{ "metadata": { "name": "SCCS2014_ModelValidation_spatialCorrelations" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": "SCCS2014 Workshop: The Power of Model Validation" }, { "cell_type": "markdown", "metadata": {}, "source": "So Martin and I (OK, mainly me. I'm \"special\".) thought it would be a wonderful idea to go through some concepts in time-series analysis. \n\n\n1: Determining the correlation strength between two 1D timeseries using cross-correlation. \n\n2: Assessing the degree to which two 2D timeseries are related using EOF (or SVD) decomposition.\n\n\nApplying these ideas we hope to illustrate how to utilise these concepts in an manner designed to illustrate the strength of a correlation and investigate possible mechanistic causes of similar patterns. These methods are ideal for model validation, and thus we hope to touch on both 1D and 2D examples since these need to be treated quite differently. In a nutshell, what we hope you can take away from this little introduction is that accessible methods exist which can boost the impact of your work. \n\nWe've chosen to use python to present these ideas, but they are transferrable to other languages such as octave, R, matlab or mathematica." }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": "1D Timeseries: The significance of a cross-correlation" }, { "cell_type": "code", "collapsed": false, "input": "import numpy as np\nimport matplotlib.pyplot as pyp\nimport pandas as pnd\nfrom IPython.display import Image\nimport scipy.sparse.linalg as sp\nimport h5py\nfrom IPython.display import Math", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": "First off, we're going to generate some data. We'll do this using combinations of the sin function, and adding a little random noise:" }, { "cell_type": "code", "collapsed": false, "input": "a = np.sin(np.arange(1,100,0.1)/np.pi*3.5)+np.sin(np.arange(1,100,0.1)/2.5)*np.random.rand(990)*1.7\nb = np.sin(np.arange(1,100,0.1)/np.pi*3.5)+np.sin(np.arange(1,100,0.1)/7)*np.random.rand(990)*1.5", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 290 }, { "cell_type": "code", "collapsed": false, "input": "plot(a,'r',label='a')\nplot(b,'k',label='b')\nlegend()\ntitle('Two timeseries')\nxlabel('Time')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 291, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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EQssfUJtHjRqVlAholyS/Zw/w1FPAQw9luiTqWLYMmDiR/5wFJB+PxzFv3jxMmjQJHo8H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"text": "" } ], "prompt_number": 291 }, { "cell_type": "markdown", "metadata": {}, "source": "Now that we have some data, lets look at the correlation between the two: " }, { "cell_type": "code", "collapsed": false, "input": "a = pnd.Series(a) #Here I turn the timeseries into a \"Series\" to use the pandas library\nb = pnd.Series(b)\ncorrelation = a.corr(b)\n\nprint \"The correlation between a and b is: \", correlation", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "The correlation between a and b is: 0.559795942816\n" } ], "prompt_number": 292 }, { "cell_type": "markdown", "metadata": {}, "source": "However, the value of the correlation does not tell us anything about how significant the link/correlation between the two timeseries is. Thus, reporting only the value of the correlation is reasonably meaningless, without also quoting the level of significance of the correlation. This is because the points in the dataset could both be coupled tightly to a third process, which swamps the independent variability the two timeseries actually have in common. An allegory here is a solar cycle, which is easily imagined for the sinusoidal nature of the timeseries a and b. Here the \"sun\" drowns out the independent variability in timeseries a and timeseries b, so it is difficult to say if it is timeseries a and b correlating significantly.\n\n\nTo assess this independence, we determine the \"degrees of freedom\". This is a measure of the number of independent datapoints, or points that are free to vary. We assess these by looking at the cross correlation (xcorr). This is a way of telling how similar the two timeseries are as a function of the the time-lag between them:" }, { "cell_type": "code", "collapsed": false, "input": "k = pyp.xcorr(a, b, maxlags = 200)\ntitle('xcorr of timeseries a and b')\nxlabel('Lag')\nylabel('Normalised correlation strength')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 293, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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NDc4Ya9P4kydPdmiGhBD5SXmmHXFPVovHli1b2q3WPBcPXj5EvOSUAm3sxJWR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\nw4YNQ1ZWFk6ePInOnTsr+A4IcQwVD0J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"text": "" } ], "prompt_number": 293 }, { "cell_type": "markdown", "metadata": {}, "source": "In the figure above, a correlation of \"0\" denotes that the two timeseries are unrelated with that timelag applied. This wave-like pattern is expected for a signal with a sinusoidal nature, since we move between the timeseries being in and out of phase. This is seen in the positive (in phase) and negative (out of phase) correlations. In a negative phase we referr to the timeseries being anti-correlated with that timelag applied." }, { "cell_type": "markdown", "metadata": {}, "source": "The degrees of freedom are the number of steps away from the zero lag we take before the correlation becomes zero. We can read this off the figure above, or decide to be difficult and write something to do it for us:" }, { "cell_type": "code", "collapsed": false, "input": "ind = np.where(np.abs(k[:][0][np.where(np.abs(k[:][1]) < 0.03)]) == np.abs(k[:][0][np.where(np.abs(k[:][1]) < 0.03)]).min())\ndf = k[:][0][np.where(np.abs(k[:][1]) < 0.03)][ind]\n\nprint \"The degrees of freedom are: \", df", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "The degrees of freedom are: [-14 14]\n" } ], "prompt_number": 294 }, { "cell_type": "markdown", "metadata": {}, "source": "Thus, we have now determined that the degrees of freedom are 16 (we ignore the negative if it's there, if there are two numbers this is because the xcorr is symetric around zero). Now with this, statisticians have gone through huge empirical effort to put together tables like that below: " }, { "cell_type": "code", "collapsed": false, "input": "Image(filename='/noc/users/mjsp106/SignifOfCorrelations.png')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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TXk57C7VzKZAQvX2GKxi6/oWZwn80Uc04uK4/Pj7e2NignQt7E+v629tb8MKbAUgWm5ub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"prompt_number": 123, "text": "" } ], "prompt_number": 123 }, { "cell_type": "markdown", "metadata": {}, "source": "With this, we can loo at the degrees of freedom (denoted N in the table), and look up what values are appropriate for our example. " }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": "Thus, with just a little xcorr function and a table we have been able to significantly improve on the level of sense our statistical test makes! In essesnce, we can now say we have two timeseries that have a correlation of 0.56 significant at the .025 level. Thus, we are 99.975% sure this correlation in not non-sense. This is good, since we did literally just make up some data. " }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": "2D timeseries: Empirical Orthogonal Functions (EOFs)" }, { "cell_type": "markdown", "metadata": {}, "source": "A lot of the time we don't have just one timeseries. Specifically, we can suspect that patterns in out simulations and in real world data are \"similar\", but quantifying the similarity is complicated by:\n\n\n1: The spatial patterns not overlapping perfectly\n\n\n2: Modes of opperation of the natural system outside the research question\n\n\n3: Determining the degrees of freedom; How many truly independent datapoints exsist?\n\nTo combat situations where you have a lot of data, with a huge amount going on in it, the idea is that we try to reduce the \"complexity\". We want to look at only certain modes of variability. \n\nThis type of problem is so common among such a diverse range of fields, that you find this type of analysis under other names as well, such as: EOFs, principal components, proper orthogonal decomposition, singular vectors, Karhunen-Lo\u00e8ve functions, optimals, etc. These are all basically the same thing, but we'll go with EOFs. Here we'll go with the most general approach of a Singular Value Decomposition, to get at the EOFs.\n\nEOF/SVD analysis is not limited to timeseries analysis, but rather is a hugely versatile tool. Here we present a simple example of it's usage but it is worth looking into further!" }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": "First off, lets get some data:" }, { "cell_type": "code", "collapsed": false, "input": "f = h5py.File('/noc/msm/scratch/valor2/maike/beringDump/concatenateData/N1/ORCA1_S_T_SSH_SST_SSS.nc')\nSSH=f['sossheig']\nssh = squeeze(SSH[:])\nSST=f['sosstsst']\nsst = squeeze(SST[:])\n#Some land data, just por plotting. Oceanographers tend to politely ignore the land.\nland = h5py.File(\"/noc/msm/scratch/valor2/maike/beringDump/land_N1_global.h5\", 'r')\nland1=land['land']", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": "This is sea surface height (m) data, from a global general circulation model called NEMO (Nucleus of European Models of the Ocean). We have a global dataset at 1 degree resolution, with 30 years of monthly data from 1978 to 2007. We have a quick look to see how the data look:" }, { "cell_type": "code", "collapsed": false, "input": "cclim = np.array([-2,2])\nimshow(flipud(ssh[0,...]), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Height (m) January 1978')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 58, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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LV40U73/rJueSJHJ7m1f48cgAvY9TUg7HwMuLr2p8ef+ZPDatL77qzfHrHvx6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\nBVjx3O2YO++1mv3JlJ+HzIGXDVF+OxaIObX2+bmaq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"text": "" } ], "prompt_number": 58 }, { "cell_type": "markdown", "metadata": {}, "source": "Suppose we can write our sea surface height data matrix as: " }, { "cell_type": "code", "collapsed": false, "input": "Math(r'\\mathrm{M} = \\mathrm{U} \\Sigma \\mathrm{V}^{*}')", "language": "python", "metadata": {}, "outputs": [ { "latex": "$$\\mathrm{M} = \\mathrm{U} \\Sigma \\mathrm{V}^{*}$$", "metadata": {}, "output_type": "pyout", "prompt_number": 310, "text": "" } ], "prompt_number": 310 }, { "cell_type": "markdown", "metadata": {}, "source": "This factorization is called a singular value decomposition, and has many nifty properties! We'll explore some now...