{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "There is something funny about my tides compared to NOAA tides. What is it?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To calculate my tides, I used the NOAA harmonic constituents published on this website:\n", "\n", "https://tidesandcurrents.noaa.gov/harcon.html?unit=0&timezone=1&id=9443090&name=Neah+Bay&state=WA\n", "\n", "I sent these constituents into t_tide to generate a tidal prediction from 2015-2020 but I removed the long period constituents like Sa, Ssa, etc. When I loaded the constituents into t_tide I had to change some of the names because of convention mismatches between t_tide and NOAA. I matched the NOAA name with the t_tide name by compariing phase speeds. This affected RHO, LAM2, 2MK3, M1, all or wich have amplitudes < 2 cm.\n", "\n", "BUT, I matched M1 to NO1. The problem is that NO1 has different nodal factors than M1. M1 nodal factors can actually be quite large (like 2!) so I think this is a problem.\n", "\n", "I also use tides calculated directly by NOAA, donwloaded off their website: \n", "https://tidesandcurrents.noaa.gov/waterlevels.html?id=9443090\n", "\n", "I also calculated tides using constituents from a t_tide harmonic analysis." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import netCDF4 as nc\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "from nowcast import analyze, residuals, figures\n", "from nowcast.workers import get_NeahBay_ssh\n", "import datetime\n", "import numpy as np\n", "from dateutil import tz\n", "import seaborn as sns\n", "import pandas as pd\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load all of the tides\n", "\n", "1. my tides - using NOAA constituents but remove long period. Also messed up by replacing M1 with NO1.\n", "2. NOAA tides - pull NOAA tides from their website.\n", "3. ttide - contituents from ttide harmonic analysis removing long period." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sdt = datetime.datetime(2015,8,1,tzinfo=tz.tzutc())\n", "edt = datetime.datetime(2015,10,31,tzinfo=tz.tzutc())\n", "\n", "tides_path = '/data/nsoontie/MEOPAR/tools/SalishSeaNowcast/nowcast/tidal_predictions/'\n", "\n", "my_tides = figures.get_tides('Neah Bay', path=tides_path)\n", "NOAA_tides = figures.get_NOAA_tides(figures.SITES['Neah Bay']['stn_no'],\n", " sdt.strftime('%d-%b-%Y'),edt.strftime('%d-%b-%Y'), interval='h')\n", "ttide = figures.get_tides('Neah Bay',\n", " path='/data/nsoontie/MEOPAR/analysis/storm_surges/data/')\n", "\n", "obs = figures.get_NOAA_wlevels(figures.SITES['Neah Bay']['stn_no'],\n", " sdt.strftime('%d-%b-%Y'),edt.strftime('%d-%b-%Y'), product='hourly_height')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate residuals" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "obs_interp = figures.interp_to_model_time(my_tides.time, obs.wlev, obs.time)\n", "NOAA_interp = figures.interp_to_model_time(my_tides.time, NOAA_tides.pred, NOAA_tides.time)\n", "ttide_interp = figures.interp_to_model_time(my_tides.time, ttide.pred_all, ttide.time)\n", "\n", "my_res = obs_interp - my_tides.pred_all\n", "NOAA_res = np.array(obs_interp) - np.array(NOAA_interp)\n", "ttide_res = np.array(obs_interp) - np.array(ttide_interp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot residuals" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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v9fhJ4537fh9+E0KhcCWbJcponBEiHM1S8b9CiskA/jcwHicAvB9nEsjny9ko\nIWpZ1IpRF7GIBIKogSAK2QNAAH//EP2uAPD4TYMc1h7j9A0hfK4xg+4MoNMFnOUkk+0xIcSoMi2T\nV7dsoK13AwD+xiYALL+TjwkPDVSsbaK8xpkhIlUUABazEkg38PVRaIsQNakr3M2E4Hh8qhPoxawY\nPiu1Aoiap+RDzIx5MoBNQ6mTR33UYtDvDR5tRXVKS0gGUIiqdO+6f7C8fRUn4WT66sc5mXw7EQDG\nZweL2tNkDFVVBjBfGZg3dF1/i6Zp2QYO2bqu505bCCEAZ9WPXy75HW+deipfPPkzgBPUqZaNlej6\nVXIn4k3L9Kz/m1pEGBoiNoON8YcTsV18UXkzWykJCQCFqLjl7auA1KSvhmanC9j2OT/H0Yh0Adca\nU1Hx2RbjzBDh2BgYA6jr+lvi/x/2cnFCCMfWXqdc5vL2VXwx/ljMiqHaYKuJAFDJ/mKAHEWdAeqi\nrmsz9yQQsmcAFZkEIkRFuWv8BePf33ETJjoP+J1i0LGwBIC1JjFEp8GMEI6MgQxggqZpM4GzccYA\n/hl4C/AtXdcXlrltQox5RpZxd1Ezhs+yica7b5U8AaBiQ380NSbIncMLuMcAJp6PZxMtM9sYQMkA\nClFJL2ybD0AgZjFh0PmOjpswCQAl3gUcjUoAWO1s26azN8xBE+rznr8T1PiZ22+bDMTGUAAI/BW4\nDbgUOA64GrgRJygcNk3TVOB24FQgAnxJ1/XNrucvB74BGDhrDn9V13X55RJjkpGlKzZqxVBNsINO\nAGiruZPsPgtCRvYxQZ6l4xLBXSIAtLKcZCQDKERFxPp6MPa2szO8C4BL5/dyWLtT3qmp2SnargSc\nDKAhZWCq3r9f38lDL27kix88gXNPOSTvtu7yW37brKoxgMV079bruv4IcAnwoK7rCygucMzlI0BQ\n1/V3ANcCNyWe0DStAbgOOF/X9XcCE+L/rhBjkpklEIuZMXy2jR0fA6jk+Rr6TJuw6R4DmLra/ODL\nfZy0KRTfR1w8mMxWB1ACQCFG36Ltb7Dm+99ixw2/pLHfqeOZCP4AfI3OQF4l4CwTZtbAmt2hiIFh\nWgy9uZ6BFW9Uujklt3BVGwBvbNxXeGPXeTdgm4Qj1fP3LSYANDRN+wROIDZL07SPACMJYc8F5gDo\nur4YZ2WRhDDwdl3XEzlwPyBTosSYFbNTGcC2gT1AKgOILz4GMM+30GfZhI0IDWGLY7dldg1dtKTf\nuRFPACbfiX3jAAAgAElEQVS6gM0sXcCKdAELMeoeffM5msJOEFAfyuwRUOvrAfDFA0ArVj0Bwv7o\nG4xy5e8WcOcza9l54w20/eHWSjep5GIx5+8Z9BcOoSI7d3rvh6rn71tMJu//Af8HXKnrepumaZ8E\nvjSCf3M80Oe6b2qapuq6bsW7ejsANE37OtCk6/oL+XY2aVIjfv/YmZDc0pJZvFeMXLUe16a9qcW/\nr19yM4/8558wjBgq4Av6aWlpxh/v+snGZ4KlGlw+p4vmIYttB2cuJt7S0owSjwDVeFAZ8KvJY7Ih\nvp3K8I9TtR7XsS7Xcb13+SPMbX2Fuz/yW4K+3J8LkalaP6uWa/Z9fV0dpP3+Tz3EGQPY2BTPBNpG\nVb2X4balvb8TgNf1Di6KPzZlyriixspVm0Wr2ujoHuIj7/YufmbE/6bN4+oKHp9FX/qp576viuqx\nFlMHcJWmadcBJ2qaFgB+qOv6lhH8m32A+4ipuq4nc6TxMYK/wVlu7uOFdtbdPTSCpoyulpZmOjr6\nK92MmlPNxzU05F3Xs6Ojn2h8jI8/EKCjoz/v2pA+y2YgPETzUHzpuCylXP7w8t+YGk/KJ75I4XA4\n45j0mx3oO7YzuX5SUW2v5uM6luU7rs9tnAfA82sX0RHq5INHXTwmfzhHWzV/Vg/bk/qNikVsTmj1\ndmol2m0pTsDfM9BeNe/FfVyHwga7Owc55tAJeV/T3e1ULVBc65F37OlJTnIZS35931IAzj1xmufx\nSHw5N9Mwh/23GuiunkLfBfOXmqb9F/AM8HvgIGCRpmn/PYJ/cxHwgfi+zwFWpT1/B1AHfNTVFSzE\nGJX5423F1/ZVA/ETopr7B95nObOGc+8NFux61dmvAnZ8VZFsXcCqDfete6jYhotRZrl+MP+2/mFm\nb32BnQNtFWyRKIVz16TGie1sH+C9r6UCBt+EVDDVVOeUg4lEqydAcPvtfa9y913Ps7sze1mqhKGI\nExw1uMYuW5HqnNhi9PZiDuV/P+Atq2VZNoNh5z0GiugCTmcNVkdwD8WNAfwuzri9Pl3X9wBvBb43\ngn/zSSCsadoinAkg39Q07XJN076sadpbgC8AJwNzNU2bFx9zKMSYZNkmJ28K0TyYCsiUmBPQKfG6\nX/kyPD7TJmalAsBALHu2ULGdYYBKfAygYcYyt7HwFpUWVeW7C3+W8Zj8vcY+03WBFzO8kwaO+NFP\nk7cnTXSWhPNjcNvjqzxdx9XgvNXP8Pmd/2Rgx67kY237BjFM7+SyoXhw1GSm8jdWFU5ssW2bLVd/\ng9bvfafgttFY6j2+ub07edvM03uTizrQO+zXlEsxOVlT1/U+TdMA0HV9t6Zp+92JHR/nd0Xawxtc\nt8fOgD4hCqjfvIv3LOmnv0Hlno9OwbRMmkLxr098BQAKlIGJugLAad3Zq8grtu2kBxMBoGVgWAbd\n4V7PNtKdWJ1+vfRWhlzlfmbsjnLMzgjmKdX3wymGxx0AnrNij+c5/8TUcIym5kb6AD8mize1s7tr\niEOnNI1WMws6LNwBgNXTBcDa1i5uengF7zptOp97//HJ7RLZsUZXAGiGw1TbiFZrcNDz/3yihkVD\nnXPb7utl5uAO2uqmENmPmn5KFa31XEwGcG18QkZQ07TTNU27E1hR5nYJURP8fc7JpTnkXEFGrSjj\n4uP5lPHx+l+FMoBZsnnZ2K59GWaMxzY+y09fuyH5vGKDkrUTWeyv3kgfv15yC49ueHrYr7Vtm7vX\n3M9LOxexo3+X57mPzuvh1I0hjFVrS9VUUSGGKwBsCuX+LifqAPpMaDjreSycbU3LpH2oiHIjoyQ2\n5FyoJDJhq5dtYMOXPkfPS3MBGAo77XYHgLFQ9Y3miu1LHdMl6/fS3Z872x6LB3o9C14i8Puf8Ynd\n8/jMrjn0Du7HBVqseo5FMQHgV4FDccqx3IMzieOr5WyUEGNRzDLoGOr0PBYKe08Qg7EhgvEVPNT6\nBgCUvBlA27N8VC6KDSjQ3uucXPoGQ7y86zXPNqqdP9gUw3fd4pvYMdDGSzsXDfu1YTPMG+2rsgaP\nRvwjYW0cyXw7UQ1Mn+s7l6fHMDFJwh/v+u2J9ABw+8p7+Nlrv6Ez5GTe7AqXczL6nTFsMcO5kD21\nfxMA7ff/DUhlAE/t25R8TTUubxfr7Eje/vPTa7kuPuEjwX2cE+Mau2c/l3xscqyfzr79eF+x6qls\nV0wA+Add16/Vdf1MXdffquv6NbquV88oRiGqxFOb/slPX7uBjd3JhW0IDWUGgImZvL5gfAxggS5g\ns4iyAQrOb8uxg07NKU3vpCnQ6N3GBlUygCWVbZWWjd2buWnZHxmI5u9aMu3chbm7JsSXBevsGVkD\nRcW5A8B61xje+qOP9myXygDG1/WOb/pm90YAeqN9tL0wl41f/jzRjvZyNjnDotW7k7etAacLMxYf\n+9ccn7QSCjrd1eGIQVPjTo4KpV5jVFkGcFNPKy+ufNbzWM+A91xtusZgPrWwFQA7rbD/UJ6Mbi5K\nFY3rLSYAPEXTtOopSiTKYiA6SFe4u/CGIqfFe5YDsCT+f/AuAwQQNaP44g+p8RO+6kt9DdsOPxnr\nnRcn7/uKHWRsg60oBOOFp0/d3Ee9v96ziUJqkogovTX71nPTstu55Y072NK7jfm7XsnY5p9bnufB\nVU8B2ZcJBGgaMpmaGOsZGuJh/Um6wxIIjlVmjln+h33r25777i5gIKM8lGGZDDzkZNnaXlpQ4lbm\ntrN9gHtmpYYi2PExbEY8Azgh5twfqnfGNEeHtvPJnd72GaHqCXoAXtqxiHBXKgOYbZ109/i+wXi3\nNmkTc2a2v5nxugUr21i/LfdvaV20ekrXFTMJxAK2a5qmk1qVw9Z1/cLyNUuMtu++7MxA/OOFv6lw\nS8auRn89ISOE4c7YpQeAViwZ1PmDmQGg7Q9gH3Zk8r7PIuvJKV0iA5jcD6Cmdfcqti35vwL2DO5l\nUv0k6nyZBbcL+dOqv3ofyPJ3e26rU9c+PBTj7dPP4tQNQ+yb6Kdtaurfe/cS1+zJgV4W7HqVfeEu\nrjzti8Nuk6i8bAFg3Y9vTA4BSfBPcMrAnLQ5xCunNfHUuvmcPuOI5PNdA4NMjt/eOdjBkeVqcJqn\nF7VSZ6WyY436CqxYLDn7d7zhBIB2o5MBPG7tIqZ1eS9uYuHq6fYE2LF3iDNC7iXaDGKKd5pKOJI6\njx882elNsdOy9k2RPs9907K4d7YTFN5zrTdE6mtUGT9kcXLXtpG/gRIpJgDMNke6uuanC1Gl0rsM\nomYMNX4OSQaAri5gxefzjD05qMdIbp9PYgxg6gEyBo4rdv5uxwNdZ6iL6xbfxBHNh/Ods74+4v09\nt/UFmgJNnH/4uQAMxVJX/nO2zUWN2VzwuvPjeeunpiafswbGA0738cQBC2ybwVj1ZA1Gw+zWFzm8\neTonTzmh0k0ZkQXblqKo3m7C9kl+jmlqyNg2cNBBxBrqaQiFOWVTiA1HrPHMDH/kpQ38b/y2uh8X\nKPtrmd7BsaFUl7MvPETHQw8Qaz4TbJvxhvPZVEwn6LNdme2YDwImGOHqygD29lnJ5fkAApZBTE0L\nAGMmDWaYgGUkS9ukX9CH8GPZdvJiOzEuEsCybc/ym0+8ZyKfe7ar1G9lRIpZCeSlUWiHEDXDk/hJ\nO2HErBi+5BhA5yTuqZDv82G7uhkm9ptM6yp+FnDydrZUn52721HAvvgg+239O4ravpig7NGNTycD\nwEc3PuN57sWtL3Js2vYT+wy0Pu/4rvNfH2DHRWNvFYX9FTVjzGr9FzD2eyQe2fgU703ryl004whO\nCmb/e3aeciIHL1nOBa8PcMHrA8QuSH33+10TKSzf6Obyjxnyrmc7uHo1xtveit82k9edihGftayk\nLnqjAZWAaWFUWQYwGLRpTMsAQmrIjqKqhKMG32h9BIBnjvwqG3b0YISinqCpzt9PLGZRF3Sq17m7\n7U3Txhev4NB6SJDeZj/rjqrnxNbqGQ8pA4IEETOV3rckQzQCWVb9SHsoYkaTXcC+xBhAVwCoqD4s\nV9AYMGwOay8cACq27Qn6sqXoVZuiZhQfqIY7Q/qBNx8ruE3QlVXoi3jnzmUb3/k/szIzBKdtDOFX\nD5zyqKZdO59RW40lx/wmhDqOpqEu+9/TavBmBg3L5PA9UT64oAefaxFhcxRn8x8xtJvTXTN6AVBg\nys61XLPlweRDk7t3EevqxCb194sE45mxKgsAfT6LJlcAWG9G+UTbi2z8yhdo/e7VAISjqUD2Latn\n8+sHlqPEvJnMadYe1m/v5skFW7Bs25MBNEwLO14A2/A7x2GgsbpCrupqzQFmz2A7Q1UwJXz+jlQJ\nC+kiLIXUD7uSNg4s5poEEqiLB4DBVJCg+P34XD8CQcMmEih8sleS/3EM1Wd+tRWyZwD3DrYTNqrn\nqrRShlsjce9QR8Ft3BNx0mdzpwcGE3pPzrmfA2nMjWHt9zoDVSlgeP96UTVAXSB7AGir3sygEQvz\nsbk9zNwZ5fhIKgizRjEAvLzt3xmP2ZEoZ675V8bj3XNmY7s+rdH4ucuMVtf55R3Lt3hmZB83uJ2Z\nQ04tTqPbmcDhHgN4eFcrgZYt+OLvbcvBzvf64N4Qv39sFc++spV163YSdXV1G6aFFXMCQDP+5x7M\ncl6upOpqzQEkZIS4bvGNXL/k5ko3hYAvFYCYNXbyraT1XRsYsL11AaNWLFkGxh/vAk7MBgZQfCra\neWey85R30xt0AsHGcBFBeXwpON8XvgFA+0GZdfcV28awvNnEsBHh54tv5Iev/LLo91WrhpsBLCZo\nbnAFgBPja70muDOAU7pjWG25l4hqaThoWG0by2ptmEJ6pjem+nN+1urqvd/b0L9eTO2nPpVBruuo\nTGHoLYfGz1mNjdl7GZqaUFxJhMTFqxmprgBQa/Wel2cO7szYJhL1niubpjuTOzaMP4RnLxyPqTp1\nWs/oWU+9GSb4ux/R/cfU77lh2tjxZT+NeJf9UEN1hVzV1ZoDSF+8dlJPpPLrArrrxVlF1JwTmSzb\nojPclbwN8IcVd6N6BuY5q3okMj/+RAbQnzrp+7Dx+VQu/Mbn6Zzo/Oi7uypySWQAfVNanP1kKx9j\nZ2ZXBmLOZIOQZADzBh5tA3tY37Uh5/MAapZjXu9LBYANaWV5modSf9dPz+6mPt7lFJl5MtbXf+TZ\nNqAeOGMAa2mYgs+0Obw9lizsDRBS63JuP26C9zlj2/bkbXfIOGXlGv669kGunPudolcK2h/pRadX\naI10jW8m1t2VMbwFwNfQiGp5xwAC2NHqmgSSblo0s2xLZMA7xvfwvfFs3mTnPN85wU+9YXLxvqV8\nfPdLAKg7t3Jhh1NQ2nR3AfsUsBUGJQAU4NSDqxburJ90Ae8fdwDlDiQU14SO977aR9SKURd1Hgs0\nOhm++qbUSd9dMcKKjw1sKCIDqNhgo6DWOVfo6d1OAKqtEEvLAErgl5LvO3n9kpv5w4q7Pd+VQ5qm\nAXDMjjAXLunj6w93cMIW75COen8dYSPMrcvvYMmeZYDz9zxqZ4SPzfXW9vvU2vgKm4ccRt3UFua8\nw6mrtneyv+ayYvnU0nu9+FWnTIjf9RUe8tXn2BomNXozvaZrPLA/7QJj5U6n3mgimVAOZlrdO1OF\nUF0MYjFPQKof4ZzDOh75B3Wu+nmJMYDVFAC6a7M+9bajsm9j25jd3vG4H3zZ+VvaiRm//tQRODyc\nmrj1tt71ABiWjTnkBJGRoAKWn8GG6hrLW/MBoGVbtPZur7rJDdUw9i/BXbeumFUnRCb3uBd3BsOd\nATxha4SoGaUx7Bxj3wRnLeCmhlQG0B0AKopzsggUUwzaVLGMAGp8/GAwlvkav13nrVEI9FZBBrpa\n3LH6voLbuCdMRcwICgqXLOzjlE1OIP3e1zIXSXq5bTEbejYTNp0fwU/MHuDSBbmP+8HTJlIX8KEf\nWU8s/nuR/nerZUYNTQI5elcq8Hn8PRN5cPp7Ic9Qg0njJnvuR12TDvxphyXRMxA2y3cRFzO8nztT\nVYgGnH/XfW7rb0wFNs2uos9RfyIArHzCwzAt/rVkO5u+fkXysV2TJ2Td1jZiWL35F0ZwB4C5/r1k\nABhQUcxAMiCuFjUfAL6wbT43LvsDL24fvcrpxQiV8Us7XO6gz7SqK1AeK9xdJZ4MYFocFrViNIUt\nIj4faiCerYu5To6u46/4nJOqr8Bvf2PIZNJQDNv24ff7iPjUZJbRXZNGsRQs2/Jksf7ZmhrgXW0X\nSdUoYqZ+3MJGhICSWY/t3DdSGZmYZWRc7E0usCxWoKGe+nhZCdOn4DNt9K5NtPZuL2l2bF+oixuW\n3krbwJ6S7XO4omYso5uxFiaB7Bncy/3rHyXgeivbm1rY3ngw55w0LefrFJ+3q3+fq/5eXdT7/UwM\nIbh30Usjb3AOC173Fi02fdkDn84JqQDQPWbZSlzRGuXrpi7WrFe28vDcTdiR1He4vi6zHiNA74L5\n2H3ZV99JVFsw8gSAp/duwDRtov3OEJtoQMFWzeRYwGpR8wHgmk5n4ObazswlW9x2DezmhqW3Jhfc\ndrNsq+QLcBuucRsP6U/SMdSZZ2tHd7iHBTtfzflDbVrmfk3icL8mbIZ5YP2j7BrYnecVIp07A+jO\nYKhpn5uoGSMYs4m4Jn5YrhIJ7hqAiTWCCy0H99/x0iHjzSFUVSHiCxCMOZ8RqyfVpZS4Yg+ZTpfk\n63veQHUtDSfd/4W5A8CIGSEczjyhn7k+NXbIsGKeFVkCaubknHRqMJisK2aqCn4TuiM93LjsDzzy\n5rMFXl28xzc+y/b+XRWbiNYT6eWb83/Awxue8jweilQ+WzRSd67+G6/uXup5LLLuHO645ny+9MET\nc77OUxMU6BmXCqzS68c1hC38hs1edTnlcudjb3jum6qSNfDZNTVIW3zimTszmNhywo4dWBXOAu7q\nGPRcEL980kROOyZ7MN7xjwc4aunsrM8lAsBonuoM7+t4jVjMIDroBICRoIJqBfH5C3//R1PNB4CJ\nk6+V9kO8Z7Cdh/UnicYDsb+ve5jt/bt4dOPTnu1My+Tr867lz6vuLUl7lu1dyb5QFzFX1m3hrle5\n5Y0/53zNol2LmbXleX7/xp08vOFJVu1bBziFaNtdpSi+t+g6vrPwZ8NukzsD+K+tc3ll91J+/8ad\nw97Pgcx9gRDLmwGMEjBsDF/qxD7hne9y7ScVhKnxbEB6uZB07nIGPkUhTAP18Qyg1XZkql3x7bb2\nbmdDz2b+uu4fTKwbn3xeZoBn577geqN9NQOxQWzbdrp0rRxjeuKfh57BUPLS4OxVA3z5obaC/54S\nDFIX8BFe83YsNUjQdZpevGvVfr+PjH/HdXtHv7ddA9FBdvYXbutIbOl1sksLd73qeXyoBsalZisS\n/tsrziXgV1FzrA0MmQHgKZtTxyK9GkB91OLKRzr4wlPlmxHcdPoLnvuGXyGWJYs1VK+ydmbm2EZ3\nseX+Ja/l/HdihsWra/cQjpav+z9imDS6e95sla7o8I9d4vu8d3L+iVlmNEosEi+OrSrU+f1Mbpic\n9zWjrWYDwLaBPSzZs5xNPa3xR7y/xHet/hsLdr3Kv7e/hG3b7BhwTnbRtBlViVmSazrXj7hNu/r2\ncM/aB/jJq7/O6MrJNRvYtm0e1B9n9tYXaA85H9bnWv9Nb6SfXy75HT977bfJgfyDsaFhjwcxLZOX\nXHUAl7WvBFLvWxTHkwF0jwFMC94MyyQQs4m5unp8TU3sCzhjUQy/axZg/IciffB3PqqqMOBroC5m\nM653HDPaU1fdSnzannt5qbCRymgdyDPA0zP8ubr0Z7U+z3cX/ox/b3uJiBEBM/uPgN/yYUfr6BkK\nMxSNcNSuCOesGcqYnLN18qTM106ciN+nwtAEorEg7pXETKN0XUiW6zO7Z3Cv57mH9Cf41dJb2N6f\nWR6jVHLNXt3t6pIudc/LaAlmWartoAm5J38k2Gbu72DiQvClM8YB0BBxjk1jpDzHaPWSFzlls3f4\nQiSgEMpSy870K7RPzsxu7T0o9f2wLYuuvjBb2voytpu9eBt3PbuOf7ywsQQtzy7gUxlvpH7XVJ/F\nnsH2PK9wPPYeb/mmxJVT70FNeV8Xi8Yw4mVgLBUmjAt6Km5Ug5oNAK9fcjP3rXso+cNs45xMlrev\n4vrFN9MbdQZrr+/cwO0r70m+Ln0mYCkDIfcJL9tYnp+99ht6Ir3M2/Eyi3YtBuDltsyrpl0Du7lz\n9X3JoLHQQP45W+dy6/I7sp5M52ybS2808wsphseTAXSNa0rPAJqxCH4LjLQr/SemX8jSCSfQob0t\ntc94AOizij/B+1SFfr9zYvrY3B4u2z3X1Uhnf72uBczf7E6dcA/kLuD0SRburF+2MWlPb5mNYZvY\nRvYM4JUP72Fir4Wimmxd+zqXzs/+He1sbmHJSd4fhbpDDwOcc5ap+MC1uoBil24W4ep4T4Lzb3k/\nY290rAYoaxYw13jGxLkZxu641GK6+vdXxyTn3FEfSR2b7v4IKzaVLhMY2rSRujv/zjtWen//ogGF\nzYelgtuIX+HRi5wAyT0OEOCh905i1bGpMXaKz8c1t7/CL/72Oobp/bvu7HD+nQ07yzcpLRjwMSOU\nutDZ0wInTTmetpb8f6veZh8vndiSvJ+YBWwcPJneptwhVCwUwYxnNC1VwcamUQLAyhgyQjyzZQ5/\nWXM/bYN7CMWzIK1921jXped8XSnr9LlPsdlOfu1D+/jBout5bOMzPKg/TtSM8truZVn35b4y7496\nv6TpJ81nt8xhQ89mz/gl27YJGxGW5Ni/GB7LdtaW1LaGGQxHkuVW0scAJmbDmWljQfobJvBiy1nE\nXEW51fiPSKFJIG5+n0oknn2YlDaeVY1nAPuimTNVIXMG+PK21Ty28Zkxm4UZjvTvY9RVLiffrFSf\nP3d5iyN3h1CCEXxDec4hdVN59bRxybut449ArU9ligxF9VwAlDIAdMv1Ny5nndJYjuPqzkqP1aoE\nsajpKQFVrIZjj6Pp9LfkfH7vZD+hOudn210f9Id3L+b3j61id+fIExZrt3axe/2m7E8qimeVodXH\nNdA21Tnf2Gld23unBDyPKa5hL9GY9zcqEO9WNs3yBfx+VWGC4UzQeuHsZqwjjufjMz/EY++ZyJ8/\nPiXn68JBlZWnK8x5uzNcZs0xzvezsWkC9156EE9ekH0m8eBAiJdXOr/TluIM75EMYIXUqUGe3zav\n4HaK4j0k7uxguo3dm3ly0z/z/kD2RweYu2MhhmV4MoDp9diyeWH7fHxK4T9Re6iDG1//Y/J+ejd2\ngrvm273r/sHVC37EvnDmpJeEWVsyl/oR2dlYfGReD+97pY/puwaSY4DSM4BWfIC7lTbb79MXHwfA\nOSemBiUHVOfqOT0DOPXTn83ZjmBAJaZkDxKO29dJY8jyZADd0scA/nrh7czb8TKd4fzlEMaaqBnl\nwTcf8yzllh4Aur+f+cZG+skdHEaanX3kW8ll0sSJWOHUj8JRfWmzLhUffttKjilUKF0A6C5S7b5o\ndN9Ov7gspVwZwIgR4b/mdHHOyoGyB4CmZZYly3joqg6ueqjwUoHpFEVh+pVXsfbEY7M+39DUkpyF\n6/5cheJjzQZDIxtDZ9k2Nz20gucWtebcJhGAQqrMS8LseO3K7SdOzXid7Sopk15exu9z9pmeGSwl\n07YJxj9zO6YFeecRpxL0OUFqpE5l9THZu+gTk170o+q59fIWOuJd3Q3+BlAUepqzDwNZvXFvsii2\npSqYtkWTv5G/fLh6VvU5YALAYrs563xB9oW6WLx7medKFDIza7e8cQcvbJ/P7rTxM263r/wLj298\nlmV7V3oCs0gRhaD/2fpvWvu2Z33OHXQ+v3Uera4fjqiV2rc7U9gV7uGB9Y/R2ruN1/euKPjvz976\nYsFthMOybVp6nJPL+P4oC+ID29MDwMTsb1v1fvXeddp07v7uBcyY1px8LNcs4IkXXJizHT5Vwcyz\nasSZ6wZzfhdy1ZqrpcK84FxYLWpbwm+W/p4V7avpjfRlBoBmjOXtq2gb2MOG7s0Z+6gPW5y/tJ8r\nn9mR89/5j1f7OaQjSjCa+wKxrrGByKp3sbHJ6fY95IorPc+biopCaiypWoIMoGmZbOze7BkvHHGd\nM/pdhYXdvQalliuwNsNDTOsyOHvtUNnLUl310ve4/rVbSr7fc9d4qzoEDj646NcqisLu07JnAZX6\nxmQAeGiH60I/fqLJN8GkGIMhZ58+vMf97o8cxF0fdbJktup0+zadelqyi7dOcYKnDUfWs+KLn2P9\nu2cmXzv3LCfD7S4GHTW8+08FgOXrbTBMm4b4Zz7qVwikjdOc+7ZmHnpv5phcD9eM/rr46/uaVN44\nLrOcjBGN8vaetYAzBtCyLRoDjQw0VU8x6AMmACwm4ALnpPTz137L39Y/zJberZ7ncv0QqnmydNv7\nnQWm9wy1e7IKL2yfD8DnTrw8b3uKuTodSJtx9vreFcng9Yalv08+/vTm53hl9xIe3zgrYx9nT35n\nwX9H5OYeQ6VaVvKzo6Zl7ywj/hlSMz8zalqBWCV+UkwM/p745Ss58vob8rZDURTqyT+QvNgMYEI1\nrVpTCokAJ2xGuGvN3/n+ol9kZJpa+7bzlzX386ult/C39Q9n7OMDL/dy2sbCxdw/+e+erKuyJPgb\nnB/Oxw+5kA2f/zHNZ5zleb4ufs6Y3Od8blRGviTcnK0vcssbd3gec//t3UMEwmUMANPHHSYYkdHp\nAk6cW/eESl8H0fR5v9+Hf+f7w3r9hHGpYQH9dam/+b6LL8xah88/rZW6k18e8Xd1b7fzmQ6k/dYN\nNvoYalC5fOZ/AtA2NcihV32TC467iEPHHUKjL9Xe5uYJ1AWdz7WKmiwSbbrKwKQHgIlz30AoxvW3\nz2Pj9tL3OjR3bGfmkPN7HAsoBNPHaSoK4briA+iJdROSr1twZnPG8/19qe+RqTqf964q602pmQAw\nYmd9O7gAACAASURBVEZ5YP2jGbPZEor5YvhVP+2hfcmTTnqXsbu8h3twdL7u3MRg4LARJmZmBpAn\nHaQVbFch6Vfpj298lqsX/CijtmCiy6sjlDlYeP687B/8PYPtWWsjHsi29+3kF4tv8pTgscKpv4Fq\nWhw94UggMwNIfFaYoha+Ckxsk6irVX/iSQSnOV3E+QLBoJL7R1OxbTpC2WtO5hrrVs6VBioh21qz\n6Y+t73TW/c11ATatq/is6Fv0zJIgCXWNqW4nny/zM3FIxPlbvW+RE7SrWbqA521/mVd2Lc14PJcV\nHWszHnMHgJ7VTowyBoA5hs7YkdTnLf34R8xoyS5IQrHyvbf0uUH+8eOzb5hDQyBVDaCvIXV78vjD\nsHwKZtovd/30DaiNA+wa3P9JOx09IX7592U0GiGajeyf2eOmzGC8bxJvn+IkDD50zPv4/tu+ScxO\nHcuW5vF8fOaHOOmg47nsmE8ku1Bbt6V+d9K7gBMXA9PCnVy2/D7W3PpHSm3G1lRNQ9OnEPRlTv5w\nd28DtE4PZgaKOEmflob8XbnBgdTvpqU4RfhPazlpuM0uq5oJAL81/4e8snspf1nzAGv2ZZZsKeZK\nMqgGPIOeN/Zs8Ty/s78tmT35+/pHko8nAsCQEc44YSXqukXNGDv7vMWVP3/Sp0oyKyjXlfTKfWs8\n9xMzmtNLFJx/2LlgZ/8oXLf4Rn786q9H3MZa8tjGZ9g9uJf71qUyQ4P9qROmz7aT2WI17U+jxMfq\nUEQASFoWwR0gBKdNY+eU7IOPAxlRZ0pdlu7IyfVOt0d3OPuA/8EqWrZwODpDXdyz5oGMiQzZLtgG\n4llBO/7Luqk39xgocMphZLN3ypEZj9Xn6QIONqa6jtJrlbolSgFl6214bNMzPKA/mvO1QHLS29I9\nb9A2mDoP2VEnuHCfH909HeVcsShXcO2+mHK3qyfSy7fm/5Bvzv8hAyUYm/jmvlTXfqknOtl5lnsr\nRr2rHFSsLnW+PrplGtHWEzMCFX+8p2F/u8xNy+K7f34VbJurtj7KW/o2ZN1uXKCJX737e3zm1Es9\nj584/rTk7WnNEzioYRJfPe0LHNY8PVk3cGggdR5JnwTSO+AE9QfFnO/qSb05JqGMQEzxTn5L9JJ9\n4aRPp9oVVFl9zgnMf+s45p0xjtnnjk9ezAP85Jxvc8M7f8KN7/p5zgkdofhyb1OjqZVEEl3AJx10\nfKneTknUTACYEFAD/GnVX/frtdlqN7n9fsWdfH/RLwDvyStqxhiKhbhmwY/5w4q7Pa9J1NqKWlEe\nWv2M57mZE7MvRF2MXEGfW3+ORcLTT3aXHP0f2Hbp6ovVupZGZyzMVtf4TNsVdNmKkvwRVdKOtT+a\nCAALf/VU1zYWCj6/N2i01OxZqGCeADDbhITDxk0HoDPcxe7Bvdyz5gHPhKFy1oIrp/vffIxl7St5\nctM/PY9nK9LbHQ8S7bDTlbUvniVNBMfpepszA/ipn/ksK0/7ICubZ2Z5RXb1zalaYumTRs9/y6Gp\n7RK13tL+tsWMz5yz9UWuWfATNvW08mJ86Ak4wxNO3hTCZ9jM2ZYqF+QOunKdQ0oh5/rGrmLApmWy\nbmsXTy3cwuburcnH2wZH3m17z5t/S94ejI480F24eS2z1jjluwqt3lNIQyD1W9TX3Ejz2ecw7fNf\n5KAJ9YyjhfTTdWPIYmpXbL/H0IWjzt/izN78K2bV+7NPlJjamCqTMtWV7WzwB1Mrh7jGAMZcXcD7\nekMs2+D0pkyKZa9QUAqD9U6Q+eaRTnCtTXa+p2dMO42pjalZwI3vOYM3jzqaVVojsYDK0ROOSD43\ntbGFccEm6nzBjGORCPz64qu3HBZO9UZaqsKM8YeV4V2NTM0FgEdNmLFfr/vvEz6ZNdWbzUBs0NPt\nGrNifHvhTwDQuzfRG+nn+sU3s75zQzJQXN6eWcE/MYi0OTAu4zm398x4V97nc0lfgzQhfRLA9j1D\nnNG5ifOWl+/LN9bZtk1/dICYZXiu/BJ/X8tdwNW2kxN+EoP3N0xwum6TRZ2L6QJ2ZfxU7Iwxgj7L\nOdGG4l0Zzdf8CIDwcaeRS7YAcPtO5wc3bIT544q/sKx9Jdcs+HEy21RoGcVqNRjPeKcPkchW/LUn\n0gu2jdnrrdRf70tlYqyIq6ZZ2u/sxAsvYuL5F6LU1bOl6VCKVT8hNXbITosAP/sfGuoU54e1Lj6O\nUEn7h5/alH25Krd/bXWCu1Udawm4ur3OWTXIRSv2ccHr/RiWkewGdgeV3eGesk0C2t3tnIfSk2/+\nmCsAtC3umrWOZxZt5emNqXWrQ8bwstLpE/rSDUX3vzu4tXcbL2yfz0Pb7uP5tscYioaHVbszm0ZX\nF7DlD3DIl/+XCeeeB8DB4yZnBJifmtPF5XO6oXP/hutEoibYNhftyxxKMOmSDydv5xrvPrkpdSFT\n508Fr/WBQLI73IpFUMd1gWp4Zvtu2NGD0tDP8dP+yXldK/er/cVQ4ufqV08dx7TGFsYHU9+9Tx9/\nWarN/npUOzXuckqOrt6GtADwkfdOYslJjayZ6ZwnDhtMjfcL+Or4YjzT+KOzrx7hOymdMR8ALtz1\nGs+6ypWECiwjdP5h5yZv+12zJc855MyCGcCE3yy9jZaG1BVD+vihl3a+TNvgHv6w8u70l3oEVeff\n+85ZX+fas77BtMbMqfMAUxty1yjK55XdS7I+nt71smZzNxe3L+etb47Nrr7RMHfHQq59+ed886Uf\neMZIPfjm4wBYrq4Xn5WaiZ3oAh433jkpJCcEFDUG0Pv1TJ/hp9p18X/Pxp7cwiHHHwOAfWT2EhLg\nXZopoaMjNUyhO5Lqtkic7NPrBpqWyc3LbufF7QsKvodKSnzOVVQW717GnsG97BrY7XmPCa+2LeVz\nz3Ty2SXe8XGJINLsmUJkzdtpHjC56LU+GsMWMR/ccMxniH7407R88r8A8PkUTMWbuc2n0RUAZusC\nPugrX0ve/sS/u6kf3MTeeAAbNWPM27kw7/7dbGxPgeLJvc55a2p8PGNnvCSUO+BzBq5nHq9SWN0X\nr0Gals4aN5D6fu34zS8ZbHqTuhNf9RyfXBe32TzX+m+uXvAjluzxrpnri6UuvMOxwmW5sumJ9HLj\nsj/y5KZ/Mr09ytce6WDjP5/2rN5j1Q9/mE9jsJ6lJzqv65vgHepx6OTJrDwu/ly8e9ifuP7s3c8A\nMGYmJxy5/flDJ9PykY8WfP2kpuyrYtT5g8lJK2FrD3UnLqHhzBeIusYAGqZN4NCNHLO3vKtPJYJm\nU83MZLp74xr89agEPPcBmvzev2P6PnrG+3n1tHGEg5nf+bOmvDO5/cFN2dcfroQxHwA+pD/BHFe5\nkqEcg1cTJtdPSqZ7JwS9A3Pdg0Kbg7mzcp3hLjb0pMaPpA+UztbFlI0vHgRMrp/E4c2H8paWkzO2\n+cSxlzJz4tFMqpvIZcd9OOP5UpjuWtJmUt3ErNtUQzHgvUMddIa6WLDzFX695JbkYPChaKjs7Xti\nkzNz2sZmyPX3TSz47g4AVctOjjNLJGzseOHnQPy3tahJIGldvhklHuKBRtA2UF0/EkG/yjPTss/q\nro/ZGdkD23IuhNKzKolAYDA25Dm+neFuNvduTR6TYj29eTa3vXHXsF4zEok290T6+Nv6h7lu8U3J\n9WfTtYf2MWHQYurQIMa+Q5KPJ1alsI0gmEEufgFO2hJmUr+JrQSxFZWjL74guYZrwKdiuk6raoGh\nGo1NqR+RE47I7G5uakplgg7tiPH+RX3cvtIZ4jJvhzf4y/kdcGWOk+c42+aYXc73R4m3MVHzL7Hy\nSeJcsC/HpKFS6xuM0tUXpnkwFQBOautj8kHrUcf10m2kJl0VOzt49+Be/tnqZA7/ve0lz3OWlTou\nYWP/Jpa4xyKeGp8V7n95kTcDeP77h73fhmAdr5zWxL0fmszeQw/xPHfolHEstC/+/+x9Z2Ac1dX2\nM21700qr3mVLtuXee8XG9B46gRBqSCABXgiEkMIbIEAaIYXkTYGE5hAIYDoYcMEF417kKkuWZNXV\nanuZme/H7OzcKSutKyRfnj9aTS937j33Oec8B0/XLYXfo/ZapVLHZsgmkgIs6UlryKq0X84kTVzv\nn/od3D/1O1n3N2chTziaRSodAyiKSjjBb1/bgs4+qR/tjfeA8XYhzqnNkXhb2zHcSXbQ6SbD0xRs\nrF62RYaVtYAlDMDG/BE4p3Ypvjv1DtV2BRYvaIpGicag02ojAoDlJFaGOR782xuAWhjNDCliFu40\nOTLUr9bIkxk5QImLygaSRdO6VFe3r8u6X7VL7aJOBQdw6KEfIrKnSVcE3W1yYkHFbBTbC/HQrPsw\npSi7QvzxgJxZ3zX+DsNtchGuPtn40drH8P1PH8GLe15Fa6gdy/a8hqa+fbj2le8YPnNRFI+KKcgG\nrQssEFczYrv79mI/EbRMC4oYN8WnOz9O6gBYmQE0yPjUgtYYiVoXsECs5yqVGSzH0djprMWLJYsw\n4PRBC1tMgCgQnz4vHWdVlnYriIJKDiRbJZGh8O6hFdjt33vKdAWFtJbZoaCi1WfLEsNEItkyErdP\nuAk+C/HsUhwoUQBHGM8pSjL6zCblWTIMDWEQWahtBdUY+/ijKLnxFhReeQ1shMRHQ6XeAOTy1ex/\nkqXQFwuAF3i8duBt1bo2oobuuo6NeOPAu7pnTaW7/AWfKYOxnBi04vAq/O+6n+Fwui56QbpwvTYO\ncF3HxuMuEac2VqV2fcevP8Zdv/sErEYMuLZN757NtWxh84Dy7v0hdf9KMwKmbw2hcV8Un217E539\nR39P5F3I4RVxi1mV/FVUqJcIGQp2swWgKAScLDhWbVyV5tsgxFzoowph0Rj9qWM0ZOM9Pbjl0D8B\nAB0FirEii4WXOopR6siuZVjqKMHEwrG4bdzXVctZms3EAJpSAvICKdC8CFAimlolZnlPTGKCE5rE\nqlizOgnzeCCKIqh03yswhISLASyMBU65Go9IgaEZLK1eiDyLmhxhaAaPzfkh7p78TdXyhMaQbfNx\nYD3GxMoXjf88A9AgNoT01TtNDjDpSgnaAZWMj5lVOi3ze7wBM0diKMbPSsw2CqxeWFkLTIwJBzsG\n0PnmW4g3H8Thxx/FnLLpqv20VUm0MYqLK+cPet5cwZOlprJMrGW3567ePdjUte2EnPdoYMRurOlY\nj4/b1gCAzh0ZTcVw24p7cPfKB4/7evf1qzNCtVmlT27+A9Z0rM78zwiSwVzZHkdltzR4CRkGUI7l\nyiUGcPDPkxST5gqIkIR0ht1BexnC5Xp3sD0qYPynVrg+b4AzVge+X28kakG28RBhEBwL85rgE+AF\nHpFkFIeD7fjDtmfhPwluRiOXqlFdXy1KQgH0tdvR2aMMpvkDAu7Z/zcUxxUXGy9KbCtDvAeWoXDE\nnI8wozY0W3wleGlSHVZXnAbn8GFwTp0Gz4KFoGkKP/zaVPzstlkwAsWycE6bkfk/bqIgIGXoxn54\nw88zv5/Z9SLean4ft390X4Yp/7B1JXpjfaAEMcNWAYAzIsAV4rGpayvaw0fwYetKFPiTQJM0sSX7\n1L6YH8/sehEPbzg+8WRyQkmlA2UtEz+EdfL7KvcpAEzcFcGC9UFVsGAwmlvSBmkAx5NqY7i4O4xp\n2yM4bX0Qk59fjW2P/zCz7vBAJ/65670h27c/JH0LTEqEJyi1rU5O3T8w7NGzP1ZO2cdEm1Xr8lxK\n2zJRal1IIXlsBmDysJLQ1kfU9LVy2ZkyEhzN4vrRV2Fkfr1qOUVREGgKCZZCRWcS1yzvw7g9UZiF\nGJh+SRbGBMkDpdU3pI7huWVDJJ4CnfbS8DQFryW7QWZhzRhWLhmIHDO47qaFNevYz6TGkP3H4jxw\nXG7hZaca/3kGYJrxGVMwMrOMNADdJlfGAOQFAV8ddRlun3AjADWN7TEr7uE6Ig18uKdWd07/EPUy\nL2tQYiicJgd+MusBPDj5Pvz4r5/h/c3pWbsgoNRRjKcW/hRTiycCUDOXgNpABYAzak4b9Ly5gqy/\nyCeNB0iZBfj1lj/ij9ufPSHnPRpkY42CaTZKy+aSGn1vNb9/XOfWMiC9BuXzyNh8RhCR5JO44COi\nXaQ7koycRw7xpvQQLCHJAJq9CnsUI97h8Ho9k13emcD8Qwdx3e6V8G+u1ouWGYB0e5Nxttq4qlwQ\n5xP4887ncffKB/Hwhl9gc/c2/G3X4DImxwLRgCUKJo2zWsm6rV89/BY+2twOkVc6/7pmvcHhTEVg\nNqmfnVyL+anqi8AQs/5+ezUOBGbBZdW/94pCBzwOs255BoTrP26iIYTcgwrKrhukvndbqAO1bXoj\nobhHzfBf+ZYfZ36wE2xKVBn/ZNWjXEVtRVFEU98+lX6fzJDXtsZhC0vviUoXvdYygK6IgLH7oijo\nJ5JTNGxePJXA7r69OoOtL6Rcu5ie3SY62pEKDuDiFepkoMojCtP46Pon8UHHe/hov3HFpGgqhntX\n/QgvH/gXAOC8j/vhjKQZQJNmWGVzkHzSwMQqx3Cw6lClPIfShgpNaiaLjh6bxyMWVZ5TzETj2TO9\n+NO5+XCYcjMAh0KciIubuymEb+99Bb5nf4ZEXx9onsKcz4OY97n62xQiJy4mMBpLKVI5NDDSWz/o\n9rL3gB2kqlI2aJlMAOBykf36AnDKDcCGhga6oaHhdw0NDWsaGhpWNDQ01GnWn9PQ0LA+vf7r2Y6T\nDfJslYxlI7M2S+xFmRk7L/KYWjwR9XlSOjjJsJEGBZkt5DbrBT03GWT4kiBnGzWuSpgYDtGY1Bhj\nRByK/10pmUWOxbINMfvKNWuZhINT4v0mFY7DA9PuQopIyU9lCYbOtZTeyYJRRQKP2Z0xzvYHmlWd\nP8laxAwSg1JCKmf3sKyfOBhIuRdaABIal7mc0SszgEwuBuAQA4dIuoCJIOw4YQAWLlkM94JFqv1c\nYWX9WYHPce++5zBxx+D3SBoB5LsgjeGUkMKftv8dmw0YVzILM84ndN/Mbv/erBVKcoXW5W/kJpSN\nlqXV6mcyb6N68NnT2g/wLPICKUzfEoItaTwBMXPqd8SlB26BYgAiLnRbyXgAgHswQy8biLYlAHCY\nOPSHjIP920Id+sologhbVHnnPr/+GyfzMBiicoklIajiqsnn25/j+3r9wDv41eanVSEGcT6B0q4E\nzlkZwMUf+FXfbjYJFXdIuYdYQn0Pf9m0DE9u/oOuxGXvgNKuRQjgo1E0P3AfDj34gOE55OsQaMlY\nbe0zjn/c49+PYCKEnng3GF5ERadyPVxSff1UDuEeWpiIduXm1JnpHMtgwcQyXLZoOExedYaqOXhs\n31A8pjynJEuhz8Mi6GDgMB+/Ti2AjHGsRefnW1Gzba9hAmJqQLoXfzCOcOz4QpCi/gBMPI8UDYCi\ndHF7APDN8TdgbtlMVDjLMoQDm4OnRgsjjVDmGAzJU4EvggE8H4CpqalpJoB7ATwhr2hoaOAA/AzA\nYgDzANzY0NBgnBqbBbJrwU34+G1E9g5FUQoDqAkkJmsDkkGiDsIYHCw5JBtIY1S+FlkIUyBeQfdL\nzwNQBls7Z0dkTxMOrPkMTenSOA/NvA/fnXIHHp/7Q7R0Hp1G171TbsfkovGZ/+eUTUexvRB8ipBd\nSBkPdCdCePVgoOWYS+GsO6JnNUKJkCoW8/MuRUKAHKiM3H4/Xvs47l75YE4uzFwME5IBpAVRVfcZ\nQIYBlA1AegjXAqDPAtZCZQA6lDZenKf8Zs1mFF15NYb9+ndYP1FioovDyvoRvU0AgDlbjN+vHAwd\nJoxg0qDuivTi0EArmvr2YVffHmzs2oI/bH8Wm7slEfKPWlfj9QPvZOLKgOxVedpDx6ft9nbzB7h7\n5YM4GDCunw0o7bjaVYH4nokQ0xMwo7JuYorDNcv7MG1HBJMCTbr1Ox3VsJjU73FcHRGzl2Yc3PPm\no7VbOm++6+gNQM88pfZzfWscN/xjJzw//I1ePwXAT9b/XLdsxtYwbnilFxVHpOfOM4NnJlsSyjdl\nSqgZQPLd8TnGcsptgaypnBASGUYvL8SrGH4uy2HNCRFj9kbgGUjplBc+OLAKANAaVCcOxJIJOCLS\n908lnNi9RYrV5QeMvTZ7b7gOoaDSRxklm4iCAPqdT1DgT8IaE7B4rbp/GN6qnqxSOXzrWjA0hVRX\nOVK9xXBz+hjCq5c0YMmUChRdfa1quTWUWz+9q7kPu5qlSYQoiti0f29mHVm60GU1zu49WjSXGE94\nY3ubYO9XP79NDdLY2/f6v5DiBdz51Go89Ex2Vnso8OEwov97LwoHYpm2b6RnOMI7HJc2nA+aojOS\nSMwxMHd2s95kYY7BkDwV+CIMwFkA3gaApqamdQAmE+tGAtjX1NQUaGpqSgJYBeCYRPBI/S5ZUFeW\ntchmAJKMGhm3p8oOJjT7BmPgLEQMEMkgygrv8oyGMyi/Nb1EeiRzyqbj8E8fRupPv8ajz21CIBRH\nnsWDcmcprKwVP/zLhoySv4yGvGGYUjQBFZokFqfJgQpnmYrSZtPXLxJUu5BM4X9n3a+7pgSfUBlb\nvVH/UQ3YvMDj8Y2/xgNrHs55HxJaMV9AEpINEoZJMBlGfzyAQwOtKgaQpVnE+YSKhepJM1eDZRN+\ndHg19vj340DgEChQuHnstZl1S6sWZt1PjgEkIWeJykkgQ8X3AUO7gEkpGdaqtNdFk8tx9ekNePzW\nmcqmFgsEpzQpcg/klkGZ6qxAZN8oAEAoZewC3tD5OX762ZP41eansbpdkR36NP172d5/4e3mD7Cx\nUzHOs9XlPt66r28cfBeAoltodB7ZmGEpFrP3t+GyV5KGhhQAiAnjhBGRYfGbqguxvGgW/EE1u1xd\nIn3rdWUueBZJIRqOCZMy6+XYoqOBdfhwlNx4i265aZAawyTGNUnfQk06mUJug6HLlGOakiTrp/w2\nJyVWNZqKghd4xAXlmWqFnN9u/hCPbPilrqa0bCiSfXKCT8BKaFJGUzFQgghaEHUxgDIWrwti4YYQ\nrl7el2F397UF4A8q37VWID9/fyuuf7UXtz/XBXMyhDXr/mR4bBId+xXdS95Az69/+2aYP1qHK9/y\n48Z/9qDh0OAagozz6JNAKIpCsnk0kvvHg+Oy9wPa5ALTELGRoigiEIrjsRc247EXJLY0EInAnKcY\nzj0eQgPvGK7dCMvnuPF82SK0F6kTnfhDBxDXhFHsrVS+u+ffkmSZ5IzhY0GqXzHoOwo4/HzeQ0Pu\nc0bNIuSZPbiu8YqjPh/L6Cd5TssxMP+nAF8EL+kCQJr8fENDA93U1CSk15FTsyCAnHtMClSmAyDr\nmsoSHXIHJFv12rI55D4UkSDCEoG2JAOodfOR4NPHKrUXq2YR8swjGk3gxkOvwGugfD6rdBrG+UbD\nEuWRyYMSRQTCCZ0LSRTVkYL1ecOwtHohfvrZk+p7S3fCnMoAlH4zAcXNkYgnUGYuRb4lD70EWxcX\nEipB3e9/Khlyv17wqOpZZUOuReVFUcRzu19Gg3eYiq10cHaVK5ajOSSFpIqRSPJJ3L/6fwEAc8sU\n44elGXx/zcNwm124b+q3VSxBUkgaxnmEkmEs2yPF9xTbi2DjrBhTMCqzXhscTesYQI3xwWiSQHJw\nCdBDJYGQQtEWpdOkKQoLiCoSMti0VIwpPHjMaub4AgsxJV03GQOYLelpd5/CImjbxCfpZB0A2EtI\nKJHgRQGRZATP7X4Z59QtRZFt6OQUI8glHY3Egg8MSDIwLM1gpl9yVbO8/jyMyOOa9cbJQxSfwkB6\nIhjXlLRiGRq/vmMuOJYCS0+Ea9ZscN584A1JjNlqOrYu11Knry5iTogItY7GcGobCqIRtBSb0O3V\nT0oFBkBKCk1gUyIm7ZLe36j6YmzmnPAmgzhtfRA76qTMU9IYNCeAPf37cdcnD2KCbww2dSvPRBuX\n+3o6K9kfD2QyiAHFUCT7wQSfAJN+dDwFhBJRXPVmHxwRAX7X4BMfWpRY/YFIAj95diMsJgZUuqvQ\n9sm+FmWSetOb2ZlhEn0xpd0YqR+s2LUBg6cFqmEqPD7dN49j8HAR26hGRHZKhlJhdz/ibW0wlxmL\nkX++pwdPvaJu1/3RcMboXjXejt5yF5Ce5A0vOTGadSmWwoM/vBorfrob6FTGFTEeA0+pWcY4R6Gl\n0ITKrgQ2bjoIDFEoYSjEDij9TcDJ5qT3W2DNx0Oz7sv5HD+ccQ8e/FSqz17g1F+vzfzlTAL5IgzA\nAQDktEI2/gDJ+CPXOQHk7DO0cGZEk1LDZczA1yZeivea1mL73hDYAsBqssDnc8JulQZLkRLg8ymn\ni+yRDIwSZyF8Pid+c/b/IimkVB1dGZFtaWbNWYulyy6KIleB6hzlhQXw2pyw7jgEp4HxJ2/rgxOd\n7yvlmSxCHE6XFR6TgN2PPIbKq9Izk3TwTp7FDSttwpy6CfB5nch3eHCIkEBICSn4fE64u5WPrbDA\nBZ/LCQvB6Bx49U1MfeIePLjo2/jW8u9nlnMWCo989kvd9VrcNFxmpcGLooh39n2MsUUjUOoiZAMI\nbS/yeWjRHxvAmo71WNOxHmeMnoNQIgwTY0Ke1YUoH8uwC1eNuwB/3vSSat+uhBKg3h6VXI52zorO\ndEJIKBlG0hzGIx8q9xFk+vGPPf/CjZOvgMNsR39sAG6zE3xYeSbdkW4U2PNV153nUn/k6iQQQNDE\nUtrSNV9lfTCr3TzocwAAp9sGcj6v3Z4jOpXCikIw5sFnmXnFXvCgwcA4HocSRIg0hbIjSUQtFDoh\nSvp3AJYffA/njz0NbosLCcqYZSAHy209u/DXpucMt5N12bRwOE1Y2b0Gm7q34XCkHU+dPfRM3Qh5\nbgeSJrWRWmwtw5FoW8YwLyrIg2wa0AYsT0GiH4WxLHI3rNJtpnhh8PdYpJ6/+gqkdjPUu9ciwaag\nrU5sSorge0tw/l65nwhjzVg7Ph9py7i6TAkB1nQZuRHNMZiSYsbwKijxwnnhpcCLkmC9IyrAKaey\nJQAAIABJREFUGeZV9aIdCXOm/yONPwCwO02G9+HymOFzEQLXkL5Zh82a2b41ySoamRTQnmyDN81M\n51JGjWEBgaYBJolYKgV5OhaIxlTXFD2GmMskpfTpNKt/Vy2RHUdlABbVlOQ0SdaCpqQognEjiuHz\nZo/FYy+5ADt/qAiY9z3/DMY++hPDbXe+p67xu7cjiEOhbZm44HYfB6/Vg7ag9HWUuL3w2Y+PBbx5\nylXoDvdJz1GTDUslkzBr4jlDdhq9eQwquwArH89Mto72mwGAcCKCPX9VSsPGzcwxHWco+OAEPpV+\nux3KGLsrXXausMAN3wliU08kvggDcDWAcwAsa2homA6AjAbfDWB4Q0NDHoAwJPfvY7kemIEyc4xE\nElhQNAnv76NAmVcAADhw6O4OIhmXGnsylUJ3t9LJJ+JSR5dvyk8v58CCQ1+kJ7NNMqJ8yFWOcpUg\nNIkF5bOx4vAqzCueje7uIB6Ydif6xB6sWNOJ4eUx+PvDMOI3Hvq/tbjp3EYIsSh6dihxR3Y+hs6u\nICJvfIDwzl3Y/sAPgJorkWqvg6l2O64a8RXQD/8ebct+BPsTP8ecohn4vH0bKp3laAkeRqm9BN3d\nQcSJYPBgfxzNgT6s29oGWWK6Yt96dHUGwNAW1LqrcSDQDADoGwiiJ6IPPP/Fyj/hlnHXZf7f6z+A\nP216ESzF4JcLHsa+/oNY1bYOCysUYWLymWtBVh3o7g7iGx/+D9wmFyiKgsfkxgPT75KyCv17dft2\nE7E7+/qk6/aYPQgT8YCvbf9Qtc8Tq55GKBkGzbMosvvwyr7luH3CjaoQAF4U0BvuU113PCLggWl3\n4sfrpBBWbQygK6RmRwQ+HX6QHnzjSWHQ5wAAsZj6GNrtRcLI7A3EQVGDS0BQIoUwa4Eri1g6y4tI\nAbj4Q+k5Pr4AQEphlG741z04v+5M9IVzCzRf32acQZkNff0hRCPSPXSHe9HVNZDTwPnx4TWqesXb\n2/fCISiG1+SCyVizLgFTncL8Pvb0Hlyd/s0ZuFKva9WHHGRwyz3AW9LkymJihnyPJGLR9P0dxT4A\nwIf0Rrc5IQCC+vnM3BpG3ERha7pSxLWvKey+OSliJJHN3B8TIRJSU+O3CJh0UC0v4w4XAjAO9ejr\nD6HbrL+Pju4+mOLKIJjkpXacjCttvr27D5PTTKRAU/jz5udxe3p7LiWCB4X3K0fh9BZ1ZRYZbJcf\nTYc6YZ30AYSIMhnr6B1Qf6eD1MXOhqb2PRm/UyQWUx0vGIvBGs9Ng1BGT8+x1VP+xgVjEE/xoHl+\n0PYSiaj7CX80iG+89j3cMfFmnd5d2B/E2IG92OGsBU8xePivG/A/+5/NeDACDgaVrBPyO3dbXEfd\nVrUY4xwLOKU2z2mz4JNx2IIUBErxoiQ4GkGbNJYXJfrQacmHy246puv4xof/g2ucDPLSEj3gzMd9\nP0MipXxTK6ZIRl+/PwKWmFCeDCP0WPBFGICvAFjc0NAgC6dd19DQcDkAR1NT0x8aGhq+A+AdSPGJ\n/9fU1NSR64HJ+I9FFVLoIMvSEEIeMN5OjPU1AiBcwJoYlkvqzwNLs7ho+Dmq5aTblPygrhx5CR78\n9BHDa1lQMRtn1y5RlX9x84V4/C3JGL1uqle3Dw8K63Z24qZzG9Hyk4eQaFcGLBsfxzPvNGHY3hbM\nBgCehzcRgOcQhXnTvokR3grs8SuGan3eMDwx98fgaBYrDq/C5KLxEEQRhzqUwZ+lWbz68UEwmmzJ\nvTd+Db4rrsKdC29Fa7Adj2z4RdbA/d1pQ2xf/0G0hToyWcay2+fnn/9Wun5OHU91JNyJV/e/hUvr\nz1cJbJLnWZOOIwskBsDSLErtRZl3QbptnSY7gomwTqCYAqWr16hN6JDZjZ5ob6Z03q6+vRjlbVBv\np2krMT6mKelDZDGKyATcy6DT8ZYyuzFUhi8gVQIZbPjydimcUC6Gkt3KIk6bAGQzAIHR+9RuUzGl\ndim+uv9NFGcpWTgUaJGFQGVPHPjLzudV/3/a8Rlmlk4Z8rgv7XlV9f9nnZsxOl+Sgbpk+HmoNY3F\nal6pWmKCDW3dyjNYvPboBgRzQT4AyQC8+/LcxNlvOX801u44gpqSY+v4tVVhAMDn53HYIBFjWEsc\n24dZIdAUrInsLYhxOEFzyndU32JgZEayC2eTnhEyPlhbd9coCevt5g9wefq3KaWuTuNOy8Jsya/B\niMReVB0x6HuO7ITYmkKlJ4GWEsXA6qEOgBf4TB8vCoMba3GTCeaE+vjRWASVkQTsUR7ROvXz7Qj0\nwRI3fqb2KdPwcnsMS9tOTD3bCfW5hUBY6xtgW7IEkXelGNiecA+6oyl80PKJbiwbteFFFPu7sKBn\nI3Y5qrHZXZ8xvEJWGhErg1JHcaZfl+Lfc9NczAUmq8LIthZxqOhMorAvjH4Hg2WL80CLIpwoQK9H\nGvvO7PoUzT4reL76mM+ZMf4A2O3HVlb1aEDKyQkZCaejZ4BPBU65AdjU1CQC0EY07yHWvwHgqGpM\nLayYg/q8Ovx5h+RymlA4NpNswTE0UkeqkG8qwtnzlwDIngTiNrtwbePl0II0NtxmF345/yegQKli\nWs6uWYIFFbNx5yeS29TMmHWZRoIIKeCcosDH9Z1aIm0kdPojKuMPAGx8DE19EdQSM/YbW6QYtY6Q\nWkCaFwREYik4bdIzOK1yHgDgky3tWLu9C6Z00QgLYwEvCKiN6EvudD/3N+QtPC3TmLPVWJ5WPBEJ\nPpkx9ORzaaE1vJYffA/benYiJaTQmD8CI7zDUWIvUgXu/333PzK/U0IKFc5yAEAyxSNK1LSt9JRh\nR9ceXYUOE8OpAs8BJflDhhybSGYViqKIGK++3+tHXwUAmF48GWuPfIZ8i9qAVzGAvAiLhiVg0vF6\ncs3OXErB0QyDwdIiDk1ailEfPjPkcWQ4LBwGBslGG9cUwZSdGuNQ0G8f5xMQkyZQ3NGJzqYSLGhz\n7lVANnRugj/mx5LqhapJWC54rkmq0UxRFA52DACCsr82I082MD4rKUOhuRCVzZuyHrf28Z8DTjfm\njC1BbakLNSV6WSgjTBlRiCkjjs1wBgDaYkXxjTfjyNO/yyybvzGIPZX6OMeKriRmbQ5hRXkDgC7d\negDwfvV6UBQF1qQMVk5ef6wx+9ajZPFd+HvgGYgJMyhTHBbGjBgfVyV7kHqQcV5rAErvnOxvu6Kd\nqm3OX6EXth5RXoC36ly45D0/8gPqL6G8KwFv80ZcAOCZs7zwu5X3e3CgJVPbleIHb2+Hps2Aq7AI\n3n8tyyTVLPlA8bx85OhRbd8Z9KuypGVYLr8OZYvmoeK19UDaAIyYOdRede2g5z8RoCgKvgsvxrPd\nazB3Uwi9Xumdbj3QjbOreew7HEBDpQe7uw+i2C+1B6uQwMSBPZg4oLiE/U7puzitcj4GEkFdH3dC\nrpXIiM4ndB37nQwi6RJ0PtqKlmKlXZ7evwqvuapyPkd3fxSvfHIAVy2phyukmbjXVBzrpecME23C\nstM88Ab4TCjGl9P8+w8Qgi5zlOCi4edgTMGozEzTSgz6DEMBoIFgfsZgm18+G3bGiYGdY/D1R1cY\nVgwgQRqAHM2CpVlderjL5FQZfEaBpkd+cB/u3f8sFnVvgJBQOsk/VpwDHjTYdAf53d+v1e3ri0tu\nOaPi8kJYnfp/w6MrcPuvVqGtR728uWNANaCbGROsZhajQs26Y5LbANnLfwmiiOcIQ42MOyRByrKI\nopgxKHf37cU/9r6Gh9Y9gdZge1amEZBK4wHAU69sx1P/3JlZXuORPmqt0WaiTZhPuJ4BYCCe7T6U\nTv29lo/wu61/Ua2XBcCvHHkxLi6/Gn/4e4/q+WpjABnNGCFrgckxgLkwgMwQWcCxwvIhj0HCbuWw\nIn9S1vVTd0Swp0r5dur7A5jf87kuS9Yf7weYY9DlSh1dIPQe/z682fw+VrdJ+nFbundgV686hkkn\ntyOfKm10VNmr8de3myDyRMIMjJ9rkmbB2wfPOWM9eWAZGtedORLzxhsH2p8suKZO1y27vO1dw23r\nWuO48/3sLnhn+li0aWgtUWb3PqkJMNIzlfsEkhV/dpcSj0t+w8FEKOOZEQiDUft9lHfp3+PICh/i\nJhp/Oytft25Es9J/XrO8D+OaIlj86QAgijhy5AD4dJ+oNQDfmukCT4x6nrw6zD3jTPBZpFqswbBK\nCH6nf5ducvf+5AmoXCRNfOdNUgyVz8dUwzXDuMLLiYaJ4XCwTHovjXtC4JICAkcCuOWJj/HEi5vx\n4of70Pz0Twc9RtxE4adzfgC32YnrGq/AuXVLT/h10gSBQSYbdXmV529hbKr61baYgNRRlCL92Utb\nsHZnJ95a16LKNP/1V3ywFWYvZ3eiYGZMaC80YftwKYyo1F48aOm5LxL/9gYgWYdPnmGaWWUQc9qk\nj6LLrxgg+dY82A8uhRDwQRBF/Pgvn2Egkt3wyIV90FbpkPdp6QziF8u2IBBOgD8iebOnBHZlGMDt\njhr0mPPQai0EJ/KgRR75Cf1seLZ/KyojRzC/T89O8JGwSs+uMtoJiCK27usBHwrh44+24unXd2Ag\nklTVgKUoCtwQLeA3L+8CoI7NIxHn49hI6u8ZZF4CQJQwzkiWj3Tbv9j0z6wSIYCSQb11fy8gKhde\nnWc8qzMxHEZ661XVW0JZKkEMJXRtYcw40D6AdTu78O5HYURiPP616iDumHATbp9wk5oBFEVVVjCg\naPrJri4jl54WpJEYpfXGEy8Az5UuwQu15+jWGcFuYdFiy94B8gxUCQDnbmrC9P4dsEf1jAdFiyqj\nikQ28VQxqalpas+tM5ardzy97a/49ZY/qtZlq1HtteTBzjrw2F/SsaLpqh6UIGLY/iBMgr6dJSkO\nSVdapoJh0O86MRmQJxNGrB0AcInsH7ZAAUy6bTHc0Abgli2H4OvlYUkb23L/mq06T5IwDEn5Jlm6\n5c3tn8EtqjM/eQOKxGEmtFjnLURvVSN6zr7G8JzzN4Yw6mAM7hCPwsefxd5vfxNvrT0EWqNrGrHQ\n+GCSMhgP+KS+I2k31rvjo624d9WP0DwgZRBvDa5HUZ/6mOZChSnjCINaOIXlvyiKQoKYMN74cg9u\nXan0y+u3taG+ZXAlBrelQlU04WSAFMX+5yIl9GdLvXJeUrcXkCbXAhPXETWrt3XgvQ16wkGWjGEZ\noLhX6R94lkKx++TX5CVdwLeOux73T/vOMekJngr82xuARsYZSV1/tElyb2o5voYKpSEc6gzi7bWK\nRECKF1QGIUMxGO8bg3NqT896HTJLeFrlPIzOH5GJyXr0uU3Yur8Xa7arQxnXb5Ouq8ssDTiy+5cT\nUrih5TXDc1zRbjzbF8JhgOdV283r3YRogseBu+5Ayd9+hrXbjyDQO4Ard65DXVqoVOR5JNoOGx5T\nxt4WafAlS6uR0OoDkkwfKcNBupDDybDhwN0d7cVvt/5Zt1yGKp6PKF1Q4daXOwMkqRhArcOoFZCV\noa3vqwVLs3jomc/wh9d3IpUSMLF/N4oObcPwvDrU59WpGUDeILM0HQsiMx9DsXsAVAH6T1edr1sf\njCbQYitGJN/4/rVwWNWD/XrPKLSbC9DTKNWabS4xo6Zdbxhd8WaWRPy0UVXdFsdtz3ehsE96p+Qg\nYo0JmSoUooYBNDMmOPxjh7xuCmqGlsRmTWZqmbUCFCiEEiHEIwyi6YQvmfmu6khg/toOXNeijzKJ\nxz2IVI1A3uLTUX7Hnfh81mV4o3AWNrobdNt+UUjmWJorW+USQAq2Z+T2yA09uZ3ftwlXvtuLi96X\nJoGyFmo2OSCSrSErxfjjAby14zMs73oJw3ZJ/Um7OR8xjgZj4IRxWZR7Lbnqasx44G6Ulg0ew3Xa\nOonhpwUByz7aD5pXuwADDgaHypV7Hl0rHa97nHFe78ytYeT3pzI6lgxvgSvEgyotw75yMw6UmpD0\nKLF6JovyjZlzyGY+kYgQqgCs/LmIIr7S9h4WtK0ccn+qYeaQ2xwvSAaww2dCRz6LrjwWA+2KZ0Ib\nt21JCGDy21UVqwDg/5bvwvMf6Mv/yaBoAfPTFX7enyqNASfbwAXUVT8Gqzn8ZcC/vQFohPG+oZP0\nec3HWbBtJQ7c/R0ke3vxh9d34o5frUJPIAohmUDPSy/g2rIzdeWjSMii0BcMOwu3jPtaZnk8IXVA\nAyH17ItN6wRa7VInJxuAJo2B8qln6HuJDwSx5cEfqZbN6N8OQRAhpmfA17e+BkfbHpSFAzh7ZQA1\nh+PYe9P1ED9bbXRIAhREgdYJrGbOzSdUem1k2ShV+TDCAAwlw4auO9JQM4KFtSgfO8FkOs3Gs3eZ\nqbhw+NmYUqQO1ierswyGs2tOxwXDzkIyGkNd+DAgiugdiGFJz3qM2fZOZjuKeD60IOpdwOkZYIYB\nzMEAJJtolNEH4w+kpXVcttyYBlt6cHqxZBF6h0/Eh/mT8EzFmYiMkQzAYYeNGQJbQsDX627KlEyU\nISeIzNgaBiMCszZJnS1ZjvTGf/bghlekTFR7NAVvQGqPww/FMHbFQfj3lyG2dc6g102BysoMP7f7\nZdX/LR1RiBAR4+Og0nF/rmQIX9/7Ni74wI/CNHuTl9IzwUmKg9ligu/Sy2EbOQqs2YztrjrscEgM\nct4ZZw16nacCtpu/jaYCvUt0MNi/cbdumTxBZQdhoiOT1PG8vnTMls8qGU3ZqvokhRQGEkHs6N2t\nmnDt8e/Du13S5HbGNslFG2PM6HLr23bFPffBSRiA8vUOpY1JupLZ4oNgUlL/u+ysSfjbmV4EHQxi\nRK3eyiKpz2FN2eViSruT6ApKE0Q2aQErABa3G8vnuvH6fA8sJqLyDhFT2ZVFi+9kgRIZ7C9VGziL\ne9ahNtqBUYEDWfaS8MrkCkw8yzh++0RCy4S9dLoXzy/NQypmRq27GgBQ6ZDc6MtOk/poT0iAo7AJ\n725oRf+G9Uj29aqMPrL0JbncH1bGnySbbj/UyTN55PrCpURyIHMSz3ci8OW+uqNAS2cQyZYGlLK1\nKn+7hVAZFwhWJpkuOG5PRXBz8z9Rvu1jpPx9iOzcjg27pUDZnzy7EYEVK+B/7x3sf9i4goVctaPS\nZRyPJVfzShIK7T2cG1P6JdfqufOlRpNIi003hFtU231cMBGHLYNngw3s2Qdbp4HI6RGF3fMlAmBj\nygcxf6M0U54woJdTkfHaainLlKKzZ9KlBB7lRNURcqAmWT/SAOyN+Q0ZwGAW96wMC2NGJC3VQ7qA\nbaw1E/Q90lsPWRrbmjaaPGY3rm28HF6LokLvyHEmOL1kEk6rnIf2p57EJR0fYljkMBwGMipqF7Ce\nAZSr0ciG4ZBVPgC4htAwC0alZ+i05VYTWq5Te9BehoEF58NsltpcXv7QmamWA93II74rUaAzBmDS\nqha5jqUM3LKiiJtXbsfVy/tACSLOXD2A6qZeDAscxBX7P4ZnYJBgfYpStR9BFAwZwWRLA0RemX1T\novT71kP/RH4yiMrOZMbwMEKCYlW1fU3p59Vu9WH5nBtQcOHF2a/xFMFeUY5XS/UGs6kkOwtcNqER\nrxYZF1RiiFirIGPF4YI6/KbqQqzzjAK9wDgGbPXGAChQ2NC5KZP8QfYBL+99HY+s/yV+s+VPupjg\nhKiO001SLCp79N+TpW4Y7BYOybY6JPYrLDGdhQk2wmhhC7i0AWi2FKE3XeFCYCi8ssCDZ8YpjFci\nX/IadXr1jOjCDUFYt0oem+nbpOQVmnCdk7Hf5PJ8VhGyPxWgRBZxTVcwKbDHeGMNuit8urKGJwOG\n5S0pCmdPG4bbxn8d9065A+MKG8AHPWgvNGFzvTQJcPSZ8Om769D1+9+g5Sc/RpiQyBqIJHEwcAi9\n0T5E48rySEDx6kTbGzCvfCZGeIeftHu7Ycw1uHPSNzA8ry6z7MtaAk7Gf4wB+MmWdqSO1KBj4yiV\nJEaSoI3lmUKs5RAcHdKM6LwjK+Eh2IBYiCh2Hkog3NwMAKD96mwwQBL7vWrEJfjZvIeyslepNI2T\niirsSkEygPKY5AKRxXuTsgu5Z0NmO9nLmaquH+zWYRWMmZvA55+r/i+JK5pgrIH22TrPKNX/r67U\nSs8CS6sXqZJiUmJKl/Ung3QBkwHjXZFuJA0YQDLY2ghW1oLefumYZCyjhTXja41X4pL683DL2Osy\nbKWFVRtQZGKOLUcDUL7XRJOUdGJPRTG3V4nDFAUBiSQPR6Q6s4wRRGhtZrn0G3sUMjCky3ZkVZ5u\n/azRJdLfMSU53In+2D++fipuPGcU6uuHdiELqz6AndBGTOyZlNEIpLXdCK8fSOp7lWxZGxGYfX7n\nJ6iI9mDOpuzvPpqK4ntrFGHbX2/+I763+icqo3BmyRSkjtSokpwokYU9S0yq4Xk0LCtHvCPO6Tom\nMd8TDYuJhRhxYVmpxNZ0mzxwPfwkWK9kwLRqJovOGZKRs9tZjedLF+uOR+fno8VShHcLpuKpmktw\ncM5FGOAc2DNyHpxuPbM+tikCMUXBFpDe8V93vgBBFHQySUPF1MoQs+RHUjQNm5lFqm04+F6lfdpq\nag23N8LSNQOo6oyDp4Bx5WNU61pKTKidpAzUpuIKPHOWFy8v8uDZs7x4Z7q6P2/cKlWQGb9XMipS\nAwOI75yKZEcNikzK9VE0jecbLsKT1ZeAEk/t4E+LLOKmY2ujDHXyjT8AWSTogcoCD8yMCRXOUhR4\nrEjskpKU5KowI1pDmJwmTfj+fkRjyvgRisbx+Man8P1PH0FwIAwm3Rb9LcrkIxl34Sv1559UBtDM\nmFDrVmcrf1lj/2T8xxiAvQFpMCDZEEEQwfMCPOnOqPOF57D3e/ej5UcPYuwaKWutMKF2Y+xap44p\niqz/1PB8wQ3rse+WG/DaX94ER3PwB+P46XOfY/2uTt221ZF2zHznKcPjyFl4qUFmCuNHDD7AZxvk\nOI072Ut0yoo+kYKtLn25KQBIdlRnfg/31GaYNUBy92Rzz4WyxAi9fuAdnRwLiYmFxnFhplgKse99\nC/N6NoJJMmg4GAOXFEDTNNxmF+aXz0IgpHQM8sz8V//Yiq898iHiMcXoJYWeBwOr+YDP6F6b1tKT\nIMTjuPmJj9HfrAy8NK9k+7JX34zqh3+acQHLySE0m0OHS7CId16qZxOWTK3A47fOxMQc9cJIeBxm\nFLitmN5YDKtlaAaRO7QXjk0KW+wNR2BJ21+JlDL41zfH4EjruJHZw2e8qwimOyL6YaC2LQGGmJSQ\nNTgPBtTsdpN/HwKJAbSHFYFiOcGAND6TJj9MR5E9GGKt6OhVGEI3UYLLYf0iJFP1MKc9GvutlXi9\ncBYSl9+MYp8ThVdchZivDG8WarJOiRi4I2a961ikaDxXfjo+94wAAMyfUIYrF9fjrkvHw2nl8Nuq\nC1XbL9gYwp2rV+Hry9tQ4Jf6l9ZgW6beryH47O2LYWm8Pr4y879tVCPcc+cDAKxm/TP3eh3YX3p0\nmZyMCMwYVodkey2qwoswLHQOUl3lmFqq9DMLR4xGL+NFkqPRw3nQ3KN+jhGbejLJ2O0QQl6kWht0\n1+k3exDOsX85kaDBIm4eOu5Qox2OvRVmsFRuXoTjRSJdC/hQMacO4yHc/SxDo6JQijPdUWtFigaq\nuqNoJNQqQp8ogv7hOCFu/sCd+Grrm4AoYvZBpTb5/ElKGzuV+C8DeIqw57A0MystkGatsZZD6Pv4\nY4wN7sPNLa9iTu8mJFZ+CPGIonlHiQI4zQBRenhHZplZ8+5eW3UQr6fdov73pPivyrWvo7UzhDuf\nWo3dLf343b8U5XpBEGFPRXFZ+/tZr5tiOVQUOrLOhAGAHeIt2bNkAk7vV6vou1LK4ObQZHZ6v3o9\nek0epIyaBDGomhgOdpPCDKT4JOJ83LCebjbpGCNwKmFnp+FyHJTKu83o34G79z+HpZ8O4JImhck7\n0hfBXb9Ras7KhurmfRJ729OvGKqkVMWSqgWZ37NKp6mui6FYnZjslMCuzO/INrmQDSkErTCAXGUV\nTL5CXexSLi5gEO4u2sBgpykKXld2od7B4LYTAeNDxFXJKN6wD1xSgCkh4OtNK3DV2rR7Ke3/LulN\n4Yw1A7hspRR6YFRhA9C3PRll3co7acwfgYUVkqszWxzNExt/k/ktu4RJF7BIxTLSStngnDoN2zz1\nEAEEWAfOnlmdWed1KoO+3XpqBsihILulQVHY4arDmDES42AqKsbA5bfBb1LrEtLEwBqn9fdA3iMA\n5LssWDSpHG6HGU6bCQHOgTd9MwyvpSidYfnTz540FHuWQWkMwOIepc9NOvMQKlD6r/Lv3I2ia64F\noIQscJoOsHlqbuLbJBxWE35x8fX4zpmLcduZM3HP3GsxulqZODE0jUurrkGieRTiO2YglVSznwJN\nwx/rRzL92RZedQ1xbPX9JdMsP5fjd3WiINIJJIaSdQDw9kyljbw3zYm3ZrkM+++TgWhNMf6xyIPl\nc9yZGF0AcFnVBvOdl44HP5AHnqUAioIvoB6nk9sUiaNIuvwrlxRA8TwKE37cu/9ZFEcVF/Ck49Dg\nPB78NwbwFCGWkGagrvTA1vKjB9H3979gun87AGBq/07dPqzIw6jWgi0tWeJKquOF3v1oJ15ZeRD3\n/2EtqHSwr52PgWEo0KKAW5v/gXk9G9Hy8EPoeuE5xBIpTAzsHvS6xVQS371qIpbOqDZYKw36QtzY\nxfrP4nmZa8gFjiyGIgBwDsnoeq5MyXRe2J12RxMZtzRFw8kRBqDII84nYGUsaMwfoTrmHr9xmTwZ\nlzUo7AKZ+u8yKaWdKOID6gno2ZxyQp2GZG8AyQWskg4g4gYrnFKAdqW5ASzh/jBr9Bv3tg6g+4W/\nZ72Hjqd/i/xEPyzERIIWJCkYAGDTDC+lNQBzyL7Mlt12PLjtwjGYN74UpT71APdJieRyCTOWTDwq\nAMSWXJT5be2P4uL3++FNi/K6YgksWB9EVae6fTrT8TnmpPH1+2LG7neWIJFYisGkonF825VKAAAg\nAElEQVTSNeXgxs1IP6UNQFtUwLdePILrW18fdD/G6cLKyjl4dNg1oM0m+DzKQOQkkmuqir4cpZso\nisK0UUqQuYcw4GwWfZtyTpPeq5ljMtpqQUbNtjx+qxIL5yImBjLbuNVtHDdFdAtI8MlM7K1uO54B\nRBGmpIC8QAqXvqt4XXZUTQMfNtZIoygKj986Ez+/Tc3GCQ7lXXTk52642CwcWIYGxzKoLdULeM8c\nVYYbZpyBmuI8FFYWwTZGYQh5msf31vwEQTuDiImDyacYFIzm206l48vZoWbuJxhJbgCJHFzAYaty\nXVEzDZGmwJ0iBrDEXoy2IhNGlDSCSutxijwNh0U9EXHZTUjsnorohsWZsBkSZL8eiEYxrimCa97I\n7lXSapmeKtD/ZQBPDeT3q00Vt6Xj0zgDJkDrIpXlHrj0bPailndU6xtDEvvX0RvBoYTSYGOhKJyp\nCFypCGb070Bs/z70v/8udjT74TPQ9CMhJJOwmFiYDQJwkxSL2y4cAyGWNvAsFvyh8tzMeneh5NLR\nGoBH29RptweusVKMTLvVhwFGGqCnppkuPqDMlEURmXJvgCSfEkvFYWZMGdkVGVu6t2c958/mPYRZ\npVMz/6sZQMUAJGdQJlbPdpFSKYIm8UJMsbjrKSLLmXA5sPE8xLbNRNOqKvzrk0PKOTQG4BMvbEH/\nhx9kvQ8AuKHlNVxw5OPM/7QoScEAAJt29WqDn3ORgeHypfdrrq4ZcttcMbHeh68uHQFaE8+2JW8E\nPvZOwF+qzkU0/Zy7x89F7TnqRIBCfwoXfaAM4GP3GRtnQtilEnolwQSMQwY4oqNnaAbJhHSNkSyh\nBCRqLNLkI28gCUeER1nX4FVK4lVSXK1t5KgMw2Th1O/EQrgApo788mgCmgjDgmRvrSb19R+ecQ5s\nDdJz+eZF0vf9eO0V+F212q0rh804rJyuXSyaWI4zplciaHFAC44Q3A/FY+Bjxm7Pwp4Ebn++G7cs\n68E1y5VBOpXnwzlz69DWPQXbKtx4f9JU3b5elyWTvS7DQhiwbSV6d/C2YRa8NTO3Ci0kTByDqSOL\n8L1rJuG+a6ag/PbvZNZVHu7HkjUDsEcF8Kx0PWfPrAJF6ScHMiNoNzDITzZChHG3Zbjx+0hwyjuW\nu0TWgB0+GRjmqcH/TP4mvtZ4lRIjKbCqZE0ZN5zTiCWTqw2PQx/anymOEAiFMH9jKKtnAQAY1xcj\nxPxfBvAUI8kLCG1VBDAtBoKvMr7VvCzzu9OUl4nDmxTYBYeFVSWHAICFSHZo6VWMrkBnr6HR9ftX\ntgwahG6uqoZjrMRyGGVHiRyHifU+COkYB9pkRq/Jgz9VnI2Xi+fjwtP1EjGtlkI8Xntl1nMaoeju\n+0AxDK49QxosTKLCZpXEelDg53FhydU4vWohql0VWFipzkIMJAYQSUWxx7/P8PhjCxozv5Md1bh5\n7LUwMyZVQC4ZE0gm1Ez1KYPCyx/pj09WRpGTfChBBEQRhzvCKOjcr8wOCAbw5fc7IEZdgEhDJBIH\ntNpm43LMotNCdn8yaW0urcs3lyQQ1u1BzaNPoOKe+47pGo4G4YSAT71jEKQt+FflYmxz1qJ39EzY\nLCxeKD1NfV05JGJaNo8BdowzXGfqMmbTSINx6/4+vPC+lKgVSgxuAJ5RfRrCPS6URztx/da1uP7V\nXlVWthbN1mJEz78GFd/9HhzjJ2SSPbRZkNZTkBV5LDBlaTvWtMHxZuEMhBkLghWKfuGoai/uvGw8\nUjQLXsNKcCyDh2+ajkdu0lcauXJJPS6ZPwxv1Ot1KPM5xSge2RLC0rVShjcAFPUkMWtTCKVdCVy+\n0rg6kJUBxtYVoKrYi+Xm8xD2GLuatXCxbjSXSN9Vb5EyOU1W1+CVeXn4cKoLe8s8eHvG0RuBgMQ8\nGiX8jGyOwZwU4YxI7fHCuXX4v3sW6pjXOy4Zh1mji7Fo0tFV6jleOEMj0FpswrY6CzaMmo39441j\nx8NWBkfSzKnfJf01nSIDEACqXBUwMVyGAQTPGoahzGgsxmWLsmftXtH+NlhvGxLdxuUOASDBUnDf\nfAPMp1iS58YxX8UZ1afpCkR82fAfYQDKdDAj8uCTPNp/9fOs267KG4smuz4gdP3ki5BMu74mDOzF\nNIdeLmJSoAmVESnwnBMV9pD95C1UxPSNsDzajbK4kj3cbFXPVqse+IESo2MwU0ilWTH7aMkVYZsz\nHwDQZfZir6MSjkJ9UHeYsYCnGeyzGXc+vWXKoPBewRT8ufwsWAokXa8Jw6W/ZsKd+dXDb+L61tfh\nEAtxbt1SUBSFWnc15uIG1XEjqWhWF9CEQiUDL3V4OMYUKNnGV464GNeOUtdfdpvTHTfP4N0PJKN7\navFEWA2M+VR3V8ZVGk/wcCdD+NYL3bjyzT4sevafuLhjBWb5pTg9MnNYjBCDAyFQnBJSGBW+JPP/\nGd1KWb6/NSjLu4eok5kxANOski4GMAcXMCCxgHQO1RqOF3mEK7HP7MHyotkQTVbQFIVDmnYbtA3d\nbdxy6BWY4urt+tOF2F1x45CFyn7JMCzqTeLJZZsRONCB+RuCumoOWtg4K3hewFVtCmM/vDV71QN3\nKgzObIa1Tkp6YtL1OrVxfkasxJcBpixxXrLButU1HE/WfAUps5oBKjDQ25NRlGfTMW0krr98OmKc\n+vvu6AxlJlenfxrEyPYBuLdIz/Syd/2YvCuCS97P7gHhw9IEW7bVc41FdXJOLJ/jxjNneREpUIxQ\ncc48HEobhha4kKVQzXEj5B1cjLqi0IHrzx51SmRVSHQ3eyHQFD6c5oK/ehrumHm7av3BUhO2nrEU\nN8/8Bl5elIdnzvJiwCE9JBMzuOTUyYDASIY0HxqcndMmrciw8knctulDTHl9mW7dzhoLnrzUh99+\nxQf3+OzlL08WxvkacXbtklN+3qPFf4QBGI2nUBTrxd37/46Gbe8Nuu0AZ0fIIEPrO9fNyhhcADBm\n7ye6bSxCIlONg3QfW/dswTmdq3TbX9auXEunKQ8vlGVvELbGRt2ybWnDyTl5CmoefRzes9Qlv8wu\nvVuGTQfDM2bjzpy3K4ZPP+dEpyUfbHoAdFg5zB9famjGJZJqF/o761vB9ymd74KK2VlnO3VuwoWp\nkUaYWToVjR61REO5oxT3T70T0c3zIITycFPDLbhixMWGzxiRMD7//bP42Uub8canh1AVlSquFBDF\n46sj6SosaQZQW5eRNAyTQhJIWSDErBBT6g58zJQGDP/dH1H27bvwcsMFhvcqg0uJ4EGBSzN/lCab\nmLGe+izBwXD6VGVSpCXPRM3kxGmQxWuESYEm1f+d1dJExpNF71HsoTGsJYbL3vFjQe/n+ErrSozb\nG8WYvYPHAI7IG45Qd69q2TCtAchxeCfNJu+xV6gSC2RB7WKvOjZRzu5kDBJwvkiYOGPLhsxaBvRZ\ntF7nsSUMAUC5zwGtRbVk9yGM0YQA5PUxOcdbydm+wXTVpVxVdmycDSmWgt/NwkZURjHZlP7QSXvB\nM8f/3uiv36Rb1nmhcTm6LxpzRyvfsNdlhtmuZtoH7AzEyioM89TgqrFXIOhR2oOdMRbTP5kQKGkM\nFRODt8uVV0/Ous5iEGayarwdqyY4IKTfvzas579Q8B9hAA6EE2gMSu6iyrbscWcAVBIeJCiKgoko\n4GrpVUq37bOp6eNvHnwJ5dHstLMMmhhK/1w5eL1WS2UVKu//vmpZb77yQXP5BSqR2quX1INlGPCa\nwdlXYMdjt8xET5k6ISMDQvFe3ld2d1AUhSuXGGsOJhL6BAwhqnS4Xksebhr7VcN98yxu1NnrkTik\nv6ZAKI7bfvEJCuOKu5CmaDioPICX3tUvnj0IWlR35pGF52V+D7y9HNsP9MEfjOPMLr1sjysVRuPA\nfviC0mClTc0XY0rnN9JbD4amEN86F4WrFaay2VoMn8cKimVhbxw9pHQKmxIhUHSGXaI0g5HJfvJL\nEh0NtJmWWux0VA+6fotTLyE0LKIuMxitG40EpQ+tkEEnkyhLV3KYGNgNTzoJy5zUG5xy1iJHc+BS\nLvR9/LFuGxLcGRdik6sBL5Seho/zJ6jYJrlcnJEB9YPrpuCxW09+iayjgTZzV4bFxKrkgoaVqSc6\nHEvDaeNUZTCPBkZu9YUbQrjkXSV8oyLahdufNy4bSaLm4cdQcIGUYNQ3IBnr1cW5JdqQme8WVnln\nJrsDVLoP5ygzzpv7bcDthu/yowuJIcFVVav+T9FAYf4Xk1E6FGYMr0V8z0TENs9FTYlLF1aU5ChY\nTdKzm1I8Ad8a843MOjP7Bbgq0w2qNG9wV33SbcuwgKvHDW6oJhlg4yg7opZ0BjnNnVTtv393/Ec8\nmWAkqYpbGwxxmtNJrshB9n6n8Yf9cf5E1f92PgYXP3RgugzvXffrlnlO04uyWmpqUZYOPI7QZp1L\niqKoDFs3f4JklDYXKAPvXls5+qYvRb7bgiPFiiHHk/dLGIBG2oM0RRkO9mJg8Fq5HM2h0ql3O8vi\nm6cVXAC+U3/crrSwc0uTuvMPhNXu3lhAkZRhCwogNCpSEKa0O96ZNK7y4E6FcU7XalzzaRMgijqm\nUow5MDx8Lu6adBumFk3E+l1d4IQUrmhT5Hve9k2H06oMNrecNxpJg+cXY9KGSUoET9GZ90XG/KUo\nGjbHl4sBjBDCqosmSu9xYlo6ocBtwRtFs7PuO8Da8El+dmmO9wqm4JG6q5GyOVQTlhBjAXXrPZn/\nq8LdKElLhLCEBI5oQA3JVUksrBmP/H0TUkN08pzVDFAUmm2lEChGxTbJWZtGsh2VRU54hqjIcqpR\n5tMz/zIaa7x46ttzcf/Vk1BvYOj98ltzcM+VEw32HBpdZins4VCB2tgv7VG8IRMG9DGz2ncjsCZw\nPh+odIKU7JoeU5tbibuyAuX+zYTYu9WuLLcxDgyvqkb9E79E3iJ9X5srzBb1dyqKNHyuU8+W5QIz\nx0DoL4SYsGH6KHXSUksxhw2NNtg45XnlO5XnVWZRCxifCrC8NAkuGcIAdHB2/OXcfLyywIPPGu34\n5eU+hC36b3V9ow1/Or8AFl4Jz9GqOvwXavzbG4Cdz/4V/J9+pYpbGwxJQuIiyZow/Hd/ROV9DwAA\nurxVhmr5sSysYS6IshZ46xXF+ehlN8E1ew58X7nccHvb6DFoHrsQz5SfoZvBA8DPbpuNx2+dqdTG\nTAu99nFOvFy6EKJb6kStFi4j99BmIQxbomC4kQFIURSWa8VkAdCdkn5ipz+Cw916BofLoiM1p0wK\nLJcHWUAtbyLXZBZjdpxdczq+M/FWAIpbSEbcLxmghyvHovaRx8E61IPgNw++hLLY0MzD1O0RzC6d\nhon9u3F611rYUxHM6d0EKmRFjbsS+9oksWwys/rVojnoN7ngIRii8kIHfl+ldwNH0hIVHC8xgHJW\nJU24gOO06UsXXyZLnoyo9OCiebV44huzMLFBajffv3YKHrhuGrp96ioMcU4auFmBR3SQjnaAtQMU\nBUEQVXGcbWWjMXziSFgnSi4eVhRQ1KeP9yOJp8saLsQM51II6RhOWYRdm9ighX2KOsN0eLliHMnG\nYDKVm2v7i0ZNiRPnz6nBrecb1wm3mlnUGfQdx4t3fdPwiXc89oyaf1T7HdB4UEIT1Ulk91wxEd+8\ncEzO1+yyKxM4K6ewgVanA0JE+v68lmNjObUwaeJvN3vqVNI7XyaQWqHaJJbX5nmQ4Gg4zMrz8pjd\ncByZidjmuSj2nnqj9sKGpchnSnHphPmDbucxuxG0M2hJx3eCosAbWC7b66yImWmVpuF/DcDB8eVM\nczsKBD5eAQaA16QvlZXZhnPAnY47GmDtKgaQIioymE0sOs364P5p48qBQ7rFOSHkyM/UgQUAS/0I\nFJ+WPduNoijMu/lKmHceweyx+iwuh5UDCGawyEYBfWrDFgDG1eXDlI5T7DZ7EHD6sGjpZHS3Kkxe\ntkGTNyhfI0YlxvO7v1eSIoSQ0snKEjBVbCMOpRQBapl+T/EC6sKHEWDtSPEiuHRx7kxtX1BYXDk/\n45pLaNx+sX7pugWr1FExGveGnY9h7CB1jWWM3QuMKJqKsp4/AlAYi6Y9HIBJaEsbt06i3i9PMTCx\nNGo02mEhVu/GTdmsQMAPRgAEljYsYt9n9uiu/4vG7LEloABMHlEIiqJUSSEOKweHlcO6xlnwfSSF\nWiwrWYjJlgBqDm4EBx6Pf3Muuu4w1kuUGTytYC6bZm6LbrgFzbdcn/XaRAqYuTmEsJVGotiBDz+I\nwDQsAsYL2FIUrIPoYL5WNBu33bQYgkUZ+PKcZtVgOXVkEdbt7ITPc+wxcqcSFEXh3FknThooV3Sb\n89BtzsPs/METoLSI0SZsd9SgKOHHKu84zJmxSLU+321B/iAJKlqQ3w5HZNeb7XbEmyaB8XSjdqpx\nVaOjhdaAiJXXw/klEQXXwpWW8ynJV/olymyGGI9nDCa7JjHovvPOxMH2ATRUZh8/TxbmVU7HvEp9\n5rkWHrOeIYyZabg0scjBdEKLg/YgJEohWrYvoCLLvxO+XKPQcaBIU9KNRDKdbp6kWXz/W4szjII2\npsVsYhBjzFhWqumgvMYul7UefeKGjJBcLo1RG2a5ZIaZTQzmjS/LyUjwFUqz5iMWifmT2bVZY0oQ\nTBsoPSY31lXOhGfefNDEDHCw8nNaiIkYEkeOIJ/QNRQCSjZcIs3AjjHNVyWHZM4VT+CSjg/x9dbX\nM3ItAFTFu3ccVGKJEikew0MtuHffM5jq34FE2gAU0wYgy1B4tkytUVcb7cBQsMfCiHf16pY3tH6O\nPV+/Fq5lvwdEEWcTCScpioHNwuo00oyQJJ4v6e4kJxohy7HJU5xM0BSFOeNKDctvyRBKlJjUFMUg\n7pYkOLrsRTBzDP5etgR/Lj8LPU7l/e+2V6HLK7mXJjeoQyxCNmkCMVT8oUgBU3ZGMH9jCH9/Q6oG\nI3+8Zy7bh9sPvpSZ7DTNvAgvF8/HhpJJeLryPIw8+zRYKqtUmbPa833tzBG4+bxGzJtwaqUi/t1w\n/hzJ6Jw/4ejkTZx1tXijeA7+r/JcNDmqEE2cOKaVYUTss5ciwphgMrE4f/pIuGLDUF9+YgwarZjz\nOefP/lLUhDaC22HGT26cjvuJpInax36GV8+ZnKG5nRoD0G03YfzwwbOav2gY1dP9YKozq97taKtC\nsLjNX4z+378L/mMMwGxothZjIK0rF7a6ke+2EFl06iYkJ1k0O8pR94tfZ5Y7ssRrfZSfPZaGkWOY\nrGqW6ET3HUVXXoO805di5wipnBnJbAz/n7vwiXc8NrvqM+elzOokkK8syG2mLMbjaP7evbih5TVi\nKQW7IA3qlrSMQDIlIHVEGvBvGXtdZkshqmQLkhnFwYjiut/Z7AcvCHj4gWeQePJhXHTkIwDAwt6N\niP/rBQCAyS190AxDo806dDB2yleqMr4AoOsH3826vbO7FY3BA3Cny+aFGAsO2krRH9JL0DisHI6Y\nvegk2OeUSTEAyexZsvav3fnlSgDJFaTbetH0WvjrxuKNwll4p2I+zByDVmsxOi35GHBLBuAG90i8\nWjIPX1ncgKe+PRflhQ7s9o0EAGxxDcPBUin7m6Io9HLZjWJ3iMhAF1hURI9g8bY20IIIa1Qy/Ob1\nbZKOZbdjr6MSH9gb0Wdyo7tfYgdZhs5k82pj/ThWEgDOxcD//xnnzqrBn+5diOoSJ5aVLMxZcH72\n1eep/icZqmMF3y8ZLQXmAvyjeBF+VX1phhl94huzUJh3Yr4xsq18UDgBzuKjr7t9KlHstal0CRmb\nHXGH4t4lXcD/LqhyVmR+y2NLVz6HT268APvLJYY2kG9DdNN8RDcugseqEDZG7OF/oeDf3gWcDY/U\nXZ2xtu5IrQPCQL5bMuRkwVStXIGZGOAYhwPLC2ei0+zFZTYzNrmGozTWo2YaBxkw+medCevKV9Hw\nFUlA9fqzRmLT/t5MreITBdbthu+Sy3DB/l6s3XEEM0Yrmm2+mgpQ85ZA3HYEKV7WpVPcF9+9ZQGK\nCnLLvLMEjOPraqKLMGmKiPE+KR4pyQsQQl5E15+O0QtHZrbjI4pLVWYARVHEwY6BzHsIhOMIx/5f\ne3ceJ1dVLXr8V3N19Zz0kM7YGVfmgYSMJCFCCGHQyCAig0IAmQdRVK5e5+d4H8q7iDxQEZH79ILi\n5TIrAiEKRLgBEdgQCIQMhCQknXSn5+73xz5VdepUVQ9Jd6ere30/Hz5U6gx1avepc9bZw9otnL7j\nCbx8B21All9mg634zbwmGKO4JXVAzpND5lDWXEODP8zRp3+UypZ9vH/H/+3S9wQ49YPk7CG/Gnly\n1r/zty5awHU328DwS2/92r7pajJqc9WwBsLJco/EcrNZYk9Nsqm1oqKYrTUhXikaT6Q9kPLgsW3O\n8ZjGGK8U2b6voWAgUbO48uvX8807N7Bzbz3i6orxUMViztv2SMbPjY8Mjjtnm03FNPLB9JqBQDQK\nJI9z+ezhidfhkJ/6xtYu55tTmfl9Pt7KH8mGkqkpU2zunrWIspeSo/Bbx09hyBmfJFKQDMY+faIw\ntbp7TciZNL05B1+4kYLqUm66ejSx/AjdnwOpc36/jx1Dg1TtaeGF0qlc2s/67naFe6rL/tb3uCtG\nFg7nytkX0dzazI+f30nr/qG01RVRcVIeDx1TzNxXD9I6fxY8aYPbY6aP4F4nKUCxBoAdGpAB4NZo\necpNOxqzJ0bYeRLaPmwysnUjr4xbzFTXdvGpoOKbnnndp2hqbqO5pZVHKxYRamvm2sDLBN78J9n8\nZsQqmnxBPrvqI4w591R8Th+VJTOqWPORSezadSDrtodj5vihzByfPoouXqvZ2GSDrqCr3Tscyd5B\nttEXJOJKdl259bW0dYqaa2ltGsr8YckULsmO9KlBU1t9MkiL9+974sVtvPTqVj6/+Xe8WCTsbVmd\nNpWf15hx9oYev4nfM2IVC9t3MGdLsm/igWCMZ4fY2qU10ycRiwaJTZnKA9+9jWm7079HR5qd5oeL\nT52atqw4P5w4WcrOOY/2ujree3NLYnm7u+9nXoT9zutQNDc7Jje6/jbhkhJGRex3nzDCXmRlVAmF\nsRCfWCk8VpLPS3+zHWfdZ0JeJEhJQYSde+tTbtfedEZDvnMTteufpumhP6TMBTrbNTNL6YEM0zvG\nYsQDwLFVRYytSt4AwsGADQCDWtN3uK4+fSa7/vQBvJAMABtnL+A/dhUwr+Y1tkYr+OyXr07bbnIP\n9TWbN2kYfze7qBoSozg/THl5Qa9dW393Qin+NvjR4v7b/NuRgC+YiI2z5ZDs76YMiWe12EnbPtvy\nM7Qwnza/jw3T86nEdhEaXpZPyNXtypvzVaUakAFgqy/A6gWjefg5ezMOrz6NUBDKz7Ijb+uGDOMH\n489hTFXqSLF4f4940DTSSbfw1nZ7cjX7QwTPuZj2r1+b8XNrh43lvbzKxD58XZjvtbclAsB4s+vY\nibxQLLxaMJavZpmr8jOrJ7P1qeWMfznzHLglTftZtes5xtbv4A3/fA6+HuaDe37NiGuup7WhgQu2\nPMCGkqnAR5IbNSSbgBuabGD5zMs7GNK0n2B7G/NrXmPjllE01afP0uJWXGlrD+LpVWpChbw1ahRL\nK9qo/fvzANS65hKOP/EGi0t4rnpptwPA+ECZedJx08+QFbbfaODHtyXec9cARvOSTe/BaP8cRdiZ\nadXJm3fekGIWlcbw+32J9B3u9CKnLx/Pg3/LPHIqfg91jwY/4BlQE8qPEfvICez78/1EG5OB54mu\nmVkyiRXlA7YvaV4k9fcXf2jIlO5Fdc/siWW0j/8E2+9upO7pvwAQi8V4N1bFuzE7eC09hXLP1UBd\n8tFpnNPQYh/CepvPR1sAwoHcvF3uZ2fida7Xfl++Zjo/vf8VIuEAeaHk337nwV3cev3ytG4c2gew\nY7l9NrjcOiY5wfmY+vc5aVEyr1HesHJGXH0d4UrbPBoK+GnzBWjy1DbF+6Z5B2q4594syAsRmbeQ\nDRWzueCk1MTG5YWuZr5+8qR13NyRFBeEueI0WyMWDAV5vHwB2/Iqsj4NLps1nBOvOpcJt9zG+J/e\nnrb80i33M9YZcDF2y0a233IzTdu3s/fxR8jf/jaVTXs5xdWM2t7eTmtTsg9dXV0DTU3NvLvzAMH2\nZC3O7H8+RmNNx0/xoULbZO2enSEWCVJ6nJ2vtmjREt4vsrWEoaA/pWkyHApwz/D02VjeOvpkPgxl\nbgqPD5QJdWHuXgCfa05Ndw1g2DUzSyCcmzWAy2YN59mSafyzoJr8vDB+n49F04alje6Nm+XUSI8o\nT+32EP/duW9Ga89aSF3YrteO7eMZDvppDfgIpVf0ZVVQnAz+396+P2VZ/JzxduxXh8bn9zPi/GTy\n99IMMxN59dT0aMGAv2+CP6DxjaNo3iI5W3u2sCx7Ds9cM29yBZ87axbfvWRhIvNEXCQUSBvgVRzu\nWhenwSo3H2kyqAm5Lj5+P/nREPnRIHUNLWnD9uM/5GZvqhGnmTTqqTlwn1SFsTAFl15KPLx8KDYy\nMeNBe2tLIqSO9JO+FkOKotx0ZfIC0NUnQJ/PlzJgJJtQaxNg+7RteO0DaktTT6lnXt7B/c+8zfy2\nOuJ1e7Gf/Cubo1HmRienTKkH0FyXeZaIxHE5taru7xGLBsmbOInxP7kFf14eof+znkZa04LwYMDP\nO7HUeW0B9o2fTcnGdRk/74Zz5qYMVPH6tytScyb6XbW+ba7Ra+73fTkaAPp8Pp4ss/NqfjTS+fl9\nxWkz2HegkbKS1D6PtfW2PAtjyd/l7IllvHDVV7nrt0+xO1zMTX4fPp+fppYY0PE54VZYnKxJjP+e\nE8cfDwD7WQqeXLe+dCbjD25lVlWyb9+ZK8ZnXDfbPMb9Wdu+Ctrof1MCdtXRI6bywCujaWvIzcFn\nXtPH2gfL95uS19GoZy7jsUWj2bx/C6U9lA9yoBowAaDbqC/eCMAPLlvMnpqGtAAxS7QAABhuSURB\nVEnO401Aza1ZAkBP8BZ2BYAxT5qM+6qO5fytD1PVuIf2llZwzsn+UgPoFTyE+TE3FY5hwoHMzXlN\ngQhRp9q9praRPa5BMq0tLbTc+e9Uh0ewJRAmPkmVv6UZaptZWbshbX8tB+q6VC0dcAWAC6fbJqdA\nvq1BCof8UJ/+N4gHjfcNO5aVwe0UbX2DgjlzCQZ9idyQr+ePZnJdsh9fZ/mxSj1JYd3TL7VmmRs5\nEOqfecS6oyspioIBf1rwB7Bk+jD+sG4zC6akpgsKhYNsj5Yntm1vb6e1C5eojUUTmL1/EwDF+cm/\nR0Vp6mcPHxpj54cHqSobGDfC/mLd0NmsGzqbW0JBrvj4dELBQFp/5GvOmMnumoac7EN36cemsX13\nXU4eO0BRfpjmd9P7MOc6dw3g1XMuSVl21ZxLONh8kPyQ/tY7kvMB4Bv5o9iUn5qXKjLSDhvPiwQZ\nWZHeLBGv0fNm/h9Rns9r7+5l4ojMfQMhNc0K2FQfj5fN5/xtD1N22hnw33a0bH/ta9HZIItMTOXU\nrAHgzqIqxjQmRwiHXANHGnfuYvj+bQxnGw9VZE9+HVcbLiBce4Bs9WPrpp5MvCtwzFUDNWXskJQR\n3fEA31sLGw9+3ywYzczlxzKtrJlIdTWhZ9/jL2VzOXPHEzxfMi0lAOw2V2DUlmV+TW9amlxyyuJq\nag+mp8TpjpMXVbNg2jAqPMGh+zcTCPjw4aPClXcym0fLFxKcPIOTVx+F31Wr+IVPpk5Pd87KSYyt\nKkpMo6h6xuVrprNpWw15kSBzJXNqplkT+neuuY7Mn5Ke1zSX5OLI365wD/YYUzQqZVkkENZZQLog\nd+9Ejt9X2fx3Zx83kcolF9Dwzmb8nTRdxmsGhg1JfTo489gJjK4oZOE0T81EJ8Hc9rxyGr70I/In\nlHF1dDd792efmeBI8wawXTJ6HGzKvKigoYb2FhsQ+Ggn1JZsdju4+e3E60B7xx256oNRCppqad74\nfNqy7ZEyHqg8hlnTkmll3H3ySgoi1B1Ilnk8YPfW1roDjHAwQN7Eamdfft7KH8n3xp/HjPFlsO1h\nAEZ9+SsdHnMmvpQAMPMFKNDF/oT90WnLxnW+Uif8fl9a8AepXS06y8m3J7+coXW72BQbQbvPz+5h\nE4iMSt4EYpFg2uwSQ4qinLK4+vAOXqWZN7mCeZM7z8mpjgyfz8f3L12Us30Yswn7c78l5UjL+QAQ\n4F/Om+vMIzmK4qXLO13/uLkjaWltY/H01KnWQkF/xunXOuq34sN2Wi90OiTP7udPupNGlfCJFROY\nNaFrE68DFBcXsDtUTFlzTdqy0vq9iXQewbZWgv5kDeCHdyYHkHj7+nnVRorIa2kg9HbqKN2984/n\nrj1V4PMlpjryyosEqXONHWlrs0cUi3YQALr+pon3fT6i4QAlK1fRVldL3vjuTyflc2etD2ULAAfE\nz67HZao1355XwfD6D9Le3zznBN76x4v8zUn3k+/q5nHzNUtztr+WUr2hPMMDV67zDgJR3ZfzdyKf\nDyqHdK+dPxjwc/Ki6i6vH/D7+czqyRlrLb598QJee3cv1cNyY7SRz+fjxAUdp1rxioQC3D3yREqb\nD7Dm/SfTEi/HzTqwidpA5gvNqAw3cbfyuuRydw7CxvnHwiM295t3mrLTl4+jrqElrW9OvGnfWwMY\nCKSOCI5z7zcSDlCx5uwOj7UjPnfgkWWwhz+HawB7U6aa9o2Vsxj+zuNp7/vCYZ4oPxqwc6AunpEc\n3JNtVLJSauAI+nM+fDnicr4Ezzx2Qp9c8JfNGp7x/aqh+VQN7dnZPfqbcNhPQyDCjkCEX488iSvf\nuTfrugWt9RnfH13/PgB/HjqPYaVRpm16JuN6AI2BMJGWFuezk6eoNwDMFsTHA0BvzW3I0wQc5w4U\no4fZTOJuAt4XzJIWox/kh+yPMqVnaXNNrdfgDxF15pxuLimHLe8TDvn58dVL++wYlVL9QzRorw3D\n89MzO6iuyfkAsLu1War73EFRbfDQRlXFa/S2R8t4v76NaUBtMI8p138OXzDAf/7XCyz4x4N2nUgZ\nRS12IEbEFah1tTNzPAD0jlR11wC6mwjdgWVTSzeSzmXiCu7+cSDEmRlWac8wubnKXANYU1TB5rwq\nPgwXUdJ8gPEHt5M/YyYtzqjtvB7KK6eUyi2RQJjvHfOvOtjjMOjVU3XKm06lackJhNc/dkj7qgtE\n2Rcq5M8jlvJOwQi+P3EiAC35bybWebByCfOrRpM3Udjq+mxvn75s4oFea1vqiGd3H7O6hmRuP3er\nbUvr4c0n6q4B9IcyH2+7r3+OED/SMo37eG9fM78dsRKA4uZaLgq+TuWnL6R13TaAtMSvSqnBozDc\nefJxlV2fBoAikgfcDZQDB4BPG2N2e9a5DjjL+edDxphv9uUxqnRRT9Nry+LjGDmmgg/uubvb+5o/\nbwKPvfwBG/LGUpKXfHJrKK5gd6iYl4smcMzcaoatWgXArq3JgScl+V2bQu24uSO5f93mtNQT7mBB\nRidT/UwclXzd2tZzAeAZKyZmXKeocOB1yO4JhbEwPh8szTAQC2yy99YzLyRYUkI7NgDsbLSwUkqp\nzPr68fky4CVjzDLgLiAlz4aIjAM+BSwyxiwEThCRGX18jMpjdGXqU9bUcWWUfOR4GoYk+148V9J5\notHg0KEUDUkOlnH3w6trhTvGfIznS6el5O8b7kraW1TQtar+UxZX891LFjJnYur8ve6kzWXFySAs\nGPAnUgK1tnY/T6KbOwDMFugVF+bmXMC9LRT0c/sNK/jM6ilZ14k31yfSPmr8p5RSh6SvA8AlwCPO\n60eA4z3LtwCrjDHxy3sIyDyqQPWZ6mFFiddfOueoxAjanWdclnh/X6iQSPXYtG3vHrGKvbOXUnnB\nWsZ87VuUuII4d43cq+8kZxCJpDT7hrjgpMl8fNk4imJdCwD9Pl/GkeGTR5cS8Pv4xIr09C7nrxIC\nft9h54lzT/mWdbRv++HVMg5k3hq9i06ZkpK4Od7nL57qJ1dnZ1BKqSOt15qARWQtcK3n7Z1AfIb2\nA0Cxe6ExpgX4UER8wA+BF40xWVIQqyMtFAryy5Ens/TDjbxeNI7LLj+bt69P/ZNvzaukfolQ7NzE\niwuSCZvdibjPXDGe//zLW0B6n8OlMzOPwO6usVVF/PRzy1KSSMdNHlPK7TesOPwPcQ80ydIHUAPA\nrls8vYrF06sIBnw88cI2KofYWtV2pww13Z9SSh2aXgsAjTE/B37ufk9E7gPibYCFQNo8TyISBX4B\n1ACXd/Y5paUxgjmUV628PDfyBXpFwwEamloZUVWc+A6FhVF2Rody7/DjKMgLUTVhFG9n2LayvCCx\nzVGxCLARgM+ff3Qihc+sSZWJALB8aH63y6m/lGtBQbLZd+jQopTjesP5f0lJjKJ+cryd6S/les3Z\nc7n6k0clavzCTlNwMOjvN8fYHbl4zP2dlmnv0HIduPp6FPB64CRgA7AaeNq90Kn5+yPwZ2PMD7qy\nw717Mycl7o/KywvZtetA5yv2Q9+8cD6btteQH/QlvsOH+5JlHw75077bznApAM2NzSnLrj1zFgV5\nIeprG6ivtTWC9QcbE8vbW1q7VU79qVwbGlqIh4C1dY0Zj2vf3joa+8nxdqQ/lavX3Ill/PXlHayY\nM6LfHmM2/blcc5WWa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1, figsize=(10,5))\n", "for res, label in zip([my_res, NOAA_res, ttide_res ], ['mine', 'NOAA', 'ttide']):\n", " ax.plot(my_tides.time, res, label=label)\n", "ax.set_xlim([sdt, edt])\n", "ax.legend(loc=0)\n", "ax.set_ylabel('residual (m)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Power spectrum" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wl59zGP/v4dcB6I/FaW7upKvTHNPR2Vfx6woZotGIfI5jkN17ugGIx+IE/D56euNyHMcY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\nsLyi3Ojt7OoNcfCk6tixjjm8jrfea4rbdkx1KT+94ASW3vcakWgUe9L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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs=plt.subplots(3,1, figsize=(10,5))\n", "for ar, label, ax in zip([my_res, NOAA_res, ttide_res ], ['my tides', 'NOAA', 'ttide'], axs):\n", " tmp_array =np.array(ar)\n", " tmp = tmp_array[~np.isnan(tmp_array)]\n", " ps = np.abs(np.fft.fft((tmp)))**2\n", " freqs = np.fft.fftfreq(tmp.size, 1)\n", " ax.plot(freqs,ps,'o-',label=label)\n", " ax.set_ylim([0,10**3])\n", " ax.set_xlim([0,.1])\n", " ax.set_xlabel('freq (1/hr)')\n", " ax.legend(loc=0)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.041666666666666664" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1/24" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.08333333333333333" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1/12" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* t_tide does the best at removing the diurnal and semi-diurnal signal from the residual.\n", "* my_tides has energy at both diurnal and semi-diurnal. I think the diurnal can be explained by using NO1 instead of M1. \n", "* NOAA has energy at the semidirunal so I'm not surprised that my tides does too. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Look at forecasted residuals with different tides" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "numdays = (edt-sdt).total_seconds()/86400\n", "dates = [sdt + datetime.timedelta(days=d) for d in np.arange(numdays+1) ]\n", "for_mine = np.array([])\n", "for_time_mine = np.array([])\n", "for date in dates:\n", " filename_NB, run_date = analyze.create_path('forecast', date, 'ssh*.txt')\n", " times_NB, surge_NB, _ = residuals.NeahBay_forcing_anom(\n", " filename_NB, run_date,tides_path)\n", " surge_NB_trun, time_NB_trun = analyze.truncate_data(np.array(surge_NB), np.array(times_NB),\n", " date, date + datetime.timedelta(days=1))\n", " for_mine = np.append(for_mine,surge_NB_trun); \n", " for_time_mine= np.append(for_time_mine, time_NB_trun)\n", "\n", "tides_mine_interp = figures.interp_to_model_time(for_time_mine, my_tides.pred_all, my_tides.time)\n", "tides_NOAA_interp = figures.interp_to_model_time(for_time_mine, NOAA_tides.pred, NOAA_tides.time) \n", "tides_ttide_interp = figures.interp_to_model_time(for_time_mine, ttide.pred_all, ttide.time) \n", "\n", "for_NOAA = for_mine + tides_mine_interp - tides_NOAA_interp\n", "for_ttide = for_mine + tides_mine_interp - tides_ttide_interp\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot forecasted residual" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0GA+Gnt7cDifgJNkFXbUPO8MdmH19RHftHNqO/a79FvoeTJPHlmxg2RrHLmhF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XDK9zgX4YZO5KHCwVSviC5YiMnfv8mlEXnn5DNwx+SzD1XTxoWZ9TPxkRnn4ctLPu+S5PJDdSQK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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1, figsize=(10,5))\n", "for res, label in zip([for_mine, for_NOAA, for_ttide ], ['mine', 'NOAA', 'ttide']):\n", " ax.plot(for_time_mine, res, label=label)\n", "ax.set_xlim([sdt, edt])\n", "ax.legend(loc=0)\n", "ax.set_ylabel('Forecasted residual(m)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Not super enlightening, but there is a fairly regular flattening of the NOAA calculated resiudals every day. We can see this flattening in their website plots too. I think their forecast becomes less accurate into the future. \n", "* What does the flattening mean it I switch over to using ttide tides? There will be times when we get a small spike in the residual when NOAA would predict a flat residual. Is the amplitde large enough for us to worry?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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079tLYGoaIZdMP+1xFXUdtDq6mDd5TL/X4O1NtaOWWkc90+1TMRsDAJgaPZHt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1, figsize=(10,5))\n", "for res, label in zip([for_mine, for_NOAA, for_ttide ], ['mine', 'NOAA', 'ttide']):\n", " ax.plot(for_time_mine, res, label=label)\n", "ax.set_xlim([datetime.datetime(2015,10,25), datetime.datetime(2015,10,31)])\n", "ax.legend(loc=0)\n", "ax.set_ylabel('Forecasted residual(m)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter plot\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+QNcKbG62RcRiBCFItFq7mnazplPe+TwKVr6DI86/9W7sdjtpaVtIS9uC3W6v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\ns174Ta677iTr18dUPHOJia5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EATdi7OATfPnl03jaNrMO2Ecf7WXbtok4l+s5cOB2Jk1a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Kew71SGncw9gt6+5p49M8nNLcBWDjbzSOeghFENdO+Nsh5/HSWm1iA8+hvq752JcgvfAbeiHj8j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obs = [my_res, NOAA_res, ttide_res]\n", "forecasts = [for_mine, for_NOAA, for_ttide]\n", "titles = ['my tides', 'NOAA tides', 'ttides']\n", "\n", "fig, axs = plt.subplots(1,3,figsize=(15,5))\n", "for o, f, title, ax in zip(obs, forecasts, titles, axs):\n", " res_trun, time_trun = analyze.truncate_data(np.array(o), np.array(my_tides.time), sdt, edt)\n", " for_trun = figures.interp_to_model_time(time_trun, f, for_time_mine)\n", " ax.scatter(res_trun, for_trun)\n", " ax.plot([-.4,.4], [-.4,.4],'r-')\n", " ax.set_xlim([-.4,.4])\n", " ax.set_ylim([-.4,.4])\n", " ax.set_xlabel('Observed residual (m)')\n", " ax.set_ylabel('Forecasted redidual (m)')\n", " ax.set_title('Residuals with {}'.format(title))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }