{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "I donwloaded recent water level observations from this website.\n", "http://www.pac.dfo-mpo.gc.ca/science/charts-cartes/obs-app/observed-eng.aspx?StationID=07795\n", "\n", "For comparison with nowcast or forecast." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "from dateutil import tz\n", "import datetime\n", "import numpy as np\n", "import os\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "\n", "from nowcast import figures, analyze\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def dateparse(s):\n", " \"\"\"Function to make datetime object aware of time zone\n", " e.g. date_parser=dateParserMeasured('2014-05-31 11:42')\n", "\n", " :arg s: string of date and time\n", " :type s: str\n", "\n", " :returns: datetime object that is timezone aware\n", " \"\"\"\n", " PST_tz = tz.tzoffset(\"PST\", -28800)\n", " # Convert the string to a datetime object\n", " unaware = datetime.datetime.strptime(s, \"%Y-%m-%d %H:%M\")\n", " # Add in the local time zone (Canada/Pacific)\n", " aware = unaware.replace(tzinfo=PST_tz)\n", " # Convert to UTC\n", " return aware.astimezone(tz.tzutc())" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = pd.read_csv('PA_Dec.csv',parse_dates=[1],date_parser=dateparse)\n", "data=data.rename(columns={'TIME_TAG PST (Z+8)': 'time'})\n", "series = pd.Series(np.array(data['ENCODER2']), index = data['time'])\n", "series=series.resample('15T')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nowcast = '/results/SalishSea/nowcast/'\n", "location = 'PointAtkinson'\n", "tides_path = '/data/nsoontie/MEOPAR/tools/SalishSeaNowcast/nowcast/tidal_predictions/'\n", "grid={}\n", "sdt = datetime.datetime(2015,12,2)\n", "edt = datetime.datetime(2015,12,11)\n", "\n", "numdays = (edt-sdt).total_seconds()/86400\n", "dates = [sdt + datetime.timedelta(days=d) for d in np.arange(numdays+1) ]\n", "\n", "ssh = np.array([])\n", "time = np.array([])\n", "for d in dates:\n", " fname = os.path.join(nowcast, d.strftime('%d%b%y').lower(), '{}.nc'.format(location))\n", " grid = nc.Dataset(fname)\n", " s,t = figures.load_model_ssh(grid)\n", " ssh=np.append(ssh,s)\n", " time=np.append(time,t)\n", "tides = figures.get_tides('Point Atkinson',path=tides_path)\n", "ssh_corr = figures.correct_model_ssh(ssh, time,tides )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## compare water levels - observed, model, tides" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(735934.0, 735943.0)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { 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kHDY9MDwMJSXwiU8on2+4QclMniTMPQzca9dNrT11lxqnkchFlb198RF0yno0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\nXHghmEz6cZWVhhF7TpOWRmxfIz21eTZz9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Z/+9Kdce+21tLa20tvby7333subb75JV1cX\nH374IStXrvSGiQqFQqFQKAyGytlbYPLz83niiSfYvHkzlZWVLFq0iJGREWpraykoKKCrq4uIiAgA\nbrrpJkwmE8888wyPPPIIx44d45lnnpl4rC1btnDjjTdy3XXXkZmZyRNPPMEVV1wxcX9X8eXnTaFQ\nKBQKo6Ny9jyJpi3MZQGxWCwkJCRMEWq5ubkT4quqqooXX3yRhISEicvu3btpaGggMjKSP/3pTzz+\n+ONkZGSwdetWSktLF3R9CoVCoVAo/BP/FHtCLMxlDmh2RGJ6ejrt7e309fVNbKuqqpo4Picnh1tu\nuYX29vaJS3d3N/fddx8Al112Gdu3b6ehoYHi4mLuuOOOOa3PlwnUHA9ld2Ch7A4slN0KX8A/xZ4X\nMZvNnDp1asb23Nxc1q5dy0MPPcTw8DC7du3i1Vdfndh/8803s23bNrZv387o6CgDAwPs3LmTuro6\nmpqaeOWVV+jt7SUkJISoqChMJpMnzVIoFAqFQmFQVM7eAvP3v/+de+65h+7ubr73ve9x3333MTw8\nTFBQEBUVFdx2220cOHCADRs2UFxcTEdHx0Se3r59+7jvvvs4cuQIJpOJc845h//93/8lODiYG264\ngYMHD6JpGqtWreJ//ud/KC4udmltvvy8KRQKhUJhdHw1Z0+JvQBCPW8KhUKhULgPXxV7Koyr8BkC\nNcdD2R1YKLsDC2W3whdQYk+hUCgUCoXCj1Fh3ABCPW8KhUKhULgPFcZVKBQKhUKhUHgcJfYUPkOg\n5ngouwMLZXdgoexW+AJK7CkUCoVCoVD4MSpnL4BQz5tCoVAoFO7DV3P2gr29gLlibyyZQqFQKBQK\nhWISr4ZxNU3bomnaCU3TyjRN+46z9xNC+PXl3Xffddtj+zKBmuOh7A4slN2BhbJb4Qt4TexpmmYC\nfgVsAZYBn9c0bam31uNLHDx40NtL8ArK7sBC2R1YKLsDi0C121fxpmfvbKBcCFEphBgG/gh8yovr\n8Rk6Ojq8vQSvoOwOLJTdgYWyO7AIVLt9FW+KvUygxup2rb5NoVAoFAqFQrFAeFPs+XYCmReprKz0\n9hK8grI7sFB2BxbK7sAiUO32VbzWekXTtPXA94UQW/Tb3wXGhBCPWB2jBKFCoVAoFArD4IutV7wp\n9oKBUuBiwALsAz4vhCjxyoIUCoVCoVAo/BCv9dkTQoxomnY38BZgAp5QQk+hUCgUCoViYfHpCRoK\nhUKhUCgUinniRBPeUeAAcBQ4CHwTXSTOs7lvGPAnoAzYA+Tq21cCH+j/7xBwvZ37/wQo0Y95CYiz\n2vdd/XFPAJdZbf8RUA10T3us24Fm3c4DwBe9YHcu8LH+P48B9waC3Vb7Y5EV2b8MFLut/ucB4OUA\nsjsH2A4c19/ruf5uN7DJ6v8fAPqBawLAbg34hf46Hwd+HkDv80eAI/rF377HLgQ+AYaBa6ftuw04\nqV9uDSC73wTagW0O7u9Wux2u3Qnjuq2upwBvIwsr5vukfRX4H/3654A/6tcXAwX69XRkPl+sjftf\nCgTp1/8v8H/168v0FzcEyAPKmfRgng2k2XjSbgN+4WW7Q4AQ/XoUUAlk+bvdVvt/DvwB+2LP7+ye\nvq4AsnsncLF+PRKICAS7rY5JAFqBcH+3G9gI7EKKviDkD/mLAsDuq5A/aIL09/g+IMaP7M4FzgSe\nxkr0AInAKSBev5wC4v3dbn3fZmArjsWeW+12dHGp9YoQohn4MnA3yCkYmqb9RNO0fZqmHdI07cvj\nx2qa9h1N0w5rmnZQ07T/tPFw1+hPGMBfkYUaCCHKhBCn9Ov1QJP+Yk1fy9tCiDH95l4gS7/+KeAF\nIcSwEKJSf9LO0e+zTwjRYGMtmn7xpt3DQjaXBohA/nLo83e79fuuAVKRJ0d7a/E7u53B3+zWNG0Z\nYBJCvKP/zz4hRL+/2z2NzwKvCyEGAsDuJiAU6QGLQH6ZzVirH9q9FPinEGJMCNEHHEZOi/ILu4UQ\nVUKII8DYtF2XA9uFEB1CiA6kyAoEuxFC7AB67K3D03ZPx+UCDSFEhf5kpQL/AnQIIc7WNC0M2KVp\n2nbkG/0a4GwhxICmaQk2HmqiqbKQxRqdmqYlCiHaJizRtLOR3q5Tsyzri8AL+vUMpDt9HGeaNQvg\nWk3TLkJWCH/DG3ZrmpYFvA4UAt+yfi781W6gA/gpcBPyV48zGN5u/bUN1zTtY2AI+QvvFT+3OwlY\nAnRomvZXIB/4B/DvVidAf7Q7cdpn+Qbke342/MHu4/pj1CO/mH4phCj1d7uRYbqHNE17DBmp2YQM\nZfuL3fbI0Nfqyrr9we65sOB2CyFq7R0832rcy4AzNU27Tr8diwzDXgw8Of7LVQjR7uoDa5qWDjwD\n3DrLcd8DhoQQzzs4TMzy77YBzwshhnWV//Qsx7vFbv2FWqHb/p6maduFEOW2jvUTuzVkGOR1IYRF\n07RZf6X4id3j5Agh6jVNywd2aJp2RAhx2taBfmK3QJ5zLkDm5tYg851uB560dQc/sXsC/bN9BrIL\ngaPj/MJuTdMuRAqdTOTn/W1N094SQuyyc7xf2C2EeFvTtHXIsHUz8CE2vEHj+IvdrqLsXnC77UaO\nXJ6goWnaImBUCNGkb7pbCLFKvxQIId4eP3SWh6pDJmqP99yLG//1q2laLPAqcL8QYp+DtdwOXIn0\nClk/brbV7Sx9m12EEG1iMoT6BLDGxv9yu91W66kH3kd+Ic7Aj+xuBdYDd2uaVoFMXr1V07Qf23oA\nP7K7TV9Hvf63ApnHtsrWA/iZ3bXAQSFnYo8CLwOrbT2An9k9zvXAS7rtNvEzuzcAbwgZru8F3tC3\nzcDP7EYI8WP98S7TH8emR9Ogdk/51w7Wnc1UT5/1Wm7Hf+x2tG36Wm7HQ3ZPv8NsCYnTEx23Aw/p\nt+8A/gYE67eXIJNRLwd2oydeAwk2HverwP/q129gMrE1FHgHO9WoVvffgnSLJ0/bPp7oGIoME51i\nWhUOMxMd06yufxr5a8zTdmda3w9ZkbPE3+2edsxt2C/Q8Cu7kcnLYfr1ZGTlWnEA2G3S152s334K\nuMvf7bbavwcbBQr+ajcyLPa2/rqHIMP2VwWA3UFAkn59BbIiN8hf7LZ6zN8ztUAjATiNPL9NXPd3\nu622b8RxgYZb7bb3f4UQTom9EeyUMCNV8I+QyadHkCItRt/3Hd2oA8D/Z+Nxw4A/M1mynqdvvxmZ\nw2TdpmCFjfuXAVVWx/zP/2vnjlEiBqIwAP+FhcfwEt5A8RjLXsPC0kKEPZGVF5DIgmBpaylWFhbz\nirCyis3CvnxfE0gyDD8JySMzk9mx64wJji9Jrmb77zKGjr5qe1P7b2f5HuriHzr3RcY8j6dqu2/J\neqvcO+essmd1UbfcGV83puprSrJeQu6de33KGL49WUjusyRvfzxvO+beVH/bJPdLyJ3ktNptM4qP\nH++wI899Xn1/JHlP8jw7tq5cr0lWC8r9mLEg6bPOuTx07t+eLX6qDADQ2L/n7AEAcDwUewAAjSn2\nAAAaU+wBADSm2AMAaEyxBwDQmGIPAKAxxR4AQGPfzIYb1q+4/VoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(series.index, series, label='obs')\n", "ax.plot(time,ssh_corr+figures.SITES['Point Atkinson']['msl'], label='model')\n", "ax.plot(tides.time, tides.pred_all + figures.SITES['Point Atkinson']['msl'], label='tides')\n", "ax.set_ylabel('water level (m)')\n", "ax.grid()\n", "ax.legend(loc=0)\n", "ax.set_xlim([sdt,edt])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks reasonable\n", "\n", "## compare residuals - observed, modelled" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "obs_interp = figures.interp_to_model_time(time, series, series.index)\n", "obs_interp = np.array(obs_interp) - figures.SITES['Point Atkinson']['msl']\n", "\n", "model_res =figures.compute_residual(ssh_corr, time, tides)\n", "obs_res = figures.compute_residual(obs_interp, time, tides)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RwSpeMGz0PV79cj+17bVEBkSafpIWkgQJCQMrG4OtW9n4xy1/5PGsxy3md4ES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\neps0idjCxc98xr6+c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(time, obs_res, label='obs')\n", "ax.plot(time, model_res, label='model')\n", "ax.set_ylabel('residual (m)')\n", "ax.grid()\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a very clear semi-diurnal signal in both the observed residual and the model residual. This doesn't happen for the residuals on the DFO website. Is it my tides? I'm using CHS constituents... Did I do something wrong?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## compare my tides and DFO tides" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Zhxp5MAhMQdI7hXl6zFE30nrY7Rpt8zYJZQ1Fufr8knEKLsl3WqoA29uV69Dy\neUn5oaLkEiOdEAm4NpG1E+shVEPS4xayr0OWUfSkzfqdmZetwgG7k6DajapKYi4LJxhsxKuqf2am\nsaKB3bmy5554YidMfwKi9r8bovKpvtKvwjoskXLhXGpCZJRbZPAN0EfOhx0eP5PU8iMLlmRhGAbe\nWX2jhEUb09FW4FLyFmHpCnrZyvMZDx3PtY9ZmjyTsRPeK46yQNbids42o6L65bkgbW4e2oE9EGuH\nSMrRjHYJ8kS+at53LIevC3JZUQXPvgWWQEGjADxjXm9VGwWbC/LPC3ZB9vcPkJo+Q/WG6xtXI9uT\ndRBbQkdXC7tP7/N8nGGk8jHC8EFLjVcN1Hp3u18slKtwvgX8SgiRdan9MfDPZUtVYeaycNaubeTZ\nZ6tf1T9X9lxHx4M8/3z1U337+weQCWf+vyKQClNTs9QlU7VcarkuAzYr4gii9gQy5NOfrApJFsmk\nwCurL5P58rwq6GDjWtJrR2yL+XgkTqC+k0x8yHW+skCcxag1EFtJrVhBIlFudmYcu6I9H4wRGGyz\nTLTMTrDM79TViAmPXc164MGARyPW6xiKF255+RZY8hvyowCym8suwHCPAnBYqirmVboL0ubRiFqv\nk0tZvfoRdu4cxPs6GXJ3i8hyn/d9ulgoN2ngDiHE46h5OBL4oJTy2XmRrILMZeFs3fo+rrjiyxDu\ngtZ1Fv//Rxga2l9ZuSbe45hCujSXPdfe3sTzz5fvZy+WLVvuh9hrIfKUq6PA2Q2v5lgsycKlkdfg\n1Qoonb59QZMs8v51Z3r7FDU1y5kPBX311deTbp7wzNCTfZNccsm1PP64fehuPD6hugA4i1EjRwkc\nfg0kysvOVB3FHW4eUJ3Oo1vIWxG7gbyCVSMmXgeRX9rfz5NLYKgV+oSrEasRKnw375+ME0aNAvDe\nXKq/13s8YzMq9c79uEJdkHN5NB555NdkMl7fx3PubhFZ3pKGh7L9dhYfpY6YXiqlHBdCtAAHyFdh\nSSFEi5TSpzJqcTCXhdPdvYFg41+T6vx7h///75k+eG7F5Doxul/1RHI07DtxWI0g3rz5Mnbs6AXe\nTDVTfQ8cmALjszC41bFLXcm2Bz/Ln/7pnXjFvDKZorodlYQQ3pXawWACxhcuySIQCJDJuJM/AgFB\nJuPd561YBf2DHzwHayzKc4h8f6+6MQZ+6R5VlclMQesm+2cC0BNHfncI4u4ki5YWd82MH0Jk3G6e\nWAsY/lbVguWRAAAgAElEQVREd/cGpQgz3tdYfc1K4tG/xt2ItTBFOFsyTl1dkpmZSd/NpWFM49cP\nT4glqEYrpbkg5/JohEJfNC3Oyy3v/WsEApOqhY61W0SWTjjjtys5ae2osIgodVv8faAbeAbvTWTl\no7JlsGpVs6eFs2rVstxvsuWgj/9/qGJyJZbug56TjteMkvimWoi6uzcsSGPRVGoK2ADGFpvpX1f3\nlMXV5455GUZlO1n39w+QTGa7adsXkmCwhkwqm2Rh9Y8vpSaUmPV554Pc7CCP4/PlUstkGiFtvpch\nHEWlKYhE6f38bfTecL39gT6WwUxywjPJ4vihcwqWKRk4DetecBThHofBW8whZZMoiyEO5Ls+5yxC\n2zW2GzjCyo4mhodLL1OYLRnnvPO+w7M7n4Gu/3DIfCvTB88jGV9JPiZl5TThMGW5IOeqBwyHwyQS\nl7vqkFKxM9Vtb+0WYeH1r3kNDz/zMlI4Uspu82fnvEpTJcLhbGGn3cKprf1B7pxgg8Tr6ww2VLBk\nKOTz3JbjgUCG6ruvpslPEszfGMGgckEqV993XPM70rHiArvFogLgXXiN1u3oWM3Bgydhers5Iye7\nQ0yRqXmqIvJYyWRSHjv9dQgRmJeYl2q3vx/qpvOV764OBtPc8Z273ArHWYyaJWjk+5flnmMU45uF\npyCnmoc9XHxT0PdfKtOrNWqxItrZtcu6qXO64hqB2rLLFGZzXW3deg3v/OhDSI9x88l79pGZaFSP\nC5+rBpuF0pCcgVgL4fArScilLssoEChsWZ3L09LRcTbP773Fo4uG2dHa2i0iy/Z6Nt25iYe/9XBB\nMlSbcutwfiKl/P25ji02xsZG8HLDSJnf+SanvX2gyekKKpykX7PD/H8XoguCX0PR7E5s8+bL2PHY\n30DXYZc7cO9w4bvjYjlwYApYg18auRD1C2Z5GZyCrhcdC8VJMgfPQ6TrKHfTsGXL/dD6Inwgrawb\nn8jppOGuf/FO8a1HfbceMhSTZBHyeQ+BGej6rWvhTMw2CiBHA+Vkz83luvLb6Mls1lz4Sej6L/vn\nFRlHnArA2T91ud3rxl5TkFxzeVra25t4/tSzHgrc7GgdfaMjcy4FsVZ3Me0iwq/RxqwIIeqFECuA\nM4QQLZZ/nUD1ZguXQH//ANFoLfmdRa/583+wdGm+D1J47BVqVLKV7e2ExyoXw1khL4CIYzTQ9iWs\nkOfnfm1pqcdt3le2C4KqYfhzx9EPcuqU8hl1d29ArNzvEReIEm/cXTG5lKvvMtTivRX1XW5FiG+z\nadOltLc3YQ8I9wK3kE6fawaEK4NSBlHPhSK9/KC5acjGvD5rylVczGvv3lGVBg2qANGn57pMeCRI\nGGfD4GXQtx6+dTb0tcO+LmqS3gWxws8ictDfP+CfkBEyvBfO1rlT1FXM62Gs3yE8XJTrSlnoG8hf\nJ+nchsnzM7Ieb91tVzYAPXHG6wc93e6nC7RU7Z6WXrLrUG2t+rw3b77MX4FnBx8aXRD9AAxfA9HL\nwWgt6LUXilItnI+ghqe1o2bhZJkAvlquUJVk27YdzGQS0H6rJRNsMxgbqKvL75IDC+D/z8TPhBM3\nuqaQZpbkt68L0QVhtoaiWURYemeEVXDgWT7zyOqW2E0odCxnvTzyyO2oNn3VmyF04MAULPNexGqX\nQMfSs03Ly/6ZplLXFWx5xeMTkGxCjYrGp79Xg+qabWIr+nSkkTc2HqdBLuekx9j1FnnenPKA2c4n\n9nsQecJVc6Nex8NSCqXd6ccWAgFRtlU/Z6F37CxzppND5tiZpozeFp6ozXhe8zV1hRaIZ2u1vD0t\n3d0b4LpCxxQoAoFF3LmT0mM4dwJ3CiE2SSnvmmeZKsoLB35rmsdW188+avZvY9OmG3OHampqzCLL\nvO8fLiNQ+5WKyaaCiO4ppNl0bUV57oVSmK2haJYwIc8JfGHhVzFaPvlx3Ha/fyikdq7d3RsIh7/o\nGdhV2UeVIZWaUl2XPTKFXrH2bFqNJs96qmTyAwXXU2UyU6ZrbFwtlJ3mH+6rgeRySCwzOxgkHN2F\nvYo+4dxz2zh4cAJOfA/6brZ1QYiHPdxyHkSjk2C8AQb/u2vTROttqFigg6TIdz32iHnVh2rN3obu\n77BQq16VG3zVUW6wh6ambA1XKwy+0tXBA6MW1f7fe5mUCW9lkJ4prBYmmWzC675KJh/MnxRb7VE0\nW6/qmDyor69815FyKLd4QwohlkspTwMIIZYDfyql9BlXt/AcMZ6E9x+3H+zZh/zmmO1GX4gGnvn5\n5n4td6zuheolDczWKTpH7CzVVt05+fNkce3aiyEQCDmCuWpxEyKfFJDL9KlizCudHnfPXgGI1HHz\nP/wdGEv46U+/TFL8ypWCfPhwEXNxjLNhUEDfc+ZC2gCxNep4LhMskEvcyBV9ulyyo2zd+ik+/ekH\nGRlZAtELsHZBiKdfKMjyUrGSj4PxsG3TFAj8BZnYeohEHSnqzRB7JbtGRnxGTJzkzPTFjJ1M4ZV2\nPzLi3QfNifcIgHZGjq035WskY3wCovdi7/6wC2iBmOGKeYV/uIS6+NmMRw66LKPl6VcUJFc+trTB\ncdyyfBqtMHimK1Uc43z8Ng6LmXIVzl9KKXMuNCnlaSHEdcCiVTg1dRnvZnkNdlO02q6r/v4BZmZS\neC3s1nTthUgayFsSzpqSvPINZjphsMe1sw2GK5cRZrAPun7iCtoall5p5e6OSyGTCZvtdt5mC+gG\nx9pzAV1R+0nPYXr7DhW2iOYw3gTRtwC/BUYhbED7U56ZYKrtTHZxsyZZqM3Wtm07VLahI2U7nS6s\nw0a+oNru4lyxYorp6S6mBpebBZz2UQAJjkG714iJCZqfHqMh+CpGRtwuyESiMBek3wiA1HeVu7e+\nfglTU14xvQRwDRj3OoLzM3zm43/F7V94HEZe5XK7x8NTHs/l93llsz+zOD0aeBTNPqXk8ugWsXXr\nbQW99kJRrsIJCCECUsoMgBCiBqicD2UeSM8UagZXt4GnvVbAbuGsXp1fHBZiAVUuNXc1vxD5ZpOZ\nTFLNUrG5A29E+gU954Fk82HPoG3ynnzn6Lz/3q6grVZjofQ/0s+2+7aRkAlqRS2br97smRGk2tr8\nORiPWOIkl5IJfDl3Tmq59zC9YlKQ7WQgfBK6HGnJlkwwVeviTm/PsnnzZWXFvPIWur2dz8zMVzj3\n3GaefXZMBbYdowAg7jtiYsmKemrLdEH6jQBICXUvK9mGUYrWiqVNT+67VB0Sem+4ntu/8BQY7rT7\nVODpWeXJMncTYdP6yjiLZuPeo8sjR1RpwiKmXIXzMHC/EOKfUNHIjwA/KluqCrI8/UpORhIu14/T\nDK52A8+52lxkURfprRC+DVr/KbeTPX56xbzKY2W2GT1ZFsLykkGfTsKW42oX6XaNunaRc7Bs5fmM\nrxyEnrwC/cnf/IwffinioXSyC5Xz88rHMMoZpucdZG9V4489U2itoxvclmqWcmNesyWXqHZRvcBp\n7MWf5ufpbP9vUheoY9Pmy5QLMildch0+HJtTLr8RAEFpbWXlJRv41QaBdY1wWl4fLmiNKKQA3df6\nco4uB+hJcNf371rUadHlKpzrgeuA/2n+/ghwT5nPWVFUJtinZ80Eg+o38JyzVsCkra2NkYnboOtW\n2+IyEznhXVVeJv39AxhGLX4zerLkLS97G466ugpW9fsYTyKVd4/Oh2t02bI3Md50SCmbIXLtY9JL\n47zrL95D6pDdhZLvJ2b/vMLh/O0WSAY9C4sLSUHOBdlttPlnBIZq/LsLx9apZKmc7KXHvGZLLlHX\ncMJ8zi7Lc5uJJz61QZvu3ET3pRuoq7uTZNIt17Fjc1uqwbFzPEcABEdVDMdftuOu57Ki1ogd2BUG\nSHkPd921Zc41opACdF/ry2djMlOFdlLlUG7zzjTwdfPfSwK1q3Bngll3FWBp4El1UmrnanORRRWD\n3eVZze1ZVV4mW7bcTzr9GvyKK7Pk3QP2HdvISHHzQQqlv38ATnqns9aOWzsrlZfV198/wPh4CyzH\no30MpB+KuxS9NV3cihD5IG+LPK/kFOTcaGFn0Nir2zJAsk7VHXkNOIuchMH5inl597XLWwthwFFn\nlrU9XO3/UzCSL2JsaalnIuHMNNtLU9PcHvwVTWczOdjmGgGwoi1sOcsp2zEgCeEXHAq6Laegt259\nH1de2UcyaXepwWXMFJCpVkgButv6OgVkfDPn6gKVc63PB6U274xIKXuEEM95/FlKKS8sU66KUciu\nAtSup7a2eim1hfhzwazq/7i3wptOGZ7Hy+HAgSkId0DrByF0dq5uSSTvZdOmfDFoW1sbIyNuP3sm\nU/h8kGLYtm0HGG/2yOBZx/qufKZXuVl9mzffo/zigbhL2QBwpeQL3/hSTuEoi9D7trImWRRqaXuR\nSExB+DXQepcZgA9C7I0QO8e0EizX5/ZGiK1h18h+7wFnPRPQl+/hVk7Ma66OFMrr7pw9EydnrXnU\nBmWZK9NsNiYnU2B8wjUCwP6ehNma6TkIHVfzbkabYe1Re7ufyHFqD6pNQXf3Btas+Rr797uvr/Hx\n2a0jdwF6/p5fuvTR3Hlu6+tZdV6s020RRurY9A+b5vw8FpJSLZxPmj/fOV+CVI/Zi62sVDOldq6R\nCVm6uzcgPhrwLDiT869vmMm8CF2/gJ4DqMbgQOQpgkOddHd/M3defnSC++YrxM9eLCrmdQYY7/ec\nJZLFXtVffCfr/YdfhK7fwBtTqlWtB4blg1furma8kizC4fxGwbvm6saCYkui9hC4Opkfh8H1MNgB\nfacgVGvJBJMkOOWbzhOoy19N3tdhYXIpZeV+3/ZJupdD+HpoPaDkSUqIvcbm1stiTfGdK9NsNgq6\nt8IT0PWCXaHddxp6HI7PninC3z+a+3XZshV4KWgh7BtYJ9u27WBm5my80qKtBeimcBA+Da3ftlh3\na2DwAujbZ1qEgnVLX7Oo4zdQeuFn1Pw5NK/SVIGCiq1MqlmLU6iFA1A3cQ7xSNg9lna8Y97lMpa9\nAD2OFug9p0l/074Abd58GT/+8ZfIZN5PKX72YsmPcLYvJEL8BZs2fTD3e0eHWdUftrtjjNOiMFdf\n62DeYnje5xyLsaTcXU0uueAGOjsbc7+VY0mklw97ZLhNIb5xCHnkQoi+GXcmWFLV6XDa+XQ0hvIt\nbcqRa66Fvba2kYT8NHQ957AadsKgBMPaSuo0W7f+r9xvc2WazUYh95ZYeQjZ47BK2ryfu6Mr3z7G\nMLwSJW4kkZg9+SORCAJvJ581qKir+yibNl1tPzk84uEKHYfBP4To28338xzb+v5q1tdcDJTqUpvE\nZ7YVyqXm09lp4Smo2MqkmrU4hVo4ACub1zE82AR9dTZX0sq2wueWFEqoIeActmset9ctdXdvYMWK\nbZw8WdruuFjyI5ztNR81NSdtSqS9vYnn937NtNLyCjodaWfLLXfPqnDU2GOLNrkAj/YxzRA7j97e\nu+nt/Zg54Czr7vpe3t1lJGwLaDmWhP+4b0G+PeIxlM+/FtX+JqkGl0VudcS8Gvira/JumHLk8itc\nPnVKded41atW8OzxRzw6UkehbzXkvp69wAnbdzNXptls+N1b1rhtw7IAruoZH+PprDPyAfxjx0aB\n4jdZ4+Mn8EoSam8fdV+TrUft39kQ0DIBnf8Ck2eZhaDpio6Yny9KtXCaAIQQt6Auk++Zf3o/qr/a\noqXgYiugmm1kirFwRkZOm8VgVtO7MoowNe3dm8nreCbjnRpdSs3LXKhJn+6aD7jddt7mzZexY2ef\n55yhvff9YtbXUGOPLQc6zZ+PAsdCMHmGmeV1Brff3k9v78fIBIeh6+ce7q6zbQtCOZaENLwXWftx\nCZxjee4nVJ3UoLVXn2qzb014KEeu/CbAu+fe1q3v44qP3+d+4BBQ91voOG7JnLO3aJkr08yP/v4B\nTpzwvresrtdzO1fzLEftD14PPBiEqyyqbnstm+6cDwVt4FUTtWxZk+tMUWvZ3Q9hiSUmgP3m9bWo\nR5DlKDct+o8cCQJfF0L8FvXNLkqKWdjnazJjIRRj4VRTEdac7iTtkU0VHO10nVvO7rhYgsEEqZTP\npE8L3d0bCNRmPDericzsKdtq7PEaMxPOdKt1Ak/Ww+G10DwKbXsguZvJmGldth7xdHfRZ3fXlPNZ\nhUZXk4wkXd9JaHQ1KdGIlALCO6G134yTYO6Cj4ERgOifkQ3Mw/C8yKWSJbwTcsJhFftTzSgdDxxC\nLaDXzORliZxU814seGeaLWVF2+xZatu27SAe/zhORVhf/xE2bXp/7vetn/wcV/yvP4EeyzXxZAMM\ndULfaC5OQuxMW5ykVAVdjGu/KVxPzr7xSlzpmbIlfixmylU4U0KID6AmgAK8D2XHV4xly97E+HgS\nOBPlK59kw4ZVrtntfhRSbJVlviYzFkLxirA6/dTCrMEYvMqVTRXyaFkzn1X9cyFEBq/aIGvqcf49\neDcWncsdo8Ye/08Y/Cb0Rc2FTsLoelh7zJExNUn/I/2IWu+u2aLWfjRXwFtCf7BgppXk4ApXdl6w\nJkC4YQlTySfNjC5rnGRMZfQZszsgSv0Ot23bgZRnMFfsitgaiGTyLiLPBdRZrGrNNLOnH88ll0ou\ncbuuVq6ctFmc3Zd2w+D50PcihELm93wmNM+Yv9dBrI1aEbY9f6kK+ujRo2ZW3JOWRICLOXrU3XHh\nr675ODfdt1V9nz6JQbVL539TVwnKVThXA18B7jR//4V5rCIEgxeSTjei8uWDqIsnyMDAfi655NqC\nlE6hadGAmswYdk/0q6lx1hKUTzEWTnWr+qc9WtbcAOG468z5quovhEwm7HPcveMt1R2jWsEcAeND\nZvuSOuA4tI94Vnn/3bab1S7YA5G0t1RSaeSl9QdTvdrOhOjF5K/hIwQaR1Sh4PHDHnGSGejbbT4m\nj7OdfakLqFrYr0F5BPL3Vk3NXrZu3Zw/0eiAwSXQtwdCAagdw2tsQaBufuRSMVtwxm0nJ9/nPtlY\nB9GVql6pZb/KWrvSYhtHjnNW+i22h5SqoBuXjzGy6gMO1+uTNCbe5Dq394bruemm7fCPe2CZd0nG\n+efMnR6+GCi38PMA8EfzJMusXH319aTTZwEx1Iy3ZpQx1QJIBgZ+U9DzFFJslcXgkGdzyOTB+R/C\nVoyFU83sublrK/KUm2RxwQVXsnPweWg9rYaLJSUbXrWRxx95wHWuiuG4U3DT6dtd55bqjlEcQwXi\ns/UhkxDybkj63At7kSfWehajhsbsC4JKIy++P1h//wCJRMDzvYfDXzfjJN/zfKxXdbqznf3kZArC\nb4HW3zPrUYIQewMjI7M7LvI79ucg9ONcskR9OG57L4FAHRkjZWZXzUD7r1GuPTvWzLmcXCUs7MXE\nbOvrDeLpCeh6HlpmPF1XzU+PeTx/8YrwdM0u7+Ft39/lef6Giy9k4MUX4c24E1ceCnDzl/5u1tdb\nLJQ7YvoVqM7Qq6SU5wshLkTFdW6Z46FF84MfPAc0QfgQtP5S3TzJBohdDMZrgZo5d4aFFltlSS8f\n8mkOuc91brnMObPDQjWz51Tm0UdwLm7ZzCM7pceWOjou5eCxo9B1yOZHH4j8O5dc+m6X0hHCu6rd\nGcOB0t0x3kz59v1KTtWAcS4MvtflgmxotH83m0vsD6bqfFbi57pScRKf2zqRhPb7bG64c8+1p9I3\ntcQZWXWdw10oiO8/Z9b7K1B/HFw79lPUO8Ytd3Y2sH9/A4SfhtZxCGTgwRq4ypKC7Micg9IX9mI2\ncn/7t5dz0zf+TlmDP/V+viUr7C2FSlWEmaC3+9vv+OOPf4tlr/1/jHeOqwOPoupoJZzfft6ir7/J\nUq5L7RvA3wD/aP7+HCqeM+8KJ5NphPB+6Dpgr6SOnITB14Jxxpw9zoortoLaJSGvkVFkggXWcBTB\nidH90HWwwErq6nWynivzyEomk3TVuxDbO2dsqb9/gIPHTsFZezwK7RIM9D3sOj+ZTKtZ863r7XGM\noFtBz28yQ1pNgowkHBX99arSnyZPF2Tn+Y22Z+nuLq0/2IEDU8CHcLquYA9bt35KnRRbD5Hddrfa\nd+uhNQ7vPpU/FjnGH737D2zPP1n3PPyJ0124j3Tfilktr9M1e7x37N+ybza2bfswV1z119B1Un1+\nQ8BvgPtQ72WqEU6udLVoKjXmVUzMtrf3Y2z93vUqwcQnJdrZOqbUaytMgzsNGwjT6HFUcfHrXsMO\ndqjElc788dXDq30esfgoV+E0SCl/JYTyt0oppRBi3iPXqvHgJLS+aL/JAXomVUA32sauXftnfZ58\nR2a7ie3syJylvibsqXAwls5rA8/+/gHiTfs8U3flfe5xCuV2qS1GLuW+8c88siJDJ2CtW2lmDs9e\nkPqBv7hB+ctbTWUzRK5BJhkgkMnVuYC5yw+HocsxyjhykpaE3ccOpe1C+/sHlC+/da+9fYyxGowJ\nlUXVd8oyIfIMMFrwimPAblsNTha/vmWzLVap1BReM23q6qZz33sg1UFmcFJlxoUyShkHgD87ZX+y\nnml++eJPUT14FW0dS3GU+SpCRzl8+ISvXH5zppzjlru7N0Drwbyy2Qe8K/vXtHJHnnQvS6XGvIqJ\n2QL8wdveohb19bhcV+ufWc+mT9gtr7witHKrd4zIwvL0KzkdEdBj2ZhsX89y6T+8bfPVm9n3tX3s\ne13+MV4yLWbKVTgnhRDnZH8RQrwbnMns5bN58z1ADGoti+8Q+UWp7hCEV5JIODvo2im0I3OWT7zv\nI9x0382OnWwzxK5jKD5/7qtt23ZA0Fv2cKNb4eS71NoXUSmvmde+ZXO5b5zIFUOe7UfkHO1HRoOD\najf+EzwbZPLgDJ//8j/mFM7evaNKEXj0BZt6cND1/KUkM2z+37dB1z6HNX0aBi8CoxmMz0D0TtRW\nM9vOPtvaxxpfcRcxZinNHTONV/1GMJh/L8pt1QTRtwL7gQx07PZ8Nmd34fbWM70bKiTbOHZszOsv\nQDFzpiDUmFHlTZ4ZanFW/ZvbLVpqzKuYVlbgsag/CnVTdbzqrFdx8ydudrmuVPf2fmi9yRbzamqa\nfWldVt8GOxuh7xxbQ9Fl57stryzZ177r+3cxk5lRoxs+sekl406D8hXOJ4A+4BVCiCiq2db7Z39I\n8agGkpMQMi/4IRwXaxIiz8Hg7CmfhXZkztJ7w/Xc+vkHSPUddUwp3IsRmr8GntHoJCTPBNzDt9ae\n5RwKpQro3vWuL5FOH8W5iB4+XO5Xmqcg940Fv/Yjhs/NnSMbzF6PGmbY4/j7VRmSljTZRGIKQt7N\nLNrOdmcQlhLzGpp6Bj7ktKZPQ98us3XMVyA8rOpucrUurarWxWd+ipNS3DGFJHFs2/ZhrrjiCxB+\nAlpPqgUt4P0dOF1Em6/ezKN/8wSpKy1JAtvXQ6yDpjZ/uQqdMwVwwblreZZYvimCg1dccLbrWKkx\nr2LqXcCxqMsZ6tbXselP/Rf1UONR6HLHvI4Od81qeSWTTWBc4+oD6CeXVb6XkoJxUvLqZE73/J9S\nyt8XQjQBASnl+PyJlkfKBLTOwFuk2gWDT/HT2KxfcjEBxCyhzHJS0Qtx9qbyav7Y3z/Ae95zPdPT\nzWRrhM4/v47nn39o1vc3PHwQEp+DiOPCfaCem+9wZ5+oQVm3EI+7a4SGh+fP8irEfWOlLtDgWYSV\nSfgPrevtvVvVPIAyFrw34rYWM8FgglTS+1Kzth3JU3wyQ6bGp+AhlCAcnjHHWx90WECjcCADzQnP\ndvZOSrFwCkni6O7eAOEbzP5bljjJvwB/nH9U8KEGNn3J7o7pvrSbusOvZbKv0bLz3gRG96xuomK6\nX2/95Of48Bev41gm6vFM3i328zEvt/vq2DF/uYppZZV7rWIW9dYD8A53zMuYI+ZVilwvB3z2GHNj\nzsJ5qxBCSCknK6VscvGbUFotSOsBv1cKCTX3w4dVq5pR5vVWoNf8+SPPAGIWKQPkiz97zZ+rVDW3\nQ84rrvgrpqfDqJYTM0ADO3dO0dFx6azvMZ1Og/EEDPZB3+XwrUugby21w6/2vfBrapaSX6x6zZ+X\n4x7MZZexsfHNCPEOhOhBiHdwwQVXziLXOMp9s4H8Z5b2LK4E6Fp+MUQc1uL2Zjj5Ce66y52UAXDH\nHT9WlkHEdNF5l9dAsk4pJ8yiz9h6iCy3n/NAPZv+1O3PzhfKWr/Dh2dPZjB8WgUm03zmM39o9rdy\nWEBvTMA5L8B1++HaYfWz69dQ6z32V7ld3HLNZuHkp2rar2FXEkfrHnec5LWo7KbtAfhGEze+5+88\nr6/OtosgegMMv1XV7Rj/CQzQ1ualzBWrVjXnkyWGh9RPY8zz3uq+tJt7/raP1y15HXU/siuX9c+s\n9/wOQTViVbFL6zU/u1zqM77RcdSvg0fxLG1t8P7DHDEvtRa55ZptLXo5UK7/5dfAD4UQEfLzc6WU\ncna7sAg+9LFewICkuU3sRN1AXiSD7N3rH0IqNoAIkEpl06jtu9BUyu7pfve7P4/KUzwDwvvMegRV\nS3Lw2Bmzp5RmJyUaj5iFecq8DjVt85Wr2G4DWYVIeAbad6uiu2SInYNnsXLl2zhx4meuxwhRj1c1\nf8BnyNPWLR/nXT0HSPdFXS5IP1ff5GQNyFfDYFgFuQMJeHASrrIs+NsbIdbBbbc9oPqVZQsfHQO7\ngmPtngtoSSMKRtZAJOWqp2HkbHp7P8ZN377B/Zh9wFWOeFXPFIFveu/kS7FwZpuqaeWMs+o5mZUp\n6w3oNP+Rgb6A77C+UGgSr2tLHfem2Hsra0X0P9JfcEyiFLlK8WoUQ63wdpfOFfMqZS16OVCuwqlD\njaB7u+P4vCmc46mdwKsgdhZEJpXrzCODJNu1N56aLV5QXAARoKYmTSrlDjjX1OSzb/r7B5iZaYDw\nSWh5GM6cgistC2Zkivdf+ylGT/gMVJlzUqKXXMV1G7jyylsgPAZdR+CN8XzCRVOMk4dX27LAsqjF\nzcuD3iAAACAASURBVF1gKIS3Iuzu3kCYZuLRS3EuCn6uPikngc+AcSdELwDG4MQQ9J12zXSZMQsE\nDUMouYxHLAO7LiUT+LLna+RGFDg+41TKP8OpTrQxM7jS1T6mLmDujL2ma/r4C+qXet9m3rVXc02x\nLOxaed35r2IHh31lamie7TXCFD/jpfh7C4qNSRQvVzFp0aVQasyr1M/rpU65nQY+OE9y+BNKAT1g\n/BsMNuYHDiXisL8Wgo2WRamJDEO+T1VsABEgEDDw6qcWCOT7qX34w19VBaldL0DLlGfmzViff7Fo\nMdX8WdTI3a3Qus/SdudXtLS4RxT09t6t3nv76byyycmYgQcPc8sX73IpHOVSc98U6bS3iwicrr5C\n4iXjqCKMT6EU2x6zbctV5tCpB6HtcUimIdZMf/8AUk55yoV3EntJGU5CZNTYY0f7GFFvVsXHuiAy\nYW/2GA3jFbB5xVp3EBxKm2JZ6LWSy7bKeF93b3vTG3xfo5QZL6XcW8VSilyVtiRKjXktXboatU+f\nuwD95US5nQbWo/qovRnVQfsJ4H9JKWcviFGPrQMeR6XwhIEfSik/4zoxKVGtL94JxgBE1wEjwBSw\nFvegKX9KCdSpBdTtjrHGcI4dS0H7PmV9+VQoEwr47qbnnpTo5vjpF8y0XWtl92mOHzrHde4Xv/gw\nkFYuPq9U1Ksyyg3mQIh6z+LKQMDHb00pjUVDEP4NtP6LJdtrDXAauu51BOWnVM0Oy/By9TnbtGQp\nJcNprl5t61afw/7Bk2a7nElIhmF0HUQcTT2313Lznd5tR0qZYlnotZK1GrbcuYXdP9rNzP/Iuw/n\nqt0oZcaLGohX2SB4KXIV08qqVDrbLuL5568ivz78J7Bk1thSfh6O/fOamNAutdm4D/gqqpoS4L2o\nTgPuDnQOpJQzQoj/LqWcFkIEgZ8LId4qpfy57cTYmRB+XAVpbZk/ftFlf5QL4z0OF8ZSz/YxWfJF\nlna32syMNfPKgJC5s/VbK5K1bN78FU+FU9xoAoWx7JBnZbfxTXdqdTweAsaU8vZLE/FQiJlgDNYO\nOXbgM6QPdfrKVYyrr7f3bggfN9vZWDsbT8LYHo8i3zijfYOoyebuoL51JLGVUqr6k0nTbefTq02l\nHp+EaAzCaWjZC6t+C1MSvhME2QCJOoit9HUZlZJGHgikPbo5eLdAKiVOAsWnayuXcgpnQfV8B8FL\nkauYVlalUkpsyT4PJ4t2qc1FvZTyu5bfvyeE+JtCHyylzK4oYdTVcMp9VlBl+tgWpOMwuA6MN0N4\nCbT+k+lWUgOl/CjFhaGKLL0y35rZsuU7PPXU88AkJBsBS3xpPfk4STQAo80MzbjH+0JpgU3p0YgR\n8GzQCFMQPgaZuDIMvPBQiMbSPdDjrE6PYtzjf1P4Vc97NRa9444fQ2vMo7PxFNzno2xDSfLV/FZO\ne1bzzyWX12LV3z9AJuMdK6mtVZ+v+pzugvAJOHsXtCXsluMDaTjS5Z/tRvFp5P39A5wcH4auaFHX\ncLG1G8UmM2zbtoNk8kLgMmYbclYuxVb151pZeYwBqHN0QCiP4mNLfi5I7VKbnf8nhPgM+Xk47zWP\ntQBIKT0USB4hRAB4BrU8f11K6W6V2nrEe0HqOwqxpdDlGJkbmaT387d5ZuCoSnhnzrx3+5gsW7e+\njyuuuAlb8yKTvXuPqkWTKdVHKzKlZDuB6ir3zuyZGYgcJjPo3bq+FAtHGD4zvg37aygr4gB0HVYW\nw5PAv1llw8wCW8tQyq4Q/UcZ+y+ixSxWU1NBaPG5BP3c8kmBdzX/yVk7LBQjl+qwsBYvt53VigoE\npsi0HnErG4B3T0HfHtbVXeIrU9fyi3k2Mu4qlsymkTvfz7ZtO2DFsaKv4WIp1pLIt4yyP8avZVSp\n5Nvb2Juw+rmuEokghOuhy9FU9IFfcvEGjyzDEik2ttTfP8C+fd7ufa+eji8nylU470Wte845ftnj\n62Z7sJQyA7xWCLEMeFgIsVFK+ZjtpNAKwMMyCKPmxrvam0xxx3fu8k75DPnsasL+ux1103svsPF4\nAikbUEWeJ2EkAN8NgkjBBxwne0x9zFKKhRMefyUzkeOOXkzN1Jy2B6iVFXEsr7R/D1Wb8ShwMAgi\nBNRD6wEysXxdS3//ADLhvcAEUv4uyGIWq0xmUk3U9DK7puvMGTbWtORmla0YfhJa77fFlZwjicuR\na+/eUeCjuK2oUVuHhfe+99V8/4lfzuKmTLFt2yd9ZcqnkY9AaI0l4PyEZ2wpGp1U6eweeLVAKpVi\nLZxiW0aVSig06dkcNuTTdWJ8/IRKqnG6nt897uohVw4qtvRPjqP+Ban5KaR2l5pzCunLkXKz1Drn\nQwgp5ZgQoh94A/CY7Y8jx/OB+E7UxhNYUlvPhPT2kU4lvbOVAinvmzKQLORm9Zr8OQRMQvg86Hoy\nH3PwTRzwDpyXYuHUBc5hZvCPoO8uW81L0kjZ3DGTkzVqZJCVTvPnmIQr4+RSaiOj9D/ST/el3WqX\nH3stRJ5y7cDPbni1r1zFLVZjEFsBkXZXoJ1T58Gp5dD3G9NdGlaKhTHo+pWraadzJHE5ciUS3h0W\nAoFx2wJ633238YM1XyfjE7cLCTHrgtvdvYGG4Gomol/GHnD2ji0dPXoUagtvgVQqxVo4xbaMKpWx\n+FHTvW53J47NvNbnEQaECushVw4lWV4eCnrdOkpW0I899hiPPfZYSY+tJvPXeKtIhBCtQEpKOSpU\nheGlwE2uE43zIfac3a22vU6NXf2ad91FJuH9tloyr2ciIl2TH1syr59V1kCgkUzQPflTZcCOQ+u/\n2QPcvokDDZ71LqpdSXEWjootDUL0z3EuDNZO1lJOQrIdcBSh7QOudFh25tTK7ku71S7f+CwMbnXU\noqxk24Of9ZWruEaZtWDUw+B61ZEvNzd+lep4nDkFsdVmv7I0tO5WhaE9jo1GzwT0uYd4ueQqsOYl\nGEyQSrkX0HDYfV396z9/n3duugr5E8PmVgs8GOahPp9BaBaKiS01NQUZOdoJkSO2azjwf+u5+fb5\nG8BVbKyk0sWVWY5nfgvvc7sTj/u4E5PJJkiuAg65/ubVPqdUik0aUBlq4HSp1dZ+vGQZNm7cyMaN\nG3O/33STeyldDCyYwkGtSPeacZwA8F0p5U9cZxlrYLDDUlGegNhyem+4nq23RMhEEq5q8OCodzv8\nU8eCkOgzrYJ8zvzkku96np8lUH+MTKczVnSrmbiwHEKOAk3fwtQLuf32fpvCyWf4FFecpmJLX0YF\n0O279qGhr1vOHIdYh7ICeixumpFs7387LxxQu+fcLt/YYmswGAj856y7sOIbZS5Xm4ro28nWusAw\nnesa2H94p7tf2XbvOBih2TtSF5MwIkQGr/iNV0uf7ku7+be7HmTLnVsY+vchqIG1Z67l5i+7Owt7\nUYzllRskNxiw3A+raEjUzmtDR7VjB3spQGoOC6c4C70UEj5WSSLjncRy9OhRmPgcRD5pcz0H/m8j\nm26fz5b+xSYN/G5mqMECKhwp5XPA7KYFwKr/B8Eg1NSaNRrtrFut/Gq1tBAffJOrGjxU497x5Bb2\n5BMQ/ZHlL3OnbmaW7/dshU/fUYguVy3JrXSaP++thcyZtsLUqeSw7dRSM3y6uzdQW/tFEgm3NWEY\n07n3DCHTijgvXzSbFBCYwaspXXxcBTqL2eXbKWw4nJLNm0BAqLTj6/7VnRq9wjueFsjMLlcxNS/K\n4PaSy3tXXE4H32LcV7lzjfshpzdvYEXHsOvcclCFsu7ODCdOfNQze65aFk4wE/TMJQlKb8Wmugw8\nAYNfsWwyD7K64dx5VdDFJg1Uo0h2sVKSwhFCXIRfJB2QUvr1cCmerkm7pRAZ58+ufq/5OgEwzoLo\nm7AWf8o6t3ulnNRNGfJ5q9kuCLFv5tvuZHmyDo68FQyHbNK+wJWT4ePXBSGTUV0QVLZVSr2+cYnF\ninhatdaPpB2uykYyx88AitvlWyl0OJySzXthr6+vVed5BcjXAw8F4ErL57i9gff+vnOmgR2/mpeU\ncCeMFNvSpxyKtnCqsLBv3nwZP/vZ18zAdl6uePxqz+y5SrePyRIcO0c1eXUMLQuOeo8lyXUZcPQo\nbH39/BZXFluQ+rvaKRpKt3BuZxaFA/z3Ep/XjUebmGyGiWGk8FpwDcO94ytnYZeGz8eU7YJgfAgG\n7zctiBlIppQby/BuaWIlX6EN1oUkGDw4ZwDRr41MTY1qI7Nr1wiw1Dw+iGp9NwOkwVgJg2e5rEMM\ntQDPVWnvR6HD4dSsnTZmLeD06lfWCfyoHfpSEJJmy5vl3Ldz9pu1mN1xOj3uWVw5W0ufUinJwqmw\n66q7ewMrV/4Tw8Nuubyy56rViLKz7SKe33sp9N1smbR6ESva/Jax6vQrKzbJQinoyhbJLlZKUjhS\nyo3zLEdR5DNM6vHu2/Wc6zHlpG7Wjp9HIjLliCUsUV0QGAQCYLwdopcAe1D+Dr80XXsMQrWbd7uu\n/Nw3VlQbGbdLLdtGJpGYgnCn6kcWqrWMSW4CRsH4PYheieowVI9qGXTclKuG2Srt/Sh0OJyatbOZ\n2VKPw+OdGJEx1a9sCJXoEAXqTwDLILHEVJL+vbSyqN1xwJUwEhx1x3DSNWOw7peOmN0SMgfPm/N1\niqUYC8cvucQ6C6fScnnv2quzsCtX3xKI/gGFuPqq5boqNsnid7VTNMxDDEcI8WrgPNT2GQAppf9Q\nmnkgm2ESCkkSiYdRX142XvC1/9/eucfHVdb5//1MZib33pLeb2lDKhRECgvqultwtcU1rKxAvLD+\nBG+4Io2KrvxE3W0NKrDuiu1L1o2wrKLFX4OoL42rLUqpgq5iU7BYJPRKm4Y2aZPmOtfn98dzJnMu\nz8lMMpkz0/R8Xq+8MnPmzDnfeebM8z3P9/L5EAg4q0OsdxXpiX358iUZz7f6vAvpeL4PWntNJciz\n1cQdfhlqd5l4wFaonIk6KyqEl7JtEKWVk0YgEILwDBtf2S0IMf5KAkDKEcYLqRE+Ag1P2fjWutXK\nJroKWIyqQl9l2LcE2MfGjfcjhL7TPhjMwP6bpThcmhjU2sAZDveOTRyf+eRNbPryg/CNfTB/FNYY\nq6E3RVFyzicN1oml49oEUFO1jMHOhQb3WapgZAY1C53jHJt1UJuziz14KON5JoqJ3B2ntXCs34lD\nC8dju7ya2Cca6vMqdDXRIotzlSkacifv3AhcCVwItAN/C/wamDqHY6v2MhMPhsNhIpGrsX95icT7\nHXc8udxVqIqwF6CrHuVZyoEzEO6EhoMOHrDQoZUkRpaTTF4NYTuj83yLbfHAIWj4hc0p3E1cQ8Jp\nR6aQGrVHNXxrw9DaS2lvJZHITyAcg9qtJvvqueeeR4nFQJfDCQYzh2+yYYxOJsPaBk4h0hLRGzfe\nyqZNT0DgsOoXslf+ATQNIR5wF7pKQVV4bYMu66TQ22tVpGxv34V0VfscR7BtkpjICidbLRyv7fJq\nYp9oqM+r0NVEiyzOVaZoyH2FcwPwGmC3lPJ9Qoj5wHdzN8uEelRXvIDZQ7P52pe+NlZhonROdPmC\nmzV3PJO/q1DHiRjHr0atVKJQa0u6AzQNsewXcbp3VzMUu0vTpNhD86fuorFxu3pee0xLwsnDR8mE\nNDOzdYUXi/UpSptx+NZWr66h4/kXDMZps8M8wWjneSj+Vef7s1kRJpMxbUe4mTE6wisaTrBRIi8t\nthwrEBgiGTLCkC79ucvq3fnzUkg359mLGayaOJs3b4dYNY6+JaA8WJnxPBPFxFY4ermI8XSTvLDL\n2viZtmuqc0swsVCfV6Gria68zlWmaMjd4YxIKRNCiLhBT3MCyBzfmAjqGCszvuLwFZZyRnVncRJd\nHsOuMJn7sj+McjanUIn3YUVLr8GSlfOYMTiLjld2aEMzhx5M31VH0d81R8eTPzaQZmY2f/4GIpGY\nkiSYXQo4E92BZFit2m7ZOg5PXZ/Saw89bsr93JoVGaMMnYAVRxw9L8mjpv6omv3QZKMsauqCVmuv\nxTvf+WoeefJ36olLq835K92JK1PIVhOnq2sQev4S2n7tyPesmvOGjOeZKLJdSbS37yIeL0O36szm\nJmBSdoWdzc6Dg86qvvS+1rCwbt9cMbEEvTehq4muvPw+nMnj90KI2cA3gWdQIjVP52yVBjoNj+bm\n9WzfvpExvhsTDh+2rhByX/ZXAn0ozZ0KLLLXNpQFyvinlndxzUe3al9PlphWDm60OlnQ7agVni56\nOZuRkX5IrIE2W/J7WzV1lWuMsmOXAweGoME24bYJ6PwCGzZk7mhXJKnOnhdp7nlxa9S08d1t3XoP\n369+lGjbIFwecYTVyn5czYYvZ27iS2vijF/McPjwEYh+HDqlLd+ToOWxWx3HzRXZTqDWsn5rIcdU\nMjKnECh/BRbc7Qj1Bvpfk9O+uWIiCXov+13c7NLxqfkhtUlCSpn6BX5DCPFzYIaU8tnczUrjyoNX\nump4NDauJRQqISYGVL5iLHwz09FomOuyPxAoI5k8gOIjTQKjVtnrFLaVsuG+DTSuWwu3uDiNaHp7\nuL+B0baQ42463F+X0SZ1196JKhywYygzNY2bUwtFNIzE+6G1Nyuupyj6O7WUzkt7+65xHK3z+4gM\n7Gfekks4uf0ABJLwrRgQYnbFTB7+amtWTXyNjWsJBu8iFstUzGAk5qO3mRgW9lFamt1nnyiynUC9\nYmRO4XTJC9pQ7+mHnMqtp8S+rPfNFRPhLfOy32UidvkhtQlivMZPIcSlU9n4ufO/d477eiJ4Blb+\nyRG+iR6whhlybZqrq6vgwNEo1G6HUMgIMy2BzktNHfxJ5gdNXcw9S6At7lhh0JO2LZicCZ1vsN1N\nVxMM6wlIzVArvKdVNVrtE5bEP9FhYKuNmuZZ4Fh64uyph7Y/OxmZiaLVB3BrgLVD1z9j2q6IQXXn\nrqZ0QE8wfuKoGzVO9simmCGdmE/T+cBHCYWmvukTsq9w8oqROYVwpb5vKVxptau9fReJEt2eEJ76\nlNeEeMu87HeZGJ+aH1KbKFKNn+XAZcBzxvaLUaG11+duWnaQNQesHGGgwjcPWMNduTbN/Z8PXMim\nrd+39uJ8px9Gyw3anQD0LOTBx+5Ovx6thc75mubKdDipvLyCwcFq6HoV6QnuGDULMyuaNjauhXCP\noZhplZqmcylETwD3k274FCgpBYVSsZJIJ9B6xMrIXPs8oHF4mtWHDsHTdUTbog6W6VBfHWDQ/0df\nA52zHGOz+kI9D95UIBv5a7fEfD6aPiH7CievGJlTKHFJv9i3b968HaIz0Wknlgfdpcgnj+x5y7zt\nd8neLp/aZoJINX4KIR4DPmTwoiGEuAgd43M+kaXyZa4rnN90/tLqbA5hCG+Z7kraTit1QTOiV0DX\n50nfve5DEVSqu8Pe3gjZaNS7ova4vsqtNQBdlwOLMDsylYdSWL26ho6OY9B1KYqRoBwYgZ7+jCuz\n8VAqFhPtvA5aWy1J5HCpSv6PjAwA/wjRbxmUIyn79tLS8t7sPvckkI38tWJYcCbmMzEsTBbZVjh5\nRWuTwlzxGi2z+tyANS8TiQQVc3qbPYczg9tutMtk5Y6J8ZZ51+8yEbt8apvJ4/yUswGQUu4VQkx9\nO/Y4EPGwNrYnbCJhua5wIvaLdD+anpAoWx7ZMhZSCwQqVS+OrYoMorS372Lz5u0kk4uYKFO0GaI0\nqY9thhJGqG2nZQVhphRT/UUdQLUhaPcrCPVDLAkHV0LrgO292YXU5swpZ+DwGeh6iLSj3U3ZTDWG\nyeQQk1HtzBXZyF9PlmFhssi2wskrWpsUykuWQGelo1G2vGG2Zb8zZ05A9H5FuGG6wZgfXKwXQcwR\nE+Et81LGubu7D8Jvg9qrTbnkZrq7nUz0CxbMonfgHba2gRksWJC5vP9sR64O5zkhxAPAd1DxmhtR\niQLPoMI3I4678VT4JoVc7xBLhYmq5hC6Ng3AKuxUXl7N0NC30bEBfP7z3zZ+EHPJSQs+5lLtFQEa\nfmPrsXmFuQMXjz1Vk3upcjYNv7SGJtvi0PlWiJ5PanVUXqlXLLUjPdbWCbK39wO0t+8iEAiQTHZj\nzZNUZkXnkwuyKUGeLMNCPuwyT6Jer3C6u/u0jbKHD3fY9jTyEdEvQlfKwdzJojWZm3Eng2yr+ryW\nca6aM0LvgltsueS9VEUvc+w7kjiqFZIbSboJyU0f5Opw3gd8BEjp6O4C/sN996lHSWImdL7FcScW\nKLF6hFzvEJtvbGb/1/ezf/Z+tbpxWYCYhZ1WrZpFR8cp3DRr4vFTwMexT3BCvJ8NG27Oyi558jxo\nszVQbiuH4Dxo6rTu3DTE4mfswfkqqN2ryYMNQOvvoet80+dZSDZQiXBnz0syeRNbtuwgHA4yqpE2\nySx9kBsyTVbt7buIxVQIbTIMC/myy32f/K1wsm2U9TofkW1Vn9cyzqcCuzWVnV2cesSp33RSPqvd\n96Rm3+mGXMuiR4B/N/4KgpKSGTDivBOTZc9Y9puMqqYZqTDZTZ+9id7GXrXKGYd2B1Ihqy+ha0yN\nRoeREtJMASm79ln4xDJ+/vhKEp2zoVWYeN7KYKFT6wagusYqCSBEKTJkYzU4hHKq1Udh0cNG0+co\nLS23Z2VTpoZcN+6vTNIHuSLTCmfz5u2okOfkGBZysitDk6WXxJ2QfaOs1/mIbMuPVRm5s6pv3rzB\nvIRtk0F9pCGp6TdLuNwjBMoKqYfpDSZbFt0mpWwSQuzFWR4tpZQX696XD6T1V6yT2+ho5did2GRV\nNe1oXNfIRd+9iCd5Mi2y5kK7Aykiyy8QxVm2nEwGKCmpJtcS3IqKGAMDIei6AtXJGQFOQkzX4eyU\n1l2xopIDo6aemEOY8lNR4IBBkLko6x/qeA25+/d3Eo3qK/DyHVLLtJJQk1QqxJn/5soUsmmcTCQS\nWsmEfBB3grlRVpI5t+QNrQ1kX36sHCHYnaEbg3POcKvgjDpDfaNn9N+Zm5DcdMJkXWoqhNaInW9/\nfJ2cKYfSX3HPkzQ2rs1JfM0OSy6nDlfanRRk6BTUveTgU4sfOg8SklxLcG+//c1s2vRdFPNzA7AH\nCCvWakdTahkb7rN25W/e/EGuuW43tEXg8lH4PWDXMmsagla9A9NhrCFX02Q5OvoyMAtdYj4czm80\nNtMKR2kT5RbinAyyabJMBntgxSFH3D/xcl1ebGpsXEtZ2X3EYuN3z3udW8q2/NhrzRnRWwdtpQ5x\nONFrFYfbvHk7yROfcFb1PVrNbe+e+qq+YsNky6JTV/2tUkpLKYoQ4h5g6stTXKDCVl/BLU8Cxp1r\neCHU3gyhZWMVJCH58IS7tMdyOWvSF5aOdieF2MzDeqr71sOE+paiyxdM5E5fMSpvQ33m3aiem2GI\nLoXO5dD6jNGUGiHYP0/L1kC0Dg72QskJqHWjnJnYnbSUFeibLPeheoGcjrauLg+dgiakVzh2OQvl\nlNP0/5MPcU4GJWVJbZNlSVk6pBad+Wdo6rXu0NRF9EEXZuspgKJOGj985XVuKdvyY681Z5Q43EJb\nK8CHqFt13LJfJBKE6B2Oqr5lFQ15qeorNuQaNFyP07m8VbMtb2hsXEtp6b1EIvo8CcCh43+AhuPQ\ndBA4qF5u+z0lL9fT2PjNiZ3PmLC3PLKF0eSoK+3OGGzcYOnt8SmUMo6RnhCiKPqdUxANQ9dfoZo+\no7x6jVvZZSnMisF1SZWX0qA8qJeDdkNJSYJ43PmdqJDfew3ZBjPZ4zxaWu6Z0DkmiszVc96yDKSQ\nGNXT/CRG05N2qCKgJQwKVeQv0ZxN+Kog1XP8p22rjrPMW82ZUGgQomegy7TC0YT6FK0Nyul0pafJ\n2ks/mhe7ig2TzeF8BLgVqBdCmOU1q4GnpsKwiSAQiDKeEFl85ksaMsnTWUkA6NC4rjEr/i5gHJqX\nMkZGTjE1Xe0zUHXarwCzUVHN2VibPp9zbapcubKSAwlj4qrHqTuzrZxPvz+7goEU1Heiw4jKRTTY\n6Yi6nE2zU4xM1XNeSkubMTtxPifbIg5mhtmJV409jQ/rHYvZKU09MoevClM9B5mogLzv5s+WaeDc\npbWBya9wtgL/A9yNWs2kfg0DUspe13flCZmEyOIBfTgoLqaePt2O0oHVRNo6nHxlPStJJFIiZPXW\nBsvAxChBhKhChnYbE+VBiOyBYAmUlBicb4shimtYaPPmD3LNLT9VT+qMjUYxBEdCcGzehJf7UgbQ\nK54CtU9rykJHLU2z+cBY9ZxGq+fo0dmeSkubkRyZDyf+r4OZIVmtel7a23dBz3LQ0AUtCk09I3MK\n2YSvvF7hZEsF5HX1XLahvnOZ1gYmn8PpR91S56nkY2JQHFnO8E2KIyuY1BMRelEVouSph5XGzFjZ\n8mUQHVR39A37HSJkHM+s9mlG2YyjjCzpVtQ7h3CyILT1qXyOCxob13Lh/Et4vu0paBpNF0NsK4dj\ny3j39ddOyB6AeLwUXfgK/sY1H2Rums0HmpvXs/3JT8J5duG3RRzuric++5Bn0tJmqFWCMxyTumvf\nvHk7iZH10Hm9wyld8Ea9JtNUIJuufq9XONlSAXldPZdtqO9cprWB3HM4RQHVDuQeUgv2nwdtAQcv\nVLAvs3BXrkjLU1+McoipH+4LUKtvAAtMsAFs4cX9HHiTwfOmpdwZofxhJ7miGXt3P86V625gV+sO\nwzGGoWcJ777+TWzdOvHcSmlpJfG4M3wFqFWXBvaS7alGY+NaQguOEGuydcE3dRF/OIlM6sOAMpi/\nxDxkrp4bkyaI/tzilPIlTZBCNg2pXq9wsqUC8tqubEN9XlfPFRumhcPJFFKrqVrGYOdChwRANozM\nucK9umkUQrWkiDzNWN5QO6FzLF05jwPsU09cZGbqL8jMEvDkjkcndN7xsGrVLDqefwZq/9twYEHo\nmQ/RMui5ANqGrYqfbeVs+GpmIbVckShxU1iNuDpC1+1ThEwTuyrXdjYxBoNH8lo9lw0VkJpAqfTC\nRAAAIABJREFUc+tvm5RdmkbZ7u60M1Z8Zc58XL74yrIN9XldPVdsmBYOJ007by13jcVUvHtwMG4T\n1EoA6/LYK6DDaVQOw2BkZhBiejaAxXN1gmrusPQGDen3megxc8XbblhOR/QhFaJLoa0bOldD9GLo\nrDGVbMcpHViU1/zNGMbR6pEnl0Fb2LESFr35YxkAM12L+e5Y0Nurrl9Vru2UJih0oywUZgLNplHW\na76ydKjP+rlHRr7Bli2fN90YeFs9V2yYFg5njHbelgyO9Aja23d5Hmd2IgLMQ3GbpiaU04YIWV/O\nd/oWnrcEjiqzBb9ewIZP53/1YIaSc7DlZJqMXFbXxRBtMHjaFDHo6jWZJbWnAm5kr4FTC0hGZkDn\nCsdKuDyUWQwvF6TpWqx5yJGRClu5tnVSF+LFvNqVzQqnv78XryfQbBplveYra2xcS339Y9q+pVFT\nJeG5LC8N08ThLF++jL0vfh0annLc0