{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Notebook to compare model nowcasts with data from a few ONC moorings. Really, only the JDF AS04 has data overlapping data.\n", "\n", "Observations are from Ocean Networks Canada." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import ONC\n", "from salishsea_tools import tidetools, viz_tools\n", "import netCDF4 as nc\n", "import datetime\n", "from scipy import interpolate as interp\n", "\n", "from salishsea_tools.nowcast import analyze\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "csvfilename = ('/ocean/nsoontie/MEOPAR/ONC/JDF/'\n", " #'JuandeFucaStrait_JF2CMooring_CTD_20140513T234530Z_20140922T150034Z-NaN_clean.csv')\n", " 'JuandeFucaStrait_AS04Mooring_CTD_20140513T163027Z_20150409T195029Z-NaN_clean.csv')\n", " #'BoundaryPass_BoundaryPassMooring_CTD_20140411T175025Z_20150408T235058Z-NaN_clean.csv')\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid_B = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "results_home = '/data/dlatorne/MEOPAR/SalishSea/nowcast/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Strait of Juan de Fuca - AS04\n", "\n", "##Houlry averages" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model bathymetry: 117.0\n", "Model bathymetry: 117.0\n" ] }, { "data": { "image/png": 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dqnGdRPWp1rdRQaeqoMPj4AgVNEEFDVJBv1NB0ZXr58CDKmiYClpdBW2kgrap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\nyEBGb44Pf08CXZLejvtlpZyNPxwPwb9kI78B9pa0W2yPPH5XKgykD7G+j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tNr29I/rJEg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sDNiYqqC3ZHLNy24UEIXgtfAk94txR9cp+FffpFJ9FPji8gOTfT2Jfz1+EjgAF/RWZykPUSvo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\nNrWK3aNCfw3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Ic+6aLmLpmKlg92wP7B3/GEt5qS60zpMSdXqWT3dVvevh14HdRNgaGKya\nNZj/HVDmFu0rY5P0FNWl4t81GvWofRty7IPOMeYpzJbQx4KdTSPNd9rDe9ZUiNAFqFG1yBgijMH6\n73NXZSwW9mZLYonv2u44r9m5FNgRU++T+N2rZ3/E3tGNsUXFFcBaxNE47gDWE2E7TJv0HLFN70rY\nuxenD9WUNv+bLTalgNGQh+0W4GbITtKfYQnf2xfRA/huY2/Am46blyZ61RjRG4C9lEuIiV43jJgs\nwEhHL8yZAEwkPJOV3v4253+ltghbUfhBsrGr0M0waeKpdexPrg6KU7/lEr2akjKKq8Dc/oViEUqy\nml+vXq7Ark2w6+6XOEcF7x3yo757yCwppzP2AnTO+Y+lbYGOxYzsz0j97vtjATHRu4xcIluMDf7b\nSkaGsbjnSiC1dJ7riZ5fVXXCJt43geRL9xABAbHNnpf4TsIkxXOA0ZKRx0gRPUzCfwRONSgZKVLL\nJvMzTBp4LTHR+y/2fr7hytcCnyRI4iHkLkSuwjxh0UgrJSN/w0KyzJSM+Lihu2ISw8YsDEeQyAGs\nke6a2JeOSTgJOEYyUkHszb6rWCiiSe6ar8cmxOfcta7sfn8cU11vhGVO+kYycgQ2jk4lnmCHYCQX\nYpsnf21r4e9huaKKijASG4dPlnIuBc6B6hHA+nI3R2DSmtWBUmcTfSVmWL+mm/gvwOaoLiKcjAXc\nHoJN7G9i5HkQZubR27V/MHA6tqj0sVJ/wOwDZ2Iq1+8wCdF0TKMwHPgQ8+rewrX5a0xt3BubQ5aA\nTuWkgT3oPgOMzMKM9VagdH5v+kxFimr+ihaLq1+JjYNfuHNWYtKrDzGC8j/VvGY67R1PYHOG90x+\nGpN6biqSnaP9HOvtajfBJHkvuvI2buszUg115/CLOW8j6fEVufPmA5g2yi+GrgReE+E0djh5I9a9\np4RLv9wSv1DRotwQLFVds2Fz5PhVP+D14/6ir5z4bENvQEujIUSvn6reIyKnAqhqlYi0aEyoFoS/\n3voket4Z43tiG5wIGwjvcr8vIJZ69cFWC8XYquAGenznCYzBwqscSxzQs7H68iWpclrsmywnySuk\nw6vMHzSQ3l+Cv1YtglePX0DRP+92v1Vj19YdezHmEdsqmEQv9oD1jhRpSZ4v++v8HkCEW7CBfSRc\nuh7lzrbptT//khEP96fP1FewQe5M4pX/NFQGIbo3sDdaXMmiPkVZoldb1IWiWoD1sMl0Uyxw7gYA\nKelHQDOjHamUPNF7DJvsT8Ym7p6YWmZl3IJFMtLZScT+4Q92XnWLJSMrESe434Y4K8vzwMYa6WQA\nJ43KLjI00q+TjdFIj06Vz0l89wvBRxt7kRrpp/Xs+96ZN3yBvceLMUJh+JwZDGNnbJzzmE38PveW\njGyETZI7YyFPhmN2Z2ChZOrDasAzwJoa6eOYuYs3rv9KhH8B5xM7vv0RG1v/hpGzO7Ax+RduOxZT\nj1/sznU1RjAfwcalcViw7B8xp5h5mAp/PUzKNs21uT9GTidhpGojjNz/zZ1nT2w8fAAbC5/B7Cs3\nxDycx2FjYxdMNf2du4ZS4AAWrrCGI3qGym49KZ1vxKC4chDVXarwmYlsLD/