{ "metadata": { "name": "", "signature": "sha256:a98eb77464c9a50a48137cc28fd565d148fc531c6d466d81c55dbd0d31f30e20" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to compare DFO tides with my tides. \n", "\n", "DFO tides are from Anne's 07795const.wlev constituent file. The predictions are calculated with ttide using these constituents.\n", "\n", "See /data/nsoontie/annes_tides/" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from salishsea_tools import stormtools\n", "import datetime\n", "from dateutil import tz\n", "import numpy as np\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "def date_parser(s):\n", " unaware =datetime.datetime.strptime(s, '%Y-%m-%d %H:%M')\n", " aware = unaware.replace(tzinfo=tz.tzutc())\n", " return aware" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "DFO_file='/data/nsoontie/MEOPAR/analysis/Nancy/tides/Observed-DFO.csv'\n", "\n", "DFO=pd.read_csv(DFO_file,parse_dates=[1],header=0,names=['station','time','tides','e1','e2'],date_parser=date_parser)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "my_file1='/data/nsoontie/MEOPAR/analysis/Nancy/tides/Point Atkinson_t_tide_compare8_31-Dec-2013_02-Jan-2015.csv'\n", "ttide1,msl1=stormtools.load_tidal_predictions(my_file1)\n", "\n", "my_file1='/data/nsoontie/anne_tides/Point Atkinson_atide_compare8_31-Dec-2013_02-Dec-2015.csv'\n", "ttide2,msl2=stormtools.load_tidal_predictions(my_file1)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(DFO.time,DFO.tides,'-o',label='DFO')\n", "ax.plot(ttide1.time,ttide1.pred_all +msl1,'-o',label='pred_all')\n", "ax.plot(ttide1.time,ttide1.pred_8+msl1,label='pred_8')\n", "\n", "ax.plot(ttide2.time,ttide2.pred_all +msl2,'-o',label='pred_all annes')\n", "ax.plot(ttide2.time,ttide2.pred_8+msl2,label='pred_8 annes')\n", "\n", "ax.set_xlim(datetime.datetime(2014,12,7),datetime.datetime(2014,12,12))\n", "ax.legend(loc=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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D599EtXgpg/LaiM2rJtgr4ozuE88Q0JWyOaiGHXNHMmzwFFi6AMavIbdob89M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\nBC/E9WP1zbjNTd++fZk+fXqNfYMGDarRvAvGwHDat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43nff311+nZsydubm6MGjXK/LwA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\nCybBnhBCCCFEC/b/T5rJ/7vsj+QAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zoom on Dec 8 lows" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(DFO.time,DFO.tides,'-o',label='DFO')\n", "ax.plot(ttide1.time,ttide1.pred_all +msl1,'-o',label='pred_all')\n", "ax.plot(ttide1.time,ttide1.pred_8+msl1,label='pred_8')\n", "\n", "ax.plot(ttide2.time,ttide2.pred_all +msl2,'-o',label='pred_all annes')\n", "ax.plot(ttide2.time,ttide2.pred_8+msl2,label='pred_8 annes')\n", "\n", "ax.set_xlim(datetime.datetime(2014,12,8),datetime.datetime(2014,12,9))\n", "ax.set_ylim([0,1])\n", "ax.legend(loc=0)\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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C/9Ssd2+oZ1kXIYT4s6WfLKG89kwGBFgQ6QNhqqliovPQsa+ihNA6T84uXpA4P9+bDpP7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\nAFjDmjMAgBkznA3Evf4pTfp06dOlT5cpTfp0GYP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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Predictions with Anne's constituents line up with DFO exactly. \n", "\n", "Zoom on Dec 8 highs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(DFO.time,DFO.tides,'-o',label='DFO')\n", "ax.plot(ttide1.time,ttide1.pred_all +msl1,'-o',label='pred_all')\n", "ax.plot(ttide1.time,ttide1.pred_8+msl1,label='pred_8')\n", "\n", "ax.plot(ttide2.time,ttide2.pred_all +msl2,'-o',label='pred_all annes')\n", "ax.plot(ttide2.time,ttide2.pred_8+msl2,label='pred_8 annes')\n", "ax.set_xlim(datetime.datetime(2014,12,8),datetime.datetime(2014,12,9))\n", "ax.set_ylim([4,5])\n", "ax.legend(loc=0)\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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7kKioPma5qCuKU7Gn2NV1F65hrnT7qVu1C7MyPmkZYFtMXHM3ojgMTAGmc+DA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\nnPOqV/3Nyhv8p8EcSj/Ekcwjuuujpk9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tN+/Jo1duFcnb93P77TPJyJjKPy/7J7Uhtdz4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\na4j49O7VpsKs6P0iCl4vYOR/RuJTc9hRmN10E9x8M1krs5j78lxWJK5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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zoom on Dec 8 middles" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(DFO.time,DFO.tides,'-o',label='DFO')\n", "ax.plot(ttide1.time,ttide1.pred_all +msl1,'-o',label='pred_all')\n", "ax.plot(ttide1.time,ttide1.pred_8+msl1,label='pred_8')\n", "\n", "ax.plot(ttide2.time,ttide2.pred_all +msl2,'-o',label='pred_all annes')\n", "ax.plot(ttide2.time,ttide2.pred_8+msl2,label='pred_8 annes')\n", "\n", "ax.set_xlim(datetime.datetime(2014,12,8),datetime.datetime(2014,12,9))\n", "ax.set_ylim([3,4])\n", "ax.legend(loc=0)\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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mBGyCs8xMKLFUbLYXt7NAp5PdM0HwYqq6uwfTmqqqcrL5JMpZBS3VUqk5DslK\nzKK4qpg+1apN0qJFLKyo4OQsP9r2yqQAb2WgSnNn3z30fTSJxqq/09UV6pY0tQRnTsBmxubkydDd\njX6qmfbidtJ1Og5c4oxNyfXbI5o4RnRxzJicObNKa1a3VxNBBOZ6M5p272mjIf5iz+VqEh0SPTgp\nYJDFi0nf/SG/PFvMmW3V5Kza6LW9zsazr+TnF2IwPAbL62BHDOC+5vESnDmB+bHzKa0tpbevFxTF\nMinAv9wyY1On4+1j5eTkbGTZsk3k5HjvD60gjCcKCorIydnI8cZW7r/zVxQUFGFoMpCpZqKZrEE5\n5R3FAILzGT4poODgSWYd+oyjE6dg6gll/7aNXt+MdjxiMgXABBNMa4c9EwbXL9Q8fqyQ4MwJhGvD\niQmNobyp3LKQkUFw1T7MrWY6dhzlo7p2CgsfZdeuTRQWPnreH9rxnut3hGjiGNHFMc7SZSC9UVj0\nML1KEDve+Anr17/D6zveZo5xDsEpwV418Fz8xZ7RaLIwcSF7K62a0W7ZRtvxJPomd3NU0TPLi5vR\njmdf0WjMsLQOPoqCnqGAzB3N4yU4cxLDz50p+0vQZ+rZ/5sSeiLDQDP0P9dbf2gFYbwwmN6YYIL6\nIEDBYHiMN97fzdS2qZY2GuXlXhOcCc5l+M6ZyRTAgZ5M4k63UhYVxExaAffsuAiXR0FBEXV11SjX\nfQQ7YgfXU1M3yJkzbyYt1urcWUYGFBejy9QR0xgOZ0IgxfbcmaMf2vGc6z8fooljRBfHOEsXk6m/\ny1B0NzQMVWO2BbYQ3xw/1OPMS4Iz8Rd7RqPJ8KIAjcbMHhaz4JiBsml+zMRSFOCN4/rGo68M7JSX\nnH0CdVIM7N2MVvtVMjO/xebNq7nxBte31JDgzEnY7JxNnw719ehn+TGpIxRO6Cw5bCu88YdWEMYL\nGo3Z8kWUyTIjt5/u0EbC68LRTvSHxkZITHSThYI7GV4UkJe3iobkd7j+2MeUZfUwkzamTXXPjosw\ncgZ3ypfVwQfxYP4pRuOzxMRMIDc3m/p/17vcJgnOnER6vNUAdD8/SE9HH1jBDCWOqOadNsHZ+bZJ\nx3Ou/3yIJo4RXRzjLF3y8laRmvogRHX3pzUtP7dEdqCp0hCsabRUZvt7R9pK/MWe0WpindrMzc1m\n0xP/xawKA1x9nF5tO5u/l+OV4/rGo68M7pQvr7VJaQ5kuCr/WOlym9wzl8AHSY1MpaajhlZTK2Ga\nMMjMJLiYyeiPAAAgAElEQVS2hMDOxfzguln8rPsI6Utf6J+xudorf2gFYbww8PN5/+HtKK1mZuQ8\nyz3fzOarh35H76letH3npFJznDNQFLB23lrA4jOmv8/EFBdG6h3xRPaFu9lC4VLRaMyQ0AXxRiiO\nGFzXanvpru2m9UPXT6GUnTMn4e/nz9yYuRyuPWxZyMhA2V+MboGONWFzMSdFsX3HTy44Y3M85vov\nhmjiGNHFMc7UJTc3m6tuXsTD63LZuvURZlyRyGztbPpMfQQ2es95MxB/ccRoNRleFACgWbiQOc3N\nNF0VTNN7TaN6fXcxHn0lL28VEz7/PLwfDX2WsGggw1X3ah1REUddbpMEZ04kLS6NA9X9RQH9kwL0\nWXo42EVUQACGri73GigIwoiwbkBb3lROek862mQtykmp1BzvnG9SwPxDpXzv8HZOv1HFai9uRjte\nKCgoIj+/kM7F0YTte3JwXNPmzZYMV+3zlcQ2vupyuyQ4cyLpcVbnzubMgYoKdHMDB5vRXmyM03jM\n9V8M0cQxootjnK1Llck0OLrJ0GhgZudMr+txBuIvjhitJo4mBWyt7US7fTufnPiQen8j5cf8uCfv\nL14VoI0nXxnsZ3hkA8aQOFp3/3ZwXFNubjbGM0Y6DrYyIWfCxV/MyUhw5kTS4tI4WNsfnAUGwpw5\n6EPOyoxNQfBShu+cTW6d7HVtNISxIyshy6YZ7YbHX+SfmhD4wVcoXq0nc/UKqqcE8tDP/+pGK4Xz\nMTSuqRZ2xUCfYtOHtO7lOqLDD+F35x0ut02CMycyP24+h2oODW1zZ2QQ0rAfU5WJ9L5gtpWfvuAY\np/GY678YooljRBfHOFOXdrMZs6oS1l+RaWgyENMY45XBmfiLPc7QZGHiQptzZxW9tdRs+B4AxZmQ\nWQz85EtU9NWN+r1cxXjyFdsqzZjB9YEqzdrnzxHV+Aq3vPGUy22Tak0nMiF4AuHacCqaK5gaOdUy\nKWDfPnTpSzjzylGKZxjpLXx08HmD4UEAqdwUBA+kqrubxKAgFEUBLMGZrkaHNrYXenshKsrNFgru\nJishi//94H8Hr1Xt0J/U/QvgB7+AgB5A6x0tV8YbGo0ZkjtAZ4bSoeparbaXzhOdtJc182HUYd6c\n1upy22TnzMnYnDvrnxSgz9Tz2V+P0RsUCmHdg88OH+M0nnL9l4po4hjRxTHO1GUgpVmwrYBVX1/F\niddPcGbPGT47UmjZNesP2rwB8Rd7nKHJ8KKAlPiwwXttYXB2Esw5Ainx3tNWYzz5Sl7eKiJvewl2\nxoJq+XkerNJ8qY4gtvNMtusDM5DgzOnYTApIS4OjR9GlBxPbHA4GHUy7+BgnQRDcT6XJBE0NrP/9\nerYlb4OloO/Q89rWn1MdGuJu8wQPYHhRwCP//XXi//TM4P3iTMh+eh8/vecuN1konI+CgiI25xfS\nsTiasOLN9lWaz51jirmQwlT32CfBmZOxCc5CQiAlBb2+montOktwlnr+MU7jKdd/qYgmjhFdHONM\nXSq7uzl1tBhDhuUPb0RHBN0B3QRGVfBhS5XT3scViL/Y4yxNBprRAuSuWMEz93yDlRs24PfXv6J2\n7eZWJZPcFSuc8l6uYDz4ykCV5jbDD+jui6X143ybKs32w+2Yq9s5lNRAt5sOf0lw5mTS4qwGoANk\nZhLSepAJvaFMrn/3ksY4CYLgfqpMJgI6mgevE5oTqIqsIqUZzurkuK5gYXgz2twVK9h2441k33wz\nt265j8CT/pjbzW60UBjOUJVmHeyMAYZVab5UR4z2IyLvvg/d+zq32CjBmZOZETWDc63naO/uD8Iy\nMvA7UExYup4fZ8xGt8DA0qWbbLZPBxhPuf5LRTRxjOjiGGefOQvtMg5exzfFUx1RTUoTNOjDLvCd\nnof4iz3O0sTRpACuv57le/awo7sV/UI9LUUtTnkvVzAefMVSpak6nKWpqiq1z50jtnsr6Q88gJqq\nsqx8mcttlODMyQT4BTA7ZjaltaWWBatJAdcFTKU3Poyt7z10wTFOgiC4j4KCInJyNvL2nmN0lUH8\n7kQAEpsSqYqsYkZ1ICvW3ONmKwVPweGkgKwssnfu4s+fHOKfp/bzzDff8qpGtL6ORmOGmW3Qp8Dx\noZ0xrbaX9uJ21LY29Gsz2VrxLouuWsSOv+1wuY0SnI0BNufOFiyAAwfQZ4RiLOkgNTiYI52dDr9v\nPOT6R4po4hjRxTGj1WWwY3jho7T4JXDi/Ufg+NWEF0Uw++RsJvRGktKtsPTOrznHYBch/mKPszQZ\nKAo40XhicK3gnQ9pP9ZGW0QYr9fcQtSpOaxf/45XBGjjwVfy8lYR/l+v9/c2s63SrH2xllj/IpQv\nruXFwy+ydu5at9gowdkYkBZrde4sIgLi4tBFNV7yGCdBENzD4FkUgOhuaNBQfepl1MwQrp14Ld9b\ndzf+EREQGupeQwWPYmHiQvZVDqU28/MLKWhZx6zSKo4u6CUeI/WGn9i0ThLcw0CVZueiGMJLfmVT\npXnjDddS+/w5YpUddCxawH9O/IfPz/m8W+yU4GwMsNk5A8jIILT9EMaTRjL9Qs4bnI2HXP9IEU0c\nI7o4ZrS6DHYMDzaDokKnpdWNKaAdv7N+aJUar5oMMID4iz3O1GT4uTOTKYBtXM9NJe/Tm9XCIcLJ\noNkrWif5sq8MVmme+x49rTG0lPzBpkqz9aNWAnpb0X35at48UcBVk68iOiTaLbZKcDYGDARnqqpa\nFjIz8TtUQsicENJO+nNAds4EwSPRaPqr6vp3zUABpQ9zQCe9lb1ojRVeGZwJY8vw4EyjMWMglStK\nytBkVFNCJJk02bROElyPzSzNHbEMr9Ks/UcNsX3vwtq1vFT6EmvmrnGbrRKcjQExoTGEBIZwpvWM\nZWFgUkCWnklHe9nX3MIqBzM2x0Ouf6SIJo4RXRwzWl3y8laRmvogTDBBQxAASXO+TXJXMoExgfid\n9a6ZmgOIv9jjTE2GFwVY/Ggj1cemo8Z2U6zXsTjwhFe0TvJlXzGZAsBPhaV1drM0+8x91L5YRUzI\nJ7TMm872k9u5ddatbrNVmvWMEWlxaRyoPsCU8ClDFZu36yh97TjGKUa2HXwQqoOBoRmbcoxFENzL\nQAX1j977O9V+MWTmvE7u3Wns/OgswSnBloHnV13lZisFT8O6KGBG1IxBP9r/4GYWHS2l4+tHiP2/\n+SyZv9jNlo5vNBozzG+BlkA4M/QHV6vtpWVXC9rAJkK+soK/lf2b5cnLidBGuM1W2TkbI2zOncXF\ngVaLLrGdxo/b6C1LtGlGO7Ct6su5/stFNHGM6OIYZ+iSm5vNVx+4hS/fkMXWrY+QuiCBqR1T0SZr\nLcGZF+6cib/Y42xNhhcF