Xz+rvsZHJR42w1tx0zgRqP3ZL8RBhiCnk/Z7vQXQK+c8J2+\nheftWoPnLVVlJmFh1UJvVg8mOOQcUgjpwoWnaWn5RF7tScGN7DUR6wOWQVQ6xPBWXZjf+LoKxzjZ\nMhIJxZahxPCck7paKecP2ZCddnWlikO8m0CzUSN14ytz2z4VcOtbOnMmzbJ+LstLwzRxOIsWVbH3\nlK7UtosXtz5FbdXagq5wAoEqksG7oOF/bSW3d0Pnd6Dre2M2wf9O6hwOnre69GszDs6YnOE5wBLm\nMyPWi7XZdS8W2es8Q5G93gZd1rtQyX0otopv2d7RR0vLx/NqU3Pzenbs+Dek1LNl1NTMZnDQyUiR\nL7XPFLIhOx0dXYZXEgApZKNGGh3SV0JGh/LZCpFNL8653YfjTRwjz2huXg8hfXPeSHzIxrS70fj/\nFgsbbz5RWRmH2g5NyW0f1DabbOp2vnkCcJvk8139pUPzjc3QZjvvtjJDNfR+4GXgBeyy1/lGOt+3\nHjUhqHyfCnuuRTlDM/rz7gwVyWuqj+Mu1PVwF/BzotFh4/q123Uzp07lt4y8qiqotclKdroeNYGm\noarn1uXNrrniNdBm5Sizq5EuCl0CbTaH7FnfknW8zL041j6cjaTmIrV9+mNarHAaG9fCh/WrlWQE\nhod1WvbelSLefvub2fTfj+tftPWkBAKTjzFPlOctn2hc1widF0HrEIS6jUqiRUAVLPq9pdGV/FYd\nW5CWmdb0B2kT895olITDYSIRvfx1IqFnOs8XU3QKmbRn0j0lYF59lZZ25dVJZ6NGWlO9kiPPv9HR\nt1R70ZG82ZVNL47fhzNNEDh1Hsm2o44KI07OJ5F4DVPBFD1ZbNx4K5u++Tn9i7aS2/Jyl1BUFpgw\nz1ueUSpWEuk6ASwHyiC8XxNWPAkv1XlmkyKk1PUHlaAjUs23KFwK48lf9/ZGKETRQKbeEmtzZdpJ\n5zvUp9RInWFRc0Nqf38vRGfbmmnzG7rKRqvH78OZJggl5xLpnAGtZba752qUs7FTzn+ADRvsYYo8\nomc+tCWgySiFPgQ8VQKlAyaRs4qsVTXdMCGetzxj9eoaOjpeRjFYR6H2FW0nf/nD2UlXTwXcxeH0\n/Tn5FoVLYfx8SWGKBjL1lngvTaBQrMUM2ZCd+n040wSBQBRGrjB6bVL4LNCBftnvXaIaUBIAnRdC\n6y8hEIU5cfgHQyyNk9B2GjpX0dJyr3c25RmKZaEDOArMhZA+PJVNU+pUwV0cTt8EnEy69O1MMcab\nRAOBioIUDYz1liQutTRZjvR8mC1bdiibNc2VVVX5bajOFOorVDFD9kUDfh/OWQ83tgFFXu1c9udT\no14HIaqQ0cPQ9WpY8gxcZ7vAmk5D6z5vnWCeoT7LLONv1LVj38um1LQ4nP0VvVRELPYVT+xyW+H0\n9t7D8HBAa1u+VxKNjWupqvlnRmY6myz37X8tpwaHoOGAoxWhtzu/lFGZQldjVEC2arB8UwFlQ+Dp\n9+FME7gReKqJxPu7QzuqqhIMDFRA+AzMcAmFuKwAzm5UQrgbavdCIAmPBeE6U7J7W6lDhTTfSCQk\n1p6XXcDT6MNW+W36TEGtcJzXbzxeQjK5UGubF3F/tybLroeeJTgTjeyH4qXLJzKFrgpVzJAN2anf\nh1MgCCGWAt9GteBLoFVKOWmlqzSBp50OvwTd3eGpU1+b7KkmBSUF/VOo3Qc1LnmB2PRzOOGql4ku\n36tYBkDlrrYGIFYFkRBrV19VgJxTOdbVxB61TSMVUR6afBHHRNDbexpYg52ANhLpBeZSqKKX8dRI\n4wn9dZx/2Y8wOiqg/n7lcKyJ+XRUY/ny/FIUZUMFpJgZzt0+nEKucGLAJ6SUe4QQVcAfhBA7pJT7\nJnOwdEjN/oW/RbMt/yWldigp6McVo4BO5OwHgvnB/OquFAJL1gwoJutDKCbrADA/CZ2SkpOLePLY\n1BGGZotQSNoUYoMQHtZW0M1PvM4jq/SS3FLuBtZrNHx+y4YNn8+7VeOpkQZLKIjsx4wZ81DOxvq7\n7ur6CO3tuwqWmM+UWypUMUMxoWAOR0rZjdHpKKUcFELsQ0lUTsrhBIOVqLsd+482dTfrbUmpDgsW\nBOmOJZ0iZxJ4pZIHH7jbc5vyjaUr53Hg0D6nbMKZQX707S8XxCanGuko1PZpK+hmPdPviU3phlTr\n3TEkDIVUG23To+V5V0iF8dVIB/siWtkP0eOuvTQVKC2No/utj46+my1bdlCoxHym3FLhihmKB0WR\nwxFC1KHiCZPjdQFWrKiko0NX7nq6ILLBOjzwwG1cc90fDOXGkbTj2VbOjMSyaVUwkEKpKNVr9Lxd\n5l3h0w1pNdJFwJPAsGpO1aC6ptwTm0pKSiD8l1B7BYReMeQc/gKiQag95KRtumHEk/EbT41UxEag\nc6mD7DQQym8nb3Pzep544ivEYhKdJo4KmHivqpkptxSJBLE2GCuUlf0jGzbcmFfbigUFdzhGOO1R\n4GNSSod84caNG8ceX3XVVVx11VXa46gS3I04yl3DZ6Bht+eywTo0Nq7lJ489xLXv+ACJ1tOqSCAm\nmSuWcOLEHs/t8QLNNzaz6zO7GMVJw5JvhU83xOOlED4NtQ9CqBRiA5DQ58+8ogWasyDOQPgWW8XX\nKehcDCG9jIUX4zeeGmkkEtLKfojwpFOxWaGxcS1lZfcRizlDkCpB30dhuvnHL4tOFwyA2RkuWtSX\n883mzp072blzZ07H8AIFdThCiBDwfeA7Usof6vYxO5zx4FruWvtyQWSD3dDYuJb4UGdBzl0INK5r\n5IItF9BBh+O1QnC8AZSU9xFf9ni6kAHgO+XwaCXcYBIU2lbmWQXdYNleuN5OPtsHrSVq5aCBF+M3\nXkNqInGGQjSkgjszQypB76W8dAqZy6LNxJ3pYoaZM3PnUbPfjG/atCnnY+YDhaxSE8CDwJ+klPdN\nxTETCQnhI1D7hNGkFodSl7LWkL6z3MfUo2VDCx/7+seKguMNILzoIJEm23XxnhH4xnxoXTAmCkdP\njWchv4XLZ9CreyEEHN8AbfdYdJPEo5Vs+Pf8j59buXYgMEg8Xoau5SDf1WCQKUFfGDmS7u4+CL8N\naq82he+b6e5+GLATd3oX6ismFHKF8wbgPcBzQojU7e9npJQ/m+wBk8ET0HDIuqLZqr+rKQ9WTvY0\nPiaIYuN4W94wh7287HyhtBQOv4eUDk4gcMgzmxbVzmev7oVYEqJnoPNhaN1i5EqOEDozy5PxcyvX\n7u3tIpm8BFWubW058KJce7wE/cDAyYLIkVTNGaF3wcegyRR+bPvdmBLpuU7cCYWtUvs1Uy2PUHvU\nGT77ywQ8Vmrt7N+2iFVz3jClp/YxPoqJ4819cjf/HAaoq5ut2ysvaL6xme23/wpuMIWjts2CnuVA\nN0R/C12vI+UMRekJjyxzK9feh46jMN/d/OnzuCfoC8XxpsKiB60bm/rofWA/7e27VH/QwDtsBUwz\nWLBgTl7tKiYUvGhgShHSdDjXAY9XQ+tVpkqaOC2P3eqxcT6KBc03NrP9E7+25nC2VUDPYlTD0CjQ\nx+bN+e9zSaFxXSOhg+cTa+2H0FLjOn0jRH+FrnE5kfg3T+xyK9dWjdbed/On4Z6gr6oaKcgKxy0s\nmiypYcuWHYwkjkLDHgcV0EjykrzaVUyYXg4n5kK0mFwJXZejfhT78FJh0kfxQWn1rIHWFyAUhdhM\n6LkNoilmimeB3CuHJgoZWQpd95EOE+1G5SOck6fqRck/lH6Qs6tf9W17L02QwngJ+kKtcNxXzgMc\nPXqCk/JZrSrxyUemH8OIG6aVwykdWE2kzaasua0aelaQvvAqAW/oSnwUL8pLahjpeiPQBeFRqP2q\nStDHUEJxUW/6b8woKUkQj5sT9AHjsTMxn6uMRbZQ+kHOrn74W3STuleUUePxlukpZvK/wmm+sZnH\nP/UUyevMlY6zoOcWuiMdJObr35fwlke4oJhWDmf1eRfS8fwwtB4xqtSS0HMpRBsKbZqPIsOnP301\nmzb9GMISGl6whtfazjB/wPswh2JAMPMBngE+gmpmNqOPlpaPe2KT0sRxE6wrHGXUeLxlVkl571Y4\njesaqTn1F5xsfdkUFt0A0aepqiqhf0g/NtEhb6TuiwHTyuGo5s9noetKYBWKAXhZga3yUYzYuPFW\n7r33QUZq9ludDUDTCIuf8X4SSPMBplY5qbCROYfzIsGgd+G+dFf/cayl0VBIyqjx5BwiEb0z9IJd\nOzkyH3p32rY2Mjj4LmaXu9MEnSuYVg5H/QjDqIvvKVSs2QmvdOp9FDfafvQFrvnE32lf84rSxgzF\nB/ht8xbUpGru5P8oyaQ3Gj2gflPB4F3EYmY5B1AULc5J3SvKKLcVTjxeQix2MYVi1x6vXPv4celK\nE3SuYFo5HIUoME81gM55ESqegqCA4dlw4kqIVlBe7udwfMDmrZthjp5ivxAsCIoP8DAqrAZu0tLJ\n5JDjvfmEXtywAl1uKeDRuA0OxiE8w6JESs+HiUaDFGu5tpJNsNMEebPyKhZMQ4czA8I9sGwvLIyY\nSCO74dGfwIuvZ9Wq/LLZ+jg7EJERrVRE2c/K2PAF71kQ0nyAp4HjxlbnpO419KXR16Ar1xYivzxq\nKQTKX4EFTiXSZGc9RNdC+DcWbaOSwTk0Nn7TA8vcy7XDYT0DQr5lE4oJ087hCFGFrP25zdkYuGEI\nWp+lpcW7/gofxYtSUaqVirhgzgUFaVJVIeEI6mcZBqIGVdNOiyhcIO5tSFiVRpsn0aO4rb684FED\ndyVSWg9BzzsMwt4DYy/Ff3CC9h3tef9exyvXHhnp07x27oivwTR0OFVVCQZCQXcOg9CI34PjA1Bl\nrPu/vl9xvNWpbfW762m5raWAVoWBapSsRj80/NkhChc64m2SWRFlmsu1B4AGCsWjBhCuDGrF3wgl\nDTmH/ZbN8bcPeiLn4FauffjwPcTjNZzL4mswDR3O7be/mU3ffBrcZNXdmkN9nHMoNo43BWGsavZA\n2RlosmnLNA0QfuS4/q15guJTM1eoBYC5EK6GWmsCfMkSh8JIXlBeEkZLyxsLuWobeSfnoC9mONfF\n12AaOpyNG29l05cfhIpe+EXcGlZrK6XktEv3lY9zEsXE8QYoFc+G55SjeUK/y/KGWk9NiseTyq7a\nowYH2D7oK4UVP7LlUL7I69Z+1hObbnvXh9n0yBfgBjM9UT30zIZaARpy1kLKOUSjKe45q2yCV8UM\nxYJp53AA1r7uYnb9VsLgi9AVgRIBQ+Vwcimf+4zPoeajeCHmvYxMrWpcVumL5y7Qv5AnRMVpaPij\nlZZl63ehyRbUahrgty89AdyRd5s23nkH9977Q0Zak2pFEwtBz2UQTUBPQInXmcJqwR9UseFfvZJz\n0HHPjVJY7rniwLR0OE8++RBXXvk+du0qA2YBFQSDI3z2s41s3Og7HB/Fi4qZAcaKnjUVdGwr9UwU\nLgVZcwCaeqwbF+q75r1UcZ03ayWHD5cB60ivJjogegd03g+tGNpGCyiLlHqyknXT6ZHSvLrxnnuu\nWDAtHQ4op+PDx9mGVXVL6EiVRNcZG38JdIdgcAah/kWehwBFWOLoVnJZfXnZv6TX6mkEfg7R78HY\nguxOapYf9sQm1fgJVrLTOEIEkdJ7up1iw7R1OD58nI1o+di/8HefvB55WQT2o/LzxwNwrAGGF3Pn\nv/y95zZVBCsZtBPv1wOPBeE600rn0XJPVEhNluHMl6TYGQpDKqq455xkp1K+xbHNC0LRYoOQUt9p\nXQwQQshits+Hj3xg470b2bT1C/B207XfVs67L7+ZrQ95f0d86eveScfgT2z6QdVw6BKY1TUmyR3s\nX0Rs8Pee2VVZeS3DwxdhncTfAlyGfWKvrHyewcEf5d2m9vZdNDV9nZGRj2Klt/kT8HGsNEXrqKm5\nn56e7025HUIIpJRFx+Hlr3B8+Cgy/Gbfb6zOBqBphFOHD+jfkGe0fP6jXHPdPmg9BaESiA1Dz6eU\nftBwevJMBrzjeAO3htRUp791hRMOH3Q7zJSisXEt8+b9J4cP21czRqjvHF/h+A7Hh48iQ8Sl89zL\nhLwZjY1rIVoLXeehaHcESjrBzjKg7YzJG5wNqT3APHQTe11dpWd26UujSymEZEKxwXc4PnwUGUqF\nnly2EISiaURQk3kCNYE6WQa8JsV1Fg3cBLwXJe9gtu0Fz/SDwK002l/hgO9wfPgoOlgodwzU765n\nw23eE4qmMRO4EdgMzAVn3ZpnKqRp2IsGTpEuOU5375eVDXva6+KvcNzhOxwfPooMxUi5EwhUkUze\ngepra8apQnqKlpbbPbUpzWJ9NSpBP4Su10UIbwuP1ArHHOoDN7LTc22F41ep+fDhIyNmzLiOgYEz\nKDboV6NWO6mKq2eBY0j5uwLY9HHSCql/ABYZf6lVxDEqK3s9qVBLobr6rQwOrsHqXP4O+Cf8KjUf\nPnz4yIDbb38zmzY9DiQg/CzU/hBCQAzoWQFR75LyKSxfvoy9e+0KqYXT6ElD1x9Uir/C8Vc4Pnz4\nyBJCXAMVz8J5XXCdiWqgrRI6lyIj+zy15+qrP8f27R3AJaiJfD1wOfZJvbz8DwwP/9wzuyorr2U4\nXgq1/QbZaSn0nILov+GvcHz48OEjG5QehiU2ZwPQNMSCH3svItbcvJ7t2/eQXk0E0FXPJZPeSpLI\n0AlYccRKdtpWAQfvhFmVJif0AgsWzPHUtkLDdzg+fPjICiuvSHAgoCdRe9VFyzy2RvUHBYN3E4/f\nh4rvlUB4lUOjJxbryXSoKYWsOQRNNk2ey4eh5Bm4zuSY2xYRrv5rT20rNHyH48OHj6ywdOU8DhzQ\nh80K1SMUCAxC+IxS+QychjnbrfxubXeTfMlbZxhFs9rbj9XZADR1IZ7xhgGhWOAmxOzDhw8fFpSK\n0rRkggnlPytnw7sL0yMUpU8J1t1yDFYMW50NQFMfgXld+jfnCzpVYZeZtrqmPL+2FBl8h+PDh4+s\n0HxjM/Wn65XT+SXwBJT/sJxPv/3ThesRqj0KTQPqsctsVj7D20BO2eCF0LbIurFLb0Nh2SO8hx9S\n8+HDR1awNKSuMBpS313YhlRCpkIsF42eV63wNqT2qrrz6Xg+CK1lEFoKsT9B3yJoOwJNp8f2E49W\neCznUHj4ZdE+fPg4axFYugD5wVfUk0OoXIlNIfUn933fU6fY3r6La675CvApFAPCs8A/Qfh+qH0m\nrUI6GGSk/6m82FCsZdG+w/Hhw8dZi/oLGjlQsjOt1XMIeDoIsdkQCUHPHGTkj57bVVZ2DZHIfBQD\nwtPA6/GyP6hYHY4fUvPhw8dZi81fuYNrruuH1r0QCkFsBvS8FqL1wAuYdKY9RSAQNT0LUwz9QcUA\nv2jAhw8fZy2UVk819CyFmITQANQ+CeEngQHKyryVTEhBSvPUWoKi3DHjZmKxc2/6LdgKRwjxXyiR\niBNSylcXyg4fPnyc3bhwTYzno/uhaSS9sa0fOldxxx0fLIhN0WiqPLsbRXjq5FHzWrCuGFBIF/sQ\nSoD8rMLOnTsLbYIDvk3Zoxjt8m3KDm42LX5NidXZADQNUf/aUTZuvLUgNiWTqZK5HqCcdEhto/Hf\ne8G6YkDBHI6U8lcovdqzCmfTD7GQKEaboDjt8m3KDm42uUlyL1k5L4/WKIw/TgtQlDt6YTrvBesK\nj3MviOjDh49phWKU5A4EKoHFqLDZezV7nKalRbd9esN3OD58+Dir0XxjM/Ud9ZZt9bvrC0a3A1Be\nXg08QDp/Yy4aeBE44ansdbGgoH04Qog64MduRQPCa21YHz58+Jgm8PtwJohiHDAfPnz48DE5FCyk\nJoR4BNWCu0oI8bIQ4n2FssWHDx8+fOQfRU1t48OHDx8+phGklOP+oXgYOoC9wB7gdgxHlcsfUAr8\nP6AT+C2w3Nh+CWrlsxfFevcOF5teAUZRWbnngJmm1z9jHPcFYL1p+xeBI8CA7Xg3AyeNz3faOLbZ\npuXAH4xxeB74mMtnSpps6kN1d4kcbeow7PqdfaxM+84AjgJbCj1WtmumA/hhkdi0DMWk+CfjO7SP\nodfX1BtNY9RhnPNtBbZJAJuN8fkT8LViuc6Be4A/Gn9ezgkvokrN4sD1tn1uMl5/EXhvkdj0M+O7\n/bHuuzP2+VdgH2p+fWyKbEpdx+93O6+UMiuHM2B6PBfYAWzM9L4sjnsrcL/x+J3A94zHDUC98Xgh\nigxpht0mYB0qJDgXOAj82nhttXHhhoA64CXSP4YrUMXx9kG7CfVDc7MpBISMx5UoisAlms80DASM\nx18z7NqYi03jjZVp368B30XvcDwdK/s143ZNFcCmncCbjMcVQHmhbTLtOxvoBcoKfJ1fBfwa5XgC\nqBu/Kwt9naMYSbYbNlWgnFK1R2O1HHg18C1MkzswB8VNPcv42w/MKqRNxj5/A1zD+A5nnen7uxu4\nO1ebxvu9m/8mlMORUp4EbgFuAxBClAgh/lUI8TshxLNCiFtS+woh7hBCPCeE2COE+LLmcG8zBgzg\n+xik4lLKTinlfuPxceCE8WXZbdkhpUwaNt0N/IXx0t8D/cBTwI9QdxevNV57I+rCrbDZJIw/N5ti\nUsqYsb0ciKHnpUhIKVMtxjtRX95twLXA94AvAduAecZjpJS/Q31pFbaxStnkOlYAQojLjONt19iD\ncQ7PxipbeGmTEGI1UCKl/IVx7mEppa01vaDj1AT8VEo5WmCbTqCYJktR13kI1SJvh9fX+QXALmMc\nhlErBQdLST7GSkp5WEr5R5xqO1cD26WUfVLKPtSNeKFtQkr5S2DQvl1nk/H0f4ElxuNrgUeM+e4Q\nyuG81njP76SUumvB/P1lxISLBqSUB4ESIcQ84ANAn5TyCpQH/JAQok4I8beoi+cKKeUlwL2aQy0G\nXjaOGQf6hRBzLJ9EiCtQK4v9Gcy6BogbNr0ZeMVk03zgErNNKGdhtkkC1wNXAp8TQiyx2ySEWCKE\neA61rPyqlPJUBpveD7ShmPvqgfNMY/Uo0GQbq2HbWEngeuOcr0ctny1jJYQIAF8BPpnBFk/HCigT\nQvxBCPEbIcS1BbapBlgF9Akhvi+E2C2EuNcYu0KPUwrvAh4p8DjNkVL+CTXRHQeOAT+TUv45g015\nv85RoZ+3CCHKhRC1qAl5CeNjSsbKuGluQ62szFiECmOncBQ1pxXSpsng/cBPjceT+UwWm4QQ434v\nuVaprQfeK4ToQMVc56BCYm8C/it1xyalnDCFjRBiIfBtYNzqNSHEZ4EoatUBKlb/VyabSlFLwfFs\n+jFqmfoSsIv0XdYYpJRHpZQXo35UHxdCnJfJJinlVtPmV5Meq7cBVZjGynSelF0/RsWwL0Ytze+z\nnwYVgviplLKLLO4yvBorYJmU8jLgRuA+IcTKAtokUeX/f41yzJcDK1Gx50LZZD7XQuAiVHegK7yw\nSQixFjWZLzb+3iSE+KtMNuX5OkdKuQM1KT4NbAV+g6u+59SOlWHXDtT1M2kUs022788OmeEwdpu0\n13kKE3Y4xuSRkFKeMDbdJqVcY/zVGxcHZJ4Aj6EGHSFEEJW4OmU8nwH8BLjTWIq72XIz8Fbgsyab\nRlCT8Bop5RrURfo/49kkpTxlhMyOoZa4l9ltMu17HPgVqrhhPJv+ITVWqB94BcZYAc8A1443Viab\nQBVQXGIbq17gdcBtQoiDqETge4UQXyr0WBljlFoN7wTWFNimo8AeKeUhKWUC+CFwaaHHycA7gMcM\nu7Tw0KbXA/8jVchxyDje6zPYlO/rPHVNfcn4rOuN42hXXnkYK4AHgRqsk+8xYKnp+VKsq4NC2DS2\nq+79Ljb9wzifaYmxzRUamy4b98QyQ5IHZ9HAduBfjOcfAn4ABI3nq1AX3NWoC7rc2D5bc9xbgf8w\nHr+LdIIwDPwCl0qwlE2oeOnzwKtsNv0zqnKmHFiBCoFZbDLeP9t0vAUmm36G+vLNNi02fxZUBccq\njV3Dhk215rFCJeOOoCa681AJRvtYDZjHKmWT8fg/gW77WNnOfRPuRQNejtUsoNR4XIuqqDm/wDaV\noPIMtcbzh4CPFNIm036/RZOYL9A4vQ11l1qCyt88DjQW+jpH3RjXGI8vRlWqBbwYK+Px21H5LXPR\nwGzgAOp6H3tcSJtMr13F+EUDKZtqbdtTRQNhw6b92CqScRYN2G162u28UsqsHE4cl7JolCf+IiqJ\n90eUo6g2XrvD+FAdwF2a45aiEoupEsg6Y/t7UEtPc8noxRqbRo39hlF3FvebbHoCiBj7dJhs2ola\n0kpUwu6fje1fIl2G/QqqCs1s05uN1/YYx3OUQBr7ScOmEcOup0xjdSdwyrDpYGqsUDHaPtN7n7TZ\ntAf4JSqkYBkr27m11SIFGKvXG9fDHuP/+wptk+07fA4V2gkWgU11wMsZfnte2/RVY5/nga8Uw3UO\nlBn2PI9ykhd7OFZ/Nt4zhNIa+KPpnO8zbO0EbioSm36FckTDqBz5Oo1dncBh0vPr/aYlvCXWAAAA\neElEQVTX7kStVF8ArjZtv9c4Xtz4b7dpj/FdO27EzX9+46cPHz58+PAEPlu0Dx8+fPjwBL7D8eHD\nhw8fnsB3OD58+PDhwxP4DseHDx8+fHgC3+H48OHDhw9P4DscHz58+PDhCXyH48OHDx8+PIHvcHz4\n8OHDhyf4/+LC/a1GPq4vAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(data.time, data.PREDICTION,'o')\n", "plt.plot(tides.time, tides.pred_all+figures.SITES['Point Atkinson']['msl'], 'o')\n", "plt.axis([sdt,edt,1,6])\n", "plt.ylabel('tidal prediction (m)')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "tide_nonan = data[~np.isnan(data.PREDICTION)]\n", "tide_interp = figures.interp_to_model_time(time,tide_nonan.PREDICTION, tide_nonan.time)\n", "\n", "ttide_interp = figures.interp_to_model_time(time, tides.pred_all, tides.time)\n", "diff = np.array(tide_interp) - (np.array(ttide_interp)+figures.SITES['Point Atkinson']['msl'])" ] }, { "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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I0CxyNIMMSlXff3dmESmlOkTkbHQOtJ7ADUqpqSJyRvD/9eiJdsOAa4N5muuVUuOT9nVy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\n9bLL4KWXqu1lJhFRayuMG1edHEYWgDvu0BmMQbtRXUWr7bZ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/HfBQlbZZTy32Igv4EhQf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\nKBVpIkpISEhIKBX/AXWi0ttxjOlgAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(time, diff)\n", "plt.ylabel('difference (m)')\n", "plt.title('difference between tides with CHS const and tides on DFO site')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There it is again. For some reason the tides I calculate with CHS constituents have some semi-diurnal energy not present in the DFO tides.\n", "\n", "## New tides\n", "Redo tidal predictions. Don't use CHS constituents. Use ones from a harominc analysis with t_tide.