CtW04cJD9z7MLYPtu\nIszCiOwq2HP4JaaFWRd4GJMalmKLltvdeVcBZqqalLk5YsSJsDlm0jPNlQ8E/qPKHOfsMA1YWZUK\nEVYHMsDBjsz/GThMNeuVvgExgfPwwgWfpWkFR+x7Y4T6t4ljfaxMb2U60d2PdzCi9zrWJ6e7e9Mf\nI9D/wRZFv3Lfe2NCmF7uOnYDLmHNxwbQexrAASJMoBzv3NkbL7ypTfha9p62Lgv6n4nZlBYEGkL0\nKkQku9J1Kcnm1lO/kJEmenVJ9Lzq1qMGUy/siqlzfTiD0wFUWSTCupjkaT7p2G6lFQuxB9+juYle\nEknymtzGMQNrSqC4qgQoo6ZE+WifWXy0zwMsLdHzhNavnkvJJXqdMSlBXRI9304f0uQQd749YMPB\n2KAO320wmiETltBnKsDqfL7jGwx72o74ZrMnuPGVU/m7u6yShcXMXh28RLK66wBKF0KsMoPJY25j\njf9eXM89CvjpwUtCvnUqtWMwkjcXW+1XEIcl6YG93xCn9vM2cqPcMZ9iE+gRkFXvvtOSF9Ac0Ein\niOX/Xog5OIAtjJ5mMRsSOzGMxrxY/bv+HEaw3iYOeTK8nr+aQCxlgSXd72Zhv2E8cv1jTNnhZSnn\nfGyc3AO73zXYePAJJm17FbMPPl6Vh0Xo7OqQTFM/AAAgAElEQVRc68bbjKt7gyMPj7v2PeVUup8D\n81X5jzOxeQW4TJV7Rejprv0OZ/d1HZbD/WZVfhBhMJb33GfA+Hcd1/h2nt+WCiclmY8mknQyGfza\nh5hUciBndj1TI61XSifCBrDfAPjeayx2c+3fE3s+V8FIzkE4syJMWnoFcUzYEmdrNh84RYQLMVL7\nLeaRfS9G+h/EVKSfYhJYH3vxt8AvVDnSqctfx4jx2iIMwkjlFZhAY0Ps3foVtmjYHTgQ0+hMw8wQ\nNhBhkCrTMQLe280x/nnzatJVMGneYHctz2G2jr9x+3thZP2vwK1Y2sSxmCPUCcBp2PuqqqQFVF7N\nmxNjVzJSIRnWVdWnRfglPaa/hi0E93P3B1RqgQtEOMaIX5FXQS+hHChdMJ8UJCODWFqq3ipoCNE7\nEVtZri4ir2Bs+Df1H1LwSEv0iohDfXiJ3ouY6P4GoIcqp4rwLaZymYGtIrJeN6pMEmFTbLXl42kZ\niqv8SsTw8Z5DG9neKqC+bBANkegZ+ZIapbrME71SakoVe/m7EautK7DBtwojmUuwe+MleJ7IdXbl\nZFDjKpKk0pDMSqJAjQuXZpLPRX2h0+L4Gu546nNgbcqlmHvvW5XaTqdSW3QmRbUHU1y5JoPeAlOV\nrUhtp6VJ7+1Pd6dcdmPpVWKHggjnYrYsN7jyYOAb1UabBjQZ7USaB+5ZS7w/fnL9EZssumDP/EIs\n/px/rvzk4Cfqu12drYHaRqpVCwIa6SMi/Az4mHL5BDhNI31CMmI2xpVdT+S8BZ8lohNchJmO+HuX\ntHvdBZOi34ipUA2V3R6mdME23HPfDIqrBzBxXx+9wJtVeBvoz93578WkrP9RZbyrk31/VVlMLDlE\nlR+I7R9R5d/kErJtcOOmKjXAzxJ155FIkafKzFT5K+Kc4M0Br0rfBzPDGUlsQ+YD7tcJVd7LlTtw\njdsuFUnAw5HZKlV77kX4P2y+64tJQH+BkcH+2PN8mmvHNeSGAruMOOxViZPOVWOL9+EijMMWRVOA\nY0SYSTwPjHWx6XzA8PNFuAIzifoauEqEo4nfrZfdeT8FBorwNUaw7ifmHL/ApKY/w/r/j5gG6J8Y\nIfwXNn/90xG7pQgXgGRkVeCbOjLW7AaMk4yUqOrXkpkzB5NOPi3CbKAbpRXz3H9bnEQLM7YQas3j\nXWp7uvveCZM2R5TzCm1k8rZMoqeqb4nIzzHbDwE+UdWqZRzWahBhE2BSfbYLiQjYRYmtz3QB9hDP\nx2xoOgHV7nw3ivAltuKF2NZkNrZKeRgzAAVA1cIiSCYx0X4/cgn9JhXTeVZ/kb5COVAxsLEExLe7\nC/YQN0ailyJ6tUJNGSzq1JUuc8qoLfFEr6s7topYdVuBkbTFGJnzxM7HuOqCDWJJ1e38RLk4Uc9D\niW2VHNFbAUoqrJ01nW7GVGm9NNLXpdxJWWYNf5V+nxxAdVk1JYt9fMNrmTsEXvv1Ikafbf/x0E0A\nNRrpYyKUSDnnAZEqBfPMNhUi/ALYWxWv9jsdexa9+nAatji50dWvBFZ0aggBVlfN2qj91PAyuTm6\n/XjxHSZdGYA9lz9gkhofv82/P8mwH11bOqVZc0OEXYDnnTRsNUzitrNGupYIR0k5T4LuyZllw/jH\n7BeBixkfFTHh5JWo7no58AeiopcQtTh21aWvM2+Vw7l88nRMk/EdO540ga0vNineHY/vzezV32L+\nKu9iEqKRmP3URtg9n4aNDzNVs0TIh4dZbhSYLdu+2DPzuWRkESZ98tLUUgDJyGBs3JreHH/oyGyy\nfFVddSFnjuyHSdNKsT7qhxHCxdjcsDLmXV6OvRNDMKJ1IBbNYVNMkncYJsE7GpOUH49Jv5/ChAqH\nYiTya3fufTGp3T8xqd1RmPT87xhRGofNNRsDj6ri89T7eIRea+SJ3bLez6mYSdZZAJKRfYAH3Xvt\necFgjMAmhSuvAr+lqNZU80VVJsRY4+kngTsRl15z0QqjRHjVXe8YvCSwumzQ0gq6lkdDvG67AP+H\nrZAUeElErlbVxfUf2Wp4E5OyHV1PnR3cNkl+KsklRfOIpVrZjlXlmcT3j0QocvYNi0U4mPzRsuMH\n4+bxszlhcGe6zO7HKq85u7LidCqxZcG3uyv5iV7DJXpQRHUZVPboRZc5ZS5jSD6JXnd3jCd6ZRjR\n+4E4hldXbEWeVN16D+RkW7yhN9gz1NO0Qo58Le4FN784gxNWXYuzq4pwRM/Vt3P/MKIT/T5ZgZos\n0QP4LTNHQm1pfP0D30tecz9spXorcaT89ozDsAE1+ayn0/IMBHCqrhLMVmUCJkJ9ToTS5iS97cVG\nz0nekmoT/4ycgk06O2HP2kDsvu2EvQedXciSZO7tZWVZKCiIMACzTfwLNrn63K4jRZiLed9WwwlH\nc86SOdj4NZvx5ZtiKs9XgXM5q+pE+k7elmNHwEtnlPDC30/B1IUA1/D0RWsxcZ8rmbfKYCoG7Q4c\noMpYZ8/1c1U+xkjhTwop8ubHtZUwSZofK9/Cxuy0QxDQ8u9ZwmZvJjFpAlsQfZmqfl+q7KVUL4tQ\nCmyoyhvALSKsBYxS5VrgUhdyq58qtwO3i3AbZut3D2S1FB+r8hw2Xk0CHlbNOj01KYWlWGq8BRpp\nUsK3gdsnmEPR1tiz7ucrv0262B6OqbFVlSrpvOAjYB1KF1QD91JUbUTPIllsAmzJQWNg7GMW1mjG\nusPjMJmth4ZE/L4NW4ldjolKR2L6+EJC3pcjAc/uk8RuCfmJXjH1rAaSRqyqzFDNa6cRS/SW9LwL\nqKKoug9l8+3B0U6NTWydJHoQe5pKsuyQT6K3hOyAIkUm0evbCziXHt8mpZleoueJXhlG9BZi98ZL\n9LzEriu2ykqmK0umg/MvSlKSou4Th61Y0gvmDVGNtCJxrB8QrTxpj+HAClR1qeb61+OzzV+pmqou\n2YjPzF4N4rR9/n6tQoFChC9ELD2SCEUiPOjULvmQ77kpc8f6fvehQny2Bx+mxofRGOzqjxLJBpj+\nKaIPgEY6AZOw9Ce20wVTG3o1FJgDh3d0SAZRL0iIsJdINm2YDwy9gQh9MGnlzdg1ZzCV6bPQp7f7\nfiBmv3UAZiIxCihBi7fnxzVPoVzX4IW/98fCUGyD2dkdCUzUbzY/hopBXsX6FYAqb6iSDHb+U0Yy\nq0PSDMY7YzQIzvO74KBKpSN5vjzJkTyPnUl4X6tysConJ/avgEn//P67EiRvefAtuTENIXb48KnP\n/PuSnr+yGU5UU6rgIzf25gIlqlRS5KjDrw/5A2b7CGs845MmwNxVhzX5CpYDDSF6I1X1cFV9XlWf\nU9U/YGSvyRCR00TkQxH5QETGiuTmiROR0SIyV0TecZ8z6zqXQ2X6BxFuFsmqAircNmmTt4Rc6Vde\niV4TEUsEa0pPAJagxT9jUR9HSLWxKdDSRK8uqV1yX3K7kOwAo8Um0evWiziSfFqi5z2KvUTPB2z1\nqtrkiudHYqLXg9zJsRtG6pIDmAK1iZSmazJ3CMRk1R/bK6c8a9hqQDFVXaqpSgixen85P/tyAbx+\nHMTxj3zFoRQuViPOh9kf8xpcEyy+lAhHJNQqxe53/xwnB0B/vwa5rSd6XvrqBzOfFP53QMatwJuM\n9iDNqwM9Et/9AiPpLb8SuRLA7agt/gK4SKPCMV3xEEvSvqr73g2b1C5x34/B1PuDMGnek5jkoj8m\ndfgP8AP8bUXsfXsJU9uNAT50i9vJGKGbiEl4VsIWUK8Tm7Z4u7bXManPKy14ye0VnRPfFwJPSEaK\niMOH5EXyPXML/AmSkb6u3EkysmddxxYSVJnuPXXr2F/RgmY2m6TKPiarFwR47ZwfX/08Z97hGUmn\nAIU+U3wAcptvSxb4aBElmImCYffDN04e1tpoCNF7W0SyDNx53TZZ9igiQzEjxo1VdT1s8sq3Qn5B\nVTdyn3Py7E9iKaKHqWM8kfGEKE30kuX52GTZmWXr95eFXGP44qoFFFfCzHUOTbWjofDt9w+en5xz\nYsmlfkvGCkyqCEyiVzYvmbIln42et9NIEr1emM2CJ24rYHGlujiPqe4Y8VtHhBcT5STR60Ti/mik\nPiNA/URvcW+7rpJFpVR1jvvnjaPnU5ZcZAnERuGe6I0EEGF7EX5IECdEONOTHRE2EckmtG5N+AHH\nkzP/PuyMeTiu58pdUvWqIRtw1N8vX9eT3bXc1hO9wW7r3xkf4uCnhpOB/QESxC1e4C3qszbzB+bm\n1Lz12aka6V9FGCjCWBGbIJwktrHvdHPjRUzV5dW0r2AT25+xcCpXY+TsaCy47EzMXq5ale9c+ZdY\nrDbFSNs6mC0TGLnrBUx0zg3zsSC31RgprMaFk1BlsSr7uHoBuUhqw9bAPJe70zjhgieL/p3fALNh\nA0AyMkYy8v7yNLJQIRkRychCR44bUn9NFxKoFjcPJTRh3ljOz6t+jCxJbZM28h7FYrnYyal78oBj\nE+WY6A172saY/h/9ryHtbnaoar0fzIW6FnvRp7rvH2Ou7+8v6/g85+uL2Uv1wSb9R4EdUnVGA482\n4FwKmu9T7rYPWD39mSu/Xkf92aBHu++vgk5wx5XXdf787amj/lYXfce6d15A92+epRxlp+OubMz5\nKecXlKOs9ObNeev//KwllKOu7rqUo5TzrzrPv9F1yqk9v7K2HFsBej7oFaDX1NGeD0F/BzoJdAPQ\nKtAuoNV11P888X0K6Iyl6zyfPmaauydrufJZdba/bPZid42KVE1jh1Ps+6iorufhbXdu38ebuPI5\nzdK/y1Hflc9w32+so/7jbv8E0FrQ7UGL3Pe6nv/fg34J+rw79lrQxfXU3wv0XNBeifvTgPYzuiXv\nT2vVpxxlm/OW5K0/KrLnq2T+BNDNsPdAQZ9vq/aD7gD6AWgp6BjQefU8D3eCDsDGuUrQYtCtlq73\nfPL8u7jvG7i2bAX6TKH0V3uu78auxfWMV0s/nwfwFUNevCtv/b6fXunO2c2d/0LK0ZZqf5vXt/ex\nbyPrf+3vEeV0oRxli0u+ylt/rXFPu7q7uft5O+Uo3b67qJ7zv+zqruiOPb7u60XzXW9LfpZdwdRe\ndX6a9KemPpiP+Yzfnmf/KEwS9B4mNl2njvP4m3cpNkmeDPpP0O7u97vdA/BzV77Gla8GnQh6lSt/\nCbpfojOeX66bWs7mrrPFld9gVPmxdPt2EeUoOx97XSPPN8adb2dXvteV+7pyRYLobeT2XebKl1PO\nu5Rzs6rCiSt9z4E7Kn8vqqSc8UjVDNBTQG/FJrE33P16CfRE0H9hJOEojLANBJ0PujbodNBNQWcl\n7t25oD8kyh9jxHCR7xM7/nkFLXH3X0GnuO8buPLlrnwG6I90mXkD5SirvPwqUvUlex58O+WcADqT\nXlPmcfzga9j1yD2wCe9bd+yu7lz3u/KprryvK+/hyhu68mR7B7MDx02gA1vs5UPF/f/5rryjK7/o\nyheDLvADIei77rk9BLSnu9aXXX9tD/qCu9cl7lofB53ojn0I9DnQq135FYyEH+bK77j/PjOx3SLR\nj0Wu3t6ggxPv4OiWuj8t+QHdGvR+0DLQvSlHOXFgLegfWPORaspR9t5vQXZBUY665/oR91wcB3o9\n6EGg32Kkazd37n6gQ9z3nqDSxDauAlrsvq8OOg50VVe+3fXLqa5dvwb9GvQp0KNcnS9cnaHYwkBB\nJ7t9/V15W1fuASf+FbSsrfumo3/c8zQ18WytRTmf+zE87zGH2OLdHb+6O+6/brux267k9v8jeS7K\n6Uk5A9r6upvp3vVx1zo88Vtp4vvLbv+4xP2tpZwpifLJbvuWO2Y3V77KlU935V+78l2uPDRxjsWU\ns2Gi/Lqru5L/D1cuceUt3PautiB6yxR/qupUzGi0JyaN6wv0VdWpbl+jICJrYN5fQzGbke4ickCq\n2tvAYFXdAIuNVE8aq0OBA7aAI38GR+wA40/CIt4D9/QXkdFk1ZhjByfKC2DsaonyRHhmXtIb1NkK\njk60vaFlU8WVM8qVK9ns6g+pfakzUwAn5m3E+az9z7OZK5uY+Prs+cXX5xG2dIcXi8ho3uy1NjPW\nHQqUishopi0qY8GKUFRbwrM8jY4vw1SzPeHIzeHRrpjIeRu4YUO4oT/W/1fB8/2g33qYKPsjeEpg\n5+FknS3GA5f2IOscMx54rBMmuV1i5QcGW3k0MGT7xPXW2PfDvZlATytftyYwm8oeZUwBZkzthnaa\nz0O3vkE5b8Oz3Zk79EcumXYVj83vD0/7VGpA+abw7EKyKo4bRrr+dXZqN+/vyi7czbhZZEN4AYw/\nDKJszLDleB7ylqHP9u7/3P372+bw9A9kVc53DIcnf4z3P9kP7p+NqeD6wlML4d5KzLZkINxTBf+d\nh6nshsKNs+H5tV3w2D3gik/giZ1EuA/YAsZ+BA8eKcJiYENry3+Px1T9Z8Njd8BTPgzEOtb28fdj\n4RTIvZbmvz/NWRZhFZH7XhDZdX8R/g08AuP3hicn40M0TCqZDOOvp2zuOQB8sWQmU4Dq0ldRORHG\nrwDP74zZvE2DB9aBJ/+BOTs8D1fsJvLoR5ga9A2RXfeH8XOxrA9nimywu8hl/3b2dKUih/xR5Jxz\nvCmB7fvbmSL0EGFlGP8V3PmwCCcAv4Pxe8KjT4jwI7Af3P8yjD8fOE+VcfB4FYzfEQslA9z3Fdw/\nQZWpqtTC9XfAUZcAqDITuu8AUuzK8+Hi/0GOmU7B9F8HLFfxCR+4+aA7UMyU3Hcqp/5qwBSOd2Ub\nX6ewgzveVLl34cdTTR3/JDCtwK6/wWXJyB8lIzYf3JS1Z15BREbLKDkTp4IVkdFMSnjKTgF3fwBK\nEmUzV/mMPu7/7P69zyo58+t4NnDlTu7+bpM4XymPsHXy/CIymluyQcKtfCHbMQW4miMYB9zO5rQB\nTOJUXwWRszE29QVJ2yrV7Zr0hyK/A8aoOXUgIgcBW6rmpgRKHTMF2ERVZ6V+V/dMX4F13seY/d8o\nLObd7aocLMIOmPfYbaocIsINmK3SfFV+4wIhb6LKdBEUM0BetynXB/ik3ltqpC+78nPAOVwy9VmO\nHwrjboX3Du6hmnUSyXeOnwOvaKTVkpFdMYPpgzXS211ezl2AwRrp15KRhRi56YwFknwWuEYjPUqO\n2PwFlvT8Oas/e79G+ls5uf8c3ju4F1v/C2BlyvUDLGbREVhMobMxFlbrzjMecz3/FEAVcfcIzAby\ncYwofosRkH1xOTwdHsFiDn6MEfDnMG+kSiwI5Rx3vk9UWUuEbTBj8Adc31yABcmcSrlElOsNGLF9\nEAu0WoNlJDgaexiuA9ZSpUyEQ7BYc3NV2VyEy7FJ+X5VTnDPweHAnmrR91/CvAg9OV0M/EZ1KW+t\nJkOEzYA5qnwmQg/MCeh+VX4rwkFYZPk+qgwX4XaMxH3tnuNvMRufMqxPLsFssVZ2bZ2GxbDydoZb\nYUb3YPkjTwbexZwObsCCe1+OBQCfiuVpPRaLk+WP6YwttJ5wx9QC96myjyMo/8SIxix3fUXaigGb\n64Jr28+xceskzB6vGptUP8E8s6ux4L9XUS7DgE8p176MLv+Q0ZlqKlb8I92/vx44QyM9zz2nj6my\nmwhbETsbFGGB5c91594cc1p4CltEXI89r/+GrKfzJdiY5cfRvcgN23IVFmi2D5beCez9/D0Wn2y2\nu5Z/A8Pce3Q20FOVPyfuAarLl+4qoHnhwvVM0UhXl4yMxzyfb8XGcx9R4SDMSevPGulcd4zH3uR6\nkG6PjdWbaaRvSkbOBU5PnGsR0NmX2xN86kHgPI30DMnIcGwu2k0jfUwyciLmIOWv9QXsvb+POE0a\nxA6HRRjxHYXF8Nsfs2O+HbhJIz1cMnIO9o4dqJHeKRkZh80b62Ema2Bj6B7YGAnwgUa6vmRkNWzM\nyWik5ZKR7u6/PSe5g3IOVG3dvmiIQePvgDVUdZSqbuc/y/Gfk4AtRaSLiAgW4+6jZAURGeD2ISKb\nY4R01tKnyqIEc4H2btDe+N9POPmcMZwUK7s/aQybDAfSaGikNZ7kOVQC/en7uZUs9+2wpY/MwQsY\nwYHY+PY0ychaxNfRKXXMP4gNS+2ai6qFqi4QB0wupjLrcPidqzcHk3qVYMbZihHL1YCFqnyGpZ3x\neB44RpWxxOnwtnP/7WMw+f7yjjve+N8FpX6mGkut5vvGwxvA90iU52ABRz8iNyhzKXHcP09052ER\n3Ivdf31L3M89MFKTNGauJDZq9v3ehdgTqx9kvRpVJOs40VS8QRymw1+rDw/UDSNfg5xxfzdsMOrt\nJu2eGJE4DiPTb2OOJ7/F4pm9SPwc7495P4KlfvolNki9BWyrmj3HdRhR2BK4BbhGlQmqTMDMJ8AG\ns8OJve39ImgQjD8R5zUsluNyqohdjwgriLBTE+9TgyFCsQhlIqzhwsbsgEnpHsbI73HYAmM4Frph\nf1U+U2WKKqeqMk0jfU4j/VqV9/X58hrgl3T//k73F1+47TZYGj8wwvwWsKt7Xz7Ensfr1LI4TMDi\nj36slulhBkbyDsacIPbCgtAfgqVq+ht2vzdw5f/DYoSOIPbKvgwYosptqjyqFnqin6p5B6vyN0/y\nXFkbQ/LSEtqAFkM5cR51H+HAMilYmiywsGaHYAvvpGQKEuFJHPxY6ce5dJ+n54n2BD82TnJb7xDh\nx+Esh5GMJBMRpKMSdyNOL7Ia5uVcBvwPW5jVEt+ndBxYv006XFWQm3kpPSfXlYq0TRbBDXkAPsQm\nwBnLqtgQqOp7InIbNojVYpPV9SLyJ7f/WizdyVEiUo2pkZYVt8oncfZEz0/Y6ZucJHpzIBtjrIjc\nDki6wDcHKoGxHLKD+7ca3+a8SHgF+fAZ3nt0bWzS8u1LewcNIn4BPNErcuFIytx/FzFznUqqS1TP\nrqyV8izp3RQLLuxfkBmY1NCHnJiCRbhHNUtAvbQg6cX6HuYp2skd/08s9+Ajrkp3oBZqK9098GTH\nP4tlxJk5fHk2sadpCUbmOmMv/SJ3n7pgpG8RcSYPT/RGuGN9+Jck0ZtG/ML656Y/cZT+1VzYiq1d\n+Q+Y12JT8TywnVhqHN8OP5h1x8j3l5hUriu2Uj8HuMldpyfcz2FSoSXYdd+BEYVvsJhO74KRLex+\n4SRtPgWVU9/F6azUYkJm0/phktgeGKHZHCOK07H0RIOIc7ue5dSJwzBJ+e4i3IIFeP6nCKurMkWE\nq7FnaON8BMRJyd7VOG3T4Zi0c66L//aha9M0TBp2OvYe98NW22VYGBCfVuq3GDHupZpdid9AA6CR\nPg0gGVkJN/apkl28uTYm7+UTIoxQzZL4CdhE7YPJvo9JDp7EJplVifttIJa66UlV3hehypWvd33W\n7IGuA9oOGmkmUZyPecj78e4xbCHgIx0k0/F5rOrq7erK2XFLMtKDpQU47U6Sl4Anr57g+bmwq2Rk\nJO5aJSObYwvbF93+dCSOSuxeD8Tmg3eIY4v2xMaLNE9Ik7fknJ0mer5O+hzFqf0FS/TOA94RkYnE\nJEBVdfem/qmqXki8ovG4NrH/SuDKRpxyELlEz0v00kTPX68nehuJsBe5Er0/kxsZvDlQSfLlM4le\nWV2Vidvr6yTdulckJgYlTk3sr0uJXfU90VOW9ITaom7uv4uZOqqCcyovdGvFIuLI55sRRx7/zu3z\nZPNUbJVZL1T5ETjShfw41k2In4vwD0wysRswC3aswMiTzzziX4xSjLAkJXpfEocBSUr0urr2ebs8\nn5t3sSt7oucldj0xopIM4TIN6OUkZn0w6fIVGEkFy5ywF3EC92EivIJNymct637kQTJ3aplrrx9w\numEDyEMYIVmAkau9MVXEPap8KEJxSj2aJJ4fJv9M4/RSjYZqlsghwlHYvXsGUwFPAPrD6AmYpGss\nNmG9iJHSK4jv/1siPI1pBwCuFeEzbAyYjqk8u+LyjYpwPnZPDgVuEGEGcbiY/2HvUykmHf3c/fYA\n8L6qhfhoLmik3y27lqsbkzwwgnevxqmoTgDOcOQaEf6CpW6sBaaLZQS41Z3nYxGGqMb5VluD5Gn7\njYnYnlGBLaI+xiTl6Vhu+wOnZkUShjWw/K+e6O3stndjGoBmMzUpAPj70DW17YGZR5ztymkNWTrc\nUS25cUdnEsdX9Rmn0tK4+ojeAnLTIpZIRg7FApEnj203Er3bMJXgROJGFprNxy/d1kt98hG9WnI7\n8Ae3fQDrNJ8A+/IWaF/uIF20TKKXfbhdrJ5rsRf4U8yRYAUszlVvjJwsxB7WQRhZmIvF+bmQTkPL\nqOwBRbXbSEYuoahLETUlC8l9ECsw6cvNxMGlvQTXksFbkMs6A12m4aUyifJtzgbuYIxMrYjZmXnj\n1KRE70diMluGDYLHOnVmqWtjGbFEzxO9YozkLcKkZd2wfi51x3qJng8i3AcjC2Mw4j8XC/dzCibp\n8osPT/IWYfd8KwARLlVlnlii7kdVeaoBt8YPDj3cNUzBJGQrYiR9JpZ0fD+M3M5W5QMRVsItRtrC\nBk6VJWSdMPgaWxT8V5UfRBiGqTf7YCR8A4ycj8SI3qGu7I/bkThm1SDMrnAxpmrdA7vOTzF1dE/M\nPrCSOIBxNXEMt4KEk1jOS5S/Se2/LFU+M1X+ioCfAuZjUvRbMKLXw8WI8xK+Ltj4lMTG5C7uNsA0\nZJtiRLEbgGRkC8ibuamgIRl5D7Mxv5p4nkpL9JLjB9i4Aflj3oHN/8k5yatu/TkXkEv0qsglekru\nnF1BLtHrhEliPdIkseAlehWq2hLkpyXgyYEXZXd1BtR/Jze9kZcaeXQl9yFobuSKkXtNg/XvWF0y\nB62qkabzCELuKsYHvB2HOR+8il2nt6GbRZyYfVtMujEXIz1/pdvMH1mYzeDyF6S2htqSReSS3kpi\nKaa3uXvXbZszp7FPNL6O+XiMBhOjexs7sJdpOjDCBWEuwybMMkwC5FW3K5JL9LpiKoolifJKmOpu\nHvZS+hiOY5wN3yrABRhp3hZ4QpVTRQGotI8AACAASURBVLjIEZhNMecej5mYoe8CjOzNFWE1YkeQ\nhhK9GozAOG9k3sdUtd2AKarUiPAIpqb/GEA1b1DwNoEqn2OSNERycnD6d8oHBfU2Maf6Y0WQpNpW\nhN7exiygbZHqy4DWwbfYOPYQRvg6k0gb5DCcT/iYEVyJqfRLsTHSYwQm8d8Uewe9SvE14qQBBQvJ\nyAjgU41UXfaJ9TFnpCTRS0v0vIQ/nd7SX3ua6NWQK3D5gdh0pju5RM+bfiTJ2kJyTbqSqtuTMC1H\n8vx1SfTaREjWEGeMl0TkfBHZSkQ29p8Wb9nywUv0/EOwLkZYkh05O1FfWlg6kDtJb3MB7HXQtSj/\nk/wpqPxDsg8mDVmI2SN9h61glmDGqXdgK5mkpG1TjNiYwXzxku7MHxTvNZu9BUAnZyfmr92H0fge\nQJWXXLk5CbAnkwcmflsdkx72dMSu1LXhe2wA8/l2L8dsN0sxydBAYoLuJXq9sWv/GovqPxgjcQsx\nY/cB2D0bhvX/+6p87Y4twdKPoZpNR3QstnLs7f7fe2sn1aPesytJXka5e+vLSTVCL9e+ntgAMw+T\nlv8XG+A8GT4JGFzIUqumIG2bF0hewE8cfkH9TuK3tPnBWlQzUyO9kjizzTepOt4EpohEblbiBXAW\nkpEBkpHlctCQjJwtGdlxec6RwCRiG2hPpryatS6JntferZz6vW+q7FGT+m0OMf/ZBLufSfu6pDDE\nE73k8V6i9xAmjfVSP4+CUt02hOhtjBlQn4eplPynkOEle/6l6IeRib4irI51QnNKqpaF/NKY6s79\ngSXOWzEJ/5B427DTNNIKjdSfp4jYD+sfmITFYyNMKmcOCMXVZVQMiG0TqrpUo8VedduZ+D74gSbp\nVboJ8QCy3HBegKLKnTD6GMybc5hr7wKM/Hhi9xYWuqULRmwjjHCVYcRoN4y8zcdWZ6dh6ufJ2L0Z\nh3kCf4HZPm0NHOw8Ijdy5TGuXYtVqXbqyWR7l6jygypznTfjucA1GOn28AOUec3Z8zUeZ6gvwi7k\n9n9PjHz2dJ952Lv1EBYa5wP331WOhBY0ggSo4yD0ZZvgNeBpjXQmNtfe7n4/CiMP9wH7MTKrgv0B\n0yB8hi38D8LGN6/qLyae/3w5je+wWLbLgzMxKdZyIU86Mk/0nnPbuoheWqLn9w902xXIFebUEGvH\nIDfNqQ+5VCoZWRETJixk6Xzx3RLHLMAED9u5c5WQS/TSzhmFrbpV1dGt0I7mhl/R+Ae+Pzb574IR\ngeeBKhcTzgeDbknkJ3rFWUnvUOLE4JBrSLobFisrhtKZl07bnJ+fb+WP99qUdbIhuHpgxCmWFFYM\nnId/QWpKvVFqCbEzAKqoCA9gNmq431rMvkOVK0XoiUkkKzAVdN9Emw7DBrOtgCUuTthCbCX3FhZq\n4s+YN++jWMiCAdjg8wS2Kp6uyhdYTKQzEv/t8+s2ts21OK9UEX6Phb/ZxrXdP0M/c1tvQ7KLq98J\nW1mXYRLYtTEJ5xxVvnHne4jclX1AQEAHhkZagbMx10jfkYxkMKe1sRppjWTEawy+cnVqMbUmxE5c\nd0gmG+i6E7lEr4j8Ap2V8vzWWDQo3+wykCZAnrBlHQ7dtmti/3xiiV7v1H7fpkGYcMebcS0BzsfI\n2CUsrUJ9B/Pon4HNHTNYWqKXlJR6c6Mu2PxeRi6JS9vo5SPcrYZldpSIDBSRG0XkSVdeR0QOb/mm\nNRhrYbGx/uXKP2ATflJf3o84OTeYlMyTr5YmeZAvYbVS65wyALpJRnZJBMVMewx9KMKvnWdoJYLw\n4t8Px1YTB/DseWnp5Nyc0vxB8cqmZGEn7CHtTK5ED1V+o5qNvdaicDG7pgNruvZUYyR8OFCpygLM\ns8x71oIRdFRZqMpfMHL8jipvqyJAD1WeUeUjVe5Qza4Kmx2q3IwZOg917Rji1PAu60Z2IPID6gCM\nhM/HBupjMfvA6e58s1W5tb0Ftw2x1zoOQl+2PTTSyRrpyhqpd+S5BYDXsh6idcGbQHQjdlCAeMFf\npwmOZORCF9i3sWiOsC1pT9ek3Vzy9xIXPLk38RyfRFpV2w8ba8Gkpo9qpJdopN6JJe3F/i5xuLXV\nMGLt/7sbdn9/lajvnRZ/i82hReTO23WFV0nP7a2ChjDyWzAVm394PsOIVUFAlU9UuZRYYvM/bHJN\nim37QU6YiRWJO/p44lhXLYX4Jfp+pCdhNan9yVAdB2IP2nfAZ5TrDCxq/gjgaRb3mkl1ZzTS8Rrp\nWH4csZD7xwLOY7imxIulzf5jYb9ZVJfVArtw97iJmD1eP8zGYB5th+nYimseccaAA4jb5FXSXi2R\ndKABU3VkY1JpPZlGWgi+fU9iau77MaJXQSzR8wNSBhtA5rp4bDtjA0hWghoQEBCQwh+BKibm5GbM\nh7l1/O4JUHqcT879f8XG0iwkI6WSkV9QP5pToufH8c4YKfVqUk9USzDP4jOxeSCpRq0iDq+VxFS3\n3RZLW+hxAhYCCkwz1I84nBiY3fg0YlK2ImbD5zMGbUesan5MI/Ue9tlMBBgxXZ04hqsnfHXGz21J\n1NlRIlljzX6qeg/Z0A5aBQVpIO5v/AS39Tf9MqzDkjF0vFcNqlyqyh9auG3eBu+P3PXwnVSXptdC\n3TCi4JHB7Au3xlSBXurYB9ifKz4+L3V+ZeJ+YKmW4JHrfs17B70DbMwNL1+BFs/lnMVvaqRPMHmn\nRdhD2x8jxM0SCLuxcPZAk11xpip3YaS7B/HqdEZq+wJxSi9UqW1jCdgTmK3LFZhpwDBskHiTOA2Z\nJ3qHu3o+i8HHqvRMOL20SwS7ro6D0JeFB420WiMt1a/0wWVUTcfL9J7uXhWaJoJpUpQeR/dhaaeQ\nNOJA+RnplSewc0PgyZQPkdYFk9h54UhXbG4vI87I4xf8nofMxcx+vE2zV6H+H7Ceu4dx+laT7M3E\nHDlO0Uh/JFcwBM7xUTKyCXGGIoDfa6TjceO6RuolpXOJOYeP8PEYZisOhUr0sPhiABUiktVNi8iW\n1L16aDMkJvyPiGMTHUOcvmgR9vD6zAKtKcnqAaCR3sDsNY6luLKCXKqXlfhJRixER1UXpVyHuAcy\nm8JLI51PxUo1EOeyJH5J7Zq+3bQX425DI1W+3noR1l/+hS/BJGmjMEcLHwqjLeA9fb2Xqw8464PU\n/hf4vY8bp8q9qlnnhzaHc+C4TJWF2P1cG0vp9yKwn8truzJGAIdhTk0f1nW+gICAgKZAI13s8r16\nQuOJnA+mvFgyOSZXS9mNS0aStn2dU/sOkoykBSLJOewxLJ5fY5H2E+iMzQdeYufjwu6RqOPnCx+a\nbB6xw2V2v0b6g0Y6sa4/1kina6RL3Pe08GoOFqz6TYxo+v/057ubXKfUeViMUH8NJeRq7fx1rkwb\noD6i5zvxRCyQ6eoi8grmFXRcSzesiVgFeNhJSm5V5Uri0CMLVbmPOHzF/LxnaBmcjwWdNoN+YQn+\n/q5/Bxy3Rnmirrms/+srnwcYcoPsQm56sCSM6C3pCfGLXup+X0+EU90xPrfwTcS2ja0Ki9mVtRvx\n0lZPOj8Cy+rgbOHaA5IesmdjwaffAKapMlmVydjAcUJbNK6lEOy6Og5CXxYuGtE3W7qPH/99mr7+\nwA2SEb/gr3KBmT08wfJIE7Dr8BqjRLMS3/uSq7qsE5KRzSQj+9fxP50x6WRXycgYjMClBUveZGaq\n2/r5wxO9BmezyYN/YoHqkxLSbsQE+k0AjfQZjfSkRJ25WMYSj3RkDy+5XHU52tZk1Ef0+ovICVjw\nxnFYsNrHsQ7fvp7j2gyqfJNHlfem23pi59veavG7NNKXNdLTEj9V4kW5az8Ifb+wTA0vnfKE2/8m\ni1aA3JysEL9I3pPIv7ReHGw2akt6QGx86708wQjnMCxGXWdVDlfNCbzZFvgjliHD5179Nebq3q7g\nnrsi4th3XnXyUqLOXaptoyoPCAjo+NBI/6eRvk6uaraW2IvVZwU6FFjoUmiCExokymkCls9cKznX\ndqXhaskrgDvd96xzgmRkd2xuW4CRyKexkFZe+ujnKi9Vm+q2XqXr47Q2VVt3KHC2RvoeuURvd5xw\nxdnj5UP6P9NEz8/l/WkD1Ef0ijFi0R1jtJ3cb11pIHMvEPjAkpOTP7ZFGqkEYrH52k6F/+w58Ow/\nvgHWZEG/0W6vf1m9C3mPVNkTvc7gxM+L+lzrJHqj3L4ybKXTGXjFbeelY8a1Nrw9kCo3pHJ6PtTG\nfdNkuDiBX7vv32PvzFFt26qWRbDr6jgIfVm4aELfvExMhCqISZh3DhiKzQ1eK+S1RJ6QpL1D8+Va\nTqomu+Y5pi4kJYGdiGPCPozZ1SVJ1oMYMQQLdg9xWre0GUwy0P2BNBIa6a0aqRcI+fmxr0b6KCbk\neqyew9NSxzTRK3Pl+lKfthjqi6P3napm6tnfLuDiw3VSzT6Uq9C6wZLzIZdkTd8E3j8IYLBG+plI\n9qXz/eMN+uuS6MX2FBfMuhjL04oI62MveKUqS0SYijl4tKWn7U8GiWcuICAgoNWgkX4ArOZCdlUQ\n23mPSFX1YaD8nLOZZOQhnKlRAvkkesnxrRtNCx3SKXXuoSTsxjXSvSUjI13xR2BVjXSaZGQ1zCYa\n4PeYGdJCd8y7xBlHmor3gZM10tnunC9jMW3rQtrmsZSliV6Vq9caId1y0Bzu0Y2GiJwmIh+KyAci\nMlZElmK5InK5iHwmIu+JyEb5ztNQJCdcp95Nh+lobXhd/nWUayeuexPmDnkfs6PbmlhV6wncsohe\ndwAXx60HttJ5HYvvtgXxAzcLLOtC815O4xHsgToGQj92HIS+LFwsZ998mvieJnrnum3ktlth80+3\nVL0sGUuod2tcWWic6jaJHbH56XFXHuz+689YKBU0Ui+5K9JIp7nfpmJk7ElM0nYK8by43NBIF2mk\n/2zEIUnnlbnYPVyU2l8NrR4CDKhfordDPfuaDBEZitllra2qS0TkHmBfLI2Lr7MLMExVh4vIFlhy\n4y1boj1tBP+i3OQS2P8BE18/i4ncvfeSJ8ADsfiFdalu/QN+LBbheyYW3PFyLMOEF0eXE4u/AwIC\nAgI6PqZgtvawNNHzUSl8KjFPWNLmWUmp24lu6x0b61L3NgSXY/NV0la8SCO9PFXvAeA/yR800m+I\nvYovlIysAznpQFsTPl7hSEyA9jK5Es8y7B7uQxwCrtVQJ9FT1ZaSes3DRJhdRcQnGk4naN4dR/xU\n9XUR6S0iA1S1IxmyP+CMZlHlxkSoFIhz9B7hUrQNAD4GDhbhLIzYfQv0EKEIEwXfDVyEBb+cpUqF\nSDatWoX7nx9ZOuhwmyDYA3UMhH7sOAh9WbhYjr4ZjGlyDnPlNNHrnCp7bdKfU7976d0kd47JQJnz\n4vUkJ69Ez+WP3UUjvcX91MX97jWKi8gliRekz6GR/ibfuVN1PiKOKNHauBr4UiP9yF1XT+B3if2d\ngWqN9GUpb46EIo3DMnPdNjdUdZaIXIx5gi4CnlLVZ1LVVibOhgAWumIV2ii4bwtgV8jNt+psCbcF\nnsKklxMxb6K/uiq7YQ/PkRjR64NJAMdgK6uDMZHxH7E4bhAbuQabvICAgICfGDTSrwEkkyUXfbA5\nxgco/mXqkGT6NFwO3WT+bU8Uv8eI3UJgc/dbXRK9o7HMR7e4sret8ykqa/yxLhZgu4NG+hR2X9FI\naxP322MwsQS01dHqNnoisgaWTWAo9lB1F5ED8lVNlfO6NYvILSJS7j5/SdoyiMjoQixrpI+b00Xu\nfpBOML4rZptwE+x2IHHmmwlwxjMwbjeyq67xwL2nYxK8Krh4IYxfk6zX0v793PGTC+n6k98LpT2h\n3OTyXwqsPaHc9HK7GD9/imX/fTnOdwovcb5b+ltg3ynAFNbz9V35t9nyFyxmCq9giQd6uP0es5nC\n9q5szhKvMLKO/++SKhe7/xvljq8BnuBj3iiU+90c5ez9mkItz7Mzd9NbRG6hDSBaZ1iYFvpDkd8B\nY1T1D658ELClqh6dqHMNMF5V73blScCotOpWRFS1fa4A6oJINmdesSq1IvwemKrKcyIMJo6Jtz62\nkirHUohtLMJo4HngVFUucOrg9VR5v9UvZBkQkdFBVdT+Efqx4yD0ZeGiOfrGOVFUE6cUayjOJc4l\n73E3ZlsPFnT/BODPGunl7n/20kjvc//7b+AYL62TjLxKrs395xrp8MZeTyHDeTt7PAf8AnhGIx3T\nFrylLbxuJwFbikgXEfHZH9J69UcwVSRiKdfmdDD7vPpwMsRx/lS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"text/plain": [ "<matplotlib.figure.Figure at 0x7ffb1863c250>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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SwNlYIuqHwwKfwt9CZiiHvZjGumuSHnbS7inhcPPW2X0yMAuOSnkOd6v5ABip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\nzSIilsLRIM/j6IynGzhuCF48XAt4VtK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CooU2EQRR0C4kSMDXYr6VxQSz2cxlJzkPDCTf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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7ffb16502f10>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sdt=datetime.datetime(2014, 11, 1)\n", "edt = datetime.datetime(2015, 4, 1)\n", "figmap, fig = ONC.compare_ONC_model(csvfilename, sdt, edt, grid_B, results_home, period='1h', \n", " smin=30, smax=35, tmin=7, tmax=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How is model depth lower than bathymetry? Probably because partial steps enables us to have a grid point at this (k, j, i) but this point isn't actually as deep as what is stored in the deptht array. Where can I get the partial steps depth -- mesh_mask.nc file I believe." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Interpolated to observed depth" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model bathymetry: 117.0\n", "Model bathymetry: 117.0\n" ] }, { "data": { "image/png": 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VSUF71w3lYgrm/X3+RNFHry1aPx4n2H3Fb1+Aa4CCefYYnEYlCHkv4RrgmAnA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WT8qLpyRaKKbhQ6gGEQ9XKOC0oknkj0GPL1YQvUN4Av6vutjyRSK9uM+fPIFl9994Hf/GxSInEQ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\nrdfTg7j8WbHpNkwDYGj39pol1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b8t0KMZzLs7WP3nwOcDhW86ECp6RvTsOWAvQW6gr/dk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\nakTYBBilyu0idMHU3tWqlIlwEPAvYLIq24iwO+aKfpI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"text/plain": [ "<matplotlib.figure.Figure at 0x7ffb16419710>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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SwNlYIuqHwwKfwt9CZiiHvZjGumuSHnbS7inhcPPW2X0yMAuOSnkOd6v5ABip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\nzSIilsLRIM/j6IynGzhuCF48XAt4VtK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CooU2EQRR0C4kSMDXYr6VxQSz2cxlJzkPDCTf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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7ffb162695d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figmap, fig = ONC.compare_ONC_model(csvfilename, sdt, edt, grid_B, results_home, period='1h', interp=True,\n", " smin=30, smax=35, tmin=7, tmax=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Daily