{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Rank Filters for Image Processing\n", "=================================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour explores non-linear local filters that proceeds by\n", "ordering the pixels in a neighboorhood and selecting a given ranked\n", "entry." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Continuous Rank Filtering\n", "-------------------------\n", "We consider an image $f : [0,1]^2 \\rightarrow \\RR$.\n", "\n", "\n", "For any $\\beta \\in [0,1]$, we define the rank filter\n", "$\\phi_\\be^B$ of order $\\beta$ associated to a set $B$ to be\n", "$$ g = \\phi_\\beta^B(f)\n", " \\qwhereq\n", " g(x) = \\inf \\: \\enscond{t \\in \\RR}{\n", " \\mu( f^{-1}(]-\\infty,t]) \\cap x+B ) \\geq \\mu(B)/2 }. $$\n", "where $\\mu$ is the Lebesgue measure on $\\RR$.\n", "\n", "\n", "One usually assumes that $B$ is the ball of radius $\\epsilon>0$\n", "$$ B = B_\\epsilon = \\enscond{x}{\\norm{x} \\leq \\epsilon}. $$\n", "\n", "\n", "When $\\be=0$ (resp. $\\be=1$, resp.\n", "$\\be=1/2$), then $g(x)$ is the miniminimum\n", "(resp. maximum, resp. median) value of $f$ in a small neighboorhood of\n", "radius $\\epsilon$\n", "$$ \\phi_0^{B_\\epsilon}(f)(x) = \\umin{\\norm{y-x} \\leq \\epsilon} f(y), $$\n", "$$ \\phi_{1/2}^{B_\\epsilon}(f)(x) = \\umax{\\norm{y-x} \\leq \\epsilon} f(y), $$\n", "$$ \\phi_{1}^{B_\\epsilon}(f)(x) = \\underset{\\norm{y-x} \\leq \\epsilon}{\\text{median}} f(y). $$\n", "\n", "\n", "The operator $\\phi_\\beta^B$ is contrast-invariant, meaning that it\n", "computes with increasing functions $ \\psi : \\RR \\rightarrow \\RR $\n", "$$ \\phi_\\beta^B \\circ \\psi = \\psi \\circ \\phi_\\beta^B. $$\n", "The axiomatic study of contrast invariant operator was initiated in the\n", "comunity of mathematical morphology, see [Matheron75](#biblio), [Tukey77](#biblio), [Serra82](#biblio).\n", "\n", "\n", "Note also that there exist generalization of rank filters (and in\n", "particular the median filter) to vector valued images\n", "$ f : [0,1]^2 \\rightarrow \\RR^d$. Since the notion of rank does not\n", "exists anymore, one has to rely on variational caracteriation of the\n", "median, see for instance [CasSapChu00](#biblio).\n", "\n", "\n", "The medial filtering is the most popular rank filter.\n", "It is particularly efficient to remove impulse noise,\n", "see for instance [Piterbarg84](#biblio), [FanHall94](#biblio).\n", "See also [AriasDon99](#biblio) for a theoritical analysis of median\n", "filtering and of a two-stage iterated version.\n", "\n", "Patches in Images\n", "-----------------\n", "We apply rank filters to discretized images by interpreting them as\n", "piecewise constant functions.\n", "\n", "\n", "Size $N = n \\times n$ of the image." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 256;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We load an image $f_0 \\in \\RR^N$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 0.116279 0.110802 0.113704 0.134063 … 0.0287548 0.0287359 0.0314583\n", " 0.118994 0.105394 0.126063 0.153145 0.0137308 0.0191786 0.0328152\n", " 0.121933 0.131637 0.167055 0.1561 0.0191221 0.0219491 0.0383352\n", " 0.1686 0.187318 0.194206 0.179032 0.0218771 0.0327673 0.0437247\n", " 0.202441 0.179545 0.188899 0.180755 0.0342584 0.0396646 0.0410583\n", " 0.236876 0.231387 0.243987 0.195669 … 0.0397783 0.0451862 0.045026 \n", " 0.242166 0.26833 0.392237 0.219388 0.0492727 0.0520715 0.0412221\n", " 0.227555 0.239195 0.222395 0.223745 0.0614059 0.0561919 0.0450853\n", " 0.174463 0.192817 0.173714 0.161738 0.0588799 0.0560296 0.0411872\n", " 0.240959 0.214167 0.198041 0.176431 0.06423 0.0561998 0.0491571\n", " 0.233736 0.268875 0.323605 0.390379 … 0.0613594 0.0601386 0.0492048\n", " 0.469764 0.440609 0.320349 0.217411 0.0590014 0.0561119 0.0479389\n", " 0.217896 0.224526 0.240435 0.225365 0.0605422 0.0628551 0.0480219\n", " ⋮ ⋱ ⋮ \n", " 0.247533 0.309003 0.308757 0.305036 0.135376 0.126861 0.126032 \n", " 0.246182 0.279635 0.295631 0.297313 … 0.136632 0.129989 0.127163 \n", " 0.240817 0.24315 0.283953 0.312362 0.133973 0.131301 0.120581 \n", " 0.243502 0.235563 0.261751 0.3049 0.128674 0.1311 0.119053 \n", " 0.243583 0.225477 0.2399 0.238397 0.131327 0.117945 0.127137 \n", " 0.227261 0.233908 0.228406 0.247246 0.104366 0.112181 0.119152 \n", " 0.196036 0.223394 0.217576 0.224995 … 0.0903733 0.0930875 0.101424 \n", " 0.21693 0.190604 0.220216 0.217304 0.0862589 0.084944 0.0930124\n", " 0.476838 0.167249 0.212108 0.21071 0.0807355 0.0833831 0.0848607\n", " 0.534911 0.40117 0.175342 0.191631 0.0684402 0.071227 0.087462 \n", " 0.481751 0.479992 0.236952 0.164247 0.0669885 0.0697431 0.0725492\n", " 0.342149 0.467888 0.411812 0.143802 … 0.0684046 0.0711055 0.0766073" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f0 = load_image(\"NtToolBox/src/data/hibiscus.png\", n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display $f_0$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(f0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Noise level $\\si$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.04" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigma = .04;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generate a noisy image $f=f_0+\\epsilon$ where $\\epsilon \\times\n", "\\Nn(0,\\si^2\\text{Id}_N)$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.114772 0.105344 0.107063 0.121441 … 0.0657353 0.0233756 \n", " 0.110311 0.108213 0.197087 0.0939345 0.0509361 0.0141683 \n", " 0.09125 0.194106 0.198424 0.156751 0.0495803 0.00415511\n", " 0.157416 0.156526 0.187292 0.149025 0.0368 0.0151333 \n", " 0.147951 0.188546 0.225104 0.240929 0.076205 -0.0366769 \n", " 0.232034 0.218108 0.228177 0.212642 … 0.0446797 0.00278841\n", " 0.226353 0.228391 0.389259 0.262028 -0.0398128 0.0412949 \n", " 0.166553 0.175345 0.238151 0.157617 0.0681098 0.0232659 \n", " 0.139443 0.233554 0.200415 0.187086 0.0425438 0.0079569 \n", " 0.210662 0.2297 0.215615 0.15383 0.0146813 -0.0568391 \n", " 0.13838 0.229396 0.374239 0.38232 … -0.0396493 0.0903054 \n", " 0.509495 0.489149 0.379413 0.261747 0.0585931 0.0405592 \n", " 0.175538 0.194461 0.301568 0.239828 0.118492 -0.00022444\n", " ⋮ ⋱ ⋮ \n", " 0.270615 0.252229 0.315756 0.355736 0.255458 0.138058 \n", " 0.224241 0.319554 0.276628 0.297281 … 0.178452 0.150221 \n", " 0.271247 0.235519 0.291007 0.366537 0.119766 0.0274382 \n", " 0.248166 0.243644 0.276523 0.358626 0.148094 0.139359 \n", " 0.269712 0.300629 0.237094 0.260269 0.119064 0.090374 \n", " 0.271568 0.294264 0.232658 0.221302 0.0825405 0.0694068 \n", " 0.147831 0.203258 0.249593 0.174058 … 0.137787 0.0774287 \n", " 0.166618 0.255677 0.273366 0.257261 0.0280057 0.0944554 \n", " 0.481993 0.195508 0.2474 0.188708 0.0188767 0.118661 \n", " 0.630043 0.374081 0.204699 0.166117 0.0871116 0.151308 \n", " 0.412443 0.524932 0.200204 0.150742 0.0780533 0.0703177 \n", " 0.364963 0.431397 0.468698 0.163196 … 0.0556309 0.0483685 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Distributions\n", "f = f0 .+ sigma.*rand(Normal(), n, n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display $f$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(clamP(f))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For simplicity, we consider the case where\n", "the set $B$ is a square of $w_1 \\times w_2$ pixels.\n", "where we denote $w$ to be the half width of the patches,\n", "and $w_1=2w+1$ the full width." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "7" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w = 3\n", "w1 = 2*w + 1;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define the patch extraction operator\n", "$$ p = p_x(f) \\in \\RR^{w_1 \\times w_1}\n", "\\qwhereq \\forall -w \\leq s_1,s_2 \\leq w, \\quad p(s) = f(x+s). $$\n", "\n", "\n", "We now define the function $\\Pi(f) = (p_x(f))_x $\n", "that extracts all possible patches.\n", "\n", "\n", "We set up large $(n,n,w_1,w_1)$ matrices to index the the X and Y\n", "position of the pixel to extract." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256×7×7 Array{Int64,4}:\n", "[:, :, 1, 1] =\n", " -2 -2 -2 -2 -2 -2 -2 -2 … -2 -2 -2 -2 -2 -2 -2\n", " -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 242 242 242 242 242 242 242 242 242 242 242 242 242 242 242\n", " 243 243 243 243 243 243 243 243 … 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", "\n", "[:, :, 2, 1] =\n", " -1 -1 -1 -1 -1 -1 -1 -1 … -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 243 243 243 243 243 243 243 243 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 … 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", "\n", "[:, :, 3, 1] =\n", " 0 0 0 0 0 0 0 0 … 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 … 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 … 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 … 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 … 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 … 255 255 255 255 255 255 255\n", "\n", "[:, :, 4, 1] =\n", " 1 1 1 1 1 1 1 1 … 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 … 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 … 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 … 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 … 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 … 256 256 256 256 256 256 256\n", "\n", "[:, :, 5, 1] =\n", " 2 2 2 2 2 2 2 2 … 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 … 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 … 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 … 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 … 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 … 257 257 257 257 257 257 257\n", "\n", "[:, :, 6, 1] =\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 … 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 … 258 258 258 258 258 258 258\n", "\n", "[:, :, 7, 1] =\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 … 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 258 258 258 258 258 258 258\n", " 259 259 259 259 259 259 259 259 … 259 259 259 259 259 259 259\n", "\n", "[:, :, 1, 2] =\n", " -2 -2 -2 -2 -2 -2 -2 -2 … -2 -2 -2 -2 -2 -2 -2\n", " -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 242 242 242 242 242 242 242 242 242 242 242 242 242 242 242\n", " 243 243 243 243 243 243 243 243 … 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", "\n", "[:, :, 2, 2] =\n", " -1 -1 -1 -1 -1 -1 -1 -1 … -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 243 243 243 243 243 243 243 243 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 … 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", "\n", "[:, :, 3, 2] =\n", " 0 0 0 0 0 0 0 0 … 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 … 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 … 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 … 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 … 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 … 255 255 255 255 255 255 255\n", "\n", "[:, :, 4, 2] =\n", " 1 1 1 1 1 1 1 1 … 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 … 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 … 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 … 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 … 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 … 256 256 256 256 256 256 256\n", "\n", "[:, :, 5, 2] =\n", " 2 2 2 2 2 2 2 2 … 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 … 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 … 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 … 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 … 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 … 257 257 257 257 257 257 257\n", "\n", "[:, :, 6, 2] =\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 … 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 … 258 258 258 258 258 258 258\n", "\n", "[:, :, 7, 2] =\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 … 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 258 258 258 258 258 258 258\n", " 259 259 259 259 259 259 259 259 … 259 259 259 259 259 259 259\n", "\n", "[:, :, 1, 3] =\n", " -2 -2 -2 -2 -2 -2 -2 -2 … -2 -2 -2 -2 -2 -2 -2\n", " -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 242 242 242 242 242 242 242 242 242 242 242 242 242 242 242\n", " 243 243 243 243 243 243 243 243 … 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", "\n", "[:, :, 2, 3] =\n", " -1 -1 -1 -1 -1 -1 -1 -1 … -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 243 243 243 243 243 243 243 243 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 … 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", "\n", "[:, :, 3, 3] =\n", " 0 0 0 0 0 0 0 0 … 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 … 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 … 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 … 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 … 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 … 255 255 255 255 255 255 255\n", "\n", "[:, :, 4, 3] =\n", " 1 1 1 1 1 1 1 1 … 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 … 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 … 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 … 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 … 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 … 256 256 256 256 256 256 256\n", "\n", "[:, :, 5, 3] =\n", " 2 2 2 2 2 2 2 2 … 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 … 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 … 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 … 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 … 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 … 257 257 257 257 257 257 257\n", "\n", "[:, :, 6, 3] =\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 … 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 … 258 258 258 258 258 258 258\n", "\n", "[:, :, 7, 3] =\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 … 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 258 258 258 258 258 258 258\n", " 259 259 259 259 259 259 259 259 … 259 259 259 259 259 259 259\n", "\n", "[:, :, 1, 4] =\n", " -2 -2 -2 -2 -2 -2 -2 -2 … -2 -2 -2 -2 -2 -2 -2\n", " -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 242 242 242 242 242 242 242 242 242 242 242 242 242 242 242\n", " 243 243 243 243 243 243 243 243 … 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", "\n", "[:, :, 2, 4] =\n", " -1 -1 -1 -1 -1 -1 -1 -1 … -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 243 243 243 243 243 243 243 243 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 … 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", "\n", "[:, :, 3, 4] =\n", " 0 0 0 0 0 0 0 0 … 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 … 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 … 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 … 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 … 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 … 255 255 255 255 255 255 255\n", "\n", "[:, :, 4, 4] =\n", " 1 1 1 1 1 1 1 1 … 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 … 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 … 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 … 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 … 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 … 256 256 256 256 256 256 256\n", "\n", "[:, :, 5, 4] =\n", " 2 2 2 2 2 2 2 2 … 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 … 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 … 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 … 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 … 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 … 257 257 257 257 257 257 257\n", "\n", "[:, :, 6, 4] =\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 … 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 … 258 258 258 258 258 258 258\n", "\n", "[:, :, 7, 