\n", "\n", "Harmonics from analysing 2008 time series" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tides2 = figures.get_tides('Point Atkinson',path='/data/nsoontie/MEOPAR/analysis/storm_surges/data/')\n", "obs_res2 = figures.compute_residual(obs_interp, time, tides2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pUKuhtxc8/d3h4j2pebTxZfOXXDv72uDzGTkz+Krtq4Ta4Pa5ET2qiLIPQHKf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(time,obs_res2, label = 'new t_tide const')\n", "plt.plot(time, obs_res, label = 'CHS const')\n", "plt.legend(loc=0)\n", "plt.grid()\n", "plt.ylabel('residual (m)')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GmNsT7FNsjJltjPnGGBNyoT3r+B3n3rgRzj4bnnzSnYZWrbKfKhjEmH/Ei6qo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\nW1BQwMCBAw/VzYjcXYO+3K5dMYWFmR2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SZC0WSzCpNWGfCH36aIpmvAqg8fjnP2HUqKrr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\ncZwC4s7fcRyngPwBgqON7I3D8QQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(time,obs_res2, label = 'new t_tide const')\n", "plt.grid()\n", "plt.ylabel('residual (m)')\n", "plt.legend(loc=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is still some semi-dirunal, but not nearly as much as the green line above\n", "\n", "\n", "## Redo model residuals and compare with observed" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ssh_corr2 = figures.correct_model_ssh(ssh, time,tides2 )\n", "model_res2 =figures.compute_residual(ssh_corr2, time, tides2)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TyVPnG6+x8ulSvI4UHCHaP1pjv6HpDyaEWkbxsoX7MyUFBg5svx90TR6v5JJk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\nyTjYOTDAZwDHigz3XeTkwL3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ptIuqqlp/gH8Cbnra3YF/6mkfD6xrsf0o8EibPo8Az7TY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\neUP1xnrKq98cROnxpZg5g+HlmCwIXICNRzfKHXquCGm0S5MOQCcnqid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EYpAxMdSJ9eST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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(time, obs_res2, label='obs')\n", "ax.plot(time, model_res2, label='model')\n", "ax.set_ylabel('residual (m)')\n", "ax.grid()\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Residuals aren't the best. Looks like we have a phase problem for some of these events. Note that our model tides aren't perfect so there are some issues with using a tidal prediction to calclate the residual. I don't know how to quantify that error. Maybe I could do a harmonic analysis on a year long time series of water levels at each station. That would give me an idea of our model's tides..\n", "\n", "But, given the residual problems, we are doing pretty good for the water level. (Below)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(735934.0, 735943.0)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HdXg6eBqdJ0ngOBjB5ap5ZAAsAeWt1fg7zk3Z278+geKu+St73YPdlLeXc/aN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CAAAg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\nCoVC4UuonL15JjMzk8cff5ytW7fOeOwDDzxASUkJz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(series.index, series, label='obs')\n", "ax.plot(time,ssh_corr2+figures.SITES['Point Atkinson']['msl'], label='model')\n", "ax.plot(tides2.time, tides2.pred_all + figures.SITES['Point Atkinson']['msl'], label='tides')\n", "ax.set_ylabel('water level (m)')\n", "ax.grid()\n", "ax.legend(loc=0)\n", "ax.set_xlim([sdt,edt])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'd like to hold off on the error analysis until I have an automated way of getting observations for more of the stations.\n", "\n", "How important are the residuals in our plotting? It would be nice to not have such a strong semi-dirunal signal. It would be as easy as replacing the tides file with the new one I calculated. \n", "\n", "But I haven't looked at any of the other stations in detail and don't really know how well the CHS constituents remove all the tidal energy... think it would be easiest to do the same thing for every station. \n", "\n", "# Forecasts" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nowcast = '/results/SalishSea/forecast/'\n", "location = 'PointAtkinson'\n", "grid={}\n", "numdays = (edt-sdt).total_seconds()/86400\n", "dates = [sdt + datetime.timedelta(days=d) for d in np.arange(numdays+1) ]\n", "\n", "ssh_forecast = np.array([])\n", "time_forecast = np.array([])\n", "for d in dates:\n", " fname = os.path.join(nowcast, d.strftime('%d%b%y').lower(), '{}.nc'.format(location))\n", " grid = nc.Dataset(fname)\n", " s,t = figures.load_model_ssh(grid)\n", " s_sub = s[0:96] #subsample for just one day\n", " t_sub = t[0:96]\n", " ssh_forecast=np.append(ssh_forecast,s_sub)\n", " time_forecast=np.append(time_forecast,t_sub)\n", "ssh_corr_forecast = figures.correct_model_ssh(ssh_forecast, time_forecast,tides2 )\n", "model_res_forecast =figures.compute_residual(ssh_corr_forecast, time_forecast, tides2)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(735934.0, 735943.0)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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//ROffG2SJ88/seK5u7sh03wGb3XFvBY1ubaBMnvoSflXk4TRYZxZC+epAyi5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u7k88WyEu95TzHGarezsj6gGzaAIbf0uL5AIoBZufyuXQClXInT4MS5eZyhMhLaDh2CHYnzKMu0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\nq+qyP/jgg3RNtwGzWCzs2bPn8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6WL5QMoQx4K9uZllqy2lHO9ZTYX2ujiRYrlQR9JY2Mo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\nUZ59oNXy0uwcSoNa9gAq7Uedvh6MVWO8VLei+C5Wb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(series.index, series, label='obs')\n", "ax.plot(time,ssh_corr2+figures.SITES['Point Atkinson']['msl'], label='model - nowcast')\n", "ax.plot(time_forecast,ssh_corr_forecast+figures.SITES['Point Atkinson']['msl'], label='model - forecast')\n", "ax.set_ylabel('water level (m)')\n", "ax.grid()\n", "ax.legend(loc=0)\n", "ax.set_xlim([sdt,edt])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only first 24 hours of forecast" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QH1ZW8J//yPhe9SmfqakwZgxERMgptxcvNo+sQHx83ZzHSirTCvTRoQPccw98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\nB5TxMjEhsZTGdjcVXn8d+OgjnA+2oFIFDzw81M1NNSIgk3DxIrBsmea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BMAwyMigOsu0b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\nl5ctMyA8HBg3zvH+Ub2isG3jNhhO2x5fT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(10,5))\n", "ax.plot(time, obs_res2, label='obs')\n", "ax.plot(time, model_res2, label='model - nowcast')\n", "ax.plot(time, model_res_forecast, label='model - forecast')\n", "ax.set_ylabel('residual (m)')\n", "ax.grid()\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Discontinuties in forecast residual because of truncating to one day. " ] }, { "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }