From 558f7af0c944a8ef6f56ad5447c16c310742f5f0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Konrad=20V=C3=B6lkel?= <konrad.voelkel@hhu.de> Date: Thu, 8 Jun 2023 17:01:40 +0200 Subject: [PATCH] =?UTF-8?q?maschinelles=20lernen:=20kmeans,=20sch=C3=A4tze?= =?UTF-8?q?r,=20pca?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- _toc.yml | 4 +- dimensionsreduktion.ipynb | 713 ++++++++++++++++++++++++++++++++++++++ images/pca-variation.gif | Bin 0 -> 500005 bytes statistische-modelle.md | 219 ++++++++++++ 4 files changed, 935 insertions(+), 1 deletion(-) create mode 100644 dimensionsreduktion.ipynb create mode 100644 images/pca-variation.gif create mode 100644 statistische-modelle.md diff --git a/_toc.yml b/_toc.yml index 8302af8..98db2b7 100644 --- a/_toc.yml +++ b/_toc.yml @@ -41,4 +41,6 @@ parts: - caption: Maschinelles Lernen numbered: true chapters: - - file: kmeans \ No newline at end of file + - file: kmeans + - file: statistische-modelle + - file: dimensionsreduktion \ No newline at end of file diff --git a/dimensionsreduktion.ipynb b/dimensionsreduktion.ipynb new file mode 100644 index 0000000..7fc02b3 --- /dev/null +++ b/dimensionsreduktion.ipynb @@ -0,0 +1,713 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "88717281-974a-493b-b8fe-429a7b0c494e", + "metadata": {}, + "source": [ + "# Dimensionsreduktion" + ] + }, + { + "cell_type": "markdown", + "id": "4ef1fb2c-8a4e-4c00-9f14-228710c1db38", + "metadata": { + "tags": [] + }, + "source": [ + "## PCA\n", + "\n", + "Die Principal Component Analysis (Hauptkomponentenanalyse) ist ein unsupervised Verfahren, bei dem eine Koordinatentransformation auf den Daten vorgenommen wird, sodass die neuen Koordinatenachsen geordnet sind danach, wo die Daten die höhere Varianz aufweisen.\n", + "Eine sehr häufige Anwendung ist eine Projektion auf die ersten (wenigen) Koordinaten nach einer PCA, um die Anzahl der Dimensionen zu reduzieren ohne dabei zu viel Informationen aus den Daten wegzuwerfen.\n", + "\n", + "```{admonition} Beispiel\n", + "Wenn man Daten im dreidimensionalen Raum hat, bei denen aber die dritte Koordinate $z$ stets $1$ ist, so ändert eine Projektion auf die $xy$-Ebene nichts am Informationsgehalt der Daten. Wenn die Daten hingegen in der $z$-Koordinate geringfügig um die $1$ variieren, in den $x$- und $y$-Koordinaten aber deutlich stärker variieren, so ändert eine Projektion auf die $xy$-Ebene nur wenig am Informationsgehalt der Daten.\n", + "```\n", + "\n", + "Eine Koordinatentransformation ist nichts anderes als eine Matrixmultiplikation mit einer invertierbaren quadratischen Matrix. So eine Matrix kann in jede Richtung stauchen oder strecken und außerdem um jede Achse um einen Winkel drehen oder scheren. Das Ziel der PCA ist es, Koordinaten zu finden, sodass in der ersten Achse, der $x$-Achse, die höchste Varianz vorliegt.\n", + "Erinnerung: Bei einer Matrix, interpretiert als lineare Abbildung durch Matrixmultiplikation, sind die Bilder der Basisvektoren genau die Spalten der Matrix.\n", + "Wenn wir einen Vektor bestimmen können, der die Richtung der größten Varianz angibt, können wir diesen in eine Matrix als erste Spalte schreiben und auf den Untervektorraum projizieren, der orthogonal zu diesem Vektor ist (d.h. wir betrachten alle Vektoren, die mit unserer ersten Matrixspalte einen rechten Winkel haben, da bleibt ein Vektorraum eine Dimension kleiner übrig).\n", + "Induktiv können wir nun weitermachen um eine Matrix $M$ zu bestimmen. Die Umkehrabbildung $M^{-1}$ ist dann eine Transformation, die die Richtung der größten Varianz auf den ersten Einheitsbasisvektor abbildet, also auf die $x$-Achse.\n", + "\n", + "Leider haben wir bisher noch nicht festgestellt, wie man die Richtung der größten Varianz herausfindet.\n", + "\n", + "### Herleitung\n", + "\n", + "```{admonition} Beispiel\n", + "Wenn wir ein Sample einer bivariaten Standardnormalverteilung betrachten, können wir einen Kreis um das 95\\%-Quantil zeichnen.\n", + "Die Matrix $\\begin{pmatrix} 2 & 0 \\\\ 0 & 1\\end{pmatrix}$ ist eine Streckung auf der $x$-Achse, die aus dem hübschen Kreis eine langgezogene Ellipse macht.\n", + "Die Richtung der größten Varianz ist dann genau die $x$-Achse.\n", + "```\n", + "\n", + "```{admonition} Beispiel\n", + "Wenn eine beliebige invertierbare Matrix $M = \\begin{pmatrix} a & b \\\\ c & d \\end{pmatrix}$ auf ein Sample einer bivariaten Standardnormalverteilung angewendet wird, dann können wir die Richtungen mit größter Varianz bestimmen als die Richtungen, die von $M$ am stärksten gestreckt werden. Dass wäre ein Vektor $v$ mit $Mv = \\lambda v$ für das größte solche $\\lambda$.\n", + "```\n", + "\n", + "Diese Beispiele bringen uns darauf, uns vorzustellen, welche Matrix $M$ die beobachteten Daten aus einer Standardnormalverteilung hervorgebracht haben könnte (zumindest, bei welcher das am plausibelsten wäre). Genau die Eigenvektoren zum größten Eigenwert von $M$ sind dabei die Richtungen der größten Varianz." + ] + }, + { + "cell_type": "markdown", + "id": "e34627d5-7fa5-4a91-a7dd-2eccaf610f2a", + "metadata": {}, + "source": [ + "```{admonition} Beispiel\n", + "Wenn wir die Kovarianzmatrix einer bivariaten Standardnormalverteilung betrachten, also $\\begin{pmatrix} \\mathbb{V}(X) & Cov(X,Y) \\\\ Cov(Y,X) & \\mathbb{V}(Y) \\end{pmatrix} = \\begin{pmatrix} 1 & 0 \\\\ 0 & 1 \\end{pmatrix}$\n", + "und dann, wie sich die Kovarianzmatrix eines Samples ändert, wenn wir die Koordinatentransformation $\\begin{pmatrix} 2 & 0 \\\\ 0 & 1\\end{pmatrix}$ durchführen,\n", + "beobachten wir eine Quadrierung: beim Berechnen der Sample-Kovarianz $Cov(x,y) = \\frac{1}{n} \\sum_{i=1}^n x_iy_i$ geht die Skalierung mit $2$ einfach ein, bei $\\mathbb{V}(x) = Cov(x,x)$ aber quadratisch. Die Auswirkung der Koordinatentransformation ist also die \"Wurzel\" aus der Kovarianzmatrix nach der Koordinatentransformation (wohlgemerkt, weil wir es so eingerichtet hatten, dass die Kovarianzmatrix vorher die Identität, also die Einheitsmatrix war).\n", + "```\n", + "\n", + "So eine Kovarianzmatrix kann man immer aufstellen. Wenn wir das mit unseren echten Daten machen, und dann daraus eine \"Wurzel\" ziehen könnten, dann hätten wir die Matrix $M$ bestimmt.\n", + "Zum Glück haben Kovarianzmatrizen eine besondere Eigenschaft: sie sind positiv definit und symmetrisch.\n", + "\n", + "```{admonition} Satz\n", + "Zu jeder positiv definiten symmetrischen Matrix $C$ existiert eine invertierbare Matrix $\\Sigma$ mit $\\Sigma^2 = C$.\n", + "```\n", + "\n", + "Um diese Matrix $\\Sigma$ zu bestimmen, gibt es eine sehr einfache Möglichkeit, wenn $C$ eine Diagonalmatrix mit lauter positiven Einträgen ist, denn dann ist $\\Sigma$ eine Diagonalmatrix, deren Einträge die jeweiligen Wurzeln sind.\n", + "Wenn aber $C$ keine Diagonalmatrix ist, dann gibt es Verfahren, die Koordinaten zu wechseln, um aus $C$ eine Diagonalmatrix zu machen. Das bedeutet mathematisch, dass man $C$ ersetzen kann durch eine Transformation $T$ rückwärts, dann eine Diagonalmatrix $C'$, dann die Transformation $T$ vorwärts. In Formeln: $C = T C' T^{-1}$.\n", + "\n", + "Angenommen, wir hätten eine derartige Zerlegung bestimmt (man sagt auch: eine Eigenraumzerlegung), dann können wir $\\Sigma'$ als Wurzel zu $C'$ berechnen und $\\Sigma = T \\Sigma' T^{-1}$ erfüllt \n", + "\n", + "$$\\Sigma^2 = T \\Sigma' T^{-1} T \\Sigma' T^{-1} = T \\Sigma'^2 T^{-1} = T C' T^{-1} = C.$$\n", + "\n", + "Die gesuchte Matrix $T$ erfüllt $C = T C' T^{-1}$, umgestellt also $C T = T C'$. Das bedeutet für jede Spalte $v = T_{,i}$ von $T$ und dem $i$-ten Diagonaleintrag $\\alpha_i$ von $C'$ eine Gleichung $C v = v \\alpha_i$, d.h. die Spalten von $T$ sind genau die Eigenvektoren von $C$ und die Diagonaleinträge von $C'$ sind genau die Eigenwerte von $C$ zu diesen Eigenvektoren.\n", + "\n", + "Damit haben wir also alle Zutaten beisammen, wenn wir nur irgendwie die Eigenvektoren der Kovarianzmatrix bestimmen können!\n", + "\n", + "Ein gutes Verfahren, um den Eigenvektor zum größten Eigenwert zu bestimmen: fange mit einem zufälligen Vektor an und wende die Matrix darauf an. Wenn es ein Eigenvektor ist - gut, merken wir. Wenn nicht, so wird der Vektor dadurch in eine Richtung abgebildet, die mit höherer Wahrscheinlichkeit etwas mehr in Richtung des Eigenvektors zum größten Eigenwert zeigt. Wenden wir die Matrix also wiederholt an, ist die Chance groß, immer näher an einen Eigenvektor zu kommen.\n", + "\n", + "Ein weniger effizientes Verfahren ist das, was Sie in der linearen Algebra gelernt haben sollten: man bestimmt zunächst die Eigenwerte als Nullstellen des charakteristischen Polynoms $\\det(M - X Id)$ und für jeden Eigenwert $\\alpha$ bestimmt man den Eigenraum $Ker(M - \\alpha Id)$ mit dem Gaussverfahren, d.h. man löst die Gleichung $Mv = \\alpha v$.\n", + "\n", + "Numpy und Scikit-Learn greifen auf LAPACK zurück, was in Fortran geschrieben ist und eine Singulärwertzerlegung (die Zerlegung $C = TC' T^{-1}$) in zwei Schritten durchführt. Wir wollen uns darüber nicht länger den Kopf zerbrechen, denn das gehört in eine Lineare Algebra- oder Numerik-Vorlesung.\n", + "Wir wollen natürlich trotzdem den Rechner zur Hilfe nehmen:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "889fd958-4608-428b-abc8-25093543cf5b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import scipy.stats as st\n", + "import matplotlib.pyplot as plt\n", + "from sklearn import datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "d544f1a2-f233-4cfd-a357-3fa4ebdc13c3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2.75 1.5 ]\n", + "[[ 0.89442719 -0.4472136 ]\n", + " [ 0.4472136 0.89442719]]\n", + "die Transformation T ist in diesem Beispiel:\n", + "[[-0.89442719 -0.4472136 ]\n", + " [-0.4472136 0.89442719]]\n" + ] + } + ], + "source": [ + "C = np.array([[2.5, 0.5], [0.5, 1.75]]) # zum Beispiel!\n", + "eigenvalues, eigenvectors = np.linalg.eig(C)\n", + "print(eigenvalues)\n", + "print(eigenvectors)\n", + "T, s, vh = np.linalg.svd(C) # SVD = Singular Value Decomposition\n", + "assert np.all(np.isclose(s, eigenvalues))\n", + "print(\"die Transformation T ist in diesem Beispiel:\")\n", + "print(T)\n", + "# Da C eine symmetrische positiv definite Matrix war, ist vh = T^{-1}\n", + "assert np.all(np.isclose(vh, np.linalg.inv(T)))" + ] + }, + { + "cell_type": "markdown", + "id": "e37772d8-fed5-4f8d-b151-5c13e2b48012", + "metadata": {}, + "source": [ + "Jetzt betrachten wir anstelle der fiktiven Kovarianzmatrix $C$ ein echtes Sample $x$, welches wir dann mit einer Koordinatentransformation verzerren und mit der eben besprochenen Methode die Koordinatentransformation rückgängig machen:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "81104d90-8155-41e6-8c3e-bb40095b6e3c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[45.58699313 12.21622902]\n", + " [12.21622902 6.11510155]]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 900x300 with 3 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 3, figsize=(9, 3))\n", + "\n", + "\n", + "x = st.multivariate_normal(mean=[0,0], cov=np.eye(2)).rvs(100000)\n", + "C = np.cov(x, rowvar=False)\n", + "assert np.all(np.isclose(np.eye(2), C, atol=0.1))\n", + "axs[0].scatter(x[:,0], x[:,1], alpha=0.1)\n", + "axs[0].set_title(\"Standardnormalverteilung\")\n", + "\n", + "# eine willkürliche Transformation:\n", + "Q = np.array([[6.75, 0.25], [1.75, 1.75]])\n", + "new_x = np.matmul(Q, x.T).T\n", + "axs[1].scatter(new_x[:,0], new_x[:,1], alpha=0.1)\n", + "axs[1].set_title(\"Transformierte Stichprobe\")\n", + "new_C = np.cov(new_x, rowvar=False)\n", + "print(new_C)\n", + "\n", + "T, s, Tinv = np.linalg.svd(new_C)\n", + "newer_x = np.matmul(Tinv, new_x.T).T\n", + "axs[2].scatter(newer_x[:,0], newer_x[:,1], alpha=0.1)\n", + "axs[2].set_title(\"Rücktransformiert\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "70ff3c05-e3d1-47c0-8523-1f22f0b2067f", + "metadata": {}, + "source": [ + "### Berechnung\n", + "\n", + "Ebenso können wir nun natürlich mit Daten verfahren, die wir gar nicht selbst transformiert haben, die möglicherweise auch gar nicht ursprünglich aus einer Standardnormalverteilung gesampelt wurden." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c4e48e26-0348-4db5-90fb-a9d892731660", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.68569351 -0.042434 1.27431544 0.51627069]\n", + " [-0.042434 0.18997942 -0.32965638 -0.12163937]\n", + " [ 1.27431544 -0.32965638 3.11627785 1.2956094 ]\n", + " [ 0.51627069 -0.12163937 1.2956094 0.58100626]]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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LX+7nMfnqV7+KyWTi5ZdfBuDNN9/E6XTyzW9+s1+c1o033khcXNwgm+x2e7/YBovFwuLFi/ud+5lnnqGgoID8/Px+98iZZ54JMOgeOfvss8nNzfX9XVpaSlxc3LD3M4z82Q/F/kB4++vrX/96v+0DvbEjGU8cDgdHjhxhw4YNw37OULnxxhuHjWfxeqBefPFFXC5X2M7txW63A/jGbKvV6ru3PB4PjY2NvqmZUJ7XyspK9u7dy1VXXUVjY6OvPzs7OznrrLN4//330XW93zE33XRTv79PPfVUGhsbaWtrAz7qgxdeeGHQsV40TfPF6em6TlNTE263m4ULF45qnLn33nt58cUXeeqppygsLAT6pqtaWlq48sor+90rmqaxZMkS3/1rs9mwWCy8++67Aad6I5EpPVUE0NHR0c+1NpC9e/cihGDOnDkB/3+oqYv6+npaWlp4/PHHefzxxwPuc+LEiX5/D3THQ19W1Gc+8xnmzp1LcXExn/zkJ7n66qspLS0Nem5/+1tbW4N+xoHnz8rKGrRPQkLCsDf0oUOHyMjI8A0sXvLy8gLubzKZfPPko7U1VJKTkzn77LMD2jCQ7u5u7r//fp588kmOHj2KEML3f4GmlkJl9uzZg2Ji5s6dC/TNZaenpw/bxnvvvcdLL73Ed7/73X5xLdDX/xC4v/Pz81m1alW/bVFRUb7pEC/x8fFMnz59kJ3x8fEBr//AZ8Jut5ORkeGbFw9mk8ViYdasWb7/9xLo3AkJCf0y//bu3cvOnTsH2e4lXPez91wjefZDsT8Qhw4dQlXVfgILBvfbSMaT7373u7z55pssXryY2bNnc+6553LVVVexfPnyIW0ZikBj00BOP/10LrnkEu655x5+9atfccYZZ3DRRRdx1VVXYbVafZ/D4/H4jrHb7YPGjWB0dHQAEBsbC/S99B966CEeeeQRDhw40K/dpKSkYdvzfhkMNqUNfc99QkKC7++B95T3/5qbm4mLi+Pyyy/n97//PTfccAPf+973OOuss7j44ou59NJL+wn4P/7xj/ziF79g165d/UReKP3sz6uvvso999zD7bffziWXXDLos3lF/UDi4uKAPvH305/+lG9/+9ukpaVxyimncMEFF/DFL34xpHHJiExp4XLkyBFaW1uZPXt20H10XUdRFF555ZWA3zaGeuC8avsLX/hC0AdjoPgY6G0BOO2009i/fz8vvPACr7/+Or///e/51a9+xWOPPdbvW3MwG1JTU/nLX/4S8P8HvgCCfaPyf4GHA/9vSl5Gaut4cOutt/Lkk0/yzW9+k6VLlxIfH4+iKFxxxRX9vj0FK1LoP3CGm6KiIlpaWnj66af5yle+MuIBzp9g13mirv9oz63rOiUlJfzyl78MuO+MGTNG3GYwRvrsj3ffjWQ8KSgoYPfu3bz44ou8+uqr/Otf/+KRRx7hzjvvHHXZhEBj00C8dZHWrl3Lf//7X1577TWuv/56fvGLX7B27VrsdjuLFi3qJ1rvuuuukGtQbdu2jdTUVN9L97777uOOO+7g+uuv59577yUxMRFVVfnmN78Z1Nvhj3efBx54gPLy8oD7jPQ622w23n//fd555x1eeuklXn31Vf7xj39w5pln8vrrr6NpGn/+85+59tprueiii/jOd75DamoqmqZx//33s3///pD6AuDAgQN8/vOf55xzzvHFug38bE8//XRAAeL/xe2b3/wmF154If/+97957bXXuOOOO7j//vt5++23mTdvXsj2GIUpLVy8wU0rV64Muk9ubi5CCHJycnzfkEPFmyHg8XgCfuMfCYmJiVx33XVcd911dHR0cNppp3H33Xf7hEuwF2lubi5vvvkmy5cvD2ngGS3Z2dm89dZbdHR09HvQd+/eHXIbE2XrUDz77LNcc801/OIXv/Bt6+npGZQF4/2W1dLS0i9Ac6AXwcu+ffsQQvS7Tnv27AHwBb8NV7E5OTmZZ599lhUrVnDWWWexatUqpk2bBuCro7F79+5B37B2794d1jobXvbu3csnPvEJ398dHR0cP36cT33qU4NsmjVrlm8/p9PJgQMHRvVM5ObmsmXLFs4666ywVbge6tkZ7bM/ErKzs9F1nf379/fzsgx8dkY6nsTExHD55Zdz+eWX43Q6ufjii/nJT37C7bff3m86cTw45ZRTOOWUU/jJT37CX//6Vz7/+c/z97//nRtuuIG//OUv/Wpl+d8bQ1FRUcH+/fv7Tcc9++yzfOITn+APf/hDv31bWlp8gdYw9DWGPu/DWMdof1RV5ayzzuKss87il7/8Jffddx8/+MEPeOeddzj77LN59tlnmTVrFs8991w/2+66665+7Qx1j3d3d3PxxRfjcDj429/+NuiLoPezpaamhvTZcnNz+fa3v823v/1t9u7dS3l5Ob/4xS/6Zd1GClM2xuXtt9/m3nvvJScnx5eKG4iLL74YTdO45557Bn1zEkLQ2NgY9FhN07jkkkv417/+xbZt2wb9f319fUi2DjyH3W5n9uzZ/dI/vTVQBr5gL7vsMjweD/fee++gdt1ud9iKbn3qU5/C7Xbz6KOP+rZ5PB4efvjhkNuYKFuHQtO0Qdf54YcfHuRJ8Q4K77//vm9bZ2cnf/zjHwO2e+zYMZ5//nnf321tbfzpT3+ivLzc920o2DX0Z/r06bz55pt0d3dzzjnn+O6NhQsXkpqaymOPPdbvvnjllVfYuXNnwAyVsfL444/3c3E/+uijuN1uXwbN2WefjcVi4de//nW/Pv3DH/5Aa2vrqGy67LLLOHr0KL/73e8G/V93d3fQbJehCNbvY3n2R4K3v37961/32/7ggw/2+3sk48lA2ywWC4WFhQghxiX2xEtzc/OgvvJ6Mrz35fLlyzn77LN9P6EIl0OHDnHttddisVj6TZMGel6feeaZQSUAgl3jBQsWkJuby89//nPfNJQ/oY7R/jQ1NQ3aNrAPvF4bf9vXrVtHRUVFv+O8WYyBxoSbbrqJPXv28Pzzz/ebyvKycuVK4uLiuO+++wJec+9n6+rqoqenp9//5ebmEhsbO6jEQKQwJTwur7zyCrt27cLtdlNXV8fbb7/NG2+8QXZ2Nv/5z3+G/PaRm5vLj3/8Y26//XYOHjzIRRddRGxsLAcOHOD555/ny1/+Mv/zP/8T9Pj/9//+H++88w5LlizhxhtvpLCwkKamJjZt2sSbb74Z8CYfSGFhIWeccQYLFiwgMTGRjRs38uyzz3LLLbf49lmwYAHQF+C3cuVKNE3jiiuu4PTTT+crX/kK999/P5WVlZx77rmYzWb27t3LM888w0MPPcSll146gt4MzIUXXsjy5cv53ve+x8GDB311SkYSFzJRtg7FBRdcwNNPP018fDyFhYVUVFTw5ptvDpovP/fcc8nKyuJLX/oS3/nOd9A0jSeeeIKUlJSApcnnzp3Ll770JTZs2EBaWhpPPPEEdXV1PPnkk759ysvL0TSNn/70p7S2tmK1WjnzzDMHxfzMnj2b119/nTPOOIOVK1fy9ttvExcXx09/+lOuu+46Tj/9dK688kpfOvTMmTP51re+Ffa+cjqdnHXWWVx22WXs3r2bRx55hBUrVvDpT38a6PMQ3H777dxzzz188pOf5NOf/rRvv0WLFg0qMhYKV199Nf/85z+56aabeOedd1i+fDkej4ddu3bxz3/+k9dee61fsclQ8D47P/jBD7jiiiswm81ceOGFY372Q6W8vJwrr7ySRx55hNbWVpYtW8Zbb73Fvn37Bu0b6nhy7rnnkp6ezvLly0lLS2Pnzp385je/4fzzz/fFh4wHf/zjH3nkkUf47Gc/S25uLu3t7fzud78jLi7O54kbjk2bNvHnP/8ZXddpaWlhw4YN/Otf/0JRFJ5++ul+0+sXXHABP/rRj7juuutYtmwZW7du5S9/+csgMZSbm4vD4eCxxx4jNjaWmJgYlixZQk5ODr///e8577zzKCoq4rrrriMzM5OjR4/yzjvvEBcXx3//+98R9cGPfvQj3n//fc4//3yys7M5ceIEjzzyCNOnT2fFihU+u5977jk++9nPcv7553PgwAEee+wxCgsL+wkom81GYWEh//jHP5g7dy6JiYkUFxdz6NAh/vSnP3HJJZdQVVXVL47Kbrdz0UUXERcXx6OPPsrVV1/N/PnzueKKK3zj00svvcTy5cv5zW9+w549e3zPcWFhISaTieeff566ujquuOKKEX12wzBR6UvjgTdVz/tjsVhEenq6OOecc8RDDz0k2traBh0TLM31X//6l1ixYoWIiYkRMTExIj8/X9x8881i9+7dw9pRV1cnbr75ZjFjxgxhNptFenq6OOuss8Tjjz/u28ebDu2fmuvlxz/+sVi8eLFwOBzCZrOJ/Px88ZOf/KRfKqrb7Ra33nqrSElJEYqiDPoMjz/+uFiwYIGw2WwiNjZWlJSUiP/93/8Vx44d8+3jn3LrT6ipx42NjeLqq68WcXFxIj4+Xlx99dVi8+bNAdOhY2JigrYTiq0jSYcOlkoeqM+bm5vFddddJ5KTk4XdbhcrV64Uu3btEtnZ2eKaa67pd/yHH34olixZIiwWi8jKyhK//OUvg6ZDn3/++eK1114TpaWlwmq1ivz8/IDX+ne/+52YNWuW0DStX2p0oM+xbt06ERsbK0477TRfGuw//vEPMW/ePGG1WkViYqL4/Oc/L44cOdLvuGD9f/rppwdMoR14bu9nfO+998SXv/xlkZCQIOx2u/j85z8vGhsbBx3/m9/8RuTn5wuz2SzS0tLEV7/6VdHc3BzSua+55hqRnZ3db5vT6RQ//elPRVFRkbBarSIhIUEsWLBA3HPPPb40WSH60qFvvvnmgJ9n4LW89957RWZmplBVddD1C+XZH4n9geju7hZf//rXRVJSkoiJiREXXnihOHz4cMBU2FDGk//7v/8Tp512mkhKShJWq1Xk5uaK73znO/36JxBDpUMHSnEeeL9v2rRJXHnllSIrK0tYrVaRmpoqLrjgArFx48Zh+8B7bu+PyWQSiYmJYsmSJeL2228Xhw4dGnRMT0+P+Pa3vy0yMjKEzWYTy5cvFxUVFQHHhxdeeEEUFhYKk8k0aEzavHmzuPjii339lZ2dLS677DLx1ltv+fbxvhsGpjkP7IO33npLfOYznxHTpk0TFotFTJs2TVx55ZViz549vmN0XRf33XefyM7OFlarVcybN0+8+OKLAe+XNWvWiAULFgiLxeK7Hwa+2/x/Bh7/zjvviJUrV4r4+HgRFRUlcnNzxbXXXuu7Jg0NDeLmm28W+fn5IiYmRsTHx4slS5aIf/7zn8NeM6OiCDEBUXkSyRRm5syZFBcX8+KLL062KWHBW+huw4YNI/ZuSCQSyXgzZWNcJBKJRCKRTD2kcJFIJBKJRBIxSOEikUgkEokkYpAxLhKJRCKRSCIG6XGRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQikUgiBilcJBKJRCKRRAxSuEgkEolEIokYpHCRSCQSiUQSMUjhIpFIJBKJJGKQwkUikUgkEknEIIWLRCKRSCSSiEEKF4lEIpFIJBGDFC4SiUQiGTVCCIQQk22G5GOEabINkEgkEsnE4xUb/sJjuN+D/WiahtVqxWQyoSjK5HwgyccGKVwkEokkgggkJvz/Hvi7ruv9/hVC9Ps9ULv+KIrSb5u/MPH+LoTA7Xaj6zpmsxlVlc58yfihCOnjk0gkknFloCgYqWcD+oTHwGkZ7+91dXUoikJqaqpvm7/gGOgFCSQ+hvp9ODRNQ1VVdF1HURRMJpP0vkjGDelxkUgkkiAEExyjmU4JJDj8fx8oNIQQw4oKRVFQFIX29nbMZjOapk2aWFAUBVVVpfdFMu5I4SKRSKYc4Yzf8O539OhREhMTiYqK6ncO/+mSkQqOQPuMloFtTgZeG4QQeDwedF2X3hdJ2JHCRSKRGAYjxm94fz98+DB2u52YmJiA+0wmRpvx9/e+uFwun4DRNG2yTZNMAaRwkUgkY2Ks8Rven66uLlwuF7Gxsf3a8/4+0LMx8HcILjwGTleMVnCoqmoYsTIQo9klvS+S8UIKF4nkY8p4TKf4t+v/eyjxG/X19bS3t1NUVOTbNlRQ6WQw2ecPhtE8Lv4M9L54PB5fPI5EMhqkcJFIIoyRiAz/v91uNy6XC4vFMiLBMfD/xit+w+vNkMGcUw9/74uu6zidTjRNw2w2G1YMSoyLFC4SyQQx2fEbTU1NHDx4kAULFkxYwOhUwsheDYiM6+UVpu3t7VRWVnLqqaf6Mo8iwX6JMZDCRSIZgnDFbwzn3ZiI+A2va95kko/9VMPoosof7/3pcrkQQkjvi2TEyBFMMiWZjPiN2tpaWltbycvLG/F0ysD9JMbEyNfIyLYNxCvKg9V9iaTPIpl4pHCRGIrRxm/4T6FMVvyGoii+wdeIyJfB1GWgd26iGem5/e31FzDS+yIJBSlcJGFhJJ4NCB6/MZTY2Lt3LxkZGdjt9hHV3/D+OxHxG5HkspeMDHltw0egaVDvMy29L5LhkMLlY0yw+I1wT6cM9GyMtrpoW1sbaWlp0qMhkQxgsj0uIyWYCJTeF0koSOESgYxH/EZzczO6rpOYmNjvHGNZP8WfcJU0l996x4bsv7EhX6DhYSihJb0vkuGQwmUCMXL8hle4pKSkBNzHCBjNnoFIYSWZLCLN4wLDP8/S+yIJhhQuY6C9vZ1169Zx2mmnDRm/0dXVha7rvsXZIPB0SjAvhz/jFb/h35aRMbowMLJ9Rr+2RsfI1zbSCFVoSe+LJBBSuIyBAwcOcNFFF1FTU+PbFmg65fDhwwghmD17tmHTYSPBWxAJNkqmNkZ9WUaax2Wk9krvi8QfKVzGgNlsxu12D7tomKqqeDweQ6/NEQmiwOiDlNHtk0iMwmiElvS+SLzIRUHGgMlkwuVyDbuf95uCkYkE4QLGd9dL+6YuRu67qe5x8cfrfTl27BiVlZW4XC7ftLzk44EULmPAbDaj6/qwD423MJmRiQThYnQbI+nFIZlaGPm5CMRY7VUUBZfLhdPpxOPx4HQ6cbvdEdcPktEhhcsYsFgsAMN6XYz+woXIsdHoGLkPI6H/jI6R+9DItgVirPZ6vTbescvlcknvy8cEKVzGgLcQmtPpHHK/SBEFRrcRpDAYK0buP8noibTrGq6pLa9w8ca5SO/LxwMpXMaAd5Vdt9s95H6RIAoi4aUbCf1odPsko8fo1zYSnmEv4RAuuq4HXTZAel+mNjKraAx4PS7DCRcZnBsejD4wG90+ydTF6M/uQMLpcRn4t3cs83g86LqOyWRC0zT5fE4hpMdlDMgYl4knEmyUTF2M/PIzsm0DCYdwCXXZAOl9mXpIj8sY8NZlCUW4GP2hiQThYnQbI8E+ydTEyPddIMJh73DiJ1DdF+l9mRpIj8sYUBQFs9mMx+MZdj+jDyyRYqNkbBj9GhsZo/ddJD0f4+1x8ce/6q43hdroXyQlQyM9LmMklCJ0kSIKjG4jGP/lYXT7JFOTyb7vxrI+2mgZifgZGPsihJDelwhGelzGgKIoU0a4wOQPfsNh9H6UA+DYMPK19WLka2xk2wYykR4Xf6T3ZWoghcsYMZvNwwqXSMgqigQbI2FgNnIfRkL/ST4eTJZwgY/Ei7f67oEDB+jt7TX0syvpjxQuYyQU4WJ0TwFEho0ghYFk8jDyvfdxWqsoXG14j922bRtOp1N6XyIIGeMyRkwmU0gF6CLhgTDywAyRIa6kfZKpiDczx+Px4Ha7+/14PB5sNhtpaWkhC4mJyCoaiR3eqrveFadl7IuxkcJljIQqXIz+wpA2jh050E19jHqNh3qJ67reT2QMFB5DCRL/371omobJZOr309HRwdGjRykuLsZqtY7J3nB85pHiFSre2BePx4PZbEZV5aSEEZHCZQx406HlVJFEIgk3QoiQRUdvby8HDx6kpqZm0L5eb683mSCQ8DCZTJjNZmw2W79tA/cN5okQQrBz505Wr15NcXExqampw34+IwgX/74JVnXXZDIZVrB+XJHCZYxMleDcSBAukWCjke2Tg+/oGel19b78RuPd8N/mPa+qqkHFhHfNtJiYGOLi4oIKD29A6nhgNpspKyvj+PHjVFVVkZ6eTn5+vs+2QP1jBOES6Lr6Zx55hZ/0vhgLKVzGiJwqmjiMbqMUBlMDXdcDCgmA2tpagJBEh5dAQsN/m9VqHXaf4V6ajY2NpKamkpiYOH4dMwyKojBt2jQSEhLYunUrq1evprS0lISEhEH7Gkm4eD0t/kjvi7GRwmWMmM1mKVwmiEgYMIzeh0a3byyEMrUSyjb/6QN/8QDQ3NyMxWIZNLUSbPplooI8JzuryP/cNpuNRYsWcfDgQTZu3Eh2djazZ8/uJ76MJlyCIb0vxkQKlzESagE6o2cVRYIoAGO/eCOlD42IV3R4PB46OjpGNM3iv33g1EowT4bVaiUmJmbI6Rf/qRVd13n33XcpLCwMKfh0ojHac6EoCjk5OSQnJ1NVVUVDQwOlpaXY7XZg/KZ5RtPGcHZI74vxkMJljMjg3IkjEmw0un3jQbCplYHbhhMdXlpaWoYUFAMDSEcztTIVMeJLNDY2lqVLl7J3714qKiqYO3cuWVlZhkqHHsmyAf5Vd/0XbZRMLFK4jBEpXCYOIw7M/kSifR6PZ9TejYFTK8CQGSneeI5gouP48eN0dXVRXFw8kd0yIox6jY387KqqSl5eHikpKVRVVXHixAmioqKCBu6GymRMN0nvizGQwmWMjCQ4d7LnoYciEoQLGHuAhomzzz9rJdRYjt7eXlwuFxUVFb5t/lMrQwWIDje1omnamOM5jFz0y+j3HRhXVHlJTExk+fLl7Ny5k+PHj5OUlDTmNid72YCBdV+k92VikMJljIQSnBsJbutIEC5GjxUKdQAMNLUymkBSL17REEx0eKdW3G43nZ2d5OXlBYznkEQuRn92vZjNZkpLS3E6nTQ2NlJVVUVBQQFms3nEbem6PqkBvv7eF7fbzf79+8nJycFmsxleREY6UriMkVCDc6HvQTOqIo8U4TLZ+GetDBQTHR0duN1u9u7dO6Tw8E+VHc3UysD9Qu2X9vZ2Dh8+PKkps5GOEe7BYBjZtoHYbDamT59OV1cXq1evpqSkZFQeGCNkJnmP37dvH5mZmaiq6ss8iqRrEklI4TJGQo1xAWN/K4oE4QKj70Pv1EqocRvBRMfAKqT+YsJ7HiGET3AMlSZr5KkRSWQRCc+uP0IILBYLCxYsoKamhk2bNjFjxgzmzJkT8pc7o6RU+2MymRBC4HQ60TQNs9ksn/FxQAqXMRJqHRcw/uBiVPv8F3hzOp20tLSMeFrFvwppoKkV/79Dqc0RaHBtb2+nsrKSuXPnTnQXhYQcQEePUZ8NfyLp+vovbpidnU1SUhJVVVVUVFRQVlZGbGxsSG0YRbj4x4oFq/sSSdfH6EjhMkaminDxxjiE+xvIwKmV0cRy+E+tKIpCe3t7UEExcGolkEAZz3gOI19jydRlsu+7kY4ZA8cZu93OKaecwv79+6moqGDOnDnMnDlzyHbDtVZROIWLty3/4F3pfQk/UriMkVDXKoLJH1yGwl9ceaeNhornCFV8BJpaCeTJCLTA28B9a2pq6OnpobCwcDK7KiiRMCgZ+R6MBIx8jY1sWyAG2quqKnPmzOmXNl1SUkJ0dHTA48P1JWs8hIv3d//gXel9CR9SuIyRUIJzvUxURsxoFnhzOp0ArF27dtDUiv8Cb4GEx1BTK95t4XhYI2GxSqPbJ5maTPZ9N1IRMdT+DoeDZcuWsWvXLtasWUNBQQHTpk0btH+4porC4YH1/4I2EOl9CT9SuIyRUOu4hBr8Guoy9qFOrYSywJu3EFRbWxtz587tN90y3lMrI8HoAcRyIJq6GPm+8xJJ999wosNkMlFcXExqairbtm3jxIkTFBUVYbFYQm4jFMI5VTTcmkfS+xI+poRwef/993nggQf48MMPOX78OM8//zwXXXRR0P2fe+45Hn30USorK+nt7aWoqIi7776blStXjvjcFouFrq4udF2no6PDF7Q5UFwAHD58GFVVhxQdA6dWggWIBppaCRTPEepD4Xa72bNnD/Hx8aOqqTARRMIDbuQXXCT0n+TjQaiiIzU1lRUrVrBt2zZWr15NcXExKSkpI2ojHHaE0k4oX/Ck9yU8TAnh0tnZSVlZGddffz0XX3zxsPu///77nHPOOdx33304HA6efPJJLrzwQtatW8e8efOCHvfjH/+Y3bt309raSltbG62trRw4cACPx8MTTzyBx+Phvvvuo7i4eJCYEELQ29uLzWYbVIU0kPCYaCUeCQHEYGz75OAz9THqNTZyVe6xYrFYmDdvHkePHqWyspLMzEzy8vIMJ1xGsuaR9L6MjSkhXM477zzOO++8kPd/8MEH+/1933338cILL/Df//53SOESHx9Pfn4+8fHxxMfHExcXxz/+8Q90Xee2224jISGBpKSkgB6L999/n5ycnJDS/CaDSHhgjD5VFAnI/pMYgdGsETR9+nQSExOpqqpi9erVeDyeiBQuXqT3ZfRMCeEyVnRdp729fdiKorfeeuugbR9++CH79u2joKBgyGONHlgaCR4Xoz/QUliNDSP3nZFtg8jzuIzW3ujoaJYsWUJ1dTV79+7l2LFjJCQkjDoObzKFC0jvy2gxRtTlJPPzn/+cjo4OLrvsshEfG0o6NBj/pRYJwgWMb59EIhmesa4RlJubi8ViobGxkXXr1tHZ2Tnhdvgz1iBff+9LV1cX7e3thl6XbbL52AuXv/71r9xzzz3885//JDU1dcTHh5oObfQFAiEyxJWR7QNjCyv5DW7sGLUPPy4eF38URaG0tBSHw8GaNWuoqakZ8fM32R4Xf7zipaGhgU2bNuF0Ovut4C75iI/1VNHf//53brjhBp555hnOPvvsUbURSuVciIyXrtFtjAT7JJKJZrKfCd9LWwjw7EJ1bwLRiFCnI0yLQZse8JhwnFfTNAoKCkhJSWHr1q3U19dTXFyM1Wodme1hsCWcZSO83heXy4Wu63IF9wF8bHvib3/7G9dddx1/+9vfOP/880fdjhQukoEYuQ+NbJuRiYR+myzh7Ctz716D1vMEimsteA6jOt9C7XkcPHsHHRPujKDk5GSWL1+OpmmsWrWKurq6EbcRLlvGinfayRvn4i0QKr0vHzElPC4dHR3s27fP9/eBAweorKwkMTGRrKwsbr/9do4ePcqf/vQnoG966JprruGhhx5iyZIl1NbWAn1LrcfHx4/o3KFOFRk9OBeML1wiwT6JZKIxxDMh2lGcryNQwTS7b5MQKPp+VOeb6FG5oPT/nhzujCCLxUJ5eTnHjh1j69atnDhxgoKCAl+BzVDaCJctY23L613xjz2U3pePmBKffuPGjcybN8+Xynzbbbcxb9487rzzTgCOHz9OTU2Nb//HH38ct9vNzTffTEZGhu/nG9/4xojPPVWCc8H4NhrdPi+RYKNkdBhZnE6qbZ4aFNEEapq/QQglBcVTA6K53+7h8rgEYtq0aSxfvpzu7m5Wr15Nc3NzwP3CZUc42wnUlvS+DGZKeFzOOOOMIS/iU0891e/vd999N2znllNFEi9GfqmB8e2TjA5jPLMm+r4HewDNb7sOisLAV814L5Bos9lYtGgRhw4dYuPGjWRnZzN79uxBngqjZBWF0pb0vnzElBAuk8lIhIvRs4rAKINgYCJFWEWCjZKREQnXNJwvzkBrpA31k5oST256Oop+FNTsvmkh4UbRTyDMS0CJ63eOiVhnSFEUZs6cSVJSElVVVTQ0NFBaWordbg+rHeFsx9tWMDESqO7LSJd3mQpI4TJGpMdl4ogE+4yOkfsvEjDiNfa/pkOtDB/qz8D10oL9+K8Kf/jwYbraZ1OU04lJ7AVUhAJCy0G3fPKk16W/zePpcfEnNjaWpUuXsnfvXioqKpgzZw7Z2dm+8cRoWUWh2ORf98XlcuHxeHyF6z4OSOEyRkZSx8XoLw2j22jEl4ZEEk6GEh0ej8f3kvL/1/vFac2aNf1Whh9KdFgsFqKjo31l5gP9610wNhSmT5/Orl27WF2pUVKg4Ig3gZqMMJWAYh+0/1jHGSHEiESHqqrk5eWRkpJCVVUV9fX1lJSUoOt6WF724xnjEgx/74vH40EI8bHxvkjhMkZCDc6VWUXhwcj2RUr1YcnICeWaet33Y/nxnkdV1SGFh/8irQA7duygvLwcq9U64S8vr2emuLiY48eT2FC1nYyMDPLz89GU4OJnojwu/iQmJrJixQp27tzJ6tWrcTgc2Gy2MdsR7nTokYipj6P3RQqXMWI2m/t9ywlGJIgCo9todPuMzlT/FjYWhBBDxnZ0d3cDsHv37iE9Il6GEh3BVof3/xnJS8f7xclut4/ISzIeZGRkEB8fz5YtW6ioqKCsrCzgwrJjfdF7x4HRtGEymSgpKaG2tpaqqiqioqJwuVwBF8cNlXAG5452wcaPk/dFCpcxYrFYcLlcw95skRCca3RhECkPoJH7cKqi63rQqZRQYz68103TNJ+A8E6deNE0zefVCPYz0S8Lo91v3oUQ9+3bx9q1a8nPz2f69On9+mQyhYuX9PR06uvraWpqYvXq1ZSUlJCUlDRqeyZTuHj5uHhfpHAZI1MtxsXoGLkPI6H/wHjr2gwMKG1paRnR9IrH4/F5O4YLKI2KihpWdAQa5Lu6umhqamL27NkT3T0hY6Rrqqoqc+fO7ZfRU1xc7BOBRhAuXjvT09Ox2Wxs2rSJ6dOnM3fu3BF7rsIZnBuOBRv9vS91dXUkJydjs9kMdY+MBSlcxojMKpo4jG6fF6PaOF6D1mjSZwf++NvY0dERUFSYzWZfJstQUyxTZXAOFaPebwBJSUksX76crVu3snr1asrKykhISDCMcPEKjqysLJ/IqqiooLS0lLi4uOEb8GsnnB6XcEz5eb0v27ZtY8GCBT7v4VTwvkjhMkammsfFyDZGgn2Rxnikz3qzUoKlzwb7OXLkCF1dXRQVFU1yrwTG6NfXqPZZLBbmz5/vKwaXk5Mz/LS5EODZg+LeiUIvQpuJMJWBEnXyv8MnXLxtxMTEsGTJEqqrq1m7di2zZ88mJycnpHMYZapoIN4QBVVV8Xg8vrovJpPJsPdLKEjhMkYsFktIHheZVSQZD0aSPut0OgFYv3697//9791Q0mcDTa2MJn02EJE8kE4mI35mhQDcgGlQfZXxwlsMLjExkcrKyn73YyD7FOfLqK7XQXQBCopLQWhF6LYvgRIzLsIF+sbp2bNnk5yc3C9tOjo6ekTtjIVwBvrCR14l7zvI+2Ujkr0vUriMkalUOdfowiUS7IPQXyQTnT4bExNDc3MzOTk5WCyWSQ0oHQtCCN44eIAX9u2mrrOTXEcCl+UXsiA9Y1zPaXSGvX7CjeZZi+ZZC6INoU7Do61AV4smTMDExcWxbNky3n77bbZu3QpAWlpa/530GlTXmwisoGWetL0XxbMVxbUKYVk5bsLFi8PhYNmyZezevZs1a9aQn59PZmZm0POFO6sonILC297A2Jdg8VyRgBQuY0ROFU0cRrIvUPqs9z7wrjYeSlAp9H2uQFMr4U6f7e3tpbq6muTkZMMOWKEM/k9t28Ift1Xh0QVmVaWus5MP647zg1NW8InsmeNvpMEI9ZkwuV9Bc78BmBGKDVXfgaJX4zZfia7NG18j/e04KZRnzpzJ1q1baWxsJC8vz+exUzy7QXSA6hcIrVgR2FDcmydEuHjtLCoqIjU1la1bt1JfX09RUREWi2VE7YTTptG0NVAIeQVMJCOFyxjxelxCSYc2yks3GEa3MZwP23ikz3oH3sbGxn4pswPTZwNVKJ2IgSTSByuAhq4u/r5zB6qi4LB9FO/Q3NPD76o2c+qMLEzjJMqM3H/DlojXG1A9FaDEIZS+lF9BEop+CJP7HZxqKQxRLC7cCCFITU0lIyPDV/OlvLz85DpCJ8eggZ9JUUF4fMeHq1T/cO2kpKSwYsUKtm/fzqpVqygpKSElJWVQOxNZ8n8kbcHg+8PI43woSOEyRrzpfW63O6AS9yKnisKD9xvEWAJKxzN99u2336awsJCoqKjJ6qIpzdb6E3S5XCT49a+iKMRYzNR2dnC4rY0ch2PE7QohONzexomuTuItUeQmJKAaWKj4E8ozq4jjKKINoeT0P1ZJBFGHIpoRSvJ4mTgI78vZW/PFu45Qfn4+MzJmATbQW0GNP3mAC0V0oJvP7nd8uOwYDovFQnl5OUePHqWyspJp06aRl5fnq1xs1BgX/8D5qYQULmPEK1ZcLteQwkVV1ZBiYSaTiRIuo02fdblcuFwu3nnnHV9bQ02xTEb6bCSIv0jGYtJQFdCF6CcsdCFQUbCaRu416HK5+NO2KjafqKXT6STKZGJuYhLXlZSTcjIo0+jXdLh7WChRoJgAJ+An+nAiMPf9/wTi35/edYSSkpJOTh3FUzpnKWb9A/A0ItD67NTmIszLfcdPpHCBvj6ePn06iYmJbN26lTVr1lBaWorD4Qi7lySc3hvAsFPDo0UKlzHi9bgMF+cSCR4XGH6ADmf67MCA0oEiZKDocLlc7N27l8WLF0+JlL7Jwugv4aGYn5ZBsi2a+q4uEqKiUBQFj9DpcrmYl5ZORszgBf2G4/k9u/jgSA0p0TGkRcfQ7Xaz5UQdT23dwrcXn2J4z0tI6ygpMxHKDBS9GkE2KGYQ3SCa0E2fCLgQ4ngS6EWfnJzsq/ny/oY0FpZ9jrioaqAHXctDmBb5PDCTIVy8REdHs3jxYg4cOMD69euZNWuWr0JtOAi39wakx0UyAK+rcDhvilG+iQ8lOrq7u/F4PHR3dw8Z++FlNOmz/iJlpOmzHR0dAGFZFG08McJ1nqrYTCa+vXgpP17zAc09PQj6QiHSY+x8c+GSEQ/Q1S3N/HvvHly6hzi3G2GxEG02k2G3s6e5kQOtLeQ6EoAJHvyFC1XfharvBxR0dQ66mhc0DmVY2xQzLvNlmF1/RdEP96VEKyZ0rRS36ZPhtz8EAtnsX/OlYuNeZs06g1mzZgWM0Zgs4QJ9ts+aNcuXNt3b2zs4O2qUhDtDCQZ7XCI9QFcKlzEyEo/LWF9o450+63a7fTEbw2WxTEb6rFHE31AYeTAwsm0jYVnmdH5/3gW8caCa+u4usuPiOWfmLBwjjCv64HAND6yv4FhHO6qiUNvZQUJUFOWp6dhMZuo6O2nr7R2nTzEEwoXJ9U80fSPgASHQlPfxaEtxmz47SLyEnH6vzsBp+TqqvhtFtCOUFHR19skppNEzmvtqKMHgrfmSkJDAli1baGxspLS0tF/cWLiEy1hFQlxcHEuXLmXNmjUcPXqUuLg4ZsyYMeaqwOFcPgCmzrPvZcoIl/fff58HHniADz/8kOPHj/P8889z0UUXDXnMu+++y2233cb27duZMWMGP/zhD7n22mtHdF7/GJfh0HWd3t7eMQWVwvilz27fvp2YmBhmzpw5oj6YKCLl4TO6uJoKTLPHck1J2aiPb+rp5qEP19PjdmMzmXwxM43d3VS3NJMeY8dusZAWEwNM7DVV9S1ong3oahoofedHtKF5KtDVAnRtcGXhkJ8NxYaulYfP2FEQaipzfHw8y5YtY8eOHb5FEFNTU31tTKbHxR9N04iPj8fhcFBdXc2JEycoKSnBarVOmk3j0ZaRmDLCpbOzk7KyMq6//nouvvjiYfc/cOAA559/PjfddBN/+ctfeOutt7jhhhvIyMhg5cqVAY/p7e3lyJEjtLa20tLSQmtrK01NTSQnJ/PAAw/gcrlISEjgqquuChhYCtDQ0DCk6PAKD/+U2UBTLONxM0aCR8Po9k3FQSKS8Og6uhCYh5mGXHfsKK29PaRGx9DW20tDdzeCvgDfmvY2TKrKWdk5TLPHTpDlH6F6doLCR6IFQIkDcQJV3zNIuBj9mRjISGqwmEwmSktLOXbsGFVVVWRmZjJ37tywfeZweTeEENjtdvLz89mxYwerVq2iqKiI9PT0Ebc13sXsvJmZkcyUES7nnXce5513Xsj7P/bYY+Tk5PCLX/wCgIKCAlatWsWvfvWroMJl7dq1nHPOOTgcDuLj430q2+12U1tbS3JyMomJiTgcjkFipKGhgZaWFsrKygwb4W104WJ0+yKFqdiHXS4Xa44eZlNdLb0eDznxDk6dnkV2fHzQ/aFPH8SfDPJt7e2hR3ejCIVPzZrNJXkF/Y6ZOFHqAYKNEYED/CNJMI+meNy0adNwOBxs2bKFtWvXhryGUCi2hHPKyWw2U1ZWxvHjx9m2bRv19fUUFBT4YiFDtckoK00blSkjXEZKRUUFZ599dr9tK1eu5Jvf/GbQY0477TR6e3v73Qi6rhMfH8/dd9895OJw7e3tgLHT0owuDCLhATR6H05F3LrOM7t3sKm2lliLBbOmsaH2GAdbW7imuIwZAVb5zU9KxqxqdLndxJjNxFut2M1mjnd2Mi8tjasKiyftfhNqHng2gegF5eR0g+gCVHR11uD9I+x+G629/jVftm3bhqZpYVllejwEUEZGBgkJCb5VsUtKSkhMTJxQm7xtGfmdM1qm3icKkdra2kFR4GlpabS1tdHd3R3wmECR2N4CZhMRnDveRIIwgMgbqI1CpFzfkbK/pZlt9fVMj40jwx5Lsi2aOY5E6ru6WHvsSMBjCpOSWZY5nXank4auLlp7ezjR1UW81coXikontdKoRytH10pQ9cMo+kFU/QCqfhyPOg9dLQ54zGivraLvxeT8I5beezE7f4PqWQ9iYso2jMZmb82X2bNn43K52LJlS0jxhcEIp3AZKBCioqJYuHAh2dnZfPjhh+zevTukkhjhLkA3FZ/7j63HJZyEstBipAgXI9vov4ihkR9GI/fhVKS2swOXrhPtV0dDURTirVHsa24OeIyiKPzP4qXkOhJ4/WA1rb29LM1M59K8AspSw5PWOmoUGy7zF9DUzSj6LkBF1wrQ1fK++isDGO39pnp2YHL9GYV2BLEoogmzvg+31oTHPH4p0uFYZyguLo7o6Gjcbjdr1qyhrKwMxygrJo/nlJM3Qyo5OZktW7bQ0NBAaWkpsbHBY6fCXYAuUFsyHTpCSU9Pp66urt+2uro64uLiRlwnxGw2TxmPi5FtjIQHLRJsNCqjvfeitL5hbGA13V6Pm7SY6ODHmUxcWVjMlYXFg44NxIReW8WGx7QMWBba7iO1TehonrdQ6ERXZn20LpBej+b5AI9pEZxc0yjchEO4eF/ICxYs4ODBg2zYsIFZs2YFrPkyXDsTEStjt9tZunQp+/btY+3atcyZM4fs7OyAxxh1+QAj8bGdKlq6dClvvfVWv21vvPEGS5cuHXFbmqYNK1xUVTW0KADjCxcvRrdR2jex5CUmkRIdTU1bKx5dRwhBS28PLt3D/LSMkNowenXcoRjR9RTuvpWXRSOKfgxdSeq3mKFQklBEK6p+dBwsPXmOMAkXr9cgJyeHxYsXc/ToUTZu3EhPT8+I2xkroQgEVVWZO3cuCxcu5NChQ2zYsCFgWIKMcRmeKfOJOjo6qKyspLKyEuhLd66srKSmpgaA22+/nS9+8Yu+/W+66Saqq6v53//9X3bt2sUjjzzCP//5T771rW+N6LzeSHI5VTT++E8VGZWp+O3G6DiiovjsnDwSo6I40NrCvpYmOp1OVkzPYmHGtLCcw8j3HIRw3wkd1fMhZtcfsDgfxez6O4poRRHOATu6TxakC77uGqIDRd+LolfDoOOHJ5zCxYu35ovVamX16tXU19ePqp1w2TMUCQkJLF++HJvNxurVqzl27Fi//9d13ZArTRuJKTNVtHHjRj7xiU/4/r7tttsAuOaaa3jqqac4fvy4T8QA5OTk8NJLL/Gtb32Lhx56iOnTp/P73/8+aCr0UMipookhUh5Ao/ZhpPTfaChMTmFGXDx7m5tweTxMs8cyPTY2rJ/ZqP0Xyv2medahuV8FLAglFkW0o4hOFNGKR4nty14SHlRxBKFMD5i9BKB61qO530cRTYCKUNLRLeeDKS+s9obSxsDr4a354l3Befr06eTl5Q0pAsYzOHcoTCaTr6Detm3bOHHiBEVFRZjNZjlVFAJTRricccYZQz4QTz31VMBjNm/ePOZze8vlD4WiTI1FFo2AkW2cioNEpBBrsTA/beQFv6YCQ953orsvW4hohNrXP0KJR0dH0fei6ofpq2gDQk3HZb4ElMEeF0Xfi8n9MkKoeJiB7nGhiMPozr+hmm5F0UKLiRkPj4s/mZmZ/Wq+lJWVERMTE3Dfya7Am5aWhsPhYNu2baxatYqSkhI5VRQCU0a4TCZyqmhiiISpIsnUxMj33HC2KaIZhTaE0pctJeirnKrrSSiim27XEtweHbfHSqczB6dLw+3eh8vl6lf9Oy3uHRzRR2jtSgNxuK9t1USsbR/Nx/9D9pyrQi5zP9YX83Av95iYGE455RT27NnDmjVrKCgoIDMzM2Ca+2QXsrNarcyfP5/Dhw+zefNmPB5P2O436XGRBCWUOi4yOHfsRMoDaOQ+BOPbF07anU7cuo7Dao2Y+ycU/Fd57+zsRNd1amtrA65xhmgmM74Ft6eDXpcN3aMjEJi1LswmFwfrzegkYjKZMJudmEx6wDXPEqxRWNR04pIyUVUVVVVRUFB0N121TtasWUN5eTkJCQlD2h4OsRBKG6qqkp+fT1JSElu3bqWxsZGioqJ+VWyNIFygb2zLysoiKSmJDz74gM2bN1NeXk5cgOKJI7VLelwkAZExLhOLkW2MlD6c6pzo6uTfe3aztf4EHiHIiXdw4ew55Cclj7rNcAofXdd9a5gFEhvBtnt/vNPO3tXc3W43R48e7bfMiNlsJjo6GpMpEWtUGQnaVnQ1HkW1o6m9mJRj6NoyUmaFtlSK5spF8xxFKKaPMpGEG0VRyc6ZD9ZUNm7cyOzZs5k5c2bQ/poo4eIlJSWF5cuXU1VVxerVq/vVfDHKKtNeoqP70vdTU1NZu3Ytubm5I07xDtWuSBbyUriEASlcJgY5VTQ2InmgGgkdTiePbNrI3uYmEqNsWDSVLfV1HG5v47ZFS5gZ7xhxmwPvOa/wCFVoDPx/r/BQVXWQ2PD/3WazDdo+cJX3xsZG9u3bx4IFC4b4AJ/F5Lag6vtANIFiQVeLcZvOCbkPdK0cVd+GIg4gSAZ0VHECoeWCqZDs7Bji4+OprKykqamJkpISLJbBsTITLVygbzpm4cKFvpovubm55OTkGMbj4t8OwKxZs8jIyGDLli3U19dTWlrqEzUjbU96XCQBmSrBuVK4jJ2PizgwMpvqatnf0kx2XLxvleg4i5X9Lc28d7iGmfGOQcJjOKHR09NDb28vq1at6ic8vOUQBgoK77aoqKigwsQrPMZKSM+DEovbdBmKOIoiWhFKHEKZDkro5xdqJm7zpWju91HFUUDFoy1EWM5GO7mStcPhYNmyZWzdupU1a9Ywb9484gcsdDkZwgXw1XxJTEyksrKSxsbGsHlKwiUQ/O+r+Ph4li9fzu7du1m9enXQOJ3h2puKY5IULmFABudOHJHwEBq9D6cCQoigQmP74Rp6enroUlSErqML0SdUnL2s3b2LmY3NfTEiQnDY2Uudx41J05gZYyc3Ng6rn7iwWq2YzWZ6e3s5evQoJSUl/YSHdlIYTTYhPReKilBmIJgx6vMINRe3OQdoBVRQ4tHU/n1gsViYP38+Bw8eZP369cydO5esrKywfvEYi/jxCoLt27cD0NzcPCpvRrjsGdgOfHQ9NU2jsLCQlJQUX9p0cXFxQE/WeNplNKRwCQNykcWJxcj9GAl9aIT+Gyg8vEGmPT091NTUDOsB8Xg8wEeLnPbzYrhc6Cc/o8lsRlEUVFWlCcGslDQWls9HVxSe2bubyhO1eDQToHDU2YOISubSvAK0Ad+em5ubqaurG+Q9MAITfj0VFRg6ANfr3YiPj2fLli00NzdTXFzsC4ydDI+LPyaTieLiYo4fP86OHTtob29n7ty5o/aahFu4DLTDG6ezfft2Vq1aRXFxMampqSG1N7AtIzz/Y0UKlzAwlWJc5HTW2DG6feFACIHH4xl1cKnXQ+kvPLxipLW11bfNZrMNORWjquqgF0ZGRwfb166m1dnLtOhoVEWhobuLaKuVM2blEhMTw7pjR9l0opaMGLtvcca23l7WHD1CYXIKJSmpgz6vkTGqYE5MTGTZsmVUVVX5so4ma6ooGIsWLWLHjh3D1nyZCHv8p4oGYrFYKC8v59ixY1RVVZGRkUFeXl6/LKlA7Rn13hgLUriEAbPZ7Bt0g+FVvUZ23UWCKDBq33kxsn3+tnmFx2iDS/2nRoOJCq/wCBbf4Z1q8dp14MABuru7KSwsHNPnTLfbuba4lL/u3M7h9jaEEMRbrXx2Th4L0/vWLtrZ2ICC0m9F6TirlbquTvY0NQ4SLkbG6M+sNzB2//79rFu3jqysrDG3Ga7pJhhc86WwsJDMzMwRtRXOWBkIPo4oikJmZiYJCQm+OKLS0tKgK2PL4FxJUEL1uEDfDW6UefGBGPml64/RB+qJsG+g8AhFaHjv0XXr1g0pPPyFxsDg0oECxF94GIn56RnkJSWxu7ERl66T60gg2S+OwSN0ApmtoPimmQbSo+u8degAPW43hUkp5AR5WUwGRrwG/iiKwuzZs3E4HFRWVvqmCofyFgxFuLw2XtsC1XwpLCwM2b6Jzk6Kjo5m8eLFviypmTNnkpubO0ikBBNURr9fhkMKlzAwEuFi5JdupHhcjGxjqAOC8AaMhiA2gokTbz9omhbUo2G1WrHb7T6RsW3bNoqKik7W9+jbJ9IHsWDEmC3MTw+8OnRBUgof1tbS43YTdfLl1OlyoqkKcxISB+2/8UQdDx7aR09NNQJBlMnEWdk5fGPhEsyT/I3WyM/DQJKTkykqKmLr1q2sXbuW8vJy7Hb7qNoKp3DxkpKS0i8rqqysLKS4pnBmFYXajjeOKCkpiaqqKl/atH9/DiWEIvm5l8IlDISaDg3GHmSMLgrAWA9bII+Hy+WisbGRjo6OYQXIQOERyKMxsHppIIEyErEEfa7xqKioceuX8cDp8fBh7XG21p/ALXQKEpNZlDENe4jZFQOZl5bO1voTVNXXoaLQ1zOCxRmZFA2YJjrR1cnDWytpd3tIi+2Lmel0uXileh8z4x1cmlcw5s8XMqINRbQBJoSSfHIlZ2M9F8NhNpuxWq2kpKRQUVFBUVER06aNbBXvcEzNBJuWiYqKYuHChRw4cID169eHVFBvMuvBxMXFsXTpUvbu3UtFRQV5eXnMmDHDF7M4Wq+WkZl6n2gSkB6XiSWc63iMxtMRqHqpV0S4XC7a2tp8Ho2PqpcGnorxVj6dCCLp5eaPS9f5645trDt+FBUFRVHYUlfHlvo6biidNyrxYjOZ+GJxKZV1texqakBFoTA5hfLUtEEelPdqDtHudBKrab5sI7vFQk+3m5f375sY4SI8qJ7tqGIviC5ARahpeLT5EfHM+uP1TuTl5fliNZqbm8nPzx/RNPp4CRfvtlmzZpGYmMiWLVtobGykpKRkyLWYJrOQnaZp5Ofnk5KSwtatW31p0zLGRRKUUDwu/sG5RiUShIu/jUaqXurFO9+ckpIyKf0zFdnRUM+G48dIi44h5qRIcXo87GhoYP3xY5yZPXNU7dpMJpZmTmdp5vQh92vt7UVRQB1QrM2iajT1dI/q3CNFEQdR9SqEEg9KMuBG0Y+jsQEojDhR6rU3NTWVpUuXsmXLFtatW0d5eXlINVXG0+Pij7eg3vbt21m9ejUlJSWDnu1wrHbtZSRTRYFISkpi+fLl7Nixg9WrV2O32yPOuxoKUriEAYvFQnd3aAOYkYXBRAuXkVYv9W6rqqrC4/EYqnqpP0a+xmB8+wZS3dKMW/f4RAuAqij0ety8c+gAC9LTibeO3+DsDcJ1i49KBQgh6PG4KU1NG7fz+p0MVT8AWEHxxluYEUxD0Y+h0TD+NoSRgV6F6OholixZwq5du1izZg0lJSWkpQ3frxOVUm02mykrK+Po0aNUVlYyY8aMfjVfhkphHi+bQrH3+PHjVFVV4Xa7yc7OxuyXQRdpQncgUriEAU3TQopxiYQ6KSN5qQ1VvTSU7QOLiAXzaHirl5pMJvbs2cOsWbNwOByGq14KkT8gTDaB+k9TVAQfba/v6mJPUyNNPd3UdXZy75oPOG/WbM7MCh6HMBaWZ85gZmwce5qbUJy9mBSVDpcTm8nMZfljS90ODR1FdCOUAdMUigmEQFFcKIo58KEGJNDLWVVVCgsLSUxM9E0dDVUQbqJrwSiKwvTp03E4HGzZsqVfzZdgRePG26bhyMjI4NixY3R2drJ69WpKS0tJTBwceB6JSOESBkKJcQHjTcUMFB7egNJjx46FJECGql7qL0KGCy4NVEQsGPv37yc6OnpURaImCiNd46nAnMREog6ZaOnpwaxp7Gysp9vlxqJqzHIk0Ov28K/dO0mxRY+LByTKZOJ78xbyyMb1VLtdeIQgLzGJq4tLWRAkaymsKBq6koSqVyMUx0fbRTcoZjy6DRj6i5ORGOrlnJ6eTmxsLJWVlaxfv56ysjJsNtuI2giHHcGw2+0sXbqU3bt3s2bNGoqKikhO7ltxPFxTReEU34qiMGPGDFRV5cMPPyQrKytg2nSkIYVLGLBYLJMiXMJdvVRRFFwuF3V1df2ExWiql44XRhN/AzG6x8Xo9gUiLzGJM2Zk8+7hgxxtb6epu4cYs4nU6BjSY2LQVJXq5mbWHz82blM3SVE2Pj9tBgXl5fS63STabKgT2JdCzQVxHEU/jFAcKLhAtKKreXhEAooyedNFI72nhnt+vQXhdu7c6SuwFiiuZKwv39GKH1VVKSgo8NV8SUpKAsI3VRROUSGEQNM0srKy+qVNz5s3b8hAY6MjhUsY8C9XPhQDX7pGq17a0tLC9u3bmTdv3rj0UziIhBevkYVVJKIqChfNzaMgKZmnt1fR63YzOyGRJJvNN8hbTSYaurvG3ZZYi4XYUaZgjwWhpuFhGYq+F1U0ITAh1AXo2hyEiKwYFxj+OdY0jeLiYhISEqisrCQ7O5vZs2eHtQL5WNtITU1l+fLlVFZWAtDW1ha0gu1E2TQQfw+O3W7nlFNOobq6OuRFGo3KlBMuv/3tb3nggQeora2lrKyMhx9+mMWLFwfd/8EHH+TRRx+lpqaG5ORkLr30Uu6///6QIrGFEHR2dtLZ2YnT6eT111/3pfUlJSUFnFrZvn17v6BUL0aoXmp0b4YXI9sohdX4oCoKNrMJXQhanb3sbm4kw2knKy4ek6rS7XKRHTd+CyAaoc+EmoFQ0tHpAUygRGaw5UhezpmZmcTFxVFZWUlLSwtlZWVYrdawCZexejeioqIoKSnhgw8+YMOGDcPWfBmOcE8VDewnVVWZNWuWoeICR8OUEi7/+Mc/uO2223jsscdYsmQJDz74ICtXrmT37t0BV9L861//yve+9z2eeOIJli1bxp49e7j22mtRFIVf/vKXAc/xrW99ixdffJGWlhZaWlp84sNms7F+/Xrsdju33norixYtGlS9tLm5mYyMDOLi4gYJESMMPJEgXCLBRqPbF4kcam3llxvWcryjgyjNRGtvL+1OJw3d3SRGRZEcHc3y6TMm28zxR1FQ9A4UUQuY0NWciLvfRio6YmNjWbp0qS8luaysLCzCJZwiQVEUFi5cGHLNl2CMx1RRpMezBGJKCZdf/vKX3HjjjVx33XUAPPbYY7z00ks88cQTfO973xu0/5o1a1i+fDlXXXUVADNnzuTKK69k3bp1Qc9x1VVXceGFF+JwOHw/Tz/9NC+++CLPPffckPYdPnyYuLg4EhKGXhJ+sogEUWAEgSeZeN48WM2Jzk7mJCTS43FzuK2Npu5umnq6yU9M4vrScrLG0eMCBrj3hAfN/Raavh5FtCNQEUo6FnURijJM2XzhRvO8j+apQBHteNQiPKazEeoEBBcPNGUUosNkMlFaWsrhw4fZtGkT0dHRAYN2R2pHOPCKg4SEBJYvX+4TWKWlpb7A3ZG0Fe6pIilcDIzT6eTDDz/k9ttv921TVZWzzz6bioqKgMcsW7aMP//5z6xfv57FixdTXV3Nyy+/zNVXXx30PIsWLRq0zWq1RmRW0UAmfWAOEdmHo8fo9gVjZ1MjdosVRVGwmczMTUzC6fFwsK2FJdMyyU8K/QWxt7mJdw4d5EBrC0m2aE6dPoPFGdMM3zeqvgXN8y4ocehKLuBGEUeIs7xOvfrJ4AcKgdn1BJr7LUAAJkz6XjR9PU7L/yLUifVUjfblrCgKWVlZxMfHs379eo4dO0ZWVtao4zXC5Y3w/zz+NV82b95MVlYWc+bMCfk84z1VNFWYMsKloaEBj8czqHBRWloau3btCnjMVVddRUNDAytWrPClBt900018//vfH9G5zWbzqIJzjYbR7YPIsNHo9kUisWYL9V2d/baZVRWTohJtHrqGSV1nJ4faWjGpKi6Phye3VtLS04PNbOZQawtVJ2qpyyvg03PygrZhhGuqejYDKkJJOrnFjCALs7qdGOth4JTAx+l70DzvI5RYUOL6NgodVa/B5H4Jl+WmiTDfx1hfpvHx8SQlJdHV1eVbCHE0XuzxWl9oYM2XpqYmysrKQqoIHO6pnUBCyAj38liZMsJlNLz77rvcd999PPLIIyxZsoR9+/bxjW98g3vvvZc77rgj5HZCreOiqqqhb5qxioKO5k7Wv7yZ7at3o3t0CpfNZdGn5uFIiQurjUbG6PZBZA5cy6ZPZ09zI229vcRaLAjgeEcHjqgoylPTAx6jC8Er1ft4t+YQbc5eEHCsox1VVShITPZdqxNdnbxcvZ/l07NIGmL6YbKvrSJagQFJA4qGADSlJ+hxqr4bRfQgFL+UYkVFYEfzbMIlBETAfeuPoihkZmaiKAobN25kzpw5ZGdnj+gajffCiN4sHm/Nl8LCwmEXkwy3hySYEJrse3msTBnhkpycjKZp1NXV9dteV1dHenrgge2OO+7g6quv5oYbbgCgpKSEzs5OvvzlL/ODH/wgZOUbqQXoBjIW+7o7evj7/f9m36aD2Ox9Lv23nl7Fvk0H+cJdlxCbOLql6wNh5D4E49sXiZwxI5sDLS1UHDtCY3c3AkiMiuKqwmIy7IHvrc11tbxSvZ8Ys5lcRwKdTic7mxqwqCq9Hg9RJ1fNTbZFU9PWyv6W5iGFy2Qj1GxUzzoEfl5l0QNCw6UH9zgIJcgwL3SEOvEVd8OZEZSdnU18fDxbtmyhubmZ4uLifqXtx9sOGHp6R9M0CgsLSU5OZuvWrTQ2NlJQUBB0xeZwTxWFuz2jMGWEi8ViYcGCBbz11ltcdNFFQN9Fe+utt7jlllsCHtPV1TVInHjTxEby8gllkUWIHOHScqKVfZsO0FLXRlxyLLPKs0nOHLpU9PZVu6iuPMS03FTM1r6Bw+3yULPjCFve2cGKS4KnpI/GRqMyFQeJiWKo62rWNG4sm8cZWdnsb2nGqpkoTUkleQj3+8ba4+hC9+1j1jRsJhNdLjctvT2km/oEj0foqIoyaFXoUG0D8Og6644fY8Pxo/R6PJSkpHL6jOxhp7FGgkdbhKrvQdX3oytJKLhQRDM9npl0O4MvFKmrZQglFoUGhEju864IJwrduNXzJtzbEu4aLAkJCSxbtoyqqirWrFlDeXk58fHDB2qPt8fFH2/NF38b4+IGe6JlVlFoTBnhAnDbbbdxzTXXsHDhQhYvXsyDDz5IZ2enL8voi1/8IpmZmdx///0AXHjhhfzyl79k3rx5vqmiO+64gwsvvHBEee5mszlk4WLktYoURaHleDsvvPsaTUebMVlMuF1utn6wkzM/v4Kckqygx9bsPAYKPtECYDJrmCwmDm47/LERLmBsj0skCytFUZibmMTcxKThdwZaenqw+n2ztZpMJNmiaettxnnyedWF4HhHB2kxMSMK8PVHF4L/q9zEqwf24z75fL93uIZ3ag7yw6WnEhemCqVCzcJlvhzNvQpVHEFgwqOdSXNPNijB7zmhZuIyfw6z6+8ooubkrioerQi3+fyw2DYSwiVc/PF+ca2urmb9+vXk5eUxY8aMIc8TTuESijiIiopi0aJFVFdXs27duoDTW+MxVRTJz3wwppRwufzyy6mvr+fOO++ktraW8vJyXn31VV/Abk1NTb8b7Ic//CGKovDDH/6Qo0ePkpKSwoUXXshPfvKTEZ13qkwVCSGoXleDqdtKVuF0FLXP3mP7aln7301Mz5uG2RL4lrFGWxABNJnH7cEaHdlVGkfCVBwkIpVZDgf7W5r6Dd4z4x3UdXbQ7nJxoLUZASRHRXN1USm2IO57L8Gu7ZYTdbx+sBq72UzsSZHi9HjYVl/PK9X7uLygKGyfSaizcJtzgE7ADIoVj37w5N/B8Zg+ha7ORfNsRBHd6OosPNpiUPpPjXmLY/oXz/T+PrCgpvdvk8lEcXEx9iBTdoM+wzgVj1MUhdzcXBwOB1VVVTQ3N1NUVBR0WmYiPS4DbUxMTOxX88WbGTWelXP9bYj0cWpKCReAW265JejU0Lvvvtvvb5PJxF133cVdd901pnNaLBbcbvewN53RhUt7QwdttR3MKUxDUfs+h6IopMxIpuFII/WHG5mWG3gtmLkLc9nwUiUtJ1qJPxmM297UiWbWKFw6N2w2Gr0PI4GPS/8tzZzOlhN17G9uItEWjUfoNHf3cM7MWcxLy6Cxu4t4q5WF6dNIG2bRzqH6rPJELU6Pp18bFk3DrKmsOXokrMIFODm1Yx+wSfHZqet6QOHhdltxuRb7iY+9g0SJ1yOsqmrAJULMZjNWq5WYmBjf/7W3t7N27VpKSkoGZXUGYjw8Lv4kJSWxbNkytmzZQkVFBeXl5cTGxo6LHaNtx1vzZdu2bb6aL0lJSeOSDi2niiQBMZlMUyKryGvaaEycPX8mKz63mDXPb+TwrmMARMVYWXrhAvKXzgmbjUYXLka37+PE9Ng4vlQ6jzcPVbOvuRmzqnFOzizOmTmLhBCW9AgVPcjlVlDQGfm9MHDV9mCeDu/vnZ2duN1uPvjgA98XKOiL1xsoPry/D1w4daBAGclUeUZGhs/LkZ2dzZw5c8b9G/1wYsFqtbJo0SL27dvH2rVrKSwsJDMzc0RthMpoxYbZbKa8vJwjR46wadMmsrOzJyQdeioghUsYmCpTRY60OOLS7DQebSYmLsbndWk43EhSZgIp04MH6CqKwllfOJX8JXM4UHUIXRfklGQxIz+8hb2m4kMoGT9yHA5uiJ9Hl9uFpqi+TKJwUpaayn/27abD6cR+0uXv9LjpdbtZkJxKW1tbEA9I8N+9BBMe3qVEzGYzmqbh8XiYNWuWbx9N0yb0m3Z6ejp2u53NmzfT2tpKWVlZ0MJw4RIMw7WhKApz5szpN3VUUFDQLwFjsld0VhSFGTNm+BaTdLlcvtWmw4H0uEiCMpICdEYOztU0jVlLZtCys5tDO45gtppwOz3EJdk55cIF/QJvA6EoCtPnZjB97viWETey+ANj2/dxFH6KohBjHnmclf/K7V1dXbjdbmpraweJDZPLRb4lik2tzdTqAgXQEWSYrSQ1NLGlfYtPcAwUIdHR0QFFiVd8hHK9ent76e3tDZilMpHY7XaWLl1KVVUVFRUVzJs3L2jmzESuM5SSkuKbOlq7di3l5eXExMRM6lTRQLx9t3btWo4fP05KSgoZGWMbR4UQAW0z8vgUKlK4hIFQp4qM7nFRFAXHtDiWn7aMwzuO0VTbSlyyndnlOSQP4W0ZDw5uO8zG17Zw4lADKTOSWLiyjJzSrIjoQ4kxEEL0Ex/DBZkO/N0/3kNVVXRd5+jRo/0Ehs1mIzY2lluSk9nU3MiHDfW4haAsNY1zcnJJsNkm5J6YzPvO/9wmk4l58+b5MmeKiooGFV2bKI+LPzabjcWLF7Nnzx4qKiooLi42lHCBvi+OCQkJ2Gw2duzYQUNDw5A1X0KxC5AeF0lgvMG5wxEpL9341DjSsgavpj1RbPtgF8888F86Wzqx2CxUVx5i6/s7ufhb56OlGF8YGPkag/Ht88c/3mOk0y3+8R4DV2P394DExMQE9XqYTCZUVeX48eMcP36c+fPnB7V1RmYmn5mojvHDaCmv3syZuLg4qqqqaGlpIT8/3/cCDXcdl1BRVZX8/HwSEhLYunUrsbGxoxYFY7VlqLbsdjsFBQU+z1VZWdmovGle4W2keyNcSOESBqaSxwUm98Xmcrp57Yl36enoIXNuhq/P6g7W88ZT73LW15dFRB9KPmKoFFv/31tbW3G73axfv76f+IC+fg0mPMxmMzabbch4EHldJp6UlBSWLl3K5s2b2bBhA+Xl5Vit1rA8v2MRC2lpacTGxrJu3To8Hg9dXV0hrSMUjHAGwHo/l9dDtH///qA1X0JpC6THRRKEqbJWEUy+uKqtrqPxWBMJGQ7fQ6ooConpDpqOt9B0uIWklImdthopRr/GI8WbYhtIcBxtb2NN7XGaentItVgpi40jStBvn4EptoEEhtVq9QWbZmVlDdon1HiP8WSyzx8Mo3lc/ImOjuaUU05h27Ztvoqxk+VxGWhXVlYWR44coaKigpKSElJTR+dlDmcArK7rvrYURWH27NkkJSUFrPkSil3edvyRdVwkQJ9w8Q7uQ6URTrYoCIWJtrGlvo3ezl4cafFYbRY0U98LSgzIMdV1gaIqqCZjf3sw6oDgjfcAfIGmQ02xDIwHCZRiu7u7i78fO0znyXYVReF9m43/KZtPbrxjxCm21dXV9Pb2kpKSMuR+k0GP201VWwvrKz9EVRSKklNZmJ6BZQRpwx9XNE2jtLSUmpoaNm7cSHx8fMC6KiMhXGItISGB5ORktmzZQlZWFnPmzBmxCAn3VNHAtrxLGmzfvr1fzZfhkFNFkiHxKmCn04ltmNVljZxVBBN3k7c3dfDeP9dSXXkQV6+LuKRYFqwspeSMQqbNTufA1hqmzU7zBUU2Hmtmel4GyVmJhhd/42Wf1+sRSmxHoEBUL7t27fJNsQz0gHi9HsHqe3gH9S6Xi4defRGXqjLdbkdRFDy6Tl1XJ/86UsP9ubPHpQ8mgx63m39U76XyRB1x3V2AYP3xY2yrP8G1JWVjFy9CoIhqFNGAUGYg1KFXEB58uHE9Ll4URSE7O5vY2Fg2btyI0+nE4/GMqF6MP+H02kybNo24uDgqKytpaWmhrKyMqBHU+Rlv4QJ975jy8nIOHz7sq/kye/bsIUVWMI/LVEAKlzDgXY3U5XINK1yM/tKdCBs9bg+v/v4ddm/YT9I0B3ZHNK0N7bz19AdYoiycf9PZ/O0nz3N0by0KffYkZiRwwVfPpdfcafg+HAr/LJeRBpx6/DwbweI5BqbYDvy/oRZ4GwlV9XXUd3eR6Jc1o6kqcRYr2xvqqevsHLYabSB6PB6OdbTjsEaFdYHCsfBh7XF2tDSTZLEy3eEA+oTbxtrjlKelszhjZELDH0Wvx+L8f6j6NhBuUCx4tDNwWr4+qBy/URnJizsxMZG0tDSamppYt24d8+bNG3LMDMc5Q2nDm468fft21qxZQ2lpKcnJoa1dFU7hMlS8jKIoZGVlkZCQwJYtW2hqaqK0tDRofI63rYFrIUXy+OlFCpcw4I1MHy6zKFI8LuN9Yx/ZfZyD2w6TMSuVqJi+tV1Ss6wc21/H5re28fk7L+Yrv/oiW9/bSVNtC47UOEpPLyRpWgI7d+4cV9uGI1iKrff3jo4Ourq6fNMxA/fzj/cYqrCY3W4PKDy8Xo/RDpThGmCdHh0hBNqA9lRFwaXruPTh6xr1b8/Dy0cPU3GiFg7sJcZs4ezsmXw2r6Dfqs1Oj4fKE3UcbG3BZjIxLy2d6bHjW79kR2M9ChDlZ0e02YwuBLsbG0YvXISOxXkvmmcrAjsQA6IHzf0aZqJxWW8NrRnvi1M4UfWdKOIYYEVX80fsvZkINE0jMzMTl8vlE9IjLbo2HnEy3imtI0eOsHnzZmbOnMns2bOHPU+4g3OHm6qKjY1l6dKl7Nq1izVr1lBcXEx6evqo2opUpHAJA/4el6FQVTWktOnJZCKES1tDO26n2ydavNgd0bTWt+HsdpGY7uD0y5cGPH6s9gUrqR5qfY+hUmw9Hg+qqoaUYhvJFCUnY7dYae3tISGq7xuzEIJ2p5Mch4OMmNAW3PPylx1befXYEayKSpLZwomuDn6zaSPP7N7JmdkzWZmTS2p0DA9v2sDWEydwn1zR84W9e/hCUQlnZGWP6Hy1HR28U3OQ6pYWkqNtnDo9i8LkwLE1wV9KY3t5qvpOVH0XglhQvM9CDAgdk+d1XOKLoMSH1JamdmNy/RFN3wHoIARCicdtvhBdC8/K7OHCKxiKioqIj49n06ZNzJ49m5kzZ4bcn+MZ4Dt9+nTi4+PZvHkzLS0tlJaWYh1ihe+JmCoaiKZpFBUVkZSUxPbt2301X/yn3qZquX+QwiUseGNcQvG4GN1NNxE22hNi0Mwavd1OrLaPIuS72rpJykzEHBV8isBrn3+8x0iFx3Aptt7fo6Kigi40FyzFdteuXVgsFmbOnBn2fgsH4RrIkmzRfC6vgKe3V1Hb2YlFVXHqHqLNZq4pLkMbgTBr7O7i3ZpDxGgmYk0m2np7qevsxKXrHGxt4bk9u3jvcA1LMqaxqfY4GfZYbCYTQgiOd3bw1x3bKEhKDnlqam9zEw+sq6CuswNNVfEInfcOH+La4nLOzZk1aP/i5BQ+OFBNj1917HanE5OqUpgU2nRCIBRRhyJcCAZ6jKxAD4poQoQgXIQQxFor0fSt6MoMUKJOxs0cx+R6GaeaC0r4ysgPZKT3lP/Lefr06cTGxvqWCiguLg6ptsp4ZybFxsaybNkyXzZUWVkZiYmBsxnDnVU0ks+Vnp5OfHw8VVVVPu+VN/BZelwkQ+JN1RzO4xIJU0Uw/um8MwqmMT0/g+rKGpIyHZgsJlob2uju6GZeWRHHjh0NKjx6enrQdZ1Dhw4Bw6fYej0fgbwe45Via3RxGi6uLChimt3Oqwf2U9fZSa4jgU/PyaM0ZWRppcc7OuhyuYg1mXDrOoe7OhGAzWTGpXtIirLR0tPNS/v3Mc1ux3byxaYoCukxdg61tVJVX8c5MYNFx0CEEPxtxzbqOjuYEReHevL613Z28Led21gybRrx1v6BmQvSMihNTObDuuP0NjchAJOqsixzOiWpw6+GHNQWJROhWED0Av7n7AGiEEqookhgt+zqm25STrajKAjSUUU1qr4PXRs/4TIa/J+7+Ph4li1bRmVlJWvXrmXevHnEhLBa93inVJtMJsrKyqipqeHDDz8kNzeXnJycgCX0J3KqaCA2m41Fixaxf/9+1q5dy9y5c8nKygoqgmQ6tMSHyWT62HlcvPEeoWS0DPw7riAKyzGFg/tq0N06trgoZi/JJm5mNM3NzT6BMbCw2PHjxzGZTL4F5UablTBeRMKAEK57UFEUzsiayRlZM8fUjiMqCqtmotflxOnx4NI9RGkaHqGjKgpmTSPeGsWhttZBqy17e7s3hLXCAJp6etjT1EhCVJRPtACk2KI52tHBtoZ6lmfO6HeMWdO4ZOYspisq7sQEFCA/KZmSlNR+8TcjRVfnoqulaJ6NCKEDZqAHBTcu06dACS1lWAgdRfEAA+t7nKyDJIw1PR3oRW+xWFi4cCF79+6loqKC0tLSIeuqhEu4DCcSvNlQDoeDyspKmpubB9VSmYypooGoqsqcOXNISkqiqqqKxsZGMjMzI2I8Gg1SuISJUIrQGVG4eOM9/Ot1NDU1DVvrw/u7l2Dps17PRyCPxznnn0XL8TZ6u50kZSQQ4xi+emVTUxOKogw55zzZGO0aG51Meyylqam8d7AaE32vW48ucAudeGsUFk3D6fEQpZnocLrQhfCJjg6XkyhNY7YjISy2KAQe6E2KQn5sHGWFxWE5T9/JFHqtP8DS+ys0fT2ITlCicGkX4DJfF3IzQih0u3OIF9sRIhkU78u4FUE0upoVPpvDQLCXs6qq5OXlER8fz5YtW4YMjp3oInZer5D/lIzjZIZZOGNJxtpWYmKib4pr27ZtcqpIEhxvrMRkeVx0XQ957ZaB3pCBKbZut5v6+vp+8R1DpdiOtaR62szQi43puk7N1qMc3HKUnanVFK3IZ1ZZlqG+VRjJFqPT2tvDzsYGojQT15WU0dDczO7WFgTQq3uIt1jJsNvRhaClt4fS1FQ8J+NeYswWXLoHj9A5fUY2eYmhTYUkRkWRl5TMhuPHsFssqCefyfruLhKjbBQNkQI7LtdWceCMugdFP44iGtHVTFBGLsI6eucj1FZUfR9CiUGh70uURzsNoUwPt9VjYjjBkJ6eTkxMDJs3b6atrY3S0lJfAoR/G+Ntx0DMZjPz58/n4MGDbNiwwTclE85YknC0ZbFYmDdvHjt37qSmpoa9e/eSm5s7pUSMFC5hIhSPS7CS/0Ol2Ibi9RhYUj1YYbFAKbbe370ptuvWrSM3NzfkGgbhoLOli/Uvb2ZHxR4UFIpW5LHwk2XExH/kgfG4PTx997Osem4dbpcHk8nEa394hzOuWs4l3z7fUA+lkT0uRhBWQgj+umMbf96xlU6nC1VRyLDbuXrGTM5OSadahZf278Wpe6jr7It3SYuxc+v8xVhNGq8frGZHfT12i4UV07M4Iyv0NVwUReHKgiIOt7VxuK0NTVXw6IIYi4UrC4sGxbdMFELNQJAx6uPdIgWX+XpUzwZUfT+6EoOulaGr5WCAa+5PKM+HN+XX6+GYP39+v2q74XjBj8ZroygKOTk5/aaONE0L25R1OFfOTk5OpqGhgbq6OhobG0dcWM/ITDnh8tvf/pYHHniA2tpaysrKePjhh1m8OHg6YEtLCz/4wQ947rnnaGpqIjs7mwcffJBPfepTIzqv2WymqamJXbt20d3dTXZ2dsBF5Do7O6msrBz0f/4l1YPV97DZbMTFxY1riu1ET2d1tnbx9D3PsH/zQSw2KwjBga017Nmwn6vv+ZwvZXr9S5up+PdGzFFm7InRRNlsdLZ08fafV5G/ZDYlpxVMmM1DYQRhYHTeOHiA323ZDECsxYIuBIfb2/j17h3cXVjKTaWlnD0zh/dqDtHQ3UVWXDxnzcwhNbovYPOG0nljOv/shER+tOJ03jt8iOrWFpJtNlZkZlEwgWI9nHifV6Gm4FE/xcgq6Ew8ob6cvR4Ob9BpUVER06ZN87UxUXYEIiEhgeXLl7NlyxYaGhoC1lEZDeGedjKZTCxZsoRdu3axevVqioqKSEsbfUC5UZhSwuUf//gHt912G4899hhLlizhwQcfZOXKlezevTtgoJfT6eScc84hNTWVZ599lszMTA4dOuSbuwxEXV0dN998M83NzbS0tNDc3Oz7/eKLL0ZVVWbNmsVvf/vbgFksmqaRkpISMBZE07RJ9xxMtHDZ8vZ2qisPkZ6Titna5w529rjYu+kAVe/tYPGn+l5SH762BV3Xibbb+lI9FQV7Qgz1NY1UvrXNMMIlEphsj9Bze3biEbqv/osGONQomru7WNfUwCn0iYvZCYm4dJ1t9SfY2dhAt8tNdnxodU2GI91u5/KCopD3n+w+G45IE8wj8ZDNnj3bF/fS2trK3LlzgbGvejxW74Y3oHjNmjUcPXoUh8Mx5oDY8chQ8q/5sm3bNjo7OykoiOzxckoJl1/+8pfceOONXHddX2DbY489xksvvcQTTzzB9773vUH7P/HEEzQ1NbFmzRrfHOpw9Teio6NZtmwZCQkJJCQk4HA4cDgcXHTRRfy///f/OO+884I+ULW1tRw9epTMzMyxfdBxZLyEi9vlZu+HBzi65zhR0Vbyl84hOTOR/VsOoWqqT7QAWKLMKCgcqKrxCZfujh4UVUUB+iWUK4Kezt6w2zsWjP6Sm2yOdrRjVvu71r3Bto29H13L6pZmfr6+goOtrbh1HZvZxGnTs7hl/iKsIdT6CDfDvlBEO5pnK9CDrs5CKNkTMk0TaffbaF7OKSkpLF26lM2bN7Nx48ZJs2MgiqIQGxtLXFwce/bsoampicLCwpBq0QSzabxqwqSnpxMXFzdsSEMkMGWEi9Pp5MMPP+T222/3bVNVlbPPPpuKioqAx/znP/9h6dKl3HzzzbzwwgukpKRw1VVX8d3vfjfonGVsbCy33XbboO0WiwWr1TrkTWfErKKBhNvGjuZOdlbs4c2nP6DuQH3f6s4CYv9k5zNf/ySWKPOglaCh76HzFzP5S+awe8N+dI/uy4F1O92AQu68mWGzd6xEwjWebGbGOag8Udtvm+dkn6WenIPvdbv5f2vXcLC1hSSbDYum0eF08vrBapJt0VxTUjbhdg+F6tmE2fUkil4PCFCi8WgrcJm/CMr4r7kU8gtYtKOINsCCUJL8MpAmjtEKhpiYGE455RS2bdsGQFtb25hiNsLl3dB1nbi4OObMmcOWLVtYu3Yt5eXl2O0jqx4dTpu8bQ18H9lsNqKioiLOQzcQ40Q0jpGGhgY8Hs+g+bu0tDRqa2sDHlNdXc2zzz6Lx+Ph5Zdf5o477uAXv/gFP/7xj0d8/rEE5xqJcL54d2/Yz+/+9y/88c5n2PreTlrq2wBIn5VKT0cP/3n4NTLnpKOoKh0tnb7j2ps6MFtM5C/5aIXhFZcuIWNWGi11bXQ0ddFyopXm2hZySmaw5IL5YbE3XBj5GhthwLo0vwCTqtHS24PL46HX7e5bOsBiZUliX5zJh3W1HG5vJTk6GuvJrLVYqxWL1hec2zvBS2cMdU0VvQGz83coeuPJonJZCCxo7jfRPO9MiG3De4PcqO7NmNyvoLlf7/vxvAuibcznH0vl3JFiMpkoLu5LSa+srOTw4cOjagf6BEc4vBvezxMVFcWiRYtISUmhoqKCY8eOjcomo6RWG5kpI1xGg67rpKam8vjjj7NgwQIuv/xyfvCDH/DYY4+NuK2pVIAuHLQ1tvPy/71Ja30bbqcba4wVi81C8/EWWupaSZ6RRFtjOygKi8+fR2dLF4d3HePwrmN0t/ew9DMLyfMTLglp8Xzj8Rs55ZL5xDhsJKTGc96NZ3LLI9f3yz6abCJhoJjse/D0Gdl8c+FiEqNsdLvdOHWdgqRkbisoJvbklG1zTze6EIMKvFk1E50uF51u47i7VX3TyfL800DR+qaHlHhARXO/P9nmAaDq+1D1SgTmPmGlJKDoB9E860FMbDhvuLwK5eXl7N27l23bto2qInm4ngP/z+OtRVNWVsbOnTvZvn27r+REqG2FM7U6Esaj0TBlpoqSk5PRNI26urp+2+vq6oJGfGdkZPiCYr0UFBRQW1uL0+nsVx1xOEwmU0QWoBtIuGzct+kAzbWtTJuTztE9tWiqitms4XGptJxoJSmzr1aFq9fFZ77+SUpOy6d6Sw11B+tpONLIiZoGDm6tIbd8pq/N5MxEPvnVMzj1i4soKgo9sHKiMfo1NgKfmZPHuTm57G9uIspkIteRwIEDB3A6negnF2vscrk50t5Gos1GtMmMoih0ulxMj40lzjLxBQiDvQQU0QEog6ddFCuKaBl3u4Z9QQkPir4PsPkt2hiFYBqKfgxFrUcoo8+KGekLMhyLpMJHxdY2b97MunXrKC8vx2azjaidcHlcBraTmprqW8bAa1t09PBfsCZ7+YBIYcoIF4vFwoIFC3jrrbe46KKLgD6PyltvvcUtt9wS8Jjly5fz17/+tZ/LcM+ePWRkZIxItEDolXONvlZRuIRLR3MnTbUtnKhpoLO1E49bRzUpKKqK2+Whq60bi9VMVn4mmqaSO28mLzz8KutfqsTj9qAArz3xLqdeuphbHvmS72EOZF9vt5O3/7yKdS9tAgFLLpjHmZ9fgTXaOC83yWBsJhPFKam09PTwUvU+ttfUEK0oPH3iOOuOHaXH7aLdqdPc04PDaiXKZEJF4bNz8jEZaEDW1el9okX0fLRWkBAoogOPVj6ptvXhQqEHoQyIB1EsJ70tzgm1ZqwvZ+/z752eWbJkCTt27KCiooKysjKSkkIrRhgukRCsHZvNxpIlS9i9ezdr1qyhpKRk2FTk8Z4qmipfqqaMcAG47bbbuOaaa1i4cCGLFy/mwQcfpLOz05dl9MUvfpHMzEzuv/9+AL761a/ym9/8hm984xvceuut7N27l/vuu4+vf/3rIz632WyeMlNFY7XR4/aw7sXNNBxpwmTWUDUVZ7eLptpWzFYzdkc0zXWtLDi3lJyyvnLkLz76Bmv/8yEAZqsJRVVw9bp5/5/ryFs0m3OvP8Nnnz+93U7u/vQD7NlY7du27f2dvPu3Cu7573d8dWAmEqNfYyNxoKWFn1Ss4lhHOy6Xi26Pmy63m7ioKNJj7LT29tDpctPS28vMqCiuLS7nvFm5E27nUNdUV8vR1UJUzxYgFoEJRbSiKw48ppXjYEwTmmcHoOHRSkJ4AVsQSjyKXotQ/FaiPrnEgFACL2joXxhzYMVt/38TExNHnAYcLuECfdMzxcXFHD58mE2bNjF79mxmzpw57DnGW7h4bSsoKCAhIYGtW7fS1NREXl5eUE+I0arwGpUpJVwuv/xy6uvrufPOO6mtraW8vJxXX33Vp3Jramr6XcgZM2bw2muv8a1vfYvS0lIyMzP5xje+wXe/+90Rn1sG537ErrX7qNl5lLgkOz0dPagmjeg4la62bhCC7KLpnHrpKZzy6QWoqkpPZy/PP/gKukegKOB2ejCZNSxWM73dTt58+gOfcIH+L5E3//Q+ezdW91vxVAjB/sqDvPHUe1x487lj+ixTDSN5hIQQPL5lE0c62pgWY8fZ28vetjY8QHNPD229vVg1Exl2O629vSzOyOTTc+ZOttmDUSw4Lbdicr2A5lmLggtdK8dtuhBdywvfeYTA5H4Bk/ufJzODFISShCP6LOATQQ/z6AKXOwfNcwSPuxqXJwahd4FopbNnJi3dDbhctQGFifdZG1iTyr8O1Z49e2hpaaGwsDCkF2U4PS7+zJgxg9jYWCorK2ltbaW4uHjItORwZhUN1056errPtvXr11NWVjZoWivY5xpPuyKVKSVcAG655ZagU0PvvvvuoG1Lly5l7dq1Yz6v9Lh8xMFtNXjcHqbNTqe1vo32pg50VSEuyU7y9ERu//s3aGtox+10Y4ky8/vv/IW2hnYABCA8Oi5d9HleFOho7ghq39r/fIiAfiv9KoqC7tFZ88LGCRcukXCNjWLf0Y72vpWarVFoqkqby0Wv3j+Qscftoq5Lx6aZcI4gyHE8GPIloMTjtnwRt7gccAExYa3hous6ONeief6IroNHJCOEjqrUM93xDHtqk9jR1hZQfHinp+Oi7ThijxNlaUJRLTg9M+n1zMZk1oiJCbwQqvffoT77zJkzqaysZMOGDcybN2/YafbxEi4ADoeDpUuXUllZydq1a5k3bx4xMcE9SuPtcfHHm869c+dO1qxZQ2lpKSkpH63VFm7hEszjMhXEzJQTLpOFpmlTIjgXxv5i89ZfUVSFhHQHCenxCB2ajjejqiqP3PIk9UcaMZlNpM1MZsu727FEWejt6u3rIwRCCFzOvm980/M/Ktg3aM5WF31qJ9DnMHg80ccdp8eDRwg0te+aNvX29Pt/RVFQAbeu41Y8lKb2jw/QhWBfcxN1nZ3EWCzkJyYRbR6fmikhPxOKFQg8Pemdehlq2iXYvx6Ph+Ls50l1tNPjSkZRelEVBUWJx6zVk2ivolMUBBQd/ZYEER6gG7D0xbiEAW8sx9atW33rCsXFxQXdPxzCZajjrVYrixYtYs+ePVRUVFBaWhqwcno4hUuoUzKaplFcXExCQgKVlZVkZ2cze/ZsVFXtt+ZcOBjq80W6eJHCJUyEGpxrdOESDhuLTyvg9Sffo7m2lYT0eBRFobenl862bjxuD0d2Hyc+JRZXr5sPX6uio6mTpMwEjlef6BMiJ58poQus0RYu/Z/z+7Xvb9+iT5Wza92+fg+pEAJFVVhywYIxfY7REOkDwkQyIzaO9JgYjrS3ERVjolfXUVHQEX2eN/HRv/FRUZydneM7ttPl5C/bt1FVfwKnx4OiQKY9lquLSskZYsmOsSKEQNd1n6AYTnQM3OYl0JTLwJXY/fcxm83E6i+iiliiovsve+DqbSA+1kNqUs5AcwejaMDIC6MNh6ZplJWVUV1dzbp16ygpKQmazRmOrKLhnjNVVcnPz/ctFZCTk0Nubm6/4yba4+JPZmYmcXFxVFZW0tLSQmlpqS+7VU4VDY8ULmEi1Kmij0NW0bTcNC68+Vz++9vXqTtwou+bs0nFHh+NyWJi2uyPvjl3t3fRXNeKEIK0mSk0HG06WREXTBaNr//fDcxd+FEw5kD7zr3uDN7/RwWHdhztq6pLn6dnev40VvrFxUwkRhanRhrIzJrGVYUlPLRxPcc62k8u5yD6UudVFY+uIwCTqvK5vELsflMQr1VXs/74MTJj7cSYLbh0D4daW/nrjm18Z8lSLMOs1usvPkL5t6urC4/Hw7vvvhtwQdSB/0ZFRQX1fmiahqofRvO8g4Ibt7YcoeYNO7UkemejePb0nd+778kaLC59WhA/z8ShKAq5ubnY7Xaqqqro6OgYJBZg/D0u/mRkZGC329m8eTOtra2Ulpb6lneZTOECH62AvX37dtasWeMr8RDOqaJwrVptNKRwCRMyxqU/p1++lNnzZ/L2X1ZzaNthVJPKsX112GI/Ssl0uzxYbBYUVaH1RBupM1PIKsiku62bztYuVn7pEyz99MIh7bPZo/jxK9/jld+/w9r/9K1hcsqFC/jkDWcSHRd6TYdwYSRhEAmcNiOLWIuFl/fvpeJwDbXdXURpJhxWKzp99VwcUVF8evZHQbk9bjcb644Rb7Vi00y4XG6E0EmxWNnfWM/q3bvIiY4ZUoh4i4KpqhpUYPivxt7U1ITT6WTu3Lk+D8moXPpCYHb9HpPrnyh0AwKT6y94tLNxWr4HQ7TpNn8STV+Noh9DEA8IFFrpcSXR6V48Dn6U0Bh4z6elpXHKKaewadMm2tvbKSkpGRQkO5ELEXoFQlVVFRUVFcybN4/Y2NhJFy7QF/RcWlrKkSNH2LJlCxBej8to10wyOlPzU00CcqpoMMerT3Bo+2F6e5xYosx0tnTS1tBOdJwNt6tvyqi3u7cvnsXlob6msW+BRVUhIcPBzoq93Hf5QyxYWcZpl52CzR54XRJbrI2Lv/UpLv7Wp8Ji91gx+jU2kn1CCEqSkimId1DtSOI/R2p4q6melt4eFCDZGsV1WbOora7m8EnR0dLTzdHaOkxC4NQ0QEFVFRRFpcvlpK6piVTR90xarVbsdnvQjJhQv5F2d3cDhFREbChUTwUm198ANwIHffOi7Zg8r6K75+K2XBq8r9RZOC3fxez6M4p+EFDwaIvYV7cIR1LimOwKN16x4C0ON3/+fF8WzUR6XLyYzWbmz5/Pvn37WLt2LcXFxROaVTQUiqIwY8YMrFYrmzZtYtOmTZSWlo64lthAZHCuZFhCKfnvvYmMXIo5XMKlu72b9/+5FgTMyJsGgO7R2bO+mgNba/C4dTwuDygQl2QnPsVBT0c3ZWcUsufDalrr23F2OdF1wcFth9m5di9f+/W1hhd/Rr2u442u66MKOvVPuVVVlaVWG4uzZ3PE2Uu0xUJ+vAOb1dpPcMwymdiowIH2NjIdDhRFRVH6Uqgz3G5OLSsnMzZ2knskMCb3qyj0Ikj0mxqKA9GI5nkdN8GFC4CuldKr/hRFnABUhJJMt3MzjvE2fBRYLBYWLVrEzp07fZ6OhISESREu0Pdszpkzh/j4eKqqqkZ9/nDZMxDvooyaprFmzRrKyspISEgYdXsyxkUyLKF6XODjIVyO7auj9UQbaTnJvm1pM1NobejgyK6jeFw6iqpgtppITE8gNSuZY/tqObK3lraGdlKmJ6KZ+r4N93Y72Vmxh8q3t5E1P8PQwgWM5dEYCd64D/+g0lCDT72xW5qmBZ16iYmJGTLltrq6GpfLRX5+/rC2njdnLn/cVsXBtlYc1ii63W663W4+kZXNtBBW5RVCUHmijg+O1FDf1UVOvINPZM0cW2Cv0IFWwApKYM+MQuvJXwbEfaCFvjyAoiCUj+LEjDyeqKpKUVERsbGxbNy4kfz8/EkTLl5SU1NZunQpq1atYvfu3SxcuHBM3o1wFXrTdR1N0ygvL+fQoUNs3LiROXPmkJ2dParPKwvQSYYl1EUWIXyrko4H4RoANbOGqinobh3MH7Xt6nEidFBNKpYoM0IIag+cICraitli4vj+OixWs0+0AFhtFnS3zr5NB8ianxEW+8aLyX6BhJJye/jwYY4dOxYw5db7GYIFndpstuFTbieA8rR0VFXl3ZqDHG1vJ8lmY1nmDE6fkRXSNXjtQDV/3rGVHrcbq6axs7GBimNH+PqCxZSkDE6dhaGvrerZgMn1H1RxFDDj0ZbgMl/itzZQH7qSg8bGvqBa5eQ9LnQUPOjKrJN/96Lqe4BuhJKKULLDWhNmMsjKyiImJobKysoRLToYiHAINa+INpvNrFmzhnnz5hEfHz/8geNkj387iqIwc+ZMHA4HlZWVNDU1UVJS4gsqnmi7jIgULmHCYrHQ2dk55D7+HhejEq7Mp8y5GaRmJXO8+gTT5qShqiqt9W00Hm0mKjYKj8uD1db3Laeny0ndoXps9ijs8dH0dPYGMKyvPozRp4rChX+p9eFSbAf+n7d/AsV0CCEwmUy+oNOBKbde8REJA15pSiolySk4PR7MmtavCOFQtPT08NyeXShATrwD6HsmD7W18szunRQnpwTMhAmG6tmMxfkIiO6+0vq4MLlfQRHHcVq+C8pHw6zL/DlMnrdRRANC9MV8KPQgiMFpuRxFP4zZ9VcUceSkuInCo5bjNn8OlMDB5pHygkpKSmLp0qW8//777Ny5kwULFozK0xGu518IwZw5c2hubmb9+vUUFBQwffr0UbUzHkG+DoeDZcuW+erjlJeXj0hcBZsqioR7ZTikcAkToa4ODcYXLuGwz2wx8ckbzuTZX7zIjtV76O7owdnt7CsoNzedugP19HT1Yrb0VeVsa2gnbWYK5WcV8/oT79LT1UtUtBUhBB0tnViiLJScVhARwsVrX6gpt0NVOx1Lym2gAWrdunWkp6eTnJw86P8iEUVRsI4wc2JvcxPNvd3MsH9UJE1RFJJs0RxqbeFEVydpMaHn6JjcL4PoRChZfdM4gCAa1bMdVd+Krs37aGc1kx7rfVicD6Pq+wCBruTiMn8JoRZhcT6Ioh862ZYZaEfzrEUoSXjM5wexIHJeRt4aNZqmsXbtWubPn++L7QiVcE6BaJpGTk6Or6ZKa2srBQUFI2o/nEG+A89rsViYP38+1dXVrF+/nry8PGbMmBHS+eRUkWRYRhqca1TCKQzSc1KIirbi6nX3pZ2aTfR09tJyoo3MuRnUH26kq60b3aMTEx/NF+66lJklM6itPsHW93fSVt+OUMBiNXPm55eTtziXhoaGsNgWKkKIYb0c/v92d3fjcrl47733Qk65DSZMJnLqZapwpL2N4x0dTLPHBg3Q1RQFBQVdCPxzinShoyoKmhK4zwO+LIQLVT8ESmz/6RzFBsKNqh/tL1wAoRXTa/s/0OtRhAuhZoCioLr7hA66E1U5jiAOXc0CYtH0DXjEOWGrdjvZ5OfnU1tby9q1a4NWtg1GuMYnf49EUlISy5Yt82VBzZs3j6iowFmMQ7UzFoIJIG99nISEBLZs2UJzczNFRUXDpjrL4FzJsFgslpDnbj8uwmXja1s4uP0wM0tmYImy4Ha52fb+LpqOtRCXaCerIJOOlk6aa1tZef0Z5C3uKzT3lV9dTdV7O9n34QE0k0bxafnMXThr1B6rQKvcBhMegbwh3n4JJj78U25bW1vp6OigoKBgxCm3H3e6PW4q6uvYpLuZl5pOwQi8Qm29vfx03RrWHD2MS9cxqyrLM2fw3VOWA1Db2UGcxUJajJ38pGTSomOo7exkemwsiqLg0XUau7tZnJFJkm0k9X9MCCUORa/1VXwGQLjpWwRxiOwmNaXfahWa5w0U/RBgAaGh0oai16Mrs1GEAvT2/d8AJnOqaCxBo3PnziU2NpYtW7aQm5tLTk5OyJ6E8RAK3qULduzY4ZuaSUwcPs08XJ6N4T5XYmIiy5YtY8uWLVRUVFBeXk7sENlz0uMiGZZQp4qMXj03nMJlZ8VeTGYTlqi+wdZkNjGrLJvd6/dxoqaBrvYeTGaN0jMKOefa033Hmcwm5p9dwvyzS/q155168Xg8tLS0jCrlNlhGi9lsJioqKqj3I9jUy0B0Xae3tzfowm6TjVG/ga0+epjb1q6ix+NB2de3/NQZM7L52RlnhTQV9NN1a3i35iBWkwm72YzT4+GdmoPUtLUSa7HS5uzFqmmUpqZxdVEpVxeX8njlJg60taCcVBwz4uK4oqAoYB8FfSYUBY92Bib9aRCtQBzgRhHHEWoqHm1+aB0gGtH0zYAGShTQF7iOaEcVe3Fr5wLGvKdGiv8LOiMjg+joaDZv3kx7ezvFxcUhCf3x8nB41xI6fPgwH374YUhZPRNZyM67DpO3Hk1hYSGZmZkB95UeF8mwhJIODZFRhC5c9imqMmgBxLhkO8lZSeSUziBvSS5JMxKYXphOc3sTJ5rqhvSG+Au+7du3jyrldiIeZKNfX6PR3NPDt9563bf6s7f33j9cwyObN/KtRacMefyR9jbWHD2M1WTCdlLk2FSVXo+HbQ31FCYlkxodQ7fHzarDh+lyufjfJcuYtuI01h47SktPD9PssSzNnE7CENMDwe4dt2kliqhF86wCUQOoCHUaLvONfVNIIaDq+0D0IEhDEY3AyawjIYBePKZyCDKFFSnBuV4G2hsfH+8rVrd+/fphp2nGWygoikJWVhZxcXG+pQKCCSohxLjGuATCW4/G4XBQVVVFc3MzBQUFg+wL5HGZKmOTFC5hIhSPCxhfuKiqGtS+ns5ehK4TZY8KaZVbe2YU7e+0wzEdk1lDF4Kejh5c7l5SSuNRU3R2bNpJVcV2UmYkMmtBNlE2K1FRUdjt9oDCpLW1lf3793PKKUO/zCaLSHiBGO3+e7l6H06PZ9Ai3zqCf+7eyTcWLhkyY+hYRwcuXcfuly4qRN+q0gAxZgtWkwmryYRZVdnR0MCepkbyk5K5NC/4KsYho5hxmb+E23Quqn4QgQ2hpPdNHYnuoNlA/RAALoSSCFhQaAY8CKJAcaCr5WO30yAEuv+sViuLFy9m+/btvmJ1jiA1dcIhFLw2DNWON6unsrKStWvXMm/evKCVkydj6YCUlBSWL1/us6+8vLyfp1dmFUmGxWKxDBucC8YSLgPjPlwuF+3t7XR2dvqKgbndblrqW9mz5gDH99b9f/bePD6Ou77/f87M3lrdp2VZlnXaui9LtiEkJCHmPkqB8g1naWih+bb9pf0WaCmlpTSlKTT9tvSbAqXQg0Ip5QyEJE4ccsg6VlrJkq3Tli1Zh3Wfe87M74/1rHXsSrvSSloZvR7xQ8pqduazszOfz2ve79f79UaWFeIPWcmuyiQubT25WFlaW/v6Cm72TXPVPoRb8OX8dToDr313HUWl+Xzviz9h7ua8T5goCYy0TfL+P/tVvB6ZZ77xAm3PXkSURKpfV87rPvQaYmIMSJIUNecvGKJ9fNGGm0tLSKLoJxorsezx4JJlfyQlEDKtVvSiiFtRMN96wlRUFa+qIgrCqvfG6A3cXFpm0rEc1hg3/U4FAVXIRhas6Dw/RVR+goAbRUhEkV6NLJ0O6sUiyhfReX6CoM4icBOIRxEPATEIjCBLp0AM7qC6nyIuGxEGURQpLS3l2rVrNDc3U1JSQmZmZsB97AZxgdupmZ6eHhoaGigvLyc1NdX/dy0KvFc9j0wmE3V1dfT29tLQ0EBpaam/K/d+ui7CxQFxiRBCqSqCjSMaW0GwkttQdB+BSm5lWUaWZdxuty+1ooj0PDfIzatTJKUl+QSoEwvMX3bymnteQ1JGwobj+63Hsmk/f4mBtkEkncTx+nyOlmbxtx/5CovTS2TkpiGKIi6Hm+7GPp584lkuvdLLcO8oeqMOVPjpPz1Lx/lL3PPeMyzML+DWO1Dqo9PE706dKHYSx5OTA5IWgKzYWEybaB6yYuM4c/gI568PgqpikCRcsoyqqsQZTZhXRGKWPR70kkiyaXs9hwJC9aD3/Bei3IMipqMSj6BOo/P+CFUwr6suAhCUUfSebwJzKOIJRKUPgTlEZQFVSEEVC30eLncYgt0nmvlaTEwM7e3tLCwsUFhYuGr73SQu4JuzT5w4QXx8PHa7ndzcXHJzc1c9hEbKOXcrn0sURY4fP05iYiIXL15kenra71AcjXNkJHBHEpcvf/nLPPbYY4yNjVFRUcHf//3fU1dXt+n7vv3tb/Pe976Xt73tbfzgBz8I65jb0biEW3K7lS63oZbcDg8PMzU15bddv9zQy8L4EgUVuUh63wKSnJHEtUvD9LVcof7NG4sPjRYjdW+s4uQbKhm7cpOxqxM89x8vMzM2S3pOqv/YRrMBS5yZF/+7Eceik6SMeL977uLsEpcaernScQ2DWY+iKoy0TPPQYw8Gbby4l4jmiEs0Eqv7jx7jSGwcNxYWUNYkjH6zoiakMX+i/gwCPpHvoseDXhQpT01j2eNhYnmZBKMRh+xlYnmJ8tR0CkOoFlmLzcYhKgOIyhVfCbNgBEAVMkG5hiQ3+tI9a8WgcguCOoUi5PmEvkICgjKByCiKWInb+AgIG/uc7Kcn61AJQ2pqKqdPn6a1tZXFxUXKy8v9zrG7TVw0ZGZmYrVa/bqXsrLbxQORirhsh2ikp6cTGxuL3W6nsbERr9e7b66LcHHHEZfvfOc7PPLIIzzxxBPU19fz+OOPc/bsWXp6ejb0ChgcHOQP/uAPuOuuu7Z0XJ1Oh6IoDAwMMDU1RVJSEvHx8QEJR29vL8Cq1yH0ktvtdLndDGuJ1cy4r7eKRlrAJ7o1xRi5eS00TxWPy8MP/+HntD/XhWPByfKCg/mJBeLT4oiJu/3kq9PrWJxdQqeX/KRFlhWmR2dRZAVRJ5J0KIH5mXk6zl/ip//0LO/8/TdH4mMfYA+hlyT++Q1v4ZPPPEXrzBQASSYTH6+q5a0FhSHtI85o5C9e81puLCwwtrTIIauVVEsM/9NzmeeuDzK2tIhBkqg7dJgPl1Ug7ciT6Cw+Ua1x9ctCLII6CXhYV86sTqEi3SY0ggVVOoqiiKhi/KakZb8hHMIQExPDqVOnaG9v95vVxcTE7BlxAYiLi+P06dN0dHTQ0NDgJy97lSpaC4vFwqlTp+ju7mZubo65ublVJd1aZet+xx1HXL70pS/x0EMP8eEPfxiAJ554gieffJKvf/3rfPKTnwz4HlmWefDBB/mzP/szXnzxRWZnZzc8xte//nW+973vMTMzw/T0NDMzM0xNTSHLMtXV1VgsFn77t3+bs2fPriMaoiiSkJBAfHz8lktudxJriYvJakJV1ivnPU4v1kSfEMzr8SJKYtCnhZe+18SFH9mIT4n1EY+pBWbGZrneNUxRXT6i5EufzU8vEptoxbHo9L/XMe9A9siIoug/P3qTHkmAhh/ZeNvvvB6dPnou473+/kJBNEaE0mNi+HRZJdMOB+nZRzhkjUW/BXJxOHa18dx7TpTwwLE8xhYXiTUaOGyN3bL3yOaIB0RQXavJi7qIKmbjb9q1cr9iGoIso6rK7aqhW5VEKuv1HcHGth+uOwifMOj1empqaujp6eHChQtUVFTsKXEBn56xpqaGvr4+WlpatryftYhU+bIoihQXF3Pjxg36+/txu90UFBTcUWmj6JnxIwC3243NZuNTn/qU/zVRFLn//vtpaGgI+r4///M/Jy0tjY985CO8+OKLmx7n2LFjvPnNbyYpKYnExEQSExNpaGjgG9/4BufOndvQ0XBiYoKkpCSSk5PD+3C7hLXEJackC3tKLGNXbpJ2NAVBEJgem0Vv0hGTYOGHf/9zbvSNYrQYKLvrBJX3lWIw3Z6gZVmh5Sk7RrOB2CTf02Nccixp2cmMD04y1DNCXHIsjgUHcUlWqh8o42dffQ7HghNzrAmvV0ZRVERJJCbB4n8y1Rl0uB1u3A5PVBEXiE5isF8Qp9eTHbe1ZnfBkGgybVjmHCkoYj6KmIso96KIGYARQZ1CQMUr1QcU5yriSRThRUR1EIU0QEBUb6IKSci60Crn9uP1Fs4CLQgCx48fJzY2lra2tlXi2K1iO8RFe19hYSFms5muri76+vrWaXG2MqZIkgtBECgrK6Ovr4/Z2VkqKiq21QU7mhBdM/42MTk5iSzLpKenr3o9PT2d7u7ugO956aWX+Od//mfsdnvIx3nta1/La1/72lWvDQ0N4fF4NrVhjrQ4N9JYS1ySDiVy93vO0PCDZm70jQEQm2Qlt/woTU+2MT+1SFyylfmJBZ79118wMTzFGx66138DepweluedGC2GVcc4WnoEl8NDQmocBrOBE6fyuetdpzhaksXszXkaf9zK0vwyXo8MAljizMTEW1AUBUVVcc07yKvKwRwbXRqX/fLke4Dwsel3K+jx6t6FxE8QlQEEZlCFeLzSAyjiemEugCqm4jF8BJ3nfxCV64CKIubi1b0NVTwS+Q+xx9jO3Hf48GFiYmJoaWnxp+a3utBvl7ho0B5Ab968yfz8/LbIQaQjZ4qiEBMTw+nTp/1uwGVlZf6qo/2MO4q4hIuFhQXe//7389WvfnXbTefuFAO6QOPLqzzK4YIMRgfGURSV9KMpnPv3l5ifXCC7+LD/ZluaW6b7Qh8Vry0hq/AQAEaLgfScFK60Xycu+XYI37XsJjEjgY984X+RV5Wz6ngf+vx7OPWWGi694tMC9TT1c6X9OvOTC4g6kcWpJeIS43j9R14blUQh2r/fXza4ZZmLEzeZc7k4ZLVyPCl5x86DKqbg1X8QQR0HnKhCKggbO96qYj4ewx8gqKOAgiocWtVRetNj3sGporVISEggJyeHwcFBv1md0Wjc/I1rEKkyZi1Kcvr0aX8X56qqqrC6OK8cUyS/R21skiRRVlbG8PAwly9fJjU1ddMH7GjH/h79GqSkpCBJEuPj46teHx8fD8gyBwYGGBwc5C1veYv/Ne2C1ul09PT0kJeXF9Kx9Xr9vvNxCYRgN44pxsix8mzAp2m50TdKXMpqvUBMvIWpG9NMXJ/yExdBEHj1O+sZ7h1lZGCcuGQrHqeHxZllSl9znJxb+1wJURQpPlNI8RmfMNOx6ORnXz1Hww9tOBYdpOUn875PvIvK+0oj/fG3jf2ygPyyYHBuln9obeHa3CyKqmLU6ahMS+djVbXEhvFkrJEDQRlFkhsR1ElUIR1ZOoUqrkldCILPgC4cCCKqENi6PaS375PrLhKRDp1OR1JSEpIk0dDQQHV1NXFx4RsJRlJQq9PpqKys5OrVqzQ1NW1oxb/RviKVKgrk6JuVlUV6evod0TvtjiIummjq3LlzvP3tbwd8ROTcuXM8/PDD67Y/fvw4Fy9eXPXapz/9aRYWFvi7v/s7jhwJPVSrRVw2e/q5E3oViZKI0WxgdmJu1euyVwaEVWkhgNK7jvMu71v4xX9dYGJ4Cr1Bz93vPcN973s1krT5jWq2mviV/+9NvPXhs8xMzdLV3UnlPaVMjcww3DOCKcZIbmUOekN0XM7RTEwh+scXKXgUhf/XZuPK7AyHb4l9l70eLozcIMVs4dfLK8Pan0Xfh8H15K0KIR8k+Rnchv+NKhZEePShYy+/z3AX/0gQF22BLy8v5+rVqzQ2NoadAtlOmmntWLTPIggCubm5xMXF0d7eztzcHMePHw/5OJGMnAU7z3eKQDc6ZvoI4pFHHuGDH/wgtbW11NXV8fjjj7O0tOSvMvrABz7A4cOHefTRRzGZTJSWrn5q12ym176+Ge6kiMtG43M7PfS2DOBYcDLYMcTizBKZeRkYLQbGrtwk+XAiR0uy1r2v4rUllL7mBAvTi5gsRkwxRmRZ4VrXMFMj05itJnJKj2CODW6PrtPrsMSaUWSFH335aRp+0MzyvANJJ5Gek8q7P/lWjpWtj+DsJvbLk+9+w/DCPBPLy6THxJBgNPE/vd2cu3YVp9dLbUYm7z5ezJE1T92XpyYZnJslM8aK4dZTZozeQJzByys3hnj38WKsIUZdBLykWZ9EUKdRhaM+oa2qICjX0Xv+A7fhM0F7Cc04nTSN3mDJ4yEnPoHy1DR0EV5AdvK6UxRlXef0lT5SWVlZITcVjRRx0cp6c3NzsVqtdHR0sLCwQH5+fkj7jmR/obX7SUlJ4fTp09jtdpqamqisrNyw99JG+9oqImmMF42444jLe97zHiYmJvjMZz7D2NgYlZWVPPXUU37B7vXr13fky/xlIC6KotD0ZCs9TQMkpMeRnpvGaP84k8PTJB9OIjM3ndd96G5i4m97szgWnQiCz/dFkkQSUn2Li2PBwc++9jz9rVfxun3nLfVIMm946F6yioKXgQqCQP/L17j0s6uYY42k56bhdXsZ6R/jP/78f3jkn38TS1wIvWEOsC8w73LxhN1G8+gILlnGKEq4FJk5lwudKCAKAj/q7+HCyDBfuveBVeRlwe3Coyh+0qLBKOlY9npY8rhDJi4m/RB66abPUM7vuSKikoqoDCKoN1CF9RHalrER/sHWzKTDgSCAThCpTMvg9+tOhXzszRDKfKKq6oYEZO3vK18L5LCttfVQVdXfJyeUSslIlTKv3EdaWhr19fV+s7qysrJNNRyRbNQYaD2xWCzU19f7ey9VVlaSmBi8bcNG+9oKgml4DnxcohgPP/xwwNQQwPnz5zd87ze+8Y0tHTPUJov7rapoJW5em+RKx3VSs1MwW02kZacyc3OOq+3XyKs6yhs/er+ftFx6pZdvP/oDrnUOgwC5FUd58E9+hfzqYwA0/dTOpVd6SD+aitlqQvbKjPSP8fOvn+d9n/1VjObAk7qqqvQ3XEOUBOJvkSCDSU9aTgo3r03R+VI3dW8MXMGxG9jPxDQa8YTdxgtD14g3GIkzGhlfWuTG4iJWvZ4kk6+8XlFVbi4v892eSzyyopP0kdg4rHo9824X8cbbT7xzLheZsVaSzGHY/qsKvul+7cIi4OuQKK97y7zLxT/YmphxzJAV40ASFJa8FprHhvheTzwfLKsI/fjaMFR1XYNTRVGYmJhgenp6Q1Kife9re4ppZGStyeVan6lAi6ooioyNjdHa2sqJEyfIylofbY00ApGO2NhYf5RDM6sL1hAx2D4iNRYNmij2+vXrtLS0UFhYSHZ2dtDtdyJVdBBxOcCGMBgMd2xVkYa5yQW8Lq/fZl8QBZIyEhDwTYZapONK+zW+9JF/YmF6EYNRD6hceqWXxz74j/zp9/+A1CNJXHqlh9hEq39fkk7iUG46o1dvcv3SDQpqjgUeoArLs05i16QFJJ0EqsrC9GJEzsMB9h43FhZoHh0hzmAk9lbliKL6qIJLlvEqCjpRRBQEDJJI8+jIqvdnx8VzKjPrVkrJ16hx3u1CFATelFcQlsGd05uJR0nAqE6icuhWqkhFUKdQxeyAwtqW0WGmHDc5bJ5DQgBVIEZaZlm0cP56P+8uPI66otFpqJEQ7f7UyIUsy8zOzmIymdDr9au6q6+NkOh0uog/cWdlZWE2m2lra2N5eZmCgoIdXZyD7cNgMFBbW0t3d7e/w3RSkNYOu0Fc4Jb1w9GjxMXFYbfbmZubo6SkJKBANpKpokg2f4xGHBCXCCHUJovRTlwgeOhZb9CBgM9+f4Wo1u3yEJts9d8k33/8p8xPzGOwGJD0EgaTHlOMytzEPE8+8QwPfuadeFxeXxPFFZD0Eoqs4Ha6g45N0knEH4plccRBfMrt8mq3w40oiaQd2V5ZeyQQ7d/vfsHE8hIuWSZuRbmrKAgI3Gouqqr+CUxRVUwr0gNeRaHhxjBzLidmnY4Z5zITqopFb6AmPYPylODtPwJBUU1MOx7AavkZgnoNVCPgQhXicPB2HMtuvN7lVUTjxng7quxAkUVkWQRUVFVCVB3MLY5x/sUXMQVIv6zsMRYXF3c7MqLzYNAtotPHI+pul3T/4he/oKioCKt179oDJCcnc+rUKWw2G0tLS5SXlwdcnCPpehsImmtsbGwsNpuN48ePByyy2C3ioiExMdEfEWpsbKSysnJdREhV1YhV/ATSEmmVRncCDohLhBCOxiWaq4o2SmUdyk0jMT2esas3ST+WhiSJLM4s4Xa4ya04CsBwzwhtz3b6Okwvu3HjxrkkYU3w3aQdL1zC8JiBsasTyF6Z4jMF/pt1YXoRS6yZ1CPBc+WCIFD0mmN0/nCA8cEJX3m128vC1CL51cc4fio/wmckPNypTzibQVVV7DfHuTQ5QZzRyD3ZOWGVGwdCRowVk07HksdD/C3yEm80Mrq06Jvkb51ql+xFUVXuO3rMP5Yf9vXw7LWr6EWROKORK7OzuBUZh8fLc9cGsd8c5zNn7qI8zad90/QfwSIes7OzzMwcYXb+LSSY2zBIkyw6shmdPsGCYxlRbF5HQHIskxglhSVZT6xBhVvJpkU3VKfN8/ozRgRdPkiHNjm5MpL3PJL8DIK6iCono1CBV/dAVPUyslqt/saITU1NVFdXr/NYiRRx2SwFcuTIEWJiYmhra2NhYWFddc9OinODwWQyUVdX548IVVRUrPIPi2SqSBvXnTofHRCXCEEjLqGEDqOd9QYbnznWTP2bq2n6qZ3R/lEURcUUY6L01UXkVR5FlhV++PdP+cuiJb2EqvrKpBfnlvC4vEwMTfHS95qQPV6cSy7mJuY5cboAj9OD2+nh5BsrNyQuAFnlGRQfL+a5f3+ZyZFpdDqJ+jfX8OaP3Y/euL4fzG4j2r/fSGPZ4+EPzz9L89io/7M/3tLI51/zWk5lhq55WHveMqxWzhzO4pmrV1BVFYtej1uWseh0KKrKrMuFrCi4ZQWjTuKV4SEsOh1lScm8eP0aMYJIrKTj5YlR3LLv3nR5vZh0OsYX5vmz55/ldw8fRZVlf5d1SZICRj8EQUCv12NNqEfQvxpVpyMhSU9qjj5ok1PRM0Lz/AWeH0nFpYJBUllwK8Trl/i13C5MyhB4YvEqr0XWnQ3YEgBA5/kWes+38DVplEC4jqheB9WJV//eqDKgMxgM1NXVcfHiRRoaGqipqSF2Re+o3RxrUlISp0+fpq2tjZaWFiorK/2utrsdcdGgRYTi4+Npa2sjLy+PY8eO+deFSGpc7lR9CxwQl4hBuyG8Xu+Gls/RTlw2G19mfgav/8hrGR+cwOPyYLIaST2Sgk6vY6j7BsO9Y6QdTeFG3xhet4ykFxFEAbfDp/+JTYwhKSMevVHP3OQ8cxPzzI7Pk118mLK7T1B5b4n/5l2edzDYOQTAsTJfqbT2t+oHyqm8r5Tp0VlMMcZVrrx7iWhZQIJhJ66//9dmo2l0BJ0oohNFVGDB7eZTLzzPD37lXauEsaFAE6COzM9RGp/AeFIyPbMzTLicGASJs+mHKIuL54Wb4zRPTyGpCgYZLo+PcWl8jGyjEaeicNhkZlRVmHI5kW99ZlmRmfIomHU6ZhUZXeYhKtIzNhSgAnR3d6PX68nMDK3xIYAqlfD/VfycnFh4ejiZRa9CfeoYv3qsj4q0Q6gcRlQH0Hu+hqh0I+tehyKeWFVWLchX0Hu/A7hR8VWlCOoSgjqOKDQhqFvrZr+T0DxWBgYGaGxspKKiwt9fKBKLczhRDq26RyNS1dXVxMbG7nhV0WY4fPgwVquVtrY25ubmKCsri5i3jDauaJ+LtoMD4hIh6PW+J323270hcdnPVUUaTDFGEMD+XBdjV26iM0gU1eeTlp2C4lU4lJuOc8nF9OgsXpcXFUD1Gdc5l92MXrmJ0WIgKSMB15KbIycy+dDn37PqRmv+mZ2ffeUcszfnAUhIj+dNv3U/5a89AfhuTJ1eR1r23mta1iKav99Iw6Mo/GSgFwH8YlcBMEoSSx43z1wZ4E05uSGJT5eWllAUhaEbN3hhboaO5SVcqk+Am2ow8pr0wxTFx5NiiUGn0/Hi9BQGnY50iwVJFBEEgSWvhzG3h4zYWNKSU7g+P488N4vAbVKpE0UcXi8IAnqzOWQPkrDN1sQsdKY3897CH/Pe/CFkZQa94POBUUhHVDtvmdk5kORziEofsu4+vLp3+KMvkvwSqMuoJIDgi+qoaiwCs4jKCII6F5WLlCAI5OfnY7FYsNvtFBUVkZ2d7f9bJPYfKjRX2/7+fhobGykvL49YGmU75z4+Pp4zZ87Q3t5OQ0MDFosl4qmitbhT0kcHxCVC0HwDNqss2u8RF4AbfaP85MtPszCzREJaHB63l4YftHCsIpu4FCvzkwsUncxjfnKBqbFZ5icXWJ53IIoiOr0OVVVxLDiZ8E4hSb500sqb6erF63z/b3+K2+UhOSuJhelFv09LfPoHgeglB3fCpLAWiqLg9XoDko5Zh4NljwdUFa9XBlQ/UVVUhbbubpLHbgZMv6wUoOp0OiYmJgDoFqFrdpK4+DgSjEZcsszY0iI/n52iU/YgzkxRlZ7BwPIScWbTqgcFqyiy4PagE0WGFuZZcLvQvhEVn4+KKIgoKKgqFCWF1qV9q9ebrLsXRSxAVLqQvC+jKNdQxVIEdQhBnUDFioAEQjyqEIPkfR5ZKkMVfE68groESAiCF5VbaVDBV6GEKqMKccBk0OPvNTIzMzGbzbS2trK0tBSRBn9biXIIgkBBQQGxsbG0t7eva8S7nbFs557XKqF6e3sZHBz0PwBHYlwHqaIDbArtgtNy5cEQ7eLcUIiL/bku5qcXyT5xu8GiNT6G4csjFJ8poumnbYwMjGOOMWI06TGaDej1OpYXHICKpBMRJQPOJSdGs5ETp1bbpbc9c5GleQeJGfH0267iXHKiKirTozN85Xf/jXv/oG6nPn5EEK2kSlEUFEXB5XIxOzsbchmuJjrXdB5r/T3STSZGlh0YJAEQQQBZURBVkdfX1PLqI8G9K1ZicXERt9fLL4YGMUgSyWZfeb0Bn45mZHGRObcbi07H5akJ5lyudWkoFd+6fubwEYYX5hmcm0MUBGRVRVBVEFTciowAHLZaV1Us7RRU8QiyeASIQ+f5D0BGUG+iIvmiKKqMShyQAEz7Ii+3Wgio4mEQLKB6EAQXKgZQPYATRSxGFY6gqgNRTZi1ihqbzcbc3Nzmb9gE2yELGRkZWCwWmpub/SnJ7VTyRCLaJQgCRUVFTE9PMzY2hslk2rCkPBREumFjtOGAuEQIGnG5EyIum+FG3xjWhJhV2xotBrwemcyCdB78k1+h6adt3Lw2SV7VMa533wBgpG+M+ckF3zlARfbIZJSkUnO2fNX+p8dmESWRa13DOBYc6I16BFHAtexmuHeU1h9c4r6z90X2g+8jyGF6f6y0ZwdfV3SDwRCwDFfzAgkUIRFvpWPW4uMmI599+QUcsoyI77sVBIGSlFTOZB0JawJ1yTJzbhfmFU+eUw4HC7cM1BbdLryKgvXW3+dcTuKMRgyShKqqTDmWiTUYeUt+IRa9nn/v6uC73Zcx6XQ4vB6cXhmDJCEK8Ka88PoLbXchkKUKRLkRUelBUJcBD6hzqIL1VqNGAVQQVGXFe04hyc8hKFcQVA8CTsCNKqTiMTwUVNAbbbBYLJw6dYrm5mbcbjdOpzMkG/xA2C5ZiIuLo7CwkO7ubhobG6murt7yWCJJEAwGA8eOHWN0dJT5+XnKy8s3lB1shIOIywFCQjjEZb9HXGITY5ifXFj1miIrIIDFaqb0ruOU3nXc/7f//Ivvc6mhl9K7jjN2dYKpkRlARZJE3va/X7/KJXd6dAbZKzM1Ms3ynMPnG6Oo6A06BAFMViODzTdYmlsmISX81vE7jVAnMe1pLxzr9ZVOqXDbgn0t0dDr9VgsloDuqF1dXWRkZAQUmXpkGZcsE3OriiZUvDrrCOWpabSNj/miGYJAisnEx6tqkcKcPE2SRKrZwvX5OX8J9IzLiVuWUVUVj6KgeDwsud0IAsQZjEw7Hbc8KsBqMPCbldWk39KtfKisksG5OS5O3CTeaCLBKOCUPWTHxfOGvF0unRdi8Bg+hM77PHh+gqheRxUyUcQjgAnUecCIIt4elyqm4Tb8NnrPfyEqA4AHRcjCq38fqlTs20ZVfekwVfbrYHbtI4Vxnej1egoKCrDb7X6hbHx8+PdwJKIcOp0Oq9VKbGys36xO61O322NZuS+TycTp06f9YuKqqqotdb4+iLgcICQIghCSCZ0oiiH5vewVNOKy0Q1Z8qoirl++wezEPPEpschehbGr4yRnJnKsfH2Tw6rXldHfNsjM2Bzpx1JJOZzE5PAU6TmplN11W2z7s68+xwvfbmByeIrF6aVbA/KRIq/Hi8GkJzbRysLCYtQQl5UW7B6Ph4WFBbxeL8PDw5uSkpUW7IEIyFYs2DdDoO903uXiax1tPDN4BbeskJeQwIfKKjlzOLRS5v/qvsTI4iLFySnoRQlVUJlYdvD1i3ZKU9Mwb9I3ZiVEQeCNefn8k72VscVF4k1GllxuFFXFKEnE3HpAUFSVRbeb/KQk3ll4nP6ZGWL0el6VdYTsuNvXhVmn49Nn7uJH/b28NHwdj6xQdyiPt+YXkmYJTZQLEUz/CYl49b+CV7obveerSEo/gjpxq6WAiFe6C0UsXH1ssQC34Y8Q1FFARRUybgt1FQdZKS1YlZ8hOZ0oYgGy7iyKVBSZ8UYYgiBgMBjIzs6mqamJ8vLysPUmkfSCKSkp4fr16zQ3N1NcXMzhw+sdkEPZTySgfS69Xk9VVRVXrlyhsbGRkpKSsKrZIj2uaMQBcYkgQiEud0KqqOTVRUyPz9HxXBfXL99AFEVSspK47/13YU1cvRioqkpCWhxld5+g66VupoankHQSx8qzecND9xJzy5iu5al2nv76eXRG3a28s4gsK77Quegbk6qoOBadmOONxKdGtvxZVdWwrddXWrBrxFUURWRZZmpqyk8wzGZz0PTLTliwhwOvovCJ8+e4OHkTnSAiiQJdk5P8yYvP85evuZf6zI0ncqfXyy+GrhGj12M13NaLZFhERhcXsY+PcTpEAqTh3uwcXF6ZHw/0MuN0oqIiCgJG6fZ0pag+EXCcwWd2d092TtD9xRoMPFhcyoPF4XV83xSqE1HpQlRGUAWTT3Mihrjwicl4DL+NIjchKj2oGFGkchSxKnCXaUHwNXhcdXwVvecbHEt/CZFkBExISiOiuweP4WEU6cT2P2OEoS2ox44dw2Kx0NHRQX5+Pjk5OWFFKyNRUq2lPo8ePUpMTAzt7e0sLCxQVFS0q2NZOybwzcN5eXnExcXR0dHB3NwcRUVFIZORg4jLAUKGXq+/YzQuGzYP00nc857TlN11nPHBCfRGPdknMjFaVgsdXcsufvbV57jc0MvyghOdXiIlK5n7P3AXhSfzVt2EjT9pRVYU4uPMDC+50Rl1CB4Zr0dGEAUknYTs8eJxeam4rwidIfClq1XAhKP90H5qnz8QudDr9cTExARMv+j1eiRJQhAE5ubmuHjxIhUV4TfQ2wtcGBmmc3KCGJ3e30XZLOmYcbn4t66OTYmLw+v1dW1eI3DUiSKKqrDoCd6+IRiEW1GX1x7NYXxpkX+5aOeloSGcspdlj+zfJkZvID8hMez9bxWr7gd1Ab3n3xDlbhAUUFVU4Xm8+reiSKeC72TVDmORdfchszW9lqj0IcnNOD2xmIUMBEECNQmBQSTvU1FJXOD2eUxPT6eurs5fcVRcXBzSwrwTbQNSUlI4deqUv8N0RUVFSBU+kU4Vrd1Xamqq30SvubmZysrKdW7EOz2uaMQBcYkQtCfuO0HjAqGFxpMzE0nODL5wvPCdBlqeaifpUALJh5NwLDgYaBtkuGeEQ3npZOalU3O2gtyKo8yMzWI0+US42v2mN+lRFN8NqCoKgihS9YYSjt+Ty8DAgE/z4PEwP7WAc9mFMVaPckvYKIpiUAJiMpmCpmeCCVDDPX/7BT3T0wB+0gK+z2CUJLqnp/yNDIMh3mgk0xrLwOw0sSsiLoseN0ZJT05cwpbHZtbpyIlP4LXZOXRPTqGXRFyyjIqKJIjoRZGaQ+GF0LeKtfeD5H0BUe5CEbNBMN5quDiKzvMkbrEAhNDKrAMfzImoXEZQRkEwoYgFqELWOiGuoA4i4MIrm9DaCSAIqGq8Tw+jukHYXtuFSGPtghofH+8nDDabjcrKyk0Jw061DYiJieHUqVN0dHT4O0xv5vGz08QFbgubOzs7eeWVV6isrCQxcWPCvlGqaL/NUYFwQFwiiDst4rIdLM876HjhMtakGMzxZjweL1NjM8zc9JnSeRUv1y4PYXu+nfIHjuNR3UzdnEHVK+hMEo55F6JORBAhJsmM7JGJSbBw5sFq5pfn0Ol0uOY9vPzvrVxpu44qq6TnpPLAr99NxT2Bu6/uFqL9+105vliDARUVRfWlYzTIqkKc3oy0ySQnCgJvLyji71ubGV6YJ85gxCV7cche7jlylPxNJthQ8KrDR+ianODlG8Pap8AoSbw+N5+ylNRt7z9sqAqSYkcVYn2kBXyEgQxE5Qqi0ocibZG4qAvoPP+FqHQj4EuVqkIsXv3rA0RyzD7PHFZfbwIeVCEe2Lt7IBgCLc5ms5n6+nra29u5cOECNTU16xoQbraPSIwDfHN4dXU1vb29/n5CmutvIES6o3MwsiFJEuXl5Vy7do2WlhaKioo4ciR4xd5BqugAISPUiEu0L2ywevFdKUANNf0yPTrLyNAIRqsBh7yEKqsM9YyhCiDqRQwWPUaLgYHm61zvGMFoMbA870R2yaRkJjHmnMDj8iKIAqpbJS4xlg987t3Unqrm+eefJzU5ja997lsMdg0Rm2RFMosM94zy7b/4Adb4GApr8/b0/O0X3JN9lH/uaGPe7SLOYETAV5IsqypvyssP6fPcdSQbURT4QW8PNxYXiDMaefvRIt5ReCIi50MvSfxWZQ1nDh+hZ3oKURAoS03jeFLyHp1vBfCynhgIvv/Ujb2cNoLkbURSulCEHFTBcCuSM47O8wweIe9W2bQPslSOJKQQY7yOoKaAuoCgjCGwiCKd8RncCds3fIskghEGnU5HdXU13d3dXLhwgaqqqqBRhZ0kLnDbVyU2Nha73U5BQQFHjx4NuP1uRFxWjisnJ4e4uDjsdjtzc3MUFxcH7cJ9IM49QEgItapor4jLSgFqMNKhES+73b6KrGhj3ij9YrVa/X9XchQu/2SQ5dll0rJSmZuYR2QCo8nnnJuSlkxP0wDuZTeiJJKQGo9Or2dxZpGlOSdpOanMTyzgWHDgdnrwemWmR2f9N3fXL3oY6r5BanYK+lt6F3OsmbErN3nxvxr3jLho53m/IM0Sw6dOvZovNL7MnNsFgCSInDl8hPeVlG/y7tt41eEjnMnMYtHjwSRJ6CMc8ZJEkar0DKrS924h9i8qgg5FOIGk/AJVTfaLaQVmUIlBEXO2dgBVRVTaUYm9neIRBFTSEdUBBPUqKiue/oV4XNL7cXkfJ44uBGURkFBJQlBm0Hu+iUf/flRxd9JpoWCje0MQBE6cOIHFYqGlpYXS0lIOHVrfOXuniYuGzMxMLBaLv8N0SUnJOjKwE1VFmyEpKYkzZ87Q1tZGY2MjVVVVmG+ZNWo4iLgcICRoos7dqCraTIC6USRk5VgD6Ty0G+DQoUP+ahjtnyZADRVn3lrLU//8PBPXJ0EF2eNF8cqkH0vFuexiYWYJvVHn6xlj1JN6JAmdXsKaYEHSSUy5prHEWZB0Io4FJ//5+e9jMOvRHRG4eX0SVcVPWrTPZbaauH55eINR7Sz242RxT/ZRytPSeGloiAWPm5LkFCrS0sP+LIIgELtFw6xox9p7Vta9BlEdQFQGUAULAm5ARJZeu776J/SjICADgRZCNWAkRxYr6R2+n+SklxEECVU4hHpLXyMqA0jyK3jFX93ieCKPUBbno0ePYrFYaG9vZ2lpiby8vFXv2S3iApCQkOAXxzY1NVFVVbVKHBvpqqJQ92Uymaivr+fy5ct+3Uty8u30ZCBCtZ8eqDbDHUtcvvzlL/PYY48xNjZGRUUFf//3f09dXWCr+K9+9av867/+K52dnQDU1NTwl3/5l0G3D4ZQNS6aOFdRlLCrXzwej98BVRTFoFUuMTExAcWnOp1uQwKiqiqDg4OkpKRs2U1SQ92bqxBEgaaftjE3seDr7iwKHC44xMTwFKqioCBiiTehM/ie0E0xRmYn5nEsOrHEmv3VQ3qjnoXpRX72led485/djTXB4tNmrMkLu51usorWP6UdwIdg33uSycxbCwoD/m03sV+InyoewqN/CFFuQlQGUAQrilSJIlZs3c1WEJHFE+i8z6GqKSvM5GZvRXLWeySpqopBvwSqCIIJQR29lSJKRSUeUendE2O6jRDKd5yamkp9fT02m43l5WVKS0v99/luEhfwkYS6ujq6urr8pnCacV6kU0XhRG80H5r4+HhaW1tXlZUfVBXtQ3znO9/hkUce4YknnqC+vp7HH3+cs2fP0tPTQ1pa2rrtz58/z3vf+17OnDmDyWTiC1/4Ag888ABdXV0hGRItLy8zPT2NIAh0dHRw8+ZNHA4HZ8+eXUc6HA4HbrebF154wU9AJEkKWuWiWbAHIyCRRqTEueC7serfXE3V/WUsTC8yeWOaJ594ltErN1meX0aRFfQmAwlptw3DnMsuf2XP2pJng0nP9OgMboeH4ruKefE7TUxcnyT5cBKSJDE/tQAInHpLzbbHvh1E+5NNtI8vWrF2IVDFVGTxTWxd0bIeinQKRRlAVAdQVTMCXl8cRro7YCRHUMdIi7+MRA+CcqsTO3rAjCokI6vl+CuOogDhLKixsbGcPn2a1tZWmpubqaqqwmAw7DpxAd8cXVZWxuDgIE1NTf40ViRTMlv9XFlZWcTGxtLW1sbc3BylpaUbCn3vBNyRxOVLX/oSDz30EB/+8IcBeOKJJ3jyySf5+te/zic/+cl12//Hf/zHqv//2te+xve+9z3OnTvHBz7wgXXbezweqqurmZ6eZnp6GqfTCfg0Ll/5yleIj48nLS2NM2fOrLJg1+v1LC4uMjU1RVlZ2bYcUHcSkRYQG0x6f+l0Zl46lxv6mJ2c59w3X2TyxhRejxdBxCfO9chUvLaYCz9qRfbKSLrb5Mzj9hKXEovRYiAhLY4HP/Mr/Ndf/5jJ4WkUWSEm3sLrPvQa6t5cFbGxh4s7+SlnI9zpT3i7BVVMxWP4IJK3DUG9AsSgSKUoYvH6SI7qQC8/j8U0A3h9TRsx4BMPywjqMKpwb2BDuz1CuNeJ0Wikrq5uVYlyJOamrVyvgiBw7NgxrFar36xOUZSIPUBuhwTFx8dz5swZ7HY7Fy5cICkpKeC+7pR79I4jLm63G5vNxqc+9Sn/a6Iocv/999PQ0BDSPpaXl/F4PCQlJQX8u16v56//+q9JTEwkKSmJpKQkEhISOHPmDB/72Mf41V8NnlOemJhgdnZ2U3+AvUQkiMvUyAxP/fNztD/Xhc6gp/7NVTzwobuJTbJS9yYfsai+r4xv/sl36G7sx7nkQm/U8ap31PGeT72N3pYrTN2YwRJrRtJJuBwuVEXl3gdfjSj5BM4nThfyiX9/mD7bFdxOD0dLskg5HPg72038MkU0fn51gH/vusjg3CxpMVbeXXSCXy06EXaPomiHqqqIOJC8LyCoNwALslSNGiB9s20Iicj6e4F7N9xMVIZAHUcUvEAMIAOeWz8VwBBVKSLYGmGQJInKykp6e3tpbGzEYDBs+2FvO0Q7NTXV7z2jqmrAKP5Wx7Sdz2UwGKitraW3t5fr168Hrcq6E8jLHUdcJicnkWV5Xf+L9PR0uru7Q9rHJz7xCTIzM7n//vuDbvOGN7xh3Wt3go8LbH+MUyMz/OV7/o6b1yYRdSKqojLcPULni938wTc/7m+qmJAeR0xCDG6nB1VR8bpkGn5kI/lwEr/7Tw/xj7/zDW5em7yVUtJz96+d5i2//QCNTRf84zPFGCl7TfQ4hN4Jk0Ko+O+ey3yx6QKyqqATRIbn5/jblkbGlhb53dr6Le1TVVUG52a5MjuLWaejIi0dSwgOpjsNvTRHesyP0LtHbznlguR9Gq/+15B1r9ndwfjvTV+kVxBUwIgqxN7qHu1CxQCsMKaLEmyVMGglyjExMXR2djI1NUVGxtYrzLYbIbRarZw6dYqXX36ZkZERv6B4O4hE1FIURY4fP87S0hKTk5P09fWRnx+arcF+wh1HXLaLv/qrv+Lb3/4258+fD1ucekBcfHjmGy9w8/oksUkxiJLvCcLj9tLTNEDzT+28+p0+0fOL/93IhR/ZMFmMGC0+MrM05+DHX36a4/X5fOHcp7nc0MfizBI5pUfIyE3zjy+aEc3fb6TOncvr5WvtbSiqSoz+diWR0+vluz2X+bUTpf4OzaHCoyh8b2iQrp4uHF4PgiCQEWPlY5U1lKeF14gv0ki2voxRd9XXuVnQr3DK/W9kqRSEXYj0qctI3peRlFbAjUIaqurA4Y4HlgDRZ4qnAqoZBBFF2nvB9Ups997IysriypUrjIyMoNPpKCws3NI1HQmSYDAYSE5OZmlpiYaGhnWVPeEiknoZi8VCRkYGo6OjzM/PU15evqemnJHGnRXPxddzQpIkxsfHV70+Pj6+KUP/m7/5G/7qr/6Kp59+mvLy0D0sNNwJBnSw/cWt/fkuRFH0kxbwlS2risrlC33+1xp+0IKqqJhijAiC4Os/E2/G4/LQ8jM7kk6i9K7jnHprjZ+0aIjWcxjtpAoic+6uzM0y63KuahUAvtYBblmmc/Jm2Pt8aWKchskJDJLEkdg4DsVYGVtc5B9am5m9pSPbE6hu4k09yIrVR1rgVtPDDAR1Bkm+tAtj8KDz/Ac6+YegzoDqQlI6EBlGUFUUIRFBnUBQhn0/GQJ1GVEeAnV+58cXIiJBGCRJoqioiPHxcb/f1F6MQ0NaWhpFRUW0trZy/fr1Le8n0hVKJpOJ06dPA9DQ0MDCwkJE9h0NuOOIi8FgoKamhnPnzvlfUxSFc+fO+b/EQPjrv/5rPve5z/HUU09RW1u7pWOH2h06mnsVwfbJld6kR1UDf8aVvitLc8uI0pr+K7du3OUFx6rXnUsuLv7iMq98v5kbXeO4HeE37ztA5BCj1yMKAsqa60S91TrAogsvvaOqKo2TE0iCQLzRR2R1okim1crN5WVaxkYjOfwwoWlG1k6XAggqPhfdnYWodCMpl1CEbFQxE1VMQxELAHB7rcjSGWQx/9bWelQxG1U4hE7+GXr3P4O6NeKnKAput5ulpSVmZ2eZmJhgZGSE69evMzAwQH9//6Zz3lpEoiLIbDZz6tQp3G43TU1NuFyusPcRCZKgRUmysrKora2lv7+frq6usOd4bb6NVKGGNi6thUFmZiZNTU3MzMxEZP97jTsyVfTII4/wwQ9+kNraWurq6nj88cdZWlryVxl94AMf4PDhwzz66KMAfOELX+Azn/kM3/rWt8jJyWFsbAzw5TGtVmvIxw3FgG4vnXNDxXaJS/2bqxm8OITH5UFv1KOqKs4lF5Jeovp1Zf7tTpwuYKh7ZFXpntcjIwgCeVU5/u3Grt7k+3/7U0av3ERVVRYW5hm/OM2Df/ROkg7tXnfgUBHt328kcCQ2juLkVC5OjKMTRT+Jccpe0iwx1GaE56WjqCoLXg+GNRO3JvKdd4e3MEUUgpklVw7Jhi5QD61wyp0GrCjizqdjBPUGqF4QV6SvBRGFOBBkvIZfR+f5HwSWUYU8/xhV1YWkXEaWO3CpVQGdsoM5aK/1jFrpF6X9W1paorGxkZqampBS65EsZTYYDJw8eZLOzk4aGhqoqakhNjY2pH0oioJOt/3lb+XnSUxMDFi+Hep+IHIR25XjEgSB/Px84uPjiYuLi8j+9xp3JHF5z3vew8TEBJ/5zGcYGxujsrKSp556yi/YvX79+ipm+//+3//D7Xavqwb60z/9Uz772c+GfNwDjYsP97//Ljp/0U3Xyz0szztBAEkn8dr/9SpKX3Pcv93rPng3zT+zMzM6i8FsQFVUPG4vR4sPc+ZtvqiXoij87KvPcaNvjMz8dHQGHTeGYPjyKE//y3ne86m3R1V6JprGspMQBIFPn3k1v/PszxlfWrx1zUCcwcif33VP2Jb/kiiSbYmhc3Zm1aTr9HqRRIEjsXs74U4snibeehODchVVMN9yytXhld64S5b6txZARUHFd1/IigJeBx5vLMM3JkkxdaEXwOmZ8/9dVRQshhmGJs5xfWLR/xS+1hcqUNf0UDyjRFHk8uXL/uaImxGHSHuwiKJIWVkZAwMDNDY2btoUcSUica+urQTSGkZevHiRhoYGqqurQyJTWoRmJ83skpOTo856Y6u4I4kLwMMPP8zDDz8c8G/nz59f9f+Dg4MROeZuWf7vNLY7RqPFyCP/8lvYnmrnUkMvOr2OqvtLKb3r+KobMz0nlT/8t9/mR19+movnLyHpddS9qYq3fPx1mGN9rQfan+ui9ZmLiJLASL9KypFkdAaJhPQ4rnYMMTM2G1VRl5UGftFIYiI5ppz4BL71lnfwzOAVrs3PkW6J4YFjeSSv6ZsSKu5Oy+DK4gJDCwskGI14FIUFt5uq9HQq97BHEYDTc4ibjo+QFdPn6/4sxCHrTqOIW0srw23n7I0iHtprEk5yUlxAB8uuBACMeicmwxIzi+WoriliU/ToTV4kSYde79OYSaKAQZwlN66YnBOvCbttx2YQRZHS0lL6+/tpbGykuro6qI0E7IzrrRZRsFgs2O12CgsLOXr06Ib7iJRBW6DPo9PpqKysZGBggAsXLlBeXr6uyjXQfiDyqaI7FXcscdkLHERcbkNv0HHqrTWceuvGLraHCw7xscc/GDBU2vVSD9/5qx8ydWMag0nP7Pg8N69PkXwsnqRUM855N67lA61LuIjk9Wc1GHhH4fHNNwwBx+MTeF9OLk3LiwzNz6OXJN6cX8B7jhej3+MnRVVV8SrpeA3rr+eVzUs3IyIrX1/pnB0oCmI0GrFarbdey8ZgMGGVniVFmEcUBBBicch3MdObxt33VCDKTgzuf0ERvEACvv5GYyAkIxlqEMWdme4FQaCgoACz2YzNZgvaHFE7V9tFMPKTmZmJ2WymtbWV5eVljh8/HnTxjtSDRbD9aGQqNjaWjo4OcnNzyc3N3XA82vsigWCeMHcKmTkgLhHEgTh3e8dcCbfTw8++eg6vRyYm0YIqqxjMBpbnlpkYnEZCR3p2GslRYDgXCNEacYl2lMQn8vbaOmZdLoyStKseLqqq+jui3yYYLpCHEeQhJiddzM3NrSMka5uXBuodFqx1h16vD+Mp+14UpRyUXhS8KGI2DkcKKi0AKGINXukakvwSAld99v9CAl7dO1DFrB05ZyuRlZWF0WjEbrfjdDr9fXNWYqft+jWdic1mo7W1lYqKioBalkiLc4MhPT2dU6dOYbPZWFhYoKysLGDaLdKpooOIywFCxkGqKHIY7hlh8sY0qUeSMZoNjF4Zx7noRNSJLE07cGd4edWv1GEw7b052UrcyZPFbkEQBBK32eBTluWQRagr/1+77vV6PfEx0xxNO0+MaYzEwx5kNYkl+Q041ZMBhapaj62dhCqmIIspK15Zun1MQYdX/y5k3SlE5QqgQxGPo67afmeRmppKXV0dNpsNh8PBiRMn1p2Tne4zZLFYOHXqFHa73Z++Mq9JX+50xGUlYmNjOXPmDG1tbTQ2NlJVVRVwPLDzEZc7BQfEJYK4U1JFsPeVMap62yA0JSsJnV5ienSW5QUHBrOeu//XKaruK93TMW6EvT5/dwoURfETi3DSMdoT7Mo0zMqIh5aGCRQd0el0CCxgdH0eQR1HJZ25+UVizIskGn6G25CPIpVtMvLdwbrrTBBQhWzknWhFECLi4+P9UQa73b7K/Gy3GiTq9Xpqamq4dOmSv8eR1tE5UuPQ9hMKQdAqoC5duuTvML3Skl8bz0HEJTQcEJcIQqfT4XZvrLmIZGv2nUI0kKsjxzNJOZzI5PA06cfSSEhPID4tntH+MSxpJmreUBaV5y8ax7QSezW+tWmYQMRjenoaWZaZm5vz/02LYK4sx12bajGbzUGrYbb61Cl5WxCUYVThKAgSsuLBo8Rh4CaS94WoIS4QndecxWKhvr7eXxpcXV29652dRVGkpKTE39F5pUh2NyMua8cTFxdHS0sLJ06cICvLl8KLNNE4iLgcIGQYDAaWlpY23Cbaq04gOoiLwaTn9b9xL9/7m58w3DOK3qDD4/aQmB5PxduKEMToPHca9vr8bYTtjm29DiS0dIx2za8lGSv/32AwkJWVte713bYrF9RJX5ufVU0KBcB8q8lidCCarzMtyqB1dq6trd1V4gK3OzpbLBY6OjrIz88nJydnT4iLNp7s7GxiYmKw2+0sLCxQVFQUcaIRiAhF87USLg6ISwQhSdKm9tMriUu0YieJi8floeOFy4z0jRGXEkv168qITQps8lf2mhMkZiTQ9uxFpm7MkJ6TQtX9ZdyYHora8xetZDQQVqZhQi3LXZmG0el0ASMdZrM5YGREIyDBzlFfX19Eu+1uB6qQ5Ov5g3yLvGjXmwNVCM9cb6cRzdec1tm5u7ubCxcukJSUhNFo3NY+t0I60tPTqauro7W1laWlpYhFOLa6n+TkZL9Znc1mIy8vL+IRl2DVTncCDohLBGEwGELSuIDvgo/WplcricvM+ByTw1PEJllJz0nd1oU/PTbLPz78Lwx2DgG+m+tH//BzfuOxBzlxqiDge7IKD5FVuHqhGJkZjlrishdYWY67WQRkfn6e6elpBgcHN3VF1ev1WCyWoDqQOzkULUs16MSnENTrqGo6guBBJ84Dpt3vBr0B9sN9IAgCJ06cwGw209PTE7JBXDBsNVqiaW9aW1txOBzb6i693bHAbRFxR0cHHR0d2x7L2nHdyffnAXGJIEIV50J0TziCIOB2efifv/0ptp+341x0oTfpKTqZy6/8/puIT9mai+n3/uYnXGm/RkxiDM5FF475ZYZ7Rvi7j36Vv3r2j0lIi998J/sEW/l+VVVdZ0oWahQEVpfjro12GI1Gf9Wb1WpdlY6JVgIdDEseNy8OXadlbBSPIlOSksbdR46G3Y16QwiJuA2/hd79H4jqdYy6eRQ1DY/+3ShiReSOEwHsl6fonJwcJiYmmJiYYGhoiCNHjmxpP9shC5qz7QsvvMDAwAApKSlYLJYt7Usby3YIgk6no6qqiosXLzIyMsLExMS2iR0ciHMPEAZC8XFZKc6NVgiCwMv/1UTT99uJSYghOSsR17Ib+3NdeD0yv/HYg2HfFIszS7Q/34XBbGBmdBa304MoCqjA5PA0jz/0VT717d/BaN68t0c0aHCCYWVEzeVyhUw8tP9fmYYJFOkwm83ExcUFJCihuKLOzs5iMpnC6sEVTXDLMt+82EHbzTFidHokUeDpwSt0T03ysapaUrexCK2FKubjNn4aQb3GwNWLxCWWk5FwLGL7jwSi9T4IBovFgsFgoLe3F6fTSX5+flhzSSTKhnU6nT+SqNnyr6zwCQeR0MoIgq9J48TEBHa73a/D2c5+DyIuBwgZoURcNETzhON2eOg4143ZaiI+xddnQxevQxAF+luvMtQ9QvaJw2Ht07nkQvYquBxu3E4PeqPOT0Dciofr3Tdof76LujdWbbqv3SQu4bqiat//yy+/DNwuxw0UAbntirq+GuZOflraDjonJ7g4cZPs2DhMt4zFUi0KAzOzvHJjiLcVFEX2gIKEKuSy6Jwllu15y+wU9tO1oqqqv+KopaUFh8NBaWlpyItsJP1OsrKySE1NpaWlhZKSEjIzw+85FUmRr16vp6KigtbWVhYWFigpKdlyNDRQxCWS5dZ7jQPiEkHodLqQxLnRHDEAcMw7cS27SUxZnboxW03Mjs0xOz4XNnFJPJRA6pFkepr6QVgRmfAqSDoJSSdxtf1ayMQlXKwsx92IdGzXFVWSJOx2O3V1dVgsljv6qWcvMDw/j6yqftICIAkiFr2e3unpPRzZ3iCa55FA0BZ6q9Xq93qx2WxUVVWF1a05UpVJR48exWKx0N7ezvLyctgi2Ug68IqiSHx8PKdPn6atrY2mpiaqqqpC6rodaFx38txzQFwiiFAjLtFu+29NjMFsNbK84MBkvX3TLM87MMYYScoMP6wqSSJv/tjr6G+9itvpwSvKqLfOQWJ6AoIooDeG5oKrqioej4fFxcUtu6IGioKsFaJuxRVV+17Ds3I/QKgwSBIq6roFw6Mou9oeIJqwn56iV35vJpOJ+vp6v6NsTU3Npot0pObNleNITU2lvr4em83G8vJyWBGgSGlJ1p6Xuro6urq6/KmsleZ5uzmuaMUBcYkgwiEu0fykZLQYKLv/BE3/bWdmfI6YeAuuJRfzUwtU3lfK4YKtqfHr3lTFGz96Hz/9yjkUWcFg0pOQHo/OqMPr9nK4NIPR0dGQXFGnp6e5du3a1lxRd/CGvpMni2hASUoqzwxeYWxpiYyYGARBYM7lQlFVqne4g3Q0frd7PY+Ee07Wjlen01FTU0NXVxcXLlygpqaG2NjYTfez3YeCtcQ3NjbWX57c3NxMVVUVBsPmertIRTbWjkeSJMrKyvzmeeGmsg4iLgcIGaH0KoLoJy6CIFD/tkrirHE0/qSVuYl59EY99W+p5q2/fTagsdFmrqjav7zXZVFytYCB5usoXpmF+UX0Rh0l9xVAvJfR0dFNXVH7+/tJTEwkO3vvbM33K6L92tsMR+LieFtBET/u76V/dhZQMen03H0km5OHwtcohIpoPmfRSKiCIVBqRRRFSktL6e/v9/cWSkoK3Dw1UhEXLTWzEkajkbq6Or9hXnV19aYi9p1s1qiZ51mtVtrb21lYWKCwsDCk4wUaVzRfw+HigLhEEDqdLqSIiyiKUXsRybLsK8mVPZx5dw3F9+YzOTyFIcaAJdHE9dFreIfCd0WNiYnxvZapJ/+xPK62DXGt8wYGg57SVx8nt/JoWNbZ0Yr9UO6+3/GaI9kUJibRPT2FV1E4lpDAsfgExH20gPuhDCDJ/chSHoj5Yb99P15nwYzRCgoKMJvN2Gw2SktLOXQouNFfJDQugaAZ5vX29nLhwgWqqqpITk7ecD873fMoNTXV7z+zuLgYtOP1Shykig4QMgwGQ9REXLbriiqKIlNTUz6ykahHp/eRrWB9YUItx9WQejaVurPVW/ps+yFqEO3j2+/IsFrJCKGku2d6ip8O9HF5apIEo4m7s4/yQE4u+p30rlFVYAZfi4AECHRPKDMYXX+IpHQBMiChCMdxmv4GxMDRhtv7dwBOwOentJ8WqM0W+qysLIxGI3a7HafTua4sOFJVRRsRBUEQKCoqIiYmhtbW1lU9hQLtZzdaB1itVk6fPk17e7s/GhTMf0ZV1YNU0QFCRyg+LhCeODccV9SV/zZyRdWIRzBX1P7+fkwmE7m5uds6HzuFaCcu+2khuZNxaXKCv25qYMbpwKo3MON00t8xw+DcLB+vqg37ewple0EZQOf5HpLSh4qAIhbh1f8Kqrja/8Xk/H1EtRPfFGwEvIhqJybnIzgt3wi8c9WB5H0BUWlHwI1KMnrKgP0jSg5loU9NTaWurg6bzYbD4eDEiRPrIpm70e8oKysLs9mM3W5naWlpXZpGIwi71TpAr9dTXV1Nb28vDQ0NVFZWBowGRbJkPFpxxxKXL3/5yzz22GOMjY1RUVHB3//931NXVxd0++9+97v8yZ/8CYODgxQUFPCFL3yBN77xjWEdcyNx7kpXVFVVmZ+fx+12R9QVNRBB2YoPQDSnsg5wgFDx/b4eZhwOjsbF+yfxeZeLl4aHeOBYHgWJm0Q2ViCU+0FQRjG4/y+COo6Kb9+S3ISo3sBt+BSq6HNEFeRuRLWb26QFwHefimoPonwJRSpeOwB0nh8gKTZUIREVC4I6glW6TpylCjgV8mfZS4S60Gv2/DabDbvdTnl5OZIk7SpxAV9PIa3L9fLysn8c2j4iMRZtX6FESERR5Pjx41itVlpbWyksLCQ7OztgVGrt/g58XKIc3/nOd3jkkUd44oknqK+v5/HHH+fs2bP09PQEbOD2yiuv8N73vpdHH32UN7/5zXzrW9/i7W9/O62trZSWlgY8xvz8PENDQ0xPTzM1NcXU1BQvv/wygiDw/ve/n5mZGe677z7OnDmzzhUVYGhoyO//ESlX1EhhP0Q0onl8EL2pov1w7iIBh9dL7/QU8UbT6uoRg4HZBSf9M9NhEZdQIHlfQlDGUYWjINxyyCYWQb2GJL+CV3wbAKLShy89tLbZoA5wISg9sIa4COp1RPUyipAJgi9FpgqxQA9J1ku+9NQeLEo72eVeM6rTKn2qq6v3pKuz5jmz1lslGEHY6fGALxoUExNDW1sbCwsLFBcXr3Nlv1NISiDckcTlS1/6Eg899BAf/vCHAXjiiSd48skn+frXv84nP/nJddv/3d/9Ha9//ev5P//n/wDwuc99jmeeeYZ/+Id/4Iknngh4jCeeeILPfe5zJCcnk5ycTFJSEh6PB7fbTWpqKsePH6eiooK8vLx1UZDm5mZyc3NJSUnZuZOwDUT74rYfxneAvYVOENCLEstrIqDKrevGKIU/9W32vQrqIKD3kxbfiyIoEoJy3f+SKmiEyYWPvGjbuwEZvee7iMowXv1bUcWjt/Y9jaA6UcXVuh5FjcOkn8GneTGH/Zl2G+Eu0AaDgZMnT/orfYqLi3eduKwcR2dnp79s22z2ne/dShWtRWJiot+sbmUJ90qd4p2KO+6Tud1ubDYb999/v/81URS5//77aWhoCPiehoaGVdsDnD17Nuj2AP/n//wfFhYWGBwcxGaz8cwzz/DZz34Wp9PJF7/4Rf74j/+Ye++9l5SUFOLj4/16kv3gnBvt49sPODh/ewu9JPHqrCMsedw4b+nOFFVlbGmJJJN5ZzxfhGRgjcZNVQEZVfCZNopyFzrv02i6FlgGHMAS4AEkBBbRyT/B6PwjBGXg1o4sqEigulYfEide2cRe6Vy24uMS7nu0Sp/U1FTa29vDem8kxyGKImVlZWRlZdHY2MjExAQQuVTRVvajNY00Go288sorzM/P+4lLID3OnYI7jrhMTk4iyzLp6emrXk9PT2dsbCzge8bGxsLaHgJfrHeKAd3B+LaHg4jL1rH23I0vLfHctUFeHh5aFz3ZDL9SeJzK9HQmHctcn59jaGGeWKOB36ioIiFMG/VQrjdZOg2CBUEZA1UG1YugjoIQi6yrB3UJnff7wDwe8XWoJOKrPPICCmBAEfJQhSRU0hHUSfSe/wJAEXNRxWxEdQhUp48QqTMIgoM5RyEI+yN4vtUFWhAETpw4weHDh1EUxU8a9mIc+fn5FBcXc/HiRf9r28V2qoAkSaKiooIjR47Q2NjIzZs3IzauaMX+uNr3CcIxoItmy//9QAyieXxwEHHZLhRV5Zud7Xyvp5sljwdRgGSzhd+rrefM4cClqWsRZzTy6dN30To+xuDcLDEGAyczMkmPidmZMUsn8OgfROf5HgJDgIAqJOPVvwtVLECUOxCUcRTxKIg6vNKbQRlHkjsQmUIR8kG4JaYXRFQsiHKbjwQJery6dyB5f4SoXAM8IMSy7D3FzGLOjnyencB2NSqZmZkMDQ1ht9s5fvw4R44c2bNxSJJEW1sbPT09qyqftoLt+q4IgkBeXh5Wq5WOjo4t72e/4I4jLikpKUiSxPj4+KrXx8fHycgIHB7OyMgIa/tgCNWALtoX3v0wvmhGNI8v2r9bDeeuXeVblzrRiSKpFguKqjLlWOavG1/mHx94I5nWzW3hwZcyqs88TH1meE1BAyGU71XW3Yss1SAqPQAo4gkQtLF6AZVVgW4xHVVNBWXm1t9WHA8FFR2+qAyoYgZe/a8jqNd9ehchlSVZBeE6kUSwjuiB/lmtVk6cOBFy9eJ2CYOqqv7UUVtbG06nk/z8/F1JWa1FXJzPR2dqaorW1taQjOF2cjzgyxSUl5fT1taG3W6nrKxsy2OKZtxxn8hgMFBTU8O5c+d4+9vfDvjY7Llz53j44YcDvuf06dOcO3eO3/u93/O/9swzz3D69Omwjq3X6zftDg3Rv3hE+/jgIKJxp+PJgX5kVSXZ6EvpiIJAitnCxPIyz18b5MGSsj0e4QYQ4lGk9dYLqnAEVYhDUKdRhVvCfFUFdKiYEZhHVRN91UGqB1QXsv6Na8S+OlQh109xVHV87WFWIZgR5Ub/VjphB2s6qmn2RkdH/d2d9SE0uYwEcREEgaSkJOrr62lpacHhcITVGDHSJdWnTp3Cbrf72xVoot1w9xUpMa3FYkGSJDwej39MJpPpoBw62vHII4/wwQ9+kNraWurq6nj88cdZWlryVxl94AMf4PDhwzz66KMA/O7v/i533303X/ziF3nTm97Et7/9bVpaWvjKV74S1nFD1bhEu09KtF/c0U6son18+wE3l5cwiKuf4gVBAAGmnY6IH09RVZpGb9Bw4wYzTge5CYnck32UnPgEIDJEWRVTkaXXoJN/jqAsomJEUBdRhUw8+nr03p8iqOO3SptFFKkIj/7dt8d4ywdq5b/p6WlcLhd9fX1BSQgENqLUPKDWNiQNx4IhMzOT9vZ2mpqaqK2txWhcW+IdWawkPlqZss1m85OnUKILkSYuer2empoaLl265He13ctuzlofptraWrq7u/1mdQkJCRHZfzTgjiQu73nPe5iYmOAzn/kMY2NjVFZW8tRTT/kFuNevX1/Fbs+cOcO3vvUtPv3pT/NHf/RHFBQU8IMf/CCoh0swHIhzdwfRPr5oRrSTUg0FiUn8YvH6qoVKVhRQITsuvEUhFPyor5cf9feiqCpGSeLK3Cxt42N8rKqG48m+6Egkzp2sewBFSEXwNoM8jVspY8lTgcOdiqSewCg0IahLLDizmJg7gdvTv84NW6fTodPp/KWvml5O84EyGAx+Dyjt960YUYYCnU5HdXU1nZ2dNDY2UltbG9SKHiIXcdFgMpmor6/3RzxqamowbSK83gkTO1EUKSkp8XdzLi8vX1fwsdm+IhVx0fYliiLFxcVYrVZsNhtFRUXk5eVF5Bh7jTuSuAA8/PDDQVND58+fX/fau971Lt71rndt65h6vd7fKXkj5h/tC2+0jw+iP1UU7eOLdryjoIiWsREmHMvE6g0oqsqCx82R2Dhem50T0WONLy3xzLUrWPQ6Usy+RVdVVa7MzfLkQB9FSRs32dtKKkZRCgFuRTeW0Ovd6PVx6PVv8Ec8UtMCu2GvXODGxsYYGRmhoKAgoudkI6wsLFAUBUmSKCsro7u7mwsXLlBbW+vXf6xFpIkL3CZPXV1dfo+V2NjgGqhIGcetHYsg+Lo5WywWOjo6yM/PX9draaN9RZK4rDxmdnY2MTExLC4uRmT/0YA7lrjsBQwGA+DzktmMuBxUFW0d+2F80YxoPncaKtMz+KNTr+ZfLtq5sbiAiMDpzMP8VmUtcRFOR1yZnWHe5eJYfLw/gqEoClZR4vL4GJcGBnC5XAwNDTEyMrJlPUggEhKJp/7tYOU8pO0r2M9A0J7sBUHg+PHjGI1GmpqaqK6uJilpvTPxThAXbRylpaX09/f7dR2Bjg9EbO4Nlt5JT0+nrq6O1tZWlpaWVrnaBkMkHYi1VNFKJCUlkZiYGJH9RwMOiEsEoZGVzUqi98PCG+3ji3ZE8/nbL3hV1hFOZR5mdGkRgySRZgm9jDmQHiTYv765WRbmF7ix7EASBAR8C+GiIiOKIo6lJVRVRa/XEx8fv+3O6JGGdtztkpBA+4TbkQnttZU/tQiz9vlzc3MxGAzYbLaA6ZKdIi7aeAoKCjCbzdhsNkpLSzl06FDQfUUi4hJsH/Hx8Zw+fdqvv6msrNxQvBxJjctOtmGIFhwQlwhCuzD3O3GB6F94o3l8d/qksZsQBYEMswWPx8PCwsKqxqRutztommatHmSl3mNtX7CMI0doUzzMuFwcjotHFEXcssz8/Bz35hyjtqyCxsZGDh06FLAb705AIyErr/NAJET7/C6Xa8MFXUMwErL29XAqdLSxauQlKysLvV5PR0fHOq+VSBCXzZCVlYXRaMRut+N0OtelawI5y251LBvtQ9PftLe3+1NYwfQ/kUwVRZIERSsOiEsEoRGXzQS6+6Gq6GB820O0jm8vJ7TN9CDT09MoisLCwsIaPYhvoQmWillZFaOJVgPpQTbC+8ur+ObFdq7OzwG+83Q8KYW35hdu+3OvJSEbkZGNECjikZyczNDQEP39/RQVFa2K/IRLQrYCQRD885ksy/7UUXp6OjU1NbS2tuJ2u8nNzY3YtRfK50lNTaWurg6bzYbD4VhlEBepezMUEqbpb7Tqnurq6oApm0hGSSJJgqIVB8QlgtA0LpsRl2hfePfD+KIZ0T6+SGAn/EFEUUSn03Ho0KEd0YNshOr0DA5bY2kbH2PR4ybTGktlWjqWWw8jWq+XYCQkEBnZCGtFnSs9Nlb+XOu9sXZBMhqN/gW6u7ubsrKyXV+0VhICLdKlea1oY3O73Rw/fnzbC3Q4+pT4+Hh/ubTdbqe8vBxJkvxj2OmIiwZB8LUriImJoaWlhZKSEjIzM7e0r1CwUcTlTpmbDohLBKE9bRwQl53Hwfi2jrVjC0cPspP+IH19fQAb6hIihUB6kGSjkfuzj646P2632/+7w+EImAaOFAnZKoxGI7W1tbS2ttLe3u5foHcTa8mLdvy4uDi/UZzb7Y5IGiOc91ssFurr62ltbaW5uZnq6uqIkYRwP0t2djZms5n29naWl5fJy8tbpU+KdDn0nYwD4hJh6HS6Td1zD6qKtodoH99eQYsIrNR+rNWBTE1Noaoqs7OzW9KDBCIhe42dEqWuJBvZ2dn09fVhsVj8OpedICFbheYY3tbWRltbG5WVlbtu9a6dK0VRVqWNNPKgRV62M/dthXQYDAZOnjxJR0cHFy5coLi4OCLEZStjSU1N9Z+LpaUlSktLV0WBIoEDjcsBwkYoJnQHxGV7iPabMhLnbzM9iCZOXStU3UwPopGNrKysLetBdhKhpGMiWRkTqij1yJEjSJJEZ2cnlZWVQUtt9xJ6vZ7q6mra29tpbW0N2YY/0hBF0V9Srqq+3kJaSuvcuXNcvnyZuro6f2o9HGx1gdf6G3V3d9Pe3h72+4ONZSv3TGxsLKdPn96RKJA2rmifI7eLA+ISQQiCEFKjRVEUQ+oivVfYD8Ql2se3EqqqbikVs5k/iNlsDtsfREvHpKam7vh5CLUyZuX2TqcTj8ezbvxrSUgo6ZlIEzFNl2C326OWvOh0OiorK+no6MBms1FdXb0lgrBdaILdlRVHmoOvwWDwu+yG29dnO4uypjURBIHBwUEmJia2dR9sZywakevo6KChocGv8YoEAhGqaJ4vt4ID4hJhhBpxieYLKdrHB3t3I4aiB3E6nfT29voJy073i9kN7GRljPZ7VlYWbW1t3Lhxg9zc3FXbbWdS756a5Id9PVyenCDeaOLenGO8MTcf/RbSXPuBvEiSREVFBZ2dnbS0tPib7O02tIojLXWx0qhuaGjIT16sVmvI+4xENOHQoUMMDQ1ht9vXlWuHg+2ORYsC9fX1cfXq1Yg520ZSLxOtOCAuEYZer9/3Pi7RsFBuhEjlp7ciStX0IJIkBY2CSJJEamoqiYmJUacHWVkdEy2VMRo0nUZLSwt6vZ6cnJzwPlwAXJy4yaOvvMiM00mMQc+008FX7dMMzs7yO7V1W7qW9gN5EUWRsrIyLl26REtLCzU1NVvqWrxdaIRFlmX/tScIAsXFxX6X25qampAbAEaCuKiqik6no6Kigra2NpxOJ/n5+WHvNxJjEQSBwsJCRkdHGRwcxGKxkJWVta19HqSKDhA2tHbiG+FA47I9rB1fMD3IWpOytULVzfQgMTExqzQgoepBbt68SUJCwo4vaKGIUtf+Dr7qmLXpmL2ujNFgtVqprq7GZrMhSdKWn4bB97m/293FjMtJdlycf9zzLhcvDF3jDXn5FG7Qh2gj7AfyohGEnp4empubqampISYmdPfhrUKWZf89pumw3G43brd7Vbl0QUEBBoOB5uZmKisrQ0rbRIq4aOXaWsWTw+GgtLQ0rOs5kiJYnU5HVlYWPT09LC0tUVhYuOV9BxvXnURmDohLhHGnRFz2anyh6EEWFhZwOp1cuHBhR/Ug2/0c4WA3KmPAl45pbW1lZGSEY8eORVVljIa4uDiqqqpobW1FkqR1nhehwuH10js9TbzBuOpzxhoMzC4s0Ds9tWXiAvuHvGjGdFraaKMGhGsRiIRs9vtGDwTZ2dkYjUb//Xr06FEMBgN2uz2gv8laRJK4gI8onzp1itbWVmw2G1VVVSFXY0VaUKuVjre2trK8vLzlsvaNRMN3Cnk5IC4RhLZwHmhcfNgpfxBZllEUhYKCgqjUgwCrqiogOipjwJeOqa6upqWlBZPJtO2w9E4hISGBiooK2tvbkSRpXc+bUKAXRfSiiGPN/aioKgJglLY//e0X8lJQUIAgCDQ3N3PixAkMBkNA4rH2/7UIydr7UIs+Wq1W/+8rX9fr9QHvRS1NubK/kWY42NbWhtvt3jBFGGniAj5r/rq6Oux2uz91FYomKJJ+KdqYNCLV1tbmbxYZrj7poBz6AGEj1Kqi/URcdlIPshV/kNHRUTwez670jQm3MgZ85295eXld5C0aKmPAV45ZWVlJW1sbBoOBtLS0iB8jEkhOTqasrIyOjg4kSSIlJSWs9+slidccOcr/9FzG6vVi0ulQVJWxpSWSzGZqI2R0txfkJZRISDAS0tnZidFoxGQyrSMhK/9/J0rlNc2LZlSneb2kpKRw8uRJv9eLRrTWIhLEJdDCrlnzd3V1+fsKbRaZ2invFc13prOzM+SxrB1XtERPdwoHxCXCCNWAbi9TMZrOI5gXyPLyMi6Xi6ampk31IJr2IyYmZp1xmfb7TtxEWzl/ka6M0X5fSziOHTvGpUuXSExMJD4+fkdJyFaRmJhIaWkpnZ2dVFVVRW3L+9TUVEpKSujo6NgSKXj38WKuzM7QOXETRVVRgQSjid+srCHRFDmx6nbIy0oSEmpKZqVpYKCIx1oSsvJ+HBkZobe3l9zc3LDJYCSg3Q8aeQHfvZGQkLDKZbe4uDhgWW8kyEKgfYiiSGlpqV80XF1dveH3GOlU0crPqomrr1y5woULF0LWAMFBxOUAW8BuGtDtlD9ITEwM8/Pz5Obm7ooeZCuI1soYgIyMDNxuNx0dHdTX1+9JNUcoSEtLo7CwELvdzsmTJ8MqS91NZGRkIMsydrudmpoa4uPjQ35vvMnEn911D82jI1yZnSHOYKD+cBYZMZH/rJmZmSiKQltbG4WFhcTExIRNQgJFPDYiIVshw1lZWUiSRHt7O2VlZXsScQtEXlamSlpaWrDb7VRUVKyKvkYqVbSRBqSgoACz2YzNZqO0tDRoC4pIEoRAn0sQBPLy8rBYLNjtdgoLCzl69GhI+wr0+aJl7o4EfqmIy/T0NP/7f/9vfvzjHyOKIu985zv5u7/7u6AT9vT0NH/6p3/K008/zfXr10lNTeXtb387n/vc54JOnlvVuERLvxiAhYUFxsfHd+VpbCuVMaqq4nK5cLvdq27QaKmMAV9fkuXlZdra2jh58iR6/e47mIaCrKwsXC4Xra2tnDx5MmpJ1uHDh5FlmdbWVmpra8MKnRskiVdlHeFVWeFVKGntEzaLhgQiId3d3avSMRrZiDQJ2SoOHTqEJElcvHiR4uLiXekPtRbafag17JQkCVEU/ZqT1tZWv6BYu392KlW0FllZWRiNRux2O06nk5ycnHXv2S2320OHDmEymWhra2NpaYnjx49veK0cpIruMDz44IOMjo7yzDPP4PF4+PCHP8xHP/pRvvWtbwXcfmRkhJGREf7mb/6G4uJirl27xm/91m8xMjLCf//3fwd8j06nY2lpif7+fqampigoKAhYFbO4uEhzc/OO60G2iu2kYla+fycqY1JTUxkeHmZwcJDjx49HZWUMQFFREXa7nY6ODqqqqqJqbCuRm5uLy+Wira2N2traPXFaDQXZ2dnIsozNZuPkyZNhlfaGSkJW/h4sEhIKCRkbG6O7u5u8vLxd0WJtBWlpaVRWVtLe3o4sy3sm1A7UIkDTedjtdpqamqitrV1VjbQdhDoHpaam+rtbOxwOv+vuyv1E6p7ezDQuMTHR3+m6ra2NioqKoNVPvwypIkGNZpVoBHH58mWKi4tpbm6mtrYWgKeeeoo3vvGNDA8Ph1xy+d3vfpf3ve99LC0t8YlPfIKhoSGmpqaYnJxkamqK0dFR/4UTHx/Pd77znXVeIC6Xi9nZ2XVVMXp95Gyft4PFxUVsNht33XUXEHkSEuhnOJUx4PMiaWxsJD8/P2orYwC8Xi/Nzc3Ex8evm/iiCaqq0tHRgcvloqamJirM8oKhr6+PkZERSkpK/N3Yg5GSUEhIIPIRiXtyZGSE7u5uKioqopa8AMzMzGC328nNzQ0pFbFT0NK/oij6I8KKotDZ2cnMzAwnT55keHgYj8dDSUnJlo8zMjLC0NAQ9fX1IW2/vLyMzWbDarWuKlHu6+vD5XJRWlq65bFoeOaZZzh9+vSm6VqPx4Pdbvffp4EipB0dHcTExJCXl+d/TTuvRqNx22ONBvzSRFwaGhpISEjwkxaA+++/H1EUaWxs5B3veEdI+5mbmyMuLg6dTkdqaiqHDh0iJSWF5ORkkpOT+cQnPsEb3vAGPvaxjwVlxJOTkywtLe1abjncyhit3NjhcKxLcWiRD+1pI1gqZuVrO0HGzGYzFRUVtLa2YrVaQ3be3G3odDqqqqpoamri2rVrEXGD3QkIgkBpaSmtra10dHRQUVGxKyRaS5GGWhmz0sSsra0Nk8mE0Whcp9FKSEiIKAnZCrSHofb29qgmL4mJiVRXV9PW1oYsy+v8fXYLWsXRyhYBmki1p6eHCxcukJKSsu2u1+FGbbTu1iubIhoMhl1LFa2EXq+npqaGS5cuceHCBaqrq9fJFg4M6O4gjI2NrSMKOp2OpKQkxsbGQtrH5OQkn/vc5/joRz8KwCc/+cl122ikZqObaztVRbtRGWO1WklOTqavr4+KiopVf4uGiJCGxMRECgsLaW9vp76+fk/6sYQCk8lEZWUlLS0tmM3mLXmS7Aa03iktLS3+CGU4k91KnVYg/cdGJESLhKwlGytJyNoS3e7ububm5qisrIy+9JaqIspNZCe9TEr5GNdHXkbk10hMLtjrkQVEfHw8NTU1tLa2IsvylizwIwGNsGgtArTIS1FREQaDgb6+vm0/8G2FcGipq46ODi5cuEBtbW1EUzLh7EsURUpKShgcHKSpqYmysjIyMjL8fz/QuOwDfPKTn+QLX/jChttcvnx528eZn5/nTW96E8XFxXz2s58Nul04VUXBSEg0VMaUlpbS2NjI0NAQx44d23QMe4WsrCzm5+dpb2+ntrY2alMccXFx/vJjk8kUVmXMbkKv1/sjRN3d3Rw5ciSkypiVYvFwSchWIyHFxcVcvHgRm81GbW1t9AigVRXJ/W9Inh+A6sFqFCk64mZ2oZNZ/pSE5OK9HmFAxMbGUltbi81mQ5ZlioqK9jzyAvjJS25uLlNTU9y8eZOxsbFVi3U42GqkRCP23d3dXLhwgaSkpIikXrQ5Ppx7QLNdsFgsdHR0sLy87I+U/TJoXPY9cfn93/99PvShD224TW5uLhkZGdy8eXPV616vl+np6U1vgIWFBV7/+tcTGxvL97///Q0nSFVVWVhY8E/iwVIxmm/K2os1Wipj9Ho95eXlNDc3k5CQELU+H4Lga1WvRQlKSkqi9qZNS0sjLy8Pu91OXV3drlXwBIqEhEJChoeHGRkZWZWK0ciGxWKJKAnZCrT0VkdHB21tbVRXV287jRCRcSlXkTw/QcUAoi+6JgoyCbHXGRz7OjKfitq0UUxMjN8ITpZlTpw4sSdP78HIS0xMjL8ayuPxbKmX1XZSPNp8Yzab6enpiUi6X1sbtjKm9PR0fwXW8vIyxcXFvxRNFn/pxLlap1SAp59+mte//vUbinPn5+c5e/YsRqORn/70p1gslg2Pk5ubS0xMDOfPnw8qStW8HhITEykoKFj1d4iudMzQ0BBXrlzh9OnT0ReOXwGn00ljYyPHjh0jOzt7r4cTFKqq0t3dzezs7JaiBMFIyEZEJFAkZCNBqva7Vs5dXFy85afb3YDm8aKqKlVVVXsedZPcP0By/TOqcBhWLiDqFB6PyHNtv0FFRVXUkhfw3U+afizc5oORxFrB7uXLl/3d11tbWzl27Bi5ublhLdTXrl1jamqK6urqbY2tubmZ6elpiouLt9UM1Ov18uyzz3LvvfdueY51Op3YbDb0ej2qqnL48OFVRQuKovirte4E/NIQF4A3vOENjI+P88QTT/jLoWtra/3l0Ddu3OC+++7jX//1X6mrq2N+fp4HHniA5eVlvv/9768qv0xNTQ04QV69epXq6moef/xx3vWudwUdy+LiIk1NTVHb30SDqqr+p5vq6uqoZvKzs7P+RmnRfE4VRfEvtMXFxciyHDYJ0SahUEnIViMhk5OTtLe3U1lZGdULrebxooXz95L8S+4fIrm+iipkrSMugmDi2vxfcvlyb1QLdgHcbjetra0YjcYtN/yLBFaSl+7ubgwGA4WFhSwsLNDS0kJGRsY6W4SNMDg4yMzMDFVVVdsaV2dnJ4qiMDExQXZ29pZ1QR6Ph3PnznH//fdvK2Lo9Xppb29namqK/Px8cnNz/X+TZdlf1Xon4JeKuExPT/Pwww+vMqD7v//3//pL0AYHBzl27BjPP/8899xzD+fPn+e1r31twH1dvXo1aIXIf/7nf/Lxj3+cpqYmDh8+HHQ8Q0NDXL16ldOnT0dPfj4AvF4vjY2NZGRkrCqxi0bcuHGDvr6+XXesXWsgGEqVTCgkJBgR2c2FeWRkhJ6eHmpqaoiLi9u144YLj8eDzWbDbDZTVla2Z+RFkK+hd/whKoBwi0CrXgR1BFn/ZmTTxxgdHeXy5ctRT148Hg9tbW1IkrShd0gkobUlWSnw1v6Nj4/7HZ/BV6rc0tJCfHx8yN/51atX/aLu7aCjowOLxUJGRgYtLS0kJSVtKTrldrt57rnneN3rXrdtcqiqKufPn8fr9VJbW+tP8cuy7J9D7gT8UhGX3YKqqjz44IOMj4/zwx/+MOiFrKoqdrsdSZIoKyuL6mjGwsICzc3NUT/RAv5UzMmTJ7c0EWyXhASybQ9EQrSU4bFjx/bUPyMUDA4Ocu3aNU6ePLlpunQv4Xa7sdlsxMbG7qneSXL9J5Lnv0F1ASKgoEo5eIyfRmAZQRlgdmaangE3uYVnSU5eo5VQHQhKP6geVPEwCGmroze7CO1JXpZlqqqqwlr8NEv/YJVma1/TfsJtR/C191BmZiYJCQl+nZ/L5fKnSaqqqjYlV1euXGFhYYGKioptnZf29nasVit5eXn+1FqoY1gJp9PJ+fPneeCBByJCtl955RXi4uIYHR2lpKSEzMzMA+JygNAwMzNDRUUFv/M7v8PHP/7xoNu53W4aGhooKCgI2QRvr6BFM06dOhW1pcfgIx42mw2j0UhJScm6VMxmpbrBSMhmRmUGgyHsiWdubs7fEyVauzSDbwHq7e1lYmKCkydPRrWRlcvlorm5meTk5LBSCBGFqiLIbUjeBlAXUaVCZOk1iHIjkvcFUJdBAKdT5cpwOkmHf9NPXgS5B8nzQwRlDFBQiUXRnULRvx6EvUnXyLJMR0cHTqfTb7gWKhFZ2xttLakPdE9p91Kg704T7Go+L4Ig4PV6/aXcNTU1G6ZEBgYGWFpaory8fFvnxG63Ex8f76+69Hq9q8zhQp0jHQ4HL7zwAmfPno3Itfryyy/7u2u3t7dz9OhRjh075j+3dwIOiMsO4ty5c7z1rW/lF7/4BSdOnAi63cTEBJ2dndTX10f106yqqnR1deFwOKipqdn1ULzW0ySUyhi3243D4fC/d2UrhY0mzO2QkK1ifHycrq4uamtrozoVo6oqnZ2dLC0tUVtbGxUVPMHgcDhoaWkhPT3dP4nvNQS5F53rq6jEgKilkOZxOW7Q0V9Ddt47SE7SoXN+GUGdRhWOABKo0wjMIRt+DUV3MmLjCafaLJADcTACEui+inSDVo28CIKwymW3vb2dxcVFamtrg6aK+/v7cTgclJWVbWsMWoHFSsmAoih0dXUxNTVFTU1NSD21lpeXefHFFzl79uy2xqPhpZdeoqioiNTUVBYWFrDZbCQkJFBRURHVD5zhIHpnnjsA9957Lx/96Ed56KGHOHfuXNCnVM2Bt7Ozk9ra2qiqKloJrRSwsbGRgYEBf0XUVhAuCQkUCVk7SVosllWvu91uurq69qwDbqhIT0/H4XDQ1tYW1UZ6giBQUlJCW1sb7e3tUd1/yWw2U11dTUtLC5IkRYU2S5B7QHWCtKICRYjDZJyk8JiLxvZ26iplEk03UYU8EG6dWyEZlEUErw2CEJdAupCNIoxut3tTjVUgB2KdTkdfXx9zc3NUV1fvWVNOURT9ol3tM4iiSGVlJZcuXaKxsZHa2tqAFvqRKhcOtB9RFCktLaW/v5/Gxkaqq6s3LRSItO/Kyr5HsbGxnD59mp6enojtPxpwQFx2EIIg8Oijj1JbW8ujjz7Kn/7pnwa9QAsKCmhsbOTq1atRMckGgyRJlJeX09TUREJCAqmpqZuSkM0mzVBIyMpoSDi6FS1KZLVaozqadfTo0VXdpKM1miGKIhUVFbS0tNDV1UVpaWlURDMCISYmhpqaGlpaWtDpdHuuIxLwAgHOlSARF2fixIkTDA5+F8sxDzojyLIHWVZQFBkUBVke4sZwf9BUp+aYGijqYTKZVjVpXZuSCQelpaX09PTQ3NxMTU1NWM0uI4lgXi/FxcWriMNaD6rNGhqGimAESBAECgoKMJvN/jTwRt23I+10u5YIGY1GSktLo3ZO2QrunE8SpTCZTPzrv/4rr371q3nggQc4c+ZMwO00gW5TUxPJycl71ntHVdWQBKkGgwG73Y5Op9uUhASbNMMlIVvBoUOHmJ+f95u+RevNKwgCx48fp62tjYsXL+5ar6CtQKfTUV1dTVNTE729vRQWFkYtebFarVRXV2Oz2ZAkaU8acmqdqVV3GibFi9s5jSzrkRUZVXail6YYnREYnx3EICYwOzvPsrsXRTEiST4dR6x5kgVXmf/ei4mJCRgl0RbvnYRmwS9JEi0tLVRXV4eUEtmpsQQiLwUFBRgMBlpaWqisrCQ1NdX/nkipIzaLlGRlZWE0GrHb7TidTnJycgJuH2nDuF8GA7ronMXvMFRXV/OZz3yGhx56iAsXLgS9yWNjY8nLy6Ozs5NTp05FpJlYuI6pmqJ/MxJy6NAhRkZGcLlcVFRUYDQa99z4KxgKCgpYXFykq6uL8vLyqL2pRVH0uxX39vZy/PjxvR5SUBgMBqqrq2lubsZoNEZt80jwtVuoqqry+7xs9PS7GdZGF0OpkNF0IQY95GWmkBgzgCoYkUQJnd6DWynAFHcX+SkJ6PX5iM6bxIqtWOOOYDRaIx3TuwAAVe5JREFUEdQpVDGXWMOvckiKjuozQRDIz89HkiS/d9JetbEIRl6OHj3qf8DSqmtgZ1NFa5GamkpdXR02mw2HwxGwQ/xOEJdofeiJFA7EubsEr9fLvffeS15eHv/wD/8Q9EJVVZXW1lZMJtOq1u3bISGiKIZtVhYKCZFlmebmZhITEykqKorMidohuN1umpqayMzMXGXMFI1wOBw0NjaSm5sb1S7A4HOWttlsFBUVRX1V3NTUFO3t7ZSUlJCenr5OFxIKEQml7D2QWFWn0/kWE9WB6G1GkDsBGVUqQdHVgrBClK0uMD/xQxzzL5OSnIDBUoiiew2qtM0Usur0kSAsIEauhce1a9e4cuUKlZWVe9oaZK3LrjbHTk5O0tbWRkFBATk5OVy6dAlJkrY9ZzU2NnLkyJGQrvvl5WVsNhtWq3Wdmd/MzAx2uz2oZ1i4ePbZZ6mrq1sl9Jdl2X8d3gm4Mz7FPoBOp+Mb3/gGVVVVPPDAA9TV1TE+Po7BYCAlJWXVZKnX6xkdHWV2dhYgJBKyF+kYTe/S2NhIYmJiVAtgDQYDFRUVNDc3Y7Vao3qsZrOZyspKWltbMZvNq8Lc0Ya4uDgqKipoa2tDr9fv2VgD+YUEIh8mk4mOjg50Op2/A7EgCAHJhslkIjY2NiA52fI9JZhR9K8B/Ws2+DAeEhIzgFO093o5mv9mkpO3cV5VFdH7MqL3BQR1BhUDqlSCbHgzCNuPkhw9ehRJkmhra9tTn6dgkZeUlBTq6upoaWnB5XKhKEpEFvBwIiUWi4X6+npaW1tpbm6murraX7Id6QjJL0PE5YC47CDOnTvHf/zHfzA5OcnU1BSTk5PIssz/+l//C/Atpu9617v49V//9VWEIyYmhkOHDjE2NkZxcTFWq3XXNCHhwmKxUFxcvC8EsJopWVdXFxaLJWDFQbQgISGBkpISLl68yMmTJ/dMQxAKkpKS/GOtqamJSMpA04WEWiHj8Xj8C1awqEdMTAypqaksLS1x/fp1SkpK/K07oiV9KHpfRnJ9HUGdIcUC8YUiQ+OXmeIPSE7eWr8oUW5G8nwP0KEKSaC6EL0vg7qAbHwoIt4wWVlZSJKE3W7f0yq+teRF83qJj4+nvr6elpYWRFGMSO+tcFM8BoOBkydP0tHRwYULF6itrcVisUQ8VXTQHfoA24LRaCQ7O5vq6mqSk5NJSUkhKSmJz372s8iyzH/9139tyoxHRkaivkdQeno6MzMzdHR0bNmtdreQnp7OwsIC7e3t1NXVRbUhU3p6ur/SqK6uLmrLpAEyMjJwu93+qqiVlSYbCb6DEZGVfiGBiEiwCplQ/UIsFgvd3d1YLJY902asgzKO5PpnBHXR16AREZ1hkez0Pi5d+1fgI+FHM1QFwfuS71fxVvsRwYKqGhGVHhTlCqq0dVuDlTh06JC/c3NxcfG2tETbgUZetCgc+AiM1Wrl1KlTvPTSS4yPj5OXl7etuWorhEPrpdXd3c2FCxeoqamJONH4ZYi4HGhc9gATExOUl5fzx3/8x/z6r/960O28Xi8XLlwgKysrqsWP4GP5zc3NxMXFbWi2Fw3QWi0AVFZWRjUpVFWVS5cusbCwEBWkUNOFBCMik5OTLC8vY7Va/dttJPjezAxwJyfg69evMzAwQG1tbVREtET3k+jc/3yrOePtzy0oIyy70/mF/R2Ul5eTkpIS+k7VZXTOz4OqW6drEZR+ZMP7UXT1kfoIgE9T0tHRQWFh4Z5UcWlQVdVfQaRF1QRBwG63Mzs76/f62erDy0svvURhYeGWo0uDg4P09fWRk5PDzZs3edWrXrWl/ayEqqr8/Oc/55577ln1oKMoCgaDYc/nj0jhIOKyB0hNTeVrX/sav/Zrv8Zdd90V1MhNp9NRWlqKzWYjOTk5KibXYNAqYi5cuEBiYmJEQrE7BUEQKC0tpampiYGBAfLz8/d6SEGhmf61trb6y6QjRbQ0MWM4FTKaX0ggXYimcZmamsLlclFUVLTKjyfaJs3s7GxkWcZms62LEu0FBBZv/bKarKkYMBvdnDhxgo6OjjDJixGIR+AmKiuIi+rElzqKfLQpJSWFqqoq7HY7sizvmX+ORlQURUGW5VUtArKyspibm6OpqSkse/6V2G6KJycnx6+5ilTX5pUpsjsZB8Rlj/DGN76R973vfXz0ox/l6aefDsr6ExISyMnJ4eLFi9TX10fd5L8SZrOZkpISOjs7iY2N3fOFYCPo9Xq/WDc2Npb09PS9HlJQaKZvmm9KsGqIlSRkMz1IKLqQYEaA2pNbsEk7NzeX9vZ2rl+/TnV1dVRfs8eOHVtFXvbKCRZAFY/hs/h3gnBrIVVVBHURRVfnT72ERV4ECUV3Gsn9XVBu3upW7URQRlCkIlRxZ8wuExMTqa6upq2tDVmWOXbs2J5FNjXNi6Io/iiMJElUVVXR2dnpd9kNd76KREomIyODxcVFBgYG6OvrIz8/f1vnSYswRXMUORI4IC57BEEQeOyxx6ipqeGLX/win/zkJ4Nue+zYMaampujr64tqbw+AtLQ0srKy6OjooK6uLqoXLavV6idaFoslqiJagXQhhw4d4urVqywsLGAymdb9XSvVDaYLsVqtQbtWR3Ki06JvNpuNzs7OqPbOAcjLy8Pr9WKz2aitrd0zLZEiVaFIZYhyK6pqAXQI6jyqmIysfyPg05EIghAWeVF0Z0BdQpRfRlCHAAOKVI5seCcIO6fxio+Pp6amxt/8cLuL8nagaV403YumgykrK6Onp4fGxsawheWREtVqc8+NGzdwOByUlpZumRCt7OG0cpx3miLkQOOyx7hw4QL33nsvTz31FLW1tUG3W15e5sKFC5SVlUV1eSzc7s5ssVhWedFEKwYGBhgdHaWuri5iIduVWKkLCUWYGqz83WAwoKoq09PTHDp0iPj4+IBEJFrCxG63m5aWFhISEgIab0UTNC3R3NwctbW1O3IdhDaQeST3jxG9LwIuVPEEsuGtqNLqB5axsTEuXboUXtpInUNQxn3iXCFzXUpqp7C0tITNZiMtLY2ioqKIC1FXlsEHu7fWevEUFxdz5MgR/1iuXr3KwMAAVVVVIQugz58/T0VFxba9a27cuMGNGzcoLy+ntbUVvV5PVVXVlkq2XS4Xzz//PA888IB/HtBSwtFsEhouDohLFOCzn/0s//mf/8lLL720YbhyZGSEvr4+Tp8+vXcTa4hwOp1cuHCBwsLCqDcmU1WVjo4OvF5vSI0DZVkOq0JmpS4kHNOyYLqQ0dFRuru7o0ZUuhEcDgfNzc0cPnw4qntwge86uHjxIsvLy9TU1OxtxZkqAzIIwe/zLZGXPYLD4cBms5GYmEhxcXFQ8hKoY/VmP7WqnM3uJYPB4K880xpGapoXgOHhYS5fvkxZWVlIGr3nn3+eqqqqbbdnGR4eZnR0lJMnT+L1erHb7bhcri1pbxwOBy+88AJnz571f64D4nKAHYHH4+Guu+6ioqKCL33pSxu66l68eBFZlqO+GgZuO5XW1dVFrWeKNlE6HA4uXryI1Wr1GwIGIyKBdCGhEJFI+oUMDAwwMjJCXV1d0K7j0YLFxUWam5spKCjY0yqTUKAoCu3t7Xg8Hqqrq6PeaTSaycvaaMjS0hJ9fX0YDAaSk5MDEpRAHatD+RlqGfzKsQVy2b158ybt7e0UFRVt6lp97tw5amtrt11Of/36dSYmJqipqQF812BXVxdTU1PU1NSE9XCyvLzMiy++yNmzZ/2vHRCXA+wYent7qamp4d/+7d944IEHgm7n8XhoaGjg2LFjHDlyZBdHuDX09/dz8+bNXWlwGKgtwmZi1ZW6EJ1Oh9PpJDY2dpUeJFiUZC+Jo9b1emlpidra2qifkGZmZmhra6O0tDSqXYvBF1Gz2+2oqkpVVVXUn9vdIi+RiIbodDqWlpbQ6XRkZGRgNBpXRUN2swJN034IgrCKvMzMzGCz2cjJySEvLy/off7ss89SX1+/7ajntWvXmJqaorq6etXY+vv7uXbtGtXV1SQlJYW0r8XFRV555ZVVa4j2OY1GY9SkkbeL6H6c+CVCYWEhjz32GB/72MdobGwMOgHp9XpKS0ux2+0kJSVFdeUO+ISPs7OzXL58mdLS0pAX+810IcF+h+BtEbQKmUB/025ozYOiuLh4Va+PaIMgCBQXF+8bAWxiYiKlpaV0dnZSVVW1pz1tNoNmEtba2kpHR0dUd+oG/GmN9vZ2KioqQiIvW9WGQPBoSCDxd6BoiMfjoa2tjfn5eSoqKvYsqqWNaW2LgMTERL/LrtvtDqrP2slmjVqHa7PZjM1mo7S0NCRDv1+GztBwEHGJKiiKwlvf+lZ0Oh3//u//vuFk2dfXx9TUFHV1dVE9qYJPMNbQ0MDRo0f9IeJQIiKBdCGhmJdt92ltcHCQoaEh6uvro15LpDWPTE9PD+oHFE0YHh6mr69vX+hzPB4PNpsNs9lMWVlZVN9niqJw48YNent7yc3NxWKxRFwbEsloiKblUBSFqqqqPdUTrUwbaf/Al3ZpaWkhLi6O8vLydd//008/zate9aptPzxeuXKF+fl5KisrA/59YmICu91Ofn4+OTk5GxKT+fl5mpubue+++1Z9vjst4nJAXKIMY2NjlJWV8fnPf573ve99QbdTFIWmpiaSk5N3fcEKJWS89jXtqUan062bCDciIuHmriMBTUukCeSi/WZfWlqiubmZ/Pz8qNeQgG+iHh4e3nPflFCgVUbFxcVRUlLiMzXztiF5foygjKCK+ciGt6NKkTMx3E40RPMssVgs6yKMkdCGRBKyLNPR0YHL5VrVdHAvsDJttJK8uFwubDZbwEqfn//859x1113b7s82MDDA0tIS5eXlQbeZm5vDZrORkZGxYYXe7OwsbW1tqzpNHxCXA+wKvv/97/OhD32IhoaGDa3+FxcXaWpqorKyMuQc6Fqs1IWESkTW+oVsFhHRfh8aGmJ0dJT6+vqo7hEEvkm1qamJxMTEqPfOAV9evrW1lcrKyj3rzhsqVFWlu7ub6elpTp48GfVRLZfLRXNzM8nJyZTk9aJ3/i3gub2BYMFj/jyKri7g+3ejUmZlNCSaBbtroSgKnZ2dLC4uUlNTs6dC82AtArxeL21tbXi9Xmpqavy2BD//+c+5++67t02++/v7cTgclJWVbbjd8vIyNpsNq9VKeXl5wMjXzMwM7e3t3HPPPes+1wFxOcCOQlVVfuM3foPe3l5++tOfbhiaHRoa4urVq5w+fRqdTreqVDdUF1XwPamFWqqr/R7uTaCqKm1tbUiSFPWaDPCVFjY2NlJQUMDhw4f3ejibYmRkhJ6eHk6ePBm1VVwatBJ0LaoV7QJYh8OBvfUXvOrEX6PXuVCIAVVARUFkAZd8mP6pv8DtloNGQ3a6UmYlxsbG6OrqClnzspdQFIVLly4xOztLTU3N3roXryAvK1sEKIpCR0cHCwsL1NbWYjQaefrpp9f1BNoKent7cbvdlJaWbrqt2+2mtbUVIGCUampqis7OTu6+++51n+mAuBxgxzE/P095eTm/9mu/xn333cfNmzcxmUyUlJSsmxjn5+f9F+dKXUgoepCVJGQ3iITb7ebChQvk5ORsWm4YDZienqatrY2amppt+zXsBvr7+/1metFeJi3Lsp/I7pUANpxoSJzRRtnRf8UjmwARAQEEEEUvoiDTN/lnKELOjmpDwsF+irxoUbjJyUmqq6v3vOhgZc8fbW7UTApv3rxJdXU1DQ0N3HvvvduOGPb09CDLMsXFxSFtr6XYNBK1MlU1OTnJ5cuXueuuu/yvHRCXA+wY/ud//oevfOUrTE5O+v8tLS0BEBsbS3x8PHfddRcPP/zwOtIhCALd3d3k5OSQlZW1p3nrUDA7O+u3V9+uB8Ju4Pr161y9epX6+vo9s4MPFaqq0tnZicPh2BeRDI/HQ0tLC7GxsX4NyVaxE5UyK3/GGmzEC5/D6daj1xlu6x1UN+DFHfMvqFJuBM5K5KBFXsrLy6PecVsrAR4ZGaG6unrPxdsr7fO11JGqqgwMDDA4OIjX6+W+++7bdtq7u7sbVVU5ceJEyO/RiN7o6OiqVgU3b96kt7eXV7/61au2vdOIy0E59CZ48skn+fM//3M6OjowmUzcfffd/OAHPwi6/Yc+9CG++c1vrnrt7NmzPPXUUxse5+jRo7zzne8kJSXF/y85OZkvfvGLPPnkk7zwwgsbhlB1Oh0XL14kPT096vUjCQkJ5OXl0dHRwalTp6J+vEeOHGF+fp6Ojg5qa2uj+uZfWSbd1dVFWVlZVJNYTfTY3NxMf3//KqG5oih4vd6QSchm2hCj0UhsbOzWoyHqq2ExHpNxHqdLAEFAJ4qAA1XMRRVzduw8bRVaqbTW2yiayYsgCOTn5yNJEjabjaqqqj19sNH6G60tl9bG2NPTw9TUVEguuxtBq2gKB1rXeLPZ7Nc5pqambtj4MZrngXBxEHHZAN/73vd46KGH+Mu//EvuvfdevF4vnZ2dvPvd7w76ng996EOMj4/zL//yL/7XjEbjln0r3G43p06d4tWvfjWPPvrohhdfd3c38/PzUb+4gu8pwG63A+wLF2BZlmlpacFqtW5oWR4t0MqkMzIyyM+PXMXLVrFZNGR5eZmJiQn/U+FeaUM2g+h+Er3rMVTFjSzLvsVMtOI2/yWqLnivsb3Gfoq8gM+U7cqVK1RWVu65549GXiRJ8qeN3G43zz33HKIoUlJSsi0NXFdXFzqdLmjX980wNjbGxYsXOX78OHq93q95XDl+VVUxmUxRP2+FioOISxB4vV5+93d/l8cee4yPfOQj/tdDyUMajcZts3ANBoOBf/u3f6Ouro43vOENq0RXa1FQUEBjYyNXr16N+r4wgiBQWlrKhQsXuHbt2obVU9EATYfR2NjI8PBw1LsWGwwGqqqqaGpqwmw2R1xcHOloSExMDCaTiaGhIXJycvyRw73QhmwExfAm3GI2kufHeF3XuD5mwZz0IEmx0UtawBd5EQSBixcv7otGrUePHkWSJNra2qioqNjTSjmtRFqWZVRVRZIkfxSmqqoKu92O2+3m2LFjW9r/RlGSUJCRkYHBYKCtrW3PSd5u4YC4BEFrays3btxAFEWqqqoYGxujsrKSxx57bFP19/nz50lLSyMxMZF7772Xv/iLv9jWjVdSUsLnP/95PvrRj9LY2BhUJCpJEmVlZX5/l2gXk+r1esrLy/0dhKN9vCaTiYqKCn9JYrRPEjExMVRUVNDW1obZbA5aMh+qNmTt77B9F9W1SE5Opr29ncTExD3XOASDqivDqytDMIPefZO2jotUVExGvQA2PT0d2B9pI4CsrCwkScJut1NWVranrSI08qLdKxpxSUlJoa6uDpvNhtvtprCwMOyohkbot4OkpCTq6+tpbGz0V0FFe9R9OzhIFQXBt7/9bd773veSnZ3Nl770JXJycvjiF7/I008/TW9vb9BF4Nvf/jYWi4Vjx44xMDDAH/3RH2G1WmloaNjWk6OiKJw9e5aUlBS+9rWvbXihDw4OMjw8zKlTp6K+SRz4xK+Dg4OcOnUq6j09wOf+2t/fz6lTp6JSrLs2GjI+Ps7IyIg/6hJtLqprMTo6yuXLl6mtrY3qtgsatOqd7fgp7SbGx8f9bSKinbyAT3B68eJFiouLQ7K930loaSOn00lDQ4O/maFmApmcnExJSUlYpKG9vR2r1RqRKPmVK1cYGBggISHBb5inkaw7KVX0S0dcPvnJT/KFL3xhw20uX75Ma2srDz74IP/0T//ERz/6UcBnRJWVlcVf/MVf8Ju/+ZshHe/KlSvk5eXx7LPPrrJh3gqGhoaoqKjg8ccf51d/9VeDbqeqKq2trf7y6WiH5ukhyzJVVVX74ua6dOkS8/PznDx5ckdTGcGiIZuZBcLqaIj290OHDmEymaLORXUtBgcHuXbtGidPnty2M+luQLPbr66u3heVcvuNvGg9xIqKinbMU2mjyOPa310uF16vl/vvv99/zzidTlpaWrBYLFRUVIQ8L9jtduLj47ecalqJ69evMz4+jiAIfo8k7WHwTiIu0f84HmH8/u//Ph/60Ic23CY3N5fR0VFgtabFaDSSm5vL9evXQz5ebm4uKSkp9Pf3b5u4HDlyhH/8x3/kYx/7GKdPnw56AwuCQElJCQ0NDaSkpPhDxNEKrRJG0+fk5kZXSWkgHD9+HJvNxuXLl8Mq4420NkRLy2wWDdHaGCwuLlJYWBhVupFAyMnJweVy0draysmTJ6Pek+bw4cPIskxra+u+6MO039JGKSkpVFZWYrfbkWU5JA8orVFrsHst0O8r77W195nJZCIuLs5/f5lMJmRZ9nu9mEwm6uvrsdlstLS0UF1dHVLFZCQbI2oi4srKSrq6urhw4QLV1dVRb0gZLn7piEtqampIN6lmP93T0+Ovifd4PAwODnL06NGQjzc8PMzU1FTEQpzvec97+PGPf8xv/dZv8YMf/CDoAmQymSguLubSpUvEx8dHZUpjJfR6PRUVFTQ1NZGQkBD1IXdRFCkrK6OxsZGBgQFSU1NDIiE7pQ3ZDBqZtdlsXLp0KaxO3XuFwsJC3G43bW1t1NbWRn3aMzs7exV52WsTtc2w38hLQkIC5eXlfvO1lQ1bg91vmvB1LbEPRvjDude0ah1ZlgH8hOfkyZPY7XYaGxupra3ddO6NhMZl5Zg0IlVaWkp/fz9NTU1UV1dHrGAkGvBLlyoKB7/3e7/Hf//3f/P1r3+do0eP8thjj/HjH/+Y7u5uvzDz+PHjPProo7zjHe9gcXGRP/uzP+Od73wnGRkZDAwM8Id/+IcsLCxw8eLFiD01zszMUFFRwe/8zu/w8Y9/fMNtu7q6cDqdVFdXR/1CBT6iNzAwwKlTp3b9KXur0RDw+egYjcY91YaEApfLRVNTE5mZmVFfeQa+78Rut6OqKlVVVftCcNjX18fo6Oi+aCIJe5c2WpmWCSU9s7I8XpZlDAYDcXFxAe+xlb9r/is7gWD9jbQeTDMzM5uS2JaWFtLT0yNSqTgwMMDi4iIVFRX+14aGhoiLi9tTcXOkEd2PMHuMxx57DJ1Ox/vf/34cDgf19fU899xzq6pJenp6mJubA3wXbkdHB9/85jeZnZ0lMzOTBx54gM997nMRXYQTExP5xje+wVve8hbuueeeDUu0i4qK9k3JMfhC7rOzs1y8eJGampotTzhr89U7GQ25efMmfX19VFZWRr0ew2g0+g3fzGYzmZmZez2kDSGKIuXl5dhsNjo7O6PeUA8gPz8fWZb97tDRHu2MRORFu9+CEY9Ar2mRipUp0GARkZU/JUliaWkJm82G2WymqKhoz66JlURlZdpIi8j29vbS2Ni4yt12LSKZKgq0r8OHD0f9PRMuDiIu+xSqqvLII49w/vx5nnvuuQ2JkWaxX1dXF/W5d/B56DQ1NZGWluY3T4u0NiTS0ZDu7m5mZmaoq6uLev0I+Jqx2e12qquro76sG3yGelrVxl4uVKFC62szNzdHbW3tvqiWWxl5SUlJCXi/bURMNtKHBPtdp9NtOYrmcDiw2WwkJiZGhSlkoBYBAFevXqW/v5/q6uqAthiNjY1kZWVFRHTc19eHy+VaZdmhfS/RTqDDwf/f3p2HR1Wl+QP/Vir7SpZKBbKQhYRAQpaqLAQZJhgRccCxG6VnVBQHUel2IaANaNON2jNIw6Dz2N1qd6tAu9BuI7YIbqFxgJCtsu8LIZB9Xyqp1HZ/f+R3r1VJbSGVVN34fp4nj1DckENZy7fOec97KLjwmEKhQEpKCjZs2ICDBw+afOI2Njais7MT6enpNn9jtWQ2ZHR0FP39/XBxceEOwgPsq4uqLq1WC5lMBmdnZ17MCgA/bOtOTU21+3oMYOKNKj8/H2FhYVbZgTHb2ILo0dFRSKVSmx5twT6HzM2CjI6OYnx8nPs+BwcHo8FjJvUh1qJQKCCTyeDp6Yn4+HibLyWy26UdHBz0wktrayuqqqqwYsWKKbUmV65cweLFi61SB1lbWwu1Wq23m5SCC7E7xcXFWL16NU6fPo1Vq1YZvU6r1aKwsBDe3t6IjY216hhmazZELpejvb0dCQkJ3LSxrUOXKUqlkvv0xIc3VgCoq6tDd3c3UlNTeTErMDw8jMLCQsTExMzatlhr0mq1KC0thUqlgkQisVqBsSXbdo3Vh5iaBXFycsLIyAgaGxsRHx8PsVhs9yFcqVRCJpPBxcUFCQkJNn+NMHREADDRj6a0tBRLly7V2xWVm5uLiIgIqxTPGjqwkQ1S9r4zbzoouMwDhw8fxhtvvIErV66YXAoaHR3FlStXTLb8no3akJnMhlRWVkIul/Pi/CUAGBoaQmFhIS/aqgM/9NBRKpWQSqW8uI/7+vpQXFzMi50wwETI0C0wnvzGaq4+xNCvdetDzM2C6P7a0v+/fOvzolKpUFxczG0FtpfwMnnmpb+/H0VFRQgPD0dUVBQEAgEuX76MqKgoq7StqKqqgoODg96HUwouxC5pNBrceuutiIiIwB/+8Ae9MDB5NqSrqwttbW0IDQ01GlDsqYuqRqPhjjCIiYmx+t8/G9rb21FTU4O0tDReLMGwB0h6eHhMqyeNLXV2dqKyshISicTujopgGEavSSDbsOzatWsAAB8fnylNBCfXh1gSRmZSH2IJvoUXtVrNBcSkpCSbnzpvLLyws4ZisRjLli3DpUuXsHTpUqvcx5WVlXByctJ7raTgQuyCSqVCaWkpuru70d3djZ6eHtTX1+PEiROIj4/H2NgYBgYG8Pzzz3PrprqzIQqFAgKBAGKx2OiLpD11UZXL5cjLy0N8fDxvtvTV19eju7sbaWlpdt9/BPhhm3RwcDAvGgACE9s8GxsbkZKSMqsNtgzVh5hantHtHzL5OdXX1wdnZ2eEhoZO2T5vT885Ft/Ci0ajQVlZGcbHxyGRSGy+/GksvIyOjnJL90NDQ1i+fLlVzrqqqKiAi4sLoqOjudsouBCjzpw5gxdffBFlZWVwdXXFP//zP+Ozzz4zej3DMPjNb36DP//5zxgYGMAtt9yC119/Xe8BZ0xfXx+WLVsGkUiEgIAA7r9tbW24fv067rnnHixevBgrV66Er6/vlNkQlUrFrava+ynHrI6ODlRXV2PlypW86I3BMAyKi4vh4OCAxMREu3tDMoT9JBgbG2vzM2Es1dDQwPVMsbT4cPKyjLkwwtaHODo6mpwF0b3N2dnZ4AykUqnk3rD4NLvFp/Ci1WpRXl4OuVzONRK1JWPhhX0sjIyMICkpySofysrKyuDh4aHXo4mtt7F1iLMmCi5W8Mknn2DHjh34r//6L9x6661Qq9WoqKjAli1bjH7P4cOHcejQIZw4cQIRERE4cOAAysvLUVVVddPV31qtFlu2bMHo6Cg+/PBDk9PIfX19KCkpQVpaGm/aQVdXV3PnA/GhFkOlUiEvLw8LFy7kRbM34IczYexxCcYQrVaLyspKDA4OIjY2FgzDmO0hMtv1IeaMj49zW7tjY2N5FV5sfUqzpbRaLaqqqjAwMACpVGrzDztsozr2lGn2saRWq5GTkwM3Nzekp6fPOFyUlJTA29tbb9aUgguZQq1WIzw8HC+88AK2b99u0fcwDINFixZhz549eOaZZwAAg4ODEIvFOH78OP7t3/7tpsfT09ODFStW4LnnnjM7nvr6evT29iItLY0XQUCr1XJHAlh7Z9RsGRkZQX5+Pq+WudglmLS0tDlvqGeoPsTcjhn2JUwgEMDDw8PiMGLLwDA2NsbVOURHR1N4mQUMw6CmpgY9PT2QSCQ2rzcz1mU3JycHnp6eXHuLmTzniouLsWDBAr1djfMxuNj/4rudk8lkaG1thYODA5KTk9HR0YGkpCQcOXJErwmQrqtXr6KjowO33XYbd5uPjw/S09ORm5s7o+ASEBCAt956Cz/72c+wZs0ak0tPUVFR6O3tRWNjo0VLVLbGdlHNy8uDr6+v3R8eCQCenp6Ii4tDRUUFb2a3QkNDMTo6iuLiYqSlpc2oyFG3PsTS5RnAeP8QY92LBQIB10cnISHB7oO4m5sbJBIJCgsL4ejoyIu6Ivb5Vl5ezovwIhAIEBsbi/r6ehQWFkIqldr0+ceGU3YXme5SYkxMDNra2rjzjW62UShbWzXfUXCZoaamJgDAwYMHcezYMYSHh+O///u/kZmZibq6OoOHBXZ0dADAlDdesVjM/dlMbNiwAVu3bsWjjz6Kr7/+2ugbD3sQF7trx94PNgQAd3d3xMXFobKyEl5eXnbfYh+Y+P86PDyMkpISpKen23y3gyViYmIwNjaG0tJSSCQS7sXQ0m27ltaHuLm5GZwRuZkdauxRBjU1NVi2bJndz2J4eHhAKpWisLAQQqFwWoe32gofw0t0dDQcHR25E5u9vb1tOh72iAC1Wg2hUMjNiCxbtgzOzs7coYg309Hamgc22jMKLkbs27cPhw8fNnlNdXU11+b5+eefx+bNmwEA77zzDkJCQvDRRx/hsccem/WxTiYQCPC73/0OUqkUR48exf79+41e6+npiejoaFRUVCAjI4MXb6qBgYHo7+9HWVkZUlNTbd6zwRJRUVHcYZvJycl28eLCMAzUarXRWRChUIi+vj58//33EAqFJutDnJ2d4eLiAi8vr1mtDzHFyckJEokE+fn5aGpq4kVdkaenJ5KTkyGTySAUChESEmLrIZnFNqXjU3iJjIyEUChEUVERkpKSbH7MhUAg4DqE6x4VsGTJEjg7O6OwsBCJiYnTvm8NzbjMx2oQCi5G7NmzB9u2bTN5TWRkJNrb2wFA76BDFxcXREZGoqWlxeD3sR0SOzs79XZvdHZ2IikpaWYD//88PT1x8uRJrF27FuvWrUNKSorRa0NCQtDT04Pq6mretKuPjo5GYWEhamtrTR4yaS8EAgFWrFiB/Px8NDQ0zMrSHFsfMp2D7tiCQUNhw8PDA56enmhuboa/vz/CwsLsoj7EFFdXV0gkEhQUFHDbju2dj48PkpKSuAZqfNjRFRgYiBUrVvAmvADA4sWLIRQKUVxcjMTERIPnBt0s9kMA+/ya/Hwz9PxjQ4aLiwuEQiH3XGSfZ6WlpVi+fPm0OkQbm3Gx1+frzaLgYoRIJLJo6x+73a62tharV68GMLGbpLm52ejUL9ve+bvvvuOCytDQEPLy8rBz506r/RvS09Oxd+9ePPLII7h06ZLR4jSBQIC4uDjk5uaivb3d7k8MBsCdvsrWu/Dhxd7R0RGJiYnIz8+Hl5eX2RbfxupDTIUR4If6kMm1IJPrQ9hfm+sfEhAQwO2C4UONju4shrOzMy9qoXx9fZGYmIiSkhIIhUJeBAE+hpeQkBAIhUKUlJSYHLOhInFzS6SGevewX15eXnq/Z/+cnS3WarXclmmBQICgoCA4OTmhuLgYSqXS4iNEfiw1LrSryAp27dqFjz/+GG+//TYWL16MI0eO4O9//ztqamq4KcnY2FgcOnQIP/nJTwBMbId++eWX9bZDl5WVzWg7tCEqlQpr1qxBQkICjh07ZvINqru7G+Xl5Vi5ciUvakeAH8bMh8JXtj6kq6sLDQ0NiIiIgFAoNPpCaKg+xJIeIrOxdMbez3zZJg38MOakpCRe1G8BE+fZlJeXIzEx0SoNyeYCO2Z7Di+Tg0h3dzdaWlogEong4uIy7SAy+ffsbbp9WqY7PkO9XgYHB1FUVITg4GDExMSY/bsNnXuk0Wi47ubzBc24WMGRI0fg6OiIrVu3YmxsDOnp6cjJydFbR62trcXg4CD3+1/+8peQy+V49NFHMTAwgNWrV+PcuXNWP8HTyckJJ06c4E6Rvv32241eKxKJsGjRIlRUVPDmbCCRSITQ0FCUlZXN6cnXk+tDLJkRYdey2VmOpqYm+Pv7w9XVlasPMRRM7OH/g0gkwpIlS1BaWoq0tDSb98WwhEgkwtKlS1FaWjqjnRpzKTAwEHFxcSgrK0NycrLNazEsYYuZF2MzIqaeh5ODiJeXF7q7u+Hr6wt/f3+D4eRmg8h0sf1d2NcI9ueyu00LCwsxPj5u9gRsNvzMdzTj8iPx5ptv4uDBg8jLyzP5SU6j0SAvLw9isZgXxY3AxJO1qKgIbm5uN92N1Fx9iKEwwq5JWzILonubQCDgDjdkTw3my4tNTU0N+vr6kJqayptPcE1NTbh+/TpvAhcAtLa2oq6uDhKJBD4+PrYejkVmMvNi7PlnaRCxdFZk8gcbthHnkiVL9E5sthV25kUgEOgt4SoUChQWFsLNzc3kIZIXL16ccu6RVqvlPizNFxRcfiS0Wi3uuusuODo64t133zX5Rjk8PIz8/HxIpVLeLAsoFArk5eVhyZIlCA4OhlarnVaRqqn6EFMhZCbny6jVahQUFMDPzw9Lly615t0xa7Rard5Jx3wIXAzDoLa2Fr29vUhNTeVNI66WlhbuLCY+zBYBP4SX+Ph4+Pr6mg0ixs53MrUcY+5YhekaHByETCZDeHi4xbUks8nYspFKpYJMJgPDMJBKpQY/OHz//fdTzj2i4EJ4raOjAwkJCfjtb3+LBx54wOS1zc3NuHHjBlauXGkXD3i2PsRU8BgdHYVcLodQKOS27To6Ok6rrftcb60eHR1Ffn4+YmJieFEUDfwQuHx8fHjRLwWYeDMoLy/H2NgYpFKpXTymLXH16lW0tLQgJSXFpp1fdWdETM1KKpUTJ2Gz9Vm6QcSSWRFbtTYYHh7makmWLFli88e0bnjRPSJAo9GgpKQEY2NjSElJmVJacOHCBaxYsUKvpouCC+G9//3f/8W2bduQm5uL8PBwo9cxDAOZTAZXV1fExcVZdQy6WwctXZ7RrQ8xFTx6enrQ398PiUQCNzc3XswI9Pb2oqSkBCkpKbxZFmBnuBYvXmzycWRPtFotZDIZHBwckJSUxIvHBjBxNAd7kKS1lrqmE0TY3wOWB5Hh4WHU1NQgISHBbgt2J5PL5SgqKkJgYCCWLl1qF+FF94gA9vHKns/FziDqBtrz589P6VNDwYXwHsMweOSRR1BXV4czZ86YfDArFArk5uZi+fLlJreUGnsRNLd10FR9iKFfW9I/hA1cTk5OvOlJA0zMcLW0tCA9Pd3mp9laamhoCIWFhbw6h0mlUqGoqIg7ioEPjw92qaunp8fgp2z2GkvCh6mt89aeEeHDbqPJxsbGUFRUBF9fXyxfvtzmjw9j5xsxDIO6ujrcuHFD7wNPTk4OpFKp3gcgjUYDZ2dnCi6E34aGhpCcnIz/+I//QHZ29pQ/160P6ezsxLVr1xAeHs6dvDs5mLAvgkKh0OIiVfZFcDZeGJRKJXJzcxEZGcmLBmTAxAtURUUFFAoFpFIpb2YDurq6UFFRMeXF0p6xpzMHBgYiJibG1sMxaHIQUSqVaGlpwejoKEQikd7SqannoKnn31wszfAxvCgUCshkMnh6eprdxTNX2BlndtmIfd28evUqGhoakJycjICAAHz33XdITU3VO9aAggvhJaVSiba2NnR3d6Onpwfd3d3Iy8vDX//6V2RkZEAul2NgYAD79+/HggUL9PqHODs7cy+KIpHI4AuirepDTOnv74dMJpvyJLZnGo1Gr3aEL5qbm3Ht2jVe7dqRy+UoKChARETEnJwRdLMzIpODyMjICDQaDUJDQ+Hm5mY3NSKm8DG8KJVKyGQyuLi4ICEhwS7uV92jAXQ/9LW2tqKqqgrx8fHc0S26Pa0ouBCrCA8Px7Vr1/RuO3ToEPbt22f0ezIzM3HhwgW92x577DG88cYbZn/et99+i/Xr18Pf35/rCCwSiXD16lUIhUJkZWUhKCgI69atg5+f35T+IWq1GleuXEFISAhv6hmAiU8jra2tvDnYEJiYqmZ3R/Hh3Bpg4k25uroag4ODSE1N5c0LJNvca9myZdPuvGxoRsTcNl7A8IyIuVlJXVqtFqWlpdw2er7c13wMLyqVijuGwdQW5LlkbMdRV1cXSktLodVqsXr1ar26FwouxCrCw8Oxfft27Nixg7vNy8vL5K6BzMxMxMTE4MUXX+Ruc3d3t2g2gd1hM/mJp1QqkZGRgVWrVuHll182uWwzMDCAoqIipKWl8WZrJsMwKCkpgUAgQGJios3Xqy3FzhbxaTs6u00aAK8KX9nC6MTERHh7e99UEDFXG2LtrsbszhJ2S7o9vKFago/hRa1Wc/d1UlKSXXwAMhZe+vv7kZeXh7CwML3dflqt1m5n424WBRcbCA8Px65du7Br1y6LvyczMxNJSUl49dVXrTqWqqoqpKWl4cMPP0RmZqbJaxsbG9HZ2TmnHWpnSqlUck/muVgSsJbr16+jqakJ6enpVu+mPFtUKhUKCgrg6+uL2NhYmwZFS2ZE2NsUCoVeuLekSNXWy6MajQZFRUVwcnJCYmIib4Kibp8XPpwhBUzc16WlpVAqlZBIJHbRB8hQeGEYBl999RWcnSfO52KLiym4EKsIDw+HQqGASqVCWFgY7rvvPmRnZ5ucysvMzERlZSUYhkFQUBA2bdqEAwcOWOVMof/5n//B0aNHkZeXZ/ITvlarRWFhIby9vREbGzvjnztX2NkiPs1gMAyDqqoqjIyMICUlhTcvOmNjY8jPz0d4eLhVgyJ74KSlyzOTZ0TMFal2dXVx3XVt2S9lOtgdUu7u7nZTRGoJPoYXrVaL8vJyyOVy7mBdW5scXrRaLb755htkZGSgtLQU3t7eSEhIAAAKLmTmjh07BolEAj8/P1y+fBn79+/Hww8/jGPHjhn9nj/96U9YvHgxFi1ahLKyMuzduxdpaWn49NNPZzwerVbL1cC89dZbJj8pj46O4sqVK1ixYoVFp2fbi2vXrnHbje3hE5Ml2KDo7u7Om627wA+1I6YeI7MdRG5mRqSurg5dXV1ITU21izcmSyiVSu7DBJ8eI3wNL1VVVRgYGIBUKrWLQnTd8MIwDL777jtkZWWBYRgUFRVBKBQiMTERHh4eFFzIVPv27cPhw4dNXlNdXW1wpuLtt9/GY489hpGREYtfMHNycpCVlYWGhgarnCl0/fp1JCYm4pVXXsG9995r8tq2tjbU19cjIyODNyGAPRtIq9UiKSmJNy/wbKO3iIgIuzhLxZjJQaS7uxvXr1/HokWLIBAIZhxE2Ntm88WXYRhUVlZys1x8KWZkt3f7+/vbfIluOvgYXhiGQU1NDXp6eiCRSOxido4NLxqNBhcuXMBtt90GR0dHqNVqFBcXQ6vVYtWqVbx5PFuCgouVdHd3o7e31+Q1kZGRBt/oKysrER8fj5qaGovPrJHL5fD09MS5c+ewfv36mxrzZKdOncLOnTuRn5+P4OBgo9ex7dM1Gg2vQoBKpUJeXh6Cg4Pt4kwSS7FLXcnJyXqtvGcTG0QsKVI1FkTY+pFFixbB3d3d6Om79oQtMtZqtbw6/HJsbAyFhYUICgqyi5b1luru7kZZWRnvwgvbzVgqleptPZ6tn2fsuTj5a2xsDFlZWVxI0Wg0GBoagkgksrvn2kxQcLED7733Hh588EH09PRYfIz9pUuXsHr1apSWlnLrmDPFMAy2bt2KtrY2nD592uQDXaVSITc3FxEREbxp8gZMNN8rKCiY0xBgDTdu3EBDQwPS09NvaoraVBAxFEbMzYgY+73uY4at0xkeHubVDIZareZOG+dT92W5XI7CwkKEhoYiMjLS1sOxGF/DC3vquEQimVavKIZhpjQQNFdAPvkASmP9tFxdXbllIXb5SKvVwsXFhYILuXm5ubnIy8vD2rVr4eXlhdzcXGRnZ2PDhg04ceIEgImGQllZWTh58iTS0tLQ2NiI999/H3feeSf8/f1RVlaG7OxshISETOntMlP9/f1ISkrCE088gV/84hcmr2WPhE9LS5v1Tx3WxO7YWblyJW9qGQDo9UoRCAQWNzSzNIgYWq6Z6YudVqtFcXExdz4QX0KAUqnkll/s4dwaS7GHBc5VYz1r4WN4ASaaL169ehWJiYlwc3MzGUB0b9dqtdyRJ6aej9NtLmjoiACGYeDi4sKb2UNLUHCZYzKZDD//+c9RU1OD8fFxREREYOvWrdi9ezf3Jtrc3IyIiAicP38emZmZuH79Oh544AFUVFRALpcjNDQUP/nJT/CrX/1qVrrC5uTkYNOmTbhw4QKWL19u8tr6+nr09vYiLS2NN08MdqmLbeJlD29KujMixoLI+Pg4hoeH9V6cHB0dLSpSteXSDLtNmg0BfMHukAoLC+PV0uLg4CBkMhmio6N508QQsK/wonvsibFlGfbPxsfHDR4Ca+pDAdsQbrZee3S77Do4OFBwIfMfwzDYs2cPzp8/j5ycHJOzElqtFvn5+fD390d0dPQcjnJm1Go18vLyEBQUZJXi5skmBxFjtSHsl+4xC6aCCADU1tYiODgYUVFRvHkxGh0dRX5+PqKioni1tDg8PIzCwkLExMSYrPuyN/39/SguLr6prsC2NFvhxVBfH1PBZPKxJ+ZmRfr6+lBfX4+EhASb77Zkl4d6e3vR1dWFvr4+rF27llezy+ZQcCEGKRQKpKam4o477sDBgwdNfjKQy+XIy8tDUlISr+pGhoeHUVBQgMTERPj7+5u81lpBxNysiCVBhD2VOSEhAQEBAVa5L+bCwMAAZDIZ77bSs0uifBs32xWYT51qAcvCC8MwUKvVFs+KKJVKAOaXSif/2XQ+GHR2dqKiogJxcXEICgqyyn3B/lsZhsHIyAi6urrQ3d095aunp4c7h47dKKLRaODh4QGRSITLly/zKsCaQ8GFGFVcXIzVq1fj9OnTWLVqlclrr1+/jqtXryIjI8Mu2mKbwwaRGzdu4Nq1a1iyZAkA2CSI3Iy2tjbU1tYiPT3dKk0I50pHRweqqqqQmprKm6MjgIk3pcrKSkgkEt40MQR+2HKcmJho9yFXt2C1u7sbzc3NEIvF3A61yaGEYZgpdSLmlmdme6m0p6eHa7tw2223GbyGfctVKBQGA0hXV5deCGF/PT4+DicnJ73z5gIDAxEQEACxWIzAwEDuNvb37HZte1gOtyYKLsSkw4cP44033kBubq7Jehr2XCChUGiTnRiG1qRNzZDoBhH2KeDr6wsXFxeTYcSelmZqa2u5+iK+7NgBgKamJty4cQNpaWm8Oc4AmAjnDQ0NSE1N5VUxent7O6qrq5GcnGzxrkVrYJ+Tli7PsHUZusuiIyMj8Pf3x4IFC4wWrNr6TZl9/VCr1dws1wMPPIB7770XcXFxBmdFenp6MDQ0BIFAAH9/fwQEBHDBgw0f7JdIJIJYLIZYLIaPjw8cHBxs/m+2NQouxCSNRoNbb70VERER+MMf/mDyCaNUKpGbm4vo6GgsWrRoRj93JkHE0q27bBDRaDTIy8uDSCTiVZ0Ou2PH0dERCQkJvHkx0230lpqayqttmo2NjWhtbeVd6GptbUVdXR0kEgl8fHxu6u8w1u3YWDBhn5O623XNzYo4OTnpPY5tVbDLLs8MDg5OWZ4xNBvS3d2Nvr4+MAwDb29vLFmyBOXl5YiKisItt9zCBRPd2RB2toT90MGX5689oOBCzLp69SqSk5Px5ptvYtOmTSav7e7uRnl5OVauXKm3hGFJEDH0onczQeRmjIyMID8/n3d1DEqlkmuqx6feHVqtFjKZDI6Ojrw6uZthGFRXV2NgYACpqam8WBZltbS0oKmpCVKpFF5eXnp1Ipb2EwH060TMLc04OTnNeJbSGuGFfZsbHR3lgohu6Jj81dvbi+7ubqhUKri4uHAhg50NmTwrovvF9lkqKyvDunXrsGPHDvznf/7njO4Doo+CC7HIiRMn8Mwzz3A7cRQKBeRyOZydnae8uHV1dWF8fBweHh4WBxFDn7zmemmmvb2dqxuxh3NILMUWGcfHx/OqCFOlUiE/Px8ikQgxMTG2Ho7FtFotysrKuO309jJjZKyxmW4IGRwchEKh4FrCT25sZq6XiK221Hd3d+ONN95ASEgIHn74YS6IqFQqvQAyOZRM/q9cLoeDgwMXQnSDiFgsnjIzIhaL4enpedPLMzU1NTh//jx27txp7bvkR42Ci50LDw/HtWvX9G47dOgQ9u3bZ/R7FAoF9uzZg1OnTmF8fBzr16/HH//4R4s/rajVavztb3/T+wTS2dmJS5cuwcHBAaOjo5DL5bjrrrvw6KOPTnnRc3R0RHt7OxYsWICQkBC7rRExRPdEZnsfq67Ozk5UVVXx6nRj4Idt0kuWLOFVzxGNRqM3YzRbjxWNRmPx0gxbJyIQCEwuy/T29qK/vx+JiYnw8vKyizoR4IdtvP39/VyBqm6hamNjIz7//HNER0djfHwc3d3dGBgYADBRn8aGDt16kcnLMyKRCP7+/lz4sod/N5k+Ci52Ljw8HNu3b8eOHTu427y8vEy+Oe3cuRNnzpzB8ePH4ePjgyeeeAIODg64dOmSRT9Tq9UiMzMT/v7+egVjbm5ueOWVV7B582bcf//9CAoKMtobYHh4GPn5+ZBKpbzahaHRaFBQUABfX19eNUsDJpoBdnV1IS0tjVdLGP39/ZDJZLzY+aJLpVJxJzMvX77cojdBc9vqJ39pNBoAhhubGQsn5hqbMQyD2tpa9PT0ICUlZdZqdXS38RpbktFdlmFnRjQaDdzd3afsnhGJROjv78e7776L3bt346c//SnEYjFEIhH3OkRB5MeBgoudCw8Px65du7Br1y6Lrh8cHIRIJML777+Pe+65B8DEdOWyZcuQm5uLlStXzmg8Z8+exZYtW3Dx4kWzhazNzc24ceMGVq5cyatdL6Ojo8jLy0NcXByvll4YhkFxcTEEAgGv2usDE8t0NTU1vNuxMzY2hoKCAgQEBCAoKMhsq3e2TkS3sZm55RlHR0erz+iw50gNDg4iISHBovucfatgZzt0l2cmL8no/ppdmtINIuyXsW287HgMPYa//PJLbNmyBZcvX7baOW2EXyi42Lnw8HAoFAqoVCqEhYXhvvvuQ3Z2ttEgkJOTg6ysLPT39+vNdCxevBi7du1Cdnb2jMbDMAyeeOIJFBQU4JtvvjH5yZ5hGMhkMri6uiIuLm5GP3eusUsvfOuTwtaNiMVirjcNXzQ2NqKtrQ1paWk26/LJFqxa2tSMPQAPmJgVcXNzs2hmxB6WIbVaLV5//XX8+c9/xqlTp6BWq7nlGUO7aNjtvIODgxAIBPD19dWbDdFdmtENJYGBgfD19bXqNt6amhpenSFFrIs/H4N/pJ566ilIJBL4+fnh8uXL2L9/P9rb23Hs2DGD13d0dMDZ2XnK8oxYLEZHR8eMxyMQCPC73/0OEokER48exf79+01eGxcXh9zcXK5JEl+IxWL09/ejrKyMV1t2nZyckJiYiIKCAnh5efHqPo+MjMTo6ChKSkqQkpJitfvcXMGqpY3NnJyc4OXlZXBWZHh4GDKZDOHh4Ta9z9nlmaGhIYu6rPb29sLd3R0ZGRlwdnbWCyFsEGGLvtllGbaIlf3QYovwEBsbO+c/k9gPCi42sG/fPhw+fNjkNdXV1YiNjcXu3bu52xISEuDs7IzHHnsMhw4dstmnUg8PD/z1r39FZmYm1q1bh5SUFKPXurq6Yvny5aiqqoKPjw+vel/ExMSgoKAAdXV1WLZsma2HYzFPT0/ExcWhoqIC7u7uvOlQywbdoqIiVFRUGO1NM50D8HTrRAzNgLi7u+s1N9MtMJ/OG/KCBQuwYsUKlJWVwcnJyWpHX7CzOWNjY3pBhA0ehrqs9vT0QKlUwtnZ2WCdSEpKit7MyIIFC/D444/DwcEBX3zxBa9mGMmPEy0V2QD7SceUyMhIrnukrsrKSsTHx3NTpZPN9lKRrhdffBHvvvsuLl26ZHYnS2VlJRQKhd2cxmypsbExXLlyBcuWLbPq+SNzobGxEe3t7UhPT7frYt3JB+CNjo6ioaEB7u7u8PT0NHn8giW9RAw1Npstra2tkMlkWLhwocFAr9tl1dg2XjaM6C7RjIyMwMHBAf7+/lOCiKEdNGKxGF5eXhYvz4yMjGDjxo04ePAgMjMzrX23EGJVFFx45r333sODDz6Inp4eg+272eLcDz74AJs3bwYw0Ro+NjbWKsW5ulQqFdasWYMVK1bglVdeMfkCqVarceXKFYSEhCA8PNxqY5gLbFO99PR0Xm01ZhgGpaWl0Gg0SE5OnrO6CkONzczNjgD6jc0cHBwwMDAAPz8/+Pv7W7XZoLWx23gHBgbQ1dWFd955B++99x6efPJJqNVqg11W+/v7AUzM1IhEIqPNzdjlmcDAQPj7+89ql1WtVms39ykhplBwsWO5ubnIy8vD2rVr4eXlhdzcXGRnZ2PDhg04ceIEgIlPeFlZWTh58iTS0tIATGyH/vLLL3H8+HF4e3vjySefBABcvnzZ6mOsr6+HVCrF8ePHcccdd5i8dmBgAEVFRUhNTTV57pE9qqur484F4ku9CzARGPPz8xEQEDCjJm+G6kRMBRPdxmaWtHp3dp56AF5fXx+Ki4uRlJRk9vRua2LrRORy+ZSlGFNFq2q1Gm5ubggICIC7uzuuX7+OjRs3IiwsTK+xmW4gYZdO+TQLSYitUXCxYzKZDD//+c9RU1OD8fFxREREYOvWrdi9ezdX39Lc3IyIiAicP3+em+JlG9B98MEHeg3oZmup480338TBgweRl5dntg9HY2MjOjs7kZ6ezqsAoNVqUVRUBHd3d97tkJLL5cjPz0dsbCx3tP3NHIBnrLGZsWBijcZm7CnYM9kmzb7EKZVKg9t4u7q6pvQS6e7uxtjYGIRCodFtvIYanHl6ekIgEIBhGNx3331oampCTk4Or7Z4E2LvKLiQGdNqtfjXf/1XCIVCvPvuuyanm7VaLde0i287AxQKBa5cuYKYmJgZHyJpbeYam42MjGBwcBAuLi7QaDQWH4CnG07mqk5kstraWhw7dgy//vWvERwczAURjUaDvr4+k83NdGdFBgcHAWDKNt7J/528jfdmA9j4+Dheeukl7N27lzcF0oTwAQUXYhUdHR1ISEjAb3/7WzzwwAMmr2UbvMXHx/PqQEMA6O3tRWlpKdLS0mb1U7SpA/CM9RMBJgpWjYWQgYEB9PX1ISEhAR4eHlY5AM9adLfxTg4fXV1dOHfuHHp6ehAWFsbNjvT29kKr1cLT09PgrMjkZRl2Gy9b9E7LM4TwEwUXYjWfffYZHnroIeTm5potwG1ra0N9fT3XP4JPGhoauNb6lnYEtuQAvMm3Tz4Az5KdM6aW3xiGQXl5OcbHxyGVSmc1tOhu4zU3G6L7a3Yb7+RD8Pz9/XH69GmIxWI899xz3M6ZwMBArmCaggghPw4UXIjVMAyDHTt2oKamBl9++aXJN3X2TVSj0fCuPT3DMCgqKoKzszOio6MtCiG6dSKWLs1Yq05El0ajQX5+PhYsWDCt3jSGtvHqdlmdfCAeW7A6PDwMgUAwrW283t7eBrfxdnd3Iz09HTt37sSzzz5rtfuEEMIvFFyIVQ0NDUEikWDbtm16zfMMUalUyM3NRUREBEJDQ+dohMYZqhMxNTsyGwfgzYWxsTE8+OCDWLVqFZ5++mluG6+5Lqvd3d3o6+sDAPj4+Fi8jTcgIMBq23jr6urg7e3Nu546hBDroeBCrO7ixYu4/fbb8d133yExMdHktX19fSgpKZmVmpHJjc1MhRJTjc2MhRC5XI7y8nKkpaXZxfZu9qnMbuM1tCTDfikUChQWFkKr1UKj0cDV1dVgfYihbbyBgYG0jZcQYjMUXIjVMQyD559/Hp9//jkuXLgANzc3k9fX19dzPVJM1V3oFqyaW5Zhv4CJxmaWLs1Mt7FZU1MT2traZqU7re423sldVg0tzbD/HR0dhVAo5GZD2PAxeRvvP/7xD5w6dQrff/89oqOjrXoIHiGEzBYKLmRWKJVKZGRkYNWqVXj55ZeNviFqNBooFAqUlJTAw8MDIpHI5AyJqQPwjIWS2ewXwzAMiouLIZfLccstt5gNXsDEkpTuNl7dOhFD23gHBgYATGzj1Q0hk0/l1d3G6+fnZ7Y+hmEYPPzww3B1dcUbb7xh1fuFEEJmCwWXeWp8fBzp6ekoLS3luo8ak5mZiQsXLujd9thjj93Um5luk6+CggI8+eSTuP/++wFMFFeuWbMGUqlUr7EZMFEnolKp4OXlBXd3d5OzIvZQJ8JiGAYKhQKrVq3Chg0bsGnTJou6rGq1Wi6oTZ4VMbSNVyQSzco2XoVCAYZhzM6KEUKIvaDgMk89/fTTqK+vx9mzZy0KLjExMXjxxRe529zd3adVt3HhwgXcfffd3OyAn58fAgMDoVKp4OTkhGXLlkEsFuPWW29FSkqK3gwJ29js+vXruHr1KjIyMmx2KCD7dFAoFNPqsioWi3Hjxg34+voiODjYYEMzNpzodlkFqE6EkB8rmUyGvXv3oqCgAEKhEJs3b8axY8eo07IZljWhILxy9uxZfP311/jkk09w9uxZi77H3d19Rjs1kpOTceHCBa7nBhs8tFot7rjjDjg7O+Po0aMm36RDQkLQ09OD6upqrFixwipv6LrbeHUDh7meIuw2Xj8/P70QEhAQgKioKGRkZEzZxvuXv/wFf/zjH3H+/Hn4+fnNeOyEkPmrra0Nt912G372s5/h97//PYaGhrBr1y5s27YNH3/8sa2HZ9doxmWe6ezshFQqxWeffYaAgABERERYNONSWVkJhmEQFBSETZs24cCBA3B3d7fKmG7cuIGEhAS88soruPfee01eq1Qq8f3330Oj0WD9+vUGr2G7rA4MDJhs964bVPr6+sAwDLy9vac0N9NdntH9CggI4AKYJSGKYRhs2bIFDz30EDZu3Dj9O4oQ8qPxpz/9CQcOHEB7eztXG1deXo6EhATU19djyZIlNh6h/aIZl3mEYRhs27YNjz/+OFJSUtDc3GzR9913331YvHgxFi1ahLKyMuzduxe1tbX49NNPrTKukJAQvP7663j88cexatUqBAcHTxk3MHEUQFdXF+rq6vDrX/8azz33HLRardHeIiqVCi4uLlO28YpEIkRERBjcxsvWcszG8oxAIMCHH35ISz+EELPGx8en7GJkX58uXrxIwcUECi48sG/fPhw+fNjkNdXV1fj6668xPDyM/fv3T+vvf/TRR7lfr1ixAgsXLkRWVhYaGxsRFRV1U2OebMuWLfj0009x5513YtOmTVOWZnp6eiCXy+Hg4ICAgAAsWrQIR44cwbp16yAWi7F8+fIpMyNisRheXl52tY3XXsZByI9VXV0dnn32WVy6dAlKpRIJCQl46aWXsHbtWlsPTc+tt96K3bt348iRI3j66achl8uxb98+AEB7e7uNR2ffKLjwwJ49e7Bt2zaT10RGRiInJwe5ublwcXHR+7OUlBTcf//9OHHihEU/Lz09HcDEmTzWCi4CgQDHjh1DWloaent7ERoaColEMmUbr7+/P4RCIcbGxpCamor4+HgcPHjQKmMghMx/GzduRHR0NHJycuDm5oZXX30VGzduRGNj45x0XLb0g2ZcXBxOnDiB3bt3Y//+/RAKhXjqqacgFovt5vBTe0U1LvNIS0sLhoaGuN+3tbVh/fr1+Pjjj5Geno6QkBCL/p5Lly5h9erVKC0tRUJCwmwN16zS0lKcOnUKhw4dstkYCCH80dPTA5FIhO+//x7/9E//BAAYHh6Gt7c3vvnmG9x2222zPga2vs6UyMhIvcNlOzs74eHhAYFAAG9vb5w6dcpsPeCPGc24zCNhYWF6v2e31EVFRXGhpbW1FVlZWTh58iTS0tLQ2NiI999/H3feeSf8/f1RVlaG7OxsrFmzxqahBQASExPNHhlACCEsf39/LF26FCdPnoREIoGLiwvefPNNBAYGQiqVzskY2Hq76RCLxQCAt99+G66urli3bt1sDG3eoODyI6NSqVBbW4vR0VEAgLOzM7799lu8+uqrkMvlCA0NxebNm/GrX/3KxiMlhNiDf/zjH0brQ/Lz85GamjrHIzJOIBDg22+/xd13383VvwUGBuLcuXPw9fW19fCm+P3vf49Vq1bB09MT33zzDZ599lm8/PLLWLBgga2HZtdoqYgQQohRSqWSOxWcdeDAAXz33XdobGyck4J0S+tGli5dirvvvhsqlQrPP/883Nzc8Je//AWff/45CgoKsHDhwlkf63Q8+OCDOHPmDEZGRhAbG4tnnnkGW7dutfWw7B4FF0IIIRZTqVQIDg7Gk08+iQMHDszJz7S0buT//u//cPvtt6O/v1+v83d0dDS2b9/O7doh/EZLRYQQQiz2+eefo7e3Fw8//PCc/UxL60bYJfDJu3IcHBy4c9EI/9GeK0IIsZEzZ84gPT0dbm5u8PX1xd13323rIZn11ltvYf369RbvUpxLGRkZ8PX1xUMPPYTS0lKup8vVq1fxL//yL7YeHrESCi6EEGIDn3zyCbZu3YqHH34YpaWluHTpEu677745+/n79u2DQCAw+VVTU6P3PTdu3MBXX32F7du3z9k4pyMgIADnzp3DyMgId6DrxYsXcfr0adqhOI9QjQshhMwxtVqN8PBwvPDCCzYLATfTb+Sll17Ca6+9htbWVpud4E4I1bgQQuaF8PBwXLt2Te+2Q4cO2WVBpkwmQ2trKxwcHJCcnIyOjg4kJSXhyJEjiI+Pn5MxTLffCMMweOedd/Dggw9SaCE2RUtFhJB548UXX0R7ezv39eSTT9p6SAY1NTUBAA4ePIhf/epX+OKLL+Dr64vMzMwpW4/tRU5ODq5evYpHHnnE1kMhP3IUXAgh84aXlxeCgoK4Lw8Pjzn9+ZbWjbA7XJ5//nls3rwZUqkU77zzDgQCAT766KM5HbOl3nrrLaxatQqxsbG2Hgr5kaPgQjjj4+NISkqCQCBASUmJyWsVCgV+8YtfwN/fH56enti8eTM6OzvnZqCEGPHyyy/D398fycnJOHLkCNRq9Zz+/D179qC6utrkV2RkJNcIbfny5dz3uri4IDIyEi0tLXM6Zku9//77uHTpkq2HQQjVuJAf/PKXv8SiRYtQWlpq9trs7GycOXMGH330EXx8fPDEE0/gpz/9Kb2wzUPj4+NIT09HaWkpiouLkZSUZOshGfTUU09BIpHAz88Ply9fxv79+9He3o5jx47N2RgsrRuRSqVwcXFBbW0tVq9eDWCisVtzczMWL14828MkhN8YQhiG+fLLL5nY2FimsrKSAcAUFxcbvXZgYIBxcnJiPvroI+626upqBgCTm5s7B6Mlc+mpp55iNmzYYPZxMRv27t3LADD5VV1dbfB733rrLcbR0ZFRKBRzOmZLPf3000xwcDDz1VdfMTU1Ncz27duZwMBApq+vz9ZDI8Su0YwLQWdnJ3bs2IHPPvsM7u7uZq8vKiqCSqXSOyI+NjYWYWFhyM3NxcqVK2dzuGQOnT17Fl9//TU++eQTnD17ds5//p49e7Bt2zaT10RGRhq8PT09HWq1Gs3NzVi6dOksjG5mjhw5AkdHR2zduhVjY2NIT09HTk6OXR4GSIg9oeDyI8cwDLZt24bHH38cKSkpaG5uNvs9HR0dcHZ2nnKCqVgsRkdHx+wMlMy56Qba2TDdLbu6SkpKuNOB7ZGTkxOOHj2Ko0eP2noohPAKFefOU5bubnjttdcwPDyM/fv323rI895dd92FsLAwuLq6YuHChdi6dSva2tpsPSyDJgdae5ebm4tXX30VpaWlaGpqwnvvvYfs7Gw88MADNINByDxDMy7zlKVT7Dk5OcjNzYWLi4ven6WkpOD+++/HiRMnpnxfUFAQlEolBgYG9GZdOjs7ERQUZI3hz0tr167Fc889h4ULF6K1tRXPPPMM7rnnHly+fHnOxrBv3z4cPnzY5DXV1dX4+uuveRVoXVxccOrUKRw8eBDj4+OIiIhAdnY2du/ebeuhEUKsjFr+/8i1tLRgaGiI+31bWxvWr1+Pjz/+GOnp6QYPUhscHIRIJMIHH3yAzZs3AwBqa2sRGxtLNS7T8Pnnn+Puu+/G+Pj4nHUitbTN+5YtW/D3v/8dAoGAu12j0UAoFBoNtIQQMhcouBA9zc3NiIiI0Nv22traiqysLJw8eRJpaWkAgJ07d+LLL7/E8ePH4e3tzXUoncvZAz7r6+vDzp070draiosXL9p6OFPcTKAlhJC5QDUuxCyVSoXa2lqMjo5yt73yyivYuHEjNm/ejDVr1iAoKAiffvrpnIynubkZ27dvR0REBNzc3BAVFYXf/OY3UCqVc/LzZ2Lv3r3w8PCAv78/WlpacPr0aVsPyaCwsDDEx8dzXzExMQCAqKgoCi2EEJuiGRfCO+fOncPf/vY3/Pu//zuWLFmCiooK7NixA1u3bp3zHRqW1oywbdJ7enrQ19eHa9eu4YUXXoCPjw+++OILvSUZe2RoJo4QQmyBgguZF44cOYLXX3+dO7xurlhaM+Ls7Dzl9hs3biA0NBSXL19GRkbGbA2REELmFdpVROaFwcFB+Pn5zfnPnUmfEfagvfHxcWsOiRBC5jUKLoT3Ghoa8Nprr9l1I6+8vDwUFBRg9erV8PX1RWNjIw4cOICoqCiabSGEkGmg4lxiNyxtmqertbUVd9xxB+69917s2LHDRiM3z93dHZ9++imysrKwdOlSbN++HQkJCbhw4cKUHjqEEEKMoxoXYjemWy/S1taGzMxMrFy5EsePH4eDA+VwQgiZ7yi4EF5qbW3F2rVrIZVK8e6770IoFNp6SIQQQuYABRfCO62trcjMzMTixYtx4sQJvdBCRw4QQsj8RsW5hHe++eYbNDQ0oKGhYUozNMrhhBAyv9GMCyGEEEJ4g6oZCSGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhsUXAghhBDCGxRcCCGEEMIbFFwIIYQQwhv/D5JOg+94D0ugAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 700x700 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "iris = datasets.load_iris()\n", + "x = iris.data\n", + "C = np.cov(x, rowvar=False)\n", + "print(C)\n", + "T, s, Tinv = np.linalg.svd(C)\n", + "pca_x = np.matmul(Tinv, x.T).T\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.scatter(pca_x[:,0], pca_x[:,1], c=iris.target, alpha=0.6)\n", + "ax.set_title(\"Die ersten zwei Hauptkomponenten des Iris-Datensatzes\")\n", + "plt.show()\n", + "\n", + "fig = plt.figure(figsize=(7,7))\n", + "ax = plt.axes(projection='3d')\n", + "ax.view_init(15, 75)\n", + "ax.scatter3D(pca_x[:,0], pca_x[:,1], pca_x[:,2], c=iris.target)\n", + "ax.set_title(\"Die ersten drei Hauptkomponenten des Iris-Datensatzes\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8bca24c6-6ce5-4e55-bdec-b5d161e183aa", + "metadata": {}, + "source": [ + "### Berechnung mit Scikit-learn\n", + "\n", + "Wir müssen uns noch nicht einmal die Mühe machen, selbst die Singulärwertzerlegung oder die Eigenvektoren der Kovarianzmatrix auszurechnen - das kann Scikit-learn auch für uns tun:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "19601f2e-24a8-497d-a373-c5169def4ad4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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///vfAHz44Yc4nU7uuuuugDitW265hcTExF42ORyOgNgGi8XC7NmzA/b96quvUlRUxNSpUwPukTPOOAOg1z2ycOFCCgsLff+fPn06iYmJ/d7PEPmzH479wfCer+9+97sBy3t6YyPpT5KTkzl06BBr1qzp9zjD5ZZbbuk3nsXrgXr77bdxuVxR27cXh8MB4OuzrVar797yeDwcO3bMNzQTzvO6ceNG9uzZw9VXX82xY8d857OtrY0zzzyTTz/9FF3XA7a59dZbA/5/yimncOzYMZqbm4EvzsE///nPXtt60TTNF6en6zr19fW43W5mzZo1oH7m4Ycf5u233+bFF1+kuLgY6B6uamxs5Kqrrgq4VzRNY86cOb771263Y7FYWLp0adCh3lhkVA8VAbS2tga41nqyZ88ehBBMmjQp6N/7Grqora2lsbGR5557jueeey7oOjU1NQH/7+mOh+5ZURdffDGTJ0+mpKSEc845h2uvvZbp06eH3Le//U1NTSGPsef+8/Pze62TkpLS7w1dUVFBTk6Or2PxMmXKlKDrm0wm3zj5QG0Nl/T0dBYuXBjUhp50dHTw6KOP8qc//YnDhw8jhPD9LdjQUrhMnDixV0zM5MmTge6x7Ozs7H7b+OSTT3jnnXf40Y9+FBDXAt3nH4Kf76lTp7Js2bKAZTabzTcc4iUpKYm8vLxediYlJQW9/j2fCYfDQU5Ojm9cPJRNFouFCRMm+P7uJdi+U1JSAmb+7dmzhx07dvSy3Uu07mfvviJ59sOxPxgVFRWoqhogsKD3eYukP/nRj37Ehx9+yOzZs5k4cSJnn302V199NfPnz+/Tlr4I1jf15LTTTuOrX/0qDz30EL/+9a85/fTTueSSS7j66quxWq2+4/B4PL5tHA5Hr34jFK2trQAkJCQA3S/93/zmNzzzzDOUl5cHtJuWltZve96PwVBD2tD93KekpPj+3/Oe8v6toaGBxMRErrjiCv7whz9w8803c88993DmmWdy2WWX8bWvfS1AwL/00kv86le/YufOnQEiL5zz7M+7777LQw89xL333stXv/rVXsfmFfU9SUxMBLrF32OPPcb3v/99srKyOPnkk7ngggu47rrrwuqXjMioFi6HDh2iqamJiRMnhlxH13UUReE///lP0K+Nvh44r9r+xje+EfLB6Ck+enpbAE499VT27dvHP//5T95//33+8Ic/8Otf/5rFixcHfDWHsiEzM5O//vWvQf/e8wUQ6ovK/wUeDfy/lLxEautQ8J3vfIc//elP3HXXXcydO5ekpCQUReHKK68M+HoKlaTQv+OMNtOmTaOxsZGXX36Zb3/72xF3cP6Eus7Ddf0Hum9d1yktLeXJJ58Muu7YsWMjbjMUkT77Q33uIulPioqK2LVrF2+//Tbvvvsur7/+Os888wz333//gNMmBOubeuLNi7Rq1Sr+7//+j/fee49vfvOb/OpXv2LVqlU4HA5OOumkANH6wAMPhJ2DauvWrWRmZvpeuo888gj33Xcf3/zmN3n44YdJTU1FVVXuuuuukN4Of7zrPPHEE8yYMSPoOpFeZ7vdzqeffsrHH3/MO++8w7vvvssrr7zCGWecwfvvv4+mafzlL3/hhhtu4JJLLuGHP/whmZmZaJrGo48+yr59+8I6FwDl5eVcc801nHXWWb5Yt57H9vLLLwcVIP4fbnfddRcXXnghb731Fu+99x733Xcfjz76KB999BEnnHBC2PYYhVEtXLzBTYsWLQq5TmFhIUIIxo8f7/tCDhfvDAGPxxP0iz8SUlNTufHGG7nxxhtpbW3l1FNP5cEHH/QJl1Av0sLCQj788EPmz58fVsczUAoKCliyZAmtra0BD/quXbvCbmO4bO2L1157jeuvv55f/epXvmWdnZ29ZsF4v7IaGxsDAjR7ehG87N27FyFEwHXavXs3gC/4rb+Mzenp6bz22mssWLCAM888k2XLlpGbmwvgy6Oxa9euXl9Yu3btimqeDS979uzhK1/5iu//ra2tHD16lPPOO6+XTRMmTPCt53Q6KS8vH9AzUVhYyKZNmzjzzDOjluG6r2dnoM9+JBQUFKDrOvv27QvwsvR8diLtT+Lj47niiiu44oorcDqdXHbZZfz85z/n3nvvDRhOHApOPvlkTj75ZH7+85/zt7/9jWuuuYZ//OMf3Hzzzfz1r38NyJXlf2/0xcqVK9m3b1/AcNxrr73GV77yFf74xz8GrNvY2OgLtIa+rzF0ex8G20f7o6oqZ555JmeeeSZPPvkkjzzyCP/93//Nxx9/zMKFC3nttdeYMGECb7zxRoBtDzzwQEA7fd3jHR0dXHbZZSQnJ/P3v/+914eg99gyMzPDOrbCwkK+//3v8/3vf589e/YwY8YMfvWrXwXMuo0VRm2My0cffcTDDz/M+PHjfVNxg3HZZZehaRoPPfRQry8nIQTHjh0Lua2maXz1q1/l9ddfZ+vWrb3+XltbG5atPffhcDiYOHFiwPRPbw6Uni/Yyy+/HI/Hw8MPP9yrXbfbHbWkW+eddx5ut5tnn33Wt8zj8fD000+H3cZw2doXmqb1us5PP/10L0+Kt1P49NNPfcva2tp46aWXgrZ75MgR3nzzTd//m5ub+fOf/8yMGTN8X0OhrqE/eXl5fPjhh3R0dHDWWWf57o1Zs2aRmZnJ4sWLA+6L//znP+zYsSPoDJXB8txzzwW4uJ999lncbrdvBs3ChQuxWCz89re/DTinf/zjH2lqahqQTZdffjmHDx/m+eef7/W3jo6OkLNd+iLUeR/Msx8J3vP129/+NmD5U089FfD/SPqTnrZZLBaKi4sRQgxJ7ImXhoaGXufK68nw3pfz589n4cKFvp9whEtFRQU33HADFoslYJg02PP66quv9koBEOoaz5w5k8LCQn75y1/6hqH8CbeP9qe+vr7Xsp7nwOu18bd99erVrFy5MmA77yzGYH3Crbfeyu7du3nzzTcDhrK8LFq0iMTERB555JGg19x7bO3t7XR2dgb8rbCwkISEhF4pBmKFUeFx+c9//sPOnTtxu91UV1fz0Ucf8cEHH1BQUMC//vWvPr8+CgsL+dnPfsa9997LgQMHuOSSS0hISKC8vJw333yTb33rW/zgBz8Iuf0vfvELPv74Y+bMmcMtt9xCcXEx9fX1rF+/ng8//DDoTd6T4uJiTj/9dGbOnElqaipr167ltdde48477/StM3PmTKA7wG/RokVomsaVV17Jaaedxre//W0effRRNm7cyNlnn43ZbGbPnj28+uqr/OY3v+FrX/taBGczOBdeeCHz58/nnnvu4cCBA748JZHEhQyXrX1xwQUX8PLLL5OUlERxcTErV67kww8/7DVefvbZZ5Ofn89NN93ED3/4QzRN44UXXiAjIyNoavLJkydz0003sWbNGrKysnjhhReorq7mT3/6k2+dGTNmoGkajz32GE1NTVitVs4444xeMT8TJ07k/fff5/TTT2fRokV89NFHJCYm8thjj3HjjTdy2mmncdVVV/mmQ48bN47/+q//ivq5cjqdnHnmmVx++eXs2rWLZ555hgULFnDRRRcB3R6Ce++9l4ceeohzzjmHiy66yLfeSSed1CvJWDhce+21/O///i+33norH3/8MfPnz8fj8bBz507+93//l/feey8g2WQ4eJ+d//7v/+bKK6/EbDZz4YUXDvrZD5cZM2Zw1VVX8cwzz9DU1MS8efNYsmQJe/fu7bVuuP3J2WefTXZ2NvPnzycrK4sdO3bwu9/9jvPPP98XHzIUvPTSSzzzzDNceumlFBYW0tLSwvPPP09iYqLPE9cf69ev5y9/+Qu6rtPY2MiaNWt4/fXXURSFl19+OWB4/YILLuCnP/0pN954I/PmzWPLli389a9/7SWGCgsLSU5OZvHixSQkJBAfH8+cOXMYP348f/jDHzj33HOZNm0aN954I2PGjOHw4cN8/PHHJCYm8n//938RnYOf/vSnfPrpp5x//vkUFBRQU1PDM888Q15eHgsWLPDZ/cYbb3DppZdy/vnnU15ezuLFiykuLg4QUHa7neLiYl555RUmT55MamoqJSUlVFRU8Oc//5mvfvWrbN68OSCOyuFwcMkll5CYmMizzz7Ltddey4knnsiVV17p65/eeecd5s+fz+9+9zt2797te46Li4sxmUy8+eabVFdXc+WVV0Z07IZhuKYvDQXeqXreH4vFIrKzs8VZZ50lfvOb34jm5uZe24Sa5vr666+LBQsWiPj4eBEfHy+mTp0q7rjjDrFr165+7aiurhZ33HGHGDt2rDCbzSI7O1uceeaZ4rnnnvOt450O7T8118vPfvYzMXv2bJGcnCzsdruYOnWq+PnPfx4wFdXtdovvfOc7IiMjQyiK0usYnnvuOTFz5kxht9tFQkKCKC0tFf/v//0/ceTIEd86/lNu/Ql36vGxY8fEtddeKxITE0VSUpK49tprxYYNG4JOh46Pjw/ZTji2RjIdOtRU8mDnvKGhQdx4440iPT1dOBwOsWjRIrFz505RUFAgrr/++oDt161bJ+bMmSMsFovIz88XTz75ZMjp0Oeff7547733xPTp04XVahVTp04Neq2ff/55MWHCBKFpWsDU6GDHsXr1apGQkCBOPfVU3zTYV155RZxwwgnCarWK1NRUcc0114hDhw4FbBfq/J922mlBp9D23Lf3GD/55BPxrW99S6SkpAiHwyGuueYacezYsV7b/+53vxNTp04VZrNZZGVlidtuu000NDSEte/rr79eFBQUBCxzOp3iscceE9OmTRNWq1WkpKSImTNnioceesg3TVaI7unQd9xxR9Dj6XktH374YTFmzBihqmqv6xfOsx+J/cHo6OgQ3/3ud0VaWpqIj48XF154oTh48GDQqbDh9Cf/8z//I0499VSRlpYmrFarKCwsFD/84Q8Dzk8w+poOHWyKc8/7ff369eKqq64S+fn5wmq1iszMTHHBBReItWvX9nsOvPv2/phMJpGamirmzJkj7r33XlFRUdFrm87OTvH9739f5OTkCLvdLubPny9WrlwZtH/45z//KYqLi4XJZOrVJ23YsEFcdtllvvNVUFAgLr/8crFkyRLfOt53Q89pzj3PwZIlS8TFF18scnNzhcViEbm5ueKqq64Su3fv9m2j67p45JFHREFBgbBareKEE04Qb7/9dtD7ZcWKFWLmzJnCYrH47oee7zb/n57bf/zxx2LRokUiKSlJ2Gw2UVhYKG644QbfNamrqxN33HGHmDp1qoiPjxdJSUlizpw54n//93/7vWZGRRFiGKLyJJJRzLhx4ygpKeHtt98eaVOigjfR3Zo1ayL2bkgkEslQM2pjXCQSiUQikYw+pHCRSCQSiUQSM0jhIpFIJBKJJGaQMS4SiUQikUhiBulxkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIpFIYgYpXCQSiUQikcQMUrhIJBKJRCKJGaRwkUgkEolEEjNI4SKRSCQSiSRmkMJFIpFIJBJJzCCFi0QikUgkkphBCheJRCKRSCQxgxQuEolEIhkwQgiEECNthuRLhGmkDZBIJBLJ8OMVG/7Co7/fQ/1omobVasVkMqEoysgckORLgxQuEolEEkMEExP+/+/5u67rAf8KIQJ+D9auP4qiBCzzFybe34UQuN1udF3HbDajqtKZLxk6FCF9fBKJRDKk9BQFkXo2oFt49ByW6fm7oijs378fh8NBZmam7+89vSDBxEdfv/eHpmmoqoqu6yiKgslkkt4XyZAhPS4SiUQSglCCYyDDKX0JDgj0bHh/709UKIrSSxx0dnZit9sxmYa3e1cUBVVVpfdFMuRI4SKRSEYd0YzfCCYydu/eTX5+PlarNWC4ZKCCI9qeiZHydHiPSwiBx+NB13XpfZFEHSlcJBKJYTBi/Ib/794Xc21tLfn5+ZjN5sEectQxwui/v/fF5XL5BIymaSNtmmQUIIWLRCIZFION3wjm3WhqasLtdpOamurbtqdno+fvEFp49ByuGOzXf8/9Gg0j2Ca9L5KhQgoXieRLylAPp/j/Hmn8RkNDA11dXWRkZATYbKQXnpFs8ccIHhd/enpfPB4PZrNZel8kA0YKF4kkxohEZPT8v/ens7OTjo4OEhMTe7Xr/7u/Z8PLcMRveNswqjgwMkb0Bvl7X3Rdx+l0omkaZrPZcLZKjI8ULhLJMGGk+I3GxkYOHjzIiSeeOGwBo6MJo3k1hgtd1/F4PLjdbt+/brcbVVXJysrq957pa+aRvN8k4SKFi0TSBwON3/B27CaTKazhlOGO3/BuI931o49gHhfvPdlTcAQTIX2t4/F4fG16g21NJhNut5sDBw5QWlpKfHx8n/b1jH3Zs2cPEydOxGazSfEiCQspXCSjkpGO3zh8+DDNzc0UFxeHnX9DdtqxxXBcr2CCI5io8P9/a2sr5eXlVFRU9Cs4vP/6/+7NARPsb97fNU3rdfz79u1jxYoVTJo0iYKCgrC8LwD79+8nPz8fRVGk90USFlK4SAzFQOM3/IdQIhEcPf8WrfgNb8c+3EnAwkW+GIYWf69bX16M/n73Fxx9CQl/wdHa2kpaWhppaWm+dfoSHNHAZDJRVFREVlYWW7Zsobq6mpKSkn69L95nT9M0hBAy9kUSFsbsVSUxRySeDQgdv9HfcIp32ZYtWxg7dizJycnA8ASMRkLP+BJJbNBTcIQaQhFCsHfvXoBBCw6bzRZynYEIjpqaGhITE0lLSxuSc9QXqampzJ8/n927d7NixQomT57s86YEw/8jQsa+SMJFCpcvMaHiN6I9nNLTszGYdObe/7tcLlRVNWQCMMnw442X6GsIJZoeDgCr1YrNZutTlAyVh6O/czGSL3uTyURxcTFZWVls3bqVqqoqSktLiYuLC7mN/zPvFTDS+yIJhRQuMchQx2/U1tbidrvJzs6OWv2UoUhpbnSPhrQvPBuCCYm2tjacTieVlZVhCZFIPBxWq5X4+PhBCY6jR4+Sn5+PzWYbjtMUMUZ40aelpfm8L8uXLw/qfek5bOv93ft8S++LJBhSuAwjsRK/0d7ejtPpNLw3wwgv3lCM9g62Lw9HOJ4P/3+9+AsI73BMU1OTb1k0BEe0jt3IGMk+f++Lf+yL1/sSTLh4kd4XSSikcBkELS0trF69mlNPPTXs+I2WlhY8Hg9JSUm+dnrGb/T83Z/hiN+IhWqusdB5GekF4sUrOLwZTL2p9SMNHg0mOEJ5OkIJjp7r+1/T/fv309XVRVFR0UicprAw8j1oNNvS0tJYsGABO3fuZPny5UyZMoWxY8f2KVy8y6X3RdITKVwGQXl5OZdccgmVlZW+Zf0Np9TX19PZ2UlKSoqhp8Ma8aXrj9GHiqJ9LUN5OCKN5fAXHABbt24NS3D0NfwyVPetkZ6HWMKoz4XJZKKkpITs7Gy2bt1KdXU1hYWFYV1n6X2R+COFyyAwm8243e6IioZ5Hz4jezWMLgq8GN1Grxcu3Pwb/QkPLz09Fj1noYQjOBoaGigvL2f27NkjeIZiE6Pfd2Bs0Zeens78+fPZtWsX69at8z0n4eR9kd4XCUjhMihMJhMulyuibWJBFEgbCUtw9PV7V1cXbrebjz/+2Nemd1prqGmvVqs15HTYaHs4YuEaSwZGLFxXs9lMSUkJiYmJbN++nXXr1lFSUhJWsHMw74vJZDL0x6AkukjhMgjMZjO6rqPretip070PnJGJhZdaX3khvLNMBjIdNpSHo6+hkmCCo7GxkYaGBkpKSkZsWqxkaDHy9TSybf6kpqaiqipWq5Vly5YxdepUxowZE5H3paOjg/r6esaOHSufsy8JUrgMAovFAnTnFAlXuMSKKBhuGyMVHG1tbVRUVHDo0KGoCo5gQzAD6QidTidNTU2GnS4rGb0YvX/xxztsXlpaSlZWFtu2baO6uppp06aF7X3p6Ohg586dZGdno+u69L58CZDCZRB4pws7nc6wX1CjTbj0JzjCLd7mdrt9bYYrOBISEnxpzYOtP5JfXkb/6jO6fUbG6M8vxM719Y9tyczMJCUlhR07drBs2TKKiorIzc0NO3hXURQ8Ho9PvEjvy+hFCpdB4K1D4//S7Q9FUXzTpEeSYILD+3tzczMdHR2Ul5eHFTzqJZTg8E/81Vf+De+/4XwtNTc3k5ycTFZW1lCepkERCy84yegjlu67nkG5ZrOZ6dOnU1NTw7Zt26iqqurX++Jtwz93lcvlkt6XUYwULoPA63GJVLgMpmPpS3BE+rsXf8GhaZovz0dHR0dQwRFKeAx3B2HkDlp+6Y1+jHyNjWybP6FmE2VmZpKcnMyOHTtYvnw5RUVF5OTkBF3Xvw3/2BfpfRm9SOEyCPxjXPqjZx6O5ubmAQePelFVtc8sohaLxVcxNhLBcfToUaqqqiguLo7uCYsisTDkJu0bnRj9vBndPn/6mgZtsVgoKyujuro6wPtitVr7bUN6X0Y3o0a4/P73v+eJJ56gqqqKsrIynn766T5zVDz11FM8++yzVFZWkp6ezte+9jUeffTRkC7J9vZ2KisraW5upqmpiebmZhobG0lLS+Pxxx/H7XaTkpLClVdeGTKuw5/NmzdHXXBEi1gQBUb/ejK6fUbH6PefkRnpIouREM51zsrKIiUlhe3bt7Ns2TKKi4t9ddS8bYQqGdAz74v0vowORoVweeWVV7j77rtZvHgxc+bM4amnnmLRokXs2rWLzMzMXuv/7W9/45577uGFF15g3rx57N69mxtuuAFFUXjyySeD7uOzzz7jsssuIzExkaSkJBITE0lMTMTj8XD48GFSU1OJj48nISGhz5kqDQ0NVFRUcNJJJw31aRkwsSBcQL7cBoPsuAePkc+hkW3zJ1yRZbFYmDFjBlVVVT7vS3Fxsc/70lcb/nlfvKUuvInrJLHJqBAuTz75JLfccgs33ngjAIsXL+add97hhRde4J577um1/ooVK5g/fz5XX301AOPGjeOqq65i9erVIfexaNEi2traApbpuo7D4eBnP/sZU6dODctWmcclOsRCx2z0cygZnYzEfTeY5zGSbbOzswO8L9OmTQsrc27P2BchhPS+xDAxLzmdTifr1q1j4cKFvmWqqrJw4UJWrlwZdJt58+axbt06Pv/8c6C7oNu///1vzjvvvIj2rShKxNlzY0UUSBsHh+wMRy9Gvu+8xMr9N5BhLavVyowZMyguLmbbtm3s378/7GvS0/vidDoNMctTEhkx73Gpq6vD4/H0mhablZXFzp07g25z9dVXU1dXx4IFC3zjn7feeis//vGPI96/2WwedcIFYqNzNrqN0j7JSBBL13Wg8TiKopCTk0Nqairr16+nra2NqqoqsrOzw9pWel9im5j3uAyEpUuX8sgjj/DMM8+wfv163njjDd555x0efvjhiNsaiHAxusKPBXFldBtlBzj6MfI1NrJt/gw2kNhqtVJQUIDdbmfbtm1s2rQJp9MZ1rbS+xK7xLxwSU9PR9M0qqurA5ZXV1eHVN/33Xcf1157LTfffDOlpaVceumlPPLIIzz66KMR37gmkymiPC4yxiU6xErHLBk48hoPDKM/u/5EawaU1Wpl/vz5uN1uli1b1ut9EAqveFEUhY0bN3Lw4EHcbndMncMvIzEvXCwWCzNnzmTJkiW+Zbqus2TJEubOnRt0m/b29l4R5d5aQ5HesJEKl1gRBUa3EYzdQRv9HEpRMHCMfF29xMr1jca59Iofm83GiSeeyJQpU9iyZQubN2+OyPvS2dnpS74pvS/GJuZjXADuvvturr/+embNmsXs2bN56qmnaGtr880yuu666xgzZgyPPvooABdeeCFPPvkkJ5xwAnPmzGHv3r3cd999XHjhhWEXS4Tum300xrhIG78cyPM3OIwqDkbiug7GczLY89gzc+6YMWNIS0tj27ZtLF++nGnTpgVNixGsHa/3xT/r7kjXPZP0ZlQIlyuuuILa2lruv/9+qqqqmDFjBu+++64vYLeysjLAw/KTn/wERVH4yU9+wuHDh8nIyODCCy/k5z//ecT7lsJlZIiFjsTo51AyeomF5wOiM1QUrA2v9+Xw4cNs3ryZzMxMioqKfGVaQuEN3PUO6XsT18m8L8ZiVAgXgDvvvJM777wz6N+WLl0a8H+TycQDDzzAAw88MOj9jtahIqNj9PMYC+dQMjCMfN+B8e3zZ6iEC3Q/g3l5eaSnp7N161aWLVtGSUkJGRkZIdvxipNQNY+k98UYjBrhMlKYzeaYrA7dF0YXBV6MbqPR7ZOMXqL1chVCoOt60Npp/j/x8fHk5eVFvN+hFC5ebDYbM2fO5PDhw2zatIns7GymTJnSy/ui63rQmkfS+2I8pHAZJDIB3chg9K8ead/ox6jn0PvsBqskH6qwa1/Lve2FKupqMpmorq7m6NGjlJaWYrfbI7J1qIULfOF9SUtLY+vWrSxfvpySkhLS09P7bUd6X4yHFC6DJNIYF69SN3IhtFgQLmB8j4bR7ZMYl57V5PsTHP7LhBCsWbMGXdd996Cmab3Ehv+Pf1HXYDXW+qusrCgKO3fu9AXD5uTkhH2c0ThX4faldrudWbNmcejQITZs2EBOTg5Tp07FZDL1207PvC/+RRslw4sULoNkIMG5IIXLYIkFG42OPH8Do7/z5h1WiERsBPubl74Eh6ZpWK3WgGWbN29m2rRpxMfHD3kleS8mk4nS0lIyMzPZunUrtbW1YQXDRsvjEgmKojB27Fif98Ub+xKu50Z6X0YeKVwGyUCCc8H4Lw2j22d04SI7sdgknHiOrq4uALZt2xZ0XX/R0ZcHw2QyYbPZgi73X38g95LD4cBms0XtvIRLVlYWSUlJvuGY6dOnk5qa2uc20RAuAxFmcXFxnHTSSRw8eJANGzYAhB1/GKritPS+DA9SuAySgQTngrGFgdFFgRej22h0+0Yb/qJjoPEc3heXt4BqMEHhJTExsU/BMRK1b4xwz3mDYSsrK1m3bh35+flMmjQpqLgYCY+LP4qikJ+fT3p6Op999hlbtmxh+vTppKWlhbWtt6/UdR2n04mmaZjNZvnhMsRI4TJIBhKcC+Er+5EgFoSL0TsGaV/49Jy54na76ejowO12c+TIkbBFiH8QaV/DK1ar1TeM0lc8R6hz1NHRQVVVFfn5+cN5miJipK+voigUFBSQlpbGpk2bqKuro6ysDIfDEbBetITLYIfC4uLiMJlM5OTksH79esaMGcPkyZMDhGoo+pp5NNLXYbQihcsgGUyMi1GRcTjRwej2RYOeQaQDncHSc+aK/9RUf1HRM4g0mEAZjqmqRn0ujHbPORwO5s6dy549e1i5ciWTJ08mPz8/qn1MNI85NzeXsWPH+oa6SktL+x3qgkDvy7Zt23A4HIwfP156X4YIKVwGyWgdKgJjCxeIjXNoZHRd943PRzLE0nOZF38REUxQeL9q+xpe8YqOffv24Xa7mTJlykidnpjGSPefqqpMmTKFjIwMNm/eTG1tLSUlJdhstmGfVRROO/Hx8cyePZuKigrWrVtHXl4ekydPDit+RVEUnxCX3pehQwqXQTIQ4WJ0b0GsiCsj2wdDe/50XR/wdFm32+2bzvnZZ58B9CkovMMr/U2XjWbHbORrK23rTTjXPjU1lfnz57Njxw7ftOnhyuMSaTuKojBu3DgyMjLYsmWLz/uSkpISdjve4SMZ+xJ9pHAZJJEOFYHxX7qx8HAZ3ca+7AsWRBqpCPHOXFEUpU/BYTabg+bo6OjoYM+ePcydO3dEgkglQ4tRr6fZbGb69OkcPXqUbdu2YbfbiYuLG1Sb0RIuwTLnxsfHM2fOHA4cOMDatWsZO3YskyZN6tP7ouu6z8Pi7eul9yW6SOEySCINzoXYES5GthGG375w0597PB5fcOmGDRt6rdtz5kooD0ZPL0eoeI6BdILeTjWc4ENJb4z64hmpZzZS8ZCTk0NKSgqrV6+mtraWhoaGsLwZofYdrbimUJlzx48fH7b3pee5kN6X6CN7rUESaR4XMH69olgQLpGKv2AzVwbi8Qgn/bnJZMJisaAoCllZWX1Ol5VIhoJYeCnabDZycnI4duwYa9euZdy4cRQWFkYsQqI13NSfAHI4HJx88smUl5ezdu1a8vPzmThxYq/nOJg90vsSXaRwGSQWi4X29vaItpEel8gIlv68vb2dzs5ODh8+HPbwynClPwdobW2lpqaG3Nzc4ThFkmHEKM9FMIxsWygSExMpKSnxTZuePn068fHxYW8fzZlJ4WTOnTBhApmZmWzZsoUVK1ZQWlpKcnJyWPZI70t0kMJlkEQanAtfLuEy2PTn3uVevOLB60Gpq6sLEBX9Da8MR/pz/2M3Mka3TzJwYuVF6H3JJyQk+KZNr1ixgilTpjB27NiwjmM4hYsXh8PBnDlzKC8v5/PPP6egoMCXZC+cmkfS+zI4pHAZJJqmRSxcvDe30fF4PDidzkFNlw2V/jyYxyOS9OcHDx6koaGB6dOnj9Tp6RPZAY1ujHp9Y6Ff8cffXk3TmDp1aq9p01artd82hlu4QHc/XlhY6PO+1NbWUlpa6gvO7Q/pfRk4UrgMEovFYkiPy2DjOQBWrVrls7cvQWGxWIiLixvW9Ofy4ZaMFLEgDmLl+QgmOtLS0liwYAHbtm1j+fLllJSUkJmZ2Wc7IyFcvCQkJPhiX1avXu3zCIeD9L4MDClcBkm0p0OHCiKNdLqsN/h3oOnP165dy4knnkhCQoJhHyKjv0CMbJ8Rr2dPYsFGo2Hkey4YoQJizWYzZWVlHD16lM2bN5OTk8OUKVOCzoILNo15IHbAwO85f+/LypUr2bVrF3FxcSQlJYW1fTDvy3BlgY5FRpVw+f3vf88TTzxBVVUVZWVlPP3008yePTvk+o2Njfz3f/83b7zxBvX19RQUFPDUU09x3nnnhb1P/+nQ3kykwYJJ/X+cTicHDhzg0KFDQUVIsJkrwYZYhjL9uaqqhq52GitxQpLRidGvr9Ht86evQNbc3FxSUlLYvHkzK1asYPr06QGBsP21ES6DFS5eEhISsNvtJCYmsnr1asaPHx/2TCl/74v347PnELmkm1EjXF555RXuvvtuFi9ezJw5c3jqqadYtGgRu3btCupmdDqdnHXWWWRmZvLaa68xZswYKioqgj4UXv7whz+wfv16mpqaaG5upqmpib179+J0OsnJyaGjo4Mf/vCHvqReoQSFoihYrVaSkpLCSn8+EkhhMHiMfP7A+PZJImckrulgYkzC2dZutzN79mzKy8tZs2YN48ePZ8KECb7+caRiXPpqa8yYMYwfP54tW7ZQU1NDaWkpiYmJYW3vPzli3759ZGVlkZiYKL0vfowa4fLkk09yyy23cOONNwKwePFi3nnnHV544QXuueeeXuu/8MIL1NfXs2LFCsxmMwDjxo3rcx9ut5vExETGjh1LUlISiYmJfPLJJxw4cIAf/ehHJCcnk5ubi8Ph6PMBaGlpISMjo99x25HE6MIFjP3ijQVhJRkYRr7vovkCDpfB7Ctc0eGdhpyens6mTZuora2lrKyMuLg4QwoXRVFITExk7ty57Nu3j1WrVjFhwoQAwdUXXu9LRUUFDocjYOKC7FtGiXBxOp2sW7eOe++917dMVVUWLlzIypUrg27zr3/9i7lz53LHHXfwz3/+k4yMDK6++mp+9KMfhRweufXWW3sta2pqYv/+/cyZMydse2NhVpHRH45YEFZDjmhC9exGEUcBB7o2EaHmj7RVkhHG6M+uP5GKjsTERObNm8euXbtYvnw5RUVFUYtxidZ584/bUVWVSZMm+WYeeb0vCQkJEbUlhPDVF5OxL6NEuNTV1eHxeMjKygpYnpWVxc6dO4Nus3//fj766COuueYa/v3vf7N3715uv/12XC4XDzzwQNj7Ho21isD4Ng64kxHtqHolQrEilHEwRJ38UJ8/Ra9Dc/8HRRwB7Cg4UfVteEynomtlYdknGThGPX9GfmaDMRDBoGkaxcXFZGRksHXrVoQQpKWlDcqOaIgfL8GOKSkpiXnz5rF3715WrlxJYWEh48eP71eAeKdWe8WLjH3pZlQIl4Gg6zqZmZk899xzaJrGzJkzOXz4ME888UTEwsWI06EHSyzYGJF9QqB5/oPZ9SaKaECgoauFuCzfQqjjhszGoUL1bEAVR9GVQlBUBKDoNaie1ejqBFDC+6KTRI7Rn4tYepkN5lxmZGQwf/58li1bxr59+3A4HGRkZAy4vaEULtDtfZk8eTJZWVls3ryZ6urqfr0v/t4b/9iXL7v3ZVQccXp6OpqmUV1dHbC8urqa7OzsoNvk5OQwefLkgGGhoqIiqqqqcDqdYe97oMLFyLWKwPjCJVL7NM8KLM4/gWhEV5IRih1N34ql6wkQrUNiHwzRS050oYgD6EoqKF88wkJJRxVNKKIq+vuUxARGfmaDMdghGovFQnx8PFlZWWzcuJHt27cHJL2MxI5oCYD+jsnrfUlLS2PlypXs378/5PsgVMFGRVF8M1T9Z6J+WRgVwsVisTBz5kyWLFniW6brOkuWLGHu3LlBt5k/fz579+4NuGF2795NTk4OFosl7H1Lj8vIELF72f0fBC6EmgmKFZR4dCUHVRxG83w+RFYOFQqgoDC462Pk62t0jOzVMLJtwYiGvWlpacyfP5/m5mZWrFhBU1NTRNtHc6gonMy5mqYxZcoUZs+ezeHDh1m9ejWtrb0/oELZ5Z/3xeVy4XQ6Df8xHE1GhXABuPvuu3n++ed56aWX2LFjB7fddhttbW2+WUbXXXddQPDubbfdRn19Pd/73vfYvXs377zzDo888gh33HFHRPv1z+MSLkYXBWB8GyO1TxWHQbH3aKR7pFQR1UG2iA5Dcg4VC0ItRBH1IL4QzYo4iq6kIhRZ2PHLipGf2WBEa0aQoijExcUxe/ZscnNz+fzzz9m/f3/Y5yPawbnhtpWcnMy8efNISUlh5cqVlJeXB9jclyfI3/viLc/yZfG+jJoYlyuuuILa2lruv/9+qqqqmDFjBu+++64vYLeysjLgBhg7dizvvfce//Vf/8X06dMZM2YM3/ve9/jRj34U0X4HEpwbK7OKjG5jJPbpSi6qvr3bWeFroPulL5SBj4sHQ9FrseormDxmBWZXDbp5JkKdFNV9eLQTUUQNqn4AIVQUPOhKIro2H5T+K+vG2le5kTD6czHc13Y4pkOH24Y3g63/tOnS0lLi4uKG3I6BtuWt0ZSVlcWWLVt8sS/hTvXu6X3xeDy+sgGjlVEjXADuvPNO7rzzzqB/W7p0aa9lc+fO9dXjGShmszniMdVYEAVg7A460k7GY1qE5twNeg1CSQbcqOIYupKHRwt/Knu/dukVmJ0vgH6YZEc7Jk8DiM9xm76KxzQ/avtBScJtughV34cijiEUO0IZj1CjK8IksYWRn9lgRFu4ePHGkezatYsVK1ZQVFREbm5uyH1FS7gIIQbcVkpKCvPnz2f37t2sWLGCiRMnAuH1dT2z7gohRvXMo1ElXEYCi8XiS/Mf7g0SC8LF6DZGap9HOwWXuQmT+01UUQ9oeNQiXJZbBzcDR7SieT4/Lh5yUT0bUcVR3MoE2jqrSFbHoImjmNzv4NGmR3e2j2JH10qi154kbIz8MhiobbquB5Qq8X699/Wvt1RJZmZmr8kO4RCNPiZU32symZg2bZpv2nRtbS3FxcVBYxij6XGBgV8DTdMoKiryeV8AOjs7sdlsYe/3y+B9kcJlkAw0xsXogVRGFy4QYaenKLjNF+I2nY6qVyAUG0KZEDArJ1IUfQ/Wrsf9ZvEIEE48akngbB/SUPUN2Dq+A4qGRy3Dbb5oxKdhG/n6Gtk2I+ItztrV1YUQgqamppC10vqqGg9fVIMP9ROsRlp5eTmrVq2irKwMh8MRkd1DnTwuMzOT+fPns3XrVpYvX8706dN75X2JpscFGLRQSE1N5eSTT+bjjz9mzZo1TJo0iYKCggF5X7zTpr3lZkYDUrgMEjmraGQY8AOoJETHSyFcWLp+iyKOIsjsDvQVHajsQ9X3oWvHkyEKHVXfiMpRhNIFIh6T5300fSNd1vtHXLxIImcongshRMRCo+ePv11bt24NKTy86eND/URaDV5RFDIzM9mzZw8rV66kqKiIMWPGROSBHgzhXA+r1cqJJ57IoUOHWL9+PXl5eQEeomgJF+8HaTTa8rZRVlbGjh07AmJfwt3e631xu93ouj5qvC9SuAwSOato5BhJ+1R9B6o4iCDNNzsJxY4QDlTqQO+e2qiIWlSqENgRyhhAA5GCIg5jcv0Ll/W7I3YMkujg9XYMRnT4ezt6Fl71Vmk3m81YrVYcDofv/95/veu2tbWxdetW5s+PYjxVGKiqypQpU0hNTWXLli0cO3aMadOmYTL1/YqJlscl3Po/Y8eOJTU1lc2bN7Ny5UrKyspISEiIusclmm2lp6f7Yl+WL1/O5MmTyc/Pj9j7Ul9fT319PZMnT45574sULoPEYrFE7HGRs4oGz0jbp4g2wAOYA5YLJRVEF5o4gMPmQhPt3cvVbOD4+L+igohD0zcRmeSNHrHcaUWbSL0dnZ2dOJ1OVq5c2cvboapqn94Mq9UaUpRomjboYErvi2qkyMjIYN68eWzZsoUVK1ZQVlZGUlJSyPWjWSAxXOLj45kzZ46v+OHEiROx2+2GFS7eobvi4uKAmUclJSUReV86Ojqoq6tjwoQJMe99kcJlkIzmzLlGZqTt09WJCOKAZiDZt1yhA10txKl+jdqmVSSneFBYDyIxcCo27uPbSwaLx+MJK4i0P28H0K/oiI+Px26309nZyZQpU4IOs4wkRvjYsNlszJo1i/379/P555/3GZ8xnB4Xf7zFD9PT09m8eXPUZt9EU7gEG3ZKS0tjwYIFviKTU6ZMYezYsWHtz3uevHlfNE0b8ft1oEjhMkjkUNHIMNL2CTUDj+lcTO43QFQjsKHQDlhwm6/ErZzJ/iobeYX5ODz7UahDiPTuoo6iA3DjMZ02YvYbBW8AYU8x0dbWhq7rlJeXBxUj/ut6O/hIvR09f8J9eTU0NFBTU0NqaupQn54BMdKi3mtDYWEhqampbNq0iWPHjlFaWtprRs9IeFz88U5BXrduHY2NjRw9epScnJwBtxfNGJf+ZktlZWWxdetWn/fFbrcHaSWwPa9wMcI9MhikcBkkXo9LpNOhY8HjYmThAiP/dekyX4tQ0rurNNOArkzFbboQj3YKynHbdCUfl+VazM6XUThMd5Z+Ex7tJNym80fU/micv8HGdvh7K/1FhMvl8rm3wxEdw+3tMGrHP9LPRE+8wiDUjJ6hnA4dLiaTibFjx+J0Otm+fTu1tbUUFRVhNpv73ziELdESLn3d0+np6SxYsICdO3eybNkypk6dSl5eXsh9+5cPMNp9EilSuAwS783tdrvDrnEUC6LA6DYa4sWhaLjNFxwXIG5Q/Do6v3PnMZ2HrpagedYAnejqJHT1xC+CekeIaMxkCeXt6Bk0GhcXF5G3Y8+ePQghmDx58kidnpAY+bkAgzwbfpjNZmbMmMHBgwdZv34948aNo7CwsFfV44ESDa+NruvYbDZOOumkAJEVqVctmvlgwqmfZDKZKCkpCfC+TJs2Laj3JZqFJEcaKVwGiVesuFwuKVyGEUPZpyj0DNL14rVRqPm41fyo7nYw3g7v8Oann34K0OdMFrPZTFxcXMiZLN6g0mhjtBdwLGCYZ6IHiqKQn59PSkoKGzdupL6+nunTpw9LHpdI2rDZbMycOZPKykrWrVtHfn4+kyZNCvuFP1KlAzIyMnzel+XLlzN16tReU9KjWUhypJHCZZB4PS6RxLnEwqwiMG4n6MXI9vXXQXhjOyIJIg3l7Yg0YZjJZMLj8bB582ZOOeWUmJ8aORIY+XwZ2baEhATmzp3Lzp07WbFiRVSCYqMtfhRFoaCggLS0NDZv3kxdXV3YifWiLVwi8ZCYzWZKS0vJzs5m69atVFVVUVJS4su6Kz0uEh/ePAWRzCwylLcgBEa3caQ753DSowPs3r0boJco8dYTgd7ejp6ej2DCYzAJwwA6OjpQFGVA4/gS4xLt1PVDgXd4Iy0tjU2bNnHw4EFSU1MH7LUbKq+Nw+Hg5JNP9iXWCyd/iq7rURMHA/WQeL0vO3bsYNmyZb46Tf7txXqArhQug2QgHhejiwIwvo2DsS/aCcNCCQronhraX6bSkepAjHx9jYw8b4EM9P7Nyclh165dtLW1DahcgJehHG7yJtbLyMhg8+bN1NbWBngxhsIW/7YGKoLMZjPTp0+npqaGbdu2UVVVFbVcNUZACpdB4h/jEi5GFwVgbBv9U1i3tLQMSHiE4+0wmQaXHv3o0aPk5eX1O03xiwPrRNU3oXp2ASq6NhVdLQsM+pUYAqO+AGLB4+KPoihMnTqV+vr6AZULgOGpd5Samsr8+fPZsWMHy5cvZ9q0aWRnZw+JLdFsKzMzk+TkZHbs2MGhQ4dISUkxbL8eCVK4DBJviu5Ih4q+rNOho+ntANi4cWPIoNH+RMdQJ2CKqNMRnZhcf0XzbAJFAwSaZw0ebQdu85VSvEhGJUIINE0bULkA7/YwPDOTvF6Mo0ePsm3bNt+0aX87h3tWUThYLBbKyspYt24dx44dY8OGDUydOjXsySRGRAqXKGAymb40MS7RLAbXcwptz/TnwdKj++f5+PzzzznllFOG+9RERLjXWdU3oXk2oat5oBx3Q4t2NH0dul6Krs2Iql2x9FVuNIz87Maax8Xf3kjLBfgznAG+OTk5pKSksGXLFt+06ZSUlIjbCcemaH5Y2e128vLycDqdbNmyZdjrWUUTKVyigNlsjpmhonDTozc0NADQ2NgY0tvRX5bS+Pj4IUsYZnSPFUTWmaqeXd2eFsVv7FyJO15dem/UhYtEYhT8n5NIygXA8Hpc/PHaWVFRwdq1a325aaIZnBttEarrOhaLhaKiIrq6uqLW7kgghcsg8QZnDsd06FDp0YPl6BhsenSv1yMnJyeshGHDjX8GyFj6wgyNyvG0uiH+JjESRr3nYu15CGZvuOUCvNt7t4m2Hf2hKArjxo3zzY6qq6uLOD6nL6Kdd8XfgxPrswlHlXD5/e9/zxNPPEFVVRVlZWU8/fTTzJ49u9/t/vGPf3DVVVdx8cUX89Zbb0W833ALLXpjO5xOJ263m/r6+oiHWbz05+3o6+/heDv27NkDEDQAzQjESuccrkDVtandmXVFe7enBUC0ACZ0ddKQ2hcr51LSP0YexgpGX/dff+UCvNvD4PuDwYgEb26aPXv2sHPnTiwWi2ES6/kjp0MbkFdeeYW7776bxYsXM2fOHJ566ikWLVrErl27yMzMDLndgQMH+MEPfhBWrITb7ebo0aM0NjbS1NREY2MjjY2NWCwWXnzxRV588UXMZjM33XRTvwnDoDvHRzBREWl69KEgFgKIwdgv3kjs0tUyPNoONH0dCO95N+FRT0ZXi0bUNkkgRhcHsXRt+3t++ysXEM1qzINpQ9M0pk6diqZp7N+/n/Xr11NSUoLVah1wm9GOcZEJ6AzIk08+yS233MKNN94IwOLFi3nnnXd44YUXuOeee4Ju4/F4uOaaa3jooYf47LPPaGxs7HMf+/fvZ8qUKSQmJpKcnExSUhLJycm0t7dTWVlJRkYGKSkpJCYm9ik8Ghoa2Lt3L3PmzIn2aYgaRg8gjpXOOexzqJhxm69E10tR9b2AerymUdGI1zSSxA5GfmaDEY69ocoF2O12Q3hc/HE4HCQkJKBpGsuXL6ekpKTPD+fhsMmLkT/yImVU9IhOp5N169Zx7733+papqsrChQtZuXJlyO1++tOfkpmZyU033cRnn33W734mTpyI2+3uleGxsLCQu+66izPOOCMse2PJm2FU/GNcjErEnYRiRtdmyEDcGMDILwAj29aTSF6mPcsFlJSUkJycDEQnxiUa9bZ0XUfTNMrKyjh69CibN28mJyeHKVOmhDW9u6dN0R4qkh4XA1FXV4fH4yErKytgeVZWFjt37gy6zbJly/jjH//Ixo0bw95PqIseS7OKwiUWbARjC5dYwKhfYUa1C4x9zxnZtmBEep39ywVs2bLF1+cbJZ7EOxyjKAq5ubmkpKSwefNmVqxYwfTp031CK5K2osVoKrI4OuRXhLS0tHDttdfy/PPPk56ePuj2Is3jEgtFFo0uXGLhATT6OZSMTmLh2fBnIPbm5OQwb948mpubAWhraxuUDdEULv7t2O12Zs+eTV5eHmvWrGHv3r1he9ujLd6N/DEQKaPC45Keno6maVRXVwcsr66uDjorZt++fRw4cIALL7zQt8x7M5lMJnbt2kVhYWHY+w93VpGXWHihGd3GWBgqihW63G6anF3Em83Em2M3m+ZwYtQXQKw9D4N5mcbFxVFWVsayZcsGXC4gGnb0146iKEyYMIH09HQ2bdpEbW0tZWVlxMXF9dnWUE6HjnVGhXCxWCzMnDmTJUuWcMkllwDdF33JkiXceeedvdafOnUqW7ZsCVj2k5/8hJaWFn7zm98wduzYiPYfaR4Xo4sCiA0bwfgdtVHtUxQFXQiWVlaw/PBBmpxd2E1mTsrO4ezxhdgiHI+XGIfhFlUD3V80AmsVRUFVVWbMmBFxuYCetkTjvPUlNhITE5k3bx67du1i+fLl/QotOVQUmlHTO919991cf/31zJo1i9mzZ/PUU0/R1tbmm2V03XXXMWbMGB599FFsNhslJSUB23vHHnsuDwcZ4zL8xMIDaHQbt7W3sWf3TmxmE0kWK21uF//ev5d2t5sri6aNtHmGxcjPhZFt60k0hItXcAymXIB/O4OlP7GhaRrFxcVkZGSwdetWamtrmTZtWsjkekPpcTF6/9QXo8NvBFxxxRX88pe/5P7772fGjBls3LiRd9991xe8VVlZydGjR4dk3wMRLkafVWT0mzpWhoqMal+n282OznYsmkauI4F4i4XMuHgy4uJZX32U6rbWkTZRMkCM/ux6iaZwgS/S8I8ZM4bVq1dz4MCBsJ+/oRwqCkZGRoavVtDy5cupra3ttU60PSTS42JQ7rzzzqBDQwBLly7tc9sXX3xxwPv9MhVZNBpGttHInUSTs4s23UNOjwRZSVYr5Y0d1HV0kBXvGCHrjI9Rr+1QPg+hCqxCd4btSKcTR8PWnkIhknIBfbUTLXv6wmKxMGPGDA4fPszGjRsZM2YMU6ZM8Z1HmYAuNKNKuIwUMjh3+IkVj4tRcZgtWBSVdpebBD/x0u5yYTVpOGSQbkiMfs/1FTMRrNaZt7BqOMu9+Nc0c7vdVFRUMGPGjH4DTiOxNxxCCYVwygWE00607AmFoijk5eWRmpoaMG06KSlpSFP+xzpSuESBgRRZBGNPTzO6cAHjfvX6Y9Rz6LBYmGS1U97VicWkkWS10u5ycbi1hRMys8lPTBxpE2Pi+g4nQghfvbNQ4qK+vp6Ojg62bNkSVIx478e+iqvabLagy0OVHFEUhb1797JixQpKS0t75dPq63i82w/mnITavr9yAeG2Ey17+iIuLo7Zs2dTXl7O559/TmFhIR6PJ6rFEL0eF6P2SZEghUsUGEiMC0jhEg2MbKNRr62XGfEO8rIz2FRby7GODmwmjRMys7m8qNjwto80Az0//QmPvpa7XC7f/a5pWlDh4c0Am5SUFFR0eH+ieX1VVaWoqMiXbC0/P59Jkyb1Oywx1MLF23aocgH+RMsbMZjstKqqUlhY6Js27Xa7o1rk1sjvm0iRwiUKmM1mPB5P2OvHyjCH0e2LBXFlZPssqsqVU6excFwntR3tJFgs5CcmoY6Szm0o8MZ5eDwempubIx528Qblq6oa0qNhMpl8Xo9goqOv6u6VlZU0NTWRn58/nKcF6I5zcTgcbNy4kcbGRsrKyrDZbCHXj5ZwCYdg5QJ6eoZG0uPiT1JSEvPmzWPlypUcOnSIpKQkcnNzDVOPyQhI4RIFBupx8da1MCKxIAqM/hAa3T4v2Q4H2Y4vRyCuN84jUk+H93f/D5RNmzaFFB9WqzWo8DCbzWiaNqTP/Ujedw6Hg7lz57Jt2zbftORQsSXREi7hejh6lgs4duyYLxg2WnV8ouXVMJlMJCYmkpiYyK5du6itraW4uLjfIOP+bPMeY6z0TaGQwiUKDGaoyKjEgnABY59DGBn7nB4Pa6qOsLOuDlVRKMvMoiwzC20UzCgYqgDTnh4Nu90edLnZbKauro6qqipmzpw5gmciOEZ4HjRNo7S0lEOHDrF+/XomTJjAhAkTer0sozWrKFJycnJISkpi06ZNrFq1irKysmHL4xJpW0lJSUydOjXsIOO+6OlxiWXxIoVLFBjIdGgwRicTilgQLkZ/8EbCvg63m2fWr2Ft1VF0IRDAhxXlnFEwnhtKphtCvIQjPBoaGhBC0NLSEjLA1BvnEUxgWK1WHA5H2AGmkaCqqmGnlRoljkFRFMaOHUtSUhIbN26koaGB6dOnB3gMhiPGJRRxcXHMmTOHPXv2sHLlykF5MqJhT19tWa1WTjzxRJ8QzMvLY/LkyQOafm7U+zZSpHCJAtLjMjLEgo3Dbd/yQ5WsqTpKVlwc9uMzEpq7uvi48gAnZmVzQlZ3sN9gOtfBBJj6x3mECjA1m82oqoqmaWRlZYX0jIzUC9ro95yRSExMZO7cub6MtjNmzAiokDzYazgYoaCqKlOmTCE1NZX169dTWVlJRkZGxOUComVPT/w9JF4h6J02vXLlSsrKykhISAjbLqOI2mgghUsUGIjHxegvXaPb58XINo5EJ7G26iiqgk+0ACRardS2t7OltoYTsrIRQviEdktLS8jEYj2FR88AU0VRQg6n+AeYhvKK9PX1t3v3blRVJTc3d2hP2CjDiC8ns9nMCSecwIEDB1izZg2TJ08mPz8/KrZGo42MjAzi4uJwu90DKhfgT7RiZSD4scXHxzNnzhz27dvHqlWrmDhxIuPGjev3HHj7SelxkfiwWCx0dHREtI3RhYHROr9gxIKNPoRAEUdQRDO6OgaUgedJ6SvAtLmlBWeXk+bmbkEidB1dCDo62tlfvp9PjjUEBJhu2bIlQFT4/x4fH9+n8DBqYLnEeCiKwvjx40lOTvYNHYXzwu2PaAk1RVGYNGkSLS0trF69msmTJ1NQUBBx29EeKgomNFRVZdKkSaSnp7N582Zqa2spLS3tNcXbH/+PDf9/YxUpXKKApmkReVzA+PWKjC6sIDZsFEKg6HWYXc+herai4EIoDpzq2XSIi3C5e3s7+pvZEizA1PtTYLaw1ePBLXQsmgnVZKJT14kTdk6dWsTMnDG+YZbly5czd+7cqCa5+jJgRK+GFyPbBt0ZbefNm8fmzZvZtGnToNuLdlDtQMoFDIU90P/0ZW924J07d7J8+XKmTZtGTk5OSLtAelwkfkQa4wLGf+ka3T4vI2VjOAGmXV1dVFTsx+58EYdtP053PG6PCbNWh6q+ROWRSo40nBxRgGnPabU9O7ZJTidVa1axva4WTff4zs/8/AJOmTAR83EvSaRCWyKJFlarlVmzZrFt2zYOHTrE4cOHGTNmzIDaGoqMt5GWCxgKe8JtyzvF27/adFFRUa+PkZ4el1hHCpcoYLFYpHAZAQZjY88A0768HSYOkmxfh6Y20NaZxpFj0+jo6s574k0kFio7aXrSUZIcR9FFFlazHZuioCppqNRSMukAk2x3gxI9j0eCxcL3TzqZzw5VsqmmGrOqcWJWNvPzxvpEC0S/A2txOtnbUE+Xx01mXDwFiUmGmME0VBj1BTASHpeB7M8bbHr06FF27txJQ0MDRUVFAxp+HIrEcZGUC/AnmkneIpkFlJWVRVJSUoDYSk1NDWgLkCn/JV9gMpkiypwLxr+BjC5cvLZ1dXXR0tIS8cwW7/XqL8A0PWE7WY4/oyltoICCwqSx2+kw3Ytintpnx9Lc3Ex6qgezCXS1R0yLcKCIZqAFSA22+YBxWCycO2Ei506YGNV2Q7GnoZ639+6mtr0dAVg0lWnpmVw0cTK2QczQkAwMo4qqYGiaxty5c9m4cSOrVq3ihBNOiKhQY7SEQjDBF265gJ7tDGVwbl/YbDZmzpxJZWUl69atCyi94O9xMfpwYjjIXiUKyKGiyOmZSCycuA7/ZV7hsX379pBp0c1mc0CAaTDPSJ9feKIdW+dDKMKJYAwoCggdTVQRJ16kS3ms3+P0iDRARdHrQVEBE4I4FNGOUFKB8KYzDhWDvcZtLifv7N1DfWcn45OT0RSVNpeT9dVHyYqL57T8ghGxayiRtkUH7wvUbrczZ84cdu3aFXGhRhj6VP3hlAsIp51IGcgMJUVRKCgoIC0tjc2bN1NXV0dZWZlvJutoQQqXKBDpdGiIfeHiX6k2XNHRc7mXUN4ObwbTUKJjw4YNvuj6oUDVt6KIYwhSu0ULgKIiSELV96KIKoQSPBjOi9OTicCEKioQwgJoKKig2HCbzu49TCQEijiEqu8CQFenIJS8L/ZvMPY3NlLT0ca4xG7RAhBvtpBgtrKptpoFeWNH9ZCREYmVF5T/S96/UOOWLVtoaGhg8uTJwzY005/g6KtcQCTtRNOmvnA4HJx88sns3buXlStXDmiGlJGRwiUKDDTGZaRnFfUlPFpbW3G73ezcuTOkGAlVqbZnzZb4+PiQwzGDzWA6lA+jIjyAAHp2ngqgA32LVUVRiDctR1eyAAVF1B/fxo2uFOHWLgjcQAhM7n+huT9EobV7EQ48poW4TRcNqXhxejx0uF04zJaIhIbL40EIMPXYxqypdHk86EIwGidNG/UlYOSPoZ4EezFnZ2eTkJDAhg0baGxsZMaMGX0WaoToeVzC8W4EKxfg8KvzNZyzivpDVVUmT57sqzYthKCzszNqWYJHEilcooDJZBqRoaJIAkyDLe9ZqdZfXHgxm83ExcX1ObNlJKfYDWVH7dGKECSi0IggzbtDFNGErk5EKH3PhDBrTViUcoQ6Dg+lQBOK3oEQrSg4UfSjCPWLKr6qvhXN/S4oNnQmAKBQj+Z+F12dgK6VRv0YuzxuPthXwcrDh+hwu0m3x/GVggLm5IwJq9PMjI8nzmSmqauTJGv3C0YIQUNnJydmZQcEBEuGB6OKqp6EesnHx8czd+5ctm/f3m+hxmh5XCJpp2e5gOLiYl/15mgnoItGW6mpqUyfPp1169axfPlyn72xjBQuUcBsNkccnOu9ySON7QgVYBpqZkvPDKbBvCLBHo62tjbWrFlDYWFhVM7RUDDkw21KMm7z1ZhdL6DoR48P6zhBScRlue54zEpoTJobRXEBlm5vid6Kqq9DoQlFeFCcP8ItvonHfBYAqmcjCl3ofoJIkIYq9qN6NkVVuHjP3Rt7drPsyCEcZgt2k5lDLc38ZdsWhIC5Y/L6bWeMI4EZWVmsPHyIZqcTq6bR2NVFms3Gybn9bx+LGNmrEUuBl32dx3ALNUL0PC6R4F8uwDt0VFxcbJihop6oqorZbGbq1Kns2LGDlJSUmPa8jDrh8vvf/54nnniCqqoqysrKePrpp5k9e3bQdZ9//nn+/Oc/s3XrVgBmzpzJI488EnL9ngghaG1tpbm5GYD33nuPhoYGJkyYQE5OTp+io7Oz07dfr/AI5dXo6fHoKVCGYsjE6DE4MDxflm7zRehqDib3ByiiCl2ZgMd0Hro2ud9tne5E3HoSNlGPEHZMnuUotCMwIbCgilrMzt8hlFR008zjf+sthgQqCu1RP7YGj5v11VWk2+JIPu6OT7JaqWxu4qPKA8zKycXczxefoiicM2EiWfEONlZX0eZycXJOGrNycslLGHh2YMnAiSXh0p+teXl5JCYm9lmocTiHinqSkZHBvHnzfLWYIHrnfyimVufk5JCWltbv8JvRGVXC5ZVXXuHuu+9m8eLFzJkzh6eeeopFixaxa9cuMjMze62/dOlSrrrqKubNm4fNZuOxxx7j7LPPZtu2bSETIj388MO8+OKLNDY20tjY6Btusdls3HHHHSQkJHDddddx5pln+kSGf4Cpd9nu3bvJzc0lOzt7UHEeQ4XR7AnFcIgrXTsJp3ZSxNsJrLR7ZuFgOZq+BmhFYKN7XnUKQsShcAST+22cppno6kQ0zyqEcH0RtCtcKHjQ1eh7vhrdblrxkOMInNmUYrNR195Oc1cnafb+p6aaVZXZObnMzsmNqS/+wWDUYzT6x4Y/4d4r3kKNW7du7VWocSgS0EWKzWZj1qxZ7N+/nz179lBTU0NGRkZUyhlEa9jJXwSNhlIdo0q4PPnkk9xyyy3ceOONACxevJh33nmHF154gXvuuafX+n/9618D/v+HP/yB119/nSVLlnDdddcF3cell17KggULSElJITk5meTkZN577z0eeeQRli1bFrat/kLGiHg9LkZ+ERnVLn863KW4zbmYOx9BRUFgQygOIA5UELoZRRwCwKOdhOZZharvRohub4VCM7o6GY8WnhcwEqyqihno9Hiw+92HHW43NpMJuynyxHixcE0Gi9HFQSxdg3Bt9SaE8xZqnDRpEgUFBVEr1BiJLcFQFIXCwkIOHjxITU0NXV1dEZcLCGbXSCSziwWM+dYcAE6nk3Xr1nHvvff6lqmqysKFC1m5cmVYbbS3t+NyuQIyDvakpKSk1zKr1Toqp0MbHaOfw24UdK0U3XQyqrsGQXpAbIyCG1057g1UEnFabsPk+ghVXw+ARz0Nt/kMUKKf7yXbbGGc3cLepibGJiRi1TRanE6aujo5b8Ik4nqkDXd5POxtaEAgKExOwTrEojsW7kGjYfzn4QsifTH3LNTY2NhIXFycIYSLF++07iNHjkRcLqAn0R4qGk3P06gRLnV1dXg8nl6JgbKysti5c2dYbfzoRz8iNzeXhQsXRrTvgSagG+np0H3hvcmNfsMbuaP2P28e0yI0z1IUUY3QU+meUt0AHM/n4tsoFbflayC+6m1kyGzTFIUrpxbzv3t2Ud7UiFvXiTOZmTtmLOdMCByaWld1lJe2buJoaysCyIqP55riUuaFEcA7GjHyM2Fk2/wZaN/irSW0adMmDh482OeHZrh2QHTOm67rWCyWAZULCGbXUCSzGw3J6EaNcBksv/jFL/jHP/7B0qVLIw5cslgsvrwm4d4QRvcW+AsXo2L0cwhfnD9dm4rL/G3MrpeO53MRCCUJl/lSdNNpvTccpo4lJ97Bf510Mnsb6mlxOsmMi6MgMSngPq5sbuK36z6nuauLjLg4FKCqtZVnNqwlwx7HpEG+OCTRw+jPgz+DeTFbLBZmzZrFqlWr2L+9HJPbTPGJxWha5MMh0RQu3mMaSLmAYDYNRYzLaGDUCJf09HQ0TaO6ujpgeXV1NdnZ2X1u+8tf/pJf/OIXfPjhh0yfPj3ifY9UHpehJFaEi5HpaZ/HfA4e7VRU/XPAg66eCGrKyBh3HCEEZlWlKC109uFPKito7OwkPzHRd0y5DgeVLc18fPDAl064GPmZAOM8F26Xmy2f7mDbsl20N3cwrnQsJ5xZSsbY7qGTwXoUDu85yvKX1nNkbzVLuz4npzCLr33nIibPjCyQfSiEi5dIygUMlU3B7Ip1Rk20jsViYebMmSxZssS3TNd1lixZwty5c0Nu9/jjj/Pwww/z7rvvMmvWrAHteyBDRbFQZBGM30nHnH1qHLrpdHTTmSMuWsKlpr0dVQ10LyuKgllVOdraOoKWSXpilOdBCMEHL33Cv37/HuVbK6mvbuSz11fzymNvUV1R61tnoDTWNPG/j/+Lyi2HiUuwkzd+DId3VfE/P36J/dsORGwrDF3NI2+5gOLiYrZs2cL27dv7zfvlXxQxGoy24NzRcyTA3XffzfPPP89LL73Ejh07uO2222hra/PNMrruuusCgncfe+wx7rvvPl544QXGjRtHVVUVVVVVtEbYGQ80AZ1ROpm+MLKNRj+HRv7CicS2HEc8ui4CzrUQApdHJ88xskUiRwKjf70Op23emYc9ObK3irXvbkIzaSSmJZCel0rBtDxqKupY85+Nvm0HauvWz3ZSXVFLxvh07Ak2ElMTKD5pCs4WF2+98HYvz3tfRFMk9DUkk5OTw7x582hqamLVqlV9vmeGcqjIyH1muIyaoSKAK664gtraWu6//36qqqqYMWMG7777rs81V1lZGXAjPPvsszidTr72ta8FtPPAAw/w4IMPhr1fOVQ0Mhj55eHFyOcvXE4dW8CHB8o52NJCut2OokBdewfJNhtfKRg30uZJ/BjI/eat1O6fKDOS371Tlb1BskIIlr6ygv2bK7DEWdBUjfhkO/lTx5CQlsDeDQcGLRbqjtSjqiqq+kUbqqqSkp6MxWOLqFCjl+FIZNdXuYCe7UTLpnDsijVGlXABuPPOO7nzzjuD/m3p0qUB/z9w4EBU9ukNzo2EWJpVZGSMbN9oEVZ5CYncNWsOL23dzKGW7izRBUnJfGNaCROSY2O4a7QjhPAJCqfTSX19fUihESyTt/c+6Jmdu2fB1GDLm5qaWLdunS+3yu41+9ixcjdCCBJTHAghaKlv48DWg6TmpBCfaPd9uA30GUlKT0T36Mfb+OIcODtcjJ2Ux9y5c9m4cSOff/55v4Uavd6I4UpkF6pcgH9Or2gPFcngXEkvpMdlZDD6ORwuFL0KzbMGRRxFKBl4tJMQanSnKU/PzOLx08/kQHMTQggKkpL7LQcwmhmKl0DPoqn9iY6eAsSLqqocO3YsQFyYzWZfFu+eywdbqT0pKcmXlr+5uZndn1XgSI4jMS2BtqZ2HCnxJKTG01jTfe+c8vWTBy1cps2fwuq313O0ooq0Mcm4utzUHT5GfFIcZadPIz4+npNPPtlXqHH69OmkpwcPQI9mHxLJMfUsF1BWVkZSUlKATdLjEhwpXKLAQPO4GP2la3QbY+ELYqjPn+rZjdn1fHd+GMwowoXm+QSX+UZ0rSyq+9JUlULpYenzmnrFR39CI9jv/kVTQ4kLq9VKfHx8SK/Ijh07SEpKIj8/P6SNQ0FKSorPy7Fj8y6SkpKYeMI49q4vp7GmCVDoancydU4uJ50zAxhcjEtmfjqX3nUef//l6zRWtdDV5CY1J4Uzv7GAcdPGAoGFGjds2MD48eMpLCwMOiwTjZf6QMSGf7mAzz//vFdG4KHwuMg8LhKgW7gIIdB1Pew6EEafVQTGFy5gfI/QkCJ0TO7XUUQtulII3q9YUYnJ9RpOtQiU2K0AOxJ4n+O+PB719fU4nU42b97cS6B4XfyqqoYUFzabDYfD0Wu59/fB1pIZ7pdSV4eThqpG7A4bs2fPZut7e9ixcjelJxdzwsJS6o820tneRVdbF+d/60zsju5hm8EGOU85qZCLfriQlup2xuSOIW9yDrb43kNC/oUaGxsbh7RQI0QeUOstF5CamsqmTZs4duxYyErYg7FNelwkAXgfAqfTGXaCIaPHuIDxPRpfdmGliCMoemV3yQDvtVIUBFkoogpVP9BnFWujX9+B4g027S+2I5RXxHvNNE0LKi6ge3g4NTU1ZEzIaHpJhEIIwap/rWPlP9fRcqwFs9VM0dzJzF90MvUVjWxZvYO8CbkkpDpwOd2UnDKVwhnjArYfLJpZI29qDoWF4/tcbzgKNQ42LsWbEXjr1q1s2LBh0Pb4I2NcJL3wdmYulysi4WL0l67RbTT6gzh89vXcj3J8iXGvXX/ouo6u63R0dEQ85BIs2DSYAImPjw/q8fD+hBIf5eXldHZ2kpdnvHIHwzlVe917m3jnfz5EM2nYHTa62p2s+r+1tDa0cumd57P8X5+ze/NeWuNamfWVE5h38WzM1sD6V9GoMxRpocaKioqoF2r02gKDOyavjXv27PFVmx5IuYBgtnm9/Ebu08NFCpco4I0Gj2RmUax4XIx+kxvdvqFEKDkIZQyq2IfOuG6vixAoohpdyUJXC/pvYwjPn3emSzgzW4ItBzh48GAvQeHv3bDZbCGHXEwm05C8xL/M95wXj0dn1b/W42x30tHWRWtDGwiBJc7C5qXbOf3K+Vx73+UcO3qMHTt3oNlUzHGBQ2DRquwcaaHGcePGkZSUxMaNG2loaGDs2LGGES7e7TMzM6msrKSqqiricgHB8K9VNBqQwiUK+HtcwiUWRIHRbYy2fd2zc9YCLQglD482CxS/zkJ0oohDgA2hjAmrntCQnj9Fw22+DLPreVR9P0KxoAgnQk3Cbb4UlMhqbgWjr3iP/n73DzYNJS7MZjNxcXG9/l5RUYHVamXixImG96wZieHyuHS2dFJ7sI7aQ/W4nC6sdisK0NHcSWtDG7vX7qNwxjgy8zJIz01j165drFy5kunTp5ORkRE1W6NRqHHr1q1ReU6jnYHXZDINqFxAqPZG03MkhUsU8Ma4ROpxMbIoAOPbGM0HUfV8jsX5RxTRcHyARUVTJ+G03gWkonmWYHK9hiqOIdDQtSm4zDcj1LF92jfU50/XinEq30dzr0LhKIIMPKY5CPWLMf9g8R7e4ZRDhw6hKEpIAeIVHz2DTf0FiNVq9QWbBhMmqqpGfK28QzWjqbMdTVjjLXR1OOls6yQxLeGLGSuqQmtDG+WbK33rqqpKUVGRz8sxYcIEJkyYMKLCBb4o1Lh161YOHz7MoUOHBjX8NxSlA7zlAtLS0nw5X6ZMmRJxALcMzpX0wpv/IBKPSyzMKgLju8WjYp9owex8CUQLupIPigrCiarvxOx6A49Witn5POBGV5IBN5pnA4r+OF22X4ASP3gb+jLv+EyXvodZpuNyFR1fVo/bXdNrpos32NQ/yLSzsxO73Y7dbu9zyCXSjtKt6yh0T6EebRj563W4bDOZTaTlpnJg60FcXS7MVjO6R6ervQtrvJWO1s5e2+Tm5uJwOFi/fj3Nzc3ExcWNqHCBbpGRm5tLXV0du3btoqGhgeLi4gHN7IpmIruewbQ5OTkkJSWxadMmVq1aRVlZGQ6HY0DtyenQEh8mk0l6XIaZaNmnuTeg6IcQSqZf4xYgEc2zFkWvALoQ6hjfn3VsqOIgmmc1HtMZIe3zMti06v4zXcxmM/H2JhLjalBVOy5PIaqW6MvvEUqA9PziWrp0KRMnTiQuLm7Q59BLdVsrH1UcYEttDYqicGJWNmcUjCelj8ylkugxnM/rtAVT2LlqD7oQdLZ1oqgqCakOVE0jIz8t6DaJiYnMmzePTZs2cejQIV+ZgIESDaGm6zomk4mTTjqJjRs3smrVKmbMmEF8fGQfJNEUjcE8JOGWCwi3vVhGCpcoEWkSOqOLAjC+jdHoJDT3x1icv0DhGIijIKzo6mSEkobAhIIHVRzsjnURXxSVEwKE0Glr3suxjilBg0xbWlqA7gDTvtKq+/8eKq26N7OpqghMrtcweT4B0QKKilAycZmvRtdOiPj4o3l96zs7eG7jBiqaG0m22RAC/rN/L/sbG7jthFk4LKMnp4yRv1iHy7YTF5ay4q01tNa3EZ8cj8ms0dHWiaqqnHRO6HvRYrEwc+ZMVq9eTU1NDTU1NWRmZoZcvz+icbyKomCzdeeh8cbjlJSUkJ2dHXYb0RYuwdoKp1xAMOR0aEkvvGOR0uMyvAzEPv+06op7KynqT4EuxPFC6QqdKJ6ttHRMxqw10tg6EVVtI8FeTbvX+62Apghs1i6qa3UaOmqDplUXQmCz2Rg7dmxA/MdgOhDN/Rkmz3sIJR6hjAc8KOIIZtdLOJWxCDV4WvPh4PMjh6lobqIwOcU3RJRqs7GnoZ6NNVUsyBvebK5fRobzec2ekMkV91zM6798h5qDdQhdkJKVxEV3nkPRyZN62dXa0IYQotsro6q+PDibNm0KmdW2P6LxQvb3RnjjcVJSUti6dSuNjY1hF2qMpnDp77j6KhcQyjbpcZH0YiAeFzkdemD4z3QRQlBXVzegtOpl498gObULt25DU52oqhMBKHhw2Cpx6WOwOqZj0pzYtFpsNjeCFBTFg0odujKegslXU6AkBrWzqakJq9VKQkJC1I5d9axAAELxuthNCPJQxQFUfQMe9ayo7StS9jU2YDNpAXEtZk1DQaGyuXlAbTZ0dlLV2goKZMc7DDHkZMRnwp/h/LJWFIX84jFY4ywIXZA2JgUQeNweNFN3nEjtwWOs+2AzR/dVIQTkTMjkxLOmI4TA4XAwdepU1q9fT1NTE9OnT/fFX0Viw2AI1g9nZ2eTkJAQdqFGbztD7XHxJ1S5gGDbSY+LJChyqCh8wkmr3leOD/8Mlaqq0tbWFrSSbV9p1VVVxd75N1RdQzVZASuK6AK6ACeqYsJsspLCUhAagmQUOlCpBUzoaiFOy20QQrQMFYpoAKw9FqogFBTROqy29CTBbMHlCXwJCCHQEcRH+DISQrCzqZGjrc00O7sASLRYOSk7h7Ks8N33XzaGs0+pqaxjzX82YrFZmHFGCQCtjW1sXrqDrIJMppxUSEt9K0v+8hm1h+pIy01FQWHfxgM0VDcx6Sv5JKQ6SEhI8MW9rFy5khNPPDHswNNoeVyCteFfqHH58uWUlZWFLNTobSdaXo1w2wpWLqC0tDSgpEG0bTMCUrhECU3TRqVwCcVQp1U3mUx9VrI1mUzs27cPIQSTJ4dOa98XujIWlZ0gRHeqfMWCIhTAA2igJKGTDIoTVRxGJx+3+bLu5eokUPp+fIYk+ZlaiOr5FCEyvsgjI7oAFd0veDgcom3fjKxsPq86Ql17O2l2OwKoaWvDYbZQkhFZDENNVyebGuvJTs+gMKm7sGNdRwcrjxwmPS6eMVH0Yg0EI3+9DpdtR/ZU0d7UzoSycb5ljuR4GqubKN9cwZSTCinfUkntwTryi/N8L874pDgObD+IfYeF4gXdQ0pms5mZM2f6Ak9LS0vDji+J5lBRT8It1OhtZ7iGinriXy5g+fLlTJ8+nbS0LwKkpcdFEhSz2RxRjIsRpkN7M5uGGlrp6uri8OHDVFdXDyqteqhic4Ot6TLY4Ta3+RJMno9RaAOhAJ2ATneqfBcC63FxYEUnH1UcAkVB14rC3ke0r7HbdAaqvgVVHEAnBUW4UUQTujYNXZ0e1X1FSmlGJudOmMiSigPsa2wAIMlq4/zCiUxISo6oraMdHTh1nXT7FzOeMuLi2NfYQEVz44gKl5F+bvtiOG1zuz1BkzBqZhPOzu6PuPqqRkzmwOdcURUsNgvNtS0B2ymKwuTJk0lMTGTLli00NzczadKkfj+ghmNKtX+hxoaGBsrKyoJ6NYZzqKgn3nIBBw8eZP369YwbN85XLsDIU/gHghQuUUBRlIiFS7Q8LuGmVQ/1u5dQxeRUVSUhIWHY06qHw6DHtrXpdFnvwdL1BAqNx5eaABWFTjTPZjzaSaBo3d4VIVBEYGeL0FH17SiiEkjGo53oy1g7VB4Xl/k2NPe/UfVyUMy4tbNxmy8cUKbcqGYeVhTOmzCRE7Ky2dfQgKooTE5NI2MA062duge1Vw0m0BSFLrcnGuaOWobqeXR2unB1urAl2NA0lbTcFDSTSmd7F7a47uFLj9tDV3snY6fmApCQEo/L1btfdHW5SE1wBLU1Ozs7IN9LWVlZyLiX4Uxi17NQY1lZGSkpKVG1xb+tgXzUKYpCfn4+KSkpbNy40VcuoGd7sS5ipHCJEoOJcRnOtOqhptkGu5HXr19PZmZmRFMCh5vBvng92tno6tuo+u7jAa9xKOIwCq3dP6IOoWSBaAdMCMXvXIgWLF2/RNM3AS5ARShj6LL+AKFOjIp9wdC1InR1KtAKmALLEowwiqKQ60gg1zE4j0iqxcre9jbcuo7peIfr1nXcQicrwvwaXyaieb81H2vh6L5qdF3QVNtC5bZDOLucJGcmMW3BFMZOzWXiCePZs64cW3y3cDm6vwaTWWPfxgNoJo2cwiwS0xI4sreKjPx0FKU7WDc+OQ7VpLFlyU46j7qZMnsiVvsXHgyHw8HcuXPZvHkzK1as4MQTTwwa5D7c2Xf9CzWuXbs2ICA2msMxg20rISEhoFyApmkyxsXI/P73v+eJJ56gqqqKsrIynn76aWbPnh1y/VdffZX77ruPAwcOMGnSJB577DHOO++8iPdrMpk4duwYGzZsoLm5mWnTpvUpOjo7O+nq6uKTTz7plVY9mLiwWq0hq9kONK16fxg9Dic69jlRRC1CSQGlu2MUpKCITqCzOxhWaCiiEY964nHB0I3Z+RKavgZBCmAH3CiiEkvXk3TZfhO96yE66B7GSuoOxIXjLvqRjfMYSvLi4jns7KK8qYEka7cnqamri/FJyYxPTuln66HHyF+s0XiRr/znWla/vZ7mY6001jTjcXWLi6xxGdRU1FF3uJ7Tr5zHKZefTN6UXPas3c+OVXtob24nMS2BfRsPsGftfiafVMi8i2ex4cMtVB+oQYhuL0xNZS1r3luPx6XzSdxqciZkcc1PvkrG2DQ6WztJzEjEbDZz4oknsm/fPlatWkVJSQk5OTm9bB3u7LuK8kWhxk2bNtHQ0EBpaemIBOf2hX+5gE2bNnHw4EFSU1NHhYAZVcLllVde4e6772bx4sXMmTOHp556ikWLFrFr166gCY5WrFjBVVddxaOPPsoFF1zA3/72Ny655BLWr19PSUlJ0H10dnby9a9/nYaGhoCfzs5Obr/9dmw2G2lpabz44ou9xIU3rbrJZKKzs5PDhw9zwgknDDit+nBgdOEyeCwIJQNVVCI4PkNISUAXLlSqj6+jHR+OufiLgFzRiqYvRxAPincoxIwQGajiEKq+CRjkjCPRgtn1CppnOQgnQs3FbboUj2ne4No9jpFfvjZNY15GJm2OePY2dMfLlGRkMC09E3s/ybaGGiPHC0Tjed25ag9L/7ECi91CWm4KTbXN6G6dyh2HySnMIqcwi8N7qtixcg8F0/IoPaWIuAQ7ezccYPKsCcQldj8Pzg4nu9buo/CEcVx613nUHjwGwMp/raN8y0FsiVbiE+KwWe0c2nmEx6/7HQkpDlxON+ljUjjjmlM46dwZTJw4kcTERDZv3kxTU1NAXpWRLtTonQ21YsUK8vPzRzTGJRQ5OTns2rWLtrY2Vq9ezfTp0/ud2m10RpVwefLJJ7nlllu48cYbAVi8eDHvvPMOL7zwAvfcc0+v9X/zm99wzjnn8MMf/hCAhx9+mA8++IDf/e53LF68OOg+LBYL55xzDikpKQE/11xzDTfffDPXXHNNWLY2NDRw9OjRiNNKDydGCCDuj0Hbpyi4zedicf4Piqg/Ll5cKEoHHmUaTstPEEoiKGb8pyErohVFHA/gDcBMt+elGUVJGrh9woPF+RSaZy1CcSAUM4q+D7PzaYSiomsnD/CAYwMhBPEmC6W5eczJ6Z4tZVSxYDQGe542f7IDj1vvFi01zQghSM1NoaG6idrK7hlCCakOGqobcXY4sVgsHNp9FLfL7RMtABa7BZPZxP5Nlcz4SgljJuXQ2dbJpo+3Ep8Uh2oDRVUxmTU627uor2okd0IWyZlJHNlbzd8feRNVU5m1qIzMzEzmzp3Lhg0baGlp8QXHGqVQ4759+9i9ezdWa8/+YGBEexaQoigUFxdTV1dHc3NzwIyjWGTUCBen08m6deu49957fctUVWXhwoWsXLky6DYrV67k7rvvDli2aNEi3nrrrZD7UVWVO+64o9dyuz2yOINYEAVgfI9LNOzzaOfgMjVh8vwfiqijO09LEU7z7ahiP5prKQrHEKTgMX0Fj3ZKd0kAJQ1FHEXgH3zaBtjR1fFA+MHaPVH1bWiezehKus+jI5QEFP0QJtf/4VTnBJ3RESlGvr5ejChYjGgTROd6NtU2Y4vvjjfRTBqqoiKOz97zzhbqau8iITUek6X7FaIogICW+u5cQvHJcd1eESHwH5nobOvC2enCYjPjoruttsZ2Whvb0DSVuEQ78UlxxCfFcXR/NR//fTknnlWKqqq+vCrebLEnnHDCiAsX6L4XJk6ciK7rlJeXs2XLlgEXavS3KZpDOrquo2nagFNHGI1RI1zq6urweDxkZWUFLM/KymLnzp1Bt6mqqgq6flVVVcT7lwnohp+ovTwUFbflKtziHFT9ABCPrk5Ec7+P2f0aAgUUx/HU+n8G0YbHfB4u82VYnM+iiCoEDhS6E9h5tK8glHHA3gGfP1WvBNx+w1BeWxNQRSXdMS8jG5QrhKDd7cKiapiHYJjTpevUtLcRZzJHVOeo1elkX2MDzV1dxFssTExOITFKX8KxwGCfi9yJ2RzdV4MYI4hPiiMuyU5zXQtC17En2mmqa6b+aCPjpuXhdrrB3i1wDu48zP4tFZjMJuKT7IyZmIPHowfkeUlISyA9L43Du49gS+2+ph1tnXhcHsxWky/IF7pzwtQerKO9uQNHcrdn2mQyMWPGDF+22GhUOo7WsIzD4SAxMZG2trYBF2qMtk3+7Y2G2BYvo0a4jDQjNR16KDG6jVG3T0lB144HfopWTJ4PEVgQarbv7+jVmDxL8JhOwaOdjdOiYnL9E1VUI5QE3NoluM2Xw/EOdaD2CW9GXuEOTHQnuo7PfhrZgoWba2t4v3wflc3NWDWNubljOGfCROIizJAbDCEEGxvr2dDUiKeyHJvJxMysHM6ZUNhv+9Vtbfx7/x4Ot7Sg0J2VJysunvMKJ5KXEJ0sx0Z+JqJh24wzS9i9dj+Hdh4lJTsJR2o8DVWNWOOttBxrpmLbITSTyoaPtlK+9SBTTprI2v9sRDNpuF1uXF0uairbaTjaxBnfWMDUORN9bWuayhlXz+fvj7zJsYONJKY56GjuwuPRSU11YHN8EXvR1eEkITU+QMzAF9liExMTWbduHQcOHGD69OkDfjFHSyR4q0zPnDmT3bt3D6hQo39b0RQu/u0Z1VsYCaNGuKSnp6NpGtXV1QHLq6urQ9442dnZEa3fF6M1c67RbRwq+xRRDaIJoQQGdQslBVVUd3tZ1El4TGfh0c4AmoE4UAI72YHa59FORFeyUMVRdLLpflRbUejCbTqjO7fMCLG1tobnNq6j1ekixWajzeXkzT27ONrWym0nzEIdZMe48shhPqg6ilnTyHUk0Ol28/6BfTQ7u7i+ZHrIjlcIwfLDlRxuaWFCUjLa8eHY8qYmllZWcGXRNN/U6tHMYF9MeZNzuOS757DirbVUlddgsZo564bTmDhjHJ+98Tnx7U5yC7Mx28w01jTz7+c+pKvDyfTTi2k+1kpLfQu6R6e1sZ30vDQstkCRfeJZ01FUldd//y/a6zvJGJuGyazhcrpxdboxW020NrbR1d7FWdefiskc/DWVkZGByWSiubmZNWvWMGPGjAHFmERLJHgFkKqqTJ06leTkZLZu3UpDQwNTpkyJSFgNtccl1sXLqBEu3lLpS5Ys4ZJLLgG6b8glS5Zw5513Bt1m7ty5LFmyhLvuusu37IMPPmDu3LkR718WWRx+hvbhi6Pbq9FFYG2gLgTm43/3GqIBvafoDso+xYHL8l3Mzt+hiipAR2DHrX0Ft+migbc7SPuEEHxwoJzGzk7izGaOtLagKSp2s4kN1VXsrj/G1LSBV6h26zqfHqxAUSDLbsdhseCwWLBoGptrazjY0kx+YvAquA1dnVQ2N5MdH+8r9KgoCjkOB1WtrdS0tw06v4wXo3b80XpeJ5QVMK50LC31rceHfuLYvXYftQePobs9bFu+C7PNQva4DNpbOnF2dKFqKsmZiSRndnu2juytorG6qVfbiqJw4sJSPEldJNgTmDBpAnvWlfPmU+9QXVGLx+3B7rAx9+JZnPmNU/q0s62+nZZaJ+U7t/L5Pzdy8TfPI3/i2IiONVoioWc7AynU6N9WNGeZypT/Bubuu+/m+uuvZ9asWcyePZunnnqKtrY23yyj6667jjFjxvDoo48C8L3vfY/TTjuNX/3qV5x//vn84x//YO3atTz33HMR71sOFQ0/Q2mfULLR1SlonrXoqqU7K63oRNWr8WgnIpTc8GzEieZegSIOIRQHujoLoYZXt0fXiumy/QpV34Qi2tDV8QhlfFSCcgeKS9fZ11hPQ1cX1e1taIqCLoCObrM+PFDOsY4OCpNTyA6zUJ4/rU4n9Z0dOEyBQ0IJFgs17W3UtbeHFC66LtCF6OXx0RQFD91/iwZGfiai8RL21iBzuVzomod2ZxdNRxr5/IN1VGyvxGQ1Y7JoeJpaqDnUnZvF1e7myN4qEtMTiE/qFvWuLhdpY1JD7kdRoGpvDe8+/QlH9lahqgqTZk5g+qlFTJo5gdyJ2X0ey+61+/i/Rz7G3e5BVVTcbjdb3tvFTY9fzZwzZ4V9vNGK/wh27r0BxTt27AirUKMX77BTtDDyFP6BMKqEyxVXXEFtbS33338/VVVVzJgxg3fffdcXgFtZWRlwg86bN4+//e1v/OQnP+HHP/4xkyZN4q233gqZw6UvRqtwMTpDdg4VBbf5KqAdTd8Dorvwoq4V4TZfHZZ40JRmcpNfwuyq6i7kCAjlX7gsN6NrYXasin1Ipz4LIfDoOl0eDzaTqd9hHpOq0uZ00dzVSbo9DlVVQEBjZyeNzi7eP7CfTTXVJFgtnFUwgXMmBC9IFwq7yUScyUyjx4O/POn0uDFrGgmW0EMBKTYbWXHxHGxpZnzSF8MTNe1tpNvsZMYZN/VAtPFm4w5WAqS/f72eYE3Tvkh4qZmo2HYIj1snKSsOk6m7H22oaqapqglFVdi+cjd2h42sggxs8VYS0xIoWTAlpI2Hd1Tx8XOrcHW4SUpPxO1ys3PVHnS3h/mXzu7zvvG4Pfz1p6/TVt/OmIk5mM1mdI9O1YEa/v7Im8Rn2SguLg5LkEQzxiVYO5qmUVJSQnJyMhs2bGDcuHFMnDhxyGsw+bcFyOBcI3PnnXeGHBpaunRpr2Vf//rX+frXvz7o/UY6VBTNBEpDhdHF1VCfN6Fm4LJ8H4++E0UcQ5AAdKHqGxFiLLqSi6avQdUPIHCgayegq5N9oiYt7gPirOUIxoPiRtWPoIqtqJ334LLchNt0yYim6/cIwfKjh9nc0ECry0mGPY4FY/M5ITMr4Nx2uN3sPFbHsY524swWLKZuF7ZL6FiESpfbQ7OzCwXItMdRmJxCXUc77+zfQ15iIqURVIa2mkycnDuGv9ZU0+R0kiAEnW43h1qbKU7LYEJycshtNVVl3pixvLN/D3sa6okzmen0uIk3m5mXNxZLFF3vw/HMeiuwRyI8Ojs72bRpk098eOuo9Sxy6k2IGWx5sAKorQ1tLHOsJyMvna72LiwOO84uF2317aiqSvq4FJydLtwdHg7uOsK0+VO4+M5zyC0MHS+45cNdtDd3UFA01nc+4xLt7NtUwbYVu5jxldAfkPs3VXC0vIa45O66SQCqppKSlUxHXSfl2ypobW0Na3hmqIaKepKXl0dSUhIbNmygsbExaKFG/7aiJTS894LqN3wa64w64TJSmEymiD0uIIXLYBly+xQzulaKou/H0vUEqjhI91wVDSFMoDiOJ6fzIDyf4jZfgsd0NogO4i3bcHviseBG1Xei0IlAQ6ENs/PPqPpBnJa7A2cNDSNrWprY396Mw2LFqXsob2xgc201N00/gblj8gA41tHBP3ZsY39jAwKBOO5dSbBYcXt0Ol1uOt1uFEUhwWzGbOque5URF8++xgY2VldFJFwAzigYz+by/WxraaahtoYEq4WS9AyuKJrmi10JxfjkZL42uYjtx+qoaW8jzWZnalo6YxOjM6MIIr/ndF2P2Ovh/de/AnswkeFfh8xsNrNz504mTZpEcnJyVEuBmK0mrHFWcsZn0trQRvOxFpqPdRccTUh1MGHaeDyqm/qaBpxNbgpnjGPK7InUHjzG5k+2UbnjCPFJdormTqZ47mQ0k0bN/jrsCbYv+kJd4Oxw0tbUzvYVuyk7fVpI211d3Z4hxRJ4P6had+6Y4qnFtCktrFy5khkzZgQUQ+xJNIeK+msnISGBefPmsWXLFpYvXx7StmjGpHjvIaO+ZwaCFC5RYiDBuWDs8XKjC5dhs0+4sHT9ElUcQJAOmFHEYVRq0MU4dG1Stz16NSb32+jqDIRiQ1U8uIWGqh89LlrscHySrlASUD1rUfUt6NoJQ38MPTjW0c7ujnZMcfFsqq2h2dnl+9svVi3nmbPPY0xCAh9VlLOn4RgTkpIxaxq6EDR0dtDY2UlJRia60DnU0kJdezt2k5lk6xdftyZVpdXljMguIQTb62oRQI4tDnOcnWSbnVPHFoQ91JPtcAwovqY/u7yCwul0ous61dXVYQkQ/6GXUALEvw5ZMO9HuC+dXbt2Ybfbo57S3RpnZcrsQlb9ay15xys/71m7n8MdR0nOTMKREo+mqVitFvY3HaD6SA1Hy6v559PvUltZR3xyPDUVtezbWEFNZR1nXL2AuBQ7zUfagO7EdId2H6GjpYOuDhfL31yDEHDZXedhd/Q+lnEleSSmOqg5UgvpX/SlzcdaSB+TytgpYzBbzVRWVrJ27VqmTJnC2LFjg57H4fK4ePHmoglWqDHaNgEB3rfRghQuUWKgHhdvRkMjIoVLN6q+EVUc7BYtigUQKMIFmI6Ll8mgmI/XPDqAqu/Eo51ClzsPm2kH0IpAo1u0uACtOyeMqEXzrKRbyGQilLxhC7ytamuj3uWirqGOVpcLs6Z1SyohONrWyu/Wr+HHJ89nx7E6MuxxvgRzqqJQmpFJs9NJXUc7dpMJReme85TrcJB0fDqqR9dxejyMT4qsIOLh1hZWHz2MgsKkxEQyMzOp6+jg8yOHyYyLJ2cQgkQIEbb3o+cy77PtTXimqiodHR0BIsNqteJwOAK8If4CZLhiDIbqBTXn/BNoqmli38YKXE43gu60/jkTMn3DNTarDbs1DnOKyv/96V1qDx6joCS/OxYKaKprZuNHWylZMJXJc8fz+aubaaptpvbQMdqa2kGAIzmOzII0Nny4mZTsJM67+cxetsQlxnH+t8/iTw/+nZrKOqx2K86OLmzxNi66Y5FvCnZBQYFvZk9TU1PQjLbDLVwgeKHGkpISzMfzFEW7YCPIGBdJECwWC21tbWGvHwseFzC+fcOBIpoBD911iLwIQKN72Mh9/G/KF39TFBq6FpKhHALqUdCPbwO6kokQKqqox+R+F839CSh2POoJuCw3dQ8/DTFWTaPJ46bN48ZqMvnymzg9HhCCXfXHONDUhEcILFpgh2c1mShITGJB3lgE3SJlQ3UVtR3t1La3o9A9NbkgMYmTcsKbfeWlsrmJLo+HZLPFJxIy4uLY19BAZXMTOQ6HL/B0IMMv/kMvobwfNpstpPdD0zR27tyJzWZj/Pjx0bgUUWUon1d7gp0L7ljEoV1HaKhqQjWprPrnWg5uP4Kz04WiKrTUtzGuOJ9LbjiPZ3/0IkLvFouq2i0WEtMSaKxu4uj+aqacMgHVaWLl6+uoO1TvGx5RVAVnp4u4pDg2friFM65egC2ud1D2aVfOZd+hvbTu66LuYD25E7M5/cp5lCyYGrBeamoq8+bNY8OGDb5pyf4lWoY6OLcvvIUaN2/e7BvWSkxMHDKPi5FDEyJBCpcoYTKZRuVQkZFzzQyXx0VX8+nO5dIOxAMKQolHEXXHA3a7O1VF1CGUhO4AXaDTPZGK+msoGvtvNH0DAhtCzUSIFFSxHQUnHtJBScWjt+Bxf0JTp8AWfyfWIa6AnGixoArR3ZF5j1MIBN1DPF0eDx6hMzYhkR3H6ki0WH33bF17O6k2GwvHjcesauw8VofdZGJPQz017e0oCpyRP46F48aTFqKGV6jA08PVNbQ2NSNcbpRO6OrqwuPxUN3exoZjx+jcsxePxwN0f0GGEh92u53ExMSg3g9N0wb19WnkZxaGdkhA01QKivMoKO6OgRpfMpa1/9nE1mU7ER7BCQtLmXvhLJKzkhiTl8uhisMcOnSInJxsrFYrQu++5/ZtrGDDsk10Njqpr2pE9+ioJhVVVeho6WDnqj2MK81HATpbO4MKF4D8GTmccfcZIYNcD++t4qO/fsbRfdVkFmSQPyfbJxBSU7unakfT4zKQ+8qbg2zfvn2sXr2aoqKiqMe4eD8CjH7vhosULlFiMMG5RsXoN/pwfTkIZSIebTaa5zMQTgQWuj0tJlDsKOIQinAjsOLRLkCoOb5tO1z5dNkex+L8DapnPYh2VJpQ6EJX8kBN41hHB9VtTsyqgsZnvLh7CmePP4miMPI9DBSzZiLPZqe5ow2nx4N2XMDYNA1dQJzZxNjEJBwWC0fbWtnT2IDDbKaxs4tWl5Oi1DQ+PVjJhqoqqttajwtcwZi4eC7IKyDVbKatuoZdrsNBvR/+gacBwsPZSYezCysKVpOZOHscQu0O/D0xv4Di9IwA74ckkGg/r0IIjuytonxTJR5dJ29yLuNKx/qGhhJSHSy68SucfcPpQOAzWTxvCjWVdditdg4fPkxmZiYt1W0017fx3gsf097WjsfpoaO1ExQwmTRMFhNCCJydLg7tPMLci2aRkBrcA9lf0OnGj7fy5DcX09Ha2f3yVhVsL1u5+meXss6zzhdbEu3MuQPBW6gxOTmZTZs2oSjKgDK4B2O0JZ8DKVyihsVi8X0JhkMsKGBpn29HOC13YXZloHk+RhGdCGUsTvNZgB1V39ftadFmoqulAfZ1/2LHafkBqr4JVd+LoteiuT9GKHm0OJ0cbu2enWFT4okztdDeVcPfdmzlOzNPCh6QKgSKOHrcw5OEUPIjjo1JsdkotMfRoqkc7ege3rEc97QoKCxIz6Lj2DE0l4vTHUlscbrYXt9AdWcHFkVlX1s7H+3dg0voFFrtJJjM6Apsb2lFb+/gkjFjfZ4Oq9UackqupmmBLzuXC8r3sX7/fpI1E3FxNpo6uyjOyaE0byz2IfZEjQai+aX+2aurWP7GGtpbOgAFi81M2VeKOe/bZ2IyfxE0HGyfs86eTlV5Dfs2lONs09l+YBcp6Sk01TRhsphISkjgWEVj97YCXE43KN2eNKELXE43008vRjMFF6h9CReP28PzP/wr7S3dBRq9fUVbUzv//OX7PPzeD9m6fSvNzc0j7nHxJz09nfnz5/PZZ5+xb98+UlNTB1yoMZp2GQ3ZC0SJSIeKQAqDaDBs9il2XJabcYlrUEQrQkk+Pg26O/olFD77FFO3sNFmoujVaPoGoIWGThWPLnBYzNhNTbh0G0m2PCqPtbOltoYzC3rEUYgOTK5/oHk2oNCOwIauFeE0XY1HT4go5qPYYqOuq4tGXdDscdMF2FWNU1JSONlq59ixY5jNZrJsNjLy8mlEkBgfT15CIq1uF7VVR3ELgepIYOxx71ByVxftbhfZEwsHlPAtzmxm4bgJuOvrqXa5sGsmSvIyKU5LN4xoMXKcQDSfh8odh/ns9c8xW82MLRqDoii0NbWz7v3N5BeNYcaZfSfqjEuM49Lvnsv+zZXUHjyGBzdbN25j/4YKxkzMoaWlBe349HnFpCA84os4DFUhJSuJk86Z0a+dwa7F3g0HqDt0DHu8LUBc2eKt1B9toHZfA3PnzmXjxo20trYOWhxA9O4Lm81GfHw8Vqt1UIUavUiPiyQkkU6HBhlDMlhG5GFU7Igwk8aFLAaoZuHR5qK538cM2E0aDlM7FrWLrU0zaXfb0fV2qhsbqYuvCxAcyda3SbatoMuVhNPtQKUdq/kjav8/e38eHtlZnvnjn7PUvmnfW3tr35febIOxjW1sDAbC4AnJBCYxgcSZCSH5/pzJTGCuTCZhJgtLQshkYUkgmQkEMMQxONhgbLf2Xa1u9d6tfd9rPef8/lBXdUmqkqqkklRqdF9XX1KX6rznqVPnfd/7PMv9LN7k0shjgBAy8TSU5sfY8jKizYJDBIuqggAnE5P5pYYm8h0JG2y+ujCPe2KUwqRkdKKI07kGoohFkljyePAoCnpJQi+KLCvrFUW7hU2vp8qRSKPBQEFBwT236O43YnW9rnbfwLnsJC33bsjS4jCzMLnIUMvlHYkLgM6go7S5iNLmIgBMZiPnv9bN4sISggiOFBurC6soiookidhT7bhX3UgeH/e9pzlsmAi2L/NVfcr62rXpb/73+nw+jEYjp06d4rXXXuPmzZskJyeTnJy884UJg1gT2pycHLKzs3fdqDHYrmDB03sBx8QlRrhXPS7xjHi9fps1P+bm5kLkeDSTbJoHXRt6bYllp5GeySpeu52PR73Nos/LiqTjqssTICBGvQebfRBNSETWJ6I3igiCHUm0kWddISO/EFGXH9H3pmkary8tMClAVVo6OlHEp6rcWFzgH4cG+a1TZzeIvQXc8nf+b9cbMMkya14vRllGu1MxNeN0kmI2x0Re3x9OPUbkiOV88Hp8oSXsZQmPK7q1zo+q+8rJzMtgamQKY4IBi91CYkYCsyPzaKrG8swysl6m+i3lvP83t28mqmkaKzOrTFyfIj0vdUNIqag+H0eqnYXJRSwOc2CtcK66sCfbKGksBNbDUlarFZ1OR1dXF8XFxeTnRzaHNmO9eip2JcyCIJCenh4o525tbd1SERXNWH7cC3PqmLjECHq9PqrkXIjfjdePeLcP9u8Jwq/5EU7XY6effgiCwPDw8BYPiF5vwyU+w5zrUb4/OsDomgG7IRFTssCqy0mdI4Fn6puwG+5WUwjqbfRuGU1I2tgqQNMhakuo0hpqhIvS5OoqYx4XaQmJ6O4strIokmW1cXNpkdvLSxu8Ltk2OykmM+Mry5ywO9BLEoUJibSPjyKLIotuNyueZQySzMN5BTGV149HxPPiHyvbck5mIkoi7jU3hjtVPYpPweN0U1Sbt6sxzTYTz/z20/zdJ/8fU2MzLGkrGAwGTjYVUHqqGINJT+V9ZdQ/Uh1IAA6F0SsTfP1/fpOBN4d4xdxGWl4q737uMeofXs8x0xv1/Pwn389f/PqXWV1cQxAFNFVD1kt88L+9D6PlrqidpmkkJyeTl5cX0HupqqqKuslhrEuY/WMFN2p88803qampITU1dVdj3Ss4Ji4xQrRVRXAnCS2OiUG8E5dIJmOsm81t/mk0GsOW5I6NjbG4uEh1dXVY+05wAlNCDt+/fo3by4uIQHNGFu8oKt5AWgA0IRkEG4K2tClctYQmWNCEyBczj6qgalpAv8UPWRQDTReDYZJlHsrL58WrV7gyN4ssSSiqSnNmFna9AafPR2FqImeysqlMidyOcIjn++6nxbaS5kLKThVz4fwwepN+XXRvxUlueTY1b6vY9biNb68hqyidf/izb2AQjCgGLw88fYa65tqI5vTy3Apf+E9fWu8orRMxWAyMXBrlb377H/i1PzcHwlJvef8ZkrMS+f7fvsrI5XGyitJ57D++jeoHyjeM5yccCQkJgbyXlpYWGhoaMJvNEX+uWDdGDPbe+Bs1JiYm0tPTE1GjxnBj3Qs4Ji4xwm5zXOJ5EYwX+8JpfiwsLODxeLhy5UpYAhKp5kekzeaiQaTXryQpmeLEJOacTkRRINFgDL0gCWZ80lvQ+b4F6gSaYEdgFUFbxCc9jCZG3hMow2LFIeuYc7lICEpMnHGukWQ0c8K2tbdPZUoqCQYjF+dmWHS5SbdaqEhOJdFojOuE1Z82xOp70Bl0PP3r7yCv6gRD54fxeXyUnGqi4e3V2JNtexpbb9RjtBpIsiWRnJnIxMQk3d3d1NTU7Ojp6Ph+DxPXpkjOSWRldQWT1YjRYmDyxgw/+sc3AsQFoPK+UirvC9+hGjYSDoPBQHNzM5cuXeL8+fNReTdiTVxCjZWdnY3dbo+oUaMfxx6XY4SFTqc7DhXtAEVRNng/IvV8hGs2B+uTUlGULYmnm4XHDkPzI5rFQhQEUiJ4ulPkRwEBSXkNQVtYJzPyk/jkJ6OyTS9JNNsTaPO6uLYwj0WnZ9XrQS9JPF5YiFmnC3lcts1Gtm3rpnWvLYw7IV4/b6zXE5PVyLmnm6h6oJRrPTdZW3Jye2gMXa0Os313nc2vdF/n//7hd7h+6QYWixVZlkjJSab2aVhb29nTMXFjvZdVcE6LIAgYTDpuXxyL2p7NJEEURcrLy3E4HPT09FBYWEhhYeGO3/l+hYo2w9+ocWBgYNtGjcF2BXeGjtd7NxocE5cY4V6sKoKtC2Fw4mm0PyNpNufX/Iik2dz8/DxDQ0OUlm7/RHWYiDkxFWQU3TtQ5AcRtAU0wbbrFgHlFivlGUX0Ls4zsrzMycQk7s85QV1aemxtvscQzw8bEHtSdfviKD/40o+ZHZsHYT1BO70gjeZ31JGUkUBmQTqyLrKtxOf18b0vvsz81CJJOQmkpqUiSzIjw+PcenOC+3+xifPnz1NfXx9Qtt2MhFQ7grDeTVrg7mf1un2kZIc+ZjuEIxxZWVlYrVa6urpYWlqiurp6W29QrNVut/P0yrJMbW1toFHjdknFxx6XY4TFUQoV+UMvOxGN5eVlnE4n7e3tIZvNbZf34c/UD/X3ey3eGhLaHA7DK1iSL6HzdKJIp1DFytBCcZobSfkJktINiChSA4p0f0AnJiSiKMveDuWJSZwrLNr5jceIe+zHWuLz+njt/7WwMLVIbkUOoigwNz5P+4s99L92kbzybNJyU7j/vafJrzqx5fiVhVUutV1hZX6V5OwkDCY9k9enSD2RzNzCLAIgSiLJWYmMDI+RYk3FbrfR2dlJWVkZJ05sHbPpsTp+8JUfMzMyh2wWURWVxZllJJ3E/e87HXifqqq0fq+L1/+5lYXJRYobCnjk59/CibLsLdct3MZut9s5d+4cvb29AUJlDdPoM9aNEXciG/5GjQkJCfT09LCwsLChUeN+2BUvOCYuMYIsy1Ep58LeiUuoZnORekAiaTZnMpnw+Xzk5eWFbDZ32Cw+XkNtgjqG3vOnSPqr+EQNyXcVSfkJXt37UeQnNr5Zc6H3/CGS0gnaHY+U8mMUqQWP/je3Jy/HODQc9r2/HWJp28T1aaZuz5Kel4ooCqwtrXG9/xaaqqF4fVgcJiZvTPP9L73K+z7+JCk5d3VQbgze5lufeZGpWzMAiKJAQpoDj9t3tzDhjq2itK6Wqyoqufm5WCyWgDjcZv2S1BPJ/OIf/Cxf+eT/Zfz6BIpzFluihcd/8SEaH60JvO+f/vd3+Ze/fPlOHySJG4O3afuXbn7jbz7KyTvl0LAzSfD3Erp8+TItLS3U1NSQlrY1n+ygQkWbkZCQELJR427GOir4qSAuc3Nz/Nqv/Rrf/e53EUWR973vfXz2s58Ny5zn5ub45Cc/yQ9+8ANu3bpFamoqTz/9NL/3e7+Hw+EIecxuPC6iKKKq6q7CLj6fb0PiaTjvhsViCUtMNodeNmNiYgK32x1yksYD4pW4yL4XENSbeNUs3F4fRksCgjaF7P02qti0IYlWUl5FUjrRSATxTomm5kRSziMpb6DIDx7Oh4gBfKrKgsuFIIDDYNxSwXSM2GI/5oKqqIEGiABz4wu4Vt3Ykqx43V50Bh05pZncGLjNcOe1AHHxenx87y9eZur2DNknM5FkCa/by62Lo3ic7vWwk+Gu3XPj82QVZQTE7pKTkzl79ixdXV10dnZSV1e3wZNQdX8Zv/X3H+P7//RvVFVWU1iThyP17mY9dnWC73/pVWSdjDVtPflcUzVmx+f5xh9/j+e/9msb+sXttLGLokhpaSl2u53e3l4KCgooKiracNxBJOeGg59cXbt2LdCoMScnJzDWsQDdEcQHP/hBxsfHefnll/F6vXz4wx/mIx/5CF//+tdDvn9sbIyxsTH+6I/+iIqKCm7evMlHP/pRxsbG+MY3vhHyGL/4UEdHB7Ozs6SkpJCZmbkt8XC5XAwODgLrm/B2eR9WqzVs3sd+JZ7GKzHwIy6fIjQXotIDQgIgobFOZjVSELTbiOogygbi0gZoINzVlUAwgTqHpHTuK3ERBIEVj4fWa1fpnpxAQ6M+PYMHcnKx3qlUWPF4WHC7MMm6sJ2eQ2F8ZYW+6UlmnWsAJJvM1KSmkxnmYeEoIZ7nBMR2XqSeSCYh1c7s2Dzpeam4Vt2I0npZtCPVjuGOpL7OoGNhajFw3K0LI0xcnyIjPy2QRKsz6EjJSmJ2fB5BFJi7tYDglvC5fNiSrLz9F966IVfGbDZz5syZQJimoaFhw8OmzqjjRE0W9Q9ulRsYarmMe81DUmbC3esiCphtJq50X2dlfjWgyhsNScjMzAzkvSwuLlJTUxMgVAeZ4xIKgiBQVFSEw+Ggr6+P+fl5Kioq7smKv3ueuAwNDfHSSy/R3t5OU1MTAJ///Od54okn+KM/+iOysrK2HFNVVcU3v/nNwP+Lior4/d//fX7u534On8/HN77xDb7whS8wNzfH3Nwc8/PzuFwuAJ588klsNhvPPPMM73vf+7bV/Lhy5QoZGRlkZWXFRehlM+KduEA8byIqorCGJHgAv42hbNWAcN/77mXzI4FLVfjSxUGGl5YCgnEXZmbon57io3WNDMxM0zM5wYrXg0GSKEpI5K25+dh2KL9ccLloGRthzesl1WxBQ2N6bY3WsRHelpePw2Dc9vhj7A77MRdMViOn39nAq19/g1sXRnGteVieWyUxw0FOaRaiuL5GeN1ekjLuVrZ4XF4Un7IlaVfWy9iSrLzzlx/hX//pZWyyneyTWTQ9VkteRc6W88uyTENDA8PDw7S0tFBbWxsoT95uQ15fT7e+x/9/SRa3vBYp/FU9mwlVrHJJNE3bE9lISUnZYF9aWtpxjstRw/nz50lISAiQFoBHHnkEURRpbW3lPe95T0TjLC4uYrfbkWWZ8vJyfvmXf5mkpCQSExNJSkri4sWLfOxjH2NoaCjiGy7YaxKPiDcitRlxaZ9gRBPSkZQfY5BEdEYNUV1Aw4wm2FHFjcJdqtiIpHSA5gHhDiHQXCCsJ+nuJy6trjK0tkxeQiKGO/egW/ExMD3F/7t4gWnnKna9kWyrDafPR8/UJD5V490nS7a99qPLSyy63RuVd+8o8o4uL98TxCUu7707iLVtVQ+UYUuyMtRymfGrk0iSgM6ox2jW41xxMTs2T2JG4oa8kayidGxJVuYnF0jOWq/00TSN+ckFTpRlUftQFVPKGGeazzB1fRbnsouVhVWsCVtbRQiCQGlpaUD6/uTJk+Tl5W27udc+WIHZbmJpdgVHig1BEFAUFeeKi9NPNmC23y233o2nRKfTBfJezp8/T3V1dUy7TMPevkej0UhzczPDw8PcuHFjQ87LvYD43DFjiImJiS05GrIsk5SUxMTERERjzMzM8Hu/93t85CMfAaC2tpba2toN75mdnT3WcTlgxKN9gnoNQZtGQ0LAi4CGoM0ABnzyu9DEjaXGPvlhROU8ktoH2t2FSpEaUaQH9tXW224nAgRIC4BBktGAtvFRKlPSSL2jp6GTJCRR4OrCHBOrq9uGfFa83kAbAT8EQUAWRVY9nv34KAeKeLvn/NhPu/Iqc8irXPeIjAyPc/47HUzdmkEQBHJLszj3dDPJWXc9Lo5UO+eebubf/u41Ri+PY7QYWF1cw+ww8ZafOYsoCkwMz/CXX/875sYW0FQNR6qdhz54P2eeagxbnmw2m+nu7mZlZYW0tLSwm3tiRgIfeP5pvvZ732RufCFAKjIK0vh3/9/GHki7JRyCIFBSUoLdbqe/vz+mFUXAnscTRZGysjLcbjcTExMMDQ1x8uTJuCbdkeLIEpfnn3+eT3/609u+Z2hoaM/nWVpa4sknn6SiooJPfepTYd93rzZZjGf7II42Ec2HqA4he19A0JZQhLN41RFU3zyizg540YSErccJZjyG/4rsewVR7QAEFOkUivQ2EAyguRG0ZTTBujEPJgaQBTFk8EpRVRRVxarfWNFk0ekZX1lhZQfyYdfr8arKhg1B1TR8qopVb9j22GPsHfu9MeWUZPLe33iS+fEFBFEg7URqyL5Cb3n/GRJS7XS+3LdejlyfT/M76imqy2fq9gyd/zyAQTSRmZ+KKInMjs3zvS++TGJ6AmWni0Oe2y/L39XVxcLCwrbz/+EPPkB+5QlavtvJ4uwy+RU53Pfe0zhSNgoo7jXEk5GRgdVq5Y033uDKlSskJiZuKUmOBrHwuATDYrGQlpbG3NwcnZ2dnDt3LibjHiaOLHH5xCc+wYc+9KFt31NYWEhGRgZTU1MbXvf5fMzNzZGRkbHt8cvLyzz++OPYbDa+9a1vbXsz6vX6XVUVxc3GGwLxTlzi5clBUG+h9/wZgnoDUZsCFBAUvGoBq84kDNaUO56Y2TADmPHp3gm88+5rmg/J+zKS8joCS2hYUKT7UORHdlUirWkat5aWmHU5STQYyXc4KDKZubriY8ntDvRFWnK70UkS+Y5EltwebEFEY9njwSjL2A3b57hk2+wkL8xze3mJFJMZDY1Z5xrJJhM595jLOp5wkHNVkkRScpIQRTFsM0RRFKl7qIq6h6qYGZ1jYWoRW+J6Lsjg6xdZm3dR0JyPrFvPr0rLTeH2xTG6f9gflrjAehjk9OnTtLe3s7i4yPLyMrYQas4ARXX5FNXlb/tZYhHisVqtGI1GRFHkzTffpKGhIaxNO8Ev1BkrD46qquh0Os6cOcP8/HzcrJt7wZElLqmpqRH1kDh79iwLCwt0dnbS2NgIwCuvvIKqqpw+fTrscUtLSzz22GMYDAZeeOEFjMbtn3Z302TxKBCDY/t2gOZF7/kconoVVUhD1VREJhG0MfSixCppoKkIaGhi5M0HJd+/Ifu+DRjQBBuCtoLs+xYCTny690Zl4orHw98P9tM/PcWaz4tRlilPTqFUb+BcRiadczNMO9fQNA2DJPO23HyqU1J5+eZ1JlZXSDAYcfq8TK+tUZeWTpp5ax5CMOwGA2ezchiYmWJqbb2qKNfuoColbcfE3qOCeF7848k216qL73/pR1x48xLOFRcGs4GSxsJAProgbrRVb9IzNz6/47iSJJGfn8/Q0FBAWyU9fXeKz7HMTSkpKWFubo6WlhaqqqrIzMzc1TgQu+/R71ESRXHb1gBHCUeWuESK8vJyHn/8cZ599lm++MUv4vV6ee6553jmmWcCFUWjo6M8/PDDfPWrX+XUqVMsLS3x6KOPsra2xt///d+ztLTE0tISsE6YQpUf34u9iiCOQjFhcNj2ieoAgnoTVUhfD+2IiWjqIuBCJ44jiRZEbQlVSEcVI0y21VaRlR8DpkBOjCZYEbQZJOVNfPLbQIh8Afrm8BDnx0ZIN1vIsFhY9XrpnBhnQtX49TP38UBhERdn10XCypJTAt2dNaB7aoLptVUMsszpzGzuyzkR0YKaYjbzlhN5gbCSTa+Pqw11Lzjsey4cYrnhBStrhxK4dLvc3B4aY+LqNMlJyZQ3lFDcUIDOsNEb+Oo/vEHrv3SRnJFIYkYia0trdL8yQFJGAqChKkrAY6NpGq5VF1nF23vCg2E0GikoKKCvry/inkKbEUviIooixcXF2O12+vr6WFxcpKSkJCrvSayJy7EA3RHF1772NZ577jkefvjhgADd5z73ucDfvV4vly5dYu3O02FXVxetra0AFBdvdFlev36d/Pz8LefwE5doJkG89yo6CqGsw4agzSOgoLHuSdAEM4gnENTbCIILnbyMItbh071no8dFcwJewLalDYCgzYK2jCakbHhdIwFRG0VUp1ClyIjLnMtJ9+QEySZTIBxk1etJ1yzcnJ5myumkOjeX6tStIoNNmVlUpaax6HZjkuXA8ZFCFISojwlGPHy/Rxmapm0RuAxHRDb/7l+XQilrS6JE/8uXGD5/HZ/Hy4DzEt0vD9D4cC1PPPsweuP6XFieW6HnlQF8Hh+3Lo2iqRpJGQk4UuysLKxiSTIzOjxBclbieo7L+AL2ZBsNQeq3O30+WM8xMZvNdHV1sbKyQlVVVVTaVrEkLv5x0tLSOHv2LN3d3SwvL0fUxdkPP9GIpcflMJrM7id+KohLUlJSWLE5gPz8/A0b9IMPPhj1hu2/KX0+X8Q36LHHZW+Ih+unCdloGIA14I5Cp2ADIQG3z8rl8fdSlfoEoIHmBdaQfT9cF6lDQRNPoEgPoUolQWNa1703OIHgEOUa2p3QUaRYdntw+XykmDZ22zXrdHg1lRXf9nlZRlnGGKfl+oeJgyRVm3uLhSMbbrcbYENvsWACEqpr+mZxy0j6il3vv8Vo3yQZuWnYk2y43W5u3bhN6/c7ya86Qd3bqgCYn1zget8tnCsuJJ2MIMDC1BL2FBv2ZAsVDxdjcJq5MXAbn0/BYNThXvPwlx//KvlVJ3jwmXOUNIXvoxWcVGu32wNEobW1lYaGhh3D+8HjxJq4wHpS7JkzZ+jv7+fNN9+kvr4+rPL6ftjjh6qqcSu5sVvcW5/mEOFP3PV4PPcMcYl3+/w4TGVIVSxBlWqRlFY03GgYELRlQGTZ9058ihmd96+RlDfvEBcJDQlNzEYT9IjqBQT1Nl7hl9DEgvVBhSQUsRZZ+TEqOtYJ0RqCNoUqNaEJkcfNk00mbHoDi273BgKy6HZjlCSS7wFNlYPGbueEn4Bs5/EIpbLt9Xo39BbzE4zN6tpGo5G5uTmKioq2vCeW82Pk0hgelxdb4npJvMlkoqAon4G2IX7y4ptUv6UcSZIYvzrJ2rITnUGHxbFOnBVFZW58Hr1JR2pREk//u3exOLXEP//pi/S8OoCsl9EbdfS+OsjVnht86H88Q/mZk2GvZzAMBgOnTp1icHAw0BAxISFh28+yV7G3zWNtHkeWZerq6rh27RptbW1UVFSQnZ0dZoR1xDq0E2xXLD05h4lj4hIj+BltNJVFRyEUE+/2weESFwQBj/45dN4UJOUNBJxoYho++Z24Vkspyfw9ZN8kYEbDjahNo2HFJxSCYEfFjqheRfK9iU9fEBjWp3sPAk5EZRCBSTQMqFIdXt0HQneYDgOrXs9bT+TxrcsXGV9ZwabXs+r1suL1UGmxkRhhKGfe5WLO5STVZN5T+OdegJ+AOJ3OiEMvm5ubbiYe/t9NJlPI1yMhIC6Xi+vXr5OSkhL2PTH5/Kq2RexZr9eTmpqCz+Ojra2NhoYGJm5MY02w4Fx141p1ozPI+Dw+VJ+C0WLAkmhCEARWF9cYahnGlmwNkCFHqp2xKxP821d/TNnp4pCfO9S8F0WRqqoqbty4QXt7O5WVlSHV0TcjFutHOMLhl+L3570sLS1taRwZjFh3cz7uDn2MsPB7XKLpEH0UiEG82xcXEKx49b+EV/sAgraynpsi6DBJ38Qq30bjxHoJszZ/J6zkQlSvo0q1IAhogg1Ru7FpTBte3UcQ5JsI2hyakIAm5IMQ/QL0eGERsijw49u3WPa4Met0PJJfQPLM3I7HOn0+/n6wn9dHbuHy+TDpdLztRB7PlFduEK4LdZxH8WHV6ZHidNHUNG3b7urbeUAWFha4cuVKWA+IyWTCbrdvISE6nW7f2nsc1FzNPpmJrJNZW3IGPClupxufR+HtT74V2byuWO5TfdhTbCRnJzE9Movb6UH1qYDA9K0Zfvhn57G7klEVFdeam6QgATtBELAn2xgZHt9wns2fNxxRKCgowGq10tvby8rKSljhtVgmwu5EEFJTUwPhrPb2durq6jCEeAjYj1DRMXE5Rkj4iUs0Hpd4T86NG2KwAw6NXGkKgnbrDllJXM93Ee/mn+jFm6BpQborYuDnRk0XF5qwtU/LOqnJRyN/T2bKosjjhcU8mJvPotuNTa/HrNPROte647Ff6u/h+9evYdfrSTAYWfV6+dblS6hofLi6bsv7V70eWkZHGZqbwauopJrNnMrMoiQpeU+fYTsEE5BoPSCwfp+H84BYLJYtr1+6dImMjAyys7Pjbo7sZM+67P4iqwuryDqZ5Owk9MbodIHyq09QdX8Z/a8NMTMyy9LsCovTy9hTrIxemaC5uA6LxcLIhXYEScCWZCE9P5Xp2zNc77uFoiiY7WYWx5f558++SEF17vpa6FORdHeTSL0eH0azIax9O23wqampnDlzJpC0W1NTsyXXI9bEZadxzGYzp0+fZmBgIJD3sjmctZ+honsFx8QlRtgtcYl3j0a82weHRFy0OWTvPyOpV0BzowlmVLESn+5pENafDjVMgHCHvAggWAA9aMuADjQNQZtDQMUnNe+7ydEm2k6urvDm6AgJegMJdxId/cf/6NZNnj5ZRmJQAqSiqrx07Sr901MkmUyYZJlbS4vcXFzgscIi6tMytvW+qKq6JdF0fHx8R2+In4CIohgyxKLT6QIEJJQHRBTFqBb2ddG1+GuKutM88Hp8DL15iVsXxvC6vSAIJGY4qH5L+Qa5/p0gyRKP/MIDnCjP4qW/fhXXqpvM4jRScpK52HKZyRvTPPUrj/Lgux5g8soMk/1zzI4tMHFtEo/LS1ZxBjmlmUxNT2HVWxi9PI410cLUrRnS76joulbdrC2uce7p5i0l1sGfd6fvwGq1BjpMt7S00NDQgNl813sTK+ISzTiyLFNbWxsIZ5WXl5OTc/fBZT88LvF2r+4Vx8QlRhAEIWoRuqPgcTkKxOXAoanI3m8jKQOoYg4IJmAZSW0FnxWfbr0XilNpQtZexMAsmpbEemKuFREnmmBEVK+hCTZ80qOoYuOBf4ydrt/k6ipOr5cMy8a+RFa9jjmXi+m11Q3E5dbSIh3jYwBMrawgCwLTq6vcWF6kd2Kc6oRETiWlkG8yhyQi/jCr360tyzIul2sD2TAajWFzQO61ks/dYLvv9PbQKJe7bpCcmYDJZkLxKUzfnqX/tSHOPd0cledF1sk4UmyomoY91YZnzcPC1CInSrOYvD5N/4+HePsvvJVf+C//npf/+RVWR92sLq6SlWgloyANt8vNyswaPp3G8swK597TzLW+m4xfm0IQQJREKu8r5dFfeGtYGyLd4PV6PY2NjVy8eDGQtJuUtN740b/+HiRx8b+voKAAu91OT08Pi4uLlJeXB/Iej3NctscxcYkhdkNc4p0YxDLrfr9w0NdQ0EaR1CuoYnbAuwJ2NDzrZc7yQyBY8VHI7dm3U2o+j8D4uq0Y8crvR5HeAoKKJuREpah7kEg0GNGLEstuF1ZZh6qpaKrGgtuNpqnMjYwyMDaO1+vF4/Hw4uQ4nYsL6AUBFZXlO5uCXdbhUlWuLy4wtbbG+3LzKXAkhA3PSJLE4OAgFoslpGZSPCAe58N280BVVW5fHMVkNWKymYB1z0nqiWQmb0wzNzZPRuFWLZ/t0P6vPQy8NoTivduX6lr3TYobC7k1NIKmaaSkpPCuDz7J+TdaGHrzCgaTHq/by42B28xPL2DQO3GvebjcdY1H/8NbMZgNrC6tkVmYTtnpYmRd+C0qmnVJFEUqKiqwWq10dnZSVlbGiRMnYtbQcLcEKDk5mXPnztHd3U1bWxt1dXUx95Ace1yOsS10Ot09FyqKZxyWfYK2BrgB04bXNUwILCBoa+taLMD4/CnyT74fSekCfChSBZpQHFVl0F4RTgPE4/EwPj7OzMxMyERURVFI8/q44FzFrtNhlCQ8qsaKqnA2JZXUoPyPaY+bhcVZ7IqZdLOVFZ8X59IiICDr9aRbLFSmpHJtYZ4xWeLBvLwD+/yxxlGcs5qq4XH50Bk2LvmSLKFp4PNGp/q9PLfC+Rc6cK95sCdbkWQJxaewsrDK5Y6rnCjJDNhisVh4y4MPMPj9ywz8cBjzjInVhbV1D4+63snZnmSj4wd9/OIf/HuSMiMPW0W7BuTm5mKxWOjp6WFlZYW8O/dhrDwuuyFAJpOJ06dPB8q48/LyYp7jcuxxOUZI+ENF91o5NMRvctdh5bioYgoaVgQW0Ei6a4+2eKf6x7HRPjETn/jkns4ZrIIaTfLpdiqoqqqiKAoWiwWz2RzSA9KgKPxVXzfdU5M4fT5MssxjmVk8W1uPRXdXr+jayC1MegMZCCy4XfhUFQEBDVjz+UgzWxAFAatez8jy0p6uxTFCY7t5IMkSSZkJ3Lowgj35bgL52pITg1mHNXH7/lObcb3vFsszKxitBnxeBUmWkGQJWS+zMr9KQvpGoTW9Xs+Hfvtn+fz0X9H38hCCIIKgkZDs4GRjIQmpdm4OjXDzwkjExGW3noTk5ORAh2l/K5e9Yq+5MpIkUV1dza1bt7h06RJ6vT5m6+7m6xSPa3m0OCYuMcS96nGJZxvhEOwTklGlRiTlR6B50AQzgraEgA9FOndH9Ta0bZGqoIbygMRaBbWtrY3s7Oxtm5Xqgd88dZaR5WWmnWukmc3k2LZ2eFY1kESR0uQULs/NMrK8hEdRkEWBBIOJ1DsJkWteH4UJpi3HHyM22G5TKqg+wezoHKNXJrAlWPC4vbhX3ZQ0F+JIja5rt9vpQQMSUuysLTtxra4nU6uqit6k50TZVu0UR4qdT/zFr/K77/lDFqYXsSSaKKsrQ2/UrW/Sd963srCKIAghS6Cj+bzbwWw2ByqOANbW1rBYoiNvwYhFkq8gCOTl5eH1erl69SoDAwNUVFTsOXfr2ONyjG0Rrccl3omLH/Fq42E+OXilx/GpJkRfG5q2iE+xseqtZ8l1Ap/vBl6vl9XVVdxuN52dnRtISCQqqHabhsPYh1l3EVGUUMR6VN1bkXUJMfvc0SQSnrDbOWEPvbnNuZyMLi9xY3GBRZeTE/YEsqxWOibHWXC5ybHZ0TSNibVVZFGkOWNnQbB4Rzw+te40T5MyE2l6vJabgyPMjs1jS7RQca6E3PLoy7pzSjKxJVlZW1wjNTcFz5oHVVVZnlsh9UQy2cWh1Z1NFiP3v+sML/7Ny6wsOLncc5WsgkwUn4Ioirz2jRa+/vvfQhCgpKmQJz7yCFlFoZsu7jV3Q5ZlKioqeP311zl//jx1dXW7Fu+LZVm12WzGZrOxsrISyHsxmXZP9o9zXI6xLe7F5FyIf+KyF/v8GiDRhF7uqqBKiEITRoOKINqRZAM63XyAhOj1ekRRJDs7OzoVVG0ZnecvkNSLaJgBDYHvomhX8fIxYOcn0YPC5OoqX7vQz+2lJSRB4OriAteXljhhtZFtteMweFA1jRtLiyQaTTyaH7qh41FCvM4H2HnjTMpMJCkzEUVREcXdy79nFKZx5qkGfvh3rzN9awa9WY97zYPBpOe+p0+RkpMU8rjluRVu9N9idd6Fc2WN+duL3B4aIzU7GVESGb8+GQhldbzUy8jwOP/5L54lMSNhV583EkiSRHl5Od3d3Zw8eXJXOSaxbIyoaRqyLNPY2MjQ0FCAVPkroXYz3jFxOUZI+EWs7rVyaIjvhRru2KfOILm/iqy+CprIqvIAc8534/GZdlRBhbs5SqHyPHargjo/P8/CwgIZGaGfGMNBUtqR1EuoQl5AvE7TPIjqEJLSiSI/sLcLFoS9frevj9zi9tISxYlJnExMYtq5xvWFBdYUH+8rLedUVhbTa2s4vV7cisKi281rt2+R53CQZ3fccwvqYSKa71KS9hY6EASBp//zO0g7kcKb3+lgdmyevPIcHnjfae57z6mw32vLdzu5PTxO2Zkixm9PIqNjcW6JpYVlDHo9ueU5iHdssyZYGL82Sdu/dvPYh9+2ZaxYeBL8m3p2djZms5nu7m5WVlaoqKiIKrwSS3LgH0uSJCorK7Hb7XR2du6aVPlDRfG+jkeDY+ISQxznuOwdmqZFrXza2/0qZ0r/FL1+AUFYt9Um/V9k/Y8YnPmvCKJ9gwhZOA2QWG+iux1PVIfRkIMUdwFBD5qAoF4FYkdc9gKPonBpbpYkownpzmdNN1tIM5m5vDBHssmEw2DEIMm8ePUKF2anAVA1DeO4zLnsHO7LPnEkyUu82hxru5zLTi61X2P08jgGk56CmjwKak6si/DJEg/++/t4+OfeEnbj9nl9zI0vYLQYsCfb6HttCLPNiMlqxJFuIysrE59PoeW7HSheZUMPJFESESWRW0Oj+/Z5g+1OTEzcIMlfX18fccPcWBKXYEImCAK5ubnYbDZ6enpYWlqisrIyqryXY8n/Y2yLey3HZS8TMVgFNZLk092qoA4ODtJYMYRZt15665fVF9AwGyapLb2CT/dzMbgau8Nuvl8NAwIqm48UUIH4aXAo3PmnbbJUAwTuus0HZ6YZmJnihM0eUN6dczlpHRulwJFIts3GUUK8ztlY27W6sMa//OW/cXPwNpJORvUp9L82RPM76rnvvc3bVqpomkbXy3386B/fZHZsHlkvU3GuBNeqG0EUNtwxkiRiNBnxeDzMzc2RkJAQkOZXFTVs4nAsyMLmMUwmE6dOnWJgYIDz58/T0NCALYL7M9Yel81Ew0+qenp6aG1tpa6uboMC8EHZFi84Ji4xRLQ5LvHuvvPf7C6XK+ockGAV1FD5HX4V1HAJqpHKsF+4cAGLrh1QgeCnEAFQkXxvHBpx2e1ioUq1oLSCtgiCY701AAt3OkRXx9jK3UMnSVSmpPLKrZskGU3IdxbbidUVEo1GChwJAFyam93SbiDJaOLy/Bwjy0tHjrjEM2K5QfX/ZIjr/bc4UZqFrF//7hZnlun+t36K6vLILEoPf+xrQ3zjj7+H4lNwpNrxury0vNCB0WrE6/JiTjAGpIyWZpZJzkrEterGs+xlTpnD7rCzMruGyWqi4eHQ9/x+EBe4K8l/9epVWlpaqKmpIT09/GeNlS07jWU0Gjl16lRAAbiuro7k5J17gG324NwLOCYuMcRuclwOirhEqwESHIrp7OxEkqSQZbjBMuzhVFD3E+vXUBdG0E1cD7EcInbz/apiLT7pbUjKa6DN3PFqmFHkR1DFipjZFotF7P4TudxeXuLqwjwiAoqmYTcYeKygKNDfKLjUdTM2e2uOCuJxA4j1WnKl+wZmuylAWgAcKTbmJxcYvTIRlrhomsYb32rD6/aSffJOdZHNhNFiYPLmDEkZDsavTOPxufEtakg6ibd98H4sdhMv/c2rzE8tsDA+QlJGIu9+7nGKGwrCnmevIZDtOkwXFxdjtVrp6+ujsLCQwsLC8AJ/MSw53i53x68AbLfb6erqori4mPz8/G3vx822xeO9Gy2OiUsMcRA5LttpgGxHRPxJwJIkhSQfOp0Os9m85fW2tjaam5uxWq07WHY4EAQBNw+h4xL+IMU6VEBDkR45VNt2d6CET/d+FLkBUb0MgCqWogmFMVfc3etml2Q08aHqWgampxlfXcEsy5Qnp24onS5OTOLKwjxeRUF3h8guud0YZZks67G3JVaIdUhAAELxSoHt722fx8fkzWksCRt1UQxmA4IAp59qxONz0/v6AMVlxVTeV0rFuRJEUaTubVVc7rrOysoKq9IiGVVJYT9XLD7vTgm+GRkZmM3mQIfpqqqqkA9jsSw5joQE5eTkYLVaA32OqqqqtnS+3g/b4gU/FcRlbm6OX/u1X+O73/0uoijyvve9j89+9rMRbcaapvHEE0/w0ksv8a1vfYunn3467HsjJS7BKqg+n4/5+fkdK192UkH1Ew29Xh9WBTWUCNlOiLZz7mFgVXsKs3QeUe3ibuYFKNL9+OTHD9W2XRMDQUQTTqKIJ2Nuj1dVA2GdWMCi03M6Kxunz8fF2RmuzM8xvbZKWXIKZp2OqtR1qf/L83PoRAlV0xAFgebMrJBidvGOeA7vxhInmwp59etv4HV7Ax2aF6aWMFlNZJ8MXykn62XsSTYmb05DUH6Kz+NDEEXSclPIqkwjsczKfffdt+HYxIwETj1RD8Dq6iqdnZ2sra1RU1OzhTDsV6hoM+x2eyBpt62tjfr6eoxBzUVjZUu0YyUkJATyXkJ1vg4e7zg59wjigx/8IOPj47z88st4vV4+/OEP85GPfISvf/3rOx77mc98Zlv34OrqKnNzc8zNzbG2tkZfXx9/8id/wvz8PD//8z+PoijbqqACXLx4cc8qqPuFo5BArGl6XMY/R/b9AEn5CSDikx9EkR4C4fBu8fA6LV7AA5hAOJjvUdM0eqcm+dHtm0ysrGA3GEh3uslSs2My/uTqKv84NMiNxYU74R+BXLudZ8orybLaePfJUi7OzXJrcRG9JFKUmERxQiJinJPio4RYe1yq7i/j1oVRrvffQhQEVFVDb9TR/GQdGQXhtXgEQeD0Oxv41mdfZH5yAUeKHa/by+TNGbKKMyg7VcziyuKOtlosFs6cORMgDA0NDRgMG1WpY0FcIllLDQbDlqRdh+NuW4P9qiqKxK7m5mYuXbrE+fPnqamp2aCEfRSa5O4G9zxxGRoa4qWXXqK9vZ2mpiYAPv/5z/PEE0/wR3/0R2RlhVfx7Onp4Y//+I/p6OggM3OjEmRZWRnXrl3D6/UiCAKJiYm43W7m5uZISUnB4XDg8/kwGo1YrdaQHpDl5WUuXrzI2bNn9/Ua7AVHgbis/6LDp3sSn25vPYH2FZoHSelEVPtAc6GJyahiI6pUvu+n7pgY5+8H+/EoPuwGI+OrKwzMzyOP2viFzNAqp6Hg8vnonBxneG4OWRSoTkmjKiWVF69d5trCHPmOBHSSxIrHQ/fkBJNrqzxbU09RQiIN6Rk0pEeuaRPPi2282hZLu8x2E+/82Nu50nWd8WuT6E168itPkFtxl+yGO9+ZpxpZmF6i9XtdjF6eQNZL5Fee4H2feBKjxcjC8kJENuj1epqbmwOEobGxMVDlc1AeFz9EUaS6upobN27Q1tZGVVVVYF846FDRZrvKy8txOBz09PRsyMfZ3PwxXu/baHHPE5fz58+TkJAQIC0AjzzyCKIo0traynve856Qx62trfGzP/uz/Pmf/3lIAbF//Md/xGq1kpycjMPhQBRFnnrqKe677z5+9Vd/NSLbJEmKa1LgR7zbGDP7NA+CNgGY0cTdSX9vGTLINsn3KpLaioYNTTAiqLeR1HGAfSUvXlXl5RvX8GkqBQnrDeySMeFcWqZjeoon19ZIiaC0cs3r5f/0dtEzNRn4XD++dZPmzCxuLi6SbrGikyTGV1YYmp1m2eNhZHmJ2bU13noij2fKKwM5LkcZ8Tof9sMuo8VA1QNlVD1QFtVxkizx5Ece4exTjYxdncRkNZJfdQJJlgK2RksYrl69GigFTklJOXDiAusbf0FBAVarld7eXpaXlzl58uShhIo2IysrC6vVGmgeWV19txrrXiEsftzzxGViYoK0tI1uTVmWSUpKYmJiIuxxH//4xzl37hzvfve7Q/69rq5uy2v3mgAdxL+NMbFP05CUl5G9/4yozaIho0r1eHUfRhPDNyCMxLbA7+oUojqAKqSBsB731wQHgnoTUe1EFUv3LWw073IyvbZGsnFjvxObLDPv9TC2shwRcXlz9DbdkxNkW22B0uZFt4s3RkYw62QSjUbWvF4uzEzjURQSDUZWvV5Mso7XRm5xwm7nwdz8qO1f83pZcLuw6HQ4DMadD/gpRrxtUP4WA5uxG8JQXFwcULctKys7FOLiR2pqaqBJ48rKChkZGTGtKtrtWHa7nXPnztHb28v58+cD5OVey3E5sp/m+eefD/SGCPfv4sWLuxr7hRde4JVXXuEzn/lMVMfFczn0bhHvNsakV4nyE/Se/4OoTaFhBaQ7r/3vO/kou0eg+Zo2h8BagLQE/i4kIqizwNqezrMdjJKMThJxKxvvTa+moRNETLIuzJEb0T01gU4UN+ixOAxGVE1F1TRmnOsEyenzYdPrcSkKRlkmzWJBJ4q0jo1FZbeiafz41k3+rKudL3R18PnOdr49fJFVryeqcX5aEM/zNBR261VobGxkeHiYpaWlPduwF/JjtVo5c+YMPp+P4eHhmF3/vRIyvV5PY2MjaWlpdHR0APFHaPeKI0tcPvGJTzA0NLTtv8LCQjIyMpiamtpwrM/nY25uLmwPmVdeeYWrV68GFBz9ZWbve9/7ePDBB8PatBuPSzz3KoL4Jy6wxwVb05B9LwA+NCEDBBMIdjTSENXLiGr3rocOXiw0wbgu46+5N75Hc4JgBCLXm/GpKt2TE7xweZhXb95gye3e9v12g4G61HRmnU6cd+5Pr6Iw43aTZbFQkJAQ0Xk1bV0RdzNEQaA0KRlJEBhdWcKrKix7vWho5NjsyKKIXpJY9m5v52b0zs3y4rUrOH0+UsxmJEHkJyO3+e6Vy1GNsx+I140gXu3aDE3TcK946Hy5j/Z/7WZhajHiY5OSkjhz5gxut5vR0dGA2OVu7dgrSWhqasJisbCyssL8/Pyuxwq2aa8eElEUKS0tpaSkBIBr167dU0m6RzZUlJqauiF7OhzOnj3LwsICnZ2dNDY2AuvERFVVTp8+HfKY559/nl/6pV/a8Fp1dTV/+qd/ylNPPRX2XPdad2iIfxv3bp8HQRtHY6PmBIIBNBVRHUWNQVqGJuSgiScQ1WuonLgz/hICyyji6YiF8pbcbj7b0Ubf9CTKnc+dZrbwqw1N23ZdfrL4JLMuJxdnZ/GqKoIAGQYj784rjLg0uiY1nYGZKTyKgv5Orsqyx4NOkngkrwC9JPOdK5d41XkDm05Hjt1OstGEpmkseTw0pkeeBOxVFHrnZzEaDGRY1mULTLIOWRS5MDPN2MryoWnAxOt8iJVdwZWQobSigv9JkkRVVRUWi2XngYPQ82+DvPC5H+BbWycd1gQLT/7yI7z9F94a0eZqsVhISEjA6XSGrDiKFLHYzP0d4J1OJx0dHZSXl5OTk7Pr8WKZ6OvfI8fGxlhaWqK2tjbi/kvxjCNLXCJFeXk5jz/+OM8++yxf/OIX8Xq9PPfcczzzzDOBiqLR0VEefvhhvvrVr3Lq1CkyMjJCemNyc3MpKAit4gjHoaLDwN4nuB6NBEQm0Lhb3oi2/j1qws6S2tshcO0EGUV6DPg+gnobQfOtq+GKTShS07ZjBOMbl4bomBwjw2LFJOtQVJWxlWX+sqeT//XgI5h1ocM+DoORj9U3cXlujinnKna9Adet22RFseHcn3OCvqlJBmenkYT1zkkicH9OLpWpaciiSHFSEnaDgY6JcTyKyozTybzLRZrFzFtz8yI+15qisOLzkrFJ58VuMDC5tsKCy3UsXhcCwfMhuF/YTiQklFhluHYcwd3Sl5eXaW1tpaGhgYQIPXe3hkZ54TMv41xxkpmfgSAILE4v8a3PvkhGYRo1b4lMHdrfgHBpaWlLxVGkiJUXQlVVTCYTlZWV9PT0sLy8TGlp6a48J/tRWn3u3DkGBwejigjEM+554gLwta99jeeee46HH344IED3uc99LvB3r9fLpUuXWFvbW55BtKGieO9VBEfD9bynaygIKPJjiN6/BW0ecAAeBGZQhZyoSMXWoTc1nhNT8QnPIGgjCJoTTUhCE7fvgRIMp8/Hm6O3sekNgbwUSRTJsFoZX1mhb3qSM1nhn/RkUaQ8JYVy1iumukbHorp2Vr2eX21somVslAszM+hEkbr0dBozsgJeG50o8qGqWnJtdtrGx3ArCvfl5PBwXgG5dscOZ7gLoyRhlmRWPB5sQU+IKx4PJlmHTX+4zSYPcl5omrbFCxKKhKyurrK2tsabb765pWFpKDkGv1p2KHISqVZUdnY2ZrOZ9vZ2inKL8Swo6I06ciuykXWht5e2F7txLjuxp9sCVUaJGQlM3pjm/Hc6IiYumqYhy3LIiqNIESvvhp9sJCcnc/bsWTo7O1ldXaW2thZdmIeJ7caKVTKtfyydThdSxO+o4qeCuCQlJW0rNpefn7/jAh7JAi/LMh5P5ImD/gkTz7HHo+Bx2at9PvkJBG0GyfdvCIwBMqpYiEf/HAiRdWANhy22CTKakL+rDj1unw+PqqIXNy4+srBOgNe8kXv7dguLTs/DeQU8nBfe82jW6XhncQlPFJ1E1bRdqfTqRZHqhCRalxeYWRNxGA2seX1MrK5Qn55OzhFtzBjcM2wnIhL8un+NCOcFsVgsSJKEoiiUlZVt+Nt+b1Z5eXn0vHSBP/29v0TwiZgsJjIL0nn6P7+D/MoTW96/OL2eVLuluaFOYm488hyRQOJ7iIqjEye2njccYklcAMxmM2fPnqW3tzegaBtNKO2wxOyOEn4qiMtBQa/Xs7q6GvH7j4nL3hGT6ybIePX/EZ/8TgTtGmBBFcv3rLob6+/UYTCQa7NzYXYGm14fGH/J48ak0wW6MccLREHYkzJuQ3IK9qQk2ifGGF1ewiDJNGVk8s6ik4c6X/xqpLshIP5EUn/PsM3//IrZ4bwg233uyclJVlZWSEzcWn68n+h5ZYDz3+zEbLKgSj50Bpnbl0b5v3/4bX71c/8Ra+LGTTv7ZMZ67/agwgRN1fC6feRWRE44Nq+bWVlZGI1Guru7WVtbo6SkZMf7JNYeFz9kWaahoSGgaBuNJ2gv5dCh7PKPFc/reLQ4Ji4xhP+JJ1L4b/RY3qixRrwTF4jdhNTENDTCJ7juaswYXjtBEHj3yVJuLi1ye3kJq16P26fgVRXenl9AviPyUMxRgCyKPJZXwJnsbGadTiw6PelRJoHuhOC+YZGSEKfTSW9vL7D+nWwmH36iEdw1ffPf92u+Hwaha/vXHlRFI7swA5/Xx8zMDOYUI5M3Z7hwfjjQe8iP00828NJXXmHm9hySJiOKAkuzKzhS7bzl/WciPm+oBz5/xdF2PY52GmM3CDWOIAiUlZVhs9no7u6mpKSE3NzcHc+3nx6XeH1AjhbHxCWG0Ov1UZdDQ3wz4XgnLvFs334sEs2ZWXy8+Qz/cuUy1xbnybBYeCgvn3cUFt8zi9JmOAzGiITnQiWjRkJE/PdPqI7pm5NRdTodFy5c4OTJk6SkpMRVE9LDmgdzY/MYLes5R7JOJjUtldmZWdZWV1mY3lrmnJiRwAc++S7+9YuvMHdzCcWrUNpUxNP/6R2cKA3fgmUzwm3wO/U4imSMaLHdOP48oO7ubpaXl6moqNiWuMaDCm+845i4xBC70XGB+CYuEN/2HYVJGevFw9/zx6uqyHfEFneDeCV9wV6QpaWliAlIcBgmFAkxGAxYLJawXpBoJOj1en1cJjoexnzILEqn/ydDJLMeopIkCYc9gTlhkemlSdxu9xbikF6Qwnt/53HyMvJRFJXkrMSobd9uXm3X42jzGLHwfu3kNU9MTAx0mG5vb6e+vj5sWfJ+hYruJRwTlxgiWh2XoxB7jNfNLRjxat9eNxG3z0f7xBi9U5N4VJWK5BROZ2aTYFz3PuiOwILkr4bZzhMSqmTX/51OTEyEJSGhCIhOp7snF+pIcFjz4OxTjVztvs7YlQkS0h34PD7mJxYpby6hpLmQlpaWgEhbsK2iKJKYkbCnc283x8L1OArGQXhc/DCZTJw6dYr+/v5Ah+lwZCqWoaJ7cT4cE5cYIlqPix/xuvFC/BOXeLdvt/CqKv8wNEjnxDh6SUIUBK7MzXFhZpoPV9cFyMtBITgZNZpwTLAmSCgCYjKZQpbpXr58GbvdTn5+/oF+zkgRr56+w7Cr9FQxP/ObT/HK115nZmQOSSdS/0g1Tzz7MMlZiQwPD9PS0kJjY2NA6yUWczaSxNqdKo4OkrjA+jyoq6vjypUrtLS0UFtbu6WXXqw7TfvHEvbgnY03HBOXGEKW5aiTc+N94z0K9sU7drM4Ds3O0DM5QZbVFhCV86kqV+bnaR8f4+0Fhbu2JdgLsrq6ysTEREgyEvxaNJogoUp2o33qE0Uxbp8U43U+HKZdtQ9WUnlfKbNj8+gNug2elNLSUoxGI+3t7YGNOlaEIdIxgiuOVldXKS0tDaxtB0lcYN3mkydPYrPZ6O3tpaioiIKCgg2pA7Fs2HgU1shocUxcYojdeFzivV9RvBMXiN+NZC8Lxu2lRXyatkEJVxbXGyJemp/l7QWFW6phIg3HBOtfuN1uFhcXNxCN4DyQzSQkHvM6jnEXh7lJyTqZ9LzQbVjy8vIwGAz09vZSWloK7N3WaDfl4Iojp9NJTU1NTJVzox0nIyMDk8kUSNqtqqpCkqSYJ+fG6wPAXnBMXGKI3RKXeN144di+WCASccPNpGNlcQmnc415BDRNRVFUVFVhxrmGcWWFHy+vhdQECSYaO2mC9PT0kJ6eHmh9cYzIEY9PsYcxD6K5DhkZGRgMBrq6urBYLFit1rDvVRSV4farXO+7iSiJlJ4qJr/qRMiS42hgMplIklN549st9P7bBarfUobZvjeRSdg9QXA4HJw9e5auri7a2tqor6+PqZfk2ONyjB0Rba8iiP+NN95v+j3bp6kI2gwgoAkpsIfxNmuCOJ1OYL3B2U6S7f7P4icYVkVBVjVmXU6SDEb0Bj0uVcEowFuLSmjMztlVMqrb5+PK4gJo4NU03D4fgzPTiAgUJyaiO/ao7Ijj+bp7JCYmcvr0aVpaWgI5UJvvX6/Hx//7X9+h8wd9eN3rc+OHX3udB585xxPPPrxB/yqaz7u27OQv/vOXGXj9Ij7PekuE177Synt/+wnKy8v39Ln24tkwGAycOnWKwcFBzp8/D8TuezwWoDvGjpBlOWqPS7z3KzoKxGq39gnqZWTvi4jaTUBAFQvwye9EE/PDaoLsFI7ZnIwKMDMzg16vD6kJslmaPTjObbh5nZdvXGfG60FQfOgkiQfyCniw+OSuCEbXxDj/9+IFptZWQYO11RXU6xLqHS2SDIuFD1XX0pRx7IE5iojneRoMq9VKRkYGk5OTdHZ2Ul9fH5grAF0/6KX9xW4cqXYsDjOaprE4s8yr//AGJY2FnGy8m98VzQb/rc++SPcrA1gTLNhTbKg+lanRab75By9Sd381OXnZu/5Mew3vSJJEdXU1N27c4NKlS8zPz5OcvLcGr3DscTlGBNDr9fekxyWec3Bg+wU7XIM6TRkj2fAVfMI8bp8DVVXRS2+y5h5k6NYTON3rpZvByaib/21uULdZE8Tn8/Haa69RXV29YWGOBIIg8HBeAScTk7k8P4uiaeTaHZQkJiHt4snu5uIif9vfw4rHS7rFzLLHw6BzDQGBkqRkDLLMyPIyn+to5/ceeJC8e0yF96cFR2WTkiSJjIwM1tbWAiJxxjuVcr0/vgCAxbEewhEEgYRUO7cujnLh/HCAuERDFjwuD29+ux29URcQy5N0ErZkGytzq3zvqy/x5IcejarHUTBikZciCAIFBQVcvXqV69evo2kaxcV7E5Y8znE5xo6IVscFjgZxiRcoirLF4+F2u5mbm8PpdIb1kIRqUJeZ2IpknMGt5CGKErJORBRTSDbdpilRQ9XdhyzLh5qMKggCeQ5HTEhE6/go8y4XhQkJCILA9cVFBEAUYNXnxWE0km21cXt5iddu3+TnHTXbjqdpGsseDwZJwhAlKbsXEE/zwo94Xkc2Q9M0JEmisbGRgYGBgNaL1WrF4/Qgyls3WwEhEDryjxHp9+BadeN2epD1G+9VUVqv7ExPzmB4eHhDxVE0iKVeiiAIVFZWMjw8zMrKyq4efILtisd7da/46Vtx9hHHVUWRwa8Jsl0zulCv+69TcDKq2+1GEASMRmPIZNTgapjgCazztCMqiZjEhI2fVzVgkhbw6UNLhO/28x42ZtbWkIPk6Z1eLyICoiDiuZPkKwjrTREnVle2Hat7coJ/vXaF23caH57NyuadxSex6EIrgd5riIfvMxyOyiblJx1+kbjLly/T2tpKQ0MDJc3FXGy7is+rIOvWHxzcTg+iJJJflbtljEhgTbSQnpvCraFRzDZT4HWv04ssi1Q0l5FTkbGh4iiah5ZYVwJZrVbOnj1LT09P4LqYTKadD97GrmMdl2OExL1YVQThF+rNmiDRKKPCehhmu/4wof62WROkv78fh8NBbm5uSBvDfiYhGfCApt1NyNU0wAdCUuB9gnob2fvPSGo3GiYU+UF88rtA2HkRiadFItNqxaeqgYXMotcxtaqBpmK88zSnaRqKppFl3arm6Ufv1CRf7Olk1eMl0WjE6fXy7cuXmFhd4bmG5l2FsY4RGxzGOrLbDXvzhlpSUoLRaKSjo4PCU4XkvZrDzQsjmCwGVFXF4/JSca6U6reUhxxjJ4iiyJMffTt//f99jdnROUx2Ez6PD+eyi7L7ijnZWIAoihH3OIrVddhuLL1eT1NTE0NDQ5w/f576+vqoO38fh4qOsSN0Oh2KokQtRhQPxCWcJsjq6iqrq6u43e6QJMRvezjdD4vFEpacxKJB3W6PV6QmJKUVQRtFIx3QELRxEJJQpLr1sdXbGNy/g6BNAkYEZhC9X0ZUBvAYfhcE3XanCCAevt8zWTm8dvsWNxYXSTWbsesNaIAKGCWZNa+XWecaKSYTb83NCzmGpmm8dP0KK14PBY6EwLU363T0TE0yPDdH+SZJ9XsV8URKgxGvdoXCZltzc3MxGAz09fXx+K+9lVsdYwy+cQlZJ1P7UCVn39WEwXTXqxctWTj37mYEQeB7X3yZyZvTmKxGKh85yRMffTiwuUfa42gz9qujsyiKVFZWYrPZ6OjooLy8nJycnKjGOiYux9gWu/G4xLqqaLMmSKSekM2aIH6y4fV6kSQpEIYJ5wU5zAVzN9dPEwvw6j6A7P0eAmN3XkvHJ78bTVxfGGTvPyNok2hkgHBn8msuJLULSWlHkc9te4542kQyrVZ+ua6Bb1wa4tbSIhpQbrXhkyTcig+P6qMoMZEPVdWSY7OHHMOjKNxaWiJBb9zw2ax6PVNrq4yuLMWMuMQD2TtqiHcdl2CE2+jT09Npamqiq6uL4gdzeeIjj4Q9x27Iwtl3NXH6nQ2sLqxhMOsZHBrEZN3YPiOSHkexsGW7sTaTjdzcXCwWCz09PaysrESch+MnQZqm3VNz6pi4xBCxDhVtroaJlIT4xw3nBTEajWH/tnnCDA8PIwgChYW7k5jfb+zFY6VKzXjEKkT1Buvl0Pkg3F3EJLUbMN4lLbD+d20eUb2IwvbEJd5QlpzCfzl7P2MrywBMX71GYlISXpsVURDIszuQt3k6k0URi07H7B19Gj98dxbH4xyXw0Wsu5DvJ7azNTExkTNnztDR0YHb7aaqqiqk12C3n1cURWxJ1sAYobC5x1Fpaem24ehYtg7wn38zkpOTOXPmDF1dXaysrFBbW4tOt73X9yjdE9Hgp4a4zM3N8Wu/9mt897vfRRRF3ve+9/HZz352W/VGgPPnz/M7v/M7tLa2IkkSdXV1fP/73w+ZKBVOgG47TRC3283o6CiTk5NbSEiwJkgo3Y9gTZBQ0uyx6gUSrws1xMA+wYQqhRaf0jAisKn3lKaBJqAJkSfv7vf1U1SVBbcbvSRh029PHkRBCHhU5kQRWRTJT0za9hgAVdPonJzA7VO4vjDPssdDvt2BKAqMLC+TabFSs6lZ3DGOEQ47zQmLxRKQ5w+l9eIfY69r3E45IME9jtbW1sJ6OmIVkvGv+eE+l/+69Pb20tLSQkNDw4au25txnONyxPHBD36Q8fFxXn75ZbxeLx/+8If5yEc+wte//vWwx5w/f57HH3+c3/7t3+bzn/88sizT29uLKIpMTk7S09PD7Owsc3NzzM7OMjQ0hMlk4tFHH2VhYYEHHniAp59+etsGdf4by+FwhJVmP8wbL96rnvYTivwgovcroLnueFo0BBZAMKJIZ3Y8/iCedIZmZ3hj5DZTa6tIgkhZcjJvPZEX0+7Rmqbx9Qv9/MvVK7gVBUEQuLW0yPjKMtlWG7kOB/+xuu6nxuMC8RUG9OMoPV1HYqtfUdZfWdPY2BjQetnOMxFrO0L1ONpccRRrj8t2a75Op6OxsZFLly4FOkyHC2WpqrrrUup4xr33iUJgaGiIl156ifb2dpqamgD4/Oc/zxNPPMEf/dEfhe3V8vGPf5z/9J/+E88//3zgNX+DsDfeeIPf+Z3fISkpieTkZJKTkzEYDAiCwOOPP05KSgoVFRWUl5dvUEbdjO7ublJTU+O2X0y8L4T76RHyye9CVAaR1C7QFkADBCNe3QfRxKKIx9kv+64tzPPt4Us4FS8pJjNeVaFlbJR5l5MPVlRHpK4biW1XF+b5/vVrmHUy2TYbmgbLbje3lpeoSk3jN5rPbGgGea8j3j2QRwGRbvSyLNPQ0MDg4OAGrZeDJC5w19MRruLoIEJFwRAEgbKyMmw2G93d3ZSUlJCbm7vluGCPy3E59BHD+fPnSUhICJAWgEceeQRRFGltbeU973nPlmOmpqZobW3lgx/8IOfOnePq1auUlZXx+7//+9x///28973v5b3vfe+GYy5evMg//uM/8hu/8RtHrqooHOLd47KvE1Ew4zH8LpLSjqgOoQlGFOk0mlh8+LYBnRPjrHg9FAeVSFp0eq7Oz3NlYZ7y5Ngkyl6YmWHN5yXNvC6EJwhgNxpIU8yMr65gugef6I4i4nkdCYVoSpmrqqq4cuUKra2t1NfX43D478WDIS6wfcVRLLtMQ+SfKzs7O5CHs7y8TEVFxQZvzb0qQHfvBb9CYGJigrRN8XdZlklKSmJiYiLkMdeuXQPgU5/6FM8++ywvvfQSDQ0NPPzww1y+fDnkMfFQVRRrHAVita/2CToU+Rxe/S/i030wYtISjP2yb2xlGbthY3jGIEmowILLFbPzCAJsXvpWPR5mnE7GVpbpnZpEiWNy+9OEo7JJRbvRC4LAyZMnKSkpobOzM7BuHyRxgbsVRzk5ObS2tjIzMwPEjiBEEirajMTERM6ePcvi4iLt7e14PJ4N492LOS5H+hM9//zzAfdXuH8XL17c1dh+5vvLv/zLfPjDH6a+vp4//dM/pbS0lL/9278NeYw/Z8VfWhwJjgIxiHf8tF6/JKOJ1U1E2XfnvrXEMHRTmZKKWdYz73KhaRojS0v0T08ztbbKvNPF/zj/Op/rbMMbxX1/1BGP8+Kg5oGqqhv+7Qa79VCcOHGC2tpaLlxY72d00MTFf87i4mIqKiro7u7m1q1bMSMIuw2BmUwmTp8+jV6v5/z58ywvr1cO3qselyPt4/3EJz7Bhz70oW3fU1hYSEZGBlNTUxte9/l8zM3NkZGREfK4zMxMACoqKja8Xl5ezq1bt0Ieo79T0eHxeCJOiDoKxCXe7Yt37Nf1q03P4MrCPFOrqySbTHhVlZHlZbKsVoojqBSK9NoVOBJ4oqiYF64Mc2lulqm1NTTAoTdQnJSE26fw49u3KEtO4R2F0XukjhrupfkQTDz8nyvcz1AQRXFXQpJ7uYZpaWnU1dXR2dnJ5cuXKSsri7meTCTIysrCZDLR1dW1q+NDYS9EQ5Zl6urquHLlSiBp9yglbEeDI01cUlNTSU1N3fF9Z8+eZWFhgc7OThobGwF45ZVXUFWV06dPhzwmPz+frKwsLl26tOH14eFh3vGOd4Q8xk9Womm0eBRySOJ9oY53+/YL1SmpLLtdvDk2yo3FxfXSZoeDdxQWR5wsG8m1EwSBD5RVUJqUzF/3dbPodpNhsZJsMiOLIjq9xKLbxRsjt38qiEu8Qr3T0sH/E6IjIcEIvm+Dkzs3//R7mKOVX9jrhmq3r5f0T01N4Xa7qamp2ZXHY692+DVnXn/9da5du0ZycvKeGrPu1XPjD6nZbDZ6e3sxGo0kJyfverx4xZEmLpGivLycxx9/nGeffZYvfvGLeL1ennvuOZ555plANc/o6CgPP/wwX/3qVzl16hSCIPBbv/VbfPKTn6S2tpa6ujq+8pWvcPHiRb7xjW+EPI9fDCha4hLvG2882wfx/QS8nxAEgftycqlOTWdybRW9KJFts20rIreXc9WnZ9CQnsntpUXSLRv1j2RR3BK2upex30+x/oeZ4Hs7EhKyurqK1+vdYF8kJGTz65Funn6iBERFXvZKGPyf/dSpU3R3d9PR0UF9ff2OgmybEYtQisViwWg0oihK1D2ONiNWHpKMjAxMJhOtra2MjY2RnZ19T+W6/FQQF4Cvfe1rPPfcczz88MMBAbrPfe5zgb97vV4uXbrE2tpa4LVf//Vfx+Vy8fGPf5y5uTlqa2t5+eWXKSoKXQrrnzTRJOgeE4O94fj6gd1gwL7LhTJalCQmIQoiLp8v0JxR1TRcio/atPQDseGwEe33uZmEbEdGtkMoj0fw7ydOnKC3t5dLly5RVVUVePLfzw1LEIRAgYGiKIHQ0U6IFXExGo2cOnWK3t5eWltbaWpqCmi9RDpOrJJqS0tLGRsbi6rH0WbEMifF4XBgt9txu920t7dTV1e3a0IVb/ipIS5JSUnbis3l5+eHXDyef/75DTou28Gf4xINcTmuKtobYmqfpiD7/gXZ9z0EbRFFar6j2ZK5J/sOG15FYdnrwabTR6Ttsh1OZWZRm5ZO9+QEBklCFETWvB5ybHYeK4hc2yYSxMO1C0ZwvxdVVQMNVf1/C37fTtjsEdlMQkK9DjsLkzU3N9PV1UVfXx91dXV7CltECr99wYUJkWiGxIK4CIKALMvU19dz4cIFWlpaoiINsUyqlWV5Q4+j2traiFIZ9sOeYBQVFTE3N8etW7eorq6O6diHhZ8a4nIQ8D9t3Esel3i3D2Lk0dA0DO7fRVZeQkNAQEPwXUf2fRen6ctoYsHh2rcL+FSV71y+xL9eu8qyx43DYOAdhcU8VVyCvMvO3AZZ5rdOneXFa1f4ycgtPIrCw3n5PFl0kswd2mfEEyJJSt38ux+iKLKwsBB4UNkPErJb+FVVe3p66Orqoq6uLurwyW6wmbz4CVO4eywWHpfN17KysjJAGhoaGkhK2jlBPZYeF//36+9x1NPTs2OPo/2yJ3g8WZapqqqK61zKaHFMXGIMWZbvuXLonwb7RLUbWXlpfUzuPM2hoOFE7/kz3MY/3rV9h4WvXxjgny5dQCdKmGUd02tOvtTfi8vn499XVG1474LLRc/UBKteLydsdipSUsPmylj1ev5dWQX/rqwi5N8PGnutjAlGJCSkoqKCwcFBDAZDQB8qnvIH/B6I3t5eOjs7aWhoCJCs/YT/Wvm9UdtVHMWauPjPX1xcjNFopLOzk6qqqkB1aDTjxMKe4Iqj7XocbUasy5f94/lDevcKjolLjBGtCN1xVVF8QFJeQ0Pa0lRRQEFSfgKaurFLdJxj3uXipetXMUk6ku40BLXq9cw613jx2hWeLDoJrC+4vVOT/E1fN9N38rtkUaQmNZ2P1TdiPYANLxjB+SDhwjGxrIzZTVJqRkYGkiTR19eHIAikp8dfbo+/IWx/fz8dHR00NjYeWH6DKIoBjRdN00Im7e4HcfEjJycHg8FAT08Pbreb/Pz8XY2zV3v8FUfb9TgKNU4sCcaxAN0xdoQ/3nocKjo4xM6+7RYvYYe/b4/DuH63l5dY9Xi2dIu26Q0sezyMLC8BsOrz8rd9Pcw4nZyw2cl3JJBkNNExMcb3roZWiI4U/s1LUZTAP5/Pt6FTusfj2fDP/3d/OMbn820o74X1jVGSpMA/fy8wvV6PXq/HYDBgMBgwGo2Bf/7X/O8J7qIuSVLESaV+pKamUlNTw8DAAJOTk3u6TvsFv8qr3W6nvb0dp9N5oOcO9r5sngOxIAzbHZ+amsqpU6e4du0aQ0NDYefgfhIXuNvjyOPx0Nraitvt3tU4u4Xf4xLPa/hucExcYoxjj8vBIlb2KdKDW7wtABoSivTguu79LnBYoSK7fj0R170pbOlWfOhEMVCFNLy4yPTaKtlWG9Kdjdus02HV63lz9HZADXczCfETjEhISDBx8Se4BruvgwmIn4ScPHmStbU1bty4gV6v30JC/ATET0JkWd41Cdktjgp5qaysJDk5mfb2dlZXVw/s3P7vN9j74sde52wkIRWHw8GZM2eYnp6mt7c3ZAg/VkRBVdWw95y/x5HVat2gahsK+5HjcuxxOcaO0Ol095yOy08DVLEGr/Q0ANqdabH+04ZH/9yexj6M7zfP7qAiOYU5lxPXnfvR6fMx73JRnZpKptmCpmk4fT4Ubf2Taqoa+Ccj4PL6WHW5QpIQ/0YUXN0RjoQEe0H8JMT//1BeEFmWMZvNNDY2Mjs7y9WrV+N2jvjJy+DgYNySF0FY7yScmZlJR0fHthvnfpxbFMUNxDX4b3sdeyeYzWbOnDmD0+mko6Njy0Plfntc/Njc42h6ejrk+7YjQPth11HFcY5LjCFJ0nGo6AARM/sEAY/hv6Iop5G930NgCUVqxif/OzQxupLGzfbtF3ZKSv1IdR2rXg9X5ufxqSqyKFKVnMIvVdUGKj9sioJJklh2uwNeGA1Y8LipS0vHajBsyAM5iMoYP0wmE42NjbS3tyNJUlj9pMNGamoq1dXV9Pf3o2la2DYihwl/4qokSXR0dNDQ0BDosHwQ5/Z7XmB9jdzrhhpNEqter+fUqVP09PTQ2tpKY2Mjpjt5X7HY2IPJ+3aIpOJoP0JFm/O47gUcE5cYI1qPy7GOy94Q08koCCjyoyjyo7Ebk8g8LvtRGZNusfD79z/IwMw008410i0WqlLSkO+EUk6ePMliRwcnDSYGnKusKgoGeZ3EJBiNvLuk7NAFq/yel46ODiRJ2jbR8jDh97z09fUBxC15KSwsRJZlOjs7qauri6hkOFbnDiYv+53jshmSJFFfX8/Q0BAtLS00NTVhs9kOlLj4sV3F0X6EijZXyt0LOCYuMYQgCLvKcYl3YnBsX3TYnLOkqmqAzB5GZczpE6F1JCRJorGxEXdrK9k2OxfdTpY9Hk5nZfN40UkqU3bvaYolrFYrDQ0NdHZ2IkkSJ06cOGyTQiIlJSXuyQtAbm4ukiTR09NDTU0NKSkpMT+Hoigbcp82/9wpSXUn7KZsWBRFKioqMBqNtLa2Ul9fHxOi4J/v0YwTruIo1qGi4+7Qx4gI91pVERySgJrmRlJeRfK1AAqq1IRPfgQEy4Hat9ueMX7Isszc3BwWi2ULCYlEM2S/E+tMJhOnm5oQ29t5e3Ep2Tk5gSTdeILdbqe+vp6uri5EUSQ7O/uwTQqJYPKiadqOOiKHhezsbCRJore3l6qqqm1LukORkJ1+988bWZY35C/5fy8oKMBqte5po97NhiwIAkVFRRgMBrq6umLqcYn2c/grjrq7uwOiecfJuZHhmLjEGLsRoDuuKtoEzYve84dISivcObekdiApP8Ft+BQIdxVad5zkmoagXUVUJ1FIRRWK0AJ/2lvPGP/voQiH/7WKigq6u7txOBxxqfcB6x4NPykwGAxxa2dCQgJ1dXX09PQgSVLcejQ2e17iibyoqhogGXq9nhMnTtDf38/4+DhGozEkEfGvZ8HJ1sFExGq1hnxdluWwm6Y/sds/drSb6143+JycHPR6PV1dXdy+fZuTJ0/uerxoQ0XB8FccDQwM0NLSQlZW1r6UQ99rOCYuMcZxqGjvkJTXkZRWNOwg3mmYpnkQ1UFk3w/w3Kn+gbtCZZtDMQCoC5iUP0HW+hDwoKHHJ9TglH4DTVhPTIyGhOwmKTUxMZGqqioGBgYwGo0HlhAZCuMry4wsLyOLIoUJiTiC8lcSEhKorq6mr68PnU53YLkP0SIpKYmamhp6e3uRJCnqXjAHhZSUFGpra+nt7QX2h7yoqhqVFyQcCbHZbMzMzJCQkEBycvIW78hOJGQ3CM7piKa/kR+x8EwkJycDMDIygqIolJWV7WrMvRAXuFtxdPXqVa5du4bdbt/VOOHsOk7OPcaOOCYu0SFUUqrs7QBNQRMMAY8L6EADwXsen/bOwDGiKLK6uorH47nbk0XzIdOL0fc5JG6hYkMjGXCj0zoQtT/Ha/zvG8bYT6SlpVFUVERPTw+nTp0KVDQcFBRV5QfXr9IyNsqKx4MAJJvMPFl8kpqgjs6pqamUlZXR29tLY2NjzBbQWCMlJSVQxVNbWxvYgOINycnJEZMXPwkJlRMSjohsJiGbvR5+T0iov22+5xcWFuju7iYlJYWcnJz9uyhB8BMV/4OHX4Mnkg02liGepqYmenp6cLlcEanbhhtnL/b4K45WV1eZmJjg1q1bUfU4CoXd5N4cFRwTlxgjWuJyL1UVxaoyZru3CIKILK/ftqIokpWVxczMDJcvX6a2thZJVJHdX0D0vorA2Pr7WABBQRNSQQNJ7UJlDE08mAUa1hMi19bW6Onpobm5OfAZDgJ901P86NZNEgxGMhOtqGiMLi/zwuVLZFqtpJrv5g1lZ2fj8Xjo7u6mubkZs9l8YHZGg7S0NMrLy+nt7aW+vp7ExMTDNimAYBIiCAK5ubkMDg4yNTUVCMdsJiV+j6EkSSFzQsxmMwkJCRGRkN0gISGBxsZGurq68Pl8FBUVHdiGF0mLgM2IJXHxa710dXXR0dFBfX19VL2dYkkQrFYrSUlJXL58OaoeR6Gw29ybo4Bj4hJj3CvJucFJqX537kH1jBGk0+D+EaLgBuGOd0JzIwCq/tyWbrfV1dW0tbVx7do1SvNHEX2voWFAQGL9FtdAWwbMgBGBBVCn4QCJiyAIlJaW0tPTQ19fH3V1dQe2oPRNTQAEehZJCJyw2Rmen2V4bnYDcQHIz8/H4/HQ1dVFc3PzoZdEh0NmZiaKotDT07NvuiTBJGS7UEzw/4NJSHA4Znp6msTERBITE3E4HCEJymFuMna7naamJrq6ulAUhZKSkgMlL/6wL7AjeYl1GbM/16S3t5fW1laampoi9ozGMgFW0zQMBkOg4mhtbY2amppdPegce1yOETF0Ol3cdYfeS2WMIAj4fD5WVlYwmUwB965/sobLBwl+LerEO939qMobiL7XEbQFvyWoUh2K7vEt79fpdNTV1dHW1kZu0o+wGVQQEkAbARTWb3MfAmtoaGgY0cSsqGyKBURRpKamhvb2di5evEh5efmBLCrLHg8GaeNUFwQBAQFnCM0hn6oyZzUzMObm5huv8/4H3oI+iCyuejy4FQW7wRC2g/RBIScnB1VV6e7uprGxEZvNFva9/pBENDkhm0nIZm+H2WwO+bper99y38/NzdHT00NmZiZZWQd//0UCq9VKU1MTnZ2d+Hw+KioqDmzjC9Z68f8e7tz7ob+yWesl0nBpLCuB/OtqcMVRW1sbDQ0NGI3GqMeC4xyXY0SA3Xhcoqkq2kxC9rsyRq/Xk5OTw6VLl2hqatri7dgXCDp8xv8fou8Moq8VUFDlRlT5obsemE2wWCxUVVWxMP9PWNI0BMmARhIC04CPda+LC0EARfckiIdTOSPLMvX19bS2tmI2mw9EUK3AkcC1hXk0zRr4bl0+H5IokG6xbnjvzcUF/uf517mxuICqaqheL6++8M98+h3vxCDreH3kFhdnZ/AqCskmM2eyc6g4BL0XTdMCJMNmswV68WRnZyMIQkgi4ichoihuSDz1kw2TyYTD4QhJRKLNewiFpKSkQFUUELfkxWw209zcTFdXF/39/VRVVR2YJ8hPWPwe3nCel/0SjhMEgfLycgwGA21tbdTV1e2ocxNL4hJcBbS54mgnYh7KLohfr/5ecExcYoxIc1w254OECsVs/j0c9rsypqSkhI6ODoaHh6msrIzomD1D0KHqHkHVPRLxIampqcx6mnG7L2MwukDMBVW8Q140NMGEqns3PsMv7Z/dEcBoNFJfX09HRwcmk2nfy4+bMrMYnJlmeH6WJKMZRVVZ9LioSkmjNOluYquiqvyv1je5Oj9HmtmCXpJY83q4tLjEH/zwZZqLihmYmSbFZMKmNzCxusJ3Lw8jiyIlSbtPkA0mIeE8H5vDMv45FkxCdDodIyMjpKenYzKZsNvt+0ZCdotg8qJpWtzq0RiNxkDYqLe3d1dJq7tFsOcFQoeN9lPx1q/1YjQa6e7uprKycluSGWuPy+Y12l9x1NraSm1tbcSVdH4SdExcjrEjNE1jeXk5KqVUt9uNy+VCp9PtOwnZDfwhjpaWFsbGxuL2SREgKfNnWJtoQRSuYTBYQdCjaSmoUhE+038BMcbaH9oioq8LcKOJpWhifkSdpO12+76XSftUlXmXE7NOx89V1vDGyC2uzM9h0Ok4k53DfTkn0AdtRhdmprm+ME+KyRx43azTk2y10jU3i1vTqDmRi+mO182q13N9cYGuifEAcdmOhGwXmoH1+yxUyMVoNGKz2baU6G4mIZqmcenSJWZmZiguLo7atX5Q2Ox5iVfyotfraWxspLu7m56eHmpraw8sqXwn8hIr4rLdGNnZ2RgMhkDFUUFBQVjvTyxzXDaP5a842q7HUSjcqxoucExcYo7+/n6uXbvGb/3Wb0WUlJqcnExSUhLXrl2juro6MGHjDUajkerqanp7e7HZbFG5LA8SgmjDmPaH3Lzy16QnXMVmT0CTT6HoHt0gXBcLiL43kNx/haDO3jm5CUV+G4rhWRB2nlr7VSataRrnR0f47pVhJlZX0IkSp7Oy+JnSCp4uKUMUhJDquEseN15VDZAW7c5YOkEESWJhdYW5qSlMJlOg26/T5aJndo6s+QVUr28LCdlMREKREP/ve32i9ydAq6pKZ2cnTU1NcZtYfFTIi06no6Ghgd7eXrq6uqivrz+YcDHbk5eDIC6wXnp/6tQpOjs7cblcIfPSYkkQtiNB2/U4CjfWMXE5RkT44Q9/SENDA9/73vd4//vfH9ExFRUVtLS0MD4+fmAaCrtBcnIyeXl59PX1cfr06QMt6Y0GkpxIet5ztLa2UlxcvD/XVB1Hdv0FaCtoQiYgAktIvpfQpHxU3TsiGiY3Nxen0xkoP47FptA+PsZf9nTiURQSjUY8isK/Xr3C+PIy/6muEdXnC+n1WF1eQvD6mFiYxyxIaNr6hrGoKBgkEbNsZGFlBa/Pi8loWv/+dTJZFivlJaUYDIYNiamHsWj6cxQGBgbo6uo6uLysXSApKYn6+nq6u7vRNC1u574sy9TV1dHX10dnZycNDQ1RlQvvBZvJi3inQehBERdY946ePn2azs7OQH+nzZ6+WOa4bLeuBvc42qniKJgE3Wuhovh7tD/iKCgo4Atf+AK//uu/zujoaETH6PV6KisrGR4eZnV1dZ8t3BsKCwsxGo1cuHAhrieDyWSipqaGS5cusbCwEPPxJV8LaAtoQgYI0np4SHCAJiB5fxjxOIIgUFJSgslkoq+vL6JEbX84Zm1tjcXFRaanpxkbG+PmzZsMDw/zD53tzC8tY/H6cC8toSyvIDtdnL92lf/34x/R29vLlStXGBsbY3FxEZ/Ph16vpywzi7fm5KKIEm5ZQjKbcOt1GE0mfrHpNKdLStHsNlacLkxmM5rZjNFi4YGTJaSmpmK32zGZTBHpcOwnBEGgsrIy8HQaTbf2g0ZiYiL19fUMDw8zMjJy2OaEhSRJ1NbWYjab6ejowOVyHdi5/eTFnwvo13s5KOIC6wnLp0+fxu12097ejsfj2dU4kdi0k8fdX3Hk9Xppa2sL+11s9gTdS96X+HxkPuJ45pln+O53v8tHP/pRvvOd70QU+klOTiYnJ4f+/n5OnToVl+EiWL/5q6qqaGlpYWRkJG479cL6E+3Jkyfp7e3l9OnTsc150JYBYUs+iyboIVDCHcEwdxbj4uJient76enpIT09Hd8dr0i45FT/Yrk55KJJEtMeNw6jAYvRhHDnCTVZFLm5vER2WSlvLToZ1p7fzMoi9+IFXrp2hRWPhyyrnfeUlPFk8Ulm1tb4viQxLIr03LpJQWYmbysooiY1bZcXcf/gz8vq6emhu7ubhoaGQ03K3Q5+8tLd3Q0Qt54Xf6LohQsX6OjooLGx8cBUoINDRH7ysldEG+LxV/n09fXR2tpKY2MjZrN5X5Nzd7Jlu4qje7XBIhwTl32BIAj8+Z//ObW1tXzxi1/kV37lVyI6rri4mLa2Nq5evcrJk+E3l8OGwWCgpqaGrq4u7Hb7ofbf2QknTpxgeXmZ3t5empqaYrZ5aWI+IIDmAeGO21zTELRVPFo9i4uLEQuW+RcrfyfptbW1DXkgFoslZP+YUJ4NVdPImBpjcmUVY9Cm4lUUREHAYdievBlkmZ+vquED5ZWseDzYDHp04vo1S7NY+NmKKsbz8rk1Osr8yCh1CYlx2U0a1jfa2traQHJpXV1dXJOXhoaGQMfieH0gEIT1xqGXLl2ivb2dxsZGLJatHdtjgXCJ3m63m7m5uXWivgfSsJuNXZIk6urqNmi97Fc59E7YqeLoODn3GFEjMTGRL33pS7zrXe/ibW97G+Xl5TseI4oiVVVVtLW1BZJ24xWJiYkUFRXR19fHmTNn4jaPwJ/z0NHRxs0rL1JU6AAxDU0s3bb6x/9kF45w+LwOTjgyMOuv4VOMKKqITlrB4zPTfyMLp7cnZHJqKBKi0+mQZRlBEFhaWqKjo4OMjIxdlUmLgsBDeQV8pb+XOZeTRIMRj6owtrxMjt1BXXpkVVV6SQoo7QZDEkVybHZyyuxc0xvo6uo6lP5LkcK/0fg1SWpqauL2KTQhIYGGhoaA5yWeyUtpaSmyLAfIy07J+qHmUyhv4ubXYGvJu5/Mp6amoijKrkOTuyUc/jXFZDLR1tZGfn7+vlYV7WRLuIqjY4/LMXaFhx56iI985CM8++yz/PCHP4yowsFqtXLy5EkGBgY4e/Zs3BICgLy8PObn5xkcHKS2tjZu2b2gzXGq7AU8az1oyyqiaMajFDO19vM43aawpbr+HJ5QZbg6nZk5768g6H6AxdCFKKioYiXo/x3NmXW7vhZ2uz3QQHC3ZdJvLyhkam2V127d5PriArIoUpCQyLN1DZhjeD8VFBTgdrsDrQEOKmEzWvhF/zo7OxkYGAhU78UjEhISNoSN4pW8+JOJfT5fYPP2a1iFIyfB4c3Nc0qv129oCrnZsxjOhkhbBIQ7frcQBIGCggIMBgMDAwMxq17bLZkKVXEU7HHZLJ9x1CFo8ZxheQ/A5XLR1NTEE088wSc/+cmIbh5N0+jp6QnE6ePyhlMnkLwvg7ePyekV0L+FlKz3R1QGvBf4F6vIZds9lGT+X1Lsl3B57CiqHp3sw2hYZtFZy9jSh0KqqPr/7/eEbG+UC/AC1og0XCLBrVu3uH79+p68GWPLy9xcWsSsk6lITkW3D2ESTdPo6+vD5XLR2NgYt5VmAB6Ph46ODhwOx4FK2e8G/m7NxcXF+05e/CGZSDwg/p/Bnan9SsUOhwOLxRKyB5P/Z0TzKUrbVVVFFMWoycvs7CyDg4O85S1v2ZMNw8PDXLt2jZMnT1JYWLinz9fR0UFaWtquO0Ovrq7S2dmJ1WolIyODGzducO7cOVRVDVz/ewHHxOUA0NXVxf33388LL7zAuXPnIjrG4/Fw/vx5iouL407jQVBHkZ3/A0EdBcGAqrhxutxgeBSd4zei2rzDuY+3IyX+p6xwPWKCyYdJP0Oi+CkQjAiiHZfbxerqGokOEUlU8Jj/GA6hb1EkuHjxInNzczErk94vqKpKV1cXoigeaPPI3cDlctHR0UFKSsqeOu8eBPzkpaioKOKNTNO0LYndO4Vn/CGZzf2Yws0r/99kWQ5812NjY1y8eJHq6uqIlV1jhd2Sl5mZGYaGhnjggQf2dP6xsTGuX7+Ox+MJdC3f7Rxob28nMzNzTwna/u7uLpcLWZa577777jnicm98ijhHQ0MDv/u7v8uzzz5LS0tLROJt/hLpvr4+EhMTMZvNB2BpZBA9LyBoI2jiCRAkBBFkZRqv64c4xbfiE0ojkm33eDxbSMjmRTKcbPtmleFwEJQpRKeCJphAWBfS8/kUllecOGxeBG0RjfgkLsHdpOvr6+OWEPgJS0dHB4ODg1RVVcUtITAajTQ2NtLR0YEkSRQXF8etrQkJCdTW1gaUW5OTkyPKD9lccbadAGCsWiFkZWUhSRJ9fX1UVlaSkRFjheptEEmLgFCIVVKtnxQ0NDQEtF5qa2t3dT1jYZO/4qi9vZ2FhQWWl5f3LYH6sHDscTkg+Hw+HnroIYqKivizP/uziG9Ovw5Jc3PzgW5cfk/I1sXRTa79dxFZw+2zo6kaqqaiqgoWwwxXx9/K2Pz92z6thfp93zYPdQ792n9GQwHxTrKzBmsrt0GQkVP+GkFM3J9zxwA+n4+Ojg5sNlvchzf8GhepqamUlJTEta2rq6t0dHRw4sQJCgsLD+ScqqpG5AEJfi247Fev1we6oGoAwAAAUS5JREFUUW8XjglXcXYQmJ6epr+/n9LS0gP3FEfreZmamuLy5cvcd999ezrv7du3mZiYoLm5Ga/XS1dXF6qq0tjYGHXeV0tLC7m5uTFpqzIyMsLVq1fxer1UV1eTlZV17HE5RnSQZZkvf/nL1NfX8/jjj/PUU09FdJy/RPratWsUFxfv6tzR5YR4t8SwNy6UMthlREnAIBrWFVJFYV1GnjVknZHc3FyKiop2ZWvMISah6B5G8nwbVAVNMCNoa5hNcGW0BmVlnsLC+CUuftXStrY2bty4QUFBwWGbFBYGg4GGhgba29sxGAwH0vl6t7BYLBs8L3l5eVEd7w/JRFMh4xfC88+pzQTEn5waKudqaWmJrq4u0tPTd53/cBBITU0NtDJQFOVAbY3W8xIrj0tw9Y5Op6OpqYn+/n5aWlpoamqKylse675HZrOZ7OxsLl26RHp6+jFxOUb0KCws5DOf+QzPPfccp06diqjcVZIkqquraW1tJTk5GYfDETH5CJVIFyrkEi6bPziGvcEm96NInv+HJorrGiaaBtosAjYyTzxJS8dNEhISSE7efcfgWELRfxAwIfpeRtBW0AQ7quF9JGW/nfaObqxWK2lp8Sei5oe/m3R7ezsmk+lA3fDRwmw2Byp49Hp9XDfktFqtNDQ00NHRAaz3joomQRW2bwzpD3Nu/ttuNiaHw7FB5yVaonWQSEpKorGxka6uLhRFOVCyHa5FQCjEkrgEj+NXGb548WJA6yXS6sD9UOHNysoiNTU1bjWMdoNj4nLA+IVf+AW+973v8au/+qv83d/9HdPT08zMzJCfn79tcqokSYEFFnZ+agv1t1gxeUX/FIJyAVEdAlUFQQPMKPqfwayvoKwsgf7+fs6cORMfHXoFHYrhAyj6d4G2tC7NLxixGaCyspLBwUHMZjNWa2ybMMYSNpttQ5l0QkLCYZsUFna7PSD8ptPpDjxZM9jDGAkBUVWV4eFhhoeHw4ZgQlXLHHRPpmDyAsQ1eXE4HDQ1NQVaLhxkLtHmFgFAyLVvv4iL34by8nKMRiNtbW3U1dVFNA9iKRoXPFa85sftFsfEZZ/hdDr5nd/5HWZmZpiZmWF2dpbJyUlGRkZISUkB1jelf/qnf9riIjabzSQkJASywa9evYpOp9vS5OvAITjwmf4bou88gnoVMKLKzeuibqwn6s3Pz9Pf309jY2P8TBrBtP4vCOnp6QFl3VOnTsV19U5qairFxcWBbtLxlLC9GUlJSVRWVtLf309DQ8OuidbmUt1I8kPCeRj9P0MlfK+srDAwMEBZWdmuhP8OCg6Hg8bGRjo7O9E0La7DcTabjaamJjo7O1EU5UCruDa3CPC/Fnz+/SQufhQUFGA0Gunp6aG8vHzHaqH96nt0r+m4HBOXfYZOp0NRFEpKSjh37hzJycmkpKQwODjI//yf/5PvfOc7VFZWRjSW1Wrl/PnzTE5OHr4LXjCh6h4CHgr557KyMtra2rhy5QolJSUHa1uUKCoqYnl5mf7+furr6+N6gvu7Sff09MR9mXRGRgYej4eenh6ampqwWCyBUt1IE1RDqacG/zSbzTgcjpB5IdEQZovFgiiK9PX1IYrigXuJooHdbg+QFyCuyYvFYqG5uTlAXvZSKhwt/Ju1qqooihIIG/nnd6y8G/6E4HDIzMxEr9cHSpSLiorCnjeWOS73suT/cVXRIUHTNH7lV36Frq4ufvCDH0S8AU1PTzMwMMDp06fj+okb1is32traqKysjOscEgCvd73TalpaWlz3iYK7AoWKotDQ0HBoHq1IJdxXVlbwer0IghCyOeROFTJ7LdWNBpOTkwwODlJXVxfXLTcAlpaW6OzspKCgIK7JC6zr53R1dWGxWKiurj7we9af8yIIQiBpN7gaaC+4cuUKTqeT6urqbd+3vLxMR0cHqampVFRUhLwGP/rRj6ipqYnJvRdsl6qq26oQHzUcE5dDxMrKCo2NjXzgAx/g+eefj/i4ixcvsrS0RFNTU/yEYcJgcnKSCxcuHCmiVVZWRmZm5mGbsy1iXSa9XaluOHISiRCg/+fo6GjgfjcajXH9JOgXU9tLiOug4K82ys/Pj3vy4vF46OrqCjRpPehNVNO0AHGWJInbt28zPT1NY2Pjnsa9fPkybrebqqqqHd/rF0A0mUzU1tZuqfJ59dVXqa+vj8l9Nzw8jMfjobKyElVVMRgMx8TlGLFBS0sLDz30EC+99BJNTU0RHaMoCq2traSnp8dP2fE2uHjxYkCLJt4njl+HoqmpCbvdftjmbAuXy0VbWxsnTpzYULkRrlR3O++Iv1RXkqSIPCDBv0dCQlRVpa+vD4/HQ2NjY9zfB7dv3+bKlSs0NjbG/X2wvLxMZ2cneXl5cV0uD+uezZ6eHgRBoK6u7sDLc4O1XkZGRpidnd0zcRkeHsbr9UYc8vd6vXR3dwc8psF9jl555ZWoqpC2w6VLlwLhuWPicoyY41Of+hT/8A//wOuvvx6xwuHy8jJtbW00NjbG/VOhqqq0t7djt9sj6pJ92Lh+/TojIyOcPn360BsHhutS7f99dXWVqampwH3j/7v/yTIc8QhHTvbTg6coCl1dXciyTG1tbdx7C2/cuMGNGzdoamqK64ozOFrkRVGUQKizvr7+wPO0/ORldHSU+fl5Ghoa9jSenyBUVFREfIyfyC8tLdHY2BiYvz/84Q9pbm6OCVkeGhoC1vMNj4nLMWIOr9fLAw88QG1tLX/yJ38SsRv95s2b3Lp1i7Nnz8a9sJDT6aSlpeVIhGE0TaO/vx+32x3zqqhwYoDbeUeCQzKhCIjH42FsbIzi4mISExM35IXEW0jG6/XS0dGB3W6PeyVggKtXrzIyMhJILo5nHDXy0t/fj9Pp3OJ12C38JD/cnPJ4PFt+T01N3XNnez9BiPahTNM0Ll26xNjYWCAs+fLLL3P27NmYEOULFy4gimKgU/QxcTlGzDE8PExjYyN/93d/x6OPPhrRMZqmBWLGkcRXDxv+MMypU6c2TkxNAW0xZLnyYUFRFNra2khISAi7IPlLdaORcN+pVDccOdmpq+7t27e5evVq3JdJw3qIq729nYyMjCORCH3lyhUmJiZoamradafug4KfvOTm5h5YK4PdQlVVBgcHA16HzZpP4fKutiMm2yV/h5prJpMJWZb3RPIvXLiAJEmUlpbu6vgbN25w+fLlQF+q++67LyYkeXBwEJ1Ox8mTJ9E0DYPBEPdezkhxTFziCF/84hf57//9v9Pa2hrQeNkJLpeLlpYWSktL496TAeuJbNPT05w+fRpJFBF9P0LyfhNBnQQMKPJbUQw/C8LBPt2GelpbXV3l6tWrJCYmYjQaQ5ISCF2qu9OCuR8LyKVLl5iZmYl7PRpYT4Rub2+noKAgroXU4O6T8czMDE1NTfEhqrgN4pG8bA55Bs+l8fFxnE4nDodjw3tC5V1F8nMnkr/Zrt10lg6GnyDsRfZhYmKC/v5+FEXhLW95S0wePvxilcXFxcfE5Rj7B1VVede73oUsy/z93/99xDfZ1NQUg4ODnDlzJu6fCFVVpbOzE5PJRHXJFDrP50HzoQk2wIOgraHKZ/AZ/xvswX0brlR3O+9IqKc1TdNYWFggMzMzrIR7vLhfNU2jt7cXn893qGXSkWJxcZHOzk7Ky8vjnnRrmsaFCxdYXFykqanp0HOfdsJ+k5dgYcDtPCCbQ57++bWZbCwtLbG6ukphYSE2m+3A8q78n8VPXrZrERAOAwMDGAyGPXsPZ2dnaW9vJy8vj7Kysj2HUfv6+rBYLBQWFt5zxCW+EyN+yiCKIn/9139NdXU1X//61/m5n/u5iI5LS0tjZmaGgYEBmpqa4jpvQBRFampqaGl5E9/yP6DTe9HEu2J6GgZEpRtBvYAmrWfph3IZ7xSe8YdkQrU/0Ov1mEymkN6RUE9rt27d4vr16xQXF8f107YgCFRXV9Pe3s6FCxeorKyM63vB4XBQU1NDb28ver0+bnpbhYIgCFRUVNDf309XVxeNjY1x7dXyq9Z2dHSgadqO1Yd+b2OkJMTvbZQkKaTnw2q1RuUN0TSNa9eucePGDRoaGrDZbPtyXUIhuEVAcI+jSBErobfExPVmrxMTE/h8PiorK/dENI4F6I5xoPjWt77Fhz70Ic6fPx+xNoOiKLS0tJCZmRk37uFQ8Jfqzk5fJUn8OHq9GRUrmqaiqhqapqKXprg+/W7GZhu2uIyjqZAJ1yRyNzZfuHCBlZUVmpqa4sbDEg5ut5u2tjays7Pj+l7wY3x8nKGhoZiVge4nVFWlt7cXr9dLQ0NDXCbFB3tDlpaWuHjxIomJiVsatIbT5Ak1vw5KGPDGjRtcv349Zlom0cCv8wJ3O0tHsvH39vZitVr3LE2hKAovv/wy9913H319fRgMhj2VjHd3d5OYmEheXt4953E5Ji5xCE3T+KVf+iWGh4d58cUXI14clpaWaG9vp6mp6UA2AP8TSiRPZ8G/a5qGJCqcLf8LJNGFqiUiiCKiKCAIKnppnnnvc/iksxtIyWESBlVV6ejowGw2x70nA+6qdB6FKi5Yr5C7fv06zc3NcV+94y/n1TSN+vr6fb8vd6qUCfUT7uZeSZLE2toaFouFpKSkbYl/PNzXIyMjDA8PU1tbe+BeuGDysrlFQDj09PTgcDj2XMnl9Xr54Q9/yCOPPIKmaXR3d+Pz+WhsbNxV1VVnZycpKSnk5uYeE5djHAyWlpaoq6vjF3/xF/n4xz8e8XE3btxgZGSEM2fORM3U/SGZSCtkdirV3UnCXXZ/BWX17/EpNkzmFMCHoE2iidl4zZ+LmwojP1wuF62treTn58d9QinAzMwMvb29NDQ0BNzQ8YzLly8HJNjjOSQHdzVpJEmirq4u4g0hkkq0zSGbnbwh4X4GE6qVlRU6OzvJycmhsLAwLgjKdhgfH+fChQtUV1cfSruQ4JDRTuTF79nYq3Kxx+PhlVde4e1vfzuSJKGqKv39/SwsLOyqHL+jo4P09HRycnKOicsxDg4/+clPeOyxx3jllVeoqamJ6JjgEumSkpKICUiweurmUt1Qvwf/f9dPapoTYe1P8K78BINeQ5J1aGIWPuNvoEll0Y93AFhcXKSjo4O6urq4zsnwY2RkhCtXrhyJMmlN0xgcHGR5eZmmpqa4ziGBu20X9Ho9RUVFW9SKI/GGRENG9ko2/OQlOzt720Z/8YKpqSn6+/upqKg4FK9hqP5GodDV1UVycvKeH2ZcLhc/+tGPePTRRwMEQ9M0hoeHGRkZiVpstL29nczMTLKzs4+JyzEODpqm8V/+y3/hhRde4IUXXmBhYYHJyUmKi4sRRTEsAXG73QESErxA7kRA/L8f6M2taawsdnLz2msUFNZgdtwPQnw/bY+NjTE8PHwkyACsawRNT0/T3Nwc99Uw/hwSf2XUQYYHQ7VK2Ckk408CFwRhQ8L3dj8PsxLtqJGXmZkZ+vr6KCkpIScn58DPH0m5dGdnJ6mpqeTm5u7pXE6nkx//+Mc89thjW85z8+bNQPgsUg9Ua2srJ06cIDMzE03T4r5HWDSIv8yyn2J4vV4+/vGPMzMzE/g3PT3N+Ph4gKw4HA4++9nPkpeXt4FwWK3WDf9fXFzk8uXLnDt3Lr7d7oKANaEJa3Iqnf23OH1aJM73VrKyslhaWqK3t5fm5ua4TNAMxsmTJ3E6nfT29sZcCTjW8FeddXZ20t/fvydV0835V5HkYmmahiiKIUmH2WzG4XBsSVb1l/gnJiZSXl4e15uD1WoNVBsBcU9eUlJSqK+vD7QIOOgQrb/iyF+hEyps5Cc2e4VfjiHU95GXl4fBYKC3t5fS0tKISNK9XFUU3ytuHOD3f//3+Zd/+Rd6enrQ6/UsLCzseIymaXzyk5/kr/7qr1hYWOC+++7jL/7iL3as85dlGavVSl5eHikpKYF/c3Nz/If/8B/4yle+wkMPPRSR3Xa7naWlJQYGBmhsbIz7Gzg3N5eFhQUGBgaor6+Pe3tLSkro6upicHCQmpqauLZXEASqqqro6Og4EmXSkiRRX19Pe3s7Q0NDAeXiUI0jt/sZrFIcyvNhNpvD5l9Fe30aGxvp6OhgeHiYkpKSuL6+FotlQ6l0cXFxXNubmJhIQ0NDIFn1oHN0/IRFUZT1woJN94efcOwVOxGNjIwMDAYDXV1duFwuTp48ue37Y2VXPOI4VLQDPvnJT5KQkMDIyAh/8zd/ExFx+fSnP80f/MEf8JWvfIWCggL+23/7b/T393PhwoVdez8+85nP8Md//Me0trZGHOf0+Xy0tLSQnZ0d971LYN3j1NraemTs9Xg8AXuPQtmxv0w6Kyvr0LuKR1KN5nK5WFpaCjzxhmocGYms+0F5mJxOJ+3t7WRlZVFcXHwg59wLVldX6ejoCNgb75ucP8yVmZm546a9H/BXHG3OefGHZLKysnYYYXssLy/T0tLC29/+9m3ft7KyQkdHB0lJSVRVVYW9v9944w1OnjxJamrqPRcqOiYuEeLLX/4yv/7rv74jcdE0jaysLD7xiU/wm7/5m8B6Qmd6ejpf/vKXeeaZZ3Z1flVVeeyxx0hJSeGv//qvI74B/cmkB1UivVf4S7rr6+tJSko6bHN2xPLyMu3t7VRVVR1K9UO0WFlZob29PaZl0v7ckGjKdYMTwbcjH4qicPnyZfLy8sjLy4vLxpHB8LcyOAqNDmHdXj8ZOArkZXV1la6uLlJSUmKiLhstQuW8tLS0kJeXt+f55F/7Hn744R3f63K56OzsRK/XU19fHzJc/ZOf/ISysrJAEcG9RFyOQ0UxxvXr15mYmOCRRx4JvOZwODh9+jTnz5/fNXERRZG//du/pba2lm9+85v8zM/8TETHORwOCgsLGRgY4MyZM3Evnma32yktLaW/v58zZ87EpGvsfsJms1FZWcng4CBmszkmXV33E1arlZqaGnp6ejAajSHLpHcqiw+VNxLKG+L/aTQat7RLiCYR3Gaz0dXVhdVqJT09fT8uS8xgsVgCYSNJkvacsLnf8Nvb2dkJEPfkxR/m8odpKyoqDjRnKzjnBdbDmrEKyUQzjtFo5PTp03R3d9PW1kZDQ8MWb74/X+texDFxiTEmJiYAtiyw6enpgb/tFidOnOALX/gCH/vYxzh79izZ2dkRHZefn8/MzAyXLl2ioqJiTzYcBLKzs1lYWKC/v/9I9NxJT09neXmZ3t7euGtwGKp5pNfrJSUlJfDkupmohCuL9/8MR0KiaW4XDRISEqiurqavrw+dThf3njibzUZDQwNdXV2Iongo1TDRIJi8aJp2KGGYaGAymQLkpb+/n+rq6kMhL/65Favk3GiTaWVZprGxkYGBAVpaWmhqatrw4HScnHuP4fnnn+fTn/70tu8ZGhqirCz+tEQ+8IEP8N3vfpePfvSjfPvb347Ig+JPzmxpaSElJSXuQxqCIFBWVkZbWxvXrl07EvkCRUVFLC8v09/fv6/JxaH6Nu1UMROqeaRer8disTA3N0d+fn7IUt54IoypqamUl5cHKqPsdvthm7QtHA4HdXV1dHd3I0lS3KsXByfsAnFPXgwGQ4C89PT0UFtbG3NvcjDpDzfX/F3k/e/fyzXbjYdEFEWqq6u5fPkyra2tG8Qmg8eL5+9yN/ipJC6f+MQn+NCHPrTte3abbJmRkQHA5OTkhsVqcnKSurq6XY0ZDEEQ+LM/+zNqa2v5y7/8S37lV34louNMJhPl5eVcuHABu90e3yXSrD9N1NTU0NbWhsPhIDU19bBN2hZ+ctjW1saVK1ci6hTrXxij6bIb3LcpVFjG31k3Em+Ipmn09fUxMzMT92XSsF6G7vF46O7uprm5Oe41dBITE6mtraW3txdJkuL+gcFsNm+oNor36iidTkdjYyPd3d10dXWFzfXwY7Nq8U7EPxTp39yo1eFwkJWVhcPhCLQK2O012y3xEQSBkpISjEYjHR0d1NTUkJ6evsXjEs/fZbT4qSQuqamp+7YRFhQUkJGRwQ9/+MMAUVlaWqK1tZWPfexjMTlHYmIiX/7yl3nqqad48MEHIw7/ZGRkMDMzw+DgIA0NDXF/I1utVsrLyxkcHOT06dOYTPHVAmAzZFmmoqKC7u5uBEHAZrPtSEb8i0uoFglGozFARDb/LRYkI7hMenBwkKqqqri/J/Ly8nC73XR1ddHc3Bz3OVDJyclUVVUFNGlSUlIO26Rt4Scv/pyXeCYvqqqiKAolJSVcvHgxUEEZTr8nWKcnVGWaXwtrM0GJJATqtyXS/kbhxtjLtc7NzcVgMAQE++7lHJfjqqIdcOvWLebm5njhhRf43//7f/OTn/wEWE9i88cTy8rK+IM/+APe8573AOvl0H/4h3+4oRy6r69vT+XQm6FpGr/xG7/Bj370I1555ZWIF3B/iXROTs6ee2scFII7Mx/kRAzlJt5JwAwIJO9ZLBZMJtOOSqr7lRsSKeKpTDoSaJrGwMAAq6urNDU1xb0AIKznvl24cIG6urq4z9EBWFtbo7Ozk7S0tAMjL37CsV1YJvj3zd5HPzFJSUkJOe/2otMTqf2wc4uAcJiamuLy5cvcd999e7Jjfn6erq4ufD4f586dw2KxIAhC3HvZo8ExcdkBH/rQh/jKV76y5fVXX32VBx98EFi/Ub/0pS8Fwk9+Abr/83/+DwsLC9x///184QtfoKSkJKa2uVwumpqaeMc73sGnPvWpiCfKwsICnZ2dNDc3x32uAKwTiPb2dhITEyktLd3VGH43cTQCZv6FKNqeMpIkcf36dUZGRjh9+nTcy+zD3TLp0tLSPetRHARUVd3QofkoPFmOjo5y6dIlGhoaouo5c1jYC3nZLgwaLizjFwwM1ZJkO+0ef26LqqpcuHCBhYUFGhsbD8VDG0mLgHCYnJzk6tWrnDt3bs92rKys8Prrr5OWlkZNTQ2SJB0Tl2PED7q7u7n//vv5zne+E9UNf+3aNSYmJjh9+nTcl0jD+iLa2tpKRUUF6enpIStldvoJ609n0ZCQ3Ta30zSN/v5+3G73kcgfAZidnaWnp+fIaOj4fD46OzsxGo1xr17sx+3bt7ly5QpNTU3YbLbDNmdHOJ1OOjo6SElJoaioKGyOSLiu1pvDoOEISKwEAzVN4+LFi8zMzNDQ0BB1R+VYwE9eJEmKKmw0Pj7OjRs3OHv2bExs+P73v4/VakWv1x/atdgvHBOXewCf/vSn+eIXv0hLS0vEi6G/v4o/j+QwsTlpLtzPtbU1nE7nBh2FSEnI5qezg4CiKLS1tZGQkHDo1zhSjIyMcPnyZU6dOnUkFjqPx0N7ezvJycmUlpYeCfJy48YNbty4saV89SAR7IHcyRvidrsDxN+v1bMTAfH/fhhhUE3TuHz5MuPj4zQ0NBwKQdyN52VsbIzbt29z+vTpPZ9fVVV+8IMfcP/993Px4kUKCgqOhCc1UhwTl3sAiqLw0EMPUVBQwJ//+Z9HvFA4nU5aWlqorKyMacVDsIs40rJdYEvSXCjyMT4+zsrKSkBwKd43KqfTSWtrK8XFxXGv5+HH5cuXmZyc5NSpU0cizOWX2s/JyTkSrRcArly5wujoaMyqo7ZrKBmpB3K7cIyqqgwMDJCamnooirXRQtM0rl+/zq1bt6ivrz8U1fBoycvo6Cijo6OcOnVqz+dWFIWXX36Zhx56CEmSkCQp7hPZo0H8Z7UdY0dIksSXv/xl6uvrecc73sFTTz31/2/vzqOaPtM9gH8TdmTfqSCKC8oSliygM9PBUevS60yde6rt3F631ul0tB2rnarT1jMz7Yx67bFa9Vbv9HbQsZ5aO9PaaefYVq32tkIg7LuCILKEHYEAAZLcPzi/X0NISMKWvPh8zuEUIpG3kSTf3/s+7/NadD83NzcsXLgQJSUl8Pb2NvqLzbVzt+aUXWNr1fr/nTFjhtFgYslsSEBAABQKBaqqqphopufm5gaRSITc3Fx4eHgwUdswb948/jTppKQku19KdHNzQ2JiIhQKBZydnZkIiHPnzoVGo0F2djYkEsmIegxz/UMMbzPWNNCwZ4+x2635t5VKpVAoFCgrK7P78CIQCBAZGQkHBwfk5OQgISHBaJfoyR6DYZfd0R6ziWwYp18obM//TmNFMy7TSFpaGn77299CLpfz/WQMGbsyu3v3LgYHB+Hv7290pwy3rc5ckZzhTpnJquvo6+tDRkYGFixYwMz0Z01NDaqqqpCcnMxEkRz3purq6oq4uDgmXvza29uRm5trd+dGjdbITKlUore3F15eXsO+x9RSqLnPJ7uWqre3F9nZ2fD397f78MKpra3FrVu3IBKJbLId3dKZl5qaGjQ3N0MsFo/7Z/b39+PatWtYsWIFv8uJhdlTS9GMC8N0Oh06OjrQ0tKClpYW+Pj4ICIiAk8++SSioqLQ1taG0NBQ/OIXv+BfLLnZEO5wO+6jp6cHPT09CAgIMLlTxl5epFxdXREbG4uCggJ4eXnZ/flAwNBxDdyxABKJxO5nMRwcHJCQkAC5XI7Kykomuhf7+voiNjYWRUVFSExMnLQrbEsbmY3WvZh7XnFjVKlUmDdvHt/BmPtze3nOcdzc3PjjAViYeQGAsLAwODo6Ij8/H7GxsVN+3pXhEQFcrxdDE3XmETB8xmU6ouAygdra2vD888/jn//8J4RCIf793/8dx44dG/WNNTU1FTdu3Bh227PPPotTp06Z/XkvvPACTpw4AWdnZwQEBCAwMBA+Pj64ffs2vL29MX/+fERHR2P27NkjdsoYPnG4LdILFixgYrdDQEAAZs2ahfz8fCQnJ9t9Lw+BQIBFixZBoVCgtLQUMTExdv+i4uw8dPJsVlYW3N3dmZjd4rbu5uXlWbxzx9ihkqMty0x0IzOtVovCwkLcu3cPYrHYrs66MkY/vJSWlmLRokV2/7scEhICoVCIwsJCaLXaKT+CgXt8uPDC3ab/uE3kUpF+F9/puKhCS0UTaPXq1WhoaMDp06cxMDCALVu2QCqV4vz58ybvk5qaigULFuCPf/wjf5u7u7tF/VU6OjogFArh6ek57Bf+X//6FzZs2IBvv/3WotbznMrKSjQ2NjKzRVqn0yEnJwdOTk7MLGeo1WrI5XJEREQgIiLC1sOxSFtbG3Jzc5nZJq3RaFBZWYm6ujp+p5E1jczMLYdyHxP5HNFqtcjPz8fAwACSkpLsPogDQ0u2CoUCfn5+TIQXYGjLf35+PubPn4/w8PAp//k6nY4PEtwsNve43blzB52dnRNyNIxKpcK3336LlStX8luzp9NSEQWXCVJaWoro6GhkZWVBIpEAAC5fvow1a9agtrbW5NVqamoqEhIScPTo0Qkbi06nw/bt25GdnY0vv/zS4is4rVYLhUIBLy8vuzxg0hi1Wo2MjAxERkba5IVoLO7fvw+FQoGEhAT4+/vbejgWqaurw61bt6Z8m7Sljcz0P+euaLnpeU9PT7i6upqtE7F1rx2NRoO8vDwAQEJCAhMXDyyGl46ODuTm5mLOnDk26x6u1Wqh0+mG9XqprKyESqWCSCQa99/f3d2N9PR0rFixgoILMe29997D7t270d7ezt82ODgIV1dXXLx4kT8OwFBqaiqKi4uh0+kQEhKCtWvX4rXXXhv3Fsnu7m6IxWKsX78e+/bts/h+PT09yMjIQFxcnN0fbMjhWlxLJBKbbHsci/r6ej4I2PthgZyKigoolcpxbZM2t0vNVAdjY6dbm2tkJhAIUFhYiN7eXojFYiZmMQYHB/lZxPj4eJuHKUuwGF46OzuRk5ODsLAwzJ071yZjNjwioKKiAn19fYiLixv3393V1QW5XI7ly5dDo9HwNY3Thf0/kxmhVCpH7GRwdHSEn58flEqlyfv94he/QEREBB566CEUFBRgz549KC8vxz/+8Y9xjcfDwwNnz57F0qVLsWLFCn4WyBx3d3d+i3RKSgoTe/99fX0RGRmJgoICpKSk2H2NADB00nFnZyfy8/MhlUqZeFOdO3cuenp6kJeXB7FYDAcHB6samXGfc0WIxkIHt1V+ohqZxcbGIjc3FwUFBUhISLD7IODo6IjExERkZ2ejsLAQcXFxdj9mV1dX/lTpkpISREdH23148fLy4g+T5A5qnOoxczOCXICZyEMRuV1MHHv/97CW/b9a2tjevXtx6NChUb+ntLR0zH//L3/5S/7zuLg4hIaGYtmyZaisrBz3gXfJycnYs2cPnnnmGXz33XcWT/GHhoaipaWFPxSOhV/62bNno6OjA8XFxYiPj2dizAsWLEBubi6Ki4vtpmW9uUZmWq0W3d3duHHjBoRCodlGZl5eXib7h0zF/69QKER8fDxTJ2A7OTkhKSmJDwIsFHJz4SU7O5uZ8OLh4QGpVMqHF1vMFun3euECzESYyB1K9oiWisxobm5Ga2vrqN8TGRmJc+fOjWmpyJBKpYKHhwcuX76MlStXjmvsADAwMICHH34YIpEIR44csfiXeWBgABkZGZg9ezYztSPcmMPDw5k5+bq/vx9yuRwzZ86clK6v5hqZGc6M6DcyM7UsIxQKcefOHQQEBCAyMnLCC1Ung1qtRlZWFgIDA21ydT0W3JhZ6pnS19eH7Oxs+Pj4MBFegO/H7OXlhZiYmAmb9TC2bd7cc3HOnDkT8vvZ1taGgoICpKamQqPR8Mun0wXNuJgRGBhoUa3H4sWL+S3FXAOha9euQavVWnX2BFecN1Hb9ZycnHDmzBn+FOlHHnnE4vvFxMQgNzcXvr6+TPRKcXJygkgkgkKhgLe395R3yhwLZ2dnJCQkICsrCx4eHqM2TuPqQ6xZmhmtkZmLiws8PT3H1MjMz8+PP4dp5syZE/qYTAYXFxckJSUhKysLzs7OmDNnjq2HZJaLiwvEYjEUCgVu376N+fPn230QcHV15bdKszLz4urqys+8FBQUIC4uzmgQ16/PsiSEGG6bN3yemZqN1Gg0456RnMhlJ3tEMy4TaPXq1WhsbMSpU6f47dASiYTfDl1XV4dly5bh7NmzkMlkqKysxPnz57FmzRr4+/ujoKAAL774IsLCwkb0dhmv06dP4/e//z3kcrlV3SNv376NlpYWyGQyu7+q5tTU1KC6uhopKSl2XZCmf0XW2NiIqqoqzJ49e9Ttu6YamZnbxjsZbx7cNmmWdkd1dnby/YpYCFzAUME8dxbTeJePp4pareYvIOx1qcswiPT29qKyshICgQD+/v5Gmwya6t9j7Pk3luadXM2LQCAY1wGVzc3NKCsrw49+9CNotVo4OTkxUUdnKQouE6itrQ07duwY1oDu7bff5mcrqqurMWfOHHz99ddITU3FvXv38NRTT6GoqAgqlQrh4eFYt24dXn31VYv6uFhDq9Xipz/9KRwdHXHu3DmL07hWq0VWVhZ8fHwQFRU1oWOaLDqdDoWFhXxPjKl60TTXyMzY58D3h0tqtVoMDg4iMDAQLi4uJoOILU7cNaW+vh7l5eWQSqVMzMoB3wcukUjEzM657u5uKBQKzJ49m5llULVaPWwJZrJ/Z43NiBgu05gLIk5OTuju7gYw1HHX1dV1XEFkrP8f1p4sbaipqQm3b9/GD37wAwouhG1KpRIikQhvvPEGnnrqKYvvp1KpIJfLER8fz8yV9eDgIH9m01ivUq3tH2LsoDtrGpnpdDrk5eVBp9MhMTHRbsKJORUVFWhoaIBMJmNiFxoANDY2ori4GElJSUwcfAl8P1s0b948ZurOxhNeDIOIJbUio82ImPraMBxoNBoUFBRArVYjKSnJJrO2+uHF1BEBo1Eqlbhz5w6WLFlCwYWw7+OPP8bmzZuRnp5u1ZVbXV0dKioqsHjxYrteftHX1dWFrKwsxMfHw8/Pjy9UtXRWxNgp15YszYxnbXlgYACZmZkICgqyquuxLel0OhQVFfH9UlhZUrx37x4qKiqYmi3q6OhATk4OoqKimFnq4sKLp6cnoqKijD7/TH092tEKppZpJmJGRKvVoqioCN3d3UhKSrLJwaiGXXateV1paGjA3bt3kZKSQsGFsE+n0+GZZ57BrVu38Pnnn1v8y6zT6VBQUACdTmcX240tbWSmUqnQ19fHn9lhrJHZaE3NpuLEXUMqlQqZmZlYuHDhlJ+pMlYajQY5OTlwcXFh5vgFAPzRADKZjIlTu4Ghpa68vDxER0ebPAV+Kph6Do42QwJg2Enz5mZDpnLrvLH/v5KSErS3t0MsFsPNzc0mYzB1RMBo6uvrce/ePSQnJ0Oj0fBLzNMFBZcHUGdnJxITE7F161a8+OKLFt9vYGAA6enpiIyMRFhY2ISOyZJGZoazJaM1MtP/vLa2Fv39/UhMTISzszMTb6rNzc0oLCyERCKZ8HqnydLf34/MzEwEBwczNVtUWlqKjo4OSCQSZmYTW1pakJ+fj7i4uFF3olljtCBiKphwMyKWBBEAKC4uhqenJ2JjY5nY9aLT6VBeXo6mpiaIxeIpPe5CH7c7kFs2MvcaVltbi4aGBkilUgouZPr4v//7P6xatQpXr1616mwM7mpPJpONOr1urpGZ4XSxuUZmpj635GpMo9EgMzMT/v7+WLBggcX/r7ZWVVWF2tpaJCcnM/OGys0WzZ8/f8LD7WThZhPVajVTS11NTU0oKioyWXtmTRAx3LU22m4ZYzVall4M9Pf3Q6FQwMPDg6nwUlFRgfr6eiQlJVl04vhkMDwiYLTHvKamBk1NTZBIJBRcyPSh0+nwyiuv4NNPP8WNGzfMToPqNzKrrq5GZ2cnwsLCjBbPjdbIzNwSzWS9aXAFxrGxsRN2hTrZuN1R3BsqCy/yAJvbpLmlLkdHR7s9I8hYEGlubkZDQwMCAwMhFAotCiLmZkcme2mmv78f2dnZmDFjBjPhBRi6kKiurkZiYqLNCrot3XF09+5dtLS0QCwWU3Ah04NOp0NnZyfq6uqwbt06iEQiJCQkoKWlBd7e3lizZs2IF0DDRmZ9fX1wcXGBn5/fqKHEnl6UlEolSktLkZKSYpP16rHgZot8fHywaNEiWw/HYixukx4YGIBCoYCnp+eUbt+1dDbEVBAZGBhAV1cXZs6cyTcUnMogMhashpeamhpUVFQgISEBfn5+NhmDJeGluroa7e3tSExMhFarndSLQlug4DJFTp48icOHD0OpVCI+Ph7Hjx+HTCYz+f0XL17Ea6+9hurqasyfPx+HDh3CmjVrxjWGX//617h06RJaWlrQ398PJycn+Pr6or+/HxEREQgKCoJIJMLmzZvNNjJjcYs0AJSVlaGjowNSqZSZJ3Jvby/kcjnmzZvHzPILMFT4Wl9fz9Q2abVajczMTISEhFhdp2NJEDH8s9HqtEx9bayPT01NDe7cuQOxWGyzpQxrsRpe6urqUF5ejri4OJv1ATIXXu7cuYPOzk4kJCRQcCFjc+HCBWzcuBGnTp1CcnIyjh49iosXL6K8vNzossXNmzfx8MMP48CBA/i3f/s3nD9/HocOHUJOTg5iY2PHPI6cnByo1Wr+GAMvLy8IBAIcO3YMb775JuRyuVVToLW1tbhz547dd6jVxzXU8/LyYmoGg1t+EYvFzPQd4bZJ9/T0QCKRMPPCqVKpkJWVhdmzZyMsLMxs75DJCCJjUVVVhZqaGkgkEpsVkVqLCy/u7u5MnITNaWxsRFFREWJjYxEcHGyTMYwWXiorK6FSqSASiSi4kLFJTk6GVCrFiRMnAAy9eYaHh+P555/H3r17R3z/hg0boFKp8Nlnn/G3paSkICEhAadOnZrw8Wm1WqxcuRL+/v743//9X6vaU+fn50MgENjN6caW6O3tRUZGBhYtWmTT7aTWqqmpQVVVFZKTk5nZuqvVapGdnQ1nZ2eb/47odLphtVqjhRC1Ws1v3+WCiLkW7/bQ2ZgrIpVKpcwsh7IaXridfwsXLsRDDz1kkzGYCi+3b99GX18fYmNjodVq4eLiMq2Cy/Sp1rFT3JNy3759/G1CoRDLly9Henq60fukp6dj165dw25buXIlPvnkk0kZo1AoxHvvvYf4+Hh89NFHePzxxy26n0AgQHR0NNLT01FfX89MQyw3NzfExsaisLAQnp6ezFydhoeHo6urC/n5+czMYAiFQsTHxyMzMxMVFRUTuk3amiDCfc2dA2MsiLi7u8PHx4f/WqVSobS0FPHx8cwcDTB37lwMDg4iOzsbEomEiYDr7OzMH8xYWFjITHgJDAxEQkIC8vLyoNFobNLNWCAQQCgU8jWIXHiZ7ocsUnCZZC0tLdBoNCOmE4ODg1FWVmb0Pkql0uj3K5XKSRtneHg4/vu//xvPPfcclixZYnEIcXZ2RmxsLPLz8+Hj48NMCAgMDER4eDjy8/ORnJzMRAgQCARYtGgRFAoFSktL7fbwOkPOzs5ITExEVlYW3NzcTNbpGAYRS4pWuSBibDbEMIhYOyPi4+MDoVCIwsJCiMVieHt7T/RDM+EEAgGioqL4mS6JRMJEfREXXnJycpgKL35+fkhKSkJubi4GBwdtcuq4YXjhPmfhtWGsKLgQ3oYNG/DZZ5/h2WefxaVLlyx+M/f398fMmTNRWFgImUzGxAsOMHR12tHRwVQI4GYw5HI5ampqEBERYeshmaQfRAYHBxEREYGysjLcv38fjo6ORmdHTAURJyencQeRsQgNDcXAwAByc3MhlUqZCOZcwC0qKkJOTg4kEgnfAM6eOTs7Iykpibnw4uPjA4lEguzsbGg0GsydO3fKX0u48MI957jlo+mKgsskCwgIgIODAxobG4fd3tjYaLK+IiQkxKrvnygCgQDHjx/na2m2b99u8X3nz58PuVyOyspKZrqmCoVCxMXFQS6XM7XU5eLigvj4eL6R11Tt6tIPIpYceGcsiLi7u6OhoQHBwcGYMWMGH0T0g4o9nX4NALNmzYJarUZOTg6kUikTyy8CgQAxMTEoKChATk4OxGIxE3089JeNCgoKIBKJmHgD9vT0hFQqRXZ2NgYHBxEVFWWT07C52qy2tjYEBAQAgMXHBLCEinOnQHJyMmQyGY4fPw5gqGBx1qxZ2LFjh8ni3J6eHvzzn//kb1uyZAlEItGkFOcaunbtGtauXYsbN24gOjra4vt1d3dDLpcjMTHRZj0OxqK1tRX5+fmQSqXMbCUFhnql3Lp1CzKZDO7u7lbfnwsilpwzM9qMiLmiVcMgwuI2ae7cms7OTmZmMICh1xquBiMpKYmJJVFgqKdOdnY2XF1dmQkvwFDhf3Z2Nnx9fREdHW31adiGNVumLhIMj1ww9vwLCQmBp6cnhEIhXFxcmHkMLUHBZQpcuHABmzZtwunTpyGTyXD06FF8+OGHKCsrQ3BwMDZu3IiZM2fiwIEDAIa2Q//4xz/GwYMH8eijj+KDDz7An//853Fvh7aUTqfD7t278fXXX+PatWtWvbncu3cPVVVVWLx4MTMv7sBQ34P6+nokJyczNe7y8nK0tbVBKpXC0dHR4hc+a4KI4dfjnRHR6XQoLi6GSqVipsgYGAoB+fn5GBwcZCoEaDQa5ObmQiAQICEhgZlxsxpe+vr6kJOTAw8PDyxatMjoc9LU81O/eHy056Bhg0F93E6j1tZWNDU1oa2tDUuXLmXmIsESFFymyIkTJ/gGdAkJCXj77beRnJwMAEhNTcXs2bORlpbGf//Fixfx6quv8g3o/uu//mvcDeis0dfXB6lUilWrVuH3v/+9VVuk8/Ly4ODgwNQpwTqdDrm5uXBwcLD5tl19lgSRjo4O/gRZWwSRsbCnbdLW4I4GcHJyYurNdHBwEDk5Ofzjzcq4BwYG+HHbw1EMWq3WogMo1Wo1+vr6+PuZCh7Gbjd8PnInRHd3d6OpqQnNzc0jPlpaWtDS0sJ/3draCo1GgxkzZiAwMBA3b95k5qR5S1BwISbl5ubihz/8IS5duoQlS5ZYfL/+/n6kp6dj/vz5NutvMBb9/f3IyMjA7NmzMWvWrEn5GaNt3x3tCszcsQoVFRUIDg7G3Llz7a5GxJSBgQFkZmYiMDCQqcMvBwYGkJWVxR/DwMJjDXw/g8H1S2Fp3JMVXozViZhbMgW+P4NttNkQgUCAsrIyfPLJJ9i7dy98fX35nwkMXRwaCyBNTU3DQgj3uVqthpOTE99ANDAwEEFBQQgICEBwcDCCgoL427ivuWJyVv6tLUXBhYzq0KFDOHXqFNLT0+Hl5WXx/VpaWlBQUICUlJQx1V/YSkdHB7+N1JLtr+aCiOHX3JZFc03M9L/WP2rBlK6uLmRlZTF1iCQA9PT0IDMzE3PnzrVJH4yx6uvrQ1ZWFkJDQzFv3jxbD8di/f1DpzN7e3tbXYNhS5aGF3O9faypExktlOj/fO4tdHBwEK2trXzQaGpqQkNDA95//3309PRgwYIFuH//Ph9GOjs7IRAI4O/vj4CAAD54cOGD+wgMDERwcDCCg4Ph7e0NoVDIzL/bZKHgQkal0Wjwk5/8BHPmzMHJkyetesKUlZXxxYy2nuK1lEajQVVVFerq6rBgwQLodDqrgoglRauWBJGxaGxsRElJCVMHGwJAe3s7cnJyEB8fz++EYEF3dzcUCgUiIyMnbYZuMvT19UGhUCAgIGBKdr+Ml1arRX9/P3p6elBaWgqhUIiQkBCTMyWj9fYxFU4MW+ZzyzP3798fsTxjbDakubkZbW1t0Ol08PLyGjYrEhAQgG+//RYqlQq/+93vsGDBAj6UBAQE8Lu97P3fwZ5QcCFmVVVVITExEadPn8batWstvh93snFgYKDNrkqt6ayqH0S4vgheXl5ma0UmK4iMRUVFBZRKJXNFxg0NDSgrK4NEImFqZ1dHRwdycnIQHR3N1PERvb29UCgUCAkJwbx586b095erExltJkT/OTo4OAgAfOhXq9VwcHBAQEAAXF1djYYRY3UiwNAMHxdE9EOH4Udrayuam5sxMDAAFxcXPmRwsyGGsyL6H9xRC/o/f2BgABs3bkRhYSFyc3OZem7aIwouxCJnzpzBSy+9BLlcbtULdFdXFzIzM5GUlMSv8Y6Hqc6qpmpFNBoNAFhUpKofRAYHByGXyzFz5kybdMMcK644WqfTITEx0W4ClSXu3LmDuro6prZJA0Nn1hQUFCAhIYGpk9JVKhUUCgXCw8MRGRk55r9ntDoRU89LYKhOZLRZEWO1XMBQCDh69CguX76Mv//97+jp6eEDh2EoMfyvSqWCUCjkQ4h+EAkODuaXbLg6keDgYHh4eEzI8gx3Ibd48eJx/T2EgguxkFarxfr169HT04MPP/zQqqWfmpoa3L17FykpKSOuNMYaRCw98G48MyKdnZ3Iyspiri8NV/QaFBTETDNA4Ptt0t3d3ZBKpcxs2wWGeuqUl5dDLBZbVQtma9xy15w5c4Z1YTa3hdfweTpaP5HRlmf0cdt429vb+QJVw0JVLoS0t7ejq6uLL1r19fXlQ4d+vYh+COFu8/f35382S8GefI+CC7FYS0sLRCIR9u3bh6efftro95jqrHrv3j0IBALMmDFj2J+bCiKjfT2VSzO1tbWorKxESkoKU7MAKpUKmZmZWLhwIVPbILVaLXJycuDo6Ij4+Him3liqq6tx9+5dSKVSuytI5+pEjAUPlUqFlpYW/vfbkjoRY7ebqhPp7u42uSSjvyzDhRKNRgN3d/cRu2cMZ0fc3Nzw0ksvwdfXF5cuXYKbmxtTvy9k7Ci4kFH19vYOe5G5cuUK3n33XaxevRoqlQqtra349a9/jcDAwFGDiFAoRGNjI4KDgxEYGGizIGItnU6HoqIiqNVqJCUlMVNkDAwtYRQWFkIikTA1C8DNGHHFoyy5desWmpqaIJVKJzXo6nQ6szUi+n+uXydiLHhoNBrU1NQAABYvXjxqnYharR72mqA/K2KscLWvrw+Ojo7Dggj3YWobL1dcbsluutWrV2PXrl34+c9/PhkPNbFDFFzs1MmTJ/mGdfHx8Th+/DhkMpnR701LS8OWLVuG3ebi4jKsAdJY/PWvf8XWrVv5LXvci0t9fT28vLwgkUgQFBSEtWvXIjQ01GwQaW5uRlFREVJSUvgCNhYMDg7ySy8sbX0Fhgqra2trkZycDGdnZ1sPx2KsbpPmlru6urqsOhrAWJ2IuW28AODg4GBRjYhhnQj3M4GhWdLW1lZkZGRg69at+OUvf4mwsLARAYRrcnb//n0IBAL4+voOmwXRX5rRDyVBQUHw9fWdtG28g4ODTJzDRCYOBRc7dOHCBWzcuBGnTp1CcnIyjh49iosXL6K8vNxoj460tDT85je/QXl5OX+bQCBAcHDwuMbR1dWF3t7eYWvCwNAyRFJSEtavX499+/ZZ9XeWlpbyL+oszV50d3cjMzMTIpGIqS27Op0OhYWFUKvVEIvFTD3mXE8dkUiEwMBAWw/HYvrnA5lq+W4slOjXiViylddUnYhOp0NnZ6dVXVZ1Oh08PT0xf/585OXlQSwWIzY2dkSdiH4RKxfK7HW2lExfFFzsUHJyMqRSKU6cOAFg6IUwPDwczz//vNFDGdPS0rBz5050dHRM2RgzMzORmpqKy5cvQyKRWHw/jUYDuVzOd3llSUNDA8rLy5GcnMzUjJFGo0FWVha8vb2xaNEiWw/HKkqlku9NY+tt0vp1IpZs5TXWbHAsdSLA0JKtfhDRb3JmuDzT0tKC/v5+ODs7m6wTMTYzwtXlfPTRR9iyZQsuXbqEZcuWTf0DTYgZNL9mZ/r7+5GdnT1sJkMoFGL58uVIT083eb/u7m5ERERAq9UiKSkJf/7znxETEzNp45TJZNi7dy+eeeYZfPfdd3xraXO4M4wyMzPh7+8PHx+fSRvjRAsNDUV7eztfN8LK7IWDgwPi4+Mhl8vh6emJsLAwWw/JYiEhIejt7UVubi5kMhlcXV0n7O82Vydi+Gej1Ym4urryPX+42wUCAa5evYorV67gwIEDEAqFw7qstrS0QKlUjtjGy4UR/SWa7u5uCIVCfslWP4gsXLgQP/rRj0Zs4+VOBrZ2RuTxxx9HX18fH7wIsTc042Jn6uvrMXPmTNy8eXPYfv+XX34ZN27cgFwuH3Gf9PR03L59GyKRCPfv38ebb76Jb775BsXFxZP6JjUwMICHH34YcXFxeOutt6x6gayurkZtbS1SUlKYWp/mZi98fX2ZKxxta2tDbm4uxGIxU4FRp9OhpKSEX2I09fuiXydiaXMzYGSdiLneIoaBldvG29HRMWJ5pqamBmfPnsX8+fPh5OTE397e3g4A8PHx4burGpsV4ZZngoKC4O/vT11WCQEFF7szluBiaGBgAIsWLcKTTz6J119/fTKHi9u3b0MsFiMtLQ2rVq2y+H46nQ45OTlwcXFBbGzsJI5w4vX09EAulyM6OnrcdURTraamBlVVVUhOTp7Q2YvJwtWHqNVqlJaWAhiahRmtTkQgEJitDTFcntHH1YmoVCqjfURMFa0ODg7Czc1txPKMs7Mzzp07h/Xr12P9+vXDAgn3b0BBhBDLsXOp+4AICAiAg4MDGhsbh93e2NhoccdaJycnJCYmoqKiYjKGOMz8+fNx+PBhbN++HXK53OLCVYFAgJiYGGRkZECpVDLVLt3d3R3R0dEoKSmBp6en3fXsGE14eDi6urqQn58PiUQy5U3euDoRS5doDDsf9/b2or6+Hv7+/nB3d4ePj4/FdSL9/f1obm5GbW3tsPqQpqamEb1Empub0dvbCwcHB6PbeLmCYcMGZx4eHhAIBCOCyKZNm7Bq1Sps2bIFUql06h5wQqYhmnGxQ8nJyZDJZDh+/DiAoRf7WbNmYceOHUaLcw1pNBrExMRgzZo1OHLkyGQPF1qtFj/72c/g4OCAc+fOWVX70dTUhOLiYua2SANAeXk52traIJPJmOryqtVqoVAo4O7ujpiYmHFd7ZuqEzEVTLg6EUdHR4tnRfS31/f09GDLli2Ij4/Hyy+/jLa2tlGbm+nPity/fx8ARmzjNdbcTH8br2EQGiu5XI6EhASmGhkSYo8ouNihCxcuYNOmTTh9+jRkMhmOHj2KDz/8EGVlZQgODsbGjRsxc+ZMHDhwAADwxz/+ESkpKZg3bx46Ojpw+PBhfPLJJ8jOzkZ0dPSUjFmpVEIkEuGNN97AU089ZdV9S0pKoFKpIJFImJoy5wKAh4fHlD3OE0WtVkMulyMiImJYq3dL6kQMbweG14lYcv6MsToRbhuvuS6rfX19yM3NxeDgILRaLTw8PIzOipjaxsv1s2Hpd40Q8j1aKrJDGzZsQHNzM/bv3w+lUomEhARcvnyZr6eoqakZ9sLf3t6Obdu2QalUwtfXF2KxGDdv3pzSN9OQkBD8z//8DzZt2oQf/vCHmD17tsX3jYqKQkZGBqqrq5k60FAoFEIkEiEjIwM+Pj546KGHbD0ko0ydkO3r64tbt25BqVRCp9NZVCfi6elp9HZjdSLA952X6+rqTM6G6H/ObeM1dgieWCzmQ0hBQQEOHTqEL774gq8FoyBCyIOBZlzIhNHpdNi2bRvKysrwr3/9y6rdQtyBhhKJBN7e3pM4yonX0tKCgoICyGQyvlX5ZNJqtVa1e9evEzGcEeHat4eEhCAsLIz/M1Pt3rltvPpbdw238eoXrHZ1dQ3rvGxqiUZ/G6+Xl5dF23gPHjyIK1eu4MqVK5P3YBNC7A4FFzKhOjs7kZSUhM2bN2PXrl1W3beqqgp1dXXMbZEGgIqKCjQ1NUEmk1k9dsM6EXOhxFSdiLklGsMgwC3PvP7667hw4QLeeustqFSqUbustrW1AQC8vb0t3sYbEBAwKdt4uZ0/UxEWCSH2g4ILmXDffvstHnnkEVy9ehXx8fEW30+n0yE7Oxtubm6T2jxvMnBjd3FxQUxMjMnTeI2Fk4GBgWHt3i1p9W6qTgQAv43X2JKMsaJVjUaDwMBAqFQqLFiwYFhn1YCAgGFfc4WrtI2XEGIrFFzIhNPpdHjllVfw6aef4saNG1btFurr60N6errd9UgxVSei/6FWq9Hd3Q2BQGCyTmS0WRFTdSL9/f3Dwof+Nl7DU3lbWlrQ09MDBwcHfjaECx9cgaph2/fg4GCo1WqkpKRgy5YteO2112zxEBNCiEUouJBJ0d/fj8WLF2PJkiU4ePCgVVfmjY2NKCkpweLFiyetSZqpOhFTyzRcnYi55Ri1Wo2bN28iIiICKSkpRutEtFrtsG28+nUixmZEuDOofH19h4UQw1N59bfx+vn5Wb2Nt6CgAK+99hr+/ve/M7dURwh5cFBwIZOmpKQEMpkMH374IVJTU626b3FxMXp7eyEWiy1689WvE7GkuRnX7n2i6kS6urr4GZAzZ87giy++wObNm/ntvYZFq1qtFjNmzOCDh2EgMdzGGxgYSNt4CSEEFFzIJHv77bdx+PBhZGRkwNfX1+L7DQwMICMjg59FMDcjYq5OxFQgMVUn0tfXN6wmxFyXVbVaDUdHRz6ItLa2QiAQYN26dQgJCRlWL6LfZRWgIEIIAX76058iLy8PTU1N8PX1xfLly3Ho0CG7bbNgSxRcyKTSarVYtWoV/Pz88Pbbb6OxsRENDQ2YPXs2hELhqLMi3Om0Tk5OcHFxsahw1VSdyODg4LDAYa6nCLeN18/Pb9iyjGGxqv42Xm9vb34bb2trK5KSkvDCCy9g9+7dU/64E0LY8tZbb2Hx4sUIDQ1FXV0dXnrpJQDAzZs3bTwy+0PBZRr45ptvcPjwYWRnZ6OhoQEff/wxHnvssVHvc/36dezatQvFxcUIDw/Hq6++is2bN497LF9++SW++eYbNDU18R8NDQ24d+8eNBoNBAIBPD09cezYMURGRpqdEbl9+zaOHTuGw4cPw8vLC8D3yzMdHR1mu6zqb+PV6XTw8vIy2tzMMIxwMyROTk4AxjYrkpmZifLycvznf/7nuB9XQsiD5dNPP8Vjjz0GtVrNvw6RIVSBNw2oVCrEx8dj69at+PnPf272+6uqqvDoo4/iV7/6Fd5//31cvXoVzzzzDEJDQ7Fy5cpxjaW+vh7Nzc0IDg5GbGwsHwJycnJw9OhRfPnllyO66nLZuaenB01NTbh79+6wJRq5XI5HH30UPj4+w+pEBgYG4OLiMqLNe2BgIObMmWN0Gy+3w2kqlmdkMhlkMtmk/xxCyPTS1taG999/H0uWLKHQYgTNuEwzAoHA7IzLnj178Pnnn6OoqIi/7YknnkBHRwcuX748KePS6XR44oknkJOTg7Vr145YmmlpaYFKpYJQKByxjXfGjBn44IMPsHHjRjzyyCPDwoinp6dFXVYJIQ+W6upqvP7667h27RqUSiUeeughPPXUU3jllVf4Qnd7s2fPHpw4cQI9PT1ISUnBZ599Bn9/f1sPy+7QjMsDKD09HcuXLx9228qVK7Fz585J+5kCgQBHjhyBTCZDa2srwsPDkZSUNGIbr7+/P1+noh9GVq5ciR07duAPf/gDQkJCJm2chJDpoaysDFqtFqdPn8a8efNQVFSEbdu2QaVS4c0335ySMezduxeHDh0a9XtKS0uxcOFCAMBvf/tbPP3007h79y7+8Ic/YOPGjfjss8/owswABZcHkFKpHNHcLTg4GJ2dnejt7bWqYZw1Zs6cibq6ujHd94knnoCLiwsCAgImeFSEkOlo1apVWLVqFf91ZGQkysvL8c4770xZcNm9e7fZ2sHIyEj+84CAAAQEBGDBggVYtGgRwsPDkZGRwR8kSoZQcCHMWLduna2HQAhh2P379+Hn5zdlP4+rvRsLblelWq2eyCFNC0Lz30Kmm5CQEDQ2Ng67rbGxEV5eXpM220IImR7+9Kc/YcmSJXB3d4ePj4+th2OxiooKHD9+HM8++6ythzKCXC7HiRMnkJeXh7t37+LatWt48sknMXfuXJptMYKCywNo8eLFuHr16rDbvvrqK3qCEELM6u/vx+OPP47nnnvOJj9/7969EAgEo36UlZUNu09dXR1WrVqFxx9/HNu2bbPJuEfj7u6Of/zjH1i2bBmioqLw9NNPQyQS4caNG3BxcbH18OwO7SqaBrq7u1FRUQEASExMxJEjR7B06VL4+flh1qxZ2LdvH+rq6nD27FkAQ9uhY2NjsX37dmzduhXXrl3DCy+8gM8//3zc26EJIQ+GtLQ07Ny5kz9La6pwPZpGw/WIAoZaNKSmpiIlJQVpaWkjumUT9lCNyzSgUCiwdOlS/utdu3YBADZt2oS0tDQ0NDSgpqaG//M5c+bg888/x4svvohjx44hLCwM7777LoUWQqbIyZMncfjwYSiVSsTHx+P48ePU88dC1tSN1NXVYenSpRCLxfjrX/9KoWWaoBkXQgiZQhcuXMDGjRtx6tQpJCcn4+jRo7h48SLKy8sRFBRk6+FZzFYzLpaqq6tDamoqIiIicObMmWHHgVBLBbZR/CSEkCl05MgRbNu2DVu2bEF0dDROnToFd3d3vPfeezYb01jqRuzdV199hYqKCly9ehVhYWEIDQ3lPwjbaMaFEEKmSH9/P9zd3fHRRx8N6269adMmdHR04NKlSzYZl7V1I4D9z7iQ6YtqXAghTBvLIaO20tLSAo1GY7QBpC1nNMbTb4SQqUZLRYQQpnGHjJ48edLWQ3kg1NTUIC8vDzU1NdBoNMjLy0NeXh66u7ttPTTygKAZF0II01avXo3Vq1fbehgWCQgIgIODg9EGkKwUjO7fvx9nzpzhv05MTAQAfP3110hNTbXRqMiDhGZcCCFkijg7O0MsFg9rAKnVanH16lVmGkCmpaVBp9ON+KDQQqYKBRdCyDAHDhyAVCqFp6cngoKC8Nhjj6G8vNzWw5o2du3ahb/85S84c+YMSktL8dxzz0GlUmHLli22HhohTKClIkLIMDdu3MD27dshlUoxODiI3/3ud3jkkUdQUlKCGTNm2Hp4zNuwYQOam5uxf/9+KJVKJCQk4PLlyyMKdgkhxtF26AeQtbswrl+/PqwzL6ehoYGZdXkyds3NzQgKCsKNGzfw8MMP23o4oxIIBHa9q4gQMn60VPQAGusujPLycjQ0NPAfLHX5JGN3//59AICfn5+NR0IIIbRU9EAa6y6MoKAgpo6xtwfvvPMO3nnnHVRXVwMAYmJisH//fmZ2wWi1WuzcuRM/+MEPEBsba+vhGKV/yCgwdIhoXl4ef8goIWR6oRkXYrGEhASEhoZixYoV+O6772w9HCaEhYXh4MGDyM7OhkKhwE9+8hP87Gc/Q3Fxsa2HZpHt27ejqKgIH3zwga2HYpJCoUBiYiK/LXfXrl1ITEzE/v37bTwyQshkoBqXB5wlNQHl5eW4fv06JBIJ1Go13n33Xfztb3+DXC5HUlLS1A12mvDz88Phw4fx9NNP23ooo9qxYwcuXbqEb775BnPmzLH1cAghBAAtFRELREVFISoqiv96yZIlqKysxFtvvYW//e1vNhwZWzQaDS5evAiVSmXXPTt0Oh2ef/55fPzxx7h+/TqFFkKIXaGlIjImMplsWF2BLRw8eBACgQA7d+606TjMKSwshIeHB1xcXPCrX/0KH3/8MaKjo209LJO2b9+Oc+fO4fz58/D09IRSqYRSqURvb6+th0YIIRRcyNjk5eXZ9Hj4rKwsnD59GiKRyGZjsFRUVBTy8vIgl8vx3HPPYdOmTSgpKbH1sEx65513cP/+faSmpiI0NJT/uHDhgq2HRgghtFT0IDK3C2Pfvn2oq6vD2bNnAQBHjx7FnDlzEBMTg76+Prz77ru4du0avvzyS5uN/z/+4z/wl7/8BW+88YZNxmANZ2dnzJs3DwAgFouRlZWFY8eO4fTp0zYemXFU9kYIsWc04/IAMrcLo6GhATU1Nfz39/f3Y/fu3YiLi8OPf/xj5Ofn48qVK1i2bJlNxr99+3Y8+uijWL58uU1+/nhptVqo1WpbD4MQQphEMy4PoNTU1FGvqtPS0oZ9/fLLL+Pll1+e5FFZ5oMPPkBOTg6ysrJsPRSL7Nu3D6tXr8asWbPQ1dWF8+fP4/r16/jiiy9sPTRCCGESBRfCjHv37uE3v/kNvvrqK7i6utp6OBZpamrCxo0b0dDQAG9vb4hEInzxxRdYsWKFrYdGCCFMoj4uhBmffPIJ1q1bBwcHB/42jUYDgUAAoVAItVo97M8IIYRMPxRcCDO6urpw9+7dYbdt2bIFCxcuxJ49e+y2JT0hhJCJQ0tFhBmenp4jwsmMGTPg7+9PoYUQQh4QtKuIEEIIIcygpSJCCCGEMINmXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZlBwIYQQQggzKLgQQgghhBkUXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZlBwIYQQQggzKLgQQgghhBkUXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZlBwIYQQQggzKLgQQgghhBkUXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZlBwIYQQQggzKLgQQgghhBkUXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZlBwIYQQQggzKLgQQgghhBkUXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZlBwIYQQQggzKLgQQgghhBkUXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZlBwIYQQQggzKLgQQgghhBkUXAghhBDCDAouhBBCCGEGBRdCCCGEMIOCCyGEEEKYQcGFEEIIIcyg4EIIIYQQZvw/Kx69yhlY0J8AAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 700x700 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.decomposition import PCA\n", + "\n", + "pca_iris = PCA().fit_transform(iris.data)\n", + "\n", + "fig = plt.figure(figsize=(7,7))\n", + "ax = plt.axes(projection='3d')\n", + "ax.view_init(15, 75)\n", + "ax.scatter3D(pca_iris[:,0], pca_iris[:,1], pca_iris[:,2], c=iris.target)\n", + "ax.set_title(\"Die ersten drei Hauptkomponenten des Iris-Datensatzes\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6b4601a0-a248-48ce-931d-77f058408531", + "metadata": {}, + "source": [ + "Ein ganz anderer Zugang zum finden der Richtung maximaler Varianz ist es, die Summe der quadrierten Abstände der Punkte zu einer Geraden zu minimieren. Dieses Vorgehen ist hier bildlich dargestellt:\n", + "\n", + "```{figure} images/pca-variation.gif\n", + ":width: 600px\n", + ":align: center\n", + ":name: pca-variation\n", + "\n", + "\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "26f6dcc1-e3e1-44ce-8092-dddf026a9608", + "metadata": {}, + "source": [ + "### Anwendungsbeispiel MNIST\n", + "\n", + "Bisher haben wir die Dimension nur zum plotten reduziert - für viele Algorithmen ist es aber erforderlich, die Dimension wenigstens hinreichend klein zu halten, damit das Programm nicht wochenlang laufen muss. Ein Datensatz, der etwas mehr als nur $4$ Variablen hat, ist der MNIST Datensatz von handschriftlichen Ziffern." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7a603b55-2bb2-466b-96aa-cfdfe45b2e63", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1000x100 with 10 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7425857701731186\n", + "0.699854968005601\n", + "0.8151672713660734\n" + ] + } + ], + "source": [ + "digits = datasets.load_digits()\n", + "fig, axs = plt.subplots(1,10, figsize=(10,1))\n", + "for i in range(10):\n", + " axs[i].axis(\"off\")\n", + " axs[i].matshow(digits.images[i],\n", + " cmap='gray_r')\n", + "plt.show()\n", + "x = digits.data\n", + "pca_x = PCA().fit_transform(x)\n", + "\n", + "from sklearn.cluster import KMeans\n", + "kmeans_result = KMeans(n_clusters=10, n_init=1).fit(x)\n", + "kmeans_after_pca = KMeans(n_clusters=10, n_init=1).fit(pca_x)\n", + "\n", + "from sklearn import metrics\n", + "print(metrics.normalized_mutual_info_score(digits.target, kmeans_result.labels_))\n", + "print(metrics.normalized_mutual_info_score(digits.target, kmeans_after_pca.labels_))\n", + "print(metrics.normalized_mutual_info_score(kmeans_result.labels_, kmeans_after_pca.labels_))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fb8a57fa-6a2a-48db-9446-7c90bcb983d3", + "metadata": {}, + "outputs": [], + "source": [ + "# Jetzt schmeissen wir Dimensionen weg,\n", + "# und analysieren wie dadurch die Klassifikation leidet:\n", + "scores = np.full(33, 0.0)\n", + "pca_x = PCA().fit_transform(x)\n", + "\n", + "def update_scores(scores, pca_x, maxn, minn):\n", + " for n in range(maxn, minn-1, -1):\n", + " pca_x = pca_x[:,:n]\n", + " kmeans_after_pca = KMeans(n_clusters=10, n_init=1).fit(pca_x)\n", + " scores[n] = metrics.normalized_mutual_info_score(digits.target, kmeans_after_pca.labels_)\n", + " return scores, pca_x" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4d45cc87-049a-4986-a565-2de7a2bc31c6", + "metadata": {}, + "outputs": [], + "source": [ + "# Work in batches to avoid Jupyter cell timeout after 30 seconds:\n", + "scores, pca_x = update_scores(scores, pca_x, 32, 17)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6a5806b8-5878-4aec-b4c4-582cb16148c0", + "metadata": {}, + "outputs": [], + "source": [ + "scores, pca_x = update_scores(scores, pca_x, 16, 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "990d8241-0bf6-4fbc-adcc-e57ce0dc87c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(np.arange(0, 33), scores)\n", + "ax.invert_xaxis()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "474ccb76-ac9e-4b35-b2c8-23d612cd1b7e", + "metadata": {}, + "source": [ + "Wie man im Graph erkennen kann, leidet die 10-Means-Performance als Klassifikator erst, wenn man von den ursprünglich 64 Dimensionen nur noch 10 übrig lässt, und dann weiter reduziert.\n", + "\n", + "Wir haben in den Iris-Daten bereits gesehen, dass die Kovarianzmatrizen innerhalb der Gruppen leicht unterschiedlich ausfallen. Genau genommen wollen wir für eine optimale Unterscheidung der Gruppen auch gar nicht die Richtungen der größten Varianz bevorzugt betrachten, sondern noch viel lieber die Richtung, die die beste Unterscheidung erlaubt. Um das zu betrachten, muss man die Klassen aber bereits kennen - also supervised learning. Ein solches Verfahren ist Linear Discriminant Analysis (LDA)." + ] + }, + { + "cell_type": "markdown", + "id": "40f51d60-f32a-4ccb-9a77-60eec00af314", + "metadata": {}, + "source": [ + "## Skalenunterschiede\n", + "\n", + "Problematisch wird es, wenn die Daten nicht, wie in den Beispielen zuvor, auf gleichen Skalen liegen (einmal Meter, einmal Zentimeter) oder sogar die Skalen unbekannt oder inkompatibel (Sekunden, Meter) sind.\n", + "\n", + "Dann dominieren die Variablen mit großen Zahlen, was eine Verzerrung der eigentlich angestrebten Koordinatentransformation ist. Um das zu vermeiden, reskaliert man jede Variable mit der Standardabweichung. Ebenso transliert man jede Variable sodass der Mittelwert $0$ wird. Das nennt sich 'Standardisierung'. Es ist dann besonders sinnvoll, wenn die Variable annähernd normalverteilt ist.\n", + "\n", + "Eine 'Normalisierung' ist eine Reskalierung auf das Intervall $[0,1]$. Sie ist dann besonders sinnvoll, wenn die Variable nicht normalverteilt ist.\n", + "\n", + "Jede solche Umskalierung nennt sich 'Feature Scaling'.\n", + "\n", + "In Python kann man das mit Scikit-Learn machen, indem man ein `Scaler`-Objekt verwendet:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "4e1467bd-ead1-4c2a-b578-6eeb2304c473", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "np.random.seed(1234)\n", + "\n", + "# craft some dummy data:\n", + "dummycenters = [[10, 0.04, 3],\n", + " [20, 0.03, 2],\n", + " [30, 0.02, 1],\n", + " [40, 0.01, 4]]\n", + "# make a random symmetric matrix with A@A.T for a random matrix A,\n", + "# make it positive definite by adding an identity matrix\n", + "dummycovs = (4*(A@A.T + np.eye(3))\n", + " for A in (np.random.rand(3,3)\n", + " for _ in range(4)))\n", + "dummydata = np.concatenate([np.random.multivariate_normal(center,\n", + " cov,\n", + " size=200)\n", + " for center, cov in zip(dummycenters, dummycovs)])\n", + "dummymu = np.mean(dummydata, axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d86b8004-054c-4b08-b14b-762f04f7000c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 800x800 with 2 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# scale it:\n", + "scaler = StandardScaler()\n", + "scaled = scaler.fit_transform(dummydata)\n", + "scaledmu = np.mean(scaled, axis=0)\n", + "\n", + "# let's take a look:\n", + "fig, axs = plt.subplots(2, 1, figsize=(8,8))\n", + "axs[0].scatter(dummydata[:,0], dummydata[:,1])\n", + "axs[0].plot(dummymu[0], dummymu[1], \"+\",\n", + " label=\"Mittelwert\")\n", + "axs[1].scatter(scaled[:,0], scaled[:,1])\n", + "axs[1].plot(scaledmu[0], scaledmu[1], \"+\")\n", + "axs[1].set_title(\"Unten: Standardskaliert\")\n", + "fig.legend()\n", + "fig.suptitle(\"Oben: Ausgangsdaten\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b06ba204-1101-44a1-b71d-d77579597999", + "metadata": {}, + "source": [ + "Wir betrachten jetzt den Einfluss der Skalierung auf die PCA und anschließendes Clustering mit k-Means,\n", + "denn anstatt einfach immer alles durch den StandardScaler zu jagen, sollte man stets betrachten, welchen Unterschied es macht:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7acb9b87-cd4b-44aa-be42-1cc515072bab", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "\n", + "dummy_pca = PCA().fit_transform(dummydata)\n", + "scaled_pca = PCA().fit_transform(scaled)\n", + "\n", + "dummy_kmeans = KMeans(4, n_init=1).fit(dummy_pca)\n", + "scaled_kmeans = KMeans(4, n_init=1).fit(scaled_pca)\n", + "\n", + "# to compare:\n", + "original_labels = np.concatenate([np.full(200, k) for k in range(4)])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "126eb081-e6cc-4687-ac4a-0b7fbac34743", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# let's take a look:\n", + "fig, axs = plt.subplots(2, 2, figsize=(10,10))\n", + "axs[0][0].scatter(dummy_pca[:,0], dummy_pca[:,1],\n", + " c=dummy_kmeans.labels_)\n", + "axs[1][0].scatter(scaled_pca[:,0], scaled_pca[:,1],\n", + " c=scaled_kmeans.labels_)\n", + "axs[0][1].scatter(dummy_pca[:,0], dummy_pca[:,1],\n", + " c=original_labels)\n", + "axs[1][1].scatter(scaled_pca[:,0], scaled_pca[:,1],\n", + " c=original_labels)\n", + "axs[1][0].set_title(\"Links: Labels von k-Means\")\n", + "axs[1][1].set_title(\"Rechts: ursprüngliche Klassen\")\n", + "fig.suptitle(\"Oben: Unskaliert PCA,\\n Unten: Standardskaliert PCA\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2f1bd2a1-73d6-4e92-b2f9-b8f2e486ef13", + "metadata": {}, + "source": [ + "Man kann in der oberen Zeile deutlich erkennen, dass k-Means auf den unskalierten Daten gut funktioniert.\n", + "An der unteren Zeile sehen wir, dass bei Standardskalierung die Hauptkomponenten anders liegen (daher sieht das Bild gedreht aus),\n", + "aber auch, dass k-Means die Cluster nicht gut eingeteilt hat.\n", + "\n", + "Das ist letzlich eine Inkarnation von Simpson's Paradox, denn die \"richtige\" Art, die Daten zu skalieren, wäre hier so, dass die Cluster möglichst standardnormalverteilt werden. Um das zu erreichen müsste man aber erst Clustern, dann die Standardskalierung der Cluster berechnen, mit einem geeigneten Mittelwert davon dann die ganzen Daten gemeinsam skalieren. Danach ergibt sich beim Clustern wiederum ein anderes Bild - und man kann das Verfahren iterieren. In diesem Setting ist es vorteilhaft, nicht k-Means zu verwenden, sondern gleich ein Verfahren, welches keine standardnormalverteilten Cluster annimmt (z.B. gemischte Gausssche Modelle).\n", + "\n", + "### Anwendungsbeispiel Wine\n", + "\n", + "Zuletzt betrachten wir noch ein 'Erfolgsbeispiel' des Standardskalierens:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "f8af0348-6b3f-4bec-86f7-d54a8bf41c9a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.datasets import load_wine\n", + "\n", + "df, target = load_wine(return_X_y=True, as_frame=True)\n", + "assert type(df) == pd.DataFrame\n", + "assert type(target) == pd.Series" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4b5c5b45-4b1b-4169-8dc9-bea69d6d02ad", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1000x1000 with 4 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unscaled_pca = PCA(n_components=2).fit_transform(df)\n", + "unscaled_kmeans = KMeans(3, n_init=1).fit(unscaled_pca)\n", + "\n", + "scaled = StandardScaler().fit_transform(df)\n", + "scaled_pca = PCA(n_components=2).fit_transform(scaled)\n", + "scaled_kmeans = KMeans(3, n_init=1).fit(scaled_pca)\n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(10,10))\n", + "axs[0][0].scatter(unscaled_pca[:,0], unscaled_pca[:,1], c=unscaled_kmeans.labels_)\n", + "axs[1][0].scatter(scaled_pca[:,0], scaled_pca[:,1], c=scaled_kmeans.labels_)\n", + "axs[0][1].scatter(unscaled_pca[:,0], unscaled_pca[:,1], c=target)\n", + "axs[1][1].scatter(scaled_pca[:,0], scaled_pca[:,1], c=target)\n", + "axs[1][0].set_title(\"Links: Labels von k-Means\")\n", + "axs[1][1].set_title(\"Rechts: ursprüngliche Klassen\")\n", + "fig.suptitle(\"Oben: Unskaliert PCA,\\n Unten: Standardskaliert PCA\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "32f52fc1-a8fa-4058-8b0c-d5fbcff10f4b", + "metadata": {}, + "source": [ + "Statt hier nur auf das Bild zu achten, ist es besser, auch eine Kennzahl auszurechnen. Wie zuvor verwenden wir dazu ein Entropie-basiertes Maß, die gemeinsame Entropie der beiden Klassenverteilungen, normiert auf den Mittelwert der Entropien der einzelnen Klassenverteilungen:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "be26cde3-6ebb-442e-8170-c5054eb9cbff", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Die skalierte Variante ist mit 0.846356 Ähnlichkeit zur 'echten' Klasse besser als die unskalierte Variante mit nur 0.428757 Ähnlichkeit\n" + ] + } + ], + "source": [ + "from sklearn.metrics import normalized_mutual_info_score\n", + "\n", + "scaled_score = normalized_mutual_info_score(scaled_kmeans.labels_, target)\n", + "unscaled_score = normalized_mutual_info_score(unscaled_kmeans.labels_, target)\n", + "\n", + "print(\"Die skalierte Variante ist mit %f Ähnlichkeit zur 'echten' Klasse besser als die unskalierte Variante mit nur %f Ähnlichkeit\" % (scaled_score, unscaled_score))" + ] + } + ], 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Genau genommen modellieren wir Teilaspekte, Ausschnitte der Daten (wie ja auch schon die Daten selbst nur ein Ausschnitt aus der Realität sind). +Dabei können wir zum einen daran interessiert sein, wie die Daten entstanden sind, zum anderen aber auch geleitet sein von dem Wunsch, etwas bestimmtes darüber sagen bzw. damit machen zu können. Es ist also hilfreich, sich klar zu machen, welche Art von Information man den Daten entlocken möchte, und dann darauf Modelle abzustimmen. +Oftmals ist es dabei möglich, verschiedene Ansätze zu wählen, um die gleiche Art von Information zu berechnen. Die Ergebnisse können sich dabei durchaus unterscheiden und häufig (im unsupervised learning) können wir die berechneten Ergebnisse nicht mit dem "richtigen" Ergebnis vergleichen. Es bleibt dann nur noch, den Informationsgehalt der Modelle zu vergleichen (die Entropie auszurechnen), alle Modell-Annahmen auf Plausibilität zu untersuchen und allgemeine Kriterien für die Güte von Modellen zu entwickeln. Letzteres wollen wir jetzt anpacken. + +Der klassische (also historisch älteste) Zugang beginnt mit der Formalisierung der Modelle und der Aspekte, die man damit aus den Daten berechnen möchte. +Man spricht von einem **statistischen Modell**, einer **Statistik** und verschiedenen **Schätzern** für eine Statistik, die man vergleichen kann. Ein Kriterium ist dabei, ob ein Schätzer wenigstens für sehr große Stichproben in der Nähe des "richtigen" Ergebnisses liegt. Aber halt - wenn wir das richtige Ergebnis nicht kennen, wie können wir das dann überhaupt sagen? + +Die Lösung ist, sich auf solche statistischen Modelle einzuschränken, wo wir die grobe Struktur des richtigen Ergebnisses für einen Schätzer soweit beschreiben können, dass man eben doch zu Aussagen kommen kann wie "im Grenzwert schätzt dieser Schätzer den Erwartungswert jener Statistik auf den Daten". Und dann kann man darüber reden, wie gut die Werte abseits vom Grenzwert, für etwas kleinere Samples aussehen. Wir lernen dabei noch einen für die Data Science und das Maschinelle Lernen sehr wichtigen Begriff kennen: Das **Maximum Likelihood**-Prinzip. + +Ein sehr konkretes Beispiel vorab: Gegeben Daten, die als Vektor $x$ der Länge $n$ von reellen Zahlen ($\texttt{float}$) vorliegen, von denen wir wissen, dass sie als Stichprobe einer eindimensional normalverteilten Zufallsvariable $X$ mit Erwartungswert $\mu(X)$ und Varianz $\sigma^2(X)$ enstanden sind, wollen wir die Standardabweichung $\sigma(X)$ schätzen. Dazu findet man in den Büchern zwei verschiedene Formeln: $\sigma(x)$ und $\sigma^\ast(x)$, die sich nur durch den Nenner unterscheiden: + +$$ +\sigma(x)^2 = \dfrac{1}{n} \sum_{i=1}^n (x_i-\mu)^2,\qquad \sigma^\ast(x)^2 = \dfrac{1}{n-1} \sum_{i=1}^n (x_i-\mu)^2 +$$ + +In diesen Formeln muss man nun etwas aufpassen, wenn man das praktisch implementieren will - denn was ist $\mu$? +In der Anwendung kenne ich $\mu(X)$ nicht, muss also $\mu(x)$ verwenden. Dann aber stellt sich heraus, dass die Information in $\{x_i-\mu(x)\}_{i=1}^{n-1}$ genügt, um $x_n - \mu(x)$ zu berechnen, denn nach Definition von $\mu(x)$ ist $x_n - \mu(x) = \sum_{i=1}^{n-1} (\mu(x) - x_i)$. Gewissermaßen gibt es also, wenn man $\mu(x)$ anstelle von $\mu(X)$ verwendet, einen Freiheitsgrad weniger als $n$. Wir werden gleich sehen, wie sich das auf die Eigenschaften dieser beiden Schätzer für $\sigma(X)$ auswirkt. + +Wenn man statistische Modelle formal definiert hat, kann man auch sehr gut über Konfidenzintervalle und Hypothesentests sprechen, was wir dann gleich im Anschluss erledigen. Konfidenzintervalle erweitern des Ansatz des bloßen Schätzens einer Statistik um die Information, welchen Fehlerbereich man dieser Schätzung beimisst. Hypothesentests erweitern den Ansatz darum, schließlich zu Entscheidungen zu kommen. Bei der Diskussion um Hypothesentests ist es unvermeidlich, auch über den problematischen Begriff der **Signifikanz** zu sprechen. Aber eins nach dem anderen! + +## Statistische Modelle + +:::{admonition} Definition +Ein statistisches Modell ist ein Tripel $(\mathcal{X}, \mathcal{F}, P_\theta : \theta \in \Theta)$ +aus einem **Stichprobenraum** $\mathcal{X}$, einer $\sigma$-Algebra $\mathcal{F}$ auf $\mathcal{X}$ und einer Klasse $\{P_\theta\}_{\theta \in \Theta}$ von Wahrscheinlichkeitsmaßen auf $(\mathcal{X}, \mathcal{F})$, die mindestens zwei Elemente enthält, also $|\Theta| > 1$. +Wir schreiben oft einfach $(\mathcal{X}, P_\theta : \theta \in \Theta)$. +::: + +:::{admonition} Bemerkung +Bei einem statistischen Modell handelt es sich also noch nicht um das 'fertige Modell' mit dem wir im Sinne der Data Science klassifizieren bzw. Vorhersagen machen wollen, sondern um eine ganze Klasse von Modellen, die mit der Menge $\Theta$ parametrisiert werden. Diese Menge $\Theta$ kann beliebig wild sein, nur sollen es wenigstens zwei Elemente sein, damit sich der Begriff nicht im Fall $\Theta = \{\theta\}$ reduziert auf 'der Stichprobenraum und ein Wahrscheinlichkeitsmaß drauf'. +Wenn man im Kontext eines statistischen Modells von Erwartungswerten (also z.B. von Varianzen) spricht, muss man aufpassen und in der Notation am besten das $\theta$ mitführen, also $\mathbb{E}_\theta(Y)$ für den Erwartungswert einer Zufallsvariable $Y : \mathcal{X} \to \mathbb{R}$, denn dieser hängt von $\theta$ ab. +::: + +:::{admonition} Definition +Ein statistisches Modell heißt **parametrisches Modell**, wenn die Parametermenge $\Theta$ eine Teilmenge eines $\mathbb{R}^d$ ist für ein $d \in \mathbb{N}$. Für $d=1$ sagt man auch **einparametriges Modell**. + +Wenn die Stichprobenmenge $\mathcal{X}$ diskret ist (höchstens abzählbar), und $\mathcal{F} = \mathcal{P}(X)$, nennt man das Modell **diskret** und in dem Fall haben alle $P_\theta$ eine Zähldichte $p_\theta$, d.h. $p_\theta(x) = P_\theta({x})$. + +Wenn die Stichprobenmenge $\mathcal{X}$ eine (Borel)-meßbare Teilmenge des $\mathbb{R}^n$ ist (z.B. eine offene Menge oder die Niveaumenge einer stetigen Funktion) und $\mathcal{F}$ eine Einschränkung der Borel-$\sigma$-Algebra von $\mathbb{R}^n$ ist, und außerdem jedes $P_\theta$ eine Dichtefunktion $f_\theta$ besitzt, dann heißt das statistische Modell ein **stetiges Modell**. + +Ein statistisches Modell, welches entweder diskret oder stetig ist, nennt man auch **Standardmodell**. +::: + +:::{admonition} Bemerkung +Den Stichprobenraum können wir uns in erster Näherung vorstellen wie die Menge der möglichen Ergebnisse bei Stichprobengröße $1$ (die Grundgesamtheit $\Omega$ lässt grüßen). Aber: man kann auch das mehrfache Wiederholen eines Experiments als eigentlich-ein-Experiment umetikettieren und eine Abfolge von Einzelergebnissen dann ein Ergebnis nennen, und so Stichprobengrößen größer $1$ modellieren. Zu jedem statistischen Modell lässt sich das **Produktmodell** konstruieren: + +$$ +(\mathcal{X}^N, \mathcal{F}^{\otimes N}, P_{\theta}^{\otimes N} : \theta \in \Theta). +$$ + +Die Projektionen $X_i \colon \mathcal{X}^N \to \mathcal{X}$ sind dann unabhängig identisch verteilte Zufallsvariablen bezüglich jeder Verteilung $P_\theta$. Die Notation $\mathcal{F}^{\otimes N}$ bezeichnet die offensichtliche Art, auf $\mathcal{X}^N$ eine $\sigma$-Algebra zu definieren (Sie dürfen das wie gewohnt ignorieren) und $P_\theta^{\otimes N}$ ordnet einem Ereignis in $\mathcal{X}^N$ von der Form $A_1 \times \cdots \times A_N$ das Produkt $\prod_{i=1}^N P_\theta(A_i)$ zu. Damit ist die $N$-fache Wiederholung modelliert. +::: + +:::{admonition} Beispiel +Wir modellieren einen Würfelwurf eines potentiell unfairen Würfels mit einem diskreten Modell: $\mathcal{X} = \{1,\dots,6\}$ und $\Theta = \Delta_6$, die Menge aller möglichen diskreten Verteilungen auf einer sechselementigen Menge (geschrieben als Wahrscheinlichkeitsvektoren in $\mathbb{R}^6$), und $P_\theta(k) = \theta_k$. Konkret für $\theta = (\theta_1,\dots,\theta_n)$ ist also die Wahrscheinlichkeit, eine $6$ zu werfen im Modell mit Parameter $\theta$ gegeben durch $P_\theta(6) = \theta_6$. +::: + +:::{admonition} Beispiel +Den zweifach wiederholten Würfelwurf modellieren wir also mit $\mathcal{X}^2$ (Ergebnisse sind Paare von Würfelaugen) und $\Theta = \Delta_6$ (denn der zweite Würfelwurf soll ja identisch verteilt modelliert werden wie der erste). Dabei ist $P_\theta^{\otimes 2}(5,6) = P_\theta(5)P_\theta(6) = \theta_5\theta_6$, wie man es von unabhängigen Ereignissen erwartet. +::: + +:::{admonition} Beispiel +Wir können auch modellieren, ob beim zweifachen Wurf ein Pasch gewürfelt wurde oder nicht - und somit $\mathcal{X} = \{\text{Pasch}, \text{Keinpasch}\}$ als Stichprobenraum betrachten. +Dabei können wir einfach den Parameterraum $\Theta = \Delta_6$ beibehalten, das ist ein mögliches statistisches Modell. +Wir sehen allerdings, dass $P_\theta^{\otimes}(k,k) = \theta_k^2$ ist, also ist $P_\theta(\text{Pasch}) = \sum_{k=1}^6 \theta_k^2$, +also genügt uns eigentlich der Parameter $s = \sum_{k=1}^6 \theta_k^2$ und wir könnten uns also einen kleineren Parameterraum vorstellen. +Dann stellt sich allerdings die Frage, welche Verteilung $P_s$ wir dem Parameter $s$ zuordnen wollen. Eine konkret sinnvolle Wahl ist dabei die Verteilung $\theta$ mit maximaler Entropie, also eine Verteilung möglichst nah an der Gleichverteilung. Das wird nicht eindeutig, weil Permutationen von $\{1,\dots,6\}$ den Parameter $s$ und die Entropie $H(\theta)$ nicht ändern. Will man trotzdem ein irgendwie kanonisches Modell wählen, kann man z.B. eine Anordnung auf den $\theta$ fordern, also $\theta_k \geq \theta_{k+1}$. +Wir sehen hier also: ein 'zu großer' Parameterraum ist manchmal das einfachere Modell. +::: + +:::{admonition} Beispiel +Stellen wir uns vor: Wir haben irgendwelche Daten $x$ in der Wildnis (lies: im WWW) gefunden, glauben nun, dass alle Instanzen $x_i$ Stichproben einer Zufallsvariablen $X$ mit Werten in $\Omega$ sind, +und modellieren also mit $\mathcal{X} = \Omega^n$. +Wenn wir merken, dass die Werte von $x$ irgendwelche `float`s sind, können wir uns das Histogramm anschauen. Vielleicht werden wir daraus nicht so schlau, und können nicht gut erkennen, ob es sich bei $X$ um eine auf $[-1,1]$ uniform verteilte Variable oder um eine Normalverteilung zentriert bei $0$ handelt oder gar um eine Exponentialverteilung. In der Realität könnte das z.B. der Fall sein, wenn $n$ sehr klein ist. Der Parameterraum wäre dann + +$$ +\Theta = \{\text{uni}\} \times \{0\} \cup \{\text{norm}\} \times \{\sigma > 0\} \cup \{\text{exp}\} \times \{\lambda > 0\}. +$$ + +Die erste Komponente von $\Theta$ ist die Art der Verteilung $\{\text{uni, norm, exp}\}$, die zweite dann ein möglicher Parameter. So ein Modell ist kein parametrisches Modell! Wir können aber auf unnatürliche Weise eins draus machen, indem wir die kategorielle Variable $\{\text{uni, norm, exp}\}$ als Zahlen $\{1,2,3\}$ kodieren, und damit $\Theta$ als Teilmenge von $\mathbb{R}^2$ darstellen. +::: + +:::{admonition} Beispiel +$\mathcal{X}=\mathbb{R}^nN$ mit $\Theta = \mathbb{R} \times \mathbb{R}_{> 0}$ und $P_{\theta}^{\otimes N} = P_{\mu,\sigma}^{\otimes N}$ eine $n$-variate Normalverteilung ist das Standardmodell einer Stichprobe der Größe $N$ einer $n$-dimensionalen Zufallsvariable, die multivariat Normalverteilt ist. +::: + +:::{admonition} Definition +Sei $(\mathcal{X}, P_\theta : \theta \in \Theta)$ ein statistisches Modell und $\Sigma$ ein weiterer Ereignisraum (d.h. eine Menge $\Sigma$ mit einer $\sigma$-Algebra darauf definiert). Dann heißt eine beliebige Zufallsvariable $S \colon \mathcal{X} \to \Sigma$ eine **Statistik** des statistischen Modells. +::: + +:::{admonition} Bemerkung +Wie auch beim Begriff der Zufallsvariablen selbst stellt sich die Frage, warum wir einen neuen Namen einführen, ist doch eine Statistik nichts anderes als eine Zufallsvariable, die wiederum nichts anderes ist als eine meßbare Abbildung, im diskreten Fall ist also Statistik = Zufallsvariable = Abbildung. +Wir haben bisher sehr deutlich gesehen, dass wir mit Zufallsvariablen anders umgehen als mit Abbildungen, die wir Abbildung nennen. Genau so verhält es sich mit einer Statistik: wir verwenden eine Zufallsvariable anders, wenn wir diesen Begriff verwenden. Es ist wie ein API-Wrapper um die gleiche Datenstruktur, damit man leichter ohne Verwechslungsgefahr verschiedene Dinge damit tun kann. Denken Sie nur einmal daran, dass `String`s und `float`s ja auch irgendwie nur ein API-Wrapper um bitstrings sind. Das klappt so gut, dass wir das gleich nochmal tun wollen! +::: + +## Schätzer + +:::{admonition} Definition +Sei $(\mathcal{X}, P_\theta : \theta \in \Theta)$ ein statistisches Modell und $\Sigma$ ein weiterer Ereignisraum. +Sei $\tau \colon \Theta \to \Sigma$ eine beliebige Abbildung, die jedem $\theta \in \Theta$ eine Kenngröße $\tau(\theta) \in \Sigma$ zuordnet. +Dann nennen wir jede Statistik $T \colon \mathcal{X} \to \Sigma$ einen **Schätzer** (auch **Punktschätzer**) für $\tau$. +::: + +:::{admonition} Bemerkung +Niemand hat gesagt, dass $T$ ein vernünftiger, guter Schätzer sein muss - tatsächlich muss $T$ erstmal nix mit $\tau$ zu tun haben außer dass Definitionsbereich und Wertebereich zum statistischen Modell bzw. $\tau$ passen müssen. Das gibt uns die Flexibilität, gute Schätzer und miserable Schätzer miteinander zu vergleichen. Als $\tau$ ist natürlich auch die Identität zulässig, also $\tau = id \colon \Theta \to \Theta$, $\tau(\theta)=\theta$ und die betrachteten Schätzer für $\tau$ sind dann Schätzer des Parameters $\theta \in \Theta$. +::: + +:::{admonition} Beispiel +Im Standardmodell einer univariaten Normalverteilung mit Stichprobengröße $N$ ist die Projektion $\Theta \to \mathbb{R}$ auf die erste Komponente, also den Erwartungswert $\mu$ eine Abbildung $\tau$, deren Schätzer uns interessieren. +Ein möglicher Schätzer ist die Statistik $N \colon \mathbb{R}^N \to \mathbb{R}$, die konstant $0$ ist (eine sehr konservative Schätzung). +Ein anderer möglicher Schätzer ist das arithmetische Mittel $\texttt{mean} \colon \mathbb{R}^N \to \mathbb{R}$, für den tatsächlich gilt, dass $\texttt{mean}(x)$ für große $N$ beliebig nah an $\mu(X)$ herankommt, wenn $X$ die gesampelte normalverteilte Zufallsvariable ist. +::: + +:::{admonition} Beispiel +In den meisten statistischen Modellen können wir die Abbildung $\sigma \colon \Theta \to \mathbb{R}_{\geq 0}$ betrachten, die einem Parameter $\theta$ die Standardabweichung $\sigma(P_\theta)$ der Verteilung $P_\theta$ zuordnet (es geht nur dann nicht, wenn das zweite Moment nicht existiert, also $\mathbb{V}(P_\theta)=\infty$ vorkommt). Dafür kennen wir die beiden Schätzer $\sigma,\ \sigma^\ast \colon \mathcal{X} \to \mathbb{R}_{\geq 0}$. +::: + +### Erwartungstreue + +:::{admonition} Definition +Ein Schätzer $T \colon \mathcal{X} \to \Sigma$ für $\tau \colon \Theta \to \Sigma$ heißt **erwartungstreu** wenn $\mathbb{E}_{\theta}( T ) = \tau(\theta)$ für alle $\theta \in \Theta$ gilt. Gilt das nicht, heißt der Schätzer **verzerrt** (biased) und die Differenz ist der **bias** $\mathbb{B}_\theta(T) := \mathbb{E}_{\theta}( T ) - \tau(\theta)$. + +Der **mittlere quadratische Fehler** des Schätzers zum zu schätzenden Wert ist + +$$ +\texttt{mse}(T,\theta) := \mathbb{E}_\theta\left ( (T-\tau(\theta))^2 \right ) = \mathbb{V}_\theta(T) + (\mathbb{B}_\theta(T))^2 +$$ + +Eine Folge von Schätzern $T_n \colon \mathcal{X}^n \to \Sigma$ für $\tau$ in $n$-fachen Produktmodellen heißt **konsistent** wenn für $n\to\infty$ +der Schätzer stochastisch gegen $\tau$ konvergiert: $\lim_{n\to\infty} T_n \xrightarrow{P_\theta} \tau(\theta)$. Stochastische Konvergenz (auch: Konvergenz in Wahrscheinlichkeit) heißt $\forall \epsilon > 0 : \lim_{n\to\infty} P(|T_n - \tau(\theta)| > \epsilon) = 0$. + +Die Folge $T_n$ heißt **asymptotisch erwartungstreu**, wenn $\lim_{n\to\infty} \mathbb{E}_{\theta}(T_n) = \tau(\theta)$. +::: + +:::{admonition} Beispiel +Im Standardmodell einer $N$-fach wiederholten univariaten Normalverteilung ist das Stichprobenmittel $\texttt{mean}$ ein erwartungstreuer Schätzer für den Parameter $\mu$. +::: + +:::{admonition} Beispiel +Für die Varianz ist der Schätzer $\sigma_N^2 = \frac{1}{N} \sum_{i=1}^N (X_i - \texttt{mean}(X_1))^2$ nicht erwartungstreu, denn $\mathbb{E}(s_N^2) = \frac{N-1}{N}\sigma^2(X)$. Der Bias ist also $-\frac{\sigma^2(X)}{n}$, was für $n\to\infty$ verschwindet. Damit ist der Schätzer asymptotisch erwartungstreu. + +Der 'korrigierte' Schätzer $\frac{N}{N-1} \sigma_N^2 = \frac{1}{N-1} \sum_{i=1}^N (X_i - \texttt{mean}(X_1))^2$ ist erwartungstreu. +::: + +:::{admonition} Definition +Ein zu einer zu schätzenden Funktion $\tau \colon \Theta \to \mathbb{R}$ erwartungstreuer Schätzer $S$ mit endlicher Varianz heißt **gleichmäßig bester erwartungstreuer Schätzer** für $\tau$, wenn für jeden weiteren erwartungstreuen Schätzer $T$ für $\tau$ mit endlicher Varianz für alle $\theta \in \Theta$ gilt: +$\mathbb{V}_\theta(S) \leq \mathbb{V}_\theta(T)$ +::: + +Ein solcher Schätzer hat also minimale Streuung um den zu schätzenden Wert unter allen erwartungstreuen Schätzern. + +**Ausblick** + +Im Allgemeinen ist es sehr schwer, gleichmäßig beste erwartungstreue Schätzer zu bestimmen (es gibt sie im Allgemeinen nicht). Ausblick: Die *Cramer-Rao-Ungleichung* für *reguläre* statistische Modelle liefert eine Abschätzung der Varianz eines Schätzers durch die *Fisher-Information* (eine Größe, die sich auch aus der relativen Entropie berechnen lässt) und erlaubt so, gleichmäßig beste Schätzer daran zu erkennen, dass sie diese Varianzschranke nicht überschreiten. Für Verteilungen aus einer sogenannten *Exponentialfamilie* (in gewissem Sinne eine gemeinsame Verallgemeinerung der Normalverteilung, Binomialverteilung, Gamma-Verteilung, etc.) lassen sich die gleichmäßig besten Schätzer damit direkt beschreiben. + + +### Maximum Likelihood + +:::{admonition} Definition +Gegeben ein statistisches Standardmodell $(\mathcal{X}, P_\theta : \theta \in \Theta)$ mit Dichte $f_\theta$ für $P_\theta$ heißt $\rho \colon \mathcal{X} \times \Theta \to \mathbb{R}_{\geq 0}$ mit $\rho(x, \theta) := L_x(\theta) := f_\theta(x)$ die **Likelihood-Funktion** und für festes $x$ heißt $L_x =\rho(x, \cdot) \colon \Theta \to \mathbb{R}_{\geq 0}$ die **Likelihood**-Funktion zum Beobachtungswert $x$. +::: + +Wenn wir also Daten $x$ gegeben haben, drückt die Likelihood-Funktion zu $x$ für jeden Parameter $\theta$ aus, wie die Wahrscheinlichkeitsdichte an der Stelle $x$ von $P_\theta$ ausfällt. Ist die Dichte groß, so ist $x$ eine Beobachtung, die unter dem Parameter $\theta$ wahrscheinlich ist. Ist die Dichte klein, so ist $x$ unter $\theta$ unwahrscheinlich. Zur Erinnerung: Wenn wir die Hypothese $H = ( \theta$ ist der wahre Parameter $)$ haben, und $D=x$ (für Daten) schreiben, so ist $P(D|H) = L_x(\theta) = f_\theta(x)$ die Likelihood (vgl. Abschnitt über den Satz von Bayes). + +:::{admonition} Definition +Ein Schätzer $T \colon \mathcal{X} \to \Theta$ für den Parameter $\theta$ heißt **Maximum-Likelihood-Schätzer** (maximum likelihood estimator, MLE), wenn für alle $x \in \mathcal{X}$ gilt: $\rho(x, T(x)) = \max_{\theta \in \Theta} \rho(x, \theta)$, also wenn $T(x)$ die Likelihood von $x$ maximiert, für alle $x$. Man schreibt auch $T(x) = argmax L_x$. +::: + +:::{admonition} Beispiel +Im $N$-fachen univariat normalverteilten Modell ist $x \mapsto (\texttt{mean}(x), \sigma(x))$ ein Maximum-Likelihood-Schätzer für den Parameter $(\mu(X), \sigma(X))$. Der Schätzer $\sigma^\ast$ ist hingegen kein Maximum-Likelihood-Schätzer für $\sigma(X)$. Also können sich Erwartungstreue und Maximum-Likelihood-Prinzip gegenseitig ausschließen. +::: + +:::{admonition} Bemerkung +Mit Hilfe der relativen Entropie lässt sich beweisen, dass unter schwachen Voraussetzungen ($\Theta$ ein Intervall, $P_\theta$ paarweise verschieden und eine etwas technische Bedingung) eine Folge von Maximum-Likelihood-Schätzern stets konsistent ist. + +Das bedeutet: Schätzt man eine Verteilung so, dass die Wahrscheinlichkeit der Beobachtung unter der geschätzten Verteilung maximal ist (Maximum-Likelihood-Prinzip), so konvergiert der Schätzwert stochastisch gegen die tatsächliche Verteilung (mit wachsender Stichprobengröße). +::: + +:::{admonition} Bemerkung +Wir sind also für eine Familie von Verteilungen $P_\theta$ mit Dichten $f_\theta$ daran interessiert, die Likelihood $f_\theta(x)$ einer Beobachtung $x$ in $\theta$ zu maximieren. Um Funktionen zu maximieren, betrachten wir gern die Ableitung (dazu sollte $f$ in $\theta$ differenzierbar sein). Schon am Beispiel der univariaten Normalverteilungsdichte $\phi_{\mu,\sigma}$ sehen wir, dass die Ableitung $\frac{d}{d\mu} \phi_{\mu,\sigma}(x) =\frac{(x-\mu)}{\sigma^2} \phi_{\mu,\sigma}(x)$ bei $x=\mu$ verschwindet. +Im Allgemeinen ist die Likelihood allerdings schwerer zu berechnen (man betrachte ein $n$-faches Produktmodell!) und man kann sich mit einem einfachen Trick behelfen: +::: + +**Trick** + +Anstatt die Likelihood von $x$ über alle möglichen $\theta$ zu maximieren, kann man auch den Logarithmus der Likelihood bilden, die sogenannte **log-Likelihood** $\log \rho(x,\theta)$ und diese maximieren. Wegen der Konkavität des Logarithmus ist ein Maximum der log-Likelihood auch ein Maximum der Likelihood. + +Wenn z.B. $\rho$ die Form $e^{A}e^{B}$ hat (etwa bei einem $2$-fachen Produktmodell), hat $\log\rho$ die Form $A+B$ und Ableitungen gleich $0$ setzen wird deutlich einfacher. Auch mit diesem Trick lässt sich aber im Allgemeinen keine analytische geschlossene Lösung finden - also kann die Informatik mit Approximations-Algorithmen glänzen, wie z.B. den *Expectation Maximization Algorithmus*, den wir später in der Vorlesung noch behandeln. + +:::{admonition} Proposition +Wenn $\theta_0$ der 'wahre' Parameter für $X$ ist (mit dem $x$ gesampelt wurde), so konvergiert der Maximum-Likelihood-Schätzwert $\hat{\theta}$ für eine Stichprobe der Größe $n$ gegen den Wert $\theta$, für den die relative Entropie zwischen $P_{\theta_0}$ und $P_{\theta}$ minimiert wird (wenn das Modell gut aufgesetzt ist, ist dieses Minimum genau $0$). Um das einzusehen, benutzt man den zuvor erwähnten Trick und das Gesetz der großen Zahlen und den Zusammenhang, dass der Erwartungswert der log-Likelihood gleich der negativen Kreuzentropie $-H(x;P_{\theta_0})$ ist. +::: + +:::{admonition} Beispiel +Angenommen, wir betrachten Server-Logfiles einer Web-Anwendung, insbesondere die Zeitstempel. Daraus können wir die konsekutiven Abstände berechnen, also die Wartezeit zwischen zwei Aufrufen. Wir möchten gerne wissen, mit welcher Wartezeit wir im Mittel rechnen können (um zusammen mit der durchschnittlichen Laufzeit eines Aufrufs zu einer Einschätzung zu kommen, welche Last wir erwarten können). Die Wartezeiten sind exponentialverteilt mit Parameter $\lambda > 0$, den wir schätzen wollen. zur Erinnerung: Die Dichte einer Exponentialverteilung ist $f(x) = \lambda e^{-\lambda x}$ und der Erwartungswert ist $\frac{1}{\lambda}$. + +Die Likelihood für eine Stichprobe der Größe $N$ ist $L_x(\lambda) = \prod_{i=1}^N \lambda e^{-\lambda x_i}$ und die log-Likelihood ist demnach + +$$ +l_x(\lambda) := \log L_x(\lambda) = \left( \sum_{i=1}^N \log\lambda - \lambda x_i\right) = n \left( \log\lambda - \lambda \texttt{mean}(x) \right). +$$ + +Die Ableitung nach $\lambda$ ist einfach $\frac{n}{\lambda} - n \texttt{mean}(x)$, eine Nullstelle liegt bei $\hat{\lambda} = \frac{1}{\texttt{mean}(x)}$. Die zweite Ableitung von $l_x$ ist $-\frac{n}{\lambda^2}$, was bei $\hat{\lambda}$ den Wert $-n{\texttt{mean}(x)}^2 < 0$ annimmt, also ist $\hat{\lambda}$ ein Maximum und wir haben den Maximum-Likelihood-Schätzer bestimmt. + +Wir rechnen also mit einer mittleren Wartezeit zwischen den Server-Aufrufen von $\texttt{mean}(x)$, wenn $x$ die beobachteten Wartezeiten sind. +::: + +:::{admonition} Beispiel +Der k-Means-Algorithmus kann als Schätzer interpretiert werden: +das statistische Modell ist $\mathcal{X} = \mathbb{R}^{nN}$, wenn $n$ die Dimension der Daten ist (also bei $4$ reellen Variablen, etwa im Iris-Datensatz, $n=4$) und $N$ die Stichprobengröße (bei Iris ist $N=150$). + +Der Parameterraum ist $\mathbb{R}^{nk}$ und die Verteilung zu einem Parameter $\theta = (c_1,\dots,c_k) \in \mathbb{R}^{nk}$ (mit $c_i \in \mathbb{R}^n$) ist ein gemischtes Modell aus multivariaten Normalverteilungen mit Erwartungswert $c_i$ und der $n\times n$-Einheitsmatrix als Kovarianzmatrix. + +Die 'perfekte' k-Means-Lösung, also die Zentroide $(c_1,\dots,c_k)$, die der k-Means-Algorithmus versucht, zu bestimmen, sind diejenigen, für die die Summe der euklidischen Abstände eines jeden Punktes $x_i$ eines Samples $x \in \mathcal{X}$ minimal sind. Das sind genau die Zentroide, für die die Likelihood der Daten unter der entsprechenden gemischten Verteilung maximal wird. +::: + +Das führt uns auf eine offensichtliche Verallgemeinerung des k-Means-Verfahrens: wir könnten kompliziertere Kovarianzmatrizen erlauben, und damit die Likelihood weiter vergrößern. Das auftretende Problem ist dann allerdings, dass sich auch für die log-Likelihood keine geschlossene Form bestimmen lässt, und man sich einen neuen Algorithmus zur Schätzung überlegen muss! -- GitLab