Created
July 12, 2018 23:26
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Assign Recapture Regions to Release Locations
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n" | |
] | |
} | |
], | |
"source": [ | |
"%pylab inline\n", | |
"import fiona\n", | |
"import pandas as pd\n", | |
"import geopandas as gpd\n", | |
"from shapely.geometry import Point" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Coding Releases by Recovery Region\n", | |
"\n", | |
"Fish were caught at sea, tagged, and later recovered near land or up a river. We want to visualize those at sea release locations by where they were recovered. We will start by reading in a csv file [from the KNB](https://knb.ecoinformatics.org/#view/urn:uuid:123acbc4-0351-4128-af96-a6d1f93516eb), converting coordinates to geometry columns, and reprojecting to Alaska Albers (epsg:3338)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"rel = pd.read_csv(\"HighSeas_tag_recovery_database.csv\", low_memory=False)\n", | |
"rel = gpd.GeoDataFrame(rel)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def fix_em_up(pnt_series):\n", | |
" gs = gpd.GeoSeries(pnt_series)\n", | |
" gs.crs = fiona.crs.from_epsg(4326)\n", | |
" return gs.to_crs(epsg=3338)\n", | |
"\n", | |
"relgeom = rel.apply(lambda r: Point(r.RelLongDecDir, r.RelLatDec), axis=\"columns\")\n", | |
"relgeom = fix_em_up(relgeom)\n", | |
"recgeom = rel.apply(lambda r: Point(r.RecLongDecDir, r.RecLatDec), axis=\"columns\")\n", | |
"recgeom = fix_em_up(recgeom)\n", | |
"\n", | |
"rel.crs = fiona.crs.from_epsg(3338)\n", | |
"rel.set_geometry(relgeom, inplace=True)\n", | |
"rel[\"RecPnt\"] = recgeom" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"View the recapture points." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10c169f90>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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Ajpl+fw/A/OKNROQuAHcBQGNjYzRHRlTBwkwkabWvag8exd568GZXWYhTdVIx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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"rel.set_geometry(\"RecPnt\").plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"View the release points." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10d0f1f10>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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bzGaR3r6UZdTT6JGxQE05V42IuY6+kQ0/soHLjLnwmCyaS+Y4l63h0R32ViIU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\nYRiGYUrm/wNw8MQe0xCFzAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"rel.plot()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Load in Regions With Super Region Classification\n", | |
"\n", | |
"We need this to assign regions and super regions to recovery locations." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"regions = gpd.read_file(\"/Users/jkibele/Documents/SASAP/gis/data_sasap/sasap_region_merger.shp\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10ddfe790>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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8jyHdV8vMwDR3Lpf89af9CskR8nZv4ive7UyUCrcXL8jhfz+5cMILCQxgZyKE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\ngg==\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"regions.plot(column=\"super_reg\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Create Exclusion Geometry\n", | |
"\n", | |
"The dataset includes many data that were recovered well beyond the SASAP regions (e.g., Japan, Canada, Russia). We want to be able to exclude those from our output. Confoundingly, some fish were recovered off shore, so simply coding for recovery within regions won't work. \n", | |
"\n", | |