4] =\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 … 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 258 258 258 258 258 258 258\n", " 259 259 259 259 259 259 259 259 … 259 259 259 259 259 259 259\n", "\n", "[:, :, 1, 5] =\n", " -2 -2 -2 -2 -2 -2 -2 -2 … -2 -2 -2 -2 -2 -2 -2\n", " -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 242 242 242 242 242 242 242 242 242 242 242 242 242 242 242\n", " 243 243 243 243 243 243 243 243 … 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", "\n", "[:, :, 2, 5] =\n", " -1 -1 -1 -1 -1 -1 -1 -1 … -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 243 243 243 243 243 243 243 243 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 … 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", "\n", "[:, :, 3, 5] =\n", " 0 0 0 0 0 0 0 0 … 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 … 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 … 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 … 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 … 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 … 255 255 255 255 255 255 255\n", "\n", "[:, :, 4, 5] =\n", " 1 1 1 1 1 1 1 1 … 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 … 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 … 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 … 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 … 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 … 256 256 256 256 256 256 256\n", "\n", "[:, :, 5, 5] =\n", " 2 2 2 2 2 2 2 2 … 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 … 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 … 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 … 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 … 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 … 257 257 257 257 257 257 257\n", "\n", "[:, :, 6, 5] =\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 … 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 … 258 258 258 258 258 258 258\n", "\n", "[:, :, 7, 5] =\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 … 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 258 258 258 258 258 258 258\n", " 259 259 259 259 259 259 259 259 … 259 259 259 259 259 259 259\n", "\n", "[:, :, 1, 6] =\n", " -2 -2 -2 -2 -2 -2 -2 -2 … -2 -2 -2 -2 -2 -2 -2\n", " -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 242 242 242 242 242 242 242 242 242 242 242 242 242 242 242\n", " 243 243 243 243 243 243 243 243 … 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", "\n", "[:, :, 2, 6] =\n", " -1 -1 -1 -1 -1 -1 -1 -1 … -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 243 243 243 243 243 243 243 243 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 … 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", "\n", "[:, :, 3, 6] =\n", " 0 0 0 0 0 0 0 0 … 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 … 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 … 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 … 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 … 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 … 255 255 255 255 255 255 255\n", "\n", "[:, :, 4, 6] =\n", " 1 1 1 1 1 1 1 1 … 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 … 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 … 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 … 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 … 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 … 256 256 256 256 256 256 256\n", "\n", "[:, :, 5, 6] =\n", " 2 2 2 2 2 2 2 2 … 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 … 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 … 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 … 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 … 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 … 257 257 257 257 257 257 257\n", "\n", "[:, :, 6, 6] =\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 … 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 … 258 258 258 258 258 258 258\n", "\n", "[:, :, 7, 6] =\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 … 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 258 258 258 258 258 258 258\n", " 259 259 259 259 259 259 259 259 … 259 259 259 259 259 259 259\n", "\n", "[:, :, 1, 7] =\n", " -2 -2 -2 -2 -2 -2 -2 -2 … -2 -2 -2 -2 -2 -2 -2\n", " -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 242 242 242 242 242 242 242 242 242 242 242 242 242 242 242\n", " 243 243 243 243 243 243 243 243 … 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", "\n", "[:, :, 2, 7] =\n", " -1 -1 -1 -1 -1 -1 -1 -1 … -1 -1 -1 -1 -1 -1 -1\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 243 243 243 243 243 243 243 243 243 243 243 243 243 243 243\n", " 244 244 244 244 244 244 244 244 … 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", "\n", "[:, :, 3, 7] =\n", " 0 0 0 0 0 0 0 0 … 0 0 0 0 0 0 0\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 … 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 … 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 244 244 244 244 244 244 244 244 244 244 244 244 244 244 244\n", " 245 245 245 245 245 245 245 245 … 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 … 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 … 255 255 255 255 255 255 255\n", "\n", "[:, :, 4, 7] =\n", " 1 1 1 1 1 1 1 1 … 1 1 1 1 1 1 1\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 … 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 … 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 245 245 245 245 245 245 245 245 245 245 245 245 245 245 245\n", " 246 246 246 246 246 246 246 246 … 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 … 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 … 256 256 256 256 256 256 256\n", "\n", "[:, :, 5, 7] =\n", " 2 2 2 2 2 2 2 2 … 2 2 2 2 2 2 2\n", " 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 … 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 … 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 246 246 246 246 246 246 246 246 246 246 246 246 246 246 246\n", " 247 247 247 247 247 247 247 247 … 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 … 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 … 257 257 257 257 257 257 257\n", "\n", "[:, :, 6, 7] =\n", " 3 3 3 3 3 3 3 3 … 3 3 3 3 3 3 3\n", " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 … 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 … 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 247 247 247 247 247 247 247 247 247 247 247 247 247 247 247\n", " 248 248 248 248 248 248 248 248 … 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 … 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 … 258 258 258 258 258 258 258\n", "\n", "[:, :, 7, 7] =\n", " 4 4 4 4 4 4 4 4 … 4 4 4 4 4 4 4\n", " 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5\n", " 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6\n", " 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7\n", " 8 8 8 8 8 8 8 8 8 8 8 8 8 8 8\n", " 9 9 9 9 9 9 9 9 … 9 9 9 9 9 9 9\n", " 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n", " 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11\n", " 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12\n", " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13\n", " 14 14 14 14 14 14 14 14 … 14 14 14 14 14 14 14\n", " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15\n", " 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16\n", " ⋮ ⋮ ⋱ ⋮ ⋮\n", " 248 248 248 248 248 248 248 248 248 248 248 248 248 248 248\n", " 249 249 249 249 249 249 249 249 … 249 249 249 249 249 249 249\n", " 250 250 250 250 250 250 250 250 250 250 250 250 250 250 250\n", " 251 251 251 251 251 251 251 251 251 251 251 251 251 251 251\n", " 252 252 252 252 252 252 252 252 252 252 252 252 252 252 252\n", " 253 253 253 253 253 253 253 253 253 253 253 253 253 253 253\n", " 254 254 254 254 254 254 254 254 … 254 254 254 254 254 254 254\n", " 255 255 255 255 255 255 255 255 255 255 255 255 255 255 255\n", " 256 256 256 256 256 256 256 256 256 256 256 256 256 256 256\n", " 257 257 257 257 257 257 257 257 257 257 257 257 257 257 257\n", " 258 258 258 258 258 258 258 258 258 258 258 258 258 258 258\n", " 259 259 259 259 259 259 259 259 … 259 259 259 259 259 259 259" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "\n", "(X, Y) = meshgrid(1 : n, 1 : n)\n", "(dX, dY) = meshgrid(-w : w, -w : w)\n", "\n", "dX = reshape(dX, (1, 1, w1, w1))\n", "dY = reshape(dY, (1, 1, w1, w1))\n", "X = repeat(X, inner = [1, 1, w1, w1]) + repeat(dX, inner = [n, n, 1, 1])\n", "Y = repeat(Y, inner = [1, 1, w1, w1]) + repeat(dY, inner = [n, n, 1, 1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We handle boundary condition by reflexion." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "10752-element Array{Int64,1}:\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " 255\n", " ⋮\n", " 255\n", " 254\n", " 253\n", " 255\n", " 254\n", " 253\n", " 255\n", " 254\n", " 253\n", " 255\n", " 254\n", " 253" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X[X .< 1] = 2 .- X[X .< 1] \n", "Y[Y .< 1] = 2 .- Y[Y .< 1]\n", "X[X .> n] = 2*n .- X[X .> n]\n", "Y[Y .> n] = 2*n .- Y[Y .> n];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Patch extractor operator $\\Pi$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256×49 Array{Float64,3}:\n", "[:, :, 1] =\n", " 0.149025 0.156751 0.0939345 … 0.174058 0.257261 0.188708 \n", " 0.187292 0.198424 0.197087 0.249593 0.273366 0.2474 \n", " 0.156526 0.194106 0.108213 0.203258 0.255677 0.195508 \n", " 0.157416 0.09125 0.110311 0.147831 0.166618 0.481993 \n", " 0.156526 0.194106 0.108213 0.203258 0.255677 0.195508 \n", " 0.187292 0.198424 0.197087 … 0.249593 0.273366 0.2474 \n", " 0.149025 0.156751 0.0939345 0.174058 0.257261 0.188708 \n", " 0.172625 0.121482 0.125642 0.226465 0.162255 0.238564 \n", " 0.156354 0.129231 0.19552 0.236931 0.240488 0.210275 \n", " 0.103827 0.148446 0.146989 0.318358 0.431761 0.332057 \n", " 0.187405 0.0717975 0.165663 … 0.228651 0.167916 0.239054 \n", " 0.211038 0.262391 0.170467 0.238519 0.223545 0.230995 \n", " 0.268735 0.267792 0.159248 0.315574 0.292346 0.237907 \n", " ⋮ ⋱ ⋮ \n", " 0.134526 0.0924799 0.160356 0.207096 0.127727 0.0381167\n", " 0.16096 0.181872 0.189489 … 0.200793 0.0946361 0.0930378\n", " 0.119397 0.211486 0.109942 0.127007 0.0903574 0.234103 \n", " 0.148652 0.160793 0.119045 0.130204 0.106108 0.118835 \n", " 0.0635844 0.190068 0.121474 0.149581 0.136428 0.0981085\n", " 0.101373 0.109305 0.136434 0.175996 0.099095 0.0623861\n", " 0.000358282 0.107627 0.147529 … 0.155155 0.144552 0.044013 \n", " 0.0420659 0.0235099 0.0679079 0.210707 0.129841 0.0846607\n", " 0.0236848 -0.0203751 0.134365 0.150461 0.123607 0.0406605\n", " 0.0287613 0.0291541 0.0324472 0.104116 0.122338 0.0730193\n", " 0.0106478 -0.00552674 0.0415626 0.0886524 0.113786 0.111948 \n", " 0.102421 -0.0007033 0.0324355 … 0.102791 0.109307 0.147607 \n", "\n", "[:, :, 2] =\n", " 0.156751 0.0939345 0.121441 … 0.249593 0.273366 0.2474 \n", " 0.198424 0.197087 0.107063 0.203258 0.255677 0.195508 \n", " 0.194106 0.108213 0.105344 0.147831 0.166618 0.481993 \n", " 0.09125 0.110311 0.114772 0.203258 0.255677 0.195508 \n", " 0.194106 0.108213 0.105344 0.249593 0.273366 0.2474 \n", " 0.198424 0.197087 0.107063 … 0.174058 0.257261 0.188708 \n", " 0.156751 0.0939345 0.121441 0.226465 0.162255 0.238564 \n", " 0.121482 0.125642 0.0486968 0.236931 0.240488 0.210275 \n", " 0.129231 0.19552 0.085594 0.318358 0.431761 0.332057 \n", " 0.148446 0.146989 0.133371 0.228651 0.167916 0.239054 \n", " 0.0717975 0.165663 0.156312 … 0.238519 0.223545 0.230995 \n", " 0.262391 0.170467 0.162685 0.315574 0.292346 0.237907 \n", " 0.267792 0.159248 0.138842 0.293746 0.268041 0.233173 \n", " ⋮ ⋱ ⋮ \n", " 0.16096 0.181872 0.189489 0.200793 0.0946361 0.0930378\n", " 0.119397 0.211486 0.109942 … 0.127007 0.0903574 0.234103 \n", " 0.148652 0.160793 0.119045 0.130204 0.106108 0.118835 \n", " 0.0635844 0.190068 0.121474 0.149581 0.136428 0.0981085\n", " 0.101373 0.109305 0.136434 0.175996 0.099095 0.0623861\n", " 0.000358282 0.107627 0.147529 0.155155 0.144552 0.044013 \n", " 0.0420659 0.0235099 0.0679079 … 0.210707 0.129841 0.0846607\n", " 0.0236848 -0.0203751 0.134365 0.150461 0.123607 0.0406605\n", " 0.0287613 0.0291541 0.0324472 0.104116 0.122338 0.0730193\n", " 0.0106478 -0.00552674 0.0415626 0.0886524 0.113786 0.111948 \n", " 0.102421 -0.0007033 0.0324355 0.102791 0.109307 0.147607 \n", " 0.00828267 0.0344683 0.0134943 … 0.0726556 0.108334 0.101225 \n", "\n", "[:, :, 3] =\n", " 0.0939345 0.121441 0.0939345 … 0.203258 0.255677 0.195508 \n", " 0.197087 0.107063 0.197087 0.147831 0.166618 0.481993 \n", " 0.108213 0.105344 0.108213 0.203258 0.255677 0.195508 \n", " 0.110311 0.114772 0.110311 0.249593 0.273366 0.2474 \n", " 0.108213 0.105344 0.108213 0.174058 0.257261 0.188708 \n", " 0.197087 0.107063 0.197087 … 0.226465 0.162255 0.238564 \n", " 0.0939345 0.121441 0.0939345 0.236931 0.240488 0.210275 \n", " 0.125642 0.0486968 0.125642 0.318358 0.431761 0.332057 \n", " 0.19552 0.085594 0.19552 0.228651 0.167916 0.239054 \n", " 0.146989 0.133371 0.146989 0.238519 0.223545 0.230995 \n", " 0.165663 0.156312 0.165663 … 0.315574 0.292346 0.237907 \n", " 0.170467 0.162685 0.170467 0.293746 0.268041 0.233173 \n", " 0.159248 0.138842 0.159248 0.233755 0.263721 0.286175 \n", " ⋮ ⋱ ⋮ \n", " 0.119397 0.211486 0.109942 0.127007 0.0903574 0.234103 \n", " 0.148652 0.160793 0.119045 … 0.130204 0.106108 0.118835 \n", " 0.0635844 0.190068 0.121474 0.149581 0.136428 0.0981085\n", " 0.101373 0.109305 0.136434 0.175996 0.099095 0.0623861\n", " 0.000358282 0.107627 0.147529 0.155155 0.144552 0.044013 \n", " 0.0420659 0.0235099 0.0679079 0.210707 0.129841 0.0846607\n", " 0.0236848 -0.0203751 0.134365 … 0.150461 0.123607 0.0406605\n", " 0.0287613 0.0291541 0.0324472 0.104116 0.122338 0.0730193\n", " 0.0106478 -0.00552674 0.0415626 0.0886524 0.113786 0.111948 \n", " 0.102421 -0.0007033 0.0324355 0.102791 0.109307 0.147607 \n", " 0.00828267 0.0344683 0.0134943 0.0726556 0.108334 0.101225 \n", " 0.0368 0.0495803 0.0509361 … 0.137787 0.0280057 0.0188767\n", "\n", "...