VQ5CM7y8krLctyFt/20NXY4CSEZnMv6UKe8Z7czO21/l462978HWGj/pOFAWmfaKCCfPLjiuuZFlh48s1bH2rAc5CQQdBgCmXD2bSpeWI70HgqarKzuVNrH3xMEriPTZQgIkXlTH1ygokSbt3jft7WPr3vYS8fYU9s4vtXHTbaGKRBG8/ugdf16kJQbvbxPxbR1EyPPO9tU/npMhxhXUvVbNjaSMWu5ELPzOSwWM1K7miqGx5vY5Nr9WhHkOoZhbYuOj2UagKvPW3PXj6CWhnloUFt1ZROCTjgzoVHR2aDvSy9NE9BL0xLHYjQyblnZN2fGTr+JwtzlYdnx3LGln97CEMJpEb7p3K6mcPUb+7G4DcMieLvjkJRVHZvbKZoDd6xn73dGg+0EtXYwDQOk0Egd7WIADZJQ5KRpx8gCsakkHF+NyjPj+4sY0V/9xPIqakP7M4jFx06yhKq7IAzQK2c3kjiYRy1P79iUdk9q9tRVFULHYjNrcp/Z0cV/AmxVDR0AxyBzmPeYzWQx466v3pc32/1qf+KLKaHmQKKtzkV5z+c9TdFKBpfy8ArhwLBtPpzc5VRaW3TWtD3iAnhUMziPjjHNjYBipYXSasDiNBT5RoKIFkFFFkFVVRsTiM2FymEx4/HIgT9sVAgEkXD2LKFYPT4upU6GkJ0nywl1EXFJ+WMAx6ohzc2M7QKXlpS2nDnm4a9/UcpV+P9yyeDqqqsnd1C3mDXOSWHftZOh4HN7bR0aA9YzaniXHzS4+6Rp6OEPvWtCDLx+6G+7+TKYZOzsOWYaa9xkdbjReAjHwbotR3HVP3VTQIoGrPpNluwO42E/bHCPvjCAKMmFGIyXbi+a/RJDF6djF297EnKaqisn99K90twRNfkPeBZBAZMb0gbX1uq/FSs60T5YjhK6fEwfCpBUe9z80Hegn5YwydfHS8Z+thDzXbO09r/lM8NIPB47RnS5YVdq1oorQqi+wix3H3qdvVRdOB3tP4FSiqzKBiwvt7ho9FOBBj5/Im4jH5jB/7eEQDcfZv0PqfjHwbF9026rTfqZNxquO3LnyO4GwJH1VRefm322na34vVaSTsjyMZRAwmkWgowYjzCmmv8aYHq3OF2W7gwptHpgeMul1dLHt8H5FA/JT2FyWB2399wQAzenutj+cf3IKqqBQPz2DKZYNZ/dwhuhoDGM0SN35/Ks4sCy/93zaaD3hOua2VE/OY88nhWOx95v/UQLX6mUMk4icWUGabgbmfGkHlxDM/6ziwoY2VTx4gHn3vHYtkEJl57RBGzy4+YWbi8aje2sGKf+4nGkoM+LxqVhHnXzcUo0ki5Iux7LG9NOztAWDI5DzmLB5+TJdKf+JRmdXPHGTvmlYA8ge7WHDrKNy5p+bee/YXm+mo8zH35hFUzSw6+Q5oFsnn/nczXY0BzHYDs28aTvNBD3vebT7uPsOnFXDBTcPes0uublcXr/1+J84sCzffN+OUBbK/J8I/vrt2wGfzP1vF8GkFAz57/oEtafFyPMx2A3MWj6Ct1suOI6yxRrPE7JuGMXx64YDPw4EYy/+xn7qdXQAMHpfDhTePxOIwEgsnWPnUAQ5uaD+lcwEYdUExcxYPP+rzoCfK0sf2pkX62cRgFJl53VCC3ihbltRxvJGrrCqLebdUpcV70BvliXvXIScUbr5vxgAXtKqqPP7tNQS9p7e0kWgQuOM3F2AwSlRv6+CNP++mbFQ2V3xp3FHbxqMyq545yL7ku3JaCHD11yZSdAYtc6qq8urDO9Lv/AdN1cxCzr9+2FlxtZ7q+P2RcHX9NyCIAhd+eiRP/XQjYb8mIqZ/ogJHpoU3/7qb/Wu1l8LmMjF8WgHCOSg0YDBJjDyvCEdm38yufEwON35/KvvWtBKPJk6wN+xc3kQirhDojaRnZvGYzNLH9qIqKkMm5bHgtlGIosC135zMS/+3jdbDXpY+tpfB43JpPuDBYBIZM6eEk43zeYNcVEzIPUoQCILAqFnFFA3N4OCmdpTjWI8MJokRMwpPORbodBk+rYCCCjcH1rcin8SCdSxESWTo5Pz35QKtnJhHXrmL/etaSSRndsXDMikblZ3exuYycfnd4zi4qR2jSWLw+JxTEllGs8Tcm0dSWpXNin/up73Wx9M/28jlXxxL0dATWwYjwTgd9Vqh0EOb2k9Z+Gx6tTZt/YgGE7z1yJ70dyOmFwyw/EUCcfatbeXAhjbaar1c+63JAwTyqdK4Txsc/D0R2mp9FFa6T2m/zqSlx55hxpVjofWwl7Zq7wDh03rYQ1uNF9EgMO7C0mM+8/3fySGT8hg8NoeGPT2AimQQGT69AHfu0XFcVoeJy74whsObO0CAIZPy0vfVZDWw4LOjGDIpn7ZqzwnPI9CrWdia9vUNkrtXNrFzRROqqomKeETGYBKpmlmEwXR2Oq72Oh/NBzysfPJA+rOKCblk5PWJmHhMYe/qFhr29vDUTzdw1VcmkF3sYNeKpvQ72NseGiB8eltDBL0xJKPIuAtLTqktO5Zpxwt6orhzbWkLc9h/tHgK+WL859dbtQlt0sJmc57ac9he56f5QC/LHtvLDd+bmhbvqqLy7lMHUVSVOYuHH/W+bny1lp6WABfdPvqY1tQ97zbTsLcHySAyZm4J4gc41hQNy2RQv/7nXKELnw8QZ5aF2TcN4+1H91I8PFPr7ESB+t0F7F/XxqAx2cz79EiszhO7GT5o7G4zky8rP+l2tTu76W0NEvBE08Jn3fOH8bSHsGeYmb14ePpFlIwi8z5TxdP3baT1sJfWw9qsd+a1Q89I0FtmgZ1pV1S87+O8H9y5Vqae4zY4syxMWTj4hNsIonCUJeJUGTIpj7xyJ0sf3UtrtZe3/raXG78/9YQio+WgJx1X1Xygl6A3elw3SorWai9b36wH4KLbRtHZ6GfbWw3YXCbm31KVdpf2Z/iMQt786268HWEOb3lvwZTN/VwThza1n7Lw6WrUhE/pyEwGjc7RhE/tQMvO1rcaABgxrYDzrhlySsctHpZJ8bBTi6kSBIGhU45fymPw2Jx0vNDxiIUTHNrcgbczjL8ngs1lYv1LNQOsiDmlDi66bdQZTYI4ElVR2b60kfUvVSMZReYsHs6wqUc/s6NmFfHWI3voaQny9qN7uOp/JrC7n0XwyJjAlOupsNLNjKtP7R7UbO/C0x4i0KsJn2CvFpoQCw+cGKqqyop/7qe3LfSe4uGi4QRP/XQDvq4Ia549xNybRwKwY3lj+pzGzS0dMDmKhhNsfq0WVUVLIike6HrztIdY8/xhAGZcXcm4eR/Pgr268PmAGTa1gLxBLhxZ5rTZ/MJPj2TSpeW4c63vyaXxYcGRaaa3NZjuCDob/Oxaqb2g8z498qjB0J1r5fzrhrLin/sBGDQ6m1GzTm32r/PhwZVt5Yp7xvP0zzbi7Qjz7lMHuei2Ucfdvn+cg6pqLrmxc4/fAcciCc1qqGqWtKFT8hk6JZ/RFxRjcRiP68YqGpLB6AuK2fhKLU37e09b+IR8Mbqb++JWDm9p5/zrhiCeQixTV5NmmcopcVKQjPHqbg4Sj8oYzRK9bUHNDSXA+AVlp9WuDxKT1UDeICfttT6a9vdizzARDSWwOo1ccucYRINAbpnztOK73guCKDDhojKGTsnHYBSxOI4trLOLHFz1lQk89dMNdDcHeeHBrQNEmu+I7Lem/Zol61TiF1PYM8xp4QMQ8CSFT2Sg8Nm3tpW6nV2IBoHLvzSenJLjx/8cC7PVwPzPVPGfh7axd00rFqeJoZPzWP+fmvQ2bbXeAcKn5ZAn7QKMRY52s7/79EESMYXi4ZmMnXtqFq7/Rj5SS1b8t5CRb0unmYI2M8vIs32kRQ+QztBKdQjtyRlu2aisY87IAUbOLKRqZiG5ZU7m3jziI38NPq4YzRLzP1uFIAoc2tTO2hcOs3NFIzXbO4/aNjXYFA3NAODQpo4THnvt84fxdYZxZJqZdcPQ9OeuHOtJY3dSM+zmA73HzHw6Ec0HNYGWWWjHYtfi8poPeU5p35RLLrfMgSPTgj3DjKqodDZoLr5tb2vWnsFjc86qpeRMUNzvGtZsT8YMjc+laGgGBYPdZ1309MeRaT6u6Elhc5mY+6kRAOkkg5xSTXR4+1l8FEWlJXk/i0/DEuNI9nPBpOBJ9Xf9hYavK8zqZw4BMO2KitMWPSmKh2cyJWlt3/pGPc/+fDNyQkkHsrfXDVxbsrlfrNWRoQmxcCIdizVn8fAzmtDxUUMXPjpnjFSHkJoBpdKij1VLJoUgCMy9eSTXf3fKSd0dOh9uCga7mXTJIAC2vdXAqqcP8fqfdtGwtzu9TdAbTcc7XHDTMBC0DB1f99FlCUALLt6zqgWACz8z8qRB10eSV+7CYJaIBON0twROvkM/UpapsqosKiZqwf6HNp08IDgSjKdrQ2WXaFkrBYM1q09bjY+QL8aBDdr6gRMvHnRabToXpKwhTft7qE0K2cr3mS13thk8LpeR52kB31aXKe2q71+qoavRTzSUwGSRyDuN7CJ75sAJXkoAyXElHUu0fVkj8ahM4RD3+7boTb2igovvGI3Jakhnss66XpsAtNcMFD5NB/piseJHWHxaDnlQFRVXrvWEffLHAd3VpXPGSAVFB9PCRxvMXNnvv5CfzkeDyQvLUWQFX3cET3uIrsYAu95ppqxKC2hMxczkljrJLnJQPDSD5oMeDm/uOEoERAJxVjyhuUHHXlhC6YhjWw1PhGQQKRripmFPD037e8kpOfUBLjU7LhmeidEssXdVC4c2dxDsjWI0S0y8ZBB5g47OHOlOurlcORbMVq2LzR/spnpbJ+21PlRVRUmo5A1yUlBxajFD55LCCjeiQUhnPpmshtOykJwrzr9+KBaHkbJR2diTge++rnB6/cbU/S0alnlK7ssU6QlebwRFVgj1Kz8Sj8hIDjHdBw6bkv+e6ngdSSqWbueKJoZMysOZaWHlvw/S0xIgFklgshiOcs0e6epKCXm97pZu8dE5g9j7dQgAvm7t/66cD1dlap2zhySJzLh6CBffPjod51O3qystglODTWrgTJUSSLm/+rP+pWpCvhiZBTZmfKLyPbepZLgmmE6nhoqvO4yvM4wgChQNzaBwaAbOLAuJqEzD3h6qt3Xyn99sS7tK+tOZDGzuL7Ly0xYfbzowdcycj0aMhcEkUdhPoJWPyU5X+v4wY7IYOO+aIZQMz8SZbQFBSy1PleZofo9CoP8EL+SLDUirjyYDnFNxRSerkXQ6uLKtnH/tUAoGu7FnmHFkmVFV0vXIUq7ZFEe6unTh08eH/+nV+ciQKih3lMXnDCzdoPPRI7PArrlJVNizugVVVfs636T7JKdUEwdH1q/qbPCzZ7Xm4pq9ePhpF3DsT+q3Wg56kOVTKy2QGhTzBjkxWQ2IosAnvjqBebeMZN4tIykelkE8IvPKw9uPEm3pwObSvriO3EFOBFEg5IsR6IlithsYMvncVK19L/QP/j0bBfXONgajlLbUeLvCyAmFlsMe4PTie6Cvnwv0RtPurhSpAOdUhpfZevolFE6VgsGaGE3FUh4p7PtbfMKBWNoS+VGw1p1tdOGjc8ZIzYTC/jghXyw963Fm6xafjyujZ2uZVPvWtPDW3/bg744gSkI6LTyzQIs1CPRG04OGVqfkAKgwdEr+KadvH4/sEgdmm4F4VKYzOTs+GS0HPcDA2bErx8qI6YWMmF7I5XePo2xUFomYwpuP7BlQATcV2JwSdaBVP+4f4Fp1XtGABIcPOyVJN6PBKKbdlh81UhMwX2eY9loviZiC1Wkk+zRrZaUs2yF/7KgssXgkZfHRrErmM2jxOZKUFbG9VovzSQU2u5JFRPvH+KQKw2YV2U9alf3jgC58dM4YZpsBQ3I9r9ZkYTSr8/jpxjr//Qwem4M9w0zYH+fw5g5EUWDW9UPTz4TFbsSaLOiWysA5uLGNthofBrN0yvVtToQoCulZ7rEqDIf9MZY/sS9drBCgMyleUoPLkRhMEpd9fiyuHAuRQDxdgFSOK+llXo7M5EkfS4BRF3y0yjbkD3Zx/nVDuej2UR/ZxU1TLndfVzhdtbhkRNZpZzdZHcb0UiAddQOFdCysiY2Uy8tkPZvCR5s8tNX66G4O4E26ZstHa8I03i+9XndzDUQXPjpnDEEQ0hkPqdgHpx7Y/LFGlMR0vRBXjoVrvjGJ0bMHxrak0rlTgmHfOk1ETLp40IAq4u+HkuF9mUn9UVWVZf/Yx741rax9QSvsNkC8lB4/GFoyioyfr2XsbF/agCIr9LQGURRtXawj2146UrOaDB6bc8xqyx9mBEFg3LzS9PpUH0VSFh9vV4TGpPBJ3ZPTQRCFtNvsyKKUsUgCVVWJJa3dZ9Pik1vqQJQEwr4Yzz2wBYCioe60RSoW7W/xGehi/rijT8V1ziiOTDPejnC6ErMe2Kwz4aIyCivdZJc4jmn9yyy003LIQ09bCEVRaU/OogePO3FV4dMhNcC1VnvTWTAAe1e3UL9LS7fvbg4Sj8l4ku0w244WL0cy4rxCNr5ai68rwuEtHbQl04tzSpxH1aQaPC6Hq78+8T3XdNF5f6TWkeuo89GTFLZlx6kvdjLsGWZ8XZF0IHuKWEQmHpHTAc9nU/gYku7Tjno/iahMYaWbeZ+pon6XVmsp5eoK9EbxtIcQhL7aWR93dIuPzhnFkaEJnVTJfj2VXUcQBAqHZBzX5ZmK8+ltDdLTEiQRlTFaJDILz1xhP3eeFVeOBUVW0/E73s4Qq587nN5GVVQ66/19WVmlR4uXIzGapHR21tLH9rHrnSZASz8+EkEQKDrBddA5u6QsPj0tQVAhu9ieto6cLqkAZyWhKZyU+y8WTqTdXJJBPOtxXMOmFiAZRSYvLOcTX52AM8uCMfl8pWLmfF2aC9mVYz3tOlj/rejCR+eMknJ1pWY8usVH52RkpVxdbaF0hkp+ueuM1D9JIQgCpcmg3FR8x6qnD5GIyhQNzUhbl9pqvcfMyjoRY+YUYzCKqIqqVbC+ZeQZWW9O58xyZHZp6fsI0nYcIZhS4j0WTpyVVPbjMW5eKXf+32ymXVGRrkWUEmHxpKsrEky63d7DIr3/rehTD50zypEdgp7Kfm7xdXWw6eUXkONa8bnSUWMZMXP2h2ppkMxCbdDwdYbTKcbHCyp+P5RVZSVXpu6mqylA/e5uBAHmfmoENds7qd3RRUetj1Byle3cU3RJWR0m5n56BI17eph0WTkZeR+t+J2PC1anEYNZIpEUBGXvIb4nhf0IF2hWoZ2Oej+xiEwsnMzoOouBzf05coJgsiStT0lXV0qIWT4AIfZRQb8SOmeUI2MidIvPuUNOJHjl1/fTVn0o/dmu5W9xaONaFtz5JayOU69ifDaxZ5gxmiXiUTm9FlSqRsmZpHh4JoIo4O0Is+rpgwBUTMgjI9+WXki0rcabnimfKLD5SIZNKWDYlPe2wr3OB4MgCLhzLHQ3BzEYRQqHvvdnrH8/JwjgTi4BEYv0WXzOZnzPiTCatd/9IFPrP2roV0LnjJLyfYPWITiydOFzrtjw4jO0VR/CbLcz+fJriAR8bHvjNQ5tWEvdjm2YrAOtcQWVw5h32+dxZuVQvWUja575J+XjJjLz+k8iGc6emVwQBDILbOkgTTg7Fh+z1UBBhYvWw9501uGEi7SsrNwyF4LYtyyDZBDJKNAtNx8Eqqqy7Y1X2LX8LcYtuIxxCy49axZJV46V7uYgRcMy3lf8TSqWEbRFUS1JN1L/GJ9jWXxUVWXHW0vY8+4y5tx8O8Ujqt5zG46H0TLQ1ZVuz1mO72k5uJ8Vj/8Ff7c2eXHl5DLv1i+QX/H+S1KcaXTho3NcErEYsUgYm+vUZ0b9gwXtmeYPdOXm/2YUWSYS8GNzZ5zS9m3Vh1j/wlMATL/mVgaNOw+A/CFTWPWv3+HvaiMeGVh8rXrzepoP7GXwuInsW/0OAJ11NdTv3MbCe75JVtHZi1vJLLCnS++7cixYnWenyFpZVVY647B4eAb55ZrAMpolsovt6eKDWUV2/dk9gpDXQ6BXi4+yZ2Riz+hLjY6GQng72k56DIvdgSu3L/A75PXwxh8fonbbZgCW/e0P1O/cykWfuwer88yL39KRWdTu6GLEjML3dZz+Fh97pgWTtc+9dLwYn5DPy1t//i3VmzcAsPKJv7H4Z796X+04Fv1dXaqqnnULlKLIbPzPc6x99l+oSl9l9GBvD09+7+vMvOFTlI+beNR+7rwCzLZzM7nQhY/OcXnhFz+ief8eLrnrfxh5/pxT2idV3EtJqHpG1xlk5T8fZdvrr3DNt39I+fhJJ9zW29HOK7/5BaqikF8xifWvGNjw6qb096p6A2Z3L3M/NZzc5KrUsVCIFY//lY666rToqZo1l5ptm+moreZf3/0K13z7x2dlhgp9cT7QV5jtbFBalc2Gl2sBmHDRwEVRCwa7+1Vd1lPO+9PT0sQ/v/0V4lFt/T1BFPnML39PdnEp8ViUR79yJyGv55SONeXKRcxafAve9jae+el38Xd1IhmNjDx/DnvfXcHhTevpbKjj+u//fIBIOhOMvqCYoZPzsTjen/XD6jIhiAKqouLINKcz9eKRRL/lKgYOr6/8+n6a9u1GMhhQVZXWwwdorzl8xi0iqawuVVGR40o/V9fZsfi8+6/H2PLqiwAMP+8CplxxDQAb/vMMhzasZdWTj7HqyceO2u/qb/+QiglTzkqbToYufHSOSdvhgzTu2QnAkt/9CjkeZ/TcBSfdL1Xcy9cVSZdO13l/yIk4e1YuRVUVNr78/AmFT29rM8/+9Hv4uztx5xcSV85HEASsTmM6CDIRV4iGcti1Msr13x2Tzga56b5fsvbZf1G/cxvn33AzgydMxt/TxWv/9wDN+/fy/M9/wCe++QPKRo894+eYKmIIpONtzgZ5ZU6GTc1HNIhH1XDJr3ClFxA9nVXc/9tRVZUVj/2FeDSCyWpDSSRIxGO0HNhHdnEpvS3NhLweBEHEnpFx/OOgWQE2vfw8Ia+H+p3bCPT2kFlYxBX/8x1yBw1m/MWX88pv7sfb3sZTP/wW1/3gZ2QWnLkq14IovG/RA1pAsd1tItAbxZFhTldojkVkosGjLSyxcIim/XsAuPHHD7BlyUvsX7OS7W8t4eLP3/O+29Of/pW1+1ugzobFp6uhjq1LXgJgwR13M2bexWk35RX/8x12LXuTza++QDwSOWrfs+k+Pxm68Pkvx9fZwdK//QE5Hmf+7XeRWXhq7ortby0BwOJ0EvH7efNP/8dbf/kroFXjNVkk7BkZzP7UrUcNxKniXi59ja4zQuOeXUSDweTfd9Ld1Eh2SSnQZ2beufQN5EScWChEIh4jq6iEaYu+xop/NmK2G/j0z89LxzSEAzH+9YP1dDcH2LOqhZIRmaz89wGMJokLbrqRCxbfQs32Tp780XoiwTiqcglWd4yw9zDP//z7WI4TFG20WLjkrv+hZMSok55TU9O/aGl9mnFjH8FszkunA8N7s/ioqsqOt19n+5uvMmrOfCYv/ASCeLSrShAFFtx67Pb1D6jO/RBbfFRVpaXlKRqbHqeg4GoGld2BokQ4fPgBOjrfRFXlY+5nNLqpqPgf8vMuIxpt58DBn6AoYUaPehiD4fg1k6o3b6Bux1Ykg4FP3f8btix5mR1vvYanTVtENvX/gsqhJ3Xd7Fz6Bm8/8nv2rFwGQHZJGdd9/2dpt1n+4Epu+NEveO6n36OnpYmnf/gtLv/KtygZOZrupgaWPvIHelqaBhxTFEVGXnAhM6//JCCw7rl/s2flUhRZRhBFpl65iImXXXVK1/Z0cGSaCfRGsfez+ETDCaLJrK7+y1V0NtSDquLIzKJgyDDGX7SQ/WtWsn/NSiZfcR2vPPQInrY6rBkXYrSUIce7CfW8jTMnj8/+6gcIgoC3o52Xf/VzJlxy+XEnoSFfjFVPH0QQtJIi8WjimELsTKCqKsv//mdURcHiGoFkHgNAJBhn1TMHadzXC6odjDdjPIbGEQ1lZ7Q9p4MufM4B/p4INrcpHUOgKgpBTy+OrL66EvGYVgH0VBeUC/t9iJJhgM90x9vLWfXkn4mGtEHziW99mTmfvp28wZX0tHTizHZjNJtwZudgc2cQiTRjsRTT09LN/jUrASgc9kkadm9Ejm5FVbRCWLIC4TiE/V6ev/+HVM2+jHEL5iOKApmFxRQOyaD1sJeiIRl97Qt6ScSjODOONl1HQ1GCXj9Zhe+/Um80FKS3teWk2xnNZrKKS08piDIeC+HtqiWnqG/ADAf8eNu1mAaz3X5GZ6UAgZ5u7JlZCILAoY1rB3y34+0lXPjZz+Hr6uT13/2Kpn27B3yfM2gw1937U5b9ow6AIVOshMJ7IAx2+xCsDhvTrqzg3acOsv4/1SiKSiKm+eZbqzdSWpXF4c0dA46pCpchmZcgRw8f36XhhT3vLDsl4dPc/C8CwQN0d79LUdG1uHOtZBbYUNWj17ga0A5Fxd8TwZltIdDbTbC3F1VR2PCfZ6nevB6Ad//5KPU7t3HedYsRpb4uTpQkckoHIUrHDmp151nJKXUQCcbJKftwWXyi0Xai0XZUVaG+4S90dr4JQHX1A/R0v0s01kkoVH3CY8Tj3eze/SU68l6nt3cd8bi2jMGhwz9n5IifAdDV1IEz24XZqk1a4rEoKx7XJjyTLr+azMLi9LPemxQ8qfcto3DgO+DviWB3m9IWRYCx8y9BMhp5688PkztoMAu/8nViiQj9ZZczK4frf3g/z/3s+3Q11PHMj7/L0BlTqNm8jUQsdsxz2/TSc1Rv3oLBZKCj9tDA7155gVFzLwOEYwYcJ2IxoqHggJilExEJxhFEgcLKDNpqfRRUuNNxNfFw/6yuvtG+s64GgNyywaiqisVZRmZhGb2tDTz2tbtA1cRSoOPfiKaRKLFDQILe5noa9nYxaFQu9bu201FXzZbX/sOwGXNBHSiuGvZ2s/SxfYR9fdcoHpWPmdWlqiqJzjBqbKBIFu1GDJkWPG2tRIKa2zcjvxCzzU68LQiKiq+nk3DQR1vdIRr37gIMKMzknX8doGZjO91tQYL++EmvYyKUOOk2Zwtd+HyAJGIya54/zO6VzWQW2rn49lEYjEGWPPxLWg7uY+5n7mDiZVfRuLeHpY/tJRKIM+2qCiYsKDvuQnqqqrJz6Ru88/hfkUxGLrrzS5RUTeCZn/yK7saNAOSUDcFit9C0bzdv//V3Rx1DlCQqZhuxVWwn0nA3NatjyIk4gpRLS7UVs3Mu4666hrxBZmKRBFveqMfTHkSO7kSO7mDvyiXsXalZiJzZudz28F8ZP78Uq0MTbc0Nb/Pabz0kQi5GXxTk/Cs/gZicjW9ZspqV//wdqhzhki/+gFEXHB0Ed6ocWLeat//ycFronYzy8ZO45AtfOWGH5/Pu4dmffwNPvcCkG4Yw68oHCPuCPPGtewYIgJGz5jLv1i+872C9aCjEskf/yL5VK6i64EIu/sKXObxJG9AnXX41W159kT0rl1EwZBgr/v5nIsEARouVubfcgQC8/cgfiAWDNO6rpWFPL6AStn2JTZs7ATCZcqga+UtGXXA+e1a30J0s1mfLO4CasBLuKUuLnqzhbzJksouy0i+x7oXDNB24AsnsAY7oLEWB0hEhDq1/ls76mpOeo6qqhCONAEQimmtJlESuv3cKqFpG1bHw90RY+ve9NB/sweneSXfDO6hqXzClZDAwavZ89q5aQf3ObdTv3HbUMapmzeXSu792zOMLgsCib04CVVsO4MOAqsrU1f2B2rqHB1hyBMFIYeE1tLW9TK9Hez5MpjxGDP8JVuuxZ9Jt7a9QX/8nOjq0d9VmqyQUqqal5SkyXXN592/7aNz9JgZzEYu++3NKRuSw4YWn8XW248jOYfrVNwCQmRQ4njZtTTVPu/b/lCCKx2TWPHuIPatayCqyc9Hto8gu6hOzo2bPo3LSNA7t2sQz928mEbMycs4q5ixalBal9oxMbvrJAyz928PsW7WKg2u1gODS0VXM/uSdSAYD8ZjMljcbqNmyj3hoOT3NWuyWwWxjwR1fILukjH99938I9HTz3C9WEAla+dRPZxwlfl74xY9o2rubGdfdxLSrr0cUj33vVVVl/7pW3n36EBabgU/9dDoTLi7D6jARCWoDfSKuEAkcXcenvVYTpYY6E//58QZa2kIkosOABlDjiAYXRcNG0rR3A0ps34Df3frGIQaNyiUW1iaeXY31PH3fKhTZxCd/PB2DSaK7JcCrD+9IF45NEYvIx8zqCm1pp/e5gQIRIK5E2SWt5VDNxvRnRrOFKWWXURQbzI7edzjk2zJgH4NlCk6jm5ACDclsSbsIY60SlhMUIc02nrtaYoKqHnmpPt74fD7cbjderxeX68zFGrz0i+9Su7sFxAoEIfliCQmU2HYUOaWOBZw5Q4hGp4CaQElog4M1U6Z4TBkGs4XssiCi1Ebbvk5QVXqbfLTt7xzwW4JkRZW1jB3JMhXJlI8rt56wt4Ngdwf0Gyz6IxptoGahyB2gxjBYy7FllTPxaieZJX2zCDkhsGuJkda9ncixHhKRJlQlAWjbfP7PT2DPyERVVQ4e/DEbnzfTfdCIGteWBzCY47gKsoiFZHytB/t+3+DmwpuGY7L0vRAhv4WA105GTjvNhzpJxPs6/1g4TigQw5VlI+SP0lqtrbkkGUWMphNr+mg4jqqoGEwSBYOz0iItERPoaklgNDkQjBLhyEFCHWryuiq4i/OIegTCvk5EyYAgGpDjmv/aaJIYNbMci6sSb5creUcNWNXB9Hbsx2QMYbT1IGb2MnjuYARJBFUl3h5EMEn4glE2/3snwZ6+bKvBEyZTu20zRouVsVddyf6lrxDsDqW/d+RmMuMzozA7TCz7zVrC3pQvXUAyj8Xk9JM5ZBP5VQYka5BEQstoKiy8jmB7KVte6ESyHMSaUw2qQKhzOPFAPrb8vZgcnaAK5HM1GRnFVMc24K2biZqQiIcOoSohVFVETZhR1QhydBuiZOCefzyHZDj+9Y/Fulj2xkLC3ZVUjCtE6J7P4AmTcOUcP5C1blcXS/++l0jAQyzwKqqsWRlMVjcIKgaLmcLRU7C6s4j4PLTs3IgSC2O09LlbAz3dqKrC5V/5FsNnzDrh85FCUWJsfWcpxRWVFJYPP+523U0NdNTVMOK8C9Iutu2vvExMaiRnpILJmEVx8Y3pd79x7y4UWSZ/WAFtbS+hKH3vV1dtL4lYgoLhufT2rMHj1QLTjWo2AhImcskJfo5dGxuw2DwEDBsRMeNmGhIWEok4jU11GCQFSRKx2Vy43fkIAoSVVtp9TZQNKWRi2S202B7jUP0y6t4YRiLSt4CrZJlK0agcGre8DqjM/9wXGXfhpQDUbD/Ii/d/FdFgYuZNv2THm/+Hr6OakgkzySgeTNt+F4HuvusuGhQGTehBMvfL+OmJ0bq3BCXeiJLQXFdmlx97Zj/Rq0I01kHM7yfqj2DNDuEqiVI57gJMjkHseKWEYI8ZULE4IvjbXkKRw4jGwbjzJYZOqmD3O0sJ9nZjtF+KZBrJwruG4evczchZczGazMTCIR7+7A3pUvPZ5RnkDsnG32khuzybyhlanGI8IrLnzSJa9/e5Q2/6wTSyijRblSwr/OmL7wDgyDIT6IlyxZfGUVqVRWvr8yz5xXN42wNYXBeDNApBUDDZwoS638biNjDjM2XYMyWadrSyf8VenIOaadmUB4qA2X07N3x/HofWv8K6557UngXHJ5CMFVz+peH4O/YSCZex4eVmCipc5JQ407Fql989jtf/vAs5rnDzfTPSBWUbHtrAxr1rGZU3CqF0HzFrC12dCnu21xGLaf2Pze5CkRUiEW1yJEkisqzdQ4NRW/5FxYrBPJTCgiYURaLXk4vRGCUzoxtBPHqcycyyk5WtXbPSKZ8kc+SZjRc81fFbt/h8ACRicQ5v3wtqAug6xhYCWuifir/rEDBQiftb4WBnG0bHIg6pdmLBl1ET/WbdoorBPBtVDSNHNqHKYQTRRt6EOL2HGon5NtLl6/9zZnLHCHjrHMR8fe1R4iGgb1BNhOvwNdex8ZkQg+a1YHbFUVXo3JGVfimPRU9LE/aMTHo969m7fh+emmuQw0+kv48loKu6Pf1vS3YO0d4QSsLL2jdrGHb1qvR39Vu/TrDVgZJYQmJg9nWazgZP8m8qICDHFezF3ZTNbsVgOXa8Q7jHTM3rJcQDJpoOdB5zmyNRZRFPQ+p6SRjsi0mE1wOaeIvHZLavqEay5GCwjEIQBBTZSzz4GKrcOuBY3ZHV5IzSXA2qCh1rs2ndnAuKgGSWUJQhqPED6TRfWSllz1vF2PITBDV9h9E2lnh8LjX7/0jPwQ7C3gwE0Y1gKESJ7UeO7iAchXBXNj17XFx0513I7rdpbv4nh7a8Sv3yYuJBbRboq0+tut0NdBPpBdA+a0O7H+5yP2XDDtC8qoRAbKArLIUiJ+hubiRv0ODjXsdwuIGW9XcS6rDQ/O5zxEK/Z9i0mVzx1e8cc/tYJMFbj+whFomjxpegyi0IohmD9UJE00jtd1Vo3pXaIw8YBiaonG5n9k2TMRgl1jz9BOtfeJqlf/09xcOrBriWj0UoVMvapb/kwJJFWLO28NmfDTuua/S13z5IZ30tgd4eplxxDe01+1izxIooDWaI4auIhjgGg5OCgitpPrCPZ39yL6JBYt43htHR/Zx2DgmBlvV5dO3Rgq6HXFWHoyCMqFjI23Mz7taZ6d9b1bWOFv+7/VoQB5ad8Hz6013dRafzJayGIg57ikDtAcGEqxR8DTHkyCYat9oAFdE0gurdIcZdCIqssOqZdkBAScTY+PJuoj7N5dtxeBBddZp4lSwe8ic8hbd2JsG2MdRuGujGVtUEifAK5GifVS4RgeCxHysAgq1mgq1m2rZsx+SejIAZg7WXwmmPYI6K7G7U7o0c7aWnATY09GUyyvEGJNNI1r/wD5r3rSXQ0815132SturD2gsomIEE3XUeuus8ADTvkGg+PJSsofto3fQZEiE3CDKSMYQcc9LR6EkLH0kSMRhFEnGFoEcTsSabgd7etezedS/ejmEAKBRhdTdRNP2vmN19LvkOD+ABXFB5FQiqgfZtucgxAVWNse2tBkymvg5QSbQgGSt49x9/oKNuB0ZrJoLhYkpHlg+onRYOxJDjmgBJLVkR7w7z5vbX8IW30hLfRtWcNSRiEnvfGIcqhzFYoXxBHc48mZy9N7J9/yE6e3rTokeyzERVfCjKLiBKPLyJhtrUL2oi1nOsYQ6ATnJG91A0rYOi3EuOf7PPMrrw+QAwmIwUVpbTVl2HqmpmR6NZRJFF5EQCUDFa3cQj/gHWGFESEEWBRFxBSTRgYxOeYJMmegQDOUVmLDaBWGIaPs84bI4e4qEuwr5WzLYEvXtkYhFtwLVnliCZzRgsEiPnmrHE/AjTDdTsKaK7LoagmokGOzCZQI56MNtVzFaJjsYQoQ4bh54eidOcQVyOEYhpVoPMfDN2sxNDMBPZHKCxRfutlsOHKa0ag7+3i9bNNxIL/id9TnZjJuFEEEXVOgezw4ox4UVymAj6INTRxcGnJmMwatcp4NmEktCEid3kINtWQFewjVBcm4WIgoiSvmaC9p8AvjonB5tysDoNqFKfL9nqNDBoTCWt+8ahxpcCWptF0QZidtrKNgDBgWgoQokfQhNXkOOaRqbTSU1Ae9FFYyVKvAGII0c2gLwHyWgkHvGhKjKCKCEaqlDVEEq8mqY1xQQOfx5BNBDoXk08qg0eBqOAqmSgJhoGNEGUtNTrPMtcioq6yDAVsL7dS8z/NLWvZ6DIMUDAaL+EIkce0Vg58WgTbslAd6QFj7+Dl3/1CzLN+SDMpjfSCahY7QbyzeVICSeGHCsJqYeY0IUlOgglGCOhBlEUhSZPA946J946gA5MkpUy1whkIiRMHrxiB75WTWRue3MzF995fOHT3tBEsC1CPPgSoN27jhO4yOp2dRGPyhikbQRDTUhmgau+cw/ddYNoa9yJ17sZSbRiEguRvVHNUiDE8bZVsX9tkM6GzVz9tUlMX3RTOj3/7b/+jqu/9cPj/qbXu5Vt2z9Dd/08AMI9BXR37CAnf/xR20aCATrrtZ5/zVP/oHzcRA5uXwNqBUpCQq6fhVi5nO6OlWRlLOCN3/8aVVWQ4wqB9hYwgNlbxZ43DAQ8fbERgeWzGFtyMVLUhYgR1Sqyt2sNrf5qepPWGaMhm0Eu7dnwRrroDKWeGyOC6ERFAcWT/MwAghGQQY3R5H8n/VsGUy5jZznIyE6wV+imrT4EahDJYMVgvZDWvQZee/ghREMWgZ4SBMmFKnspHh6lZqPmWhYib4EgIQgqBkOEnh2gqmuRYtuQ4wPdR7IcQpa1uk1lOaNQDSqeeGiAq0aMmxEUzaoakyGaUFESDaiKh0R4F/ll5QwbVI25/mJW7lsByGTZs1HtEj5PAYKUwGhoIuz3ocQPoyhzaTukuWnqdmzlvOs+SdPenclfExCETFQiiFI+qupHlTvo2d9DoPkrCIKExRVm9LwDtKzMo6XHyaGNG9j22npi4Qg9LS2oqhUwIxryMVgvxGw10Nqylrq3vgDqUkBCUF9CjUZoXZZHcdkgcvItSHajNvcFejsi1O32owZtKHHNVR0PvMqeFe8yeFxJ+tooiRZUJUJnvRbfFw/3Ak8T8jgpGzUnuU076597G0WeiGjIxmSWaGl9js0vrcUX1t63eKiH1o0VJLylqHIHgphJ0ahhdG2FlliYffFVRHot2vURteFJjqxJt8NdXIS7MJZu/5EIAQtijxNBEYglIjT11tC1O4t49VCGmGVyZh97v7ONLnw+IG78/i8Jebws+8cfObxlPfGoAigIgsj0RTcw9bJrqd6ykVf/8ABGkxlVUUjEYyhyX0/Q61ndd0A1QXczjM2azwF5MIrqQeh8B3+kDoCkRwOb5GJ63hXkWkoQHEZs43MJrmqF5HELyhxkfLkS0WYgWuPB81otJANdUSGY72Vd5yt0R5vpDWsCRBIMTMiaR4V1nDYDTloUn+ZXQIKuOk0MtB8WiHl3gNKdbvbC4juQ1TjbepZT499BNBAmCkAcQZBQVZmQt3+MjjYFNJtGMiGjis3dbxKRA4hIjMuaQ5m9is3db9AcOoRNcjJr0mJMNhvvrHkcf7yHWG90wH3wdUVBcNPbqZCItqK9sQYUJQSKNqMa6T4PUYC9nnUYRAtW103EBCe22BZ6glrQ9xRnFZKocEgJISAyKGMhTeFO4oGnABU5HiDlwcwodlAy4yCxYD4t264n1PUCSqIBb8cqVDUIagSQAIVEXEWzuoBRchCXkzE4pmxigKltNCOtBsKyQiL8K0Ah9YRIlikUWkqYapYQLOOAcQDIaoKdPe9y0LeJ3mifpa3cMZqJ2fOx5LrJvHooxkI7qCqhLe1436wHZ9+z12NtY13HywQSveRbBjEtdyFWQ18AcNzg5UXhL6iqwr7V65j2iYXHXbOqZlOARHgtoGAylxCLNuFpbyMei2I0Hb1a9qFNHSiJDqIBzfJUMq2Djo5fMuG8J4hv/ROOaDNF0duxratEVVWMBXbU3BCbBz9M89bFdDfBgfVtjJ1bwqV3/Q+Pf+NuarZuIh6LIkmGYwY7Nzf/G1kOEfeO62vHztXkLBh/1LZth/vctXIiweu/+xXGnGxURSuSF6meDYUraW9aR/O6R9IxMQCRdh9inpX41tEEPLswCCYSyUlBm7+RsE/FZTLij/eyrullemMDiwQmEn5GOWYSTvh5u+cfAIjG4bgc86mwWNkXUZATLcSDS1AVX9LqPBCXbRgLcq/EUCNBDcwgypuGRwkn/MzKuZJq2UprcBf7Vy8FwOT6LO7cAjxtXuLyi+njRON90/zwACPqsWPuzKKNqbmXUWSr1D44QfULRVU5JInsbd9DLPAKxHYwLTID0+FyNnW9QSQsYzXZmFYxE4d/BMvkBCEFnLn7CfuXgBolEV6JktD6g7bqQwQau6leocVHoUZQVc1NLBmcXPH57/Lqn+4lFukgEVnL0MkXM3VKBYnlOSTCEVqQadi5goivtl8rtf1luQ3JPAGzzciOJQ4iPVp/KggqUX8PUU3v4emMUukcz6iMmQiCwEHvZvZ51w84FoCq9KAqPdTv6ru+aqINOX4AVZXJKi7F22lDjh2gZusbnHftQgAS0a10N+5DstiwOmcjiAIHd/+Lug3jgYRm5VKjdOywkOpnRUMJDVs2Jed3yRsiqIxZMIaJF36Ff/7gQeTYAazODC793P9QVnUcV5Wi4l/RSGBtC/TrBlpNNWzofA1vuBtf+9Ep7h8UuvD5gOh56gCR/T1MVC9gUOEQ1AIRx8xiskpKYH2Ytp9uxA5cWnQbFsmOgkxPVOsg28P1HPRtTh9LRAIpD0VuZUfPG+nPu9FEyejMWbiMWQiI5FiKMYrJFdMDcYKrB2Y8xRsCdP5xx3HbbTe6ubBwMd5cD2SIqAkFa5MFa6LvaTYU2Eh0hBAFE4qawNuuvUQ9TT3I0b52m0QL2Z8ZRe9T+5mScwlDnBMIy35UVWWfdz3dUa1tZmMZkzImEEViZ0gBwUIiUc3qjhcAlYycQi5a9AVyCrWZbpE6idY9+xG3xjB2aubci0puwZvZS7S5z8cXTHjZ2r2U9ppVCJJmei/IHE3+iDHsWPckoJJXXMHsW29HlCQm9F6DwWDEYHLi80TJzhvLM3+qobu9kegUAYNBgEbIKSzjkjsn0nHYy97XG9nX00+gIpDjG8aITZ9DEg1UmVVacy5lc/tjyElBaJBySKhxULy4zJWEDWPINEjMyihjScvfCMd9ZEvQqkICAWOpk1i2CA1ah2pyXIGKGattEOcvKMVqOfq1voDBjOm9CL+/Swsg7hBw+bV4Bbk7Qtcju47axzomh1hFI/UNfwLg4rybIDGIvKLBfaniskr383swht1km4roijYhx5pZ8oedXHLnmLQrIIWqqjTuVlAVLyAgWa/EbHicaDBIb0szeeUVA7aPBOPU7dhLPPgyqqqQn5XNtIZvIjQKdLy+i1I091hCibOl921q/TuZHLiY8vbRjJVuI17+Dq0HFnBoSz1j55aQnczqUmSZvW8+SI/5acYO/gvZQ2cM+N2EHEJVBUKdpenPWg61oM7XJiv9aT10AIBBYyfQUVutWX/qawHt2a/2ArXDkltr2VipNphbh1K25+vU+ncDuzCKJhJyX7xPtWMvE+ddwdK//ZZYLIzZYmf6/Ot4d8mzqEoQlRg7rWvw9rSjomCyDUMwXcb4OSVUjcuhyhvF0z2YRHwyPXt2Y2rzpd111f49tIT2IyV8SP3OySSaWVD0aWJyGJcpB2IyTd1977ES3UymasMDtB/qArT4uHLHaErtx4+DGohAtrkIs3R8tSMYRaQMM4nOMKIgMFxRKcwczruR1QQTvdQGdpBQ4tT4tf5retZVuAJlIMAQs8jOsIKvcwQIy0CNosT6nnFVUdj70Kt0e/r6w+m5V7KxawnxSCs9T61nsms+ayMvIUc2sX/1JvavhvFZF5Jn18p3xELa7NLqLifsrUOQMkAVNaEid1Gzs4GemuEoyjvabyYt0/OvupPeRAdbXvsP1f7tVPu3Dzjvwc6xlNiGsr17Bf5EDxkV4KkxkIgG+m2VSLrZoWzMeexda0GOHSDY1YXJasBgEon6kupTTaQzuhrWXkA8rGWJjr14PruXHUxaskGQCpGT16jMXsUgh+ZGdhlzcBzKYP/u/Rhsl+G2TWa2Oxfj8yFan1/PyXCcV4R5aAYA2VRR4T+fQ7vXM/qyi06679lCFz4fMIIgkGMpBg+IK0RipnZkT59VwmXqizsosmkVPYtcwygaP4p31/wTk9XGJRM/T81Bhb3eDSTCG9D8+5BlKmRq7mW4Te8/LTyF6DKRfdUQykb1tUsOxvH85zDRWi/uywZjn5hPrMmP9E0rihwi5NFiV3qbNQFkMrmJxbyYjFZsVdlExuQS2tJOlrMQNZYPQKGtks09q6n1rSMab2CXJ0CRQ8vySUTWo8raTHfMvIuZ++k7BgStAlRWnU/8giA9zx5EjcrkXjeO8jIXoZ2deF6uRklmWnhj3VT7t6HK2uxpwbduJ7e8goSpg8a9O1n49W9hL9LiFKz0nXMqpLF88iS6X2ukO9SCwai9PsVjR2GryqG8KofCaXfj+WEbrb2Hk3uoHPZvpTPayIzcK3Gbcii3ZmDIvYwt3W9RZq8irMg0BraCYAfrRUiClUq7SKB0NcZYmHArxK2NECpCLHWSd9c4anfUpe4Qsz91GRtfqWX+LVUUjD3+vXdTnv67qqgEVjXhW9Z4VEqrYDWQcelgbFPygWG0Wf5JQg5ROuFKJOloi0yuYzxNTyxhkKOKrmgTqEG6W3w8e/8mzr9+KMOn5dJycB/FI6roaY0Q6tWeD0FwkYjVYBLMRAnS3Vh/lPBZ9uiTRDzPAwo2o4PpjsVHxdn4Yl2s7XgJb9LisNuzmjJHFZJso6p1Aa1Ae3WEnvUtZIzPw+JwEvJ66OrdDCUhag7+7ijhoygRYv484tE+QeDvyMPj2URm5rQB27Ye2g9A5aSpTLjkCl7+zX0o8WMnEAiCwLSrr2fPu8vxd3ViCGjPWkLV+oCwrFlHUsLo0KENtHYfJhYNkztoMJ/45g+QDE5WvvqP1BGpPbAVALPNBcYLsTpMjL1mCEaThBXIT26pXjWc0NYOvK/VoIQSZJmLeLXxML2xNjoiDeRb+ypZWyQ79qxMIq4GEvv9qEoPmlVSRo7uxWbVrlfMZ0q3Y2zmBQOsgCfDVOmGuEKswX/Ud+ZKN5nXDkNym/GvbMT3dgMoKi6DxEj3VDZ3v8n2nhXp7Ssn5eGKq0TVRgK52ymtuZz9EYWYCoKhHDV+IL1tQeUw2qoPUtOzAzkZVC6JdgY5RtIVaeKwfyv7vRuYXXA9lc4Gqv19cUitoWpKi4rAn4uS0NodC6csoyKCoQA11gNqL2ufqwcETGIDqegcAYHMHW5KJw2n4PoK3n3zH/i92nNrMTqYmDmPUvsIAA75tuJP9JCTYSCWOZlQ7xEiQ026GKWhCKJHa0ssTKi5B7MZAnIqWD2RzujyNkZBDWMxu5iYcSHtzjI6PD0IogNRDZIAzNZZzMg776h70hRTEQSBckshpuNkvvVHcpvJuHoI1hEDC4VaySZ7auVJ9z+b6MLnAyL7032l/hNdYXqe2k+8JQihBFKWhawbh2M6QbXYElFg4l3Xpjv9QXEZzy8dtNdNIafEwXXfnnTc+iT9UVX1qIFDVZIvrsDRwZvH+EyyG8n+5MgBxzIWOzCINuJyN5GQ1iFE/NrrbjSYiMXAbNVm/5YhGYS2tKOmjmsSKfn+TLIC0/j7158mHnodf7yHA71v9muHmcETr+eiO2847rkZ8+3k3z1hQLtsY3OxjslJheaQF5nMHz//ORLRHvIGjyZvsPYCXnLXV0567QAKh2qdUuuh/UjJqlypzwDM+Q4W/+khlGTwee2Orbz5p4fw+jpZ2vkEcz59B2MuvJhi4XwmRhfzzj8e4eBy7TyN9gXEBCuSUWT4t/PYvuvv0DAIsBF27YLQNBSnCUEQCHm1ayxKZsbOLWXs3FJOB0EUcM4uxXFBSfra9H3Z/55LTJjwjyN3H4C53I0jZyRlwUy2dL8FQEZOA76eCpb/Yy1rn1mOr6ORsfMvwZFzCXK8HgBV9RIPvUEqqqW7eWB8VdP+Pexf/SwAbkslc/MWYjCpoEL70CfwlC2HuIlD/xxPMO7D5spATsQJhrzErjTiWGfC0QVuKY5XFtj39CGqWoJYnS5CXg/xaAIj4LNsINBRhyOvPP3bihIl0qOJMKMAcRUi3ZW0tb86QPhoSw9orq7CoSPIrxjCqOtsHFxyBwZRy9oMJ110hVkFjP6ChbFjb2b/u1pgspLQ3llleBzWAqgUjxhFwZBhbHn1RVRFwd/VmWyTgisnl8NbatBiowQk8wzkqDaDzyq7kt52G2PmFGM8Rjq+IAjYJ+Vjm5iXvuej/17Djrdeoy7/IBO//ckjdoDmLc3s36ClNkvmCSiJZlS5FV98YPRqhimPip8uQDQPrBVzojpZqRId6f7nGN8BuOaWYZ2QR/v/ai6YcsdodnlWE5WDGC1W5t9+F8VjM9m8eREApZu+g8EgUmEW2R9RMJvziKSEj2BhxHmX0FZ9kOZQn4vSYsik6MczsHVXUv3Vz9MWriVUHGUyFzEpewGdShMrGp4kpPpRrJ3YBTeR5JObEkCocUQpGwVQ5S7iEQGLs3mA695idSCKIqGtHTgwcmnmrdCvmoZoM5K1aCiWqmws334T6sHcNYyiCXUcXm4CYiBYQdX6VkEqoH5PAkEwJS3uMRr/uh7B5yUVP4cqY7YZiASDxEOadWfU0FmEN3Qw3ObAq35Ge+cTfyfhA9VQRvb3pmHpl/4e8ETpvld7zibdOw3nqRSnPdZ48iFBFz4fEP1fZGOejby7xuN/pxElIuOaX4Z4DPfEUcfo9xAZjBIX3zGaTa/WMmZuCZLx1G6lcIwotOPVCDqd9giCgNlgJxyHREzLDIsGtP8bBO0FMtu0Wh7myqT9JLl6sKUyA9EoYs8wY7INQpBupnJcLS0H6/B1RTDZXKjCVIL+fE6FI182QRDSwXcmm5XsQdfTWbeSCZfdfNrnXDhUM+V31temhWbhkGFHbScatO8qJ03hMw/+jtd//2vqd25j6SO/Z9/qd7BnZtFZV60VfxMEqi64mpqd5QCUj84mK2ckRmM2kknrXMVkGnRqHaCwPxncLb2/6tj9r837IePicqKPdGESrcSUMJHoKziyxtBVvZuYT2vznpXLcRePQI3XJH/bAGIWqqxZBrubBgZ0N+zWAjdFQznn516DaO9BMuaRd8s41EcSgICvNoNgfA8Wh5NPP/gwm155gS2vvsjOVW9x+We/wZYH/o4sN6Oqc2iNC1RWe9KVp+MRTfgkYkae/tnDTL36k4yZo9WRkiMhwt2jUVUFc2w9MaEYmUE01Wxk+LA4oqg90562FiIBP5LRSO6gcrzeLXjbnAiCQJYo0hbemT6fQCCCp2c7qqogJI28akICEaKxvniHKVcuIq+8gq1LXhqw6GNPUyPxWJT2mmTlYtGJwTqV0bNzySrKZ/fqHCBCadWJs9X63/PJl1/Nzrdfp27HVl556H5EycDwGeczdKo24/eE/XRFmxCRGDPjYhK99eze8U9ajyiWWDl4EpJ1YHneY/U1x2zPKfQ/xgwLtgl5hLZ2IIkG5l16O83Rg0y+/BoyCrRYqiFDv40Si2NYPhxklUqzSMDcjSOey/aUl0gwYwzkHnV8hykT0Wwgq6iIYdNncmDdKtbWvUCGPQ+zYmPS4mvgx08SUvwkjD5sQkCLxBPMSbetlqkmSNq1V2TNjZ3tqsWjhEll7jpys8m9YyyBNc1HWQUllwnX/EEYkgs924oyoR5Efw4ZhasRxFJUJUb/F1YyjSDkTSaKSE7CiW4Cvd2Q6E1voyJjthnpaetJxhNCnrUUgjDskkEoYQWby8jSv/iT98OGrzOCdXBf8dzqrR2gQkGF+79iKSJ9+eFzhGAQcc0fRMblFackeo6FK8fKvFuqyBt09tY2Oh1sRm1AkZMxCqnVv41J4WN1acJHcpkx5PW9PObKDEDrkF25VgTRyqi5N1Ey5hZMzmuYctUdiAY3vs4wvu7j5LSfBqqahcl+KTklJSff+Aic2Tk4MrNQFQU5HsficJJxkqrN9oxMFn3nx1zwqVsRJQPN+/dwcN0qeltbsGdmcd337uOSz3+W7GLt+gyfXqANnJkzkJLp+AYpuZhoSvj4krU1jB+OZUHMFRlYhxSQbdYGIV+TTFf1diCBaBiEzV2AHI/haX6TVL2nQcVjMFj76ukcKXz2b9AycCzGHBwGEUMkm5zrqjAVO8haOJL8A5+ipVl7HkbPXYA9I5NxC7RaM7Xbt7D53f+wtulNunp3kQivpzOhEu4KY7Fq1zkW1Qaets3j8bQdYPmjv0kLjbg/QLi7AiXRSFdwPbHAy6iKH397Ns0tT6XbmIrvyR88hEi0gd277yHSrVmKDHIDcdkLaM+/P+ZB7jXibd2NGNO63pTFx+/TBiqz3UHFhMk4s3OouuBCAIbNmIXF4URVFXpbmulq0mL/BNGFIIiMmXcDEy6+gmDSZd5/5fCTkZFfwPDztHtwaMNaDqx9l5d/9XO2vfEK7bXVrHzsNe1eOUYxubKQCYWjcBqztJi0fgyaPOGUf/O94pxdolkRzBLDF81h/u1fTIsegEFldzB4yF3YRmriwyAITBLyGGqsxCQm3xMljGd7ALdxoPjJcPW5iKdcqVmOupsaqD6wmb2H3qXXq01Q5HiciODDTFJJCTbSBT3VOIKYFD6JXi1zL1nB2G7TJntWdwbmCjfZN1eRe+voAX+yrh2WFj0A5gztOU0oMTKb5yAK2nsjEMMomhGQkEx9ky5b0s0YSvhRlH51AdQEZruB3obudBFMpUdrl2VYFtOurGDolEwUORn4LljxdPSVNYlHZXYs06yxw6ae2uTzw45u8dE5Y9jNyeqsqkwiHiORLIRlULXHzOLuE2jmygwSHdr3ln5LW7hyrPS0BPF1RfB3a7OT7CI7+eVO2mp8NB/oxXXe+5txpErKm45Rvv5kCIJA4dAR6WUkCocOPyVzriCKTLniGiomTKZhz05QVSSjiaFTZ2B1atfl8rvH0dXkp3yM1glnZs5AMmt+fUlIDtYRreMKBzTzucF06sKnrq6Onp6e435fVFREQUHBUZ+3trbS2qoNthaLhWHDhmE4RoHCzEVDyd9UTmu4LzXd4rSgiFcTi+8G2lDiWlVag2Bk9IThtLzTN/fytLWRiMUwmEx0N/vxtmr3v8ScAUDG5ZUIJSYOb95A2ZhxGGI5tP1fDQgC4xZcprWhoIjycROp27GVdc/9O31sObqFhHkUHfFcTIJ2zRLJ2KZITwbgJxHtpW7HVgZPmEw8rhD1FqMq2sKSKnFiwWX4Ggqoqfk1+XmXYTJlU7NVCwbNKc9jy9abiMe7ifZqg5E3rAXdSuaxyLF9oIZQmgbRmbUsXTAvHhNpFxTiyUwuq8OZDhy/8LOfo3zcRIZMns5zP/sezfv30t3UgLddy8wTRO25CftjhANxLQNUAJv71Ja5STHv1i9QOmoMcjxOR10Nu1e8zfK//xmD2UwiGsXlsDM+ay6xpgByV4QL8q+jxvwG1bUdxJKZkHnTR5zkV94/xnw7uZ8fh2iWEE+w0njGRZlYrVvo2VQMGBEFkTklN/B2wz9RidHt6yTPWoY33pd6lpfXJ6DyK4Zw7b330dPSyL41K2k9uB9PWxuOjEwCvT2ElCAGVRM+AqZ+nuIECE60YTWBqngIe7T31JmZQzDkwe7OOOXzNVm0BJK4EsPdMitZN0ezLM0quIGgIrIjpvULImBM9kNh2U880T+tTsZsNeBp9pEWaREVrAKmZPJB2KdZrUTJjCAY8LT3CZ8tb9QR6I3izLIw8rxCTodYLEZNTQ3l5eVYLB+OSRrowkfnDOIw92V69TS3oSYDNaWk8LFm91U9tVRmEFzXqq0N0y/t2ZWjvRy+zjD+Hm3gc2ZbKB6eSVuNj31rWhk+vTC90vjpoqpq2mryXhftKxw6fIDwOR2yS8rILjn2kgKOTPOA2Xpm5gwM5l8CIKradUmVn48kFy019LvmxyMSibBkyRJ27tx5wu0EQWDWrFnMnj0bSZKQZZl33nmHVatWDdiuoKCAa6+9lpycgYHUBreZ/JHDYM3yvt/2RzDZnkM0zEfrnjWLSpljJM7yXMyORmKpEAlVoaelidxBg1n2j41a+jWQb87AdWk53hwPS77xPfxdndp1LNbimgaPn0RGfp9gG3fRQup2aAG/Ey+7iqatq+lo6yYRWkGbeRHWeLKQWzJ5Ku7vE+Tb33qNwRMmE/LmgiohqQFSCeBqoobuvZA1PEZ1za/Ic36Xgxs1cdPSspfi8h4shklE/ZkoiRZ6IpoAzC6eRldDF0qinkBzHt2Fm+lJnnRTJI43IWMQNWuNwdx3/00WKyPOuyB5jLKk8GkkmKwOJxm0dod8MQK92rtic/WtAXiqWBwOxs67JHkPVBxZ2ax//ikS0Sj5Q8oZXqpiqrOQ6Aoj+2I4jBnkjgzgDRTT0n4Ys9GGPe/U1rl6v5hPZt0+vBTpxc9jC3ZitA+nK/Q1ZLWI3KlFONoK8Mea8cRaqLKVD1h6Ia+kfMBhBo0dz6Cx44kEArQe3E9vWwvOnFwCvT1ElAgoKYvPwGstCDKClI0qt6PK3fijmgCxZWZAM9jcp74Ar8mqTfAShihCzEb/RRbiOYcp9c9mRywOCJjketrCWmp9MO4jFO9v8dFifDrqI6TeP0mQMBbaEZILF4d82rtmsmlWo5TFx9MRYtvbmiX2/OuGntZSLq2trTz33HN0d3eTkZHBokWLKC09vVjEs4UufHSOy+7du9m7dy9HrmpSVlbG1KlTkY4IprZb+/7dUdeSXtQ09bL1t/hYRmbjnFOCqcw1MJAxWVK9py2Y9l07sy1UzSxi5/ImWqu97FjayISLji0e9q5uIRpOMGHBsb+PR+V0kTQTAXjzJ+BpOOa2A7Blw6yvQUbpALHTP7D5KOrXweZHtZK0ggCVF8LEz4Ag0LlrGaF3f4/r/DvIHHfpwP26DsGa/8MW8TIi4KYZUFt3MMe1h53RawGIhbRrazRbofZd2P0CTL0D8gcuENrZ2cmTTz5Jb28vgiBQUVGRXifNHW1hpGcZRiWCLMuEwyF492XqNlgwmUzEYjEKoxGuB6LuSg7kXEp9SwdtbW38+c9/ZsgQLeswKyuLWbNmYbFYGHnHRTTU7cJtyUFOxNhS/yaxUBPwOP2jqMtdo3EMHoQ1eyP+fkWtu5sb6Tko0VEHqpwslDm0lN0dq1j/x6fSKcHdTQ1p15h98DDefPNNZs2ahc1mo7hqDLnjJhNTod3sRBk+EdqXoiTqaY8cYmhY6/YSMRU5ZiUe7WtXzbbNeDvaCfZoM1sjAaKAhBE5GczavjUXe+4z7NtbgCprA5u/8RM0r7wYp7sCVe0hEXwdgIr8CUz81DReenAzSqKeuhYbkT3dWmFBIJgIggESUe1ZPzJbMUV2qfY8dzXWEw1oVjt3fj4Bj2bxSbu5Mk7dzZWmdhXsfh6m3I5QMJqZ138KV04e3U0NTLxiDvve0EoGyN4oqqwgIBBzNJM9Yjwt7YfJLCo+7qFlWWbdunXE43FmzpyJyWQCfzus/jUUTYSx12vvRuNG2P4kTLwZiidpFrHtT8KhN7W/S0Y47x4oGj/wB7qrYc1DEPZAPAyH305/ZZQPkG/6Mt3x7+KcvZjMNzXhE4y1UFp1NUXZB2nZuwsQyCg5trs65UrztLXiysmj9dABGrpBUFMP7RGB2Wo8LXyUeD2hRC8CAga71q/Z3KcuEE2WpGU734DHtgnq+r5rzV9CYeACnKKAXwE5tjf9XVe0GbmfK1JNZnUFPAlIurpEJMxlff1xyOcBwOp0EQ6DN2mNX/PsIZSESunITAaPP3G2cDweZ+nSpfh8PlRV5dChQ8iy9nsej4dHH32UuXPncv7556f7oHOFLnw+SPxtYM+Dc3zTT4XW1lZeeOEFlH7BlSn27dvHvn37uOaaa8jIyEh/brf2CZjmA9WkYjmU5MtmsfctVChIAu5Ljq7u604GzrUmF7szmEQsdiNWh4nzrxvKin/uZ/3L1ZSNykrHxKRQFJWV/z6AIqtUTshNi6j+pKw9ReZ9GB79EnibTuFqJNnzAlz5MPmVF2O22VEU5ZiBzcgJePcBePfBgeui7X0Jdf9rNFBMyaHHyUVBeXE5cufXkOZ+B0QJtj0Br38L4pqwcQUygdHEAh5G5W5nqGU1yjaIhjWLT2biEDz+EJAcKC66TxNAgkA8HufZZ5+lt7cXt9vNokWLKCsr0waSzY/Cm7/URNmRRJN/+uM9zARTA4Hrfsvzq/ZRW1vLvn19iynu2bOHa6+9lpKSEi77dbK2Tm+EjJ/ksr7zVfzxHqwuN2GfF7NoIys3C3t+Oda8GvpbgnqaGmjZLiezVrTOe2PTa7St1jJwqi64kBnXLmbFY3+mZusmJLuTdXsPgCCwe/du5syZw+rVq+lNlcLZr6WaW9zFGD1NBCN7Ef3aPUtEBSI9g0FJZd1opWl3LH2dsEcb8IRkAcmhrkns92luR1+9g4jXSNOOdkBFNJoRjTYCHU4CHQESoZUoiheb5OKCRZ8he1Q2My6fzLvPbkROdNFeawE0URdVIlqSeEI7V5P52G7c7OKk8GmoR5G1m5NbVqwJH1+cgEX7zH46wkeOwzv3w6pf0/f8/BSm3smYC7UaK7FYFzG7VkoiJXoAovZWCoYPZ9fKZeQPG3LMw/f09PD888/T3KytG7V3714WT8kh853vQiiZFXZgCeSNhJUPaIPytidgzrehZTvsf3XgARs3wRfWgCU5YO94Cl77GsQCAzbbwHg2MIHF1rXkhA/gtj+DKe8ectxuGvwQS7RhHZOLeU8+sAuj5MaUPbDeVIrUwquethbcSQtjZ4+CKHdpg+cRsU5qv8wuObnYaKatkFhEe8ZsrtO3+ChGga4xr8LWvv5OjrsgL0p2yIQvGiUYPZz+zhfvHnigpMVHW2w9KXwEEVNZXxZxytXlyMwgHAZPe4i2Wi91u7oRRYFZNxx/uZYUy5YtY8OGDQM+Gz58OBdffDHLly9n9+7dLF++nJqaGq655pozuhbm6aIvUnoEZ2uRUs9PLsItb6Itdh9RddQxt7GKm8ky/BVJ6BeHkVy24rhIZpSJN/NEczmNLZrv32azsWDBAsaMGdO3XTwCy34Me1+GWV+FybdqMy3oG6g3/BkSEVQE6sRyno/NIq9iDCNHjkwfJhwOs3r1amKxGBaLhSuuuIJRo7TzOfDgX3l180sA5JZPobNuEwgSOaZCuqJNxEsrmeXcxxh1LxvESWwQJve1IYkYt+Ju7wuUlA0hlMpD3DgkRP7+x1CCHs1iI2irePffW1VV1ETf45z6Tj3Gv1OBgnGlAJ98BVqNkuOhYpOWYRW1ziWBgZ6IDVUVybVoAkVBQRVSv6NiSHYwu4SRNArFONUgM9SN6c8BOskiF+1eq5IJRVGQkpV164RBBAfNw+3O5+mnVuNy21iY00iRSZvZLWsbyvbeAqZlN3B+Xj3kDIeuZMquZNYCMRU5KVwFDJKkVesWAFFASA6eVM6DEZel2xQOR+jo7EinIufl5WGVgDX/l1xISUA1mDUrYLLr6CGDl5S5NIsl3HjjjQwb1icGq3/zb6TWPBqMG5n05TvZ+ujPyO6YhZD3H/Jia1iZM53ad2OgatdxyJQZtNdPJBruIebvi9ERDAaiheXIGTmpmw1+D7LRjGS14XA48Hg86e3dbjczZsxIWyU3v/EPQrtrEaRcpmTNZGPnf7DlRsgaXkXzugCq3IFkGoMc24XF6cKccyFRTwWi/3FCiW7G5c1lR0df3RinPQN/0AuozLntkzStrKemej2IQnrRYUvpRHoztHgbmwjqjvWkKnSnnkrRWIXJcQkRz8Ogxkk4M4kfazHUeAzr/q3J1ei0ejpK8QKGxM1ckvlHzEIzCgIqKgIqIiIqKoqgIgCSJCXXjlNSmfAIooqgaG3tErLJUbuTz7eEmpQ4oiQhCzFC4RvxyzciEMJt+T+s4gbAQo3fTanDj0UaWAtKURRkJXWefW+eMfn895CBGx8SfRODTrLJpW/QlhFZJ0zFJziYoWwiEy/KuMWIl/6vJnh2PQNAo1jGLoahqiptag6NaGKlXGrjFvnfqBmDEb6ynV0PPsJbm/8DCNz8o99S++cbWN2axyC7h9llLTwuLSYiHGFxkxNY92rFGyO5JVg6m4g7MxBjUaRoGLPFSTTSV4fI5Po0quwj3m+ZntGDZ9Mq19PdUEd00HAU16lZfURfD+b6gxQMGU7l/Ahr/lSPIKqoikD5dCcXjP46gaVBdsXWcqhlNRabM11KRDuAExQ/gpTLtd/7Ja8+vJlwz8MATCn/JJtyW5g3fx7jx49nw4vPsPqpf1A1ex61u8ahqlBY6aa12suI6QXMu6Xq2I2U47Di58gb/4qSzOYVRUm744KAIAgIBgvqtM+x3bWAJW+8RTwex2q1cs011zB06NBTuhanir5I6YcMj2QnQ1EI29eww6QN7Ga1F6ei1TQplNeTn3jp6B0V4GijSx+JCOK637GAPFZwHgkk8MHW53fj2VZJZWUlghwla9vDmHuTi5++9lWCO1/BO+IGBEUmc+dfsHT2VW8WgMHs4wvUYxjxC8zZoQE/OX7hWFatepeurgY2P/sreneMpGjqVbQTQstgiePr0kzBBslKKDmoXcJqxquaeFigvMNwtYkXWIBnQGczsLy9UepirvcJCrZo6bNSqoFAOviiX7uPNSk58qPUvxukeeyw3kVC0OJkcqMq5cFjX+ywfCkuwz9xSs9jEBLkWXwDvj/ShhfGzBIuZJc6Iq28dlPJIl4nEy9No+6io3QhK994iMtZjkWOJoczkeWcx1p1MmqdQI5DO3IoqvCy7ydMMD/PVNczxJMLxBoMBtpnP0CwbD6u/f8ma+tvEZOiRqKfnEtlbKhoSzWJRhLjv8W2yk8R6D/1sUJGjsRIozE9w4sAXHoJxrVfR2pZgZCIDLimOXTwWZ7lHWUay97OYujQoel9zeNd0G5isHweoTfayLYUkmGSyIu8ggEZuV1BECyoyWekq6GeeHxGOkUYwOzKoDu3FNVkhkS/m25zkpeXx6JFi8jIyOD1119n+/btjBo1issvvxyrtc960r7vDQ7srkWVvSRUzSoiR0XCPRWoyjoAsmxj6FEOEvH7EJKxDLGkxQdr6g5rd8kf9ADgLhiLzV7E4cP/Sl5n7X/l7onscojp9vpUFVdySZYBqKm8du25swpmMqKpmbiCS2jnoGDW5IwoIShy+kcmWtYw17kUUUi5L47myPsvQt8LoEBMsPKCOo811olcElrFRbybFiep/UTAbfw3FmkbktCFga5knxRmqD2sPVNHvIvicdqjAhsZz9vMIp8uruEN7IR4yXIdW41TmBJfzxWR5/GKGfzb+hlaJM3K0hAfwZ3h3yHueJLEwbcwhLtQEFnBdFaYryRu1N5hs8nEqFGjqK6uprvXCkFIhHpYtq0eY04mouhAUQK0blhCJOlezDIFyaWbCvkgOzl6gFckA6KcSNcdMyciqPEoKqRFj4ABlUTa1TXgHuTn0bVlHQKQEESUxBEX6zhIyfcy4PVgMY8G6hEMCmpMIhG2kTF5JNFlWwh5tAnvkGFT2b29b6FaUSpEUfxasklMRum3qPRa00EiAZVXX32V4uJiQkmLTwIBq1vCFjiM2Oin2ATleS20rOmLDxQDMm6LEwkZ496HENq3D+xrlCOe8UQEYeX/MqF0JYNueoBn315PW1sbRuPxA9TPNrrw+YB4csIn+O7G5biF1dw9+auYlATrNn6JgthAs+RfixfxbNkNfDPLTeE7NWR1a530QamVrcaBCzl+6lM3kx2tJ/7CFymSO/gk/xn4ozXJP0mCWNnJSKayHXvjCuyNfTPYCCZe40IaKMZBiCt4mwK6YMk9R52LC1jY/4ODsO7gEpYzG6doBCVOLOQBwCjZCCdjNQqkNhTVQVBegEN6jTLhMF8wOgh/caDge+Hnuwj74hSbdnFJzm+xyF3IqoQ/cStheWCF3SPpkVX2h2XCRi8BVw25jCTRZeFQiZElY0xEJe1li4hmuk0ZR+3/SZedr2e5MB9hZYvv6MW39hb8iWsRCSGW2jGfnwcGkUS1n/j6TlBU3h1h53eFIi2Sm9tK8vlSvhupvxpTf4pqEqlZv4VVb7wBjGA/Q7ATSt4HM1G0ey4IAt0eLw4gEYmALcbm4PW8aynGHGkAWnk3MZc3VrYCTwBg4naGyDamxofisxh5cISZve6+19wuq3zpQJSRXis/jGSxpqNv7a7+XNIS59t7IzgG9GFfQ+RWBPqZ9wUZl/FJ7OIKLmQdoU4rhw9fnJ7J5U2dSe3mJ7F3jyFQfRiLWIHZ8GLa8pWlSjSIprS493a0YXLHMaq+9K8ERAOqyczChQsHzBAFQcDpdKbjBT7xiU9w2WWXaXEkR2DPzkj+LUZE1bZPREVCXYNB1YKxp2btYlO0m46EAzkWRJBi6YrKatLL4LYMxxvZj9ZgkdFz5rPskT8CMNI9nUrXBERBpNUQBHZTWFhIfn4+27dvx2R3p+NzUqjEkjF02vUYIbZRFf8MAA7pOTKMj+Ev/xbyJ+7i1Qd+Qnu15vIzm0zMM2mFL0PyLFqVT2OTk0OPCIbRmciH/aihxBG/p9Kbn8DSqWJTTBy2uvnFJDNtDifNzoUML7QSqtnDqlXvEoslyw7QxBWswCxqbsOo5ObA+EzGznoVRVXYunUbq1evTsdfJe8O06dNZ4ytgsDSBlRFxTm7BGVcPsPNboYDS/Z0cl7gdqKSTCRZEfxxxvMN+RYiogl1QODwOPJ3tXB1zwsYwl14cPFv6QpeGnYt2/MGVgYGBSoHkxNz87V1IMV8fLa3G3NJBV8zFxALH2b/pq2YY5ow9hlzgRoWVrm48KKvHPXsvPyLH9FZe5g5F8xiw3NPIkWDxJU+C7FRlEBwEZd7UNUEouQildklILK65xCOuPY033jzp8krObUA32Uvv0hdw0FCfh/m5CLFklFGiUlE/QLGTBtBa0M6i7IiZzx7eQcl5c4yFKLEDwIybft6oZ+gjQgyIJJIJHjxxRfJ6NaW7ti5bz+jTF18IufhvoZsPHE749h4WZ1LoTSbwaEcRLsR9+UVdLuMfG9HHdbYTh489BvsjevJ+s9N3HbHu9S1eygvLz+l63A20IXPB0TADluqshh7sJerezZREm6mINZNULLSas4nKNl4tOyTvJE9A68gcXMAFi2cidTQjbElAZTSYK4kx9dMYVcrsizz3OqdbHbmUGy8jevl18lLmolNJq26bzweTwcmd4p5LDfOJyg42K1OZBqryYn3YlRkeoUslhvn4xUzUBCpzapiq3URV3ueZpR/E8JRpX01JCA7EcAgd1NiDGshGaIZlBBqMs1VEu0osS4EwCwl+L/yh/FYhrC4/VKGe+7EFNvBuvYuVkpWlLhCvDlAz2gLl3Q+zZX+fyLKKq2WEp7MvJdW4xCiQgIUEc1WL4OgYhSCDHK+Q120klqvNmPLtDRSmdmFT95AzGCgxykxHTDKMoaEQEI1s8d0CX6jZhYvS+xAihziGe8CtsoyszNt5Adfx5asMkwhqJfLyL4YosWA6DQSVCvpMF0EVbkIJVkYm57hDcdIDglawPNvWz2sD8UZ77DQ0d6O1WrFnZGBz+djT3MPUvlIpkV9SD1dRAUHpYY8suN29rp9rHK4CSEgKCoLDmnWuN2jzSgmG7LhfCq6n8MehXDuYKarOYhATBRYVZjDRoOTdSK8UmQgYBSxyCrFkkTILHEwGuf3E/YwTNnBZvEiTIpEcTi1iKIAgkC9Bd4oMrIr28CFXjVtIHBIDRRaViOgFQ9sjc7EF6mg2PNtbvXk4Io/yyCaWbNmDUOHDqWmpobOzk7Eko2YfeUYo1maq8T8evoZKnea2C4ZIAGSZEGWIyiJVsz9LD6KZGDkyJFMnjz5xHEG4V5MWx6DcTcRqhaRXCbMFRkA2MwmLJJIRFYIJC1iclRCiRpIqa4hxj9SYxxGR9iBKLUiCppLwmiwEDNrIqDQnENQmEMivAJQWPPUr7XnzVTA6NxZiLI2WPtELYYlNzeXMmsYE9uodpdCUvjY3DmEvF3JGJG+Acls6MGQr1kvTP4GUMBY9zYO+7fIKx+cFj4uszaQrnQu4gn35/AbRcqEfQzL2o4x04RgElErVC0gOa6gKAqKqiC5TBgdNtoNM6jbn80bOWbCBu2arvVHuNQXZHBzCKFkUvIdF8lL2Ah3DuGawBZkNYf/FA9nV89YQk8eIhEMsNl/CI/oIDMzk4yYjaKwG7fThXO3BU93CNDck57lUULb6zENzeVBY5zn7QqYDORGRYpj/fuYVJxS32e1FvjyqC8waFcXpkiEZ3MW8UzZRHqNJiRFpfzImDRAiGvCRkSlIBKg1eqiq3w0rn2Haepqx5wsB3CoYDLEN6AcXs6WrM2MnzCB7Ow+q01OSSmdtYcJb3gcMKZFj0GQSagSGcYEftmYFOpxBEHAILlJyN0YkzWjUn1oxfAR9CjwaHMXkX7xk7I3SqL7iHg7Y5l25WIJPJu05080KRAEf1eQgwcP0mjbgaLKuIzZ2Dqs2AwuAolenNZiogatTpmqJqjf2zMg3lASJW785GKef/55LI0yrU1aRphotjDYrPU3IdlNXLSRdFxhUCWk5JkoKIQMIk3mMl7O/ALdhhykfjY+eXuIJcVGvJn5wAI2u0bzzM6vUe5rZvfjn+fpYT/hZnMvVaUfTDbgkejC5wNAURLMjj6MJ0dkgzODW/b/lUqvlg3yjjyDTSFtBejMPV1cKy5hXeVo9hYN5rn2XjCLkK6gWYhUkMciv5fMkJ/H7XnUZRUiTb6KfdUVXJtpY/++faixYwiVpIW802Hi0ZGfwGu7GVSVCY2HmFy3DymqkrDYWTFyGtUuzSryYvHdJz23ZzcuYVb4fykw2BHioEpmhETqByEmigjJF84iJvhbUQ5dJpFnSqpYt6qcjFgd/9ixhCW5WtouEozKrONPNZoF458FC/nBkC8RSi9mOHA2P0zdz108RC6djETk+YIbCGHneh7HxMDAw9TxUzbZC4Mvk5V5N+4ML42NjwIwT1jG44FbyA48zzD2HL1/yiuXdKVHepbwOpfzGf5GoaOVKQg0R67BOu7rfPdwGxu9QTZ6g4AB/HHwJ+trlGqWi/2SyM8qi7h0t5/AO02sz5J4tNJKl6lvgJ9lsmCJRVhdBL0ZFsDCzVvi2IE3BueywVnJrTUxfj3cTI1zYKxSnq+Hefs2k6skWHDJAjaEH2ek8DqIMFt5i337ZmHo7guIHTlyJEWT5vPVmnYaifFEngCqykW8zk38Y8A1Nds28w1+C0UGOhsm8LPaZ8mjm7q6Op599ln27NGu3/lV5YRmfJ/CXZ8nz7cfg9BXhLLLbEcxJBCjIBncSeHTkE5lBzDaHFx++eUnr5e09Eew5TGU7f+hp+nHCEYjhd+ZimgzMnjPNurMvTSF3ITklOtWoETaTjVgFuMgijiTAkeVezGatKKCdnsmgbD29wyTm8ricdQ2lSOGXycSb0WSjEzPXYhjbAFKVCaytxuvoP1GdnY2w/b8mIls4S/OS4gBXVllVBiMQBeqGidLOkgqR8hoCLJ7TC/Z2dmEXq6hAjCpe6h+ZVM6fR/AlVyb6TcVs9nklriGZ7iIFxBRBwanG0nVT9RQAT8U8zQN+YuIch1TulVuN5r5gclHu8XOzpKjg5VjlnnM3nkpKvDrIgstNiPvBGR+vtPM1bGp+MeZkMMxMg+CiEjSgImCwmZDNTFkpieG0hg3cq8hRJ1dQlBVLq3rpKRhPaXFhSxatIisrCOtN1rs3g+e3c5fc00sHnsfnxyUy18bOlCA0qDCg70GZn9yzFEVoDdt2kR0mxEzcW6ua+OBkS5Wjx7JHQ0HaQ7uJapoF+afVRfw5Z1/xhrrpv7dpazfsIHLLruM8ePHIwgCarJWluzrxiTmEFO0YVMRTSDLZJt7CIWTmW3JGL18i5fmIIxz7KMuIdAJmG12BIOBO7YdZoN3oEs/fa/64XAY+QKgKgnkfdrzZ7DIRIGwz89T//435QntySm1j0D1x7EZnAQSvXRkmsgKpPoCmZ7OMKk+WQXOHz+DoUOHcuW0i3G9GeDNxCY8aDaqfEkLR2iJ3YFFmDOgTQEivGHdz3MjBnM47+QFYEeFVe4dVMCDdfCFkd/nlW1fZHzX2/wx9zzqum/Qhc9/M6JoICvz2wQ89xM1e4iO9dDbkMDW7MIy+VZmGtYjCKuBBIoiMz36AvGwgR4hjzWhRXSEMhgSz2NPppX9bgXXxEYqIrtRbWMBkCWJVcPGUx1VMU0ZgoJKuXEX86XnOaCOY3XsKhREZLNKOxKyIGBTFUKCyLayYdSVVmJPQKcoEpUE3DGFi/wBRlufIc+045iF5yOCZmEIjA2wIZ5BUV0XUgRUgzldjh8gaIin32eTlOD68BLKpS2gyqybKJORyOB6w1+Yb1jLobobCMaLmBZ+ix2jXHhsdpxSI79JfBNkkJNPq6qAktCCM92GNkRBJabaMAkhrqcvILYxMpKOYCWCCplBGZPaisuaQ6xXwla4D6u7AZ//N/hSIkYWKZIa+A4/ASCmmtgbmYGcfE1ixAiJQUyqCZdqZJRlPeOE7YxjOwBhxYxVjFJqfp7Erjd5UBUISxKSKiEipYOBfYkM1oSupnvwHDb6w/zPwSZ+mVAwnGej3qF1VoMDCgtCvQyz/52Mq/cjqDK/MH8fOWpAEMF4YS+CKnOP4yHiRiOhSfB5QFLApqqoAkio2B0q8fFxEok4ne1PMtIcTp6bjQKxlfyqF4AcVFUlEokAL+Hd/AA/EkUikgEFAYMQxyVploqG2DC65BLGWt6lSGjhUs9m3nFN5O3cCn5WCzmCB1FV0qIHwCdWMdrmpODmmTj+8UuIQECy45CDhARQDAIioKrJLJZ4A1GhL65synkzsdu1rJva2lreffddpkyZQlVVv3iMsAdl+1NabEnXdpzSM/jjNxHc2oFjeiHO3n24jWGacBNK+DEIJmxl3WRN+DvtG0qhx8gVE37H/6z/A3SCkvAiGbUHIyAkCDdr2X82g4uiWAJ3SSFFgcV4RvVg9VpxtToxFtmxTymg4w878HqSwicrE2O3FpB+O29wz8Qvsq1wLuUb3kg2PEGV5XU6LDLl85uJuUKEI9+gqRkCkwK0kwFAXL0bv6Iw4vpk0U8pzjpDJjeZ/spn4xEcRm1gPBwdh1c5cdpxhthJpXkn1/AsFyVeJ9OkxRTdL0cIxwwYzGZEUSKcyGF9+2KeLChnc3YGCSFEjUPmfOszVKqH+Lf9Zm6ZXsHIcBeXmf5CvtgIZQBqOthORU3HFK1VQUbgLgEkRcXx/+z9dZhlV5X/j7/20et1y7272l2S7rh7AgkQNMESIAwuExhmgGGEDzaDDTYMToAAQUICcdeOtKU77d7lXtfvPbb3749zy7o7yAxknvn+WM9TT1Xdu885+2xde633ei/HQWvyEc2hcrNhwzdfMN/gOQmNFb6NqwNH4XNAwlPUo7AXJunpfSe33XaUUqlEIjEd/bRExLBVllPzoTV8d22MpS2XMtrzPI6rgyao8+NsTq3gjOw2Xh4IflVJcPvtt/PYY4+haRrZQ/uIAhk3SiRi4pbCeSyreK9aq8Dzlos5GkZ1ASyv9ViSOMjy+kHMpRnq10fQhOKJ21YylPx/RFUXbxztYUXNT8iW53Mw+0qMxhiO8sjn8ygp2VhjTrVhpUoNottBSB0kQTkVxnvCMdqSDpXiqJmACmieO5XmZjKEfQpfJjTq25r4zne+w9KBJr66opUF/WU0YOG8LppGwii+G09dz7AVI5hcwAUERpScOAtJmber/6TTH2OXfDP5sSS+2MU5NXeQUR1sy7+cprLJKuMuSmoj79N8PNvk4VPbScgcb+ZryFwKuOH3jtW/lPxV8XmRZPXJV/F0b4LmZ9/HQL3k8NwYY3Obiad/QTGzYaqcrkOsyklXwzhzjH/j4Mh6WvQzeOOhJDvX3kSndhRi8K98lO7gjeSOrOTmeVE8K8QYnseDvIzfoKFYIHbRZW/nx7wVjwh1wOlJi/d3JjjqRfnMwQHygcQxQuzO6pLiAws9nPGv4JaPvOD7TAVC2lCwDQY6S4iMRBmzjy2qitCLRh12rkhyVuo3019aULIMTMo0extpadmG3XsmzqJHGTUswCNB//EPn4Wkg5bmV9DadSPbnvg1Pv8FWsDI9lfhD1xKvCAxRAVH2ax6XTOZYY++7RMkxSi7xb9wYdKhIuGeEYPBiuDyRpgflxQKSQ7sXYlTCadIb7yXw8nDU4t4XaUO5axl8eJdxOJF9hUE945K3lU5H2vB0xhmgRqms7rPlHpzhHnRL9OQdrhnfAk/0xVuNAz+b1RweVHxpgN7GV/2QwIrD1MchTNIydLhr8jMz6CK8J79kWWFPwCeb2Gn3s6K1lUMDH6LQnErMIgQ0+NuUmZCzgOpsa13HQeHl6CEoGVBM23pPtYW7yZ2YIxti86hpEWIyQrNepGs3cy6det4/PHH2X/wMC+/+sPoY/sJnEEqwuLO+vN53fCdONInMBUGEKiwkioYwpnxGotXrgTAcRxuvfVW8vk8hw8f5uSTT+ass84KE4Xe+k+sCipUlE1EOKSMn1GR65l4TEePSCJqN2krzITuBBkihk3nOQN4ccWCq7o5uH8eA3I+RrQKfHaLOFa4qZSkxMxlEUDtgg6MPsUCTSB1g4Xt6ykNDxNQwWyKoUUMhKmRqypuMWcEOwiVFU3Ax4Jf8LKaS5F+OK405dBibqNxZTvJ9hIBECO0drmAO7VET4T9MSPquoROQ9VWFLhRBjZfywGVCZWN3yOHTZ2Ncw/xioYCCaOAlwgB3Hb1ZzKgIsZRrmx4noz3Fjaaq9neOYyc/0NeTuj+/SQf435xKWfFHiM5mcLh94k45u8/kcj3uAxbJvgm+OUBNm79POPjFwMhYaem+UhpUMQiBQwWt7J6dAXbG1L8coHBldoIT+9vIhGt5aQDG9jQtIYzsttwY1s5N3oDt3s9lMth/5s1AVbepWDoNDSYVAYLuEUTDYEEaswKSW+CCqBpHrqpkTA95icHOFTbRKlREqlSe/h4/Kv8KNnMxTTUP4wyHBrt57iq7fVsHe9m48aNU2tr/9zp6L5yNRGqYUn0mIlf8LDyYwSuj2YF2Od2wxNzsWstyIPwvRkWsEmcVxhlZ6U8Dg9sJj96gMGaep5sH2dpJINuBZxaKeJEYNhs4HCtAGYyQIfSxRDvFN+kVo2AAUuMgzTPu5re3p8ihA/sZ7HaSpFampoPT103aVcuVcd0R/4Z/qr4/H9YPOnx4Uc+zCO9j/ALazUrdj/GnkVJcsYQZIbwFdyZNTlazd+zsGYh7175DoZ6fkC5spXFi58GniYHdAI5UhxhHqvZxgLthzAfTpQpx584GT21i+X6Tj7Lh6a/yMHwTogC/+/Yi6KQ76sWC+C2jEUmON7mExjtFOqu5/T801ySvItiQpLRCtQb2qzAcKmDlXSZf1U3I0kbMKirewuHKvDrI7/l6wMhZmFv+3pKDfupzH0EgHTG4+iO63l23Q4GJvrIGOHEP6P1dK5f+lbu+voOUPCy953Nw9ndvPHWK1ndfSFnDH8WIQL8ShqQLLCf5KL0Vxnx5vOFXafjDNfxjuReVg7dxYP5COsISDkeVwXhZqG6oRTViZZH0ZietOSqP1PSD+xAboFyROfCcsC7APgV3rggF0uS896MxzwssYeU8VOEcFAIDnVGydbBaPdXWG/A+mMbNw4jofeTmLmYgS3NDB/uJlvXQaN7JovWN7Hzkf8EJI+uGaUUlQR6HXoQ4kqkiFOsfT1SryGe/TWGO/0ehQp8fvPnmOM4dAKFuI5vzO5fH51vd7ya++vPmvpsWDRzUukIC0p9bJy3jN+lU7yDb5Boz/Gb1nO4fOcW9sfmsqawl1ctWELq1dej6zqbNm2iXC7T3d1Np7ufp06thUAnN1q1ogl3Kss9+AgtjZKZWXtkojbEWzz22GPk83kikQiVSoUtW7awdfMWLvPWcLLxCGgwkr6O+vHdxPTHqTW/zHDuG5TuupuYcKgxQwyFlFkS8wqY8QAVgNBh4eLDXJ2/BRWrWp0Cn5w3gg4oPUQ2CF2n7Q0nM/KVbchieLL3R0oEVYbx0Zt30/zekyjnilRE+P3RTb9jPrAnNo8aJ0+bO8K7Bm+i6IauEQ0HR2nUL6260nZLGs/7GKJmPolb3wDVcPO90fn8rOG9rHryp/jK45zGQ2zvXMPB3MW0DZo4uXZydoV7Vn7y2NF0YnFgaKKLOZbBeGGEj/S9hTSHiJk3s9eywXkXRufTlOp38ga+xRsAqlydeZKQn0syuYPLuQuATKmZnH4Ni1aumfWY8fI4t+z7ORknxGwJ6aAHxwDqFSzMLaS91E47g5zPUyd2Ux8jAToPJddTP38vscg4oNjauZhFrZu41L6D3ujfkdjSCaMjoOU4Y9djtJ8O53f9kI5KmRvUUZ6RH6a/UibV6zLYaLFr2X7g7znlBZ/aw3KgPGaz+/YVaAHEDZf28ggHqSMWhaVnt6E/Fyo6I7HFwB5yPXEmDreydtUuJmqhvv4eFKERWAjJbc99geGhBQCcfvrpLF26lNY9+xk3LCzfpVBlim6f+0oyQ1uBCZqzB5kgSqKtRKV9H4s+ciP6rb+EbhCeC1PuclUFngfMvbiP2gV54DOsOQ3gV/wHwDVhySMc5Aihu/E/eM8LN76CaHQOpllHLvccfX0/QghIJE6hXD5APD5BPJ5BKcF9OZ29zvSu0Or5NAUB55z5Uv403vs/n/xV8XkRxBAGc1IhAdnfFnfxk3IN+7tNvDafqAa/ySYZrJ4A3cDl0PBhjm79Ad+65Jvkh37NwaP/heOFG/+hisnW4t+zO7qQkwfvQHX8Ft8oEWgKJUIAY1EKjgyu5IIDr2d7/TPIRbczzwShBIEI8ISPQGBJM2TrEOEGJGecFPc7Frfl4hTlickWpSzTyzJiKK7w7sA3NdLxHNKYbeOIJIssvPQoZsInWg5YeOov2Voc4VOP/QO+8qnka2iToyweOYPDc1YxNu8uFveN0dJtcatZz52j+9GFjhUkqPgVDh3ZSH+QYL26hvxohTu27+aL/eFiH5NJAidJJho6CBZHHuGimq+hCUmbtYf3jQ4xrtpZHQ+zfl9SqmJNjAiYehiVq3y0ikflBBneTc3CEDoSiRu4yCp2SXMUgWGjCwOFQvNc6nM5atV3KPAqkvwCIXyUslAo1mVzHGmPcKizDqEJpJC4YvZC7yt4tmSQTXRRNzBCaiDGmIyScBezZfco/kB4XD642gh9gEEFSOBrtQzX34hvVJMJplfROP5fRJ3nqQl8vjHQy1LHwUfgaBG0MrOyDQkUtdLh49mbKc9P8b32V6BJySW7n6NrPLQunXZ4FztlC3KOoEscpl4rMLqkicMHOllT2EvP0edZWQzQay2WLFnCc889x+7du6mt24JrhwtgR9tmSkMavuaStJKUASUraMYcAjczqy1i6VpGR0d56qkw7Pzqq6/GNE3uuusumkaiLKAXS+tDqihG7nIy3vlE7S1Yfje2tg3L3QkG1FihgqKCLKlloaVkYnuaimvSdtoIc6y9OGaauD5KMbDQnGpqiKrLQI/GsOri1FzRRea2kF7Bm5HTCFdSeKKP8VIWzDCvWU8hBHJvSi3HH7O5PriVkwu7eIgwkalCkmnSMeMBXlGn/qjPj7f/gvde+QNqJqaxUOtyB3nLvIVcXDyHscoTLEzm+C/zDNRIgtrRMOJnNH44nCv678/VpQudy7ou4+9O+Tss3eKbz32TA4MP8arcowgR0ITDmOvTM34DD638N06pLeGZLqDYxUpuUn/DVzaXGVp2F52dOzh4sJajR9bw3ve+YRYo+MDEAf5xwz8zVhnD0AxMbVLBnUE8qmDV8CqSuU5aOMSreBSDAA8diYYSAk3NHJ/TXEUmDq/KP8nD8xqwTIdSSue5OYu5SvshupAkK9+hLzGHpaOQUh4CnzNLm9BqFJWEJGm6bFVllIBB1cRAlTxVSB0hTIQxvfZ5lXLI/6VpCD0gWu+AFlpSAssmEZI+4LsOgetjVHnCiIW/i0NRnuBUrt2xhaEOj75FXcRrXs7evTtoaHiaxsZefO8UrrjiiqnIxbe0tfFvP/8ulu8yIiZz89XgEm7cE05Y32RbEd/PY9RG0ONVfijfRc2yqAWgApId4X2kNNClTqWqjxh+mPXd1BQCiSsMNMPCOCGuTqO56SUsWvRxNM3m8JGvMTh4O3M630JHx3V43hh79n6Co6PP8t3hMoccnagxTS0xoEFgJLgsfpwN70WT/3MEho7jcNppp7Ft2za2bt3K2rVrp77r7u7mPe95Dw899BDRaJTXv/71fOELXzhheOsLyV+KwHDoi2uoK/QcZ4QWJ0DQTJqqfaEzbtbgCgNTedR7eXyhM2YkUUJDqOlrlVBMkoXpmn7cfa1AUV+N3gk00BQIBb4Gw7YiEKALDVENIRUoTNdFkwGuFUFqGobyqXUnMKSPUAqJYNRKM7zYZazO4uDBkxneM5dobxj2GotVWPbawwQ2RIoB65/P0K+1oJDYQZ7GwMGQMqRaUxp5LYEUBdJS4qMhq5NOCp2MVYujmRC4NHhZLBVGFk23lqCkx8hoSYSApF+gNgjdEwUtQlS6U2RpYUuJEAgKDNpNuPp/g+r/BUQoSYMzRlROR2mUtShCptElCFHGEBmU0ghUA76Rwxc6GSuNFBrRoEzKy06Bwh1Pxwt0LEOSjabx0EjlMwAUauuZ6UMIqsSCDX6GaOBMUUAJQFMSHUmARr/dSIBO0nOmYjEMwyAei6FVJqAS3l9pBlJOjq1QAVQqbPNNJzVTTHr8hOt4mAv5Yv/tvOrAt3kmcQFB/no21XdjGAbDw8Mkk0let2YLe7Wnp+pquZKho+uoHF3G0MGtCK0OI3omXnGasTeaTPHu7/6Un/zkJxw4cIBzFnaTTm+gY9SgKWsSTDi4IkdM5ckFZ2CLHKPGW9jQcjev6X+QUnAmQmSIarso+Sbf3H8aFy3ex9gFEiVh108XEq2vMP+KXgbcLqL7FuJv3UVvaVqB72/VaRsIkIkaPvSdH/P0hjuJPPVZxp03s7S8MiSGnBRdsF/185z1NBeJ+6nVB+j0PT668IMsOdDN9dxKgEbGTyOCMgLFgfU2uVqTloMuS3ryjNk1uJpOpzOGRBAIDVMFDFgNWBWDWm0QDei2WxBKUe9nMaWHFqoKf9JYVQik0NBVEM4mpSNEgEJjJNKKLlxipRhfn3sx6/LPM7fSTyRQJDxFVh9HVI9LgpC4zhdRAmHPegJCYAidGidHPChOjaVJmRy9GhIBVPQoZRlBztiaHN3ECjwE0Esr9xqXsMrcyhXlx9lwSi3lqM78XT7RQsCu9Raq6uZp7fFYfjhLQSQ4KlvZu9agpmaEtoEKi/eVyIgUERx0fJ4+M0VgCFZvLVOTS5GPVUhH0ujJFu7dXGTHaA3LFszBvjikESj+sp4z0z1EI4Dn8cjQfI4GL2XhKVexuucdtFj7eGL1Upz0KHOfrxDPWKREjrj0KWg6n+1aRm9NlDcnD+MrwX/lFrM+O84rhvu4pbmTLak6Tr0rSTyXJ2pLyo5Gx+nn0n1gN9rotAtq0auOkm85mcU7x+g3UuQnDhKp9xje9lHKQzcBYNe8C83oY8mr/w2Ak58EU9oMRQSG75MsZBG6Rq1ZARXQbbeQW3MtN0RWM0Et7xu4h5cM3IsuPaSSs9IYpYIiSb80FbkmoLo/aGSJo4SOZVvUBDkIPKQKE7aULvhnas49ni7lfyL/nyUw/MhHPkJbWxvbtm2b9XkQBLz0pS+lsbGRJ554grGxMa677jqUUnzta197gbu9eJJzMlT0PxCVMiUzGMaCiSmu1xENIEALxl7wykk5dvlzgP4X0v+CaciMmvHbgZCFzA/N1B4wLJjNIigzlHM2qhaaYv0Ma9N5e+Z2jYZKTyVg7fYMg0pHk+GE9YFBTdAmFRqhuTelcgxpOkePy/wtwZ9+59FZLGwz27SEqIIA8wLyU/fxq2lCZluv9sbnsqDYjRGMz4woxpE6lghOSIY4Kb4SFP3ZDSqApOEgBAxrgDbzPTzQphcrpUyEUMAkr4sP3lD1LaA08x31GSyWcgwB5CexHu7grDroQLvvz3I3Dul61YKlIZVG0TeRldB0Pst7FwBOAVDYukVEqz5TOxY4VAWuDuUYicQ4z7uLPmcJVirE0KRkN1G3ntRIH0f0YTRNI5/PM1E4BCnwxztwkuN4ZgkrNg5GXbVNymjG7EiRaE0NvT09dO/fR4vtoTc+Sp8GmTke9f05mvMuKBgnQSS+m3FZZK/+I74dfyXneE9iqueI6uHJPKp7xE2P6OIiEKVu1KONAmPVfjRxcESCBqs0S/EpiSyQINAN9uzZQ2bTd3lJcSdPJH4DhUkWdokuhhBSEtce5V38GoXLMOF4PmgkubCKx9KR1BvjYaBfTOdwMol0FZ3jFfosHVQBAo6ZBwbIDK4FheqyXZJjxJQK1wVtamIeJy2Bjz1jQchoGtnj0uYYuFKjHBikdDcc+344Hotk+PDR703NBwn0GQbT6nD4O2QJ905YCwVkBGSME4DQpkQL6+ALJtPdTIrluTT5oWK00txDB/08EVsLZfCKASOGga5L5gZBqPSEPiQG2w1qu6MYZY95xgF67HB98kyBLiT1ZAiAPTU2g0pDL0uKZYeSOQIeFLw85HtY3AIFq429JUWLK6gzFWvqB2gwSqCgYApOruvj0GCG3OhRSp5kApsgFq5bTV4ZUxU4YpjEquvCtT37+MxEAwcXCFImXD26g/OGQovM2QM9ZMYdGr0iJWII3wNsDnf3YJrTfSd0wT3WVRSH23jD0MfJ6zGeWp9AtyXjR3tgKDwc6gTUpcPcdqYrqQ3GGdR1DC/si6Tth0Eo1Q6Ne8OoLV/j/8VCT8Xi0nQ+w2NHThEozmKWnf7bk2VcqRP3c2GSlhkXD4wc4fQXGAl/afk/pfjcfffd3Hffffz617/m7rvvnvXdfffdx65du+jp6aGtLeRm+eIXv8j111/Ppz/96f/VvCAAH4vVsaf2f7cOf0lZMBLwhtgw9f27KFVDzk0z1CZETvCq2k76TpAO58xSmW8NhQrBL5NxPtlQf3yhv5h4UNf6Ij7vxZH6osYrdsapcQR3Ly6zu/kP4yX+2zIIEVHgH8f/kZdODIOAeeUe7krDhaU13CKeoFi1fOWrGKR8ZT4bKoM8IqP8YzCEa02moaiAiBJYcXQ33ADGe3u441N/zweaNrN3scNPShHuz5m8Ku1yThuMtU2D6R/OG9yeSQEZ8L/Pa1rbufLJFmwF183fTK1VIRn1GGgOLRJdgyVOnrODp2VryBdu+FREklpr2sUEsLA/dM1I0+LWW2/lKisE3K8qP08WHw2DWvNLxPVHAGgBykLw0o5WRqrKi175IaahT+FMf1R5M+bgczx+VobHJ2PZW45Bl/+ZJBUo3pwL1aJhHX6eZIqF+I+Vfxod47RBg6dG5/CbpSV2tvwFx9QLyMl706w+WEPccLiibR8vdR/jy8FcflCSqLKAWJSkKfiELOIOxZCeRmpOkS1t9fzM9em3dG40KiG3fBXX5qPzxnQ7O2uByTNE54nzdoURa90wFKXZkPwikgUfbous4F9bcrw6U2T1yfdhxu7i9p8vYEUt6FYGgJsG5vG9lS7BCZADz49Vt2Eryuc7Z0IFXLaekuHLewc5ubafm4+sZUhVMAxtCq6sbJN5P3+eifPCtTYZlNCMcBxp0T7CXvd5yXXzmHj6e4wBZlnxtdjr+HbzU1NPSlYEbzxs8LboQb5cW8vNNZMQ6+qT6k+cxPV/Ih/OZv6q+PwhGRoa4u1vfzu33XYbsWPDT4CnnnqKlStXTik9AJdddhmO47B582YuuOCCE97XcRwcZzr+OpfLnbDc/1SKOhyTzmaWnCiflKi6o7QZFIJ/2nJ1bKacaeeQFNP3Prbcsf9LwvBoTU275hSKSfiP1OCgo/MFT+OsZof2vlDx0Y3QDL7fN+iLh8+LBNNvUtFhQyzKz5wO5hclX2+vYikmsyuI6SCl2SSK0zWdznoUfqoLhaYUSurV78Jw2pmn1WPvZKjwIBIoMeMEO/u6me0y0310rBzb3jOfM7nmnagOYV9Pt60SzMj9deLxIIU6rhJSwFhc8v31ecxA4JoKVNVo9GeUsK0lniaoKMG3m03MdBtN2xXCF+xteIya4Sin1NXziN4LmsCLBYDA6yvxTLOJJwTPepLO7GTkniJtFsmm69BHSlPh/2dENjPekWFjLMUDI+GSddu4xRzHoD3poQvJUKC4IxMqQRGhcANBJumxeekEp+2qp69cEyo+cYegit04crieutpBViSHeZZabBwm1GzFR01lrQqr4/keHX4/u7JNLEqO0m08R62/HlsLQ9ZdTAbqTB4fbWLEkAilwq1HCHbZec73oRLojJt1FIMEG6wJQGAGYecZUy7r41t8cnwqFL7BrIGmyxNfJTXI6YJHA5saV+dwykUJHyGr4+kE1yhCKgS9uk64msZtej0DfR2gJPvrwzXS9AWi+lAp1NR4nTkf/7vr1rH1kTrsnZNj7aEERd/mV90r0RJFfnLGBEoIbKHwFORN2F3RWVvw0fp1gjlQaSizLRMqM4OBxjxD4lfHgINkV1XXiAiFCgSyGswxs/6GUBhCIoGirjHka7iWRHqwUUTxRZ49UYPTG0Mlv6VjnHUNR3mOGh4YM7lzlcsMZAKahKiSIY2DAF8PR5kKQksUQBGNTMInqM+hKeiMZZmrbeeguWjKTowGmlKszW2daqvJKHYt0YsQOkr5jEzswY6FufwO52y+21ilY1YGmvTJRxTfXOrxS7eTUTusaMxXaNUOliocf5Lptpnun+m9YKZoTF8/eQ8lBaI6oyruCVgnXyT5P6H4KKW4/vrreec738n69es5cuTIcWUGBwdpbm6e9VltbS2WZTE4OHhc+Un57Gc/y7/+67/+uat8nDREPXr+aFfXtHQMRTl7ez2mr7F5SRj5sW5fLboUOA1tuI1tiFyGJ2IlbEfnrJ4BLOUzErPZurybs5+vJ+aE3RxYESpdaXa2b2BXVEeXcNLuWpYeTVBnlbmyfQ9NkSKVwOD+gYXsyzcynHZ4Yu0IuVhAyg94ya4kh0SEzSvGCGYQhgkUJSl4bOU4rxlIYEiBbkh8YGOVgGd+X5xztk9zjDy5aoz9nQV+nI7TVYkxbo0RqWg0Zm16mmefuv/YpTOoqknzB2KsPpTiqRXjDNX//gkmFazdX8OqAzWUIwGblkzgmZLephNkLv8fyO/Re0HB4sP1+LmVjC14kmzyxCfq+rzBmc81cqi9wM75+ROWAVAauFp10REQnNgL8j8Sf1KVU4puV+fhGpd1XUn6nmzBGnoqZDcah8Z0M+UmC7+6oJ7nPsBnRHhA2awbNHY/Po0TUZuxx/qnlJ4VbTrL64d4YG4tN49aKASmVHia4PP+PP6mr413997Cte0tBJZgVcTnrQ0u7Cjxt+kGdncV6ByO4VQboNHIT3Lr8fDgQroLdZw7PyRsS6gCDolZio9jKYxAYASgl3MYRgOPHZ7DoUI9exMNtHRtotZfjy5Cd/A9tcuIr+xnx96QbOW0SoX2CZNftxkcsnUowqPD84i3TbBl8UR1vEKsbHDe1kbq8r8fj9iVGuH7JxfpNgXNYzaOJckkvT/Yv883zJ4DSjuxojQpEoGHoDFjMZJ2GUgq5i26mlbZyHfMf0IowTzxDpb29vNs204GzYO/vwJ/BilGJf/xxjdx7ub9rNn1LPcsK+Kaknpf8rGuCndNGDxYtNhS0rlGjlFnezxJHdvU9DY35gvm2aGrC+BZM4rSoFaX/HNbhd23zMfLmJzZeJRT6nv54uBL6D95EX938Hu0xQr4UnD6gg4cBBldJ+brU9kFXa1KsAOcvKwXr6hxoKJxR8mcWr5OLlfYHrHxNUHcl3xuZIz1FYdHT60niMxe4747YrGjYvBwl80pRwrUWmXS+gTrzIN8m1ORaGhaiJdJywzALOXKjI1haXU4ATzz0+9y4RV5fBXhh76FNAJaR2xsT+dIW/WkKWDUFkQcjbO3N9AxEuVYUZqGsmzOT+3ilPpeHo9G+MfGesZPwL80uRbPEg3O6Tb5rHuU3asu+2O6/S8i/6uKz7/8y7/8QaVj48aNbNiwgVwux0c/+tHfW/ZEzK6TWaZfSD760Y9y4403Tv2fy+Xo7Pzjcqn8saKUoqlQz5mMzLJcKM2ohsqGZaSCsquR1CvETYeHYzF6m8vccV4fcxyFWcVcbG/O4qMz7GVA24OVqlBvFpFK8EhLBKWmoc1PrB4lqvtouiJmSg7akoKuoytFoAmeWTFOX9cEaSF4gAZQdSAUWnsJJ+hnX9xDCtCVYsLQuXl1iRCFIlhdcWj3fQ6ZJnvtcMF2dChGPGpKFrohcRRsUToIODfj0Z4qMGm/OWc0wv7OAj0tZTK14cIsDRUqPUoj4XTSMD6KFOKYvD2hGCqKEAYVXSFkiYiYgy8ydDd0c6ijyKFqBIPha3SONoWnU2Gh6XW4/hEqlslEOoqnd7N1cZaD7Q6Wa1GI+VRsF6GgYzRJPpamFE1Snx3Fch0CdLBsNA1sLcANnKo1QAcFph7aZLKRBLl4CiXCWJREuUg6Nw5CIM1IGCKtFB4lBmrz7Js/CjwCQMQ1aCo1oAwT4XvopRwDDQ5jSZ/fnTMw1QZLvHYiKrR0SAUFP8BTiqJRRGkBTQWLRL5EqSZByszjYzIiEwjPQ6+UkELgm9Epq0a8XCJWqYREgFIiNEEs5SKEolSw8aXCNANSNRWkFGxPGQxX3Tn35UyWL8iwdB/sNBaxL9bF4iN7sItHeEViJ3uIY1cCNkamN/dRXRKLKkrl8PkDo5tDBciyMf0CFyS30tca4Vf5CBOBRrvn87WhMV7TMQe8ozwl9/NUWwv7LYt0IPkbymSlzuM1CVZWHHZEbB5fP0x33qDZbORiKtMcVAgOFurx+xW1jCCEpKIlqmHvoSrmGIoqmTNGqUCkOMChQuiO7fZrSHVsI5t/kI7xcPyKRKiMTkTDzWSh61FbDvunt6r49RTTeGM9bD9pmr03m/C548wB5uc0gioWy43YTMSaiRoXoot6lGXgew+QdZ9CIwKNb+Gcfc+RH9uOk8qTtsqzLI6+0Hkq0kZBHyfiCTqzJn11FRa6LjHHQtOPMRspRUKU0JEcdJs4kC4xkq6GZRuCHWKQkh2+pyY1st5veKAjT8kooSnF6cWAHroQjkPEy2PpkojhEzGC6u1DwOugbMStKiMCMCo5BAqpmQjToEkfx1EGw17YU67pM1YbWpkMZxP3n/MmYk3P0h+rYErFJ/oL0KVzUiLgwSLsquiooiTngwgUe5zpbW7Ur7q4qhafR+10+L+Cbw7aqOVDJAyX3brP92hkf+cwTWoPH++KEyHGO7IZoho4ErK6TtrXcaoRmc6MfaaQ1DClxs7KtEKgKcVnhsfIGRofaWzgiGXytpYmTq54lHsMAhtMLZjqkZHqweJpO8LGk9I0byhjqYC45mGs20NFCOp2djFOlLgXjjc54zAaiRTJijByalFyFCeq8UDOYMAA09MYTwscs4RQ0wpT1IOIl2THggqleITTRgPimsPOBocdzWVs0yWi+ewXAd+gic3RMHSstaJIZSI40sAxQldyxK8Q112aogUcTEZ8k311ksfnulxXauUas+H/P11d733ve7nmmmt+b5muri4+9alP8fTTT2PbsyNv1q9fzxve8AZuuukmWlpaeOaZZ2Z9PzExged5x1mCZopt28fd988tSkrqdi1mnd/IU0E9jzScxYLiYdZntyIiESqtXWBN56dZq3ZyARt4i13gY411HLZMdlkwG1amIISLAdA39d0fMh9qLK1IVvadyoF4nu3N++mNS3pnGaUnJ084oS/ruJAbl/4N33v0w/zC68VQig+MZ3hzLs+YlibqT/DluXX8wogCglzKoaZkoemSA45GXgiSvuKGeDdGfAp3CMCBYprH4hHytkQocA2F1JvJNr6XEauL4bEMcmcBrTJDYVQKXUquLkXp8k0eiJTZYVZ4Rz6FJjS6D32NDScPUDJLJNRcCoeu5pKxrlmtsDt+N/dc+ApKsQR28QlSYz8kF69APLTyxNwoaybO5PmuSzjcGAIih3yfi568k5V7tkz1QPgiycmKIYBiWxdPrjmb/XMWzXrmENCaGeXCnRuJF8LNdbKl+9x+tjRswdM9WkotrB9Zjy1tFDqmkyF+aDduTYRHVuj0pvdguxqX96/n438b5orau28f991/H+VyGVM3uPCcs2l+agOFn96CUgqzPUHL93/GgYLkhps2EauMc+7o0zS4Y2gIjECyvH+UlmwRXwtzoUVSLl2njRE1qgt70SA3FqFhTgERGh/5opbmh+kU9RXJWETj7oLF59b1kc7E+M+VN/JUbpyfP/P3UFMN/S/q3DWDWdcXgnMXbeTenWeiqhnEnfpWEtJjiTqCoRf4XX0jz2YNhFJ8emSM+Z7Hp4f7+Yemenbb00rUP4+MUa7ofN6LkxUaRMBAUdYEe2pgD1GCBo9XI0MtsSrj5Ri14dTAETaGpqbcHLayEARVhUIQHApxSs0LszScMQSxgCHvFpY/BUK30RLh/BvRwt1krhfQFPiAwSHLxEEn79k8Uzs0hfe4JGOyxzXpaSpxoHYGkB0XyJOxmsk3vBOkS33fVjQgU38DI7H17Gk7lev7buXGQz9i43Are7UFXF6/g1w8zvuXfYw+O059/wfxDLiwoPHWQh+xqjVtl1rAbeJS/Iks1nAfAlhf18tFjQcZrpT56s5VPH7SCOOJsF8OR3rojoQJMQM9YEgPwc/1vuALw0MUyqt5RJzC6SP3cV79QWwt4JgsEkgFz0mDN7ofJaiuWU2VIS4YfZxVdg+XtO4iqnsEms5AOcn9vQsYFVFuuSRUfKKFDXy893n+M9UPaLx/IsdZQYEtpSQdEWjUA0YCnY3K5qVBGaMUcKQiMJTCB8Z8rVp/gRTwvB1ugXmpsVcCacXsPB/DjMLU+hxoNcSFIoMgo2s0BwZelaxypuKTTxlYnmTPDMXnnImAukCjJfD5Se8w/16f5rc1cTZHZ1j51PEHvMOOxmiDQWNHGa0X+rU4324OXXfv2u9AOUq65EEkdG1Orq92tDS10C5NjdAX0Xg2E75vazFFdzpDbWDwyudsDhHjqbWjlE1F2Qz3lcG6HA35MAjit8nJOatxbNogf+w0+vvPY+HIMywsH57CjwWkOFKzkHXLVjHnx9+htpzjmWUa375ccDCm2JtOH/euL5b8ryo+DQ0NNDT8fnp1gK9+9at86lOfmvq/v7+fyy67jFtuuYXTTjsNgDPOOINPf/rTDAwM0NoaAlbvu+8+bNtm3bp1f5kX+CNFQ7FsRYkrMo+yY8E7GW5bRV0pwZV77mBNYd9x5R+qO5Xzl/yYIbsBpINVeZ4V+Z1cO3gXdV64AMgZ4dgQZl43CLCPiYaYLOtiMUaahXKIwZGTuTryO2Jlj55eg232C5vXW4KAdYd/iHj8h3wCeKVlkZCSuX64GDbKDIGmcbKzhCfMI/QrnXg1+Z5mSDaXwnvnomex+Lx3HXd/w9lH7VBIo6hEqApMNP0dHW4jE0KRr0/DuenjrlucC7h8R4VFeYnbEWP7YpvPm5MLz78gZAnDOchIZBnMNXhkxOcTOyqkPMU3Ftvc2vVGALoKASP2WYy1Lcd09gAKJUxGI6s4qoWmXl0qFuYle2sM7j3v5dx73stfsL2OFb27QMtQH3OCXjauO5ePDX6L1/j3HVduJ0v57dDFuLUGxUIrd5ea+LC4hWvNh9BtBcvACXROPfRy7hEXMDe3jdc0PkD0S2HUxdrqTwgaAB77cnjj10w+oQ++dzKnANvCdF9T7M9TsurE7zBs1uFqJh0M0Vhl+d0ZX8CCUg9rq/i4iBb6TnZXdJ5pjPHanm0cefJiBsx60okKPbEqU7GfYLs9nTHckpIdEZNGu8hwyUY1duE2NFA5sJ05TRl2N0e5OR+eKq/NF/l15zt5RetVeJqJWdnD+onHuWjfQ3QPtnNrtJ7Hm8cggEZDkg80KkpgCsWyjMH2moBx/fiNJe9OE57YWmiFOdRa5NllGdbur2P7gnE6h2P888QoTZECTyWaSZw5jQVUpks5ohERCYza0KE5pGkQKD68/Iv49gIaem6grMGCM3/GurkHOMx/AXBy4PCFiR4EimcGbEarLoMxM81Nzecx4j5JsriJG/uzHLYe5e5YBdOL8cGdE7yncgWWmj7oXNaU5zKq60kJNmx+8wn7c2ekgUVOhuUcZDnfhFrCnxnSFCnxL+2HONz3Ga5Z9DlczWNfdAu5qhKUcBMsyyzDLBZ4T2Uzm/pWUvJ1rmm5mSWNoy8YEakJOFk/xK7o26c/jB7/fJAsiI6zYFGIZnnCa6PPNBAU+WbUwdE0XHs5v+26jNfs+Bhrt2T5m5YmGrWAUVPjo9Ez+fzYS7l3+4d4NsgAsN80+Yeuae6YnGZwsAoXtYXiwsEYhYFp/GjaLLOmdpC44bLVqeMXnRo7LJuWquKY1TQ8pVGughLdGe8c6IJDNRYDw9oU8K/rQCP/Obpgqkwd8JK0Qz5WTW8qTBbVjLE8Flp0v5us42A0DPI/4OgsTSgul5/nDfqPocpoPxJXJLJgy3AcPJFexXdHxxgPBO+vLYMQ1JhlOmJZ9lv1U2S0w4lwnL9x76WUhvcyV/ksODCPubXPsY0l7LFtdqUOTyk8QsEZ2TqWFIrMMwYxtXCcN5YEsSefwOh+cuq9hpprqD2zQrOV4cfjKQaeuZ380jlc1PpGrjQVFw98nrtreujYvgcuPPE4+UvL/wmMz5w5c2b9P5mLZcGCBXR0hOGvl156KcuXL+dNb3oTn//85xkfH+fDH/4wb3/72//XI7qUVLS6I0SUy6cPfJWrhh9mTWEvUXm8kgJw4cSzPLTprXx23g2MWrWcldnK2/t+fcKyz7GCbHkOGikEijoymCpHSY3hxCKcJ3ZihJA8pMow4LVzUeKJqes7fZ9O3z/hvU8kK9zj66wjeenwk6yb0PlgYwOllE7dMAS6YnspXMizteef8H6+vRgnuh6zsh1NubjRU3j5YC0f2lMkYwk+sdJia/3xitm+lM6bT4uyeKLIrobjue+VFsOLTu/kTzYaXHNWjKaKYl8qrNNrul0+sNdhzBZ8YmWC7XVnHnefzkLAZ56vsDgnuWmeyXcWWHgn2DyPlXpH8rEdFbTu/Yj8dgSCd2fv5ZLI8UoPwIrSHuZpR7hj9DKckQEuM4Y5P7EBfQY40NYDLqi9lQ7ZztyaQSzxe1FDfxa5t/5MPrT4I7iawb/t+xJXjD7Bf3Zewxe7rmNR8Shf3v0xAAZMxZpME9tqR7ivbLGuK05t1iPuZIkWfPKJcGcbduIU9GlskgE8aDdwmVYGbBxNhpYz36U9luUdqQaKnqBVatzW+Z8cTdZjuIfAXoAXWcpTrUvpOLqSFWIb31n5NAiYG6vn3bU9lKTgmyM2w76GCEwgIDdpglDg6ZLBugpCk5hljYW2pEkeoqxMepoqlCMBWxaP4diSPXPzxI0xEroktS6LRJAZa8ZWGaINDvmEQTnvYRiCioRcFcQfmO0I5RHo9RjBMJo/yPbaCRJZMJTiP3pHpg4wp1dmWmtLvDHzcy7rWMCQ6VBb2Ma2VIhFumx8De8oPIml/2ngUEfAf6Vr+NKiT7LYN/n6nk+zpHTkBcsbYoRm7T7Oy63j/vTTjFXdXkIp1pWXk7fWkZzYzzfVHJbMK3Kddie1M6zQf05Z7Tj0mQYNvs+oDVLEEDVv4GvP3UhclvlUfS3bIqFVptn3GY7v5c0lycEajVE7PMB0eR4RZ3rObDUSU/n/FtkBnUfT7IsswzMsYkYK9DjbygH1zjjzhgvYbY+Q1zUuLRfp9AVpN0CodkpaaPFxj9H2dlZJaRFQV2oilz6DRJ1LRrQgVUDWHUVNWfcgXcii77KY35pjeXqEgjL5dDREXu+paFwU0bmw9Az7Z6yHI3GfBGCqsG9+HrOm3Gt9SqFZAZfX78OzBTlRBScrqBgeySDNefpLmGhczPbxR/CPDFFbbuQiY5xzPY0DMZubu3wUGq8/3MSl/gDz4kc5llRbnlHkqXWnkz1SwoxKzujYT0ILx+bf1d/BozXLyUcuYlB7nLnuz4mqLO/I2DwYPUGi1hdJ/k8oPn+M6LrOnXfeybvf/W7OOuusWQSG/9uigoDtT2iYCy/kpMTjnJ57HoBRfwU7iy+nJb56qqzJKC3aF6n3D/OF/V+cdZ+nCvP5x9U30tcyl7/p/SUf6P4Ja9kJ0RNkEZ8h99SfRUWzecXIQ7RbvQRofKHrer7f9spZYLg/Vgzf5+xn7qe/ZQ77FqzgtIEtfGPfv9NCga8MjfKvyRC4usVOUpESS7dpG9a59PEvstxcTFdiBWm7kaHKUbrzu+lofik3zt9CIOCGDQaRoX/jLkCqgIt3+5xj2rPCb13T5sGzr+TAvGXsakiiBT7nPXPflAtqpggExWQ9d1zwCoYaWshYEK2UeOmjv2PR0X1Tz7lsl8/5lg3o1EfaOKX+MqJGgoQPeXeMB4Z/S+LwCO99VMfXf/+0MYTFKckzWJxcix+Zw9bSAQ7lt7Ha2QMR2JVv5q7RZVPltYjO2fP7ObW8m9fK22edfm9vOJ9/Wvg+yrrNq4fu558OfpNFWphT5KHaU/n7xTeSNRLHVoE5w0O0Z4s8tWj+1Gcrd29mPN1Af+tcAEzP5aTnn2bnkpMoxkN3XTo7wSWP3UaqUgLXwz8ouPaZr4MQ7EJnN+egDgzwbj5HU6STJ9a/hRb/JgYNgyvcPNuALSWd7a0xajvCDX31zhz5mAEonvV9MGGp47LHtigLwZN2ijnaHKJkEUGYqLfJKvLr9hjbPRMdxdGWj1PQXBoGPoEI+llU7mKZ+Bu+t7iT3607lUMN9+MaAZ69GK/ucmzxOWxNscKWDPsaBaMaKTMZYKAEzy4bZ/+c6uI7GmF9zOeDziMMi9oqISg4tpwcSNyUSvHSzgCpC3awit95V/P2ia8QbXAoJAwqIZkJQ16oGEccne1PvY73NKfYXXWpvO3IV/l1MoIC3pDLUyslh8Q5/O7INJBUQ3JezR5Wp3t5SXGUH6RT/LDmdobjofXjsuJ5WFqId+yvfBSfNZQNyLsTDFaOsCC5BhONaAC9xf3sS/bxzYV34AiBRoTfPdlKd2EXt04swRRdLEqexOKaU9CExoil8bnlEdqDzXxr979iabdzXu5j3J+eJp58/0SWG7K/4p3LlnHL6utYWjjIl7e8k4hyORRt531LPsb++NzfO0d+n1ywdSOX7jnM4paL+U1Xgpu7TF51+B+BCbo8n5ymo6Kv4jd3fIj2xhF+bbdwS2paGajzYSiiKHdu4Y1NLVOfm0oxz3VxJVgabLanD0yLI5LvXvJ3DNWcmE3435/7CivdCpujEdbkKlxdqI6b1B4WyTYOYByn+Mx0c/W0Xc4b8z9icamb77ddzSfnv4vKCUhTb77zHSxPhPQel1fyfE6lCIRgR1mnnNA4093Kvfa08jYe95kHaATstEyeEdO5+wY9jTd0PUtHkGPUtMhUfatSM9GUx1D6NK45VXDpfU/RFmR447x91NsT0/0AvK0acKnZh8AOw/8/N+8Gftx6Faby+ejh7/CGwTs5y36amfknNiWWsS21lLf1/4bzjF3g75r6bld8Pu9c9s+8sm+E/y148/9Jxaerq4sTEU7PmTOHO+644wRX/C+LZRGYJhsOlzkYO4kzWgfoKaTZOJIEHmVO4jEWp7McKiyhEtRi6ZezJLWJRrsbEFSCgGfHGjlUqOe1gw9SXJEgkShxY8eHeGX+QWLKQShF1KkQl2XilKcUhV6jkUJgUTajPFmzljmVAXYmFtBeGeIzO78QYkzE9Cn42EDrYbOOm+sup6iHC7NjRRhLN/Lb814LQGt5iOt2/JwHRufyyjk7aQ4CtDpJOik5YNrglKkRCT7w+JepMctsHR9jZGwjHckVCKGRBH5u/5hASDrGbC72H8NqDKbcXgAl32TzeAclLYYRuJwZP8irtm1krLuJfLyG5tF+YpUi1Al0YSKEwJcuqhpO2WiX+NDW31KyI+T1OJUJiel50KBQQqCEIGaksPQoWXcEJZ9DK9+DoccoK4kKSpxSF7aTIgxFnWKE8w00oSOVC0KiJuM6xVbyFR1X6YxXGkiZgiWpEB+ypdBBSzTL6sQwuvDDPDojsD/VRo0eRhRJoXFzy0v5fNdbaZoYJhlkudc8hQNdLbxj9FY2x5ZRFhYf3futWUNNITjsdVGb6WLAyLEgs5/50UMcGk1j942F77s4TVMkT9/hKDUjGZbufI7HTrsU03c5+9kHsfzw9KhEiI0AsM00mmYBAqWg4g6R9w4xUTiLhXHBoAFlc5C1xUaei3v8cCRCuxGQtiT6ogSBpVAKntTC93tzNsc/NdbjC4FmZRiwFzO/qvj0JWtYVTvBv8dCS21XahHPeUeon/gZqsorsj96hMPBv9LSt56SWaTb2o8SNpXEW3jF1l08dNIlDIlmFvm3AwE5K9wsCnoVAwFkqpFz0YpGOSIZ8wW9MZu7I5cjs89OtakWhOHUtyfjrImXiUqLb2vvwdAdyqMRIEs+bhAkwvE6WAXQ1pV0vmbWsNue3gD36gWUdDGV4oZMjjI2ufF+om49wzJVDZ4X3F5Zzphnc4XVzQ/SKfqS4YaWLkbJDN2L0ZLFkxq3Hn6SGvsogfLJOoMopRga3kFNtI1AejjCJ19yKC3UCTTFwtEEW47ezJg3NIXUOFDZxJ7sXmw7iWYVuXBIsu3M0xg10zR4GZYkfzlV/ybf54Zs6Ob7t31foter40s9XyaiXJ6Kr+IjHTdScCN0lnu4Zuw+NiZWsDmxfNYYTfgFrh27hz2RBTwTWw+agRIKzXc4fc/zLBroYVgXDE78loZshTceWsaTy14O/JCDlsl3hgLy3h3ctNRDUse90QggaZIBw5qOFDZWINiXCOdiVEpspcjoOhWhMe4HtFiwMzrdLwtsRcIv8Y6D32Rr/Dy2GY34fggWb44UuDZ3O6Naks3RCBtiEeZ5Hgu9gIQMSAoPMKhUMUsVZWPhsKc8ff9XDI9PkQC+tf83nDv6LNujIQZwY2w5P+u6mpXlfZyfCEPOpYK0lJxZrvB4LEom0OgxDZqNHK4VPg9gLB6Oa0cTvKttPlKU0VEECAZ9QbomB+OwxW0h41cB+CqcQ0pfy0AqxU+ufgeff+5z1BcnKAqbI3qoLAohqJV5IlVrUlm3eS61hM5yPxf1PsWzidV8ue7NbDcW8fLcI0SUQ7MzyrBVx57EPFJumScTa1lYOYpRzQw/aqTZp7fzgQM/REtO5wJ8seX/pOLzf000TaNYk0QUcvR4Bj3dXeEXuuKUul7OajqKLhQLk7t4YHAhe3JNHMhHgMVT97A8n1P7+1i5aDO1TgkcKFsaj82Zxz/Kj3CkfQEfPfxd3t3781nPbvImOLk8G0fU6RyTJPAPyGtGH+TXXEE/LShge/sCnpm/gkvGN/C13Z8hFSsiZwTCBabP2zqe5J3VrIbJQOPK1t3oumJZcpg7+pdxuBBavRxDsrGlF4DXjpU5ueEE2diBZQ0T3CPO40y1i04xGdU0FNKGRqs/f0DqVDFkgE6e6Nsq5cFfgENuWaqbUs5CE4oDzCHRWs9LeAiLY1yMM3GtwAe7f8KcsSF2FpcyE9i+hZO5On8vizjygs/cYqxktVzEOudONNdFGhZbO1+C0g6y3rkbHPDTTQxF388Tw4eJPnY7ADsTy+hJdXHR6COYbhlN6JxUdzELkmumoiOVUtzW/VVcWSEzuJGJVatB7WS7bfHOXC/vjDdz1Bcc9Q2oQIupWG0FZEuSUR0sqbioVObbns8RKwSR9td4zB8BEfgMRyx+ucylgs4cM+Cga5Ks/BgFnHxActrWRv7riih+oheCJ5k8ACvtKq6/9af0mlHuXvE6+iNNfF7eD+SZqCo+niZwFUQUVKywsVd2x9i4uICjBF+Yfx27jRUs3rkDqoHvUocljste2+KxvIllX8FYrBHREJDJ19DJEIWETrQiAY3BqsUnGghuaw43v7ogYFzXeb4a0faaXJiapa9isrb2IEtSR7lvYBEH8tOYx8O5NOc3HqTL9abaaW6/RYpw7vSVUjgohp2e8IJqXEJG5ciUZvORtY1E6Gkp0zigGPOGEGisrbuAqJHg2dG7wc0TuHkCIGVW+NaBTxFRoWI4r7iLRHIuBUPyvolpV1ZNUORXe/+OiO5T8k2e2xrjFZu+z9z4BFe07SVueNww8hs2jnXw5MhcJBpt0RwvadtDjRVuwtsmWnhkaD6+mlYSSsyW2OjTXHhE8dPLYELXicoBbmwTjBmTE1lS62jcaOX4B1IctgL+X/ZKPpMMx/Qy5XF2ucJXEzVkdY18CVos2F+NsosKxZIxeODg24lKB1/9gseGutg60UYx3cyHW3+HScCaKp5tk21zT1ucb4yWODc/Sq9dtaSIUGHZI5ZT62yjXDWnt2YS/Mvw98CE/mwtNfECC+ljoRtabl+ZfYRLc8/SFQygo+iuTZEMStTmfK4oFnm8mjj3ed/ktYkivTMwmaPxAIXiO3NWMyGOYogIL63JcXvGYtDTKNs6B/NJ9iyaQzY4UB0mikTJ4DUP3c7d55vU13q8rvgQAO9f9nHubDyPtsow39jzKZZnj0w9q1bmaRsLD2/X8Ts2j7fx+PA8AqWxvS7JSzoGaPdGaHdHOKmwlxNJfZBjiRMqgI/2/U/Ynf5n8lfF50WS1zWeit447wTfKIYcmKTLOqkeTqqfPSAEFSLGL4iu7sVWHhnvespyJQ3yP7jkwCFOl/9CZc87CeQV9HMFrjBQM6IDdASo0LohhcCohrsHKAJCkjVBSIynCX0WAZ+GA0iuJJzYABwCDnWjqQ4K/Cc5EYZqtkWuB6BS5Y8pVK0Fiys+uh7+3Rwr8tYFz1VPtj6jbgftR67h+bpuXqftAHopB6fhTWlSipj+ODXaMK9VdyGpIVDHISFPKBoZhFD4solicB5hfq5p+sDwrQ3CCA5FGBEXnh5nR8dN8+H8UTJlNBNE9Oex9b1YtWG0WNq9llPlckZ5AwEaAQZ6Vanxq1qPQKAJhaFczqrAWcc9WAFn0g9IIrMqFnrxHSYN/IO8gsmx1QpE9WdRxm4kCQxtmLbIP/GqOWmkqkYuiZ0IwE3MJ++/gYi2mbj+JXwtCJ8bhrLxtgUugQpA38xvsvPYmYLtts3/cxp490AFYY2xI2IzYBjsycHqGIxUoT1LXRdHpGj3pxWf0VToOhCBT1HfxpGojoViOLDA240pdd48/DIu986GlRqn9Qg21Gxm3JgAAfV+Ha+YkLR0bEQIj08+/SDD+nI2rUxj+TlcTUyF7ZakICoVTtVql3ZrgAKOBFnFb43VGKFlrwpMrfNbwR7jobyBLDxJw+jDFNKv49HOi1ml9uHYOsWUjkEQuroUlFIRlOZwXnYl142dydvmfTsk5VSKN+dyjEct4t4pDDhvQCmTUxrglIbpvlQopPogVxRLfNMKsR7v1a5nTePNANTZl3LtvCtfYPjNtoi/NgNuRmAbCjFvqhsRwNz4dSgEnrSR6FhamfFygCG6abT+GduTvHU0z02NES4vhmrJ/ugc5pf6iVSBvSX5Hl4+5+SpGmR9yPrhuOtIwOsSVOe8oiihUAmf3RiF13SJE9T4WHF4ovQVDidyvLuxjTFD0epGuWjiHEyhOC+3irnyMPXzf8WYofNYx6/JFmxSQcBLmn1O2pHgq4kQkDxUhuYonFcq8dtkgvMKJU4bDlNLSASGkFzYcojzmw8BNhougUrTmP8YNH+dcd3kfQPXgv7Nat1Cpc2SJr6Cgkoykwd37WBAynZQSqAi/07GF/jqPiLaFnRxFF14XFDcBITcN+kJn0kn3AXFMna9xNE0tpZ03towwVA1AbGmFK4hKEUCnk7VgAQ7vpwF9gYgdHXtDerZNryAwmX1ZArTXEvrRmu4ofVV3LDXoMn6BLomKQZn8a9bu/gkRxFKATfSj8DVIlMEqoYClI8mPFpj8Nqu6X4lD70IPKVXr6+KAEOYzCK/VQHjqb8899MLyV8VnxdBXC/AEHECVfffvkfRfz8mOlm5Bk+eC8CA+3mazH+n7N+Ar6Z96saJiV8B0Gd8pzM77dakzLxczjSBHHNfOeNzCSilIYQEGQ6rQrXE2bkq+E/OQ6oEEf35qUc2WH1c5JzDRUOCiH0tADn/9XhqOvohH7yOtPlN4vrD6GRO8HIvLKXgPCa8d6N4ARp6QGOMOvMLWNohJrz3UK62759D8kFAUv8VKeNmHLmSijybyQafVLsmxZx5oZpl/PmjRQGK4zE/k1IMrqAcnEmATtb8Biv1xzEYnzUGHLmSjPcRFDEKwSLApEb8IPSITpabqrjLa8d38aVkJ2OGTl7fT9PYOTzeVebReIhhSOYqBM0wWgSsEGQauJfQ4T84Xa9YATARQQBGeFqsMxSDfkCrF+cTPR9gnjOdxysBXJ09Y8abubTY78bQpjEOrfJJOgevorX2CEddHUsoHARFCSmpcI3QClTnNwJ9OEoQr0ZFKkKX3KpsI8+nR3g6Nk6TLhkONFAlBBDP/ooDbf+EWVR4CYGRDO/X5+m0ePUMWGNEgwjvGbyOpIxzSmEFzyZ3cna5QrsfsCPaSKN8JYFq4YWkItdyVeExflhTy5LyIjrchdh22D5leTqSP25NEQqmCTOm/1Az/p9ORm4jAVfVk/Gvodb8KW8rj7Fq2CaiFBlNp6PQTE6+hFrzvyj4l1GRF/9R9VAv8PcfI2uc9RxOPMSoFV757sG3sr64Yup7T8Q5tfIT7k7Eub8QWkXOLrjU16XpLDSwzDnKbttir28wb9yh1wxn3OmlaaLSSaC5UtX0ZzgopTHu/S11cjlNXh3D5jjtbiOmFSo8tX4dkMPVPAoSYoHLzpI2ZaS92i2ADRW5DqXCiON88GbywRupNb5G3Lh/6vk6itQMm1dCKS4tlvldMs5BV+PeVKgSNfk+Cak4ZJmM1khGRcj6E4l00lzFsxWkoN806U+302X0cySYnuSvkSuQtGOKvRjaEFLFyXjvAxKzxgSAcexCJI5fm2aWN2euEy9QRhNQ1v5wRPdfSv6q+LwIYpk6j8QGaQ4yKMJoDkF4+qyQICAaWqllgMIlpuUwdR/PKOJHR2gZuowa1ULGfx8Quhp8XEyRZNSrhoIrDxcPW8Q4qjt8Oz5GsaSzyE/xHqIcteBbc3SW9e8jOT7BYGMPccuYwvfkrBoO1bQhJnq4KNtMnYwRmFECE3RvkFrp0+pa+KLqHwYe0AXPB2m8+H5Ktc9yW3+YTtWU4YJQrIa1ry+Gm0lRzec7iTivyV5PTBk0WB9CFz6G6CMvDqOJAkrBj9P34GLgKq164FY0BTWc7NxAwqnBJ0Vganiai6uVMfARQFIayCCOpwwC4ZM3AvLUg1F1n+kQURa1XhyTMYb0Ybakt/F8YgdSBMT9BvLmj2gt30tXpZGy7jFih0kIl2fbqA9scoZLpGRhuzauWyFayIARKn3YNomSwjEVGxaPkhBp1uWXkgja0NX7kUpHGU8iRAttXhdGdfpllYctdCIz3Flb8bgdj/ODMp1aBl/3KJsTbIp0UxIVekSS9d485lVa0P16lmESQzCmF0gHUXQkggqKJD4+Bgb7zO3M85ZhUkO3OcCAfglH5QUITQMhSEibdJAg7XegYZDRR0gHjRSCV7HNXE3WKCBQaCrAqpjU5ANqLY96O8885zEORMb4ZEMdlcZdbI3MjrSztxY4aqXAgmSgo6tmOr1pV58fyQH1iMDHt8Lj8qCvATqf7L2EDqeDw/IIv9QzvNG8m5u8l7FXzWVFbIgud5RXez/C0AaRSufusXO5sP4IUXGY+YMlOhrhqAtaNQdKSQomqm0tJESq+56joK5q6RNVnu3VXj1NmXk8mH6WiBCci8djVRVVUw5CPkU0L/ESk2NeJxtAfRC6JxZVmkjGH4L8Vbwscxq7Ytv5YjU33ZBqIa3mofD5SupHBLZGwvexqu2iNMFKleGVXsAPerP8zIxyZ80XeYdTpILBd2oeRPIQgdRxdAtQVKLdKKGolxEWunFKlo2mFNFyFmknkJqBTwyPcZRwOCSKVAS8uljgtBkKwEHjAnzvleBdgyWGiBsPTkedBXMZ8z4OGAwGC+i0vkOT9T42soZHNZf+eA1DIo4uJVJonOs0saiary3hNVPvz0MJRVLGcSniab3UyDh5rcxDscfJ25kw1YeKkyCFwufqXIKl5a6p+p2eX8X5zpPErP+ir5Rib24xS1sWcmrZ5+4EuNWdd3XBwBpYjWKci4sldtsWB0WEI2WX7VX+tjXF+Ux4p3GoOB8rVotfzGLpigY7jkKhlE5AF/tFgZZKjGFznD3Rw1zsxoBxLDUNUp4o1JE0yuyvkoom3SjrE6ErPx9cRp357xiih928inr3fCb8D7CncCET8QjZ2iQJL0l0IkNcjjDPHiGu38c/ju3hgFnD7ojP1yMh7m2+55GsKj57uiy0YACFRsxuom50La+faOOntY8wEfORmkYjw4z709pIpxvii8bNR2gGXNVZPVRmGLKK/Kolz/yDh9DyrRxp6yQS3Uc+sRtpSfoKbcjsKs6ptHJW9CCxIILtNvE4MX6c3oAwipwpDTSpkNPaNLuFR2AXsYKAGDZ1Rgx4Pf8b8lfF50WQbClDRHWwuLLwT762uzTCB/UCH/V8Fosq26kQmExPtkApPiAcSsCXkMwNbNK5Wh7F4zRNBwnPNJvMf+5XLN57J197mc5Yatq8XE5eRjF9CUtzGp8+uoC5k4z9U96eMOt2wGTKO/jnVRHubdKxtgyhTdRiChfFFgQeZpU/v6RCxadO+iBgU0Tjxy3PMRiJcOPAm/HVUnSxA1vbSpNxEwADhs5NLbOj1M7NreOagWtJyNgMWto/ovGOjfaedU0D6WA+jxi97IkILiotxx5bypGmR9mbngDC6AahYN3oejbbJpsbNuPqYTbwJdklLJ9YzpUbtpEsFBCGRPkaMqIYe0/AlZVLaOt7zZRy80KiUNwqAjbJMv8hbUzDZrMzwedtg38JLJbq9UD9lPdtnr+K7zT9mmtyS1lXnA0a3RPt5ROdX2ZFaSEf77sBUyW5vfZhtsX38U+972Cev4wvtv2Y9w++nrleK3O9F07Quim+k092fIuLs6fx3sFrWVBZdHyhqjGwFMDqYo4DkQd5Khpu+JZUXFEscnsyQVbXeMyOsicabga1fjNSxeio0igYUse3CvhaLZbKMzGDLWChfxGtlfMBODr0KH/fdQftoswKaxP/7F+PIaOk3f10RI8CsG2iic35Csb8Wi7LHSYhNrAkeyZPmvuREtChKAWq6o6NuDrCCevhKYGhKmgqQJceCohTy1tHXsaG5Ha6qdA92y6HrNzLqGdgVc+zu/1GIDdVal4lTq5lK6n8VSwsd3FBqUwUmIjp2OUwsm/C3MW97ZtO2A+P+z6v7IElwQQPdGzhmlweHNgQM7ml+fkTXrMm6vOSehfjj3DN1vqC/xy2GTTmsbQEjdrjBCpNqnQZCpjQyuB/kEDLkNI2k9U0KuUbAYOo9gjt5pcQQuLIpcx138rq2D7urb2JcTNLnVfD3/Vfx9rS0uMfrMAn4GNzvsOANcRnuz/AHHcRFxfn8q3Er7g7/cQsq0FSH+e0wiVoSkNXGh8czZM2HuMJI8mmfW1YWpFocph1pXomJ3pUStq9FmLZlUi1kYtLJb5Wl6akJHfqMXwh6PAgUv4sRaB50ssdDd3sjlJTuQwrKL6uBPlSKyR72RM9wlWV0LJqqGnMTSHXRnMsP0Wb8O3+OZhiL55qIq7fTkzfwY9TSf699hbeNaTzssw5NEdW0RxAyJQIaHHQ2ikFIFWSBu1TfG8gz+tbF3AkEh7i5js+KSW5Pw6DdSHm0bfmE9EELTvfypu8FA/HdzAWHwAN6hljPAjrmQwkdrAMBRxOPMuyEmyw6mh129mW3MZH1yQoxy9AW7SG+M67EMEgdv3DU/1RkxrgQ4UVnEItlNdDtdmC5BaOtt4G8HvQh9NyTs/qP1zoLyR/VXxeBIlHEtzXqPGMITDzu7ArYzR4EeTEHFA6erqbYd3AZxrgpyt4udvBHK+R71BHTi9RwEAiCapJ7BQmJjY5qXh1IUIpUGwgAAJWYLASg3y94LyzJa7u8FbjZcytfxn/2ic5vFeSNAXzEjqa0ACHtCcxlGAwIri1w0QKhZAuUrNZnQk4adBneylA0+F9z+e5UehgJPANuJtLgB8CYEsdBRSDAJTCrqbUe0R28bKx1/OKTAOeULhyCba2g4R+J5oItayNEZv52TW8e/RKWv00aDZ1vkGPK3ncKZOpOUS57gAIgRtdRaB1oOeGscRzaIFOrP9MbN8k0EDqOrJ+hEhsf7W9ICtylO0FrCkt5fRxk/cNXsubxq5h0gr8uv7LZ/TcMTtH4U3Hd+4VlxxHGVl3FNJVJevx+oC99i5s50C1DgJfgFk8mfRIK2YArehcSYT7AYQHJHiLA8rUyMfK/K7+YSrC5YLx05gXtPLhgesA8HD5bc2jZK0iBb3E/Y0TjNT/I91CcqR2Bx1lnUea5+JELuTiMpw5ZvK+obfiaApV3ailgN1JxeY6HQg4fQwWFAXz3OX84PBXQEFeD62UM5tDAUdjgqdr4bKJJ7hhokiT9xoqWgWn+XYWJypYKbi9AEdNk3FNI2PoaEqx0DkHRYyOqmVjcnPJx3zObToMVYSDpsV4f/eZ6Fhk3BGW1TxJuwgjbeLC4QvmtwhUEi1aRAioKIOHhuZja/DZ1hVckt2NJsqcMtDA9+fsx6vWvygFsgo8jbgaLaIF2AGAqYpYysNULq6ApJ+kzq/hDaMv4bvNtwLg2kuwnL2EaCyPHxo1/E3VBbvXTQE5KlUekzllg8zCblL7A2qCBq4ohO98JG3TeeQUALbrwywZfx/vKi5hR43G1xeCdHMs2X8r0ZpBhvUiTUGWz4y8jmZuA7I80vwmJtpexoICfHgvzClNOhL+NMBoI5JvqjJxL4oDHDDX8kBiiEQi4PwxKBqSWldQcN/H5uQ3SCidVtWFJECz/xOhJApBxnsnoLG2tJTvH/gURwNJdwkGJdyNR0UHlIdEUkzlaY7Vc08CNppXYlrbuXHe9/iH3lewvriC9w++njeNXVtNpKywg4AoR5hj/S1f61+N7adYwWPk1VxusZbTpQqU8binuZN/3p+g3RulzzQ4u1whqxroLMxH8TzzPZ9mT2PIlJQ0jVbf51ODLUAA9iPgXDQrxdHkuBy2FU2O4MvEeMY7l0+ykT3Rw8RHQ3B1MCOMPVdO0az1gYBYYLJcPgACfFlHXN9BRp7GmtEb+cG4w211D/LTtptZNdhJppLiuRWnEnN9zt7+LDm7hYZEH2vYiVI6STHCxwdfwdu7+hFKcMXYB7CU5Fvpm1AiXIECox5L+hheaBWq8ZOMigHqUiWEkuSqi1yHJ1DEUCjOKyRBG2Jh5WQyeoHl5SX85tkYUAAshHoJQpZg/FJQJiiNGAYRZeAIl9/VPYJE47VjF3Nmfg0NlUakSGPUXsfhmkYqwsOQINyjiOAoteVDpCoWSANRczz/2oslf1V8XgRRSmNjfQ2+HoG6k1nffZRUbxK9ioVxhpezMa0YsCVUYceg84hZ4W16L2tK7WgkpgwWYsbv0UCysyxfMAGmPaL46N2SdJ3B0qKiz5MccKqcJr4i7/isjupYQlAADtcO8/kFbWhGlmuGb2bpQJHb5l7IzxMnMV70MY08UppksxFWRyHuhdmnX1ExUPHwqB6TJoO6TgCsLifRRA9KGazzrmBxv4kuQjyBI5aQBDQxOsVEbbtn8i/Db8Ws5vJRKDY5Pn2eAgxi44vJ+CkeWpOiHKliIxpTNPfaXLLfwvYn2ZarWd77m+jrjNDUdSdDI81sqT2TwUQndyjFZTGf1x31MH1mqJyzeu6/0duhDGlwc5fJQ00REKcSLddgFR4FAWsGrmTJYOIYCPVMSoGQI2yfI3kyAo8m8qzsMflmncdqoXNlv8/RmOBX9RUSwyk2LwCpN6Pst9BQDPsgazRRiEnSbgRc+H6rZP5ohYgTPmkmB9liR6AciEiNucWQUm1meyiO4ywDoN1RnFmGHy/s4htHPsers5/EkxcwEbEZ7vgRSgrS2YCMrlMjJePAXM9nXuEspOqdsvi4Wvg71TSGXpsHFQmZbrWzmFvOYOo5KvyW9XX9M1sKpQS6yFf/hqx3I0trJHuyz9BrRhmyYrR6ZVb5TyOUQFatPKUAgmrut0bVwLmNV/N5HiAADFXCVi4oCUIQC0JQ8cvHL+Dh2vvpNkuM115P/eA/oqqzbpdwyQZgCdieC4/tw1Xa/6bAoBzxsLSnQDVyWiVkvt5iNXKZXAxIyuYavjTUiCMVzRnFsmHBj7oaqDS+jYszfeiVX4J5LxcUv4QQCg+TQe9sXr/X4HXdHvYswMWfOmYFATFywMbkIX7WNEpZk+jRPMtGkiRKCaThAg2sLa1BICkAo5E832ju5N8G95L3r6IQLOBLjRu4YnQdWtng8DGngbCLTTSgZsLm2bjJgXqTtFgG5goqhuTT8w5w8YTG67oDjKk5KfAwCMRCKvoqznW3V/vbouj+A3/vdLK3biPfnKdxtHYF/8xNvLRQ5DvpFK/OF9hqaqyrNKKMcF04v2hyS9phWUXju0MDaN5CdPOj9DGXin8h95mH6W9fyLXdAcoSfHqNyeF0gbftSXBJt0tXtg06IGPkMWQjaFAW06bkCV/DcQpgmcz3HDShcGUXUX0Pgaql5H6AWhWj4MW4pv/V7Ij38OPaTTQNBjyS1tEDha/6acnleD4WodV4nlSVqHSd+g6GmoMvFIGcR8qvp9W7k34rdJ2mnUHqnOlI4ISMMuhpXLh2OyXJVGb1uV6Id5QqICrCiEDHWY6mQguWNgvBYwCzCYArwP6oxw+aH2DADDF1Xbl+FpdbeeXEP3BLV5ysZpPKQ0qZtFcUZrAUobqI5grEZcC8QiPl6B9PnPvnlr8qPi+CaNLnQxsOM16ZHEBhVNJArU7FFMwb9rlsAqa3m8luSZAhwaN/hF9nsE6yfZHEruzk6uE56Mom51WQ43U4nmJoyGNmEHsqvodipYNikOCp4gy1qVDL63rKgEHAdewEFo3AIkqkFz5M85pfEAQRBp95C5sG1syqw5KYhS4gHlg8HwlPQ1fkw3etyE4GRgQD1Xfx6oYYqBX8WxE0PKRKgchSHjqPDS4c68uSArZ1WSzr9WjLtfDGxwFmhuyGG1R/rc69J8VwDZcLew+zYHcbbT0p6LmWdiDMujV93YY/2LL/fVmw3Wcaot0KTOelCwT0zOvm/oVLiQQGdY5E+D6R4v3ocgxLrmPtgU4aswavfu6V4UVjABUeBSjA+uEocDJLxybvWjhBLaZ3oGdO8O2UVC898ie9YXjdqtFmNs05nZXBLxmVJ5PuO58fjBu8quKyfN4v2aBDppqKYaFrYMk0SgwSV4raQDKhayT9ODWNg/Rg0OLVM2iN8cZul3nRDyGEornq2ZVKoxRcTFx/EFHdEEaJ8Lz2ahbJc1lTB5nmhRRqF/HLlgLv6/45NeIone4auqvkbEUpCKoEha20IxDY6JQI0GSZiHKnIhgNGY5fA52v9F7FlxcV+LnVQVSlKYkxfKMdw+9jc8ZiAHCCCjZRyloZQxrkWptYs6GFJutzU01WimhEx8JUO4Z2gMtyC9ldCaYOJBTgjJFQ1QyoZ1NkJZel70UIRdZv5v7sjawZTAJlpmkF/wxSmMPLB6ZZ8p+uzsHT4wbNJoCGp0Jy0uaKRoqv8cP0KOf2J7i34LM8dwqhwzF8j13zLJ5YZNPiDJIxayjrMZb0eZy7s8zqXo/Vvceq022Aw5OcWJ4038nb9fcAsFsuZG98P6cUOllScwpnmzrrH3R4QlzJu/Wv8eZcnhopmVt5GwqQKrQuXJO1uCXt8LaJKCmpyGsO90+8mh73JMDHppN5Ew5PA17jEV4T+zbN+ghbG87mod2vR0qDamgelaryXNam16pBI0tHeTFYh5nvlciKBDXaEQA+svAjPBdp4vTtZdpGqtcUWjlr6CoAFt0/uS5dARbUj8MD2lLaG96NEBoRkWOhGxJ/Hor00lyop6vSRr81gkDj4YNP0BerACHoPx5E2etp1DZl6XanXbQdTkjSOOb3M1c4eMri/nzTFEfWHyUFOG/kkql/B4ABfLSCwbVHHF44Z+Q0ZWFs3q4XKPOXl78qPi+C6KZFPtDQVQYpdDx0SsYQQfkAZlmRNbqIBR1V6rJQjj23CSQ1czbjleoojS5AagIRL1I752m8hiFWVg5xRq5MQpXRGpJoDY1IHfCiTIy14EgDqTw0XOrVHqJaPxURI6NW4M2gClZKVFH9ApRAVDeISP0REm1hNImhF+k45+uM9JyBW2zECAKEgiDjYEpIBVF2RMLTw7pyuDhM+GEov7ALSDeGOd5MR8liuC5Ck6ygV6nux7wuBD6+8NBVgCF9VFAGuZmWfp2sFkdpy7BkDFO5aEoRCB1PMynpA/iVvVz8ZJZ0eS9adj6jxgJqkivRq5gogUJXPqLq7PlDjoFJEkVxgpN0oGn4hj5V0vKC2WGcM+4RCCNkyVagRJlE/kHaNrq8efMTmCcViMVzWJUyaAU8PQfcCwsT2GItogp+B9CURBBaBgOhz6qfUOGP1AS+biKFCI2HSlXfO0Cb5F2spMgcPhUlDTQhsLTQ/+8ETmiJMqyQ7HBy/CmFriSmDHCq9zaUJKEMAgSbim9infEedHGIQM3nytIKRo0MXZkmNjSPMVFVfBZVQryYVlXDOzyfCd1iQaWTAXMIJUy0KvC4UdyJEIqKjBDRKigl6Kl8hf2Vdg6a62nRDzOu62yIRjBUlLMZo6WSpqXSyjWbHR5vupz38VMAFjsxuu0JTN+mKH1EdelL+TEO5p6bUnx0VcKS3tSybczA0lluF4N2uDnVBWlKxhi+NRfD7+OxrEXGDN0+Z8guHtF2M9dtxcrqzCPErPmqEUTAwU6X5fvOCceGGuSxwnyy1RQXRnQC3YshpIkipJ84KtfQ6y8jLxt5tnAdfpAmokmUgkC5+NKF6toxm350+j9FSNQZmFr494xyvm7ia2F7RBwHTYXjS2k6MWky7CuaTfBVF64McYoDXpw3H3YQIsVeN0BJkASYiV5SnZvQjG7O8vJc0Vug0Z2gpGx67FbKegJ9RYSorJvqg0mRgUnuyHpUeToC09d0vLiktWUjE8OreTBxKl7g8Z3UG7FUAw/XbOPvelfTcshhzFMM6svQgRop8VUDiknLcThPklXdsr5KNCqQjMdj1C+8A18PDyRCSiJmgbr5jyH0ULk+qfkJKhd2k+tbio2Og09BC8PiSjMUnwFrhD6/HoB5ns9jkWVcVd7IXvtUBm2T64Z/itUIsgkCHSIBaAo8DRx9htVXgBEo3KHFPJp9F5fWfIHvNc9niZthj23RE32AMwprWFJpZ0NqG3N8nYRSdOWLjFTrEpNR8lJQDOCO4FzgKQBa3a7w3UWYcHbUn0PZlOh1A9Q2b8PEQfND+5CclRj7hUUhMIWBpsDVQCmJRBCpUqfIsLGZ+qWgz2/7o+79l5C/Kj4vgkjps7z7B9Tv/dNy60xKUKOYuN7HXRIuV/EHNSI7NCbe4iOPSUMWnqHGqz+hxJpn8/KFmbsEUCbJiUGVJxQPntlyGpnmGJd1PUxj51OzvlbPlqECicBkm22D8ugIiqDBgDefUu0w39d1UhWDl5cNaiq1ZIuraIpuBCAXNOIGUc7e8FFM/8+Rx2WEP2Dn+B/LY22r+c3Cc3nvc7eyIHdi8sUXkiCpyLzZx1nxQu6JDPDI/7CGLyxzm39B7fcNjJHj1T+vWTHxNh+/mnYi+oxGzc91NEfg1ykm3uLjzlPkbv17BuRCgvE2jrR30SxvYdz7KItFPQT12O5p/JS7pu47vwqSPuI002hDp+/xPBZ1fopu28DXNLyq66BGFRipxLgnUs+b6KEcrOXJQicTgQLnFHoJMTJrq/fOAJmqtWHRIYdFh5IcrV9Nl7mdhS48ANSXWiklDlZdqQGVwhgD5UNElB7y2sgKlqxQqeI2dKWhRAWhIgSqlREjVBCbPZNeAyLSDjEuZvjcueoKmrNFqN3N/EoLq8f2QRS6ndPQ1CcAhx3mjznbCekndpU7yQYKzSrQesoPSbZvO2FfhUeOETr4e6zdAut7KVKl8gnL/j7pizfwb+vfwP7aGYyjeLQUB/n7TTezdKJ7Vvktr/oKIxMGRHUcGYJRXenzTFGxICJZahscrHiAzsoD30f8zbMEx0Qph8ZEh/Y/wp7YPu920j8yiOwKN1xnkaT7byzi8RKN7m94ePhNjNcXWffAAmrKCqvSwK5YkTEZKqi5oIlAGejCx5edTGYSH/Xi1JoQqUaaNk5OORXQes63MCL5Y6sCQL73JEqDS6hfdQeRum4idd1E+yM4gUbBdMCFojm9Vk0YOfZFJwCdXsOmxSsjBezv0Hhrw+fgT4zglktMDtz+RfY755KL7cLKhxU/HAmVliVO6O5fUwXoSzXNztoUhH/vnKhnc2QJyari0+yEQRG2Ft7DPtrPuen3kTs7eCGf/19GHmwD/u5FfOC0/FXxeVFEo+fSBOPVTNkChV7NbquqIEuptKlTybFi15UwIgrpCzRDUbxIUrwonMD6MNh7NaQQjCRrUEJQV8hjBdOnEAWMJmvwtWO1dzHriOgrnTCOQRI1KrNKxvIujQ95XN23lcHGGtx59STnZRCaomJYDEfTKBEqWwk09lsGnW49UXEYgB6ni+Z9u/jMyDOAQmoWo0vexrC/jEWEis+4bCemdpM/p8TIyjhaTfgOugjQxLTfWSHw5eyhO9mmqur+CIJp1pKYWcYQAZ408aUelvYFhefqGN3XikHAMtFNg8odd8+Zv5US0wB0H7Ruybn92zm3f3u1oxR0hn1Ywmaf1k5J2OTcBFGjjKn5CKGwdRd7ToHURYPoMRXWZW8aIcEJwvggoZdQQYTplUggkOhCIpVAolNHDltzyWtRlAzJNczAn9oQXctAN3x0h9DyI0Jly9AU5YUKby6MfNzFyAikBnq/TvrhNoyjecyhEk2fMzDqAlQAwUT15KwrlAVaAYwBQd2ZXydqNxEAzxl1XLT/GfzCTWzRT2ax69NVWotQd06lUJlTDknu+ur6OcVnCuBc0Vy6TQNf6AQq3EgiEu7uX8IZC3MgYYNzNX7bs3TOfYpi90U8GixGGIJV7XdRl96FILSIpTwFaGSHF3H04Kl0mdtJBeHGlhAmRTnNZ7WI59CNBiLKAAGaqmDKaR4VXenkqJCqOsTaHdgJtETDEOWEO8y4vbgKdobzJ85in/ljAOaWa1kSuR2AZwuv4NSYiyZs1m5/KwKNmPYQwzJMpJvquA3/J0WcYufUGFcoNBS1RhbTKiOVIJBQ0ydwlhXpu1zHS/5+m6UApBIoBFHXwZIDfIIv4BnGLL4WqxRQ061RKdnsWdBG40iJ9pER9jmbaJSnUZaKaDVSacgLbUsHywGl8R68WCd2ZYzslQdINoCbt8gdrGfKdDFDdOETN0tEdCek8KjWwJc6XhOY9S7j7/Xxhm10X6K1+MQ1H+lr6FaZCzq+jTPWhDxz2kntAXMBTQuQUqdw0KSm4lPU66onQY+Jpj1QABuPN4+8lLR6FIB8KosRyeOXazgyOJ/l+W1oMqzT+Ngp9I3dAAhKPcvoqv8CE41F7JQOKDKJIRiHklFhpsbQY4Z//zYR4fLyETatTRNNhsENxaNLsEf6kDJcZ2NmGTO+ADPahlSSrKVhehXGy/3IRXlq9Qnirc/zWO/beU3Ph7mpLVzf9tkeGlmWlZso1LyGG3q/DYCrO1OAvFYnJDp8pG8p2tyRqfq1uKHVLqmHa/PYWp3cyeF9rd0CY1QgbXBqNLJOCCGImmViehk/MMj7CQKlgRJ4yiTulql3cmQTKWTzEpqCaRp9KVyciU1ovodwRBi7AYynEhyu/6vF5//TEviKUjpKU+vAHy78AtKTbeMnz7+OeLzAW1b8lKRVpLK5hq6flOgzm/jc+jdyKB0iWGqcAn+75RZOG9rNUDTN59e/gZ31oaspQQkj5GsmdwzRXZwyXWY3b1t3M3Ejiy8MbMPlyb5TubX/Sl4VfYyX8wQtI9nQmPKszuhKm3+Y80Fqmid4qQg5hWJojAmXy0uNGCLMeTTiz2VV9naSbu/U83rLv0GcvztkggaCrkOMdm2jdo5O0pz4ve1xfHq/Y2U2ujIgxBJZM2C6dkeJA90tXNpzgDVVBe2FJPDCHFUzpbLYZPi5FH7JINbo0Lw+ixkJXRAoWKj6eHhwPofVEh5qvAIATUhesvA+TuuYzsnzje1vY19mAV867xP86Pk3sXn4JCI4NNsjZJ0aNAJ0TZKTCZzqCfaN9j18SvwIAMcQDD2apjJks+mCU8lkBcs3bcXwfSanuF3rkmh3iTUbRBs8Ks/BnmUmmbSG11R9x4aAiYUOzVvegnzqIeTwLtzJfEMJSXJxhUyTxsgVOpiTjVHEImy7KLB3fg2n7Pglhn4rHWaArxqZ59kcsgSNfkDSXwqMEFn7O4It0FpV0EtamSHDIBZECLRQ6T401sqWhvm8PriXQdVFdukm2ueFG1687XlSvIRF7GU+J2aAra87RDSZgIMQZRwwMAVkpJgiqlsUyTAnuY1fSyMknFMORjBb8Zlw4qBDja5YnclyXzPMlaOgRTD9IfzYOixnLwqDkwYd7l4UWv6WukfRhc+w3sJwsICyyhIXjSR9DZ0RUsYPKOhfQDPKdN4zSH326O8ZgVX6CQG5V/oUL5YIfKzfc8WxMhuk7jGTZ84HRhdJRCmgiYM8teUSrv7dQyzpeZbxrnkMu23MraZ4GParfS90BmKhojY4bxvzVo8jleD7u99AxHC5ZsmveXrgFO44eBmgmJPo42hVsbOq3FvX2hpLvRKf1COIPo8rlt3PGe3PYDZNW8djT2gkfmOy57qzqV35EHb9NEnliSQ3oajph8MLDtC8yyfXdAfmnGfgeRBaiWtHL8OIPgxAtmEC0CjsuYLsA4M0HJ7eEtNiB+Pr+igkOpB9O/jb9LWQ+AltlRqwMmSjIbiuXG3EyRxZENJgeJrA79JxkgaBE2fo6WtZcdsdRJ2Za5MOWh+x869HT7UxqQr0l4/ws/ZNXBm/g/jczeR7TqU7cwk3WD/l5y0J+k0Daf2KiPsKXp/36PJCxV7Tpy12LW7oDsjFB9GrHR8PNOIySslz6UyG0a6ZhRq+rxO91ab+EY9n2pez76o6buu7nLI/rcR0JnsZKDbjy0m8kKKWHG/JPsiChzdQG7O589LXsFBFiRENqVI2fJVgBCbpWYUhSZ5cYq/oZO7caYjFiy1/VXxeBDGUxwU9EyTHcn+48AlEl4oLsqNcr7bTM1bHz+44jUKshn59Pl0X9TDekGB1eTsN+gSuH8V2o9Se1UBnbgIr0UytkeNMnue9+u2cKaYBZfsqzfxg4lyO1C/krca9XCS2ogkFz81+/nncw8ci97Aj1YxnhPiOYLnJiqYeltZ5PCM+wL2F9aikBgTElEARsMgLF6+KbKH1/K9RfM1hZjqwDJ7ECRTycOjnLtQoTmp4BIAjuQ62jq7jrc7ddAajvJAEaOwI1rJb76CBHKexieQJQb6hFIjwE/9iirWCS+Y+ymlzNpGdA49R/yf2SlWuntxONA5x/EROMsoFjHLBCSCbHX1lRve3sN9dRIudYd+us2gaHOZvrV/ybv23mCKAGRGfjjL4pv8y2mJLeKV3CwA+UWy/zJyzQkVxMb+FWvBbNMpj4WIzqDfSXL+YbPAeMtSQqWIPm56VJGv3MWwOs8c+RPu8TRAbpvfsL8PZx7/q4NRyoagZ9mja4zHWn8BsfRU7oykaTv0e2VpBOaLRUQlPkIYYYZ7XyCErymIngq1tIpO4AzM2ga8LUkFoyfM0H0Pp1Pop+uxQ8ekTLbQvugAxcBtbV9aRbtiAUoIdYhWr2M5lVRdawY/zy6MvJ5+Lsya3nc5yH0HdfNrWbcOuH4eDkCQDNCBFQElOY+lqA8m8+G5+0Bvwg5oEz9a6ZMozsDFmgcqlH2B04BTmH+rh/YM7uHjiFdRnv8WO9h/xbHInSlQXdXw21G5gxAzn+akizH80sLTIotM+yMQTbyfuhsDSWvPLjHtXkZjzNE1rfoP3yqlscX+09PUtJjPRhmWVqDEnWFvZT4OfI9cd5f/H3nmH2XVW5/737XZ6md67NOpdVrEs25I7xthUmxogQAgJkHtvCimQci9pNyEJpBDAoSQQsI2NAXfJsmXJlmVZvY40M5reZ04/Z9fv/rGPZiQX2k3Ic3Oznkf2mXP22efbe3/l/dZ617syQ0EfJQFqwKVySZ5AwiEzHCBzMQTySu9vaaVHYbsHUR+1b732CcavhTpOUCtPMnvoF2mb8zvFlCOxA9PESholkSSkzrB60zexUKg84PE/v/kvVK/MUpXNsXNmgl84sB/pCho2pYg2LACaUkpj9JkKnILC41elibeUSD8dZGg0gV3WGVNSYAwplDSV+A9U+kf+CCM6Qc3UyzRMvkjt2gynBpfS2LQTLVzBiOWx1y6waOU/kavIEeajTNRArFQGJKKEwjRqWVvMCtu4ZiXm0HaWzv4FAMc6G3m06noSVoZb5/6SxyMf44XF12B4WQKAakfASFEo38JSuTc16JLhsmaCCqwKOZjVOtJTGHruk7S9tI/O1X2oQRcpBXu9VXzb3YGNTm36PL9y5iE0I0Zw3fuoCzRy170v4HwCInWnEKrFmcKNbCp8mxpLZ8qwGQs/ylXKQ3z2Mtwf8nKky562S9lbOWMM3fK9wPXl9zKVzxGyc/Mev21HpwlVelg3ayyr2I1IwfWin0/xIXLEsYGhrK+cvkj28kae4Z2Bg9QpWVxF0EMDsjDHrykfQDUkwwdayE9VIfOTVCzOEak3SYsosYoiiVCB93CUh8yfBrb/29p/AZ+fh2kBAv1glH62AKrQJTTYoEKLMcuvV+0i49zNiN1POuwQmkljmzqo56lTdLKRl1mhniNvB6geO8vn5EWEUDAokL6smmcdGX6dJ3CGnyUosmR5bV0FF4VzTgep2Rg0Q/XUNNETOXLLglgZvwtt4RRyRVkbpfy96nK0rSSihGr6XvPc1mwdp0trqFd6OTGzjMrECQZH2pnua+N/a9/EkAFMbyvyFSQ7Q/SgK36Rv3oOsFw2U8/oFSGx17IaLH5P/oCzs28gnmrndPcESuin50r835hR8Fjal6Nm1mKJ0stjxm+zy7uOzjmXtweeoVYdZIBmGplApD1KszolxWAg1MJmcQGZ6uclluDKJHPFRaybeJhodQHxiqhHkRAvizXI2I3o7krOAxV41JfvpY3kO+kQPWocWIsxvZQti5+mo+78PKn9lWY7BuM9q3ipbzl6YJpKOcm1Rx0aO69mduwA0YZTHG1uRow6HK64mY+NfI0dBcmxgMfNqc3oykGmavztp6OqRMthhZyWpdJJkHRijAT8Hf2ZlvX82vhhjsqdGNVHkJ7C83tv4e+v+SBXZfbxvsp/ZtSqYO/hDSwvFNhW+wzmsE1fppLT2Xr+dt0d/LX2u7jKHMGymKarOBRdcIVH1A1Raa1AUw6jS9hUMnlRmnjegl/EiQ8QMApQfYDQgN/f1prfIq9N8kszdcTFDAeV41zyQdzfsAuAejtKhetia4LpSgNFWKQqT9E6voio9gggmHBvJ9H+2Z+6/3imRuFsHam+esZj1RiqQ5ICJ83lzJ0PY+Z0MvEYkXwBrexRc6ZVsnUxXEu7gsfRWJqhpTgNL4CYzqHfPA2RK7OthJC49UcoTq9mRgHHsCl09HHTsT28YHyc7rrHMQMKaloh9K8q0hNMHY+TGQxhpjVEuA61upPBi4JZoUIQPEdQmtORnX6n7S+CNuDimCqX9iAZxaCYzLJxaB9Bx6Fx/AUmxreii1q6xgKI0ioUDjFoV9E1niewdCdNruRs1qFHhcat9zLW5F+/a1/S5imhiTkUafn6Oqpg7sIOAuh0ZnyP/FR4Fctcm4xq0BPcwFr3JeqVPpqxeMiKYpSlNvLlAVcsA58m3WW4XKA2ALytwvfszJx5A0a/RaSthzOBReV7Cs0VOT4g9rHPW4vpeDxqJLjthb0Yy+9CDcSpn6pjdG4GvcIkVnuUzNgmThVuIWllmDIuctYwuKpklnXZy2Kg0kKQRxIljMvyUpLTwRSqlwKgxfJvrlr1LIxDyVBZfyzth34NCFXaSA/ykwY3VrzMY4FeThdu4UU1zqSigpRcP3maa92XUfBIE0KKAEpAwzMdJvquRouEyF48DUxSva2JUEOQQU/SK95MDJdG735GhEbRvpxn9vO1/wI+PwfL53NMnmskM/6zE3anKlv43a338Gfhr3O1epSk/i8kyx7H1GSYsZcSCAUqt83SGjMZPFBFYeCVAaEfFSB6bbejo6rs234NE/X1UBbvVV2Ha57bB6eurPLeuNLn+BjlRTPi+YjeDfihgyOTq/i7o7/oH6uk2aH30uia9M7dgERw2Bxj98B7WScu8DXjz9C8OsatP0G+QkcC/AKrn6ZAnbqbP9C+TqPwQ2g97nbebb+T7cYQCaVIs1vFTnsFKr5AX1x9AMtbR0wu408nx/nBRAgDmxuMC9QpC56ic04NB5xWFCQ79F6a1fSr2pCXOk9Z3aTla5eGf4c9w6/qHfN/SytP4YW/wZsb4O+XvJGPLFuGHvgzWpVJPsj95fut8G35Js6LTjzL403PPgLAMzuuJxd7jbLyUiIml9F18NXA0g5GGbxtMxOBaR6w+nnGqyXkmPzhC/eyKD3Cb9z8cXqNeiinbGPD7uPLy1ljC9ahzKILlx63psxDEz5nVIJa4fLAuW/QZiiM9F9PtOEUs7UKXwx+mc8dGwT1a9yWz1A3/Gmag10YfIJinX9+y6wkrqcAyBpz1BdaiLl++DXgeQRja4lNfZMX4qup4QhiOMq2x45wrznC4as3cW5ulB1TD/CA9aKf8fVAJYXJADURi/yiNTxvJvECYQohlUA5a8oRDnE3RlrL8Ynxu9GLm7CNX8EQAxhSIqWNJxZCEW7Q96RVlqudezKMoEhE28VqYPU0DKUO8IbmBgqxm4lld+MKj84yx6yo61iztRhVUzjxSRpT78UVBpPFf2Q0MEAgMYqUgo1PZvG0txJRD2Io5RCErOILzm18VPs+NSLDMa+DX7B+hzRh/xlE8DMVPICdfqhuyWt2xR9pW7WLLNHKHJCXywrU9W1c/fzzXJt/jtlfcTDiYzw9nScVr2HZ5r9kcf0Zzqav45ZinPEOPwsuNrcDo1VHCSUxz/4QMwVa/RqMTR/FVByeMo4wp1w2B/4Iou+MF+ZJqxsTnb+aG2XpcB+eATtqahFGBBrfj4fHZ7zznCpobD/wdQJL7yCqCmbiCgxtIVq/h3hHH9LVyc21AodRMBGYiPJYd4XK3IWdtKgF1DI4vvHkE69qT8XiHHXrM0ymd9AfLoN1T8MFzDIAajY8XixHSTsMh4gKpdkWpk/fjojv54mGm151XgAUMDR4YfNS2kdHWDd1FqV5E079GkJHz5Lf4RFufp7M2Caez/4CjcZfcx7Y0xJl2+m/pMLeRYV2H0UlQMgz0cQktvR1wqzwe8D72/mfajFbkHhENT88PeAs57bib/FmdP47IaTnUjp0L87oYYjCoh3j7Ix8m53l76f6QowdrGC8LB+CHiG87ddQKh/BGztKyd2EcKqA0yjROsya38d0IGt5rNQEWTXPQ9pOisKiSVyecvPztZ8I+FRW/nTFNYUQHD58mLa2tp+pUf/ZLBqPMVlbTciI43o+MVB9xe48r+q4QsGTEHUsBJK4qqIBmcworp3nQ0cf5X8texe/G+6gUY4DAnvcpnC2hExIPC1Hz5l6zFGDQM7CrdHpSzTQpcwRQFLwKnEdFZxL0mCSILNI6ZDy6kANoqgKtiKYjOm4qmC8uYZiJIjrQNTW8QImKSXIY9tvpOn8OGuzFrM42I5JPb5r/5J8f6RMQJaBLBDg7MRSWp1ZRtUkI14Fu6xuthv9bA9LnnU9nlaTAByRi3mr+Wd8mipCBHBknhIec/jZaTEEhtD5FanyTOkq/sJrZJP2PC+pS3hBruJafYQI4HohBkSB+8UxWmQVruLR4r6REAG+ogzwZHnBtzB4ylrCbZym1pmjR9TzguoDFhfYbS9mJxdRVN8ztERAUSo8ZXWQkkFCwqJKyaG6Elf1qxNPeAm+o9dQYpx3zGVQjThKpAq57eOYx77DdVPn2BOSDLW/j1WcJaZPIQWcZi3jin8fFEPh6R07yGtBSsEgeskmkC8QFA4SDUczSMdCPLdxK1PJVqrTNgoSVUo81eDEykXM6iV6nAaOeD6Rp6gF+L2rP0KlyDOuJFBxWZIbIlgq4SkCKxDANALgeqjSZUPuAi2RFMVImGVKE6e8FlypguL3oQlFZV8wwl2uxdLUOsbzlQQjs/zG2G6kXEeRJCGZIqQOAl3Y8QmIhvBcDcWJE1V9sFzAodqpwCiXO4lIyfWTBofz6zEW9QAQOlWgIlvi/cXHuPXYGSrz/bSLDI6rMnSgCnPK728V+SI79zzD00s3IOtUCiGVYDkbxlRs6uwq0lpuvvaT61WAMkBASqRnI7Hneble0G9f5ZzvBcm7N1HyNhNVH0TgoajHaHEcVpoeBxru4XMn1vP9ij3cKX3vUNEwUDICqkCtmGJ8PEhJeTtasYaK+PfIAvZsPY/qHyLudoC9hi7lIEXV4Y/tncypKuPOCjrFWb7s7MREp9ZK01hYCP9Kn2uL8CAdj2LrC5otHgKpCFTP88tEKCpeOcnBkSqzdpgXnHZ0JcQGb8HzGTGDHOlewc5H9vljOjqBE0wStRxCNT5R11t+gf3HT1Nbfdi/t1NrmVm9mFGlSKm1i+rpEWKNm3FEkT36KXLCJOgESDh++1yh4SkatoCAdNFcB0/VmFJCPGHXY5VdU19Y/nZ+Xf02F7oXsylYYjYWAzPPBaeXPU4TTkRhysmjnriPx9q3crq2ge0ZcHddR2jZRXr5EJF4L3AYRbpIPBTh1+Az89W4Zoxw2WcnFVCbICsimKrqg6FJQWkwwKnKpYQ61qCF/VIh08VKSmLhOTRdVs2zK+B7YKZP30HQNjFDUzTOCSwvjAR0Ow/SJVcZImRZqDmXKT3CH374k3z2yUOsBQqt6wkevZ/8Do9I8wW8l23wNNorJng27xfD9TQLafqek0mjgrbSOIqYRNKKKjVa3NVclGEckQchaDI7saIjhFz/WfcWG6m0MmjS4yVcgr3PEypNoSTriRXneHnfIqq3hVAjChkzyNyFHDKpkUlUMmfU0t2xk2y4kmCsBn0MzKlToPob3mKsltHCJJFwAleXfK+UYSbRg41HzI1Spf6M9IJ/A/uJgE8qleKv//qvSSQSP/ZYKSUf+9jHcN3X0xL+/8/sgsX5JauYfg2vgSlVXrDbuegtgMtqkeNavY+QsDnotHLereYSDTEpCnxHX0al0u4f3AUVVw3T3f0ChnEpEyvPpSmshtRlcn0TSCkYHlrOwMBav7DmjzFHCo7YrZxxa3xdmMt5ee0LL1ero9xYTr02yplVccevrSV1E9cLMa4sorkmx8cf/ja/u+0jjKtx7jfXcL/hx/0jSNZpfRxyWrlAFX5hBvM1xHbk/PuKHmKNFsZVVzAlowzZGmec19n2zs9L5ryX465FP+Tk9FIupBbxA1a95oiQKOy2O+eZoU9d9llNaJpf3/i3VIcW5AOkhId67uSRgRt4mCgPV1wikZugCdhwD1falvlzq3hsVIf5sJvk+8o49+lrKGAs6IG9ssj8pfdb1sErPcdXSkOzRh1hRkYYJsk4CQxh84l1X2RZ9flXX/Rr2Frgdik4mtrKbc/eTLBO8NWa59g3toI7Zs5TXbeS0YvXwYqHsFd8g6EV32DAjrL6iEq1lUZ4aWbK3p7CxDKEzBEtpxeXkFTZCZRyz414Hp1zozxZupZFtd8HoC5bwiLMh08/SrTBZOJInD6nbuFyDclQTSN107NUpFL81lf/Aflbiu/xyZRVooVFvdVKf2CEett3OTh2FDQwpMSVDp5iI8pZVV6ZwFqR8ju+6a1GSpU5+5N4VID2OzTL43x6cgnaoEnYbePXx96PWuun6ZYCKvq0i+wAPT7NwGyc2pgvXlis8EnQhZE2/lVWs844y6wM8Zx9G2k3VCZbQ69bgZ+3BAG1RCYU4A1rX+SapgOvCm/+NCYlPHD+TTx+8Ub2WnXsvfzDMaixJOociBIQdDGiUyA8lDJTtqJyhPNNz1ETKJK1InxorgWJBZ4KgTpoqmO+Y9vLXqMBvLqenrvwnhoThPMefeEaHlr/AZoCZ3iaczxXHacte4ae6QocVBYJj0CiFrt3F7aT5ab+KKXWtzAbWkX7g7VktqxHNS7nVyp+qAsolXzOVbjok4OPr1zN40uu5gW7DbNMyFXxWK8Ns1ydoCI5iqH7DSy4AQrKgo5W42XApzvoA+3ibCeeN8cPI2/i0wRpKYM5KSX24H7OHXuG+uwYQdemZtsU3736Jj53w2a+cQTqAlWkhkIouSx61MRceozkaC118TTkQ4zbAlPLYUt/4A8EG2krjZNruY/Btvvo2v8/SFqCVtnGnH6SOVWl0W4gV3OaRJmDt1dpZcZIch9wH8DyO+evoVlJsU33PUP77Q6GScK1r36MYLK1opHPALOlYfCgEvjfzevYHw4yP4eHgmAt1Oe6mzRvea3T/RzsJw513XPPPdTW1v5Ex3784x//mRv0n9Ec4TEeyTGjXjnKXanyQnoJWe/K1WxaRvmhvYyIWmLOvTK8kZJhHrGWsSVxmriWJxjMI5IFDk5dqaL8I02FUsM4qXTdjzxMSsHh7FIm3R8PeE+5dfM8HK08c4U8HVR/F5VPN7Iml8EWMHj9Bn5DeZ6/ZxOzju/urMTjTqOfqtrDLPXO8NDUdmbsH/+7HgpHnGYuyAqybgh+QsEtTdhsrDuKKjyGsj9brLkyOMOOluc4O/vqAp610XE21h7myNRqXPmTR5RdFF50W5nUivQ73T/+Cz+BqTh0h4dpDE6wPjDNS5lljDkVfGTN11iU9Ce2vnQro7nXL1raFB2jIzGIIiTrks+z5yqL1qrzbBQuD9TeQu7wQySqFtM5voOLbfvQo37oRNFLnFkaYcPhC3iuxWC1/7wzw+tQOEJMLiwWcTeMFJeAD5w3SxjxMbRQBuFIKqwSE4TJDofIDl8ZXixVakxUNHBo7SZCxQI3Pr2L1vFRRuwYhZBKSPoLsKnYNFp1NFm180KJl0LAAU/ieQ6u4s5PjF5omkDJJVzyBdlMrw5I4sk4QoBh3gzGcRbbZ5hwF9K3VekDYTPkEbhYIleMo4UyGDMahlbnQ/eaaVQgNd7CCRq4SJycG3oVn63cEhQkpusz6L52+l2cnFnGqur/O/Xb+vAE62uPcmxqBa68sgDrlJFkPFmDNj6G3S4JxEcR6gL/Rwjo6PJ1wI5Mrnqddv8sJmmNpbg5cILDXjOH8508LcN02W1+jbX+Qc5S6W8WpWRrZJbCskqiE73cNvAiGSPCoeY7sI0YF1q2AWAWq/HEJSypz4dzcwU/EzZo+ZvSF2o7eMa+spi0i8JLTivpoGRbVQ+yUC41JASFsnqzJiEiJDfkC0xoKg26h5WrhlKUxxJwGpcPkOOe2BhJtUx+rEgil9/CyekesgKsljqQkovJIDmyRAmT795I6MCz5G/0WLT0O+Qj60mqvtiBhyCjZ0jIxdgyQE+4nWtTh1HUUZxgEDOUp8Gaw3TiPBr0AVejVc1U1WmCg/71j8rX97oMe0l+6PgFZvPea4fzL1lvopxRnE77HmcEx2u6fuR3igz+yM//Pe0nmpE970cTRl9p2exri0H9/2pWIc9LXpJzqc7X/Lw2NMVHVn+djsQgs6UkXz7xPnrmFmE5OslAig+v+meWVp4na0X5p5Pv4vj0SvanVy2cYOTft/26YmF7BlXBGT686hssrlhI/ZYS/ueB32Ag2zKv8qmWCcYhuZCC+9jERp5ML3hi3tr1ff53x6fI55McP/g24jNriF61h7Y2XxNnK0/y/OhV/MuZt89P9j/Ksq4PHrsrznNr+9N84/TdpMzk6x7vSJ0D41fNp9K02Aq3Fwxi8kdvoacVjx9ELKZVyWypivt63vxj23bJdMXi7iXf4/rmfa+5U5cS9gxdw309d9FfTiMVeFcsKF2Jfj6y+utXeJheeY5dg9fxQM+dOGXA5aJxptDOmUI7qnB46+If8Mm2Z5BWmP7nfpVHUss4EvjxHtr1psp1ybM8FXI5ObuUltgwf7z827RWDfG8tNj+Q3/D0/ZdsLQIj25/H+vv+BeIZxlZdApPOU4+piA9wezoMoj3EJCgS4ktBBGhYJWBUNiDfnMtyZZnADB6BRPPV1KM6YSyNlKB/nXLsdYu53gBpPQndkWxaVh6lFxzgcov6RimSzGkUlHWIrCETYNZQ3PgMhlSemIAAQAASURBVNCvlgmpUuJIF+/yDYpepHLaX+wzkQC96RaqmSNiTVBIBom7m5BSR1fGiKgPk3ffBCgYnj8HmmEwUialVDfR0GlKsQSSEGZoAjWWRXoqgzNdULXQh1/b/ApKbbZCk6NwIOhwaGIdhybW/djn9tOaoZg0V47TN93GifpOrhobx26XGIlRlLK+10S+hrrIFHp5EXc9hS/e8N/n//6/MSnhuZGtfOPsW7DKwoQuCj3ua2y8heCfC9X0drXz6Wd8PbAvrHkLdYZCpwMTddeiAaJYiRsTKO6VutXZfNmTZqZxhODx4CYEHrd17ObOrkdQhceeoWv4Ts+b6cm10XOqjXW190EQTMG8x0eXPvvtryf90NfTnVXkZjtpNcY4E6jCEA4lqfG17Gto14TK8+IU6EdmKaxMYlYdJDqzAat+PdU/3Ed2nUqsKkWso0wnEGBKyKs5IMCktpaBoL9xCVo2EMTVBE3FYYbLXtQK1yUqi4wkzxI874+zj139Rd4ffjUMGM428I/Hf4HRvN/exsgov7T66zTHXluS5fjkMnJ7gkRtv3+MVlXyhzf9MYnA62ABKTj7zNLX/uznYP9Fbv45WKKqiliplggenapNQEg8CZNSxUPQbMfYffhX/YOln9TQrvh8jd8wLBouvB2BX+3p06EhHmh4jlO5VoRrYFhJPC/o15DBT9hQgZKUjOERlQrVisDgklCiRAoPqZrzmTuuYjOj5kk5YSrUAkk3gvA0ZqRKXgqmyiTlmVIVf/rSr7FeM/mtYIqQ4u9v7/YU/hzwym5cVbHQPQ2tzInxhODF8Q1UCJc6xeWsa/DiwPXc1vIMkXCa5UaQZCiFWeEPqtxsF9+8cDMHU757vD40Q1LPoXggUAhYCSQS00gjhZ/mPVqoouQF6JlbzPm5RUgEVXqKmlB6XjxP8Tyko5Mr1eNJHd1ziaOwVipco+co1PpkbQGo5fs1LosMlGooGkESVpbNMkqDZ/NDJcAMEPZcgoogK23schnAqNAJoqIID0WzAcmcVOl1Df7lzDs41HMXFYrPubiEf9ojU1zd+jg3GHO0tj/DvuGtnHQ15twQjYE56hWXc8VKetMd/OFzn2GNZl4WAVx4NSMVzrn+81qsWASkZMTzxeocBDk07ut5M4+cuxMDPyOlVAY9MSiXtPBQPJuwk0aR3rz+ywhw/2yIjvxFbvWepDfXzjdnP05cd/nnpTcTEx51pUlMVaV9cowbDz7G6Yb30XzN3zHS7IsKImHq5JuZNQN4ZT3xCJIUgqCqoro+yAh5CqBQWekrb18oXMfDN7+R9WOHqUwdY2xNgpmGBNmsSk1NP/UV/UzbtbyQWkp9MEgkdgf9G84Tc8cpxFUC5ewxq8zxaS0r3gIIxV8EDClxpIcnTWR5bKhCkpz1P09VCubGslwIT7F60ZNYc7cQyy2l5K0lpL5EUvsKYeUZRu33E7gk5RBQ0GbBnm2AhtM4rTpMQ7rG58UUZzo4GWn27zketaE5arQcimtQSCXxpIKraICgzZG8CUGjpnIjFj9ULEqejoNOVkoy+iSoRYKOSqKkUdIlqYDfjrgXJu5GmNbSWGVl7GonTrhcw0oAhqORUT16vQB90z4g+OfOm9ninQOmCMTHUA2fFLxn6Hpub3+KWDCF6+pkUm38/ehV6E6UKifK2408tYo7X3xYIDnqGuwyI2UFn3J5FfGKQj0S5lyFM2UvXAc2UcVjBBVX+gWfpVQQQmIoDhXC4bwbYmh6PebyMZ5Lhtlfs4qNpkeno6Jpfh+L25W4qkB3JYrq83kcVWAXalCFRLXSnI83YmkGfxidYcPsSsTsKjQheDeSrZE0D5ai5B2DrPTbZirevMdHl5KUvTAOpYDiTCdJNYdDFf8jOkVWqhyyg5h6GilchFQIWZWono4HHHUMmCqhPD/JuSqTq4FEuBVpK9Te6zLxGwqq8HCkgl4GPukyWTzNWqYNH8wHzbI4rlqiwZ4B4TOuK10XL3oEVRTRymT/1PCtKIlJVAn63GIq0t0IBDXA51T4XsB/3veoCvq5d3IycZLvpzvJOSEMK4nmhkBKpCI5cPUAWqFcYy4ZoeWFOt4byCEVm3ztUZToJEgITC8lOrWW/uLlpIGfr/1MwGdkZIT9+/czOTn5Km/QJz7xiX+Thv1nslKuxIAVRrVz9BLnlwjyFDbD5ZDQqPf6j+EPs3X8PiFWXaotlOrmFkVyfd5jeVBBfQ3XwZPY/IUoUgCmhcdadH6VIEHEwhpZDqG5SL6BxVfxswCydoybCHAKl4uXFa1bi0oPLgUEh50gH8zV8xeEWYXGG5D8M7l5j48UDhEvBMFZMMGyI6StBL9NkOtcnTvIMmzFSR36ACuNKEvya0AH++inGF5+L0/v/2UOhiRCwvXZcZq9LE+uXYIRquFvXipQW64gmU/F8Pb/JeQnsIXKN5bdygPdO5AIbr14gKvHTvCV976Hnq5F6LbDjUdLbBiyEEClKtgQUQkrl25IBMzXDv2divTybHwP90y9ibAXYqUKiUAPnoTtlh+OKikmX619mG3ZtawuXBaiKt9CD8n9WPwDJmdd41XchufTLRw8/VE62xP85kWbPs/kOSzCwuZD0uLm4mLG8PhDipwEXnBe3/VsAL9KkNu9KB+hwNxrpPjnhcIrcwyzUO4fCqgB5tTXDm2PB+rYOneQohrmcb2cKRgP87tXvZ+/I8+pvm+QCTawfHgcq7+dVNPVJDuexzBdTh16D+7ITgaMEhkZIo4f1kqpoGkWxTLwMdwgCA+t3neHf93cSH84wMXuJlbo2nyDY7FJlizZj4vCX7/4boayzewd28IHCNK2yiMiP42jCdTLVMsr3Rgt1gLwUcpZXAEpcTwPT1kgsilSUpHyH+JsUqcQG0RZ9gTp2lMEhiN4p7tJyasI8RKe1AmoF5hyD9Bu+Q+4FFBJzII76+/G3QYTpsFO+gKWhcmlZBVoyE0TWqyzZaKN6LjNlxImQoePp4MEEBgC1oZVGnT/OloIcPPlj1XAcW2Ml8wXSfSnccuhPbWmDr2plTvTfl5OwUny9Zrvc21mPSvcV4R4FX9j9G0svkgJD8G0kSQVeican8eIj6CGfK7MSmcpnYOCqe77kBMb+f741itO9bwV4TcIcQM6NpIvY/KtV4iK/ihTgV8iwD3EULxXzHGX/vRgFI93kGNC6FR0v5ejK4J4p6cY0FwuieYBVFp+bT1f3nzEJ3qrAjtfTUgIhF3kbGUr7yTAztyrPfNrWSiN8kuez9krqt68x8eQklnnynYWZzrIlcfe2uwiOlB5H1AoNnGu5NIdUIlcluVyAZcPhE0oOPzv0ZU8BFQR50h7B4v7+zh1YTWrFx/mdGYZGr2AIFveXBbtpaQVf04IlovdemqJisIE0vDve9STeOHj85+bXpyV/e+mx/QIKYJW48pQZSXwq5f+MGEvNn86007m9ZziFcuuSA4+YMEtVh1LUalILS/DXVDKa9bi3PbXOdG/v/3UwOerX/0qH/3oRzEMg6qqKsRlC68Q4r+Az2uYETJ44/jXCZQcnqm6lr+KdoMQGJ7J+vRRAt6rJwRPCI7FVzOuxfllClwSmFelwHM9ZECioMKloqLlASalglt+JLVukUk1xPew+Z600LhUeM53HYtycrJX3rWoQNhOk5t4lC7Poa/mBkZDjVRYs2wc+x5bpMv5SBd7q64hrxh8TPq7ASkENRTmww0Ii1q7EsoLiOkGaCiNc69Q6J1+jg/YKQ5WbOSBwjoUGWRFwAZRIFKqov3wb3A25J/3XULlA4l2AH7hBBgyT9qc5rGZR8hZs/4udUk9qyreRmtkOZ+Qkp14FHAxYgrDSojPHB6g7UKSkpvn2NQuCk6GNTU30BTo4HxugKOzT+K5ryUseSXzsgr4AZ9/1VHfuex1ZR+8qE3xp1UWeTXMzpm9NJiTSOS8c/0ePcFoqJUKJUNNdhTVc5ESRoMN7K7eQf8Fh4nsGdamXmZ7pIM3VuxgWzkOfySxj9X6KEmrDiUv6R68gOI59CebMV0NKx7Ajgdpdkcpnb/Ib0Q30ZtcR8gtsmnupVdc3eX+Ijn/ivkecunvBXOFyvlIFxPBOp6r2nbFZwFpYwqdi1TiNG/iXGeO+uYIlbNnGT/0XmpnTNbln+bx6e00AoZ5gpfnjtJc60/IqOCpGUpljk84kGHJm38FoTkU7RADZfG0Q24zZ9wm3uAWqJMFWjr2E3jiN3lCaWVIuGgSHCG4F5O1eZ0PhuJExDSeviBeE3VDtJkLIQeB7543AMfzgIVyLZGSR8ix8BCk4zpG6wFqa/2ioyIyzjn1ArWsoF4qqIqNJw0sQy2PK7AMgTorKM4l/XtYk8FTTIpJX3UuP7mUnAK/EK3nxnGNoudwShX85pyBXTqAYx6lJF1KwN5ydFMoUbTQ9ah6G547jl3YjXRTgCSK6/daJQleCndqAndqgu+w8Pwre+Ek/ZzkleZ7Xwyh8DHmMTunZxxWrwcjMYYiJK6nUF9s40Chk6pzDTzZF+Yd49+lxp5FARwkEsEY8C/lvhVH8FEuFdm9vL/5mWcvJ9dxLL4KVyw8py/h8CXy+OkFHtflXuYXN04gPJ2BgQ1MTbXglM7wAesFAp7JA9KlIdWISNzBlAolIQmWQ9fDg19iXavqX1XgIpTwMzCLCWRxN7ujE+yqv5lzmPwrJUS5eI+KgiyHSYUQvoRDsREVvyp7obz+BaRkpuzxkfj8TTPVSip4EZB8kBwSgQIIBfQw/AYh1mg6uxIKYVdSYYJRG6I0mGXKgxvIsAyV2yvrWdzfx8TzrXw+t4F+Oqmu+0O//yi+N8fyuojO+R7zgOUhPImnldAZxVN8r1/U81CM3nmP0KhXza0ie4VIqotbTmh8Nbpx8F38S1B4Awa2sDgSOEXLwDkqCpMMhxr9tUGNzD/bj5K67FmXn3u5WvOW8FGu432v+p2fh/3UwOczn/kMn/nMZ/jt3/5tlFfVfvovey0rWiUcV2Eo0sWN00/TWhxkPFDHisxpSpqP0nXPptaauqK7rUif5khiNf3hDjTpXPFZQQ0zZyzA66hTIGFfyhrzWFQ4x8rMeXZX7eBsfCmIy+pMlU0iUDyHgGdhqkFcIKMn2FN1HSk9QUGLoHoOt0ztJuT5g2d57hxNpTGeqLmRieCCh2RKhsm6ZV0GYVNvN4Hws1aGizWMBf0d9gONd7F17iDXzD7PSHCAIXUtp0oKQ8oYnUo1eaOCGcWmTkLIKvIgLpbiEHQNTC/PdOkCCA0Cvjci6JYoTD/OQGGQhvBKDOkylHmOtD3NRKCW8/lzxKwUscJ5FNcHVHtHHyATW03OngI96P/7N7C0Fmdf5dVYqu8F+W7DnWxKHaKh5BOJasxpKuw0FfaJK76X0aJUW9O8a+Q7jAXraSsOAbA2c4KxQi/PhpcxXZzidM4ioM7QUhqjKmVTUgJMGZVEc2m/+EgRzBkF4Xj0BBZzOLEWgJ3Tz9BZuPhvco1rM8c4El/DC5WbCbpFrp3Zx1M1N2IqOkjJUeFxT6STYbJ01a5EST/LuNQYGbyFQmGSioA/5bTkjqBFfIARLW/Oc3qKouVP5CHVQ2j+RPni+DqimBjCYlomyQGPiQifDJxi3cn/wQU1wLfwv/fLIoBdGuNbispZN0BBCxEBrKCOJiWOELiKR4fpkzFNL4W4LPVNehL1slpdsWK5pIaI4qmCZMdCjSgzNkQsXwmGgRnsJijOUnCvR4YtsKBkaOQm4iglk2xexXMMFM1ibNU/4gazOKUYhZkOMlGXSG6GHk9y0XLJIimaR4lZry7FYQqDKSMM7kGQfeDNgG6Afsk7JxBaO0KJ4VknuSyV8Se2WnMKQ9rz/hIvI3FsBa1ciHU8X8uzI+eIB6bwhibpmh5Avex3Xm9RcVGYCNTOb7TA33QdTG5kLPj6xPpL9nR0E/H999MaWI5dgpS7i4rSmfnCO3k1hJ6ZIx7JkNETDGoe3baK55kMRBVKnkYCEzR/XioR4KLXj800h5vfwFDo8jpp/p1zwGdxS0mtOYnu2VjCpASUVJeCssAPm3MWOI2ZbA3S0xkpbyZswHBNDM8ip8cwgc+SpyN4jqwwcLISxUxgFmvm53kTOIrL6aY7SM051M3O8u2pnci4Rn0ZcBUUf6MQ8wTLhtJ4mo6CTcD08FSTgMzN61JFPQ9dzhIs+c9q0o1RVRy5zIEmcIWKLh08celZlaVPpEu1NclKZ5Q3lgwKao5j2kVqRgOYCA5UbuJIeb75Sc3Uf/wx/172UwOfQqHAPffc81+g56cwXVN5puZuhowgF0Ot7Jx5Fk+oPND0Vmxl4em3Fga5aeppwmU9jZIaYjDcxmSwjobSGDdN7SLu+It3QQnxZM0NDIVbqLJmuHXySSrt1BW/Oxqo52zMJ87VmpNMBhZCFyszpxgKNZPWE7hoGJ7J8uwZTsZWMBryd8OV1iy3TD5FtT2LhYpR9oAknAxvG3uQlObrwLxQsYXz0cX0FmtYovSBsKmzqkBcBGCg2FBuwwSTgTr2V25lINTCzVO7OS9OsqtqByW1+VX37SuviUeWv+qd7tx5rp/ey0TBz3CZ1ZM83vR2ZowFiYCIs5KbZw6TlDqPJ9t/oon2Z7U6c46YW+RCuJEDFZvn3w+5JW6c2k170Q/fXNrpvpi8Cl3a7JjeS3f+gs+pERq6dHCdAidKAzxeexMpI8mi3AV2Zp7lbHQxz1Ztx1Z+tOz7iqLJUmUzRDf/yOPGoj2I/CEqs+V0W6C+JkNTxRxe+e9LsHmJGKJ7vIhZMnmy6iqW5s5xKr6CiJvnlKbS5TTRVl4IG9o3czwnmXE6OKF8iEYp8LwsYTeH5flnjHkeoJLTsxTKdboMAf3Pv52/s1eSMhNUNH6F7PRd83IKWUXhCWcbUVXnj2UeTwg0Jc/fuh43us/yvrEJLEXHmnCgA9Kq6nN4hMASZvn+W5xVUjSLBeAjXEnQyc8v4yGrrPjsVcFlpVCkJ0AzOaEVsQoGNc0FGmdhTM8jNN0HPjLM0FeX080RQnlJKdVCuLqXXJ3P7xk/9D6eDkBOgX8SKW6Ye4ahUBN7qq7DVm5kUyrJ1mwfqbjD/qWj2IV2JubeSFH9SYXfOn78Ia9hYafATdO7qStN8mDDXbx5/GGsOQOt1n82YsJj+cQPr/jOhFFDnTV1xXum0LHK81tRCbKr5iZmAq+tCad7FjtS/TTkDwOvJEgr7KnazmC4lb3xG9k+u59d1TvJ6NezNFtPQ2mM5yu34pTHTK05UQY+Lt22iu0Mcn/DW9hWnKJOOY5aLqZ8NtfOA5VNgA+CNc9mZfYUp2PLsRQD3bPYOnuAjuIAuggRtKc4Hl/J/tgSwkBJcedDXcFXAJ90yt/oZcoq4IuzPQyGW8lpUdamjjIRqGEs1MS57FLIlaGH5ntfrSUJVs6cYv3RAzxbtY3RUCN/t/od3NnvE5vxQC/DlaLq992wB+vsBI5WgcEkQdPFU0tEXHCVhVBXwC4RNP1l/5TagKPo3DK5i4LqrydZPc6y7BmundnHmdh69leuxxUCKVSmA7UMOTnO5Z5hINTKnvhd2NEr55+q4Bx39e1hb2wlo8FG1qWP0FW86PeHQBXYRQLljYWIvDob9udlPzXw+cVf/EXuv/9+PvWpT/17tOc/rXXYJiN6gAvRRQyG2+YnhKiTx5A2aS3GYLiVf22+myX5ASRwJtqJWV7YxoIN/GvjO1iWO48QKj3hNgpl4t6MUcV3Gt/Gsuw5NFkmtglJb7gThGBZ9iw3TO/heHwlveFONqSP0FocwhY6z1duIadG2D77AnEnx/JcP/srN5F0smxOH0OXLp6WQOPyvaNASEmFBKRk89xBRoMN5LSgny8qHNYUk3hlES8bja58L9cVn+RQchknStsYDjXzjeZ34ZTvQ8gtYFwW8lPlj96pSiWEVAzSQqEnupjxYCOdhUFcoXAmsghHUQlIj5jnUMAjr0V5qHY7uvSwFRXNs4m5WYS8VNJIIl6R0eXpYBs+A9nEwRM++VItc5lccYkUq6KVScHVWj8NiVHOVh1jVe+tjNtLcNQwpmJQUIP8oP52FheGCKMxqeqMBXwtGUsEeKL2Ji7ku4jbGUAgFR0HwelY9/zOy+8/LVhKoNx/CuiAkFbZk+yBUJFqhJiUXCVMMjF9viinf6VwKe3fEy59FYcpREaIuA2UMioBUzJZYXJSr2FNtoKEHSDieVTYfoBMkTrTkWaWunVI4YcFkJK8FkXaWbJ6mAQaxUQvihMgXKikIHUaNR9QT3kDuHoSK5AEThMr1+vKabl54BNQYV++kzlZwRotRXjoNl5Qa6k2Z6iyphkKNvKSHuMlXBA+gVa3BW+a+D4N5gRno4tJ2Blqzp2HDhiJBgl4kgIg1P1gvwVXGWNEeiiXhbakB0EnyyWfT9D279as2wD4ekf5iSUIMUe4dpJAcghnIs5UXYrGWajUTmGWr7PoBVGNDGcaqsh7fZipJsLVvhfHOV7D1NgajsX93+6PdPCNUBPWZUD2xYpNXIy0k605j1VYgZNZByqEnTwBafqkUuGP9YXQhEApV85GMSiGijhlMrOCIGDFUd1LhGY/9G2qRUytiOYpCDtIQQvzcP0dLMmeo8LO8FjNzdRPT9Fe66ePjo7XcSK+jObiCFIonI4tI2zn6IktR7lsDF1K7neEyuloV3lMQqxMrEWA9ArEnTzXlOI0KEtQ9GpK1gE8mccJBXGiCRS9mWtFlvs9k6lADQ823DX/G2djS+mJLp4fHy7a/Bx4ynBZVZxhSoyQMjaTlf58qbv+Pc8TQvUcKtwCaTVCfWmMLXMHWZ05yZM1NzIerGdv9bWM5PuI2xmmA5sZCrUgZDljT3XJl71XabseN28BE0hgeLaDM0GbjBKnxpzifGyB93c0uXZhrhOCmJ1Bl5KohA35HqL7e0lmfcXw907v5anESg7HV/JY67ZyH5Vojs9XMsthLANBq1qLLZIYcpJgycPSTBTCoPiANOZ5hEouVrnY7IisZjJQy782vR1XqMjytZyJLaM30jk/x8TtDJp0SOkJeiOdDIWaLpt/chgECGDQLfIM1h/mohFDH68gr0fx1AQxDErxOtRwJxW5Ltzi8zjWSUT8/z4D8Ge1nxr4/Mmf/AlvfOMbefzxx1m1ahW6fqW/6nOf+9y/WeP+s5iC4O3KCFHX4YmgguVUAC7rggf5TKGHA5n381DHo1worKNg1nMkvpDmpwQHCdQ+gTl5C1aplWOJlfOfVdgzXDe9n0PJdQyHWjhx2WeXLOLmuHZmHwJYnTnBmsxJvPJEaUibG/IWWnA9SmwJEpUm4B2XNsDRhVTZnJFi96J/Zixx4VW/0XbozazInMYpa0W40uHqQoJxVaMBf4LtVB7n/u1DwAAh82VKQ+/HsX3uSo05SSx2nH5nG9ILsSjfy42zT/PAdRcxAy7rRm7kXM1BPJlj+7Eamqb9iXugrsAzi8NkJ99BhiqOxhdE0tRID1rjfWh6jtaJHTDQxdnoImyhUuWMsbXwLB0zc+SCDg9vH8XWJU2TQa49Xk3AUsklTB7cOs4lx2YIqNY83ldp0RrwK7Dvy2k8nNK5PAg5U/4HcKH9GNZUDeG6b6AY0+iTt2HPbeN8eIFUangeNxQDzCkWLwYlvZHXljzQoqfRK16gNH4nll0NuHToQ/xCxSRN6+5D0SxcM0LjqRjTI9s4lb+1/M1Xl/u4ZBnF5Nrk39Li1dGfLafUav6/ZguwIK1Ausxf1pUksfQSVC/AUgAdqtxxTsWW014c4GK4nRp7itN6NZsVm57F36K2WE/z9AfpMT1sJLtCNusnD7Cr5kaqQkV+mx8Q9xwgQF4pkC/vYHU0Lno1IOCmQoC/UiMsy57BFSrnYkvoyvfiWdP0R3yvhofglsndxNwcDzS8mYlgHYp0+YT99wAUohpiVgUVDON+1NI1uMowg07jFaEu4YGiFPHzACTFTBwosMutYJEZxwtkmD13C9Gmoz7wqRhCugaZuN/3K+0UxaA/J05aUIhCfzQJspfCZDsVi0ArVHPy6BpOJBxcAQHPIehlSGu+Lo1R/TSKMYM5fhcTRi2kFzy1q9PHKXZ+n/Fa3/ukuQbX9r+d7qmr5sHPrOLxfGKW9636Z2rrr2TyzJYSfOXE+zg3t5gFDleYKjPCnXmNCC731fQxYbZzLrYgP/Hw+O18cvmX8KTgm/m7yVTF0V0LWzWoNqeZjv+I+hNla7cVbisYRK/YYISBah8EAW6wGS34FvKxfoqRSzods2jAFnuIZ11fY6cr38dIsB5PCWCVQU/cyZHRohTUMJXWDLNGFfc3aFTN+t7kfDmDLVD24mUJ0WBO8GvU8Ou6ynComZISpEqVvHXsexxMbuSl5IYrxqQqHbTLSplNq/5v91nLaZ5qBs6AEDw9s56BoINPEfZtQ26MOldjVyyOpQQwPJMd08/SnX91SBOgJtDCjoZ30pw9xFhpzPdSS49oMY+eUyDqYSslbE+iKwIDHVtJgOsTnE21hJQRPMUGBBHpEbQ8rLx//SOyGpUSjuLflyW5Hrpz59lTfR05LYoiXbbNvsCazAmCqsdEwwa+He7CsmsAD6N6N1TvIV5o4O3HfxNLgaOB3VQY6wgp9YBLKbyKkNhMSAJ5QMC5NoODzRdZPvn/UK2uP/7jP+aJJ55gyRJ/ULyS3Pxf9moTqsr31z/BQSYIuQG09CbeVDHGlsQUY0Abf8wHpcvfZJ5ndm4Tnh1HAC2hNF3VL/vE5uQ/MTSznrzlD6SEkeXtFcdwBgVXN5zg+6UVZEu1VDkhsiNXIRSHbPM+NqfqiYRvIVR7AhYfY3REZVG7gzcWwKh0qKh5GJfH/BRRJEK4uKjgCUYnOpi+TORwR76LUq4Tl4XdHIBX5ZB34zjy0q5L4sg6nLKPKKgU6emaoNVwWRTw0KKTrKn7Kx459l6StkWTmEMpeDj5++lzOlmSO8eeDSOYAZc1usZbVhwg70mOWjrLrs+jX5BMHg/SNhHm3RmX4U1f4by9DssJg5AkIsO0VL/MmZJKLqOz6cw5Evk+FufOkDJirEqfK3MSJN6WWbZXWkjgICrf2z5Kx2iE/oYCilBYISvIo6N5Bu1KPT1ZjZ4MJC1BCNgayDFiTuN5krBWpD48RWhsLYFsA0EEItRPPGJw3lCpXrwLme/l/FwXEtCEy4aaY9SH0qjAhrEWjo0vRU+6zNMgJLRHJom7c0zPtmEHT3FBaaRZS9OgZ8lHp/CQOHYIT8JufTn5Og949DXoieX+WGYxqHg8a63B9QwUxaGx6gKK4u+WbSk4Y6tMeKBKlc5sO3YgRbp+37xCuAQ2Fito9GIM5/1d/LRRzfHUkyxVjnNweojziTF+P5ZBE3F+Xc0wo6tslA4TgVqMcpmAeFnlPa+YFBQHEKhOlAF83tCZ3FF2OgUW5y/wlbb3A9Ab6eLNYw+zLnOSi6FOGkoDSAH/2vj2eY6VJ1T6qleyivPoYXAnNAg4WIpFhf4F0nI5vbQhxILHJyAlriz4quCAk/c5eBdFHYkzdTyhhVk5vhw94sPbZMUQGdXCCqiUAgpB06OuXE4iXQyhui6nIys4k1zEG/rSVEXvoWl2JZ57lKOGf91Xz+xjSf48p2LLqDMncRrOsC+ZRQ1fxE6vR7cNloxEaM2O0NZ0gQstJbqlhgqsNwTVGx8EHiw/E0mD6rE2YBJWiziexumJrUxpOivjJ6kLTvLrG/+WScsHU7ptU5iqYXKuk2RDPxXRFL+Jx5fHmkmPrKUqHeJkeAknnWVkzCh96XYywgfTUlV5EyfYWy682aTOUq3m5vuGhUQDVCGoVHMs1ifwYEFJXkDBkzhAVAiUMv/VdTUcx1+Mk9E5zImVOHqODmMOlAvEzRxFuZbt+QCBZA+HkMQVG0V12e0uZdqook0ZZZYqCnaAYsgPZRXKLF7d8ftqXoYIevBiNMWd+gQBz0JpayelVIAssVIWqJNHGaAKymn57doEPbKJIakghMeUVg4NewbSrIMA2K5g2I2DgKWFAcLWLDUurFa3Em08yhJvkCPZAEvsIXr1KC8n1tJaGKLG9vuUpxkEI0FctRshBO2BFm6aeJB/bb4bW9GpLM6hu/4EYSkmBQkJwFWL2GqsDHxc5sIlPCLYqgPo5ZAyxAq+p2VUVtGhP8ZwtUtMK+DEz3AaSUPxMGLgamrdizQEUwxUuMy0xqnNZLnNO8WA0kiDlqbaUmH0RgBmqg8iUHjTyG2oTggzdowWIdFDJSaT3rw33VMtKlSTW2aupSm0oAf387afGvh87nOf45/+6Z94//vf/+/QnP+c5llFBpU0ngcbYnne3voEoVdQpGqAdwcUviz2EVUk76my6A6+ItxTv+vVJy8np3wAX4NGSsH5wbV4pTDt7fsZfeGjWEY9taseI9owRuelsP9llJpX1ozXpODC+c2MT7xaeVPw2p3GUEt45Ri3i4Mra7iUFeVJhUzC5CMVDvmBdeRP3s3F6pdYJjPlbJ4QXiCEMEKsGjhHsWuSsZoiVark7toMYSVDDLjkw6AKkp1BBnY3QjpA14EIN79hF+EyB0G6KpPH30bX+WUUC99GNwX5oMPZ1YfIh202nqrCmQxTu2aGtUtmyBLjS/wKA/FuYjNf4nTgOG6xiSwf5um2Lox9Eyh5hxfWV+HVvAbxyPXQzqYxhnPcFT9M0CrXhSr/x+xdz9blz1KVHIHkDFubDr3GHYT1sUnWd7/8qveHhlZwcXj9JWcMq0QKXCi5UUqlKOOpZp4qLOPm4FkU96dXqIhEZlm67DnC4Suz27okHMyrfDdl0Bfr4+aZq3BLFRRLC15eQzi0q3NMhmrQPJu8FmWulObexAC7QxpYcLr1EerOv5kZVUV4LhOBOhBiPvSQkGUCsWJRUCSgoTpxpBBsyfUSLQ5Ta03TH2qdd7EDPFu1nXtG7qepNExfuJ0f1L5hPuTRWhhkMNzKgcIa3iQfQlE81HK6oykEQfUIrhvmHDdf4fEJSAme52f0CzBsfwxOkeTpyTS72cpS6xyllL9bDSSHCZcLmaajAYJmEb0cypnLhzgU38i+2i0A9JVMui5soqjOMRBqIK1KDM9iSf48+fo018aeI9OTJD6ic/XyIt+YmWLa3cObD9ah5XUCCZPu6wZYrS+ELX+UDdHC3yn/jaHGskifLPI+/onrxdPUB/z5Ynyui4tDVwGCUm+SiuXPkqwc52oxy34vwwZlC+NWjmkZZe/g1ZyZ8UM2Ch4OKrtYQgGDADbXahcJiNcRwvTAMqOvevuS7pj9ivc1vUR39/NUVY0wfdpl6uSbGYr20x4dQYQlunKBpKYyGxhlVVm3SkoIuxYFxSBdVQszIJyFe5XnyrGbI0RISgxjmIhw/XR+LcRCVl+IahyqubIYc7ObZcgLgFpkquzxwQuUJSbBkhquUIh7gmtn9hFwMqSSN9By3eeI1J2lGbjkm88MXMu/nnsbPYnF3DN4P1pgLZGqlSjCRJT8PhbVK0m4WbbP7OfpmusZDjZjOI3ARRzFJudKEqpAdUNYqi+CGSx5eHETTyaxNB/4RMtaVpc2RCOymk2RWaaSPZQQlC4tN4E8dD/FGHAMWJxezOrphVITlSJdLi2yUFXAKwtbqk4QkATUoq/EJOFyNX3FDUC5gC+hH6/M/+9lP/UsGQgE2LZt248/8L9s3vRglCVTt9BJieBMnMfGdEw1gOb6MXZbXegYGz0ThMbLGZUzjp8FUNAD9NdWoaESKUnUYV+BpSk2i1owmbIS6OXOlVECrFFNInaY5156P83ZOszgBHv715Ec6kS1VBTdT3kdcPxdX1gzEYoAywApqSGD5fkduNoYJKxkCbgmAkkIC8dTsBUNBUk2EcctCR6e3EGr4ZOL/YRIHVnm6bgIrjrZSfa7BnpQkFv8Mp4MECzmqZ/t5VxTAkVpRjeCZBctIR3qZMtMARWFJyc0FvxLElVzMTwVwy1iduWo6ilADs58v4OBlUF0PYoy142XkTSkv4fuCQqRKM/dsoRCLEh1QZCr6qdxagT1WIKegW5sJcItHOFWeQRI4LAVXAUhduEdfBpRdo3LZxaekwCCri9OaCo6nhCY4TCWFUFxXZb3HCFVWc94RRWOEeLk6Z2MV0bLBSL966mfmaZuZpJCQKcQCiI1laBj40oFJxRAcwMY+TTFQNK/j5rDWFUNcsYhq0gCTSotQzkMG27VL4CrgePiahka1GkalVlU6aBIB09oBFWbem0GKeG82Uq2GCY6XCCeSqHuDSMJ4ysOQSoSx9V1FgGfcGaY0lII+TQNSiuqEIRlgVqR43DNaiaizVQZDu2ZUS5E2hgNNhKKVgB+luEjFXuJuRWgbqe5NMZI0N+B5/G9KbHyhFyUULg0K1tVGG6J9dNPo0oHR6icS14PwPpkD2fmFjFrVPJ47U2E3SKnY0vxhEqV6zKjKFw93ct4cwOTTiVnZrtZlryA6vnP71I17XxohKsankVMLAAfQ0pCMkgRC4EgKfMgYEomIauhR1xE/imygzHfOxFMEQymAJjMr6WOF+bP9bS4eh70AGQViSVh2hzmeNgn1y/PnkGTDhdrt3DCjrGd50kPxsjsWcMdqQLFWYGLgiYllXMK6a90EC/kieYXiNYAuWgMMxCgpGo4qkYmUUvtVIo/nv0riqrCTFUlmcoqQOGCux0ViW0YTFT7zyJgFTGNECdP7qQQ9qgNDbJ5pg0hBMu0SZ6zozwxeCMF158XrjPOs8fq9uvIARsan6bPVTBrliJxyOa+jyzDGV1tIRrYgmpOEps9yYYBm+GGdg7WX8RzM/OJzjFP5XpZTV2uSMSdY2DY5CQRti19jEB1L9849w5k+wbe0HcYOzjHFIBrEAyl+cHsejYVemmNz3HWrSPrBdF0BcfyOWBxO01BfQXwkUGCQqILF1cK1OEB4sEEkVU59NAcidgI0hWcvbiG8XQdLSNnKQRckrVrkG4AcRnwkZ4xn9nmlJfVxZYk4PibieDqgwRrenj04ptJ2w6SvUjhoTlnUYTFtFrNwfUhVo+so9+Yo0p6BCO9DIgq2pQadBFgRe4MeS3MixWbGJYdBLiILRwyrizTs8Eq8z6DpoenlijJTvLlgsKRy/bRJakzQxxrdhUfmKwkF9DwFIGpKeRVHQ9BMGCje0H0MmCdi3vkwtVUpGfJhwSFkA+yqt0ZOic0rOl1KFoWz4nRrzm8GHRpCUzwKf0bBAybrAxzcaKW5vQ0Jzu7GS4k+Y+ynxr4fPKTn+QLX/gCn//8qzVN/stex1wHzYtSmbtEETa5onrkq+zKz6KUSM5N8NziNbzU0oIxNEnnxHmWnTxJQLiEmjrxwj76LtkGJwmwGYinG8gkT2EFZ4k54DoJ3wdTPn3jpRcuzBf+BCyCKLi8hcdZafW8zjWV/18uTtxP23yaqlsGPJfUaySCjz56kZH2Vo52r8XVNOLpNNfveYZQqcT5axdxdHkbmyZLKEaQioJGQ98UWnrmdcM1VzRFSFRX0HGsWNZkWaiY7AnB7s23crZ2LXge1z7+Te7YtY9iJMILW7eSqqx43fP+OHst9R/VcbjmuX3UT0wAvXhCsH/bNkabm2icyb3iaIOZCt/1JgDhglWW0hGmf4svgR59coTYzBhGKMLjVTcyojdirqolUVXiPc8/jmPoJFIpduzdQ/vKSZKdhVcXgHRAFmHsYBL9Yt+PvLbmef2NV5yAK7+3vKaHiRuaaVPmEEWTC5E2+iKdvOdCku4Rhe9tT3G+pLA4b4EBbeYUpyO+B8JGoyT1hUKlLuTLWTJmsZnbJ55AlQ6W0NhVcxtjAR8odQ2voFqBJ8M2fZfxL9ZFjrE0Mc3s81F+4egjZFyDRzu2sWfoGpZV9qCV74e/Fy0y0prh7vqHEZMLK0JASoJeEMggpUJNGbxNkSSCx6LcAAIX10rhZuKoCb8XlFLNXJi8iVXxBeDzZMyv6NiYn2E0UkVWUbClZKTYS3/Cb/eK7Gkmo7UcUq/CSQnWGceIWnmMc3kKqoKnKERKFpt7Rwk6r19WpBI/U2m8ro4Xt6yjFAoxWeOy6vgJpBAMLlmOfJ1M3O5z51h97DjPX72V0eZmIgWVfKEDBZg1ZmkzBS/RWgY9UKvnaVMyLA8NcrrYRig0xPH4MwCkqzZTNXMSNzRGqKRSCrhIMU379BS9yRG8esmJCoXq7ACThkul6/LF8Un+W20N/brGlDfG7xRnORkK8K1EDAqQcyq5va6H9ysP8MiRD5PMryBbfQTP0zDCcwQP9/HxkV5WTV/gb9/0bs6KOtyU59f1EoKklaKjcJF8MHDFdecIESgLCKZkiOb8DNWdGZq6jwA+b+xePsqR8FU07H2JjkKOgO2SrxMoZTX7S6GupCxeBnz8z7qKvqdoWq/kidBZ9p+4m0VTDsW2H3K8zAMjkENNHMFLbWasuI3OitNUCBcPKAC75SjvMq8hplcyVxplU+plNOnyUlW5AjqQ8Ra8WpZ+ScTQxVNKON4asuXnbogwlGVLR6Rf+DqhqqTCC+5/HUheGg7F+bc52LaUsVCEN+66j2R2DongwNrtdDYX+IP+ezHtar5l7wA7CUC1epEJWUeDOcFGerFTKrfLz/KhF39IzXSK55ZsYabu30ZG5Gexnxr4HDx4kKeffpof/vCHrFix4lXk5gcffPDfrHH/aUzV2Hn0OQpyIQ3VlQquXKhtpb6Guq7UYSxeQTpcgREMccPZl9l58gBCSkTEw40sIq/roKjguSAU2pQUWuIAs9EYnmIhFRchYZV3AkPaV+hICcAVYj48EBYmipA4rkBPp8h6JV6khTGjiQvh5diKjua6hL0sddYATeYoCpLqQJ472MPpcvqsLE8A4tLKK+HkujX0LfJDZxXTM1y3dy8ByyJUY1I957LzhUNELA+zqYO56hpKjR2EknUI75Vufd9bkkilWHrqDMFiDqSkp6GSyURk/gi7ohYZTbLi5Gl2/N3nsAyDsytWMFtVzZO33kohEsZTVfA8jFyBWKGEgoeChSuh5OgI4RdTtz2/jGVMKBRVP+01SQpN9fkoskzMFBJaU8Oc7Wrl4IqVOJ7C6vNn2bZ/Pxc72slXlGsx6TAUraIoBJp06IrOYkqNwXwCV9WpMQtU5nO4rsCVChUzs9SNjwMSqSjcol4AKYk8VSQYt1FWCwZEKxXhGY68cT2zjJA+b5AYSPNKEUIJCE/SUAaH6VCAyXgUP6vNf26KBMcwcMMxNOHSoYwyq0r2l7MwGmZrqJ6zcBSIaFMESiUIBolrJor0SOlJZvQKqotw9+4ox7pS5MpqKwk7z6zhk3hXOcNkAyFiZY2okifIlYFPOhWl2fRJn0/U3oQeqKcgFIIetDgqbUApPEchMQ6mS40zywb3Qe43I/zxSd/T8Ka+53m0YxtHp1YxZyZRywrABeFPe47hobpXgoGAlITKi5r0NALCP9eUTODoLtfOHmbcqGVf1dUERp9kWcIPTRYmljJTWI4X97kgWRHAxKAtP8T2sYv8y6Lt5FQDy4JRN4UUAt1ziBkeSizOF37wV8SzGWYjQU611GCV1akjpoOiRHhp6TKkUGicmqAim8bWA6RqWpBA9XgfSMnJdZuYbPLTqA3HxNICHFu3dv7amtPD6Kki+UCsnMEjqS9N0lwaoZAIs23/8/R3djCXrEDVbGShRHJ6mJeuu4NF6hQnXd9LtUr6pOMP7/smLyZWsmH6GJWmf580/ohiEL62Q+H6UI5RXeWhihADlUPcekhy81GPy6NhVa6L59bwZwgymoOlACTZBGwqp7ULciQCOuuu6wFvjnDNFJH0BcIjsKi3h2ShgCyH2df2vsTTi1ZiluvUaZ7NLVNPMRRsnuf4XLK8DBEsa0W1TgwTLxRItOWZGKjBzBhkxpIsHz/IYv04I0k/nKnbCqbU0KWGDdhl7+EapZfJgD++XRSC0qO+4EtTDIcasZQjqMHHWVUzweeDSUKuZN1sBIFCmuO4Wj3LSYGAGS9Mxi2xzClRChn0KxPE9Ary+SFMRWNt+hiHPT+RoygV8u7CHGmWldRVDxSRAxRyZeCjagvrz6isIoBNPOCh2xYdE32MBCIYpocehtp4lqypM1aMYUrJutF+dmTmaA6m2N4+QEgx6S6oFHojmASYdi2i+fMsOv8oQTOFLWy2ChUVySF8Dtj/4l4EkAuH+W/fvpd9G67hP0i/8KcHPslkkre85T+qmPz/u9YyMowx9pNLtl+yNarHdGeQw81rmK3t8DVCmMcuvlk2HUOHWF0xwXPJ65hVKkDz4bpmGWzJnmVt4iXQIKtGiLt5PAs889X+lIlilP2ZLlJqu+95CEfRRBSKoJeBTJEYp+Q6Dpjr2HLhOc6E69kwOAp3+efw5CWFzjKY88Q86Nni1LA6Po3SnmKuJ4yV0albNsdwtoZ4aZg1uy9ydtlSTq5cSTH8+nolhWiEuapKNr50iHgmw5LpHEnLo6exhlJdC07Mjx8f2bKFub5+pmpryEev5BgMJ6vZs3QD+UCIlrzFp0+PU1cyGeEk/5vFCCSLHIfzms5bMVg/fgYx/RQ1K+fQjMt2WWgYOAyEGvil7j9kJLhQDkF1HT7wgwd41xMPXwFBVipwqqmW5U2jNIXyzOgJXNFF7HSBZUOvXQjwsge+8CqvI6YlcovkezW3QRFaXuhj6fTQjzkHPLDjFs401tA5eA4pFOxgkEMrryasqCyeHqGNET5Qup9EeZf4peo1HI/NAbMsGo4wXlkiYKt84KVR+rs6iQc0WoujXAw382z1deyY2kPEK7Kxp5JdVb5HslB2u1eJPM2RHDkZIlbWrcp6Aqe8kKijZwA4E+3mYridZfos2JV0OSoBu4ijhznpxjDnItyZ87gj9T/5uy6DX3oiR9iBiUgFLblJulLD9Cab6ZnrQsMnU14CPorqzYOhS2ZISbBci0mWdYbynoGJwbRRRZU5wqN1NzMWbODbozfzB0tf9gvOTi/BJcCgUke7N86o52csrps8x6Kpi7BoOzktjF0qkS4vQDEng11ZhxtNcPyqjdz8xJNEZjMMVMfJBw3mKlv4y7d+CE/TMGyLylyWf/jTT6MKjfia91NfWYnAJGv8gBda6phN+r+5kWOsDx7jBMs56KxFABu1I5hVAY4mViJRSMoMdymP4RqCg7MNnKuq56rpSbrOXunRk8DLrssSdZKzbh1eyKPJyyA8j+7hOZYO7X3NvvXpb3nEVziEO7L0lYLcvldjbd9rebn9e2wg+dF5YYLwdzRWL7qXlB2ma2Chf0sEqXiYI/EltEz209Uxymm1lVZZoC59ilprmrxMkJdXckpyBDE0H1x1j16k68IImbMOEz0tmI6CZeQIkWWoKcfhrhIrBttQEFieSsBTr+AlLRUjpMJhKPhV11qkCY7fxuFIBULAxbDJ58NJAK47UkvrRAxP08i2dOKEfKL/uKlSHDL51WMPMtzVzrG1a7lg99CuJ+c3gWej3WjlvlmSgrwHUkqEEHiag6ULDFuiu/64vbSZkMblwKeakLBJzM1yzb7niebzbAy5qG0Q7TJRipIYOca8OAenm3E8lc7YLOsqRlEcyQmW0GP5c/pXvbdQOzDAhjNfQJULqPbHMXiqvNKPOeLfz36mkhX/ZT+duZbFZ+/6FWbDC6nFi/ID/MbA1wh6Jn/d+l6OXJaKHbMKbB4/xx37HkUZc6g6b3HT+ZfIh09ReAUYUDyPirk5lDLY2KnsYq6iAinKWjtzc6iex7BRwRff9m6+f/WN/Np9X+X2vbvnv3O56XhcX9Yr+WnNK3uwuCTxXv6/LDP6Q6UC1wX/kAAWX37DW9l24QCYYCe7yDe2s+LJHhQp2Ggc5zu1t87HyhXpsX5ygOqRGiaSGqdbdJrzUxCCfde+dr0XxXUpCJ2g4nGxzOguqRpHmxYxXlmDo6hMRxNsSx3lomxkKFLHR65qLX97QVjr0jLwFwB0A3f+2PuQKGS5pvcY1zsHGK6s5Qt3vocfXrOT6tQsqufxzie/z+ZTx1g5NAlDGmPlKWITC2mtD15/C3s2bHm9n6Ayn+GqvjNsOnyI2ulp6p8b4x18b/7zqWQlFzfcSXUgSW/1WRKpenKuDZaOisoL3a08vtK/zqe5/VXnP9S1AoCeiWb+8uyfEMLl0zP9/I6zgfMVvVxoLk+qCGY9/3UorNE5eZ6L4WZGgw18s+VdqJ7DPaP3E5QlluR6mCiH7urVLNUiT16GSJZDXYXL0pz1oomDxrNV16J7cNH1Qev1F57g2p7HGa7bzO1L38ra4lFWnf4mbk7wu4f9hfpc1yIObdxIpFSkeXKGXpqZKNSgyYsA5MuaxJonUd0rx0BASoLlApmi3J9LtobhWliqwWSgel7hd9htoGduEUuSfWwormBPHJ6xVvN+bZyLZe/Iutl+etf4YzunRZFelozmZ2bGnCwy6ocmMokEX77l7Zzt6KTSdbljNk5TIMw9P/wqQlWJxisRwBNvuLnc0vHyP2CVL+oZosht7OE7XbfwoebfByBo+WDjb423+YcOX+BDfd+lJjnFnUu+wERwAW58EWiYmqAqPVe+fo/Gob9hVb6AF1d5m3aeaftZFG0d4XyOF26rYrN7gXbHwczpPGR38tSyOa49KbnhmCR3KkruVJTf9ZmwmLrOl+96J+darxRWVD2XxvODlKZcopWCwaXtuGWArDsOyakv0z4+zbue9ai6MEMVM2RDYb70pu1cbN6Cq2oM2SMsOaTy68d6uGZmH0uaVxKTLjOW79mszWfo5cpafDlCVJZ1o+KpFKqUVDygsp3RK45zj8ED1yjlwqIqJhohKbg8cL1YHedlQ4GC783vsHNIzw8JjcWDXFco8nw4RLygcdeZDeSrmpmpuqzflUpsPvAiDePj8+9VTPn6OxNhyZJZF0dV6B7M8ZWtW4mXXqQAmFJBKjYOGjrgKRa2pmDYLqos4uJRLAMf57Iq7COymrCwuWbseZauH2ToSBVuTsU9C7Nn/TVmGt+DtXpeoAP6KfNCSXE7j/JKm6xexZFlN/BMt8DusRB4fOzCffQ1L+EHV+8gVirwtj2PU52aJOS+ev35edn/dXV2y7KwLIto9NWM/f+ysgmV8eoqLtb6C6ujKJxUlvL4iusIeCZpIwHSRcXBQ0UKjReXrmb34gbe8tJ+Nj1/Ac120R2bRMbnHAjkArrWfJEwrxysieRyfvqgFNhqAFexCVgWn/zWV3nbU4/SNOXHnkvGlaqbnlDwyjvuS0uQLP8WrgdSAVWCB6qUKEJiqxqOqvLUVduovsStmQdUZa5PeRKbDUb5X40f5mxVO/srr+Le+iE6R4eYyyVRggpa2ne/P7vmKvau2ITmOQQ9k5wWYR8bacmPMxTxvSkBp8SmvtN0TY0hpF/LR/McNNsjUCzx5PJNnOroonV2jC19Z5mOJnixcymuqqKgEPZKfKbvH/jo8H3MaXE+vehX2VV19XwNq1cOSVGuP+QhEH6xM78mk7yM8Cw9OqbGuLrvJIbr0Msi4pkUb5zbz75FqznX7u+QPvUrv8Vb9jzBu554mEB5Ybp0v+dicf7xLe/i4Mp1r9EK0HCxFQ1b0XlhxToCt7yVt+9+jDv27sJwbKQQnFq8hP4liwjF8uTDKbrdU0S1C4RcybTSTEqt5kZ7jthkL08kt1Eq63hc/mu6cCgqAR6su4mRmM53Dv0BS2WGTZEQtePbOF55nOp0kLDZyaNLBNeZNk7AYGmpnxPmFGk9jouKq2i8nFjHzulnUfH4evO7AWhQsqhCYsmFNNtLFvT8Okn9oRZf2VyC7Rm0Zsa5+YKf2dg88SLvyB5BK5q4UuAoUAhpHFt3FaPNrWhIzFCQfGMFuDCRr+VSMlRR+MAnZ8NRoXEVCxOh7/Hxx4Va7scl26A1N86FZCsHKjZdUXLhh2duZlntQQwvzKxiste9lhvEUR7ythPySgxetQJbD/rZfUoAy5slXyZ3x9wc3mVjsCIB7bFJWtUSWuQE2zLnWVIzzi5nG/NJ4uVxp+PMc/4dVDTDJppI8Ynm3+Js3O9nAbuErfnD0XBsLE3nRPMi/qz6fYwF6pBCwbAtXA1UBMJzma1MMJNI4GoarqJxoe5NrNk9CMTQrDOsSEVIN4LQHfoWX8ews52dh5+l5qUZ1NpaOirgq7dfBeo46y/0o1u+d3KgoYm/ffv7GGho8UOqQuBoKp5QcFSNY90rEHkbGSmDUtfxdX1UjZtmd/DEhgd4adlV/PIjc+RCOvfeOEU2sotSWGWu5r1o02HOVjhoDhj5DEkvj9Q0Ksue77hrk5OvDnXV6v7nL1Z0saI2SN3AEOolV46vXUrIgruf80hFxzjcUocpVcLelSHSqOKg6z5glMKjpeCHA9N6NTtS/Vw9s5p6JUwo1EC+MgJSotm+t6l2apI1R44SNEuYmk5RMXiicx09mxQ2T+aZS0ZIZ3twVYX63Bx3XzzInqU+B8jyBEIzybtBkprAUUvYuoAiKLJETsnOt9GOLKSJjFJF2CsiDZWnI1s5fPNqrjp6mJbhIYQnkeV1QJc2Kl557lOQkrLYof+5rfivi8EQ37rlTp7eeB25sI7nQXDG91z/tzf8L9LJ5Hw7nl+9gQ+9eB8r3f9HBAy/+tWvcvjwYbZs2cK73/1ufvu3f5vPfe5zOI7Dzp07+fa3v01VVdWPP9H/Z1Z0bTK5v+KPHwww2L2J2XiS3Us3MJaspkSQ2plhlNwXcMUokihh9SMMNq3jRMv1nGi5Hl4nstiYmmJ7zzGOtHbTU9/62gdxKdxyP+988gc0TU1QDAT463s+yJObt/t1aC4z3bP46P3f4o7Tj/OOHf+T1JZOCKpUjI1SPC756JovcV/f9cxku9G3SnLxMjFOSj6z+3OXXgLMe5Qc1Z/cn16xiaHqMgfBMulrrKdzdAhhOkSzORTXn2m+Xu17VX7pgX9BWk8wsHkrezo+zFCkHiE93jn2ANvtb3HTeIq9ldfw35f8Jin9SqG+5kIfDaOfouCO82yt5COpNN84kLkidd8TcKEzwlCTxlvFP/JW/nH+sy+feC8Hxq4CYOlsP3+19+94bttqRluWoVsWi9NHOVK3moAXRFWG0Io1mAF/Yu3o6yNcynN66QoySpKmzCS/nf5TGsI94MKBJ97Al256Lw/uvBXheVw1cJa1gz10eYO8RXmcnPsH/PJnEjTOwd/sXMqmKo0Pqk8CkFYjfCL8SZ5svx67MoCt6ey6aRNL3rifljLwTGYuII4uolQQXF14iWs5OH9dBYL8FR/CRqcqU+Jd7AYkLS0naW07hqJIFFey/YVZPt/0Xv684xc5EbqKR2pbeOvEIDendvNS8gbqR27GUjW+ufkmrBLc8ui3yNVXIJta+ODgwxSkTTq6nm/UbOZctJutcweZNirJ6HEUPOrKE7J9WZrtJQtLSVqL8Wz1df4bAm4eeJFfPv4wpi44297A+qEhf+ZHIFpNPvLmECtym2nONyOkx8tOC0kKxBSfJT5RqKGxXNm8UPb4/IsTZp8dYGk4xA0FfwEMSEmgzPHRy1CwZAXonhvmQrKVkbImzCJ3ml6lktP5pTz13FGa60tMa3BCdvLO7B8xHIzTqU3jGjphy0LDxUElK4pkDH8MRKXvbQgWi5xu66BzcpzouMs/brwFS9N549Qz3NRzkBxJCnqA+zbupGT43qhrp1/iY9/8Bv9w/bt4ds2VldEjxTzXXThGfWqYkxUnWTG3goAXYLa7xGP1tzFaLtdy+3O7eV/hqzg3l1msCnhS8PxTG5le0cT97e/FDG9hNnQWDWiagWhJIQ2crunm0Y5rAHio5gb+/PyfEo9keeqtn2JUNPO/PrzQnp0vP897nnyYmy8cxho8RSybYXHPeQ5v2IAEjjd28mLXSryIjuK5bOk7yaqRfnprGtm1fBMnu7fyJ3/zHT7+qRv5ld9aTTh1P1ePnaLh2W289fhe7vqL9+Ik6tGVMc4l2lG9Ilp2FruilkAkhFcMMLxoGQXvSuCTJURAZInkchyrauV85ywH36ShSsmvzqX5QDpDv93MN4u38fbHHiGZM9neM8z5phlKdVcunSHV3xMCeFoBo1y+QwvGqatM0ksSgZ8oH87n0RyHTML39I42NeEJQW/oEB1DLfx590dQhc2y0HcIyI3ACEN1SRYd7wXhcePgCzy17iYALAmKWmTWjZPUoKgWsDV/Ttc8i6LqgzHDkxAuUQwqhEseQ14tMTPNkfAaxpKNCODxLRtZNldg52Pj7NqyjZn2ZkzFJDpxAhKrscsg3RWCQ51LONLsC+0254d59wM/4KmNW8lH/f659dhBjspGpBCkQzFU1+HNTz5GuiLBU1uu5Utb38k9o7t5B/8x9hMDn89+9rN89rOf5eqrr+Zb3/oW+/bt43vf+x5/9Ed/hKIofP7zn+f3fu/3+Id/+Id/z/b+P2mRQIAlpS6+sW6MP3roKXqXdLP0/Dn2rN1MJhrnzueeYsWpIWZqFUbrOqmbeJDztQfZu2ELs1U+EdRTSvMdGiEYi7cxmqzhO5t8ASkhPbpHLqJKG8PyiKczlIJ1BM05NKcACPa1rGDL0BksTSOWz7HzkF9wcTqYYLS+mrbQGB/+h/tZ0tcPCKpm8+RPzWFvqGauoZFVgbM8J95KYGkcS1RjxgPonkVrdpTeRDuXR87kfKk/8BTNDz0FgiyaGKKrv4+7n/whc3EfrMQzGRTPz0pJR2OcWrQUISXtM+NsPA7sf4H3dpzn8bfs4E25Z7g6fWz+dzYPvcif25/gu81vJafGCZmSDcXz/PLwfYi8y7BdweHIBtq0MQTHGcwHOFulUtBV9geS3PIViYHKeEcH6WgF3cNnUCQ0VOcoe3VZPjvIRE01o+WBbhsGp2s2EfAgZ2RoWFEkkB6g6nCQjpNDNEyMcvquFnbufpqB9jaqV9hUiAq80U3I3SO89cAu1p87y1PvuJFrHtmHZwYIlEzaw+c5e3UlU9lKls5NYakKz4Tfy+N2gEJjiIgKf9/yTsZ6gxgvTbOsZYbF3ggb6o5SXahnMBqnqDm4wTCRzgncVJTF6T5wYUBroMpNEZVFNoZe4kB0Fb5Kn0TU5bAVm9MTK9C8IKuy42juDB8cfYBvNt7KSKCJv2j7A26Y/lXW5wsciA9i6ElOxtf4ZEpV8oSxjBvyfRQjYUrdq6iYzVBNnhZ7jiG9gkdqb2G6XJ5jiTKBLjwqp6dxKnVUQHcVbNX3/ARcwbeb3u5r9kjJx898lzf0HGAuEeOxtc2kG6s4urSW9589Qm1Fmj/ZGKbCa6M534wiXd7Hd8lG7qY0tpWSehCCMFGopbEpAeQpljk+M55fbXpcW4DDAU8S8HxgpJc7tG3qdKWvDH80hQZhNsWF6CIOJ9axZvTr9NXfBkaSjOZP/k1qhlg6Q+twkfAii4wMkREWWdU/f1jxrzdSyHPD1B56tOXEzCJvO7aL+9bdyEmxhCYnhQD2L17JjtEDAOxp2sze6qvY+0kfmKuuw7ZjL6O5DuPV1Wwc6yNsm4DB+pn1AKTCYR4LXoedETQUR/nYQ99i45kTfPSTf0j4YBpR9s7mrBCqU+R9k9+GtvfgaVWMVFXRVoCA68yH2kVtgbaJYcYq65hIVvG37/4AnisZFc2ErBJNc1MoUtI1NUJbbpKDV/vgTHge2Vicwxs2AFA/M0jnzAkaMrP01LWwbPwiv+z9C9NGEm/mejTXYay6joudG8mHfPWbd/c/gzJ6J0bEQxFQMzPBVFUd22IW7hKIjFpYaR/4OLEk0giia5C3XunxCWLgoOVMsqFqjrTlsZOfoHnK4JsNUY7Qyy995eu8w33EvzfhMNFCgRv7XuIbiyJXnOtk8WoqvSFg0lfG93xR1GBcpwhE0xnCxSJSwGxlJYrn0TowwNlmQe3kBNfu7eM6YDw6Ad3gSp2slgWnBSFHmK2qYnPel1iwohp6eQtnI4kEZsgV/DCeqRZwNB/g647HjOZvhqKeB4Ec5xZFOXF8CwflEq7LH2Bv9xrOtraRUeKgOPQ4y1hy6ItsP3SAr3fdTsINYddsBEApZZmri7C7+1omw/5YXuO8zHsO3MfGA4OkixpPXLON20/s4y179/CON/wROSPMupPH+MhT36V7oA/d8Lgz/ixfaX4bW6cn+Y+ynxj4fO1rX+Pee+/lne98J4cOHWLz5s185zvf4W1v82PHK1eu5KMf/ei/W0P/XzZXunRPtbM7eBvf7jjCLx3+Pk5IsC34Mt+pfTMjLc2sOxpkpnIloy2djLb4u8D1k30w1c/qo8dYevYsZ5Yt49SKFUghGA4MsWvpVRSrotTMzvLpe/+GVX0LqeeHlq7kz9/7UW57/hDve/RBPKFwLtmCIV36jEoOp5vYfPY0Hzz9CLrnUggk8YwE0ezA/DlWT/UyFUny5qGj3NdyIycql77q2jb3nqEmk6V3QzveJaKo5+96LtXb8qSK63jcduY40eIs614+TG3KYrbGXwBaxkYYLoOMM50+76QhNU3v8qVUpuZoGx6mzyhwwHyIuwbnIOHzpidPx5k+HaWlppkj77+f33tqGSsPHydYa6NudumJdPJ9bsQkyCmWc3xuCWv3Hiao2+zaBG/b7xIvSkqGxrPNK3F1nca+SdoGBlhUGIVaP/DlJVyeXXYzCJe2/oukAgVSjcvw8IjMLcd4/HYkgsjMSZqHD5CLNDIx9T+oUf+JdYePoLwM+uJbced68ab9neDS2O1Yz6/GLOmsOvVlBNAXb2SftYZ39jwFwP761RTLWRr7ht+AE0wxXFGBqpkIoKa3jqWFZvTYEUKth6idbWXkwIeRuXrCQIuep77yXhCg5/6MqbY/JTpxmg2FswyvkPxT6MP0sYim2WluPHwYJ7WaDidIU/LPIAh9qZu5c1eYL98i6Q91cd2Gr/K1M7/Ph8dO8tciwrG2u/2HpgjOV1Uxkankw+PPM1OfZLY6CcASd4ohu4LJoD8xG9ocG9RRQoUCcrKEXeX3gYC3AHyEZ8yDnjv79vKGngN4AkKFEnbTYiq9EF7I46Gtec4kznNWT3DD6FoAKocvko663L3iUQ4ObuehRA04kqITQpY9PZeAT5FLWV4LYYuIp5K+5OYvk/mdkk5XamT+mIbSGEm3n+qMwoXoIvrD7UxM7WLUyV0BfBqVNPGZFBVujAgWGUJkdI+M4gOqsOoBCsFCgd8vvJc7Jw5Q2aoQz5n894f/hUxZamE4XsXvfPHzdI4OI4G3NfyQ3/vljzNW00oyM8Gnvv5PmLrO5jMnePhNb0JqKqcb2ihpAdYN9eAqCk8s30I+FAUp+R9f/QIbzp3kgR23MtDVBY0OxvE5RNoPS4UCCQImxEmTIclY7dW0XTxNPhrBLHucbgs9zJlDDdg3+Aqqh9qXztd62nH2MJrnMVe7hol4kZbZSRQklRfHueboi9y/8w4CcYWsF6A/vpZlxTgtU3lqcyfoMgssD/jMujY5yb6Z1Zyp7eAv7v5VPEWhe6CPXOEOEtESdhSevOVmIsUcU9Qx12gSDRfRL5hkQjmEbSF1AzccJSAdCq8IdZlSRxEwIWLMVkwRSr6RmdhVnC7r8p2p6+Ll313OH33xLxGKpKe9g7beswRME827kro7WFxOmy2BHlwkwrNxQ1GK8SjCc8nFY+QScTwENeMTXPP8fl7uquLR62cItbhsPByjLpvF09IoeHgoOIqL6xrUexWMqXOMNLew7OxZLtTVEiiH2hw8Sol+UlmfR2ZfCnXhK1QXdH9DGfVAUW1mKw2+4LwViUJlYZYnu25gOrlQVuM4lXzod/6U//av91I3apKti6AgmTEbsRJLeHJFDEsXBE2PDUeypNMh1H1+n7jp3EucDHfw1hf2+P3bKZEzwty4aw9LB/xnGq41edvULrbOHKdn8g7+o+wnBj6Dg4Ncc43v2ty4cSOaprFq1ar5z1evXs3Y2I/LRvn/0zRF41jrjQx0RplM1nOuooVAdSsDGxvZ2v88tblZdt14F8WI5wdhpaAU8kmPuhkjlq5CAMvPnGH5mTPz5/24ei9HulewvP88CkGeWX0rqmogQgl+/5234Gkq33jj2zgSW4kznuGv9n4BgK+ufifraMBqaOCByBLecOLrJAqTYKZwFYOpmjXUT7zEmqkLrF7Uz4f6H+Wa1Iv8Kzu5ihG6tbNkCbFv5h66sgXM0DTRUmG+iqmQ4Bp+AVAA6SmMJhJ0D/aSr6lgsK2VVDDNaGczG44fo2l6Ek/4k/zRRf4A7h73K5jv234dH9t8I6buu1nvWgErsz3Yis65HR1ECnk+/PC3+ZNvd+N45/ml3/4s/Y0t/MG3/57hS3oxAYFiCYYrmjn7jsXct3EHlmZQn/8it73wLH2LunDLsgz3veFOnli5GX2uwFuOPkeFUoSWGBKXTDDMZ97zK9iaTrLgh2pS4QX10jfvKbD+OBxe3MRn764FPoVh29z95Pf5hUcfRPU8HMXgzJJ3cv+mzbzUHWD1xat5vzXL4r5H6MyM0Znxx9D+Vev5q1/4ZcyIz5175rL+JMsL1Fx5AU3GJpkthdndsxotepxOZY6jLe3UDp5ACMmFUBv/2NrAbXUWDVMa+7zNDB1awU2cBnmaSLaDcGETAMVYD98NrOEXOM/50rVUOZL3Pj/GdzfWMBGu541r/473X3yYEauBbCy50KYIZIoRDgRuZcPIIYYUl8XOLLIZKsgzh89r6E6cQMuHqBuf4P6KjayQQyB84HOJLKq4/rNY6oxS16WyL76NkUiSgc522lLTOMJBkxql0gY6Shvma5Bn9CDrL/Syq34x16w6jVBsNAEJI0PaSuCUs7WKZfmGS8DnUtYLQNINMFNeOAJl4D4Tqfw/7L11mGTXde79O1gMTdXMOMykkQbEDLZlyWJzYjsxxHCd2I4x5jhmO7GMsizLFljMI41mNMzUM90zzQxVXVx1YH9/nJruGclJnHsT57uwnqef7q46dWqfcza8e613rZf6xCiysLElmdZkN9WJyVmuT05xkVDclBrTDBVKoheTxCOZ6LEswUA9YSPJiBoipuskC8K8Ad0CZNy5DCXZOKYxzbSUo4jaWdAz4/ZyuLaFxTX1NA0Pcv8V1/OTG982296kt5gDa1dRlE7y6DwnbdjEQ/FUk6OorZVgA1c+9Azv3PnoLG/JkmQ6IxvwJU1SfpX8mrLZc+aA5zOXUco4ccIMFZdBLyT9fvKFcIfLlSSJFyljISVz2BXOfLXx4G6ycjFblrQjJIlIrJlNMS96Psklux5EFoJYaAVtkzay7mfrmjA7vTLX7ElQMz2Jq3iuqnm9NMgHx3/BX0Q+S9LrPLsSI0XIzGJJEsXT08wUFVGTSdILjAeLiKbLWJfvobQ3zcHyKuLFDjCrHRokVzqXQAI40jzAYV896bIdmJqzEC/tO4XPyLK3voPeyhru+ty3AMdbtbBzP5984D5Ucf7SqQhlVjHdlgSyZZKNOCHNcTuHFPdzZMVCTtYV6k7d8p7Zz6rZTr52iYrP9w948jncdpa05UWWZCzJpNYsY0SJMlDrAJ+x8nJcZ0WGsUh6Zkgo07yaKMYlZzHOenwMm2Qh1HW2eKFlqaQLodxQLsF7Hvo137+0kvTMxXgkA191iJFiN19++/v516x2MsaNrwnCGQEiwsLoIABF2QQbBue88d6CFI0s5kreeCMOp/HZyCrqK/830OoyDAOXa64AlK7r59XwUVUVy/rXC2z932ymLYj5VCxFIrkgzMGqVYigDorEXtHG1Ud3OqAHyEh15ORK/OI4Enli7kU8vnk1wZmLqB55FdV8Ywrgq8svY/uCAFNBi7p4HbYWpCSVZaJQ1+akXswyXxSXbTLlDjLuj3BFynn08eJGHrz206zf91tae3fz6qrbiPvLuHFsDxfah5mvDCELwamBxRxQ6ijK1PKW0KO0yQOsyY3wUvyTdAeqKIvHZrPXJQGWlkDJnSWtykh5mUu2b+WxG65nqrSUqVLHVRoNBimKx6mdcAbowZZ5yLbF+355L49fdz0+I8umk/s5WVGPJcmMhEs4eo7Sccrr45/e9k7WH93HaNlmkCRu2fMig7X1IATzjp/gB1ffwnhZGVcf2UEgl6FxcoSushouOLwPU1E41TZ3vtroGKpl0pwZd0BPwSxJ4nhFPdWxueKI0XNAD0DNuJORMRSZS2fPaxq/uubN7Ju3hOu27WCgZjNbF5czWOqMnd1tbnrfcSMbXlnK+r2/oD3az49veht/uPiKN/CvZq0wsR2r0KgyNGK+Bl4bu47pajeubDW79HI0I85ERR+diSZe9Kzh1/UKLxtf4sO+X3EqMZe1hgTJYA/DoVJk8gTEKODlRTays6wVV0kfxS0v8TZZ4+mZW+kLFXNv05uRC4Tk6plxhkIRRLEbaRJ2uQ3mG2upFwLFPIU7N8BybYgXjVYqpCna815AUDIxwYnFDU4f8YDXlmZzR0SBi9Hqi5GXXQzV1pBVNepjk9jAzrZa8lSyvvswrgJBMqtqvNqymKKhISQjTk+mAldoCBkIu2aYyYfIFc6bKwDGdGGhSp1T2C9o6eiuQsit4PEZKK2lIZTjwqFDHKqYT1uqGwUbRdh4zRRp1UdcDdKRPMmh4CKQJMqVFJJtY2QE4YpaSlMTEKpmTA8hJAlZWHhUp+KVJ5uhOjnB1s0Xkqqu4ZLOwxSn4+iGQSibZuFwDytOHAHgQMdCilJxoj4nTNw+NkBRei6/SDZNmnsFC3OHiIZbMXSbSS3B0pGjjFZVzh43WbyQFTGDpS+M8tzSMo7U6+f1t5i7hDLGOUMbcbczj+TcBRK8LFDVPIaQEVkTtTeBCKjUxif4xM9+wGRxEzn5b5gOqCwYyNNTVoSaPsUVQnCqtpFHNtRTPWkyEVLIF0Dm/ZvCNI76eFfiCRiGR8supiPVw1XT2/CYWTKqGwqhs6TupelMnI3bn+fQgkWM+h2QOBEoJnU6hLXcpPKZFObhbnZcVE5DXx9tJzoRl1yBLSRkSZASLvRCP+hVIzQFBHvdYSQhWDbQhU9J0hAf5uXGFQwVlRWuW+bI/JVkpQfQ7Lm1z2M7os+zHB9JYGtgBcIgBAfClQytv4Dc6woonjXT3cGhi21C0U3M734OTyZHGi8u4SWlxygxSkE/RbSkmKlwEdGiItwF77qNhawYWJ5JpmeKqFJzmOd4fBJqDABvoW25vIdMwfMZziVYMnwCCx/KSAYhW3TEJnH7MgwuasB4XY0+2RasG4oxb2CKlB4iJUu4rVE0y5knJeCyAQe4pl1uLLdaaEcWQ1LQhIWv3Nm0HZUt4rrOJX/0jvzX23+I3Hz8+HFGC+l2Qgg6OztJJp1BNzk5+W999P9qs2yTZPY7FI+1MB25EVHkDICOqTO05fqZ9gYoTieY8gV5ePmSQipnpcMSnp2MlhR+/m3rLPzuGMgxEQI9bpBfWcr8p18G4FBpCyMhha9dHsaSwVSc6qb3b34/kv2XCFlGNU2ueEVn3sIhZEnwrO8yHqUIsrC1WTAy8QH+IP6W+a49jLZ8i+8u/gQzWmAuLUiA6UqgFoCPbJrc9eyDeLJZRNJECjjik73hCJ21Naw7VpC6kGV6qmrp6D1DWSxKLmvjUaBxapTGKaffhUhwCa9xOH4XCz0LeKpK46mSSRZNDbBoaq62hyedZs3OXZSPj/P1vjGen9eAFQ5hFxVzfdez7O/cRyiVpLu5mZzbjWya5L0yah4+M/p5ooPNZAhR1X+GnoZqXLaLtb1z3jYAW8ABu4YjohIJm6U9BwEYm3TjenGAsppfMi+4iNdKr+N4UwvHm1pmP+szBGsm87xUoTMeVvn9tU082vIRvCGNeI0fKWlQumOcOxIefhfMMnEOBlrtTbAHPyaCx9YGgA/BOdz21rF+Lho8zLhVyQPcANPwln2v8FrzQo6mO9Cx2MRrrOEgT3AJx2hHuE8gW8ZsiaBT1PHYWhdZfRHgeHYvHdxNw6jG9pZFmIqKZhqs6z7G71dEMOvLcQ/swcw08Lg/xTrlNK+uuJ+/frGBXLubW4x9zBSNEsiUgxAYpsCWZFI5F3igyDY4+/RM2/Ee+ESWtq5OujtacBcSQA7UtXG0wknfbjvZSXddO2dq6jEVFVuW+f7N72TJQBfFqccIhvuRk5UEdcc7l7Oc8+YVR1TljwEfv6WiFlyV7oKGWEL2s3XTRu7atYU98kEmtCKqcyMMuSud3Tk+ZtQgrekzuO0sWcVDSMoQjEaJqj5c3jKqx49BCMaUMAABM4kdcHbeejZPe2CU5YNRMmO9DFUswh8/XJB+gbqpUfzZDDnVxdqhUVaNnuY6+UUeaLMoGlpHngCRsjPEhqrI625s/RQdh/dxYkMLJ0sXICNzeO1y3mjHAcFbjZN8IHu6IKcCk5TwG/U2QrKzGcmpGoasoNkOEBQeCyEUTGTwakiyhL5tHFGTRxKC2tETXL31B3ztzvdyot4BaF/+vrMgDlQtRTMFQ6XO0uPO9CDnh0mH1tNTodE25oTaqwOdTBcpdJwyuHJqG4+UX0pH72nu/M397F36QYriWSd5YizDs6Ic2bLIahojVBO/3CZ/oIja0RFqfvd7APZF2nBhkcaFnyxJPOiShZI3SKPh8zuh2NJEjJAc50PmT5kiTOBwmpyis1DuJGHk+eby95GWXKj23NLpKZDzC7UQsSTIhxxPrZ2wOHPBRtBlFnZ38rZDSaKSk3V3RDfZGrTJLgxjFbuYjtzFyMw4nj5nc6sLD0k9hmaVExEhxqUZXr5oE0gS3nwh9UwCoeTJ6zE0yQFBZz0+qiGYUZ3K4mez0GYyYeyCt6goF+d4/SKS5Xfj7hwlLxReLfMR7srw2M/ehaFr3PWZbxALOX3WliVGVD+rJuBktc7zS728+SWnUvlocSkV03MY4Bu3vZNerRJlPEtGc2PJMh4tjytkYguJJxs+wNqZuaSLP7f9h4DPJZdcgjiHwXrttdcCjir72QJK/8/eaLqiclO8HQYhOfQyj9auIDUJJdm9bKj7DTvqr2d0rJbOujL82UmMgmtw9m5KAp+aQc0GsG2Nc5NgFFtgywW9bUnCUCRiARe9EYWakThDug5BjRWdhwE4VNYCpiCnSbOgSjGjyCKLAKrSQUKmm566ZpYV9QLwyYXvIdoNDBnU2q9yyl7HZ8S7uEI9yPrkTl7c904+XPuFuWwu2wl1uYTt8GfzFtlAgM7ySp5SF3DX6C4WnTjI08suJ+5twJmAYay4lIaYxO0HHK7StQefZ2SdzAlpHnlcVORkZgjwMJcxVtHLxukF3DVg4h4/RVwCCZ1S242Y6OLig68Qrk+QiHlJKzO4s1MMKlOEKGZGlLCiO+OUFVjsECZ9iSQ5KQJKnqGulUiSjWTbDNc24rIlLFvBLri3s8gYEhTLGVYogzRaURRbY7SqmamyWrzlLi6gH/fQeuqGM9wtT/L5tiCGR8EjGxSpfXx8bw0ec4rSIYknGspJl7oorbGpjA1xxGykdecx3rXtMcaW38QSQ+JFuQiQkAXMj8MeIJiw8I/FSLrAbfoRwmTJ0BHqZxw+SjFRPCLLiKihOB3n2iOvFTqkIKTG6ZbquCq1hT6qZ8vTlzKFgs0YZazqPcWZijpkySYyM0XL5DA2MFwSpjdYR/PegzRne1EtE1PRCdS/xMyp2xnFxZOlZ3BpOYZME9Uw8Lg1PBlncZl34gSTwTAAe/LtXC52UCMSHC7UDbFsLxKC9ft2Mq+6m6/Nfzt1sUl8qcOYqZe44HCGN215hmWdRxkoreS5Czezr2M+U8UlTAbCnKio59KTPiJFA8jJCry6U2cobTqLUV41yUoSVqH/J8+Zt7y2jFIAPq5C5WB1Ok++WGfbRRfhGxvnFc8a1kZ3s7NoDYbskH2n9CJa08yWmAhKOcomxjmpR8jpfhomh6AO8oXdtlsu8GnSaQQyRRFBHvAYeVoG9jm+JstEsiyE7mKkspKsHsFSnWt5RSxHPhkmj4QQMD7RREEpgYG6Ooaqq53K5ICcNihKz5DSvaT9cxIthpzFhcTQcAenxhopVRQqVZny2v3UFe/Flh3iXSiTRDmnxpLkzWPbCiYKpAzkgpBr1l3Gj9/0Tv7yoZ9wwZH9/PQLn+Abd7yDVFBG8qjsWbmS6QqNq/ffR72Up1bqp9w6ySFPjvuL91GXWUhV3AlxPxwtZ8KuIiFV87Gee9nnb+VNLz+CbhgY4iiBhHMfukPVqKkYWipKPFjKaKCUfazhqXvexPe//plCeFnmYFkrXjNL2uV2gI/w4MbEM52EsERCc7y+NbEJ2l1ncCfzVOfHcUdyjGUrWZM7yMyUxT2/+x4J1Y1mzRHiPYV5b9bjA4iC/qKVATSJTXt38KmffY8v3/1VpsslJNONQBCMD2LvMVHXuEmFS+ivu5N5Z5w6alF9MZ01Lq7pgwarjHF5BtPnPGRfOj37/ULJkVEyBMNnkGVzNglGM22Sbscx4S48v6m0w+fxWBkUSWLb0nmo9hnAiyQgEDdI6l4Giypomejnsr2HeG3JBYDEWFjhTKXGd68NYRWub/UxZ135/cVXcfGe15jf59Qi292xFKXHCWuJWonAZAZPidPnx/JhcuYUAeN/gzo+PT09/5Xt+D/abNtGmpExsfFP21zXm+L3PuhWl1K+5EHeJD1Btkin98B7yEWLgTfWN6gs6uZjK7+LJMFDUY1Xk84E+vojVRQU95fIuqoZ8aYRoSCeTJqOXqdDHixrAcOZnCVh4Y39Dk/iqdkMrLdMXMttk1czGi5CkiGb14jbRRjuDCoGYVGFIIGm+HiFCzgutfGO3IN8/eiPedSuLZxXYGoJlMI5Jdtmx7p1WKpKuzVFbkiifGyc2qPH2VG5iCsKbY8kU9x/IEvG4yw5tadH2Ng6zuj8Y8RMaB21+T63kyJEedrDK+pxFll1xCWHT3RrbjXj+iSZw/dSv3QCX3memMfA3iHji+TZPn+UDaMd+E0/tYkKXrxs3mwKeqIojFZwd0jS2fpDzuCu7Rsl43ozEgoCwU8DOaYVm+vNGMXeMxQrKVBgoN65/hAGIUdCEYAtYg/RI+0khZv3aRnWtD5GdeYvSVhFeKI5rKlJWsvTbIofRxGCBUODXHRomESNl3j4DLXASrOcvWYt5ULGY3pAA0/a4pMPPsKOtlZqZ9o5U3KIoJrExsbyHuID6VcYNxt5MHojidBJDFcMScgs6XiW6fAE/Vv+BpF9lRt8z/Fr3oQsbG6SnmVH5hrGPLBoYJCNB6oAwUSkE2Q4HezCmtrKZw78FfcncpT4xilKJ5gIFHF9tYtXo3+gd+yt5CeuwmP62B6OcNvpvZzqaMeQBdVnhlh8+Ai/23wVAN12JfdblxKwd83eL8P24MHgtKccb12K0eJyRovKKBn6AV9/PELj4W+Qdft5ZfMmxsvLKcmleeuuFxkvj/DbFZuJ+UMc9c+jw/ckysAqvIVaLinTCU0aijmrCQaQPsfj47YlJLkAeBBYQmLdSzvZs/EK+sr8pMojFBmC8Y4Zps6UzHo5u8pDrI5JZBTHqxSUs1SOjLKvrJ64LFOVjJ03Tj2KMwa9yRTDVdXkPW5kyyJgqsy4CuMm2ouGj3xpJYM1NaR8cyHUOEUFidc5p3BfPsIxUcylag+6kkM1DGr7LWqOb6cqNclLC+8hULoKgWB/9XPsqXuK6lQ1yyeX47NcTJPBmlhMomcDTZufpq/U8So0TI2i2RYFcXsUTxbbVhBIqF1xAkmLBHBPXze/aPlnBu6GDz0K1VMxbn7teU7Nm09vc/Ns2yszAfLAGYpYyjBLsnkSsQpkEedRbuIufs9J2cuiaCs7aGMsV8UPDv8Fe9MF3pPyIqWTjtf8VFEtlu2mOHaKeLCUExX17HD9FbkGN09suogbXnqFzqompt1BArkkKa/LCe/iQZdMpPEUhKHb67SvNjbKVfHts4Lib514ih7jWlrUAQ6o1bjzWRJ6Ed7s3KJ91uOjFLaqFhJnCY62JIMkccczjzKj+dhSX4Jd7pn9rHaoBIUMmRkXUiCJ4Son4R6DLPRra+lr9pDvS9Bgl7Gb7tnP+TIxhK0iySZSobJ6zjeEoljnkZuThXC9pwB8ohkH+PjMFIbbTYkdo2ji8ySlLyGEQumUwYAMdnMFTPRz47ZDdEwuIli3i+TyLXxNvJ+MVg/CJDT5G+b3HAVgrEjn/itv4Is//kd6ghWkNDfFmT2kacOKqNRfOkl+ppBUMGoQmPg0S4pv5L/L/mTgU19f/1/Zjv+jTVEUJPcMIuPF0lJ4wjtZmw5iGxLPPXcjPtWiN19G0LZYwzGKXFE0JGxVJ+v20JWqoivazOOH72BzyTEuBxpSJYxbMmZiipQlo9tuLCFjkycffZ6TVYUKrxPDLO7cyUh1NUmvitsP9UQJnNyDbkzhS8eIZJehyRLYClkryR+kZ6mJxFgJ5KMKN774GLtrFoKcJ5srYoN6BrmgTzUhSvklb2aNfhiRdga7jOPxUc5qddlgqU5Xa1GmmGrzM5ippkJP4vfP7Vxkv9PH8q4OTiyoJDQjM9FfjlIi4TfSPGS2kVJDs97FbnWUEdsJgQVNnRPGCfrFIAtLyukrd+MiT0P9ADOnc9RPRtl4RqZYGSGntNI1fzn5AmehdHyKitFheivaSJa6Zie95q4uagcHKR8b55V1JURDESYtm6KsSokQWJrCmFGG5B7Bl8+x5kQ3tizx2uKljBk+MpaXVmUCn5LnKr2TPUYtz+Xz9B9Zzlu1cSxJMFw6wuqsYH5sGqlwT/1GgoPLvAildTbcuVAdo8SMIeddZCWZOrkELzYT/hkCmTix0B6Cah6BxRDdvCPZjSwLTplBerVXmMoJfDZ45RS7DrQi6CA2bnNCXcRnPC9xu/wImmSg22meNaDCJUDN0VXyGLIkE5JDGORI5nopMgwedj3IdO5avLkZilIO8IkqNXy69hF+NVPEy9nLmIluIFFsU7/3AcKxGK+1V7Ds6DEAxktKwYRx2c8D9mVcaB2c7Qc5O4BXypModvOL6hsB0HKnaMgUcXhpPQORUkaDFQhdwVBtAv4UE64IimVx7asvct9Vb2J/6QJu03+MDLhVZ+eZNIK4gLxskjwnkyspS7OhHLcQ2AVvjCIgZXlRtQCVliB08BCHly5hpdpHojxJTU+WKBIpXCQJ0e1twpYUFGx8doby8QlSVR5mEITyc4XkAHwFDTA5YzBW7xBwa3p7yRRV0WqWM+CbIGNNoabz5EsrGa6qxFYK+lPCwJTm+BfplBstp9JvmwSkCfbh5eL8ABfv242WzeEyTQxJpr9yArTniLpHGdOPUzfqoSQZYsocp9hVgsfykAwdIaUcI3fcg2dZHoJOCPrc8paqliGRKAEEPisFtjNmJl3jrInPY9yT5Z9uzXHpiXJmIs2FsdSNXSoRddeyxLWfUbmUk7TwMFehk0cWOiBI4Ocn4m0smtRnIwlnpHrM/DWI0hkGa6IsGZaZjNgkXBUMV1dTY9ooUyNQB2MF2Y4F4jDViw7yCNfy0PINtLx6gqJ0nHSRM+ZTwk0wlySTU5Ali7geRrZt1sSOochZZmwPASlLE/14lIcA6AougOEMCd2LLztXdNNTcHWf9fgImEWjlqwQGR+neaifvZF25k0YFI+ZjKpjVJjldEVNYkBdfJix1AiZ4EYGyupQB1JIpo0lK0Q1iRbhxWfIpDQbhMCbnkbYOpJsYlvOHBozZWTZnE1nV01BptCXVaGQzHuJZsNO/7NS2IpKcdZFQ6KBTimHLHQ0JUGdJDhQ6qNRVQklDzDU4qY3HGPPSBSf/DlcvvWUxKdZd3KSyfJqcprMwsFuXlhzDf94yZ1M6wEuOraPsWyOfmCACnBL+NyFtvTo3F7UQtOV/z8nNx8+fPhPPuHixYv/pxvzf6rZtkm07xTlCZ10fTuKptMRSBXeddzvDVqeOQ2mc0hw+Qy12mmmFQ97RhfTcHIDOhKW0oc79xDhhES+rIp8ScXc1i8GDbFz46cy2wsZeReflUUYk4DSwg+zGVm2AhMKTOvzaGCQQCJGkT/NxfETjis9C0jQbZXQMbADq6aREbWcR+XLCBQkASQhMLQk6tnKzQUirGLksVQVV0CdbU+lEOQ1Dd0w2B0xWMUM9wdfRFt0EdLZYN/ZSqoqIATu0T5ykVpQFFIF9/6MluegNgV42Lp8w+yV1zLEtSuexz0dJKytJVdYMM6CHt2CecdiVI0dR50e5diSJRhFEYLRKCv37SdfcOk2dz7P4boIVUDVOXf2VFOOfVXj3PailwXHY8x4NH62pp9kSLBhbwthK0Oifj5eF2zU53SQXsQhqzYDZ7UT1dgkenScTG0rQnV4UO7hHoQsk6uop9KdA3eu8BxjAAw1Ncz1G8vE19/F/GyShc0ToMPEhEF16ijVvNHKeAaA7UYtV1Q57vWHhxbQkewiG6nBKKmgSJsLjQSGh9kw4/w/5PbTWRFESaQoKmS4DYo6KLb5kfpzvq2k+aF1A7Yks7fez+WdvTT2Ov3DliSi4SKYhEktSKVIs9tcytmQZ9YKUESeKm2Mn1c6lZ71zB6Kcl4mhEK2dO5qNFMmkXR2sY2nh2k9eZgHLr2OCX8pPaIOSTZRJBNVMrFsZ1wZinUeryctyRiKA3x0IbCUwgQNJC0fkh5gqsjFvG2n6WlshFCQ06M3sjAwhJTN83R+HqYZ4kjQkfkISlm0dBJFCJKahyk7T42dQhEWViGjLFxYkMyCuGbx5CT9Ba/IBHHABf5atMlhFMOYzToEHNBj2yDLKOkE5f0Of+bqc56tbAu0bAaX6Yy96YCbyLjDAIwA7WeLVJECUtjqFJm6NnSXB/yOSrfvgKB0eQxbOVvlx7F8bzldVjUbtTP0WwFGCufaEdzJmlgr1QUu1UzhK5bv3Udrdzfb29u5qvm3tHsm6U8FOWMUYYRLyOEmIma43HDxgj7DqFSOBGjTY2jxaXL1rfRLNVBRw1gF59mGgv7ayIzOWQZec7yXjwa+jFUqcbCuiKGGGip39dAcHyRVGGxJPFRNjJDUveiaQVqSKJ+ZYkBU8mNuZ1P3q9R4RgnXZqiUnEr3rxZdQGXpCRJTfsoyM7NtmPP4OCaENJvab8sKKw87mU5nQlVs6M3xaOQ5otFNKK59BJLtxDRY1RVm0NjD3vmdCM0hocuFys7TLhnyUJZzkdIyyLm0o4codCBNVsz5/RXFxCjMm6olyMrO5DmVK+JzO99Om9upR+Wz0lgF3cdF0wvJy1Ms1SbxSIVz6RGevuoq1u3YwS51K+MFL5LH8HPd9lUE4mMkK6Jsv3Cu8vilnfugDKqZghRIVoR+4Lho4Yf2HdwiP0HEmiI9obNk1zBFq/+XhSP+p+1P+ualS5f+yTye/5fZ9UaTZRXT5WPSSiJNd6IGa5BkF8I+qyBs4TEN0i4JW57bWelmIU7s8lCsZLjUdZixYAZVyqLnLfxyHVbIRb4gyCnyKWTLRhaQ0HzMBItx5xM0jY2hCEHGo5DzehihhJA5hcd0Orklgzj3scoqlubhEa5CbrKwZQXLFkwSQJZsBswiDluVtIpnyU2foLUkiK1oTBdmR1kIZrQZ1FmPj3Md3kQaOWcyE/ITziRRbYElSZyYNw9PNsNAxwJ6xv8FWZ+HJEtomSTF+RSSJpgQXgQCOzNBc08v+kiUg8uXOd9nWWh557sUM0WJL40kw6BdzoBczT+H7sAKOfe6lCnytk5cdsIeK7K1FBclYQyKUlkq4jClZVm+/wDFbUmStSoliSyl+ThH3WUM2s6kFFam8abztJ1x0dxTw+I+pxhX1Ovh0r1l2BLIwgEEob6jeGtLSUgBcoVnLiHwa3nSpoYlZLLmNOnsAHgkpOhhNH8dVnYCybIIpEvRxqZIhvwoSFjIjLmKQEB1dghbdiNbgkz6NJOeKOVem5CewxQSO0N17FuzCUtRsQplJXOyh4zsIWxNIgGPIPi5lqIp2osyfBpCAtMYQsm4QHbaaxtpRoo99C65jI5Te0ml3QhJZsQOU5l2wnr9VhOoMGz4uEs8QbTd4OHRRh6/KEpTJkBOLsOSNUaqKpALPIS47qfDmGCv2Ya7AHwydoB6M42ha6QKiteB+GEaptainlN7Oy10goa70AdcpLUasuprXHB4N1tXrOcpcT0uJUfedhHxTjBaSJM3JPu8FPakLDu8CMORrDBkB1yqQpA2fUiuADHNZG9FB8v37+eVzZtYMNLrtOGs58V2M1KoiByUsrjjMQBSmpsBY5JyRSGcizPldoBjoACuTM1kyApSlnEWJD3rcO0MtxvJV8XMvAo4B6RJuQzefJxsXKCEQoRmUmQCbmZszWmrnEcU0pVPVcywaNDJlTtVVspMSAAmMjJ+M0jA8uEWGmcFWdKj0wyXepBUDUXWkTSnDlB/Wdn584Pl9IlGZZoaa5o+PYkq2dRPLXKEMq08miWQbAlPKoWayXGmLEyoeIL24CS2gGcnF+NK9+CzZmgqSXGx2E5fpoy79THuz17JZKoIPZrENlK0TezDipSStgNkpwpSCYpMwuNmVI8QUVKUY3HB3i2k/KVcED1GX8kybFsmbMbxSSniLaUUbzsxW8sniYf6sSG6gzWgO/e3Oub040lKeLj5OhonegkWyG9py4U7mSNfVkUqbtKYntOv8hY8PmenbiGkczw+ElfscoRcT4eqcWeP4Z6KgAzRdBiNaSCMkd+BJ3GSwNQ+SsbvYYASPEaSPMVMuSTIC+pzRQyaA2gzU4z6ysB25pwUMrqQsCULWbYxJWlWmiKPCSgI2810tphdZz0+ZgpT05CzGXS3h3Wq4zlP2DppdMpEgozPy5aLN3Np7xjxMRVsC19M4M2+SLKsGEsL4UmnwTTJqxKSgBFPOTYylekJfAU5EEvAuFrKX1b+PWsGDnCd9SzVsSSHhk7zxyj3fw77k4DPufyeAwcO8NGPfpSPfexjrFvnVOPcsWMH3/zmN/na1772X9PK/83Nyue53fMmKt1z6aRpIbhOioOZ5wevfJWqRJzOOo3frn8vh/2dqCWvUDnp4qJDpfgsF9mqRvCHcHu9gBfb4zhfADQzT/OiHZSV9ZPcP4/uPRB3RdhSuYa/6X2FDYdeRADea9I0yDG+YdzM6KCgND9G5doxyhZNn5c5nc678OysZzursGUFfSbFb/WVzEh+wkaMmBZGEjb3l7+bpfoQ10oPso4DfLWgrSEjiClJR08IZsnYAVc9Ty14noDl5YItx9l0pFAZV1V54Iab0DUZuXIRsqwi57NclXmK5cUOUfeFU7V85kKNipjBLS9Y2NI0nR0tZL0Blh48xLLW9yHpPgaid7IuECWZ1vnh8EXI9TUktGJkYbHS2MeV+nZ6rVp+Kb8FNT5NhZjHpMemCijOGFweuZUR0UuN/zeUL487soaFEicXxnq52f0+FO8ZvPX/TNOQjwuPlKGZNuUzjrtZrVkF9CILqPI0s7DoIiz7n1jqeYWUqfH19GW8KC3ja+Z9rPP2cTpfwnvVK/Av3U2vIWEhUS+8rO2sYUg/xtDCpVxx6hZWBHJU4uOJmEFegp+Hnaf/hWP3Mdn4D+iWm9dWfJ52j4/4iWZgH5NiMbs2/g2nQuenpZ61KZpm/+4GttTC6iqTzx/J4svn2JfJM5VzYUuwbZ6brQs8CFmis+VCFh6IQSzLca2ZBaluHmUTY0oEG5lR1YuShsvqt3LMvYvevMJX3mbSW/NZLEXj+gNbcdnOTtSSFYqyqdkUdqfDuAjnkzzSchlIEmruDC2xwHmgp8sspSbWTpGpYGPz6IJvMz6/lytCMje9/CxbV6xnt3wBkVAPK6wxyn3jjBZcEIYkSJ4DJlKyhKkDmYIWmuLcW0UIsoYXl+4noRtsad3IP235HtUDgwzV1pDWXGhZGcVJKp4FB0EpS3EhyzWpeRgxY+RVhdJsbBb4+KU8smWRD9rsN6upLncyqFbs20+jXM/D9RlykXqEqqFns+TdbiQjz+LUc6yK5LC0HzCkj/PV1p9xxj1IZuBOzOQCXJEnCWUrGY8vZ1s4yk+GvowtyUhtN/EJ35PMmH+JzfmyQr3yOJL2M9ZLr/KIcTsfsa6gPjfCJm2QxolhxorOL9YXrunFr0xzomcdASVHy2whAgktOoFrbMDR4yrYiVIdKOG2sgMAPGJdyJcj7+WC6E6WjR/i4uBu/FqeFv8QLiwutvxovrdgeS1eGP4l07FB/jLyGEKCzq0VWKbCzsWXo4Uv5fdBg4s9RwnLWVZ3HcSVk4g11DM6Mleiojw+TbyplPALSVIFb3pKuClJxzlY6iWnO32vOjbJUo4ykw7Q463ndMUcLwkFfGYWLIuky4svYyALCVsSeO25ED84avFnJ1Qh8rSNOplqp0NV1Bo9kK8DN8woZbgLwMqbHUSeiaNYU1y+/wXubbtlVssr6pIhYeGRfHgKgDsano8sHA9eWlapzOtMeQplDSSJvKzhsg2ykg0oiIIXThRa6bPS2CGJqDlACOdeHTcj7DNrsZC5c/A3FPu8TFdWkQtXzsYgTM0kF5/G8odQTJNNW7Yw76Je7u1bjY3E6VAjncWNXDPZT5PnEFtCHeATPLR4A9FAmB3Ni4mbRdz8xMP4uvbz32V/EvA5l99z8803853vfIerr55zrC5evJja2lo+/elPc+ONN/6nNxKgoaGBvr6+8177xCc+wVe+8pXZ//v7+3n/+9/PSy+9hMfj4bbbbuMb3/gG+uvEOP/cpug6uj+Nlc4CAkkoeG2db+EjcOwxShNOymFHv8E/hCZJNr+FM4kVdPlOYMwzyU/HmbJnSCZUVPy0TQ1TP+PsThTbonZggE+PvYOhyhLe3/pjwE9ZbpILQ0dpm3oRgHRVCe3BYRCwUTnEk+3ttLWfwRM2sGN1PNx3ATunF9Nsu/iQSLLI+3EeaL6cbf4VyLbAcAXISoIxUYEUyxM4EeO3eS+vlZTw8eaFXDv9KPlxx8MhC4Ep2SgFB/nZTBYVN6fdTtJyeaXCpiPOwPY1X8FyezmHxUFkxVFVfIu8lfrSKT7R9GEOBOfxvvgveVNiMUu37gaGeWWRzr3rIsjqGh5cuhFJ9YCqIYt7kSSwhI6Fjiyp2BjkJZN7pUtYnB7gH7r+iabBg4yP2fyi9hQ+n87g7e9m98JlxH02il1L8OKfAmBIMpINETPKp3t+xFXDO5F9RRwIfo14wMPKTAat62FUuwd8AWqWLsSbqiJn5qgIVRLM9TIasLm65Qe0pPu5szNAQFaIWM6Ov9k3xT/lVnP88HU8smCQ45XFXBvdzWX6ajgc5Pn+g1hFkDAValwSLpFHSDqScLx0Cd2DbjkTd7T3vTxu+fmx9k0AflR/F6dCGgFDcOfZDAvgPnJkgIskGcU9RGW+DCQfv6tzsbtU5YYNPvymt9B7BYYMcc0BHWVZmwm3wr41JZCzeEzcSku2H8UysRSVcVFO5bwx5EKIpVqz6c0rRBUvlqIhCUF5Isqeug5yTWXo+6cojqYR1lz1WGG5KM7GeLHaCYf6Yr+lMdkMlsUZu5hyNY1h6ESmf0vWTvDS2o30NH4cZJmHr5J5wsjjyufIaxpTrmLyeZ1y7wQi6oTIDCGdF+rKyDI5/eziZWDKeUeIF8gZbtyuAAk9z8lQA/vLWlm7cyeP+S/nwatv4dKjZwhM5oiJOcJqQEqz6IzTz1OahzFrjJyqUJmY5mTYKbe4cftW/EaWFze3O2UfdAWEoHxsDCs/wIUzbnY3xKnMy8zr7mHXvAaeWjlDODLFtwMhbPF3JJQUpmQRMD0Y2RYyHSG8pW/lnf2DHEjAUyWlvPlT3wMEn+tSmc7OR0JCYDHuMfl6R4C4Bh875aM+/V7OiPeyRIGnbS9ZtZXfh3tQYxqtI0OzHoT9NS3c2fQkmYkQJ4wgf60+zQFa2GnP5/rUNK+0X8qeyyuwJBlZCFb1j3D9kS6K1WJKPQ4RdrF1LY9KAbyRC5kJthA3Y/i1o7gKhO/xCoHifxSApuIwBw5MEsu7CetZhhcVEVSvo7VkPUczNiFMeqxilsnDGMFitJkEkiQhSRY1NccZGFhEaSzBibJigkb6PI9PZX6chO7F1F3Itk1zrJ+rpS1Euzy8ZqzlWMsCSrLHqc1mSVrlPLdwCfOObCEZvAhXLIduK2QVE08hlD8LfOy5UFcgM8K2TRsIzCSY8BdRk0kx2dJArjGMUKTZzetj9rswyZHXbX72DpWs6iFXIEhHC2R3RZ6jQMTcERThsCgzsoonnUPxz4W88pIbFwaZAhi3bDcS9jnAJ8WML8TTS4dZ1ruLzMwlHJTm1vmTDaMYk3Euf7mLidISog1VJFzFpDSVXLGzgVh85Cih5mt5oHYzv7rAYNGRrUijFkKV2HnhRuJVEbKyly6tEmQZSTjip79bfwluRSKk/vfpev6Hg2xHjhyhsbHxDa83NjZy/Pjx/5RG/Wv2+c9/nne/e0797lxFeMuyuOaaaygrK2Pbtm1MTU1x9913I4Tgu9/97n9pu/4UG/DDBM5iYmdnECKKnJxAH3NQb3q1jXe3zNDgi6TbluLXWrk80UJJXsw+ped1i3Sim5qhnYTicZ6vWEEkE6U9neHN3a/whZJ7+MrRv+Fu5Vf4rTQXmnuJDDmeCKVtIZI4ypCrlGXZbp4KXkgmt5jUiMKWwfWcnmlknc/FdbLOuGeSSzruZcBT+YbrEICo8JAo0vnmtM3zlQ6o+afAXWzObIWxB5GxsRRztuR/rrBfUC2F2lQdA75+tOAabHkXargevf1q1gqN42Y9ttZHxrYxw3kum3cvZ7xOJdy/vPYL3LnnBCnrEAdb53Hf2z5CIux/Q/vgjw2mOU/BnlCYa5b/kBtC9+MxU6QlL09dez2x0NznDOa8aWdtmiJuX/Q1ri97keciF5AqKJq/Y5OHv1Ql2qcaSK+1Sa35/exnekyYGpnHt2u/QzCR5EhJK9vW5Pj4iSQp4eekXU9buo9G9VFOBT7BlhqHPfS5kmZ66vNc5qqkNr6CHbKCrapIbplpFOKSiuLTyEswWLEIuci5Ps1bSi0mIVeOZ1zr+ZfG5SAEn941xOZk0AlDILjfjtEWH2MjGlehASPMiBk2H7T4ZUeEE+UljJXMVfL1ZtJEMhbv71W5YtTkX5p17m3SwaWQR+G4uwVfNk1KUem3a6koHsECspYLPV8DjKDITqGhQDaFIgS9ZZUIn44VcVPanznP4yNsh3iKruCJP0P74AA+cx5yJk69VyHt9jBfGiZT4SVpauxbvO684ntp9xwIkUMyuVGdZu8EFMpEGAIS5wAfgLiqUIUDfIwC8FEFmHkNyRUgoTlejd+3bmb5a11c98JzvLRoLVNuC79kF4CP04awPIE/VyBUax6iksZoqGSWFyLpEi2DfVhI5MILKZ0o8P2EhLrkbWQ7n2Qq4AdVQosa9JVX8fBai3RJgH9RF5+TyVlEpWZTrVTRE6lF+J3Ayd/PC7O6YTdoK4gXdMg+VWbzsc4cLQmbfp/K1+YFiRVCPPesLOdDJ3MsihVC04X1darWh2x60Ezn9f7icnY3LeDdZJmhjGuVnVypvMqVvMrDvg18e/WnOBk8v0jf8x2N9FXV8bHOUU4opQgRYULrwCEM6uAJETAuB47OfiZVtxNVKkJGoEkxGpvhSLSOC8q6aK+tA2kDprA5lZqgWvZz3C5hGcOkg8XkXF5UIBCYpL7hIMPD7URmYuyrbSeYT3FYtHEzWzlmN9CW7yWpebB1mWA6SavUTY+3Gl96hlxgPUXZJbgSQZr3/QTJNcb9K29AMUziLg+ubA7dVskqJl4hSDMHfDgn1NWQnGagbSFTpaVcqpxm64pVJMrOF1QGSKLM3vh0QQbsLOlhJFDI8ivwDbOaRVr1oxaATxoFOxlDrXTeF4ZMDjcBEmQK7TAtH8sjhxmcamDSDBDJTTDqW4hEP0erBynLaU7J7oIdb5lguHQ+N+zqZfHoMayTZ+hftJljRQZ9DQ0s6OllSdVbGauo4ysLfaRVieFNNxEcmiBXXMSQ53xoUTqR47udBn+1ysOk18+W9oXcPprhv8v+w8Bn3rx5fPGLX+Tee+/FXSCI5nI5vvjFLzJv3rx/59P/axYIBKioqPij7z333HMcP36cgYEBqqqcBeSb3/wm99xzD1/60pcIBt/Y2f5cJoTgn6qqOVp6Vtju7O8WXNcu544tr1AtFXP81gQPXbRxNo0aW1DRPcPfpPbR51vHj1r8mPJKuH4lkhDccCbHpQd7oX8v60aOcWFigm2BMkZcFbSmz9D6Sg5ZwLTPQ6hG59pF32d/cAFvGXuOTccEa4ec0FS7LvGZFW4eKlVx8hccUbriTJR3/uYB2od7OVzbxo9argVNxpgXxg5oPF/p7FLrxyeIFnuZCYdhDFRhY0gyamGKzihuZCFQhcxH2jtJ2eCv3UKyaSlVnR/ApXThU57k7ebf8JBVTrxpN9c0/xBD1ohks1wQ386jkUv45eoF/HL1P8ze11DeZu3p57j5oS3YEgSqM5QvTDBgaXyorvSNzwGZes81HAqv43et98A5BYzD8Sk+/qt7qYsMUtWYwDIleodK6O5o5Ne56/GpSU4u7uCxCqfWaHvyNIqwOR5o5R83vA82vOHrQAO5xub2px/lnicfIhoM8rl3fJAPLe8AfgLA+uh+vtT1bf5+oTMU65MWfX6FXzS5+EWTC2h73UnPF0f8Ke97w9deyw8L1zTD1//lh7R0H2IgGKKrsRmXrfODM11UpZyF/GxOnQY0An/vyIRxorqCo23zqZ2Ksfz4ERTb4kxdAy+UlLF+spls3xp+5xI01yc4UdMyKylyMLeG1Z7dmKh83v4yg+XVBEc/iVsqAJ+Ms8if1SATfg13OgHW+aEufzaNJE3im3mQhlgDqCB0FztbF3Gkppm1p4+ydLCbnW1LQZKonRplzZnjSBIopgkzaR644kaMiI+ZyTAl7iiiUIfJQiKqnD/1xQvK7Q7wKfDFEJCXkfQAeckJXR0oa6WnMkjjSJzvfePvEcDHb/wIg4Rnz+UWc5mKyaIAR5asZp9/A7fe+6DzvuR4+0Z9JaiamFWql2zB3gXL+erbLiHq+ePhyddbDGZJveTyuMw95Hzr2e1xJEjUbBcgk3I389lFnvM+680Oo1kpZnytfHX++TpWjl0NBUfcRacOsq++AyQJl8hi2CoLpF4E8JuKq/m7lr8mo7gI5E3eczxHdcqiP5Tlp22lnAoqvHt1NWf7/OtNtq/j0z2DvHfwd2QsHwd/X0skI1g2MIGcyc5uZb5/6VtZU7QXb3KUIlcFG4I+jkkaOwUcLG1gf/sCBHBh1yEuyJ9BksDvn6Ys4cWWZTRh8gvrCh631jFNkLuNJ0noXqx6PzGvyl9u/HsAVpad4MKD5dh5G8m3CEvRUXIJVg6PoCluMpobLZdDsx1Q6bXPAp9CeE/Ic0C8IEg7GC7lpY4VpF0eJMtG6YojT80hjTsmXsHUEzy+7DRXbS3h9zV3YC4twvbpjARkwEJSCrw4n4khSajI5IAsKmoqxrrahJMHYiizXvZEgctm2D78epKrXSewZ2L4rRTHistAOCFnlzQHp5Gz3Dp1GXdMXIt8YZSu3kf43Jtv5FT9XGj88Y48vzo8w2iHRlqVCGVTJDQ38Wpnw+RJJPnsqe/y6ew7kGybO9PPcKxvlBtSi7j3yms5Xt1EMtD1R/vDn8P+w8DnRz/6Eddddx21tbUsWeJUEj506BCSJPHEE0/8pzfwXPvqV7/KF77wBWpra7n55pv52Mc+NhvG2rFjBwsXLpwFPQBXXHEFuVyOffv2sXnz5j96zlwuRy431wHj8fh/eruFsLho92uszySRCkQ4IUnYskzW5SIPDBtxPKbMHc88ijeTwVSUWV2cUyJLVnqGt3U75e0lYKC8iifWXMTJ0nrWlbwXER+ntihFe2UzndUXMZWqZWw8hrJ4IUPlVby2YgVJ1Zn4fl9+OdsCUS4d0rAkeKpOZ0aX0WybgJFGszNcHNuN1hmjdGyQ5qF+gvEpErGC52QnSMUqusciODRF23gvFWVJXqlcTQodOWKTN9XZQnA5SSWYsuiVxvl1/10IBXJFOUrCpbwnpLMo6UaVJ4iTwcruQemyubXrcVzJDB2xXq4wXuN27yNs9azAUDUMXaLEMFk3qtMjj1MRG8aXMgmQwZUy6HO7uOV0CoSMgpOKa0nOYrYg901CagO7gwtJoyPbEIpP0zyzh47OLMX5NMq4TXLEhfC5mRx0cRkv4LXSfOrpH3KobQGN6UHUiQEkwCyp5niwFQsZY27PhyRAk22WdB6nracXgJJYjH/61ud58YILiQUDpGUPlixzLzdw5ZYn8OUNLh8weM0Lk8U6LmEiKToWzu5PQ8ICbJxidwJw2RbITlBRR0KS8kiYyJbEZa+9SjDp9Oei+AxLjx5EtR3ye1p1kddUbCWFy1CQ7bkdptewmDc0SsP4BB5jLlmhtfcMgekx4t5TNAyd5Ha9lOZdKV5b389Tay4GYKtnAxfzDPtZRZ/uuM5zvnV48s6EGMokMSWZkliUxd2dPN+yGm8+66REnx0vtgtXPosv+TsUyyIknIrX/eW1HKlxeBe7G+dRFJvkVLmTEntp7xCRaCnT+kkUSeOKl55isrGIF9o20tW4hANiEs6RGZh8PfA5W+wPE6OwgCkCpJyE7PKTUFyz4/aJi3TuedqPiUxRIk7NzBhHQ868o2MSyDo72UcvuozsunIoLFg+v0VdfJSSkAN8+gLlaFmbxtgQh+cvYMIfprPGCSO4cykCKcfvKLBZcWIPFdFpJCERDZXy9OqVWKoEQrBh/1Fqe0dxxc8Q0U+wVPyaXaGl1KQHSUw5GUmTxc0kAlVYsgQI9PwIxdOncGdtYuFGUv4GzvFZON+rS+TRybpcdDc1k3a5UW0Tfdym5FCKau8k72n/LI9HNnPBob1c3L2DSyY6OalEiGkxqj3TfH5PEz3BOrKajoKNiYwhOf0NBLYkYao6Z6jkh5k3U5qaoigns7SrE1kIUm43eVWnKBmnsbOfOz/+bdae7KPJpQNlnMEk75fYWTmX6bdl3kpGhzSa2YPPH8U1U8GSqVMohXzzaYJIwsZr5IhrXpqnBln38n4CZoq4y8+zazZy4qowbWfS6GQ5VfYOPOkxYiUejpdtZCoQ4dhkC5pwsp19wmISZmuhIZxisgBxd5DdDfPYX9cGkkQ4leDSE3uw4yYjVhBLUhi1A4TGuzCVJOrCQYoTMeSEwZo9+4jVl9FXkBqxdJuJcI7O+gRxjw9VcvpkVpIRRgpVz2IAp+0WSrQklVb/bEg3Z/spUlJMuavob69BqW2gu6aFrLSJiw53gTA50uQkfLglH3HxZn4cFOTVMh664YNkFQU9n0M2LHIuNzm/zpkLnDFdPTHBN3/3AlPJQxxr6sAyZKqGBrnUs4tO02l7Q/wwbjtH7cgAJSOnmQ5XULLqnJ3nn9n+w8Bn9erV9PT0cN9999HZ2YkQgltuuYXbbrsNn8/375/gf9I++MEPsnz5coqKiti9ezef/OQn6enp4Sc/cXYRo6OjlJeXn/eZoqIidF2fldn4Y/blL3+Zz33uc/9l7QYQhsWbn3wQxbb//YP/A3b91uf5/Ls+yE83bXrdOwE6aeXV1726auYIdafj7JzfzJC3gvvO6XcVUYNbjp6mJP5TbnMdwK/leZPxWdqkkwCUJVLc1fnsv96YKbi68xUGlGKKbspgWXNdayIU5i1P/A5/Jk1F/zK+etdfMON3PHAHVwl+ujOISypi7+hLXL31sTecepIgpUzxJp57w3vLzvk7MeghMeihAWjABv7Y/daAIWoZ+iPvyURPzYXPWqeitPLCeUfU9I6/7jOnmXe2RMC/YqYi41t0B3rs5yR6ZS7b/vonc75d82+++x+zhFvjlfleFg3MUD/h3I9Xqpfw3SVvoVyOc13lAezdPRiKTXJRLY9V7mBRj+CvHheE0o5owiMXSGQ1iVu32lTEU1TEU7Sxb/Y71ndt42RVEwMVVeQ1nW+LjxJljrNjeVZj2o4XJJxJk9JdfPg397Ky8yiJd3gRloRu6QjhTNKS5UKYAtUcIJKtRtG8ZBWVLe3O03Zn02TdXp5efhFICouiBu+fbONQMsEz1TtY2pUjHE/w8R/8M699aQVpX4BnrBtwi8HZNk28DvgkC1lmCiZmoYClikDKy0jBAJOuQm62DEXqRTx1jc5guJSbH36YpskBCDltC0gGRVmZmD/A9265GxQJybIRiozp0/nMqz/nRLsjAdIfLKd+3zQX7H+Z9ft384V3/BUAt/blOZb7NB/59QgN4xD3KgTT52fL3vzsE+xZvorVx/dTNTz2uqce5Rq2vO61A4WfP2bHCj//uj239iIONM3DLfIU/VSlfGCY+665hscjm1l57BBf+tE3Z49tZ/qcT3ayZFZI5z9mL6xaz7fe9g7Kpib4+Zf+By2DfUhZwXMLF55zVAEwC8GKPgcs7a1v50T1En5pv5Prfc6cdXXXa8hzEW98pgNOkwEf3/rJ16kdn1sj3vbsk3zlrveybekqwM+ueRvf0LbvNNzNktOfBCBsCfo4B/jYEhQ4PsORKvbXtwOgDCSp7jpDSE6iKTYRZc4zaFcsRhvZBQI00nx69y+4YOQoOU3jbV/4R8CFhsaTF4wikJmqriXQV4aLk+SEhLCyCMXx3nzH+yE+Unwf7SMHZ6uT58wAujTDy+3LGQ86YzMcn+EzvzrK2qMHgV3Mv2iQH7zlTpK6zi9fd71a9jj+qR9Rk1F539i7uL+1la0RjY37dvJ3v/xntHyGcmB+zxwPN46Xu3jjmtE2uhOAcc/Nb3jvz2X/U4n0Xq+X97znPf/+gf+Offazn/13QceePXtYuXIlH/7wh2dfW7x4MUVFRbzlLW/hq1/9KiUljjP0j6Xa/3sp+J/85Cf5yEc+Mvt/PB6ntvY/t7CSrOv011ZSMTzBdCBU0OICWzKwlAxZl4+4vwivMY7fqKRsoo9SeQbZY3NcK2ciEKGjb5BQOs2UXyfm06mdTNPe38O9X/gYIyWlaJaNbNvYskROk/AUdLIMRUFSbYpEioAxw2mpjA89Msm4XkxCcaELGZcwCWayuMiAyDMpB5kA7rGepCXmAAQBPF+7ErOwYDTFx2if7kECDFnB9su44gbCklEMm5w55zqfikTwZ5xBvu7oAe77zIeYKAqRcbl58sLL+eq8dZC5lNt3O2mfdrWCpXp5gXkISeZaZQdB0nTFqzimN1IROEZxvp1RO02jPMp+q5XF6ZM0BqewhcTj8kLy3kGQDcLZCFEzjNCnqZDH8NsajVlBsZRgv91CVk0iu2Rclod56T7cqkl2WiMb1XmubiVl+UmK89NYuomFYJESw+02SU/oIMAbyc9eZ5cRJmZ7aNJilMgZMpLKNncRO+plLpRn6Gj20FYzQnLEhYHEVneARZllTPlG8Vsx5GiGccNLvDSFpdu09EqE1SZmvJXELUGVlEPTPMxYguOKxYQkqM6NENUqSctQqoxweSElfF+uGMP0cazWxx/W5HnEaOPSowPYuSD3Vd8BkkTMTGPt7kMCvL5NBAdX8PbhG8jKGV5eKVjYv53B4nYygQixUCefve1hNp+0COElPllOmhArJ44SSSW5dN92fnzj7bjyOaZ1J8zYODZAb6SanF5DTHIWmlAmyYzupWnIkSboGO5h2u3DgyAxfAsg8AiJuOJBMcdZOHURANtal5B2eSiOTnDzkz/nvjf9BamCSOxlp3oZSKXoSb1E3oiyYq9zbi1n89YXH+GhVVdQVTFJr16EsBUk2WL63FUQSBQ8PiomZgEwqwLytsoX1jUxUhAFVSSBVkgXr+87yWRpKR3DZwoFmSBsW7jyFgPlVViKAhmTDdu2s7HvICcamgnmUjSNOO3rD1SwZNpZKCqnJvjuNz5LX2kdsinYpBjYsoKhWATTFmlVY391B9coO0kMeKienqT6hacByMsqL9csZb19iGpXDEtIs97WYzP1oLrR1Rz5bAbLPt+rAwJLFuRcAqXMR01mmEEFpg0vEZ+fYauB9Uf2s+C0IyNTGxtEH3DO8aZnnqG7rp73/vzXAMQqbRq8GSwhcdqIkBGFpBLbZpF7GFkSdCbKyJuqQ/5V/LO6PIaukirykJJC2GicrlvEweZ2lnZ1s2Q8RTRYRFE8ype3fpMHlrwJW9ShydBHggnZombkMT713FF0zaJ7YyUfWvEFXpYvZUHIGQ+Vh4cpj0/jzadJ616CuTQpzY1XM2dBT7gpRXraBbEUX/jxP/LcqhU8vuEWPJafZceeYu3Rg0hAyu1hz/zFKGVtXJPvYnMqy2Fs5HM8PmdDXePFztrUNp6l//gMpymlbnSAW7tfxmVZmBK4Ct5ohM2qn/gIx9O48w7nyWUYXLljO6Z8Me5CvxOynzuefRTv1AAPb4QcMradQ8gGApiWi4lpwdnMRUUI0sKPIuZCzOv2b+NvfvtrSuIxDEVGs2xuePUF1h3az1QgiKRkEIXrcVsCj5kmLWcxJQv4Iu98UeGdwkvdqONRjnl0isIZQl7HS2kKGVWyedDaiIlKJQNMhp2SDf6MSknCQ/VF/13J7H8i8Hnssce46qqrzlNj/7fsqaeeYvPmzXg8nn/zuA984APceuut/+YxDQ0Nf/T1tWvXAtDd3U1JSQkVFRXs2rXrvGOi0SiGYbzBE3SuuVyu81Tn/ytM2ILjVc2cCLn+iOJ2uPDbIqqWoIQXko7kWNPolCevzU9z5sAEVloj6nWxu6kaIUn0FZu0jw1TPW3QODryJ7ZEpZkoJgrFzJyzJz/bAgCFTIEM3FrwipiKG9XK8mrNEvaWzyOSnuafX/g6EjBWtoyTbbeBJliz/e9wGQayKcjm55599aSzI50JlSBn4wSyGfwjzkJYO/5rbvz6RiT7Qj7X9wsAWhaP8Grdh3mhW+F4YDFN2hg3Kdv5jXEl37Fu4B3KS+TseXxC/xRBKcOUVcR2bTMX2PeyzVrAV4z3octp5OJt5Kc2YwsNMLkp8g+ckC/kkok4H9Me5Br2sU25iJF0DYwfonHJFLYp0f1YhAlvkIlaC2HAOMXYhkTLygupXizQt3+N+KAHYUuE6tII1YNkZiibdzHqqrfDL693dnzvfJ7q4gVU/vpeDr/wDMlaiRU1WQI1WV70BPhmmYvWXJwfDy6jSPsx44aHV7pXYMql7O2Ic6URZ2O6gtz82zmZsfGLKWqKKvAAPyTNi5hsiB9gR2Ap1yuv8hfak/ikHH15P92DlQgEh9t1ciPvJGv52VIm06SNgOH0wazkRtEMoA1ZXlHwvLjRcYMMfQ3XAVCZs6mOLaJZb+C5tb9lyjvM+OAmculmbpyI8t7tJ7ly31Z+fOPtlCVjDBZF8OcybN7zAs+uu4qhkgrymtMfQpkko2qA4kImY8tAL4erOvDZOaJxJ3ReTJy4x4skNKozEU5ESugur0USNnf0/BRXIs6dfT/jxx0foGImwy3RchSfRCI/SvXW3+DK5zEVBdWyuGzPTp4PLmFjxVZ6PG8tEJwtppXzAUCyEI5SJXNOmgHB9vb5PFXrA3xojKJgM+2aJpQrxj/cA1oRddE5b0HYltCNPCMFcnhkdJKPP/4zvEaOmD9IIJ9Bm3DG1Vg4RKjP4fcMl5ZTNTlG00TvG0btyaIavrLyTjaF9lClzpCfn6TrtQrkaUFvoJyvrLqDmMfDO9zPENDyPD/RzJqiAYJqnh3xGxkz2/CHXay8qpRXf/MN0rEokiSx/JqbmLZ+yNBrFWSn3Wwo6WJ58TiLZZ0bqytZ6Wnh18F38OjH3kP1xBglsWlWnjw42y7NsvjbH/0AScC4P8IzHRofCJykxjtDpZjh1fEG9k1XU+5OUt0YI2Oq7O9ahKTWovuuQirU0vpjVp8Q3HhKpdpVhyQU0qVLsOIvs67zAIHILr5fXkIsGyChpdhw2sN7n4gTSDgP7oaWnRwv/x0/rr2F+zx3cZOylfmHjiMLQVtsgIORdkK5FAndS1PKmTsnw2HmrR5mLB0mcfxqjO7nuHzPPlafOMNMeAV1gy9w7sy9oKeLR992LX+RjWMIFUm2Z2kM2DKiwK2ZCDmzbE3CZsQyeNfRJ7i+Z/u/et1nbdBfxo6KBdzc/TLXv/oCJ66+mI6UTtCyCE/ovOPx3wGwZblCXgVLshGyQRanvlZUDc7WqvLZNmm8KKYyG4K75fnHKInHGC6W+OZNEutPb2TTjv1E4tNE4tP/arscc+pBQRwbOFYbZKiohPe27sWr5c478qfZa5nBz20JnZmSnewoPYTsmgA5y2falD928j+L/UnA56abbmJ0dJSysrJ//2Dg1ltv5eDBgzQ1Nf2bx5WWllJa+kYS6p9iBw44btvKSieGuG7dOr70pS8xMjIy+9pzzz2Hy+VixYoV/1Pf8Z9lsiKz9M5rGDoyQk/vM2RTSYL2Ivz2HBncNrqx8sewc/vY0HAQAMuUUXWbtjUTDCnFbAu8HdtrkXRvRy2GPc06p6dUMhkdrx6kcihDy5BDwsy5dY5Fwnh9EhuKT6LLFjtSKzlkXUKZdwdvVrcSMyrZNtlEk7eX+aEh0rbO4akKDJ/Oc94rGMl72NDgZ8mOLZT0H2XzwAH2Rjp499HHcdkGk1U1fGntRpCGUYTFEpcLl2EgmTaZ/JzHp63XqQM1Xt7AvL94N3t/+g3MZJLFwxME0imaB/uwJQlPPoes2eBvRPPPw6r8F6TEQrrsalDgRnmU71jwm/x6vuj6GcGCF+EqZQ8LzF6Q4ZjdQLM0yJq2nVxYvZPfn3Lz8uAabOHicOzN9IhyTlthquwxbne9woXWq463vODkm4x7sPIKgdYYm2+fA9Ky5GH+/KXoRgS2fw1PXR4h2WDBmRqJ5l4Qpx4l2fM8fkCsfCc794Q5vGUXq665jju+chWx/l7sLTcjYyGP3sG7ei+jeBXEXQYh6xdEtAytTdB1Rmbt8TAVkyZWfgBvYQKbEQo1hfZ4C9NwVjRxl/o0n9buA2DU52VgjcYil7NDXwxgf5qSnmsoOX0TPzereKUAcbOqm4Vv7+JgVytPdOW5dWUtl853NglCQM9kirJgjFj6Yxj2mbnzAV8akzkD6OrbEdL/IDwZp3Z0mGgoxM17X8Jr5NADRTRMjzFU4iQkSEIQyKaZkubKS7QM9vLU0k0EYxkKfEyCZpqY10XDzHxmNJvtzc633hh/ilWdx6k4ajDmGcSX38LqkUYUyZmXmkanMAbzWLLMy5s3sXnLS1RNTtM4NoqGgXCrCKEhkSX6ujn3rISFgo1pF8JeArY1tfHIx9/L1uVr+F7NdWj5PDPaDO58CRIQ8wZx2SbF2TjT7iAhS8I3MkzXPGfOec+TD+A1nMVAKRR3deezCAluuPQPFG+NAfCH1ZfQmSplTTbFKiHzG30c2ygmp+ocKWlC+AbZ4P4DZED3W7RfMsy3jl/GgL+UBbnDrDA7CQTymIqEclMM86iAGLSv/EdCFc5YHM5A841z15znK/iB9ptm8CQEyw84C55q5/nEsRXs6wiSqPTTVdtAe38Py04dZ0GXsyF7bs1FXHp4G3JGYEkyDy2/nfrpx3g0vpgrqsZp8Z1iU3kP1YEAo7l64CBjRgua/63IajXFmkKr63zweVodp9ksCKPqWcaXf4tjoW7yI5dTdFqhFEiPubgsPcNlPYMkJYmXpytpfD6ObM/Bkt1DRXyy6Ce8UHwBp3217C9v5e4CKImknXpJASNNUvPQPON4ISZLnPpKUc2F3HEFnsh8Zvb8gHAySjg5F+4ebFpE6cBJ3EYeNWuACyRsJObIzdI5Hp+JoHPelqk4t7z6fdpiTrh1V+tiRupnaMj5cXkG6fYlCJ+ppb8sQ1HK4uGie5hQirlieA8V05O8mjzGIhYQsCWu2DeXc1o2A/3FYLpB2HnShczhmBaYzVz024Ix4UY2haMdBgTTzjmeXS4xEJGYSEd4zyUfZ/50D/V2D2vkV9ikTeMuzBW2kOicKSNuuJjwCqYsjes8aQLBFK9MhqjQ03i1HBnbzTetN/MpzfEC2mfnKUkwf3w988fXz7Y9l3O/MXfjz2R/EvARQnDPPff8yZ6RbPb1ycD/a7Zjxw527tzJ5s2bCYVC7Nmzhw9/+MNcf/311NU52SKXX3458+fP58477+TrX/8609PTfPSjH+Xd7373f2tG11m7ZPN1iPU24wObeeRrn6djw0Ki40sY6XZSXF2uKmoYRLNPUuFJYuDl/sl/ZKP9bRqqThBZlkKZasFjh6ko2cCNH1nOsS2Ps/fxh1l46UVsvPOdWIbJ7rtuJ3iqm+FLNqDkR7ks/Cp+JcNUzsOxuMRwaSt/CBbzVn0rtVIvGyLTRNxJNNnmsUQ1o8kKLrr17Ww7FGIymeOdlp+aaplM/1EuHtxPKJ9kxfgpLEnG87dfoOuFQvEyYZHVdULgeHwMZ4dvIbOw4CafKqnAt1cntHYDJ/a8QkIISvrGeOvew/QGnMXQU5wnbV+MGE8zXDNE86EDDEkR0KBaGqAciSq1nzerTlhsKF1OtXeMOtmpa7Tcs5W1TduYrHBW0dvn/R5/2Qs8duAznM47kgJCzmKE1vKumZV8XvsZVZIz4ed0md4ON95dgvSa8/lBtshw9NgHiZa+nxZZRrOdCcGSob/aQ81QBpch0KwkeVVj1/R1HN7uhDR2PHKapZfVMXQySC51BTWuw5zJrgUhMb0bMnXFpPOb8atPc1G1l56R1ZiZHeQVBTsxjKfAOZmWvbPt8RUmlCGPxvdUJ6ng++b1zFRmWeN6XWEw2WKq+TEsLUXvdD2MLy1ck0LK8LKo5Rn2WRfy9rfORz3HE1KRTnHgwF9h2MNv6M/ZQihTdqukikrwT0+x4eBOfn3lm1AtE4/hhACbJkfY3up4cgLZNLYtEUgnZ89TOhMj5XERHp+eBT7hfJIZn0pLsoQjNS3EfAFC+ThXTj9E5TYDRQiqd+VxT71C/YJV5K0c6eNPoJx2+AQHF9QxVVrKYF0Z9T3jXNa9lygKwqPMEpwzhcsMWhZxRSEhnYOECpEHFYE7mSaYTnHZrlf5Ycd16FMWmq2RKywqKVXGVBQ2DeznhcYNVNoWrmyK0ZIyFned4JJjc+BZM425rygVWJoHd+E+jejFnNLr2ISLxULis20fITF1FUZsJXrxy+glL7B+wPEOWUJCVQRNoSHkVAZZtdm45hhMw2SxhpAl0h6F4piBN/MnVNIXgo6eODKCrOTGLbIs9D7DgZyT9XmgfQHt/T0s7zxKW1cvAC+tXMcl4d1kXhL8qv0KJotqqc2GsfXreDZRyqD5HBcFf0Kr9zBNHifcNGYuRXPX0apJtLvkWQrCmDbFdyruZ7//BKuSC3jfxA30Lf0BcnDY6RI1T3JkZZhNRwX5hIqRltG8NkaXh+a9ABLBugx2uUFyT5D8qIZ7QZ4fnPgcb17+T8zvmcseCha4PYF82vH4TDtAJB92+oXfXkm/KaiLzGdi9R2I7q1EpseYaGmjuusYuVAZsdgIFdOTaJmzwIdCnaPzOT4CB/gUxWNc98g38MeGmNG9fH3FbRxf/Qqqd4h2w8RtWRxyu7jAyNBXnqYqlsabyJLXNZ5dcSE3v/oskWNbYMECypIaG47OJeCUxgVnigWmV8LOmWRw1rqYOhfq8ts2PbiRDAW7sIkKpp37MFpQpPEIQUr3sKdiPuaMQeV0I8+IUm5oHsKyMzzR08K4HHA2iRasKE3RUOZwty6UNEzZ2Xz0VKzg3v6ruEg+wkr5JOmCRMj2sgNEppoJ5OfiDB55jibw57Y/Cfjcfffd/6GT3n777f+pYMPlcvHb3/6Wz33uc+RyOerr63n3u9/Nxz/+8dljFEXhySef5H3vex/r168/r4Dh/x/s+KufJDazD7XYzYp3K8Bj+OY9RvtaldaXXkCzBJZcGDoCxOaPEvvpA7xYoXOzTyeYynH5vE/w/ODPmBnP8YdvHeLaW1pZnTKR1s0HlxtVE8i3fIIXH/4HAmMnuaP5JF4pw3TOw0ODFxFuH0Fve4BHjt7Oh5QP8H37W1R7nUE0avsILDcIrurBLP4Jicx7AY3Ugu9wZkUMV1sF4V+MsWLcATEvty1hvvsf+NSas+KLguxup5NLpk3WKGQc5NTZUFfpJds46T0AVoZlkUmqtuTJ9XnY0PcIm11OOqWrzOTkst3Y8mt8xJtFK72PDlEB+0BVevi7VV9jXfdJyMBAUQljm5uJbJ9GyxsYiszplS7KdKdatBm10IsVbiiNsXz95zANpwKtIiep93jQ4nm2e8IUuyUUNcj3Dn6Aff3l3H59mCV5GZ4ZAjMDksC3+ClctfsYmvwuJWGFsoI+h8kiOl59H6b0a1zSNgBON7pIBT9K/aUB3EqWrOUmakuI4AL2xt5N5XtX8fZqP507RthyXyd9Y2mKvFfjV58mOPEi5TUrKL9IxoXCxHAGOfj31AsVCegrABNjcA0MXcAy9yEiUoxxEeZb5lu4aPwwt625msRv+nh15EIEULlmB6G6nxOre5Fk7K7z+mXn6FJW1W3nqoUPc/W+hcwffpAF8jYUbEpck/i1FKOZCN/t+zDehe2U+l38VV2E7FaHaL7x5gTutB9eneLyfdv49ZVv4mCdwVT+IfzZIEvSN1M+M8VYqIRgJsmYHaA6PnheG0K5JMXZ+GymfkkuwZkiC+QS9hWIoVeMHKPml1Uo4gxZTcVtmJR0d5Ee/zwZK4cr5Xg6X1xfwWQh/7mrdQH1PeOsHzpG4isumu1v8Lu1FifOIfWXF4DPsZlGoBCysua4Gp5CZpXLMGhPDTJGAJftQuSdcSPn0kwXF/PuY09wgRniVEMbqmUyWlLGXz3ohG4TuodAPoP3nA2hWSFIFHTPkh4vb5r/e64IQDUS/ULwIU8Kq/ohwonHSHsMvHmTUJ+NKUNvsYuWySxrVpwh0jqNaWlUHXI4dKPKPSzgOpK994PrNyjdi5jXcyuy4kYIUBkgID2B0PzYgUHy+TG0XBt+cwpLhoPL3Kw8aFDEMGsa9wA3s799Abc+/wQXHtxLIJPCkmUOt3TgTpvcfc3fMkWITULC630HiiZz9V8sIlhdSs+uwzTt2oliO2M7eOFRFvFFJCSOSnkSvjhSXsEUCnd4c9xthJiJH2ewvYuAHMPIKgzlZBpCBu2rYhhbVPReiVdCTQSjcQJ7neWrqC1J+bI4PygrZ9M+QfWExGDSxRK6+MwL97JkzxypO2A5C34wnyKheWkZcwpN+kPORq0/V8KUnkNd9CNIVPHrkptZNVONr2YnvltniO4NY0wGqZieRM/kIOx4fJ6afwELzjjzkgN8JDKai7LoFF/80Tfxx0aYcgf52wveQ3+wgg+VPchu2+QIKkJzkQley1C9F1fiMdIu8E9lwAvPLbqAm199ltbuI1iVp1k7BS5jblNWGgcTG0WzsTMmqYLHJ6oGSEpnQ12CPBrCcDseHyEIZs4CH+cYDYFbypIVblZdvoYbai7m6R98kadLgkCQ6V43jVcMEKxLcsGi36P96OrZNNBF4VFMfQoMmIxfhEDms+bdfFB9GOssbcI1jwvW/grZM42NYNwVJzJvjlv757Y/Cfj87Gc/+69ux79py5cvZ+fOnf/ucXV1df/lKfX/MyYswcxUN9nQGciBnBYolkC2BXU9aXRbgORoAwEkfAovj/2KstU65fOmOBn3sOpgnpqpcW68NcoTj6qkY1NYv/kskjKIPbiH6FseZfszMwx3zSDrEdYUb8crxZjMenlkYhNll0QJ1o0wWMApO4w2DqwMsPRwAsUW9K3U8PmdwZDKdpGzzm6/uxGuJNk18L2Tt/D+XX8g6vJz6MJq5uUfpvGcavZx3VmkMCXyBeCTnnZ+mxGBt2oCW4zTMJajrTeJGVLpwYPWk0Xx2NgoZJptUsXOZFQHoMOMGMSSHJLeionjlGVyGIpEb7sgb53iVKOLBScNJks0ynQwBfxu1M97jyZ4aKXCZUUWtd4ZYGa2rTZQUdh8xPMBfnrwrzgyUYEXidBAjl5J4rxiiDvfTW0uQFnLy0x4yijD8YJEc8uYtKpJS9fQ7NpGnHr6i2001zSaz/EknWU7eUp6qWp4mXz6K0Qnl1HeKrHyTZV0PjFARi0hJTrwSZ1cEvkmh9WAU3ysHmBo9hyzMiUxJ1X8DtVxwz8ur8ZEZYLVyE8+hMjfSbFuMpC3GT66kp56H4vtHxDNh8/rm0+e2cDy2p3UWHu4Zfx9NAQHznt/KFnJN/a+n3jehxgbpnNhEa9OpAiaTosS2dcYKm2nnl7qBkcom57CdC9EmL8l78qyo7iS9tF+xkIlVM5MMWIHWBGbPO87qqLjBFLx2dtdmopxtFJjW9sqDFUjEpvgw1tlsqNnQJKZWfkhAvFejGO/x44PzZbTH1x2A8zfyXvjR/gJK5gqjnC6sprmkSHC/RnCdJM46D0P+ERMiy4dTszUY0s7kAVINiCDjUY4OaeqvnS0i+eKluA3/CQtx9MpzDTTxSVEJiYIJrtwm4tJe0MIoGWwj5yi8qv5V/C+g48STCfJqyq6aWJUCjJRZ3MY9/u5dOwER6q8CFnCEIIGw5kL7JBJUJWpiTrhspmQRrZUhUkIZvLkVQNfLoM3a2MKlZcPb8Q6lKfJ1USLC4rUcXqNFjAFJcpjlKi/QJZMMCE91YwqWvArDpF2xLOKlK+HkXKN2mGL2p4jsBCOtHRgyspsDabO+iYybg9Jy80UzgTgkk1kPUHHBSD8D7H/wDcRmsnMQj9LjsZBkhjzDWMVlMP1s6PrHBqo0JIEC31gRgT559yHkPsTXLBgF+vk1xhuLaahN0bpAwYuw1m6Mit1OprjvOzzsCUcZkFznPIuODMcpqZtjGu05xifnNuEh03nGuoSY8RdHup7nXFc7XM8xvlQEveaz5LQU0jlMpHB+SBJeKsOky47jtvdwYzPyfx0pZ1nIkvQW1LJxGS4AHwccFHdP8CPf/tbPPkc+aDKx1f/JcP+MmTJYn54mkWyzbaEhwfl9yPrTQyUJWmefoa0WyJcKIkQd3nZvngF6w/vI/XqN1jnckDPeFExkeg0ZTMCCwtJs7HTNpnC7uFccrOnEAYUeTe2JFEyE0WzLCxZJlUsiCiwZPFLPHW4jWzWTTJ2H9mONhbcOYYozJnh1gS25SJvejCf/SpekWbMiJANpKnPJtEMA0tSmE4sAyxi+Pl50bVQSIKNlpzGqJjzRBcBicyc3tmf2/775FH/LzJJkXg4+WZOnV5NizXMVzK/RGfOBW0DvXUe4gGN4WQFclkSrzeBt0B/ei2/iOryPVSN5XA9exetK4NUjuUoHnQGh5yNIZ68DN/CIK3zJbSsxIJdzuLywlgz9defRglNIWyJ5DFnpkkbXqK6ix1rFFRTkHEpjB8oIZNq49FVczWPfij/FdpAilajk72NbdwT+lvyssYyzwHu73wzE+k5jtbb9B3O9ZgSpuEAp+yUE8JSQx08t28eTUY3l+Qdb0EqpKG4LKycgm04O4Mj3rfQur+FCWy+XiglegMahvQjFDFK9ajzWr96E2VHl/NpMuSAOs8446kw2f06Q8lKprLFpORjLB/6Pl/N+WnExDN8JWdep1MugJ5oA0nLmTCCJvwglDtflPGsnbmJmvE1hDJZntQ+DcB77RYOkQRRT1vuqwyKMuTXTJpC58urhFwzvKX1MfzeFAf7/ob7n72Z7cOrWRY5zN1XPcBpPcVoymT1fiibzpPurGTAcyXrnroPvWYJnSXrSdiCpcRw+0qIpFRapUHWyicwhcyo6QChoxMma1a/Cy0ZRTbNuYXl2XYink8xmTmf0j6Qr+TZ3s1c3fgCDd4B8pbGmcF56HkZISSSiTC3+bbxB3stI7li9H3OZJUr7OTMzC4+IP0Pnit9ktykxrv/8Bu+f/NdTkHEXDUDvjHqJ5PcnIgSTid40p5HVaG2TGdFAx2jvTSODpIx5kJNkdQUqeqLGC0uR7Esbj62l/xhp89ojZtoKW+D8jYykSaM9Djf8roYU1W+7f8ulyVGQYK/5D6mCfOlK99KqlPnbv8faHl+kmDm/BBmRYF3Y0kWWVx4yRWUz8EUGq3Dc2G+ZX2dvFS8BI/lYcoeBmQQOaIBZ7UOxnsRWgqvJOMrLFwjoVJ6fQ7HqTgeY8YfpCw2jVkpEIWxkfF4KE1lmNi1nGXqEqqyD+IXzn22gS0hH5mCoPDj2eW81L+WX/Jt/EmLn+67k2uMvazlVbbYi/mnoATkaJCKuQlQ5WGuJ86H1d/z1+qjAOy057FYOoNXdsowmELm2+ab+P7UjVRsH2OZfpLv889UTKUpyseIusIcb2xh8WmntMX+diedvM+Y43xata/Q1vEwFtBdqO6wR6ylx16P4RlBFhbjh8O83oQqIXQZ+Zx0fQGcjjWSNr1AKSdG6nkusJ7SdIov8RNchkFW0fjNqs08WH4J8zyPMxLZQa2t0b9AUN4lYQ86/JFgJsN4dg74RMQM393yLZpmhtm6bBWqbRH3+mjTC56fxS8yoxc2fbLNmvAAo5P1eEuc8aybPoa9DvAJxuZCTgrWORwfmcaeHlbv3gPAqfY6zFsmGT7s3C9FsnihfxNXNLzEhYEZLsQpypotdvHp8IUU269Rm3Y8eB4jwVfu+gs++ut/YeOB3XiykHJp/P7iq3nfQ/dRGgdkA0tTsPLMcXzOCXXp9lmw6XB8agpZbKLE4vN1Z8OvGXxqiklK8OlpxkacMjH5RARLlpg32UNz39lSHs696l+VI+vSqd4roVqCkSIPHxy1kICoCBAdnyOv15jOZ85dM968vAPmv6FL/Fns/wGfP5MNRks4PBnkr7Wn0JW5Qd4tqniuso2qqh6e6b2EZ3svprgvxj0L7qfMM8Uvj9/C8ekOdhbt417923izJqv2x2aVgLsavTT1pimNGlSPZBmq8lA7kkSVBKdzEfaXtnJFaCuG5eLlPbczeiYOpWCh8MSu21m/4jXcSoK9+69hsDvN/gWrmBotRSOOADp31yCnLI7Rgi7nyHuc/fWe0WWkzfPrNt2oO4jeNiVs0+lauUlnQdOVNuLdYS4rPwwy/Mi8lu+bN/JE5FOkC04G1S/zWuZalmXcGNgcxuGC3IoHW2sHxRmw/dZaXDNvRwP2kkAAh1nwhnu+w57PB6MetnksFqUy/GjyQpJ40SyTZROn2B9pwyyojyMcYYtRVbzhPHMmMZisZgibl+SlqFgcFXPyLadEgSFtwOHJBWiWyaLJ0xwtbSKvaByZnM+7Fv2KecVdvGPhr7mk7hXqg3Nhn5RPpbO2mPn901w63sWP0gspT2WRh/ro0Nrpy3uJ22sozfgJ5ka4w+dUAn7BXsFO6RKEKpBMgb57AumPXMZ45o8nJzxx5grairrxihwruia5KvvSG475oPIgXxK381trMwYqs/IMrjjzi08hWmWYhMt2b6d1oJenVoRwWQOUFO1mKnQBddFxsorKtPBQPelMoNsbl9Ax2kvLYB/7a9tnv8tUFcYbHULz1Sc6uXjvYezkKDldgbYrkaUsve5xKorTPFBsUJno43up3xMyHVB8YthHjS9NWygKusTe8nlcVfUiLc9PEngd8CkvAApJzpEVOl5ys9k5Jhp1E3PeqXm9p1HXOR7chCsGFCPbeWb8BdCcmCDrOUHC46N6wumrUX+AqNtZeItnZhguizjAp8JGPuosSHm3jgS8Jf8acn4X0jlVdGXgkpnU7P8Pxa7jiGjilF5NmzzExplTrJG7QYZn7VWzxw2KMgyh4JHy1EgT3KE4nsEvG2/jx9a1NEkjfE37Z4pI8HHjPewTzv0fTlUynKrkr/WnaJcHaUv3sUsPs79j4Rzw6XCAzxlrTtLGpcxl86QsHw8kbmHrxHqUnhQScxpQZ00AdsSN0REGTUbtjqP0JZH+SOktgUx/opaRYoPuUDV5ReUfl93CUMAhQp+WSnFJEhXWFP3zYdWjUD5uYGRkMlPnZyJLQMuMk1Wni4IUR2U1K1UnASPnktk1spyM8LKpahv+0i6UgcV4go5HqCRVxmGP48nV8uc8JyFmOT5CSJSNO8c/vW4jJ24v5c0Tc3JOhq3z4KkbOTI5j7vnP0CZ1wG5bjXHxf4hWk5l6bMc4OMSaZI+P59994f49u+eoXnPr/nlxWvprXLSHEriAkkyMDQfwoL0rMfHPwt8XLaChKOdaMsy1RPOxsMsm5skMrFqrpo5xO/kOnJ9Cj4FjscXsffwVYBgQ8Xfn/fs+ms8xIMasUSQb0cu5gOTDzNWIxOJTjBRmGeqfMMMp5zCnjlL5+WBC3ixfyPrho/isvIoHXOcxT+3/T/g8+cwy+RfEu8j4HYGg8BJkS5nmhZpmJbRYRiFG/kppusxpnN/Q37f3wJwIbAfky9El3Eh3+Pr2o+5RHFi1r8xN/PJE+/mHcrTfEb7Fa1daY4NLKTG2g3A16TbUVucQXpksp0H4kvhnCS6x7OreHz73GRJETAMGs5ORgKklIVHMvm7S+t46GSaA/0xAOL1FZgtQeTJLNqRKFLeJqMXqtuaMrapIGQwpxzgk+96lo+MZ2iqHMNEoau4hnt2/YJ0aBUMOMXw1KI6rlNfBPMaipDZRhAhBDkBhl0PClgiTD73btyyhGnn+EDfD6n2zHB19UmCWo4nfF7+4L2A94/cTalZRMC4gD8MPUTaLCbX8yvAZt7QDI2Tk4xEVvH9m97D4ESKMdvEAjRJIrW0CDviuEokYfPO7izXjth8ZpGHwwVdrNv49r/9zIXgUz/6JusP76O3sprPv/OvGaqYh9n5GaTEHzDrHp4FPY9zIw0nbuItA4Jf1St49U/QkD/Mh30PwBqAGBV0ssAH00YHOftvWKU9ygLFEaD9tXkpRg6kgtCmJMCPIFbvx2wPgSShGCOERz5NqvMzIBSsiBtlPIvZ5Cff6OU7o2lkOwmVGoUg4x+xF3HzIroRINX9d0jY6Eqe29qeIZoL0+Hq5cjeBhpGhnjfbMR5H9+9w1koJ/x+wskMvmwGS5LYUzefd+74A7VjI7xWKOoH8OrK1diKSnV0nHfvHyLQeRCA5DuzuLJn0KPLqQgNM7L4R1xiC9btieIxbcyMzPCuMMmYm+03uLiSHty2Q6DMFbSDXu/xKS14fCQ5S+4su7oAfAx09PycnpBqWzQnR1C9EmnX3ObFsDOkPR68mQzh2CTT/tDsrjoV8BJ1OTvfQCZFzBcABBW5LFrS2W0ndS8PWxfyJmUbYDJiruYrlb285Hfz/k54i3eQUssmIzSOhlvxNRSROLgEXEO8R30SAFvIdExfwL8UBfjsao3TIQ99u6toyQzwtuZdFA8mmdCK+N6Gd2FJKsep4VrOGfuvs65jzbRPDtKc7mdXeAkH2hdwz5MPYatwrKkVSdicMue8p/bI9XydKzkxCFIhTKfiADar0oMxP0xDPsaPT3yCecnT/LDIz2UJmL9zLvzM67Ske6nhYa4kToCbeIYlnCB6iZsTtZfz9MRHCBYKwv5O9fF5SsC2SYQlTlZD+xAMHQ/jkR1wklV13Gb+vCKyrnyBWF5WjiKZCJwEh9eG1iLJFpuqtqGUnsBX7oAWV7weNwHibmfBPpesrggbuaBIL9nSLHjuqaqh2uyj/tg7Z4+1KjwYS4o5KCrZ1D/AW3p/QV9RFVOhBF84sROP3+TbZU72mVzgRyFJvLJyDUMtO3ik/SIq447ntmwGkPNk1WJsMefxsSSVaEEuQ7UV3HJ+NtOsutA3nylZz/0DeygxwvyPw3/H+8wPsSq0keLsSZZ1TjJm5XjKX0OjNELQzJIXCktz/+IQlrtxfs7ey5VDzAt3sahyKy+deTMANYGRWeCTMDUOGadZsWKMW/e9QttADyfbE3DtXJbXn9P+H/D5c5ii8v7Gj/GOsQfZNLOXLaFV/F3DX1Nmx/DYWXwig4zAQCUr6YWBM4WEM2FKwkOj6WVg1MdHc3/LTeIFmsQAP/C8lSI0HhXXsdju40Z7K2/OOVkkKY/CKSLcFnFqRpxOt7LEGGBz915+X7ueQX8En09CUQo5CVIOWViUZacReZtuatEQrFdNbgjkKHqti3RO52zqzcpokv2Wn3ypm9z6CPJ0nuywQ262TQksiXxKRRgSeVVDN/MU1zoenKeL1/Ob+W9lY/pZOmJ1NB11gI/tW8DQmRTV/jMoxU18fHGemAbfOKSTMq9gRhnBZVyJpERAOC56JI2hTIh/PnMh06Xl1P1/7L1nmFzVlf39OzdUDl2dg1rqVs4oIwkEEiByzsaADQaDs//OHns8zhlHbDMYbGyDgTFJYHKOQjmgnFvd6hyrK9/0fji3qroVQGJgPOPX+3l4UHdXuOHcc9ZZe+21t3SyOOvw8MhX8KcdqgkzJzSe7XEdsPEykvo+KUKu6VyFbi2g+rjZVO5KksjmGJxtEA52U99TQVrR2RhTuWNcgDvHys7CPtMmMpgk4dhoioU/nAAFvJksFz/1Anvq61g9eSaL31zBCRvleTW0HeC2H36N311yDT88eSmCKxnDbM6yn2RHahYHjOmUupmec1stdONzpPQ7SZKiL9nBSDqwgtPwOhsp1bfhOB+lxqV07jcXs8WcRn1Qo9Iy6LQdyoAeBI3741xKH8vLSzilq4/1zjyecNyGpv4BbLwEsnFmirWU1Qz1wH77SCSDvLILNM1ECKj2NiHUCkLVWX77wSuYsnUf1d1tjGprprovTmnHHrZMXUCmxqBuv5x0u0or6AuX0BuMUJqMY3k0zu+QOr4Nbvn6wr1NBNbL7nHJEy2y0xwynb+nLlNP02iZTxFNYfzZHsy0wt7n68ikLUIW7HKrtLxmHvjIVTWcMRGO9DMJ2jZh2931KtkC8BG2DQgM4cGbk6qq7nAJ5YP9TOzcR2pqBcGaCzD3r0frTaGkOugpKyPQ0kJZTw87KkcwZv8+AIyQTlL3FbQ9Ga8PPWih9kcpjctFf0AL8hPjEvymxvHKDJ6NLCWrymbMa70+7qur4ea+ASxnAY3lJVzwcpLN4gIioTi6SJP22nTE59HnDfO9JQHSmobHynHAW87YdDPXtT4EwPPR2VSYLTiabONiWxnAQVEDJHKDWKaNmq0hIBwyQgL/cWlZmbhx7ET+cuaFzC99GUP3ELBSRYYTCOTSbNurSDNMr8NIswOfPcgSdRv9wUWkW7q4Zt/txK0YPwqdwX+VbKLFOJ6P9VoEPVvpMwaw15sMTkvjDQVo0cfwhne6NDp0sjzZv5gGp5mYJ8HCDunu3qaU0KeGaHYdiwcdP2GyPDpf4YsP2qR2ejHcnmeraydy4v6NeIxiJVFsoB+AvnKZusp5FCyhcKE6kV29DratoQT6iI2TDGiweyqq4mdQl+AiD5wAaVFRMDBUCsDHFgrj/pZB3ftX/s3tXejzWQRezTEi3cHYmgMkAgFC3QkaSwZQQvJ9FRE5NpwituKAz2K67cFWwgVjxGAWgkaWrObF0SXjs2T1ckZ0tjHQIMe8Yut4FLNQ0ZUH5TlVWkx8ZKCLqYGf4Bf9nOT5f+h5mxBlBX/Mns2pupzHNpmjqcppCCEIqTm6gxpZBYy0wZ6eCUwq3ckJ1Wt4ae8F2I5GX7qkcOw7M15m6aM4Z1Mb45v3YikKIy46nX9U/Av4/A+EadlsFVUsjK8H4Cejr2dvZCR7j7izPkKMkIzKb7nqkD/dzHd4puNZfrTzZ4StFE0j/Hw72UEuLHPTX2o5HnPVvVidm1m8axW/nXYBF45aTE90HbdW30dKzTCyfw4b45cWPrMWle+aUeiDXd5mDnjawZQWtY2JPj6/PMqV0zWsiBe72k/GbVRpmwIfJtkBObxayypp6GghMlIuIg/VLCWMysxZk/GsKUGEqnASnRjNq5ma7CAlXsAz8Tw2L7qUHp9KyExgE+XfJn2ZH27IFMSsGUXFE74GI/kEWO1Ut+7jpM37EICe7KK5LEoP8PRgFbai4QmcTHV3C5pluGDM4Ot/uZPIKfWUXHAc4ZNGIBRBrjVB9583Y/eneLxG40dTfKRUgTaQw17fSzwjd/s5YExNjF9/YCaBX/yAgWdeAiB8Zg/JV17BBoIfuZbNKx6nYVMPn7n/j8zZuoEfX3MT+9Ukyw8k+HpzDSNyciECiBngUE6v8WUGsDnHk2Cj9zM0p27Gv/I3xOa0EQt3krW9fMW8noftRYy3FL6V9tCkaXyaFD1IePodJ8LYJpXJHXv5cd0faHUEcA4oGfTsE2S5mKkeL/efVqSxjyY2tvTzyvLXKQ9GEGoIiwRhtR+Aadld/OwDNwFw3qvP8bm/3sn03bu44+KPc8ngCpS0NIzrKKtGEbC7bASlyS14TYOrl0v24upTFwBw7ksvoabjGCUqgxdladyXonF/N4Jmpu7UeKBxGic1dYACvTuC+BcM0LKzjOp9WZRUDgIQsGUKJu2TY1F1IJCBpF8au4VcBkCoQ4APNqCSw4M3I1MOK8ZP55w1rzC1eScfv/pDmIpG6WyHMc8uR9gWfbFq6ltaKO3M0DWulMWdEsQ5AVnh0xuMUj3QQ9bjoT8WoT9QRpm78Pb7IgwS4Jn0RUzzjaE5qqO7U3PSZ9GjqtwaizLVfwIXvZZCsWFLZS1PlH+NRVuKlWIbx3tJaxrzo0FunTyZEdYJsHwdfpf1uvL8L3LlyPmHvafd6W4u+cO9NDWXksPmBHUs6DA+tU++QAgeOfVMJtirAfBbWZqcojFsyvaAu7CnsgbbqEYL9VBS0s93d+XnuW8SBQZ9fwWgnAo89tkYGTCW/wStYyeDyVJ89/yBc+vmcO6Q4/vDXX/gkX1n8CEexHHgNWUuL9oLsG2VZqMZWImlBjGdLKvGK6wdrTNrTxYzLQHwymoJfALZjFt6DjVuyjUTy4EBGa9CW7KKCV0BzkClpW88qbIt+MtkGizYMxVHDZD0yA2eN1dM76mOXdD4OCjYLrtiC4UpKzdgGQaLDrrmgaos5fWDw36X6PYQjOUo9Q6CAaZRtJfo9ILf8eCoITIeHwPBINFkkrJEjpzuwfYIUo6fz9/ze4KZNH+4ToMQCNuDjlXw8MmnYSuSET4YH+SawX7wFU1w94hKok6OMtHPh6OvMNmRdgCZzHwuyAnWhtp4hWrIZomM+jWP7f0mRvdcmsb9nUafgV/NkjQ14sli5UvK0hmbqWPWhjg5YGe9h7LYQRTf/2AcFfD51a9+ddQf+OlPf/pdH8w/a2iqwu/al+FxTJbrU3mrpRaf6MfGwXYEH1BfYJLSxIvWTAxnNnMUDWxQXIVtojRHOmKiDjiY2BhDNEI4UBYP4jN0YBF/jU5gUvgOjOpNCGsZKBb96XI+ZsItvTtQAa+V4/+t/xsvJ3s4ecoV/C0xF0dx+JGZZSMGkxXBFtuhx9/JBQ1fx3FsDEwyrR8ofO2LpW9w2kiV6pUqnZVlOB6lCHwMgZccVk4+aCmvD399CD3YRtbSeLV1PNH1bVwpyombCQILPk1226OYzSuwFRXFtshtXca3/3MLP75yKgpnYQGL24dsf4ADUY0nx9aimddxyqqNVHRvQbAPgEmt/fSXn8L+ylJWj/dRmh3Bom0K45qksdbOJdcxZfVTqH37yW64h8FQjMHn97PSNviWlSKDwyRUcm0Oap9Aj+oonRmOQ+U0xU8Gh7/aWba2xfnGF3/Dv694CBvZnHDwqacA2FzWyPe6p/HBcXMZp75K7q2HOGHjWh780sdQFQ2haPhmtJAdV0bL5AQN6yKoloKp22iGQhSFANDheGjwfZPmbAU7Xh1N74IP05wt5+ESN89vK8ROrWdPJg2r5PnfOKGaORNreGHwVb7RdgsWNqWZmSSBKIISx0MTsL5tN3P+WDT4PGeFwckbTB46UefNycOnhyXrTc5/0+TNEy8B/Xh8AzkCHWNIlm/ACZiQhEtSL/L0utGY0TAbG+VOemJTBz/ctoapHdWsyMk+Zc1lJSjCYXdpHXP3b6Gqr+gWm/QHWLRuJSN3rgXhMHpuB1NW51CH2KREB02mbkoxTmnFMgR9g17sj3+Avt+spHpfM8EuA0aB15GLviE0kj4/wUyacFoCn5DtEMwDH1fjI01ZJPAx8ODPSP3FmvrxnLPmFcYc2E8glSIeitBdUsE4bGwUkrZcDMt62+gPhanol+eTi0iY3heIUD3QQ2dFBb+o+CCa38e1A/cB0O2XGqAa91hm9hi8GVHBbzHok7+L2DYf3uxhjQWOmuM6U+MFB8yggpKUr5ntCE59K8OS7iTi4U66gAqXSWx1yjj1t13Ux+/gyyv+xGD9XOZOu6RwzdfYBk2WNJzNovCsU821wPjkvsJrfEYWza0Q8jlZku7y0TDQyuXrH+SjcSkET+gBvrvgKlrGPUSPt5RddX2Fz8ju7aDVkJ/ZPbiXt/S1jE2WonXIxbWu3cDz8XtontBNZu092P3N+GZ+gKW1U3jRznKHomJlTNr8o6itrWXGjBmsTaxlZfNKVDuC6cjrvuykKFM7u/AkHOyAQ7PLkISTCQYDQSKpJP5slpymEwz0wIDU9+zpb+ASzzUIeyzLemYzqUymuSzTg79/HKZqo4TkZwUyxTSo4jgFxsdGYLitfUKZJJNOO0AqXs9342eTFXAhKiOFQrTqBaCHVGIkicEx2GoVO0euY9b+vUTLZJrQMIsapQGvB9UK4KhSx9MZKyWaTFIRt8iENByPgzbgFIT1pqkCFtg6umNLMOY41LoaHxGx+WxfPwDb+hfQ6NtPXL0alfko4gHQ7uEMuw2vkKDoXjGF54MqaaRY31v5d8JaBhWFropSsEM4WgK/niZpBukxSwrH7tg6elUA44B8/qeUXYqzN0LBkfV/OI4K+Pz85z8/qg8TQvwL+BwuHIeJadnJd21mCZ7mBDYCBSgRgsuVBLO1R3nZmMBqO87Z+ClBUKWrTD1/PIE5VW/bb8wayNL52w2AQ+zyk0iXVrF23VU4mtxNrOmahNbWimoapAJh7m84keu2PMnC3S/zqfGL+bBehm47PE0OEExr6GXfdj/pwACCXKGfTqkWylcnkhEJHlKfJaAtRW1L4wjIDmV8RA7bbY2Q9niJjJEPa1t7DMWw6AG2YTKRAE6mHbNZ6pICc24EM0tm3Z8Yv2Mnc3ZlgbNQgTM7DjJjsw3aSpKcNRClJjCR0sR6ebmFQLNNpu9ZRaL0k2ycWMk1r6epaXsWTy6JCJRzfGAW9swaUi98C7N1A9ZgP3FfiO+Qot+dwNblK+8yoGdMPoyPa/GguYD0dDR+me3ko+ukffyDY09mec1Uvrjmr3gtg5/OupI+IbjVyfJG4wLs0npuXn03owY7wMqBlcPY83fG3PZxxgQ99Ck7Sa3rpOa6afTcsxU7aTIj5Ced8xBU96KrYbypLHuyC8g5FpJzgnJLcHcyye1r9xcuzYmLRpGoMfnhsl9iYXP6qNNZFPskn927hRFqiJs6LubT5HCsEFnXSGxyk83lL9kowCceyzFln8EflipkvIJRHQ7XPmuh2eDf/iZMPZ6wmmIgGUUrh+5olLGdPYxR2ojE1zO63McjgXI6YmVU9fXQ8FqOA9O2UzMoxcJ7QzUI4dAUyVc8FbUe/lyGz9/zewDKJiYIleXAgbgT4KHSmcyp3MDU7QmOt6XYtn93gM2neKjwH8/milVMAiJNDplRsl8QgG0rDATDEvikoL1UGrsFh6a6HB1EnvEB2/SgWZLFaA9VsLNmJOPa9vO1Z37Hly/+MvsCI7g8OEBTMsag148tFAK5wUJbgJxXw/Z4wIBef7GyKKJm2eYbRdmABATdXrkzHuE+aCO6egkH5KKVBz5h26Y766CaaSpi+4iWVHPWxj6ytsOGtIVXEUzfoqB4w6iROhzgQaWcm13g86i1ANOy+czqv1Kb7IZtT7K1Okhl+fHoZoTvIpmtUSg0YXO3r5ZrbajPdkrNkxD4czkUN1XqcbLgqJy393Vu2PR3PHZR6OuzBvjmhvv5xOwEWriGxRecX/hbLpPm1t9Ie5T+VBtjL5+H/94HGQSUUDV2op3c9qcx9r2Bk5Vaw9Srv0Afu5RZx53JA2oH+EERgksvvZRYLEb/C3JhNgwV2+034sQU2i5QqP+bSXqWTV2VBGXhVJK9NSPw5HL4TIPmqmomWjJtmvEqdA5UEVQGQVnHsu5LmOQ6Cye7RyMcDUWYOD55vwLZLI4FQnWrupwi42O67EqN1Y03auKN7qUqq3O7M4+PEyaAQ9grfZ6Sno+Qi8nNh9ofJNXRSrRcAp+8HxpA0usjbYZxVJmG7IiUMY5myuOwP1wJHgh1FFmorKMAFrbtRXMk+1Q20Ic/l8URgnNiz+B1YJ2nlM0t86kb7ZBlESqQFSeBdg9+5S0Aupwof9dGSF+wRDcjg342l6zCa8Uo/cAERhxXyebNz9Pe8Qg+V+huDoUXjsaMyAicwXYcRcNbM4dE5ijMNd+nOCrgs3fv3vf7OP65Qwi+PGsu5t4B3vA/QsB+mopcHTe3XsacXD1+72Wkz/k0+roOzF3dfAOJ2HVb8HCtn6lvA3oA1KiX6i/MkZ2gFYHHnomqBrEs+fBs7pnIgn7ZcmBVbAz/Nf5UFrZuYkJ/MzP3vsnXx5+SP1AajNV84Jf3M7ukge+efy6/O/k2Hrn7ETQ0lMmLuWdls3tKJiv71+K35gBhcCCr5YGPgm8I45PzeIhE5I7O3Kty6owYTzb38YpiMsnykF7/Z8BBq1+AXjsLI+pB63gL88BqTlyfgfGgjwhReuVEOn4qqXarbx+Nz93BPYlOzG98Hufc0zDekAvhgQWXUb3iUaLxvcxd/wfuv/KTDOzbxMh9UnFb/vEbKbn4eAD2X/83stu2EDiun2+YUXp3OyieDi49uZtPzfwk4PC1177G2u7XOf3EXzCivMiOVAPf+e5/MJhLIhrGcM0t3+QyxeITy58nmR7gJwtnsK8zwPdf3Mla04JoDZ8+7QuUJPs4Z3SMK/78H1g9B8i8tY7g/OMpuWgs0XNHo3hUtFI/ueQgvzt3Kt6VldC6FxQdT64PHAtdKG5TWoUyS+FPq/eDAvUxP819aba2x/nDnu8zaAwyrXwaPzrpR/xttZz8q8fGmHryWLjtDbxOOQ+f9AAP/uXPnLrsKRRSMGY0zp69LH7LYf6BCCXf+Dey996KY8u06dz93aiTLXaOuJfb/Vv4OJCNCXY4dUwSLcw00zynrEczp7NuwhTOfPMV0l3biDsV1HfJxawlWIXiFBf9Erd3lwNc8cLjRJMJlJhGxdRBto8Jcn/yVP7SfTmJMVEm5B7nvyr/TGVnCseGHW0hvnWGiv3yv7FIGwtAWbugRXhRXRBjmgoDoTC1PZ1E0jLZEbJtQnlBqpIh6+SrTCQYUjJyesxpOknh58nKuYxr28/sFZsQF9o0+6oZGZXAx1Z0EqERRAb34zEkM2lEPYUu3X0+qdcLpNMEvSabhYLHrSjr9JYAUId87f74TtTkAJT66XcF6xHb5kA2yMwNvyYy2ESRQ4G8LDyf9Kr58S/YWD+NP96/j5vd351/4c2c/PALEC+mNHyrHuH/fexp5od/R+e6QUaW+HnoQ3M5548r2RF36PcGKRFJFKTHltfMIWx5TYI5L0v3L+fjGx8BYE/VFG4//kLMqp/yb3/NUdrbywdfEjxzYbEDOYDH58dfUQbOID7Fx4iKGvY9LRnSEb/7BX33/pXBJx7FycbRRzXin34c8ccewdj1LD4zS/D4BpIiS2kmTok/Qu9ft5HZ0wEjwVAsqS8EAgELMStHx1wLR4dRzXLsKo5DXzhKMJ2iuq+HnlgJc5WtgGR8BoypnDGilpO6FtA7UE42F8XrGSDRMREAVWhYehBLUVBtGzMrXaSVIakuWwhMt+ltea6PdJ8XfyzLZz13kIwdR+TSKezf9gAjXusj63j5s5Zg6plxZjXO4tmHc9S+5qFkqtRDJo0AfmuQtBomq3vp0mKFa9kVkALn8rjD0yWNWJqgpLPoim66GzTL8eHBwhaioO9RAgFGajvpVxTuDE9lYWYA1AChE+oILazFcebQ/cdfUJ6Q12alchy/uXAyE9r3kvvqjzCnT+SqSQ6BWJjAcbK6rrRsEe0dj+DXhvfrAnAcjYG/yPm3a1Q9kUtGM2XhuENe9z8VB7fqPerI5XJs374d0zTf+cX/CmpKRtBRM5UxJWOJBXx0+3fzgzE/4ckpb1Dx6ZkEZzfwoytncOLYcsZVhqgIezEsh/94dDOO42DbDvet3M/KvcWUwGDG4FfP7+T7T2zlB89u56WdsmpMUTzEYlInYdoq23rHc4kiB/zApOM4aVw5f29cCMDlbasYXx4gGk6h+Jq57MAzeC2HaT17OSM2nkqjkqAZpK6kjpC/SLtOF5OI5CJ4FHfhALKa/LvU+BQZH9ujoqlJjJSCcUBw3mSZAnlFtTC7t2IPtoHmxTvtchwcdmdz6I2LAZi4owfHSKEELAYe/AvZ7Q+RWX83qVd+hJPoRACZhx6gYYxKMNWBg2CfPpetE6/BUjTKezdT9unPM2b5b9DNNKlx9ZR88FK0Uh9aqY/IWWcAsPmxh3lp9wBg4au7n6da7qbf2s3m+Kus63seoWZ4ouvpwvu0Uh+INIlnZYfskT/4Do0Tqngqfj9dzk5Svk7+0vZrrjllDI996kQWT6jghhMb+dIFlXQGSnk67Sd6vtwJb/7dnby+qxshBIpHJZk12e0uni+uaOZAUpAbVLEyBgIHhQQCwTktm5maVSm3BZNGRvn9tXO4ZLbkjv++dQMr2lbgU318/8TvoykaPQk5IZUFPVTVyIU4Y9rkDJVpb6wlmEyRCAZ57PjjeXHJYlJ+P77ePjKf/SLOvibUsjLMUIRILs2s+BbG11m0Gh5sBxx/P1uFrPKZRRd9loKW3c+6CdJmoLx/B2psF6XdEuAcCJTjWA7dXsmE5PUuGa+XMW7n9tLJfTgatFd6ebr7JCI1fmL936CkbzN3xRbQ2+Gjc32EB47TKQtWcgLHU+sZTW8IFFvQZ2hF4GNpDITy1VVyDFf3OThb/Oimg1BMUu4+ML8PVTNy8eoPhxGW4MX6WeQ0DTVuMmfrWhyhoFd6AAchNAYijaS9Xkrj8lzMkIeMa9mfr+wKpZIoOmhZeX9TPh8J1U/Adoi5ZU2G4sNruiX1LmMTsWzCnSkig02gaXjGjjnkP6dSsme7fvgDvvbYBjqI8UT0XFaPns9TWx/Bfkim1n560gKaQxWUJU2ufDzFw5slj/vti6ZSVhPm+hMbAMFeR5ar6y6b4zENcI0DPZbKxbtl2uK/xi3hofk30FNWw/5yi9+dI5/7s1c7jNw+FKLJ8JTKez5j0WkM/PWvYFkEFswnOPc4ar7974TPPJPSD32I0Q8/QN1PfkDdL34hr8u+VznRKkHvacffMkD7z1eTfqsb3dVm2REFy5LHVxpIofktHA8gYGLFTpJuNVY8GCTujgUzqtKYlWBhUPMSjU5jdMNinindjY8cW5svZ/DADPqa5hWOX08k6QvLczBcDZHU+Ljl7IiCq7EWN9mx7TRy9lg8IsH14nZG1I5koS3HyCZvHcvL1vOFnV/h/Bcv5nnzddK9HmLmIAIby9GIGEW/oH0B1+HRsOkIusBnAFKOTpM5ktLO4mtTjhxPq8xpeIQlS9ld4OMJyefiIV+ItAihpXpB8aGWeEkFVD7x+GZu6yt2Tz/prCs5e/4YPE89CI6DtmErJ2xx8GrFnowVsVOoWj+N45KH8SSwdRr3SBuBqR+7mRH/QNAD7wL4pFIpPvKRjxAIBJgyZQr798tJ6tOf/jQ//OEP3/MD/GeJr8//Oo9c+AiPXPgIj1/8OGc2nImFxX/a9/CzHb/EcRzKQl7uvuF4nv3cyTz2yRMJeFTWNPXxwJoWvvDABr7y0Fvc+OfV5Ew5sH7/6l5+9uwObn9lD7e/soeb/ryGgbScUMvKTgZgR98Y5teVwdbNAPy/L13FhOowr4yYQc4fItTXxYNzBEtPXEF57a2cvK0otht7YCft7fJBqa6uxq8XTebml81m6YGllOtFAduwVBdGgfERPjkLNLdWgCOYJ/rxqAr7DZO2PS8CoNcv4IDHx3NhQUvGQC0bR1+kEs20yO16lv6/fIOun/+c3NanMPa9Ao5FZ301loDwpiayjz0AwGC4npwI0N44gXtOX0wiUI3IpHAQ7G5YzEcuauWba76P5fbaCi9dCkBs61YCRpqaketYMnYsDg7fXfFdfrqq2PLkxeYXMYdQ+gMPPohjGPimTME/YwZ7B/by5y1/BkAVKm+2vcnz+59nXFWYu66bxxfPGsNde74CmLQOZEiffSEAgZWv8/nfPsvebsnQ/eDJrbzQLlM/zXv72dlt0vxKGdZg/t7Iye3M3i7OSnvQvRqPfPJElk6uYkqtvB9bWuX7Pzv7szREGwDoScqUVmnQS9CryfvpOPT98tc07tuHA6xcMJ+UbWOMH88L559H84hiEr7mO99m3UhZcXWT082yix6mNFhHh7vL7g2XADBb2Q+Og2rHWT9Gvj842ET1G2+imxZJn59uLYxlQo8uFxB/LktOVUn4g1T2yXRYMJChL6qzP1vHgUQtp9e1olo9NCSqOHvZFDpeLGVfc4iKi87nvnl389kdV+DFy846N9WUVArAx7A8DAZdvx2XhFj4qk58bYQ5O+X4jLueTvnu7HpW/qM/FEGxLTKal51TpaD3gpcl4G0P1VDrHwRU4uEG2soqC7vqVDCA6S4+fR4J9sOJQeKhcEEfkvH5SDsaMVslZMu0hiGCeIzhLG/IhppWKZiOXHA+Y/7+92H/VT34CDed+gW6/FGCvR0sWvsUJSGTL5Vs5XstB5j+0ydQHHhzZoB5132En87+AJYQnLjVYsr+zTSWBzlpnPRf+cC8kYR9GnscCaTylgBeK4tjuoakWZuGeBsZVee/xp2CKQSqK8LaPTGC91IJ6i9+JoGT71ruRtbVXU2uGU///dKLqux6We6thkKM+MXPqfrqV1ACEqhEzjyDwIKlgEP5a48z0uvhxKqLsOMGapmPyoskG2NqNpZ7DaOafJayAzqWDWX+PlJ+ef9TPj+GLu91iZ7Cn5VjZKdZT11JkOunXk+vtxevyLGtbwEHXv8EZOVzZXbvRG3fQX/Y/Tkr50SFYjm7jYKSr+oywKmcRq/xeUzHw6i+5fDIx2DrYwAcd/6/s/BEuQlNGAmqq0aCLbC6FSpc1+RgpghmOkLye0XOpstfAkBF3EGIHBvjU6hoLW6MHbf1SpNV74qbRcHDx+uXnz1xlYZmqQTMARwRICMcrr5jBc9s6eAZFmCj4Cga4clLybUcIPHyy4XPv+YFm7ALhJ1cjvYvfA319u18+MHfc+KBDcPuuc/wEEqmsDweYu6c+4+MYwY+X/3qV9mwYQMvvfQSPl8R7Z122mncf//97+nB/bNGxBPhxyf9mK/M+woAd2+9m++8+R1sp4iUq6M+PnWKRMVfenAjD62VaHkgbfDmHim4fGqTpK3PnlZNTdRHzrJ5cZvcvVVUXsrDe67kT1uu5MPhATAMtNoa9Pp6on6dnKqzc/ZiAPruvZekkeSkTQ5qpiggrt+7mbY2+R01NTXDgE9p1N0xqUUTw4x2sMZHDi/FZ+M4CmvSMmGu7N/HiePKKU/3E22XOWS98WQO4PDtwTiDOAgh2NsoPR5y2x/HbNuLUxpFmXE6+tjT8c39KK+eMYvV4+QC0X2HdBrtK5FGbBNnj2DCKYtZPfvL7Bh7KWtnfJbXZkzDUgWP7HqUjz3xHZa3Lueh3Js0x3zojs0J3W/x9PVf5FsLv0VQD7KlZwsdqQ7qQnWUeEvoz/aztkOaNDqWRd99crz3nzOfFe0r+N6K72HaJieNOImPTJMT+Y9X/Zi02xjxmX3PMGB0oQbkZuFNJ0brqImojs2pu5fzrcc2s+nAAPes2E9qsA3HMpgXC1LfapMbLGal/Y7bWiQoPTK8vuJ9mVwrgUQ2U4rjqCyoXVD4W3uvS4NnB+ns7KQ8qPHxjQ9T+rx0RR684gou+rd/4/TTT+fmm2+mbsIE3jhhIYlPfIK6X/6SPeNm8VhEXt/6LStxbBu/5qcpK++zFtPJOSo1Sj8jDJPzEgpBD+yvrEE4DjUrBbYQ3HrZtcwxtuE3UuQcrdACIO31k/D7KeuXLIEnYNFV7uHllvnoqiDZJa99dSKAulkCD3vJ6VxqX0Xf7VsIWT5sATtq5ZgQXWoh/ZC1PAyG5EIaTskFIdovXxdzL0se+Jiu1kbPyP8PhCKF/l1vTZdAbv6mrZywYTV9nUHGertAKMQjDbSVF4FPbySGLTQUbPo0eY4liUFaSisL55j1+cg4OjFLoLi+K6YSlsDHcRjR5SBsh9igRmWX9O8qverQqs5fv7CT5jTcN+cCAK7c9QIz4j/ixK1ZvnW/IJiFgQm1XPibx/jQnPm0Vo/m4TEnAXDTW8u4elYNiiLI7d9P0Da467q5TJgsLQ4Cbn+rcqufrFtTqfX3A/DiiFkkPX4MHDSX/Y35YpR+5pPkNGjocBhcu2bYseafh9BtD+BkswSOP57giW/v51L1tS+B5sNs382svihBLUJOy1H5yRmkbbkh0HsG8SfkNfQqcmOT7PCT7JSaGMO1NMh6vGiWPFZvbJCmEX62jQ3yZnYKwWw/sytm8f1x/48ya5C4u0KqjgfLNshuvBdvJkefC3yMjOL+fUiqCwXhzuWmo6KVjcF06nkw90lsocLG+6BvH2g+tPFn8LnZn+OuM+/iy3O/zF0X34stBMkOL7VCbgD0TDF11Bt0N5qGTZebIi2Pg1AM1vaOoqa1s/Dags+Q7cUjzGGuzb4SeQ8qdulM2t5PVAziOF5+8eoeNjb3MzvTzm+OryY361tYZ90GoUr6778fHIfA3LkYNeWUJuDMv7eTXL6clk99msFnpUmmalt8ZdXdLGku3ndP1jW0nTcPxT+kT8k/KI4Z+DzyyCPceuutnHjiicMEt5MnT2b37t3v6cH9M4cQgg9O+iDfXvhtBIK/7fgbz+x7Zthrrj+xgcbyII4DuiqYPkIO+qc2t7OnK8GOjgSaIvjBRdO51E1xPLVJDuwnN3Xx910LUfU6JrZJ7Uvw+PkIIYi4Kas1xy0GIPnyK8x6dAenr5UP64EJcsKr2r1pGOMT8BQX2LISCXwcSz5cmm2SVYcyPsVUFx5Bj3Ecu0uk70d25y7OnFLNmftWoDg2atk41EgdSRxZauqWHvfXL8B2wVQ67OezlyZYN200vqmXotfNwVYjPDPLXeTcipi+mARX0+Y1cOmic7FVDy0jljBQMpauoNQnmb2Leea1uVx79zK+v+L7vF4rfdM/kGkm4gtQ7i/n48d9vHCuX5r7JRbXy2v1/H5pGph87TWMlhYyfo0b7Lu48ZkbWdG2Al3R+fLcL3PDtBuoCdbQlmzjd+t/B8B922WqQQ3I5+Rva/dwT5U0kTt37xus3biPG/+8mvN3vcrVz3+f1IvfofbAJrQ1XcPGxbikPI888PH4i6CoNuoj6tfBUbGzVfhdIWR/fz8btkud1+Y1b/Lb3/6WCzc/y3l738ABVs2dQ+TKK6itrWXhwoX4fD4aGxtBCLbHSoiccTp/Wr6P9RXjyHn92F1dZDZuxKf52JeT46KipJt1tgTrH+tL8cXe/Zzb/wbrJsp0lyPghx/6GM8sWMT9zre5THkJAXRHJWWf9XjI6l5Ux8FQVRSfTVtpgDdaj2d6bYS02+Nr4tptYCRRInWM0C7C92w/QdvLoJYhtnAku1zg493vQXMXo4zpJekCn0gaOYG7gCfkrisJV4+TZ3y8GQl2+sNh2fUWuHvwIuKjNVTH4bu33cLMv71FdJWFZlqk/RXsrhnFiE65WWgJ1yIUae3Q6wKfWHyAPRV1hdRe2u8ni0bMFgg1n+qKoBsKNz5t87M7LL5xr8Wk1TqKY9E6Kox/ynCX8t1dCe58Vd7bF6evYdMogW6afPnRfj7zqI2eNQnMn8+8ex8jVlqLT1dZPKGCeycspdcbpi7Zzenrn6L9O99l9+lnsO/KDzCzKsDUaTLVEXZdhMvsPtKqBD6BATkm8ylzAxCuWWDMFyNUVsPrk10m8K/3DDvetJFm+h4b7dXVoKpUf/1rb1u8AeAbOwL/8bIKTXnzMYymN9gUf5XHf/sTnvrFTzhjjc13f9XLR37fj246aO7HpXt8pFrk5swIy+ub9AeIupqynmCEbQ0hDtT62RNvYNej9/Dy977JuI/9ki88dx+GWWTAc3tfwo634M1lC6ku0wU+ykGpLsUdL4N6AF2Rz+Dz9nyaT70NFFcyMOZU8Mhjm101m6snX01AD5DTPaQ6PNS5wGdoO4/eoPxekbPo9Mj1oHQQ/JGVOLW3UT1YnCvywMexPa7GR2Fkh9xAeyMmRlbBTCucuHw/JXY/Dn529Kc4v/stvvvUT9G+9Gn2ful37PrId+n905/of0Cy6qUfupbOj0qzgeOWd7L/uutJvPwywuej/ve3s3fuKag4fGHNfYzv3ycPxnL7hl104dve5/+pOGbg09XVRWVl5SG/TyaT7zh4/xXDI/nGG5yyReH8RjmImuLD+zt5NZVfXjmDUydWcueH5vKF0+Vu+5nNHTzpApwFY8qIBnTOmCJp6Zd2dJLOWfznK3IivGb+KDIrZcVUcIH08Ij45IPX7C+n9MMfBuDEZ1qp7wbH5+XFc2/AFAqBng6ybiqzqqoK3xDGp7y0RP4jm+S8Pa8xfqCFtCYnxYK4Oc/4aDat6RM4UC5to7O7d3P2pHIubJHHldfzTEdlSUMpp82UC/oJ/hj+qVegVE3l21fq9FR4IVA8hraBGjY1CNpcPwhTgZcm7WXq4jqqGyOEYl5CsWJVRE+gBceBSOZMAIzeRZRkLuC1Crnzrdm+DishKfIPTPoAF469kOumXMeCZA0XPNXPtc9ZRP7zQdp/8EM6b/kZAM9NtbC9OuNi45gQm8BX5n2FkZGR+DU/X533VQDu2nwX92y9h41dG9EUjQmu4e26piSvVE+hI1ZDSS7JJzc8iKd5Lx/ZLEWAdqKdxDO3YOcs/GU5lIhMs4T3y51Uyi9TE3ngY6fT9P7xLj67/XFufOtRzlwl8LiT7I4dO8i4FTlRr0qst5czVsvveXz2Ep5tmMvedJHBBSTwAZqammjpTfLo+lYMVUNdcCIAnT+9hTMfbWPEG1LT4As3s8aU4uLzUwOU2DbTEjt5ePEZbB43kWc+uJBnj1/Ewv63yDgeYu5OvSsqBZtvjRjLhkrpE9VbUkI8qvHq4BRSZoAx/Qni2iAN7Q7jt0jH68z8ixn05ojrabqjaWo/MZtIaQkd7tD0dotC+mFd9/RCqiucgmAGdHdDHHB96PIW/5bL+OSBTzwYzps5Yzkaj02eT1t5hN119aR9XqyUysyWN0EIVk2cRjTpakZCcpHShEW/q/Epjfezr7SqUNGV9QeYYmlMMlQUF+SbqMTaPCxdJ790yn4YuUWex97T5BywvbuFK/98Nxfc8Scu/f3jmDaowW1UVnbxzOWN7G8IkG2oxjt+PCVXXEH9bb8rpI4AzpxaTUr3ccdUOfckbr+NvnskQMnu2EHXz38OZfJeRk0JEiIkSLlA2p/NsLe0gT0lcjDncArAp9RbiqZovDhHPnvpZ57H7O0ls2MHnbfcwvmP93Dj0/J8Sq/+IN5xR6f3iF15FWrFJLCyZNbdReTNx9AefpRTt/TwkWdsPBYEMw7VfcWqnXSPj8ED8r7rAXnDc7qnYDeQUcI8sX8Gq1pnsLl7IiVGnOCDy3ByOSKpQS549V5wHDzZfsxt0mdK0QL0RdxUVybvD2WjuC0wnCGMT4e/BF2R97VNOHinnQ8f/C9oPBkWff6w55nz+sj06VTZrnvzYDET0BdwTW0NmwHhx1AFigMV6hoq4w7aEHmN7rqSO7YHj7DwptM0tEng4ys12O+pojUmCKYNfJkEDj7Gj4jw8Rap3dLr6tBHjsTJ5ej4wQ+x+vrQamoILV5M76xGlh0v6KkN4R0/Hv+c2Yz8/e2EFi1i+9Wf4vkRs1BwuGHzE/KcVJ3u8jIq5hW1Uv/IOGYDw7lz5/L444/zqU99CqAAdn7/+9+zYMGCt3vrv2JIGK2t7P/oTWCanD6pmldPcchah6rhp48o4c4PS1YgZ9pEfBrdiSy3u8DmzKkS8EypjVBX4udAf5rvPbGFrW1xAh6VK2sFXZulvidwvKxkigbkYtiTzFH1lS/jmzqV3V/7Iv6sg33GIrq8EbbHRjKldx+VHZ1019QQCoXwe4q55vKYfPAXb1vOuZtexRQKX77ys0DexyeLnXOBsBD0GqNprZELXXb3bjJ3/4lgcgARjKLVSoapQlH4w43zSa3toI92yg0HGhbx3AwQY03uPelHVK32MtghwVjC0XCEYN2iUmoebWdbvWD12Ff5zytvKRxnVWOERJ/cBXUHD+A1x9IZL2oOmvcugKjDQEkF0f4u9l15BXW33IJvwgS+c8J3cCyLPWefQ7CpyTVUS9L3hixDtYFnZyp8euanuW7qdYfcuyUjl3DBmAtYtnsZP1wp9W9LRy7lzIZzuH5jLzgeTEUj/rmvUvHNz7KodSNTe/ag2xbBE08ksyuO1b4RBFTNHqBly0LseAd6VxP+dBfpPPDxqWS2b+fA5z9PbtduChZ1u8H4r0fhw9eze/duMo4ENktmT6PuP/6E6ti8VjuN20ecgWFovPHAVqY1VFFfKhfIyspKAoEAqVSKXz+9CdN2OL6xlJGjzuHAS8+SWr2a2cBsoC/mIX1Clma12Jhw42A503w7aZoygs999mtorrbjmj0Kr3A8pY7UGXRFJOPTUlJFu0eCoMFokK4yD8/tXQzAokEPG8r6+ezjFsKByDnnUHdLkZXLhz6ok3Txm2oLXPkRPelSukP9AITTjrT6d8PvankSitt41X2PP+Ma8vlDWE5xjxjZYjMQLOdjX/keC7es4nu/voXSznYCIzZieyRoz+k6lianVx9mQdzsMU182Wwh1WX7wnzF9POWbSHcVJvIDlK3RS5aL04T1Hc5jG2HuB9eHJOhbu+TfOHB5SS7jy+ehDA5Z26aH576JAE9AMUOCYeNxRMqURWTF0fM4sb4G8R2NqGWlhK78kq6f/tbev/0Z0InHk8QCJuS8fGJLGlFghlvLsuqUUUzxCwOjmuvUOqX97NjZJhdNRnGthkc+PznSa9Zi5PLkffrFaUxyj/5ybc/0CEROK4a/8LPkNv5FNmty6iKFyvGDBUyHilcr+l10Fxn83SPl7iiMsrRCYZk3Vtj635U28ZSFAa1CMvbJtI5OAOA84RDOGtIEbtlM2/3WppyEarb14CRQonWIzQ//WH5+Zab5lUoMj62EIVeeSndi+ayZF3YlIU8ED0FxuQraQ+NnNcPgwP4B5OyYDZZHHu2C87J2TgGdEd0avpylMfBnx2upSqAINuDR7Wob5WgZ2/dCCb5WmnRy/nTaX189W825qAg25Pgi7MHaGvaixIK0bjsEZRgkL6776Hzxz/GMQxiV1yO0DRyVo57TlHpbVjCj0/+8bDvDfk9/Oy4i5ncu4/qhJRl5BSd3ePGs7B0eJPkf1QcM/D5wQ9+wJlnnsmWLVswTZNf/vKXbN68meXLl/PyEOHTv+Lto/dPfwa3Iq5iazs/2QvbtR0w68jv8WgKp06q4uF1BxhIGwgBSydLFkAIwZlTq7nztb3c/aYEBlfOHYlx/z3gOARPPgm9Sr52pLuwNfUkcRyH6Lnn8N2WH9C4pY+PfuZGkk+k2FAxlim9+6jq7ECrluBqaKorEvARDAaZ1SzLHTXHxp91y2Ucgc8uMj44OpZj015WgiME9sAAXb++FYDoJTdixd1dU9SHUEUh1QVg43CvDbctuIPxsTISwWK37IQjAdxTsxUq/Vfwp9gD2NZwN9DoiBCs7cJRYcDXjdK7GIDTJlWyqzPBvp6U7GHz1W+i/vQ/yO3azb7LLqf2lp8SWbqUweefJ9fUhBKJsG5hBXsG9uBX/Tg4bKrMUjNpNtdOvvaI9+wr877CqvZVtCblcV8x8QpmVMwgGPlPkgOjUNQ0P7N+yeKFcMWrEMsmMCNBan/4A7r+uJfMxteJTunAl74d4S2Wss5aewumJnffng0q++7oxjEM1IpyWuYuYuvGJk5pWUv/z39F9IRFdK7fwFfe3EZNspcRrwHxOIPeAL8+7lIM4Yp6bYc7X9vLN8+fwr7uJP++bBNB3zhKkptYtknS7jefPIbw+HKqvvY1zM5OVq1/nNGrWon+DXLjwV/dyxfbPkrG6aShpYfz2ELQTJHUAuTQmJjYzazuBnamcnhjLvBxRdEVg33YAYk6MhEfcXUU+/vHo2IyBZUlb/bQ0AkiGqHqK18+7PXODgyS1SX7p9mQy68FDsRDrsA4JUuA8+HJSufslDtc8xqfgFsokPUFsdzSYK+aYU77dsKuzuqNyXMJT84yuMXHrI1/ZMxuV0AbLbIrs9QW1jNAyusjkM1QGh+g2gXjji+CKiikZgDG7LwfPeewvwLuOFPBFvDF1SnubQjQNLiNL778ZVL9kk2cNCpO0G9yyvg6Pr7w60cchwdHyKtxwpyNrGzdRMuFlzBxl5/ImWegVVRg9vbQf9/9tP77dyg7I4bfloBBU0zSitzw+IwcSbfCyANkEQghN24xd5wG9ABPz1IY+7hNarkUZvsXLuCvjvz3jZ/+OWo4zNGGXhmg/JopCN9x9O8/jc6HH6KifhQ51eZj9t1c+KbNos0ONb2gC+i1fDw7fTJNI2YyI/d79LBkc8e57URSMQ+GFUBY8hjmxZuIrJZs6ob6cgw1xsJdWxnV/JJ70arwz/0o3sxuulyNjzVE46MOEzcXqRfFbZ+iBXR09Z2TLIbPfa570hCGTO5Qh2Nh2AgHukq81PTlqBhwCqL9wvUywXFUQEMXFiNbZIp8y/hxnM1K2rUo68YOsLWxgkl7O4ivXkG6S6ZpYx+4EtV9XkqvuZrg/ONJrV1HycUXAZCx5Jjwal4OjpBPI637uGXWlXxtpSz2MFWN5IwZqKp6yOv/EXHMqa6FCxfy+uuvk0qlGDNmDM888wxVVVUsX76c2bNnv/MH/P80rHic5PLl8t8DA/T9TZreVf3714mPriCcgTm/fJ62b34TO5MZ9l47XXQIzae0AGaPjFEZ9hVec1apSU2ym3AuiaoIrpsSZeChhwEo+0hxC1gfC6AqglTOonNQTlb7Qxmema0QipSRzFqsL5c0d2VHJ3WqSm7/fgLd7dQku9EtA6+uUmvZ1A50YwiVhyedIss43QiYRY2P5ihYjoWpQarKNXKzLMJLl1Jy+cWF92jl8lyUIZqVLUGFvfHj+N7fd+M4DkqwWFJfVy4n3j5jgLKrl9IRE+QMna7BInP2lp3FxGGHYmGmRpPqkxUgl8+p55bLZ+DRFCbXRJh33hJGL1tG6OSTcXI52v7taxitrfTccScAsQ9eRe0XvsS9i1X+sCjHHxcZbJsa5Xsnfg9VOfLDHPKE+O6J30VTNKaXT2dW5SxUReWMKZKt0WKv0ZNt47nFEfaO8mED+z92Nlp5OXq5H71uNt5R07AJIYZ8j9cYJJjuJJjuRO9rwzEMQiefzOhly9A/eQM/mf0B1laOwclmabr5Yyx5/HHmdmxnRKILurtwgKfmnkzcG6RMJLnSFYnfv6qZrsEsn7lvHa/u7OapVg+PZKeRsWBCVZjFEyoQioL/0kvQrvswr1w7m80jQclByZ81Tpi4hvCkFrZlZfXX2p46piSL3QwvaXsTbJtRu3dT4kgGsTtUAkB5vI+KhJsCinpR2iTT6fEfoGtgFeetkCxI5Tf/A63i8J3mW3duBSFI+eTUVniSHIgH5EQeSUtBaD58bqor5bLXeY1POC3HUc4XwHKnygtLn6Im1UMonSLmmi62za3EG8vhMXNUuCmsdFUR+ESVFMkJD5NwRZ2l8X4qXMZH8ZWgDQE+mVR3QcR867kqhiawVMG+iTZNVYKIJ4KdasQxI0R8Go/ceDkPfPgaPr7wyAzCkWJUVQ49vIV4SFB6zdWFa1r1xS+iVVdjtrfT5SvH7zLRirALGh9vLovqAmY/ghQOlnu1Y74i8HljksCqKUd4PFR97WvEfvdz7l2scu9ilZLpb7PLO0L4p5bjG1tC9SmnMv3Xv6HmS1+i5JMfo7lS0FoqL6JkfOCAobJ25jXUa5OIDEYk4gVGuC0b7FKblKGiuT0RL94n+xp6T19KX0UpG8aMZVONTL221J6EtfAmlFAVXtOmNw988oyPYw1pWSEQeWPMIXNiOHwoSDhcWAEJnoM98njjxmHEwDlXj1kpGZTT9ujU9B7E+FiALedLj2My8oBMEW+fIM9pvybn4qfmT0XRbazEAJnNb4GuE7v6mmGf5R03TrI9uvy8nOVW+qmHnlPQK8fF5vLRrJ91auH30arqQ177j4p31atr2rRp/OlPf3qvj+WfNhzHoe0//oPBJ5+i9LrrUAIBnFQK74QJxK66ik2TEnT98pdcsMKh/777Sa9ZQ+0tt6BXV9P+zW8Sf/Ipqr/9LWKXXcbJ4yvw6QoZwy6kuaxEkj1nnUWwq4s/IDUKG088D+/D20hks/imTycwt9iJ2aMpjIj5aepJsacrSVlIK6TZglqQZNZkX+koTFXDn8ng/+a32A1EgT8A+0OV6LlTGbFvHwBrK8ezYvRsPNYgjgrCAn8mS/6h12wFEwscg3hdhGD7AGp5OdXf/hZKsOhoq1fLB34o8Bl3/li8f1vHKzu6uHvFfkYOmoxx/3b+nHG8vBOyVhaPR4JDx/bwxFttfGhhAwCPN/WwK5IhK8BsuQZsH2GfxskTKvBqKq98cQlBr4qiCJTSUkb85laaPng16Q0b2H/9R8jt24fweCi9+mpOKivj4fMfZiAnF7yR4ZFUBA6/AA+NudVzefLiJwl7woXU8E/OvZizJm8iFroaIa5hbMlYfln3Y25Zv4wrXKG6WiqBoJkJYDshcFMh/tmzWJGdg6HJ6zV2diUzzp2Ad+JEhBBU0w+Kyc9mXsXdb/wC58ABdGB9+RgemXIGf7xxAcu3bMHes4eL7Y2ERJaLZl3AxkSCLW1xrvjP5ezpThL2atiOTTInJ7tzxnpxHIdXX32Vl156Cdu22V66g5Xnqvzs9w6+3eB/XeGERSsZH91F71MRmnojjBtoZ2V0OrXZdqa16Vjd21HjJn53fHQHSgDJ+OSXiXSphtIrfz+xby2sfBPFgeXTvVx/1tmHvc73bLmHP+WeAAEZv0okZZPJL0C2Q9ytHgtloKq/uEjkgU/a3QbmNT6RlBxThjeA5f7R21sE3iM62+iLRHlDm8xZ56ziU1VfR9gO33nr52RKQ4XXGcIGIYgHvVT2y6a1kYRM+6q+ElSKwCfXsgoBJGLV7KvuLnyGu77yxzP+yG+e62XZ/h7OmlqDV3v3O+iAJsFZyhhOFSjBIOFTltD313vpVkvxu/3OTEUnpfrca5Yj66ZdfEAa0FwWrNQnF+OgFsTQBZ2//hIn15+EGo3SkZTl1KpQ0ZT3plWkxxWFt7lZlJpeh7hwaM1k+ePaViYkI2yd5EOPGIBeKDVXSnJkhYMidAJGhsn7ZYVp7c03c0NtDfc8+xpfaljK57Y2oSijqVQ73WNX6A9KsFRgfIaUszuiyPjkx3Pvlse2AADa+0lEQVTWtiiPHF01k+V+dnm6H4CE7ZdVhWoRRAlDfv4zc67irBU/YOKWLLF8wZeqolsWugWOW95fPdBFMJ0m5fXRPLIGu89Dq6vXGtQDlE5I0L1JzsXR889DrzpUxzs0CozPYYBP2Fu8rxtOuQS2yOtWUvrOc+X/VBwz47NkyRLuvPNOBgYG3vnF/woZloUWk7ug3j/+ke7f/AaAshs+ghACjy/APaeoPPOZ+ajl5WR37mLfpZex5/wLiD/xJDgO3b/6NXYuh9+j8vmpIa4w9nHRTCksTL7yMmZXF6gqls+PisPM1x6l5/eu7f9HPnKI8LyxXC6ae7uTpMzixBfUg6RyFoaqs2H8ZHK6jggEUIJBCAQwhcLIRCcDP/sppVukdmjd6JnMU/ukY607g3vd3bKtCjyGhuXYQI5dJ4zCM3o0dT/5MVoshuJRCw+0p0E+uXp1AO/YEoLzaxhzXDVfPlOyNN96dDPffH5H4ViXTBuJ7op3DyRk/tqxvDy2QaaV9vek2NDcT1qFSNgBt5/SmVOqCwtGddRH2FdczISmUfujHyL8fnIusItedBFamWSXxsbGMrtqNrOrZh8V6MlHdbCaoF4s/VcVlaVjj2NO9RxmV80m6o3iC0bpjAkSOSmO1fLAJ+3HJlwAPiDIeqIMlIxloGQsysTp+CZNKtxjixyKt4Mef5TOT3yFVCzGK9Pm8bUTbmJg0nEE5syh4QRZPhxRsihC2hXcdLLs1bTH9RP67kVTefzTixgfMhih9NO1+iluvfVWXnjhBWzbxuPx4FE8dEcFW8+aBED6lXJ60jEqgr2Mu6gJ+9QMk3a20phu5sb0HfgSIzBaVmKmVLxCppK6XT+S8kQ/lYNSdJouV7H7vVyz9Sm++9TrRJIWLWXw3CWjDrm23fv38chjt/PTVT8prDT9XskOmfmCGAcGh4h7GzqGAB9D/jujuKaB7mdEXeBj675CqmvsaglG+nwhRnTItMAGfSzL6k5l09iJbI2NZEZsD1Gl6KBrCHkQXVG5QN+w7F5U22YgEkH3lUnGJ18RdEA6k/dVTil0+AY3lYRgRGgUr2yTdNV5x9Ueci2OJfxuqjRfXj40AsdL/U5qQM978ZFQ/fS6bIQvm0UbwvhkcDAcOY/kgU/A7WKe9IMajQ77Lr/mf8+KYfJzQFuB8YFBU2FdWqMkl0ZzHFJtFkp8+Pflogp7VECozG/bjG4aeBob8U6aRLAkRiQUwlRUkq6g2HSkNEF1oM9tQWJnBY4z3MDQRilUdYVdD6SUY1EROjrGx3aBTzSbwoPLXmeGGwULl/HpiZbx+rRZCAeq++XfmstcNtmSG0GAUQfkuF03fjKoAtNpIOv2fDQcjVBNFv+Uk/GMHUP5zTfzTnE0jA9ANOBBuNclEvvfoe+BdwF8pk2bxte//nWqq6u55JJLeOSRR8jlcu/Hsf3ThNA0qr/xDUbc+uvCBKDV1hA5U1YX5QfP3olRRi97hODJJ+Hkcpjt7ej19agV5ZhdXcQfewyzr4/Ft36NDz9+K55VbwAQf/ZZAMquv56p69dS94ufo7i5c33USMKnnXrwIQ0BPonCjk9XdHRVJ5GVD9nqaTN5+cYbmLh2DRPWrKbkxdf494U3AtB//3+hdXZhqirHL6rjNF8cj5HD0V0Qk5afYXlU/DkdExshcuyZVsaYJx4nOEQIr0Zdb5AS+X+hKlTcMI3YhTLd9uGFDZwwtgzTdujLT8OKQAvolLheFnngg+NhdVMfy3f38NhGCYAWjinn0kUJcKnod1owPA0NVH3pi+7NE5Rd9+G3ff17FWFd3rNBQ7IBBeCT9GA7oYL41U4k8GWLjrhDy9kBMmYG1SsX5eUV43nsjNN5asJCbKEUfH5GjhyJ5opvFUWhvLycc6bVUFciF8Nzp9dwwYw6GspDPPnV8/jmKVWowqG3txdd17nwwgv56le/yqmL5NjqnCVBeEX7IL956XpWt89AURzmjd5H9XHP8l3fZ5nk30UJozBb12GkVTyOC3zc3kfhTIoaV/uSrvRitbZx1fbnUICXjlP56odVwqVFutyxbVY88jfu+uqn+dm+2zCxiA3IRTDhl+NEcyttBOAoKnEX/DR2FK+X152+si7wsRColkMoK3e1psdTSHXVdMvr+tKCeurdsvU3Gubzq5EfBOAL3X/BpxpErWIuLafI8+wJy88IZjLYQrDy+Hn4hBdVCHyOhZ3oQBloxkahp/I4AkOAT0pRqA5Ws2LvAH0pg/KQh/mj/3sLSR6YHBb4zJsLQlC+ZheDNfL4VwUm0xsMuNcsi+amXn3IrnFZWwLmfKorD/STRrLwuUOBz3sVmqKhCIU2VwJXkoKHDsRoNxQyIkefSDDmgT1E7x/OjnWHIqyOn4SJyuIDMr0YOfvsAiALBgJgO1iuJ5DljiUFwYDfZfQcgZUTw1tWoBQW+6D7nrRjUXGUqS7c1K/m2EQcOReIjAVDjSBdxsefznDf6ecNe/u+CsnWaJYDtgfVsRh5oB+A1ZOPQ3dMcvZocu7Gw7JUNJ+Ff+ZZjPn73/HU17/jIWbMIzM+QW/xOoe9WsFSIhyNHfLaf1QcM9f4q1/9il/84hc899xz/PWvf+VDH/oQqqpy6aWX8sEPfpCTTz75/TjOf4oIn3YavqlT6bvnHsKnn17Il+YHT9bKopWVUX/bbfQ/8ABGywHKbryB/vv/i86f/ISeO/9A4rXXJLsD9N3zV4ILF5J8+RX5+UtPAyBy5pn4p02j969/JXruuYjDCMpGF4BPiqTbCC8/UaVyErTowiqUNAPURP2c86Hz6Yt0EXvyIQBaa2vpSSaZ7vegd5rYumy+qqdNLASmV8Ob0Rn0WggMsuahlWsl543GOJBArw0e8jcARRH88sqZ3P7KHpZMqKSkI4vwKAhVocRXQle6i9aEBDkjS2Jsb4Yv/G0DXl0uNOcfV0ufZz2+useYHDmJReMOnyoZdkxXXomdSqGWleFpaHjH178XEXLdfZM5uVBoZXJxsBKqZHzUIcDHV3RoPQT4WBkUXysMwJo9HUwBEnopmDC5RgIfXddpaGhg165dVFZWFkDQrz4wg6c3d/CJJWMLn6eqKqeddhpjxoxh69atzJs3j3LXmsDnWta31/iwQyH0RILpB3byO/U6rmx5kJNnL8dfJidJT6IWb+ceMmaarOpFy8ZBQFp4SPj8hDJpPG5TUBGMQL8U6b80ReO37i0LWz4e/vG3sQyDVH8fHfv3snJKL30Rg6Dt5TzPifyZ50n7VcBEM4frHuLBEJFUisCQYeg1ZO+urGvAZ4qiu7OlKNiqwHSBj8c2SXkDvDp6Oueslz0M+6OSDTy9+zU+3iW1e4HBFJTIz8i5Zd4Zvb/wnVumTKa3rAxfVkcFQoqD4bI9vZEYZnIzAdsmqSiEbJslEy7m4nHncN/L8pqcM60G7SiEsm8XR0p1AWixGN5JEzHim9Fd1sFUVbJuewhfLkvKFe16XZotayfQKTI+eXAzlFF+P4APyE1bxmvTG4LSBNQPqHT7YEeoDXpbWDQoGzAPjb5gGJLgSeaY2SmZ5Mg5xbkhFAyAk8By75+VZ3xQMFGJu13erYw6zLnZEQLhOsNrbhVcr20eNfAREfmMOl6VsDVIt1aOkrYKrVSgmOoKJNOsnzGFrY2jmbR3D4M+6A3KZzLP+ERzKaIDbq/GydMY6bRjOKPJCam9s0yB6rPBG+Jo4+0Yn7C3yKB7RB4QqniHyBr+0fGunhxFUTj99NO566676Ojo4D//8z9ZuXIlp5xy7AK7/7+FXl1N5ec/j3/atMLv8oMnP5iEEMQuu4zK//dZ1FCIkisuRwmHye3Zw+CTT4GqghAkX3uN/vvuw06l0Kqr8U2dWvyeujqqvvhFfJMmHfY4GsvlIN/bnSjsyIJ6kKxpYbgutRr2MOADcONJo5n/g3/HM0YqbfY1NtDf34/H60MzTRwXbChpdxHxaviyXkzHwsEgbR26u/RPKiNy2qi3pb7LQ17+7exJLBhTRmhhLcE5cuefryDJMz6zR1ZTXyrL+vd0JdFVwRlTqkkYCfTIRhZMjh8VxS6EoOwjH6Hkwgvf8bXvVYR0eU/yjI9a6gNNYGcFKeuUQqrLTibxZYYAH99w4JM1sxL4ADu7JOjocxtw5hkfgEnu2GgYAuxmjyrl386eJE0QD4rGxkbOPvvsAuiBIekSK4NnlhSrzuzaAQieaj+N/2r5GN0JSbf7BkZjut5N60fOQKRcHYTp0D2EBu8NRwhbQdSE1AbsHF0E7oPbmti9ZgV7N65lX+cunlnQxbZRMq30vVN+xKkXyQo7OySPK+9lArJ9Un/o0MnX44KjnAt8LCEKwGcgGMJjGNh54GOZvFkxgb5MDYFEG8K20QyDSW3PcpP/p7Q6cjx6utPgCBTLQ06Rz3VHTF7TvnAVWyZL00xP5240ARFVYLasAuBAVMEe3FDoHB+xbBY1Xs3tT/l4erOkqi5009z/nXi7VBdIw1MlKfC6ZeqmqpJz+4l5czkcl/HxuM+T7QKkt2N88kzBew18PMpwnc+Ifnm/1lm7iOc6DvueroBkGqfs2Yrm2DB2PN7Rowt/DwZDwxgf04UeilDAcoptKzKKrOoqMD5qQUfkcYFPh20cNfDRI65XjyIIuWlvkbFk9Wk+8oxPKgNC8JczZbXVzlqB6TKXugXYXhoGO1Eci0FvgAMV1ei2RdaejOECOsdyUFTAe/iN5+HiSFVdjuPg14ceZxrVZb/y6eL/DfHfUpe1t7dz3333cffdd7Nx40bmDhHQ/ivePizL4u677yadTtO4VIKL/GA6ONRQiNiVVxY0O+Uf+xjptzaSfPkVOn8qPWvCp56KUI4exzZWyEG+vzdFPCsnjYAeIJUtLhQ61rBFMR+Kz8eou/9Cevt22p9+GseysF1Bne0CH5GWg93wavhsDVPYgH1Yxue/E1G3u3ee8Yl6Q9xy2QyuuH05jgMnj68gGtBJGHICybMq/xsjf2x5jY/iUQmfWMfgSy1k7RkIRaY27WQSn1ZMdXkPYnzSVhrVKytX+nMQ93jpdtM5U2qKvdVmzZpFWVkZtbXvXiuSX8AyVobSxSfT+corNKbjKAKu2fIcC17ZzGc/eTwLW7fx6b1nkm3/GgBvVY/hLEMHHGm/X1JWMFfrKK2gJBFAT0lw1z26DJAgqC3VxvIzUwyx1SGgBfj6/K9z6qhTeatLClRTPrfthGlDHjc5bvuJgyIPfIx8SgOIuG0tBkIRNCONlPaDbhusqZxIf85PRo9z60++gWZkeO7COJlqlYc6juPSrWvZaI4lVjIT4ahYI2UZ8bZRIdYedxX90SocRfYyUrY8gbLwOEK927EHW7GFQkc0SCBn4HcXz4htc9XdO9iZCuDXVb59wRRmjvzvpw3yqa6hjMzQCC6YT/fdfyjoTCxVIee2rPAZWUzX6dojpIGlUEwCWqCwkTsco/S+MT6qDobU+UzZ71DrPh6WYuFPHx7YtfslU7eoZSMAFRecO+zvwVAYHLDygNgFPhoKwnToi0QY2dFaAD6FXl1CoLhO8roi2ZcOx2TcUWp8PCWuHMK0CGZTEAAlXWwlhFvKDhDK2Ci2yfLpc/jKDQ10B5pZvEp+t2aB43gIuWWKaY8XhCAbj5A1ywqpLtVycDQFxXv09+RwjE9LSwt/+9vf6O2PA3MA2LhmBaqoBQeypnW4j/qHxDEzPvF4nD/+8Y8sXbqU+vp6fve733HeeeexY8cOVqxY8X4c4z9lrFq1ir1799Le3s72zbKlRH4wHS5Kr70GrbKSwPz5lN/0UWIf+AAAjtvFO3yMjd9qIj68moJhOTT3uoyPFizoe1RsqqsqCYUODxS0WIzw/PlEXc2S4Thoponlev24OkcMr4YqFAxhYwvzsCaN/53IMz75yTugB5jXWMrnThuPrgquO0GCyjyYyLMq/xsjf2x5kAYQXjISNeQ+pi7j4xjGMMZH9w9PZWbNLELNEvDLz9ltyQm+rsRfMK8EyWo1NDTg8RzqE3K0MZQ1CLm6rYreXi7qe4uz971JLDHIqK4RPOfPsdNqAisHeoCeoJd+O4RQQJg23SXFhbyztIySVgfVsUh4dNb7izv2purhoGd6xXT+dt7fOG+M1Dnobr+rQbcxrsccYmXrUOjKDe5CAOguw2nmd/ZCFDq494cjqLnihqTPG2L/6Bg5M8qBCp3J+3Yz7sABSl1AP6VzH8l2H7sj49DMEKrlx3Q1Pho6/bHxOEoELRci0j+Ar78Dc/UdKGvkpqa5ohZTVbGEgt8uAp+9KQ/jq0L8/dMnctmcd9ZgHE28XaoLwD9rNoqj4zXkvGSpotBt3pfNUqHo+IFJeZsFYRTSXDAkdT4EWOX/7RvS1fu9iILAOSYX+eq+vFDdPCzwsf0KfU4JAKMG5fgKLlw47DWhgB9sB9MVAZuuXkdVFLBsEm63d9tUhqe6hvj4eFX5mnbn6FNdXndO1U2LcJ79HQJ88sJmAN3RiGYkyttaX048KDBdoKa7qa6Ay3oabqpcmF6y2cEC8PHZjtxY+Y6eBzm4qqupqYk///nPDAwMoAqnoHfyCKvYNsY4TNf2f1AcM+NTVVVFLBbj8ssv5/vf//6/WJ53EYlEghdffLHw886tO6GatwUFWkUFY19+CRwHoSiEFi1Cr6vDOHAAtaSEwJxj81BSFEFjeZBt7YM09cqJIV/RBZLtGT2E9j1SlJSU0N/fT84BzTKxPK7tv1v+m/N6UIWKIWwczCPS6u828oxPPvKT7UUT/FT3pZla4Ypdjf/9wCfskYvyUOCjeFWiS2L0PtYzpKoLvNki8DmY8cmnE6LhQVLpELssmZoamuZ6ryK/gGXMDJ6GBuxYDLWvj2tf+2vhNbWtOm/qP+EtZSsjkd41XqOXXlGCKhwsw6YrVlZ4fWdpOdN2ScZqV2UQRxSvh63C+MAY7jzvLtl3zhMZlrrML4AJd43xGDYuSYEjYGAI8NlfXcuE/XvRbFBsB0vkd/ZFjc9AKIziXk8ch1c+1YDV5mAPaGSDGoNenXDWYHSbBdOhtjkBKLTHxpPva2+JfDWQBAgCQUnvTOavehLFcbA6JEulVk9neUOISLoDS1HwuRvkgC2whcYvr5zJmIr3bvy+U6pLDQXxT5uGL5MFD5hKMdXly+WIKjpPEqZZV7jDzCCEOQz4FBil/wnGp1DZJX+u6HHBmrDw5/2YJujoO3IIR2CHLOLZMMKxieY1dUNSuCCrk4QDppqv1nKZFKEgLAfLBRKOLXt1FVJdoljVlQc+bRy9uNkfc1udGDZha0iqKx9DAITq6MQy3fQFKnDcnmB5oKaZgO3Bb7utOjR5jVQU0mYCwx2XPjNAt/ItAscAfIYyPs3Nzdx9990YhkFjYyMXX3wxj/xsOf1pg2uuvIzuF/bQdyD+f5vxWbZsGS0tLfziF7/4F+h5l/H888+TzWapqalh/PjxCJeKfCc2RAhRSGcJVaX0WmkyFTn7bIR27FnLfGVXS698MAJ6gHtXSvFkQOQO0fccLmJumX7GstANC8vt52Xn5HFmvTqKUDCFgyOs957x8Q2n/PO72Ndff53Nm95iwwaZUsgzPkNLyo8lTNPENE0s6/17eAuMTy4x7Pf+6WV4lQ2Fqi4A3Ujis5OoukIgOnxCze/GIgG5W0y6K39e2PxextDFUwiB3+3F4zGLO1T/vn7U9gzNB1xzQl+YaLaXfn8pqrARhkNXSXHB7CgtJ7xX9q3Ld1ovhAPfXPwdSnwlRL3RQ/RaeW+YuM/d9RqguuXkOGIY8GmqGVH4tzcHtmJhI1MVxVRXGGEWmVivnmHQdr9TEfS4WqKRB2zUbtDiCpYCe0qLz06R8SkycwKBhYJaJY0etdrZaFMuxXGtHSxFFICPx1K5Zv4oJr3H9++dUl0A/pkz8Wbk8ZuqVkh1eXNZ+oSChiiaRCrGsOcx/yy+31VdMNTLR16/kq4MOM6wVJcT82G7+yRHwEAuTNDIFNgZNTZ8Lgl5NXAcDDUPaNzXCQVMBzNfNGKLQ5ybRUHjIzcGXQqH1c0dLgJuH0TVtAmbci6wM06hqkski6XtKiplGZkGdhR5vfPMpWZLxsdry9fnXDZUQyFhZQvVhgFbAwTCe2gRzJFiaFXXiy++iGEYjB07lquuuopwOMyosgBCwLiaGH7d7cxu/h9mfE4//XRM0+SFF15g9+7dhRNtbW0lEokcMTXyr5DR2trKunWydPLss88mGAyy5nZpk57MJN/urYdE7Npr8U6aNEwofSyRBz5tfRZoMNBfy0Nv7gNgtn6AUaPOf+djcCeL9r4+yfj4Dkq7eD2ohsAQDpYwCw/MexHPPvssr215rVA9A0Vg09kpJ4PeXsmM5FmU5594nuM/eHwhRXc08cQTT7DSbfQK0svq/aheLFR1GUlsx5YiSkB4ApTp30bzjCK/NxfACdZzVHzle4cwPnlwGfYN99qa8j4yPvkFrXTxYtqefhqA5lAl9YlOYplBonoGLSNLvFd5g5Rke0hEalAdC0ybrsoi8OmOlaD1SJfZXfUZvDmFrEdOmif75zCt4sjjPb/zj3vk5O8xHRRhYTnqIYxPS2U1lpD6DJ8BcW+xcibP+KQCYblKuvF6yqaytJruQXAUQU/YT0NPnJImh5wkbrDGjiSjeWXLcsAqAJ+D9pkCvPNugv79KKWNpLt34bjA2lIE7injcXQ+t3TCEc/53cbhqq4ODsXvx5dyGROhY4gi49OjuNoRV7wqhDkc+BwGWL3fjE9HCdgCPBmTaFLFFCa+tJxzhM+HFRpA7RegOgzmwkSzrp4uFEI5KOXr1RQU28ZwpzRniMYHy8Z0N5vSx8dCdf8+1MBQEwp2No437Dtq36JQaQl9gGbaBI0EwnGkK37OZv7OFOs6ih3jBSpVGWmrUGB8XKCvm4DtxeNWo+XcKmIdlQHLKKS6Am7rH+UYgE+e8bFzNnv3yurGs88+G939jt9fO4f2eIb60kChujZj/B9mfJqampg2bRoXXHABn/jEJ+hyS6t//OMf84UvfOE9P8B/tnj1Vdn5dtq0adTX11NaWsrxs2WzwVQuxeCgHNTxeJytW7eydetWdu3ahWmah3yWEILgvHko/nc3iTS4wKcrLnAsP2+ul5VaE9RO5tWH8PneOQ8/btw4hBB09PaiWgamftAi7PWgKor0SHGBT3NzM85QT4qjCNuxWd+5vkCb79y5k9dffx2RGT6ZBLQApmkWAE9fn2QZ8ixKuj/NsmXLsO2j231s3bp1GOgBeO2110iljrxYvNvIMz4OzrBdMpofRWTxavuGvT7oMSirO3SjkQeXQa132O/fj1TXwemS0OKTUaur6WhoYMUYCVDGZQ5wkfoWMwzJ4gx6dbx2DrNmDF5hyJ5D4eKCOVgSRrj3edeIHOOaQ1T1eolkvHz99O+87fHkF8B+r3xePDnZagFkK4GBYBH4dJSWk/HkF3KwFRMz7+Hi4nPTW2xXgRAMqlHOdqvhLMVDb9CPA/i6oXS5fG9o3okFE0QAy1Wi6kPESTYOCBVLaKhlYxBCIZvuxXCBj60oTBu0CNg2C72lw7RZ71VYbvokbRw5/Sx0HV9SLnJJURxr3lyWtQoIj8Im3X2WD9L4HE5D9L5VdbmMj6kJekrkda7tzae63PPz+DHq3bSVF+K5MCVumks9TPNMIQR+xSarueaS7n1UFSluzjM+ji1QcIaIm5WCuFlBxU52U1129IRAuLyk8G+vbRLMV/umLZy0iRhi0SAchZqMa94q8qkuOfY1Cxy85Ld4eeCjofKKphSAT8gFPsJ39MAnv7lqbW7FcRxqa2spHXINKyM+po+Q55E3i/3fxPgcM/D5zGc+w5w5c+jr68M/ZMG96KKLeP7559/Tg/tni56eHrZulU09Fy1aVPj9wnlSVGdhsWzZMtatW8evf/1r7r//fu6//37uvvtuXn/99ff8ePJePp19HlJNN5HMeCj32szRmhk7duw7vFtGTU0N119/Pf5oFM22MT0H6U28XlShkFPkjiltpLnzzjt51jVdPNp4et/TXPPkNVzy6CWsbF7JsmXLAPDaw9M8AT1Ad3d3AVjlgc9gTgJK3dHZs2cPq1atesfvTCQSPPbYYwAsWLCAL3/5y1RXV2MYxlG9/1jDq3oLqZphwEfVQPUg1OFgURxBlJxPdalmEp9LO0R8WsGc8L0Mv2t7n1/QtFiMcS++QMNtv6MmKBecCld8WZ6VjE99ejcA4cbx+NxS6c5QEfgk3dYSA94AiYBg8vSFPH7Ty7x64wqqY8X01OEiD3wK4mbDQR0KfIZUdXWUlpPV8lVK4AizwPjkfX4czVsEPsBvT/85l80aixCQcbwYmkrc7y66B+R37xg1naHbFFfagyaKC0tCGNhCxR7SzDKXGYAht3hBn8MbTS2cV/bOWrtjjYGBAe77833ye+0chm0c9nVC1wrAZ5AhwMfIsU5A9KvzeC5PTSnvLG5+vxkfgK5yeT9qe91UV773oRYgOz1/vQVp01dgfNRYyWE/N+Dzk8sDH/fm6IoK1lDg42p8hoqbXY2PIlScZBfTG8oO8+mHj0DQXxgzumUTdp9nkTbpO3jFFgojM7Jq0HYZH2sI8DEmVBBxxc4Fxkeo3FdSTcotZw+76UvFc+zAZ9+ufYDcyB8p8oxP9v8y4/Paa6/x9a9//ZBKkFGjRnHgwIH37MD+GeONN2Q58vjx46msLPZCCXjd6gDFZueunSxbtgzDMCgrK6PCbRy4bdu2t/3sdevWsWXLlrd9TU9PDy+88ALZrBy0+VRXJqdhZ6sJ+ixO1nejC5sxY8a83UcNi/r6ei687DIUx8E4iPHJeDwIoZJRwcHExMTB4Y033mDv3r04jsOmTZt4+eWX39YBfHunrHxrSbRw4/M3slFspKysjMvPu3zY6wJ6oMBCgmTOsrlsYfL1OvIhf/bZZ1m2bBnLli0rgNGhYZomy5YtI5VKUVlZyamnnorf72ehW/mxYsUKDOPwi8X27dtZvXr1O122Q0IIUXRvzg0O/6PuRyhHCXxcEJJLZilV5HlPro28Zy0ChkZ+AcvZOSzXtC1fLRask14zgZyBFu+j2t355TQFfzhCdXklZUY/AElPgD+dfTF/PvtihKuFaY2UADCqcSLeQBDlbZrB5qMAHF2yUrEPYnyGpLo6Y2Vk9SLjg2JiudcokJXXOq0rw/xHAh6NqoiP4xtLyTny3PM6HwChOvzdrsYUxXuVX8Q8Q3R4vcLEUVS3lYuMdHoAwRAgZKvySvjffen6unXreOutt4b9zrZtOcekiuP3SAJnoev4B+Vz6eQNC80MtlBkabRlF1IYR0p1vVuNT1NTE2+88cZRscP5aj6A7kr5jI/odjAxihof3Y/biB0lrgCiKGw+QjuFoK6SLYibZWhCRZj2MMZHxSpqfISCyOuGULBTXcw4BuAjhCjYgmiWTYk7d4mkSVwcfC0ENbkOVNsqMj5aHvg4OIoPx011WfnPRAVshJsSiwp5n46lqisPfLrbZSuMKVOmHPG1vv+FjM8xa3xs2z6swLOlpYVwOHyYd/wrQLIH69evB+AEt09SPnxqMaVkCxsNjVNOOYUTTjiBZDLJLbfcQltbG8lkkmDwUHFuT08Py5YtQwjBJz/5ScrKDn3IHMfhwQcfpLW1FU3TOOmkkygNeqgIe+kazKIGt3HdohCJl/rxer3U1R2bQZovGkUIMA5mfDw+UFTSmsBx98GWsNAcjUceeYQRI0awebPs+bVx40YuvfRSampqhn3Gpk2beH316xACj+Uhp+bYULqB7572XUqrSmFN8bVBLcj+rv3D3t/R21HYrU0eOxk7Z7Nnz56C1mrDhg3ceOONhe/t6enhgQceoK2tDUVRuPjiiwvOxlOmTOH5559nYGCA9evXHyLwHxgY4P7778e2berq6g45l3eKoB6kL9s3rLILAD2AUIZrwITn8OmP/KRk5SwqRIJWoswe9f7YxQ8tS85YGYJKcXyKUvmd3pyB/8BuRE+PPD5NJVJRSU2sFJ+Vk9svw+au8y4DYM4uCUT3VEeBTspjR38N8wtgTgNDBWE5BXGz7Sj0REswVBVLUemKlZHVXEM+wwFhk3GBjz/fIkmzMc3imA64u+LzjqvlsZ0RYJCekJ/RXVJPpVVYvLi7j6Fd3ISrhdHUIlDt1CwcoWK5KRHHsckYCTyqUtAGJUyXzYy+u/L1LVu2FOaF0aNHF+aOVatWsWfPHhQUhCNwhEPaSBPxHCYVqmn44sMLErxmruDhkzXt4oKmGAV7CZDPIry7qq5sNsu9995LJpOhrq6OUaMO7dE2NIYyPt3VfmCAum7QTBPNlQnYqh/bXaJUd19RakgW8nCpLoDKoJe0+9hZLgDTkQaG+aou7HyvriFNSt37KoTATnZzXOOxNei0PQpqxkazbMrcuUBJmiQLLXvk9zoIImTx57LkXCG1pcoBpFvgKF5wU1rCTUlqQgVR5CSjqpti149+Y5SfYxRHYdSoUUQiR06jFzU+/3uAzzEzPkuXLuUXv/hF4WchBIlEgv/4j//g7LPfuRXA/19jxYoVWJbFiBEjGDly5LC/eYZMiOdddB433XQTixYtQlEUwuEwVVVVAOzevfuwn71nj7QjdxyHX7/4a656/KpCF+R87Nu3j9bW1mGvF0Jwx7VzOG7aKvz1d2El+gEYPXo06mHaXLxdqD4/Dg65gxiftNeLLQRZj1YAPkIXxGIxBgYG2Lx5s9QqBYP09PRwxx13DDvPV155hQceeICMI1mM08tPByQ7FqmIENSDhWaJAKqtDmN8AA50SSZSOILq8mouvfRSTj/9dE499VQaGhqwbZuHHnoIwzBYv349t912G21tbfj9fq644gqqq4v9oVRVZYHrV/PUU0/x05/+lF/96lcFtnPFihUF/VD+Oh9tLF++nOygnFAOruw6GsYnmUzyhz/8gf2t+wvX4sSyFD+7/LhhLSjey/CqXoTbCuBg1kBxFxPVMFAtGzEozymra0TKK4lFygqpHTFkUgz39wOwb4wcL8diOlkYC0KQ9IEYxvhA2ufnlg/dxC+v/gimpg1nfICkkmd85M+2qhK0hizmLrA/a2oNSUueX2/QT95Rzq7USOWsYRof4TbuVfXi4nBAc2Sqy2XJspkEllAYESs2Ul3dU8fgom/D3I8ccp4tLS389re/PSxbCTA4OFhI0zqOUxiffX19hTRz/Yh6NFuez5EEzkLX8ceHM5teM4vlsm8ZwxrG+JT6iwDCrxfF0/mU3tECn3Xr1pFxU1T97nh4u8g7NwP01cjxUt/tMDpcAoASDmN4BYru/mw4+MwsFW4aSSs9/Mbg386aSM4dUpYtz1lVtGFVXY7j9uoqVHUVnZsVBE6ym2j42FJ7jjuP6pZNqVvZJRIGWTeFJtz0myVAFyahTLoobtZdMb0FjvCBy/iYrtWI5gBK8Z5GlbzD9vDnN79ZvueeewqSgd27d/Pb3/22AHxUW2XqkI4BhwuvlgfJ/4dTXT//+c95+eWXmTx5MplMhquuuoqGhgYOHDjAj370o/fjGP/Ph+M47Nghe8GccMIJhy3BVV0auXFs47CFFijobY4EfPKqeoAXe1/kre63WNm+kng8XliEh2qEmpubC2maSVUBQtGdCAH9nf0Ax5Tmyofi8yKEg6EPZyHSHi82DlldQ7gLUEl5CRdddBGaplFSUsL111/PJz7xCcaMGYNlWQUxsW3bLF++HIBwhdyqzRg/oyCaHMwNIoSgxFdS+L6e9p5CRZfXK3fMbX2y6kG3dcrLywkEAixcuJBFixZx2WWXEQwG6erq4ne/+x2PPPIIhmHQ0NDAzTffzIQJh1bTzJo1i3A4jGVZJBIJent7efDBB4nH48NSXEPvy8HhOE5ByA6SEXzuuefI1wbHs/Hhr9cOBT4HV6EsX76c/fv3094jPXBUR6WmspyLZ40g4DlmcveoQghxSGVXPjyRSGFxqC6twOMyxXnGx+MvwXTH/VDgE0olsYVgd7W8PsfivaQqauFZSvhA2A6qkp9w5XP31riJbG+Uz1S+xNdnyL9tRrJLhV5eqkLEKDKofpfxKQ16aCiTeiNLVQjVZRCqTbzOLSkeItZRXKo/b+8/KBziigdHqNhuqXEmE8dSVLxDWLyMrWNMuhS8hzLpzzzzDJ2dnTz88MOFRSkfjuPw6KOPkh5i3NfSIqvktmzZgmma1NfXc95556E5clwksgcB7fwV03T8A8NT0F4zW7hvwxgfYVDqPVTjA8X069EAH8uyCs89MOw5OVwMDAwUUpwAA7XyepUNQpUL2rTKSmzNQnMqsD3y3pRn+6l39TDqEVJdDWVBzLzFgCW/w6OoCMvGVIZofLCHpbryIEigYKS6j8lVH8B2O5xLxkfOBSJpFjx8hOa2BHIcFFWlPNlfKGe3tCGMj/AiXP2W6VZtabaNcBkfx1EoyRcEJIdXgabTad566y127tzJbbfdxkMPPcRf/vIX2tzmvABBb/Bt01zwTyJurq2tZf369XzhC1/gpptuYubMmfzwhz9k3bp1w3Qr/4piCCH46Ec/yqWXXnrYhRSKrM/h2lbkgcju3bsPyXfbdrGcMBAIkNQkL7ti7Qp+9rOfcfvtt7N582Z27dolFymfD8uyaG5uxrZt/vjHP9LUJqttBly6/miFzcPO0esF4RQEdPlIeXzYQMaj4s4flFSUMHLkSD73uc/xqU99ivr6egKBQKHX2759+7Asi46ODtLpNLqu43eFuWFPuGD0F3cnhHyHdoADew8UKrrGjRsHQGe/BEKarR2SBgwGg5x/vizb7+3tRQjBKaecwrXXXnvEknePx8MnPvEJbr75Zm688UbC4TC9vb3ceeed5HI5Am4H8KampiP6/rz11lvccsstPPPMMwCsXLkSy7IKO/AN2zYMe31fMos4iIQbyvhks9mC4NpyUzuaoxU0Yu9nHMkIz+f3k3YLIMbVyHSNLcBQFSIVlahenZTupsqGVKqE0klSQT/dQXkfj7XNyFCdj7CL4mbc3bKlqFjuQpRV872n5M9ftD6MsB0C7lpfQgjFlscoAI9WnDLnjimmX+rm9zHugg563M7a1pC9TT5N6nPPdUCxyQmwFRXHbcpqpPuwVBVFHQ5Q1cP4c+3fv5/9+yWrl8vleOSRR4ZVKa5Zs4adO3eiqirzXF+lPPDJzxWTJ0+moqIC3a3oaetu43AhdB3vgFHQrIDbrsJd9JNZEzPPQijDNT4+1VewZMjrfI6mqmvz5s0MDBQX4bcDPhs2bODnP/857S3thd85wQBmmXx2a7dK9lerrMDSQEuXFdJd3+ceZruP+JFSXboQhXJ203KBw8GMjy3Q7CHl7IpaTHUB5sF6vaMI2yvHpW7bhM0kKpJUFAm3zYSab6jr4Oge6uPtBY2PMZTxUbyoLri2vPJeqLaDx8lTmhohdyPe6zL++RgKnLPZLBs3ytYe02dOL/z+M5/4TGG+O1L4/hnK2QH8fj/XX389t956K7/97W+54YYbhlV4/SsODVWVlKByBOSf1/kcrm3FyJEj0XWdRCJBR0cH7e3tbN68Gcdx6OzsJJ1O4/F4OPWMU8mqckDvbZYTXHt7O3/7m+wYPXnyZMaPHy//vncvu3btoq2tDcPNAeeBQUlJyTGfnxIKAQ65g9MvHh+2cEj7PAVTr6g7KQUCgWEptZqaGnw+H9lslvb29sIkPWrUqILYdyjwyf8uP9kqjsKWt7bgOA5er7eQUuzok2k/3dYPq3+aMGECS5YsYeTIkVx//fWcdNJJR7xP+fD5fFRXV1NXV8eFbiPT/GS9dOlSAoEAhmEcUfCfP7c33niDbdu2FViu8oh0j920cxNtbXIxSiQSDCRzhzA+DAGZa9asIZvNUlZWhuJS2oqj/I8Cn4M9mnw+HxnXEqHCBSNZTTbYjZRXgqbQockFZzjjk6K9rAzDPb284PtoI6/3SPpkEi6f6hLuAm3bdjHFVGB85DUzVauQ9gKYYNXkJTdo6nCm9vixMgWNoqJooHockqo81qFVXdPLlzC9YjoXzz6XAU8L27QEOeHgCBWjeTnxbAax53lMRSuwQ/k4+GcoFkmMHTsWXddpamoqMCS9vb087foonXrqqcycOROAAwcOYJomTU1yk9PY2IiiKIV0VHNH82GvpdB11ITAQ/Gi+IxcATjGM0OMKnVtmOZLCFEsaXdTafn/57/34LBtu8BO5zceRwI+fX19PP744/I4+osMqbAFicoSAEZul8+kXlkJHoVo64k4ATlH+Y0sdr9ky45U1aUJgZFPdbkid1WoCMsp+vjYoDhWgeWxUAtVXaaRKFyrYwnbJ49Rs2wEDlF3qc5jeNV1ZzZwsFUvE3v3ERp0mR2tWNXlCB/KwYyP46C7LKjj6ORhS2d/97BjyAOfcDjMySefTHV1NVdccQWLT1sMyGat4eA7P5v/Gxmfo+K/H3300aP+wPzu+V9xbJFnfA7nbKxpGg0NDezcuZO///3vHDhwAMdxOPfccwuVUKNGjSI2Kgbr5XtUn8qlp1/KmjVrCovswoUL6ezsZOPGjYU+YQC2S5tqtvau2B5wXaUFZIcsxkKzMdGwcUjpGsLd3YZLD/+wKIpCQ0MD27ZtY8+ePYVd7ejRo4m3yYkt7AkXRJh54JNnfDRbK1SsVVRUFMwVD3QfgHLwCu8Rdycnn3zyuzYlHDNmDPPmzWPlypWEw2GmTZvGzp072bJlC3v37j1E0wVSQJ2P+++/H8dxKC0tZcrYKby1/S0MYfDYY49xww03sG7dOkrxHgJ8snmzO8vizTffBOQ9fq7pORiUjM/BadP3I47E+Hi9XgbzXlD7JeOQdReLSEUlQggyugeywJBJMZROsbOuBktI4Bf0HJvbdhH4QCTrFIAPBeBjYbtjMecCMn9OASxQMoU0V07TaLRL2CrkYq0pB3lGBeS56UPSU2qgFDIgPPK1ORzmV5/O9467DoDnSu+itf84cqIKR6gEdyyDHcvwAmZZPeohjM9wBrWrq6tQ4XnGGWfQ1NTE3//+d5599ln6+/tpb2/HMAxGjRrF/PnzcRwHXdfJZrOsX78ewzAIBAIFdj7kCdGR66C1q/Ww11LoGkoSPGTJun26vLliqmtgSA+piPfQZyugBUgYiQLj83aproGBAR5++GE6OjrQdZ2TTjqJxx577LDAx7ZtHnnkEXK5HD6fD2WIR1JLUwv7sJgBlHfJm6lVVoKnh2DHFIQxCYuNiJzA6pXAR3sbxqeQ6nIfP03o0sAwf68cgeo4xVSXohZBUG4Q+xj1kgCO+9zoloWDRcxR6BXFZ0RXTTKAhYNQNUrNONPX72XbWDDyImYLHMWHZsl7lO+j2KX3oGFjAcLR0FxWrqNvuDYyr7EKBAIsWbKEJUuWANAyKJ9lr+o9qkrRosbn/xjwye9o3ymEEO+rpf8/c+SbvR2ppcOYMWPYuXNngbIG2fqi3O0v09jYSHuqSPdOnzWdqVOnMnnyZDZu3IiqqtTV1RUqO/LgCcBUTHBg4ZyFnLjwxHd9Do6A7JCJWtUdLEfBEhYZrw4u/RsIH5kabWxsZNu2bezevbsgxm5sbGSwSU5+EU/kEMYnD3y8oujpU1FRUTDUyrrdpfNVJu9HLF26lFAoRGNjI5qm0djYWAA+c+bM4emnn6ahoYFZs2YBReDj9XoLYG3hwoW8ke/Artm0traydu1aVq9ejYf5lEw+EXi68J0DqRT1yKq3eDxOKBRi+vTp2PvldV44b+ExV5W9m8izlYdjfLr87t/cxTrrtjSJlMuFV1NtshzE+KSTvDWymDY/1vuWT3UlfCAyxaquUQd2sS82BVPV0dThNv5eV+MjlGwB+CR9AUqzDjlXr6Opw3fumstuqroOQgXHwhsuhV4IhD08mcqREQ5f8+pD3uMlaCXpQC6QQ8NStUOKCpSDfs4zOxMmTKCiooLy8nL6+vp4/fXXC6lOj8fDRRddVGAta2traWpqKjApebYHIBqIQk5WPh4uhK4jLIHHyeUlUnhzuYK4eSBfEi8MYkO0dvkI6AFIFyu78sBnaCUrSEf7v/zlL4XU9oUXXlioEj4c8FmxYgVNTU3ous4NN9zA5kc3F4/ZEgzEhlcZaRUVKNndgIXijWABTtLC6BlAcORUlyog5953FzdLHx/TwtKKGh/VLpazS+dmd27NDR5yn48qXFCtWTY4DuWmYPcQDOxxxckmDo6q4SOL6XhwHKXQsiKv8VFdkG+7TPDy6AZ0NSYTc3bxQzt6OrFtuzA28ozPwdmc/Bo1tDP724XPfeb/z/n4SGr4nf/7F+h595EXPh4J+IwfPx5FUfB4PFxwwQVUVlaSTqdpbpYUdWNjI22JYp7ecge/oijMmDGjYDBVUlJCLBYrgJ5Ro0dhuqr/05ec/t+yJHAUp1AlA6DoNpajkLZSpD0eNCffh+jI4yTfH2zfvn3kcjn8fj8VlRWF8u7DpbrywCfvGwJQWVlZ7BzvpvLChxGJvleR36HW19cPO4/m5mbuuusuNm7cyLPPPovjOGQyGZJJuQO+7LLLUBSFSCTCcccdVzi30ho5ET/xxBMMDAww6BtB5WU/gSELYV9Cfka+LH/evHnoul5YXGZNm/W+ePccHEcSNw9NdVku0DO8XmI1dXhdAO71ugvnEOATSKdoD0hdT0ALoB7jwlFoVOoD4RQZn1FtsjjAUlXMfNm7ez3z6S0xhPFJ+gOUGA6GC3yG6ntAgjehKEQrqsArj7eiUjJsI0sDbPJa7PLYhRJ4AN3nIWglQRR9cfJhatohQGeoxscwjIInT95PSgjB0qVLufrqqwubmrPPPntYunrECCnCzough/bgi7nGkf2p/mGajnzkewB67CGprly2UM4+kHaTesIcprXLx8FtK/JjJJ8Cy8crr7xCOp2mpqaGm2++mSlTpgwDPkO1jY7jFBjOpUuXUl5ezqTxkwp/r6uu44Qrrxz2+Tu6e9B8fgQZhFeCIhE3EW6Rh3ZQn67C+QuBnU91ub/TFLd5qftsOfleXeRtE4rPnD3YjvUuGB9cZlq3bMCi2hj+HPvcOc0CLEXBTwbT0cDykXdf0CxAaKgu45O3GkkqSZwSqSEUjoYhcsRFCsu2hgnl3yvgk2d8Mv/XGJ93E9OmTeOJJ54oLAT/ircPryIH0eE0PgClpaXcdNNNBAIBwuEwsViMu+66C5ADs6qqirb2IvB5uy7oo0ePZs0aaX4zZeYUWCt/f/BkdMyhOOQ0DyiObNynO1i2wpb4m2S1SfizAtTDC7jzUVFRQTAYLACDhoYGMlamUA47TNycK6a/oGgEmf8cTdOIRqMF4FNymB3p+xVlZWVEIhHi8XihvD6dThOPx0kk3IapwSBjx47l4x//OB6PB13XC5UwvqiPioqKwntnzpyJrusIjwfHnZD6BgdJJpMF3UYe3OYnpqF6i/cz3i7VlTmo7cnEs89l4cc+VgBk4WCWXkIIY0gVlJIk6e46j1XYDEUvn6RPgFPU+OQLrSxVw9TkIpVzwYc/51aXqdmCeWHK50NzCrY60mNnSARLYnzop7/BH47AHc9CZoCZ40fz8NyFbGmLs3yPFGcHvUOay/p9BPOl4wdpPw4HfNauW8/MWbPweDzs2bMHwzCIRCKHpE/Hjh3LJz/5SeLxeMH+Ih954JOPocAn7HM1ScKkpaWlUBCQD+Gmrr1WtrBa+LLFcvZ8qksIg4j3UC+XgnuzkZKgPy9uHqLxyeVy7Nq1C5BSibwOLw98LMsinU4X0tRtbW0MDAyg63pBwxQJFr+7vrae6MgpDHW9Wr17F5N0UEgj3A2Q5larCa8X8TYCXTuf6nJ/9ig6kMVxeQPHFmhDND5De7sF967GeRfAR7g9LzXLBhwqhvgjOAK8eU80HExFwUcWAwXH9mKq8sx1C3CcQqorz24KLMzIJvlvW+WBsT+lPH0JdMseh/nr/54Bn38G5+ajjX379h3R2fZfcWgUqrrepolnVVVVYTJoaGgo+Cfkqeu2ZBH4vB24GD1aWuBHIhGqR8odqk/1DSsJfTfhCJnaUlyPCcVjY9sCA4us5iXfceHtzlEIMWxibmxsLLabUHS8qvcQxqcnLdmEuB1HURSEEAUNQywWk6k8IBZ8f0z8jnQe+escjUYL7FN7e3uh6iw/wZSXlxcMwPLnljSTnHXWWYXPmzNnjvzcIeLxvkSCLVukmLu6urqgaRraOfl/It6O8Un7hk+awVENBEuGVP7kmUmKk6IZzpJ1F9ZjKWXPx1CNj3CGtKxw1yVT1Qr6DMP9njzxxJBUV8ovF8P8VsSrHTpdltXVE4hEIShTzkqkmpkjY5QFi/dpKOPj8fsJWXJhsg9ifAxVOaSq68knnyyIlfOePRMnTjwsk5ffAB0cQ81II5HIsJ5K+c2Opch2OQd7T+UZH++QDZkvmztU46McgfEZIm7OWtmCkehQjU++F2FJSckwTZqmaYVFd2i6K38d8uJuGO6F5lW9BEor6R0ydNJ+P109AwiRLjA+ugt81NLSt2VGbdeHKc/kKG7Oz3b/7zigDNH4DC281RwLWz32eVVxgY9u2+BYlNiiuFrrCl5XnG8BhlDxk8FwVBzbV6hCA9Asawjwca+RY+K4RTDC0Uh5eojWyjEx1APtHYGPdpSprv+r4uZ/xfsf76TxOVycc845VFRUMH26LC9sTRQFim8HLiZNmsQZZ5whq6UsOaEMTRO927AVMB0VRbOxcwqqbmPZCo4QEvjYcqLImm9/jo2NjWzaJHcko0ePpicngU3YE0YIURA35xmffH+gcn85V155JblcrgAkYrEYhlsCWhY+etv49yKWLFlCSUkJs2bN4vnnn2fDhg20t7cXaPvDVZjlF/pELsHo0aO5+OKLUVW18FoxRDxuCsErr7wCyHsKMg2QB73/04zPwWDb5/OR8Q8/Bs3VpOXD4/YRyrvKAlBiYLkA71gYn87OTp599llMXQLdhH94qiuSdB2tVRXLzV+YBcZHfsZQjU/K53ryuOaEea3CYePsn8D+N6F+vvwuX/E+HWjawwvLVmLbNv3xQXy2BD7WQRuNlGUxEC9WJzkIEIL169dz8skns327bNuSv9dHG5FIhGg0ysDAAI2NjcMW+fy90wIa/197Zx4eR3Gn/7equntmdEuWbVm+ZDA2GGNsMAEDAUPAQAhgCAmEcIZANkBYEggJOYCwy03IHUIWQsLml8DuQhIChCPhCkcA24DNaQ7ftmx86dbMdHf9/uiu6uqeGWkkzWgkT32eR4+kuVSt6el++/1enRs6ce+99+K4447DgQd6g5NF5aCVVoRPb1DOrjo+tbHM9g/q2ApVGKs5PkLI7LXXXhkCpLq6Gj09Pejo6JCiTn28QO3cbDITCSOB9Y0EDZ3+RdiYMXCSW0AUx4f62cq5KrokjILDlSMrxF7AoYa6ghwfdd4a4RzIUpnXH8y/wBWODwEBTVC4XS64QRB3RQWZF+qqRBJpMM/xUXKBTDsNw/beI9GlvDYdC2r0OANTqj/zEj7+8VtEKfpjl5jOrikOQj3nCnVlI5FI4PDDD5dX+qrj01eoi1KKBQsWoLm5OWfMfVBQDhtMcXw4XNc7DjhmDMy/YurLjQKCK7mxY8dizJgx0tkRgida1dWRDq4GZ8yYEeokWl9fj7SfCDi2pvil3Sq1tbVYuHCh56z5V7Ktra0ysTmb8Im6WXPmzAk1CFPHVLiMyithcRJIqbkYbOSFuozG8HtQH/cOhlY8hbqONtR2tCNeYyPuh4cG4viI/jVtO7wS5q6411FXOD5VXd5+4DIDaT8JP3B8RC+aIMen13erxH+0T+Ez+RPAIZfK8FVNInifXn7hOaxfvx4bN25EsieFOPcdn0juUooSbFTC1SCicZ6D//u//5PhnmxVgv0hQlizZs0K3S6Eye577i7DRk8//bTM15ShrlRwsRJPJuH4OT7twvHJleOjTGgX+0eMxWTelm3bsrlrNkEnHG4RHv7444+xdetWUEpDYTnV8bGohTiLY72vsUltDYyKCq/MnAQ5PoJcc7oEjBmwaRocFJxzKXzkDDc/uVm6lorwoa6XfDxQzDpvjYaf4wMALOYLK4Oi1k/kceE5PiLUBSfs+Ji2DTPi+OzeFRQOUM7AOMkqfERVVzzyGR6o4yPK2VPa8dFEGYzjo+K4TmhMRV+Oj4ooM1W7rA4Wz/EJQl3M9EJdLiFwWByWv7v1t7ba2lqZ90IIyRA+UXGww5/+na3tvip86irqhriFg0cIn02bNslchWzCR7wPGbO6fKiSPO76J9mGhgZ54FL/t/kemIZKX318krHwGoyxYcdnjzqKJxeMxUT6Lm68/hZwAmz+QgVM/ypxIMJHdOym/vVcVxxejg/EKIHATXB84WNDJDeLeVNJJFLe/puM+SMAxPaY+V8nqo5P+/atYJTgsMMOw/PPP4m4n31iR4QPiccBZY0gRLZJEK0dZs6cOeBxMoBX+n7AAQdkhMKEMEm5KZxwwgl455130Nvbi40bN2Ly5MlY5f/dmDJAONabynB8QNOojWU2sBX7c5cdOD6qE7l69Wokk0lUVVVl5CIByKjsEqX8u+22W8iJUB0fIaxaxxoA0iCNY2CaJhywkOMjoP30LWOEwqYpWKBweBqUeH/LVRwfg7uykstV/ATKXfAsTSj7w6qvhw0vuZn7+2/MSCMNE9wgaOz11uCAwKFqqCsGTglc4qVamnYahl/VJZp1zugch3f8aDPhNOT4bN26VVZ2FTq5eSSFurTjM0IYqvD5uOdjWZ0F9O34qBRW+HA4XHF8TA7X9pLxbGahwvIOePlsY319vaxSEY6OEDwZOT69noOSbZtbWlrA/TDKYPJFCoU44ezcuVOeoPtyfDrTnVmnUquOj0gwVUMEQnwYxAidDIpJrhwfxhhYPI5eRfwYkW2ex3eirroD891l2FS3A1tqdiBeWwXLz6sQ/498EFerjfWeuJJVXVSEBTIPd6I6KSZGAbBeVPj6LeULn7Qf6qrow/Hp7OwMtZporotj7uQ6fKI5BkqAyZMnY+bMmeCcwqApgHP5/gkSdbUw1KpIxnDssceGcnIGGuYSmKaZNf9HiNZuuxuUUpmXJpKNl77hVf/EewPhk+hJAv7JPAh12ai1coe6VMdHze9R85ayNQ2NCh/18aHtU/Z14f68O7MC26oBcuTBsCwLDqgnfKxK6aYBAOlH+FBQ2DQNgMLhjnR8Etu9Cy0vx8fNmuNDXRfEHLjwifufE8Y5qOh/Fu8Gtyj42DjGpr3/oZfjQzEZm2BzAu53GReuj+E4SqjL+xxO7qlDheMnOhtdMLg3O9EwDNi2LSu7Cl7OPppndWmKw1CFjxrmAvoPJwmE8ClEjg9nHDanYJZ3AGCWC+4ScELAKUO1nzORrygTqF2b1e8ix0c4Ptlet7q6GpUNnoAqpfCpqKiQCc62Py26IUvvELFG27Wz7gtEOTFyIxA+goHa0IUgV6gLCIe7aGUlaKR6ZjpS+BkuxMmp5/CfX2C47gyGWp4A9TvT5ivIe3p6ZDikodb7v4rkZuH4pMHCZyUEwiee8kM7So5PKhZJbu7DaPnjH/+Iu+66SzYFNRjFny46GJ8d74ny3XffHRUVFeAc4JTAclMyzCag8Tim+cIDAKx4HJRSWbpuWVYo8b8QRMvN1fE4O3fuxIbNnosc71FDXSk0N3qfQdXxyVY1qU5ojwof13WlgxMVMgJV+LS3t8veXhnChyk5Pr4I6h5Tia9ezGCfewosy4ILCko6QQgFVXorkRyjaQAvZ86xXdgsBRAKh9syubl6k3fcEVVdhhhZoVR1Uc5lgvhASDSMkYNvRaiqmnchecQExCdWod7x/q8OCBxioBpdYDwNuN7n3vZ3LSudhukLn14/9G24HAdwb69OVawH4xSUUtkTTq1CBQpYzj6CprMXLdR15513Zr3C0GRH7EQDyfFREYnNFUYFuu3uvENd4oBXCMfHMbwcn4Y9O8EsF9WTe8Adv18JIahJVAHJgYu7aNl6zlCXXzIbTZAUk84HUxpdSJqamuRYi7q6OjnDSaXCrAABAQdHZ7ozI0FZTW4++PDD0emPzRCoeRTDhcglyiZ8ZC+ftjYYWcZnUGaBAEgQipNqU3ABVG5PAEYa4Pm/Z+JgXVtbi22GJzZSBuCSoKorzQxQx4Gr/N8Dx8cBQENVXbYVB3gQ6iJu9s/mtm3b5GiS1tZWGdZ0XVdWSe2+++6orKwE5xQuo7B4KsPxoTEL9WMasNr/PeafcObOnYvt27ejublZVjEVChHq6vEnc4vO7Rs2bMCSJUtkODXRrYS6UkkZcu1RJrP3ldzcbWcKn3Xr1qGrqwvxeBwtLS1Z16cKH9GBvrm5GVVV4f1Cnc4u9v0KowIgBL12L0zTRBcYqtij4LCQjCeR6vVDVdW597Fly5aBO67i+Hh7A+UcNg1GVhg8cDOEtnYIAXVdeYEyEGKJKhCTg6cITDuNNHcRT/ojJGyOOrcCQC8cEKRFw0HEwB1v2wPHx4YlhY8/BsN18QWrDS+6tUiDwHC959fV1aG1tRXt7e3gnBe+nH0EOT55CZ+f/vSneb/gpZdeCgA444wzBreiMqWvIaX5IByfabXT8Na2t0oU6gIcTlHRmEZFo3eC90Jd3qewrqIa2Dlw4RN1fESuT4/dg7SblsKHgyPpJDPEgtjGUjo+gCd8RGVOtjAX4M2/qTQr0ZnuREeqA42JcE6MWs6+15w5iEeG3or/bV9DIAtNrhwfINzEMFrRBQDMn22VtmwcUeWdVMgWEzBTnvDJ8z0T4cOxY8diHfPnThGClEVkVVeaGqCuA9c/7DEnLbvymo4L5hBwJcfHtSqAJCB6x5Ec1Ygi/AIgNFxzw4YNSCaTSCQSaG5uBqUUhmHCphSWm0YqEtphcQuUBeFqMb7CMAwsWrQor//DQFFDXYAnHBsbG7F161a8+OKLYEL4dKgNDFMgVRGHmKT7DHWpVV3ibwq3Z8aMGVkvAoCw8BEiMpvrlS3UpYZgvVAXg0nXooH+FJ2xBqT8ERy8JrP/kOC1114DG2/CpmkQWHB94UMQJMZzl8Byg9Ytjj8+w6UUjLvggwh1WfEEqMXhpADTsZGGi1jK+3xVpzlMP1jjAnAIg8sJukkCph/qEo6Paadh+m1lkv6QXOa6qLE4rJTXN5T5ryUqYdvb25FOp2WCe86qrnxDXb7wSzscjsvBIqNfSkFe78iPfvSjvF6MECKFTzF45JFHcN1112H58uWorKzEYYcdhgcffFDev3btWlx88cV46qmnkEgkcMYZZ+C2226DFRmcORLpa0hpPoiuzbvV7oa3tr014OTmQlR1ceYlN6sQm4P7B4gGf3J1j92D9lQ7znvsPBw+6XBcul/f+0xU+KgibXvP9lBVV4/dExI+aTctxeRIED6CXMIH8FwOdb6Riip81LCXYLh7+AB9h7rUknbaOAb33HMP6uvr5RicWnYAACBZpYwlcEy4xHutfN8z4fiMHTs21I8qZRDp+KSoCea40sExHBtpJVE4lgacuC0dH9dMeMLHL9Nxk9kvJnIJH5Ens9tuu8n8lVgsjh7KYLkpOSdMQGMWGAvEVbbJ7IVGdWTakm047/HzMHn8ZNRvrYfrunINifao4xN2ngjN4fgY2R0fznnWsvQo2RyfbMInVNUlhI8ySkXk+AhYPAi78D661ff09IAiBpumABIPOT4yVOkCppJfKcrcXUpBXdcbaTJArFgC1HI9sWbbABzEkv5xzFYqy0Bhg6Ib3uedR4RPPJWC4ff86fGPi4w7sBmB7TtTzM0UPj09PeDgeGn8S7ji+Svw0yN/Kp30AVd1KUUBSdtBhVX6mqq8ViB2uFLywAMP4IILLsANN9yAI488Epxz2b4d8Eo+RV+b559/Htu2bcM555wDzjl+9rOflXDl+dHXkNJ82Njlz7Wq9Q4KotsxJX2ncRXS8YHfxyeEg0D4VHsHxqSTxOtbXsfKHSuxrWdbv8KnPemFuoTTY1ADlWYlutJdWNuxNvTYbrsb9Qga5HWlAvEw0GGXhSZv4eOf7IXgU1FDXSSLoB/uHj5A345PLBbDx2PHYuZ7K+HsuSfWrFmDNWvW4IQTTgBjDDFzHOJbp6O37gP5HG5bcOELnwGGusaOHQuzO/gftdYz6fikqAmqjNVhjjdvySUUlLuIpYHuOKTwgZmAy7ns3Oz0eiFT13Wxbds2NDY2oqOjQ4a5gLDw+fBDb0SGOvg3kUhgpxQ+kYuERAzUCMRVtJlhMZChLrsHL258Ee/veB/brG04At5Aymn+2kN9fFLJjLwVkyFrA1S1c7MqfFpbW7Fz504YhiHzirIhQlqu66K93WtQmq2cP+T4+GEvKcidHlnVJTAU4eNW5d7HkskkKPequkKhLiAIdXEC0w2Ej3hll1IwxwEdhONDqsbD9p9nOjbAXUz4eD2Y62LfHY4ifLwcny7fvYrm+FT0BvtTr3+hxBwHnZUGbP/QaPBM4dPb24s0TWNTxSZsWr8J23q3Sfd54Dk+wf89mXZRMQJ8iNJLrzywbRv//u//jltvvRXnn3++vH2mYvM/8cQTePvtt7Fu3To0NzcDAH74wx/i3HPPxfXXXy/f1JHKkJObFcdHkHSS/YY8xPDAwoS6aIbjw20O4l9V1ya8K6uknURrl5cEuq13G3rsnj7XGa3qEj93pbuwtj0sfESuQvS5cRYftiqnXNTV1cmhpH0JH7WyK0rI8bEyt0eOqximHj5A7qouwHN8Nk6ciC0//hEmtLQAf/wjAKC7uxvV1dUgFkX1lv1CwsexY+jlXuhqMI6PuS74vzy3bw1MVfi4wQnPcG0ALtIshpjdI+d1iaouYsThAhDTAlJdnqh56aWX8OSTT2KvvfaSJ2FRESOET29vrxRE6om9oqICoAyWk0IyInxo3AJV8n6Gw/GRoa50N97d7oWedqR2eF36HGBvvzlqPBUWPiyy7+XqcZStj0/CSEi3Z4899ujTkWeMhUbYTJ48Oevjszo+yn45xhoTcnxU4eP0IXx6e3tBOfFzfBgc7n2+KLzQKeDl+FhcmVLgHwMd4oU0yWDysgwLL8b2xQIsh2U7ABw0fbwR313yCE7csRBiJKsDgjSh6ODe/5n51Vppf9cJCR//mOCCI2lROL4zxVzvvYs6PikavOebuzcPWvgwSmAygrTDR0xJ+6A+WevXr8dDDz2EtWvXIpUKh2Zuv/32gixMZdmyZdiwYQMopZg3bx5aW1sxd+5c3HbbbbK520svvYTZs2dL0QN4vSuSySSWLl2KI444IutrJ5NJOR0b8N70UiAdn366GmeDc57h+ADoV1AAhXV8OCNw3YjDZAf9ZhK+Ndrj9GBzd9BzaGPnRuxel/uqLxrqEj+3drViTcea0GOjJ1+Z31PixGbACwUvXLgQq1atwtSpU3M+TvbySfUtfGg2x6eEoa5s+Wmi+Vkv5yE3pKurC9XV1WDVMVRt3h8fz/gfeZ/jJJCG9znMR/iIzr6AH+raEBzWKGGyqitFDRBHET6ODRCEhQ/nsoszzAq4PChnR7oHXV1deMMv8X7nnXdknsrcuXOxZMkStLW1gXMuc45qampCF12VlZUgxITFU+iNJDebsVhoVhcdRFLsQBGhrrSbxltbvdMpB8e8w+Yh/XEas/beGyspDTUwjKVSGS5GIoerka2PT8JI4J03spelZ6O6uloKn1xVbX3l+AShLkVU+o0zXUJgx7J/VhzHgW3bYEL4EALHzQx1cZfAVHJ8VMeHui6IMbgLrq64P1rDccB9p8nh3n7OlLEZDmHS8aGiI7l/GK7s8UvuCUHa79xMXAdqmrGRI9QlRv0AwOauzdh7jHeuHajwATzXJ+3YI6Z784CFzz/+8Q+ceOKJmDZtGt577z3Mnj0bq1evBucc++23XzHWKJParr32Wtx+++1oaWnBD3/4Qxx++OFYuXIlGhoa0NramlFFVl9fD8uyZIlpNm688Ub84Ac/KMq6B4L4kCbdgQuf9lS7PKg0VzUjxmJIOsm88ny67MKVsyNLjg8cDtvv61PJvBNk0k6Gmi1u6NwwYOEjwl5r2voWPuK5pc7vESxYsAALFizo8zHVZh+OzwgMdfXl+MT8k0oymcwQPgBgNMZh9YyH1TERqWrPIUm5DL1OG0DyE6zC7ampqUE8Hnb2CCfhUJcbFj6cAmlxokwDlg0Y/kNcM+F1xvUfb8HBe++9hy1btoAQAsaYbE1w4IEHYsmSJUin0+ju7sbWrVsBQDaGE1RVVYEQA5abQg+NdLWOW6AkOCQPS46Pktu3fOty+XPzzGYccPgB/kJYqIFhPJXMyFupyOI+AuE+PvJ4lPbeM0opZsyY0e8aq6ur5TE8p/BhmcJHbJuo6gqFuvwuyCnLCu0TKuKCmIDCoSl4jo+YLaeGugBLCXWJIaWcEBBgUKEuAOhJeKLRdFzAd5R64K1JDXWlOUMn946tlPsz6Pw/Wek7Pi6lsukkdV2Z3wMApp+eIPKpbNvG9u3bZeNXAKEL1cEJH4rO5MhpYjjgPj5XXXUVLr/8crz55puIx+N44IEHsG7dOhx++OH43Oc+N6DXuvbaa0EI6fNryZIlcP0d87vf/S4++9nPYv/998c999wDQgj+93//V75etkFz2cqbo9vT1tYmv9atWzegbSgU4sM6mORmUcreEG9A3IiHrnT6Q4a6jALkvxgUthscXGwwGLaLJOMA54ib3gel1+kNfZDWd3iN3zjnWNW2Sk5iF0TL2dWfs+X4qIjmhvXx4RtQOlTEyb4/xyer8PHf8+EMdfWX3Ax4IQNV+IieO0ZDAiBA9Zb58r4Up+hyvMfmI1jVMBcQvvpnnIH6jk2amiHHhzk2OHGR8g/g8RQPEpsBuGYMNrgMdcVJGv/85z8BeCfgL37xi4jH49htt90wduxYmY/S1tYWNFOMVLJVVVWBEhOWm0ZP1PGxrFBXZjpIp2AgmMyE4Yst9f0L9QUzzXDn5lQqI9RVmSNcpTpKH7V5F7Bu0nsPmpqaMiqGsiFOyKZphlo3hLYjS45PZlVXcLqLN6SRNg1sGT9OitcoQvgwENhMlLN7YsALdYnkZgIDao5PkNwMYFDJzQCQrPC323Yg5He3n/Qv9hIXBA4YevzkZun4+BPlK/2SdJdROH51LeFh4cN84WOapuwqv3nz5nCoS7lQHWhVFzDymhgOWIq+8847+KMfpzcMAz09PaiqqsJ1112Hk046CV/96lfzfq1LLrkEp59+ep+PaWlpkTa2OmcmFotht912k63cm5qa8PLLL4eeu2PHDqTT6T77CcViMXlVWkrEwLfBhLpEmKu50gvzxVkcbWhDj9N/SXtBQ12UhJKb05TBsG30WhyE81CVRUj4dHrC58H3H8S1L12LKw+4EmfNOgsA4HJXCgDh8qg/Z+T4RE6+IvdpQuWEIW/fcCGEj1qtJpCOD6VZG6OVsoFhr92bcaGhCh/1BCMcH2JSsJoYqjbPx7bd/wIA6OEG4B90B+L4COGjJtlSTpVQlwmiXN2bjg2XACn/fxVLB4nN3TEGAwRJ5QRhwZFdbffaay9MmzYNl19+uRQrtbW16OzsRFtbm3R8osKnpqYGlFqw3BS6WPi604zHQJPK2gcxmmIwJMxERiK9OvCYGAbiaSXUlU7BtczACgNQaWXf31RH6bn13kBd5jK4cPMSPUAgfKZMmZKz7D06nR0I95cyK8zQKAkj7uIvi0+CQxlO6kf4GGCwaQqEULjC8eGQVXncJbD8C1YXRE4dcUlhhI/luDLUleI2UoTDN9HhcgKbMKT8UznlzMtLk8nN3oWgY1DZN4q4DjpcMWmegykufU1NDbq7u7F58+ZwqCub4zOAY8xIG1sxYMensrJS7hDNzc2ycgGA/LDnS2NjI/bcc88+v+LxOPbff3/EYjHZAwUA0uk0Vq9eLXMlFixYgDfffBObNgVXKk888QRisRj233//gW7msCN2osEkN8uTe5V3cu+ryiZKIYUPoRSOG5z0bGKAuS6WzagBAQ+cKKdXJjcDwIYOL8Tx/IbnAQDPrHsmtD7ulxNnc3xSkaZyUeEjDuDNVc0YLQiXo69y9mxuD1Bax0f0UVLpL9QFeOGuWOckNKw6Bg0ffQY9tgUQGwYx8toOtYcPEA57UNCgjw8xwsLHToOTYHhjPA0k5GR2AwYH1E9QXMmMELkppmnKUnXRmVt1fLKFuigxEHNT6CLRHB8rlNczHKEuIHsrC/XzSUwTsZSncgw7Cco5jIjjUxPP/j4Z1MAF+1yA6XXTMb1uOvYfvz/mJPyE6RzPiTJ37lxMnz4dCxcuzPmY6HR2AKHjjZcQTeRsNhsMDjMAQpBOpzNeDwiEj0kZ0tSGWtXF4DmI8m/6oS4XVDRclo5P9H+VL3aVtz+ZjgNwG9TlGLezA9stEsrx4WBIcu9vUE5BOJUNDKu7feHDmFwP5Q52+DamQeD1IfEReT5bt24taKjLkt2bR6njc9BBB+GFF17ArFmzcPzxx+Pyyy/HihUr8OCDD+Kggw4qxhpRU1ODf/u3f8M111yDyZMnY+rUqbj11lsBQIbXFi1ahFmzZuGss87Crbfeiu3bt+OKK67ABRdcMOIruoChVXUJW1q4Gn2FHlQc10Fb0g8pFCL5l0UcH2KAwsW7U+tBOJfb2J5sl2IG8HJ8AMiqkhVbV8BxHTDK5JVojMVCH7RcM5xE6E4g3LDR5PjIkRzJzER7UcnVr/AZzhwfRZxE+yiJk1tXV5d0bsXvAqMxAfJhG8a+/wUAwGvVr4MQjkqrss8wNeAdoIXrK5xd9SRYW1WLpB/eShET1An2O8OxQcGR8pM+4ymgwrd4umImmOslZcvH+zO/Jk2aJF0IFSF8tm7dip07dwLIdHwqKirAKYXlprDNjDo+FmivEuoahnJ2INzscrfa3fBR20ehUBc1TdR2evtiZY/33YjsfzWx3DmCl+53aahlxbPPPgsAeTvt9fX1OPPMM/t8jNq5OaOc3Q91AWKAqBPK9+kv1GUQgl6zG+FydhLqASUGgbogsnWz6++7NEu/rXywK71jsul4mWZNbZ2IbU1hxzSK+qQyF4xDCh9GHMRSNbCZF+IXoS7HoHB8IU24g21+9rNBvDw4gThXOo4TFj5dQxM+MRHqGiFjKwbs+Nx+++048MADAXg5OkcffTTuv/9+TJ06FXfffXfBFyi49dZbcfrpp+Oss87CAQccgDVr1uCpp55Cfb2Xu8EYwyOPPIJ4PI5DDjkEn//857F48WLcdtttRVtTISmE8BGuRr45Ph/s/AC9Ti8qjApMqsqcjDxgqAFbqepyCPOvfkwv1OWvSxU9gCd8OlIdMuTVY/fgg51eeXO2xGYgSACWv/v37wqOj8hH2t67PeM+EerKVSJbiuRmRpk82WSb0A5AVjsJRI4PABhjwiGPTv9qtr/8Hsdx8Kc//Qm2bWPatGmyolMVPrNmzpI5PiligLjBGjzHhyDJsoS64gYMzpH091VVfuVquCeEjyjGSCQSctCuoLKyEpwRWDyVkeNjxeOgisszbI6PUthwxGSv+lUNdbFYDE3bt2Lmyl/is0/8AkCmi1Ebzx22euKJJ/CXv/xFvv+9vf4+mqfjkw/ZQl2q8y1GfYgRJWnl1CeEz4c7P8T5j5+PNz72qvaE8LEIwfuNK/CvqX9VhA9HSnV8HMXx8W+TDssgk5vdKr+qy3axYmIKFck0qO1ie4xIx4JzgLhA0vUdH+LgqPfPRl2P91kQwsdWnETqprE25QsfACSL4wMgw/ER799ghE98hIW6BvyO7KYM0auoqMAvf/nLgi4oF6Zp4rbbbutTyEyZMgUPP/zwsKyn0AylgaE4SAlXo6/ZSSqiimOfxn3AaAHyCQwGtZ1FGgyUuwCzQjk+ginVU7C2Yy060514tfXVjLXNbJiZNbE52+8Tqybi3e3vhraZc54hCkcDY+Jej5+swifPUNdwlrMDntBKpVIZ+1yuq/qQ4xMRPm3+1Xh/wuf555/Hhg0bEIvFsHjxYhlyUnN8GmoaZI6PS2go1GXZaYAASRHqSnFUJL3TVnfMhMEB8Wkk/oT1zZs3yxYaUer8Kd/bt3vvW2NjY4ZjVVFRAcK8/i69kT4+VswMl7OXwPFZOHkh7n7zbrR2tcp8LeqLnAmtL2C3Df7gzMj+VxfP/l6l02m8+OKLAIAjjjgCNTU1UlAUUvjEWAzjKsbBcR3ZqDRazg4ASeKiggO91JV150L4/P6d3+OV1lfwi9d+gV8v+jWSySQ4vBELtsHx5oQX4azxkqsZgKSyn4lBoC6h0vHh/ns/qD4+AHiVn9zsuthYayOetpGyXeywCNSjNXd84UMASmxM6NgLifQYABtkVZcqfMAdrPGFDyNc9h0CcgufpJNEW7INdfG6ITk+ozbUJUilUtiyZYusuBJk66qp6Z+hjKzI6fj0M/drxcde5+s5Y+cM+G9mhRjgDmTJgU0MUHBwYoKCZyTDTamZgm67G1t7tuIfa/8Rum/5x8vxuRmfy+n4qInOQHbh055ql3kyoynUJYTPtp5tGfdRKXyyH0xL0cAQ8E6e7an2jIT66MlNNHCM5viodAvHp4/w686dO2XI5Pjjj5duCxB2fGJmTOb4AABUxydtA5QgaYiqrsDx6YpbYDwIdRFCcOaZZyKVSmUNcwEIrQHIDHMB3oR1GN50dls5cbrEQMxkcj4XMPw5PuMS4zBrjFdA0uv0Ymdyp+c++iduwwGY/680Y+H9rz6R/b1Snb2enh7U1NRIx6eQRSWMMjx44oPgnMv3X51DJoRPytehvYoeFcJn+cfeheCrra+iLdnm9YBrXIrVTgU4GFzClZEVgE0ZODw30HRtgIpQl/e6Irl5sKEuVCntO3p6kUjbcGw3lOMDAOAUadcAGED9jHPH/x9U+H18bFVQuza2KKEuiv4dH8BzferidYOq6hr1yc0rV67EJz/5SSQSCUydOhXTpk3DtGnT0NLSkrPHgqZ/Buv49Nq90hmQjk+eoS7xQS+Y8KEMtpLcnCYMlHNweI6PSYPSWQAYXzEeE6u8KyiR0LxXw16hteUMdWVxfIBwObsQhA3xhmEd2jlUxiQ84dOR7sgUwv5JKFvzQqA0oS5AyaeIdM6OdtkV4aiuri5pnRsNCbhK+LOL9x/q2rhxI1zXRVNTE/bZZ5/QfarwibM4qBpaVYSPlU4DIOj1c3xiaSpzfLoTFgwX8A0gVJgMsVgsp+gBMoVPNLFZQBhAKhMy7ALAy/sxaCi5eTgaGAJBqGtmw0xYzJIdekV+nHAsDDcQPkYs/L42JLL/X6LCByhOqAsAamO1qIvXyd/FBcTmrs0y1CWFD+WwiSdibNtGd7pbhtdtbuO59c9hY9dGrKlaAxdp76KOIDSywqVMxkANfxSKWjnmUpHjMzjHJxYzkfIFS3VPD+JpG8x2sd2iIceC20DabyPC/G3ivqiu8OfLpRURTZRJ8gYBknYgcPoTPkDQa24gVV0jrZx9wMLnvPPOA6UUDz/8MJYuXYply5Zh2bJleO2117Bs2bJirLEsEOo57abhuPnvHOLkXmFUSBdEnb+Ti/ZUOz5s8yry9mncJ+fjBoRhBv39AThgIODgxBM+QPjDMr4yED4ipPW5mV6y+kdtH6E91S6FT40ZdnhU4UMJxfgKL7FVPfGKpOnR5PYAnpslBGI03CUdnxxXkaUKdeXq3kwpDZ3ghPBxHEeeAIlJsZ0Ggr/H1yZ9OT6irHzs2LEZ4SQ11BV1fNQcHyuVAlFDXWmi5PiYMDhHu7/fTqjr/ySdSCTkCRbI7vgAAKMcbtMkWV4MAC41POETGlkxPCNWxHFjrzHeRYf4vLR2epVdovOw4QDMPzQx04TJgv/7mIrsBSTZhE8xQl3ZmFrjVfxu6toEl7qwiVcKDngCaEfM24ds28Zb294K9Q/7+5q/47m25zxhwx1frUKp6iJe8rIUPn6OD6EgEKEu3/EZZFVXzKBI+eK3qqcb8ZQDmuYZoS6a4kpysydWpPARoS7FSaRKdaIBjm09O2TLEFXYC+EjPk+i0m9XcHwG7KW+/vrrWLp0aV6txjX5o+5EKTeFBM3PoRCl7M1VzfIEkI/j8+bWNwEAk6omSYdhqBDDgNp7ME0MEM7BqQXqn0DiLC7DT00VTUg74auKBRMWYHL1ZKzrWIc3t76ZV45PXaxOluOHmrB1jr78HsALqzTEG7ClZwu29W5DU2Uw3LS/HB/hGA63w9Vf92YhchobG2FZFlKpFLq6umQvl00shUZ/snRnHo6PED6iuEFFLWePG3F5IgIQzBMAYKXSSBGGHtH3JU0g2tV0JSyMc4FX/F4mn5jWkHvjfQghqK2tzdm1OXicCxNu2PEhDDGDeiXWPsPVx+fMWWfCYha+sKdXVTehcgJWbF0hL6qE48PcoKs1MQ1Y/vwlYHCOT7H7pzXEG1BtVqMj3YGN3RvRY/XA9vetNCHYHtuOsb1jYdu2TGieVjsNq9pW4YWNL8gZVpw7EKfKNILOzS6h2R0fGeryc3wGKWDjJkPSMFCVTKGxvR2m6/qOT1j4sJSNJPeOB1QIH+L9Tct3c9KG6NrMYSgXAgYB0raNW169Bdcdch1isRji8bgcUgoALTUt+GDnBzLBebCdm4GRk+MzYMdn1qxZA+7Xo+kftSphIHk+2cq180luLniYCwClFlSzyvYj0Z7j433Y1BDMuIpxmFQdVJNVm9WYWDVRrmn5x8tz5/jEgivMhnhD0BpfCXVFGzuOJoQYjeb5GP6Ed2NCU8ZzgBHg+GQR2+qVfW1trexwrOb5bFSapXXw/pOb+xQ+aqjLjIPlyPGJJVOgIPjYT8xt2eygyv/IdMVjIJzjVert0Mfsnf3/HUWEuwzDyAh9CSj1kqXVo690fErQx2e32t3w7U98W4a4xLFEhrr8dXg5PlzeZhqB45NrZMVwhrqiEEKk67OuYx16471I+0ol5QsfwHN8xPHws3t8FhOrJiLpJNHNuxG3496xy3dgbV/4MABONsdHKWcPkpsH9z7GDIqk/79v2uadc0VVV0j49LpI+6MqDCl8whdGaRaIVxNh4cM58OcP/iw76ItwlxA+e9TtAcALGabdtKzKHVzn5pHh+AxY+Nx888248sor8cwzz2Dbtm1ob28PfWkGh0ENGd7Ip/GgIFrRBeSX3FwM4QPDCl1Rp/0BkZxYMs9C/bCoOT6Al2NACJGhtzc+fiOn41NlVoH4R536eH3W3kXRxo6jiYa45zBEQ10VBxyAKb/7HSZcc03W55Uqx6cvsR0VPqLEWz0pthqB8On1wxF9hbpE5VR/widhJHImN8dTKRDC8HjTdHTEKtDY7mLOKr+PTzyGTdxFO+Go5MBBu+XnigqxM2bMGFllFkUYOZQqYWHGEGMsVMk1XFVdUcTnRYQ2iJkZ6oJhwGCKiDSyb6v6HgvBM1zCBwCm1nrCZ3X7avRYPUj7//KkL3w4OFKplDwe7jt2Xxw15Sj5/N3bd0e1UQnuN5u0SXbHh3Ex9FQpZ5eOzyCFj8mQ9P/343fs9P5O2qvqIgjEj9FrK6Eu/6KZhIVoiokGhxyG0laCESDBKsHB8b8rvfFPUeEj5ihu6d4SykEdSAGFDHWNkD4+A35HjjrK2yk+9alPhW4XpY+OMzKsrNGIxSzYtj0gx0ccnNSTe38NDDnnWLHVr+hqLJzwYYYJrmhpR9Qe0BiIb4mrJ+TxleORMIOQzJ4NXvh07ri5AIAXNryAulgdgEzhQwlFlVmFjnQH6mPZhc+u6PgQQlB54CdyPk/E34e9qsvMvc+pIY2amhopfFTHZ4uplM76J5dc3cQdx5FdoLMJn1COjxELJTdzJfk+nkqC0hqkDRNPT5+DE9/6F2K+/uqOx/Cub1/u5xowWX7XiA0NnmAdN25czscIPUQjjk/MpOhhw+/4RBEXUeLCQZy4meuJH8ATQwYL3jNxRR8l6vjYti3PEcMxKkg4Pmva16DL7ELaFyNpEPQavehhPdjubMc2ZxsMashj0O/e/h0op2jpbEGn1YC2fkJdVAl1kYjjg8EKH4Oi13eLxrXtBACwtIMdFoFNAMYBB4CRtJHyhY9wfBBxfFK+iGYcsNSmnOCojzUA+BB/ev9PuGjuRaipqYFDHLj+BcP0uukAvORmIXwISOhz1v+2+OXsIyS5ecDvyNNPP12MdWjgiYJuu3tAlV3ZTu79jaxY17EOO5M7YVFLftALATVi0uYFgDT8HB8SnHzECbnCqECVWYWEkQAj3tTjmQ0zAQCzGmbhtJmn4f737seOpBfSiJavA54Y6kh3eKEuI5gCLRiNzQsFsqS9N7OkvS+E4zOcs7qA/ByfyspKmKaZNdS11QwOiCm/MiWXeGtvb4frumCMZa2yioa6RANDAGHHJ5kEq/BOTv/YYx4+89a/pGzvisexxg9fHOjmn2szd+5cdHV1Yb/99sv5GMNPCqY0WItDGCxGQw0MS+b4RENdiuMjc3wME5Q6EEGDfByfnp4e6fYAwyN8WmpaAPjCxwiED/dzYrbHtnvqgQEz62cibsSx79h98a0DvoWlzy5F3ImjKTEe7/uOT9oXAwY8R0eUsxt+WxcXRB4C+RBzfGImQ9J/blWvPzDVdpGmBP+xdxzO2x2Ay2H02khDhLr8c0dGqMv7nXHA4C5MwpHmBAYBaqw6NFU2obWrFU+sfgI1NTVI+wKKgGBanVetrQqfuBHvt6t6eFtGueNz+OGHF2MdGigl7W7/wkc4bNkSePtLbhajIWbUzwglgg4Vw7LAXI4UMWBx28/x4QCJBcnN/trGV44HIQQGMTCjfgbe3f4u5o6dC8BzNb530Pcwv2k+rnvxOnSkOzC5enLG36u2qoGucLm6OPF2p7uxM7kTwK4V6uqPUszqApA1x0oghI8IA2ULde2Ic3T44rjHz/fJlUMg8nvq6uqyhpNCfXxYTDYwBBBKvo+nkiBV3sH744o6LJ1RgwNWeqHVrkQMOzo4EhyYM4CMgKqqKhxzzDF9PsYwRKNFDk4oCHfhMAZKSWh7SuX4iGPJ9t7t6LV7ZY6KWs5ODANJtxNADSh1Q2E7lVzCJxaL5QwFFhLh+KxuXw3QYK4q8RPpt8W3oYd7xwwR9ieE4MxZZ6L10VZ0ohOTqppljk8awcgKruT4UF/4OEpVl+jjM9hQV9yg6IxUbzJfODwy0UTsXa9rs9FjI+Wvz4AXLeCRUFfSb9lAXQ7CgQmmi7Up5vfxMfC5GZ/Dz177Ge577z58t+W7SPtuXpVZhaYKL7+tK90lHWg1JzXfbQFGTjn7gN+R5cuXZ72dEIJ4PI4pU6aMiGnnoxE5tqKfCe0/WvojPLbqMfzsUz+TvRXUyp/+kpvFaAgR/y4U1DRBuQuHMMAXPoDn+JBIjo8oPweAnx35M2zp3oKW2pbQ6x3bcizmj5+PdR3rZGM1FRH+qo/XZ4RaREVKtVmd1S0a6eQKdWXjT+//CbcuuRU/OeInoSuy4USMEBFlsSrieBAVPqrjw0yKC9EFAsChNij6Fz7ZwlxAWPhYhhXJ8Ql+TCR7QX1Rw13gb59oVoRPHGjn2MdliCP/K9t8MP2wkAkHnDBP+Phl7CHHZ5j6+ESpsWqQMBLosXvw9LqnsW+WHJ9t9k60pbYCqEE8xzo55xnCR5SyD9c5Qgif7b3bQQmF7bsUzI0D4Pig9gP52Gi+o1jrhMpx4Ag7PnKLZahLOD7ZOjcPPsdna0Q0MdUxoQQAh9WbRirhvUcm9YVPJAzVa3r/b4N778tEk2NtysvxodTAKXucgjveuAPLP14O8gmCRZ9ZhCdefwLVVjUqTK9VSnuqHWs7vLl4Ay2eiI325Oa5c+di3rx5GV9z587FnnvuidraWpxzzjkhS1OTH/nO63pyzZPY2LURlz51KRzuwCAGxiaC0tn+kpvXdawDgMLM51IwrTgY56EJyBQcnMYgXH0hylThM75yPPYZm72XUGOiEfPGzctqqx4y8RBUmVXYb/x+oT4yjusESd+j0O0B8nd8eu1e/HjZj9GR6sDdK+6G4ydZDndVl0hEziZ8WlpaYJomZsyY4T02S6grbhhYBxdr4XqXsch9Vdmf8BG5Bxa1QCkNlbMrkVgkkknZN4dzYNke4/DmFIKPmoCPa2tAXGCm44n3QmL5FVAWcWD7rkeHED6hzs3D08cnCiEEh0/ynP0rn7sSr2338gGZEur627onwf1E2oocrRV6enpCOZ+q4zMcic2Alycmjo0uXFnVZdjVSPAgv7Ah3oAFExbI313XlVPbK2Ix6fikRI6PCJlFHB+XBNPZxX1DcXx6zPDnmKrCQaQQ9TpI+R6G6Ye63IjwSfqvw1zABcechA2LcOwec0DB0JhoxAHjDwAAvLPjHVSP9S5kxOd6fKV3vF7bPkjho5Szv/jBVjz59ma4bmE/VwNhwMLnT3/6E/bYYw/8+te/xuuvv47XXnsNv/71rzFz5kz84Q9/wN13342nnnoK3/ve94qx3l0asTP1l9y8s3cngKBB3/jK8aFZW/0lN4uyRbWUvBAYlgXKXdgkED6ygaF/8hAhEdWhGixf3ufLeP705zGjfobM8QE88SPHeIzCxGYgf8fnoQ8fkuLoxY0vytuHu4+PKD1vT2dWdu6+++646qqrMG/ePADZHZ+4cpInJL9Ql0gkjiKEv8hDUHN81ORmK50CEyEaTuAYMVx3BsW3zzPgGBbAOcZwMvCDZD/EfOFjwpGDSjv8E0NoVleJQl0AcP2h1+OsWWcBAN5tfx8AYLhchrr+vuFpEBGSzCO/ByiN8AEC1wcAOMR+ZuFS61KcsOYEfGHbF/D3z/091M9MuD0AkDBNWdWVokEDQxXuq5yCJjebDL2RNgFMFQtCfNlEhroskoILBy4J/82emPf/Zr7js1fCxU0Te/CJSgfUf6w4H2zs3CjbiIjPtQh3/fmDP3trG6DwiSvT2W/827u44N4luOfF1QN6jUIy4Hfk+uuvx09+8pNQHHvOnDmYNGkSvv/97+OVV15BZWUlLr/88lEzGX2kIK5w+ypDT7tpdKQ7QrdFk3f7S24Wwidb3sxQsKwEGG8LCx/OAX9mFwCcOuNUtKfacdLuJxXkbwrBF2MxEE9mocfuGfWOj0hu3pHcAcd1sg6RdVwHv3vrdwC8KjfReZaAhMI9w4EIJ2ZzfACE8jmy5fjE1bb+vvAZrOMzpXoKTpt5Gnar3a1v4WOnYfonLO76vU+ks+g1oqvnFIQU9so0FjMBpGHC8cLCgNcKAuG8HjZMDQyzYTELVx5wJQgI7KfuARAOdXXxJGpiCWzvCBJXo4j3t6KiAt3d3Ugmk7KXz3CmQ0ytmYolm5d4v/jVTw4YqiurYbkWWJplfF6E8GGMIWYYEKfKXqTx9s6XkIxPAYxqBLXr3jcn1JRyiMnNBkV31PFRLEsuUoxcb28CAAtpONTOCHV1+0LT4FyOhxGaXwzAEOeRTV2bZIK7+FyfvffZeLX1VXlBOVjHZ/mGnehNu4ibFCfPm9jPs4rHgC9mVqxYgalTM3NDpk6dihUrPEt07ty52LRp09BXV2bkM6i0LemV8RIQfHrapwF4DciyvU424WO7ttx5Cx3qMkzf8RHxcM6k0yOEz+zG2bh94e2YXFNY0UUICc2LGs2l7ADkzCGXu2hLtWV9zFPrnsLajrWojdXi/Nnny9sHWnFRCPoKdUURwieVSgXhBCVcwv2KklwH1756+ABBcvwZe50BSmkouVm9YDbTKXnw98pz1DUwgHPUuwQosPCx/JO+F+ryQ23+yTHs+JQm1KXSEG+A458l1FCXw4A9GloAIGeOjxA+6uiOnTt3es8ZRsdHVHYBQLcf3upCBSoqPJdYDClVUXORTEK8kRXw5m+t2PEcem3P2RThLCGoQ44PhpbjEzcZuiNhRAJl1pZwfByCtH/MjcFGivXAJeH3pDvubTfjgMvD+zP1RZIQOxs6N6Az7b134nN90ISDcP9n7sfMeq/yVoTi80WWs/s5SqfNn4yGykEOby0AAxY+e+65J2666SakUsHJOZ1O46abbpJjLDZs2IDx48fneglNDrINKl22eRk+99fPYenmpQCAHb1+RUusDtcdch2uP/R6fHXfr4Zep68cn9auVjjcgUUtjK3I3lJ/0Ov3hY+4ihWzuoBB7GiDQJ3GvLkrM+l7NGFSU/YwyhXuuudN70r8tJmn4eQ9Tpa3D3dFFxAkmguLvC/i8bh0M0S4K3SK70P4qOGSurq6fv8WISTUx8dVHB/TtmFIx4dEut1S1LgEJhAeeVEAYv6ATxOB8IGf26MKn1I6PoK4EYctTCllOrtDg4ns/Tk+tbW1clhtKYTPlJop8ufHzZn4MxZhGWbLcSnpdFoOzBWo88QMSsD9cJDrb2qwTwSOISByfCLJzUPp46O0pUj7vaTk/ixEl02Q8qu4GHfxfuPSjBwfIXwMN4vw8bdNNJPd1LlJNo5Vu6fvVrcb/t/x/w//ech/4qoDrxrQtsSVfYQS4Muf3K2PRxefAb8jv/jFL3DiiSdi0qRJmDNnDgghWL58ORzHwcMPPwwA+Oijj3DRRRcVfLG7OtmSmx/68CG8u/1d/G3V37D/+P1liXZdvA4xFsOJu5+Y8Trq3CRR9i4Qic0TqyeCksLKkRizwDhH2h85YKeJDBMMh/CpMCuwrXcbeuweWe0mkvJGIw3xBuxM7sya4Lzi4xVYsXUFTGriC3t+AY2JRsxpnIPlW5cPew8fIKjqioZhs0EIQWVlJdrb27F27VqsWbMG77/1NgCvNb5LkqDIHuoSYa7Kysq8wiWe4xMc6G3lkGfa6SBXwwU4UV6PMDRyP625wI5PvMI7CZnEkWFhbmQKn1Lm+AjiLA7brx4y3CDUZVMv9wXo6dfxqaqqQiKRQCqVku9fqRwf7tTjdXhOtxA+gNcU01D+3xmOj++oCN1MfBdROj7+Dw4oRDL8UIVP3GSwmQGbEhguR7dpoNZJgcL1UqzF33aCHB+Tu1gx4Vkc/H5YWHQmPHfL4JChLoEQPsLx2dy9WUYWoo1jYyyGk6YPPE0hpuwjn95nAiY3VPTx6OIz4Hfk4IMPxurVq/H73/8eK1euBOccp556Ks444wzZTOyss84q+ELLgWyOz+r21QCCq37h+NTHstv8ADISfdVEV1HKXuj8HgAwmTeTy0kBoICdJHJGFy3wySMb0vFJd2NL9xYA4eqx0caYxBh81PZRVsfnvvfuA+CV/IsZS8dOOxbLty4vieMjLPEeuwdpN91vjpEQPg8++CAAgLpBywEX3v7fl/DJFebKBiFqqCuQ4IbtSEHuchLqfcLBMM4lcDmKkOPjbZcFJ5jQLkNdao5P6YVPzIiFHB811JXwQzj9OT5C+LS1tUnHZzhzfCZVT5I5cJV20A1chLoAL9yVS/gYBNLxkZVaIXHDpePDCQFxRajLZwiOjwuCNGMwXBs9lona3lQwXZ2KZowUaV9AM87RFWvD6ob3cJDyWt1S+HAYJkOvS0GpC84B5n9Wx1aMhUEN2K6ND3d+CCBT+AwW1fH5ymG7F+Q1h8Kg3pGqqir827/9W6HXUvaIE5YqfNa0rwEAbO3xhtRJx8cPg2RDDRH02hHhIyq6CpzfAwBx00tidpRydhLte1FExHZu6NqAtJsGAQmV+Y82cnVv3tm7E4+tegwAcNqep8nbT5p+El7Y+AIOm3jY8C3SR52r1ZXqkjlKuZg/fz6ee+45uK4LSin2atgNr73j3cdJ7unPgxE+quNDlCQf00nL/dIFzXB8xnEvO6jgoS7L+5x7jo/fR8jMluNTeuETZ+FQl2hL4VDA9EVAvo4PEIQ2h9PxsZiFM/c6E2+sewO1qWBwrOr4RPN8cjo+/j+A+nk2cs9wA8dH+usFSG52CUOKUSTSQI/lu4Lc9ZN9/D/tUjmyoi1ZD2Az3mp6JfRaKdGLyQUcwuFK4UNBRQiNUDRVNGF953qs3LESQOGEz25jq3Ds3k2YOqYC+0zKPrx3OMnrk/XQQw/huOOOg2maeOihh/p87IknZoZeNPkhrnBFcnNXuksKHvFdOj7x3Ad+RhksaiHlpjISnItVyg4AMdPr0BwIH0MKnxyNXQuKcLpWta0C4DkmhexMPdzk6uXz5w/+jJSbwl4Ne4VmrdVYNfjVUb8a1jUKTGrKpncd6Y5+hc/++++P/fffX/7+59fX4A/vvAkAIKTQjo8iXGwOwl0YtgPm2F6VDAEcwwQNZRpRNPmhrkI7PvG4J7C8HB//EOyLHEIIKGNwHadknZtVYiwmk5vjwWgu2BTgPZ6IqUlkX2c24SMYTuEDAN884Jt4u/Jt/M/y/5G3WZYFwzBg23afwieU4yMcn0gej5rjU6gGhnGTwQVB0jSA3hS6Yr44Fsn6/uu7LoXtr29HchyAd7GtamvotdK++DK4J3y473xyTkMVlxOrJmJ95/ogx6ePQcEDgVGCX521f/8PHCbyekcWL16M1tZWjBs3DosXL875OD2kdGiIK1whVoTbA3hX/ZzzvBwfwMvzSaVS6HHCvXxEqKsYjo/FGCjnssLABpWx8OF0fMT/bVxF7kGRo4FsvXxc7uL+9+4HAJy+5+nDXr3VF9VmtSd88khwjlKnnBgJ84S/RTOFT3u7d0AWXaDzQa3qIg7HYVv/jgMfWwXCuczx4ZyAIlzV1cSpVwVGC9tt1vIdH4u4soEhlHJ+ygy4jjMyHB8ludlShI/DgIaOD3HZUUfgpLnZy5JV4RMVOqXo7m9FKqRM08xL+ISqumTOosjxCZLjAeH4hENdQ0ludkHx3oQG7KyIobWuCrM3bPUcH0A6Pg5nSPtOoUg+tyMH3JQvfEwOOMQF9+fPuS4NuYzR9h8id29XI693xHXdrD9rCotIShWOjyp8euwedNvdcmhnX44P4B2w2lPtGU0MRXJzMXJ84qYJAhcic8IGk114h8PxEWMrVretBjC683uATMen1+7FbUtuw/rO9ag2q3HctONKubwMqqwqbOnZkldJe5RKKzgUEZaEQY2svYuE8KmpyX8MSTS/bM+ut/DJN95CFyNgftiAg4CqoS5QTHAJusCleC8UhhE4PqICUg2HiBPRSHN8YmllqCoFtq/dgItPqMX4xsqM5zmOg+5ub27bSHB8AE/oqAjHB8gMdakzxQxCwCGqurz/gchdFP8RUSjlEioOeUNObjYYBScUHYkYOhIx2R1aii7/oOpwirTvHIoqxXRU+PjbbrocNndkrhvnJCR8ou0/ChXqGmkUpNhGJKxphka0qkskNgs+7v5Ydm3uz/ERYR811NWWbJNX4xOrC988yjIMUGVkRZoHoS42HMLHd3yEqzXahY/M8enZhg92fIAvPPIF6fZcPO/iYe/O3B/CFs+nsivjuTHl5EB7c/bwGYzwIdHyXbggnMMhJHB8QMG42kTRQDP3soMILWyoyxRzk5RydqKclOcdewJ22/8TqGsqffNN1fGJKY6PSwkICF599dWszxO5PIQQJBKJESF8cjk+QD85PjRwfMC97RIJxhxhx8d1AeZEhM4QBCxRxL8QUhmODwwZMjX9XTXD8TGDUFeaOHBdJdTVh+NTqFDXSGPAwufmm2/G/fffL3//3Oc+h4aGBkycOBFvvPFGQRdXbkSFj+r4AF6ez0AcHyAsfIQgaEw0FuWkGWOWd0IR5exg4HT4hI8Qe6KD8WguZQeAhoTn+HzY9iFOf+R0fLDzAzTEG3DHUXfgi3t9scSry2QgvXyiqHkihHVnFT7pdFp2/h2Q8CFhx4aCe/spJfIkkhHqAkUd9xseksI6PszPXaIE4P5JhyijCQ49/SycfOXVco5YKVGTm4XwsSkQM+Ig8FqZZJvLqIa5KKUZwmckhbqA/pObORUVYJ6LJR0fEWoWOT6uCzNVEbqPmIPPMwwJH/97IHy8108qeYyGL8AyhY/fO4oDaZ4O5fiozmqG47OLhroGLHzuvPNOTJ7shUmefPJJ/P3vf8djjz2G4447Dt/85jcLvsByIlrOvqYtInx6t+bt+Kjdm3+67Ke49sVr8ebHXvJoMfJ7ACBueVVdao6PKP8cTsdHsKs4Pj12D5JOEoc0H4IHTnwAh048tMQry05fE9r7fW5CDfX0Zk1sFm6PaZoDcgyioS5KPMfHpQRM5mMQMEX4gDAY3AtyRYXTUDHUPkt+RRQdwsmxmMRYLEP4ONQLKzc2NiKVSmH58uUZz+vo8Gc9+QNpR4Ljo4a6CCEwDCMkfLZv3477778fra2tkXJ2gmTFgeiqOQkpyxMGNEcfH5cwxWEcWqgLCI96ASHghGQ4PmqTQ8u/0Ymc2WWOjwukEOT4cE5BWPDg6PijXTXUNeB3ZNOmTVL4PPzww/j85z+PRYsWoaWlBQceeGDBF1hOqCMrOOfS8dm9dnd82PYhtvVsCxyfPvr4AIHjs6p9Ff5rxX+F7itGfg8AmMzwm2uJHB8D8Cc4D2dys2C0dm0WjKsYh2rLSxi+bL/LcNasswredLKQDMXxqTAZKpmLtGsDNJnV8VHDXANJ6o7m6KiOD3NdgHnCx+AW5HW/S+B3aAFhhRU+phmHZXXDdRnaahuBdUCqcWTuq3EjruT4eN8dBiRYAnPnzsXf//53rFq1Cp/4xCdCzxOhLjGeRBU+lNKMfJvhQHV8TNOU4gfw3MRly5bhnXfeQSqVyuL4JNBddyqSib8CeFk6Pq5/rBNaxFG8hKFOZwfCjo/3O/Xy0oCsjo8l/yiBTRkM1wvJpY0gFJZECqZwfFwayiUbXzle9jwyqDHgmVyjhQG/I/X19Vi3bh0mT56Mxx57DP/5n/8JwJv4qiu6hobq+Gzv3Y6OdAcICOaOm4sP2z7E+o71Mlm5v3JhIQKeXfdsxn3FKGUH/ORmJcfHBoPrnzSM4Qh1meFuoKPd8bGYhf874f9AQEbFsNWh5PgYjOKyWUm8uOZFLCFun47PQMJcQDBHUiAcH4eSYO4RaKicnfonMK+BYeFDXXPnPQrOCe6qug1/bpyLk/ZbUNC/UShUxyceCnXFMGaM50iK90WlL+ETi8VKUo2oii0hglTHR6z5o48+ks0NRTm7wPUdGMKz5/g4hEpRJBnC6JGMcCdjWRwfy//VhcGDx7uUAa7juT3+/9vkHElio5KL/Ttczm5SE2MTY7G5ezNqrIFdYIwmBix8TjnlFJxxxhnYY489sG3bNhx3nFdZ8vrrr2P69OkFX2A5oeb4rO1YC8CzHsUMlQ92fgAAMIgRmqGSDeH4vPGxl3f1xb2+iKSTxFNrn8InJ36yOOunXinnU+48zKEf4VV3JmYSb8bYsFR1RRyf0V7ODmRazyOZoYS6AKCxgsFi3sknRvt2fAZCtA+PTG6mJLh6BmDAgphASPwTiAuA0sJe0BFqIRbzLmASFXG8VjcRlln6fJ5seMJHJNV6t9nMc6fF+5BN+IiKLiF81NBWKcJcgDf7jDEGx3GkCMomfDjnoUaLJlGFj5+T5buIbqSc3SXKyAoQcMaGJB4yKvtU4ePrlV7/IoHBgcGDx9uMwbKDxGYAsFzAgZrcTDLaJjRXNWNz9+Z+zzGjmQELnx/96EdoaWnBunXrcMstt8gY7qZNm/R8riEiknM3dG7AW1vfAgBMrZkqRxII4VMXr+v3wyREAPc/hIdPOhwLmhfg6oOuLpqKNwwKyjn+6HwKf3SOBEAwgy7x7huGKwdV+NTF6qT40wwPQwl1Ad4Vueu7K4V0fGg0uZmIUJcy6RoA4wa8zj4OmO/+uEDBQ11UGYZaV+H9nUprZAofQog/JT74PznUu7AS70NnZyccxwkNVRXCQTgnquNTKuEDeE5PT0+PFD7iuyp8VESOj0A4PkJ8BMLHu9+B4vgQgNOhhaajg2rVUJdInhaODyMOTKUyUYxDUYWPV9UVaWDIwmucUDkBr+G1XbaiCxiE8DFNE1dccUXG7Zdddlno9+OPPx533XUXJkwY+Rb9SGGfsftgYtVEbOjcgJ++9lMAwJTqKVL4iO7N/SU2A+EJ3SY1MW/cPAAoqnVpsmAau/RhxfDpYXZ8RnuYazQylFAX4B1bHOKdYPsSPmImYN5klLN7wsdWqroAgHGgs/5MULcDJqkB0AXOAVLgBoZUmWP2pUOaUR2vwrGzR+5xklkxAEHllkM9J6iyshKUUriui87OzlBTyWioy7Is+dhSVHQJTNNET09P1lCXcKlUgpEVHtFQl8jxAQ8cHzXUxYcQ5gIyhQ+MLKEuUSUIB6bi+PRYHNU9QWIz4AkfG5Fy9ki+lYgw7KqJzUARh2Y/99xzsvRUkx8JI4HrD70eBETm8rTUtkjhIxCN7fpCdTvmjps7LO6HwWhGIqnj++PGMMS61OGso72UfTRSY3kOwGAdH8MwpPDpL7l5QBACRgLHQlR5ecnNquMD9FYfhe7ak2GJ8mQgiPEUCEotGEYNKE1g3pQm3HzqHIytHrlJpMwMi1CbeccXSqkUodFwVzTUJfr5AKV3fAD0GepS969YLBa6aBOhLlHV5SLi+JDg4o+DDCm/BwCMyKBawgzZyFDk7aihLkvxMlL+MLWU8v4ZLmDDDqq63HCODwBMr/NSVsS09l2R0rcG1YTYf/z+OHf2ubjnzXsAhENdgnwcH9X9+ETTJ/p4ZOEghIQGQgJBp1NzOBwfM9jmXSG/Z7QhcgIGm+PTX6hLlEgPVPhwAJQ4sr+UmuNDuNKVT3GGRCO4YjQwJIRh3rz/BndtMDbyw7Ge4xPg0MBRrqmpQVtbW4bwiYa6AC/c1dXVNSKET9Tx6e3tRSrlZXgdcMAB+Mc//gHGmLzfgAMbDI5wfGQDQ1EdFSQ3q/vRUB0fs68cn0hyM4UDSwl12Sx7qMsmruzc7HKakUe0qGURLGZhv/H7DWntI5mRWxtbxlwy9xLsO3Zf1MZqsU/jPqiP14MotSn9NS8EwsLnoAkHFWWdUQghGY6P76gOi+OjQ12lRYS6OtODFz65HB/btmVTvIELHxLK8yEix4eRUI5PWPgoyqfAwgcAaqpno7Z2bsFftxhkCB8WvD/ZEpzV5GDh+AAYEY5PNLdHCBuxfkop9ttvP9TU1GDq1KnyeQYRg0d98ezvNw4Vs968xzmEhau6hix8Ijk+oeRmUc7ej/BRQ10uh0McJccnPLICAAxq4KipR+UVWRitaMdnBGIxC7899rdweVDWWx+vlzObBpLjU2FUYO/GvYu21v5w/M/UcCQ3h0JdWvgMOyLU1Z5qB+d8wPlkquMTFT5C9DDGQi5CPnBOwBTho+b4ENdWHhcIHEPRPRn18GWGYYWFik2DUHo24ZNKpWRrk6jjA5Sma7Mgl+PT1tYGwFtvZWUlLr300lB+jeFf0AWOj7eDuBAho2BIKS2g8LGyCR83l+NjI5aH45MkTqiB4UiYCTfcaMdnhGJQI2T3q+GufBwfEepZ0LwAJjX7eXThyHB8/AY+w+746ByfYUeEumzXlt3HB4Ka4xMNdamJzdGchP7wQl2K8CFeZoZDAc5teRAMna9Uk6cIjs9owugn1AWEhY9wewzDCDUNrKurC30vBblyfITwEQ6VYRgh4S4cH5nj44tkJ9LA0CUs+IUUINQVya+CYWQ0MFSTm2MkU/ikFWHDOGBTZUipS0GGuMbRSPlJvVFKY6IRK3esBJCf43PYpMPwsyN/hn0a9ynyysJkJDf7mYHmMCc3N1WMzE64uzIVZoXs+tqZ7sSv3vgVnl3/LH533O+kG9QXfYW6Bp3YDH8chZrcLK/eCYjreOcPHnF8XMDl3IsmlLnwMWPh/lgOI306PmpisyoejjjiCOy2224l7ffWX6grl5sYCB/h+Pj7kLBdxIwspaqLc8iRJINfbyS52QiSm3nU8SE24srYFdtPjM6o6qKudKiy9fEpB4rm+HznO99BQ8OuGyMcbkKOTz/jKgCAUYaFkxdiTGJMMZeVAYkkN9vS8Sm+uWgyE3uP2RsTqyYWrTu1JjeUUFSa3hVze7Id9793Pz7Y+QHe3vZ2Xs/vK7l5yMJHaULI/JOWzQjg2qD+ycuNhLpc+NGEMg91mVZY+PQX6sqW2Ax4oa4999xTio1SMGXKFBBCMGmSd3wQaxGiV81JUjEQFj7S8SEi1OU9zlWquggAsKFtazS5ORzqCuf4MB4uZ3eE42NGc3xccEdJyh6GY/NII6935aGHHsr7BU888UQAwFVXXTW4FWmyogqf/sZVlJRIl1zbL+diw9T6/Pef/j045zDZ8IX3NAHVZjU6Uh14b8d7Msk5aecX9jIMAw4tguPDI6Eu/8RkU8Bw056rw8PCh3EOVwwk0I5P6HfRxwcI3o+Ojg64rgtKadbE5pHCfvvth3322SfD+RHkFD7C2Il0bnZI4Jx4vzMYatVVARwftW+46vgIQZ7yj3UENkzCQF2vqMShwvEJTvMGB9LUBXdEGb4OdeVk8eLFod8JISFbWLUz9byu4jBQx6dUROcauYZ3NTEcjo/3d8rPth1JVFvVQBfwauur8rYeJ79+XqZpwkWQ3Ow4Dl599VVMnDhxSMIHCCc3i5OWTQm4m5aGjqPsuoYbOD5kOLpvjmAsKxrqAip8x6eqqgqEELiui+7ublRVVWX08BlpqGIn6j71F+pyIjk+QXKz9zhHnc7OgYrqweyvAZZpytaRHBHhEzmkUtgwKQV1CVzK4fhuUzpU1eWFurZvnozqhm3YunEqsF/5CZ+8zkau68qvJ554AnPnzsXf/vY37Ny5E21tbXj00Uex33774bHHHiv2esuWUeP4RENdfjt0NoKnimsKhyhpV4VPr92b6+Ehop2bP/roIzz22GO4++678eGHHwIYfKgrm+PjMALHTcuDoONGQl3cjyaUueMTM+KwlY+vmtzMGJNji4Q4zRXqGolEhU9/jg+PVHXZJFLVRcJVXeYQS/ctK1ifSxkIY2CRUJeAwoZBGGJpb42OX9SSmdzsItVZhTdXHIWunY3a8cmHyy67DL/61a9w6KGHytuOOeYYVFRU4MILL8Q777xT0AVqPITwibN4xjDOEUXk4tj1rzqGo6pLU3rEoNLV7avlbfkKH8MwQuXsooQdAJJJL1xWiORm5l+R2wzgThrUz252QqEub86dF+oq7303ZngT2g3/fGvTcCiypqYGHR0daG9vR3Nz84h3fFTyd3y8705kVpcjLuhkjk94ZAUZYj5TTHGnXMpASGY5u4DCgUEoDnu9EdO2boLLvPOEzdRQF0eauvI1COdlmeMz4C3+8MMPQzNZBLW1tVi9enUh1qTJwm61u8GiFmbUzyj1UvokGuqyhznUpSkt2eb7ZBM+nHN0p8OzkUzTlDk+JjWl2BkzZow3M8k0MWbMwJP1s5WzAyK5ORU4PoqxY7g8SG4uvwviEHEWh6M6Piw8Eiea4LwrOj4x6iUQBzk+3s6ShkiOFlVdrKDCJ+r4IEtys4DBS9QfvyOOQ97m2FrvpURsHBu09jC4N0ZIhOOo62rHJx8OOOAAXHbZZfj9738vB5C2trbi8ssvxyc+MTyjEcqRMYkxeOSUR/IqCy4l0aCAiInrUFd5kG2ic7Ycn+tfvh7/t/L/cOGcC3HhnAthUCNU1WUSE729nmBqaWnBUUcdhXQ6HZrynS8cmQ0MAU/4uNyRusaOVnVxaMcHnsixlXOjGuoCcguf0ej45FpzwqoFerrg+scx0RLBJr7wUXJ8ZBtnzgFziI6P0geJZ4S6wo+l3FUuMAme3/cAPHDEcehMBALUcIE05drxGegTfvOb32DLli2YOnUqpk+fjunTp2PKlCnYtGkT7r777mKsUePTVNmECnOEX0VF8iFs0ztiGqT8rirKkXwdn5c2vgSHO7jjjTtw/uPn4+Puj0MNDA0Y0vGJxWJIJBKDTGwGoOT4ELgghGNjXRUcCriujbgI4ajJzVw4RUC577oxFgs5Pmo5O4CMQaW7ZqjLb3kgp7P3n+NDABBjaNWlMcXx4ZR509lFHx+a3fEBvB4/zHWxcVyTDO0CQR8fVfhoxycPpk+fjuXLl+PJJ5/Eu+++C845Zs2ahaOOOmrALeo1ux48EupydI5PWSFyfFSiwiftprGxcyMAzzlYtmUZfvH6L3D1QVdL4UM5RVev5xwMdbYT50EfH0pcgBC8PnU8OOkFAUHMt3ZsRbMzWdVFgDKv6oqziOPDMnN8AE/4qHO6RluoixCSc18TDVij09ltEu7c7BCjsDk+ViCcPMfHABVJ+BmOjwMi1kMA5vr7vBusx3A5bOqCuEGoC1QLn7wghGDRokU47LDDEIvFtODRBER2BVFRYJThh6scUUNdFUYFuu1u9Dph4bOpcxNsbiPO4vjuQd/F91/4PtZ3rAelVIa6GGchx2cocOJNZwcQCnmJzrfCzEiHHB8OzkU5e/mFAlREcrPAoblzfFKpFGzbm3822hyfysrKnONQcjk+oleO7ONDqbyPcF5w4QNGwUTLmIyqLlcOs+YgMiQmBBDgJe2nmRu4UpyX5f494C12XRf/8R//gYkTJ6KqqgqrVq0CAHz/+9/XoS4N3EioK+0319LCpzxQQ137jPXGpfTY4RyfNe1rAACTaybLCdDtKS9M4tIiCB9QKXgoceVJSuypIudHTVDzOjcT3ccHvuOjhrpY7hwfUYkXndM1UlF7+vTlUJlECJuo4+MLG5eAcy/HR5azEw4yxByfeEwJlfmOD3Oy5/gw7sgbOYEUSEzprScaGIZzfMrv2Dxg4fOf//mf+O1vf4tbbrkltGPvs88+uOuuuwq6OMEzzzwDQkjWr1dfDfqFrF27FieccAIqKyvR2NiISy+9FKlUqihr0mSH53R8yu+qohxRQ13zxs0DkBnqWtuxFgAwpXqKFEqiy7NwfCinMrl5qKEu8CDHhypl7dLxUZNRfRiHdHxQhlfEKjEWdnyiOT61tbWoqKiAbdt46623AHgiYjREAqKOT87H0VyOj7Jv8HCoi3ACDNHxiceCc6xBWNbp7ALKHen4AEQ+joVCXRHh42rHJy/uvfde/PrXv8YXv/hFMCUpas6cOXj33XcLujjBwQcfjE2bNoW+vvzlL6OlpQXz588H4HWMPv7449HV1YXnn38e9913Hx544AFcfvnlRVmTJjsuiyQ3C8enDBPoypH6uFdC2xBvwJTqKQCyCJ92X/jUTJET3TtSHQAgc3yIQwrm+KidmxlxZc+VINTl77PZOjcTgBgj/wReTOJGtJydhIQPYwyzZs0CAHkhOhrCXEBY+OTj+AQ5PuHkZsDL8/GGlAZCeqjJzfGY0nyQ+cnN0vEJ75cGHGlaqjk+quPDXBfUNIJydu4CZXhsHrAc3bBhQ9bpuq7rIp1OF2RRUSzLQlNTMG07nU7joYcewiWXXCKvKp544gm8/fbbWLduHZqbmwEAP/zhD3Huuefi+uuvH0JFiGYg8IiUTvmTg80ytFPLkT0b9sRFcy/CrIZZSLve8SCa45PV8Ul1gnMOB0FysxA+Q05uJkQ6PZS6GfcHoa5w9QuHqMwp7303I7mZAhYNh7Fmz56NJUuWoKPDE7CjIbEZQOjivU/Hxz/PmP6+IFwdm6rCh8ChhlLVNfQcn7gViH5CGQhlQagrOrKCOyD+jRxECh5DDXW5HMywyr6qa8COz957741//vOfGbf/7//+L+bNm1eQRfXHQw89hK1bt+Lcc8+Vt7300kuYPXu2FD2A11E6mUxi6dKlOV8rmUyivb099KUZPNEcH9E1VAuf8oAQgq/u+1UcPvlw6Qrkcnym1kyVwsfmNnrsHhnqIg6Roa4h5/hw1fFxMnN8eLYcHw6XewdIYpRfKEAlZsTgKHlOxDAywlhTpkyRZe3A6HF8KKVS/PS1ZuH4GP7xTI49UYUPJ96sLiW0NFThk4grVWfMCJezR5ObuStdIFHODkSTm10wMxA+uqorT6655hqcddZZ2LBhA1zXxYMPPoj33nsP9957Lx5++OFirDGDu+++G8cccwwmT54sb2ttbcX48eNDj6uvr4dlWWhtbc35WjfeeCN+8IMfFG2t5YYbSQQV82KYHh5adogEWDW5Oe2msaFzAwBgcvVkVBgVoITC5S629WyTj+NpLh3kIYe6SJDjk62qi2RzfJQhpdQsvxODSjS5mZiZ4RtKKWbPno2XXnoJwOgRPoAX7nIcp0+XSuT4iNBYMOiWQXiD3A338aG8AMnNSh4tYUa/yc1in+ZQk5vt4DGOC2qYEcen/IT9gLf4hBNOwP33349HH30UhBBcffXVeOedd/DXv/4VRx999IBe69prr82ZtCy+lixZEnrO+vXr8fjjj+P888/PeL1syXSc8z6T7K666iq0tbXJr3Xr1g1oGzRhnMg5glPh+GjhU26ImXJqqGtT5yY43EGcxTGuYhwIITLPZ1tvIHxSPUFRQiGSm4M+Po50dvrK8WEi1EUw5ATV0U40uTlX3srs2bPlz6Ml1AUEYqZvx8f/7j9WTmcnNDiLur7jI6q6OB/yvsOUMCthfnKzmK0SHVnBHfgjeQESlLOHQl3chWHGZB8fwrnO8cmXY445Bsccc8yQ//gll1yC008/vc/HtLS0hH6/5557MGbMGJx44omh25uamvDyyy+HbtuxYwfS6XSGE6QSi8UKkDypETgM8gRCXcdr4Q7ALMMPV7mTLdSllrJTv9latVWN9lR74PhwoKfLc4kMwwjlYQwGTsLJzdHIFlF6mgjUkRWk3B0fIx66oKFZHB8AaG5uRn19PXbs2CEnto8GLMtCV1dXfjk+ctu9fcYlBIR4+xJ3PQco2I846BDPLZQymWtGRahLVCpnOD4uXHBQ4kl5y/YcU9NWHB+XwzBjgSvluiBlWHE7YOFz3nnn4cwzz8SRRx455HLFxsZGNDY25v14zjnuuecenH322aH+CwCwYMECXH/99di0aZOcIfbEE08gFoth//33H9I6NfnDGZfCh3EXaX8Ski5nLz+yCR81sVkg8ny29mwF4PXwEf1gCnFRwkGD5GYiR4/Kb1n7+LhcTmen2vEJhbqYmb0/DyEEn/nMZ/D6669jr732GqbVDZ3DDjsMq1evxqRJk3I+RuT40EQCB578efxt/b+ArcLx4YBD/ByfINTVVWOgugAGgUsYGHdAWTS5OTPHx/UdH06AY156FhunzsO01R9i2V5eTy3m2DDMcHJzOTo+Az4bbdu2DccffzwmTZqEyy+/HK+99lox1pWVp556CqtWrcoa5lq0aBFmzZqFs846C6+99hr+8Y9/4IorrsAFF1ygK7qGEVv5MFLO5aAjLXzKD5Hj0+v0wvVPBmopuyAa6lKFz5DDXAAyytmlzvFPZiI04UYcH/hX2tbQSpJHO9FQVy7HBwB23313fPazny3Q+zY8zJs3DyeffHKfzqLI8YlRikNPPxvO/l6VsQsCMX/Zy/EJkptbd6uA1YeYyheRxEwNAyRUzh5+HHNtcLiIsQQ4CKZvWIvvPrYE43YEIWSDczAjHOoaDf2WCs2Az0YPPfQQWltbcc0112Dp0qWYP38+Zs2ahRtuuAGrV68uwhID7r77bhx88MFZryYYY3jkkUcQj8dxyCGH4POf/zwWL16M2267rahr0oRRqz8oXHD/qKCFT/khcnyAwPVZ0+GFulTHR4y5EI4P5bSgjo86pDRbA0Nkc3xEqIv0faIvBwgh4EquCTPLLzVAOD4xXwBZfnWXS6gUINwlsCkLqgQLpCe4f/FImQEwA8zOLnyE43PwuMUwRLsBbsO0gzYz1HVhmbHA8SnMEkcdg/Jw6+rqcOGFF+LCCy/E+vXr8cc//hG/+c1vcPXVV8s5LcXgD3/4Q5/3T5kyZdgqyzTZcZQGht4BQAufckUdZNnr9KLCrMC6dq94YGrNVHlfjeU5siLHp9ChLpAg1MVoXyMrIp2b4Zez5wjtlBUGA+Ad23OFunZlRI5P3D+OGX6LA5dQENHCw/UaGkpRUahjnn/xyAzDT27O3sCQuhwuOBpiTWj1i0mIGwgf5nIQuDANC5R4FyKR7iNlw5DemXQ6jSVLluDll1/G6tWr+0wi1pQHjnJl6IUQhPAp12uL8oVRJhvd9dq9GaXsgmioi3KK7u5uAIUPdVEluVmm+shQV/AMw+VyOnu55/gAAFf+B+UofKKOT8xv0+EQEnJ8HBrM6or22Rks3BdQ1DD8IaXi9cOP85Kbw6LIEz6eYDW4lycbYzEpeMr1qDwo4fP000/jggsuwPjx43HOOeeguroaf/3rX3UpuCbUx4dyV9q0rAzjyJpwgvOW7i1wuAOTmhhXMU4+Jltys6BQoS5Rzh5uYOifHNB3VRc1yu9EH0VtxGdYoyd/p1A0Wt72j/XzvbI5Ppx7jo+czl6giz3iNxisiFkgzAgcn8jrM+4Ewsc/tRPXgeX3wzJcgMOFRS154qcoT8tnwJcykyZNwrZt23DMMcfgzjvvxAknnDCqEtk0xcUOCZ8g1KUDXeVJ3IijPdWOHqcHSccbQVEXq5Ol7EAgfLb3bgcQFj4FObYQGm5gGE3pydK5Wfbxga7qAgCYqvApvxyfE8bVgQM4vN7bVy3f8cme4yPKWguz39RVxdHV246pY6tBulI5GxgSJ9PxQcjx4QB3YTFLaqZyPS4P+J25+uqr8bnPfQ719fXFWI9mlOOySKhLxKe141OWyCaGdi8cv3W+EDoCEeoSHZ6pMvCtII4Pp0qoy4ErHB8Sdnyydm4mAGXa8VETvMvR8YlRis81NcjfGaUAHLiESPXAXd8BEjk+BTrmWaaJLgCGaQLMDYRVdEhpKNQlZooFOT7e/DkOi1mo7+wCANT538uNAQufCy+8sBjr0OwihBwfKMnNWviUJbKk3e6VwkYkMwuiQqjgoS4S7uOT5OEqraw5Pv6sLoMAdIgTtncF1DEVpll+wieKQQ2AcK9Bq3B8In18WIEcH+pfTFLDAGFpmTydvarL/9u0GkCrl+PDg1AXuIMYi2Hy9m1Y/OCfUFGmrV7yemdOOeUU/Pa3v0VNTQ1OOeWUPh/74IMPFmRhmtGJmtxMOAeHcHxKtSJNKVFzfDpS3uTuDMfHCnf5VR2fwoS6CJio6iKuzAoVyaGdTgeAcVmquriX3Mz0iZ6UueMTxQvVup7jI45tLuCCSmHCCjQDSwgfxhjAGJjoN5XN8SFhxweug+mb1mD+yrdxIHb3cnyYBWKYiKVSZdm1GchT+NTW1krbrra2tqgL0oxuXLXRGXflB5Bqx6csEcKnx+lBe6odQKbwiTpAhXZ8CCjiRq+/nl5E8zlt/4o43LlZaWCok5tD/wMrlujjkeUBIwwgrp/c7N3G3bDjQws0nzBwfEwQlg6mrUc0C+UuHBnq8pObuZfjc+vdP0P1kbeg2w91EZGSUIZdm4E8hc8999yT9WeNJoptBJ9GtZy9PD9emgQLcnyE8IkKHZHjIyh4jg8hOGD8a2hP1uATTcvQtd4bkxNUtYs+LFmquihAqQ51UWVKuGVp4RN2fPyqLpHj4zuHhQ51MYN5nZtdN+MxDDYoJ1L4cOL/bSGSSGBLxVhMCp9ydXwGtdW2bePvf/877rzzTnR0ePb1xo0bZdMxTfkSSm4GDzo3a8enLBlMqKvgVV1gqDB7ccLuj2N85ccyl0eEusSeSXJUdRGiZbvau8fUjg8YYSC+4wPV8VFDXQWqBlRzfEAV4UOIzE+jcPyRYcIN8oWNa8vHAgDnLkxqBlPjjfLctwf8zqxZswbHHnss1q5di2QyiaOPPhrV1dW45ZZb0Nvbi1/96lfFWKdmlMCVZB6ilrNr4VOWSOHjBMKnv+TmQjs+0eoab78kEJInW+dmg3Mk4blBhJTnVbEKVUrYrVhFCVcyMhCOj6OWs3NvVpcIdRkFc3y812HMyHB8KDgceI4P4VCquvx9Vggf39nxZnnFFcenPIXPgD/R//7v/4758+djx44dSCQC5X/yySfjH//4R0EXpxmNhGd1QTYwLNV6NKVEVHX12EGOT00sLHxiLCY7PAOFd3xINNCa0bMtGDkgMFzPARpjEO34ADCU+VwxLXz8HB8eSW4mcAkF84WJUaAZb7vtdwCqGsZgwow9veRmrggfEVYjDggngeMjcnyk4xMIH4tZgdNToATs0caAJenzzz+PF154AZYVTvibOnUqNmzYULCFaUYn6sW16vjoPj7lidrHJ1eoC/DCXdkaGBYkxydyVStCWn3N6jI4cEAlA2iQp1bOqE0LtfABKKUASUcaGAKOKnyswiTFz//Mydj/+MUghKCdrYg4PkGoi3DAIRHHhydDv6tVXd7N5SnqB/yJdl0XjuNk3L5+/XpUV2ce0DRlhpIoQeEG5eylWo+mpGTL8YmGuqK3iVAXIQRmQa6aI6KbR+/NPp3dC5HxgjWiG82wWOC8xWKVJVzJyIARBi+5mSrJzQSOEqa1Ctj4UuyD2UJd3np8xwdhxwc8nNzMuQOL6qquAQufo48+Gj/+8Y/l74QQdHZ24pprrsGnP/3pQq5NMwohyi5FwHXn5jJHzfFpT2YvZwfClV3C8YnH4wURHTRyVcsjWc00W1WX/3N5TjLKJBTqsrTjQwn1y9mJIipCpiGYWYTRHjQifGSoyw4nNysjK7zfxXFZV3UBgwh1/ehHP8IRRxyBWbNmobe3F2eccQbef/99NDY24o9//GMx1qgZRYRCXeAQXo8WPuWJCHX12D3oSOcOdam3Gf5hqTADSr0J69kQJylLXCVHHJ+MG8sYtZIrFteODyMMJIvjo7qLVhGm2BODyVAagKBnkB/qsv1ZdDIhX/b8CUJdJlOqusrU8Rmw8Glubsbrr7+O++67D0uXLoXrujj//PPxxS9+MZTsrClPVH1DZfWMTm4uV0Ryc0eqI+fICiBc0m76fXMKJnyijeTEeUM4Pv6Ji4DDcjhSjCAmovlECx8g6NbsAkhYWvgQQmQDQ3VIqer4WMUY5sqUIagIcnwYcUDgJzdz7x4gSzm7dnwADEL4AEAikcB5552H8847r9Dr0YxywqEuV37gdDl7eSIcn609W+Vt0YaFQNjxiTHvhFGYHj6Zjo8X6lJz0byfLbi4+N0kdloE9WlxvxY+QOD4OCwIX5YzXo4PhxMZWeG5Ph7xIoS6CDNCoS7mKy1KXN/xEQ6PCHV5v4vKRBdejk9Q1aUdn7y48cYbMX78eHzpS18K3f6b3/wGH3/8Mb71rW8VbHGa0QdRrpBF0qh6haIpL8RJcnP3ZgCe6GFZKkmqzUD4iNL2wjk+0Ryf6CO8G0zi4LPr05Ena+EDBL17HBoI03LGy/Fxwo4PJ6Gdy4wVXiASRiM5Porjo1R1kWgfH+n48EhVV3k6PgPe6jvvvBN77rlnxu177723bl6o8Rt7eQTCp1Sr0ZQaIXz6qugCwqEuUQ1TKOFDc/bh8fdP8XdJZrUq144PgGA+l60dHwCB4xMtZw/l+BSjwzUzsub4MGKDgMAmtrjH++aGq7w4ccOzusq0c/OAhU9raysmTJiQcfvYsWOxadOmgixKM3qhhIAKe1Uk3ukoV9kSj0w2z5bYHL290KGuDOHjRu/3bjBppvDRjo+HNXEydlYAHzXT0MVNuUIJ9UZWgIRzfJRQFyuQcFchRjjHh8mBqN53h4rQVnbh44ocH0N3bh4QkydPxgsvvJBx+wsvvIDm5uaCLEozeiGcyJwJ4fhYBZpZoxl9iBwfQV7Cx/BOGMPl+DBf3GRzfDJUUpmSqKnHxRcz/OzM2lIvZUSgTmdXHR8hk11CYFpFcMZYtJw9CHUBgI1waItEhY/v+ECM09Cdm/Pjy1/+Mi677DKk02kceeSRAIB//OMfuPLKK3H55ZcXfIGa0QUlRH4YOfU+hLqUvXyJhkVyhrqUhOcYiyGFVOGSm3Pl+PjfJztbMC3Wij1jbUB6cvix2vEBAEyrnYaj9vg0ZtbPLPVSRgTh6ez+jZwEXcEJgcUKM7JChUSED4sIH+H4ZMzqUhwfi1lIlfmsrgELnyuvvBLbt2/HRRddhFQqBcCzpL/1rW/hqquuKvgCNaMLyolixXofQl3KXr4MJtRVXVGNDnSgqiqz+mswRBsYQlZ1eWepSpbGyWNegu00Ae3RZ2vhAwCMMtxy2C2lXsaIQTg+jhL2424gqh1KUVEk4cOURpsZoS4/xydjsK7q+OiqroELH0IIbr75Znz/+9/HO++8g0QigT322KNgtrRmdMNAZDdRUeGlHZ/yJer45CN8Prngk2ib1IZZs2YVZA3RnBRxchJ7JaGAyyncbO4O0aEuTSaUCscn3MdHREZdQmEYhRc+yChn9x0f3+mxZY5P5Jjri38R6iJ++oGu6hogra2t2L59O3bffXfEYjHwzBpRTRlCoTo+/ocyR+dcza5PNMcnOpldoIa6xjaMxUEHHZQxCHmw0GgDw0hXZkIJuEuzJjLrUJcmG4wwUGub5/iEcny8X1xKi9a5OdTAUDg+MRHqio6o8H+F6NzMvcRsVt6dmwcsfLZt24ZPfepTmDFjBj796U/LSq4vf/nLOsdHAwYmu4kSmTxayhVpSolJzZDjkivHR3V8CjncEUBG3yDp+Ijmb4zC5TQkcuSwRx3q0mSBEorY+Ecwo+q38jbuBjk+LqUwjWI0MAzn+Bj+EFJW4WKvMz6QwidnqMvvLRJUdWnHJy++/vWvwzRNrF27FhUVwbC60047DY899lhBF6cZfVAQiIrOroQYV6GVT7lCCAnl+eQKddVYNThy8pFYOHlhqJlhIchwfGTJsS98KAF3WSis5YqfdahLkwVGGAhxUWv6KWMAXJdIUeIUyfEBY2BuUH0oevpQwhGrTmcmNwv8ykaxVpS54zPgHJ8nnngCjz/+OCZNmhS6fY899sCaNWsKtjDN6ISByquKpKXndGm8PJ9uuxtAbseHEIKfHPmTovx9Ro2sxo24OieMwOXhUJfrP0GHujTZEDk0MdSEcnyE8OGEgBXJ8WHZcnyYt58Gjk/4oEuijo+o6ipT4TNgx6erqyvk9Ai2bt2qE5w1MEBkiCsIdWnlU86oeT65HJ9iYuTI8ZH7J6MZOT4utOOjyQ3zHRRiWEHluEOkEHEJBSuGqDDCyc3je3YAAOoqdwIA0jlyfITjI8/4sqpLh7ry4rDDDsO9994rfyeEwHVd3HrrrTjiiCMKujjN6INy5g0nBeR3qpOby5p8Ql3FhEWET5Dj432njIJHHR/5sxY+mkxE3lqK2DJ8xB0iu9W7lPiVX4UlmuNz/IaX8OgnCFrGrvf/rh1an7Ji735/rUFVV3k6PgMOdd16661YuHAhlixZglQqhSuvvBJvvfUWtm/fnrWjs6a8YCQQPI7/wdehrvJGLWnPFeoqJoQxQJ09GnF8KKNwXQYirpYROD461KXJhnB8UsyRglkNdbmEZpaUFwIaSW52XUyqNqWj45Icjo8vcLh/c9Vhh6H9kUdRfdSnCr/GUcCAhc+sWbOwfPly3HHHHWCMoaurC6eccgouvvjirDO8NOWFASZPKOJKyNChrrKm1MLHiDaSi1R1BaGu4CHS8dGhLk0WhKNiMxdix+EOZHNBl9LiOD4Gk+E0wEtuJswAQVj4EEJDaW3ifu4PTkzssw92f/SRgq9vtDAg4ZNOp7Fo0SLceeed+MEPflCsNWlGMV7PnvBVsh5SWt4I4cMIy+jrMxwYucrZ/d+pQeH2UnC1qks7Ppo+EI5PkqYDx8cJJzcPR6iLui6IaYDaXgK/S31rM3qxKRwgbb8DGGCOj2maePPNN4tj4Wl2CUxiyFAXdOdmDYAE88ROjVVTkmNHLsfHcPzhpJUJL8eHBicUrsvZNX0gHJ9eZgdVXQ6UUBcpzr6eZUgpYQxElqtnz/GR95dnLnMGA/43nH322bj77ruLsRbNLoDhdfLxfhHCRyc3lzXC8SlFYjMAsBzCp6anF5+/5kZUTxoL16VyxIr3kEgGtEajIBwf23ACd4UTmLbnuPBihboolSOBAF9oGYYUNi5yOT7lXcUVZcA5PqlUCnfddReefPJJzJ8/H5WVlaH7b7/99oItTjP6MCj1Dgbca2BYRYBD6gszbFIzOim18DGZAUf5nfvJZwbnmDxrH7y55jkANNzAUOapacdHk4kQNWka3j/iqSQAz/EpFkwRVMx1QQwD3XQMulKATcSsrqjA8R0fLXwADEL4vPnmm9hvv/0AACtXrgzdp0NgGoNT9MRtoAfoTlA8t/dkTBw7ptTL0pQQUc5eisRmADBYtHOz9436iaiGaN+vHL6E4OFUCx9NJsLxSRMbak6jFD5FTGxkymtTX/jYtBrf25jAvjmms8vfDS18gEEIn6effroY69DsIpiMKfkRQMwszz4RmgCR0Fwqxycjx8dHzJQzRE8T5QQm+qHYNR8XeXWa0Yis6qIuKlM22ogFcIJ40hM+PMNxKRxqziTlrjfGgjJwEHDRQy3j75f3iIooWv5pCopJg87NIDqxWQOMSXiO3/jK8SX5+6YRnpnEI45PdXWdd0OogaEnfNx4b9HXpxl9SOEDB8zhoP7IiIQMdRXvbzNKUdnTDTOdRjyZBDFM6UC5uUJdIsfH0MIHGITjo9H0hQmlA64WPhoAJ08/GRVGBQ6ffHhJ/r5lGOBcDWX5jQv93+bOPRGdnTuxbM1m+ZxgSKlObtZkIoSPQ7i3bzEO2Bg2x+eGX96ClGEhkUp6vX1E1ZZwfGj2qi6iHXgA2vHRFBiTsqCvBVCceTWaUUWFWYGT9zgZDfGGkvx9kxlQuxOK5GbR4s0wLCxc+OVIjo/fAVfn+GiyIISGwzjAiSd8MDw5PjAY5nzwHua/uwKAN36CUVHVlWM6uxBCRvawb7mhHR9NQbEog0z2ozrhXVN6GGPgnMhydSJDXeHHqXuqHduJ9pqX0TvpveFZpGZUIUNdxKv/Ez0yYynh+BTvuEeiyfrMgEG824RTSTJaiHjrFTO6yh3t+GgKikkZiNEDACDM1sJHU3LMyFVutHOzQL1Id4xubJpzB5zKruIuTjMqYUpDQM4BQqM5PsUUPmEXnZj9Oz4i9EVN7fgA2vHRFJiYQWGOew5Gxbuw66qK0sRLoxkIwvGRRIaUCtQ9VVR1ZVbHaDSB48PBAZHjgyDHJ6OBYCGJCh/G5HqC3LRocrMvfHRyMwDt+GgKjEUNEKsbZu1rILRIbds1mgFg0GiOj/edRoSP2h+F+9Uxpllf9PVpRh/S8SHcC6MOY45PhuNjBKEu2aQqx6wuaoYrHMsVLXw0BSXGGMRuxQnVwkdTcjIcn6DNVAj1YCiETyIxuahr04xOoo4PpcLx8dofFDXHJ+raKMnNoIADN6fjkzG+pUwZNcJn5cqVOOmkk9DY2IiamhoccsghGc0U165dixNOOAGVlZVobGzEpZdeilQqVaIVlydeF1yxWxVnXo1GMxAYDQsf4fNkhLqUXdWlfj8U6NCAJhNV+Hjl7N7tcf98U0zhg0hyMzEM6UAR+L18cgkfM1a8dY0iRs1Z6fjjj4dt23jqqaewdOlSzJ07F5/5zGfQ2toKAHAcB8cffzy6urrw/PPP47777sMDDzyAyy+/vMQrLy9MZoKLo4B2fDQjADN6lSuquiItekzlcMhpjrJgjQZetSolFJxwuDbNDHUV0/GJ9uhhTBE+JKvjQ6Tw0aEuYJQIn61bt+KDDz7At7/9bcyZMwd77LEHbrrpJnR3d+Ott94CADzxxBN4++238fvf/x7z5s3DUUcdhR/+8If4r//6L7S3t5d4C8oHkxqQoS5o4aMpPZRSIFtyc2TXpIq5w2UHXO34aLJDCQUHR1drDMl2z4WRDQyL2sfHyPhdhLoIAIe4mcddX/gYWvgAGCXCZ8yYMdhrr71w7733oqurC7Zt484778T48eOx//77AwBeeuklzJ49G83NzfJ5xxxzDJLJJJYuXZrztZPJJNrb20NfmsFjmYZyRtHCR1N6DGqAI1P4ZCQ3q44PyTXzSKPxYIQBxGuImWrzXMV4ys/xKeLfDSU3MwZCSMjxsYmdM9RlauEDYJSUsxNC8OSTT+Kkk05CdXU1KKUYP348HnvsMdTV1QEAWltbMX58eBZQfX09LMuS4bBs3HjjjfjBD35QzOWXFV4FTRDq0mhKTabjEx5ZITBDVV1+s0Od46PJQZDnEyTKD4fjowof0ZDQO+5658pumkRVDuFjGFr4ACV2fK699loQQvr8WrJkCTjnuOiiizBu3Dj885//xCuvvIKTTjoJn/nMZ7Bp0yb5etncBc55n67DVVddhba2Nvm1bt26omxruWAyA1zuVtrt0ZQeQsJpzCLRObOBoXI4pOK5WrxrskOz7BuJYejcrIa6hAgSayEg6KG9yDi1ixyfmBY+QIkdn0suuQSnn356n49paWnBU089hYcffhg7duxATU0NAOCXv/wlnnzySfzud7/Dt7/9bTQ1NeHll18OPXfHjh1Ip9MZTpBKLBZDLKYz3QuFaRiK06NPGpqRQSjU5U9lj16Um2rSqJhnoXN8NDmQwkfZj5jr7TdFLWdX91O/EzOTBSUEPTQJkMg5zb/f0o4PgBILn8bGRjQ2Nvb7uO7ubgDIKI2mlML1d7QFCxbg+uuvx6ZNmzBhwgQAXsJzLBaTeUCa4mMZJoLLZS18NCMErv6Y3fFhisgRkTGd3KzJBetj3+DFNLuVPj7C8ZGhLuH4kEToKcK5NLXwATBKLskXLFiA+vp6nHPOOXjjjTewcuVKfPOb38SqVatw/PHHAwAWLVqEWbNm4ayzzsJrr72Gf/zjH7jiiitwwQUXSJdIU3wYZVLw8NGxe2nKgHADQ5G/E05BtdQTGRWP0fuwJjsyxyeLyCnurC4l1OWHvdTk5h6azAzRUiF8dANDYJQIn8bGRjz22GPo7OzEkUceifnz5+P555/HX/7yF+y7774AvO6sjzzyCOLxOA455BB8/vOfx+LFi3HbbbeVePXlhUEpuEwI1Tk+mpEBD42s8H6O9tY0QqEu3xXSjo8mB2p4KYMiHvpCnZv9n2U5OxGOT/Zydi18PEZFVRcAzJ8/H48//nifj5kyZQoefvjhYVqRJhuUEgg9ra+WNSOH4ERAXB6qxBGoJwVxxUypzv/TZCdbcrOgmI6P2nCKGOEcH1HVlZlm4AsfpkNdwCgSPprRASMk+NDpHj6aEQLP0liFkOjIiuBwWGVMxNgJn8f48ccXe2maUUowqDTzvqImN7PMHJ8g1EV9x0eHuvpCCx9NQfFCXbqqSzOyUENdNlzYpgMaOTmpoy0sVoe99rpi2NanGX305fgMW3Kzn+PTmPCKhGLMyi58pIOpj8mAPjNpCozq+OiuzZoRg2LuvNnyMR4/cHNGjg+lQRiAMH1o1PSNyKvJ7vgU7++qyc2ip8/sxtn4xad+gb0bZ/uhrvACZLJzMUdpjCL0p1tTUCglsK3dwcHgmJNKvRyNBkDY8WmrSmN7TTojEquGAagWPpp+6Kuqq6h1Hcq+KRwfQggOm3QYKs1K9LDcjg/RwgeADnVpCgwjBN21J6G7+ljEeG+pl6PRAAiXsztiHEVE+TA18VMLH00/BDk+mQlkxc3xyezcHKzJyF7OrvMuQ+hPt6agMBE/oDGQbBmlGk0JUPdEx/+Ns4jwUUJd1NCHRk3fBI5PllFJwzyrS66JMn9kRfZydh3q8tCfbk1BCfVCKeqMYo0mf0LJzSTHyAqlqy2jun+Ppm+yjawQDFdyM8yw8GGEobuP5GbdTN9D/xs0BUWtlNGOj2bEoOyKjnT9w2cnwwh69ugcH01/9JXjU9TkZrWPD8vm+GTp46NDXSH0p1tTUJgqfLTjoxkhqI6P6/8YDXWpwifUHVejyULJ+vhkKWcXUMKylrPrqq4wWvhoCoqhVhxo4aMZIQjhwzmB48/hip4cDCMuf2aGrvvQ9I10fLKIiaKGukLl7JHkZmr4jk80x0d0di7iukYRWvhoCgpTTiY61KUZKYhdkXPAFVVd0eRmw0IX7YYDB/G4HlWh6Zu+HZ/i/d1wcnO4E3PuUJe/IKaVD6DL2TUFhlEd6tKMPIJQF5HCJ3oSoNTC8r1vg5tO4MjKrw3vAjWjjj5zfIr5h43MkRUCRg24xEWS2uHn6ByfEFr4aAqKmuPDeKqEK9FoFHg01EUy8h2oYaFhwlvez0zn+Gj6JnB8vP3IJQTUtxZ5EWMpoeTmjBwf7/ce2gsDBFKCientOscHgA51aQoMU8rZ4053CVei0QQEV+AErthFSVjcqCMrQPQ1oaZvouXsjnLsG67k5mw5PgCyJDj769GODwAtfDQFhlIKcBeADnVpRg5qcrMrzwHhwx9VhpSqk9o1mmyIgZ9if3KJKnyK+IfVzs1ZcnwAhPN8CAlaN+gzPgD9b9AUGEIICDzhQ7Xu0YwQ1Dz7wPGJhrqUcnbdwFDTD5ZwCP39qJjdmlVCyc2RkKxBPSEUamKoOFN6cLSHFj6agkIIAfWdnoqiTurTaPJHdXzk1TiNOj5KJVd0dLtGE+GTkz4JwMvt8b4rjk8xdx+1ZYgZbWAoQl1KSXv0u0YLH01hoZRK4cP0B00zAnHllXmkyZsa6mI61KXpmxN3PxEN8QYpclzleFfccnZl34zspzLHR53QLnLZ9Nleov8VmoLihbr8Pim6j49mhMCVqi5JJJylTmcnRIe6NH0TYzGcudeZQVWX4hK6perc7O/T3bRX5rBxOadLX4gKtPDRFBwhfKhObtaMENQ+PpLIyYmYaqhLCx9N/3x+5udlzliokmvYkpujVV2eaxkOdekePlG08NEUHCqqurTu0YwQ1BwfSTTHhxqA651IVPdHo8lFbaxWCh4eCnUV7+BH1AG6GY5PlnJ2PacrAx3I1hQcInN8tPLRjAyy7omRcBYxKBo/OAWO1Q5rv8ZhWZdm9JNN+BRVZLC+prOryc1h4ROdYlHOaOGjKThS+GjdoxkhZM/xic4zAsasPt77UYcFNHmSNbm5iLEuEgp1RZOblXJ2RMvZ9T4t0MJHU3hcAlCAO3rQo2ak4AsfpY0/iRz+CCGI7VEHpz0FWqVDXZr8yOb4uEXUGOHk5kj3cb8ysVfJ8eE61JWBFj6aguP6eRKuEy/xSjQaD3kFrriQ0eZvAND4pdkA1xUwmvwR7RFCJexFTW5WR1ZEHB9/1Eq4gaE/p8vQsS6BFj6agiMG9emqLs1IgcvvnuOTSHKQLPO4CCHFPWlpdjncbA0Ci1nO3leODwtyfAjxjsBpQlAxfzxiLbVFW9NoQwsfTcEhUvhoNCMDWdXl/17XBXBdsq4pAI6Y0q7cVtQcMVX4mNlzfLyqLm8NDqVoOHVG8dYzCtHnJk3BydIxRaMpKUFys/d7XSfAdXdmTQHo4l4uo5rQTIYpuRmRcC3NMquL63KuDPR/RFN4pOOjpY9mpKAmNwO1XRw8S46PRjNQuBQYSlVXEXPEwsnN4ensBlMbGGauS+OhhY+m4FDduVkzwggaGHq/13UBPEuOj0YzUMSoitCEnmImx9M+qrpCoS4hfLTAj6KFj6bgiL6FeufSjBR4xPGZYKVADS18NENHDr1VGra6RQwv9TWrSwwp7aUppZxdOz5R9LlJU3DkrC5dEqwZKUTGZU+b0KUdH01BEFVdzFVuM4YnuTkjx0e6PDzoL6ST+DPQwkdTcMSHL1FRWeKVaDQeQveIJOdGx5GTrDWaocD9UBdRYl2uWbx9S3V5ojk+TAlrZS2z1wDQwkdTBITRw6IjATSaEsH9uQLi1NToOCDEzP0EjSZPeuJel+9wA8MiJjcrx9XMHJ/gPtE9Wjs+megzk6bgiI+83rk0Iw2R49PoOCBUCx/N0Nk2phoAsLNK2Z+KKTb6mtWVzfGhOqQbRZ+bNAVHNjDUFqtmhKBWdRHOUe+4MHRys6YAiHJ2dUgp2PAkNyPauVlJqnbEKA2da5mBFj6agiM+Z/rzphkpcAShrnrXhQGAMe34aIaOEBYOUxoYFjHMT/ro3BwSPpFZXZoALXw0BScoZ9fKRzNSEI4PwVjbAQBQGivlgjS7CFJUK+XspJihLjW5OVLVFQp1ScdHn+aj6P+IpuDIHB+tezQjBK58b3Q84cPMeMnWo9mF8IWFoxzwooKkkITcJKMvx0dY79rxiaKFj6bgiI7NTOf4aEYM4lBHMMYXPjSWKN1yNLsMGyc0YmsNsHJytbzNRRFFtZFfcnOb6TUW6ixiaf1oRQsfTcHRVV2akYaa3CwcH8OqKOWSNLsIbXXVuOgihufmjZW3kSLmj4VyfPpwfKTwsbTwiaLPTZqCI6+tteOjGTEEyc2NjndCMLTjoykAFAQgBKlQsVURQ12q8ImE1Ay1dF2ExPQw3gy08NEUHCF3DC18NCMEdVZXg+sgbRDt+GgKgijiSCuaw6gs4r6lCplI52bV8RG5PUVNtB6l6EYWmoJDIt81mpJDglDX9pY4llkWzERViRel2RUQwqfTCqq6jKriuYl9lbOrOT6yY7N2fDLQwkdTcMQ1h67q0owcglCXUc3QaVI0Jar7fopGkwcTHAaYQK8BvN0yHWPadsAcP6V4f9AwENtrL7hdXWA1NaG7CCEgIODgQfVXEZspjla08NEUHPEx01VdmpEGB1DDvCtzw9Ll7JqhM4Z4s7pijoOvXXEtmOvg2oreov09Qgim/c/94JxnJDcDnutjczsoY9eOTwajRgouW7YMRx99NOrq6jBmzBhceOGF6OzsDD1m7dq1OOGEE1BZWYnGxkZceumlSKVSJVpx+SLbR2jhoxkhVMW9XIhu1ouXNhyCx1YfiVhM5/hohk5lhbcfzdreC5cxpE0LY1hxPQVimqCWlfU+mecjcny08MlgVAifjRs34qijjsL06dPx8ssv47HHHsNbb72Fc889Vz7GcRwcf/zx6OrqwvPPP4/77rsPDzzwAC6//PLSLbxM0eXsmpFGRcw7STjUwf975zT878rFiJl6ZIVm6BiWtx9RuPK2qsrKUi0HLCJ4dHJzJqMi1PXwww/DNE384he/APXjlr/4xS8wb948fPDBB5g+fTqeeOIJvP3221i3bh2am5sBAD/84Q9x7rnn4vrrr0dNJBaqKR7iY8Z0q3TNCIHVxIFuwGDBVXIsrkNdmgJQmwB6gB2xboC7AKGorx9TsuUEjo/3nRSxtH60MirOTMlkEpZlSdEDAImElzX//PPPAwBeeuklzJ49W4oeADjmmGOQTCaxdOnSPl+7vb099KUZGuJjZupQl2aEwPyyX5MFYicWyx4q0GgGguHn2Ww01wLwmmPGixzq6guTevs6Mbz9O1r5pRklwufII49Ea2srbr31VqRSKezYsQPf+c53AACbNm0CALS2tmL8+PGh59XX18OyLLS2tuZ87RtvvBG1tbXya/LkycXbkDLh7EmNmNnbgc9On1rqpWg0AIC5LWdjEx+Dmbt9CQfXL8fhDW+gslJXdWmGzjFzF2IPex9MiU3DpNQL2JOuxl4140q2nvNmn4fP7PYZ7PGFs/BRy2zscdrikq1lpEI457z/hxWHa6+9Fj/4wQ/6fMyrr76K+fPn4w9/+AO+8Y1vYOvWrWCM4dJLL8V///d/4xvf+AauvPJKXHjhhVizZg0ef/zx0PMty8K9996L008/PevrJ5NJJJNJ+Xt7ezsmT56MtrY2HR7TaDQajWaU0N7ejtra2n7P3yX1wC655JKcgkTQ0tICADjjjDNwxhlnYPPmzaisrAQhBLfffjumTZsGAGhqasLLL78ceu6OHTuQTqcznCCVWCyGWCw2tA3RaDQajUYzKiip8GlsbERjY+OAniNEzG9+8xvE43EcffTRAIAFCxbg+uuvx6ZNmzBhwgQAwBNPPIFYLIb999+/sAvXaDQajUYzKhk1WU8///nPcfDBB6OqqgpPPvkkvvnNb+Kmm25CXV0dAGDRokWYNWsWzjrrLNx6663Yvn07rrjiClxwwQU6ZKXRaDQajQbAKBI+r7zyCq655hp0dnZizz33xJ133omzzjpL3s8YwyOPPIKLLroIhxxyCBKJBM444wzcdtttJVy1RqPRaDSakURJk5tHIvkmR2k0Go1Goxk55Hv+HhXl7BqNRqPRaDSFQAsfjUaj0Wg0ZYMWPhqNRqPRaMoGLXw0Go1Go9GUDVr4aDQajUajKRu08NFoNBqNRlM2aOGj0Wg0Go2mbNDCR6PRaDQaTdmghY9Go9FoNJqyYdSMrBguRCPr9vb2Eq9Eo9FoNBpNvojzdn8DKbTwidDR0QEAmDx5colXotFoNBqNZqB0dHSgtrY25/16VlcE13WxceNGVFdXgxBSsNdtb2/H5MmTsW7dul12BpjextHPrr59gN7GXYFdffsAvY2DgXOOjo4ONDc3g9LcmTza8YlAKcWkSZOK9vo1NTW77E4s0Ns4+tnVtw/Q27grsKtvH6C3caD05fQIdHKzRqPRaDSaskELH41Go9FoNGWDFj7DRCwWwzXXXINYLFbqpRQNvY2jn119+wC9jbsCu/r2AXobi4lObtZoNBqNRlM2aMdHo9FoNBpN2aCFj0aj0Wg0mrJBCx+NRqPRaDRlgxY+Go1Go9FoygYtfArIjTfeiAMOOADV1dUYN24cFi9ejPfee0/en06n8a1vfQv77LMPKisr0dzcjLPPPhsbN24s4aoHRn/bCADXXnst9txzT1RWVqK+vh5HHXUUXn755RKteODks40qX/nKV0AIwY9//OPhW+QQyGf7zj33XBBCQl8HHXRQiVY8cPJ9D9955x2ceOKJqK2tRXV1NQ466CCsXbu2BCseOPlsY/Q9FF+33npriVadP/lsX2dnJy655BJMmjQJiUQCe+21F+64444SrXjg5LONmzdvxrnnnovm5mZUVFTg2GOPxfvvv1+iFQ+cO+64A3PmzJFNChcsWIC//e1v8n7OOa699lo0NzcjkUhg4cKFeOutt4q6Ji18Csizzz6Liy++GP/617/w5JNPwrZtLFq0CF1dXQCA7u5uLFu2DN///vexbNkyPPjgg1i5ciVOPPHEEq88f/rbRgCYMWMGfv7zn2PFihV4/vnn0dLSgkWLFuHjjz8u4crzJ59tFPz5z3/Gyy+/jObm5hKsdHDku33HHnssNm3aJL8effTREq144OSzjR9++CEOPfRQ7LnnnnjmmWfwxhtv4Pvf/z7i8XgJV54/+Wyj+v5t2rQJv/nNb0AIwWc/+9kSrjw/8tm+r3/963jsscfw+9//Hu+88w6+/vWv42tf+xr+8pe/lHDl+dPfNnLOsXjxYnz00Uf4y1/+gtdeew1Tp07FUUcdlfV4NBKZNGkSbrrpJixZsgRLlizBkUceiZNOOkmKm1tuuQW33347fv7zn+PVV19FU1MTjj76aDk3syhwTdHYsmULB8CfffbZnI955ZVXOAC+Zs2aYVxZ4chnG9va2jgA/ve//30YV1Y4cm3j+vXr+cSJE/mbb77Jp06dyn/0ox+VZoFDJNv2nXPOOfykk04q3aIKTLZtPO200/iZZ55ZwlUVlnw+iyeddBI/8sgjh3FVhSPb9u299978uuuuCz1uv/3249/73veGe3kFIbqN7733HgfA33zzTfkY27Z5Q0MD/6//+q9SLXPI1NfX87vuuou7rsubmpr4TTfdJO/r7e3ltbW1/Fe/+lXR/r52fIpIW1sbAKChoaHPxxBCUFdXN0yrKiz9bWMqlcKvf/1r1NbWYt999x3OpRWMbNvoui7OOussfPOb38Tee+9dqqUVhFzv4TPPPINx48ZhxowZuOCCC7Bly5ZSLK8gRLfRdV088sgjmDFjBo455hiMGzcOBx54IP785z+XcJVDo7/P4ubNm/HII4/g/PPPH85lFYxs23fooYfioYcewoYNG8A5x9NPP42VK1fimGOOKdUyh0R0G5PJJACEXEjGGCzLwvPPPz/8CxwijuPgvvvuQ1dXFxYsWIBVq1ahtbUVixYtko+JxWI4/PDD8eKLLxZvIUWTVGWO67r8hBNO4IceemjOx/T09PD999+ff/GLXxzGlRWOvrbxr3/9K6+srOSEEN7c3MxfeeWVEqxw6OTaxhtuuIEfffTR3HVdzjkftY5Pru277777+MMPP8xXrFjBH3roIb7vvvvyvffem/f29pZopYMn2zZu2rSJA+AVFRX89ttv56+99hq/8cYbOSGEP/PMMyVc7eDI53hz88038/r6et7T0zOMKysMubYvmUzys88+mwPghmFwy7L4vffeW6JVDo1s25hKpfjUqVP55z73Ob59+3aeTCb5jTfeyAHwRYsWlXC1A2P58uW8srKSM8Z4bW0tf+SRRzjnnL/wwgscAN+wYUPo8RdccEFRt08LnyJx0UUX8alTp/J169ZlvT+VSvGTTjqJz5s3j7e1tQ3z6gpDX9vY2dnJ33//ff7SSy/xL33pS7ylpYVv3ry5BKscGtm2ccmSJXz8+PGhD+toFT797aeCjRs3ctM0+QMPPDBMKysc2bZxw4YNHAD/whe+EHrsCSecwE8//fThXuKQyed9nDlzJr/kkkuGcVWFI9f23XrrrXzGjBn8oYce4m+88Qb/2c9+xquqqviTTz5ZopUOnlzbuGTJEr7vvvtyAJwxxo855hh+3HHH8eOOO65EKx04yWSSv//++/zVV1/l3/72t3ljYyN/6623pPDZuHFj6PFf/vKX+THHHFO09WjhUwQuueQSPmnSJP7RRx9lvT+VSvHFixfzOXPm8K1btw7z6gpDf9sYZfr06fyGG24o8qoKS65t/NGPfsQJIZwxJr8AcEopnzp1amkWOwgG8x6qsfjRQK5tTCaT3DAM/h//8R+h26+88kp+8MEHD+cSh0w+7+Nzzz3HAfDXX399GFdWGHJtX3d3NzdNkz/88MOh288///yinjSLQT7v4c6dO/mWLVs455x/4hOf4BdddNFwLa/gfOpTn+IXXngh//DDDzkAvmzZstD9J554Ij/77LOL9vd1jk8B4ZzjkksuwYMPPoinnnoK06ZNy3hMOp3G5z//ebz//vv4+9//jjFjxpRgpYMnn23M9TwRrx7p9LeNZ511FpYvX47XX39dfjU3N+Ob3/wmHn/88RKtOn8G8x5u27YN69atw4QJE4ZhhUOnv220LAsHHHBARunwypUrMXXq1OFc6qAZyPt49913Y//99x9VeXb9bV86nUY6nQal4dMYYwyu6w7nUgfNQN7D2tpajB07Fu+//z6WLFmCk046aRhXWljE+WDatGloamrCk08+Ke9LpVJ49tlncfDBBxd1AZoC8dWvfpXX1tbyZ555hm/atEl+dXd3c845T6fT/MQTT+STJk3ir7/+eugxyWSyxKvPj/62sbOzk1911VX8pZde4qtXr+ZLly7l559/Po/FYqHKhJFMf9uYjdEU6upv+zo6Ovjll1/OX3zxRb5q1Sr+9NNP8wULFvCJEyfy9vb2Eq8+P/J5Dx988EFumib/9a9/zd9//33+s5/9jDPG+D//+c8Srjx/8t1P29raeEVFBb/jjjtKtNLBkc/2HX744XzvvffmTz/9NP/oo4/4Pffcw+PxOP/lL39ZwpXnTz7b+D//8z/86aef5h9++CH/85//zKdOncpPOeWUEq56YFx11VX8ueee46tWreLLly/n3/nOdzillD/xxBOcc85vuukmXltbyx988EG+YsUK/oUvfIFPmDChqMcaLXwKCICsX/fccw/nnPNVq1blfMzTTz9d0rXnS3/b2NPTw08++WTe3NzMLcviEyZM4CeeeOKoSm7ubxuzMZqET3/b193dzRctWsTHjh3LTdPkU6ZM4eeccw5fu3ZtaRc+APJ9D++++24+ffp0Ho/H+b777sv//Oc/l2bBgyDfbbzzzjt5IpHgO3fuLM1CB0k+27dp0yZ+7rnn8ubmZh6Px/nMmTP5D3/4Q1l0MNLJZxt/8pOf8EmTJsnP4ve+971Rc6HMOedf+tKX+NSpU7llWXzs2LH8U5/6lBQ9nHtJ3ddccw1vamrisViMH3bYYXzFihVFXRPhnPNCOkgajUaj0Wg0IxWd46PRaDQajaZs0MJHo9FoNBpN2aCFj0aj0Wg0mrJBCx+NRqPRaDRlgxY+Go1Go9FoygYtfDQajUaj0ZQNWvhoNBqNRqMZtbS0tODHP/5x3o/Xwkej0YwYnnnmGRBCsHPnzlIvRaPZ5bjxxhtxwAEHoLq6GuPGjcPixYszxrZwznHttdeiubkZiUQCCxcuxFtvvRV6zK9//WssXLgQNTU1OT+vLS0tIISEvr797W/3u8Zrr70Wc+fOHcpm9osWPhqNpmQsXLgQl112mfz94IMPxqZNm1BbW1u6ReXBueeei8WLF5d6GRrNgHj22Wdx8cUX41//+heefPJJ2LaNRYsWoaurSz7mlltuwe23346f//znePXVV9HU1ISjjz4aHR0d8jHd3d049thj8Z3vfKfPv3fddddh06ZN8ut73/te0bZtIBilXoBGo9EILMtCU1NTqZeh0eySPPbYY6Hf77nnHowbNw5Lly7FYYcdBs45fvzjH+O73/0uTjnlFADA7373O4wfPx5/+MMf8JWvfAUA5MXKM8880+ffq66uHvLneeHChZg7d24olLV48WLU1dXht7/97aBeUzs+Go2mJJx77rl49tln8ZOf/ERa4b/97W9D1vlvf/tb1NXV4eGHH8bMmTNRUVGBU089FV1dXfjd736HlpYW1NfX42tf+xocx5GvnUqlcOWVV2LixImorKzEgQce2O9BWpDNav/xj3+MlpYWef/vfvc7/OUvf5HrFq+9fv16nH766WhoaEBlZSXmz5+Pl19+eYj/KY2mOLS1tQEAGhoaAACrVq1Ca2srFi1aJB8Ti8Vw+OGH48UXXxzw6998880YM2YM5s6di+uvvx6pVKowCx8i2vHRaDQl4Sc/+QlWrlyJ2bNn47rrrgOAjFwCwLPVf/rTn+K+++5DR0cHTjnlFJxyyimoq6vDo48+io8++gif/exnceihh+K0004DAJx33nlYvXo17rvvPjQ3N+NPf/oTjj32WKxYsQJ77LHHkNZ9xRVX4J133kF7ezvuueceAN6Jo7OzE4cffjgmTpyIhx56CE1NTVi2bBlc1x3S39NoigHnHN/4xjdw6KGHYvbs2QCA1tZWAMD48eNDjx0/fjzWrFkzoNf/93//d+y3336or6/HK6+8gquuugqrVq3CXXfdVZgNGAJa+Gg0mpJQW1sLy7JQUVEh7fB3330343HpdBp33HEHdt99dwDAqaeeiv/+7//G5s2bUVVVhVmzZuGII47A008/jdNOOw0ffvgh/vjHP2L9+vVobm4G4ImVxx57DPfccw9uuOGGIa27qqoKiUQCyWQyZOP/9re/xccff4xXX31VXkFPnz59SH9LoykWl1xyCZYvX47nn38+4z5CSOh3znnGbf3x9a9/Xf48Z84c1NfX49RTT5Uu0N577y3F1Cc/+Un87W9/G8RWDA4tfDQazYimoqJCih7Au/psaWlBVVVV6LYtW7YAAJYtWwbOOWbMmBF6nWQyiTFjxhRtna+//jrmzZsnRY9GM1L52te+hoceegjPPfccJk2aJG8XQr61tRUTJkyQt2/ZsiXDBRooBx10EADggw8+wJgxY/Doo48inU4DABKJRM7nUUrBOQ/dJp43WLTw0Wg0IxrTNEO/E0Ky3iZCSq7rgjGGpUuXgjEWepwqlnIx2ANtXwdvjWYkwDnH1772NfzpT3/CM888g2nTpoXunzZtGpqamvDkk09i3rx5ALx8uWeffRY333zzkP72a6+9BgBSUE2dOjWv540dOxabNm2SvzuOgzfffBNHHHHEoNeihY9GoykZlmWFkpILwbx58+A4DrZs2YJPfvKTA37+2LFj0draGrL3X3/99dBjsq17zpw5uOuuu7B9+3bt+mhGJBdffDH+8Ic/4C9/+Quqq6tlTk9tbS0SiQQIIbjssstwww03YI899sAee+yBG264ARUVFTjjjDPk67S2tqK1tRUffPABAGDFihWorq7GlClT0NDQgJdeegn/+te/cMQRR6C2thavvvoqvv71r+PEE0/ElClTBrTmI488Et/4xjfwyCOPYPfdd8ePfvSjIff50lVdGo2mZLS0tODll1/G6tWrsXXr1oIkAs+YMQNf/OIXcfbZZ+PBBx/EqlWr8Oqrr+Lmm2/Go48+2u/zFy5ciI8//hi33HILPvzwQ/ziF7/IyD9oaWnB8uXL8d5772Hr1q1Ip9P4whe+gKamJixevBgvvPACPvroIzzwwAN46aWXhrxNGk0huOOOO9DW1oaFCxdiwoQJ8uv++++Xj7nyyitx2WWX4aKLLsL8+fOxYcMGPPHEE6iurpaP+dWvfoV58+bhggsuAAAcdthhmDdvHh566CEAXiXY/fffj4ULF2LWrFm4+uqrccEFF+CPf/xjv2t0XReGEXgyX/rSl3DOOefg7LPPxuGHH45p06YNye0BAHCNRqMpEe+99x4/6KCDeCKR4AD4PffcwwHwHTt2cM45v+eee3htbW3oOddccw3fd999Q7edc845/KSTTpK/p1IpfvXVV/OWlhZumiZvamriJ598Ml++fHle67rjjjv45MmTeWVlJT/77LP59ddfz6dOnSrv37JlCz/66KN5VVUVB8Cffvppzjnnq1ev5p/97Gd5TU0Nr6io4PPnz+cvv/zyAP8rGk358pWvfIUff/zxRf0bhPNIMFuj0Wg0Go1mGOno6MBrr72GU089Fd/5zndCHd0LjQ51aTQajUajKSlXX301Tj31VJx88sn4t3/7t6L+Le34aDSasuK4447DP//5z6z3fec73+l3/pBGoxndaOGj0WjKig0bNqCnpyfrfQ0NDboiS6PZxdHCR6PRaDQaTdmgc3w0Go1Go9GUDVr4aDQajUajKRu08NFoNBqNRlM2aOGj0Wg0Go2mbNDCR6PRaDQaTdmghY9Go9FoNJqyQQsfjUaj0Wg0ZYMWPhqNRqPRaMqG/w8HXXyckEAIxQAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_cmls.rsl.isel(sublink_id=0).resample(time='1h').min().plot.line(x='time', add_legend=False);" + ] + }, + { + "cell_type": "markdown", + "id": "4f3cbe9c-7e97-4ea9-948a-f2e02b43e296", + "metadata": {}, + "source": [ + "## Load gauge data and write selected period to NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "dc13f35b-31e2-405c-bbc9-2724d6c293fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 12MB\n",
+       "Dimensions:          (id: 10, time: 132480)\n",
+       "Coordinates:\n",
+       "  * id               (id) object 80B 'Jarn' 'Torp' 'Bergsj' ... 'Lbom' 'Askim'\n",
+       "  * time             (time) datetime64[ns] 1MB 2015-06-01T00:01:00 ... 2015-0...\n",
+       "    lon              (id) float64 80B 11.94 12.04 12.07 ... 11.99 11.97 11.94\n",
+       "    lat              (id) float64 80B 57.65 57.72 57.75 ... 57.71 57.71 57.63\n",
+       "    location         (id) object 80B 'Järnbrottsmotet' ... 'Askim Ögärdesv'\n",
+       "    type             (id) object 80B 'Weighing' 'Weighing' ... 'Tipping-bucket'\n",
+       "    quantization     (id) float64 80B 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.2 0.2 0.2\n",
+       "Data variables:\n",
+       "    rainfall_amount  (id, time) float64 11MB 0.1 0.0 0.1 0.0 ... 0.0 0.2 0.0 0.0
" + ], + "text/plain": [ + " Size: 12MB\n", + "Dimensions: (id: 10, time: 132480)\n", + "Coordinates:\n", + " * id (id) object 80B 'Jarn' 'Torp' 'Bergsj' ... 'Lbom' 'Askim'\n", + " * time (time) datetime64[ns] 1MB 2015-06-01T00:01:00 ... 2015-0...\n", + " lon (id) float64 80B 11.94 12.04 12.07 ... 11.99 11.97 11.94\n", + " lat (id) float64 80B 57.65 57.72 57.75 ... 57.71 57.71 57.63\n", + " location (id) object 80B 'Järnbrottsmotet' ... 'Askim Ögärdesv'\n", + " type (id) object 80B 'Weighing' 'Weighing' ... 'Tipping-bucket'\n", + " quantization (id) float64 80B 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.2 0.2 0.2\n", + "Data variables:\n", + " rainfall_amount (id, time) float64 11MB 0.1 0.0 0.1 0.0 ... 0.0 0.2 0.0 0.0" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_gauges_city = pd.read_csv(\n", + " \"data/andersson_2022_OpenMRG/gauges/city/CityGauges-2015JJA.csv\",\n", + " index_col=0,\n", + " parse_dates=True,\n", + ")\n", + "\n", + "df_gauges_city_metadata = pd.read_csv(\n", + " \"data/andersson_2022_OpenMRG/gauges/city/CityGauges-metadata.csv\",\n", + " index_col=0,\n", + ")\n", + "\n", + "ds_gauges_city = xr.Dataset(\n", + " data_vars=dict(\n", + " rainfall_amount=([\"id\", \"time\"], df_gauges_city.T),\n", + " ),\n", + " coords=dict(\n", + " id=df_gauges_city_metadata.index.values,\n", + " time=df_gauges_city.index.values,\n", + " lon=([\"id\"], df_gauges_city_metadata.Longitude_DecDeg),\n", + " lat=([\"id\"], df_gauges_city_metadata.Latitude_DecDeg),\n", + " location=([\"id\"], df_gauges_city_metadata.Location),\n", + " type=([\"id\"], df_gauges_city_metadata.Type),\n", + " quantization=([\"id\"], df_gauges_city_metadata[\"Resolution (mm)\"]),\n", + " ),\n", + ")\n", + "ds_gauges_city" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "38a3dbe2-e123-410a-a340-961d202cbfc9", + "metadata": {}, + "outputs": [], + "source": [ + "df_gauge_smhi = pd.read_csv(\n", + " \"data/andersson_2022_OpenMRG/gauges/smhi/GbgA-71420-2015JJA.csv\",\n", + " index_col=0,\n", + " parse_dates=True,\n", + ")\n", + "\n", + "ds_gauges_smhi = xr.Dataset(\n", + " data_vars=dict(\n", + " rainfall_amount=([\"id\", \"time\"], [df_gauge_smhi.Pvol_mm.values]),\n", + " ),\n", + " coords=dict(\n", + " id=[\"SMHI\"],\n", + " time=df_gauge_smhi.index.values,\n", + " lon=([\"id\"], [11.9924]),\n", + " lat=([\"id\"], [57.7156]),\n", + " location=([\"id\"], [\"Goeteburg A\"]),\n", + " type=([\"id\"], [\"15 min rainfall sum\"]),\n", + " quantization=([\"id\"], [0.1]),\n", + " ),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4970050a", + "metadata": {}, + "outputs": [], + "source": [ + "ds_gauges_city = ds_gauges_city.sel(time=slice(t_start, t_end))\n", + "ds_gauges_smhi = ds_gauges_smhi.sel(time=slice(t_start, t_end))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e6d9cfed", + "metadata": {}, + "outputs": [], + "source": [ + "ds_gauges_city.to_netcdf('../openmrg_municp_gauge_8d.nc', encoding={'rainfall_amount': {'zlib': True}})\n", + "ds_gauges_smhi.to_netcdf('../openmrg_smhi_gauge_8d.nc', encoding={'rainfall_amount': {'zlib': True}})" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e68c63a3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_gauges_city.rainfall_amount.resample(time='1h').sum().plot.line(x='time');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f0ec4802", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_gauges_city.rainfall_amount.resample(time='1h').sum().cumsum(dim='time').plot.line(x='time');" + ] + }, + { + "cell_type": "markdown", + "id": "fe7089b7", + "metadata": {}, + "source": [ + "## Load radar data, calculate rain rates and write to NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "dd90aeb1-3e43-426b-a6cd-c74a1d9d059b", + "metadata": {}, + "outputs": [], + "source": [ + "ds_radar = xr.open_dataset(\n", + " \"data/andersson_2022_OpenMRG/radar/radar.nc\"\n", + ")\n", + "ds_radar = ds_radar.rename_vars({'data': 'dBZ'})\n", + "# get rain rates from radar reflecitivity using values from Andersson et al (2022)\n", + "ds_radar[\"R\"] = (10 ** (ds_radar.dBZ / 10) / 200) ** (1/1.5)\n", + "ds_radar.R.attrs = {\n", + " 'units': 'mm/h', \n", + " 'long_name': 'rain rate', \n", + " 'comment': 'calculated from provided dBZ in original data using Z = 200 * R ** 1.5',\n", + "}\n", + "\n", + "#add lon lat grid\n", + "x_grid, y_grid = np.meshgrid(ds_radar.x.values, ds_radar.y.values)\n", + "transformer = pyproj.Transformer.from_crs(\n", + " \"+proj=stere +lat_ts=60 +ellps=bessel +lon_0=14 +lat_0=90\",\n", + " \"EPSG:4326\",\n", + " always_xy=True,\n", + ")\n", + "lon_grid, lat_grid = transformer.transform(xx=x_grid, yy=y_grid)\n", + "\n", + "ds_radar.coords[\"lon\"] = ((\"y\", \"x\"), lon_grid)\n", + "ds_radar.coords[\"lat\"] = ((\"y\", \"x\"), lat_grid)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "21f9ec3b", + "metadata": {}, + "outputs": [], + "source": [ + "ds_radar = ds_radar.sel(time=slice(t_start, t_end))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "f814fdb1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_radar.R.resample(time='1h').mean().sum(dim='time').plot(vmin=0, vmax=80, cmap='turbo')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a4dee892", + "metadata": {}, + "outputs": [], + "source": [ + "ds_radar.R.encoding = {'zlib': True, 'complevel': 4, 'dtype': 'int', 'scale_factor': 0.01, '_FillValue': -9999}\n", + "ds_radar.drop_vars('dBZ').to_netcdf('../openmrg_rad_8d.nc')" + ] + }, + { + "cell_type": "markdown", + "id": "57242e63", + "metadata": {}, + "source": [ + "## Process CML data and write to NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d59e6b37", + "metadata": {}, + "outputs": [], + "source": [ + "ds_cmls[\"tl\"] = ds_cmls.tsl - ds_cmls.rsl\n", + "\n", + "ds_cmls['tl'] = ds_cmls.tl.interpolate_na(dim='time', method='linear', max_gap='5min')\n", + "\n", + "# flag cmls with strong diurnal fluctuation\n", + "qc_diurnalcicle = (ds_cmls.tl.rolling(time=60 * 5, center=True).std() > 2).mean(dim=\"time\") > 0.1\n", + "\n", + "# flag cmls with very noisy periods\n", + "qc_noisyperiods = (ds_cmls.tl.rolling(time=60, center=True).std() > 0.8).mean(dim=\"time\") > 0.20" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "35795550", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_cmls.where(qc_noisyperiods, drop=True).isel(sublink_id=0).tl.plot.line(x='time');" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d5b546e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset> Size: 604MB\n",
+       "Dimensions:       (sublink_id: 2, cml_id: 364, time: 69120)\n",
+       "Coordinates:\n",
+       "  * sublink_id    (sublink_id) <U9 72B 'sublink_1' 'sublink_2'\n",
+       "  * cml_id        (cml_id) int64 3kB 10001 10002 10003 ... 10362 10363 10364\n",
+       "  * time          (time) datetime64[ns] 553kB 2015-07-22 ... 2015-07-29T23:59:50\n",
+       "    site_0_lat    (cml_id) float64 3kB 57.7 57.73 57.69 ... 57.65 57.66 57.71\n",
+       "    site_0_lon    (cml_id) float64 3kB 12.0 11.98 11.97 ... 12.12 12.03 12.01\n",
+       "    site_1_lat    (cml_id) float64 3kB 57.7 57.72 57.69 ... 57.66 57.63 57.71\n",
+       "    site_1_lon    (cml_id) float64 3kB 11.99 11.97 11.98 ... 12.14 11.97 11.98\n",
+       "    frequency     (sublink_id, cml_id) float64 6kB 2.821e+04 ... 2.926e+04\n",
+       "    polarization  (sublink_id, cml_id) <U1 3kB 'v' 'v' 'v' 'v' ... 'v' 'v' 'v'\n",
+       "    length        (cml_id) float64 3kB 691.4 614.6 323.7 ... 4.806e+03 1.412e+03\n",
+       "Data variables:\n",
+       "    tsl           (time, sublink_id, cml_id) float32 201MB 1.0 0.0 ... 16.0 0.0\n",
+       "    rsl           (time, sublink_id, cml_id) float32 201MB -46.0 -41.0 ... -49.2\n",
+       "    tl            (time, sublink_id, cml_id) float32 201MB 47.0 41.0 ... 49.2\n",
+       "Attributes: (12/14)\n",
+       "    title:                 OpenMRG-CML\n",
+       "    version:               1.1\n",
+       "    source:                Swedish Meteorological and Hydrological Institute ...\n",
+       "    contact:               hydro.fou@smhi.se, jafet.andersson@smhi.se\n",
+       "    license:               https://creativecommons.org/licenses/by-sa/4.0\n",
+       "    doi:                   https://doi.org/10.5281/zenodo.6673750\n",
+       "    ...                    ...\n",
+       "    institution:           NA\n",
+       "    date:                  NA\n",
+       "    history:               NA\n",
+       "    naming convention:     NA\n",
+       "    license restrictions:  NA\n",
+       "    reference:             NA
" + ], + "text/plain": [ + " Size: 604MB\n", + "Dimensions: (sublink_id: 2, cml_id: 364, time: 69120)\n", + "Coordinates:\n", + " * sublink_id (sublink_id) ds_cmls.roll_std_threshold\n", + "#ds_cmls['wet'] = ds_cmls.tl.rolling(time=60).std() > 0.4\n", + "ds_cmls['wet'] = (da_radar_along_cmls > 0.1).rolling(time=3, center=True).max()\n", + "\n", + "# calculate baseline\n", + "ds_cmls[\"baseline\"] = pycml.processing.baseline.baseline_constant(\n", + " trsl=ds_cmls.tl,\n", + " wet=ds_cmls.wet,\n", + " n_average_last_dry=5,\n", + ") \n", + "\n", + "# calculate wet antenna effect\n", + "ds_cmls[\"A_obs\"] = ds_cmls.tl - ds_cmls.baseline\n", + "ds_cmls[\"A_obs\"] = ds_cmls.A_obs.where(ds_cmls.A_obs >= 0, 0)\n", + "ds_cmls[\"waa\"] = pycml.processing.wet_antenna.waa_pastorek_2021_from_A_obs(\n", + " A_obs=ds_cmls.A_obs,\n", + " f_Hz=ds_cmls.frequency * 1e6,\n", + " pol=ds_cmls.polarization.data,\n", + " L_km=ds_cmls.length / 1000,\n", + " A_max=6,\n", + " zeta=0.7, \n", + " d=0.15, \n", + ")\n", + "\n", + "# calculate attenuation caused by rain and remove negative attenuation\n", + "ds_cmls[\"A\"] = ds_cmls.tl - ds_cmls.baseline - ds_cmls.waa\n", + "ds_cmls[\"A\"].data[ds_cmls.A < 0] = 0\n", + "# derive rain rate via the k-R relation\n", + "ds_cmls[\"R\"] = pycml.processing.k_R_relation.calc_R_from_A(\n", + " A=ds_cmls.A,\n", + " L_km=ds_cmls.length.astype(float) / 1000, \n", + " f_GHz=ds_cmls.frequency / 1000, \n", + " pol=ds_cmls.polarization,\n", + ")\n", + "ds_cmls[\"R\"].data[ds_cmls.R < 0.01] = 0" + ] + }, + { + "cell_type": "markdown", + "id": "6a3fd0b8", + "metadata": {}, + "source": [ + "### Do some quick analysis of processed CML rain rates" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "0d5125cf", + "metadata": {}, + "outputs": [], + "source": [ + "# currently not used for wet-dry\n", + "#ds_cmls.roll_std_threshold.plot.hist(bins=100);" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "97fc7e17", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_cmls.isel(sublink_id=0).R.resample(time='1h').mean().cumsum(dim='time').plot.line(x='time', add_legend=False);" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "57bd3bc5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(\n", + " ds_cmls\n", + " .where(~qc_noisyperiods, drop=True)\n", + " .isel(sublink_id=0)\n", + " .R\n", + " .resample(time='1h').mean()\n", + " .cumsum(dim='time')\n", + " .plot.line(x='time', add_legend=False)\n", + ");" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "4da984ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plg.plot_map.plot_plg(\n", + " da_cmls=ds_cmls.isel(sublink_id=0).R.resample(time='1h').mean().sum(dim='time'),\n", + " da_grid=ds_radar.R.resample(time='1h').mean().sum(dim='time'),\n", + " da_gauges=ds_gauges_city.rainfall_amount.sum(dim='time'),\n", + " vmin=0,\n", + " vmax=70,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "7b1a37d4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cml_id = 10010\n", + "\n", + "ds_cmls.isel(sublink_id=0).sel(cml_id=cml_id).R.plot()\n", + "da_radar_along_cmls.sel(cml_id=cml_id).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "38ebcc0f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cml_id = 10060\n", + "\n", + "ds_cmls.isel(sublink_id=0).sel(cml_id=cml_id).R.resample(time='1h').mean().plot()\n", + "da_radar_along_cmls.sel(cml_id=cml_id).resample(time='1h').mean().plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "2b57c1ee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.scatter(\n", + " ds_cmls.isel(sublink_id=0).sel(cml_id=cml_id).R.resample(time='1h').mean(),\n", + " da_radar_along_cmls.sel(cml_id=cml_id).resample(time='1h').mean(),\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "d7ff0062", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.hexbin(\n", + " ds_cmls.isel(sublink_id=0).R.transpose().resample(time='1h').mean().data.flatten(),\n", + " da_radar_along_cmls.resample(time='1h').mean().data.flatten(),\n", + " gridsize=50,\n", + " bins='log',\n", + " extent=[0, 20, 0, 20],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "42811aaf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.0, 100.0)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.scatter(\n", + " ds_cmls.isel(sublink_id=0).R.transpose().resample(time='1h').mean().sum(dim='time').data,\n", + " da_radar_along_cmls.resample(time='1h').mean().sum(dim='time').data,\n", + " c=(ds_cmls.isel(sublink_id=0).R > 0.1).sum(dim='time'),\n", + ")\n", + "plt.xlim(0, 100)\n", + "plt.ylim(0, 100)" + ] + }, + { + "cell_type": "markdown", + "id": "e2322f8c", + "metadata": {}, + "source": [ + "## Write CML NetCDF" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "2dd14d2b", + "metadata": {}, + "outputs": [], + "source": [ + "ds_cmls.drop_vars(['tl', 'wet', 'baseline', 'A_obs', 'waa', 'A']).to_netcdf(\n", + " '../openmrg_cml_8d.nc', \n", + " encoding={\n", + " 'R': {'zlib': True, 'complevel': 4, 'dtype': 'int32', 'scale_factor': 0.01, '_FillValue': -9999},\n", + " 'tsl': {'zlib': True, 'complevel': 4, 'dtype': 'int16', 'scale_factor': 0.1, '_FillValue': -999},\n", + " 'rsl': {'zlib': True, 'complevel': 4, 'dtype': 'int16', 'scale_factor': 0.1, '_FillValue': -999}\n", + " },\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "b07045da-ba96-48ff-a99f-1794909cac14", + "metadata": {}, + "source": [ + "## 1.2 Download OpenRainER dataset and prepare files with month with liqiud rain only" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b92bcdbd-2340-4660-a98d-4ac6a398c615", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "File already exists at desired location /bg/data/CML/data/other_data/OpenRainER/files-archive.zip\n", + "Not downloading!\n" + ] + } + ], + "source": [ + "# storing to external datasource as this is big due to the radar ref\n", + "oddt.download_data_file(\n", + " url=\"https://zenodo.org/api/records/14731404/files-archive\",\n", + " local_path=\"/bg/data/CML/data/other_data/OpenRainER/\", \n", + " local_file_name='files-archive.zip', print_output=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "041f1852-e4c5-4439-8b4b-730c6f1fa822", + "metadata": {}, + "outputs": [], + "source": [ + "dir = '/bg/data/CML/data/other_data/OpenRainER/'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "74a80388", + "metadata": {}, + "outputs": [], + "source": [ + "# unzip files\n", + "with zipfile.ZipFile(dir+'files-archive.zip') as zfile:\n", + " zfile.extractall(dir)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4dcd9e32", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Utente\\AppData\\Local\\Temp\\ipykernel_16616\\51972639.py:8: DeprecationWarning: Python 3.14 will, by default, filter extracted tar archives and reject files or modify their metadata. Use the filter argument to control this behavior.\n", + " tar.extractall(dir) # Estrai tutto nella stessa directory\n" + ] + } + ], + "source": [ + "#untar dowloaded files\n", + "for tar_filename in os.listdir(dir):\n", + " if tar_filename.endswith('.tar'):\n", + " tar_path = os.path.join(dir, tar_filename)\n", + " \n", + " # Estrazione del file .tar\n", + " with tarfile.open(tar_path, 'r') as tar:\n", + " tar.extractall(dir) # Estrai tutto nella stessa directory" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b41c677a-24df-4297-9751-e4fc992bb4c3", + "metadata": {}, + "outputs": [], + "source": [ + "# unzip through all files in the directory\n", + "for filename in os.listdir(dir):\n", + " # Check if the file has a .gz extension | select only 2 month\n", + " if (filename.endswith('.gz')) & (('202207' in filename) | ('202208' in filename)) :\n", + " gz_path = os.path.join(dir, filename)\n", + " unzipped_path = os.path.join(dir, filename[:-3]) # Remove the .gz extension\n", + " \n", + " # Unzip the file\n", + " with gzip.open(gz_path, 'rb') as f_in:\n", + " with open(unzipped_path, 'wb') as f_out:\n", + " shutil.copyfileobj(f_in, f_out)\n", + " \n", + " # Delete the original .gz file \n", + " os.remove(gz_path)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eb3ef500", + "metadata": {}, + "outputs": [], + "source": [ + "# menaging AWS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "78d055dc-8b41-461e-a36e-906b22232306", + "metadata": {}, + "outputs": [], + "source": [ + "fns = sorted(glob.glob(dir+\"/AWS_20220[7-8]*nc\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a3668944-fe82-41fa-859d-b33dbef00604", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 2/2 [00:00<00:00, 42.34it/s]\n", + "100%|██████████| 2/2 [00:00<00:00, 59.38it/s]\n" + ] + } + ], + "source": [ + "ids=[]\n", + "for fn in tqdm(fns):\n", + " tmp = xr.open_dataset(fn)\n", + " ids.append(set(tmp.id.values))\n", + "common_ids = list(set.intersection(*ids))\n", + "\n", + "rainfall=[]\n", + "for fn in tqdm(fns):\n", + " tmp = xr.open_dataset(fn)\n", + " tmp = tmp.sel(id=common_ids)\n", + " rainfall.append(tmp.rainfall_amount.load())\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "624cd06d-257a-490b-9bd7-6fa6e07f8aa1", + "metadata": {}, + "outputs": [], + "source": [ + "ds_rainfall = xr.concat(rainfall,dim='time')\n", + "ds_rainfall.to_netcdf(dir+\"AWS_rainfall.nc\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "003aeb93-1c0a-4bbe-9fc5-f4f0bcedd8d1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_rainfall.mean(dim='id').plot()\n", + "plt.title('Mean rainfall at rain gauges (mm)');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6cae64c1-2d67-4c25-9b89-0e6bf281c2b9", + "metadata": {}, + "outputs": [], + "source": [ + "ds_rainfall.to_netcdf('data/covi_2024_OpenRainER/AWS_rainfall.nc')" + ] + }, + { + "cell_type": "markdown", + "id": "d519f14d-9a5a-474f-ba5b-d576aeafc7cd", + "metadata": {}, + "source": [ + "#### Merge cmls to one dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa39a141-428a-4eba-b0a3-a2cee4ebd121", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 2/2 [00:00<00:00, 41.56it/s]\n", + "100%|██████████| 2/2 [00:00<00:00, 2.04it/s]\n" + ] + } + ], + "source": [ + "fns = sorted(glob.glob(dir+\"CML_20220[7-8]*\"))\n", + "ids=[]\n", + "for fn in tqdm(fns):\n", + " tmp = xr.open_dataset(fn)\n", + " ids.append(set(tmp.cml_id.values))\n", + "common_ids = list(set.intersection(*ids))\n", + "\n", + "cmls=[]\n", + "for fn in tqdm(fns):\n", + " tmp = xr.open_dataset(fn) \n", + " tmp = tmp.sel(cml_id=common_ids)\n", + " cmls.append(tmp.load())\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebf9079e-1363-4eab-9a7d-11c7d97d6f02", + "metadata": {}, + "outputs": [], + "source": [ + "ds_cmls = xr.concat(cmls,dim='time')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "118412dc-3cce-485c-972f-2cc92c564867", + "metadata": {}, + "outputs": [], + "source": [ + "#ds_cmls['frequency'] = ds_cmls['frequency'].isel(time=1).drop_vars('time')\n", + "#ds_cmls['polarization'] = ds_cmls['polarization'].isel(time=1).drop_vars('time')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "12edef67-f54d-4260-940f-ff032733b056", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.431608248" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_cmls.nbytes/1e9" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cf8f95e4-45e6-49b0-88b0-3f4c08da7edb", + "metadata": {}, + "outputs": [], + "source": [ + "ds_cmls.to_netcdf(\"data/covi_2024_OpenRainER/OpenRainER_cmls.nc\")" + ] + }, + { + "cell_type": "markdown", + "id": "f9d16f35-0528-4873-9ce2-cefdaea58b53", + "metadata": {}, + "source": [ + "#### Extracting radar along CML path for each month\n", + "from raw files again as its more meory efficient.." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb20e3e6-a7e1-49d7-8a5b-008f53c43568", + "metadata": {}, + "outputs": [], + "source": [ + "dir = '/bg/data/CML/data/other_data/OpenRainER/'\n", + "\n", + "fns_cml = glob.glob(dir+\"/CML_20220[7-8]*\")\n", + "fns_radar = glob.glob(dir+\"/RADadj_20220[7-8]*\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f155ee3f-016b-4fb6-8765-7715f75fddf4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(fns_cml) == len(fns_radar)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e25af6d9-4c22-4514-915b-b47bede2bdf6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 2/2 [00:00<00:00, 53.58it/s]\n" + ] + } + ], + "source": [ + "fns = sorted(glob.glob(\"/bg/data/CML/data/other_data/OpenRainER/CML_20220[7-8]*\"))\n", + "ids=[]\n", + "for fn in tqdm(fns):\n", + " tmp = xr.open_dataset(fn)\n", + " ids.append(set(tmp.cml_id.values))\n", + "common_ids = list(set.intersection(*ids))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0645e531-e3b9-42e1-9fc6-e2e0f2b95532", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 2/2 [00:10<00:00, 5.42s/it]\n" + ] + } + ], + "source": [ + "list_radar_along_cmls=[]\n", + "list_radar=[]\n", + "count=[]\n", + "for i in tqdm(range(len(fns_cml))):\n", + " ds_cml = xr.open_dataset(fns_cml[i]).sel(cml_id=common_ids)\n", + " ds_radar = xr.open_dataset(fns_radar[i])\n", + " # remove unnecessary cords and variables\n", + " ds_radar = ds_radar.drop_vars(['geo_dim','mesh_dim','mosaic'])\n", + " #add lon lat grid\n", + " lon_grid, lat_grid = np.meshgrid(ds_radar.lon.values, ds_radar.lat.values)\n", + " count.append(len(ds_radar.time))\n", + " ds_radar.coords[\"lon_grid\"] = ((\"lat\", \"lon\"), lon_grid)\n", + " ds_radar.coords[\"lat_grid\"] = ((\"lat\", \"lon\"), lat_grid)\n", + "\n", + " list_radar.append(ds_radar)\n", + "\n", + " # calculate intersection weights\n", + " da_intersect_weights = plg.spatial.calc_sparse_intersect_weights_for_several_cmls(\n", + " x1_line=ds_cml.site_0_lon.values,\n", + " y1_line=ds_cml.site_0_lat.values,\n", + " x2_line=ds_cml.site_1_lon.values,\n", + " y2_line=ds_cml.site_1_lat.values,\n", + " cml_id=ds_cml.cml_id.values,\n", + " x_grid=ds_radar.lon_grid.values,\n", + " y_grid=ds_radar.lat_grid.values,\n", + " grid_point_location='center',\n", + " )\n", + " # calculate rainfall along intersectons\n", + " list_radar_along_cmls.append(plg.spatial.get_grid_time_series_at_intersections(\n", + " grid_data=ds_radar.rainfall_amount,\n", + " intersect_weights=da_intersect_weights,\n", + " ))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1e036fde-c903-433a-9c58-cb141391b617", + "metadata": {}, + "outputs": [], + "source": [ + "ds_radar = xr.concat(list_radar,dim='time')\n", + "ds_radalong = xr.concat(list_radar_along_cmls,dim='time').to_dataset(name='rainfall_amount')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8cbf8018-4761-4441-aa44-8583cf8ef598", + "metadata": {}, + "outputs": [], + "source": [ + "# fill in missing time steps\n", + "ds_radar = ds_radar.reindex({'time':pd.date_range(ds_radar.time.min().values,ds_radar.time.max().values,freq='15min')})\n", + "ds_radalong = ds_radalong.reindex({'time':pd.date_range(ds_radalong.time.min().values,ds_radalong.time.max().values,freq='15min')})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "74603c3e-04f3-47f6-b423-8e84854790e4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_radalong.rainfall_amount.sum(dim='time').plot.hist(bins=40)\n", + "plt.title('Histogram of sum of radar along cml rainfall (mm)');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "88aca149-c923-4831-a052-fb0e3cb3983c", + "metadata": {}, + "outputs": [], + "source": [ + "# saving both radar and radar_along_cml\n", + "ds_radar.to_netcdf(\"data/covi_2024_OpenRainER/openrainer_radar.nc\")\n", + "ds_radalong.to_netcdf(\"data/covi_2024_OpenRainER/RADadj_along_cml.nc\")" + ] + }, + { + "cell_type": "markdown", + "id": "90c08e46-8b4c-4714-b9c8-40f3c1a5a4fc", + "metadata": {}, + "source": [ + "#### Prepare data for analysis\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31072b3c-98af-4027-97a1-61e2bf38d37f", + "metadata": {}, + "outputs": [], + "source": [ + "ds_gauges=xr.open_dataset(\"data/covi_2024_OpenRainER/AWS_rainfall.nc\").rainfall_amount.load()\n", + "ds_gauges=ds_gauges.where(ds_gauges.time.dt.month.isin([4,5,6,7,8,9,10]), drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65a5c1b8-0a14-4062-96fb-703aaea6896b", + "metadata": {}, + "outputs": [], + "source": [ + "ds_cml=xr.open_dataset(\"data/covi_2024_OpenRainER/OpenRainER_cmls.nc\").load()\n", + "ds_cml=ds_cml.where(ds_cml.time.dt.month.isin([4,5,6,7,8,9,10]), drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ec050119-d2a9-4481-b77d-5f92d481877a", + "metadata": {}, + "outputs": [], + "source": [ + "ds_radar_along=xr.open_dataset(\"data/covi_2024_OpenRainER/RADadj_along_cml.nc\").load()\n", + "ds_radar_along=ds_radar_along.where(ds_radar_along.time.dt.month.isin([4,5,6,7,8,9,10]), drop=True)" + ] + }, + { + "cell_type": "markdown", + "id": "35d3b59f-55d6-4a4f-bef4-98b041f60b14", + "metadata": {}, + "source": [ + "#### Calculate distance between rain gauges and CMLs using [`poligrain`](https://poligrain.readthedocs.io/en/latest/index.html)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "72bb659a-e3e4-4718-9fc1-c877d042d224", + "metadata": {}, + "outputs": [], + "source": [ + "# Project coordinates for rain gauges\n", + "ds_gauges.coords[\"x\"], ds_gauges.coords[\"y\"] = plg.spatial.project_point_coordinates(\n", + " ds_gauges.longitude, ds_gauges.latitude, \"EPSG:25832\"\n", + ")\n", + "\n", + "# Project coordinates for CMLs\n", + "(\n", + " ds_cml.coords[\"site_0_x\"],\n", + " ds_cml.coords[\"site_0_y\"],\n", + ") = plg.spatial.project_point_coordinates(\n", + " ds_cml.site_0_lon, ds_cml.site_0_lat, \"EPSG:25832\"\n", + ")\n", + "(\n", + " ds_cml.coords[\"site_1_x\"],\n", + " ds_cml.coords[\"site_1_y\"],\n", + ") = plg.spatial.project_point_coordinates(\n", + " ds_cml.site_1_lon, ds_cml.site_1_lat, \"EPSG:25832\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b1aede6d-0bbc-49ea-a5d6-1f799c7bb854", + "metadata": {}, + "outputs": [], + "source": [ + "max_distance = 2000 # in meters due to the projection EPSG:25832\n", + "closest_neigbors = plg.spatial.get_closest_points_to_line(\n", + " ds_cml, ds_gauges, max_distance=max_distance, n_closest=1\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e4c99c1-bdc0-4974-903d-5a5286a51733", + "metadata": {}, + "outputs": [], + "source": [ + "# remove all cml - gauge pairs that are not within 2 km\n", + "closest_neigbors = closest_neigbors.where(closest_neigbors.neighbor_id != None,drop=True)" + ] + }, + { + "cell_type": "markdown", + "id": "df44afab-74d8-41ea-9cf0-a93c02003540", + "metadata": {}, + "source": [ + "#### Perpare reference data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "983f63d1-c7d4-4ba8-b6f5-6b8c6b6355fe", + "metadata": {}, + "outputs": [], + "source": [ + "# getting the rain gauge time series from the nearest rain gauge for each CML (within 2 km)\n", + "reference_15min = xr.full_like(ds_cml.rsl, fill_value=np.nan).resample(time='15min').first().where(ds_gauges.time.dt.month.isin([4,5,6,7,8,9,10]), drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "698ce87a-681a-4e3d-adf9-e82e963dca9f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 88/88 [00:00<00:00, 89.24it/s]\n" + ] + } + ], + "source": [ + "for cmlid in tqdm(closest_neigbors.cml_id):\n", + " tmp_ga_rain = (np.repeat(\n", + " ds_gauges.sel(time=reference_15min.time).sel(id=closest_neigbors.sel(cml_id=cmlid).neighbor_id.values).values[:, np.newaxis],\n", + " 2,\n", + " axis=1,))\n", + " reference_15min.loc[dict(cml_id=cmlid)] = tmp_ga_rain[0]\n", + "\n", + "reference_15min = reference_15min.to_dataset(name='rain_gauge_rainfall')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5373e973-7787-4c98-9b07-6bd32aae13c6", + "metadata": {}, + "outputs": [], + "source": [ + "# sort by cml_id before combining into one dataset\n", + "reference_15min = reference_15min.sortby(reference_15min.cml_id)\n", + "ds_radar_along = ds_radar_along.sortby(ds_radar_along.cml_id)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37eda85c-69cf-4bf9-8980-2430ea2e59db", + "metadata": {}, + "outputs": [], + "source": [ + "# add radar_along_cml to reference dataset\n", + "reference_15min['radar_along_cml'] = xr.full_like(reference_15min.rain_gauge_rainfall,fill_value=np.nan)\n", + "\n", + "reference_15min['radar_along_cml'].loc[dict(sublink_id='channel1')]=ds_radar_along.rainfall_amount.T\n", + "reference_15min['radar_along_cml'].loc[dict(sublink_id='channel2')]=ds_radar_along.rainfall_amount.T" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d14cb3be-dd04-46f2-a510-0b7fc42ae3d4", + "metadata": {}, + "outputs": [ + { + "data": { + 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize=(5,4))\n", + "plt.hexbin(\n", + " reference_15min.rain_gauge_rainfall.values.flatten(),\n", + " reference_15min.radar_along_cml.values.flatten(),\n", + " mincnt=1,bins='log')\n", + "plt.xlim(0,25)\n", + "plt.ylim(0,25)\n", + "plt.xlabel('rain gauge reference (mm/15min)')\n", + "plt.ylabel('radar reference (mm/15min)')\n", + "plt.colorbar();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f21aad2-7d1c-463b-b9c1-cad4a6900a36", + "metadata": {}, + "outputs": [], + "source": [ + "dddd\n", + "reference_15min.to_netcdf('data/covi_2024_OpenRainER/radar_gauge_15min_reference.nc')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/OpenMRG/notebooks/opensense_data_downloader_and_transformer.py b/OpenMRG/notebooks/opensense_data_downloader_and_transformer.py new file mode 100644 index 0000000..4dcefa7 --- /dev/null +++ b/OpenMRG/notebooks/opensense_data_downloader_and_transformer.py @@ -0,0 +1,684 @@ +# ugly WIP code, copy-paste from +# https://raw.githubusercontent.com/OpenSenseAction/OPENSENSE_sandbox/main/notebooks/opensense_data_downloader_and_transformer.py + +import os +import urllib +import zipfile +from functools import partial + +import pandas as pd +import xarray as xr +import numpy as np + + +def download_data_file(url, local_path=".", local_file_name=None, print_output=False): + if not os.path.exists(local_path): + if print_output: + print(f"Creating path {local_path}") + os.makedirs(local_path) + + if local_file_name is None: + local_file_name = url.split("/")[-1] + + if os.path.exists(os.path.join(local_path, local_file_name)): + print( + f"File already exists at desired location {os.path.join(local_path, local_file_name)}" + ) + print("Not downloading!") + return + + if print_output: + print(f"Downloading {url}") + print(f"to {local_path}/{local_file_name}") + + request_return_meassage = urllib.request.urlretrieve( + url, os.path.join(local_path, local_file_name) + ) + return request_return_meassage + + + +# Single Eband CML data from Czech Republic + +download_fencl_2021_Eband_data = partial( + download_data_file, + url="https://zenodo.org/record/5013463/files/Dataset_1.0.0.zip", +) + +def tranform_fencl_2021_Eband_data(fn): + # open ZIP file + with zipfile.ZipFile(fn) as zfile: + # get file handle for CSV file stored in the ZIP file + f = zfile.open("data_metedata/commercial_microwave_link_total_loss/cml_total_loss.csv") + # Parse data from file + df_data = pd.read_csv( + f, + index_col=0, + parse_dates=True, + sep=';', + ) + # Build xarray.Dataset. Here we used hardcoded metadata (taken from the metadata + # file in the ZIP file) since there is only one CML and since the metadata file + # is hard to parse + ds = xr.Dataset( + data_vars={ + 'tl': (('sublink_id', 'time'), [df_data.s73.values, df_data.s83.values]), + 'frequency': (('sublink_id'), [73.5, 83.5]), + }, + coords=dict( + time=df_data.index.values, + cml_id='cz_example_cml_1', + length=4.866, + sublink_id=(('sublink_id'), ['ab', 'ba']), + site_0_lon=14.53, + site_1_lon=14.53, # coordinates have been rounded for publication... + site_0_lat=50.03, + site_1_lat=50.03, + ), + ) + + # add standard attributes + ds = add_cml_attributes(ds) + + + return ds + + + +# 6 Eband CMLs from Czech Republic + +download_fencl_2020_Eband_data = partial( + download_data_file, + url="https://zenodo.org/record/4090953/files/dataset.zip", +) + +def transform_fencl_2020_Eband_data(local_path, fn): + ds_list = [] + with zipfile.ZipFile(local_path + fn) as zfile: + # read metadata + df_metadata = pd.read_csv( + zfile.open('raw/commercial_microwave_links_total_loss/metadata_table_commercial_microwave_links.csv'), + index_col=0, + sep=';', + ) + + for i, row in df_metadata.iterrows(): + for ab in ['a', 'b']: + raw_data_fn = os.path.join('raw/commercial_microwave_links_total_loss', f'{i}{ab}.csv') + print(f'Parsing raw data from {raw_data_fn}') + # get file handle for CSV files stored in the ZIP file + f = zfile.open(raw_data_fn) + df_data = pd.read_csv( + f, + index_col=0, + parse_dates=True, + sep=';', + ) + + ds_list.append( + xr.Dataset( + data_vars={'tl': (('time'), df_data.total_loss)}, + coords=dict( + time=df_data.index.values, + cml_id=row.id_old, + length=row.length/1e3, + frequency=row[f'freq{ab.upper()}'], + site_0_lon=row.lonA, + site_1_lon=row.lonB, + site_0_lat=row.latA, + site_1_lat=row.latB, + ), + ) + ) + + return ds_list + + +# Dutch CML data from https://data.4tu.nl/ndownloader/files/24025658 + +download_overeem_2019_large_CML_data_Netherlands = partial( + download_data_file, + url="https://data.4tu.nl/file/7a692e36-c32f-4916-813b-c62d2566e8d8/e13a512f-a9af-4cdf-97be-aa0e474a3dc0", + local_file_name="data.zip", +) + +def transform_overeem_2019_large_CML_data_Netherlands(fn, nrows=None): + # open ZIP file + with zipfile.ZipFile(fn) as zfile: + # get file handle for CSV file stored in the ZIP file + f = zfile.open("CMLs_20120530_20120901.dat") + + # Read content of CSV file + df2012 = pd.read_csv( + f, + nrows=nrows, # if desired, do not read the full file here to save time + sep="\s+", + skiprows=1, + names=[ + "frequency", + "datetime", + "pmin", + "pmax", + "pathlength", + "xstart", + "ystart", + "xend", + "yend", + "id", + ], + ) + + # set correct date index + df2012 = df2012.set_index(pd.to_datetime(df2012["datetime"], format="%Y%m%d%H%M")) + + import numpy as np + + # This is the empty list where we will store the intermediate + # `xarray.Dataset` for each CML which we will later concatenate + # to one big `xarray.Dataset` + ds_list = [] + all_date_time = xr.cftime_range( + str(df2012.index.min()), str(df2012.index.max()), freq="15min" + ) + for cml_id in np.unique(df2012.id): + df_sel = df2012[df2012["id"] == cml_id] + + # identical cml_ids with duplicate date time entries probably + # stem from incorrect metadata, these are printed here and discarded for now + if df_sel.index.duplicated().sum() > 0: + print( + "cml " + + str(cml_id) + + " has " + + str(df_sel.index.duplicated().sum()) + + " duplicated entries from " + + str(len(df_sel)) + + " rows." + ) + df_sel = df_sel[~df_sel.index.duplicated()] + + # This combines the correct data and metadat from the columns of the + # pandas.Dataframe `df_sel` which holds all entries of one CML ID. + # + # To understand this code, one has to be familiar with the concept + # of xarray.Dataset and how it assigns dimensions and coordinates. + # Please consult the xarray documentation. + ds_list.append( + xr.Dataset( + data_vars=dict( + rsl_min=("time", df_sel.pmin.values), rsl_max=("time", df_sel.pmax.values) + ), + coords=dict( + time=df_sel.index.values, + cml_id=df_sel.id.values[0], + length=df_sel.pathlength.values[0], + frequency=df_sel.frequency.values[0], + site_0_lon=df_sel.xstart.values[0], + site_1_lon=df_sel.xend.values[0], + site_0_lat=df_sel.ystart.values[0], + site_1_lat=df_sel.yend.values[0], + ), + ) + ) + + # concat all individual xarray datasets + ds2012 = xr.concat(ds_list, dim="cml_id") + + # add standard attributes + ds2012 = add_cml_attributes(ds2012) + + return ds2012 + + +# OpenMRG dataset from SMHI + +download_andersson_2022_OpenMRG = partial( + download_data_file, + url="https://zenodo.org/record/7107689/files/OpenMRG.zip", +) + + + +def transform_andersson_2022_OpenMRG( + fn, + path_to_extract_to, + time_start_end=[None, None], # none uses all timesteps + restructure_data=False, +): + """ + + Parameters + ---------- + fn : str + input file, data/andersson_2022_OpenMRG/OpenMRG.zip + path_to_extract_to : str + data/andersson_2022_OpenMRG + time_start_end : list + list (start, end) for instance ('2015-07-27T00', '2015-07-28T06'). If + a entry in the list is None do not bound in that direction. + restructure_data : bool + wether to return xarray on the form ['cml_id', 'sublink_id', 'time'] + + Returns + ------- + xarray dataset + formatted OpenMRG dataset + + """ + + # For this ZIP file we cannot extract only the CML data since + # the NetCDF with the CML data is quite large. This seems to + # lead to crashes when reding directly from the ZIP file via Python. + with zipfile.ZipFile(fn) as zfile: + zfile.extractall(path_to_extract_to) + + # Read metadata and data + df_metadata = pd.read_csv(os.path.join(path_to_extract_to, + 'cml/cml_metadata.csv'), + index_col=0) + ds = xr.open_dataset(os.path.join(path_to_extract_to, 'cml/cml.nc')) + + + # Add metadata with naming convention as currently used in pycomlink example data file + for col_name, ds_var_name in [ + ('NearLatitude_DecDeg', 'site_0_lat'), + ('NearLongitude_DecDeg', 'site_0_lon'), + ('FarLatitude_DecDeg', 'site_1_lat'), + ('FarLongitude_DecDeg', 'site_1_lon'), + ('Frequency_GHz', 'frequency'), + ('Polarization', 'polarization'), + ('Length_km', 'length'), + ]: + ds.coords[ds_var_name] = ( + ('sublink'), + [df_metadata[df_metadata.Sublink==sublink_id][ + col_name].values[0] for sublink_id in list(ds.sublink.values)] + ) + + ds = ds.sel(time = slice(time_start_end[0], time_start_end[1])) + if restructure_data == True: + # create pandas multiindex for splitting into [cml_id, sublink_id, time] + df_metadata = df_metadata.reset_index() + df_metadata=df_metadata.set_index(['Direction','Link']).sort_values([('Sublink')], ascending=True) + ds_multindex = ds.assign_coords({'sublink':df_metadata.index}) + ds_multindex=ds_multindex.unstack() + ds_multindex=ds_multindex.rename({'Direction':'sublink_id','Link':'cml_id'}) + ds_multindex['polarization'] = xr.where(ds_multindex['polarization'] == 'Vertical', 'v', 'h') + ds_multindex['sublink_id'] = xr.where(ds_multindex['sublink_id'] == 'A', 'sublink_1', 'sublink_2') + + # set coordinates that reflect the same properties for both sublinks + for ds_var_name in ['site_0_lat', 'site_1_lat', 'site_0_lon', + 'site_1_lon', 'length']: + ds_multindex = ds_multindex.assign_coords({ds_var_name: ( + 'cml_id', ds_multindex.isel(sublink_id = 0)[ds_var_name].values) }) + + ds_multindex.attrs['comment'] += "\n\nTransformed dataset: \n" \ + "In order to meet the Opensense data format conventions the " \ + "structure of the dataset was transformed using the code in " \ + "opensense_data_downloader_and_transformer.py. This was a joint effort by " \ + "Maximilian Graf, Erlend Øydvin, Nico Blettner and Christian Chwala." + ds_multindex['frequency'] = ds_multindex.frequency*1000 # to MHz + ds_multindex['length'] = ds_multindex.length*1000 # to meter + + ds_multindex = add_cml_attributes(ds_multindex) # add all attributes afer restructure + + return ds_multindex + + else: + ds = add_cml_attributes(ds) + ds.attrs['comment'] += '\nMetadata added with preliminary code from opensense_data_downloader.py' + return ds + +def transform_andersson_2022_OpenMRG_linkbylink( + fn, + path_to_extract_to, + time_start_end=[None, None], # none uses all timesteps + restructure_data=False, + resample_1min=False, +): + """ + + Parameters + ---------- + fn : str + input file, data/andersson_2022_OpenMRG/OpenMRG.zip + path_to_extract_to : str + data/andersson_2022_OpenMRG + time_start_end : list + list (start, end) for instance ('2015-07-27T00', '2015-07-28T06'). If + a entry in the list is None do not bound in that direction. + restructure_data : bool + wether to return xarray on the form ['cml_id', 'sublink_id', 'time'] + resample_1min : bool + resample data to 1min frequency. This is useful if you want to use long + timeseries and 1min data. Resampling outside this function might take + more memory. + + Returns + ------- + xarray dataset + formatted OpenMRG dataset + + """ + + # For this ZIP file we cannot extract only the CML data since + # the NetCDF with the CML data is quite large. This seems to + # lead to crashes when reding directly from the ZIP file via Python. + with zipfile.ZipFile(fn) as zfile: + zfile.extractall(path_to_extract_to) + + # Read metadata and data + df_metadata = pd.read_csv(os.path.join(path_to_extract_to, + 'cml/cml_metadata.csv'), + index_col=0) + ds = xr.open_dataset(os.path.join(path_to_extract_to, 'cml/cml.nc')) + + + # Add metadata with naming convention as currently used in pycomlink example data file + for col_name, ds_var_name in [ + ('NearLatitude_DecDeg', 'site_0_lat'), + ('NearLongitude_DecDeg', 'site_0_lon'), + ('FarLatitude_DecDeg', 'site_1_lat'), + ('FarLongitude_DecDeg', 'site_1_lon'), + ('Frequency_GHz', 'frequency'), + ('Polarization', 'polarization'), + ('Length_km', 'length'), + ]: + ds.coords[ds_var_name] = ( + ('sublink'), + [df_metadata[df_metadata.Sublink==sublink_id][ + col_name].values[0] for sublink_id in list(ds.sublink.values)] + ) + + ds.attrs['comment'] += '\nMetadata added with preliminary code from opensense_data_downloader.py' + + # add standard attributes + ds = add_cml_attributes(ds) + + if restructure_data == True or resample_1min == True: + # get numpy datetime object for start and end time + if time_start_end[0] is None: + time_start = ds.time[0].values + else: + time_start = ds.time.sel(time = time_start_end[0], + method="nearest").values + if time_start_end[1] is None: + time_end = ds.time[-1].values + else: + time_end = ds.time.sel(time = time_start_end[1], + method="nearest").values + + # create array for timesteps we will work on + if resample_1min: + timeseries = pd.date_range(time_start, time_end, freq='1T') + else: + timeseries = pd.date_range(time_start, time_end, freq='10S') + + # allocate dataset, we will read to this iteratively later + ds_cml2chl = xr.Dataset( + data_vars= dict( + rsl=(['cml_id', 'sublink_id', 'time'], np.zeros([ + int(ds.sublink.size/2), 2, timeseries.size])*np.nan), + tsl=(['cml_id', 'sublink_id', 'time'], np.zeros([ + int(ds.sublink.size/2), 2, timeseries.size])*np.nan), + ), + coords=dict( + cml_id = df_metadata.index.values[::2], # link name is every second row + sublink = (('cml_id', 'sublink_id'), df_metadata.Sublink.values.reshape(-1, 2)), + sublink_id = ['sublink_1', 'sublink_2'], + time = timeseries, + + length = ('cml_id', df_metadata.Length_km[::2]), + site_0_lat = ('cml_id', df_metadata.NearLatitude_DecDeg[::2]), + site_0_lon = ('cml_id', df_metadata.NearLongitude_DecDeg[::2]), + site_1_lat = ('cml_id', df_metadata.FarLatitude_DecDeg[::2]), + site_1_lon = ('cml_id', df_metadata.FarLongitude_DecDeg[::2]), + + frequency = (('cml_id', 'sublink_id'), df_metadata[ + 'Frequency_GHz'].values.reshape(-1, 2)), + polarization = (('cml_id', 'sublink_id'), df_metadata[ + 'Polarization'].values.reshape(-1, 2)), + + ), + ) + + + # populate dataset link by link + for cml in ds.sublink: + # metadata for inserting to ds_cml2chl + cml_name =df_metadata.loc[df_metadata['Sublink'] == cml.values].index.values[0] + sublink_channel =df_metadata.loc[df_metadata['Sublink'] == cml.values].Direction.values + sublink_channel = xr.where(sublink_channel == 'A', 'sublink_1', 'sublink_2')[0] + + if cml_name == 1: + print(cml_name) + print(sublink_channel) + + # Transform to dataframe (much faster resampling) + # link: https://stackoverflow.com/questions/64282393/how-can-i-speed-up-xarray-resample-much-slower-than-pandas-resample + + if resample_1min: + ds_rsl = ds.sel(sublink = cml, time = slice( + time_start, time_end)).rsl.to_dataframe().resample( + "1T").mean(numeric_only=True).to_xarray().rsl # numeric_only: skip non-numeric + ds_tsl = ds.sel(sublink = cml, time = slice( + time_start, time_end)).tsl.to_dataframe().resample( + "1T").mean(numeric_only=True).to_xarray().tsl + + else: + ds_rsl = ds.sel(sublink = cml, time = slice( + time_start, time_end)).rsl + ds_tsl = ds.sel(sublink = cml, time = slice( + time_start, time_end)).tsl + + ds_cml2chl['rsl'].loc[dict(time=ds_rsl.time, cml_id=cml_name, + sublink_id = sublink_channel)] = ds_rsl.values + ds_cml2chl['tsl'].loc[dict(time=ds_rsl.time, cml_id=cml_name, + sublink_id = sublink_channel)] = ds_tsl.values + + ds.attrs['comment'] += '\nMetadata added with preliminary code from opensense_data_downloader.py' + + # add standard attributes + ds_cml2chl = add_cml_attributes(ds_cml2chl) + + return ds_cml2chl + + else: + return ds.sel(time = slice(time_start_end[0], time_start_end[1])) + + + + +def transform_German_CML_data(fn): + + ds = xr.open_dataset(fn) + + # rename according to new conventions + ds = ds.rename({ + "site_a_latitude": "site_0_lat", + "site_a_longitude": "site_0_lon", + "site_b_latitude": "site_1_lat", + "site_b_longitude": "site_1_lon", + "channel_id": "sublink_id", + }) + + # add standard attributes + ds = add_cml_attributes(ds) + + return ds + + +def add_cml_attributes(ds): + + # dictionary of optional and required attributes for variables + # and coordinates according to OpenSense white paper + dict_attributes = { + "time": { + # "units": "s", # defining units here interferes with encoding units of time + "long_name": "time_utc", + #"_FillValue": np.nan, # defining units here interferes with encoding + }, + "cml_id": { + "long_name": "commercial_microwave_link_identifier", + }, + "sublink_id": { + "long_name": "sublink_identifier", + }, + "site_0_lat": { + "units": "degrees_in_WGS84_projection", + "long_name": "site_0_latitude", + }, + "site_0_lon": { + "units": "degrees_in_WGS84_projection", + "long_name": "site_0_longitude", + }, + "site_0_elev": { + "units": "meters_above_sea", + "long_name": "ground_elevation_above_sea_level", + }, + "site_0_alt": { + "units": "meters_above_sea", + "long_name": "antenna_altitude_above_sea_level", + }, + "site_1_lat": { + "units": "degrees in WGS84 projection", + "long_name": "site_1_latitude", + }, + "site_1_lon": { + "units": "degrees in WGS84 projection", + "long_name": "site_1_longitude", + }, + "site_1_elev": { + "units": "meters_above_sea", + "long_name": "ground_elevation_above_sea_level", + }, + "site_1_alt": { + "units": "meters_above_sea", + "long_name": "antenna_altitude_above_sea_level", + }, + "length": { + "units": "m", + "long_name": "distance_between_pair_of_antennas", + }, + "frequency": { + "units": "MHz", + "long_name": "sublink_frequency", + }, + "polarization": { + "units": "no units", + "long_name": "sublink_polarization", + }, + "tsl": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "transmitted_signal_level", + }, + "rsl": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "received_signal_level", + }, + "tsl_max": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "maximum_transmitted_signal_level_over_time_window", + }, + "tsl_min": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "minimum_transmitted_signal_level_over_time_window", + }, + "tsl_avg": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "averaged_transmitted_signal_level_over_time_window", + }, + "tsl_inst": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "instantaneous_transmitted_signal_level", + }, + "rsl_max": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "maximum_received_signal_level_over_time_window", + }, + "rsl_min": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "minimum_received_signal_level_over_time_window", + }, + "rsl_avg": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "averaged_received_signal_level_over_time_window", + }, + "rsl_inst": { + "units": "dBm", + "coordinates": "cml_id, sublink_id, time", + "long_name": "instantaneous_received_signal_level", + }, + "temperature_0": { + "units": "degrees_of_celsius", + "coordinates": "cml_id, time", + "long_name": "sensor_temperature_at_site_0", + }, + "temperature_1": { + "units": "degrees_of_celsius", + "coordinates": "cml_id, time", + "long_name": "sensor_temperature_at_site_1", + }, + } + + # list of global attributes according to white paper + global_attr_vars = [ + "title", + "file author(s)", + "institution", + "date", + "source", + "history", + "naming convention", + "license restrictions", + "reference", + "comment", + ] + + # extract list of variables present in dataset + ds_vars = list(ds.coords) + list(ds.data_vars) + + # add attributes of variables to dataset + for v in ds_vars: + if v in dict_attributes.keys(): + ds[v].attrs = dict_attributes[v] + + # add a placeholder for global attributes that are not given + for v in global_attr_vars: + if v not in ds.attrs.keys(): + ds.attrs[v] = "NA" + + # set encoding attributes + ds.time.encoding['units'] = "seconds since 1970-01-01 00:00:00" + + return ds + + +def check_existence_of_required_vars(ds): + + required_vars = [ + "time", + "cml_id", + "sublink_id", + "site_0_lat", + "site_0_lon", + "site_1_lat", + "site_1_lon", + "frequency", + "tsl", + "rsl", + ] + ds_vars = list(ds.coords) + list(ds.data_vars) + + for required_var in required_vars: + if required_var not in ds_vars: + print("Warning: %s is required but not present."%required_var) diff --git a/OpenMRG/openmrg_cml_8d.nc b/OpenMRG/openmrg_cml_8d.nc new file mode 100644 index 0000000..4280935 Binary files /dev/null and b/OpenMRG/openmrg_cml_8d.nc differ diff --git a/OpenMRG/openmrg_municp_gauge_8d.nc b/OpenMRG/openmrg_municp_gauge_8d.nc new file mode 100644 index 0000000..4ce8778 Binary files /dev/null and b/OpenMRG/openmrg_municp_gauge_8d.nc differ diff --git a/OpenMRG/openmrg_rad_8d.nc b/OpenMRG/openmrg_rad_8d.nc new file mode 100644 index 0000000..84b47ad Binary files /dev/null and b/OpenMRG/openmrg_rad_8d.nc differ diff --git a/OpenMRG/openmrg_smhi_gauge_8d.nc b/OpenMRG/openmrg_smhi_gauge_8d.nc new file mode 100644 index 0000000..e5edb00 Binary files /dev/null and b/OpenMRG/openmrg_smhi_gauge_8d.nc differ