"To solve this, we'll create a geometry outside of which recoveries will be coded as \"Other\" rather than as belongind to a SASAP region or super region." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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m/F9PniC1jqXJk8nrqbXdTooS4TG/zUuOUYQiQkBFtrCncD1OhkFBKKJSRrTI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\nPvDqjKN0BlFG/e/O+NHq6M0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JWUdqqpRhUKXIWVlHmaYid5PT49p6B/jBDVIVuQuVSks3\nN3n0kNceIrYSsIbIq27uFs0jOv2XjYKejmN82mxrq6SMEMvWWTdKxbKDop7TolSNkXensSR5IikD\nePQy5n8Plbbbv/QoqhM3b886SLPYq3/T9iZ/W3wTcD3t2NXOtL3u5FJWxa/NOkbLtPPRmzG7CVjZ\nOWtTgZgHp3qDtlI9raqq6673ktN1TU51uEi2EujaWXMqKbFsJa+ntChZY8SyC6VMXk/CUWFPvkTF\n35x1rCOlwGVa0h9nHaQZ7NW/aWsSyhrgO0AJK1LNHEXePRzIfZjthaspe7cd89oJ7xctStV4jjKO\nCWjjCYhU9lGRu0gZyjpKzVI5QNnb1PLn1tNPVai+LWi1vJ5IJPfMep1SQejCUemojYw5XUt+soWa\nR4El6ZWgbVc6+cDnJZQFubG47f5tG3OQhPJI4NfAo7POYjpb4u1gJPg6qbeXivd/M16jRAwFtzDm\n/7DF6eYmkvsm2yVByhBl2YwS49GVySvgWhX1XIp6NonsyjpKzYq6kZw7MesYs/IOWRrgqLRw7aqb\n9QqPbjztJZatpAxRqaG4bUc96SPpcg/F0yX42p91nEMdD3xcQllwEzr26t+0HQnFA14LvA37Zapl\nCuk5VPxjzzZ2upXRa+hO/3BaixwlYiD3SQK3jiXpEzJ5LZ1wgER2AD6+LsXJGHk9dcYssWwn0DWA\nPzmb5TruhKeYneRo7Wvq+ajIFgp6WtYxjklxVOR2EAUNKOhpVLw7KLgzqcjdCH5T/pzEsmNOh2ck\n7CFgdcPztMqB3I2MBN/IOsaRrtGSfijrEI1km6lMW5FQVgKfBq7MOsti0pX+PkuSK9njX591lKby\ntGdakVr2bsUxQl/8opb3eHSMEclWQCnoWQT6uzd3qQ6SsI9U9iAU8XU5AatwVHBUppr2e9qNx9KW\n5m6EVAZavp5yftr/YALBq7aJOmT+6eBa5aKeU10nyi7AJ5U9FPTshvyZTxkgR/2FaiqjBNq5hWox\nvYhR/7vt1mf1vRLKT7Skv806SKPYbJVpGxLKJVRf9VuR2mKRdxee9jblpJ12sj//AQaDz6KTryoT\n9qNM0O0eUddf2I4y0eQrTEeFWHYSy3YqchcxOyjLrVPPmEnKCBXZgpJS1HMo6rnTZk59lpNjDUWt\ntkdK/n/2zjtAsqrK/59z7wtVncNMTyIKDMmRoGBACSIqq66uLj8DJnSNiO5idl3HFnNAMSdcUVQU\nMCKCqIsogihxGHKe1NM9nUNVvffuvb8/qqiZms65euZ9/pnuejecqp6qd+rcc75HOkqalfcRuoPK\n43zWoKmf5iux+Cym9udMCN2hRPLQYpsxKwSNz0p8lpNxR2IZKKePzARDLwV5YEbaqMX3R/U7/xNR\nY49jWfTexTZjd0Lgp9Iue8yHeeqopiw60i4i7XIuxVao1SuuuAdjpJue4Ju0RO+sxkKBOcNId0UO\nqpEdZO1TpjzfUoycRPIAvtsXIcQR4btV+G4fQrcWn9V4bjWG7pLTejeOmIQu8upOClKUGwrdwehp\nREIzbh2RPFrV+afTwcjSKaZ6HDdRy6gliKaJjDuSvEw/5ceSQ1FH6A6etCvV2JhiQwWqTu5pWmTt\nk9G26hQTDwW+vNhGzBV77h0pZUkg7dIM/AL4AmkqyqISqftAYlrjc9C2bcI2jksZ361BUOTUrXiu\nbcrV3I9H0/JyJ77bD0GhyIwZzfRoxmM5PqvJuMOJ2YoQkLFPLDmoM4uAZkr6nnsCygWLbcKUKB6X\nbyUnG/bYZhEZdwR5mZ7kUqQeLKefzATBJ3RrsRRmvEY1IGhqzcko14Rvq6rr1hukXV612EbMBWkx\nVcqiIe3yFOBS4IBFNiWlhHINNMdvRLtmhvV1DHt/WGyT5hzfHsDqwlfJq7vp9b9J1hxHU/LqSedF\n8iDBLkfuKbMjls0L1p3KksMRoWmc8hxHTEEexHMt5YIfhyGS+3GS4Nk1KEIUNRgGUWSRJf5dO6/u\nJLAHIwRjpsIUc6M9CuruOdHpLchD+G7lDCOy1UNCd+l1uZeu8GOLbc6uDALHuvXugcU2ZDakjmrK\nglOSzzibYhR1aYRV9kJqkpMY0X8BmVx6ZqmRNccDmpy+gZboHBQh2i0nY8fuV16Qe1CuBX8JVyhX\nE5ZcyRmaX3WFWLbR43+VgrqXhuSlNCZnTDkKmJc7J+225IiIZQuBO5BYOkptRJNJ51UzlgIJ2xHx\n8N1qHAZBU5B70G4FjgRB8Fg2J/vlZWOxAGwPwJKnM/gfCvruxTZlV/4JnODWuyWbY5E6qikLirRL\nA/Bd4IzFtiUlBUC7VpSrY1n0PgJXqZUZy5ZS+8RsGk2dA2K6MGo74Oa9LalhkI7wXEJ7KI3JK/Hd\n9DpLFeTeGUk5JbId5eqXfJRwRG4uqTIoBI03T52rF6v163xRkPvpCN8DUlWFYl9w6917FtuImZI6\nqikLhrTL0RSP+qtbjDBlryGTPJm2+MM4IiLZhO9WVxQ4FeR+QnfIIlq4Z7GQ0bMe/9soVzOltI7d\nycudhG4tRvrx3PQdtEyaYk8AACAASURBVFg6EOfhKGClgGNkSUVZHZZYHit3ZJpPDIOAQdM073st\nBAV5gO3h+3BSdQHMF7j17srFNmImpMVUKfNOqar/TcCNpE5qShUR6fvp1z9jS/h2hrwryMvdRYkp\n2UZeNuC7fctjLQUcySJau/QRPCzDC7KXoZ/G5JXTnhezndAdRk7dSixbJx1vGaYg91S0EfXdShCD\nRxuKLL7bb9p2LCaCWrBiSk09sXTgiBdmw3kmkc5q/Zy4SNpl+mK3VUAaUU2ZV6Rd6oBvANMPa6Sk\nLBCeXc2y6FyGvGtojc/BYSuKSSJ5iK7g02TNU2lJ3riIli5tLAWMdM+oi9F463X7XyZSD1KfPJ9Y\nbcJKsW1oc3wWnls5rfXyspHAPQEhpDP4KMujD5HIdrRrHDPiF8kj9PoX4rk2PLeaxuRlY6x5Fxl3\nxMye4DzgMFgGkVLxl2UETX1JT9UihPhuf2LZXKHXO58U1RQ0inBB9psvipHoRxAybA3fDNXXzPRP\nwHPdeldVeQmTsbRLFFOqGmmXI4HLgMMW25aUlHFxiuXR+wncQYy4G9gWnoulH+3aCO1aPLeaEX0d\n2jUXJbxSZkwsm+akDakjYcD7FYP6CozqAqA3+G75ekP8smk5qQm9WOktzVGMqBuoM89GkSGWzVgZ\nQttKR9UwSI//LVZGn5pk9erwCYpNKh4gcAejqMeRx5JHUUckj1WkZBj6FsxJhaJU1WJHIYtd4h4h\ndIfNqMgvoRsA7ZYTqQeq0UkFeDbwAeATi23IdEgd1ZR5QdrldRQjqdnFtiUlZSIakheXC6Wak7Nw\niSGn/kF38GUKuqixKi5Dxh5FU/zaxTR1yaNdI454VvqbAP3epfT7Pxr3+pB3Nb47gDpzypTWM9JF\nXt2Bk0Ix4ihDtMZvL14Ug9jirdIyRJ//IzLmKArqXkI7+Xdw7VpwJWd1vlUOxsNhMNJVkScr7Gxc\nFOyWmrDQ+aKCT0HdM+8FdhNRbKZxJAW5H3AE7kAcdspR3kS2lyPnvlsDzgOpyhSAdmmXP7v17q+L\nbchUSXNUU+YUaZcaaZcLge+TOqkpVYxydTRHb6YpeX3F44Kmxj4N5RrImGPZJ/dD6sxzyem/sy18\nJ8P62kWxd6ljGS5JUs3OSXUYhvUfx7igyl3VrAzRHXyBHf75kwrKOyyeW4WilqbkTIa9a9Cu0lFz\nJYdj0LuKQe839Ps/YcC7HCN9FeMKct+o/ZwYDP3E8ih52UDEo9N9yjPGYcjLRiJ5BO1aF2zfmeDZ\n0Zq6sWwlYQcJnRO2JJ4tjrgcgQ/dIShXS8w2jPRMaX5ebagoutSutZrbGmvgx9IuLYttyFRJI6op\nc4a0y6EUq/r3HK2RlD0Oz66kMXk5WfPUcVuY9nuXIPi0Rv+JpnlnW1kxjKgbqTUnL5zBewhCBmbR\nhSivNpBT/yCnbyZRHRXXQnMkrfG7GNZ/ot+/pPx4ItvoDD5MaI8gtE9Eu0YUDcVipxKWART11JvT\nieQhLDm0ayWhE482tGumx/8WGXskg/p3QLErE8Cw/gPaNdCQvJSCuptB70pa4rcibmU5x7kcrXQt\npaKhfIXtCT14zNxniNmCUX2IKx2fi8Gzq7CSQ7vGJaNR6tFMXjYiaEJ3GA6Ddi2lLzaWgmyk+DWy\ntSSbNXuKX55CCnJfxevkU5QyS9wODENo6iZeyOmKL2AD3i/nLZWhxjwD7ZahXJa8uhMjvSRq8qK/\n3dgX+K60y8vc+uovVEod1ZQ5QdrllcC3YbJ3dErKwqBcPVYGx7qCbw8gkU4G9M9pSl5bUTg1om4i\ntOtoTF5RfixWDwMQ2LU0J2+Yb9P3SGI2oWcoEt/nXUy/d8mYeX/1yYtpjt+IoGhIzsBRoKDuo848\nhzpzWnFv2URO3U5O30gsj9KQvIwa+/TSCqp8JJ/Tt+C5VdSb5zGoryCwa+n1v0esHiJWD43eXBwD\n3i+I1aNkzVNpi9YzpK9GyFBnnl0e5oiJ5GE8txLNTie537sc7Zorxk6EZQjDAGAwMgA4PHZrVOF2\n+3cJkXFHkpe7ieQRHAV8t3/pb6PLWquWHDGbcBIjZGZVmJfQjaKeYJy8aY9lFORelDtkzE5dUMzn\n1a654rFI3TfOZ8/M8ewKmuI3kLXHVGj0bg8+QsK0HVWAfwPeRPG+XdWkVf8ps0LaJQN8EXjrYtuS\nsveiXBMNyYuoNSdjGCSR7XiulY7M+BrXytVRlzyP5uSsisfHyqEcUTdhZYhac9KU8wyH9XXk1C3U\nmKdTY586/Se1BDD0YWUIceGkgvAxW9A0FTsfyZZSZGxyJ2PA+wW9/oVjXqtLTqc1PnsGdveX26mO\nqJuI1Sby6g4S2YyThMb4VQx6vyFWj0y6VlP8OhqTM8iru+j3foTn1tASvxXLEJoGInkMS/8oUftY\ntjHgXUZrfM6UbLbksQyiqEOlWVVAMbWhqPd64LTnxrKt9P928mh2Xu6kqEqQLWvLJnRipA/PrR4V\ncd3hf55h79pp2zQRyjWwT/4Ho9r0Durf0RN8babLDgNHufXuwUlHLiKpo5oyY6RdDqJ41H/MYtuS\nsncgLqQt+hhgGNE3MqT/gCCsyV+I2u1mYcnRFXwaz7UyrK/HSaV+Z8YczYro4/Ni54D+NUZ2kLFH\nk7HrZp2XWY0Y+jEMELBvKWK4GSgWI/luTUkX0+GV2s5G8hCeW0Hxhp8hZjs+Kybd57HMGTjJjXq8\nNnk2y+JzZ/UcHAmJbGdQ/45aczLatZBT/6Av+CF2t/zT8RfxEDROCihXT3P8BmLZyrD+K7XmJBQh\n9ckLRnWq2uFfQGgPpd48f0rbpM0nRlN03gfK/8emPq9ALI8SurXTmuewGPqKOa00I+N0AB/W17LD\nP39u2087WF34bkXaChTfhyP6Bjy3igHvMvL61umufD1wUjVLVqVH/ykzQtrlpcD/wjhJfikp84Cj\ngOeW47k2MvZJNMWvxkj3KCcVQJFlRdQOQNY8na6wveJ6Xt1OXt1Nxh4+pzYa+onUA7N2ouYaQz+J\n7MCRQ1E3o65DlhyRPAJYAncwQSkqKfiEY0S1DAPkVUk5wdaRSAd+aV+fFaWmCgdOmAOYtccyoq8v\n/uI0DclLCe1asvb4adu/Owk7yKsN1NgTdspmCQR2P/J6io6qJOV8RCuDdAcXENiDWBF9jAH9S2qT\nE0Y5qQndDOv/oz553pRttbvlti40fd4PCe06svboRbUDKOscKzJE8hDaNZPIdnw3uiBrdwx9GOme\ntpMKxUYIU4nAFnPYhYI8wKD/i2nvsyvK1RW1gQV6/e/QFv1PxXVNY/nLzgCXj17AMZlU1gnAu4HP\nzsrQeSSt+k+ZFtIugbTLl4DLSZ3UlIVGYGiXim9FTUX3qOmt5egMPky/93MMvXNkIAx4v6I++Zc5\nW2+uiGULoTuIjHsivlszZjV8wo5x5xfbzD5K4PYn446ckmyPpoGMXUfGriPkQAJ3UEXqRMatI5bH\nxpxrydPtfwNxO4+5V0Qfpzl5HTX26XMi9WRlgHrz/IovK5E8XHLGp49nV9Ea/Set0X/R7X8ZxJJI\n9ygnc9D7JUiC59ZMad2C3EMwBSdsMmLpmHzQGETyKAV1D46YnJp2xG7Oyambyj9n3BFYcjhnp6QM\nEMu2shzdfFJrTioWa5YOrT07Os1FXEhz9OadxZq74hSBPZSVhS8Q2EPBQdaMf3hpGSJSD5XG7fwS\n1xy/iYw5ajJzz5N2qdqukWlENWXKSLvsD/wMmH0oIyVlhgx4l1FrTp5W5W9B3TXm404K9PnfY1D/\nmn0K35+1bZYRrAwTuurrcbGrYyf45GUDmhosIwg1KNeAIiRmCyBYGah4HkKAds2jooOzIScbyLqx\nRUK6gvPI69srHiuojXOstVlMyXAk9HoXkbXHEKtHWFP4Nh3hh4oFVE5NeoRbn7wInCOWrUTyMH3+\nTzF6GwU2MOT9DnFZlkXvo8YeRyQPY8kjLjMlCaO8bCR0a2edPmIZYXv4Xlqit+9SSDY1hvQ11CWn\nU2OPY0D/ksHgSmrNiWjXQmhnJpA/G6wMYhlGlbRgNQ1oGijIwzgZxrNtY6YDFB3+AxbMzsbkjNJr\n92zqkxfR438HK8OAQbtGPLeGOvM8+v1LCMxatKsjVlsAh7iQFdEnETRthY8wom+kzpw67l6KOlYU\nPsGIvp765EVszbwJhyVwh