\n", "\n", "[:, :, 47] =\n", " 0.0939345 0.156751 0.149025 … 0.524932 0.374081 0.195508 \n", " 0.125642 0.121482 0.172625 0.200204 0.204699 0.2474 \n", " 0.19552 0.129231 0.156354 0.150742 0.166117 0.188708 \n", " 0.146989 0.148446 0.103827 0.218461 0.218437 0.238564 \n", " 0.165663 0.0717975 0.187405 0.189023 0.292622 0.210275 \n", " 0.170467 0.262391 0.211038 … 0.365701 0.376411 0.332057 \n", " 0.159248 0.267792 0.268735 0.30337 0.279026 0.239054 \n", " 0.18562 0.137005 0.189609 0.28749 0.19804 0.230995 \n", " 0.188607 0.242915 0.234702 0.290097 0.257253 0.237907 \n", " 0.228297 0.149969 0.382722 0.288788 0.279859 0.233173 \n", " 0.238514 0.231974 0.370069 … 0.259965 0.348417 0.286175 \n", " 0.264326 0.272157 0.169178 0.319622 0.224068 0.216238 \n", " 0.26741 0.398823 0.0718746 0.169366 0.250736 0.267595 \n", " ⋮ ⋱ ⋮ \n", " 0.0635844 0.0915603 0.0205199 0.0747481 0.052986 0.0981085\n", " 0.101373 0.126429 0.00986551 … 0.0702762 0.129937 0.0623861\n", " 0.000358282 0.00138209 0.0441279 -0.0586144 0.0546166 0.044013 \n", " 0.0420659 0.0634842 -0.0381625 0.151441 0.0420701 0.0846607\n", " 0.0236848 0.00604683 0.0255284 0.0916322 0.0473419 0.0406605\n", " 0.0287613 0.0211243 0.128846 0.0880231 0.0917012 0.0730193\n", " 0.0106478 0.00640446 -0.0144661 … 0.0530275 0.0413055 0.111948 \n", " 0.102421 0.028632 -0.039096 0.0774692 0.105287 0.147607 \n", " 0.00828267 -0.01133 0.0699409 0.082484 0.107345 0.101225 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.0151333 -0.0366769 0.00278841 0.0703177 0.151308 0.118661 \n", " 0.0368 0.076205 0.0446797 … 0.0780533 0.0871116 0.0188767\n", "\n", "[:, :, 48] =\n", " 0.156751 0.149025 0.240929 … 0.200204 0.204699 0.2474 \n", " 0.121482 0.172625 0.16456 0.150742 0.166117 0.188708 \n", " 0.129231 0.156354 0.136764 0.218461 0.218437 0.238564 \n", " 0.148446 0.103827 0.215877 0.189023 0.292622 0.210275 \n", " 0.0717975 0.187405 0.126173 0.365701 0.376411 0.332057 \n", " 0.262391 0.211038 0.240095 … 0.30337 0.279026 0.239054 \n", " 0.267792 0.268735 0.248261 0.28749 0.19804 0.230995 \n", " 0.137005 0.189609 0.306711 0.290097 0.257253 0.237907 \n", " 0.242915 0.234702 0.248266 0.288788 0.279859 0.233173 \n", " 0.149969 0.382722 0.171917 0.259965 0.348417 0.286175 \n", " 0.231974 0.370069 0.153497 … 0.319622 0.224068 0.216238 \n", " 0.272157 0.169178 0.0955184 0.169366 0.250736 0.267595 \n", " 0.398823 0.0718746 0.0522659 0.167178 0.139326 0.147604 \n", " ⋮ ⋱ ⋮ \n", " 0.101373 0.126429 0.00986551 0.0702762 0.129937 0.0623861\n", " 0.000358282 0.00138209 0.0441279 … -0.0586144 0.0546166 0.044013 \n", " 0.0420659 0.0634842 -0.0381625 0.151441 0.0420701 0.0846607\n", " 0.0236848 0.00604683 0.0255284 0.0916322 0.0473419 0.0406605\n", " 0.0287613 0.0211243 0.128846 0.0880231 0.0917012 0.0730193\n", " 0.0106478 0.00640446 -0.0144661 0.0530275 0.0413055 0.111948 \n", " 0.102421 0.028632 -0.039096 … 0.0774692 0.105287 0.147607 \n", " 0.00828267 -0.01133 0.0699409 0.082484 0.107345 0.101225 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.0151333 -0.0366769 0.00278841 0.0703177 0.151308 0.118661 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.00828267 -0.01133 0.0699409 … 0.082484 0.107345 0.101225 \n", "\n", "[:, :, 49] =\n", " 0.149025 0.240929 0.212642 … 0.150742 0.166117 0.188708 \n", " 0.172625 0.16456 0.199422 0.218461 0.218437 0.238564 \n", " 0.156354 0.136764 0.153834 0.189023 0.292622 0.210275 \n", " 0.103827 0.215877 0.105064 0.365701 0.376411 0.332057 \n", " 0.187405 0.126173 0.253447 0.30337 0.279026 0.239054 \n", " 0.211038 0.240095 0.312458 … 0.28749 0.19804 0.230995 \n", " 0.268735 0.248261 0.463218 0.290097 0.257253 0.237907 \n", " 0.189609 0.306711 0.246605 0.288788 0.279859 0.233173 \n", " 0.234702 0.248266 0.175262 0.259965 0.348417 0.286175 \n", " 0.382722 0.171917 0.205089 0.319622 0.224068 0.216238 \n", " 0.370069 0.153497 0.15277 … 0.169366 0.250736 0.267595 \n", " 0.169178 0.0955184 0.115215 0.167178 0.139326 0.147604 \n", " 0.0718746 0.0522659 0.0879985 0.228614 0.229078 0.200206 \n", " ⋮ ⋱ ⋮ \n", " 0.000358282 0.00138209 0.0441279 -0.0586144 0.0546166 0.044013 \n", " 0.0420659 0.0634842 -0.0381625 … 0.151441 0.0420701 0.0846607\n", " 0.0236848 0.00604683 0.0255284 0.0916322 0.0473419 0.0406605\n", " 0.0287613 0.0211243 0.128846 0.0880231 0.0917012 0.0730193\n", " 0.0106478 0.00640446 -0.0144661 0.0530275 0.0413055 0.111948 \n", " 0.102421 0.028632 -0.039096 0.0774692 0.105287 0.147607 \n", " 0.00828267 -0.01133 0.0699409 … 0.082484 0.107345 0.101225 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.0151333 -0.0366769 0.00278841 0.0703177 0.151308 0.118661 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.00828267 -0.01133 0.0699409 0.082484 0.107345 0.101225 \n", " 0.102421 0.028632 -0.039096 … 0.0774692 0.105287 0.147607 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "I = X + (Y-1)*n\n", "for i in 1 : Base.div(n, w)\n", " for j in 1 : Base.div(n, w)\n", " I[i, j, :, :] = transpose(I[i, j, :, :])\n", " end\n", "end\n", " \n", "Pi = f -> reshape(f[I], (n, n, w1*w1))\n", "Pi(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We store the patches $\\Pi(f)$ as a $n \\times n \\times w_1^2$ matrix $P$\n", "such that, for each pixel $x$, $P(x)$ is a vector of size $w_1^2$\n", "storing the entries of $p_x(f)$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256×49 Array{Float64,3}:\n", "[:, :, 1] =\n", " 0.149025 0.156751 0.0939345 … 0.174058 0.257261 0.188708 \n", " 0.187292 0.198424 0.197087 0.249593 0.273366 0.2474 \n", " 0.156526 0.194106 0.108213 0.203258 0.255677 0.195508 \n", " 0.157416 0.09125 0.110311 0.147831 0.166618 0.481993 \n", " 0.156526 0.194106 0.108213 0.203258 0.255677 0.195508 \n", " 0.187292 0.198424 0.197087 … 0.249593 0.273366 0.2474 \n", " 0.149025 0.156751 0.0939345 0.174058 0.257261 0.188708 \n", " 0.172625 0.121482 0.125642 0.226465 0.162255 0.238564 \n", " 0.156354 0.129231 0.19552 0.236931 0.240488 0.210275 \n", " 0.103827 0.148446 0.146989 0.318358 0.431761 0.332057 \n", " 0.187405 0.0717975 0.165663 … 0.228651 0.167916 0.239054 \n", " 0.211038 0.262391 0.170467 0.238519 0.223545 0.230995 \n", " 0.268735 0.267792 0.159248 0.315574 0.292346 0.237907 \n", " ⋮ ⋱ ⋮ \n", " 0.134526 0.0924799 0.160356 0.207096 0.127727 0.0381167\n", " 0.16096 0.181872 0.189489 … 0.200793 0.0946361 0.0930378\n", " 0.119397 0.211486 0.109942 0.127007 0.0903574 0.234103 \n", " 0.148652 0.160793 0.119045 0.130204 0.106108 0.118835 \n", " 0.0635844 0.190068 0.121474 0.149581 0.136428 0.0981085\n", " 0.101373 0.109305 0.136434 0.175996 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\n", " 0.00828267 -0.01133 0.0699409 0.082484 0.107345 0.101225 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.0151333 -0.0366769 0.00278841 0.0703177 0.151308 0.118661 \n", " 0.0368 0.076205 0.0446797 … 0.0780533 0.0871116 0.0188767\n", "\n", "[:, :, 48] =\n", " 0.156751 0.149025 0.240929 … 0.200204 0.204699 0.2474 \n", " 0.121482 0.172625 0.16456 0.150742 0.166117 0.188708 \n", " 0.129231 0.156354 0.136764 0.218461 0.218437 0.238564 \n", " 0.148446 0.103827 0.215877 0.189023 0.292622 0.210275 \n", " 0.0717975 0.187405 0.126173 0.365701 0.376411 0.332057 \n", " 0.262391 0.211038 0.240095 … 0.30337 0.279026 0.239054 \n", " 0.267792 0.268735 0.248261 0.28749 0.19804 0.230995 \n", " 0.137005 0.189609 0.306711 0.290097 0.257253 0.237907 \n", " 0.242915 0.234702 0.248266 0.288788 0.279859 0.233173 \n", " 0.149969 0.382722 0.171917 0.259965 0.348417 0.286175 \n", " 0.231974 0.370069 0.153497 … 0.319622 0.224068 0.216238 \n", " 0.272157 0.169178 0.0955184 0.169366 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0.199422 0.218461 0.218437 0.238564 \n", " 0.156354 0.136764 0.153834 0.189023 0.292622 0.210275 \n", " 0.103827 0.215877 0.105064 0.365701 0.376411 0.332057 \n", " 0.187405 0.126173 0.253447 0.30337 0.279026 0.239054 \n", " 0.211038 0.240095 0.312458 … 0.28749 0.19804 0.230995 \n", " 0.268735 0.248261 0.463218 0.290097 0.257253 0.237907 \n", " 0.189609 0.306711 0.246605 0.288788 0.279859 0.233173 \n", " 0.234702 0.248266 0.175262 0.259965 0.348417 0.286175 \n", " 0.382722 0.171917 0.205089 0.319622 0.224068 0.216238 \n", " 0.370069 0.153497 0.15277 … 0.169366 0.250736 0.267595 \n", " 0.169178 0.0955184 0.115215 0.167178 0.139326 0.147604 \n", " 0.0718746 0.0522659 0.0879985 0.228614 0.229078 0.200206 \n", " ⋮ ⋱ ⋮ \n", " 0.000358282 0.00138209 0.0441279 -0.0586144 0.0546166 0.044013 \n", " 0.0420659 0.0634842 -0.0381625 … 0.151441 0.0420701 0.0846607\n", " 0.0236848 0.00604683 0.0255284 0.0916322 0.0473419 0.0406605\n", " 0.0287613 0.0211243 0.128846 0.0880231 0.0917012 0.0730193\n", " 0.0106478 0.00640446 -0.0144661 0.0530275 0.0413055 0.111948 \n", " 0.102421 0.028632 -0.039096 0.0774692 0.105287 0.147607 \n", " 0.00828267 -0.01133 0.0699409 … 0.082484 0.107345 0.101225 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.0151333 -0.0366769 0.00278841 0.0703177 0.151308 0.118661 \n", " 0.0368 0.076205 0.0446797 0.0780533 0.0871116 0.0188767\n", " 0.00828267 -0.01133 0.0699409 0.082484 0.107345 0.101225 \n", " 0.102421 0.028632 -0.039096 … 0.0774692 0.105287 0.147607 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "P = Pi(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display some example of patches." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "\n", "for i in 1:16\n", " x = rand(1:n)\n", " y = rand(1:n)\n", " imageplot(reshape(P[x, y, :], (w1, w1)), \"\", [4, 4, i])\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Linear Filter\n", "-------------\n", "A linear filter (convolution) can be computed using this patch\n", "representation as\n", "$$ g(x) = \\sum_{i} \\la_i p_x(f)_i. $$\n", "\n", "\n", "In the case where $\\la_i=1/w_1^2$, this\n", "defines the mean value inside the patch:\n", "$$ g(x) = \\frac{1}{w_1^2} \\sum_{i} p_x(f)_i. $$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256×1 Array{Float64,3}:\n", "[:, :, 1] =\n", " 0.148283 0.154691 0.16204 … 0.282161 0.296818 0.29694 \n", " 0.147616 0.151984 0.159783 0.286 0.300655 0.303734 \n", " 0.143027 0.146224 0.153917 0.280187 0.296895 0.299887 \n", " 0.141167 0.145997 0.152315 0.280011 0.294418 0.296603 \n", " 0.144704 0.148478 0.15563 0.262443 0.268037 0.265238 \n", " 0.153427 0.15714 0.164824 … 0.244728 0.24601 0.244591 \n", " 0.158687 0.161211 0.172276 0.245359 0.246366 0.244366 \n", " 0.163632 0.16667 0.178831 0.257029 0.257915 0.256602 \n", " 0.17627 0.179749 0.188939 0.267264 0.270653 0.268242 \n", " 0.189338 0.188915 0.198728 0.270065 0.273721 0.273194 \n", " 0.207416 0.200286 0.209368 … 0.249557 0.25288 0.255951 \n", " 0.221554 0.214171 0.216342 0.236418 0.2388 0.240719 \n", " 0.229538 0.221161 0.215968 0.23267 0.235947 0.239135 \n", " ⋮ ⋱ ⋮ \n", " 0.133876 0.130373 0.119092 0.110398 0.0994353 0.0971842\n", " 0.123187 0.121941 0.108918 … 0.108255 0.0968821 0.0955378\n", " 0.105233 0.1042 0.0916193 0.104851 0.0935978 0.0905933\n", " 0.0908436 0.0901411 0.0830293 0.100059 0.0891829 0.0822383\n", " 0.0729072 0.0738451 0.0685899 0.0934663 0.0817375 0.0744956\n", " 0.0611652 0.0600262 0.0574476 0.0927329 0.0830264 0.0773482\n", " 0.0480283 0.0459777 0.0461525 … 0.0894689 0.0814104 0.0763362\n", " 0.0400716 0.0388043 0.040175 0.0909061 0.0838651 0.0806565\n", " 0.0340859 0.0313242 0.0339256 0.0880422 0.0859505 0.0841579\n", " 0.0340277 0.0324301 0.0339947 0.0840658 0.0830444 0.0827583\n", " 0.0324908 0.0306488 0.0309028 0.0822555 0.0821955 0.0827708\n", " 0.0346863 0.031425 0.0310778 … 0.0857721 0.0867293 0.0881238" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Pmean = f -> mean(Pi(f), 3)\n", "Pmean(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(Pmean(f)[:, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this is not a rank filter (this a linear filter) and that it is\n", "not contrast invariant. This is shown by displaying\n", "$$ \\phi_\\beta^B(f) - \\psi^{-1} \\circ \\phi_\\beta^B \\circ \\psi(f) $$\n", "which is non-zero." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = 100\n", "psi = f -> f.^(1/p)\n", "ipsi = f -> f.^p\n", "\n", "figure(figsize = (5,5))\n", "imageplot(Pmean(abs(f))[:, :] - ipsi(Pmean(psi(abs(f))))[:, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Opening and Closing Rank Filters\n", "--------------------------------\n", "We now come back to the discrete computation of a rank filter $\\phi_\\be^B$\n", "for $B$ a square of width $w_1 \\times w_1$ pixels.\n", "\n", "\n", "It is defined as $g=\\phi_\\beta^B(f)$ where\n", "$$ g(x) = \\text{rank}_{r(\\beta)}( p_x(f) ) $$\n", "where $\\text{rank}_r(v)$ extracted the element of order $k$ in the\n", "sorted value of $v \\in \\RR^Q$ (here $Q=w_1^2$). More precisely, we denote\n", "$$ v_{\\si(1)} \\leq v_{\\si(2)} \\leq \\ldots \\leq v_{\\si(Q)} $$\n", "where $\\si \\in \\Sigma_Q$ is an ordering permutation, which can be\n", "computed in $ O(N \\log(N)) $ operations with the QuickSort algorithm.\n", "Then the ranked valued is\n", "$$ \\text{rank}_r(v) = v_{\\si(r)}. $$\n", "\n", "\n", "In order to be consistent with the continuous definition of the\n", "rank filter, one should define the rank as\n", "$$ r=r(\\beta) = \\lfloor Q r \\rfloor. $$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#11) (generic function with 1 method)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = beta -> min(ceil(beta*w1*w1), w1*w1 - 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shortcut for the rank filter." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#15) (generic function with 1 method)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subsample = (x, s) -> x[: , : , s]\n", "phi = (f, beta) -> subsample(sort(Pi(f), 3), Int(r(beta)) + 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Compute the rank filter for several values of $\\beta$." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.198424 0.240929 0.240929 0.389259 … 0.630043 0.630043 0.630043\n", " 0.198424 0.240929 0.240929 0.389259 0.630043 0.630043 0.630043\n", " 0.198424 0.240929 0.240929 0.389259 0.630043 0.630043 0.630043\n", " 0.198424 0.240929 0.240929 0.389259 0.630043 0.630043 0.630043\n", " 0.198424 0.240929 0.253447 0.407904 0.524932 0.524932 0.524932\n", " 0.262391 0.262391 0.312458 0.407904 … 0.468698 0.468698 0.468698\n", " 0.268735 0.268735 0.463218 0.463218 0.431761 0.431761 0.376411\n", " 0.268735 0.306711 0.463218 0.463218 0.431761 0.431761 0.376411\n", " 0.268735 0.306711 0.463218 0.463218 0.431761 0.431761 0.376411\n", " 0.382722 0.382722 0.463218 0.463218 0.431761 0.431761 0.376411\n", " 0.382722 0.382722 0.463218 0.463218 … 0.348417 0.348417 0.348417\n", " 0.382722 0.382722 0.463218 0.463218 0.348417 0.348417 0.348417\n", " 0.398823 0.398823 0.463218 0.463218 0.348417 0.348417 0.348417\n", " ⋮ ⋱ ⋮ \n", " 0.219218 0.219218 0.219218 0.219218 0.234103 0.234103 0.234103\n", " 0.219218 0.219218 0.219218 0.219218 … 0.234103 0.234103 0.234103\n", " 0.219218 0.219218 0.219218 0.219218 0.234103 0.234103 0.234103\n", " 0.219218 0.219218 0.219218 0.219218 0.227547 0.227547 0.227547\n", " 0.219218 0.219218 0.219218 0.219218 0.210707 0.172393 0.172393\n", " 0.219218 0.219218 0.219218 0.219218 0.210707 0.172393 0.172393\n", " 0.219218 0.219218 0.219218 0.219218 … 0.210707 0.151441 0.151441\n", " 0.134365 0.134365 0.134365 0.134365 0.210707 0.151441 0.151441\n", " 0.134365 0.134365 0.134365 0.134365 0.151308 0.151308 0.151308\n", " 0.102421 0.102421 0.128846 0.128846 0.151308 0.151308 0.151308\n", " 0.102421 0.102421 0.102421 0.102421 0.151308 0.151308 0.151308\n", " 0.102421 0.102421 0.102421 0.102421 … 0.151308 0.151308 0.151308" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/denoisingadv_7_rankfilters/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The case $\\beta=0$ corresponds to the closing operator from\n", "mathematical morphology (min filter)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "closing = f -> phi(f, 0)\n", "figure(figsize = (5,5))\n", "imageplot(closing(f))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The case $\\beta=1$ corresponds to the opening operator from\n", "mathematical morphology (max filter)." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "opening = f -> phi(f, 1)\n", "figure(figsize = (5,5))\n", "imageplot(opening(f))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Compute a closing followed by an opening." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingadv_7_rankfilters/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Compute an opening followed by a closing." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingadv_7_rankfilters/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "Perform iterated opening and closing." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingadv_7_rankfilters/exo4.jl\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Median Filter\n", "-------------\n", "The median filter corresponds to the case where $\\be=1/2$." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.156526 0.156751 0.157416 … 0.2474 0.255677 0.204699 \n", " 0.156526 0.156751 0.16456 0.2474 0.2474 0.238564 \n", " 0.156354 0.149025 0.156526 0.236931 0.2474 0.238564 \n", " 0.148446 0.147951 0.149025 0.240488 0.255677 0.2474 \n", " 0.149025 0.149025 0.156354 0.238564 0.240488 0.238564 \n", " 0.156354 0.156751 0.16456 … 0.234112 0.230995 0.230995 \n", " 0.156354 0.156751 0.159248 0.237907 0.238564 0.237907 \n", " 0.159248 0.159248 0.165663 0.240488 0.257253 0.239054 \n", " 0.170467 0.170467 0.175262 0.279026 0.279859 0.279859 \n", " 0.18562 0.175025 0.18562 0.286175 0.279859 0.279859 \n", " 0.189609 0.188607 0.188607 … 0.259965 0.259965 0.259965 \n", " 0.228297 0.228297 0.211038 0.239249 0.250736 0.250736 \n", " 0.234702 0.231974 0.228297 0.233755 0.239249 0.237907 \n", " ⋮ ⋱ ⋮ \n", " 0.134526 0.132634 0.121474 0.124645 0.0960981 0.0930378\n", " 0.121474 0.121474 0.119045 … 0.118835 0.0960981 0.0930378\n", " 0.116621 0.109942 0.10885 0.123607 0.0960981 0.0916322\n", " 0.107627 0.107627 0.0915603 0.104116 0.0916322 0.0846607\n", " 0.0679079 0.0679079 0.0678707 0.0917012 0.0880231 0.0730193\n", " 0.0420659 0.0415626 0.0415626 0.0917012 0.0880231 0.0774692\n", " 0.0324472 0.0324355 0.0324472 … 0.0916322 0.0880231 0.082484 \n", " 0.0344683 0.0324472 0.0344683 0.0886524 0.0871116 0.0846607\n", " 0.0291541 0.0291541 0.0291541 0.0880231 0.0880231 0.0871116\n", " 0.0324472 0.0324472 0.0324472 0.082484 0.0871116 0.082484 \n", " 0.0344683 0.0344683 0.0344683 0.082484 0.082484 0.082484 \n", " 0.0344683 0.0324355 0.0324355 … 0.082484 0.0871116 0.0871116" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "medfilt = f -> phi(f, 1/2)\n", "medfilt(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the result." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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4Td07t2Ew3uRs10Xr6hMZa+wLXP/s9Xqp7Tudjnzve98TEZEnT56k66sG/Oj74725TufRcTzfTnzaDjaxfRRawD7OOivtaQdyDuBMmBEluY/gGZt2l3meSwOW6+pNwqcYYF5neDA5R7RFESnl6L0QdrKLFO5XMp49dwkFBQUFBQVbhK31+Aj1triIbtWDHmi50XIVubCMmMtvsVike5FmXK8v8htSCWmVhx5s3Rjr54lAbOyT92x2sdnzRPQeirpUYFa4wvLpCXr0prXkPO/MekMs06M07Tm0dNWz+/a3v+0u6rNdI5WvjXkkRem1ea/Xy/oDacloA1Rvh4Cor9Jr9lR01sL36P+qOLnovizTs9Jtn6CYS+upqlkRke9///tyeHiY6sMd5COKLEIVA2CPWWi5q9Uqi41VEYtVVHpq1ePj41T/g4OD7JtgEgvGgEZLHNpnufTS7XZTv+71eikRge0v7ANWzWnPp9BltVpluTTZ/hFVr+1gxXTed2SFUl5McNVWUayDltNEHNUEWz/x2eBVJqXdJMLfZn9g+RG8jqJlKbj+4YUnRGtDdrLwAoCtMpDneOXbtZxo4FBYY8BTUdrzOQFVZaSwiCTg9vm8yZrrTIPBQL797W+LSP6RRxSPlV/TWPL6TxT0S8rXJhOgim4TNFlnidTEimhdmpOdDWHhOR5VH61XRxMWac8XXnhBvvOd74jIeSA8Q4W4nRANQK/+NIj4PTWhk/kObUA3n9Fb12M9KLm33yWNJvYjb31Nn1PBsBudfIfDYTahe3Xme7R91DM22baeUatl2rrb8yLj3X4rkWrUg/1+iqqzoKCgoKDgObC1Hp/G8NAys9ZbEwqJ51MR6qHK+6O1yjIV9LwstRS58R5F6Sn6WIb9bf/vWVhVFFgd7L2UsqEVztRLVMBSEBJ5DvY9et7i7u6uS2+Ox2PXI7aCE1JRvC9/UxWssF4Qj/OeZCS8d0qaKXoXNs7Rnl9lOfO5Pa+dx+vKss/H57Dvxivn4cOH8kd/9EciIvKd73wn7bxAb5ixqhSHNBWIeXQi4934LCzflkGPj+3FXe81n+twOMw8GqZI9AQt0ZLDeDxO5dDLYyxxFT2v4+Lp6WntFkJVx7ydL6yXymdhf2Q/qfPUmowxVhF6GWGYxdZOfFw3UY6ek86mrjGpReb447YiIrk0mXQJ96DSwXE+n7t59EipWVqhrt5cJ6qa4LxJn5QgaU+7XuapN6too2jtx65XiORZdKi25UdaRb1xUCMl9M1vfjP99rJdEJzs7Fow78ekB1yzIV3sGUMRJeT9zYKDOyckW0Y0+Xj/t5OmPofCZiQiNR5Rml4/tUpRBSeE9XqdEk3/8R//sfzTP/2TiIg8evRIjo6O3DKbJF3Q78waeVG/paFK8JtgmQyLUSXnvXv3Ul8jrU7VqE3wQFqShiE1BRq2wO2w7CTOPqv3+vTTT9MaJbeR8mh321a2f9VpEwiOH9Yw9xJpEFGfie5ddf4mKFRnQUFBQcG1wtZ6fMwDqIgEKlWusZdaiJSpjVFRi+3k5CSzntXrtIIO7rLs0UlW9cRF+ui5PLWTpSE86jOygGk1rlarTDSiiGK3mqj96EXaHe2ZNqvOM7LiH74Xph3j8zKGiu3G+vN4FH+lsNSh94y0gLkwH3llNi2X1w7W+7O0o+2j3gbLPN/CU5hGqPL4iMgy1/61s7Mjv/u7vysiIu+884788pe/FJF8F3W9nwfSvNYjqgJTdUUikH6/n/rUcDhMXtiLL76Y6M29vT33O7YiMk9dzj5Cb5GMBc+ht8h3Op/P024Ui8XCFZTZ9xCNAURTFbpFlUK4CWwaRi3zqsUtWzvxcVdgdogmW93UudaWxuRkxMHQS/Ya3ZMDu6V+FBwkOThbKqHJRONNXnx2TsR2oK4q16t3BK9MXre7u5vqqR+vSD6hN1lXFZE0MKnk28Kui3jKM7v2560JEVap6z2jTXZdN7FYJa1X5yraWSQOuaiCd76lGb116agNLLw6dzqdRBv+zu/8TgpzeOedd+TJkycikq9VRet0VhHpreuy/qQibX302l6vlyag8XgsL774ooicJzI/ODhIbUA639v9PDJqmJCZVCozqETf4tnZWTIOnjx5kp5lMplc+r1H69X2/5usG9q6X3YZyo55VzEJFqqzoKCgoOBaYWs9PvW2mC+xyhqJrJkInlXBvH6WOqu7LxFRiJbu8yiSSPBgPcoo5o7WJDfy9GIAiSbxNt799NpI9KCW7mAwSOIGUs1E9O4Gg0Hy9Gw9KdSgMIlBywp69MxpGNWjqbrMSw4QKfyaUEzeAn9dXUXiHeCjHTas0Cby7EjlesIYMgpR3QaDQeqP3/zmN+XnP/+5iJxvgKv47LPPXHFZtM0N/0/1d6TeXS4vdjxnAPt4PE65gW/duuXuxr5eXySxWK1WtUIXW8e69yJyMeadnp4mj9j2U++7t6K5aPyJ4pg9Fkr/ptjUC/PYNVtvm2DE/v15sLUTn4KctlXleWiy3kHwxSwWi2xtwHvZduCwf1N4awOUPvNvVRkfvMHFZkzw1j+iiYxtyAk0um9VR+Qky8w20SSrdKV9pwQHVn6oUaA6FbDRs/Ae0fv15N12wK2jIKv6W92aaaRu5TGPiuRxuxbmUem2TJ5bN4DbgZDhABE9Tzpc+8ju7m7aNmp3d1c++OADETlfX+P3ofc7OjoKJf7eDuZUPNr3yTU+nfgODg7CHe35O3rPTZIiEOx3NLTVWDs6OsqMDSrcvTIi0IiO6E37HWx6jyjBAutPClph3ye/66LqLCgoKCgo2BBb7/E1AS1kWtRVFrjn3lNdaZVtTTwyBak/65nVeayWotNyaVVXeZpRmWphDQaDrJw6S90iEuQ0sSBpbUe7RBN6vsYu1T0rvdRIlOLV075rz0IdDAbus4j4lLX3f62jJyKy7WDLjGJAI6ozosZt+3l0YqRUrGJTPBEFyye63W627Rh3k1c6/OzsLL13LneQxmYcLYUli8UiO5+CFj1/f39fbt68+Uydyb5YL5BsgTdmzGazdJx9ltQpwfjg09PTJGihKtXS1GxDHmc7RyKTaPswTwgWgf2Qca5caiCoQLaKaU/Qcu2pzk045ar8fZECjMf5kXudI3oZdgCLuHUe42DkDSqDwSAMYPcmrCiEgcdIB3FvPnseJ2tPom87q0czVq1FeQmcm3xsFnVBuq3WRfC7lX97H9t6vQ6pND0/CgjX66Pr9O9eO7darawc0nP23UeK0WgytpR8nXHE8mkgNF2fbKIY9KjxwWCQvSNVgZ6dnbnbf81ms2ytTcNlptNpNpmyPqRb7927JyLn6k1OiFq31WqVhYp4BhTDm7RckTyx/WAwyJ7R+x7Z76bTaZYkw6PGo/fIZ7QTWjQJUonMpYko3IDto7D1YfiGnmd3pfecCT7jVYU1FKqzoKCgoOBaYWs9vghR5v86b0tEXKuIaLUu0nB53okth7+bKgC9mB96EFYp6ll7VInRO7AepYKWMWmXKtp1kzRDFAXxGdvtdmbdRrQXU4fZv4mcewHcFYKpnrhBMMv3VHet1kWaKlJaVVamttF8Ps/yKXpKw2jj2kiUFQmorLpO71dHk1f1Ux5jexCeNxxRxaQHZ7NZFpRNeGIu0o/dbjf1ySoFsZZjaUOlRpfLZfpNj5+5Y8fjcRJYsT3Zd0mHarm2TUil2ufjNkN639lsltrFineUEo2UtGwHfvf8vq2gxhPhePS51qdO2RsJT6oEZXo90xZWLWvU9e1NsbUTn6eyixrHTlJ88d6EFH380WBfFaRMOtQb6KLBxQYO1+W8s2uILIcTTaTmZF4/71ks7Ra1hUdp2klNP0TL++s5DEI+Oztzt3bic/3+7/++a2yIXGR0mc/nGyU7tskE+CzeM3IdxSpOtZ7WgGEf2yR8g3/zFJsRvUlYQzDq59FgFFFkPNczNu0aHw0Q0tt6DgPJRS4GSvYdUnkWeu16vZa7d++mOr/33nvpHDW+RqNRNkEzP6veazabpXsNh8M00dpJOFov4yTBd+OtqU0mkyxxvpeFiJPder12J6FWq5XRxVTncoL2lnTsEoSH9ToP5fCMbjsmaf2Hw2Gqm/1uiKaOQ1MUqrOgoKCg4Fphaz0+b7G8CZ1pvRjvfLsYTCsq8nrqxBv8m7WS6+pDUIEX3avVaiVPhxahd08FF849VZb3HBY2LyW9SFqrTSzISAnJ+nsWs61zRAt7iAJ9u91ubfwmvVp66HyWSBQU0Tp8Rm566nkHtu947Wa9zMhLbqLA9GL6bJns72rVc8shfS5bZkTVD4fDtO3O0dFRtttJFMQeiT0ePnwoIudB8aqWpOiiiYji9PQ0ix/Ve0W7Kti6aNtx02a2FSlKJleIFL4EaUamViPzQY/Pqn89VbuFvjvuFsGxkts58Z1a9od9PPouqA69CmztxEcX2qOwCNvhmkqw9T76onq9XqYG9D4Su54Y5cb0KNpoQLbHo/yJ3jNyQK7K9qEf/2g0Sh9ctCbEZ7TPEakxo6TA0XqSFw7Q7/fTef1+P21v0263EwU2HA6zJMfRLvDRfZhJpo5eiQYFJhvnszVVpNX1DfZJhozwPjQ0OEFEa8J8Jt7b+1ZWq5W77lq1DVBE/RFMcsD+y4lE98IbDAby9OlTETl/x1RgKqK6TKfTVM7t27fT8Ui5G9WZKkeqoTlh9ft9N5kADSg7AXmhCnynTah6LavqWfgeafDyeF0biMS6A/62Y483Ltq6e6rOq1rrK1RnQUFBQcG1wtZ6fERE9yis2+/9tlZHRANRPUbrzfNoIvEM6RtrLUXwYrusR+aJQKq8DC990meffZZoEWut0iKsoxyabIdjacNoaxyKQ/R3r9eTt99+O5WjbTKZTDKr33tGvcaWr/XWOnjUjC3DEwVFMVFNqOyoP7A+VJzae+jvyHthHevoo8jjo9iDNKNdBojeuYeoDozpo0hjNBolT/b4+Hij+K7hcJjUkt1uN+22cHh4mMqhF8l6R8IfK/7ice9861V5SwTRO2wSN0xYipo5S5tQmnVty+/ABs7rWGJTCeq9xuNxeqcnJyeNRFNXga2d+CIVJf8e0XEKcso2YF1fmJ28qEJj+aTsrMLSHm+iULIDh82cYetsr/V+86NaLBbZIMh76aAwHo/dUIgm4ORO1ZdIHtjO8yOqmXXQ32+++WZGO3Nbl2hdqm4ijmC3kWKf8ZS6kWqXfTIKcreDZ9VaoD2P96/bk85e6/VfS1ez7zQZDKPvrq7tSZkynIEDqcgF7fnxxx+npM00pqKlD9adQeVWyes9u00AH/W1OjArC/H06dOs/bm8QMraA99dZHxpvfUYDZgoK5Wnp4hCSzyjzAMNf64/Kpjlxj7HVSg8C9VZUFBQUHCtsLUeXxQYXudVWSuUC8yeZeNtQSKSqwdJ90RpxPibXkzk9ViL3Tuf5RARRcJYKRF/e5blcpk2BO31eilf4aZqKrsVkefp8P7Rs/De3LxT66VQQct4PA7fPekkq2LT4x7oaVLB5pVhQQvVvtO6BfvnoXXqPM5NLWeqDSnGiMC+HClt6dFEAjFbDuuvyuWDg4PUL46Pj92gaFJ5ZHqYA3OxWCS2g0HlZF9su3n1ZE5Ub/srPYfpyNi2BJMiRIKQSEBCsO9HLIg91/t7pEqOYl43Eclw+YgiH8seXAW2duKrWy/hMarCRHzpvpXS6vWk0SL6yHYOT9VpE1N7ga+2DO+5hsNh2nvO1ufzzz9/5jjrxuOUYkdB90dHR1kmCy8sosmEyMmO4SE2YDUa6Nlu3/jGN0TkgubS+us5VHRG9DInPqv6jCYwqlW9CcsqbesmHv4tCnOw55KiimggW0YVWMdoYtJ6kXqy64OeZN22h0fBnZ2dhYal/rbJ17225+TACZp0JdfUFotFCouwyZ91orJGmZXpK2jw8lv3YLfd0Qmawel2UtD6DAYDl45uqvCmsUl6U0Gq06uHHvP6GJd92u12arvpdJoFtntjBY0fJtiI9o4sqs6CgoKCgoJL4FfC4/NOFWBJAAAgAElEQVSOjUYjV5UlcmElUeBhLQlatFEAeKTWo4XqpQtjGqaoju12W27cuCEi516enq+7VFus12u5c+dO+r/GOE2n02RZcvshGwvm0bAiFx5Uu32xI3VEYxL2uTxvmUo4a0GyHL324ODgmRyjeo63QSnrZq3JJkIEBtYSnudjxRDqdUSeMuvWBLTaWQfCo5sidaUtm7/1/zZNVvSevb5jvTzPo+X/6dFqWSJxwgiRfNcDj0F5+vRp5t2oJ2LpTSqCvfhE9hfG8vJ+9ALZ1yh8s0rnTRAxQPSY7HH2TY/laiKciuI6q9S5Wh9uHTUcDt1rer1e8mptAoFIcXoVtOfWTnxeNpXhcOhK/dn5RPJtP7wXbj9Cb4KzA51HqXGCYF4/fjw8f2dnJ51z48aNRGkSpA25dmK3QuEamJd377PPPkuT4/HxcTq32+2mCc52RE/VZQd1j4Kxk6BV0PJf+1ytVisZAF/4wheyJL+2LlqO95FYKkcRrVVE6xObwtLI0breJjL/aE0lmiQ8446GG78D+268dWDCfhNNqDevDapCKrzns4OfXs+th+zE7ZVTdT8iohmZHJ3rwJ4iezQaZVR8FAbCeymNyywonFyq1LscGzihcyLm9+d939H3wXN4HtvBTl6eLoPLPuu1r0amgRwpdTdFoToLCgoKCq4VttbjowUXCRjqwDgc67l4NIH1XCKXm/SmWmyMiet2u8lSHA6H6ZybN29mdCK9mkikQkvIe35aYKReX3zxxeRRHh0dJUv0448/Dj0j9SgZT8Vce91u1/Vko3Zie1qVrNah1+slgY1XJwWpHKZ80vrw/XL3hzqFm4WlG6PFft7LUo/efT0v1dJYtOCr6moFJ0QkYvEoLLsLAOF5qE1pVe8cihkoViJLYZcXeI6nfrx3715iM+itMA6RbcxNnu0z8j3o+6XAyp7jodVqJY90sVikb450OD1sjhOWXqVAzKtvFWUdfSvetVpv/muP83ybU5beJevP8u1O9tHzeMcvi62d+IgmoQQKS19FkyZpBbrrdYo+fpD9fj+tyXHi45rE3t5emoD48fKjYseNnp2DvP271nkwGKR7jEajVIebN2+mc9588015//33RUTk8ePHiQ61nVDp4uFw6K7NVA2AXAPwJgJO0IPBIHsubZeISrXbq+iH7WXJ4P081K2pkQ7lb0vx2D3ivOe15VbVh8aYd50tmxOEd76dDPlM0dqKNVo81K2f22MefW7V1h6Vul6vsxAGxXK5TN/WyclJUnLaJMwE84V62UgsOPZEE4SCE3ev10u7yZNStksonlLUvgdSo3wub1slu97KCasOnhFm68S+OZlMMsPTW/9ludyVfjKZZJM186BuGlrlPstzl1BQUFBQULBF2FqPz1NWWQVmtFjrLapHFIyNXaFlE1FS3BlcrTrmFtzb20tewO3bt9NvZtJn/a2iz0OVclC9PBsDqHW2NKzWeTqdyk9+8hMROadD1WKOhBm02iPvoEkAfhPRA5+Z1nav16u1Xqu20uFxetMejUzrlv3EZttX77jf77ue3lUs1msdRJ71AlhvnhPRR5FHFnkyER0aIXpeHo9yrEbwvJ6qb4ZKVKbQ43cQeVueoMV6fB59F3n2i8Uinb9cLt0dRSIxD3+TAo+8yIgmZ595HnAstIyJJxCyz6HtwOUNbtvEtHLPg62d+LzOp/9XeGrG6GOIgp35IUUcNyfcwWCQVIgPHz7MdnRmILye0+/33QFc663XepSg9wwW/X4/TXz7+/tZTkut22g0yuTX2ularZbcv39fRER+9rOfyc9+9jMREXny5EmSKU8mk0Tnkiaz65B1g2JVeIiCz07lHCliKlu1jlWwa0hefewHTCqwbsKggcQBzUreozJ08KLBxsHLU9mt1+ts0lbYvs9r6yaaKGyBVLo1ICKqMwpFoiEQGRoRmGBAMZ/P0zixu7ub1vso6eezUHkYGWXWuOb5XI9rYgRoXfv9fvZu1BC2zxupWr11SRpl1hDzYNd2uWRBY7/uWVqti0Tig8Eg/eZat82/quj1ei6l+/jx41Qfbgf3PChUZ0FBQUHBtcLWenwErTePJqCVTlgvL1q89SxRepqj0Sgdf+utt5Jyi/F6LJtiByrY7H09S85aoRQEeFRLt9tNghCqLofDYaonVWKRd/nFL34xbfz6X//1X3J0dCQi8oyogO0cBf5XLf7bNrACFQbEsm1tALHen3FTESKPxQuKt8IVRZVgwqPKvef0rq2juKueR8uNPNGIEqzrd03Um3aJwKNh2+22yxDQ87Lxo3q+3d2C0D7J++7u7roio9ls5u72bik17uDARBSk2D0Fpl0GiVSY3rjV6XRcT5w0tfXU9P+z2cxdgrDtyXvViXmabPrdBBwDKI6jkM0KDPW+jDl+HmztxBdRl6SDSElxcOME0SSrhrcOuF6v04TS6/XkK1/5ioicKyT5YUTrUKQSbPC2yLPqLv1o7fMyNyI/Wk52DILl/lhaHyZ/JuxakZb5m7/5m2lC+e53v5vqNJ/P3a1NIgpMy9Vj/JgZzqAD2eHhYRagzPfoGRhsE1Ik9l7e2pwdvNh/vHCSKvqlzmixbeMZAHUhIZwsbNkeVWX7He/vlU+QCosG4Sp5vEdL2nPYrp6B0IRKtO2rywuHh4fZEoT2L2sw6P+jvJEiF+3Db8gqab211IjCJ7zn9kBKUw1Da9jUUZ18FnvMoz1Zlu1HnrKb4VlcfqH2wbabLrl0u920hHEVik6RQnUWFBQUFFwzbK3HF4HiBs9iptUSWXGELYNem1oqu7u7KU8m1Uj0RKz1w3NoxdLa94QJ1uKhx8fchWpRtdsXKYFIDw6Hw+xab7F5NpuFikcVtPzu7/6uvPfeeyJyHvyunqC1kus8a3qIjN2azWbJUjw9PZUPPvhARM7zdtJq5/vVZ5/P564y1nrTnkAl8jRYZ8sYeJZ9RAtGKskqK7+papKIvDCWb8ul10sPhV5eHehlsA247GA9iEjlGnnG9jrvWoI7uXNDae0vllaMKEF60N5SSfRctp9FwiUFvwP2R/4mpcnfNtbT8zStSMeLHyRsX46814gq9b4bu/uG5yl3u90rUz4rtnbioxRYX0Cv13PprMhFt/SQBzsokDbUgfe3fuu3MsWmRzNFA2C0HmQHKU8eTYVZJMVm9gc9T8vjs0eKUG9NZbVaZZTsa6+9JiIiL7/8srz77rsicv5evKBi71mrjlslm9738PAw2zLJ+9jsmg7rrGsq7BtUn9pBypuQmtJGUXgA0XTwtufXqfSsAcV7eBS7Hfyj5ARRGAqXIEi1kVbnQGevt+VwQLbPSsq0CS2s5w+Hw2Sg2T7iqSWbrG9a1WtdHs5I6i+SK3n57N7efpPJxDXimiZsoBNQ5wjYb8Wj1qPxlPQ410OtweDpCyIF9POgUJ0FBQUFBdcKW+vxEbRCPFyVm2ypwm9961sicm41RvE/tGDqUjuJ+EpCwqo3SW96OTMtrcrtW7ScwWAQWmpNVK8Ktsl7772XdnLXtGciz9KMnpV/fHycbavE3SL093A4lJdeesmtL72/KP+jJwppkrXfWpy8llZpE0GG5+VVqT490UCdBWzFMp6AqNXyg765CXNVvB5TS3lKQl5jYzqplmSdvfpEu080aY8o2JyIxG5sN37f9ncd2Oar1SrLk+kxWHqeyLO0PZWrHqx6tkkcsKKKqmQ/JWXtCZbs/bg7jf6OdnexZdgY3ufF1k58UdiCgi8p6pRVVBtfgDfwvv3222mdi5OC/YCjdRyvA1Z1Ai8fKdWbNiSBgeqcrJnFxaOfmqj6eJ4d3PReX/7yl9PH+aMf/ShlfTk+Pk734hrG6empPHnyJJ2j4RIieSC6UiTT6TRtvfTmm2+66wHR+7UDHKlybxubCHw/pNm53UvVwFSnUGQfZp+pmhzt36uMQb67KBekB/vON6WfvPNtPesMQA6GdhmA5XPAZ1YQ7jNJ6L2Y8zUKVbHr0l6eT0vbU4HJSdAbz6iSFhF3orTjSBRSw/ZoMvlFdK6neq57VxYck6Ixj2ODpXw3zerjoVCdBQUFBQXXClvr8dUhUqFZsYS3KEtPzQZ9axA340+qPAuFpWa8hWHel8otilVoYdvjFLSQltJ69vv9bFE5oq689onUrVXX6r3eeust+f73v5+OqzfHAN3JZJKCU4+OjkKPi5nf//Zv/1ZEzt/FgwcPUj2rlIysn3eMbUiRgaJKlEIqld6ZV4eqOtbRZuv1OhPqePViWZ6FHwkJWJalQxkXW4fIK4yEMTZo3aPDSVdbJS+fi4INLx2d5+3rb2Up6IHZHSL0GhvM7gnQbFvxWejBkdJkv9P622D2Ko+u7hwPZEHst8HjXFbyKEfS3ayD7eMRPU0vj963Pvt0Or0Sj+9XYuKrU4mJxHJ6DhweT22TYWvuyioKsE71FanTLF2p50XrelRsWnrTC3OwtFS023E0MPFZPGPC7nnHiftrX/uaiIh8//vfT8ePjo5SuU+ePAm3w/EmQQ4Wf/3Xfy1/9md/JiLnSb95nUeXsEz7kfJjY5sQdQM/9xbkYG0HIi/43SYNiAZ3a9SxPQg7wUaDoTdAVWXqiOhNDkp87mhdxlvj5XsgrRdNcHZC5P31/9w3ku9nPp+nd/3kyZMssbNtG7aLSJ61iAHsNDxtn9LyF4tF1lZah/l87qo3m1DvEazC01vT5hgj4o9vl9FKkAqmQtyDVRqzTT766CMROQ/ZuIo1vkJ1FhQUFBRcK2y9x0fLT8SPn7LnROIHL92WyIVndHBwkCmTWAfP4rT/13POzs7C+BlapVFsDOORPDqXZUY0KesWea+WnmV9qJa0np6ez+MqwvnSl76UtjpigDw33qWYxVq/nrJtPp/LX/3VX4mIyF/8xV9kZdGj9xbhN6XtbPyV99sqS+vyG1Lo0tSq9tgDz3tiX46EGYSlGYkmlrZXL2vh06MlrepRrFU0s7dLAn/b/qv0ZbvdzmhGpdhPTk7cby6iYflNHB8fp/rt7Oy4lCO9nsVikf1WLBYLtw9EfUf/Zu9V9R49WCqy7l3b8qsYEu/8iK4kzavv6+OPP07fOr3m58HWT3xV2ERtFnUqbqHx8ssvJ1Vn1XZILNNbW4jWnSyF6JXNScf+LZrUvKwsdkJUVH0sVetI9tpoTXN/f1/eeOON9Ddti5OTk9Shx+NxCmcYDocZLUlVnP6mEfKXf/mX8ud//ucikie9tes03kTDwZd1s0mbm1B+Ef0e0d0eNRYZKkSTUAwiOs+bHGnUcNC24LZQHqJ+U7VORSPR/o3/aj2945YyZ/vpoDqfz7Od2Vm3OrpvsViExqOOEyyX9CbX+Oy9N6EUbZ+oW6agUUQa2ULrZo04nu9R2TTq7bii7cytzGx/0/Kn06l88sknInKu+G6SbH4TFKqzoKCgoOBaYWs9Po/aiNDEQuffqEjsdrtycHAgIuc5OaMNcD1FVwQGvPO+Nr0YdyggbetRlxTGRFQnf1sKts7KjKxDS3PWKe3Ynm+88UYq88mTJ8kiZP2tFa6Wul0I57P83d/9nYicp5LTe1mP3PP4ojIt6LV5fYuePu9rRQaR98dzoqQB3NVdz/UUg546sg6kHEnrUUnKfqR0NPMuWk/aU1JG9alS4nreBL8JKwSrE+F8+OGHmbfbJBCd8EQwJycniZobDofpOSeTSeZt8XcktlJcJl7Sg/3u694FlwiqYgDr+hb/fnR0lC1H8Bxtt48++ijbOJge5bUOYKd03EOVutL7sPiRMMBS5JziFMkTO+t5Wmak3KujtjjZsZwokTWvtdRo9MFH5/DvpNe8j4GTAtsmule0rsrnOjg4SGrP4+Pj1OkXi4UbIGtpxgh6/ne/+135xje+ISIie3t77n5szCQSPW/TtRJvTTnqh/ZepDq9Z6lKMqDgZFun8LR14WTnnW/LpKRfQWrUhg0posHTGhE8n3XwEjmQ/reToBfAfnp6Kj//+c9FxE+EIfJsYmSONx7FLnIxmdpkBqQ02c5eQLr+7bLgt+KtwUXv2tbNGzPs+dESh7fkwXZbLBby6aefisj5sgYnNSplabBzJ/erQKE6CwoKCgquFbbW41Nri66vzQNI0Bpn4LkXI0SMx+O0UD0YDLLtfmhleio+nmNVdKQieYzeH+vUJAWWhygWjPe2x700SaTp5vO5G9Rq6xZZrryftue3vvWtZNVRxHJ4eJhRu0wLRa+ZOUgVs9lM/vM//1NEzoPolfZsQhkxNyJhLXPvna7XeV5NWq7MbxiVS9RRld6xKtGCdy2fI7LqrQcfKfe832QsokDmqu+W/YvUq0f5W68wEqDVeVW2TIXdwJloQpNrO8xms42/5bqxSiQXKXl0fuR9t1p+ooXo+kgtbGlwr272GMcWvXY8HmdCNo7ZV0H5bu3ER4qCv5uoHBX2RdRJ8TudThqo1+t1Nvjb8AYtz2bYUHiDOSdQ+3LrFKGsvw1GZb2YaYKUECdWnUSYK5A0llWZerSIpUyjQVPL2tnZkW9/+9siIvL3f//3ScV1dnaWuH5L3XArKJapa4Xj8ThRJ9/73vfkS1/6koiI3L17N3uPvNajpaoQDfb6Tu0EYKlB2x68hn3Mho1EE4lXBu/n0bdRaEMVvEHYrjlH5XsDaR01r78jqtM7XyQPzNf7/uM//qNbZ2ukRN+id1/Crkvz26rrU3Yyip7LA7OmROEMtg7REs3z0K0MCfGSW0SgAn21WqVcvCIxJX1ZFKqzoKCgoOBaYWs9Ps/SpeciUr29hsizliKpDQoh1FrZ29vLFmvrUoHRavTqqv+yHlY4YutmtyfxnovPZi0tj4aosu68NG6dTiezhrn4HSkevTqS+mu327KzsyMiIn/wB38gf/M3f5PO957XevZKR9sNdvWa+XyeAucHg4Hs7+8/U6dNhVLWi4k8R75Hjw61sXtewDytZ+sJ2me1XqYHtmuVN+H1wYiN4N+aKDarFJSRYEpRJRrSe9uEBZoj1gZbezTpYDDIvtFoe6QI0VZNXvs0oXmbgiKW6BunR6a/q4LCr4JaXK0u8qDy29N66L+Mk1bm5u7du5nI6yrwKzHxeUG8zMdnO4CXjJWDUvRh24+fLywKT+Aky9/8qOpoHjuwkPuuqydVo5xkm0rbScd5VKeIvw5l14Q8aurs7MylQHq9nvzhH/6hiIj8wz/8Q3YOqRAtZzAYpA+XoSI244Z+eD/84Q/lK1/5ioicf4R1bdHkw7cTPakZ72ONFHXR+hx3sCZlyeDxKIEAj0X0atRm3vPZSTNSCXqwClZvDc72naqyRPJ+ZGlV/VZms1lSEtrn1WtHo1H2rdTR83ZdjIpKL+zGvldvAmVficKPLLx2r5qcNwlx2XTSq+qDatjy/TIM66WXXgrX6q8aheosKCgoKLhW2FqPj4gom8haIX20iUXT1OqiZa4WjFUe1i3qE4yhitSAtLx5vInSkpYr6Uqtt54TecSkbzwruYqyiUQ4ann/3u/9nvzzP/+ziJzHUaroZTKZZM/meVWW8mR9fvSjH4mIyFe/+tUsmJYeceQdV1Gi9jdjJJtSigp6RPRk+LsuD6i9h8eOsG0i0QjrFtHnWmeWy3/tcUvrsg7eOVX0LD1m/k29hfl8ntLgkWJnf2+1WtlGzQS9DtaHfcpT+EYUKcUnUezbYrHIVN4R9Fq7JVAEtk8dbduEkmU/rVLWj8djETlnZW7cuCEiIvfv309q6xdffNG97uTkRA4PDyvruSm2fuKLGrkJF2wzSvCjUuqMO4PfunWrVulFRGozGwrBc0jBeGowO7h6ga+cKBkQqn+zdeN2NWdnZ6GCKlpj8wb8KtSdz+Dh0WiUcnv+4Ac/SHUbjUZpMPKoLS3bMyzm83k6/v7776etpgaDQTYIbqJs42Btr6OyLRroIwUer41CF0SepdUjA6fJ+/FovWg93Ot/TWHfD9uvausakXyAtQpGfkPc7/GXv/zlM+VxHb7X66UBmXtXLhaLlFtyNpulb4p7Ni4WC9c4tQZLVH+FzUxSlxEqUudGE2vV+7cKYH0W0sjRuOflceV75Jj34osvJoU1Jzu7X6hid3c37YPatA/XoVCdBQUFBQXXClvv8YnU5+okogVmGwvGhXPdPfzevXuyt7eXzlfLzFI9XtAvLZVNKdbIgzg7O8s8AtINtJit16fnkEbRc5gFPaI0b9y4EVIgHhVlPdbIe6VVyniqL3zhCyIiGd0xmUwySihSpXn1oXDh7OwsbYNkKV5ee5lAcj3uWfZV13sCqk0s3Ug4Y//mWfiE9TKjHUialL8J7V21RBFRcx6Dsl5fbG1jt7Nhmiz9Dm7dupWWI5iekApv9fxEzr0//V6Wy2X6hk5OTrJdLTxUUYiRcMijlK23y/O93xHILrAc+349VoHCK3uO/h6Px0lQ9vLLLydPr9/vJ3o52nWGuAqFqcgWT3ye2snKjgmuiZCurAt54HrA0dGRO/FZOq0qi0odWE9+NPr79PTUTWjLsqn0Y3twnaLX62XrGFomqRbb+fQe3I4lomJsaAOPe1QnqZ8ovOMrX/lKJknXgazT6WRyZ360HEyj8inpjqjvJpOOl5+yaoCL1of4d6/+0WTENTiPdq2aeD2VI7FeX+RaJP1lB8vnoaH4DknbR/X1wj5sjlc9J0py0el00toTw3SoNuz3+xllp2Xu7e2lb202m8l7770nIuft4y0X2Pfs9VMe59p7E33BYrFovD2VlhkZht7YQ0OMqNIsaPu89dZbia58+eWX5c6dO8+cv7Ozk72buu2ungeF6iwoKCgouFbYWo+P9IOnQhSRUBxCq7RJYKRaVD/+8Y/TTg2MsWEdrIXvWfXz+dz1amhNTqfTRKOQhiC9yfrTCudmkBZsB2ZL50K4erWkdVjeyclJoirOzs6y2DoFt6jxcn/aMq2n4C2oj0ajRHtOp9NEUdI6r6JmFEyNtF6vUzuzDaP6VXl/HqXZlJrZVI3XtHz2KQoMRPLvYxNVJ3+z/CpFH6+rUi/rOXUpriL6LhJ/qaLTg+ep89sVuWgLMhzj8TjV8+DgIKmDf/azn2UMSiT8sGV7iNqBNGMTGrPueBMKOkqFyPozjnYwGMjdu3dF5HyZ6JVXXhERkTt37sitW7fS+faZvPI3Wc5qgq2d+LwXEFEG9rq6SSH6u6o7LThpVg1gVH1x0OFvpSOn06krhY4yQbB8TjoEg6NJi1D9RkXr4eFhNhBQ9q/5M0ejUercHBTm83nq1NFEbCcRb2C11OWrr74qIiKPHj1KtOd6vXYHdLsuQnrcy5rC9T69t61X1SBSJ7W30nmWxfyo3uDrtQ1BVSnbQO+r9ahbq7TrinXfCteYqgwCz3BoQt9FIQ9Vg733bbGeER3ILYT6/X54j4je1/5y7969ZEzN5/Nsjd0rM9IFREYI+6xdm/PQlKqvW2cW8ddS7XFdQrl9+7Z8/etfF5HzvTdVPX3z5s2QMqWRwHGV64Cbqoc9FKqzoKCgoOBa4VfK47PHvO2KonMIWu8Ue1hLI9qtwAtkpdXFLUloDVorncKPSMXF++r59BpoWc3n86wctW6rxBV8NvWwOp1OqvdkMpHPP/9cRM6VcJpRfWdnx6XS7Oag9n72vlb0op7RF77wBfnss89EJFeVWRVl5DGRStV6UpAwnU6Th9uErmT7RxQS1ar2Ws+riaxq72/0FChQsR5B1PYeIrrP0ox17WO9jSYeqydciTxg+38vv+zR0VEqh99ct9tNLMtkMsnaWD0Xfis7Ozu1sXUiksQbnqK6DuzvXvtrnfRcPi/VqnUsgV7D8vT3JmwZc5xSpfnlL3850ZuvvvpqGhs2pS37/X6jZ9kEWzvxEXV8Od3jiAa0e24RXiewyaQZ7MrjvJd+eLPZLAt89cqPMj54ikiRfEIkb056k+dwXU//5t0vylKh7TWZTLK1PB1Ebt++ndRyNll3Xf7B6F0w1+SLL76Y5NHf+9733Hax7ar3tWuzbB9PjTccDms/PBonEaxKz6P8+v1+qoNHMdnzvQBzkfzZtW/OZrNwDYtle++nyWBl+wjr4k1Y7EdVE5n3TDQiuMbb7XZdhed8Pk809nQ6zah0LWcymbhKQq7JLxaLtF64s7OTEi5TScv1eRsm5SFSRRJNJyZugxYZyFEShTrY9UZucaZtPRwOU3D6w4cPkxZAdQNVYNIOkXyp4SomO6JQnQUFBQUF1wpb6/FFKZ48UM1mvQ9P1RlZF1adpVZSk8DL+XyeeXkqDqEqy1rYdaIKLopHabvs+R6aeissx6szBS2r1SpRhXt7eykVVLvddndSEMl3pY+sVcVoNErlk3qiKChSofFdk9amtUnPb7VaJU/AKszqhB2Rh95qXeyywfjTJgHmtv72uuj+RJTWzDvPQ3St5/FZb9mj8nifwWDgvpOoXoPBIFNdMs5VGYjHjx8n2nG5XKbzKRabTqfJm9vd3c1iCbmxMFPf6dY5o9Eolc/j6/XaFS55babPVafkjNqlSpHsKVdZTiSAsewI2QBuBabfN9ORWbGbwlLF+rfpdJrVgeyZfuvPEydKbO3Ep4hemN3eg+tx2hE54NjdixWk1zqdjvzgBz8QEZG33347oxT1fqRFKGU+PT1NH+Fisci2S4mCSO1z2ueNFE5NM4R4x6wk3UvobUMGCG6ZxPbU9tnd3XVVsAwe5vOK5B8K76s0ysHBQZbVRds5MlRsn/FCXUh7DofD9BGyLhFlauvpUa+ceLhG0ul0MoUtqWavbKofeeyy4RHPg2gNrmrwjOpAKlInFBoyvV4vo3mVSmu1WolmXCwW8vOf/1xEng1p4oDPPSF5Lz3fKjw9WrVKucnnj2j4CKwblxSisYq/vZCp9XqdbZmksP3XWxZg+w8Gg2QM3rhxI6mt79+/n+jfg4ODVObjx4+T+tuuvWrbcaLr9XopnOr4+DgzPK8CheosKCgoKOymZEQAACAASURBVLhW2FqPjxa4F8TNhXNm/d7b28uEKHrtfD5P1huFH1QGLpfLlOH913/911Nd1ut15l0wuJT0JoNaPaudVma0SzRh1aN1C+T8m7XO68QEllb1BBA8fzqdpme3qdJYZ4/WiYQO9NA7nU6iPx48eJCoY3qXkdds4Yl87Ln07iNVH9uTTIKHphZ/HZXpBfpHIhPreXg0bURFEhFNGr031q0KXl9i3ll6i/RobDIJrdtsNsuUv7yP139Xq1U6jx6c7VP8vpXus9+Qeis2cN77RiOhk1UoE1XB3lpPtr9HjVbF/3meFenN4XCYUpDdv39fHjx4ICLn34mK2kQka89PPvnkmTIXi4U8fvw4/dbyB4NBlthD3wfLfh5s7cSnsCpKUkY6QPV6Pbl9+7aInCux1G2m2//5559nmVK4TsCPUDsyEyPbNSkvMJwJdsl3R/uiRRQuKRsrAW+yFRPP5SDPdvSoPzvY1VFpNmCYk58GskaqRd7XDhAMLdG2e+mll+R///d/ReTZnco3QZRxhblJtX62Pvbv2n/ss0QDmQcqctk37BqVSD74R1Q0B+3oWTelP6MJvKpMj57l80XKaD4jjSYmOaCB+e6776ZySEu2WhcqbEuxsxy2ld6XyatXq1VGjdI4Yv11v7nj4+PMyPXai0sNddlrPFBpqaDxbhNKE95xG0SuE8/du3fTd3z//v00po5GoywHMNtcVbVce/3kk0+yc7Q99/b2skn2qlGozoKCgoKCa4Wt9/iinJ3MDL6/v59URzdu3HBpjm63m1zx4+Pj0GJVa/Tdd9+V3/7t3xaRZwOGKfCg9UpqJkrJpLCWNC3/yPOiStDzHC2tQ9C6jMqv2xyUdaZlSU/jo48+Sufcv38/s/a8bZ5svRWk4RhHxLa1z7hJ8Da9JiYxYGCwFaLY6205kUc/n89dMQy9WitcsJQst9epgpcGK2on1oX1tSmzIvrO+y2S07NR+awDt8/i8gW9G57/6NEjERH59NNPs/em44Hdtst7brbJdDpNXgeVy+zXkRfV6/VS/YfDYWKV7DOynCjOtY4eJ1UbibBYblNlrz773t5eyrF5586d5MmSAo12VODyzunpaaKgrdpUzzk6OsrEM9wY/Cqw9ROf3bFY0W6308vf2dlJnDu3IakqUxFRP7/4xS/krbfeyu4n8izFFyn62PkipZe3vhP9trJ8L3tFtAZDitiqOr1B0CtLr+VvrpmSrrKTn8j5gKId3a6XRIOKnrO7uys7OzvpXvz4Wee64N5oYCE1Q4Un14qaGip1Cj87UbIOpDdtnyddbd+NN8BW0cAchKP+79XRvjfS5Dyn7jfva+lNToIRzfzTn/40PaMXMuIlU6hrB6oredz7JjiAs7/Ytci6+/K5OJZQicpn4NrydDrNlJxewv6on7COw+EwjZe3bt1KGWnu3r3rjjGEPa7f0OHhYbZ3IfuJZnfhtYvFIl0b6RE2RaE6CwoKCgquFbbW46NFSOqJC960DPT4aDRyqYR+v5+8BsaFMVs/y6HXwN9R6ijrYXjWYRRX02pdxHNFm+1yAdvzcjx4FFW32808B099ynLp2dFbZKwRrTR6oxpjJXLu+WkuUH0PWh/vWZjqbbFYJI/+yZMnLm0bedb2+SJrWP9v01qpB1JliXpsQFOKu6lAx75/T5RkPc+oz3qijiao8pgVVC5HsFQkv3UqPPm8Khh75513auM4Ld27iQfBZ2EyDKoQifV6ndTHBwcHLlW3Xq/dMUkk35WlSZ24NZnnpRJkeqqEgUzLxv5OeBtZs78zjvnk5CQF+HOcaLfbSeF569at9OzHx8eZwOUqNqjd2omPL8ALiLWKO/0wJpNJct0j7psJltvtdqZI9AIpo+TSs9nsGTrSA+vsDTSLxSJUKnKg9nJ6NpGSV/2dknfSs945XOvkcYIJrlutlrz//vsicv7B6JrBYrHIJj8qIfmbE+4mYFICthsnUyoFOWnyfO5UHa3NRO8/WluxtJ1NgM5/I0TGVJP1HItoco5UoR6sIrUONO5arVZaU7P3YZJ1TSzx+PHj9L1W0bDexNrkW+E6Y7fbTeMB15mJ1WqV6r+zs5PGnul0moVh2bqINKOjq4wTbw03Wm/lc/V6vfRcnNDZ37nWzdCP6XSaZapRcMuvyWSS3pGlcPVex8fH8vHHH6fjeq+Dg4NKI6ApCtVZUFBQUHCtsLUenxfr0ul0svxxjNVR63A4HDayfOlOe0HCr7zySrhdkYKWcZN7eoo7fRZaOZ4lyLrZgNU6NaNVY3rCEiuqiShNXsf8hqw735lahR988EGil1944QV56aWXROT8PXiUKamcTYPEq47rvWxuQT4bxTN1QeBNYD0NWsBs/ybeCOtgj5HyahK8XOWVkvLncY9urRLIRHFt+n9SXLaN+K40scRkMgmFHwqKTKK62aUG7j6g/XowGKTf9P4ijEajjMlQTynaqJmw3zQR0ZieSInviMp3EcnGS/Xa2PepUl8sFtk7U2+OweZ2Zxg9Z7FYZGnTvOeaTCapzR89epTSE4pItiH2ZbG1Ex8DJrVxGYxK173VaoXcNLMwKNrti33fbEJrVR29/vrr2YDcRCofbS9k6+Id92gurq9VoQntqccHg4E7kdh1AirtGKzdhBpjnb1JZDabpUwst27dSskHBoOBu7a4Wq3S+bZ8b0IhHW0ndG+w5iDOd2Gp9SgwO3qvdYrZSOlI8DrSg3UGVxM1oy3f+7sty/sOGHJk257rSixDr+F3rM+m9dLB89/+7d9SYoko6butJwf/usQPw+EwTcDdbjdNXoPBIEvEHoEGoKoibbiE981xUmjyndsJjmOGp33gmqkth8tENO60zZmRxmZjYv29zFVM/mF3XOfSgdKhvV5PPv30UxE5nxC9RAGbolCdBQUFBQXXClvr8XkWlrWK1RqjxUaqgrDHmGqM93rttdey++m/XizNpooxIorRawIrrog8izqVY1SmiG+BWnGL57lE1+r1Cg1wffr0aVKAPXjwIFl7zIP6k5/8JF1Ha5XWv30uzxPkb0v/epZxEzovQiSsit61FUDY+9rYTY/uaypu8QQxVmjj1SsCkzgQVdR+5OVp3c7OzuS///u/ReQ87ZVVX2s5Cm5d1G63UyD2YDBIyS1OTk7cjYjH43FGdb7xxhsici5WYZn0+LU+s9kslT8cDtPxW7duJS/Gvm/P+4vU3Ho/bSdvmaLf72cMFgUtjP1VROnvbOo+BZMJ8L4iedwo83ZGLBTHjMukbGuKrZ34PDeeIC/f7/fTJGi3sfcGGbrcVCzdu3cvlcO1J4Jqw/l8nn1IdjDVetZNTBGi0Amth4X9cOpoz6p2Il3l7RZv1bYMpqXkmh+G3o8q2uVymZSfjx8/dvP2TafTdE3VulRE4VEFGK3ZcQ/B54FHsVYFQhNRsLzCW7+rWhsivMEnuk+TkIQm/dgaSqTP9bdVS3Li03U9Gjj2/eu1y+UyTYSvvvpqMmZff/31bILU96x9TkTki1/8YqbMjFSmXuKLwWCQjQG6V92Pf/zjTEXJ52IZpPb5WxHtwdftdtO3wjp3Op0U+nN6eur2GRryBKlLTojcZ5AqUPY9br/WxADjXp2XUSPXoVCdBQUFBQXXClvv8Y1Go2Sx2Z3E1eLZ39/PaE/FanWx2Sitz/V6neWn470i5Za3ezcFGLSQ7G9v0b0p5UgvILLaozK9GLQo0D5CE+WkR314oLXLWD99vycnJ27s09nZWeZpUtQU0WyeZ8f/WwubalK1aBeLRSiaiuB5dk3heayRiKWur3l0qYVlI6J4s6iOUYC8XktPi+pBBkpHWw5xSyDupGD7u9c/X3jhBXn99dfT/+nF67f7xhtvZJ63CloilSmfhwKe9XrtLq18/etfT31W49VsmRw/GFdaFY9IenMT9SPz+9p7UAjE8YbjnNaDdKgVxvAbVUTCosVikcZaBsJfFbZ24iOiHHOqBhyNRin7ADnu5XKZSYo9fp9hERwseK6lBD3Fkv7NQ7QOVZfZw/Lg3mBUNUCxE3MA9aTPIvlakcfFV63deYNX1JmZcJnrVTY7SQTWjet9BOvsPVe0TZLNiMFzvN+2/SOVZKSy9Aa7JgNB1E6R8rSO9mY7NWn7aD9Jq7CmCptKTg6I7C9KS89ms/R9f/zxx9mWN7yv1rnb7crXvvY1ETlfK9bjNm+vftetViuT9Hv0ZpSswe4bSdW5Duaz2Ux+4zd+Q0TOsw398Ic/FJFzOp9tqG3FZQGr2GQbMsEGFbN6fDgcpvLH47E7njVJukGwb9hrqEplX2b/pMFAlbde2+v1EjW9s7Nzad0EUajOgoKCgoJrha31+KJ0WArG2Ny6dSvLqUdwIZbxaOq1RQu9eh7/1XptosAUya3zunQ8kWWp/68q39aZVmldObTSqGCzdJhN3+b9VkQ5BG05rDst0+i9RGm+GDSr7UCLmYv0+mz2/Ii+aZIT1T4XvRqPBrLPWCVSqWITNu2PHuw7rxNS0YskK8DnIY1Ztc1Q1Nc0pvbVV19NGxFTbDUcDlMbv/rqq/Lqq6+m49GSxaaUf8TWeNfSCxsOh4lt2t3dTd7o//zP/yTq04p2KPpiXB53rCCVTbqYdKvHSESiLbtbi71OURWDbO+pdRXJFbyRULEq5vSy2NqJT5O9Mq8cueZ2u514edIoFqTC+FvPb9KhCfviNgkw529Ovnbi0v+vVquM5ojWbDgAeUHOnvTdw/PI4r3jVeV4wfK2LZn1w3sXln6hws9rQ7aDHdg5CXJtQ40rUmNs26r10+i5vUE/ei8cWDhBEB7FZMuL1mG5Rs3yqtSz+i9zPHrGCNssGvTsfZg1ReukW1uJnK8NaZjAwcFBWuL40pe+lGjNOlW3wlvO8HYXt2UtFous3aK28pJCv/nmmynI/eTkRJ48eZLKjIzHaFImzRuBeTW1L/N7sjuqf/755yLybEiCwq5vWupZy/feO/tJq9VylxSuCoXqLCgoKCi4Vthaj09xcnKSrIfBYOBSdkzTQwujKuVXEwpDEdFT9EBpwRBVqbw8ZR5BFSu3SBHxF97piUQCCVJFtMBIddl4t8vG2zRVe3r1t8/otQ89HHpt9pymCloth+pf9Qoij5tp9Ox92M4eJWTbx6tnHXVtt+dqAr5PPitTxHmwXrqnwOU7Y38ljcn3RnEI+50NmlYac7VaySuvvJLK15g1DVjXcqga5vEoFtJLwWbfjyfksO/Me/7lcpn91rru7u7KCy+8ICJ5rCpji7mjiBWCbQIm+RiPx6kOt2/fTs9JevbRo0fy4Ycfish5GrEolpfg+2XMpnq7jN3jtbPZLHmaJycncu/evY2ezcPWT3wcfOzagEfTEHaNqW6AuIyaiANQlI1CYYPBFVEohF6jxznJRmtPHMi8jzPK5sDzbJt5a39VqJOb20mKHxLX5uqSdZMGqlqjUvR6vUQvRxOsbU8daGyeQe2HkQrU/j/KhOPRPJ66tenk/TzZMDixX3bdkOt9NoDdnieSL1MwxyOpTg7I3ApsPB6nwZxGXNTvPFW3nq+gsUzKzqoiI0OMCk/+1roNBoM0wZFi7Pf7WWiOnRhEznc219/z+dxVZ1KB2WpdbNfGhNs7Oztp4ut2u4kubrVaqU4HBweJYn7vvfdSpqXJZJIZTnWKdWvMElo3vtP1ei3vvvuuiIj86Z/+qXtdExSqs6CgoKDgWmFrPT4vi3e/338mLkck306DuwDo30RymmA+n2eWvMKqpgiP7mO6pap4Lm83gV6vF6Y7iywkFfyMx+Ms/krR7XYz7yla5PesNEv3RHFr0d9Zn7q8fjZmjeeSqmXiArZ/FG+oINViY5A8hW2T3KL2nUSeWhN4FKjWyftt/1+1C4j3LE1iDe3fmzwLaXL9DiKhBctk29ETodfDb4MbFzPOizFi1rMke0EK19u9fTAYZCm/9FrGmtkyI6GZgn3TClS8bdC0Hno+24Remwp7SDXTU7R9nbGKWv54PE7n7e3tpTrs7OxkgkHWQZWoH374YfL+KCLztkmrahNS61z2WS6Xmbr1stjaiU/B5Kez2Sy56DZDi35UzCxAuoxKrNlslvH1/ICtHFskpyqYYYGDZ5WyikmtmXNS68mPPBqEba5Lb33TrjHWrc1F6zoRbWFl0tFgzHI8laGn6NQyiWiCqAvAte/CSypuBx1v7Zjrm7ZumyrSIvWmV741JHi9vc6GFXjPxzUplsl3yN9NJj2uOdtgdPY7GqQK1rPf76cBudPppO+DWUkstajv5/T01FXs0hDm2MDclVoPkfM1NbY/aWyv79s253V1algL77kYqE76kZP7J598kpXjKcS5/ML3ZSdi5inV+zLx9dnZWQowJ7386NGj2n5t4Sm4SU1fxaQnUqjOgoKCgoJrhq31+BhsbulIkTwgMwrOXq/XGXWi1sRkMsnUYyyzLuDTwlOq6f/tOVbdx7pq3WxsGi3Iul3arcKP9/KUc5EIwILKyUiswvI9xan10qz3qMcjGtQTC9lzPNj+wGf36CcyALT4o3iqprGKXn3oHW1KR3rPQcaC3rw+VxXqLPRN4D03FcrtdjstWYxGo+RNtFqtpNJkGVQ5Ep1OJ0sf6HnHNp8uwf/rPRaLRaobd3wgHSfy7DZnej5BFopqzGhZg8sgHigcunnzZqIcuSzg7SBhf1NM0mrlgfBUtKrXvVwuk/p0d3c3nXPr1i354IMPRORceEPGwPNeIxFZU2p9E2ztxKewIQl010lhKdipFotFWhdj57OBq16wsw1VIO1Zpya1gxgHJv2oZrNZOs4sEzxetYbltQ+pOb3e/rZtVTfANlX4eVRaRGnaZ6g6Zsupgjd5Rcct/efVoWqdlIgm8eh8UqlR2VUTVZM1lCaJFarKuiqwb9r980TOlyyioGb22agPeNQZqU7u68g2ZkIL/m25XKYxo9vtZtfWZfGpoo49A9CCdWCbEJxQqIbVa7vdrnsP2x/199OnT9O6nv1eGXiu7dxut+XNN98UkfM9NT21alXf8xLDE9Gu8ZuiUJ0FBQUFBdcKW+/xETYoWy2MyFOYz+euEkvEt66sMuno6EhEzq0QdfsZB0csl8ssDVqdJU3awtJVFOR4geTW49P6LBaLWmupThiix/VvUZC19SajGDq281XFUUaeZFMvR+vlPT8pzUgpGqEJXWk9B89DEBHXu/Cez9apLmFD1MZVnn3ENrBvMvct348KIdhHbt68mZgPLi9YcU4dKJ6hYI334hggkisgPeEN30/UllxS8LxG1s8rJ3pGfsd6DVXq3Oy13W6ntmVMn/32OJaoJ9vpdNLYtr+/L4eHhyIiiWbWOvJdaxv1ej15+vSpiJwHv2sd7t69Kx999FGqj97LQvvzbDZL5/T7/StPX/YrNfGJ5JJiTnycFDjYKjih2GDkCPyQ+GGTAlB0Op1Ups1VR/CD8RShw+Ew3XcwGKS1Bw7UdpDiemhdXs4qFSWPR4N2tG5YZ2BEBoMtf9Nz2CbRu9TntGEWXIOpC8qtmpQ9OpSTQbS1lKXbPFSpfPU5iKZ1VngUuO0jdRR0FNy9XC7T3+yaubbNdDpNgyf7HQdzS91x3V4HcBqJ8/k8tc98Ps8C6hW2n3nGjtUOeOunbB/bDzZdS1dw4rb5Zb21OdbNOgeK+XyezhmNRtn2T9oHj4+PE+1pA+EJ5k5WA4ZrgpPJRE5OTkTkXEmr74sJCvi9krYtqs6CgoKCgoJLYGs9Pk9xtbu7m7KZM+aEFufOzo4bTMkNZxnrZ70Az2uwKqxItaiWE4NmGdxrtwdSWKuR1ptaVKvVKrP+mmze6lGCTS3PiK6so0pptdsyNhG0RHWx//fEJFWeLH/rs9iNRckMXIXajHS6pZH5Tuu8P5anIL0dKU8jROpCwu6QTnhCKhtTyzrr8UePHslLL730TDlkTSaTSVa/x48fi0j+rR8eHrrPa6k/r79E9G30fVjxDL8n9jv2R36jUTwmr21C1XvvYjweh9ud0avyxgB66MfHx4nu3NvbC5OCsGx6kdoPx+Nx8v7Ozs5SHk6+L6ueZjs0VdRXYWsnPoINpJPgyclJokiidR47kLBxuQN4nRKvarLwqC3W2arTvA+uam0lktwzYwwDbj1UBdU2WdeJPmz79yqQpqkKJPfua+vvZdOw7RQpfj1Kj8aMXWeL6J462HfhZe9hOAOvaToB2rJt34+MuCZB1txFPXq/3hofB3kRSTunj0aj9HzT6TQZsPp/rb+ef3x8nOgyW3/2HY8OtXQr29MLjfLuUXec9/XGD9smEWh82WNVdeTfmAQgAvtDRGuLXPSBxWKRJiCrSvXGueVymdWBGbY4mWriaxHJVPZUuG/6rXkoVGdBQUFBwbXCr4TH52G9vth6hK6xDQr2PItIaGGt9Ego4IkVbE5Iz/uKNuysgmf90Iu0AhvPyowoMBvDSHiqTv7fqjTrPEBrLfMdNVGERoioVwoaIkEPaXBSUR5dRRVuE4u06pw6SraJMtNT8dn+V7XrRFWdrUAiig3lvSjG8ARH8/k8fafL5TLRX7T21+t16OXxXqTs6ImQIfDqad99HbtgxwzCE7fwfEvzKuwY4L2XiLkhGBg+m80Stdjr9eT4+PiZZ+l0OilRQLfbzVKTaZ3tJrzckFnP4futqie9P/1948aNtBMEU66tVqvk6V+FtyeyxRMf1+A8SfdsNksKJPvxexxx1KGJfr/vfvD2Yya8QT6iNiwNxB29o/M92FAIQo9TEt0ENAYsJch34a2FRWo2O1h4WSrsmuAm6jf7Hj3aKwp+jvb6Y52jDBp1dao6TgOJA3S0BqPgZKfX2jpXhXlsaqSwLesMNDvRcLLgbyqjFcfHx+56nO27Nh+o/W3X1GxdRJ41WCOj2DNmI+OxavD3MkrZYHA+hz47k83b/kudgmIwGGTn6OTCkALed3d3N5sEmYezjka2+4gqqtS/VLJr3bgmePv2bXn06JGInK/lHhwcuOVsgkJ1FhQUFBRcK2ytx1dHzcxms+Qe7+/vJ0uCQZgifqwRLWB6OtZ78JSfen0V6qghhdaJAbHWY/K8KmvFevfrdrvZThCRgs+71gogPArRei7eudF9+VxRWzYNZI28I7WII5FHREtHx6tEHlF96rwpK/KpU5B69CaPsy9bdqEJfbaJ8KqqPl57s79Mp9NGAh5PfGTL9ILW6cFZL2QTsZJdlrgsDUfWiuUwgUEkwmK/a7VamahNj1OIInLxXnZ2djIvUgUne3t72c4aFKJErAIFSJZC1fpHsct8Fr3vyclJ2uh2MpkkT/bBgwcbMVURtnbi89ZiGDzOF7+zs/PMhGdhaQ7b0fRfj4Kzg160Tuft8MwBJ1p7qFJjRjLiaM3Oo1FsBhtvwrLl8F5eR7TKSa7TRc/C33WB9JtONNF6LNeEonAVDhosh9T32dlZ7cAX5f+M6hcZILxPFKgeYRN5fNVgXvcclnr1UFW21+fZf61xF6mJo8nXm8SbTF6bTm7W6ON3UEf9Rcb9en2R6N0aj7yWRq6ew/37+A31er20hscth3Z2dlI5k8kkXcu6MSEAKVai1+tleTtpjOkaH40dXaYSOd/tXcNbnj59eiUhRIXqLCgoKCi4Vthaj49WureBIgUed+7cCcvh+XVKr8hqtNab5wmu12t3qyQbpKywHlAUm6a/afXSY4oWmGk1Ws8lStem57AukVBA62Sf13ornjDGPiNRp8C07zBSpXrPxT5AT7DqWi7M2/RRem1EEdLTaELfUKnr0Zl1alDWywpaPOrPqmttkLbWhX2tTs1oBS0K9l/WI/Is6Z1H3i7bJBJG9fv9jCXy2qFKVMVvguMQryUisZv3vVpxVkTb15VvxwClDa0oJqKLGdOsfZxK3fl8nhIIRFujdTqdbPNgxu7pMhQ9vlarlSk/GQivS1jPg62d+DxlZqfTSY03GAzkwYMHIvKsOk4RBbWK+BQZ/99EBSoSr4uQqiAvz7Ut7162Lt45HESq6uUNQKRFtB78m8KjbKKPNKJqI+Vkk3UjW2+vjaIBKxpc2OY2K4tHcVtwovTagvWxCsWoTG/ijhR1keHmyfujwGR7rG4yjRShVd+EoiorUt2Ab+Gdw/7KerZarWzdqm49ke1g29ijdu33403QdtmEBoZNit3kWe1xGstcd2MiazoHVeUwcQInPk1GPZ1O02+ezzG61WqlvKm9Xi/d4+TkJOuTOjkOBoOsTRiMTxr0sihUZ0FBQUHBtcLWenwEA43VWtrf30+WQZVyL7KoPI+Pljx/N7FIWc+qY7RyuJsD6+ZZlvY3rT2ml7LPqc9C8Lnqgu698iys0MVTctKqa7J4bYUIkYLU80Aij49lNolP03rbciJEHrr9v3ffpn3MK8O7p30+b5ujSIARxZfZc7x+ZBWYES3ofX/WS2ZANeujsP3V87AiWK+6Cc24ieiC3lav18vGsIjJiNrHO4c7zjOVY/SM3W43E99p2/V6vXR8Op1mG3frDu+np6du3ZiUgMrV1WqVPMTxeJzKocenbaR1i8awy2JrJz5Lz4nkclgmqW4CS2GxYzHwNfoA6qiqqg8tGuj0WSKlWrQuGX2ApC17vV4WzsA6RBOQ1odBqloPva5OMl61TuqtYVnlqqfqs+tGVdSwrYMdOEgLRpRQNBmQsqkLLeBv9jGiiaSfZei9aFxU0bIR7VkHq6iMJi9vDdz2s6hv8P170n39G/8ViVWFRFXigaqJ04P3vBZeO9jB3Mv6E4X78Di/Dxuyob+Pjo6ydvHqOZ/PE/1btfWPrq+t1/kei57xaA2VaL1dx6XpdJplQuKkqbiK3ddFCtVZUFBQUHDNsLUeH6EW4XA4TFbCCy+84FIhEaroTW/LEOsl1cW82d20WffI8vbEEpYS9CxmK8rwgsFtoCkX4CPBRJ0KMaIT7bN43qXIhYezWCyy65vE9Hm4DAXtvYsmcwnUugAAIABJREFU9EoVLVjngdrfWk7kcdATrNtuhpvZWqqe92biAY9CjuhBe7xODFP1rvg3fnOR500Frr2/luEpNvlcES4TJB193963a715jyGwz+55uCL5FmRsE1KOHhNjPW6lNK13aGON7fNaVar3jiNPrdvtJnrz3r17WeA83x1Tul1FHN/WTnxUDFEJdO/ePRG5yEcnEncykZxH1hceqQF5LV39TqfjBqcT5Lj5Iqsm3Kgc8viEFw7g7T1o7xXdLxoc2PlsR/cGc0/Zav/P4zbI1qPzmq4DkhauU8NZmilKOl2ntGsyES+Xy0rpd9W1Xj5ETl6WHmZ4Cgc977mrKF0aBZuub3uIFMEiOa0eUb6esWYnLEvvV5XDAdzS+ayzIqLtm4DP1aQN7Zojw0b0Nylzjk+WDm3yvusMGIKKXI7L1FaQEu/3+8kp2dnZkVdeeUVEzh0XDXMYDAapbnz/NjfzZVGozoKCgoKCa4Wt9fjUyxuPx8mSe/HFF+Xhw4ciksf0RXSTFTAQdTFR9Ag8T4vX6Pm8VxNvyKPbLN1DmoMWv4eIwqT1HwWtWyufFnlEFdLb8lClhKzzoFh+k53ro/fS1Nr2fttz6gQl7AOkcxn7JOJ7aGwrj25iXkomdaAXY5mOOjGJTTDgKV5tX27iIdCTptfmWfKLxSLbcYBtTNqQ7IuCVKfdFkzB+9o2qVO0Vh33BC1ab+93XbvRa4vGG9svPIanqr9v6uUpKNShZ0e6st/vp3N6vZ7cvn1bRM7Tkan3d+PGjfSb6la+08vsiOJhayc+dY/ZoG+++WZytdlAnBTYISxV6PHItnOyQ3v8u97PXqvniTw7KXhrDxHVZlWIrDMHzE3XKDz61GZSiNRp9rn1HG+QsJOy90FW1d37cKvO94K3N1nr0TpH9EqTCbSOwo4GMk48VUaCV7anbrSGAEMYvD5bNchHFCXvFRk+0bVUCVJ+7xmAvV4vGb+r1Sp996enp25yC06gIhfrWfbcTSh/i0gdHKlSFZyg7XF+HzRyIiNWYQ3kCN63YHUHXkYakYuxp9frZe9Ff3Ns3tvbS23NJanhcJi2Gdrd3c30GqyXPnsTpXMTFKqzoKCgoOBaYWs9vrfffltEzi0WtfwiS95atAza9DwcWmnr9TqjWuiReVQFj9OSpwdk0yfxHC8fYrvdTnWo2komUl95iKg5G+zfZFdxT21maWSP4rFilTrRSFN4HpY9Rpo0esbniW/zBDnWm6rzuPj/JjScB/Z3269ZryhmlPchfRoJcDzqvtVqZZZ63aaxs9ks6+fqCfZ6vXQOc2zaBA/0Fj0qWK/fBHV9IVIq08uOzuFvK6rxREqeZ2nRal3EwR0cHLhjA725vb29UKXubS6t/xfJd3Pg+9/b28vEKurF7e3tpTH7zp07qQ7D4TDzOnmfOnXxptjaiY/bDHn0I4/zg6+aECLKSa/lh8eMBiL5pKnXWultRIVwEPaoM54TrVdGSq2mazxsA6/8KK9mUzQZtCPakAO0155VH7/37FShsR1sqAU/+LpJnBO3NUhoGPB8rtlwcrIGk9aBORM3eQdsV0/RHKlWo/W+iG6ylLw3gEchOzyHdWCZpL+4hh8ZgMvlMqNPo0TpLFP/3+v1UvnRulLVWq5nYETn2Ly8pIgZ1sHfNEIIPT4ajbJ1N4L9mvvlRe/Ce3f8vbOzk+U+ZeA5JztNKLK7u5tU9+Px2FV+Enay20Q9G6FQnQUFBQUF1wpb6/FFlIqnMLOWp2elUwxQZaV5v21domBtDx6l4MHzEL2/azmeAIaLxFbl5inPuLmqtca9rYk8i93+3hTRu9DnqUNEKTepk2fpRvWx74X9it4c6SplDHgtFZ52ZwzPE/OUvJGCkc9i34+Xq/My8PpR5MF7f6sD+7LCim30HBu4HQlIvN+DwSB5KLyWdK71NOtU2JZ29pS8IvE4Q4/Po+dJOdJjtTu5e21oQUbE83h3dnZSLmTmSNb7aRk3btxI59y6dUtEcu+vypurU3w/j+e3tROfh4hesQOSd7zX62V54vTFzOfzkBrxFHd2SyAGl24KbyJsEqpwGUSTbrSWQwWptz5VRQNF/4+o5qiDR5SvlmNVqV7ZXLe1E6I+e5OcjaxP1A+5fsP9zDg52sB2RaS21X5qqVzP8LFo0ie99Sk7UfK3t84ZSf0tojAKb+CNnqndbmdLEB49aycdD7PZLNv+xhuQo2UHvYf+W/dt2omuyTfu0Y7dbtdNCh2tM1aB57OtuR7H8AT9bUMbtH/euHEj/W6azON5DOY6FKqzoKCgoOBaYWs9Ps8Cs6qyJtcS3uJuv98P81JGCk9a+KSWaGV6lrEFLSEi8nS85+p2u6H4J/LyPC/MenZ1aky9n3eszpLb1NKroqYjsZA9T6RaXenliIzqzHdND471pPCC1PTZ2ZnrjbD9GbfmZdKnCrjVarneou1/dRSn7V/e+VWeTZ33x+8p8tSJSGBjt7+xf7PXR57fJn266vwItm6RYrMJY1T33UdYLBYu7Un60QpgPCWt3k/PYSwePUHts91u1+2HVmimuKplk6y+V1LK/wG45ZCX15GIPlqbY9MLOrXqK5Zpr9Pz2VG4J5Y3CFu6JPp9WTAnINf4LEgxeINBNLlHijHeq+maWjTRX3YfQKuuiwyAiP7ZREFq24aJwUlv6vHZbJatK1OCz12uowHe1ofSdNJldkDje47oX8LL/sHfTcpgOZbKoyHAZ2P5kcHoJZzo9XohDWuvE3k2pIn11S14+v2+uw51mUG4ybceUeZNytbxjKpXew5zeLKd63KZNoHNmMV35I0xnKBZH9vXrpr2LFRnQUFBQcG1wtZ6fN5uCJF6LKK86J3Z9FBemVWeCxfjeV8qqzyRg1V+elRkEwqpitagVe0JSOgpVy2ue2hCl1qLMfKe6ryOyBOvsgjZPhHNy/pEFIun5Iu8HRujp9ecnJykcxaLRerDVHLSame5tv7WSxkOh+me3W63dreH6DmJKorJi4mzsXLs47TwIw8+opn1/9PpNMWFURxED2I6nSZPrQna7Xai4NinrBiG/YjCjzpqLnrGqt9sKwVFIKQiLZtFwZT3juw5bAf2H97X+4ZOTk5Su924cSPbsV1hhUlkPrT+VjzotZ33rdp7bYqtnfiYeYGDhifXtuszkcxaYQdkdiAOvHXSW0rQmY/PJtLlb0+NZz8Qj/e324t4H6qFN7BdhlLwBucma5j2uLdWayc7j2KmyrDqeYm6hN7RoM9J1j6jN9ktl8tEY9oBWn9zkBLJ+7M3KHtr2fP5PJ3LcIYo+N7KyD1EGUiidopyThJV6lPvXqTOonVWS8NzQGTyCU5Y3rNU1d2j+e3xiKbzEiFUGRXee4kymUTnz+dz9zipTgs93u/3n5n47b2s4aEB7ByfuBy1XC7Te+G3UuVM8HvimPc8YQzpOZ67hIKCgoKCgi3C1np83mL1arVKKjfrPqtVEXlzlqJUWFqhyhOwoIdCK7OKLo3ouAiRx9JkQbrOaqwq34OlHKM2t9eIVLetd8x6C5FwJaJRorbdxIK3SksvvdR0Os2ELto/J5OJG8BMWo3lEHbrFz03gtf+vA/PWS6XbplNPDvr3XjX8puw949UnR57YOtmg/31WvYv9hGWX8dy2FhPXmufX8GYYFt3C1smBUsEGaM6r5D3s/2IlKOCccwEc/eenZ0lr439ZzqdpjLn87kbaM/6c6PpJl623Xh5E7FNhK2d+Dzw47GDVR21EVEwdnLgYL4pZep9eLy3DRnYJDOJrUed5D6qa0QjbKowfR4VVrTuaesW7bXmDaxN71u3xsBy7boMP1Sd4BaLRabYPD09FZE8qwjvy/UwroXYfmiD64fDYbbVDo1B9q86WqnqOL8tUlXeGizVrKTebZ5RvlNPDWif3Ru0Catm1PcQZQfRulpY5WGTvlRnuDW5rgpRX4hAqrCqPPt/GxLCd80JyzNu5vN5arfT09PU1nfu3Mnu5a3PWefAW/fms9y8eTN89joUqrOgoKCg4FrhV8rjE/EFEvSkIgUjaTq7cB6pzew96+rlnWdjAPl/UmoKWwePemniMVWlW6I3EdGVHs3IezWlWr1yNvV0raccedZ1iNSEVQIYfUdMOzafz5NQ4OTkJLNWGdfJOlNpR0ud7enF6em7It0kUp+urUrw5H0r9hy+q7p+yvNtMD3LYeBzpOTzjtn3z+em4Ef/xrapihHVMpumrIuUlopo/HiePlsl8vHaJPIW2+12UszatIu2r4k8qxBn7HJEY6rXx2fs9XqZAJBgLlsuF1xrqpMvXAcZTl6brMV5x9npPUrKrpF4a0y2E0cqK+/vnLys0rNu7S+apEhFVa1V6P/J70frXNFaURM8D33aZL2E/29CR9t1EJu4XP/lbz2HGVcODw+TpN5mbvEMrcVikZXpqXZJgUY0ILO4kBZj3ySFxeNUoTLfY13yavsevHa2KmMaVlUZWLQ+hDfY2gHfCzfgcU5knBA9Za3I+UTsfdM2tEHR7XZTv/BUyLbOVKjbNUdtN0sNsi94BlREY0b1sapwBcusMka4/RP/pn2yST+hAWDXupt8+5ugUJ0FBQUFBdcKW+vxeda4iG/hR5ZztBtAZG1ULUJHnqYVQCis9ech8iKjOECWHVl2bJ9IEegp4Xic3gKtNNJ0tj7es1bRrXVo0n5V1JuCsZPRJrxUxdE7shSMenmTySRTdUZbzvAYvY46hsJS2QrPiyedSO+A3rwtgymtIkUoN172mIkqz9/zIlerVaLaon5h26ZJ8gTWJ1KpKpooPAkv96dIvj3QfD5332ckfOM78lgtiybfj/VMPe+PcY4WnrrSipe885fLZaIrp9Np8v6m06ncv38/nR8Jj7ylhucRzRFbO/FF6xbsWJb/FsnzJVraqo4etROZ1xkZFsH7WkQZVLz7W1e/SZhDRGV6hgHbjZMaJ1BKk7nGxOcjHbNYLMK1v00mO/teCI/WqZoE6wZKOwF5a22sDye009NTOTw8TOeTAvX6TzQxRFSnlivybFYR/TcaNDhRk7qmPN5TwtoJjsf1vH6/X/seIpqUk++tW7fk5ZdfFpE8K9OTJ08yCtf7dqvWxTiheLlg+X5sXVkPUosRZUq5vj4XFbZUOUZ9mn2t6jvxMuTweZvAvpdonz5vHJ1MJkmtzL9z7Y/f23g8ztpL6/zyyy/L7u5uqru31nnVNKdIoToLCgoKCq4ZttbjixY+PUvq9PQ0dJebZP73LHzWoe6Yve9isQiDbKNFX8/DigJfq6y+yNL0FLBNrmUwLT1gLtiL5NafR23YnS88Echl4HlqEYXLc6yal78ZoKtW7+HhYabYbBo75dXX68+s79nZ2TPeS0SrT6fTdHwwGIQKvcj7o2iBmw/zWv3/YDAIqVHWX+/V7Xbl4OBARM4tf/19dHSU2u/g4EA+++wzEcn7VxREH6U4swpVL+cqn73dbmd92ItZs1RhFJvGMqKdT4gmHl/kBbFfeEyPjZHktkGM4/OWblarVaLzT09P5fj4OP1NvfLlcilHR0ciIs/sfPPSSy898xzT6VTu3bsnIiL7+/sZ3e0931Vhayc+Dj51E4edHBV2gIrk9LzWW88gqNDjtazben0RnNmUqogmRIL0BxPaNkG05qGwH743eXFgtQowtptXJ6tWjdrZW+uM5ONVE7gXVmCvobHh/Z7NZq5605ZZR8vXGW4WdfvV2edTcH2H4KRgjTIdGDnR8H1ywrVbYBEcVHVwu3Xrlty9e1dEzic4LX9vb0+ePHmSro0muKhv673sRLSJQWefgRSlZ0Cxbe0au6IqjMKbyKJ62f4SXcvn5+Su6PV6rrLThn8xZEcnu9PT04yCZiJ2z+hbrVby8ccfi0g+Id67dy+df3R0JLdu3RIRkdFolNW/bolgUxSqs6CgoKDgWmFrPT5FJGKhV6X/V9QFl9bRCN613i7bIvkWI5FnsQmVt6nFE4ke7O+m6jD+65XveZrr9UW8W1UcokdvVNV9E8FMRCFG7UFxi/XyqAr2tsey3qh3L6r3SCNGNBPRZBcEnks6OaJ4CX0mCoJarVbmsehvqw7lb+4Cr7Rhu91OWfuHw2HyGg4PD5PI4eTkJLXHbDZLdYiCndkH1+t1KpOCltFolLxz+x48MVHEHlkBBncVV1jvWFFFgXseJWG/M3udoko0pfXx3heXLHq9nivcOz4+Tin3ZrNZVia9vwjaFqenp/Luu++m40zvp78Hg4Hs7e2JSC4Q2kS8U4Wtn/jsYFUXzM7/R7SFDQXwBlU78GinsQOhR/2wE9u1h7pJMJKY22ujbBqbKCFZpq1zHTVqj5O65DpEE1qnyYTFe3uKWdJ/UZ2tApIftvYrytM5CYr4idOZ9FnL0uMM5Oa6mkfzcuKxv/XfyKDjet9oNEr1Y1/wfov4/TcKlVksFmki6Pf7idLkeb1eT27fvp1+8z3qxMR1qG63mwXUe4Hh9rdOrJ1OR/b399NxnYi5DdR0Ok3PaOl5Lzwj6o9cdyU9yPrRIOI7t9+iF7zfhA6Ptitie9q/N5lQuC4cLQV4dYvCW5is/d1335WHDx+KyPnEqn1jOBym/mCpfb3H17/+9bDOdShUZ0FBQUHBtcLWenyelWEX7yMKVNHEbbbWpKVJPNCLZMZ8igAUTG8kcvmtiKzVHp3bRDHmeRzWO/bKrIrD8XbCoCfI41VebyTOIJ3H+l9Weatl6fkM6lZr1dI7WgePErT1Zzot3pObd9p6VgWt23rX5eok7RlZ5lX9yPt2er1eoqcODg7Ss3BH9Lt376ZzWJ9OpyM7OzvpXrpbfafTSZuccgd2m5tU67Ozs5OefW9vz/WISYF2Op10r2g5glQ9j1uKWj1Tq7COaEZP0WyZicjT854roj3td6aeb+TF6/No3ejFe/3Xigfr1OXr9TqNi2dnZ/Lee++JSC506XQudm+3IpyrwNZOfETdgFk1wbHT1Emxq1SjXn5De29vomy3264MWu+t5W+CaCCzVGekNqyDXV/z6twUHm3GyatJebbOpBO96y2dFw1SClKa3HalChwgmtSfW7BwfYjBwHV9lYgoJ0/GH6kNbRuR9vTab29vL01e9+7dS+XfuHEjnWvXwriGqBOQrb9nbNpE1qRG9X6cjAhLtytOTk4y45S/ozAES+Fpe/B7qlta6Xa7mcqbxoz3W8/Te3nGil2T9d61fRb+Zp25fKPtSaPSjmH6LDT2bX/kt/706dN0nSo/Hzx4kIwcGoNXhUJ1Fvy/9t6tx5Iju+6PU1Xn1KW7h01qmrQ4lDxjWA+yAQH2gwEDfvGLv4G/p98NWPCDDAwkQbexxpalGdIzHJLTTTbZl6pzq6r/Q2Nn/3L12pFxqnvg/+GJ9dKnszIjIyMjI/Zee+2Ijo6OjoPC3np8znJVi8iJDfRaehZT+VYZ6D2dnJxYq0qXN+K1LveG+YAt6zdmoPXG+zpruZTx81Jh2NIOd/HOWAdHM9bokqx83aR1Ci5IT2+LFn9NmUc4j6+mhqUFzLwpt56qYwDoBZIuU++QdXf9NBNzsT203uEFvP/++0MyMj0tVQhymya+I17jWBP+fb1ej9qYSfSkH7M+QG8uPE3dKorv3H1/FKaRDs3EJHqtowcz8RfHGPYdzcNzKs34f9y3pW9mLBPXIGXdoy+5cVmRlR2K0VJK+fWvfz30pfv373eqM+DowZrSj3ElUjZZykNWrgPpCQ4cpD258zQ7vatjKa86mFMk6kLKjnKiOlExRT3oBDSFTGadQWMDxJSqNjNOXBmljAc+nquL7XKiifM3m83wIeokWHs291wZGHPKkp+z7WcUOlhFGZw8s7ppmzmFqcIluZdShpVsOPhnqQfalo5mzdrbUZhRPqlup1DV5wil69XV1YhyzsrPaGROTO56LhheSq4RYHktaSuMV7r4mpbR0j9d/JkgjUnDhuNHbRJkHVw6id434rzZ4gC7olOdHR0dHR0Hhb31+NyadJoX5jwmJuVmFGLNqnPB6axu/K3ihBbqMlOk0SrdlQKd8hYyC1nr7BSkmXXaQpMSatU5IYLWlc/C++5SHwbsqRpUQUt2j11ESFo3vl8HUm9OraqUJi1/UpR8b1MeM8s7OTkZCUhI7VO8Esi86lJeixV4bLVa2WeveZ0Oqqjkup2uT11fXw9rhM7n88Fjffny5Yi+a/EyMmaCoGdPQYv+neXF8anxpoVW1zxRN47e3NzYMbUVXOBhF5W6Coqi/ywWi6Ec5oa+DfZ+4iP4UrOJSzHVoW9vX69LSeqEkxE7kNYxu3dG6wU0mdYpujJknLs+FylZNwhut9vRh+qottbFmKdiVHpuy0SZUYvOgFGFZBa/Y9pCJit3x2pUDuubvW/3Tln/zWYzGqS0PnyfmYQ++yY2m82IrnQTqC7gzOMRI+NO5ev1eqQA5KTpKMeW9qsZiG5yZNqCqiUdzs7Ohvev8UT33bOeLTS89idX55axSlWjLgm9Ngnytwu56D2jb7AddAwIg4H7T7Z8w/wWuTgE6/PFF18Mv91KSXdBpzo7Ojo6Og4K3wuPL1Mo0qNxHhPzZ3aFWkiZYEProshoxsyLKWXs6bjnojW5WCzSgH0WACcd5rZj4e8WCkipZh7n9U7Jp1R2BlqimTCC7UwBBJe5ywQW9BD57FPJunxmpYWz3Kr4PzfzbaGNnKer79gpIfmONS/M1YueFIVU6/V6sMi5UwcZiIuLi5FyOUCFp4YW+K4Ip2x030kgy++kGMOFMrh2ZfYNZapL3kdZIccY6LtzXlzm4bpndXB9NcvvU7Ctwsu7vLwcJaTzufiOudMH65mxLFxqL+C2NroL9nbiC6jyycX4SFFqh9GE2rhWX44e14WCM2om+2gDmXy8ds0UVahUjBt4GXPkyggZBcNyGSet1ZexJfcuMqqwRutmsYcpw4P10Y+N6jT+dmqzGnaJY9biTwEdKLkCiqruajHnQDYRaNzH0fCqXHaTzc3N61VtaHAtFotBlafPlMVvWXZNzcrnUFxeXg4xoZOTkxGlFvVXxSvLirrx++BqPaTkM0OYyAx0nl+LDWZUpzMAon418LtUTQTL4KQW2G63Q39cr9d27NT2uauTcX19PdDppD3fBp3q7Ojo6Og4KOy9x1dKGXlhtDac5aFeifMaSIXockW0hpwFozl6Tk2q9YjfWW5STfXlRDU1BSkt3EwNxnbLqLxMjMG68fgu3hDLb1FQtijHdK1Fvl9Hk5J642+lyFweF+tHj77mSWcChaCHlsvlQPm8ePHiDa+s5inoAgX8m9ZLf5OOzc6jEjY8LPZNzeeKZ9J+GeVQwKCeSNaW7ru8vb0dUa+uX6sX4+hWvh9+x6QclTmaErrweEbPKqXpmJCWUIOySvQQmQNIZTHbOcYl5jlyWyIdg9z3SPpXn4PrrzpQfMdl7d4G34uJL8BBjMnIpG9apLlKhZHKcbGBUvxAzf+3rPjxtooldmLCDbhKEQd0kedAy8Slkywxdb3+fSqupx+zo1JLmV63UydBxvt0hZ0ox0H7FQd9187Z83IA4juaz+fDfnWffvrpMADson7lfbK/8xzG5jgIHx8f23iflhnlnJ6ejvbmc3XgpMN3pcYF97dkvd23o3Vwz5tR+zWK1cXyWuFiadmYooZtNtlNqUNrugMXr64p0aP+p6enI+o9oOEfGhuZcRf3Ozs7Sye/XQ3nKXSqs6Ojo6PjoLD3Hp9a5o5iyCipmneWCTCmRBS8F2lDd16cQ1rBHacXpuc7SjNTa/Jv9CxouaqFSU+HFn8WqM5oDvdb29Alw9MirFmx9FLY/pniLzCfz0d0NFWUvBeD946a0vdCZOtmOsqPz6JLXMV5P/nJT8ovf/nLUkpJPT/2C7430pv02vib57Bf0Nrn+6FiM0Qs8/l8SAyPzWC1/fjtrtdrq5zU95xttxTHM1qdKkRC8/VceIR1oLBHhUBxPt8bn7G2IISDUrWuf+3qcfIaet+Z90rW4fz8fGjD2Wy8+7xrWz5jlsM6m73eOJjsCBeQaGmrXbH3E18pviOoCipQo++mkma1c7gXo8ow91sH42ziy9IWiIz3b5UnK7J4g7aV27Va28qpOvVjCOh7yXZCD2T3VTm1e9/8u8Zj3LMrnBGlH6f7UNVIi8EitvKJckgvkr6OMheLRflX/+pflVJK+T//5/+UUl7F/djGUQb3UNNJcOqe/E1qkZPjfD4fJvCTk5NhEPvwww+H2A37NdESByNqCwAElCYNXF1d2e+bdB1DHFm/qxm8U7i9vbW0cCl5zDzKJZXLc7lmZoYsxqd91hnU/Dvf9YMHD0YLVsd6p1T2LpdLS5/ym9NVgAJnZ2dv7Hf5LtGpzo6Ojo6Og8L3wuObojrphSnV4pSccU2c4+ivmicYoGXM5b8y1ILKzqtV67eF9nDURhYsb7FuWc52ux15gk4tqbRzRtuy/FpwXqHWLT0WvvfsfTF5PH6v12trATNgn1Fj/D+t9ouLi+H4y5cvB69P3zMpRdYhjv/RH/1RKaWUx48fl8ePHw/PwXK4Gwm9PyeGyujNk5OTkUAlft+7d6/8wR/8QSnllUfw6NGjN56D7cE2YJtlmzHXdljI+vuu21JlYJ8l1e2+oex5szL1e3X0Yymvx5xsIYnVajU6n+/I1SfLGa2pZCkYpKcfvykc4pqr/BZJIyscZa3tE/2mRZzYgu7xdXR0dHQcFL4XHh8D2+SLmbtFrySgllwmj98FWR5OtkLL8fHxwGXTItdYAC2hlnuzDq4+raD35/Z1ywQqGvPg8cwzcp5mi0DFpR3EcWdJs0yu6EEPhx4Il6ziPVi+sgcZwxDgppsXFxeDSIVlciX6qff40UcfDb+vrq5Gbew2ISW0bZwAivGd8/PzIabz0UcfDRZ/HCtlzHDc3Nw0pRYxzuhibbsiW5rs5uZmcj/PqEcgS2fJxgk+IxmjbKUIe0CRAAAgAElEQVSajMVxv2v15o4PLmeXcb2a0IzjZbwL9b4duI/o0dHRcC3HY4rFWDfugqEahykWald8Lya+gA4OVEU6VV4WCK+VSzgVZSnjxGD+zeXkaId2HVwFChlNx7JVjar1ZGfis/A83ZTUbWGSfair1SotnypK16GVNmJ9WjYOzijQTPDDQZnUHhF10OTq7J7xN4ptMpqMVKfWmf3E0Z40lGLy+/LLL0fGFMvj7xj8mYun96HaM+p4enpa3n///VLKq8ku8gvZPjpYcdDjcRc+yMRiVBZnAjHtm9navUQc13fl4OjJGrLvVZ83A7/7rAw+u1vDOFsmjuWS2uc7Uro4M1rdOMfJS5d4ZB0pZHPtq7mimUBoF3Sqs6Ojo6PjoLD3Hp+T6ZYyllbT4tQV2Ke8P82lojXp0hNYThZIVjjahZ7O7e14dQlaVJkX4yjaFu+yls/jrqUHTeuW+XEKCmDivVDyrivkuHpkwXhag6QnuQwT6U22YSaiIBaLxVCu0kb8TXrI0aHcl+76+nqgPs/Pz4dneP78+SAZZx+gp8zyAh9//PGwmK9a7M5jqlGgzNEL6vXhw4dDvt6DBw+G74z7qXE/vs1mM3ig2t5ONMR25bMqE8D2dozB8fHxaDnDLJ2FcB6N0r+ZZ8r7M5fUQVdNITJab1dPh2wNvwVXJtuH9dHdShyFr14t8z1ZF343ztOviV847t41VYvY+4mPnVhpjYg5MB+Egx47A9cKdH8LZB2ZnTWjA1i3KZWmDgT88Ny1OvA6FRg/1Fq8b0r9SGR/547dpbyZEK7PpWVy4HMqTV3/cSoOpDEDbo3D98tySfm5GA8HXH132YTIj9wNptvtdoj33b9/v3z77bellFLef//9VPEWx2Ji2mw2w/Ytjx8/toNebakxtxzZ8fFx+eEPf1hKeTX5x+/T09ORui9yE/k9MZau78GB32gtxjelEtRnjHIuLy+rCu0ow8Wb9Hx+f84Ir8WfedzR5mpwTy0OwWtVJU0dhEOWu8cydZNZN87N5/NR/eM74zd3e3s7WnqOqtEWg7fFmZhCpzo7Ojo6Og4Ke+vxff7558PvyB1SFVNYD6enp6MgbpYTQ2ufbrpbqFeD9M6KzRR9Ga1D1IL0GaasTz2nRdiT1bulDpnwxZVPRRffnd7T7ZFXs2Lpdbi60ENXWjuuZc6SCiDYZ6JumSCAv5WqC2w2mxFFGPjmm2/KBx98UEp5RS/qs9DDPjs7G9Hnkd/HjW1ZXxU70Lp2741qU/Y1ro6iK6I4z0c9Ka42wzYkbcwynedVQ5xzeno6XEsFbHb+VHnuWRxt2Pqdscxd6qBeI+nwaEPdhcFdr+8rvPjVapXutZc9W/Qt5q3e3NwMZZINoAqU9afnyDLfBns78f3sZz8bfkcS749//OPhGCmbm5ubYSI7OhpvKxK4vb0dqdwcsk5W29Egm/iyiYnnZBTrVGK5DqoZNdMykfE6R8kydlaTGmexHA6yLVLlLC7iVGWMIdF44PtSaobxU1IwLpVD6TLSs1PIBjQOIsvlctQ+33zzzXBOKCkZz2KyPtdRjEnk2bNnVkZei0PxnXz33XfDb9ffb25eb1qatU0pY2VsTKJsb4JxOoLfsR6fihsSfP9ZSoJelxmSnGjcWMF2qA3eU6GAeE49n9A6u76pSkvS8IyN0vDgxOfqw2dXXYKLA2632yEUpSGawGKxaErn2gWd6uzo6OjoOCjsrcdHKiUW6v3oo48GQYvSg7QUGGR1ysyaZ+esN2cBxvkOasllG9pmcIpKRQt9k+XQ8Rl5TlyrqqqpfQRrdWFuYGZ5Z2VOeaxqzWbWYrABDK7P5/Ph92KxGPobxUUUYdBjZftsNptJz0QtYXecYpjnz5+PVsyPv9ODI6333nvvDeU8f/78jbrUVHIUaYTlv1qtBhUq1btKkRHZca7qH14q+6MuOh5QTzOg/cgt8q39NaubE6ypQIxgO7oQCq9tbSfHRugzB7JxSMvL1Nzu/5pH6YRS6n273FEyErPZ650dttvtoBCujSPvytML7O3ERy44Xszf//3fl3/zb/7NcI5bhSOjTqKs2jFVm7FTTlGLCh7PVpHYVb2UdfypeJh2KkeBccDXsmPiYMxLFYzuvlwJghv11pSxWSzEqfG0rlMScw7ipL632+1InUaFnKZMxDlT8U1OfNz5wNFBca+oG42+oAqPj4/tOo3z+XyICc7n8+FarqtKZG2j3wwpSl7rJm2NPU0N/vweajRjQBP6aZi4Zzw6Ohr6abYOq1Kvrk9lqmWt79SEpPTz1ETPMEhtjHDjGd97RherUeG+yyyeSEqTatIsLYVteHZ2NnoX/J4Cners6Ojo6Oi4A/bW46OlElb3559/Xj7++ONSShnymEp5U61HK30qN0aDyE4goXRAJtKYClSr8CYTveyipuJ96XllwfGMaqOysZQ38+iifNbTKSrVanT5VDX61qlGaSWrGkyvL+VNdSPp7sxzdDl9VJtx82JCGQZ6ZUH3aL4crWQnPqBn/fXXXw9/J71JD4hqz8i/43VxnrZZja1ge7B+GQ3ozrm9fb3RaktSsjIjtXsEXCiD/9ddO5x3oXlq7hm1HVzfqdW3Ze+5KfFUbYEKJzghtJ9G/yK9SVYmq5uWeVfUGJNdmTCHvZ34HH232WzKX/3VX5VSSvnhD39oYx6llJHak3CUh65oQFUWJykXT8wk17XO5+qjz+0mFEKTPDOqjROuUz/yWm1Dl9DNa/XZWef4nW1Rw/MzKL1MKC0U5wd0h2waLRqfi/MDVAFywmWMj5MN6Z74mx7XpHFO6K5P3ty8XvQ56vjy5ctB6Zkp60opw67oV1dXNjUkq/vv/d7vjeKxce16vR6p8lyfZBvXFolnXcMo0P7IerqtggjGRWsUmWtjpU/5fWTUqD6zHmeoJFsRqpQyWmfVKdB/F9A0HRdvZ7+rTUbUIDBR3bWh9odse6rMgLkrOtXZ0dHR0XFQ2HuPT13vWO7pv/7X/1r+03/6T6WUMX3EoHUWOM8sudlsvGxQRhc6S44WrQb+nYWdWTYMNpNubVE5OrWV1ociluycDJnVW1uayu22kAlaMg+dUO+ASdrOCmeOJxN0M6EG75Gtf0gPRMuhCCCsW13erUU8Ec8S7ff8+fPhOT766KPROyStF2X/8Ic/LM+ePSulvPLanEXN5cjOz88HmpRQIVImEMv6QLbqvmNTMio663fMO+NxioNq35lLSCdqVHD2/4yGJwXOdqA3zfKyb7mlPoRbApCeuO6eEMgW8KDgi+wBj9do7RbRzrvA3k587kNiJ3/x4kX57//9v5dSSvmP//E/DrJvleu3wE2IPM6PUDuhixdmtKGWPaWwy+5FVWE2Ierk62JejGlmdKJ+DJl0n4pK97y1GAcnAg6IHASdwjbuzfrqs7M/MN7DZ8soMDUYXB3UeOC2R0wyJ1z7uIlRESkGVCrq2q4xObK8ly9fjtIKQrG5WCzKn/zJn5RS3txrjyuBTO10nsU/eez4+Hgoc7FYpGki2WQX4ECtEy4HZ54/ZaCxz2bvn/VU2p7lZGNONh5wBamsfqybM+7UEGO4hojjXGy8dRd7PrsbGzSBnVoJh0hxKGUc2+V38zboVGdHR0dHx0Fhbz2+EEaodUyP4MmTJ6WUUv7Lf/kv5T//5/9cSmlTj9XgvD9VqvE4r3OUl/4OqDXmljHi+pYEj9eWUGtJZM3WxsyEKKw3lyVyifA8XymvqaWRtE4ttBPfnTufwpWs/mqZU5RC4QItZfY5enwu747nOMor7kvKNBAe09OnT8uHH344PKtri/l8PiS2n5+fD8uRHR0dDRvOfvjhh0Nd7t+/Pzwfk+A3m83o3ToPIRNOsH5MNuf7IYuwWq1G4qlsaxt6cPRcnKCJnhrLyTywjN3JmAxVupJ2zsBv3Yl/sr7OPrhYLKyAhKgJVHQ7olo99e/xf+7mEHUq5U1hj7v/8+fPrXqauahvg72d+NjodPXZock1/7f/9t9KKa9oT0dRxv/5bym5VJ51UDfeTVL6wTilX8bV12JGHCymqFulWqZovVLGhgQxpbrkNZqQTBrQ8f41lWY2IE09FweFluv0/y45XWk4ZyTwfhrjYzmsEye+KGuxWIyk/7UYyGq1GimdtdwoL3Dv3r1hR/VSXtOapNm+++67tK2cYpeKREKpR35DgZa+lsXR2JYqv3f0Wi1u7MYDpT1ZNp+Fhltcr998Fo5gTNN9f9liEkdHR1YNW5tknfFAQ0XfoVtpieOKGj+uzNVqNdQzU6BrKIP9OVN+7oJOdXZ0dHR0HBT21uNzlASP00vabDYD7fmnf/qn5T/8h/9QSnlz/bgMzsJn+Sp+cHl8Wd6cWjxZ0Jf3naL41APVttFrs+C3Xuvo0wy1peHcOS1lKlz9M68tU0WyPZUSYhuynswD5TqMtOwzWtXRmNo3nEV7c3Mz2g5IwTI0yZr0mhNYHR0dDd4dKbJMyKHiEHecVKR+H7u+60yo474JvhNd59NRfjWWJPsO+DtTV7qNX9WLcdSrwvUF9ZCyUAnfY8boxDmLxWIkcGICO+uWLfjhhD2qQCfjwt9RB24XlS3dRpbobbC3Ex+RJTe6F/DkyZPyp3/6p6WUUv7tv/23I4l2xjtng2pA+XDSWU5VVpMfu46VLY7NOmnny+ConOz37e3taCLehd7kb31eF/9qiUOoci67Z2YYaLK9nq+xubgHJxKq1jRVIKAfJtvBydY5SHGFHJX315J4WR6fNaOF2C6np6ejVWQIN7lkixVrnIt9J1M5Zon+GVzb6zfGSce985pS0U3qNzfj3cPfJpmaxpELiegkmBmn7CMZ9Uq4tirltVaCqtrNZjNaC3kX8PvguEvKl2MkjcT1ej30w9p6yndpd0WnOjs6Ojo6Dgp77/EpBeespdlsNrJQQ8H2l3/5l+Vf/It/UUop5Sc/+cmkxanCkgA9At1aQ5VfWmdVfdGzCKgV5axnpVUdVFGp9Yr68LhbLkqpJZ7PXCm3zmQp46TZFqrTqbuyJHe18llGRsvVaG49R7149ofoP1xYQOvgaE8+F3cUIBV8dnZm24h9hx4ky6NHwHqFiCUTZ2XIPKZMcKLHnEc7n8/Tvkbqkgs8OI8p/hZluvesQqqp5729vU3pNbICBIV12S4YTunMZ8mENzVhzxRNrcIuvguuyTmVM1j7u1PVxv2iPi5ktCsT9jbY24kvG6zcRKO/Kcv+xS9+UUp5lfAek+C9e/dGA12AL9HtyB3310mrlLEknvXRjuGoy4wqapnIWgZ1fYaA0iguSZWDsw4iWRyWW8KEoZB9bDqo8b04WkrbKsrUgct9kNqe8ez86LL3vlqthv8zAVvjWxm9SZWbo/+ymClVf3GuJviyPKcqzRYT1vbl+4/2VHqTbeK2qNJzog5MZ9B7u4Ro7VPZoNligBCMbRFOJcs61ybGzKB2fTlTDfN89pFaHHaXcWC9Xg9pAlQFtxiI2gfct8i0Fz2/ZeJ71+hUZ0dHR0fHQWFvPT5aUVwxnJ6Is+pJl2y32yEZd7Vald/+9rellFcWeCQA//Ef/3FqEbtcwqhHwFlJ6tllx53lpx4E4Sy/2m9HP6rlzbplO1BkFJyjFm9uboZk7OVyObIOWbYL5JdSrMhAQSourmUeXJQb5UxRQurhaBkK0o7aN2ipx7MsFouR6MVZwNl7YXmhzLy4uBipNOllhjdI9Wa0Q9zHMQ2ttLTz+NTjieOsG+vAclSRmIlknIhF8/UchZh9qxmVzvpnoQCeU0oZ1kT94IMPrNqz5oE6xaYeZ/tm5bi2pZf35ZdfDqrOuyisHW5uboZvTj1iiql29fTeZrujwN5OfC7hNYvBZVSbqvj4O+KA//iP/1h+/OMfl1JK+aM/+qMR/TU1COtE7NIcMhozytVnyM7lM2qahuPlddBzicQaf3TPRdRSMOJvm82mvHjxYvjNd+GMB71v9l7dx6CxKL4vDl5OZq2gscSJKY7zw9aB1fVPvqP5fD6K97mBgLFFVQ7HdVHG2dnZaJUMTv6kVDP6nDE1vkNH4UdZ/Df+ni04zEFvKq7OPki1YSmvE+z1WVy/c/XQ56ilATmad7vdDkbc559/Ppy/XC7TySPe17/7d/+uPHr0qJRSX6vV9XdOuLVJ0y3Qzve7XC6HfRmfP38+TFI0BjUtwkGN6ADbTVeZopqU6UHUCDgdxO1t296FU+hUZ0dHR0fHQWFvPT4iUztNgYKTWh5ZCGB++ctfDl7Dj3/84/KTn/xkOIf3riUau3pO0WeZp1bKWMjg6EFVlZG6coFneqNqRbMeYfVm3i5X8L++vh68vKurK3v+er0eeSZElremCrWoJ72hLOHWeXBUuaknwP87uurk5GSk5MvemaMmqeTk+bTsSXXe3NyMytEyuJ0Q1wS9uLiwHhZX4482ifs4hV6NEubxTNzkztfjvDauz1blVwrU9V/9/1S+LD07Hr++vh48jt/85jcjKo/ejROC8Rl++tOfDs/1ySefDGPJgwcP0o2LsxxD933zu+TvzWYz0Jvfffdd+eyzz4ZzuAVS9K979+5NUpGq8o5y6KGz/6rQkO0WUEYqnrd1t4gp7O3ER2rLKQlLyeNrNS5fr2Onn81ep0X8r//1v4YJ8dGjRwNt8dFHHw1lskOS2uLO0O6DzepVynigOT8/t5OmDqQs0w1wvJ9+JGwHwqkWGQfabrfDoPDy5csRPUHak20bg8LNzXiVkiwWqc9dynjSURrZ0THaj0jruHjqfD6364vq9jGMXZLS5PqJbj8+jaVyUWsOprq499HR0Yje5O+oGxPVueYhKf+rq6vheEYpaTsyHkfwfQb4fmqTYyaJ57t1C5zX6snnycaJLJ7o1MdK4Qe22206QLOc2Hrn17/+9UCV/uhHPyoff/xxKeXVnok0YN0i3qTtFVFPPvdqtSq/+tWvSimlfPvtt0NcT/cu5O9YtFzDNYRTzatRTOrVqUCPjsbrK7tn0fH7ruhUZ0dHR0fHQWFvPb5AzfKoHSvlzSRYB1rGatWEpfLFF1+Up0+fllJK+fTTTwcL6cGDB8OSaA8fPhxZhc5KVWopQCsnCwCzftnq/aT+NKeLVhqtQFeH+H8pY0rz5uZmuHaz2ZSXL1++UQ69oYyK2m63Qzmnp6dDW5ydnVXXhox/KdTJrGFSV4EaBe3EVOv12ub1KfXj1LBnZ2ejfkULNxO6OKqTghZuIEtPkOfQ+4yy6a2yvU5PT0cbztIbyrYEynLQtI3iN78Jx8TQK9R36ehKpQQp2MjEOQG2NT079eDctjhsE6qHM8/y5uZm2Dj46OhoeHf0/h49ejQsMvDo0aNBaU5FcIarq6vh+2N9vvrqq+H/ynC4XSuur6+Hb1EVpPr8pYwpX/2+SdtOvYtM3OLKvQv2duLLlEZTHTobiGpwvDmPczC/vLws33777VD2F198UUp5NdBE53748OGgFC3Fb/XBTvk2L1onKz5LDDrL5XLo3EzE1vNZtzi+Xq+HZ18ul8Pxly9fjgYsDtpTKlaNkcTArEmwvM5thaKDjlspg/SKxtQyAyOwWCxG9SSN6GjSUl6vlsJ0Aq60kqWo0DihEi7a5vz8fDQYOuXp0dF45Ran8Pzggw+GAXmz2YyMFL5zxnh3hdsqiHXmJMIYH/dLzNS3WTxIY22MYzqwn2pCd7TbfD4fLezMWGTrHngBt33UkydPBjr06upqSLeazWapjiD612q1Gt4jn1PX/dW6K2oTlKM9dZJyZWWpQqrydXFeTV25KzrV2dHR0dFxUNhbj4/rIgaoynOWZJzv1ICZlaLJ45poHf86K4Tr37EOX3zxRfnf//t/l1Je0U9htf/Lf/kvRyKKLEl1l4TPTHyyWq1GnhqtQ1rDzuKnJ7DZbAarl57aer221KjWjV6VE9uQpsl2uyglV8ay3dw7yqhy0qRaNmnEOOf09HRoB3omVN2p6MRRmmp5Z+cwET3q64QQZ2dngxeg1C2fNUDKlEupPX/+fHi+Z8+ejb6JEE8oxZe9HzIcDjVKrUVhyN/uHsooZH0zW/M16vDDH/5w8MiePHkytMNqtbILPNTqTvaI50f/evHixfCNLhaLYeGNeJ44371rlq/P4lglR7trOaQr1XOkdxb9xy0eoWVqezsVKI+/DfZ+4lNkMbspei1DJktX6o+IjsjBhddSZbXZbIZOHHFCxfn5efnBD34wlOle/OnpaXnw4EEppZTf//3fL++9997wN05qnOwiVsEVHHTgiGcjjUl6YrVaja6dStzlh5ENTEotur3BaoMIFxnIYgO1QVfrqYaSm3xvb2+HCYNUJycATnaasO/uxXP43kmrUpnp6q7JywFd2cjFB9nPfu/3fm/oR8fHx8M732w2I4rPDYbZPodsS6fy03L4DDWqk2uEEkyXoXLZ0ZK1eC/rGvH809PTITanO7+79tfjzpCfz+ejsSLqoPXlZBQTzNnZ2ajfuT5LvUBmpFBxTNRCTGHI08nIFhlg2IHpD/P5fETt8zrdCOAu6FRnR0dHR8dBYW89PlqlpOBogQdoWVKNSUtCg77OKq3BWY2ZVUpPkCIQWuqljLc6ifK5cwSxXC6HXeZ/8YtfjDYi/YM/+INSyjhfSxWkjm6g58J2W6/Xo3X9XP6PesqsD99RLR8vjk3laSqtNpXXpKKdDG6TXN1w1qkYs8RzCk1UtMHndb819yn6hvOkKRIgFakq0Tj//Pw8XTwgylmv18M979+/P5zPBQn4HjKmRNt1F9q+BVyYoZY/GNAxIKA0POFEUicnJ+VHP/pRKaWU//t//6/dBZ7l1JYCc3m0fL9UTlLFSmp6uVzaLbyydtC+pgskaFspC8KczfDI6OWpytdRwTxOr459cr1eN43HU9jbic/F6fibg5vGngIqCc4mql0b2iUva6wwoIOCi/WQwuCkrB+MU7PNZrOBovrwww/T1S/cpMBOdn39etdtxvhIe+oESJqG9IczWgjGeDR2Rbi4iLank2grxaYqM9ZD68n20YGD75ppA3xfpJ/coMJysonP0d0ZNavg37Lz3OR4cnIytOXp6am9FxXBHPCdUi+ewyU7q2GSGSkZTZ7Fge86ySpNx+PO2Pnoo49GqQqu/krn08CMcriaUTbetYJGYqbgdGvH8lpVCPPvUaeLi4vhnV5cXAwrNqnR7dSi2dZOTrH9tuhUZ0dHR0fHQWFvPT7CWYqkA+i5cEX1+L9C1z0kstwuF7i9vb0dPDUGmGkpqkjH0bDcSilLgldLl/cKWvLLL78sDx8+LKW8og8yK5Krz9Mip2ggExlkSbxUvN2/f384N0uoz5btuku+URxryf/J1JWOFmYdlQYipenUafT4eA7rUEoZqfQcU0Br3HmKmSCLSmQVvTjMZq93iSfFy3yy4+Pj4T1Tkch78DlqAhV9Tj2uNPkUvZ3h+vp6cv1HrYNTQJL2pDKW/Y7PzvMzKjITn+gatG4ZPwXZCEdHa//LVNLu2ZW5CSHeixcv7DJrhI6b7pxsDc+3wd5OfGywGGTZiS8vL4cBP7YYiuuig+iefnTj3VYZ6v4zNhfQ2BnL5zmsOwcpJ/vebDbp2pt8rmzADyyXyyG5/vj4eCRbJ0hdOqOCK1lwQtRVG1x88Pj4eKA/iKOjo1FMgu0Qk7UO/px8nTydbZJRyvo7kH34fF+sp/YHUrUuFYXtX9uax9VN76t15CSo17lJ5+rqarj+4uJi9B5IQ2WUY1xLI5GUHb9LV3c9zmfmJKsKVTeAEzVaL4urE1mMz9WBzzObzcpHH31USinls88+sypmnUA4CWbqx4DGnDPNAmNtDq1pAmwrN3byHpmhF+MO6xfnUAXvqEx+31wr923Qqc6Ojo6OjoPC3np8RHgQz58/L1999dVw3FlXtMyZZK0WO72JsIBp0ap1RCts1yV1SD85oQ4VYFE/PSeri1pmTqCitOdUorc+qxOZZG3A9RyZ53Nz83qDTO46wR0N1DqnNUxP04l8sufJgvS8l1rGXJQg8xbYV5hrl3mCu8DRohm9qe0VbTKfz0cJ+iF60h0ZKNRyO6orTRu/F4vFaLGEOK7vxIlhdNNSJzjit6J5XpmX76AKXP2b/lZ6kH2Enlcktp+dnQ05j/xWMm+3Vme3KAeZKvZ9ZSncQg4MHfC5+F2+DbV4cnIyUPU3NzejpHutS2DK231X4pa9nfj+4i/+4o1jOiC7TpApA0vxgyHPyaiTXVcSaFHTkYun3D1DFifIziGyGCLpqlKmP4Ja27qUhyxOc3V1NdCA2cfMQVx/8/5Ogcn/k2ZS+bX7+EmD8xlVoRjnzOfz0STI46SYXbxN4QaAKZpOwcHZxXh1YqJh4s7JVKhKV0fYgeo+XksKSyccZ8De3Nyk310mmyfcRKPluX6n8TWN22o9qfDkaklZPXVlKd7HxfW0rbL0DLZ5lE8auZTXBhrVudpPXH/LjEQad4vFYjAGLi8vJw2b3zU61dnR0dHRcVDYW4/P0Vi3t693HKhRHi6ITmiQlcsJ0ep1ywzVQC/DWaKaoOzyavRaJ6RRVZYrX+vtAsYqmHF1oAVf80qD8lgul5ZaygQTDH6ruMXlD9Irz2gR9eacRavnaP4Zy4pjTmSwWCzeWF4szmF/YAIw3x0ToVuei/+69qDqlvckBcrvxomViJOTk5H36ahrtgmfj98ZRRq6SIDrV3rM7aqhlCnhlKPK6NCDY9s60RZB0cv7778/CDuePn06UMm6YIZr8+yZs2dS6tXlp+p3zq2xQgzDNXE1p485htF/tF9o/w/wPOY5BrRN3NJ5pdTFYK3Y24nPgfJ7VUcR/AgJ0g0sk3/n7tvuw64NSq4DZdLk4+PjUaecmqw5ABGZ2rMFWayodr4bfIlIZShlvEs7qav79++PJonYV0xTSwK1xW0dlVWrJ487SlMptpjQWQ8aHlRvxr3jOKnsQCZzZ/nZO+o6J2wAACAASURBVM3SBFx5pM50gHSx7MwwKWU8QThDrkZJ8ny3oLHS9qrEVvB7yhLn2cY6Abb28/jX7YvHdri5uSk/+clPSimvJh23zqSOVewjjhKkwTCbzaxBWoMzHqkEZv2z8YwTNJ0A1pPfAbdl43tfrVY2/qg6hndNgXaqs6Ojo6PjoPC98vgIWooZ/ZVZzryWNNfNzet16JRKCCjdkyVf85wspyzqoCvv89ws0M5j7tkzEYiWQ08z8zqdVchAO2kLDcBHe9JqvHfvnm1bVRwSUwIjpUcyKjiOZ+fTg1Nr23kvKv4IXFxc2PUQ6cVwLUutL/uhgxOE6NJr+mxxDlfId32mxTPKVKZxDy2Tntrp6WkqAiHUU45/3XH1cJ3YQz0L94zZNj38rc8edfjRj35Unj17Npyb7SKRlUnQq8pyPQPsm8oG8NlJb5JdyMYVV3/2GWUY2N/jHWlIKb5xXssxssWjbcHeTnxTMTKlDxyfzuuVW59qYJZTo8uycjgpT22Lop1Gy5iC0gZ3QSYpVrrKTY5cpYSpCrPZbFB6KeXroBM0FZiMr2VKTt7X1TOLjZJyOjk5SalLtx3V8fHxKM5B+s9NDFzhRycep6rMjA7Xx9UYZDsx3YCGksrcozxH07I+GV2WKWcJ0sna16ZUmiw//s+/lzJ+J4zTbbfbSQNK+3WA8Sn3zKW8WtHk0aNHpZRSHj9+PLlijIZAnOHMVCRVYLaoWzPDn/eaSoRXOPo36lfKK8M24p4MKeii3O8qdcGhU50dHR0dHQeFvff4aMVmHhCtW03OpFWVCRucUoqJ2OpxEE4BqNQDVZFMEubWM44ui/PiHNJfpEic5aR07pSnk4kbsk0x1fp1+YC0DMPzK+XVggSZSMlRP0onOuEFj+uzZlQz+0DUj9aweo5RB27eSWqUHktGpWruo+vTfF7nVenCAFz6jsg8I9JcfA7nRaqXRJprl7VRa3l2marTMQ0aaqBYIusLfMZMIOYUvqwX24csCKnC09PT8uGHH5ZSxrT9ixcvUm8xg+tHGf2sbZt5mvS8WH6Uq2EVshquDrW1dZ2yW/u1o7vvKtRT7O3E55JFM6qKnbWmWHLpD0rxxcsgDbXdbtPtfhzvH3Utpbwx8fLj1Gco5c2Pk2WSvnHI9ipTuAVtlV7jx58NznwGl6CtK0q4BOYaSPG4AUBjo3eND3BSy94jBz4qcnltjUbLqHgXc9I4aSl1CiuLA/PdxuoiSlMx5cEN+Jpw7QZ81pfruWY0uRpupD13ob+0TbLQB5H1valYaik5FUiqORZwfvjw4WCoXl1dpWv5ElR5M4bs6phRnrV4Ig1w7pkY5a5Wq5ERF9eu1+vRghOuPoos/stxIgtJvQsKtFOdHR0dHR0Hhb31+Bwya0YVVDxOy8iJQNTC4NqFtFDdMkyllJHgwa3nqXk9tJjDqlNP1gkzVL3H+/BZ6DnusqboyclJuir6lCelHhM9Mndtq2XvPHN9n5llGVDPie0T156dnY284IxVIDXtNuzU8zNhCmnP7JxWZMrlUsYLEpBiJ7UVlByXzVOWIusXmbhlirbKvBgKf5TO5fNmyN5bgF575tWqiMWBTAnHGCpOqVw+OzuzO5YoVAEZ9XcJ3Urhst2cN0fQ26Jnt1gsRkIX5ks6IQ13lckWq6gpylkf7gDzLrC3E59TZXHA0QkukH1UyvvzA2B80FGspEA5oai6LksncAMB4yv8kJQGItwHWZvgyLNzAshWRnAJrhnVyTpnCkbi5sbv5J4NMhrXY/lZvC8zchwdenx8PIrrOVVtRnPpOpy7wk0weg/9Gweo7H2rNJ2TXZS9Xq/teo8cwLPFErL+qMpJ935Zt5rh4+jQrA/Wnj2jOrM2ZjswXJDFzzNwsguFJyn/LP7G+mcTtLumlDe1DFMTt+4V6ZLTtR3cKlCnp6f2ea6uruwEpqGYqST6t0GnOjs6Ojo6Dgp76/FlcCKQTOmlVuBUcJqWFhOus/yizBLVRGJSl7T2M/FGZtFnykDn8dasKKfSYjK1Pm8WSM+8Wtdu3OhU1Vy7UHuEqu70mRT0EE9PT0cezpTHTcuYeX6tquOAnpN5f63rxNaYD4pbnKhK6fPsXvw+ArqO5dSz13LgWrxLshdZmMKFLDJxC718hds4tdUrcfWhCpjsi74vqoZdmZkgrpTXwhjuyKAbJGeiKopeuElxxnIFsgUnGN7JaFX3PO8SezvxkTrhsYw25IQ1BXXv3ZqG19fXoxUueF+3FignDu388YJ1EolOtlgsLB2niiyeo89TQ5Ycy2u1PRjTnDIedDClejOeIVuzlGB8LUsr0PiaO0fr5urPmF0WY1XDydWTaSYsnxNSy76B+lvrkg3yNRWfo6v1eeL4arWy71bpfzcAaizJUcS7ytRbYnk1angK+i268vk7i1vVJt8of7FYDGvYvnjxwq7nSfqcoQP9dqfAVVl0BZ2p5H0+12q1GkIBNNKVps5CPez7DHFk7zVLybkrOtXZ0dHR0XFQ2FuPj260c9Frrrs7Rgs/g3pzTBinZ5QlxTtKSOscODk5Gak66cU4i5DiAwaJ42/ufL1/KSXNR1TvLFCz0jKFHJFReXrv+Peulm6tTHpnsTOB0ptTIF2VCW8oYmgJ3pP6mfIa2L+U3pzqC1nyOO+v7AWfm7QhPT4nBMpEZLtShVq+82KovCbYZ3WMcG2l95qCluOg31mUzyX9VFDkcvdYT55fg1tUQ8vLPFZuX0UmzI21tW/a5XJmYwn7zMXFRTpG7YK9nfgCTIgtxQ8KpKTYaKQzXFKynsMOpwnCpHumBkry+PyoVL0Z5XBLD8Ye9AOeosUUjjbMYkyq4qrRbgE+Yzb4TsVv2CbZYt3unq58R1HxGTnZ6cflYhuZsaRrdbo+qcYJwfeSKfP03Ozv+t60HgGX8J7F9dg3V6vV0Fa6u7prY43BscysPTLqjPRsRqW6MjW1KLsuo+/4/lti5hmylJcwvrbb7ShpnXBjUu2baOlrGd1NRDmMFW42m4Gq1T6bIYz3zWYzMpzUqIr681l2MUIydKqzo6Ojo+OgsLcen9u+opQ8cM7fcQ69iSxXjvegVX17+zrPjsKVUnbbIZj0EOtcShmWkZrNZoMVWFPHRZ2VCnVejwo23Lm8X+aFaRkRfG4RHyjt1VJ+BrcOo16feZf0TFmOWzewlltHiode+ZSgKhMjkT1gf3OUUEZX6jHXf2oCmIwm53H2N27U7N7h0dHRpGdKkF3I+kJGV2be/u3t7UgVmz3jVN9TQYijc2ueFtkCjiUB7n6ua6W2qJTd+r7Zc5F5ytgDRbz3xWIxjMfZ87I8sh2a4+nYOw1xvAvs7cTn1Ju1jurO0/O5R5QrnzGDLJ6xWCxGicFTiabZRLbZbMoXX3xRSinlk08+GerG5GHdxiObyKYGMlVLZnADsoITxxQNm9E3tfs7+iyjPzJlXo1KJbIE5mzgyCZfB9I6uhh41g61WGntfm4Q5uTMduIEG38r5dUg5yZ5lrter0cxu6BAtf9lCew85tauzAa9jCatGV9ZLG/qW2lFSzlMeyGc4aZ9YoryZ7+u1YHlZDFNKjAd1ut1amQQVNYvl8tSyqsx7PLy8o17aejpXU14Q5nvtLSOjo6Ojo7/n2PvPT56PbpCf0br8feulgStHtKn4fYzQZuUiiaAU8kU9WHZrNeTJ09SRRfh1J603tRbobXX4m0RpEVavG5nQWaCIrVWneCHVKTWnZaro4fU+iXdfVfFWFa3Usa7TnDNWEcnURzQkvDO+2dUqPOq6OXxfAo/WmnmKXpLPdXsuegtkhUgLRbIvBn2cdKq/J19/7y21ftr8QrpcTvhB/OAlTFyAhj9jt1yZxwLMyqbZWgIiMdbaE+Xi0e6m2Peer0erb2ZiZey++4SSsqwtxOf24U62y+KDUuFUwtPnoEf52azsUnr7EwaM3Iyfu2Iga+//nr4fXJyMqzxt9lsRisyZPy4gx7fZZCtxRoyFZ0bBFvhrmGKRwu1mEEnUPdR8WNWRS7LyeKSmerYtaOemxlsjvrK+pTrC6RXs4FEJ5EWuG+R3wp/Z5OXruDB8x3dzmdkX8vShmpxw6nVaTh56fet93HPFn8jPX9+fm7reXx8POqbUwaDUoIulq5t6+rI9tE2dyGgWn3cVmlUcmblsA05vpbStgjJFDrV2dHR0dFxUNhbjy+DenelvJmL15IE7azJTCiinlpGIWbWvsuvYjmllPL06dNSSikPHjwojx8/LqW8Co6T6iWlOZXHl9FDNdD6d0mwrXSQy53U/zvKke9LLeBMeOGei1YsLW+tD61SR3HXRDLZavv0FrIcwBZvnXRSlMv7u3w69VZa3nnGpvC5A+pNuK26NI/P7QSR0aEZ03AXQQq/6bdhI6bqoG1Mup1L4rG/O4+m5vlHmfP53HpnWo7zmtU75vsiWlTBXMoxRCxafjY+uXGa57+LHL5SvicTXxa3CrDR2cGyJF4tL6MGnBqMsQSu00gazb1Q93+VAJdSyuXlZfMCxaxr7Vlq57NeWTx0qkwd4BxqvH02ee2a8pDBqRipLNSYWZyTrfRDY4RKR8ZLam3mKHoe56TvBgodeB3llVHUnDQz1OjYbNB2/Vq3N3LrMKqxmbWNq1srdhlMs4mAxlQ2SemEFc9w//798uzZs1LKm7G5qW9c4+H6t6gj+04WvmD/iXdR+26nDN3NZmPrpnG9KeO0Je69KzrV2dHR0dFxUNhbjy+jFtwyRqrqDCuEeTSqzGTZLrDN+6qwgZbf27jovIZKLyqiXC5bi1Als7iU2iUNmCneWGZ23FnDtG5b1t7UhQgIZ5lm5ZEeUi+I9KbbfFTbKsqhQCG7r1J4zlvQ+jvFLNuTnhqtYlJVtOQdJVxTPTtk52qea3ZNoLZjiSszu1c8w1TdXTmtoBDICZ3olWj57r2V8rrPPnz4cFisIsrVc1rqptgl3MH/397e2lAG+xK9yBYWScVOUx5fdryVyp7C3k58LWDia7yw09PT4aVmvHrw0gqNBzj3W2NPbkUGpfWyQdvFCrkYcvxNwbplsZl4Hr1XXM+/6/m7IqPbSvGrSxC1Bb0zYyKjBKMs9oeWndJ1oOf/mWaSxUucorEFmRpvShlKkLJVg8W9E510slia1nMKGX06tSoLj+vkmKXUZHB9XBdXyJ7RDfjar7PrskE+ylwul+XDDz8spZTyxRdfDKs0LZfL0Xtx371uWebuk6Ubad2y/rVLqpO2H1NIphShmsLEvl8LD90Fners6Ojo6DgofC88PgbLA5mV3kpzZNSLo4rUunLJt/zNHa81ad3RTycnJwMtq9uWhHd6eno6Oj5lFe3aDll5rdsD7dr+U56glp3RXhkFPUUP6fO6a4+OjkZLyTnLd7vdjpLWp6hvtZizXQS0/qpOjXKWy+VOwgDSt3q+8whqidVTVC690daFJFgHF9bQfrAr3efAb1efNxMUZeU4MORy//798uLFi1LKq289WyOWOayBrA01ROCoV6WRM1ahBS6PsuZJO09VWbFMBX9X7O3E5wYETWp3HSGbdGqNSY57itfWiSCLowQofee9eHyxWIwoORfLIRWmtNhUwjBRi9/peaXU6TD37EoJZrEtgh+t++Br1/NDYn3cs6nUPlP5urpxwijFr6Kj78hNftkAWlscW6/jtc4gmHqm7B58jhaDJIu7uf5V24uNbcYVQkj3MdZGisxBF7HIUiem0nRIt6tyUstyYD3j+3748OFwfSg9tQx+N2rEuUlNF8OeSknIJlOWWTMqsr7hjIfMaM3QVZ0dHR0dHR13wN56fJmCyoHWWObxuf/HfXaxMlooG1UzOq9hPp8Pltrp6ekgotCdCJgzw90luEM97+vouIxuaFHmcVmlWpCbFqpTVNboKoda3XYV4WSqYFe+Ju/Te51CzVt055GqLWW89qXzLqb6aZbw71SiepxQlWuUxW+rxSPfbrepICfLNXNK2/V6bd+DCj8yynfKy8j62q5jQy3fLu5xdnY2KDzPzs6GUIaKsKZoez3u2pMq5kz0kr3ruF5Ry0tuoYVdqKGFqdoVezvxtU54pYwTJmez2WjPMH6E/DAYl8komAA/MP7NSYIVpGxIb87n80EiTyVnRqMcHR2NtvfIlFysz1TaQ40mJf3bkkqwy2SXTSKq+tL/1+qggzgpKsZRSIG5WKFSlBx8CW67EmA6g7a/K58THKlOUtwtRkoLdT2FWvmcjBjfcXVQKt0tPN1CjWYTNNsvowE54PO4TmS7UnnuOjVMppLNSynDbuakxnXrnxbsSmFn7Zwl0bvzddJ06Ue19sti7JkK967oVGdHR0dHx0Fhbz0+t5ZcFrCnlcAA+Xa7tVbpdrtNrRyez7X2WK9dgrU85/j4eERvcvdl593QG80UeHF9PBfp0F2g3pmzqmt035RXqBRopqrlscx74r3it+4I7ihEWtjx/7g2s1KDUo7cKy1TLWbSlZl34QQTU2tTqqDJrXupKr6MIstyu6Icevk8rkrLjMbcxYOIsqINsl1QXP1J/2c0s96XHnYmkmmhwzOvj8iUyxHWuHfv3nBMdyfP4KhvhlZUAOjEXMo0TO1Wnz2XfpNuSTpC+20GJvvfFXs78U3RDUdHfv8tbnXPD6mUMvqws3txkpqa1LK/azI7OwhjeVPlaCd0H4auAuFio9kkU1OzcUDJ4jpTarMWunqX86Ju7n3p8V3pM9aFA3FcozHVaHcaUSyf8TCFG4A4mLIOjja8vb0dqFdORkq1uTghj6vxmNGbd6We+C3yWVW1SNWt272dg3bLd8Nna01gJ2gMTMXGWyZAXsvzTk9Ph7Hi/v37Qx+7vr62i6aX8nqSIx1OZCvPsA5aZ7ZtRllmam69dyCjNGnIsQ8HWtcnnkKnOjs6Ojo6Dgp76/EFaIXUEmWnKCF6iLQC1Uty+UJqrbYsg+VwcnIyXKveaCATdDCQHP+PcoiwFFt2Glcvg7ThXRPMW85Xq3vKS9UEXVKa3BGjluBbuy8FMJnwgp7Jer0eaJ1Wj4LeAu87pRZl3UnVh7VMiuz6+no4TiHVrosQ6P1bWAImqrv20Ly5TJTCjZczgQoFa5lghte5fpW9t5rwZhdmIu4RzxXQ8YwUuvPU1BMnw8H78PvgszglOwUqKuziNljum6h5zE7Aph5flMldTdTTfxfY24nPyW1riiy3mgAHlhpdkw3apD1jIqlNvu4ejOVdXFyMJlaWvwudlMU6SxnHJd0+ZNkgVqPDXPvU6uCgycAZdhlo5vP5UCZjfLxHi7R6NpuNtmnJYmBBRXGyaVEJKhw9y/tOlaNGAeMmMdBxYD86OkoNIWckKpwyUwdYd67eJzM2p945xwBtJw7OboLgYD6bzYZ3yMXgdQJ0g3sWI+O9WP8sCZ0LQfPevC8VxNqero+osexivpxcWtrc3VOhYwbTXgJsZz4j6Xo+z7tQdJbSqc6Ojo6OjgPD3np8AVXo8XhALXSnVCMykQO9ElUJtiQwO8uPv+mhKDU3lf9To5ycAjNLRFWPhmXEtapydBRVZiVqgDtTyLnn0P/vIkQg2GdattI5OjqygXmlicIrVAWks1Zvb1+vU6lrzLrjrI8KbOI+PC88+9VqNfxts9mM6k4BzsXFRSnlVR90ClL1dEi7Ec5Ta3lP6hVOMTH85rRd+T7dFj/0zviu+J7pCdKDzyh23ouhDvUE2W781rM2cuPKfD4fztedZDIamcdcndUTzMImGb25i4eoIZSs/i3H74q9nfhaeWU9p6UBOTDqOpou9YC0hcYnXB1Y/9lsNvD4Shuy0+/CcWcTMSdWjVdmHZf1mVqVQwcdlsFYW/yN7VmLwdT+P3XtLrSzO6+U8YIGmRKTUm+NI2f9MzvOOEpGGWcTj4LpO3wOXnd+fj4sfnBxcWHvo3J6Tah39XPKzIxGa/mGS3ltZM3n8+G5NCaldVdkIQuCbcVzHK0bv51hwnbgRFkzgmlguu+Yfe3evXsjutItiK7hIP5mPJRGlKNDa+3pYoIt51DdvF6vR8aMM+reFTrV2dHR0dFxUNh7j0+tEOeKZ1Zm5k1kgg31UJy3UvM+nMVD9WYmIInzXJmsm8vzUnrTWZxaVqZgc2KYUnJVpCszo5E1xyyrg4O2U+Y1u/O1Tu5ZWmhstbCd4jATWGTPSItc6VNXdyLz2uj9BU0W2+CU8krt+8knn5RSxjmmSqWzjqTyeH++Q/eN0BPh3zXx2bWPiqGcB0/amPUnVZ8JuGrv3FHX2Zjh3ncr9B2GAImKRz2fCwvocnlxTraIwlQdWD6p2pq3njE0WQiCv6myf9fY24kvix9MDQQ1+sh1fH54jLtlH0aN6pzC2dmZpROzuFY2oGTUiWKKRlPwo3LtliWjshO/DaXJ47e3t6OYjZtEVCnoYi218vl8LrY7n89HE7dL6s4orRpIq5LSJI3Vivv379uVLqiYWy6Xdhuljz/+ePidrZCUITNwSvGKQy3TSf15nsahsnuzPBoOU/FzpSt53A342venYvJat6n681oqcEnJqqHE8/h+2WfVyHB1ywyVuK/Sm1OOBUFV52z2Ouxze3s7rFm62Wzsovtvg051dnR0dHQcFPbW43OBc02wzJBRlBmN6WjJmieVueZhdTEpdTabDWvyaS6Vo7kyKKWZeXMu8Tx7FrZhy+72Ld6NJtzyXlOeRI2edXXm/3lcqcIpIQopHrYDVZLq8U1Ru1q+8y50XcVW6LkuL+zm5vWSUFdXVyNa7Le//W0p5ZVH+957743qqeURSle7+rR6dtm1LepBx5CQ1suW7ovz+G/U0YlzVAHNtnXf35R3NfWMfBbWN87hO1Rqmv02o3ejHC7HqCIm9mtXpop/yAZlHjTL4AIb0T+5Rdu7oj33duJz8aAsZqDnZ+pElzhcmyDcB0b+vfaSzs7O3jimMam4Vy2m4yjHXWiWKNN92KrMc3D1raEllsdBaioFJM5xgzLjEExb4H35uza5cJ9EVwf9sFmflknLnVOLM2lb62DGgSgMLdJFpMh08eDob999992wNZYql1nOFDJK3j2Hlq+qwoyudm2ftZEOztmY4dbxVdk//04DnOVni3W7OrfEy7KJQ2N2GW3vtADHx8cjQ8u1oaa5uFVfWrYU0zQQHnegUalbSt0Vners6Ojo6Dgo7K3HR7owLAWlngJKXU5RJHqOW59TLRuujRhgPkyUq/fKAue8B70wpR7CA+FGupk1qXUg3HPpDgJsQ0eXtFj/LR6c3iu73tHR6tVyqbHME2A+mKvf0dFRefDggX0eR0dmdK62T7asVFzL9tc8QW1zKkmVsm1RE7p3RxWoshG7gPXVvhPI+mVtnUaXrJ1R1/x2tf2yfpGpCjPmwF3L95IlyGdtop5v5ulNMS2OFdLy+X4zoY6KYfgsfL9uxw1tB/ec9Oh1wYhWxW0r9nbicx8zVzRo3TuqZdB2HUvpRw6ATkLNfa02m80gJa9x/e7/6uq7Pa6yOFftGafaqvZxOVpS75cp5/g7i3/RIGkxYBzYZqQr1ZDgIOiUvXpPLpocf+MC0IRSkPFbk4e57iuvdZS3o92yWCXL5CCT9Yssrqvl8XpXVo1OdJO5+3utDtmk0Eoxsw4ujkaw381m41VZ3ASt7cHFuqneVdq8Fdk3oZQsxzn+Zr9z7esMTa2jjmEu/MGytZ1otMb3pCsq7RLjbkGnOjs6Ojo6Dgp76/EF1CLJlk9yXglddw2y0oqqBV1LGdNdLFNzh1hPt3O3E1zob312WmxTVjV/a/s4Goj1zjzQGhxFolRL5uU5OqnFQ2ypG3fmzq6dzV4vs/aDH/xgdA7bMzzubMNZFQRkHrorU6/lLgsq0Mqo/VJe9zHmMupmpkQIr37wgx+MdvNwdCy9Ca3HLsInPh+RMSIta4TyuAoq4tlVGOXoau2LznvKPCZCqcK4ltsnxXn8ux7Xv3EMm2J3VLxGD5e/3b1qlC/PdSEjFR25vNBMCJaFDt4GezvxccLgahTO1W+JcWgczU2gpeQKQE52pLAIt9/fs2fPysuXL0sppbz33nujzsFn4X3YEVuoIBej1Gd3ilZSMNmCyVo/hywNQeOo2cQdqKn6AtlHohMl43qsJynlLB6idSolp9Zvbm7s4tVaN1emDpTuGg5WmZESz3H//v2BYmeMSb+VoFp11ZSWdp2Kn7tniL+7AbZl0HOxvvjtBvCaurkFtfvpb/0+Xfy2dh9HNdZixYFM/cg2USMs+y5pXGXja/YsrD/HabcCTEaB1gz5u6JTnR0dHR0dB4W99fioQHKKIp5TyphWcFA1GGkRWuxUMvFa3ie7h7Nc1Sp1VlcL9cdnVKqL5WS01C7WsApOdvGsXZ30Hpki8fb21r5TLceVn1mJai07DzqjsUjPZZ4Z+5JuMpphyqJ1bZAlCGd1q9UjPD6lDbNvK6PSM08we1esJ78ht5Zt5vHXQgQuf02vrYl44pxs15QWOpeguMXVTb8tJyKqqT0zZmiKdaCwS6nR7HnJHvB5He2fMRnKcjma9F1hbye+liTG7KPNlHDsfI7q1JeefcycRFxnZfnX19flm2++KaWU8sknn0zSfS2DSfZhK4VBTKUZtHS8TJmX7fHXSmHEebpfoQM/krdVg8W1Sgk5Ba/WV/c4jDq7mG/8TeufGTbZ3zKqlQZRhAicLL2UV9sSxd58rYNNCwWanevqnIUIGNvM4k0sv6YU3UVN6u4X4Pq1vNaNMe7/pbw5ybsQx9skbWd9I0MWJ9V35+rpyipl9/Fa60v1NMNcd0WnOjs6Ojo6Dgp76/ERTqVUo7bcOS1CAmfFRzmZl0SaK1O8xSagGTJLK/NolPpwwpXZbJYGpFtoKXevXaHtn3ksPP9d3c95vxnVwpXt1SqluIXlUOHpKEi1ql2An9SSMgquHaZyUjNvgmVTydni8bWwDhlVVRNaEKwr8+ACutuCK5/Q3c8DKryz9QAAIABJREFUrQIrB73WLXeW9QXej8+SPZfSiRnd7Twoiq0ysN9pPiDrG/dVIZg+UymvWAUuhsB+znDBFOuzWCzeCe25txPfFL3SQjHwuDZ6Fu8LZB00Uz9yoqm59Lyvi3+5sh3ib5qE3BLbcPFL5fqzxFauqccySPO6CaiWtOtoZHcP3n8XTBk2U/VzcMZVNtjxvWTb8GTxLf6dk2RG/UWqwvvvv1+ePn1aSil2dZ6oS9b2maGXPW/Wj3aBfltxvdZravLSMtx2TxzYWZbGOTl+6LlxTiBT/tbi55kx6N6v6xdaNx3nnNJcDVIXx87GxV3BNsm+j6ljd0GnOjs6Ojo6Dgp76/FlyslA5lnwNy2njFJT+sC567S21cOiVZpZcm6TxZp17YQ3mmCctQPhaDpack5ZF8jyHN05/F0TwBAUZGRijylLs/bsrhxdCo5J7nzv2XJkzkNX63lKONRCM0/RQVGfQKg0mTs2n8+H7bB4LWmrjFpuYRpa6+88dGUmHN2X0f+tcPmgtb42BVKCGVOj3u4U/UuPMgunZOUouIwimQHHZLSGF/i8VKjW7u/K34WleRvvktjbiS9DlgzpVjhhZ2XCp6qypiYOcvo8lytlaGxxyr3X9ft4T6464RZ+1Q/YfdgaX3Ifla5R6QwJlR0HskR+/dCyCZ4Tn5OzEzqZZgZGNlhkRkuAE0Y2yGT0E+ujyGhB157sM9lCBLw+o/viORaLxfAuttutnQjUMIxzMuMuMzT1/1OTGqETcaD1XvzuHdh39Fvn87YYG9nfXbwv2yaL36iGUwJMf6gpfdkfnSFJ6ARUo+h3OYfjKBfyjzGBi+uznNlsZmPNd0mZcuhUZ0dHR0fHQWHvPb6a6ztlgSuNuQu9oV5bi/jBWa7qebjlxdSqJgWXBdWnPDVCr8ssQvd/Lj9EZOrZrK2OjsYbdrZQZno/dy7fb2ZZusT/TKih730qgTmrewtdmHnuLWD59NCijc/Ozgarm1RVKd6qbkkY3xUt12obZKGJ7NpAlnSuZVEhOaWSVZBtct4c63BycmI9zZa+znBEDfToM4Zp6httefbaOVHuZrMZwgWbzcYKZvj9/a6xtxOfi8vUpLeE+5BK8R9AjX92ii5OoLvGS/7mb/6m/Pt//+/fKJ+UKcvnB9BKLU19ANm1LUnouw7OREbfcYDQ+znU1jF0752xUdbBUadapusvcb4zuvi+WijfLFaUXecGDVKU5+fn5erqaig7dldfLpejgZfq45b4moNSs+8CLcbpu4r9ZfEvRdZP3CSYTVj6np3BpZNpjEvz+Tw1VLnilNurMTNOW9vMXavjcdSBi6JfX18Pa8aW4lXFmcG+q7o6Q6c6Ozo6OjoOCnvr8WWbPu5iEaj1NeXe6/JP7lotkx6E8xDV63S5WLX17yjO2QUqgOBvRyNlnq/ed0qkoYFq521pua5umUVeE7S0wHlb+q6nktP5/4xC0vOdglbbKhOg8BxeH8cohgrrmlb2vXv3hh1Czs7O7Oaks9nM9oFM0MTy1RPahRXI+rueM9XXWqBt6URP8Td3D7IjU3VQUZjrF9vtdjhns9mM2IK4x2azsTQux0KKl7ijfSZo0Zy+qTE16xvr9Xroe+v1eijn6upqNLa5RQmI3wV7sLcT3xTtpudmsRJSkc7N1sEnow2z+FqAqtHsw1mv1wMV9eDBgyHZuJTxwMiOmyWRTsU9ajGSTK3lPuwasncU5ZycnKSDvHuX2umnYjBK67h7aT2naGEOiPpc7hlr9XN1qNHF2kal+AWctS48l6pOGlmR2qAxNVdHtqtbAzeOZ9Sre7fZNjq1uE9mbOr1eo4O+MQusbNsQlejzY0ltUk56sYJS1dbiRSVs7OzN9qd/8ZvUo5ZuMMp0FtjfPwWOeFSvRnGlToQ8SyqXI1r5/P5W8WSHTrV2dHR0dFxUNhbjy/zepz1XqNXaI2RegjLmJ5WZr3tGnBVT5B1+9WvflVKKeXRo0ejpNApjzK7Ryb+0XpzqTF3ryxBvhW8NtqW4h+17J0HpBRxRk1n1Jjz9PW904tg0i8VkNn2PA58rqztWS8KmVS4kFHBpeTrOvI69eZilfvVajVJ8er3w/NbFiTI+i/bgd9c5p0Hat9cFo7InsWVW1sQYgotitMaon+tVqthcYvNZlOeP39eSinl4cOHw/HLy8uRyjtD5NCxbsvl0nrNGb2ZhXHimijfeXxR90Ccs1gsRt96Rr2+a+9vbye+2koApbw54EwN2jV6qSVO5P6mFKgbmEjxLBaLYcHqb7/9tjx48KCUUkaUJ2kIhRtYlbZ0Hy6VfHxetttdJj0OcNyvi5PpLnGYjILO6MGMzsrip4RScuwD7kNVepMxCb6LqRWHeF/GdTJjqSUmmSVxsw0y2rBGI+s5GdWZvTfej+XpQP4ulHx8xvl8PtoNvMWYZT0d5ZylRun7z651iza/ePGiPHv2bDgWk93Lly8Ho4WU9a7Q8cituqLP5fZB1fcebbvdbu2qVLuC931X6FRnR0dHR8dBYW89Pq6dGNClhZxVqhat8xCVetIy9Foe32w2o7URM6GL8wRZzm9+85vyox/9qFq3TFEX91bc3NykS285a7emQnSUcs0jc9TiLt5e3NN5atlWPnwWPd9Z6qy/0uZ811NeZ+bVKO2cvUsH9kNuyOvaMvpflBvfymKxGCivTKST3ZPioKwNMtTUr3re26KFUdBj7CPOa6uhxRvNvHK+Q35n3333XSmllKdPnw75bpvNZnROiOB29YTUqwvvWhXWLjThvFUFWY2rqyu7BdJsNt7h3bVzJpqKe7wt9nbiY0xqKmk923YlAz8AHawIjf/FfXd5MVnS9HK5HCV5Bt3JZyGfntFVKtHOKNkpqrD2gbk4KevBZ8yoY514pyTjhPaB2jtz9XHPwjbJ4lulFEsRayyVKj03gWbQidGtB8s2ztY0ZcyFx6ZoKLYrJ8qaejPrj+77qMUTs+9paiIjrd46efG+uxpj2XiSxUfdd8ByttvtYJwsl8vhHWWrr6xWq9GO5FMGhiatxxjDVJfT01Mbb8+S5fmul8vlMNlxH0tCJ74M2ff3Tgykty6ho6Ojo6Njj7C3Hh8xlXOSbZVRSl3cUMrY6q0Fvwnm6015KwT/zmV9WEcKXVx9a1BPylFdLTlRpUwnCk+paPXaTEmm17pyM7UkQQVpLVE2oEtNuTpTbUsrthTvdatq1NW75lm7XbGnxFN6Tljj33333Uhp94Mf/KCUMqZJs3K4O4C2TZa7R2/V9R09xm+65btxNH+21dXNzc1A8ZFCbIWjUmt1dGMA60yB2/X1dXn8+PFQtzgnE0XRa6O3SzaIoRW2P72/4+PjUc5d9IPFYjGiKx0tzL+zPhrqcX1DvWxH/2sfexdip72d+LIBx2FX11gHJcbXWlbt2AU6KARms9mQ8HlycjJ06PV6bQenVtXlVKfJ/p7J5dkOOgi72EALtcF61FaGyepNFWOLxN/VTWmoqcGXkxpjNqybU+5FfbMYaFYntwILJ3ZS9ewbT548KaWU8umnn47CBaEe/Gf/7J+Vi4uLN56PAxfLpIGQJaFH+0Q5uyhzeW2Glu9PDStHz2eGVcu9s/6RxbB0sI/J45tvvhmpZDneuGuz+pQyHrfct8V4HCdWJo/PZuMEc6dH4LVcrYX10Tq7yS6juzMF6dugU50dHR0dHQeFvfX4GMinS+zoyEyNpNZDnPc2VgUtFa6jR6VUqxKOooQpVWEG9V7fBhk16ug2DY63eMctqjHWZarMbM1EVXI6aJ2nlH81j29KvbndbifzxEopNheSf3MeNnP+rq+vy6efflpKKeXZs2cj6jSs+ocPH47oMtaDnuuUF6PIhFdORMHzSdmp9+SYEqJFNatequtTjv1RqHCspX1c33ny5EnqmfJepJ1r94gynDCplNfemrIR9NqizPl8binX7XY7youcgm5k3CJeC7zNIhqjOryTUv4fYEoVROqEiiU23Hq9Tjuoc61r8Qk3kLLDXV9fD4MLz2f5GuNjOUzf4MfQkmDuPmYOZNmH3dKJM/VlDbXJRu9N2q4mT2ebKG3jymccaEqZ12q00ADLUkIyo+VtP+iMUiN+8YtfDJTmer0e1SX617fffjvEvzgxqZq4xUjMUogIF8eh4aDqV/eNtCiOCTWWXdnZs2SUbGZE83dG7R4dHQ1xsaurqzS2Fc85n8/tIu7ZM3C80TV/471yvNHJjYuca7nxd64F2jJuZBO6c1YyI+Rt0KnOjo6Ojo6Dwt56fC35M3TRnSVEVZ56dqR1SBURWZA+g0vm1CWNpkQRCieEUKrNeXw8v0Y/EaSWXAKqPrujmjSnq/ZM+rtGkzpl783Nzcizc4KG2ir9zrpUqpP1dPXL2qQmpHDqU9aZXmp4Z7phL+/z1VdflVJK+Z//838OuVVkI3jPZ8+eDUvlsf6kHHl+BqWBM0+Ev1176LFs01L25RYBF+tGMVSLiIJeCeswJeTgOcfHx8N48Pz58/Lll1++cT7pawpLaiyFA0Uspbz24Ciso6CF5yyXy1H4gkv0sY855WdcE+c4dqiFJeI5B79WZ0AH0hgIsh3Da+Dg6RKitbxWak/LZ8zu+PjYrqWoSj83iXCwYwKzwu3Rpc/SkhLAwSW71y5xzKx8DihZnC4bKDVxOlshgpOI1r2U8aAQ94vjWVK8nhvnOyjt2UJZ12jlTPm22WzKT3/601LKeFHi5XJpFya/ubkpH3zwwXA8Uxw7Oq7FGM2O8/1k1B3VzHeh2B1YjqYuTa1so7FfHp+iNznJXF5ejhar4Pn8DjQ25s53K01xDz59R1xcwYHrbZIa5djDRPVW42jK6Ds6er1IvH4rtfS0VnSqs6Ojo6PjoLC3Hh+X6Qk3m0FftbSmllXKlpCqrfCfUVsZZeNEGs5yL2W8CSW9TnoxLVYgoVapowe3221KJzlvrub5OQs+q2dm5bcKb/h/p9LL6lmjdmllOhpLczAzrznrDyzTeYYa+KfQpCboYN/5sz/7s/L06dOhTmGdq4qP5YUA5vz8fFTuu1DUZZ63IvNeg9HJ6NMW5qJWtymqk++yJuSgmC6joOPaL7/80i7vRVFe1hdKGe9m4RgdDXvwu49yuY4rwX7hqNAptFCaHFd4v+zbehfY24nPTXCqAAwojeKoRTZuNglmA2D2ESpIc2Trh0aHOj09tRPH0dHRiM518QOCEyVl6C311YFuasJrpewyRR1jsu6eGTTFI1Pkssxd3mPt/fJ53fvSgdjR5kqrsp5sk5qSmZPazc1N+fnPf15KKeWf/umfRnu6uYRllfTHwglXV1fDzuyMf2k/cwOpUvOuP+hzuPdWe//sR9l5LarNjDZ1NLsaoZmylPvHOUXozc3NsHLO5eWlTQdgn+J3zO+jll7Dc7jgwK7gt8I9Qt3z1lIVCKfazhwUQhf4vys61dnR0dHRcVDYW48vC9YGWuiUUsYJnG45Mi2TFhjVnhmtlyV9O2qOghZet9lsBqWdil6yZcRY510oA7V+W2hAR4dmllvt/rT8svbns02pZLPy9Xw+k/Nesv4zn89HlJa7r77/zPLOKGvX/qwn+2wc+4d/+Ify53/+56WUV94bc6woGOB94v6bzWb4vVqtRiv2RzmZIOQuVGgmOHJioozF0ffzNqq/XQU69FLdN6Geb7TVer0un332WSnllWfN98JQRoR0SHvqRr1x/mq1GuqpS8mx3zmxW7aTAsvMkNGemSfdsnBBhuvr66Yd56ewtxOfQxaHUpBypLRX6Z9S3ox/sPwW3tl92DqAc9IkBUAE/fTgwYORvNgpnGpxSff/2oCVTUaOi2dZPD+j8jhYk8rR+JczKtykF/dy9cpiS0p1av3c+VP0MkEakQsBtyYgc4JjjE/VgZeXl+WLL74opZTy53/+50N/2Ww2dluk7Dn5/6urq2HdTp0os3fu0NLvMtozW5kkM46yZ2mJMbX8PaPntXzG5kjJcsuhy8vLUsqbq9Nka9xyInPPk8Xpas+o8f04d6pNaipQrvzjwjhMI8uMcW23wK77D2boVGdHR0dHx0Hhe+XxuVw3d45LTs/OV+vK/c5EILUcp5ZkTrfLPP8/n8+t269JniFuUNrTiQPUsneB5yyPL7OMS2n3QvXazAOaz+dD+2hyOuuTeY7Ze8+e3b2jmsWfPatbIqqFtqMwhtbwt99+W0p5tar///gf/6OU8up9k8Knd0zvk9523Pf09NQu87bdbm1fawkptDIxGZxHoCppqhmzPtVSh4xmJqWZCZHc/0kFU4D0y1/+cvDKM++JrFIrjcxvNGOkXOiB3wSh31aLB+1EfM7zi3Ic+5ExMXcR5zgczMTHl01JN9MHiGj4lr38ai/DxSqyj0dTFTjQRDkcxHb9GDK0xkOzcjigZLE/jUk5ZAnVjlrUj8Etjq3GBSd9Z3gopcKBlXWI91Kb6DNwQHTHM2r39vb16hubzWZIUfi7v/u7Ukopv/71r0eKTWfc6SDDVTsYSyLN6GLp2SBfg6PwWxSXWZqKppJMtX8tbppNZG4QrlHj2f347Uai+jfffJPGW2ngsM5uJSeXsB7Xsk/FmLdarUZjHmnwqeTzlj7Ob4XXuBSjuG+Msfzm+Fzah99FakOnOjs6Ojo6Dgp76/E52oJBYrUKqGxzy/TUcoF2QaZQIsWaWU5qpTEx/+rqqpRSytdff10ePnxYSqlbri5fTCkhHs8Qf1MPdAq3t7epACXQQpcQatFO7dChoPeSUTaZdc92cIH5mveS5ac5hoLei9vQs5QxrRmWPEUszDXLVKUZdc3ny9gOCm20vbJn4rX01KY8Paol3dqiUWfCUfhajxYhjqP/qbpUsE24vFq8o8vLy/L555+/cX5Lsjy3OONm1Jn4ju1W2709Gy/fFTKGh2KeGCcoeuECJbqZcmvyfA17O/EFtAO79d2opuIAoaojN3HsqiJqTdzmDscBLkqbqZ02m82woO29e/eqFJQe35WiypSbWfn8fXt7Oxo4WzrrVOqEDqruvrV6ZvSNa4dMRVdL6q/V3R13ClSdTOP3ZrMZaM0vv/xyRHvGuW7yJJSypTzeUbk8h4OSJh3zGXRRCAfGrVwogOXWYlUBpf6m3glpUr5n0rw1+tTFjePerDuftZQ399rL4NpkNpuNDBsqJF16gu7hmd2H42WUQ9WwwhmDLaES1o1QBakzMJiaQYPibdCpzo6Ojo6Og8LeenzORVeakUHlqY0SKaIoZbdkXFqu9CCUZpkKjKuXFOCq6JvNZlCDff755+Wf//N/Ptwro8ZYzpQVSKinQ2vYCTD4f7XwHM2kbeIUbGpNurZV2o7I6tkCWvC7qBKnll3S47S2Wc/tdltevHhRSinlpz/96XDOZrN5g2LV/hv9JVPQMQeUa77yPWc7V+g5TpjDZ9Q2aKEiM7jn1XdCatQJrDJvrua5uH6k/ZF0sfPOuAODqmqzevCbYOiD+XotTAnzlekVOqqe7UMqtWV8zASG2t+dV7ter8vZ2ZktM+79LmjOUvZ44iPYiPwdHYXqpUztyZfREvfR9TyzD4O/3aB5dHQ0opZcx9lut6POFx/Q119/Pazo8t577+0c88oQdMJdVuKYmlBrg0vL/bKJLyuz9d4OpLuz9SOdEq51j794vxG/jfK+++67Ukopn3766ZDkzLSEjDJi3CSQrQlLWl0H8Hj/avhwYHcqWkVmYGbKzgyk8txxPqPGvDj5ZotPuFgb3zlpNw7Cagy4xHNu61OrcyAzBtlum83mjXcZdWCdo79oUvvUN8Qth0hx0wDUa6Zi8q3I4rgs8y7jkqJTnR0dHR0dB4XvhceXiQEy9WYgs/rdquxTmLJcs5yy7Bzem9TJycnJ6BljmarLy8vy+7//+/beLoemJorJkmZbgv3u3F09UHq+LYIcpa5aBD+71s3RvLxej7nn13sxnzS2Anr58mV5/PhxKeWVJ0h6c6r+LbtwxDmnp6cjry2ebz6fj2hMR4dy7cdafSjU4t8zqpvnOEqTIYXs/pm4Sb3AlnCEKytTulIgxHKvr6/LV199NZSfea/ElIpVKUQnlFutVpYJ0/NCPakCoWx8YkhBPVutW4ZMFMQ+ljFk8Txvi+/FxOfiSpz4OBDUysiS2bMFhHd5ARr7c5OL0p5T5Ww2mxFNFrh///5oC5MppV02YdUUkowfuBVFalJ1IlsNxCk574Kp62tKUdaH53BSZj1JpfFd8/xo0+12O0x8V1dXQ9yWe7PtEpNVBS6NwUyhnA2MhBvodNBz5x8fH1tqtjagBbQ+UyEF0psZzaxlMKHeJdfX4L7RLJHc0ZwKjQk66AIY/M02YX9k+7e860BmbGax7mwNWFKvaqjw+JQh9LtApzo7Ojo6Og4Ke+vx0StjAJh5TVOqQj3urGtaaRnNQSs2s1ZVEeUox2xnbU36ZZ1C6EKv9vr6elhVvxYMdnXQuupz6N/5vJlaLoNuqMny38bjy4QLmcLPXZdZvVnekXp5vH88J1kI0pgvXrwY6M3MIm+hyl0bqNozwO/j6OjIrsx/cXGRUqYOFMDQO9hVAaj3Y9/n8031Eb7Pm5ub0a4B7nuazWYjoQjr4sIfNXo7fj99+nT4RrWeUwnsCu7sQTrUKTMp6CM0V5nJ467/14Qkrvzas2QiGSfA+l17fns78TmpNPlufQEtVOcu5+vLC2RxMQ6M+hFxnUR3bUajlDI2AEIBOJu9Vn4+fPjQqjRrHdo9u0u21t+sc1aOXpMNrFOKsam/K2r03JSho7EWR9O0xCRub29Hu6QHvfns2bNRv3V0XillkHorPaT30cmO58Y5uhoGr40yl8tluX///lAGYzFsD/6eWveSdSaVq8+SvVP3XHfZqsaVr2vEurhabVxgP4pvUalOXW906reDhm6oJubi5Ky7MwYXi8Vo8nVbZuk4d5fvLq7j+5qKpfJemXH6NuhUZ0dHR0fHQWFvPT4nMCBakohZDn+rpZepq5g3lVmCmXsfx6miy65twe3t6yTVUAhGHSPX7+LiYmRdUUFF6idTdLXkPk1tG6KKQPfsmuflxDn63p0IQy1jJ0yq9Q2+3ymrVEFLlzlR4d1vt9thh4Xw/BSq5p3KX3KCh6OjI7vafyljat+Jbk5OToYE+ocPH07mavE3879KeU1r832yT6k3xDpOeX81UYT7XjOvPcpyZUxRvuqVfP3116WUVx5fsC/r9XrU71oUntnfslAP/+6+UdaffWq9Xo9oarekW3b/DGw37Q9uLOR7zJijd5HDV8r3ZOKbQka1EKQ2soV0NS6yaz358XBLGBdX2BWz2cx2xq+//nr48B49ejSirgLaKXdZs1QHDnctj/MZW9YCbTEqsuuzNSW1HgGd2DlhudiVYmqA1oEgoOrNllSIu4D9g+9Glb9cBzT6zmq1SlM6AroCjD5D/OaqMq4tsy1spgbOOJ59o5lC1VHvmrw/1f5UlL948WLYJ/HFixcjGjuLhzs9glKUer84x9GnaqgSWSyaZWQ0ckvISMeWuM7F9Wh0Ze/9d4FOdXZ0dHR0HBT21uPLhCVOkKDeXub9kdpyW9io95cJGxzlpJssctV7tyUMLaS7WD9Ut9LSD8pJBQrOGs5UaNqGGVXkvLysrTLKmuW0bmLbosSdojppwWfbMakaLc6fumeAeVak/FhmQLdD2gUZhahen7su6rVarQaadrPZpLlsU0pODSO4HLqMoua1Lbm5et8pujpjF1ruc3NzM9DCn3322bDs3GazsTvGqJef9UdHU+r7zGjHKQ+d4I4MtfOnthpjHyCVyjGmxtS0iJreBb4XE58bLDRpM9CiHMsmOEIH7ynaLktb4CoJHPxnM7+eoN7b1VmlzFEOVwV59OjRkPLAva90gOW9XKJ6nOfq2VL3XTo0JzUdKF3718pukZI76pvHeQ9+2Lp1ioux3d7eDnEgHUxcDHTq/euzcMJy34F+PzGRZWrPy8vL4bnYX7LYo6Z9ZPWcev8ZZZd9ozVDZirVoha/m2rzFy9elF/96lellFcpDKHm3Gw2owllas3grHytz1QsnZNpKfVULP1dM0Id1Ahm/3c6gqhfa5l8d+8Kners6Ojo6Dgo7K3HRzjqTFfUD2ju0BRq6iK69M6iInWS5TuR9tTzCGets/xsp21VeoVY4fHjx+XRo0ellFf5YVn9+TsTrkyhRXG3aznZ/WtqzykvNbNCa/RLiyVKjyu8uydPngxqTuZQaSJxYBeLV0URFEI4Ouv4+Hh0f/demIOoCG9xvV6nngXLmQITtGvnt1BzhPPOVbjinr3m7cWSgb/61a+G3dWVupzahbym3CQ1+ruAE7HovZyQMBsXyVRpW2beqxP86Lm70vtT2NuJL5J52UDr9XqU9D3FRyumlKIc6I6Ojuz2LfxoOTFlVGjLpNf6YRNZfJB7ekXaw3w+L++///5wvlNecjClAjZLliY0haFGMSsyRSDrqQN9psZzH64qGndBy8RNCTtVkj//+c9HdFiA8TNCt6JRkNrnfn009DQk4NR37I+aaBxl6gQYx09PT0cD11T78PvQNBrSw+yDur+gg+v7Sr1mcebsfCLq9t133w2T3eeffz7ab2/qe3XtGr/j/+9q7zmWpc81NaGosZgZZVQruxhf3LuUN+OzNMz4m+DxdxHv61RnR0dHR8dBYW89vgAprFoCdWZJEE5RqUrL+H12djZStrnNIOP/elw9xynLOFN6tQTm+Tfei/RaJFKXUsqHH344omGdknM2mw3eiuYmObTW04kq2OakMTPFqXp4LW3bInRxCc/OY3Lg+px/8Rd/Mfzm8lIu8N9KFcW/9MgzQRfLopUe0Daj5xWe3unp6XCc+X3EvXv3mjy+LGGcx91amjXPL1s2zeXrtYLtGdsM/fznPy/Pnz8f6ujov6y/xN/iX747Pht/vwvRVrbgQM0T1HCJA5fTc0pOIgtDZXA5pm/PxTqwAAAPHUlEQVSLvZ/4CA6SmpDuXirdZn5sGpvjRBBKyMViMUpC5/nupWZUy9FRvgN7gMo8gvdp/ahdisHNzc1A03z11Vflo48+KqW8GuA4ofAa7uM1RSnrBJEp2xztpfet0cG14zWlWmY41VR+8S+VtA6bzWZIZv75z38+/N5ut3ZB9Wyi53GH2kAy1Te1XZzhU8rrAYhUFd/V1dXViPZ0xkiL4dkaa3WToC7GEND98jKVLu/lVkf5p3/6p4HefP78+agvhDGooQ9Sf/qscX8aO1n6Du81ZVRk75rPomCivZsgaeSyb1I7cHZ2ZkMQ7CeaakZ63KV7UMWqRuJd0anOjo6Ojo6DwvfC43MJyyp2cDSE5vNk+VNhYVxcXFhBC8vJ6LVWaiUTh9CrmqIJVLgQUKuXSfpcRT4s2g8++KA8fPhwOCdbFiyw3W6tFa7XZRah8waUYqUXPxWYz5Jj2R9q+Z7sV2z/oHVUiOJ2of7Hf/zHgQ57/vz5QBdSsadCECdG0fVLHVxumpZD0GJ3uVf8JlRk4jyCk5OTQeW4Xq/Le++9V0oZb2+Uge9EqU5HA3Nngbi+FTUxFp8r2u3x48fl008/LaW8yteLb4VeIbecWq1WIzYo+kiN9SGmwjXuGi1/VxVkC81/e/t6c9vWkAK9NseKcI1WfnPb7XZ0/lQ5u+J7MfFNreyhHxWRrS0YL3Y+nw8dV+lNRxsq3pUMd0oKzEmHAynrlsWh2OG4Qsc333wznPPw4UO7iC3vkSlXM+lzxt2TaiGdSJVYTU5dU+UqdJDNwMmItA4nxEhP+OKLL4YJYLvdjtIW+Lws08VvuJpGKfWUhiyWdHQ0XqTaGXfsFzSOaknPrHuUo++Qi2+fn5+/UTdVdbbAfWv8FlsUukq9cmxgv3vy5EkppZR/+Id/GJ6FW/9wsuMqN4zT6cAeRpO+IxqM/I6dIRl/0/bI4netmKIcqRbW8TKOL5fL4Rmz8mthhyzOyLplaTW7oFOdHR0dHR0Hhe+Fx8ftPcIyoquciSgy6mE2m43oCdJZzqrW3JJMEUU4daVuURTXMsldKTh3T62fo2G5VBqvZ5B+sVgMVu9qtRpELxQQqBDI0UhZfk6WF+SeJ9pjygPK3kNL/g8t/qmtqEp5JeaIMq+vr8tvfvObUsqrtgqrVAP5FLS4bWkyD1STop03RjbCQb0Gt5yU0oqu72TetioxwzPmepXz+XzSI2C5WdtTPEPQ89IyWY77PuidffbZZ8MSZM+fPx959k4Ewu9YPXu+Dz67Y1D4TNvtdkQjZxQfPakWTIm8SikjL5VryjqRiZbn6ln7/pwyOasjc7XfBns78WWNS47YudbayTJpenTA09PTkULLQT/Y7MObcu9r8mJOfJmSkKtvZNsJcZHqLNZJdV3UmR//hx9+OFBXWRwoA9+LtgkTd/kxBBaLhVU/1j6Ed/GRqIrRrYP69ddfDwbDarUaJa3zY3bUWDbJkkZUClcHO5adKXy5KowafDSIOCG6evH+rL+qE6O/bDab4ff5+floMA9aXdNipuI4R0dHozVDA4xVc6COZ1NwsH369Gn5+7//+1LKq7ie64MZnZgN2nzPt7e3Q505AS4Wi6F9+D2R6lZjl+3M995CcbLPuPg2214XQ8jq4CavGrLJOgsb3YW6raFTnR0dHR0dB4W99fhoYcTv5XI5ojr13ICzoqla5O/MPVcKgzRQRhkQcZxLZtXUUVmQm6DQheVM5Sxl9SclxKD+er0un3zySSnllQWfqQkz7895OLX8ObeEV02Zx+MtHjfPd0IdFeSEV7FcLoe8PKUus1zOKLdVmeY8uuzalvymqfyvuJc7RgufXpu7TlXV9OaDBr64uBgtocfQxLvI1dL60HtiX/7tb39bSnklSgpqP6Nz9dno2fO7ycRosV0Rx571ej2oatnO2+3W9u2M9Wmh87NQiaooebyFNeF94/0qVe7ySflbRW2/S+ztxOdccyqQttutnbw0QZgDXZbaELi+vp780LVjTQ28nGhI8Wichp1ySsatCbSMV2axOX3OOIc0LDvoL3/5y+GcP/7jPx7KIU3maOSoU4DUVLSDTtS8vkVJ61IkWgYFXqvxRA6abnftDNkAyg9e65XRiDWqk+dmSdwKUmotqQFO9Ucjazabjfq+2yPx6OhoGBiXy+Vw7dnZ2Yj+46IOrm61GJCL+TN+d3NzM6y+8uTJk/Lll18Oz+LoTbZV1ib8nX3z19fXw7N/++235YMPPhjahzHEeHbGcjkh7kr7Zcns2SLYasQ5J4NhDbazhkq0HrxHnOO+OdLUR0dHI6PoXdCeners6Ojo6Dgo7K3HxxyhwHq9HlkG8ZvenFqzmVfirDdNyiaNyeudRZJZKUolhLWXeXhEZskRs9nr9Q0z+kjLcGpMl9gb5/7lX/5lKaWUP/zDPxy2OuJK/RlVtFqthrI0iE4qxHms8X9Xf5fk3koD8bdbM/HFixdDfqNbOME9b1YHJwpSEcvUogEOpPJqICvANnP5mBTaqOWf9Q2+W4fNZjPUQb9ntsHHH39cShknrXMnBELz7OLeX3311cBSLJfLkcfqqLYa3JihDMcUu7PZbIbdUc7OziwzQPEOPeusjlmCu3pthHtf9Lb0fMcSKUPmBDNkA2r1J83rWLSMqt0VezvxkSILZAOdcs1xjg6kgUyVSUkxqdRsUG2hm7RjZZOFQ9bhOJDqbuAZXFJoRieRsuHH/LOf/Wyo97/+1/96iAPqtZeXl6WUcVyBMRLdXorUzy7tUztnipq+vR2nHsTAHDvY18qv9Yd4H6SHWBapvSnKMUOmaK6VyfbgYtRRxxbFbinjgTSL19DAcd+l4he/+MUbZV9cXFhVZylliNM9efKkvHjxYjhOo9jdqzbp8W8u/suxQcthn3KrAT158mQwGBWko0knZnWlMcPxbyp2pon22UTJfuX6LOugyChg1rOF0mxN26ihU50dHR0dHQeFvfX4dkl8pmfH3zVrRt30Ul5ZaM7qVYWnu6+CVk5Y2EpzOY9Vy9e6u2vjWbhDtiZK19SrASayMijuvO+//uu/Ln/7t39bSinlT/7kT4Z1G0lpspygfQIM6getpeKZKcqHlA3bMFv1nseXy+Xg5f32t7+1tDYtXRVTOc+RHh9zA2v5elpHPl8N9JgdfXR+fj5aps5Rndz8ll6A9seMNXFCBa1jxq44gRJpzG+//dZ6lzc3r3caWS6Xo/LjO9NvyYmG9O/Z90H60S0IQSZDnz3qwzVOs+T+OK+UXNWr65fqMwSyUIxr81o5PNaiFnZKTiJTqGZj29tgbye+DO4F1GiUzKXPQOrHfXgZ951x7uw0q9XKxnfuQutlKQZUjWYfPDulJgTHv/HRciJjOaRO/+zP/myY+EhdKtzHMJ/PBxqIH8z9+/dHg477sJVaclQXn3u5XA6T1GeffTb8TSd2DnBUHwZo8Gg8lPFWTqBTiyNo/KYWR+YgtlqtbLz46upqWIQgm9Q05pUZWk6dyp3n+f05FaqewwlRY79Zykg84+Xl5WiRABdf1El4isJV6tqdT0NSn9d9Z2znq6urtEwiW5EnW0CC7Z+ti8t6sW58vyyfv2lETxn4RM1wcwrSXWP1LehUZ0dHR0fHQWFvPb6MPnAgfUNLS60HutaOBqxZNgG1ZpwnqOfRs3OChxb1ptbNKc9IAx0dHY2EFpnnm60yT3HLVC7efD4f7fKegV4irclQUc5ms9E2SbEp8MXFxeBR0hLN8pQuLy9Hz/n111+XUl7RZ/QQMiqS75RrUNJizvpJ1O309PStVpnX90WrWIUzzsIn/fjgwYOhX5yfn1s1dCm5OtOhlvjMvklKnvQgvTx66m7JN1KaqgzMBBVZfSh8I5z3RK+d5RwfH9tybm9vR/3IsRS13LcAl56rKYKnxoztdjuptGwV2U2dV2PUpkRBWp9Wdq6GvZ34Mq7ZNYp2UMIN+KRadB06RyHWlHIZ9ZolyLuPh+VwElR1WXYv97zX19dDXEHpJ5d4zPbh6htKi1ClyTSEgH4kHEwZg2EdOHBT9k6Vm1un8vz8vOnDjUFf01UcvcWFxPX9OmNGabUok4ssK2WeqUynBjKn3NO1Ql17cCuZjFJtXfFlSnbOfs2Yo5bDycvR7YwtswyV4juKlcgWdaghWxhjKt0g6hT/OsP28vJyMOi0f7F8t56qUpHO6Ds5ORlRplOpAVmb1MbUrByHTGdRil9M4l1NfJ3q7Ojo6Og4KOytx5fBUQ+l5BvOTkGp0SlkVrXmEvL8QE08QAuP57UE5lnOlBKSUPosQOEC76HUXVjkLuDOe2g5NYuZHqJb0kgt2EwQwPq4Mm9vX68XSY+SVKq+x0y44UBLWpf0cp4b35162QqKOpTGdv1ts9kMHt9yuRw8Dt0UNdvdIEDqTP8Wz8r1JzOvMOoR59NDdAtUtIQCMmQeRItYoya0oDeXhRFavHl3XL1UN66op+a8RVVRTtVTx04+YwvbdFe00NW74ns18bkPbep8DrZTgyRfcDbBaj0yqogff0bburUXOUjWVmLJVlLI2iibjAlHCTLel2G5XKaJ9G7lCEInncDbLmLcsvoD4ygudvK2dQgqmGky2cDE+zrowsvuukwiznfIbYMyWj0D402k7XXCzQZY/p3ntKxCw4F9l/i/tknLuMH+6Iy62uA8NXBnGoFWZN+Ii6OdnJwMxqmOCy7Mou/QnaN1cP2NqH2HLlzwribTTnV2dHR0dBwUZrfvynfs6Ojo6OjYA3SPr6Ojo6PjoNAnvo6Ojo6Og0Kf+Do6Ojo6Dgp94uvo6OjoOCj0ia+jo6Oj46DQJ76Ojo6OjoNCn/g6Ojo6Og4KfeLr6Ojo6Dgo9Imvo6Ojo+Og0Ce+jo6Ojo6DQp/4Ojo6OjoOCn3i6+jo6Og4KPSJr6Ojo6PjoNAnvo6Ojo6Og0Kf+Do6Ojo6Dgp94uvo6OjoOCj0ia+jo6Oj46DQJ76Ojo6OjoNCn/g6Ojo6Og4KfeLr6Ojo6Dgo9Imvo6Ojo+Og0Ce+jo6Ojo6DQp/4Ojo6OjoOCn3i6+jo6Og4KPSJr6Ojo6PjoNAnvo6Ojo6Og0Kf+Do6Ojo6Dgp94uvo6OjoOCj0ia+jo6Oj46DQJ76Ojo6OjoNCn/g6Ojo6Og4KfeLr6Ojo6Dgo9Imvo6Ojo+Og8P8ByFyNfsU4OygAAAAASUVORK5CYII=", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(medfilt(f))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Iterated median filtering computes\n", "$$ f^{(\\ell+1)} = \\phi_{1/2}^B( f^{(\\ell)} ). $$\n", "\n", "In the case where $f$ is of class $C^3$ and $\\nabla f(x) \\neq 0$,\n", "one has the following Taylor expansion\n", "$$ \\phi_{1/2}^{B_\\epsilon}(x) =\n", " f(x) + \\frac{\\epsilon^2}{6} \\norm{\\nabla f(x)}\n", " \\text{Curv}(f)(x) + O(\\epsilon^{7/3}) $$\n", "where the curvature operator is\n", "$$ \\text{Curv}(f) = \\text{div}\\pa{\n", " \\frac{\\nabla f}{\\norm{\\nabla f}}\n", " }. $$\n", "\n", "\n", "Intuitively, it means that if one iterates the operator\n", "$ \\phi_{1/2}^{B_\\epsilon} $ with a proper re-scaling $\\ell \\leftrightarrow t$\n", "and when\n", "$\\epsilon \\rightarrow 0$, then $f^{(\\ell)}$ tends to the solution to the\n", "famous mean-curvature motion PDE\n", "$$ \\pd{f}{t} = \\norm{\\nabla f} \\text{Curv}(f). $$\n", "\n", "\n", "This conjecture was initially mentionned in [BeMerOsh92](#biblio).\n", "This was rigorously proved in [Ishii95](#biblio), [BarGeorg](#biblio),\n", "[Evans93](#biblio) using the machinery of viscosity solutions.\n", "\n", "\n", "Similar result holds for other class of contrast invariant operator, see\n", "for instance [Cao98](#biblio) for affine invariant operators, and [GuiMoRy04](#biblio)\n", "for an axiomatic and general framework." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 5__\n", "\n", "Perform iterated median filtering, and store the output in $f_1$." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingadv_7_rankfilters/exo5.jl\")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(f1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bibliography\n", "------------\n", "\n", "\n", "\n", "* [Matheron75] G. 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