5OZm8+C7T3HbgU+58v9dT+zqGJrea3Lqe44FvuwreXmrCPvcmza9zQar\nNP9RQ6zxP7B2LS+Wvsjaee6p0hxAgrMxIj0unYO1VkUBmZmEdh1hQmcIQUdD7MY4ecNBUUEYL1R1\nd5MYZElrVrZVktCZQNDEICgv98rgTBh7HDajjY5m0dlKXjpUxl9KdvPagzu9op2GL1JQUMTvtmyj\nIyuGiJJHbao0b7j+GuperSYm5jD1U+P58MyH3DTjJrfaK8HZGGFXsZmZif/hYhpCO5l6KNBm5wws\n26q+nOu/XEQTx4gujnGWLpXd3SRqNABUtVUR0x6DJi4Aqqth8mSnvIcrEX+xx9maOArOCgqKOHzA\niDEohBfr15JQlcT6PM/ud+aLvjJQpflu3bfprYqm+cjTNlWajYWNhIbUo/3Kal4/+k9WT1uNLsg9\nY5sGkOBsjJgZPZOK5gq6erosCxkZUFJC1JV6rmiWGZuC4MlUmkw2O2fhLeEEBbRCQgIEBrrZOsET\ncTQpID+/kFebfsriA2VUZnbSg4K5fIP0O3MxNrM0+1OadlWa7W/AmjVubTxrjQRnY0SQfxAzomZQ\nWmc1xqm4mDm3TufO6an4R3ZwVc6jNjM2fTnXf7mIJo4RXRzjLF0qu7tJ6N85q2yvJKQpBE1vDUyd\n6pTXdzXiL/Y4W5PokGgitZE2kwJMpgA+4GpuKtlNYGYdxf0tNTz5GIsv+orJFAD+fXBtHey0naXZ\n29lLw79riUk+RVWCnpLqEm6YfoMbrbUg1ZpjSHpcOgdrDrIwcSFMmQJGI7qkbibU6Vgc48fPXryf\npRHuqwYRBMEeVVWpsto5q2qrIrA+kKBOOW8mXJisxCz2Ve5jRtQMwFIdaEJLeIkfgXfUUcw8llHL\nbul35lI0GjNkNcHZEKjRDq5rtb00vN1AWEQ1QV+5iVePvMotM29BG6C9wKu5Btk5G0Nszp0pCmRm\nous5SufRTjKDQu0mBfhirn+0iCaOEV0c4wxd2np7URQFfYDls2tlayXUQVCTwWuDM/EXe8ZCk+Hn\nzgb65pWdysBf00NxjJYMv2rWfXOl09/bWfiarxQUFFFXV43fyjdsepsNVmm+UE1s8z/hjjt4sfRF\ntzaetUaCszHE0Rgn/yMlBKcGs+hsoMzYFAQPxPq8WW9fL131XfiH+ON/5oTXBmeCaxgenOXmZrN5\ncw6dS46x/OBeEu/6O8GTArk2PsONVo4fBgoBSg7/ib4rUmDX39Bqv0pm5rfYvHk1OddeRdM7DUTP\naeRUOJTVl7FyqmcEzhKcjSFpcZYB6NZjnCguRpelY/ox7IIzX8z1jxbRxDGii2OcoUtldzcJ/cFZ\nXWcdyaZkghKCvLbHGYi/OGIsNHFUFJCbm80fdj9FblkpC+5YzORbJ3p0vzNf8pXBQoBFjXAyHOo3\nYjQ+S0zMBHJzs6l/o56IyDMEfuVzvFz6MrfNvo0g/yB3mw1IcDamxOviCfALoLKt0rLQX7Gpz9QT\nXtpNWWcn3X19F34RQRBcStWwNhrTzNPQJGq8OjgTXIOjogAA/PxYERbGjuZmIlZEeHRw5kuYTP3H\n6pfX2hUCANT+vZrYptfg9ts9ovGsNRKcjTE2qc3p06G2Fv0MMJZ0kKTVcrSzc/BZX8v1OwPRxDGi\ni2OcocvwNhpJpiSCYvygvR3i40f9+u5A/MWesdJkoCjAmoKCIv71wTl6mttY++xfaPqgmV6jZxYF\n+JKvaDRmCOqFKxtg19B5M622l57GHlqKGola2M3xwDbOtZ5jadJSN1pri1RrjjFpsZbg7IbpN4C/\nP6SlEaqeoKPUj/jGPr70k78Rta8OjcbMsmUxPrWlLAjeREFBEfn5hZQum0loZxfLr6ykMr6ShI4E\ngoI7ITnZUtgjCBcgtDKUHz3/I56a8BQaRcOS6St4/i+tdBv+wPJ9f+Xlnrv5kroP4+O7ueFHnhMM\n+CJ5eas4EP4ENceWQpPlA5elEGA1da/XMWFCOQFfvo2XSl/i9jm34+/nOS1OJDgbY9Li0njH8M7Q\nQmYmAZ8VY47KpPWvpzgclQO7pgGWAehpaUWDQ3MF3zr/4ExEF8dcri4DB4cNhsfgilL4MJr1/8jn\nyh9UkdOxHE1Ik1enNMVf7BkLTQq2FfBu4btUXVHFKU4B8P6/9tB15nlgCv+v5CSFV57iozfnk/zM\nLo8MznzFVwY+bHXlzCB0z79Imfd/TJyoZ906S1/R/cv3MbHhFbjtBV58aSlP3fSUu022QdKaY0x6\nfLpdxSYlJRwxVxG35yqHA9AFQXAtgweHAaK6oUGDwfAYu4oPWKYD9NV55dgmwbXkv5BP1RVVNmtd\nuc0QvQWAnv2xdKd3UkwEU+omuMPEccHAh63Cok20zkih4z8bbMY1mapNtO9pYUK2lsO9VbSaWlky\neYm7zbZBgrMxZnb0bAxNBkxmk2Whv2LzbEgHM6rM/QPQ+6s52enRnaPdgS+df3AmootjLleXwYPD\nANEmqLekQLoC2i3TAXqqYeJEJ1joHsRf7BkLTUyqyfGNQCMA+2quJryzncNJAcR1hmJuNTvdhtHi\nC74y+GFrSQMcCYPWIJvNj7pX64iacBT/L32Blw6/xB1z78BP8axwyLOs8UE0ARpSI1P5rP4zy8Kc\nOXDyJC3h9Uw3dUGvAjFDP9Ba6RwtCC5Hoxn4I6n275xZgrMebVv/dIAzkJjoPgMFr0CjaByuBwee\nAWAny1hVsofIVc/hPzeA5l3NrjRv3DBUpTk0SxOsqjSfryS24VXUW27xuCrNASQ4cwFpcWkcqD5g\nuQgKgtmz+dJtkUxTmvArC+3fPYPU1EIZgD4MXzn/4GxEF8dcri4DndwJ7bV8YDIGkJq6gYCIHtRa\nlaCWcsvQcy9F/MWesdAk7848UktSbdZSi1P5/tfvJSfnITKWPs6cYwZm5kxk2poUj2yp4Qu+otGY\nIcQMmU2wO3pwXavtxXjaSGdpG5E5URR3nEBVVbISstxorWOkIMAFOJoUcM2EPrYn+rOkppRz15cw\nM7x88KCiIAiuZeDn7ucv/IrirnSycx7im/dfz10fPElAaAD+NbJzJlyc3OtzAfjlc7/kw7Mfcl3y\nday7f51lfYPlmarHHuN/9SGErYjgxH8fc6O1vkte3ir2xzxJ7YGl0B4IDFVp1r5cS0z4QfzuvIMX\nD1t2zRQPrMKWnTMXkB6XzsFaq+Cs/9xZ/LWxfHfqQrLuWMTWrY8QGioNaYfjC+cfxgLRxTGj0SU3\nN5uHn/gfrpiWyNatj7Bo6Symdk8lKDEIKiu9OjgTf7FnrDTJvT6XXc/uIunWJH71818NBmxgOaj+\nq38fI7Kmjpt+/yTtJzvorukeEzsuF1/xFeOSCEL2vEJExNcGxzXl5mZbUprNr9N34w28VPqSR6Y0\nYQTBmaIoWkVRPlEUZb+iKEcURfn5eZ5bpihKiaIohxVF2ek0S70YRztnlJSgy9KRcLRXZmwKgodQ\nZdWAtqq9imk909DEBUJLC0RHX+S7BWGIFSkr2H5y++D1QAXhlk+fYcW+A+zv/hz71Vq2/+YjN1rp\nexQUFHH/j96jNSmJzm0/prn5b7S0RADQebyT7pNtRNycxMeNB9Fr9MyLnedmix1zycGZqqpGYLmq\nqguANGC5oijXWD+jKEoE8HvgZlVV5wFfcKax3kqiPhFzn5nq9mrLQloaHDmCPi2YwINGqrq7aTOb\nfSLX72xEE8eILo4ZrS6VVqObKtsqmWKaQlBkL8TFgZ/3JhrEX+wZa02WJy9nR8WOweuBCkIzgUSV\nmAnLOMXuzqsoe+HsmNoxUrzdV/LzC6mY9D9QHAmdlpNbA5WatS/WEqPbh3LnGktKc65n7prBCNOa\nqqoOzBoKAvyBxmGP3Am8pqrq2f7n60dtoQ+gKIrt7lloKCQnows+S8eBDuZpQzjY0eFeIwVBsBvd\nlNCZQFBIl1enNAX3sDxlObtO7aK3z1KBb92upWF/Ks3zFIr9wpnSIP3OnInJFGA3SxPA2OVP7XPn\niG17g96V1/HKkVdYM2+Nm6y8OCMKzhRF8VMUZT9QA+xQVfXIsEemAxMURdmhKMpeRVG+4ixDvZ30\nuGHNaDMzCTyxn8DYQK6t17K/vd1ncv3ORDRxjOjimNHqUtndTcJAWrOtiuj2aDSBrV5dqQniL44Y\na03idfEk6BLYX70fsG7XArtbV5BcU03FTDOBfX50lXeNqS0jwdt9RYlQYHYrfBRlsz7ZrKW3vp2w\nL8xmV/XHJOoTmRE1w01WXpwRVWuqqtoHLFAUJRx4R1GUZaqq7rR6JBDIBK4DQoCPFEX5WFXV48Nf\n66677iI5ORmAiIgIFixYMLidOuAcvnQddCaIg9EHh+7r9SwrKUGftZgzv3mOfONHBHX0og0N46a5\nqdx15+c9yn659qzr/fv3e5Q9vnJd1d1NzaefslOno7KtksyWTD7t/oATASqWpz3L3ku9Fn+xvx5g\nLN9vRcoKnn7tadrmt5GXtwqD4UEMhus5iso9xaV0L2+mLKgP4x/a+MKvv+AR+uzfv9+t7z+a64KC\nIko5h/Lq26jGa7Gwk8TEp/nKpP8mtnwnu+bM5vF/PM6apWsu+HoDX1dUVOAOFFVVL/6Uo29UlIeA\nLlVVf2219gMgWFXVTf3XzwBbVVV9ddj3qpf7vt7K3sq93P3G3Rz4n/5+Zzt2wEMP8Rf9tyg+WsPv\n/7pg8NmAn+Xz4HXL2PSDPDdZKwjjk9SPP+adtDSmhYRw8z9uZv0v1rMorZjwGd2wcaO7zRO8jNeO\nvMafS/7M2196G7AcVt+yZRtGoz8r9Md5+8u38s+Oa2gsbGTui3PdbK13Mzgf95u3w79a4P130WpP\nMWeOnp8+fAdR3/Rjbvv30FbtIGHzZPbeu5fkiORLfn1FUVBV1WU9Ny45rakoSnT/gX8URQkGrgdK\nhj32b+AaRVH8FUUJAa4Ahqc+xyVzY+ZyrOEY3b39ZdMLFsCBAzx/uohp4QtsnjVvyOOJN95x8CqC\nIIwVqqpa0pr9BQFVbVUENvRPB/DytKbgHpYlL2P36d309PYAlnYtW7c+ws6dm8j7Yi6lkeGELAun\neXsz423Dwtnk5xdiaPwxzGiDT64BHsFofJaYmAlcG5eB0tmObm0W757eyYyoGSMKzNzBJQdnQAKw\nvf/M2SfAm6qqvqcoyn2KotwHoKrqUWArcLD/macdnEsblwQHBpMckUxZfZllITISYmI4pa9l2glQ\n+oD+7WQAc2Cgewz1MIanIAQLootjRqNLs9lMkKIQ6m8Z8VLZWgm1WKYDeHlBgPiLPa7QJCokiqmR\nU9lbudfuXsR11zHr1Cn2h3fhr/en47BnFIV5q6+YTAGwtM5y1qx7aEa10ehP7Yu1xPrvQvniWo8d\n1zScSw7OVFU9pKpqpqqqC1RVTVNV9Vf960+pqvqU1XO/VlV1rqqq81VVzR8Lo70VR/3O/Mx1tOtg\n4jnbZwN6elxrnCCMc6qs2mj09vVibDDiH+ov0wGEUTG8pQZYUnA5X91C5oEjfP+3z9E23eiRo5y8\nCY3GbDdLE0Cr6aX275XEKjswXpHFG2Vv8IU5nt/layQ7Z8IoSYtN40DNgaGFzEx+EBHCCfUE049j\nSXUCAY9t5v5bctxjpIcxcEhTsEV0ccxodLFuo1HbUUtqd+rQdAAvT2uKv9jjKk3O14y2sPBR+vbE\nURWbwl/2H6TsBYNL7LkY3ugrBdu3cy7qFHz6ODT9FIIteqembmD9ipUEqq2EfvlatpYXsiB+AYl6\nz/+wJcGZC3G0c3aP0kviAh1zny8maPOTRD34Kx5cuVyKAQTBxVi30ahsqxyaDtDaKtMBhMsmOymb\nT859gslsAoaa0QKcPLSAuhla/tP035hLzPSZZYTfSCnYvp17nvkLpffeDXd/A/54G4HXbiHj6q+z\nefNqUk8lENtbCGvXenzjWWskOHMh6fH2vc4oLuZz61dy88RrWHxLDvUfFEhgZoW3nn8Ya0QXx1yO\nLgUFReTkbGTTlgI+eGMPBQVFQ9MBInohPt6rpwOA+IsjXKVJuDac2dGz+fjsx4BtM9qPjNeSbjBg\nmt9Is8ZI26dtLrHpQnibrzz09F+pvvcem7WeH61HmdLLDTnXUPdSFbGhe+iYP4v/nPgPn5/zeTdZ\nOjK8+zeOlzE5bDKdPZ3UddRZFuLjISgIfXwbQYdNVBmN7jVQEMYZ1immk63ZVOy9jvXr3+Gdj3aR\n0JmAJrTL61OagvuxPndm3Yy2k1CmF9czMaOU09GNcu7sMjhZ3Xqe9RaadzSj1TQR/JWVvHn8La6a\nfBXRId6xCy7BmQsZGON0qPbQ0GJmJkGnDxAY6g9Rc6WcehjeeP7BFYgujhmpLtYpJqK6oUGDwfAY\nW3fvIbotmqDAVp8oBhB/sceVmlifO8vLW0Vq6oOD93r3T0BdWEXaXUk0v9fsMpvOh7f5imI0O75h\n7KX2HzXEdr0Na9fyUulLrJnrueOahiPBmYtJi0vjQLVVUUBGBpSUEDItmMRKaDSfx9EEQXA61ikm\nok3QYDlz1unfQXhrOEE0+ERwJriXq6dcTXFVMZ09neTmZrN5cw45OQ+xdOkmIkIPUpMUxxXrr6D1\n01Z6O3vdba5XMTkoDv70Z9vFh58nlTjqX6shNraUlmmT2X5yO7fOutU9Rl4GEpy5mPS4dA7W2p87\nC04JJnLfIcq7PGfGmifgbecfXIXo4piR6mKdYmKCZecMwBzcSnBjMJqeap9Ia4q/2ONKTXRBOhbE\nL+CD0x8Ats1o/7Dzjyw6fpwP606jS9fR8kGLy+xyhDf5SkFBEc1zpkNYMtz3T3jgn3DfP4k/3cMj\nK79KqK4OzVdu4F9H/8Xy5OVEaCPcbfIlI8GZi3FUsUlJCdpkLQlNCuVy7kwQXMZQikkd3DlLTd1A\n2ES/oekAsnMmOIHz9ju78SdMLa3gl8+9Qf2UVjl3dokMnBc9nb4K9q+EY2Foy5rI1Jl5Jv9uphyP\nJrbtDVizxmsaz1ojwZmLmRs7l8/qPsPc1/+JPTkZOjrQRnWT0TmHjX94g2XLNpGTs5GCgiK32uoJ\neNv5B1chujhmpLoMpJiWf+6n+Pf1kLNsE5s3r6ZDabVMB2g2+ERwJv5ij6s1uVC/s/oP0jk1OZnf\nFe2l4vUzLrVrON7iK/n5hRj8fwgR3fBpNtbjmlYvv5qGN2uJSTlD/cRIPjzzITfNuMndJo+IgIs/\nIjgTXZCOiWETOdZwjDkxc0BRICOD8pLtUDqFE5nXcmLXTAAMBsuh0dzcbHeaLAg+TW5uNsnLsri9\ntJStWx/B3Gem+/3uoekAPpDWFNzPkslLOFx7mFZTK2GaMJtilINHr6ZhYhnvtt7P+prd9DT1EBgp\nI/wuhMkUADdXwluJ0Dc0j9xo9KfhrQbCIqoI+spNvP7Z66yethpdkM6N1o4c2TlzA3apzcxMjm9/\nm+oGAyQMnTkzGB5jy5ZtbrDQc/Cm8w+uRHRxzOXqYjcdwGw1HcAHds7EX+xxtSbaAC2LJy7m/VPv\nA7bFKBXmVDKOlBO/oJQzYa0073Jf1aa3+IpfmGqZpfl2vM26VttL7QvVxDa/Dnfc4VWNZ62R4MwN\npOdL1boAACAASURBVMel2507m9JeTkhvL0FRtgUBRqM/giCMLZVWczUHpwPEB0J7O0RFudk6wVc4\nX78zgOhiMxMyyjkT3egRLTU8nVnfWkFo2Tlo0gyupaZuYN03VtK0rYHoec1URQZSUl3CDdNvcKOl\nl4cEZ27A0c7ZzI5KEriSOLMJ/IZGeGi147us2lvOP7ga0cUxl6tLpclkM7ppinEKQeFmn5gOAOIv\njnCHJhfqd9a8P5mWzG6u/OZ0txYFeIOvvFWwi+daWon+sJSoqDXMm/cAOTkPsXnzarKMM4mYcJrA\nL9/Kq0de5eYZN6MN0Lrb5BHj/b91vJC0uGED0GfMIFY10q49Q8KJAIi1zGBLTd3AunXXu8lKQRg/\nVFntnFW1VRHfGY8mRKYDCM5l0cRFnGg8QWNXo32/s8QPaIoOJ+PrmXRXd2OqNLnbXI+koKCI/9n8\nCe3dsZz618M0NLxEV1co69ZdT25uNrV/ryK24VX4whe8skpzAAnO3EByRDItxhYauxotC/7+BMye\nhTGljNSqVtJWPzX4KWC8FwN4y/kHVyO6OMYZZ84q2yqJaY8hKLDNJ86bgfiLI9yhSZB/EFdNvoqi\nU5ZK/IF+Z9/73go6AjRklpZxz3d+hXGWmabt7tk983Rfyc8v5FzWzfBmAqiWQoCB89nd9d207G4i\narGZU1oTZfVlrJy60s0WXx4SnLkBP8WP+XHzOVRjNcYpJYX4RH+uDohm3WN3sHXrI+M+MBMEV1HZ\n3W2T1gxrCSOIep8JzgTPYXny8vO21AjeG0pN2AxeOv4Zh/521I1Wei7tflq4qgG22hYCGI3+1L9e\nz4QJBgK+/HleLn2Z22bfRpB/kJssHR0SnLmJtNhh586Sk1keG0NcFdKI1gpvOP/gDkQXx1yuLtZp\nzcr2SkIaQ3xmOgCIvzjCXZosT7FtRmvdUqO2ZCY1GRreqf8qnbuNbpm17Om+0pAVA59MgFbboEur\n7R1Kad52m1enNEGCM7dhd+4sJYVgUwVh5/pkhJMguBBVVamyKgioaqsioD5ApgMIY0JmQiZnWs5Q\n21EL2LbUOFC+hI4wDS1RbSh9Cl0n5G+BNW8V7KJifjxBW/9hs56auoG8L62kfV8LE5ZqOa42cK71\nHEuTlrrJ0tEjwZmbsKvYTE7mk5PvE3SmR3bOrPD08w/uQnRxzOXo0mg2E+LvT7C/pW1NZWsl1PnO\ndAAQf3GEuzQJ8Avg2qRr2VlheX/rlho9qpbZ+yuZnrmX09GNbqna9FRfKSgo4r7ff4qpK4HufSuB\nh9Bqv0pm5rfYvHk1aU2pREUewf9Lt/NS6UvcPud2/P28txWVBGduYn7cfErrSunt62+VkZxMQP1J\nFJNKdYN8WhIEV2HdRsPcZ6anoQd/nUwHEMaOFcnnb6mh2R9C6OJSpq9JlH5nVuTnF1KZdSO8mQgs\nxXpcU25uNjXPVhLb+Crccoul8awXpzRBxje5jTBNGHGhcRiaDMyImmE5c1Zfz54ULfpzXbSazYQF\nyP8eTz//4C5EF8dcji7W581q2muY1jONoIQgqKrymZ0z8Rd73KnJ8pTlPLnvSWBoPN+WLQ9hNPoT\no7bzUfoVLF1yBXsX7EXtU1H8lAu9nFPxVF9pCwiGKxrgd9Nt1o1Gf1r3ttJ9soXInBgOG0/Tampl\nyeQlbrLUOcjOmRtJi0vjQHX/uTOdDkJD0SYqpNUHclJSm4IwphQUFJGTs5G8n75MaVEpBQVFVLZV\nkmpOlekAwpiSFpdGfWc951rPAbYtNZo6NZj8/PniN39Mt9ZM+4F2N1vrGdRnxcL7MdBuO3NUq+3l\n7ONnmTRhJ353ruGlwy9xx9w78FO8O7zxbuu9nOHnznZGRREcYSTxZDd3/fDPLFu2iZycjRQUFLnR\nSvfiqecf3I3o4phL1cW6fUFZ/Q1UHbyS9f+fvTOPi6pcH/j3zMAw7AyLMsgyI5q5pLiWaYqWkpHd\na93KLMu0zDSkfu0uqdclNe2mlkm3bnVNzdIsr5RiKNJiuZv7giD7jiKyw/n9gSwjo4LCLPB+P5/5\nOOc9Z973Oc/nPfic932W8G1s3rndsDqAZLoVi+ZEzJf6mFMnCklBsC7YIGqzZk5un0/7Q7lkV/Rm\n16Ukfv/wgElls8S58r/IXZzv7o1q22qD9sDAaUwdfR+5kVlo875CfuABq4/SrEYYZ2akR9se/JVZ\nJyjA25vs7FOwN59DmQ+za9dsoqLmER6+rVUbaAJBU1M3fQEeJZCrIi5uPt9t/xVtobaqOkAL2dIU\nWCZ1/c7gqjl50A2CLhKTfz/Jm7PMJKFlEBkZywsR+yjN01J6eDhXBwJ0OuGLt+40Ni88xYELJ5Bl\nmd7a3uYW+5YRxpkZuXrlLLhfP86f3I97ijdoa4MCqrMft0Ys1f/B3Ai9GKeheqmbvgCPUsiuCggo\nUFzGs8ATlSq/RRlnYr7Ux9w6uTrfWd05ee5gb8709OQQzvjmuVFZWmmsi2bB3Hq5muXLo0jrE2I0\nECBk8N2kfZpKu/ilMHlyTSCA1AJWvIVxZkbaa9qTdTmLi8UXqxr0epzKU/C+WAFaQ5+z4mLrDQkW\nCCyNuukL8CiFnKqAgAr7/KrqAHKOiNQUNCudPTtTVFZEfF48YDgnM1J1SBXg63eEPIdC8vfkm0tM\ns5OvcoCeF+DnNgbtxcVK0r9Ix803m9ze3oTMGM/yRcvZ+dlOIrdHmknapkMYZ2ZEqVDStU1XjmRW\nlXGKyc/HuyIObVEZeBum01CrK8whotmxRP8HS0DoxTgN1YtB+gKPEshRERg4De1tahzyHLArbTmR\nmiDmizHMrRNJkgxWzwxTakj4H7zEbQO/wX2Yi0lTaphbL1eT1bct7PSCIsPsBfZ2FSR/kIxX0vuE\nVZwlShdF6aBSfr/td8I/Crd6A00YZ2amR9setVubWi232+cjSyW4OBSDVFW6IzBwGmFhw8wopUDQ\nsggNHcSyZSEMD5mJ5FnEfb0WsmzZ/ZTbF2OTZYOqSFQHEDQ/Q3VDa4yz6jkZEjKTwYNno82No7Kv\nL72fv8MsyWgtgc2Ru0i8wxtV1BcG7YGB0wjvex+2igKylUfYNDTF4HxczzhWrFthQkmbHskctbsk\nSZLNMa4l8uGeDzmaeZRVD66CoiLQaIhut5WXp5TitHMfrmVFhIUNE0XQBYJmILu0lE579pAzcCAA\nbd9ryzczvmHggHdRvvkKhISYWUJBS+Zs7lkGfzGY5FeSDfykIiNjWfbpdg4+05uBy/Yw9Y/hDMq+\nB6Vj63FviYyM5bnP9pM+bBBMvgxsR60+T5cuzvzzn4/js8iZdln/5uM2McweeqLe7wfHDybmi5gm\nk0eSJGRZNpkzm1g5MzMGQQH29uDmRtvbHOlf5sp7qyezdetcYZgJBM1Eap0EtGUVZZTnlNdWBxAr\nZ4JmJlATiFJScib3TE1bdUqN7d/Pxe5yBennh3CGPLYv/dWMkpqe5cujSO97L2z2AQZRNxDgnrZB\nFJ/Jx/NSJH/q2hn9vVqhNqm8TY0wzszMHW3u4EjmESrlyqq9fr0etWsRHTIVosYmluf/YCkIvRin\nsXqpW7op43IGHcs7trjqACDmizEsQSfVfmfXSqnR9mAJXr3O8FtxTw5/nmASmSxBLwAX1Y7QJR92\n1g8ESP5XMr6+e1C89CJTnnoZ+132BtcEHggk7IkwU4rb5AjjzMxo7DVo1JqaiB10OtR2OfikS5wr\nEjU2BYLmJK20FJ8rxlltdQAbuHwZ3N3NLJ2gNVDX7wwMU2pcOuhHfs8KDuCGf3brmo9Z/dpCdFso\nMdzK9cKG3B+z0Z75AJ5/ng49O6DqpGJYwjAGxw8m5HwIy15aRuiwUDNJ3jSI4o0WQA/vqqCAUcGj\nICoK+6RU3FPbiZUzLC/njqUg9GKcxuql7rZm6qVU/Iv8UblWVKXRaAG5kqoR86U+lqKTIfohvL79\ndWRZRpIkg5Qa5w72IvPli9hLxbgX2VOWU4ath+11ert1LEEvP0TuIrGbN6r/fkopi2raAwOn8bzX\ncNp2SsQmaCR4ePDJtgVMemQSC+9baEaJmx6xcmYBdG9Tx+9Mp0NdeA6HlApRX1MgaGbqbmumXUoT\n1QEEJsff1R9nO2eOZR0DDFNqVOQ54pxTwuA730EZZEPezpYftRkZGcsLXx6iPEFL6elQDCoCLAzB\nYacNvmcXw9SpFJcX89+//svE3hPNLXaTI4wzC6A8vpyVi1YSdH8Qb2+I4PKZWKSkUuIvF5pbNLNj\nKf4PlobQi3Eaq5e0q1bOPAo8UNlebHEJaMV8qY8l6aRuKaerU2q0T0gg8D4fOj0RaJJ8Z+bWy/Ll\nUWT0DYYt9QMBeqQH4qa/iH1vLXTpwobjG+il7UV7TXuzytwcCOPMzERuj2Td9+vIvCuTw96H2XD7\nAYrjDlGhrqQyo4yiitaZfFYgMAWpJSUGPmeuF12rqgOIlTOBCbm6lFNo6CC2bp3L668PxSa1mN0u\nzkzb8BXJm1PNKKVpuODoDB0LYJenQXtJkZLkD5Lxu/gZhIcDsGrfKib1nmQOMZsdYZyZmeVrl5PU\nN6nqQA+JrtC2pJwkEvE5VcTgx5cSEjKj1RY+twT/B0tE6MU4t+JzllaQhn2uPXZl6S3OOBPzpT6W\npJMhuiHsSthFRWXty3h1So0d619nb5cu7Nnzdy6nl/LjF7uaVRZz6yWzX1vY6g1lhoEA3S5psFUV\n48IxuP9+jmYeJf5CPA/e9qCZJG1ehHFmZkrkEoPjUhvIcoCM8hQ0RzzYmzyBqKh5hIdva7UGmkDQ\nHFTKMumlpXjXWTmzybZBVZjY4owzgWWjddbS1qkthzMO17TVpNTIV6FJK6Jr593sr2zHjqVHzShp\n8/J95C6Su3qj2r7KoD0wcBp/L+uBn9NPSC+Hg0JBxL4Inuv5HLbK5g2QMBfCODMzdpJd7cGVbBoJ\nblBcXoz3eSVoq9JpxMXNZ8WK7WaQ0LyY2//BUhF6MU5j9JJTVoaLUomdourPYGp+KmSBKi9O+Jy1\nAixNJ3X9zsAwpYbDQRX2QWkcQINflkezymEuvURGxvLCmr8oP+1N6bmR1A0EWBEWgkOuEs+4z+Hp\np7lcepk1R9bwXK/nzCKrKRDGmZmZOmYqgQcDDdqSLqtQlnigTQd8aiM2i4tbT+kOgaC5ubo6QGVu\nZVV1gMxksXImMDlX+53VTamRdrAzyb2cOYwz7S+40RLLHy5fHkXmnQONVgQI2OtFuw5/oRj/DDg5\n8fXRrxnoPxA/Vz9zi91sCOPMzIQOC2XZlGXc/tftaHO0hJwPoUAdiKMs4Z1bCd61xpla3fqCA8zt\n/2CpCL0YpzF6qRsMkF6QTsfyjtj52EFqaoszzsR8qY+l6SRYF8yvib9SVlEGGKbUyP8rgL2dO9E7\nYCqOLmoKTzVfJL+59JLr7AK+RfCbYSCA6qIDuZE5aP9aCC+9BEDE/ggm9WmZgQDViCS0FkDosFAq\n/Sv5eN/H/Pjkj/wV/iZxn31P8eU+cOX/iMDAaYSF3W9eQQWCFkJkZCxvxBwlx0dDyBvfEjLel8Cy\nQFRtlHCmCDQac4soaGV4Oniic9OxP20/d/neVVNTecWKmSQnZ3IpsT9++hIOn02m/J8wfG2weQVu\nQiIjYzmqU8NP3lBhuGbUP0NL26AMbD3uhIAA9qfuJ/NyJiGBIWaS1jSIlTMLQa/Rc3RPlaNn97+F\nMDAgH6/KYmy1FxkeMpNly+5vlQXQLc0vxFIQejFOQ/RSHQV3PP0BMo7dSVTUPBav+hnXLHdUbuUt\nrjoAiPliDEvUyVDdUHbGG6bUCAsbRnGxJ4r9fuTrOrI4+RFK15fy41fNE7Vpar1ERsYS9tp2iu/p\nDlvWGJzrop/JXdk6fBPer0mfEbE/gud7PY9S0bLdfIRxZiHo3HSkF6RX+RLodHgVZOHoY4/+sh1r\nNs9slYaZQNAc1ETBeZZCTpXPWcbloXBWjZ29qA4gMB9D9EPYkbDDoK16vqYc6sKpnm0ooJzIyvac\nejvZTFI2LcuXRxEfMAVOuEPGYGAmMBsPj9G8H3IfXneUY+9eAgMHkl+Sz7fHv2V8z/HmFrvZEcaZ\nheCkcsLtdjfSC9LBzw/S0lDr7AjKsW3VNTYtzS/EUhB6MU5D9FITBedRAjlVPmc4p+Ke74nKNr/F\nRWqCmC/GsESdDAoYxB/Jf1BSXptiqXq+lh1pw8GOHRmg3sVXBHBbhheXj11uchlMrZeSEhsYmQr/\nqw0EgNnc0fV23H5W41e6Bl5+GSSJNX+t4b7296F1bnnP6NUI48yC0Gv0xF+IB1tb0GpRt6mgU5YN\n54qKzC2aQNBiqImC8yiF7FrjzKPQDTuyxcqZwGy4qd243fN2/kz5s6atZr4WK/E4W4y+22EKsGV3\n+wTi3ogzk6RNR6mfGrxK4A93g/ZulzTY2JfhkrQVHnsMWZb5eN/HLbYiwNUI48yCcExxJD7vSrIz\nnQ61YwH+mYpWXQDdEv1CLAGhF+M0RC81UXAetdua9m120V7lg6oFVgcAMV+MYak6udrvzKAQ+kFP\nyoMKCAycRv+FnSg8VUjuz7lNOr4p9RIZGcuZ2zXYbNsPlbXmSHXSWV+vXUiTXwQ7O/5I/oOi8iKG\n6IeYTD5z0uBoTUmS1MAuwA5QAT/Isvz2Na7tC+wGHpNl+bumELQ14O3kzbm8c1UHej1qRRZeqS78\n2YqNM4GgqQkNHUQlMn9TFzGw2yIcbMs51UHC9UdnVJcTQXuXuUUUtGKG6Ifw7q/vMotZAAZRmwcT\nklnvehFlm0Keee8Qc+56HOWrSjQHNEhK6wpiiYyMJeyNn8l+dzh8UEFV0tnzdOnizLynH8PhPRu8\nkv4Fa48BsGr/Kl7o/QIKqXWsKTX4LmVZLgaGyLIcBHQHhkiSNPDq6yRJUgKLgK2Adc0WMxMcHFy1\nrQmg02FfnoRzSkWr3ta0RL8QS0DoxTgN1Uu/Yf3xUNsRGz2LrVvnclnOhyywuxDXIlfOxHypj6Xq\nZKD/QPan7qewrDaXWWjoIO4a4kWu7UUuhU/lwoK3yJn/Bi9n/EDqxUzSV6c32fim0svy5VHEt58E\nh90gezD1ks52P4Ni1Eho25bcolw2n9rMuKBxJpHNEmiUCSrLcvVsUQFKwNh6ahiwAci6NdFaH3o3\nvYFxpi44g01iWasOCBAImoO0OgloSytKkfNklE5KFBmiOoDAvDipnOjh3YPfk343aP9w81bK355q\n0FY+fSoLXTYRPyOeikLrSlJeXBMIYOjcb3vRntwfc9EeWlCTPuO/h/9LaMdQPB08jXXVImmUcSZJ\nkkKSpENABrBTluXjV51vB/wN+PhKU8urMdGMZB7LrPU50+uxyzxORVYZqbmFDBo6h5CQGa2u+Lml\n+oWYG6EX4zRUL3VLN6UXpNOxok51gBYYrSnmS30sWSdDdEMM/M4Aym1VRq894Z6N6wBXkt5PapKx\nTaGXyMhYDhdlg3M57DMMBLg7w4e2d17E9jYfCApClmVW7ava0mxNNKpCgCzLlUCQJEmuwDZJkoJl\nWY6pc8kHwFuyLMuSJElcZ1tz3Lhx6HQ6ANzc3AgKCqpZTq2eHK3tuI1jG1IvpfJz9M/YZGVz58mT\nZFGIS2Qcvxy+C3JDiIubzl9/HaR//x5ml1ccm+/40KFDFiWPtR3vzM5G260bAFuituAY73ilOkAx\nMYcPgyRZlLy3eizmS/3jaixFnrrH7hnufFv4rcF5m7LSKoEPHar6NygIADk7neSJyTiGOaJ9Tsvu\nk7tvafxDV/pvrvt7991lfPjhXi4++Rz87wjI1TtDwXTRz0Sd4cE5xcd0XFLl0r5s/TKKzxYz0H9g\ns8hzvfkRExNDQkIC5kC62QKqkiTNBIpkWV5Sp+0ctQaZJ1AIPC/L8uarfiu3xMKtTUHABwHsfGYn\n7Z39KVWp+Ujey7qJ5ezdFwgHqt4wQkJmsnXrXDNLKhBYL3MTEiiprGRe+/Z8d+I79i3bx9isv9P5\n4Gg4d87c4glaOUVlRXi950Xaq2k42zkDMHvRcuZHx1A+rXZr02PhYlyT7Vm+KJxOO3youFxBp1Wd\nzCV2gwgJmUHUb7Ng3Z/wTAXk/Qwo8fA4yZpHX6TdSYlu58fBmTOgVPLExie42/duwu4MM6vckiQh\ny7LJ/OgbvK0pSZKnJEluV77bA8OAg3WvkWW5vSzLelmW9VT5nb14tWEmuD56N33V1qaNDdl2zlyi\nDO94JWhr/c6Ki1t22QqBoLmpu62ZdikNbaEWO4eiFrmlKbA+7G3t6duuL78k/lLTNvvNqUy/Nxjn\nN+Yi/d9ieGM95f0H0PX8GMLDt3GqbwrZ32Vz+XjTJ6ZtSkpKbGBYBuzTQF5VIEDdpLO+yk0QFgZK\nJZmXM9l6ditje4w1t9gmp8HGGaAFdlzxOfsT+J8sy9GSJL0gSVLr2gxuJmJiYmoT0QKZ9q5UcAlt\nimRgnKnV1uX4eStcvQUhqELoxTgN1UtqnYCA1EupeFzyQGVzscUGA4j5Uh9L14kxv7PZb06lv6Y/\n8sEfYe/HOOYOwCbsJKlx01nxxc/4v+1/y4lpm1MvkZGxHDl6Ah5Khc2Gz1rXSxpsHCtx3f8ljB8P\nwOcHP2fU7aNwU7s1m0yWSoONM1mWj8iy3EuW5SBZlrvLsvzelfYIWZYjjFz/rMhx1nhqVs4Ajz5d\n8XT+Ee/sSvCpSqcRGDiNsLBh5hRRILB6UktL0V5ZOUstSMXlogt25LRY40xgfQzVD2Vnws567TXl\nx4DUT+5hd+euPDjoPxQXK2k3uR2FJwrJi84zpagNIjIylvDwbeRqJ4MyCw7VGlyBgdMYVdYDX91e\npLFPgasrlXIlnxz4hEl9WkdFgKtpzMqZoJkJDg42SKfhd89dDO0r06EyDefb4ggJmcmyZfe3qiLo\n1U6aAkOEXozTUL3UTaWRdikNh1wHVKVpLXZbU8yX+li6Tvq168epnFPkFRkaWjXlnACKlVS825WY\n8Ha0cbiEwk5B+4XtOfvqWeSKm/Prbi69VBdwZ2Qb2OIEvEN1gfMVYSE45Knw+nVB1ZYm8PO5n3G1\nc6WvT99mkcfSEcaZhVF3WxO9ng4uF9HhhirAna1b57Yqw0wgaA4qZJnMsjK862xrKrOUVdUBxMqZ\nwEJQKVXc7Xc3sedjDdrrlnOCWLJOfEmnn/aSHOzLlshdeP3DC6WDkoyvMkwv9DWI3LGDvfkHoddU\niF8A0aVU+5p163Z7VdLZO1NQ9O8LHTsCsGrfKib1mURV4ofWhzDOLIiYmBiDbU10OlRpx5EvV0JB\nBRfLy6/fQQvE0v1CzIUxvUiSJD4N+NgoFJQFB6NSKpEkiSOTjxCcGozDDxFIzzxjdvma4tOQ+dLa\nsQadDNENYUf8DoO20NBBLFsWQs+ez6FWrwPmseeLGVzQeLDgqxh+/PEXApcG3nRi2qbWS+SOHTz3\n6X/Ie/d1WPowvDABun8D9lX35YlNVdLZY4vg5ZcBSMlPYWfCTp7o9kSTymJNCOPMwtA6a7lYcrGq\ndIdej3Q+AXWAml4X1MS34jJOgoYhy7L4tPKPoOVwLb+z0NBBeHl5U1xcle+9tNyBtgs0nHy8F0u+\n2IVrf1dc+ruQ/K9kU4tcj5n//pz0ic8ZNs56Evx+IDBwGhO9BtJ2cAm2tiUwdCgAnx38jNFdR9ek\nEWmNCOPMgggODkYhKfB39SfhQkKV/0teHmp/W7pm2RDfCss4WbpfiLkQehE0BjFf6mMNOuml7UXi\nxUSyLtevhlg3MAAgJuFBHv56L8n3BVApy7R/tz1J7ydRmlHaqDGbWi/x6flG221cTrBsUQgOO23w\nvfCfqlJNkkR5ZTmfHvi01QYCVCOMMwukZmtToQA/P9QeZbTPVIgamwKBQNCKsFHYcE/APcQkxNQ7\nZxAYQCwwk1++zcWjJJ8XN2/FPtAe72e8SZidYCJp6xMZGculrEtGzznbqgjK6IBbLxvsj22HJ58E\n4KczP9HOpR09vHuYUlSLQxhnFkT1Xr9BAXS9HrXDRbzT4Fwr3Na0Br8QcyD0ImgMYr7Ux1p0Yszv\nDOoGBsQC24B5nK78kCELM1lHBSt/3EXAjACyNmQ1KjFtU+klMjKWqeHbqLjtLlj5H8OTc75CL3mR\n/K9kfJ1+guefB3t7AFbtb311NI0hjDMLRK8xDAqwV2SgSasUK2cCgUDQyrie39myZSF4eHwEzK9p\n/yjtNWb+ex2z87LBTYn/2/6ce9P0JcmWLY/i3NDxMGI4RNvCC5vg5U3wwia8E8uYf+84bJzBdcdy\nmDwZgIQLCfyR/AePdX3M5PJaGsI4syCq9/rrrZyVnKf8xCVizyQRHDybkJAZREbGXrujFoQ1+IWY\nA2vSi06nw8HBARcXFzQaDQMGDCAiIqLGeX3cuHHY2dnh7Oxc8/n2229rfv/FF19wxx134OjoiFar\nZfLkyVy8eNFct2OVWNN8MRXWopPubbuTVZhF6qXUeudCQwfRrVtng7ZLuHA0chi3pyUxLyGBdlPa\ncfnYZfJ2NCwxbVPoRZZlTg3oCHfmwmsDIPcZOO0ChzVosjL5dPkE2sa64NvlGNIDI6BdOwA+PfAp\nY7uPxcHW4ZZlsHaEcWaBGOQ60+m4cPo3Ks+XU+jkyK7YWURFzSM8fFurMdAE1o0kSWzZsoX8/HwS\nExN56623WLRoERMmTKg5/+abb3Lp0qWaz6OPPgrA0qVLeeutt1i6dCn5+fn88ccfnD9/nmHDhlFW\nVmbO2xIITIJCUhCsC65Xyqma+r5nM1hNPNPeW8GHZ86wr6SA9gvbE/dqHHKlaaJ5ZyUkkNnRFV7t\nAfm2wCCq85r169eBQdqeFMcV4fXL/Jr0GWUVZXx28DOxpXkFYZxZEAY+Z3W2NS8fO0RlpR3Oabbg\nUQJAXNx8VqzYbiZJTYe1+IWYmsboJTIylpCQGbe06toUfQA4OzszcuRI1q9fz5dffsmxY8cA73qO\nMgAAIABJREFUjKaAyM/PZ/bs2Xz44YcMHz4cpVJJQEAA33zzDQkJCXz11Vc3JUNrRDxH9bEmnVzL\n7wyM+57JzGFm5te8u/gDHtmzD8eH3VGoFQ1KTHurepmTkMCX8edxnr0dLs4xOOft/QphYcNI/lcy\n7YZcQNGuLfTrB8APp37gNo/b6OzV2Vi3rQ6bG18iMDXu9u5UypXkFeWh0etpW3yRX1GjPQ6XtMWQ\nrQaguFhpZkkFlk51Pbu4uFqflLi4quziDa020RR9XE3fvn3x9fXll19+ueY1v//+O8XFxTz88MMG\n7Y6OjjzwwANs376dZ5999qbGFwisiSG6Iby/+32j56qfwWee+YicnPU17fvoy6QdPgQM+4tpAX78\nc2kgxx8/XlNBoDmYl5DA+sxM9Cti2XX6I6qjSEEJVKDVXuK+oDvZO3YvHW7/oCp9xhVW7VvFpN6t\nO31GXcTKmQVRvdcvSVLt1mbbtthXlJKFLd5nbcCnNihArW589mdrw1r8QkxNQ/VSU8+uDo1ddW2K\nPozh4+NDbm4uAEuWLEGj0aDRaGjTpg0A2dnZeHp6olDU/zPl7e1Ndnb2LY3fmhDPUX2sSSddvLpw\nuexyVf5LIxjzPQOYxgJWv/cuG9PS2N+5Epe7XEj+4PqJaW9WL++eP8+azEymZRdxOCbuSmvtdibM\nxcXFl5SPUmg7XIFt0gm48uJ1JucMf2X8xcOdHzbeeStEGGcWSs3WpiRR7uODjdMfeCdJoK1KpxEY\nOI2wsGFmllJg6VydqLKabduUSBIN+kRFGe/jVlduU1JScHd3B+D1118nLy+PvLw8MjMzAfD09CQ7\nO5vKysp6v01LS8PLy+uWxhcIrAVJkhiiG3JNvzMw7nuWycd8Vqxl6cef8OzJk3jN9b+pxLQ3YnFi\nIl+kpzMtu4jZU6O4cMHP6HXONjJp/07Dt3QtTJkCtrYAfLL/E54NehY7G7smlcuaEcaZBVF3r79u\nxKZTty4MGKima/k52gT9SUjITJYtu79VFEG3Jr8QU9JQvRj+wa4lJKQCWaZBn+HDjfdxKyu3e/fu\nJSUlhXvuuQcw7nPWv39/7Ozs2Lhxo0F7QUEBW7du5d57773p8Vsb4jmqj7Xp5FopNaox5nsGs1lU\nuJfeG7fSJ+48b8jJeI/1JmFOwjX7aaxeliYl8WlaGjuCgvhq2fYrq+zDgekG1wUGTuOl24bi2scO\n+51rqnKbAcXlxXxx+Aue7/18o8Zt6QjjzEK5OtfZbf4SgzwD6HjPbWzdOrdVGGaCW6f2D3YtjV11\nbYo+qo2v/Px8tmzZwhNPPMHYsWPp2rXrNetBurq6MmvWLMLCwti2bRtlZWUkJCTw2GOP4efnx9ix\nYxs8vkBg7VQHBVzreblW3rNybHmxbB0Lp77CrxcucHSSI1nfZnH5RMMT016LfyUl8XFKCjt69ODQ\nz3+yZ0/SlTODgBCq/M1mo9E8wbLFIbj9rMbX+xd4/HHw8ABg4/GN9PTuSQf3DrcsT0tCBARYEHX3\n+vVuerae3XrlQI/6WAK2ybdzrrjl+5nVxZr8QkxJQ/VSbcSvWDGT4mIlanUFYWGNW3Vtij5GjhyJ\njY0NCoWCrl278uqrrzJpUpXzryRJSJJk9Hevv/46Hh4evPbaa8TFxeHi4sKoUaNYt24dtle2RAQ3\nRjxH9bE2nXRw74AkSZzNPUtHj45Gr6nyPdvBrl3VLbFAFD9jw8kCJf/87n+8OOpBdrzmw7k3z3HH\n5jvq9dFgf9bkZD5MSSEmKIjD0XsID9921XbmIGAQDpQz1fML3Cbb4HKvI64/LoKdtZGnEfsjePmu\nlxs0ZmtCupYV3qyDSpJsjnGtiaOZR3n020c5MeUEfPMN5Wu+4/ftkxn+YyV599yDvVJEagoMkSTp\nmm/VgtaDmActl6c3Pc0AvwG80OfaucBCQmYQFTWP2u3NqlU0HfHsV3RlysYNlPr58vqjhXT6rBOa\nIZpGy/FRSgpLkpKICQriaPSeOpGitWO6UMojpDBKcQb7e1TctaIPTgc2wtq1sG0bAMcyjzFs9TDO\nv3weW6Vlv2xdea6Mv0U2A2Jb04Kou9evc9ORcCGh6o+sXo9N8hmUjkruKFST0IrKOFmbX4ipEHoR\nNAYxX+pjjTrxyPRg1juzCB4XTMizIURuj6x3Ta0bQhRVhllVcEACX/JhZW+eeP4VzlaWkPSmu9HE\ntDfSy6qUFN5LTGRnjx4cvbJilpNTHSk6CA+G8yJfsppdaFVbUa6y476YYJy6OcIHhukzIvZHMKHn\nBIs3zMyB2Na0UJxUTjirnEkvSEer00FCAupANd1z4FxxMZ0dHc0tokAgEAhMROT2SDZt2UTGnRlk\nUJVMNu6jqpQVocNCa66rdjcYO/Yz8vIMV88W8gYns9vy2u5DTOnVmR9s1GSsycB7rHeDZPgkNZV3\nExPZGRTEsR1766yYzcCbIkaTxBCUbOdunsOPXkNimf/8i/DHH/Dqq+DkBPffD0BhWSFrjqzh4AsH\nm0ZBLQyxcmZBXL3XX5PrzNMTSkpQ+yrpkKXkXFGReQQ0A9bmF2IqhF4EjUHMl/pYm06Wr13O+T7n\nDdriesaxYt2KeteGhg6ib18/alfPqijCgVf5DwOmz+D/2rVj1WSInx5PRVGtL/O19PJZWhrzzp9n\nR1AQJ3bsrVkx8+cyb3Mfq/iFAmx4hn58SEdcAv/JG492q3L+f/RRmDgRYmLgSt7C9UfXc7ff3fi7\n+t+qalokwjizYOrmOkOnQ+1ajF+6RHwr2tYUCAQCAZTIJUbbiyuN/38wdepw1OrEOi1V25sbOEpK\nMYxYspyz3RVk3GFzw8S0X6SlMTshgegePTh5ZcVMEfcWs+nMvzhEInqexI5P+ZwLLKC95mGiup9j\n6JtT4I474NQpeOYZqOMrvWq/qAhwPYRxZkFcvddfN9cZOh1qdR6eaXKrWjmzRr8QUyD0ImgMYr7U\nx9p0YicZT9CqVqiNtoeGDqJzZ6crR3Vzn93L5PK/oV35MeWvfcmbT1wmYUkSpZlViWmv1st/09OZ\nER/Pzz16cHrnPlZM/JPXcx5jPkc4ijdPspU1BHCZwdgyk396/Mbxyp2093KFo0dhxgxwcDDo80Da\nAdIL0rm/w/03r5AWjjDOLBiDXGd6PfZyGmVHLxB9IuGWC1ALBAKBwHqYOmYqgQcDDdp0+3SEPRF2\nzd/MnTvaSHDANo7yCV8TyjM7f+Xcpt/Y1KeAneN/r/f7NRkZvH3uHNu7dyd+yV7O/z2Zsan38CuZ\nPMldbGAwxQwDZvAwj3FS4cELukvY/fYrRESAt3Fftoh9ETzf63mUCpF14FqIgAALop7PmZuer49+\nXXWg05H1026KjmkpcHZl165ZgHTLBagtHWvzCzEVQi+CxiDmS32sTSfVTv8r1q2guLKYxLxEPHt4\n8sB9D1z7NwbBAVDXSJtFACf5lYjvvPn8ncsEL1Zyf5c3CXuvapx1GRm8ceYsi7aWse++bVQW27BJ\nvsAO+lFJKVUJZufTDzuWEoOH6gxZM2fTfsar172PSyWX+Ob4NxyffPyWddKSEStnFkxNQACATkf2\n4d9xK3NAUSSBaxnQNAWoBQKBQGD5hA4LZet/thLzRQwnvztJpX8lEfsjrv+bmuAAqF2PieIC7zOT\nsaxgDvkrQ1k3OIt7Ujvy4Iw52Nz9AJ+HbWHBfZlcXpBDRFEyz8oP8TOpVKIABqGjO+voykaGsd6x\nlHPffs2dNzDMANYcWcO9+nvROmtvSRctHWGcWRBX7/X7u/qTeimV8spy0OtpW5TDRWzxPKkGn1on\n0FstQG3JWJtfiKkQeqlCp9MRHR19S30oFArOnTsHwLhx45g5c2ZTiGZRiPlSH2vXiUqpYs3Da5i5\ncyYnsk5c99ra3GfVdXKrjLTPUOGEJ4MuT2aTvJn29h0YqRnJfxPeIHS7mg/lfUySH+Y38pCRgOG4\n8iqLeZ19TOY4jzNCP5H71y8h9KEhN5RZlmVW7VvFC72vnURXUIUwziwYlVJFW8e2JF1MAp0ObckF\n0lGjPW0D2tqggFspQC0QWDPXK/1kCf0JBM1JJ89OLBi6gDHfjaGk3Hg0J9TW3ezZMx21+kWqjbRK\nVISxAvz/pOztSawIA68sePdteHlTO/bpDgMSVRU6SwnjEKf4HFei6cY4VnocZ+GKh27oVhO5PZKQ\nZ0PoPaY3p789TXGcyDhwI4RxZkEY84Go2drUaFCpbChxPIZ3ghK0VZO7sQWorQ1r8wsxFS1RL+Xl\n5Te+yAS0xNJHLXG+3CotRSfP9XoOnZuOmTuvv+IbGjqIAwc+ZcOGJwyMtN8ZQIbaDYDdd8N/VgRx\ntLrkpr0SkPk7ao7hzQh+4j528QIHcAy048svJzfIMAv/KJwoXRQHbz9I0aAiXln5itHqBoJahHFm\n4dTNdWbbIZC+Axy5o+wU3r1+JyRkJsuWNa4AtaD1Uf3Wer2SL83Zh06nY+HChXTt2hV3d3fGjx9P\nSUkJMTEx+Pr6snjxYrRaLRMmTECWZRYuXEiHDh3w9PTk8ccfJ6/KkxmA1atXExAQgKenJwsWLGjQ\n+Hv27KF///5oNBp8fHwICwujrKys0ToQCCwRSZL498h/s/bIWqLP3XiL35iRFl9svOKMS5GSXQQw\nh2+YwnQeoA9n1e/Rq9eUBv/fs3ztcuJ6xhm0XSt5rqAWYZxZEMZ8IPRues7lVfnDoNNxWwcVI/xu\no/PQzmzdOrfFG2bW7hfSXDRUL3XfWnfpdxGliyL8o/BGGVdN0cfatWuJiooiLi6O06dPM2/ePCRJ\nIiMjg7y8PBITE4mIiGD58uVs3ryZ2NhY0tLS0Gg0TJkyBYDjx48zefJk1qxZQ2pqKjk5OSQnXz95\nJoCNjQ3Lli0jJyeH3bt3Ex0dzcqVKxsse0tAPEf1aUk68XTw5PO/fc64H8aRU5jToN/UNdJ8bRxw\n++eiqhOHDgHQZs4Clift4QueoCcj+UV9mF69ctmw4Tn27/+owf/3NDZ5rqAKYZxZOAYRm3o9ajkV\n++TyVpWIVnDzNMVb6632IUkSL730Eu3atUOj0TB9+nTWrVsHVDnjz5kzB1tbW9RqNREREcybNw8f\nHx9sbW2ZNWsWGzZsoKKigg0bNjBy5EgGDhyISqVi7ty5KBQ3/hPWq1cv+vXrh0KhICAggIkTJ7Jr\n164G379AYA0MCxzGY10e44UtLzRqaz40dBBxR78n/L5hDJ4chm7lJwyd9CIjjyTxjv2d7O1WwrAQ\nRaONsmqkSuM+nNdKniuoQuQ5syCM+pxdXSXgYBzy+W6klZZRVlmJbQP+c7JmWopfSFPTUL1c6611\n27ltSHMa6PgeD+jqNzfmzdfPz6/mu7+/P6mpqQB4eXmhUqlqziUkJDBq1CgDo8vGxoaMjAzS0tLw\n9fWtaXdwcMDDw+OGY58+fZr/+7//Y//+/RQWFlJeXk6fPn0aLHtLQDxH9WmJOllw7wL6fdqPzw99\nzvie4xv129nT/g/u7gXffgvTp4OPzy3Lk1uUS4JHAprfNeTdXeueEHggkLCXrp08VyCMM4unvaa9\nQZUAu+07KMt8AD+FisSSEgLt7c0roMCiuVbJl5D2IWydtbVBfYQkhBBFVL32xrz5JiYmGnz3ufKH\n/+rISH9/fz7//HP69+9frw+tVsuJE7UpAwoLC8nJufEWzosvvkjv3r1Zv349jo6OfPDBB2zcuLHB\nsgsE1oKdjR1rH15L8JfB3ON/Dx09Ojaug+Dgqk8TkF+Sz4g1I3j4/ocZMmIIH379IcWVxagVasJe\nCqtJqiswTstedrEyjPlAaJ21XCy5SGFZIeh0KBLjsfOxo0eeqlVsbbYkv5CmpKF6MVbyJfBA4HVL\nvjR1H7Iss3LlSlJSUsjNzWX+/PmMHj3a6LWTJk1i2rRpNcZcVlYWmzdvBuAf//gHW7Zs4bfffqO0\ntJR33nmHysrKG45fUFCAs7MzDg4OnDx5ko8//vi6srZExHNUn5aqk65tujJr8Cye/O5JyioaH/jS\nFHopLCvkwbUP0su7F0uGL+HB4Q/WJM/d+p+twjBrAMI4s3AUkgJ/V38SLiSATgfx8aj1ajpn2RBf\nLBwqBdcndFgoy6YsI+R8CIPjBxNyPoRlLy1r1B/HW+1DkiTGjBnD8OHDCQwMpGPHjsyYMQNZluut\nnIWHh/PQQw8xfPhwXFxc6N+/P3v27AGgS5cufPTRR4wZMwYfHx/c3d0NtkuvxZIlS1i7di0uLi5M\nnDiR0aNHG4x79XeR50xg7UzpOwUvRy/m7Jpj8rFLyksYtX4UOjcdH4V+JJ6nm0Qyx5uiJElyS31D\nbQ7u/+p+wvqFEXpbKLi7c3LEDn7rpuTMYw4sDAy8cQeCVoEkSRa58qPX6/nss88YOnSouUVpFVjq\nPBCYloyCDIIiglj/j/UMCjBNVH9ZRRmPfvsotkpb1j2yDhtFy/GcuvJcmczSFCtnVkC9oADny7RN\ng3Ni5UwgEAgERmjr1JZPR37K05ue5kLxhWYfr6Kygqe/f5ryynLWPLymRRlm5kAYZxbEtfb69Rq9\nQVCA2jaH0r9y2PZXHMHBswkJmUFkZKzpBDUhLdUv5FYRejFkxIgRODs71/ssXLjQ3KJZBGK+1Kc1\n6CT0tlAevO1BXox8scGrqTejl0q5kon/m0jm5Uw2PLYBlVJ14x8Jroswba0AvZueP5L/qDrQ6cg4\nuZe8vX3Jf8WdXbtmAxAXNx2gxSelFVgf8fHxzT7GTz/91OxjCATWyHvD3qP3J71Zc2QNT3V/qsn7\nl2WZ8J/COZlzkm1PbUNtI/KXNQVi5cyCuFbeHYNEtDodSQd/RVPoAbYyOFZF48TFzWfFiu0mktR0\ntMRcRE2B0IugMYj5Up/WohN7W3vWPrKWV7a9UrsDcx0aoxdZlnk7+m12J+/mxzE/4qRyugVJBXUR\nxpkVUFNfE0Cvx6M4BUcqUCfY1RRAByguVppJQoFAIBBYKkHeQbw98G2e2vQU5ZXlTdbvvNh5RJ6J\nZNtT23BVuzZZvwJhnFkU19rrd7d3p1KuJK8oD3Q62pXmkoEdbU/aGhhnanWFiSQ1Ha3BL+RmEHoR\nNAYxX+rT2nTy8l0v42DrwIJfFlz3uobq5f3d77P6r9VsH7sdD4cbV+oQNA5hnFkBkiTVbm3qdLQr\nLyDfPgltnA1oqxLRBgZOIyxsmJklFQgEAoElopAUfPn3L1m5dyW7k3bfUl+r9q1ixZ4VRD8djbeT\ndxNJKKiLyHNmJfz9678ztvtYHunyCHh5Ed39K761ucD/7ivnjuiThIUNE8EArRyR30oAYh4Irs+m\nE5t4bftrHHzhIC52Lo3+/erDq5m2Yxoxz8QQ6N568myKPGcCo1yd66xjZ0ceCezKHcO7sXXrXGGY\nCVolOp2O6Ohoc4shEFgNozqP4l79vUz9aWqjf7vh+Abe+PkNop6KalWGmTlolHEmSZJakqQ/JUk6\nJEnScUmS3jVyzZOSJB2WJOkvSZJ+kySpe9OJ27K53l5/vVxnNlk4pVS0+BJOrc0vpKEIvVTR0HJL\nc+fOxc/PDzc3N4YMGcLx48dNIJ3lIOZLfVqzTv4V8i92J+/mm2Pf1Dt3Lb1Eno5kyo9T2PrkVjp7\ndW5mCQWNMs5kWS4GhsiyHAR0B4ZIkjTwqsvOAYNkWe4OzAU+aRJJWzn1qgSUJaFMKuV8cTEVYgtD\n0AIoL2+6KLK6bN68mVWrVvHLL7+Qm5tL//79GTt2bLOMJRBYA44qR9Y8vIawn8JIuph0w+ujz0Xz\n7A/Psnn0Znp49zCBhIJGb2vKslx45asKUAK5V53fLcvyxSuHfwK+tyRhK+J6+WUMcp3p9agLzlAa\nX4K7rS2pJSWmEdAMtJZcRI3FmvSi0+lYuHAhXbt2xd3dnfHjx1NSUkJMTAy+vr4sXrwYrVbLhAkT\nkGWZhQsX0qFDBzw9PXn88cfJy8ur6Wv16tUEBATg6enJggXXjzqr5tixYwwcOBCdTodCoeDJJ59s\ndStn1jRfTEVr10kfnz68ctcrjN00lorK2kj/q/XyW+JvjN44mg2PbeBO3ztNLGXrpdHGmSRJCkmS\nDgEZwE5Zlq/3V24C8OPNCieoReemI+FCQpWjr06Hbeop5HKZLmV2LX5rU2D9rF27lqioKOLi4jh9\n+jTz5s1DkiQyMjLIy8sjMTGRiIgIli9fzubNm4mNjSUtLQ2NRsOUKVMAOH78OJMnT2bNmjWkpqaS\nk5NDcnLyDce+99572b17N2fOnKGsrIwvv/ySESNGNPctCwQWz+t3vw7Akt+XGD2/L3Ufo9aP4qtR\nX5mseLrgCrIs39QHcAX+AIKvcX4IcBzQGDknC+qzc+fO6573Wuwlp+anyvLx47LcsaO85449cvjG\nw/LnqammEdAM3EgnrRVjerHU50qn08kRERE1xz/++KMcGBgox8TEyCqVSi4pKak517lzZzk6Orrm\nODU1Vba1tZXLy8vlOXPmyE888UTNucuXL8sqlcrg+msxY8YMWZIk2cbGRm7fvr0cHx/fNDdngRib\nB+I5qo/QSRWJFxLlNu+1kfel7JNluVYvf6X/Jbd9r638/YnvzSid5XDlubppm6mxn5uurSnL8kVJ\nkiKBPkBM3XNXggD+Ddwvy3KekZ8zbtw4dDodAG5ubgQFBdUsp1Y7JLa242qudb56a/NU4iVISMAj\nxI7ATCU7YmLQabVml18cm+740KFD15w/16QBjvMN4iZ8HP38/Gq++/v7k5qaCoCXlxcqVW2R5ISE\nBEaNGoVCUbuob2NjQ0ZGBmlpafj61npJODg44OFx4+SXH374IdHR0SQnJ+Pt7c3q1asZOnQox44d\nw97evtH3Yg3ExMTccL609uNqLEUecx3HHYxjksckHlr4EJ3zO5NwPAF7V3tSO6by4Ysf4pruSkx6\njMXIa8r5ERMTQ0JCAmahMZYc4Am4XfluD8QC9151jT9wFrjrOv00sU3bOnj828flrw5/VXXQtq18\nevxBeeOsY/JTx4+bVzCBRWCpz5VOp5NXrVpVc1x35czX19fg2k6dOsm///670X7mzJkjjx49uua4\noStnoaGh8vLlyw3a3Nzc5P379zf2VqwCS50HAstlS9QW2eleJ5nZ1Hy8QrzkLVFbzC2axYCJV84a\n63OmBXZc8Tn7E/ifLMvRkiS9IEnSC1eueQfQAB9LknRQkqQ9t2A7CupgELGp16N2yqf0QCZb9p8i\nOHg2ISEziIyMNa+QAsFVyLLMypUrSUlJITc3l/nz5zN69Gij106aNIlp06aRmJgIQFZWFps3bwbg\nH//4B1u2bOG3336jtLSUd955h8rKyhuO3717d7755hsyMzOprKxk9erVlJeX06FDh6a7SYHAilm+\ndjkF9xQYtGX1z2LFuhVmkkjQ2FQaR2RZ7iXLcpAsy91lWX7vSnuELMsRV74/J8uyhyzLPa98+jWH\n4C2RG21PGeQ60+lIP3+Q9NgcLti3Ydeu2URFzSM8fFuLMtAavGXXyrAmvUiSxJgxYxg+fDiBgYF0\n7NiRGTNmIMtyvRxl4eHhPPTQQwwfPhwXFxf69+/Pnj1V73ddunTho48+YsyYMfj4+ODu7m6wXXot\nZsyYQadOnejevTsajYZly5axceNGXFwanx3dWrGm+WIqhE5qKZHrRPzH134trhTBZubipn3OBKZH\n76bn66NfXznQc/qr33G9+Co4FYNdBZQoiYubz4oVM0XFAIFF0bdvX958802DtuDg4JoVsmokSeKV\nV17hlVdeMdrP008/zdNPP11zPG3atBuO7eDgwKeffnoTUgsErQM7yc5ou1qhNrEkgmpE+SYLotoh\n8VoY5DrT6XArScSbYkhXgXftG05xsbIZpTQtN9JJa0XoRdAYxHypj9BJLVPHTCXw4JVyTPqqfwIP\nBBL2RJj5hGrliJUzK8Lf1Z/US6mUV5Zjo9PhU55OIgrczqi5oC2C844AqNUVN+hJIGhZjBgxgl9/\n/bVe+/Tp03nrrbfMIJFAYD2EDgsFYMW6FRRXFqNWqAl7KaymXWB6hHFmQdQNfzeGSqmirWNbki4m\nodfruU1VymG7XLRn3bjgU7VyFhg4jbCw+00kcfNzI520VqxJL/Hx8Te+6Bb56aefmn0Ma8aa5oup\nEDoxJHRYKKHDQoVeLARhnFkZ1Vubev8BOOZm49vHmZ5lR8jvU063y6cJC7tf+JsJBAKBQGDFSLIZ\nimZLkiSbY9yWwLjvx3GP/z1M6DUBfH2JC/0fp9rYEfFYBT/ccYe5xROYEUmSEM+VQMwDgaDpufJc\nNVEm7xsjAgKsDINcZzodaod83FIqOSfqawoEAoFA0CIQxpkF0ZC8O1dHbKoV6dgllRNfVNQi35ZF\nLiLjCL0IGoOYL/UROjGO0ItlIIwzK0PvVicRrV6PuuQ85edLUCsUZJWVmVc4gUAgEAgEt4wwziyI\nhkTI1Fs5u3CK4sRiAu3UnCsqal4BzYCIGjKO0IshOp2O6OjoW+pDoVBw7tw5AMaNG8fMmTObQjSL\nQMyX+gidGEfoxTIQxpmV4ePsQ15RHkVlRaDXo0yOw1ZjS9d8lfA7E7RaJEmqVwrKkvoTCASCxiCM\nMwuiIXv9CkmBv6s/CRcSQKeDhATUejWdsm2Ib4HGmfB/ME5L1kt5ebm5RQBoUT6cLXm+3CxCJ8YR\nerEMhHFmhdRsbfr5QVoa6gAVAemKFrmtKbh1InfsIGTqVILDwwmZOpXIHTtM3odOp2PhwoV07doV\nd3d3xo8fT0lJVbHlmJgYfH19Wbx4MVqtlgkTJiDLMgsXLqRDhw54enry+OOPk5eXV9Pf6tWrCQgI\nwNPTkwULFjRIhj179tC/f380Gg0+Pj6EhYVRdhN+mnFxcQwdOhRPT0+8vLx46qmnuHjxosG9Ll26\nlB49euDm5sbo0aPr3ev7779P27Zt8fHx4Ysvvqj5bUlJCa+99hoBAQF4e3vz4osvUnzLh9D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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like we are shifted in our tidal predictions. Eyeballing, we are 10-15cm low (pred_all)\n", "\n", "How do means, maxes and mins compare for Dec 8-12? Look at Annes' and DFO" ] }, { "cell_type": "code", "collapsed": false, "input": [ "t1=datetime.datetime(2014,12,8); t2=datetime.datetime(2014,12,12)\n", "t1 = t1.replace(tzinfo=tz.tzutc())\n", "t2 = t2.replace(tzinfo=tz.tzutc())\n", "\n", "subDFO=np.array(DFO.tides)\n", "timDFO=np.array(DFO.time)\n", "indices = np.where(np.logical_and(timDFO >= t1, timDFO <= t2))\n", "subDFO=subDFO[indices]; \n", "timDFO=timDFO[indices];\n", "meanDFO=np.nanmean(subDFO); maxDFO=np.nanmax(subDFO); minDFO=np.nanmin(subDFO)\n", "\n", "submine=np.array(ttide2.pred_all);\n", "timmine=np.array(ttide2.time);\n", "indices = np.where(np.logical_and(timmine >= t1, timmine <= t2))\n", "submine=submine[indices] +msl2; \n", "timmine=timmine[indices];\n", "meanmine=np.nanmean(submine); maxmine=np.nanmax(submine); minmine=np.nanmin(submine)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'DFO: Mean {}, Max {}, Min {}'.format(meanDFO,maxDFO,minDFO)\n", "print 'Mine: Mean {}, Max {}, Min {}'.format(meanmine,maxmine,minmine)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "DFO: Mean 3.13881439722, Max 4.77, Min 0.681\n", "Mine: Mean 3.14256752577, Max 4.762454, Min 0.683941\n" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Differences: Mean {}, Max {}, Min {}'.format(meanDFO-meanmine,maxDFO-maxmine,minDFO-minmine)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Differences: Mean -0.00375312854856, Max 0.007546, Min -0.002941\n" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "These differences are so small and are likely due to differences in timing." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Effect on tidal corrections" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look to see the effect on the model corrections in the storm surge preditions" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from salishsea_tools.nowcast import figures\n", "\n", "import datetime\n", "from glob import glob\n", "import os\n", "\n", "import netCDF4 as nc\n", "import scipy.io as sio\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "def results_dataset(period, grid, results_dir):\n", " \"\"\"Return the results dataset for period (e.g. 1h or 1d)\n", " and grid (e.g. grid_T, grid_U) from results_dir.\n", " \"\"\"\n", " filename_pattern = 'SalishSea_{period}_*_{grid}.nc'\n", " filepaths = glob(os.path.join(results_dir, filename_pattern.format(period=period, grid=grid)))\n", " return nc.Dataset(filepaths[0])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "run_date = datetime.datetime(2015,2,8)\n", "\n", "# Results dataset location\n", "results_home = '/data/dlatorne/MEOPAR/SalishSea/nowcast/'\n", "results_dir = os.path.join(results_home, run_date.strftime('%d%b%y').lower())\n", "# model winds\n", "model_path = '/ocean/sallen/allen/research/MEOPAR/Operational/'\n", "coastline = sio.loadmat('/ocean/rich/more/mmapbase/bcgeo/PNW.mat')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "grid_T_hr = results_dataset('1h', 'grid_T', results_dir)\n", "bathy = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "from salishsea_tools.nowcast import analyze\n", "from salishsea_tools import tidetools, stormtools \n", "import matplotlib.pyplot as plt\n", "from dateutil import tz" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "t_orig=datetime.datetime(2014,12,1); t_final=datetime.datetime(2015,1,31)\n", "path='/data/dlatorne/MEOPAR/SalishSea/nowcast/'\n", "files_all=analyze.get_filenames(t_orig,t_final,'1h','grid_T','nowcast')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "def get_new_tides(name):\n", " if name == 'Point Atkinson':\n", " path = ('/data/nsoontie/anne_tides/')\n", " filename ='{}_atide_compare8_31-Dec-2013_02-Dec-2015.csv'.format(name)\n", " else:\n", " # Tide file covers 2014 and 2015. Harmonics from a 2013 time series.\n", " path = (\n", " '/data/nsoontie/MEOPAR/tools/SalishSeaTools/salishsea_tools/'\n", " 'nowcast/tidal_predictions/')\n", " filename = '{}_t_tide_compare8_31-Dec-2013_02-Dec-2015.csv'.format(name)\n", " tfile = os.path.join(path, filename)\n", " ttide, msl = stormtools.load_tidal_predictions(tfile)\n", "\n", " return ttide" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "lats,lons=figures.station_coords()\n", "b,X,Y= tidetools.get_bathy_data(bathy)\n", "name='Point Atkinson'\n", "\n", "j,i=tidetools.find_closest_model_point(lons[name],lats[name],X,Y,b,)\n", "\n", "ssh, time=analyze.combine_files(files_all,'sossheig','None',j,i)\n", "\n", "ttide_new=get_new_tides(name)\n", "ttide_old = figures.get_tides(name)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "\n", "\n", "msl=3.09\n", "\n", "sdt = t_orig.replace(tzinfo=tz.tzutc())\n", "edt = t_final +datetime.timedelta(days=1)\n", "edt=edt.replace(tzinfo=tz.tzutc())\n", "ssh_corr_new = stormtools.correct_model(ssh,ttide_new,sdt,edt)\n", "ssh_corr_old = stormtools.correct_model(ssh,ttide_old,sdt,edt)\n", "\n", "obs=stormtools.load_observations((t_orig-datetime.timedelta(days=1)).strftime('%d-%b-%Y'), \n", " (t_final+datetime.timedelta(days=1)).strftime('%d-%b-%Y'),'PointAtkinson')\n", "#obs=figures.load_PA_observations()\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1,1, figsize=(15,5))\n", "\n", "ax.plot(obs.time,obs.slev,'g',lw=1.5,label='observations')\n", "ax.plot(time,ssh+msl,'k--',lw=1.5,label='model')\n", "ax.plot(time,ssh_corr_new+msl,'b',lw=1.5,label='corrected model - anns tides')\n", "ax.plot(time,ssh_corr_old+msl,'r',lw=1.5,label='corrected model - my tides')\n", "\n", "\n", "plt.legend(loc=0)\n", "td=datetime.timedelta(days=17)\n", "win=datetime.timedelta(days=5)\n", "ax.set_xlim([t_orig+td,t_orig+td+win])\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DSBYqVJhOTk5cvnz5E3/+55+T6OCgs1w5MuS3r4gQcN6ReRaO2jpsNZGUqa1CCGHDSGD3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\nmy5dW9HeI5IODjo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4OH0BNcdw1KYRqhJrgQLqt25GrF9PAuwEdUP+8oAnV/ySqYNpc+Hu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\n8b1F7cXzOoUy47Mt5H5UmVckiYiIiIiIy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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "def interp_to_model_time(time_model,varp,tp):\n", " \"\"\" interpolate to model time\n", " \"\"\"\n", " # Strategy: convert times to seconds past a reference value. \n", " # Use this as the independent variable in interpolation.\n", " \n", " #Set epoc (reference) time.\n", " epoc=time_model[0];\n", " \n", " # Determine tp times wrt epc\n", " tp_wrt_epoc=[]\n", " for t in tp:\n", " tp_wrt_epoc.append((t-epoc).total_seconds())\n", " \n", " # Interpolate observations to model times\n", " varp_interp=[]\n", " for t in time_model:\n", " mod_wrt_epoc=(t-epoc).total_seconds();\n", " varp_interp.append(np.interp(mod_wrt_epoc,tp_wrt_epoc,varp))\n", " \n", " return varp_interp\n", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "obs_interp=interp_to_model_time(time,obs.slev,obs.time)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax=plt.subplots(1,1, figsize=(15,5))\n", "\n", "ax.plot(time,obs_interp,'g',lw=1.5,label='observations')\n", "ax.plot(time,ssh+msl,'k--',lw=1.5,label='model')\n", "ax.plot(time,ssh_corr_new+msl,'b',lw=1.5,label='corrected model - anns tides')\n", "ax.plot(time,ssh_corr_old+msl,'r',lw=1.5,label='corrected model - my