\n\nFirst off, we need to make life easier for ourselves, and collapse the latitude and longitude information into a single vector. This is just a mathematical trick, and does not cost us the spatial information. We then determine the U, \u03a3 and V matrixes using the sparse methods in the ARPACK eigensolver (See \"Further Notes\" for a more detailed explanation and validation of the sparse approach). The matrix U, \u03a3 and V are:\n\nU: An (m x m) unitary matrix, where the m columns are the left-singular vectors of M.\n\n\u03a3: An (m \u00d7 n) rectangular diagonal matrix with non-negative real numbers on the diagonal. The diagonal entries of \u03a3 are the singular values of M\n\nV: An (n x n) unitary matrix, where the n columns are the right-singular vectors of M. \n\n\n" }, { "cell_type": "code", "collapsed": false, "input": "u_ssh,s_ssh,v_ssh=sp.svds(np.transpose(ssh.reshape((360, 292*362))), k=300)", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": "To retrieve the EOFs, we need to understand that the \"singular vectors\" are what we refer to as EOFs. We will use the entries of U to retrieve the EOFs:" }, { "cell_type": "code", "collapsed": false, "input": "eof1issh = u_ssh[:, -1]\neof1ssh=eof1issh.reshape(292, 362)\neof2issh = u_ssh[:, -2]\neof2ssh=eof2issh.reshape(292, 362)\neof3issh = u_ssh[:, -3]\neof3ssh=eof3issh.reshape(292, 362)", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": "cclim = np.array([-0.01,0.01])\nimshow(flipud(eof1ssh), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Height EOF1')\nfigure()\nimshow(flipud(eof2ssh), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Height EOF2')\nfigure()\nimshow(flipud(eof3ssh), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Height EOF3')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 62, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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OfVKdOnWYPn16mT7DJwKMl1bh4EG11G2kUEABoetIRUXoIBWB0DRAhJG2c0eMD9T+LoT7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\nL3lef/1Ozjm6deuWeW4j5WBnWcpSlgNe/vRI6/P+u3Tpkvg+f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GwZJ4gPWNnu4lBTqU5z4v5bi2kqwni2ozaqeTyGTMpWUc5RoLvP0zNhANSNPs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c1CntwEchObSXJlkziVRYsajUVh0aGO+t/eoRMgyxBBWXoXJWmdS2BdI+oqdipWJdQV1GVU97OW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\nnHv56+jv6AwioLMkUU4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Y0k1r2ga2MjnrtH/ywQfQqawO/7io5/niF6SED1sYmKaL4xokXQNXCRKOQczK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\n57nP2XbKcf9TtQX949+He6t48s0950nwfnjXu4Y84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jhunU27BXbolkOs8e3n9H0fNLUu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f+EZe9apXHdJ8+aabbuI1r3kNn/zkJwF47GMfyzOe8QxOOeUULrnkEi6//HLOPvtsnv3sZ/Pe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\nykxtgUHplL4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KK67grLPOqp65r33ta/mN3/gN/uzP/ozlcsnDHvYw3vY2BbJzzjmHCy+8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\nMWMoKiri9OnTjkwXuohzMVRUVHDw4EEmTZp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"text": "" } ], "prompt_number": 62 }, { "cell_type": "markdown", "metadata": {}, "source": "The figures above tell us about patterns, but one should be careful interpreting and attributing these to physical patterns. We look at the variability caused by a huge collection of different processes, rather than assessing individual processes using the EOF analysis. We can use the EOFs to guide out intuition." }, { "cell_type": "markdown", "metadata": {}, "source": "We can now look at what percentage of the variability explained by the different EOFs:" }, { "cell_type": "code", "collapsed": false, "input": "s2_ssh = s_ssh[:-1]**2\npercent_ssh = (100*s2_ssh)/sum(s2_ssh)\nsumvar_ssh = sum(percent_ssh[:])", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": "plot(flipud(percent_ssh[259:]))\nplot(flipud(percent_ssh[259:]), 'k*')\ntitle('The first 40 EOFs SSH')\nxlabel('EOF number')\nylabel('Percentage of variance (%)')\nprint sumvar_ssh", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "100.0\n" }, { "metadata": {}, "output_type": "display_data", "png": 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ASZLg7Oxc67BV9ehtJp9+us4OS0TUKDxxTOD48eOYPXs2nnnmGbzxxhs4cOAACgoKEBYW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\nCPH++7HCy0shWrZUve/p6SW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AiKgRYxEgImrEWASIiBoxFgEiokaMRYCIqBH7f2uw73qS\ngy+nAAAAAElFTkSuQmCC\n", "text": "" } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": "Here we see the percentage of the variance in the SSH fields contained in the seperate EOFs. Again, this can confirm simple intuition such as that the yearly signal in solar insolation creates a lot of variance." }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": "Now lets look at comparing two datasets!" }, { "cell_type": "markdown", "metadata": {}, "source": "The second dataset we'll look at is a sea surface temperature field. First off, we plot the data again:" }, { "cell_type": "code", "collapsed": false, "input": "cclim = np.array([-1,31])\nimshow(flipud(sst[0,...]), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Temperature (m) January 1978')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 69, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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l3iFDhtDY2BgfHHbt2sWf/vQnRo8e3Wn7j1X0ONmGQiHeeustSktLCQaDTJo0iaFDh/LY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S077y30CqYuFgz0gc5Ng6mF+RROEkDI/eNmzC+Pe4abh65jcleVn72wB7V6ypeOPI6rkvtp150h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\nie4AAAAASUVORK5CYII=\n", "text": "" } ], "prompt_number": 69 }, { "cell_type": "markdown", "metadata": {}, "source": "We repeat the analysis from the SSH again with the SST:" }, { "cell_type": "code", "collapsed": false, "input": "u_sst,s_sst,v_sst=sp.svds(np.transpose(sst.reshape((360, 292*362))), k=300)", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": "eof1isst = u_sst[:, -1]\neof1sst=eof1isst.reshape(292, 362)\neof2isst = u_sst[:, -2]\neof2sst=eof2isst.reshape(292, 362)\neof3isst = u_sst[:, -3]\neof3sst=eof3isst.reshape(292, 362)", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 72 }, { "cell_type": "code", "collapsed": false, "input": "cclim = np.array([-0.01,0.01])\nimshow(flipud(eof1sst), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Temperature EOF1')\nfigure()\nimshow(flipud(eof2sst), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Temperature EOF2')\nfigure()\nimshow(flipud(eof3sst), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('Sea Surface Temperature EOF3')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 73, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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Rhx9+uODtC/haKVrofkrME2Eij+2/itI/S77UAK4JWVVVOXT0BAAdO31fZHUo\nzggKklSq5H4ewx+swsB7uxrnUiis/nUj/QdaN1jYva0PQUFBlmclTaOae/rNYe26gpNF584w+323\nvxd9EtNJEKrUbcSF67emQtF++y5T2rN4c8LHfPppjs/rOsrHqPyy9kHNDl0qNKn7boHbcOlQeF8r\nO+/N/45lded9E/C18k+HsbenZbGGJgEJpGnHGCshFCmZC7PPbWls6aWHbd+1lx9/3E52trNUWqf0\n6GEjPj7cOD93zs7cudkAxMdLVnw/COHyVWLeHOSXXzexecth9h845zdvfRQlPcIKXefuVUz5uXXi\n5lL8Tar64px9u7blSeIAzz5fByEENhyXcs72iqO0r+wMEHkRo1ev2QwcdBV9el+PisL7731Nytcn\naHptGONfuNP4WDy3gzN7qbtYeBKJRLEO9QWsXv0HEyduAeDMWUhLK31qlMVLtEVZ1WvEERlR1gg/\nfPgoc+cuM86FxeGU+37Xuroa0eXKElXuIPPnHzHCn3y8nIdKzPVf928uBOMndOHGG34scN3v7tPZ\nlbdWM7fPFFed83gvzO9PlC2Dp5/6hfxMgSlCJVhkc1uvj/SQAtS++CPgayWAi8LWbQpjxqQxZswc\nvl3egZ070tm6TWHrthwqV/6apJsSuKZWdb/7OV6MdO5pQqiFaf42rr32IzIzPT/K0vmRRkSoTHvn\nWho0qm9ZdXkxkEKhatXKVKlWhTMZWYCbyOPiovyYoLnDatYsuHuGTb/38KqLp9mqzOezkwh6dP+A\nvXvzF/+xx/bx2GP7KK3vhg4lqHR7PyzdT+8Ko1v3VSxe4vad8cYbZ+nWfZX749QXEFlUIebtyPwM\npV26WVzLs1VFI2+nCMIpbPz4w2/k5JRuCcSMCa9cQ7t2zdA0xt7GdxERZXnkkSgeeaQcZ87Ar7/9\n5U5sWuKu44svdljy1yVkK3SzTS180X8LPsdgcWxl2kIwt2X0AokQ1g6rtPtLKQwK62uluCNA5FcA\nzyYv1Fbj6eZ/LlWImSykcXh/1OYPXUtvM1bnbfprM08+tf0fQ+TfLO/MTUkdc5XCoyLL8uijtzHq\n0ds4c0bht7UHjPvpdE0qArw9PYUbu8322r904qT9OJ1OqxsG1yKw9IwsunX7mHHjrCv9LgaqYn7u\n7mX3gOHcyqceXprSBEg8VxTG10pJQMmsdQnHvHk5xv6PW7btIj0jw03MLildI3VP3bd7mG188B7S\nW+8+f5Cox/0OAAAgAElEQVSe/s94rPHxTmrVqmkJy43QBZLduwfy2GPaVm9/7z1Ar16zadDgE7Zs\n28XOXRn8/bf3vTt2TGHz/6z+xY0FOlLy998K588XnEjvuXexlqcP9Y17dObhPld/XyQWT4b+CP2Z\n5+P4Y8fIAtexpCMgkQdwSdHr1nWs+W2rIeGp+tBaCE1lotiMXc/NUrseV/exURxXjV5qPPFkbYS4\neIsfPfbVV9fgqyUDeP65KvS6dR1ffeXfF/jtt+s7/gjDNFAiUIrAP8mCObegq9IsUr90+0RR9UU+\nJulb9XjmuT1/IcAm/LevtCMgkQdwyfHsM7vo2OljJkzQdn2XCBZ98RMdOs2mQ6fZTH3na9fw35cu\nPQAdF0PoemcJcO89N/Du9NxX1f38w3WuBUO6tYpG5D16/LdQdR79ZDkiIiJcHbhiGm25l4r5ImvD\np7iJ3APqlVwgRP6PEoiA1UoxwKnTCpyGmR+eZ+aHc0xXtJn2N944yxtvzGH+/GsBaNygFmFlyqCg\nGlt26R/z9l1DGPf8XD77NPsKtKSkQCdKafSLFSpE+Yz5965+RgfhnrNw67CPHLk4a4jmzd2dzX8/\nvcf47bZmd9fQQuBmwkZzhqV6SOjgv3OXEpyydFtu5IaSqjLJLwJEXoLQt69mbdGr12be+I9GAp4f\nvE04/jFyel4SuOe9AY3ofv5pHT/9tJfKlcIZPrwnAPHxlWjdSmXtOv+DVN1KRZeGP5v3zUXV95GR\nETw56mb3ojFD+rO6ljXqL6RPjwAWK3hpvQue557p/qkImB/mgpo1a9KkSRMSExNp1aoVAKdOneLG\nG2+kSZMmdO/enTNnzhRJRQNw48svnbRsOZtZs75xaU9VkBAk7LRu+RGLFpWuTZL94bln9yFNq2i9\nico3pW3adJjZsy/wxpunaNlyNmmHjlGxYgU++KAP5ctreuSnn67A+nU9PXLTJzg1Mu9xS+eLqm+f\n2xLRdexOJQinCMYuQrGLEJwiyPBQaHZ8BZo0bTGoNKlU9FbqR1nbOa8OrmlTyc19kpBSMHlKw4uq\nc2lBQEeeC4QQrFy5kj///JN169YB2j50PXv2ZNOmTSQlJZGcXDp9qlwpXHWVSvv2mjpm/MsnqF1n\nDio2EJAjQ6nfUKF5C0G79tCgQendKAAg81xeEqY/qx8NDofg1GmF39f/D4AyZcrQpnUwQ4eWYej9\nNxEbE21Sq7gmOU1+vCMiI3MtXXtWkr53BbN35z1cVb06dhHCBVmGLDWCc2pZzqvhrPttg7t+UrJr\n+3bD46GZ3FXp/bl6PuF3py5k716r9BkUDGGhoQghqRZfmcqVtVTly6u8+3FbVm99Mo/7WPJR2q1W\nCq1a8XQus3TpUoPU+/fvT5s2bZgyZUphiwkAiI1VmTK1LY0aN+Tz+d/y3XdprFypXRNIFKHy/kcP\nGkPvVT+u5qEHt1zJKl9yuD1Ims/d5Os7vvWdfeLJg9x6q/Z76tR7tRW30pqHKmwu3bR7MjK3HXXK\nl3cydUorEpo0xCFtnJPBOGUQdtW9KbIitG7hwKHzfDl2npF2zZoLvPmWSv3G1+LA5trtx9OaxWpq\nKKXAJpzYhPfmzfv3qfyx9jeatmpP7YZNGf96Dgf3HqJS1Qq0bp1IsCh9/nY8UVIJOr8otESuq1Gm\nTZsGwPHjx4mNjQWgQoUKHDt2rPC1DACAH3+6l8aNGwBwZ98bmfpOP/7adJc7gsRCLsEib6dJJR1B\n2FFQ86X/lQhS9+9j+jve6r57+32Ced9SM3S9uOphUZKbl6mICEFCQgMcMohswrggw8mWIS4S10YF\nTqngkApdb+nJggV240hNtbH/4BkuqKFkO0PIdgaT4zrsapBpAwks1ipp+3bz/gzvtp04YePgnoPG\nbkGNmrWmR59baduhFS+NfY9Wie/lee9KPBQl/4cPLFu2jISEBBo2bMjEiRO9rmdnZ9O3b18SEhJo\n3749+/fvN6698sorNGzYkISEBL799lsj/MyZM9x55500bdqUBg0a8Ouvvxa4eYWSyH/77TcqVarE\n8ePHuemmm6hfv/5FpF5p+l3TdQSQG8LCwozfEkFISAgiJNiiI9Z8cqis+/lnhj6wM1/5vj+7NU1a\ntrFYRejk8Owjb7L37xz27Suek0V1rplLy5Yqb711M7EVK/mdANXvUZeuK/FFwDnZEhXFZRfuJw9p\n9UgoEazb0IdWzT+3xGvRQjL/04HYCSFbhuKUNqQ0LMVxmvXfrk7j+i42dP+GL019DIkgy2Gtu3tK\nVBgkbsb239dht/vuXMa9cIxy5b6g9U19jHu06a8trF6dQ1ZWcdML73MdRYfCbNeWnZ3NQw89xKpV\nq6hcuTJt27alW7duJCYmGnGmTZtG1apVmT9/PosXL2bUqFEsWbKEDRs2sGjRIjZv3syRI0fo0KED\nO3fuJDg4mAceeIA77riDe+65B1VVyczMLHAdC/UEK1XSdv2uWLEiffr0Yf369VSsWJETJzQf18eP\nHzfieOM601GzMNX4x+DVlxdgSI0u6UqVitfk1+KF3zB8+I5ccnKjbTvBVbVqG/6tLZNsaKTy0hs9\nGT/5Yjrpy4v16xUeHZViSOZW6dx6/vTTFXPNy5C6PT78i1lw9fTTLXGKINd+mpo/cYHmaRBhcTCM\nqio4VUW7z289zotvPW41LTSReFnbea2O0qri0fN6PvlorvV6/IkD6D5apBTUa9KcZi1C89Wmy4ua\nWPmh8CjMZOfatWtp1KgRcXFxBAUF0bdvX1JSUixxli5dyoAB2u4cvXr1Ys2aNaiqSkpKCnfffTc2\nm424uDgaNWrE2rVrOXnyJH/99Rf33KNZnymKQlSUbxPY/KDARJ6VlUVWVhYA586dY9myZTRq1Miy\n5dGcOXPo0aNHbtn8YzHptVps3PFAvuIOGVKGbTsG86+n+yDB6yMG91JuieCW3j0JDc19onPqjKb8\ntu0R/vPBKMqVr+wmBKkpZ3S5VAI16zaic4+e/LT5cX7a/DiVKhe/SdR16wVNmnzsMToxmem5wq/v\nmuAzvdmvjWGXbzIPdMcTls0cIqJiGDeuqkde2hZsDtc6ACHcDq70Gunn+j1WXWaDnguAwG1Dfs5Z\nxmvEZMacJTfncofg61UDjfwAKoccwyaK37O8FBBBtnwfnkhNTbXs0RkfH09qaqrfOIqiEBsby7Fj\nx0hLSyM+Pt4r7e7du6lYsSJ33XUXjRs3ZuDAgVdGIj969Cht27bl2muvJTExkc6dO9OrVy9eeOEF\nUlJSaNKkCd988w0vvvhigStXEtGjZxC1a/v/OLp3tzF6dAVuvrULQYpg865hbN41zGfctm1h+64h\njH76XlCCUUWIa6d0m2tpvr5zjHlFICAUunUL85mnDiEgyAbmOSCdxF0x3JK+rocVQQhh4/MV/6J1\nm+I3eeSww5aNm33ajptJ2hfOnIFvUlbyTcpKateZw2effe/DzbC3rxOQ9O3Xg+27hgBap5vQtDFO\ngpDSXZ61W8kd5nhmwlZNIzBfcctGRnHNNdp5uXIqN/UIISzM/UTDbXbLvahdZw5ff/3PWLZfGKuV\nwqhlfNZFCJxOJ+vXr2f06NFs2bKF8uXL89JLLxU4zwLryK+++mo2btzoFV6+fHm+++67AleoJOPZ\n56tyz4Bb2LNrF/v3HgLc0tWoh7cD8MqkOylTpgzSJXtptOy2NHh4ZDnqN6iCQNKsRSPDl4rFakEf\nbgu3HK6H6x958qv306nrT8z7eCvrfG5Bpg3rjTyl1QbDzGFmYtRN4AaPaMfa31Zf1P251MixC0aN\nWsf06UHUa9jAck1KgRCSF5J9b/6wb5/Co4/us6YxfLybvRC6yFVoUruC4oqhMu3ta6heo4pL5eWW\n7D2fjy/9tq7u8KyzuXz9t3XfIGFQc/lKcVx3YwV27TrJhDfbk9CyPd1X/8Tjw9YDMH7sZ4yf9oSR\n9v5hMcyccTq3W1pqILzcELux6u80Vrm+V1+Ij4/n4MGDxvnBgwctEroe58CBA1SqVAlVVTl58iQV\nK1b0Spuamkp8fDzVq1cnLi6Oli1bAtCnT59CEXlgz84iQGioZPhDsQx7uDegWY7ou56rrs/OhtNw\nsOSWihSWLfmG4PAydO3W2ZXWuhrR4iwJb0nMl5RnUS94kENivbfp3SeMMeOHGWStTcZ5G9O5ycPb\n3E1XDfS5fiLHjxe3yTLYtvVOUIKwBYe5nUzZz9Gw4fx85/HXX72JjAhHouDE5hoNKZZOFbR74R4P\nac/PLoO97L7156FZnbhVJPp9N99vX8/DKM81LWqZCdBVNaa6KUKbM+jceDIAISGSH/98SrsXwG8/\nrGD0Iybf7MUWLxR6z85TEx7Kd/zyY6dbyrtw4QL169dn9erVVKpUiXbt2jFjxgyaNWtmxHn99dc5\nePAgb775Jl988QWzZs3iyy+/ZMOGDQwfPpxff/3VmOzctWsXwcHBtGjRgnnz5lG3bl3GjRvHmTNn\nePPNNwvUxuL3BZYwdOki+HPLgy4S1zSooJG5gttTuMvS2zgEkpQvlvLkUwdxuykFJ4rLLM2GQ9os\nm+1aVB0uYrcsGPFpIocrb4FNOAgOhn+9NMwgI2vnkL9tG3WdrioFC374d2Fv4SVBw0YLmfDyYuNe\n/b1rJ926zcs7oU+YO00fHadOzgbh20zx9Rx0cvatYMmLxM1mhuuWzuPI9p+1yVMP6ISelX6UX1M+\nxX5B07s2vVaydNUwU2sgWLHnp/GlAoWZ7AwLC2P69Ol0796dpk2bcscdd9CsWTOSk5P56quvABg5\nciSHDh0iISGByZMn89ZbbwHQvHlzbr/9dpo0acJNN93EjBkzCA4OBmDmzJn069ePRo0asW7dukIt\nngz4WikgYmNVXp3clCbXNgKs9ttWuDfNVV1SuoLKzBmLeP310x4x9Y/YqvLQr1niXoSnO00F4OTD\ndz7jrRktjHBdYtTzsi6s8d8aq3On4gt9RHT61GlGjvyZ1NSLM6FU0c0NpWERowAI070z3QGn8Ux8\nT0Zqz9f8261msZzj/Xyl1OY1pBSMGZNGXNxBJk+vQLWrG7qum1VvcCjtMGPGpPHf78/wxoxWXFXr\nakLLRhIk7EQGZQKC99/ezD9FlivsgqCkpCSSkpIsYS+88ILxOzQ0lAULFvhMO3bsWMaOHesV3rRp\nU9avX1+oeukIEHkBERoKbTq2M/mjzt08ze0nA5anfMdrr1lJXPUg8dyI2l85nmoZcz4//bCKq+vV\noHm79sZmBEY605Zh2gSdfyL3yltI3prZlueeWMPZs8WL1vURS3Z2js8NI/LCufQzREREGFvI2YTT\nNQEqQKgW1Ulez14z77Squ9zWKsJtteKrA/B4GJGRKmlpCucyrFYOZlGiVoNrGThkHQhIbN9JG21J\nyYaVXzPi4b9dsf4ZJA4gbMVzHURRIUDkhUAQDkNNon9r7t9mMzjtXJWCrxYs4ZlnDxt51KihEndV\nZQC/JO5tZugbniRhVtm063L9RednydvPRBxAo5YdWfRLR5JaTCyGW8xZzQUvBh07fc/779ej8/Vt\n3U9RSBTpROby6VjUJCZJW79mlb69SdyfOlgPn/3VEG6/7iPW/riO2k1a+S0fYE3KN0RFuW3Fk8fl\nbmtealFCnWHlFwEiLyBOnIBB937AhFeup0bNGthliOuKJrEZPjo8htkvTziEWSHRqHEIdRvUNyYc\nPWGeuLSEe5G9bsHgLU17WqCYFw/5gsV6xUvXbiUczRrEP/lcSeirNNVCSJ6jR/+PN94MoV2HFi7F\nmMtaSKrapL30ngz2nGxWfTxDT0sUTQfuv2OVUlAm6DwxwRk4I2OY9lFH3nz5Z0aNPs3x7PKmeNr/\nYMVBsOLg9f8U3Da5NKGoTQiLG0p3N3UJkZOjsG694IYbVtK92yzOnzuD02F36VR9k7jnR/rX9gd5\n9Y2hXrbBnvEtBCCtearoE2hmSdyUhw8S9wdPCwpvgvKXLv+S/eXEnDkX+Pm7FZw7WfCNkc+cUdj7\n9xGLVA3u5fbe8G0xpPs58ZTQjXDp/Zx1SV2bmFb56pPZNKo3EyUolPqJ7YiIEHS/bgYh2QeREstq\n0D3rUpj5QYDEDRTS10pxR8msdTHERzO/5cD+gz6v+SK5zp0FwrRxsq/DM21uKhd3HOuhx8sPibvh\nXaax0tMsjXvU9Z4B5SluGDFij2m/zYLhxReP43Botv665T74nug1VohKc2duuu6S0FWT4ys9X90S\nSDURvZ5P1rlMJk48peVpkvIPH1b416i5ZJw+aqSNCMpiyP3bC9Xm0obS7sY2QORFgNfeusGih/Wl\ngzaHtWgJ4yf3BaHkSrC+SFyzxLCasXkStzm9IQHmg8RVrEN8c7ilDh7l6ARy7yPDeeSpOL/llGRY\n76U73DxR7AmdxA0Vi1RwmsjaKQWqaiJvj05YP8zEDlpYWdt54w349VfBiWPHkRKigjIZ98S0S3QX\nSjCEkv+jBCKgIy8CXH1NA1j+pyXMU62i46qrVGrVKktUdAxgVWHo8KcP9+2Hw7s+uUnxXnE9SNwT\nnuFmKR/0Yb8bN/cfyLEj05g/JyPXcosjYmJUPP0WnT8vOXZMs3jwmsTMY5Rjhq62kgicqm7BAtJw\nR5u7eiqsTDmW/jEWl1qehXO+4M8/BTVqaN1sUEgIwTKDdyZ+wPLll9Z/SvUaKulnNbVTiUEJlbTz\niwCRFwH0pTnGsDqXeAu/ehjQSTn3D8HTNthK0D7i5zkhalWf6H6xrRNvbr24mcQ9CdxiE+1Rl/ue\nfIT5cybk2rbiiGEj4rhrYG/M2u9fV/7EyGGb0Hfr0a/k9pyN61JXmSiGOsWpalK5LmnrcY10Lntx\n87lVGtcu1m54DfcPP0/vBzXHa9EhmcyY/B6ffHJpt/m7rU8Zhj79OEs+fJ/33y45ew0EzA8DyBVv\nTG3A4TRtdWac4eUsD1WGIc35IF+PCUbVD3nnaoboZ4LVu2Nwh3uX660PB6sE7qs+nkRUkmBdEas9\nnxAlG4AQkY0iQnDIYPQpYX/PWFOVuEncKa0k7rRMcPrIx1cn7RFWs2EbajZsg4KT6hFHefyRjy+J\nJJ7UM5Tb70vi7IkTjB6+im53XIeqCp+CRHFGSd2LM78o3a27xLj/gSiu69aFnJwcJIKg0DCfS7At\nUqxu75CblUouJO5r+b2exqwLt0yYmsItLmpNlhTWcv2TuL+JVEsdJaRsKJ5L93OD+Z7oHdaLL2j7\nedavP49HH/kEfZGRQKJ4LKSSuP2oOKUNp2rDKTWXCwaJq5pe3Km6f/vTjXvPfQhL/ZST6zj052Ia\n1p11ydQpkeVCqFKjMVWvrkvdepLgkLBcNrgrxhAi/0cJREAiLyCiolRata/vIjHXcFu6LRrM1gig\nLen2nBjzOSnqS2cuPeN7S0S+1Cbmeqgme29zPto1d1yJQJq+VMviFYvNtJEcjOG/u9wS+TlI031C\na+u0D2/lh29+QyCpVaciThSQoAhpecYSgcNE3LokLqVrclpVcErtPVBVq2rKDGH+4fEMdejPa9W6\nVA78fekW+ISHS5p3SEAFIstXY+Inz2n1kdCwRSMefMTGe1MP555JcUEpl8gDRF5AzFncl0pV4wAH\ncVdV555BFSwLT8xyuVu6zd2yRZXe0q1nnNzs0q2Top5hZp22O52vyUxrp+JDP67rd/2oAIrrAqG8\nINGcldlM271VvaoW/YfVwiZUbDhRNf9nSKnRt+7QzKE7OlNtOAxLFMVN5BKkHo7v+yPMtzQX9Yr+\nXJrf2Idr7XbgPebOOlXUt4PQMKjboitSap2WPiIDqNGoAzUbdeC9qQV3vXpZUUIl7fyidHdTlwgf\nzO1A+crVXbbAgpDgIMpElvfads28itLsmdD9Xxg7qrsXi3irLXytHPS3SEjFvchE30nIcIWrm7y5\n4ll0tdLdkbjtmd3ErtdNN5fTyvWnAiiZOHn4JIe3rbTYeTukzaUWUXBgM+1q7/Z0qKlObDhUBbuq\nYFdt5Dht5DgVclQFu0Ngdyo4pMCh4lKn+DryUrF4jI4kKEHBlI3MfRMRM5asf5YHRlbJl4DaoKHN\nKFdVBaqqjQZUifF7/urn6T8ktuA3/TKhMN4PSwICEvlFonkLqFC1Og5VW8EZJJx89O58Bg2/G7sa\njCI0LbnFoZI0O8Ny52XlPZcMb5aIc7FCMaf1temE5+pBdx74iOsu30t9YipXNdLmPtklhKRSWPHf\nsODxf7u34Hrj1VQOpNpZs+EovRsKd2foui/B0onisjEWwj3ickoFh+o6pILDqeBQ3Xpsw+rEmNj0\nXRdFaPfZl+DoPTrLf6c5eFhlwiPC+O3H/fz5B0SHZNCt3wOUiZjDlFf35pr2ideeMTpzfQSml63d\nAwwzymKPEmofnl8EiDwfSLo5hGNHchg7aRBBoWUoGxmFXQWHqhBqE7z11ilCQhZw/9CepDvLAW43\np+ZFIWAlYzN8q058fyQ+1SvmSUlTHG/9um9i9yJvdAnQu9zcJrv0z6Xn9dMp7gO+W/rda7SpQ/fD\nREREEBIWgV2V2kSkPkJRBQ7Fhk1RjQlOKQV2F4E7Vbc5oWqMWjDi6TCbEprNmoWQRnxfb4d1AZJ3\nB+uJ1z64gXKVa6KqgvDIygibjaOpb/DnH+m8/O/pDHn233S4tT+h4Z8zKfl/fu+P1EdlKgQpThpX\n1FwdrD9c0+hwpL+XtJihsOaHy5YtY/To0TidTgYNGsSYMWMs17Ozsxk4cCDbtm0jKiqKefPmUaNG\nDQBeeeUVPvnkE2w2G6+//jrdunUz0jmdTlq0aEF8fLzh27wgCBB5HmjfUeGx8U+6PjbXR+3UfjtU\nwcH/rSWxmUJIZHmOZlckRHEgLdKtvnoT/E0BGt+CRRr3D1+SuS89t5ee3Jc0bpQLeOnETWGW8r3r\nJNz9CVLCrG/GcnOLV3NpxZXFx4t74XRtdedQBaFRV6EqkvN2N1k6VWHcA4Agm0qQoinJnVKQ41Bw\nON0qKLCOhLRz3+WbO0OBebcfawJPslaP/ITjnFUfnn7shOU8PKo8ETHVjA6mTFA2vYY/zomjL3M4\n9QLh53dgi6rBtV3vZF4X6NfpRZ/1rF3uCPvSKxAS7GDf2oX0GaVJ8HPnuDewFkDGyTO+G1mcUIgF\nQdnZ2Tz00EOsWrWKypUr07ZtW7p160ZiYqIRZ9q0aVStWpX58+ezePFiRo0axZIlS9iwYQOLFi1i\n8+bNxg5BO3bsICREc7I3ZcoUGjZsSEZG4RbQBYg8D/zrP2OxOyVBisThMhmzKdKlN4Qd+7N4/h3N\nafzZbEmILQhFuG1XDBNCKXzspO66ZFZt5KdS5klNM+layNlsPmiV3E3/3GV7hJvTeqpSPD96nfiE\nkK6JQN8mksUBsbEq9z9ch7Ix1TT1mAS7Ksi2ayssBe5vXu/kVLQNJexOgaIo2BSJU1WwO7RRmVkq\nzev5GfZCwv0OmO+n4kO3Ys7zP6/+zLq1/kvpeF0Q4VFVTKME+GXRhzTt+RD3Pf8Mf3w7lyULlnM+\nI4v7nxrBkXPlLOkfG1vHqNfe9Eqc3vENPyzfzKef5hhx+vXfnEcriyEKoVpZu3YtjRo1Ii5Ocz/R\nt29fUlJSLES+dOlSJk2aBECvXr144IEHUFWVlJQU7r77bmw2G3FxccZuQB06dCA1NZWlS5fyzDPP\n8J///KdQzfvHE3nrtgqjXx1Ov25vk53t/ohu6BbCff9+ELvTTYgOY7itDZ/Lh6Zz9y1N2XYGzudo\nQzebEqQNwRWwoX2EQkiEwBiWm3WsGnJfJZgbfElSfnXifhcEeeZpVsPkXha4PAEKXJ2H1P8VS0xf\n9CjB4eVwqoILdk2lkWN3q0cgNwMHgeJ6lroKxemhZxKutudmJKHfK2G6T/q74cwjbW54L2UUQcHh\nBIWE4XC6w1f+eIymPbXf197YD0dOFqNum8SpM9O591//5t2vRjHsZm1rshY39UMRkrrlj6Jmbab/\n8N+5cKF4dsoXhUJYraSmplo2W46Pj2flypV+4yiKQmxsLMeOHSMtLY0uXbpY0qalpQHw+OOPM3ny\nZNLT0wtcNx3/aCKf8/1DlIvWPPZ9vvpZbIpkyrOvsXxpDkHBgqDQ8jicmoTmRLg+DtfsvSr4dN7n\nzJiSxsJfn+N8tvZhKgoEKQo2xUzg2kskFLecquC9FNsCL7LPHV4SsPTWZUvjjymNTwndV73810ZB\nGhNgCgIpJAKFevVVdmwvPnryxGYCJTSa9HOaTbdN0Tohp+qth/YHIYR7ks+k8xb6H+NGusM98xOm\n//pvp2mis6DdenB4DBJwGF7OtLLrN9L8+uidsi24DG+njDM6pKDwGOrVl+zY7prPEbDzdGXu7TDD\nVMMSjlysUX7espuft+72e72ofZlLKfn666+pVKkSiYmJXp1CQfCPJvKq4afIkLHGB+VQBTf1bsfy\npSuxCSehSg6ZdvfuKmZS060a7htehczz2jAbAUEKSEWg2jTdJy5JXPvQ3R9rbio798Ih4SaIfCIv\nawYv/yvSKjz7J/JcYLRLk8Z1HX2fgQm8PHZrPjK4PBj0aBJnMxUu5GgEZ3O7jrfAi3iF70fgS8Xk\nC57p3YSNq8N2/TdGBP4feF6Pw+t5Seg2eJRp8lU76lc4zvYTFXUNHLfc04QdyZsNE9NSh1xUK50S\n6tIpoa5x/vLCby3X4+PjOXjQ7aL64MGDFgldj3PgwAEqVaqEqqqcPHmSihUreqVNTU0lPj6epUuX\n8uWXX7J06VIuXLhAeno6AwcOZPbs2QVqXvERl64AbrpuPo1j9lMuJFOzrVahVpMOLFw9mm+WOtiw\n+gccTsixC+wOgcPp/h+Eg+iwLOo0b0lWNi77YHA4NQnP4XT9dqKlc5rSOwR2B16HnkaPo6ezO/wf\nTqd26OcOZ+6HuW56XVVVq6fT6bIPNtriXkrueZiXluu2xfq8gd7JNe9yKx07Fw9nRX37RxMZ14KM\nLGhNDZ4AACAASURBVP0eQ7YdHA7r/TDfC6fp3OHjcJrtqqVbsvc8VI94RnxpykO15qP6yccfXv2g\np89wiTWvmPDzXF/zb3aejDXCAOq2vY33lj9txHWq8PaiB4r+QVwpKCL/hwdatmzJli1bSEtLw263\ns2DBAq+NmHv06MGcOXMAWLJkCW3btsVms9GjRw/mz5+Pw+EgNTWVLVu20Lp1ayZMmMDBgwfZu3cv\nn332GV26dCkwicM/XCK326FNm48ZM+E6rknsZEx22YJCXB+wxKmCE/cQOdRm58K+pew7cIRJk07x\n0gz3R6LNlLk/RLMkZkhhRpi3zbDnueKScnOD098FPa9ckvtbRZofaM3VWyI1aVLRVCuqqquUbDS8\ntjK//HTo4gsoYghFkHVB4FRd3m6EQHE9KyOO0NRRFknZSO8jTx/l+NVxm8KFRxxj+279HfIRB7R3\naviE5xl87jRvjZ5CRJRCVLlgmrW/hopXtyA2/JwlfkbaH5w5sg+AsKpNcUY14WRWOD/sreV+LaQ+\nj6MgFO29V12jqtCoarz/XbLRQelSffqR7Tx933wfjSzGUAouUISFhTF9+nS6d++OqqoMGDCAZs2a\nkZycTIsWLbjlllsYOXIkAwYMICEhgcjISObNmwdA8+bNuf3222nSpAmKojBjxgyCg4O9yiis+kZI\nefnX42mVTr7cxfpEuw42nnp9rMm+V6Kq0LvNeP79aktqNe+BAK6OOU1ESDYb1qzm2ac3AoL7H29O\ntQYdsIWVdxGX9r4YHbtpCG1+Tp5Dax2Kx3l+1Sq+olgtYtzw+bBlHtd9lefRSemTuYriFmqE67x3\n6yu7jDs6WjLm9dsJiW2C6jTVV3F/QH6fjx7mQeS+yN4zfW7hiq/yPMI8szGrR9KP7iSsbDShkZVQ\nBNSKOcnEse9Y4m/fYWfvXo3A/v1sNep0vt+1kE23MrKWp/ioB7hHbbq0nnH0chP5CxSGpoQQnP/q\nnbwjuhB+y4hClXcl8I+WyHXoFggSl44bmPvz82ReENiESqfqexh831z6/2sEj47czL9fv4mKtdq5\nrFekQZYqaCKyYlj/+SQI/bfXh5qHhK6jqHzkqwV4V416m4hA5zgV1+yZoodr0vnCX59j3bIFvPbi\ndr+LWC4VbDbJy5+Ow26H7Bxtw2QpwSY0chKKNOrqCWOmQmBxJAauZyB9d3z+1LHmYKsdufu/uRa+\n8tYl4/q1K1In5higraC99bZ5bPeaWHZLoa+OP8SUxBOElK2klS+tUr+UpgqaRpMSkzDgUu+UNJID\n/H9MpQT/eCI/edxO1pGtBFdojFMVZKva63vugvbBn1z/AY9NS+eaJvGcUysy8fNkzdLBKX2KY/pK\nOE+pTnhI6LlJc5ZwTwkd3ysrL/Y9ze+36JmvWZITaISmk4KiuMncUFO4iDvxxr4MPfUB70+9fGqW\nmldL7h97F+cvSOx2F2ErEiG0RTyKS4UgABX3hLSU1ufma1Izt05Q6Lo4f2nMoxmPtNIj3PN6+fDz\nBKnpvP/qByxe4jBdyXu6q2LZLM6CYfduJunwYAexZc9zOCNSq4d5ctT0Hwlnd3yfZ1nFDqV8iX6e\nrRsyZAiVK1cmIcG9muvUqVPceOONNGnShO7du3PmjHtl16hRo2jUqBHNmjXjzz//9JVlscKOHQr7\ntv4OaCoVuwMyLwiyc7Qh5QsvHqJFtxtodOP9lolAyyIQKb0mpTwnDi2TZyqoTt8TjE5Vmzh1qKYh\nrenalTg8223+bxzSXEfd57Y5D0HnOy/f5FnZspLBY3oTEtOAnBzVZ8flNZko9RGWRJWu/6o0Rl2W\nycvcDo840nWYz/V76Jmvr99m+/avP3qPSU9P9yDx/OGdlz4msephmlU7jMDaJmfaN7z5zBskVjnM\nVVFnvSZ7jXaAsQl0iYKi5P8ogciz1vfddx/Lli2zhCUnJ9OzZ082bdpEUlISycmavvu///0vBw4c\nYOvWrcycOZP77rvv0tS6iPH8Mwe4cD5bs0ZQ9Vl7SY5dMmF+MmUqNcXplG7Cxq0vBF1ikT4/TIul\ngtkiwkRyZgsX1XQ4nS6rCod3Gq/DmTu5+LK48Hfkx+LC02LF0yueTt7mjYVVFd7/aniRP7+ICJWI\nCOs4JShYEhbbiJwcFafTqg4wP0dpqrchqXoSrwTVRe55HT7fAz/3SarW64bka5KGzU6pKoadYOvG\n06xeXTA1warV0Kbpe7Rp+h7NY3+nUfm/UYSKIlQeGPwHP/4oad30Pd5/dRrtq25EoFXy2gq76Fht\nIx3jNtI5fmOByr7i+KdvLNGxY0f27dtnCVu6dCnr1q0DoH///rRp04YpU6aQkpLCgAEDAEhMTDRM\nbuLj4z2zLXZwqB6mgw5p+ai0Z2x9yFICqmv4jR/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Tn9Dkbv0JUWkbBwXMVfEnmAliMb+M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\niDcGHgVdzkkmO8G0pXlIz8ONo1XrfyvuhYbPtHDmRqVPuPbMtGnIYK3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NFVuj502kcaKW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\nwTR9yvTuu+9i1KhRdD3Jx8sII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5Go+0oiJbSfDxVW0DETO7/EQmlgSzTkz7jno4qNJyUguYAfSwF81fxRuLN3HO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7AAAg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\nPuvfa1ERi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ABvPe++MW3nmW/bEy847nRU1iE3FnvsshHf/bfrcO+9jOmG0MIWwZuGKq+A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f2kbeDqY/EyEry+R3vaox7ASGYWJ4/CmNDQN0MqJQCwPRoPV+w+PnrreBZP67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2AjBhYnXm1emnayZNOptLjt5E0DUgyPvpMTNnTuTyY4bR9vwqSq+9CUCXcSeRP24wWz/YjV+V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\nRYo91rOKCa1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"text": "" } ], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": "s2_sst = s_sst[:-1]**2\npercent_sst = (100*s2_sst)/sum(s2_sst)\nsumvar_sst = sum(percent_sst[:])", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": "plot(flipud(percent_sst[259:]))\nplot(flipud(percent_sst[259:]), 'k*')\ntitle('The first 40 EOFs SST')\nxlabel('EOF number')\nylabel('Percentage of variance (%)')\nprint sumvar_sst", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "100.0\n" }, { "metadata": {}, "output_type": "display_data", "png": 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TNYbHjBmDoKAg/PWvf4WdnR2ys7N1ZQ++1wWmKFi3TlCNhgYREcHALYEHffnll1i8eDHu\n3LmDl156CZMnT67WfoWFhdi+fTvmzZtXo8AA4IsvonDhQumfQ0JCEBISUuM6iIgeVQkJCUhISHio\nOiptCZw4cQKBgYG6988//zw2b94MAPD29sbZs2erdYCvvvoKy5cvx86dOwEAnp6eOHz4MDQaDTIz\nMxEcHIwL977p7w9MUbBwoeCtt2p8TkRERqk2LYFKp4guX74cr776Kq5evQoAcHd3xz/+8Q/MnTsX\nrq6u1T7A559/jhdffFH3PiwsDDExMQCAmJgYhIWFVbovbxYjIlJXlWMCp06dwqxZs/DEE0/grbfe\nQmJiIvLz8xEaGoomTZrorTwvLw+tW7dGSkqKboA5KytLN0XUxcUFsbGxFU4RVRQF774rqEUvEhGR\nUapNS6BaA8Pbtm3DkiVL8PLLL2PUqFG1DrAmFEXB668Lli2rk8MRETV6Bu0OWrZsGbp3747g4GDk\n5ORg586duHnzJvr3748DBw48dLDVwSmiRETqqrQl0LFjR5w5cwaFhYUICgpCcnIygNL7B+bMmYNF\nixapG5iiYOhQQVycqochInpkGHSKaMuWLfHhhx8iLy8PHTt21H3u4OCgegK4hy0BIiJ1VdoSuHv3\nLnbt2gULCwv069cPpqamdRuYoqBXL8H+/XV6WCKiRsugLYHLly9j0KBBVe588eJFeHp61uiANcGW\nABGRuipNAjNmzEBeXh4GDRqEoKAguLq66h4gd+zYMWzbtg1NmzbFF198oVpwTAJEROqqcorohQsX\n8MUXX+DHH3/EL7/8AgBo3bo1evTogRdffBFt2rRRLzBFgbu7IC1NtUMQET1SVLtPoD4oigIHB0FW\nVn1HQkTUOBj0PoGGgN1BRETqatBJoKQEKCqq7yiIiB5dDToJ2NiwNUBEpCa9SaC4uBirVq1CZGQk\nACA9PV23MpjamASIiNSlNwmMHz8ex48fx8aNGwGUrgQ2YcIE1QMDmASIiNSmd2Wxw4cP4+eff9Yt\nMGNnZwetVqt6YABga8skQESkJr0tATMzM5SUlOje37x5E8XFxaoGdQ9bAkRE6tKbBCZNmoTnnnsO\nGRkZmDVrFoKDgzFt2rS6iA02NlxdjIhITXq7g1599VV07doVu3fvBgBs3LgR/v7+1ar81q1bePXV\nV/G///0PhYWFWLNmDdq1a6dbWczV1RUbN26scGUxgC0BIiK16W0JHDp0CG3atME777yDd955B56e\nnkhMTKxW5a+++iqGDBmCU6dO4eeff4a3tzciIyMxcOBAJCUlYcCAAbpZRxVhEiAiUpfex0b4+/vj\n1KlTuvdarRZPPPEETpw4UWXFN27cQLdu3XD+/Pkyn3t6euLIkSNwdHTE9evX0a1bN1y4cKF8YIqC\nCRMEfn7AxIk1OSUiIuOkymMjHpwJZGJiUq2B4fPnz6NFixb4y1/+gk6dOmHUqFHIyclBZmYmHB0d\nAQAajQYZGRmV1sExASIidekdE3Bzc8Mnn3yC8ePHQ0SwcuVKtGzZUm/FWq0WR48exZIlS9ClSxdM\nnToVc+bMqVFwR49GQVFKu4RCQkIQEhJSo/2JiB5lCQkJSEhIeKg69HYHXblyBRMmTMC+ffugKAqe\nfPJJLF++HC4uLlVWnJaWhp49eyI1NRUA8MMPP+D999/HpUuXkJiYCI1Gg8zMTAQHB1faHTRvniAz\nE1iwoPYnSERkLAy6stg9rq6u+Oqrr2ocTKtWraDRaPC///0P7dq1w549e9CxY0e0b98eMTExmDp1\nKmJiYhAWFlZpHba2wO85hIiIVKA3CVy5cgUrVqxAWlqabnxAURSsXr1ab+WfffYZXnrpJeTn56N1\n69ZYv349RATh4eFYvXo1XFxcEBsbW+n+nB1ERKQuvUkgLCwM/fv3R2hoKExMSseRFUWpVuX+/v44\nevRouc/v3XOgDweGiYjUpTcJAMC8efPUjqNCbAkQEalL7xTRgQMHYufOnXURSzlMAkRE6tI7O8jW\n1hb5+fmwsLCAubl56U6KguzsbHUDUxT89JNg3Djg+HFVD0VE9EhQZXZQbj12ynNMgIhIXdUaE8jM\nzMT58+fL3Cncq1cv1YK6h91BRETq0psEli5diujoaPz2228IDAxEYmIigoODsXfvXtWDYxIgIlKX\n3oHhZcuW4aeffoKHhwf27duHpKSkSh/9bGhMAkRE6tKbBOzs7GBlZYWSkhIUFhbCy8sL//3vf+si\nNlhYAIoCFBbWyeGIiIyO3u6gli1bIjs7G8888wz69u0LBwcHtGrVqi5iA/DH4HDz5nV2SCIio6F3\niuj9vv32WxQUFODpp5+GhYWFmnHppjq5uwOHDgF1mHeIiBolg04Rzc7Ohp2dHbKysnSfBQUFASid\nNtq8jn6ac1yAiEg9lSaBF198ETt27EDnzp3LPStIURRcunRJ9eCA0ieJMgkQEamj0iSwY8cOiAi+\n//77Oh0DeBBvGCMiUo/e2UHPPPNMXcRRKXYHERGpp8okoCgKAgMD8dNPP9VVPOUwCRARqUfvFNFD\nhw5h3bp1aN26NWxsbACUJoekpCS9lXt4eMDOzg6mpqYwNzfHkSNHkJWVhfDwcFy7dg2urq7YuHFj\nlTefMQkQEalHbxLYtWtXrStXFAUJCQllZhJFRkZi4MCBmDp1KhYvXozIyEgsWbKk0jo4MExEpB69\nYwIeHh5o3bo1LCwsYGJiontV14NzVuPj4zFy5EgAQEREBHbs2FHl/hwYJiJSj95v87i4OLRp0wZe\nXl7o3bs3PDw8MGDAgGpVrigK+vXrBz8/PyxbtgxA6RNJHR0dAQAajQYZGRlV1sHuICIi9ejtDpo5\ncyaOHj2Kfv364cSJEzhw4AD+/e9/V6vyxMREODk5ITMzE08//TQ6dOhQ4wBtbIArV2q8GxERVYPe\nJGBjYwONRoOioiKICHr16oU33nijWpU7OTkBAFq0aIGhQ4fi6NGjaNGiBa5fvw6NRoPMzEzdNhWJ\niorCsWPA1atAQkIIQkJCqndWRERGICEhAQkJCQ9Vh95nB/Xp0wc7duzA1KlTkZ2dDScnJxw8eBDH\njh2rsuL8/HwAgLW1NfLy8hAWFoa3334bu3fvhqenJ6ZOnYqPP/4YKSkpWLp0afnAfn8Gxrp1wK5d\nQEzMQ5wlEZERqM2zg/Qmgby8PFhaWqKoqAj/+c9/UFBQgJdeeknXr1+ZlJQUDB48GIqiID8/H8OH\nD8f7779fZoqoi4sLYmNjK5wieu9ktmwB1q0Dtm6t0XkRERkdVZLAwoULMXz4cLi5uT1UcDV172R2\n7QIWLgS+/bZOD09E1OjUJgnonR2Uk5OD/v37o0ePHli2bBmuXbtW6wBrg7ODiIjUU+31BE6dOoXY\n2Fhs2rQJ7u7u+O6779QN7PeMdvIk8PLLwKlTqh6OiKjRU6UlcI+TkxNcXFzg6OiIzMzMGgdXW2wJ\nEBGpR28S+PTTTxESEoK+ffvi+vXrWLVqVbWeG2QoTAJEROrRe59AWloaFi9ejICAgLqIpxwmASIi\n9dRojeG6dK9vq7gYaNIEKC4GHljgjIiI7qPqmEB9MTMDzM2BgoL6joSI6NFTaRIoaEDfuuwSIiJS\nR6VJoHv37gBKH/dc35gEiIjUUenAcG5uLtavX4+DBw9iy5YtZfqZFEXBkCFD6iRAgEmAiEgtlSaB\nVatWYcOGDbh9+za2b99errwuk4CtLReWISJSQ6VJoFevXujVqxeCgoIwbty4uoypHLYEiIjUofc+\ngZEjR2LevHn4/vvvAQC9e/fGlClTYGFhoXpw9zAJEBGpQ28SGDNmDJo0aYK33noLIoLPP/8cr7zy\nCtavX18X8QFgEiAiUoveJHDy5En8/PPPuvd9+/aFj4+PqkE9iEmAiEgdem8WMzExQWpqqu59amoq\nTEzq9h4zDgwTEalDb0tg3rx56NatG9q3bw8A+N///ofPPvus2gcoKSlBUFAQ3N3dsX37dqSkpGDE\niBHIzc2Fj48P1q1bB3Nz8yrrYEuAiEgden/Sh4WF4dKlS1iwYAE++ugjXLp0CWFhYdU+wJIlS+Dt\n7Q3l9wf/TJ48GdOnT0dycjJcXFywbNkyvXUwCRARqaNa/TrW1tbo2rUrunTpAisrq2pXnp6ejvj4\neIwbNw4igpKSEiQmJmLw4MEASu9G3rFjh956mASIiNShauf+m2++iQULFujGEDIyMqDRaHTlbm5u\nSE9P11sPxwSIiNShWhL4+uuv4eTkhMDAQN0jJ2r71Gq2BIiI1KF3YLi4uBhr165FWloaZs+ejfT0\ndPz222/o2rVrlfsdPHgQ27ZtQ3x8PAoKCpCdnY3p06fj+vXrum3S09Ph7u5eaR1RUVEAgLNngbS0\nEAAh1TknIiKjkJCQgISEhIeqQ++iMmPGjIGlpSX27t2Ls2fPIjs7GyEhITh+/Hi1D7J//3589NFH\n2L59O5599lmMHTsWgwcPxpQpU9C6dWu89dZb5QO7b3GE3buBefOAPXtqeHZEREZElUVlDh8+jE8/\n/VQ3IGxnZwetVlur4ABg6dKlmDdvHnx9fXHt2jW88cYbevdldxARkTr0dgeZmZmhpKRE9/7mzZso\nLi6u0UF69+6N3r17AwAef/xxHDp0qEb7c2CYiEgdelsCkyZNwnPPPYeMjAzMmjULwcHBmDZtWl3E\npsOWABGROqq10PypU6ewe/duAEC/fv3g7++vfmD39W1dvQr4+wPXrql+WCKiRqs2YwJ6k0BWVhaA\nP6Z3KooCS0tLWFtb1zLMagZ238nk5ACuruwSIiKqiipJwMPDA7/++iscHBwAlI4JODs7o3nz5li1\nahWCg4NrH3FVgd13MiUlgLk5UFwM1PGz64iIGg1VZgf1798f3377LW7cuIEbN25g9+7dGDRoEFat\nWoXXXnut1sHWhKkpYGkJ3LlTJ4cjIjIaepPAkSNH8NRTT+ne9+3bF4cPH0ZwcHCt7wCuDQ4OExEZ\nnt4pora2tvjoo48wbNgwiAg2b94MW1tbaLVamJnp3d1gmASIiAxPb0tg8+bNOHfuHMLCwjBw4ECc\nPXsWmzZtQnFxMWJjY+siRgBMAkREaqjWFNH68OAAx5/+BCxZAnTrVo9BERE1YLUZGNbbn3PlyhXM\nnTsX586dQ1FRke5Ae/furV2UtcSWABGR4entDgoPD4e/vz9+/fVXREVFoU2bNggKCqqL2MpgEiAi\nMjy9SeDmzZsYN24czM3N0bt3b3z22WfYv39/XcRWBpMAEZHh6e0OundnsKOjI+Lj4+Hi4oKrV6+q\nHtiD+BA5IiLD05sE3nvvPWRnZ2PRokWYNGkSCgoKsHjx4rqIrQy2BIiIDE9vEnBwcICdnR06d+6M\ngwcPAgB++OEH1QN7EJMAEZHh6R0TqGjRl0mTJqkSTFWYBIiIDK/SlsChQ4dw8OBBZGZmYtGiRbq5\np/n5+bh7967eigsKCtCzZ08UFxcjLy8PAwcOxMcff4yUlBSMGDECubm58PHxwbp162Bubq63Phsb\nICOjBmdGRER6VdoSKCwsRE5ODkpKSpCTk4Pc3Fzk5uaiSZMm2LJli96KLS0tceDAAZw4cQJnzpzB\noUOHsG/fPkyePBnTp09HcnIyXFxcsGzZsmoFyoFhIiLD03vHcGpqKjw8PB7qIPn5+ejduzfWrl2L\nkJAQZGZmAgCOHTuGv/3tb9hTwQryD9759vnnwFdfAV988VChEBE9slS5Yzg3NxejR49GWlqaboH5\n6t4xrNVq0blzZ1y8eBETJ06Eg4MDNBqNrtzNzQ3p6enVCpRjAkREhqc3CbzwwguYOnUqJk6cCFNT\nUwClSaA6TExMcPLkSdy+fRuhoaEICAioUXBRUVG6PzdtGoK8vJAa7U9E9ChLSEhAQkLCQ9Whtzuo\na9euOHLkyEMdBADmzJkDRVGwZMkSXXfQ0aNHMWPGjGp1Bx0+DLzxBmCAUIiIHkmqrCwWFhaG6Oho\nXLlyBVlZWbqXPjdu3EBOTg4A4M6dO9i9ezcCAgLQrVs3fPnllwCAmJgYhIWFVStQdgcRERletdYY\nrqj7JyUlpcqKk5OTMWrUKIgICgoKMGLECMyaNavaU0QfzGgpKUCfPkBqajXPjIjIyKiy0Hx9efBk\nMjIAHx+nTlL9AAAXZklEQVTg954kIiJ6gCrdQTk5OXjvvfcwZswYAMDFixexffv22kX4ENgdRERk\neHqTQEREBJo2bYrDhw8DKJ3W+fe//131wB5kZQUUFAAlJXV+aCKiR5beJHDp0iVMnz4dFhYWAErv\nBDYx0bubwZmYANbWQH5+nR+aiOiRpffb3MLCAnfu3NG9//XXX1UNqCrsEiIiMiy9N4tFRkaib9++\nSE9Px6hRo7Bv3z6sXLmyLmIrh0mAiMiwqjU76Nq1a/j+++8BAD179oSzs7P6gVUwyu3rC8TEAP7+\nqh+eiKjRUWV20ObNm2FlZYWhQ4di6NChsLKywtatW2sd5MOwtWVLgIjIkPQmgffffx92dna693Z2\ndpg9e7aqQVWG3UFERIalNwkUFxeX+6ywsFCVYPRhEiAiMiy9ScDX1xfTpk3DxYsXceHCBUybNg2+\nvr51EVs5TAJERIalNwmsWrUKhYWFeO655zB48GAUFxfjs88+q4vYyuHqYkREhlXlFNGSkhI899xz\n+O677+oqniqxJUBEZFhVtgRMTU1hZmameyR0fWMSICIyLL03izVp0gTe3t7o168fbGxsAJTORV26\ndKnqwT3Ixga4fbvOD0tE9MjSmwSGDBmCIUOG6NYUEJFqLy9paDY2wOXL9XJoIqJHkt4kMHr0aOTk\n5ODXX3+Fj49PXcRUKd4sRkRkWHpnB8XFxSEwMBADBw4EAJw+fVr356qkpaWhV69e8PX1Rfv27TF/\n/nwAQFZWFvr16wc/Pz+Ehobi1q1b1Q6WYwJERIalNwlERUXh2LFjcHBwAAB06tQJaWlpeiu2sLDA\np59+iuTkZPz0009YtWoVTp06hcjISAwcOBBJSUkYMGAAIiMjqx0skwARkWHpTQJmZmawt7cv81lF\ndxE/yNnZGZ06dQIA2Nraws/PD5cvX0Z8fDxGjhwJoHTBmh07dlQ7WCYBIiLD0psEvL29sX79ehQX\nFyMlJQXTpk1Dly5danSQ1NRUHD16FD169EBmZiYcHR0BABqNBhkZGdWuhzeLEREZlt6B4VWrVmHm\nzJkQETz77LMIDQ3F8uXLq32A3NxcDB06FEuWLCnzILrqiIqK0v05JCQETk4hbAkQEf0uISEBCQkJ\nD1VHpesJ5OTk4JNPPsGlS5fg4+ODiRMn6paYrK6ioiI888wzePrpp/Hmm28CADw9PXH48GFoNBpk\nZmYiODgYFy5cKB9YBc/F/uUXoGdPoB4XNyMiarAMup5AREQETp8+jc6dO2Pfvn2YPHlyjSoWEYwd\nOxbe3t66BAAAYWFhiImJAQDExMQgLCys2nVyTICIyLAqbQl06NABZ8+eBVA6EBwQEIDTp09Xu+If\nfvgBvXr1gp+fn+7msg8//BBdu3ZFeHg4rl27BhcXF8TGxpYbeAYqzmh37gD29sDdu9UOg4jIaNSm\nJVDpmICVldUfG5mZwdzcvEYV9+jRA1qttsKy3bt316iueywtgeLi0peZ3tEMIiLSp9KWgKmpKayt\nrXXv79y5o0sMiqIgOztb3cAqyWh2dkBaGtCsmaqHJyJqdAzaEigpKXnogNRwb1yASYCI6OHpvU+g\noeHgMBGR4TS6JMAbxoiIDKfRJQG2BIiIDIdJgIjIiDEJEBEZsUaZBDgmQERkGI0uCXB1MSIiw2l0\nSYDdQUREhsMkQERkxJgEiIiMWKNMAhwYJiIyjEaXBDgwTERkOI0uCbA7iIjIcJgEiIiMmKpJYMyY\nMXB2doavr6/us6ysLPTr1w9+fn4IDQ3FrVu3alQnxwSIiAxH1STwyiuvYOfOnWU+i4yMxMCBA5GU\nlIQBAwYgMjKyRnVyTICIyHBUTQI9e/aEg4NDmc/i4+MxcuRIAKWL2e/YsaNGdbI7iIjIcOp8TCAz\nMxOOjo4AAI1Gg4yMjBrtzyRARGQ4DXq59qioKN2fQ0JCEBISwiRARPS7hIQEJCQkPFQdlS40byip\nqal49tlnkZycDADw9PTE4cOHodFokJmZieDgYFy4cKF8YJUsmHz3bum4QFGRmlETETU+tVlovs67\ng8LCwhATEwMAiImJQVhYWI32t7Ao/W9hoaEjIyIyPqq2BF588UXs378f169fh