1Bg7M+/XQiA91CltSapo5oyJaRdXgj8AGiebGxKynzipMD24EPUmVNp\nSqbWmXcy+RajdjCsrqfWnjBju2LZxI7gfFqj/5zxGtMlL/cAjoybSvqCKlYol8Tcd3UQHabsbDwu\n2ZWnp3Q0fwBgiGQz2s3NIYplhEQ6xnVSR9Q/RjmpAEP6WhqSM+bQMSpGlQe8X9JgXkhB7qcx+X8o\n6miJ/4PtwX+zqnABvf53yOs7xlzBt/vTEr+lVHADmmUY1cUI28pjnOToCs4jY4+mJnk6Ih6OhJy6\nBRCyduxImSU/J04qFE8fGuNX0e//jJrC1B1VyzDD3p9QSS1YihrDNFJrnjVrm2aKkQEK6gGytjJS\nGLoDwUFBHsRzlY5qLJvx3X4LXojWFL8Wz7WhqGVZPPqzwTCEZZjm+CwCt/+YaxSP9ydPEwnc/gRJ\ncY1V+a8jaDSN5Ow/0bK83MVtHF5M6qimLEWkXXzg48D7FtuWlJTHMaqLfnUJIDQlZ046fir5fb3+\nhdQUnj6uDM1kDHq/JZHt495s5pq8bChXkseyacwUCIclkgdR1BC4A4jlsVFi9jB2x6SMeyIOS15t\nRIDQHoIiMye2R/JQRZekXRlRf6Mr+NyY1xK1mZy6mZo5yE+FnV2jsuY4PLeiVOxVjLAWX9MDELI4\nop2THNSYk8jpm3CSQwjo935GaA+jIPfQ71+Gk5HRm4klr28hr28pP9QZfgQcLI8+RI19RimPuIPQ\nHVqcgk9B3U3Gjn6tHDFD+vcMeldhpBfl6tCuDkU9ytVSlN3KUGtOIbSHMqivoNf/3igHbiIcCTuC\nL2BlgEHvl+WTDFnkIvG65FT6vcsJ7P5jdtEK3UEV7w8AI71TymGda2rtMye8rqljTf5/Z6WlOxa7\nrtecvJYa8ww6w/+ZSDZrpbRLk1vvppicvXCkjmrKuEi7rAEuASZ+p6WkLBL93k8QPBqTl084LrBP\nIK9unrCowKhORtQNM46qBvZgcuo2AArywJz0tB8PS6HCMTUMoBjEkcdjOXm5G88tR1FL6A4hYlOp\nj/n0qsYFRXYe2lo+Lg21O46E7uACkHjO99wdy0j5eHj3Lxc93rfRNBHag/FcG77bjwL3AKBoYnn8\nXuKkg23hu4jU/dSYExhR/5hZ4YxAV/A5ArcfiXRhGaI1Poc6cxqCRrmdqRYJPeT1bUTqAYb1dRXK\nBFb6xpSYH9JXotipKdwavWNKZhl66Qo+SUHfXVp/mCF9Jc3JG4spEbM4fZgtQ941CJoe/5ssjz8w\n5piMW1fZTMEtTvvaqTDXTupYhO5gGpJ/o8//wUTDqlKeJHVUU8ZE2uW5wI9ghgrdKSkLgRSrkSP1\nEIFdS0PyryTSXZZwieRRjHSTsU9iQC6ddLkdwedJkq00JmdM25Q68xxG9N8Y1tcirmbeBNcdhoTt\nBOzsz14USt9I6A4noXdUKkDAvlUjAJ9TG8Z1fgWvWDy1m5TYrqhdetTPhli2E7oDR+nmFuQBHAlW\nBvDcKgRV7kQFIO7xvNY8jqKdw/pPxDIj0fXSojGR7Nyj27+Agrqf1vjtGOlnQP2SYe8vRHIfyDT/\nkAKWnVG0zuDjBPYgMvYIMvYoQnvkqIh6Ih10Bu3EatNui+3M6S3IfTOqnJ8LGpMz6PW+R6QeYVhf\nO26nOCMDWPrxdukUtjdhydPr/y/N8VkM6d/T503opAJUXTQVUkc1ZTekXTTwUeC/mUzUIiWlGhAY\n0dczoq+noO6mLnk2W8O3Asn0/wdLTL93GYFdOyr/bTIS2U5O/ZNEOlhd+Po0N54aRScqP+ax+eMt\nIL0qTiPPy10TyoEZ+ifu6ON8Ajv7im1DH0IxahjLlvLrmUgHA95lCBkGvSuoj/+tpBH7aHluc/I6\nErrpCs4r//+K1djKBTNBXBZFDUPelVjpJ3ZbiL1H5mx9JyMU9AYKegP9/BTlmvBcG+I8nCRYhklk\n62iH2ClqzNMAaExeueAFVLvTlLyOYe9a+ryLqTHPHCWEDxC6A3AYLIOLcuy/2OTUzQx5vyWnb8Qy\nNNnnYZ9b7+b/KGMGpI5qShlpl5XAj4FTFtuWlJSZkNM3Fm+6KNwMv2bVmpOm7aQCxcIYsQTmCTPb\neAIsQxTUw0XpmXEKkKqdYiOA1WWHIqduxUp/ORrmMPT6F+JktGzW42TsujnJk41lG4KHK4lMPl5M\nlkgXLfHbMFLMFR3Uv8Go7SDFQ3XPriBrnsq28F0kavus7RhFyRkc1n8G2KkfO49Y6SOaQnODGvOs\ncgR1rnKVZ4OgyZqnM+T9lkF9FQ3mheOOGyuPdW+gxj6d0KyjoDdMZfj42nSLzN4XC08ZE2mXU4Db\nSJ3UlCXOoPdrnESTDxyHSN07JT1GgEgeo9+7jB3+BfT5FwFQUPfPeO+xcBgieZSsXbdknVSASB6s\ncBiy9hhy6nY6g48yqK+mI3wvw96fJlyjxkxPVmk8tKvHc22l3EDB0IvDEtrD6fG/jqWPwB7MsuQ/\nGVE3FCc5TXP8Rga9KyZVkZgpdebUonM6lx2N5oicvpFu/2vk1G0k9Czo3rumRexKU/wKlGtkwP/p\ngtqzdHAYmbJGdNU6qmlEdS9H2kUBHwLaSb+4pKQQqQfZHryfevMCsub4Ubqhhn5y+h8Mer8jkntH\nHaclsoVYtk6pj/1kGPoBhRNLgXvL1eBLETdGqU9rfDbD+k90+18vRy3HI7BrqTPPmZUNw+qv1Njj\n8dl5DJxxRwDF4qqCuh8nMZ5bRdY8hWHvL9SYZ5HTf6c1OpeMPYru4MuzsmE8lGvCysisvmTNJ04K\nDHm/K+vCNiYvQ7kG6s3sm1tY8gj+uOkEiXSjaEBchlhtLqePaJppjc6hK/g4Q/qPGOmmPnnxlJpR\n7A3k1e0kavNUh6eOakr1Ie2yHPghMPU+fikpewEFfXex2tmpcn96sFjpLwl2T0ApZ3YmBVm7E8tW\nlKtDACcRzkXj9hevfhyWoYp2t4JHnXkuQsgO//PjFgppu4y2wv/MWk80r2/GSYHAHkCkHqPO7DxA\nUtQUW8Sq++kI34d2zTQlZ9IVfJKW+B3U2hPo8y4utrOcBxx5RtT8H/XPBU5y9PkXo1w9eXUnnltO\njTmhnBqQSBfaNU75/6ojodf/DlnzVGrs8STSheeWl6/X2OPp8j+Nopam+LUVc2vs08jap9HtfxnP\nLcNzK6k1J066pyVfFSkM84ljWimnqaOaUl1IuzyTovTU1Hr4paTsjYglkW2Tj9uNIf37WTuqlgKB\nO6AoUG5n2Ca2inhcmeDxoq9dqTUn0et/D0P3mHNb4reg56BILK/uwFKgoO7Dcy3k1R0ksh0jAwAU\neKB4VCpg3RCdwXmE9vCyQ1tQd8/ahvFwMrnWb7VhZZAR7zoABvzL8e0BZOwTGdE3sDr/zSnXMmrq\nyJhj6Qo/hm/3w2GpNSfSlLxq5xi3nObkNWM6vy3R2+gIHyRR27EMTLrfsL6OrDl2itYtPSz5olSd\nW462bRjVOZVpE3YDWExSR3Uvo3TU/27gU7DIZZspKXsoidpGXm0kY0c7ZVPl8Xamag/6LqlpHfPx\nnLoFI2M7qco1TLvl5+70eT8ha44jUdvRrg3LMEPebyec4yQHQEPyUgBG1A0U1D2zsmNPJ1aPEKtH\n8OwaNmX+H6E9jIbkpVP6+xnVSWv0TpRrBCyxeowu/9PU2GeQMccSq0cZ8K6gsfT32BWPVlrit9IV\nnkeffzGhPYLATVzUuGtkf0+j3/sZOX0DKwqfps6cSr/6yVSmpRHVlMVH2qUFuAgYuzwyJSVlzsip\nG2fsqFoKOCKM9OC7PcNRjdmKuNG3HIeh3xu/GCa0h8167xH9V4wU78ORemCaR6KWjuADFPSds7Zj\nbyFRW4BiCk2X/gQZcyyt8dnlzl9jEZp1FU0yCm4Zxhugz7uYxP8sCOTVbQT2ALJ2dDQ0Y9ehXANW\nBtgefpgVhU+N2yXOYWb5DKubSN1PrDbREZ6Lkf6pTqtaRzUtntlLkHZ5KnArqZOakrIgjOi/T2t8\nLJuxDJNXd2LoJZJHlnA+6li4Yp4tMQP61+zwP0+PdyEd4Xso6I3jzqo1Mxci2emQ7Kx+dpKbtHBr\nV7rC81IndZbk9S1sDd9OTt0+7pjdO7mF7hBa4jexsvAZQnsYyjWAWLqCTxPJQ6PmK2pojf4LHFgZ\noCs4b1z1jkS2zO4JVSl5tRFDP4EtRpMTtX06KSVV66imEdU9HGkXAd4JfI4qbY+WkrInkqitpX7x\nU8svNfSSqF5C+wQUteXuWnsKRvrIuCNJpJPA7Y+y2WK71Ilwmqw5ZvTDJAx4v6Ihecm4leKOhG7/\nyzQmryhVlPvgVFVKP+0NOCkw4F1GNpqeRvGwvp7l0f8Ajs6wnUjdT4//LVZGnwEgoRtFBkUtNfY4\n6szzKai7SKSLHcFn8M3+aNdG4A4oO8MTRXaXKgW5h+3h+/Ht/sS7NKiYBlXrqKYR1T0YaZdG4DLg\nS6ROakrKgjOk/2/KY0N3KL5dNWctQqsNTSMj6ka0ayZjj0K5qeQIjtaBTOhhe/ABEtk+rpMayyYE\nj/rkhezwz0e75qrVJ92byKtb6fI/W243Wyz6mfhv0mBeiKYRTRPLCx9GXLbc2tVh6Qm+ViEZ1hS/\nGm2bWV34Kol0oWig3j4H361mSF1LXu6qaHcbyyYMU9YarSpG1E1YRrDk6QzbAYjVozPtKVm1jmoa\nUd1DkXY5FrgUmPs2OSkpKZPi2dVk7OhWp+MRy1a02/M66MRsx6hOMnYd/d4lZO1xGHrp9y+bfLJY\nOsIP0hSfSdY8FSM9dIXnYRlief6/x5xSlEtqA6DP/zGRTgugqgaBEe86cvpGGpKXEqtNtETnoKdY\n2OTRSkPyUkb0XynIffT6F5bTRh4vXtQ04SQilg5WFM6jI/hv8upOrAxg6CFrn0xB3YnjVQg+ebWB\njD0WPbYyWlXxeIthz61GUPQEX8O3a6g1zy62SJ0dVeuoinNL4K+TMmVKR/1vAS6APSrBLSVlyZAx\nR7M8+tCoZgHjYRhE0FMev5SIpQPfrSSv7qbb/wJZezzD+jrsFNp2jqLUF7cpeT2NycsqLkXyCMo1\nkNM3UG9eQJ93Cf3+xXPxFFLmiZrkRFriN00qPRZLB9o1oKghkkfYFp4DuIrIoWdXsDz6ML5bw7bw\nvwBYUfgURnZgZJCsPaqcszys/0SkHqQ5fjOD+rfUm9PLrX2rmX7vUvq8HyL41JgTGNE3lNUpZokB\nArfeVeWRQ+qo7kFIu9QD3wJeudi2pKTszazMn18WP58KDosjv8c5qgW5h8CtxTJCZ/gRInXfrNbz\n7EqWRe8ndIeMutbjf4v65F/IqdvxXBtdwcfTo/4lgLiAWnMaDcmLx+zmZsnT7X+JWG2lOX4dvf73\nidXD4Dzqzb8woq+vlDZzUm4c4dmVtEXn4btV5ct93o9wRCiyjKibcJJnVeHLgGJE/wXPriFR2xDn\nzVoWbbYYehn0fkdT8iochq3hm0nU9vnYqtOtr97E3er/CpEyJaRd1lHMR5363TElJWXO8ew+03JS\nH2eyXL2lRl7uwnerieWxYgRsnK5TU8G3B+Db/Qjt2jGdVIDQHsr24CNoGojk0dRJXSI4iRjyfsuQ\n/i2BOxjlmjCynfrkhcXIuP99NK0kdNIZri/Pa0xeTlPySprj/6Cg7qXX/w7KNWDoxmM5BXUvieqg\nz/8+y6MPlufVmGexLTyb5dF/U4Omz7+IIf1HsuYp5NWdtJqTCM3Bow1dBDrC9+CwaNfKkHc1icyL\nkwpVfOwPqaO6RyDtchbwddjD+8GlpCwBplrl/ziRPIxlCH8czcelhmWYhG40DWiaiGULMEMn1QlN\nyesnrO6Hohj/sPozRnVhqrfBTspECETyQPnXHv8bADTFr2dz5kwcMXXJ6RjpY1l0brFjGyAoMvZw\naswJFekgDsugvoJe/ztE8hiB2w+AwO1HjX0Gvf73WVW4gFgepcf/Oq28i1gerZrWqj3ed4uOqUBP\n8JX53i51VFPmB2mXWuBrwOsW25aUlJQiU225mld3Is4vSudw4DxbtTA4DInsQLsGhvQfGNZ/JlaP\nzHi90B42Khd1d/JqIwk9KOpnvE9KFSLQ43+TYf1nnBTQrpXW+GyG9DVlJxXAMERB3THqfSco6s3p\n9Pk/YMC7lGXxu8vXWqKz6Qm+RlfQTmt0Ljl9G93B+eCgM2gna4+h1pyC55Yv2NPdndAdzODMqvdn\nQuqopsw90i6HU6zqn3mPxpSUlDknVo/Q7X+FgroPMKwsfBFFWL5eFPLPENpDi9qeexAJ2wnc/hiG\nGNZ/mZWTClBrTh732oD3CwJ7KEP6qmJRCVMWNk9ZKoijoO8q/mjrcCTUmdMqhhjpoif4Fi3RW8uP\nWUYY9H6DuCyOiGH9ZxqTM8vaxJoGlkcfpMf/Fr3+hTQk/0qf/wMy9lhWRB8jkU7y6lYS2YHv9qXG\nnIAssJrnsL5uIberakc11VFdgki7nAn8g9RJTUmpSoa8qwnsgbRFHyk7qXnZQEHuI3AHoFztnDqp\ndpGdtIjHShJAIwAMer8kVqO7B02XEf23itzdQX01O/zzi1FU6aIr+Dg5fXOx+87CRZ9SFoG2+IMM\n6+tJpKP8mMNQUBtpiF+Kw5T1UBU1NCT/TuAOQghBLMNjaBq3xG/Bc6vIqVuBYuvRSB6ioO5BCGlK\nXkVoDievbluYJ7kL9ckLZ5wxMwOq2lFNq/6XENIuWYri/W9ebFtSUlImwMG++Z+Vq/gNfQgeagy9\nSEM/ff7FZOyRWB7XDwAAIABJREFUE0YQJ2JA/5IG85IZmGkmzP2cCoYBnOTK3X4cMZszZ81MfmoM\nAnsQzfEbiWUrPf5XU4d0L6Wt8Am0bcSoHsCRtU+uuG7oJ6dvwkh3MZ3GHkBO/xPDAIPebwjtEayM\nPjXm2j3+txn0fl3+3bNrWFP41nw+nSnREbyvHFGeZ851690XF2KjmZBGVJcI0i6HADeQOqkpKVWP\norZCakrIImMUaOTUP9maOZsh73fk1cxvSHl9G93+VyqiTZPhSBjWf5rxno+TyLaKlpR5dfucOakA\nkXqQ7eGH6AlSJ3VvZtC7Ap998NxyMvZJ5NVGHEn5uqaROnMajckrcOTo839MrTmZluQ/qDPPoaA3\nkFP/HHPt5viNhGbnAaWRXhK6xxy7UPR7P6WgFqxZRVVHVFNHdQkg7XIGcDMwvSbJKSkpi4IjwTBQ\n/l0RlnMoE7rJqzvp9S6iM2gvO3WOfMWN12HITXDkaBgglq1YhtBuObXmFHLqVvq9y6dkYyLb8dya\nmTy9CsRVFjEF9hDEZWiI/43a5BRqk1PxbNVKNKYsEXL6BnYEnyWvNgCajD2yLNKfSAcj6m9lQf96\n8wLaog+XO5Q1xa9HuXq6/a8TSwexbKtoozqibsDf5b3gZISe4Bs791a3LFh6jaGfjuD99Pk/XEiJ\ntaqWykiP/qsYaZcQ+DzwjsW2JSUlZXrUmBNYFr2XWDaDUwianP4n/f5PsDJUzD/bLULo2wNYFr2X\nwO3PsL6OHcFnWZX/KoE7YNT6hkHy+mby6i5Ceyh15lQAcupmPNc2qUzWkP49tebUWR/9WwqAq5D0\niWVTxf4FuZ+u4JNYGZqrTjopezGBPYTW6BwCt7NDeLf/NfLqDuqTF1FrnoWmsWLODv/zDHvX4tl9\naEheTL05veK6w9ARnkukHiw/pu1yAncgTfGZBO6g+X1SJSx5+vyLGNS/XUhH9Ti33o0dbq4C0ohq\nlSLtciDwV1InNSVlySCuKJsTmnXUxaeTsAPfrSHn3cjWzFvoDb6DIyI066g3Lx41P1aPsD38YKlS\nuXgs3+t/e+y9EHq9ixjSVxHanQ0GQnsEiUx8bDmgf01onzhrJxWKuqm7t5/c3UkO3SHsU/hfVhW+\nhHK1s94zZe8mUvezLTy3KF1VOoVoid9GY/IK+v1L2Bq+kx3eBQyr63HEAIR2HQCJ2kxe3YElj2UE\nR8ygvgqwsOv7wcGqwpdpiz6yYE4qgCJDS/yWUeoG80xVH/2n8lRViLTLi4HvA02LbEpKSsoUCc3R\nNCQvoaA2kjXHkXFHAEWpnD7vRyDFKGtLdA4AWzNjp5tbGWBL+FaM6gQgr+9gUF9FvXl+eUxCN8Pe\nHzGqi9CsqzjCV2TJ2qNHreuIyKs7GdK/R1FPg/nXOXneigx5dTfZkiMwHg6DJU9T/IaFEDBP2dOR\nhB3B52iKu2hM/h1BUWdOIaGTrH0ygXsCeXUbPf43wQlCBs+uJlFbGfH+gudW4rk26s3paNfK5syr\nsQzvsj7EajPaHo5lmAHv1zQlxe7kBbl/3A5pc4HDkNMLGuCsakc1PfqvIqRdfOBTwLsnG5uSklK9\nKNdIbXIKidpOXt2CkwIAq/JfIXAH0u1/nSHvymmsV8+a/PfKQuc5dSsj+nqGvKsA8OwqVkSfKOfk\n7Uos2xj0rmBI/wEnxRvxyvznCd1hs32aZSIeJWD8zloJXTgsPivo15fSF1w0Z3un7N1ou5zW+B0E\n9mA0jUTyMNotQ+/SACKhkxH9dzQN7Ag+B85jv/zPy9qolhE2ZV4x6qhdXIbQHomgyasN1JinImQZ\n0X9lefQBMnb+ykYcEZsyZy5EqkwByLr11esMphHVKkHaZV/gp8DTF9uWlJSU2WGln0H/l6Mej9TD\nGNfLkL5qmusNMqz/RL15AQC+W1OxRqK2kVM3V+TdRfIQff5PyKkbQXbegzy7D4HbmSowF1gZGFfz\nMZatGAbIuMNIpJN+/6dzunfK3o1RXaUUgIga+3TyaiNgK04MPNqoN8+j2/9y8XfXWiHgn9P/HDMf\n1EmevL4ZAN/uh1BLTt+AI8IrNQ+YPwTtWklk8zzvw45qdlIhdVSrAmmX04EfAq2LbUtKSsr80R2c\nP+O5g94VZUfVc214bg2JbClfH9E3UGtOIpZNDPiXM6JuqHBQAZRrYkXUPudddjy3hoROPNqwDBHJ\nw4CHkwTfriTDYVjy7PC/UBTnT0mZQ4a9PxGphymYe7GSpy55zqgxQkBL/Hby+g6MDJY1hIupOaUI\nv/Nojv+DjD28JCmnsRQQpJx3bePXsD38MH3eJbTG7yjneefUzaO0XWdDv3d5xfvbt/sTq0fnbP1d\nqOpjf0gd1UVF2sUDPgZ8cLFtSUlJqW5itYm82kCmlAuatccwqHbeyPL6FjZlXj7KOX0c5RpYUfhE\nhebpXOHRQsxW8upOnDNkXelItGRKIp3s8M+noDdOuI5yDQT2YPL6ljm3MWXPJlYP0xSfibgssdqE\nc3ksg9TYnYeUihqa4tfQHVxAQd1Lxh7BoPcbErUdKBYB1plTyyk2Y6GooyU6m47w3eTVHdSaZ+K7\nffHcqjl9PsplK97LjfEr6Q6+CDicRHO5VdU7qmnV/yIh7bIa+COpk5qSkjJFhvW15Z9rk5NHH7eP\n66TWs6LwCQI3fh7pbPFZTcY+EY/l5cdy6ma2hmezJXwDBX3nhPNrzAmszn+DwB48bzam7Nkk0kHW\nHUWNOY7OYD25Mb7w1Jpn49v9GPAupyD30O9dWr4Wq4fZknk9Pf63Kch9FfMieQzDIACBO4jm6O0s\ni9/JkHcNff4PyNi57Whea04hsGvx7Cqa4rMI3aG0RueysvA5AjunKgRVraEKqaO6KEi7nArcCpy4\n2LakpKQsHYb1tYyov+OIGfKumXKnptboXAJ34PwaB0Rswnery78P6T8WjyunYGdd8jwcCYPer+bR\nwpQ9mUHvKnLqFhR1ZO2TidSDOHYrkELTHL+JnPo7HZn3lFNRsuZp1CUvwHNryKl/YqSvQuQ/kQ46\nwnfjiBAUWrJk7FGszn+dbPIUcupmuv0vz1ljAE0DLdFbWRa9l8bkZXhuObX2BAJ3EE3xa+ZkjxJp\nRDVlJ9IuWtplPXANMLo8NyUlJWUCnBToCs/jscxLGfKuntIcz66mxh43z5YVsaUKZUuexzIvZURf\nN6V5dckLULaeruDTRd1LN3t915S9j0RtZtD7NQDaLSNS9zGi/zJqXNYeQ9Y+pfx7aJ5IY3wGoV3L\nqsL5hPZQBvVVO3NXgRp7PA3JS+gKPktCD9oux9CLponW5J0M678y5P2enL5pzp5P6NYSjlH4mLHH\nkjVPnattUkc1pYi0SxtwFfBR0o7VKSkps2GcI/6xmE8JnV2J2UqmdFNVZKg1p03tk875tMRvIeQQ\nWuN30Bq/izX579EQvwxxNfNrdMoeR605BQAjRf9rRI3tODbFZ+0y55mEbmd3t5b4bWTtk8iaShGe\nevMvNMWvZdD7FX3+D1A0ADCs/8Kw/iMAObmZQX11RYvWuUZQNMZnzNVyqaOaAtIuJwK3AaNLEVNS\nUlLmlflVnsnLfeTVBnRJtGRIX0Nn8FFG9J8nN8uB4JdVCAK3P3XmVDxaaU7OYk3+W/Nqe8qex7C+\njs6gnRH1NwDy+vYxxwVuf+qS55XmXF9xTVGDop6MO5xB/bvd5u1HY/JyCuoe+ryL6fW+z4D+RbkA\na8S7vljo6F1Br/dDhtVf5+y5JfSUf+4KPzFXy6aO6t6OtMvZwJ+AuS0JTElZILLmeJYX1tMSvW2x\nTUmZAUP69/T432ZI/x5D35ysmdBLXjaW9FHXkrHrUIQk0omRPmrMM7EyNOEaDcnL2Df/U1YURt9w\nR9Q/AIoRq6pWeEypNnL67+T0P8rRfCt9xLIZy0hJNm0nTfGrEZeloDZQkHvLjxt68e0ahvQfSNiO\noXe3XRSQUFB3UWeey6rofFqjd4MTsvbJDKvraYnfTHPyGgJ7EAW5B8f4lfoj6oYpPbdI3YPD0Ot9\nD8PAlOZMgdRR3ZuRdnk18FWYg4baKSmLREHdTaweHLOCNqX6qTUn05C8hDrzXBKZ3T3JkiMv96Bp\nIOOORJeOPh/Hc200Jmcwov824TpZ83QS6WJE3ziqFWVebaQ7uABHwpCeesFYSsp4dAYfozNoJ6/u\nqHhc00ytOREEdgRfLDuTmmZ8dyAD3s8Z9H9DrB4DYFBfybbwXLaGbwMppgI8XjyYsU8kY57E8uiD\ngCkXcfmsos/7CSP672PaZsmNG/UdNVbyFNS9DHi/ADEzeSnGouod1VRHdZ6Qdmml6KSmpCxprAzS\n512cOgxLEefREr8VRTHXM3Szk35KpJPMOK1XLSOAYKSHnBq/T7lvDyRjnkSDeVFFpMrQSyI7EBei\nXJZt4btIpGNW9qakACRqKwlbqTXPBiCv7kBcltAdQo05gSHvahK1ma7gcwT2CUTqIZZHH6TOnEaf\n/wP6vJ8QuL8zqK+o6GCVyA4cFkFhpIeseRpQLIIa1L8GAny3mtAdTK151pi29XrfHpULOxbF9xeE\n9lBCexgFffcsX5UyqaO6F/NGoHGxjUhJmRNSJ3VJ4rmVZSd1LpioVWq/91NG9PUY6R+zHSWAcnW0\nFdqJ5VH69aU0mp0FIf3+Txn0rpgzW1NSdqff/zGB3Z8B7zelyCf4bp/y9Zy+gZwuHsOPqBuoMc+k\nz/sRBX0nsdtEaI8ktIeQLalodPtfYkhfTa05kUF9NfsUvg9Axj6JDE8q7qkvZVBfRWPycoSgvNew\n/jMjchMNyYvJe3dQcK2Ebnx9VEUNliEETY05aa9yVNOj//nj9MmHpKSkpMwfnls2p+uJK95oLXn6\nvIsZ1L9jWF9Hn3cxA96vSFQHriRRNRaWPL3+tynouwntWobU/2EYoN9LndSU+cdINx2Z91BrTiwX\n8GnXjGdXlsdo18rK/JdAEpSro94Ub+W15iRWRp+iOXkDGbuOjF3HysKXcFKg378Eq3qJZfOoPX23\nD1b1M1CSzQLIq9sZ0L+hNTmHkLU0Jv+OoZt+/TMc4x/p+24fYtlErB6aq5dk0K13hblabL5II6rz\nxxPGu6BcE6E9GFDk1C0gyQKalZKSsrfgueWTD5oBkXqIfv+Sac1RrolacyLD6i9kk2Pp9X+Adsvo\n9r4GOl+M1KaR+5QFoM/7ERlzNJp6BJ9aczL9qvj/WbsmQncwvlnNsL62LOCfU7fgMAgaSw7BQ1NP\naI5kxCvqBXcFnyBrn0xB3UNz/CYy9ggy9hh8sz8Z80QAYtlGp/8J6uyzUWTKNtW448k5xXZ/PW3x\nhyuuPU7WHku/dxn1yUtwxAx7/zfbl6Lqo6mQRlTnk7HPvoCsOZq26KO0RR9hTf5CQnP4QtqVkpKy\nlzCXrRZjtuG7AwCI1L0TD94Fz67Cs6uBmLrkNNqi9fR6P2R5/H7a4g/Sas5GXC0rC+fTVvg4yjXN\nmc0pKWORqM10hh8p531mzc6GGJF6sNRW1eGIydqjy3O2Bx+mx/sWBbmHQX01jgQjXdQkJ1GbnIaV\nQQa93xCp+xnwLieRLob1nzEyROCeQCKddPtfwHf7Vui4Pk7WPoU6exJDevxmHhlzNIlsIbRHzMVL\nkTqqezn3jXdhWF/LgPcLDL14tLIi+gwt0dtQrnYh7UtJSdmTccUONrMlpou8bETwAUdX8Cl6vQun\nNDc0R7Ky8EVWFb6I59bQ619IXm2gPnkhiWwHoKA2sk/+IkK3lqw9uihX5dJbU8r8Eqn76QzaseQI\n3aFo11K+5iigqCVSD+Db/XeZ5WhO/oOsO4ZIPQAIK6PPsTx+L8tKjSqa4rNQrp6c/jtbMmfRE3wF\nq7oZUf/Ac22sjD6PlQH6vR+PaVedOY28unvcFIDQHYzg47kV4GZ9BJE6qns5438lEuj1L6Q7+Erp\nV0W9eQHLo/WpZmBKSsqcoGktS+fMlJjNGLWNIe8aNI3k1W2M6OunfETfkLwMTR2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5HY7Vq0YA4C38m60vsnQmpFYnaxJ37XjMuCGt9IZ/JGVmXPAKBs/kTsT8ZRwFPGkzEe/IKyfZCx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\nAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 792x792 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"geom_buff = regions.simplify(10e3).buffer(50e3).unary_union.convex_hull\n", | |
"# display the geometry with SASAP regions for reference.\n", | |
"figsize(11,11)\n", | |
"ax = gpd.GeoDataFrame({'geometry': [geom_buff]}).plot(zorder=1, color=\"green\")\n", | |
"ax = regions.plot(ax=ax, zorder=2)\n", | |
"ax.set_axis_off()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**Note:** This may assign some recaptures from Canada that should be classed as \"Other\" to the Southeast region (or super region). For diplay purposes I think this is close enough. If it's going to be used in analyses, we should revisit it." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Assign Closest Region to Recapture Points" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 43.6 s, sys: 192 ms, total: 43.8 s\n", | |
"Wall time: 43.9 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%%time\n", | |
"\n", | |
"def closest_region(p, reg_col=\"region\"):\n", | |
" \"\"\"\n", | |
" For a given point `p`, first check if it should be excluded\n", | |
" because it's outside of `geom_buff`. If it is, return \"Other\".\n", | |
" If not, return the nearest SASAP region (or super region when\n", | |
" `reg_col` is set to \"super_reg\")\n", | |
" \"\"\"\n", | |
" if not p.within(geom_buff):\n", | |
" reg = \"Other\"\n", | |
" else:\n", | |
" reg_idx = regions.geometry.apply(p.distance).idxmin()\n", | |
" reg = regions.loc[reg_idx, reg_col]\n", | |
" return reg\n", | |
"\n", | |
"rel[\"RecRegSASAP\"] = rel.RecPnt.apply(closest_region)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"CPU times: user 43.1 s, sys: 195 ms, total: 43.3 s\n", | |
"Wall time: 43.4 s\n" | |
] | |
} | |
], | |
"source": [ | |
"%%time \n", | |
"\n", | |
"def closest_super_region(p):\n", | |
" return closest_region(p, reg_col=\"super_reg\")\n", | |
"\n", | |
"rel[\"RecSupSASAP\"] = rel.RecPnt.apply(closest_super_region)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Counts\n", | |
"\n", | |
"See how many recaptures are assigned to each region and super region." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Other 5304\n", | |
"Bristol Bay 2724\n", | |
"Southeast 2241\n", | |
"Cook Inlet 538\n", | |
"Kodiak 508\n", | |
"Prince William Sound 279\n", | |
"Aleutian Islands 276\n", | |
"Yukon 199\n", | |
"Copper River 189\n", | |
"Chignik 139\n", | |
"Kuskokwim 86\n", | |
"Norton Sound 44\n", | |
"Kotzebue 31\n", | |
"Name: RecRegSASAP, dtype: int64" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"rel.RecRegSASAP.value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Other 5304\n", | |
"Central 3730\n", | |
"Southeast 2241\n", | |
"Westward 923\n", | |
"AYK 360\n", | |
"Name: RecSupSASAP, dtype: int64" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"rel.RecSupSASAP.value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Visualize\n", | |
"\n", | |
"These aren't final maps, but they give the general idea." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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+pPUq1P72oS4d1eN1qx/n9EQlV32BUdT/OjIJOB6VqNbMysT6jg/UNqqdzUjd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\nLnxIQd9nNEwiMhORLlxsnOPpiHyhscVujeEXxL6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TnYXIUPoDJTaX419jNSvy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\n", | |
"text/plain": [ | |
"<Figure size 792x792 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = rel.query(\"RecSupSASAP != 'Other'\").plot(column=\"RecSupSASAP\", \n", | |
" legend=True,\n", | |
" marker=\".\")\n", | |
"ax = regions.plot(column=\"super_reg\", ax=ax)\n", | |
"ax.set_axis_off()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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TxpHKUgDLYUyy2iMHMLw/4jJBSOeX3MISQEzz5+8BCFHGJl6EcX7uEQD3AYgG4ALgMoAC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\n9WnvXum+u86FnM03qMb2w9TeAE70w7idUmcj8NZWddjGS1uFehtBkc0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gyULdYQuYQbKx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\nGBIUx6fXgCFXlxwDUZKLZGiKvU77ZzWGOEKEMeTJOk8z9sl0D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89KqqxSIpdhDMex+rpV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+aFVq/onMHikfbUhWx8Yt+iwy2zISqS37trHPFvC4su1u7wzkzfb6gMfV4uru1mB3e/sh7bxa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\n", | |
"text/plain": [ | |
"<Figure size 792x792 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ax = rel.query(\"RecRegSASAP != 'Other'\").plot(column=\"RecRegSASAP\", \n", | |
" legend=True,\n", | |
" marker=\".\")\n", | |
"ax = regions.plot(column=\"region\", ax=ax)\n", | |
"ax.set_axis_off()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Save as Shapefile" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"keep_cols = [\"RecSupSASAP\", \"RecRegSASAP\", \"geometry\"]\n", | |
"rel[keep_cols].to_file(\"RecRegions.shp\")" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.14" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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