tides')\n", "\n", "\n", "plt.legend(loc=0)\n", "td=datetime.timedelta(days=17)\n", "win=datetime.timedelta(days=5)\n", "#ax.set_xlim([t_orig+td,t_orig+td+win])\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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FM1XxnVQetZcaIqHamZJvIq0YBL8FwG33yTfENhwDvgd8Ehba8uvg0crZseb7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8E26LkEujt69scNM1HVUleSF1UF521iMttkURjtzApSCAX5RWLoZJZCkhy2jq9w+V213jXPUgmK\nigGXL5UxX55/2j8+uANYMqSCdlYFCHXneNInALvwa9aUzZ3VCQVwZe60dJd1DnjuuSEL9MkXzFEC\nJR3Or7F64tPTawRegyU6PPvqngrUDJuhsJa2rk/vs4kEEprjoAmrbFHhOnvffWhyn0Fn+rlceVFV\nYvf2D9htKrrw/cMBXqZEq3VJ5iUzlbiClMaqOYSGiyOi3cWcCuU59meFncXPKvy6WkPkGySB4tvC\nCNybSXhnKQkGuy1138Gemkv9YTKucJXYKytTjIGmI4HTRNJ0KVP3VE+iKdvvi83JDQNDfIZ4Zu9f\nWHgrnRnR+1xsbG11AWyzdA8vHVGhZ1on1pRuZlyBNdcSH1j3PKLcqMQsDeNqqHtCJZ71qPwaf+iH\nVJtFYV6++fQ5Fujhi+9ml5iB7gS53XIszzHPWRTE1CJd9ksSL+uikdqtr1LHpynIhF4P/jt+7ab3\n820JuIoMx/aNXSJyHCLC4HhD2NpVjmWnPyA1DJ7K5suCem9sGAeXZWHLgqgvL6hm8Zmsbmu/g0FG\napuEhoIGDsIAszDqo4BrenMYsY5ZBktSzVJ6WgkBNnXJPC00nKnjCkjOwsoCnlSO8mFILY/wdZuG\nQJdqjj11HDJJDdtl7dQpDDKCMMaT3zPPnsYhQjenz2dbGrksWlMgZp1mi3oWE1geqVS4hhMOYVDc\n20zAFTZ71PB5pLNNVndxZkQuUnlmhZFwhIJ/xa2zwADfrpHW3LkqlJEp6npbMi0NyWSauUZybWxo\n0lenGR8tkqmAKzYNxbR3zDDThEh69Yps9/ZLV292iLpOP8CPlaFNbRunROhwdgSBqnAVQUKk2ZUY\nrAqogrVcA0s9z5dKdLi+78YWO9yGdpCS59CQ75686w7cJanOzhjdgrGvCLi0gw65OMTu8irI+yuS\nHMUws2yse7bgjQKusGB4lHMHM8xIKuBSc6km1M51hmhSSVrYUA6RPqHV5he/IQGXt7SIh88CPSJZ\nG5mhzyVehpL5jfMcNG2USS+gvcsnT6lAYCbYCAtaccsasRRaYTqivX/k+XMkGNTc6axiXuhiOdZI\nZ00LU4YC+UnFichmKlxFwKVYClXiqSfZsrPXnwPg/cFDzI4RO5jOSDi+imZKrW6QCBQzNUwFt6qw\n0RXisQU9v1a1wpWlhFgk8kr9kuxg2ViQSlq+uopDyOe++KVKx9mypjpmnRoBWT6/p7zllUc4z738\nyPDzI2IXJx4Hal4JHLkzCNWesKicfXfok+UZjSxmoDkMY0r1+Aq4i3eX6nFcsJVjZB6O7ZnVmme9\nKgKuhTPKsbMks16bqGp5Jc78CDoujpYtwYU3iZSY0eRJEiW90G0OcYQYqWBf29hThEdDPA6b0/Or\nqERHWQaOIwml47OmBR20VXcINadywGUI5NxpFDIP1dgNrTwlMVT/IYBWQbS7CLhSU8NbX1btBtpN\n29vVcZKwMuq20oOs6ETqMne0U4oNORuoZzvZnF82XPFjNOmxrbq+XHFS9XWVVAvb85BCT/bEG94C\naxxy+UVp51i2sesFNHA+UKsnPn3DI641WKTLixc71Blgr69iS+Iln9mLalLpXzl1AoSqvQi4bn/9\n60lkoc4Gaozsrk3uKZKtZsvHy0MiyxpLdMxcZ1EpM91C2FolnsxIJVBeilR2YTZwKpBKliCeCnbY\nbFgIKUtv98zelw4jEgxc2es0mbutzmDUoVoWcBl5SqrrmJKUnGwxccTeL6ThFISvOHdu6BhFwDmx\nLqMIdna+ykMP/fj0NU5UCxE7H1agXNcKXdLFmjAbR4QV9oeRLI7j4If56PNxc76oDjZOqyRD2puf\n85O5x2si1bt7oFoYOq6ycSc35qH64QRkcyEJidOYKIpYlHezxiFObXHuOCNQ677fWKNBn32B6Pq9\nhF/j7970fr4tAVdBo5loGYd7yikZVlCO74s+S3cwINUNjBInY7IvIZMKVFF2dJZqxJqJPUMjPexJ\nJtqyWHntaTx8DrvDsaiv4xBhw4w4XQER0mwLU4xJ0BngZjE+Nq4oi9fc6cCpoFl2Gw0a643RNdYI\nCXRrVEJPZzYHTa7HsB2WT6oALxqE1IRSPVtQkyGc2fjMLCUVqvlU2OCa1w+oJxGD3MLPNJXBnchY\nBeK0ZhJwaQJF5FAZvf1eh9S1cGewx3lBES73XECswk7AEl1Ct0Zs2iM61NEzEUe+gBSaBRSuF2Bc\nG3833hkvsDxXzkJqjjfDzHNwCUmPyWRaeTLqKXIWiszi8Q6DnSeEWqFppgKuMsduchQBVyKwuUi3\nKtGnFkKM7nINDIMEg6zECP5Y+99xG3v8dPqvaTahCLfXT59l43ZF8LCyPA2/7UvAtW9LJafZZ3hV\nQSNi20aTbJ0/U5WwtTGkUF9q4BGwTJtY+kZyyUYOZgI1iwRDsO+N21ZG/25KckErsngTm3EhUFk4\n+vUTq+goso9EzpfoJubMeh5tFBLgBpqNHcYjcUm7saSC+wmhXIC6q65v7fYToz4YK8ywio3dVYkX\nz5o2k2N6dxuzUVTGklEvnSa9nMmMozHqyXRtcsuUCpf6rXfY6v2c1+5mdugCzfEaHtEtaKboWUYi\njmNiKM2UKseZaUKiGew2FWIgKBHrLRuqwmVy9ZqCv3R2D445Qq5TNvHAqyu2rKCa41pkTdtmnRo+\nUUlQsiTClH+HX6fbFfhzFBFqFr7h4BHNwSy7/RCPgGBBKlVhzDAeUs9jhpqjINIlgZomAXwuMKki\nsKtNQNPr0Tycq5BeqJ0+IcdJhWvCpnklPWOmnqHVHDCMKdr/+oRwrzYD9Y1jZUMTTRvBvzWpqDlS\nacnQOZxxPkcwJXssmNyboN/e25vWtRldo6BNFtaWCA0HN0sr9XzoUiXwigpXv0L2HbAEAVFUngmO\nP1dBI776+pM4Sw21virIeBSC6LWVBSLDqhxwFWpua29S5DLaoNr60uUdGNL3NCv9cdRwY9WH3BN/\n4uqz80m8mkCOWouLrHFI67JUhdZrZGI2Xymh1m5kAwZmjd1ByBIdzl9S2o722jqOJHuzYHp9FbpU\nyydPqLlr1UaQQup1XLGps0ih/5+3Nwu+JMvr+z65nFzvvf+tqv5VXdXd1T0LM/QMg2BAIAZoxGYc\nIIQkJPsBP6BAoXAQenAgyyErQo6wZGxLhANLKIJAIUKWHYogTAhskDAgTWMNGiRmWMQA3T29VVVX\n1X9f7pZ7ph/O72TmzXur6v8wnvPS1VU3783l5Dm/5buYQpcKPawowCfn9CjTCAjfx5GEa1joOnpH\nr0fLJNGS5LW2NHCWKSl+W2ReDqXa5T10pICm5P9NEl8YruogwbOygrJxCGT/M+/35WnXNo5ZXwcU\nJZXtoARSWPVMyw2VYVRlK2u48dtsXBtXYrB+HPlQ9OkODj+x8lum6+f4invv6Q/lV+hwWfIMRtsT\n1CTSe9gVuF+B3VBjgVLklsNVraFqyRNG0uAoBjw76K4R4K239Ht7fJowYs481snykGIBEDmd+Nak\nTjhLzkjTgonwiD0KdsL1LrISlEK2dZ2YBafii/v8u3+49tnh+LIkXOZiVRRSSfAyNGbdNEzr2x1p\nzf9vwlv7jF9XXCDGgwZaJwmINwnIcdc4D6ksVLVSWJEmX17MMzhdkKFE6MClHBgEVi0W2EWJyEN+\nmRBaJZntYUvQOuR+GUiSG4bceFEI/FZFRErmqrYSxLBdajpcyscVD4nz0zNiu2JJAPKCJYMKi9MI\n1AQ4X+pNdPr2OVGdMS0tLuaprg6ddQuMkQltJEEzMBU11UH5J174sIYGDgRPWo8xORcTuCZnS7a4\npIxG+rh6mHDpDdWVCrwJXMtFSvSwR/rsBXtVpeEwWa/a6V3bEj7a05Mgv5dwhUJqrxbPXmCCpmi5\nX6XSYiPZEwj6ZsznmgNi5npuXw1SWEmyY4xMMzw+Yq2SZOsajiq9+HycP+DgACwJRoKtXbakkuNb\nA7NJ6b7MhUyuLjNceS/d7W1s3+DGVzcCX+nrBti7q6tM+xxiSwX5WIoiBz0vJdCLFbIhhTeut38f\n39bX40iVs+xtjobIiwiwTMWjaospjXSgGsdu8d9mZFI4MHM3aVz8rMTNewmX7RD6q1VrW+axPxlR\nSpLnnlZ4sqm8+l3fpblfg6p8I++l8j3uiaJRc5yQG8ixvAOHX3y4+bjA57kPv6h5pLLxzacastU0\nG3xGJPAI45DStlfENp42zDsGOonwqqsdZ6c5aWnjyZpzVYJzoKBUCkfWs03Fgk3DdCKLQG/gH/sT\nX3+136tKKmwWbkDMgsUwwQUcIT2/yD0eip9WUBUkdkDmKAKytXvy4B1dJj0QSLCf5czzOTGac6vN\nvtcDBsO1sycjDWuVYlQkydISv61Ur5yjPN9gf1/Oryavcka9eTfy14/zKGnkXUnx8OuapmmIe8Ut\ne8DLMAlX5ditwJESUYUw1yq8Phmn01UoTSFrpaVcrFCMraUz9oUvwP4+/JW/snaKTGQufOAjH2RZ\nOoTL8pnrJ0CgLArL5fr1ff0OXoEfARpyXjpum3ANO/2bhvE7cmK/7RYOC0+bxli8gV7+6g+RofDK\nq/l3mY5WfEc/b0vWvWfxWZxUv0/2dd0Zy68QQwGEZU7iBO3zrjd0JuMyJbEDij3d4SqO9Lzyd3eI\nd/SeMRSxAIiqhKUTUMYhW1zy3oOMmAX2aIQv/mTNoHBtCtmmI1WGYxwjiBbHhFIQtQZFhro0kGwf\nS+bV9EDHMqXndYnKsFAuz9IOXHI3IKxz0jLFzTISPF55SaswKnt17d2RfXj/rk6M2y6NzKlSziEb\nNA8Mh96XPdKRRO388Kz9zCbhOMNPvybJhd3797bDVSekPZ89s/ehbEr5wqxnRv3Fd8V4vFlNVErZ\nG93A6wqVV/DvMsljPNlitL+HR05yhaLGKLDJ8MCyKEVsA54953Phno/2dTFqU1HjuNcI/fdf0P9z\ncZYSsyQTdcNmQzJZ9t6frWbO8eyCrNQ89XacnK0dp3IRitnbZ8Sckwv9/x88/OJTrwW+TAlX3UuA\nauOGPXs2odpgWNU4pKhZ424A+BQcW1KJlEqVWWTVOGghOP2RSfWu9lwIA1wqLs7neAINBChwcQed\njMKo1nguviRc2WxJYFXkXti2Zq1BgOZLIOjFMdef1x0Ip6l1Vdb1utb7YKGwTaLmhzgSxE3PL4jt\nitSNsYxB3nxDwiWLh/EXKucZMSmZ41G5SvtQ9YLr1tRZOg9m4wlmOuHy9yIqpQnF/curJMgw1RWM\nIMXZnDEzmsmIyl2vCDuN7nCZhMuIFqSXM65fdNPS6fEfTLAwn3bfVQsf7fIZFVBFSS7BZ7QlL+EV\nIDFeU7QdrloSzmeZ1Z6fTTVk1e91uDZUqIfDGDGOr+uqrobBrc7B+Rz20YvKTQ44Pqnaips33iY0\nxqqDNr+p+n3s+7VMfZTnLX/FHo+xRVFqaJro9rok3/TtnwLgFo9RpoOm3LXjDE+kdvS/7dy50/7b\nR79BS8DbMs/68IfQ1+duKqNV3BVYtu7oZG8+K9Yghe2mY4wfUYRNgSeQEUspCty2U2SGMTB2PBdH\nTMuDvMErCxLLB8sitxT2MOEyXV1fYcl8d4q6NUwO94XLOQhQZpKcZmWG5fs41CRzs2bpY12qNXd7\nsw4E45jRTb3JpcVVOlUVlczdrLE0zPMKHC6j9KaCgBrrygmXaipyR6EkOa6vwgkAVFGQ4lEHnoaq\nXVEMwK9LEnysyVgnABvgYzulDjQsGu4d6j8Hog6bOYqQlGRAKL4wyIpKQyT9pJCEKyN1PHJbr2dV\ntRoxmQq8FwckVtCaKke1TgwvrXjtfQYIhVO6e/euPr+gZpbNiD3dXc5RRPb6PXGoqGWdT/EI6oqs\nyojJOLUkWR4ID6RpJRwuhy3pPO9cE8EjSRgUJaePV6HcnUKvwyIv8cl59K5ehz7zWf1vv/Ir610h\nE6T7o5DMVgRNeSWxDZeGwnKJoqhNJq8ytCCI04P6XgHKbZRZfbdNApZXUNg0nKri1SkAACAASURB\nVCZvFLAsbfwrJlwIx8i/pdfFi7fev9Jhrqzhal8nXOUVOZJxmZE4PpM9QRok63MpLlMWdkD8/D67\nnLUGy3c++hEiKVAOVZsBgiYnd12YaEjh4wcOMQvUZNLxiQcdENNdMSqGuScGybYCpYi3jCXK4Jmb\n9yv027gmOSqJWJJgE0iCZw8zGdkL/TjUIlt1SVImQgVR7N3RwXzgqpXDDKLKi0daaVj2D7MeLkVM\n6/jxqjCN29RU2CgpWJmCimkyzK0QRUE6MPNWdUlewFe8omX7A0Fk1E3dUjJGLJkuuoTAkkuNr29x\nT/B006Ouk/b5339Eg8V/5/4PK79VG0hhoNq49SpFhokgmO689BK1EczKn/2OafExia1tG8XV9pTZ\nPY2ScCcjEvyNSKH5HL6fX+B/5q/zudd1ATSRZkktvMV6A/+wlhzkMpgwYcrDkykPji+Z0CWnzVA9\nCPDyhAKXmeUyYsGZJFyjq3Tun/mJL8GoZSMMRhG1VP0XA0JkUegK2Vs9gRlzk4LJiOWi4HNskDNt\nSk4svSCEojpTnurPpdZmUYVxqF+Eyf4etlTh52dT/LpqE65cjEL745pAhW68cKvlypSzjKAuyB2v\n5bPYgw5XHIsSXxS1HaAg84hY0kQRgQSYww5XbSAqtoMjxNXZ2YUWv3BDrGAzf8ZtukDLE1VEN7GJ\nSSiU38qnLnoYcCXB8Qtfqas5BqayU+sM/4vFCaUkXFnvNI2yYkvFkURNXWpluusfeJ7SUxpi15uP\nblNSYmNJJ8YkXPPzM64vuwXTn/YI4AYO43Tdm8bXSdBQOGQ4vKZoOUWjXVGu2rDxDIdP0XbGGk8H\nhIvs6QHDTNrewbUt+RkLP3u20MGWJN4vfFhX3HJc3q1WF/PFQkPsQHea3n18iWMC2ygiesImV8ni\nEn9YP984zwhNUhbHFKKIOTtexQW5ddnygGyBVlznhJOZCHbIppD2kv66XoV+bt2+3X3htkCEpKNW\n9eBj1wSKNb4m3JleZ+ybv/sbASjRQVV/GLiTJeeSWTqwU0VOaksV1XKwB9AxA/mzfa9NnIIKwrQk\nxee1114jtxTuIFEzthO1beEJb9MrKxYP9UZ3LlLJQzn1XJ6B6zpY0kE2m5ypXkcsGSKMLMPNiUc4\nse4CbermDIfT1BSmO2s5uuhwhQ6XotLrn+9ToFpI9LOGVxcUlttWdrkCfwa0KmJmeeB5eBR85t/+\nxpWOizzIbI9gd6LvyYb3ebvSG+YWl7x/KDYIWc6ydskdRUiyAq0GWMj7W7s2CwKiouBsPmPEktT1\nWyW76eC4m7f0fL390vOaRygL3qguWOCTsVnl1Jc9Mdzb08lVWXOyPGFUlSRuxNIOiTYUedymavms\nhesTeDXTdMaIlHNHrwOjaDWInE0TXQxy7Jana0uFOq7y1sR28XC1Y93C6X2XVNaxs/f13vCZt8TY\nOVzHFDayDgWRDnaNYfKzhlN3ojsZHsEVOIum0LOYF3hiHbK4f/6Mo7rirx14XeFpg7DEcFSyPwdb\nkbaXuYI9CYAtHa14XydczhX5LJ7EB66gGGYHp1f6vbjKmJVOi36wN3Qk4iJlWnl81bd+C4qS59CK\nzNu3nscXWNYmLqeqShaLGndniy0uuXg0YsSccHe7/b1RuMoxryVxc+Rej25JQmeUjiOdcNnDQo/h\nVIU+sezhxXlFSMLx8Yz9lzR66Pr+KirEII6i0YjLtCRsMtIyxa8LEhRvnulrLYYF2B7CKLc8XIGZ\nxrLP5CK2cTpIuOymocTGN3uDhCuGyzV3zBq+ul65lLogIjGp2cOzMsOXgsuYGRc9KKnpyk32tzt1\nx973/uI/+nkA/uv8Z1Z+60x0FY6PTkDiwWGxddMwaC0/HrcCeFfpcLmlRoGB4SHrc+zP+UeP4Cu/\nEj772e64Ft4/GknhZf23ZrOGX+AH+Ov8fQ4P9XofCw3Cu6UbHAbu3R+1vOOzyTUmTDk4XfLoZMaE\nKYXhPm+4J36WsLQC3n6o581C8o3JFfj9X5aEy6h1RVtxC4GYDwifv/Vb8DM/A3/uz3WT13TGwi1N\n0BtyNwB8q2KpAhJ8IgkmLAmIGt/HHoUoZzVgcGSShjtjbAlyF2czqZiaSbHe4ZKYlHhrxPuHYn53\nNCWoc3K3Ix8OK+J2WWr8qt0pSgW5ImLJ9ZdeQMmCdPFolfOQCUQpK2sceZkWl3PiOidXUQcDG0Dj\nNJRIn2wonQg/i4lZUPrBRknutnvX47mkls916aZs3dym9rSCU9qbu9PHetE/kPuBbZPiE4ivwe1X\nPkhSsXZc6NkUXvdbnqgb1vdTbvQ6ff5prwuX6w21tHvTVu7d7PzpSk++VVJL1TMWaEXoqKcdAkBA\nTiZBzaXIRb9379FTjynk5d55UXDHtg60nsVdcGVD27qmF4kM1RJ1zTi6mLcE45sc8N6jWctVIooI\npVMz7K6Usrh4d/R3j7Ks44XEMedSADm8txpouY1WTgJANhCAkQhhtF3WHnwszxvd4TJcO6n06YvT\nx10KX+S8FzSYOWgghWHPgNmWAke1YR3YmejvNN1jHfyUqCRj2UgnzbLXZOENnNH2VduZDeuasCjb\n4wrLxR10hS7EOuH88gIl91uVNbX4NVlbolw4KLyYiq0/CtuEs+3i54JVZ84bb6xCEY0Iz2R7l8ZT\nT0wuhsOpy47LadtX5n6pRgueKOkMDufgE4+rSwrHxZPAaUiWf+JxeUZmecwlQbtKdwEgqAsyJ5BE\nrePD9cdupZOALaY8PpxTNzVRU7C0FNHNa9q+YdAFyc71mqO2Y5Z4RFXJ0cWCmAXB/g0KEVo6H55n\nW0kPNF+p1AnuyCpYOqG2KNkEKTTzUikSKyQsaw4Xh4yqnMyNSJwnJFy9Dlfu+Lr4ONUcmlmo3wl/\nsIfN5T1fsUKQwC62uueVHqwGkRN592+//HxrNVKI8tnFpb6mtNwQsJl7Mg5bC49nIQT0PanaYkFq\neXjP4M2CLsjp7m/ddqrsK/ABTcHS8jsPuewq3SOZr+EkvrIfJIAlG6G/q9c3p7xatd+ZJ5TYqF39\nbM/effyMIyArSmJSEke1hSx7A+dm1CQsLB/vhkYSvIxWrNy6cQclBWpnQ8LlU+hrv76DoiQ438Yn\nJ9ybcE0KZqN4lQfT9DpVAK5A6BZix+GJsnLgrkLA95/Tnb3n7t7hK7/2q/W1VK72aXQdfImtqsH1\nWSI+E04iClsRkrHIEoK6IMXFVkZOfTUoN0gl2/PIGhclnCpHOuKlCH6soUKamtJyGEsBMQwE6i7I\nqoWjfdQWg4KUoqS07dYmqMnMe5W2Yl0j5lz25mbfG9Ykav2EayIF66W1+gxMQaGy6rZRMIwjx+Mx\nP/ZjP7bxnli+D0qhKEmusM574oMKYIXeRg7X5z+vvUW/53u6v1NmzkWRRhtsSGoOe4qiowMdd+5I\n0W9LBIyKyw3xoRTM3plVbHHJ0cWCx6dzJkyZj/Q7tol2Ul7MyRoFRsdB1IknV3j/vywJ1yjSwcVH\nP/FKCzcZSpNeHqb8C/4sO486F+dQyIwvfOhFStvmW1k3FgztgnoUMbdjJlIF8GQB87e2dIDWDCvb\nEmgpF1eggYvzuYY7GM8l1jfH2pDlA4+ZSOIW53OCuqBQPtg2FTbFoNti1Q2FqMPhedRYhLlDxBIr\nHuGL2EZ+uYqztSXQ8cOY81TM9t6/aBOuUzH4u/fH76wc51YlyVJgSIK/DjJtklwFYQsD63clSuNB\n5nVJSGKHPI9W8vu+7/1OZnNR7+qRpU3Vqa3KoH2n9hudqEU3t5gttcxyknQdnj7sETp1w3Bms1OU\nnDOmxiJe9pLCrNbVWbebtpaBgDxDsUlRthC/kciUb+3GTztEnxcFrgidFLaNT8bRydOTOyMSY7qS\nJuF6VrBrqjDhROR7bcUn1Kq6zun5sk2C9zjj8PEUxyzAQYAjm86wGlkLsTe+ts3CDdkqEqK6bA2M\nlVFGGiwwbl21kMJ+whWKL4YtSXOfcJsXtSRc8nxHPQEP6XAtJOiY9cw7TafKEbhhdPNmd5z8du3Y\nqOFiLbLinqwtmQR2YVW0iVO1ocNVSYDueBpWUeIQ1DVhU5GgePXVVykaB4YbsWzgfhR0VcyqBtmQ\nJ8/rQGrI5bSkOhjGURsQZgKFVdI2HjPn8cPVdUBJgSGIRm1VsV8d/c3frPmN31iHaFtJ0boDlI50\nuK4gXW0k/W3b1mqtVwh2QRI1R7Etle2rHmcvc5JacSlz9PnnPnil4/wqJ3N88NfviRnX6q7DsXh8\nTFIkIlbkUfta6WwIicnk/Q22xizwiOqC+8enxCwgHhHtazXFsl7dj4wKpef7LEoHPy1Y5Aticoow\n1obzzoaEqxCunW2T2iFRVXE4PySuczIveqLojtusJlxBXfLodMqIOdZNHTi7g8KLgSDt3r3RyclL\nYBdXaevDVV+sQmnMXhRORthmXRPuU312yd/k7/LV2bqoAvL7mn+o18GrGCY7dcdDNh2uZyEE8twg\nIJwWaeFcQfzC+MU5oSIRiPy9P1wXlhiORuIILxqRO+rKCVcl80tt6wTCQNSexWfxs4wlPjtSiHKe\nIJHdH0fnulCQOB6BFF/VoGNd1iWjJmVh+VjX9Dl9CM1H2bn9QVSojxva5DQN+OTktkP8nN4Pbk11\nrPf+5RGh6XQP5uD0UBdB5kt932eyPxxKa18JtHw8GQgWmLguDFpLg+o8wyen9ByU8XgshgVvfdxo\nMiJ3lQiG5QRNTmq5fOKjH9FfPxQt61E6Mlz8SnMk7VwX0Gsp0uUDrqpy0XB68dI0XSHDJZuLzNWD\n91ahpCbhMobz5r6tJlyLlUJPF7c5BIY72ysg7aX6Xi9ZjXVMl1FFfuff1dv7q6piPp/zEz/xEyvH\nOYU0DxynK7Yur1DEqwoyEUjzr2lEQlk2K3NetOxWPABNLE8YklsKz15/n999/c32zzdOdLGykns0\nfkHbNy0erXOxavnMkeVpCfizJUfnCROmpNsafjsdKmUi0HlcHKFv5OdL0ixlfAW17C9LwmUgKXu3\nrnP7K+8CYA2qpv/xn/5T/iy/yP943rmX+dJSevFDd6kk0Bp2mb06p3RdEjtopXpVVVFh4/habGMt\n4ZLOmeUrXn/zbQAWp5daIIEOguNbg4Sr6BKuQPy0ypmWJS2VSJLirnEX7Kojr2NZpFZAVEBIijse\ntxWkYWfMkQBRhSGZgaJclMR1RunHWIbsOCDPtv4swEi6OUGjieU7t28TGIx07/LKzPDTuiRorsbc\nkOB+5+WXSGsLj4LZZW/DlBfCKAsBZHbAbfTEH724R6kcbdrcI3O6PcgIQLAjCVdpsdUUTO0xF4yY\n9DZnY1BZ9yCFptt19PCQpw2vySkFNmmUFJ9V/SxL3ZkrpALU+Lqic3H2jIRL1I6M03whsNZnVXaN\nrHQw1i976SoCd/U9mR6e4FLx/o7edLMHB/h5zhJPd1BlkU+OBthj2RTi3S2W3oitKiWyCxJH3/dO\ninbgp1V3BsYrCZckQ0YZqk9UTvICl5LpVJ53P+GSDpdJqvpE7GqQ9Huy+fd/u7IdHVT18P1m07Gl\nkFD7AQE5YVOSSAGlaJy1rt/Bu3qOnskKr3kwDWFdtIWXonZaWFT3gx20xfP9lmPiynwaC99sWLm2\nJDGMRiNsgaMYQ0anJ3d79v754Di9fljyfPvdnKZp+NSnbF59NWI4DJcAdADgka/xlTYNj5JCAvnC\nVkTB1bYJvy4obZePfvyjwHpl+8nHlXrdlee+phb2hBHWBZnjadVYKhYD8npdwx7dvSyOzlnkS2JS\nUtejCnTCNewWGpGnaG+LBYq4zrl/fKoTmXjU8kbTAWTUdHO82CdFETYlZ8kZozol9yIq5a0p5oIO\nyIxfWuYEhGUlHa6Mwouo7M1dRpeSpayJhasTrvdPzolZkE/Eh2oQJOcSHFmB13Z1DWxnVPcKcIN1\noDLS2qHX+qwZFbWvfuuz/F3+Fj+9/K/WztEIp1hKUbgeATkzEXK6SC/40X/5o8yy9fVUQwrF/8/x\n8O1nK2waBERldz6Gw+Ri0zg/0MiSB+89phY0Q58H86RRCvfLUoF0Pa8Goa2kOOjt6g7QVbzCAMKm\nYIlHKHYF6gpy3McXS7Hx6GDTe9dWFWzTMiUmIbE92NOJk0m4vBu38ATit39jZ+W4opD90Xb4yNd/\nLQC3ZY1dNAn+KOw+2BuJiHVlIoDwjkAsL2UvV8qoFG5+v/zIbxEx3oVO2irfxQ1WExUztqXAOtnd\nolQaRny5yLRCaRC0XLJqoG5oEAmO8skshY+eg26Zk+G1iUo+gBYrp9HFRsehwm7FNgykfCE2PkOj\nZUWhGwTSoCDvOlz9uTW/7Ipr3d6nCAx/u1dA2s8l4WoGxWXTZYwCXvm6r5Lz7uKxczHi+4Zv+IaV\nw+yy1M0Dy2ImBbLh9TcN/OZvrv6cKgtyeZ9rV3O/hoiEhw+77zG1laDsOlyl6xKq9aZL9sYb7Z9v\nTzX6qJGmR3j7Ofn99Xclfazf+2kYa02D4ylvv33EhCnVro49jLdvf7iiP+AIQqA8nXMyvWSygfI0\nHF+WhMtI08ZbcWtOVwwW9D/+t1pSser58hg1m9HWhMq2+Szp8N0laHJKpUicgEDUj7yq0nKflkXd\nc7U2wyQXrq+0tBZ6EQjtkkY6XqXnMbTFMoGXG6g24SrmuSZey3lvguBoiduuPZ7hsSPX5k8meL6Q\nPQcLryPfo4IAT14mP1OMmoSl5bQww2JQmXGpKIUbZYjRY1cnC9defIFrz+sWfhh0AZFpw1ted56J\n1y3Mr33hC1Tyb4teC9ckiWHcBXyl63EHXb0J7+xRKReHmtOTLglw+lA1aH2Qwspiy8qox9e5YMRW\n1etwSWdN7XSLx1S6D/dff3JFUmP7C0rXGOoKpvwZcqZG3r2SQN5MiNkzEq5MFlYl3LzCUXiUJPnT\nK7uOIbKajqejeL1YrbDMpSP0diZQscMzRnXOzEAGTHI4eL8agT148YQ0GLHFlLhsSD19jqY7NFSw\ncsuSRSLzspdwxR/6EAC3P6hb9nu7XSdumeSaFGwC0qiXDEiHq8Wb96pxRsTCeLr1f6/f4XIpWfZg\nDMO56+/sSMJVkEpSX1Q2Q7f1TEQuSlnDcyckVCUhOuF67bXXKC0Hl9X30moTLg/P88gtH1/VKDl/\nY9I4DGxMpTOIRrz93nsAXMiCHvRUPJOTVS6MLtiIII+vcKhZSjXyn/yT/4MnDb0O6HVp9/mbT4Td\nDYeyKhzhfhaWu2b8/MTjqoJ5UrXkdesKZGrolEANJ/UPfvdzVzrOrwsK12sNmtNBpTnLNOdhaouF\nwdkFZ7MlEUtyV4HSyesQUnhDuJfPffBFFrjETcb7pzqRsccTauFyrnEXTPEpDEgtLdzy/vmh5s76\noV4HNoiWOFXZwm1SJySqSx5fHjNiSRmMSCu75YP1h0tFJr9ZuB5BXfDoTPsgMZ5oHt4w4Wq97twV\nw+QkrRix5JeE81gPqtZ1u2d6rQplMxPVuIXhMMzXlNeSE92tXWYF4d4OPjmVrc/5p/7DT/FTv/1T\n/MP/8A/Xrs3OcnIxdKv8kMB5NvfLQApL1wbXpcZa8+DcNJJLo1pM699VXUGGfiFJWVI21IH2tsyy\nZ/+eMUh2x2MKXJRASp/F4QqbgsTyUMab7AoJ18mFlsfOleqe92Ad1AF9Tu64IEWuD6vfo7KAyQTf\nj6mxsAdCPVmmE67SsdtCmuF++bvjNnFYWwdkXzCoGGMUXkrnznU2ixy1x4UBnsRfsXSNmkDhiUph\nPbgvnoSUXhRSKd3hms4LAgqaSczvfPF1AM4HXKxE4pXGcVpOf1ZlWuTH8nHCdd8rALup24J3juo6\nXFIQSpRB5XSxTdPoAkplW6RSmK3k8/M0xe8n80X3khkesuU57OwZL9Pu328KpLrAW6F0mHsZjkLc\nlk/dXcfJyQnwg/zAD/y3K9fmVFW7Vh0d6b0rH6wVP/ET8KlPQX86e3nOstD3pHF18W+e5Ctz/td/\n/XfbPxsec2g1umioFKXl4Gzo9Gc9lMzuUq83tqC3bIG1bhIt8yRfmEtskR1f8sXPvYtHQbWjCw+b\n3jG3qbWo1JbpcKWcL8oVsY0njS9LwtXCCsbjlrswbN/ekOpC03QES0uSkmA0wY58XCryfHVF98kp\nXUXq+ARSMfGrjotVOeu+PR1ZXuFLlppdLPAbvYEDlLaDGjzctsPle4QCR2tmtZaVlwBoIwQnzbsO\nF5A0il1JJPytLVxpoQ8DG7euKHCwHYdADJOD3Nfa/8u8hYHVgwqtDrRENEPa8rupvm/OJMY2kty9\nhaIwVYoePyoNe6ZvoxG18LtW4HtGsnrUBdWpP2p9Jqy9XRqB8p33fHm0GEOvWmE4NBXsNgV5sMXc\n8lc8ZQp5sbef7zofJlFLN5g5tsdJJc6IOBgFK/sZAaHZUCq5X5ZUwhZnT6/AG3d000mrXC3sMU+f\nfpzhUph7Udjumvec2QTeMkpupzNGTcZCFIBMwjVUlsuO9eJ479ERp3nDFpeMmrQ1MDbKgM2g66d6\nc8kkSwDhB7Swh6ny9eXdZ/MlDjWNQIKxbfirf1X/WSqortkce0mvMUhvn8qkN/+MqfitXRQFWc8U\ntmq7s/r5Nn5AQEpERibk1xJ7jZPZGANxA6lwAwIqwqaDP5TYqMFxRsTCizwsy9Kmp3UnJ++LT85Q\nNCOWLrAKwrYzWAosK+xJeafnq1U1u+w65A8f6aAglUDjrbc8/lN+me/kV0nT1YDUVOIA3DjWilJX\nUG3zmk7wpLTcjeqwm4ZPTl5bLbRlqJT55N8rySy3DWCGxbhNo6orwjqnUD4L2SfOHq+KCCyXNT4Z\nx0rPI/t8ytHZXPv2qK4zNuQgGBuAcHsLd2eHiIxHZ5eMmKMmW9oAnWwNitj0OVy2S9AUvHd8zIg5\nRRC35tPDYSd563U3zRqitODh6QUxC06SnLzWnZq+/5/xJKxlvS5dn6ApODifMWKOMx6TWj5qIKPc\nCsx4LiilVShPMw7P54yYk0gBZjTwkjSFEcdz2RFxkHiiP+MKJK/GJhnUlGxTnIhjGj/UnB/pVHmO\nB2cv8XC2ylkEXaQsanNtmiyfbOKI9UaW1ho67jjaAB2vNYN+6nGiGuiGPqHYZtRXUMo0BsbjnWv4\ne1uaP3YFg2avLPV76bpklmIyeTaXGCBqMha2wpIC1lV8v04uE2IWNHHUdv3cQdV6mafa7sX32/X5\n5eKQC0fzzn0VkOFhl5sTrqKXcN1C88r83d024bIH64CVG1SMvo6PfaVW5fv4n/7TgObYF7gbOLAG\nUui33PuJxC2jW7ttoW7NoNmsw0phxbGO12YpYZNSKY9S9sqLw9X1w0AKbc/TYkBNpeXk85zM8ti6\nrovZkb/ayXd7dInc8jpVQ/HCXEqMueghk6pKJ1z2KORkKkmScEmni2wl4QrFjgDg/Eif83y+5CMf\n1/cx7iELtsXEd4tLfu8LPUW63lrVdfi6ebFYLICf42/8je9dubbqckHeSAFaCtHD9fpn/pkutv/L\n1zp6kLblkf1ZeMjD4l99nvG/8UN8gLdaqffYq1vF4MJ2cTckXFUvHh0LIso18EiZz5velUDmc9ZC\nAxfUooodCxRxE2/Ra7Tf5O0PvaD/YpFzcLpgwpR373xs7fP98WVJuIycqO0HHV500L69XepqUUjZ\nVsmsFmc6Jt7f5tupSXsBQ13rF772FLnrE8pCHjo1manU2eu+PQciejBfLPHEnK64nBPIBg5aonQY\naBzf14S86XxOvCfKOonughSuCdCctQ5XNc9aaA/oDtce+uUrPbtNuOx6NZlUdkOJi2VZhDtG/CIS\n8YuwJVdWw64EFZV0uEzCtSfmg/Yk7gKbXtJ7KsHu/fcetH8X3daTbm6PefXbv51aFrRFD99v+mFx\nrxuRb+93J7O3Ry1J9vy0q9wPO1wmybjmxkyqBXm8rdXmei9YZhbSXhfOE1W+5CkwpBZqIgmjUaZ0\nr9jhqiXhsqUrk16u82X6wyzcuVRXg2s7WilzYLH08z8Pf+Ev0MqANxcLctxWfKW0FV83wF4nAkN4\nKEmQe7pgRMrCkQBJeDdDmIor1cnx3g1OS51w6Xkkip1SHfPs1SVB0YMU9rpYligPGsPr/mK9NAFY\nD6LAP/pHGpwtVdaW89cLWh8LxK8w1aheB9YkX5anu6VpD8JYFT0uFmAFkSRcSxKTcFn2WuHFGBg7\nEohUbkhYlYRkqK1tzeHCWSugeJJIGo5CYXsEVUXk6vf3+t27EjCszi9f4Lq246JErbSSIkLUS7jK\ni1U4k1115tOpbN6G+3X/vscv8738Kt/NxcB5VvWgxdbAaBngX//rf82bb765ckzbDXbMHHSvLAtv\noIjtsx1C7p4wAnSHyyjE3dl9cePn+qexLJaETcYsa1poy/nAaPnsYklAyqmv1yZ3NudikROxJL51\no4XfpgMoIkZ+Owrx9vaIWXJ8tCQgw9vZovE9fHKSwbp7cV+iBNsmsxUhOfeOT3TAG40oXLVmAA+6\n0GKCmMTyCSnaBC+1XVGYrCh6QYMJ0EzCNUtLwjrj9PgSRYnaGpOicAaE/rJVG9SwoISAoK45ONMJ\n1ye2dDK1qivXJZMq8hlf04GmL++3Z1T+qJkPlmEDq/XiGHwNxUzER+jzv3EL/td3+J1PP792T9ym\noqSfTD67w5XIcxw/p88vs3yi0bNDHMNdcSPVSqAPi5ibhql+j7b32iByeoVigSd2BoBWQS2fzeFq\nGrQtgd0J/MTu5s/+3M/Bz/6s/vP5NCdmwfUPvdh1uAYJ13ShudnxzT3Y3m77+ReCCAncgNxSOIPj\n8lzHX/GdvXZ9foH7gIacG2h4OSiGmoJVIOtEJNcd/dAPtZ8pN3a4jNhGQC1r9o4YiX/Nt349hcQK\nJw9WO1Wtj6JS3PrAXS14My0JyCh9n0987OP6vAadP8NbxHXJLc0/zMoMIY8CrwAAIABJREFUJ8lI\na4edm7rwO47DleM0/1CQFZaLKwnmXCBsc1mT09l6wuVvh7jGakTmxcHhhVZFFauHvKcRMJWYap4k\nPShid9/GY/0MdjjnQY+PNJEk487Lz+O2tIDu+X7841/LpuGW3V5k4rB04N15/6H+/d9/o+OoGXEV\ngEbk5BdpvjLnnz/8Y36I/53/yFdxIku5XxakglDQTZD1PaXpaRFsFQlFVWAbD93xWEP+NxS6gipn\nQYAlhfH6MsERy6H4Jb0mqQ2CNoqa0rL51Hd9CwB2VnN4ljBmxnL3+trn++PLw+EyL6rntYp85aCq\neLvWQeodHray447hdPg+mO5Kz7/r4iLRbXzL1hAOacUGVkUuONnpNF0j2RtYVtFUhDt6gc2nS4En\n9jtcg+qgLMy26/DBj2mipaotbbxnsv0N/l3GCM+M1PLYRVex3zl8iOvpBz6KV6uKgee0PKdYOmpB\nFhKzoA4CvNG6Kg2IepXxBJMgZk9eJjWJuiC5FzDUgy4BwNZdvaA0QiA0kK1FL7lpfRnEHBDAufm8\nXGegpcrFV6rP83HKnHzRSzBFhv6FvWuM60vq0RZVGBL2lbPkxeoLe0TCR8sFHvazPwuf+czK7WgT\nrtmFbNiyWNfTp2/gbYdLnu2eKPztX9972mHMDvSznUvHoVZSES9WN+O/9td00vWv/pX+f68o2s4s\nQLmhIp6IbHt+Sz8b/7zUL7rTHZdvUDf0RAUv3N0l8VWbcDWCz7/1vE6gtrdXEzxFLzHumyk/J9ho\nKaD0F2vjN9L0xE2wrJWO1f5tDR+Jo26zano8kfaY7/gO+DN/Bl5+WX9GGSuE7l4+FqPaszN9b5xI\nJ1wxC8Jb+nc2dbjMBm42nFKFBHVFSMZIlCKrDYnaWOAsuzf0PMgdH7+u8KqCEgcvjjcaJttms7Ks\nFiLcJlxk7bO/PZA1LmdJB0k2gjeyDqbn3Ry+GAgd9CGFeD4exQoM7i/+xb/IT/7kT64cY8zFTYer\nsNy1Tv+ThkdB0SNTD/0InzT8piR3FNdf0Nw31azj9H/6nx3huvCHb+g1YJEvCchZNpbmIwH5QFnu\n9GKu4UOhXuOdecr5LCNiibs14Uiqww/evr9ynC0bkBpHNJFWd738Q/3dD06PdCcAyIfS4QZSGI9b\nEYX3Dk4YMSdzXGrX1WbFQ8PTutaFFrTgS9RkHJxqtcEyiFovyT6HqSgaXCHZA6SWTUDOhQR1heuS\nNt4apLAtspl5JPzDo/MlI+YcJPoamkEn9OR9HcQen5ziyprfiDF0KMWcmAWXsyfwkKOIxg+0z5rs\nOw/u63N/4//9OMNhlDIBKtfDr4tnJlxGec2X4mRubebMDUeZdH5a4x1RX72i1DXAWBIu7SH3bI6k\nVsdT7TkOu5CbRlFARELV61TFg3jBjL/0l+CHf1j/2SRczmTUFhjUYE5Ml5kUrn1wHM7l+6ObWrbe\nd3wyFM7gPNO0wSej8b22w2USrvj27fb3iovVgNx0/luO16c+pYtx3/Ed3fXi0gxQUG1Bw3FYyEu0\nV+rvjna32s66NSgQtVwwpbDjiJCUg6OMkETzMQ26Y7BetUVL18UZj/HsSuTktdiUQRgNjZbdpm4L\nIVnt4hjuuSTxxUAwCTRfXFHSOE7n3yUojvOLBQEZc1u8X3vQafPbju+2Yht9CKeBq45YcNGD3rmC\nLtq5ttPG5H20yeHJqh1P+33S3YEuHuwbLQPkuX7ux4c9UTSKFm2SFJUuWA3i1uuSMEYkbcKlPRON\ntYu75sEJ4Mj9WLghO/Wc48Up6kzW5vGYBJ/QWl8HgjpjScB//iP/BQDNZdoqUQYS621KuHzVUIde\np/K6zDk+TzWksI/K2TD+f0m4ZrMZVW/S52dzchSL5ZJCgp5stloKGzf6Bu1xytm5vuhqtiRHkZcl\nKJfXgLRH0Hvn3UfaFyktOV+URHVG3dT4VUEuD6mydcDUVziqcwMl8hiJm3gxWxCSUUvyUzrrKoUm\ngPAjn4ngjVVpyYsr1RzbxR8Q+5ymWUm4ckuxh97sve0Y11HamdxbLVk5ddnCua4LjC5wJOEKA269\nqBfEG4MAzaUkvC78Ealq7ZkW8l7ctpD7SW9lupA9KMntV3SiNH5uwmuvvdZC+UZhr6IjE9IkjQDu\nczrLr7d1R2T3BT15vV4g5VJRDKZfZof4jcMWlzSTLeoo0jhr46AuqkaW392neE/kO6W6+cM/DN/8\nzatKNybhyky8LRtBc/J0iMpimuFScXygA/lAXMsZGjIOhhFNiWXjN/5dw81YaFD8+q/r/wZ1SUKX\nTKa1zX8sV7sducjfN7d1F3GSlIyYU2/1OoyotUqQKgvt8TMeU0cx22jIkifHBUZRqhdoNU2z2uHq\nn7TB2xs4Ql80w1TV3UFLrzeu3RQeYe9ZDrH9APzar8Ev/mKX7EmgmPc65Nnc+GKJWuG463Ap8c7b\n1OEyCZfZcCoVElTa14Uw4rXXXqNSLmqgjNSSqf2O1B80JX6ek9hhzzB5KJrRcbF8IzyQmIQr5VIq\nmNWgkmzlPUiydJlTKTBcO+o60qenq4GNsuuWi2WMpg3ePssyzs7OuNlXgqTzujMKk6Xt4l6BB2PQ\nBqVtt/zRIY/wSSOwcpydMbfu6vXs3qMvrn3mf/ppHcj9Lz+nYSrns4SQhMJV7Zo13PhrS/Nq7Bd0\nMcFLEi5musNlx1HrIZcNOlxGvEbFEZYkXNWpfgecScixcOwevPneynFGHMoLIraeu0lIxr33tdjG\nWZoxF9PhfND585qqhX5mjkdIztHxghFzmijUxT9WRSOSTAvT1E6XlARkzO7p9eJwek5qKYKBjPL7\n7+hzPhT4ZWp5hE3F8fmSMTM+awKTbPXZGSGRxgZPbAqs1r9L1jsWHJ+vrqmudGddpbADn5C0XQcv\nEx0DLB6vdzRV0+0PpdJwyWclXMvWwFjmuq06lbOnjGppjOMDtq7JnnVt/LRD9DnWJRkKz/XbrueV\nEi6r0p0qpANyBQ7XYtEQsYRJDI6joaBDQjuseF0+fAiX57ozq7bG0tH0UYNOznxZaMiaJFrZi/p5\nbL2ki6i+60snbvW4RVJqNVpPtYHmi9wDYPfll1vRCDVIgGKZP1uydwNrgWqB06r6mWGL0bgTBAQ7\nughs4qjR7hbxWPy7Bs/c7iVcrvBLz48WGr0S+Lz+nhZOawbvZYtscF1qL8BvtPCV32g5eSWFwWHC\n5VQlmfCsNPdLf48la/1IVGxvXO8QI6VAURvHQQlk1KwnM6EwLEXgakVNUJIkx1cteqxf6PJ6z2zR\nE4IxKsbK7zhcdS8evHcw5b/hx/lWXuOL7/TFzrrikGmCDEUz7lSP+b/5XoqD7jwD8tbP9ERoEeky\nXZnzatohNA4P9PkFlVh/ADn2micmwK5AKI/8Hba55J3Hp0RmzsUxmeOxSb8psgqWls+Nl3Shz5qn\n+JIUW/v6GY289RTJraUIbZ5TWnJykTFhirO9tfb5/viSJ1yf+cxnuH79Op/tuZe5eaFVXRyHRw81\nLO/yYJWnEAmRVlFyIBKO1jIjQ/Mk2opcL7s/O51qzLanSG2XkIxlscSv+wmXVjUreg+qkRdEhT6v\n/icaN+wi8DHfqA2ud7iMHHQwCttEJswdQhIq4wHhuHjuaoA2TLgyu+twBbsjHNuhxFnzCbLruk24\nTGIxKTQnrYnC1pHdHiQALlUH55Lr2RMD4yUphQRQ817FozYGc/2kTxY15LtCgVtYvdM05oS26hK1\nu1+nJ2u0J8GegTD2np2ibGGP3X0JKS6X2nguCiiUT9hkrbpfJi+2CR4Bdm5Ip8e2mc1rvoNf48O8\nQU+4hlyw/aXpuNg2mVR2nzam0jExYiFGnSufPSOQlMqcSebxfansrs6nR4/1jXwgMbMmRfcSrqJZ\nc2SvJTh87qs/QobDDueMmaH2uw0rt1Tr/WGGW+ngIIoi7N247XBdCiTDN6InvSpXWZd4FG0xAdDt\nw09/uvOck3vT3wQcSdC2n+upDA6GJ/DMps+DMcpJT1O3c41JY0/RqO1UiVy11bQdLkuqhbVyUdbq\n894TDP516YJVXkjYFIQkNIKTbzwXZQ9EcEqjViqwO0dzTMKqJBH4Q4G7JqNsV12n23S4rLRsq9dT\n4c/UA7i1UzctvMoIS2QCK9k66/gvL7/8J1ZvVU823JJ1wMDnjo6OgD/D3/7b9/j0pz/dHtN53enj\nkrTGuYL4RZZp77XScVhIQJedP1u1CcBvCkqlOh7hht8bT/R78Prb+jvP5zrhKl3VGqgWA6GD2eVS\nc7SMdH+ScXmZEZJij8dtJ27oP2PmoT8KsUdjIpZEc73WervjtnObzocBoQRWnocdjwhIefxYdxjs\nUUwmSel08HuKkhxjYOwRkXJ2ljFiDnFEZdtrptVJVuJSEovAR6V0cpkfSaCyOxYD8IECozGqNwq3\nlpZcPz44xaEml2LaUNGz5aeFAa4gK6zEyMl3Ha6TQcLl2Q05CsuysOSdWoo30LkksXWxjo1z6YqN\nOTZBk7HIpHPeNPzSm7+05mvYynObNclSG8nyw7Ela98rn3ylhRQGav2chsNvKjJzbUZQafpshc3Q\nqsg96ZLaai3O2DRMoaAMAl3Q2dBBB3irR9P53OdgIaIl4a5e63IU1flqgDxb5isJ162v+RoAok9+\nEgDbsilqh3ygqrdYFvjkWnhsACn09/fl97xW/MuMQPbv8e6Tg9MSZ90H1QTRrouS3zMJ1+T6LoH4\nd1mDAlFmbFxcF0+SsvlRqtUKl1nrBzbk3DpN1fqn1q7CbzSkMKg1BLrzvVqP2wz1p8BpC/em8+Tu\nGsRPd5z5c+PauG3CpY9bnOrzXyqBsPcKWUbe3Q1UD1nQXUd/biXnXUHOavnLIW98URe4po+7hOz9\nozk/zt/kNb6Nf/v53+u+r1cc2nvuhpzD6vX/vfTv8L38Mn/q4Pfbv/MpqGWdNloAQ5GjOO0SrtP7\nel8L6pxM0Gpp3mzsBnuZ/p63Fg3bXPDewQVxXZChwPNIbQ9/g0L0yG/IlI+SwrizKBgbXQHhYUcb\nVBFVU1Labqfympa886ZWN7TGo7XP98eXPOG6fv06WZZx/34H03BF9tbzvFYqe1gViO3uRp4KBldJ\nkOi6Lngur7JqMjc904tJ47ukjktEwmUyI6w78Qvj2zNb9gM0qUTGASOpZFWzioCUw2MhNibVuqKU\nIW3GIShFhc04r3GpGO/r4LKwnLWKsMajdwmXHU30QoVOuPRx7lor3Ol7IJlOlXCxtm7f1Ikfq9La\nRu2mTbgchwSfG+h7Wvol04XeFM7e7zgPTesx1guujSz3Jz/Jq6++ih2aKnn3DIzkvdXj/liyuBvO\nj5EcL5arCVcxSLgKN0Rdatnziyal8nTCtSxETvVcP+9FDwp54zldndjdHvEf/vh9fo3v4g0+wuFh\ntwjkom5Y9yBuGR7eMxKui2O9ANXCvTEBYTmEEg2GbdQ1DefJJFwDIvZL7/0qf48f43df189h1GTM\n7S5xLRyHb2IVNmIqtt/3n/05ztCJ+5gZ7k4nWlLYLt4gSVB19w4G+wE+OXuckrvSVTJV695cKuoC\nRdlCQgHd2erhrs8u9SJ58E6P+G6MJrefXCX243W/sPa9DIcMkm4Y0+68NwdMgO5IAnR4cdwmXJ6Y\nIjfBeuJk/K0i6fKdLjRE2XS4Xn31Va1SuNbp1t9jks2LZYFfloRl3VXjGpdqwF2wq06A5BOf1MnR\neByyXOrq9VzUSoeqV05Tt7h5p4XP6XfipRc7c+jLi9VCj2sEBIAHj3Sha3as36GDgwPgF2maf8wb\nveqEUXo7P9PnXljORrPe4ZgnBR45o9t7axXap42i0lyKSnlt1+/u9nrHYzbV1/H26/oz51P9nErP\na7msQylzQ0o/XebkuPhJylKCF39r3CnmDjpcZv/JqwI1mRCzYJToYC68Nu5EhwbdDAOfw3WxwoiQ\nhNPDkpAUZzKmFHWuy8H6oZqqJZSXKiAkg5mDR4E1CnFG8RqkMM9KHOrW17IRqfrmVM+B4NqEHGfN\nYLQwMtKypmW2R0jB6ft6fnxkX3cZh+a4rffcKOhEh7KSpmkYCzHfpuF8YEcRhU4r734u4hRf/Pd6\nvu0dTnmTD3EnXbf0UFYNsb7Ps6zCp+Bypr/75//45/m+f/59a+qGpghj9zpcV4HDmmRytDtur40r\nGCZHvk0q63UhHqFnj06edggAXl2QOb1zvIIP18mlVtespaiUW2qtQAvw9tvdn+/fh+WxvudbN0zC\ntY7cMR0uU5QxRSq+8zvbz+QbTLsNdBzxMVzaLntSSDYJ2Ca0hVnzbe/JSe1GakaPU2WCXVO4Hu/s\noEKj9jz4vbzooNyiQp2cFgSknFzM+ZZv+VMAjKLVQl8UqXbdrZSP3+SkZYpHSWY5+G3RcJ1Db1Ah\nheXgyX1zZG+1tvS96a9XpUnaXIdA7p1priwFkpm4+vwue55SRshNBV6LLOgLvvQLDn2eu+mCuV7Q\nFjj7ha6Dh13y88ab3d6u1yq9drz4Id0BdXp+hF/4whe4WWvoZ57JXC20eJEvxaGmZ2fUn/PjvPvN\n+YP7VHVFVOWdgJWlvSSHwxP150cotrngwdGMcVMwF+XmzFb4GxI1pxZzdZnvXlowMqHHzg457lpX\nF3Rnu3S6DpeXlTz4g/dxqLEn6/Ys/fElT7gmMlmm004iUdW6EmTbdlfZHizoQd1NvgtZtFRVkUqH\nK5fNe96rshh58sZXFK52HH90fqaNiHsJl0vJtLfJmQTF66ndWPNKxC8ExmA7axAkQ/aMx7H4afns\niSrKS698VI5bV1JRDi2mF8Df6vwstm7Jy8e6/LLb9OBc8nBvyOS6+8pHuopw717WtQ60WoU4YG5F\nrXrQ7gv7nbph/xnItfl9Auif//PwC78AP/3TABvFNqxyVfIe6NTs/vJf1sfJM+9Xko3JX39UKmjP\nc/vuPrXva5hMKmo90nE6Oe4WHFMlq5KM3/79Dor06Le7DmsivmFVD+KmiZRPDyRNB7CRJNQbC+Tr\nGVApE6zEIi3aKA+HmsuenP50Cv9X/gP8GD+B++CRkKJTErtLeEvbXXdkl4LDrbsvku9ss4eGLI1u\ndtXCwlJrQgdRYJPbuhr7sW/6JgBucNxCT1W8LuGblbnAy568Mfpmk+pV6wzcz1JPVt9qlex6v2d8\nm6KtJydqJwKLuP/2vfbv2g6X8d4ZByhKRiwY7+lKa+k4a4qPBn/jSYCWCB8zJMESblllrx9n1gFL\nkr8Mh6ApiOqCzDXwB7UWMJSzhFLEEUzhqclKzqe6ep0Exrhy0OHqcUC/4hOvACCAAKqeSsHsaADn\n6nW4SgSWKzAd47MCcHbWzTHTqTKJmuEPPWvMFrpK7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P6aBGk3Xvr/iHvzmFvStD7sV3vV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LgL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a6LRbXSGVOwqM1wwGB7XE42uN8Gs+w4XJ2PXzB1HlibMzIF52dXn8zhECEaKPYYWlvlsU/g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nJwdr1qzBgw8+iA8//BAlJSUICwvDgAEDkJub6zVwg4uHH34YBoMBY8aMgdFoxNSpU2GW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\nx9OmTZta1GHPnj0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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at errors" ] }, { "cell_type": "code", "collapsed": false, "input": [ "errors={}\n", "\n", "errors['new']=ssh_corr_new+msl-obs_interp\n", "errors['old'] = ssh_corr_old +msl - obs_interp\n", "errors['none'] = ssh +msl -obs_interp\n", "\n", "for n in ['new','old','none']:\n", " print n, 'mean error:', np.mean(errors[n]), 'max error:', np.max(errors[n]), 'min error:', np.min(errors[n]) " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "new mean error: -0.00621937923476 max error: 0.288683449532 min error: -0.357990750374\n", "old mean error: -0.109088827823 max error: 0.18190589049 min error: -0.431898750374\n", "none mean error: -0.0636528634417 max error: 0.226186265945 min error: -0.364891257286\n" ] } ], "prompt_number": 25 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Compare with Foreman's constituents" ] }, { "cell_type": "code", "collapsed": false, "input": [ "filename = '/data/nsoontie/MEOPAR/analysis/compare_tides/obs_tidal_wlev_const_all.csv'\n", "\n", "harm_obs = pd.read_csv(filename,sep=';',header=0)\n", "harm_obs = harm_obs.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'M2 amp': 'M2_amp', 'M2 phase (deg UT)': 'M2_pha',\n", " 'K1 amp': 'K1_amp', 'K1 phase (deg UT)': 'K1_pha'})\n", "\n", "filename = '/data/nsoontie/MEOPAR/analysis/Idalia/other_constituents.csv'\n", "\n", "harm_other = pd.read_csv(filename,sep=',',header=0)\n", "harm_other = harm_other.rename(columns={'Site': 'site', 'Lat': 'lat', 'Lon': 'lon', \n", " 'O1 amp': 'O1_amp', 'O1 phase (deg UT)': 'O1_pha',\n", " 'P1 amp': 'P1_amp', 'P1 phase (deg UT)': 'P1_pha',\n", " 'Q1 amp': 'Q1_amp', 'Q1 phase (deg UT)': 'Q1_pha',\n", " 'S2 amp': 'S2_amp', 'S2 phase (deg UT)': 'S2_pha',\n", " 'N2 amp': 'N2_amp', 'N2 phase (deg UT)': 'N2_pha',\n", " 'K2 amp': 'K2_amp', 'K2 phase (deg UT)': 'K2_pha'})\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "\n", "s='Point Atkinson'\n", "\n", "harm_other[harm_other.site==s]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ " site lat lon O1_amp O1_pha P1_amp P1_pha Q1_amp \\\n", "15 Point Atkinson 49.334 -123.25 48.3 263.2 26.8 283.1 7.7 \n", "\n", " Q1_pha S2_amp S2_pha N2_amp N2_pha K2_amp K2_pha \n", "15 258.8 22.9 59.9 18.4 2.9 6.2 59.9 " ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "ampsF={}; phasF={} \n", "for t in ['K1','M2']:\n", " astr=t + '_amp'\n", " pstr=t + '_pha'\n", " ampsF[t]= harm_obs[harm_obs.site==s][astr].values\n", " phasF[t]= harm_obs[harm_obs.site==s][pstr].values\n", "tides=['O1','P1','Q1','S2','N2','K2']\n", "for t in tides:\n", " astr=t + '_amp'\n", " pstr=t + '_pha'\n", " ampsF[t]= harm_other[harm_other.site==s][astr].values\n", " phasF[t]= harm_other[harm_other.site==s][pstr].values\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "annes='/data/nsoontie/anne_tides/07795const.wlev'\n", "\n", "atides=pd.read_table(annes,skiprows=24,names=['per','amp','pha','a','b','c','d','e','f','g'],delim_whitespace=True)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "ampsA={};phasA={}\n", "tides=['K1','O1','P1','Q1','M2','S2','N2','K2']\n", "for t in tides:\n", " pha=atides.ix[t].pha +8.0*360/atides.ix[t].per #convert to UTC\n", " ampsA[t]=atides.ix[t].amp*100\n", " phasA[t]= pha -360*(pha>360)\n", " " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axs=plt.subplots(2,1)\n", "for t in tides:\n", " axs[0].plot(ampsF[t],ampsA[t],'o',label=t)\n", " axs[1].plot(phasF[t],phasA[t],'o',label=t)\n", "axs[0].plot([0,100],[0,100],'r')\n", "axs[1].plot([0,360],[0,360],'r')\n", "axs[0].set_xlabel('Foreman Amp')\n", "axs[0].set_ylabel('Annes Amp')\n", "axs[1].set_xlabel('Foreman Phase')\n", "axs[1].set_ylabel('Annes Phase')\n", "axs[0].legend(loc=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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emmbi6bOawIWlGUpVi2oc9GLgGtzBdKZxaOZjYNnbnTuT9N57EMBYAmNM41Cf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\npBdOE9MW4DdgEwkaYyJo507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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Constitents, ampA, ampF, phaA, phaF' \n", "for t in tides:\n", " print t, ampsA[t], ampsF[t], phasA[t], phasF[t]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Constitents, ampA, ampF, phaA, phaF\n", "K1 86.22 [ 86.2] 286.240910003 [ 286.1]\n", "O1 47.58 [ 48.3] 263.365760874 [ 263.2]\n", "P1 27.18 [ 26.8] 284.740905011 [ 283.1]\n", "Q1 7.77 [ 7.7] 257.020710138 [ 258.8]\n", "M2 91.91 [ 91.8] 31.0053892601 [ 31.2]\n", "S2 23.23 [ 22.9] 59.48 [ 59.9]\n", "N2 19.42 [ 18.4] 3.15409543372 [ 2.9]\n", "K2 6.22 [ 6.2] 59.511820005 [ 59.9]\n" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a reasonable match between Anne's and Foreman's for the 8 constituents." ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 } ], "metadata": {} } ] }