7OzM95//30899xz\nCA8Px7Vr1+Di4oLY2FjY29uXD6yKjGZvD6SkAA+MORMRGbXatARU7w6qrapOxs0NOHwYcHev46CI\niBqwRtEdZAi8YYyIyDAaZRLgDWNERIbRKJMAp4kSERkGkwARkRFjEiAiMmKNNglwYJiI6OE10iQg\n2LDhbzWeCkVERGU1yiRw+fJmHDjwKbZs2VLfoRARNWqNKgmsWLECPj4+OHTo/3D3bg7eeWcGfHx8\nsGLFivoOjYioUWpUSWD8+PGIioqClVUBAOCXXwrQtu1svPji+HqOjIiocWpUSUBRFCiKglu3bsHb\n2xs2NreQna3A21vB+vUAhwiIiGqmUSUBADh//jzWrFmD06dPY+3aNQgNPY/YWGDRIqB3b+DUKUBE\n8Le/ceCYiEifRvkAuYqUlACrVgGzZgGBgZvw449jsHbtGrzwwgsVbi8imDFjBj788EMoimKosImI\n6o3RPECuIqamALACDg4+SEz8P+Tm5mDkyBlo0cIHU6asQHZ22e03b96MTz/lDCMiMm6PTEsAKP11\nv2nTJrz99ttIS0uDRtMKPXoswo0bL+D4cQVt2wLNmq3AxYtLYWFRhJSU8/Dy8oK5uTkmT56M1157\nTaWzISJSX6NqCezcuRO+vr7w9vbGvHnzDFLngwPHd+/eQkSEggMHFGRlAStWAIMGjYebWxR++aV0\nhtGVKwUYNGg2IiLKzjDSN67AcQciehTUSxK4e/cuJk6ciJ07dyIpKQmbNm3CiRMnDFL3/QPHa9as\nwfnz5wGULkv5pz8Bb7+tYNo0BTY2t9CmjTcKC29h2zYFLi4K+vcHPv4Y+O9/gU2bqu4u2rx5M5Yu\nXVpld5IhEsnD1iEiGDFihOrHMMR5PApxGuIYhvKwC5DXFcZZz6Qe7N+/XwYOHKh7v2DBApkzZ06Z\nbdQMbe7cubJp0ybRarWyadMm+fDDD+X2bZGtW0V69IgWMzNvMTPzEgDSrJmXaDTeMnRotKxZIzJx\nYrR4eHhL69al5Z6eXtK+vbcsWRItBQUixcV/HCcuLk6aNm0qmzZtqjAOfeWGqCMuLk4sLCxUP4Yh\nzuNRiNMQx9BqtTJ9+nTRarWV1qFvG61WK3/+85+rLDfEMR6m3BBx1sV5NKY4a/O9WS9JYP369TJh\nwgTd+88//1xee+21MtvUU34SrVYrGzfGiotLKwEgDg6tJDw8TqZM0cqoUSIDB2qlXbtYMTMrLVeU\nVmJlFSdWVlqxsBBRFBEgWgBvAUoThYmJl5iZeYujY7S0by/SsmW0WFp6i6VlabmVlZdYW3tLhw7R\n0q+fSGioiI9PtNjaeouNTek2trZe0qyZt/TsGS1Tpoj07x8tGo23ODqWlms0XuLs7C3DhkXLv/4l\nMnx4tLi6eouTU2m5s7OXtGzpLa+8Ei2ffy6ycaPI+PHR4u7uLS1blm7TsqWXtGrlLW+8ES07d4pM\nmRItrVt7i5tbabm7u5e0bu0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"text": "" } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": "Here we see that there is a very different distribution in the SST field. We can put the two timeseries on the same plot for easier comparison:" }, { "cell_type": "code", "collapsed": false, "input": "plot(flipud(percent_sst[259:]),label='SST')\nplot(flipud(percent_sst[259:]), 'k*')\nplot(flipud(percent_ssh[259:]),label='SSH')\nplot(flipud(percent_ssh[259:]), 'k*')\nlegend()\ntitle('The first 40 EOFs SST and SSH')\nxlabel('EOF number')\nylabel('Percentage of variance (%)')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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IIcpJQEAAubm5DB48mC1btpCUlGRYFxISwsyZM1m4cCEnTpxAr9dXYqR/kyQghLjvaDT3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\nn5/X/MztjNukJqRi726PjY0N7Z5rR2i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"text": "" } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": "In the above plot we see that the percentage of the variance the different EOFs can account for is very different! Thus, looking at the data in this way we have a firmer grasp of how the variability is actually distributet across the data.\n" }, { "cell_type": "markdown", "metadata": {}, "source": "For further comparison, it is also possible to project the SST EOFs back using the SSH S and V matrixes. This gives a more quantitative was of camparing the datasets." }, { "cell_type": "code", "collapsed": false, "input": "", "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": "Illustrating the skill of the Sparse methods and Illustrating the Reconstruction" }, { "cell_type": "markdown", "metadata": {}, "source": "Due to the numerics involved, the EOF calculations with the singular value decomposition can be hugely memory intensive, and thus take a vary long time to compute. This can be hugely problematic if larger datasets need to be handled. \n\nTo illustrate, the \"gesdd\" function the LAPACK library implements uses a workspace O(N^2), assuming M=N for simplicity. However, in this practical we have employed the sparse methods from the ARPACK library. This may seem curious, since we have illustrated that our ssh timeseries is most definitely not sparse. The covariance matrix does looks quite different however, and below we illustrate the reconstruction of our ssh field and it's fit to the original. This is motivated in part by the workspace of ARPACK scaling O(ncv), where ncv are the number of basisvectors used for the Eigenvalue Algorithm. The image below illustrates the substantial difference in memory usage here.\n\n(Thanks to Ian Bush, Edward Smyth (NAG) and Peter Challenor (NOCS). Image from: http://fa.bianp.net/blog/2012/singular-value-decomposition-in-scipy/)\n" }, { "cell_type": "code", "collapsed": false, "input": "Image(filename='/noc/users/mjsp106/svd_memory.png')\n", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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WrBnHjh2zeff98uXLFCpUyOb7rVYr0dHR5MuXL/XY7NmzCQ0N5d///jfvv/++\nzfX79u2z2WHrfjk7OzNo0CAGDRrEpUuX2LJlC99++y2LFy9m9+7dHDt2jNy5c6cGmGXLltGuXbsH\nfhx7uXXrFqNGjaJUqVLs2bMnTVDYs2cPe/fu/cv7pPy9p7dm58+O34uPj0/qjlmHDh1i/fr1zJw5\nk1GjRnHjxg3+9a9/pV7brVs3PvzwQ+bNm8ebb77J7t27OXjwIO3bt7cJFSmvyeXLl9N9zHsdf5Ba\nRERymshI+M9/4NIlM/WqalVo3FgdznMSvdR36Nu3L//9738BM/Vk3LhxvP3228Dtd6fTe8fTy8sL\nq9XKlStXKFq0KFFRUalbb96tYMGCqfdKz8CBA9O8I9ylSxe6dOny0M8ru8uXLx9t2rShTZs2JCcn\nM2fOHDZu3Ejnzp0BEzQ2btzICy+8YPN9O3bsIDY21mY9x7FjxwBo3759msdJb8ejB+Xt7c3zzz/P\n888/z6VLl9iwYQN79uyhfv36qVO4Nm/enKkDyIULF7h69Spt27ZNEz5u3rzJ1q1b72vnqpRRqi1b\ntqR7fvPmzQ9dY+XKlalcuTLt27endOnSLFu2zOaX/tKlS9OsWTM2bNjAsWPHUsPCnYvPAfLmzYuv\nry/Hjx/n7NmzFC9e3Ob8xo0b/3YtIiI5zerVsGYNBAaa4BEYCBmwt8rfFhQUZLP5CDz4m2OSPg10\n3WHYsGHs3LmTX375hbfeeoshQ4akOxc/I02dOpVly5bZfCh8pHWvMJDyH8Pd06FGjBhh859GfHw8\n7733HoDNVLmUXzDXr19v8/2HDx9OnT71IFJ+Ib9bcnIy169fx2KxpNb63HPP4evry8yZM9M8foq9\ne/cSHx+f+nVcXBxHjhwhPDz8gWt7WF5eXri6uhIcHGzTVd1qtfLuu+9y8eLF+7pPqVKlaNasGQcO\nHGD27Nk2537++efUqUt3O3fuHEeOHOHatWupxw4dOsT58+fTXHuvfw9A6lqPL7/8kqCgIAoXLpxu\n8OvVqxfJycn84x//sNlI4NSpU0ycODHN9Q9Ti4hIThEZCf/6F+TLB927m14fmXVvji5duqT5nWzq\n1KmOLitb0AjIHUqVKpXaKbp58+Y4OTkxduxY+vTpkzp9J70pF5cvX8ZisaS+G1yoUCESEhKIj4/H\nzc0tzbXpLfaVB/P888+TN29emjVrRqlSpUhKSuLXX39N3b72iSeesLm+YsWKVKlShY4dO+Ls7MyP\nP/5ISEj2mCo7AAAgAElEQVQI7dq1s9kBq2fPnkydOpX+/fuzYcMGfH19CQ0N5YcffqBt27Z8//33\nD1RnbGwsTZo0oVy5cjRu3JgSJUoQFxfH2rVrOXDgAM8880xqfw1nZ2d++OEHnnzySVq1akWzZs3w\n9/fHxcWFyMhItm/fztGjRzl37lzqv6vg4GBatGhBYGDgfY/QpLcb14Nwc3PjjTfe4NNPP6VmzZo8\n88wzWCwW1qxZw7lz52jatOl9j17MnDmTRo0a8cYbb7Bs2TKqVatGSEgIP/zwA08//TQrV65Ms3B7\n8ODBzJ8/n7lz56aOWPz8888MGjSIxo0bU716dfLly0dkZCQ//PADuXLlYtCgQWke+4UXXqB///5M\nnTqVxMRE3nnnnXTXZrz33nssXbqU//u//+Po0aO0bt2a6OhoFi9eTNOmTdP0kXmYWkREcopPPoHj\nx+H99+Gpp+AeywAlm1MA+RP+/v4kJydz+vRp/P39cXd3Z9++fWmu279/P35+fqk9EVLWiezbt8+m\nT8C5c+eIioqiatWq9nkC2di4ceNYvXo1mzZt4ty5czg7O+Pr68uIESP44IMPbHqtWCwWFi1axJgx\nY/jmm2+IjIykZMmSjB49msGDB9vct0yZMmzcuJHBgwezYsUKrFYrlSpVYurUqbRu3TrdAGKxWO45\n5ShPnjyMGzeODRs2sGrVKi5duoSbmxsVK1Zk0qRJvPPOOzbXV6tWjb179zJlyhRWrFjBzJkzuXXr\nFsWKFaN27dp88MEHNmtZUh73fqY8/VWtf/Y9d/vkk0/w9vZm7ty5TJ8+HW9vb1q1asWoUaMYM2bM\nPadV3a1SpUps27aNoUOHsn79etavX0+NGjVYvHgxERERrFy5Ms2IQcpzuLOuJ598kpCQELZu3cpX\nX31FbGwsXl5eNGnShPfeey/d3ao8PDx44YUXmDdvHhaLJc30qxSurq6sW7eOUaNGsWjRIqZPn46P\njw8jRoygffv2aQLIw9QiIpITHDwIn38O9evDO++oy3mOZpV76tOnj9XZ2dl66dIlq9VqtXbu3Nla\ntGhRa0xMTOo1YWFhVldXV+uQIUNSj12+fNnq7u5u7du3r839xo8fb3VycrIePnw4zWPt2rXLClh3\n7dr1pzXd73ViBAYGWp2cnBxdhjyEnj17Wi0Wi/XYsWOOLsWu9DMuIpldbKzV+ttvVuvGjVbr9u1W\n6+7dVuuBA1br0aNWa0iI1RoRYbWeP2+1Xr5stcbEWK0JCVZrcrLVGhhotXp6Wq3BwY5+Bg9P/0c/\nGhoBwXRjLlCgAAEBAXh5eREVFcUPP/zA/Pnzbd5xHj16NHXr1qVdu3YMHjw4tRFhkSJFUtcTgFlo\nPnz4cEaMGJG6TemOHTsYPXo0r7/+euqUG5Gczmq1EhUVlaax4bZt2wgKCqJq1ar4+fk5qDoREbnb\n5cuwebOZRuXqCnft0g6AxWJ2tHJ2Ng0HDx+GHTvg99/hgw/gjskhkkMpgGCmWn355Zd8/vnnXLt2\njXz58lGzZk0WLFhg0xOgQoUKbNy4kX/+85+pawlatmzJpEmT0mzxOnToUPLmzcvMmTOZNGkSxYsX\nZ8iQIalNDcV+rH9zzYNknISEBEqWLEnLli2pUqUKzs7OHDhwgFWrVuHq6spnn33m6BJFROR/QkNh\nyxa4eBF8fcHFJf3rbt6EfftMUPn9d4iNhZIl4c03Yfx4u5YsmZQCCGaXm169et3XtbVr12bt2rX3\nde3bb7+duo2vOMbDrHkQ+3F1daVXr15s3ryZTZs2kZCQQJEiRejYsSNDhw5N00tHRETsLznZBIpt\n28zn5cqZUY47Wa1mVGTTJvj1V7hyBYoWhQYNoE0beOkleOwxx9QvmY8CiGRrj6J3h2QcJycnjXKI\niGRi8fGwfTv88YfZsequGbOEh5vQsWULnD1rrmnSBGrWNFvtVq8ODRtm3q12xTEUQEREREQkjStX\nzDSqY8egVCnw9DTHk5Nh5UpYtw5CQszxBg2gXz+oXNkEEYCAAKhRQx3OJS39kxARERERG6dPm/Bx\n/rzteo/4eNPLY/t2M7Lx0kvg72/O37wJp06ZqVeNG0OZMg59CpKJKYCIiIiICGBGNw4cgN9+g8RE\ns94jpR/sxYvw8cemm/nQoaafR4pr18zIR8WK0KgR/K83s0i6FEBEREREhIQECA6GXbsgf37bRePH\njpnw4ewM//637ehGZKT53oYNoU4dsz2vyJ9RABERERHJ4aKjzULyI0fMlrl3LhrfvBmmT4eyZc3I\nR4EC5nhiIoSFma+bNwc/v7S7Y4mkRwEkizp8+LCjSxCRDKCfbRGxt3Pn4JdfzJ93rvdIToZvvzUf\nzZrBW2/dHt24fh0iIsz1TZpA4cIOK1+yIAWQLCZv3rwAvPLKKw6uREQyUsrPuohIRkpKMgvKz5+3\nXe+RkABTp8LWrdCtG3TseHt0IyrK7JBVt65ZB+Lu7rj6JWtSAMli/Pz8OHbsGDExMY4uRUQySN68\nefHz83N0GSKSA5w6ZTqcly59O3xERZn1HuHhMGSI2WI3RWSk2e0qMND0+kj5HpEHoQCSBekXExER\nEfm7bt2CvXshVy7IndscO37chA8nJ5gwwUyxAtPpPCzMXNe6NVSo4Li6JetTABERERHJgU6eNP0+\nSpc2X//6q5l2VaYMDBt2eyvdpCQzUuLtbdaClCrlqIolu1AAEREREclhbt6EPXvMiIaLCwQFmY/A\nQHj77duLzVOaC5YpY8KHt7cjq5bsQgFEREREJIc5ccLsYuXjA19+CcuWwSuvQKdOtxebx8aaEZLK\nlaFpU9DeGPKoKICIiIiI5CDx8Wb0w9MTDh404aN3b3j22dvXREfDhQvg7286m6esERF5FLR3gYiI\niEgOcuyY2c0qb17TYLBGDWjX7vb5Cxfg8mVo3NhMyVL4kEdNIyAiIiIiOURsrNn5Kl8+mDPHfP3O\nO7e30w0PN1OwnnjCTL1SZ3PJCAogIiIiIjnEkSOm4/nly7B+PQwYYLqYJyWZfiD585vF5j4+jq5U\nsjMFEBEREZEcICbGjH64uMDnn0O9etCiBSQmmp2uSpSA5s2hWDFHVyrZnQKIiIiISA5w+DBcvAhL\nl0JyMvTvb5oRnjwJfn5m5KNAAUdXKTmBFqGLiIiIZHPR0bBvH4SEwLZt0Lcv5Mljvi5f3qz5UPgQ\ne1EAEREREcnmDh6EsDD45hto0gQCAkz4KFcOWrY0YUTEXhRARERERLKxqCg4cMD0+3BxMT0/Tp6E\nsmUVPsQxFEBEREREsrGDB+GXX8wUrH79zDoQHx8z7UrdzcURFEBEREREsqkLF2DLFli+3ASOggXh\n8cfN5/nyObo6yakUQERERESyqb17Ye5cM9LRrBmUKmXCR/78jq5McjIFEBEREZFsKDIS/vMfs96j\nQwez4Fy7XUlmoAAiIiIiks1YrbByJfz4o9n1qlkzaNUKvLwcXZmIAoiIiIhIthMaCmPHmqlWvXqZ\nkQ+FD8ksFEBEREREspHkZBg5Ek6fhrfegrZtwdvb0VWJ3KYAIiIiIpKNrFoFCxea4NGvHxQu7OiK\nRGw5O7oAEREREUlffLz5SE426zru/Ejv2KVL0L8/FC8OM2dCkSKOfgYiaSmAiIiIiGRCYWHw669w\n7VraoAG3P09KgqNHITjYdDx3dobvvoPSpR1bv8i9KICIiIiIZCJJSaZ/x/btZpSjcGGwWNJ+nDsH\nGzaYj6goKFoUuneHDz6AChUc/SxE7k0BRERERCSTuHEDfvsN9u83u1YVKmR7PiEBtm6FdevMNR4e\n4O8P9eqZXh916oCrq2NqF7lfCiAiIiIimcC5c7B5s5l6Vbq0CRdgplkdO2ZCx+bNEBcH1arBO+9A\nsWJQogQ0bgy+vo6tX+R+KYCIiIiIOJDVCocPm5GNGzfAzw9y5TLHV62Cn36C8HCzle6zz0LLluDu\nbgJLhQrQqJF6fEjWogAiIiIi4iDx8bBjB+zeDZ6et0cxYmNh2jTYts2MbvTuDdWrg5MTnDkDV65A\nw4aaciVZkwKIiIiIiANERcGWLXD8ODz2GOTNa45HRMD48WZL3WHDoH59c/zmTTh50oyENGoE5co5\nrnaRv0MBRERERMTOTp40W+xGRZlRDxcXc/z332HKFDOlavJkKFnSHL96VVOuJPtQABERERGxk8RE\nM93q999Nv45y5cyWusnJsGgRBAVBQAAMHGgWoVutZsrVrVuaciXZhwKIiIiIiB1cv26mXB08aHp2\nFChgjt+4AZ98YtaCdO0KnTqZtR6JiXDqlKZcSfajACIiIiKSwazW253KfXwgd25zPCICPv4YoqNh\n+HCoW9ccj42F06fNjlhNm2rKlWQvCiAiIiIiGSw8HA4dMms6UsLH9u1m5MPb26z3KFHCHL9yxSxA\n9/eHBg3Mlrsi2YkCiIiIiEgGunXLrPtIToY8ecyfQUFmzUfDhqahYErTwTNnzNSrpk2hVi3TD0Qk\nu1EAEREREclAJ05ASIjpbn79utnlatcuePVVeOEFswg9Kcl0QM+TxzQa9PNzdNUiGUcBRERERCSD\nxMWZ0Q93d7h4ET76CK5dgw8/NFOsABISIDQUSpWCwEAoVsyhJYtkOAUQERERkQxy6JCZVlWyJLz3\nntl6d8oUKF7cnI+JgchIqFTJTLtKaUYokp0pgIiIiIhkgMuX4Y8/oFAhmDXL7HT1ySe3w8fFi6bB\nYP365kP9PSSnUAARERERyQB795qAceYMbNgA775