averages, interpolated to observed depth" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model bathymetry: 117.0\n", "Model bathymetry: 117.0\n" ] }, { "data": { "image/png": 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wSkUkrS3LAP92VptMZGf+H8F9fqFyzVeLMROJOtPq8l/KtRuQEyx5nSqTEuuP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\n1cy+SKv30JFnbyPgejP7wMw+w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"text/plain": [ "<matplotlib.figure.Figure at 0x7ffb165d01d0>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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SwNlYIuqHwwKfwt9CZiiHvZjGumuSHnbS7inhcPPW2X0yMAuOSnkOd6v5ABip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\nzSIilsLRIM/j6IynGzhuCF48XAt4VtK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CooU2EQRR0C4kSMDXYr6VxQSz2cxlJzkPDCTf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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7ffb164883d0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figmap, fig = ONC.compare_ONC_model(csvfilename, sdt, edt, grid_B, results_home, period='1d', interp=True,\n", " smin=30, smax=35, tmin=7, tmax=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We are not capturing the monthly variability at all. Why? What is the source of deep water at this location?" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Boundary Pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "csvfilename = ('/ocean/nsoontie/MEOPAR/ONC/BoundaryPass//'\n", " 'BoundaryPass_BoundaryPassMooring_CTD_20140411T175025Z_20150408T235058Z-NaN_clean.csv')\n", "sdt=datetime.datetime(2014,9,24)\n", "edt=datetime.datetime(2014,10,10)\n", "results_home = '/data/dlatorne/MEOPAR/SalishSea/nowcast/early-days/'" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "<module 'ONC' from 'ONC.pyc'>" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reload(ONC)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model bathymetry: 205.0\n", "Model bathymetry: 205.0\n" ] }, { "data": { "image/png": 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QWRGPsSls/xTYBPgnboX6BDiUtjdny5Sv2JaZDcRjaAbhb7bPhl2/hb9H4jer5yR9DzwM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\nSx3nuA7wX8vZj4kE+XNxb8hE/IH9PvAWP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"text/plain": [ "<matplotlib.figure.Figure at 0x7ffb1645cb90>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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ELAWciyWifjgscBj+FjJDOeylNNZdk/Swk3ZPCYebt87uU4FZcFTK87hbzUfA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\n9RgucP9KMRQX41ZYa2FtfE8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"text/plain": [ "<matplotlib.figure.Figure at 0x7ffb1624a390>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figmap, fig = ONC.compare_ONC_model(csvfilename, sdt, edt, grid_B, results_home, period='1h', interp=False,\n", " smin=28, smax=33, tmin=8, tmax=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Mooring is about 30 m deeper than the model bathymetry at this location. So, I can't interpolate to this depth since it is outside of the model depth range. \n", "* Our daily 'fresh/warm pulses' look good - about the right amplitude and timing. Maybe a little bit strong in the amplitude. \n", "* On average, we are too fresh (~1psu) and too warm (~1degC). But, we are also 30 m higher in depth. \n", "* These comparisons are at the very start of our nowcasts. Unfortunately, we don't have any more recent data." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }