{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Curve e superfici B-Spline\n", "## Università degli studi di Firenze\n", "### Autore: Lorenzo Pratesi Mariti\n", "\n", "- [Base delle B-spline](#Base-delle-B-spline)\n", "- [Le Curve B-spline](#Le-Curve-B-spline)\n", " - [Proprietà](#Proprietà)\n", " - [Rappresentazione di curve B-Spline chiuse](#Rappresentazione-di-curve-B-Spline-chiuse)\n", "- [Le superfici B-Spline](#Le-superfici-B-Spline)\n", " - [Superfici tensor-product](#Superfici-tensor-product)\n", " - [Proprietà di invarianza per trasformazioni affini](#Proprietà-di-invarianza-per-trasformazioni-affini)\n", " - [Algoritmo di de Boor per superfici](#Algoritmo-di-de-Boor-per-superfici)\n", "- [Approssimazione ai minimi quadrati](#Approssimazione-ai-minimi-quadrati)\n", " - [a](#i)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "%plot inline -w 900 -h 600" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Base delle B-spline\n", "===================\n", "\n", "Definiamo il vettore esteso dei nodi\n", "$$T=\\{t_0,...,t_{k-2},t_{k-1},..., t_{n+1},...,t_{k-2}\\}$$ \n", "\n", "dove la parte definita da $t_{k-1},..., t_{n+1}$ corrisponde con i nodi di $\\tau$, i $k-1$ nodi $t_0,...,t_{k-2}$ e $t_{n+1},...,t_{k-2}$ vengono chiamati *nodi ausiliari* e sono tanti quanto è il grado. Si ha in oltre che $\\tau_0=t_{k-1}$, $T_{L-1} = t_{n+1}$. Si suppone che valga $t_0 \\leq ... \\leq t_{n+k}$. Con $k$ generico, si ottiene per differenza di indici che $L+1 = n+1-k+2$ e $n=k+L-2$. La sua dimensione è $k+(L-1)$ che espressa in termini di $n$ si ottiene $\\dim(S_{m,r})=n+1$, in questa\n", "notazione $[a,b]=[t_{k-1},t_{n+1}]$. I punti ausiliari sono usati come strumento per la definizione. La definizione delle B-Spline è ricorsiva. Definiamo quello di ordine $k=1$, con continuità $C^0$, \n", "\n", "$$N_{i, 1}(t) = \\begin{cases} 1, & \\text{se } t_i\\leq t \\leq t_{i+1} \\\\ 0, & \\text{altrimenti} \\end{cases}$$ \n", "\n", "dove il primo pedice della $N$ indica l’indice della spline, e il secondo il $k$. Si ha quindi,\n", "\n", "$$N_{i, k}(t) = \\omega_{i,k}(t)N_{i, k-1}(t) + [1-\\omega_{i+1, k}(t)]N_{i+1, k-1}$$\n", "\n", "con $$\\omega_{i,k}(t) = \\begin{cases} \\frac{t-t_i}{t_{i+k-1}-t_i}, & \\text{se } t<t_{i+k-1} \\\\ 0, & \\text{altrimenti} \\end{cases}$$ \n", "Nel seguente codice Matlab sono state implementate le\n", "funzioni descritte sopra per il calcolo delle basi di *Cox - De Boor*.\\\n", "La funzione principale è `CoxDeBoor`, la quale si occupa di calcolare\n", "le basi delle B-Spline richiamando la funzione `omega` per il calcolo\n", "dei coefficienti $\\omega_{i,r}$ nella relazione ricorrente di *Cox - De\n", "Boor*.\\\n", "A livello implementativo, nella funzione `CoxDeBoor` la parte più\n", "delicata è il controllo da effettuare nel caso in cui l’ordine della\n", "B-Spline sia $1$. In quel caso la funzione restituisce $1$ se il valore\n", "di $t\\_star$ cade nell’intervallo $[t_i, t_{i+1}) $ ma nel caso in cui\n", "si trovasse nell’ultimo intervallo, bisogna prendere in considerazione\n", "anche l’ultimo valore dell’intervallo.\\\n", "Per quanto riguarda invece la funzione `omega`, è stato previsto un\n", "controllo per fare in modo che restituisca zero nel caso di denominatore\n", "nullo, che si può verificare in caso di nodi con molteplicità maggiore\n", "di uno.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0;31mError: Function definition not supported in this context. Create functions in code file.\n", "\n", "\u001b[0m" ] } ], "source": [ "function [y, x] = bspline_basis(i, k, t, x)\n", "% B-spline basis function value N(i, k) at x.\n", "%\n", "% Input arguments:\n", "% i:\n", "% interval index, 0 =< i < numel(t)-k\n", "% k:\n", "% B-spline order (2 for linear, 3 for quadratic, etc.)\n", "% t:\n", "% knot vector\n", "% x (optional):\n", "% value where the basis function is to be evaluated\n", "%\n", "% Output arguments:\n", "% y:\n", "% B-spline basis function value, nonzero for a knot span of n\n", "\n", "if nargin < 4\n", " x = linspace(t(1), t(end), 1000); % allocate points uniformly\n", "\n", "y = bspline_basis_recurrence(i,k,t,x);\n", "\n", "function y = bspline_basis_recurrence(i,r,t,t_star)\n", "\n", "y = zeros(size(t_star));\n", "if r > 1\n", " N_ir = bspline_basis(i,r-1,t,t_star);\n", " \n", " omega1 = calc_omega(i+1, r, t, t_star);\n", " y = y + N_ir.*omega1;\n", " \n", " N_ir = bspline_basis(i+1,r-1,t,t_star);\n", " omega2 = 1 - calc_omega(i+1+1, r, t, t_star);\n", "\n", " y = y + N_ir.*omega2;\n", " \n", "elseif t(i+2) < t(end) % treat last element of knot vector as a special case\n", " y(t(i+1) <= t_star & t_star < t(i+2)) = 1;\n", "else\n", " y(t(i+1) <= t_star) = 1;\n", "end\n", "\n", "end\n", "\n", "function [omega] = calc_omega (i, r, t, t_star)\n", " omega = 0; \n", " omega_num = t_star - t(i);\n", " omega_den = t(i+r-1) - t(i);\n", " \n", " if omega_den ~= 0 % indeterminate forms 0/0 are deemed to be zero\n", " omega = omega_num./omega_den;\n", " end\n", "end\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Per disegnare degli esempi di basi B-Spline viene utilizzato lo sript sottostante in cui si richiama la funzione `bspline_basis` per il calcolo delle basi di *Cox - de Boor*. Vediamo degli esempi.\n", "\n", "##### Base di Bernstein di ordine 6\n", "Rappresenta un caso particolare di B-Spline in cui, il vettore esteso dei nodi è formato solamente da $\\tau_0 = 0$ ripetuto ordine volte, seguito da $\\tau_L = 1$ ripetuto ordine volte." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4QAAAJYCAIAAAC1p7+MAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAB3RJTUUH5QIVEiM1YOIQAAAAACR0RVh0U29mdHdhcmUATUFUTEFCLCBUaGUgTWF0aFdvcmtzLCBJbmMuPFjdGAAAACJ0RVh0Q3JlYXRpb24gVGltZQAyMS1GZWItMjAyMSAxOTozNTo1M9gGsfwAACAASURBVHic7N19XFRl+j/wa3gcBtAZnlFJkBAF1EAp1tB4FElYjcgFQbG13Z40S3IVqVA3kzD0h/lVkihNDLReSiykSMK4ZeYjEdikBYw6hMLIICIgDDO/P07LsgiKMMyZh8/7ta99zRzuOee6D0IX933u6+YolUoCAAAAAGCDAdsBAAAAAID+QjIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKxBMgoAAAAArEEyCgAAAACsQTIKAAAAAKwxYjsAAIAR1NbW9ve//733EQsLi0mTJi1evNja2rrfj3R2dn7yyScHDhy4evWqQCCYPn3666+/Pnny5Ptc5fLlyxs3buRwOHv37v3tt982btxIRHv37jU0NFRz8AAAWoejVCrZjgEAYKQ0NTX1m7e5urqWl5dbWlr2Oa5UKp999tnDhw/3Psjj8YRCoa+v70BX+e6772bNmkVEXV1dP/zwQ89rI6Nh/cH/sMEDAGgjTNMDgF546aWXDh06dPDgwUWLFhFRdXX1999/f2+ziooKJhPdsmVLXV1dSUmJnZ1dW1vb5s2bB3mhxx577MSJE//+97+HmYkOIXgAAG2EZBQA9IK3t/czzzzz3HPPpaSkMEf6TRYvX77MvPD39x8zZkxISEhqampsbOz48ePPnDkTEBAQFxe3efNmNzc3Z2fnhISEmzdv9jlDbW3tO++88/bbb3d3d/d8JCsry8vLy8rKKiIi4tq1a0zLjo6OdevWTZs2zd7eft68ed9+++3DBl9ZWRkdHe3k5DR69OiJEyf+4x//uHv3LtNg//79jz/+uLW1tYODw9NPP33u3LmHvSgAgJooAQB0V0+yGBcXl5mZmZGRwcyhT506tb29/d72NTU1TJ7H4XCefPLJ9evXf/vtt93d3UqlsrCwkDkVh8NxcXFhmnl5ecnl8p6Urqurq/dr5iMGBgZEZGJiwhyPjIxUKpUKhYKJxNLS0s7OjmkgFAoHH/zNmzf5fD4ReXh4PPfcc8z5//nPfyqVSmbc1NDQ8Nlnn/Xx8WGucuvWrcFcFABAzZCMAoAuu3fkkrF27dqurq7Ozs6mXuRyuVKp3LdvH5Pk9Zg4ceKPP/7Yk4xmZ2crlcpz584x65MOHTp0/2SUiLZu3Xr37t2//e1vRGRtba1UKvPy8oho/PjxN2/e7O7ufuGFF4goICBg8MGfPHkyICAgJCSkpaVFqVQ+++yzRBQVFaVUKrdu3cpcSCQSMdddsmTJTz/9NJiLAgCoGabpAUAv/P3vfz948GBubu4bb7zB4XBSU1Pfe++9I0eOWPVy/PhxIoqPj79y5Upubu7SpUsdHByI6PLly+Hh4Uqlkoh4PF5CQgIRTZ8+/cknnySi8vLyB149Pj7exMQkPDyciGQyGRGdOnWKiFpbWyMiIvz9/UtLS3sODjL4mTNn7tmz5+mnn37jjTdmzpx56NAhImKCnDVrlrGx8c2bNydPnuzu7t7Z2fm3v/1typQpD3VRAAD1QGknANAL06dPf+6554goJibm/Pnz//73v48cOeLn5zdu3LieNqamphkZGWfOnPHy8kpKSoqJiVEoFMnJyampqfX19WKxmIhMTEx6CjZZWFgQUWtr6/0vzePxbG1tiWjUqFE9B+/cuUNESqWSGYXl8/nu7u5E1NHRweVyBxP83LlzZ8+efffu3UmTJvn6+srl8rNnzzLtZ8yYcf78+U8//bSkpKSqqkosFu/bt+/48eMPdVEAAPVAMgoA+uXatWsSiYSIuFzunDlzepYTMY4ePfr5559bWlouWLBg8uTJBgYGTLpGRObm5kTU3Nx86tSpP/3pTy0tLcyYopub2xDC8PT0JCIjI6N//etfhoaGly9f/uyzz+zt7e+fFPYO/sCBA3fv3vX392ceDIiOju5JRvfu3Xv8+PE5c+Zs3br18uXLf/rTn5qamv79738P7aIAACMKySgA6IUVK1a88cYbSqWyvb2dObJkyZJ7my1evHjnzp0tLS1Tp0719fXt6uq6cOECEQUGBjIrfogoMjIyIiLihx9+kMlko0aNiomJuXjx4sPGk5CQsHnz5oaGhkmTJj3xxBPHjh1rbGzMzc0dfPDMSK1IJNq+fbtYLGYqUnV2dhJRd3f3vn37vvrqK4lE0t3d3dbWRkQ+Pj5PPvnk4C8KAKAmbD6wCgAwwu5dA2Rubj5jxox9+/YN9JGTJ08yD4MyjIyMEhISGhsbmdVIxsbGixcv5nA4RDR27NgTJ04wH2EaM+uKel4zH+HxeMyZv/nmG+aEzNsff/xx+vTpTOOxY8euW7fuoYK/fv361KlTmeM2NjZhYWFENGnSJKVSqVAoEhMTeTwe81Uej5eUlDTIiwIAqBl2YAIA6IdUKr1y5YqFhYWzs7OpqSkRFRUVRURE8Hi8O3fuNDc3y2QyFxeX4V+oubm5qalpwoQJQ/isUqkUi8VKpXL8+PH3bj3a0dFx9epVInrkkUf6TMQP56IAAKqFZBQAYFB6J6NsxwIAoDvwzOhw/fzzz8ePH1+xYgXbgQDAyBozZkxMTAwzSgoAAKqCkdFhkUqly5cvb21t7SltDQAAAACDh5HRoYuKivrll1+6u7uHVtgFAAAAADAyOnQXL17s7OwsKCg4d+7cv/71L7bDAQAAANA+2A506Dw9Pb29vceOHct2IAAAAADaCtP0IyhwZ7mwWuZ0apvZzcs9B4uLi1kMCQAAADTKa7WjiaggUMB2IKxBMjqCAlz5wmrZspTtKWEqKEaoCcRisbOzM9tRqBJ6pPnQIw2nY90h9Egb6FKPjl/vJLrzhEUn24GwCdP0I4jJQYXVzWwHAgAAAJqoStZFRI+adbMdCJuQjI44sayd7RAAAABAEx2/3klEGBmF4WJ2qe4X7+ZlcVMHBkcBAACgX8EOJmyHwDIko8P1wgsvFBQUDPTVUZIfiGjv2Xo1RgQAAABaIEN0h4i8BMZsB8IyJKMji1lHL6yWsR0IAAAAaJbKZjkRTeHr+2pyJKMjy7jtZoCrADP1AAAA0EdDh4KI7Lj6nozpe//VIMCVT0QnfsPgKAAAAPyBWbqEB0YJyagaPPWogFDgCQAAAHoprb9LRMGOpmwHwj4koyOOGRlFgScAAADowTww6qX3D4wSklH1YB4bZTsKAAAA0CCYo2cgH1eHBF8HYbXs+TzRpzGT2Y4FAHSEu7s72yHor0uXLrEdAugCFHViIBlVhwBX5rFRrGECAFVCSsQK/BkAw/fCqVuEok7/gWl6dXC24qLAEwAAADAaOhTBDiYo6sTAXVATFHgCAAAA+k9RJ+iBZFRNUOAJAAAAiCi3tp2IYl3M2A5EUyAZVRNmZBSPjQIAAOg5bLzUB26E+vxnGRMGRwFAN4nFYoP/lZCQ8O2339rb2w/m4+np6WKxeKATGhoa2tjYJCUljUjoAOqCjZfuhWVc6lP2ijcnsXRDcW3AK95sxwIAoHoKhUKpVJ48edLFxYU5YmZmJpfLd+/ePZiPf/DBB9OnT3d2du73hHK5/PTp0wsXLpwzZ05gYOBIxA+gBlWyLkJRp/+FkVF1w1ZMAKDbbG1tHf+Dz+eLxeLU1FQiOnr0aFxcXFpa2rhx465du/bMM89YWFgIBIJXX31VoVBMmzatsbFx8eLFO3fu7PeETk5OQUFBhoaG3d3dRLR582ZHR0culztlypTKysqWlpY+JySikpKSqVOnCgSCBQsW3Lx5U/23AuBezMZLGBntDSOjahXgKhBWy4TVzcwjpAAAqrLnbP2GY7Xqv+7SGY4pYS69j+Tl5dnZ2TGvExIS2tvbq6uriailpaWwsPDs2bNr167dv39/ZWWlUCi8ceNGTExMREREenr6s88+++qrr86ZM6fPJXJzc+3t7WUyWUFBgbe3t7+//5kzZ9atW5edne3j47Ny5cpt27ZNmjSpzwk9PDzmz5+fmprq5+eXlJSUkJBQWFionnsCcB9MUSe2o9AsSEbVKsCVL6yWnfhNhmQUAFTrSlOHhmw7fODAAS6Xy7yOjY3t/aXW1tYLFy64urpu27bt1q1bEokkLCystLTU3t7+kUce4fF4fn5+jz76aJ8THjx4kMvlKhSK2tpaLy+vxsZGPp+/b9+++Ph4qVRqZWUllUqNjY37nDAnJ8fHxyc6OpqINm7cOGvWLKlUamNjo56bANCvDNEdwhz9PZCMqlWCr+P6Y7V7ztX3GUgAABim8VZcZysu21EQER0+fNjNza3fL40bN87V1ZWIli1bVlFRERcXJ5fLw8PDd+3aNZgTtre3+/v779ixIyUlJSMjIykpqbW11dzc3MfH594T1tTUnDx5cuzYsT3nkUgkSEaBXcwcPTZe6gO3Q62YrZgwUw8AKrfU13GpryPbUTzA6NGjmRdNTU2pqamZmZmlpaUvv/xySkrKYBY5mZmZubu7V1VVbd26tbi4uKSkZNKkSZs2bTp9+vS9J3RwcIiKisrJySEiuVxeXl7u6ek5st0DeBAUdeoXboe6YSsmAID09PT4+Hgimjt37rRp0+RyOREZGBg0NDR0dXX1aXz9+vW6ujqJRJKXl1dUVOTn5yeRSFxcXCZOnFhfX5+bm9vV1XXvCcPDw48cOfLTTz+ZmppmZmauWLHC0NBQ/T0F6IGiTgNBMqpuzAQ9qo0CgJ7gcDgcDqfPwcTExBs3bggEgtGjR4tEosTERCIKDg6OjY19//33+zSePXv2uHHjnJycXnnllejo6MTExPj4+HPnzvH5fC8vryeffLK4uHjq1Kl9Tvjkk08mJycHBgaam5vv27fvww8/NDDAf/KATaX1d4ko2NGU7UA0DkepVLIdgy5zd3e/dOlSn4OcxFJnK25t8kxWQhoOsVjcuwSgDkCPNB96NJB+f72AGmjdnccPkYb4c5mMiAoCBfd+SUt7pCr4M5EFAa4CcVMHBkcBAAD0Cubo+4VklAXMTP2GYhYqAgIAAID6oajTfSAZZYGzgEvYigkAAEBvoKjTfSAZZQFT4Akz9QAAAPrg+PVOZuMlFHXqF24KO1DgCQAAQE9UyboIc/QDQzLKDuax0T3n6tkOBABAxe7evXv58mWJRIJqLQAMzNHfH5JR1jAz9WxHAQCgShkZGXZ2djNmzHBycvLw8KioqBjpK86aNevTTz/tfUQsFhv8h6GhoY2NTVJS0kiHAXAf2Hjp/nBfWMPM1GNNPQDojIqKijfeeOPLL79saWmRSCRjxoxJSEgY6Ysyuzf1plAolErld999V1dXJxaLMzMz33///bKyspGOBOA+UNTpPjBizJqnHhXQsVphdXMK25EAgA5oKTt482C6+q87KnCh9cJE5vW1a9eIiKndPXbs2N27dx86dEihUBgYGJSUlCQmJl67du2pp57Kzs62trYuKChITk6uqanx9PTMzMz08fEhouLi4rVr1/7222+enp7bt29//PHHy8rKtm/fPm7cuNzcXDMzs927d4eHhx84cGD9+vVXrlwJCwu7fft2v4HZ2to6OjoSkbm5uaGhYXd3NxFt3rx5+/btMpnMzc3t888/Hz9+fEJCQklJibGx8aJFi5hdmu4NVS03EnRWcvltwsZL94WRUdagwBMAqFBX4zVW/tc7hlmzZrm4uEyfPn3JkiV79+61tLRcvXq1gYHBlStX5s+f/8ILLxQXF9++fTshIaG6ujoqKioqKurYsWMODg4xMTFEVFtbGxkZGRoaWlZWNnny5LCwsObm5tbW1vz8/Dt37hQVFT3xxBNvvvmmSCRatGhRbGxsWVmZhYXFxYsX+70hubm5H330UWpqakREhLe3t7+//5kzZ9atW7dp06YffvjByspq27ZtmZmZlZWVQqEwJyfns88+Ky4uvjdUdXzzQKcxD4x64YHRgeHWsIYp8CSslgmrm5kpewCAITO2dTK2dWI3htGjR58/fz4rK6uwsPDFF19UKBTr1q1bv379/v37fXx8oqOjiWjjxo2zZs2aOnWqt7f3hg0biOijjz765JNP2tvbc3JyPDw80tLSmINHjx7Nz8+3trbm8Xg7d+7kcrmrVq0KCQk5cODA9OnT33nnHSJ67LHHioqK+g3m4MGDXC5XoVDU1tZ6eXk1Njby+fx9+/bFx8dLpVIrKyupVGpsbHzr1i2JRBIWFlZaWmpvb5+Tk9MnVKlUamNjo76bCLrl+PVOwhz9gyAZZVNKmItwp2xDcW3AK95sxwIA2m1U4MJRgQvZjUEqlSoUitWrV69evbq1tXXr1q0pKSlPP/10TU3NyZMnx44d29NSJBJNmTKFee3o6JicnExEV69enTp1KnPQxMTEw8PjypUr1tbWjo6OXC6XiMzNzbu7u69du+bh4cE0MzU1dXd37zeYw4cPu7m5EVF7e7u/v/+OHTtSUlIyMjKSkpJaW1vNzc19fHyWLVtWUVERFxcnl8vDw8N37dp1b6gSiQTJKAwZijoNBqbp2cQMiGKmHgB0wwcffBAXF8e8trCwePvtt3k83uXLlx0cHKKiotra2tra2lpaWk6cODFhwoSGhgamZWNj45o1a+7cuWNjY1Nf/9+Cd3V1dba2tkTE4XB6X8XOzq53s99///3+UZmZmbm7u1dVVW3durW4uLikpEQmk7388stE1NTUlJqaevPmzcOHD5eXl6ekpNwbqqenpyruDegpjIwOBpJRlmErJgDQGSEhIaWlpVlZWcx69s8++6y9vX3GjBnh4eFHjhz56aefTE1NMzMzV6xYERISUlJS8v3337e3t7/77rvnzp0zNzefN29eaWnp119/TURZWVnV1dVhYWH3XuXpp58+fvz4sWPHlEplZmbm1atX+w3m+vXrdXV1EokkLy+vqKjIz89PIpG4uLhMnDixvr4+Nze3q6srPT09Pj6eiObOnTtt2jRmfLRPqIaGhiN600CHIRMdJEzTs6zsFW9OYunes/V4bBQAtF1ISMjWrVvXrFnz2muvGRkZmZmZZWVlTZo0iYiSk5MDAwOVSqWbm9uOHTtmz579xhtvBAYGcjicGTNmpKenE5G/v39qaurChQsVCgWXy/34449dXV1FIlGfq8yaNeudd95ZsGCBUql85JFHxo0b128ws2fPZl4IBILo6OjExMQLFy5ERkby+XxjY+Po6OisrKyoqCihUCgQCIyMjBwcHPLz8z09PfuEamCAURsYIszRDxIHO2SMKHd390uXLt2/DSex1NmKW5s8Uz0hDYdYLGaKtugM9EjzoUcDGcyvFxgJWnfn8UPElhdO3WroUBQECh7YUlt6NEIwMjqg7u7u/Px8kUhkZWUVGRnp5NR3mWp7e/uhQ4dqamocHR2jo6P5/CEObWJNPQAAgO5p6FBgC9DBwOzDgJYvX/7uu++2tLQcPXo0MjKypqam91fb2tqeeeaZjz/+uL29PS8vLzIysqWlZWgXYnLQE7/JVBA0AAAAaIBccQdhjn5wkIz27+LFi6Wlpenp6WlpaV9++aWdnV12dnbvBl9++eWNGze++OKL99577/Dhw93d3Xv37h3atRJ8HYloz7n6B7YEAAAArXC8/i5h9dLgIBntX0VFhZmZWUBAABGZmJgEBQVVVFT0blBdXT1x4kSm+JylpaW3t/dPP/00tGsx1e+xph4AAEBnNHQoiMiOi0TrwfAoQ/+amprs7Ox6FlE6ODg0NTX1bmBvb3/06NG2tjYej9fd3f3rr7+amPT/10+fgszFxcX3tnnMmoTV9NW5WmfDBz/mzCKJRMJ2CCqGHmk+9Ag0kFgsZjuEh6B7/+Q0v0enW02IzJ6w6BzkPxWJRIIFTNCXQqHo/dbAwKC7u7v3kQULFnz00UdLly6dN29eWVnZjRs3eu/Y0dtgFl1uc3b+f2dKf7xJmv9vUfMjfFjokeZDj7TCnTt3LC0tiUipVPaUqbe0tNy/f39iYmKf34TffvttdHT0jRs3BjrbrFmz/vrXvz7//PM9R8Ri8YQJE5jXHA5HIBD87W9/27x5s+p7Mgha9x3UuoAfSMN7lFV+m0g+383aGQuYBgGjx/0zNTVta2vredva2spsRtdjzJgxX3zxxYQJE44fPz5jxoyFCxdaW1sP86LYigkAtJe5uXldXV1dXV1xcbFSqfzxxx/r6uouX76sVCr7/HlPRJMnT969e/d9ziaXy/scYQrpf/fdd3V1dWKxODMz8/333y8rK1NxNwBUobJZTkReyEQHB8lo/5ycnBobG6VSKfNWJBL1Ke3022+/nT9//r333vvss8+WL19eUVHBbII8ZHhsFAC0naOjo6Ojo52dHRE5ODg4Ojra29sTUWdnZ2xsLI/Hc3JyOnLkCBGJxeLU1NSjR4/GxcWlpaWNGzeuubn5wIEDkydP5vF4zzzzzO3bt/u9hK2traOjo5OTU1BQkKGhITNntXnzZmb/+ilTplRWVra0tDzzzDMWFhYCgeDVV19lUuGSkpKpU6cKBIIFCxbcvHlTfTcF9BWWLg0ecvb+zZw5k8fjbdy4cc2aNeXl5d98883atWuJKDk52cPDIy4uzsrKKi0t7datW8899xyzd9xbb701nCumhLkId8o2FNcGvOKtok4AgB65e+3L9ksZ6r+uqdOzZu6v37/N1atXg4ODy8rKtmzZ8uabb4aHh7e3t1dXV7e0tBQWFp49e3bt2rUSiWTRokUpKSlhYWE7duy4ePFiv6fKzc21t7eXyWQFBQXe3t7+/v5nzpxZt25ddna2j4/PypUrt23bNmnSpMrKSqFQeOPGjZiYmIiICA8Pj/nz56empvr5+SUlJSUkJBQWFo7AzQAgIsoQ3SEUdXoYSEb7x+fz09LS3nrrraCgIAMDg3nz5sXFxRFRQUFBW1sbk4z+4x//+OSTT7Zt22ZpaZmSkjJ16tThXNFZwCXM1APAUCnaJIo2DV3VwePxdu7cyeVyV61aFRIS0vtLra2tFy5ccHV1Xb9+/fTp09955x0ieuyxx4qKivo91cGDB7lcrkKhqK2t9fLyamxs5PP5+/bti4+Pl0qlVlZWUqnU2Nj41q1bEokkLCystLTU3t4+JyfHx8cnOjqaiDZu3Dhr1iypVMqUQwFQOWxJ/7CQjA4oNDQ0JCREKpVaWlr2PDBaWVnZ0yA2NjY2NvbmzZtWVlY9T+sPGVPgCVsxAcDQGPDGGfD636WddcwcOhGZm5v3WQw6btw4V1dXIrp27ZqHhwdz0NTUtE8dkh6HDx9mnolqb2/39/ffsWNHSkpKRkZGUlJSa2urubm5j4/PsmXLKioq4uLi5HJ5eHj4rl27ampqTp482XuZqUQiQTIKIwGZ6BAgGb0fDodja2t7/zbDX7fUI8HXQVgt23u2HskoADwsU6doU6dotqPo333+XB89ejTzws7O7sKFCz3Hf//99/uf08zMzN3dvaqqauvWrcXFxSUlJZMmTdq0adPp06ebmppSU1MzMzNLS0tffvnllJQUBweHqKionJwcIpLL5eXl5Z6enqroGUBfVbIuwhz9Q8ICJg2y1NeRiITV2BcUAPTO008/ffz48WPHjimVyszMzKtXr/bb7Pr163V1dRKJJC8vr6ioyM/PTyKRuLi4TJw4sb6+Pjc3t6urKz09PT4+nojmzp07bdo0ZnyUebjf1NQ0MzNzxYoVhoaG6u0f6AtmHT1GRh8KRkY1CzNTz3YUAABD12cctN9hUQ6H0+f4rFmz3nnnnQULFiiVykceeWTcuP4fOZg9ezbzQiAQREdHJyYmXrhwITIyks/nGxsbR0dHZ2VlRUVFCYVCgUBgZGTk4OCQn5/v6emZnJwcGBioVCrd3Nx27NjRs6cJgGo1dCiQiT4sjlKpZDsGXebu7j6Yovc99pytfz5PtNTX8dOYySMX1ZCJxWINrzP8sNAjzYceDeRhf72AqmjdnccPkTr9uUy2crL5w+ajmtwjNcCfhpolwFVAmKkHAADQQi+cukVEU1Dr/iEhGdUszJp6VL8HAADQOg0diil8IzsukquHg/ulcZil9Cd+w+AoAACA1mBq3Qc5mrIdiPZBMqpxUsJciGjPuXq2AwEAAIDBYtbRY45+CJCMaiLM1AMAAGiXhg4FEWGOfghwyzRR2SvehJl6AAAALYGNl4YDyajmwsgoAGgXsVhs8L8SEhKGdqr09HSxWExEhYWFA20N2ueKhoaGNjY2SUlJQ7siwHDk1rYT0crJ5mwHopXwZIOGQvV7ANA6CoVCqVSePHnSxcWFOWJmZja0U33wwQfTp093dnZWKpUKhWIwV5TL5adPn164cOGcOXMCAwOHdl2AoWHm6GFokIxqqABXvrBatqG4llnPBABwfz8W/FyWeUr91/X+s2fAS369j9ja2jo6OvY+UlxcvHbt2t9++83T03P79u2PP/54WVnZ5s2bjx07RkS//vprVFTUli1b9u3bN23atO3bt/P5/MbGxsWLFyclJTk5OXV2dsbGxn711VfW1ta7d+8ODw/vE0PPFc3NzQ0NDbu7u4lo8+bN27dvl8lkbm5un3/++ZQpU1paWhISEkpKSoyNjRctWvThhx8aGBiUlJQkJiZeu3btqaeeys7Otra2Htn7BboIc/TDhGRUQz31qICO1Qqrm1PYjgQAtELz7y3Nv7ewHQURUV5enp2dHfM6ISGhvr4+MjLy9ddfz8rK+r//+7+wsLDa2trW1tba2lqmTVtb2+XLl1taWgoLC8+ePbt27dqJEyc+99xzr7766pw5c0Qi0dWrV4ODg8vKyrZs2fLmm2/em4zm5uba29vLZLKCggJvb29/f/8zZ86stfM4egAAIABJREFUW7cuOzvbx8dn5cqV27Zt++STTzIzMysrK4VC4Y0bN2JiYiIiIjw8PObPn5+amurn55eUlJSQkFBYWKjWmwU6obT+LhEFo6jTUCEZ1VBMtVGxrJ3tQABAO/DHjOKPGcV2FEREBw4c4HK5zOvY2NicnBwPD4+0tDQi+uijj44ePZqfn9/vAGRra+uFCxdcXV2JiMfj+fn5PfrooyKRiMfj7dy5k8vlrlq1KiQk5N4PHjx4kMvlKhSK2tpaLy+vxsZGPp+/b9+++Ph4qVRqZWUllUqJyNjY+NatWxKJJCwsrLS01N7ePicnx8fHJzo6mog2btw4a9YsqVRqY2MzcjcHdBJT1MkLRZ2GCjdOcy31ddxztn7P2fqlvo4Pbg0A+u2xP3s89mcPtqMgIjp8+LCbm1vP26tXr06dOpV5bWJi4uHhceXKlX6T0XHjxjGZaB+Ojo5Mdmtubs5MwQ90xfb2dn9//x07dqSkpGRkZCQlJbW2tpqbm/v4+BDRsmXLKioq4uLi5HJ5eHj4rl27ampqTp48OXbs2J5TSSQSJKPwUDBHP3xYTa+5Po2ZTER7z15nOxAAgKGzsbGpr//vLh51dXW2trYcDqcnrbx58ybzYvTo0f2egcPhDPJaZmZm7u7uVVVVW7duLS4uLikpkclkL7/8MvPVpqam1NTUmzdvHj58uLy8PCUlxcHBISoqqq2tra2traWl5cSJE56enkPsJ+grzNEPH5JRTYeZegDQavPmzSstLf3666+JKCsrq7q6OiwszMbGRiwWV1RU3L17d9u2bfd+ysDAoKGhoaurazCXuH79el1dnUQiycvLKyoq8vPzk0gkLi4uEydOrK+vz83NZc6Tnp4eHx9PRHPnzp02bRozPnrkyJGffvrJ1NQ0MzNzxYoVhoaGKu096D7M0Q8f7p1GYwo8CaubmUdIAQC0jr+/f2pq6sKFCxUKBZfL/fjjj11dXV1cXEJDQ729vc3NzaOiou79VHBwcGxs7IYNGx577LEHXmL27NnMC4FAEB0dnZiYeOHChcjISD6fb2xsHB0dnZWV9dVXXyUmJkZGRgoEAiMjIwcHh/z8fE9Pz+Tk5MDAQKVS6ebmtmPHDgMDjNHAQ8Mc/TBxlEol2zHoMnd390uXLg3548Lq5sCdFwJcBcyeTKwTi8XOzs5sR6FK6JHmQ48GMsxfLzBkWnfn8UM0cjJEd45f71w52XyY+ajm9IgV+BNQozkLuISZegAAAI2E1UsqgWRUozlbcQNcBeKmDmwNCgAAoFGQiaoKklFNx0zQbyiuZTsQAAAA+K8qWRcReQmM2Q5E6yEZ1Q6YqQcAANAoGBlVFSSjWgAz9QCgMzo7Ozs6OtiOAkA1kImqBJJRLZAS5kKYqQcAjScWiw3+V0JCwrfffmtvb880+OCDD6ytrV9++eX09HSxWExEhYWF7u7ugzmhoaGhjY1NUlKSevoCcH8ZojuEOXoVQZ1RLYA19QCgFRQKhVKpPHnypIuLC3PEzMxMLpfv3r2bebtr167MzMxFixaNGTNm+vTpzs7OSqVSoVAM5oRyufz06dMLFy6cM2dOYGCgOvoDMDDM0asQRka1ANbUA4AWsbW1dfwPPp8vFotTU1OJaObMmbW1tWvWrHFycmpsbFy8ePHOnTuJqLOzMzY2lsfjOTk5HTlyZKATOjk5BQUFGRoaMvuIbt68mdmzfsqUKZWVlUTU0tLyzDPPWFhYCASCV199lclxS0pKpk6dKhAIFixY0LPvKMAwIRNVLYyMaoeUMBfhTtmG4toAzah+DwCa5vyVgm9+/kj9153uHBky+aXeR/Ly8uzs7JjXCQkJ7e3t1dXVRLRx48ZFixa99NJLjzzyyIoVK1599dU5c+aIRKKrV68GBweXlZVt2bLlzTffDA8P73OJ3Nxce3t7mUxWUFDg7e3t7+9/5syZdevWZWdn+/j4rFy5ctu2bZ988klmZmZlZaVQKLxx40ZMTExERISHh8f8+fNTU1P9/PySkpISEhIKCwvVc1tAt2EdvWohGdUOzHagmKkHgIHI2n6Xtf3OdhRERAcOHOByuczr2NjYnuMhISFmZma+vr5hYWFr1qzx8/N79NFHRSIRj8fbuXMnl8tdtWpVSEjIvSc8ePAgl8tVKBS1tbVeXl6NjY18Pn/fvn3x8fFSqdTKykoqlRKRsbHxrVu3JBJJWFhYaWmpvb19Tk6Oj49PdHQ0EW3cuHHWrFlSqdTGxkYttwF0GUZGVQvJqNbAPvUAcB8C3hgBbwzbURARHT582M3NbfDtmdl2IjI3N2em4Ac6YXt7u7+//44dO1JSUjIyMpKSklpbW83NzX18fIho2bJlFRUVcXFxcrk8PDx8165dNTU1J0+eHDt2bM+pJBIJklEYJmSiKodkVGuUveLNSSzFTD0A9Gv6+D9PH/9ntqMYCg6HM8iWZmZm7u7uVVVVW7duLS4uLikpmTRp0qZNm06fPk1ETU1NqampmZmZpaWlL7/8ckpKioODQ1RUVE5ODhHJ5fLy8nJPT88R7AnoB8zRqxwWMGkZzNQDgA4wMDBoaGjo6uoaTOPr16/X1dVJJJK8vLyioiI/Pz+JROLi4jJx4sT6+vrc3FzmPOnp6fHx8UQ0d+7cadOmMeOjR44c+emnn0xNTTMzM1esWGFoaDiyHQM9gJFRlcPIqDbBTD0AaB0Oh3Pv2GdwcHBsbOyGDRsee+yxB55h9uzZzAuBQBAdHZ2YmHjhwoXIyEg+n29sbBwdHZ2VlfXVV18lJiZGRkYKBAIjIyMHB4f8/HxPT8/k5OTAwEClUunm5rZjxw4DAwzBgAogE1UtjlKpZDsGXebu7n7p0iVVnU1Y3Ry480KAq6CMpZl6sVjs7OzMyqVHCHqk+dCjgaj21wsMntbdefwQqVCG6M7x650rJ5urNh/Vve/RQ8HfiNoEa+oBAABYhDn6kYBkVMug+j0AAAArkImOECSjWoaZoMc+9QAAAGqGdfQjBAuYBtTd3Z2fny8SiaysrCIjI52cnPo06OzszM/P/+WXX6ytrSMiIsaPH6+22DBTDwAAoGYYGR0hGBkd0PLly999992WlpajR49GRkbW1NT0afDCCy9s2bKlo6Pj66+/joyM/PXXX9UTGGbqAQAAWIFMdCQgGe3fxYsXS0tL09PT09LSvvzySzs7u+zs7N4Nrl27dvr06bS0tPfee+/LL780MTH5+uuv1RNbSpgLYaYeADTV3bt3L1++LJFIUK0FdEmG6A5hjn5kIBntX0VFhZmZWUBAABGZmJgEBQVVVFT0bjB69GhDQ8OOjg4i6urq6urqUtsWc84CLmGmHgA0UkZGhp2d3YwZM5ycnDw8PJjfnN9++629vf1AH0lPTxeLxYWFhe7u7gO1EYvFBv9haGhoY2OTlJQ0Ih0AGADm6EcOnhntX1NTk52dXU95ZAcHh6ampt4NRo0atWbNmjfffPPw4cOVlZWenp4LFizo91R9fr0WFxcPPzy/sWY/1LXnnfzFbyx3+GcbPIlEos7LqQF6pPnQIy1SUVHxxhtvFBcXh4aG1tXVLVmyJCEh4ccff5w8efLu3bsH+tQHH3wwffp0pVKpUCgGaqNQKJRK5cmTJ11cXORy+enTpxcuXDhnzpzAwMCR6coDiMViVq47NLr3T079PTrdakJk9oRF5wh96yUSiT7XGUUy2r8+vxMNDAy6u7t7H2lpafniiy8EAsHYsWPb29urqqq+//770NDQe081ErWRT61y5iSWflTRHvPkJJWf/P5076cFPdJ86NFgHL/emVvLwoRJsKNprPMffxVfu3aN/tO7sWPH7t69+9ChQwqFQiwWp6amlpeXC4XCY8eOmZiYLFu2jMPhfPzxx9OmTWtsbFy8eHFERERnZ2dsbOxXX31lbW29e/fu8PDwPteytbV1dHQkInNzc0NDw55fy5s3b96+fbtMJnNzc/v888/Hjx+fkJBQUlJibGy8aNGiDz/80MDAoKSkJDEx8dq1a0899VR2dra1tfVweq11/ya1LuAHUnOPsspvE8nnu1k785E4qR7uaf9MTU3b2tp63ra2tnK5/zMGKRQKr169WlJSwsw9vfbaa1lZWf0moyMHM/UA0KOhQ9HQMeDIonrMmjXLxcVl+vTpCxYsCA4ODg8PX716NRG1t7dXV1cvX758165dmzdv9vLyOnDgADODn56e/uyzz7766qtWVlaZmZnBwcFlZWVbtmx58803701Gc3Nz7e3tZTJZQUGBt7e3v78/EZ05c2bdunXZ2dk+Pj4rV67ctm3bpEmTKisrhULhjRs3YmJiIiIiPDw85s+fn5qa6ufnl5SUlJCQUFhYqP77A9qrsllORF7IREcGbmv/nJycGhsbpVIp8ySoSCTqU9pJIpEYGxsLBALmrYeHx/nz59UZ4VJfxz1n6/ecrV/q66jO6wKAZrLjGthxWV4GMHr06PPnz2dlZRUWFr744osKhWLdunXr169nvmpjY7Nr165FixZZWFhs2bLF1dWViEJCQng8np+f3+3bt3k83s6dO7lc7qpVq0JCQu49/8GDB7lcrkKhqK2t9fLyamxsdHJy4vP5+/bti4+Pl0qlVlZWUqnU2Nj41q1bEokkLCystLTU3t4+JyfHx8cnOjqaiDZu3Dhr1qyeX+8Ag4SnRUcOktH+zZw5k8fjbdy4cc2aNeXl5d98883atWuJKDk52cPDIy4ubsaMGRkZGenp6QkJCVKpNDc3909/+pM6I0zwddxztn7v2etIRgGAiIIdTFj/j6VUKlUoFKtXr169enVra+vWrVtTUlKefvrpngZRUVFOTk51dXXx8fH3ftzR0ZGZgzI3N+/zZBTj8OHDbm5uRNTe3u7v779jx473339/3LhxGRkZSUlJra2t5ubmPj4+y5Ytq6ioiIuLk8vl4eHhu3btqqmpOXny5NixY3tOJZFIkIzCICWX3yaiYEdTtgPRWVhN3z8+n5+Wlnb69OmgoKDVq1fPmzcvLi6OiAoKCs6dO0dEjz/+eFJS0pdffhkYGPjcc8+5u7snJyerM0KsqQcATfPBBx8wvyqJyMLC4u233+bxeJcvX+5pkJ2dLZPJxo0bx0zf98HhcAZ5ITMzM3d396qqKiLaunVrcXFxSUmJTCZ7+eWXiaipqSk1NfXmzZuHDx8uLy9PSUlxcHCIiopqa2tra2traWk5ceKEp6fncHsLegNz9CMNd3ZAoaGhISEhUqnU0tKy54HRysrKngZLly5dsmSJVCq1sLDg8XhqDs/ZiouZegDQKCEhIVu2bMnKymLWJ3322Wft7e0zZsxobGwkIolEsmrVqg8//NDV1XX27NnR0dHMXLyBgUFDQ4OJyYOHda9fv87j8ZRK5XfffVdUVPTmm28yp3VxcZk4cWJ9fX1ubq6Tk1N6erpIJCosLJw7d+60adOY8dGtW7f+9NNPvr6+O3bsyMnJKS8vH+m7AboBFZ3UAMno/XA4HFtb2/s0MDAwsLOzU1s8fWCmHgA0SkhIyNatW9esWfPaa68ZGRmZmZllZWVNmjRJKpVyOJwXX3zxiSeeWLJkCRG9+OKLy5Yt+/nnn83NzYODg2NjYxctWvTA88+ePZt5IRAIoqOjExMTiSg+Pj4yMpLP5xsbG0dHR2dlZUVFRQmFQoFAYGRk5ODgkJ+f7+npmZycHBgYqFQq3dzcduzY0VO5D+D+SuvvEuboRxgHO2SMKHd395Eo7dQjcGe5sFpW9opPgCt/5K7SQywW61h9EPRI86FHAxnpXy8wEK278/ghGo4/l8mIqCBQMKJX0b3v0UPBn4barewVbyI68ZuM7UAAAAB0Debo1QPJqC7Yc66e7RAAAAB0DbORxMrJ5mwHouOQjGq9AFeBuKlDWN3MdiAAAAA6paFDwXr5Xn2AW6z1mKdFMVMPAACgQhmiO0QU62LGdiC6D6vptV6Cr+P6Y7V7ztWnhLmwHQsAqJW7uzvbIQDoLKa86BSUFx15uMVaz9mKG+AqEFbLhNXN6llTDwCaQEMWdOveKmDd6xEMQVWzvKFDMYVvhGl6NcAt1gXMmvq9Z7GMCQAAQAWO198loiCUF1ULJKO6Q1iNx0YBAABUgJmjR1En9UAyqiOwph4AAEBVGjoUyETVBsmojkjwdSDM1AMAAAwbs47eS2DMdiD6AsmojghwFRBm6gEAAIYNGy+pGZJRHcGsqcdMPQAAwHAgE1U/JKO6g1lTv6G4lu1AAAAAtFWVrIswR69eSEZ1jVjWznYIAAAA2gojo+qHZFSnLPV1FDd17MEyJgAAgKFCJqpmSEZ1SoKvIxHtPXud7UAAAAC0T3L5bSIKRq179UIyqlMCXPk9W4OyHQsAAICWYWrde2E/evVCMqprmO3pT/yGGk8AAAAPAU+LsgXJqK5JCXMhoj3n8NgoAADAQ8itbSeiWBcztgPRO0hGdRAKjgIAADyUqmZ5Q4diCt/IjovUSN1wx3UQU3AUW4MCAAAM0vH6u0QUhKVLbEAyqrOwNSgAAMAgMUuX8MAoK5CM6ibM1AMAAAxeQ4cCmShbkIzqJmYZE7YGBQAAeKAM0R3CFqDsQTKqm5gCT9gaFAAA4IFQ1IldSEZ1FrYGBQAAeCBkoqxDMqqzPo2ZTNgaFAAA4L5K6+8StgBlFZJRXcZsDcp2FAAAAJoLW4CyDsmoLmOeHMUyJgAAgH5hjl4TIBnVZQm+joStQQEAAAaALUA1AZJRXeZsxUXBUQAAgH4dv97JlBfFFqDswt3XcQm+DoStQQEAAO5RJesilBfVAEhGddxSX0fC1qAAAAD3wAOjGgLJqO7DTD0AAEC/kIlqAiSjug9bgwIAAPSRXH6bUF5UMyAZ1X0BrvwAV4FY1o7BUQAAAAbKi2oOfA8G1N3dnZ+fLxKJrKysIiMjnZycen/1l19+OXXqVO8jo0ePjoqKUm+MgxXgyl9/THbiNxlTeRQAAECf4WlRjYJkdEDLly//4YcfQkNDz5w5s3v37kOHDk2YMKHnq9euXSsuLu55W11d7eDgoLHJaEqYy/pjtXvO1TNT9gAAAPoM5UU1CpLR/l28eLG0tHTXrl1BQUGdnZ0RERHZ2dmbNm3qaRAaGhoaGtrTOCEhYePGjSwFOyjM1qDC6mYMjgIAgD6rapY3dCim8I1QXlRD4NvQv4qKCjMzs4CAACIyMTEJCgqqqKjot2V7e/vy5ctfeuklb29vtYb4kMpe8SYUHAUAAL13vP4uEQVh6ZLGwMho/5qamuzs7AwM/kjWHRwcmpqa+m25e/duIlqyZMlAp3J3d+/9tvfkvvp9c6lRLB76rIREIlFhMJoAPdJ86JGG07HuEHqkDYbZo+PXRxORa8fvYrFq4hk+iUTi7OzMdhSsQTLaP4VC0futgYFBd3f3vc2am5uzs7OTk5NNTAZ8CPrSpUuqj29IAlxlwmqZuJs/nJl63ftpQY80H3qk4XSsO4QeaYMh9+j49U6iO8EOJrp3T7QXpun7Z2pq2tbW1vO2tbWVy+Xe26yoqEipVIaHh6sxtKFDwVEAANBzpfV3CeVFNQyS0f45OTk1NjZKpVLmrUgk6lPaiVFUVOTv7z9q1Cj1RjdETMFRZhkT27EAAACwAOVFNRCS0f7NnDmTx+Nt3Lixrq6usLDwm2++YdbOJycn79+/n2mjVCpFItHUqVNZjfThMMuYTvyGreoBAEDvZIjuENHKyeZsBwL/A8lo//h8flpa2unTp4OCglavXj1v3ry4uDgiKigoOHfuHNOmvr6+ra3t0UcfZTXSodhzDmvqAQBA7zDDoqh1r2kwTD2g0NDQkJAQqVRqaWnZ88BoZWVlT4MxY8ZozuKkwUPBUQAA0E8NHQpkohoII6P3w+FwbG1t+126pL2wjAkAAPQQM0fvJTBmOxDoC8mo3mEGRMWydrYDAQAAUB/sR6+xkIzqo/VzXMRNHRgcBQAAPYFMVJMhGdVHzEw9ljEBAICeyK1tJ6yj11RIRvVUgKtA3NTBdhQAAADq0NChmILaopoKyaieSvB1IKLn80RsBwIAADCymKVLQdh1SVMhGdVTAa4CIhJWo/o9AADoODwwquGQjOopZyvuUl9HcVPHnrN4chQAAHQWMlHNh2RUf30aM5mI9p69znYgAAAAI6W0/i4RBWOOXoMhGdVrzG5MbEcBAAAwUiqb5VP4Rl5YvaTBkIzqNSxjAgAAnYelSxoOyahewzImAADQYX8ukxEeGNV4SEb1mrMVlyk4KqxuZjsWAAAAVcLSJW2BZFTfMbsxYWtQAADQMVi6pC2QjOq7AFc+s4wJg6MAAKAzGjoUlc1yO64Bli5pPiSjQGWveBPRXhQcBQAAXcFsRh/rYsZ2IPBgSEbhD1jGBAAAOgMPjGoRJKNARMQsY8JuTAAAoDOQiWoLJKNA1LOM6RiWMQEAgNZ74dQtwtIl7YFkFIj+s4wJNZ4AAEDbVTXLGzoURISlS9oCySj8AcuYAABABxyvv0tYuqRVkIzC/8AyJgAA0GrM0qVYZy7bgcBgIRmF/2Jm6lEAHwAAtBqWLmkXJKPwX8wypj3nMFMPAABaCUuXtBGSUfgvLGMCAADtdfx6Z0OHArsuaR0ko/A/EnwdCFvVAwCAFqqSdRGWLmkhJKPwP5b6OhKRWNYubupgOxYAAICHgF2XtBSSUehrqa+juKkDNZ4AAECL5Io7CJmodkIyCn0l+DoSljEBAIBWYcqLYumSNkIyCn1hGRMAAGidhg7FFL4Rli5pIySj0A8sYwIAAC2SXH6biIIwLKqdkIxCP5hlTMJqGQZHAQBAwzV0KCqb5YQHRrUWklHonzI9iLBVPQAAaLzc2nZCJqrNkIzC/WCregAA0HBMRaeVk83ZDgSGCMkoDIhZxrQHg6MAAKDZMCyq1ZCMwoCYreo3HMMyJgAA0FDYjF4HIBmFAaHGEwAAaDJsRq8bkIzC/ZS94k2o8QQAABoJm9HrBvwlMaDu7u78/HyRSGRlZRUZGenk5HRvmwsXLpw8edLMzCwsLKzfBrpBLGtnOwQAAIC+sBm9bsDI6ICWL1/+7rvvtrS0HD16NDIysqampk+D3NzcJUuWVFVVffPNN6GhobW1ujl8yGxV/3yeiO1AAAAA+kImqgOQjPbv4sWLpaWl6enpaWlpX375pZ2dXXZ2du8Gt2/ffu+9995+++2PPvooLy9vxowZX3zxBVvRjqiUOS6EGk8AAKBhmKVLmKPXAZim719FRYWZmVlAQAARmZiYBAUFfffdd70bCIVCU1PTZ5999urVq3K5/LPPPjMw0M3M3tmKG+AqEFbL9pytD7BlOxoAAID/LF0KdjCx4+rmf3z1CpLR/jU1NdnZ2fXklw4ODk1NTb0bXLt2zcrK6i9/+cvPP/+sUChcXV0zMzMfeeSRe0/l7u7e+21xcfHIhT1CPn1a4PKh7O2vf80N1rWfeYlEwnYIKoYeaT4d65GOdYfQI20gkUi+NjQnMvLkyMTiRrbDUQGJROLs7Mx2FKxBMto/hULR+62BgUF3d3fvI7du3bpy5cqSJUvy8vJu3Ljx17/+dfPmzbt27br3VJcuXRrZWNUiwFUmrJZJOGP8de6nRfd+/tEjzadjPdKx7hB6pPF+6zD6td6IiEImjWM7FlABXRvoUhVTU9O2traet62trVwut3cDc3NzAwODxMREY2PjcePGxcbGnj17Vu1hqk+CrwMRZZzGk6MAAMCy07eNCft/6hAko/1zcnJqbGyUSqXMW5FI1Kdy04QJE4ioZ7hULpcbGenyMHOAq4CIJLe72A4EAAD03elWE8I6eh2CZLR/M2fO5PF4GzdurKurKywsZIo3EVFycvL+/fuJ6KmnnrKwsPjnP/8pk8mqqqo+++yz4OBgtqMeQc5W3KW+jpIWOWo8AQAAizJEdwiZqG5BMto/Pp+flpZ2+vTpoKCg1atXz5s3Ly4ujogKCgrOnTtHRJaWlrt27SovL/fz81u4cOHUqVPXrFnDdtQj69OYyYQaTwAAwCqm0D0qOukSXZ5ZHqbQ0NCQkBCpVGppadnzwGhlZWVPgxkzZhQXFzc3N5uZmZmamrIUplr5jTX7oa59z9n6pb6ObMcCAAB6h8lEn7DoREUnXYLv5f1wOBxbW9s+S5f64PP5epKJElFulCMRbTimm3tNAQCAhsutbSeiOFtsUq1TkIzCwwlwFYibOoTVzWwHAgAAeqehQzGFj0ldXYNkFB4OU+NpQzEGRwEAQK2Sy28TUZCjvsxG6g8ko/BwmKdFhdUyDI4CAIDaVDXLK5vlhHX0ugjJKDw0ZXoQEe09W892IAAAoC+O198lLKLXUUhGYYhQ4wkAANTmj4pOzvdbUgxaCskoDMVSX0dxUwcK4AMAgNpggl5XIRmFoUiZ40IYHAUAALV44dQtIgrG0iUdhWQUhsLZisvUeNqDJ0cBAGAkHb/e2dChCHYw8UJRJx2FZBSGqOwVb0IBfAAAGGFMoXsMi+owJKMwdCiADwAAI4oZFp3CN8KwqA5DMgpDhwL4AAAwokrr7xIK3es6JKMwdEt9HZ2tuCiADwAAIwSF7vUBklEYFmZZPQrgAwCAymWI7hAK3esBJKMwLNgdFAAARggK3esJJKMwXEwBfAyOAgCACjHDopig1wdIRmG4UAAfAABU7o9hUczR6wEkozBcPQXwsaweAABUgslEgx1M7LhIVHQfvsegAp/GTCaiPecwUw8AACqAQvd6BckoqAB2BwUAAFXB/p/6BskoqAZ2BwUAAJXAsKi+QTIKKoPdQQEAYPiw/6e+QTIKKpMS5kJEz+f9zHYgAACgrZLLbxP2/9QzSEZBZQJc+RgcBQCAIatqllc2y+24BigvqleQjIIq/fHkKGo8AQDAw2OeFkVtUX2DZBRUzNmKi91BAQDgYTHDooRdl/QPklFQMWZDJgyOAgDAQ2GGRVdONmc7EFA3JKOgYgEKx1FLAAAgAElEQVSuAiISy9rZDgQAALQJhkX1FpJRUDFnK+6nMZPFTR3P54nYjgUAALRDhugO4WlRfYVkFFRvqa8jEQmrZeKmDrZjAQAALcBsRh/rzGU7EGABklEYEUt9HcVNHdiQCQAAHogZFsUEvd5CMgojglnGJKyWsR0IAABouj+GRTFHr6+QjMKIcLbiMoOjeHIUAADuo2dY1I6LnERP4RsPI+XTmMmEwVEAALgvDIsCklEYQRgcBQCA+8gVdxCGRfUevvcwgjA4CgAA94FC90BIRmGkBbgKxE0d2JAJAAD6hUX0YMR2ACNLKBROnDhxzJgxQ/hsd3d3fn6+SCSysrKKjIx0cnLq0+DChQsVFRU9b4OCgsaPHz+scHXRpzGTXTZ9v+dcfUqYC9uxAACABnnh1C0iCnY0ZTsQYJmOj4yeOnVq3rx5OTk5SqXyYT+7fPnyd999t6Wl5ejRo5GRkTU1NX0afP7557m5uT/8R0NDg4qi1inOVlxmcHTP2Xq2YwEAAE1x/HpnQ4ci2MHEi6/j42LwQDr+L+Avf/nLxYsX//nPfxYVFW3atGnChAmD/ODFixdLS0t37doVFBTU2dkZERGRnZ29adOm3m1++eWXF1988dlnnx2BwHVK2SvenMTSDcdqmZ2ZAAAA8LQo9NDxkdEJEybk5OSkpqaKxeL58+fv2rVLLpcP5oMVFRVmZmYBAQFEZGJiEhQU1HtGnoi6urpqamr4fP7XX3996tSprq6ukYhfZ2BwFAAAemOGRdmOAjSCjo+MMp555pmgoKAPPvggIyOjqKho0qRJPV9av369hYXFvR9pamqys7MzMPgjWXdwcGhqaurdoLq6uru7+/XXXx87dqxEInFyctq3b5+Njc2IdkR7MU+OYnAUAAAIT4vC/9KLZJSIRo0a5eHhYWJiUltb29jYyBzkcDgKhaLf9n2OGxgYdHd39z4il8vnz5+/YsUKJyenK1eu/OUvf9mxY8f69evvPZW7u3vvt8XFxcPpCLskEsmQP+s31uyHuvYPjlRGT7ZUYUjDNJweaSb0SPPpWI90rDuEHo28060mDR1mT1h0WjRLxM1DOYOm9Wj4JBKJs7Mz21GwRi+S0V9//fXtt98uLy/38fF57733XFwevKzb1NS0ra2t521rayuXy+3dwMvLKy0tjXk9fvz4iIiICxcu9HuqS5cuDSN2jTPkn5ZTq5w5iaX/d+H2m+FTVBrRcOnezz96pPl0rEc61h1Cj0bYu6duESnmu1k7D2Ppkkb1CIZJx58ZvXv37rZt2xYsWPDLL7+89dZb+/fvH0wmSkROTk6NjY1SqZR5KxKJ+pR2Onjw4JYtW3retra2GhsbqzBynYQnRwEA9BwW0cO9dDwZ3b59e2Zm5uOPP15UVLR48eKeZ0AfaObMmTweb+PGjXV1dYWFhd98801oaCgRJScn79+/n4hGjRr1ySefHDp06M6dO6WlpUVFRXPmzBnBnugEZkOmDcdQAB8AQE8xi+jxtCj0puN/l1haWr777rvPPffcw36Qz+enpaW99dZbQUFBBgYG8+bNi4uLI6KCgoK2tra4uLi5c+f+/PPPKSkpSUlJpqamcXFxS5cuVX0HdAtTc1RYLdtzth4rmQAA9A2GRaFfOv6v4aWXXhryZ0NDQ0NCQqRSqaWlZc8Do5WVlT0NVq1a9dprrzU1NVlbWxsaGg43Vv2AZfUAAHoLw6LQLx2fph8mDodja2vbZ+lSb0ZGRnZ2dshEBw8bMgEA6CcMi8JAkIyCupW94k14chQAQM9gyyUYCJJRYAEGRwEA9A22XIKBIBkFFmBZPQCAXsGWS3AfSEaBBc5W3KW+juKmjg3FyEcBAHRcrrgDT4vCfSAZBXYwg6N7zmGmHgBAx+FpUbg/JKPAGmZw9Pk8EduBAADAyMLTonAfSEaBNSlzXIhIWC1jOxAAABgpfy6TEVGsixnbgYDmQjIKrOl5chSDowAAOilDdIeIgh1M7LjIN2BA+McBbGKeHBVWy8RNHWzHAgAAKnb8eifhaVF4ECSjwLL1c1zETR0o8wQAoGOYYVFM0MMDIRkFliX4OhKeHAUA0DnMsGis84BbagMwkIwCy5ytuJ/GTMaTowAAugTDojB4SEaBfUt9HZ2tuMJqmbC6me1YAABguKqa5RgWhcFDMgoaoTZ5JjZkAgDQDahyDw8FyShoigBXAQZHAQB0QGWz3I5rgEL3MEhIRkFTJPg6EBEGRwEAtFpy+W0ieh3DojBoSEZBUyz1dcTgKACAVjt+vbOyWT6Fb+TFN2I7FtAaSEZBg5S94k1Ez+f9zHYgAAAwFKX1dwmL6OEhIRkFzRLgKhA3dew5W892IAAA8NAwLApDgGQUNAuzQSg2ZAIA0DovnLpFGBaFh4dkFDSLsxV3qa8jyjwBAGiXXHFHQ4ci2MEEw6LwsJCMgsZhBkf3nKsXN3WwHQsAAAwKaovCkCEZBU30x+AoJusBALQBs/knCovC0CAZBU2UMseFiITVMrYDAQCAB2M2/8SwKAwNklHQRM5W3E9jJoubOgJ3lrMdCwAA3A9T5R6ZKAwZklHQUKiBDwCg+aqa5dj8E4YJyShoLtTABwDQcMy6JWz+CcOBZBQ0GmrgAwBoMlS5h+FDMgoaLSXMhVADHwBAI/25TEaocg/DhmQUNFqAK58ZHH0+T8R2LAAA8F+54g4iwrAoDB+SUdB0zJOjwmoZauADAGiIhg4F87ToJm9LtmMBrYdkFLQAauADAGgUVLkHFUIyClrgjw1Cz9ajzBMAgCaobJYTaouCiiAZBe2gTA8ilHkCANAAqHIPqoVkFLQGyjwBALDu+PVOVLkH1UIyCloDZZ4AAFiHKvegckhGQWugzBMAALtyxR0NHQqUcwLVwj+mAXV3d+fn54tEIisrq8jISCcnp4FaHj58+O7duzExMeoMTz+VveLNSSxlNqwPcOU/sP3Ng+lE1H7xVFfDta7Ga/22udzfQWNbJyIy8/wTETks/3/DCBkAYAR9I8okoprG80RU03huwHbn+x4Q8MYQkcB8jIA35rkZGwZzLZRzghGCZHRAy5cv/+GHH0JDQ8+cObN79+5Dhw5NmDDh3mYXL1586623QkJCkIyqx/o5LuuP1W4org14xfver948mN5+8VTbxe/7/SyTYhKRsd0fLzo6Orhcbk+Dnpz1j/8XXiOiFuHBno8b2zkZ2Y5DegoArDh/pUDW9ntN4/n/z967h0V5n/n/N6MIMwbCQQhMmDpgN1RtdqViVbLJAtHYaMIVK1Ld9PpWG000sQ3++PqLu+ZbgoldE+tPbZNIjH41u5tiEBN3ctQSoUkjWIeANYDYyoyZCRg5DEEZQA7+/rj10yczwzCH5zz368rVMuPjzP34zAzvuQ/v24vuRJUJALGTb/7g8kHn6GtzONsczjYAwP+tu2Rif9eLPEU7J9q3RPAOiVHPNDY2njx5cu/evbm5udevX3/ooYcOHDiwbds2l8MGBgY2bdp0xx13SBJkaFK8KPWQuZ0lR4eu2Hqry90FKApH7cz58QVFXh7NarWmGI1eDuitKnc2nhrusKNORZGK8jQ8waCdOZ+EKUEQglLZXOpRfaJwTEuYvWD6Ou+PYLVajWN/0NVdMmFi1eFsa+0wc+VprE4/2/gwe3y0c1ppjBzroQgiMEiMeubs2bNarTY7OxsAJk2alJub+6c//cn9sB07dqSnpycmJl6+fFnsEEOY4gdSVx9urit9QW/5PbsT1WdKSQW/zxWdUxCdU8C9h8lTZ+OpoWobCVOCIHgHi++VTa9x74zV6dMSMn0sqfvO7Kl5s6fmce9BeYpZ2Mqm1yqbXovV6f886TegSfo1FegJASAx6pnu7u7ExESN5uaAV1JSUnd3t8sxf/rTn44fP/7ee+/t3btX9ABDl67ynVnlO1tu3QxPMKTuPS1mAFx5OpYwFTkkgiDUgXsS1CU3KQ4oT1H1Ykinr80c0iRNHj77fs2O7z/4vpjBEKEAiVHPjI6Ocm9qNJqRkRHuPT09PZs3b37++edjYsYZo0lPT+fePH78OF9Bio/dbpfqqUfPfDBy4sANx02T0bDY5Luid6RETyxbqg+zWgN+2GDPKPWHkPpDAJgEMHrmg9GLn4+aPxjqsF3I12OQmjmLJzzwWFBP4ScSXiOBoDOSOSo7HZDijMzth1s6q65ev4I3oyYlpk/JyUz++xyCNYhPOQjujL6r/VGcfvF7tigAmH/jQJuzbfPRDAzy0btfG+9vC4UqX3VeWilUD4lRz0RERDidTnbz2rVr3O5vANi5c+dtt932zTffHDt27G9/+1tvb+8HH3ywePFi94dqaWlxv1O5iP9u6Srf2VtVPtxhA4DwBEN0TgG2ga463HzoTPuBpqGDK74bzOPzdkbGJ/H/uW2sIycOjJw4IHKuVH2faHRGMkdlpwNinVFlc2md9V3s0QSAWJ3+GcGSjsGc0ev1VwGG70+a9Mvp/wUAlc2llU2vXb1+pbRuqaAxe0d9r7pQhsSoZwwGQ0dHR2dn55QpUwCgubnZxdopOjo6KirqzTffBIC2trahoaHDhw97FKNEwHSV70RvJvi2DEUOrphefdFx6Ez7z+Yk+2LzJBrhiQYWJyppzJVSXylBEMDpyMSbEuo5X/iiZ9hlDf2C6esWTF9Xd8lUd+nd1g7z5qMZkvQSEGqCxKhnsrKydDrd1q1bn3nmmfr6+srKys2bNwPAli1bZsyY8eijj27atIkd/B//8R+XL1/es2ePdPGqDa4M1c3MGmssybIlK6zo5OrDTZYtWSJG5wfxBUUoTC+/XNhbXY59pdRUShChCeYU2c0FM56Qv4BDY1H3NfRs7OmIubjukqmy6bU667skSYnAIDHqmZiYmJdeeunZZ5/Nzc3VaDRLlix59NFHAcBkMjmdTvyZCxt1IoKkv7Hm8suF6KB0V0XbuMdnT4utvugoOW7BZaGyJWnD7qQNu3urynury52NpyhRShChA86kc1OhShFtZdaBcz3Dd8dM9LKGfnlmyfLMEq4klXOil5AnYTdu3JA6Bvly48aNzs7OqKgol4ZR30lPT1dTz6h3s7rgsRfno12ol2yoa0jdA6nbThnjIgNLjgp9RmPh0oHAY6JUqjMSDjojmaOy0wFez8ilK1SqVGjAZ5RX5QCAX2dE+bL80+FsO2IuRisAoXsP6FWnMigz6o2wsLCEhASpowgJmDjzV5kZ4yJxJ9Pqw80HV0wXLECewfK9S0cp1e4JQjVwK/IKSoVy2VJ/FQDuT5rk4xr6WJ3+8ftex/yow9n24odLlHjWhCSQGCWkx7J+LtblWYelX+BOJhlOMo0Lnq9L7Z4kKUEoGhcZqtCatfvcko9gLyn+I1DVnvAR6nQkpKSrfOeFfP1Qh003M+uuirYAlChS/EAqAKw+3MRrdCIRnVOQUlJxV0VbdHYBZkkt6+dKHRRBEH5T2Vy6+WgGKtHZU/O2L6tXrg7b3dwHAAHvW1owfd32ZfWzp+ZhipTX0AgVQplRQhqGrti+fmWjs/EUL7nAVXOS3zhzufqiQ1nFehdwyAk7FjBL6uJmRRCEPOFmQxUxIz8uVwZG746Z6GOBfiyWZ5bETk6ubHoN7Z8e/5fXY3V6viIk1ARlRgkJ6CrfaXlyrrPxlG5mFl9V6aonMwCg+qKj+mIPLw8oFfEFRZgkHuqwdZXvtKyfy0adCIKQG9xs6IIZT2xfVq90JXplYBTnlrbxsYYeU6QLZjzhcLbt++PayubS4B+TUB8kRgmxsRfno7qKLyjycWTeR27szLV2D5Qct/D4mFJBkpQgZI76ZCiyp7kPAFamanl8zAXT16Ee5dqsEgSDyvSEqKB5k3BjOmg7euhM+6o5yUI8vsiwoXv8r7eqnAr3BCE53KL89mX10gbDO+d6hhMjNSuNARoajgXubXrxwyVYslduNy0hBJQZJUSiv7HmQr6e39K8O2h9X3JCDclRhnuWVOqICCJEcc+GSh0Rz2CBvtDPCXrfeebB9zFF+uKHS6hkTzAoM0qIAbMR9WWpUjBkT4tZNSf50Jl2RU8yeSS+oCg6uwCnvnC8KWnDbu3M+VLHRRAhQWuH+Yi5GO3r1ZrY89dYNDCwmQGNn9hNIsShzCghOJdfLkQlaig5KsLTHVwx3RgXeehMu9InmdwJTzSklFQkPbU7PMEw1GGzFS+7/HKh1EERhPrZ98nafZ+sdTjbYnV6RRs2eSFgY9EAwBZSAKAWUgIhMUoIi704v7e6PDzBcFdFm2hpPEXbjo5LdE5B6t7T8QVF4QmG3upymm0iCOHAunxrhzlWp18w4wlVylAkSGNRf8Ep+1idfvPRDDIiJUiMEkIxdMUm9LjSWKyak5w9LdbaPbD6cLOYzysm8QVFKEmpkZQghKDukom1h2I2VMUF5TLrAC/Gov7yzIPvx+r0ZIxPkBglhAK7GwUdV/KCamxHvYOzTdzVTTcuqm2igiBE5ur1K/s+WXvEXAwAaQmZ6ptScuGLnuEySz/wZCzqL4//y+tpCZmkR0McEqME/wxdsbHBeX6dRP3i4Irp1u4BtRbruSRt2G0oOYqNpMOHX6CqPUEETGVz6ZvnnsC6/PZl9Y/f97rUEQkOKlERWkU9EqvTP37f62zEXpIYCMkhMUrwj+XJuQAgrRIFTrFeHTb43tHOnI9V+xuOdqraE0QAcOvy6m4PdeFcz/DdMRPvT5okYQyzp+aRHg1lSIwSghCdXSCtEkWwWH/IrMLJeo/EFxRN+s0pbCTFqr3UERGEAnA427h1+XWz31FxeygXfjd/BkOsTs+2NEkbCSEJ5DNK8MmFfD0A6GZmJW3YLXUsN7mxMzes6OTqw02WLVlSxyIS8QVFuplZl18uHOqwWdbPpaVNBOEFtk6JuYdarVaJYxILITZ/BgN+B6AVTSEIZUYJ3mBKVA45US6hU6xnsKo9zdoTxFjc3AMUenV5Bhboed/8GQwsP/rih0soSxo6kBgl+EG2ShQAcBXTIXO71IGITXxBUeqrp3Uzs7BqL3U4BCEjKptLUe7goFKI1OW5YIFePmlRBtOj+/64VupYCJEgMUrwgL04H+SqRAHAGBd5Y2eutXsg51WVW7S4g0ubsEyPXaQ0a0+EOK0dZhxUUvE6pXHBzZ8rU7UiG4v6COVHQw05vgoJZYHO9rJVoozsabHVFx0lxy3Fi1KljkVs4guK4guKusp34n94j9RBQX/LzcbiUedXo047AIz022/dY2eHRQN0/+XmzxpdCrt/gjaF3ZycsUP4eEOR6tJaAHC0fdPT1ov34A/spjsx+mjuD/i/sfrbs9fNEzpaX2AdomkJmaFg2+SRjy9fl2GB3oUF09e1dtS1dpj3/XFtaH5hCClIjBJBwXYsyVyJAsDBFdNTt506ZG4PQTGK4AZR1KO9VeWiLSNA0TnceXqk385VmQHA/eujTjt03fx50Patlx+K1PD4eUA61Qe4itNqDuoCAUenugjWqtIa9jPTqTH66KVbFwX5jD7S2mHe98la4AwqhSxym1sai8fve33fJ2vxwoXsN4cQgcQoEThSbfsMDGNc5HMPpD53wpLzaj1aPoUg0TkF0TkFqEcv5Oujswt49z1g0nOoq9bjAagUJ2hTJk6Zq00vHPcBrVar0Wj0csCgrWK48zTckqpDXbX4w6CzAjg6VaNLwWQqydPq0lqL2TaW7uQqRV8ymuNeIHxGR9s3ANDT1ov/wS212mBqYs8rnDxFTQMAs6fmLc8s4f3xFYTMC/QuPH7f6y9+uKS1w3zEXBziF07dKOC1SMiTrvKdzsZTACAfF6dxKV6UWn2xJ2SL9Yz4gqLo7AJ7cX5vdXl/Y03w3yX6W3Z7VJ+o/3wUnQETYciPMOR7/CPUqaNOOypUTKaiPEVNHLPgU+ECkw9jqU8Uf6mZBqFr6GM9foOpyWK2MYXKlad8aVNuQnR5ZklaQmYwj6Z0FFGgd+GZB99/8cMldZdMsZOTQ3DOLEQgMUoEQn9jDbYe3lWhsNZyKtYj4YmG1L2nWYrU3+s43Fk71FXrLkA1upQIwzJBpadfuOtUrjwFgG7TzZeBRpcSHj9PNUlTrLxzK+NIjD7amJkiWmV8XGblzZiVN4N7D5OnVrPdRZsGEDlLiKp+v7yPKKVA78IzD76/+WhGnfXdWJ1+9tQ8qcMh+IfEKBEItuJlAGAoOSp1IH5jjIs8uGL66sPNqdtOhY4N/liwFOmFfH14gmFce3z3DCjmPqPuKRM+WH5wkadcbTrorGBJUyUKU48CVG7qc1xc5Clq0wZTU09bb4OpqcHUhOnS1fuXe38c6hB1R1kFeheWZ5YcMRejB0KIp7dVifJekYTkoIN6fEGRduZ8qWMJhFVzkt84cxmL9T9LD5M6HInhpkg9DtqPOu2Dtor+lj3sHsUJUC+4aNO++k3uwlTmpfzq0tp6UyN3WihGH73xg8ckDIlHUJuimOYK0+JZu2Bsqc1G5qlDlFFmHVBcgZ7L7Kl5DmdbZdNrR8zF9O1CfYTduHFD6hjUTHp6ektLi9RR8IbVap148H8rwshpXMKKThrjIqse1Y87e6EsfJkm8Uh/Yw1uEA1PMCRt2K2dOb+/ZbeLBpWkBB/wGQUDZky5Q/o8pkuDPyOr2W41213m0zPyZkpinyTJBXLpgmX6Gydd0Mo+YMkiyRkJitVq/aXldgAw5cRKHUtQHDEX110yxer0P5n+ivqukcrOyC9IjAqLysTo3555aPTi50oZn/fOoTPtqw83p0RPtBXfJ3UsfBLkJ1rHoY2DtqO6f5rA7pE8NSj5Z7RLc0LwqjTgM8KZdDZ+DpJqUIa0F6jB1FRvakRVOvIvZ4fvOwtBJ0Qlf8nxTlFNx18HJv46I0qJBXoX0AY/PT53dbaq9neo71XnF4p/XRJiMnrxc1DU+LwXWLF+9eFm3Bca4mAedEIc6OImAMDotRtXP71DBd86gkebXgjpAJx0KRbxRWsttZrt9aZGrgY1ZqaM2zQZImAd3+Fse920sTv8QljPbRNN93xxKcauPyC5TJcJZdaBvw5MvDtmogqUKNwaZmrpOlnZXErD9aqBMqPCoqbMKC43N5QcVWirqEfCik4CQNWTP8ieFiN1LPzg79fr/pbdg7ajzEye5UGxhdSXqSahkWHCwKWI768q9fGMXDSoHJKgHpH8ArksVRqrgu87kp8Rj3zRM/zv9VdB+QV6FzYfzVCZV5eaXnUBQGJUWFQjRi3r5w512CY88Ni0x5+XOhY++c2H5zZVdhjjIlUzWe/7Jxq3JdRjPygbaZK2MUPOn9GBqdJxz6i6tJbbDyrzPKi0F4iZNy2Y8YRLnoz7z+iXq4CcX3L+klflAIBfJvct+F7KuAcriIqa7ea2t9RklaCmV10AkBgVFnWIUbZ9fnj1b1T2brFarSW1/YfOtGdPi1XHWqZxP9FGnfb+lj1c/eSlJXTois1enI9TTVKlSBXxGT1oq7j+5VFuX6mXYa+xzshlLl62qVAXpLpAPpo3cZtKwTdlr4iXnC9sqb+KE/RrY7vUcUYMq9V64sttrR1m1RgmqOZVFxhq6CAhBKW/sYZtn7darVKHwz8HV0yvvugIhbVM3Iq8j6PxLsZPQ1ds6ugY5h1mEYX55luK/6iP5XuXHJ4iNKi0sNK8e0LUBWZciv/IVrO9eNYuNblfjQUuW0qM1GzLiLJau6QOh39wUyhtZlIHJEYJbwxdsaG/vbolyMEVM3Je/VzFa5lcKvL+Tsfzvj5UxWjTC7XphSxRykadPEp/91So6hVS8AS83jN73bzsdfNYohQlqYp1Py5bKpw+WepABGR5Zsm+T9bWWd+dPTUvVqeXOhwicEiMEt74+pWNoGR/ex/Jnhbz3AOpz52wqG8tU5AylMFNkVrWz5V8qknmcBOlmI3GRCmTpC6pUNKgPhK8mz0mSnvaet/51XH0aq03NapPkip62ZLvpCVkLpjxRGXTa/v+uFY1zaOhiZpfpkSQdJXvxFbRUJAdxYtSqy/2qMnpiStDtelP82JWj68ElKS9VeWUIh0Xl0Rpf8ueT/7Tfur9O/FPSYb6hZdZJX9hC0XxW4HKJKnSly35xYLp61o76nDZgTqaR0MTGmASFuUOMPU31mCB/q6KNnan+jqsXc5IBU5PVqv1jsFjvMtQLiJPNanjVWc129/51XFWkX96628l3ybAFyJcIKEXzbNENX49UPRLjnk57Z9/e2KkBu9U9Bl5xOWMNh/NAIDH73tduU5P6rtGfkGZ0TEZGRk5duxYc3NzXFzcww8/bDAYXA7o7++vqKiwWCx33HHH0qVLExMTJYlTINDTx1ByVOpAROXgiumrDzevPtyk0GJ9f8vu6JY9/QAgjAxFxl1nT3DhNoai1mk/XaK5mjLqtHebUqVasqogcAMk8JEQHQtsJ0VJWjxr122Juk0nnhDiiUQAleivM6KYEg0FlmeWHDEX09p65UKZ0TFZv359bW3twoULz58//+WXX7799ttpaWnsT0dGRvLz87u7u+fOnfvnP/95YGDg3XffTUhIcHkQhWZGL79c2Ftd7r6AXn1f3TyeUVjRScU5PQlRlB//STnr7IUr2Sv3VTdWYyieEdcNStGSVNALhLsfxbQ352ZJFVe4Z15O2zKiuPcr9000Fu5nhF9alOv0pL5r5BeUGfVMY2PjyZMn9+7dm5ube/369YceeujAgQPbtm1jB/zxj3/861//+oc//CE5Ofmrr75asGBBVVVVQUGBhDHzRX9jTW91OQC4KNHQwRgXqSCnJxcZ+nXEI3FifaJpZ85P3Xsav7rQVBMXX+aTcMhp1Gnvq9+E7aTcCSfCZa+SaM+bvW6e8UdJ1o8uK66XFFtF0ctJ6lgkYHlmSWuHue6SafbUh5VbrA9ZQiiN7xdnz57VarXZ2dkAMGnSpNzc3LNnz3IPmDx58tq1a5OTkwFAq9VqNKaohYAAACAASURBVJqoKJW8/y+/XAihV6DnUrX+BwBwyNwudSDjMGir6DalohKNy7PE5Vkk0TFJG3bHFxQNddi6ynfai/PFD0BWVJfWFs/ahUrUmJlS0rDR+4iSRpcSdU9ZzIJPUZj2t+zpqby3v0XNTmq+sO+TtcxGVEwlysheN6+kYSPO3VeV1uxafED8GPylzNIPavdy8s6CGU8AwBFzsdSBEH5DYtQz3d3diYmJGs3Nf5+kpKTu7m7uAXPnzn366ae7u7uff/75/Pz8rKys3NxcKSLlGay66mZmqdvLyTvGuMgbO3Ot3QOp205ZuwekDscDo0771c9W9tVvAgCNLiUuzyJtPPEFRamvng5PMDgbT1nWz+1vrBn/76gOrgzNWTe/pGGj7zs8NbqUyRk74vIs2vSnmSQVMlj50tph3nw0o7XDHKvTP37f69KamS/dumjjB48ZM1N62nqLZ+2SsyRdU/MNAPw6I0rdXk7emT01b/bUPIezjfSo4gjdV613RkdHuTc1Gs3IyIjHwyZNmpScnNzc3PyXv/xlzpw57sekp6dzbx4/fpzfUHnkxsX6oepyABhe/RuPy5bsdrvYMQmMlzOad6e29qv+e3/3509/9h0xQxqXiK/fiPj6EACMTkq69r0yAOjhXCwJr1HYM29NOHFg6MQB++4NmjmLJzzAj2mR/F91DYfP1x9uxp8zVkyfteJ7AOBlXZm3M4p4BP7xEbzE3aZUdonlDI8XyNx+2Nz2FgDoo76fd9fz0AfWPitfD+47LmeU8+ycv528o/5wM0rS7+Z+595fzhY/Ki/8rn3ylYGJ/xA5fFuP3drj4QD5v4n8ZawzmjNl9YX22rpLpjsj5uijvi9yVMFgt9upZ5RwJSIiwul0spvXrl2LjPyWYVt/fz8ATJky5ZlnngGAn//85wcOHPAoRhU0wGR58ScAYCg5qh37LaG+d8tYZ1Tz/xgxM/pGyw2ZNI+y9lA27zLF02FSXqPHn++Kiekq3zly4oCm/gRfU02yfdVxe0Nz1s33vbNwnDMyFgMU4+WO/kuO/Mebgr9AmM3iy0Y0eFzOyPhz44Kf34eX+28nv+w83yOrRtK/WhyJkZqd8xMAXIdoGbJ9EwXMWGf0o7CnjpiLP7Xvpcl6BUFles8YDIaOjo7Ozk682dzc7GLttG3bthUrVrCb06ZN++qrr0QNUQCoQO8CGjw9d8JSfdFTtkFEhjtreyrvRSWqTX86ZsGnspUm8QVFd1W0hScYhjpslvVze6vKpY5IENyL8rxLE216oUvhXq29pK0d5hc/XIKl+e3L6iVXomOBjaQ56+bLp5H0i57hvCoHAOyff7vUsciF2VPz0hIyqVivLEiMeiYrK0un023duvWrr7567733KisrFy5cCABbtmx58803AeCHP/zh+fPn9+/f39nZ+dlnnx07dmz+fAVruP7Gmgv5egjhCfqxeO6BVABYfbhJwubR/pbdvadWjjrt2B4qWxnKJXXvaTbVhF6kqqG6tHbX4gOCylAu7pJUuOeShMrmUjS0nz01TxGprOx187iNpNIG8++31n5KG4bcwKG31g4z5toJ+UNles/ExMS89NJLzz77bG5urkajWbJkyaOPPgoAJpPJ6XQ++uijeXl5LS0tu3fv3rFjBx6wceNGqaMOHJQLSU+pM+8SDMWLUq2OgUNn2nP2fi6+Ez63Lq+4bT3q2x3Kta83Zqb4Pp8UPNr0wghDfn/LHrRQUOLrwSNsw+f2ZfVSx+IHuE0UXw/Fs3ZJ5UiKC+hDZO2nv2xfVr/5aAbZ4CsFMr33xo0bNzo7O6OiolwaRhkjIyOdnZ2xsbGTJk3yeIAiTO97q8ovv1LobnHvjvpceX08I2weXTUnWcy19Vc/W4mO6H6Z2MvwGlnWzw3GGF8OZ8Rd5hn8Qvlgzoj5koJsvqIEdjpCb/gMBr/OyGWVqIBhfZsy60CZpT8xUuNLgV4ObyJ+8eWM8KuOHFqQfUF918gvqEzvjbCwsISEhLGUKABMmDDhjjvuGEuJKoXLrxQCbXT0yk3n0TPth86IYT7a37K725Q61FWroLq8F1jJ/kK+Xokl+4Nrjhxcc6SnrTdGHz2ub6jQoC/p5IwdGt3NhaJXP1spYTyBobjSvBewah+jj+5p6xWti/SLnmFyFR0XXMVUZ31X6kCI8SExGuqgS3l0dgHNLXnBGBeJOdGSE4I7el79bCV3UEnopxOH+IIiVrW3rJ8rdTi+glNKVrM9Rh+ds26+tDKUS4QhP2bBp9r0pzW6lKGuWmXNNjFD++3L6hW6udEFzIniYJM4dqRsAX0ou4qOS6xOT7ajSoHEaEjT31jjbDwFAEkbFPObTCpWzUl+7oFUdMIX6ClUlhB1wWXKXupwxsFlWH7jB4/Jx8eHoU0vREmqlHF7rqG9sppEfQFn7XGwadfiA9WltQI9EWsVJSU6LsszS2J1+rpLJppkkjkkRkMa2vzpF8WLUrOnxVq7B1bfcjjnC9yoxBZ7qiYh6o78S/ZWs50Ny8/KmyH0sHzwKGXcXk2leS+s3r+c6/2EfcY8sqX+6rme4btjJobmAvoAoB2hioDEaOjSVb6TjEX9perJDGNc5KEz7SXHeavX97fs7qm8d6irNjx+nuSLPUVAtiX7nrZel/bQpVsXSR2Ur2CWNDx+HjaS9lTeO+qU0dIdVpp//L7X1VGa9wI3RXpwzRF+U6TneoYTIzVPU6uozzDb0crmUqljIcaExGjognkpmlvyFzR4OmRu58UJn9shGnWP3Bc/8gXbZY8lezmkSNE9VIbtob7jMtvUe2qlHKr2LqX5tIRMqSMSCZcUafAPyPW3T4yk391+gLajddZ3Hc42qWMhPEMv6BAFC/Q0txQYB1dMt3YPBOmEj4aRLCGqsg7RcQlPNMjEGF8R7aG+w2ab5FC1D5HS/Fjw20WKQ0uUEw0MnGTC9DwhQ0iMhii91eVAadFAYcNMOXs/D+wRrn62sq9+E4RYQtQdaUv2WEVFGWrMTJF/e6jvcBtJsWovcgAOZ1tIlea9wE2RHlxzJLAHYUNL9ycp20lQKrBztO6SSepACM+QGA1F0M4pvqAoPNEgdSxKJeBhpuHOWjYyH51VFmoJUXekmrLn1uVLGjaKuU5JNLCRFKv2Is/ac3fNh05pfiyYFymOx/n712loKXhidXr8RoSpekJukBgNOXqryp2Np8ITDJQWDZIAhplwyzzc8hCdOEUlebjgYSV7EfSoe11e6GeUENzSJKb9U2Vz6eajGRCqpfmxcPEi9b1kX2YdwKElUqJBMntqXqxO39phpvyoDCGXspDj5hp6MhblA8uWrLCik8+dsEyNi1w1J9n7wbjeU6NLuW3WDpKh7rB6/YV8fcC7Q8fl4JojVrMdAEoaNgrx+PJEm16oTS/sb9nd37Knv2XPoO2oQPZhCt01LxrYB1JVWlNVWlNvavTlixBtWuKRZx58f/PRjMqm12ZPzZM6FuJbUGY05CA7J365sTMXAEpOWLwM13NnlSgh6gVBS/bcdUohpUQZglbt1W1ozyNYsvdxqgnH52nTEo+gzRMlR+UGidHQAn/BU4GeX3CYafXhJo9/2le/iWaV/IJbsudlyp7rY6/6urx3BKras6n57cvqqTQ/LjH6aO5U01h6dE3NNwCwMlVLSpRHsHOUxurlBonREAJd7snOiXeKF6WumpPsvikU9yoN2ipoVslfcMoeXZ+G924I5qGYj73K5uWDAWftIwz5KEnxy1LAmC78H/zVHsoj8wHAppo8GpFuqb96ZWD07piJK42RkoSnVmhhvTwhMRpCULeocBxcMd1luH7QVsH2KlFpPgCYMf7oxc8t6+cOXbH5+wgudXlVzssHw+SMHeiQj6/VAB7B4WzbfDSj7eoXWJqnPjx/wammWXkzXEr2ND4vKPitqbXDTB748oHEaKjAXO6lDkS1cIfr+1t2U2k+eNAYf8IDjw112OzF+X6V7JmBaIjX5b3Ddcj31460srn0xQ+XAIA+6vtUmg+GpVsXcUv2bHye/O2Fgzzw5QZ1ooQK6HJPaVFBweH6H3y9vn+wBZvzpI5IDUx44LGYmBjc0tTfWJNSUuH9+OrSWpShmHYSJUZlg7P2uM6+p/LeCMMy7y0lWOLEqfkFM574rvZHYkWqWrLXzZuVN+PgmiPvVlr+mp4OAPvn3y51UGpmwYwn6i6Z8DVMyAHKjIYEmBaluSWhGe6s7fqXx+6JafmsJ70h9V2pw1EPbMre2XjKy5Q91jpRiZY0bCQl6hc+LhF1ONv2/XEtm5pfMH2dmEGqGPzu9NenfgQAc945Ne7xRDCgBz51jsoHEqPqZ+iKjZZ/igAztP9dxMm8s//vWMP1RMB4N8bHjUpsUEn88FQADjaFx88by/up7pLpxQ+XOJxtaQmZVJrnHTRymt/VOfzJheB32RPeYR74lB+VAyRG1c/Xr2wEgKSnqEAvIFc/W9nfsgcA4vIsxYtS0ewpddspa/eA1KGpCjZlfyFfz1pImXNTjD46Z918GlQKkqh7yjymSPd9shbTSNuX1T9+3+vSBahO0Mjp7piJ/5b/D6yF9J1fHZc6LjXzzIPvO5xtlc3UOSo9JEbVj7PxFABE59DokiCgfxOuVorLu7kXlG2uz9n7ubThqQ9Wsu8q32lZP7e6tJY5N2384DFybuIFtMdng03w7V3zUkenQpiRE47PM9enBlNTALvsCd/B5KjUURAkRtWOvTgfKC0qGMOdtVz/Ju4f4XC9tXsg51X65c0/qXtPD8z934dqVlSV1kwO/4acm3hHo0vRphdOztjRFJm2+WiGw9lmnJxEpXkhQCMnl+3z3F32pEeFY8GMJwAAVzYQEkJiVM30N9ZQWlQ4WJPoWP5Nli1ZxrjI6osOZj5K8MXBNUeOvhkGAGlRXzwydR8vi5oId96wHH/vajcA3DNhoOD6+SDt8Ql3mBL1OD6fvW4e6tHiWbuohVQIqHNUJpAYVTM3Xe4pLSoA3CZRLz44li1ZAIDmo+IFp2qsZjvXyv5fjz7HSvZSh6Y2WGn+8ftef/CfDzJ7fH6X2ocyaCkKAIVjW4qiHgUAaiEVCMz3U+eotJAYVTOUFhUCj02iXrixMxcAnjthIT0aPLjbEzhW9miMz+8ue6LukglL8zg1n5aQOXHKPK73E6VIg+fjy9fLLP0AYMqJ9b59nlpIhYY6RyWHxKhqoW5RgRirSdQLB1dMB4BDZsqPBg43Ibp6/3KXQSXuLnvSo0HCpuYXzHjCZWoeB5uC2SBKIF/0DO9p7gOAX/u28BNbSGP00dRCKgTUOSo5JEbVCXWLCsFwZy1OFofHz/NryeeqOclo9nTI3C5YdGqGJUTRyt6YmeJ+DNtlTyX7gHE427ileY+G9rhajDtoTwTAv9dfBYCnp0/2nhN1gTvSRC2kPEKdo5JDYlSdULco77Bxpbg8SwDr5rnmo9UXewQIUJ1YzfaDj7zDOkS9H4wl++jsAirZB4CLoX1aQqaXg1mKtNuUetv5ldRF6hdobr8yVXt/0iR//y4bacJF9gJEF6JgcpQ6R6WCxKgKobQo77Bxpegsv2Uog+lRWs7kI+4dor6QtGE3K9kLGZ2q8FKaHwuWItVcv9zfsof0qI+gEr0/adJKY2Rgj5C9bt7SrYuARpp4hZKj0kJiVIV8U/UWUFqUP7jjShOnBOWpzs2P8hWeKvlWh+ixpf5a2bOS/YV8PZXsx4VraO/vrnlteuG175VpdCm4rokkqXfYmqWnxx6f94VZeTNKGjbSSBO/UHJUQkiMqhDcRE9p0eDBDd2oRH0fV/IOW85Ey0LHApcqAcCsvBm+J0RdcJmy5zVA9eAyNR/Yg4xOSuIO2pMeHQuXNUvBQyNN/IKtKY6+NqkDCUVIjKqNyy8XAkB8QZHUgSge3K406rT7NTjvC1VPZtCyUI9wt8yv3r8ca5HBwN1lj28NgsHvrnltemF01t9TpHwEqCrQ3J5HJYqs3r+cjTQ1mKj/JyhidfrlmSUOZxu+LwgxITGqNjAtSmI0SAZtFd63KwUJWxZK9XoG2zKPCVGPI/MBwHbZ91aXU4qUIcSuea4XabcplVKkDI8LP3khRh9NI008MntqHgC0dpgdTsqPigqJUVWBuZ/obCrQB0V/y2709Pa+XSlIcFko6VEAwLwOjwlRd1JKKsgYH6lsLg2+NO8FSpG64H3hJy+QHuWR7cvqHc62yibqHBUVEqOqAtOiSRsoIRE4ffWbgh+c9xHSowBQXVq7a/GBnrZeLx6iwROeaOAa4+NKiBBk3ydr8bes71PzAcBNkYa4HhVBiSK4pQkAqkprBH2iEIFm6kWGxKh6wHwPpUWD4epnKwdtFbwMzvtIiOvRg2uOYEJ0XA9RXmBT9s7GU6FWsm/tMG8+muHd0J5ftOmFrGQfmpJUNCWK4PsoRh9dPGsXjTQFw+ypeQ5nW2VzqdSBhBAkRtVDb1U5ANye8xOpA1Ek3I3z/I4rjQvTo6sPN4v5vNJSXVqL5k3GzJSAR+YDIDR32Vc2l+KqQ18M7XlEm14Yl2eJMOSHYIpUZCXKoBH74EGPpzrru1IHEkKQGFUJvVXlQx226OwC7cz5UseiSALYOM8jqEcPnWkPET2KCVEAKGnYuHr/cvED4JbsVZ8iFac074XJGTtCLUXKlGhhcH6igbF6//JZeTNIjwZMrE6flpDpcLbVXTJJHUuoQGJ0TEZGRo4ePfrCCy+8+uqrNpvN/YDr16+Xl5e/8MILpaWlly9fFj9CLpjgobRoALCN8xGGfCEG533EsiXrxs5c1evRBlMTc7MXpzQ/Fqxkr+IUKbc0H4ChPY9gijQ8fh6mSNU9aM9Von6tnueLGH300q2LmOWT+AGoAPzaRmNMokFidEw2bNjwwgsv9Pb2fvTRRw8//HBrayv3T0dGRn7605/u3r3b6XT+z//8z+LFi61Wq0SRAgAMddh0M7MoLeov4Y6P2Mb5yRk7pA4H1J0fPbjmCG4v9Gu9p3BwS/Zd5TtVpkdZaX721DwhpuYDIOqeMuaNj4YV6gOVqCkndv/82yVRogw2Yr9r8YGGw+cljEShYHKUJpnEgcSoZxobG0+ePLlz586XXnqpoqIiMTHxwIFvfb88efLkuXPn/vu///vXv/7122+/HRUVdeTIEamixdFgGl3yl/6W3VrbiwAgBxmKqLVez13vWdKw0d/1noKCJXsAUE3J3uFsw9I8ziotzyyROqK/o00vjFnwqUaXMmirUF+KlOVEpQ7kJkyP1h9uJssnf5k99WGg7aBiIZf3jNw4e/asVqvNzs4GgEmTJuXm5p49e5Z7QFdXV2ZmZlpaGgBotdrk5GSHwyFJqP2NNc7GU0D7P/2EWTjhgIXU4fydqvU/UJkeZes9ZZIQdQeN8XUzs1RQsq+7ZGKG9mLOKvkOzgiqb32oVBNL3kE9CgBkQeovs6fmxer0rR1mSo6KAIlRz3R3dycmJmo0N/99kpKSuru7uQesWLHiv/7rv/Bns9n8l7/8Ze5caXIq31S9BbRyyU/QwgkAev+xSupYXDHGRapGj7q42csqIeoOM8ZXrhEp2/C5YMYTMinNjwVLkaI3/nCnsnWSPJUokr1u3vJ9iwCgqrQG+2QIH7k5Vn+JxuoFR8qOFjkzOjrKvanRaEZGRtwPu3HjRllZ2Ysvvvjggw/m5eV5fKj09HTuzePHef4suF5dDgBXf7jsqvBNq3a7XeinEIHJFzdO6GsYnZR07Xtlsj2jqkf1977x5aEz7ZUtHZ/+7Du+/0X5nFHD4fP1h5sB4Lu537n3l7MBhgPrqxb1jH64LPy7WcN7NzgbT/117eyJK54Nm5bB+5MIcUZtV78wXfg/ABA1KfHRu18DANG62IM6ne/+V8TXb0R8fajHvHEo9keDd/yMv7gCx98z+l375L8OTIybOPps8jdWqzQlMu/0XO9efWzpkcePN5ia/lZrRW2qaMT5WIiHfwSAC+215y78OWpSoqDPZbfbjUajoE8hZ0iMeiYiIsLpdLKb165di4yMdDnmypUrRUVFzc3NmzdvXrFiRVhYmMeHamlpES7OrvKdXQDR2QVJYr2IFf1uGXXa++o3DfU1aHQpcQs+nQIAMj6jT3+RlLP3c2v3QM6bbZYtWb7/RTmc0cE1R7BDdOnWRcEvVRL1jIxGeL3u5jxTxfaonAIhyg78nlFlc2nlhdcAIC0hUxLzpqBOx1g8aJvZV78p4utD2quVknirueP7GW2pv/rXAcyJxgLECxlUUBiNxrWHVh5cc6SnrfedJz+WZ8OMX4jzsTC7M6/ukul87/uy6r1WH1Sm94zBYOjo6Ojs7MSbzc3NBoOBe0B/f/9Pf/pTAPjwww9Xrlw5lhIVGjS6pxq9j/TVb5LE1j4wjHGRli1Z2dNilbWfycXNXqD1nkKjFCNSNqsE0tmIBk+EIZ/rja+ULtIrA6NYnb87ZqIMq/PuxOijyRLfX7BST22jQkNi1DNZWVk6nW7r1q1fffXVe++9V1lZuXDhQgDYsmXLm2++CQBvvfVWR0fHv/3bv127ds1isVgslq6uLpGDZEb34YmG8Y8ObdBwW0Jb+4A5uGK6gvQoc7PPWTdfEjd7HsGpJjkbkbZ2mNmskrQ2orzAvPH7W/Zc/Wyl1OGMz57mPlSi2zKipI7FD/ArIulRHyEDfHEgMeqZmJiYl1566fTp07m5uZs2bVqyZMmjjz4KACaTyWw2A0BdXZ3T6Vy6dOmPblFaKvYe295q2v/pK7j3JTx+noS29oFhjIusejJj1ZxkmetRrnnTxg8ek/msku/I1oiU2YjKf1bJd9hU01BXrZx3NV0ZGM2rcihRiSKr9y8nS3zfWTD9CSADfIGhntExWbhw4YIFCzo7O6OioljD6Llz5/CH3/3ud9KFBsBxdCKje+8Md9airX2EIV8+fqL+UvxAqjE28rkTltRtp/zqHxWHd351vMHUBADSLlUSiPiCoujsAntxflf5zt6q8pSSCmlrEQ5n274/rnU429C8ScJIhAC7aPpbdve37Ok2pWrTn9amF0od1Lf4omf43+uvAoBClSiCXxerSmt2LT6ggv5RQUlLyExLyESPJxl6pakDyox6IywsLCEhwX10SQ6go1PSU8porpIKpkS16U8rV4kCgDEusnhR6nMPpMotP2o123ctPtBgapJ8vaegcHc1oSqVKpLK5tIXP1zicLbJZ6+SEOD6UGb8JHU4f4cp0fuTJilXiSLcFU1SxyJ3yABfaCgzqlSwRk9pUS8M2ipw5eDkjB2ysrUPmOJFqQCA+dFVmcl4U0KqS2uxQ1TFMpQLW9SEKdLUvafFfHaHs+2IuRg7RJdnloRChoalSHsq740wLJM8RcqUqCknVtpI+IKbH83Im6ma7hrewbebo69N6kBUC2VGFQkmZmh0yQtMiUZnlalDiSIsP/rcCUvJcYuEkeCskroTou5ItauJ7VVKS8iU514lgdCmF0ZnlQGA5CnSMusAKtGnp0+WMAzeYflR/GJJeCRWp589Nc/hbKtsFns4JEQgMapI0NGJRpfGoq9+EyrRuDzLxClq+66PehQApNKjLuZN4gcgOSLvauLuVVKoeVMwTJwyj60PlUqPllkHyiz9AGDKib0/aZIkMQhH9rp5S7cuAoDiWbtoZehY3NzGZKVtTIJAYlR5oKOTbmYW1eg90le/CVd9xuVJmTgUlOJFqVVP/gCk0KPMvKmkYaPSzZuCIb6gKPXV0+EJBmfjKeFSpK0d5s1HM1Rj3hQM2vRC1KPdplSRJemW+qtMiYr5vGIyK28GfrGk/OhYMI8n8hwVAhKjygO7RaOzC6QORI7g0nmNLkXFShTJnhZzY2euMe7miL0Iz9hgamLmTSFVmh8L7lSTEMZPqjRvCgacagqPnydmipQtnVexEkWYJX7xrF20wt4jWJegMSYhIDGqPNDRKTqHxKgrVz9bqaAFS7xg2ZJljIsUesS+p6334Joj+PspZ9380CzNjwVLkfK4qwnd7CubXovV6R+/7/VQToi6E3VPGUuRCvpEbMFSYqRGEQuWgofp0QZT08E1R6QOR6ZQZlQISIwqjMsvFwKlRT0RgkoUsWzJEtTyCc2bWEKU5m3d4aZIL+Trg0yRYkKUmTeFzqyS7zBvfCzZC7Q+dE3NNwpa9ckjq/cvj9FH4xtf6lhkx+ypeQCAPdwEj5AYVRhYo6dl9FxGnfaQVaII14J0z2kHj49cXVqLCRJKiI5LfEFR0lO7g0mROpxt3ITo8swS3oNUDfhmZ+tD+dWjfxuYmFflAFWYiQYArbD3Aq2qFwgSo0oCh+jJ0cmFvvpNSlw6zy9Mj+7+s4OXkSb8PcTMmygh6gvROQUsReqvHmVu9tuX1VNC1EfQ+Il54w938jAJXmYd+G37ZAAw5cSqzMXJL2iFvUdoVb1AkBhVEpgW1c2U3TZIqWA5USUuneed4kWpB1dMB4DnTlhWH24O5qGqS2t3LT7Q09YbsuZNwRBfUMRK9j5K0n2frMWE6PZl9UKHpzK4xk/XGjYFmSJlg/O/Dr2EqDur9y8nPeoOjjHVXSKPJz4hMaokaHTJhZ7Ke0mJclk1J9nyizRjXOShM+0Bt5AyN/ulWxeFsnlTMKA3PkuReukirWwuRfMmdLMXM0g1wYyfgvHGZ+NKv0395vsxtJ4QAGD1/uW0MtSdtIRM2sbELyRGFQZ1iyJslpaUqDsBj9i7uNnPypshUIQhAkuRYhfp0BUb908dzjZMiALA9mX1Iehmzy8uxk9+pUi/6BnOq3KE5rjSuNAKe3fSEmbTNiZ+ITGqGLDeR3P0CCY/Igz5pEQ9UrX+B2ykyccWUuZmn7NuPiVE+YK7PtRenM9SpNghiglRKs3zCDN+8j1F+vHl67jnMzTHlXyB9KgLOFNP25h4hMSoMsCtSzS6BADDnbWYE40w5E/O2CF1ODLFGBfJ3WLvAT12nAAAIABJREFU/WCum/3GDx6jWSXe4a4PPbcp681zT2BCNDTXewoNM37yxRu/zDqwp7kPAFamakN5XGlcSI9yoW1MvENiVBlgtyiNLg131vaeWgkA2vSnSYmOS/GiVCzZhxWdHKtk7+JmH6OPFjfGUAFTpPV33/bmvP6r169gQpTc7AWCa/zUbUq9+tlKj4fhuBJuV1ppjBQ5SMVBepTLgulPAG1j4g8So8rg5grQ0B5dYkp0csYObXqh1OEoA2Nc5FgtpFaznbvekxKiQvPih0vqvz85Vqf/ednX2b99n691TcRYYBepRpcy1FXrkiKlJtHA4OrR6lIejLSUS1pCZqxO7+hrczhpkokHSIwqAGYvKnUgUjJoq2BKNMKQL3U4CoO7pQlbSJmbfUnDRjJvEhocmXc423BkftJvTvG1rokYF26KFKeayqwD2CRqyomlJlF/YXq03tQY4nr0mQffJ8NRviD3CgWAv66SNgiy8k4RDNoq+uo3AUBcHg927qFJ8aJUAHjuhOXQW+dGnzkGt/asSB2XymntMO/7ZC0AxOr0XOem+IIi3NXUVb6zt6o8OqeAjDKEQ5teGGHI7z21sr9lT7Ht++cnzAYA6hANmOx182L00e/86jiOPIZ4UaXO+i712wQPZUYVwFCHLZS7RftbdpMS5YXiRakH48P+1+cXAeBsctzS/35U6ohUzr5P1qISxS3zLn/KXdfUVb7z8svUeSIgGl3K9X/+4/+e/N75CbOnjLa9pX/j/qRJUgelYGblzVi6dREAVJXWhHJ+lMaY+ILEqNzBX1EhW6Pvq9/U37IHSIkGjdVs37X4gKW8IUYfrXnxkf+ZYcjZ+zkvi0MJd5iV/bhb5uMLigwlR8MTDL3V5dRFKhxl1oE1Nd90avR3x0z8/26s43F9aMgyK29GScNGCG09Onvqw0DbmPiAxKjcCeXRpb76TYO2CiAlGjTYIcrWe3Jdn3JeJZNLPnGxsvdly7x25nyWIsUNoi72+EQwXBkYZUs+V6Zqt2VEsS7S3lMrg1wfSmCrT8jqUTQcpcxo8JAYlTWhPLp09bOVg7YKjS6FlGgw4NwrrvdcvX85c7MvXpR6Y2euMS6y+qIjddup6os90sapDpiVfQBb5tH7KTzB4GKPTwTDFz3Da2q+wSWfXP8mbXrh5IwdGl1KMOtDCQBAL44YfXRVaQ2axIUaVKnnBRKjsgbTorfn/ETqQMTm6mcrh7pq0SxQ6lgUTHVp7a7FB1hC1JiZ4nIAm7JffbiJSvbB0NphfvHDJczKPuAt89wuUqraBwmbmvfo3xRhyGcpUn/XhxIurN6/PEYf3WBqCkE9insryHA0SGiaXtag17125nypAxEVUqLB09PWi3X5GH300q2L3GUog03ZP3fCcsjcbtkSuqNyAXPEXIz2LmkJmcFvVMKN9pdfLuytLr+Qr4/OLghlJ42A2VJ/9VzPMACYcmK9HIaOxf0te/pb9gzajtJnTmCgNceuxQcaTE09bb2htk84LSGTMqNBQplR+RKaNXpSosHDEqLoIepFiSKsZO9ujE94BweV6i6ZsC7P427PpA27k57azQabqGrvO8zQHkvz4x6P3vgsRSpChGoF86M4Kyl1LKKSljAbACqbS6UORMGQGJUv+OsndNwHR512UqJB0tPWe+Tx49ghioOuvsNK9mFFJ6lk7wu81OW94OL9RFV7X9jT3Iel+ZWpWr9WK2nTC5k3/m3nPa8PJbyD+dEYfXSorQzFMaY6K83UBw6JUZnS31iD9qLhiQapYxGJvvpNQ1214fHzSIkGBiZEr11xYodoAI/Adtk/d8JCU01eYBuV0LlJUMvr+IKi1FdP62Zm0cYm72BC9OPL1wPeNc9SpJrrl6mLNGBW719uzEwJKT0aq9PTGFOQkBiVKd9UvQUhU6NnOdHw+HlR95RJHY7ywLrYzZH5Y0uDadjCXfaYIs15lYxIXUEZWtn0GtblfXFuCp7wRENKSQUWSTBFSpLUBTardH/SpCB3zWvTCwfvWDXqtJMXaWCgcUeo6VEyHA0SEqMypb+xBkLGXrSn8l5SogHj4iHKy2MWL0qtevIHLEXKy2OqAKHr8t5B7yeq2ruA5k1llv7ESM2vM6J4WfI5eMfPWBcpeZEGxtKti3CFfYjoUTIcDRISozJlqMMWCmlR7NACAFKiAWA124tn7XL3EOWF7Gkx1EXKOGIuFq0u7x2Xqn2ILxHFhOiVgVE0b/p+DJ/+MORFGgwx+ujsdfNCSo9SpT4YSIzKEfwFEwr76PEjPsKQT0rUX9751fGDa44AwFgeorxQvCj14IrpoZwidZmXF6cu7x1u1T5kl4i6JES3ZUQJ8SxcL1L82kz4xay8GaGjRxdMfwLIcDRQyGdUjoTCCtDhztreUysBIMKQPzljh9ThKAnmLI2zq0I/3ao5ydnTYt840/7cCUtY0ckbO3OFfkaZ0NphPmIudjjbAGDBjCckzIZ6BO1Iu8p3dpXvvJCvD08wROcUhIj5Rpl1ANd73h0zUSAZykWbXhgeP+9aw6ZuU6pGlxJhWIbupMS4YH4UAKpKa3YtPiDC55WExE7WA4Cjr03qQBQJZUZlR4jYi6IS1aY/TUrULw6uOYJKNGfdfNE+2Y1xkSxFGlZ0MnXbKdVX7fd9snbfJ2uxLr99Wb3clCgDG0mxah8KjaQfX76eV+XAhKgpJ1YEJYpMnDKPpUj7W/Zc/Yy8n/wgROr1sTr97Kl5DmcbrsAg/ILEqOxQ/QrQQVsFFrwmZ+ygBIPvVJfWFs/aZTXb0UMU8w1ismpOMusiVXHVHuvyuF9+eWaJ+INKAZBSUoEO+epuJN1Sf3VPcx/wMTIfGNr0wpgFn2p0KUNdtdRF6hdcPVpdqlqDApqpDxgq08sOda8AHbRV9NVvAoDJGTsiDPlSh6MYDq45YjXbASBn3XzxZSiX4kWpP5uTnLP3c1zXpKb1oZXNpTgsDwDbl9VLG4y/ROcUROcUYNW+t7q8v7Emde9pqYPiDVaXT4zUSCJDGbiSo79ld3/LHqzaky+yj7B6fVVpjbQfYsKRlpCJq0FbO8ySN5crC8qMygt11+j7W3ajEo3OKiMl6iOSJ0Td4XqRYtX+0Jl2qYMKCuYeCgALZjyhOCXK4No/XcjXq8CRlA0qgf9LlYQD7fHD4+fhBlHyfvKR7HXzlm5dBADFs3apNT+KO4FbO2mm3j9IjMoL/M2RtEGFH2199Zv6W/YAQFyeZeIU6RWV/GFW9gCAW+aljuhb4Eb77Gmx1u6B1YebVx9uljqiQGjtMDP3UJm3h/qOeyMpfstVHFvqrzLnpsCWKglK1D1lrIuUqvY+MitvBn6UVZXWqFWPAq0G9R8So2MyMjJy9OjRF1544dVXX7XZbGMd1tTU9Lvf/Y6vJx3qsIUnqHD/59XPVg7aKgAgLk/lgy98cXDNEWZl7++WeTGpejIDB5sOnWlXXBcpd0pJKe2hvsNtJL38SqGyZpvKrAN5VY5zPcOJkZqVqVrRBpX8hW0QRe8nrPwQ3mE2IFWlNTiOqTLIcDQASIyOyYYNG1544YXe3t6PPvro4Ycfbm1tdT+ms7Nz69atx4/z83bCsQP1mbPgqk+NLoWUqC9w6/K8W9kLAXewCav2Ukc0PtwpJXQPxQUqKiM6pyB17+n4giIFzTbhinluXV5uCVF3mD3+oK2Cqva+gE1HMfroBlMT+iWribSE2UCVej8hMeqZxsbGkydP7ty586WXXqqoqEhMTDxwwNWT4sc//vF9991XX89bexmuAFXZ6BJTotTmPy49bb0H1xzh1uUFsrIXAm7VXs6S1KU9VGXZUI/EFxShJAXZm+RjXR4A5FmX9wLXHp+q9j6yev/yGH009iNJHQuf4DdbqtT7BYlRz5w9e1ar1WZnZwPApEmTcnNzz54963LM888//+abb/7rv/5rWFhY8M/Y31gz1GHTzcwKT1RJmX7UaScl6jvVpbW7Fh9gg0pShxMgrGqPklRWjaTuU0oqaA/1HZnPNnHr8k9Pnyzburx30PsJB5u6TamUIvUO1utj9NEqsyCN1empUu8vJEY9093dnZiYqNHc/PdJSkrq7u52OWbmzJkZGRl33nknL8/4TdVboK45+t5TK4e6asPj55ES9Q7W5XHFvJhW9gLBqvYAgI2kkjvkc2VoWkJmqMlQLlxJirNNkktSlKFYlzflxO6ff/v9SZOkDSkYNLoUHGwCAEyRkiT1zur9y42ZKSrTozhTT4ajvkM+o54ZHR3l3tRoNCMjI4E9VHp6OvfmWA2mQ2c/BYDu1B92W62BPZEI2O12Xw6beK1B17oRAEYmz+q98z+6lH9GAnHtivPT39Zd/qITAL6b+517fzkbAKzB/XNJe0aMn6WH/Sw9bc9px+4/O547Ydlfa/v0Z98J7KGCOSNz++GWzqqr168AgD7q+3l3PQ9B/wsHj/TX6IfLJv1w2fDhF4bMH3SV7+z+w+81cxZPeCDAb0EBn86HPZEfOiLw5wdjBx+MGbBavwnsofiFhwsU8Qj84yMRX78R8fWh/pY9fZa3rn2vjI/QAkT6l5xXcp6d03A4qv5w844HXlu+b5Evf0XmZ4RcaK/1/dPGbrcbjUYBo5E3JEY9ExER4XQ62c1r165FRgbYvdTS0uLLYRcc7dHZBUmyfy368m7pNuUAQHj8vLh7yhIEjyhYpHr/V5fWYnso7yvm5fOJtsto3PUTyHm1vvqiI/V3rca4yOIHUlfNSfb3cQI4o8rm0jrru7hZPi0hExMV8kEW12jz/qErNjTJHzlxQFN/ImCffH9Pp8w68HH74JWBURBrv7y/8HOBjMWjzsd6T60Epz36LznSTnDK4iU3NjH/Ky4mJqaqtOadJz/28fNQ5meU9mVma4d5dHInud/7AolRzxgMho6Ojs7OzilTpgBAc3OzwSBgKyeOuOpmKn6ZzXBnLS6djzDk09L5seDK0Iy8mXLwsReUqicz0Iu0+qJj9eHmkhMWQfc2cWVorE4fCiNKAROeaEjasDu+oOjrVzY6G09dyNeHJxiEXt20pf7quZ5hkME6JRFw39gUYVhGa5DdidFHsxVNuxYfUMEH4+ypD7d2mOsuvUti1BdIjHomKytLp9Nt3br1mWeeqa+vr6ys3Lx5MwBs2bJlxowZjz76KL9Pp445erbqU5v+NH3aesRqtr/zq+M9bb0AMCtvBi4jCQWMcZFVT2YcOtP+xpnL1RcdYUUncY0Tv89CMjQwwhMNKSUVQ1dsgkrSKwOje5r7mAy9PzlCQcPyQaJNL9SmF6Ik7W/ZM2g7Sp30HuGuDGU3FQpqUJph8hESo56JiYl56aWXnn322dzcXI1Gs2TJEhSgJpPJ6XS6iNEgp+l7q8qHOmzR2QWKnqPvq9+Etva0dH4s3vnV8QZTEwhQl1cKq+Ykr5qTfOhMe8kJC47br5qTfHDF9OAfmWRo8AgnSa8MjJZZ+j++fB1CIxs6Ftr0wghDfl/9pqGu2m5TKpWPPKIaPYoz9bSn3kdIjI7JwoULFyxY0NnZGRUVxRpGz50753LYmjVr1qxZE8wTORtPgcJr9EyJkq29R4RrD1UiXEl66Ez7oTPtwUhSkqH84lGSRucUBLaMg2SoCzhr39+ye9B2dNBWMdRVSylSd7LXzcteNw89RkDJepQq9b5DYtQbYWFhCQmCT+BgjT46R6mmTmQm6gUmQwEgZ9185X6q8g5K0pLjlkPm9sAkaWVzKbo1AclQvkFJCgD24nxn46mu8p29VeV+SVKSoV7gVu2pkXQsNn7wGC4BsZht8l9E55HZU/OOmIupUu8LJEalB2v0UkcRIKREx4LbHmrMTFHoh6nQFC9KLV6UypWkvvSSkgwVjQAkaSj3hvoFSlIsK1EjqTtYR8JVILsWH1BoTQkr9VJHoQBIjEqMcufoR5323lMrR5328Ph5UfdIaaEnQw6uOWI124Hq8r6BkpTbSzqWCRRXhm5fxtsmXsI7WLhHEygvkvTjy9fLLP1o2EQy1EcmZ+yIMCy71rAJlzbRx6kLmB9Vrh7FSv0Rc/HyzBKpY5E1JEYlRrlz9Lh8mT46XaD20IBxGW9CE6hVmck/Sw8DgCPm4rpLJjySZKj4oAlU0obdXeU78b/eqnLtzPlJG3bDt31DSYb6y8Qp89D+adB2dKirtqfyXkqRclm9fzl+ripRj9JMvY+QGJUShc7Rk5moR6g9lBeYJEUTqP9bW9nSdvw70ReBKvLyIL6gKL6gCPXoULWtoi/hxA+fBOgHgMRIzcpUraKXeUoINZJ6QbkWpDRT7yMkRqVEiXP0+FkJZOHEgWQo76yak5xy2//8KPXmmPw3g3EfWZ7PnhYrdVzETeILik788ClcKA8AcVe/Kv7wseicgvj5gQzdEwx3R1KSpIiL5ZPxR0lSR+QrNFPvCyRGpURxc/STL27s72sAgOissolTSHK5Tikt3booRh8tdVCKx2U+6SfTX3mj5Ya1znKo29cJJ0I4vugZ/rh9EMfkAcCUE9t65NVJX5x0dtgCGLonPMJ1JKXZJkb2unnGzBQcsc/omW7cbJQ6Ip+gmXpfIDEqGaxGL3UgvnL1s5UT+hpocB7paes9uOYIylBqD+UFh7Otsuk11hjKivJWq5UN3T/HmXBalZlcvChV0pBDC5fGUObWpJmzOGX5ky4TTqydlAgMdCQdddqZST599gKAMTOlpGHjrsUH6g83Wz75SikfvFSpH5ewGzduSB2DmklPT29pafH4R5dfLuytLk96arf8M6NscH50UtKUH9VIHQ6fWK1Wo9Ho11/paet951fHZTssH8AZSY6Lcf1s48MLpq9jf+pyRqydFACMcZHZ02J52eEkJoq7RmXWAVaRdzcNdTkdbCfFn4MxzJcQuV0gJknh1rJ7fx9BbmcUJD1tva+vKrt2xSnDT+Cx2Hw0Y8GMJ7ifbC6o7Br5C4lRYfEiRi3r5w512O6qaBM5JH9h40rh8fO67vwPlb1b/Hr/y1yGIsr6RPPFMdTjGVm7B3CBE95UVu1eKdeImwoFgJWpWo8z8h5PB/OjQx02AAhPMCgrUSrPC4R2pKNOO/gvSeV5RsFgtVqtH12uKq2R7UexC5uPZngfwVTfNfILKtNLxlCHTf6jS2xcSZv+tDa9sMtqlToiyeBullfWOKcM4aZCIaAxeWNc5MEV0w+umI6G+ax2ryBJKme8p0J9AYfu+xtrvql6q7e6fKja1ltdztey+9AkwpAfYchnkpS22ytrxJ4q9d4hMSoNWMaSub0obleCkN84TzKUR3hfnsQM8/94sefQmfawopOgtESpfHBJhQa/xlM7cz7mRG9aQXXYcNm9shKlsoIrSQdtFYO2ilCWpC4j9nL+cE5LmN3aYW7tJDHqGSrTC8tYZXqs0ae+elqeDqOsRcmlGKS+OoKXM1JEUd4deV6jYFKhfp0RS5QCgDEu0hirrXoyw/94hUVu16jMOnClf4QNyPvrWu/76fRWlfdWl6OlHci4o1RuF2gs0Cffl8K9Us7Id7hnxMZJ5fxB7XC2vfjhEi8ffeq7Rn5BmVFpuNlKJUslCre2K4Xs8KbVbK8qrVGcDJUhDmdb3SWTmHvkMVEKAKsPNx868/fyvRLnnITmysAoLvBk94zVFcoX0TkFOK/JEqXYWkq1+8BgpqQoSUN24p5tse9p65XtliZyv/cOiVEJ6K0qBwB5mjoN2ir66jdBqO75rC6trTc1kmFT8HDL8SDF8iTsKGWj98yjlAyhQIByvL9gRylLlF7I1wMAdZQGBkpSbi9paErSjR88JvOtoVSp9wKJUQnorS4HABm2TPXVbxq0VUBINomSDOUF93K8i0+TyOByUQAoOW6pvthTfdHx3AnLcycsodlU6q5BpV0iz02U9jfWkCoNBtZLev3LoyHrS8paSItn7ZLhMrwF09dVNr3W2lEHVKRxg8SoBLCWKVmB40oaXcpts0KrF567zJNkaGC4+9VLq0HdKV6UWgwAHFUaOqNOZdaBLxxD53qG8ab4edBxYW2j6L5Mc04BQ5I0e928WXkzcEtTvalRhp/ntIrJIyRGpUFWNXquk2jolOZ72nobTE1MhhozU1bvXy5tSEpE8nK8v3BVKfOEAgD1VfAlr8UHQNKG3UkbdvdWlTsbT3ENoUiV+gVK0lGnHSfuu02pt01K6nP8c4gM3cfoo1fvX15VWtNgapKb69PsqXl1l0x1l0yzp+ZJHYu8oGl6YXGfppfb4iUXJ1HvB6tj3K+nrRc/p/CmDKs5wSDONRJTgwp9RixXijdFyJUKekbi1+KFOx2mSvGmaOV7dXzQMdiHPKgo4+DLNWJVL/l8yLd2mPd9sjYtIfPx+153+SOVver8hcSosLiLUWyKksPiJa5/022zdkycMv57VenvFpfG0Iy8mcYfJSn6jNwR7hq5jMaDWHlQ0V517qpUoBl83s/oi57hcz3D3Ll4MfOgIlwgd08oQXOlSv+gc8dqtd4xeIxJUhXU7n28Rlaz/eCaIyCnFqyxVjGp71XnF1SmFxX5zNGz0rwKPpXGxaUiz/Wut4bwTikfwfFPFw0qt5ZQXmAVfPcZfGOsNntajNyK+C7NoKCQWnwAsFEnpkqpgu8vbOie204aHj9P3bV7Y2ZKScNGWbk+kcGTR0iMigp+s5d8C6hfpXlFw02FAjWG+kNlc6mjr53NJIES+kH5gs3gs8VO1u4BnMSX3LLUYxL0jkjNtowoqUISE1KlQYLtpHDLO2XQWTFoq1B9SoK5PhXP2lXSsFHaYB6/7/XNRzMqm197nMQoBxKjotLfWAMA0naLsql5dX/6uMzIy6qHXc5UNpe2dtRx5z09tjeFCKhKUXqyIj6mS0HcSfzQSYL6CFeVcqedgJyhfGNyxo7JGTtcDPNVnCjNXjfPmJnyzq+OF8/aJYeSvaNP+lY9WUFiVFSGOmwS1uhZQlQ1PezuuKRC5fChowjcB5JUWYgPBm4Rn6VL2SS+EHV8jwI0dJKgPoKq9Fsz+B028iv1EZfavboTpcbMFJkY42OlXqpnlyckRsXj8suFIFGNns0qgXoN7SkV6i/uSVDSoL7gMV3KreMbY7VVT2YE9uDuAhRCPgnqI0yVDl2x9VaXu7johycaUkoqpI5RprDaPSYs1J0o5RrjowlUjD5a5BhwFVNlcyl92DJIjIoH1ui1M+eL/by3EqKq/L7L1aBAqdDxqGwuBQCXJGjsZH3IFuKDhKVL4dvClJsxHVeYkgDll/BEA3PR95gupe7SsRgrUaoyVZq9bl72unkH1xzBWXvxMxezp+ZVNr1WZ32XxCiDrJ2EhWvtJImpE3aIAk+zSvLxnuCrHC+fM+IL9zNyF6CgqCSoEq+Ri0sUwoaf9jZcjomJ4bqBIpLv5wwMRVwgTJTi/7I7xxKmijgjvwjsjPpbdg93nsbfICCzdAYv14jlMsTPYuz7ZG1rh/nx+15nM/Xqe9X5BWVGRUJ8UydVJkSrS2stZpvVbMeblAcdCxSg3DXxoCgBqnS4GVM0imqfEBkff1tX/G15VQ6ACHD0w60e0O/HhitOgCoO7cz5rCqF6dLhDjsbxgfKmHpCm14I6QBu5fsJ2hR1TB1wU6Qi72rCSn1rJxk83YQyo8LCMqP24nxn4ylDyVERyvTDnbXXGjaNOu3At3mTVF/d3DUoX58aavoyqvQM6Fgo9Bp5LL4DQGKkZqir+z+rvtW6HWSnqbQo9AIhLkuekLDY5Kh/uldNwpSva8Sm7wFAWlXK76tOkhTp5qMZXK8SRb+PgofEqLAwMSpajZ7V5YUYmRf53SKcBmUo/f3vPoQEqhCgXBRxjT6+fP3KwOhY6tNlBJ6dEQ7mY5sp96+gNjXGRUpoaOo7irhAvsDNmLI71TH8xO81Gu6sHbQdHbT9/d9E/PqbEK86TJECwKy8GUu3LuL3wd1xWcWkmvdRYFCZXgzEqdGroy6P25Jc+kFpNJ7h7kWPMAEa4p9oolFmHQAAL+rTl+I7c9dHuNrU2j0AF4EZmgJA9rTYf5kWwz2e4BfmXWq1WuMsf/57Kf/W8BNQNR8AACZOmTdxyrzJGTtQlQ511WIFHwAUPe20ev9y3NXXYGqymu1Cp0hpFRMXyowKC2ZGL79c2FtdLlxalMlQEHipknBCxyUJCmJpUPlLNyy+e0x/xk7WpyXMdsmAyv+M/EUOZ+RFegJAYqTm7piJT0+f7OOj+XhGqE3RNMrlj5g8lUPqVA4XiF/cz4gtfHI5UinaVIRr5D7tJKgqFfSMuFV7QX8NcSv16nsf+QVlRsUATZ2EgNseqjgr+wZTU09bL9eYCWgmaYzKOwDE6vQAoKb6u2wpsw5c6R+5MjA6lvQUx3neJW8KAKsPN1u7B6yOfizrs11QIDN5qj5Y0hRc5p86bGwECm5pUwCQvzzlHTbt5OIMBQpMl3IHm6pKa+pNjcL9VqJVTAiJUTEQYvES18deo0vRpj+NrsUyx2q2W8129yRoyArQsRKfQOpTFLzrTpDZwLuL0GSpUwDA7ClXngIpVGHgClPwpE0BgE3ohycaJiakhJQ2ZRb6ANBXv2nUaXcRpkrpImNV+562XoGWiFKlnkFiVHB4X7zkIkMV8cZ2sQUFgBh9tDEzRYQmcVnhRXoC+c8LCauzfz0w6uLuyUiM1ACAXwV3aXFPncK3i/vuCVS4pVAVNCAlc1y0KbjJU7ilTQEgPMEAANqZ83Uzs1z+liph2dBBW8Vw5+lBWwXrLgUl/P6alTdjVt4M9vuLd0lKBk8M6hkVlvT09I9yY4Y6bKmvng5PNAT5aC62GuK/jX1vanHvAQWAGH00rl8TJLiAEK5Nh+lOR18b1+yTMVbTZ5Cor/HI9zNCxYmZTi+iE27lOxMjNZLoTvGvEVOorMTvkcCm+EP5JecLTJsOXbGhNnVBhASqrK4RE6bcO/01ihL/jFiWFPir5jmcbS9+uASsiwreAAAShklEQVRn6mV1jcSHxKiwpKenv3v3VQja1Ik7oiTht0kv75bq0lpH2zcNpiaX+2U+C8/L+x8n3B3ONo/5TkS0rKf6PtFczojlOAFgrNo6g4nORO0EOdTZEZlcI1SoADCuSAWv+VSZnA6PiHBGWDFzsZHiwq9Cle01QmGKpXzu/eO2mUp1RrxLUraKSdM3RZ7XSBxIjArLk/PSClMGorMLAvtAGXXa+1v2sG+Qkhc1mG1qdWktALjnPkGW6U8vcPe1eodlOgHAi+gEwVKePuL7GckT1sQJAN6zmwwsr8uns3Nc5H+N/NKp8G2pCm69rYpDkgvEEqgAMJZCBU6hH/wZk5L/Sw5xGclnYN5Uo0th8lTaM0L/Qfz1F2TLWWVzaWXTawtmPPHUI7sUcY0EgsRo4IyMjBw7dqy5uTkuLu7hhx82GDxU4ffeP/X+2KGkp3b72x7ETYWCwIZN4+JFesIt9ZmaaZBt+tML3E80lJuY4xyrts4FRWesTr88s0TwQH1Gnr91WAEdAPwSmggmOPEHWeU4A0Oe18hHDp1pv9Q9YHUMgM9SleGiWUGuslVWF2jcKj8DdSrmU+HbUlVWZ+Q7qE1H+u3YnMal3RH2ne/O5cpTSXjnV8dZPTDgMiAaPO1c+4kSrxFfkBgNnPXr19fW1i5cuPD8+fNffvnl22+/nZaW5nKMv4uXuF2hAKDRpUQYlokmQ1F0Otq+6Wnr9ag7ASBGHw0Acq68e4QrNAHAF60Jt+bZUXHGTk5WxFS7CL91UFnCre5M/NkvccmF5TXHEpoK/T3qBZWdkfvplBy3MLUKAH4JVgZTruxnADDGRhYvSg0+Zu8o4gKhSAUAX3QqgmoVxhCs8mesmj6DJVCBMzslAu7LAv3KleIqpv9b+Df5v+qEg8RogDQ2Nv74xz/eu3dvbm7u9evXH3rooTlz5mzbts3lsAv5+nFr9O6FCeHK8Sg3AcBitgFAT1svd8LdBdSd3KynTD6jmbIEAKYpfdSXLjgdN+68804ZJjgDxss1YiISbiUp4VaeEgC+Hhjl3gwGpi/Zz8HMCcnkVccjKjujYE7HXbayn4OBI161LvcAgDE2EgC8iFp1XKCu8p1DV2xY97fW1yZO8u+tzfKsAIDKFW/GFxTxHWkg4DVCeQoAXhQqAKA8ZTpVo7tToBSPuyr1pWyIbaOf7h/87EPXoYvQgcRogPz+979/6aWXPv/8c41GAwDbt2//05/+9N5773GPwcVL7jV6L20xAWhQpi8dbd8AAIpL7yrTBXfRORb+fkajarwZXl8794+4wpG5/gagJj3CMppws5ieDAAe85pi/tbhakGEKcJv3ekmB7/+9j286EVfQB0J35aVidoJACBmoVwdyoCLys5IzNMpOW4BANSvwJGtfKlYX+Dq2pv33JK8Xo65deTN+0XI73LxeI16q8qHOmxDV2wAgJoVf/YlyTouLAsLtxQtwnSty5/6q3G9v+pYDhUAPFb5PcI0K/sZAlWu3KZSBmrTGH20S9K07pLpiLn4y8+Hf7/tnL9PpBpIjAbIyy+/bDKZTpw4gTcPHTq0b9++U6e+1XVuWT/36YKPpIiOCC2YagSAr7766gfTDO5/JL6I5AuVSTdQ3Rkp8XRcRC3CtOyf/3w68R/+0f1+4hc9bwPAnSOdePPO4Y5bP7jeI2d0/zRxwm0AAJrJYQAw4bYwzW1hwj3d6aq5dmuK3XLnWAfciLl2/RdvOx03frumQbgwZA6J0QD57W9/+9577zEx+p//+Z+vvPLK6dOnXQ7Lq3JdKk3wxVBX+/gHCfyw4x48/O0DOt/bH0hMBEGoi667HnK5Z0gb5/2vDOvi/XqKIa1/x/v0mH7G4COocRGmdLl417hMCvuIX4pZ9083dwOhfoVbEpYxwZOQ9aJum+qnf2VN6e2JBoBeRxT+AACH+0sV96WOR2gDU4BEREQ4nU5289q1a5GRHnJOppxYEYMKNQT6t50hzMMCAMDOTQI+OEEQhCLJlToA8fjnPM/3l8BGcQORF5rxDyE8YTAYOjo6OjtvfiFrbm72aO1EEARBEARBeIHEaIBkZWXpdLqtW7d+9dVX7733XmVl5cKFC6UOiiAIgiAIQmFQz2jg/OEPf3j22Wd7eno0Gs2SJUu2b98+cSK1PRAEQRAEQfgBidGguHHjRmdnZ1RUlMeGUYIgCIIgCMI7JEYJgiAIgiAIyaCeUYIgCIIgCEIyqMdREEZGRo4dO9bc3BwXF/fwww8rcdDex1Noamr6+OOPf/GLX4gcXgCMe0bXr18/duzYhQsXpkyZ8sgjjyQlJUkSp4+Mezr9/f0VFRUWi+WOO+5YunRpYmKiJHH6ju/vmnfeeWdwcHDFihVihhcA457R559/fvbsWXYzNzd36tSp4sboH75co88///yzzz7TarWLFi2S/0ef9zM6f/58TU0N957bb7/9xz/+sbgx+oGPn3Lnz5+Pj49/6KGHZP56A98+6N5+++3W1tbk5OT8/PyYmBhJ4gwSBf0mFQgq0wvC+vXra2trFy5ceP78+S+//PLtt99OS0uTOij/8OUUOjs7N2zYcO3aNZc9qPLE+xmNjIysXLnSbrdnZ2fX19d//fXXb7/9tvH/b+/+Y6KuHziOf4QBO4QzyEQy69uIT9hhpfwa1vpB6oa/oh9TqcZa5uYcczY0rP5KUhfGVi2qqdikAIlC13lgCMYf1h+mFtfV0fJyILiK4+DYeYDc3ef7B98v6+s3+XyOyed9x56PvzyG2+u14z734vjcff71L3F5VajWefbZZ10uV05OztmzZ0dGRsxm82233SYwsCqNj5qff/55/fr1y5cvf++99/QPGRTVRjt27LBarXff/Z8rQ7788stZWVkikmql2qiurm7Pnj0PPfSQ2+3+8ccfm5ubJ9qFpskbnTp1qqqqauKmw+GYP3++2WwWkVQT1TuoqKjIbrevWLGio6Pj8uXLX375ZWpqqqi0WkzeyOv1Pv3006Ojo7m5uWfPnh0dHbVYLEajUWDgKQivZ9LpouBms9lssiy3tbUpijI6OrpixYrXX39ddKjgaKnw1FNPLVq0SJbl1atXi8gYHNVGLS0taWlpDodDURSv1/vII4+Ul5eLyaqBap22tjaTyXTlyhVFUXp6etLS0urr68Vk1Ubjo2Z4eDg/P//xxx/ftm2b7hmDo6XR6tWrv/jiCxHppkK10dDQUHp6+tGjR8dvPv/882+//baAoJoFday22WwZGRkXLlzQMWBwVOt0d3fLsnz69GlFUbxeb0ZGxrvvvismqzaqjY4cOfLggw/29fUpijI0NJSbm/v++++LyTpV4fVMOn34M/3N19HRYTAYHnvsMUmSoqOj8/Lyzpw5IzpUcLRUKCsru3bt2ldffXXu3DkBEYOk2qi/vz8zM3P8d26DwZCcnDwwELqXclWtM3v27M2bNycnJ0uSZDAYIiIi4uPjhUTVSOOjZv/+/ffee++8efP++OMPvSMGSbXR2NjY77//fssttzQ1NSUkJGRmZkZFRYnJqo1qo/b29piYmGeeeaa7u9vn81VXV0dEhPTbErQfq4eHh4uLi7ds2bJkyRJdIwZDtc6cOXMiIyNHRkYkSRobGxsbG5s7d66QqBqpNnI4HLIsj7eIj49fsmSJ1WoVEnXKwuuZdPowRm8+l8s1b968iaPw/PnzXS6X2EjB0lLBZDJJknT+/PmweAipNtq4cePEOYjnzp2zWq2FhYV6p9RMtU5OTk5OTo7L5aqsrPzmm2+WLVuWlxfSF9zT8iN35syZr7/++sSJEx999JHuAYOm2sjhcPj9/u3bty9YsKCnp2fhwoWffvppKI8D1UaXL19OTEzcsGHDL7/8EggEUlJSPv744zvvvFNEWE20H6sPHDggSVJRUZF+4YKnWsdoNJaWlu7YsePYsWM//fSTyWQqKCgQkVQr1UZJSUknT570er2xsbF+v/+3336Ljo4WkXTqwuuZdPqE9K+tYSoQCPz9ZkREhN/vFxVmamZAhetobKQoSm1t7aZNm/Lz89etu8ElhEOAxjqBQCA6Ojo5Odlut4f4CwaqjQYHB3ft2lVWVhYub1BQbeTz+Z588smmpqaTJ09aLJaBgYEPPvhA34zBUW3kdru7urqWLl1qtVrb2tp8Pt++ffv0zRgcjY+jwcHBqqqqLVu2hPjQUa0zNDTU0NCQkJCwYMGCe+65x263f/fdd/pmDI5qo4KCgpGRkRdffPHIkSObNm36888/r/svCBe8MnrzxcTEeL3eiZsejyfsPhJ/BlS4jpZGf/31V0lJid1u37Vr18aNG2fNmqVvxiCo1hkeHpYkae7cuaWlpZIkvfTSS1VVVaH85hjVRhUVFXFxcW63+/jx4xcvXhwaGmpqalq1apXuSbVSbZSenl5eXj7+77vuumvNmjUXLlzQNWKQVBvNnj07IiKipKQkKirqjjvuKCwsrKys1D1mEDQe6CwWi6Io+fn5OkabCtU67e3t3d3dp06dSkpKkiRp27ZtBw8eDOULWas2uv322xsaGg4fPtzW1padnZ2amtrZ2al7TNwEvDJ68y1cuLCvr8/pdI7ftNvtof/5JteZARWuo9poeHj4hRdekCSpubm5sLAwlJeopKHOnj17/v7JRykpKb29vbpGDJJqI6PRGB8fX1NTU1NT09nZ2dXVdfToURFJtVJt9Pnnn+/fv3/ipsfjCfFzRlUbjZ9yPfHalc/nC/ErJGs80Fkslocffjj036OtWqenpycqKiohIWH85n333Rfuh4WLFy+eP39+79691dXVxcXFHR0dIf7hALgRxujNt2zZstjY2N27d/f29p44caK1tTWUf/X8Rzeq8MYbb9TU1IhONxWqjerr6/v6+l577TWPx3Pp0qVLly719/eLTn1DqnWys7M7OzsPHTrkdDq//fbb48eP5+bmik49GdVGO3fubPivNWvW5ObmVldXi049GdVGRqPx8OHDjY2NV69ePX36tMViWblypejUk1Ft9Oijj8bFxZWVlQ0MDNhsturq6ieeeEJ06sloOdApimK32++//36hSTVRrZOZmenxeCoqKq5cuWK1Wuvq6sL9sJCYmFheXn7gwIH+/v7PPvvMarWG+FmwuCHB7+afoVpaWrKzs2VZTktLKykpGRsbE50oaP9YIT09ffv27X//toMHD65du1ZQxuBM3qi4uFj+X2+99ZboyJNRvYPKy8tNJtPEN3i9XqF51Wn8kVMUZe/evf//xRCk2qiioiI9PV2W5cWLF+/bt8/n8wnNq0610ffff79y5UpZlhctWrR161a32y00rzrVRr29vbIst7S0CI2plWqdTz75ZOnSpeOHuM2bN7tcLqF51ak2qq2tXb58uSzLGRkZtbW1QsNOXRg9k04TPvR+uiiK4nQ64+Pjw/dsyxlQ4TozrJFqHb/f73Q6ExISQvyNFxNm2B0kaWjk8/lcLtett94aGRmpc7ap0XIfDQ4OGgyGmJgYPYNN2Qz7qVOtEwgEnE5nXFxcbGysztmmRssd1N/fn5iYGOKnV2ESjFEAAAAIwzmjAAAAEIYxCgAAAGEYowAAABCGMQoAAABhGKMAAAAQhjEKAAAAYRijADDtPvzww507d/b19U18xe12l5aWHjp0SGAqAAgFjFEAmHZZWVlms3n37t0TXykrKzObzSF+PUYA0AFjFACmXVZWVlFRUUtLS2trqyRJra2tZrN569atJpNJdDQAEIwrMAGAHkZGRgoKCq5evVpXV7dhw4akpKSGhoZwuQooAEwfxigA6KSjo6OwsNBgMFy7dq2xsTE1NVV0IgAQjz/TA4BOHnjggby8PI/Hs3btWpYoAIxjjAKATn799df29vbIyMjm5uauri7RcQAgJDBGAUAPPp/v1VdfNRqN9fX1iqKUlpYGAgHRoQBAPMYoAOihsrKys7PzzTffXLx48SuvvPLDDz9UVVWJDgUA4vEGJgCYdjabbf369atWrXrnnXckSQoEAs8995zNZmtsbJRlWXQ6ABCJMQoA08vv969bt25wcLCpqWnOnDnjX3Q4HAUFBSkpKceOHZs1a5bYhAAgEGMUAAAAwnDOKAAAAIRhjAIAAEAYxigAAACEYYwCAABAGMYoAAAAhGGMAgAAQBjGKAAAAIRhjAIAAEAYxigAAACEYYwCAABAGMYoAAAAhGGMAgAAQBjGKAAAAIRhjAIAAEAYxigAAACEYYwCAABAGMYoAAAAhGGMAgAAQBjGKAAAAIRhjAIAAEAYxigAAACEYYwCAABAGMYoAAAAhGGMAgAAQBjGKAAAAIRhjAIAAEAYxigAAACEYYwCAABAmH8Dwr9cOFnv9zkAAAAASUVORK5CYII=\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "% Illustrates B-spline basis functions.\n", "t = [0 0 0 0 0 0 1 1 1 1 1 1]; % knot vector\n", "k = 6; % degree of the spline basis\n", "\n", "title('B-Spline Base');\n", "xlabel('X');ylabel('Y');\n", "hold all; grid on;\n", "\n", "% Calculate and plot curves for the elements of the base using \n", "% Cox-de Boor recursion formula.\n", "for j = 0 : numel(t) - k - 1\n", " [y, x] = bspline_basis(j, k, t);\n", " \n", " ordinal = iptnum2ordinal(j+1);\n", " plot(x, y, 'linewidth', 2, 'DisplayName', [upper(ordinal(1)), ordinal(2:min(end)) ' Base']);\n", "end\n", "\n", "legend('Location', 'best');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### B-Spline di ordine 4\n", "Veiamo un esempio di base B-SPline di ordine 4 (`k = 4`) con vettore esteso di nodi definito come `t = [0, 0, 0, 1, 1.2, 3, 4.5, 5, 5]`." ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "% Illustrates B-spline basis functions.\n", "t = [1, 1, 2, 3, 4, 5, 6, 6]; % knot vector\n", "k = 4; % degree of the spline basis\n", "\n", "title('B-Spline Base');\n", "xlabel('X');ylabel('Y');\n", "hold all; grid on;\n", "\n", "% Calculate and plot curves for the elements of the base using \n", "% Cox-de Boor recursion formula.\n", "for j = 0 : numel(t) - k - 1\n", " [y, x] = bspline_basis(j, k, t);\n", " \n", " ordinal = iptnum2ordinal(j+1);\n", " plot(x, y, 'linewidth', 2, 'DisplayName', [upper(ordinal(1)), ordinal(2:min(end)) ' Base']);\n", "end\n", "\n", "legend('Location', 'best');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le Curve B-spline\n", "==============\n", "\n", "Vediamo ora come si definiscono le curve parametriche di tipo spline con questa base. Supponiamo che sia dato l'intervallo $[a,b]$. Sia quindi $\\tau=\\{\\tau_o,...,\\tau_L\\}$ una partizione coincidente con l'intervallo. Prendiamo ora \n", "\n", "$$T=\\{t_0,...,t_{k-2},t_{k-1},...,t_{n+1},...,t_{n+k}\\}$$\n", "\n", "si Ha $N_{ik}(t), \\forall i = 0,...,n$, $n=k+\\mu-1$. E' una base per lo spazio $S_{m,M,\\tau}$. Una generica funzione dello spazio è quindi combinaziome lineare di $N_{ik}$. Quindi una spline generalizzata deve essere \n", "\n", "$$S(t) = \\sum_{i=0}^{n} \\alpha_i N_{i, k}(t), \\text{ } t\\in[t_{k-1},t_{n+1}]$$\n", "\n", "Una curva parametrica di tipo spline generalizzata si scrive in forma vettoriale come \n", "$$\\mathbf{X}(t) := \\sum_{i=0}^{n} \\mathbf{d}_i N_{i, k}(t), \\text{ } t\\in[t_{k-1},t_{n+1}]$$\n", "con i $\\mathbf{d}_i$ punti di controllo in $\\mathbb{E}^{2,3}$, detti di *de Boor*.\n", "\n", "## Algoritmo di de Boor\n", "L’algoritmo di de Boor permette di calcolare le coordinate di un punto appartenente ad una curva B-spline senza conoscere esplicitamente le funzioni B-spline di base. Esso può essere visto come la generalizzazione dell’algoritmo di de Casteljau e, come tale, fa uso della interpolazione lineare ripetuta. Tale algoritmo si basa sul fatto che aumentando la molteplicità di un knot interno, decresce il numero di funzioni base non nulle che attraversano questo knot, infatti, se la molteplicità di questo knot è $m$, ci sono al più $degree − m + 1$ funzioni base non nulle che attraversano questo knot. Questo implica che in un nodo di molteplicità pari al grado della curva, ci sarà solo un funzione base (essendo $degree − degree + 1 = 1$ ) non nulla il cui valore in corrispondenza di tale knot sarà uguale ad $1$ per il principio della partizione dell’unità. Quindi, nell’algoritmo di *de Boor*, un nodo $t$ viene inserito ripetutamente in modo che la sua molteplicità sia pari al grado della curva. L’ultimo nuovo punto di controllo generato sarà quindi il punto della curva che corrisponde ad $t$.\n", "\n", "La descrizione dell’algoritmo è illustrata nel seguente pseudo codice. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "Input: a value u\n", "Output: the point on the curve, p(u)\n", "\n", "If u lies in [uk,uk+1) and u != uk, let h = p (i.e., inserting u p times) and s = 0;\n", "If u = uk and uk is a knot of multiplicity s, let h = p - s (i.e., inserting u p - s time);\n", "Copy the affected control points pk-s, pk-s-1, pk-s-2, ..., pk-p+1 and pk-p to \n", "a new array and rename them as pk-s,0, pk-s-1,0, pk-s-2,0, ..., pk-p+1,0;\n", "\n", "for r := 1 to h do\n", " for i := k-p+r to k-s do\n", " begin\n", " Let ai,r = (u - ui) / ( ui+p-r+1 - ui )\n", " Let pi,r = (1 - ai,r) pi-1,r-1 + ai,r pi,r-1\n", " end\n", " \n", "pk-s,p-s is the point p(u).\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0;31mError: Function definition not supported in this context. Create functions in code file.\n", "\n", "\u001b[0m" ] } ], "source": [ "function [C, U] = bspline_deboor(n, t, P, U)\n", "% Evaluate explicit B-spline at specified locations.\n", "%\n", "% Input arguments:\n", "% n:\n", "% B-spline order (2 for linear, 3 for quadratic, etc.)\n", "% t:\n", "% knot vector\n", "% P:\n", "% control points, typically 2-by-m, 3-by-m or 4-by-m (for weights)\n", "% u (optional):\n", "% values where the B-spline is to be evaluated, or a positive\n", "% integer to set the number of points to automatically allocate\n", "%\n", "% Output arguments:\n", "% C:\n", "% points of the B-spline curve\n", "\n", "d = n; % B-spline polynomial degree (1 for linear, 2 for quadratic, etc.)\n", "nctrl = numel(t) - (d + 1);\n", "\n", "if nargin < 4\n", " U = linspace(t(d+1), t(end-d), 10*size(P,2)); % allocate points uniformly\n", "elseif isscalar(U) && U > 1\n", " U = linspace(t(d+1), t(end-d), U); % allocate points uniformly\n", "else\n", " assert(all( U >= t(d+1) & U <= t(end-d) ), 'bspline:deboor:InvalidArgumentValue', ...\n", " 'Value outside permitted knot vector value range.');\n", "end\n", "\n", "m = size(P, 1); % dimension of control points\n", "t = t(:).'\n", "U = U(:);\n", "S = sum(bsxfun(@eq, U, t), 2); % multiplicity of u in t (0 <= s <= d+1)\n", "I = bspline_deboor_interval(U,t);\n", "\n", "Pk = zeros(m,d+1,d+1);\n", "a = zeros(d+1,d+1);\n", "\n", "C = zeros(size(P,1), numel(U));\n", "for j = 1 : numel(U)\n", " u = U(j);\n", " s = S(j);\n", " ix = I(j);\n", " Pk(:) = 0;\n", " a(:) = 0;\n", "\n", " % identify d+1 relevant control points\n", " Pk(:, (ix-d):(ix-s), 1) = P(:, (ix-d):(ix-s));\n", " h = d - s;\n", "\n", " if h > 0\n", " % de Boor recursion formula\n", " for r = 1 : h\n", " q = ix-1;\n", " for i = (q-d+r) : (q-s)\n", " a(i+1,r+1) = (u-t(i+1)) / (t(i+d-r+1+1)-t(i+1));\n", " Pk(:,i+1,r+1) = (1-a(i+1,r+1)) * Pk(:,i,r) + a(i+1,r+1) * Pk(:,i+1,r);\n", " end\n", " end\n", " C(:,j) = Pk(:,ix-s,d-s+1); % extract value from triangular computation scheme\n", " elseif ix == numel(t) % last control point is a special case\n", " C(:,j) = P(:,end);\n", " else\n", " C(:,j) = P(:,ix-d);\n", " end\n", "end\n", "\n", "function ix = bspline_deboor_interval(u,t)\n", "% Index of knot in knot sequence not less than the value of u.\n", "% If knot has multiplicity greater than 1, the highest index is returned.\n", "\n", "i = bsxfun(@ge, u, t) & bsxfun(@lt, u, [t(2:end) 2*t(end)]); % indicator of knot interval in which u is\n", "[row,col] = find(i);\n", "[row,ind] = sort(row); % restore original order of data points\n", "ix = col(ind);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Proprietà\n", "Le principali proprietà delle curve B-Spline sono le seguenti:\n", "\n", "### Invarianza per Trasformazioni Affini \n", "La proprietà di essere una partizione dell’unità garantisce che le curve B-spline siano invarianti per trasformazioni affini, ovvero queste due procedure producono lo stesso risultato:\n", "Dati i vertici di controllo:\n", "- Calcolo la curva e poi le applico la trasformazione affine.\n", "- Applico la trasformazione affine ai vertici di controllo e poi calcolo la curva.\n", "\n", "L’importanza pratica di questa proprietà è la seguente. Supponiamo di aver disegnato una curva e di volerle applicare una certa trasformazione affine (rotazio- ne, traslazione, scala, ...). Il modo più semplice di procedere è applicare ai vertici di controllo la trasformazione affine desiderata, poi ridisegnare la curva.\n", "\n", "Nello Script sottostante è stata inizialmente definita e disegnata una curva B-Spline e successivamente applicata una trasformazione affine prima ai suoi punti di controllo e successivamente alla curva. In particolare sono state applicate in quest'ordine una rotazione traslazione e scalatura, inizialmente ai vertici di controllo originali, ottenendo la curva di coloro arancione mostrata in Figura 3. Successivamente sono state applicate le stesse trasformazioni direttamente sulla curva originale ottenendo la B-Spline di colore viola mostrata in Figura 3. La proprietà di invarianza per trasformazioni affini viene confermata dal fatto che le due curve combaciano." ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4QAAAJYCAIAAAC1p7+MAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAB3RJTUUH5QITECsbUgIcdQAAACR0RVh0U29mdHdhcmUATUFUTEFCLCBUaGUgTWF0aFdvcmtzLCBJbmMuPFjdGAAAACJ0RVh0Q3JlYXRpb24gVGltZQAxOS1GZWItMjAyMSAxNzo0MzoyN/FWS/wAACAASURBVHic7N19XFR1/v//1yAgkBCiIKTkEJUlZWVaybbrwGpWytaWkUWruNv22fZju5rrJ/3i3gAz2x+ubW0XVpuJ24UuWbluV5jJ2JUppouGZC0yCi4oFyoRkFyc3x9Hx8MwM1wNc2aGx/32ue3nnONheJ0ZpKev9/u8j0FRFAEAAAD04Kd3AQAAABi4CKMAAADQDWEUAAAAuiGMAgAAQDeEUQAAAOiGMAoAAADdEEYBAACgG8IoAAAAdEMYBQAAgG4IowAAANANYRQAAAC6IYwCAABAN4RRAAAA6IYwCgAAAN0QRgEAAKAbwigAAAB0QxgFAACAbgijAAAA0A1hFAAAALohjAIAAEA3hFEAAADohjAKAAAA3RBGAQAAoBvCKAAAAHRDGAUAAIBuCKMAAADQjb/eBQC90djY+MADD2iPDBky5LLLLvvFL34xbNgwl3yLb775ZtmyZQaDISMjY/ny5SKybt26QYMGueTFd+7c+fTTT4vIfffdd/PNN1uPK4ry2Wefvfnmm01NTc8//7x29+GHH162bJlLynjooYdOnDjR+Xh0dPSf//znvrxyl2wusF+/l43W1tb29vZBgwYNGjRI/XDFpZ9pT+nyKVh/qtetW+fn56wZ4Ya3q/PfYj8/v7i4uNmzZ8fHx3f55doKu3+aJ3z0WnPmzGlra1u8ePEVV1yhPX769OmXX375H//4x5EjR4YOHXrttdfOnz//8ssv79136dffZoALKIAXqq2ttfvzHB8fX19f75Jv8cknn6ivaTab1Y2WlhaXvLKiKPfee6/6miaTSXv8xRdfVI8PHjzYZtdaT9/LGDlypN137+KLL+7jK3fJ5gLd6ac//amIZGRkKJoP14WfaU/p8il0/8Ld8HY5+lscHBy8Z8+eLr9cW2H3T/OEj17L399fRD788EPtwfb29p///Oc2b0tISMiuXbt691369bcZ0Hd0RuHdfvOb39x0002tra2bNm16/fXXS0tLP//882nTprnwW1x11VXbt283GAzqfzb67tSpU2+//ba6vX37dovFYjQa1d1XX31VRNLT0x999FGb3fDwcFeVsXTp0vr6ehF5/vnny8rKLr300l/96lciMnz48D6+cpdsLlAvV199tWs/017Q8VPoqf5+u9S/xe3t7bt27Vq5cmVTU9Of/vSnf/zjH/3xvTzho+9SUVGR+iti5cqV995774EDB9LS0o4fP/7444+/9dZbfXlll/82A1xD7zQM9Ia1p/LCCy+oRw4ePKge2bp1q90vefXVVydOnBgRETFixIhbbrmlsLBQUZSdO3dOnjz53nvvXbFixcUXXzx69OjZs2fX1NQoml7C3r17J0+ePHny5NbWVuv5L774YkJCwtChQ6dPn37kyBH1WzQ1NS1ZsmTcuHFRUVG33nrrxx9/bLeSF154QUTCw8OjoqJEJDs7W1GUEydOTJ48OSQkRETi4uLuuusu7W5aWtq+fftcW4aiKD/5yU9E5Oabb7Yesb7yG2+8cfnll99yyy2Kouzbt+/OO+8cNWpUWFjYJZdcsmjRoubmZuc1dH63bS4wLS1NUZTTp08/9thj48ePj4iImDhx4sqVK1tbWzuXceONN06ePHnmzJlr1qwZN27cBRdccP/991dVVaWlpY0YMeLiiy9+4oknrJdgt9rJkyeHh4eLyIUXXjh58uTCwkLrm9mdMrp5jc5+ZB3rzqdg96KcV2i3PJu+oKOX7cXb5fy9sqvz32JFUa699loRufHGG9VdRx+NTYVNTU3d+dzV06zX0rvPXasXn0tlZeWsWbMuuOCCK6644m9/+5vdzqg1iO/YsUM98vLLL99zzz3z589Xd1taWh599NFrr7126NCh48aN+/Of/6xW7qieXvw2q6qquvvuu2NiYhISEl5++eXk5OTJkyeXl5d362ca6CHCKLyS9T9jaWlpzz///FNPPfXjH/9YRMaNG9fU1NT5/M8//1xEBg0adOedd44fP15EQkNDT5069c4776ivYzAY4uLi1P8wXHHFFa2trXYHttTz1cl2gYGB6vGUlBRFUdrb29UaQkND1ZQZGBhoNps7F3PDDTeIyP333z9//nwRiY+Pb29vP3HixNVXXz148GARGTVq1K233qrdve2227QxwiVlKPZikPrKgYGB6ov/+Mc/rq2tVf9zPnbs2Lvuukv9do8++qiTGuy+20eOHLG5IkVR7rjjDvXMiy66SH2p++67r3MZV111lfVjioiIULeDg4MDAgLOO+88dbegoED9wbBb7TXXXBMcHCwiI0aMuPrqqz/66CNtJnNeRvev8dSpU734Ye7yU5g0aZLdi3JSoaPytD9Fjt4rRVF68XY5ea8c6RxGDx06FBYWJiJ/+MMf1COOPhqbCv/73/9253NvamrSvgO9+Nxt6u/p53L69OmLL75YPXjRRRcZDAb1j2zC6KFDh9TfRQaD4Uc/+lFWVtYnn3zS1tZmPeGuu+5SK4+NjVVfYcGCBU7q6elvs9bW1rFjx4rI4MGDrW+OiBQXF/fiJxzoEmEUXsnRbLPFixe3tLScPn26TqO1tfWJJ54QkWHDhpWUlPzwww+//vWvZ8+evW/fPmsYXbNmjaIou3fvVif1v/XWW05+fYvIE088ob6O+rKKomzYsEFERo8eXVtb29bWdv/990unKaGKopSUlKivUFBQsGPHDnXb2rxUb1B49tlnO+92DqN9KUPlKAaJyI9+9KOCgoJvvvnms88+M5lMU6ZMUSfj3nnnnSJyxx13OKnB0bttc0Wffvqp+p/bTz/9VFGUDz/8UH3BPXv22JSxfv16dXfdunWKotx+++0iEhQUdPjw4e+++y4mJkZEVqxYoSiKo2oVx5Mgu1NGj67RqvPPYe8+hQ0bNji6KEcVOipPe+FO3qtevF1PPfWUo/fKEevf4rCwsOjo6MjISHX3mmuuOXz4sPOfEJsKu/m5a69l+/btvfjctZx8U0evoE5TCQwM/OqrrxRF+dvf/qaeZhNGFUV55ZVX1GRpdemll/773/9WFGXnzp3qEfUfYH/5y1/U9/Djjz92VE9Pf5v985//FBF/f3/1R/rJJ59UzySMop+wtBO82wMPPJCXl7d+/foFCxYYDIY//elPK1aseP/99yM0Pvroox//+McBAQG1tbWXX375mDFjTp8+/etf//rKK69UXyQkJGTOnDkicu211/7oRz8Skb179zr/vvfdd19gYOAtt9wiIuo90WqybGhomDFjxo033rht2zbrQa21a9eKyHnnnaf2CM8//3wRyc3N7d3l97qMLuXm5ppMpksuuSQxMTE3N/fWW29dsGBBYmKiOmVNURQnNTh/t612794tIldddZX6nk+ZMuXSSy+1HteWMWrUKHVXbWWprb4rrrjiwgsvHDJkiBpwGxoaRKTLajvrThm9u8bOP4fdfvs7XP7dd9/d5UXZVNid8nrxXjl5u/7zn/84eq+6Q1GUlpYWdbumpkZtGXbno+n1tXz55Zddvrjza+nON7V5BfUXi8lkSkhIEJH09HRrS9LGfffdd/jw4fXr16enp0dHR4vIN998c8stt7S3t6th9MorrzSZTCLy+9///vjx499+++2NN97Yiw/U7mXu379fRK699lr1Z+aXv/xlly8C9AVTmOHdrr32WnXEatasWV9++eXHH3/8/vvv33DDDdb4IiKDBw+eMGHCl19+uXbt2g8//PCrr76yWCyvvPKKNRwEBgZaVzkZMmSInE02joSEhKhdHHVIUfX999+LiKIoaj8jPDx8zJgxItLc3BwUFKSe09bW9sorr6gnJyYmWr/2jTfeePrpp9X5lN3X6zK6FBgYqA4misiuXbt+8pOf/PDDD5dddtnEiRNbW1sLCwud1+Do3Vb/22nV1NQkItqq1HegsbGxcxkq9WSbgUXtEkXOq7WryzJ6fY1BQUE2P4fOK7FhvfwuL6pzhY7K09620ov3Shy/XT/88IPdSrpj5cqVDzzwgKIoZrP5pz/9aXl5+erVq1esWNHlR9OXa+nd596jb9r5FVpbW0Xzk+Dv7293ga2nnnpq165dV1xxxZIlS2bNmtXe3p6RkfGnP/2psrJy//79p06dkrO/qVTqi+zcudNkMvX0A7V7mQEBAdq34vTp012+DtAXdEbhI8rLyysqKkQkKCjopptuKteYPHnyunXrVq5cOX78+P379x88eDAiIqK9vf3jjz9Wv/bkyZNq77C+vl7duOSSS3pagNrq8Pf3/9e//vXee+89+eST48ePv+WWW7T/tcvPz6+srBSRn/3sZzNnzpw5c+Ztt90mIt99910fb5LtURld0kaWf/zjHz/88MONN95YUlLy97///cILL+zyy52/21bqpLR///vfx44dE5EjR4589dVX1kuwKaObuqy28z8zuiyj19fY+eewR9divfx++gi687Ldf7ucVFVbW/v0008//fTT5eXlTmo2GAxJSUk33nijiKj3I3bno1Er7MXnrjbUe/q5a/Xic7nssstE5OOPP1anKHzyySfNzc2dT6uqqnr99dcff/xxdVaPn5+f+k9KEQkPD1dXJN27d69a+T//+c/hw4dfffXVGzZs6Gk9jowbN05E9u/fn5eX9/3332dkZPT6pYDuoDMK7/bQQw8tWLBAURS1zyEis2fP7nya2pL85z//WVFR0dbWpv6LXx3tVaWkpMyYMeOLL744ceJEWFjYrFmziouLe1TJnDlzHn/88ePHj1922WXXX3/9li1bqqurrZMdVeoY/WWXXaZOyVIlJCQcOHAgNzf3vvvu69F37HUZPaI2YEpKSv76179aLBZ1xRnnnZIu323VLbfccuWVV+7fv3/SpEk/+clPtm3b1traOmHChOTk5Pfff9/l1aqNn5deemn37t3qsud9KaOb1+gS/fQROH/Znr5d1pvMOisvL//d734nIpdccon1hhtHLr744k8++aSmpsbJ90pOTrapUA36XX7uW7dutX6jm2++uY8/fr34XO65557FixefOnXq+uuv//GPf/yvf/3L7mm/+MUvnnvuufr6+nHjxk2cOLGlpWXPnj0ikpSUNHr06JiYmLFjxx44cCAxMfG666577733RCQjI0P9h26P6nFk2rRpEydOLCwsvPvuu6Vj/xjoF/pMVQX6pvMNTOedd96ECRNeeeUVu+e3t7cvXLjQOg4eEhKyZMkS5ex9BgEBAb/4xS/UaWojR47cvn27oiifffaZerK1n2Sd8h8SEqK+rPrfNn9/f3X33//+t7owjfo6/+///T9tDSdPnlRHlpctW6Y9npWVJSIGg6GiosLJDUzWevpYhpajW2esr6woSlVVldomEZHhw4era7hedtllTmpw9G4rne7Qslgs06ZNU995Pz+/lJSUioqKzmVor11RlBUrVohm9Z8pU6aIyNKlS51UqyjKli1b1OUFRMTm9vBultHNa+ypLj8FJxflqEJH5WnfSScv24u3y8l7ZZ2B/f7772sv3Pq3+G9/+5v14MqVK0Xk/PPPV9ckcvTR2FR46NCh7nzuDQ0N2negF5+7Vi8+F0VRPv/8c2vPcsaMGeoQeecbmD777DN1MqvK399/zpw51dXV6p+WlZVNmTJFrTw+Pn7RokWnT592Uk8vfpt99913S5cuvemmm+69994tW7ao3+vrr792/sMM9I5B6cbsZsA3NDc3HzlyREQuvPBC9d/677777owZM0JCQr7//vuTJ0+eOHEiLi6uj9/l5MmTdXV1F110kQsq9owyFEWxWCyKoowePbr7jxDs/G478v333x85csRoNKqr8PRftYqifPfdd35+ftr5dn0po/vX2Ef99BE4f1kXvl0bNmy45557ioqKrGmpRxx9L22F7vzcta/ci89FRA4fPnzeeed1+YCDmpqaw4cPDxkyxGg0dp5z3NDQcOzYMe2jU3tdj43S0lL15vpnnnlm7Nixr7/+elpa2uDBg2tra62LqQEuRBjFgKYNo3rXAvimb775JiEhYebMmX2ZLgJ3amtru/LKK0tKSs4///wLL7xQvbl+8eLFjz/+uN6lwTcxZ7SvDhw48NFHHz300EN6F4LeuOCCC2bNmtXT25wBdN/w4cM/+OADdb1PeIVBgwZt3749Jydn+/btLS0t99577/Tp0++9916964LPojPaJzU1NfPmzWtoaLCuHgwAAIDuozPae3fcccfXX3/d1tbWi2WAAAAAIHRG+6K4uPj06dObN2/evXu3oxU6AAAA4ASL3vdeQkLCNddcM3LkSL0LAQAA8FYM0/cv62MzrPLz83WpBAAAeCyj0ah3CbohjPY79bl2vsFisfjY3xauyPNxRR7Oxy5HuCJv4JNXpHcJemKYHgAAALohjAIAAEA3hFEXUB/aCwAAgJ4ijPbV/fffv3nzZr2rAAAA8EqEUQAAAOiGMAoAAADdEEYBAACgG8IoAAAAdEMYBQAAgG4IowAAANANYRQAAAC6IYwCAABAN4RRAAAA6IYwCgAAAN0QRgEAAKAbwigAAAB0QxgFAACAbgijAAAA0A1hFAAAALohjAIAAEA3hFEAAADohjAKAAAA3RBGAQAAoBvCKAAAAHRDGAUAAIBuCKMAAADQDWEUAAAAuiGMAgAAQDeEUQAAAOiGMAoAAADdEEYBAACgG8IoAAAAdEMYBQAAgG4IowAAANANYRQAAAC6IYwCAABAN4RRAAAA6IYwCgAAAN0QRgEAAKAbwigAAAB0QxgFAACAbgijAAAA0I2/3gV4rra2tk2bNpWUlERERKSkpMTGxtqc0NTU9NZbbx06dCgmJmbmzJnh4eG61AkAAOC96Iw6NG/evOXLl9fX13/wwQcpKSmHDh3S/mljY+PPf/7zl156qampacOGDSkpKfX19XqVCgAA4KUIo/YVFxdv27Zt1apVOTk5GzdujIqKWrNmjfaEjRs3Hjt27I033lixYsXbb7/d1ta2bt06vaoFAADwUoRR+4qKioKDg00mk4gEBgYmJycXFRVpTygtLb300kuHDx8uIqGhoddcc82+fft0KRUAAMB7MWfUvrq6uqioKD+/M2E9Ojq6rq5Oe8KIESM++OCDxsbGkJCQtra2b7/9NjAw0O5LjRkzRrubn5/fTzW7QUVFhd4luBhX5Pm4Ig/nY5cjXJE38MkrMhqNelehG8Kofe3t7dpdPz+/trY27ZHbb7/9hRdeSE9Pnz59ekFBwbFjx0aOHGn3pQ4ePNiPhbqd7/1t4Yo8H1fk4XzscoQr8ga+d0UDGcP09g0ePLixsdG629DQEBQUpD3hggsueOONNy666KKPPvpowoQJqampw4YNc3uZAAAA3o3OqH2xsbHV1dU1NTXqrNCSkhKbpZ3+85//fPnllytWrFCH8lNTU6+44gp9agUAAPBadEbtS0xMDAkJWbZs2dGjR995552tW7dOnTpVRDIyMl577TURiYiIyMnJefHFF2tra1999dV9+/bdfvvtelcNAADgZeiM2hceHp6Tk7N06dLk5GQ/P7/p06enpaWJyObNmxsbG9PS0iIiIv7v//7v5Zdf/stf/hIaGpqZmTlu3Di9qwYAAPAyhFGHpk6dOmXKlJqamtDQUOuE0f3791tPuOeee+65557a2tqIiAiDwaBTmQAAAF6MMOqMwWCIjIx0fg73LQEAAPQac0YBAACgG8IoAAAAdEMYBQAAgG4IowAAANANYRQAAAC6IYwCAABAN4RRAAAA6IYwCgAAAN0QRgEAAKAbwigAAAB0QxgFAACAbgijAAAA0A1hFAAAALohjAIAAEA3hFEAAADohjAKAAAA3RBGAQAAoBvCKAAAAHRDGAUAAIBuCKMAAADQDWEUAAAAuiGMAgAAQDeEUQAAAOiGMAoAAADdEEYBAACgG8IoAAAAdEMYBQAAgG4IowAAANANYRQAAAC6IYwCAABAN4RRAAAA6IYwCgAAAN0QRgEAAKAbwigAAAB0QxgFAACAbgijAAAA0A1hFAAAALrx17sAz9XW1rZp06aSkpKIiIiUlJTY2FibE06fPr1p06avv/562LBhM2bMGD16tC51AiqDwaDdVRRFr0oAAOg+OqMOzZs3b/ny5fX19R988EFKSsqhQ4dsTrj//vtXrlzZ3Nz83nvvpaSkfPvtt7rUCUinJGr3CAAAHogwal9xcfG2bdtWrVqVk5OzcePGqKioNWvWaE8oLy/fuXNnTk7OihUrNm7cGBgY+N577+lVLQY4R7mTPAoA8HyEUfuKioqCg4NNJpOIBAYGJicnFxUVaU84//zzBw0a1NzcLCItLS0tLS3Dhw/XpVQAAADvxZxR++rq6qKiovz8zoT16Ojouro67QlhYWGPPPLIH/7wh7fffnv//v0JCQm333673ZcaM2aMdjc/P7+fanaDiooKvUtwMV+7olFXScI0Kc6XijP/drJYLLoW5AK+9hn53BX52OUIV+QNfPKKjEaj3lXohjBqX3t7u3bXz8+vra1Ne6S+vv6NN94YOnToyJEjm5qavvrqq88//3zq1KmdX+rgwYP9W6t7+d7fFp+6oklz5PwREnuVFG+RHevEV67ON65Cy8euyMcuR7gib+B7VzSQEUbtGzx4cGNjo3W3oaEhKChIe4LZbD5y5MiHH344YsQIEfnd7373t7/9zW4YBdwkLFpir5K8hyX2apk0WxJukryFetcEAEAXmDNqX2xsbHV1dU1NjbpbUlJis7RTRUVFQEDA0KFD1d2xY8cePXrU3VUCWpNmS32VVBTJjnXyUpqcOiapq7Lzy/QuCwAAZwij9iUmJoaEhCxbtuzo0aPvvPPO1q1b1a5nRkbGa6+9JiITJkxoaGhYtWrVf//733379q1fv37SpEl6V40B6sySognTZMffzxyqr5L8nKyZk7K2lMU99rmlrlnH8gAAcIIwal94eHhOTs7OnTuTk5MXLVo0ffr0tLQ0Edm8efPu3btF5LrrrluyZMnGjRuTkpLuuuuuMWPGZGRk6F01Bq709QdExPj9wVGjRhmNRkVRlFOVmdPiyjISRSRp9R5apAAAz8ScUYemTp06ZcqUmpqa0NBQ64TR/fv3W09IT0+fPXt2TU3NkCFDQkJCdCoTEBHJLaxcO+vy9FVlFotFO6/fGBFU8OD4dYWVWVvKRCRzWpxuJQIAYA+dUWcMBkNkZKTNrUtafn5+UVFRJFHoa+6GEhFJnxhj90+NEUGZ0+IKfjs+d3dl3GOfm0tPurc6AACcIYwCXk9tizo/xxQfXvDg+PQJMXM3HGDIHgDgOQijgHdTk6WjtqiW2iJNnxDDXU0AAM9BGAW8W+7uyqybejATVL2ryTg0mLuaAACegDAKeLHcwkpLXfOcbrRFtYwRQWtnXU6LFADgCQijgBfL3lKWPjHGGOHwHjtH1CF7Fn4CAOiOMAp4K7UtmtmTMXob6sJPaouUPAoA0AVhFPBWvW6LarHwEwBAX4RRwCv1vS2qxcJPAAC9EEYBr7SusKrvbVEtFn4CAOiCMAp4n9zCSnPpiZ7eRN8dLPwEAHAzwijgfdS2qCk+vD9eXLvwU9Jze2mRAgD6FWEU8DLm0pP91Ba1si78ZDnRRIsUANCvCKOAl8nOLzPFD+2ntqgWCz8BANyAMAp4E7UtmjnNNTfRd4mFnwAA/Y0wCngTt7VFtVj4CQDQf/z1LgBAd1nqms2lJwp+O97931ptkYpI1pay3N2VBQ+Od+GqUgCAgYzOKOA1sreUGSOC3NwW1WLhJwCAyxFGAa+RW1jpqkcu9RoLPwEAXIswCniHuRtKRCS9P1d06iYWfgIAuBBhFPAOuYWVa2ddrncV57DwEwDAJQijgBdQ054ntEW1WPgJANB3hFHAC2RtKcvSe7aoIyz8BADoC8Io4OlyCytFxG0L3feC2iJVh+zjHvucu5oAAN1HGAU8XfaWMk8boLdLvatJRLirCQDQfYRRwKPlFlZa6pp1X9Gpm7R3NbHwEwCgOwijgEdT26Je9LgjFn4CAPQIYRTwXN7VFtVi4ScAQDcRRgHP5XVtUS0WfgIAdAdhFPBQ3tsW1WLhJwCAc4RRwEOtK6zy3raoFgs/AQCcIIwCnii3sNJcemKON6zo1E0s/AQAsIswCngitS1qig/XuxBXYuEnAEBnhFHA45hLT/pYW9SKhZ8AADYIo4DHyc4vM8UP9bG2qBYLPwEArAijgGdR26Ke/CR6l2DhJwCAijAKeJZ1hZW+3RbVYuEnAIC/3gUAOMdS15xbWLl21uUufM2W4+Ui0lpd0Vj8ubrbWl3Rcry8pbrc5syAyNgOu1Gx/pGjAqJiAyJjA6JiRSQ4YZILC1OpLVIRydpSlru7suDB8T6wmhUAoPsIow61tbVt2rSppKQkIiIiJSUlNrbDf6e//vrrHTt2aI+cf/75d9xxh3trhK/J3lJmjAhK7/OtSy3Hy+vNeer/9uCrOsbTzmlVzgbW4IRJIQmJAVGxroqnmdPi5kyMSVq9J2n1nvQJMT4/SwEAYEUYdWjevHlffPHF1KlTd+3a9eKLL7711lsXXXSR9U/Ly8vz8/Otu6WlpdHR0YRR9FFf2qJq9Gz9suCb0j2urarDd6kuF5EW87mYGxAZ65Jsqt7VtK6wMmtLmbn05NpZl9MiBYCBgDBqX3Fx8bZt21avXp2cnHz69OkZM2asWbPmscces54wderUqVOnWk+eM2fOsmXLdCoWPmLuhhIR6WlbVM2gtXmr+qeobhRQXd45m56fdHcvgqk6ZE+LFAAGFMKofUVFRcHBwSaTSUQCAwOTk5M//fRTu2c2NTXNmzfvN7/5zTXXXOPWEuFzetQWVTNofUGe3cF0LXVgvTsTQNXZpVZNxTtEzZrHy1urK0REnXXaRWFns2mvO6baFqmIzBlj6P7XAgC8DmHUvrq6uqioKD+/M6sNREdH19XV2T3zxRdfFJHZs2c7eqkxY8ZosTVxcgAAIABJREFUd7WD+16noqJC7xJczHOu6KmdJ0TEFPmDxWJxfqZSV9m++722LWucnGMYGmOIiDHEX+MXP94Qf42ItIq0inR45FFX30jirjv3vyIiEiii1FXKiSqlrrK9dI+cqGp3PCVA2zE1DD1TjN/EW7v4pmfNGWM4rz3yqS/Kn/+07S83N98w0neG7D3np84lfOxyhCvyBj55RUajUe8qdEMYta+9vV276+fn19bW1vm0kydPrlmzJiMjIzAw0NFLHTx40PX16cf3/rZ4yBU9+fShrJvinBfTcry8Nm+Vo3uSAiJjw5JST548eeHtD6i9z37RsULrvfmNxZ9bb9jvTDlRqeyubN/9XsC2dWq7NCwptctv9QejzLy++akPS5aY63xsyN5DfupcxccuR7gib+B7VzSQEUbtGzx4cGNjo3W3oaEhKMhOY+bdd99VFOWWW25xY2nwQbmFlSLiJGw5nxiqxtBhqQtF5DuLpR+TaOdvHRWrjsKr4bLleHlT8Y7G4s+binfYnT9gbZfW5q3qztRSY0TQ768fGh4ezsJPAOCrCKP2xcbGVldX19TUDB8+XERKSkpslnZSvfvuuzfeeGNYWJjbC4RPyd5S5uS+pdq8VXZjqJpBw0yp7kyfzqnZVBtM6815dtulNlNLnadS7moCAB9GGLUvMTExJCRk2bJljzzyyN69e7du3bp48WIRycjIGDt2bFpamogoilJSUvLAAw/oXSy8W25hpaWuOfNBOwGrqXhH1TPz7a5OPyx1YXdGunVkDabqUP6pgn/YHcfXptKwpNSQhES7qZSFnwDAVxFG7QsPD8/JyVm6dGlycrKfn9/06dPVALp58+bGxkZ1u7KysrGx8eKLL9a7WHg3tS3aOVrZbYhqR+S9hXUoX5wuAtBSXV6bt6pWVjmK2iz8BAA+iTDq0NSpU6dMmVJTUxMaGmqdMLp//37rCRdccIGP3ZwE97PbFm05Xn7s2QU2TURvjKGdBUTFDktdGGZKVXuldm/Gaqkur3p2fm3eKnUSgs2f2iz8RB4FAG9HGHXGYDBERkbqXQV8Wee2aFPxjvLMO21OG5a60NtjqJa1VzosdaF6w1PnVKo2SusL8tpGX9mU8ivt2L3aIh0dEZS9pSx3d+XaWWNN8eHuvQIAgMsQRgHddG6Ldh6aD4iMjZ73pKseAe9prPNK1VTa+W6nlupyqS4v3/1e58Zw+sQYU/zQdYWVczccYMgeALwXYRTQzbrCKm1btCJzpk0UC0lIHJW9UY/S3E17t5PdRaysjVLtAgJqi1REWPgJALyXn94FAAOUufSkufTEnLMrOnVOosNSFw6QJKqlTiqNe27nsNSFIQmJNn+qRtKKzJlVz8y3Prw0c1pcWUaiiCSt3pOdX+buigEAfUNnFNBHdn6ZKX6oOtnRJon69tB8d6iRVESaincc/dea9t3vaf9UXQ2qqXiHdYFSFn4CAO9FZxTQgdoWzZwW13K83CaJhiQkxq3eOZCTqFZwwiT/WUvVRqnNH7VUl9eb88oz76x6Zn5T8Q51yL4sI9FyookWKQB4EcIooAO1Lfqj0O9slnAaOJNEe8Q6dh/9v08GRNo+bkqNpGUPXq9G0oIHx6dPiMnaUkYeBQCvwDA94G5qW/TDmZEk0R6xLgjl6L778sw71QXzM6eljo4ImruhhLuaAMDz0RkF3G1dYaUpfuhlH2STRHtBvel+VPbG6P990u4dTlXPzi978Po7Gj4py0g0xQ9lyB4APBxhFHArS11zbmHlrz7/A0m0j9RIGvfcTkeRVMmY/NyVJ9Uh+7jHPrfUNetSJwDAOcIo4FbZW8p+3vDJdc0l1iMk0b4IiIpVI2nnB4eqA/f/8+1TB24XYeEnAPBUhFHArQ58su1PtS9YdwMiY0mifRcQFRs970m7kbTenBf0+pL17X9PG92ataUs6bm9tEgBwKMQRgH3Wfrqx3+qfVF7JHrek3oV43scRdKW6vKIos2/+mzR7kt2fHvwW1qkAOBRCKOA+1z2QfbI1mrrbmz2m6wn6nLWSGozl7Slujx067OvHHss5dDrLPwEAJ6DMAq4SW3eKu1U0WGpC0mi/UedS9p5XdKRrdXzTr217eiC2rxV3NUEAJ6AMAq4Q1Pxjtq8VdbdkITEzo8UgstZF4GyG0lf3v/gX1c+RYsUAPRFGAXcQZtEuWnJnazrknZO/yNbq3/z7VNB65fcmL2ZFikA6IUwCvS72rxV2lVFuWnJ/awPFO0cSX/e8PGjJX988/GltEgBQBeEUaB/tRwv17ZFw0ypTBXVi6NIOrK1OqXs9Z+svf3Nx/9IixQA3IwwCvSvY88u0O7SFtWdNZLa3G4/srX6yi/XKBmTX3qvUK/aAGAAIowC/ai+IE87QB+b/aaOxUDL0e32LdXl8X+/X9vMBgD0K8Io0I9s7qBngN7T2L23aWRrdW3eqrIHryeSAoAbEEaB/lL1zPyW6nLr7oj//YuOxcAR66h95+c2qZG0qXiHXrUBwEBAGAX6Rcvx8npznnV3WOrCgKhYJ+dDX+pzm2Kz3+w8al+eeSctUgDoP4RRoF/YLCzKEvdeIThhkt0VSRm1B4D+QxgFXK9zW1THYtAjjpZ/Ukftq56Z33K83NHXAgB6gTAKuJ5NWzQsKdXJyfBA1khqM2pfb86ryJxJixQAXIgwCrgYbVGfoS7/ZLdFWvbg9bRIAcAlCKOAi9EW9SWOVshvqS6nRQoALkEYBVyJtqhPct4iZe0nAOgLwijgSrRFfZijG5tY+wkA+oIwCrgMbVGfp47ad36IKGs/AUCvEUYBlzn27ALrNm1RH2b3IaLqqD15FAB6ijAKuEZT8Y7G4s+tu9HzntSxGPQ3R2s/0SIFgJ4ijAKuoc0fIQmJwQmTdCwG7uHkxibyKAB0E2EUcAGbtiizRQcO5y1SbrQHgC4RRgEXoC06wDlqkXKjPQB0iTAK9FV9QR5tUdAiBYDe8de7AM/V1ta2adOmkpKSiIiIlJSU2NjYzufs2bPns88+Cw4OnjZtmt0TMBBol3MKM6XSFh3I1BZpvTlP2xBtqS6vemb+X7aXPF3ynfZkRVHcXiAAeBw6ow7Nmzdv+fLl9fX1H3zwQUpKyqFDh2xOWL9+/ezZs7/66qutW7dOnTq1rKxMlzqhL5u26PlJd+tYDDyB3RZpS3X5vLFDtt0SNTJkkPWgwWDQo0AA8CyEUfuKi4u3bdu2atWqnJycjRs3RkVFrVmzRnvCd999t2LFij/+8Y8vvPDChg0bJkyY8MYbb+hVLXRU9ex86zZtUVjZnUU6MmTQK5OHPXR5qPUIeRQAGKa3r6ioKDg42GQyiUhgYGBycvKnn36qPcFsNg8ePPjOO+88cuRIa2vr3//+dz8/kv2AU/XMfO0us0WhpbZIQxISv1h0u7UhOjJk0HWRgVKib2kA4EEIo/bV1dVFRUVZ82V0dHRdXZ32hPLy8oiIiLvvvvvAgQPt7e3x8fHPP//8hRde2PmlxowZo93Nz8/vv7L7W0VFhd4luFhfrkgp3duimS066KZfHW1sE4vFBWX1AZ+Rxzkv5hfba+8YHTJv7BD1wOLdJ7V/btH7Z6aPvP4D6oQr8nw+eUVGo1HvKnRDGLWvvb1du+vn59fW1qY9curUqcOHD8+ePXvDhg3Hjh375S9/+fjjj69evbrzSx08eLB/a3Uv3/vb0usrqlj7h5az2wGRsXEPPOqiivqKz8jTHG1se7rku4rG1ofGhi7effJoY4dfJt5+deITl2CDK/J8vndFAxkjy/YNHjy4sbHRutvQ0BAUFKQ94bzzzvPz81u4cGFAQMCoUaPuueeewsJCt5cJ3djct8TDP9Gltw83/WJ77a7q03oXAgCehTBqX2xsbHV1dU1NjbpbUlJis3LTRRddJCLWdmlra6u/P23mAYT7ltB91iWcbHqiwupOAEAYdSQxMTEkJGTZsmVHjx5955131MWbRCQjI+O1114TkcmTJw8ZMuTRRx89ceLEV1999fe///2nP/2p3lXDTSoyZ2p3uW8JXbIbOkmiACCEUUfCw8NzcnJ27tyZnJy8aNGi6dOnp6WlicjmzZt3794tIqGhoatXr967d+8NN9yQmpo6bty4Rx55RO+q4Q6dH0MfEMXzDtA15ayysjJ1Q++KAMAjMLLs0NSpU6dMmVJTUxMaGmqdMLp//37rCRMmTMjPzz958mRwcPDgwYN1KhPupl3OKSAylrYoAAB9QRh1xmAwREZGOj8nPDzcPcXAE1RkzmypLrfuct8SAAB9xDA90F02A/T/iruX+5YAAOgjwijQXeWZd1q3dwVdzgA9AAB9xzA90C02d9D/K+7ef0yM0asYAAB8Bp1RoGs2S9w/c/4dt/zsVh3rAQDAZ9AZBbrQVLxDu8T9rqDLnw6/Q6EtCgCAK9AZBbqgXctJRJ4+/461sy7XqxgAAHwMnVHAGZu1nNYk/nnX0eidtEUBAHARwijgUG3eKpuHLeV9a8y6iSQK9KO4uDh1o6ysTN9KALgHYRSwr6l4R23eKutuSELiv+LutewsmUNbFOgfBoOh8y7PTQV8HnNGATtajpdrVxUNiIwdlb0xe0tZ+sQYY0SQjoUBvsomiXZ5HIDPIIwCtlqOl9usKho978ncwkpLXXPmTXF6VQUAgE8ijAK2jj27QHvT0rDUhcEJk2iLAu5lFElXt5KSkvQsBEA/I4wCHVRkztTetBSSkDgsdSFtUcCNsgoKRFEsZWW5elcCwB0Io8A5nZPoqOyNIrKusIq2KOAGRqMoSpbJdGZb3SgoKNCzJgD9jDAKnFH1zHy7STS3sNJceoKb6AE3sFgkN/fc7pw5ulUCwG0Io4CISG3eqnpznnVXvX1e3Vbboqb4cJ1KAwYE6xJO69adO2gysbQT4PsIo4BUPTNfu6RoQGRs9Lwn1W1z6UnaooB7qLnTYjl3xGgUEbMuxQBwG8IoBrqqZ+Zre6IiEj3vyeCESep2dn6ZKX4obVHAPRRFKStTrPfRi4hItl7FAHAPwigGtNYNy22SaGz2m9YkqrZFM6dxEz3gZtq5oha9igDgHoRRDFwVmTPbd79n3Q2IjNUmUaEtCujGJGI6u21hpB7wbYRRDFA2qzip80S1SdRS10xbFNCPSbPNSD3gywijGHDUp306T6Iikr2lzBgRRFsU0MlkzbZFryIAuAFhFANLU/GOst9e32USFZHcwkoeuQTox8RIPTBAEEYxgNQX5JVn3qk94hc/Pm71zs5JdO6GEhFJZ0UnQE8mzfY6RycB8Hb+ehcAuEnnJZzCTKnNM+bbPTm3sHLtrMvdUhcAR7Qj9Wa9igDQ3+iMwve1HC8ve/B6myQ6LHWhdWV7G7RFAc9g1GxbyKOAr6IzCh9Xm7dK+3Qllc0STjZoiwKewShi0mTQ7R0H7gH4CMIofFbL8fJjzy7Q3qskjm9XssrOLxPaooCnmCNiNhgUETGZpKBA73IA9APCKHyT3YbosNSFw1IXOv/C3N2VWdxED3gGiyU9Li5d3Tab9awEQP9hzih8TX1B3jczL7BJourTlbpOooWVlrrmObRFAc9gNIrJdG6XPAr4JMIofIe6mn3Vs7Y3yIckJNpdv6mz7C1l6RNjjBFB/VMggB7ThtFsnsQE+CKG6eELWo6X15vzOo/LdzlDVEtti2Y+yBg94EEma9Z3slh0KwNA/yGMwru1HC+vzVtls2yTqjszRLVoiwIeyGQSo/FMDLVYxGzu0CsF4AMIo/BW9QV5tXmrWqrLO/9RSELiiP/9S0BUbPdfjbYo4LGsYVREtm8njAK+hjAKL6OOyNcX5NmNoT0al9daV1hFWxTwTHPmnLt1yWyWzEw9iwHgcoRReAfnGVREAiJjh6UuDEtK7cWL5xZWmktPFEwb37caAfQLbSuUaaOA7/HxMGo2my+99NILLrigF1/b1ta2adOmkpKSiIiIlJSU2FjbMd89e/YUFRVZd5OTk0ePHt2nctGJmkGbinfYrF2vFZKQOCx1YS+6oVZqW9QUH97rVwDQf4zGc9tMGwV8j4+H0R07dixYsGDhwoVpaWkGg6FHXztv3rwvvvhi6tSpu3btevHFF996662LLrpIe8Lrr7++b9++uLgzswyvuOIK94fRzhelKIqba3C57gRQ1bDUhWGm1B7NDbU699aNukpSn5DHH14769+9eB0AbmAynRupZ9oo4GN8PIzefffdxcXFjz766LvvvvvYY4/ZpEkniouLt23btnr16uTk5NOnT8+YMWPNmjWPPfaY9pyvv/76f/7nf+68885+KLxb7MZrg8HgRXm05Xi5iDQV72ipLm85Xt5aXdFlABWRgMjYsKTUHt0pb6PDWzdpjpQXSUWRd711wICiDaO5bzVnZjK9G/AdPh5GL7rooldfffXtt9/Oycm57bbbfvvb3/7617/29+/6qouKioKDg00mk4gEBgYmJyd/+umn2hNaWloOHToUHh7+3nvvDR06dMKECQEBAf10FXb1tNHrNmqmVFPmmSNnZ3mqB1urK9RtR7M/Hel7BlV1eOtGXSWxV0new318TQD9as4cyco6s22xiLn0JPNqAJ/h42FU9fOf/zw5OfnPf/7zU0899e6771522WXWP8rKyhoyZEjnL6mrq4uKivLzO/OEqujo6Lq6Ou0JpaWlbW1t8+fPHzlyZEVFRWxs7CuvvDJ8+PB+vRBnwqKtm4bzY8rKyvrjm1TUt0pds/bIyNZqazuzOwPrPXXUPzI4YZIaQw2Rsd+JfNexgN7QvFfWtmhfXxNAf9JOG5X6oHVvnTAtIowCPmJAhFERCQsLGzt2bGBgYFlZWXV1tXrQYDC0t7fbPd/muJ+fX1tbm/ZIa2vrbbfd9tBDD8XGxh4+fPjuu+9+5plnsqz/ctcYM2aMdjc/P78vF2LftP+ThGnaA3GPuTgUahxR/9/I1po7Gj6ed+otl3+Do/6Ru4IuPzpo+FtDfnLUf7icFDkp8m25SM86qQ7d/1qHXU1b1OL9d+pWVFToXYKLcUUezm2Xc8MN0V98cWZ0fuvBGovlh376Rj72AQlX5A0qKiqMHf7JNbAMiDD67bff/vGPf9y7d+/48eNXrFhhveXIicGDBzc2Nlp3GxoagoI6TFG64oorcnJy1O3Ro0fPmDFjz549dl/q4MGDfai9eyqKJGGavJRmPdBfndGKihGDlfqCvNCtz7rqNQMiYwOiYtV74UMSEo/FXBMnon5C/TR23uEHoL5K+0e+8bvAN65CiyvycO65nJtvli++OLNdcWCIpS28/0bqfewDEq4Ins3Hw+gPP/zw3HPPvfTSSwEBAUuXLk1LS7OOvDsXGxtbXV1dU1OjjryXlJTYLO2Ul5d3+PDhRYsWqbsNDQ1unjPaQXmRiEjYCHW4uZ/uwmk5Xt72xbq2LWtCnZ6mhkv/yFHnjpy92z0gMta66x85yu5d8EaX1etYxwAKwCtkZpozM5PUbXPpVesK1zNtFPANPh5G//rXv7700kuJiYnLly8fOXJk978wMTExJCRk2bJljzzyyN69e7du3bp48WIRycjIGDt2bFpaWlhY2MsvvxwfHz9t2rSdO3e+++678+fP77frsENRlHM34tRXSXmRTJojb/TXjTj1BXlVz9q/wIDI2OCESQFRsSEJiX1Z7NNtOrx1ALyG8dzW0GPm0hP6VQLAlXw8jIaGhi5fvvyuu+7q6ReGh4fn5OQsXbo0OTnZz89v+vTpaWlpIrJ58+bGxsa0tLSbb775wIEDmZmZS5YsGTx4cFpaWnp6uusvwKkOoepAvkyaLf3QFm05Xn7s2QWd70xSbyrylgBqw24eZV0nwLMZz21FVBmH7jSXjqU5CvgAHw+jv/nNb3r9tVOnTp0yZUpNTU1oaKh1wuj+/futJzz88MO/+93v6urqhg0bNmjQoL7W2ivW/GSpa4577PO1u/7r2tdvKt5Rnmm7kKqrlljSl/rWWSwWJh4B3sMkYrbuZOeXmX57jW61AHCRbk2gHLAMBkNkZKTNrUta/v7+UVFReiVRLWNEkCl+6LpCV86GtJtEh6UujFu909uTKADvZLJuzZl40HKiSb9KALgMYdR3ZE6LM5eeMJeedMmrdU6iIQmJAf/vTWIoAP1Mtm6Z4ossdc25hZU6VgPAJQijvsM4NEhEtv/HBZP6OyfRYakLR2VvNETE9P3FAaDvjBFVLh8OAqALwqjvMEYEpU+Myd3d1z5By/FymyQa/b9P0hAF4AGM2h3XDgcB0Ath1KfMmRhjqWvu46/mY88u0O5G/++TYUmpfasLAFzCqNm2uHA4CICOCKM+xRQfboofuq4Pk6hsni8fZkoliQLwJCbrljHiC5cMBwHQF2HU15jiw/uyFnTVM+dWtg9JSIye96QrigKAfuGS4SAA+iKM+pq+/GquzVvVUl1u3WWeKADPY9Rsb+/7cBAA3RFGfc3ZBUd786u5Nm+VdTvMlOqNj1YC4OuMNvt9HA4CoDvCqA+aMzG6F7+a6wvyrNsBkbEM0APwSKM12xZhpB7wfoRRH2SKH9qLX83atigD9AA8lVGzbZG+DQcB8ASEUR+k/mrOzi/r/pfUF+RpZ4syQA/Ai/RuOAiAhyCM+qY5E6N79NRmm+WcAqJi+6EoAOgrs9lkMCjq/yUlFagHezccBMBDEEZ9k/qruftPba43n5swen7S3f1TFAD0i14MBwHwHIRR33R2ElW3ntqsvXVJGKMH4MGMxnPbFsu57Z4OBwHwHIRRn9X9pzbbjNH3Z1EA0C96OhwEwHMQRn1W757aHJKQ2D/lAEA/6tFwEACPQhj1WcaIoG4+tbmpeId1mzF6AJ5MOzSvHbKXngwHAfAohFFf1s21oLWLOnEfPQBP5iSM9m44CIDuCKO+TH1qs/Nfzdq7l5gwCsB7dX84CIBHIYz6OFN8uPNfzdq7lwDAq/FoUMAbEUZ9XI9+NXP3EgAPd/jwuW2bYXrp3nAQAE9DGPVxXT61ubW6wrrNhFEAHk47Z3T0aDsndDkcBMDTEEZ9n/OnNrccP3f3kn/kKLdUBAC9ZDaf2zaZ7JzASD3gdQijvo+nNgPwGU7upj9zsKvhIACehjDq+5w/tVm7rhMAeLLc3HPbdtuiKufDQQA8DWF0QOjmU5uZMwrAkzm/e8mK4SDAuxBGBwSe2gzAB2RmximKQd2ePNnhac6HgwB4GsLogODoqc3au5cCImmLAvBkZhGLiCiKQVEM6ekWJ6d2czgIgCcgjA4UPLUZgJdbp9lOFzE6OZXhIMCLEEYHCp7aDMDL5Wq2HQ/Si4jj4SAAHogwOlDw1GYA3iy74256l1/AcBDgLQijA0jntaC1t8+zxhMAT2UWydLspnfnaxgOArwFYXQA4anNALyTti1qFFnbna9hOAjwFoTRgYWnNgPwNnNFzJrdbiVRFY8GBbwCYXRgsTNSr1nRSbvSEwB4gOyO9y2ZREzd/2KGgwCvQBgdWHhqMwDvkdtxqqj0qC2qYjgI8HyE0QHH5qnN2nuYWqsr9KgIAGxYRJJE5nY8WOB8bVG7GKkHPB9h1KG2trY333xz+fLlzz33XHm5s/Hrt99+e8OGDW4rrI94ajMAT5adLSJxHeeJikhBjwborRgOAjwfYdShefPmLV++vL6+/oMPPkhJSTl06JDd04qLi5cuXbpjxw43l9drNk9tDk6YZP2jxuLPdSoKQP8ydKJ3RbYsFsnOFoNBsrLEYFA6/mEvk6iIGAwG83NLcj/a68nXDgxwhFH7iouLt23btmrVqpycnI0bN0ZFRa1Zs6bzac3NzYsWLRoxYoT7K+wLntoMDCh245cnZDKLRXJzJTtb4uIkLk6ysjqfYhQp63USPaO8SMKiZdRV1gOecO0ArPz1LsBDFRUVBQcHm0wmEQkMDExOTv700087n7Zy5coxY8ZERUVVVXnTQ+dM8UPn1pXkFlamT4wJSUislVXq8aZir+nvAugmPYKX5ez/qhuHRWTu3Mwzf2Y5c5LZ7Owl4uKUsrJskcy+1HHm2uurpLxIJs2RNx7uy6sB6CeEUfvq6uqioqL8/M50jqOjo+vq6mzO+fTTT/Pz8995553Vq1e7vcA+sT61OX1ijPY4SzsBPi4sWsLOjeQYYq8ucB4JuyHoB4tRLCLbRUTE3Gmu5xm5ud2OlWHNpp81Z2aJufT3In2b3W7thtZXSexVTk8FoBvCqH3t7e3aXT8/v7a2Nu2RkydPLl68+NFHHw0PD3f+UmPGjNHu5ufnu6rIvvifq4IXbT2+4bOvrw8+d7C1tdVi7VrYU1Hha7fbc0WejytypdRVEhatPZD03J7evE59kOmanab4oskX//uGsUXd+QpFMXSaCdpJWLMkVMqkMrOI+bne1GUr9YmOrx8t9WdGsSZNmrR+/Xq7X8SPnOfzySsyGo16V6Ebwqh9gwcPbmxstO42NDQEBQVpT1i1atWQIUNOnTq1adOm//znP/X19e+9996tt97a+aUOHjzY7+X2QlhzxVv/PdgweNaPJn1z9phyorLLvwy+97eFK/J8XJFrJEyTsGjJe1jqj1mPlZWVdf8FLBZZt04sFjFvDipQftT3ioxGMRrFZBIRmZzSbDSKSIxIjNMv6oG4uLhzO/UdJlM5v+uUHznP53tXNJARRu2LjY2trq6uqakZPny4iJSUlMTGxmpPCAsLCw0Nfe2110Tkv//9b0tLy4YNG+yGUc9kfWpz5rS4kIRE6330TcU7tPfXA/Adk2ZLcb5UnGtkKkpXrcqzzGbZvr3DDUYGg6IoTmajGs/+n5z939Fr14qIWCOEmkE1gsTl6r1pNj8wYBFG7UtMTAwJCVm2bNkjjzyyd+/erVu3Ll68WEQyMjLGjh2blpa2aNEi68mPP/54VVXVU089pV+9vTFnYkxuYaW59OTFelcCoP8oimIwGM60RXcs7NHXqq1Qeze52zCKpIuIyGT8iIaoAAAgAElEQVQnd76np/fom7vAmWsH4NkIo/aFh4fn5OQsXbo0OTnZz89v+vTpaWlpIrJ58+bGxkZ1W8t6q5MXsT61+cqESdbOaGPx53RGAR+jKIoh9S9SnK/tFDpvi3YZQ41GUZ/VabHM8eQBU7t5tPstYQBuQBh1aOrUqVOmTKmpqQkNDbVOGN2/f3/nM5csWeLe0lxGfWrz/93O6k6AL8strJTYqwp+O9cU//91ebLzGGo0Snq6zJmjhlH1BnmLq+rsJ0RPwMMRRp0xGAyRkZF6V9GP5kyMydpS9ll95IVnj7C6E+B71HXcTPFdLP0hItnZDmNoVpZMntx5oicA9BVhdEBTFxx97bC/tbXbUl3ecrw8ICrW2ZcB8B7m0pPm0hMF08Z3eWJcnKnz2m5qKzSzT2vPA4Az3jfTEa41Z2K0ufRESEKi9Uhrta+t3wYMZNn5Zab4oU7bohaRJJGksrIOcyuNRsnKkrIykiiA/kUYHehM8UMtdc07gy63HrHezATA26lt0cxpcU5OEYmzeWwSMRSAOxFGBzp1pH77f05Yj3APE+AzumqLZoskafcVxUAMBeBmhFHInInR2s4o9zABvsFS1+y4LWoRSVLXZtIwihQQQwG4GWEUYoofetT/3KIBLdWEUcAXZG8pM0YE2WuLmjsPzYtkiZQ5WbIeAPoJYRRijAi6ZMwluzTNUUbqAR+QW1iZeVPntmiuzdC82hA9u2goALgbYRQiIjYDedzDBHi7uRtKRCR9YozNYZG5HY+YaIgC0BdhFCIixqFBT59/h3WXzijg7XILK9fOurzjsSSR3I5HskQK3FURANhHGIWIiDEiaOqkK6273MMEeLXs/DKxbYsmdZokytA8AI9AGMUZUyaNs04bbakupzkKeK+sLWVZHWaL2iRRo0gBQ/MAPARhFGeY4sNN8UOtu0wbBbxUbmGlaCaCJyWJwaAdizcySRSARyGM4pz91/7Suk1nFPBS2VvKrAP0SUliNouIGAyKiJxNogDgQQijOGfKDUwbBbxbbmGlpa5ZXdHJmkRVSUkKSRSAByKM4pyAqNiQhER1m2mjgDdS26LGiKC5czskUZNJCrhvHoBHIozCIaaNAt7F2hbNzpbc3HPHjUaSKADPRRhFB8NSF1q36YwC3kVti1r2BWVlnTtoNEoZg/MAPBhhFB34R46ybjNtFPAialt08uC4pI4P+1y7VqeCAKB7CKPogGmjgJdaV1iVPjEm++Eg7cGCAjGZdCoIALqHMApbwQmTrNunCv6hYyUAuim3sNJceiJ3UYzFcu4gSRSAVyCMwpa1MypMGwW8xLrCKtkRJxXh1iNZWSRRAN6BMApbHaaNMlIPeDxz6UmzWWTHued/mkySyWPnAXgJwihsaaeNCgs8AR4v+41KeeMa6y4LOQHwLoRR2BFmSrVu0xkFPJm59GTmXfdoj3D7PADvQhiFHdp7mOiMAp4t1xRfpCgGRTEIU0UBeCHCKOywGamnOQp4KospfoF1R1GSmCoKwOsQRmGftjlam7dKx0oAODa34y4j9AC8D2EU9mk7ozyKCfBIuSJmze5aEaM+hQBAHxBGYV9wwqSAyFh1mwWefImhE70rQq9p26ImkXSdygCAPiGMwiEexeR77EZP8qh3YoAegI8gjMKh85Putm7TGfVt5FFvYxbJ1ewyQA/AixFG4RCPYhoACkSy9K4BvZCt2TYxQA/AqxFG4VBAVKx29XtG6r1dUlJSxwMFIiaRTJEy+mpeJbfjfUss5gTAuxFG4Qwj9b6koMMzIk0iprPbRpGC7Gzb8+GptLNF0zWfIwB4JcIonLEZqVdK9+pYDFzK1HHXmJUlSUlisehRC3rA5r4l2qIAvB5hFM7YjNS3Fb6rYzFwqSyRuI5TD8VslqQkoUXqwSzctwTA9xBG0QXtSD2dUW+nKIpmzyKSZZNHLRahRerBtB+WkfuWAPgGwqhDbW1tb7755vLly5977rnycjuPIGpqanrllVeWLVv2wgsvHD9+3P0Vuod2pF45UfnIXdN0LAZ9p9jKLCsTk6nDObRIPZDFIgaDdjFRBugB+AjCqEPz5s1bvnx5fX39Bx98kJKScujQIe2ftrW13XvvvS+99FJDQ8P69et/9rOfVVdX61Vqv7IZqY+w7OKxPT7GaJSCAsnK6nBQbZGKzBWx6FATOpk7V0TEYFAMBoW2KABfQhi1r7i4eNu2batWrcrJydm4cWNUVNSaNWu0J2zfvv3bb7/dsGFDTk7Oa6+9durUqY63KvuU25attm5fFxmobpBHfUxmpnRukYrkiiTZDOXD/cxmMZu1u2W6lQIArkYYta+oqCg4ONhkMolIYGBgcnJyUVGR9oTzzjvv17/+dUxMjIgEBwf7+fmFhobqUmp/MxgMR79vs+6ODBlkzaPwMUajrF17rkWqKOq/Nyxn73ay6FMWpMOUCZOp878ZAMCLEUbtq6uri4qK8vM78/5ER0fX1dVpT7j++ut///vf19XVPfroozNnzkxMTExOTtajUnc42tj29uEm6+4do0PUjbi4OJ0qQn8xGs+0SBXF5sO10CLVi01bNJPJogB8i7/eBXio9vZ27a6fn19bW5vd0wIDA2NiYkpKSvbt2zdx4sTO54wZM0a7m5+f79pS3eOtw43XRQa+bWl6uuQ768HW1laLl990XVFRoXcJLuaqK6qoeGXIkDfDw5/UHLOIZLW2vlRTs7K5+QaXfJfuVTLQP6MlS6JFgtTtG25oNhqrPOqvHR+Q5+OKPF9FRYXRaNS7Ct0QRu0bPHhwY2OjdbehoSEoKEh7QlNTk4gMHz78kUceEZFf/vKXa9assRtGDx482M/FusOu6tPJ79uuGODv7+8Df3l84BJsuOiKjCI3ivxeZK724ZP+/hXR0UtE0t15N/dA/ozMZvnii3O7jz8e5IHvhgeW1EdckefzvSsayBimty82Nra6urqmpkbdLSkpiY2N1Z7w2GOPzZo1y7obHx9/9OhRt5boAcrKuIvC5xlFCkSyOi6ubjk7izRXh4oGGGaLAvB5hFH7EhMTQ0JCli1bdvTo0XfeeWfr1q1Tp04VkYyMjNdee01Errvuuq+//vqll16qqan57LPPNm3aNGnSJL2r7hcdl0nHwJR5NpJqWUTmsvZTv2K2KICBgGF6+8LDw3NycpYuXZqcnOzn5zd9+vS0tDQR2bx5c2NjY1pa2s9+9rODBw8++eSTK1euVE9YsGCB3lX3F0VROi/kREgdYIwimSKTO6XPXBGzm0ftBw7aogAGAsKoQ1OnTp0yZUpNTU1oaKh1wuj+/futJyxatOjhhx+uqakZOnRoYKCPr3akRk+LxcI0nYHNJFIgsq5jl9RiMGSqt+Gnp+tTlk+iLQpggGCY3hmDwRAZGWlz65LWoEGDRowY4fNJFNAwimSKlImYtEctFpk7l4fau5L6yCUVbVEAPowwCqAXjCJr1RubDIZzEzZ4qL2rzJ3bIdbTFgXgwwijAHrHqN7YZPeh9nFxRNLeM5slN/fcblYWbVEAvowwCqAvjHYfam+NpNpZj+gmkynp7LNYzzwTCwB8GGEUQF8ZjVJQIFlPNEtYs/a4xSJJSbYjzuhKrvqUATWPrl2rbzEA0O8IowBcI3NBUFlRkOm+kzbHc3OJpN1nFjl345KizGWAHoDPI4wCcBmjUQpeCc/Kq5RJHZ7OZbGciaRMJHXKok2iIsLqrQAGAsIoABfLvCum7J0Y46K9MqpDl9RikcxMg0icCJnULpsHChR0fAorAPgmwigA1zNGBBUsvjzrpRMyrcRmIqnm0fZEUq1sdaqoylL3iM1KrgDgqwijAPqFMSIoc1pc2etxxv8pUSOp9Q5xESGSdmTWPtTKXHpVx2dcAYAvI4wC6EdnWqQLgiR1T3b+nE5/biGSiphFkqw7lrrodYXrjREOH/wGAD6GMAqgf6kt0qyZMVlbZsc99pql7pFOp1gGcCQ1a5OoiMzd8H9zJsboVAwA6IAwCsAdMqfFlWUkGodenrT6Z9n52+wNQ1s0kdTi5vJ0YrZJoknPPWGMuNkUH65TPQCgA8IoADcxRgQV/Paa9AkxWVuUuMemWupKHEfSJJG5vv70JrNNEjWXvm0uvYq2KICBhjAKwK3UFqmIJK2uy86fLVJmN5IaDGuTkiQuTjZuHOL2GvtddrbYJFGRguz80ab4obRFAQw0hFEA7maMCCp4cHz6hJisLWVzNzRZ6h45G0mNNmdaLLJo0fC4OMnO9pEHOFkscs890VlZYjAomsMF5tKrzaUnMqfF6VYZAOiEMApAB2cWfspINJeeSFq9Jztf+f/bu/O4pq60D+CHCAoElF2owYIICKgoKohaBQSp2rRILW64je1nXLAzFdd23hGwVkSx01aFglSrKHV0kCIoi4JWqQsKBbSIigQEUQmLTCQokPv+cWsmJSELAjfg7/vhD3Jz7znPcwPh4eTccwnZSkg2IQdllqQhIX/cU7RXf3Z/4QKxtiZXr7a7Uj6bEI/Q9DIMiwLAmwnFKAAwRnKINDS9jBArQpYRUnboECV9T3bxPUXpgdLeVZXyeCQ0lHj++ZN5a2uKrkQvlDZgWBQA3lgoRgGASX8s/DTDOiSjzHr7r7y6ZkLIsmUkO5uUlZGQEBmHiAdKe8vH96GhxNq6fS4eHqSsjNC3WfoxtxrDogDwxkIxCgDMe7Xwk45nVF5oehm90cqKbN1KLl2qPHiQSA+UkldVqbU1sbYm6rlGKf25vHRJHRJCsrP/+J5X13wot3rpBPOeDQ0AQF2gGAUAtWBlpH1wvgP9kb14iJQQwuG0igdKly2TfWxZmcarNUqt293knSn0jAJPz/YDt1ZWJCHh8dat/9sSmlFmZaS9DCs6AcCbCsUoAKgL8VVNhBDJIdI/nrUiBw+SsjLS0UApITyJZUqtCVlOyKEeXj+fnhuqoSH7WquQEFJWRiZObJbceCi3eusMzBYFgDcXilEAUC9/XvipuP2zVv+bUdpxVUoI4RFyiJDlr4ZL6cL0QrdFzSMklBBrKysNmfNcQ0IIRRHJAVEanSCGRQHgTabJdAAAAO3RQ6RLJ1h4RuWdK6nZNmuAdLlGV6XLlpFXo6EXOq41eYQcIuQQfRwhZPnysmnTiJXVH1+dwiOER8hFuf0SQoiHBzl4sMNeDuVWH5zv0LkIAAD6BhSjAKCm6CHSbzKLl/9UXF7X3PHKR1aEbCVkKyE8Qi4QcvFV3SkTjxBy6BA5JLELXSl2VJtu3XqIkPJXx4q/FAVvRZYtI0uXyit26XkIGBYFgDccilEAUF9WRtp/czM0MDAIySg7dKM6e5WLlZG2nN0JWUbIMkIOEsIj5EeZw5Z/vvURIeSPa4w6WiJq69blKsVMUdahoWXSn8hLC8koC8FsUQB442HOKACoO5kLPyli9eqWTmWvbuy0jF7Us3tYEbKMkBBCKEKUqkQP5VYTQrDQPQAARkYBoBegF376MbdauSHSPx366v6iywghhPCyswmPRy5eJDzeH1+di0iiTSVqTymhGWX4gB4AgKAYBYDeQvKqJs+ovGXjLTo1rGhFX4AvuWSpZFVaXi59yLJXpefbr0pbK9X7/ZNDudW8uuatqzAsCgCAYhQAehX6qiZ6iJRX39wll6Iruqb+4Ot30Q49LKr04C4AQF+GOaMA0MuI18a/UFpvvf1XevJlL3Ky+L+8umYsdA8AQEMxCgC9knht/OU/FSt9VZNa+E+xAMOiAABiKEYBoLeih0hDZli3u529OjuUW321SrgUly4BALyCYhQAerdOLfzEmB9zH8910PewMWA6EAAAdYFiFAB6PXrhJ/p29uo8RHqhtOFCaf2HDvpMBwIAoEZQjAJAXyC+qokQorZDpKHpZR42hhOHYLYoAMD/oBgFgL5DfFVTSEaZutWj9LAobrkEANAOilEA6FPoIdLs1S6HblRbb//1QmkD0xH9gR4WxWxRAIB2sOh9h9ra2pKSkoqLi42MjLhcrqWlZbsdXr58mZSUdPfuXRMTEz8/P3Nzc0biBABpHjYG9Nr4nvvzQmZYMz4eyatrvlBan73ahdkwAADUEEZGOxQUFPTll182NjampaVxudwHDx5IPtvW1hYYGPivf/2rqanp559/njVrFq+zt7gGgO6gVgs/hWaUWRlpY1gUAEAailHZbt++nZWVFRkZGRERcfLkSTMzs7i4OMkdsrKyioqK4uPjv/rqq8TERH19/RMnTjAVLQB0RB0WfuLVNR/KrcYtlwAAZEIxKltBQYGOjo6HhwchpH///l5eXgUFBZI71NbWjh8/ftiwYYQQHR0dCwuL+vp6RkIFAPkYX/iJHhZdhoXuAQBkQTEqW11dnZmZGYv1x/kxNzevq6uT3GH+/PlHjhyhv79x40ZhYaGbm1tPRwkAymF24ScMiwIAyIELmGQTiUSSD1ksVltbm/RuFEUlJCTs3Llz5syZ77//vsym7O3tJR+mp6d3YZw9rLKykukQuhgyUn9dm9ERrtl/iv8bklHW0NDwNzfDLmy5IxvO1RBCPExfiKeV97HXqI+lQ5BRb9AnM7KysmI6CsagGJVtwIABTU1N4ocCgUBbu/061U+fPg0ODi4uLt68efP8+fM1NDRkNlVSUtKNgfa4vvfbgozUXxdmZEXIlNHkg/ENy3/6Pem+8OB8x+6+qOhk8YOD8x2srP70GX0fe436WDoEGfUGfS+jNxk+ppfN0tKypqaGz+fTD4uLi9st7SQUCgMDAwkhZ8+eXbBgQUeVKACoIXrhp2XjLTz3d+9H9nTjmC0KACAHilHZJk2apKurGxYWVlVVlZKScu7cOR8fH0LIF198cfToUULI8ePHa2pqtmzZIhAIysrKysrKamtrmY4aAJTVMws/HbpRHYLZogAAcqEYlc3AwCAiIuLatWteXl4bNmyYPXv2okWLCCHJyck3btwghNy8ebOpqWnOnDnvvhIdHc101ACgmm5d+OlQbjWvrnkphkUBAOTCnNEO+fj4eHt78/l8fX198YTRoqIi+pvvvvuOudAAoMvQCz/9mFsdklF26EZ19ioXK6P2E8Q7JzSjbNkEi65qDQCgr0IxKo+GhoapqSnTUQBA96I/sl86wcIzKs8zKm/ZeIvXv30oPSy6dRU+o++8dkuRAPRqfexq5q6FYhQAgBBCrIy06dvZh2SUEUJesx7FsGiXwN9v6Bvwn5V8mDMKAPAHeog0e7XLoRvV1tt/vVDa0Ll2/hgWxaVLAABKQDEKAPAn4oWflv/0e+euavox9zGGRQEAlIRiFACgPXqItHO3sz+UW32htB4X0QMAKAnFKACAbJ1b+IkeFu3uGzuBkjT+rKuabWlpKSkpqaur66oGAd5kKEYBADpEL/yk/BDphdIGDIuqD+nq8/XrUYFAsHjxYn19fWdnZ2NjYx8fn6qqKpVaiIyM5PF4yux56dKlwYMHS27h8XisVzQ1NT09PY8dO6b84Z0LA6C7oRgFAJCH/si+7ItJhBCFQ6Sh6WUeNoYYFlUHHdWdr1OPUhTF5XIrKiry8vKEQuGtW7dqa2v9/PxUamT37t3KV4EURUk+FIlEFEVdvny5qqqqsLBw6tSpy5cvF9+5uh0HB4eYmJguCQOgW6EYBQBQjF74iR4i7agepYdFX3+NUlBbGRkZOTk5R48edXR01NDQcHJySkhI8PT0bGhoIISkp6ePHTtWX19/4sSJ169fJ4RkZ2fPmTNn7dq1JiYmlpaWZ8+edXZ2rqmpWbx48f79+9PS0hYtWhQREcHhcBoaGqQP74ipqamFhYWjo+OWLVva2touXrwos3cejxceHi4dAyFEMozGxsY5c+bo6ekZGhquWbNGJBL1xKkEkIBiFABAKTIXfpKcj+i55SB5WIBhUXXg6enZHc3evn3b3t6ew+GIt9jb20dERBgYGJSVlXG5XB8fn+zsbAcHB19f34aGBoFAkJSU9Pz589TUVDc3t/Xr10dGRrLZ7DVr1syYMaOxsTElJeXAgQObN2/m8/nSh8sP5vnz5/v27dPQ0PDw8JDZu1AoLC0tlY6BECIZRnR0dFFR0YULF+Lj4w8fPpyent4dpw5ADhSjAAAqkFz4SWPSsv89MdCcWDqTKz924VUyoG5qamoGDRok86n4+HhHR8eIiIjx48d///332traSUlJhBBdXd39+/e7ubmtW7eurKzM29tbV1d34sSJw4cPJ4QIBIKzZ88GBQUlJCTIPFymMWPGDBo0yNDQMCQkJDg42NjYuKPeae1iIIRIhqGlpfXs2bPKykovL6+srCwnJ6cuPmsAiqAYBQBQjXjhJ+K+hHx8lAw0J4QQ9yWk8TGpLCBdcZUMvKbs7OzuaNbS0rKiokJyi0AgWL16NY/Hq6ioGD16NL2xf//+jo6O5eXlhBALCwttbW1CCJvNbmtra9cgh8OxsbEhhHR0uExRUVGnTp3KyMh4/PhxeHi4wsPlx7BixYrZs2cvWrTIwMBg+/btWlpaqp4WgNeEYhQAoDNC3h1GDiwiz56QgEjivpQ4+ZIrh5kOCrrXuHHjHj58eOXKFfGWixcvxsTEmJiYmJiYVFdXi7dXVVWZmpoSRf+ZiMdZOzpcJnd3dy8vLw8PDzabrczh8mOoq6sLDw+vra09depUfn7+1q1b5ewM0B1QjAIAdFbjY5IeQW5nEPclhBByG5Pt1Ei769AVbleGm5vb1KlTAwMD8/PzKYoqKSlZt25dQECAnp7e7Nmzs7Kyzpw5QwiJjY0tLS319fWV2QiLxXr69GlLS4vkRuUPl6kTh4vDiIyMDAwMJIS8++67zs7Ora2tyvcL0CU0mQ4AAKA3a3xMrvxIbqeTxsdMhwLtURQlOSj4OmWoWGJi4ooVK1xdXbW0tIRCob+//969ewkhU6ZMCQ8PDwgIEIlE2traBw4csLGxKS4ulm5h+vTpCxYsCA0NtbOzE2+UeXh1dbWSUz7kHN5RC+IwgoODuVyuoaGhpqamubm5nLmqAN1Eo0t+OaEj9vb2JSUlTEfRZXg8npWVFdNRdCVkpP7UNiP5VYKct1a1zahzui+dPvb+CW8yhT/MfextQVX4mB4AoDPklJv4Jx8AQHkoRgEAOklm0YlKFABAJZgzCgDQeXTpaW39x12X6EUcAQBAeShGAQBeF2pQAIBOw8f0AAAAqmlpaSkpKamrq2M6EIC+AMUoAACAsgQCweLFi/X19Z2dnY2NjX18fKqqqlRqITIyksfjKbPnpUuXBg8eLLmFx+OxXtHU1PT09Dx27JjyhwOoJxSjAAAASqEoisvlVlRU5OXlCYXCW7du1dbW+vn5qdTI7t27lSxGidT1cCKRiKKoy5cvV1VVFRYWTp06dfny5Xw+X8nDAdQTilEAAAClZGRk5OTkHD161NHRUUNDw8nJKSEhwdPTs6GhgRCSnp4+duxYfX39iRMnXr9+nRCSnZ09Z86ctWvXmpiYWFpanj171tnZuaamZvHixfv3709LS1u0aFFERASHw2loaJA+vCOmpqYWFhaOjo5btmxpa2u7ePGizN5pvr6+cXFx9PeJiYnTp0+nv3F2djYyMgoKCpoyZQq9OL8y8RNCGhsb58yZo6enZ2houGbNGpFI1E1nG94cKEYBAKAX4NU1M/IlGcPt27ft7e05HI54i729fUREhIGBQVlZGZfL9fHxyc7OdnBw8PX1bWhoEAgESUlJz58/T01NdXNzW79+fWRkJJvNXrNmzYwZMxobG1NSUg4cOLB582Y+ny99uPwT8vz583379mloaHh4eMjsnd5t7Nixhw8fpr9PSEhwcXG5e/fuvHnz5s+ff+bMmbt37+bk5Lx48ULJ+Akh0dHRRUVFFy5ciI+PP3z4cHo67oILrwtX0wMAQC/wY251SAYDqxaEzLDe6vvH0l01NTWDBg2SuVt8fLyjo2NERAQh5Pvvv09LS0tKSjI2NtbV1d2/f7+2tva6deu8vb29vb11dXUnTpw4fPjwvLw8gUCQl5dnY2Ozbds26cNtbGxk9jVmzBhNTU2hUDhgwIDg4GBjY+P9+/d3dPjSpUt37dr15MkTAwODtLS0y5cv//TTT66urlu2bCGEREVFDR8+XPn4CSFaWlrPnj2rrKz09fXNysrCtFR4fShGAQCgF1g6wWLpBIue79fKSFv8vaWlZUVFheSzAoFg48aNGzdurKioGD16NL2xf//+jo6O5eXlxsbGFhYW2trahBA2m93W1taucQ6HQ5eMMg/vqBiNioricDgsFmvChAlsNlv+4Q4ODi4uLqdOnbK0tLSysnJ2dv72229HjBhB7zxs2DAWi9VRCzLjX7FiRUFBwaJFi1pbW2fOnBkVFdW5EwsghmIUAAB6AcmikCnjxo17+PDhlStX3N3d6S0XL16MiYmJiIgwMTG5ceOGeM+qqipTU1NCiIaGhpwGxeOsHR0uk7u7u62treQW+YcvXbr05MmT1tbWgYGB9M75+fn0Uzwej570qXz8dXV14eHh0dHRWVlZq1at2rp1a0xMjJwcARTCnFEAAACluLm5TZ06NTAwMD8/n6KokpKSdevWBQQE6OnpzZ49Oysr68yZM4SQ2NjY0tJSX19fmY2wWKynT5+2tLRIblT+cJnkHz5//vxff/31P//5z8KFCwkhs2bNys7OTk1Nra+v37x5s6oBREZG0kXtu+++6+zs3NraqnycADJhZBQAAEBZiYmJK1ascHV11dLSEgqF/v7+e/fuJYRMmTIlPDw8ICBAJBJpa2sfOHDAxsaGvkq9nenTpy9YsCA0NNTOzk68Uebh1dXV8gdWlTzcxMTEx8fn2bNnlpaWhJBp06aFhYUtXbr0v//978KFC9lsNpvNHjNmjJLxBwcHc7lcQ0NDTU1Nc3PzpKSkzp1JADENLELWrezt7UtKSpiOosvweDwrKyumo+hKyEj9ISM1133pqPP7Z3NzM4/H43A4esgo0CQAACAASURBVHp6kttFItHTp08HDx6sZBHZTvcd7ubm9sknn3z88ceEkJKSkpycnL/85S/0faS4XK74frbKB1BTUyMSiXD1kpIU/jD3sbcFVWFkFAAAQDXa2tria4AksVgsc3PzTjfbHYf/8ssvX3/99cOHD+nP6Akh2trawcHB58+fHzZsWHx8/LJlyzoRgJwprQCqQjEKAADQZ5mZmU2aNCkiIkJXV5fe8vbbbxcVFdEfr+fk5Lz11luMBgiAYhQAAKDvGjFihPQgLofDCQoKYiQeAGm4mh4AAAAAGINiFAAAQDUtLS337t1rbm5WvCujXrx4cffu3crKyh67WJm+KKqurq5nuoO+AcUoAACAsujlkPT19UePHq2vrz9z5swnT5602+fSpUtyLjOX/6zCnXk8HuuVfv36mZiY0Df2lPbNN9+YmZmNHz/e0tLS0dGxoKBAYS8qxdaOQCBYvHixvr6+s7OzsbGxj49PVVVV55qCNw2KUQAAAKWIRCJfX99Hjx7l5eUJhcJ79+6x2ezJkyc3NTVJ7ubg4CDnpkTyn5XWblBTJBJRFHX58uWqqioejxcdHb1z587s7Ox2RxUUFHz22WcnT55sbGysrKx86623li5dqrAXVWOTPJzL5VZUVNBn5tatW7W1tX5+fp1oCt5AuICpQ21tbUlJScXFxUZGRlwul14rWNrvv/9+/vz5tWvX9nB4AABvFOHtK023f+35fnWdJuk4/XHzz8TExLy8vPLycnr40MrKKj4+/u23346OjnZ0dDxy5Ah95/cjR46Eh4d/8MEH9CGhoaH0ykq//fZbbGzs8+fPw8PDBw4c+O2333I4nISEBB0dnZiYmJkzZxJCduzY8e2339bX19va2h47dqyjqExNTS0sLAghbDa7X79+0ne9f/jwIR0hIWTIkCExMTGJiYkikejatWufffaZg4NDcnKykZHR+vXr//rXv4qP4vF4dOTZ2dnS4WVmZgYHBz98+HDatGlxcXHGxsbiAzMyMnJych48eMDhcAghTk5OCQkJcXFxDQ0N+fn5O3bsyMjIIITcu3fP399/165d4nM1fvx4Ly+vTz/9lBBy+PDhpKSkxMREOR1Bn4RitENBQUFXr1718fG5fv06/Ws8bNiwdvvw+fywsDCBQIBiFACgWzXd/rX235EMdBxAxMVoYWGhi4uL5AfZ2traXl5ehYWFHA4nJSUlNzd38+bNLBartLSUEHL37t158+aFhYV5enr+85//zMnJefHihVAoLC0tFQgESUlJy5cvT01N3bVr1/r162fOnHn9+vXPP/88Li7OxcXlb3/729dff718+XKZQSUkJAwePLi+vj45OXns2LFTpkxpt8M777xjbW09btw4Pz+/6dOnz5w5c8OGDYSQ58+fX7t2zcjIKDU19ddff129erWDg4N4iXs6NkKIdHiOjo4ffPBBeHj4xIkTt2zZsnTp0pSUFHF3t2/ftre3pytRmr29fUREBN2UeFH9pqamu3fvNjY2is9VbW1tfHw8XYweP37c1dW1vLxcTkfQJ6EYle327dtZWVlRUVFeXl4vX75877334uLitm/fLrmPv7//nTt32trabG1tmYoTAAB6TF1d3aBBg9ptNDQ0rKioIIQIBIK8vDwbG5tLly7RT/3000+urq70nM6oqKjhw4dLHqirq7t//35tbe1169Z5e3sTQgwMDI4cORIYGMjn842MjPh8fkeR/Pvf/9bW1haJRGVlZSNHjqypqbG0tKysrCwvL6d3mDBhws2bN2NjY1NSUv7617+KRKLPP/88JCSEENKvX79Dhw6ZmZlNnDjx0qVLR44cWbJkiXQX7cI7evSoi4vL3LlzCSFhYWHvvPMOn883MTGhd66pqZE+M3KIz9W9e/dCQ0MfPXpkYGCQlZUVGRkpvyPokzBnVLaCggIdHR0PDw9CSP/+/b28vKSnfm/btu3o0aMLFy7s3H3bAACgdxk6dChdd0oS38iRw+HY2NhIPlVeXi5e43PYsGEs1p/+5lpYWGhraxNC2Gw2/Tk7h8O5cuWKpaWlra1tbm6unEhOnTp148aNvLy8R48eNTU17d27lxBy4sSJ6a8UFRW9fPlyw4YNFy9e5PP5//jHP0JDQ69fv04IGTx4sJmZGd3OqFGjxPVrO+3Ce/DgQU5OzpAhQ4YMGTJlyhSKoiorK8U7W1patjszAoFg9erVPB5PZuPic2Vrazt27Njk5ORz587Z2dmNGDFCfkfQJ2FkVLa6ujozMzPxG4e5ubn0QhVOTk6EkJs3b964caOn4wMAeMPoOk0iAQz1+8o777yzadOmvLw8FxcXekt1dfW5c+eOHDlCCJEeGjQxMcnPz6e/5/F4IpFI8lnpgYw9e/akp6dnZmaOGDFi+/bt165dUxiejo6Ovb39rVu3CCGfffbZZ599Rm/fvHnzzZs3MzMzCSF6enr/93//t3Pnzrt379J/zpqbm+lC8/Hjxx3NyGwXnrm5ub+/f3x8PCGktbU1Pz+f/iNIGzdu3MOHD69cueLu/seUhosXL8bExERERGhoaIintNbW1tLfSJ6r+fPnJycnczicefPmKewI+iQUo7K1e8tgsVjS08OVZG9vL/kwPT2982Exre/9e4qM1B8yUnM9lo6Ok7t47iZT3N3dfXx8PvrooxMnTowdO/b+/fsLFiwYPnz4Rx99dPLkSen9Z82atWfPntTU1EmTJm3evFlh+5WVldbW1nZ2dtXV1QkJCR1dOEsIefz4sa6uLn1ZfWpq6vr169vt4O3tvWvXrtjY2BUrVmhoaBw+fFgoFI4fP76ysrK5uTksLGzbtm3FxcUnTpzYs2ePMrnPnDlzz549hYWFEyZM2Lt3b3x8vLjOJoS4ublNnTo1MDDw5MmTY8aMuXv37rp16wICAvT09ExMTHg8XkFBwYgRI77++mvplufNm/fPf/5TT0/vypUrCjvqvToaJKZVVlbS4+tvJhSjsg0YMEByqQ6BQED/E9kJJSUlXRSUWuh7vy3ISP0hIzXXx9KRLzExceXKlZMnT6Yoqq2tzcfH59ChQ+0+f9fQ0KCHFadNmxYWFrZ06VJ6dVI2m81mswUCgXiHdgIDA7lcroGBgZaW1ty5c2NjY6dNmyZzz6lTp9LfGBoazp07Nzg4uN0O3t7ee/bs2bRp06effqqpqamjoxMbGztixIjKyko9Pb3z58/v2bNHJBItWbJk8eLFV69epXsRBybd6eTJk7/44gtPT0+Komxtbffu3dsu68TExBUrVri6umppaQmFQn9/f3rygKurq4+Pz9ixY9lstr+/v3QuQ4cOdXFxaW5upufUKuyol3qjfk1URoEsqampdnZ2NTU19MOgoKBFixbJ3DM2Nva9997rqB07O7tuiY8hZWVlTIfQxZCR+kNGaq770lHn98+XL1/euXNHKBTK3+3OnTtxcXH0/kVFRVZWVgpbfvHiRVVVFb2YaE1NDf1Np7W0tJSWlt6/f//ly5f0lszMzCFDhlAUVV1drTB+aa2treK/jDIJhcLi4uL//ve/7bY/fvxYpe4UdtS7KPxh7mNvC6rCyKhskyZN0tXVDQsL27RpU35+/rlz5+hPWL744gtHR8dFixYxHSAAADBGS0ur3RQsmbS1tYODg8+fPz9s2LD4+Phly5YpPKR///5vvfUW/f3rX0KuqakpvSghzdzcvBMN0vd8krODtra2+JotSare2ElhR9CXoBiVzcDAICIi4h//+IeXlxeLxZo9ezZdgCYnJzc1NbUrRnE1PQAASHv77beLioqSkpIIITk5OeIqk0GjR4/+5ptvmI4C4E9QjHbIx8fH29ubz+fr6+uLJ4wWFRW12+3jjz/++OOPezw6AADoBTgcTlBQENNR/I+ZmdmHH37IdBQAf4JiVB4NDQ1TU1OmowAAAADos/rCFWoAAAAA0EuhGAUAAFALL1++bG5uZjqKntDS0lJSUiJ9Nxl4M6EYBQAAUOz58+csFovFYmloaLBeUemG7PLt3r3b2Nh41apVXdWgpMjISHrR9UuXLql6YXvXEggEixcv1tfXd3Z2NjY29vHxqaqqUrURcTrySSfL4/HEr52mpqanp+exY8eUP7wTMYAyMGcUAAB6gQsXyMWLDPQ7bRrx8CCEEDabTZdNRUVFvr6+BQUFpqamXbgee1RUVHR09MKFC7uqQUm7d+8eN26clZWVg4NDTExMd3ShDIqiuFyuSCTKy8tzcHD4/fffFy9e7Ofnl5ubq1I74nSU6VHyIb1ua05OjrW1dX19/fHjx5cvXz5jxgyZy0jJP1fKxwCKMbzOaV+nzos2d0LfW5UXGak/ZKTmemzR+5AQihAGvkJC2gdG353yyZMn9MOzZ88uXLhw586dQ4YMqa+v/+qrr8zNzQcMGDBy5MjCwsKsrCw/P7+goCBjY2MOh3PmzBmKop49e+bn58dmsw0MDFavXt3W1ubu7q6hoTFkyJDo6GiKotLS0saMGaOnp+fm5nbt2jXJLpKTk99///2VK1caGRmNGjXq8uXL77zzjq6urru7+9OnT+mQ2sUwevTofv36cTicffv25ebmTpw4kd6tXS9Khip5Ktq1QFGUzEYk99fS0nr48KF4y507dzZs2FBfX698a+J01qxZI3nmpQ//5ZdfTE1NJQMoLS0lhNy9e5d+KBQK+/Xrd/LkSZm9i8+VdBiSp1T+KZL5wyytj70tqAof0wMAAHReY2NjSkrKgQMHNm/efOfOnc8//3z79u1Xr141MjL6+uuvBQJBUlLS8+fPU1NT3dzc6JvIR0dHFxUVXbhwIT4+/vDhw+np6WFhYSYmJitXrvT29i4rK+NyuT4+PtnZ2Q4ODr6+vtXV1eIuRCJRcnIyISQ9PV1bW3vKlCnvvvtuRkZGRUXFoUOHCCHXr19vF0NkZCSbzV6zZs2MGTOEQiFdkEn38uTJE2VCFScu3UJDQ4PMfMVu375tb2/P4XDEW+zt7SMiIgwMDJRvTZyOnZ2d+LTw+Xzpw+W/cM+fP9+3b5+GhoaHh4fM3sXnSjoMyVMq5xSBspiuhvs4jIyqOWSk/pCRmsPI6PHjx1ks1v379ymKKikpOXLkCEVRNTU1fn5+XC43OTlZV1eXvhNmTk6Ojo4ORVF79uwxMTE5depUU1PT9evXy8vLKYoaOnRoWloaRVFhYWHOzs504y9evDA3N1+1apW4i+TkZENDw5aWFoqivvzyy5EjR9J7BgYGbty4UWYMFEWZm5tnZ2dTEoOF0r387W9/UzJUmnQLBw8elJmv2ObNmydPnizz5VapNTodyTMv8/CORkZ1dXUHDhyopaWlp6e3adMmhYfLDEN8SuWcIjGMjMqHOaMAANALTJtGQkKY6VchDodjY2NDf/PNN99s2bJFIBCw2WwXFxdCiIWFBX3nFDab3dbWRghZsWJFQUHBokWLWltbZ86cGRUVJdlaRUXF6NGj6e/79+/v6OjI5/PFXRBCjI2NNTU1CSFaWlrW1tb0RnpLRzFIk+7l6dOnKoUq3UJ5ebmxsbF0I2KWlpYVFRWSWwQCwcaNGzdu3NiJ1iTPvMzDxWesnaioKA6Hw2KxJkyYwGazlTlcThjyX01QBopRAADoBTw8/riQSA2Jr6nfs2dPenp6ZmbmiBEjtm/ffu3aNSLrltF1dXXh4eHR0dFZWVmrVq3aunWr5IUyJiYmN27cED+sqqqytrZW/rJ9mTFIk+7Fzs5OpVClW6BvEyPnFtnjxo17+PDhlStX3N3d6S0XL16MiYmJiIjoRGtE4sx3dLhM7u7utra2klsUHi4nDPmvJigDc0YBAAC6RmVlpbW1tZ2dXXV1dUJCQktLi8zdIiMjAwMDCSHvvvuus7Nza2ur5LOzZ8/Oyso6c+YMISQ2Nra0tNTZ2fk1Y2CxWE+fPpWMR7oXmWOockKVbsHX11d+bG5ublOnTg0MDMzPz6coqqSkZN26dQEBAXp6eiq1RqcjOULZiWAkdeJw8SmV/2qCMjAyCgAAoAI5g2SBgYFcLtfAwEBLS2vu3LmxsbHjx4+X3i04OJjL5RoaGmpqapqbmyclJUk+O2XKlPDw8ICAAJFIpK2tfeDAAR0dHWV6p5+SjuHnn3+ePn36ggULQkNDPTw86N2kezE2NlYpVOkWbGxsiouL5Z07QhITE1esWOHq6qqlpSUUCv39/ffu3atqa3Q6H330kfxgqqur5Q+sKnm4zEbEp1T+qwnK0KD+vAQXdC17e/uSkhKmo+gyPB6vj62phozUHzJSc92XTh97/4Q3mcIf5j72tqAqfEwPAAAAAIxBMQoAAAAAjEExCgAAAACMQTEKAAAAAIxBMQoAAKAWXr582dzczHQUPaGlpaWkpKSuro7pQEAtoBgFAABQ7Pnz5ywWi8ViaWhosF5Rfi16hXbv3m1sbLxq1aqualBSZGQkj8cjhFy6dGnw4MHd0YWSBALB4sWL9fX1nZ2djY2NfXx8qqqqGIwH1AGKUQAAAMXYbHZVVVVVVVV6ejpFUb/99ltVVdXdu3e7qv2oqKjo6OgffvihqxqUtHv3broYdXBwYPD+QBRFcbncioqKvLw8oVB469at2tpaPz8/puIBNYFiFAAAeoULhISq8qWqjtq5IN7DwsLCwsLCzMyMEGJubm5hYTF48OC0tLRFixZFRERwOJyGhoYdO3bQ9zEfNWpUUVFRdnb2nDlz1q5da2JiYmlpefbsWUJIY2PjnDlz9PT0DA0N16xZIxKJJk2aVFZWtmnTJrpSTE9PHzt2rL6+/sSJE69fvy7ZxenTpz/44INVq1YZGxuPHj06Jydn6tSpbDZ70qRJNTU1dJztYnB2dq6pqVm8ePH+/ft5PF54eDi9W7telAxV8pS1a4EQIrMRsYyMjJycnKNHjzo6OmpoaDg5OSUkJHh6ejY0NGRnZ8+YMYPe7d69e6NGjSKESCbu5+f37bff0jscPnzY39+fEJKZmTl69GhDQ0M/P7/a2lrVX3RQDxR0Jzs7O6ZD6EplZWVMh9DFkJH6Q0ZqrvvSkXr/DKEoosqXqjpqJ6Tdfvn5+YSQJ0+e0A+PHz8+cOBAW1vb77777sqVK4SQuLi4/Pz8qVOnLl++PDk5mRCyfPnyq1evfvjhh46OjhRF7dy508bGJjc3NyUlRU9P78yZM5mZmaamptu2bbt///6DBw+0tLQ2bNiQm5u7bNkyAwODH374QdwFfYOflStX5ubmTpgwgRCyffv2y5cvDxkyJCIigqIo+mb0kjFkZmYOHDhwx44d9+7d++WXX0xNTSmKku4lISFBmVDF50G6hfr6epn5ikVGRo4cOVLm2U9OTh4+fDj9/W+//da/f/925zYkJGTChAn0DrNmzQoJCeHxeDo6Ot988821a9e8vLxmz56t+oveQxQWA33sbUFVuB0oAADAaxEIBHl5eTY2Nnfv3j1y5EhgYCCfzzcyMuLz+YQQXV3d/fv3a2trr1u3ztvbmxCipaX17NmzyspKX1/frKyswYMHDx06VEdHZ8KECTY2Ntu2bXN0dIyIiCCEfP/992lpabm5ueIuTp8+bWho+N1332lqan7wwQdCofDzzz8nhHh6etLdGRgYtIvB29tbV1d34sSJw4cPr66upmOOj49v18vVq1eVCVWctXQLSUlJxsbG0o2I1dTUqDrLVpz4vXv3QkNDHz16ZGBgkJWVFRkZefToURcXl7lz5xJCwsLC3nnnHT6fb2Ji0unXEZiCj+kBAABeC4fDsbGxob+5cuWKpaWlra1tbm4u/Sz9iTkhhM1mt7W1EUJWrFgxe/bsRYsWGRgYbN++XUtLS7K1ioqK0aNH09/379/f0dGRz+eLuyCEGBsba2pqEkK0tLSsra3pjfSWjmKQJt3L06dPVQpVuoXy8nKZ+YpZWlpWVFRIbhEIBKtXr6bns8o/t7a2tmPHjk1OTj537pydnd2IESMePHiQk5MzZMiQIUOGTJkyhaKoysrKjtoBdYZiFAAAeoVphISo8qWqjtqZpvBI8Wjfnj170tPTMzMz6+vrxdfFa2hotNu/rq4uPDy8trb21KlT+fn5W7dulXzWxMREPH5JCKmqqho4cKDyA4oyY5Am3cugQYNUClW6BVNTU5n5io0bN+7hw4f0ZAbaxYsXY2JiTExMNDQ0xJWr5OxPycTnz5+fnJyckpIyb948Qoi5ubm/v39TU1NTU1NjY+PFixednJw6PC+gxlCMAgBAr+BByFZVvlTVUTseyjdRWVlpbW1tZ2dXXV2dkJDQ0tIic7fIyMjAwEBCyLvvvuvs7Nza2ir57OzZs7Oyss6cOUMIiY2NLS0tdXZ2fs0YWCzW06dPJeOR7sXFxUWlUKVb8PX1lR+bm5vb1KlTAwMD8/PzKYoqKSlZt25dQECAnp6eiYkJj8crKCh48eLF119/LfPwefPmZWdnnzp1KiAggBAyc+bMs2fPFhYWDhgwIDo6eu3atf369VP+RIH6wJxRAAAAFcgZ+QsMDORyuQYGBlpaWnPnzo2NjR0/frz0bsHBwVwu19DQUFNT09zcnL4mSWzKlCnh4eEBAQEikUhbW/vAgQM6OjrK9E4/JR3Dzz//PH369AULFoSGhnp4eNC7SfdibGysUqjSLdjY2BQXF8s7d4QkJiauWLHC1dVVS0tLKBT6+/vv3buXEOLq6urj4zN27Fg2m01fKS9t6NChLi4uzc3Nw4cPJ4RMnjz5iy++8PT0pCjK1tZ27969LBaG2HolDYqimI6hL7O3ty8pKWE6ii7D4/GsrKyYjqIrISP1h4zUXPel08feP+FNpvCHuY+9LagK/0MAAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNwNT0AAKgpe3t7pkMAgG6HYhQAANQRU5fS973rmpERqDl8TA8AAAAAjEExCgAAAACMQTEKAAAAAIxBMQoqUHjf4V4HGak/ZKTm+lg6BBn1Bsioj8EFTJ3X1taWlJRUXFxsZGTE5XItLS2ZjggAAACgl8HIaOcFBQV9+eWXjY2NaWlpXC73wYMHTEcEAAAA0MugGO2k27dvZ2VlRUZGRkREnDx50szMLC4ujumgAAAAAHoZFKOdVFBQoKOj4+HhQQjp37+/l5dXQUEB00EBAAAA9DIoRjuprq7OzMyMxfrjBJqbm9fV1TEbEgAAAECvgwuYOkkkEkk+ZLFYbW1tMvfsY7ez62PpEGTUGyAjNdfH0iHIqDfoexm9yVCMdtKAAQOamprEDwUCgba2tvRuTN3ODgAAAKBXwMf0nWRpaVlTU8Pn8+mHxcXFWNoJAAAAQFUoRjtp0qRJurq6YWFhVVVVKSkp586d8/HxYTooAAAAgF5Gg6IopmPorTIzM//xj380NDSwWKzZs2eHh4dramLaAwAAAIAKUIy+Foqi+Hy+vr6+zAmjAAAAACAfilEAAAAAYAzmjAIAAAAAYzDHsVu0tbUlJSUVFxcbGRlxudzeeKG9kin8/vvv58+fX7t2bQ+H1wkKM3r58mVSUtLdu3dNTEz8/PzMzc0ZiVNJCtMRCoUnT54sKysbPHjwnDlzzMzMGIlTecr/1pw6derFixfz58/vyfA6QWFGeXl5kndu8/Lyevvtt3s2RtUo8xrl5eXl5OTo6Oj4+vqq/1uf/Izu3Llz5coVyS2DBg3y9/fv2RhVoOS73J07d4yNjd977z01/3kjyr3RJSYmPnjwwMLCYu7cuQYGBozE+Zp60V/SboKP6bvFqlWrrl696uPjc+fOnYqKisTExGHDhjEdlGqUSYHP5wcFBQkEgpSUFEaCVIn8jNra2hYsWFBZWenh4ZGfn//kyZPExEQrKyvm4lVAYTpz586tq6tzc3O7fv16c3Pz6dOnTU1NGQxYISV/a27fvh0QEODt7f3NN9/0fJAqUZjR+vXrCwsLra2t6Ycff/zxhAkTmIhUWQozSkhI2L59++TJk589e/bbb7+dPXtWnJ16kp9RZmZmXFyc+GFpaam5ufnp06eZiFQpCl+gJUuWFBcX+/j4FBQUPHz48D//+Y+trS1T0SpDfkZNTU3+/v4vXrxwd3e/fv36ixcvUlNTBw4cyGDAndC7/pJ2Fwq62q1bt+zs7M6fP09R1IsXL3x8fD7//HOmg1KNMinMmTPHwcHBzs5u9uzZTMSoGoUZZWRkjBgxorS0lKKopqamqVOnRkREMBOrEhSmc/78eScnp0ePHlEUVVlZOWLEiOPHjzMTq3KU/K0RCoUzZ8709PT89NNPezxG1SiT0ezZs0+ePMlEdJ2hMKPGxsaRI0f+9NNP9MNFixbt3LmTgUCVptJ79a1bt8aNG5eXl9eDAapGYToVFRV2dnZZWVkURTU1NY0bN+5f//oXM7EqR2FGP/7445gxY2pqaiiKamxsdHd3//bbb5mJtbN611/S7oOP6bteQUGBjo6Oh4cHIaR///5eXl6XL19mOijVKJPCtm3bXr58mZycfOPGDQZCVJHCjGpra8ePH0//z62jo2NhYVFfX89IqMpQmA6bzf7kk08sLCwIITo6OiwWS19fn5FQlaTkb82uXbvs7e3NzMweP37c0yGqSGFGLS0tDx48MDAwOHPmjKGh4fjx47W0tJiJVTkKM7pw4cKAAQM+/PDDioqK1tbWw4cPs1hqfVmC8u/VQqEwKCho5cqVY8eO7dEQVaEwnUGDBvXr16+5uZkQ0tLS0tLSYmJiwkioSlKYUWlpqZ2dHZ2Fvr7+2LFjCwsLGQm103rXX9Lug2K069XV1ZmZmYnfhc3Nzevq6pgNSVXKpODk5EQIuXnzZq/4FVKY0fz588VzEG/cuFFYWLhgwYKejlJpCtNxc3Nzc3Orq6vbt29fdnb2pEmTvLy8mIhUWcr8yF2+fDk9PT0lJSUqKqrHA1SZwoxKS0vb2tr+/ve/DxkypLKy0tLS8siRI+pcHCjM6OHDh0ZGRvPmzfv9999FQzq39wAAB6tJREFUIpGNjU10dPTQoUOZCFYpyr9Xx8TEEEKWLFnSc8GpTmE6AwcO3LRp0/r160+dOlVUVOTk5OTn58dEpMpSmNHgwYPT0tKampp0dXXb2tru3bvXv39/JiLtvN71l7T7qPW/rb2USCSSfMhisdra2pgKpnP6QArtKJkRRVHHjh1bsWLFzJkz33///Z6KTmVKpiMSifr3729hYVFcXKzmAwYKM2poaNi8efO2bdt6ywUKCjNqbW394IMPzpw5k5aWlpqaWl9fv3fv3p6NUTUKM3r27Fl5ebmLi0thYeH58+dbW1t37NjRszGqRsnfo4aGhri4uJUrV6p5oaMwncbGxhMnThgaGg4ZMmT48OHFxcW//vprz8aoGoUZ+fn5NTc3L1u27Mcff1yxYsWTJ0/aHQK9BUZGu96AAQOamprEDwUCQa9bEr8PpNCOMhk9ffo0ODi4uLh48+bN8+fP19DQ6NkYVaAwHaFQSAgxMTHZtGkTIeQvf/lLXFycOl8cozCjyMhIPT29Z8+eJSUl3b9/v7Gx8cyZM7NmzerxSJWlMKORI0dGRETQ37/99tvvvfdeXl5ej4aoIoUZsdlsFosVHByspaXF4XAWLFiwb9++Hg9TBUq+0aWmplIUNXPmzB4MrTMUpnPhwoWKiorMzMzBgwcTQj799NPY2Fh1vpG1wozeeuutEydO/PDDD+fPn3d1dbW1tb1z506PhwldACOjXc/S0rKmpobP59MPi4uL1X99k3b6QArtKMxIKBQGBgYSQs6ePbtgwQJ1rkSJEuls375dcuUjGxubqqqqHg1RRQozGjhwoL6+/tGjR48ePXrnzp3y8vKffvqJiUiVpTCjf//737t27RI/FAgEaj5nVGFG9JRr8dhVa2urmt8hWck3utTU1ClTpqj/NdoK06msrNTS0jI0NKQfOjo69va3hfv379+8efOrr746fPhwUFBQQUGBmi8OAB1BMdr1Jk2apKurGxYWVlVVlZKScu7cOXX+11OmjlL44osvjh49ynR0naEwo+PHj9fU1GzZskUgEJSVlZWVldXW1jIddYcUpuPq6nrnzp0DBw7w+fycnJykpCR3d3emo5ZHYUYbNmw48cp7773n7u5++PBhpqOWR2FGAwcO/OGHHxITE58/f56VlZWamjpjxgymo5ZHYUbTpk3T09Pbtm1bfX39rVu3Dh8+PH36dKajlkeZNzqKooqLi0ePHs1opEpRmM748eMFAkFkZOSjR48KCwsTEhJ6+9uCkZFRRERETExMbW1tfHx8YWGhms+ChQ4xfDV/H5WRkeHq6mpnZzdixIjg4OCWlhamI1KZzBRGjhz597//XXK32NhYLpfLUIyqkZ9RUFCQ3Z99+eWXTIcsj8IXKCIiwsnJSbxDU1MTo/EqpuSPHEVRX331lfRGNaQwo8jIyJEjR9rZ2Y0aNWrHjh2tra2MxquYwoxyc3NnzJhhZ2fn4OCwevXqZ8+eMRqvYgozqqqqsrOzy8jIYDRMZSlM5+DBgy4uLvRb3CeffFJXV8dovIopzOjYsWPe3t52dnbjxo07duwYo8F2Xi/6S9pNsOh9d6Eois/n6+vr997Zln0ghXb6WEYK02lra+Pz+YaGhmp+4YVYH3uBiBIZtba21tXVGRsb9+vXr4dj6xxlXqOGhgYdHZ0BAwb0ZGCd1sd+6hSmIxKJ+Hy+np6erq5uD8fWOcq8QLW1tUZGRmo+vQrkQDEKAAAAAIzBnFEAAAAAYAyKUQAAAABgDIpRAAAAAGAMilEAAAAAYAyKUQAAAABgDIpRAAAAAGAMilEAgG63f//+DRs21NTUiLc8e/Zs06ZNBw4cYDAqAAB1gGIUAKDbTZgw4fTp02FhYeIt27ZtO336tJrfjxEAoAegGAUA6HYTJkxYsmRJRkbGuXPnCCHnzp07ffr06tWrnZycmA4NAIBhuAMTAEBPaG5u9vPze/78eUJCwrx58wYPHnzixInechdQAIDug2IUAKCHFBQULFiwQEdH5+XLl4mJiba2tkxHBADAPHxMDwDQQ5ydnb28vAQCAZfLRSUKAEBDMQoA0ENKSkouXLjQr1+/s2fPlpeXMx0OAIBaQDEKANATWltbN27cOHDgwOPHj1MUtWnTJpFIxHRQAADMQzEKANAT9u3bd+fOndDQ0FGjRn322Wf5+flxcXFMBwUAwDxcwAQA0O1u3boVEBAwa9as3bt3E0JEItHChQtv3bqVmJhoZ2fHdHQAAExCMQoA0L3a2tref//9hoaGM2fODBo0iN5YWlrq5+dnY2Nz6tQpDQ0NZiMEAGAQilEAAAAAYAzmjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY1CMAgAAAABjUIwCAAAAAGNQjAIAAAAAY/4fYRONgHavsG4AAAAASUVORK5CYII=\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_curve_points = 1000;\n", "knot_vector = [0 0 0 0.3 0.6 1 1 1];\n", "degree = 3;\n", "control_points = [0.1 0.3; 0.05 0.5; 0.2 .5; 0.3 0.8; 0.5 0.6];\n", "\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'B-spline Affine Transformations', 'NumberTitle', 'off');\n", "hold on; grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "title(['B-spline Affine Transformations - Translation, Rotation and Scaling']);\n", "axes = gca;\n", "axes.XAxisLocation = 'origin';\n", "axes.YAxisLocation = 'origin';\n", "xlim([0 1]);\n", "ylim([0 1]);\n", "\n", "% Calculate the parameter (t) steps for drawing the B-Spline curves.\n", "steps = linspace(knot_vector(degree+1), knot_vector(end-degree), num_curve_points);\n", "\n", "% Plot control points and control polygon.\n", "poi_plot = plot(control_points(:, 1), control_points(:, 2), 'k.', 'MarkerSize', 20);\n", "pol_plot = plot(control_points(:, 1), control_points(:, 2), '-', 'linewidth', 1, 'color', '#0072BD');\n", "\n", "% Calculate and plot the original B-Spline curve using De Boor algorithm.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "original_curve = curve;\n", "original_curve_plot = plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', '#D95319');\n", "\n", "% Tranlation, rotation and scaling transformations.\n", "translation = [.9 1];\n", "rotation = [cos(pi) -sin(pi); sin(pi) cos(pi)];\n", "scaling = [0.8 0; 0 0.8];\n", "\n", "% Transformation on control points.\n", "control_points = (control_points*rotation + translation)*scaling;\n", "\n", "% Plot transformed control points and control polygon.\n", "plot(control_points(:, 1), control_points(:, 2), 'k.', 'MarkerSize', 20);\n", "plot(control_points(:, 1), control_points(:, 2), '-', 'linewidth', 1, 'color', '#0072BD');\n", "\n", "% Calculate and plot the transformed B-Spline curve on control points.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "trasf_control_plot = plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', 'blue');\n", "\n", "% Plot transformation on B-Spline curve points and legend.\n", "original_curve = (original_curve' * rotation + translation) * scaling;\n", "trasf_curve_plot = plot(original_curve(:, 1), original_curve(:, 2), '--', 'linewidth', 3, 'color', 'yellow');\n", "\n", "legend([poi_plot pol_plot original_curve_plot ...\n", " trasf_control_plot trasf_curve_plot], 'Control Points', ...\n", " 'Control Polygons', 'Original B-Spline Curve', ...\n", " 'Transformations on Control Points', 'Transformations on Curve',...\n", " 'Location', 'southeast');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Località\n", "Muovendo il vertice di controllo $\\mathbf{d}_i$ la curva $\\mathbf{X}(t)$ cambia solo nell’intervallo $[t_i, t_{i+k})$. Questo segue dal fatto che $N_{i, k}(t) = 0$ per $t \\notin [t_i, t_{i+k})$. Equivalentemente, $\\mathbf{d}_i$ influenza solo al più $k$ segmenti di curva.\n", "\n", "Nello script sottostante viene mostrata come descritta sopra, ovvero data una B-Spline di ordine 4 con $10$ punti di controllo, spostando il quinto punto la curva varia solamente nell'intervallo $[t_5,t_9)$. La proprietà di località ci dice anche che una curva B-Spline $\\mathbf{X}(t^*)$ con $t^* \\in [t_r,t_{r+1}]$ è determinata da $k$ punti di controllo $\\mathbf{d}_{r-k+1},\\dots,\\mathbf{d}_r$." ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_curve_points = 1000;\n", "knot_vector = [0 0 0 0 0.25 0.25 0.5 0.5 0.75 0.75 1 1 1 1];\n", "degree = 4;\n", "control_points = [0.1 0.1; 0.3 0.4; 0.1 0.6; 0.3 0.9; 0.5 0.3; 0.8 0.9; 0.9 0.6; 0.85 0.3; 0.9 0.1; 1 0];\n", "\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'Locality Property 1', 'NumberTitle', 'off');\n", "hold on;grid on;\n", "xlabel('X'); ylabel('Y'); title('Locality Property 1');\n", "axes = gca;\n", "axes.XAxisLocation = 'origin';\n", "axes.YAxisLocation = 'origin';\n", "xlim([0 1]);\n", "ylim([0 1]);\n", "\n", "% Plot control points and control polygon of the original curve.\n", "plot(control_points(:, 1), control_points(:, 2), 'kx', 'MarkerSize', 10);\n", "plot(control_points(:, 1), control_points(:, 2), '-', 'linewidth', 1, ...\n", " 'color', '#0072BD');\n", "\n", "% Calculate and plot the original B-Spline curve using De Boor algorithm.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', '#D95319');\n", "\n", "% Control point modification.\n", "control_point_mod = 5;\n", "control_points(control_point_mod, :) = [0.5 0.6];\n", "\n", "% Plot control points and control polygon of the modified curve.\n", "plot(control_points(:, 1), control_points(:, 2), '-.o', ...\n", " 'color', '#EDB120', 'MarkerEdgeColor', 'k', 'MarkerSize', 10);\n", "\n", "% Calculate and plot the modified B-Spline curve.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "plot(curve(1, :), curve(2, :), '--', 'linewidth', 3, 'color', 'blue');\n", "\n", "% Plot lines for highlighting the modified interval.\n", "left_line = bspline_deboor(degree,knot_vector,control_points', knot_vector(control_point_mod));\n", "right_line = bspline_deboor(degree,knot_vector,control_points', knot_vector(control_point_mod+degree+1));\n", "plot([left_line(1) left_line(1)], [0 1], 'k', 'linewidth', 2)\n", "plot([right_line(1) right_line(1)], [0 1], 'k', 'linewidth', 2)\n", "\n", "\n", "legend({'Control Points', 'Original Control Polygon', ...\n", " 'Original B-Spline Curve', 'Modified Control Polygon', ...\n", " 'Modified B-Spline Curve'}, 'Location', ...\n", " 'south');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nello script sottostante è mostrato questo comportamento, scegliendo $r=6$ e modificando i punti di controllo $\\mathbf{d}_j \\notin [\\mathbf{d}_3, \\mathbf{d}_6]$ la curva $\\mathbf{X}(t^*)$ rimane invariata per $t^* \\in [t_6,t_7)$.\n" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "control_points = [0.1 0.1; 0.3 0.4; 0.1 0.6; 0.3 0.9; 0.5 0.3; 0.8 0.9; 0.9 0.6; 0.85 0.3; 0.9 0.1; 1 0];\n", "degree = 4;\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'Locality Property 2', 'NumberTitle', 'off');\n", "\n", "hold on; grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "title('Locality Property 2');\n", "axes = gca;\n", "axes.XAxisLocation = 'origin';\n", "axes.YAxisLocation = 'origin';\n", "xlim([0 1]);\n", "ylim([0 1]);\n", "\n", "% Plot control points and control polygon of the original curve.\n", "plot(control_points(:, 1), control_points(:, 2), 'kx', 'MarkerSize', 10);\n", "plot(control_points(:, 1), control_points(:, 2), '-', 'linewidth', 1, ...\n", " 'color', '#0072BD');\n", "\n", "% Calculate and plot the original B-Spline curve using De Boor algorithm.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', '#D95319');\n", "\n", "% Choose the interval not to be change and modify the other control points.\n", "r = 6;\n", "control_points(1:r-degree, :) = control_points(1:r-degree, :) + 0.05;\n", "control_points(r+1:end, :) = control_points(r+1:end, :) + 0.05;\n", "\n", "% Plot control points and control polygon of the modified curve.\n", "plot(control_points(:, 1), control_points(:, 2), '-.o', 'linewidth', 1, ...\n", " 'color', '#EDB120', 'MarkerEdgeColor', 'k', 'MarkerSize', 10);\n", "\n", "% Calculate and plot the modified B-Spline curve.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "plot(curve(1, :), curve(2, :), '--', 'linewidth', 3, 'color', 'blue');\n", "\n", "% Plot lines for highlighting the untouched interval.\n", "left_line = bspline_deboor(degree, knot_vector, control_points', ...\n", " knot_vector(r));\n", "right_line= bspline_deboor(degree, knot_vector, control_points', ...\n", " knot_vector(r+1));\n", "plot([left_line(1) left_line(1)], [0 1], 'k', ...\n", " 'linewidth', 2)\n", "plot([right_line(1) right_line(1)], [0 1], 'k', ...\n", " 'linewidth', 2)\n", "\n", "legend({'Control Points', 'Original Control Polygon', ...\n", " 'Original B-Spline Curve', 'Modified Control Polygon', ...\n", " 'Modified B-Spline Curve'}, 'Location', ...\n", " 'south');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Strong Convex Hull\n", "La curva è contenuta nel guscio convesso del suo poligono di controllo." ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "control_points = [0.1 0.1; 0.3 0.4; 0.1 0.6; 0.3 0.9; 0.5 0.3; 0.8 0.9; 0.9 0.6; 0.9 0.3; 0.8 0.2; 0.7 0.1];\n", "degree = 4;\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'Strong Convex Hull Property', 'NumberTitle', 'off');\n", "hold on;grid on;\n", "xlabel('X'); ylabel('Y'); title('Locality Property 1');\n", "axes = gca;\n", "axes.XAxisLocation = 'origin';\n", "axes.YAxisLocation = 'origin';\n", "xlim([0 1]);\n", "ylim([0 1]);\n", "\n", "% Plot control points and control polygon of the original curve.\n", "plot(control_points(:, 1), control_points(:, 2), 'kx', 'MarkerSize', 10);\n", "plot(control_points(:, 1), control_points(:, 2), '-', 'linewidth', 1, ...\n", " 'color', '#0072BD');\n", "\n", "% Calculate and plot the original B-Spline curve using De Boor algorithm.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', '#D95319');\n", "\n", "[k,av] = convhull(control_points);\n", "plot(control_points(k,1),control_points(k,2), '--', 'linewidth', 2, 'color', '#148A06')\n", "\n", "[k,av] = convhull(control_points(end-5+1:end-2,:));\n", "plot(control_points(k+1,1),control_points(k+1,2), '--', 'linewidth', 2, 'color', '#424ADC')\n", "\n", "legend({'Control Points', 'Control Polygon', 'B-Spline Curve', 'Convex Hull', 'Strong Convex Hull'});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variation Diminishing\n", "Il numero di intersezioni tra la curva e una retta qualunque è minore o uguale al numero di intersezioni tra il poligono di controllo della curva e tale retta. Ne segue che:\n", "- Se il poligono di controllo è convesso, la curva è convessa.\n", "- Il numero di cambi di concavità della curva è minore o uguale al numero di cambi di concavità del poligono di controllo.\n", "\n", "Nello script sottostante è mostrata questa proprietà. Fissata una curva B-Spline, sono stati generati due punti randomici per i quali far passare una retta. Qualsiasi retta generata dallo script avrà un numero di intersezioni con la curva minore o uguale al numero di intersezioni con il poligono di controllo." ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_curve_points = 1000;\n", "knot_vector = [0 0 0 0 0.25 0.25 0.5 0.5 0.75 0.75 1 1 1 1];\n", "degree = 4;\n", "control_points = [0.1 0.1; 0.3 0.4; 0.1 0.6; 0.3 0.9; 0.5 0.1; 0.8 0.9; 0.9 0.6; 0.9 0.3; 0.8 0.2; 0.7 0.1];\n", "\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'Variation Diminiscing', 'NumberTitle', 'off');\n", "fig.Position(3:4) = [800 600];\n", "movegui(fig, 'center');\n", "hold on;\n", "grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "title('Variation Diminiscing');\n", "axes = gca;\n", "axes.XAxisLocation = 'origin';\n", "axes.YAxisLocation = 'origin';\n", "xlim([0 1]);\n", "ylim([0 1]);\n", "\n", "% Plot control points and control polygon of the original curve.\n", "plot(control_points(:, 1), control_points(:, 2), 'k.', 'MarkerSize', 20);\n", "plot(control_points(:, 1), control_points(:, 2), '-', 'linewidth', 1, ...\n", " 'color', '#0072BD');\n", "\n", "% Calculate and plot the original B-Spline curve using de Boor algorithm.\n", "curve = bspline_deboor(degree, knot_vector, control_points');\n", "plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', '#D95319');\n", "\n", "% Generate 3 random line to intersect with the curve.\n", "for i=1:3\n", " y = 0.1 + (0.8-0.1).*rand(1, 2);\n", " plot([0 1], y, 'k', 'linewidth', 2, 'color', 'b');\n", "end\n", "\n", "legend({'Control Points', 'Control Polygon', 'B-Spline Curve', 'Intersecting Lines'}, 'Location', 'best');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rappresentazione di curve B-Spline chiuse\n", "Siano $\\mathbf{d}_1,\\dots \\mathbf{d}_m$ i vertici di controllo del poligono chiuso (con $\\mathbf{d}_1 = \\mathbf{d}_m$). \n", "Per definire una curva B-Spline chiusa di ordine $k$, si sceglie la partizione nodale \n", "\n", "$$\\mathbf{t} = \\left[ \\frac{-k}{m-1} : \\frac{1}{m-1} : \\frac{k+m-1}{m-1} \\right]$$\n", "\n", "e si estende il poligono di controllo aggiungendo i vertici $$\\mathbf{d}_{m+1} = \\mathbf{d}_2,\\mathbf{d}_{m+2} = \\mathbf{d}_3, \\dots, \\mathbf{d}_{m+k-1} = \\mathbf{d}_k, \\mathbf{d}_{m+k} = \\mathbf{d}_{k+1} $$" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%plot inline -w 900 -h 600\n", "% Get the order of the B-Spline curve.\n", "\n", "% Set the figure window for drawing plots.\n", "k = 4;\n", "px = [35 19 15 10 5 2 3 16 19 30 35 19 15];\n", "py = [ 6 8 8 9 9 8 5 7 5 5 6 8 8];\n", "m = (length(px)-k)-1;\n", "knots = -k/m : 1/m : (k+m)/m;\n", "\n", "hold on; grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "title('Closed B-Spline');\n", "xlim([min(px)-2 max(px)+2]);\n", "ylim([min(py)-2 max(py)+2]);\n", "\n", "plot(px, py, 'k.', 'MarkerSize', 20);\n", "plot(px, py, 'o-', 'linewidth', 1, 'color', '#0072BD');\n", "\n", "curve = bspline_deboor(k, knots, [px; py]);\n", "\n", "for i = 1:k-1\n", " plot(px(i), py(i), 'ro-', 'markersize', 8, 'MarkerFaceColor','r');\n", "end\n", "\n", "plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', '#D95319');\n", "\n", "legend({'Control Point', 'Control Polygon','New added control points', 'B-Spline Curve'}, 'Location', 'best');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le superfici B-Spline\n", "==============\n", "\n", "Una superficie può essere rappresentata mediante equazione implicita:\n", "$$f(x,y,z) = 0$$\n", "o parametrica:\n", "$$\\mathbf{X}(u, v) = \\begin{pmatrix}\n", "x(u, v) \\\\\n", "y(u, v) \\\\\n", "z(u, v)\n", "\\end{pmatrix}$$\n", "con $u, v \\in [a, b] \\subset \\mathbb{R}^2$. La seguente superfice parametrica\n", "\n", "$$\\mathbf{X}(u, v) = \\begin{pmatrix}\n", "(2+\\cos(v))\\cdot\\cos(u)\\\\\n", "(2+\\cos(v))\\cdot\\sin(u) \\\\\n", "\\sin(v)\n", "\\end{pmatrix}$$\n", "è stata implementata nel codice sottostante." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u = linspace(0 , 10 , 100);\n", "v = linspace(0 , 10 , 100);\n", "[uu , vv] = meshgrid (u, v);\n", "x = (2 + cos(vv)) .* cos(uu);\n", "y = (2 + cos(vv)) .* sin(uu);\n", "z = sin(vv);\n", "surf(x, y,z); axis equal;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Superfici tensor-product\n", "\n", "Sia $\\{B^{A}_{0}(u), \\dots, B^{A}_{n}(u) \\}$ un set di $n + 1$ funzioni monovariate linearmente indipendenti e definite su un intervallo $ I_A = [a_A, b_A]$ della retta reale, analogamente, sia $\\{ B^{B}_{0}(v), \\dots, B^{B}_{m}(v) \\}$ un altro set di $m + 1$ funzioni monovariate linearmente indipendenti e definite su un intervallo $ I_B = [a_B, b_B]$. Definiamo allora i corrispondenti due spazi di funzioni monovariate,\n", "\n", "$$S_A = < B^{A}_{0}(u), \\dots, B^{A}_{n}(u) >\\ , \\qquad S_B = < B^{B}_{0}(v), \\dots, B^{B}_{m}(v) >$$\n", "\n", "Posto $A := I_A \\times I_B$, possiamo allora definire il corrispondente spazio tensor–product, $S_A \\otimes S_B$ come lo spazio costituito da funzioni bivariate definite sul rettangolo $A$ che sono combinazioni lineari delle\n", "funzioni prodotto $B_i^A(u)B_j^B(v)$, $i = 0, . . . , n$, $j = 0, . . . , m,$\n", "\n", "$$S_A \\otimes S_B = \\left\\{ f : A \\rightarrow \\mathbb{R}\\ |\\ f(u, v) = \\sum_{i = 0}^{n}\\sum_{j = 0}^{m} c_{i,j}B^A_i(u)B^B_j(v),\\ c_{i,j}\\in \\mathbb{R} \\right\\}$$\n", "\n", "\n", "La superficie parametrica tensor-product (patch tensor-product) è definita come\n", "$$\\mathbf{X}(u, v) = \\sum_{i = 0}^{n} \\sum_{j = 0}^{m} \\mathbf{b}_{i, j} B^{A}_{i}(u)B_{j}^{B}(v) $$\n", "a partire da un reticolo di $(n + 1)(m + 1)$ punti di controllo.\n", "\n", "Siano $U = \\{u_0, \\dots, u_{n+k} \\}, V = \\{ v_0, \\dots, v_{m+l} \\}$ due vettori estesi di nodi associati agli intervalli $[a,b] = \\{u_{k-1}, \\dots, u_{n+1} \\}, [c,d] = \\{ v_{l-1}, v_{m+1}\\}$, la superficie tensor-product B-Spline $$\\mathbf{X}(u, v) = \\sum_{i = 0}^{n} \\sum_{j = 0}^{m} \\mathbf{d}_{i, j} N_{i,k}(u)N_{j,l}(v) $$\n", "con $(u,v) \\in [a,b] \\times [c,d]$ è definita a partire da $(n+1)(m+1) $ punti di controllo di de Boor $\\mathbf{d}_{i,j}, i=0,\\dots, n, j=0, \\dots, m$.\n", "\n", "Nello script sottostante è viene implementato il calcolo e rappresentazione di basi B-Spline di superfici dati in input i gradi delle due basi e i due vettori di nodi utilizzando la definizione di superficie tensor-product vista sopra e calcolando gli elementi delle basi mediante *Cox-de Boor* come visto precedentemente per le curve." ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "% Retrive inputs.\n", "order_1 = 5;\n", "order_2 = 5;\n", "knot_vector_1 = [zeros(1, order_1), ones(1, order_1)];\n", "knot_vector_2 = [zeros(1, order_2), ones(1, order_2)];\n", "num_steps = 50;\n", "\n", "% Initialization of the two basis matrices and steps to plot the surface.\n", "steps_1 = linspace(knot_vector_1(order_1), knot_vector_1(end-order_1+1), num_steps);\n", "steps_2 = linspace(knot_vector_2(order_2), knot_vector_2(end-order_2+1), num_steps);\n", "num_base1_elements = length(knot_vector_1) - order_1;\n", "num_base2_elements = length(knot_vector_2) - order_2; \n", "first_base = zeros(num_steps, num_base1_elements);\n", "second_base = zeros(num_steps, num_base2_elements);\n", "\n", "% Calcualte the first B-Spline base.\n", "for i = 1 : num_steps\n", " for j = 1 : num_base1_elements\n", " first_base(i, j) = bspline_basis(j-1, order_1, knot_vector_1, steps_1(i));\n", " end\n", "end\n", "\n", "% Calcualte the second B-Spline base.\n", "for i = 1 : num_steps\n", " for j = 1 : num_base2_elements\n", " second_base(i, j) = bspline_basis(j-1, order_2, knot_vector_2, steps_1(i));\n", " end\n", "end\n", "\n", "\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'B-Spline Surface Base', 'NumberTitle', 'off');\n", "fig.Position(3:4) = [800 600];\n", "movegui(fig, 'center');\n", "\n", "% Plot the B-Spline surface.\n", "for i = 1 : num_base1_elements\n", " for j = 1 : num_base2_elements\n", " Z = first_base(:, i) * transpose(second_base(:, j));\n", " surf(steps_1 , steps_2 , Z, 'FaceAlpha', 0.8); shading flat; s.EdgeColor = 'none';\n", " hold on;\n", " end\n", "end\n", "grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "zlabel('Z');\n", "title('B-Spline Surface Base');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nello script sottostante è stata rappresentata una curva B-Spline utilizzando la definizione di superficie tensor-product vista in precedenza. Sono state inoltre rappresentate le curve di bordo della superficie. I bordi di una superficie B-Spline sono definiti come:\n", "\n", "$$\\mathbf{X}(a,v) = \\sum_{j=0}^{m} \\mathbf{d}_{0,j}N_{j, l}(v) \\quad \\mathbf{X}(b,v) = \\sum_{j=0}^{m} \\mathbf{d}_{n,j}N_{j,l}(v)$$\n", "\n", "$$\\mathbf{X}(u, c) = \\sum_{i=0}^{n} \\mathbf{d}_{i,0}N_{i,k}(u) \\quad \\mathbf{X}(u,d) = \\sum_{i=0}^{n} \\mathbf{d}_{i, m}N_{i,k}(u)$$\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "control_grid_x = [1 2 3; 1 2 4; 1 2 4];\n", "control_grid_y = [4 6 4; 3 5 2; 3 2 1];\n", "control_grid_z = [2 2 2; 2 4 2; 2 5 3];\n", "order_1 = 3;\n", "order_2 = 3;\n", "knot_vector_1 = [zeros(1, order_1), ones(1, order_1)];\n", "knot_vector_2 = [zeros(1, order_2), ones(1, order_2)];\n", "num_steps = 50;\n", "\n", "% Initialization of the two basis matrices and steps to plot the surface.\n", "steps_1 = linspace(knot_vector_1(order_1), knot_vector_1(end-order_1+1), num_steps);\n", "steps_2 = linspace(knot_vector_2(order_2), knot_vector_2(end-order_2+1), num_steps);\n", "num_base1_elements = length(knot_vector_1) - order_1;\n", "num_base2_elements = length(knot_vector_2) - order_2; \n", "first_base = zeros(num_steps, num_base1_elements);\n", "second_base = zeros(num_steps, num_base2_elements);\n", "\n", "% Calcualte the first B-Spline base.\n", "for i = 1 : num_steps\n", " for j = 1 : num_base1_elements\n", " first_base(i, j) = bspline_basis(j-1, order_1, knot_vector_1, steps_1(i));\n", " end\n", "end\n", "\n", "% Calcualte the second B-Spline base.\n", "for i = 1 : num_steps\n", " for j = 1 : num_base2_elements\n", " second_base(i, j) = bspline_basis(j-1, order_2, knot_vector_2, steps_1(i));\n", " end\n", "end\n", "\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'B-Spline Surface with Tensor Product', 'NumberTitle', 'off');\n", "fig.Position(3:4) = [800 600];\n", "movegui(fig, 'center');\n", "\n", "% Calculate tensor product and plot the B-Spline surface.\n", "second_base_t = transpose(second_base);\n", "surf_x = first_base * control_grid_x * second_base_t;\n", "surf_y = first_base * control_grid_y * second_base_t;\n", "surf_z = first_base * control_grid_z * second_base_t;\n", "surf(surf_x , surf_y , surf_z, 'FaceAlpha', 0.8); shading flat; s.EdgeColor = 'none';\n", "hold on; grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "zlabel('Z');\n", "title('B-Spline Surface with Tensor Product and Edge Curves');\n", "axes = gca;\n", "\n", "% Plot the control grid of the B-Spline surface.\n", "pol_plot = plot3(control_grid_x, control_grid_y, control_grid_z, 'b.--', 'linewidth', 2, 'MarkerSize', 25); \n", "plot3(control_grid_x', control_grid_y', control_grid_z', 'b--', 'linewidth', 2);\n", "\n", "% Plot edge curves and legend.\n", "set(axes, 'ColorOrder', circshift(get(gca, 'ColorOrder'), -1))\n", "edge_curve1_plot = plot3(surf_x(1, :), surf_y(1, :), surf_z(1, :), 'linewidth', 3);\n", "edge_curve2_plot = plot3(surf_x(:, 1), surf_y(:, 1), surf_z(:, 1), 'linewidth', 3);\n", "edge_curve3_plot = plot3(surf_x(end, :), surf_y(end, :), surf_z(end, :), 'linewidth', 3);\n", "edge_curve4_plot = plot3(surf_x(:, end), surf_y(:, end), surf_z(:, end), 'linewidth', 3);\n", "axis tight;\n", "axis equal;\n", "legend([pol_plot(1) edge_curve1_plot edge_curve2_plot edge_curve3_plot ...\n", " edge_curve4_plot], {'Control Grid', 'First Edge Curve', ...\n", " 'Second Edge Curve', 'Third Edge Curve', 'Fourth Edge Curve'}, ...\n", " 'Location', 'best');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Proprietà di invarianza per trasformazioni affini\n", "\n", "Anche le superfici B-Spline godono della proprietà di invarianza per trasformazioni affini vista in precedenza per le curve. L’importanza pratica di questa proprietà è la seguente: supponiamo di aver disegnato una superficie e di volerle applicare una certa trasformazione affine (rotazione, traslazione, scala, ...). Il modo più semplice di procedere è applicare ai vertici di controllo la trasformazione affine desiderata e poi ridisegnare la curva.\n", "Nello script sottostante è stata inizialmente definita e disegnata una superficie B-Spline e successivamente applicata una trasformazione affine. In particolare, sono state applicate in quest'ordine, una rotazione, traslazione e scalatura inizialmente ai vertici di controllo e successivamente direttamente sulla curva originale, ottenendo la stessa B-spline.\n", "\n", "La proprietà di invarianza per trasformazioni affini viene confermata dal fatto che le due superfici trasformate combaciano.\n" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "control_grid_x = [4.5 3.5 2.5; 4.5 3.5 2.5; 4.5 3.5 2.5];\n", "control_grid_y = [4.5 4.5 4.5; 3.5 3.5 3.5; 1.5 1.5 1.5];\n", "control_grid_z = [0 0 0; 2.6 2.6 2.6; 0 0 0];\n", "order_1 = 3;\n", "order_2 = 3;\n", "knot_vector_1 = [0 0 0 1 1 1];\n", "knot_vector_2 = [0 0 0 1 1 1];\n", "num_steps = 50;\n", "\n", "% Initialization of the two basis matrices and steps to plot the surface.\n", "steps_1 = linspace(knot_vector_1(order_1), knot_vector_1(end-order_1+1), num_steps);\n", "steps_2 = linspace(knot_vector_2(order_2), knot_vector_2(end-order_2+1), num_steps);\n", "num_base1_elements = length(knot_vector_1) - order_1;\n", "num_base2_elements = length(knot_vector_2) - order_2; \n", "first_base = zeros(num_steps, num_base1_elements);\n", "second_base = zeros(num_steps, num_base2_elements);\n", "\n", "% Calcualte the first B-Spline base.\n", "for i = 1 : num_steps\n", " for j = 1 : num_base1_elements\n", " first_base(i, j) = bspline_basis(j-1, order_1, knot_vector_1, steps_1(i));\n", " end\n", "end\n", "\n", "% Calcualte the second B-Spline base.\n", "for i = 1 : num_steps\n", " for j = 1 : num_base2_elements\n", " second_base(i, j) = bspline_basis(j-1, order_2, knot_vector_2, steps_1(i));\n", " end\n", "end\n", "\n", "% Set the figure window for drawing plots.\n", "fig = figure('Name', 'Affine Transformations on B-Spline Surface', 'NumberTitle', 'off');\n", "fig.Position(3:4) = [800 600];\n", "movegui(fig, 'center');\n", "\n", "% Plot the original B-Spline surface.\n", "second_base_t = transpose(second_base);\n", "surf_x = first_base * control_grid_x * second_base_t;\n", "surf_y = first_base * control_grid_y * second_base_t;\n", "surf_z = first_base * control_grid_z * second_base_t;\n", "\n", "origin_surf_plot = surf(surf_x , surf_y , surf_z, 'FaceColor', 'r');\n", "hold on;\n", "grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "zlabel('Z');\n", "title('Affine Transformations on B-Spline Surfaces');\n", "\n", "% Plot the original control grid of the B-Spline surface.\n", "origin_pol_plot = plot3(control_grid_x, control_grid_y, control_grid_z, 'b.--', 'linewidth', 2, 'MarkerSize', 25); \n", "plot3(control_grid_x.', control_grid_y.', control_grid_z.', 'b--', 'linewidth', 2);\n", "\n", "% Tranlation, rotation and scaling transformations.\n", "translation = [4 1 1];\n", "rotation = [cos(pi/2) -sin(pi/2) 0; sin(pi/2) cos(pi/2) 0; 0 0 1];\n", "scaling = [0.8 0 0; 0 0.8 0; 0 0 0.8];\n", "\n", "% Transform control points into a single matrix for applying\n", "% transformations (num_control_points x dimensions).\n", "control_points = [reshape(control_grid_x.', [], 1), ...\n", " reshape(control_grid_y.', [], 1), ...\n", " reshape(control_grid_z.', [], 1)];\n", "\n", "% Transformation on control points.\n", "control_points = (control_points*rotation + translation)*scaling;\n", "\n", "% Restore control points in three matrices (control grid).\n", "control_grid_x = reshape(control_points(:, 1), order_1, order_2).';\n", "control_grid_y = reshape(control_points(:, 2), order_1, order_2).';\n", "control_grid_z = reshape(control_points(:, 3), order_1, order_2).';\n", "\n", "% Plot the transformed B-Spline surface.\n", "surf_x_trans = first_base*control_grid_x*second_base.';\n", "surf_y_trans = first_base*control_grid_y*second_base.';\n", "surf_z_trans = first_base*control_grid_z*second_base.';\n", "trasf_control_plot = surf(surf_x_trans, surf_y_trans, surf_z_trans, 'FaceColor', 'b');\n", "\n", "% Plot the control grid of the B-Spline surface.\n", "trasf_pol_plot = plot3(control_grid_x, control_grid_y, control_grid_z, 'r.-', 'linewidth', 2, 'MarkerSize', 25); \n", "plot3(control_grid_x.', control_grid_y.', control_grid_z.', 'r-', 'linewidth', 2);\n", "\n", "% Transform surface points matrices into a single matrix for applying\n", "% transformations (num_control_points x dimensions).\n", "surface_points = [reshape(surf_x.', [], 1), reshape(surf_y.', [], 1), reshape(surf_z.', [], 1)];\n", "\n", "% Transformation on surface points.\n", "surface_points = (surface_points*rotation + translation)*scaling;\n", "\n", "% Restore surface points in three matrices (surf).\n", "surf_x = reshape(surface_points(:, 1), num_steps, num_steps).';\n", "surf_y = reshape(surface_points(:, 2), num_steps, num_steps).';\n", "surf_z = reshape(surface_points(:, 3), num_steps, num_steps).';\n", "\n", "% Plot the transformed B-Spline surface.\n", "trasf_surf_plot = surf(surf_x , surf_y , surf_z, 'FaceAlpha', 0.8); shading flat; s.EdgeColor = 'none';\n", "\n", "% Plot the control grid of the B-Spline surface and legend.\n", "trasf_surf_pol_plot = plot3(control_grid_x, control_grid_y, control_grid_z, 'c.--', 'linewidth', 2, 'MarkerSize', 25); \n", "plot3(control_grid_x.', control_grid_y.', control_grid_z.', 'c--', 'linewidth', 2);\n", "axis tight;\n", "axis equal;\n", "legend([origin_surf_plot origin_pol_plot(1) trasf_control_plot ...\n", " trasf_pol_plot(1) trasf_surf_plot ...\n", " trasf_surf_pol_plot(1)], {'Original B-spline Surface', ...\n", " 'Original Control Grid', 'Transformations on Control Points',...\n", " 'First Transf. Control Grid', 'Transformations on Surface', ...\n", " 'Second Transf. Control Grid'}, 'Location', 'best');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Algoritmo di de Boor per superfici\n", "L'algoritmo di de Boor può essere esteso per calcolare anche le superfici B-Spline. Più precisamente, l'algoritmo può essere applicato diverse volte, fino a che non si ottiene il punto corrispondente sulla superficie B-Spline $p(u,v)$ dato $(u,v)$. Dato quindi:\n", "\n", "$$p(u, v) = \\sum_{i = 0}^{n} \\sum_{j = 0}^{m} N_{i,k}(u)N_{j,l}(v) \\mathbf{d}_{i, j} $$\n", "\n", "Invece di calcolare la superficie effettuando le operazioni in cascata, possiamo porre:\n", "\n", "$$q_i(v) = \\sum_{j = 0}^{m} N_{j,l}(v) \\mathbf{d}_{i, j} \\qquad i=0,\\dots,n$$\n", "\n", "Come si può notare, $q_i(v)$ è un punto sulla curva B-Spline definita dai punti di controllo $d_{i,0},d_{i,1}, \\dots, d_{i,m}$.\n", "A questo punto, si può utilizzare l'algoritmo di de Boor per calcolare $q_i$ per ogni $i$.\n", "Si ottiene quindi \n", "$$P(u,v) = \\sum_{i = 0}^{n} N_{i,k}(u) q_i(v)$$\n", "Possiamo quindi utilizzare nuovamente l'algoritmo di de Boor.\n", "Riassumendo, quello che si fa è applicare $n+1$ volte l'algoritmo di de Boor per calcolare i vari $q_i(v)$ e poi una volta per calcolare $p(u,v)$.\n", "Lo script sottostante implementa l'algoritmo di de Boor modificato per calcolare le superfici B-Spline come spiegato sopra." ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "% Retrive inputs.\n", "p_x = [1 2 3; 1 2 4; 1 2 4];\n", "p_y = [4 6 4; 3 5 2; 3 2 1];\n", "p_z = [2 2 2; 2 4 2; 2 5 3];\n", "order_1 = 3;\n", "order_2 = 3;\n", "knot_vector_1 = [zeros(1, order_1), ones(1, order_1)];\n", "knot_vector_2 = [zeros(1, order_2), ones(1, order_2)];\n", "num_steps = 50;\n", " \n", "control_points = [reshape(p_x', [], 1), reshape(p_y', [], 1), reshape(p_z', [], 1)];\n", "\n", "% Initialization of the two basis matrices and steps to plot the surface.\n", "steps_1 = linspace(knot_vector_1(order_1), knot_vector_1(end-order_1+1),num_steps);\n", "steps_2 = linspace(knot_vector_2(order_2), knot_vector_2(end-order_2+1),num_steps);\n", "\n", "% Calculate with de boor every point of the B-Spline surface.\n", "surface_points = zeros(num_steps*num_steps, 3);\n", "count = 1;\n", "for i = 1 : num_steps\n", " for j = 1 : num_steps\n", " % n times de Boor algorithm to calculate n points.\n", " n = length(knot_vector_1) - order_1;\n", " m = length(knot_vector_2) - order_2;\n", " Q = zeros(n, 3);\n", " for k = 1 : n\n", " Q(k, :) = bspline_deboor(order_2, knot_vector_2, control_points(m*(k-1)+1: m*k, :)', steps_2(j));\n", " end\n", " \n", " % de Boor algorithm on Q to calculate the final surface point.\n", " surface_points(count, :) = bspline_deboor(order_1, knot_vector_1, Q', steps_1(i));\n", " count = count + 1;\n", " end\n", "end\n", "\n", "% Set the figure window for drawing plots.\n", "figure('Name', 'B-Spline Surface with De Boor', 'NumberTitle', 'off');\n", "\n", "% Plot the b-spline surface.\n", "surface_matrix_x = reshape(surface_points(:, 1), num_steps, num_steps).';\n", "surface_matrix_y = reshape(surface_points(:, 2), num_steps, num_steps).';\n", "surface_matrix_z = reshape(surface_points(:, 3), num_steps, num_steps).';\n", "surf(surface_matrix_x, surface_matrix_y, surface_matrix_z, 'FaceAlpha', 0.8); shading flat; s.EdgeColor = 'none';\n", "hold on; grid on;\n", "xlabel('X');\n", "ylabel('Y');\n", "zlabel('Z');\n", "title('B-Spline Surface with De Boor');\n", "\n", "% Puts control points in three matrices (control grid).\n", "control_grid_x = reshape(control_points(:, 1), order_1, order_2).';\n", "control_grid_y = reshape(control_points(:, 2), order_1, order_2).';\n", "control_grid_z = reshape(control_points(:, 3), order_1, order_2).';\n", "\n", "% Plot the control grid of the B-Spline surface.\n", "pol_plot = plot3(control_grid_x, control_grid_y, control_grid_z, 'b.--', 'linewidth', 2, 'MarkerSize', 25); \n", "plot3(control_grid_x.', control_grid_y.', control_grid_z.', 'b--', 'linewidth', 2);\n", "axis tight; axis equal;\n", "legend(pol_plot(1), {'Control Grid'}, 'Location', 'best');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Approssimazione ai minimi quadrati\n", "==============" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "% setup\n", "d = 3;\n", " \n", "f = @(x) sin(x) + sin(2*x);\n", "f_err = @(x) f(x) + 0.2 * randn(size(x));\n", " \n", "xMin = 0;\n", "xMax = 10;\n", "nx = 200;\n", "nknots = 10;\n", " \n", "x = linspace(xMin, xMax, nx)';\n", "y = f(x);\n", "y_err = f_err(x);\n", "knots = linspace(xMin, xMax, nknots);\n", " \n", "lambda = 0.05;\n", "% plot\n", "hold on;grid on;\n", "xlabel('X');ylabel('Y');\n", "title('B-Spline Least Square fitting');\n", "plot(x, y_err, '.', 'DisplayName', 'data'); \n", "%plot(x, y);\n", " \n", "for d=1:5\n", " [y_fit, err] = bs_least_square(x, y_err, d, knots, lambda);\n", " \n", " ordinal = iptnum2ordinal(d);\n", " plot(x, y_fit, 'linewidth', 1.5, 'DisplayName', [upper(ordinal(1)), ordinal(2:min(end)) ' order']);\n", "end\n", "\n", "% plot(x, y - y_fit);\n", "\n", "% stat\n", "aver = sum(y)/nx;\n", "rrmse = sqrt(sum((y - y_fit).^2)/nx) / aver * 100;\n", "\n", "legend('Location', 'best');" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "% setup\n", "d = 3;\n", " \n", "f = @(x) sin(x) + sin(2*x);\n", "f_err = @(x) f(x) + 0.2 * randn(size(x));\n", " \n", "xMin = 0;\n", "xMax = 10;\n", "nx = 300;\n", "nknots = 15;\n", " \n", "x = linspace(xMin, xMax, nx)';\n", "y = f(x);\n", "y_err = f_err(x);\n", "knots = build_knot_vector(d,nknots);\n", "\n", " \n", "lambda = 0.05;\n", "% plot\n", "hold on;grid on;\n", "xlabel('X');ylabel('Y');\n", "title('B-Spline Least Square fitting');\n", "plot(x, y_err, '.', 'DisplayName', 'data'); \n", "%plot(x, y);\n", " \n", "\n", "knots = build_knot_vector(d,nknots);\n", "[y_fit, C] = bs_least_square_1(x, y_err, d, knots);\n", "\n", "plot(C(:, 1), C(:, 2), 'k.', 'MarkerSize', 20);\n", "plot(C(:, 1), C(:, 2), '-', 'linewidth', 1, 'color', '#0072BD');\n", "\n", "curve = bspline_deboor(d, knots, C');\n", "plot(curve(1, :), curve(2, :), 'linewidth', 3, 'color', '#D95319');\n", "\n", "ordinal = iptnum2ordinal(d);\n", "%plot(x, y_fit, 'linewidth', 1.5, 'DisplayName', [upper(ordinal(1)), ordinal(2:min(end)) ' order']);\n", "\n", "\n", "legend( 'Data','Control Points', ...\n", " 'Control Polygons', 'B-Spline Curve fitted');" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%plot inline -w 1200 -h 1500\n", "T = readtable('datasets/dataCOVID_all.csv');\n", "[G, id] = findgroups(T.region);\n", "\n", "tiledlayout(7,3)\n", "\n", "% setup\n", "d=3;\n", "nknots = 30;\n", "\n", "offset = 55; % just for plotting purpose, start date is 25 feb = (1 Jan) + 55 days\n", "\n", "for i = 1:length(id)\n", " g = T(string(T.region)==id{i}, :);\n", " \n", " x = (offset:1:size(g,1)+offset-1)';\n", " y = g.deaths;\n", " y(y<0) = 0;\n", " \n", " knots = linspace(0, size(g,1), nknots);\n", " [y_fit, ~] = bs_least_square(x, y, d, knots, .05);\n", " \n", " ax=nexttile;\n", " title(ax,id{i})\n", " hold on;grid on;\n", " plot(x, y, '.', 'DisplayName', 'data', 'color', '#7DC0EB'); \n", " plot(x, y_fit, 'linewidth', 1.5);\n", " datetick('x','mmm')\n", "end" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%plot inline -w 900 -h 600\n", "% setup\n", "d=3;\n", "nknots = 20;\n", "lambda=.5; % smoothing parameter\n", "\n", "offset = 55; % just for plotting purpose, start date is 25 feb = (1 Jan) + 55 days\n", "\n", "g = T(string(T.region)=='Toscana', :);\n", "\n", "x = (offset:1:size(g,1)+offset-1)';\n", "y = g.deaths;\n", "y(y<0) = 0;\n", "\n", "knots = linspace(0, size(g,1), nknots);\n", "[y_fit, ~] = bs_least_square(x, y, d, knots, lambda);\n", "\n", "title('Modelling B-Spline curve on Covid-19 deaths with LS for region Toscana')\n", "hold on;grid on;\n", "plot(x, y, '.');\n", "plot(x, y_fit, 'linewidth', 2);\n", "datetick('x','mmm', 'keeplimits')\n", "xlabel('Month');\n", "ylabel('Daily Deaths');\n", "legend({'Daily death points', 'Fitted B-Spline (cubic)'}, 'Location', 'best');\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%plot inline -w 1000 -h 600\n", "% setup\n", "d=3;\n", "nknots = 20;\n", "lambda=.5; % smoothing parameter\n", "\n", "offset = 55; % just for plotting purpose, start date is 25 feb = (1 Jan) + 55 days\n", "\n", "for i = 1:length(id)\n", " if strcmp(id{i},'Lombardia')' || strcmp(id{i},'Toscana')\n", " g = T(string(T.region)==id{i}, :);\n", "\n", " x = (offset:1:size(g,1)+offset-1)';\n", " y = g.deaths;\n", " y(y<0) = 0;\n", "\n", " knots = linspace(0, size(g,1), nknots);\n", " [y_fit, ~] = bs_least_square(x, y, d, knots, lambda);\n", "\n", " title('Comparing B-Spline curve on Covid-19 deaths with LS for region Lombardia and Toscana')\n", " hold on;grid on;\n", " plot(x, y, '.');\n", " plot(x, y_fit, 'linewidth', 2, 'DisplayName', id{i});\n", " datetick('x','mmm', 'keeplimits')\n", " xlabel('Month');\n", " ylabel('Daily Deaths');\n", " end\n", "end\n", "legend('Location', 'best');" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "rrmse =\n", "\n", " 1.4542\n", "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%plot inline -w 900 -h 800\n", "%% setup\n", "degree = 4;\n", "\n", "errAbs = .5;\n", "err = @(s, a, b) a + (b-a).*rand(s);\n", "%f = @(x, y) cos(10*(x.^2+y)).*sin(10*(x+y.^2));\n", "f = @(x, y) log(4*x.^2+y.^2);\n", "f_err = @(x, y) f(x, y) + err(size(x), -errAbs/2, errAbs/2);\n", "\n", "xMin = -3;\n", "xMax = 3;\n", "yMin = -10;\n", "yMax = 10;\n", "nx = 100;\n", "ny = 100;\n", "nknots_x = 24;\n", "nknots_y = 24;\n", "\n", "x = linspace(xMin, xMax, nx)';\n", "y = linspace(yMin, yMax, ny)';\n", "\n", "[x, y] = meshgrid(x, y);\n", "x = reshape(x, [numel(x) 1]);\n", "y = reshape(y, [numel(y) 1]);\n", "\n", "z = f(x, y);\n", "z_err = f_err(x, y);\n", "knots_x = linspace(xMin, xMax, nknots_x);\n", "knots_y = linspace(yMin, yMax, nknots_y);\n", "\n", "%% fit\n", "[z_fit, C] = bs_least_square_2(x, y, z_err, degree, knots_x, knots_y);\n", "\n", "%% plot\n", "x = reshape(x, [nx, ny]);\n", "y = reshape(y, [nx, ny]);\n", "z = reshape(z, [nx, ny]);\n", "z_err = reshape(z_err, [nx, ny]);\n", "z_fit = reshape(z_fit, [nx, ny]);\n", "\n", "figure;\n", "plot3(x,y,z_err,'w.', 'MarkerSize', .1);\n", "title('B-Spline surface Least Square fitting');\n", "xlabel('X');ylabel('Y');zlabel('Z');\n", "hold on;grid on;\n", "surf(x,y,z_fit,'FaceAlpha', 0.8); shading flat; s.EdgeColor = 'none';\n", "\n", "% Plot the control grid of the B-Spline surface.\n", "plot3(C(:,1), C(:,2), C(:,3), 'r.--', 'MarkerSize', 10); \n", "\n", "%% stat\n", "aver = sum(sum(z))/nx/ny;\n", "rrmse = sqrt(sum(sum((z - z_fit).^2)) / nx / ny) / aver * 100\n" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%Grid\n", "h = .5;\n", "[X,Y,Z]=meshgrid(-1:h:1,-1:h:1,-1:h:1);\n", "\n", "%Volume Data\n", "V=@(X,Y,Z)exp(Z)-Y.^2+X.^2-1.5;\n", "\n", "%Marching Cubes\n", "fv=isosurface(X,Y,Z,V(X,Y,Z),0);\n", "\n", "isosurface(X,Y,Z,V(X,Y,Z),0)\n", "\n", "%point data\n", "P=fv.vertices;\n", "Px=P(:,1);\n", "Py=P(:,2);\n", "Pz=P(:,3);\n", "\n", "%connectivity information\n", "TRI=fv.faces;\n", "\n", "%corresponding parametrization\n", "U=(Px-min(Px))/(max(Px)-min(Px));\n", "V=(Py-min(Px))/(max(Py)-min(Px));\n", "\n", "%number of control points in u\n", "N = 4;\n", "%number of control points in v\n", "M = 4;\n", "\n", "%polynomial degree\n", "p = 2;\n", "\n", "%knot vector u\n", "knot_vector_u = zeros(N+2*p-2, 1);\n", "for i=p:N+p-1\n", " knot_vector_u(i) = (i-p)/(N-1);\n", "end\n", "for i=N+p-1:N+2*p-2\n", " knot_vector_u(i) = 1;\n", "end\n", "\n", "%knot vector v\n", "knot_vector_v = zeros(M+2*p-2, 1);\n", "for i=p:M+p-1\n", " knot_vector_v(i) = (i-p)/(M-1);\n", "end\n", "for i=M+p-1:M+2*p-2\n", " knot_vector_v(i) = 1;\n", "end\n", "\n", "% put point data into vector\n", "XData = [Px;Py;Pz];\n", "\n", "% construct least squares matrix\n", "N_data=numel(U);\n", "N_control_points_u=numel(knot_vector_u)-p;\n", "N_control_points_v=numel(knot_vector_v)-p;\n", "N_control_points_total=N_control_points_u*N_control_points_v;\n", "\n", "A=zeros(N_data,N_control_points_total);\n", "for i_u = 1 : N_control_points_u\n", " for i_v = 1: N_control_points_v\n", " for j = 1: N_data\n", " i = (i_v-1)*N_control_points_u+i_u;\n", " A(j,i) = bspline_basis(i_u-1,p,knot_vector_u, U(j))*bspline_basis(i_v-1,p,knot_vector_v, V(j));\n", " end\n", " end\n", "end\n", "\n", "%put three blocks A on the diagonal of a matrix.\n", "A=kron(eye(3),A);\n", "\n", "% least squares with mldivide\n", "C=A\\XData;\n", "\n", "% compute points of fit\n", "X=A*C;\n", "\n", "% residual\n", "res = sum(sum((X-XData).^2));\n", "\n", "Cx = C(1:end/3);\n", "Cy = C(end/3+1:end*2/3);\n", "Cz = C(end*2/3+1:end);\n", "\n", "[U,V]=meshgrid(0:.1:1);\n", "\n", "X=zeros(size(U));\n", "Y=zeros(size(U));\n", "Z=zeros(size(U));\n", "\n", "for i = 1:numel(U)\n", " for j_u = 1 : N_control_points_u\n", " for j_v = 1: N_control_points_v \n", " j = (j_v-1)*N_control_points_u+j_u;\n", " X(i)=Cx(j)*bspline_basis(j_u-1,p,knot_vector_u, U(i))*bspline_basis(j_v-1,p,knot_vector_v, V(i))+X(i);\n", " Y(i)=Cy(j)*bspline_basis(j_u-1,p,knot_vector_u, U(i))*bspline_basis(j_v-1,p,knot_vector_v, V(i))+Y(i);\n", " Z(i)=Cz(j)*bspline_basis(j_u-1,p,knot_vector_u, U(i))*bspline_basis(j_v-1,p,knot_vector_v, V(i))+Z(i);\n", " end\n", " end\n", "end\n", "\n", "hold on\n", "surf(X,Y,Z,'FaceAlpha', 0.8); shading flat; s.EdgeColor = 'none';\n", "plot3(Cx,Cy,Cz,'*')\n", "hold off" ] } ], "metadata": { "kernelspec": { "display_name": "Matlab", "language": "matlab", "name": "matlab" }, "language_info": { "codemirror_mode": "octave", "file_extension": ".m", "help_links": [ { "text": "MetaKernel Magics", "url": "https://metakernel.readthedocs.io/en/latest/source/README.html" } ], "mimetype": "text/x-octave", "name": "matlab", "version": "0.16.11" } }, "nbformat": 4, "nbformat_minor": 4 }