rdrqyWs2uWE5OZr1H1armc5GcQgFERERE5BE7\nc8ZMv7JY4PPPoUULaNbM7IiV0lywaVMoU8bRlYrYnwKIiIiIyCOUlGQWnsfFwRdfmCaCffqYr0+f\nhrJlTfjw9nZ0pSKOoQAiIiIi8gidPGm23t20yWytO3Hi7WlXNWpAo0a3+36I5EQKICIiIiKPSHy8\nGf04fhxWrIDevc2i8/Bw01iwSRMtNhdRABERERF5RA4dgoMH4ZtvoE4ds/YjIsL0/GjcGFxcHF2h\niOMpgIiIiIg8AtHRpsP5d9+Zfh+9e5seH3XqmGlXzvqtSwQAbfomIiIi8gjs2wc//ABHj0LfvnD9\nOtSrp/Ahcjf9OIiIiIj8TZGRsGwZ/PwzPPssFCxomgs2aAC5cjm6OpHMRQFERERE5G9IToYtW2DO\nHPD1NSMeAQHmQ+FDJC0FEBEREZG/4eRJGD8eEhKgc2ez2Lx+fXU3F7kX/WiIiIiIPKSEBNPnY+9e\n6NQJ2rVT+BD5KxoBEREREXlIP/0Ec+ea6Vb9+pkdrxQ+RP6cAoiIiIjIQzh/Ht55B7y9YdIkqFsX\nLBZHVyWS+SmAiIiIiDygxETo0QMuXICvv4aGDRU+RO6XAoiIiIgIZjerhATzER9/+/OUr69fh0uX\n4JdfYP16OH4c3n4bXnxR4UPkQSiAAGvXrmXOnDkEBwcTERGBp6cnAQEBDB8+nEaNGqVe16NHD+bP\nn5/m+ytWrMihQ4dsjiUmJjJu3Djmzp3LuXPn8PHxoX///rz11lsZ/nxERETk/l27BsHBppdHYuLt\nj1u3zHmr1ZzbscN8xMdDlSrwr3/BoEEKHyIPSgEEmDVrFhcvXmTQoEFUqVKFq1evMnnyZJo3b86a\nNWto3rx56rXu7u5s2LDB5vvd3d3T3LNfv34sWLCAsWPHUrduXVavXs2AAQOIiYlhyJAhGf6cRERE\n5K+dPg1bt8KZM+DlBW5ukDcvuLiYELJ1K6xZA8eOQf78psdH167QoYP5WkQenAII8Omnn1KkSBGb\nY61bt6ZcuXKMGzfOJoDkypWLevXq/en9Dh48yJw5cxg3bhzvvfceAE2bNiUqKoqxY8fy5ptvUrBg\nwUf/REREROS+JCWZrXODg81IR7lyt5sGnjhhOppv2mRGO2rWhJ49oV490+OjUiU1GBT5OxRAIE34\nAMidOzcVKlQgIiLC5rjVak3903KPMdelS5ditVrp2bOnzfGePXsya9YsVq9eTZcuXR5R9SIiIvIg\nYmJg2zbYvx8KFTIfsbGwebMZ7Th50hx77jmzra7VCuXLQ4MGULiwo6sXyfoUQO7h6tWr7Ny5kyee\neMLmeFxcHEWLFuXSpUuUKFGC9u3bM2bMGJsRjQMHDlCkSJE0waZatWqAGSERERER+wsPh19/NVOu\nSpcGd3c4cMCs54iJMYHj5ZehRg2IiABXV/D3N6Mgrq6Orl4ke1AAuYf+/fsTFxfHsGHDUo/5+/tT\nr149qlevjsViYePGjUyYMIFffvmFHTt24OnpCUBUVBReXl5p7unp6YmrqytRUVF2ex4iIiJiplzt\n22emXCUmmilXTk6wbBnMmQNVq8KAAWaEIyYGQkLg8cfN9rolSzq6epHsRQEkHSNGjGDhwoV8+umn\n1KpVK/X422+/bXNdo0aNqFWrFu3atWP27NkMGDDgbz/2wIEDKVCggM2xLl26aMqWiIjIQ4qJge3b\nzZSrggXhscfM1rqffmrWebRvD927m92swsNNWAkIMKMh6ewzIzlEUFAQQUFBNseio6MdVE32ogBy\nl9GjR/Pxxx8zbtw4+vXr95fXP/300xQsWJDg4ODUY4UKFWLv3r1prr1x4wY3b96kUKFC97zf1KlT\nqV279sMVLyIiIjYiIsyUq/BwM6Lh7m46mI8fb869/z40bWrWgISHQ7FiZq1H2bLaXjenS+8N4N27\nd+Pv7++girIPJ0cXkJmMHj069WPw4MH3/X0pC9NTVKtWjYsXL3L+/Hmb4/v37wegatWqf79YERER\nuaekJPjjD1ixAi5eBD8/Ez727IF33zWBY9IkEz4uXzZhpEYNePZZ8PVV+BDJSAog//PRRx8xevRo\nhg8fzogRI+77+5YvX050dDQNGjRIPda+fXssFgvz5s2zufarr77Cw8ODp5566pHVLSIiIrZu3DCd\nyjdsgNy5oUwZs97j++9h1CgTRiZPNscjI00jwsBAaNEC8uVzcPEiOYCmYAGTJ09m5MiRPPXUU7Rt\n25bt27fbnA8ICCAsLIzXX3+dTp064efnh9VqZfPmzUycOJGqVavSu3fv1OsrV67Ma6+9xsiRI8mV\nKxd16tTh559/ZtasWXz88cdp1niIiIjIo2G1wu+/m5GOlClXcXEwfbppKtipk9nlymIxC809PeHJ\nJ802uyJiHwogwIoVK7BYLKxevZrVq1fbnLNYLCQlJZEvXz48PDz4+OOPOXv2LBaLhTJlyvD2228z\ndOjQNN3QP/vsMx577DFmzJjBuXPn8PHxYfr06fTv39+eT01ERCRHCQsz2+qWLGnCR2QkjBtnpmEN\nHmx2tUpMhFOnoEQJM/JRooSjqxbJWRRAgA0bNvzlNQULFmTp0qX3fU9nZ2dGjhzJyJEj/05pIiIi\ncp8SEmDnTvN5njywYwdMmQL588PEiabvR2wsnD4NFSqY9R+alCBifwogIiIiki0cOAChoeDjA99+\nC0FBULcu/OMfZqpVdDRcuAC1a0OjRuDm5uiKRXImBRARERHJ8i5ehN27oVAhmDsXfvrJrPV48UWz\nAP3sWTNC0qSJ6WyeK5ejKxbJuRRAREREJEtLToZdu8xuVhERJnz07Qtt2phzp06Z9SCtWkHFio6u\nVkQUQERERCRLO3ECjhwxvT8++wxatoSnnrq92LxYMWjWzHRAFxHHUwARERGRLOvGDbPYPCkJpk41\nu1+9+abZevf0adPzIzAQChZ0dKUikkIBRERERLKsPXvMtKvvvzdTsEaPhvh4OH8eatUyi83v2ilf\nRBxMAURERESypMhI2LfPbL27YweMGGE6n1+8aPp91K0LzvpNRyTT0Y+liIiIZDm3bpngsX8//PCD\n2e3KxweuXDH9PWrXNt3ORSTzUQARERGRLOfIETPq8c03UKOGWXh+/bpZ71GjhsKHSGamACIiIiJZ\nytWrsG2bCR+5c0PXrmbHqxYtoEoVR1cnIn/FydEFiIiIiNwvq9U0HJw7F8LDoWdP0+W8VSuFD5Gs\nQiMgIiIikmWEhcGcOWYE5KWXoFw5M/2qbFlHVyYi90sBRERERLKEhAT47jtYtAjq1TOjHk88AaVL\nO7oyEXkQCiAiIiKSJWzbBhMmQOHC8Prr8OST6m4ukhVpDYiIiIhkehcuwIABpvP5++9Du3YKHyJZ\nlQKIiIiIZGrJySZ07NsHb78N3bpBsWKOrkpEHpamYImIiEimNmcOLFgAzz8PQ4ZAwYKOrkhE/g4F\nEBEREckUkpLMFKvYWPPnmTPw7bfw9ddQrRrMnq3wIZIdKICIiIiI3SQlQUyMbdC4ehUuX4Zr18zX\ne/eaBeeHDpm+H3XrwsKF4OXl6OpF5FFQABERERG7OHcOfvvNLCiPjzdhBCBXLrhyBXbsMMEjOhqK\nF4cuXaB/f7PlrpNWrYpkGwogIiIikqFu3YL9+03AiI01C8jd3CAuDrZsgV9+gWPHIE8eqFULGjUy\nu1zVrGm6nItI9qIAIiIiIhnm8mUzqnHkiFm/UaaM2c3ql19g+3YTTmrXhj59wMcHKlY0U65KlHB0\n5SKSURRARERE5JFLTjajGtu2mRDy+ONw+jSMHAkREVCypJliVa+eGQkpVAjq1DEBxFm/nYhka/oR\nFxERkUfq+nUIDjbTrtzdoWxZ+O47s6NV2bLw73+Dr6/Z5SopyUy78veH/PkdXbmI2IMCiIiIiDwy\np06ZUY/ISDPKcfUqDB4MJ05Ap07QubNZZB4SYkZF6tY1f1osjq5cROxFAURERET+tvh42L0bdu0y\nYcLX16zzmD3bbJ87YYJZ43HqlFls3rw5VK0KuXM7unIRsTcFEBEREflbzp41ox4nT5rtc61WGD/e\n7Hr15JPQq5fZ/SosDCpUgPr1oXBhR1ctIo6iACIiIiIP5dYts6PVjh1mBMTX14yCfPqpOT98uNnh\nKizMrAVp3tx0NHdxcWzdIuJYCiAiIiLyUHbtgl9/NVOsChSAL76AtWvNzlZvvWWmYp04YRaeN2ig\nrXVFxFAAERERkQcWEWECSOHCpsP5J5+YxeVvvQUtWpgdrsA0Faxd2zQeFBEBBRARERF5QHFxpolg\nfDxs2mS22C1fHkaPhnz5zKhHyZJm1KNMGUdXKyKZjQKIiIiIPJDdu802usuWmSDy8svQoQNcuADn\nz5ueHvXqmd2uRETuluUCSFRUFCtXrmTnzp1ERkYCUKJECerUqUObNm3w9vZ2cIUiIiLZV2go/PEH\n7NwJW7eaHh+1a5tA4u0NzZqZ0RD19RCRe8kyAWT//v18/PHHLFmyhMTERFxdXfH29sZqtRIVFcWM\nGTNwdnbmueeeY/jw4dSoUcPRJYuIiGQrN26YEY/9+820q5degnLlIDwcKleGgAAoWNDRVYpIZufk\n6ALuR9++falVqxYRERFMnTqVw4cPExcXR0REBGfOnCEuLo7Dhw8zbdo0zp8/j7+/P3379nV02SIi\nItmG1WoWne/cCV9/baZYBQRAUhI88QS0bq3wISL3J0uMgJw4cYLt27dTp06ddM9bLBYqVKhAhQoV\n6Nu3L7t27WLYsGF2rlJERCT7CgmB336Db74xO1916AD580OrVvDYY46uTkSykiwRQNauXftA1/v7\n+7N69eoMqkZERCRniYkx4WP+fLh+HQYOhKJFzciHwoeIPKgsMQVLREREHCM5GX7/Hb78Eo4ehW7d\nzLoPjXyIyMPKEiMgf2bFihUcOHCAEiVK0KFDB/Jozz8REZFH5vhx+Oor0++jfXuoX9+ED3U1F5GH\nlSVGQJKTk3n//fd57LHHKFWqFEOGDCE5OZn27dvz7LPPMnToUHr06EH16tU5d+6co8sVERHJFqKj\nISgIFi2CunXhuefMYnOFDxH5O7JEAPnXv/7FlClTqFy5MnXq1OGTTz6he/furF+/nk8++YQ1a9Yw\nadIkLly4wMiRIx1droiISJaXlASrV8PUqVC8OLzxBjz5pPlcROTvyBJTsL7++msGDhzIlClTAPjm\nm2/o1q0bkydPZsCAAQC0atWKW7du8dlnnzmyVBERkWxh/34YMsSsAXn3XWjbVuFDRB6NLDECEhIS\nwjPPPJP6dcrnDRo0sLkuICCAM2fO2LU2ERGR7ObSJXjnHdNgcOBA6NxZ4UNEHp0sEUBu3ryJp6dn\n6tceHh4AuLq62lzn6upKUlKSXWsTERHJTm7dghEjYMsW6NED+vWDYsUcXZWIZCdZIoCIiIiIfcyb\nB//9r9npauxYhQ8RefSyxBoQgIULF/Lrr78CpI5yLFiwgI0bN6ZeExYWhsVicUR5IiIiWd7OnWbK\nVcWKpu+HwoeIZIQsE0CmT5+e5tjUqVMdUImIiEj2kZgIV66YHa9GjAB3d1i8GEqVcnRlIpJdZYkA\nEhIS4ugSREREsjyrFWJiTOC4cgX27YOlS816j0uXoEgR+PprqFzZ0ZWKSHaWJQJImTJlHF2CiIhI\nlpOQYIJGdLQJGGfOwMWLsH07/P676XLu4mK6m/fsCV26mBEQEZGMlCUCiIiIiNy/69fNeo5Tp8zn\nCQlw+jT88Qfs2gVxcVC2rNnlqmdP8PeHOzabFBHJUFkigPTs2fOBFpfPmTMnA6sRERHJnKxWCAmB\n4GCIjAQnJxM4Nm0yox+FCkGjRtCsGTRvDlWqQP78jq5aRHKaLBFA5s2bh4uLS2rfD6vVCpAmlFit\nViwWiwKIiIjkOLGxJmzs2QM3bsDy5WaqlbMz1KsHzzxjAkeVKlCtGnh7O7piEcmpskQAyZMnD7du\n3eLZZ5+lV69etGzZ0tEliYiIZBphYSZsnD4N58/D7NlmNKR3b/DxMdOrypeH6tXV0VxEHC9LBJCz\nZ8+yePFivvzyS1q1aoWPjw89evSgR48elNI+gSIikkPFx8Pu3WZtR3w8rF9vttP194cXXjALysuW\nhZo1zba6apUlIplBluiE7unpSY8ePdiyZQtHjhyhU6dOfP755/j4+PDUU0/xf//3fyQmJjq6TBER\nERIcwzAAACAASURBVLs5cwZWrICtWyEqCj75xASQ116Dzp3h8cehXTto2xZKl1b4EJHMI0sEkDuV\nL1+eCRMmEB4ezpIlS3B3d+fll1+ma9euji5NREQkw928abbQXb4cwsPNmo8xY8xox4cfmjUeNWua\nNR/lykGuXI6uWETEVpaYgpWemJgYwsLCCAsLIzk5mXz58jm6JBERkQx17pxZ63HihPl6zhw4ehSe\nfx4aNIB8+SAgwDQSVPAQkcwqSwUQq9XK2rVrmTNnDj/++COurq507tyZzz77jICAAEeXJyIikiFu\n3YL9+2HHDtPXIywMvvzSBI7hwyFvXrPYvGFDKFbM0dWKiPy5LBFATp06xdy5c5k3bx7h4eE0adKE\nL774go4dO+KpzkkiIpLN7dgBv/1mupb/8INZ99GyJTz9tDlWqxbUqQNubo6uVETkr2WJAFKuXDny\n5s3Liy++SK9evfDz88NisZCQkEBCQkKa6728vBxQpYiIyKN34oTpan7hgtleNzER3n0XSpQwvTwa\nNgRfXy0yF5GsI0sEEKvVyrVr15g9ezazZ8/+02st/8/efYdXWd9vHH+f7A0ZkLCSADJEZsJShiDI\nUhALIqhVUVCrpcXaoiigKFjbn7ZWpUrBWRWtCwUVQWXLEMIIG5KQECCMJGSPs35/fCUaEpWR5OQk\n9+u6cp2c53ny5HNASe7zHR+LBbvdXkOViYiIVJ/MTFi3DtasgQ8/NIvLb78dHA64/HKz7iM01NVV\niohcGLcIILNmzTrva8/tji4iIuKOSkpg7Vqzte6HH8Lo0XD11WaaVc+epqmgl1v8FBcRKc8t/ul6\n4oknXF2CiIhIjXE6zVa7X30FixZBv35mtKNpUzPlqnlzV1coInLx3CKAiIiI1Cf798MXX8Bbb0G7\ndmaxeXy82WJXe6+IiLtTABEREalFTpwwHc4XLIDwcBg/3ox6XHWVplyJSN3gdp3Qq9qKFSuYMGEC\nrVq1wsfHh9DQUIYPH8769esrXJuQkMDgwYMJDg4mNDSUMWPGkJKSUul9X3zxRdq3b4+fnx+tWrXi\nySefxGazVffLERERN1ZUBCtWwL/+ZRaa33knDBgAffoofIhI3VHvA8iCBQvIyMjgL3/5C19//TVv\nvfUWRUVFDBw4kJUrV5Zdt2/fPgYMGIDNZuODDz7gtdde48CBA/Tr14/Tp0+Xu+fcuXOZOnUqY8eO\nZfny5dx///08/fTTPPDAAzX98kRExE04HGbHqzlz4PRpuPtuGDbMrP1QV3MRqUssTqfT6eoiXOnk\nyZM0bty43LGSkhIuu+wy2rdvz4oVKwAYN24cq1evJikpiaCgIADS0tJo06YNDz74IM888wwAmZmZ\nNG/enDvvvJOXX3657J5//etfmTFjBrt27eLyyy+vUEdCQgLx8fFs3bqVuLi46nq5IiJSSyUmwuTJ\npungPfeY0Y8ePcCj3r9VKFJ76Pe1qlHv/1k7N3wA+Pr60q5dO9LT0wGw2WwsXbqUMWPGlIUPgOjo\naAYOHMgnn3xSdmzZsmWUlJQwceLEcvecOHEiTqeTxYsXV9MrERERd3XsGMyYAZs2wYQJMGmS2WpX\n4UNE6iK3nVGalpZGenp6pesq+vfvf0n3zsnJYcuWLQwePBiApKQkiouL6dy5c4VrO3XqxIoVKygt\nLcXHx4ddu3aVHf+pqKgoIiIi2L179yXVJiIidUt+vpl29dlnZrerhx4yDQfV1kpE6iq3CyBpaWnc\nfPPNbNq0qdLzVdEJ/YEHHqCoqIjHHnsMMNOqAMLCwipcGxYWhtPpJDs7m8jISDIzM/H19cXf37/C\ntaGhoWX3EhERsdvhpZdg/nyz1uOvfzUNBkVE6jK3CyD33nsvhw4d4vnnn+eKK67As4pX5s2cOZN3\n332Xl156iW7dulXpvc/H1KlTadiwYbljEyZMYMKECTVei4iIVK8PPoAnnoDLL4eXX1b4EKlNFi1a\nxKJFi8odO3PmjIuqqVvcLoCsWbOG//znP9x6661Vfu/Zs2czd+5cnn76ae6///6y4+Hh4QBkZWVV\n+JqsrCwsFguhoaFl15aUlFBcXIyfn1+Fa3v06PGLNTz//PNa1CQiUg9s2AD33QeRkfDmm9Cli6sr\nEpGfquwN4LOL0OXSuN3ytoCAAFq0aFHl9509e3bZxyOPPFLuXOvWrfH392fnzp0Vvi4xMZE2bdrg\n4+MDULZO5NxrMzIyyMzMpGPHjlVeu4iIuJe0NLjpJtPbY9Ei0+VcRKS+cLsAMnbsWL788ssqvedT\nTz3F7NmzmTFjBjNnzqxw3svLi5EjR/Lxxx+Tn59fdjwtLY2VK1fym9/8puzYsGHD8PPz44033ih3\njzfeeAOLxcLo0aOrtHYREXEPDgdkZ8OyZTB8OJw5A++8Yzqci4jUJ243Bevmm29m8uTJWK1WRo0a\nVW5b3LMuZArTc889x+OPP86wYcO47rrr2LhxY7nzvXv3BswISY8ePbj++ut55JFHKCoqYtasWTRu\n3JiHHnqo7PrQ0NCyIBMWFsa1117L999/z+zZs5k8eTLt27e/yFcuIiLuxOEwISMz02yz+9ln8MUX\nsG8fhITAK6/A0KGurlJEpOa5XSNCj1/ZFP1Cd8EaOHAga9asobI/hnPvlZCQwMMPP8yGDRvw8vJi\n0KBBPPvss7Rs2bLC17744ovMmzePw4cP06RJEyZOnMhjjz32s4vm1dhGRMS92e0/Bo6TJ+HIEfOx\ncqVZ75GTAy1bwq23wh/+AI0aubpiEblQ+n2tarjdCMhrr71WpfdbuXLleV8bFxdX1hn910yZMoUp\nU6ZcbFkiIuIGnE44fPjHsJGTA4WFZo3H5s2wZYtpJhgXB+PHm3UfzZq5umoREddyuwBy5513uroE\nERERsrJg61bYs8dMt/LxgcREWLECkpOhcWOz1mPECBgwANq0MYvORUTqO/1TKCIicgFKS2HvXjO6\nceaMCR6rVsHXX0NBgeliPmkSdOtmPu/cGSpZrigiUm+5RQB58sknmTRpEk2bNmX27NlYLJZfvH7W\nrFk1VJmIiNQnR46Y4JGcbBaS795tdrLy8YFBg0zoCAmBtm3N1rpRUa6uWESk9nGLAPLEE08wbNiw\nsgDyaxRARESkKuXlwfbtsHMn2Gzg6QnPPgsHD8L115tpVvn5Zn1HfDy0bm2uERGRitwigDgcjko/\nFxERqU52uwkZ338PGRlmXceKFfD++2Z046mnwN/fLDTv3x86dTLPRUTk57lFABEREalpJ06Y6VYH\nDkBAgAkZTzxhdrj6zW/g2mvNyEjbttCrl7bVFRE5X24RQJxO56+u+xAREakKRUVmN6tt28yWuo0b\nw+LF8PHHEBMDf/ub2c3K6YSBA82oh7e3q6sWEXEfv9zVr5aIj49n2bJl5339V199Rffu3auxIhER\nqYtOnjQdy1evBj8/s+PVww+bAHLLLTBzpgke0dEwapTp76HwISJyYdxiBGTEiBGMHj2aVq1accst\ntzB48GA6duxI0A/7Gubn55OYmMi3337Lu+++S1JSEg899JCLqxYREXeSn2+20z12DJo3h0WLYOlS\n07/jH/8w1xQWQt++Jnj4+rq0XBERt+UWAWTOnDlMmjSJZ555hmeeeaZslyvfH/71LykpASAgIIAJ\nEyawdOlSWrZs6bJ6RUTEvVitsHatWd9RWAjPPGN6fEycaKZZHT9uRj2uvNI8iojIxXOLAAIQGxvL\nK6+8wnPPPce3337L1q1bOXbsGABNmjShe/fuDBw4sGxURERE5Hw4nWaXqz17ICHBjHx06gSzZ5tz\nWVlmkXl8PAQGurpaERH35zYB5KzAwEBGjhzJyJEjXV2KiIjUAfv2mQDy/fdme90JE2DkSDh6FCIj\nzahH69agvVBERKqG2wUQERGRqnL0KKxbZz4+/NCEj4EDTc+PLl2gZ09o0MDVVYqI1C0KICIiUi/l\n5MCaNfDll/DJJzB2LHTvbjqYDx0K7dub3h8iIlK1FEBERKTeKS01ox7/+5/ZYnfUKOjRA2JjoV8/\nNRUUEalOCiAiIlKvOJ2waRO8+qoJH8OGQf/+0LWrWe8REODqCkVE6jYFEBERqVd274aXXjLTrgYO\nhOuug6uuMms+PD1dXZ2ISN3ndrNbMzIyXF2CiIi4qbQ0+PvfzdSrPn3g9tthxAjTWFDhQ0SkZrhd\nAImOjmb8+PGsW7fO1aWIiIgbyc6Gp5+Gt9+G3r3hoYfMdrutWrm6MhGR+sXtAsiMGTNYu3Yt/fv3\np1u3bixcuJCioiJXlyUiIrVYcTHMmQPz55utdefMMWs/wsNdXZmISP3jdgFk1qxZpKam8t577xEc\nHMw999xD8+bNeeihh0hOTnZ1eSIiUss4HGbk45//NCMf8+bBgAHg7+/qykRE6ie3CyAAXl5ejBs3\njjVr1rB9+3bGjBnD/Pnzadu2Lddddx3Lli1zdYkiIlJL/O1vMHeu2eHqnXcgPl7rPUREXMktA8hP\ndezYkeHDh9OxY0ccDgfffPMNI0aMID4+ngMHDri6PBERcaF//ANmzjS7XC1erPUeIiK1gdsGkFOn\nTvH000/TsmVLxowZg6enJ4sWLSI3N5clS5ZQUFDAHXfc4eoyRUSkBtlskJpqRjw6dzYLzXv3Nt3O\n1VxQRKR2cLs+IBs3bmTevHl88MEHAIwbN44//OEPdO/eveya6667Dg8PD2644QZXlSkiIjUkNxdO\nnYING8wUq7VroaAA2rc3ox8zZoCPj6urFBGRs9wugFx11VVERkYyffp07rvvPiIjIyu9LiYmhj59\n+tRwdSIiUt2sVjh9Gk6ehP37zejGqlVw+DAEBpoF5lOmwODBWushIlIbuV0Aeeutt7j55pvx9vb+\nxes6dOjAypUra6gqERGpTk6naSJ4+LCZYrVrF6xfDwkJZovdNm3gT3+Cu++Gtm3By+1+uomI1B9u\n9U90YWEh06ZNIywsjBEjRri6HBERqQFZWbBtmwkbmzfDli0miDRoAH37wujRMGQItGyp4CEi4g7c\n6p/qgIAAiouLCQkJcXUpIiJSzUpKYPdu2LoV1qyBpUvNeo/LL4eJE2HoUOjWzQSPXxkUFxGRWsSt\nAgjAwIEDWbVqFX379nV1KSIiUg2cTkhJMSMd27aZ4LFrlwkbI0aY3a26dDFb6ip4iIi4H7cLIDNm\nzGDs2LF4e3vzm9/8hvDw8ArXhIWFuaAyERG5VKdPm9CxcyesXg1ffQUhIWbE45prTBPB1q21q5WI\niDtzuwASHx8PwPTp05k+fXqF8xaLBbvdXtNliYjIJSgqMtOttm2DHTvg00/h2DEYONBMtere3XwE\nB7u6UhERuVRuF0BmzZr1i+ctFksNVSIiIpfK4YDkZDPd6sAB+OYbs96jdWv44x+hRw/o2dNMt9I/\n7yIidYPbBZAnnnjC1SWIiEgVOHXKLDDfuxe2bzejHlYrjBsHffqYNR9xcaa3h4iI1B1uF0B+qri4\nmOzsbEJDQ/Hz83N1OSIicp727TMdy5OTf1xk3qsXXHstdOpkPo+JcXWVIiJSHTxcXcDFWL9+PX37\n9iUoKIhmzZoRFBRE//79+e6771xdmoiI/Ip9+2D5chM8nnvOdDS/9164/XYYPhxGjlT4EBGpy9xu\nBGTjxo0MGjSIxo0b8/vf/56oqChOnDjBRx99xKBBg1i5ciW9e/d2dZkiIlKJffvg889h4UI4eBCG\nDYOrroL27c1aj+bNXV2hiIhUN7cLILNmzaJHjx4sX74cf3//suNPP/00Q4cOZdasWSxfvtyFFYqI\nSGX27YNPPoF//9t0N7/3XtPTIy7OPPr6urpCERGpCW4XQDZu3Mi7775bLnwA+Pv7M23aNCZMmOCi\nykRE5Ofs3w+LFsG8eabR4L33Qv/+0Ls3REW5ujoREalJbhdA7HY7vj/zNpmPj496gIiI1DL795sp\nVy+/DA0awKRJMHiwmXKlUQ8RkfrH7Rahd+7cmX//+9+VnvvPf/5Dly5dargiERH5Ofv3w/PPw7/+\nBZGR8Oc/m212+/ZV+BARqa/cbgRk+vTpjB49ml69enHbbbcRFRVFRkYGixYtYuPGjSxevNjVJYqI\nCCZ8zJ4N770HHTua8DFoEDRr5urKRETEldwugIwaNYq3336bv/zlL/zxj38sO96sWTPeeecdRo0a\n5cLqREQETPh48EH48kvTVHD6dLPmIzjY1ZWJiIiruV0AAbjlllsYP348+/fvJzMzk/DwcNq1a4eH\nh9vNKBMRqXN274Z77oHvvoNRo0z46N4dvNzyJ46IiFQ1t/1x4OHhweWXX+7qMkRE5Ce2b4fbboO9\ne2HyZJg2DS67zNVViYhIbeKWASQvL48VK1aQnp6OzWarcP5Pf/qTC6oSEanfNmyACRPg+HGYORN+\n/3uIiHB1VSIiUtu4XQD57rvvuOGGG8jMzPzZaxRARERqjsMB33wDt94KxcXw4ovw29/COe2aRERE\nADcMIPfffz+RkZG89dZbtG3bFk9PT1eXJCJSL+Xnm+7mzz9vOpwHB8P778PQoaAleSIi8nPcLoDs\n27ePjz/+mOHDh7u6FBGResfhMFOs9u41zQU//xwKC+Hqq+Gf/wS1YhIRkV/jdgEkNjZWu12JiNSw\nggJITYWdO+HDD2H5cjMCctVVpr/HsGHg5+fqKkVExB24XQCZNm0azz77LNdccw0+Pj6uLkdEpM5y\nOCAjA5KTzda6y5ebtR65uWZb3XvuMdvsNm7s6kpFRMSduF0Aueuuu9i7dy9t27Zl0KBBBAYGVrjm\nhRdecEFlIiJ1Q1ERHD5smgkePgzr18PKlZCVBV27mp2uRo0y2+tqGZ6IiFwotwsgS5cu5YUXXsBq\ntfL6669Xeo0CiIjIhSsthYMHYds2OHbMTLdavhxOnzbB4/77zQLzLl0gKMjV1YqIiLtyuwAybdo0\nevXqxfz587ULlohIFbDbISXFNBFMSTE7W33xhZl+FR8Pt98O/fqZaVfNmrm6WhERcXduF0BSUlJ4\n4YUX1AVdROQSOZ1w5IgJHsnJcPQofPqpGQWJjzdTrTp3NsGjfXvwcrufGCIiUhu53Y+Tdu3akZ+f\n7+oyRETc2okTZorVvn1mbce338KaNRAbC1OmQJs20LEjxMVBgwaurlZEROoStwsgc+bMYfbs2fTt\n25eIiAhXlyMi4lays2HXLrOr1ZkzsHUrfPaZ6Vp+xx1wxRXQsiX06AHR0WCxuLpiERGpa9wugMyf\nP5+MjAxatmxJz549K90F67PPPnNBZSIitVdBgQkdO3eaEJKSAh98YELI8OHQqxdERZmpVx06gHY5\nFxGR6uJ2ASQxMREvLy/Cw8NJSkqqcN6it+tERMrYbKZr+bZtZtpVbq4JHvv3Q+/eMGQIRESY0BEX\nB6Ghrq5YRETqOrcLIIcPH3Z1CSIibsFmg3XrICEBrFb48ktYvdpMsfrLXyAyEmJizCLzmBhNtxIR\nkZrhdgFERER+nc1mGghu3GjWeSxZAn5+MGmSWWAeHq7pViIi4hpuGUCKi4t54403WLVqFZmZmfz7\n3/+mTZs2fPrpp1xxxRVcdtllri5RRMRlbDb47jsz2vHuu5CUBNddB1ddZRaba7qViIi4ktsFkNOn\nTzNgwAD27NlDdHQ0aWlp5OXlAfDll1/y2Wef8eqrr7q4ShER17DbYcMG+PxzePNNKC6GadNM2IiN\n1XQrERFxPQ9XF3Chpk2bRmFhITt37uTQoUPlzvXv35+1a9e6qDIREdey283Ix6JFMG8eeHvDAw+Y\nNR+DBsHIkSaEKHyIiIgrud0IyNKlS3n++efp2LEjNput3LkWLVqQlpbmospERFznbPiYNw8+/BDa\ntYPx46FbN7PbldomiYhIbeF2IyC5ublER0dXes5ms+HhceEvKT8/n2nTpjFkyBAaNWqEh4cHs2fP\nrnDdnXfeiYeHR4WPDh06VLjWarUye/ZsYmNj8fPz4/LLL+ell1664NpERH6N3W4WnM+eDe+/Dz17\nwv33w4gRMHSowoeIiNQubjcCEhsby8aNG+nbt2+Fc1u2bKFdu3YXfM/Tp0+zYMECunbtyo033sjC\nhQt/tp+Iv78/K1eurHDsXPfffz9vv/02c+bMoUePHixbtow//vGP5OXlMX369AuuUUSkMnY7rFoF\nf/4z7NhhQsedd5oF582aubo6ERGRitwugNx222089dRTdOrUicGDB5cdT0xM5Nlnn+Xhhx++4HvG\nxsaSnZ0NQGZmJgsXLvzZaz09PenZs+cv3m/37t289tprPP300zz00EOAWZ+SmZnJnDlzuO+++wjV\n9jMiconsdtPb44EH4PhxuOsuEz7i481uVyIiIrWR203BmjZtGldddRXDhw+nefPmAIwaNYquXbvS\nvXt3/vjHP17S/Z1O53md/6XrFi9ejNPpZOLEieWOT5w4kaKiIpYtW3ZJNYqI2O1msfntt0NWFsyc\nCY8+Cn37KnyIiEjt5nYBxMfHh88//5x3332XQYMGMWjQIPr3789///tflixZgqenZ7V+/6KiIiIj\nI/Hy8qJFixZMmTKlbPTkrF27dtG4cWMaN25c7ninTp0AM0IiInKxHA548UWYPNk0F5w/H6ZOhVat\nXF2ZiIjIr3O7KVgAHh4ejB8/nvHjx9fo942Pj6dnz5507twZi8XCqlWreOaZZ/jmm2/4/vvvCQwM\nBMw0rrCwsApfHxgYiI+PD5mZmT/7PaZOnUrDhg3LHZswYQITJkyo2hcjIm7J4YC//AWef940FHz1\nVdPb4yL23xARkV+waNEiFi1aVO7YmTNnXFRN3eKWAcRVpkyZUu55nz596NatG9dffz0LFy685Olf\nAM8//zxxcXGXfB8RqVscDti7F6ZPhyVLzO5Wb74JkZGurkxEpG6q7A3ghIQE4uPjXVRR3eEWAWTg\nwIE/uytVZb799ttqrKa8ESNGEBoayqZNm8qOhYeHs2PHjgrXFhQUUFpaSnh4eI3VJyLuy2aDkyfh\n229hwQLT58Nigfvug3/9C3x8XF2hiIjIhXOLALJ69WqCg4PL+n/80gLwCwkqVeXcejp16sT777/P\niRMniPzJ25OJiYkAdOzYsUbrExH3UVoKGRmQlgbvvQdffAEpKRAWBrfdBo89Bpdd5uoqRURELp5b\nBJBWrVqRnJxMSEgId999N+PGjSMoKMjVZQGwZMkSzpw5w5VXXll2bPTo0cycOZM333yTadOmlR1/\n4403CAgIYNiwYa4oVURqqaIiEzrS02HbNrO17vr1kJcHbdrA44+bBefq6yEiInWBWwSQgwcPsnr1\nal599VWmTJnC1KlTuemmm7jrrrvo06dPlXyPL7/8koKCAvLy8gCzU9WHH34IwHXXXcfJkyeZPHky\nN910E23atMHpdLJmzRr+7//+j44dOzJp0qSye3Xo0IG7776bxx9/HE9PT7p3787y5ctZsGABc+fO\nrbDIXETqH4cDjhyBpCRITTVNBNeuNY+enmZh+a23wqhRJni4YHBXRESkWlicv9b4opbJyclh0aJF\nvPbaa2WdzydOnMgdd9xRbrrThWrZsiWpqamAmcZ19o/FYrGQkpJCcHAwEydOZPv27Rw/fhyLxUJs\nbCw33ngjjz76KMHBweXuZ7PZmDt3Lq+//joZGRm0bNmS3//+9zzwwAOVfv+zi5q2bt2qRegidZjT\nCUePmqCxfz9s3QobNphpVhERpoP5mDHQrx/ExGh3KxGR2kS/r1UNtwsgP5WYmMgrr7zC/PnzGTVq\nFB9//LGrS7po+g9apO7LyICdO81uVlu2wLJlcPq02U63d28YPBji4qB1a/Byi/FpEZH6Rb+vVQ23\n/RG3d+9e3nzzTT766CMA2rVr5+KKREQqd+oUJCbCvn2wZ48JHklJ0K0b3HkndOkCXbua9R6+vq6u\nVkREpHq5VQDJy8srm361efNmWrduzR/+8AfuuOMOmml1pojUMllZsHu3+Th8GL7+2ky5atUKfvc7\nM9oRFwft20NAgKurFRERqRluEUBWrVrFa6+9VjbaMXbsWP72t79x9dVXu7gyEZGKcnNN6Ni1C44f\nN4vLV66E0FD47W8hPh46dTIjIKGhrq5WRESkZrlFALnmmmsICQnh1ltvZcKECYSEhGCxWEhISKj0\nes3JExFXKCgw06x27IATJ8yWup9/bs6NGgU9e0K7diaAtGihna1ERKR+cosAApCbm8vChQtZuHDh\nL15nsViw2+01VJWIiJGUZHp3HD8OycmweLFZYD5oEFx5pZl2FR9vAoi3t6urFRERcR23CCCvvfaa\nq0sQEamUw2F2tlq/Hg4dMiMeBw9Cjx5w110QHW2mW3XpAufs1i0iIlIvuUUAufPOO11dgohIBaWl\nsGkTrFtnupevXQuXXQYPPmimWLVpYxaZN23q6kpFRERqD7cIICIitU1eHqxZA0uXwkcfQX6+2VK3\nfXsTPuLjTRjx9HR1pSIiIrWLAoiIyAU6eRKWL4cFC8yoR9u2MGkSxMaaqVadOmlbXRERkZ+jACIi\ncgGSk+Gtt2D+fLPI/Prr4dprTTfzLl0gIsLVFYqIiNRuCiAiIufB4YCEBHjySfjiC4iKgocegn79\nTBdz9UIVERE5PwogIiK/orQUPvwQHn0U0tLgmmtg8mTT1yMmBjw8XF2hiIiI+1AAERH5Bbm58PDD\n8OqrEBICTzwB48aZBeZe+hdURETkgunHp4jIz9i+HW6/HRITYeBAePppM93Kz8/VlYmIiLgvTRwQ\nETlHaSk8/jj06QNHjsBzz8Gnn0Lv3gofIiIil0ojICIiP8jMhHnz4D//gaNHoW9feP11M91KRERE\nqoYCiIjUazYbHD5sQsdbb8GJE2aa1fPPw9ixrq5ORESk7lEAEZF6KTsbDh2ChQtNJ/PMTOjWDV58\nEX7zG3UwFxERqS4KICJSb1itkJ4Oe/bAokXw+edw5gzExcE//wljxqiDuYiISHVTABGROi8n5Adx\nNAAAIABJREFUB5KSzG5WS5bA11+b7XW7doX77oMbb4RGjVxdpYiISP2gACIidVZeHuzdC99/D8uX\nw+rVJnh06wa//S3ccAPExoLF4upKRURE6g8FEBGpcwoKYP9+Ezy++AJWrYL8fIiPN+s7hg2DDh3A\nx8fVlYqIiNQ/CiAiUmcUFcGBA7BlCyxdaoJHbi507w4jRsCAAWbaVYMGrq5URESk/lIAERG3V1IC\nBw+a4LFkCaxcaRaXx8fD8OFw1VXQqRM0a+bqSkVEREQBRETcVmmpWVx+Nnh8843ZXrdbNzPi0bcv\ndOwITZtqnYeIiEhtoQAiIm7HZoPkZNi6FRYvNsEjM9NMr/rd76B/f7jiCgUPERGR2kgBRETcyvHj\nsG4dfPIJrFgBp09D585wzz0wcKAJHk2aKHiIiIjUVgogIuIW7HbYvRtefx3eeQdOnTLTqyZNgmuu\nMZ83aeLqKkVEROTXKICISK2Xl2emWT3zDGzaBK1bw113weDBP454iIiIiHtQABGRWi0tDV56CebP\nN7td3XyzCR+dO0NUlKurExERkQulACIitZLNZjqXP/oobN4M7drBgw/C0KEQE6M1HiIiIu5KAURE\nap0zZ+D//g9eeMEEkcmTYcoUaN8evL1dXZ2IiIhcCgUQEalVvv8eHnjAPHbpArNnm0XmwcGurkxE\nRESqggKIiNQKJSUwdy784x/m+cMPw9SpWuchIiJS1yiAiIjL7doFd95pGgv27g3/+hd07w4eHq6u\nTERERKqafryLiMvk5cFf/gK9esHBg2ab3VWroGdPhQ8REZG6SiMgIlLjDh+GOXPg448hOxsGDIBX\nX4VWrVxdmYiIiFQ3vccoIjXCbjfb6Y4eDR06wBtvQLdu8PXXsHKlwoeIiEh9oREQEalWBQWwYgX8\n85+wfr3ZRnfYMHj8ceja1dXViYiISE1TABGRKud0wokT8OGH8J//QGIihIaahebTp0Pr1q6uUERE\nRFxFAUREqkxpKSQnm+lVixZBWho0awaPPGJ6ezRv7uoKRURExNUUQETkkhUUmFGOV16BpUshMxPa\ntYO//c2MejRu7OoKRUREpLZQABGRi5aVBWvWwMsvw+rVYLVCXBz89a9msXmjRq6uUERERGobBRAR\nuSBOJxw7Bh99BG++Cdu2gZ8fDBoE99wDffpARISrqxQREZHaSgFERM6LzQZJSbBgAfzvf3DkCERG\nwuTJ5qNDBwgIcHWVIiIiUtspgIjILyouhq1b4YUX4MsvTffyDh1g7lyYMAGio8HT09VVioiIiLtQ\nABGRSpWUwOLF8O9/w3ffgcViplfddx8MHgzh4a6uUERERNyRAoiIVHD4MPzud7BsGTRoADfdBFOm\nmMaB/v6urk5ERETcmQKIiJRxOMz6jgcfhNOnYdIk0zgwJkbTrERERKRqKICICADZ2WbU44MPzLqO\nxYth2DAFDxEREalaCiAiwrffmp2sDh+GMWNg3jz18BAREZHq4eHqAkTEdUpK4Pe/NyMdhYXw7rvw\n3nsKHyIiIlJ9NAIiUk8lJsJtt8HOnTBiBLz6KkRFuboqERERqes0AiJSzzgc8NRT0Ls3pKfDyy/D\n0qUKHyIiIlIzNAIiUo+kpcEtt8D69dCvH/z3v2aHKxEREZGaohEQkXqgpASee8708dixw3QxX71a\n4UNERERqnkZAROooqxU++wxefx3WroXcXOjWDd5+Gzp0cHV1IiIiUl8pgIjUIaWlsG4dzJ8Pq1bB\nyZPQsCEMHAj33APDh4PF4uoqRUREpD5TABFxc8XFZlrVa6/B8uWml4e/P1x5pdnlasIE8PNzdZUi\nIiIihgKIiBvKy4OkJHjnHfjiC9i7Fzw8zBSr3/0O7rgDIiNdXaWIiIhIRQogIm6gpAROnTK7WH3y\nCaxcaUY9bDZo1w7+9CeYOBHatwdPT1dXKyIiIvLzFEBEaiG7HTIzTehIToZly+C772D3brO4vEUL\nM7XqzjuhVy8IDHR1xSIiIiLnRwFEpBZwOiEnB06fhowMOHjQBI4tW34MHc2awQ03wLhxpodHZKQW\nlIuIiIj7UQARcbH0dBM0jhyBrVth507Ys8dMu2raFIYOhREjzE5W0dEQEODqikVEREQungKIiIuU\nlMD27WYR+RdfwK5dZkerZs3gmmugf38z0tGqlRnt8FDbUBEREakD9CsNkJ+fz7Rp0xgyZAiNGjXC\nw8OD2bNnV3ptQkICgwcPJjg4mNDQUMaMGUNKSkql17744ou0b98ePz8/WrVqxZNPPonNZqvOlyJu\n4uhR+PBDeOQR05U8JQUGDIDHHoOXXjJdy6dMgT59oEkThQ8RERGpOzQCApw+fZoFCxbQtWtXbrzx\nRhYuXIilksn1+/btY8CAAcTFxfHBBx9QVFTErFmz6NevH9u3byciIqLs2rlz5zJr1iymT5/OkCFD\n2Lx5MzNmzODo0aPMnz+/Jl+e1CKlpbBtm2kU+NFHUFQEgwbB6NHQqZMZ7YiKUuAQERGRuksBBIiN\njSU7OxuAzMxMFi5cWOl1s2bNwt/fn6VLlxIUFARAfHw8bdq04dlnn+WZZ54pu8ecOXO45557mDNn\nDgD9+/fHarUyY8YMpk6dyuWXX14Dr0xqk+PH4b334IUXTLPATp1Mo8ABA8z2uSEhrq5QREREpPrp\nfdZzOJ3OSo/bbDaWLl3KmDFjysIHQHR0NAMHDuSTTz4pO7Zs2TJKSkqYOHFiuXtMnDgRp9PJ4sWL\nq6d4qZWsVvj2Wxg/Hh56CAoK4MEHYcECuO8+6NlT4UNERETqD42AnKekpCSKi4vp3LlzhXOdOnVi\nxYoVlJaW4uPjw65du8qO/1RUVBQRERHs3r27RmoW1zt2DJ56Ct56y/T2uOkms7ajUydo0MDV1YmI\niIjUPAWQ85SZmQlAWFhYhXNhYWE4nU6ys7OJjIwkMzMTX19f/P39K1wbGhpadq/KTJ06lYYNG5Y7\nNmHCBCZMmHCJr0Bqks0G//0vPP642V73qqtg+nTo2xfO+esVERGRWmjRokUsWrSo3LEzZ864qJq6\nRQGklnn++eeJi4tzdRlykUpKIDHRTLVaswZiYsyC83HjFDxERETcSWVvACckJBAfH++iiuoOBZDz\nFB4eDkBWVlaFc1lZWVgsFkJDQ8uuLSkpobi4GD8/vwrX9ujRo/oLlmp3tnt5VpZpJPjpp7BpEyQn\nQ2Ag/OlP8Oij8MN/OiIiIiKCAsh5a926Nf7+/uzcubPCucTERNq0aYOPjw9A2TqRnTt30rNnz7Lr\nMjIyyMzMpGPHjjVTtFSpkhLIzjYfx47B11/Dxo2wY4c55uNj1nY88ghMngwtW7q6YhEREZHaRwHk\nPHl5eTFy5Eg+/vhj/v73v5fthJWWlsbKlSt56KGHyq4dNmwYfn5+vPHGG+UCyBtvvIHFYmH06NE1\nXr9cOKcTMjLM9rnHjsGhQ/D992aK1f79pqdHw4bQrRsMHQo33mhCh7e3qysXERERqb0UQH7w5Zdf\nUlBQQF5eHgC7d+/mww8/BOC6667D39+f2bNn06NHD66//noeeeSRskaEjRs3LhdAQkNDmTFjBjNn\nziQsLIxrr72W77//ntmzZzN58mTat2/vktco56e4GNLSYO9e0zRw0yYTOA4fNuejo03guOYauPZa\n8zw42KUli4iIiLgNi/PnGl/UMy1btiQ1NRUAi8VS1g/EYrGQkpJCdHQ0YBYfPfzww2zYsAEvLy8G\nDRrEs88+S8tK5tu8+OKLzJs3j8OHD9OkSRMmTpzIY489hqenZ4Vrzy5q2rp1qxahu0hmJqSkwK5d\nsHatmV61d6+ZWtW2LVxxhdnFqkcPs7i8cWOwWFxdtYiIiNQU/b5WNTQC8oOUlJTzui4uLo4VK1ac\n17VTpkxhypQpl1KWVDObDdLT4eBB2LoVVq4006yysyE21vTt6NfPdCpv3RqaNTOBREREREQujgKI\n1Ev5+WZKVWIirF4N330Hu3eb9RtxcaZvR69eJnhER6tpoIiIiEhVUQCReiUjwywm37IFVqyAzZvh\n9Glo2hRuuAEGDIAuXaBVK3OsktlyIiIiInIJFECkXsjPNwvKP/kEVq0yIx9gwsZtt5kRjw4dtKBc\nREREpLopgEidZreb9R3/+x/8979m9KNRIxg+HAYNMtOtWrWCqCiNdoiIiIjUBAUQqbNOnoTFi2He\nPNi5EyIjYdIks4Xu2dGOH9q5iIiIiEgNUQCROqe4GL75Bv72N1i3DkJC4Pbb4dZbTfBo2hQ8PFxd\npYiIiEj9pAAidYbTCdu3w+OPw7Jl4OVlttG97z7o1AkiIlxdoYiIiIgogEidcPw4PPoovP++6e0x\nYgT8+c9mkbkWlYuIiIjUHgog4taKisyIx4IFkJtrFpbPnAk9e4Kvr6urExEREZFzKYCI2ykuNms7\nli2DRYvg2DHo2xeefBL699duViIiIiK1mQKI1GpFRZCQYBaVb9littRNSYGSErBYoFs3mD8frrvO\nPBcRERGR2k0BRGqN/HzYswfWrIENG2D/fhM2CgvN+chIaNPGjHJcfTUMGaKF5SIiIiLuRgFEXG7n\nTrNuY9Uqs44DIDQULrsMxo4106uuvRZiYjTKISIiIuLuFEDEJZxO2LbNLCD/6iuzZe6QIXDNNTBg\nALRvDz4+rq5SRERE3IXNYeNIzhGsDiseFg88LZ54WDzKPjw9yj8/e43FYsGCBcsP73Ja+OHxJ8/P\nfm6z21zz4uoYBRCpUQ6HWcvxxBOwYoUJGWPGwJw50Lq1q6sTERERd+N0OknNSWV7xnZSslNw4ix3\nzmKx4GHxMI94lPvcYrGUBRD4MXz8+FA+mKQeTK3R11ZXKYBIjbDbYdMms1PVN9+Y4DFunHmu4CEi\nIiIXIyM/g+0Z2zmQeQCAFiEt8PUqvw+/0+nE4XTgxFn2+dnnDqcDp9NZLrSc/RqgQpjxsHhU8yuq\nHxRApFrZbPDdd2aE49tvwc8Pbr7ZjIBcdpmrqxMRERF3lFWUReKJRHaf2k2JrYSmwU0J8A6o9FqL\nxYKnpWr26M/yzaqS+9R3CiBSLUpLTa+OuXNh9WoTPG691Sw2V/AQERGRi5Ffms+eU3vYmbGTM8Vn\naBLchJCQEFeXJRdIAUSqjNMJp07BkiXw3//C2rUQEAC33QaPPWa20BURERG5UCW2Eg5kHmBbxjZO\n5J+gUUAj2kW0c3VZcpEUQOSS5eebruRvvmlGPc6cgYYN4fbb4dFHzYiHts8VERGRC2V32EnKTmLb\n8W0cyT1CA98GtA1vq7UYbk4BRC6KzWYWky9caKZYnToFwcFw5ZUwfjwMHQpNmih4iIiI1DWl9lLS\nctIACPIJItA7kADvADw9Ln2dRam9lPzSfApKC8gvzedA5gGSs5Px8fShdWhrvDz0q2tdoL9FOW9O\nJ2zcCC+/DCtXQnq6mWLVu7dZWH7DDdC4sUKHiIhIXVRqLyU5O5kdGTs4lncMh9OBl6cX/l7++Hr6\n0tC/IeH+4YT4hhDoHUigT2DZ409HLKx2KwXWAgpKCyiwmqCRXZRNVlEWeaV5FNuKKbYVgxO8PL0q\n3dlK3JsCiPyqnTth3jwz4pGUBL6+0LMnTJtmRjsaNXJ1hSIiIlJdrHYrSdlJ7MjYQXpeOgFeAcQ0\niMHb0xur3UqJvYRiWzHHco+RnJWMw+kAC3h7eOPn5Yeflx8N/BoQ5B1ETkkOOSU5lFhLKLYXl22D\n6+3hja+XL/5e/oT7h+Pr6VslIypSOymASAVWq2kW+PrrZqTj0CHw9ob4eJg8Ge66S6FDRESkrrPa\nrWbE48QO0nPT8fP0o2WDlnh7epdd4+3pjbenN0E+QZV+fbGtmGK7CSdWuxVfL198vXxp6NcQPy8/\nhYx6SgFEAMjJgc2bze5Va9ZAaqoJHXFx8Nvfwr33QmSkq6sUERGR6nY2eCSeSCQtNw1fT19iG8SW\nCx7n42w4CSa4mioVd6UAUk+VlpqF4xs3wvvvw4YNZk2Hj48Z6bj3XrjjDmja1NWVioiISE2wOWwk\nZyezM2MnR3KP4OPpc1HBQ+TXKIDUIyUlcOQIrFplenVs2gQnTpg1HXFxMGUK3HQTxMZqIbmIiEht\ncLrwNMW2YiyYH8yWH35AW7CU+/zsubOfn/u8smt/+vxkwUl2nNjBkRwTPM6u8RCpDgogdZzdbkLG\nnj3wzjuwYgUcPWo6k58NHWPHQqtWZsqViIiIuF5+aT47MnaQeDKRQmthpYEDy08CxTnB49zrfvq8\n3OMP54psRXhbvIluEI2Pp091vjQRBZC6KivLTKlasQI+/dSMdlit0LEjTJxoQkfr1hBUcc2YiIiI\nuIjNYWP/6f1sPb6VEwUniAqMoklQE5xOZ7nrnJjnPz1e2bHKjp99/tNjjQMaa8RDaowCSB1SWGhC\nx969JnSsXAmHD5uQMWgQ3HYbXH21aRDooQaiIiIitUp6bjpbjm0hOTuZQO9A2ob9pOO3pkZLHaIA\n4uZsNjh+3ASNDRtg2TKzm1VBgRnhuO8+uOUW6NABwsNdXa2IiIicK6c4h23Ht7H71G5sDhvRIdFq\nvCd1mgKImyopgeRk2L4dvv0W1q2D/fvN2o4ePWDkSBgyxKzt0DQrERGR2qfUXsq+0/vYemwrmUWZ\nNAlqQohviKvLEql2CiBuprjYdCM/u5PV5s2QnQ3R0aYr+ahRZnF5bKzZUldERERqF6fTSWpOKluO\nbSH1TCoNfBvQNqxt2eJxkbpOAcRNFBXBgQNmJ6svvjDrPLy9oUsXGDgQrrkG2reHZs3AU01FRURE\nzltGfgabj27G7rDTPKQ54QHhhPmH0cC3QZWHgqyiLBKOJ7D31F6cTictG7bU4m+pdxRAarmCArOD\n1SuvwNdfm9GOJk3MLlZDhphdrVq2hMaNXV2piIiIeym1l5J4IpEtx7ZQaC3Ez8uPlOwUsECAdwAN\n/RrSPKQ5jQIaEeYfRqh/KF4e5/erU7GtmEJrIfml+RSUFlBgLSCrMIu0nDRySnJoGtyUIB/NkZb6\nSQGklsrLg3ffhVdfha1bza5V8fFmbcfQoWako3FjjXaIiIhcjIz8DDambyQpK4lw/3CaBjctO+dw\nOii0FpJbnMvmvM04nU78vPwI8Q2haXBTooKiCPMPI8Q3hBJ7SVnAKCgtILs4m8zCTAqsBRTZiii1\nlZZte+vt4U2wTzBtw9u66mW7TFpOGvtO76NrVFcaB1bPu6YlthJ2nNhBfmk+Tpw4nc7zenQ4Hdgd\nduxOOzaHDbvjh0envcLxMylnqqX2+kYBpJY5etSMdnz2mWkgGBUFt98Od90F7dpBRIS20BUREblY\nVrvVjHoc30JBaUGlU6A8LB4E+QSVG6EoshaRX5rPrpO72J6xHW9PbwK8Aih1lFJsKwan6a/h4+mD\nn5cfvp6+NPJvhK+X749b6dYzJbYS1h1Zx/Kk5ew9vbfseIeIDvSP6U/f6L6XvOjeareSkJHA2tS1\nbD622fxdVOJsI8fKHj0sHnh6eOJp8cTTwxMvDy88LebRw+Jhnnt44mXxorSk9JLqFcPiPLdbjbhE\nQkIC8fHxeHpuxWKJo3dvEzpGjjTb52pdmoiI1BV2h73slz+gxhZfn8g/waajmziQeYBw/3AiAiIu\n+l6l9lKKrEV4e3rj6+mLp4emJJyVkp3CV0lfsTp1NQXWArpGdWVIqyF0juxMwvEEVqeuZlvGNixY\n6BbVjf4x/enZrCcB3gHndX+bw8bOEztZl7aODekbKLAWENMghv4x/enTog+NAhqVhT4Pi0eV/veV\ntDuJB8c8yNatW4mLi6uy+9Y3GgGpZcaNg9mzoU0bV1ciIiJSdZxOJ0dyj7A9YzvZRdllx3/6y2HZ\nu9Jn36H+4bmnxZPmIc2JDIokIiDigt81t9qt7Dq5i++PfV826uHjeWlbRfp4+lzyPeqSQmsha9PW\nsjxpOQezDhLqF8qINiO4ttW1RAVFlV03IHYAA2IHkFOcw/oj61mdupp/bPwHPp4+9GrWi/4x/YmL\niqswKmV32Nl7ei9r09ay/sh6cktyaRrclJFtR9I3ui/RDaJr+iXLJVAAqWX+/GeFDxERqVtOFpxk\nR8YO9p3eh8PpoIFvg7J1EWUTMcoenOUecYLdaedI7hEAgnyCaBTQiJiGMTQKaEREQAT+3v6/+L03\npZtRj1D/UC4Lu6x6XmQ95HQ6OZR1iK+Sv2Jt6lqKbcXENYnj0b6P0r1p919csN/ArwEj2oxgRJsR\nnCg4wdrUtaxJW8PctXMJ8gniqhZXcXXM1fh4+LAmbQ3rj6wnqyiLxoGNGdxyMP1i+tGqYSttXeym\nFEBERESkWuQU55B4MpFdJ3ZRaC2kaXBTAn0CL/p+DqeD/NJ8MvIzSM5OxtPDs2xhePOQ5kQERBAR\nEIGXhxc2h41dJ8yoR35pPjENYtRdvIpkFmWy4cgGvk7+muQzyUT4R3BDuxsY3GrwRS0wjwyMZGyH\nsYztMJbUM6msSVvD6tTVLE9aDkCYXxh9ovvQP7o/bcPVL6UuUAARERGRKlVoLWTvqb1sz9hOVnEW\nUYFRNAtpdsn39bB4EOIbUjYFy2q3kleax8HMg+w6uQtfT18a+jUkukE0eSV57M/cT6hf1Y965Jfm\ns3jfYtYfWc8Vja6gf0x/rmh0RZ1eB3Is7xgb0jewMX0j+zP342HxoHvT7tza+VbiouKq7LXHNIzh\ntw1/y22dbuNA5gGsDiuXR1xep/9s6yMFEBEREakSVruVg1kHSTiewPG844T7h9MurF21vWPt7elN\nmH8YYf5hgNl1Kbckt2yBc1WPehTbillyYAmf7PuEUnspVza/kh0ndrA8eXnZu/RXx1xNm7A2bv8u\nvdPpJPlMMhuObGDj0Y2k5aTh4+lDXFQcU3tNpUfTHgT7Blfb97dYLLSLaFdt9xfXUgARERGpY+wO\nOxn5GRRaC3E4HZV+2J12nE4nNoet7MPhdNDArwEB3gEEegcS4B1Q9vFLv1A7nA5SslPYlrGN1JxU\ngryDaBPWpsbftfb18qWRVyMaBTaq0vta7VaWJS3jgz0fkF+az9DWQ7mpw02E+YfhdDo5kHWANalr\nWJu2liUHltAkqAn9ovvRP6a/Wy2OPrvQe2P6RjYe3cjJgpMEegfSs1lPbu1kRjo0jU2qggKIiIhI\nHZFbkmsavp3ax7H8Y1jt1h+DgxM4myF+sgH/2V2nPDDbltoctrJzPl4++Hr64u/lTwO/BoT6hxLi\nG1IuoOSX5rP9xHYOZh7E0+JJywYV+2q4K7vDzjcp3/De7vfIKspiYOxAxnccT2RgZNk1FouFduHt\naBfejru63sWuk7tYk7aGzw9+zv/2/I/YhrH0j+5Pv5h+5b7ufDmdznIN8c42zbM5bTgcjnLnyh7P\nPfbD9eded7a5nt1pJ/VMKpuObiKnJIcwvzB6N+9N7+a96di443l3fxc5X/ovSkRExI3ZHXaO5h0l\nOSuZQ1mHyC7JJsg7iKZBTS/p3Wqn00mpvZQSewklthKO5BzhUNYhHE4HAF4eXvh6+ZrRE7uNpsFN\nf3E3qpridDrZkL6B/Zn7aRHSgtiGsbQIaXFBfxYOp4N1aet4J/Edjucfp2+LvtzS6RaahzT/xa/z\n9PCkS1QXukR14b74+0g4nsCatDW8t/s93tr5Fu3D29OhUQesDisltpKyP9tyj5Ucq05nm+81CmjE\noJaDuLL5lbQJb1NvmydKzVAAERERcUM5xTmk5qSy99ReMvIzcDgdVbrmwmKx4Ovla35xr+R3d6vd\nSom9BA+Lx3k3kKtu6bnpzN86nx0ndhDuH05WURZOnHhYPGga3JSYBjHENowt+2gc0Ljcn5XT6WTz\n0c28nfg2qTmp9Gjag4f7PEyr0FYVvlexrZj03HSaBjet9PV7e3rTq3kvejXvRZG1iM3HNrM6dTUb\n0jfg4+lj/mw9zUeAdwChfqH4evmac56+5c57eXqVBQVPi2f5zz3KH/fw8Cjr4n3u+XKdvS2eVd6k\nT+R8KYCIiIi4CZvDxtHcoxzKOkRSdhK5JbkEegfSLLhZjc/N9/b0rjVTrQqthfxv9//4dP+nNAps\nxMz+M+nRtAdF1iLSctNIPZPK4TOHOZxzmE/3f0p+aT4A/l7+ZWGkaXBT1qau5UDWATo17sTfB/+d\n9hHtK/1+doed1JxUmoc0Jz03ncaBjWno1/Bn6/P39ufqmKu5Oubqann9Iu5GAUREROQiOZ1OThee\npshWBJhO3vBjd+9feu50OnHirPB49r7nnssvzWfvaTPa4XQ6iQiIICowql6/g+10OlmbtpbXtr9G\nfmk+4zuO58b2N5Z1KPf39i9bn/HTr8ksyjShJOcwh88cZs+pPSxPWk7rsNY8NeApukR1+cXvm5qT\nSouQFgxpPYT9mfvZlL6JElsJkUEXvsajPrHarbUmtIprKYCIiIhcoPzSfI7kHOFA5gGO5h2lyFpU\nFi5+fKg8fPx0Ifi5geOnx8pYzNc6nU6CfIJoEdKi7Bfs+iwtJ435W+eTeDKR3s16c3fc3WWLvPNL\n88kvzScqKKrC11kslrKGhfFN48uO2x3289q160T+Cfy9/ekX049Q/1B6NetFiG8Ia1PXcvjMYWIa\nxNTrUFgZp9NJam4qJdYSGvg1qPTvReoXBRAREZHzYLVbOZZ3jOTsZJKyk8gpzsHX05eIgAgCQ0x3\nb6fzh0Dxk2BxrrMjGhaLpVxIsWDRL67nodBayKJdi1hyYAlRQVE8fvXjxDf5MUhY7VbS89IJ9Q0l\nLSftvLfBPZ/wkVeSR4G1gMGtBtM0uClg/u46NOpAkE8Qqw+v5lD2IVo2bKmdo37gcDpIOZNCqF8o\nVzS/goTjCRzOOUxMiIJafab/O0RERH6G0+nkVOEp0s6ksT9zPycLT4ITwvzDuCzssgo7Bf3saIdc\nMqfTyerU1by+/XUKrYXc2ulWRrcbXWFKT1pOGq0btqZTZCdWH17NkZwjtGjQ4pK/v9XISlr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90YiAxAhaqnNqlC1QMNFSqEevZRjNa6MMgGPRXBYXLAZrKds4aCoiroCHXovR1JNYkia9F5q3nP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\nE7LPM/u89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59+ihdeeGHSfdjupGEAQlOqq6sLkUgEX//61/Hwww/jd7/7HX784x9j+/bt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\n", "prompt_number": 395, "text": "" } ], "prompt_number": 395 }, { "cell_type": "markdown", "metadata": {}, "source": "Let's now look at actually demonstrating the skill of the sparse method here. To do this, we again calculate the U, \u03a3 and V matrixes. However, we have to flesh out the \u03a3 a little, since the sparse method only returns the diagonal (remember it's a diagonal matrix. The other bitts are zero). \n\nThe reconstruction then, is dot product:" }, { "cell_type": "code", "collapsed": false, "input": "u,s,v=sp.svds(np.transpose(ssh.reshape((360, 292*362))), k=359)\nreconstr = np.dot(np.dot(u, np.diag(s)), v)", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 405 }, { "cell_type": "markdown", "metadata": {}, "source": "We now look at the first time slice: January 1978, in both the original sea surface height and the reconstructed, as well as the difference between the two." }, { "cell_type": "code", "collapsed": false, "input": "reconstrTest=reconstr[:, 0].reshape(292, 362)", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 406 }, { "cell_type": "code", "collapsed": false, "input": "cclimssh = np.array([-1,1])\nimshow(flipud(reconstrTest), cmap=cm.coolwarm)\nclim(cclimssh[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('SSH reconstructed from 359 EOFs')\nfigure()\nimshow(flipud(ssh[0,...]), cmap=cm.coolwarm)\nclim(cclimssh[:])\ncolorbar()\ntitle('SSH original')\nimshow(flipud(land1[:]))\nfigure()\nimshow(flipud(reconstrTest-ssh[0,...]), cmap=cm.coolwarm)\nclim(cclim[:])\ncolorbar()\nimshow(flipud(land1[:]))\ntitle('SSH reconstructed - SSH original')", "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 407, "text": "" }, { "metadata": {}, "output_type": "display_data", "png": 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yiPBaHXd83ZWNTzn+IZqlPyBmQ8ZVVFb6pNM+mYxJMmSRouWaJznthEnsvsdf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\n373PKWf/hy1JOBSzNDHHeEXEEg6OY5O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djBUPmXKZwXKAw/d9FX9hwErl6jwI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kgjvT925gp4zz+8eVUf+O5Gbn7kc9j1vz/B7eec168PIASam6+mbVvCSQ9g5xWfIqzv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\n8T3jInD4JJ0Y7A74Ko/ZV7RvGUyh+JGuNNyUmnYKtv5yUjNUb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S2HPTGNZZKnCjtGZd9EgjBFx2dsusToOti5ytD8jngoakLGVSOwOIklskQsjk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5t0lXJA8oFaEpWOisqVKcwSJiQAXUZrxIKKpI9Gsd9+m3nG0w/g61ffs/oNuc72xtee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\nJAwfPlypTGdnJ9544w2cOXMGhBDMmTMHX3zxhWJjB1UwnmMey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btyY6OpqQkBB69OjB0qVLc/18QUKeD9i3z0XzFvNp3mI+c+ctM0zC9EE1YcKv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eEeCmYty6Sd2DByqTxtu3u0/lr3xQh8uXYksrKO9cui78+yBT1RSnZc2xYi0e/eimEbYxBRn3A5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\n8amDc89bissvX4VTT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