{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Open Street Map Exposure Layer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This module of CLIMADA queries any desired features from the OSM API, stores them as shapefiles and serves as a source to either refine an exposure layer (as \"stencil\" dividing exisitng exposure layers into zero-value and high-value areas) or to define an entirely new exposure layer.\n", "\n", "It comes with 4 functions:\n", "* `get_features_OSM` \n", " Queries features from OSM within a bounding box, puts them in the correct shapes (i.e. (Multi)-Polygons) and stores them in a geo-dataframe\n", "* `get_highValueArea`\n", " Inverts the area of the bounding box, in case low-value features were queried with get_features_OSM, to retrieve high-value area. Stores output in a geo-dataframe\n", "* `get_osmstencil_litpop`\n", " Gets a LitPop exposure for bounding box area, re-distributes LitPop values from centroids falling in low-value areas to high value areas queried previously. Output is again an exposure.\n", "* `make_osmexposure`\n", " Builds a new exposure from scratch, by filling features queried with get_features_OSM (e.g. buildings) with values according to m^2 of the features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use Case 1: Refine (LitPop) Exposure with zero-value and high-value area division" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any features can be queried from Open Street Map.\n", "\"Low value features\", i.e. nature, etc. that cover most of it are:\n", "* 'natural',\n", "* 'water', \n", "* 'waterway', \n", "* 'landuse=forest', \n", "* 'landuse=farmland',\n", "* 'landuse=grass', \n", "* 'wetland'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get an idea about the features that are available on OSM, have a look on TagInfo https://taginfo.openstreetmap.org/keys" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-07-30 08:34:48,490 - climada - DEBUG - Loading default config file: /Users/aznarsig/Documents/Python/climada_python/climada/conf/defaults.conf\n" ] } ], "source": [ "# Load required packages:\n", "import climada.entity.exposures.open_street_map as OSM" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for landuse=grass...\n", "Nodes from Ways query for landuse=grass: done.\n", "Nodes and Ways from Relations query for landuse=grass: done.\n", "Converting results for landuse=grass to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for landuse=grass to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for landuse=grass to one GeoDataFrame: done\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/geopandas/plotting.py:405: UserWarning: The GeoDataFrame you are attempting to plot is empty. Nothing has been displayed.\n", " \"empty. Nothing has been displayed.\", UserWarning)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for wetland...\n", "Nodes from Ways query for wetland: done.\n", "Nodes and Ways from Relations query for wetland: done.\n", "Converting results for wetland to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for wetland to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for wetland to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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AP88Yx/nHDkz45c+9ldUU5HZrsB2CJ6TvfXM1Lywups7huKGFPHPTqfqiprRKVKdRkqREo5BumRkMLMht8iLuvspq3li5nRcWF/PuRzuJ/W1YuWUvNz+1kImDenLrjLFcOHkwmRnGwg272VRawalj+jYINjv2VvKzt4p4+u8bD12YHtqrO4/OmqZAIx1OI5tOZPveSl5asoXfLS7mg61HPtY0pDCXvvk5LC8uY8qwQl689ROH9u3eX8VDf/2Ix/+2/og7Yz1zs5jzpdMZ38jMfiLJ0MimCxpYkMsXzxzDF88cw4fb9vHCkmJeXFzMlrLKQy+AC8MH+coPBl+PeOSva9l38MhJ0LMyjIeuPkmBRiKjYNNJTRjUkzsvmMg3zp/AgvWlvLC4mFeXb2VfZQ0njOhFWUU1d85Zxh9Xbac2wf36H37uOD4+tl8KWi5HK51GdSGV1bXMX7uLE0f2pmd4vaasopq5RSX85cMS3l5dQsm+g9w2YyxfO39CilsrXYXuRkkDdXXOmh3ljB+YryeEpd3omo00kJFhTBikazSSGpqpT0QioWAjIpFQsBGRSCjYiEgkFGxEJBIKNiISCQUbEYlEOuaNygnXi8L9o9reTRFJtZaMbGJ5o4Agb5S7T3X3qcA84PkEZWJ5oyYBFwD3mVmvcF8sb9Q4YDdB3ijCn7vdfSxwLxHOQSwiHSepYBOXN+qXCfbF8kY1GNm4+2p3XxMubwFieaMsLPNceOjjwKXh8iUczqjwHHCO6dl6kU4v2ZFNLG9Uwynj2j9v1FBgE0C4vyw8XkQ6sXTMG9XUvvg6Z5vZ+2b2fklJSVNvLyJpIJmRTSxv1HrgaWCGmT0FEJc36tXGCjeXNypcP5Q3imCUMzwsmwUUEmRZOEJHJakTkY7RbLBx97vcfZi7jyJI3fKWu18d7v4n4BV3r0xUNrzD9DvgCXd/Nq5OB/4MXBFuug54MVx+KVwn3P+Wd4V5MESOcm19zmYm9U6hzGyamcUuJMfyRs2Ku00+Ndx3J/A1MysiuCYTyxv1KEGeqSLga8C32thGEUkDmjxLRNok2cmz9ASxiERCwUZEIqFgIyKRULARkUgo2IhIJBRsRCQSCjYiEgkFGxGJhIKNiERCwUZEIqFgIyKRULARkUgo2IhIJBRsRCQSCjYiEgkFGxGJRIcmqQuP+72Z7YmVi9s+w8wWmdkKM3s8Nh+xmX3SzMri6v7XtnRQRNJDVvOHHBJLUlcAQZK62A4zm8PhOYTruwfIA26KOz6DIDfUOe6+2sy+TzDvcGxq0LnuflEL2iYiaa5Dk9QBuPufgH31NvcFDrr76nD9j8DlSbZZRDqhyJLU1bMT6GZmsXlLryBM3xI6zcyWmtnrZjYpUQXKGyXSuUSSpK6+MDXLTOBeM1tAMPKJZcdcBIx09ynAz2h8xKS8USKdSIcnqWuMu89z9zPcfTrwVyCWE3yvu5eHy68RjID6tbR+EUkvHZqkrilmNiD8mUOQQ+qhcH2QmVm4PD1s466W1i8i6aWjk9RhZnOBZ4FzzGyzmX0q3PUNM1sFLANedve3wu1XACvMbClwPzBTGTFFOj8lqRORNlGSOhFJKwo2IhIJBRsRiYSCjYhEQsFGRCKhYCMikVCwEZFIKNiISCQUbEQkEgo2IhIJBRsRiYSCjYhEQsFGRCKhYCMikVCwEZFIKNiISCTSMUmdmdn9ZlZkZsvM7MS2dFBE0kNLRjaxJHVAkKTO3ae6+1RgHvB8I+XuAa6J3xCXpG6mu08GNhAkqQO4EBgXvmYDD7agjSKSptIxSd0lwBMeeA/oZWaDk2mniKSvdExSNxTYFHfs5nDbEZSkTqRzScckdZaoSII6lKROpBPJSuKYWJK6TwO5QIGZPeXuV8clqbuspW/s7vOAMwDM7HxgfLhrM0em4h0GbGlp/SKSXtIuSR3wEnBteFfqVKDM3be2tH4RSS/pmKTuNWAtUAQ8AtzSxjaKSBpQkjoRaRMlqRORtKJgIyKRULARkUgo2IhIJBRsRCQSCjYiEgkFGxGJhIKNiERCwUZEIqFgIyKRULARkUgo2IhIJBRsRCQSCjYiEgkFGxGJRCrzRp0T5o1aYmbvmNnYcPssMyuJq/vGtnRQRNJDMnMQx8TyRhVAkDcqtsPM5gAvNlLuHiAPuKne9geBS9x9lZndAnwbmBXue8bdb21B20QkzaUqbxQEGRMKwuVCNKm5SJeW7MgmljeqZ4J9rckbBXAj8JqZHQD2AqfG7bvczM4EVgO3u/um+oXNbDZBxkxGjBjRwrcWkailJG9U6Hbg0+4+DHgM+K9w+8vAKHc/HniTIE1vA8obJdK5JHMaFcsbtR54GphhZk8BxOWNerUlb2pm/YEp7j4/3PQMcDqAu+9y94Ph9keAk1pSt4ikp1TljdoNFJpZLDHdeQQXn6mX1/vi2HYR6dxacjcqkZnAj+I3hPm7b3b3G8P1ucBEIN/MNgM3uPsbZvZFYI6Z1REEn/8bVnGbmV1MkI63lMN3qESkE1PeKBFpE+WNEpG0omAjIpFQsBGRSCjYiEgkFGxEJBIKNiISCQUbEYmEgo2IRELBRkQioWAjIpFQsBGRSCjYiEgkFGxEJBIKNiISCQUbEYmEgo2IRCIdk9TlmNkzZlZkZvPNbFTruyci6aIlI5tYkjogSFLn7lPdfSowD3i+kXL3ANck2P4gcFVY/tcESeoAbgB2u/tY4F7gxy1oo4ikqXRMUncJh9O3PAecY2aWTDtFJH2lY5K6ocAmAHevMbMyoC+wM76wktSJdC7pmKQu0SimwazsSlIn0rmkXZI6YDMwPDwui+AUq7Ql9YtI+km7JHXAS8B14fIV4ft1/nwzIke5dExS9yjwpJkVEYxoZraxjSKSBpSkTkTaREnqRCStKNiISCQUbEQkEgo2IhIJBRsRiYSCjYhEQsFGRCKhYCMikVCwEZFIKNiISCQUbEQkEgo2IhIJBRsRiYSCjYhEQsFGRCKRyrxRCcub2SfNrCxu37+2pYMikh5aMlNfLG9UAQR5o2I7zGwO8GIj5e4B8oCb4jc2U36uu1/UgraJSJpLZd6opMqLSNeQ7GlULG9UXYJ9rc0b1VT508xsqZm9bmaTWlmviKSRVOaNaqz8ImCku08BfkYjIx4zm21m75vZ+yUlJW14exGJQkryRsUkKu/ue929PFx+DehmZv3ql1WSOpHOJVV5o2IalDezQbHc3mY2PWzjrlbWLyJpoq3P2cyk3imUmU0zs1/Grc8FngXOMbPNZvappsoTJKZbYWZLgfuBmUpSJ9L5KW+UiLSJ8kaJSFppa/pdaUL5wRoOVNViBhZuMzMMMIOcrEy6Z2emsokikVGw6UDXPjqfRRv3NLo/M8OYd9cMBvTMjbBVIqmh06gOsnBDaZOBBuC8jw1UoJGjxlE1sjlQVUtldS01dU5tnVNdW0dtnVNT58QulIc33Q+d+sSf9li4PXZcon1hcbIyMnjo6pPAHQzq3AE79D6Oc+zgQsoP1iSsPzszg4wMQ6SrOKqCzavLt3LHs0tT3YykZGYYXztvPF8+e2yqmyLSLo6q06iLpwxhYEFOqpuRlNo654G3iti+t7XPS4qkl6Mq2GRnZXDd6aNS3YykHaiu5SdvfJjqZkgXsX1vJS8sLqasojol739UnUYBXDV9JA+8VURFVW2qm5KU5xZt5rrTRzF5aGGqmyKdWGV1LTc9uZAlm/aQlWGcMqYP5x87iPOOHciQXt0jacNRNbIBKMzrxpXThqe6GUlzhx+88gFd4UlvSQ135zsvrGDJpuDuaE2d827RLv7tpZVc/cv57D9YE0k7jrpgA3DDJ0bTmW70zF9Xyh8+2J7qZkgn9fjf1vPsws0NtvfLz+ZX10+nR040JzhHZbAZ3iePCycPTnUzWuSHr62iqibR3GUijfvbRzv5waurGmzPy87ksVnTGdE3L7K2HJXBBuDGM0anugktsn5XBU/MW5/qZkgnsqm0gi//zyJq6448Bc/MMH5+1YkcNyza64BHbbA5YURvpo3sfWg9+K5SBtmZ6ftPct+ba3QrXJJSUVXD7CcXsjvBnacffu44zp4wIPI2HXV3o+I9deMp1LmTnZlBZoZhZizcUMrlD85LddMSKj9Yww9e+YAHvnBiqpsiaczd+eZzy1i1teG04LefOz5lN0jS9894BHK7ZZKXnUVWZgbh5ICcOKI3U4f3SnHLGvdO0U7dmZImPfj2R7yybGuD7eMG5HPusQOork3Ntb+kRzZmlgm8DxS7+0XhDHw9w90DgAXufmmCcr8HTgXeic8F1Vj5cErQnwKfBiqAWe6+qOVdax0z4+5LJ7N405FforQjjjm87B78Janz4PtPdYfWD29zh7q6+PUkjg+3Bb8XTl1dsG14n7xDgVGkvrf+sZ17GnkQdM2Ocj5z/ztkZ2YwYVBPJg8t4NghhUweUsDEQQUdPt1JOiapuxAYF75OAR4Mf0Zm8tBCPUQnnc5HJeV85TdLaG7gW1Vbx/LiMpYXlwGbALjj/PHcOmNch7YvHZPUXQI84YH3gF5m1rnuU4tEbG9lNV984n32teIBvcwMY+rw3uyr7NivMSQ7soklqeuZYF97J6kbSizcBjaH2444CTWz2cBsgBEjRrTyrUW6hrY8BVxb51z96HwAhhTmMm5gTz42uIA7L5jQrqfs6ZikLlHvGgwMlTdK5LDBhd157ubTmdLGmxtbyip5e3UJb68uafdrg2mXpI5gJBN/b24YsKU19YscTfr0yObXN57CsN5t/2LlmeMa5IVss7RLUge8BFxrgVOBMndveB9PRBr4wwfb2Lz7QJvq+NwJQ/n6+RPaqUWHtfWhvpnAj+I3mNk04GZ3vzFcnwtMBPLNbDNwg7u/0Vh54DWC295FBLe+r29jG0WOCv/Ytpe7nl/e6vITB/Xk1hljuej4Ie3YqsOUpE6kC9hbWc0lD7zLup37W1z2jHH9+NJZx3DaMX1bdZ0m2SR1R/XXFUS6gro65xvPLm1VoAH4+vkTInlq/qj+uoJIV/Dg2x/xxsrWz3eUFdHkThrZiHRSu8oP8p0XV/Da8m1tqidTwUZEmlLYvRuzzzyGSUMKeWfNThZu2E1VK75kqZGNiDQpKzODqcN7MXV4L7589lgqq2tZtHE3760t5b2PdlG850CYhDEIQBlmZJiRmWFkZATrmWbk50YTBhRsRLqI3G6ZnH5MP04/ph+cl+rWNKQLxCISCQUbEYmEgo2IRELBRkQioWAjIpFQsBGRSCjYiEgkFGxEJBIKNiISiS4xn42ZlQAbUt2OJPUDdqa6EW2kPqSPdOjHSHdvdiLwLhFsOhMzez+ZiYbSmfqQPjpTP3QaJSKRULARkUgo2ETv4VQ3oB2oD+mj0/RD12xEJBIa2YhIJBRs2omZ3W5mK81shZn9xsxy6+3PMbNnzKzIzOab2ahw+3lmttDMloc/Z6Si/XHtbG0/ppvZkvC11MwuS0X7w7a0qg9x+0eYWbmZ3RFlu+u1obWfwygzOxD3WTyUivYn5O56tfEFDAXWAd3D9d8Cs+odcwvwULg8E3gmXD4BGBIuTwaKO2k/8oCscHkwsCO23ln6ELd/DvAscEcn/BxGAStS9TvU1Esjm/aTBXQ3syyC/3j185NfAjweLj8HnGNm5u6L3T127Eog18xyImlxYq3tR4W714Tbc4FUXgxsVR8AzOxSYC3BZ5FKre5DulKwaQfuXgz8BNgIbCXIT/6HeocNBTaFx9cAZUDfesdcDix294Md2+LE2toPMzvFzFYCywlSMNcQsbb0wcx6AHcC34uuxQ21w+/TaDNbbGZvm9kZETW7WQo27cDMehP8pRkNDAF6mNnV9Q9LUPTQX38zmwT8GLipo9rZnLb2w93nu/sk4GTgrvrXGaLQxj58D7jX3cs7tpVNa2MftgIj3P0E4GvAr82soCPbmywFm/ZxLrDO3UvcvRp4Hji93jGbgeEA4dC4ECgN14cBvwOudfePImt1Q23qR4y7rwL2E1yDilpb+nAK8J9mth74KvAvZnZrVA2P0+o+uPtBd98F4O4LgY+A8ZG1vAkKNu1jI3CqmeWF583nAKvqHfMScF24fAXwlru7mfUCXgXucvd3I2vDA1CUAAAAvUlEQVRxYm3px+jwlx4zGwlMANZH0+wjtLoP7n6Gu49y91HAfcB/uPsDUTU8Tls+h/5mlglgZmOAcQTXoFIv1Veou8qLYAj+D2AF8CSQA3wfuDjcn0twh6MIWACMCbd/m2AUsCTuNaAT9uMagouqS4BFwKWdrQ/16vguKbob1cbP4fLwc1gafg6fTVUf6r/0BLGIREKnUSISCQUbEYmEgo2IRELBRkQioWAjIpFQsBGRSCjYiEgkFGxEJBL/C4UgYk8hNSJsAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for water...\n", "Nodes from Ways query for water: done.\n", "Nodes and Ways from Relations query for water: done.\n", "Converting results for water to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for water to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for water to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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GpKm1tqccY0Y4cDrwgpltNrO9ZCM0lD6heT3ZXTakw2oH8Hpa7ib71W6xmT1faJD2TMxsB9nIDSce7PjMbI+ZvZbi6AOeB+al+t1F7bupMdDAWBL+MnCSpPZ02D2Ntz+h+S7gkjT/AbJf/kxSJ9lPvJ8ys4cKlSW1SupK823A+4DVOcQ3XVJLiuNoYC7wKzPbAOyQdFLqczGVbzXLyPvqepiv1P8JeDZJ+TrZTRbXAGel9ROBO4C1ZFe3R6fyq4A3gceLphnAZKAPeJLsYu56oCWH+M5Nr/8EsAp4f1Gfvam/54H/IH2ZVmmKb9qcMZYO6UEdhHBnhHBnhHBnhHBnhHBnhHBnhHBn/B91DWOAsvz6BwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for natural...\n", "Nodes from Ways query for natural: done.\n", "Nodes and Ways from Relations query for natural: done.\n", "Converting results for natural to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for natural to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for natural to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for waterway...\n", "Nodes from Ways query for waterway: done.\n", "Nodes and Ways from Relations query for waterway: done.\n", "Converting results for waterway to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for waterway to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for waterway to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for landuse=forest...\n", "Nodes from Ways query for landuse=forest: done.\n", "Nodes and Ways from Relations query for landuse=forest: done.\n", "Converting results for landuse=forest to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for landuse=forest to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for landuse=forest to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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13PTiHnYUNfTaHhGo4/kbpxLsq8Fsc/DW7tJet2zB+US/+eU9ZMcE8ZOlIzh/dAytJivX/WcnORWt+OvU3DgzmbmZkSSH+3OkooWwAB2j4oJZe6iKV7YXsyArklXz03l6cyHHa9p45ZZpHkuoTcdqeWtPKXcvzuSON/bzwPeyWXuokrAAHWsPVfYraAAmJoXwzPWTT9uGs6Owgac2FTA6LpjXd5YM6JqLsqOYPyKSP3ycx9XP7uAvV4zvVbtyOCTrc3sK9XdXzWRKciibjtdyy8t7SYsIZGZ6eJ/XlVLy9t4ybpuXRpCvlgmJIZysNzI3M4KZaREensdatWBGWhif5VRT0tDOqtf2cemkeI6UtxDgo+b+87LIjD5zjXA46XeXSgixHFgmpfyxEGIBcL+UcnmX9s+A56WUq/sZJw5YA1wEJAF/llIucbXNBX4upbxICNEspQzpcl6TlDLUy3grcS7JSEpKmlxSMqCk8UOO3SE5UdvGwdJmdp9sZFJyKFdMTjitm6fNZOWWl/ewp7h/k9Xfrx7Pnz455t7x6I5GJXjimolkxQSSHhnofiJuPl7LTS/tYUx8ME9dN4nk8J5b2VLKHk/Qk/VGXttRwq8vGuU+9vzWItYcrODqKYk0GC2E+OvYml+Hv4+GtYcqB/y531o5gxlpfd+offHEhhP8fUP+oM7521XjuWxSApc/vZ1F2VGsOVDBsrGxXDU1kXgvxtmqlg7+89VJthfWc7ymDSmdD4A/XzaOEH8td7yxn8evGs/cTO+VUg6VNfPvzQWsz6vh/y7IZtX8dMD5XedUtFLbZiI1IoC0yJ5aUU5FC7e/sY+yRufS0F+n5u2VMxmboO/R91wxlLtUs4GLhRDLAF8gWAjxupTyeiFEODANp5bTJy7NJheYC3wNJHRpTgA6f6E1QohYl3YTC9T2Mt5zwHPg3BYfwOc4K2w6VssPXz21Jf/x4SqmpoQN2hZxoLSJla/to67NuwDpZFZ6OBOTQpiTEUlSWEmvAsfmkBTUGlg2NoYXvy4mp6IFh5R8f3oyCaF+vHPbTPcSC6DBYGbV6/s4XN6ClHDr3FT+7wKnv4jJaudweTPLxp7aYn9tp1PAf3yX05RX2dzBvpImnr9xCkIIFmdHce/bB3vMKyHUj9YOK60mGwA6tYrsM7Tb6DSDd4h7Zkshy8bG8u5tMxECrpqSyMeHK/kqv47aVjNTUkKZmRbu9qCO1fu5he2j647x9OZC6g0WVr2+j/uWjuDrBxb1ajx/a3cpD396lHkjIpES1uVUU9XcwdzMSCYmhZAWGcDYBD3eHv4Gs411OdVuYQPQbrGT1G3J922hX4EjpXwQeBCgi4Zzvav5SuBjKaXJ27ku20+DlLJDCBGKU3j9zSVM2oQQM4BdwA3Ak67TPgJuBB5x/evNGD2kSCkx2xzUtZkpqDNwuKyFnMoWpqaEsjAriohAH9YerkSrVrEwK4qDZU0crzZQUGegw2LzGOvnF2SdluEzIyqQC8fG8sGBClo6rD3ar5uexM2zUkgK98dHo2Z7Qb2HN6w3nvgyny35tZyoNTAjLZzEUH+e2VLIA9/L9hA2AAE+Gu5clMnP3ztEcngAN81KAeCTw1Vsya9lxcR4t5G4ttVEs9HMDTNP+dHEhfgRF+JHS4eVI+Ut/G5trtc5vbdqFtHBPry7t5yfrz7MRePj3IbU0yVG7zOgfncvymBHUQN7ipvIrzFw++v7ePYHU9BpVEQG+TAjLZzwQB25Fa1UNHVw/Qu7uHNhBrMyIjzGuWtRBlOSQymoNeCQcOnE+F6FzbNbCnn8i3xWzUvjR/PSuHl2KsUNRmpbTRyrbqWiuZ16gwWD2cbycbFMTvY0xFtsDu5bOoLPcqo87G0Hy5uZP6LfunPfOM7U7H0NTsHgxmWfWSWl/CEwEnhcCCEBATwmpeyMXLudU9vin7leuMZ7RwhxK1CKU6gNCfUGM//eVEhhnYEJiSEkhPrx9y/yqW414W2z4Iu8Gh7+9NigrrF8XNxpzS3IV8v952eRGhHAHz/Jw2r3nND01DCP9frYBD0TEkM4WNZMoI+Ga6YmMjU1jEAfDU3tFqqaTTS2WzBbHdwwM4UVE+O7X9IDH42KojoDV09N4u5FGe6dmcggH+ZmRjIr3XnTHSxr5qpnd3DZxHgMZit6/1NG3r9/kc/Tmwu9xgJ1jhUd7IMQgvhQP26cmdzD+Hw6LB0Vg582h44+csZEB/uQGObPPzcWuI9tOl7HDS/u4tnrp6D317q3nqOynQ55KREBfP/5ndyxMIN7Fme6l5n+Og2LR0azeGR0n/Mymm3sL23ihRunuJdaeVWtPPzJ0R5z/dWFI3sIG4CwAKcwvn5GMh8dqqSozkhLh5UHVx/moglxXDw+jlGxwQghMFnt7C9t4lBZC1q14Idz0/r76oad/ylP48+OVHH7G/vP6ly6epX2R25lC+/tK0enVtHUbuGjQ5WYrN5v1hdunEJGVCDJ4QG0mqw8/MlR3tpTBkCov5b9Dy3tYXcxmG08+P4RalpM2KVkSkoo2TFBtJlsTEgMYVzCqR2l363NJSs6iGumJbmPWe0O2i129C7XfKvdwRVPbycyyIfCOiM3zkzmptlOLedQWTOXPPV1j3n7alVMSAxhZ1Ejwb4a7lkygltdHsZVLR0E+2qHZLv3+a1F/P2L/AEZjLtz39IR3L0402ubxeagwWjGaLaREXVmS7+1hyq5680DPY77adU8duV4LhwX2+8Y+0qauPKZ7R4PyPgQP6amhLLhaC0Gs1PjnpoSyrurZp3RfAeD4mnshaWjogkP0A1oy/R0iQvxo8Fg5rmtRXyRV4NWpWJmejiTkkMZER1IcX07B8qa2HOysd8lUVdufWUvQb4a7lqUwep9FRyvaUOjEkxJCWVWegRmmwNfrZo2k5X9pc00GMwYLXbCXBrI2kOVbpf9x68c7/SJaeogMcyfonojNa0mLp+UgMXm4MODFSwZGU1ogA6936mlwvNbT7JiYjw3z06l0WhxOSY6Dcw5ld49dD++ay7pkQH88ZOjvPj1Sf74SR7lTe1cMzWJA6VNXDkl8Qy+7VP8cG4al0yI5/ltRWw5XscVkxMYE6/nr58f7zdU4Z9fnmDjsVoWZkVxzxJPwaPTqIjVO43IdofkyY0n0PtpWTY2tkdoQn9sPdEz5mpycij/vHaiV0M1QEGtgaNVrVw0Ps7df8XEeN7ff2p3sqK5g4qDnv5Nh8paXNvv36z4tv8pDQfg8fXHebKLWg0wJj6Y5LAAPjlSdcZzuWxSPOtyqmk/jSftQAkP0PGHFWOYnRGB2WbHR6OmyWhhW0E9j68/TlN7TxtQVwJ9NDx25XhmZ4S7/V7sDunhibyzsJ6pqeHuYwW1Bpb9cyt/vGQMV011ColWk5UP9lfwgxnJCAE3vLibrSfq3WPEh/ix5WcLsDkk7RY7WrXgrd1lPLnxBCarg3uXZvLjBRlD/fUATrvckxsL+PRIlcvhr3eWj3OGfDz3VRE/PS+Lq6cmeg3V6NxRSo8K4L+7SkiPDGJh9sC9NlpNVr48WoNOrea5rwqZnhbOZZPiyY7p3Yv4o0OVPPLpUdbfN989p8I6Ayv+9TVtZpvXc0L9tayan84NM1Pw0w1PuIii4fRCbeupXZ1F2VGcP9q5Fg8P0FH5dAcHBqF1eKPrk+ds0WC08PHhSl7cdpK9pxFoaDDbuO+dgzx86VhmpTt3YrqnmJiWGubeoSlvaufn7x3CaneQEHrqSRzsq2X+iEh3v0smxPcQOBq1Co3aubNS1WJi3ohIovW+rDlQQfAZOvl5w2S185O3D1LbZubHC9IJ8tXw8KdHe9jEOokI9OGqKYlMSw1jfEIIczIjejUACyEYm6DHanPQYXFQWGdgVFzwgDWdYF8tl050bs4uyIoc0FLSZndQ2WLi1pf3MDI2mPGJei6dmMDB35zHido29pU0se1EPQmhfoxLCKG43sgPZiafsSH+bPE/p+F8dqQKs83BzPRw9w/FZLXzwOrDrDk4cN+RbzMqAXcvznTbcQSgEoKCujYmJYV62IJKGozc8OJup7DIjOT5G089xLr663x8uJKHPznqEcsVGeTDnl8uGbbP1UmHxU51q4mXvj6JlLDxWG2/icvfXTWTqV1CNToz9PW15W61OwYcR3a6mG12Nh2rI9BHw8SkkG9seMNANZz/OYHTG50Ocd8GdGoVoQFaWjqsvRqZB4MQcPH4OJ64ZmKPtm0n6jGYrfz6w1w+unMOMXpf1udW8/CnR6ltM3PVlET8dWpe2HYSc7e8uzfNSuG3F48+4/mdKQ0GM6/tLGHjsVrsDkmbyweotPFUnNrBXy91awV//DiPl7cXA05NL8RfS2ZUEPcszvxOZTYcSpQl1SBZkBXFBaNjekT/flO4akoC9ywZQUywr9uuIqVkfV4Nu4oaCfTVsD63ul97hZ9WzQVjYogO9mVcgh6D2cYv3j/Sq4fsnMwINh+v5Z3bZhKjd2qEu082UuwKKu28Mb3x7t4yRsUGu20+54rwQB/uXTKCe5eMcB+z2Bxc//wudhc7AzAv/Oc2bl+QzoTEEPaVNrmDKrcXdoaaVHPhuFgMZhsTEkIUwXOaKBpOF8qb2lnyty1DojUMFVNTQhmfEMLK+WlEBfW0FZisdnw0KkxWBw4puehf2yjqJSATYMN98z2CCv+9uYDlY+M8Ynj6o7bNxPXP7yK/xtB/ZyApzJ+EUD/uWJjB1wX1tFvs+OvUmKwOgv003L1o+DWHk/VGfvzGfo72kxqiKyH+WuJD/Hjt1ulu/xgFJ4qGcxokhPpz58IMHls/uLics4UQcNeiTOZ18ShtaT/lbNfSbkWnUXHHf/ezIa+W2BDfXtNZgNOmUtbYTnpkgNv2smpeep83e0VzB5GBPh62jI1HnUuTyybG82lOVb8CurSxnepWE75aFfk1BhLD/BgTryczKpAOq53V+8uZmhJ21rdwD5U1Mz4xhHqDmZWv7uVEbe8C01+n5ufnZzEpOZSdRQ38Zd1xEkL9uGfxiAEJm9zKFk7WGxkTp//GbU2fSxSB042V89J5Z2+5x/r+XCEl3PzyHhZlR3HdtCTmjYik0WihormDrJggWk1WPjpUydGqNq6emsjbe8u8jqNTq7huehIPfC+bpnYLUjqFGfRebeGzI1W0mWxcND6uh+F0ckooer8slo6KJj0qkL9/kd9rXpfoYB9C/HTMzginvKmdCYl6jla18Y8N+RTWGbG7zlucHcXfr5lwVnauOunMLby/pKlXYeOjUfGz87O4cnKiW7CPSwhh3ohI0iICBxy3lR4ZiMnqIK+qVRE4XVCWVF5Yva+cn757aMjGGwo0KsG+Xy3F5nAQHugZOySlpLXDxvPbinhtZwnN3fxwPrpztodX8UBY9do+qlpNrPnxrB4ezPUGM4fLm5mVHoGvVo3V7kBK+Dy3mgOlTUQE+mCxO6htNbuLu1W3mtzG2t64cWYyv7tkzKDmOVDKGtsprDOwICuKdTlVrHq9p8d5emQA01LDuXVO6qBSsToc0vnZy5p54ILsXoW41e5AgDts5LuEsqQ6A1ZMjOcvnx+jprXvyO3hRAgoaTR6FRxCCPT+Wn56Xhbnj47hxW0nya9tY3pqOJdOjD+teKX7zx/BupxqLDYHG4/VMiImiHRX6oSIQB8WZUfTYbHz0tcnqW41UVxvpLSxg8rmDq/BpwP5fIlh/m5HxqGmqd2Cv06Dze7gvnd6PkzUKkFhnZHCOiPv7SvjvVWzGJ/Yv5AurDPwmw9zqTeY8dGoOFFr8Bq8K6Xkx2/s594lmRjNdqalhvF5bjUBOg0OKdle2MD01DC3I6HDpfl914zTiobjBbPNzsTff3FWvYU7UQmYmhJGXIgfUcE+VDabWJ9b3WOLGZw2mN9fPJolo6Ld/h/Hq9s8fuA1rSbsDonNLkkMG1x5keoWEyarM/VB5w/9rjcPuHPbXDYpnocuHEVNm4n/fHWSXScb3Ok7z5RrpibyyOXjhmSs3nA4JFtO1HH3fw+4vXQjg3y4b+kIUsIDuOml3e7v/Y6F6e5yLn1hszsQQnh4aTsckm0F9VS3mIjR+zIzPRyNSnC0qpX/bD3JzqIGlo2N5eXtxe4noP7uAAAgAElEQVQlJUCc3pdNP1uAj0bN1hN1/GpNDn+4ZIyHDe+biqLhnAE7ChuGRdgARAX5ctv8NJqMVrQaFZOSQjlY1uSR/6STDoud8EAfPjxYycjYIHw0any62RQGG9/TSW5FC3lVrdQbLMxKD2NMnB61WsXvLx7tjuepazPz8ZEq/rrumDufzZmiEs6I6CX9RF4PBe1WO3WtZnb/cglN7RbsDklCqB9v7ynj1lf2eAj5ojojZY3t/Qbidi6PTFY7e4ub2JJfy8Zjte5UEioBf1gxhpN1Rl7bWcKkpFCumZrE/tIm/HVq9zJzXIKeW+ekonI9IEL8dFQ2d3DjS7tZffssJiX1yEH3rUTRcLzwqzVHeH1n6ZCNN1To1CruWJjBVVMTXDeLP7tPNrrd3y/2YuDtj0ajhdzKZjYeq+On53mvLWWzOzhW3caq1/f10GguGh9HaYORQ+UDL68iBMTp/ZiYFMItc1Kx2By0dFg5f/SZ1dA6Hd7dW8bP3jvscUyjEqREBGC1O3jwe9mcNyqm16VNeVM7n+fW8J+viqhudXpZ69Qq0iIDGBEdxNSUUEob22lut3Le6BgWZUe5tSGHQ1JUb8BgtjM+Qe/WRqWU/PSdQ3x8uIq/Xz1hQFHk5xpFwzkDUsIDuHpKIkX1BvIqW08r5cFQkxEVyP3njeCCMad+fLuKGqhpM3Px+DgaDGb+s7WIXScbCfHTUttm4g+XjCEqyNcjZ01XzDY7+0qaUAtncu/ell8atYqRscEsHRVNo9GCRqUi1F+Lv07NddOT8dWq+PfmQtbnVtNgtHgYhzuFS9fQgji9H8vHx+KnVfPxoSrqDWaum57kcc3ShnasDofbbnQ2sDskaw97BuxmxwTx4k1TOVDazC/XHOHRdccxmu0E+Gjw16l7LG+OV7fxh4/zAFiYFUl4oA+XTIjDR6MmJtiXNrOVH/RRNaOuzUJ6VIDHdy+E4PGrxnP/+Vn91qJyOOS3ys6jaDhe+O+uUpo7LIyO0zMyJgijxc4VT28/q2kt+iI8QMeOBxfjkBKNSqBRq9hX0sTWE3XcNCuFEH8dDoekts1Mfk0b80ZEOrWSqjZwLVm8/XBzKloQAkbGBA/4R9tp1K1rM3PRk9vIignijoUZTEs9FYfU3G5he2EDvloV4xJC+M/WIp7dUtTrmBeMjuGRy8fy3FdF2BwSq2vuU1PDuG/piF7PGyqqWjr46GAl5U0dfH9Gkjt6u6yxndJGI7/4IMft37RyXhq/WDYScGoi9759kA+7xODF6X25Y1EGV05ORKdRYbE5etU6q1o6uPmlPbx6yzSiBrkUzqlo4bOcKj46VMlt89K5cGwsoefQGVHRcM6ApnYLf/38uPvvs51Dpz8ajBZmPbKReoOZIB8N4xL1XD8j2VmTesMJIoN8uG1eGjF6X2L0vrz09Umum57EGFeS7dKGdpqMlh4/yJGxwTQYzHxdWM/01PB+l2Mmq52fv3eYqSmhFDc4nfmqW01sya9jTkYE9y7JpLndSm2bczs8t7KFg2XNvToGzh8RyRWTE7hwbCztVjsjooNYmBXFW3tKeX1nCZdO6jtLYY/vyWAmt7KV6GBfp/+Pv86dJ7gv43ms3lmWpSsWmzMaPL+mjTkZEYyJt/LJ4So2H6/lwe9l85uPcjle3eYOjQj1d+bIeXDZSI9laV/faUSgD6Pj9IMWNgCjYoP5LKeK6hYTv1qTw+s7S3j7tpnuZGnfVBSB0402k7VHJcRzKWw6qTeYSQ7355bZqVjtDpaMdO5UXTKh50156cR4j61lb2ELZY3tfHm0hptmpw74B1/Z3MFHhyr5yEtFhm0F9WwrqPdylncumxTPo5ePc++2BfpoSAzzw+pwMDpOj1atcmpogyAsQEd6VCB/XXeMz3NruHdJJlUtpgHVPbfYHORWtnCgtJn9pU1sya/z6jd0otbAeX//ysNxcMnIKB65fBwRLv+o112BoqvmpxEX4se6nGrW59XQ6PodhQXo+OWykYQH6theWM+cRzfyxg+ne62g0RsqleBn52dz+4IMfv1hDiohCPb95t/O3/wZDjMBOg01LSbSIgIoqu89Jul0GBuv52hV64CqLXbir1MzLTWMmWnhxIX4IXFGdvfFQHKhrM+rYXRcMM3tFvR+2gFtnw/VFjjAddOS0KpVtFtsFNYa+eJoDc9sKQQJszPCUQvB+rxqHlo+csBb+0II4kP8+Mc1E1mXU0VSmLOsb0u7lX0ljewobODi8fEeAjivspWnNhewIa/GqytCd6TEQ9jcNCuF31x0yv618VgNv1qTg06j4rkfTOav6497XU5e+ewONCrh3g19bH0+T17bM1q/PwJ9NFw2MYHrX9iFVi3444qxgyrpPNwoAqcbKpXgvdtnUVDbxo0v7vEwdgoBaiGwOSSxel8WZEWxICuSg2XNPL25sMdYYQE691MtVu/LT5ZmcsvLA7c1TUkO5eVbpvX7dO5KZ4naxDB/VICfTu31hr11Tmq/yw27QyKlRKNW4XBIfu8yjp4JqREB/O7i0ewsauBXa3KIC/FDoxLUtJmZlhJGeKCO4nojZpuDeoOZ2jazx1Z/fk0bIwZQ/K2rcV2lgiajlRtnpXhU9qxo7uDSf389IEHTFa1aMH9EJLfMTvWo6LC/tImVr+4DYOXcNDRqFc1G706QFpuDrnrz2kOVzEoP59ppSV7798WczAie/v4kHll3jLve3M/vLxlDRKAPh8ubGR2n/0YJIEXg9EJGVBBfP7AIm91BvcFCvcFMRKAPkUE+WGwOj9SNk5JC0alVSCkprDfyRV4NkYE+vLVyBu/sLeOpTQX86dIxVDZ7rabTK7PSwz2Ejd0hKWkwkl/TxkFXZv4AHw1+WjUWm4Olo6IpaWxnekoY+bVtJLqy8/n3IrC6Chqjq/5RSWM7L247yfTUMKKCfWkyWliYHckFY2IJ6JauMjxAx7wRkaRGBPDCtpMeHsaJYX6MjAmmvKmD6lYTM9PCCfbTYrLaufWVPdy9KJOfnpfFhrwathXUU9dmJjUigB/OTXWlTnWQW9HiXqZ0IiV8lV/n3i3KqWihrs3ca6rPeoOZRqOFIF9ND8EdFeSDr1Y9KIETFqDjndtmeoQ+lDW288K2kx6pOjozI87JjGBPceOAtOVXd5Rw3qjoHqErA+F7Y2MZlxjCjS/u5v53D/GDGcnE6v14dN0x7lyUcVZj1AbDgAWOEEIN7AUqpJTLhRBbOVX6NwrYLaVc0e2cCcDTQDBgB/4kpXzb1eb1fFftqw+Bk66296WUvz+dDzcQjlW38vLXxTS3W0kM8yPIV4taJThW3UZzu4XJyaHcszjTnQsG6JEnNjLIh5902U05XO6swpkY5s9Pz8virkWZ6DQqNh2rRSXwWpLGG09uKqCi2cSMtDCsdsnHhyu75Gfx5K5FGSSF+bsDBUP9dfx3dxnLxsaS2o+GVNrQzuXPbPcowvflsVP1Bw1mG1dOTvSwZSWF+fPJ3XPcGsPtC9L5/do8Anw0jI3XMyczwsOAWd7UzqX/3o6UEqtd8taesh5Z+I7XtHHTS3sID9DxyOXjWDqqpzNgVkwQlc0dNBjMhAf6MDoumANlp9LCHilvwUercmtBAToNn+dWkx4Z6BG0CqBVq/jdxaP51ZocDGYbEa4t7TaTlXf2lhMWoCMqyIeLxsexbGwsWrUgVu/noTF8cKCch9bkuqsldFLl8treUdTQb7bBTo5WtfLi1ye5/7ws98OgttVEoK+mRx0xbzgckiUjo3l1RzGbj59K2P7hwQo23Df/jOu2DwWD0XDuAY7iFB5IKed2NgghVuO9YF07cIOU8oSr1O8+IcTnUsrmfs7f2rWc8NnkcHmLu9yKN7aeqCenopUR0YFEB/tiMNsI0KkJ8tUSGqBldkZEj9ifcQkh7hpHXXeH3thVOmBhA86n+er95azeX96jTa0S/PWKccxKjyCvqoVDZS1Y7A58VWoOljXTZLSwcl7agFJgFtS19VrBE5zxQvtLmzxsOKWN7Vz+9HbW/2Q+4Lx5/7Ci98DLOL0fKeH+7jLGfd2Egb4aVAK+PFrDuIQQIoNOPfHrDWb+tamA126dBji1tK5euN3L3/rp1Hx/ejLgDPswW+0kdTHOrpgYz6KRUewqaiQ1IsCtufz5snH9LkWklCSG+nPjrGSOVbW5hXREoA8/mpfG/pIm/rtr4A6kWrXTptNV8zxU3kJGVCAp4d6Xxl2xOSRHKpp7eMnXtJp55LNj/HHFGI5Xt2G02EkKcxYtNNschPjriA/xQ0qJ3SHPanDpgASOq4LmhcCfgPu6tQUBi4Cbu58npczv8r5SCFELRALNAzl/OLhiUgJrD1V6JP/uzoajNWw4WtPjuFolOPr7C7ye03mj51S2sOZAJSsmxjE6LtjrOAPFV6ti8cho5mdGMj8r0m3biNH7sij7lDYwLl4/KGewimYTfbljVbWYePD9Ix7HNCoxYM/gDoudG1/aPaCa6QAlDe3c+orT1vXQ8lHuOlbg9PGZkBgyoCd+d/R+Wr6uaEGjVnn4JQX7antoU/0Jm6I6A7/5KJeaVhNxIX4eO1r3LM4g0EfDlJQwfnPRKJ748kSPCH5vjI7T86Muxeve21fOL94/gsXuGFC9s9SIAJ66bhIrXPXBJieHsSW/jnqDc7nqtItZmJ4Wxs6iBorqDMzJjKS0oR2LzcFHByupaTPxpxVjBhWDNxgG5PgnhHgP+DPOJdD9XbUPIcQNwMVSyiv6GWMa8AowWkrp6HLc43zXkmo1UI6z3vj9UsoedWOFECuBlQBJSUmTS0pK+v0cvdFqsnLbq/vYUeR9udIb4QE6VkyMZ9nYGK9VEx/57BjPflXY5808GHy1Kp77wRRSwgOw2O2E+uvc6/1j1a1syKvh89waKpo7CPbVEBXsy2NXjO83m5/dIZn2pw2D2v5fmBXJE9dOHLBtQEpJXlUr1zy7s9fyJt74x9UTelQNbbfYTkvgDDVrD1XywOrDPTzRU8L9+eWFo1gyMgohBC0dVl7fWUKIq7rn3W8e8Lrjlx4ZwFsrZ7C3uInSxnb+/Nmpqq83zUrhZ+dnDSqJ+lObChiXoCenopVrpiZQ3NCO3SFpMFoI8dPiq1Xzw1f3khjqR4PR4nZunJoSyi2zU5mcEuo1y6Q3hiyJuhBiObBMSvnjLrXFuwqcz4DnpZSr+xgjFtgM3Cil3NmtzeN8IUQw4JBSGoQQy4AnpJTeyyK6GApP4w6LnTUHK/j35gKvgZN98dLNU5mWEoa/a0fo48OVzEgL559fnuC1nSVDJnC6o1YJsmOCMJhtlDd1uCOPk8L8+cWybP67uwyj2cbbK2d4VZOllFz/wi7yKlv7rWXljQmJITx3w+QB/yjNNjsPrD7CBwf6L6WTEOrH3YszuXJywll72g4FdW1mnt5cyOu7SrB0Mz4vyo7i9gXpTEoK9dCYzv/7Vxyv8fQxigryYdP9C3h5e7GH02lXhIC0iACun5HMheNi+/ze/7Ehn39vLmTDT+YTH+rHvzYWMDYhmEXZ0Zisdo5UtDA2Xs/OooYexQP8tGrGJ+qZmxnJHQsHVjdsKAXOn4EfADbAF6cN530p5fVCiHAgH4iXUnrdgnEJkM3An6WU73ZrG8j5xcAUKWWva56hDG2QUvJ1QQPPbS1i24m6QdlcMqICuXZaEn/4OI9Qfy2XTIjn48NVfdpHzgZj4/VEB/syKjaI+87L6rPv81uLeGLDiUFpHV0J8tGwYmI84xNDWDoyukfclpSSIxUthPrrCPDRMO8vm3oYWLsSH+LHynlpXDE54RtbEqXRaOGpTQV8kedcHq+YGM+kpBBO1ht5alNhj//vUH8tczMjGZegZ8XEeNbn1vCLDzyXqHMyInj9h9NZ+epe1uf1v+zunpu6K/UGM1P+uIEfzknlge9l8+xXRfxro9PulR0bTHG9EYvdQZPRWV7648NVHmkypqWE8dT3JxHqrx2wPeeslInpruEIIVYBM6WUN/bSXwd8BqyVUv7DS3uP84UQMUCNlFK6lmHvAcmyj4kOdSxVJwW1BurazPz2o9weT6RvAxGBPjx25TgWZPVdHbKyuYPL/r3dHe08WJaOimZCYgg+GhW3zE71sB9JKXlg9RF2nmwgQKehoNaAxe6pCcxIC2NSUiij4/ScPzra40fetfbVuaSlw0qQjwaVSvCPDfn8Y8OJHn1mpYdzw8wUGoxm1uVUe7ULCoFXjTctMoDHrxxPeVMHd715gMQwP1LCA7yOce20RP58Wc/cQVJKdhY1klvZwhNfnuDgQ0t5ekshDulsu2tRJs9vK+LhT4/1ODcqyAchnC4eEYE+NBot/GTpiAFnPhyuWKprgEe6XXgKsEpK+UPgKmAeEC6EuMnV5SYp5cHezgeuAG4XQtiADuCavoTN2SQjKpCMqEBuX5DO418cH/RSa6jx06oZl6Bn18nGXvuE+GsZE6fn0onxrJgY36fx02S1k1vZwmdHqqk7Ay3si7wadhU1YLE72HC0huumJxMf4kt1i5mtJ+pYtSCdkbFBvLy9uIewAdhZ1MiR8hY+vWeuh7Axmm389qNc/nrl+NOe2+litTswmGw88tkxjlW3cqy6jdFxwTx6+Tium55ETauJbQX1NBoshAf6EOCjodVk5YVtRaRHBrK3FwN5b7/kojojf/38OE9cMwE/rZo7F2awZGQ0cx7dRIfVaSPy06oJ8FFz3bRkr2MIIWg1WTlU3sLtC9JRq1X8aG4an+fVMCo2iC+P1fTYkb1tfhoXjo0dNgdBJVp8gORUtHDxv7YNaol1pmTHBBGj9yUtIpCF2ZFMSw1Dq1Lx2PrjfHiwEqvdwfjEEGalh5MRFUhmVBDRwT4D1gjyKlvZnF/LC1tP0mC0sGJCHElh/ry3r9yjgmZ/aNWCNXfMZmRMMFWtJorqDBypaGFfcROBvhpWzU/nqmd29LtsiwjUseeXSzzywmzOr8NgspEWGcDouMGnSj1dfvtRLqv3lfeY89h4PR/dOds9x5YOK2/uLuVgaTOj4oJJDvfntx/lDtomtmp+OvefN8K51Gm3Eu/aRXt03TGe3lxIdLAPj1w+jpoWE1dPTezz/9hktfPsliIOljXxywtHERGoo95gZtXr+8mOCeJn5zuX2U3tVkZEBw6JAV6pvHkWWHOggjd3l/apYcQE+zIyNohNXRyvToeZaeG8uXJGj+MWm4PmDguRgQMXLP3RZrJyvLoNs83B9NQw1CpBVYvJlfRb8Lu1uW4fk8yoQMIDdUgJlS0dvHHrDHcq03veOuByvFPzyV1zUKkEORUtXPnMDvdTuj+6VsAEp8Pg9oIGfHXqfmPIhpLcyhaueW6n1wDOaSlhtJqsVDZ39Mh8GBPsi8lm73Ub3Eej4orJCbyxqxS1SrB0ZDRXTE5giRcnR3D+33xyuIoFWVF8daKOKyYl9Ovy0GS0UNVi4vVdJTx86Vj38bO5PFUEzlkkp6KFhz89yt7iJvx0arRqQb3BglYt+OyeeYT4a5n55y+x2k//u3340rFcNz0JKSVmmwNfrZrH1x/n6c2F2BwSX62KAJ0Gs82B1bVMSQ73Z0ZaOAuyIj38cnrDZLVjtjrcht6SBqPXiGWD2YZDSnRqFTq1yuMHb7La8dWqsTskXx6tQe+nZUJSiNsZ0mS1k/3QOo/xRsUGc97oaD48WInN4Zy7QLAgK5JfXTgKnUZFh8VOXpUzevt7Y2PdT/zhpKbVxM/eO8xX+Wf28JicHMrLN0/FbHOwPreGi8bHsvzJbUxMDOEPK8YMuQfwi9tOUtxg5J7FmacVJnE6KAJnmKhtM/Hg6iNuDUCjEu71/Jl8tROTQgj113GgtIk2k40ol7ftQJY6flo1R//g3SGx61Nu0/Fa3t5dxjM/mAzAwbJmwvx1br+dBpddR0KPmKaBUm8wM+PhLz0i5J/7wWSWjor2Wn7G7pBEB/vSbrGhEoI3dpV6OP4NB20mKz4aNT9+Yx8bjtb2f0I/3L0ogx8vzMBX6+mRvu1EPQ1Gs9cUI6eLlJI3d5exr6SJ4gYjdy/OZHpqWI9rDzWKwBkm/rur1L3FqXcFJ/YWDKhRiUGlpjgdwgN0rJyX1iOhVGlDO//YkE9eVSsPXzaWSUmhXqPFTVY7FrsDq81BYZ2RpnYLk5JCiQxy7lysz61m47FapqeFkx4Z0O8OmMPhLD+cW+mZYyg8QMeExBBi9L5EBPpwy+xUjy31TsHYV8a8s8XBsmZ+vzaX/aXN/Xfuh0AfDZdMiOOi8XHMSAv3aCuuNxIb4ntWyuKA0/D9/v5yTta3U9LgLDGkVQs2Ha/FV6PGT6empcNKQqgf3xsTe0bVIZSMf8NATkULeVXOqG27Q7Lxp/P5Iq+G5g6nMW71/go+6ZIzd8nIaGZnRvDnT4+etaoQPhoVs7ukTDhU1sx/thbx6ZEqt8H7mmd38uqt03rcAAC+WjVSgp+fMw9PYZ2BZ7cU8nleNeVNHUjpvMaczIh+hQ04KyUEeDFKNhgtfHmsFq1acP95WQR1SR5V0dzBs1sKuWpK4mnV1DpTxifoGRuvx1+nQSIJ9tUS5KthzcHKHs593kgM82P5uDhSIwIYl6B3pyztztmuyKlVq7h66ql0FxXNHRwqa+aaqUksGxuLWiXosNjRqsWwFedTBM4ZsOtkI3MyIrl9QQYlDUb0flqyYoLYeqKeo1VtIGF0XDDhgT58lV/Hutxq1uVWAxCgU9NutQ+pF7JKOANHO5241udWs/K1fT36WewObn5pD9+fnsT952f1ULf9dGqK6gz888sTrDnomd1PrRKMjgvut4pmJ0azjT0l3o3sGVGB/N8F2YyKC2bNwQqa2q3cODMZtQqyo4MGlPfmbCCE8FoBtLDOyL6SvuPBAn00qIVgbLye2ekRlDWd+5LRncSH+PWwhXXPfHC2UQTOGXDBmBjm/WUTP5yTSpCvhr+sO87h8mampYYxOk5PcYORujYzGrWK0XHB7mXFtdOS+P0loymuN/LkxgLWHq48bcHjo1ExNzOSlHB/bpiZQozel6/y61j12j6+PNa7x2qH1c7z204SGqDzcF9vNVn548d5vLevHIc8tQyMD/HjljmprJgQ168hsrypne2FDRTWGsirau31s/3hkjHsKW5k1ev73EIyt6KF2BBfrpuePOxLqf5ICvPvU+A8fOlY5mREEBGk44MDFax8bS8n643sfHAx9QYzoQG6AUXvf5dRBM4ZEB/ixy2zU3h5ezEz0sK5c2EGY+L1HrlzOpFS8u/NhTy2/jhrD1WyICuS80fH8M9rJxKj9+W5r3qvatAXZpuDlg4LyeERPLruGFvy6/oMHejKqNhgRsZ6ahFBPhqa2q34adWkRwXy6OXjCA/UoVWp+qwKUNdmZnthPV/l1/PRoYoB7dA98P5hd8BgJ+8fqOC1W6d9I5OB/+nSMTy4LBspnTt3JfVGOqx2GowWAnQaxifqOVrdytrPneECnfzhkzzGxDnTy/5q+ahz+AnOPYrReAgYTD3sDXk13PPWAS6eEM+Ns5J5bksRHx6q9Ihl6Y3IIB98NKrTzi2cFOaP3SFptzhTkP7j6gmkean75HBIqlpNfW5Ft3RYWb2vnJ1FDRTWGdyVJoeCq6YksHJeGhlR52ZJ1ZW8ylZGxgZR1thBg9HM2kNVFNUbOF7dRlWLCT+tGo1aoFGJATn7PXP9ZC4YM/wF/842yi7VN5gTNW2s3l9BZXMHS0dFMys9nJLGdh797FivToU3zEzmzoUZLHxs84AL831vTAwOKfHXabhwbCyLsqOoaO7AR6sacIR3d0oajLz0dTHv7C07K4bvIB8Nn907l4TQvlNqnC0+PFjB7IwIIgJ9+OEre/DXabhySgJf5NWgEsIjjehgCfLVsOG++addjvmbjLJL9Q0mMzqIOxdlsKOwAZ1GRaPRgsFk88gJ3MlNs1KYlBzKzLRw7A7JzPSIfpN4CeFMxnT7gnTGJYR4tPWWxGlPcSMn6420tFspbWznNxeN8ti5yK9p4y/rjvHlsdozNnQnh/vzy2UjSQzzx2JzsL+0iVB/HfGhfoyN1591n5He2FXUwD1vHeT9H88i2FfL3pImmtutfHSoknsXZ/LVif4dAG+bn0Ztq9kjBcdfLh/HxmO11LSZOFLeQvSo757AGSiKwBkmLDYHj60/TnWLiTaTla8LGrwGMnbio1Fx2/x0JiaFMD8zki0n6vj1hzl9BpBOSQ7l2mnOLc+B7D4U1Br49EgVnx6p4li1ZzR8mMuYXNNqIjHMn7SIAC6eEE+D0cKBfvxTLp0Yz/9dkI3B7ExhGeijQadRYXdIVjz1NVUtJjRqwYjoINQqwfjEkD7HGy46Bfn2gnp++UEOy8fG8daeUmwOybwRERTVGzlQ1tyrwL1wXCwPXJDNLS/vQSVgVFwwU1PCOG90NFdOSTjr6Tu/DShLqrOE0Wwjp6KF2jYziWH+PLO5kCkpofx3dylFvdg79H5arpmayHmjYyisNfB1YT0FtQbaTDZKG71vr6ZGBLAgK5JrpyX1u40spWRHUQOPr8/nSHlLnwIPnEGZ01LD+POl41Cp4PmtJylpMA4oTuyuRRn81Esunt+tzWXNAecW+PgEPR/eOaffsYaLeoOZxY9voaXDygs3TiE9MpDkcH9aTTb0floqmzuY8+hGHBJ0ahVpkQGcdFVjGBuv58FlI5mcHOq2k3WGLEgpKW1sJ7eylRM1BmrbTOj9tNx/Xta3qi54Xyg2nHPIDS/u9kjepVEJlo+L7eHT0pXb5qdx7+IRzlKyHxzpNfivM5/K8nGxPLR81IDtAcX1Ru5756DbezbIV0Oc3o/aNlOvxs6FWZH854YpaNQqiuuNLHhs84CuBTBvRCSv3jLNa1tlcwfrcqrpsNpZmBVFZnRgj+1ih0Oyr7SJ0XHBw5pO9JXtxfzmo1ympoTyzm0ze4Rf5FS08L1Jc3YAACAASURBVKNX9xKr9+XNlTPQqlTYpfS63S2l5PmtJ3n2q0LqDafStwb7alh715xBVdr8pqPYcM4RUkr0flqPNBY2h/QqbHRqFbMywrl4fBxTksN44ssTvLGrpIdTXai/lgvHxbIwK4qiOiN//uwoHx+uwl+n5i9X9J8rprK5g8uf3k6bycas9HBmpYdz1dREooJ8cTgkMx/5kprWnvlwCuucS4iprgJ1g6Gw1sC6nGqvOzJxLp+eo1Wt/GpNDu+tmtmjzwcHKjCYbP/P3nmHx1lcffuebVqVXfXeJfcqdxuDG93YYJoxHUKHEAIvNfCShIQPCAkhCQnEtOBgeGmm2xhjY2zj3i13WbZ679rVatt8f+xqrbKSVrYkS/JzX5cu7z7zlBl5dXbmzDnnx6SUtrWie5IF4+J5/tuDbDtR5Umabc6o+GBevHoMT322l5e/O8wz80agoqVR2nq8knc2HOdgca1n2z82WM+YhGBmDY1izrCoAek49gXF4PQAu3J9Uye4anw8L17tqty2I6eKxeuOea23MyLOSGpEEHe8t515Y2J5dt4Ifvf1AQ4W1eFwStQqwYHCWj7alstFI2NapDaA6w/85yfn4HDKNmU7d+RWeTU24JKCufntLbxz6yTOGRTBpJRQn5UXCqobuPf9HUxLC2dKWhi1DXbK6xsJ9NNw/6x0EsMCMPpreezioV5LJlw1Pp5qs5U312Vz14w0L0/oGYL9tcweFsnK/SWeTPjWzBwSyYYn5mC2OThRbmLd0TIOFNZysKiWvKoGahtsnpw5g17Dbeek8Ms5g3osZ6o/oSypuhmHU/L1nkJ25lax4Wg52eUmLhsTS1ZJPUdL6zwGZUh0EN89NKPFGv7dn4/z9objhAXq0GvVmBrt6LVqHpidzpxh0Z54n+YlK8BVu+W6f2/2BPydNzgCh1NSXt/IvDFxPDhnULt1UErrLPzqw11szm6/xo9aJfjrdRkEuKv8nypCuJI2r5uUyGMXD+v0fLu7GFVzXarewO5wUlbfiNFPw3f7S7hqfHyb39+aQyX8bXUWe/I6dqD/6vzBPNJMJHGgoiypzhBqlWCBu7yn3eHkQFEto+JcOlF1FhurDpQQF+JPRmJIG4fh7dNTuX16+6UYmr4hhRAtvnmHRhv4+J5p7C+s4fsDJfx0uMzjEN54rJwH57hSF8xWO+9tzCEuRO8piRBl0PPhXVP5cGseT3+xz+sOjFGvYViMoV1nty+cOyiCt2+b2OJb/mhJHfsKajhebuIBL+UbNGpVrxubpufGBruE4V7/6RhG/5a6Vfvya3zSiNdrVUxKCe30vLMJxeD0IBq1qkUcjEGv5arxCT3ynBFxRkbEGbl2YiK1Fhur9pew+lAJiWEBFNZY+HxnPu/8fMKlOHDD+BbXCyG4fnIiH27NZV9BTZv7/3b+SAZHBfHA0p1d7pu/Vk1aZCCZhTXUmG1EGV1GZXdeNW+tz+aSUTE02Bw4++BMWwjB2IQQXvruEFq1oNZiZ8PRMvYVnCy1cdPUJEL8dbz2Y1aLaxdNSuTO81L7RLR0X0IxOAMIq93J8n1F5FaamTcmlrGJwVhsThb88+cWuuHPf3uAQVGuLd+mWYUQwlVl8K2WZTUzEkOINuopqG7gaGl9l/ozLMbAM5eN4Os9hbx8zVii3I7SBquDbScq+e38EVhsTiYmh1Fa20hKRN/6ONZZbOg0KrJK67nt3W1cOiqGXbnVLdQt3t+cS5qXMhPJ4YHsyKkir7KBhFB/Gu1Oogx+nt/B2Urf+h9WOC10GhVT0sL49Ue7eWXVkRZtBr2G8UmhnJMezvRBEQyJDmrhl8gsqGHplpw2xcN251Xz05Eyrp3o+8xMrRLcOzONB+cM5kBRLS9cNbrF8tFfp8bukLz2YxbTUsOZkBLW47VhTgWDXsuTlw7jw60uffB5Y+JotDtbGJwAnZrs8rZLzR8OlvDiVaMZFBXUY3WE+yM+GxwhhBrYDhRIKecJIdbjkv4FiAK2SikXtLomA3gdl3ieA3heSvmRu+0/wEygaQ5/m5Ryt3D97/wNmAuY3ce7Ppc/S6m32N3Fo9SkRQYxNiGYjKQQhkQZOgwy25Vb1UZCpImlW3J4+ILBGPQan+rgPHnJMM/O0vikUIprLLy88jB/XDDKEwF9+/QUcivNpIYHklVW7yl0dabSGtoj2F9LSICWarON9zaeID3qpGE8Jz2cd26bREmthewyE6kRgZyoMBESoON4eT11jXbF2LSiKzOch4CDuIwHUsrzmhqEEJ8BX3q5xgzcIqU8KoSIA3YIIVZKKZtc+49JKT9tdc2lwGD3zxRcBmtKF/p5VjM42sDXD3Y9eveGKclUmmxEG/1QCcHTX+zD5pCoBFyREeeJePaFv6w6jEGvYdFkV7W5mGA9981K52+rj2J3OEkMC8BPo2JSahhajYrhsUaklOzJryGjj6Q5NLEjpwq7u9RGeX0jV4yL493bY0gI8Se30ozdKUkOD/QE8TXN1IbHGvh0Rz7jkxSncXN8MjhCiATgMuB54JFWbQZgDnB76+uklEeavS4UQpQCkUBHe4lXAEvc4nebhRAhQohYKWVRB9codIDF5iCzoIbdedUU1Vg8gvYzBkcwb0wc/jo1apXgoQsGc/PbW1qoPcYG+7PuSDkLJyQSbfRrN2an5fOcPLlsH1ml9cwaGsW5gyMYFBXEk5cOI6/STHGthaeW7eOFFYcYlxTC4eI6xiWFoFGpGBwVRKTBj9l9JDguKSyAG6cksTm7gvJ6KxcOjyY8yA+1SjC4g1SSTccqGBPft4xnX8DXGc6rwOOcXEI150pgtZSy1kubB7dsrw441uzw80KIZ4HVwJNSykYgHmg+t893H2thcIQQdwN3AyQlJaHQltI6C4t/yuaTHfmeTHSdWsXH905rdybx7m2T+OFgCZUmGyW1FvIqzcwaFkWQXkNDF8tRvLXhOO9uPMGGJ2YTG+xPTYON7HITqw+WUFjdgNnq4KcjZQyLMXLneWmMjDOiFr1XX9cXIg1+PDV3OGarnUc/2cOnO/OZOSSyU1E+X+o9n410anCEEPOAUinlDre2eGuuB97q5B6xwH+BW6WUTV7Jp4BiXEZoMfAE8BzgbdHbZs9USrnYfR0TJ07se3uqZ5iduVXc9NaWNjVrnFIS0kE1PY1axSWjYtscf+7rA21E33zB4ZQ8+skeXr9pAsH+Ws4dFMGU1DBqGqxcOyGREXHBhHVQSbA5b284ztzRMcQG975GldXu5M/Xju3VvK6BiC+/venA5UKIuYAeMAoh3pdS3iSECAcm45rleEUIYQS+BZ6RUm5uOt5sidQohHgXeNT9Ph9IbHaLBKD9rEcFDx9vy2PtkVJyK81MSArl/105moLqBr7YVcDR0nqPdvSsP68lQKdmUFQQv75gcKeieVJKvtrj+39BjFHP7GGRlNQ2khoRSHpkEDVmG0a9FrVKoFapiQzS88dvD/Ls/BEkhQX4VHBr3ZEyxieFnBGD01wNVOHU6dTgSCmfwjUbwT3DeVRKeZO7+VrgGymlV3U2IYQO+ByXT+aTVm2xUsoi967UAiDT3fQV8EshxP/hchbXKP4bVxnT7DITeZVmCqobCNRpOG9IBPUWO4OjDewvrOHxz/Z6zs8sqOW9TTmMjDNyyzkppEcGUttg54eDJaw5VEqlycre/BqvRb/aPttJeX3nvpuU8AD+7+5pPumbP3LREB6+cAjbc6p8Luj16nUZhAT0vVrHCr5zuvPDRcCLzQ8IISYC90op7wQWAjOAcCHEbe5TbpNS7gaWCiEicS2hdgP3utuX49oSz8K1y9XGGX02Umex89Syfex25+6ckx5ObqWZvCozf1s0rt1cqP2FtfzvF5kkhQVw3aRE9hfWUmmyola5tLQ+3pbP1LTwdmcNZqudSpMVP42qXYG/Jk5UuPrjrYh8E1JKHE5JbYOd/YU1nD+8c0niJjoq4q7QP+iSwZFSrgXWNns/y8s524E73a/fB95v515z2jkugQe60q+BjtMpeXN9NhbbSX9MVmk9FfVWwoN0WO1OSmo7lgDOrTTz8srDxAbrmTcmlrSIQPKrGli2q4AF//yZZfdPJ8aoRyVcmd4Wm4P9hbXYHJLF6451amyaCPHXYrU7yakwYWp04K9TY7U7abA5yK8y8/3+EjRqwd8WjfPsQhXXWNBpVD77chT6L0q2eB9BSsnxchNHS+uJNupJCQ/w+A2ySuu44JV17V774lWjiTT4ccd7p/47SAj1x2p30mh3enTR0yIDWTgxEYvNwas/HPXpPrHBesrqGrlxShILxsUTF+JPfaOdRpuDAD81aqHiUHEt45JCPZUMv95TyCUjY7hghO+zHYW+hZIt3o9YvO4Yb64/3iLfKSRAy/JfnUdciD9GvZaEUP925WF+8/m+06614u3e2WUmVmQWM3NwhJcrvFNU45ppfbw9nyWbc1r4Z+aPjePvizJYtrOAxeuy2ZlbTXJ4AP+9Y0qHkjQKAwfF4Jxh9uXXsDe/htTwwBYGp9ps45cf7OTqCQm8uS6bBRnxvPZjFkLAIxcMoay+kSWbcgBwSpeSZncTafDj5qnJPNHMGe0rzfsTGqDl5mkp3DE9FSFcAYYPzhmE1eGkwepQfDNnEcqSqo+wL7+GO5ds6zCSd1iMgVcXZTAsxsjaw6Xc9u62Hu3T5JQwimst7RZw9wWdWsXDFw7hmgkJZ6S2jULvoBRR70dIKblu8Wa2tiOC14Req2JKajjHy03kV5nx06gZFmsgNTwQu1PSYHNgcf90Zbu5N1AJmD4ogsvHxnHxqBiMemV7eyChGJx+RqXJyifb8wgJ0GJ1SJ79MrOFwQjUqZk/Ns4dOCcYFmPkukmJnmC+1kz84w8+xc6cCfRaFfPGxHH95CTGJ4WcsYzqkloLn2zPY+3hMl6+diypfbBERn/BV4PTd5JWznLCAnXcMzOdBePi2X6iss3sxGR1MCUtjPlj45gxOJIjJXU8/NFu/t/yg6w60FaJc2Ly6Wcp69QqzuuCw9hXLDYnn+7I5+rXN3qczGeCg0W1/PWHoySHB/qk7a5w+igznD7G8n1FPPHZXp9LQTTxzGXDufO8k+oGVruT19Yc5eu9RR6xtq4wOSWMO85LRadR8fnOgi6lNnSFN2+Z2KJecG/SFIqQFhl0Rp4/kFC2xfspc0fHMmdYFKsPlvL5rnzWHi7zSI4ATE0L4/5Zg3hg6U7qGk8apT9+69KqMjXaKatvpM5i5+apyXx411T8NCqWZxbx2y/3t7iXN4L9tVw/OYnHLh5KtdnKzJfXsviWCeRUmNiT37be8emyv7CmhcHJLKghs6CGqyckeBWX606EEIqx6WWUGU4v43RKn+RdnU7JIx/vJtLgR32jA3BJw8waGsV/fj7uUdD0hXtnpvPkpcPIqTBRYbLSaHNisTtosDowNdoxWx2YrHZ0ahW3nZPSojzEd5nFLN2SQ3yIf7sVAU+HC0dE8+Ytri/G3XnVfLGrgKcvG97jxkahe1FmOH0Ap1NSZ7FjstpdWuOFNfy/5Ye4YHg0g6KCSAkPINqoJ8hPQ2JYACW1Fvy1akICtKhUgntnpXPJq+tb3HPZzoIu96Ppb7d5ZTpfiTb6EaBT94ixAdhfUOMxwmMTgvtcxT+F7kUxOD3E8n1FPP35Pq+63U1FuZujU6s8WlJ6rYoP7pqKqbHr9We88c8fj7FiXzEpEYG8c9skAM8OVkRQx7Exg6MNCK8lirqHwhoLs/68lrtmpHHz1OQee05X8HUWqtB1FIPTQ1w6Koa4EH++2l3I5uwKDhR1WBDRY2zAtYuTW2Em7zQC7lqTXW4iu9zEsbJ6sstMPLVsHw6nE51GRUp4IC9dPYawIB1+GpUnTaLGbOPmd7awtwd8N83JqzJzoLAGKeUZLTr+75+OsT2nitwKM7+7fCTT0sPPWF8GKooPp5c4UW5iR04VH23P6zTAD1zOW41KUGGy9kLvXFwwPIpLRsVyzYSTkjA7ciq59Z1tHhnhnuAPC0b1idnNnrxq7nhvG+X1rt/5fbPSeeKSziWJFZQ4nD5HSkQgV09IYOmdU3jq0mEkh3dc4a6mwdbtxiY5PID/uXAIH909lWExLctTXz0+gdduGM81ExI4UW7C7p5xTUgO4+sHz2XhxATiQ/xRCZcx7C78teo+YWwARsUHM39snOf9ZzvyGQhfyH0JZUnVy2jVKu6Zmc7k1DD++sNRNh+raLGcOhUCdGrCAnXtZpOPijdSZ7Hjr1XzyzmDEEJw49Rk/vDNAQAmpYQyITmEBf/8mfL6RsrrrVw7IYFBUUFcOCKatMgg/nTNWABsDicqITBb7ewvrCWzoIbDxXUcLqnjSEkdFtvJseg0KtRCEGX0Q6MSHPOiTX55sz/wM41aJUgKc30RjI4P5sWrRyu6Ut2MYnDOEOOSQlnyi8mU1Fr4aFsePx0pIyHUnx05Ve0aDm9EG/346bHZrDtSxuOf7WXZfecQGqCjtK6Rtzdk8+XuQoZEG5iWFs7TX2RSVt9IlEHPDZOTuHZCAvWNdsIDdXy8PY9R8cEU1TTQkFtNTqWZF64a3UZBoWm72qDXMjUtnKlpJ/0cDqekpsGGzeHEancSbdSjVQuEENgdTv7wzQHec2e4N6HX9q1JdoPNwbPzRnD79BTF2PQAisE5w0Qb9fzq/MH86vzBfLQtly93dy2it6S2kV/8ZxsTk0OZPTSKOoudtzccZ9WBEqrMVi4YHs0zl40g0E/NuYMisDskR0vqKKqxEB/qT73FTkSQH9dNSuK6SUlUmazoNIJAv46XTU6nRAha/FGqVaLdqn0atYrfXT6SrLJ6fs6q8Bzva1rbiaEBHCiqVYxND6EYnD7EleMSeH3tMU5UeN+dCg3QotOoqG2wc+X4eCKC/PjvphNkJIbw6wuG8Puv93PXku2oVYKUiEBuSE/imgkJHiOg06jQaVQE6jQ8+OEuDhXXodOoiAvW02h38vI1Y8lICuG7zGIOFtVy/vBoVh0oocLUSIi/luJaC0dLXBK2lSYrIf5aBkcHoVWrmD4ogvBAHeOSQtGqBTUNNtIjgwj0O/kRE0Lw14UZbD1Rye++2s+LV43h/OF9S79p/tg4UroYq6TgO8ouVR8ju6ye3319gHVHygC4Z0YahTUWgv01PHf5KIRwLV00ahVWuxOVwLPsqW+0o9eoWiyDMgtqePWHo2SX1fPs/BHoNCpSIwI5Xmai1mLn3vd3eM791ZxBPHLRUACu+OfP7MnzPZrZGwE6l0P4iUuGeeJa/vL9YXbmVOGUcMe5qYxOCO4TCpsKp4cSadxPSYsMYskvJnO4uI6CarNXzSiN2vXHq9O09H8ENZtN2BxOtGoVhdUN/HDQlU3eVLDrstGx/PPG8dgcrjgcq7tAelPxLykl+wtOP/bGbHXw3f5i7p81iOAALVJKfjpS5onr2ZRdQWKYP/+5fTLpSk7TWYHPMxwhhBrYDhRIKecJIdZzUvo3CtgqpVzQ6poM4HXACDiA56WUH7nblgITARuwFbhHSmlza199CRx332aZlPK5jvo2kGY4p0ulycpb67P5YlcB09Ij+GxnvtfzZg+NxO6ULXTEAa7IiOOeGen89qtMtp2o6pY+3XZOCioh2Jlb5ZG5aU5YoI4P75rK0Jj2tbo7otpsVYTqzjA9McN5CDiIy3ggpTyv2cM+w2UkWmMGbpFSHhVCxAE7hBArpZTVwFKgSVDvA1zSMq+736+XUs7rQt/OeipNVt5cn82SjScwueV92zM2AD8eLvN6/MvdhazcX9xpykNX+M/GEx22V5qslNU1nrLBsTpckdlJ7tgmKSVf7y1i/pjYNs7foyV1xIb4t5gNKvQePu1JCiESgMvwoiEuhDAAc4AvWrdJKY9IKY+6XxcCpUCk+/1y6QbXDCeh9fUKvvHjoVLOfWkNr6895jE2p4PF5uzS1nx38OPhUp/PNVvtnshnh1MSZdBjttn5wzcHPPFBPx0u86qltWRTDuV1fbMS4tmAr0EQrwKPA94i1K4EVkspO0wWEkJMBnTAsVbHtcDNwHfNDk8TQuwRQqwQQoxs5353CyG2CyG2l5V5/7Y+GyiqaeCdn49j7gZD09Po2ik5cd7gCG6ckuTzffw0alYfLKHGbOONn1wfp2ExRoZGG1i6OZdR8cHcNSOVq1/fyNItOS2ihe+ekeYJ7lPofTqdVwoh5gGlUsodbv9Ka67Hy8yn1T1igf8Ct0opWxutfwHrpJRNdRh2AslSynohxFxcM6fBre8ppVwMLAaXD6ezcQxUfjhY2sYP09eICNKx6uGZGP21rDtaxnNfH/BUIfTXqnnzlonotb7raqlVgvyqBvx1au6dmU6VyUpooI6FkxI9WunDYoxcOCKal1YcYnR8MGMSXGUvEn00Ng6npN5ip9HhwGp3UtNgI7vMxJiE4C6X+FA4iS8L2enA5e4/fj1gFEK8L6W8SQgRDkzGNcvxihDCCHwLPCOl3Nyq7be4llj3NB1rPlOSUi4XQvxLCBEhpezbf1VngEa7g7JOJH57GyEgMsiP1IhAthyvxKDXYLU72ZRdwdzRscweGkW9xc6DH+4CXHlZzlMIzRgabUCjEgjhKtw1e1iU535N/PqCISzIiGd5ZpHH4PiClJJXfzjCP9ZktWl79boMxeCcBp0aHCnlU8BTAO4ZzqNSyiZn77XAN1JKr596IYQO+BxYIqX8pFXbncDFwPnNZz1CiBigREop3cswFVCBQgv+tTaL19Zk9epSSq0SjIg1MjYxmPc3n6zpo9eqGBUXzL6CGq4cF8+LV48BoMpkJdhfy4GiWr7LLGbu6FgAhscaGZsQzITkMO6ZmUaArusO3OaywOd2UOg9JSKQeaO7nq/VXg3nvqqE0V84XVf9IuDF5geEEBOBe6WUdwILgRlAuBDiNvcpt0kpdwNvADnAJvdOQtP29zXAfUIIO9AALJIDITqxGzE12vn3T9m9amz+58Ih3D97EGqV4IUVB1u0zRkWxV+vy8DhlOibSQ43KWqOig9mVHyw5/igqCC+/OW53dKvopoGMgtqOyzE/n/bcnns4qE+pysIIRgVF0yOl4jvDVnlJIcHEh6kY3zS6StjnG0okcb9lMPFruzs5789SHEPL6vGJobwyT3T0GlU1FlsjPn9921kbOKC9Xzzq/PazaXqbpxOyUfb8yitbeT6KYlEGVzRyjkVJvRatSd6ednOfHRqFRNTwogJ9j2i+Z0Nx1m8Lptai41LR8Vyw5RE1CoVxTUW7n1/B0OjDXz36/OUnCs3Sj2cAc7QGAPzx8YR6OeaUfTk516nFoz5/Ur+9sNRDHots4e2zX8qrLHwyqrDPdeJVty3dAfPfJHJgnFxRBn0WO1OSuss5FU28OCHu6izuJzHDTYHw2INXTI2AL84N5WNT85h1SMz+cvCsUxIDiMjMcST+zU81qAYm1NAiX7q57x96ySM/lrCAnVIKdmeU8XH2/L4ZEf7QX9dpSni2KB3fVz+fO1Yxv9hVYtznp47vMdKclaZrDz26R6umZDAJaNiOVpSx/cHSrh1WorHgVvfaOelFYe5Z2Yar10/jjqLHYNey7zRcWQW1jAoqutBhSqVID7Ev8Uxh1Pyl2vHMmNIZLeM7WxDMTj9nJRm8rRCCCalhBFj1LcwOKkRgdidTvIquxbMl5EYwnWTEnl7w3GySus9UrhZpfUtzosI0nHXjDRvtzhtpJSsPVLGuYMiSAoLwO5wYrI6eGDWoBbPfGt9Np/tzKfC1Mh/bp8MwIp9RbyxLpsRsQamD+oeBVG9Vs3VE5QY1VNFMTgDBIdTkl1Wz4rMYj51G5sYo57fXDacxFB/bnl7q8/3unBENJuPVaBRCa6f7ArIW3+0jNEJLsdv65VEhclKrcWGUd99pUebcBnRUHbkVHGgqI7B0QYyEkNayMlkldaxxF3YKy3ClQRqdzhZdaCEEbFGZnZhNnKmC7kPdBSDMwC4/d2tbDxW4QnlTw4P4D+3T2JSShiBfhq+yyxuodLZGZuOVfDpfdNICHUFyV0/OcljeAD8WmWp3zglCa2q59yBCaEBnr60Jrusnhve3OJJdRgRZwRcJTteuS7Dc94XuwqYMzyqQ6OYX2Xm7Q3H+e18r8HtCt2A4jTu55TWWlh/tNxjbKamhfHVA+cya2iUp/hVWKCOC4ZHM2dYlE9Cc/WNdh78YFe7BcRHxQUzIdm1JXznuan8ccFo/HW+Rwp3xK7cKg4W1XLbu1t58rO9nuPt9WVfQQ2l7tyo0AAtl46K8XreyysPs+Zgx/laL6w4hEFJ6uxRlN9uP+dQcZ1HLzzK4Mc/bxhPcEDLb/HJqWFMTA7F6nAiBFzx2s8cKq4DXEF7U1LDmTEkkmExBp77+gAWu4Nbz0nhtTVZPDV3eJtnWh1OT2rC9V3IgfKFSIMffho1/7pxPCr30kZKSZXZ1mbLvcZs47df7fe8n5gS1u59i2stPPLxbobGGBgea2zR1lQuNb+qgWOl9UwfFMGUNEWTqidQDE4/Z8aQSJ6/chRv/HSMvMoGlu0sIMKg48pxLR2bKpVAr1LjcEpeWZjB0dI6gv21TEgOpajGwle7CzlYVMs/bhjH4KgghBDkVLRVWQDQqAQvXjWanApzt1fr87Z0EsJ7reTgAC2XjIzxyBDvza/mcEldm4A8KSVqlcBql3y7t6iFwalpsHHBKz8xOCoIjUoQHxnIR9vzmJQSpqhv9gCKwRkA3DglmesmJrJsZwE/Hi7l6vEtjU1JrYWC6gZqG2xsP1FFldnKsbJ6rHYnr90wniHRBh69eGib+7aXM6RRq7hopPelS29idzjZkHUyxe5/LhrqNfq30e7k6bnD+f5AMRNTWrYH+2t58arR3PHediKC/HhwziAiDX4cKa1jWIyxzb0UTg/F4AwQNGoVCyclsnBSYovjO3Iq0anVvLYmixMV1DlnsgAAIABJREFUJp65bDjnpEew7UQl09Mj+vW3uEat4sIR0R4drfa2vvVusb1DxXXMcgctlta5ZnWXuhNKZwyJ5Hh5PZNSwsirMhMe2H0FyBROohicAUxmQQ3+Wg0j4oy8snAsdRY7ZquDtYdLEUJgtjn6XeW7GrOND7bmYnM4CdCpyUgIoaTOgr9OjdqL8bTYHJitDtRCMCT6ZN3kKpONP357kB05VW6p4ST+uuooZXWNGPRaAnRqr1I4CqeHkks1gJFSkl/VQJCfxpNI2V9psDp4+KPd7M6rprjWQoBOzVXj48kqrWdnTjUPzB5EWJCOlPAAhkQbPL6lD7bksuZQCb++YAj//DGLnAoT2eUmGu3OFvlgS++c0maGdNnf16NVq/jigem9OdR+iZJL1Q+xO5w4nd33BbDleCWJYQH93tgA7MmvprCmgT8uGEWQnwa7U7LuSDnHy02MTQzGYnfw8bY87vnvDs59aQ0fumdBlaZGFk5M5GBRLeOTQxgcbcBia2lsDH6aNlrr4Erl2JtfzZe7C3pxpAOb/jWfHsBYbA6ufWMTVWYrr90w3qd4mc7wtbpdf2BqWjhf/fJcXlh+kPpGO5EGP968ZWKLwutPXOKa1R0uqeN/v8hk5pBIrsiIJzZYz7x/bGDJLyZz89QUvsssblHvuK7RzvJ9Rdw8LaXFM6ONepwSfv3RbkbHB5OmSNmcNsoMp4+g16qZPTSS0AAdC9/YxLNfZnKi3Pu2tK+0TjwcCDx56TCW/+o8hkQHsfDfm9rIzuzJr+Gr3YX8Zu5w4kL8SQj1508rD3PtxESijHpWZBa1Ka7+2/kjvMbdPHbxUMYmhiAlvL72WJt2ha6jGJw+QJXJyu++2s9nOws4UFSL1eFkyaYc/vz9YRrtfb84em8ihGBEnJH375jCs/NGcNeS7WzMKmfjsXJuemsL/1h9lPhQf15bk8XGrHL+tvooVruTX0xPAVzVBu+ekUZEkB9NPuZJKWEMiW67pEoIDeDZeSNIDg+gpK7RIxiocOooTuNexuZwsjOnigabgxmDI1GpBDe/vaXdQujjkkJ446YJihxuO6w9XMrdS3ZgdbQ1BqPjg7HYHHz36xled7CKayzUN9pIDAvAT9M9qRlnK4rUbx+i1mLj3Q0nmJQSysvfH2ZXrmsZsGhSIreek8L8MXEIITx64s3ZlVvNNW9sZMVDM/rdFnZvMGtoFM9fOYrHPt3bpq2+0c6SX0z2amwAd1EuxZD3JsoMpweRUrIis5jffbXfk2DYHvEh/hRUt1+vRqsWzB0dS1pEELOGRjK2G5zKA4lv9hbyzobjDI0xEOSnwU+j5sapScQGDzw/Vl/E1xmOYnB6kN99tb9TmdtTZWJyKOcPj+aaCQlEGpSo2ObUWWzszqtGo1KRGhFITLCeopoGLDanS7XTYicuxH9A7eKdaRSD0weoMdv4eHsef1l1GIutZxyORr2G84ZEcsHwKDYfqyTK6MfFI2MYGWfs0QhZu8PJ45/uJTpYz4zBkYxLCumSmF1vIaVkZ241v/jPNo9IHricxyseOu8M9mxg0e2Bf0IItRBilxDiG/f79UKI3e6fQiFEG21xIUSGEGKTEGK/EGKvEOK6Zm2pQogtQoijQoiP3BpWCCH83O+z3O0pvvaxrxEcoOWuGWk8d/modmVuT5dai51v9xbx8Ed7+Gh7Hv9Yk8W8f2zg/qU7sXlxpHYHFpuDJ5ftY9muArJK6xmbGMz+wpp2a9acSYQQjIo34t/KGBbVNPDxtjwqTdYz1LOzk678FTwEeASJpJTnSSkzpJQZwCZgmZdrzMAtUsqRwCXAq0KIJufDS8BfpZSDgSrgDvfxO4AqKeUg4K/u8/o1Cycl8uHdU0mPDOSKjLgeVVhoYkVmMasPlnhtM1vtLNuZz33v7+DllYdYsukEqw6UkFVaj8OHSOc/fXfYU8Z01YESLnxlHd/vL2lT6/hM0nw246dRY/Rv6XCvNtt4/LO9lNb1LeXSgY5PSyohRALwHvA88IiUcl6zNgOQi0sPvLadWzSduweX0F0WUAbESCntQohpwO+klBcLIVa6X28SQmiAYiCyIzG8vrqkak2j3cGu3GqkhP+3/CD7Cmq6/RnhgTrGJoZw+/QUzhvctpbvztwqbn5rC6Z2RPQCdGpGxweTGhFIUngAd52XhrbV7Oy1NUf58/dHvF7/4JxB/M9FbUtd9DQOp+TDrblsPV5JeX0jpkZ7C7G9HTlV/OvHLNYfLfdsoYcEaNn1vxcqyZndQHdvi78KPA5409q4Eljtg7GZDOiAY0A4UC2lbCq0mw/Eu1/HA3kAbmNU4z6/vNX97gbuBkhK6t6qcz2Fn0bN1LRwTI32HpkNjEkI5s1bJraI2TlcXMefvz9MgE7Nq9dlEOyvbdfYAJitDrYcr2TL8UoAksICmDfmpFSuxebgw6157V7/5vpsYoL1XJER79nGNzXa0ahFj8a6bM6u4JkvMj3vowx+/OGbA9w0NZnUiEAmJIfy9m2TqLXYWH2whG/3FrPxWDn/WnuM2UOjKKppYM6wKMX49DCdGhwhxDygVEq5w60t3prrgbc6uUcs8F/gVimlU3j/X22awXTUdvKAlIuBxeCa4XT0/L5GoJ+GRy8eyld7CjleVk+txfcC5x0xa0gk0UY9xTUWTlSYCNCpufGtLdS57z8k2sDdM9IYGm3gcEldu/dJCgvg95ePJNqo9xQlb0KnVvHytWP4YEsuQ6INXJERx+Of7uVEhYmS2kYsNidPf57JiysOsWhSIikRgfzrx2NMHxTO03NHtCl/2l20DvwrrWvk7Q3H2ZlbxWf3nuOp+2PUa7lyXAJXjkug2mzlm71F/O+XmezIqWL20Ej+dM1YZdevB+l0SSWEeAG4GbDjipIy4tIBv0kIEQ4cAeKllF4Xw0III7AWeEFK+Yn7mOAsXFJ54/Z3t7LtRBUZiSFsyCrnofMHc6ColtUHS+hq4vj6x2eTGBbA77/ez7s/n/B6zoUjojlRbuKolxlWaICWZ+ePYN6YuDbLqM6w2BzctWR7uxHTeq2Kl64ewxUZ8V7bT5enP9/H0i25LY6NTwrhDwtGMTIuuJ2rTlJcY2Hl/mJW7i9m/ti4FioVCp3TbUsqKeVTwFPum84CHpVS3uRuvhb4pgNjowM+B5Y0GRv3PaUQ4kdc/pz/A24FvnQ3f+V+v8ndvqYjY9PfuW/WIP4UEUh5fSNHS+u5fGwceZVmfs4qx9zB0scbixZvxiklRTXtO0JXHfDuSAaYkBzG+cOju2xswFUKI7vMe7KpTq3i8rFxHs2onuBEhYmZQyIpqG4gq7SecwdF8O+bJ3iUKzojJljPreekcMu0ZKrNts4vUDgluhSH08zgzHO/Xwu8KKX8rtk5E4F7pZR3CiFuAt4F9je7zW1Syt1CiDRcxiYM2AXcJKVsFELocS2/xgGVwCIpZXZH/erPMxxvSCnJKq2nwmRld141qw+WeOR2e5LR8cHcPyudS0fH+nR+fpWZ3XnVZBbU8vWewnYjpSMNfrx960TiQ/zZeKyC/YW1XDIqpltKcEBL8TopJdtOVDEpJVTxx/QiSuDfAOMX/9nGmkMd6yp1B10JiPvbD0f56w+u3Sq9VoVBr6WsnRSOAJ2af988gfMGR2J3OPlydyFhQTrOHRRxSjOq5jywdCehgVpunZbCn1YeZsbgiDa1bRR6FiV5cwDhdEoGRQUxOTWMEbFG9uZXt7stfbqU1TXSYHX4JGzncJ501M4bE8fTc4fzyqoj/HezS3b3iow4RsQaGRZrZGJyKPct3Ul6ZBBxIf4efW6LzYGvAcpvrc9m5f5iahvsmKx24kP8SQgNYOX+YuxOyfubc0mLcMU6tUZKSaPdiZ9Gpcx8ziCKweljrNxfTHGNhfFJoSRHBGDUa1GpBL9xC9I5nJK/rOoZYwNQXt/IPe/v4JWFY4kI6ni3pnkhq0935LM5u4Lbp6eiVQtCA3TcMi2ZCcknxekWTkzg2jc28ffrMzzHO0uHsDucfL23kI1ZFXziDjZsIr+qwbN930R2uckjoNfEnrxq/rLqCOuOlGHw0zA6IZjRCcEMjTZw+dg4ND0UBa7QFmVJ1Yc4WFTLne9tb+ELCfLTEBKgJTxQR3iQH2MSgrlsdCxvbzjOsp0FXuvAdBev3zi+Q3+OxeZgwT9dKp6xwXpmDonks535nDc4kofOH+w1o/2DLblszq7gsYuHepInG6wOXl55mOX7iog2+qFVqzBZHQT5qakwWds4o/21aqwOZ7tR0Qa9hqvGxXP+8Gj+vvoo23Pa939dNzGRu2akkhoRhFolqDZbMei17Za0UPCO4sPpZ2w6VsHdS7ZT19h5TI5OreLNWycyMs7IR9vy+GJXAWX1jYQG6LhwRDTbT1SyM7e60/t0xLAYA3+6ZgxjEtoajS93F7D6YCm1FhtrD7tq+LikVpL5x+qj3H5uapdq92SX1fObz/exObuy3XPSIgN54crRhAbqGBwVhMMp2Xisgr9870qM7SiuqAmjXoPJ6vAYqiA/DfXu37e/Vs2QGAPldY3469R8fv85GPQ9EzM0EFF8OP2MzdkVmKy+BQBaHU5ufWcr4YE6UiICuWp8AnOGRRFl8EOnUbEis5g9+TU+5UW1x5Xj4tsYm2qzFSEEeq1LMvic9HB+M3c4EUF+hAXqsDmcPHj+4C4/Ky0yiKcuHc4V//y53XOyy0xct3gzRr2GoTEGsstMVJis7Hn2IradqOTOJZ1/4dw/exDXTEhg+4kqcitN3D49lcyCGrafqGJPfjUbsso9W+L/+0Umry4a1+WxKHSMYnD6CA9fOITZw6JY0MEfXWsqTFYqTFZ25FTx0neHiDHquXhkNAsnJbL6kZk88MFO9hd2mHHiFY1KcOGI6DbHNx6r4MvdBfz75olc3Erqd/G6Y7z03WFmD40iv8rMzdOSuXFKss/PLKhuYNbQSKrNNg4U1eJwSgJ0aqR0hZ43zfxqLXa2nagiLFDH368fR3CAlvOHRxEbrO8w/ghgVFwwEUF+XDLqZN/HJYUyzi0PXGWy8tBHu1l3pEwpcNZDKAanD5GRGMJv54/gj98ePKXZSXGthfc25fD+llxGxwdzqLjzZYY3YkP0HkkUp1Nid0p0GhXnD4/y9MuVU5XL2MQQxieFsmhyEoF+GrZkV3LZ6FjGxHftD3bu6Fjmuv1FDqektsHWQk8rr9LM8n1FbMquICksgN/MHd7C4Vxl7rzMxMi4jrXCQwN1/O26DMb9YRWrD5Zy+/TULo1BoXMUg9PHuH16KheOiGb90XKWbskhs6DrMxSHU7aRTwEYFBXE/DFx5FeZya00Y3U4MTXaOV5uwuZwGRKNSuB0wv1Ld2C1O4k06PHTqLh3ZjoxwXrSIgOpMVsBQYPVQW6FmZGxRnLKzVw/KalLs5r2UKtEG/G+xLAA7pmZzj0z0ymptfDGT8fYnF3BpJQwJqWEER7o12GJ1vgQ/xb3tNqdlNRayK9qoKimgfyqBq4cF0+U0Y/xSSE8dEHXl4YKnaMYnD5IQmgA109OYtGkRB79ZC+f7czv/KI29/An2F9LeX0jVSYbEsncUTHcPzu9TaCd1e7kiNvpanM4QUJ8mD9RBj1Wu5NHP9mDn8Z1jcXm4MrXNzI+KZSdOVUE+Kn5ek8hQXoNr16XcdpjL621cPd/d5AWGcjV4xPayO8eLKpl0eLNnno3zR3NapXg2gkJ/HSkjBmDIzHoNaw8UExeZQN2p5MnPt1LfrWZY6UmimstCOFK5owL8ScjMYRqs0vBYdn9irRvT6EYnD6M1eEkNEDLnGFRbD9R6ckqF8JVfiEuxJ+IID/uPDeV4AAtkUEup7GfRo1Oc9KoOJ0SIWg34E2nURFl9GNvXg2786q5ZFQMUQZXiYsPt+byzGXDPbOD8Umh3DI1mbd/Ps6wGCOTUkK5aWoyAbru+ShFGfW894vJbMwq9xi55nyxq4CaBhsqAffMTGdYjIE1h0oZkxDCDZOT8NepW6Q6PH3ZcLLLTew4UYVWIzDqo0kMCyA2WE+gTuPJIlfoHZRt8X6CwynJrzJjc0i0akFyeGCPP3N/YQ02h+y2nKfTJbOghuPlJh78cFebtiiDa6csKSyAjKQQogx6jHoNU9PDMSrb2z2OEoejMKCQUpJdbqK8rpGcSjPZZSaC/NQ4nGCy2qmz2KlvtDMmPpicShOmRld6Rr3FTp3Fxq3npDBraJTnfnaHk4LqBhJDA2iwOXzOKlfwjhKHozCgEEKQHhlEemSQVx3wjrA7nDhafbGuPVxGpMGPhFB4f3MONQ02Hpwz2KccMoVTRzE4CgMejVrV5oN+QbM4o2B/LTdPTVaMTS+gGByFs54LRkSzM7eaKrOV1IhAksMDlLSGHkIxOApnPRFBfpw7WKlj3BsoefkKCgq9hmJwFAYEdoeTtYdLsfdguQ6F00cxOAoDghMVJt7ecJylW3KRUuI8jUx5hZ5D8eEoDAjSI4O4enwCy3YV8MKKgzTanSyckMhL14zp9FqHU7picXRqpfxoD6MYHIU2OJwSKWW/KL1ZVNPAiXIz/153jJ+OlNE83EalEhwuruO7zOIOkzFXZBbxqw93kRQWwJ+vHcvElLB2z1U4PXw2OEIINbAdKJBSzhNCrOek9G8UsFVKucDLdd8BU4ENrTTJvV7vlqL5EjjublsmpXyua8NSOFXyKs3c+u5W7p2ZzsKJiWe6Ox3y55WH+XpvIRabg7K6RloHzUca/Ljhzc1UmKwsnJRAbLC/1/us3F9CjFHPb+YOV4xND9OVGc5DwEFcyptIKT1aIkKIzzgpZNeal4EA4J7mBzu5fn1z46TQeySGBbDmf2ad6W74xKMXD+XRi4cCUGex8dORMp5ats8jbbxiXxEXj4qhtLYRu8O7T0dKV+XCF68araQ39AI+/YaFEAnAZcDzwCOt2gzAHOB2b9dKKVe3o0nu0/UKCr5g0GuZNyaOIdEGbnhzC2kRgTw7fwSj4juW+RVCKLK+vYivi/RXgccBb3uOVwKrpZRdrxTV/vXThBB7hBArhBAjvV0khLhbCLFdCLG9rKzsFB+tMNAICdASZfDDT6vq1Ngo9D6dGhwhxDygVEq5o51Trgc+PI0+tL5+J5AspRwL/AP4wttFUsrFUsqJUsqJkZGRp/F4hYGC0yn5++qj3DAlib8pBdD7JL4sqaYDlwsh5gJ6wCiEeF9KeZMQIhyYjGuW0mW8Xd98piOlXC6E+JcQIkJKWX4qz1A4s/x4qJQfDpag06ioNFm5fGwc5w9vW6C9O1CpBH9cMLpH7q3QPXQ6w5FSPiWlTJBSpgCLgDVSypvczdcC30gpOy6X3z5trhdCxAh3MIQQYrK7jxWneH+FM8yo+GBGxwdTZ7Fz9fgET+1khbOT03XLLwJebH5ACDERuFdKeaf7/XpgGBAkhMgH7pBSrmzveuAa4D4hhB1oABbJgVAl7Cwl0uDHoslJLFIcswooFf8UFBS6AV8r/vX9UFIFBYUBg2JwFBQUeg3F4CgoKPQaSiy3woBmb341209Ucai4lmqzDaeUjIg1EuinobjWtTkqEGg1Ap3apTCqpDj0HMpvVmHAYbE5OFBUy3NfH2BvfjVOCXqtirSIIKrMVn44WNri/FlDI0kJDyS3wkx+VQNqlcBqd1Je34jd4aS6wcb5w6MJ9j9Z53hXbhXjkkJ7e2j9HsXgKPRrKuobWbm/hB8OllBR30iV2UZelRmVEIxPCuHhC4YwY0gkI+OMnnIbpXUWfjhQyiurjnDHuancNyu93fsv31fEM19k8tw3BxgRa2TmkEhGxgXzzx+z+PDuqb01zAGDYnAU+iXVZiu///oA3+wt9AQTGvQa5gyL4olLhnHu4HByKxow+ms4VlbPX1YdQaMShAToGBpt4OoJ8QT6qTtVMJ07OhatWsXjn+5hy/FKNh5zxaDGh/jz46FSZg6JVOSCu4BicBT6HaZGOze9vYXMAlcWjEGv4e+LxjF9UAQ6jYrSOgtPLdvH8n3FxIf402BzUGmytrjH9w/PQCMEiaHea+Q058IR0Vw3KYm5o2M4UFjLvoIavtxdyO3/2cZV4+J55bqMHhnnQEQxOAr9jkqT1WNsADQqwQdbc/n3umOYGh28cNVobp+eyvikUKSEvCozh4rr2J1bjdXhJDZYT0KoPyszi5mSHo7d4ey0uuHo+GDGJIQwJiGERcDCiYl8vacQpSJp11AMjkK/IzEsgFunJfPephwAqsw21h8t4+VrxpIeGcSIOCMAk1pV75NSUm220Wh3crCojr+sOsJfVh1BCJgxOJLk8ADK6xsxWx1cPjaOq8YneK7VqFtalrGJIYxNDOnhkQ48lDgchX6HzeFkYkoYw2IMnmN2h2RFZhF+2vY/0kIIQgN1xATrKatr9ByXEn46UsaSTTks31fM2sNlPPLxHgY/vZz3Np4A4OKRMT02nrMJZYaj0O/QqlXMHxvH/LFxHCmpY2VmMffOSkfbybJoc3YF64+W4adRU9tg6/Q5Nofkpe8OsWhyIn4aRXe8O1AMjkKfx2y183NWBSPjjMSFnHTyOpySHTlV3DcrvV0fTHl9Iz9nlfPRtjzPDpM3ogx+XD0hgeSwAOosdg4V17HmUAkZiSEIFEdNd6EYHIU+S43ZxorMIl77MYv8qgYMeg1JYQHEBvsTG6yn0mzl271FfLGrgPOHR2FzSIpqGhAIgvQa1h8ta+Fc9kZyeAD3z0pn3pi4NhHGdocTCZ3OnBR8RzE4Cn0Si83B9W9u5kDRSYNRZ7Gzv7CW/YUtjciW45VsOV7Z5WekhAfwwlVjmJYe7rW9P+hy9TcUg6PQJ3lxxaEWxsYXIg1+TE0L50BhDaPc29ivr82ivN7q9fxrJiS0a2wUegbF4Cj0OSw2B44uaIMPigri+QWjmJgShrpV1O+xsno+2JLr9bpv9hYxPimUcwZFnFZ/FXxHmTMq9Dn0WjWpER2nHDTnRLkJo78Wq/2kitGqAyX8eeVh7puZzoKMuBbnCwFhgToOFdfx+k/Huq3fCp2jzHAU+iRbu+CTsTslV7++EavdybT0cIx6Lcszi5ASXvsxq835d0xP5Zl5I6hpsKFT/DS9ivLbVuiTLBgX32H7YxcPZemdU0hw50KZrQ7sTsn6o+V8u6+ojc54c5qWXcH+Wvx1SnxNb+KzwRFCqIUQu4QQ37jfrxdC7Hb/FAohvArWCSG+E0JUN13X7Ph/hBDHm90jw31cCCH+LoTIEkLsFUKMP50BKvRPLh4ZzaMXDWFotKFNW2pEIA/MHkRssJ7imq4rFFWZrdT4EPin0P10ZYbzEHCw6Y2U8jwpZYaUMgPYBCxr57qXgZvbaXus6R5Syt3uY5cCg90/dwOvd6GPCgMEIQS/nDOYN2+Z2CZBctZQl9LqB1tysbudy2GBOqYP8m3H6bvMYgaCWkl/xCeDI4RIAC4D3vLSZgDm0L4k72qgrgt9ugJYIl1sBkKEELFduF5hAJEUHsDSO6YwIflkdb25o2PJrzLz/pYcpqWF8/AFQ/jpsVm8c9skIoJ0nd5zWKwRq8PZ6XkK3Y+vTuNXgceBtvNbl0zv6uYSvV3geSHEs8Bq4EkpZSMQD+Q1OyfffazoFO6vMAA4Z1AE09LDqTRZKay2MCreyD/WZKFVqfj9FSMZ4l52ldZaOCc9gq/2FHZ4v4OFtbyz4QRPXjqsN7qv0IxOZzhCiHlAqZRyRzunXA98eArPfgqXIuckIAx4oumRXs5tM/8VQtwthNguhNheVlZ2Co9X6E8IIQgP8mN0QrBruTV7EHt/d5HH2IAr8C+jk5IRo+OD2f3bixRjc4bwZYYzHbhcCDEX0ANGIcT7UsqbhBDhwGRcs5wuIaVsmrE0CiHeBR51v88HEpudmgC0+cqSUi4GFoNLebOrz1fo3zQv65lXaWbNoVK+3lPI9pyqDq+7ZFRMm+BAhd6jU4MjpXwK12wEIcQs4FEp5U3u5muBb6SUXd4qEELESimLhBACWABkupu+An4phPg/YApQ08w4KSi0wGp3cuW/fm43faE5z185ihunJPdCrxTa43TjcBbRajklhJgohHir2fv1wCfA+UKIfCHExe6mpUKIfcA+IAL4o/v4ciAbyALeBO4/zT4qDGB0GhUX+VAcK8ao56pxCZ2ep9CzdCnSWEq5Fljb7P0sL+dsB+5s9v68du41p53jEnigK/1SOLt57vKRBPtrWbwuu90cLLPVTqPdoQT6nWGU1AaFfo9GreKJS4Zx45Qklm7JJbOghuwyEzaHE51GxeTUMOaPbVvvRqH3Uf4HFAYMCaEBPHGJsvvUl1FyqRQUFHoNxeAoKCj0GorBUVBQ6DUUg6OgoNBrKAZHQUGh11AMjoKCQq+hGBwFBYVeQzE4CgoKvYZicBQUFHoNMRBKLQohyoAcH06NAMp7uDt9CWW8A5e+NtZkKWVkZycNCIPjK0KI7VLKiWe6H72FMt6BS38dq7KkUlBQ6DUUg6OgoNBrnG0GZ/GZ7kAvo4x34NIvx3pW+XAUFBTOLGfbDEdBQeEMMiAMjhBiaDPJ4N1CiFohxK9bnRMqhPjcLR+8VQgxqlnbCSHEPve123t/BF1DCPGwEGK/ECJTCPGhEELfqt1PCPGRWy55ixAipVnbU+7jh5vVl+7TnOp4hRApQoiGZp+LN85E/7uKD+OdIYTYKYSwCyGuadV2qxDiqPvn1t7tuQ9IKQfUD6AGinHFBTQ//jLwW/frYbjE+5raTgARZ7rvPo4vHjgO+Lvffwzc1uqc+4E33K8XAR+5X48A9gB+QCpwDFCf6TH14HhTgMwzPYYeGG8KMAZYAlzT7HgYLgGCMCDU/Tr0TI+p+c+AmOG04nzgmJSydSDgCFwKn0gpDwEpQojo3u5cN6EB/IUQGiCAtrpdVwDvuV9/iksxQ7iP/5+UslFKeRyXMsbkXurz6XDRIeLSAAACaklEQVSq4+2vdDheKeUJKeVeoLVe8cXAKillpZSyClgFXNIbHfaVgWhw2kjXuNkDXAUghJgMJOMS2QOXsuf3QogdQoi7e6WXp4iUsgD4M5CLS/64Rkr5favTPHLJUko7UAOE076Mcp/lNMcLkCqE2CWE+EkI4VVBpC/h43jbo8///w4ogyOE0AGX49LBas2LQKgQYjfwILALsLvbpkspxwOXAg8IIWb0Rn9PBSFEKK5v9FQgDggUQtzU+jQvl8oOjvdZTnO8RUCSlHIc8AjwgRDC2JP9PV18HG+7l3s51qf+fweUwcFlMHZKKUtaN0gpa6WUt0spM4BbgEhca2WklIXuf0uBz+nby4wLgONSyjIppQ1YBpzT6hyPXLJ7Wh4MVOKjjHIf45TH6146VgBIKXfg8lkN6bWenxq+jLc9+vz/70AzONfjfTmFECLEPQMCl1DfOillrRAiUAhhcJ8TCFzESdnhvkguMFUIEeD2U5wPHGx1zldA0w7FNcAa6fIqfgUscu/qpAKDga291O9T5ZTHK4SIFEKoAYQQabjGm91L/T5VfBlve6wELnLvyIbi+iyv7KF+nhpn2mvdXT+4nGsVQHCzY/cC97pfTwOOAodwfWuEuo+n4fLv7AH2A0+f6bH4MNbfu8eRCfwX167Tc8Dl7nY9rmVlFi6Dktbs2qdxfdMfBi4902PpyfECV7v/T/cAO4H5Z3os3TTeSbhmMyb3Z35/s2t/4f49ZP3/du3gBAAQBoBYV3X/Jfw7wCmSQAfo56DQmVm3dznHpzGQ+e2kAh4mOEBGcICM4AAZwQEyggNkBAfICA6Q2Vp4D35O5fapAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for landuse=farmland...\n", "Nodes from Ways query for landuse=farmland: done.\n", "Nodes and Ways from Relations query for landuse=farmland: done.\n", "Converting results for landuse=farmland to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for landuse=farmland to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for landuse=farmland to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Combining all low-value GeoDataFrames into one GeoDataFrame...\n", "adding results from landuse=grass ...\n", "adding results from wetland ...\n", "adding results from water ...\n", "adding results from natural ...\n", "adding results from waterway ...\n", "adding results from landuse=forest ...\n", "adding results from landuse=farmland ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/pandas/core/frame.py:6692: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n", "of pandas will change to not sort by default.\n", "\n", "To accept the future behavior, pass 'sort=False'.\n", "\n", "To retain the current behavior and silence the warning, pass 'sort=True'.\n", "\n", " sort=sort)\n" ] }, { "data": { "image/png": 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UHGpzUpwe169tWaODg20unt9YQ0uPl2fWVwPwSmk9YzKsfG1OATmJJs4ZkXTM+6bFG9ha00X+UTer0xvgq8+Vsr+5B71GkJNoItGsp3yfk9rOXhYUJ/Oji0bT6w+x7mAn+YlGUuMMJFn0qFUCu9vP23uaWVvZAYBBq+L+C0ZTkmGlotVJXqKZCdnxrD/Ywf7mHpY/tYmwHDgfoEmnIctmPKW/0WfJoAQlhMgGLgJ+Cdx11DErsAi4+eh2Usq+j089UTO9ECIDiJNSboz+/gJwGWeQoOq7enlvXysPrizH08dTQadRMTmnBCklP/p3Ga+U1vdrNz0/kewEI4aoY6vbF+TpddV8XN5Ga48Pg1ZFd28AbyBEMCyJN2r54zWTUAnB6oo2rpqaTapFx/Y6O0IIunsDJJh1BEJh3i1r4Qev7cE5wF7OqDQLj1w7Bb1WzSMfHmRzdRfLZ+QeU083wayLGQ8eX32IlzbXUdfVGzvuC0oOtrkBN4UpZrbWdBEKS26dV8DojDi+Mj2Xd/Y0Y9Sp+cFre2hyeGPfS2GKmUPtbsZkxHH55CxUKsHYzPjY9ykEfGP+CPQaFc9uqOHm2fm0OyO51S+fksVHB9p5dXsDd76yk4e/MolAKPy584wfbG8eBu7jyBSvL5cDH0gpewZqKITIAd4GioB7pZRNQohpQEOf0xqArOO0v43ISEZubu4gu3vqOL0B1CoxqD+QlJKf/GcvHx5oO+bYtTNyCYTC/LO04RgxQWTR//6+VtKsBmwmHVc/vpHGbg/3LB3F+aPTkEQ2V60GLU+tqWJhSQpmvYaXt9Tz00vH0tzt4c3dzazYWs+3Fxbyrb9vw+kN0uHy0doz8Bom0azjptn5FCSbEUJwx6Iilj+1iS9Py+G9vS2cPyYttshPi9Nz9z93UdXhZk9DN8cz+P3ootHsb3ZSWttFh8vH8qc2Mz4rjosnZLJsUiaH2t39km3+eflkJuXYOO/3q/nytJyYhRKgpsPNu3tbkDLy/otHp+EPSUw6NZdMzGRcVkR0JelWAqEwH+xv5cI/rgXg5jkFXHvOp3dfnConvXuEEBcDbVLKbUKIcwc4ZTnw1+O1l1LWAxOEEJnA60KIfwEDrZIH/NNJKZ8EnoRIFfiT9fdUCYUly5/cxM6GbpDw/l3zTzo/r+nsRaseeKH//r5WLpmYifM4ngv/86USMuINrKnoIBgO4wmEeOuOueQkmgD46EAb/97RiFmv4SeXjMGgVVPV7mJ+cTIuX5Ddjd10ewI8dt0Uypoc3Le0hPR4A9/427Z+grLqNbGRalpeAt5AOCaaTJuRl2+byVef3cKBFie/uXI8X5keuSkTzXoauz3silrhjkezw8s9S4vRqFRsr7Pz0YE2qjvc/P79Cl7cXMvNswvY/IPFbKrq4pYXSvnG37bxjQUjePLGacwqjEw3HZ4Ah9pdNHd7eX1HIzWdbsZlxVPV7ubOxSPRa1T9hFeUauWaGTm8W9ZCZZuL/CTT50pMMLgRag5wqRDiQsAAxAkhXpRSXi+ESAJmEBmlTkh0ZNoLzAPWA9l9DmcDTafc+/7Xx+0PYdFrqOlw02D30OMNUNXuYleDg0STjvnFKZS3OhFAWpyB7XV2Wnu87Gzoxh8Mc905uYNa7CaadRSmWLDoO3H1mV49fv0U5hQlYzVouewv62Ov6zUqdGqB0xfi9he3YzFouHpqNqU1du5bOoqcRBPvljVT1thDdoKR6g4XX51dgEGr5t2yFnY1dHPvklHsrLfj8gZZMCqF/S1OFhSncqjdxavbGihvdfbr43/vjCxx5/32IybnJnD55P4TALNewyPXTubWF7bxw3+XoVapuGpqNlJKMo+zRokzaLh+Zh6PfnyIp9dVMyrdypen5bBkTBpFqRa6ewO8tr2B8hYnD7y1j/f3tbCwJI2Xb5lBfbeXkvQ4xmfHx653oLmH6g43L22p46kbp9Hp9vHe3laqO1zRPSzJbfMLKUg2x/7Gk3JsFKdbKGvsoaazl7rOXnKTTP362XeP7rPmpIKSUt4P3A8QHaHukVJeHz18NfCWlNI7UNvo2qtTSukRQiQQEedDUspmIYRTCDET2AzcCPx5KB/kxme2sLayg/wkE609vn7rmsMMNAXry+E/3PGwu/0caHHiDYRosHv6peqy6DUsKE7FqFPT4w2QZTOys76bOxeP5M7FI1ld2Y7TEyTDZmBbrR2bUcu84hTqu3qp6YyIPj3OQIPdw++/PIniNCvBUJi0OD2FyWZaerzc9Y9daNUqXvjaDBYUp/Diplp+9uZeAqEj/dCpBWEJwbAkJ8HIx/ecy9PrqkkwHzGASCkJBMMUpVpZcetMrn1qE/f8cxfbau38z5eKmTcyibd2NXK0TcAbCPNOWUvs9/v+tRuTTs3FEzIpTLEAUJhi5rXtDUzMjudvm+vYWNXFpBwbN8/JZ3N1J5k2A0adGpNOwzkjksiIN3LRhAw0KhXfeWk7uxocseufPyat399EiMiU/FeXj6ey1cV9r+7m3Ac/YlZhEuePTiMYlry/r5UDLU42/2DxaUl/NtQV3TXA//V9Ibo++qaU8hZgNPB7IYQkMs17UEq5J3rqtzhiNn+HIRokJucmsLayg5rO3pOffBySLDpKa7p4el01Ll+QGfmJjMmMo8nhZUetnff2tfYbkfri8gUZ/eN3uXVeAe/va6XbE2DZpExmFyahUgniDBqauj3sP9DD3qYe1lW2E5Zw2/wRzC5MYuGoFA62uUg068hJMFHW6ECvUTE6I47KVhfPb6jhma9OR6tW4faHCIbCHGju6SemL41Nw94boMvt58tPbOSORUWkWg1cPCGjXz99gVAszVh6vIEVt81k+ZObWLGljnfLmhmfFU+SRU9hioXCFAuzC5P47ss78IfCVHe4+33uH7+xl3f2tPCbqyZg1qkJSxiXZeNrc0dw3cw8HvnoIGohaO724A2GeWVrPR8caKMwxcwF4zOYU5iMTqOitKaL3Y1HxHTZpEx+dcX4Y77n13c0ctnkLCZk29hRb+fFTXWsP9jJ+oP997d21HXHppafJeJM2vqZNm2aLC0tHfDYtlo7Vz62AYiMNF+fW8D6gx39nqgnI8GkxT4MhcWm5Nr40cVjWF3eTjAcZneDI2YyPhohIuuqa6bn9DOjB0NhGuy95CaaeGNnE/e9upu19y0iPd7Ajjo7uYkmvMEQl/x5fWwvauX35mPQquh0++jxBLnnn7u4aHwGV07NpiDZTHd0P6sg2cxt8wtj7xUKS8pbevj2Szv6CWZkqoV7l46irNHBi5vrjtnzEsDFEzJIi9OTHm/kptn5/dygunv96DVqXt3WQLxJi9WgoardxZKx6by/r5Vfv3OAVd9fgBCRXBZWvYYmh5eaTjdfGps+YFnS6b9cxUNfnojNqCPJrOOx1YcorbVzoKWHUWlWfMEw3ztvJBeNzxi2sqZCiG1SymmDOffzZXMcAlq14LuLiji3JJUpuQk0dnt4bkPNKV1jOMQEsL2umyse3TCoc1VC0GDvxekNsrayA41aMK8oGb1WTX6yhZc21fDEmmoumZhJeryBQDDEhGwbapXgzV1N/TzNhYC8JDMmnZo/bq/kn9+cRUa8EbcvyMq9LZQ19vDe3lbGZcX3E5S918+YzHhe+UZkpDrUHhHVxJx4en2RKN6peTbe39ffqimBdQcjD4oLxmUQDkvcwSBmvYaH3itn1f425o5M5n++VIK918+HB1ppdfpIjzOwdGwabl+Qv3x8kKp2Fxa9hr/eNJ1Eiz5m1RuI759XTHWHm5kjDGTYDPz8snEA9PqDnwsT+lkzQh2NlJKbnt3Kmor2T7lXR8hNNFGSbiUsJfbeADUdbjoHkfNBp1GRFqenqdvL8zdPZ+7IFAD2Njlw9Pr5+5Z6Hrh0LC5fkCse3UBISmYXJvHe3tbYxq9Bq2LNvQsHdGvadKiD/GRLRJChMDvrupmYY4t5TbT1eGPt2p0+lj+1iYNtLoxaNT+4aBTXzchHCHh+Yw1bq7tQCUGb08vmajtWgwaLXkOzw8u4rDjKGnsYkWzGatDw4NUTKa218+VpOTH3p01VneQlmsg4yvDh6A3ESuZIIplvh7Mkz1A4lRHqrBUUQHWHm6V/WIN/mOKFjodRq2ZSjo3Hrp+CzaTD6Q2wt6mHd8taWDYpk6fXVvPevhb8of7f9cQcGw99eSLZCUb2NDiobHXR2uPlG/MLqGhz87dNtTx49UR6vAHiDFpcviDXPbWp38K9L5nxBq6ams05I5JiYfGBkCQ30cSYzCMeFeGwZHVFGwtL0oDI093jD5EU9Qlsd/q49qlNVLZFRo55I5N49LqpMbP7Q++Vs6fRwcaqTryBMCoBhSkWKtv6h1XMLUrm3FHJ3DLvyGgYDIX52vOlXD45k8snZ3M8unv9hMIRj/JE89DTSg+FL+SUbyAKks3cOr+Av3x06FN9nzlFSTx8zWQseg0dLh9mnYbR6XEEQmG+/fftSDhGTDqNioWjUkix6tFr1EzItpFqNfCDf+9Buz7i3nP3kmK2VHeQHmeiy+VnX7ODUFgyOScS6nA0TQ4vf/rwIDd5AsQbtSRbdVh0Wkpru+jxBpgZFVqzw4PDE+CjA60sLEnDpNOg16ixu/0kmHWkWPWsuC1i/atodREISaSE8pYe3t7TTK8/REWbE28g8qAKS6hsc2HQqFgyNo0JWfFsrbUTCsO5o1KByP5acbqVLJuR7583kt+tLCcQlKhVgssnZ+EJhHh6XTVtTi/3Li2JrSdDYUmb03tSD/jPC2e1oABuP7eIV7bW0+EavnRbR7Nqfxvn/HIV/++CEi6ZmMmKLXWMSrfQ6vDyy8vH88SaQzQ7juwsTMyO51dXjGdsZnws5FynUdHm9HL55CzeKWvBbNBw/6u7SbToaYtu2AbDYey9AUw6NeeNTsUfDHOwzUlmgoksmxG9Ro1aFXm6f1jeRn3XEYdVAay4bSZ7Gx0gIntKK/e2MKMgEbNei1ol+m0DJFv0vP7tOTy8qpKMOD2q6PHVFe387qoJPL2uOnauWiWYmpvA9xYXMTs6XdWsr+bKqdloVCpuemYL3ztvJOsPdnD+6DTiDFq+s6iItDgDWTYjKpWIhd832j1Y+kTtqlWCBJOO1h4vyVHfwM8zZ72gzHoNN87K56H3Kz7V93H7Q6w72MHi0ak8tbaKp26cxsq9rdy7dBTzi2fy9NoqPq6IhGDcOCsfjz9ITYeb/Og+yxs7GnlsdWQkffm2mfR4AnS7A5j1aix6DWsrO0i16rl7SXHMkFHf5cYfDFHV0Utpjf2E/ZNAk93DheMzyLAZCYclbU4/K/e2csWUbNy+4DH7Nt5AxNJo1an4y0cHmVOYxK+vGM/fNx8JQddpVGhVgv0tPfzhg0osRi01nb2cOyqVNRUdXDQhg+I0Cx8daCMn0cQdK3Ywc0Qit8wbwcfl7eyq72ZCdjzNDi+LSlK4ZGImO+vteANh9jf3MC4rnpkjkkgw6ehy+xBCYDVoPrf1qs56QUFkTTBcXDQhgyVjIk/ZZ9ZX9zOHr9zbyviseF742gyc3gB1Xb389t1yfn7ZOK6alsPlU7JJtugQQvDW7iYm5yYAEY91BPz9lnPY1+Tgpc11zCpM4JoZufzfOwd4fWcj0/MTuO9LJfzw33sob3Vyqkvfa8/J5YqpR9YsKpXg2wuL2NfkwOkN0NjtIdGso9PlRyJ5fkMt31lUxF3njyI1Ts+fP6gkI15PQ3fku5yaayPRrOPmOQU8vKqSLTVd7G3qobbDzeqKdhYUJyOj3mT3Li3BHwpj0WuYOzIZJGyp7uKNnY2ohGBGfiL+YJgfvl6GozdAp9tPrz+yBjx/TBozRyRR1uTg+6/s5LdXTqAkI45Ol59Es+5zV7vqrBeUlJIP9rcO2/U+2N/K2op21Cox4CavNxDJ5jomM46bZ+fT4fJxqM1Fgjliter1h/AGQiwuSUOrjuRv0GpUXDg+g63VXQTCktsXFgGR8IX7vlTMlDwbHx5oY/lTm/AHw5h1aorSrCf1t9NpVEzIiufiCRmx5CdHh46PyYynqdvD+/tauGl2AT2eIHEGDd5AiPMfWh0JQS9J5auz8mh3eWl2ePnBhaP5uLyNH72dxc4xAAAgAElEQVRexvYVO2KWTLVK8PiaKu5YVERrjxe1EOyoszM5NwGdRsW/ttXzblkr6w+24wuGyU82k5do4s5XdgKR9NKtTh8FSWbyk01cPzOPuUXJAGyuini1p1j1xBsjU1S3L4g3EDphTNlnzVlt5QPwBkK8srWepm4Pe5t62FXfPWB4w1AxaFXcsWgk31pQiEolKGt04PQGmVWYxN831/LBvlbUahVfm53P5LwEfvT6Hq6dkUt+soVEs449DQ5MOhWFqf0d+sNhyX/3NPOfXU1IKUmNM9Dd6+e3V05kxdY6djU4aOr2UNboYGKOjV5/kLLGiOP/tGiiE4cnwJfGpbOwJBWDVs2eBgc9ngBJFj0zChKRUlLR6iQ7wYhJp0EIwYrNteg0aibm2BiRbI75xjXYewmEJL5giN31Dl7YVBPLJ/HszdN54M19dLh8jMmIIywlayo7uGVeAXOLkvn686WUNTqYlpfIjIJElk3OpMvpw+UP8dbuZt7a3YTNpCPFoue8MWl8/7yRMfGHwpJef/CY4gg9ngAVrU4m59hQD2Nujb4oVr4+aNUqnlxTRbJVz5iMONqdvmMcSYeDeKMWhyfAA2/tozjNgs2oo9vjJyPewDXTczknP4l39zZTWttJnFHDguIUkix6tlZ3snRcBkJE1jnNDg/rD3Zy5ZQsdjU4qGp38fS6ar4+p4DS2i4STDr+vrmOyjYXd51fzDUzcmlxRPJM7K7v5p/bjkTFlNbaabB7uHpaNhdPyOR3K8vRaVQ8t6GG3101gTijhmAoTIfLx8hUKyqVwBcM8ehHh7h5dn7MeHFYTM0OD209PnISjWTEGwgEJTfNyscfDHPl1GwMWjU/vXQMpbV2Hvv4EDvru7lichZv7WpmTUUHuxscaFSCJLOWdqeXEckW8pPM1HW6uXBcOmadmlanj2l5NtQqVb+RVCWgzek7RlAfV7Rz9z92UpgS8eqYXpB4WkPkz3pB1XX1IqVkV333SadIQ6G1x8dzG2q4/dwRJFn0nDsqBUEkLZdaJajrcrOxqpO2Hh9XTctlbJaNH79RhscfwmLQ4gmEWDgqlbCUlDU6WLGljm21EUPD+WPSsJm1vLTliHNvRauLb764PSLE40wy8pNMvHzbLAKhME+vq2ZmQSIj0628vbsZrVrFqn1tjFpoJRiS+IJhjDo1KiKxYYFQmA/L23huQzWXTszEG5A8t6GGv1w7BX9IsrKsBZVK4PYHqeno5YWNNWytsbO2sj1mTgdYXdGB0xugxxtkfFYcX5mewxs7mxiTGcez66uZnp/I+3tbWHuwg2BYkmTR0eGKGEsAbpk3AjjsGKvm8IyqvstDbpKJSydmMj0/gbv/sYu0OAM6tYoOl++4eTY+bc56QdmMWu5YPJIf/HvPgDdeXpKJBJMuloXnaJZNyuSNnSeOLFkyJo3LJmcxoyCR2k43U/MSAVh/sIPXtjcSDIdp6/GxbHIm6XF6Vpa14vD62dvUw6UTMzHrNYzLikcAexodHGp3xRKeqEREUGsqBvYFPJ6YshOM3Dp/BOsOtvPGzia6e/088qGLsIzs/ayuaOfD/W18Z1FRbAqclWDEFwxz/ph0BHDh+AyKUi3UdfYyJddGm9NLfZeLEckm0uMNNDs8PPLhwRNuSTR2exACLp2QgUmvQSUE541O43cry/nytGzKW538s7ShX5vDn/XhVZWcNzotZgnNiD/iXdE3ZCMj3sit80Zw6wulPHLtZCZm26jtdJMRbzxhDo1Pg7NeUAlmHctn5DK3KJmaTjcdLh+JZj1alSDDZiQ/yURVh5un1lTh9odYta+VG2fl4Q2E2FHfzQXjMk4qqPsvHB0LM3B5g7y1u4l2p4+KVidqISnOsJKXYKShy4NGwEuba+l0++l0+7liShaTcmxAxGAgw5I5hUnoNSounZhJs8NLZryBZ/rs+5SkW5mcm8A7Zc10R/0PJ+faCIUlgZDEatAQb9Ty2vZGFhSnUJhiYUt1F5dNjni/P7+xFq1KsPH+RVS1u1ALgdMXoN2lorLFSVhKur0B9h7qID3eyLJJmWyptjMh28ZF49Ppcgf45ovbuGh8xkn39xaXpPLrK8fz8YF2Dra5aHF4eW5DDcGwpLQ2EsafHB2VjsblC/KzN/fy9E3TB4xvanZ4YiJbWJLKG9+ew03PbuX6mblk2YyU1thZVJJCgvmzG63OSkFtrurk52/vQ6dWkWjW4fIFaXF4uWxyFrefW3TMU6swxcL/XTkBgNpON6GwZEQ0vuedPc0nfb+rH9/IwlEptEfTfUEkPmpSjo16ey8r97WxeHQqTm+AdqeXJ2+cxhs7G1l/sJNlEzMJhyVPra1iTUU76w8dCUNYtT/ijHr11OxYOHlanJ4/LZ9McZqVn146hle21jNrRBJFqRbKW518/5VdqARsPNSJPxiOTRsB9jX38K9tDTx2/VRW7WslLCNJT1btb8UXCHHJpEwKUy1UtDjp7vWzu8HB+Kx4mhxeHB4/Jq2KLpefBIueR66dwuiMOJy+IHsaHNy+sIg2p5eajsjIcOWUbNLiI14gUkpSrDqeWdfGgdYj7kmBkCTFoqO85fhr2o/K21l/qIN5I1OQUtJg98Simz3+UH8vCgHxRg0//HdZrP33zovEo7W7fOjVaow69ac6ap2VghqRYqHF4T3mqffwqkoeXlWJUauOhAsYtNwyr4BvLjjia3Y4YndHnR23L0THIJxbO1y+mDGgINnMguIUvjo7j2213Ty7oZqrp2ajUQsa7V7OHZXCpqpOchPNzFqSiEGr5rUdjfxuZTlTovtSR/PnDw/GPC3anD62VHdRnGZFr1HzpXHpfLi/jf0tTkanW1hQnMJ7e1uOG7cVuV4lSWY9WrUgPT4SL/X8hloaunrZ1+RkSp6Nfc09NNg93POv3VwyMZNJ2TbGZcdT1eakxeGhuzdARWsP/3vxGDpcPrbV2rn93KIB38/hCbCjrpul4zIYkerkv3tamJqXwLZaOynWyGwhcJzkFZNybMwoiEyh/1Faz4ub6nju5ulYDBoMWjU6tSq2FZBqNXDdOXlsq7UzMjWSUWl3Qzf7m3vITTJT2+mmudtLgllHps3Ax+XtXDM9Z1iTZp61ZvN9TT3c+Mzmk05JpuYl8M0FhZw/Ji322kflbdz+4vYBo35Pxq3zCpiQbUOrFjg8Acz6iIvPjjo7Zp2WgmQzv7piPIlmHWsr29hV70CrVrGusgO3P8j2uhMbTsZlxfH8zTNo6fHy17XVvFvWQoJJi9MX5J4lo7h0YiaeQIiL/rT2hOEoE7LiWDw6jRtn5fP6zkYWjkrh6ic2MSM/Aa1axf9dOWHATVNfIEQgFI7kgnB40alV5CaZaer20Ob0MSknnqJUK+GwpLHbgwbY09zDu3tbeG/vkQDNNKueTJuRHfXdpMXpyUkw4fYHOdDs7Jdc5Lpzcpmal0Blm4vHPo54ktw4K4+vTM+hJH3gJJ7hsOTJtVVMzI7H7QuRaTPgDYbpcvmp7nDx6vZGmro99HiDzBqRxI2z8rhgfMYx1zmMYjYHxmTGsf7/LeLVbY38bVMt+5sHTMrEtlo7f11bxZbqTi6fnM3P39rHBePTSbHq+6XPGixPra0e8HUh4MGrRtHp9uHyBvnwQBtPrD7EnKIkfnppJKbn1+8cOOn1yxp7uPzR9SRb9Bxqd+MJhPA4IsL/84eVCOD6mXmMSreyqarrmPYZ8XqybCa6PQEWFKdw299K2VZr5+PyZK4/J5fVFe2UtzhpsG/miRumxjzQD6PXqnlhYw1Ob5C7loyKvV6UGpkiB6KBkV1uP+My4+gNRFJ9pVh0XDU1i7CMZIut6eyl1emjKNVCkllHh8tHvd3DqHQrB6JTQItewwPLxjHl5+/3y6D0wsZaXthYS1Gqhbe/OxdvIExzt4eSjIhH/Yuba3l9RyOLS1J5YUM5N88dERvlajosPLO+hp5oEh2LQYNeqyIUlsPiJ3jWCgpAr1Fz7Tm5LJ+Rw6aqLrbWdA3o07e5uovN1V0xMRydLng4kBLu/uculo6NjAotDg9V7W5+fMkYAL6xoJCcRBO3/337Sa9V1+XBpNOwqCSVK6dm8dq2Rl7b0cgjy6fw8tY6NlV3sr32yEhn0KpYPDoNrz/ExxXtZCeY+N+LxoCI5J+4dGImB9td/GtbA/V2D/OKkll7sIPLH93AM1+dRlGfzWa3L8iF4zKweyK1nFbtb2VafiJZtkhG2T0NDiZlx2Mzammwe9hwqJOfvFGGL+ptn2rVc/nkLJItep7bEMkMezB67USTNiamw2yrtTM2M456ey9GrZqKPmuwGQWJ9HiCHGp3oopO2zYc7OCNnU3cf2EJmw51kJdkZmqujQW/+4gGu4dQWKJTR1ILZCcYyYw34A+Gh83p9qyd8g1EIBTm9+9V8Pjq4Q/nMGlVFKdb0alV7KjvJhCSaFSColQLhakWRqdbWVCcGsv6EwiFWV3eyuLR6YRlxPL33IYaajrcGLRq3P6TTzen5iag1QiyE4z4AhHP828uKOLhDyqPyf0AcOWULLbXdTM518bEbBsLRqVQ1e5Cq1Zxw9NbYuddMTmL13Y0AmA1aHjsuqkRHzwiCSnv+9dunrlpKvtanBSlWFGpwBqN1/r39gaeWFNFi8OL1aDh1nkj2NXQTaYtYsLucEY2u9/c3UTtSfJ/6DUq7l1ajL03QIfTz0XjM7jx2S3oNCoWl6Ryx6KRuHxBxmTGxTzUazrcbDjUQX6SGZNeg1mn5rcry2nq9pCdYCTRrOOBZeNOqWKJMuU7Dlq1ivuWjsLlC/DGjqZjXJDMOjXp8YZYCPhguHRiJvdfWMLLW+rQRY0EhzcXC1Mtx92116pVfFzegScQ5pKJWdwwK5/sBBM1nW7e3tNMSbqVCVk2PIEQP/nPXiBiLhdCYDNquW1+AR0uP/8obaCuy8Puhm5SLHqeXHNoQDFBZF1Z3eGmqdvDDy4cza76buKMWn713/39zuu7dnR6g9z07BbuXTKK8dnxzClK5u4lxfQGwpSkx2HSqWOLer1GxX/3tNBgj4SN2HsDfHCgLTLCdPayp8lBa9TTwjxAuLpVr8Zm1tFo9zAmM47LJmWRnWAkzhjgsklZFEVzXMwckYTbFyTepO0XOAmRKVxhioV/bmvg11eMj/3NC1Msn0lqsS/UCNUXpzfAU2uqqGxz0eX2s7m6i2um55CXZOY37558LXOYP14zicIUC03dHoQQfOel7fiCkRIz4WiMT4pVz7T8RO6/oITshCMbkuUtTv78YSXfnD8CuyfAvJEpEV+5YJjeQIixmfFIKfnjB5W4fMFYqi6tWnDF5Cx8QckrW+v4xdv7CYYlBq0q5qWgVQt+cslYttXaabD3Ion4NZY19rBkTBp3Lh6JNxjCatCy5A9r+n2m3EQTUkrq7f0LAGQnGFn5vfknrBTf1uPlpme3HnfNOhCRfSMTr25vQKdWUZhqIjfJzO3zi9BGTdydbh/V7W5mjkjivld3o1EJ7lhcRJatf04+u9vP/75Rxpyi5GGz4Ckj1CCwGrTctWQUbl+QRb//GICXt544b99A3PnyzgFf9/VJatfa42PToc5YSAJETMnvljUTb9SiUYtYSczsBBMefxCjTkN5i5N2p5c7Fo0kFJasO9hOrz/E5BwbYQlGnZomhzeWV0KrUiG04AmECYUlO+rs2Hv9+IJhGuweutyRkIefLRuLQJBi1fOnDyqP6XtdVy8XjEs/RlANdg93rNjBI8snYxpAVBsPdfKLt/edkpggUkanrNFBbaebQEgyNS+B62bk0eML8L+v7GVEipkddXa21tiZNSKJpWPTWDYpC7New18+Osi0vIRY8QOdJuKk3OnysWJLPb3+IJNzE2h3eqnqcKNRCRLNemYXJh03oedQ+MIK6jDv7WshwaRjfJaNbywYwY46Ozq1ip++uQ+ITLOyE0ysGmIIyPT8RApTLNjdfh5fE0nC7/QGMWlVWA1a5hcls6fREcnvl2GltrMXg1ZNm9PHDU9vZndD5NjNc/J5YnUVJp2a8VnxvLs3kiYtP8lEs8NLgkmLJ+AjLOHV7ZF10KwRSfzgwhIe/egQH9y9gN+uLOfWuSNQqyJCHoiEAfI4nDsqha/PLcCoGzgGKS1Oz/iseMZkxGHWa/hgf+sxojxMbqKRGfmJjEy1cqDVye4GRyyP+n92NfHB/lZ6vEEy4g08snwybn+Qqg430/Mj1jqnN8Duhm6+Oju/34hp1msYlW4FrMwuipjQd9R34wuGuWFmHhqVCqcv8KmF1H/hBbWjrpsHlo3DpFPz5q4m9jb14PQFGZ0RR5fbx4EWJ+WtTpbPyMXti7gVnUqhdJ1GxWWTMvn63BHsbXLw0//s7bfX1BsI8+SaQ4TDYRaMSuG5DbUgIS1ez9qKdmqjYewjks2MybSiFoKHr5lEa4+X0ho7d51fzNS8BDpcPn7x9n52HLWPtXxGLrMLk3htewMZNgObqjoxa9W4fQESLTqONyMSwPyRyWytsXPl1CxunlMQm3IeTZfbj73XR4bVEPM4OdDSg8PjH1BQM/ITmTkiiTlFSby4qZaSDCvnFCTFrKtCRPwI6+29/OKy8Rh0agw6dT8TvtWgZVpUXCdCpRJMzUtgat6RTfPjPRCGgy+8oJZNyuS7K3Yyc0QS541O5ZsLCjHq1NR0ukmzGnh1ewO/efcAmfEG7lg8kiunZnPTM1tOfmHAZtLyzQWF2Hv9fOvv26g6jrEjLMFm1jE1L5GcBDNCwDVPbiLZouNHF49FEHGSdftDFCSbKUyxMCLZTLJFz7rKDm5+butxr72vuYcVfaqm5yeauGfJKKxGLcFQmFX7jq0gctOsPKblJzKvKJnfXT2BtLgTT40SzTpMOjU+f5AH3tzHeaNTmV2UzF3nj2LZpCx6fUFqu3rx+MOEZaS+brPDw1ee3ARAq9OHQaNCqxYEQhK1EFw6KZOCZPMx4Rqfd76wRolTYXVFOw+uLGdOUTL19l6auz0DejTMLkyizenjYNvxq5QfDrcYlWZl6bh0DjT3cNGEDJZNOpLM3xsI0eX2k2rV98t+GgiFeXt3Myu21LG/uSe2OXkqzBuZzCPXTomV/qztdLPwwY9jo+4TN0zlvNFpsX2ZdqePJLPupBYyKSPZie5/rYwbZuYSZ9TR1uPljx9UUt/VO6htgD9dM4lOt5+Ve1tYXJLGhOx4DrQ4mTsymRHRUjynA8UoMcwsKE5hblEym6s6yU0y4QuGue2F0ph5PS/JxMJRqXx38Uh+/d/9xxWUWadmxW0zSbHqSY8zHHODhMOSXQ2RcjVxBg1atQqbSYsvGOb5DTW8sLHmuDWgBmLeyGTmFiXT7vThDYZIjzOSYNTy0Hvl/GxZxDsjyaLnnIIkUqx6vjI9h9mFSf36lWLVnzS+KByWXPX4Bm6anUdOgpE7VuykINnMuKz4YzZqIeJ2lGjRsb85cuya6Tm8v68VlRCMSrNyw8w8DrW7uebJjTH3qWl5CVw9LZsrpmQPa9X74UYR1Amo7+plS3UXb+1uoqyp55hkL4lmHbMKkyJWpoIkHnhzL68fFeph1qlZNjmL5dNzGZsZd8yTPlJ9w826yg7e3tMc28PJiDfwk0vGEgyHWTImjdEZVozHSUgyvziFX142jl5/CJNOjVat4uonIqmgF5akUpwW8XSo6XCTbNGxs/5IokyLXsOK22ae8HtQC0EwFD5urvAOt4+yph4+3NdKQaqVSTk25hYl4fINPCqlxhkoTrNg1GmYkBXPdxYV8eNLxmDUqnF6A3z35R387NJxvPu9+Wyq6mRCtg1NNJpY/Tmt/n4YZcp3FK9srWNNRQf19l6m5yeypbqL2k53v+lVcZqF759XTL29l9d3NLHvKDOxTq1i+YwcZo5IYn5xyoD7Ng5PgAdXlvNOWctxq6cnmXU8ccNUMmwGlv5h7Qk9yP+0fDKXTsyM/V7W6OCva6vwBEL85dopx4ih0+U7xk/vRJzs/IdXVfD0umpW3bWAtDgDUkoq2yLhJHa3n3uWjqKp28PodCuzC5MxRr+TylYnT66poqrdTW2Xm9xEE3+5bgppVsNpq/F0NMqUbwi8sbOJDdGYpN1HpTxOtuhZNimTSydm8sLGWl7dfiTSNDvByKKS1EhCya31VLa5YtOqowmGwnznpe24fUGunZHDdTPz0KlVnPfQ6n650A+HKAgRMUqciHfLmlkwMoV4U2RtNC4rnoevmUxZo4MXNtbytbkFsXM3HepECHlKgoITFzK7cVY+j3x4kFX7W6nv8pBm1VHR5qbd6aMgxUxjVy8LSlIZnRFHi8PLxt3NrDrQypaqTly+EAtLUrlwQgaTcmxUtbvpcPoZlxXHHSt2ICX85bopp9TX04UyQvVBSsmVj21gR333gKHlf71xGueNSaOx28OyR9b1Cw25YWZe1CqlwazXsK+phzvPG8nW6i5+9uY+Lp6QwazCJFy+IHOKko9ZB7Q4vMz9zYexTdrDxBu1/OErE3l7d0s/AQ+EQauiKNVCl8uP1aDl2WjckIBjrGUfHWhjYUnqKX0322q6yLSZMBxldj58D/2jtJ7RGXGEwmE6XX6m5yeQn2xh06FO3t3bQnmrk7rO3lgha4jEjz1+/dTo3lEkStfcx53p3bIWpuTZTmsqZqVYwBDp7vXzcXk7C0tSKWt0sLmqk0m5NhaVHImZau3x4g+G0WtV+AJhshOMA1qh1la2s6mqk/f2tsaS6b/wtRmR8qQtTuq7ejkvGotV0erkuyt2HLOQv23+CJItOn7138G5RP3isnFMyrExMs1Cp8vPluoupuYlxCJdPymHPS0GQkpJu8tHikUfiWAuSeXa6bm0u7zc/c+d7GkcOCr363ML+N+LxwypX582ypRviNhMOi6L1qSdU5TMnGiyxb6kDVA2ZiDmjUzhnIIkbpk7gjanj1X7WxHAbS+U8t6+Vm6YmcfEHBspVj3FaVbuWTKKW1448tCYXRgJgLv+6c0nfa9xWXFICVk2I+Oy4ml1eFld0U5ekolmh2fIgjoRQgjiDFpaHF40ahX/3d3Mzno71e1uDrW70aojmWofXnXE1ekv107hgnHpSCmp6ejFoFN9rtZOn4RBC0oIoQZKgUYp5cVCiLXA4UCZVGCLlPKyo9pMAh4D4oAQ8Esp5SvRY88BC4DDC5WvSikHdow7w9FpVPz23YOU1toxatW8uKmW1h4v47PiSYxWuziMzaQlJ9EYS/S/4VAnwXCYmo7jhzqoRORJf+H4DBLNulgYf3mrE18gRLxRy9jM4xcxGywnm80YtGoybEauOyeXO1bs4PIpWWyr7UYSyR/RV0wQWfepokXi8pNMA/oHnmmcyie4E9hPRBxIKecdPiCEeBV4Y4A2vcCNUspKIUQmsE0IsVJKeXhX9F4p5b8+WdfPLMZnx+PwBMhPNvPthUVMyrX1qzJxmF+8vZ/6Lk/MawBgXWUnWTYjjd0D+8V9bU4BP7woMm0qa3Tw/r5Wzh+TxvziFNLiDJj1alzeAJJj11KnQpxRGyt5cyLGRkMq3t7TzMhUCwdanJw3Oo27lxRzqN2FWa8hEAxTb/ecMPT8TGRQgopWc78I+CVw11HHrMAi4Oaj20kpK/r8v0kI0QakAJ9exsnPKcsmZfXzhgiGwlS0OnH7gjQ7vEzPTyTFqufZr07nzd1N/GdnE6W1dkakmLHoNcfUt+3LX9dVo1YJ7l4yKlZO8y8fHaTD5cMbCDOjIIEeT5BUq55Es46RadZPVMRMq1ahUQuc3sAJhVnZ5sKq1+APhnn0uimkWg2EpUSrVvXz8G6OBjGeTQx2y/lh4D5gINfky4EPpJQn9NkXQswAdEDfcNlfCiF2CyH+IIQY0IYrhLhNCFEqhChtb//synt+Wuyos3P737cx/qfvseQPa9hc3cWMgsTYtC/BrGNRSSrnj0njmwsKmVuUTLxJQ5zxxM++J9ZUMfmB93D0BhiVbmVaXgIdLj8rttTx4MoKjDo1OYkmStLjjhGTPzj4Co9WgxYhxP9v77zD46quvf3u6TPSqM2oWcWWLMly7w1jG7DphtAx4FACIdyEkIRLkpsCfCEFuMlNSCOEOHQwvYWOIQH3buMmLFvFsixZvYxG0/f3xxmNVUZdI0vmvM+jR6PTZs/orLP3Xnut3+qg8dCZ8yensO3ny8lJiqa4WpFlCxfdcP7klD6/72ihVy+fEGIFcJGU8ttCiLOAe6SUK9rtfx9YLaV8rYdrpAL/AW6SUm5ut60SxcgeB45IKR/oqS2nKpZvsLi8fr6sbMbp8fPI2kNsLakLueWvm5fBwvF2Zo+NJ62b/JzV64r41bsHw+5rQ6sRCODqORk8eMVUgJCc2BWzui+92eTy8vK2spDkcV9pcfvw+ALdDv8CAYkQnLL4u6FkqL18i4BLhRAXASYgRgjxnJRylRDCBsxD6aW6a0wM8C7w8zZjApBStilIuoUQTwL39KXBI5lml5fSWicnmlzkp8aEhDYv/tO6UNzfjIw47l6eh1YrKKtz8vGBKtZsLeOq2en87urpXa7ZpsveHTfMz+TymWnkpSipHe2jMhbl2Pm0oIr1hdXkp8aEjcfz+gI9Vl3vjiijDq3G360rfTR76gZDrwYlpfwJ8BOAdj3UquDuq4F3pJSucOcKIQzAG8AzUspXOu1LlVJWCOURdhmwL9w1RhNbiupCLu8fLM/D5fNzzZyMDhoVu8sa2F3WQJZd8WwlxxgZnxjFthJFlWluuxyfQECypbiW6m5Ck0BJ/QiXF1RU7cAWbcRi0IaqyofDFm3sd8REG21RHP0NYzqdGayfciXwUPsNQog5wB1SytuAa4AlgE0IcXPwkDb3+PNCiESUXLbdwB2DbMuw0hKMq2vrEfYfb+Rbz+0I7f/D2kNk2aNYtWAsGkGXpMTimhaKa1ow6jTYo41UNLZy0xNbufOcHBqc3sfWPOwAACAASURBVGB+k2Tl3IxQVHY4jlQ5uO+tfeQlW1mSa8frD1Ba5+TQCQcXTE7mnPwkSmtb2HC4luvnZw7592DUaXHg61LI7auKGinRT/aUNXDvW/vYf7wJf0CyMNvGs7fOY8+xBm55cluXHKXUWFOHgtX95erZ6Xy4v7LX3KfMBAv1TkUr74zxdn5/zXSe2FDCpiM1zMiI475LJkes4LPL68cfkD2Kt4xm1NCjCLK5qJbS2hbufXM/nqAew+yx8Rw60UysWU9uUjS/uHQKq/65ZUDKs+3JT7FiizJ0KCDQEzqN4J7zJ3DjwrFY2sl0DUfv0Zf1qdGKGnoUQRZk2/ho/4mQMQGhChfNLh9L8hJ54J39tLh9zMyMwx5txOVV6uoeOuHo0d3cmXDJeT3hC0j+uLaQgxVK3akleYnotZphGYqNnsdyZFF7qAHgcPv44lgD9S1e7lyzM+QCX5KXyGUzxqARgompMYyzWzDqTkZm/+jVPby8veeI8aHEHm3k+vmZ3H1uXkSu//uPvlRq4wb1xQeyWDwaUHuoCBNt1LEgy8YVf9vYIc1jW3Ed1c1umlq9oTChm88Yx30rJqHRCO48O5ei6hZ2HK3vtvJgGzqN4Oo5GYyzWXj4g4J+KS21UeNw86dPCrnljHE9Dsf8AcmXlc3Yog19DvoFmJgaw3XzM7EYdDg9fU/NP51Re6hB4PL6+XB/Ja/vLGdDsEbs/KyEYP3YktBxE5KteP0B6pweLpuRxnmTkymrc/K7jw7h8vpxewMdhpCLcmzcdU4u+akx3PLkVmaPje+2qkdfeP62+SzKsdPo9LL24AkunpYatlTNYHB5/Xj8gVNaMDpSqD3UEFLf4uGdL44zL8vGWJulw41o0mtZnJvI0xtLmJ+dgEYIjDoNz24q7XCN9lXnn9pYwoHjTbx8x0KunXvSje31B3B6/Dg9vg4pDHcty+XHr30xqM+w/3gji3LslNa1RMSYQPkuekrR/6qgGlQnfP4Av3mvgA/3V+L0+HC4faGob1CGeymxJupbPCRajfz1hlkYdBo2HO57CZxtpXWsWr2FVQvGcsGUFAoqm8hMsGAxaEPyXm0kWo00tQ7uRn3ssyI8vgB3npM7qOt0h5QSX0ASpddS3ezukI7yVUM1qE7otBp+fvFElk1MYl1hDf/5sqqDt83h9oVkwmpbPLy5q5y9nbQnekNKWH+4hma3j08LToQcFeNsFlbOy2RSagxL8hJp9fj52Rv7BlRJsT2NrV5izfqIuc+rmt1c9dhGAgG475JJzM9KIM5yejooemPkCpydQjQawaIcO/9zYT4ffH8Jz982n6ndxLv9+dPDfRJxDIdeI0iPt2ANLoiW1jlJjTWxONdOrcON2aDl6Vvmce2cDOzRRgxaDboBLM5ePTudry8cFzH3eXKMiatmZVDe0Mpda3YhBFQ1u/oVxX66oPZQfWBRjp1nb53HP9cX8+qOY1Q0urAYtB2qaYTDHm3krAmJvLmrnAXZNhpaPVQ0uDDptaTHmzk7X5F+1mkF20vqmTM2nhe2lPLT1/diNuj47jk5fG3GGB6+StEL9wckXn+AgspmCiqaKKhs5ki1A6fHj1YjSIw2kmg18nlhdQdp5v6IsQyUnKRoZo+N53vLcok1K71Tg9NDq0eElJi+Cqhevn7iD6q7vrDlKK/u6HlNKdFq5P5LJvHUhhL+75rpvLD1KOsLa1iQbePymWk0u7zkJFlDqRfxUYp88bH6VkpqFQdC+3WsvtLo9HLZoxtChdee/sY8luZ1HyA7FLy95zgWvTYkONOG2+fH4fKN6uBZ1csXQbQawazMeFrcvi4GlR5vZqzNgpRwwZQU3t9bSXq8hWvnZvCLfx3AbNByy6IszpmQiFajwe1TKqqv+PMGGlu95CZZmZkZxw+W57G3vJFXdxxjT1kDGiGod3ooq2ulsdVLotVIrFnPtPRYsuxRxFn0CAQLsm2YDVpiLXqeuHkuP3p1D6sWjOXMMCIzQ82KYLWMzrQFz35VUA1qgCzOTeS1/zqDpzaWMGdsPNmJUWQmWEICKYGA5JJpY5BAdmIU501OwRdca/r+y3tYX1jN12akMXdcAlt+upw7nt3BB/srcfv8xEcZiLPouy3m1rZo/NmhjhnME1NjePvORei1Gn75zgG2ldRj1Ck5WYt7SOEYCjQaEfrsndFqxJBVWR/pqAY1CNrXHQoEJPVOD3UtnmDKtyDWrEejEbi8fnaX1fPspqPEmHWsL6wmIOGNXeWsPXiC0roWdpUp8YCHTjj4xb/2Mz09rt/t+bKyiSfWF1PR6GL94RoA1h+uZWtxPY/eMKvLcKw7HG5fSECmJ7XYvhJt1OFw+7osCZyOqAY1BEgpaWz1khBl6OJJ21FazyNrD7GusCbsuc0uH3//rKjDtic3lHRbGKAnAhIefL+rGKbHH2BzUW2fDarV46ey0UVOUjRPbizh6jnpoQgIf0CyraSOBcESnH1Bp9XgD3w1hn2q23wIEEIQH8aYKhtdfOf5nd0aU08Mdu2pPVqN6FXk8nhDK+X1Tj4/VE2i1ciGwzXsPFrPsvwkntpQQmUwp8vh8mHUqbdNd6jfTAR5fksplU0DTy4cCMvykyj45QU8f9t8DEGloWvmZHDTGeN6PC/JamRLcR2zMuNobPVy0xnjmJBsZZw9ioQoAy9vL0NKSaxFz8zM+G6vs7molvf2VvB6sPJjbTB9fzR5kweDOuSLAD5/gNXri3lvb0XvB/cDe7SRBqcnVFBAIxQvmlLVXQlQ3XiklpZgQYLzp6Swv7yRC6f0Ltel1QgunJKKSa8JaQC2ZeCuWjCWzUW9h1btK2/k+n9s7hAZf+n0MSGX+VchTV41qAiwpbiOh8LMZQbKohwbv7l8Kk2tPq75+yZ8AT/jE6N47rb5+Pyyw3Bu1YKxCKEUJ3vkmuloNKJPN7EQArNBy+EqBzqN6LJuZNRpKKl1kmUP78kDpZfrnGby+s5jLBxv46y8JOpaPKN6PaovqEO+CLAox872oNDjYNEIOCc/GYfbx+eF1aG51ZHqFq75+6YuSX1txmPUadH2I1tXCQo+yJbiWsbaFAN9c1c5hUF1201HanutHhgfZeAXl07m1jOz+PS/l1L0m4tIspq4/+39Sm3h/n74UYjaQ0UIe7SRH50/AYtBh0TyxbFGfvvhl/2+TkDCL985wC8uncxti7N4fnNpqL7Ssvxkml2+AYujNDq9PLOphG8uyWZ9YQ1v7z7Op/csRQjB6nVFXDwtleMNLnIMWs6akESmrWfHhl6r6TJXm5YeywOXTkEIgcWg7VXGebSj9lAR5LzJKZyZa2dxbiIr52aQnagMl+ZnJZAeH14lto04i578FCt/vV6p3DfOHoVRp6XOqcxv9FrBvSsmkRI78EJkX5Q3oNcJKhtdZNosrL5pDhaDjoLKJn717kHe2FXO7LHx/O+HX3LjE1sH5FiYn20LxRJaDDpc3gCBgaQfjxLUHiqCNLZ6+cunhRyoaGJLUR3nTU7mwcunKtrjv1rb47lL8xI5Jz+Ji6amsO5HZ4dkmvVaDS5vgJRYEw6Xb1CBp4tzE7tEUFQ2urjzhV0A5CUp1YpWzs3ge8tyOVLtICfJ2uU60PeKiPZoA7Utnh6ryo9m1B4qgmwrruMf64rZcLiW+y6ZxKM3zGZ+tg1/QHLV7HRuX5KNSd/xX2DSa4iz6Hlr93ESo40IoawhtUUrLM1LxGrS8e5di/ttTE0uL/vLG3n4gwJ2Hq0nEJC4fR3Xu9754jiHqxwkWo2cmavEAI61RWHSa/nNewVsPNJ1TW1bSR3v9tGjKYQSCHy6ovZQEcQWbSDGpCPaqGNJbmLIbWyLNvLQlUpKxsTUGF7ZXsaUtNiQM6CiwcUZOTZcYRZ3E6IMXD07Y0DaDTEmPZPTYpkczO2SUobWqtpoC1nSCkF1s7uDB7HZ5eWHr3zB+h+fHXJ2rNl6FH9Asq6wmn/tOc4l7SrRd0dUMBQpXH2s0c7p94lGEDMz49ny0+W8sPUof/qkkIevmoZeK2hyeTlU2UxprZOKxlbS4swsy09iekYcRl3PnrkHuqksPxDCvY8muO2CKSldoiu+NiON9YU1ONy+kGPB6fHz4HsH+dVlU4jvY5auSa+l1uFWDUqlb7i8/pAQitmg5dYzs0L7SmpacPn87Dxaj16rYeF4OwuyZVjB/+Gkxe3DrNdy1ewxLM218/WF47occ9HUVGLNeqwmPX/4+Es2F9Xx4u0LeGFLKXEWQ790+Qw6DU6Pr4PC7enA6fVpRghSEgq56byQaTXpiNcYuH3J+FPRtC4UVDbx/OajPL+llMwEC9FGHbEWA5n2KMYmWMhMsKDTarj/rX1cMyeDnaX1PPi+ElLk9gWY+cDHPPWNuUxIjsGo0/DW7nLqWjzcsiirx/e1mvRUNbsw67WnVfSEalADZNfReiamxoSV5DIbtJgNWgIBSY3DjQCMei1ur5/CE83kJlupa/GE3NBxFsMpyxUqqWkhNzkak15LlFGLQafB6w/wt/8codXjI95i4LdXTyc51sTOsgbio/TUNLtDOoJNLi/jbFGYDcr3UOvw8IePDzEjI67HmD8Ae5SRaoebJOvAXf8jDdXLNwCaXV5+8NJurnh0IztK67pdn9FoBPZoI3EWQyicZ8F4O7ZopdZtW22mZpeX6mYXNc3ufq31OFw+nttUwof7KqkaYBDuBVNSWZht49LpY2hq9XGsvpWtxXVsLa7jRJOb9Hgz8RYD18/L5MDxRu5alkf7DiXKqAupQAHMy0pAqxU88M6BXj+LRiOwGHSh0kCnA6pB9ZMGp4fHPjuC2aDjyxPNXPm3Tfzny55r/2o1okdxyTiLgUSrCVu0gboWDzUON05P7zfZ7z/+ktXri/nWczv6pQvYmdxkKw9dOY2/3jCL9HgzU9JimD02nhnpcUhgXWE1v3r3IP9zwUQCgQDzsxOwBHukO8/O6TD/m5IWy8NXTsMWZeREU+/yzNFGHS19+KyjBVWkpQdaPX4CUvL6zmNsLq7jv5aOR6sR3LB6S4eq7BoB962YxM29zBv6+94tHh+VTa1c/peN6LQa9FpBSqwJrUZQVN1CjFlHlEHHsfpWDv/moiF537I6J5c/upGadlUTE6IMPHHzXGZk9D+LuC8EApJqhxt7tHFEpsmrIi1DwGeHqrn3zX3B3kJZD/pgXyVWk47MBEsHgwpI+M17Bewua2BGRhzLJib3mtDXG23zsPf2ViCEknDY6oUmlyO0MNrq8eN0+5mSFkNdi4cmp4cYi4G4YOr9QMhIsPDULXN5+IMCYsx6AgHJbYuzI2ZMoAz9kmNM1ARd6ZGQih4u+txDCSG0wHagXEq5QgixDmiLQ0kCtkopL+t0zgzgb0AM4Ad+LaV8KbgvC3gRSAB2Al+XUnrogeHqofYfb+TGf26ltqXH5nSLRsAZ4+1cNy+TpRMS8Qck0UbdoJ6+5Q1OthXXc7TOSWWjk3qnl8ITDnwByR1LsnltVzk/PH8Cc8cl0OD04vUHSLQaB+1BaxuCpseZ+bywmtJaJw63jwXZNhZFQE2putlNQtSpc9KEIyIVDIUQdwNzgBgp5YpO+14D3pJSPtNpex4gpZSFQogxwA5gopSyQQjxMvC6lPJFIcRjwB4p5d96asNwDvmaXF6ueWxTv4uedcZqUibdCVEGrp8/lh8szx3UTf72nuP86NU9/HHlTPJTrLh9AeocLhxuP8snnUwkbPMwDoVRgZLeseLP60Pfx8JsG3+8bkZEPHQjTR+9PwbVJ6eEECIduBhYHWafFTgHeLPzPinlISllYfD1caAKSAxWfj8HeDV46NMoleBHDDEmPW98exE3zM/k0j6E03RHs8tHQEKNw8MT64s5dMLRYf++8kb+39v7uWvNLn77YQEvbj3K7rKGsGFHhSeauWvNLlzeAD97Yx9PrC/G55csGJ/YwZhAGUYlxZg6GJOUsl+R3oGA5GBFE6AIrbSXo95UVMvjncRlhoqR1Dv1l77OoR4BfsTJIV57Lgc+kVI29XQBIcQ8wAAcAWxAg5Syzb1zDEjr5rzbgdsBMjOHvop5T5gNWn59+VTqWjwkWY2sXj+wGk0xJh33rpjE0rxEkmJM7D3WSItHGTbdsHpL2DKhOo0gyWrk+W8uCGXJVjefdBTUONw8vamU13eW885dZ4Y08cKlmfv8gbBFr60mHXpt+GfqN5/ZztqDJ9BrNbz+X2cwJS2WX142haUTEnl/byWfFlRh0mvxByS+QGBACrenI70alBBiBVAlpdwhhDgrzCHXEabn6nSNVOBZ4CYpZUCEH4OEfXRKKR8HHgdlyNdbeyNBQpSB5ZOSOVDRxMY+FpBuz01njOOq2en8+8sqThRU8bM39mLSa3nx9gUszrXzzhcdI7WFgCtmpbFsYnKHvKn4KAPXz89kYmoMR6ocfFJwgrK6Vs7+3X9YPjGZxXmJvBWcS81vJ/Ol02q6hAVJKWl2+3C4fF2+eCkl20vqkBI8PmWo9/evz+b8ySmsmDaGFdPG4PT4+Gj/Cb79/A4Kqxz89qrpIY3CwWIxaEdt8GyvcyghxIPA1wEfYEJxMLwupVwlhLABh4A0KWXYlUUhRAzwH+BBKeUrwW0CqAZSpJQ+IcRC4P9JKc/vqS0jQdv8+n9sZmpaLPVOD2dPSOIHL+/G5e25ysRdy3KJM+t54J0DHbYbdBpiTDpqHCedHwathhe/tYBZvUQZABRVO7joT+u6vP8j187gsplhO/w+sa2kjqsf2xT6++cXT+Qbi7K69Rw2Or28u7eCianWXqMj+kpdi2fE1OyNiFMieOGzgHvanBJCiDuAhVLKm7o53gC8D/xLSvlIp32vAK+1c0p8IaV8tKf3HwkG1R6X18/L28sor2/l04IqCqscvZ/UC/ZoI39bNYu5PQTLFlU7OFDRxF//fSQ0x2ljYbaN/z4vD48vgNsXYGleYr9d6A0tHly+AEeqHQSkjLiMczhqHe4RI+gy5E6JHlgJrOn05nOEEG1DwGuAJcDNQojdwZ8ZwX0/Bu4WQhxGmVP9c5BtGXZMei03LhzHTy6ayIu3LyDGpCMhyjAoD1WNw80jaw/1eMy9b+3jzhd2YdZrGNdJ56Gq2cXag1WckWMnL8XKrrKGkKZ6dxyrd7L/eCMFlU00OD1c+/hmXtt5jCc3FDM9gutPpyNqpMQAcXp8FFW3kJOkBJb6/AGcXj8WvbaDe3kgGHQaXv7Wwm4XU695bBNbS+rIT7HynbNz+Okbe5mREcdjq2YTZdTx74IqNhfX8sPzJqDrxukAilrsG7vKuxWPSYgysPPecwFFgvntPeVsPlJHTlI0U9JimZwW02Oi45aiWmaNje/W8dETDrcPv1+OiNpSERvynWpGikEFApI/fVrII2sL0Qilgp8t2oAtykiWPYrpGbGs2VLG1pK6Ab+HEPDTCyfyzSXZXfa9vec4d63ZxcJsGy6fn/R4C/etmBTqGaWUPL2xhEybhXPyFT3zxz8/wtt7jhNvMYTytTYX1aLVCBIsBhJjlLrBR+s6lqRZPjGZRTk2Vq8rDlX9aCMvOZofnp/PlLQYfH5JjEnfwQDOfPhTvP4Av71qOksGUJ/K7fPT6PSSFHNqo9HV0KMI88ymEh5ZWwgoYUcVjS4qgtJenx2qJtas57Yzs1g6IRGX10+sWc/ssfFc/ujGPr9HrFnPsoknRU+klJTUOrn6sY3kJllZtSCTW8/MRq8VJFlNGNrpjQshusQVpsaa2VfedWVjalos87JsTEuPpaCiiRiznvf3VbKjVKkGsvbgCdYePBE6/to5GdQEc6EyEiw8/EEBR6qVcKgsexQv3r4wZNhOj79DiFZ/Meq02KI1NDg9o6Zmr2pQA+C6+ZkcqGgKFZvuTGOrl//7WJkHmfVa5mcnYDXpeO7W+fz3K7v7FIU9MyOO7MSTQpkvbSsjPzWGbT9bHlpnWr2uiF1HG9BpBfecN6HH+MHsxCgW59opq3NS3ewmJlhaZldZAzuPNgBw4ZQUHrpyGjEmfcigOvPdZTmkx3d8n0anl/vf3senBVU0u7xIJHqNBqRS1sdq0g1YhrmtttRoQR3yDZBWj58H3tnPe3srwy7MhqOtTlJ7NIIu8sUA31iUxRnjbdQ5PUxNiyUjwUJxdQtj4kz8Ye0hvnN2DvEWAx8dOEG8Rc+csQmhJL/eaH9zVzW7+E9BNWPizKTFm0myGnl3bwU/evWLLufFmvXsvu/csAvHja1e5v9mLfFRRqqb3V0+lxBw+NcX9TsKosHpwWrSn9LoCXXINwyYDVoevGIa918ymb9/VsQfevHMAXj9AWxRBuqcHvRaDatvnMOMzDgqG124vH6Ka1ooqXGSEG3AH5CkxJrISDBT6/AwMTWGPcca2FYSwKTTsmZrGTEmHbct7jrH6om3dpfjcPu4ZPoYYkx6kqwmLpyawreDZXe0GkFKjAkhYEKyEiuYZDWyvbSeOIueZzeXUlrrpLTWSWVTKx5fgEU5du6/ZDK/vnwa97+9D1ASDyelxuALSOXHH6DV6x/QYm1ASrSjRHxMNag+4vUHwnqrTHotZ+TYcLiz2FFaT73TS4xZz4TkaLLs0SzJs2OLMmLUaYgxK09arz+AgJAHrs1TNjUtlpJaJztL61k+KRmLQcs7XxznshnKIu2SXDt//KSQ8UnRXDw1tdsSnD2xbGIyu47W035gcuB4ExsO1zAh2cqiHDv7jjfy5+tnMnlMDHqNBo1G0NjqZWdpPULAnLEJpMaasJp0HbyI187N4OrZ6VQ0uahoaB0S4Zk4i1LI2x5tHHQlxeFAHfL1kboWD9FGXYfJf3/w+QM0tHqxhSnM1h21DnfE9SZqHG42F9Xy0rYyqpvdGHQaHG4fzS4fWbYojHoNidFG8lOtLM1LYkKKEs7p9QfQCjEsN7mUkupm9ynz9qlDvgiQEGWgqtlFnNnQL6OSUrLqn1vYWdrAeZOTefjKaX1OoBuOSAF7tDEUn9cTLq+/w1zx80PVnJOfxIf7K7FHG5g9NnIyaEIIYi36DvJsIxXVoPpBktVEo9NLs8sbtpcJF70thOD52xbg8QXQa/tWqykcUkqk5JQNe0x6bYebednE5NB2jeg6jB1qRks0u2pQ/aSnlfvGVi/+gA8pJTFmfQfj6qlXk1KZuPcUUSCEYCTK1y3NS8TrD1DZ6Oq1oshXAdWghpBY80ljO9HkIrmPY34hBD5/gBE+mukWvVYTWgMbbE882lFlxCKEpp83VF/XkIaDQEDy8zf3srusod/nfrj/+Gmls9dfVIOKAC6vH28vEd4jGYlSFO7X7x5g9i8/5okeMpWrm93sK28MpdZfMj2d6NO4QmFvqAYVAVrcPqwmHa2erroQfaGy0cVf/314QBUDB0NJTQv3v7WPS/+ynu+u2c22knpqWzyUN7RyyZ/XU3iiawT9S9uOcvOT2waUyXw6os6hIoBep1GqS7j9OD0+zAZtv6pMxFn0XD8vc9jnIWPizHz77ByaXV62Ftfz4HsHaXb72FZSR6bNQr2za4jVmDgzn/z30g7zx3D4A5KXtpWRZY9i4Xhbj8eOZlSDigAxJj01QSVUUHKn2qpx6DSaXnN8OruohwuDTkNyjInkGBM5SVYmpFi5a80unr5lHvHdpKNfMSu9T9f+4St7eH1XOQBXzkonJymaby7Oipib/VShGlSEaO+UsBh0oR7K6w9Q3ezGauq/Qmqj08MrO45xZo6d/NSYXo8faIQ3KI6Jj/ZXcsdZ4zEbtKEHAtBlSaC3Nnz/pd2U15/MpXptpxKlnxCl59q5w6tkFWlUg4oQ3c1/9FoNiVal4oazmzlWmwks/t9PQUr8/gB+gAD4JVhMWpJjTLx0+wKEOHlj7y9v5KmNJei1Gs7OT+LcScmhthh0mlDVwb6g0Qh+sDyXTUU1NLm8HQQt29bb2q4dbdJ1WXiVUuL1S8obWtl5tJ6yOsWg7NGGkCjNvW/up7zBxd3n5vW5XSMd1aBOEX25ueeOS+DfYSp7NLv8NLtaeHJDKfecPyG0fXFeIlPTYxEIjHpNhx7Q7fOHalJphCDOou+197r0L+vxBSRr7z6rw/bO86Vml5cW98mHg0BJ16hodPGXfx8OGRMogp86jeC+Syaxel0xX1b2KOc46lANKkKYDdpBl7x88pZ5lNQ4eGHLUeKjDOi0gkAA/FLi80vyU7rqjnaX2WrUaUO9SCAgOzgYAlJ2Cdq99829HKpqwaTT8PAHB/nJRZO6bWfnh4OUkganl88PVfP+3gr0WuW6Xr/Sa/sCkvoWLx9+f0lo3+mCalARwmLQUetwD7qG7Dh7ND+9uPubeSBoNKKD5p2USjkZq1GP2aBFSklj0OBcvgCVfcgwbo8QgvgoA5uKaglI+OaiLC6elsoNq7cE1+gkz24u5XvLc4f0c40EVINSQQhFl6LZ5aWuxY/f7yfWoic/OZoWj48/rpw5oOv+9fpZPPbZkaASUzX+gDKvshi0rJiWOsSfYmSg5kNFkFqHG6tJP+AcqpHCF8caeGX7MQoqm6h3erFHG4g26mn1+ggElHW375w1nvQEC1ohsJq0RBm7zhGP1jrZWlLHzMw4xrfTyxjpqPlQIwRbtHFUZZuCEja1rrCGA8ebqHd6OFzloLimhcW5dm6YP5b0eDNHqh18tF/RVX/8xtkkRBkQCOzRBhxuH89sKuXjAyc4b3IKyycm8fbu49x93gQybRYybYMrRDfSUQ0qwiRajVQ1u4m39C8xEZQia2adBr1Wg9UcWRktKSV//7yIR/99mCaXj5mZcZw7KZmVczPYV95IdlI0r2wvY0ephowEM7+/djrv760kP6XjepjVpOeOpeM53uDiqQ0lPPR+AbFmPZm2KK6clXbaR6GrBhVhhFDKXTY6vTS5+pcCnxY3fE/ztQereOj9AgAunT6Gcycl4/EF2F3WwJptZTjdPkrrGKDoMQAACH1JREFUnHh8ATQCzp6Q1O3ishCCb5yZxfXzM4mz6HljVzn/+0EB6fFmFmSfvmFHoM6hhhUpJSea3KTEnlol1HA0OD0s+7/PQmVQr5qdzg3zMztU03D7/BypaqHV6+dARRN/XHsIe7QxZCT+gOSmM8aREmviWL2TLHtUB1e9EIzKHkqdQ41QhBAYdJpBhQRFCpNeyy++NplXdxyjwellYmoMOUkdHQdGnZbsxCg8/gDbSuqocXiocXg66Lg/u7mU75w9nh+en9/h3NEyhxwsqkENM3FmPVXN7j5n80YSl9fP4SoHU9JiMem1rJg2hvR4C1PGxHQIWpVSUlTTwr/2HOeJ9cVdqiHmp1iZn5VAs8vHluI6Smqcnd/qK4NqUMOMRiMUsctTWFBMSslzm0t5YkMJxTUtpMSYSI0zkWAx8ElBFUvzErFFG6hqchNr0bP7aEOXQgGgpJn8+bqZLBpvD/VAUspRJZ081KgGdQo41SkLL28v49639of+rmxyUdl0sgDlZ4eqEQJsUUZAkpMUHdagXrp9YUinrw0hBLrTLJyoP6gGdQpobPWesvqxUkp2He1ZK+KKWWn8+IJ8Zf1MKM6GcDWv3t9X0cWgvuqoBnUK8PkDGHrJcI0UQohe87C2l9Tz6o5jTE+PY0dpPR/sr2RGRlzIoDITLFwzJ516p7dbieqvKn02KCGEFtgOlEspVwgh1gFtj6ckYKuU8rIw530ALADWt9XmDW5/ClgKNAY33Syl3D2gT6HSL8aGiVawGLT8/OJJ/GNdEcU1LV2qGrav5Ts+MYo7zzn9AluHgv48Wr4HHGz7Q0q5WEo5Q0o5A9gEvN7Neb9FqSIfjh+2XUM1puHjxoXjePCKqVjbDTsvm5nGxVNTqWx09XCmQkmts0MGr8pJ+mRQQoh04GJgdZh9VuAc4M1w50opPwEGXnD2NORUr0FpNYKVczP4/rl5oWTBcycm88ymEuxWA7edmcX731uMSR/+9vD4AoNOSzld6eu38gjwI04O8dpzOfCJlHIgqZe/FkLcB3wC/I+U8ivx2BsJXjAhBLeemcXKuRlUNbvJiDfz5u5y/nLdLKZnxNHk8rJovJ1PCqq6nBtn0bP+cE0oxV7lJL32UEKIFUCVlHJHN4dcB6wZwHv/BMgH5gIJwI+7ef/bhRDbhRDbq6u7poOPRnqqnD7cRBl1ZNmj0Gk1/HHlTKZnxNHs8rLuUA2FVY4ux2sEPP2NeaoxdUNfeqhFwKVCiIsAExAjhHhOSrlKCGED5qH0Uv1CSlkRfOkWQjwJ3NPNcY8Dj4MSy9ff91HpHw1ODwsf/JRWb3gBmWdvnR+SR1PpSq89lJTyJ1LKdCnlOGAl8KmUclVw99XAO1LK3meynRBCpAZ/C+AyYF9/r6Ey9MRZDKyclxF23/jEKBbl2Ie5RaOLwc4sVwIPtd8ghJgD3CGlvC349zqUoV20EOIYcKuU8kPgeSFEIopIzm7gjkG2RWWIuP+SyZw1IYk1W45SUNlEi8ePLcrAhVNS1XWnXlDTN1RUeqE/6Rvqo0ZFZQhRDUpFZQhRDUpFZQhRDUpFZQhRDUpFZQhRDUpFZQhRDUpFZQhRDUpFZQhRDUpFZQgZVZESQohqoLSb3XagZhibM1DUdg4tw9HOsVLKxL4cOKoMqieEENv7Gh5yKlHbObSMtHaqQz4VlSFENSgVlSHkdDKox091A/qI2s6hZUS187SZQ6mojAROpx5KReWUM6INSggxQQixu91PkxDi+52OiRdCvCGE+EIIsVUIMaXdvhIhxN7guRHNTBRC/EAIsV8IsU8IsUYIYeq03yiEeEkIcVgIsUUIMa7dvp8Et38phDh/JLZTCDFOCNHa7n/xWCTb2ce2LhFC7BRC+IQQV3Xad5MQojD4c1Ok2xpCSjkqfgAtUImyJtB++2+B+4Ov81Ekzdr2lQD2YWhbGlAMmIN/v4yihNv+mG8DjwVfrwReCr6eBOwBjEAWcATQjsB2jgP2DeP/uy9tHQdMA54Brmq3PQEoCv6OD76OH452j+geqhPLgCNSys4Lu5NQdP2QUhYA44QQp0LjSgeYhRA6wAIc77T/a8DTwdevAsuCAjVfA16UUrqllMXAYRQlqZHWzlNBj22VUpZIKb8AAp3OOx/4WEpZJ6WsBz4GLhiOBo8mg1pJeP2/PcAVAEKIecBYID24TwIfCSF2CCFuj1TDpJTlwO+Ao0AF0Cil/KjTYWlAWfB4H4qmu6399iDHgttGWjsBsoQQu4QQnwkhFkeijf1sa3cM23famVFhUEIIA3Ap8EqY3Q8B8UKI3cB3gV1AW4m9RVLKWcCFwHeEEEsi1L54lCd7FjAGiBJCrOp8WJhTZQ/bh5xBtrMCyJRSzgTuBl4QQoSvWj18be329DDbhsWdPSoMCsUgdkopT3TeIaVsklLeIpWiBTcCiShjb6SUx4O/q4A3iNxQajlQLKWsllJ6UQonnNHpmGNABkBwCBML1LXfHiSdrsOwU97O4JC0FkAqKsJHgLwItbOvbe2O4fxOOzBaDKpbuWchRFywBwO4DfhcStkkhIgKFjJACBEFnEfkxDSPAguEEJbgfGMZ7SqVBHkbaPM2XYUiGCqD21cGvWtZQC6wdaS1UwiRKJSSRgghsoPtLIpQO/va1u74EDgv6AGOR/nffxihdnZkuLw2g/D2WIBaILbdtjtQxDQBFgKFQAHKUyw+uD0bZX61B9gP/CzC7fxFsA37gGdRvHYPAJcG95tQhqyHUQwmu925P0N54n8JXDgS2wlcGfwe9wA7gUuG4X/fW1vnovRGLcF7ZH+7c78R/AyHgVuG635VIyVUVIaQ0TLkU1EZFagGpaIyhKgGpaIyhKgGpaIyhKgGpaIyhKgGpaIyhKgGpaIyhKgGpaIyhPx/eoE0aKTck0kAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Example from rural area in Canton Lucerne: Get all areas that are of zero / low value:\n", "# Sometimes, if server load is too high, you may get an OverpassTooManyRequests error. Just wait 10 secs, try again.\n", "\n", "save_path = 'your_path_to_save_directory' #'/Users/evelynm/Documents/ETH/Flood_Landslide/CLIMADA_backup/OSM_exposure/data_overpy/test_Lucerne'\n", "\n", "Low_Value_gdf_14_87 = OSM.get_features_OSM([47.16, 8.0, 47.3, 8.0712],\\\n", " {'natural','water', 'waterway', 'landuse=forest', 'landuse=farmland','landuse=grass', 'wetland'}, save_path = save_path, check_plot=1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# For an exposure, we are generally interested in the high value areas. \n", "# -> Invert low-vaue area within the bounding box\n", "High_Value_gdf_47_8 = OSM.get_highValueArea([47.16, 8.0, 47.3, 8.0712], save_path = save_path, \\\n", " Low_Value_gdf = save_path+'/OSM_features_47_8.shp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get an exposure layer from LitPop, and refine it by high the value stencil obtained previously:\n", "Re-assign the values from centroids lying in low-value area to those in high-value area.\n", "There are three modes available to re-assigning the values:\n", "- proportional mode (according to their value)\n", "- even mode (every centroid gets same fraction)\n", "- nearest neighbour mode (high-value centroid closest to low-value centroid get it)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-24 13:59:42,977 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 30.0 arcsec.\n", "2019-06-24 13:59:42,980 - climada.entity.exposures.nightlight - DEBUG - Found all required satellite data (1 files) in folder /Users/evelynm/climada_python/data/system\n", "2019-06-24 13:59:42,981 - climada.entity.exposures.litpop - DEBUG - Importing /Users/evelynm/climada_python/data/system/BlackMarble_2016_C1_geo_gray.tif.\n", "2019-06-24 13:59:59,187 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n", "2019-06-24 13:59:59,188 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.11\n", "2019-06-24 13:59:59,188 - climada.entity.exposures.gpw_import - DEBUG - Importing /Users/evelynm/climada_python/data/system/gpw-v4-population-count-rev11_2015_30_sec_tif/gpw_v4_population_count_rev11_2015_30_sec.tif\n", "2019-06-24 14:00:22,153 - climada.util.finance - INFO - GDP CHE 2014: 7.092e+11.\n", "2019-06-24 14:00:25,327 - climada.util.finance - INFO - GDP CHE 2016: 6.702e+11.\n", "2019-06-24 14:00:25,846 - climada.entity.exposures.litpop - DEBUG - Removing enclaves...\n", "2019-06-24 14:00:25,854 - climada.entity.exposures.litpop - DEBUG - Successfully isolated coordinates from shape\n", "2019-06-24 14:00:26,741 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 45 s\n", "2019-06-24 14:00:26,741 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2019-06-24 14:00:26,742 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-24 14:00:26,743 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-06-24 14:00:26,744 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-06-24 14:00:26,745 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-24 14:00:26,745 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-06-24 14:00:26,795 - climada.entity.exposures.base - INFO - Setting geometry points.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/pandas/core/indexing.py:190: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self._setitem_with_indexer(indexer, value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-06-24 14:00:36,923 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n", "2019-06-24 14:00:36,928 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-06-24 14:00:36,929 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2019-06-24 14:00:36,930 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-06-24 14:00:36,931 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-06-24 14:00:36,932 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-06-24 14:00:36,933 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2019-06-24 14:00:36,934 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-24 14:00:36,934 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-06-24 14:00:36,936 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-06-24 14:00:36,937 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-24 14:00:36,938 - climada.entity.exposures.base - INFO - Writting /Users/evelynm/Documents/ETH/Flood_Landslide/CLIMADA_backup/OSM_exposure/data_overpy/test_Lucerne/exposure_high_47_8.h5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/ipykernel_launcher.py:3: PerformanceWarning: \n", "your performance may suffer as PyTables will pickle object types that it cannot\n", "map directly to c-types [inferred_type->mixed-integer,key->block1_values] [items->['region_id', 'if_', 'geometry']]\n", "\n", " This is separate from the ipykernel package so we can avoid doing imports until\n", "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " warnings.warn('Tight layout not applied. The left and right margins '\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# One command does it all (getting LitPop Exp, re-assigning values, converting back into exposure format)\n", "exposure_high_47_8 = OSM.get_osmstencil_litpop([47.16, 8.0, 47.3, 8.0712],'CHE',\"proportional\", highValueArea = \\\n", " save_path + '/High_Value_Area_47_8.shp' , save_path = save_path) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use Case 2: Set up a high-resolution exposure from scratch with OSM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We may want to query directly features of high value from OSM, such as buildings, and assign values and an exposure structure to them." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for building...\n", "Nodes from Ways query for building: done.\n", "Nodes and Ways from Relations query for building: done.\n", "Converting results for building to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for building to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for building to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Combining all low-value GeoDataFrames into one GeoDataFrame...\n", "adding results from building ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/pandas/core/frame.py:6692: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n", "of pandas will change to not sort by default.\n", "\n", "To accept the future behavior, pass 'sort=False'.\n", "\n", "To retain the current behavior and silence the warning, pass 'sort=True'.\n", "\n", " sort=sort)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Query all items tagged \"building\" in OSM.\n", "\n", "save_path = save_path = 'your_path_to_save_directory' #'/Users/evelynm/Documents/ETH/Flood_Landslide/CLIMADA_backup/OSM_exposure/data_overpy/test_Lucerne'\n", "\n", "High_val_houses_47_8 = OSM.get_features_OSM([47.16, 8.0, 47.3, 8.0712],\n", " {'building'}, save_path = save_path, check_plot=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How to assign values to the building shapes? Currently, there are two options:\n", "- default option --> 5'400 Chf / m^2\n", "- LitPop value for this area, distributed proportionally by area of the buildings.\n", "\n", "Output format is a CLIMADA exposure (POLYGON shape of houses converted to POINT geometry by getting mid-point)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-06-24 14:10:24,951 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n", "2019-06-24 14:10:25,078 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-06-24 14:10:25,079 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2019-06-24 14:10:25,079 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-06-24 14:10:25,080 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-06-24 14:10:25,080 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-06-24 14:10:25,081 - climada.entity.exposures.base - INFO - Setting if_ to default impact functions ids 1.\n", "2019-06-24 14:10:25,084 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-24 14:10:25,085 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-06-24 14:10:25,086 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-06-24 14:10:25,087 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-24 14:10:25,088 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-06-24 14:10:25,212 - climada.entity.exposures.base - INFO - Writting /Users/evelynm/Documents/ETH/Flood_Landslide/CLIMADA_backup/OSM_exposure/data_overpy/test_Lucerne/exposure_buildings_default47_7.h5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/ipykernel_launcher.py:3: PerformanceWarning: \n", "your performance may suffer as PyTables will pickle object types that it cannot\n", "map directly to c-types [inferred_type->mixed,key->block2_values] [items->['Item', 'Name', 'Natural_Ty', 'Natural__1', 'Type', 'geo_polys', 'geometry']]\n", "\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-06-24 14:10:39,496 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 30.0 arcsec.\n", "2019-06-24 14:10:39,497 - climada.entity.exposures.nightlight - DEBUG - Found all required satellite data (1 files) in folder /Users/evelynm/climada_python/data/system\n", "2019-06-24 14:10:39,498 - climada.entity.exposures.litpop - DEBUG - Importing /Users/evelynm/climada_python/data/system/BlackMarble_2016_C1_geo_gray.tif.\n", "2019-06-24 14:10:55,647 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n", "2019-06-24 14:10:55,649 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.11\n", "2019-06-24 14:10:55,650 - climada.entity.exposures.gpw_import - DEBUG - Importing /Users/evelynm/climada_python/data/system/gpw-v4-population-count-rev11_2015_30_sec_tif/gpw_v4_population_count_rev11_2015_30_sec.tif\n", "2019-06-24 14:11:19,862 - climada.util.finance - INFO - GDP CHE 2014: 7.092e+11.\n", "2019-06-24 14:11:20,441 - climada.util.finance - INFO - GDP CHE 2016: 6.702e+11.\n", "2019-06-24 14:11:20,961 - climada.entity.exposures.litpop - DEBUG - Removing enclaves...\n", "2019-06-24 14:11:20,969 - climada.entity.exposures.litpop - DEBUG - Successfully isolated coordinates from shape\n", "2019-06-24 14:11:21,610 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 43 s\n", "2019-06-24 14:11:21,611 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2019-06-24 14:11:21,611 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-24 14:11:21,612 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-06-24 14:11:21,613 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-06-24 14:11:21,614 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-24 14:11:21,614 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-06-24 14:11:21,668 - climada.entity.exposures.base - INFO - Setting geometry points.\n", "2019-06-24 14:11:26,827 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n", "2019-06-24 14:11:26,989 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2019-06-24 14:11:26,990 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2019-06-24 14:11:26,992 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-06-24 14:11:26,993 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-06-24 14:11:26,994 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-06-24 14:11:26,995 - climada.entity.exposures.base - INFO - Setting if_ to default impact functions ids 1.\n", "2019-06-24 14:11:26,997 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-06-24 14:11:26,998 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-06-24 14:11:26,999 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-06-24 14:11:27,000 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-06-24 14:11:27,001 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-06-24 14:11:27,124 - climada.entity.exposures.base - INFO - Writting /Users/evelynm/Documents/ETH/Flood_Landslide/CLIMADA_backup/OSM_exposure/data_overpy/test_Lucerne/exposure_buildings_LitPop47_7.h5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/ipykernel_launcher.py:6: PerformanceWarning: \n", "your performance may suffer as PyTables will pickle object types that it cannot\n", "map directly to c-types [inferred_type->mixed,key->block2_values] [items->['Item', 'Name', 'Natural_Ty', 'Natural__1', 'Type', 'geo_polys', 'geometry']]\n", "\n", " \n", "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " warnings.warn('Tight layout not applied. The left and right margins '\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Default\n", "buildings_47_8_default = OSM.make_osmexposure(save_path+'/OSM_features_47_8.shp', mode = 'default', \n", " save_path = save_path, check_plot=1)\n", "# With LitPop values\n", "buildings_47_8_LitPop = OSM.make_osmexposure(save_path+'/OSM_features_47_8.shp', country = 'CHE', mode=\"LitPop\", \n", " save_path = save_path, check_plot=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison over different regions and with satellite data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OSM features are very detailed for Europe, the US and other high income regions.\n", "It may provide a \"good enough\" and consistent exposure base for high resolution queries (e.g. on a house-basis) in those regions (as in Use Case 2), and naturally also for lower-resolution queries (as in Use Case 1). \n", "\n", "Comparison High-Value / Low-Value divisions in Use Case 1 with CORINE Land Use satellite data yielded very similar results:\n", "(show picture?)\n", "\n", "For low-income countries, data is usually not good enough for high-resolution queries an in Use Case 2, but a visual inspection may be worth it (some cities have been mapped in detail due to some NGO work, etc.) " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for building...\n", "Nodes from Ways query for building: done.\n", "Nodes and Ways from Relations query for building: done.\n", "Converting results for building to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for building to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for building to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Querying Relations, Nodes and Ways for highway...\n", "Nodes from Ways query for highway: done.\n", "Nodes and Ways from Relations query for highway: done.\n", "Converting results for highway to correct geometry and GeoDataFrame: Lines and Polygons\n", "Converting results for highway to correct geometry and GeoDataFrame: MultiPolygons\n", "Combined all results for highway to one GeoDataFrame: done\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Combining all low-value GeoDataFrames into one GeoDataFrame...\n", "adding results from building ...\n", "adding results from highway ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/evelynm/anaconda3/envs/climada_env/lib/python3.7/site-packages/pandas/core/frame.py:6692: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n", "of pandas will change to not sort by default.\n", "\n", "To accept the future behavior, pass 'sort=False'.\n", "\n", "To retain the current behavior and silence the warning, pass 'sort=True'.\n", "\n", " sort=sort)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Example: Streets and Houses in Tegucigalpa, Honduras (building inventory clearly incomplete):\n", "save_path = '/Users/evelynm/Documents/ETH/Flood_Landslide/CLIMADA_backup/OSM_exposure/data_overpy/test_Tegu'\n", "Infrastructure_Tegu = OSM.get_features_OSM([14.0318,-87.368,14.1318,-87.2568],\\\n", " {'building','highway'}, save_path = save_path, check_plot=1)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }