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+{
+ "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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\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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\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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\n",
+      "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))"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/images/pca-variation.gif b/images/pca-variation.gif
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diff --git a/kmeans.ipynb b/kmeans.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..96803bc6430f60b3b0d1df4aca615e4e1073788a
--- /dev/null
+++ b/kmeans.ipynb
@@ -0,0 +1,1812 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# k-Means"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "k-Means ist ein unsupervised learning Verfahren um einen Datensatz in $k$ Cluster einzuteilen. Je nach Datenform kann k-Means bereits ausreichen für eine Klassifikation / einen Prädiktor, oder aber als Ausgangsbasis für komplexere Algorithmen dienen. Das $k$ ist die Anzahl der Cluster, die vorher festgelegt werden muss. Es gibt Heuristiken, das 'optimale' $k$ zu bestimmen. Eine dieser Heuristiken ist, mit $k=2$ anfangend Plots der Cluster zu betrachten, bis man zufrieden ist."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Zunächst gehen wir in Pseudocode die Idee durch, am Beispiel der ersten zwei Spalten Iris-Daten in $\\mathbb{R}^n$ mit $n=2$:\n",
+    "1. Wir legen ein $k$ fest, die Anzahl an Clustern. Im Beispiel Iris: 3\n",
+    "2. Wir legen $k$ verschiedene Punkte $c_1,\\dots,c_k \\in \\mathbb{R}^n$ fest, die 'Zentroide'. Es ist möglich, sich auf Punkte aus dem Datensatz zu beschränken und diese Wahl einfach gleichverteilt zufällig zu treffen.\n",
+    "3. Zu jedem weiteren Punkt $x \\in \\mathbb{R}^n$ berechnen wir, welches Zentroid $c_i$ den geringsten Abstand hat und ordnen $x$ der Gruppe $i$ zu.\n",
+    "4. Dann updaten wir das $i$-te Zentroid als Mittelwert aller Punkte aus der Gruppe $i$. Wenn sich dabei nichts (bzw. wenig genug) ändert, sind wir fertig.\n",
+    "\n",
+    "## Eine k-Means Iteration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "np.random.seed(2222)\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn import datasets\n",
+    "\n",
+    "iris = datasets.load_iris()\n",
+    "# permute the data to make it look less sorted by class already:\n",
+    "permutation = np.random.permutation(np.arange(len(iris.data)))\n",
+    "x = iris.data[permutation]\n",
+    "classes = iris.target[permutation]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 600x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "k = 3\n",
+    "demodata = x[:, 2:4] # petal length, petal width\n",
+    "random_indices = np.random.choice(len(demodata), k)\n",
+    "initial_cs = demodata[random_indices]\n",
+    "cs = np.copy(initial_cs)\n",
+    "\n",
+    "def plotinit(the_data):\n",
+    "    fig, ax = plt.subplots(figsize=(6,6))\n",
+    "    ax.set_xlim(np.min(the_data[:,0])-0.2, np.max(the_data[:,0])+0.2)\n",
+    "    ax.set_ylim(np.min(the_data[:,1])-0.2, np.max(the_data[:,1])+0.2)\n",
+    "    ax.set_xlabel(\"Petal length\")\n",
+    "    ax.set_ylabel(\"Petal width\")\n",
+    "    return fig, ax\n",
+    "\n",
+    "fig, ax = plotinit(demodata)\n",
+    "ax.scatter(demodata[:,0], demodata[:,1],\n",
+    "           c=classes, vmax=k-1,\n",
+    "           alpha=0.4, s=10)\n",
+    "ax.plot(cs[:,0], cs[:,1],\n",
+    "        'P', c='black', markersize=10)\n",
+    "fig.suptitle(\"Zufällige Wahl der Zentroide\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 600x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Wir legen die von k-means geratene Klasse in eine neue Spalte ab:\n",
+    "point_classification = np.full(len(demodata), -1.0)\n",
+    "\n",
+    "# Wir merken uns die Geschichte der Zentroide zum Plotten:\n",
+    "cs_history = np.full((len(demodata),k,len(demodata[0])), -1.0)\n",
+    "\n",
+    "# Punkt für Punkt wird klassifiziert:\n",
+    "for i, point in enumerate(demodata):\n",
+    "    # Nächstes Zentroid bestimmen:\n",
+    "    distances = [np.linalg.norm(centroid - point) \n",
+    "                 for centroid in cs]\n",
+    "    pointclass = np.argmin(distances)\n",
+    "    point_classification[i] = pointclass\n",
+    "    # Im ersten Durchlauf werden wir sofort,\n",
+    "    # nicht erst nach dem Durchlauf, das\n",
+    "    # Zentroid neu berechnen:\n",
+    "    cs_history[i] = cs\n",
+    "    cs[pointclass,:] = np.mean(demodata[point_classification == pointclass],\n",
+    "                              axis=0)\n",
+    "\n",
+    "# Ergebnisse betrachten:\n",
+    "fig, ax = plotinit(demodata)\n",
+    "ax.scatter(demodata[:,0], demodata[:,1],\n",
+    "           c=point_classification, vmax=k-1,\n",
+    "           alpha=0.4, s=10)\n",
+    "ax.plot(initial_cs[:,0], initial_cs[:,1],\n",
+    "        'P', c='black', markersize=10, alpha=0.4)\n",
+    "ax.plot(cs[:,0], cs[:,1],\n",
+    "        '+', c='black', markersize=20)\n",
+    "fig.suptitle(\"Zentroide und Cluster nach Durchführung von 3-means\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Klassenbezeichnungen sind permutiert,\n",
+    "# Zur besseren Visualisierung 'reparieren' wir das,\n",
+    "# dann passen die Farben mit den ursprünglichen Klassen zusammen:\n",
+    "point_classification[point_classification == 0] = 3\n",
+    "point_classification[point_classification == 1] = 0\n",
+    "point_classification[point_classification == 3] = 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Wie der Algorithmus iterativ die Punkte clustert, kann man sich auch in Ruhe anschauen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "AAAAAExhdmY1OC40NS4xMDA=\n",
+       "\">\n",
+       "  Your browser does not support the video tag.\n",
+       "</video>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.animation as animation\n",
+    "from IPython import display as ipydisplay\n",
+    "\n",
+    "fig, ax = plotinit(demodata)\n",
+    "fig.set_size_inches(9, 9)\n",
+    "\n",
+    "def init():\n",
+    "    ax.scatter(demodata[:,0], demodata[:,1],\n",
+    "           c=classes, vmax=k-1, alpha=0.2, s=200)\n",
+    "    \n",
+    "def update(i):\n",
+    "    ax.clear()\n",
+    "    init()\n",
+    "    ax.scatter(demodata[:i+1,0], demodata[:i+1,1],\n",
+    "               vmax=k-1,\n",
+    "               c=point_classification[:i+1],\n",
+    "               marker='s', s=50)\n",
+    "    ax.plot(cs_history[i,:,0], cs_history[i,:,1],\n",
+    "        '+', c='black', markersize=30)\n",
+    "\n",
+    "ani = animation.FuncAnimation(fig, update,\n",
+    "                              frames=len(demodata), interval=100,\n",
+    "                              init_func=init)\n",
+    "video = ani.to_html5_video()\n",
+    "html = ipydisplay.HTML(video)\n",
+    "ipydisplay.display(html)\n",
+    "plt.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!-- [kmeans-in-action.mp4](kmeans-in-action.mp4) -->\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Man sieht hier, dass wir das Verfahren erneut durchführen können, mit den neuen Zentroiden als Startzentroide, und dabei ein besseres Clustering bekommen. Wenn sich bei wiederholter Durchführung die Cluster (also auch die Zentroide) nicht mehr ändern, spricht man von *Konvergenz*.\n",
+    "Bessere Cluster bekommt man natürlich, wenn man den vollen Datensatz verwendet (also nicht nur 2 Spalten). Wir wollen nun eine Methode implementieren, die einen k-Means-Durchlauf auf einem beliebigen Datensatz durchführt mit vorgegebenen Initialzentroiden. Dabei können wir gleich die vorherige Implementierung durch eine vektorisierte ersetzen:\n",
+    "\n",
+    "## Vektorisierte k-Means-Implementierung"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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xzXnnnWckmYqKCmOMMXfddZdp7V//E088sc/vRqTnyV/96ldGkpk9e3bEfWv6Ox86dGiL49X0fLFy5crmZU017d69u8W2vv37u3ddez9fNNU+efLkFsf2Rz/6kXE6nS3+3iLtU2vP6ZHqaKr3239vF1xwQYvngSVLlhhJ5rbbbmvRbvr06RH3bW+PPPLIPsfKGGOGDRtmTj311Obv2/t/qyPnpC0zZswwkowk43A4zMUXX9zif0xbJBmv19vi96xpP3NyckxlZWXz8jvvvLPF72Q4HDaDBg0yU6ZMaXGea2trTX5+vjnttNNaLPu2+fPn7/M33t7fnVdffdVIMl988UW79hOHLobqoUs899xzevzxx/W9731PV1555T4/f+mll5SSkqLTTjtNJSUlzY8xY8YoMTFxn2Eww4YN00knndT8fWZmpgYPHqxNmza1u6b8/HxNmTKlxbJ///vfOu6443TiiSc2L0tMTNQNN9ygLVu2aM2aNa1uq7CwUMuXL9dVV12llJSU5uWnnXaahg0bdkD7eqAuvfRSpaWlNX/fdNyajlVHam9NZWWlJCkpKSmaZbcqNTVV27dvb3WooZ3Zs2crHA5r2rRpLY57Tk6OBg0atM9x93q9uvrqq9u17dLS0hbHuEl2drZWrFihG2+8UeXl5Xr44Yf1ne98R1lZWfrNb34jY0yL9i6XSzNmzGj+3uPxaMaMGSouLtaSJUskNQ6Nabo3KhwOq6ysrPkqztKlSzt0TJp09NgkJia2uKfG4/HouOOOs/37q6urk6R9rjZLjZM5NP08mtLS0lRXV7fPEKrWtGe/2nv8X3nlFVmWtc/VAkn7DJWbPHmyBgwY0Pz9kUceqeTk5A49n7W1T5JUVVW1X+u39jz5yiuv6Kijjmr1Cvy39+3qq69ucS/ft59/oumGG25o0f9JJ52kUCikrVu3tmjX2j7tj2/f03jSSSeptLS0+TmxabjlD37wgxbtbrnllnZt/8ILL5TL5WpxxWzVqlVas2ZNiys8Hf2/daDn5LbbbtMHH3ygp556SlOnTlUoFJLf72/XupI0adKkFsPKmyaJuuiii1r8H2la3lTX8uXLtX79en3nO99RaWlp8/NUTU2NJk2apE8//VThcFiSWtyzFggEVFpaqoEDByo1NbXV50m7352mK+5vvfWWAoFAu/cVhx6CEzrd+vXrdeONN+qII47Qgw8+GLFNRUWFsrKylJmZ2eJRXV3dfPNwkz59+uyzjbS0tHbdI9QkPz9/n2Vbt25tddhG0xC/b/8D3ns9SRo0aNA+P/v29jq6rwfq28eq6QV+07HqSO2tabpXZX9fmHXEHXfcocTERB133HEaNGiQbrrppnYPw1q/fr2MMRo0aNA+x/2rr77a57j36tWrQ5M3fDsENcnNzdVDDz2kwsJCrVu3Tn/961+VmZmpX/3qV83TLDfp2bOnEhISWiw74ogjJKnF2PynnnpKRx55pHw+n3r06KHMzEy9/fbbqqioaHe9e+vosendu/c+L5Db8/fX9GKmtc9W6qwb9JvOS3tm1WvvfrXn+G/cuFE9e/ZUenq6bb/ReD6LpGma9/19Y6O158mNGzfaTszRxO75J5ra21dr+9QZ/W3dulUOh2Of/r49c2AkGRkZmjRpUot7/1544QW5XC5deOGFzcs6+n/rQM/JkCFDNHnyZF155ZV66623VF1drXPOOaf5b62iokJFRUXNj7Kysjb7b3rDLi8vr9XlTXWtX79eknTVVVft8zz12GOPqaGhoflvsK6uTr/61a+Ul5cnr9erjIwMZWZmas+ePa0+T9odk4kTJ+qiiy7S3XffrYyMDJ133nl64oknuv3nxCH6uMcJnaqhoUGXXnqp/H6/nn/++YhTL4fDYWVlZenZZ59t9eff/tyOSPfSRHrx2ppYzaLU0X39NsuyWt3PUCjUavtoHKu2DBkyRFLj/Svnn3/+fm0j0ovaUCjUov6hQ4dq3bp1euutt/Tuu+/qlVde0YMPPqhf/epXrd5EvbdwOCzLsvTOO++0eky+/bvZkd+PHj162L7osCxLRxxxhI444gidddZZGjRokJ599lldd9117e5HapzAYfr06Tr//PN1++23KysrS06nU7NmzdLGjRs7tK0mHT02+/s7lZubK6nxKue3FRYWqmfPnu0tud3Ky8sVHx/frvPZnv3qjOPfmX+jq1atUlZWVvMbHG39rbXmQJ8nO2PfDvS5rrV96uhx6Uh/B+Kyyy7T1VdfreXLl2vUqFF68cUXNWnSpBb3kXVUtOu++OKLNWPGDH399dcaPHiwfvjDH+qpp55q/vnEiRNbfOB5pP7t6mq6mvTHP/4x4r2cTc9Vt9xyi5544gnddtttGjdunFJSUmRZli677LLm7XSk76YPc16wYIHefPNNvffee7rmmmt07733asGCBV36sRKILYITOtVPfvITLVu2TH/5y1/2uXF+bwMGDNCHH36oE044IWqBZn8+t6Vv375at27dPsvXrl3b/PNI60n/fUdsb9/e3oHua1paWqtDKiJdDbPTkdpbc+KJJyotLU3/+te/9POf/3y/JohIS0trdVamrVu3qn///i2WJSQk6NJLL20O5BdeeKHuuece3XnnnfL5fBHP+4ABA2SMUX5+fvNVnGgZMmSInn32WVVUVLQY7hhJ//79lZaWtk+A2Llzp2pqalpcdfr6668lqXloy8svv6z+/ftr9uzZLfa1tSFh3xaLY7O3ESNGyOVyafHixZo2bVrzcr/fr+XLl7dYFi2bN2+O6mf/tPf4DxgwQO+9957KysraddWpM8yfP18bN25sMfyw6Z30PXv2tJjwoyPPHwMGDNCqVauiVmckrT0v+P3+VoN3NPqStE9/+/u8KjU+t4bDYW3evLnFFf2OzGB3/vnna8aMGc3D9b7++mvdeeed+/SzP/+3oqVpiG3TlZyf/vSnrf7OHaim4azJycn7zGD6bS+//LKuuuoq3Xvvvc3L6uvrD/jDv8eOHauxY8fqnnvu0XPPPafvfve7ev755zv8BhgOXgzVQ6d59dVX9be//U3nnnuubr311jbbTps2TaFQSL/5zW/2+VkwGNyvJ7umF58dWffMM8/UokWLNH/+/OZlNTU1evTRR9WvX7+I9/zk5uZq1KhReuqpp1oMA/jggw/2GV9+oPs6YMAArV27tsVUqStWrGj3kLUDqb018fHxuuOOO/TVV1/pjjvuaPVdy2eeeUaLFi2KuI0BAwZowYIFLcbJv/XWW/tMhf3tDzz1eDwaNmyYjDHN484jnfcLL7xQTqdTd9999z41GmPa/DBVO+PGjZMxpvk+pCYLFy5UTU3NPu0XLVqk0tLSfYbXBIPB5umepcYXiY888ogyMzM1ZswYSf99Z3TvfVi4cGGL39lIYnFs9paSkqLJkyfrmWeeaTG08+mnn1Z1dXXzLGHRtHTp0qh+8HJ7j/9FF10kY0yrV0KjeUUikq1bt2r69OnyeDzN09BL/33x+emnnzYvq6mpaXGFwM5FF12kFStWtPqRBdHctwEDBrSoU5IeffTRNq8C7a/k5GRlZGTs01+k4eXt0XQf1be38cADD7R7G6mpqZoyZYpefPFFPf/88/J4PPtc2d/f/1sd1dow8kAgoH/+85+Ki4tr7mfYsGGaPHly86PpuetAjRkzRgMGDNCf/vSn5iGoe9v7f6LT6dznd/GBBx7Y79+d8vLyfbbXdNWL4XqHF644oVMUFhbq2muvldPp1KRJk/TMM8+02m7AgAEaN26cJk6cqBkzZmjWrFlavny5Tj/9dLndbq1fv14vvfSS/vKXv+jiiy/uUA2jRo2S0+nU73//e1VUVMjr9erUU09VVlZWxHV+9rOf6V//+pemTp2qW2+9Venp6Xrqqae0efNmvfLKK21+fsysWbN01lln6cQTT9Q111yjsrKy5s8c2vtJ/kD39ZprrtF9992nKVOm6Nprr1VxcbEefvhhDR8+vPmm5I5qb+2R3H777Vq9erXuvfdezZkzRxdffLFycnJUVFSk1157TYsWLdLnn38ecf3rrrtOL7/8ss444wxNmzZNGzdu1DPPPNPihnlJOv3005WTk6MTTjhB2dnZ+uqrr/S3v/1NZ511VvM9HE3/pH/xi1/osssuk9vt1jnnnKMBAwbot7/9re68805t2bJF559/vpKSkrR582a9+uqruuGGG/STn/xkv47fiSeeqB49eujDDz9s8UGrTz/9tJ599lldcMEFGjNmjDwej7766is9/vjj8vl8+3w2VM+ePfX73/9eW7Zs0RFHHKEXXnhBy5cv16OPPto8dfzZZ5+t2bNn64ILLtBZZ52lzZs36+GHH9awYcNsz1Usjs233XPPPRo/frwmTpyoG264Qdu3b9e9996r008/XWeccUaLtpZl7TPM59NPP21+cbt7927V1NTot7/9rSRpwoQJmjBhQnPbJUuWqKysTOedd15Uapfaf/xPOeUUfe9739Nf//pXrV+/XmeccYbC4bDmzp2rU045RTfffHPUalq6dKmeeeYZhcNh7dmzR1988UXz5BRPP/10i+m9Tz/9dPXp00fXXnutbr/9djmdTj3++OPKzMzUtm3b2tXf7bffrpdfflmXXHKJrrnmGo0ZM0ZlZWV644039PDDD0flw3alxueFG2+8URdddJFOO+00rVixQu+9994BDVOz6+93v/udrrvuOh1zzDH69NNPm6/47o8xY8booosu0v3336/S0tLm6cibttneURGXXnqprrjiCj344IOaMmXKPh8UfCD/tzpixowZqqys1IQJE9SrVy8VFRXp2Wef1dq1a3Xvvfd2+nA1h8Ohxx57TFOnTtXw4cN19dVXq1evXtqxY4fmzJmj5ORkvfnmm5Ia/06ffvpppaSkaNiwYZo/f74+/PDD/Z7e/6mnntKDDz6oCy64QAMGDFBVVZX+/ve/Kzk5eZ8PBcYhrrOn7cPhqWnaU7vHt6egfvTRR82YMWNMXFycSUpKMiNHjjQ//elPzc6dO5vb9O3b15x11ln79NnaNN1///vfTf/+/Y3T6WwxBXakbRhjzMaNG83FF19sUlNTjc/nM8cdd5x56623WrSJNHXtK6+8YoYOHWq8Xq8ZNmyYmT179j7ThHdkXyN55plnTP/+/Y3H4zGjRo0y7733XsTpyFubqlitTIXbkdojefnll83pp59u0tPTjcvlMrm5uebSSy81H3/8cXOb1qYjN8aYe++91/Tq1ct4vV5zwgknmMWLF+9zTh955BEzYcIE06NHD+P1es2AAQPM7bff3jzVcpPf/OY3plevXsbhcOwzxfIrr7xiTjzxRJOQkGASEhLMkCFDzE033WTWrVvX3GbixIm2055/26233moGDhzYYtmXX35pbr/9dnP00Ue3OCaXXHKJWbp0aYu2TX0uXrzYjBs3zvh8PtO3b1/zt7/9rUW7cDhs/u///s/07dvXeL1eM3r0aPPWW2+1eq5aO8+ddWw68rsyd+5cM378eOPz+UxmZqa56aabWkxDbEzjdMqSzGWXXdZiedNU0K09vr2vd9xxh+nTp0+LaYYjae9+deT4B4NB88c//tEMGTLEeDwek5mZaaZOnWqWLFnS3EaSuemmm/bpN9IU/Xtr+htverhcLpOenm6OP/54c+edd5qtW7e2ut6SJUvM8ccfbzwej+nTp4+57777Ik5HHul5srS01Nx8882mV69exuPxmN69e5urrrrKlJSUGGP++3f+0ksvtVrz3s+dkaYjD4VC5o477jAZGRkmPj7eTJkyxWzYsCHidOTfnio60kcfRNqn2tpac+2115qUlBSTlJRkpk2bZoqLiyNOR/7tels7hjU1Neamm24y6enpJjEx0Zx//vlm3bp1RpL53e9+12od31ZZWWni4uKMJPPMM8+02qY9/7c6ck5a869//ctMnjzZZGdnG5fLZdLS0szkyZPN66+/3q79MKb13/dI/6si1bts2TJz4YUXNv8f6Nu3r5k2bZr5z3/+09ymvLzcXH311SYjI8MkJiaaKVOmmLVr1+73787SpUvN5Zdfbvr06WO8Xq/JysoyZ599tlm8eHG79x2HBsuYLhgzAACHuE2bNmnIkCF65513NGnSpA6vf/LJJ6ukpKRL7h05GPz73//W2WefrRUrVmjkyJEdXr+hoUH9+vXTz372M/3whz/shAqB/bN8+XKNHj1azzzzjL773e/GuhwAHcA9TgAQBf3799e1116r3/3ud7Eu5ZAwZ84cXXbZZfsVmiTpiSeekNvt3uezdoCu1Npnk91///1yOBwthpUCODhwxQkAugGuOAGHnrvvvltLlizRKaecIpfLpXfeeUfvvPOObrjhhhYTwQA4ODA5BAAAQCcYP368PvjgA/3mN79RdXW1+vTpo5kzZ+oXv/hFrEsDsB+44gQAAAAANrjHCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwIYr1gV0tXA4rJ07dyopKUmWZcW6HAAAAAAxYoxRVVWVevbsKYej7WtKh11w2rlzp/Ly8mJdBgAAAIBuoqCgQL17926zzWEXnJKSkiQ1Hpzk5OQYVwMAAAAgViorK5WXl9ecEdpy2AWnpuF5ycnJBCcAAAAA7bqFh8khAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbMQ0OM2aNUvHHnuskpKSlJWVpfPPP1/r1q1rc50nn3xSlmW1ePh8vi6qGAAAAG0xpk4mXBPrMlow4RoZU9f+9sYvE66WMeFOrAoHG1csO//kk09000036dhjj1UwGNTPf/5znX766VqzZo0SEhIirpecnNwiYFmW1RXlAgAAIAJjgjINn0nBLxu/dw6S5TtFluWNYU0NMvUfS6GvG793jZTlPVGWFfklsPGvkPF/LpmA5MyVfKfJcqR2TcHo1mIanN59990W3z/55JPKysrSkiVLNGHChIjrWZalnJyczi4PAAAA7RX4UmqYKzlSJcshBRbJWPGyfJFf03U207BICiyUHBmSMVLDPMmRJHnGtN4+uEWm/oPG+q0EKbhGpt6S4i7ijXp0r3ucKioqJEnp6elttquurlbfvn2Vl5en8847T6tXr47YtqGhQZWVlS0eAAAAiC4T2iFZLlnODFmOdMlKlELbYltUeJtkJchypMty9pAsl0ywoI32uyXVyXL2lOVIkRzZUrhQMrVdVjK6r24TnMLhsG677TadcMIJGjFiRMR2gwcP1uOPP67XX39dzzzzjMLhsMaPH6/t27e32n7WrFlKSUlpfuTl5XXWLgAAABy+rHjJ+GVMuPHeIFPbeNUmpjUlSeHavWryS47ENtp7JVkyxt/4vamR5JUsd1dUi27OMsaYWBchSd///vf1zjvvaN68eerdu3e71wsEAho6dKguv/xy/eY3v9nn5w0NDWpoaGj+vrKyUnl5eaqoqFBycnJUagcAADjcmVCJTN3rUniHZCzJmSHLd44sV/tf10W/pp0ydW9IoWLJkuToKSvuPFnOzNbbmzqZujelwNeN7a14Wb7TZLlHdmnd6DqVlZVKSUlpVzaI6T1OTW6++Wa99dZb+vTTTzsUmiTJ7XZr9OjR2rBhQ6s/93q98npjd1MiAADA4cByZkjxF0nBLZKM5OwdMaB0XU09pbiLpVCBJEty9ZXlSIvc3oqT4s6R3Bu+uTqVKcvVp+sKRrcW0+BkjNEtt9yiV199VR9//LHy8/M7vI1QKKSVK1fqzDPP7IQKAQAA0F6WI1XyjIp1GS1YzgzJmdH+9lacxBUmtCKmwemmm27Sc889p9dff11JSUkqKiqSJKWkpCguLk6SdOWVV6pXr16aNWuWJOnXv/61xo4dq4EDB2rPnj364x//qK1bt+q6666L2X4AAAAAOLTFNDg99NBDkqSTTz65xfInnnhC06dPlyRt27ZNDsd/57AoLy/X9ddfr6KiIqWlpWnMmDH6/PPPNWzYsK4qGwAAAMBhpttMDtFVOnIDGAAAAIBDV0eyQbeZjhwAAAAAuiuCEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA1XrAsAAADo7ky4Wgp+LRm/5MyS5eof65K6RLj+Eym4UbLiJO+pcriyY10SEDMEJwAAgDaYcLVM3etSaKMkS1Kc5DtNlueoWJfWqcK1L0u1L0iql4wk/0KFk+4kPOGwxVA9AACAtgQ3SKFNkjNflmuQZDlk/PNlTCDWlXWacLhWqv+3JIfkGiw58xuvPPk/iXVpQMwQnAAAANrUGJAsy934rRX3zbJgzCrqfPWS/JIjrvFbh6fxYpupj2VRQEwxVA8AAKAtjmzJSpAJbZeseCm0W/KMkuSLdWWdKFVy9pf8Sxu/DddKipdcR8SyKCCmuOIEAADQBsvVR5ZvimSlSjKSZ7Qs7yRZlhXr0jqNw+GQEn4geY6RFJYcKVLCd+Xwjo11aUDMcMUJAADAhuUeLrmGSArKsryxLqdLOFw5UspMhcOVknxyODyxLgmIKYITAABAO1iWU5Iz1mV0OYcjOdYlAN0CQ/UAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAoB2M8cuEq2VMuJ3tg9+0D7azvfmmfX0Haqr/Zh3T7nU6mzF1MuGaTtx++Jt99ndiHx071+gcXXGuO8IV6wIAAAC6O+NfLuP/XDJBydlL8k2S5UiN3D60Q6b+P1K4XLKSJN8pslz5kduHa2Qa/iMFt0iWU8Y9RpbnOFlW6+9xGxOW8S+SAkskE5Jc/STvJFmOhAPb0QNgTFCm4TMp+GXj985BsnynyLK80esjVCJT/4EU3i1ZPsl7kiz30KhtX5KMf8U35zogOXMl32ltnmt0DhMqlWn4QAoVf3OuT5TlHhbTmrjiBAAA0AYT3CxT/6FkGiTLKwVXydT/J+JVHhOukal7TwoVSFacFN4lU/+uTLg8ch8NcyX/csnyNAahhjlScG3kooJrG9uYUOM6/mUyDfMOcE8PUOBLqWGuZCxJTimwSKZhYdQ2b0xApv49Kbih8YV0uEKm/j2ZUFH0+ghuaQxmpu6bc71Gpv7DbnVF73BgTFCm/n0psL7xPJjKb871zpjWRXACAABoS7hEUp0sZ64sR4rkyJbCOyVFGFIXLm+8IuLMk+VIlpx9pXBp46MVxoSl0BbJkSbLkSrLmSUpJBPaHbGkxp+FZDmzGq+GONKl0OaYDi0zoR2S5ZLlzJDlSJesRCm0LYodVEnhXZIzV5YjWZYrTzLVUrg4en2Ed6vxXPfc61wXSqY2en3AnqmSwkXfnOsUWc7ejee6jb+JrkBwAgAAaJNHkv57n4WpluSV5G69ueX95srRN/f5mNpv2npab245JCvhm+02vtsuE5Jl+SJWZFk+yYT+e/+UqZasxIhD+7qEFS8Zf+MwQhNu3G8rmkMHWx7XxnvBHI3Lo8XySrL2Otc13/Qb4VyjkzSd66a/iXpJzm/OT+wQnAAAANriPkJyHSEFt8oENkhyyvKeIMuKcKu4I0Nyj2kcShbc0HgVwz1KcvaO2IXlHS85EmUC66XQJsmVL7V17457aGOb0KbGdRyJsrzjDmg3D5TlPqrx/q/QBim4UXL0kOU5NnrbdyTI8oxtDGfBDVJwu+Qe1ngcosU16Jtzva2xD1myvONkWa2HXnQOyxEvyzNOMsH/nmvXUMnVP7Z1mcNs0GZlZaVSUlJUUVGh5OTkWJcDAAAOAsbUNd5bY/ySI6txmFib7cON4cFUNA5Zcw2MHLSa1gkVSaGdkpySa4AsR2Lb7cPVjX0oJDl7ynLmdHCvos+E9zROcCEjOXvLcmZGv4/g5sZhj1ac5BoU9VDT8lxnynL1ier20X6dfa6ljmUDghMAAACAw1JHsgFD9QAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGy4Yl0AAAAAuicT3CSFiiXLI7mOkOVIjO72Tb0UWCeZOsmRLrkGyrJ4X/9gYMJlUnCjJCM582Q5c2NdUqcjOAEAAGAfxr9Cpv4DSXVqfHE8QIo7L2rhyRi/TN3bUnCNZCzJckneCbK846OyfXQeEyqWqXtNChVJlmkMvb5zZLn6xbq0TkWkBwAAQAvGBGT88yXLIcs1SHLmS6FNUnBD9DoJbpGCayVnH1nugZKVKAWWyISrotcHOoUJrJJChY1XCF2DpXCVjH9JrMvqdAQnAAAAfEtQUkCy4iRJluX+Znkgin34JYUleRq/teIk4298oHsz9ZLl/u+wSssnmZrY1tQFCE4AAAD4Fp/k7COFimXCZTKh7ZKVIDmyo9eFI1typEqhrTLhcim0Q3L2khwp0esDncJy9ZYkmdAumVBJY2hy5se4qs7HPU4AAABowbIsyTtJRpYUKpCsVFnecbJcfaLXhzNT8k2VqZ8rqUZyD5XlmyTL4uVpt+caIXlrpcAySUZyj5flPT7WVXU6fjMBAACwD8uRKCvuXBnTIMkly3JGvw/XQCmhv6SALMsb9e2jc1iWQ5Z3rIxnjCQjy/LEuqQuQXACAABARJ0daBrvkyE0HYz+e+/b4YF7nAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAANBpCgsLNXPmTBUWFsa6FOCAEJwAAADQaQoLC3X33XcTnHDQIzgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAwEHKmHqZcLWMMe1sH/ymfbCd7cPftPd3oKY6mXBNu9t31P7UBHv/Pa4NsS6l23LFugAAAAB0jDFhGf8iKbBEMiHJ1U/yTpLlSIi8TnCzTP0cyVRJjjTJN0mWs1fk9uE9MvX/kUI7JMslecbL8oxqo6agTMNnUvDLxu+dg2T5TtnfXWy9j1CJTP0HUni3ZPkk70my3EOj2sfhyIQrG49r87keJ8szOtZldTtccQIAADjYBNdKDXMaQ5PlkfzLZBrmRWxuwuUy9e9K4V2SFSeFCmTq3ot4ZcgY0xiagqskyyuZBpn6D2WCmyPXFPhSapgrGUuSUwoskmlYeIA7undNAZn696TghsbQFK6QqX9PJlQUtT4OV43nevVe5/oDmeDGWJfV7RCcAAAADjImtFtSSJYzS5YjVXKkS6HNMibc+grh0saHs68sR7LkzGu8ahMuj9BDvRTeKTmyZTlSZDlzJdVJ4ZI2amq8WmE5M2Q50iUrUQptO8A93buDqsbg58yV5UiW5cqTTLUULo5eH4chY+ql8A7JkbnXufZLocjn+nDFUD0AAICDjGX5ZExIxgRlWa7GAOHIk2VFek/cI8ktmdrGQGNqGq9UWd4I7d2SvJKplJTafD9RYWGFikqXtrpGuGGH5N8iuUKNC0I7JGdYy7+qlyQtXdr6em3Jzc1Vbm7uN995G2s2NZISG1/wy9G4HAfALcnXGKIdaTImICncxu/G4YvgBAAAcLBxD5WC66TQJhljSc5UWd5xkds7e0vuUVJgqUy4SFLjPUtyZLTa3LJckvcEmfr3ZQIbJBnJfYQeeXyOfv3r/9uvkq+//voOr3PXXXdp5syZjTU5EiTPWJn6OTLBDZKR5BkhufL3qx40siyn5B3fOOwxsEGyJLmOaHygBcu0dxqWQ0RlZaVSUlJUUVGh5OTkWJcDAACwX0y4WgpulBSSnD1lOXPabm+CjfcHmWrJSpFcA9q4QvXNOsGCxqFwlkdyDVRR0R4VFha2UVOVFNopyTQO83OmaenSpbr++uv197//XUcffXSH9rHlFaemmjY3Dju04iTXIFmWp0PbROtMcPs398B5JOcAWY74WJfUJTqSDbjiBAAAcBCyHImS56j2t7dckntIx/pw5UnKa/4+NzdunyDTXkcffXSHg1PrNeVL4ipTtFmu3pJ6x7qMbo3JIQAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAAGwQnAAAAADABsEJAAAAnSY3N1d33XWXcnNzY10KcEAsY4yJdRFdqbKyUikpKaqoqFBycnKsywEAAAAQIx3JBlxxAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsBHT4DRr1iwde+yxSkpKUlZWls4//3ytW7fOdr2XXnpJQ4YMkc/n08iRI/Xvf/+7C6oFAAAAcLiKaXD65JNPdNNNN2nBggX64IMPFAgEdPrpp6umpibiOp9//rkuv/xyXXvttVq2bJnOP/98nX/++Vq1alUXVg4AALqLcDiszau2afmcVfpq4Xr56/226+zeXqoVn6zWl5+uUXlxhW17E66W8S+VaVggE9xk396EZAJrZBrmywRWyhj7moBITLhCxr9YpmGhTHBbrMuRJJlwmYz/Cxn/IplQYazL6RLd6gNwd+/eraysLH3yySeaMGFCq20uvfRS1dTU6K233mpeNnbsWI0aNUoPP/ywbR98AC4AAIeWpR9+qS/eXa5gIChJGjg6X6dcfqI8Xner7XdsKNRH/5qnit2VMmEpq08PTbpigjJ6prfa3oSrZepel0IbJVmS4mT5TpPlOar19sbINHwk+RdKJty40DNalm+KLMt1oLuLw4wJ75GpfU0KbZUsh2QlyvKdIcs9NHY1hYpl6l6TQkWSZSRHuizfObJc/WJW0/46aD8At6Ki8R2f9PTWn7gkaf78+Zo8eXKLZVOmTNH8+fNbbd/Q0KDKysoWDwAAcGioqajRqs/WKj45Tv2G56nngGxtWrFFO9ZHfgd81by1qi6rUf6IPsofkafiglJ9vXhj5E6CG6TQJsmZL8s1SLIcMv75MibQevvwbimwXHL0kOUeKDlzpcAqKbTzwHYWh6fAusbQ5BrY+Ptn/DINC2NakgmskkKF39Q0WApXyfiXxLSmrtBtglM4HNZtt92mE044QSNGjIjYrqioSNnZ2S2WZWdnq6ioqNX2s2bNUkpKSvMjLy8vqnUDAIDY8TcEFfAH5UvwSpLcXrfCYaNAQ4RQI6m+tkHeeI8kyXJY8nhdqq9paKOXxm1Z1jdXsKy4b5YFI7c3wW/a7d2e4XrYHwFJDlmWs/FbK15SvYwJxa4kUy9ZblnWN1HC8kkm8q02h4puE5xuuukmrVq1Ss8//3xUt3vnnXeqoqKi+VFQUBDV7QMAgNhJTk9Udt9M7dqyWxUlldqxoUjJPZKU0Svy6JW8I3qqrrpeZUV7VLKjTOGQUW7/7Ijt5ciWrASZ0HaZcJkUKpacfST5IrRPl5zZUnCrTLhcCm2RHFmND6CjHNmS5ZUJFcqES6VweePVz6YgFQOWq7ckyYR2yYRKGkOTMz9m9XSVbjHQ9uabb9Zbb72lTz/9VL17926zbU5Ojnbt2tVi2a5du5STk9Nqe6/XK6/XG7VaAQBA9+F0OXXShcfL6XKoZEeZMnqm6ZgzRis9Jy3iOiMnDJW/3q+Ny7fI6XLp+LPH6Ihj+kdsb7n6SL4pMg3zJTU03q/kPVWWZbXe3oqTfGfI1M+RTKnk7C3Le7IsB/dWYz+4BsrynSbjXyQpKHmOleU9KcY1jZC8tVJgmSQjucfL8h4f25q6QEwnhzDG6JZbbtGrr76qjz/+WIMGDbJd59JLL1Vtba3efPPN5mXjx4/XkUceyeQQAAAcpoxpHJ7n8rjkcLRvQE3AH5BlWXK52/c+cuPQqKAsq31vyDa+xGqQ5PnvkCZgPxkTlBSWZXliXUqzxvv8TLeqqaM6kg1iesXppptu0nPPPafXX39dSUlJzfcppaSkKC6ucVzwlVdeqV69emnWrFmSpB/+8IeaOHGi7r33Xp111ll6/vnntXjxYj366KMx2w8AABBblmXJ4+vYize3p/VZ9yL34ZTU/uFRjVekIgznAzqoO87I2Hzf32Eipm9/PPTQQ6qoqNDJJ5+s3Nzc5scLL7zQ3Gbbtm0qLPzvzDjjx4/Xc889p0cffVRHHXWUXn75Zb322mttTigBAAAAAAeiW32OU1dgqB4AAAAA6SD+HCcAAAAA6I4ITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAA4LBUV12n+tqGdrcPh6sVDhYpHA52Sj3GGJlwtYyp75Tto/2M8X9zLsKxLgXdiCvWBQAAAHQlf71fC95eoi2rCmRZlo44doCOOe0oOV3OiOuEa1+U6v8tmYDk7KNw4o1yuPpGrSYTrpFp+I8U3CJZThn3GFme42RZvMfd1Yx/hYz/82/Oda7kO02WIzXWZaEb4K8RAAAcVlZ8slpffrJGLpdTliUteW+F1i7aELF9uGGuVPuSFG6QLJ8UXClVP6xwOHpXI0zDXMm/XLI8kglJDXOk4NqobR/tY4JbZOo/kEydZHml4BqZ+g9ljIl1aegGCE4AAOCwsmN9keKT4pSSmay07FQ53U7t2ro78grBzZIaJFcvyZEmOTKlcIGkPVGpx5iwFNoiOdJkOVJlObMkhWRCbdSEzhHeLalOlrOnLEeK5MiWwoWSqY11ZegGCE4AAOCwkpAcp/qaBhljFA6F5a/3Ky7RF3kFK14ypvGKkySFayR5JcVHpR7LckhWgmSqJUnGBCUTkmW1URM6h+WVZMkYf+P35ptzbbljWRW6Ce5xAgAAh5WRE4Zp9/YybV1dICMpp1+Whhw3MPIKvlMl/wIpsE4KWY1BKu48ORzRCzaWd7xM/b9lAusly0iufMk9NGrbRzu5BkmuI6TA1zKWJCtelnecLMsT68rQDVjmMBu0WVlZqZSUFFVUVCg5OTnW5QAAgBgoKypX0eZiybLU+4hcJacntdk+HC6TGj6RwnWSa6Ac3uOiXpMJFUmhnZKckmuALEdi1PuAPWPqpOAGyfglR6YsV59Yl4RO1JFswBUnAABw2EnPSVN6Tlq72zsc6VLcBZ1YkWQ5cyRnTqf2AXuWFSe5R8a6DHRD3OMEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgg+AEAAAAADYITgAAAABgwxXrAgAAAPa2e0ep3vh/76p6T63yBufqvJunyul0RmwfDAa14M0lKtpcrITUBJ104XFKTE2Mak21VXXavHKbAg0B9eiZprzBvaK6/a4QDtdIDe9LoTLJmS15T5fD4WlzHRPcJIWKJcsjuY6Q5YjucTWmXgqsk0yd5EiXXANlWdF9X9+EiqTQNkmW5MyX5cyI6vb3q6ZggRTaKVnOxn12pMa6JLQDwQkAAHQbZUXl+u2l96lg7U5ZDksOh0MF63bqhw/eEHGdV+57S5+8NF+hYEjGSGs+X6cb77tKCcnxUamptqpOHz7zibZ9tUOWZckb59EJFxyvoccPisr2u0I4XC9V3Sf5v2hcYDmkwNcKJ94mh6P1oGL8K2TqP5BUJ8lIzgFS3HlRC0/G+GXq3paCayRjSZZL8k6Q5R0fle1Lkgluk6l/UwqXSkaSM0uKO1+WMydqfXS4psB6mfq3JVMlmbDkzJPiz5flSI9ZTWgfhuoBAIBu4z/PztX2rwuV2auHevbPljfOrUXvLNfWr7a32r54224temeZ4pPilD+ij3oOyNb6pZu07D8ro1bTltUFKvhqp/IG91S/4Xlyupxa/tEqBQPBqPXR6QLLpcAyyZkruY+QHD0k/0IpuLbV5sYEZPzzJcshyzVIcuZLoU1ScEP0agpuaezf2UeWe6BkJUqBJTLhqqh1YfxLpXC55BwkuQZKod0ygS+jtv39q2mBZOobj6trYOPVsEDr5wHdC8EJAAB0G3XV9ZIx8sS5JUmeOK/CwZBqKmpabV9bVa+gPyhforexvc8tEw6rvqY+ajUF/UEZGbncjQN1vPFeBQNBBQOhqPXR6UytpKCkpqtwcZICarya1Jpg48+tOEmSZbm/WR6IYlF+SWFJ3wwXtOIk4298RE2NZPlkWVbjEEDLLYWj97vRUcaYxmGJzcfVKVkuGdMQs5rQfgQnAADQbQwZe4R8iXEq2rpblSVVKi+uUEavdOWP6NNq+54DspWTn6XirSUq37VH29cXKik9Sf2P7Bu1mjJ6pSs+KU5Fm4tVsbtSpTvLlNs/W964tu8P6lZcgyRHphTeLIVLpNBWyZEjufIjrOCTnH2kULFMuEwmtF2yEiRHdvRqcmRLjlQptFUmXC6FdkjOXpIjJXp9OPtL4XqZ0G6ZULGksCxX679LXcGyLMk1QDIVMqFSmVChJLcsZ27MakL7EZwAAEC3cdyUUZr2k3OU3CNJIRNW36G99P37pysuMa7V9h6fR1f88mINPDpfoVBYGT3TddGPz1H/I/tFraaeA3J00kVjlZSeqHDYaNj4wRp37jGNL4IPEg5XnpRwveTIkxRqDFKJ35cjwn01lmXJ8k6SPKMlGclKleWbEtXQYTkzZfmmfhPGQpJ7qCzf6bKs6N2Cb3nGSN4TGydhsFyS92TJPTJq29+vmrwnSO7jJUuSFSfLN0lyDY5pTWgfyxhjYl1EV6qsrFRKSooqKiqUnJwc63IAAEAr/H6/qstqlJ6T1q724XBYtZW18iX65HJ1ztxXoVBIoUBIHt9BdKXpW8LhoKRqSckRJ4X4tsZhZK7GYWWdwJiwpIAsy9sp22/swy/J2mvIYew11uSIalBEx3UkG3CmAABAt+PxeJSe0/6A4nA4oj4F+bc5nc42p0U/GDgcLkmpHVqnMwNN4/Ydkjq7j+4XdrtjTWgbQ/UAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQCAw1wwEFRNZa1CwVCsS+lSddV1qq9tiHUZAA4SrlgXAAAAYmfb2h1a+PYS1VbWKSUzSePPPVZZfTJjXVan8tf7teDtJdqyqkCWZemIYwfomNOOktPljHVpALoxrjgBAHCYqiip1NxXFqisaI988V7t3LBLn76y4JC/CrPik9X68pM1crmcsixpyXsrtHbRhliXBaCbIzgBAHCYKt9VoT3FFeo1MEeJaQnK7Z+tssI9qiypjHVpnWrH+iLFJ8UpJTNZadmpcrqd2rV1d6zLAtDNEZwAADhMeXxuuT1u1VXVS5Jqq+rk9rrk9nliXFnnSkiOU31Ng4wxCofC8tf7FZfoi3VZALo57nECAOAwld0vU4OPH6A1n38tsz0sp9uloycfqbSslFiX1qlGThim3dvLtHV1gYyknH5ZGnLcwFiXBaCbs4wxJtZFdKXKykqlpKSooqJCycnJsS4HAICYCgVD2rK6QHVVdUpKT1TekF5yOA79ASllReUq2lwsWZZ6H5Gr5PSkWJcEIAY6kg244gQAwGHM6XJqwFH9Yl1Gl0vPSVN6TlqsywBwEDn031ICAAAAgANEcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAGwQnAAAAALBBcAIAAAAAG65YFwAAAGIn4A9o04qtqq2qU1J6ovJH9pHT6YxqH+W79qhg3U4ZY9RrYI4yevWI6va7Qm1VnTav3KZAQ0A9eqYpb3CvWJd0SDCmXgqsk0yd5EiXXANlWbyvj+6J4AQAwGEqFAzp05cXaN2iDTLGyOF0aNQpIzT27DGyLCsqfezeXqoPn/lUpTvKZCSlZaVo0ndPUm7/7KhsvyvUVtXpw2c+0bavdsiyLHnjPDrhguM19PhBsS7toGaMX6bubSm4RjKWZLkk7wRZ3vGxLg1oFZEeAIDDVNGWYm1YuknZfTPUb3ieUjOTtXbheu0prohaH+u+WK/SnWXqNzxP+SPyVFlapVWfrY3a9rvCltUFKvhqp/IG91S/4Xlyupxa/tEqBQPBWJd2cAtukYJrJWcfWe6BkpUoBZbIhKtiXRnQKoITAACHqUBDUMFgWN44ryTJl+BVwB9UoCEQtT4a6gJye92yHFbz1Zr6moaobb8rBP1BGRm53I0DdbzxXgUDQQUDoRhXdrDzSwpL8jR+a8VJxt/4ALohghMAAIep9NxUpeekavvXO1VRUqWdG3cps3cPpWQmR62P3P7ZCgdDKt1ZprKiPaqvbVDvI3Kjtv2ukNErXfFJcSraXKyK3ZUq3Vmm3P7Z8sZ5Yl3awc2RLTlSpdBWmXC5FNohOXtJjpRYVwa0iuAEAMBhKjk9SRMvGafs/CyFQiH1HdZbJ108tvkKVDQMPnaAjj9rjFwelxwOS8dMOUojThwSte13hZ4DcnTSRWOVlJ6ocNho2PjBGnfuMVG7D+xwZTkzZfmmNgYohST3UFm+02VZ3IKP7skyxphYF9GVKisrlZKSooqKCiUnR+8dNQAADlbhcFiBhoA8Pk+nhYFgIChjjNwed6dsvyuEQiGFAiF5fFxpiiZjwpICsqzoBXagvTqSDYj0AAAc5hwOR1SvMrWm6f6gg5nT6Yz6VO3QN9OPE5rQ/TFUDwAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsEJwAAAAAwAbBCQAAAABsxDQ4ffrppzrnnHPUs2dPWZal1157rc32H3/8sSzL2udRVFTUNQUDAHCAQsGQaiprFQqGYl1Ks5LCEi2bs0oVJRXtah8Oh1VTWSt/Q6DdfdTXNqiuum5/S7Tl9we0e3upajvQR111neprG9rfR0NANZW1CofD+1MigIOcK5ad19TU6KijjtI111yjCy+8sN3rrVu3TsnJyc3fZ2VldUZ5AABEVdGWYs1/4wtVllYrISVeY885Rr0H5ca0pgdu+Yfee3KOQoGQPD63LvvZBbr8ZxdEbF9ZVqXPXluk4m0lcntcOnrykRpy3KCI7YOBoJZ8sEJfL94kY4z6j+yj4848Wh6fJ2r7sOnLLfrX719T6fYyeRO8mnrNqZpw8biI7f31fi14e4m2rCqQZVk64tgBOua0o+R0OSOus2bB11r+0UoF/EHl9MvSuHOPUXJ6UtT2AUD3F9MrTlOnTtVvf/tbXXBB5Cfo1mRlZSknJ6f54XAw4hAA0L3VVtXp05cXqGjzbvnivSrZUaZPX5qvqvLqmNU054V5evcfHypQH5DT6VB9dYOe+7/ZWr98c6vtw+GwPn/9C21YtkXeOI8aav367LVF2rGhMGIfXy1Yr8XvrZBlWXK5nFr+8Rp9OXdN1PahtrpOz94zW9tWF8iX4FVVWbVe+9s7+nrxhojrrPhktb78ZI1cLqcsS1ry3gqtXRS5/favd+rz1xapoc4vb5xH65ds0vw3FssYE7X9AND9HZSJY9SoUcrNzdVpp52mzz77rM22DQ0NqqysbPEAAKCrVZRUqryoXD0HZisxLUG9BuVoT3GFyne1b3hcZ1j24SoF/CHFJfvkjffIl+hVoN6vxe8ub7V9Q22DireWKKNXupLSEpXVJ0P1tX6VFe6J2MeurcVye1xKy05RSmay4pN8KtywK2r7ULy1RCXbS5XVN1PJPZLUe1CuavbUatvaHRHX2bG+SPFJcUrJTFZadqqcbqd2bd0dsX1Z0R411PmVlZehpLRE9eiZpl1bd6uhzh+1/QDQ/R1UwSk3N1cPP/ywXnnlFb3yyivKy8vTySefrKVLl0ZcZ9asWUpJSWl+5OXldWHFAAA0cnvdcnndqq1svAenrqpebq9bHp87ZjWlZCTJ4bAUami83yroD8pyWErPTW21vcvjkifOrbqqxn0INAQkY9rch7jEODXUBxQOh2XCRnXV9YpPjo/aPiSkxMvtdaumolaSVFddL8tpKS4pch8JyXGqr2mQMUbhUFj+er/iEn0R27u9jfsX8AclSbWVdfLEeeT2xPSOBwBd7KAKToMHD9aMGTM0ZswYjR8/Xo8//rjGjx+vP//5zxHXufPOO1VRUdH8KCgo6MKKAQBo1CM3TSNOGKzK0mptXVOgsqI9Gjp2kLL6ZMSspot/dr4ye/eQvyGg6j21CgVC6jssT1OuOqXV9m6PW6MnHSlJ2rK6QDs2FCl/ZB/1HR75TcmhYwcpp1+mtq7Zri1rCpSWk6qRJw2J2j5k9u6hEy44Tv76gDav2qZdW3dr6HGDNOa0kRHXGTlhmFKzUrR1dYG2frVdOf2yNOS4gRHb54/so37D87RjfaG2rC6Qw+nQmMlHtnlPFIBDj2W6yQBdy7L06quv6vzzz+/QerfffrvmzZun+fPnt6t9ZWWlUlJSVFFR0WKCCQAAOls4HNbWNdtVs6dG8cnx6ju8t5zO2L74riip0IO3PaWywjL1GpijG/58peLj274iVLhpl0oLy+X2utVveG9547xttq8srdL29YWSMcrtn6207NQo7kHjcV38/nIVbSpWQmqCxp17jOIT49pcp6yoXEWbiyXLUu8jcm0neqivbdDWNdsVaAioR8805eZnR3MXAMRIR7LBQR+cTjvtNCUlJWn27Nntak9wAgAAACB1LBvEdHBudXW1Nmz47yw2mzdv1vLly5Wenq4+ffrozjvv1I4dO/TPf/5TknT//fcrPz9fw4cPV319vR577DF99NFHev/992O1CwAAAAAOAzENTosXL9Ypp/x3HPWPf/xjSdJVV12lJ598UoWFhdq2bVvzz/1+v/7nf/5HO3bsUHx8vI488kh9+OGHLbYBAAAAANHWbYbqdRWG6gEAAACQOpYNDqpZ9QAAAAAgFghOAAAAAGCD4AQAAAAANghOAAAAAGCD4AQAwCGgsLBQM2fOVGFhYaxLAYBDEsEJAIBDQGFhoe6++26CEwB0EoITAAAAANggOAEAAACADYITAAAAANggOAEAAACADYITAAAAANggOAEAAACADYITAAAAANggOAEAAACADYITAAAAANiIWnAqLy/XP//5z2htDgAAAAC6jagFp23btunqq6+O1uYAAAAAoNtwtbdhZWVlmz+vqqo64GIAAIiWcDisrasLtGd3pXwJPg04qq88Pk+sy2qXwsJCFRYWdmidpUuXSpL+8+5H+uTFzxUMBNVnaC8NOnqA7bq5ubnKzc1td1/b1u5QWWG53F63+h/ZR3GJcW2237xqm5bPWSUTNhpxwmAdcczANts31DVo44qt8tf5lZKZrH7D82RZVrvrQ/SY4CYpVCxZHsl1hCxHYqxLAmLGMsaY9jR0OBxtPmkZY2RZlkKhUNSK6wyVlZVKSUlRRUWFkpOTY10OAKCTLH5/uZa8v0LBQOP/pYGj83Xqd06U2+OOcWX2Zs6cqbvvvrvL+rvrrrs0c+bMdrVds+Brff7aItXXNkiS+gztrdO+NyFieFr7xQY9+cvnVbqzXLKk1IxkXfHLi3XUycNbbe+v9+s/z83VxuVbZFmWXB6Xjj/zaI06ZcR+7Rv2n/GvkKn/QFKdJCM5B8iKO4/whENKR7JBu684JSUl6Re/+IWOP/74Vn++fv16zZgxo2OVAgDQCarKq7X683VKSElQWnaKGur82rRiqwYfO1D9hufFujxbM2bM0LnnntuhdZYuXarrr79eJ/acrCNHHCmH06GircXK6Jmu63//vTbXbe/VpoA/oOUfrZTT7VT+iD4KBoIqWLtDW9ds15DjBrW6ztyX56ussFz5IxuP+9Y12/XR8/MiBqftXxdq88oC9RqYK4/PrbLCcn356RoNGtNfCcnx7aoTB86YgIx/vmQ5ZDkHyZiAFNokBTdInlGxLg+IiXYHp6OPPlqSNHHixFZ/npqaqnZevAIAoFMF/UEF/UElZDS+0Pb43AqHwwr6gzGurH06OnRub1kJ2crL6itJctfGyefxatSoUXI4Dvy25qA/qGAgJF+8V5Lkcrual0dSW10vl9fV3L/H51FtZV3E9gF/UCYclsfXeGXQm+BVzZ7ag+bcHTqCkgKS1Xgl0bLcanyVF4hhTUBstftZ9Dvf+Y58Pl/En+fk5Oiuu+6KSlEAAByIxLQEZfbJUOHmYlWUVGrH+kKlZCSrR8+0WJfW6Zxul4q2FKt0Z7mqy2s0cHR+VEKTJPkSfMrtn62SneWq2F2pws3Fik+OU4+e6RHXGTQ6X+FgWMUFJSrZUSZ/nV+DxvSP2L5HzzQlpSdqx/pCVZRUatfW3crqk6HE1ISo7APayyc5+0ihYplwmUxou2QlSI7sWBcGxEy773E6VHCPEwAcHsqLKzT/zcUq3Vmm+KR4HXvGKPUZ0ivWZXWapUuXasyYMbrvjge0a9kehUIhDRqdr8vuvEDJ6UlR66emokbz31yios3F8sS5dfSkIzVwdH7E9n5/QK/e/7aWfvhl4+QQJw3Rxf9zruLbmFBi65oCffHuctXV1Cuzdw+NO+cYpWTwP7urmXC1TMNHUqhAkleWd5wsd+tDLIGDVUeyAcEJAHDIMsYo0BCQy+OK2lWX7qopOC1ZskQjho1QwB/s1HuC/PV+Od1OOZ3OdrWvr61XOGzaDEx7axpaebDMhHgoM6ZBkkuW1b5zDRxMOmVyCAAADjaWZR2WL7w9Pk+n73dHt++LjzzcvzUOh+OwPHfdkWV5Y10C0C0c2m+/AQAAAEAUEJwAAAAAwAbBCQAAAABs7Fdw2rhxo/73f/9Xl19+uYqLiyVJ77zzjlavXh3V4gAAAACgO+hwcPrkk080cuRILVy4ULNnz1Z1dbUkacWKFXyOEwAAAIBDUoeD089+9jP99re/1QcffCCP57+z3Zx66qlasGBBVIsDAAAAgO6gw8Fp5cqVuuCCC/ZZnpWVpZKSkqgUBQAAAADdSYeDU2pqqgoLC/dZvmzZMvXqdeh+IjsAAN1Zbm6u7rrrLuXm5sa6FAA4JHU4OF122WW64447VFRUJMuyFA6H9dlnn+knP/mJrrzyys6oEQAA2MjNzdXMmTMJTgDQSTocnP7v//5PQ4YMUV5enqqrqzVs2DBNmDBB48eP1//+7/92Ro0AAAAAEFOWMcbsz4rbtm3TqlWrVF1drdGjR2vQoEHRrq1TVFZWKiUlRRUVFUpOTo51OQAAAABipCPZwLW/nfTp00d9+vTZ39UBAAAA4KDRruD04x//uN0bvO+++/a7GAAAAADojtoVnJYtW9aujVmWdUDFAAAAAEB31K7gNGfOnM6uAwAAAAC6rQ7Pqre3goICFRQURKsWAAAAAOiWOhycgsGgfvnLXyolJUX9+vVTv379lJKSov/93/9VIBDojBoBAAAAIKY6PKveLbfcotmzZ+sPf/iDxo0bJ0maP3++Zs6cqdLSUj300ENRLxIAAAAAYqnDn+OUkpKi559/XlOnTm2x/N///rcuv/xyVVRURLXAaONznAAAAABIHcsGHR6q5/V61a9fv32W5+fny+PxdHRzAIBDRDgcVk1lrfwNB++w7VAopJ0bC7Vr2+52r1O9p1q7t5cqGAy2q72/3q/d20vlr/e3q304HFbJzjJV76lud00NdQ2qrapTe98bDQaCqqmsVSgYandNB/u5BoCO6vBQvZtvvlm/+c1v9MQTT8jr9UqSGhoadM899+jmm2+OeoEAgO6vsrRK815bpN0FJXJ73Roz+UgNPnZgrMvqkN07SvWXGx/V5lUFshzSyBOG6tYHr1NcYlzEdd7++wf69KX5CviD6jUwV1f88iJl982K2H7lvK80+89vqaKkSgmpCTrv5jN0zGlHRWxfsrNMz/7mZW37aoecLoeOP3uMLrj1TDkcrb/vGQ6HteLj1Vr9+TqFg2HlDempsWePaXMftq3doYVvL1FtZZ1SMpM0/txjldUnM2L7yrIqffbaIhVvK5Hb49LRk4/UkOMGRWwPAIeKdl1xuvDCC5sfy5cv11tvvaXevXtr8uTJmjx5snr37q0333xTK1as6Ox6AQDdTDgc1rzXFmnj8s3yxnlUX12vea8t0s6NRbEurUP+fsfTWrPga7mcDslIi95dpuf+b3bE9gv/vVTv/OMjNdT55fV5tPaLDXr2nsjtS3aW6fnfvabCzcXyJXhVsr1UL/3xDRVu3hVxnZf++LpWf75Obp9bwWBI/3l2rubNXhix/cblW7Tw7aUKB8Nye11a/dk6Lfkg8v/mipJKzX1lgcqK9sgX79XODbv06SsLVF/b0Gr7cDisz1//QhuWbZE3zqOGWr8+e22RdmwojNgHABwq2nXFKSUlpcX3F110UYvv8/LyolcRAOCgUlddr90FJcrs3UNJaYlKSkvUltUFKivao54DcmJdXrttWbVdXp9HyRlJkqT62gZtWrElYvvtX+9UoN6v3oP6SmoMFTs3FqmyrErJ6Un7tN+5oVDlu8rVc1COPB63ElMTtPWr7dr21Q7l5mfv097vD2jL6gIl90hSambjuPvNK7ep4OudEWsq3VmucCisHj3TJEmBhoC2f10oY0yrH1JfvqtCe4or1HdYb1mWJU+cR7u3l6qypFK+Vq46NdQ2qHhriTJ6pf/3XK/ZrrLCPeo1MDdiXQBwKGhXcHriiSc6uw4AwEHK7XXL7XWrtrJOSWmJ8tcHGl+E+9yxLq1DElLiVLazTOFwWMZIoWBYiWn7BqAmcYk+GTXes+TxeVRbWafkjCT5En2ttvclxsntcatmT608WSmqqaiV2+tWfHLrw+g8Hrfik+K0q6BEkhTwBxUOhxWX0Pr2Jckb71EwGFIoGJLT5VRtVb1Ss1NaDU2S5PG55fa4VVdVr/jkONVW1cntdcnta/2eZZfHJU9c47lOTk9UoCEgGXPQnWsA2B8H9AG4AAB4vrmnyUjasrpAhZt2Kf/IPuo7rHesS+uQc38wRfHJcSrcVKxdW4qVnpuqs26YHLH9uHOPUf6IPtqxYZc2r9omp9upyd+bKI+n9RAxcFQ/jTn9SFWVVWvzqm0qK9qjo04epqFjI98fdPr0kxUX79OmlVtVsG6H+gztrRMvOC5i+4Gj85U3uKcK1u3U5lUFSkiJ1+hTR0Zsn90vU4OPH6CSnWXauqZA1XtqNOLEoUrLSmm1vdvj1uhJR0pqPNc7NhQpf2Qf9R3OyBMAh74OT0cuSS+//LJefPFFbdu2TX5/y1mBli5dGrXiOgPTkQNA59i5sUhlRXvk8bnVd1hveeO8sS6pw5Z99KUWv/+lHA5LE6eN18BR+W22Ly/eoy/eXaH6mnrlj+yjkScObbN9MBjUgjeXqKywXKlZKRp77jERg1aTrxZ+rY3Lt8rlceqYKaOU0TO9zfY1lbUqWLtDoWBYWX0ylNm7R5vtQ8GQtqwuUF1VnZLSE5U3pFfEySeaFG7apdLCcrm9bvUbfnCeawCQOpYNOhyc/vrXv+oXv/iFpk+frkcffVRXX321Nm7cqC+++EI33XST7rnnngMqvrMRnAAAAABInfw5Tg8++KAeffRRPfDAA/J4PPrpT3+qDz74QLfeemu3//BbAAAAANgfHQ5O27Zt0/jx4yVJcXFxqqqqkiR973vf07/+9a/oVgcAAAAA3UCHg1NOTo7KysokSX369NGCBQskSZs3b273J5QDAAAAwMGkw8Hp1FNP1RtvvCFJuvrqq/WjH/1Ip512mi699FJdcMEFUS8QAAAAAGKtw5NDhMNhhcNhuVyNHwH1/PPP6/PPP9egQYM0Y8YMeTytf/ZDd8HkEAAAAACkTp5V72BHcAIAAAAgdSwbuNqzwS+//FIjRoyQw+HQl19+2WbbI488sv2VAgAAAMBBoF3BadSoUSoqKlJWVpZGjRoly7JanQjCsiyFQqGoFwkAAAAAsdSu4LR582ZlZmY2fw0AAAAAh5N2Bae+fftKkgKBgO6++2798pe/VH5+fqcWBgAAAADdRYemI3e73XrllVc6qxYAAAAA6JY6/DlO559/vl577bVOKAUAAAAAuqd2DdXb26BBg/TrX/9an332mcaMGaOEhIQWP7/11lujVhwAAAAAdAcd/hyntu5tsixLmzZtOuCiOhOf4wQAAABA6oTPcdobs+oBAAAAONx0+B4nAAAAADjcdPiKkyRt375db7zxhrZt2ya/39/iZ/fdd19UCgMAAACA7qLDwek///mPzj33XPXv319r167ViBEjtGXLFhljdPTRR3dGjQAAAAAQUx0eqnfnnXfqJz/5iVauXCmfz6dXXnlFBQUFmjhxoi655JLOqBEAAAAAYqrDwemrr77SlVdeKUlyuVyqq6tTYmKifv3rX+v3v/991AsEAAAAgFjr8FC9hISE5vuacnNztXHjRg0fPlySVFJSEt3qAADYT+FwWFtXF2jP7kr5EnwacFRfeXyeNtcpLihR4aZdcjgcyhvSU6mZKVGtKRQMafPKbaoqr1Z8crwGHNVXLvd+3W4cUWVZlbat2a5QMKysvhnKzc+O6vb3R/muPSpYt1PGGPUamKOMXj1iXRIAdFiHn63Hjh2refPmaejQoTrzzDP1P//zP1q5cqVmz56tsWPHdkaNAAB02NIPv9SS91coGAhJkrZ9tV2nfudEuT3uVttvX1+oj56bq8qSKklSZl4PTf7eRPXITYtKPeFwWAveWqIvP12jcCgsy5IKNw3RSRcdL6fTGZU+Kkoq9cHTn6hoU7Esy1JCaoJOvnS8+g3Pi8r298fu7aX68JlPVbqjTEZSWlaKJn33JOX2j32gA4CO6PBQvfvuu0/HH3+8JOnuu+/WpEmT9MILL6hfv376xz/+EfUCAQDoqKryaq3+fJ0SUhLUb3iecvtna9OKrdqxvijiOqvmfaWailrlj+yjfsPzVLytRF8v2Ri1msoKy7V20XqlZ6eq3/A8ZeZl6OvFG1W8LXqjNTau2KrCjbvUd1hv9RuRp4a6Bq2Ysypq298f675Yr9KdZeo3PE/5I/JUWVqlVZ+tjWlNALA/OnzFqX///s1fJyQk6OGHH45qQQAAHKigP6igP6iEjHhJksfnVjgcVtAfjLhOXXW9fPFeSZLlsOT2uuWv9Uds31GBb2ryJjT24Yv3KugPKtAQuaaO8tf55XA65HA6mvuor22QMUaWZUWtn45oqAvI7XXLcjT2743zqL6mISa1AMCB6PAVp+uuu04ff/xxJ5QCAEB0JKYlKLNPhgo3F6uipFI71hcqJSNZPXpGHnbXe3BP1VTWqqxoj0p2lEmScvKzolZTalaKMnqla8eGQlWUVGn714Xq0TNN6TmpUesjq0+G3F6XigtKVL6rQpVl1cob0itmoUmScvtnKxwMqXRnmcqK9qi+tkG9j8iNWT0AsL86HJx2796tM844Q3l5ebr99tu1YsWKzqgLAID95va4ddKFYzVgVD+FQmFl9M7QhEvGKS07NeI6R00crjGnHSWHw5Lb69LYs8do0Jj+Edt3VFyCTxMuGa+8wb0UCoWUOyBbE6eNV2JqQtT6yB/ZR+PPPVa+eJ9kSaNOGa4xpx0Zte3vj8HHDtDxZ42Ry+OSw2HpmClHacSJQ2JaEwDsD8sYYzq6Unl5uV566SU999xzmjt3roYMGaLvfve7+s53vqN+/fp1QpnRU1lZqZSUFFVUVCg5OTnW5QAAOpExRoGGwDcv2tv3XmHAH5BlWVGf7W7vmvz1fnl8nk67EhQKhhQKheXxtj4RRiwEA0EZYyJOzgEAsdCRbLBfwWlv27dv17/+9S89/vjjWr9+vYLB6I3V7gwEJwAAAABSx7JBh4fq7S0QCGjx4sVauHChtmzZouxsphYFAAAAcOjZr+A0Z84cXX/99crOztb06dOVnJyst956S9u3b492fQAAAAAQcx0ewN2rVy+VlZXpjDPO0KOPPqpzzjlHXq+3M2oDAAAAgG6hw8Fp5syZuuSSS5SamtoJ5QAAAABA99Ph4HT99dd3Rh0AAAAA0G0d0OQQAAAAAHA4IDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwAAAADYIDgBAAAAgA2CEwDYMMaorrpO9bUNsS7lsBfwB1RTWatwONyu9qFQSDWVtQr4A51cGQDgUOeKdQEA0J3V1zZo4dtLtHXNdlkOS0OOG6SjJ4+U0+mMdWmHnQ3LNmvx+8vVUOdXj57pOuH845SWlRKxfWlhuT57baHKiyoUl+jTsWeMUv7Ivl1YMQDgUMIVJwBow4o5q7Ty06/kcrskIy1+d5nWL9kU67IOO8Xbdmvu7AWq2VMrb5xHW1YVaN7shQoFQ622D/gDmvfKAhV8tVO+eK8qSio195WFKtlZ1sWVAwAOFQQnAGjD9vWFSkiNV0pGktJzUmVZlnZtK4l1WYedsqI9qq2sU05+lpLSEpXVp4dKdpSqpqK21fZVZdUq2VmmnPxMJaYlqOeAHFWVV6u8aE/XFg4AOGQQnACgDfHJcaqvrpcxRuFQWAF/UHEJ3liXddjx+DyyHA411PklSbWVdXJ73XL73BHbu71u1VbWSZLqaxrkdDnlidAeAAA73OMEAG0YdfIIle4s15bV2yUZ9RyQrcHHDox1WYed3oN7auDoftqwbLNkjDw+j449Y7TiEnyttk9MTdBRE4dr4TtLtXVNgWQ5NPjYAeo1KLeLKwcAHCosY4yJdRFdqbKyUikpKaqoqFBycnKsywFwECgtLFfR5mI5nA7lDe6pxNSEWJd0WPI3BLR1dYEaahuUmp2q3jYhyBijgnU7VVlSKV+CT32H95bbwxUnAMB/dSQbEJwAAAAAHJY6kg24xwkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbBCcAAAAAMAGwQkAAAAAbMQ0OH366ac655xz1LNnT1mWpddee812nY8//lhHH320vF6vBg4cqCeffLLT6wQAAABweHPFsvOamhodddRRuuaaa3ThhRfatt+8ebPOOuss3XjjjXr22Wf1n//8R9ddd51yc3M1ZcqULqgYALqHpf/5UptXbpPb69bxZ45Wdt+sqG6/trpO815ZoIqSKmXlZeiEC4+TyxXdfxllReXa/nWhJKnnwBxl9EyP6vb3R3FBiQo37ZLD4VDekJ5KzUxps31NZa22rCpQoCGgjF7p6n1Ezy6qFADQ1WIanKZOnaqpU6e2u/3DDz+s/Px83XvvvZKkoUOHat68efrzn/9McAJw2Jjzwmd6/YF3VFtVJ0la8sEK3XjvVcrNz47K9utr6/XYz57V6s/WSpIcDoe2flWgK355iRyO6AxUKC4o0YfPfKrSneWyLCk1K0WTvntS1PZhf2xfX6iPnpurypIqSVJmXg9N/t5E9chNa7V9TWWtPnz6UxWs2yHLsuRL8OrEC47X4GMHdmXZAIAuclDd4zR//nxNnjy5xbIpU6Zo/vz5EddpaGhQZWVliwcAHKzC4bA+em6egsGQ+h/ZV32G9dbODUVa8NaSqPWxau5afbXga2X3zVL+iD5K7pGopR+u1LavdkStj7WL1qu8cI/yh+ep3/A8VZZUac38r6O2/f2xat5XqqmoVf7IPuo3PE/F20r09ZKNEdtvWVWggnU7lDe4l/oNz5NlWVo2Z5VCwVAXVg0A6CoHVXAqKipSdnbLdyOzs7NVWVmpurq6VteZNWuWUlJSmh95eXldUSoAdIqgPyh/XYN88V5JksvllOWw1FDTELU+6msbFA6G5UvwSJLiEn0KBkKqr41eHw01frl9blkOS5ZlyRPnUX11fdS2vz/qquubj6vlsOT2uuWv9UdsH/QHZVmWXG6nJMkX71WgIUBwAoBD1EEVnPbHnXfeqYqKiuZHQUFBrEsCgP3m8XnUb2QfVZZWqbSwXEWbi+XxedR3eO+o9ZE/oo9Ss1K0fd1OlRdXqHDTLmXm9VDvQTlR66PnwBwFAyGV7ixXWdEeNdQ2qNeg3Khtf3/0HtxTNZW1Kivao5IdZZKknPzI94716JUuX4JPRVuKVbG7UmVFe9RzQI48Pk9XlQwA6EIxvcepo3JycrRr164Wy3bt2qXk5GTFxcW1uo7X65XX6+2K8gCgS1x6+3kyYaPNX25TXJJPJ100VuPOOTZq2+81KFeX3nGe3nzwPVXtqVH+yL6advu5SkxNjFofQ44bqLrqOn29eKNM2OiYM0ZpxIlDorb9/XHUxOEKNgS1acUWOV0uHXXyGA0a0z9i+96DcnXihcdr+UcrFWgIaui4IzT27DFdWDEAoCtZxhgT6yIkybIsvfrqqzr//PMjtrnjjjv073//WytXrmxe9p3vfEdlZWV6991329VPZWWlUlJSVFFRoeTk5AMtGwBipqayVm6Pq9OucASDQdVX1ys+OT5qk0Ls00cgKGOM3B53p2x/fwT8gW+G4LXvvcVQKKRQIMSVJgA4CHUkG8R0qF51dbWWL1+u5cuXS2qcbnz58uXatm2bpMZhdldeeWVz+xtvvFGbNm3ST3/6U61du1YPPvigXnzxRf3oRz+KRfkAEFMJyfGd+mLd5XIpMTWx00KTJLncrm4VmiTJ7XG3OzRJktPpJDQBwGEgpsFp8eLFGj16tEaPHi1J+vGPf6zRo0frV7/6lSSpsLCwOURJUn5+vt5++2198MEHOuqoo3TvvffqscceYypyAAAAAJ2q2wzV6yoM1QMAAAAgHURD9QAAAADgYEBwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbBCcAAAAAsEFwAgAAAAAbrlgXgMOPMUYbyspUUlsjn8ulIRmZinO7Y10WAAAAEBHBCV3uix3b9eHmTQqEQjKS1paW6PzBQwlPAAAA6LYYqocuVRsIaMGO7Yp3u3VERoby09K0vrREm8rLYl0aAAAAEBHBCV0qEAopGA4pzt14sdPjdMoYyR8KxbgyAAAAIDKG6qFLJXo86pWcojW7ixUMG1U1NCjZ51N2YmKsSwMAAAAiIjihSzkdDk0ZMFBOy6GdVZXqER+nk/r0U8+k5FiXBgAAAEREcEKXS/XF6eJhw9UQDMrtdMphWbEuCQAAAGgTwQkx43Xx6wcAAICDA5NDAAAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAIANghMAAAAA2CA4AQAAAICNbhGc/t//+3/q16+ffD6fjj/+eC1atChi2yeffFKWZbV4+Hy+LqwWsVIbCKg2EIh1GQAAADgMuWJdwAsvvKAf//jHevjhh3X88cfr/vvv15QpU7Ru3TplZWW1uk5ycrLWrVvX/L1lWV1VLmLAHwrpk62btWZ3sSRpeGa2JvTtJ4/TGePKAAAAcLiI+RWn++67T9dff72uvvpqDRs2TA8//LDi4+P1+OOPR1zHsizl5OQ0P7Kzs7uwYnS1xTt36LNtW+W0HHJaDn1esFXLCnfGuiwAAAAcRmIanPx+v5YsWaLJkyc3L3M4HJo8ebLmz58fcb3q6mr17dtXeXl5Ou+887R69eqIbRsaGlRZWdnigYNLQUWF4txu9YiPV4/4eHldLm2rqIh1WQAAADiMxDQ4lZSUKBQK7XPFKDs7W0VFRa2uM3jwYD3++ON6/fXX9cwzzygcDmv8+PHavn17q+1nzZqllJSU5kdeXl7U9wOdK8HjVl0wqLAxChujukBACR53rMsCAADAYSTmQ/U6aty4cbryyis1atQoTZw4UbNnz1ZmZqYeeeSRVtvfeeedqqioaH4UFBR0ccU4UGNyeyknIVEbSku1vrREOUlJGpPbK9ZlAQAA4DAS08kh/n979x5dVX3nffxzbjm5npM7SSBAuAQE5BYQgnfFIkUq1TIMxYJIrbNEq1Ke1dFVRaxTnMdSbZ9xsPi02GmltDjVOrbqYB6hHQG5K4jlDuGSO+Gc3M9l7+cPNWOGJJvoSbaQ92utLM3Od/9+31+2WfLht/dOZmamXC6XKioq2hyvqKhQTk7OBY3h8Xg0btw4HT58uN2ve71eeb3eL9wr7JObkqLZI0bpROCcHJIGpKYqPSHR7rYAAADQi9i64xQXF6eioiKVlJS0HjMMQyUlJSouLr6gMaLRqPbu3avc3NzuahNfAhmJiRqfm6dxuXmEJgAAAPQ4219HvmTJEi1YsEATJkzQFVdcoWeffVYNDQ1auHChJGn+/Pnq27evVqxYIUl64oknNHnyZA0ZMkTnzp3T008/rRMnTujb3/62ncsAAAAAcAmzPTjNmTNHVVVVeuyxx1ReXq6xY8fqzTffbH1hRGlpqZzO/94Yq62t1d13363y8nKlpaWpqKhImzdv1ogRI+xaAgAAAIBLnMM0TdPuJnpSMBiU3+9XIBCQz+ezux0AAAAANulKNrjo3qoHAAAAAD2N4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGDBbXcD6H7HztWqor5eHpdThemZSvF6Yzp+VX29fv3BHtU0N2mgP00Lxo5TnMvVYb1pmjp89qyqGxsU73ZreGaWEjyeTueoqK/XicA5SVJBapqykpJiuQQZpqkD1VWqbW5Wksej4ZlZ8rr58QAAAMDH+JPhJe6DinK9deSQGsNhmaapgrQ0fX34SPliFJ5qm5r03bf+pIM11TIluRwOHayp0tNfmd7hOdtPn9Lbx44qHI3KlPS3mmrNGnZZh+HpVDCgV/+2X9WNjZKk7KQk3Tp8hPqm+GKyBtM09Zfjx/TuqVJFDEMOSUdrz+qWwuHydBIAAQAA0Htwq94lLGoY2nLqpExJhRmZGpyeoWO1tTpYUx2zOf506IAOna1RdmKSBvhTleiO0+ZTJ7W3orzd+sZwWFtPn1Kix6PCzEwVpKXpUE21jtae7XCO3WVnVNPYqMKMTBVmZKqqoUF7yspitoba5ibtKj+j1Ph4FWZkqp/Prw+rKlX6yQ4XAAAAQHC6hEUMQ6FoRInuj3dy3M6PL3coGo3ZHPWhFpmm2XprXrzbrahhKNDS1G59OBpVxIgqwfPxZmecyyXT7LynpkhE8R6PHA6HHA6HvB6PmiLhmK0hHDUUNgwlfPJ98rrdipqmQoYRszkAAABwceNWvUuY1+3WQH+adpSdliQ1RcJK8sQpJzk5ZnOMz81TkidOZ+rqlBwXp0BLi/r6fBqZldNufXJcnPr6/NpfVamIYaqupUW++Hj16aSngf5UfVRdpcqGeklSKBrRAH9qzNaQGh+v3ORkHa2tVXZSsmqbm5SRkKg+MX6OCgAAABcvdpwucdcXDNKE3L4yTFO+OK++MmSoBqWlx2z8K/rm674rJikjMVFR09TA1FQ9es11SktIaLfe5XRq2uAhujw7R1HDUEZigqYPGaq8Tp5XGpebp+sGFsjlcMrlcOq6AYM0LjcvZmvwut2aPmSYhmVkKWIYyktO0YzCYUpPSIzZHAAAALi4OUzTNO1uoicFg0H5/X4FAgH5fLF5ucDFoCUSkdvplMvZPVk5FI0q0NSk9IQEuS7whQotkYg8LpecDscFzyGp0zf2fRGmaSoUjXapJwAAAFy8upINuFWvl+juV2vHuVzK6uItgF3tqbsC06ccDgevIAcAAEC7uFUPAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnHqBiGGoor5ewebmCz7nTDCgE+dqFY1GL6g+FI2qrqVFUcP4vG1aagyH1RgOd9v4AAAAQEfcdjeA7nUqGNBz27fqWO05uZ1O3TxkqL45arSczvYzc1MopMc2lui906dkytTQ9Aw9ef1U5fn8Hc5xsKZa7xw/psZwSFmJibpp0FD1SU6O2RpC0ag2nTim/VWVkqSRWX10zYCBinO5YjYHAAAA0Bl2nC5xz+/Ypj1lZYp3uxQ2onp5/z5tPHGsw/pVO7bpnePHZMqU2+HU7vIyPfXuXzusr2po0BuHD6q2qUkJHo+O1NbqjcMH1RKJxGwNO86c1rulJ+RyOOVyOLX55AntLjsTs/EBAAAAKwSnS1hdS7OO1dYqIzFJaQmJykvxKWREdaS2tsNzPvxkVyczMUmpCQlK8Hh0oKaqw/qqxgYFmps1IDVVfm+88n1+VTTUK9By4bcFWjkZCCjB41FGYqIyEhPldbtVGgjEbHwAAADACsHpEpbgiVO8262GcEiSFIpEJFNK8ng6PMfvjVfUNBU1DBmGoVAkopQ4b4f1XpdLLoez9dmj+lBIXpdbXlfs7gJNivOoKRKRYZoyTFNN4bCS4jpeAwAAABBrBKdLmNvp1G2XjZDH6dSB6iodC9RqaHqmbho0uMNzvjVmjLITk3QqGNSpYFCJnjh9a8zY8+rKysr0+OOPK66pWaP79NGZuqAO1lSrIRzSpL795I+Pj9k6inL7KicpWYdranSoplo5KSkqyu0bs/EBAAAAKw7TNE27m+hJwWBQfr9fgUBAPp/P7nZ6xPbTp3Sgplrxbo+uG1igzMTETuv3V1boz4cPKmIYuqp/f13Vv+C8ml27dqmoqEg7d+7U5WPG6NDZGjWEQ0qPT9CgtHQ5HI6YrqGmsVEnAufkkDQgNVXpCZ2vAQAAALDSlWzAW/V6gYl9+2li334XXD8iu49GZPe54HqPy6URWdmfp7UL9unzTQAAAIAduFUPAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAAsEJAAAAACwQnAAAAADAgtvuBmC/srIylZWVdemcXbt2tflnV+Tm5io3N7fL5wEAAAB2IThBP//5z7V8+fLPde7dd9/d5XOWLVumxx9//HPNBwAAANiB4ATdc889+trXvtalc3bt2qW7775bL7zwgsaPH9+lc9ltAgAAwMWG4IQvdOvc+PHjuxycAAAAgIsNL4cAAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwQHACAAAAAAsEJwAAAACwwOvIY+xUMKBTwaBcToeGpGUoLSEhpuM3hkJ66+hhVTc2KjsxUdOGFCre3fllXLVjq3aXlSvR49HCseM1JqfzV4//n62btXbfBzJMaUr/fnpm2i2d1r9fdkYPl2xQINSi/BSfVn/t6/J5vR3Wh8NhLfvLOzpQXS2f16v/NeUqjcju0+kcFfX1OhE4J0kqSE1TVlJSp/VdZZimDlRXqba5WUkej4ZnZslr8X0FAABA78GfDGPoUE2NXj/0NwWam2VK6ufz67bhI5SRmBiT8UORiFZufVdbT5XKlOSUQx9VV2nplKvldra/efjI2/+p1w5+pIhhypSp906f1HPTv6bxeXnt1j+56R398v1drZ//8cABVdQ3aO3tc9qtL62t1cObN6nFMCRJZfV1mvqr/6tt31nc4TrueGW9dlWUyzRNSQ69X1Gu33z9Gx2Gp1PBgF79235VNzZKkrKTknTr8BHqm+LrcI6uME1Tfzl+TO+eKlXEMOSQdLT2rG4pHC6PyxWTOQAAAHBx41a9GHrv9Ek1hcMalpmlwoxMnQwGtL+qMmbjv19Rrp1nTisnOUXDMrKUlZSkbWdO68PKinbr65ub9Z9HD0v6OGxkJCSqtqlJL34mGP1Pv/vwg9Z/dzkckqRtp091WP/LPbvUYhhySvJ8Et6qm5v10vu7263/oLxM71dVyulwyOeNV6LHrWCoRat2vtfhHLvLzqimsVGFGZkqzMhUVUOD9pSVdVjfVbXNTdpVfkap8fEqzMhUP59fH1ZVqvSTHS4AAACA4BRDDeGwEjweSZLT4ZDb4VRzNBKz8ZsiYUVMQ0meOElSotujcDSqpki43fq6cEhhIyq38+Ndk093pRrC7ddLUuSTnaNPQ5MkGZ301BBukSR9Wv3pf1Bl9cF266sbG2SaZuv4bqdLMk3Vt3TcU1MkoniPRw6HQw6HQ16Pp8M1fx7hqKGwYSjB/fG187rdipqmQkZnKwcAAEBvQnCKoaHpGQo0N6u6sUFldXVyOx0xu53s4/EzlZ2YrKO1Z1XT2Kjj52qVk5SswWnp7dbnpvjUN8Wn5khYwZYWnW1qlNvp1PjcnA7n+LTfqGkqapqSpJRPwmB7Jub1k0NSVFLYMGTo49B1a+GIduuLcvKU7IlTKBpVUzisupZmuZxOTe6X3+EcA/2pao5EVNlQr8qGeoWiEQ3wp3ZY31Wp8fHKTU5WaeCcapuadPxcrTISEtUnxs9RAQAA4OJFcIqhKfn5Ku7XX5IU73Zr6qAhuiwzK2bj56akaPHESRqQmqaIYWhweobunThJWUnJHZ7zv2+6WYPS0mXKlNfl1i1DL9PiicUd1r88Z57S4+NbP09wufSrWd84v5fcXC1btkwP3DRNUwcNkksf7zp5HA49NKlYQ7PaX7c/MVErbvyK0hISZDqkOLdbMwuH654JV3TY07jcPF03sEAuh1Muh1PXDRikcbntP6P1eXjdbk0fMkzDMrIUMQzlJadoRuEwpSfE5tk0AAAAXPwcpvnJtkIvEQwG5ff7FQgE5PPFbjfos1oiEbmczg5f2PBFGYahYKhFvjivnBc4x6lz55QaH6/kz4Sizhw/d06Nzc0akdPx7tRnBVtadOxsjYanZ8jbyRv1PutITbVyfX4ldrKj9VmhaFSSFNdNL2wwTVOhaFQel0vOz9yqCAAAgEtTV7IBwQkAAABAr9SVbMCtegAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeAEAAAAABYITgAAAABggeD0JdASiag+FJJpmna30upsY6OqGuplGMYF1deHQiqrq1MoEunmzgAAAICe57a7gd7MNE1tO31K28+cUtgwNdDv19RBQ5Ti9drWUygS0Qu7dujdk6UyZWpEVrYWT5ik9MTEDs/5zyOH9Nt9e9UYDik7KUn3FF2hUdl9erBrAAAAoHux42SjAzXVKjl2VBHDVLzbpT3l5dp4/JitPf3xwEd64/BBSaY8Tpc2nzyhX72/u8P6v1VVac2eXaptblSCx6MjZ2v13Latqmtp7rmmAQAAgG7GjpONqhobFDai6pOcJkmKGIZKg+cUMQy5nfZk2gM11XLIoT7JKZKkpkhYH9VUdlh/uLZGweYWFWZmSpK8TpcqGup1MhjQiKz4HukZAAAA6G7sONnI63LLME1FPnmOqD4UUoLbI5fDYVtPPm+8woahqGHINA01hcPyezsOQEkej1xOh+pDIUlSXahFcS63UuLsu90QAAAAiDV2nGx0WWaWDtRU6WjtWZmmKX98gq7sP0AOG4PTLYWF2ldZocNnayRJaQkJuv2ykR3WF+cP0Kbjx7Sj7IwMmYpzunTL0GHK96f2UMcAAABA93OYX6ZXufWAYDAov9+vQCAgn89ndzuqD4V0pPasIkZUOckp6ptif08nA+e05dRJRQxDY3NyNCKr8xc9NIZC+n/Hj6q2uUn9Uny6dkCBnDbdaggAAABcqK5kA4ITAAAAgF6pK9mAbQEAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsEBwAgAAAAALBCcAAAAAsPClCE7PPfecBg4cqPj4eE2aNEnbtm3rtH79+vUaPny44uPjdfnll+vPf/5zD3UKAAAAoDeyPTj97ne/05IlS7Rs2TLt2rVLY8aM0bRp01RZWdlu/ebNmzV37lwtWrRIu3fv1qxZszRr1izt27evhzsHAAAA0Fs4TNM07Wxg0qRJmjhxov7lX/5FkmQYhvLz83X//ffrH//xH8+rnzNnjhoaGvT666+3Hps8ebLGjh2r559/3nK+YDAov9+vQCAgn88Xu4UAAAAAuKh0JRvYuuMUCoW0c+dOTZ06tfWY0+nU1KlTtWXLlnbP2bJlS5t6SZo2bVqH9S0tLQoGg20+AAAAAKArbA1O1dXVikaj6tOnT5vjffr0UXl5ebvnlJeXd6l+xYoV8vv9rR/5+fmxaR4AAABAr2H7M07d7eGHH1YgEGj9OHnypN0tAQAAALjIuO2cPDMzUy6XSxUVFW2OV1RUKCcnp91zcnJyulTv9Xrl9Xpj0zAAAACAXsnWHae4uDgVFRWppKSk9ZhhGCopKVFxcXG75xQXF7epl6QNGzZ0WA8AAAAAX5StO06StGTJEi1YsEATJkzQFVdcoWeffVYNDQ1auHChJGn+/Pnq27evVqxYIUl64IEHdO2112rlypWaMWOG1q1bpx07dmj16tV2LgMAAADAJcz24DRnzhxVVVXpscceU3l5ucaOHas333yz9QUQpaWlcjr/e2NsypQpWrt2rX7wgx/okUce0dChQ/Xqq69q1KhRdi0BAAAAwCXO9t/j1NP4PU4AAAAApIvo9zgBAAAAwMWA4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFghOAAAAAGCB4AQAAAAAFtx2N9DTTNOUJAWDQZs7AQAAAGCnTzPBpxmhM70uONXV1UmS8vPzbe4EAAAAwJdBXV2d/H5/pzUO80Li1SXEMAydOXNGKSkpcjgc3TJHMBhUfn6+Tp48KZ/P1y1z4MuBa917cK17D65178G17j241r1HV6+1aZqqq6tTXl6enM7On2LqdTtOTqdT/fr165G5fD4fP5y9BNe69+Ba9x5c696Da917cK17j65ca6udpk/xcggAAAAAsEBwAgAAAAALBKdu4PV6tWzZMnm9XrtbQTfjWvceXOveg2vde3Ctew+ude/Rnde6170cAgAAAAC6ih0nAAAAALBAcAIAAAAACwQnAAAAALBAcAIAAAAACwSnGPrLX/6imTNnKi8vTw6HQ6+++qrdLaGbrFixQhMnTlRKSoqys7M1a9YsHThwwO620A1WrVql0aNHt/4iveLiYr3xxht2t4Vu9tRTT8nhcOjBBx+0uxV0g8cff1wOh6PNx/Dhw+1uC93k9OnTuuOOO5SRkaGEhARdfvnl2rFjh91tIcYGDhx43s+1w+HQ4sWLYzYHwSmGGhoaNGbMGD333HN2t4JutmnTJi1evFhbt27Vhg0bFA6H9ZWvfEUNDQ12t4YY69evn5566int3LlTO3bs0A033KBbb71VH374od2toZts375dP//5zzV69Gi7W0E3GjlypMrKylo//uu//svultANamtrdeWVV8rj8eiNN97Q/v37tXLlSqWlpdndGmJs+/btbX6mN2zYIEmaPXt2zOZwx2wkaPr06Zo+fbrdbaAHvPnmm20+f/HFF5Wdna2dO3fqmmuusakrdIeZM2e2+fyf/umftGrVKm3dulUjR460qSt0l/r6es2bN08vvPCCnnzySbvbQTdyu93Kycmxuw10s3/+539Wfn6+1qxZ03qsoKDAxo7QXbKystp8/tRTT2nw4MG69tprYzYHO05ADAQCAUlSenq6zZ2gO0WjUa1bt04NDQ0qLi62ux10g8WLF2vGjBmaOnWq3a2gmx06dEh5eXkaNGiQ5s2bp9LSUrtbQjd47bXXNGHCBM2ePVvZ2dkaN26cXnjhBbvbQjcLhUL6zW9+o7vuuksOhyNm47LjBHxBhmHowQcf1JVXXqlRo0bZ3Q66wd69e1VcXKzm5mYlJyfrlVde0YgRI+xuCzG2bt067dq1S9u3b7e7FXSzSZMm6cUXX9SwYcNUVlam5cuX6+qrr9a+ffuUkpJid3uIoaNHj2rVqlVasmSJHnnkEW3fvl3f/e53FRcXpwULFtjdHrrJq6++qnPnzunOO++M6bgEJ+ALWrx4sfbt28f98ZewYcOGac+ePQoEAnr55Ze1YMECbdq0ifB0CTl58qQeeOABbdiwQfHx8Xa3g2722dvqR48erUmTJmnAgAH6/e9/r0WLFtnYGWLNMAxNmDBBP/rRjyRJ48aN0759+/T8888TnC5hv/jFLzR9+nTl5eXFdFxu1QO+gPvuu0+vv/663nnnHfXr18/udtBN4uLiNGTIEBUVFWnFihUaM2aMfvrTn9rdFmJo586dqqys1Pjx4+V2u+V2u7Vp0yb97Gc/k9vtVjQatbtFdKPU1FQVFhbq8OHDdreCGMvNzT3vL7kuu+wybs28hJ04cUJvv/22vv3tb8d8bHacgM/BNE3df//9euWVV7Rx40YeNO1lDMNQS0uL3W0ghm688Ubt3bu3zbGFCxdq+PDh+v73vy+Xy2VTZ+gJ9fX1OnLkiL71rW/Z3Qpi7Morrzzv14UcPHhQAwYMsKkjdLc1a9YoOztbM2bMiPnYBKcYqq+vb/O3VceOHdOePXuUnp6u/v3729gZYm3x4sVau3at/vjHPyolJUXl5eWSJL/fr4SEBJu7Qyw9/PDDmj59uvr376+6ujqtXbtWGzdu1FtvvWV3a4ihlJSU855RTEpKUkZGBs8uXoKWLl2qmTNnasCAATpz5oyWLVsml8uluXPn2t0aYuyhhx7SlClT9KMf/Uh/93d/p23btmn16tVavXq13a2hGxiGoTVr1mjBggVyu2MfcwhOMbRjxw5df/31rZ8vWbJEkrRgwQK9+OKLNnWF7rBq1SpJ0nXXXdfm+Jo1a2L+ICLsVVlZqfnz56usrEx+v1+jR4/WW2+9pZtuusnu1gB8TqdOndLcuXNVU1OjrKwsXXXVVdq6det5rzPGxW/ixIl65ZVX9PDDD+uJJ55QQUGBnn32Wc2bN8/u1tAN3n77bZWWluquu+7qlvEdpmma3TIyAAAAAFwieDkEAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEAAACABYITAAAAAFggOAEALhnHjx+Xw+HQnj17LvicO++8U7Nmzeq05rrrrtODDz74hXoDAFzcCE4AgEtGfn6+ysrKNGrUKLtbOU9zc7MWL16sjIwMJScn6/bbb1dFRYXdbQEALhDBCQBwSQiFQnK5XMrJyZHb7ba7nfM89NBD+o//+A+tX79emzZt0pkzZ3TbbbfZ3RYA4AIRnAAAPWr16tXKy8uTYRhtjt9666266667JElHjhzRrbfeqj59+ig5OVkTJ07U22+/3aZ+4MCB+uEPf6j58+fL5/PpO9/5znm36kWjUS1atEgFBQVKSEjQsGHD9NOf/rTdvpYvX66srCz5fD79wz/8g0KhUIdraGlp0dKlS9W3b18lJSVp0qRJ2rhxY4f1gUBAv/jFL/STn/xEN9xwg4qKirRmzRpt3rxZW7duvYDvGgDAbgQnAECPmj17tmpqavTOO++0Hjt79qzefPNNzZs3T5JUX1+vr371qyopKdHu3bt18803a+bMmSotLW0z1o9//GONGTNGu3fv1qOPPnreXIZhqF+/flq/fr3279+vxx57TI888oh+//vft6krKSnRRx99pI0bN+q3v/2t/vCHP2j58uUdruG+++7Tli1btG7dOn3wwQeaPXu2br75Zh06dKjd+p07dyocDmvq1Kmtx4YPH67+/ftry5Yt1t80AIDtCE4AgB6Vlpam6dOna+3ata3HXn75ZWVmZur666+XJI0ZM0b33HOPRo0apaFDh+qHP/yhBg8erNdee63NWDfccIO+973vafDgwRo8ePB5c3k8Hi1fvlwTJkxQQUGB5s2bp4ULF54XnOLi4vTLX/5SI0eO1IwZM/TEE0/oZz/72Xm7YpJUWlqqNWvWaP369br66qs1ePBgLV26VFdddZXWrFnT7prLy8sVFxen1NTUNsf79Omj8vLyC/q+AQDsRXACAPS4efPm6d///d/V0tIiSXrppZf093//93I6P/7fUn19vZYuXarLLrtMqampSk5O1kcffXTejtOECRMs53ruuedUVFSkrKwsJScna/Xq1eeNM2bMGCUmJrZ+XlxcrPr6ep08efK88fbu3atoNKrCwkIlJye3fmzatElHjhzp8vcCAHBx+PI9PQsAuOTNnDlTpmnqT3/6kyZOnKi//vWveuaZZ1q/vnTpUm3YsEE//vGPNWTIECUkJOgb3/jGec8dJSUldTrPunXrtHTpUq1cuVLFxcVKSUnR008/rffee+9z915fXy+Xy6WdO3fK5XK1+VpycnK75+Tk5CgUCuncuXNtdp0qKiqUk5PzuXsBAPQcghMAoMfFx8frtttu00svvaTDhw9r2LBhGj9+fOvX3333Xd155536+te/LunjsHL8+PEuz/Puu+9qypQpuvfee1uPtbcr9P7776upqUkJCQmSpK1btyo5OVn5+fnn1Y4bN07RaFSVlZW6+uqrL6iPoqIieTwelZSU6Pbbb5ckHThwQKWlpSouLu7yugAAPY/gBACwxbx583TLLbfoww8/1B133NHma0OHDtUf/vAHzZw5Uw6HQ48++mi7zxtZGTp0qP7t3/5Nb731lgoKCvTrX/9a27dvV0FBQZu6UCikRYsW6Qc/+IGOHz+uZcuW6b777mu9dfCzCgsLNW/ePM2fP18rV67UuHHjVFVVpZKSEo0ePVozZsw47xy/369FixZpyZIlSk9Pl8/n0/3336/i4mJNnjy5y+sCAPQ8ghMAwBY33HCD0tPTdeDAAX3zm99s87Wf/OQnuuuuuzRlyhRlZmbq+9//voLBYJfnuOeee7R7927NmTNHDodDc+fO1b333qs33nijTd2NN96ooUOH6pprrlFLS4vmzp2rxx9/vMNx16xZoyeffFLf+973dPr0aWVmZmry5Mm65ZZbOjznmWeekdPp1O23366WlhZNmzZN//qv/9rlNQEA7OEwTdO0uwkAAAAA+DLjrXoAAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAWCE4AAAAAYIHgBAAAAAAW/j9g+e1fJJtFrQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def kmeans(data, k, centroids):\n",
+    "    alldistances = np.array([np.linalg.norm(data - centroid, axis=1)\n",
+    "                             for centroid in centroids])\n",
+    "    assert alldistances.shape == (k, len(data))\n",
+    "    point_classification = np.argmin(alldistances, axis=0)\n",
+    "    new_centroids = np.array([np.mean(data[point_classification == pointclass],\n",
+    "                                      axis=0)\n",
+    "                              for pointclass in np.arange(k)])\n",
+    "    return point_classification, new_centroids\n",
+    "\n",
+    "point_classification, new_centroids = kmeans(demodata, 3, cs_history[-1])\n",
+    "\n",
+    "# Ergebnisse betrachten:\n",
+    "def plotinit(data, col1=0, col2=1):\n",
+    "    fig, ax = plt.subplots(figsize=(10,10))\n",
+    "    ax.set_xlim(np.min(data[:,col1])-0.2, np.max(data[:,col1])+0.2)\n",
+    "    ax.set_ylim(np.min(data[:,col2])-0.2, np.max(data[:,col2])+0.2)\n",
+    "    ax.set_xlabel(\"variable %s\" % col1)\n",
+    "    ax.set_ylabel(\"variable %s\" % col2)\n",
+    "    return fig, ax\n",
+    "\n",
+    "def plot_results(data, k, centroids, classes, col1=0, col2=1):\n",
+    "    fig, ax = plotinit(data, col1=col1, col2=col2)\n",
+    "    ax.scatter(data[:,col1], data[:,col2],\n",
+    "               c=classes, vmax=k-1,\n",
+    "               alpha=0.4, s=10)\n",
+    "    ax.plot(centroids[:,col1], centroids[:,col2],\n",
+    "            '+', c='black', markersize=20)\n",
+    "    fig.suptitle(\"Zentroide und Cluster (Spalten %s,%s) nach Durchführung von %s-means\" % (col1, col2, k))\n",
+    "    plt.show()\n",
+    "    \n",
+    "plot_results(demodata, 3, new_centroids, point_classification, col1=0, col2=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Weil es jetzt so einfach geht:\n",
+    "k = 5\n",
+    "data = x # sepal length, sepal width, petal length, petal width\n",
+    "random_indices = np.random.choice(len(data), k)\n",
+    "initial_centroids = data[random_indices]\n",
+    "point_classification, new_centroids = kmeans(data, k, initial_centroids)\n",
+    "plot_results(data, k, new_centroids, point_classification, col1=2, col2=3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Konvergierende k-Means-Implementierung"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "iteration step  1\n",
+      "iteration step  2\n",
+      "iteration step  3\n",
+      "iteration step  4\n",
+      "iteration step  5\n",
+      "iteration step  6\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(2222)\n",
+    "\n",
+    "# 3-means bis zur Konvergenz:\n",
+    "def convergent_kmeans(data, k, breakloop=100, noisy=True):\n",
+    "    random_indices = np.random.choice(len(data), k)\n",
+    "    new_centroids = data[random_indices]\n",
+    "    old_centroids = np.full(new_centroids.shape, 0) # will be overwritten anyway\n",
+    "    point_classification = None\n",
+    "    i = 0\n",
+    "    while(not np.allclose(old_centroids, new_centroids, rtol=0.0001) and i < breakloop):\n",
+    "        i += 1\n",
+    "        if(noisy):\n",
+    "            print(\"iteration step \", i)\n",
+    "        old_centroids = new_centroids\n",
+    "        point_classification, new_centroids = kmeans(data, k, old_centroids)\n",
+    "        # if any of the new centroids is NaN, need to replace it by the old one to continue\n",
+    "        # this can happen if centroid is so bad, the empty cluster forms (=> no mean)\n",
+    "        nan_centroids = np.isnan(new_centroids).any(axis=1)\n",
+    "        new_centroids[nan_centroids] = old_centroids[nan_centroids]\n",
+    "    return point_classification, new_centroids\n",
+    "\n",
+    "point_classification, new_centroids = convergent_kmeans(data, 3)\n",
+    "plot_results(data, 3, new_centroids, point_classification, col1=2, col2=3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Welches k ist das richtige?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(11111)\n",
+    "max_k_to_try = 20\n",
+    "assert max_k_to_try <= len(data)\n",
+    "\n",
+    "import warnings\n",
+    "warnings.simplefilter(\"ignore\") # Mean of empty slice\n",
+    "\n",
+    "elbow_values = []\n",
+    "for k in range(2, max_k_to_try+1):\n",
+    "    #print(\"looking at k =\", k)\n",
+    "    point_classification, centroids = convergent_kmeans(data, k, noisy=False)\n",
+    "    # Berechne für jeden Cluster die innere Varianz:\n",
+    "    total_inner_variance = np.nansum([np.var(data[point_classification == pointclass])\n",
+    "                                      for pointclass in range(k)])\n",
+    "    group_variance = np.var(centroids)\n",
+    "    elbow_values.append(group_variance / total_inner_variance)\n",
+    "    \n",
+    "fig, ax = plt.subplots()\n",
+    "ax.plot(np.arange(2, max_k_to_try+1), elbow_values)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Robustes k-Means und Elbow plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def robust_kmeans(data, k, howmany=20):\n",
+    "    score = 100000000\n",
+    "    for i in range(howmany):\n",
+    "        point_classification, centroids = convergent_kmeans(data, k, noisy=False)\n",
+    "        total_inner_variance = np.nansum([np.var(data[point_classification == pointclass])\n",
+    "                                          for pointclass in range(k)])\n",
+    "        group_variance = np.var(centroids)\n",
+    "        new_score = group_variance / total_inner_variance\n",
+    "        if(new_score < score):\n",
+    "            final_classification, final_centroids = point_classification, centroids\n",
+    "            score = new_score\n",
+    "    return final_classification, final_centroids, score\n",
+    "\n",
+    "elbow_values = [robust_kmeans(data, k)[2] for k in range(2, max_k_to_try+1)]\n",
+    "fig, ax = plt.subplots()\n",
+    "fig.suptitle(\"elbow plot\")\n",
+    "ax.plot(np.arange(2, max_k_to_try+1), elbow_values)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Beispiel mit anderen Daten"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import scipy.stats as st\n",
+    "\n",
+    "def X(n, radius=[8,9]):\n",
+    "    rs = st.multivariate_normal(mean=radius[0]+np.ptp(radius),\n",
+    "                                cov=np.ptp(radius)/2\n",
+    "                               ).rvs(size=n)\n",
+    "    phis = st.uniform.rvs(size=n) * 2 * np.pi\n",
+    "    x, y = np.cos(phis), np.sin(phis)\n",
+    "    return (rs * np.stack([x, y])).T\n",
+    "\n",
+    "n = 10000\n",
+    "sample = X(n)\n",
+    "secondsample = st.multivariate_normal.rvs(mean=[0,0], cov=np.eye(2), size=n)\n",
+    "fig, ax = plt.subplots(figsize=(7,7))\n",
+    "ax.scatter(sample[:,0], sample[:,1], alpha=1000/n)\n",
+    "ax.scatter(secondsample[:,0], secondsample[:,1], alpha=1000/n)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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VuwF7H6YID0LiQJQw28i+45n8jF0DK9mP3QbVqkfUqhBWNxdyDHomCpMrwrntZD99A8n3ToqVewlMgqV5CJZiKtfHbfAqEfXJl4FMXYVPxCa0vA9B9hiYBdVsFo7pCPoZSsd4H4XXlXJNRowY8XPHOyVZ//E//kf+6T/9p/zX//pfefPmDf/23/5b/tJf+ksPz3vv+ft//+/zL//lv2S73fKn/tSf4l/8i3/Bb/3Wb73Lwxox4mtx3JWUh4rZozJPbTSzJKLcV+zv9mST9JeiD0przfxsJvmsY83sbMZklolaAURxTtd07G73aKPZrQ/YzpIvcrSWLE9bd2zebFFKMV1OWL/eUBc1UWzYvC04bEsO24IojtBaoSNRv8pDhe0d+XxCXdSsX91z9/oe1/dcvHeBiQx3Zg0O0mmK1grbO0ysiVJPlhzI8pJJtkb5XoLgXoPehAzSBJG5Yskx8UoWY/Y22HZTMD5kqY5iLWoF9uNQp/AdIAsW2g7oxVIjFjISXYFbSQZLBTvRluCvZb96GazBs0B+9iJ0+alUQPg6ZMZ2wBxMKc+rQG5MBv1rsLdgnEwVqhyohAiRi5rlj4F0pcANoCF6L5CqR5arSuUYXIXXUZhaXIRMVg+4YAnOAvHcyfWgk2tl7yCahkD8YOvGeHdA6ZFkjRjxLvBOSVZRFPzxP/7H+Wt/7a/xl//yX/7C8//kn/wT/vk//+f863/9r/nud7/L3/t7f48//+f/PP/zf/5PsuwXrxSM+PWDc45iV5DkX06ismlKdahoqpZs8sthGwI0VYfWisn8FDR3vaUuGspDyWFTcPt6zWQ24eK9s4fAureOKNL4xHD7cs3mesur77+hqTr6tiObT+iqFqMVOE9vHXXZcPneOUorqmPD+vWa7c2etmpYXc1ZXCwxkeGwOdC1HVEUsfIL4jRic7tne7PB9VvyqSKbO66ebnjyAiYTG8Ls10JIdC4Ey5dgemhT0OZEsnxYFkbthUj1ryUPRRUmAH8o23M3gayU4AyYCPBhmm/20PwuYfoGOi/BcVcIaXJbyV0BYEBtwGZC2HwtFqJ7IzakeS9sKyhP0RX0L6HfARfyOopAJlPwSyQoX4M9Sh2EWoT9ZMi6hc0pT6VioAGfIEvoDORIhz8udIAh5+13EuZXyP70QkgaOx6qKFBi8f4S/KdhxIhvG94pyfoLf+Ev8Bf+wl/40ue89/yzf/bP+Lt/9+/yF//iXwTg3/ybf8PTp0/5d//u3/FX/spfeZeHNmLEl8JZh+0dcfrlGRVtRP35qULdP4bHQXITGaL4Z/vnZ62la6SJO06iz+Wo+rZDP6pLsF3P5mZHdawxUQTec/92j71wRIkhm2XUx5q6aPAe+rZlf3dk9WxF3zqxCicpu9sdrndcfXiJ0ppyW3BYH7Hf9czP5zRlSxRHXH14TnVoWFzMQSkJx7c9TdGy+mjF+nqD1pqubqmOB/p6Rz67JDZrbl87+n7F8w8LJnkZLL4GXKgg0EbIkVahmkBsTslBxRIa90Gh8tcyVad3kj/ya+hriGJwIZtkQ+DdbcJU3wH0b0ley94Hu00jpZyh28o3EoQ3iViA/UshPNFvgHkG7X8Ve9HeBOK1CEH2J8AW/MvQMr9/9I5GgSTpYP0pCbsrFWzAM2Aeft4itmaLEMQoWHwy2KCUxquZDAT4CClNjWUf3oS+rCgoecM1dsE+fMJD9mvEiBE/V/zC/lV9/PHHvH37lj/35/7cw2PL5ZI/+Sf/JP/pP/2nryRZTdPQNM3D9/v9/ktfN2LEN4HSEth2vYX4i9NzzjmUUij9s/2vvzxUHO4PtFWLcx6TREwXOYvz+dd2XQE0dcP9mw3HTYmzljhLSPKE+WrK7GyKMQYTGbyTRYa999y8XHP/+p44jVFG4zpLmsdM5hnr1/egNFmekOQx3sP69ZH9/ZH5xYy2aYmTiHSSYXYVTdGKcjfNiNKIumjou544/D1KDV3jiOJIQvJG0TU9znqiOKLcFdy+XGPbnqbqmJ9roiTi/u09SVQRx9BWHfuNJo3BmOmJ/PgD0rbuwmMDaahDtgmEaDhRb/wMUayqkI8qQvh8IR1Uvgr5r1KUMDMBdS4Eqfs42Io2KDyh8wqF2Ifu1GXl0tCtlYft+WBvhqyXmoUm9y50cmWBvNXypnoFFNKXpZtgeUYhd6al9gHENlRPRVmjFZJpnkmY3hQQFqYGJKtmD7K0jytD7UUiZNSu5Wf0TLbvm3DcDujwbosylz/TZ3rEiBE/Gb8wkvX27VsAnj59+rnHnz59+vDcl+Ef/+N/zD/4B//gnR7biF9fGGOYLnI21zviLP6ChdKULWmekP4M1QjFrmD9egNakU0zlBYSsr3Z0TU9F8/PMJGhazvaWpZsMXFEksXs1wdeff8Nm+sdSRqTpDG2t6Dg/rqj73rOn52RTlJgT9/1bG/2vP3hDVFscF7hqo5iX5LmCU3dUh3lPymrq4UE2AsJwS/OpnR1h+17zLBMj9EorWjKhnSS0neWbJoKqfCe46YA7Wlr6bXKZxmTRS5qlndURcPufs/1JzdobchnGU1hSTJHmnk8irbZYuKSppjRdIYJb0NmKVhi0UzIgFNBJZoJmSAOJKcXgkWKELMGyXJt5TXOgO7CY11QhWLAiboUPQ9kzgrxUM/CYtCldFSxCttxoI9geyEwINOQairES12CyWWbtpAsFzPJe6nfkAnJbo+UmFZyXGzATZFpxNdyPtEHQc1SMhSgilBoagNhi4AwPeiQnjCVhWZ4aXcXBS6W81CzoKJ9AqoLJEs+QzJl2EJ/LQWnP4eljEaMGHHCr5w+/Hf+zt/hb/2tv/Xw/X6/54MPPvgFHtGIbxumy4msC7gtyaYpURLhQhZJec/i8uxLSzi/DLa3bO8O6Nh8LsOVZDFRYih2sg/bW47bkr7r0ShQUiNRFy1lUXPx4jyoVY66bLG7irMnCzbXO/rO4Z2lOtZc/+iO8lAQRYbp2Yy+6eid5+LFOV3TcftyQxwp4izBWYfWGmctbd1y9nRFmsUUhxrvPdWxIkkijtZSVy3RriKbxMRZDAq2t3vKY8V0kTM/m1HuKpz3bG/3JHlMUzQc7g+YSGNbR7pK0bHBesdxU7O48MRpR1tonC2JIot3BvqDTA56DToWFcgsJGs0ECWVB6LgQVlQF0I+7H3IaqXh+UiIhS0lZO5qISwuFIUOipNKRRmjBxMUI18GQlZysvRsUJViHlpgVYRM792Dv+Th12p/EHLnPSQfBRXr92QfKpXjtiWiwlUh1G6lykGfBZtyDRzlOqgZmO+CagJBK8K+xV70rpEaDJVLlUR0EY7bCCHrfgDdS4h/MwwWZPKzlNDf480FKnoGECZPHzfAj3mtESO+CX5hJOvZM/nHfH19zfPnzx8ev76+5k/8iT/xlT+Xpilp+ssTOB7x7UOcxJy/OGe/3lMdauqiRmtNOkmYn88/Fy7/SWiqlq7umK6+uI6f1poojnjzw2viLCabZOQzGfho6463n9zStR35NHuwFJXW5LOMcleyuz9QbCuO2yOX712QzzOuf3TD9vaAbXratiPNEubnU2ZnM2wv3V+HbcnsTNN3Fmcd1bEmiiOyWUZXtSjlQWni2NA4h7WO9lgz/eiSJIlpu57rT254/f1rJmcTTJIQpZHEnEKWqz5Kz1Z1rADoraWpWspDSZpl2N6xOj8Q6YJe18S6x6gj2heIGiXWJ+4ZmCqoUxPQz4VkkcikoZIgN74HVYoy4w5CRAhBeutkuo9LMCa8fo9Yjxb6H4kF55uQUZqCeQp9J9tQbchrKSEvnANbqYlQZ4GwLKD/PVGeXCvWoX0DaDDn4F6ISqVXCMmayzGoa5k+fFimx0H/v8DnUmVhYiSDtYLoGTIt+SbkvRbSrxV9ICqauw22aivP+1q2q5SoV3oJKDArOS6/AzpRzNwd9D/AEQkh80dOayVKYF7p2U/9ufdDjQVqVMdG/FrjF0ayvvvd7/Ls2TP+w3/4Dw+kar/f85//83/mb/yNv/GLOqwRIwBI0pjLFxe0TYftLVorkiz5mf9HLwH5r57ccs5z2BQ8/40rkuwUtre9Jc5jqmNJYzSTrqfvLABxIhms28/WZJOUfDYnm2bYriebZqR5zf2uJCobkiym7x22s0RpwmSWUhcNSWKwXU/vHLPVhLbpWL+6x3a9DMkZx3HTMr+c8/y7V8R5Qt9aXv/+G/rG0jZtKClV7G/2eOvkNb3DKMVxX7LfHKUw00F9bNiv93jnSNKU6bKnbfc05QFch0oMUepIoh5RibZAL8TAK4RU5ci4XwXx94D3ROViA/3vi52npvL9w03eIV7iKkztuRCgD7aZPgth8a2UifotsIA+dEiRgroKZOouqD+AbcVKHMLpqgZm4BqgC4WpVciTvRHVTA+Zp9BXZW/AhsyXc2I5ksn5+renglJfhf6ue9CtXAKs5M98KyRR26CE3QZS1AbrswgBeQOql+3b3anSQmWihpmFXKr+43BdzkNY3oOv8LYEnoiahgxfeK+EkA/rIyoVus/2cv5YQONVjtILWdR7xIhfM7xTknU8Hvn+97//8P3HH3/Mf/tv/43z83M+/PBD/ubf/Jv8o3/0j/it3/qthwqHFy9efK5La8SIXySSNIavmDT8aSCt518cke/bnr7r2d1s6dueJPv8//alNR2SPOX25Zq+t/heHtOJwVlLU9TMz6ZEiahchzD5ly8mnOFRaOI0oikaurolSqJgL1rqqqG/dmSTlKZs2d5s8U4xmaY8+fCSLE+4fbXm+pNbLt474+LJkrs3G0xkOH9+Tl001MeKYluyuT3g+57l5QIdRxx2BU1ZcdwU5JMc6xx1XWEbT1vXuEnH2RPJlM1XGYszw3RumC6PGGUD0VHAVG74aiKkyb0GLsWC08ugLr0C6wMxaYRo0CB5rpVcTOVChuwz2ZYrkMm+S9lO30K/l9e5HuqPIQoZLduA2YN/Kjmr+IWQFW3AT4U82VeS6bL3SCfVhahqvkdIyg76DZhDOC8ndQ/2XmoV6IM9ORX7U2fgJyFbFSELVSPEK/4OmEshaSghVPZWrEAVQu4+tOOrCMiQQtNYFEDbATchm7VASGQnRCwKSppPQKUoFQYyVIx3Fb79BEwoYXUHUL0s70MOeopXK2AoSM1k28gEo7cVcPWwvqTYkU1QKEFIYH7a54gR3xK8U5L1X/7Lf+HP/tk/+/D9kKX6q3/1r/Kv/tW/4m//7b9NURT89b/+19lut/zpP/2n+ff//t+PHVkjfqXQdz1d09G1oV4hBNRNZEjzhDiLH3q1nHUcNkfKfUXXdqzfbIijiN3dnvnZ7MEWjCKDQhSg6lhz5jz5Igfv6duem1f3oBVXIUxvu55iLw3sXdczW06xvQMUXd9x+/EajeLs2YrzecbdyzXOFujIoLUiiiKaqqEoHPHtjh2KOIl4+tElF8/POHtxxmFbcPH+Ja63dE3L5nrHbnNAK8mn1XWLr1p8Z2mODZvrHelHCZGJOH9yRpLFGKM5bj/Fuy1JqkjSmvn5JU8+MORJDdYEG8sgCs9GFCwzCWWdHTCVr+Y54MMaf0EdohXCMFhirgJ1lA4q7yA6D5mlLPy8BULrue8QNtOCnQoxYQ82lte5Hpo7IXf6PeADUbDsRtYGJFQ30ASLbhmyXkomHWmkv8s3wSosgDPZp3LhcSfbCAs+C1EKvWC4QLoIzx/knN1GjkGfC3nzr8FeSehdJ+AXQtzsQTJZGtAXIcsWgTqXbdudEDjtgwqWh135oMrdhGlOwBdCOn0txNVkoryZOZiPUGrILGpQc7wr8G4btunxbi0ElV7eZwjbOUepn96O/zJ4X8tKAmEFAaVngcD9ykWQR3wL8E4/dX/mz/yZ8D+WL4dSin/4D/8h//Af/sN3eRgjRrwTOOc43B/ZrQ9sb3ZUhxrvHNks4/zpkuWTJfPzGavLOevXG4p9SX2oOe4KoihCAVcfXNIeG/Z3B7z1LMPEX5zFoDWH+wNP3jvHOU9TNpjYUFdhaZyiYXE2I52l2M5x9/IOlGJ3fwDruHhxzvmzFbvbA8ZoTKRZPVtQbEriLKFtOqpDyebuyNnVknyWEmmNiSLyeY5SoLWiOtQ0RU15rOlbi46UdGit9ygP0/OcYl/y6e++YrGa4VHcvlxT7ivuXm9JEs1kOSNKNYZ7nnyww1Z7zq8S3vtOxfJyzSQeeqxCTog9khuaCIHoN6IesQKTnoiFuYLoqdhuvkWmEYdm9V7IRd8DxamuwYQlZlwB3WdiFxLUH5C/+6N8VZMQsk+BnZA5t0XUsjiE8UPxqO8C0WgkbK6DUkQkOS80soB0BrqUQlO1EiWJTM5BNUKGnANjhSRSg34dVLiN2Jo4IYa2Da8/BiIU8bCkkJnJkj14IVr+Vranpzz0bqk4HLOXa6KGvqzHv7dreV/UNBDRQEi1EstSAUzBfyLrSarLkF17BJWDL/C+EoLmtqCmKDUoW06et7dgnn3jHJd3e7xdy2dIxeA93h7k2M2TMR824g8dI7UfMeIbYnu7Z3u7oz7U9F3P7GyKUtCUDbv1ka6z2N5y9nSF0prbV2u211viPEHHhvliRj7L2N7sqMuWYl+RzzOpeVAKrRUmjcnnOVESUx9K3ry8ZXd9wOPRRrO/P7L9f+3om47JcsrVB5cYrXnzyQ2b6x3eO+7f7Gibjmk64e7lPZu3O55994qL5yuqQ4PnmvnZhPJQY2Y5+TxjeSk3SddbUdvyiLqoqY4VXdNz/3bL9mZLEie0rWV/u+P6k1vsRxajFW1jMXFE33Uc7irWb7bMzz2zRc3irCHLPcqsyJc5xrzB9Q2GBXLHDiQCh1QdlIAHlwE30KtAOK4BK2sG6hBspxMLzofiUr8XyzF6EradCKnxe6li8Pfh3bThqwp/bOAZJtiXLTJlGCb2bIdMIhqxCl0hxEVbIVjOyPEbHxSVGVJLMQ2Tggb00HPVSyGoziSAbteyL4sQIxXIjImEWPV9OA8nZMXdBZu0QwhisCldLWTNH+UY4wno7yBL+dTh2u3BTIGJnJc7yvePF4x2lVxPkP3TS7ieWSBaoTZDLcRGdHd4PX2kZhGW/gmKmDsGghV97nlRvHZ4V6DMz06GvK/w9g5UhFKTh7dT9nuQ58zzcVJyxB8qRpI1YsQ3QFu3FJsjWmvauiOf5Q9Wn4kM5aHCaMXh/shkMWEyz5mfTeneO2eynBBFBh1eP7+Y0/c79us9cR6jjaFvxYL88I88Z7aaUR1qnPMkScyTjy6YnU053B5oqha8oq56mmrL8skSpTXv//Z7aKXYXG/RkebixTnL8xm79YE4jSh2JdpoJsucbJrS1h1JnmB7S990j86zw0SG/brg+ke3lMcS5RRt3RGZGK881aHi7s2Gru9QSrF6uqLrLdvbPWmeotOIanfgIqp48iJmunBk+Z7JJOG4hvxZhSaRPJJ3CPEIi0UTlsNhJmqE7oWg+D7YTakQGh9C7Cosymw/lhu6ypFc0hJYg/0h0kkVltgRJgPcI+QuR/JcB+DIg/pEKBFlyql53YjCpbOgdA3L8AQyZI+i2vhWJgW9lv04qejAPBdlSmWiLqlMwvSesN8EGAiOEcVKzeWc3EbOQ08Qy3Etxybyo+xLzUHXoi7pOIT350jz+2vZrl7KNbfb0P2Vg0lRj0kWYcpyaIt3h1B7EVQvbwI3NeFaVQgpPcU+vAtrTrpKjpsU745BGQvZMpWFXNlgo/5s8O4IOFk8+xFkjcZpsIQrIeicbFDvq/A5iFF68oWfHzHiD4KRZI0Y8Q3QVC3WSr0Bis+1tiut0ZGhKhqiWPJW8XvnOOtx3lPsStqqw0SKyXxCNk25eL4CPN46nHNk05Rn331KV3fMzqZMlxOctVSrWShJhb6zVPuKJmxre71DG8X3/u/fZXmxoCpqlNHMZjNc70iyGK0VaR4TJRFVUZPmCUkas1sfObtaUO6qh//p79cH3v7wWqzB+wPrl2tuX67JZikmiiiLSu7PbUucaIyZEKUx+WKCfrPBW491lupQkU8bnr13YHk+p6k1rs9ZXHiO24qLJxZFH2y7BB7W4auRG3yF3LznwFlY1zAQE3ctSoqayw3b70Wd6e+RG/0ByCDqZDJuUFJIERIVSkrJwtdB5ah4yGexCsfTy/c+EB1/LxanQkifmiNkZI3ksiZhu7UoX1HIRqkc1E6sUB226yvp1bJbZNmbuZSZ6iSE3gvZFzlEH0H7P4JydiHbItQ0KBdUvi1SeTGVDq4HAnMfyN48qFHIuflarlv0HiiFd5UQH5SQK/sZsAiW6FHOU9Uy/ahcIL45qI1cRu8eqUiVTFIqF/YTAv8q5O4IgwuExauV/5nXUnzYz+fI4QlKmc91f3lv8e4+TFnCQOi9i/B6hdKrUfEa8XPBSLJGjPgGkGoGhe0s6seKSZ2T7qld2ZCkCeWhpGt7drc7rn90+2iNQYU2a5I0ZrLIqY4NZ8+WLC5mzJZTmqrl9tO7MIloOWxKurYjTiPu3+xQGi5enNH1Fq0NKEXX9fSt9F+VuzIcqyWdJMSTlDhNaCrJHjVlw/rNPX1vcd5x/aM7wGOt5dX33wSClZBMEjY3W9qmpyxaKUXNFb533F/vaeuGfJmRxCmu6+W1x4bpPBcyqTWzaYlTPU0JJvGgJ/g+IzItdaWx1JhTqhohQRpRtFqgDnmiCdg7UE+EkPSvoP8sdEbdhwk/ixAijdxUHdgEIhNsvWB5UYV9hTX+cOH1w8TbYB0OWa1Aovw2PFYG5UohhO2ZEAki2Y5rA/lSQSWaC1GKUgmcu1a2Y55KH5a7DbtdBrLhRAUbJg6tg+6VqE8uWIpusMUeNcG7YG36BPyV5L5ohHjZDURzxB4M2/eBLCUfAcvw8y/D9ciDHZhJT5creKi2wIf3YiYcmEYInCt5sF/tRoiwUqCey/7ctVi/0QtRxCBkxA5Szhp/5xsSnEDYvhInEu3dLuTCJp+zLb1v5NqqUP46YsQfECPJGjHiGyCKDR5PlEa4ffXweN923L685+7VmuWTJdPVlPnFnOpQ8fH/+JS6bFg9XZLPcrqq5e7NlrZpuXx+werpAts53v7ghsXlnNXTJSj44X//hKZuuX+7oy5roiTCW8+L7z2la3v8sSabpDx5cSGT8ErTtb1UQ6SG5999SpxEFPuKKNIkmaE6NNy+vCefJjz58BLvPdtySzrJKHYVx82RyWLK6smcYl9g647pYsLleytc5+jajigxTOYpSokiZaKauq6ZbDKyecLsfM7tJ2usalheGbR2dF3F8nJBnOboZE6UTGjqSpaG0RFCeDKEWA3TfvBAdIabfH8P+lPJAvlQPOr2nOw/eMh0EZaO6e6AgpMVuUD6uLKgch2B6/DzEads2FAJkYW/H8PXoIK5SFQZZZA1DGdioWFDWD8N5OJGyEb1FlRYFkevwn7PpKvKZtLUrnKZWNQ9QnTCpKS/h+5Kjsd1oA7BOq3ChGMhzykfLDj/6LlgeVqH9GfF4GIwPZj3RBVjB+ZDOR5qUXqcEfVMVaJAuaVkxfwsEBUlNu1AYnwL/Ru82sq5qalMLaosFK9K2F3qJtJAaEywWYuvVKO+DkopvJoEgvTF6XQpR41AJXjfyWdFpV+YOFQqxfteur7UdFSzRvyBMZKsESMQu6GtW2zvUAqSLPnahZvTSUqcxrR1izaaruk4bgrefnLD9cc3cmsuG+pjzfJiLhmo2JBNEtpjTde0HNdHOucxGu7f3jO/mNI2HU3Z8Mn//JR0klIda+7fbCiLmv2moNoeSdKUixdnVMeKKIlx1tPWHd7A+dWCyTLn7NmSrmk5rI9Y54k8ZLOMvpfld7q2A2fJZrmsl+gc09WU57/5lO2bHcfNkdXTM3Z3e+7fbCj2FatnS2bdlMPmSJqmxMsIrxR10xElEZFBik7zhK517O+OmEiTzRMmi5zJvCCbKJbnCXEG01lPXXppGqDkoZqBECoH5FeUBTaAAbdCVJg7sBFSUpoGdQqpMfA7PrewMwaGILUlbNsEpULJ/rQXwuFDXQMq7Ntwsgo3COkKy/Y8HGsDfiXWn6uCjRe6rvQi5LdiUW3sBngrP6+SoOB00sflPhNS4i5B7RFSNCg9x3BOrSxkrcN6jTYNVQpvEfLXIqRsIpmp/n8JCcMgJLEK6z56uY6mBfcb4M9lfyHzJeRjgncK1GdyrOTAXmzMvhSFiz4Qsac8hOnVXDJj/ijEWQWVzh6RZYKc2IN9IWF+swyKnQJmqHBbEnvPfy5A/2XwXoi40jOZLnRFUKiCauVtIG9Lue6+Cu/b/Ms3qMK0KGFlgREj/gAYSdaIX3u0Tcfudk99rLDWoVDoWJNNMqarCXESESef/991FEecPVmwfn2PiTSvvv+Wu89uaRuLijXnl3PiNKKtWz773Vd0vcUYTVPK8jJt0XD7ekMcG9JFBr3n6sOK+dmMVim6tuf25T3VUR6bzDOO6yOH9YGm3tLUsqjzxYtz2qbDdT3T1ZTZ2RxnHfevNxzvC6x3uN6yO8hkYJLGLC7n3Hx2S5zHMrAGTM9mKA/72z1vf3SL7S3LK4uJYs6frzjuS6p9hY60ZNCSiCRNmC1ymZiMI1xvsU1PfajJsoT93R6vYXmWgD/SdUvsUXH76sDTD2co3eL7DYvzPqwFOZCiCCEYoZKB4SZbhNfsw1eNqFQhSO734eYYJvsQogCJEAudS26JkKnSgTj4XSAeQ7g9rAfIUKg5Q5Sr+/CaQeWy4XENHKH7hNOUYiJEqG9l+/GVECr7KWLlLU7ZJrcT68xHQlT670vPl54EVWgL/ga56WeiKBGFwP+rQBpaRH3ySAg+DrbdvRwL5zxMKWLDtUTO30TAS/Afgn7yeXVHKVHl7I1UQqhwbtGHogz6TyR/ZTehl2slpMo7WWLI14iaGKxZp0PWLJdr7KY8rL+o5qC1rMGIw4fWeE+M0otAnE6ES/qwwnAB8KBIIssmea95UNfUAmUuQiv9cGqjSjXi3WMkWSN+rdF3PfdvNtRFQz7PMEZT7EruXt1T7itWlwsWTxZMlxMW5zOi+PRPZrqcoiODSSM+/j8+JUpiVKRJSVhcLJjMc9I84eZHtxy3pbSrty14TzqTNQWj2LBbHyi3JR/+sffoOgmKx5Gh3BYQKfb3R2zb0TYdk9WU7l4Us+PmSF00REnE4nxGNs1Yv92wu9mTTzPe+51nKKW5+fRO1hBUiuZYUxwq7t9uePLeBUoZXNfTd4blxZzjriRKDEkeE6cpi4sZTdkwW065v94SGbnJua6jjzXXn62pjg1N3ZFkBrSi3BYoPNZ5FJ4mNTSlIooVTROB1URZT5w6nr0XszhfImSlD18l7xYCT+HvJjxfI6RmeB+05IVUHB4vQV1KCBuPEIwhXN2GlvdYiImvg0WWAHcIibkK+wqLRRNsQDULk3FDWHsgVzlicdZIyN4jxC+TIDl38vpuCNEPObA1DwTSpUK0fCBrBNLnFoE07sMfC1wGey6VzQwLSBMJgfQdQiwJ5zDjYcpPaSGkBGVNRUFpq0MwfQ7mO0EZCsWovgoheiuKIV4qI3wjtRkuFQVPeTAvQgeXB/sa7I9CJo2gkKVy3q4G9ceAUOIaLYX0+qOocqbGu3nYn0GW9TnK9Ki+kDoId8T3r+Q9Urmciw+N+mqJMmd43wIKpbKgzg2lp5LB87758klC34Rj/eYrPYwYMWAkWSN+rVHsK6pjxexshlKKw+bI/mZPlMQsL2Nc+G/v/m5P3/ZcvDjDmJONaCJD1/Qo4Pn3ntJ3lq5uWV6dppMmqyk3n95irQ3j5B7vPH0rXVKut/Sd5e71hslygneeumzpnSVyMeu3G/rOYrRG64g0ibBxRFv3WGt58vwS2zmxV5xjsshZPlnQd45ic2B7t6cpG7z11EXN5npL11tuP1tTLip0pOg7y0s0bdvSVA1pluCsY3sj01dt2WLbjt2+wmipfrh/s8W2HZNFRjpNSPKUtmxoqw6UYnY+I1IwWypMnhOnWzwtUZZTlylxGvHsOz1G3wYbcMvJKvQIiRnC58PEYVBzKHkgUOZxBqcJys7jXNUWmQoMbe8P2wvhdBxiHSVBPQpTikMQ3vugyGhkceg2bOMiHMeBz9uKGiFFESdrcVjLz4VjG8hkqHWwfSBZLUKS9sFmfEwsQ2Dd3XKy/xpOubMs5LCioIq1kk96uB5GLERv5ZiURyYDhyyVluEBV0j2q9+D3wSr7RyiCPw2kJoFdL8b1Kun8rg/SsaKUCrrW9mvmghRNQs5PvcS7A+E4OlGSlhNJq/3WgYazOxR15XkpCT/leK8gvZ35dqrYP+paQjRSycWaobWX24HKhXj9QLcGo/5seC7qKdKL0ela8TPBSPJGvFrhbbpaKsW76XM83h/JA4LP/dtz3FTEKWxNK4D5b7Ee89kOaHYluSzVBQsramOFeu3W+5fb3BhCZu+s5THhmRSMZnLTSJOIlQcCQEJalSSxuTzDNtZvIPFxQytFOtP7zl7vqBpe9E7Xq+5v96RZDHz8yld2xPFhvlqRte08vezGZs39xTbkmffeUKSxczOZhw2Bb/3//sBkTasnq3ENrzds7s7YLuerYfV5YwkSUhnKShFsS/Z3e4wUUw2PeJ6S5TFzGY5vfMU90cWlwuiNCaKDdkil7URO09TNDS1LBy9v9njOsflBxdkM48xMxZXZ5w/KYnTHuUt2axBq0RUomgh6od/y4loDc3jLZLXmnIiT8Fq40xIhQoZKRu6nB6yXAPB8IhChFh1KpEiUZWIisM0hK/70Cl1FaYGt4ga5YEPEUsqVCboRSj7LOX7h9b4FNRZIGaPz2XCw8LXD4H6YX2/kG/CIIH8IZM1DAMYRDVTiAWoOE1g+kfnqgIJ8qKGecJ28vD6XSAjg7pHqMJIwL6F5lrsQS0hcdxeyBMFtLG07at5sGatWJ5+GAQgKH69qHhqIFwND2qaToVQ95/KUIDxwPfBPwm5LyWKFQXeLx4IkFIR3hlphHeVkDh9yYNtO7Tw60ugCYWmX708m9IrfLBq/VA6i5Wv+oKHcP6IEX9AjCRrxK8FnHPs7vYcNwW2l2Cz947t7Z7l5ZJsktLVLX3XM12efsF6L6pT1/QcdwWHzYHL9y6IYsP+/oizcgNv6o6mqpnOJ/Rdz+btFoUsP9PWDdNpivOe6m2DbXt8FIH3VEWNNobpKmMyz6mLit1agfP0teXu5T0YhVKKYltRlQ3zcwkkR6nBNj37uwMmjrh4fkY2SVFGyN769Yau7Jk8nZJOMo7rA8etHHOcJqjeUh0aJi+muN5xuN9TFR0mjkmyGGsdaZ5QFzW3+4rpcsrz33yO8rC72aG0ZjLPOd6XNMeaODPk01Tsw6rjplijIk3f59i25+K9jzDZFWlWc9zs6boK62aYWMlNzfwWtFVQQ4Yb90A80vBnCC0PIfkD9Gm4KVaP33Hk19tcyJM3oGpOy+NU8nMsxX4zZ6LquIPYXkpJt5WLRM15sPqcKF1Dh5Qf1LbH5alKrDZCMzsNp5zZ0NXUc6qLOHCyQAfrcTj+JacpyyNC0gjXouShSoEWuA35qaGfq+NkDYYJRx+ukQrnpopAyhT019DeQPwEeF+GBVQq+TBfQ/8a3DPQpWzLNdJO7weS6MDcAgshWXqoiaiEUA371nHYZ9g+KzDvCxmzn4RrkoGa4tVcvvfHsL+7oFpNQpaL07VzB7mWOuO08PSXQykD+gmoGd6HxbxVEspIx7VzR/z8MJKsEb8WONwf2d7uySYp+fy08O32ds/d63uySYJzHsXJInDOSY6pbNne7mmqhjiNwXmuf3TLq99/y/JyTjpNSbKEm0/WrK5a8sUE5T2276mPjsOm4Pn3nhEnMdpomfaLImbJlMl8QlO3VLuSpgoTcUoTxZ7pIsN5T5ZJ/qY8VJT7Cpwnn2UsLuaYJCJOY86fnXH53hldJwRyf7enOBSkU7kJu67juC/p6p50EnHYlBgFx6ojymJwjsO6wKSGLMmwjVh+1hiWT6SkNMkinn/3Cms99oeWtuzY3e85bA7URYsplKzUAmilwChsb1EYZqspcWoodhlKTeg6TzaZY/IEfCz2lDdiQykPbrAL5whRIHwdfmWFYk4csAmq0WChheZx/QEYF4pJu3CT/4yHdRGZA1vwc/AJQkYyIQSuAv9Z2O5QkDr0Q4W1CV1Yx48tD4rUQ1t9weftwVBkSvzodZYH9eQh3zXUVwzPbTiRsT48tgyvH5b6GbJDg62YhWMtwnEtxfKjCM+H66Ni+Xl/FDtwKH51Pehbse3UFLgMp/DfgU/CsjtpuGa1EB9XgyqDnZgGFe2ZEDSDbF+H964/iqKlJ7LupBos2K1kxmwJhOoHlQSlcsjRHeV6Oi2q2RCEV2FQYWjy1z95kWmlFKgJ6iHDNmLEzx8jyRrxrUfXdlI7kEvtwgClFJcvzvnsd19z2B6ZzHI8XjI4gVxprSiPFVFsSPOUbJKQTFJZLLnr6bue5XTJ+7/zgpe/94rd/ZHjtsTERpaeiSM++p0XfPePf4ft2y3F9khvHfksR2lFFBnKfUmxq7DWsjibkUxiyn1FlEQkeUzXtFglhCVKNVorJvMMtLS+4x1xqtmuj7RVSzrNePPJDeWuxDmL7R1N2wvx2hdiU1pLXXdiE/aO4lBy2BecPVmQ5hGbNwU6MngcSivatkdXHdlULE6jNfcv7zlsD6GVylMVDVpplJbMWpRFlLuSPE857nP2tzts3VCXKYuznOVVhknPoXsD3felqJMqqEDD0j4xQj5ahCDEfJ6E9EhOaooQih7puuqkCsHXwc5rkLB5i5CmFLHvgvrkbmU/5gxsWGbFDWH2GAmQ7xE1KRAWX3JSnfrw/KA6hanGh+Mtw/GHtQoJVhoDiQsFpg+K3fDcsFTNUKRpOFVLBDXtIeBf8vllbWLgI8k72WE6MYTE9YW8zrlw3TfhNb2co7PBVu2RCcZbIWreyeLPrgHuoM8gCkrVYLmykuvjPgH9x4TEqj5ck+F9C/UbGDku3wHL06LYKpJaC16JymVCvk0vpKbDfiaWpVo9+pduQg6tRw0lpyNG/IIxkqwR33p0TU/X9szPvmgDZNOU1dWC7c2eJIlRWnPclWitMZGWhZmLmihOqI4V+SThzQ+vufn4BoeiPNTMiob52ZT3f/s5r37/La9/cI13PU8/uuLqw0uWT5Zopbl474L12y2f/d5r4iSSpXeOFa6z5IsUE8WYSKGN5uzZGek04/7mwNuP32BMxDSP6epe7MveUa8P0uBet1x/fEt5kKLP2WrC4nzO4b5gc71DqT1xarj9bE1dSyZtvz7irDTD285y/2ZHVZSkecx8McXhaI4tdanYuj3L8zlmllLsSpyD465ivy+o6w7lleSagwXa9y04j6s8tbV47zGJoS4sZ08t81XHR3/sN1k9fYIQhLeIqnQUJUlNwOYIKTpyUqwKTqRrAuzkexXLzVVr+bsdslyfiTLChJNyBEIkZpw6kAZi1EoAnYNYh6wREjNBiEsR9j0P3w8Fn8np5x8a5IeeLhO+HyzFjlP9A5ymFeFUwBq6ux6sxUnYrw/HMGSs4DQQMOS/BgIT6icMQnDUXAiJfiqN8+4IXSHWnV2H/q69HKtrxSo1pbwPKgwKmLOgLIXBD6fEOrTheJWBrgQTMmteI9UTvy0kqv802IxdUKeKUOFQin1oImnmd2+DfXcvx+JKyXGpgRzHoni6dQjVh/fRhyEA9Vy2N2LELwFGkjXiWw/vP28DPobSmtWTBVEck+QJk2nKfn0gylOWTxbs7vbs7vbcfrbG9o7D5kicJKAVXdWKWpVETBY5SmnmZzN+6/+RUxU1v/O//yZnVyu6pmN7vePy/XN+53//Hlpr7t9uOazF+sgmKdlsgrdWerliQzrN6Nue6TJlebEIK7OIOlbtSiKj0HnC8slKDLO3W86en5HPJ9x8tpblfhR0dcd+c2C6mFIeKupjTXGs6MtOJvq9o9hW1MeSrunYvNmiUbRVg1eK6WomRau7knia8vr7b9nfH9ndF+TTFNdayrIW4cN5bNvhUZjISJ1nnjJdzUgnKb2D48Ezv5izevYBcdxD//8JCkpoDbfDUjoNQi6GJXaGKobHqo9Hgu8T8HeivphhXcGh+T2Qt4fM1PBzIXyugl35sEZiJfsbypRYcCodXSGEactpqm/IjA2fr6GhfshnDURusPcGBap99P0QXB/C1y78fdjeMIUYpgI/V3ERFs9mFh4fQvJL+bu3cl20B/1CmtfdEdo7pNDVcZrUPAcOYvkRCA87pFR1Fq7vVGw7Z0PofxOORYVr1kkmzKyEhDkFai1WoTPy3uhZUBh7sRpxUkjqdjx0lPmgsul5sAinoK/C47fhPNbBzg39Zr4C/RQVPZPM1YgRvwQYSdaIbz2i2KC12G0mMngndQdaa1CKvnesrhZcvDiT+oSipjzU7O/23H16x/FQBRIFWmmO9weauiVOIspDTXWoOe5KUbySiLZ2zM7mzFZiWcRpHNYeLLj68JI/+id/ix/+jx9x+3LNZJ6jIxPsyAQda370f76mOUivVZynTFdTvPc0RY3WcP7eOdN5hjaa1dUKkCoJ21ve/uiarunRkeKwLemtA+epyoqmanDOg1NEeUKSRRTbIgyZKbJJilaK476iKVuS1JBOOlznaNqGvJjQHmp2+yPltiKbZWSTmLrvMcbhIoVLI1xncc4RpynzVU46SZjMM9JJyvJyzuIypz18QrPfkMW/LyHpoSbBP+6SGuy/hlPuaKhIAAmtm2D1DVbYROyxvkWsvi2fJ0Q9J7K1F0vsIZQeepl4FKJXSTimoZx0HbY5EL4heD4oU0N4fXh+sK2O4fuhRTzhtH7iUH46EMBhOZ9BFQv9X19YwDq03D8sFTTsO0xSchZyTV2oZVgHwtKCbsHFnKYYh2OKOZHNoTJjD+48KGHTQK4qsRAf8m0ZD2tAqi4sn5PL9/o7ophFZ7INd5RpQL+T98g3oj6qYajgTJb5UU4IsHZScoqVr+5eQu5qIeF134h1ay4h+hAVlC3vXSBhgaSq7Ce2x48Y8fPGSLJGfOuRZAn5PGe/3qOMpj7UIXyuSfMUj+fieei/MjBbzchmOU1Zc/WdJ0x2FU1Zo5KIw7Zk/XLD+s2abJbjnMN7h1YepaXSQGvF0/fPiZPo0THEtGVD39kHsnf1nSuSNML1jq7paJueel1x/cNr7t9uOHu2QjmPMRrb9zRVR5zFnF2tWD6ZMT9b0Hc9xe6A9Z7bz9aYOCKfpBy3JX3TkGUJbRxR7kuiOEbTU1lLMk3EBlIa706kSMeG+lCjjGe3rthvjoAiSWPiLMG2FoXCRJo4i2mdJVIKp4SwRrGic46m6FDG0LQdHs9+U7JQkE2mTPI3FOsj7qMI4kxutu6eEwEa1IlBvRnyWAOZmCP5n4HMhPX9VBSyPQMxCdbfg+IzKEQDEWnDNkMGiyWnHiw5byn7hFPnVQhePyhQcGqYHyoZ8kffN0FZG/JfQ1/WjBOJ0YhiNuTFhnzXYAVmj64DnNZnVJyqGyZIb9fjHrFWrpXqOPVYVRB/CNEH0L4KRGvYXiUkyDuEpD2+/vPQR5ZKt5XvQ5ZrUPnCNKSaB4u2F4JkYiFV+kkI2M+FNCkFLgdrQxGqZAvxWzDPgN+BKJdjV/NwfcK6hnou4XxqsSA5yjkrCb57H4GvZBFoX8kghQ/VFnqF0jI97P1Aas2ofI14ZxhJ1ohvHay1NGUrk21KkWQxk0XG24+v2d3tyWY5UazZ3VaUu4L5+Ywkjenbnnyek6QxTdlge8/le+f0/R3rl2uaumN/tyPJUiarCU3Vszif4B2URc3l8wsmy5w0iZhfLL5wXH3bc/d6w3F94O7NPdPllLaQ7qw4icimKYeNpTyUrF9vOO4K0lhUMJQHDdk04/zFCmOM2HjbI9ef3lHuK7x1XH3nCTox7Nd76qIhnaToyJDmGd570jSmaeSG5npPnEREcUJb95g4EtJ2KIOV6MkTafQ2iWF7vcckmixNiNMYZT1JnhIdano83vZ0TU9dNIBsW7qzOpLck2X3FOtr5ssS389kIWIVyxTfQ6bpMFwtTtZZgtxkh36soOz4hAfCoyYhfB3G/PHAc6RTamhnH0hKxMmGq8I2B7IxC5Nzg8o02HgqvO6xHUjY9mO7cChSHf5+RNrnu0evHbqtNEKOhuD8QMKG76dh/wMx6x697rHaNUwMDsc2vG4P9iUkT8I1PAjx8VqKRtlwarYPCqEfurnmfF6hmwhR6V/KVKCNH/3co6ybf7w0US3n4DaSddNLcD8UVW0QlPw+5MHuQm4slterz6A/DwrYeVDHCsmKqYFIhnNWgXD7W+ju8Tq09istzw0DEu6I9y3eL8P3YTkeZfBqjtJz6ePycj4j8Rrx88BIskZ8q1CXDdubHU3RPEy9GaNp6pZ0kvLeb7+gKRoOG1mqZn4xR2nFcV9ie8thW3DxbBW6tCTMffZkwcv/8yXrl2vSaQIKJrMJWeZYXi1oyobjfcHqiZCf82fSV/UY1bGm2FdCG0JGzPWW7e2B5ljz7HtPQSluX645bkviLCabZhilscpT7sQu6tqOclfRVDXOObqyx7bB0qsbdrc7mqbhuDnStR1RFBGnEdPZhLKoUMqjI4XtPCg5jiRPSfOUpu7oaovteqIkJk1jlNH0raVremzbg1e4y5xFusArcY6iNMbg8ZOEdr0jTiPQGusc3sNyDs/e98zPE+Kk5vZHBbNlhOIoE2T+LXKzD71Xn1tGZwh/3yAK0aD8DAQpBMz9bbjXzxAVZs5JuQrKF/ecAuxwIhHD4sdhAWVtwF+E3qXdo30Nlt2glsGp72ogTj6cQ8apI+uGk/I09GoNltxQEto/ugbDNGOw31CITfnYOh3+DDmuDrgN5zqoT2E4oB3a5UN9RP9D2e+DkjPUSwzXdci9DUpWjRC2iezfdyHzZhH1bHjPhmD+kHFDJgWJwbYnS5gK1EdBYduIBamHbjoLPpXHrYXof5Pj62+D1Rl6zfwBzASi7/G53JvbQ/e/wHwA0RNRSP0jsmwLsZj1Vah50CGM/ynearzPwnH1eBWDOUPp8wcLcsSInxUjyRrxrUHbdKzfbESRWuZh0WGojg23n91z9kxKR5uyYbfe43uPigxxEtHWHRfPzqjLhs3NjjiJOO6OtE1H33bUZYuONMvLJSbW9J0lzZPQrH5EKSVrEUaa/bZge3fA44mTGBPJeojGKFxnOW6OFPuS8lCzud6hjeL2szvOni+5e3XP24+v6TvL9mZP37ZMF1NQUBcV+/uC4v7As994hlJw++qeJBEFKooNURKzeb2l2lXEeUrbdsSxoelamZhMDFmesKtruqpDq4g4jlHaUxxq6qrDe4X3kk1LspS2brHWobXCeU9dREzmlmSWEHlNl8QU+5L6UOB7MHEsSwU1HdkkYbryWNty3DlM1JBkmsj0dNVn5PkQSg9Zoc9lrgZlpkda1884kYFhuZ0hazXkiYb2dTiFy5ecahWGaojB7vOcpvdSoAgVDkMruuWkmgwK0fD3wSZ7rFwNpaKKU9WEkWNXZ+F1lWSIaBlKNyVbZjjVHBC+DhUQAyGKEEtziShRg7JlH+3zsQJFuLZ12HaKdGY9tkGHiozBrhwwXNdB+buXbfuhsf5SyIx9iZDRgfQOQwp5yP972ae5DNUQe9CFbMf3oTNrKj/ntmGKMUcWwg7XX01EYdRTCeTrPfgIuh/KYw+Th6H01O/AeiFQKry3vguqWQPJU7m2w9qM9k7KVnVo1tdTed6+xuunEH+A0ktGjPhZMZKsEd8aVMearm6ZnX2+I0dpSLOYw6agOjbcv7lne7MnimN2obV9usxZXs6ZLibcvlzjrWN3s6freo7bks9+9yXlrpZpxKcLtFZkU6mEmM5zlFdURU3fO3bXb+laGcWPkoj5aoK1ErZXaku2yMmmKes3G+pjhXOONz+8pq0bXv7eGzY3e9I8wfU9JjLgFFpD3/fUVUdTtKyuVtRVz+F+z2Qxpet6bNdRFw113VFXHX1v6fqei6crjttC7LumpWs6kigiPcvw1oGHJEuJTEkcSw2D0AaFV7IskK2C1aZkiswrRb2vSdMY53qUc8RpQn6ZY5ue477GNaLyaFNTVwlUCcp7fvNPGC6e9jRFBfmwduBw4x66sOBEZkJeiIiT6gNyM/c81BU8KDpDTkshyk6GqDxD9UPNaeHkA0LgHlcxDORr6OuaIooNnALhw5/Hiwg/VoXm4bEhU5UE5QhE7RnW9YsCwRqUrhwhRQNZHLYZ89CE/mCjBlL4YDsOatvjacxhGnH42YhTlUTGSbmahW2tOZHE4fwcMlk5leON3pNaBTyoQSWz4ToNylo4RzvjodvLD2Wyc3BvQl1GWIxZWTC5nKueSo+XewndZxKYf/jZsKyRveNhQW19EYhWuLz2KAQsCuqd24e8Vy2Eym2DmvVMSJ4KhFvn8hodyKGeh33u8f1riMzYvzXiZ8ZIskZ8K+C9WGpRGn/hOaUUymh2b+6JkpjyUBPFhslygtaKuqjZ3e65/uSGqw8uuX+7Yb6aoLTizQ+uSbKExZMl5aHm5rM77q+3PHnvgtlqiokNrnd89r8+Y7qcMVvm7HdHZospyydzTGJI4oi3P7rlzce30hA/SamPNU3V0LWWvu148/E1+7sDrrckeYztOnrvsbXD44kig+16nLW0teP25RqlRL1T+xKTJtRFg4ktcZIQrTIOdwUez2FbgPMcdxVNUXHcVUzmKSbWdL2lKiv2u4KubogSE4Lw4COFVhJkd9bhOohyjbcOb3t6pUhUIi6Qc8zOZiRJTNkVKO3RRmFMR5YWTOYt03nK8knM6rxGk9BZLWWnD8WZgxoz3NgHMjGQjcfB78GOGwjBYFnl4fGMU7fUY9LxmNAN1t9QpRCFvw9L3XTh8VZuuOo8dEK95DRt2HGyH4fP3kCMBrtzUNCOj84xvN4noQl9KCttkND7QD6HacclD+sDPpDOYfmcQTEbXj+QxS0PAf6H63tEVKdg/T0MBAz24CP16MECjXgI2PthfcEFuDshjtqAG/Jyg71YclL2VqJEuUrIlIugH6Y0g+rmIrH/TCRlo6SSAfMhR6auwITH2/8O3f8f1JNQtHotFqMKnwf7Vrbv3gNtRUWzB6mICItH4xtQ16ATZK3EQA5VJJkzOiFn+qmcj2/wbg9qOi4cPeJnwkiyRvzKoW06urAQcRQbkjxBa43Hy3IuP4YkjVB4DtuS+WqKtdKCXuyPeOuxnSOfptx8tma3PlDtapqiZbfeky9yojhi2vVM5xO8gnyeYWJNPsupyobf/X9/n82bDe/nGa9+8Ja27tmYLZvrLcurJTef3lHuCuqyxSiNQogdePq2pS5atIL5+RQTRRy2BbvbPdooFJ6u7LCpp2964swQpyleabI0YtsdcK5mEimSNMErRde0FLsjx3XB9HyKNhFeQWIMk0WOibQsedNZkmkmQwB3Bzovaoo2Go9FaSXTk07WTnTK0zceZRz1sUHHWuowOo9JE5I0ou8sToOJNNmF5/LKMVsZFIq+68lnLVpbnK3IkwjFltMk3KCqDPab4nTzH6y0oSNrmMAb7K3hdQeElMw42V11mPAblqZpkSLRSdh38+jnh5zToFQtZBtaSdmpHaoKBgtvCNAPlmPHaWHr4bnBYhwUpDmnzNlO8koPNROD/TlYfsPfB0LZP/ozqGpDS/zjKcXHof3HBanDfosfO8agCj2c12DJDtd+KDstoPs9UJdy2c0qTCQONmLIYHHGaUFrL5UR6kKW6vE7Tlm4IeN1FHUq/gD0e7K/aCnXSr8INl4tk4jd65Dt2oNrQug9FcnaKwm029uQuZqLUqVmwFZydmYh6hk1kMmEopoJYVPDFOigEraiiikefX6++B+5ESO+CiPJGvErgbbpJEt1J1NzJpLKAI0imUhre5onHDYFSf75kKrSmnSa0dYt99cdGli/3YKHpmwkiG4UWkE2yTl/tqAqNMW2ZHm5wMSyfp+zlvWbLfkko9yV/N5//T43n64p9kcW50uO2yOb6x3pNMZay/rNhvzTe477gjSPsb1jt95SlVUgUJq7N5tgzynSSYZWYDuL6zqs0ygvxFH1DmPAW0VXNrz9+C1pFtE3jnSWsn27w2tFFBtMGlHsa3QSMVtNUcgSQfFlxmSZ0bUT2qYTM67tyWYZaZqw2xyJY8Pm7ZZyXUmnkHJobVBaob0HBUZr4iTG4Sm3JR7N8mqBMZrDrsL3nshY4qhmdyfXf3lWo7XmuLHkk4iPfqsmnQ4ZnkGBeTxlN9hhQ6XB8D2c7MAhdD6QjIGcxYitFHqkfB2suoGQDFUMQ3P6QHLuOC31kvBAUvQi9EOVnKb/hp8blJ6Mk405HO+UU0P7oD4N2adLhAjWnBS6obFdP/r7EGLPOHVRhdbzh6qKQeUaVKSB1D2+nsMx8OjrjBPBfRzMH8jXgVNma6i+COREFSEyl4ntpnuwC7BvOFVZhFyYMjI56Bt5L5QRYoYWNYyhtPQW7Ar0Jrxfl1I34W6RdS1jeQ/iGbgrCcO7BKLflv3Y/YnAqUgsSQ6y72EyVD95dL19sBJbsJ9IF1j8PR7WQ/SDbTy8xyNG/OwYPzkjfqlhrWV3d6DYFtxfbzluCtKJBM4X53OixFAfG9ZvNszPpmJvNd3n1igEQCkms4z9+ojW0DUdOJgsc8pdxe72yHSV0bVHFhcz6ps9bdmwvd2htCafiEpke8txe+S4K3C9wzqHVobyUFMfa8p9yfamw4as0+3rDedXC9I8oy4rNndH8Hu6qqNve6y15PNgW3YdPhAbrxRdKY3yotDJOSR5TDbNwcpagU3ZY/te9ocGBdkkkfUNJxlJllLsS0waYZ3j7tWGfJ4CEU++c87rH7xle7NjspyQ5SneO7q2D5ODlq7uMEbjgXySks1SukayXm3Z0pUNySTleHOgn6co7+i6HqUautrRNRAlLfOFx3lL20BzbEmyniwZ6gcG9WhYf+9x1UKGkIHHtQJD99WQUxq2Q9jODJlSI2SelhK2/sLU4iH8XIIQoHsewuE0PATx3Rmnbq0lQpwGEuU4EZjHv06H5W2GXNdwjkP1wUCeBoVqy+fb34fW++G8hhLTQWVLEdXKQLSC/hCO456ThQonhXAgo8Pk33AtCNsdLM+hX2wgXY+rLhJ5D1Qi1mmUhN2Eago15Pbmoha5QkiRyiU/Zd9wmh6MQ55rIMfHkKUK5NBcQfQi2JNduCxVCK630lTvgtVrbmT77gh6JhktM3yW6mA7lqAWYFKwr6Umgkw6u5gJwaMWRc1PeSh29VosTqWC+jXeMkf8bBg/MSN+aeG9Z3e7Z3d3IE4ilNKcPV2ijRAr1zvOn58xWeQcNkecdSyvluxudjRVSxQbmqqja1ppR3+yQBtFU3a8+O5Tmrphvz7S1A3GgDGGfJaRz1LWb2p2d3suXlxQHSqZ22p6mrJhtphIqagLObDIsH675XgoMFrswHQSy63j7oDrHBZPEsdERrG+PqKVx3YejyfHgo5lSTdtSZMEnKerG7xXKA2290SRwtaWsi+5eH5OsTsSx4q27rDOMVtOsJ2QnCSJ8crTlhVd0eCN9C00VUtTNfS9pS5KmrITM6ruaeuWtu1JZrJene1D8Wgsi1IrY2TyEEe5q1CRJpllzFYzurKTrFsaSU7M9kQZZDkkcUrfO1Tb4zpLkml0EqH8IYSOc072keKkygRioa+CJWUltPxAgAZLC07EYFizrkJIUAZxDm4K9l4yOQ/5K/i8VTj0XQ2EqETyS59CuxHC9hAy3z7a90BGMk5q0EBO4GQ9DmRnyJvlSIHmjlM2bCCPA0FTj14/kMlhWZ4FxCshEA+2qeI0LDCcz6DULTgVlSpOAfwhw/Xjk5fD+Q3VEhohIk5UI7OC6Lvg78NkZBw4YRTC7MGK9aVMFbLlRKqDLapzUbF0Cq4Pmai5FJL2a1Cv5TF7B/3vg1uHCcWhmHYZ3E4dslRn8ncVQvi+BpeBq4VgEZ5TOmS4jkFZu+BhCaV+I/kwZqCHqcwIpRdjHmvEz4yRZI34pUVbtxTbgjiNaauGrm7JpjK1lc8zirCUzWw1Jc0SqmPN04+ekGSxVCF8ckOxL4lDV1TfWZz1tFXHxfvnZHVLXXZkect0OSHOUp59dEldNjhnqeqem5e35NMMRY7tes6en+E83L/dsriYk04TKZR2G/q6I57n2M7ivZKwuHNsb8USTKcx9bGhDgtKR1lEc2zoGo8tK4xWYBTVvsB2FrQmTaQktbMNJkqwztLvG+64FyVunhHFivrYkCQx5IbyUKEihYkNXmmOhwoTa86uFrRNR3Vs0FpT7UrKoiGKDXke0bWW5lDhPRJaj1K8cxgTYa2la3tc60BZ0klOPstJ8oRsktBFmuJgOW4OVGVDPvHoXu5n6UIUk1h75ueeNHeUhwhnc0zU82BBPRCtwaJRwLkEnHUkmR/3eO2+4Yb3WH0ZCNgUUUAq8M/CzbxCGtwHe3HxaDuD1TcQqeF4hlA6SGv7kPMa7MFBEYqRm/FgYT62QeeciNZA8IKS5R/1UD1YhY9J4GD7DTZjzAMp0nMwf0RySvwfnNSox7USESfLdShdDe3pD2RrIHADiYt+7PEfL1gNBap+A/6FKEqqEnUK5Hy6t6Im6RfSVfWwBFAi74VOxf7rKx6yUmom9Q0sw9uyE8Kjr4KtF+xdrcDnolypcG3UQogfr3hQG1UUrm8I+7s22IUTIe3RXLaBBp+BuZCfs5+Bv4J4GghcKuqYGrq8Roz46TGSrBG/tDhuCu7e3GOimOpQslsfQMF0kaOjiCiOqI9CslAS0gawXc/udkfX9uTTjDiNqQ4199db4jjCOcfmeoe3Fu8dySwlMjHTVU46yVi/vmd3vWd/u6WpWpZPVvS9xUQRi/MZ92+3KAWrqyXlrmR3uxc1KEuJIkPftJS7gqbu0EZDr6jLGh1HtHVLXbUopYjTmHQaE8WK3kFdtFhvwSqiSUzX9TjnMUmEbjq6rkcrhfWOaleTrzKiOKJre3rf47XCe4fvejptSE1K33Y4K9bZ5uZAW1dYC3hHVVmqQ0U+zemtx/Y9XdvTth1JGpOvUpJJjFZQH1qcdaA83ku3mI4USRahjCgmOjIheOzpW8V8BasLz3zuwUC2SJjOW7QBa3VQsYalcdJHX4cOqlisPpVxWij4BiEtBSeCFCYAH1SSKainyELHO+hegZmJmkEqixEPBZkPNuGQb3qsjq14KCh9UJMG6+8yvK7i1FIfI0rajs+rbQO5GZSu4TynnApOBztyCP8PlulQCPrYAkzk2EwM6iAVBzYOatFgsQ7q1WBjDtd1KCV9/D0IcRqs1OG2MJwznGzKwZbuRL3qP5ZgOL1M71Gd9mvzR/saLNUmcLkstLcXgTz1YiO6AtSnodLiHPwr6P8nD+WqKvRsEUN0JQSzv4b+TpQqfYGoW69ln2opCpe5EELlDmJfmnC+5qkQMaXAPJccljoDp0NOLCh8vgK/xzMbm+BH/EwYSdaIX0rUZcPt63vKXc358wzmE467ksP6QN90LIP1J1kkWbImm6Z453n1g2tuX91jjKbXmrbpiSLN4mLB7nbP7GLK8nLJ4W4PHkwSURcNSRazud5SHWsWlwuc8uxuD2iDNJ/XHWVZk81STHxGbAyzswk3P7qhq6TsM0lj+qanqhsmywlGKcpjiW2c9EmZiPnSyO3Ue7z1bG8ORElM07ShGysiTSImz88l++XEmlQefOQfrNM0jbDe4Z3YcG3ZEacGjKJvevzEoxLNbDGl62WNw7rsaJuWyGi6zpLEoj5Uh4q6bLG9k0lCRDBYPllR7I6YSMpYvZem+t5ZMqXpmp7IaJJpinWWOI2wNsFaS5b1PHneotQEnUTMFz3WxrStIcnBmIFgDXUMob2dCx4qCbwNdpMTdYQdpxD4oP5UnDJL+/BzSQhbF8CN3DDxQCmERC3kxurh843nQ5fWMGU2ZJoGorUCpqLSeANuWBZnsOiGrNXj+okhyzNMFw7TiVtOypBFyFrJqebhcd3EoJ6lwExyWCqS6TqTgnkB7tNH/4KGsPtQo6A42YJDd9WgkPHoNYOCOOz/sUU5ZMJiUL2QK/taXqOeCCF5uJ6K03DB8P6GQL/fQjtcqyFLRtgOMj3oDkKMtIE+EEEdhclBC9FC3hM/7KcB/yGoK9AeKX+1wS48iAplllLl4F3Ib12KZRhloF5InstthMQZH7ZjQ04LvK3FAjVXI9Ea8VNjJFkjfungvWcXCNBkNUFHhiwyzFZTqmNDVTQkuRSDTpeSj/LWMV1OKI81L3/3NX3XM11NRVnqOvbrkvrY4HuHrXvmywmrJws2r+/xKO7fbKiONba3LM7nWGfRa8Xz716xulzIPryjtz14zXSRUxUNcRqRLyb0n60BR3mQ/4RP5zlpluBRtG1LMolI04SuaFGRCeqSpzyUKCX1E3Uh/V3z5YT6WNG2LW3VglKSx+q8xFEUREZ4B17yWukko2s6JrMMtTB0TUOcRezvj9RVQ3Ns6bsOhQLv6XorWeVIU5UV1aHEK0jTBK803nlsZ7F9RxRHpNOMpurxyqONIY0ToljC9NZ58B3eebJZjjIarZEpS6dJc0OaQZKJQpXlGZN0qA0IOSBlQug5higGvwQXC9PDhSxWgdyw59Jv5OC03Mxw0/M8VCSYRG68LhCv+Aq6BrgXq+thWm/ou8qAC8nrYEJ+a8hwzRGikMox2YHcDdOGEadKiKGv63EOa6hTiDhVIvSImjWoWAM5q/j8cjmPp2VDgaodCOSRU63AUCg6qFhDCemQMRtqJoZ9DbUOQ1XEoAQOZCvjpLINipoFVQfrdOgVk8+yLGNDILRwIpVD1cRAqA+clhoKwXamsi37VuxHt5HQvEZsXmWAhahMHOR5lYi9aAMZVrFMK/o5xE/kM9LuJdSuriD5DvQd+GtR4khC/9nTENS/FzXOW1E+1UUg4o0oWWoKbosnRkWXjBjx02AkWSN+6dDWLU3RsHqywPaWumjIZxmz1RTXO47bgrvXG5aXMybznKaoWTyZM5nnvPr91xw2B64+ugp2YkVxqOhbS102VMcKax2zNxvyaU7XWdq6ZXaW0zYt3mi61rJ5u6HvOuJkTtfLos1JHlNsS7rOEkUa1zuWFwvm53PmZzMpDY0N+01B31t82WAiI5UGWcTsYgpY+s5TFh2u8/SdxcSQRga8w6hESkbrjmJbgFYSmI8nFLuKvuuJnVQqdFUrg1ixYX4xpa0sUWJo9i1d2bHvjtRNS1e1YZLRkWQJcRTRtxYTGdqmI0siTBaLfqEVnXWoUNdQHxvSSYKKIs6eLTFJxH59xHpP33Z4o6kPNZPFhOkiQh0bmWrMFU/ec+iox/s9bduw3yVczWKevG+YrAxy4z8ARcjOJKBj8Gdi8ehAdpSHPg2ll4PapeQm6IeA+kBi8hCU34kCZs5lORcfh4jUM1lu5cE2G8LygQiYc+l0smWYbDOIihPUM+VFGXmw/oZtDFkmkMxTzilUP7TVD8QJToRj6NRKOIX2H2eiIk65qqFQVAebrQuCUy15I2K5lsNk3IMFy+naPJyr52QZDrm4geS1nGzYQal7NPnoh4LTTXgsZOZUUAgfqjF+nKBNwmOBUH2uHmFYgueR/WobqYXQiCply2DfHcGtIHkWlKwOKTzNg7IWJhajeQjiP4Xkt8H8Bpg76PYhPH8fRMNIrE8XBhD0YFOHa6dSmXx0r0JX2gZHg9Ir1MOaiyNGfDlGkjXilw4SGPdEScTyyYLN9Y5iWxJnEdNlTt/3HDcF0+WUs6dLpssp+UyWuKmLhjiOH9be26+PmNiQTVPSPMF7R123HO6PHHZHfA9JYugVnD9bsbk70Dc9z777BGMMh/WRYldw2JZw78gmGVopPv4fP8JZz7PvPWd1ueD933nG7q6g2BVM5imzxZS6bqmPNfEkJp9nRMbg0XRtQ3lf0/eWbJrS1WLZxGlCZ3vWr+/pmp7yWJPkCUnqieIETIXxBozD9wpSSCYx+SQjzXO8rWi7jvpYUdcdy0nKJE3Ztz06dphYo4xCeY1SUtXg+h4mKVEU0bYdXSvrFBodrEHvaOqOyBiSLCKb5SRxRFXUKG2IE0O5L9mv9+SzlNkyJ1vkJKkhnZX43hFFBZ6G6SziN/83w/OPYpLpBKI0dBvdIHe7mYSfVbCszFJudv4+dCcpydL4nWRmVI1Msk1CricDvZLOJj+TGz9aXu+nSPv3DOL3xTbSF4HL7EOgfis1A/ZxA/uEh7C5Wop64reyXx0Ut8GW8o7TsjaDLTcQqeG5gQwuQT8VIuiHMP1zOYaHfQ+B9aETa1CPkkBoLuQfjKrBXSMEa1DJBqvvx2slBsVvsCIHwjlMIg7ELNQyPNRITBHy2ITnB4VvKj1ixsi10WlQ+dacyNVgdQ75tGE/w/ODjThUWwxWog21XQr6FvQ6qGRBqbO3gVx2pyV58OGaDhbxLATlG/Av5f31GsyHQujcBpob+dyYsxB+DwWnA3whFqK3wDN5v90B72u8v0CbFSNGfBVGkjXinaNtOuqipqs70Ip8mpFOEoz58lyD0hqlwDlHNkm5eH5GVdTUhxptDNPlhPlqysV752TTjCiJUEoaxa11OGd59ftvwHmiNGaaxZIzcpbd3Z58kqKMWH7ZNKfaFxTbkkYpXCvrBS4vFiijaaqW7d0B1/agoas7vHNks5y+tezXe9JJwmSe0b/d0jUtq2dntEXLYV1g+w5lpNi03JV0bUdTNHhvMZGSqb2qw3lIM+m3ahorCzsnor70nUMbx2SW450niQ1ta8nmORfPVrR1y3F7JMlSFI7eOpSGpuloiwblPZHR9J1DRZ7e9nS9xfUWnKc6VBLQd5BNM8le9Z7IRCRJhIkVh21FOlsQG42eT9Cp5nB7pNgdAUiyhGw24cn7lyyeznCtI0l7pvkdVdmi1Rl/9P95xtVvTEhnR1LtQqfRB9BPxOYxK+lGwj4iHwewa1GPfJhIU7NgWdWSu3oIesfhZmtD7iYsQ6Pj4K3uxUJ0YXxf5RLAVjnwBNodsmTOYKENnVLB9vNNIBPzELfq5JghkKw+TPpZTqTksWIz5JKG4PoEupqH9ffUFNw5+E85NccPxCj0aalEup38BEyw4LwO6tIj2+2BZA35rgghfUNJqJbr8ZDVGprah8LXQeVSyLTeUIw6WKwD6RuC4UF58wOx23NSywbCsuFEAIfS08FmHY55UIZCnk1+EQC3gTQ9WhHArhFCuoR+KwTPPJP33cfQ7yHahaGAMPSgV0K2qeW950n4rG3lPdEX4N7K50dpUQvdTo5XpzysNanncr5ug9cZSmWMGPFlGEnWiHeKYl+yud7SNR0mjvDOc1gfyOc5589WQiR+DEkWy/p+RcNknpNkMUkWM1vmbG/37Nd7ZqsZTdFSH2pRvC4XNHXDbn1gssjZ3R8pdiXZJKWpWvJ5RnOsKfc1509X5JOE46Ygjg06jjjsS7bXW86eLsmnOU3Z0HUW7zxnz5a0dcdxW9A3HZcvzlldLWnbns2bDfWh5rg+ECkpAC23R4ptie0sVVnTNj3ag0lkKs85j46NZLGcI5tnRInBGCkTbWuF64RgTs5yfO/JpimRiQJhrXCdZTrPmZ/N2FxvyCYptnPUZYnrLdb21EVNXTZEiWI6n9HXHW3To0JmrG16yn0J1uPaDhXHRLEhjiOS84y+7ehsx2S+YF1vacueXX0ArciylCiNWWYJ1skC2x/8kfc5e7ZCY0mTPQBpWnH5HK7e1zz9qCOfdOTTSCYRicGoMM11Ljeu+AMhPe2PJDvjMrGg4sswHXYtWR0fQuA+LDDMBVJoWcpN0N4jassc/BOgCMpFsJfiYD+qFPRSptMiC+6phKsfMkn3PNh2qpPKATMJoWgj2/Ar8Hcny/MhizRksYbahUeWoTJih6lYCIFHMkQmgn7JiZAdeMhKKQIRs2AauQbmiWSJHkjLEKwf1LMq/KsanjtyGjIY7EE4BexbTqrWkM0aSFGwEJUN59rKfpwLQXV7IiF+UOGGCcdhenGwJd2jYxrC9oOSNVipUyE5D9dxyimQn0pHmPNCoPxOtu9qIVHOgX8FbSzvrwFsD/q1fL7UVfjsaVE3UdC9lM8LW2AdJhWHYwzhf9WBWqCU2Lje7/CuRJmRZI34cowka8Q7Q1M1UnegFfPz+cPjzjmKXYnWmsv3zr9Q8Ke1ZnExZ/36nnJfkU1TtNFsrve8/v5bkizG46mOFfksxznPy999RVN3ZJMU7+e80Jrf+68/ZL8+UBe3RKkQiNnFlHye01adkLdJRr8tOLtccP96ww/+vx+zvJrjeo+ODMd9STbNWJzPUMYwO0tJJhlN2dA3Pba3RImmd5am7DDG0DXS1K5NxOrJimJz5LAtaKqG6dmMbJFR3TtUpPBOgfK4XtQOY8I6gd6BVmgM8SzC9Y6iqcF5euvprcU7R5ImTJYTqkNJW3WoOCHJeuETvUd5T1c7+qRDaYXSmihSzJZTur7DdaKitU1Lnsaks1yWAGqk0T1KYkwaE0WG/d2WJE+Js4SutaSRZn65oDxUREmEiRTKOp58FBFFEdOz76EtzGZ3XD7PyReKLOlQai4Wn3wYRM1SFVCCWyMB51rIi1YQPQ2h5p3UArQ/BBpRwvxWput8JuQDLzde9jxMDbpbxEoreCgotc8R4lKAug92kpHwtt/KRJs5R7I+NognMwng21KOSykhSDjZDmvZHzVCbgbbbwjAB/uKhRAqP6g6U8mgeQ8cRGHRz2Uf/Ss5zuhJUPacKC1OSYWBGpSdwf4bKhwGK26oXmgRggUn9SoNzz/u6Hrc1TXktd6G67aS57x79HxQoTTh/ZuEnFyodQBO6zHOw589p3xazRdb+6NwTUIGTnnwC7ElVQJuCdGlkKAogv4t9B5cD6aU90T14bOlhBh166Bu9kIAzVYs5EHl87WE2/0R9BmykPTLQGQTUU+HolU9e/TbKgZf412J98N6kTFKT1AqZcSIkWSNeGcoDxW2s8zOPh8O1VozXUwo9yXN+Yxs8sVfRpN5jnrvXEjSsaapW1794BrwpJMUZ6Xr6s0Pb3DeclgfMZFhupyxfnNPsavQWtYDjONI7MqqxWhDcSiZLCZEYcqvqVrKY0m5L9hvSzBSxdDWR+6v98RxRJYn2KbFGsXm7QZnHVUpN4d8novCdNyjjaavOlChKV0ppqupEBwUURpjYkWXxZhY07WO5lih6InzVCp7jCLNY1xnqY8VUTrD9RbtvSzenEbMFuc8+84T4iwiaWIO9x4Tx7iup21EHVhczGjqhMPmQHWspd7Ba5yD6ljjvJPY9yzDKMmtnV3OIIo43h9ZXS2Ync05f37GYX2gPBbY3jJNxH7N5pmUo3YOV9SsX99z3GyIjMZazdMPCj76Hc/58/dZLDxadaJCqRlE56Hj6BZMID5qIgqUanlYjgUrNo0+E9UBeyIkailkRYXJP6NFYfEHZIHioVk8jPg/kIga3MeiWOlAgnQqmZzoCbgFcCs/o1Ziz7k9Yot50JVkuLQWy0qn4HPEVhu6p4b9DZOBtRyPiuVctBbLr98D+9AZFbqkouegc7BFCF9fSYaIGvojD1klnQdCUIltaQcyE4fzV8gUX4OQpKGvaihMHcjXMFk4kKuh3mFQxBSnzrAmhNtzIaPKCPlzNmx/HfY5TEUO+xgyagWnJX5+/PGhVDYsV+SOcl6qFEvPRTL19zCxGQiV74VUDQTIOXmfTA7RhRBj7uSPD0qfTYAXYh/6Thrl9USsZJPJ58jdgv19IfbJb8vnIjr7PHny0qHl/dB3psE3+L7Fq1yOR+UoPR1J168pRpI14p3Ae099bIizL9qBgJAF7+ma7ktJFkA+y8mmGXVZ8/bjW7x3PP/OE7qmZ7854ntPeaxYv7xnvz2Q5SlXH3iasubm5R3VviSKDcsnS6I0Js0S9psDt5+uef4bEbPnZ3jvOWyPvPnhDcd9RZwlaKOZnU05bDwex/Zuz8sfvCGJDIvLuYTpI0PX99jW4r3G9xatNPu7A5E2xLlM6/VdT100eOeJ5xlZJqH8JG2lEqG3kkyJDTrSmFhBA2aW4xzYzlLuaowBhyLSjnyecfbsnLOnK+qyZnuzp61bJosJfdeRTFIirVFaY5RCK41trSyTozXZJKGpW1CebJoxWUyYzTO6zlEeavqmZ3m1YHE2Z3o2ZTrPyCYpOonoqhqTGNqypdgVeKDYFdjOo03Ed/5vZ8S5xR474twyO4+YL5+g1V5umr5BFuStwO6QEkojvU/OgwnZKpXJjdLdQv+joDilokaYJ6A/BHUu21JIpou5WEJRmNLzBdhZUIgS5Ga+C5+uDmkaH5QfJVOI6hLUNZj3wX6M1AWEziyFqGpuCe5GQtNmmMLrxTrUvyHLwXAd9jOoPjGYqxCs9sFuC1anbySszypkfTx0PwpTjGmwtUzgQq0QOtUhE3lDdilGmtJDAN/MgQjsltP04JDzGoL5w+ODpdhyymwNNRRleK3jIezuD5z6yIZuL8WJpFk5F+bhZw6cbEEQEjV0aMGpzmHIhLVhm30I0Q/LLEViCyoXbN8wmODroGIl8rkxtWTEhs+L3QUVcFD8otN5OBXyfq2QdX8LfS22p34uJNvtw2enBX/A+ylKKbzrwX4mRFhdidKGOylibiuP+wLvdmCeoD6ngo34dcBIskb8YuA9TdWyudlRHSVXlc/kZj7Yh957il3JYXPk+pMbym3B7UtDWzVMllNUpmGnmF3MuPn0lmpXkWUpvbVkacyu7sS204bJIsM5R1N2rN9KhslEmrbqePX9N7z8/Tf43jG/XKA83L5as327oykrqqLm7Q9vSNKY1z+4xvaOyTwnm6VMz6Z45ek6i4kNSRKjjLSfe+swkZEwftfjDhVxZEIx6pzDpuB4f8R2HZN5SjZPUShU5rHWM5nndG1HV3XMLuYQuqtWz5ZMFxOyaU6+mPDqB9c0ZcPiYs7ycsl0Zek7S7mXZXO6tsOFicE0M6R5iu0dUWqI4pg40SyfrLDeUR9rkjSS/JwC2/W8/XRNOkmIvKdScNwdsa2TSg3n0CiiLCaKNCaOmC0c3ipcN+Gw3pLPO+aLp2DToCDd8aD4mAtRHFQK3CHLnsTQ/yBYODtoXwE/FOKgCK8NVQTxHPw85GyWoH4opMqHxnXVhFD2oM4MxaBDH5UO7d9TubHSh1B8GnJFQZ3yGtSLsJ1XoprZCbgkxJXiYN0ZiCbAb4BPgZ3cqIdaBO84TQZuIGqB74V7/wrw0N+H0L6V8zLu1KyuVmCO0Bfgvw/+UrbtFUTLULRaisWJRazXmRw/R07dVj8eyB9C7kNVw1BPkXDKZw2v2XGaQizCP+hhm+eIiganbNqQD4MTuQs26wMpSzhNUw49YQ3wKSdFcA9cnOw6Nyh3EZjn0nVFUDJtG4hoG1S2odB1sHJDxYTbiyKHCqpqgUyznods3ly2Y1+COxPS71s8U7DfF6tSL0BvZPtKy8/qS/l5b+V7Kry9A5Wg1OPesxHfdowka8Q7gVKKbJayuz2Q5p//peKdY3OzZ/36nov3LlBKUR4q9nd7FhdzVldLlFLs1we21zvQUm8wO5txWB9k8ec0RmuNsxbbWY67Em0Urz9+S987jvcH6rqTWEvbYv2ctuuFNO1rdvcHaSfvHOvXW/Y3BxYXM/q6leiG9fR9j9KG+WqOU45ye6RtLBqFc56mluzV/GKOMYbZYsJ0nrO93YGB6tCSTmWpnaa3mHC8UZ6gjGzDKhWWCIqJtSHKYtI0oio7PB7XO2arCZfPz7G2p6tbtPO0dcNuc0CjWJ7NKO4LjpuS+cUMExuaoqGrO7RRaKUwaUw6SaTeAs9kOSHLE6qioixq7m82PHn/giSesbndsX51TznLiPOYOI3lmm4OOOep9zWT+QSPx7aWdJYzWeQsLufUu4abzzbE6ZztXU2cOGCD+S5MZgswTxEFJ0FKIFfgYrEJvZZuo24N7pV8r6+E7PgbydDYFNRB7LZoJWRFDwpOJSqHQkLlLuRwVCRfdR/IUgLqLITjA9nTNqgSoSvLDVUDsahIKigsfiuqmr4ESqQfCrHQ9EIsUBXJ9rUWJUbHYkOpiahrLpHskAokTk+QdQBjCeBTCWHyTyB6T4ioOwSVK6gt2sr+vQHzQoiqexMc0Qn4pdic0TxYWiFkr6diQ7pbTn1YgyU4LIkzkKCCU5Gplv2x5zRdOBC5gTB1fN72GwjUkNEawvnDJKNGSE/CqSh1+2i7g1o19JU14F6Lkqhnol4pI5k+HUigq3lodedt+I0zCfsclkgK6pgbsnJDb9gkkFEvtqy/56GwVNfynvUddNeimpHJ5yC+CnmvW+hvQo4w/M5zFWiLUpMQki9QZiRZv04YSdaId4bJPOe4lUWcs+lp+ma/OXLz2R3nz1acP1s9KFe2t+zuDpg4Ipsk7O/2JBOx75JJQlombG92ZLOMcl+RThLaquWz33vF7u5AnEU0VYt3nvubvfzi85BmMU8+vGC+mKLxdG3P/esNSR6D99RlA0qRpBFKK8pDgQukaPFswX69x3cwXUyJq5am6vDak+QJvbUc7o88+eiC5WqGSQ1xGnHYFsSxTIT1jYy4950V8tN02NbhDUymGX7qmC4mqEhz3BWUypDmiah6XpFOM8p9yfFYoqwnX+aoo0x8xYnh6W88o6467l9v2N8fyCYpURqRZhF9F8MsI59OyOcpTd3S1z2260gv5zjvZTmgPCNf5ODhsCmI8wzlHc2+ptZiIdZFS9c02M7SewtlLXaLVnRNT3ts2N9VKF/x4R9NqIuOuujpu4bdXYGiJ59MQb/g4QarhsmvTSAKOyFYTKUuAdk+fi6qg93JY/GgRGwkw+U7UQ7ckC8aslq1qDqqE3VIBVtKa2AZSNNKsjkqR2ykkBvyTn7ezMBNkdLUCGmcX4o1pdKgfIRpRz0DZ8RC8l5e6ztgJ4WW/oB0Nz1BilPt/8Xef/7IkmVbntjvnGPadagrU5R67H7dHEwPBuB84l9PDDgAQYLNea+frKqUV4RwbfIIftjH3ONWVlZl1sssGRu4uBHuptzcw23ZWmuvDWoicpV/i6TRO/ClsGV+HcHnIoLFBwFr6WthqGg5zQIMlQStqnU81uv42kHiJLxImryQ8+NH79Qo46WcuwtLzh6u2FlHhgCUEk5hqaOJfgRsI4gauwfHGIfAeWxSNPifGgIc56T6cb3RyzUyXOP3RyvnyI9yaex2JBXGKilFRraNgNEPZMnYEXoy/edIrMQjFi90AvoZmyWIUmQMvtVePF8+SI7bmEKjYgdo0OB+KZ83FYGlXxD0gtEk/1R/W/UEsp7qR6u8zCXg8/2Ww/qANgZnBeDML2ZcPDsDLIKkn7fHls//x5dU84KhtVy+LE4+orbMKCYFtu0ZBke9b1l//cD9F/ekecLF8yX7+z2b9zu2txvyqmC6qNBpwtAFjoeGajHFdg4PLK7m2Hbg9S+eYwfL4ECj0Vpz2B+o5hVGK/p6QCeKoiyYLCZ0nWWoO8ppTjEt0UaTmATnITWG+eUMbTRt00lOlQpCaliLyTT4gCegHKSpQZlE5NJZjtaKvhtEhrSOvMpYPl9weKhJtKHvOup1zfJmTr2tQcHFiwte/PQZdhDfSZIY+k5mIKaZJc2nDG1P3xvyIicrc9pDQ1d3GJNw8YkEul68uKCvWw7TAouHYHBWRhZlRYq1Dh88aZ6A8+zuG4pZQZkK2GuajnZfc/9OMVnUOLelOyouri+5uDEctgNZ+QkmeSYXKeWFhTnlDvViQGYipm666G2JLfyj7KdSuRgOX0Yb0AvxUOkYLRAGCDu52Jq7CLzG5PUIpHwr+wxeZCZdnT1Z/hawYjZXWZSl3nNia1QiF1UVjfZkUTZMIwibAPsoN3Zy/AE5phDByICwb8kqdrztkLEufbwQb8EtxYwfPgd7I9tXJu5Xc5q9GA4CuswzSDuwWwhvkAiMaAbXy7iuQrxok3geE85m/ZFxGiXVUQJMOQ94Hpmr0Ss1dgSOsQvjc2MGVsHZ2zV2Lo7xEfzGY+P7NM47HPc/Mm0jSBoT7acR6KbCYtKD/yhKdnsBnNi4bzg1H5yS9Y9x/yMIDBGQxg7RkCCgd4zSyMRL6BWYj6Tpwh85MbP+wIkVGwNmtZb3FeQ4Twn8T/W3Uk8g66l+1JrMK7IipT129G3P0A3iHbqZkyTx4xcCu4cD+4cDfdPTNT2H7QHlFTrRLK/nVPOK5tAxXVa0tcF0A8f1kbTKSDIjjAyKfFKSVx0mlXE2OtEkaYIKHmc9thYJT6eayxdL2kPHbn2gqFKaY0/wXr7Og8J2joOr8S5QTDLS0avkwRlLURWUk4Lj5sjRB/p2IEnnpHlKURWYPIEQMDtDkmlMMBRxea0VaBkUHSz0Tc/8Yop3R95/dsfhYUeSFVSzAnO3A6dwvcUOjrTQEBTFvCBJDd47rj5akaSa5tjR1i3vfnVPVqbkleRd1UruvotJQVElvK176mPL809vuHx5IcBr33L35T3FrGB7u8M5OWdZmZFGNvHwcCTgSLNM2L8i5+LZEgj03YBHg3IMNqOrVzjv+OzfMsrVFZOJYej3mPw1ZK+FmdIlSiUELsG9RTr9UgEjIYlyYCeskLmQTj4VwQZBWCf3HvQz0M85dSaGLrJXV6BvI1CKUQkjUFMLSF5H8mQD4UKAj44zDNO/B47Q/5NEBJgibrMWRkwtI3vWC8Pkj4hElQKFgKWwiZJlHn1WvYCekMjr71vQu7P8pCzi3QJJqp9GBmsrhmw9k8gKNQea6G+zEGI+mFpBfgXupZyboKQbMsQRPyEasznKcbiWc0dhzIs6SYYjOzXKdyCApH702Oi5Gj1v47ZqzqOCRrYqJsSfhmcXnJoGiOfmFIZqObNXI9M2SpLRU6f6KB3WAnD8UZissJeYjdP2j5w9WWPH6eglG4FPnBAQlEi3p9iJA2LgjyBvHKtk15D8HAFj+wjEjvF/LZ9fM0GythIxwespylx/4zvyqf666wlkPdWPXmmWnkJH+7anbwa00qfnm33D/Vf3Iqd1lu7YUkxygg9sbveSwH41Z/VswdAP1PtGRr1kKZfPc95/dkdbP7BbH8RHhSLLMsBzXB9xE8f0YkqVGvEXp8Iadc2AMoayKlheLahmA8ddy2F9wDtHe2woFxOSQsCVD4p2dyQEzWReUMxEttzc7iimBc8+ukRrMX8vnpd4O3B8OKKUJslSqpjPNcRjr6YibyoNeVVx+9U9x12NUpBkkiKP9rz/1R1JlpAXhqwqKArDfleTJppiXvLmX99x8XrFxbMF6a5m4WfU25r60KE1tE2P1gZUoDkc6RqDH3q8VTS7lu6iZ3Y5pT04tFEkWcrF8wV9P7B9X1NOC7IyRTlPCGCtx/U9l89WMoluWXH/ds3+bsf8qmC68Nh2h9YpLz69wNmUz//F8Ol/WYrUpa8jIMrAPxDCyEwkUR5z0b+0iWAqSkN6JmCCEWilIpEpH4HHMwFJPhFWytcS7jncgfs8domlwnTpBNKXchEMWwjPY+5UEvdVoNIXgCPgkbDRmHulIssRItujor9IX4hEGQKSqbWP+4om+xG86dGbNQKMA/hC2Dt75NwJ54TZM7n4jkLsClRaHmMS2RMjAC508lrUICyLyoAVJH8nYGz4p7jtyDqpFSQbsKPxfJQKZ7Kfk3zXcZbtMs7M0CgvFpxT8keP1ygbjt4s82j9ETSN/5cI6BmlXiPnhFRe4ylB/nFa/EbkUBqwWqQ89uKZUkXc9sjQjezaJP68idsa0+gNqFcy5ske4/s8vsZo8Pcb8bNRAWtwt1FWdnJO3QMnmdkdopy84DRkOxwiYB5ZtKf6W6knkPVUf9RKsoSsSOnbnmJSELzn4d2G3brGpAZCYLqcUs5y3n9+jw+BNDdMFxXltOD1L15QVjmf//NXeOcpqozl1Yx2X8v4FqMpZzl9V9IeO5y1OCfgwblA1w5cvViSVzmbdzumK4mJWNwscDZQVAeGRvw4w+CwfU81L3DNwO5wAOtIioy8TNi8FRl06C1FlXE8dCRlxmQxwfaWettEditBK5FDm2OLVhqltHT9AZNJiR0s27sd1gaKKsOkiuAcxiSnxgCdTClzxXHfMvSe+UWJVtB7x90XdzSHFqWVzB30WmYiJgl5mdLVA85Zgnd0TYvtPVmVoBMZiK1ihmde5cyvphCgO3Yct23sRhxojz2TWYXWCLCsMnSayEDrY8dgHVrVuMEy9Dkf/V3F1UuFa/ccth3dcYEpXoFSKBVEzlM5wUcZTV+C+QWoL8WjBVEiLKLvJhqylYoAQosvRhYE1cmyyUwkOF2AeYHK/hvBNuC/APsmZiIlctFUHsynIjeeur7OhnClMoL5CejPwL4TAMNLhMFwUa7Swg7pCpLncpF2O7nomufCzNlfyf70Mh5uBqqRbfg4WieUkXEaYwZit5pvQd0KW6ccqOvI9HkBZnoJdi9eoODFgB9yYAPqXjxG5iWnWX12A+oQz+dcTNquA3WUDwEb2bd+KYAxrDknwo8diKO3KEG6DR0CQEawBmcpbsy2OiJ5VaNE2XDubBwDSR93HIZH/47x/9EDFjjLegs+kBZPvqfRwD+PxzvKlJbTTEr1QvZptHx2qDnLnONrjQwXvZwPFTskh38Q0GQ+jmC9kPddIZ8Ht46RJFlcbhGT4p/qb6me3vGn+oPLOUdX99jeghKGKBDoapEFk9RQzUryKkdrYa601kxXU+6+umdIBkJAzO5GxQDQgemyopgWXL7y3H3+wNqtuXp1SZEY7OAoZyV//7/9XUxz75lfz9FG4wbPYXukazsO6yPee8ppSZImFEWCSVL26z3tXGS4tm7Z3O0oypwkS+nbmsF6FtdTtmswdYcdPO2uwwePtw5vPaq3HHcNrhe2Ky8z0iyR71brOG6P+ABD38vInNRQHzR925NkCbYbsMNA3zomiylZmXH75S3tviMtEpK8YOgs7V4S1ycLSWFPq4T20OIVLK+nLK7mTJYT6n1Lvd6zfrPGY7h5teT5p5fCXO1apssCYxru3jao4MmLnHKSk+UJy6sZF88XBK2x7cDF8yVd0+NtIEk1WZHRNi3KQRsT9vNZwSoxGBTFLMM6SPKM66mjmgd0mnPx8pLViwsABnfEhYZsMiUtpkAghI5TnpDrInCaQrYCOwX1eewONMIiua0AA70UqSw0IsGRAjZ2cZmzIZ1C1oulkpLgfyLdjAFhuRgiCCpPF78QvAAdfY0a2VZVRG/UDtRL2U9AQJR9G1m1uJzKoqSohDkLfVxnAfomyk1HWVbHnDC/gHAbma0xGqFHPGnRWe2igV+vkHBOhfi+cjk3/st4jqayDRVEugoqeoLGDCorDJzzoENkCi2nxgB6TgyUz0WSO0ltM9DHaAxPOedXjWzRJP4znBic09zCAmGnomxLyTlGIgasnoZpP2LyPhjzMzJSo6+pRxL5I2s1zk8EzkGqsQvzlIIfGwBUKmwfz+Q82h0CFkfv2ShXrmQ7oYsA1ImEHYKMfjJzTsxg2AsDm/w0Aq06rhN9Y74l+COo8vzZeqq/+noCWU/1B1Xf9qzfbWgPnVyzvOOwqbG9ZX41Iy9zmkPLYX1kupqwvFmcBkJPFhXOOnZ3Ow7bmt3djmJWogfL/HJCOS1AKWYrmbf35lfvefur98yWFdW84uLFiumyIi8zNnd7posJ7bFFJ56iz+jaljRPWF4vUEZTzUrK+YRm15IVGXlVUEwLboqUX/73z3j3bs0QDd4BRZYlZGlKdZkTgsc5z3HXooyOXXYdx31DQFFWOSbP8EFiFb74lw3Weoo8xftANStIygwC9K2EkoJ8R9ve0hwb+mag3jUYrZnMCmarit36SN+2MhxaRwUKmF3PsW1PUeaY1LC727G73dN1A7YdsM6hlWN2KZ437y2HnSVJtEQxdD3pJGe5nGLKNGaTZdh+wCSGNEvp6h7vPUYbskI6JTWKJE2YryryaUGXGpbXCy5ergjBk2WQZjuKacnQ7DCJZnPXMZlkDENGNc9Z3ZiYYp5CeCudhCEGlGLkbl+vYm7VxzCGdoYbkd3UTUwAV5xG2oTYbaivQcWkcDqk0+8ZhCBBkCD70Fcocwl4gnsncltwIlkGOBnW1UDwB1AlWhu8vgS+lO4yRtN5vFiP4EAdo8+sELkyeQX2SwGRZh69VQcBNoEofzaSg+WSyJIQvVJOjgUbZb2POUVJ+EbOx5io7r+WxHgd4yB0HhmoXZSndGTwvpBzo4p4jnsBd24EOT3nbsNobA+xA1Av5Rz7t0jH5jKCmqOcfzVKcTESIUTwezLNR5BGzK46SYojW1TEdfO43JrzbMWx+6/izGyN3YcbYZBO+V4OuIgs4bjtMXtrIu9fKCIbZQRoulYAfHgcOZFyHsptBCw7HbtSbWQUL+W8hPEYvIDx5LWcO3+I78N7oARzSXBvRFI2Vyg1tiY+1V9zPYGsp/re5azj4c2atumpFiVaa46bI0NvCV5ksfllhtZawNTDgSSVIc4ASikWV3PKaUH6bstk+Z68yllciWkcgBBodk0MKjXkpbTdB8D2A13TyyDo+z31scUNFp2l9M6yfrMFHXjxs+ekqeQYGWOYLitWz5ZcfXRF3/YcNzW29zy833LcyDDptMixmSXJBER4L7lLJt1TTHL2dzt2mwP1VuGdZ3JRUpY563c7hr5DSzQ7blrSNx31/kiSZ/SdJTjpkEvKjNwk7J2jbwZ86DDakOQJQRuG3pGYBJMatBI5DwL1MVDOC5Iiw1nH4eHAcdfSHSXOIqkymmOLyTK8DRx3Nc2ukfluZUpZFZTXMy5fXeKsJckykizF9Z5636CUIqtSrmeXeB9k6HWaRA+dopwXWOuZFzmzixnTZUlR5sxWFfu7B4739xTFiuVFgUkadg+SVL+8nnD5cs7yIkYi4Dl1tamJeJmCQySzQdggcxlByHthm/wzAWNqJkySijLhAHIRtdEEHj0yegHp38kokxDlKyVsjlJKmDSUSEvuEJcZhAkyNxB2BLeR4zMxi0uvOI36wcVjsSIRIVK3BKYqeY16DvoVcM9p1AtDPI5j7Ki8ERYqjHlbkfUwWbzoT88So9FRcrwRlmRkf1wBOgIXlXH2js3i31ITw0y3sUEgke36Qc45BQJqRlZqzLQavVjzyA52ERflkP3nMyjFCID0B1nGGQTA7TjJnsTuv5FN+2Bsz/jYnnM345ijNUqJmnOX4RhsOkqGo7SXxm1EKfdkkp/HbSTx5c05S56RRSUG4vp4bsauRw0SVBszyXTM7NIfSSOGWYkJ3u8iK+jl/AcvNxHmUranSvlsKbkxCN6gzBVP9ddfTyDrqb53tceWpu6YLsfxEjLwOSukA685tPSNeK5MYsiLjMO2ZrqcYBK5e3POgVLMLya8/Nlzjtv6vIMQOGyOPLzdYAfLzcfX3Hx8Q3ts+PJfv2Z3u6OcFKCg7yzlJKfdi09jMpvw7JMrrPXkZcbqZolJNeWkIEk1eVmwfbfmuGu4f7shSQ1XLy5IjMQVSDaSpt03bFxgfjXH+8Dyak5Td4SgMDohMZpgDH7w9Npx3BxwzjNdTTGZRmthufbrI2HbkmYJvXUYo/G1R6cGbRQmy1ABTGLQqSIxhqFz9HHcUJII6MqrlDzP2N3XlFMPRUq5rJjMC7JMs7hZ0NYdwyBp99OLkv2doVpUaKPxPoCHrMhl/E5vMVnC6mYur/HXt5TTnBefPqOal9x++YDvLTqCY+cdk1nJdDVjdTPn+qNruq7n4csHNnd7Ll4sqaoLmqNHmZI0NyyujhhlWV4ZXv00J0kKkVNUGuW6ECU/IltQIRe+ChggeYXiWjxbbgr2c+RCX8pyKhEPlIrdghK9Hi9oUa4zz1B69sHnN4Se4N4LsDLPhd1wb8WoHtPela4IQQzLwd0JyDJXEQTGGAM9iF9JRTO6mscLNgjIKiDNwFci5YU9AgImQCE+KVLBComK+4+ylnLRvF5Kp5zqwP9UssNCHeXGiVzI1ZTzMOpCmBUVzwUHGG7BvQPzKgLWbTTKRyZOtRGYzRAZbwRbESwRfUgqFSZRTxFAtxa50uQidaaXyBigr2B4Hxk3K+uGCR92K47slufcNTjKdAfOvqvxODRn39cIoEawFr1lp+7B0Tw/4cxixXOpI2g8haYqyWcLibymZCLDweklHy2MifFxWz5I+Kh5IaDfvokNDkc5f0FHmbiRdUOUwZUwYEoVBErwe4KeP6W//w3UE8h6qu9dzaHFJOaUcWV7hx0seZWjtJYm8HY4BZCmRXpmuuKonMO2Fo9T8LR1T31oaeuOvukZesv7L+5w3UAxLZmuKn79f37O5//0FV3T0Rxbhrajq3vqbcP8eoFJDNNlyWxVEggMR0luD85jigQ7OB7ertFGU+8aqnlJX3d0bc9xd2S3OTLUPRgwRhOCYmod5byg2bcEFah3HW3bYbsBrxSTaYnD8fBuw2C9mOsHR16m2M5iEo0ynqFzZFVOZhTWOmzXETpFXuVMlxO6Q8PQDeRJRt8OdF2D7WA6K+hswA6W5z+55ur1Je+/eMAPlmySs7iYMQyWw8NR5h4mCeWilL6wuiercjAKrQwex/G+xllPs69RaFxnsZeOoZUA1+vXV8xWM5SW6I3VM5F4+6bDOs8nf/+avu5J84RyXnFYH7Btz+JyzmReYMw1D+8eWL9rcYNDp1Nmy4yP/8tHXFxl0aQ+doeNLMmjUmNYowJlUURWiyJe3BcRBLsIaqpHXV9jhIBCKRMB0i4CksUHuwl+D6FBaXk8hBqUjUxVIx2PqkApTWAq4CjMIkCJPjFiF1vyM/D/Q44jLQVUjAOY9TO50KoS1BWSA/YlMsh4KUxWMhcPj/8c+n+Mr+1KAFqI4E/vgZUwbCqXx1QZDe4BVC/rnEATchyhE3bPR0YneQXJlSTCA/hfwTD6v0bgmIMfvVKxK5Ikdj8GIBcpUCsBasoIgArvYNAC5IKK596LLBlakUut5TTzkIqz5DeO3xn9VmMeVkzZl28RzrLhyGo9ToYfoxp0POaFfD6CBx7ksTB64QIy4DruJziRokMTvX0xbDT08f2LjJnvOXWPugcID5yS9BWcEvJdZAj1pYBu1UjzgpsQVCXNFKE5s7ZP9VddTyDrqb53hRDOIaJwunsPIch3zSntWsrHvKW+G9jeyqzCrMjQiWH3bs/63ZrjtsEOIgP2TU+9bymqnOP2yD/87//E9t0BFzxusNx9eU+SJly+XFFMC9786h1FnhLCBcvnF0xmJXWAuy/uWb9Zs3y+wgePrTu8kuT1JJMutXrbcPflA23dMrSWAJSTgnya0+wb3n1+L34lY6jrnjyXbj+8o6kblIJu38hFJ/qu0iIhuIAyCcErBmtp9g0m0bgQSLIUZQxJlhK8GNFNKn6oZt/hB/DOcTw0lNOC69dXXH98RV7kXL1acPv5HWmWYDIBEz4ESbCvCm5eX7K73XHoBtzgIIBJNak2DJVFG3h4u2F2OZNzphT79ZHm2FLMSlYvF3z1z2/xLuBsYOg6rHVUM/HAlVO5OF2/vmS+mpJlGbOrqTQ2+IRqarh65fFWGM3V8wUXz2Lbul4JSPl9FT9awW05d4NFEKUCqJg3FGpC2KLUaK4+m4mVUgRSgj+cwJR8Rh3iiypOj52S5NVBuhLpAU0w1yiVEoIRUGYuCWM7/okxySB5efZqq3isY4efboCYjaSvYuv/TtgNHdkovEQPeIN0BGZyEsJefD++it2QaeyI/IWcE1XIvpUXk7r/N5Hs9KXIh24vLIyaCuvGAcKVdF+qElwK7p8FWGAEYOkLMFaM4OFtfDNsPKnPI0ghgjEt3YomiT6ynYAtP8g2VQ9+JfLuSdob4yIWCKs3eqDG/Yzm9xF8FXGZkbUa0+QfS4gl5yHU8dzhBcSggI+ALxGA90y8ZaaQWYXuC2H2Ei1yaujkvVUZp8HSuhDW1IxguY3sVdyHig0Xfo2ElzagjnJcZhobBeL5dw8Ec/G7Pv1P9VdWTyDrqb53ZWX+gbyXpGKq7ltLXmmC96RZKkOK9zWb91uCD3RNhx0s16+vMKlh/XZD31qef/qM2y/ueHizppxWHLcNxhjm13O273Y0+yOH3QFjDIdtjVKKoRt499mdxD546YSrDx36/RY3WNAK6xwqMZhU0e46dncHQnDkk4Iv/ukr1u/X9K2j7z1plpOXwlp1bY/zDqMTDrsHktSQlwW2aXGdQqcJXWPxvoWg6PoBjcakGqM0rnekRYrSiuA8fnAMHlSZYEyCVx7lHXbQ+F3Di5/cyFiaphdpc1rEOAZJhK8WJX1rqXfiG1tcLWibni//+Q31oUYFLUOpjaY7tGweDoTB0g+OosrJJwXzRUUbO0HTIsUYQz4twXm63rF6tiDLDYlJmF+JvNY1Hc3e4TqLrzwPX28oJjlKKy5fXjBdTWgOLc2+ZbKoQE1QSaCotgxtQ5h4ZssAKkHpFaiJsEbhiLAURz5gs8LYgk+8QO5AT1CqOi8SPIS9eFrU2In3bSVG5g9vCvyZ8QHxZrm7yHKsIps2xI48TTCX455F2jHPIMzj64gho9kL0P8C7j76oFJEYmvi7wnoFTp5RkiuCGPG0shieCtsioneJ7dBmJM2SqGA/jmkrxApcWT8ArAUUKSVpMJzdzanh04YQPOJAC63RgDJDZhUfG7ql3E7KwGGYzyGIrJAMZIhIMAkWPEthXdizjcji5jFOYmdxBb4n0K4EzDixxuuXPbDEQFFgbNnawQiY8fiY7YzMoOnTsTROF/F1zMGnI5espaz6R5ESl3I/v0R3BsBiO5OjjdoOT8KYT1VKgAsrGV7nij5beJrUfIZ0UZAb4isF7WkzGsT2bwvobuXz5x5CWoC6lb2p03MXxse3SR8e4UwAk3xnn1wk/tUf9b1BLKe6ntXOS3YZ8lpJqHSmumi4uHNhv3DgXJSYFLD5t2G/fpA8LB8NuewbbDtwOb9lnJW0uxbylmBGxxN3VLva5IsZXm1YHu/5e7Le9pDgx96dvc1ru857Bom0xLrHe2+x2SKoshJywzXy7BoSYdvCcGTZyl3X94LS+U9aZ7SNR0PX685bGpc7wgqkOYJRVZIFETr6OxAVgVMkuB7Sz00OC939Kp3KK2wfSAxmrzKaHcdJlXoLKGcVqSFwTlhmUxiyKqUvCjJCo3WRqTRticoRd8OmDShGyy7u33sEITZasbVR1ekWcrbX74jKxOuX17z6hdTHt5u6ZuO7tjT9wPeymzBt5+/xyvF4mpBVhhQhtlqwuxySpInJwYvTQzT1ZTJasJsVeGdSLzNscWkBttb+lpko8lqwsXzJUlmaA8tXd3x4qfPKCcFy5sF92/WHNYHGdqtcvp2jqJg+XxKMZujdHnupNIzgjsKMxBUlFtyARm0iF8mhkiqIgKpc4mEV4E/EiJD8g1mdawg8s6Hz0WTNlY6Cv02+mVK5OvQC8jQS6AWhkhplK7i/o0waUw/2JXnZ4i/ah+B0ej9Ed+ZinleAtTEuB58lM50CbyC8CtQc8iu43Fl8RxtYthqPBehEZaFI6h9BABGGCxzI941X4u/SBWgrkHfidfIH4QR81NOZnd1hYS6xlBQPzJJo6dpJTIjJkpkQwRTlyLJPQ72HPPLklQkuO4fZVuqlCaBUEYA23AeczSN+xljHeLoo5OMOBre4QzKhvj7CKoedVuOcRVqIeDTHWR9PROQOLyRLszRA6cqhGUK8vrIga/j9l9Epv4Qz8tBOkExAjqZIxEQX8px61xel5rFTtqBc8r8AYYd8AbSn4PSBBKCnqH0b8/QCsFJd6yP552Y76bnKD39xvJP9edXTyDrqb53ZXnK6tmS9buNXFwzGaysEgPWkqSa+68f2D/smS4nzC5mlNOC9thRXk5oDzI6x4fA0Pa8+/KOd798z/HQUBQ586sZ+/WR7fstV6+vQGmctbR1J9Jj8CTGUM5zvPUc97UMa144NndbFlczfvmrd7TbmnAJWikUsHixot21bNcH2nqQuXyIp8w5R7Nv6XvJ99LaEJwiLTQhy/HOoQbD0FlGvJAmBpMneKtIsgGtE9I0YX5ZUe8bXCfypzKKLM8xmUIpYZ2M0RDAOs/2bs/1RxeUZUZbZdKgrhUmMyR5RpoZ0tygSMinGdN5hbeeEKYoo/n6l2/Zvt9Jgj2GqiopZzmz5YSsyKhmJe+/vKeaVyxvZtjWsbyZc/F8QTmfUEwKhrZjd3/A9pau7rn9/Ja0yJgsKmarKVkhd9smTdBmoG/FK1NUOdevL2kOLfW2JhCYXcgYpKLKvwF+lJ4AVwT3IN6mcIgSYiIXO50g3VwCVEIIiNk9dpSpLEp40SukysgKfXjBCWGI+/vwcaU0QU2R+YREaWfJOXogXqxDIhdXfycm59+T1K3NkqBSglsjJnLiayhRZoV6JE+qcaSPEhAmyvpbkRM5Rt9XZKrMNYTLeJ7GUUEbOSey5+jfcgLWVAnJCwGJKheAFmx8jQO4ntPIodCKhypbRFZnj7BDNsr9MWbBPDuzbLoU+TLcy7HpKo6wOUY2p5JlNCKXJnN5n1Ue5bgDwipNgC/iPhZy7pEMtTMoiRlTp+5EjZjzO2CUnWOX6ikPKzKH49xLV3D2ahkZu2PfCKPFmCUWQ03xSBArcd+5PD76AMeZjqNEaFtQO5FHVSfnIrQRmMcuUpXL+XfbeE5t/JzP4me2B38vjKq5+QBoheAJ7guwX3Nm/RSEg/gKk5ffaOp4qj+/egJZT/UH1WRekWbiu2kOLUrBJ3//miQ1dE3H21+95/qjK2bLKWmR4q1DaY13gazK2N1uGHrHu8/es3m/pdm2tG3PMalpjh1usKg0oTu2BOVl+LERkGL7gXRayfeVUbjecdzVMrtv37BbH9i9PzBbVYTg6QYJKGwPLet3a5z1Mf3c463H2wGjxBw/tJLQXE0yvHW0tWd5M2cyr7j94pbjYSBPNHmaYo2WBoDUMJlNOO5rfJBjaQ491krau0kMk8WErDB0zYAbPC7IkGhrLU3d0TY9Xd2T5hnFoqDbd7THnt37DeZmQTkt6BpLV7cEFNViQiBwXB/x1lNNSrIyQ4WA0oaiylhcLwg+YNKEalLgnUUrzU//p9dcvlyik+TcvNANTBYTXv/iBfv1gd3dnsXVlNlqgo4zJoduwPUDy+s5bd3jrBOWLk/J8pT5hQCa3ydlKL2I4OhCLhZ+QPKHKunqIwP3lVz8/JrzBRAgISiJSRBW6ZLg3gsrdGJ6orSkV5Gl+M39zwSk+Tu5KKpo5rZvBCCZZey+GyMTLr9TF5jSkwjGxs49MW9/2/mQxxUwRFYrykGqRLrhrIBA8zxKimuJC1BBgJJ+JgBQx3DWEBlCs+IU38A8sk816FeQ5mDv5LxknyCsi4JeSfSCyiJo2Mj29IsIBpK4j0weD+7MoCkt5y+sRSpTUwgTOX4dlwljFlZAsshKCGNu1gYBSAoBXKP5PUOAzZjGPgaqDpyS2EdAdfLj7eP/OQKMNvIaqeS86TIyhGOcyCauk/JBEOupq/GAAMIZ565GL8wfCdKZGfft3sWfVWQWX4JpY5flBsJ7SK+FFQy3EOYonRNIBRCGOgJvqeBuYfjVI7ZtjLRowVuCSwXEP6XI/1nX07vzVH9wZUVGVmSn/Kux0ixhuphQzIpz0ntiKKcFh4cDOjXcvdnyxT9/xe1nt2QTyXUyiWZ5sWB3t6fvOqrpBJMZ+taRJIY01QTbo1AREA2YTFPOC5z1bG53JMbQHTqKKsP5gHPSKeQDHDY19VEAoUk01mgSI2Z0nRgmE0mmTzODt460SgEZU5Mk4o0JLqCVxhiNSg2p1jjvSXLDVJekacr0YkY1cyR5wmFXs3u3IwTP0KnIUgWSJJEh0SiUgnrTMgwWpRU4yKsMpRXaGJTRBA/zyyl9YzlsjuTTnDzPOAKLqzlaS2djNavQiUYnWnxwdU9WZNx8csVhW/PqFy+YXUwx6Yc+kHrXcPlyxeJqLkOstw3OeZpjh4pt/DpJWFzPKaflqVP0cX0fn4hSmbBSj0zpp+cA71MYvhRpi5ITfRg6YaFUBUkWt/NCgkPDMYKbSu7w1eS3HpNSCZgbiXny22hi3sWOv5fxCGxkOKIH6ju/rig9fg/LTAg2slMuMlxxZTURsOnfCSjBxosxAgxVybgjpSuCn8T4gCMyK1FFRk4Ly6JiQGhyKV2Reg721+IlM6sI3AoBDqzktSfPYpecFhBFETsLV0ALQ4ylUHN53aPvKRxi9MFeGC3fcErJDzUCXKZI599BjosZnDoLx3yrMbJhNLmPrNVolh+jKnz8/8i5g5X4WNye30UPfybSpR+zskZP2Jg9NoKpjPO4n9GwvwRGFnQBzgL3Z6b15GHrYkBslBv9Rj5ndmTVhAEL6ScoPRXZ0O8Z5e0QPLiv43v3+PvVCNDlEIHbzTdY3Kf686onkPVUP3wphdIK7wL60fSIYppz9/ktn//z19y/XfP5P35Jc2hZXM0kEWfw9O1AmsVxIMGyvT9i2wGTJVRVhjKa7bsDx12NThTzao5Sir5tyWcFaZHR1y35JCNJNe2xI3jomp52e2QYHDoxEET2TIuUvAoYI1lVQzsQHDjvmRYFeSUJ6MEH/CAAMkk0vXUC1lIThzdn2FRTTQpe/OQZXd1TzQqaY8+/N79kGCxJCtWs5Lg7MjQtKoK1cSyP9RbX9Owa6azMyoKskmPs655qJrEKSgX6usf3Hu897b5Fa2jqATs4imnGq5+/ZH4x5bithUH0gctXl9x8fC3dm9sjJk0IAdp9TV5lvPjpM0xiMIlmtqwwqcENDue8gM+Yg9bWHUli0ObHHA2iOGViafPo8eibegTwlMpRJieEFRC+U5K2AK0XBD9Ih5laQbL8jYV2gI7S3eQ//Iq+tYLlFKHwGBTqCaiPYPgc2AobpKfIeJ5ZZLTuwHth3xiT3vcCiEKJeMwqMB9FT9IW9A06eQ6ANy8jmLwCu+Ukk40RE2oi2Vw+Pq4KZJTNQVgWdOw07JCU84Rzon0i2w1LSGo5Jl/I73TyN+4ShE06cja4LxAAliMgKwInNYlAb/RpxTyr0yieMXpiNMWPcxSjXywcxXd1AlBHOY7TGKPxdx+3E03ujOn7IIBwBHFjt+NotIczuzYAn8fMrbFRQUf2L0PmHIopPmR/xzmZXvYZfB2l1d/yuVNatuW2BF1/683EU/151BPIeqpvrRACfRtnEwJpnpIV3y6b9G2PHSSdPM1T2mPLdClfEsF76m1N14pPqd23qBAoJhnOeuaXU/Iy4/1X9/SdRgVY326ZLCYYI6xPfWwlFshApoyMD6t7kkwzv6iY3yxoNi314Bm2DVkuMQZ95xnaTq7LCsJgKaYFiVb4oPAMaCPSpyJAoimSnNnFlNnVlM2bNe2xxTlLkqcQAnmWoRIYOitpP40kR1eLimpWcvVyRdcOuMHy8ic37G7FEB1UwPeOtEwxzqO0wSRGuh6zlPWmxihFNi2FT+kdaZoQci/p6lczbOfwg2XoBrpjR9cNXLxY0uzvqfcNs9WEpu4pZ56szMjKFG8Dn/z9a4CYxG/pGnlvF9dznv/khtlK7oizIqOYltS7hsnyQ7nNO8/QDSxeXpxYyh+6hCHz0SDeCcsUxggHJGYAI889kvG+7zw4pRTBzGSOn0qjBGYi6GmELdILJDjyxxzuG5PsR0/YB8zZyLIYSD5CkuIfRQAEiXoIvhBZUFeg/huEr+X1oAUA2V+Jh8o8i2OF4jnQS0LyKbhZzAZ9iOzhC5Ee1TzKgB2E6yhbbmWotP8YyQtrhbVyewFf5lkExpkAQu0EWA2H+P4tJSJCWUifC8vlbpHZgTkysHslWVQcZJyNslGGjOn6eASIxTE3pwgIdz6nJ6lxNNlP43o5EucwLjNKh2PExKNO1NO/ND7ecAZ/5tHyY2p9lCZBthe+jM8txNeGERBMlA39Wl6nXnCK7kCwdkB9kxENHmnIGKXjFQH7e43w8jfVcoq1eDT94Kl+3HoCWU/1W2voBzbvdzT7RkbLoDCJppqXLGP451h2sGxutzT7FmsdCoXznr7uUEA5K+ma/jS0uZgUZBEweO/xNtC1PXlVcPPRlUQHHFoqU/Jf/refM72Y8vn/+JJf/vfP2N3tSYuUcpJjtGHoBx7ebUlSw37boFFkVUa7b3lYH9FKYdKEtJRkdaUFuAy9pRscs4sJXeNpDjXD4JguZ5hMcq5MqmnrVnxUAUCRpYauc1jXirChNV0zxE5GSWi3zkqkRd1jBxlSvVsf6Y/SUSgAqGC+muA6LyDIOZQ2OOdpjy1Zasgy8WdZ76lmFc8+vaSL5nzbi8n/sK4xqWZ/fwCjaY49XWuZDJb123vSLKOyJR//51e8+Okz6eQ8tNT7FkKgnBWU04K8PHfxydijGba3HNYH0iLDGI0dLENvmS0nVPPfbQT/D1dwIoepMnq2IkLWUZIKI6PwHyulCsI4NPo0jiUBpjE81UQW4j++r999IOPr2saMqSRKn8gFUS9ljIvvz2AQIiuyk4tuaME8R5mpjHByn4tENbJxLhHpL/QnIKeUQpkVQc8krsLdxfMg419ERr1E8rp24P9R1jWXoGvZvzuAuhUQh4rSo4p+rArsF+DeR+mzjepeIkGlugXtQV9DeCl/oGaFzKlcyLpjjpffIZLe+H6MDBacw0tHQJTDKUF+fH6UIkcGqkbkvyivMn6njTLkWGPafMm5e3EEJ6OkCOIbaznLjqOBPwIy34N+K68zHOR9CFqkRFWgzOUj0KMicxdBndLyeQgbAWm+jazmAkJLcDVwg/pAWpSSCQf3UaYdWbqEcWTUk6frx62ns/sXVN9gloqMLE9/z1rfv5yT2YT1oaWalSdAZXvL/uFACIHLFxcopWTZtxvJcJqWlKks27cDQ9vT1vIFtH63oat7tNEcDy1N0+GsSHdJJgyJd468yrG9GKxf/uwlFy8v0MaQFjl5lTO7UuADtne0dSODkfuOoVXo1MjXR9vixxE2zmO0iqR/wDjwvaXrLV0n6eVJkREaRZ6kXH20om88zbGBoLCNE+CWpAymB6MJrsUHQ15mKKXIq4wszzB5wvxqzmQmJvQk1aBgdj3j+pNr7r984N2v3+FsIDEGk6bkpWa6mrJ+syYEyIoEKFBGk5YJ00WFMYabj6/46D+94vN/+kouIVXBYX2knBbYrufh7Zosz5hfTPDO8f6zWwiBv/tff8F//t/+jqvXFxhjMMb8Vh/db1ZWZFy9vqDeNRx3NXawJKkM3S5nxWnY949SoY5eqYcIqiLo0VOUSsSvApwviv+BUlouNqoAFccqKcOYRRTCOArmx7vjV6qQWcZqAZQRVPQCtHQhF1Qzi1LdDNiJ3KQyYSb8UcCQqkBXMXA1xggkV0DglC6uEjFUq/QDM79SSQRbYqIPoQY/AZ4j8yCDAN3kJ9IwoHyUCIPES+iP47HsRFrUCBj0b0SmUzmEWQQJMR7ilClGfM8PcbiyRboXX0D+CvQvYfi1sHOnuIcRMBjOURMDAnSmnNi/0yVulONG71USlx04s2GPl/fxsTGVfux6jPEN9HGZdXxu+uj5EWA9zv46CKByqTyvDmDfybpKSeq/eiQNqkKAte+jzBrk/PgHee+1heRTlBHWLIRWOnZV+UHuVgjuUS7b5ASoQhBGMrgQuxp/TOn/b7ueQNZfSP0msxSAJDFMFhWL6/kPetFrDy31oT3NJhwryRJKXXLc1EyXU4oqpz20HHc1k0X1gXyUFSnL6wVdLZ6rru0xWcrDuzW7dxtSo1Gziu16T55nBB9o9jX7hwPH3RGdply/vmDoLG9/+TX3Xz8wW0yYLqbUhyP7+4NYUYyhms8Y2j56rTz1oSOEQJop8Sx1PabTp8wqnSYwWPwQ2K9rFtdz0kIRvBjQszITQJIIkComqcQj6EDbDSR5SlEUzK9mNDEc9ebjK37yf/2EYAPL53M++r+8ZHsnGWEmSbi4WjCZVUwWJV/801fs1jJWyDpPs2tIMkN96OgbS1ZlTOcTZpcznn16hVaa2eUMN3jKSYFNHC54sjyhqOTcXT2/YLCevu+5fLHi+qMrml3Nx//1FTcfX/1B0l6apSyuUmYXU4IPaKN/dHkh+IPMFURHNieL3qMH8D1BX0YAUfD7YhW+W0UDeWhQavpb5JkW9PI7BUb+wTW+lnBA0uzPrGLwB/FGkUR58wJJWt8JOxRq8LWwPqGPBvqUkwT5wfulokF+S/BHlPmm9P9BDtjYaxCCgC7rZNh4MBASwRa+FvAQfDyWo+RDmZFZqhEGSIEa/U/R4O63sgN/iJEKHvwcwgswWrarNGSfSryF/xKGLfhfIob50T81mttHkDSevySei3EAdgQ7J+/VCLgUZ1A2hp6OFf1PH2w7hs2eWLVRkhyB3+zRcY2X2HE8UBkZrDXYWoB9IjMlH3sJlTJgrghud2YX4zgoqEFd87hzVqmCEHbyeX38WQ0NY9fi479dpZJHI6Pm/LYu3Kf6YeoJZP0F1O9ilnb3e0IIXDxf/WAXwObQYoz5rdsT/xB0dSdjb3aNAJffdhFXit3Dga4ZqPcNb399y9D3mCLBtZaLF0tQiu3Dnu7QkGYpfT/QbFuWzzK293vef3nP+s2GfrC4wZJozWF7pDn2MlLGe7qulzs959FaSZq6FVO4bQeUUhQTCRrtux5CkGiFVNG1LbtbiTkwiaE9PLB6dUGSatww8PzTK8mPso7pYobaH6mmJUmimS4nZGVG31qqecXqZhkN7in7hwPrt2ucD7TrI8MgNP32/Z722DEcO2xnSFJFX3dYHwjOkRUpVy8uuProitmyJMtTkjRlsqhIsgSdGJrNEZMYFs+W1PuaZteQFimzyyn1riYtUq4/uqA9TPCDp6s7GYfzB5bW+kP15EeqECzBPwgwMFfS/RW2nDqqwr34pfQKpS+/k8H995VSCvSS4DoBNKqIbJmNF6f8t0owP2SJCX9Mgt/JGB9APGg5JB+DX8sxYSSaInTinQrLmIt1HZPM7znJXfrx328PavRyjUbs73p8AmKCikAmlPIeqVKAT2ii7LUVgKUNcCHgKUSPV0iExcIjJvI82p02cmwju+QPkN6Br4A7AYq+FU8WOSQV2IWY/U9sUi/HdZLxLB/ONhyfv4BTp6DiPIS65gyuzKP148gjQIDaCgFnDech1yFu/zEIH/cB5yDV0Qs2Mn/PkGyxLgLT93gf368QzfahkTmVxMYL5aTTUF9F/9aBEKrfCOx1PC7punWyrI9RF6qQz3X0tYbQongCWT9WPYGsv4D6fczSYX1ksphQVPnv2Mp3L+dk2PG3lhLgB+Cs/61dZnZwbN5t2N0fuH6dk2QJh/s99bEhOMdh19D1PdPljL7uqDdHkhKKMmN5OT8Zrvf3Bw67muNGOoMmqwluCNjW0rY9wXm6Q0sxkwwenSYkeYYP0qmjEkWaJiSpEQ/woOnalmbfY20vuVvakZY55SyjP2raXUtepSR5RZZnMTTVUk0L0tYw9JZj05OkCeVsQlnl0ZjfkCSGuy/vePeZI49J9HXTMBwtD7cbvv7XN2R5TjErGDqL8zC0PXmZs3q1oigznn/6DIJ4x6bLlPnllJuPLinnJdvbLUmakOUpAcXmdksa50A2R/G7JEnCYS3soow7Gv5DIOuPViGOghnb2PVKpBG/R8Izk+gHeo7Sxe/f3ncsSXN/RvAb8beEeMFXsxgk+sP8Xf3OY1CFyGOhiUGrATV60jDymP1KwIYfk9vL+O9SpCa94BRJoeP7HQICCjIxxcuDf8ARZlGujIns9t9FNtQTMaaHrwRQmQsgJqu7d/J+BS2AwVec2Z0RDI3gJsZ0mAuRHmlFjgxbCLeyL2dBZwIqnRFQiUaiHmJwKk083lHmGxCwVMTnBtnXSTocwVgdf58+Oq7RUJ8jAM3wIXgbs7vGbK1xv3vO6fMjoBvOx6JidISKrJh7B8P/iJLqUY47ePl78HvENL+Tx8xS/HAgErFvBLSd3tff+C72hyjvjlllAdQW1ET+vk6ZZE/1Y9UTyPoLqO/DLP0QlRUpzb79RvdwCIGu7li/2zB0lq4e6JuOYbDf2PdxV1MfGspZQZolbN5vCEqRJAlZnnHzUcHDuw1vf/UOo+HyxYKhs5TTgmpWopKE95/d8f6LOwFxIbDbHOjaniRLsNbSNS2gxNelNUme0LUDJk/JE41tepw1eOsxqSag8E2LUgGdgPJGbsgTSBK5WzdFICtSvA8YrUjyhMXllMPmyO7hSN/1DK3FOUfXDExXoIx4rx6+XjN0A9v1numspKk7Ht5u6PYdSa7pjgO296SJI5/KEOp235CYHJOl5HnG858849P/+gnaKHZ3O1CK64+u+Pg/v2Z3v2eynHDYt/RdT1EW5EXGcdeSZp561zC/nOGDyMmLqxl2cN/Is/rzLWENxs+5UgpURVAl4iuSDs7vEgz6fUp8V04kE5VHv1L+RwFXj0upCOz4MMVbxqqM44eCSE1hjQw7vjl1lYWx69BtJB4gZPGam4O5eHTebEze/z7HJnlNwUUfURg4+dfCTiQw/UJ8ZbqS2X/+FknPn4qHS0VWydxEaTPO/1Nj3IKP6+dIV+NbsP+ARFsM0ee1FWbMPEPu9t5y8knpVLbjzblRwiPP616kzZOPbwRdY/fgCNLgnBrfIvJiTHo/pb6PXq0x+mHsCoyxI0TW7WSUV0gsxTEe81Yk3+Sak68sjMB4Fn1sXex6DdFLNwP1VtLf9TyC7ygLgyTGk/J48HkIMfWeAZnLOT4RQTry2fhRpfCnegJZfwn1XZgl6QD8YaqalRweDvTtcBqnEkJgvz5w9+U9oMnLFGctzbHlsDmexrcAOOuodw0hQF7mAojagatXKxlh4z3Oen7yXz7h4e2aei937pNFQjHJKSYFrh/47G7Lw7steZGKD80HjoeGLE8YrMNZD3EeoQ8B7xV+8AQ8Jprlh77GWsdh04AKWO/RXhFUQCk5Vjs4+m7AWY91niRJKRcF2hiO2yPNsSXYQNO0VJMSQsAdLUoF3OAwWUJz7LCdxSPeJedgHWc5umGgvbOkiaaY5jgXUEYxX81I05RimoMVv1VZFfjBkmYF1XyC0YpP/vNrZqsph03NdDVl+7DHpYbgJT2/2Uu0BQEZg3Mx5erlirzKGTZH0uwv5c9c7sJ/cxbhmIweTubjH0YWDyEIe+U3nJkI5KKmL+GPDLJ+W50MzTpDqVkMqYymaBLwDUE5lDIic+orSJQMg1ZGLq66ihJoiL6vP9DPpqaRUfwXxGNVCCCgB7WM52svkmUYGaUQwas7N/aFBlyHgIsqyl9HYCbL+Ua6DsMG7FuRjsdojdCDbUA1MMprxHwvHwNOjYcwE9ZrBHbOI4DkKPs9sVnr8aDgNJR69GBdIJ+3kRUbQdYIrMaA1BGkjB2IY6ZWER8bA03nnEdGwTnbay/dlvq5HF9Q0rEZNAL03gh7qRZifLdfR5ApkQxBPciy5vqDGxCRv1M5r+OMUEBytibyPulnf9hn4am+c/2lfPv+Tde3MUtjhRB+0C7DvMyZXy/Yvt/St5IY3uwb3n1+RzGRWXVJYrD9IL6szZHbz265+viKvMiodzWb9xsm84osT7j7ck137Gj2LfPLGdevr1i/3XDxfMniZsbn//AlHi8hoNbhgyetcqarKdPtAa01h3VDWmXozp6YpL7tUUoyuQBQgb6XbKyAZHBlpcE4g9GaYbAYbXDeEvpACAL23OA47lqZcWhg01uaJqeaTnj4+oHpakJbt9TrmqHpKWcls+sZKM1hU3NdFXjrONYt09WUft8yHDu6phdAqDVuX2N7hTYa74SR8THks1AZSZExXU25/OiS5bMlWZFhrcP30nGplMw7LCcFFzdL3n9+RzmvpIvRGKx3XD5bcvPxFasXK2arKc2+jcb9H05a+1FLxY45WuRida4QPIQBZS5+OPN92EcpJUepsUtLJCcx36vvzfj80BW8hHSOxyezF0tE3pogXWstY2eaUpqgMzB/h3TpHaMECQJ4CpS5+oPYC6UUmDnBX4AexI+l5pLfFdZR2ppExqiNAG9MQI/BqH70Xw0C2sIhdiMuha1hL+yNj6NvdCWgxG2FcmaKdOZ9wVmmSxCmKKbbq7nEG5iVALZgwf0aycYaE95Hb9VoXB9H+Izv94McNwVnX9YodU7kXJ4A/9hFOHDO7hqjJMb1o/yorABM00TgdIlEPLScPFrhIPtWMQA2WPmsIl4q6Sb9Ut5bvZLt6ptvgqVQi5wbciTi48AZEEZJUi+emKwfuZ5A1l9A/TZmaaz22JLmKfkPJBWOtbickeUJx11NW/ds7rYoAlma8PD1A31v8dbibCB4j7OOYluzfb+jOTT0TY/tHYfNgcO2pqgKQPH2i1vyPAMd2N/v2N4f+OyfvmJxOY2zAntJa88S/ODRaLp6wPYD7b7BeaH0g5c0eWehOfakgyNzHu/kmJRS1LuWsipJcvF+hhAIzpNmCW3fCsgxiq4byIOS2YhBY/HYh4b2ICN8+t6RFQnZJGdoBlzvma0KktTEhPUc6zzeB/p2QBtF23mqWUlW5rR1y3G943hsMUBWFfgQaA8tOjHkZU4ylbFD84spy+s5Sms277dUi5JiIiBrupzQHFtuPr2GELh/uyFJDfPrOYd1jTaQVBlZkUYDfMbq2fKDTLM/51IqAb2SWYSj6VwZkfNCE5mUHwb0hOCExYrS4PkYFFARwiHOQ6z+tIGNv9ktBiIruThrLyDS3bh4lI2UWSAG9yY+hrzOaOz/w0uJnKcrkbzUIl74YyZVGM+VFq+QmkZpsZHjUVrYKzWyPkM0tscEezUCkyMCCmeIn2wZPwNtHE0DnFLZV6A/ijLiCwFYo7xqagntPI3jGeXBkWGCc4bW40DTHmHIDvE455xT4eE873AeX5eFMHq/HmddTeX/EMFgaGS/PmZkZcvIztnI5rVg72U7WkZPEdaRhdLie2MSvWuvRHol3pj4W4J6/g05XekZgURA19jwoBZgpn/ym4i/hXoCWX8BNTJLm3cbhm4Q5iYESRtPNBfPFiTpD/9WltOSvMq5e/OA7R0mTbh7t+H+yzuag3QVCluVs13vOO4aPvkvr/no5Uvu3qz51X//Nc4Hmn1LNe8JHg73Bz77+oE0TynnOfdvN7THlvnlFOsCx11DfWwoywynNArF9v0e7zzODSRZKplaAZROSLJAmiUUkwKlIR0SkkSRlAbfBvJJRt9bhq6lOXZoDUPvGJwDF5sHypSgwHaWxGgmi4q27vHOMV2UTOcZHs0sM6TXc4bB0dYd1axgupiwenGBd56vfvlGEteXU0LoUUbG5kwmJbOLOdaCyROy3JBmiulyRpIZumPL0PX85L9+zGw1xftAd6hxveXZJ9eneI5yVjCZVxy3R559cs3scsZ+faSvOyazgsXVXKI1JjnlrKScFj9KjtqPWdLJp8WHFJqYiZWAvkD9oKnrcb7ct819U0W8II0jWP5UpcSH9QjnKZURxiT2UANzQhjk9RCQgdaRvRzjGH6oo1GGoKbAu8icxFgBlSBNCg/RnrQS9imxwDWYPsqLz86sSvoTII+G/jvxbvlZBBUqyrZzZDZgTEQPPahagNopfqEB3gtjEzoIP4fsI/Gl2Q24LzmzUuNcwhFMjeZ08+jnCP5OeVcgo3/Ub2wDBKi5CHRvIkhcyrbCRrxhpzFC+7jeLPqsDPgrRLLcgf1SujP5AmHEnkWTe2SzqCUdXsUmBlVGEO7j57X+MJpDVfH9KFG6BMpHGXMhfnb+sr4f/hLrCWT9hdSJWYqjaQBml1Mm8/KDtO4fuvbrI4f1kWJa0Lc92/drdg9HhrbHpEZmBfaO7cOBobM8/8kNycuE4D1953DWsd8c2G+O9G3P3Rf3lFEKVEHjg4YA63dr9jFXKgRY+y2JNvRWjO5d1+H7IDe3SqGCl1BWA4lP8IOj73tQSpgfrXG5Y7osOWxbmk1NkicncJpog3UOZy19F/C9l4HSg2Prg0iHiabetngHWhu8s+RVhklTjvsa1w5kRY4yUM0qjNI4rXHOk1cpzbajbTq5y1eSFm+0Zvn8IqbnS7fVcdtw+XLKdDmhPXa0TY9W8Po/veTq1XmEijGGyxcrsiIVdrDMJeIhT5mtJiwuf9yogT9WqTEp/BQCaX5ws/s4+/B3hzD+6RsGlJ4Q3OEbPjX0PDJJsXstDPFiOv/B2L5vP6YZQVci6TEH/zZKhCAjdDIJUeUoTJTWUfJSQAtmIh2E5mMBU7oU75UawMegTpeAKQRMuAYZqBzBjK85D5WO5UfQE4d6Dypuey7yIe84A6TR8E78PeHMcJWPfs44+7LG9PjRbH6BgLwx/8rLMYY4OkcpYALOCSg8+bnSaNAfpc2tPO61SJpKydBtvRP6nSY2FExlf3oi5yRoYfVCF5fL5G8mHAhhKd+RekLwuyg568hkjaGrNnrhnvxYP3Y9gay/oCqnJeW0xDmHUupHmx03lnOO4/Z4AnH/v//HF3z+P97Q1y0q0XR1z/vPbsmKlP264eqjC/7l//XvTJYV+3VNXqZs12KMr/cdXd0yW00oq4LDdo+1gSQETGrYvj/gvfiodKJxg6E5dgydZ3k95e5ri0W8WDI/z+GteK8Uiq7t0KlmNp9gUgFd7bGRWYRKSXehjXlYWuNCQGnF0FqGY8yWkSZG+m6QqCaX4BJPfz9gUk2aJWitaQ4tfWtP+WCb9ztWz7Q0H3jPYXsgLzMCgaGxuGEQ10cl8xBNosmyhOXVgmKW89Hfv6AsSqp5SVnlzK5nLK8XzFaTb7zHJjHxuSnOOlCKNEv+6maQCfj5Eb1kKgESYRx/K4Ab4jJ/YqlVVeeLJ5NHoNAJg5H8VFg+JX6hP8bnQKmMYF5KIKr3oD2ELwAP+ufCNgUvLIy5lt/9ryMwqGL45ss41FpD8hLUv4H7dwFW5oUwQr4XzxwBMdb34P4V8VaN4Gj0RR1Pp4VgQDUisYUqRj2M60TZ7RQWOo7JGeVCOKfAL4C55I2FRpiyUwbWuA6yzOkYtrJ+uOQUGRHGz1cMKlVTYbG4iCDUgtuJFOhLSOaynn8r4DGrRIrUc2AfQepcQNpYoRGGUI1dkkoCSvUl2H+Lz5kIdG2UHy85dTc+1Y9WTyDrL7B+1JEmj8r2lqEdqBYVx13N21++5eHtA8WsJFWKtu44bA5kecbsUtKl77/e8I//+z/T95bd7Z7d3Y4sT+mbXqyhrWXoDzx8vSatMhbLCba3MkrHB7JUQzA4L4njzb6h7+RO0wePrS0E6TPzeEyQ7kucdBlqFJv3W5x3GBTtMd5pKk1aKvIiRycJrrM0+4aht2IzkbB4ssyg0gTXO1SAxBjpMlfCuLVNS99Zyd7SinrfxC5DAV27e/GgmUSRpSn9YBmanmFwMWYiZX415/UvnstomxCw1gsQzFJuPr3m6tXF732PTWL+YrxWf46lVEbQUwn5JPmA0ZKxNAPK3Pwggaf/kVIqBXNNcHcQjtGYH0Mz1SLOu/vjf40rvSSYT0DfQ3gG2ccwvBWsEbshUS8QM3cP4VNQG7nQJy9id2SUrLwTwGD+TgCN+Wn0brVgr8D9G5BC9hrcLxG26bF5PUTpbI8MT64QUKWBG8RUXiE+qlEijMwQyPofRC7AGXDtwE85D4MeGbMkbrsSD5jy4HrEMB/N/gwI6Co4B6EeIKTyu4o5YIM0J6Bfgo7eNFLxqvmNgM0kjg9SBZL2/hs32KqUjLRgP/gsKwVBFWBeccr9OsU/1AS/+WBg+FP98PUEsp7q91YIgbsv78XTZAz1pqZvBvphoJhUccBxQOEpZxVf/fNX3L/dUB86sipHhcBxc0RrzfRyxtANDJ0ksd83a4beiUH82NK2Pe7gGVpLkhnaXUd9aGmPLbazBB/IiwwfJT2dGEIIYjzfyT6UVrjWExKNHwaCDwTrMamhLA1VlRGqnAB0bc8wWLQxqEThUSRKoY0iBMnTkqyHQB+BVHAeU0ocQ2J0jHBoKYqcYlrIAOqupx8s3geSLCEoRVFlXD5b8PJnzzFK0zeWYpqj/ECWZxzWB+ptjX++/KMB6b/lUnoZvUwHQkjinf6AMDKLb/dr/ZFLqfwUVHqSyFSOZBz9aRhMpSTnKTiFBGjOJDoirIGreNfSiVwWFOLdOiLgJomdiK3c2fhdHDKdy6gZdxRJzFxGg/enkenRsh9tpGuQgVNAaGgR35TnBLxQwrL5ETx5BFhZzkyWe/T/Lq6XIixWKsf4wfDocTi1B1YizY5J+Izs6+zROjHjjQdOeV4+gr0QIkOmRPJTjSyvY1SGmoF5NMpHFwj79Fvecz+m2quTtByCl+YNXZ66Ux9XCAH8nqDnTx2GP2I9gayn+tbSiUhgX//qPb/675+RpimXLy/YvNvgrCMzGWmqWV7OeHi/Y/dwJMlSeus5bI+Uk5K0SGkPLWmRYgfH+s0apQPWWfwxUO9btFaYRDNYRxI03gX6pqWtQeeaPEsJ1ksGlg5gFMGKbKi0Jk0TUOB6i+2sWB00lGWO0orjvomPKTwisSmlCM6jxi+sACoolAoiQ0bvV3Ns0cGQ5TJcmQBZmZNkKQqNSTTGJNjOsm2PTKLkl89yXO84rI8kmYzsSQvD8mZOMS+oNzV0PUkuzQPBeRbPFzjv2d3vuXxx8bvfnKf6D5ewRDfRMBwvfCdfU/V7/Fp/3FLjIOs/o1Iqk7ymsYNRL4DX0e82iPE9/BqckuBNPwf3BXT/RwRQL+OGZuLDCl9EP1cVGZ57ySszP5P5hb6G5AKGHunme2w+H1mqMoLjMnqQnPiYfOxuHDvxRu/WSfZ7zFItgZdAnBmIjfsYk+rHoNIdhFLYpwACvMYMMiM/h3Fsz5gbNo/bUhAuRM7070UqJJV4Bj155Nsy0iTgV9IooOMwbL+LcqhFkt+P8trUPs67jMuF2HDwW9+/PM47HPhGB+tT/WD1BLKe6rdW3/as32047lq++IfPWb/bkGUpQWlMrhnuLUWZYfKU476hr+UOr2sHiUnIM4pZSXdo8b14nppDi+stJjcMjcW7nubQEbyTkTV5KuxS04nttBIg462Pkp5c9LwN+BBI0gyVKvk5SeR+dBhTwyEtMpJM03WDjKVdljgH1jo00NYdJjdURYIi4BxyZw344NEo8Jq00Og8hSBDudNcgh2Pu4Z8kqN2Nc5Zggu0KH7+v3wCGPbrA88/vUEnhmpWYLKE3dstt18+UBQy7mZ2KV/QOtFcv76inJfU+5b55UCaPX3x/dglKetzlJ5/01z+N1oiSY6m8t/t8/pgoPRp/UFAq/1HSX1XVcQmEwEW9nNhvPQzAWn2Pfh3wArMDPSFsDlhiJ2IW9A/AbUSH1ew4FYC2DhwZqMALiKg84J59DGa0QsEVMWxNSewNPruRrarR0DQrznnW40NGI9zskap8i76wB4Niw5jmGnNeS7iWGNnY4BwL+n81Mig8jw2DqzBLcEMZ2lQLyJ480iXZSfL+QfZlrkUudJvof1/ElQavXw7UHOCmcdQ2nOT1GkSxNNn/ketJ5D1VN+ooR+4/3pN1/asbubcX8+p5hV9Z+nrFqNTjFagZO7e5uEgHqoy4fBwYHO7xRiF0uB8wKSatu0Z6oG+63BbC8pQlBlZbukbjwsBrCMtEhKjUCYjSQ3tsSNLU/lZge/diflSBvIiww1WvmKTBO8dtnUoo6l3NYkxFGUCaI6HFtsONPsGbRTOe7SGLM/IMgNGo1SgqQds2+N8YH45Y3EjGV7dccBai7eerErx3nFcHwlzT99atBFfVZrnzFYTkkSzerFERbP8y09uSFND/lCTTzPaQ4fygaLKeP7pDfPr+Wl0kbOe9E+ZHPA3WE8AC4I/CkAaE9tVHk3Wk+90fkLoZNC1fSNgSgVQtYAeMxewoGeIsXsnYZp+jSS1z6Mk1iKyYC4p7u4rMD+RJHe1ENbL1LKMGxPao9dKL+Nx6yi1xZyqk5w3dgjmnCXAMScrIJfEDJEOx4ys7NFyaXxuNMfHcFCVcB7V8xVnsAbn7kXi/rO4XBfXKeXn4MGJ2xS1B3shryG5FIAZevG6hVrM/S4OfzaXIpeGd2dju7tHfGhGQKuyIovryzirE9mnyvnTRpT89dcTyHqqb1S9b2nrltnFjKGzLK8WvPjpM77856+pFgVJPaA+umR7t6M/9gSjuX69ZH4xozl2NNuGrMqotzVt3dIcJMYgzQ3ZZMr2/U4SzPOMQimqeYkdBpTSpGkaO58dQ2tFEiw1eZEz9I6QB/zgZNqYlu4+r6Cre5JUpLdGdySpxstCoME7LwnqLoC2KJ2RGiPSYwgMPjApE9DQt5bOB/I8YzLNCb3M/1NaM/RyTCEEtIHJywk3Ly/Z3u0JKjBbVGzvtuRlRlZlksBtPVopylnBzesr5qsOpaBpel785BmXL1bkpXzRBR8wRqP10wX/qf64FfxOABJwGsESWoI7imynV78TaIXgo0E/eq1UL92FKhWAMEpc+pqT6VxNBEyZT4FeZD2Vg4/hnCFmaoWvoBvkOTMFF2MiQi9yG0aYHrMUwKN66Qb0fWR7bDwOEFAxDn8eJcB1fGwOPOOc4j4uZxBQNDz6XSHgqZV9seUsLTZ86J16vK8UAUCR0RrzrnjDKUYiFEg+WAr8Qo5veIDkF3Lu3BthqagEzNo1mEyiMdgIsGIiIMzfCTOWKLBfEMyY5+VA/+mbO/7a6wlk/ZlUCIG+7enbgRAkYDOv8h89puG3HUe9a06japRCOuiAYpLLsOrEMF1O2L7bkaSGxc2Mi2crjrua7tiiU03btth+IAQYugFnA0WekpYFV68MWZGjE02zb1HA5mFPGDwuDXgfcIPcWS6vFzKM2Vq00lhvJfVdhVNGle092mh0mqDzhKx3MpuQgHeWofUordBBYaqUxEib8+BjM5MRcNO2PUmSoI2mKCRrq2l70sScgJrygSRR6DxBuUCSGHSimV/PgIBJU4bWUu87rl9f0BxbXGdZPpvjPSxv5hCkA/Lq1SVXH11+8B63x468ys+jgv6Acs6JBGn0EzvzVN+pQugJ7h5Ucg4yBVCpNAf4teRZ/ca4ow830sg/NQHe80GYp8rOxn2dgI/Mkh5lOgNqHhkXgNuYBB+HR4cA4Y34rZKfg9kIk2NKGGYCqtSlsD5+DQRZ390hEuFEOgBDZI0+iAeJOVMMnAdCjwDr8VzDMah0ZL0mnFmvmKSO5wSeTtsezfTDo234uM0k+sbm4O/lPJy2O8hz4R7sII0D7j3jPEoBskq2pzax87AVOVVVsi99Ca4F/ysYJkAjoFOvQN/I+XuqH7WeQNafQTnrWL/fUG+bOOhZ7Nj5JGf1bPGjho3+tgrBny787bHFDZaszPj0v37E+t2O2y/vGHqLSQ3T1YRiltPVHbZ3JFnK8tmSzZsH7OAFhGhFbwd6rcmD5/lPnoOGhzdioDeJJsuTOOYrYNtBJn+VIhk2+5q+tSSpwVuHUoEkEbnO1oG0TMjzlCRPyLIU21nabQNK/FfGGLIkIS1zXO+ZLiph2vZ1zKxKaeqOrMqYLycENM5ZvPf09SCjb1LxYTWVSHkmM2Sp5F1NV1Mg4G1g8NKB2B0a+m4A63DOkxUyKqicT2gPDSoxJI+AlPeeru5RBOYX0z8IHDXHlnpX0xw7CIGsyJguJ5TT4glsPdXvriDdekotvvGUUqkMqvY16ndelAWUyPzECgEQjwYTowUYhAz8V8K8+K2wUeE+gqwCzEI68PQlwhIFBJgYTgyRfg3GRWLoUxh+FR+fCvAIAeyvYyLDQmRE9x4BUPFYTsGio2dqnGC9QYBRyxlQjewV8WfLOTX+ELc34dyNOHYvRvnvNFB6HOnTyvmhlPXDGHyKHKuPcQ/0spxKJTPLvwO9gXAFyVIM7sPXkbHyEPaRyYv7V/EYQgusZFt6GgNOLbi3eF6h9RMU+LHq6cz+iSuEwPr9hv3DgWpenbKPvPfUu4b7N2uuX1/+0UzQSimyPOW4a0gyw2HbMLuc0e4b2rrn4sWKvMoYIkv16mfPSQrD+ustaZmyfbvl/t2ah6BojjVJkjB0vXTF5x6TJXgFynuc9xRVLr7OVDr3jruaYXAo5RkaAVy2d9iuRyWGABSTkqoscN6iBhfZpAR8YH27x9kBlSiC95iYgaUSTZamOGWZrCqq5US+/nrHMDiyPCMvMvKqxCQCMPM8ZbveM7SW2cVMomnutuzvjvSN58VPXjJdTCmmOeWk4LiryV3Gp//lNd5DVqYoNaWclUyXE4oiQ4XA6mbJ9atLuqan2TX4IHEUeZkxv1pRTr//3eVxV/PwZn0CdEoJK9bsG5Y3C+aXsyeg9VTfWiFYzhlRv61iJMPvrMezf6aglrHzbRm75cZynGcuDqCuwG5B7yOY2IBRYpr3W+lC9LcCBH0PHGRMj54Jq5N8HFk0osfrXkCaKUD9vciRwQrwGECAzijpnacKnL1Zo+TXcZYFR7/WY5ZqjIQYA1FHtmtcfoyYGEFVFZ/bcvaF7WQ7ITJ2pOAP8XEjjF/3LyKR6jw2EUwElPoknoMcwl3sqvTnfap5ZL9uISSQmwjGNsikgArUW2Ag8OJpjuGPVE8g609cXdNTb5sPABYgmVLLCYf1gfbY/VE7zSaLiuO2pjl02K6nmlfkRUq6b3l4tyUvUqpZRf2ipZoXoJBZhJOCfXZEG43JDYkymESTpBWEwGAtu9sdmiDz//YtJtUkaUpeZphUs73bkmSavnEMfU+aGtIiQWcG2zv5KjPggqeYlVRa4axjqAdIFM5ZkjTl8sWKtu7YPxxkuoYDHxwmMXjrsa2VIGcNaZYwX83JS+lG1FoyIIbeYrRmCBIpMXSWZt+STzLKWUlWZKRFTjWvuHp5wWRXc/3xNWliGAbLbFWRFTnVvGS6mJAVKSZNTgnt3nu6po+DqjV5mf1B8rAdLOv3W5RWTGfnL8o0Txm6ge3tjrzKKX7gIeJP9ddUIzD4tnLR3P27NpEhKfpWZMDkE5lLGA6Sl0WHyHaVhGNmfyegKp1Ff9W9SID+C7AZJAsk0LQA+1lkaKYid/kYbeDegr4SD5J5JduzAAMkP5OMLHUHziAm+PcIGBoB4cg0xRmZ5Jylv3FY9RjvMP5LOLNSOedRPTGz6wMj/Wh4V/Ff9+jx8Oi5/aP9jyBwgrBZDbiphKKmUV4MA7i1dGOqXEDs2EgQ6nieM5mHSCOeN19Ej5uJIAt5n9yagAauUXr2u9/jp/re9QSy/sQ1dAPO+29N704ymVc4W/3wwYghBGFTDg3eenSiT0OhF9dzvv73d+zXB3Rior9Hc/PRJfPLOSZReGu5f7cheM/9mwcmdcX+fsfubodygdnVlBACIYDWwD5w3NQ4F3D9QHNoqWYFly9X2M7y8HaPVopsUpDkKfX6iDIqgjgZh7NrO9zR0qY9IXgmiwrbOVSW4AZLmqSSDN978jKjSROyLCGbFbhW5AxrA82hJskStFFkeU5e5cxXFcWkxHlLV/eYzBCCwwWRUItpzur5kjRNSQoDHpJUuhj7yxnLqzlaK9a3W+bLKeWkopgWeOd4eLdhMq+4eL48MUpaa8rJf3x0THvsGLrh9BkJEbzZXtrwu6bnsD0+gayn+tZSuiR4TQj2GwnyMlTY/9ZAyw8rjyzLVv5PrhCp6igAAA3mSkBCUkLy/JRFFmLeFv1nYtTW15B8KvKh/yr+/0builScj6hKMcr7DaQvIH3NKRXdtyKdha3MRQwa7DvOYaQOMbmP3qsDwiQlCMAZwc4Y4xD9U6doi3HZwHl+oXu0DnzQ9YjmLEuO5veMc9dj/+i4Jkig6Xi+c1knPIBNIUlBxcHl3st5UJl0dLKUsTwqPQMxFf1g9r/L69QvY0DrW2ER9QqUjp684imY9AeuJ5D1J65TVsm3lVIE/8MPqvXes7ndcXiQmYE60QQX2N8fyEqZHwiB7d2euzdrpospzz+55OL5kjwCA50a7r+6x1s4rA9Ya7n74p6vfvWGosqZLWfU+4b95ohWkJYFKjV0x5ZikpMVCX0/SN5UWeAGL/vWis46dCJdds2hw1tPOctRKIJS5HmKD4F23zD4QEaK6y1JbrAt7Dd7ydhyTr6UXGDoB7EpNA1pnuA95GXKzSdXLK/nzC/n+MGxvdtT2zZ2ODp855heTCimJfPL6Pnwnr63aALrt2uG1lJOxMyflzl5mbHfHEgzQzmvyEpPvRVgd/Fs+cF70bc9Qyfyq0nN92a0nHUn4DZ0lt39jvbQileYwNAOuN4yv5iR/QcM9U/111xFNF9vCOSnPKUQ+mhmn0cz9beXUgrMpcwrDnsggKnEX6RLkQ/NTEJFlYSAhhA9VypD/ji9pLzjRPLzXwv7olfCRoVbyddSi5gdZRGAkoKrQTVRbrNgvxBflt9xmgGpPwL3OedOwAJJdx9lwRFgVZwzriacfVnjJbOIv/d8mBo//vyYGRz9X+P6j0NQ4ezZspzN8ZP4P0ArbF1QApzCrfysMnltyQuh6o0RvxVGOhH9l3IOKRGf2QDMYwNA7Ppx7+V8co2Eq7Y8BZP+sPUEsv7ElaQSovltQYiud1SXP3wHyHFbs73bUU5LkvTMoh13DZ/94xdkRYYxmulqwu7+yNB0fPXv7zjsO1bXM9pDy/tf33Lz8Q1ZmfL1Lw3rN1vaumXoPdpY2mOPtZbm0IKH0nms9ejUsHi2oD8UYBTH9ZHDw4G0SNnf7/BAX/coI5Ja33TYIWCdIy9yTGJwzqN6jw2eJNGENJCVGRiFd60MTw4ebRKMlnOcpClZlZFkBpx0CV6+uuQ//d9+jh9k9M/x2KESGHpLva0pZyUmNzjrcMPA/Rd3rF5eMF1ULIsU6xxhfSTNUxbXc5pDRzktcNZz3NagFNdZQlZkZGVOvauZX0xJ0gTnBNAdN0c5XuRCVUxyljffveFBaYmh8M6xvd3QHnvKWYGKQK1WNV07sH675ur15dPInqf6RimlQF+KbOR3hLDlBAr0CqVX3ykBX6lEUvSZQ+iEBTMpKBMZMkPgVmREteEDdscdYoddTDz3j8I2QxBJ0U8hTATEecU552kqcw1VjC0wC/DXkjqvlXiyaCOYW3AGRzGCgXEszfi3MUqFcGak4MxaHeIyoweq5Cwnjp2Evwmykvh4xllmHPeVx22OAG2UDLMIbkdw1IOLWV96IyOIlALzHNL/u/jmwltInsv5sWtOHoswl3NBEsEooGaPzgWP/n+qH6qeQNafuPIqo5gU1LuGyeLDO8W+HdAaqtkPC7Kcc+zXB9I8/QBghRBodjUhBPYPB2YXU55/ekNZbXn3+R27dxtuv7zH9pb9wwHvPD/7nz9lsqj4u//lZ7z/7J6ubnj/5T19M0CosdaiNXjv6LoBkyVMpgWJVvgi5bg9sl/vcS6QO0dz6Bg6S5JosBofLH4IeGshVWSFpML3x5YkM3R1i0VTFRVGa9IyoawyrBXZrG87imkhGT7KM7+Ysno+xw6Oosj4yf/8E/I8Y982bG931McGhZY0+Ng9mWUp91/d07dWvs8SQ5IaqsWEJFEURc71x1cU05Lbz28JPqCNFg/XrmabGaqZvLd9Z7GDI0kTtnd7AbqTgjK+x2PDg/seDQ95mWG05rhtaI8d1bxiTHH2XjK9Ll6uaA4d7bFjMv99ss9T/S2WUhplLgl6LhdzhGFS6vuFVapTrED5jSl7wtzHtHIezYf0t/GfA7MSCSzcC2DiIYaOJmBeS0o8NprdO4kz4EFkQXUdDe8L6bzTC1nPNRA2EoWg57F7b/RRac4dhUvOrFTBuaNxjH0YwZLmPAjacpL0RlbttEzNWWp8DNZGQ3w8V6c5iT0iFS4Q8/v4Ot8gURRWOgvNKh6miQ0DUzCdRDKo/0m2PZSxU3Et/0INIQWlpVORDtKfy+9hBI9/PqOk/lrqCWT9icsYw/JmwcPbNYf1gSRLUFpjOwEni5vFD+6lcYPDdpZi9qEfqG8H2rojL1LWtzsuXqxEttLCrnTdwPvPb/EuCMuiYPN+h/eeLM+wQ4+1nqxIqOuBru4wRqNQ6DTB9R7vevo8pW0s5TRntz4wdJbgYVeLLBh8AK/wSuG9RQcZBK0TTXfsyCcFIYAPXubLhoAfLNYFhrbHpAkvfv6M7thx2DVMZxOGvicvl0yXFctnS7IypT/0VLOK/cORw/aIzhNKCg77lvnFlGpeolDY3qKzhKLKWd7MKKqCyWrKs0+u2N7u0OlAVubitMhTOb/9AAEetkfqfcPFsyXeeYbOyjHczDlujpSTgiQ7/xmODQ/7hz31vmVx+ftBVlZkTFcTPv/nr3DWnwCWs47u2FHOSspJQXNoaesnkPVUv7uUSn88yWjsENTPEOamFSN26MRLxT34Y0x3DxLj4AOwBV9BUgl48jvpXFRLyXsKfZTQNuDjEGldQvpMRteEe3BjCnwvslrQMdrAI6BmZJBGs/soHzrOEuLYjTgCLs056mEMGXWcJch3cZvjKJ64/xOrNRdgqIwAzNMA6nEYeMKZMRu9Yce4bBFN/y+E0bNfQPqfUFqLzKtMlEl3EWx5eb0hsm16ImCUIcqEBd825/Cp/vB6All/BlVUOdevL6n3LfWugRCYXU6pZuW3AqyRodD6hwucHJPM+8GRxO32nZjAy1nJ+t2OosiZrCYct0eyskCrwN3XDzTbhof3G+4+v6fvHPXmSJpnLK+mBO847kXC01px3DaYLCHLE1xnUanB9wPeBQn8DND1Fnz0owXIFxqjDWiJZsAoukOLtR5ltBjVkwQ7WBInw6SV0kzmBdPLCfPlDcvrObZ3TFcTppdTbn99x9D1VPMSFzzOeZx1JEZRTCuWN0uGdpCgU6NxznPz0TVZlTFdTEmzhL7pSRKD6y2D9zjn6HtLd+xwvaUfHMvrOdViIl2iRUZ7bLn9YsAO7sRg/WaleUq9a1hc/v5uH6UUi+s5s9std1+tOW6PAGhjmCwqZpezczDpj+Dve6qn+q4VQiM3AfoKQhnN6TUy4mUKOoiPKMhMRFQmy7tWwIJfCzvl72LywnU0wO9jsGku2wpxjqAqRRoLXvbjiV04RhgcpmKOP0l4FiiFDXP3nBmrXB6n4pzmniGs0318booArJjEfoptGP1e47bGrKwR1PXiU2MTlxk7EMeOzNH/5TgBr6Aiuxfl1mDlXLrPCeGSEyOlV8Lg+S0ykqeQ86BnIqmiBKCqAfSz781aPtXvryeQ9WdSaZayuEx/70W17wbqXU29b/A+kOUpk0VFNSu/M9hKsoQ0lwHFRZVLvEIv7Etf9+y3R/re0hwauqaj3jeEENjcbwkOtnd7hqajPQ4c1js2t3usHdi937HbNKjgSTPD0HXcfT3ISJt2IOggQ6aDZ/d+S7NtGIaB1CiCNqgQDdw6YIJENgDih3UIS2ZkDliwgRAUWZFJ92GVkiQJSVKRJBqdGFYXU1SiKLKM6eUUlKYfWvpmQKN49pNnwpT7wOWLS7I8Jckzvv7XNzTHlj7OEBz6AZMYljdzposJ92/WtIeOq1eX+BBwg2N3v0Mbw9Badnc7+mMah2QXFJOCrukJ3rN8viQvMx6+XmPSb/dGyd2o/85Di40x3Ly+IjhPXhWEEEjShKx4FHjqnPjWnuqp/mQleVxKaVAzQpiAioCIjJOcpiZiencjE5SAeSFgyn4RiaPXoFaIMVxDmEZ5cewCjPlRxEytcBXN9NHHxCSCqVwM9HoWWZ5G2CGKOEtwI8uqUrYdxqDQFmGsItukEwgVhARYgVpLFyS5bJMCOfBjXEcCYAm3cVuWM1BrOafFj7LmVPajipiPFUGXfRDJMAygkvgalGxDLUVixYGP3Z1xjqEkSWzizMjXKL36Ad/npxrrCWT9BVVbd9y/WdO3PVkhHWht3dHsGmZXM1Y3i+90QdZaDO33X685Do56d2R7e+D+6wfefXFLs2tI84xm1wABOzh26yNf//t75pcTijInaM3m/QPvPruna1p8b9lvGvnZBkymcd7juoG0SEgnGbazwjz1ltQYdpsDRhmUdgzWSYd3anCdldl9MW6mqDIUGjc4etXhrBjRiypncTOj7x1FmXHxcokKiuOuhhBYPFvgOkdXdxzujqhEYXvHZFrRtT3T+QSTGoZ24PqjC/Iqodl3LJ8vMbc79tuGvh3Is4RyWjBbzSjnJa+mOe1eJIJyWpwYuLzKyCc5Qz+wu92idMOLeYmznkwpVs+WZ3+dERnSe/9bOwklkuG7DeUdq5jkFNOS4MM3fHzNoSXJU4rJU4zDU/0pK+Ucg0AEWxUhLKJvqImZV1ORA0c5US0heSYz+/wWSTcuQNVABvpVNMPfxQ68FAlQHeMeDtLZ6HogMmW0EXjMYodjEuWyLPq5Yp6UHQ32o4F+NIrHFHc1j3JcHIOjpkAJ2gMrCLmAGp0Iw+YT5NI74WySTxHAlgJvOfu8Iug7GfKDMFGuQ4ZoZ6A/BzvOWPwK0nj8vhHjf/ITYC4Br6f0/TIyh1eQvEabD2/ux67SEESiVLoEniZH/CH1BLL+Qsp7z+b9FtvbDzKzsiLFDo793Z6iyr+zSX66nHDc1fz7//tXvP/qlsNaOtCC87RxhuL0oiIvM+p1y+1Xt/THDj8vyS8L+q6jrwdsN9DsWup9jdYaowwu9PStp+96tFYkTmIJ8ixlsBbbD6SJoawyhs5iLeigCQmEcfiyTtDGYxJNWqQ461FKoY3Gh0CIA5dnqynFrKI5NBidkJcp+/WR5tiwuJjT7hucdZTTknp7JC9zLl4uGZqB+68fyCcZfTdQLUr6dmDzbktaJphMs/tsR1akZMuK1fMVfW959+tb/u5//RnJK82//38/Y3Y5I1hHHQdjd11PmiWY1DC/mvPz//Ypk3kMIn2UhZYXGd55mn37jYaHoRtQSn3vhoc0S7l4tvzA3wdge3uKjvhjhto+1VP9ZildEXxCCP2H0pSeCXgKbQQj0aNlnsXIhwTCUXxG5jUiL46z93KUMoQQAcuwiSzPRECFMTAkwF5+dkGAFVkEPWtAgY9AhKV0N9ojkEqQpzGSSh/uZL3TmJxUACBJZIiGaEofB2zHYzIVIk02sp6vEeD0m3MSYzclM84ALAJCejlO8ri/DkwQz5m5ke0GI9IqE9mf/wKGfwdzKeBOfR3fiJnIq7pC6Q9vvGRQ+D1nD1ggeC0NA/riaaD096wnkPUXUl3d0dUd5fybF94kNfRGc9gcf++F2Q5WttX23H75wPpuS9cMeCvBns7KMGXbOx7ebpksSt7++xu2d0eKWcZxWzNdTvAuUM4KgvM0R6H7i0lBXqZs3u047o6oAN4HyT52AZ2CtjIfzIfAZFKi9YDuOrre4nsnkzF0ghsGAgE7WNpDQKUKYxISnWBQWERazKuC6bzEGEU5KcnyRCTUuVDzSkOWp9h+IK9ENsyKnMm05OHdBm0Mi8sS5wLrd1vWtxvSPOX+qweGbiBJNUmWUExSFAU6MzhrqeZzssgMuV4YunZwVLOS+dWUZ59cA4rl1eIDYzsQQaRidbOiPrQCiPIUrRRDDBBdXs8p/oCg0momkRzNoZXoDGC2mlJOC5FWn+qp/qSVR9bnXpLhR6AVolxnPpIgUcRXiF5C8jJ2xEXDun4lAaXYDwJSlSoJ+pmY5hli/EMFyYUYvP1DZKf+TyB2JqIj2+VA30J4LTKkLmR/HkiupXPR75BuwdFPdQASYcMoZJ/mAtTlGfSwB/e1sF0qFVDnUtk/Yn0QQHTkbJKfIcBqHOGj4u/j6B19Pm7bRvuVQSTLXPKx3K/F9D52FJLGWYd/L/KgivsONcHdgnmGUgnBH+V3lXwwxzIEGzPUpAP1qb57PYGsv5By9mx0/22VZAnD75CfAOp9w/r9lr7taY8t//r/+SX15sDsck41LTBpyttfv6U9NiRphncO21qqxSR6HuC4PfLFP3+FNoYQh6D6YaBaTJiuJiRGU5ctXdNhrXxJuWHA5Qnap/hgQUHXdoQQMEmKtZ4weKz34D1JmojtIQI057xkO6lAYjTFJMcOjhACzjnsIHdcrh84NB1pYXj20xvq3ZHjriH4wGw54dXPX+AVDP3A6uaK7f2ew/pIXmV89a9veHi7pu8GkjQBJUBneTNnuppSzivyMidJxMTaNx2z1YznH10Lu+Y8HvHIpXlK1/S8/eU7uqb/Bshq9i15mTO/mjFZTmj2DfWuIRCYzEsmi4pi8odT81mRkRUZi6v5H7T+Uz3Vj1XiuVyBSgl+d44OUBnKXBG0krBQ/zZ2xo0Dnx1oC+oCZSaEsAQg+H0EagboBVSMTJKtQK+jLykmxKv3ED4VH5S7RYBJEEBFKdES7h70S2HK+DeRIFUcRh16BGjliEfKco54KAXM6ZUAGrcXg3rwYH8p/6sQPVPHuA5xO2OXYsWZ3frNbsTRMD8Opc5FCh1jHMwLea2+iwGsCOhSE1A+hrTex67DmDqvJhAOBH8gqAm4HRBQv9FlqFRCIJcMNT17Msh/j3oCWX8hpRS/c7KY9x7zOzoNu0b8XEoJs9E38uU2u5zRHTu6piPJUryDcl7RHTqafUt37LGDw/eWyWoab6AcXW3peocdLDrJMGkq0RPWgwLnveRjWbBOYhmstTjrCHhU0GilSEzAmQSnrEiFHkgUSis0CtcHQgIKRZIZkjxlMp8yvZzSHVu6Q0O9PqCMzED0Tsbf2NbiBo9JUhYXE9q658t//ZqgYL6a8NmuYXu/YzIt2bzfcPfFPd6Jf8v3lsTIKKGuHsgnjt3tgcUzzXRRkaQJzaGjmGbf6nPSWrF6viJ4z2FzJIsJ9bYbSIuM5bMFxhiMMWR5yvxy9jtB9FM91V9LKaVErlITzv6sRHK6NAT9EWE4Ru9VZGzU6H1aSMCpLsW7hZMQU46xw65FJL5UwFboZL6hb2NmlnQo46WbLob4ySHoKCnSi+TmjwKK6OQ4Q5TpTuzSOEw6cOpAVL2sryrZtt3G6IQYdhrGodK7uJ5/tI0RdI2RETFA9RTYuufMaI25W9EY77WMFsLKMZg5cAN6G9cpBHzZ/wOSG5H+yMW7hRHJUV8IoNRLQvDfCJ9VKieEXTTYP4Gs71pPIOsvpLIyI0kT+nb4oGNsLNsNzJ4tvxVkHXcyn3CyjKGYdU+WJLgQyIqUd5/fcfVyRTUrOWxqdg8Hml3DdDVlvzmgjSZperIiZ3kt43KOm4Zmc+B4MKgAbpCwzr7tCT4QYteySQxFzNUaOgs+oFMtaeraQNLjBks4yJdJ3w6x1RpQYLQmyVL5ow+Bal5QVDnFJOPtL2+xXcv0Ys7saspkVkjCu1a4Xu76ykXJ4lqyyH79D1+wv5hKl19VMF1NaZqWZ59IHs+bz25Ba1bXM8pZxfrdFjc47r6+JykSnn98Tdt0aKW4/uga2w/4IkWb8xeSHRxDb3nxkxtMaqh3NV3TY5Rm9mwpw6V/Y7yNUurJVPpUf1MlF/FvXqyVnhGSX4D9FeI9ykS+I0cpFdmrEqWXgCX4TkCUW0tivDbgCwFlIbI67mvxXAUE9KgbMYiHVlivpBFZTT0XgBKaGHvwTDoSOXKSB3mOAKUDEt0wSns+hqmWMb3eCjNGK12QwQFfxvVGRmr83hhkOZq4zQlnaTB7tO9RwhsztGJUhGrlmEIEhMzEI0Yhx6Hv5bngwKdgltJZ2H8OhOhzS8Wg7yStPujVt3wnPcXAfJ96All/IZVmKfOLKQ/vNgAnoOWdp943ZGVG9Vv8WiAsV3NoSfPz253kCeUsZ3svA6BD8Fhrycqc5thS72oA8klG1RSkWUZWprjB4m2Qv1VnsUMgSTSTZYl3gXrXYK3FpAkG8S9NpiVZntF1PX03oIDJMifNE467Btu7c1wDcJqvOt5g5oqyytGpIStyfADbDxRlhsLjg2a6nHL98oJiWnJ4OIDRKBvY3u/R//aO1fMlw2DJqxyTJZSzksm0ACVgTGvN7HLCZn1gvprieocfLMZohrYnSTSutzIwWyte//1rrl5dsnm/5bA5oo1BG4UdHApYXM2p5uVpCPQ4o/IJSD3VU/3+UnpBSD6OpnQYIwmC70EV0RfkxT9EEz1G+8hGZZwGRGMj6/UqeqoSkQfNKwFVehfBkI5epTKa06M8aFbCZg330TT/eIh0xzl09B4JB/1EWDr3tfi43DY+NxrWH4/uSWQ/Y5TDKQ1+7Ca8jODsLbBGwNdVzLeKY3GIx46SOY3BAXWMZUhknzoO0VarON9QRo5JHlkj50qtwLTCdjFESbHg8bxK6TRMnlis71lPIOsvqGYX0lW4Xx84rDsUChSUcdbd7+0ce3SBzyc51XJC31nu32zI8gSFotk22M4y9BajDVop8klO8BIRgMrY3m85bGp0apgsK6xzWOvFE+YsRZHjs4DznhAysiLHuYGu7STYUyu0hv2DzOzr2o5hsGcGHoQByzSu8wzW4oOjLAq89Ry3R0LwpJmmnJZcvp7w0//6EdW8ojl27Dd7+taSFhkESIqU3cOBeluD99y/eWC2LCnKjHbbxOP2DN1AOSlZ3ixQWnFY1yxvErIyZ7qoZHi1Urz6xUuuX19hEsPFixXVvKLe1RIuOi0kRPY3PFVP4Oqpnuq7l3i3LkAVwlyNswX1NUpPUCqTx0MtoMZ/LT/rZ/F7LoC9h+QV/3/2/mRJkiTNzgU/ZpZZdLLRhxgzKrMShaGAxqYITQD1Ggs8QC2wwhtcwgYroFb1GliC8AxY9QrUt4luA123BuQYg4e7jTrLzMx38bOommdEVhUuKjI8IvQnMnIzHURF1UVFDp///OdAYJd0IWBscBxCo70SlsyP4CcBtQGfyzZcB8xD29EjzFIAYQcdVQrMkOnBWHy8+j/nmEUYWpj04bYxeNogQM3Ja73Vhgwu777lyG6lct8Ytq1r8ciiEzd7amlx+g6xtkjlsX4INhhh+0oLALUPwd4iADyVio+W/RysA1XiVYZS4tknn+/Z1+qxvG/wrpYJUG8D81igdB4yK3+49cN+99+x0lofGJKu6cF7dGTIivS3XsTtYOnaHu8sTXVsNWZFRjkrg2C+Z323xiMhw3YYmF1MSPKUfJqjIkNeZmRlyt2ndzKVpzUvP7pifjnB/p+W/XpP37S0VQ9akU9y0iJBa0W1qVFakeQeYzS291TbNuQARgy9TBu+BbIc4l0TyTmi3rWkaYJOYvxgsb1ldbNhsA7XWx7erHn9i1ustWxWFbbryYqMvhuYLHLSMmOyKHl4I0L0fFqSZAneeapdQ73Zk+Qpi2czlNGcXU6J05jl6xWudyRFQhxHzC6nXH94ebBj0FpTTPO/83zJU53qh16i3SpRuvxaJti7PQJUnDAyKoAQVNANEaYW8+BTtZAfHPR/FVqFYepP9SJax0rLzyvZpn0tWizbIpqrRETzh5ZemPQbHdmHLxDz0j2SzRjE6fSIDuspazUCrOj4/EPg9AjmPEcdlpHtDjcICMtl/7kRUKWvxCqi/1I0VioKIDEVUEaI1HGZWFG4pbyODw7zXRymIjPRsfmtCN1VJgBVX3zFsNR7j3dLsI8yvekrDkJ9PcHrazCXKD3hh1onkPUdrDiJ/0bWyjnHdrlnt9ozND111bC+39K2HRfPz0iymMXVjMebJWmR8Ozja+LUUG9rrvQFWZHgPbRVR9/02H5g97jl9Wc3uMHz/CdXPP/RFa/+x2u8V5SzEh0ZbO/lJAUU84Ku6VCRIo5j8mkh7TvT46xFmwjvHMZoiQnCH1uFINsKyRNDP9DWPZHzYB1xKnEbfdNTJz3NL24Y+g7vFfWmAqXxQDnLWT/u4X5DlKd4Z1F4SfbQijiOyMoEYyCbZLRVSzktxDTVQ7koefbhJWcvFvTNwOX7Z1/RU53qVKf6ZuvrF5FjTucIVMZswTF7MAAwFUlLzExQ0TVeL6QtOGyDYWjwzFJBoO59EKqX4Ndg7xH2qRXQRo2AHMVRnO6f/L6DMdJHp9KC84R9I+zX6I11eIfhJ7wvGo56r9HBPvhqqThYMywD46bFvNVcymNML0zdsAQdPg+VyKSmnsn+2xthvfQ0gNNYWorujbQJMWE44UmOo558lZU6GMC2YQJzEfavP+jaPB6UQakf5kL0BLK+Z2UHS1O1PL5Zsn3ckZapOKMXc5TRPL56pN21XLx3Rtf21NuavMjI0oSbzx/wHhbXC9IipdnVbB+3bB621PsG2/U0+zYYe9a8/uUd+1VFmkX0nQ3tNDEKrZuG9le3xJEBAy5yDF1HmhpsoumbHqU8Q0iAMErjjbQYx8WcNgrXj9SWwuHAOxHMxxFaK5SGtqple0ahgLrucIOlbRoic8lsMaFtPNVqz/RsilJiZzG/mnH53jn5LGN5u0FrSJKYNE/om54kj3n/py85f75g6C1x1FPOym/vP/dUpzrVsVQaJgAT0RDpQi76vgk6pUFAmNsIWNBiaaJ0gjcvxAndLeXHRgJcbI8wY4/jiyDTis9FY0VwoT9MBHYcgp6JEDCWIACpBjdmFXYcg57HicFRkzWCKx3uHwOiVXicf/KYpWjIcAgTtkLA4GjgWgi4Uxtp2am5WFX4rXwWagHDnUw9agQI+Vac4zEyOEAkQMn8OMTwpAEwLfEqP5iReu/EhuMQpJ1xCBZXoT0ahPSeAcxLGVj4janF73udQNb3qPabivX9ht1yz82nt/TdgPei2SoXJXmZcfXhJft1Rdf0tLuWs6s5i2dzvIN8XtDUHXefPXD76R3L2xXr2zXaKHCeOEuJkgTvHV3b8/jlA0M/MDjxq9otdzR1j1Ya5yx1U2GSmCSKRSNlDBcfnTOZlwGg7VF4tBKdgFdWpAXBDsbhD+eXOI2wg0elMLmcUhYpXddT7TxmcAwKun1LWqRkRUa1qbCdZf24I5vkDJ2lrTsmi5KszGnrnscvVxilwSjmlzP8MLB4dobWiiRPmF/NyIqUet/irWNxPSc9Zf+d6lTvRCldhou8DQLtAdRFAFV1YFOcADDzHLGMAO9bZBU3C2xNCv4GhnvgUdqDw720EM1VYIsUcD++Msfx5yrcFtzfGZ3c4yCghyMQUwj4GoOeR6H7yFIZ3g6OHsOho/D8B97Wb8VIy3Iu04XOgYnEOoKXEL0AV4sGy6igK/u5aKb8PuiuFJjQ9vR1uG8rIMndCvjUpYAz34S27Nj668PEYmD0njJVvhfPLb8S6wy7C9YbU2kf/oDE8yeQ9T2pet9w+9kdXdOz31RsHnakk4w4iejagbS3VNsaExnySUYUGaJFwSRE9FTriiSNmV/N6fYtn/3VK1Z3G1a3a4wx9F1PkqdcvjyjnOagFb/8759hu57Z1YyualDKUEwyhn7Aa4OzXryfDORlho41XTVQq4qsiKi3CqKIpIB229HVvZyrxuGbJwOH3sLge7LJjCyPqXYN1bahqySWxikvwc9RRDkR13dtFL632MGSZgmLyylRbEjzmGZf07c9wzDw0d97j4sPLsjLnPd//wVDN9DsGpqqpe8GsiL9nw7hPtWpTvVNVwAz9j60+fog4o6DmegLZPKwkOk5LN42Ys2gIvAPwgq5BwEi8d+T9qALbT8/IDmGg2iUGIOsx5ibGGk1pgj42XLMZqw4MlLj/Zvw3KD9OrQZRxG95+jDhbw2k/DvHUdz0oQxaFumDc/D+1lKFJAaBPgMvwS7lxBsnyMAbysYTscyXajOgGsBS+7LMHFZyDSmCd5ftglu+DFeV+B/M1PVP9lnwuTiUvZXBd1YyKjE7/HWg3n+g4nn+dZB1n/4D/+BP/mTP3nrtp/+9Kf85V/+5be0R9+98t7z+le33H32QJrH3H56z+ObJWfPzzCzgjiNaPctFy/PaPYt9bamrTrOnonnSt/0VLuaei9xO69+/po4Mpw/O8NEEeU0Y/O4pdrWdF2PqQzVtmL5eonHY/Fs73ckWUSUxljnGepWpgjjiChOMJFBa3FKr9eVxMhEmqG1uMEdF4EjsPoNRlkpT1pmZNMcN3iGvmdzv6HeN3RtT5zFeCP+W2mS4DpLV3e0bcekLdHBp0tFiiiLAY0ynnJeMjufYlvL7MOJ+HnlKeWswIUcRROZE7g61anekfLeg9/g7SMHsKFClI7XQBkyDRMOVLjSAYh1wvSoOUpleLXjOFUY8hJ1ClyAm4K7CdtWknfonoRPHwBSibBVe+AMOZm18hz2HK0bMo5i95HJearL8k+2mSMtSIWAt1FzpsLrgWi/tuDyQHD18j71JACtTvRg1kH0HKJSABllAEI3Yf+2HIxc1aglC9YNfhfkZo8C5AaNN70MEKixPVjL9KK3whrScgChCnm/h8fG4De/wYh9v+tbB1kA/+Af/AP+y3/5L4e/o+id2K3vTG0eNtx9dkdWZsSJoe8HnPOip7rfcvHeGUma0LUDWZny+HpJsSjwzrO8WUnO3bZmdb/h9te3fPmrW6bzgnZX44ceT3r4P7n//IE4jTHGoIyibwbqqqbdt1TbmriIUUrR9xZnLbFRDG5gt7Vo5SU8OTLUdU1XdygPyih852Ux9gRkRUmE85Y4FWf1ONIMbY91g3j+JYZ0iMSjCoVB43tL7SVKx0SGyBm6zpENA/XeUS4uKKc5NveYSFFMUqxz2N6jzXFlpZR6K9D5VKc61TtSfszXi1FqdtBaiYVAC+ZcMg2VRgAOwBB8nm5BlagxwNnVcvHXhUziuT7ok7S04FQDLhLfqe4xEDZjey/iaCw6IMBobPO1yKpRAWuk3TdBQNiOt9t+Y5uwC3+PrFbPsdU4xuuMkTvjuSnYQfhgluoXYTJShfZe2L+hhqGHeCYieaWCR9iSgxu9Sw+B26heGD11L+1CHyE+YDPwDd7eosy1+JkNwcbC74FpeF0XWMVp0PRPDgtV7zXe1yhOIOt3VlEU8fz58297N76T5Zxj+7hHGYOJDcvbNdWmwhgNyuD8wN1n95SLgvmVtMu890zmBfevlkeGqEhp657bzx4kiLrMKC6mVHuZSqw3FWmR0GzBWot1YuCpI8X+ocJ6mQ5sdwKchsESp4a8TPHO01Yt1ii6diAyCpPETM9K+s7idw14SCcZyonflokiTKwZeoUxSkTyFupNjTIRaRZz/mzOflmJZcQsp2tburpHWQmL7ruO1OTMLguMiXBWRhfbqsWjySclSRZz/nxBlCZ0dYu1VnIST3WqU71zJZYBEhXzlXw9neNdmAzUF78hsE7AdyLA5umU2xNRuSoDAxRCm/1NMOcc7RUShKWCY8CzRgDVCLQqDi7shwlBkBZhEZ437sPIYjXh35i3dVorju3JgaMIfo2wXEHc733Y9hphtobAZpmgl/IIsPsZ9JfCWrlO2qUEzRUW1FrAlDJBk/UQmK9ENG4qR2l5P97t8G4F+rlMM9o7AXTuTqYUfQf6TAxR1Zynpqa85dXz/a93AmT97Gc/4+XLl2RZxj/7Z/+MP/3TP+XDDz/82se2bUvbtoe/N5vN72o338kauoGhH8jLjIfXK5Y3S3abinrd4AeLTgy2H9iu9ihtOH82Z3Y2IZ/m3P36gclFeWBsTKzRRmO0pu8t2SzHDo62aoiSmCgy2MGiNCRFSjktmESTMH1Yg1c0TYvGoyNFEsTqfdvjNaRZHOh8mF1NmMwnVJuavh0ktifS9LVkZmmtiZMEo2WiMDIRcRJBpOj2LdN5jjaGfO5oq56h7RiqnshovPc454mSiDQRK4q+G4gSI5o1X3H24oyLF2c8+/iK+eUM5z3NtsH2J5B1qlO9u9WFKbrs6+8eJ+HoObJYv/GQp61/lQa2J1gh6BLRWQ0wvBJLA3J5nAoxPIyu7wNHZmkfNjh6dcXAgqMOokAA1NjizDh4XbFEgEfHUWtlOE4UWt4WwI/i+EtgI0DG9eH1SrlNKWHgDsxYyChEy5SkNgKC8AIs0cHOYSJtQbsLk4bB0JQJmGdPPjdxxleql2EDVeDdedC7ZfKZ6ufCmvGbWlb7FYD8fa5vHWT90R/9Ef/xP/5HfvrTn/L69Wv+5E/+hH/xL/4Ff/Znf8Z0Ov3K4//0T//0KxquH3J571FK4ezAL//br9gsd3T7lrruGZoWO1iiyPDyx8/BO/p2wCQGrQ35Ime3rGhePeK9RNCU8xznPMUkJU0izl/MufvC0uw7dsst+9WOxfM5k0URzD47dKToPmsZugGjFcMgwadNPRDF7mBn4wZPnBlwDtv0POzuGDrP0PWY0J4bjCVJEqIkIkoNRAL4kjJlspjQ1i1pGhMlMd5bzp+fsV3taLYNDlBaEZmIyTxDxRFZnpDmCflEJg7TIuH5x9dcvjynqzuSLAk75znJrk51qne9njqjf13pJ4/5jVICMry3R9G1LsBuj5OAKhXwYeYiGvcP4qZupqD7IOgeF/ajeWgXfi846rMUAoyG8PuOo95qBFQjGBuF7ONj4TBiLTuFXKpDTA4JR9f4rXiAHRizUp5r6/BRJOG1XNg/DzyCuwqTiNOgw0rlx1WIfcWV3KcTYfN08db0oFImuMA7lFagCpQugGd43+GHLwEvbdsn5V0VXuuH45n1rYOsf/kv/+Xh9z/8wz/kj/7oj/joo4/4z//5P/Nv/s2/+crj/92/+3f8b//b/3b4e7PZ8MEHH/xO9vVdrCiOsNZx/+Uju4cdSsPi2QJ1v2Hb9SjlMFlMuSgxScziekacJixvlrjBoTQheFpabfNnCwB0HJEUKfPLOUNrWfsV7a4inxaUZzOMiRho6Oue3WonmatGowZHlka0TUfftFhrSJIEtMZZLy253lLtGoxW5LMMO1ic9VjriZNYWvharB18rFD9QJolJInGdRHnL8/BOXb7HjfsMFGENgqtDFEakcZJiLpp6PXA5cuL4JRfkuUJ84spSimy8vhFb+uOOBNwd6pTnepdrUiYlt/KVAW38a+9tGWBgdnLxBugVIzX56HdtQb9QtzSfYir0e8hETVGcgztSh7H8OS14OjoHiYSD6zTCPZG36tgNXEQzo8ArQn3j27vI5AcQdnIcKVPtleF28Y25h3CqGXy2u7ptmzYHyePVZ1MFwLEH4VooXFCEojOODBuKkMieVogOUbs+B6P/QrcVSoBc4m3d9LaHb2zfA8kKH2JGm/7AdQ7d0VZLBb8/u//Pj//+c+/9v40TUnTr6eBf4iltMJZx+PrFXEes7he0FYtcRwzmeXSiosNu1XF/GpGOS+JYs1nf/kagPd+8vLAhKVFFjRTmuXrFfW6Yn2/FasDa5lfz1FKYfuBOClp96KxctYTJ4YoymAaVpEbTV+JQaiJNGjJv2r3Pdpo3DDQe41JIpRS6FiTRBFD1zNYjx88fnDoKMKkMUmZUu9aoiQhDcHSXdUytIbJ3JCXOVmeMVgbMh011x9e0PdiKqqNwigxK42SiLNnC1AhdiiYl06fL9D6h2WUd6pTfZdKqQivpuDu8URv2QB4b6Wdpy+/Ni9PKQXmAm9tuPgHgTte2lpORN3Y1wiA2UurbNgL6PLB+NTPkLbfkzidA+s0WjcUHEXwHgFC488DR1ZpjQCmMMH4dCLyMKUYI+BqjNqpEObqTB6vFvJwl3JsW46i/BFY9eE5TxgvdR4mKVNgIaydvgofprBTos+6DtvfhHijncToqByGDGdqlF685X2l9ARUgne7I0uoF4fcyR9SvXMga7fb8Ytf/IJ//a//9be9K+902UF8rx5ePfLZX3zO4+tH1g87lNFkeSpfBiUgph8cD68fiJOI82cLoiTi8WZNVqas7jacXc3QJqKY5fR3GxbXU/JJTjZJ+cv//ecoBbPzCek0o296lq+W3L16FAuFbY2O5UTXVBXFfIKzAwbFEGniNEKjsE60Vnjom06c3b1nv3Ji8KnEv8uT4a2jbTrSPEahyaYps7OSJolI85RhcNRB3K+MgL7pWYlSmrZpaaoePwzks4Kks7huQCmYX0557yfPyWcF1nraqsEOjsmi5Oz54pQ/eKpTfQdK6Tned+C3eG+CwDsAHTVD6flvf65KwTyTi/8heDoB/T4ynTcgLbcLAR3DjQAwXwavrC8F1PgYEabDkWkKHl14BAyVCJhqEaH6CJZi3m4pjmzWOGk4GpWO7BXhvhG0PfXesuBXolM7mJ2Ofl3Nb2wXjoHWiKhdp+Bfi3je9yJcj55Ju1TNgt3CK3CXAWQuA/CayePQ4FYyuWmu32KolEpQ5vxv+N/8/te3DrL+7b/9t/yrf/Wv+Oijj/jyyy/59//+32OM4Y//+I+/7V17J8p7T9/JBImJDCaIzx9eL3l8vWS72rNd7dGRIU4Mq9u1CL3bgaxIyCcpftuwX3d0TUe9bUjyhHKWM7+cs36zwnUDs6tZsGlQdM3A/NmMs+sZd6/uqZY1zjuGbqBe12y3Nc5a0ArQpFlMve/o6gFjavre0VQN3ikibXCRQmtNV7eSL+gUaEVSpEzLDIyhrUW8ns0LkiQi9wV4iNAkZczsbMpkMWV+WaC0oalEA9a3ffDN8XgFxayknCuiyKA8dFWDLxLOni04e75gfjYR89SmZ/OoefbhJefPz/7GLMhTnepU70YpZSTI2E+eOL7HKD2TCbi/0eQyEkYMfbRkcPehBWZEo6nSQE71wu74NfjrYHsQi1jcDcjUYISAnzFqJ+VovTBqrnJgShMLgwABAABJREFUIW03P+qvRpf3nrdbiyP7FLIXD+xYmAI8GJ6uwrbHxz7Vc43ZiMF64VAT3vKq4oX83t9wcKuPfwTmQwFTrhDgNdzJ/dEz0NegpwdGyjOCsUomCU/1Vn3rIOuLL77gj//4j3l4eODq6op//s//Of/1v/5Xrq6uvu1d+9ar3tVsl3uxHHAeHRumi5KhH9g8bGiqhq5uMZHBe0iLFKUVbd2D91jr8F6BFybq4vkZ1nlWdxuSNOby5RlpntBUDUMr4aWXH1xw1s1YP+x4/ctbdvc7dKJRAwztQFU1uMGSFpnolywU0wStFUPb0XYDfrAkaUrf9lS7hiQ3RFFMlBisMyCYiKEZ6BJLEYTpbrBERqOMJo81SZExdP1h+vDZB+dUazFSzYqEIdGkeUySxyRFRhRHMlGYJ0RxJKDqckqSx7z40TPiLKbrrEw8e3j2wSWXLy9OflinOtV3rJTS4r2k/+e8liRv7/7o+q5ywMPwOjA1UyQcGQTM6OAZpXiLGXJjSPSoVRrzBJ9aMAwIkxW0UdoHTZgWFk1n4DwHHRQZApxGofsIwEbPrDFmZ/fk9lE8P3pteQT4jSamT93hQ8agmgadlAX3GbAP4vY8TBCWgRms5bVUBNwGAHolLVNX4VUX7ktDa3AjTOJpguit+tZB1n/6T//p296Fd7L2m4rHLx/xKNIiQWnF0A7cv3pgv5F4nIdXS3RsKGcl84sp968eaPYdSkGSx6RFhnMOpRSX750zOSvZryvixBCnEX03MFkU9HWHGxw6MrjBsl3uiGLN2fNrlq+XOBSTWcHtFze8+sUN6SRFoVh+uaPvO/ZbR992mNjgOotJEqLIMLQ9DgvO4JVi6HqUUuSTDKUV1bbB9gNRElPOC3bLHcNgycuMs/fOSbOIatuwe9xT72seXq9Z3iyp9w1DOxBHERcfnINWKK2YnpWs7ndsl1vml1PiZcRkUTA9m2L7gb7psdbRVRIntLienQDWqU71QypfBYBVvKXb8roQ4OQ2QaeEgCAdzDXdYxC8V+DGVt7TvEHN0ftqBEcgICeI4p2S7ZGEv4M9xOF5Y+5hydF7CwREjUz709dNn/w7ar/GIOoCaVFm8loHI1MnHlaqBOshnYCfgDFBCuaPnlcqGK76Qf4e6tAZjSWWhyJMIE6f+GCNrNqpxvrWQdapvlrWWtb3G2F0yiPVm+QJ3ntuP71n8I6uG5jPcpyD8xdn9E3HZrlnt6xIEvGViiJDPs8oFiVN01GtK2aXM7p+YH0nr7G623D5/jmTIqHeNWwf9yRZTLWpWd6usL3j5hdvWN9teHz9SDmfkE9SQJGkCXawDK2l7ywmUhJx4zwq0kRDhFMeY514V2lNmiXoOEYnMUM90OwbAXrWk5YJyogXVpJETObi1TUMA/ev7onThNnZhPXjFu89XdszPZswm09ompbdektf95xdzZmeTzh7tmCyKInSBG1gfjFjdjnDO8fqdo2ODHmZkZXpSfR+qlN9z8u7LaC/RhgfI8acQZvkB7lt9MZSMfhncn/cQ6+ALxAAlfC2LcPIGsGRcWqA8okFxI6jZUOKAKyWY4tRI4BlBGGjVcSouxpDpBVHMfwomB8fN7YMU47GqSF30d2DvgD/MsQFAdqCj8Cuwd5CdC3bcFsBn7QSr2POA/gcBJh6QO3BvOQreWinOoGsd7HaqqOrO8pF+ZX7tDFg4P5XD+A9znqcc2itmT2b87y3PKSP9I3l2cfXfPgHL2n2HduHHduHLe2+w3soZjndvmWz3DM7K8F7mn1L31mUVtT7hk///HNWdzu0cigd0XY9Drj98p7ppCArE+KsEFCXx7RNR7VsSfKOJJG8QhInIvOhRxtQkUFHEW6wYC1JEZMkkUwhakO5KIhjgzYRURKzWW6pN3vSSUFapMwvZiijSTJh9+pdS1u1RNdzVKtIsoQ4kVbh+z95weR8SpwYljcrphdT0iJlc79hGCwmMjjr2D3sKBcFZ88WJ2brVKf6npZMxvVHS4GnpXPxlHJ9YGUq+dsq0RvpGUQTcGfg9sgEzxJpyZ1zjNJJOQY/j87mz3l7MnDL0VNrtGgYwckojidsb4zvgaPG6mkgteXIpkVPfjoEzD0xIWX35HVUmKashZnzIWybEvy97GvfC9BSEzEv9XfyWbg9DDZ8ZnuxvWAP6pTx+nV1AlnvYHnnUKivPWDjxGC0Znm7ppznZNOCJI4lzLh1JFnCe7/3gqGzfPz3P+Dqg0ve/PINv369RBvN2fMztFHEScz6fs3ydk1epphY45Vifb9hdbuiqXq+/MVt8LCyrN6sGQZLkiUMXU+9b6VF7wGcvL7zYMR3qwgMVLPX+KYD64iShKxMKBY5XdVCDfNnM6aLkmpbM7Q9Fy8vSWJD27TU+4pm37JdVjivePHhFWfPZ7RVj/KerrPEicUNntsvHokSwyf/8EOKRcH59RlJIbqwvu1I8kTiWjcVaZ6SP5kkdNaxXe5QWnHx4jQNc6pTfR9LKYXHhHbZb96X4PVCWonEHNtsa0SXFYueygSDTv6+gBT7Fxy1UCN4G0Ocw3b0QpgjNhyF8QsEJI1TiaPea7RxiJF239hC1BwB2GiCOgrgXdjfkuOk4zhROGYkwlFDNj63hf5N0IpdiOGobgU4YWSwye9Er6V0+BwQkKVDJJDfgG0h+gnH4NlTPa0TyHoHS2ktksbg5o73NHWH6+UgbpueOInJ8lSE7yZHG4nEkXDmgSRLcM6xW+3Zb2qZtlNQ75uQayjRM2mWslvu+O//7z9naC3DYME5fv1XX7K5W0vodGYYnKfZN9T7lqF3uMgSmQjvPdWuoasHosiQTWRKMYoikkwCnQejwMTkRUxWiMBdeU0+TdEKqm1N1w1cvX/J5fsLqnVF2yqqTcMwiP1CtargRzBdTMDveHj9SJql/OgffShTl7EhSWMmZxOmi5JnH1/JQIDz6EijFTzebFAokuztlaw2mnySU20bpuc9SXqaNDzVqb6PpfQUb2+O59a37kyk5XVohaUQe2Aq4ArJPsV1YGoBW+1GwIW949jmA7AhiHkKyslzDoagYzRO9OTvHAFXI9garR4yjqxYiP45hEkTtjGajTbI9OCYpzjuzyjSzznqpYKQ37fgC1CtAC3iwFjtBFjaWtguncm0UnQRMGUt782XstJWGSh1+FyFNWwktDu81x+iRxacQNY7WWmeEGcxbd1hjJFJwl3D0A9U25o3v75jfjElSiKGfmB9v8F7x9A5vPL43jN7McVZx5tf33D3+SNpIW7m+1UFsSGOY2ZnJfvVnuVNRZLFOO/xDl79/A2vf/GacjGh2bfslpYsT0jiiO16RxTJwqba1xSTHBNpkiLBdhaFRxmNSQzeOlRkiGJxCR48xFlMlCUM9Z6hVyhjYHBMZiXPP75ie7dlGCyL65lMMeYRtrU0u5r7V4/0rSOKNcbIJOH0fII2msk8B23om46+6ShmGVF8BEvVeo+1liT/egAVJZEI6rvhBLJOdarva6lCfvwGTyGO7z5MCPoOzDO0Ocd7K7e7CfgGpZ9IN7RMKUIWmK8e1N8PgvEO3GsYbgETWnF7jhN+IdT54Fc1aqkmHAHV6IcFcokew6kN0vIbb3/allRPnjPaORgkh3Emf+sLeby756DbUkloRxzBEKTCUI0snL9B9GlBn6WnYC4ElJnAmrkd8DwALIt3j+GzGTVqFu9WeH2G0vMfVFvxBLLewTKRYXE55fbze+5uN3jncd6xW9VsHze43uFSEYMvrmekacxmvafddRIvE2l+8k8/QRvDm1+9od63JFlMEkdEcUSSCqBaL3esH7corZmdT3l4s2R5s2K/2tG3Pdu7NVEai6N7Zug7h7Oevhmwg6eMDUlqsDbD9haXWdZ3W3Qz0LcdtrXo2BBFCuIYekuza4gdzJ/NuXixEMd65+janv2qYr+p6BuL1oq2bthtWpptg/ceoxR9I1EW3iuaXcPyZs10UWDLlM39Go9Hac12WTG/mIq7vHP0naWYZPjAyDnrQUGSJUTxSYd1qlP9EEqpCMw13i3B7fG+4gA29NXByFQpYf49U7zd4/3wllheKY1XTjRLfhC2ys/BPgTWqhdX9ENu4QhiQpvt4F01TgSuESAVLCQOrUcdHpsgLvNluK3hOMUYhdcZ7SLGluN430JE7W58nT2HjEPVSTvQ56B2oHdgcuBHwtSZKQzr0GJNgG1g5wqxb/BBh+bX4Da4wcn2aEDP357g9K0APBWJzusHUieQ9Y5WOS8p1zX3Xy7pmo7t/Y60TLj+8JL6vMPEis39jq6RCZVu25JPMrJJRhRptNLEsWEyL7FtT1RkZNOcrrVEacTjzYrP/+JLNg9bnHU025a2ahgGS5QYpmcl6/s9XontQt84ht7RdwO2B2sHuqrl7tWSru1Jg+bJdZbWWXTbkU8LsklC3wzkk0ysG5Qim2bkRUo2ySnKlOnFjJtP71ndPhIlMSqy7JZ7un2Hs5Z8lpLkKTqN2O8qcnKcdQxNTzHPiBPDdHA8/9E1TdXS7FruXz1i+4HJXHzFpucTml3N61/dYOIoyBQ8URIzWRQHb61TduGpTvX9LqVilLnG604mCRHz0a81MVUl6Dm4Nd6PuYleJg5xEH0s//a/EjbHPz5pDe44itLHab+nmYSjr9bAsb13wdHcdARKY5txBFc7joL3UVs6xu6MQvmMg3+WHgLTtArbGX24hpBvGHy37Bw4h2gOcSTv0fdBh9XINh0SO6RyAV5EYTAggD9fg/0i6NZynkIMpVK874OfVvmDYbNOV5R3uRScv1iwuduST/IgUI/QekO1rYmTiGZf0+xr8bRTntXdmsm8ZH0nIsvl/RZrHdZb2qpj6Ds2j1uWXz5g24E4jTEa1o9run1HPpMVloljojRCOY+1lqYdiBKDVh6lIc6ToMXqiNMYvMIYRZJHGB/he0sUKbI8I4oGojhispiyOJ9iMonHmSxyJouS8xdnTBYFn/2VYXm7QaOYP1ugIkP/ZkUxKZmeF+LSfrvGOydZhYuSOE4kSNp50klGmicUk5wsi7n//AE7OF588ow0T1jfb7C9Jc1T0kKih/q2Z/lmRVakPP/k2alVeKpT/UBKqSSwM3/dYzToS1C5gAPfiVZCX4htgQ236QnEL2HIYWjAv0EQieMY0vw0Iqfj2DocReoGEcfHiDD+Ptx2zhE43SCMVcPROgIElI3h0KOYfiq/uxUisn8Mz5lwbDWOuYmDAKnICysnK2Zh5vzol1WDsvJ8P8hzfQZmBtEnKDPDu0r0Wxiwj3iTvG2XodLAfgWLjB9AnUDWO1zOOrz1oBTlLD8g/2KWs33ccfvFA7PzMgi3EzYPO9p9SznLSctUOvV3W6I0YugsWaa4/+KRu8/vccB+V5NOUhYXE5zS4DRaa5SO2C2XDJ2YlA6Dw1obphIj3ODk395iI0OaJzjX07VWAE/44tfbjiTuKM8ylDG0+wauyhAmrUmLBDc46m3N1fsXDK1l+7in9V7am1lMnMWcXU8pzycsb9bMr8+4eDHDe42JIkwaMb2aUu1bbn99Rz7JuP74Cq01Td1Rb6UFub5fo43mxY+esbrfUq33ogdznqEb8HnC5OyrlhmnOtWpftgl7vLT0OISVkopMW7G/xIJU3bBP+pcNFjtBrhFLrExor1KOIZJK45hziHqhilHR/cdAoTOOFg5qEkwRB3ZqBGgtRxZrNF3q+BtADaCqdFhPuWo5ToP938BdgbmeXheGR5rjsMAyoP+PUg/lnao/QKi90Tkfyh/0L0dBPLHT/P4mB9InUDWO1xpkbC8WUuU1hNqNYoNOtIU04w0S2jrnmrVECcxl++f01Y964ct+STDJJrZ2ZQki7CD583nd9x/9kAxyzGxpl7VGK3o9w3e9dg+Jk40yhiGzqK0RitFlCZEiYhEdaxptg3aaMp5jkLjBnB9j/Uej0ebiMFb9vuK8/cWTGY5fTfge0/fibGeHRz7fU3fD/TtQD90zC8nVNuapm5Ikoj59YwkT+nrHm8ds4uCyWJGmifUu0qmD71GaUfXdsRZzOpW2LzJosA5z9D23Hx6x2QxYfLBBVdZiBLqLcZozrMzbGexvYVThuGpTnWqryk5B8sl0/s2eExtA0mVB5ZmC7QQX0MfGCtVgE85xuGMovQBAV6jpsoimqmGY3twAJbAHvzodTUGSI/twtEdPuZoUDoanXYIcBtBV2gTElp9h7Ylsj21CUalolFDXUsL1FyCqwQ4qSW44PGlR1f5ACVUcKf3nTBgfpyCDOVbmUT8gbBYcAJZ73Tlk5wkNew2AzaYZwK0dU9TtTz76Io4SxiajtXtBqc81aah3tXsVnvmV3OaXUVX95i44NM//wKs5+r9S0xk2C53VLst2+UWixia4hriJAJvmcxLPJ71ww7jHXmUglG4vUMZh4403imausZZj+0d1g1EUUScmaA+cGwft7RNR56n7HcNse25eHHFblXRVi1t1XH3xQNJFjO7nOGC9qtzA/WmlhZfIY7saS4ahMlZgY7F6iItElJidBwRGU2zayWn0XqMhjRPySaZWFDsGiaLkjh9W3i56/YyonyqU53qVL+lvO/w9hGJ53kQ4OGW4C9BnwnwGluBOg3i8CBK909ZLMMR/Ew4Ap+H8EoxR+ClkdZhYJWY8XYI9MhiPc1NLDi2IUd2a7SMyDgK5zXSosxAfyzhz+a5gCUzAe/A7mDog0fYywAuG9FhqZKjhUQk05qqBL8K59MjOeC9aNWU/mHlG55A1rdc1lqafUuza7DWkeYJWZkKMChSLj+4ZPO4Z3mzYnY+BaXYrXYYrYjTmN3DlrzMaJuOm8/uSNJEcvsSQ7OvWd6uafYt/+P/9yts1zNdTOmHnnrb0FQNWZHSNJ7Nl3v6vsM5TzHJMHHM7HqCt5627XGDxTkwWuO8Y7IoSbOY2y8esb0jig3eegYr6c/WObTS2MGxvF1jYkOaJcwuppy/OMe7gcHKF211syafSjvUtgMXH5zjrWfzuGPzsMMjFgvFWcZkMaHvOh5eLTl//4Lz6xlxJnFDdnBiehoZrBW91exiQpxGJEnM0Dv264pilr8VoTP0FhPpk9v7qU51qt9a3g94eyftQFWCmgnDA0AroItOMgqdD3IsA1EJPpLbbIinIUGAUM6R1VmHfyccW3w9Aob2SMtxZL1GDdcIVnKO7ccUafWNHlxBsO/HwOgo/DuK7YN5avKeiPxVAWYBZg7DjYBDNRcPMRUH0X8I0bZrYfGell6IIzyvgYnotMbMRX0RgNkPp04g61usvuu5f/XI8mZN3/bSijOacpZz9cEls/Mp84sZn/zjj3j1s9fsVhVRElHOc5p9K27tRcb8+Zy2admt9sSR4eH1UtpgL8+4/uCKxy8f+PP/+nMWFxP6ZGB5s2FoO9Isodm3DK3DeYvzkJcJ04sZfdOxvtkRJZpymtP3PVobmm1LV/d4jwQu9xalNEkmcRLDYFCRxvcWYg1eMfS9LHYSKBYZ0/MJQ2vRRtM3HVGiUQbuXz2S5SmLZ3OaqmVoes6fzzm7PqNtezb3W5xzxGnM5KxkcT5hcT1ndbehbwam5yXNvkEpRbOtyaY5xTRHaU05L9hva4Z+EGf6gLG89zS7hslZQZL98IzyTnWqU/0ty9fCYClhYrxKQY1aKQX+AYgFdNgHxOzTgysEkCmFAKUxnzBYM+itxPkcdFMjcMo4Or57jgCrDvenHCf4Rpf5UY81PiZ4bvkJR1NSy9FSIhNQRSyB1b4NwvcYzLVMETIJQMpKy9K14e8S1EpYLfMbmYU6RmwgJrLvKkHpAsh+UCwWnEDWt1bee+6/eODVL96gtCaKI7TR2N6yut3Q1T3xP4rJy4z5xYximrPf1OzXFW4YWD9s6buecp5Tbxq6qmMyL8jKnP22Iisznn90jYkMb359S5waVATtvma73FLvGrIywQ/QNR22d8KOJQl4h8kihsHihoHIGIbGMdgWOwzYwWH3LZ3piBMRj1trsdaj8GKWHCm8sxgUWZ4zuxIdlfaKvm7otebs+gxtNNv7Ld55rJXQ5rRIiWLDZt+SJAYdKS4WC5I0JitTrHPk0wznHdY6kjwlSoSFWt9vmV9MmCwKZpczmXwE8mlGPknZbxqaqiVOYvHPajrySc7sYvZtHg6nOtWp3vGScGnzxNE8Ar8AlsEhvQ8GnVdgvwR1hUzg9aDCZJ9+HsBWYIJ8G6b3dgg4GsXso24peE4d4nNGgDKK1p8yWmUQ50+kXUfDEVQ9coz/GbdZcPDm0kY2HwXbCL8VFsvdyrbdo9zmwuRi9AxULWJ4nYNbysCTCi1IPUWZyx+kw/tv1glkfUvV1i1vfn2HUorJ4m3PkK7pWd1veHyz5L3fewFAnMRMzzRRbNiv9rje0zcd9188oiPFdlUxWMtu84iJDHFqWD/saHcVb351S9+0bO4dSRrTNx2+s+yaHSiDHSxJaoizFJMY6l2N0ga8o+8c+7alb1qiJCaKY9wg5wmlFVGWYLSi2bY4O7q9K4zS9IPFJxDFmqxIyMuUfF6wuFqwWW5Ji4QkjVjfbzBayKV8npNPM85fnDO9nFAt9zjnMYnmo3/4PmfXC7aPW9784pY3qzsms5IXn1yT5gn7VYUbLIvrBRfvX7z1mSqtKaYF58/PMEYzDA6jNdMX55SznCg+fRVOdapT/XUlAnHv9tIy9J3k/tkkABALZiNA46BXyhEmJxdWK9pL+80+iGu6b8Dfy1SijZ9YP4yROKP9w6jNGqcVx0nB6Pga2OD7dY+I5ccJQo/ortrwWBt+jxBGKwVfgDFyu7cyZWj/TznRm48FTNlXHMKtbQ0mkffkt+K3pZS8T71A6XOZyjzVCWR9W1WtK+pdzfmL86/Qp0kWE8URq9sNL370DK11sCHYsF9X3L96ZPu4JZukoDR901Pva+pdizJQb2ruvngkK+4YOsvtFw+0dUcUw9D21LuOrIygB60jbN+RL0qiSNNULW3VkxYa5TW273D9gDYR+TQDFFkao6OIpumwTU/dWax3RFmEd47YRFjniYwCB13bs77bYozmxdmMvuvBK9zgcMOA0pq+d/TtwPXzGcWsIIo1SZqy7jZMLzOU0kRRxGReMD2bMFlMePWzNyij0EozNAOTs5KzZwvqbU2zb0mLBK01QzfQ7FuKScbFe+dEcYRzIvT/oVHXpzrVqf7vVhyMOMfJvgB2lBeQhBIdk0cE8XoeGKK1gBF9Bn4qQnLdyTb0S3ARqE6AWTdG7oyRNE/NQ0eh+njO6hEGTAMXYbpxiQjoR1PSEYBVHDVY5xy9urZBkB/8uFxoafrP5Xa9kNfwOwFw+lImClXQcqkEGMQ7zJwLaHRbmSD8Abm6/3V1Alm/4/Jhgq3vB/ne/WYvO1SURHRNh3OOZt9y9/k91jr6vhfh+fmE9cMW2w4Us5w0z7j99J79ugKtJELGQ7WrxbyzKEiLhP2+QStPux9QEezXG/CQz8QZvdm1DK3smzEK70BHBjs4vNcUkxSHJ01iilnB8maN0y1FljF0PdWmp3egvEcZhYqF1q42e0ykqLc1/eCotjVREmH7nmpbs/tsjxss2SRFRQalPFobPJ44ibCDI80SVBCsR7Hhk3/8EWkWS7RQnpDkCcYYqm3N5mFLvanBg440k7OC2cWMOFg0GHMSuZ/qVKf6nyy/BWZvi731FOxeAJb5aSCPIg7eWL4GXUgbcXgDJgrgqgL/CtDhOVrc1ofR7mHL0SV+FMePwGsEXyBaLBsE6aNDfLhPFUAX9uecY8vxA1At+C/kb19B/zNhs1QRdGa9gC7VB43Wc7F28C7kEm4g/kmwcZAsRKWneF9JdqHK3jYi/YHW6RP4HdQIlPbrir7r0VrTNX2YiLNfO9U2tD2TsxKtNbef3XH/6pG26Xjz61uGztK3PU3dcnY9p2t6ql0lnlBdT7VpyLIEEk+1bdBaMT2fERnNYB3FPGe3kozAoetJkpS+G2i2NbYfGKyFrsfkMVEWMXQ9aZFTFAl+cFT7mibSGK0xsSFRCWmRorwiTix9P6CUJs8E9HgHOpbpvvubJRpPU/Voo+jqHmtFh6AjQ7Vv2f/8lnbX8exHl0SxoWt6pouSOIvo256u6YnTmPNnc7qmIyszsiI9fHbFNCcrU/q2F7f73uKsY7/e08YRWZkewNapTnWqU/2tapyyU72AkpHJ8uMEXwZKoXSOj15Ie80FsKSmQCO2CLYVI0+/EZE5hWAn1YF6CeYenAvWD6MYPuMoWB84Xroj0M9k2+4eAXaKoz2El9YmDjE27WS/1TJsf7z2bGX77gp0K20/NYRA6KAV0+E1vZdJSn0h7Bxw9OoK7JnfCuh7wmaNFg7CvCV/YxdhJCS+692GE8j6hss5x+puw/Z+izKiqerajv26oqtb1vcbzq7nB4YGoK1a7GA5e75g87Dly1++oV43NHVH3wwMw8B+tadrBRjV25q2GTBGMQwWk2jWyy1mo+XrNsnIihiUYrIoKKYZb355w3a9J5sUKK8Y2h5rLSZJUHpAa7FfAE1SpETG0FmL6wbRdDnQsSYvMpQ2zM4mPHZroiQSB3gPSSqGplESY9KIoe3pqhavFEM7oLzHDgPOOoppLoL3LAYPxTynr3qefXTN1fvn9N2AQuGcZ3peUkwLsV3oNVp/9UuotSZKIna3a9FqOY/SCu8cURKxuJozWfywRolPdapT/d8r752AK3MJOAEfgb3BXEmosh9ZJMQCAQvuf4S24aU81jcSO+OqIBwvBczoOXCFtOYaMD8C+wL8f0WA1WhMOrYOxzZgJKJ0WnnuoSUYy/1+bD8GvdUYHu11+NvL+6F7ostKAsjbyHSgagN75cT7S+fgz0Rz5ntpFR5amYTBAA6fhfct3i6Dh1iwclAZmDOU+g37h/HxbheArMerAqXLr33sd6FOIOsbrnpbs7nfkk9ldLXa1lSbmq7r6TvL7Wd3AoSKDBTYwWKd5/zlOfPLKXefP7B8s2LzsCPJYpTyNNuGatPQ9R1D72g2FWWIhHFOUcyE9WmrjmbfYFc9aRozv5pRTDJsb1m+WdLVLVEWYZDJw3ovkyDNtkYbQzaVHEPvHF3V09biqD45n6C1oto1oD1FVjCZl7T7FmM03ivaqiVOIyZnE8kD9JrHmwd2yz2Ts4Lz53N0ZEjLBNd7mrYnzgyRjzB5iu0stWt5PhWn4vd+/ILZ5Qxj9KHFulvtKab5YYLwN2vzsGXzuKOY5m+xhW3d8fh6iYk0+eS7+cU91d9deT9mvSkg/vqg4FP9wEshbT2LUgVe5YxCeKWMeEHZT8Ft8UoHZioB8x5QCVhxlQjl3TlEV+DnwEbAjc7BJ9JK5D2EbcqhH41HR0d3y9GmYfSfGjVY5xxd5avw4zkAm5HFIkZajKNW64m7vN8Lc+X3AQhOw77U4DbHNqkfRKRvI/AxRO+j1NPzsGQ1CsC6CdYQhXx2fgBf4YcWzLNg7RCe5XbiRcbAIVfSrWSy01yg9HdvCvwEsr7B8t6zW+0xsYz9ru827NZ7TByRZgnPPrrk5td3VNuGKImIs5g0SSnnOdPzKfdfLvmr/88v+NX//3OSImF6NmFoB7bLHZvHHX1v8VZah0lol50/m+Gswzko5zldO7B6s+PNp3fslhVtKzEHm8cK7x1d3ZOVhmJaMr2Yo1B0XUe1qYljI8Mj3tO3ligxGKMxxjC0A3GcUM5ydGSo6wavFK4faHsLHmzvSYuMJItZ3a1wDpTRMrKsFF3dMQyWKIo4v5hjUo3zsLtfkZU5Xd2RJDG/909+RLNvmV6Ij5gdLPVOPrPZxfRr6eS+69mvK7Ii/Uo7Ns0T9t3Afl2dQNYPuLx3eLeWFbvv5UaV4NUsuFKfpqNOJSW+WKW05NSYI/vkvKIM6BdBKG5FE27O8NFzGL4Ubykf2Blvgb20+VQpgnVCZI4vREjvH+V2dR7aemNwdMRR/D5evjvEwHQe7gt6qUP7TiHM16jvajiwcPjj/SqTv+0DMBU2TqcCqFQh+9H9HzDsBQCNTzcTsBqvSlR0LpFDxKBSvFuBb98CR0pFoKZ4t5X7w+fpfY934nj/FphSGd43ePsAKkWpozTku1AnkPUNlrMSDxMnEfWuYbvaUUyLAxNTzEquP/SYoBO6eHlGHMfcv17y6z/7jDe/uuXn/8ev2C13kru3KLHW4j10XYd3impToTUsbzZEiSZJF+x3FWmeMZnP6KqeJYr145b7Lx/RSmOSCNf35NNC3OXLlKRImcwKlHfUe01b9/S9pWs7tPOYWJNPJ6RJTD84cVm3nrPnZwx1z/JhxX5VU60rhs6KN59LqXcNu3VFWzUkRcbsekZqDEprur4jSSOms5J0kpHmMR6PGxxZnoIV/63ZxQQ7WB6/fKScF0SRoZjmzC6mb2mxnlbfDhKKXWZfe3+SxTShLXtyev/hlfdeTuhuGS5mo3akBXeHZwB98Z3Xg5zq766UnuD9TlgVVRwYT8kxbMFcoUK0jvc13jUCqNw6OL1baQu6PlgffAnR+wFsKbD34NfBayowTSoPgnbHcZJQczQiTTnmEI6h0qMZaWDfDnE7oyFpw9Fjq+Bg9eAVuAmoDcQhb1HFsn0/CLNlb6W9OYrovQN1JcBw+BVevH2O7VG3D+Dt6z7Q8b11sg++Bt99LVulVIb3G7zbo8wJZJ3qaSmFtY5qUxHF8dvThN7jHWRFenBOf3zzyM0vb4myhDiPmV1NiLOY3eOOL/7qFcW8YH414+H1g1gt5AnKyDQewP2XS3FFTxIcnu1qx35d09YNkdZkk4goTxm6CHAYY4giQ16meOfYPO5Y363pugETRSilSOc5s0gTT3Js1ZEZhYkj9puK3XLH9n7DftuIc4v16FShfcg13O5xThEnERcvFyTGYLIYrCMvE9qqpapbTCx+MN2+YXI+ZXI2YZ/uiRMJfP7x/+NHdO3A2bPFoUX4Nwon/5qk99PF8wdevpaLnyp/YwIqwxPJfXqCCIh/yyb800muv1nIe6rvdimVgLkWRsVLJ+DAKOkLULMA3FfhGVpYIbcLU37L8HsMagb+VgCXckHXFExAScVDy/YiNnctMEUAUYe0/9rw7wVHA9M9R/B0jrBZYxt83NenoEzJdlWBBDlX4O/CZGEqQMlv5bl+AroHfw4kEE/kNloxXrVTEcwPE0j/EKXn4XXG/MTQlvd1AFbBU8t3YaBgFMb/dd+hSMDsd6xOIOsbLBMZiknG6nYj5pfx24zJ9nHHZrkHPPWupalabj+75+zZnCSNBPzMSmzvWDxb8PDlkq7pSXPJNjQmRmkPXsxKuza037Sh3tQsjWZzt8FZS5LEJHlKVibk8wI7OHaPO+qmoa5qHt+siGNNlMWoOCJLDV010FYdxSwjnZXkRUJ6MWUYBrpuYP2w4f7Vo4jgjaKY5HRxhO0H8nmBQtqMSRYT5RHeQaccE6OxCrr9ns39DvO4ozmbYK1jOi+YXs6oVjsmi5LL987p6o7l7Yb5xRTv/d8q/iZK5PMbuoEo+eph3jU9WZn+VguNU32/y/sa8F87Yq5UFFqJFcp8FWRJW2MdxM8BZKks5L6Flgvm1G78HpZSmWT4eYml8UF7pZTG91+Av0dabUFLpXRoIQ7AmbSlvZb72wcY/huonwuwUU5Ah4nAxaAdRD8S40//BmkXGgQo9bJ91sgx+MT49DCBiOwLu/CYAViE546ARgffK8A2iG+WEjBoJqK3si2oRyT0uRJwNEQBLG7C+0SyGfUOpaLQ/hvbmoOwffZRXteP18EloPG8DNBq7D/+thrB6HerTiDrG65yXrBb72lvmtDako98+7jl/tUj8+sZ5aJEG4N1jnbX0M5y8GBMxOJiSrttaOtWpuPw5EVClqe0qicrUhbPZuyWFXEfM9NTcNA2PV0z0LU9kYlI8pi0lBZfs6lJihiMYnO/ZWgsfduiI8NkNqE8K5idz0gTic1ptg1lWRAnEWiFHWR6r9q1eOswaUSkNeUkp5wV1LsGY0T7tL7bYt2A6hRNVZPEMfHVjDJPWVqLUns26wY7ePJ5fhClnz2bk01yinmBVlomLhclQzf89R94qCSNKWY528cdRVS8FQjdtz3eua847Z/qB1R+FAv/tnraZnnytENI8C4AqiCAdmv88Eo0NrqQC5CegpqewNZ3uLzvwHfCwigVYmISUBrvagHa9hZvV+A+l9gZHYmWyrwvE4mq5KCjcr1otNiK3mlwYO9APwh4Mz+R6UP7S9F/6XMBO4OAFWn1ZQhYsqKN8iPgshy1VyODtUWAS/rk+S68u0xu10oAljbgLjmwZf5SWoNqK8ezvwK9RmJ71gL89HkAiCnSal/J9yD+EKVyvJ6CvQmg1AuDN55yXXCttxvRc6kMj8J7+5XhE7FzcKjvYLj0CWR9w5XmKVfvXdBsW+5e3VPOCqzzbB/3zC4nnD9b0LUDURqj7EBcpjjraaoWj2eyKGme9TSbmv2qYvu4Yzspgz8VLJ5NefGjax6yFXef34OXNllWprRVR5REmBSMjnDW45wnShR3Xyzp256+7TGRIcpijDagIZ+mFJOEOJuwXVas7ta0Xc/mUQxDlRaBu+stUZqQl8IsKaNJsphyUbBfVTT7liiOyWYZynqSPGM2L9CRAeeYzHPssCBKK2aLgqv3L7Dek4aMQu+knam1QiuF/S2s1G+rxdUcZz379R6l9SEb0hjF4npOPvntraBT/e7K+150LE5YXVQeRra/wdwzlcgE1W+t0QX7N8pXAWAdwZNciPfhQuIQ9qCXqSrdgr48Aa3vWAlbuQS7Fk8oKvAGr0ukbWcRK4QV9J+Buzt6R/kkhC1vhMUyhBZcK60ydxeOlwa0FaCiS2GN1Eb0TywCc2Q55BEexO/BekHnAm4sSDbhGjn+xHpHQFUwRAUOVg3k4ScGE1qXUQl2K9vUi6DF2ghAciswU9GKeSvhz85KS5Hg5+Uj0WWZmeQY2nNUlKP0DD/ciM2EvhINFxZowkLkAsl3rKVtqUrwWzzHNr73Vj4vVQiL9h2rE8j6HVQ+yfnwH7xPlIoAvoglVLlcFLRNj+sHFtdz2qZHeXEzt71Fa433sLiYcFd30n6c5WjjMUlEMcsZBs9f/u+/oNo20jbMIobWkk2gD5OEWMUwiNjSWst+adlvKuxgiVKNC2BGgI1HGUPTdCwfNqxvNthuEGYqjajrlm7f0XcddhjAefq6Q8Ux7b4hL1PKeUmzl/0pFjlZkZNmEefvnQPQVT1OWezgiaOIf/j//H2afcPsfE7Xdng8aZ6R5DGruw3ZJKOtWlDw7OMrvPd/KwbKRIaLl2eU84J6V2MHR7yIyCe5aNlOLNa3XjI1dBd0GiHo1u9k6shcofQ3E82hdIF3K7wfvtIyFG1I9NZoudzu8fYxsGD70A6JkSgTHy4Y0ppRqsATRM8qR0bhT/VdKO+tHJNuHS7+HvxZsF/YS0tQZcJWudACU1YAiF/J40lEKE4K6lb+phbQhjvqkdSFOKnjxA2+v4HoJUQX0HnovpD7xoxB2UNAC7hRo+DdIaDKIoCs4+iL9bQNNzK4Sfg3D5qsRt4DHWJa6sVM1a6DKH8dHqvAvpHXH4XregqqDrq050ADfon3FyiV4PUE0Y5ZDnYRaiYh0irBux7vO7SegLnEWwV+L+Bq3H9VhsDp796Q0glk/Y4qy1Pe/8kLVncb1rdrmqohCgzS/NlConEKSzHL2W0q8jJlMi/ZrXZsH/e4vmdyUbJ49h6+s9y/fuTm03t0ZJjOc+aXE/zg2G9qdo9btisYeksxzcSXq+lwA+w2O9q6kxa69VinxQjVdrRNT5pEPHz2QDkr6bsWB5gkQmnN+n5LMc3Jr2fc/OoOrMMEZqmvGvZLS9cNWGup1w1xlnD58gIdK/pmwA+OpEgkW7C2FJOcF59c8eN/8gk3v7yl6wbK85J6W+GsY323JYoitPLihaXg7vMHrLWcPzv7W4EkrTXFNKeYfvdWQN/3kovZA+OIt7QEmrBKfsDbW3z8eyi9+AbiOTJZsbtHEbofLmCtMAn6QvQ3h30NAMu9CkzDOMIedDT6Ui5AfjR3RPyTvMG7DajJCdR/V8pXgeUcDTwnMMoNVA2ulmPH38BwjwAgxPLAtxKWbDS4TuJ2vAX9F7K94TMBJtFVMCnNBLC5bdA1NUgOYSbHkhv9rlIxPfWN+FVRC3tk98Adwq6dIe1BzbFtOHppBeD31u2p5Cj6XyIO7SMQuwFzBvojAZYMiKi+FlbNrRHNyEZey5zJe4k+ECbMjTYVYXsqDm3FhFGA/7an1rGUisE8k8/dd8fnk31nvz8nkPU7rCRLuHr/gmIqveckiwIzJeg8SiJe/vgFv/hvv2J1t2EyL1FKs3rY4q3l5SfPef8nL8Sw9P/r2C4r6m1FMSslosc6rPcMw4BCs1/vySYlyhjycmB5t6GteobBiuRRabI8ZehtiKDpcH1P23Z4D2mRkKWavrcMnWW/3eOsZAn2Xc/g5dJkvYNIkxpD33XcfvGAdjC7nGCMIk4SsizBeUe7b8GLJcR7P37G5QeXJGnM1UcX9N1AtanBZazu1iilmcwKkjxlfj4hSSI2j1uWt2u6n/Zcf3h5yiD8LpevQxsgACy3Di0SH07Iaxh+jTcvhNX6O2wfKqVAn+FR0g7xQXeiUpS55Cvhtn4r7SAvj5FVvAcexQZCT8FLgProfC0vFD3RzJyO1e9CebdF/q+2iN/T01avR7RQCoZGtEkqCrqrMD1HG9peiG7JX4iQXU3l+EYF1qsQUOXDdrzj4GXlQrsvvg5xOYi+iz58N0x4/AbRWeXHfeMBubQ/FZGnCMgapwoHIMTwuDOOsT2t/FjC8R3YJJMF4DnIa6lgT6FnEP9DMB8ETy0fGLrsyDqpHPwOpd5mhoEwoclb320BUwF8fg/qBLJ+x6WUYrKYcP6iZbes3orTAZhdTHj5yXMGO1Cta+4+vyPNYy5eXHH+/IxiXrC+25CVGZ/84Ycsb1fUW3Fan55PpMV2syabRMyuJpxdL5isSzaPW3abiihRuB50ElGUOdOLgu2yZugHbDfQDZBkmraqcc6SFtJC7NqOJIlom07E9ElEnBm8dWgi0U2ZCG0Uq/stWZ6Q5hnv/fgFxaJgfbNhu9pRnk9I9wlJlvD+H3yAHwa6umN2MSOfZGyXW+4+f8QYRZKlzK5mZHlMPi9Js5hMKbbLPa9+/oYoNly8PH9L1H6q705JW07LJJKrwgUoFc2HPEJAja+E8TLP/85Ws953cjF123CxQi5eah4esMH7MDWIkfalTqS94+7kOSowBt7LNJYObMFbFwcnWhZOx+h3p4JBpx9z9p5W+NsHoEUv2iTlQwsxl/tcJeDIrQS8m0/k2NITAVbOAjcC3iEcg0pe2q2FMVOJZAMqgwRAI5N+vhYNF618P4gRpskjjJZC2n6jPmtsGY5mpEq2h0UYLTnGBazV4fcqLCgIzNlCjncVnq9SAVXmZXjc+Llsw33nh09M6fLocaWPwvXDwkpleJK/1rzhu1wnkPU7rjEs2g6O/WrH+m7D9GpKUWYMg6WtWhbXM0xk2BRboiQiyRLyScbQDazvNtx98YDSmjhJuHhxzi7bobW4sbvekiQRJolYnM9Y36+pdxISXS4mVNu9xFApSMoY23l0pMgnGW3d0uwahr6nbQ06MThn0VoFAbqm3tfiMJ/HTBdTvIN+cFTLPfkErj+6pJgWlGclzz68ZH69AAWT8wn9MFCvaopZxvnzM7T31E1PksUUU3FmzycFFy891Trj/IVE70RxTJId6eViltM3Pav7LcWsoJx9dYV0qu9KhdW234nGRP9GG0GpoBmpOK7Y/xdf0XdPJgSDJgULdgm8EmdvlYZ9i+Vi5+pg0TBeyHZycfVRuP8eufgswN3j0cjFq/s7BYen+h2UioMWKw5awaf3hbayDz5PoxDbj7E3eRCRVwJOXBEsEpJw7FyA+/MQUTPqmrYIqMkRPdUD2LkALB1AlIsCmwQMazkeiThODI7H66jLGlmssX09AqwxQsfJvhIhAC1BjteWgzjeB38sxtfzEqMTZaCcAD2Vgf8CBitTtWgwn6D0VGxSvBOmT1/K98KFFqNvQ4vSCSBzb3B+itLTb0Aa8O3W9+vdvOPVNR2Pb5Ys36zZrSvqXU1bddy/uufsxTnlLCeKDNWmZnWzIkoTTJiI01qTZAkmMnR1R7Nt0JG055TSxGnMMPR4D1FicINjGCzWSh5ivW/ZPWzoW4eJI3w3MDQDverDIkpCPaM4xsSGKDZkaUyzb5nMSvJpztCJR5dkUom3lzYKozTZNGFyPiMtM5z3zM6EcevqjuuPr8inOVfRBa9/dUuz73DWM7+ccPn+OdW6ZnW7leS4LKacFyRpwvxyxuZx9xbAAiEOdAjb3q+rE8j6jpZSqXRUXB9aDL+p0+gh6LFkwmjg72K56902tCnnB/AjIttWGAidB1GuErbNPYpuTC0AhTeX4NKwwm8R08mdtBhVBD6M1fvXgYlIwmu0oXXow3tNT+DrHSylSjzBFJSgqToIrn1gO0PGX/QRDJ8HHddWBN0OsCt5TjyVqbrRKyuawGDAPwZfqRIB+J08Xs+AubCmxKLrckNgusqwnRwBQjVH5mn87mw52jSMLNzIXI0tudHSYQReJvwe3tfh8W0AmhGYNLjW34H/EMwLJGQacAlQyWIl+QNQJd6+5jhtGwVAupCWp90IaFMZmHn4Lgzg7vC+AXP9nRS4/7Y6gazfUVlreXyz4vH1mrZpScuU6cUEBWwexDW963ouni2ERtWarEhYvlmyW1U468kmqZiUxob7myVGaxSKvuvpqhZlDNZZdpsGOwzYwVFMUpqdptlVDJ0jSiSP0FqHtRZnnbQKW0+UaabXM5xToDx97/AKzp7PKecFD1+usYNFG0/fDTRbh1IwvZyymE0xkWF1s2ZoB2lbvtnQNz33rx85u5qTTVKM0cyfzYiTCBMZ3vvxC3SkaasOO4hxqYkMq9s1Xd2hvuaq2rc95TQnzRKGfvhbTxue6h0rlYt2xY1ePiOr5YLWJeZ4YRhbHv9r5VwdJsJ+Y7rU7YAhtDmOUR9KJXhViP9PaHcoZfBKvJJkl0PUiR84+BWpGHgmF077gHPbcNEZfd6MXJTMxW8VAZ/qWypVCJixdwIw2CAGmqFVpi+QSbxMjEP9HoYE1AZUGzSFFjEl/QhMGIog6LJ0IU7wKhfROBHo6qhx0i9EOA/BQ2su27Rb+V5Qyz4xICakBQL2R3uEsSWoEQA1CuHH79gkPO9N2FYStjc+T4Xbt8dFgRtb4Bqi94LlRBgQiD6A+MdBq5iAuw2aMyfaLdcEe4gI9HNkGtKAuXzCWkV4ksBoF8e2/fegTiDrd1TNvmW72jNYS5zGb7mWTxYFt5/fs37YQe+wg2XzuGNzt8ZrxXZdUe9b4jzCdZbl3YZmU0NgrbyDzWZPX8tKv5wV7JZbbn71hjhNcM6jjSEpEow1OFsRDRprPcp7nPUkecT0asriYiagzluRDQwW7xX7VU2zqwCF8tL27LsBYxTKe4Z+kOigPBFA+dmKqqrJ84TlzYb17ZZnP7rkJ//0E2bnM6LEsH7Y4v7yCy5fnnP2bEGaJyGMeiDJE1a3a4bhbfPRtu5QSpHPcobBnqwYvsOllJaRbZAWiF8JEzT6ZekFuAe8zxCt0/+88N0HMbH3YSrMBe8fVeKZB8Ey4eRuw0VhF7yCpDWk9ARvY3AbvMoFLLk75AI2AbWH6FouhgDqPOhzErnQ2M/kwqrPD+JfiRjZ4q0D8+x7tXL/rpcMRcg0nJiMLuX4IBK20pyj9BRUJN5uag5RE1qIThYNw88EmEQz3hbON9ICVJmwQfo8sGRGQLq7B9agzoBzMIGl9xsYlsJ+GQs2Q/RUo4gdjq1CxdGmIeHo8J5zjInqOVimYMJz1xyZrbHdHYWfwI5Fl8I+6VTE+S6YqiorgMzeyTZ8hTDDyOdHFRg5FSY1tbQP9RFoKaXxRCEbcva9Oa+fQNbvqJp9g+0tth/I5m+71lbbms39lrSI6fueKIlZ3q7ouoG8zFlcTvBAta64/3JJ13Z88k8+xlvPr//sc5Y3jzStJVKiV7r48AKl4fF2w3695vzFGc5potjS7ju0UehI462i2jd4ZzGxoW96mQzUStzhu4GhsWwf15SLKZOrKcZrqrpBrStc1+CcZ+gd3XKPNpq00FgEhGVFzOxqQbOtGQbPfrnn8794xSd/GIkz/LYliiO+rF7T7EW8L6xWy9BbhmFg87Clb3ryaY73niiJObuek2Qx+3XFZH5qFX6XS/LgnuNVCv1fhBPyTMwPiQKguZfppa85XUkbUSJOCPE2SglYx29FA+KWoeWnnxgt9uGC1gKJBN9iQwukAZsHRjm0FHVoa7h1YMIIr7kWfYmeBY3WQwCJACa4dz+GtueRsVIqwjMJupQZX5lmPNW3WkopYZ3UBHiO9+7JRf+Ym6pMitcz8Hs51rwV4O5r0S7RCWhXeWA1A7MTzYMf1jkCdGLEK8uBayW30DiIzuR4clpE86YA/1LCpG0Q1vsHBDQlHAXtY7qICrePLNaYeTgako6aMx0eXz/9FOSxqhAmbQyWdk1oh/vwviYw3HHIRPRe2p36EvxSQKZ+FoxdPwU3ETbQvRHGLrp+8ppxYM8s3xd48v14F9+F8oD3X9v+2m9qnHWkZcb6UVbx1aYmyROaXc3rbY1SUMwLkjSib3riOOL8w3Oc9SgNxSRHRYZqtaNZV/Rtz/x6yvLLAZzFNhaFJp/n5KTsVxVt3WOMxmtxUx/6nsgY+tZjIs3krMSkEeV8ShRHZFnKbrfH9ZY4S3j2YUk+zxnagXrfML2Ysl9XDL1DK4m26aqWZt+iDPQY3vzqjouXZ8yv5kzPShbXc5pdQ1u13H72QJQYyrNS/P+sRytNU7VML6aUs4JskuGdp1pXTOYl2cm1/Z0qATcV3u2Qk64Oq/7itwpalZL8NH9Y1SMaLVr5Wz0Lt1V4RjGyx7surJjHHDYRqns1ld/9koPIlkzaFaPGBhMuhveh5WeQtg1IOyWT5zslLt8hHFguePehpRkmwPCB7XgtbSAiiF5Ii6j7VPYxeon4GL39vsVHa39kzZ4AMfENayW+BSefn8q/WSf8U71VKrT5/jpSRf5f5qLHwgWWshVmlqmwoz5YHoyGnOYDMGPcTiS3eyvtSeXkeNFpADNrDsHS+oUAfbahPT1BAFUNY1j1QQAfzHLJEdYrOK0fRO/ja+vwnNGMVAEvZN8ZwsIjMFPDI2jDMVhaQ/9KWqVciJ7RryUGSAWApSQB4RDKjg2WJw3YT/EqRZmxPTjq374/07gnkPU7qrRIxdBQ8ZaGyPYDXdPjvOfxy0eG1pLkCbttTVS1mDhiebvGKM+P/vHH6MiweDajbwaWNyv6tsNEEU3VkuQxXiuhlBV0+w5nHZvVnr61eAdRosF54jSCSAd/LEcUa+I0Jc1j7OBxg9g3OA/VZk8xLfBZggsi/ChSJGXC84+uaeuO3WrLMDi2yx15kaIigx08USYtTaVg8eKMalOzvFszv5oTpzFmuaevW6pdg8OxXTYUi5KsTImzGG0064cdkZHpya5qMUnE/GrG7Hx68sl6h8p7j3fBNwqCaHaQeBlV/PVeV36M2fgwgKJwkRiz4twG338mJ3H6Y2tCGdDvoUwZ9iEIzm0H0bOwKh6OTJHvw1i9CwLcSlqU+hr8K/B5YNESuYj5RwFUZoZSE9AKb2Yw7ORCQSbtH/smtEq6IHSehe16mVocXuH1FUo/BVEuTG2t8b6S25REkaCy8FmGixIaj0OiUM5RY2vyVO9MyTndoJTB6YsQrGzBJ3Is+EGc3N0VqAtgKm1Au5FFhQ+TfeZjiH8ajtGgi/I9sILh59KqdjtkIlEh+qpxsblH9FWhxX5wWS8QcLXkqNeCo2Aeji3GaXjMDmG+xizEVh7WWVCr0BL34D8PWjMd2uhIS9HfimmpeRn2o5ZWOloWIGou79/d43XYX//9i6E6gazfUWVlyuRswn5zS1t1ZKWsXL3zNLuKpmqo1g3zywlN1Yio3Rh2D2vuPr0jKxLuPnsQ+4JuQOmKoev54uevWd2tyYuUpM7YrDa0+5a+Gai3NV0zMHSD2Cdsa3AeFRvSOAKtsXZAeU0xyzFGEycRaWHo65b17ZokS3DG0NYtznu6ZiAtUmbnE9IsRitpPbqgczRafI/yMqdc5FSbBjs45pczJvOC/bJi+7CnrTu0VmwetuxXFR7H9GwqGitAay1gbjGhaXqsc1x/dAkootgQxadD912oMUBXfm9Ca+yYO4bi2Lr7a72uJIxZWIGvawvWQbP1exJZY5dBaBuDf8R7g1IZSsUSy8Ea/KW0XkYGwW9FW6OCPsX14F7L7+oC1CXg5HHunoNJZPR7wJl4ebkKuleIMWSCTHMpxKh0bBs2gR1zSMDuxXFbXIb34wXsudfSVhndsP0Ob8fx/BpU+RYD6H0r9hOYbyxy6FT/66WiMzzBpkDMpgQ0qRJiFzobXWCpRhYqBry0BalRaoo350AF/S/B3Qhz5EE0imfAFwj7NFow5By1WBoBSoTtEx4zMl0KYcJGwfuKo6ZripiVjsMaPQLgrPzrkQUJH4A5B8rA3m3C9zIwufYutOoHeV8jK0zQcKmQf2i3wYeu+N4d16cr1e+oojji8uUZTdXy8MUD9bYmzmKaumW3rsmyhKHtAck6HHrLbrPny1/dyVfCOR7ePNLWE/brPZcvLyjPSpp1zfLNmq3R6DhGYWn2PYO1WOtxzrFZ7vA4WRDhMdrRDOLV5YPO0aw1cRyhPAxW9AfOWaI04ux8ge0tzbbBxB6lPA7L9rHj7vWKONIHBs3EQUypQXnRWHkk4ufNr+7o6o5nH18zP5+K3cOmIZ+k3Hx+z2RRos1XD8liktPsmoONxam+/fLeiUGnWyMtBS9AAx38co6llMJTcHDD5utavGPL4utea5CTN6WAKO+kBadS+XFbWdmbLAC6FrobMA0S07MFX4BRcmFSocUSzWEIFxE9kdgSewP2dQBHow+Qh+Gv5KLiGxh+LfdF7wmT5rugw3Lyr8rCxSaRFlKUBkDVPjF9D+J5NQ0ThiMoTUT4a78E8/IrLVal0hBevAkA7PshDv6+lVIZRM/xNuOoGRwnSi+h/5kAJ6Uljmf05vImMKP3eBWE576R493pAFJUYFiLsDYZLRdG+4UF0t5bcQRTGcJ4BbuFg1/WaOdgwvNHT619+Kk4sl0xR7PTMCFILWwdwTdr1De6R/meKR32fxdE/hGYC3nuMGYg2vD9/igATPtbMkXHSJ7v1jF/Alm/w8onOR/+vfeYnU95fPNIW3WkWcz58zl28OjEoFDs1zWPrx65+eKBZtdw9cEFeZGyXe7p6tBavF1SbfY03UC/b9k0HfPLCZP5hL51tHVL1/XYfiBONW5QKK3xeLq+Z2gHWVzFYLxm6AeGwdL3FucdxbQkLzOU0kSRxveW6WVJZGKGrmf3WLEPVhFZkZIXmcTjvHdBs6/o656t21JMcp59eImONevbDdOrOZHR9P1AvW3IywQ1S3nz6R2Pr5eYRFZzdrCkeXrwyNKRxlr37f4HnupQfhSTq1SYJT+Ihsn3YB/w5uqtiTnxuqoYva6EAWvkeYD45Ax4/3gwNTy0Fl0jwCl6X9qBrhJwdzgJJ7It28n4eP/nYH+NZMCdyXPdI5JBp4TZMnPwYRWNAf+liJJ9LdorlQI2ACHP4eKkwoSV28nFJLoKF0gdLiRXgBdgdmANXNBqfS5huTqD4Sbsx0UATp28L98e91ddfgWwyoeZhtaS+OLJ7+F9qPw0qfiOlFIZKnoekg3Et0qGMix+uAnappkcOyrYfvhgw+AehIlVwStLTUGvBLBQgN+H79LY2lZIK7BF2NWBo4h9AswF/Ou5sM3cIwzYDtFpPZ0uTMPvY6tw3M6Y5Tj+Psjz7V6+V/oZMsSxlBaoQrbnO5GwuAGiHAFrg+gW9UxuVza0R+/weCCSgQI1Q9GEqCPReHpVovTkO6NNPIGs30E556h3Dft1he1lku/Dn76HV/D45Yqht2yXezb3G/Iyp5hmEClwlrRM6JsOExuqbY1OYoz2aO9ptg1N3VCelSRDQhSn6EjLd1dBV/coDVGcYOlBKbrGogPTJDsHUR4TZRFJnGA7i7cepT1ZkWK9Y+h6MOAGh/UDOjLkSYRzCjdYJhcTzp/NSLKELE9Z32/41Z99Rlu1JHmGsY44jbh6/5LL98/ZPe4Yup7F1ZS0SKk3FW3Tsbzb8OHvv8DEht1yR7WpmSwKvPVMFiXGfH/69N/l8r4VKwSVPxFqB9GtN8AKXIzXixCS/DY49m4TgqF7WaH7TQAte1CtsD/mKpxk09DiK6W95+85iGh9fbzIkIN7JT+jyzQTOc5tJECkb4DPEd3UAll9Z8BZeLwHdsJihYkxcaQODvDDEgn/DQG+bhc0XS6wC4NoxlQm78tuZPXu08CgGbFz8Gfy2moOKhKbAL+V90WMsG+PoO7wvvwaHy0F3knL1I8BwMj+q1ysIp7El5zq262vggElx0L8EfhEWM7DZOtKjEy9Br0LZp1O2C4a+X4dwpwj2Y4LukMS2TYNAqxGHVVoBfocrAq3jy3AsfyTn8fwnD5sa2SYx4Dn0NYkCr+HKcr+Pvhn+fB9eI18AaegNzA8iI5RTQKjNwdS8L8I05Q23JcdABfcSHqCigRwYkXD5XfBtPTdH3w6gaxvuKy1LG9W7JYV2mixSqhaHm9WDO2Asw7bW/IyxQ6O5d2GJI2o1jXlXKjh/WbHfttg+4HpJEFhaBpZxZ5dz0Uc/+UjURqTZil+Km07P3hs7/CuoW8gTg3lNKbZN2FyKYRKt44kUSRJRNWIfmu3qsB75hdz1g87ypAd6L0jK1PSNKJte6ZXU5TR9E1HbCJs6ojzhJefPGO3qsjLlDRPeP7JNXEcM7+ecfneBVFkGAYLVcvqbkuWJdh2oJwV0rZMY/abitvP7rl4ecbsakqcnkwb34kKLMrbga8qaJxuEeZmA+Yc700AMBJs69UkAAPRacmK3clqVyngXECOvRUgp2cy7m134P9CVv9qKmDCjY7VD2DHC8Cof3kWWhUB+Lk6tAF9ADdaQJozoGokwFcF1uCXAsz0FFnVh/aE8nLNUBNhFEaghoH4R9A72WczF8G790Eg3wn40mfCwNlfA1qmy9xWRtvVXN6nCmBVTQXk2Ue8uX67RTKKpL1FLCtG760w2WlvQb34TlyAfpgVQLHLQltatEgoDTYOk6r3ArT1NLBUeyAXgG/DVKGqkONTh/uD3xYg4GgESQ9wmB50HEKgDxOGY4Upx0PbcVwcqSd/h7YnwYxVZXKsOwfqNTJB2yMxQFNZXOhMWDmdCzOrcmGLvQP7S7Cv5NinDa3FWBYnGLCfg/nwbZ2WyvFu1Hi+eOdF8ieQ9Q3XblWxfdxTzgt0YGLsYFnfb9k+bDh/vmBCQdf2vPzkOTef3rF93GIMJElK14swfX2/RCFGo1kRY3c9cRox9ANxEmOtp1ltmV1MMVHEZrOl6wbiLEIPRiZplSZKDFEfM1iLiQwRir7psYPDOS9EROUYvKevBqq4xjsBglfvnRMnMfkkZXo+xaQxOlIwiH4Lo4giQ34+IcsSzl6cMzQ9UWLIy4yu7tg97rl4cUZSJORlRrMXncpH//AD6m2DiQ3NvkEHEb4fHMU0Z375/TGn++7XbzBTo4hbBcsFH1oDKrBVzERn4mPwnx2f797IBcTv5DZVyoWGc+CNrPLtRnLRuBfQwQL8jYAmj5yUVSVAShkOk4nmBQdBravloqU0RB+H1bJM6WEtMgUFqCBE1gsgXAxcJUBQn4d9VXK7mok43tVy4dDBvdt72YYNWXb+EYYS4kVgKFaBgZuLfsuPp+C9vF81kz/16BO2D+8xD591YPEUAWClh/8H8XYq5QLkdihzAlnvbOkc8VTrwyRqOLfpCeICvRGG198FYN4CFQz3otdTSWhpbzm28EAA3ITDwuAArPZI229sYY/O8I4jA5ZznCi0T547gjcXtv8ENow+dT4wY25kU4NNg14gBqxX8n3zWwGRKgkM9loAlnkethf8uNyD/K2i33h/oVTx5LvxbnslnkDWN1jWWvbrPUmeHAAWQFt1DF3P7HJG1w6kRcLqbgPKB7cfz9A6ds0Wbz1dP5BNMnbLLav7DWlW46yn0AW7N0viZE/f9CzvNsRJgge6TYezA31tccOAtZYIR5IW4JUIlz3ESUwSxRBBnCc4Z+n2mnyWsbick+Ux3muiWLO625BmCeU0x2jNs48uWd9tSacRTdNh24Ghs0TaYK2lbzrm1wsW1zPyaU4xzXn48pEvfvZabB20BufQSlNOcl786JkEZ693DIMjSSLUuWZ6PiEvTxeMd6fE5PBoRdLICVOdCTvT/zK0NIKmhAr0RwJUhr8KLNclhxgOW0t7xN2B+1xOzKqXE60LGhO1CCAq+AWpVKwR1C4ssDu5QClCq2F3bNvxgIjb5+ExgRGVFYW0/UCE7D4AG/ZgvWzLbwPjlcmYOmJSigqCfxVMH6NPQD8H94VosFwbWkBB2+UGYcMY9V49sJPPglhYLQwoC/pleB834FZ4MY6T1yEI612L18IovLWaVwm4HV6fnfRZ72TF8l1xn8rChEFu8x7x0LKgQ0zNsAvHrIchtOl9JceVKQPAGFt2ow5rdHkHOdbGVnSJfHd75DiqEGA1AqngxH5grkYz0/EYUuE1xvZhfdyWysPNKnyvS1lg2S/FSkXnArTUXIAikeyPCWBpLBXAntuExUQGvg/DLg3jJLOAtBEIvtt1AlnfYNneMrTDVwwz27pFG02SxlSbimK2IEpWrG+3DNaKbQKetumxnUyHFNMCbx0Kxf2bNWmaUMxzojRhqHv6usUOljef31MUGcU0R8eGZtcwDA6jJNR56OWAVSiU9iitxJhaKdIipW9a4jRiPpuSpjFd3eONxiQ52SSjrVq26z1nzxcUZc5+VWGSGL8TT6/tckdXpmLBoDSTxYRnH17T7BrqbcP6bsv2cUOUJdx/do+1A97B/HLK9KxEG8P0bIJzDq01fdudANa7ViqTE6mv5STv6gA2wnSdrRHjTyWsETowMWEKSjlgHGPfifbC68DyrJDW4jkHc0QVIav4QUCOGiNFlsKOqRn4nyFgbxYYoRtgIReowQXfLBNWv9PQ/bgLbIEJ7FMhFzNHYOBC68NuQG8h+gfh5L6WVocbELHiTt6beRYuEsEXSUdhIiwHPwGC2F0ZMBO5YNi1vEfnw3sqQF0HJovweYW2pQpu2D60k6hFY6PSAKjy8JwA7H7LtOapvt1SSoGZ4/UiAIVBAMTYkvNpYGpuhDk1z6FfBfCSIaBqHbT009AqX/G22eiopfIcW4IWYYWmCGOlERDmEVH5OGF4FOq/DbwMRz3XNOzHPHx3HRCSC7wKh14ARV0EcQE6sE5mHh6HbHdc5Lz1ISVynI9mqfaWowBfNIl4i/dXfxeZ8d9onUDWN1lKobSs+L332F5Qt+ihODABth/I8oTZxZR8mmJ7R5REFLcbbj69Y+gHkZJoQ71rMNrjAwhLswwfOXQSUS5KhroPCxFPOS9YXE15vNngrBga2t7hvCWbpkSxOBlXe0+eJ2AHrPPMzqZkszSESHvySUycRDhrcYOn2jbcfHHP5nFHOZOR3n4Y0Frz7KMrnv3oimpd8cXPXnP7+T1ZmVDvGpqqpZjmXL9/iceR5Rkq0tS7hr61tFVHPs3FKDV8Pk3lyE+u7u9UKRWBvsDbW5n68RUSRXMnFwtTBrF4JLd75ESqjWieUGGV+xim7tYB6NRygiaVViI2gLNZmA7cgLri6HnVSpvCFGDysCAPcTnOgYkDuAmtRFIgEebIbkKbMgV2Aex9KSySbQSMqV8Hca4JLNjHHCYFh0/DlNYgwEq/DNqqXwqwUjsBR34HPge1RFizHnEAv5TXNiX4MhigFqCfoYy0DH2YHlPReyiV4cZ2o07AzTl4IYV2qGi3gku4SnjiF3Gqb6kOOjm/l+MVExIQcojeF8H3YVLPB4AVBOtuNPIswcwCy9qFY/pRji23R4DPCJpGy4YcYbBGkDUC7g4B85qjiD0sYmSPw/bScN/oCj8am456rRCAbhYCnroOjAnMbwdOQVSG7/O9LH7cDbgCdCrngjGWh1g+myetbzlHZNKuN0nofo5yAsJ5ZA1ug9fz35om8S7Uu7tn34OKk0iCju83eOeFFcJju0G0SECSxXTdQLWridOYhy8fsIMnThMRmOcJbdXSVA1KQTnLsDYjTgzKe/qupZjlTM4KNvc7tr0ljiMm51PySYKzCjtY9psdSZpw+d4FSR5hO0u9a1ndb4mMIU7lhJ2XBSbWIsjvLOU8RxvD7KwkLVNe/Y/XZEVGbETntV/vaJuWft/x/h+8xwd/7yX1pmF9t8N2A3038Kv//hlKw8V751x9cElapHRNR1akzC+nvPrFG9b3G6JYc/58gdYyIDB0lrzMyE5M1jtXSpd4rpH8tCqIyqeieXLhgqIyATv2M1mxu0pAgl0KSFIrwIfWyYMANNeC3oeJqxhUF06w+wCcdDhx9+CCD1aPaL5ogmYl2Dv4GqJdYImyY3vP7cKFDAFpfi8nb60C+Ap+X74JLcNctjf8WvaDIbzGANYhDtst4uKtwoVmDv4LAWJqEdi24JfkEKCmIrkYmR3YCgGA40LMhv2SCSyxyFgH8JTKe2WPTFAGAb3b47VcsJW+PGkYv+U6JCDYGwEeamyzB0d2XYILx4wOYeJuE8DITr5b3oNZC/gfMwTVo3y3hnXQLo0WHmP7zP/G31H4u+fYLiTcVnNks3rZr4OX3SiMzzgK3kfn+Jk8zz9AF7bjthw9uGLEkDQANF1IC9HdAdeB4Q5GrSEIXtiwoA/zO1kYqYl8Jvp5aNUTFhEN8IzDpLEamd93r04g6xsspcQ47eGLB5x1REmM8x43Thyudvz4n/6Iu88eqDY108sJ2/WUelOxXe7ZPuyI84zzlzHDMJCkMfv1nt1jg4+DHYMxuFLc0rUSLymtPMqD7Ry71Y5613J2dUacxUSRIc5SbFfT1j1aweRsSjnPuX7/gnpXs11XYD2tr3HO07cN+1WEc5ZiXvDykysmZxNMZLC9OMCbyKC04uHVkv1qj7U9SmnOrmZsbtcQKeJIdAdiz1Bx8d45dnDkk5ybX9/S7RuqrbSeoiTi/PkZzz6+xESnFfm7Vt4FASutrEz7Xsw+UXJCdVWY6Avid7sGKrlw2BtQ9/I8ggeV2wtocpsA0KZg0tBWCO7QOBg2ApD8LrTtSgFrLqz8cRzaHV7Lql+H3EKvQbUBwNXy77DkYLY4xuKgkQuKl5O5a0Wg610QtxPafTFEFfSRBOTGpYAidxte7wzUWoClD2PvLrRxbDCY1B8Al/L+dQv9K7ypgw5nhjIXYubqgn+WkgEQb84CwNuGbSMMHiro3U4WDt92ebeG4ZeM3nDSRhuCFq8Lgvdcji0XLsX2Jvw/EuxAGo4WDWHhQC3gXFlht0ZN18H5fQTXT20ZxmMajkzW2KIenx9x0EodgqVDi58+/BuYZjIJsCaS77I3spBQ/qiHdEFErz+W3/3nwlZ5G8BiIYstpgKg/DYstJrw+bzPUbso0+5SsSxc9CKwhBWKE8j6QVbf9dTbGhNF7NdbnK1RWpglrQ3WeW4/feCLn70KNg4Z59dz3OWM4a++oJ4kRD30bUecxkSxwg0Zu8cdzc5iIkUWRXTNwOObFe2mxg4dThu6bgCtaNsBozXT6zlD1xJHEb63zC5nJEnEvmq4eHEWuvaKKE1QvqZpO/oB2npPnKbcv15jX90zmZfY4RrrLM8+uGZ2PmF9s8KjuPvinsebFdP5FGstXkO7bUimKVjP61+/AUAnGqU07b7l5tNb6n1LOkl58fE1i8s5IKtA551EEBUnJutdKu92wSZgPLFG4pauRpuEK7nw959xFOKun2hKMjgIa4OHFVFo3w1hpbqVUXVlkEmrjoPGw40XjVxaCa6TE7NqpS3BIBc01cv+eCdMl3oWANODXKzcTXhHKSKOv5dtHjyC4vBaifw+fCpsl4/CvgX9jImh99C/FrNFXwhoMjMkaHcvHmCjuaOvwnaDgF9VcsEw78m+40BfovT8iaBdvIdGdkqpGG8uw/sYnbpTMM9QenFisb7l8t6D/SIwMmccjEb9A/hHZGHRIsD7DobXHDIGlYL4E/m/9ZX87WJZBNilgDNG5qdDjpkZRxuH0cpkBEYGOa7Hxxp5/QNjVRJWDhw8rw5MWMGxBanCYy9k2z6AL+8Rb7w8AB8V9nsnwy7uHoYKoj8IC7AHsWaIXgo77Xfy2mrKYbpQzeV9+528jn5yrlHpwTvOSxjwN/J/+HdVJ5D1DVazb3l4syLNY17+5DlDZ0W8bjR4z82nt9x9dk9WZvStJZsWRJHB9jJ52LcDd188SHhzlhAnsUwL6UfcYFmczynmBdtlxeObR3YPe5I8FuNOBXGiwDm0NuyX0i4sLgsmZxMWlzOcszy8XpGXGcs3K9arLX5wDH3PdrmlqwbSTOOtB6MwxmCM4u7VA7vVHtt7Lt87I04MQ29ZP+zYP1YkSUwxL8jLlL4baKqaoXN0Tcdutefqo0umZxPSIuXhy0ceXz/y4kfPuXi2IJ8dx3G7pme7EvuLU1bhu1ESp7MG9EFo7cdoEL8Af4cIVkffKhdWonUQvBZgamF77ArJPNshvj9nwD60ThbIifsBidwYV94PyEVgLit9uwwgbRx9/xJZnc/AZbI9dsffx6knBgFdhJM4A0dh8Di6PoqISw4Aqd+L75U3IbMt6MOUl/10n4UPKrQ69EzYO4ZgYzEDssDc1XIhRslFxAxh/4I5a4gp8X6QcGin8PoYNyI5j1PxHnMV6PQEsN6R8r4KjOmUwzQrDVCLZYHbwPCzwFbNRPPnmycaqz60E7ugP3JyTBGma7kAswmaxhwBRyObFdyoD07uE9mPQw5hzNstwUi2e2gljtsYwdkorO8QID8TkHQA96P31qvADAe2yyfCIvsH+f75Vr4nhAEOtwJ9hWKGd7uwuIrke6UvUErj3Tjs0QXpwLgIF42xtMbHgY93s05Xrm+w6l1NV7csrudoY4iTo5lms2+p9x0Kx0d/72P2mz27VYX3jtXdBmc9H/z0JW3T0TcD3g0MvWa/2hNFBhNHkm94v2N9v6PrBxnCsB7rLPtNze0XDzRVx/QsxyjD/GpOVkiLRhmFQtNVLc5aetfjekucJ5xPU7z1rN0W6wa6TcP0akpeZqRFju0H+rZl+eqB9d2Gf/T/+gPyiQQ6T89Lzl6cMVtMyKbijfXw6pHl3RoTx5hYk5cZSRbjraPeSoB0OctIy/Stzy/JYnbLPV3Tn0DWO1Nd0EA8aUeNGYLKgX8PEXgHcayyCIsl5iTyfAUuDe2514iwPLRPCCdl/zkHKwU8crI/l9eg/L/Y+5NY25I0Ow/8zGz3p73ta7yNjGxIiioSIJECqqYCNNVMQ0EDzTjKkTgRwBEHAgQCggCONNe8BGiSwyqiUKBUUlLMjMyI8PDmdbc97e7NrAa/2Tn3eZPhEeEe/jx5f+DhvXdPe8/Ze9uy9a+1fmQBQR7rA9vFFllIjLwmr5FLXGTOXsqFHzgId32LJFy3vK1pidqTVXjOidzmX4Y23Ym0KQmjeHCi6/KxZWPCIjST14xtQj0L2rRgRbcbcH8N+hOwvwoxECUycmgvadfxMu23YLd4/QSlH7bQLSiL0rNHgPWulA+s0UNBdoxe0Ca006/B/CNhd+iE3VRG2vDDZ5D+PdBh4+Huw7FfAueQnklr0YyB8erCa84DW3SHgCsT/o7nxYQjMxXZq4fMV2SzYtyDQzY2hmNLMWxcWIXHRbY1AqwLUHHkTictUVOCewXdnRhV0hPwWxRLlJ6j9CxMghCpwOE4VkVoK/YCTGOMhLcBeM3wJn2nHYaPK9f3WM46nHVo8yVNkfc0u4Y0T7CDxTuJbeibFe22pW8H1lcb0tTw4R+9Tz5N+NVffE6zbfFGMzuZgDLoRLG+2uKstARPnyxwHsZ2YHW1Zuh7PJpm24ExVPdbvLMYY2i2Lc46bt/coxEt1/Z+i9KaosqZLCtmp1OuX91RrxuGZmA6n6CNQica52C72pPPSmxvSScJwzgymVUoNLtNjUkNznkuPjgnLVLqbc3JU9lpb2539G2PHQae/fQJk+Xsq5+TfFgHN+ZjvQPlHeDfymVSSosd3V0jzNUWnBaGyg0CPujB/jWH1pu6R9oCIafHrx7kUo2B3WqQHXLYwVODP4P0Q1mk7B3H9sYq3De+rw2yaAQHHgVHR1VYAP0q/P9h0GIUCte8rUepETbAcdC02H1oaVh5f7HVQYmI4FfBeh6yrayV9+MJu/YqsHa9sF1RH5Z8ENosd7Iw66eiBXMFjJ/D+AZvLgLTZcI6F2zxj/VOlFIGT5gxeWCyrJwLLuSmkYb2eWjF+QB69CX4K2GF1VI2MGTCgJkakikkl3JfXws71L8IDLIKm47Y9o6t9RxpRS44uIHZcdRxwQHAUHF0PHbhfjMEeDWiJ6RAwFvPcSMUmbRwLngHfhZGxG1FTqAqGM9AfQpmifcFpNPAWknb8OFGQSmD16fyeQ2fAbeQxHiXRDZxboVX2TvrMHw339XfkcqrHJRiHMa3mBjvPX07YLRi/mRBvRNgtbiYsbxc0Nc92mimJxVZnlMtSvbrhle/vGK+rHAuxyjD+m6DMuLaazaNuLm7Eeeha3ryMsMYg0qgb3vur9bcXm0oJjlGKYlkQFEUiZwPzlNvZV6bNoasVGSJIb2YMTQ99XaP95ahG7AWyjLFK7j54oazZ0sm05z9uqatO5z39F3P048uyYuM9c2W2cmUn/zDjwDP0A4kZUpfD4z9QJJ+dTTCOFiM0STpV8GXfIY9zjqU1mRFitZffY7H+o5LiY7K++GBLiKOBjkB97kIedUScQAlkr7ubgMoCSnnbi87bj2Ttpm7B5rQGowW8R5YSjvF3yJAaoQhgBV65GJ7gywaYVzP4bFe7k94HwfhbnRZRfAe2yqx9REf6zm2UOLzjhw1LHuOgYjRQm+Pv4cF0cok4Tk3D9yKI8fFrRUTgDOiIaOT3b4+QfLCIksRbO5+FZiKnQAr8yEqtFe+XD4GXAKygD2aSH4/lYRjexeYzkJ+5ofAnu6kXa3jMVCBWiNuUQ92HgCYDqDISLvZTsJ59EU4F3PZcKgpqI8RIOdBXQYmdcrhWNe5PMbbcFvLMRsrbjaCQYNgoqDi2IrcIBuf2J6M51w8lgMYhHD/BnwOo4G0C+z3XFqILqS16w1eKbxeBED6VU5K6RLvCnn/fhm0WUVgAA34Ld7lKHP2HXxv3309gqzvsSbzivnZlP2qppwVpHmKUoqhHyXvKkk4e37C7n7ParNhfj4nSQ0mMZSzknFwnFxUbO+3zM5m3L9e0+47hq5nUA60Icskw4pZwf3VhmbX4Kyla0fsKHMGjdcweup1DcawvdmAgiQ1TOYT8FCv9+jEUFUyq80YRZKmeDSuHzGpoWsH0n6UGYKjRYWw05efXOM8nD47Y3Y6sL7ZsVvt2N7u0CiSQlyRP/mPP+Lyw/O3PqN62/D5X35B8mT51s+997S7lumyIiuyt25r64719Zqu7nHOo5QA2sX5jHL6bvfnf+ylVIbXE9k9+iKwVWE37RHApJ5LZg5/HNKdrbTLfBt0VLdBrxFE77HdRo9cvGNmT2jdxbE7zMJ9om6qC39G3k6iDiL5A3MVHFmHBGv/4P5Ljq6rh6Ar6lriAlIhi0gdnr/iGMzokMUsPl4hrUsNLB78PzgX/V4er3dgE1n4dMgPIkRKDG8gfxruvxKRvkfYDD0RoKqD2SBGQ/A2yPKuxsfkbDyoBK9m0p55BFvfb6lSQLKP0QnbwOxs5LtjFowR8f5GWB6VSIsNiwD0ECuiOmGHdUhId9IiFtAEoCFJkOMyDXg/gCadwvBSwJqL7FR00T4MLk05bkBiy7AMt6fhvmvedioi7xE4Hv9R8+WQjUgr8gB0+J0duBegnwDTcPsoMSbKQPL2mBx/YLYzMIUwgypFNg0aTwFui9fzrxmm/sPXI8j6HisrMs7fO+X1J1fYwTL0IwBJYpidTnCjY3Y6Y+hGFhcznHW0uwE7jizOZ0wWFfdXK37+f3wK3lNv9qSZZnc3cvvm/sCI6bXCJIZm2+Cdp2slD8j7kaHXQqMaRVdbsiwsMk7ex9APWDtiR0tbdwxFglaSk5XvGnm9/YBODZN5STktWZ7NaPaS4I4GN44M7UDf9LjRkiSayaygmJW0TU8VHjuZlYckd+AQ0rq4nNHtW24+H0ky0ZuhoJoWLC7enlnYNR03L25D9EOBNvJe27rj5sUd5++dPgKt77mUXuLtGsb/S3akKlxAo1NQxxDCBag3MF4Ju+XXMAS2SevQ5jqTQM7+Vi6wvn3wShoBNbGFB0eAFNsUca5ZZL+GBz9zHC/8HUcdV6yoU4mPj6NFQnzDQQ8lAnS5v+UY1MiDx0RwWHIEZi2yKBne1nuFVso4B9MKg0VIm1cV+FIWRN8exc/0wk4ohURRWNAapWZHIPVggREH6LW8ZmREGMBd430H5uIRaH2PJanu53i8tMrIA0ByApjUTwQ82dgGF0epgKaXAqjcWsTh7rWwxGaGtJ1H2czopTCe6hLUyyC0LyA5kXNShfR25yQSxG6Q49ERReMcXL4xmDSeJ/EaOjz4Ox6/I0dAH899AT3HwNKeg65LhSBTdwtUEn/inLQ9tQBNpRcCptw93s3eFrO7DYyfheuMDUB1BUzw5hQ513bhtR9B1n8w1XcD+/WeoRlQRlNvWrI8FUYrS5gsK8beYkeL0pq8zAUsjC3dYDFacfvynhd/85KXP39JURaYNMGkGuscQzfQ7mrsqBj6QZaYMiUtErzzOOVxo0MpRV4VeOdI0gSvYLiXXXw+LcAr2n2LQmGMZuwseZWQ5RlN06OctB7HrWPsR5RSrLWn348Mw8BkKs6/06cLhnZku+soJhnLyznLiznWOhQwP5+TVzn7+z1Ka5RWOOvw3jOZTejbQYwCK8kDu/zwgrPnp18RvG/vdoyDZbo8Cq+10VSzknrTsLnbUUyKRwHw91jeE0BTH0TacZxHgjiH7mWoswoaFB20TPZG2id4xKV0gTjt+pCTMyItiR2yiy8RYLPhqK2K1vLIXkUXVYpc1DccgRVf+veXq31we8ghOvztOQIvy5FBS8P7WiALz5pjOGgUENcP/h8/l6gXC+1E7oEt2A9DvARyH5eA3sqHbF+DC20UPZUWo+s4zjhc4lUOXuFdjQoLlvdWQjBB0sUPZfCkSB7RhHc5wPHvQiklkRroWdAbOfk/XnLV3P9XxOucBIanFfBh5pD+E8TN+u9AfQDmLLTSFKg/RIake9nMqDY8bwRWhbTo1S64D1eSLq+dtPPtHcfzRCHn2sO2skfMIAXCHkdtYgRXgRk9bEiWHAFYPGceTBxQLtyUgX0hgFGdhg2FTFfwfhaYv1ZYKUbZNPgWxi/kOmKeyXkAgSHcgVXBHKA5MmrvVj2CrO+h+m7g9sUdu9UekxoWpzPKqqCre4zRnL93xnRZMfYjt6/v2dxuuPr8hrLKcd6zuxenoTGavh9J0pST5yfsVzvuX6/CrL85Xik2Vxu8daC1DIHWhiSXtHSdGoZuYKhbnBe2S+FJUkNWpKR5TpoaxnZgGC1FVVDvG+ww4Lynmmbs7musszgPu/WeYRgZhimJ0WijGezI5nZLvWtJU8N0XlBvWuanU7IyZ+h6TJry/KeXOOuZn80wiQlpyJ7t/Q6lNaenU5Q6lc+v6YMGrGF+elwIhn6g2XfBIfnVKiY57a5l6IavtBgf6+vLH+ILhAl6CE5lKGsdFghxHik9C+2+NZiPEWCwOm6O3RrsVqIVzFMRqWoFowq6oyikbYOt+1p+pkrgAgEtIS7h0NJ72AqMjBAP3vfDoMT+W/7m6YP7x52459iKjEBr4LirB1mc4i59ioClYLk/DOKN7U+D6MhKDu5EQko9isPganfJYY6bsQiAK4J+50rem0vCZxZE+CqD4a9CmykHLvB+IbEavpHFST1oR4VSyuB9IuyXmj5uRr7nUioFtQhMjYxR897i/QD8QzlPaGSj4mOL7SMBFPZzDtpDvwrAQgddXkxPT+QcSz6C8WU4n9rAagXdIHtQ56DuhQEjJqtPOGZnPTzPImAKo2uokGM9GkMGjoCm4K2xQAddl+Hg2HUJpCW4FPwt2B6ykuPA5wgeJ/LHLDmI+l0Hahl+9vCD1fIZUIM3wurxbl7zH0HW91D3b9ZcfXGDUho7SovQJIYiDE4GT5qlpFnKZNYxXVQozjFG03UD27tdcBl27Lc1JpEWn7Mej7j6Ziclp09O2N/vMKkmzVL6pqPuWnRm8EGrZPuBeicHsdbgUeSThCTTjG2PtxrvIcsSqnmJ0oq26RntyGwxA2VQWlNNS4ahEymAF2N5MS3I8oy2bnn1N294/sdPOHtyyvkHBqM11bzAu4JqVjCZT9ivanEuLoSFun11h3cwWbzd3svKTH7P+z2TeXVIfPfO461DJ18vcNdG45zDuUc34q8rAVBbybzycoyi8uBSE2G3d7fhYq2Iw4m9vQ86KyNMlX0TND+EXXUiLjp3I2JczgODdS3PneQwhlaf/zy8dow+iBfcDAEzkfmJIAZkgYDjRTxqouKCEu/362rkuFg8vDhH5ioeQ+5r3ktwSx4cjDFbKO7uC46uyOhajLqy2JaBoyuyFdDKKfCMw1Bt34b8JBvytJ4ESVlI4laGg7Xda7wb8cmT0J7hmwGUergoPoKs31cdvg8fXLPJh+IktbdyvviBg6Dc/ioAq9i+O0VkHjsxR7jovj0Hn4L9NIx9GmXDMt6Hzc0qYJjICqfIebLhGEz68FiIrGyKDEg3HHWFK455Wmm4X9zUBBH+wZFYyh91IUJ+vIzEGo20xZkGLeJUAGB0GJOg1DOUnsu8XdWADvIAex+YrLnoOdHhs8yDzvDdPJYfQdZ3VH030NUd+03NJ//uU/CKxfmMYiKAwg4j+9WerMjYrfYHhqbetVy8f87Zc8fV5zd8+rOX3Ly6ZxxGsiqn6wam8ynNuqFvenAjZSXzDMfBkeaGJMtIUoOzI82+Qfc9OjVYKwGGrg2p6VoxtD3Ke1SlaYagXTGKSVGSZAnT8ynqbo9Wim50NJsaay35JCVxqQDHtmd6OmVxPqPZtuhM0dQNeEVWSkvUo5guJ7T7jtnJ9LBkaSMAyY5Wkt6rr999ZEVKvarp2/6gsTKJQYeZhlnxNW7EfpT7mEeX4d9Wh5lq7j6ISAtEJ9Tj7etDECBuBao6WqNjWoEPF9rxGkmvLohz2WR3ugs/80FwG+zqupQWB1MObNZhVx31UlF0e8dRexWdfg9F6xGwBIB4AF/fpuLzwJG96h7cHoNP49+RMTsyftISjKyce/Dz+DvBMXcIjpEQLvx+cGQGQqtDT5Gkay+LiDmV+4x34F6GRelc2kZqKo+JWjdOZZEa16Ed4/H+mxae6M58Nxelv+vlXR3AgRIQ5XeysdGFAGC3k+91/FxOODNDxO6NnG8+xI+4nbTihhvACZDySqYgqBrGkaM4fpC2okoR4X3UYqUcmeF43QxOyINWa8NR/+g5ahTjfeP/O+Q4d8CZbBBMIc+vSiS1veUwb1OXwlIBMg+0BTp8Ippi/L1szryV+6syuGq3wDxcc7ToC2Mb8R2sR5D1O5b3nt1qz+p6gx1Gtqs9rz+54vTpKc2+Y5KYMPA4oZpX1KuaZtNgRytzAdueyXKCUgJKksQwW0wZyp7JYhriRjyLucQ4dLsBUoOzDqMVSSItnq7u2K0brBvxicEoDU5acsooml1LUaUsTqaQaLyFIpdA06GTOYPWWYZ6IK9SimmFd5auG0hTw27dMA4jaZGivGJ7L9qasR9ZPlkytAOr2y1pbsjLnMXFgnbXUs0ryllBu+9Iy5SszA6fm3ce9TXRDSC7Pod/a2KCSURAv7rakObJl1pbnnbfhdiLd0/8+E5VTKN+CKAAVCKiaHuHV8JKKZXgXYxBCCBBzSSt3b0RgKYRUa0PIZt+C6pHbOwF2CxcTHdiWdcJuKi5iuClQVoTCXDNsV1oj+/v8G/LkXF6CJi+9Qfwa25/CNjs19wetWOxnfjQqRWPydACObBfEUxGtgDeFs0r+Vx0BepMFl7XgbmExAs4VYl8bzpDRgbdI1ljZ6J7UxME9Clht1TxYBELv7n34AeUOX1nd/5/l8sfmKhrIAR0ujq4Rhfh+9ccxuv4ERnTdCvft1ICNtSNOAyTXHRcCgHoupdjx4ZWnZoiLFEnYEUV8tysObK5OXL+RZa24tguj27aqFWMBpAMae/HDUPQCZLKbckyaDFTAZSqCi3vEzB/ItMfWHAQxLvA7nkF4yu8DtEXaglqxzHQdIm02fOwmbAoc/o9fVvfTT2CrN+x6m3D3at70jylnE5p644qiMG3d7sDeAJQWjM6x3bdsLnbMnQj9bYhr3Kc89xfbWjrDm0UY2fxzjGdV9S7Gq0V05MJ91crvHWkRUaWpThgd7dnv27AerQy+MEx2AGVyCicJBOWyzpPUqYkaYJzHqMUaSFtRbSiLPMQM6HZ328ZB0eSJExPJ+zud2zu9uS5AaUxRtNsW5ZP5zz9+Jy+95hEk+YZ9282mDzl+U+fMDuZ0u57FJ7F+RITAke10aRZEjKyvupyGgdL8jUZWbOTKX3TH1hBkxrsYOnanqLMmZ99VYfyH2IJ6JSB230zoBPNdFEFU8Ae4GvD+5TK8WyDRfwE769kUfAhVuEQHhqiF3wn4lP2oXV1H1KeR3B/A8m5/N+UcvsYLN2H5GjPUYf1MPgTjkDqy2W/4effdX35NeKGILRHDyxX1KBEpurLzq3xwW0xrytY7Q+jTQbwuYBTtwV1KwuMW4mDUy9BP5c2ksrkeVSO5GiFFqlSwgDoQr4/t8arDCjE6u4fpPU/DpD+vZf3jTg+VUhVd01o+2lhe22DTAiIIu9LcC+AG2kJ6mkAXYM4UpNZcOftgBJ0HCe1FSZMDcC5sFc2sKUujtYxHAXs8ZiFY+L7PPw7RqRojgy05Qi+ZhxZ5gs5RrWXc9yFzZDK5dw3OZg/hOxP5DH2lyLCV7mI102ILMGA/UyeOzkRwOibwIal4M845MbpU45A792sR5D1O1RksZTRB4ZGG01e5Vg7kmQpza6hnBaYRNinu9f3lFXB7r5m7AeuPr3hk7/4DO8cbTcyND0qNQzNwNXnN5w9PeX02Smbmy1utGit2K12lJMKlyacXM4Zh4H9OsEXHroRqxV4yPOMpMyw3YjCUE4KbG+DpdewfDJnejplc7Nnu9oxjo5qUbFb70R4nydkaUq37+mbER/cLDpNOP/gFD94vIObVytmywnT0znPfvKE9//ec8ZuwA4OO1qKSc7sZPJWtILWmulywvWLW9LcHnRX8XONGVnpl1ipJE04e37Kfl2zW9f0TY8ymuXFnMli8shiIZ/f6nrN5naH954kSxgaAfTVtOD0UtL45b697KR9aAWoRHQctgM+B+6EqmcmizgNjBthq5wLYCq03PxW2Jf0RMCW28AwBCHuVnbYQXfBYd5ZTHX3CFv2UFP1+wBSv00FZ9OBEUse/BuOC1eIZjj8brHNGUFZzCaCQ3vVbkRLwwycAr0G+1JEw+lFAEepsIm6RRLkQ0voUFoWLbeTBZu9aPBIQS/DfMPHS//vu7zbAlaAwfgG/E0AyjFzzXOYU4gK7TYbWmQx76wQxlOdc2RyU/Ahp02ZIAHQwmKp6HBt5DV5gwCkmBt3gpx/K44OvcjO5uE+UVsYtYoxeDS2B2NsSYeYLYLDcHwhP1eToPVcCIPl98JyeS2s7OH80fLedSobNxV0jWoW2oZ7eS3lpUWuTlHm7J1nZB/PtN+hxmGkb/q3nGzCaOX03YgdR9zoGAeLUoqrz2/odh0f/PFzymnO/VVL34989tcvGLsRpTzbu5okT0kSxX5bg3Wcf3SJSTRoxfxshjaK7abGtAY/CtDJSoPdDfhELt5aK8ppQV5l7G2DdZAUGUWVk1U58+WE2dmUxcWUsiqo5gW7ux0vf/5axugMPRMzQReKvutJjMaNI32vmE4yssQw4MiLjLbuyLKUxcWS53/4lMmiot6K5uDJx5ekWfKVE8GOFpRkda3erMiDiN5Zy9iPFJOC+fnXa0qSNGFxPmd6MpGxRVq/BdL+Q69627C53pJPcpLseIrHTUGStpxcJHi/DxfwwLSMt3Ixs3dAB/Ya9AWY90S0qqbCrugO+s+QzBojOpGxFh2ImoTddifMjM6BNccQxHuOmqAY1BjbbvEiHrVQ75qBIbYRFUchPBwZtwisHuZiRV1WbB9GjUscZxLdnSWMnyJ5ShMZo8M0fOZnsqiMnwThbw9+gbjN9kg+WXheH9xneGk9mWcoZYXhUglKvZsOrL/rJRlQMVPOynnhpwK0PMTkcgnbPOHgcDUF6D8B3oiYXWXyHOMbhAHbBMfpDlweDrEB9DMBZfaNaLCcR869GH0SW9VB13TYAETAFDc88Th3HAN2o8g9HtMgx2ohzKsP7FwM8TWXAr68EoG/Sw7gXwaph/a2W0H69zkkx7stMvA9foiRQZtJZIV58qM4nh9B1u9QUS/0EAcUVUE5q0izgb7tWW021Jtagj/bgbP3zsiKjM//+iXbuz3trqGve1bXa9I0waQJ7bbBeUuapWzWe/xnV0wWE04up/zBP/yIalnyF/+vv2K/2qMc3F+vwSuyIsON4LzscLq6p+9GdKIp8gxjFNpoEmWYLCfYYeTlL97Q1j2L5RR9OmW/kZmKWZVie8fNy3u89SR5wtBaxpC9dWvWVPOcPE8ppgWnz054/tMnh9aoScRh+GVmKS70m7sdQzvgnBVf2P0eN3OU05LF+ZxyWvzaodDGmEP78bGkDuxqot8CWCA6t3Ja0mxaprMdadqH1sVU9FX+muOg2WC9Np24A9XD1tg+7DaT8PdWFgivJFzTrkIbZBF0GHHHu0cu1LE9EYGW4zgi56Eg/V2taHOPFTUq0fb+UCwfBM6HUT/x933IGsT7l4ARoOs2sjj65wJwfS3BlTbY1ZM8tBUTAWXulbSR9Gn4DgVkKZXKQvS3bPb9YTSQfmS4vrc6WH/k/FJGsqtsKsCDQlp/+lzaYr4LbeGlnHtuAkkpbI4fwvdZCMgi/IwThOXswGcCYNwQQE8MIo3HbcFRk1UircB4TMbz/I5jwKd78O8IsqITEcm805kw2S4e00bE7lqF96uBDoY1JMHUoqpwDbLyWB+nLWhk7mdgZXUlIMvHCJRTiSv5EdTjGfU7VJIa0ixh6IYDk5LmCYuzKavrDcYlnDxdcvr0hGbXoDSkmeHuas36asP6Zs1f/2+/4P7FCpMm9MkABppNS1IknF4WJLkmzVOKKsO6hHJesDif8R/96R/zq3/3GZv1Fm0EYPX9iO17TGokDqIZ6Lctaa5JTud4FIkxqEwxDCNd23P1qzckaUZeZDTbDpOmFBNhqLpuoN7X0ia0jmpZUk1LrANlFNbDbtdQ7EpmJ1PK6bE3PnYjk4uvhh3u1zV3r+4xWUK1KNFaYhfaXYdScPJk8Y05WI/168tZCar9prZpkhraXcYwNKTJStoOroXxddB6dKHVtIJ0Dr4UfZALIMENoR2Rg1pJ+0/NwCgEQOVBuFsD9+Hibzkmoscdc8yMiiL2Lzv+fkz1MGssgijg4FyEIyOgOUZARKbAI9qWlOMQ6pzDHEP9UWA3ALZBy+NCa+kW3EL0LupEvhf7EtQEpZ/+ra0U73tpYbktUVfj9QylZz8KhuDHVSaAphh5EGJR9CXSJtzLfeLUBL8H81MJIXXBVOK20qrX8XwKLkTvkTmIM2SAcw0q6AZ1Ji1o9hwB1ENmNW56qgDuSlA2tCazcHs8hiJDG0Xy0cgxF8mBWyOty6j3qhHgVwkjq0+CWeYW1DOO8w9zCWBVo4BG1XOYCaqjc5kAxrIAGmMm17tfjyDrdyitNdOTKTcv7hgzexBpT5YTlFbcvLwnr1K0UaSpwWhDPi3QSnFnR24+v2W/qcEoqpMK5TxDP2IScQ12+5ZikuOtw6QJkyJjdb1ldbXh/P1Tzj+6YP2/byW2oNKMw0g+yRhHK9opo9GJJilEE2W0pu97euuw/UhX97R1z+lFRbNpWF2vcdYxjo627qXF7xUmBY9nfjqhnBQ4FFWVM4wWrbyEjrY9Ny/vJfy0H8mLjPP333Z9WGu5eXnLftMcZAd5maITQ5qIgzGvto8g63ctpcJg4G8qgwhlL4CYAv0C2ZnukJDQVbiOTcEHM4EvpL2on8puWUW3US+LQNzZ+ggg4gU5CmMVx7iGKLSNLM5bvwA/PqD1Tflc9kt/f9l9GIHWDeK2qjh+pntwVdCuIFoc/0QWZPeGgybHb4W5ULuwwFag53iybySwvO9FhO2DcysuoO4W7xswl49A6zssFSYfePuGAxvktsLM+AAuvAF1E9jJ91HJM/kO9BSnJzB8ymHslOlhuA1A7QJpD3t5Tq2lrc86ZNIF0H6YWBCT2h+I2tXToAVUR43lIbU9hvPGtmHQAsaxOXouQM9v5TUPMQ452DwApRKJZFjJc4+/hOQiOCQLhMnr5LMYd6D2kiFGEti6uBkxAigPI4DebdE7PIKs36nGYRQWqcoOA5aT1GBHATGLs2kQvHvaume32jE9m5JmCeubDdvbDbPljL2q6fctJksppwXOeay1KJMyWU4opwXbmy3Ze2eUU3Ei3nxxCzh26/1B/5UWGd47tDMwRqbNsHhywnRZyebJefbrhiRNYapJ0oS0Stlc71jfbrGjJUkz3DjSdTJWJy0ynPc0u54syzl/b8n0bMrq1Yq0yKkmOdt1zetPXmO7U7JJSZYlbG63JGlyAE33b9a8+eSatMzIipSu7nnzqyvsaJmdTEnShP26Js0TlheLd17Q+C6WSQzlJGd7v/+KaQCgbweSzJCVRXDqhEBOlQJ5cCW5sBvtheUiLAL0yM52Gm6vgrC2CveLQEPz9vDkgmPbLH6nD9onX8m4+rEBrN+kHmYSffn3HBDdzIRDdpfLRRsXx5DEOIjxlTAD2U8RYDvK45SS75UO3A1enSDuwrfPJZl3uAf18DxL8GRISO0KZS6/l0/gP9hSUzEruJWwkPZzDsOO04+Q82ovgCV5G+QqNcfrJSQ/BZQ4EdMynL+E88+KwJwUjIH2jRhQ3prvyYN/x3b9PgCkpTyHCgnzxHDUCLgqBEDFa8YHgUFNYLiHOC6Lnjj2SVyULwIDt5C0d6zoN23QeI3CvGLCa/j78Du8z3GI/CBMlirkNr8VtutHsEQ8gqzfoLz3tHVHs2vZ3m3p6gGTCFvkw+0mNeRVRrvrGPqBrMxJ84R6V5NVGb/4/31CVmS8+vkbdpuGbFLgrKVZ10xOJjibkCSKZtehlKJe1aDAJAn3r1csLuecPptzax23L29J05Tpogw2fcU4WNI0Jck0aMPty1vGbmBoR9I8oagK8mnB0A4Mw0DfDdxd3bHb1LjekxggdbKr8WASTVZl2LZnaAe8Erdat+vwWnH58QV5mXD2dMHsbMb0dMqTDy9Ji5T9uub+9YrLj86xo2N1tT5EWgzdQLNrReSfp4zWMVlmdM0gkRhZ+tZ8wsf69jVZTKg3De2+Ja/ywyI69iNd03H6ZEmaO/z4QtoCOopWB1kICEnMyFwxuRgaWdTxskioZbhgNsJqvZWGHl1zMcU9OutGjvEMsU34m4SI/l2qh8L5+PnF5HrDUau1CczVB0Hr8oXs/oeXYPaizVKXollRuSxE9hpYI7lngdky54dF2/sh6LnKr4AvpRSeAtwer/tHNus7LGGzzvGUwjqqKuw7KsRdOkrrHQkPjWN4pAIzbE6RY+cuHD5eWsf0AtxMBTQwdKGdXCJOWDhqHiPLPEGOtb38Xy9BlwEw/YrjoPMZHEZQheBiegFD41IA01tzQIN2S4XMLLbiVnZK7qdCwrxyQZ92Go7HBejovu1Da/EMVPVW2Kj3oeX5Ixlw/giyvmXZ0XL/ZsVutWd9vWW/qUkyQzmrWJzPRMPU9ORlTlak7FcN0+X0kD4+diPNtmV9s6XbtexWe+pNw/3VijTPsaOlqwfaukcrT1cPKKVom5zpeUKSJFg7SkvPe2w3Mp1PuPjwHIdnfb3CW0U5SSimOVor+sayuJhz/t4JrnMM1nL3WvRQzsrA6KHrqVcNYzugUOgsB7SArTLHORlWXZzOmS1Klk/mZFXKODiWl3PO3zslyQwf/8OPUFpjjCIthEGp5iX71Z6u7hn6EWcdxVR+12bXYHtLORfxYr2pqXcyYigtMzZ3W8pZ8Shs/y2qqHJOn52wut6ICD6030xiWF7MmZ1Ow4VOBfr+lOOYmgTYyAXPz5DZeTI5ALULQGsSdB4vZQftQoaOPg3X2bDzPAjeow4lhos+dA5+UxbW3/X6cos0ipBjqyYKfBfgr6FrkZYiCFtQi06ufw1mBfoD0I0ALZ+I4NicyH39Hm99cGPFtk/U9XxdxVbMf6gA+PsrAVo53pxIm09ZYWqwHJyDh3ExUff0pXJbDvpH1vJdM4GYX2dvgmg8bJr8FSJ8Vw/+xIiGHMnE0tKWBo7nZ2w1PhyjE4+dsAGgAx9bkHGTFXSFvg57iZh9N4T8ryApsCv523dy/EbdWnISRPC38nuoCd6cH00ZMdz0EOr71ZLIEvVOdEMeQda3qJg7tL3fYdIE7z0nT5eYxNDVnWik3juhnJVsb7ckWSJ6qACwhm5kdbNle7/ngz9+HoYiK8bRMl5ZvLfoPMFohckz6k1N17RoDc12z/q1ZhgtWZahDLz61Rtw0hnY3O8Y+4GxdzSbFpXCftWgFUxPp/zJP/kpZ8/PuPr0DaubLVf7ltIUTOcVaE1eZ5gsQQ2WsR9wu4ZiKu4n5+Qi67xjeT5hsqhI8oL56QLvHE8+vmR2MiEtc5LUUG9bsiKVWAWjwwGuRKfVDRQTOSm29zuafUeaHw8/BbS7hicfnlNOChmp0/RvZWs91revybyiqHLafYu14gjNy+xB3EiG13OJa9B9YLJeCStlCfqINtjOz+U+Pgt46G8ChV+KCJs1ouv4ANL3RERvb5H2QmSx4sU5xh9EZuuxjhWZvozjPDkXFtU1wjjMOFjctRdWSzeicVEzydLytbjR3BD0MLPQXqmRHKOoyXkYQvmwokD/h1+g/m5WMH7oMjCFb1/jRE8Zmc1YAcjYK3BXwl75nQjO1WnYNAX2yrYSx/KVGJT4fceMth7RAc6Q8U2fIUJ1j7gN4/e/Ro7JCKY6BDqUwHuggjD/rcDdwGLZgeMsxEHuN3ZyzOpSNmi+l/uZicTFqEoYOWfl+uNXYA3eLMPvm33txAKZZlCHPLIO0Hg1QenpD8rIPoKsb1FDN1Cva8pZxX69F0I/uAnzKqde1zS7lsX5nNaLg65aVIfHt/uGvhuo5gXOQzEVRqhreuZnM1YvV1hr0YlBGc9utWO3bpguJxSzgtF7dpuGsdtSlBl2HBn6ATsirkUlQ5XzMqXdd1hnsd7hNew3De3+JV07sLuvcdZx++Ke7dUGpQ1jN9Dve0yisaPGWsvQW9JckRqN1zJAWpkE7zzr6zXGwOUHFygNXTNgUsPt6xW7ux3z8xkmMUyXE6rAUimtUFrhPcxOZ3RNz+2Le/JpDkphR0u9azl/74RqVn7tSJ3H+s3LJOYwjPtrK7SRDrtPE3bWhLmG461cb7MT2RE7C+5nooXw5qihcEG47e5gmAVxboOAguhmii2K2BJ7rK9WHF8SQU4EQjG0NV6ud5KDpGZht7+Q4cC6DFoaJ7fz7yVPKHkOGLzbofQcaeWU4Hd48sCkhMVR5Q+YgsdW4fdT8buNUQlfrpitpt/+mW/FcWo3ooOyLwNjfBsE9CHOI83An0lG1iHvKnYE4vGkEZCUhNtlbiA+MERqHoBTNKnsHrynOIrHQKLEjGHfcBTSJ0g+Xmj7+bi5CiG+OswdjHl6bgC9Bv5EwKJ9Lay4PpfXcbdgv5BjW02E7fIjHifMIIQxbfdBg+blPrhg5NgGI8cPs2F/BFnfooZuwFpHGUa4fHkAcZILuFmceWGwtMIOoQXiRWiepgnLi6VoutZ7UJIMv7rZYbWiqEp0prn5/FbajkWGSVI2dw1utBSTDJUnrK5XpEVGkqa4sSXNEpLc0O17vBJA0/UDaSZuvS/+6gVn759gB89+tcc5x9CODM2AMpq+6ejaDp0YNBqdJeRlLkyUUSQG8mmBtZYkq5iVKdZaAUbrlrHf8uaTkclJxWQ2wfaW1c2a/brm9NmSNE1I8xSTGLZ3O0yqOXt+Srtv5f0kEjexOJ9z+cEF2mgR3xstAayP9b2V0qW0kewd6AF8IaJbk4O6AHUbGJC5CFDtC7lg6rAwu3gBnYhGS7XSChjjTjdelCN79Qiwfn1Ft2WMeohjUKJ7UwEz+Q50DnYfWkO34M6F3VBhUXRpWKBuJApAL6RNRSF2/+EV+Jcc9C0+MCzqFJU+fydaLX8XS6kMryfg1ni+OoNVdJLLBxo6j7e3iNj8EngtbJUf5LseV/L96bm084OTUY4Lh8wYjExoBHXR2doGsB7OT3vLcSJBGR7nOYL8MGeTEVjBmARArziw1QrRW5HIZow3wJmw5WYuGztvZfA5A6R/CP5FeM25/MzdheytmThm2QjwM0vRq9lXoJYSOaI03rUCsFT2NmulCrzb4e0dmKeoH0DH9QiyvkU9ZFSSPMFtmrduV+E+3nuctUxPJnT7HjtajNGgQBst+VWJxg7SPpydTLHW0dcN7b4jdxknIeVcGUOaJ/jB0Q+jMEz1gB0dw6ajWgSD/LqRUVcx9dwoslSHmaGeru5otw1KJ2AU3snvYNseZy3WOolWHCymkHDPoelJi5Q0zTAmIU1SirKgnOYsn53Q1z1jP3Dz6o79ak+apTR1h3+uwHv6bqAfLJ//9Uv+4f/9T9BakRU55axkv66ZzCsuPzjnxmjyMmPoRsp5STkrwkidjmpevpWk/1jffXnnwO1g/AWHUED3Cny0e4exHCq0ClWLXHhDLpSrZefsY5J1C6OWi7yvkFEdcGREou7osb65IhgNLcFDplhs1xgEQK3kc7Yr5LuaiFnBnIM+45D27Vowb2A8g/yP8GMIvfRK2AQqjhqb8N09gqvvvZReyjB2vxGjgVehzbsOrt8F3kfjQRf0TZPQLptyjN1wAqC9kXNYa2AipoihQNjRmOIes9xCECge0fxpDgPg9VSAOQuOY3Ui4xb1fLHVmCDH4he8NWjaK2G9GQLTZo6P9Tq0MgdkQkEpGwUVwlFVf2BZZdyXk+uOOgWzRKkcVI63W7B/DWp+AKziynz2NR92Jc/nG/nsfs/1CLK+RSVZIqGZ1lGUOVuzZxzGQyL50A9MFhXjIDP4lpcL9uuaze1OwEqWoDSS0G4kXHR5MWcYRpI8wTtL3/ScPDuRETG/eI0LeSVD21EuCppdBwzoJGF/tyNJNIMd2K4kJ6uclwz7UVpzKhEHEQqPp+9BMdDXnQCxrkelKVnQhWmjsK3DO082z+nrjq4R228615IAXyTsNjXWes6en3L50TnNqqVe7QFHtSi5fXnPnb6XeAggyQ2buy1Xn98yWVRBjN+xvduRZAlKKza3OybLism8YuhGhranqHIW57PHnfT3WN5b8HehZfgE0WRsEX1GEwBUCLiMYZXeygKsL4CrsJsOO0P3ikM+jo9Dj6N4NyZGPwqpf33FoMgIruCocwEBYVtkPEmOLIANcCoMpFPARlgMvwYKsApME1pKAzI6qYfklEMm16FFmUsb0W1R+ih5eKzvtpTKwDyRKA23EraRDgG9Jfg1fqwFQB1YIgdqkDE1egtWhxbaVDZLeBnAbipglMgEtwtYLMauNLztBHQcNz+xPZ1xGNdE+uD1I1iKswsj29qF54saTC2bMj0PrzeVVrZdiVNZ93Ic+sCkOQ/pT0L0SDzmUyQ7LLyGLombNe/2cu2K8xL9CYdrjSvw+uTQRpTPWgei5Icx2DyCrG9ReZkdWJhqUTI7nbC+2TL2FrwXRkAp+rpn+WRBURVkhYiMReSuZfbr6Ol2eyaziulywv2rFeubLQrF2Xun5GVB1w54B+Ukp206vJJ2S1937Nd7drsWPKxu1nRtz9gNJN7jNx1utGRlglcKpSQnKytLiiLFOkvf9ZjEkBUJbrB4pcmzlGGwuHQIMRQOZQgxECnVvCLNEnEZJgl2GNmv9uifPJGWfJHiRkteZihtwDrOn5+hEsX9mxVjP3L3+o5P/uIzZqcT8ionSRKUh7Nnp1SzAjvGcT1w8mRJNS9Js8dBz99HWWsZuhHvtqRmj04WCKgaZCSOmYq2w75AdrZL5IJXh8yaXVisVWCsbpFsp5pjFtYD0TY9Rwv5Y6vw11fUsMVso5Qjc9Ajjq4w/44bjo7ECHY/DXMkq6B78aDuwS2EMdA3SEtmBf4cpRVfdmmJTqvG+/FxzM73WBI0eoZ3nbTF1HsofWTvvW/x9iawL/G8ssHFG7Ky3D7cOzDLaAHgNJBkMGQCeEzQStrXHMFGbE0PHMCT2/D2CKgJAriifiue29E9rDiI3LlF2omZAD1VyntygJsDtTBt+ploP30djDNJeJ6g04qCfRc0iroCJR0e74ag/wr5fN7LtAkbmD2/FnZMfXmDEAORf//1eAZ9i1JKsbyc46xlv64xxlDNSja3W7zzzE+nTOYl0+WE2YnQkVprGTUzKymqDV3T07U9dy9qCdxMU9qmww4D5eLYGusbGalj3Uhe5Yz9yO0Xt9y+WWGHEY+imhfs1zV2tAydxQ0ONREN1ThYxm5EZwrKkjTVOCx2sCivWJzNsNZz/3rF2Ix4pTCpRukUPBRljp4UJHmKMVoS5z3Um4Y0z3B2pG1Hzq/XDEE0PzudMnaWxCiy2YRskmESGTn04m9eMTud0beiE/NeBjwX0xxrLVmZMz+d4pw44LR+1GF9H+W9Z3u/Y7faM7QDihVptqGcwmTaYPSd2KaJ7YgQQqg6iQKwqWgkhjTsukckB+ehoD0C4yiOjcnvjy3Cb18RMEVnWPwcI5vwMOco5CtRBjFwHbBt0Mb5KeiQc6QHYT2sku+UEZLIMn65vhwY+1jfX/XI6KTlVwCtUoWItmNrLgaPoqV9liQCnN0nQegddHvqmYA2PwY2GmmV+RrRWEVWOQl/HgYDW47Hm+N4/sbjsUM2TccA28NoHBziSpwJo5rMkekQN8KA++lRSxhnFaosRFmMInRXcVxQHNFlQJ2hdCWZb/aNCP4PQcgp+HMRxEfdmNsKMAslXZ0wCuwHqEeQ9S0rzVLO3z+j3Xc024ZiknP5wRnjYHGjpe9HNnc7+qanmleUU0lZ7mppj50+XcrQ4zwFB33TkeYp4/iEmxe3tPtOAkW1tBvf/PIN9a7HW8d2vRedVJqA0XTbjrEewDu8tfSjx+HJqwyPlo6O16TGMFpHNSvoc0deZWhjcOPA7GSK0Yq2aek7i+3tYYC0AoZhwFrDxIszcOwGlDZ0TY/ymvXVGuvE9fjk4wsR+muDVnL/oR9xHu5vNszP5ywuZqRFeggi3a9rJgtxa06X1WMe1vdcm9st929WJHlKtajQamRsN+zvv8CNHfOTVOQcdpCWhA/hhl6HnSSgFmBSEaXShIv+Brlw9w9eLe4aI8h6rN+sejiEusbU/Gifj4tbbL3OkPZSmGtHMCm4eyQo9j1InkorRpehlbsJa+YICrzvjwu4SkJbOCMuD7JIRT1P/tjG/y7LC1uj1De4gFWGiMkn4bzTiOlkJ4nx/gZx0dVBk3Qi4nLXggouO6ekVeij+y+K1xXH9nQIFo6p74cZmrfhPkELeDjP0wc/j9EQKQL4p6KtcisBWVwIQ6Yz4DzIDFr5ffwox6ueQZYghpsdMJW2qNuCDqG69oZD0ru2woKpXI51vZRj221B6UOQq/eDAEx9InquH6AeQdZvUMYYJnPRDwHSvrvbYZ0nKzKUgnrbsl/XLJ8smZ1M2N7t0ImRdppSnFwuyQpx2zW7lrHvqTd7ml2HTqCcFpSTkt3dnuuXn9E3YWROlZEkCX50bPc1TduRJkbS2HvRYnmrIIE0l/eitZxnb351K7or57h5cYtJEqbLKVmR4rUiKzwqkSBRZz3rmw19MzCZV6IZ8x7XOsa2ww6W/b7m5s2K5dkMrUQ071NwnSc5TRjaATdalHVkWUo1K7HjUY+T5qkI/pueLjWM/YgpH0HW91HjMFJvG64/v6GYFocRR56MtGjI0nuanRgQyqwD1Yiug17cPKoE90YuVG4fxKNLaSlyjeyeH2b62Ad/Hus3r8gYPNSvRVATrfBxcbNIK2fLW/EYbsKBTVRjaMsspdWrLRIe6WC8xeu4uA7HlwdI/wQYcXYdWIU4464AvXgrgfuxvufyXkTvqpEMuv6XIbLDhwT494LzNwyW9vtgXjgF/ya0D2N4aDRQxOHMsf0cN0QOycoKY7UOeVkhePTQGozAP7auozg+uCPRIkZ3GSTvAzdhJmEWgOFW7m+m0jpUWxh+BpSQfIxKn6D0FGfTkA22EoDlajkefRNAZCnuaIrgWgxBvn4b8sZSAVj65Hv8gv72egRZv2UN/cD91RqdJpTlsY+e5il9O7C+WtM1PavrNeWsxI2WNE/CyJ2Wal6RZIZmM2C0Bu/Z3dfUm45q2mJHRzEpSNJRwBCedtvQ9D0GTV5kMikqT+mUIstkBqHWCX3dopMEj5c5iMNIW1ucA+ccerT0bcc4iltxOi+pFpWAr0XJm1/lrG/WnD0/Y342YbOqJVrByfDrYd8xtgPTxSSkt7dMzyZoJfEVyhhJgskSJpMMrZUMaCiOO4msSGk2NWPxqL36Pspay+Z2KwaMG2Gx5hcLJouB6TLH6C2aO5S5Ik08tgWyM6HsfRa0Vw70JfAB+CuwfxMu2JajgDaKXyMoiK3Cx/ruKrYKYzvHI6xCFB8nHO350W4fUsB90NHFmW9YDqnw7jX4a3EjqiiiH2UhtCsZZuyCpV9Nw+NavBfhtNKz3+/H8HexlLj2vlH/Fk0ndghgo5FNT3TceYIZ5akYH/w+tIsvg0h+Imy02yFAKTpKJRFdNkkPpzIkEpOgtuAScHEqQHxsZL2iRss+eK4YorpF3MVpOHSvwnGEsFBsOQyoT56Fh/aIq7khhrO68XX4eSNBqd4KG6ZCnls0BfhGtKF+JhEW5hSlAlun8h98NNQjyPotq913jP3I9OTrdnSe6xeSuNvVPdWuZZtnTBcl8+WEoRu5eXFH3/bcfHF70FedPF0yWUzYrcSlleUZKM04NOLAUGB0QlJ49KAZhhGdGjKfivtxcAy2Y+gsy0Ul4G6waGM4PZ2zvJzR7lvadsB2I+NoOX82o5jIzMD5siKvcopZidKQlynrmx31pqFclLh+BA/TkylFlaNQ5FWJUp7nP3mCQjFaTznJJLrCOdI8Ybfas7hYkJdHQKWUou9GmV2YPR6G32U552QE1P2erMwpZwVdU6GUYnW1xtuB5bnFqSXab9D6nrEPo1r8GHbHc9kV6lR2mqOG7CPoOxg+57iz3XDUcXje1ng81ndTcQF76AiLmWPR9RXZrxRhH4K2y/ehzVSK+Jki6GS8MJNqFgCYFlZAl7Iojz+Tlo55xiF3y++kZUyOd3fI7MPHc/d3q1xagX6NZ/aWK867tbTC1IKDaNxXoZP8XnCHElpuVYhfyGG8CudtYHoSA9aCnXAMJ40bo/H4PtAiWPcawvxKdAVuxvE8BznewozEw/+//Hw7oAxt6yigf6jPbMBdgfUi5DdTue54wP8KP54GMBXakr6VlqK5CK3BOAM16ELdHagAsPTZD5KH9U31eIb8ljX0I+prRNpDN3L3es3Qj0yXE7JCgj29h/XVhsXlnKxI6eqW9e2O9e2GobEsLucU04xqVuLtyPx0hrOe/bpmbFua7Yi3MF2WDF3GGET4rh+x1mFHh/KgU8NsXoHzbG634fXBqwrbjyKA19KztqNlaHqefnxBtayYLibcvrhjMiswiWK33tGspLdvVEU2r2g3NY6EJx+eMz2pqJYl1UnF4mKO0hIkOg4WrTXFrCIxCuehmpZvfV7tvgPvWV7MMcYwDiNd3cljQ37WY07Wb1dd3bG/r6nmFdpoxk4ubNKmHtivbqgmU/L8CtxLhl6RVwr8PDzDIBe9cS9CU30mF227Dq6d6HaL6eTREQSPo3K+j4oaty+3YKMwOY44iW2chsNcOrcXRpITSD6A9GMkpf9aFi2dh3aKSCC89yH+YSXt4ocxDj6I57lEkrxbfojcob9LpZQCc4q3MibH+wdjp+xaPl+zCI66SuIPVBK0WshtvpVIDh+GMLtrGCOr6TlkaDFHwM+IHB8hG+2QlTaVWIh0h4jXrzm2F/Nwv9imDloxUo4OxYm8hk6RodU1EkQaQkRtD1xxDDZtYRxlFJSayfuxG/k7e3JoSXvdhwiHAOT0pTy328pz+UZYrnSOMpfvFMCCR5D1W5cxGu++umOvtzVD11NMihBroNje7YRVspa7Nyu8dZgsJTGa8/dO2a8blpdzun3P53/5AmdHiipnGEb6tmcyr8iKnDdf3DAMFpQjSQ1FnlG3DVp5nFIoNFmeYjKDc46u7dmvmhCJUDO2A945kiLkfjnLblNz9cUt033D0I7cvLwnzUQn5QYvTNS6Zr+pefKTS7IsYRwGyQhTCo3iyfuXXLx/Srvr8HjmZ1Mm84qu7dnc7UkSTbtrqdc1ymhsP9LuO57/0VMW53P26z331xuGbjgOMzaa6emUxfn80XH4G1a9bfAhABdk5FKSJfTtQF6MDHZFt3tJmb7Gu1uSpCAvdGgRavBrcKeBgi9kcY2aCPsKuXCOHPN2HvVX32/9bflisYUYWYXoshqQQEkEJOd/IiwAIStJBav9wa0Yyseh3sHZ9bBUGto3O0TT88hYfhelVCpZdX4WWrE24J+gxQrieAnVjFlVCsmIimNsnJy79pcCVHwu7jv7eYhJqDhOYWg4sqEl8l268PdedFRqRCIdonsQRAxPeJ7ImnpEm6nk/soEzd8u/Amta7tHjqs40icysVtgA/oDiZFxjYj332JI4xgoG4D9IOyfLuV4VWvQU1Ty9J1kVt+9d/QjqawUcbkd7WGOobOWZteRpAnjYCkmBWme0m473nx6w9APbK7XsthVOU8/vmDoRrb3O/arPWM/snqzJp2kTE9nLM/mbG82qDTnZDllv67Z3m8ZRy+BnU/mqDtNW3eoYaDrBpwbGYeMpDDYwTF0Pc5l9G0n1n2jmBUZ/dizvd+jFWgjmVbr0x3agB01XdvT1A1jKw6krm5p64GiyFicT6i3DdZZnv7kKefPlpw8WcITaHYt2mhOnizRRlNU99y/XmFSg9ISeJrmCU9+csmTjy7omp67V/eoxBziLwD5LK43aC0jdx7r25cd3eGYBAnTnZ9OWV2t6ew1uGts3zP0GdgJxawkT9MgKB3Bh9aAyuUCP74QkEUVLuojcnGM1u7H+uEqtgqj2SC6x8rwpxUmyzv5Lu1rSD4EXQRWSh7uXbD4uzsRErs6ALEvVyL6Hj3iXf1OaF5+rOWD3si7BpRCqRKlFyiVSkaW3yJL9APnrppIe228QVL+Hwx99h75vhNEF7UJ2Vk94gAOkoDDgOcwfxCFgDCNBNkCah9O7QiwsnB7zOUKII/oPJ3IfbwLrxVjRiIgC+DxwLY+BOmDtDgxQV92wlvRIiqV39ndi5heTTnMfoy6M/2EdxXOvJvv6kdQRZUzPZmwud1RTHLSXHKmxn5g6AdmpzMZGdOPjNaSpgat5LDqmp5qLuGm42DxFup1zep6Q1N3mCyhawaKacH8fMnQ9dT7lnJeYhKNTgwmS1DOy+Odp7WWLIcsz7CDY+ydeJK0Aq+oNx1ZmZI4zc2LW5z1GKWZnExx1rN6s2J/v+fiw3PuXq/o6hZrPWM3goYiT7l/cct7f/SMajJh9I4kS5idTN4ahl1OC7b3O9p9R5Il4f1Bs2kZh5FqXvLk40vO3ztFa83qzQrnYVK9ba9NsoTcZmxXeyaL6pCu/1i/vtI8odm2b/1sspygjaPZvGC93jKbt+hkQTGrKHJQygeWYo2M05kjF9E2yH32QQcRA0dDeOCjyP33XF82GcDRcfgwKNIDd0HU3olw2A2hNRMTuDcPMrXuH7xGD3oU271rQquGwGjeCeBWZ+Ar/FjL/Dh98s61ad7l8q7Gu+vAHEporGcjwNZccABOhzy6VD7/mJHFK2kh+giwg4tUnYOJc0YjWxTBTBS5R+1kbAPGFPd4TreBPVsEHZ8BGyJBmHBkoBK5D+fh5zGHK5pfYlp8G+4fjRqxxeiR+JEsMOVGWtpq/taxpFSC1yfyWXkvGlFaDrMOlUaZt1Pe36V6XLl+y5KA0gVKa/brmq7ucB68dRRVwfJigVJw88UN2/u9OAi1EqBkDOWs5P7NhvPnSy7eP2O32rNb15gkoW97sjylqDLqbU2z1WRlRpoYivfPuPjgnNXVPdev7nGrLWmWkFdLTKooJiV3L25p6x40aC2tQ9tbhr5Ho3HKY7QmL3PKKsfkKfdXa+pty82rO/qdiPpNlkCiwTrIDH03sN+2VCcNRhn8RMTvu/sdbnQUk1wAoDGs73b4kC6OhnySQ6PZ3u/puxd45zh5IgOzs29wGKZFyn61Z+iGR5D1G1Q5Ldne7hj78S1TQTnRaKfQ3nP+XkY1XaJ8iYhaPYdhz+ZC/m/vRDyrZyEC4GXYJasv/Xms32/FRQqObZs4VDouqsFtqP5AcpPURJxZ9grMDaj3OIzUsTchIiDa8RPgfYkMcC+B5/IzfydMmD4D8xFKT4SNcXd4HOiLxwytb1He9wFgWZRePPi5F12WvUaZZ/KduDVKz/FqIq1638vGWS3Bv4LxLwV8ReCsTwUY+zVHxiqmxUeAFdv70aQStE2HeYQPgJcag/Dei85KP5Of2Vfgn0BSIjqpiQD20SDtwwQBXmuOLFZ0yBbIlAiPsON78KVEMCR/Ahxzrg6lF8LKGQWcSLaWR9qTehk0Xe9mPa5cv0MZYzh9sjwEbAIsz2esb7dorbh7s+bNr67JqgyVZbS7DqMU9a7h/s0a5y1901LOZO4hBoppTjnJyIuU2fkMpTX3b1Y025q0zFleLmh2LfV2IM8ysjQjSSxpmtH3A822wStFkieoVkHm8dYxDCJ6T3KDMQkkHpNqhnFkv6mppiVtLcLJfFrgdy1j72QEj3K0m47pexPGoefVX79meXnC7HRGVqb0naXZ31NOcpaXS7xz7Fc7CVsdRvbrmqzImJ9N4WzK5nrDy1++wXuw1n0jgJKTTL01oPuxfn3lZcb8fMb6asPQj8KyAt2+xjX3nF8umFT7IG5ORb/h6xAYuBQth1kgc8Vq+VvnkhZODDSMFdsVj3MJv7+KYDbqaGKbp+W4UI5Ie3DCUdzcCqhK5kEorWRBHr+QRSl5X1rE9jpoYEYB1KoQ7YufhmOklQgB91pYlPQPUFrCM5WSAGQJjQzBqI/1t5dvwHdvASyQ651nKtpH36L0QtqGbgMYcGPQwyGASi3ke9Rl0EEZ8Nfgr+DgNo26ych2RsH6CATXKTrcLwL2EtRTSKvAZq6kjadmYEo5hsyHiJA+jORiDa6X9qUrOYJ9h2i5Ylp8ZKgqYAnJe8E1OJXNXTIFfwPjPV6J61Adjs0JqCcirPcD6FRCXFX1ToP7R5D1HVSWp2RhISunBc45bl7ec/WpCALTPGNoRybzkrzM+Owvv+DTv3rB7GRK1/R47/F2xKEoqoKqylCJME2TaSlAZVOTpIYkNZKPNRFrfVal7DeWoW8YR4dtBvp2wDmHMYpqKqN+bl/f02wb3AhZqSmKgmIq+V3triMtk/DcnkRrikmBrzx2dHjnMKlBG0VeFdh+JKtShm7g9tWKtMyYLSvaXc/6ZgMolPKYxLC+3lBMirc0QpNlRdcMbO/3pJlh+BLjEmvsR0yiHyMefsNSSrE4n5NmCdv7PUMrmo689EyWI1WVCDWvtCymaMnHUsjF2jyF5CMOo1rGV7IQ03F0FcbBxI+i9++/IpAK4mLm4e8rjunwUdgcozWilucaegvmp5BVYJ5LC0hPUPoc7xvJKjq8RtB4uZUwDE4FEbWVOIfAYD0sGUhvgwj5EWT9uvKu5puWXkkpV3jfofU0DJFeiy5SafkO3HhkcUwZMrDuhGV2D8ffjBzDROMmKLJa0WEYQzo34T5VcBOb0H4M8wyd4TBD0Tn5rvUaOBWGlFUAh46jViuEklJyZNJCvlbyHMzfk82bCllvuhA2VaXCmrrPwJV4cyKif3MR2tLvLqD6unpcvX5Nee/pmp6xl917mich3f3rv2itNadPT2j3HTdGH2QTs7MJWZ7w4uevycuCalayvlkz9paiyun6kXpdk2V7dKLhC8Xubke97zBacXI+J58W9PVAkmnS1HB1vWUcHIlWtK1je7vGjQ5rHc5ZimnJZFZhEs10WlFOcvarOswkLCjyhGFweO1JE4NWGjuMdHVPOS1RiWF3t8WOjslSgkfHbuTkck41K5mdTbHjyOrNBu8800XJ/et7zt4/x2jFOIwyvzN5W6uhjYz+UUpus8PIOFiS9Hg/5xztvmV2Oj0A2Mf6zaqYFpSzEjtavPcYtqihkIuxD8ev1kcxuy/DYvp+aD9MwYXxFe4GuVxMkYvxnkeA9fsoxTHXSDKqBFBFTUoUncdgyChQDjoeJsKc2M/BX4hAWFUIQ3yMhnhbTxViBfw0tGNikrb6CsA6lsZ7+9g8/lb17T8lpXKUucS5XWByArtkPwW7QgTuBFffIKyjLsGOHOMWRt4e1QRynJwLwLa7oO1KQM9l4zXeBJbMyOvhBET19xxF7RNxQHoHfiYM1MFVqDnqvGL7MWio0j+A7I/DfXoBaV6B+QBlBPR5v5B2tZeUepW896M1WDyCrL+lhn5gdbURBsjJTkBrTTUvWV4uvrHNpbUmSRPe/+PnrG82aKXJJzmb2y3buz1nH5zy6c9e0O6Gw3Bkbx0aRWIUr39+Rbfr+PAfvMfq9RpjFGfvn7G52fDqkyvKKme73nP9+R3OW/IyRxnIsowhsajRCY0/enbrHRM1ISkSEm/wM4dOE9IipW16xq6XqIlEg7eY3GCdp+8HUhxKQTEpyPIME4DRdDnj4r1TqmXF5mqD955mXXP5BxckecryfEa779hvG5T+6gXFjpKFlaSGvMpJ84TN7Y7We5IswVmHHS2TefXoLPwNq+967t+suf78lrGXaQHn751x8iRF0Yd5YEO4CG/BBhu47+QCa87l7xgCON6BfxOs5GNgvjKOF87HXKzvtyK7FBO29YOfFxx1LgnCIMBRwJwBQ2gB59LOcTtZqFUIMPYTAdBfy0CJ9keZS7zbhWDJb36fSj1uhr5NKV3h7fZrbxPg6746Z0/F2ZU2DEl+gxwDabitEd0d+yCQjwCrkfswQ8BPHJ1TIu3jGCDqhFVyW46J7BNp5dkW0VnFWaVzDsOl/SiOPx9HO7UPXs8gmqwrZHOWBrYqTB7QKXApz2FkooAfb5GRXuH41YuAC3+8mpFHkPUNZa3l7vWKetswCaGOIABht9rjPZw9P/nGDCelFSYxzM9mbK429O1AvalBKYZ2oN40JKmiq1v6YaDZDwxNR1trvLM4b5lfzKg3O5xTFNOc17+65v7VimEYGYcBvJKohW2H8xaNQicKO1q60VJUkrxuB0tW5BgDaZExtAMemJ1OsaNjc7uVgc7WkySG6mSCa3qSNGOyMMwvpnS7Hp2mzE4nnDyZUS0qbG/Z7RrqppPLfKF5/gfPmCwmKKXY3O5w9ktancAMzk5nSCs1YXmxoKhy6m3D0I3oPGUyLymmxePg6N+guqbjl3/xGbcv7sjCMPDt63tef3LN5ccFf/gfp2RZFcTsGQwvgDuh63UhGo/in4YFeRvcZ1ehhXgOw0tgxXHO2bvp5vm7VwoBVGHmIB0CcjOEUYytmDisNy6cEwFPZsIxA6kBcxyJo/QU77d4twU1OTi0vA9uNX0qC752eLfC+/4rjIL3NYcso8f69aVKARRuC2p66IqI8F2+h698lqoKA5JbYSZJ5btUwUkasThPwWwEUBMGuRNzqyKw0+Hn95IEH4GXG5HzO7gIlQlg7opj4KgwmnDCwW3KKjxvjIvIOLoPI1taBU3XH4D5IPw7hJDaMHLHvQmALWi3VCkbBBTenaPMDzPg+XetR5D1DdXuO5pty2RRvQWkTGKoFhX1uma6rCinX39hqWYlzbZhuqhQwG7d0Oxaurplv7b0+w5tFE030O1qdtuGsRPmYXoyYexGrj654snHT2h2DTevV9y9WnN/tcI7h7OIxivLqLtGEtQVpFmK8440MaRphh093WpPkvacPl8ynZbUmxrlAecxiSbNE04u5wzWs7veYhQ0bc9+30okw21NmgvAOnt6grOe3d2OvuvJEsPp0yXWO3b3DS9+8YYnH19y9uyE3bpm+8mWHZ5ymh8S7JVStPuWNDEk752ilKKclt/4WT7Wt6sXv3jN7ctbTp+f0O57yTIbHV45fv6/fYrt5/z9P/2QRIdp9roE81HYzYaLOybY/meQrMBdSivBbpFdaolctOOlI4pbH1uH30/FBPA4iDuOMIEDk3EwHjiOwuYoaA6J32zBVZCEMSbqgXBdn4tF3++CySS2jh4O1i0kv8jdiaNQhSDTEEGgzPkjk/UtS8JHL/BWzkPvgyHB92I6MNLOfesxeoIfX4qrz4ZB7f5eWCalZNPkvJy3qgTzXjCq3HIMp/0yCI9tvej4i2zRNEi3boEbjmx1fJ4WGcE1hOfoEMNFjIWIoK5GjscY8dODHiD9QIw15vKov8Ief3+15MDCuR5UD36F9/MfnR4LHkHWN1a7b1FafS1TpbXGK2jr7huBQTktKKqc/aahWlRUsxK8o9k23Ly8xzlLPq/InKerG4qqYMwH8jxn7C0mldcd+xE7Our7mma3l/abMmQGrPf40dL3Pc46FApnHElicMGS37eOoe3ptdxnnWuqmcwobPYtJjUsLxd8/H/7mN1qx4te9FGzkxndIJEP3nvyKsP2I+Po2Nzt6PuR6WLCbFlRTEt2qx3FrMCkhs/+6gXVrGB+OmV9veaLn7/GW2k9pmVGVZUy93E5YXW1RgHT5TdpPR7r21Szb7h7dc/sZEqz69jeibuznJVyYXIdr/7mmpMnFzx732NYhdZfH3asKWTvh5EqdYhxKECdgLoC+xK5wM7BpLKrjm0Gah4dht9XRSbAISxBTNmObcL4swJZBD1H3VYuj3UtqBGSM1AXIn5H491e2BQ6WeAwQRAvTIu0k3Y4F/VfOehLEcT70JrUC5SeoR5ZrN+olCrBPMO7fTjnGjkP8WBv8aoOg45jRlkPdAKyxtfS9vU10h6cBp3lGwEs6oyjwzQCqwh0LHK+KuR4yYCLcFvUWpXIgOd7ec3DMRgdirEVGd2LsV0NR1dhHDgeQV0PvpDN2vjXSERIKbpP0uBiDu5WkOfzObL5OxWwZfrwvD+uegRZ31De+a/VE8WSsTTf3CdO0oTTZycSv7Bp8B6KSc50OeHNp9ekZY4fLQ5Fkko6e14WTOcVty/uKZKcclrSdwN939PWragwypy+63HO0+9a3Gjp21HG5WQJSWZw/cjooVMj3nm8gmySMXYd9dZiR8JoHfn9qkWFGwaUg8sPz0nShKLKZUJdM2Ct5f56HaIjamw3sls37CZb9icV969X0n5cTsiqlJsvbqjXewGX84o//Ecfc/XFLdef32LShMlJxfnzU8ppQdcO3L26xyT6kcn6HaprBoZmoJiWrG/vyYrsLVdmNZ+z7rdsrl5wetJTVS64ejKwoXUwDmEB3stF3H7GwYWknFzI6ZEBsnGhz5CL9iPA+v4qxjZ4BFRFq33MNIogLDoKw/ej5qJ3US3wTBYr8wz0HO/uRWPlY/BkDa4DV+DNxyJodnccGZCweKoJ6PODUP4xgPS3L6USPDaQlecHHZb3Dvweb6/k+/K9/FtVoM6F2dE2iM13gOMQWEoTiMgTAWEuAqSB4zEUQ0KjKD6ypFHz5xGAFfLzDk5E5LUOjFZ83oSjczCumSE/6/D/uBnrJNh4fCXPa54Je+WvRcbg43UpVJyPqRBg/2Wt2o+gHkHWN1RaZLjV/htvd9b+WtdbVmRcfHB+GHwMMD+dcv3ylsksZ/VmTdcOOBQeT1GkeAcm0eRFikJhrQPnSdJEdGEelDb4cQiuvDHonrycnMA4OLIqF8bXjaAUk2lJW7dYJzlu7a6X5x8tOlmxW+3Q2nDx/hkf/NFzcVXWHfdvVsyWU9LUUG8btNLU7YDHY51jfb/DrBtOzheMzjLJJ/TNwKtfXfPkw3Oc9SzOZyzOZsxPwy5FcZh9mJcZ9WDZrWqKSfGjpIPfhdJagYJu32JHRzF5+9R2XmGSBVnR0Kx/RVXOgw5LB2fRBHBhQGsYbxFpfxedQh1wJXZu9hwdho/i9++3ou0+prk/ZLNiDlJM946Orh78S/mZi9qWG4lm6D8BGvn+fROAWBA5+xWM/1fQzFx+KSwzOMycAvP08Vz9Hcv7QTRIKn9L6K6UBjXDuzXexkgOE9x+Wtr8nAgT5E8FHOtUvlvbQzKC/ok8pnvNEezE1nOcWRnH7GwRJjRq7aJgfkSONYuc65GxiteGuLGKo3lii3rgKLBvw+vMwRTiInT3xwR5ayFZyn29l/cTgxFVKq1DNeWhHMH7qCOT9/GuJr3HegRZ31DltGCTJnSNuO8eVrtvSfKUYvLrUbXWkvOktCJJE6p5ycd//wPGduTq9JZf/h+fkBmFyku6dqScGGbnUybzEm10mAWoKE8q+rZnv65xViz5SmtMmpJYj8XhrcdZj8fLgapAK01S5GilGTtLmiXY3mONpZoW+DylLHPqfUtT78mLDPMPJKNrHEayMqdaltR1w+nzUxZnU15/diPZS0ofnR8abG+5fX1HXw+kRcrqRuIf7l7fU04Knv/hE7RJqNd72qYjDUnvWZHS1h12tI/J7r9lVfOSybLi/mrztQzsft0wXU4pphrrKslKUkXQc8QLbgvD52C/QNLfEQG8j62J2CbYclzkH8fqfP/Vf+n/lrC1523XVdTEREbiAlmgreiweE/YSfvvhI3UCzBnQYgcF6pTuY+6CS3jYyml8UzCsRD1eY/1W5eXLCulqq+/XeWiu/KI0y8CGTUiSek2nKdawAtadE46BHsexOc5R7BkEcdfZL5AwFQEUtHQEvVaKUfQNOfIanYcQZUBnohmT+1EA+h6hAmDoxtxKiyc6+RvPoakkMerTNraZiFslu8kPkZ5hJ0zeDTe3gvQ98PxM9JzULN3FvQ/rmjfUFmecvpkwd3rFftVTZLLRzW0AyY1nD5ZkGZ/O5PV7FuuP7/h/s2avh9IEkmIn51PWT494f0/ec7pkyWf/+wFSmuGdqBvZAdw+mRJVhWkK8PooFCO+n5P97qna3rRhXmP1mByg7YqvB+PyQx9O6ASJZlbeJq6pe8GdAKqHcizlHEcUUrT29A77wdsP3L12S1pnrBf1bKUXq/Be2anFeW04PTJgt2qZuhGnPNs73Z4B2d5wpvPbgDNh//gfZI0Ia9yydK63jA/FzZLJUZmIsZ66K55rN+qkiThyYcX3L68p921MuIoHCPtdkWa7HjyQQp2halKYS7M/Cig9U3I37kSfYRKQCtxMPk4ckMhc8r2SDsBHgXvv+/SHNuDkaGwHMFW1NBEoLWAZAbJBPyr4FKTIGPGq+Ai3UsArQlz5NQoi5fb4dXkrcXrGDw6fNUB91jfqoQRrPHja3CvZEB0SNp/m5UJkQ2Hf4dwUW/k3EQLEPGNtAfdUsCy24P7VRCup8j5GueMRkbUIyBs5DjEOTLT0cgSJwtE5rRDGK94zC2OjzVPBAhaGwD7lqPofRLAUyIASRfh2AlREooQ1VDLKC+dCbvKDqwB9zcBNFbS+la5HMfhPXn7BvSIMqff2Xf0XdYjyPpbarKYYNKEetvQ7mXg7uJiRjUrycu/ncWqtw2//IvP2N5syCY5ysP9zZbP/uoLsizBW8tu3fDkJ5fYQeIicOCcZbKcMj1b0NUN1XLCzYtbdvd7+n4kn2ZMlxXb+5pmX+NHh041+aRCKQdOodRI13fgNG6EgQGtFWmZ0W1bdKroxhG7HcnKgvWbDWPX4z3cXa9Iq4zLj87p2o7ZcgJK7p9mOcpolk8WKDS/+ItPSbOUxGgUnnrXoZTm5HKBG3rGYcRaS14VeAfbuy3ltBQRvDleTIZuIM2SRxbrd6zLDy8Y+pH/6//9M958ckVepiTpnum85eKnFbPZim7/mqq0oQXow4XtJvwdspBcB+mluAy5BxtbincI2Aq0/iPA+gEqtmjiQmke/Owhq7gHXgLvh4BJKzlIeomkg7vAUg4SPOn30npijgwlnnAULj/qrr6r8t7h3Y20CSND6Zsg/J7gzdlR5+YHRITehyiFAXQj+shxJW1DZWSzxBLUtTzGdfJ9qlSYSnvHcRJAYDYJQvoDgKo5slgZx+HRniNjFQGaQeQFT4KeaiWC+/EqMGtxIsESaWvO5Ln9Xo4rr6Xl7Nfye+si6AEt+E/BLoOUaxSGS1XgrsHdQvL3UEnx4BOt8PTg1ng9+Wq+2DtQj6var6miykUEHliWb0NJOue4+uya/d2O5dMl7b5ls2owWnP2/Iz7NytManCDw+IoZwXJfRIAzJzpspJWoCkpZyXNusV24hrMUgFofTuALxlHWejSQuOdwg4O2zu81yilyLKEtMhk71EP2NGhU4N3I4OVSRtllbJue7q6o+8G3OBJjJZEdwceT9+NknZf5jjrOH265M2nb+hbyzhaGfW5VCwu55y9f0q7b6nXNadPlmijmJ1N2d3vabYNaZZQVNKCHQeLHUZOnyzeWbr3x1JKKd7/o+eUs5LP//ILnN0xXQyU0wzlLW3tmSzOKYrAYLg6dJ0aWXR1Ai4LV4URxq1c3HxsD7aIpbvnEWD9kPXQZPDwe4ghsQ/s+MpKu1eX4fYAmuyr0HYpZdF2awFhPrR71EMdz7FED2OC0PqxfuPyW9FOqUkAH6O0yeLMSZeEtP0whUGfg38hIEudi5lBLYGbAGqUBHnqX4oey+/EXegzjjNHM+ANR/dpZEFBANEEyboakWNnwnE0zhPkGLhHgFh0mpaIs7GT64a6kOdQDkwG9hzcRLRiXsnvhQ331cBt0GP9FHEwe7AuMFQzYaz0OZgTIBeg6F+Dv8H7HKWOQEupTMZD+eadFMY/gqxvWb8JAOgaSd3Opjl2dGzv9yRZShrcXsuLOc2mYfZ0ys2Le7Iy56f/+GNhTY1mt6rp6o6sSCmrnOd/9JQnPznnxS/eoG7XdLuB02dLCR3dd9T7jqosqJsGpQ3z5YRm1zI6j3cOpTQKh1aKrExw3tHuWrI8wzmL81BUGXme4hVMTwoG6+h3A153mCRhfj5n7CzlZc7mdsc4jFx+cEHXDWilJG+rSPEeposJ3is212v6bmAyL1lezOmagduX9zz9ySXeOXarPQpYXMyp5t+gS3is37jOnp5QTQvqzSd0mxXOOZJixmwxIZ/Iusv4RhyEycfBSXYtdD4KXBS8f8Ex5DJoIw6C1sd6tyq6wkaO7aFK3FnDrWiytJHbvRVQreKok0oYEQz4TVj8BUw9bF9Jm2sXbi94rN+svLcyh1BlYegxeH3CYRyNB/y9AFk1ANPANvYBxDQSgaAMJH8I/c9BbZB09TwwWVNQnQSLRueoqgRMv9UGjMxVPJ8nHFmqKQdWS50io3sKjix2NGCE+AanhdFKLiH548DA/UKAEo388toGQJ+HVrOVOBAaYdHVNLQJBWSiq7cBk1LyHnwr1y3z5ePv3R3r9Aiyvocah5GhH5ksKtq6w9m33V7jYLm/2pBXBXhPmhoBKsbQ1j272x31rmHoR270PXmV8fQnlzz/A1i/WVPOC9I0Yb9tGDqHdx3OOBHZJ4ZiWnL63jnKeF787CV2sBSzErSibweaXStepFGys7yFJDMhCHXKh3/8nGxakJcZ80VF03SM40Bbt+zudzT7mrF3pFVGdTLBDpbJNOfu9RqvwI4jRkM1K7CDxWhN3w2Uk5yLP3keRuV40iI75Ik9sljfbRWThDxLsPM5XpUkSXbQvqE+lAud/fdCwcehrOzlIkYXhLR7jgLrLSKGfWSw3s2KOq2Wo4ssLkRD0LosQ0ClFeMDc7nN7YRxUCpoYzpZXFUloOCg2XGgpihz9ni+/lZlRWv0FguT481FaBfuwb5Gog2moYX7ChmZ856co/6WA5OYfRxYsJh91XLQOXEfgFYn4MWecRSx13BwokYtVmRBYxsxtP38HSKUj3qumMHWI+xXaCX6T2GMA+NVcA+q0KZOA1hrgl7sXkTyxsLwBegt6CeiCVXh92b59kenwjGocvAt3o8HoCrl3tk4kXcCZP2P/+P/yH/33/13vH79mn/0j/4R/8P/8D/wp3/6pz/02/qtyxiDUuCcZ+zHtwYkj93A+npNW7fU+4abl3d07cDZk4WEfLYyciYtUtq6581nb7h/4xhHy9OPLynnBc2uZb/ag1IopTFGob24F5VSaKNx1pJqQ1YW+BJOni6pt3u2d3vGbsArRWoMSZbicdjB04yO53/4lHxakBUpk3nF/HJONYzY3lLOCoppyYVW9PuOmxd36ESTLSqM0Zw9T9itdwzdSDHNefaTS57+wSVpntHVHSdPT/jgj549aq9+X+VHPCPeaax1x+NQTcF8DGYneg5zBn0O5KE1GAWwMXjwlqMD6dGc8G7Ww7T3GAwbGa2lMCCmheQJuKvAHFyEluEbYQ9UHgTvG0ieoZIneBeyjdASjKnKd3Yx+3FU3LQ8+InKwGT4MZxrehpuaIU5tHtQe/nOYkvPb2WDFCJ60CfI5ug66CdzYAis1sPXjs7ULDxXFL7vwn1iVEscPh5bjIpDFAMVos+M0weCdsvfwrAOjBQcZhgqH64rAOchCeIi/D5Ojjc9CRu9MPvwKyA+EQbPK3m+B+V9COR9R40YP/hq9z//z/8zf/Znf8a//tf/mv/kP/lP+Ff/6l/xn/1n/xk/+9nPuLy8/KHf3m9UfTdgR4vHMz2ZsLnZoo15K7S03je8/tUNSaLZ3e24v17R7VpWwcFXTAqmeJpdy9Xn12yuNwyDZbvesX6zZnO3Z7ep8f0IRjN2A0mWsHx6glGK+9st09Mp9bpmc73BWUeWp9hBLr4mMUyWE/qmx6NQSnRcpkyFUQJG6yRJRTm6pqerB5JM88f/5KdMT6Y024ZxtJx/cEa9blhezsmKDLRif79jfbNl7Eee/OSScloxtAPFpODs2ckjwPo91dB5dvc97eoG58VoUM4yJvNSXKjKQHIK+jno9yA10L8CM4KNoZdR3B4zaeA40uWxZfhuVVwIY9BkzC5ywFTmF9rXsoA7L+0ovwJGSP8eJM85RLKoBHSFUhnKZN/0go/1G1d6YGJQb18HfTSWKDgK0qcCKFQXxh69llat6sBfCQuEDvEcuTBErEXb5J0YVtgjbtEhsNORwdIcM9bgCL4iUDEcW4KR2YoOxTuEJY0jecLUAAg/rwQ0+dCOVNPQiVzI1AFbCsBXMYJCBRH/E7A/C27X8fgZ+RA9oc7ldycBr/CRufXDW2Gu71r94Cvef//f//f81//1f81/9V/9VwD863/9r/lf/pf/hf/pf/qf+G/+m//mK/fvuo6u6w7/32w2X7nPd112tIzDiFKKJEu+Mmpn6Ac2t1vqTSM6qaanbQa297vANimcy/HW8uZX17S7lpOnc7puJNEJo0kYBy8uxl2PUrBbNWzudlSzElNl9HXH619ds9+KjikrMvIqxxc5Wnk0CuscqdaH9+ERUXnvYXX7BqU8k2lJWhVorTGpYewtyihc0G7dvLqjb0cuf3KOt5ahGdivan7yH39IW3eYxHDyZElWZDz9+JLV1Zrd/V6YEmUoJqWwa6mR9+c9s9MJ1byiqN4+CXwYFt23Pd55ktRQTIq3mL/H+s2r70T71jWGMjOkyYBzJbv7hr4ZObmsSFOLXMS1aHVcjNSYh53nq/D/h5lMX55X+FjvVkW9TWQdEiAD9Ty0Cj+VpG0VGArXyeBvfRIExwC3YSGfff1LPNZvXUopSdu3Dd63b4m38XvRX5EKo3NgZbKgq0qEofIr+S59mHE4hhw7G1v5Z0gW1UveSoA3c8muioAFzdup7CGv6qDJKhGTS8MRTEVAFsZxHYwRUauVyb/dS3m8Wsqx5nsEeF0CExG/mxBy61sOmjJdhBgKF9hWkZVI93su9/O34bOpA6uVo8zZO328/qAgq+97/u2//bf883/+zw8/01rzn/6n/yn/5t/8m699zL/8l/+Sf/Ev/sXv5f1Za9nd79mu9theQFZWZsxOp1SzEu892/sdL/7mFbt1TRZab2702MEy9k7yqfaSnF5OC+wwMl2WkmE0Ws7eP2V9vWF3t6Oc5exutrz+ZYtJDOW0ZGgHVOJwgw1ASNHue9CK6dmUPBNqtd7UeC+5WF3d453FpCl5pem7Edv1mCLBe8V0OaXrOur7mqHrUVqTVBnWWdqdIzU1n//lS06eLHj+B09574+e8uE//IC+HXj580/wznHx4Tnn750xP5PPog4jfpIsoZhckJfZwZFpzBE0ee+FPRst91eSQebDJtx7T15mnFwuHkfs/A61vdvSNT3Tk/fEweM+IzGWJEupt2v2647lxQkkH8hF0K3AXoOaQPqRXOyHEvzPwzP2HOeaxRydx3r3akAYhZjKHYBWOoBuxTavMkh+Igsdo2iE7CeIMyzMkUs/ROtHBuv7KKWlRebtHd5HgiCGR0/l+/jKfL5oSmiE8XFOtE2WoNsagpFhLm0418B4h7T5g0bPhVwzH13CMSNLIaL34OJjg2y+TABkCQLA4nSBO47Bpm24/csygnCN8AtInsltSoXXV/LcLuZoNXLdcTWolUgX1FkgYVfC/OkKvBY2znwEaoFSURuaPSa+/211c3ODtZYnT5689fMnT57wV3/1V1/7mH/+z/85f/Znf3b4/2az4YMPPvjO35u1lvvXK3arPVmRkc1L8OIcvP78huWTJWM/8OZX12xut5SzgvvXK7qmZ3E+RacpaZkwjoY8n5BkCbOzGX038MVfvyQtcxbnM7I8oat7tvc7bDcwdJZx7Jmfz0lSjSHFI2DOJJrTZ6fs7jZkVY72imbfkaQJw2hJ0pRyUsK2A5+QlxlpkVJvGsZ+IE0SjFE45VAesiqjmJY0+5phsLhNzfxsTj7P2d3t2W9SNqsdWZXw//l//lvqTU1RFZSzgtFaVm/WnD474cO//x5nT0++8bP0Xtqf9aam7waM0XRNz9ANTE+mB+Yq3u/21T2XHxhpQT7Wb1RDP1Bv2+M0Av0engTcHfiBNCup1wOTuSUtkuDg0WCDsFWlMrpDpeCj5gJkAX9ksN79SpFFMyyO6lzE7CCBo6pCFtKPONj2fS8OxESB+TDoex7r+yql5wFwRNG6xpPBqIQFegs0uAAyEgmR9ZWI4t0qhAUHwEUuIMRdA6l8h64PLbtUBPC+QzZMwfBwSO0/C+9nh7BKKSJ2j2L42H4OA5sPjsS44YrJ8C7ctgQqMHn4XUrRjw0xVHQEu0JiIUTnJ4OhE2FWkwuUkXBSGWBuQWUCUA/huD+eCJEfvF34m1ae5+T59997bfcd29WeybySmYGhymlB1/S8+uVr0jTBO8/0dMbYD2ijqeYln/7lC8bOMj+bSvbV8yXWWplTOFrcYLGjxSTSriNo+YbRSoyI02AUJk0oFxmbmx0mzC4sygK/BJPI3L/hvibJDKUvsc5iR8fJ5Uxcfq3FOo8dBrx39F1PN/Q0TcdsMaWYFaRJih1HlFHMTqYUVU5Zlkw/nuBGx9gMvPrFNfW2YXm5oKs7uqZlMi+Zn815/atrsiLlw7///lfaqCCZYavrDdubLWhpt+7XDVefXjE9nTFZTA73VUpRzUq29zvqbfMIsn6LctbhRouJIEsZlH4G+hTvGky2Zhhu8Sp/kKxcI1ZsQur3DrkARgFsFf79CLDevYqtXIV8T5GpACjk+wQklXsKLKXl4m8g/Vh+7hq5AOkPwtOtgbf1sBLf0OC9SDWUyh5F8L9DKRXagvH/gDMnYF+IY1AXD28RBkqfQPosRCGskFbeUtqDfiJtf9sLePMjkrQ+E02Wk1mxEmq6R46TqdwnPRfG2+8C4zRKMOhbbtV4HMXjK7am4zU6jnOyx/eskgAaz8LzNuBzYB1y2QwH56pSoWVagHLiHFRzlJ4fuh8/1vpBQdb5+TnGGN68efPWz9+8ecPTp09/oHcltV/XmMS8BbBipVnC5nbH8mIOWouEcNsy9iObux3NpiGf5pjMUG9brj6/wTt48uEZi/MFq+stxhhe//IN3nnKecnpe6foVLPLEna3O9pNy+z9km7f0e9bjElodg1D2zP0I0WRU81LTi7nwg4lDts63CgLbdf19PsBpTXKJORFQbOr6XYDykiUA0h0Q6I1z//wGR/88XOc83LJ1rBb1Tjv6ZoO7x1DP2B7WN9sqbctSZqhNHz2Vy84e37C7OSrffFm27C5EaYvMla2HykmBUM3srndcvrs7Z1zVmQ025bF+fxHfXL9EKW0RhuNHR1JGt2EorlQxuGHEW1O0Ml5uJCBH51kZfn4Z4dcQGcIAIujNEB2svEi/eg0/OHrIciCI9vYAztQ7yOjWHpE95LB6IXVUGXQ/4R0dzOTx7s9XvcCpBD3lrfXyMzC46ugKjDvruD4x1ZKn+H1E3CvwMYgzz4AplQAsxvB/lwcob4XsOUU0EBfIszkFSImr0S7RXZ07/le9E4UAn70XNgxXiBZXSY4ARtkoxXnYY4cwVV0sVYcE+OjWabkYJQZb+T2tAT9IbJha4RVN7kcd36QkTyqAHcDagG+x3vRCHsfN3Y/3nXgBwVZWZbxT/7JP+HP//zP+c//8/8cEObjz//8z/ln/+yf/WDvy3vRVH2TAHscLG5wJLnBO0fXDgz9yD4Izst5Kc49rUnShL4bUc6TlZk4AS/n1JuavMzomp5iIqnyRZExDJbd3YY3n9+y27RoBcW0otAwdCPj2IODpm6p2pHZvKLetqjEMD+bsVvvuX5xh3eeLJf5c+2+xzmx8DvVk6cpJjV0bYutR8ysJMk04zBisgQ/Ou7ebLCjRxvF7m4HxnD7xS0mS1BKMwyW2xe3zC9m3L264/KDM/7gHxd4KydFNAhs7/eY1Hz1s1RQTHKafUffDmTF27s6/7iA/1aV5SnltGC3rpkuJ2/dptjRNj3l7PwQjCvVirNHh5gGT9hJP5ELIjukxRDFr/HClyCg65Hh+uEq4ShCjgLlmOg9RdKyb4B7GPMApKwssHHh8n1IhDcopfA0YQHPJEAzAiw1PehfhNnay23m6Zcyix7rtymlND79qbQF7Q3Svq/E+WlXwTX4WlqFnCCxDkugDcDpCw7Ax7yPaKEa+b/iKJpXGgimhxi94PbIZqrgmO7ecYhUOAQSx/ahQq4JISoCj2y+4vid2I48lbBSUwZh+150gWomv5sKUTHmFJmFOIDd4PUU74YA7D2eAqWnKP32Ne3HUD/4mfFnf/Zn/Jf/5X/JP/2n/5Q//dM/5V/9q3/Ffr8/uA1/iFJKYVLDUHffcDt45TFKk84qmv0942gZ2h5tNNpqnPcM3Yj3jjRPGduesbcUk5yP/t77fPaXL7h+cYsbR25e3JEkhnKaMzub8OTjC4pFxa/+4nOSRIE2GAV929HVHUmeohPFfrVl6AaSRHP6bMnYj9jR0qxbnHdUiwlpkeLsinrXMnQj5STHezlliixn7Ef6ZuRX//4ln//1S+aLKcWiYn21IZ/kODvn6rMb+qan73uZVZgnMq/QO/6j/8ffp+8G/uZ//4S27lleCPuUFinFJKdv+6+0/XQqF3OtFc5K6/Rhj73vBmYnk0cW67es2emUtunZrfaUU2EQ7djT729IMst0tsePveweVUhyTi9gHMIFPI5k0UGrAXLxbZALKMhFdpTHHi6qj/X7r55j8OgS+V4i07iD4bPAiOSgB7BNsLwvgyYoDa3C6fF8C1+/9x7vNkGAvHxLYKyUxjMFvxFB9jvs7voxldY5Xn2E12fCKPkwBsm8Jwnvw2cIgA4sk3kPzBYGBXYESmnDaStMkaqCHsuKriuZivgcE4T2CoYwF1Etggs15uJVCGMVIxxKjsxVbBV6jllZcc5lGm67gHQB5jkkCwm9ZQD1LBxzS3mM0kE36MMc1VvRpykTNKMK/BZvd3h/ijY/Ls3gDw6y/ov/4r/g+vqa//a//W95/fo1//gf/2P+1//1f/2KGP73XZNFxX5T46z7SsvQWifuQqCY5kzmFdef3dCPIykyUDotUpLEYLKEvu7IyxyllTjz3j9jejLhf//z/5Mv/uYVeMX8fIodLVmZ8vTjC5y1vPzZK4pZTt+O1JuGyaxkelrR1wPOedqmZxw9T3/6hCcfnKG8Zn235e7lPSjF9maHSqDdCxDzRYZKNN2+xWojo+o6R7fv8duaJDEMvWXSDvRtT992tPuOrmnwFpQ24GFoRqyG68/vuPr8hrNnS6x13Hx+w/JiTjkv6duB+9druqZjcS4s2dCFFmWakJUpzbYVU80DLNW3MqbncczOb195mXP+/JTN7Va+a+tITEM13TGZJqR5oPb9HnxMgc7E2WOeiZhWfSbCWT2VIEudy27adxyF1fc8zjF8F8ohi1205sd07zDSJOReoaowQmkn4Gj8BJIPwVyiQoSD9z14I3+7tWh43AbMgHezB8Jj2Yx6b/Buj9KPIOu7KsknO8X7JUdhucebG3A/EfA1/jw476bAHEwfBkGHsUl2gGwBPhOWa/xEnty1YFJ5TlWHVuQWyZtK5FxHIYA95uOtOYrfY9zDgMgJ9uHxtwhzWgl4088gmYn0wIdB2PpEBPAe5PoT9Wa5MOZqEtqje+Dp28eUykUP6O7xupBg3B9J/eAgC+Cf/bN/9oO2B7+uiknObDk5uAuTPDm4C91oefaTJ7T7lqG3LC/nXH50QVt3bG43NNuG+dmMcl7SbORCV81LadmlKVmZoxRMT6bkVc50OWUyK9Gppt10vPrFG/IqY3G5YDKXsTO/+D8/pW97hnrEW4/H43pHcVJQlhmb2x2TaYn1lmGweOcZ/YDWmrEbcW4EDSY1FNOcPLQmu2YEP0gWsHe40WGtw3tP3w2MvZW2phtJE02eSdQDGvqu57N//wXLiznLiwVaK5ptw2QhmVhJYlhfb9je7yhKYdAgkM2JxlrL2MsIImgZe4sxiuWTBeXkcTba71JFlYsxohuwY4dRA4k+F1Hr4QJVCh3vOqALuo1zyP8A2hb4FYwrJPywErrfxiTx+PcjwHo3quGoo4siZICViJp1Jt+9eQrJ+0EcbRFtjrRgvLfCSqFDmzikfqtgkPBXoE7wevmAZf5qgvlj/e7lQ67NYcahDyNyVB8YnhJp9cUZlHAYi6NPQTkYXsv36SIIygSguZCbRh3y8SKJ8MAwoebg7znMJ2RyfH4UAqhixlb24PYyaLxWMI7yXk0t7KkK2kBfC4PujRyXeik/t+vQwZ4cU+8flApAy7saFQwd8jnJ5uJdjXJ4J0DWu1jGGE6eLknzlN26ptk0aK1Ii4zZ0yVFlXPz8o7bl3eM3Yj3MD+fcvr8hHbX46zkap08nbO73zP2I1prZqcTjFHc3ks+lDEJJ0/mzE7nAHjnuPniluazFq01+3XN/eu1tBSzBJNrGKBZ79EKbCdtoWbT0C066k1DOc1ltI8xIoLftdR1y7htGLqRJDWMxtHsJNohSQ1JlqGC+88NI3Zw2MHSDd0hv2roLNtuh1KaosxJikz2WUahtKKYFvTdyNhb0kJLZlfT0+ybQ/SDUsLmbe92uNHKGJ8yx1nHZFFRTsuvhJY+1m9XSimyIsO7VrRy6hLsVVhIi0AhZuBvhK2wZ5Do0E6agcuDUagF9bkstkyQxXdHHLfyKIJ/FypFGIYJxxTu0MbRWVjsgrvQXMj37bcw/Fy0VaoStktPw2KeyaJGYL4okKTtNdI2ipugEaUfWefvorz3HGMLBMx4JTok73pJdB+vBayoiXynDIFtvBN9k5qKwN3egf8iPE8S/oSoBYWwWExA98JcH2IZgrbPx1w8g3zXM0QzFbO3JhyZrqjPqoBa9FfKCNBTCWKmuJHrzHCDpM87SN5I+GgcSO1uwPwJ6ItvloqoBJldaOW4ddsA4HT4rKYHw8a7Uo8g628pYwyL8znT5eSQ+J7mKV3Tc/XZDW3TkZU5KIUeLPPTGcW05ORyQbtrqbc1XdOzu9uT5QmnTxdMFxXNvmO/2tF3A6fPT0jzlHbXoLSha1qafQcKqmXB5mZLUzd4d2Qnml1Lu2tI0gRjJGerrHLs6HGDYzKvGAaH7Xvc6MTo0Y/U+xYcTE4qUJ6+6Rk7S14l5HkiI2+0QivICkNbN3TNiLV7rHd4r8BaklyRVQmLyxllmdE3A956iirHxxFC3tOF3+Ps+SlJIm1UvCzHaZmhFCwv5l/rSnys7668l92oUrloPdxdyM1aiwbC3gMF6Brav5YAwaQAPhBbv38Nw+qo9XANuE+RHWxcbKM267F+v/WQSerDnwcz4MxcWoIHa/0I4wsJI9X/f/b+q0mSI8vWBT9VNermNGgyAMWanb5H5siQK/f9/vR5mJeZOzIiR26f09VFUACSBHNq3FR1HraaeyQSQDEAleiKLZIZEU7MzY2oLl177bUvQK0CK2IDY5WAqk8VgypUp1HJxO4aMY40WehrmPCx9oz7KYXo3x5CaxzCgsaCu8W7jTzuW+QcBh3cyDT6RMTlZKCfgdqHFJ1CpnjP0WldL0UGYEupLHQg/00QoFRyajYNJwuXiFObrSJsc0wbBiE9GQLAw7WED9WLgU0bDmEbqyDAT2Rf3Bv5O/5nUM+ARq4tFX0ImLws6KQYY4eAxmAD4e7wvgzp749nof4Esv6EMNGpOm7oBx7erunbgenypE9wzrG/PzB0omdCK/LZhHw24frn12R5IuBqW1Hta/puYLYqiOKIrMgE8HQ9bQWzsxneOW6/uAUPd188UK5LhiG8J02ZnU9xXuGBzbst6WcXKOVw3pOkCf3QkKQpPlM0hzXgiaMIOzi00iK7URoVWbpmQJsOZTRGGbyGaifeSdrooMXSZHmMQoW1i6Y9tBSzXCSR85EZcZT7iu5dx/Zhz+Z2x/Jqztn1UnzCrAsMS0zfDrRVx+ynpWP8CcZpIlZ6ElIPb6F/I6lAjEymozeOfQgs1ipUb/cQZ/Ke4SC6imNrjVH82v1tvtrfXYyMxMggjn5Goy6r5jS5ao6tdbCIXucgaUP3DKIlRK9QZhWqBfeBqXJ4P24nkfSTuw+T2iAiZCcCZ2UuPjrm4CcZvhQgpTLx0BpD5fjut+KfZT6Txc/wa/APQejuBFCZBPw56ENID/acKgIbRKcXzEvpJE2oN/I7q/Bzj4Ck0e9qLGYJzeNpeV/755EB4jy8/xbIJD19tHpohdHyLjCqv5RUpDkLrXU62X/9ShZxo4O9PYBK8EzALFEqOqUGlQjhpdr1UTcRUvAHvH0IFa8fR+HUE8j6M6M+NAIMzt7PGWutmZ1PKR9KJrOcOEuIYkOSxsfqOjtYuranOTQoFHEa0dZyIRfLgqZq2N8faA41b35/y2G958Uvrpmdzxh6S9/1lPuG61VBOilo9h3eDtTA1WcX2N5y9+UD5bamrTtWzxZMJjnNIidfZNgrT3UowengQwJxFOOcDSk/+R4uaLLQisk0RWlDFCu0kUrHKFIM3UA5lJy/WpJmMdW2ZP9wIM0TbG+J8xTbW/qm57CpyCYps9X0PZV73w3H1jtP8cOFUjmeTTjWrQhh/SCTJ70MzL4UOt8vpArNlUAUWJAK2IcV6ZhGaJEJffTQedJm/TgxAijFqWfcqIsZwdQamTgvwGvRXx0nxGAqayLR4IVUn3gSGRi+EBDmQ9pRJaAW4mXkGxhugoD+EqWLJ4D1PYV3B0SDJQBrNOD0bixQKQUAKw/RNdgpqDup/PQhPaAnUqXnI8TVf0CulRwBWKNIPbi1D0qAj1kIO+m1pByPLFkA6mrcpg/bKsNej/YOCadU40F+d51cX0Qn/Zh6BvESKbbpxEJC5cLQuY2MLfqlONn7vQjj1Q6sxetV+LwspAejD4xwxX4kD/s/Mmt/+3gCWX9mNGWDic0HjzvrKLcVt68fKA81i/MZ6STFrEZfGc/QD8JYDRbnRHSeFakI6NuO3e2O2zcP0ofQWmarKR4lhqXLgrjqGPpBNGAoumYgnUQkk4i7r9Y0h4bd/YHdwx6lFOk2FTuKyKCVZjaPuXh5hrWethRB/mFb4VGi1YoM3kDXtnRdhzGGbFrgnTRyHnorLFis0WnEbDlDK0NXtfzuv3+J7XqW10uefXZJ1A0orUXEPs3Y3R+I05jskaDd9gNJPv9xTtzfc6hcJkZ/kFSfbwTsKge2ArYhTRSLXgIbBr4G8d4pZcBz8H5zWBAANk70j38+xQ8T7tG/URMzDuMtMuGFiU9fg3aiqVIt0pPOg1pC9AzM82NaxftBqgmpkYl0gpT978FvwFyF912hzPOfpF/RxxpiuCn6Ru/2AQxZ0cP5fdBX1dB/DlqDPheXdj4TcNL9m5w7M4H4l9Av5D4fQZZ9y8lYdODUs3AT0ozI3/ES+tHfagRZRhZkTMJjY6rQI9fflpPma4xBRO3ey7ijzgQskXNs/+NDp4FoItv398JmRQvZllNIE2jH0VzVXEj60d5wcpp/P4TxClWTHweR9QSy/twQy4H3z55zTpo8b0sIIvE4S8T+oGxYPV8xdAP7+z1N09PVHet3O979/h3OeV786ho/wGFb4wZPPsuCYNkzdMHobbAUywlN1VCVDX7wTOY5+WxCV/es323oqo79ek9Xd8SpwXtPU3Z4PPkkJkoTVs8WKKVo6wlN1dJVLf2gILG0zYBzHX6wmDgim6TiixXFUqU4DERJRJKmnD1fcPnqgnQSk+QJy+sl1abEOdjdH0inGZevzjDGYAd77Es4gqymbIizhHz6caw2/jOHUgbMBX54B/4rqSb0NVLl08pAq+cysPktArIS8GvobwETqPyxxYZFgNY42cMJWD0BrB82FB+IlIk4ls+PbUoIDXWjnws4Up2AbXsrk555Bo8NRH0tbIk6F18t9yZMrjoA7nvQlzKJP2mwvudQcqztvTBJo2egfRuAr5LUPVvkHJfhFC8l9Xb0m5pz9JaKZpJycxuO7BIZAua2cPS3cgi7NYe+FhDneo72H8yBHEwW9JgIi8YOaRY9CuvHxdWo0wwNplUmWjCrIPLBkDQ4x/tSGFN7K4s4c3nSUpkLsWzwgVU3c5R5hoDPcQz6EL6cMiMfT6XhE8j6E8JaS3NoKHc1m5sd1a7k4tU56USYoqZsOWxL8iJDocS+IDZEcU5TNrz5zTu0UaR5ytD2tHXH/GKKSQxf/vtrXv/6LVEcsbiakxUJ27s9PlN0tVQLToMx59BZ5qsZHk+9b0kmEVrBpMjYbUv2mwPWejyaw7ahKd+JK30QpT/7lTBL6SQmTsVUdHo2wTqPH6BrRBem4pQ0S5lMc5TW5LOcmctR2hAnEd47Vs+WnF0vmcxzLl6dYztLPp9gtCbNYi4+Pcc5KJYTym1NtS2xgyMvUobeEiURZ9dLkvSn0+jzpx2RpAftVgZMB7hE0gR6EoqErAjih72sipUR2l+FvoauRFa5jtNg+mRC+uPGmLYZJ2PLSRM3unGPrvxO0kfRlbzWH+T8mkwAth3waiaTs9uF14dKQW8CExCMJ0PxhJhjjt5NT/F9hKQFh5AOfB40Rwe579QlUiWYI4avvSyA3DqAlBpYCAvt9+CKwBRNEO1VaLBMAcdehAMnndUIskK62anwmoqTm/tW/LPcHOkKcQj/DALuRzPikQVLEZ+t7vQZSoHdBVZrFcabLJDfqYjVzSmrIdWD4dpWWn4oYW29LgR8fqO4vZHHn4TvP50QofuGcie9DJMsZnM78OWv33Dx8oz5+YxqX6ONoa070klCOjlRmUkW8+Y371heL6jLhu39Hm001V4mp+tPL7HDwGFTMVtNOH++wjvH5l70TV3Vobyi7XriKKKuGvq2x3uFs477+zW+d9L6BiVNq62jsY6qKUmHhMlyinOWN799y/rtmhc/u0Inhmbf4AaIIkU0z5kscqp9g3OeOIloyoZimdPXHUkek+YpcRajjWJxtqA81ERZTLmt2D+UGCMmonVZk89zojRGKcXFixXrWGObgSiJmZ3NyGf5E8D6EcL7PpQ570XYrurAXJ1LGsgHJkuFVa+tBEwpI+aB2PD6Ce83jZ6G30dW94nB+uEjQY49nMDU6IkVP/pbP3p9MHy0tzJZRf8aQHUsGhweRARNKe/ViVwHZmwQHSpGfS2Va7SBAX1K839f4X0bSMmFHFvyAGojYYGcEXBrzuVx+wDuK+lBqSeil3OB1XT6BFy8CzIBEEbKhp9XCDsWhc8xyL089hDuECarRYBT0HWpFPwU+JxTReK4yDIIoGoQAPYgOi63EYNj8wLsF2I3Ef2LsKV6BZRI1WqFtxv5nV4WA+O23QFUh9NzlF6i9AzvStGxqUnQEwa9qR9Q5uqjalz+BLL+SGzvdlS7imIxQWsZvExsuH+z5u3vbhi6gcOmxFnHdFGwuJyjzekE294x9D3eeTY3WxG9a33sHTc4T1v3AXhMePmLZygF9f/xO/brPR6I0pg0TUjSmL4bGAZHX7Xcf7ll6AfapuXwcCCb5pg4QnXihaWUwvaOrulJ0wgGx+5uj0IdG29qo+kHhW86lNLkkxTnHc6CVZooTqnLmsPmQJqnLC6nzM6mYlZadVS7Gj948J58NSFODc5qql2NiTtW1wuiJCKfpKx+8YzF+ZNdw48Vp8a+ZaDtU3Az4EvwaRhknQjhSSV1qIMmQuXgIhn0fBVWxBOOzAYJMjGn8vpjCuuJ2frhInhVASdR8+O0oeFko/GPkP7XYNNQSPWZeQVmKROr20gK0Xfg7+R86ynHdPAxlRgFjUQfUsYe7w4o/QSyvq/wLugc9VwABaUwi34IxQmfIu1olKQUR6NYfQnJJwJ++t+KDAAl9zkTAcW9AvdWqgqVF9G5niC6qTElmPG+bYPndE83wBtgLqz2sVl8sGpAIWPAyI6N12Ih38dMZF98LiydDsDMW3Ghd6HNE2sYfgtmJa83S1CBJdM6+PbdgTJy7ZkrfGDzjilClaDMJR9bi6cnkPUd0bU91a4mK7IjwALIpxnXn16S5jFusORFSpTELC/nmPj9Q2qdxQ6OvunZ3u3J5zlxbOh7qcbK8hg7WBRQ72o8ntlqSj5NKNeKpmowScTqeoXSnvuv1sQmYnKZsQlu6t47+t6img68o9m3eK0EQPVW/KqsZ3pWUCwm9IMlLzKSxKCjGAW0dcPQO9Aa13u6piUyMXYYiNMIE0dMpzmr6xVeKdIsIZnEeA/5LKPZ1zR1R1N1nL1YkS8KNjfbUF1YkuQJk9mT/urHDO92AWDNjzpCr1cyaTpp5yTl+Q+gtsBMfJV08NRwe+hTZFXby6raB6dmDpwm+scaoaf44WJA0j45Jz+sNXLsRzPSAfACls1Lmeh0BnqB0uH+UxO8yoTF9A6oArN5CKzW189jg4DqVIDZE2v5vYT3Du+2or2y7zgZjCagroRd1uegfRByT2F4DWgBI+YK8TZr5FxzA9yB/oVsYwjNmP1chOd+bAA/nvd73u85GHzU0OH3sYJ1bABdcWJKg/Hokc2eCLjxG3mtngiDpeayf7qWfTIr+W7+TkCjHp3jMxjuoPu1XLP8Qoo2tAG1ROk53tfiGaYKMcBVWWDigi5UZR9lo/KPb48+orD9IDqi2YeHKU4F+PRtz3Q5YXO7Qz3qcdg1wvJs7nYcthX7bcX2dsuinTM4hw7jlHWWbJKS5QnWOt789gaPp1jM+PLf33H/5T1D7yiWE2ZLaVcTpxFN1Ulbmnag6zuctbSlVI25wRJlCUM7SHrfe3SsMMagY4OtetILg1IRaRbTNj06jtB+oKs6BuvQxlDMM1RkmMwyJosc7zVXn1yQThKqXUOSicZsf79DxxHtusLEhsO6pK9bvFe0VcfqasHyakGcPKUHf6zwvheQpLIP/WL0SpgK9QZ4DjqH4Z2kFtTopRRLatEYcGmQ+TQI4BpXvOOAPIKsp/jhQnNy4B6FxqO+ZvTEGpB00AzM6CV0Je/52uSjxubfgHehmTCAehcKI/LAfHRhMlyhlBHt0De0PHmKPy/eMx9VGVKcgLA6vgypuWB9QCdMDpH81KMlQrDs0FO5d+nlnOsVYnXwB9mW7qWXIXeINk9zavY+WrJU4e8YucZGzd9YwTpaNYwgexO+yeiJFUD78RpVoXCmCxrAM6kktBbMQ9j/CdLOa4Y4yicivvceEdUXoK5BmSCCj8J+d0AeruGPv9vAE8j6rlBivDl6lnwQgaaczHL6dqDaVqQTEXbfv1lL5V7o/ffVb97y7ne33GT3nD9fMV0WpJOUZtuCh67rmV/MMUaE9PW2oq0a+t7iBo9SUn3YNR27h57t/R68J8pi2raVKc5KK5xhsAzOiv+bUdIYIUvRGg7riqEd2N1V4osVCdCKIoPVmt5aGDw+VpLS9544NsRRRNv2vP7dW57//BplFHjL/mHPMHgW51PyRc7iYkaap5SHmuX5jKvPLrn85OI9JvApfowYBcrCXgjoqmTQPab8MqHlzTMBZL4UGt+3ArL0lQhofbBwIOLos3Q0OxwH5ievrB8uUk6aFzgJlZuvPR/0WToD/YLjBKoLTlVg74f38riwXBM8kaSR3FYmMJ2DnonXWnARf7Jv+D6ilZSgylEqFt2k/TzMKUErxywA5RSiVbh/K4jOJA08Xg8qCkxXcH1XuTBHZgo2LJyYIcBoBFcGuEDGgrccGdAjMz2yV6PZsAn7lXESxs8QgfvIYo+vew7qQmQIqhcmTS8l3UctNhH6WWhUHXPsn+oHacljteybAvw2pBPDvnmH19fH3oU/hXgCWd8RSRoTZbFomvIPfTnauqOY56R5ytkzQ5RE7O/3vPvDHd550mkKuqdY5Ay9Zf12w9AONGVN23QYbcjnGda2HF6X4BTTeU65q7l7+0AySSkWE7a3e2njU7Zk05S+G1DKsLgoSNJW3NmdxfUeay14sK2XxYQHkyl0HGFSw7CrcM6hjcbj8dZS73qIZF+wHo8iSRParqfIJ0R5SlP32H5gc1ORJAmXn56TTyaoa8Xq2ZKhd/StNKRenM+4eHlGva9Js/gJYP1NYtRGOJkc7T0nH6Vg1eD2YXwMwMm3oTInDyvqx+kjJ6kMP+FkdNjxvjjW8OT8/n3HmLqB9wXuo/ZqwglQB/1LdAXJi8BkpjIhuxs8w3vpFHF5r0Evj6aiKrrEqRTsG0SbVQAq9NOT9LJ6snD4q8MHHyulCvnd7aX5ugpmobYP6cJpKEbYBUH7CpifmMdjjKk+AzRh0ZSK79SghT2yK+Te7Tn5qY3pv1FbFQTkR73VuHAaG0UvkJR1FZ4fU4hBk6VeIODwdUh9FvK8noRxpRPhPhGohbClLrClEPy9WmG+3EG83sI1iA+LRLfG6+KjErd/VzyBrO8IExmmy4L12400h05Pbrxt3aGVOLUDRLFYEmijacqWYlVQlw1+KDFxhLOWJJF+fc2hxSQGN3gmi4xiMcVojTJw88U9X/zbl1SHVhzZE/Gr0pHisCkptxalDctnU0xsmJ4VTLcTNjc7UI4oirDW4byTe8CIc3t9aOi7nr7pyecZk2nKYVeLrZyDCE+770iylMXljGZf4pRmMk1lm2EincxynPfEaUI+zxispVhOyYqU/bpkcTljcTajqTqidDjdPE/xo4ZSCV7lYXAOmqrHFWF+QFpg/If43+gpotfogmajloo0t0dWrGWg6x+lA44D8QiwnlKG33+Mdg2jLcPIWjlkYhuLEYz8i8JPd5BJziylGoteJievhKX0Ic2jpqhRgxdCmzlep1Lt5R7CxJdJKxT1lCr8fkJsMLz34N6JRsnEiEt/K2lb3wLLcG8uRA9npkATmKvHPmdexO16EpgfQFcwFKD3oUL4OdIJYPTJG1vunIX9yRGWNHq0jz1H36732KpPw2M1wrr1HBuHm0oqH80MokF0U66D5BpsMEK2N/IeE1KdSoXNL6S35vAO4uuTTs07pOH0FdKKp+SnUuH6BLL+SMxWBd459g8HmrKRclE8cRpz9nxF/sjBHEBrRTpJSbKY7c0OO/QctgfpdXhW0LcJ1lmwnniWMF9JRY+ODIfNgb4b+PI/3pCkCUkeMzubooyifEBYrbs9Svd0h5Q4MnjnSPOENI1oLFjbo4wiSWJw4JzHWUffd9hBkeQRcRpz/3YLHrJpQjLNmK4m7O93WDvQ1C3Oa6xzbG733H61YbYqgv+Xpq96yl3J9KwgTiKqnTTC1kbRNz1f/foNJjYUi0kwU32KHyqcc3jnUVp9wBgqs5A+Xv4eOAuD2NgSx8vgpVMBUlpaVQilf0A8dsZ04P40ufo9pxVzxKmyqOX9BtFjbzMe/XyKvyxGIDvnxDyMwHZscRL8s7yS1jfMIfsvoDIRC3sfzuHoPRSj9Awpgf82RmBMQU3lp9+D6/Hq4onN+itDqQhPYBLtDcL2hKo4F863PhPw4e5ksexVYJgb8LdBmxV0U76C6KUAFvuHwFJvw/s38t7oHPHCKwWEextSdD8XYHNMJyactH4pp8rVBBkb0vDQtaSiu8+D4D1ULFodGNQ0ACEli73hPiy6h1Dd6kJhRliIewTQqwn4r2BIQW9Ee6YAChHO+06YVTX7aPoTflc8gaw/ElprlpcLJvMJXd3hnMMYTTpJieIPD59MdNJLqu969usSlMYkEVEcYQfp52etZegtm7sdURzTNx3loeb1f7zl3ef3TBYTLq6X2NjRNwPbhwPNoaFrWpxVmLikLTtQnrbpsB7yRUJXe4yOSYoErRSHXYUbPMYo3KBwg8cNXu6RLKYqO9ShBeew1jE0A9tmS5zEeOsp+w7nFXhHW9ZMZjkqaul/M7C9O3B+KZVrs7MY2w1Uu4p8lpMVGc2hZvNuF6olnwbl7zPsYKn2NYd1ibUWbTTFfEKxmByvS6VyfHQG/YOkBEfHdpVKCsKuQ3qwApeAfyNASz2TlaP+PACtRAZ0BzLoHpBRdvRhGttsjPH4vhhb7ViewNZfEv7Rv9FGQyET4giqA4MAYDukaiyHYSYMQvwsTODio6XMBeo7xOveW7y9kwlTLVBhEvTeIw14b0NLnqdClr84VABIbivssbqQx70LWq1I7A+GO8BJf0GVhftwZKUd0Mk9bD4RUGZvZZu2DkRzDT4TbZR7CIusCgg9LXUqfSz9XFgm5pxa5Tjkmhlb6jxitryS/XYN+AQRqY/XQ9B12gCo/A4xtx2kCnLsQMAQAOaSo4QBL8DN+bDoexDQFb0KaW2DH5udH8eWjzueQNafGEka/0nmmUmeYCJpJTM0A/dv1mRFRrWvuf3qnq7uSYsYY8RLCjSXryTN2DcdD28f6JuOynv2WUzXtFT7hubQ0jYdXWcZ+h69g2zicc7T1i3eOoYW/KAorqW/lLeQJhGNHTBKYxKDUp58kmBiTVn29E2HbTuGpmNwnjiNSPIM6xxZHtMPPdor+m6g6wZ0EnN+tiKdiOjy7Vd3WDxn1wsuXp2TFSlaa/qml5Y8ScTDuy3XafyNoPQp/vywgxRWlNuKOJPjaq3j4e2a+tBw/mIlINnbgGuK06pXRUAo+2aDLAgsmB7sUkTTvpOqp6PmKgBk5YBrGWC5D3szar++rlkcAcAonh1Ti6Nw/in+tBhL6T0Cbhfh8QPHHoNHcfKOI7NlDRgt4uN+A9FnYgegGgFJKjCRvg0fY4BQiXpsufQ+U6CUAjUL1iD1o0n1Kf7cUCoBc4a3N8JOqVbAig/idhbBM6sSkEEwkFVBN6UzAVYqD2n8A7hbMSn1TtJpWslzOgkAah0WTQZ0LAyR70M7n0iqEt3YRSBFrqcAoI5VhqHZ9AhybIsI53vw55Ku1OcBPD7A0IscQc0EkLnfCrBLPuVoP+E7jm1yzLmkGd0WafEUDFqPLb0Ir034KQAseAJZ33skacx0VfDwdsNhd6AtW5I8wQ2ONE0kxQe0VUddNqHhtKR6vIPz6xWHdUnXd7z7/Ia+lRRM10g7HuVBG0136EjShDQAMefAO4dXkrJLUnFmj9OYvrcMVgSMCk9dt1Bq+rYlig1pNpW03jAwdAOaFlzEvulx1qG0oh/AtY7s1RlpnrA4nzL04re1fbvl39rf8H/93/8X4jSi7TuwjsXlnOlqyn59oClbJnNN1/R478U9/8nx/S8K0eaVFMvimCKMkO4Ch03J7n7P2XUiZn1uB34tTu4ql9Wg1ni0TKwqpBtsFFILY6qwD4Lb0ahQiT4iSqFvZJvHTx51WuPfY9uVseJtLAW34fGvpxaf4ttjZLGCoJkNpxL7UZf1OKUTtFt2HVI4kfgloUGXMpl6FdyyC0kfgTyvcjDn+DChfXsqxuBd9WRI+leG0gt89CoUpRzAPxKJuwqGB3lcRYHlCTYHhObLbiu+duxCmt9LoYouhDUaNOjuBLiHCAFt4d73UTAqDaBODQLe3FS2xRmnRVKFdHkIfQdJZL/96JNVIEyrQtrm6FA004S/gxkqoVWXCRWSahAGjlbSmHoe2Lx3YO4FgHkv7cBUgldnwIAy5z+JVCE8gaw/GnawWOvQWv3JTMziYk5TttjBkU5S1m8e6FvH4nKGMZrDrgwgrGJ1NUeh6AdHU7VgNMpo+n1H1/dEkaGte+zQMwxW7BS0wdnAYHkwUYwbekykUdrjkMpCZaBrrdg6dB4VOeJIc//VRtYkswl5kaAiQ31ogncLtHUvIn/lMVEkPRT3NVEUUe1bdLQXz61IcX694uLlkrsvHvjy319z9dkVFy9WFIuCvBC2y2jN+mbDYX2grTtZiEWayTxnfj578s/6lui7EeRKhwClFHawHLYVaZ5+qMFSirzIqPcP9AtLFCcygPkW7GvRcajXePMK1EIGMybh90PoLRYHar8DdSagyr4L4ucw2PoWGVSXnPqiDYgx5kjhjxWHYyUSnIBAxVP8OeE4MYAVJ+uM0TtrPP4xwmzVwF4AtlnIJDXcQhTJ+bV34D6XFjvRc9EH+QF8hbejMeVT/BihzBk++lkoVGjB63B+ApOsFmAug1ap4wiw/cDRFd43J+8yvxeQRgFsof8KYTerAHK8ME4k4N9yqgaugt6rQMDcIGwXsQjqiUXzRSevIxOQh5M0prdBt+cCuHcyftALmFNBU6YDK+53SE/MDmnzE/zXvAH3peyn85LmVKFXYf870Ftxe/fxT4THegJZ3xpDL+1yDtsKP1jQmsksE3+r/LubT2qtSdKYF796Rl6kPLxNGAaZLJVSXK8Kym1N37Rcvjyn2rc0h5rdw4GhH0iylCZucAdL21vQHqM18SQiTiOsc3R1z9BZ4rlhsphQriuU9gyDo9m1+N6hjKIpG0DAkvJegJJriZRm6Doq51BKkWQxeGibHpNo0iJlaKV8P15MUGWF60MT6aajqWoiEzG/njOZ5nTNwPnzFXmRMltNj+lEgGpX07WdFArMc7TWDN0g37cbOH9x9pRKfBRd27N/2EsfycFKMUWRMTubYiKD6wfSrxVcjBElhq5aY4cpcToJfQuDO7jyMgj3v5aBW19AfCaDtAsVQBpZXXIO2olWxD0yKB2NCVUuTJfvw79xsB7TCiMIGBmrkY0Zfbqe4s+L/tHP8fiNwCqk/EjEPNbmIf3ng2Zmg0yckUxk9jakjdpQDn8RhNjTMPmJ2eW3+gMyiOP2U3wPkUmKTHkBOP51SPPFcl/pcwHKOOj+IOfHvAwFvrEwXG7DySl+BDMZmKC9bE24Bh4k9ab3AmaOHQT2p31hbLVTP2K0+iA+j4WR8lMZG+y5gDwKWXjpXgCZG2Q/9Cei91ShCtbniP2EDtrPLNg5fCXbx8l3cfeSuhyZdRfaDGkjr/cV+AecewbmOVp/aK/0McXTzPYNMfQD968fqA8NSZYQFRl2sOwfSuqy5eLFGdnku4GWc9LL0PYDr393I6kxLeam+4cS7x3nry5I8pQv/+MtQzuQZBGTIsNEGpyl3Moka4wOCRhJ8yilcL7De0d76IjTBOsG4jhmNssZBoftBvpmAOdRoY/hKO9I0hicZ+hFs5MWCSY0lvaDRacxSRITxUbE8J14cDnvOWwqcYgGnv/DM+arKSaR90ZJhLOew6Y8gizbD2zud3LMHgGDKDakecr2/kBapCwvFh8exL/D6Nqeh9cPNFVHVqSYIsVZR31o6JqO+cUctMZZ8Tr7ejjbYEyH1rm4JLuNDGDRK47WDL4Pg5gRsKSW4F7L4IcWel8XgaofpIrIL2Rl6wkr6i3SH03LwD9UnHRZa2TiD1WMxwrEJ3D17TFWY379GAWPsuPv42uDtuao1wrl/kwh6hHPoqDVCvoqSTMFUGwmCEtxkBQNKUopPElgOFPwBzzT94CWpBmD4eVT/NWhlJIUrVIBQCgx6lQrYZDxMLwVAbh9E7RJlaQA9UuILuUxtQ73sQM2SG9SIw7rlME6YQj6LS8ViEeQ5Tn5Xu1571ocJQO+C1XIK9FJ0QA7Yd5UDyZ4WRlCk/k7UJdSdOETxNl99Nqrw/WjIPoHecwFgTytAMuxspIW+i/Dc88hKkSj5gcY/h38Hhf940cNtJ5A1jdEua2o9jXT1WmA0UYTpzHltmJ7tyP95OI7c8JJlrB7EK+aKDKS6kvEF6WrW0CzupqLMSiwup4TJTH7+wNRHJNNc2argsNmj1YKow1Ga4a+ww6e9tCC8nTRQHWoGLqBYRjo6g7lxSFeK4VOY+JcJkdvLV3T4ez7wmPnHK7piVODiSL6rme33pPmKW3d4b0niiOGrkNpT5yl9IO09Nnc7siKDOc8t6/XpGlMU7Zoo8lnOYeHkig2zM5O1Uz1oTnaPrRVS7Wv+Nm/KmarAvOoufbfY5TbkrpqmS6L4/VlIrHDqHY19a4imySUu5pp8uHt21YNWRoRp6ms/h77Y6kUYaGqkDZ6K4Nm8gL0AJ0Gcml/oSIZXN0GoheITmsnA6V/Kc7MvpSB23nQ78B+FQqSruRz+ZKTQPXwaC9HYPAU78fj4zIK3kchchAGE5r/HsHXZXi94+ibZK5DSqcPgGnUySmwG2EzfSSMAQPYHG+uw/WmZdP6Qp73e7wfzSotqBSlL54qC7/HUCpCmSsxgfWNgAidQP8c3L+DLcNlYQIgftRux94J+BnuRTBuS9Ez+bFvoYXuK2AXKkynIc03aqt6BFSNDHPY7qjzcx0iKUiC3quV1KXJhFny57LoMkHYDgKQhj2oUsYK1Qno8ufyeb5GfLtWMraoTPbPhnGJgpO/og0sujmxWzoCNQVXSHWiXoJ+9SOcqb8snkDW18Ja0bwkefqNICqfZsFKoTumDb33NFVLfWhoK/GLiuKItm6ptiWf/PNL1jc7kjSScmgPySRFG8XrX7/Fe0VddrBv2d7v2a8PLC5mnD9fclgf0NowOy9oypZm09EPAw6HRmGHgb5WoMF4g7WDjKsK4jhCx7JyGexAkib0vcW2lsFLU2pSL02rswTb9WKaOktx1mMHhxsGkjzFRR5lpOl0NkmZzDO8dTy83VCuSxZXc7yzPLwtsb3DO0dWZCwuZywvFphIwFO9q3h4J/4tSRajtaKtO+5fPzB0PWfPVn+3DvF2sJS7mvRbrr2sSGkODYurOU3VUe3rYzWn9562avFOUyzniB9Oy8lIcIwgQB/LxFUmzVejXyKC6TtkOToTc0TzDFlNfx7SBVpWsvoirLBvxVBweB0m5UxWm8MoyB4F28DR3+mpBc+H8Xjh85il0uG5cfGhkNTf+PgUmSBTAdGmAM6Rht+KY7skMhh+FwCWmJBKT7lNYB3yoN/qQU3QeoJXUu3mvaSQlMoZ28A8xfcfSuV4vQAVS6udyEI3E6aItdzTpMGQNDmdW98jfQqDMN7Vco79aymAGK8d9wYIiyMOCIs12iGMfTCnnNrquPD8Aen0cCapaF2Jxk/VEP0ijCOh16HvgUr20XeySDMIyzamI9VMvLl0Dn5A6UTMcqNCLEjc2GkCWRSgQAfGjvz0fXQMLgJ7hzdXx64FH1s8gayvhbMOZ93R3f3roY3GOQEgIABr93Bge7MVEXpiGHpPta+ptjVd21MkEXmRUO8bvII0j9GRZr8+oLSiWOZ0Vcd2V9LsG9pDg7qckU0y0iIVMNVZunoQAzscRhv5PCP6r7btsC7osJqOJInIculX2PeWyMQkeSxsV9+jO2HHtNHUB9nXIVzYeTRhcT6na1tykzE7n8k96z3KaOqg8+qbXq7/2DA/m6GNwUQGr6R6MJ1IhaMbbGi5o9jcH9CRObYp6tuBYj5huiw4rEvyaU4x//vUe1jr8NZhvoGhArn2vPMkaczFixXbuz31rhafSSDOY1bX12TFgaMBoXo0eXuHtNzQoplQpzJopXO8+QUiiD0EzdaomWgg/kdJIdo12C9lwDbPpRzb7QK9/19EP2FH1+iRmRkr4UbfnScW6/2I4NjaRCPgdCweGCsyR43bWEyQyu+KoK9ZQPTPAp70WtJEvpdrAJDzukPOQQ3+jZhG6kQAlt/hXQw4MSlFGBbUHMVTFeGPEdKlYQLuFk8cqg6tgBG3DPflOQKyD3Jvu6CpcoOwykojqb+xDQ5IKnlkRCtOzOjILo8edh6pXh2LVkYdpUe0Wm8EAPkrjs2dOcj+qSRUJrYhNR3E9TqV1J7ayt/RZ6CupGcqPfgS70KqkUnwA/sSXCKMlbccvcAYfbwegSmVcrpPPs54AllfC601SitJqcUfpq6cc8JYBj1MUzZs3m1I8uQIzIZuCK13eozRFEG3FKcJzlpMFHHY7Nnd77n67Jy7r9ZYa7m4WtFMc9I8pm8HjNacPVuS5wmb+z1u64jiKOybpBMm0xyUQiktTu95StdYlFJEqdhCGOfJ5hOyLMG2A0wkzRgnCc4NtJU0mE6SmHQaExuN8wI2kzzDWYXteqZnBZNFRrWtiHSMySLiLGZ+NqPcVEyWE+YXM4xRvPvDDYf9lOk8RyvNdn0gLyT9KC73AmjtMDC5nGMigzaGclv93YIsEypL7eCOzN/jGO00tNGkeUo6kePpQvVrkicYY/A+kobQqgwarCBYpZMBULcBcPkwSKzbPOwAAQAASURBVEkoM8WrT2D4Ulah9gC0SO8wzdEbyVxJysGF1a+ywU36FfS/4dTUdXQnH40MW55a8DyOx2xlwckOY7z+e066tnHCvOAocFYZwmCdSypIg0yiFxBnkkIigCm7FsZBL0FdyPmxXwGhlN5v5TOiT/mwL95T/BjhfbDkcBthbexYJRp8yyA8fxt0drlcB76VikK1AHcTUoWFgBQ3cHRjJ3jkHfWRO963/kgR/7vRG68K7xn1dzXS0icT6whvhBklDSnAAIb0TCQE0QtOEGMJ3kP0SQBoyLhEF75L6MGpCmGt1CHs6wR86EKhsnD9Phob/XDSd32k8QSyvhYmMhTznM3tTiruvhZN2R7b5gCUuwqU+FE569g97Kl2jaTx2o79/Z7ZxZzLV+dEAbR553m43VLtWvabkvbQkqaJ+F5NU6Ikpi0bbl+vsRZ0HKG8IstjrHMM3UCcRkSpIS9ytEFMKYPh6NAORJlBGUOUKqIkJstiMUi1Dud8EO57hsoTxwlJnpBmBh2LgSjeU+5qunqgyzuM1vg17B5K4jTi2Scr9tsD1a5mtpoSZxFpJi7xm3XJ5mbD+mbHL//rp7z6p5ds7/a8/d0NKE0eNFx92zNdTMhGq4fYYHv7HVVN/7nj8bUXp9EHx6A+NGRFSpLJSk5r/UFbJyAYHV7hScH+Lkyg0zAZF6LF4gBchYn60Xt1gTdXiB5jDRSh6jDi6EZNFVKRWxG1+gzYyOSgC4h+JoOvawLdH1IIxwbSDU8B72mlCFqU4+89MqmJSahMhiPDYMHnAdhmormLLoAS+nuIpjLRGRt0MzvgNrBcF/J+J7pQVBGen4O+QOmzv8t772MI77YCOMzLsDh6J8wwbQAio3noRh5T9+DmoEeGR4PrEXCSS5pRwanyd2x/9ZhdDsUuDJxShGMqepz/qvCeBAH1hH9XYTF2F0BS8N2zm5CuTOTaNEvwU2HF3ch8KY4tvpQTVtzvAmA8FybLH6SwZhhkfx4DNJDX4kSr9YEZ8scTTyDrG6JYFDSHlnJTkRYpUWxwVnyslPfMz2dorXHOiadUEuG9Z3u3Y7+WyrqsELBUbSvWb9YkccTyeo42BqXB9pbV9Rwda2zfMwwDh3UlKTg8Jo1YXEzZr0thfy5mZNOUw7YGFH0zMNQ9fRKR6Bg/OHQRkxYpedsL4xEZ4jTCD05AWeRJs5jYGLJ5RlP1oDXFdEJWJFT7BmstyhiSPCYrMpI0YXomerC+79EozDRBp4o0j0hT0VUprWirjigxKGB1vWL9bs396w2v/ukl1z+7RBvFH/7tSw6bgumiYHW1oFhMjqygHSxRFv9dD/LTZUFbdRw2JdkkxcTiidaUDVFsmJ//af26lIpR0QVOT0Uc6tuw6i05rk7NhxOqd6GKSMUy6I2Nhm2OCJ8NcAH6IBofUlnVDlYErvoMWEl6wB5kMB3ecQII47/HVgR/jxEjzAG8P7EtEGDVckwJHpmsYK2BkclHJcJepD8H9RLsFxCFyckdBBTrFWSXYFdyXlGy8teZnBvzSiY5VaDMXHqz+lH8LFqwj1Xr8p8pxKdsBypFKSlu8CqDXgkgNkoAlB84AiKngA0MRjo2IAt+MRcdoO9l4cOOkx/WqIlsw2OjkXCweTnen2MLndGCZUz9e/AP0FcICzoVZk0VHJtTax8qEFVgtDWoMzB10ASO5rm1vM+8kqbkLgoO+FXQa2VAAbGThaJycgyUCgCrBjVFmUuU+nh1vE8g6xsiSWPOX6zY3e9FzH6QNE2SJ8zPZ0xmQp8qpeR8e3FkL7cV+TQ7pnqSLGZ2PkMbxcO7NXGeHFNmQ2el/Uzd4fFs3u15ePOANoa2belbS5Ia6qolSSKKaY6JouDsbmnrDttbmn3LWBTkvMVomCwLjJFG1kZrojgiyiK5PyKwrcNbz+IsY7894JyTqkSlSNIE5S33X63JZhnTVU5sDFYrdBJjrWV3d8D2VtzcNxX7XcWzTy5ZXC0o9wNd07E8n0tGIzaUu5L52ZTnP7+mLVviJOLyk/P3LAicc9jBMl0u/wZn/OOJOJFrb78uqXYVXd2hjWa6mDBdTf+odcjXQ+tMUoA0YcBTIuEJfjOe4jhAedeL3govrJfaibiVUMWjAPNCnvcHjqaIdoeUc0fizOwDQNAauOZ9VqZBxLWjW/mo1fp7ixFkjhMbp7/1KkyOYwGCAv1CfI8opHrMDWB+BsnPRD83+hXpQs6N91IJqldAKQ7bdCGtGErg/T5kWYYgXs7xvsbbdRAZS0WjVznKrMLk/xQ/SPhO/qnZ8SGlC7yeB91jH9JmOcfqQjMTDdbgkCbws6DD2wkA8z1whxRGxJw8sEYQNV57I2OlOLXAerwI6jgxqWO3gaD9clfyEh28ubwJhTGzMA5swQc3ec6FiVLBK4sCok/RZn78vqjn0rbJVafvGP3fZIHg3gi77pUsAnXw+mPA2XtAo3TOaEfyscQTyPqWSLKEi5fndE13dHxPsuSDXl6TWc7mZofzLrivn/LFbrDML2ZMFwXb2x2H9YEo0vRdTxwb3q0P/Pr/93v2tztA0bUDQ9dgrSPNRTjcVi1aKwFbWcRkkTM0Pdmkpxws5b6mb3smq5zUJBz24u01mWY4D0PbEaUR80VBksVs7g3VoaNc77DOoZVBa4VJDPSOrm6pu4FyX9G3A+2+I50Iu+SVRyuD6y1d0xNpLQ2v24713Y6zFyuc01Trit3dXqosjeL2i3viNOHi+Yrl9YLtux3bu53o2ILbe1s1FIuCbPrNJpt/TxEnMWfXS2ar4uj4/te0IJJrNmf0NlKAVzHe3oM/BOaCMCgD5hOp+HFxGPinwmD5DtFQ+JCCnIgeS0WIuWUM/hb8GvwKoqVM7rGVKiD9LGCq34L/A+KnFRrF/l2CrbFHnEYmunl4bBFSLJJeJ/5V0EqlcuxdLCBM1eD1o3QQcp5UJulEt5dzqqSiWc5/I2DYD6KJ8S3Qi9YFhx/eyj6o/JET/B5vOzDXT0DrB44PwIFOxWm9vwW1FxDtAujRU1AriAbo3oL7AkktjgzUgKT6Rn3kyFIFg9Hj7xZJSc+ArxApweNWWSPL+vj3UUgfdF1+KaDfvQ5jRqgsdvcw2n+YiYB334C5lNS0PoFK+f4ZymR4PerGgmzCLHDu+tHiLnhv+QPebo775V0UQN7qo2G3nkDWH4lR//JtMZnlHDYl65sDj+8PO1iasmV2NmVxOT828o1Tw9BbiuUElML3FudFZ1Xtm5AecgyDxbU9WZaSTzOc9WLw6WE4mxLnKXESs73doiNNX1tqWqI45uw6p1hN6KqeyTRheT5n9fwMj8KjMPpAvStpy5bBDUyyAqzD9gPOSdNppUVIP1iLb2E2y4mSGJ1GkkKPNGfPl2ij2W9KbGfZ3G5RWrHfHVBe8eJXz1heL2irnu27LVorqn1N3w3cffkQigAMxbLg+meXnD9b/d37ZD2OH7LdkFJZ0EGE1AKhn11wgvbDRgbDYQe6DLosA8M2CKyDn5IKjvF+HfRBsQAsXYH+BMwvhDnpI4iupHqoGZBu5qP5Yc0pLSH7chqafup2D6OoGD4EkaNNw9guJxjD6h1YJ0DIhCpN3wfmSYyKZW7cAf9TJji9DMCplIlYz0QH4/sApkpJLfoEEVP3cl7oQsrwGd6+A+x7E99YYejdDu+2KHP1Ax6rn0543+JdxZjqVXry1wFQJS1s/MjgjNYMruRYYag+EyYoGuRxH7Ra7iH8PXpdjczxWGgyIMApDs+P9ipwEoyP6cEYuS5HMDW+Hk6Ml0P0g5pjH1K/DGOJlnTiEMA+tbzPvJLP8jthV/Vz1HcYiCr1ITTROgZWAHi3x4d+huqRTsv7HtwDHoMyy+8+5j9SPIGsvzKSLOH8+Yr60PDu81u5P/BorZmuCubnoZJucJiJoSnFybva13RNx+xsSnVo2N5sacoWE4vtwfrtGjd4dKKkm4AVMbiJRey8OJtgrZiPEuBTFBmSSDy6+sZiEo3yiiiLmZ7NqA8VWZFghwnZdM/QCqhqq4bBerQCpRUmNkRDhNZG9t952m5AxxGu6UnTiOVV8L7SmqHt0JGmqweiLCKfZqD0sX2OUoo4j/n1//E76n3Ni189YzLP0MaQFhlKDtrHXCDynzKU0sJShfCuFLDklOh5/AFxl+4DkArWD/ql/K06SWENh5Di2otOKJoJ0PJFSBPkAugIRoZqJgzXcEAG4QmnKqexxHwIf4+l22N68acWwT/o2GfwcZXXyCSMFZd78Ge81//NGgG5/j7osAakyCC4YzMH1cg/X0uaRRVyL+lrmfh8HSbkNrBhId2ictAvUNFnoAb80PCtTu4qA1fidf937ZMl/V3XUl17NPL0oifSC5Re/dFUlfdNuNeCy7qaoPRUjv3wGyRdn3AE6PatVBrqLPigTSFayAJo+B/Q/UbuW4qTlvJoAtxxEq6PgMtxqhgMFaqM3lkJoguMkFTj2LJpjHHRMDJdAcipXBhtfSVtm5QJx+dCrkdCOpTgWO9u8eriLwKmcg52iF7w/fcrFeOx4Hd4P0Opv/2i/QlkfQ+RT3Ne/eMLuqan7zqyPGUyzSgW4lzbtz3GKOLYUO0G8mlG+eU9Qzugjeby1RnVtmJ7t6ff1SSxrF6jXBFFMdW+Zeg6cX5PDFi4f71ne1+RTGQ14AeHjhRtb7l/sybJEs5enhFnEVGasLqckRWy3elZj/Kez8uvsJWnbWvaqsdZMR5NJwkTk4NRxFkMFuqqpe8HiiLFoqSK8G7PdDkhmxU0h4q6rEmGiGJa0HUDQ9dz/2aDBg7bkoe3a65erjh/vgSlxfG9FHPNcldRzHM5Zk/xtwlfBbbkKgzaRtJUfhe8r9qwooZjuqHfSopQzSR16A4cXavVHvqDsCrRK/BvhAnjEH72HKuiGLc5gqyx6i5BQErHSXz7UwvLiZ2LOJm0jhPW+HsDHELF2DOODXjZyDF1kYBZdSnH138FvAM/pmPPgm4rFjaBhTBhTomprGtBBxbMxEEbE0k6MRhPfhODIDFOmn9vKd2vhd9LCkxlX2NQgqt5YP6+9e1uj7d3iA4ugFV3L6DBAziOrY9UGl4zE5Btx/uqFSbSvRMvLX+PMMIWMQ0dPepK5JoyiA5yZKXGikLC60Yj0jENOJrfjlWuj7sQjAuCsYpxhrTXClYSyoSK1lDMoVNQo1+bEvsXtQJfC3Nqnv0FhRX9acHwjZHKeaLjBCb/dvEEsr6H6LueclNitGa3a6h3LfW+odw3TIoMZTTLqwVRpNGj+aNSHLYl5aZCp4Z8njGZF1SHGjc4ButkCHaKoRuwTuwhPArn7hk6i/Ka+XJCFBl0FFHtK/ADi/M5aZFilML2nnJT8vq3N9SHBrznsDlgvSeKDZGBdDWj1BVt14tL+2qGVZ7DfUm7b5Cms45yc8C2A2mR0LQNmRZfpvNnBdVB/LO6ruezf/2Uvh3o+x4TSxXm9m7L6nLG4nIpXmTGMJnlYoS6qcjnOeWufgJZf6PwvpPJWs8Dg9UELZaXAdK3YFt5jV8LcLI3YdU8FZNEB+KzE1JdNojfvQ+s1YB4NIWydHbIIDiCp1GYO9oYjIzPmAIZa8d/ShP94+/y2FB0FA+PKUMQ8JUKQ6j6YMswBHHvqJtSwmZFU3CfyDZ8AGrmmpPm5aUI4okErKkvOU6+wctI6SneHfD2IVSFGrwfvgVojUDx49C5/C3CeydgSEUfAAOlEjxDeH76jXog7zsBWEqhHgMxlUt63v4uMEKI/YlvRXcVPZfuCtxA3wRd1kaAxLBB7o9FSM8N8r6jUH1MGY4GpIoTA0X4O0eu0T0ngDU+H3O67yKEdR6NSxNkkWSCnCAUvfiJLMaoOYrlVS+Mll4FJjTGuy3elSjzl1av/jRSH08g668May0PbzdU+5rV8yXT8yn1rqbcVezv9xijePWPL5nMcpqqxRPK8SNNva/YbUuSLMZ7T5LHdHVHeWjo2oE4USyvC1wSsbndM/igV3FeGH8DXT9I/8PBYeKIODEkRUpkhMbOJhHrdxvuvrpntpwRh1Y2eJgtC/JpTpwb+sHigelywjAMtE2P0lC3HZHSoBWxNlhnidKIvh5EP6UUOoooFkYaTFvHw80Gbx3zsxnzxZR+sERRhBukqfFjOj3NU5qyIc6TD3oqPsWPF951Ycw6A/tbBGSNK8UE1Lk0ezXPEbPRWCp9nAJ1EBDlHkJVUND9RCG14TW4GyCVtId/4AQudpzaeIwTAOH3xxPDqCf5qemzHjvcj87aY7otVFgBMrkFQOn2QXsjXnaSVgqpF/uAVAuOrtmRpGEUAo5HDZZ5iTYL2bKvJXWohXl5D0SpSXjf4vT7owo3kPQMvgZ99nedKjwxKN/GjgRTTjokDfd+eFcCPUot3n/cBw2W/QLMpwKmzQIB0BXYPwhIYYm0kikDozY6tE9FVM4Qbg+FpP76sC8jYzpahUQIiBpTkiDgabwHLcKCZeE1I5s1ajrysK2gF2MOfho8ukZD0SXCciXCoqossH+PwKcSuxHvl39mNWAU0qktJ+PexzHaUXwc1+oTyPoroylbqn0tfk9aYyJDNkmZX8xw1kl1YAAW3gurtFuX9F3P5t2OzZsH5udzym1Ntakp9yVdM5BkBoXGdj1xlnD2bEFbtRw2FSaKSPKYpmmp1hWzi2mo/FMkmUyMbTuggYe3W/brA5NFjneedJKwvFzS9wOTVUEUGfpmYFJk2N7hrKeve6qyBi+/Z9OMKImIYo3rHc5CMkko5gVDP7C725PPclSkQGkOd3vOXpyjteL+7ZpyV5NPU9qq49N/fhFK+yW00cJTtD3x5Rw7WOxgQSniJDoeN+ecMGAfUWnuf4bw3slA7t7KallNkXSTlfQfyKQSLSQVYq7Bz8UDS59LWsC+5shGeYW00EjDa1rgRlYEgwdegzqTf/6ek1fPyFaNEXMa4OGUqvpz04WPRbx/yfu/jzCPfg7ICj9HAFYQn9Mg37GUx/UstFDpgxljcG/Hh/SLC4xgDsyC7iWcA23B3eNwATD1oNNvZKjEFwuUcqCXeNsGNmbsETcIcFATlP57b6/zGGh8U/yRdLZv+MaJ3+8FSLkWeAj3nZFz6q0483slfnTmuaQr+1CAosNrVCHXg9qHVN24iDGc0tQjuzWmqHn0+Jimj5HU4lix+lgnOQrqFXIdx4Dob+V6vQgpTgSMRivgGcqcfcsB0d99vL4llNKg53j7Ds/7zKv3Vo6zvviO1PePGx/HXvyEo97XGGM+aGpsIunj19W9eB1pxcPbDckkJWt7NjdbiuWUyXxCWda0TYNTjr6zeO9QUYobLIddgy5bimWOV4ooiUiLmHw6Qe01Q9PTlz3xJEYnhkmR0VUdQyei9uYg4sqm7NnflUSJmA3OFlPiIqGvO5y3ZLOUw7ai2lY0dXe0rohCusc7T9cOGA31tmS+mtI3Hdk0YbKYYIeeoRuYLqaBJcuZLAq8h7Zq2d7siOKIrumP+6ZDixjXW7x19G3Pm9/f4HqL0gKydCQu8NY5osgwXRbks+ypCvF7CEl/PAgD5RXoRFgRrKSk1LWsGJWR1fOxLLsN+pPQ0kLFwmD5RnxtyMBHiEfOpQAqGlD3ARysEWH3WEY+5dSk9rEea+xLNjrEj4BpfM2fEmOK6zHAGgf3P2eA/1P1YKOP0PiekAIkCfvwSLBOHn4fNTFh0tKFpG1V0NGoPVgPOpIJzQfjV9uG1CJIkUEoIFCLcM7ukHZKmj/OAKpQcfpMnMdHp3G0MFh6/mRKShwYlG9mqqRt1agh/Kb4MNXtfQ/2jdx3eib3oAp+V24bChy06JxUcFRXibzWlUjbmTWnnoFwAuxJ2M8i/L3npMt6XE342ANrTBOOuq0RkI0pw3ExpIHnwlLpabjOMhHnuyroCQ3EZ3g7XvM+jBeZMKLBHuYvWjirKWhpQC0ONI/uO71E6cV3vPnHjSeQ9VeGDf3kvjWUpBRvvrjj7qsHkjSh3NXoKGJ1vQDlOdwfWL9bEyUxbnDYzhJlEVpL78FyV7K7K0F5jFFoJak3hUJFHh0raS7cebb3O2nUnBiyIkVrJem9pqOJNfSOw7pk9WzFdDrhzfpAU3acPTsjTgy3XzxQHSqMVngH/WDpmpaiSFHeE6cxs2XBxStxC5+fLzh7tqCre4zekRcp589XaGPEJb7rGayj2tUsLmZ89es3bO72ZFmMjgxd01MsJ8wvplS7mmySkswyurrnze/e0VYd56/OmS4mDP3A7Vf3FPMJ589X39jf7yn+jBjLv1WB0hHeOuBBxNW2EqZJvRDwpJDB1NeyYvYHIBLthf6VuLoPjbAstkeMMK/ln9JiNzC6kPt7ZCJ4bHY4CsLHxwynisJxATMOVzq8p+VD4DMaLY5AbUwxjgzEuKofBb9/KljTX9vet8Xj50Y2bgR04uQtMaZbIgRsNRzblrga8SsK2hb/GulBdwhplxQBawZcAqYJFg5hkjezoBHSiIt4Dr7Gk33o8O/H6jBhwJVKUeYKr7uwz/rvPEV4CqUMXs2kMo7oawxK0ELpy2+taFO6wNv9+23DXCX6KzUNgnEjAEvFiCVHKH5QEwFWlEgaMVSmmlgANh7xqHvgdC11nCp37aPfOwRwjdYOBqkoXAEPnNjlUeQ+3psjcEs5pRtdeL4E+3nYjpV9cFasHPxDGAdUGDcSMVlFfeCT9aefCy1MuprgfRWu/QilCsTj7ePRDj6BrL8ysklKvf/2Xmx2sGzvdrz7/I44ibBWjDxNpJmeyc1x/uwMpRVN3dFUHW3VEkcGr2Cw0uy573qU0aR5honF0LSY5ahI/KsUjnrf4ZVifjnHGI3WBm0i0BDFEZNZjtJGKhlvdsRRhOscfvCYSJHkefC1akFp8d9qeykYQfRTzjqSJMIFNqqvpQVMV3UyD2vN8nKOjgzb+wPDYJktpFWM9Z7DtgweX5G43XtPnMS4wbO4LI6MYFM2oBST+YSu7jDnM+I0Jskd1bYizRMWF3/v6Yu/PE5l0I8mCz0H54C9pB/srQz0ZglqGVbXYZD2TgCXuxOBtZ6DWQWWZSOThXouqQ/nBbS5EViMRoOj5iNURuGRiWCschrLzkfrA3jfIR1OWpNxm6PPFpxW4+MEQfh9nEBGXcfjSeXxqv6x8eK4nTG197jdyAdHl/fb5sBpohpBYx4+J0WKARRwE7Y9l+Po7kCt5DP0KGrupPJQz+UcuLfyWt8Li6gXR8ZJqQTv68CI5eD3weHfhGsg2Dro828Ucj/Fh6H0As8AbvsNDMrqOxkUj0HMZN/i1QplspDiiwKzexmYsNAb1HcCuL2G+CroIQ9IJ4ZcALSL5PrhJqwXRs2UOX6qXON7TnqsnJPFw5QTkDII69UhTGtINR/ZKxPeO94Lh1AMMwA7AVVKh0KNJKSzB/nOVGF7qey3LSH6R97rRQjBGFnu4T+W7lMq2F98oy7r44knkPVXRlakmEjTNf0HDaWbUnoB2saSZjGT+QTnhA2KYhGK11HN0AuQunp1Tls2HDbSg2poOuI4wjuL7R1RYsjSiHye0+xbuq4j1Qnzsym2G4iThCgyTOYF3g0orRn6ga7rSLKUOI4C6zxBoei6gbyQlXZTdbI/OynDTfKY6WzCfnMgjmMwst+HTUVdddRNj1aa3d2Oel+zX5f80//6C86fndF1lm7fsH84oI1mspiw7AaUkQbWUSQ6kJe/es78csbN7+/ouv4IsEZj1jRPMHF09BTLigytNUmWcNhWTJfFE5v1F4cLq7/TNauUBnOG94VUmw2h0bAuZCJgAvoA3TakCmeiD7FvOIGfwNpoxdG3iZjTQD8ClNFkNOakSxqAM05pjZF9Ghmo8ad+9G+MjFOvtbHy6fFrx/ePqY8RxD0O9bWfjyefcMzwyEQ0lrGPjzePPmtkvE5skPwLjXuZIJOUAuYQzWVStaFaK75CJtpBwCo6AKilCJ/VRPRaCuhaUCHN6j14i+dxg3WpYFTmKjj8V3gXAKJKBWDpJU/xp4UaQcSRQRHWSamJTPjfkPryvpdjb2+EObb3gMWzCpeLDud2IoDYFwFgtaAekBRwSNXrldx3ahouPxsu+URSx368vj3H9jsMyP0xaqnGasKRyR0rX7fjHoefj33sgp2DMkhPwRq5T5VUFhKsK5QVhlxPhb1WGegF+FiYrGPLLsvogeedSGSksKBh7GDg1ST00/zb2zD8NfEEsv6E8N4z9APeQxS/r79K85TF5ZzNuy1d04lDvPf07YDSEMUxcRzRd5aht0SxIY6lmm96PsM6R72riRJhnJbXC0wSk6YxcWIYnGf9+h70higRo0+tI/I5NLUMlm6wpNOMf/jnl3gLd69veff5gXyaUB0a+ralq1riLCUtYrz1OC37mE8TdpsSWzZEaYT1A0kqTZ536z31viUrxIOrKVuG3tJUEd2hYbKaYr1DhfZBUSK9GpM8Yf12S5onFMsJ3nl2D3uiNMJoTVakOAtxFpNmCVEi4vuhG4iSCGsdbhiIiiIcf3D2NCFGSURzaLCDfQJZf3FIkcKHGhEvBn8qxUceZZ5LOlEpvCvxwzuZDHws749ewXCPrFQB5qDrUNJ9A8xkwDUT6bFGwkkTMk4AhL9H/6hQKXVkksbUBOFzRuBFeO349ygqt5xW3GPqcNTQjJVRhpOPzgj4xsfH/m2j+HcEgmMrESPfE8cp1bnlfSauffR+xcn0MQoTacSpoW8T9DWxlOurJfgZmAA2vZObIPkM0bftZfLyFsw0ZEZDyxIrInWvgxDedygVoVSK10thG8Y2PCoOZo5PxSR/TgiDUqAo3k/9fUN4b/HDDbgvhPHR08BC7sBuwGqIXwh48g/HdJqA5n1gGkeN1g3Syir4qplnoBYQ1TDEcv77dUgZ+sAsb8K1NeqrgiTgCPQPnO6p0QB49Gx7rGEcmd4Alvy4vS2nfqQTYbpVDXbg6Kmn4gDor+XzlZMep8Pv8D6kF91aFmUsTwsIv8cPFdKC52Sa/FOLJ5D1R6I+1Bw2FU3VgvdEccR0VRyrCQHmZ5LKKrclbS2r29n5lDRPWL/bYCKDtY79/Z44mZDPcpqbLXEckeUJkyIjziLuv1rjl4rzl2d0Zc/mYU97qEkmGS9+dkXXWZqqYbAtkTbMzyZEeYYBLl+ec/7qgr6ssd5x+8Ud+3WJHSxD52htj1sfAEWcpVy9XPHiF1dc/+KKxW/f8X/+v/6dd5/fATAMDoVjGAa8s9TlqH3x0kvvcs7iaoH3jr5x5Mucy0/PKdcVb39/w/NfXBFnEct8SRQp3v7+jubQEMWG5bMV2Sxnd7vj/qsH4iTCxBFdU2OtZaikHdFhU1IfGrzzNFVLMcvIJgk6MqHtj4KnSsO/OJTSeDUFd4cn4aS16vFqNCJMQJ2arXpfIqvpueirqJDeakuwE0kTqg7cpVSQ6lZWtz5oTqKfhQF/z8mxfBf2KEcG8jUnsfgSSS8GcPJeCrHlxDSN+iuDpCS6R8+NPj8RJ0PTgpNPlUYmGjgBqFEs7h499lyOB+8ebX/UW41AdfQlGhkEwnbGdONcJhiVSsrPfS77pZcyierRsXvDkeVTBeKy30jqKEImOF/Le1UhPnajKNreg38tEywAEd6dS8bGCYPCOGH5Bm/firD9+Pqn+GMxVuR6dwA6aeGiZ4HJ+tqU6mtEK+UC0xMWhepSUsH2TUgBXkraz5WSJnYbAdHxPwpzxZZjmx2dyNgX/SwwVx3oKwFX9v8jQBsl97MLrW6OC5sxTSgM5ykVOIKu0Yx0vHdGJjpDKhffcGJrRyAWmFy/lvSlXgLTwH4/8uhyG6CW8WB4J8/reWDTA0OsZBxSegUqwbtKinNU9tFUC/658dPc6x8pyl3Fw+sHnIc0T1BaSd+9rx7omo7V9fIItPIiIy8ynJMBV2uNtRalJTU2XUzom45qV8llaR1f/fo11a7m5T++4Of/+glZkXL75R2z8wXaQ/z5LfWiYugcs1XBF//zNX0tE0XfiQ4lji0Xv7zm5//1E9797o7N3YakyIjShNsv30GoSNSAVUqSFkVCNsv51f/jlyjr+Gqw4hivFUNn6aoWpcU6AaNwg0WFNjn5NGU6zbD9gDGaJIu5eLHi1T88593vbnj46oG26mnrhiSLKeYT+rYjn2Ysz+dM5hlKa9JJQpzF7DclcWCm7l+vcYNl+3Dg3e9uUFozOytI85TDpsQ7x/JqSVt3TGY5cfJ0+f41IWaUGxg+RyoKg2+O23M0tGQEWF4e07lorFSH6CtKof510GupWMS4+goBHFZYLfMpcCNeQJwD92HS/7pnT4UM3iuElWoQiwIjg7LLkAF5Lp/PjKNT+hF4ZZxSdSkCqhLEU6gMz42TTMwpHQgnEDdWgo1asZxjST3bsG8zROi7OR4niVFzNVZmLcPxnQuQGic2D5gkTEqdrPQ9YP9D9sEswChJ3bqDHOvhzWlxoRdhXxfBP2sEkVo8i8wipHQfhL0yc9RjDyyVBqfyNV5nP/m0zI8Rp4rcNZLGkyo5b9+FNO7le3o27/YCdMYq3cehIjk/3so9p7NQ6KAEfOiF2CJgwGZy7/gbYTPVefiANcc2TP0NJ61h96hCNGj/0JwYXYdcxztOi4SxaGM0HS2QlOAauR9Xj7Y3sl9LTgsOF77rFKIosK2EtKcDbeXzXQB9Oti4OB9SphMBkv6A94UcR5UHRi8s1H6C8TRLfUvYwbK53aGMpihO5bomMiRpzP7hQFZkFPP3RXePU4nGGPJpxu5uz3RVsLpe8vBuw7vf30lqMU+IUkOcGLp24J/+77/ixS+f8cX/eE21q4hTQ7WFw8OBal+RxDHziynvvnigbVoKnUNUEEURXTNQ7iuc9TTbWq7tweG8Z+h7IhORTRLiNGF5NkNpzf0fbim3NfWhYXZW4Jyn3FcMg6Mpa6LEEClDUzfo2JPOCuI4ktvzYc/1p1dMVxNMbNg9HKjLlmSaMV9NMFdz7t88cNiVpHnKdDllv6uwTlgHExsm05yu7SjrDpRnf7/Hecfm3YYo0WzvStqm41f/7efMVlMO25KuuWN5NWe6Kp48s/7KUCrBq9GE8NGKU2VhENehKfD5+A7AhXTHWJk0DVqSlaQ11IVMKGYp27I7cK8RU8JzILTD0M9BbcF2YEOPNK/CditJmbFH/ILOBLjRC1jwY5n5CGTmnMS6IzOlEED1EH6fAteI39TIOMXhPePrR3Zr1LU89hu6E90LWXhdqK58L8UY2CoKBICNx8ghaZ5MAJX9Uh7X08A+HWRf/E6A1JiyUVdynPwhTDIz+b4uTNi+5VT1eYDhVo6VNmHSukTpiTi6u4dw/L/hGvAN3lUo8wSy/mj4gwCsx6yVGhchO7yNUNH1o9d/3Zfqa6ECY2QuBTzbO9mgeQV6Ir343IDcN4Wk3fWZXAv2LXT/naP7ux/AnAWW8yBAe1zoHDWA42JkBEpjurvjpGkcdZrj+LqT5/yBU+FKz6lbw/Do9y4w4uE7u4OAT+0RY2KQCuaJpEgZAnC8DB8ZB/ZPKmXFJxF+eibEp3gCWd8STdXSNR3T5YdtXrTRaGMot9UHIOvrUcxztrdbbv5wy9AHABFrrl5d4Lzn7PmS6bKgrVq6pief5pxdL+jrDq0Nfduzvd3RtZ34TA2WNItIs4ikyDAobr+6p9wcKBYTPvnnF9x8ccdkmjM9m9FWDXYYyKc501WBMUpuHe/43X//EhMZmrqla3uiWFEsJkF3VWF0RD5NRezpLVGksVYsILIsIvrFM9JJxu52x7vPbxh6J82yq4YkT8imGQ+v1+zvD8zPZmijKTcVQz9QLAoOW0lnApw/P2O/PvDm1zf07UA2TSnmE7qm5farO+I0wjvPYDvm5zPyR8D3Kf6y8N4CrQzoR1ChwuAWSfWZ2+P1XAZ7VYC7R+kMb87BF7ICx4aV6kzYGvcacYKPg+h1EFCgn4MpYPhK0l+cganAZDIQu8Cm2ZvAqmmpnlMh9eeNTEbOC2hgzQkEjU1uxxX6mD7UCNP1jpNf1QiW4FSWDhw1YmPPtlHIT9j2W96vbhx1aBmniemM9wX4I6t1jvRsHCspp2ElnyLC9TFdqkBfyj6H1Ikcx5VsTmmIctHz6HN5rcrBKmG9VNgffYXS49gUNDW+hW+yY1CRgLin+M6Qitw971XkhlBK4SkkjejbU+PiUTunvs0qxILOUbpA6SnOC7uqzFwE4fY1DF+IHkutQEcw9KDvBZDpCbh3kkK2lSxcXIuwq2Mqb6wmbMK/llPT6PTR68ZreywMeWwIPC4o2vD8yDyPKfcxLR+qCW2FFMdkoO/AzoW1He9LvQyAKgpMXi0AUg4ap/uO8PtPd0H9BLK+JZwNPlTfwpZEsQli+O8WPtrBYQcnRp+7mt39ToTbdc/zn18yXYptQZwmvPntDekkJZ3mfPIvL5m+3dC3kmLcPlQ05QE7SOubKI1pdjVmnpPGhv2mJC8y2qpj824fmLKYxeVU1ujOkSQJSoNJI/a7mod3G4r5BDc41m+31IeGOInEpV6HqsbBYowmTlMWFzOc95TbA3XVUe4qLj+74P51RVu2JHlC27TovSZOYiaznE2047CpmC0LrPOYiWG+mJNkMbvbHfmiYLaagII4ibl4cYYymiiOiJKItqzZ3u5J84Tl5ZyuDsUFT/E9xBAA0ORbfGVGewUBHpJe3IkWRRUyiesJ3tUyCfgOWcmGFbQfQI3AJ6ymzUpYMncrg6wLTW/dAfydpCH1ECamuehPhn1gZmJhcXwAdK6XFIJSUolHiaTxxpX1Y0ZqZJTG9OEomN9yqnYcxenj+ywnABZsEI6tR0arhxRJGY7ALJf0qe/kPWoCY2sc5wV06gDKzFl4bgD9Ut7nHuTz1VwYP7eR1Ku5kN0w5yHNlASAlQTWwIZ0SzB1fVwafzy3X6+mHB/2j17zFN8ew5Fh+aaQhclYcRh8x/RUihB8JYDjcfgGlA/XcBZeHwmYszvo/4e4vbtgv6AGWbz4oBPUkwDebNhWL9eLSpBG0fdwNB0NLPWRcQqaPoI1yHvp87HoY3x+xUmrODacTjj1Gs04Mbsz2Re/B/WvkPwrqL2AKN+KDYWanNjoYMMgTNlYUQwj8yc+bvGHx+4nFE8g61tCa4X/Dodnax1JGn0nwOq7nod3G7Ii5Wf/5RNuv7wjyROKeS6pPCcpPZ1osXsYLG4Y6JqBel/x5X+84bCtiVLD9GzCZJpw92ZN+VBx8dk52fWCbJKQ5Cnrmw33b9YkWUJzqBl6R7kuwTmReXQDLDyHbYXyUFcNXdezuJyDk0rCoekZkhhnHXFs6JoOkyXk05TV1ZxiNaWrB8rNAa0M67cbomCxMFlMSPOUatdQbirOrhdkU/HDmp9PWVwugs9VzPmzM1BQbYUJMHFEV7Xks4y6atFKEaWy4s6mE+p9g/eerMgYup8ubfzxxViVNwq9vx4jEyPXuFIJmCsRS7s3eBfAgx/CIK8F/BCE2XouKTa1DyzV25D6m4EaTTDPwK7B/QHYgT9DBuqDpM8YZNJwPug9OmRAX4iGyd1JuuE9p+oCYZR2nBitCTJBjOzT+JosPLbmlEIcKw1HUfCUYyPco+A36LzG9JxTss+qDBPc6E80plbvgJW8VsccS+1VDCpor9Q1RFdg3wVNzoqxRQiqkGIBvRLWQofKME+Y9BOZ2MZz9p7+Jz6dzq+f4QDQfsrVWz9ejGP9N7NSciwfvw5hGc1LGP5dFhajINy1AorUNOi4xtRjJguP/jdh0bEUpte3yIRxL95UxoP6WdheAZRybXEVWOMpdCPQGisAw71JGXZuLO4Yvb5GdiuA9uNrJpxS5ON323NiuMaKxMCAqU5Y1uRnUv2qMnlMuQBAZ4gAPlQz6izcD/sA+MU/z/tGvre++En7tj2BrG+JJE+Ik0iYk/z9E+ycY+gHVleL79xGU7YMbc90JQNYNs3pGkndAVTbkrZqiWJDW7boSLN7KGkONeWuFsbGetpmYHu/J9KKOIvFl+phz2w1oz402N6T5BlxHnPYHIiymHwRs7/fiSFo22GdZ/twoK1ahr7HWy/2EWUjzZt7dxT2C25UDM1AF3VcvTpDRYZy34p3V5aQJjG7TUmcRiwvF0yXM+arCbv7A9ZKRaLWmjSLj/0JsyJlCC1ytA6PTVOMUTS9JUpi0jyh3NZHkDX0liRPsL2jrcRm4ut+ZE/xl0ZYIfpGBv4PojkOeBDSJb4RJgkddCAPyECfi9CaSNJf7hAGVBsYrVhAkRor8kIVk2qkvN0dEAYnMGcqBn8PQ4UMyKUMzj5MODSgLuQz7ZaT4Ld/9PuUk0XEuOoeLRY2nErPl/LZPHAyMx1XzqNOaxTVj5VQczAvApDcg7rl6OaumjCBjKyeARby+ugSKOQYqqBD0ynYBmIfJsgisBujRiqU1OsogKwdcBZSLWX4fBs0ODMw6fvMlLcy6dHjfX90cBeX8lIm6a+ZQj7Fh6FUJKyU230Lm9XK48fG6sgi3FzjVQzDH8K58/IacwH62dcMTGMBYH4tv6tgMWJ3cp7tDQxbcNMATBbh3umE5dUBAPpwvbglcr3vOaUGR9ZqtBkZ9YRj2nDUkI2p94pT6vwivHbUOhqEHQsMsMlBfSqLBvtWrnlVgKrk3mUfjs9EtutDAY1eBhbXyb1PJfulL3/yPm5PIOtbIk5iZmczNm83OO+lulAp+ranrVqK+YR8+t0UZtd06Ec99tIsBsWx2bFznvXbDeW24uHdhv39Hjw474jTGB1r6qYjyxPqJKLcVBgN89WUrrNUm4qoSMiLjOlygu0GdvcHLl+dUR5avPJU21IE6WmCiS0aSQ2INtbQHlpsbMmLFGU0fnA45XHOExUJ6VQEk303EEURWsN0OWVxOeXuy3ucFx1Xmkc4Kzd4sSiEUataBuvIJhnT1ZSuHY6tc6arKYuLGcVSjFHvX6+ZOkc+zWnKVlzvs5i+aUmyFKWgrXvOn6+I4qfL9vsIpaSKydtanMEftV0RN3AbzABlwvZuI8yRzhAmx4ETQ0ER7M6E/icPQtf4kbjVoeLPGFfP3k5h+I9gzOg5NTi+DemQSRiM9zIQmwX4IlRfBa8gPYAPnjp2G5iaUiYmNRUg4285Cs+BE2AazRdHe4cEmUCC8J4ZJx1KAGbqTNKd7gDmGqJPhW1wC/kObi9gxcEpZTkPVWMZR1d8ApNBAtxLGyIzC+CVUIk5lsUH/yyVgvkZypzhrXiBKX2G98FDyfvAGG5lX7zDE1zDlQHzS2Qi3odzHSZSNUOZ829tBfMU74fSM/GLcxXSvuXx/dIKKPgGvZYy5zi1Akq5r0bvqKAZ9M6BMqKT1FquNXZALalwdxfO5QR0KSBquJVz7tuw2AnecH4mIMfXoNXpHj02gu45sXEjwHrMXAWROgUn5usRDapzcKOX3fi+WACWuQL9AllgBHsWNZHPccGuwjXy3UMrHDHazcD8I6gYNbLn6pubmv/U4qf/DX7AmJ9NMUaze9hTbkoUCh0b5ucz5uezP2qEKfYNp4szyRPyaUa9a4gSw/pmSxQZls+WuN4FPyrweJI4RqFIk4gWT5TGWO8YWs/8MkPVPdZZXD/w7ssHsklKlBjiWNPWHeW2QhtNnMYoo1BaS19E6zDG4J3DOcswiJu8sxZjIlDgB8vi2YLFLKcpO+ptxWQ5JcljusqjgoDd9R5re25fb7j6RKNycHj6tsP2PfWhZXO75+L5EmcddrBoDdk04/z5kqZqmS4K0jzh9st7DvcH0mlGsZiwu99zeHMQFtGDiQ2r6wWzs6e0xvcZkiZyUoHGntPlGqHMJWPZtB8b1qpMjC19exr0x5SjK4VFAY6skhrFscIQjYOmV6OfjhURt0oD+xNSifYusEAOzBz0p4hXkJVtqnFiaAR80Quwc92JfVMHSa0drSHGlfco3B21KStkRT96c9Wc3NlV0FH1wjjphaQ0zaWkP6wWsKdfQf8W8QbLwS+BAqJE9sEfkEnzuez7KFBXZ+BfCysX/3P47CDG91VILy5BP0dF18KmqBnibxaFyTowUy4wFSNb6B3SLHcqzZ9Besb5YG+hYiD9TsnDU7wfSuVgLsXGwY/3y7iguPhO1kUqz08WGt4dpBn3Y9Drgx7KLISpJAXu5ZrSc1mUuI6jjnDUP47aK1vL/cOlMKJH9nVMcY9C+DElHnEq1ACOnQlCBbB34KecehwG7R8r4K3IACBsIxTDsA2fMRMtljZyjw+lbEd50VqiQjHMi9CA/E/XBXrfcTLVleP0sV7HTyDrO0IpxXRZkM8y+lZE7lFsiJM/LV2VTVJ2dzucc3jn6buBLE/o2p7bP9yxu9/z/OdXOOtYPV9gEs3dmw3NoaY5tMSZiL3ffn5LpDXz1YztzYbt3Q6dRIF1ApQiSSMR0RtF13RgHbN5QVcNdE2Lc456aLDOY7sG78Bajx8cg3MopTBTRRxFdCj61pGmTgxH+wE3dOzuO1AK1/e01QDOEWcRh80e5y2z1QyjNYNR3L/Zis1FFpMvJ6RpJF21ipSh77n94p7V8yWTWU6SJbz81TPe/v4W7xxRHLF6tuTi1RnOOrI84eWvnlMsPqz0fIq/PpSeB2AwlnvrAKYeXed+LPseJ4lRuxEAy9hLzS9lG75DxO9W3qemj9JUVhgaPQ9zy0He41pJMSgd2JkgitVziKaSDnNhcHXBQFQZxGNqJit+zSldc0SMs7CfDae0x9iGp+bk6L6CKAUf3LN9LfqpUWg+OnFHz0V0bm9kH4lA1cJAoCFaCNtGBupO3udzpNfbQUCjMgIqfQf6LOhXZuDnIdW6Dmm+56j4E8R1PwrnayGg1+/wXsv++WA2aZ4FDQsIqH1/ISjeQz9dfcvHEEoHnZFvON0v6Z+lG/LugLc3CGNTiDmwH+S82yAiV4lcA76TVLk2MLxFQEwA78eU37joMHK/qE8hUuBvZJsumH76AKCOLXVGKwfgqLeKEQuIbUhXWgSgrUAN8rlGiQExPSdLFMCIDli0WFPEv+tWWF7dSRP5aBYKOApJEQ6/heRfEGD2R46bd3i3lpTtY2AYWk19jNqtJ5D1J4QxBjP58+n0dCI2Bu8+vw2gRlB/V7dUu5rnv7zi4sUZcZrgreewrqgPDU3VUu8b3OBI84TZsmDoeuIswSSK3f0B1/aYKOLsxYo0jRn6QYTzXtrWDJ1FRxpltrRVR99burqVNjhWCY3sQRlDEkXSKcFa0llOlBicHbh7e09iEoa0lzZBeKyTNGgySYiSmKEbUFZR3h9odg2f/NNzFpdLqn2FUnD1i0umi4L9usQYRT6dodFij7GYHCsFz56v0EazfzjQ9xajNcoo0jxhdbU46tie4oeJx4zIt7+IR6vF0c25D5P2TOwW/DvRhbgqABCNtP54/v62xoo2Fary7AOnlh2RvN4FkGaCvcPol+MD2FJdmDScaD7MBMw/yHPuJqTkgi2E+kT2b7RpUIC6FPZNz0D1HMX/5goBRF8gE1INthTwZc5BWY5NeqNF2K6SEnWvxabCB+f2oZZtmwwxUu1lgvBtAJgFxP8bRD9HhOu9ADteiXhZLVD660ApWFn4IriO95K60nO+vVL0Kb7PUCriLzXHFKAgqeqTzQZB83UOai0sJpEAfbeX69R5GG7GrSDFGoHNPdovzEGdg+nk9XYjoIfRpqPkPcPSI5s1ps1H24YA2Bi/YyIACwv+Hrz46Ik2aybi/uiFVA8yhGv8Xu7n8Xp0tbTh0qlc/2omixV3h+8/x0efoVT2nYyUGME+hEXgJBzPAfwBbx2Y648uxfhx7c1/sjDGYCJD3/TY3mISg1aavu5RRjFbzMSkc33gsC5JJwmXL85oq5btw4GmrDBxxOJCehza3jGZZ8QmxmSip8qnmQjNDy1J5qkPNVor8sWEhy8eqLcVJlZ4r3CRwXUONDjrRAfgQScGZy19a6n3DTo1OOdQypDOUvJZTrk+0PWWoeuDM7wmy1I2tweGoefi5QXZxLC52VMsCrpmYHYxp5iLRcWn//KKJI0wkUFHhr7tPjhWZ89W4hlWd8cUYTZJvzMt6wIL97FSxf9pQkXgNZ4h9MKLxDfLrwUUqSikN3ZSaccgK2oA5VHqcVWoFuBj78DehurCraQRnA1VhGOacQeDAaMFVLlBQIt+EaqpbBCOhxJ5dQ66khW8ORe9lFmEwdwFkbzj2JpG+QCwIsTUsYAkVEbyyYkt0CC6kzS834b35sBz0aOMPlS+kbSO/Srs61LSgmYsm4/Ap5CswPwzJP+LFIL4OSfhffKdYEkpLezgU1XgRxkiE+nDX9HXzmUbrr0PmXmlND66AvsaXGA7h7dSVegHhHmdyzaODdAtJ4a5FGbIZuGaTCS958YKWgtcIgBqdIgfi0EiTsUiwXBUBb2U8hw7MahGmFmVyH7oFLgAtZJ7UO/ADjD8GvxW0pdOS/ryyDRXQczv5DVeUpZen4FeoPSHx0Z8+3ZhIXFaECoV4ZnJIsVXoOZ/3sn6geMJZP2A0TUdzaHh+c+vQppO6M3JYkI2y+jaju3dXsTgRSZgQsHDmw0vfn5FnBhuvryjOnTEacL5yynKaGZnU4Z+4M1vbli/3eK9xxiNV2AiTbWt2dzvKTcVKjJM8gn7hz3WwtA5PA7bOWkvF0dSeW8MfvB0fcckn9CWA9oohnZg3x/o2pZIa7RWmDjGKI2ONXrQdLuO3e2WrIhRdQdeMT8r6Nqe/foAzmPtkijNySapVBt6jxveL4VWSpHmKWmeftPhPIb3nvrQcFgfKA8NWsH8fCaC+/Sp8vCHiVQoeX/AMzuK5kWUuwW3DqaiM47u1Poi6Dc6ofiDS7YYN6YyGfhGWCs7B38rZe7uNrBPV5KG8wcZjGk4thxRTgS4o6VBdAjplSoIcP9rEJCr4Dd0CEzUBcKc7QTL6E8lfTE8BG3MFgYN5hPRjagOmYQm8v2jn8k2xnYgXlJF0qNxi9gqBO8qvZLjMTJjhKoqt4H0JUT/hIpfHidgmTiert+fcojzexm0VqMXVCRaPjULxs5SwfcYeHk/esmB9PC7Fh2gvw8VexfQbxHgFjR1R/uV0OtTmbAosHLPDEMASXMBOK5GCkOWSGXiDXK9PRa4V5xYsX24r6dyn49WEqGVEKqE6EJ2w2+lgIND0CsmCFDrQto/VCu61+ExB+7zANAiSa+HhY+3LXD1IdDyDTCgvhGcKryP8O4gjO5HFE8g6weMtu6wgyWf5TJ0TgQ8JO0g9g5dx8PbNZPZ5MjWTBcF9b4miiOSNCFOYqLY8uIfrlEoDg8lfTswtD1DN9C3vcgu57kQvknM+auU/X1F11ps2+K8R0carzw4jzYKN+p/vQAspcDhiFOpNhn6HmMjumQQvzDrpd1O3VGsIqwdqDYVKtGk0wzrPPu7A4vnS6bnU9q65f73d2xutlx9ekmcJxweDiyvFiyvFtjBEv0FvQe992xut7z5zTvKfR0mbM/tl/csLue8/NVzJk+pxe89pBT9XCh5v8Mfe/4Fc0/dCKujZiH9lp2qEn3GB/3HXFjFMgVU0DFlMgHYLIAgDeqzAF42Mq/4CnE0nwqwiZ4jzNK5MGlmKk11RxbB3oBdAfWJKbONALT4XwPb9QA0EGlJMSqLVGtdhrRfKWkPfRZW4YNMHNEMqZrayaSmFALGwvbVZ8IC+K0AL5UG8PgMol+g4k8e6dQcJ41J/MTM/kTDu61UAmLCtaKATvRXupOFR2BpvQ8moL4MGsNw/j0CzFQG0S+ACQz3SPNnhQChoHUcU3/aBBF68E+jAzLZtp8HzeJKPo81J6PRCQKqRu+sMV3YIdqvg9yTKtybOojadSNVgtFzYY/9V5IOVzME+A0CtpJfygLGreXz3AGG1+FeCY3SCXpFv5O0vm+kkllNvnYfjMDyW0IpPsb2O08g6wcM7775oojTiMk85/aLA82hZX42C693NGXL4nLJ4mJKV/fUZc3ySrF6vuD1f7zl5nc3HDY163dr6m2JijST+YTpaopCsb3fkk0K8iJjce5wNqMuW+JoxtCJP1acGrwTmwYdK7IsRRmDHywmjmiqBq0NUaqFvh4G+t6KqL7tieueJI+IJwm2s0EAn5DmCWkSsXm7xjlYnM9oDjXKaBSKpu54uNnhvaeY5WTFh4yVHSxd0+G9sHJJlrx3o9WHmj/8j6/o6p5smhEn4pDctwN3Xz7greeX/+1nGPPtKcan+MtiNCPFV6G9iBOwY64RPx6D0h+e01P/MRGiS2ViKYOwzkMqow9M0UImJ30v4ETPkJ6DPfR3oH8P+hqiZyFllwpQIg+aJhP2Zw/d/zfYLZwF1m0ujJa6lyos30D/a9m2iQPIWyH+Qu/CoJ9JKsMHkbDfiwDfLEGfEy5UmYDcLqQKBYiiS8BKulL9LLB7o95FS6si78Hv8W7HqVoqDWzd9Als/YRibLZ9arReP0qFGbAlPo7FF0vlJ2Dltxzb2PgA8IdeADqNMLz2Poi9x+KU0XzXyDbcmOIDMSAdW0gFMORGpvcFxHNhnewmvH8UsCfAtbRtGu44mo/aB2Gc1FKqaHGBpcsQMDYAS0ieyf3afy4LFTWVxYg5C6n414K//FYWRFHo+KBnSLqzCwL5eVhMNbwvhg+Vyd/WZcUPgTn/uOIJZP2AYSL9ra7xi/Mp5U7a0ZRrsSpQKJJJQpwJ69M1PdW+RmnN4cEwXU74h//1V/z3/+f/yf1rR1LkbO92tGWPiQxGKbTXOOtIZyleeXbrkjSJmVwXJJOY7bsddpAqLD94lFG43uOdR0WKrmpxvSctUpI0AqXorMK2A733eO+oDhVxMkcrRe8ceI+1Vhb7RvPwbsPycglOwE/f9qDAW8fhQVx9L1+dv5cW9N5z2JTsHg4MTY/Ho7Umm2YsL+dHgfz6nfiKra6X72m1TCRs3PrthsO6ZHHxcVHG/1lCjQ7las6Y8hCT0sMJJHwt/Oj/NArL/SCDsI6BUTviZSXqDrLS15eyKlZLYbRQoK+gNwL0onNklX1+0rY4wmo2/Bwd0HWGTCYeKYefg3obBPoTmQyUDWnPHfgipPiSsO1MPl8F40V9Jjqr01EJzFUqOqx4JekYNQs6mghUijKyn971oEL7lKOQNzAXePCduOrrC5RZ/dXn7Cl++PC+w9t3MLxBBrsNDO8ENICk2FQm4CH9b+J35jaivVKLR+k18avDfgn9a0QreB9SfVaeY7R8CNfLeynEKmxnwvtpxZAuVwNwDvEnodjkllMfwhiMkUUEABeymGD055rIdW438hkmD/cykg7VYwVj+4jpHeS9aiLfQQUzY40shtQEMShdBlBWIoDLyeseYymVyT3ma75unuu97LP6C4sRfsh4Alk/YKSTlDiNaaqWbPL+Ct9az/J8xvmzJbu7HZP5hCiRJsjrG6k8MbHh/PkZTdPx8HZDOkmJ0ghrPWmeUu9Lhq6lrHrKfUWaRkzP5jhvKVYFaZ6SVA02NiiEsRqWE7a3e/xgyWcTsiLFWsf2bscwOKzzaANJEjM0PXXdooB+sNhhwAewVO9qvHJoZdBaoRWUh5rhK+jbljS/IZ0kLC4XlOuar379mtX1ChMb8mnC5GuNtffrA+s3G0waMVkKTWwHEeIP/cDlq3OiOGJ7tyeK428Uw6eTlO3djmpfP4GsHzhkJalOv+sZ3r7De/ehYNvXIZUYVqVKc1oFB3+qERz5LgCkXlIJKju9Tw9I250+vC6Ib71ncBW9daAiEmcxvg6M0AJxjO9PAl2C+H3wEAdhPJmkKd02iPAvBPjQBQNRIylBrQNoGyO04vEGKQJopcLKJ/K4jgMTtsb7hNE6QukzOS6PtGqngzs2597g9eTUbPgpPsoQc9I7SU27ewFW9nVgPFdBlhGqBLsObwpU/C8C4NUy3EYtjC2h/JdiZeLXoK5gbLysgjmuzxDAFZjSo1A94dS7s0ZS8SlyHWZhAXErt1w8ptUqThYOiRShjKlGVkGXOJXnlAlgUQcG97MgAXDhni6FoVI9kIvbu9/LNlUrCxd7K6/Xi8COBUsJZcLCpAmLNQMf2I9EoM/w9laYdBW8tkbfN706jRUfUTyBrB8wojhidTnn/vWaaleTZLG0rml7+m5gcTGXZs+Roa174iRifbMVt/XY0Lc9y6sF5a5k83ZDV3Vs7zYkWUwyidmvnawYvKTZSGKSNKE61OSzCXFqqDYNgx1weUbbdfRVJ6yPiVBaMbQ9cRaTZDH9bsDZgabqaeoWlDBYHo8dpAei8sIamcRgB1DGYZWm7zuGdqCpWmxnsTNHuSnZ3OyZn09oDmccdjV5kWGHgdX1iosXZxTzCXaw7B6kHVD6qIWRiQzFcsJhfaDaCXCyvQj2vy20Vkfn+af4EUMVgbnZ4QkAAy+DMAalV4/AVypC3KFBhO0gg7iS69ltBKiY5zLRMIQVrONUCVWDz3GuZtc11D10LsUrje4qpmbPMs7QZgV+1IkE6xL3FXRbvK7p3QSnlxg0sTKSAiQANIWs3lUhAIuJTARj+OARpM5lYnGjLm0c/LeBoUvAtfTtmpYE61J0pMn0nljzjSXnYvi6xbsKZZ5A1sca3ncCsHxIj9HD6CGnvTBX6kyuI3svAKP/DV5fCTCJLjl6t3kF3a+h/w8EQJkAwGbBY6oMqUUTnh9NRMcFT6gIPJr/jialVioVCd51GFm8xJfQD8AbTn5bk8D0nkHyiWzXfiXv8YPoqUbQ5GYifNe/DOzVWo5B9Er+Vkq24wcYUogCw0sP8Qs5gHoR9n0Ei1rGDL1AAOL7IR5lInA/eeWN9iXFR5lefwJZP3AUiwJtNIdNRVO14D1xGrO8XDCZ52itOXtxxvZ2x/Zux+bdljgVpmZ5OWe6KvDesbiYsd9U3H+xxvaWyGhmq4I4NewfKuqyweNZ365Jspiu7jA6YbqaMvQ9+TTD7DVdPeDqljiWnoJ901PuWtq6Fi8srYlijbfQdx1Ka7Q2qEgzDANohUlGLYklShLsAO2+xaQJeRLhcQx9T5QmWDtQbhqM2bDb1mit2d8KkLz65JIXP7+UfWwHiuU359PjLOGwrSiWE6ZnUw6/PZzSS4+iOdQ0ZUtTd+we9mST9JhmfIofNkbvJu9SWb0e9UWz0Jonf/RaDXqJ1yPAClVJzslPJmBeBR0Vom/ye5mEsGF1/Rz0lE3TsO0SMjNhGrc4zmh8xF0NrnecFw0qME/Weeq+oestdTej93MS1QFrtI5IVU2ue7S+BP2cmBZlQmrUj9ViTkCgCq191FJ0ab4M6Q0DRKGaSzE2ut7XO/a9pfWf4kyB61pS1ixTxzz7Fo3JcbJ8io82fA2+FYNYG3zd3HgtjO2YBo6spppKccXwWkTjfkDpSETw9gvo/t/iu+Y90lJn7EgwRXzhRq+rnhMIcQjwGtOGhhMQGwXuUpkni5/nwfkhFhNQexaA1Aziq1CV28lCAx80k04+hlQYI/tGWCn9XApG1KUAObcF/SJc9weO3nfmWu4jfZC0v/m5pFSpAoMV7hUS0DnKrL4VMCmVoUyG1yvZP8xHCa7GeAJZP0Lk05ysyBh6GTBNZEKLBYkkjbl4eUaSJwxdT7GU3n/OOtq6YxgcSZYwmVlMEvPi1Tm/rWr0QbO6XEmvJwd9L30VkyyhKWv26wM//7/8DLyj2tWUZYPSHhNHtGWLMYYojeh7S5wnNGUjokIUTdvKQh1LUmicH/AOIqNIEtl/Z8E7Q5pryrYnUh4TG6Ikoql7tLHMllP2mwNvfl8RxYasSMnyhIc3ayaznD/8z47JfCINT2IjDaUfpQLdYGkODfv1Ae8cdhiwg/RonJ0Vx9ZF29std18+EKUx3joe3qwx0akF0sd8E/5nCaUMyqyC35MF1Puu8Y9fq6cQPQvuzRVHIW90hWiYOqBHmQXe52C3DH5L7T7j0MY45YCOQztwliVo3Um7GbUgUwbDkm1zQ9Ts8aqj7DUPTQeuI/IPbFqPNS+4SBvOkpLGKf5Qptg+Yp5W5PGaIl0wZU4Rq6DRCtWDvpTUjVkhflZKilx8CeoaRkNFs8L7KWW3Z907kmjCNP7suDjouphN80BkZhTJNy0GQquVp/how7vR8oCQSssl3ecbYUDppMjCWNH6jak2vwF+DhxEo+fewvB7eb1aBfuGLAC2N6KncjUClhSiW5rK6wlpbe7DXik4NoEeHdmDp9woMO+3oK28V4WOBzroAv1GPscNcgnqCPwC/B/k9fqlVA2Ora3cHRB86vRMjoHLhMFyJfg0MNYlxL9EWGsLLOR3exOA2ERa7ETXxzZQ3xU/lX6bTyDrRwql1He241FKMZllFMspeM/ufk99aLHWUm4q7t/cU21rqrJm7qakecrB1LRNS1d1TM8KuqbD9o7rzy7p6xYTO3a3O2zX01Yd1aai3NUMjdg/mEg/6lWniJKYw7bEWy963RBdFYSQGqIkOvY4dMOANmCMJkpjtDakRUo6yRjePACezc2GzcMeNziiWHP2/IzN3RblPEkWMz+biUbM+SOYnC4nzJYFdrBsbnc8vNuQTbJwDCOSPGN3u8UNA3EWUx0a1u+25LOMz/7lFcvLBQB927N+t8FEhunyqSXPjxUy+P3xAVDpmaz2dUMYzRnF39KMeof3DQCtz7htCqohJ9Ya5Rtu9ze0tiPWKfPJFZ7JUccRmYLDsKDa3ZDHPfd1Tz1YUmNxQ0+WnFHk19R9w2/29wy2pO0ztE9QylO7lMYZGneg54xlNgMVo6Ln4Hu8vWP07RFhfyeTqp6/B+i9N+y6iMhkRNEl/tFzSTyj7dZsm4pJHH/tfTIxqo+wWuopvh7jIBpa2uhVACotR80emQANF0TrrgiMaCQgZXiDaJOmiF2JCvdGAcPngAoATcnnsBBG1/VwVIePXRjgmHojQsBVKvvAGajqUbVhJ8walfjTDVaAkg9Vgyq4uasU6ZkYuimolxD/PHz1APbMFegzFBaweP+ZADXViQmw6iR9iJXvPqYo9Sy4xb9Am+X3f3r+xvEEsj6iiJOYbJLw+b99iTbC+vjGCSDShmpXgfe0TS/MT6QZOovH0TU93nuW1wsms5y7dUnXDSglpqgmNmij0SiiJCItUrRWlLsW5T0Of2TaxnZsx0yFB50oIiN9G8Ut3gvgyRKMMUzmESZRmMgQpxFxltAeWg6HCmMURsfk85RskmC7gf8/e//RLFuanemBz6e2dHnEVSFSAIWqZneh22Ddxp7yb9A44ITGGc1ATqpmFAOQE/4O/ogetrGqaMY2kCWgEilCXXGUqy0+3YPP742MjIgEEhWVERl53tkRLo4f973XXutdz3vz6p5A5gd/9B4f/kcviD4TfUS2gv2b4mWJofi6qqbi4tkG0xhSyqwuesbDiJ09qlLkGHnywSVPP7ymX39+UjK1IYbI6eH0bjT7qO+WhFAgelLOxJQK600qhLoknw/2OWfuJ4dNmU3zNgi24+Q13lrunEZXDa1RuBiYQ2T0jk9HzdP6mo32CLHnum/wQfHJ1HJtJBJPzIrXo6ZWK666iMgC62s6fckpanSqObhMV0Uqc12usM9bTjkNZ++JpGwdniihweadz8rHgPd7WtMVQv4X1GDUFhvu8KHC6LcjVVtOcnLLV/lS/j6yITCHQEwJJSWN1tT68XD/TUvIjhzfbhDWZ6TJddkYzaqYu9W6oEPS/nyrzdm/eB7tZQ/M5/Fzw+eAWw35loJ5OFskgFLZ2NLdoqWMBe/LfdGff/7WG3bebuWXNnylKmPNMJxvO1E6XFfnDtQ5p1SeuVrivLwhu3Jf6VjGpOm8Yaiuy+MIg/wlhIuAd9daWb34Yuag6MrfxxrMNUJefm/joB4/dd8xKaPKGF9l/OzZvSkfzMW2p+7f5/bTB+ah5BoGF86w047xMKGURgrB/et77t/sSTnT2orgC+cKACkYDzNGK6pFQ07FP2XnQHIRed5qzCkTcnzHdksxE0XEuUDVaISSNH1zJqxnRMwIJN4GyDM5JrzzJJ8QUqCEoG5qqq5Bi0zMmeP9icP9Eak0dWfecbiEENx99kDwEaUkmydr6q5if3PgtB9LcPd2QfCRqqnIGV78wVOq5ssnpKqtmI8z3vq/kyT/qN++YkoM3rGfLT5FpBD0VcWyqmh0CTOevWf0jt58kZlmlEHLQBaZk7X4lHiYJ0JK7GfL3eho9aqcD+QCqWtSBqktpzDTBovzI5WYC8JEbnHpGYNQrLSgSjNzTGjVMcZrmuZznIIQFUJ9ccSXc0dOCtKJnAdAkHMgUZPl9ZdHp0KSxUU5/YlUfGdQOgzyCiHXv/GYO+fMwzTxME/EVLxeiYyRkm3TsGnax9H5NynRgWiKEVv0ZYSc5rNv6RNIi9KJyq9L1ZFXoDXE1+cliUXxb8nr87htDeEM7UwPpaBJbzcJ4fOiezoXXR44UMaFLaWoehtJ9XaUyPnrSwqQ1547bWci+7ur6Rp0Of8gr8v2YPrrEn+VXRnxibYUg1KX92tSxZOVBZ8Xcl/xMgl5vnBakNN0npjr82j9+12GfL//uu+4YozYsVDhpRTo2uAmz/UHF6SUuX35gJ0si82CdtnQdBX9pud4c+QjG1lsPLcv97jJk1IqIdCvHMFFIOHnQA6BqmtIIeCsxU+O6D05J6pk8NYxnCaSSwgFWhaMRIhvA3nfPlmIIoN1SAn9sqWqNW52mNZQdTU5JpQWeOuYTiPzacI5j0RhVg1kiLPHp0S7bNBac9qPIKBpK1bXq4JtOFn2t0eUljz/8Xu0i4bTfuC0G2gXbYnlSQk7WpabnuPdiWmwX1lkAeccsUd915Ry5nYceJgttVLUShFTZjdNDM7xpF/QGYNPsURH/UonsjOagxVA5sFOKOeotaKtKnbTxEXTsqpq7qcJJQyrdoGUAaUic2w4+CVzPGKpyVliucRlVWISVY8Qgb21jMlgcwQx0lWGRn+Nz+wt30uuz92AjBESqR02KZqvuFB3CbS5QOseId+u1Vf/YL/J0Vlup5FWG6rq8/uYQ+B2GtFSsawfLza+KQlhysJHvD0XyQLUCvIPSuGRPoP0CWWj7wLMGbyZAvg/L4ZxTCmy5bm7IxcUo/kJ8hLECdhQiqSz+T3vKQWSpBRebw3xgmKU95TxoOJd3qH6vwO/gPgRZVTXn39+RjYIdfZHijKmzA8QDqXzJc7bhaI7L+qeg9XzdO6I3QOJLDoQ7bv3b862+NbyuTt7BvFmoYpd4Gs4kt8nPRZZ35KmYWb3eo+d7DtcnFSS4TCxvFjQdzUpZZQQxU90PsF0fUvdGLwPkBLHhwGpMil5gk+E4MtVuZJ0q5rpZEkxoY3i9OAYjjPBBVL22MmTQyLZEhSdE6QqkXL6PNu0nMOKEsQzXrVqS2TEPFmkllw82xBsZHe7Y9hN2MmWcaVUhQTf15Bhnhym1git8dZRt6U7YWpDt2iwc3n+TV+htaLuKnLOpftWV0hVXoeUynah6WqaZcv+5sBys3j387fyNqBr8w+K8HnUf1idnGM3W1ZV9a6A0hJqrTk5y9040qxWTD5wP48MvpjjO13RVYZaaTZ1w8vjgb2zXLU9SkpG7/Epsqob2qqii5G7cSTGiFGKVitunQXREkWPTZpKCVI2WO9YNyWiajc77ueZTkcarbmdBuQsuWzbr+0IibdxIWe2lZawqkfejANGyi8UiiEl5hh51vQo9e+/BZtyZj/PGKmofiXxoNGa6BO7eWZRVY/drG9QQrRn3Mh09hBuyoaeeg/sn5+X/1ag+rPp/cg7NAPnjbp0KJE56jnlanSi+JXM2Tj+FNSyIEjCRxAchW/1dqPwzJujpZzWBaXIOuNUxAbqZwWbEm8oRdkZaCqWpbATZ3ZdVMVDle8phdtbwz5nb5WCeAaj6roY80Wh1ef4EkRHllfnbtx9Kc7yeO6eUbp8ckWOYyna1JOSJvE91eOZ51uQnSx3n92TUqZdtfjZk2ImWMfh9lCKjA9rtC4+qrcFVs6lwFFa894fPmc8juSUUHXFq5+/JriAUBI/W463JxaXC5reYUeHsw7vI8GXLcEUI6RIDPkdiFsISDEhlEDWgviWN3XuQCstkUKSXMR7z2LdkVLE+8DhbmR52bG5vqBqB/zsmUfPeBgxRqGVpqoVWQqkVtjRorVg/XSNUpKmr7l/tWMeHeRMcIEwB17+7A3b6xXBedrl5xgANznavqGuDeurJa9/foOdHO3i862UtxE9F8+2jzE73zHlnDlYi1HySx0qgM5UnLzlZjhxN42M3iGoUUJyP02cvOOy61g3TeFkBY+S4GKk1ZoPVxumWK4UllXFbhrZWctF29KZGq0sISdsCBiZUUJymGcWVc2iMhys436a6CrNtmm56jtqZXAx/sYdoXXT4FNkb20Zx0tJTIksMpdty6r5uzep/j5660dbfOWmItRKMwWPi/HRn/UNSwgNYongbUTaiSxiYUPxtBji0ZTR3lu4blW8WoSCQkgfQ/gbyhVvgHg8b7E+LzWTmCkw3ha45XNDO3w+GnxbYL0lyPfnQmYL6SXEt4iHt0kG5w1BYnlMxNl7NZTCSF6et2hjKZLyWG4TBaixPI5cFcO77MvUID0U2n0+pzeQy5ahvCyjcIazx2sL+VS6gOr597bwf/ykfQsaDhPBRXSluPv0ATu7c7cok2Pi1S/esD5HyUitCM6jK4MdHVVtyDlx+/IBZwObF1tEzgS3Zf9mz7CfSueqrsgJNldrXn/0phRgQlDVZYspxhJDE2ws8NNak0I8By5DDgmlFCllggwYralqjakqQopUTU3MqRQ6bTG/G2N4+v6aeVhy2o9orXnzyR3zMNFvWzZP10yHieNdGRFevrdluepZbBbYyTGPjm7VMg+Wi6cb2mXDy5++4Y0tsUEFL1GCt4WAbt2CECzWHeO2xw5zCZ42iuAjAlhdLFhuHzcLv2tKORNSxMivLn6lEMw+MDnPqm542i3Z25mm0jRGMzjH/TiwrBtWdUNnKnpToaVES4mLkdfDwOg9nTGs6pZKSfbzjA2Rq7ZDCcGsFPpdh0nQaUMG7qeJlKFSmk3TUslyqKyUwsfIwdq/d0dIScl1v6Cvak7O4mOiN4a+qmiNQX5DJ5e3U/Gvu7fv5ynsu6mc51IrCYUQXZkcxAR5QomWSrkyPnsbEaM6YIPzr8k5o8WMErF0iMSWglQ4gdiRs8dHQUwb0FtMjmj5mjICzJTW2dsAd186VUKA/6RkFr4zxfvyuzlDPN9OtOeL+ursvzqPLWUFWUOS5+SEoWwIyuZswE/Fl5ZTCYSOvyiGeHFdthHzUBYBxCXk6mzoP29K5hOoX80p/P7oscj6LSvGyHQqrdqH1wXK2S4a5Jn3pI3k4WbPq5+/5ukPntAuGvY3R1KaqDtD1VZ88tcv+Zv/30+RWuEmx+n+hGkMVx9cI8Qdu7sDplHYccZUihgyMZQuWInAEdRth1CS8XAqjB8lUQLMmXEVQ0I3JTLHpHOBVdeYSiKCgpwRWVC1DSknhv3AYT9Q9zXGaLRSZAqmYX93grsj1gY4jy6ffHjND//ph+hac/vZPVqrd0WYMorl1YqmrXj+Y8FnP33NPMxE66naGtMY+m2BvLrZEVzg6v1LVpcL5rF83S5bukVD3dWPW4XfQQlRophSfgtS/KJyzoze02hNawzm/H46OX8eWGduRketDR+sN+znmZAS5tyxrLXmquu4n0buhoEM9FVFzJllLdg2Lcu6FGWDc+yt5eQcg3fcHgZObua91YrnizWruv5CMVVrhY0Bn9KXxnJfJykEi6r62i7TNyGjFEZJbCzjzV+Vi5FKlSL0Uf8wpZw5WssUPJKypPGr+I2QEuM8crKWGEJJw8gKxQEjJpCKXjkWxmLIRCpG55hdj0stKTcocUmnIgv9Gi0VPi8ZfeJoG27mmcm9B7KnkZGlmbkwlk19QjHz1vdURoGrUmTFSCmcJlLumJMgERDpiJEzlTyPH/PqvNnaFz9YFMA9hJFzHg9wUTxWYS7xQTlByqU7lX35WToUU7+KpcAT63K/8RWgz56yc8B79uS4QujHIutR34Qy5JSYTjPBxy8gB4QQ1F3L9skabTTkTN1WLDYt3ieC8/zlv/oJD2/25JA47kZCiHjraFMxxi8ue7yLHO72KK0IITMdR9xsabuKFDUpZaQUBJ8QQqFrhaklQqnCs3KRaEAphaoVbdNiGo2bHCmBkAnTVPTbBcRECKlEBc2e3Zsdy1XPPDmqzrBY94y7kfE04/0RUxm06WgWDYtVx+pyyeH2iJSC1dWCxcWCbtm8I7Uvtgue/zBjZ0cKiaqrIWeOu5F0c8D7gEDwwT9+Qbfs6FePXavfBUkhWJia23GkVvpLHSEbAyllelPeB1pKrrqeZR2YfShuEm247jpWdSFTvzyezkVEKXw6Y1CiByFYVhWXbfeuaPvl7tGybti2BXlgQ2AIjt0087RffOUo87sqLSWrqv61/q+nTfc79Td9lzQ4x88eHrgdB0JK5/eg5sViyYebDUYpXIy8GQZG62llZIw990MkS8Fl3bLQMwHH3o68GjtOtubGeg5+x0JPfNhPLFuDFR1vxhmZBSK/5ug6jtZxDA5EolULfJS4eKKRgd5c8uNVywftK7SQZDpmnhHyGhEPKGoa7ZlDx4NdMQaJC46QWipxoDeSyy7RioyQ61I4cXceFX5wjg5yCJkhhmKGN+8BCtLr4jmjA87ROqIq4820O79656iheHPucJ2D2WmAG4i3ZLlEyO/f8fuxyPotSyqJVJLjbvxCgfVWKUaaRUvbN2yfrjF1VcZ6LvDv/uXf4GbH8z94SgqRn//bTxn3A94pdq+OuCkgjWSeJmbr6fqaqlZ06654mrqGZtWSQuC0G0jR0687vPUobeiXLd4FkgsEX7pZpquoF6UbNJ1mhBR0XQMIjrc72mXH5npLijCqmWE3EXwkRZhHS91oti/W1Ke6UO8nz+Kyp1022NlyujuSQmSaHCDoli1V88XtLVVpri4WKKP46C8/5fRwoqprlJGYyhQg6bEQ7lcXy9/OP/JR/95a1DWD9xy9pdOlq5RzZg4BlyKbpkHKz4shIQSN/ny7T1lBde7YLKqaiy6yn2dyDuiz7ymReW+55Lrrf21xUf8SR8qfN2vDmTH1q7KhdIrMd7BY+XX+r4umYd18P7sF/6FlQ+Avb2+4G0e2bVveKzkzeM/f7u6JOfOPLi/ZTROjt6zqDaQRGwNd8wLDG/YuIXJNoy23U83/cV+TkkQxYlPNgYnbYWRVaVoz42Jg8pkYW97MkZRGKmHpq5pPfCJGjxaBkBN9BfdjJD2RPFt0jHzAMFcMKZKjAtmw0jClNXPYENM9It+wUAEfW25txibNontBxRNEfkkjNCSY0j0uSLK8pFWWVuyoRQ/yoowWw13plqmqmOaTPY8U34bA61/aLgQQZ0bWmVQvlpQ8wj0lLP37Ndh+LLJ+yxJC0K06cojk9CtckZyxQzFvm8YgpTxzqOBwf+Tlz14xnmbm0ZW4maF0wxarluAt42HE+UgKkdWmIyUYB8vF0zXGKMbdQNUY6m5ROFshQ0pII0g+cNwNaC1RtYZRIJLAz57pOCPIxBgRETI1frRYa1FGs7/dnwOlczHCT555mHE+sbnsAUFwAarEYltOdvubI/PJQhY0iwqR4e7TOzKw2i5YbD8P+4w+0vRNKfAWLYtVV0arlabuakxdshoPd8fy2v0asv6jvjuqlOJJ33M/TQzenTdGoVaKJ12PEPDydKLTX872i6kEPteqHMKkEFy1Hb2pOFmLS8X31J3HOb+J78koxbJuuBtHlPzieM2GQCSx/JUR4ndFvy3/1++bbseBu3Hg2WL5uf1ACJZ1jRKCz057tm3D0ZULBiEVo98Q0p5GLznaxMHeMVlHJvJv71vubcu2rQlpAo7ErBic4tUwsW00K+O4nQInL3kztUgy91OPEBO98ly2ic5IpBQ4L7iJHX9+E/mjAGOSuGTZ2SWZFiVmdr6hlYG+MYSwoFMOryUpa3yaeT3XiKHjohNslCflBYhAKz2NFrgYeTlnFB2Xiy0XQiHe5jViz5uTBtiBeF66WTmcCypKVysZULYUVmQ+jxFafA5B5fu1afhYZH0LWm571k/WHG4PJezZaFJKRB+o24pu1UOKqHOGn7OOv/rffsIv/u0nzKeZZtHQ9A260sVIbk94lwjWE2ygXTa0y66M1xqND6W9W/LVMtqoMqKPmeFQQnqlEigjiV6QybSLmugzpjKInNGNBiGYjhPTcabuK+qmIiN5eH3AzZaQIhqJNIoYE8ZoUkyknMkp40OiEYKqrclk7FQM7jEkptEy7Eee/OBJYWQZRbdsGY8TVVvR9DWf/fQ142l6d5CrYkIZfY7aqTjen3CTeyyyfodUa82zxQIbAyGVxYZGa5SU+BjpTcXRORZV9a5ACCkxOMeqqb/gPRJC0BlDZ/79///bpiGlxN6WiweJIOX8rpj7D+mt+vfVb8P/9fumm2GgUvor/Z1dVfEwTzzMhTH11hfoc8uD3zKN98wODFeM6gVHG7mZ71EyMjlPTpLBWbzoaKjQYocNNXdZczd7jl6zqCU+bTgcAqdQ86TeAZ5TbOh1RhLpdMPrKTGlCqUMC5MRMnJwHfeT49VJsKojl82RLBUuKDQtCUUlEmOoMNowhEzsK0IIdLrC1BEXRm5sxRh6TkHxi6HhBxt4sYgs5IT1M6d0YpzLRm/XbVgYRS3vzsXTGbAqGsib8ysXC1pCrng3TvwecrMei6xvQUopXvzB03fbcvFsBl9dLKi7inlwLDbdu1iYz/72Na9+foMU0G16+nVH8JGcEzElmmVHCBEtJfX1isWmL92umHny4SX7mwPBH9GV4rgfcM4zHQe8C0gtMFWFqcuBwVpPtBFTmUJhl5J5mHDHUFhT4hzkXDe4cyC1qjQEj/KZkDN5DkAuG4ltjUAQc+RweyLnUP7mlJEC/ByQEozRzIPltBux48ywO7F9tmF5ueTi2QY7Wm4/uiGmTL8uLeV5dMynmdXVkuV2cd6a/Lw7mFKJG0oxIZV8x+R61HdLb8eAvypz7nTdjCMnb98df4UQrJuay67/D/b/LB2hnkVdM3pPTAkjJX1VPeIPfg9lYyjYkWnG54QSb6OK1HmJo+TASineoXYOzvLx0TI6w6J6RsqZ02S5HydC3hBi4JNhxLkKLRNGZnxq2JoFSiXWakBkj8gLYjYcneAYFXvXkNICI29Y1Cdc7KhkIGfPm6Hhp8eeD1aSvuqI4hl3/pLX40tO7p5XY81VPbFuBTZCKzKtnumaRMg90HLnJJ2pqVEEteWToUfLe6J4Tl1dcGUe2LvIqyljc8XTpmOIGzwdlaohNdyNloNZcN2sWJimLBLqD0A+BXVZuluiepeCkPM5Vuh7WJJ8//6i3xH1647r9y84PgxorVDnbtZ0mmkXLaurEjQ7Hif2NwfaZY2uK6QWeBeKb0lKhBTMp4noEsurRTG029IF0zoznmZMbVhseuxoOexG7MmiKoXJGSOKoX0eA1Ip7GkmxoTSkro1iAwhavwUqJuKyiiaZUvVGvyDQ1UaJcBmCUagpaJfVYwnVw44JKJPCCTTaWIeZ6aTp241l88vsFOZ03erFjs7hsPpHI7tmEdbPGpdXbhaTYXKGX3uVLVGE5zneH961x1TZxjpeJw43B2xoyUXbilNX7O6WtH23wyX6FH/4VVrzYvlksl7wnm8Xmv1lWb5b1rfZGfsUb+7yjmTcuaz44Ft25XjWsocrWBRV6zqmpTLkkaieApDTjyMI6N1DMGXDNkQzxuylqN1+BiJQjDGllZolAjY4HjjDEIkjnbBJ6NCiZ6VrhliZHaRKURc7HDxCVmc0KJCiBYhEiE4lBhh0fLZ+JQpP+GTg2VwDVKsmINjL2eWdSamjJeK0xjwqWGIGpMDIRtenSR/uFEM4Yoba7iuBduuJ5IRSaNVxdJUnKYHTm7Ns9WadbWkwEs3tEIw2h23Y6BaX1LpzRm0akH8aoh6Kt0uefUPTjr4LuuxyPqWpJTi4tmWtm/Y3x0ZDxMpRLp1S7/p0KZwoYb9CGRWF0uq9v5dRIwdLcmHc0fHApHN5epcXOy5+uAKP3qiizSLhmm0VI3hyfuXZCGwp5nd3Z7kE24qIbxKKxKZlEo4s58cbg4oJagqjVSKGDOLTY8SAmssgsR4sGSREEkQo2c+CnJKiCw5PUwoJahrg6lkQVWEwP52Qtclr3BzuWYaJ6afjmX8V2u6RVMihB5Gdq//mtXlis2zDXefPbzrTAHoqkQRHe6OLLc9VVsxnSbuPrsnA+05GDrFUsD6z+65eu+SpnuMFvld0ds8w0c96tvQ0TmkEBil0VJQn4vulBKH2XKwE9um5bLr8Sny6njk0+OBU3C0WhNTxMdEprDfTt5xMw10SrPtWmyIHL3i5ASDM4QkmbOhkhmXIl1dkelKLmd2Z7qUYO9qfnY0XDXQ6EROZbKhReaV3bCWF2R8SSoQht48Z4hvyFbwWoGRDZ85z+g7fiw8T/rIEGdknLmJmm5aouWROcyk5pqYLJrbs8fLYOQdk1zyalry4SZAujuDSZeQI12t2NuGOb+gVmsgkuMbyAfyW45XjpTA6CVCrr7F//J/OD0WWd+ipJToqlyRSwmqMXgXuPv0nuk4s75eFm9TXVE1nssXW/Zvdrg5oKtSoMSQ2FwuWF4s+fCfvGCaLH/7vzuCDQynCV0ZTrsTw2FECUG77AizRS4a7Gg52RNCCvKUCCqgpDwXTLC7OyGA5XaBqTQxBKZhxo6O9/7oGaf9yOHhiLcRrRUhRlIIaA3G1Nh5xj5YTFuTYy6jPCFBCkylkYgS8Cxh//qIUAKlFcZocgY3WtbXa24/Hbn59J7L9y5YrDuOZwO/rjRk8D4QD5H3/9FztNHcv9qRc+mOvXutlaRfd5x2A6eH02OR9ahHPerv1NuoosuuJ5H5ZH+g8oHG6DI+9DNSwB8/fUZrDE3WTLXn39y8IcRAXRnGELDREykAXucjPkaslNyNI7Mvea4iw+AFIZXA5aaqETmidItPLSFOaKGQoiQVJDKTr3BNDdGS0oTMLbu8IR43fChqtJK4ZPAhMsfAzmmONOySxkgYnUfkSF9pLvsTtfRYFtwNNTHXrM2B+1lS6Y4kL6l1hRIVszQszKp4ysRMlE/QWlN8VvKcX9hjKoVNBiEkIEE9hTwUcCmhjAzlJYj+e9nFgsci61tV8IH7lzvs7FheLt+1UFNMDIeRnAvPSlcabTSXz7eYSuNmz2k3Ii9WCKl48sEV/bJhebHg2fYpYfK8/PkbTncn2lWLriSLdU+3bBFa8tlPTkQfCb6Q25uu5VQNOFsCR1PMWOuAc3crJ1IGoQTdoibGxHScUJWk6zucCaTg0cagdIuQGTeXGB8lJZXWtOuWabSQMov1At0oTH3ONEyglKRqDFJkhJSsr1Zoozjcn6jbhofXD8zjzPp6Rc6Z3c2BebJoJUFJ3v+DZyw2Pd567GBpFl89Emy6mmmweOcfDfKPetSjfq18jNgYaLXhB6stnaq4nQZOzqMEPO8XdFXFRVv4TkII+rpm09Ro0RFTYvaeRWVojWYKERs9NjqO3nPvHJWUTCnhQ6CWmg9WK2ISBCLjHDg6j5EahaDWkpQ0h7fhskJw8BCiQWB4r1+S3cwU4RAya6kRSG6mIypLjJJctitshLtpJGVJqwxT7vh0vEBiqZVnCJ7hMPCXqcfHhkNacrVYsao7+qrixXKJNktm9kgdMNUHZ6B2Oj+tt1Fwll+e6vskmEMDuUIJaE2N+A6iUL5JPRZZ36LmwTKPluXF4gvff9t1mQ4T3apFKUm9aHA20PQNTddw+XzDsB+o39T0i4ar9y+omopgA5tnW4bTjPeB1XZBt2hxc/E45QRtV3ICkw/otsIYRfAVdrDnrloxb+palZSEOaJUpGkrVG8QCF797RuCj+jaYIwkVzXdsiWLzN2nO8b9gFAKQaHIi4fC7GmXDdpI6rambivGw3gOhK5RtWE8zGyfX9L0ZUXeH8bi+zKK+ThjjOG4GxiPU8FL5IySEEIsm4wpk1L6UlD0u9dWS/KUyqblox71qEf9HXpbIygpebZcctX3xBwRCJSQDN59AY0hhaBTFVlw9vRVhJjISBqV0UIRcqbThk4bKq3ZWYuXHq0MUkj61tCbCrXZcDcO+BhZVDWVksQ0s5QNZNBKEUMqfHdt6JqKxpiynRsiXkViSogsSCRWVce265ldYD8PuAy1qWhly+Dh5MFnhRQVMUq27QKB5+PDiIuKY+NZ1uWxXUgMbuZJt3j3978trqB0AROJzlSknNlNEzs742NCirLH0mrHVdfRfo99j49F1reo8VgiZL5K5aoAlNGsr5bcv9phKsV0yoz7gXl01LXmx3/8A66eb5FK4mfPeJxYrlsunq7RRrG+WqGU4OXP3nD38oFu2RJ8Yhos0ijcaBlswM6OLCL9usVWAm8jSMgpk2UmOI+ipV1URB853FkQBYiXM/TLQpo/3Z9wgyXGiARyzAynGWk0plJIVTpYIUam2wN1V7PaLpAC6rZidb2mXzbvunpCS6Lz9KuO437k4c0eZwNKS0xjSo6hVNx+fEu3aLl4vi2ke3fehvwVBReRRr3DYzzqUY961NfJKEWlNDYGtPw8fUBTiok5BCqlSuxTzrgYcbGMEwfvONjSxVJCMXrL6BNRJK66ntF7bIgooXjSdsiFxIdAyJlWGa66jn+0vSCQ+d8/+YR7O+HnRFcZpMvMOZGzoJIUr1ilkAj+8OqC+2lidB7rAzZ4GmNolOSiaQkhcQoeKRUql2iro52JOVFrRafr4qOVhh9fbnkYJ366f2BnJ1pjsN7z2fHIy+OBD9ZrKq14dTp+ISEhpsTgHZ2pabVmN03cjCOt1vTnNI+UM4NzvBlOPFssv7dbu9/Pv+p3RDl/GbL4BYmyEtxueh7e7AguopSkW3WsLpY8+cEVP/iPPqBua2KIeBfw1jOPFlUZhHjJ7ce3ZCEwVYm4kVLSrdrSok0BVNlQJGd0VSOlRkhHTomqqdALTfIZKSU+eORUCjMhEk8+uGaeLcmn8vjDTAgOVHk8cwapqjNU1bvA/esHYk4sVy3L7YLN1QpTGY77E3acIeUvtI+jCyDgyfuXzLPl9pM76r5BaYXUgotnG/p1x7gfefmzN2yerulWLcf7gd6oX9liybjJsr5ePRZZj3rUo/5OSSFYNw2vTsdz9uPnx42QIlMIPOk6fIy8mSbG4EmpbBhOPhBTZA6BzggqZVCt5L2w5g83V/yb29d8vNtTyQIUNUqihQAEz5Y9c0i4kOgaw7JtmWPgKDxKSZKUWOuRIgGaxpSIKSkkkw+0SnO96Zli4CFYahdZNQ0xR1yK1ErRaEMlJZWU51Gm57Jb0FcVPkZWTYULJbbs/X7Fm2ngbhqxwfB8bfjD7TXP+p5N27G3M7fzSHN+fQSS3lTnrl9mb2faX0pVePvaLuuavZ04OfdYZD3qm1fT1UzH6St/lnMuniwl2d8cqOqa9/7oGfPg8NYhhCD4yP2rHU9/cI3SCjc79nfHcwA1TEfL7nbP4f5E27Vsn27w3rOsVlx9cMnu1QNagBUCO1liDjh/jq2iFEeE4mP0PiAmQfCZnAKmqRFK0q27QngfLSqB9BGSpWlqFheL0iFLxf9ljGI+RU53J5qmQleaGBOVhA//8Xt8+tcvefmL1yy2HUIpgiv3+/SDay6eb3n189esLlesrhZIqdBGvsM5LC4W3H/2wOlhYHW5xM+e026gbiqkVsQQcZOlW5bi7lGPetSj/j5aVhWh7bifJ6bgUEKSyJAFl11LYzSvhxM+Jjpj0FJilMIfduwmj5GKZdWQREnNqNbl69088fpwxKfI7ANKCFZ1Q86Rz44HRh9ptSYPMDjLZVuYcTllWqPRSuJzsUcYpbhqOt7MI395f8uztmRU3s0jMiW2XcP9PDHMlou+42m/5Nlywcl6Ukqsm5rdNLFq6rIIRUYKyWF2NEaB0CxDxQ/Wa4w2rOuaF4sFWQhaozGyQyvJtmkRogBZW12Wuo7W4mJi03z1hnCtDIO3bHP7vUwkeCyyvkW1i4bjg2Ye7Ze23abjTNPW5JSZhsK62r05YCeL0oqcS9zMdHxFu2io24q//T9/zv2bA2503L964Bf/9mOO90esDRzuBubJ8vxHT1hc9BzvD4z7gRgSyY0F22AjSSfqpkFqhZs9OSWatuQnilzwDsYY6r5mOE40bUWYY7ltTgTncNbS9FWBU2VoVz1VpUk5IzJoLbh677J0t2wgJTjtXtIua4b9xC/+4tPCAYuZ1fUSqQUvf/6Gv/xXP4GU6V51XDxdc/HexbvXS0pJypkYIlVtuHzvgmE/MhwmvPVIJbl4tqVfdyV8+1GPetSj/h4SQnDRdXSVYXS+cLBSQkuBzPDyeCKkxKqumYNnCiUZ4IPVBiOO3M0TkcSqqmmV4WYaeJjG4rOqK5RUNFEhhMKlwN3phM+ZVmt+dv+AS4E5RS6ahqWpUUrifAQpiCEQAYng9enEGBOjs3zkHLd2ppEKhGRy/hwJBZU0VEqxbGq0suSUEQKkVrweTrxYLlhUBcJrcyS6xOg9PoYzCLhBS4lNiUqp4q0ypuAmquoL3T44M4R/Te0khSCemwo8FlmP+iZVNRXbpxvuX+04PZzQlT4XT4Gqrdg+23C8P5Iz7N8c8D7Qrz+nXOecufv0np/924+ZR8frn70mp8Ttp/e8+fgWO3lMU9MsWsiCEANvProj+kzd13SbjuPNASEFi03HuJtJOSEkVJWmqjTeOqaTpVnUCK2QMiONxs8eXRn85BDn0du4H5gGR4wZPzumt5+snJFGIXxAV4rFdgkSjvcHcpKsn60JNnD/2cQ0zCyWNU9/eMn6Yo2bPX/1v/2EFBKHhxPBBfpDz5tf3HD5/IIf/tMPWV4siCGilURpxTTMTKcZO1ikgHbd0a876q+5knrUox71qL9LjS5LP2MIzDFAhPt55vVwpJaa3VyOn29VKcWma2krjZZlCWiKnpOzvDwdycAfba+4myce7ISPkZfHAzYElqbGSMnNNBJS4H6a+ATBZd8SQyYRWTQNaI2IkSlGkp1pjaHWpkSqCYmWipP17KeJlAtewefI0VoOdsYoxQ82G2qlaKXG5shVu+LNeGR0tsBVcybHQrm3IZFSYtU2jM7TtAojJUKId9OXX5WREokgfk3guo8lcP372MWCxyLrW1e/6jCVZjqVwkBIQXe9oulrTGXY3x7ws8NZR7/uv3BbIQSq1vzsX/+Cpq1ZrHusdcSUUUbRSsk8WISqyKkEUocYePXzV0DCnizTyZJjBi1BCUSWuNEjjaCqKqQ21AvJ6nqJEgLvIs46UoyYpqLqKnLOLC8WOB9IMTGPqRRazuNdYDpO1H1D1Rm8T7jZcfOLNwipEUqibwVVXxNjpF/2KG2Yjx6jR+bZoSqFUIrFuuPhzQEhoN103Hx6h64lP/iPPiSGSLNsyClx89FtWRqoSl7jfHPAjZaL51uqx0LrUb+it4Zl4EuB0I961FuFlHgzDMzRs6xq4jnWbHKeXwz3aKF5f7Vi2bTUSuJi4mEaaY3hg/WKw2y53Y1smxYbEp2pGb1jIzKLuuIX+weWpmJTd/gcSQlyjufgZcHOTczBo6RAIQgpo0TBJoSUQQp8zigBi7ZBqrL5qHLpNJ18JsXI/TAyN5F1VbFtOy7aDiklUwg0KaElSMCmREoRGxNSZFpdYWPAaE2rDXP0dNWSSmkm798tAPyqGq1pjWHwnlVd/8prGgn5uxu4/k3oscj6DqhqKqqmYn31ZeJt09WMx+mrkQQ5c7o/EWZP92xDcJHpNOMGS1UZIpnx9Q45zWilkVoSo+PmkztyyvSLBoGgWXUorVBSYifPYE9kL0gmo7RgsVlSdzVusri5jC5DBlICkUkxEV1gHmaM1nhdDPhvWVw5J2JMxFChTMExKKXxMTLvBiQJOczkmOhf9FR9xWl/Yp5K0dm0NbubI+vLJXbyvPn4jnbRoIzi47/+DCkUz//gGZvrNeOhBEq/Nd2Xlykz7id2b/Zcf3B19rMF5sFiR1te576mORvqH/X7o8E59vPMGAp3SEvJsqrfjUQe9futmMqozMXIyTnu54ml1nxy2PP6dOLN6cgv9nsaJbnsex7O5vdV3bBpW7yLjM5TKYNRgReLFbXWSOQ5qmfPYZ6ppSnWCm3ojeHNNCJEMcT7CEZLdFQIKcpxM0PMmZgTIWcqWY7fPkUaWWKnalmKGy8DlZGocxxQpRQpJrRUTN5zOwwsm5YnXU9XVXx2OrKsahCClAp1vtWaRilCFsze8zDNPF8uWVQ1NgRsjDxrF1/ZjRJCcN11vB6O7OeZSimkEPgUiTmzbdvvdZj5Y5H1HVe7KCd+OznaRfuFn02jxc2eatFQNTU5lkIlxoybPcpo2r7Gniw+eYSTPNzuObw50K1qDveJ8TRQG4OoFN5G7GTJMVK1dYnWsY4QI272cGa9+DkijEIaxf7miJsd09ESfICuwjlPTqCNKEbPxqCq8sFuloacE8465sEzzzPVoAlxJCO4fLHldD8gpKBdNAQbEFKSfGB/dziPWFd4G9BaMZ0mhsPI+npBu2hLoVd/kbkihKBdNkzH6RxBBA+vd9jJoc5XXof7QoG/eL6hbh9p8L8POlrL66GkGrTaIIXAxcjtOGJD4Oli8ZXjjUd9/zUHz26aeXU6ElKkNRVHa7kdB47Okikh91OIzM7ziZ35xWHP837JZduDklydC/W+Kp0eFyNGSaSgXDxKxXW/4MHOnKaZvbUMzkEu24lKSnLOeDJGSnSGyTkqVQASkw9IJSBlQvJkpXE5EWPkF/s9m3rmomvxmcLjUpo5e2LOhJzJJA5uZrhzvL9a8f96/wOeL5eMPvDk4oopFsTEVVsyCwc/88luz/08sapqRuf5/718SUyRp33Puq5ZfU1HqtaaZ4sVg7OcnCPlTGcqlnVNb8z3tosFj0XWd15VU/H0B1f89P/8iHFfwJzkTPQBVRn6VUNwnn7VoivFw5s9wQXmybFua1IG09UEa3m42RNmRwJmG8kxkELmZMdziLIghljCoxvNPHhkTBBLKHXTGuqmIsyWnMt241vCunMebTQpRpTUVK0GAZlcnFk5k42krjQpZA67E85aUoJBn91bUjIdZqIr3oF0nZmGiRAjx4eBqjYstj1V19CvFM2ignzB5fMtUivsZAnWc//yoWzc1Ia2b6jaCqnKAWseZsbjTPTxC1uGb3MiH17tuP7g6rGj9T1XTImHeUQJ+YUA6EZrKqU4WMvCO1b1Y5j475NyztxPE3fjyKvTER8TrdHE7AgxMTjHwzixaZoShxM9gUyKgZvB4kJkN83M0ZGRvL9csuk6av0ZTxYl81VLRYyR+3EkpYSPASkVzxdLXh9PVFVFtBOTnUkJfAy4nPA5lWN/jGQBPkVUFiAllVSknJGpeMGiEBysxeeMIFMtVsicySnT1QpjDH1VMwUPURBzYgjuXQj7um54Vi/ZTxOjLxiHTtc8XSy4HUZcDOzszKKu2DYNLmb+4vYNNgY+XG++smiqlKJqOzZNS4bvrQfrV/VYZP0O6PL5BdNx5rQbkFIgpGSx7anbmvk0sb85YRpD01W4H1zz6U9ecvfZHTIn7GhpO4O3kW7ZMClJ4zzOR6QU1Isa7yRhDmWDsNKQCkRUG4HpGqquKqHMQlApSbVdMD4MnO6PxJhBgCCXzcJQiionMk1XnSF9ABmjNHZ0NGdOV0aglKDpGlKMICUxJ2RlyN5zfDgRvEOIjNaK1cUCqSSn3UCqDVVrePLhFeurJW6w7F4fiCFSdxVCSKaT5bQbWV0sWGyLn81ODje5L1H2hRDvsg3n0dKvut/6//lRvz1NITCHwKr6chFV3ueK/WxZVt9fr8ijvqyjs9xNAyFnlFRs24Ik8DHy5nTk9enE1aLnMDt280StFCEHNm1DrTUnb7mfBlASReJhnknA//HqJbVSPF0UdIKPiVfDkdF5QJByZFVVPCjJcZ7JMZMQ5JxK1yxEjJBUtSY6j0uFHN9WGikVjVQcvSOIRKMkNeAzOO9ACHbjSBbwpF/wYrnCpwgIKiSLtuai63kzDLTSYIPn5C3Lpuai7eiqiA2BkBM2Gham5ofbLdu2/UKn92QtP9vfs6obtm371S8w5Vj7+/SJeiyyfgekjebZj55y/+rhCyMuO1ouX2zJMTHsB5YXS568f8k//n/+ATFEXv/8BjvORBdwLlB3FV3bkEIg7gYkkjA6lNEkBYh03g5J+BipjUEahR08PkQqk1BGM9wdmEaPoHxgyCCNIoVECGUlWCaB0pJSgWWUqmi6hhhLG7xs4Yh3I8pu3dL1Naf7gaoyzJNDSsnFsyXBpcLwsp7gA6f9SPSBLAXXH1zR9DXzYMmkYvj/pbGqt5793REhKDmMIX0tZb9ECkns5B6LrO+5Us6A+NoCSolydZ9yRj0WWb8XKmHQlkpqXHRo+fn7wyhFYww2BVyIzMETUiSmiKKYxnPOBR5aVdRSIqQik1k3NbVS/Hy3RyC47noWVekATdZxM04IATFDW1Xsjgem4AkxlrFeTmilaXSxXEwqoUIoiRwZFJksynu2kbIscWQgZ5Z1RUiZ3TyhlOR5v0AA9pyTuOk6Wl0hhWBwFhs9tVbMIXKyjkqX7UG0RsaEQtLUmk3TfGmUvqhrTkfHm9OJTdM8Xpyc9Vhk/Y6o6WqefHD1lWbt5cWKj//iYx5e7TCVpmorXvzBMy6eXfDRX37MdJgwIbLYdqWocQ7dOIiC7ANCgxGSHBVZ5lKE2YhqGnSlSS4SfWCaPafjWILWdXlOOWR8iITZQwYhJYKMyJLoMoiSI6ibCqkE8xjxzqNrTXCBrCXTcQQhqCqNVIJxtOQYEKai3yzQWnP38oFP/uozTGPo1x2bqyVVrRl2A/u7Bong+oNLxpNlGmbarhg3TW2YR8vNJ3f86P/2ITlnQohf+zoXCv9v67/6qG9Lb0cVX5e6EHNGS/l7M9J4FLgYsDHQm4qjt/xyvyWd8QM+JG6HE/d2JobEyfuCvUFgQ2RwjlopHrxjbWqyVkyh8KW2bcPBT4QUcbHcl9aK2XtWTc1113HRNmgh0erIx7sHfEpUUtFWBsj4BCEnQk7ECCFlUtYYCjG+1Q2DnbE50VbmjFcomKpaaXZ25sFZVBb8YL2m0YZVUxXO1RjYOcvTtsdoRWMUKRfvWSUVvTEc3cxKNujzhX5MCRsDMZXPkRSCKfrHi5Nf0mOR9S0rhsg8zAyHiRQTptZ0q46m+/KYQhvNYqNZbL6Icrh6saVd1Ny/fGA8TtTn4svNnpwTx9sDN589EGwJEl1d9HgfyecrMT850jmkuelrpnEmzJFExg4zCNBK4mIg+HLFJoJACklMiRAipjGklMnOn0n1AqUFMSRMpagbU3ASJNzsaRYN3apFSsmwH4ghMOwn6kVDFSL9dsn7/+gZl88v2N8cePLBNcurHlNVSCFx1jLsR0xtePPxHRdP1zz90TWbqwUPbw4M+wEhJHayDIcRIQSn3YAQgvE40S4+v9KKOTGH8lqM3rH5mk7Xo74/arSmVoo5hC+F06acsTFw0S4fr8Z/z/QW89QowyFZRl9o64d55n4ux0IlJZ027P3MyVm2bcNl2/Pp6YCcRdlGTJF11TCFwOvTiUorWqUJOXNwjlXbIARMLpBFYvKOvbWkFFFS8qPNlmG2vJkGIBecQghM3hfelCjTgHTGSOQQqFUhrDdVRUsmZ5gztOdtPgTsrf3c05UDnowQK+bgkVJy3fT0Vc0cCptLifK3SiVpjeFJ13M/lpSS0Xv281w6ZyJDhsPsMEryZVrW768ei6xvUd557l/tSlC0VkglmUfL6WFgfb1ifbX6ex3khRAs1j39qiPFhHeBz37ykp/964+pjAYtcbPleDcijaJdGCQZITXtsgEyTWfoFx12CmhlqJcVUgvGvSVSxmhCSpQoa8TOOabTjDLFW4UAqSSm1kRdyO5SSaRSNH3xvWitEKpkIQoywXuEFMhaYWr9jjKvjaJygd3rPVVT42aHaTRP3rvmcHvg9UdvmI4T66cbcs4oJdnfnfg3/9+/4uq9S7plU7ASKRFCoOobTKOJShBtGTemlHny4VXJ9pqnkjV2mjBNRRMtafzcj/Go75+0lGzbjjfDicG5dzBEF+PZq1XTf4/Xyr/vSjkzeY9PEUHx2DXnmJevk5GKWpeLSaMkD9PI7TiipGTyHiEEq6pmCJ5aKS67jkzm4CwhHrE+FFwNkpUxZYNOSJZVxX627MIEEv6Pzz7lb27esHeWu3HiaCdChiddD2T23p2tGGUr0EiB9cUTlQVIpVCpjBe1LAVNSpksIydr0UqyaRoeppGurmmEZBICkTPIXHJqpSLEjAuBh9PEoq3546fPWbc1Hx+ONFrwol1jpCLmQrC/bFs2TcPOzhzmmYNzQKavynZgTInhvHl5mGcuukfLBTwWWd+q9rcHxuPEYvM5xZ2uJrjA/s0BU5vfyBskhEBpxfHhhFCS6x9ccffqgbquuXhxyfpyzf2rB+ajAwTzNFF1Fdtn6+KXsoHp7oTWEl1r3FRMk8EG2rYiaUWwASlKVy36SAplY8XFhJQlmsGYUjD2mwVVo9Fa4X2gW9ZUTY1QgnlwzOMAKSMrxexn5EKiaoWpKi6fbxFKcPfqvhzkBkvd1ExDMa7XXVMM9pNDUrYfX/70Fd55/vBPfozKmvuPbqA3xFqhaw04dC3huuV4MxA/ERx1JKVMLSWXqyWb6xVZSW6nASFg2z4eKL6vWtU1Ugh2Z05WzqClYNu1bOpHTtbvqmwI3Iwj47lYeZvD1xtDZyp8KhdgRpbN0sZ8HmS/rGo+ORy5H0fu57Ldt5tOjCFQa81129NVht008noacCGyH6dS2NQti6bB+sAcE1McUbInTBOf7g+cvGVhDHenEaMkC9Nwbycm70kkYoq0xiCkxPlAPj+nRimykCTnkQpcygQiKWdSSBij8TkSs0SkWNA2zpNygZbOKZWtRiHoqoqDs8SYsDlyP08oIdh05WL7L25v2c8jL5ZrfEwoqVjVDeq8rfi0X/C0X/Bv3rzBKMFlV6YqLkQOdmbb9jzrew7Osqzrr4ST/r7pscj6luRmx3SYaBdf7pboSuNsCTjulr9ZNyXGyGk/UjcVAwPLywWLbUf1kSGEQEqJN794Td3XaKPRlSLGTI4lamex7EAK6rZkDyqjMZMnC9BknARZKyqpCCkQffmgKylwPlJVhsVmgTKwutxw8XQDIvHZ376h6iravsH7gBtmKq3KynDIZU25CbS1YbldoCuNUoqcE8N+omo1uzd7/OzYPtuyulgiK4EfA/vbAyEmFhc9bz66ZXO9otv2DCpzf79js17wox88oTE1PkamRpPWDbFX1EazqOpShBmFl2BE8S/srWX5eLL9XmtRVfTG4GI5ab0N933U76Z8jIXKHgLLqn7nqbMh8IuHHRm46BrcGccQU2LdtLy/WtFXFcu6IaY9n5321ErTiMTNmAghUamM0YqrqkMJRaUMp+DxOSNFIcI3UuFyYAyeSgkmH5iCZwoFARF08VIN3hGlwPvyfSEFJ+uZQ2TbNhilUFJRqTPJ3UeUkigk1jtCiihAa0l1XtiplURmUXA5EmpdulytUmQpUQh8TizPANEcPEYIIplPj0ce5hkpJdumoZIKH2MZMc4zy8pgnKavan642fLydORhGnl1OBJzJGfYNM0ZUNpw8g4b4+Nnicci61tT8JEYE+3X+H9KeLInxfQbMZtSLABROxayewoJO8wIBf4U6NYt6+sLFtuOuqlpljWf/PWnLLcLrj+84tOfvGT3coduylhwd7unXtYQBcNxJCcQlBFgSOW+oygG4rox1IuWqjaY2mBqTRaZtmu4eLbhtBs53J3IOZcwZzJKCXRjCEFRVYa61lRGkrxnfblEmRK9Mx8mkgykDNvrFU1XM50s+5sjMQXavoOUub/d86//zU9Ry5qpFbTLnkWlEObzLSEtJa/UhE+eHz55iouRvbO4uSwUyHOyvERiQ0A/jo2+1xJCUOvHQ+H3QVPwjN6z/hUo5ug9IWcgM/lCKOdsg7gZR1yOXLdl608rybZt2c8WnxPbtkN3gqbShT0VIykn6vP48cVqWcZz48wcPS+W8NP7e4TICJEZvKc7m9BJAicK6Xy2njJcK5E1UkoqKSELpBK0WgGZ2ZVAaonARU8MAUHZJszAmOK7GJxWaZZ1TSITUhkRJijdspTQUnLd9YSYWDUt66YBJKMPDN5y3S5YNw2VUvzNwx0hRjpT0yjJoq7RUvJiueTHmy1j1/NmGhitxyhFX1WcrD0vCTzaLN7q8cjyrerr34j/0ETyEBKH2xPHh6EEeV4uOOTM3/7rj9i/3lN3Nd55TFOxuOh48uE1dWfwc8BOgUoZutWCGANaQ/CJHB1KK3Iqt1OVxM0e5/wZiqrRShJjRqREu2qoW0PT1UgE437AjY52URO8KVmJGepc4+ZACgV0uth2VHVdNlW0om4rMoLt1Qq/6ojeM73cMexGhv3E8f6IHWe01hjtcREmAyl63O1MddXz/EWHM4nXw8izpaJSqoxVk2CMnqOdOXqPkYpFVZ29BSUKw6fIe3FF/3e/7I961KO+AzrZYrz+5QLLp8jRWTpTQpxvp5Grtnu3IaekQ2aYguNk57IMFDO9MSyXS0bnuJ9GaqUYgM+OR9ZNw0Xb8upwZF03PF0suWoXfHLY4WLgxxdbbIyli+U9namIOmOk5vV4ojsHRossChw6+LIJqHVJycgaLSVXbc9tHtC6dLqmGAkxkuC8/SrJKRHJyBiZMpgQuOxaXErsZ8swT6SUSQI6qbjNmZAyL5YrWl0xp0iFQImay67Dxczr8UQICZcyXZVLZ05rFIL7aSLlslnZasNV2yPP3f6UEgdrEULyo9/6f/+7qcci61tS1Rh0VYzeVWO+9HM7OZbb/jcmjw8PJ6SSNL0hU0yO3nuMVrTrFqMlxiyI1vHmo5m6q3n6o6f8+f/n/8TNFm0MCEFGMB0nILG/G6iqMj7MyaOEJsSEGx1SSS6ebWi7BjdZ5tFxuh8wzzd0m5bKVDzcPDCPjs1igR0942lkOlm0KR4vO82EtkKfZk4PI8e7I8v7BcvtgvXlipQkqtbcfDQQXeD+1QPtosFaz3SyCDkzTw631chnKzYfXvHwcORkHcNhYG3WhBQ5OMtV25FSohKCUFfcjiPLpvlCJ0NJRaPhNLl3wcGPetSjvvsq9L0vXpyGlMoor6qYfIml0b80xqqUxsXIRmru5pGQEkJkZJak821H57kbZ3zy3I4DrVFs6i13esSniA/x/KiZo3M87XsSMFrL7ANGFr+syHA3CZrKMHmPEgUuXSnNFDw2JjKZayU5Ok/VKS4XPSEGBrsv5nUKBsvFhAEQgk4bNBJPopaKztTMw/iO8u5iKONKWeCly9rQ14YpeFxO9NqwrGse5plAJidDW1UYFEYqEoLRebQquYh308BunniyWL4rsMpTKRiHTCbmxx1DeCyyvjVpo1luF9y/2iGlQFflX5Fzxo4WpST9+jfrobi5bPxtn2443h+ZB8fNpw/cfnZH3VWEEMkJ2o1m3M/UXcXx5kBygeFhJIREwiKEILmA1pJu0ZAjeBcxlUIICCGSYkYbSbfqISXG/Ujd16yuGrq+RhjJ/csddW0YD1PJSOwrhMrMk2M8THSLGjgHTM8eN1rsHCGlQl1ffsqP/liVzMHJcnhz5MkPLxl3EzefPXC8O1B3DfNsOckB8fSSjc48TDOuURxj5JP9HtNWPK2uywahtaQ5UC8bzMJwN01sf8VzlXNmCoF1VWOD/1qW0qMe9ajvllqtmbwDvhgQD6XL4lJi0371+F9LiZKSIVg6ZZhj4M0wlpFZVSGk59PdyGAt+2liCoH312sG62iMAgRXXcfofRnjeVs4WmRCFqRw9oHlzOxLhE1MhcnWqIxEkMj02jDFwNE5tFRctT1BSIzRiPm86Z3KGDCmTGUUrdQkMmSBMYrjNHIzloSQxujyWESiSAgySkhenY7MoYQ/rzc1o3UgBcKCdY4f1HXJOYwRn+Cqa3AxsGkaQkz0psLGUDIZpTz/bqIzFY1WjN6zrB9zYB+LrG9Ry4sFMSaGhxPzMFPCafK7EOSm+83eoDFEYkgsti3alCyrv/7f/5bbjx8wleK0GzG1Zv1kwcWzLTnBx3/1KT/7dx8TfODy+ZZu1YEQHG6OxEUg35+BnoOjX7XMg+PhZo9WAlEVzEPyiayKUbJdNFx9cMnNJ3fY01xWjHPGzYGbT+/OnStLCpHxGDFNRU6JLDUIhcgB01bvTOzH+wPbZxuq2rC5XjEdZnb3Jx5ePbC7PdBsOmKjmTaG1CS8sNzuXdnQkQlvDL2feHJ/xGvBopes1z1iUdE3NZHM6D1SCLSUpJxLIKyuWFTV2THx6wa7v7lCSrgYyTljVBlhPupRj/r3V18ZdrNgDoHm3J1+68PcW0utdPFG/ZJcLIwpLSW1UbSpYhcmaq15MwxooVDnDs2z9YLeGGwM3I4nOl0zuJmjzTTaEIHrfgEZTs5ydA7rPHOKWO/Loo8QxFRic2SGSkqMLos+LmXWdUXKZfQ5p8Dr6QQ5ly6WgBgL/FQJCn9LKpRS+BRYmAaVBTfzyJwCl1WH1hIjFEPU5bjrXfmbq4qtaVjVbeGCBQs5Y2LiEBxyt8No9W4c+mK5wJ+zDXOGTduwqBoGZ3ExUknFRdPSGoMN4Zzq8ahvtcj64Q9/yC9+8YsvfO/P/uzP+Gf/7J99S8/otyspJRdPNyzWHXZy5JRRWlJ3ZfPvN5YQCPE5tVwKwfpyjTEK78osX8mCV2iXBdmga0VVVzSLhtXVmvX1itc/f0NMEWkU8+Cw00SYI8t1h6kV/bojhkQtJSmWeJsYPDlEYt9w/2rP/acPCCWQxuBGh9ICOzmm44w/53VFHzBtoOlqumWLJLG+WlJ1Nf2q5XB/Yp4s9693tF3DUZ8Y7ibGaUJXitWLDYN3cNUgnrccDRyGCZWh14ruYsG0UPyNmHjRZD682LJeLVGVLhwkYxi9xwjJwc7YFFFCcNUt6IzGhoiW6hujfpfYjom9tecxZOHVLOuabdM+bjE+6lG/ofzZ9zQ4R8qlk7VuGvbzzMEGjCwXMCkXUvp13xNT+sLtY84sqxqfErXSXG06/vI28GY4sTQVEbDR05uap13HT/IdP9/t+GR3YNXUnLzjs+MeFxI/3mz5wWaL0QoXI7Ivy0h2PFEpTcbjYgl69pR+26KpWNY1120HQiKBV8ORddPSmQojBbMPDM4jlaaibBBKIailJgsYgkNJhZZw8uW1WCjDqm1KLI+QmCjJVTkvzDGyNRVPVktc8BzcxLJq2NuZezewrOuyQCAkRklWdQUIlJD4lOhqgzyHq3fmy3aXIaV3Re7vu771V+G//+//e/6L/+K/ePf1crn8Fp/Nt6Oqqaiaf/8NtqoxmMZgJ0d0ATtaLp5vyDlRKCgZpTXGKPavD6SccbNj+2JDshHvItFHvA3YwSMl2NniRk/dN/iccFOgW7aQSjyNm8rMv6oryBRafAioSuKtYz6ORJ+IPjLsR6QSSCVJMSOkIMyeqBQiC6qu4fK9C5TRSAlmLFT3diE53J1QlaRZdQgNUYC4aAjecpc8w3Egr5a4FNC1wSwNP3i6oVm1fDQe+evTAx88u6ZrKlZ1w6opnC0jJQ/TDBQTqhDFhxFTJuTE1TfU7s45cz9N3I0jjS5FnjjDL+/HiRATT/r+S3lgj3rUo75ac/DcDAOjD6U7JWBw7lwUlFit2XsA/mC7ZQ6BnZ25GU7MIVKpMh68qFuMlAzec9V1XLYtP9pEbseBKQVyymQyRzfz8W7Hm/FIJQR388Rnx33xXp3Bp//u5g0pw4+2G4xSXC8W7GbH6/FEX1VsVEtKiTkGEIKUE2tds6xaurqGlHmYJ2pjuBSKTdehJOynwnITAkLOTM7hKc8rZ3Ap0eTMYY7EfA45r6pzrI5EElCiQglRukzJEwTMvgSlxww+zEzBQoZcZZRW/OH1Jdu2J6QCbf7xtmPynuu+x4XI4B29+eK5a/IeoySdedzKhu9AkbVcLnn27Nm3/TR+5/RVPiGlFKuLJXef3bO72SO1Yn1Vvh52I03fsL1eEWNmf/cpfnYYbajrCpscKQROuxN2tERfglCD9ZjalLGfLzT5EAL9qidM7pxH6FBGEZzntC8epq4vxvTj7YiqFdNkCTagVClktJZEKci+ZBkeDwM+BNpVQ9PXjLuR8Tjjg8dZRyLTVjV1YyBlnLXEWpKVgZDw2dMkgWoMuVIMLdzmwAdZcNUvSMC2qXl/tX5nerUh4GPiYGeULLDClCOfng4oIflHFxcsviF8g42B3TzRG/MFdkx1HmUcnWVRVY8ehkc96u+hmBI3w8gc4hdxDaac5I/O8d5yxXX3ua8158xF6FhVNbfjQMyJVhtiztzPI0ZpYoqcnGNRVTRKn2NvMj4mZhe4HQdSzAQJr08DSsGqaljVDS5GJu/4+f6ewzzyfLXCKENbGf5ge8m6bYBCRp/OnbfBz8QIkkSrNXs7l8UbIdj5mf08oaUsHTcyi6oiUWKhRmuJZ09rJSVSSow2aGC0jjZlUsq0WmMpRWUWYF2kqwwvFmtaozhaScoBFz3runTU103NZdcjKdvWUwiIXIrJp33PdbfAhtLtO9j5XcfQn2OBrrv+EYty1rf+KvyP/+P/yP/wP/wPfPjhh/yn/+l/yp/+6Z+if80/x1qLtfbd14fD4bfxNL8TSikxD5bxMOJsyZpabHraRfNuC7Ffl+25+1cP+NGha02/7tjfHjFJgZRMh4HpOFO3hg/+L+8RfSTfHUvhJiU5Jqx1kBJ1V2GqCtOYd2yWaZqRqgRBD6cZYibZRPCBYCNSwmE3UjeK2TqkE8QQQRbEhCAhs0RqiWyrYrzfDSQbuJOC5eUSO0eUElTSkHzC20BelBFbSglH8aDlGOmWLXsNUgtUgpwlWtXs4syF6Ngse1pTipeYM5pywH2YJ6QU/MHFBSfnODmHj4lGaZSUGKW/sVHhfPYofBWcTwqBEoLBu8ci61GP+ntoCgXy+bYj/MtqjeFg5xLW/EvnEiEEnTF8uNnw3mrFFAJHN3M/loy+WimO1rGbLXMMrJsGgeB+nkrBJQLLusb5wJtpQEvB036BFILXw4DSkpASN6cTL08nHpzDSMnRW572S9Z1Ta0NKUWGqmJhDJ8e9xys5dlyxbpueH068TDNpBRL90tXrNoO6x3kzBQzlZZUQiKrBh8Du2jxKRODw+gSFq1l6ZIN3hcmmMgoAZMtF8HPFyteLHoeZkdlJDLVuBxZNjWN0vRGs206QsrEmFnXDVJIni0W7zruuqp4IVcMzhXbBrCoOxaVodFfHiH+vupbLbL+q//qv+JP/uRPuLi44H/9X/9X/vk//+e8fPmS//l//p+/9jZ/9md/xn/33/13v8Vn+d1QSondzYHD7QEpJbrSeBe4+eSObtlw8XyLOWdIrS6WvPiDZzy8OdAtWy6fb7l8seUX/+4TXv70FceHkaoxbJ5d8OJH17z6+Q3LiyXBeULMbJ9vcbYEkbbLloQgx4hUiv3NgRQBCX6OVLWh7RtUpYkPgborOVpusMxDomoMbrIEW+jB4py9lXOJujCVIilJOE0EH7GTR+4GUs5kJNvLBfWixd7sSuFjDIf5BDoxnkaqVcvi6RLlFbGTqKhotx3VZY+QElFrjDZs2xIInc/RpQdr+WS/RwjBPidiLp0tIQQilyuyj3Y7+qr6Ss/Bb6qYMoKvHwVKIQnpceX5UY/6+8iFAPC1W79aKgbvufia2ytZiqr7GGm0pjfVu/vyMfLydEAJwd5OHOyEi4H7ceZ+GjjOjp2bWTUNSmlscBztjBsjNhWv6sk5Ps17LpuWBzcTYqKSig/WGxqjiRnWbcfeTZxcCVp+czry8XHP5CNKCnIW+JRIORBixgaPjwkhKyopqWVZmplSxDuLUYZKqhIXpA1DCDRKsmlalBSM1nNIjmeLBVf9gojA5UCKoJSgQReYaJX50cUFf7DdMsbAi8WSi6bleL4I/GVLQ601tdZc8Bg/9nX6xousf/bP/hn/0//0P/3a3/mLv/gL/sk/+Sf81//1f/3ue3/8x39MVVX8l//lf8mf/dmfUX/NFf0//+f//Au3OxwOfPDBB9/Mk/8O6+H1jk//5uW7fMJmUcZqTd9z2g2o2wNXLy7f/f7qcsk8WKrGoIzi8r0LxuOEs56cMot1h1KS20/v6Dc9XU4EG3j98S3BBZZXS9xgSTnR9g33r/ccbnalG1Nrkk/Mw0S36ug2PdpIggsc7g6kBLpS2JOnXdZorbDZE2NCimIAV7IUWt5GQgyIXFLl3eiIISKNpK40IUUqDfWi5eAczo64FlCKfKnxK4N2kRWCk5CY6xYuOiaRaJXEhcj9ONIbw8M0cXKO/Wy5GQc+Ox4IKXI/jexmx7Kq+HC94bLvUQJ288Sr04kP1+uvNKXHlBi9Z46BnMt2Uav1V3arjJJlxfprFFJiUT96GB71qL+PpBT8mo/TOa/w13ehR+8ZfWDbtF+8rYBGaV4PJZtQSsnLh4GTnzlZx808spsmYsqQE1OIjN4zeE+lFBbwORFiKCZxU6GFwMbAx/sdl11LbypGN7ObLOuq5mY6sbMW6yNaQKCM+aboOdrC9spC0CrNui5mdjJMMSJyZmkqmsqgsmAMEXUeLZaEDkGtNLkW/Lhp+KfPniIQvDwdaZQmkIgkFAqfAz/YbFg3DVopFlJipCLkjJHycRP6H6BvvMj6b/6b/4b//D//z3/t7/z4xz/+yu//x//xf0wIgZ///Of843/8j7/yd+q6/toC7Puq037go7/8DDta+k1PTJnD7ZHTbmT7ZEW7aJmOM2527wz0Td+wulpyuDkyT47D/YHN9ZrpaJmXLeurFZC5/eQOOzlMXTpjpjFcLVvatiKmzHQeT9rJgSj3631g3M8kn1Ha4EZLVIX11S07cozMNmCFI8VEveixcwDvC6E4g1CidLaUgCioFyUYVSiBNpJ+uyR1ivs6sVcW+UHLyVukdvSXHSYJpjYz2pn3heHDHzzhts+M7TmVPmekVCQSjZaIcwbX39zdYWNACcndNJQcsZDQUnFylr+6u+XJPHHRtHSVYfSOwblz/MTn+jyE1iLPHaqHPNMadd5O/GL3q9GGSkrm4L/USg+pAE9/1UD6qEc96qtVKY2Q5ULnq5ZFfEpctL++Az16RyW/XDQoyrFpdI4sYHSeRiuUbmiMQSqJi4Fhnjg5i8gli1AAWUkmZ0ts2NmSoJUiG83Rztz4YiDfNjUulkJMtz2bpqXRFT93D+9yYt+S3QfrkI1EI8lSsKwMLhbbw/20J6RIVzdUStMoRZNhN8/FG1uV4uv5clFGlufInPG8BHCYLT5HnnQ9jakwSvLjzQVCCgbnaJQm5czgHZdd91hk/QP0jRdZ19fXXF9f/4Nu++d//udIKXny5Mk3/Kx+d+Wd5/azB4IPrK9XnxPg2wo7Wna3R65ebAkhEnykOtcCQgg212tMbfjoLz4FBLoyPPnwkpwzi82CYT8QfcT5yMWTct/Hh4HltkdIwd1nO/a3B473A1VjaJcdD693iNNE+/4FkCFFpO7w1mKnGTt6kDAfJzIJU2l0LemXLcOpjD1lLhuGMWW0grquaJcNOUXqRUN0kbkRxG1FXWsQgnEhSOsFYQw4G6j6ipGA3Rj2L3p+8EdPWWrJT+9vOVhPrRXWO67alh9tL/hgvaU1mtEVT8LHw54plFFBnRVKCnazZzdMhBg5WscHmxW11dwOJ4yUuFSCUKUQ7OYZlwKrqnk3Zsjng9HNcOL5cvWFA1KlFJddx5thILjC6xECbIyEFLloe9pHo+ijHvX3UqM1va44ecuyat51rd5+Bhul/sHbbUoWrpQNgZgTNgZWbc3r08C6asgZJuf42O85TiMSQUgRrTTTNJFzeX4xZ4LzIMM74nqkbALOwbOqayqluR9GLrqm5L8ahZGaTCaoSJ4dQ/JIZ+mqqoRCC8WDHZhj2QyUZ4uDBISQdEpCU+5PCXjeL/h/v/8D/h/PnvPRYccvHnaoDNftgvcWK0JOXHYdIKi0RgDWe4ZkWbUN69xw3fZc/ErH71F/P31rR/V/8S/+Bf/qX/0r/pP/5D9huVzyL/7Fv+BP//RP+c/+s/+M7Xb7bT2t75zmwRKdp+lqUsq8O22fKcZ3n94xHouBu120Ja7nzNgSQtB0Ncttz3Lbl4BQLdm92jOpifE40a871OiouwZdadpF8XAN+5G6q3n189e4eabpGmKMCAnb5xesLxeYyvDmoxtScCQSdvaMp4m2qzFGkzMkBCll6r4mI/Bv15DniEwZLyJSRKYB6taQU0IvaoaqpMtrJblJnqPL1E6SVxWmr1isFmwbw74tXJifHB/Ytj21quhNPo8kJS8WS7ZNx6KqqZTkZhhpteFgJ66aBWN0DP5tMLSirxI2BPo6sapbBu95uLvHx4RSpUs2Os/ezXy42nzBEyKEYFHV7OzMdB4d/LJWdYMSkoO1TGeSfKU0V13Psqq+1l/yqEf9vsuG8C7iqlKKWmuu+h4GOHlbuuMIUs50pnym/q6uS2cqDs595c+MKib2k3PEkLifZyZXeFyd0TxbLPnssCfGiNaaSmt8zEQojMEIINBGsdSGkEu+YKsMQkDMib6qEcDdOBFOka6qMcLQKMXgLUMInLzFp4gUUKmIMYaTdxilyMBl2zLHSAaGM0ZiUTV0RkPOtFXFB+stF21LyIlOV2yahptpoNGS99drJl8ixy7alidnjtjtODB6+HC14YP1hvYchv2o31zfWpFV1zX/y//yv/Df/rf/LdZafvSjH/Gnf/qnX/BbPQrc5DBNRZMyw37EVOXDc3w4cdqNuNmDmFhue4bdCVLi4vn2C9ytabCMx4mcEsF5drsTD3/5EXH2rJ5umE8z02mm7Wue/egpyiicdUgEm+sVp/sTzgeUUKwvVwghsKNjfdFz99ENw94SrS1hzUYTU8I0hqqvSCkTbWHCLLctQi2Yh5khTgihyBmC85galJKkkEm1RNSSEBOvx4Hjez3ySUO66IitRtUVqW9p2g5i4Lj3xeTpHLVRXHUbogDvAlfLBbUxHKxl09ZkMoO3xAgHbzFSMp63CoUQ3E8jSkqSyLw+Hkkp4XPiD9UFy7q0CVNM3Ibi5TJy8SUPlpHyK0eMwDsjfUjFoVU4No8Hr0c96qtkQ+Cz45GDnYhnOnprDMuqZtu2PFsumbwv7CegVorWmL8X2Lc1paA5OcuiKhaUnDO7aeLT4xGtJAjB3s2cnMXIkuPnUuJ+Gmh1zbOFxKaECxEhIlko5pjfwU91EoScaaSm1oZKKdozZsHFwOw8MSc+O45sukKEH2ZLpRQuBFxKSKCSini+cMxk/JlTKJWgVYYxOjKZ0QdCGul1hVaKjdRc9y1ziDyME60x/KPLK67nnr+6v+N2HHm2WHLRteQzogHAKM0fX1zww+3lN7Zh/fuqb63I+pM/+RP+5b/8l9/Ww//uSApyynSrjulkmQdLzpnjbqRuDNGHQo5/tmWx7Rn3E7ubA9fvXxbYpfXMxwk3Oeq2ws6BptZEl/jkb1/T3x3ZXK159sMnNIuG6TTzyV9/hreepm9YX694eLnDvtlz2pUsLKSEnGnaCmEk4/5A8WEK6q5GqeKBQghkzGSZkVrSrHuMFLTLBl0pokvM04wLMMeEj4HFtkZua4LIUGsmHxALQ/98g+sUrTQYLRh8oFKW4dwyv2g7pFasTMP1sseGyEnO7KaJJ/2CEAMnKzBS8elhz26esDFw1XfElNjNM4hEpTWLqkJJyc14YjfNfLjZ4GL6nE127ljZEBi9Y62+3EaPZAbn8Ont1bem0QUJIYT4SnP8ox71qM+1n2d+cn/L7TjRnWNngpQIRAk7TomniwV9VdH/A3h2lVJc9wtuxxO7eUZLwWGeuZkG+srw/mrNYX5NVxl6XTyjbztCs/dcdpkkyvjwfhzgXKRkKZisJQuBjAKFR+hMFRQhw/4M/2ycx+fE5AsCQU+Z6+WK+3FiSh4XIz5GjBBMIdDL6vy1RMnMvXfICCtTY0Mi54RRBT7qc0aR2XQ1k4+4dKRWJXu2MxWXXc//VUo+ORxRSvDBal1Go2c0xpO+573V+rHA+gb0aAL5jqvtG453R0yt2T5dc7g98uaTW9zsyDESfODZj56y2PYIUQqY6ThhJ0fT1Yz7kaqvmSfL7WcP1F1F1ZYYm+v3L0CUmBxtNFJJjruB/c2e6/evqGpDyiCN4skHV8UrNUzUbY0dpndZhLoyeBtIZEytWV4skaLwuELIZCLKKNquZCCaxrC6WpXV4cOAbRVBCFKjOC00bBWTFsheUdkeW2lcJd8VLOViSxCneIbfFQ/E4DwGwU/vLPpsov/Z/R2zi3SVwqdEqzRH65i8RwjJ7AI2RY6uXD1eNBUhZuralOyw6Hl5PLJtHpi8ozkb2mOOGKkYfWD9Kw2r0Tnk2eSeS1QZUIztV/3fPcZ41KN+3zU4x0eHHUfreNr37wDCLgQObuai6Th5yyo0vxYYnHIu0Tvn0GYtSxTMW7N8ZwzPFyumULb47vPI0hSf5RAdYwjcjxOJjMwCpSSrqmZpGkbnSSEilUQKic2pgJZJJEqnShY7PKdYjo/btmcOnpMrMTgxRUIswdUhJ3wxfSKzZD9PQGFPKSVZ1IZGae7GgYTAaEUtBGMIKCEw5w1ELRUXTc2qbZh95KP9Pf/02XuEnLgbJ47acdV1rOqG95aZl8OB1+NAZwwS2LY9V137CBP9hvT4Kn7HVXcV7bJl2I/0q46L5xvG00ROLcFHrj+44uq97buRk1QSMkQfCF4xj5b15ZL5NJPTkeAi01BQDlVdn7lRmVc/f8PmyZrjw5Hj/XAeLTrm44TSkodXO077gcP9nny7Z7wfmQdL3WlMY5iPU3lMG4kuEHJmnhzzMNMuanJMnB7GQpMPiaqrqdqavGlQLchFhY+JmBLRBU7LiriAK6lYtTWnXFryXuaClVAaR9mAEVLyYCeUEIi6JhDppOZumvn0sOOz05Hrtqc2pV3fGU1vamotOQbLYAt9WSjBzTDSVIYu+NLODwElHA/TyBwDMZX0+XN8GE/7/gv/r8M8c3KeVV2xMPW7K8GYUvGODPBssXiMz3nUo75GOWeOzuJ8CXnWv7xAonUhpQdHryvGM539VxVTYvCOT3Y7frrbFaI7kkVTcd31vFituWw72nMCg1EKJSSvhyMueFLKjMFRKcmTrufNNJTu94Pnh9stc/QgBBddx5wibV3hxhGXCrahEpK+qljUNbMPjOd4Hh9LBmHMGe89NhbeV4F+RlJIrPqWzpRYmhQjjTHURhcQdAzMPlAbzfPFgj+6uOQnD/dM3jOGwOw9Rku2bVsI8OfxZq3KmBUDJ+e4nyae9gs2bUcENk3LoqrQUr7ruD/qm9FjkfUdl1KKi2fFYD0dy+ZbShklBJfPt6yvVshf6Ywk8rv2Sc4QY8mhevLhFSkWtgtPVkgh+OQnL7Gzp1+0KC0RSKQqj/XaBS5fXLDcLok+cvvpHdPJMZ9mVKXoVjUxROxkyQmqpiY4ix0MUkvICVNXpATRBdr/P3v/2WRZdp3rYs+0y22TpkwbgCBI3nuP4oZC//8nSBGSQlLEMTw0aKBNmTTbLTO9PsyV2V3oBs85BECAYI6ICqC7q7LS7D3XmGO87/MOPamsMRCNRnaSKXgiCbm32FKJ8L41NL1lEoWxgWHborVknpZVgC6QRpAEq1hU4H1k21aissmag5t5fzkyp0gfq1h0ioGrtue6bdk2Hdddy8M8s2ksc4rEmLjpN/zd9Q0BCKse5LIsHNzCvu0JInF0jl1juZsmjFJcdQ6BqGycXB2LN13/idZKScnWtpy9Y47xDxbX81Iv9ZdWYeXPGaXqZOe3qtGq4gV0IZX8o/+ecubjNPLrw4H//PE9Fx+wSvIYIl+fj/x3ec+bYcN/evWat5stN13HYC0xZx7GmVQS9/PEN+cTs090RvGL/RVv+oE5RVxIdFozegeloKVkXjxzSlAKOSeGxvJ6syXlqvVsisbFwOM8kXJBSgkItJSkIrAiIZRCSkmDZGMbdiZxZmGKHiEFuchVp5VQRdFZw5vNhlQELgXejxdcTDUSaGVzbY3lYV749fGxEuyFYDCGi69U+15U/dq+af5VK9eX+h/XS5P176CMNbz+2S3L5Ig+YhvDdJq5/fz6+13UWsEFtNEVQqoVxmrmsbpvTGNRWpFzpnws+CVgjGbY9UQX8EtAaYmxhmZoSD7VIGdTuH57zc/+98D54UIphbc/f8PlNHI5jhgZiVbTDg3eecbzjFSCnBNKKdycuH69xzYG6w0uZLTRbH9xwyGMjO9O+BBQ246+NYitwnQdwS0UK0kbhTUaoxUuRVLIjELQYxhaw1wyjYCYEtOaQH/2nlZZbrqBxmg6pdcDudAag5GS15uBm76nUJ1JS4i86geEkixuRktDaxUfLjMfLyM58zz5m0NLbxVaiEpZ1lXQenH18PopMbsUgpQLH8YLS2yRVPFtoxQuJULOCCpF+WWl+FL/kevJefsU1/LDqskNlcxu1Y8fYRfveZxnvj2fOHnPl9ttJafj1kQHwXGZeT9e2NmG9znxudgSc+LRzYSYeJgXtJBYDSnX7NEC7JsGIxRSgIuJb09HzikQckQWWHLFNMg1iDnmjJGCkjM+1fMHITAUrFb4BCUnNo1FSIWWggjczzNSFJSQ5EKFj6KIuVAQsIrtXcxYrSgCtk2DlgEfAk5IdGdZUmKJkf9+d8dtX3VW9WwSxJyZYmWAtS+rwT9avXxn/52UEIJuaGGAprN8+Pqe6bzQbpr1VlQbrGV0XL3ZYWzVDm2uBubLgpQQXEQpSfSJ492Jh/cHtNJAwVjN7edXlFz4h//PV/SbFr8ETh+OIAXjsTZU2hj6oRCDw40LRklSo2lKIadIjgVUJoXqfmk7QdM0vPryBkpBtZpjPnJ6uOCmnvEXA2OfMd+NJCJBASmTvWZoNXFrQWsGrXkzDAhg8REjFPu2wyoJRSByYXSORylYUuISPI02aFUpxZ1tUAKMVIyx/vnFR677jjdDz+QWJqXYN5aYE0YartqWh+kMuToRd7mhNYazd0jv+evr1/iUkFLw2WYLwBwDIv30qH30ng/TGSs1OZfqBjoFlhjptcFohURglGTftFx13cvY/qX+w5WWEqs0KQe01LgYP9EHhZRIpWClYrCfAkdzKZycew4vvm0HhJDPUydWKLEU8N/uPtBri9GSmBKd0Swh8DBNHNxcBeQpUhBYKfjmfKE3hp9tdxxchXh2rSUvcPR1TdgoRacMRtX1nlKyruu0YY9gzrlKEKRia1pmEZhDIQIlRsacsSrSasO2MQxCMEWPj5nBSJQxKCnYWMOrYcCnyNktfLiMaC1rLI4QtKI2h4jEL6/2uBj5Lx8/0irNdd/XBst7Nk3DdTu8yBf+iPXSZP07LNtabj+/5vD+yHysokwBKK24erNbae61+l3H/vWOZVw4vj9yOcDl4UJG0LRN5W/FDBIevjtAKQgB5/szwSfcXEnGh49Hzg8XlNWweDISaxtUK4gxgamEYqUzcm3klFZsdj2lgJ88w+0G0xhKydydRu5U5JgcuTfINz22sYhWs9jCpQV6hW8Fsx/pomLJiTkljBKV6bLZ4EJApsSYPKEUplhZXhtrabXGSIVVNe6mkOmt5TBPhJTYTFVb9TBPfHU6ooTkuu2RQCLzOCfmmHiz3dTQ1DW36xpJozVCSIwQHBfH59sa49EqzbG4H/3Mlhi4myZSgtfbCh69myd+fXjgfl5422/4cr9j27QoIfg4TZWD079kgr3Un3+VUnApkksNkf9hU1RKqYHOoeIKGqXpVn3kT5UUgl3TMIUK7DwsM8G7Gi1TCod5YdNYPttufpSekHIm5FQnwynT9vK5oTgH/4xr6YzmMnl+czpilOJhmrjpOj5OF747X+pKf80zPCwTk/dAoVWKk3Mc55lcSpVuSNi0LUtJaCHJok68tJRYaZiD56bvsFLy7eXM4zzRKomSEqskPldcTaaQKcQUiVpxcQGjFRttQYJRgn03oJ1jqw1702JWdp+UApEzucCrrkMrzd3lzGAbvtjs2fSWJUTejWdKKSQyu2b37M58qT9evTRZ/06rG1rsLwxuzfoTQmA7i20+PXSklFy/2dN0Fqkk//z/+wqpJD/7m7ecHs98+PUDTW+Ji+fh2wOvvrxhczXw7quPLJeF11/e4CbHdJrZXm3oth1fPYzk84KQBaUaSlrXaBmEUGyvBkJI+NnRDJU/E2Mm+IB6PTCZyMMQmHtZb1taIF9vYNMQB0XShSknogKjCpKa7edzQuaMtQ0+J0bvuOo6XAjMKTBIS6c1+7albyxn5zHrICiUxJWtMNAlxvWWV7ibJh6nmZwyRktOYaGkwsMyY5XhVd8ikWzahtu+q65JH7luq7uoNxqfEz7V2+fT+m8K4ZNondEHxuBqJpisUNQP44WUBV/udviYOXnHEhOvhp7eGI5uYWPti8vnpf6s6+I9h2VhiaFCgIVgsJbrtkNJyd00cnauNgMIEgtWSm77gd3viEjbNg0+JR6XmcEaXIhcvCPmSif/xdUVVz/BoZNCUEphCp45Be7Xy8rH8UKg0EgFQnDxDhcTRgqu24Y5RlyIfBwntFJ80bT4XAHEWko+rB+z0RpfEr5kTotj8gtLjHTGVlJ6iqSUmepxyGfbPVddQ6sVO9uScm3MLjGQg0OubsAp1GzXjWlQSrA3LZ01PC4TSmve9gODtkgEkwxorRlD4NtLzV/tjOG78xkAISUuBqIQJODDWP99LhXc7GLir/dX3HTtj+K/XuoPXy+n97/jUkrRb//HUQdCCIZdz5d/9xm5FLRWRB/Z3GzoNx1f/8M7cixsbjaUXCg54y4Oay0FQX81MOx7govsrje8/eVrzvdn3OKYLzPDTcflsRCcY7Pvuf3yhod3B2KM6Naitw2jc9zh6NuW+5KZdh3iukM1AqEE5yXitQdtKFrgY0JJBVLRqPor+oI1DZ3SLKmGsmohazRNyiAyG9NxWQF/S8osBVTKxGT4+XbP4zSzxMQvrncsMfKPj49MztMaTWcb9try+c2ewzzzq+OBVmkuIVS4YYY5RrpG01nDwzivGIfAd6czm7ah14abtuN+nji6GSs1IWe+OZ+wSnLVtviVryUF9NZWbUb0WKnrOmNe+Gy7ZQoBl9JLk/VSf7Z18Z73lzMCQa8rGiGuSBSfIoKKGNga+8lKag6Bj2tcVfdbD3qf6gVqXl1+Qgh2bcsrtWHbNOzXifJPVSqFJUYOy0JO8JvHA6EU7qeRfdvRtRpRCj5mPttsyEXUDMFcePTLuqpUaKXJxApLLole14bHx4CIkmlxfBxHFIUoBGe3oJWu2s6cceOEMIp2HrnuOi650CjNL26vyAIO9x+Zg6eRVXOV15xCIQUba9lYTZGwsy1TDMzOcfYOMjTmiQrvSbnQGM1V261pEgtQdZ2bpmH0nu/OZzZrM6ulYNtYfM78w/0Df3Nzw83LtPyPWi+n93+oEnR9w+Z6A6w5X4eR6CP9rnsWa+dc2TJEKgl+09BtO/x84vQw8vav3hDnQE6RKCWygLUW+8rSbjqODxd0q+h3Wx5kAKW47yNLWNi+y5Q3HcO+Ye4UuZWkEEhZMjdQSGRfOTMWaJXGCIERYl35wYd5JJXMGCRn47lpLHvTImV1HKaSCbk6a5YUOXtHzpl/fLgn5sTfXV/RaMOHccLHRN9YWmMYl5l/WBx903IzDNzPI1+fT1il+fp0ZOx6XnUdvTZM3nP0C0pVXk0smcO8cBAzV03HZ5stk/d8eznxYRx5nCZ6a/g4joScaFTNZHxSXAlRNVqdNozer5lkNTz65BxT8DXw1dhPVi1lfaiMITyH5Q7G0L7EYLzUH7lyKTzOMwLxycpJS8XOKj5OF5aY+Gz4MbKk0ZoP44WvDgdu+o5WazptSCXzYbwwh4RVVZAdSkIg2DcNV92nl8pnQPD6/++niZgyViparXiksMRAEoXvLid87NBKYbXki92eQuab04neGM5+QQjBFAJWaUJOPMwzZxeIOXCeHQdpUEpwco5YErkIkDWPMJfV8FJKDXkuheOy4EupE3VRuVxa1KbK+UiQNW9QSYWgMEdPazVHH2hUdSBS4H6ZUVLxut9w03eIAoGEloKbruezzY43Q+Y/f3jHwzzxuhvwKXNyjtZovthtiSlz1bZ8ttnRas3Fe95dzlilyBSWEEFAp80nLLGX+v3qpcn6D1RS1TfN08Hkl4Bzntc/r+DR8+MF2xqEFNy+vcItAT97YqyHx80XN8znieQ9+9cbvvi7t0xnh3cLpcDlWBu2eSksqsCbjpmEa2DRFktL2tWVoOobVK+IJeCyQFwZbjcrUyb49bACqFESS87M3rNQSCvkL5bCjGfWCqsNX2y3+Fx401dBqFvzBgdtaY0ixMzNZuDzzY4Py8x11xFKYtA1fb6UzOPxxH9//Mhfpxsu0eNC5JdXV8RSsFIwp8BxcQhRRa5XTctnw4bdGrkTc+Z+rsyuSwjcz1PNkDSGyQe+TWcufuHn+2u0FMwhobOoEEMpP+FquZS4G0cKAi0FAsHJexqleNUP9MZwP08c5gVEQSFJJXNYBFdtx82LcP6l/ojlYuXI/S4cScnw/nKmU9UZXCfS1eV7Pz29biGTWWJCi/oxEfX1W/Vbik61uBi5mycarTFKMQXPyXlySRhZUxqkEIzB14tGY/m721dkBL85PmKE5JIzH5eJz4aB1/0eLRXvL2dCjCi5gQL7puWby4l/eLjndT/wZhiwauGrg8PnxCV6SijMOSKBIgohZ4oQxJKJqV50ak9VEFKweEdSim/OJ+7GkX3brPwvTWsMIdVcRiUErTaVs0XieuhZUmJOASkkvdFoVYPq5xCxckU92AYrFVPM3LQ9oVQHtZQwR8PetiwhM2jDYBrObmEwW4yUfJwmYkk0yqKloBQ4sNBpw5theJmi/wHq5Tv4H6gq7d2yjI5u0xKWALkiItqhqYfM6y2HjycKVQA/7Hquv7iquiifyGnPu6/u2L1p2N9suHpbON6fmM8LYQnYXQtvt7Qqk3qNOS9crhV5p9j0LaJVHJIHqWmM5BIipdVgFaUUMtBqUy3QIRBzwaXEEgJzCEhV8w6lklhtMKKQSuHRLbwZNtz2PbnUvMFBabbAoiL7tq05hTHwf//m19x2W3adZXIBHxOUKh692fSIUoXqVigaUydON03HkiOtUlXvkDNvNpsa7vwDXYmWkk4rvjkfeT+ODMawsQ1b23I3jmQyh6Xw3fnIz/fXpBw4u8iubeuNcuUCjd7hUsa0Lfum+WQqNQbP3TTSac1hcWysQcvvRcQxJ+6nCSPlT+YnvtRL/SEqlzp9/alGfvSeu3nkfprYtS3aSySV0RRyZkmRwRrmWOGcIWW+PZ/5zemRz/oNN0MNdTdKsbcN+7bF5cjjMpNy4eLdswtxCp6zdygBc4hMPtTXftPwN9fX9EZxWhzvLhegsGkaMvDN+cDoPddNX0OnleTxdKSkjEFUHAxV0D9FhwZcTsxP8GJEBRaHgBAKo54mP/V7UqiidKUUnbWklDlMM0e3kEv9PFjF86IUtNYoJRmnCdVIXvUbDm7h4hxtZ1FF4FNCSEGrVH3Pl8ISE8dlpgA/u75ao3oCPmcEgkTm6Gc2jcalxMdxWjMQKzy5N5q3w/fnRCmFc3B8nCa+2G5fLmq/Z700Wf+BSinF1es99989cjmMxFCRDvMaHr25HrCNJqeEUpIkK+uqH1psYzg9nLkcFjKFzmpiTLjJE0PCj45maDllj+0ti4nofUvXaSYRaK87zPXAIsGKhovzUCCvafcyZaacSblyqJQQJAoxeGLO9XPSClEyUtZbY1MyRhvM2nBNKXJVElNIiAJZlprhpRT1SKyE+G9OI1vbYmTPvmt5mOb6OUhopeLDODL7yFVbb4kpC6xWiCxYVu3U0Fj+95tXbJrmR4eQVZrvzhdiTs9oh85ortqGg3M0SvFxnLi2lcqcS8aI+n0YvSeR2UhLK+SPGiyo8TwP08TJLexs+0mDBXVd06jMaRXOv4z9X+qPUUqKlf2WP3mNPTlpKbBvWwZtsLoGx3+cR1zMfL7dcFgW5hBotEZLAet0uDGaVKpj2kjJwzKtAnHJPz88UihYpdYJsWZjLK02vB/PnBbH0S2YFfYpSqWpayn56+sbYs5sjKGUwm9Oj7iUaTaKq65eMsPDHd9dzlzZnoNbUN7jQyDERBGi/v+caYRkIlWHsa46LyMFZtVg+hQxUhFShtVsM/tAIrMsgSIlEkDKinMpheIjJUOWkik4fnV4YGMb3my2bBtLt34fY4xorem05nGaCWs6R6MkLlbX4rYxDMYwR0cugt4arpserSVb2xBy4ePljESws59exIQQbEzD2TumEF7Ayb9nvTRZ/8Gq33ZIJbkcLjy+P1KAtm9QRrO7GcgZcsw0nSUsEaEkKSa8EJjGMFwNjKcFyOxf7ZhPM+f7E+3QEKVATIEUI66DtpF0zYA9Hpml5CQTlxgrnI9MFAIpJS2iBmGnTCRSyhoRhMSVSIiBAMiQsULQKEXJhUlEemNWIagmpsjj5Egk+qZBFsnGKK7XhPmnLDAh6qTo7B0bY3ifL/gYCaUQlGT09abqcqIzFl8yRsLnux3Xbcu+afEl/874iZhzDY5eV4il1GlbawyvlaJTmodl5t104a+u9nQ0dVo3T1il+OX+BqskJ+9/t65KwHn2vO43P/mfG11BjvG3HoAv9VJ/qGpU1VFNITy7Aefg+ep0ZHYOqyprzqeEVgolJVooHsLEHBqm4OnWZuF+mRClhhdnCkYpLiEwWItVmpN3+Bj56vDIq74nKIlSijE4LtLxathgpeLb84k5eLamAVn1khrJKUdUzuyb6nh0ITDGTKckpcBpdiw5ssSac3heHtFacdW2LE/RNkoxOVdXe+tqLeVc0TVSEaFmEcYq+FfrZMunCEmypDoJ18pQRMGXgi1VFRFTxokEAgTQa80SE1IGXvU9nTJcdy0+FpqmBj2nkjFKIVb5h5KKnOv37m9vbvjl/ob/fPeB41J1WTFXd2VnKuV9Cp5t09DoH6M0ns41HyO8NFm/V700Wf8Bq+0rH2t7s6XbtEyXhRwi83kBIcgFjncXbj7b8dkvP6Np681PKskyLs9B1MvouHq9Y7nMZCnwVnD8kJmi59wJlFVYq7HOoBqJB9qV6yKEoteKKReSKgzWVgzE4ojB14DVHMlAoh5EibqiUAiEFCiqaNSHSIyZrTEEHeiNpZeaDEgJ9/PE7D2nxa1rUMHdvGCU4XYNSn0sEylGTkvVXuyU5PUw0GrN3TjxLXUV8arviSmza9pVO/HjWmKkUVU4OodQ7eSxhltbWbMlB2O47QZaZYmluiNbbfjb2xs+22x5mCbgx7Tr/9kqPxFH8lIv9YcsISqv7n1OfHs+cXQzx9nx7eWET4mNNfxsd0WragSNRBJLNXJcNZ7OaPZN1V4tIdGbhouvCISUMw/zjI+RTmsuwfPufGJceVelFDqj2dpqBAklP0+hL85xsI7OWEpOFdFSCktJIAq7piWXzGdDBwjuphEKFCpjq20s4+woAgZrK4NqLhyWhdE5Lq6eI0Zr/HqBkhRKStUwBMh1esXaAAXq2RWFRCtZ9VtAIwUGQcmJnDJljeEpom4RJJaL8/TGMtiGOUyIImmU5t3lzOQ9r4aBL3e7KqqXis9KXfE9zFP93EV1V36+3bFfV5SHaan8QPPjSfxL/WHrpcn6D1xNa3n9s1vuv3tkvsxIrfEusLnquHq94/rtNbvbLTlmpvPE+f2JZVrIMXP7xTUCUYF8pfB4moi9QlnNdm8JPSQruMiM7DQ72+JEDY6OuUL9CmCURovCzliWHBEUGmsZQw1g7YVE60p9DrkeYMuKNUgFzs6xxKo9skZTVwSSB7eghCTkQM4Sl2rg88U7pKj6kIdlRq6uxd5aem34Np543ff8Yn+N0jUaQ0pJI6teYoqBtBR6Y7ibJgqFYYUWQrWf55L4fLvl2/OJs1uqfmyN/5iC5zfHE0ZI/tPrWwbbEHNdjYSc6tf5A2xDLj+teSnAvquC4N+2wAMV/aCqSPilXuqPVZ2p06qvjwc+XiYQhV4Z3g4bOm05rqaYv766JpWMELC3HTd9h0+5iudT5LgsDFqDyKubL7OkmsM3xsD/85tvGKNnYyxGaozWLCEBASFEDT0eR0JKvB02HP2CS4Gzc7yfLrxqN7xqW67bgauurY5C2+BiolGFJXl+czhy9B7na2LEIFZMixIoLTmcHaNbak4pkGO9BAIYIQi5akq1lEhZJ2RQnYR+/Yc5JTTVNV2EIFCF/ktKkAsuV1zEYA1WG2JOjM6hpKS3BisVm6aCRWMpbNuWz7c7NtaSSyGUxNt+Q1l1pRttka1gMA2DNpwWhxKSXdPweugZY/jJafmTNtS+CN9/73r5Dv6JK+dMcIFSQBuFNv+2P5Kma3jz81fMl4XpPFNy4cu/fcvnv3zD4cOZ0/2Zw4dTxQdsGwiK42lk+eYjm6sNt7dbbv0b3v23X7PddohiOITArlHch4XFLejO0u5a9jlxmCcmvyBMpT4LI/AxcphnLut6y0iJlYq+qVEzWkkmH1i8Z0qRWDKdEEgp8DEQi4Jl5s2woVMNjZGUUPAlkRK0RtLohtkrzt5z23YM1lAQLCly8QvHxdFow5Vt+Hy7wxrF3Tyx+EBvLUIKhIBvL2d+eXVdM8HmkbtpxCjFTdc9659e9xtSSfzq+EiIiSvdodaDzIWID4Hr7RYtNVoq9LrNs0VxdN8HSPfGcvGOjW0+cR0elhklJVdNy9l7tJSfNFMhJUKO3PYvotWX+uNXSBmQfL7dMVjD4zzXZsEYGi25m2fmGPhiu2PXVCBnyVV0fQ6usuRi4OtlQiAgF2IqsJpa7i6XmtCgGzqtaZ9cdqk6jq3SnN3C15cT/+n2LV/stjzMMx/HiRGPForHeSSmht42nF1g01g+ThOjc1UknjJfX06oLBCy/r2kzHt3RiuFD57ZeRLVNSiBpyW8RKCVxqpCLHpdvwnOy0JaL4aRejHK6y+ZElpKXK6h8vU7KBG5sG2qW9CnjNSKQuHkFsalA9vgVWa7wpE/3+y5eI+gEFLk6BwfxnGN9qmXz/+0v+LVMBBLxseIEpJN0+Bi5N3lzBLjJxmQpRQuwdWNwAus9PeulybrT1SlFKbTxPnhgpvr+FtbzbDv2d1sUT+xJ/9jlTaa7fWG7fX3+p7N1YCxH/jVf/6GYd/RDg3n4AkEerOjlMLd3YE0SD4OhfnKcHg4UELCbxThJFAi0WjDtNMsOdSsscbU6BtRKLnUwyEn5tVhJESdwlhVb25zioiyCmxXqoMClhQxqIposAYrFGfnaJViED0xBXxKRBLzEjFS4lNibxq6ph4evbFAWSdSglwSKSnu55lwvjCniFGK7D0uJc5uIeTMzloGY1YRu+TsZubg+dluzy+vb7juOo7Lwtthw9k55uAZfb0dHpzj892ezzYb5lVz8lRC1K8zpIQUgtd9z8cJzn6BIjguC3fzjJSFV92AUTWodgweGeufzet64rYb2Nqfpmm/1L/vqpq/wOgduUCnNcOfKBmgrCyoXDL7tkXJ9QE+1amSUQqrFEe38LofmKOvTdA0Vcp5LMiWFV1QSDkz50RONa3hME98dThgtEQpWRMXUmSQhkYrZlc4zdWxp5A0SiGl5NVQ8/jOYaaRksfgaLLi7KtrLqTIcXaMyaOL4BJcXVNSpzcbbTiGGvy8LDMhxRpdxtokiYpb0aJq0+zaWBkhsELQNw05Z8ZlIaxN2fPUi/peF0BknX5RxelaV+3anGpEz+tuoN1ofIm83Wx4s6lB1n+1u0IpeHcemaKrIOWu49UwsMTqwlxCqE3p+muOYYW1BsYQKCXz2XaHkYLHZcas07dU6qT+dd+/XNL+APXSZP2J6vx44fHdAWUU3a66zPwSOHw4En3i5vOr1RX3pyljq8j95rM9pjGcFwdR8PMvr1kOM6f7E5fDhXcPR/7RX+jedLzShuNxIprE5Bztmw371xve7HpiyRznhSkEXg89c/A8LgshRRqpGYwmqMKcIjEmspJkIUipIEoixKpZGKQkFCg5Y4yhU4ZGVqfR7D33SvC4OJYcMEj6xrKsERMhZ666jsvsSLkmPtZGS7Bvq7toioF5nKq7Mmc2xpJKxsXCcZp51XfMIfFh+sgSIlddR6sNpSRGHzgsM52pTqrbruPtZsPZLcw+kilsG0OM5fkg3Lftb630yjOgtNGazzcbLt7y93d3fH0+YZRkUA0xZ47LQqMUvbFsrCWVglnXCo16gZH+JVYNPh6ZQsUUIOoK+uAWXv0LMTV/zMqrLunJYNFpzb5pOa4i8RRT1UktM9ddz7axLDHyf7x6zcdp5LgsbNsWKQT/+eMH7sYJq6uc4OwdS/Rcdz2TH9nYhs/FQKPqpCeSOa+gzs82W3prcSFhdZ1+XxbHrutYciKWwsfzxJQ9jVRYJZmD4OA8CFCyoh421rJtW1yKSFExCU/0+kYpfMloWV18T9rHGCM5VzApSrMTgn1jcTlDTIiSVi2ppF2D4H1KqDUrVgCxZGSu38ONtlglEVLwZjsQSuH1ZlORLAXmFHi4zNxdJrrGkF1AC4FpWrZtw9BY3p8vNe9RCL46HXChXholgjmG6tCkcN31XFM1p4K6An6Bkf7h6qXJ+hNU8IHT/RnTGGz3/STDtgZtFZfjSL9tGfbDn/CzrC7DzfWGbtMyny9c5ZbOaLRSHN3Mu3nk41ePyKuGUyzI/UD3RQ8pEnLEbluyEhilMELwj4/1dmWVxKeIj5FcMi5HjFYopRikxItEKInFeZSAJYSqWRCCxugaCp0LKRWygTllOqMYQ2DJueaTUcAYUs7knLmkBEVwn0dabciucHJuPWiqwJUMSkpOwWOLfJ4E9dqiZNVnKSn4+nzgbpow67StrA3eGAKNrjd5K+vNdjCWwVhcCjzMC3MMnMOMTmLNPDPcdDWrMOUMiE80VkIITm7hFBxfbLfPk6+QEvNKhV9S4lbrT3hdL/WXV7kUPk4TSwo/QnvMIXA3jVglfxSa/IesUgp+FXc/NRob+/37TEr5HIMjhOB+mjh5z61W7JqW133Pkirc+KptuWprbMxhnjk5h1KCq646D/crUPefHh4YfaDkxN10IZXEm1wnZ3Jtjt4OPVvbsGsaLiFwXBbup4nRR7RIFAoba5lCJKeCVKpG+uhEKBWvsLGGxXsep4lN27FpWx6nqU7YqZE3mUJrLEqALDwL2HURZFkwQqAkpFxwGRqtkLkgMmgtn7MToZAy5JjYti2ZgkTRmHoORjIaycU5Lr7Gem1shZiOwfM4LVw1DaFLaKlojWIJmZhnbrquTjiNodMaSkEBm1UioaXg1VBhxlMInJzny+32Gaj8Un/Yemmy/gTlZ0/w8ZP13FNJKVFacTlOf/ImCwFljdgJKT6vI4IsxF1D+7Mrbi4z0mruiuNoI0ZINruev9l1ZFF4uMy8G8+4lChrOOopeaaVj/ME4Ay50pJ7ozFS8eBmXF7J7rneFgdTYzdUEWQEmQxFcN00hJx58DN9Y+i1wVPDX8mFkGq4K0hsAh8TRYLIhSIE+6Zl39YboDsHfAycY6pJ9bRsmhr+um9bllj41eGRV/2GbVvdPPumYWM0d9PE+0vNSPvZbo+UgotfkEJyN82knLjt+ro2XBa+GAbSGgXCKgS+WmnQT7U8ka6l+mS1aJRCCcEUKw16XO3YL/WXW3MIzNGzMT9mp3XGcHILFx/+KE1WKeU5CNqlCIBV9SKyb1oGa3lcZm77emY9/d4xeHZNw2ebLXOMfJgmOq3WNIc1V9VYQkwMRvPXV7d8fTwgpeSzzZbHeWbTWnyIJKUoKdcp8DzjYsbnyL5p6LRhjjVtoVVqvYR4UiloJXnTDOzbDh8j313O+BSYfObNdssQLf/9/p77eSaRuSz++bIWc1p1ogqtFFqKqqGSK0aBgvORbWPZrz+XTKmO4RiYnKt4GlG1W1IpcskoFEYkstbc9j1W6woaLWBFTbjwYcFozdsU6E1PoySDtVWCkBJvjWaTGh6XicZ0tFYxu8D9PLO1ln3ToGU9I266bnVVViPN0xpwMIYxBOYYX/RXf6R6abL+BJVz4fvUuh+X0ooU0ye5XH+4vzvjJsc8OlKImMbQbVpsWx1ypVTC8RIjsyicZ8e2+X6dlUrm5B1I2Gx7rv7qFtUo/P09vmKQ6bd1XD36SGsUf9vf8vXpyOxrNtaNbvk41QNNr5DQyc+EFGiN5qrv1siOekg2UtDrFiEKLma2rcUozRwCrJbnU6j5hCFEnA40ypALHFY3UCsVvhSEVAhRmFwgrAfOVWO5n2ZSqdmBb/qBx6W6oh7nCSUkt12LEZI7PzEHz3XbI0oVzj/ZtrdNwxIjZ7fg04bJBz5MF1JKHBbHddeSaVBScN3WA6+kzGNwCAE/3+256ftPfuZTqCG5PzW6l1JCEYT8vXX8pf5yK+Q1meB3nAlGKubggT984O/JOT5MF5SQdGsig0+RD+PEddvyN9c3/Lf7j3x3OqOl4NHNK7NJct216xRGcl5m5vW1HHNduwGcvCOVwmAUSwwooYipEEtmZyzfrByrm67FSI2SgjHUAPartqdRmpA9vz48MNiWUjIX55ACGqXYNi1L8JwWz/00cvKeViu2bVMjuGJ1OHZGVzZgSrhSoIhn7aOQilIyCEFKiZBT5QwazZtuYLdS6X2s03mfM7FkrNAIKbnuewZrmX3Vi/osabSkayydqk1yKFUIH1JiDIFf9i1Xbc+bYcMpBL67fOC0LFhTgcZaKXrTEBOEmFbBfmJv2zoxE4JSqtP4h83VUykpa1OY82//yF/qD1QvTdafoKQUFMrvbKJSSLTDj2+r/6uVc8YvgZIzymiUljy+PzAepiog14rxOHO+P7N7tWO4rs1FjX3IFAknETm8u8cMdYqipMTFBGOg3XbYTcslRq43G3zOLClwWSF6IRWsMbzqNjXSQtSvXagaQVFSFX2WUv9cyYVUKtyvsZqhqbEbrTLc9C2N1JVpIyt4Ty8LkVIdi8GjlVwjJSJW63rTzJkpBlQRBApTCezWm/fROUJOPC4Lg63RFkPToLVi17bVNSQEjVGV11XqSmRvW/ZtQy5wdgtXbUPOgp1tOIeFu2lmMCeUEHRK8ZvLyG9OR/7xoRoB/mpfhe9aSKSEvWifJ1W/zbdKOaOlwMXy/M9LrCwhgEimRPWCavgPUIJ6bvyu+mOR0XxKPMwTVurnKWvK1aTSKMnjMvPlbs//7e3nvDuf+dXxQEypOu6kQgrJh8uFJa8uaiHZtS1j8Nx2A0pWanxe7XfbxhJi5leHB45uIaTMo1totGJjmprrGSKtNvz1/pqrruOr44nBaHpjmIOr7wchaLVmb1sE8O4y1gBkY/Ex4ULkH+/va8aplOys4eI8iYKW1dXXtZZ2RU34XIOqlRCgBFPKNEqyaxte7zb0ylBkwYfEN6cjsRSEkOQCmvIsNyhASgm1JjqUUgOme2OZUiDEegbKnNnYhtfDhuuu5Rw8x2XhYZr4xdWecYUVG6W4ag2dsdW5WTJaCUoRSKHY2Dp1+5deOC8C9z9evTRZf4Jq+gbTGNzsaftPVzw55Srw3v/rb6M/dC4uk0MgkFriXSDFzNXrHVJVoX3wgcv9zP23j7Q/v6LsLLvu+6iWzS/e8t23dzw+XggxUgScU+D2aoPuNWOO+BRprUZnaEsNgBWlkKjsFyXhum05LdUld/BzXQGWelM9LQtC1FudXqMoGmW47Toe55FN03K7hrVuG8v7ceLiHJnC7Cr3pZOSsgpRG60pOfPgJhI120sruR64DVdNx8E5hPAYFBTB7AOlCC7BM8fIVdNw0w2rDV1x1Xac/LrmVJqUwSrB2QdOi2PQDXfzyDfnM1fNwiVUHpeLieM8k0riVd9z9p6vDg/8+nhEKkEjqhj2uu2IFPZNw7ZpuV6dWlZVSrZR1cY9h8ASqvvwKWNs37Q06uWt/JdeVT8ofxRj81QhJfbN73duzDEyBo+PFTEwWEvMCZ8zV01lMZ3dwiV4fKyNVsipwj03W667lovr0EKgleK6bVlS5CHMhJTJqbAQsFrzbpz5zfHIrmmYY+Jhmthaw3U38NXjI4dlqes+LTFrQPpxqY7eqzV5weXAr48HphBodY+PhfeXC1rVC9K+67gEz7JUx/J113F2nrNz9KoiV4qrmBTV9vw6HyAGllXvuG87lpQp60SsU7a6nqNHZBBastWWXmuMkjTKMlFxMJumYacVS84U1vDrkompkEumN4bbfoNLCUFBScVOtBSduGhJKw1vhy0KeFwWzs5VCYWSGKWfzQbHpU7sniqWwuQrBub1MGCE4OiXn1wjLzHSrOHdL/XHqZeT+U9Q2miuX++4//aR6TzTdHVVF3zEL57t9UC3+deLEMfjxP23Dyij6Pc9UkqW0XH39T3tpmV3u2UZZw4fT+SYkFoxOsev/+uv+fJv3rL5zMC6ItRW8/nPX7M0EMcZnxJjiAibkSmSSlmt2YEP5zPnEKqAFSiyrEJLSbc64ELOXIm6Kvs4elyMnziTXExkWbjtuzU8VTAujk4bUtut1udC3xjikliEQJSCp5BDPYBKylxiYo4BBUihKLnqy3rbcNV39SYafD2AY11jZgpaKJYQGKWibSI6SZZUv0dvhoFcUtVWyLqKhIILiYs7c3aOTOYiJGaciaW6E6WSIASPy1L/TheQClQBoRRXTUunDYdlxiqJWzVwr4cNvbG0RuNT5JtxJOfCvm2QayyGRKx6lMBVqWLjJ1F8LhkpanNpXw7Rf/fVas3G/pidVkphCgGrP9Xt/a9UKYWHeeZxmSlP74MYOLqZeh+qk/fHeeZxWWi1qqaPUrg7jvyXj+95M2zptOHD5YxPib+9fUUshePinsXwJWd+dXjEKsO17WrUjDZrDmH9eEsMvB/Pa0ahwCpNaluUrCaQ133Hdb9h9AsxZIyWNFoRC7hUoQgCS6drIxJyJqUIok7dSi4M2uBTXAGpdeUuVJ2yLYVn99/jXON+BIIsYM6BThhabfA2k0rB5bo2HYzFqIpHGGNAIeiaHhkWEJXyLoVEkWh1w9YYrBBorZliwK1oGy0Ur9uBbduwtZaT90DGKsPrYcPDPOJTYrDtKmNQSCFoleZ+nnnV97zdbnjdD+xXWcKSYm0sf+AaXGLEpcDrfniZhP8R66XJ+hPVsB8QUnJ+vOBnXx0gVnPz2TWbq9oY/WsqxcTx/oyy+remZIWmtaSYOX484uaAkIJ+17GkhI+K0ykwPFwQQvL5z16t1OLC0TmiVlzd7PlsW1d/x3lGCIFVit4YDovj6+OBf3p84O2w4ZfX1/iYeVgm7qeJbdPy8/2ej9NIJPPlsKPkTEiJKVZGlpUKKRVWVQfMuN6yYimkXLibJx7niZNzbNsWDc83uhIDazYGlzV2QwqBy/Xgum4s+66uKN5fagxGpmCEpNGVjG51PayUyOSSyCEQpWKJqa4/Ctx2A1rIGuLc2BronOtN97bvsav2QWvJvASmWPUXjVT85nhCCsiiIJNgLAlSRCN5PRQe5wUjKnbiw3jhuCzc9kMVFc8zGomxkikEQkooKfnl1RVvN1tGX2/fISce5rmudNflUqPU6uTqXrAO/0I9Ua7/XFcnQghe9f0zLLKsD//KNVK86jf/albW2Xvu54lem08euLkUvj0fCbnQas3JL2ysecYXPM4L357PgEAiuO17Tm7h4zjxz48PFT5aMr0yfFgWzm7h/fnCVdtyM1xxcY5d23Lb9exty//jm6/5r/cfVxgp3C8zolQWVZSCnbVoofhwOSKk4rbtOHnHFGo+nxCwbTpEgV1XV4sn52iNYd+0pJQ5hpneWpYpcj9PhFzQVD5WDa4v9NogU2HJBbuu5GKu50Ba33saQaNNzRl1M7P3LCXViV0pSFGjwTZdV3W4UtJpjQGuu45LCEwpo6lnx+RrKoVSanUddwghSSURSuZ22GCNok8Gn3KN3ZGCTWPxKfJ22PA3N7d8vt3QaPOsdwN4u9lwN82Ma2QZpRoXXvcDV233e7wqX+p/VC9N1p+w+m1Ht2kJvmZcqdW++/uUmz1hCQxXP14bCCEwRvH4/ohpLZt9x+M8cwmBi1tqwKsqHD/cMerCdtsTcuTkPIOpdHKrNF9udzRKsYS4Rl80WKV5PWw/sW+7Up1OWgiKyLzpr3gzbPgvHz/gU+Lz3ZbrpufdeCGXwqumRWjJ/TiTKexaTSmJw1Tjb+bgibkQS+GyOEKpIax1SlMZNoLCFOPqDMqElDEKlFBMvn6+92WiU5qUE0oJtkYTc324NlJTVK7ZaI0llkKRBaUEHy8TlxD42+trGl2JyY9xZi41X61rOuw6tZJljRzKmSWGGs2jFe+mS9Vf6WZ9EFQ9lhKK95caw/Pzqz0SyRwjBzfXyZmQvN1saphszlil2LfNs+16ToHHuR6iPiUyBR9TPeiDZAyhriNeHIg/qjkELsEz+ZoV2a2rnj9Ht5VRis+2W+YQcGusy9NFR/8PLmZPE86Uc518aF1X66XiTH47OQDqe+Kq7fj6fOLjNEIRz5MQnxIfppFUMr+4uqLkGihspCKLwneXEx8uF2KpWYQUGL3nEh1CCXIR3LQdWgZuu+qQHGzDdduxtw0+ZRqlanj6elEBwfvLWFMhGs3RzThfJ1IbbSqXiopOWELkqm1pVJUg9MZwSAtaGjatwCXLFAKX5FjSKhoXBWvrz31nOmzwNchZa4JLFYa6Tr5rrn0mpIJS9TI2xoAWkq01SCkIKTP7GhG2lZIlJowxKKm47iwlgxRVu+VixgjBbddhlSbkgswBSQUR73SDixqB5OfbHZ1V1WGZqgD/9Wbg9bB5/hkuMTD5gEvxOUpn3zQ1O5Y6GX2ZYP3x66XJ+hOXEALb/OEO85Iz8GNBvbEaaTU5JpbR0W07jt5z8p7eaLJThE2HtIrD5cz48MAvGklKmYdpZNSGzzcb1DrefjNsGL3n4zRy8Z7OGN5se/4vr1+zpBqTgwAjdJ1Kec+YAl9uN/zy5paLd8w+oKVg17TYlZOV1hDm0+LIpXC/zLzdbbnper49n2lU5qbr6JRCCc2H6UwphaFvkUqhiyTPF4zSyJTocqGxmlAKYeVYeRc55YwBrFC4VIg50NqBTmtCjuzahk5pTjHwuhv4cnuFkIVvziesUvyfr97wz8dHxhDqrbNtkVLycZzqoYlArSsCFxJDI9FCEEJiaA1T8iih0EKgpCATOboZLRS9sghZOUSDrtb495czt13HTT/UydvKI/r+5w7HZWZ+EugWgVGSlGFJgRTqA2tj7Z/tpOZPUWfn+Lg2ClZqBHB0jpN3z+uWP7eSQjBY+7+0Gjw7x8M8scT0hGlCSsG+bdnZ6rD7XbqcjW0YjOYwO6xW5GIQwHlx3E8TQ2NrVl72PM61+doYi0fx7VhDnZWojZkQEiUkj/PC//vdt3y53fDXV7dsG8s5eHZtQ6stUmSKkFx1LS5mfnN84HEeK6q3FG67gcmFSkf3jiVlYr7H5cR109c1WS5cvMOlxOgd/3QIpJxojSXHws62HNREFBXzUKh6zsUHjFaIAr1pSMExBl8bPSWJa5PamwYpMhlZda8CtJLc2pZ931UmnnPMIWGk5OTWj7Gtq8DRB6Ss+YMuJHZdg0Lw5XZLQvC4jHR0KFlXl//0eM9n2y1/c/OKN5t6DvgYaXUNyr7pe4xSlFI4LDP380xZpRg5Fw5uZmOaqtN6aa7+zeqlyfoLK6nqw/cJDPhUymg2+473v75DSkglMflEoxQlZHSGYdfxYZ4wsj6M8zoxabTB50godQyunhwtXYdRlbbeKsX9PNEZzaZpuO16ruaOi3Nsmoazc0w+8sV2zxebPX9//5HQZx6nhdYqyIXL0+G2TpWmGGmV4s1mwEpNIxXX2x1LCjRSY41GKcHDPNNZQ1l5WELKlegOu6HlyrS0janxG/NS14RIlK439ywyjW4wSnFwFYo4ec/R2srDahpKyUw+0GvDFCP/eHxAS8Xf3dzgc6bkgqSuT0OKLCsLTFKbnDBHHqZ66KVcmGOgUZmLlxQDd+MMRYCo2pecIZfM+/HMEhNTCCwhkIDBWG77Di3qQVmDYfOawRYZjEX/4BBtjea8ON5dLny5262U+x/Xk/D5CQdhlKLV+i+2KfMpcT/XvLyd/b6ZatZA8rtppNHqjwr3/LeoKQQ+jBfk6mZ7as5DSvU1uU5/fsvY+lyl1Iak04aHea4mEWCOoeYLpsJhXhiDAzHTqgrGvQhPmQqFwlXXwRqT0xnL22Hgfpp5d554O2z5+7uPVa8kIMSqadq3DUYqTnHh4gJn72lUDaQWomaeupwq1857Ykrsu5ZcMo/TxFFWgXyrDZvB8N3lsq7ZPMs65U2lRtpkAT5lUkpMMaJSZGMbjKySBBcdUPCpmnpkqcJ6pKSVkjkFRClYqSmyNmLXtkVJhSwTLme0UlwZzZthwErFhZrV+v48IhSUVNi3La1tCLFyBefoVxe6pBRBoy1L8DzME9umIedK2L/th+f8wTFUVpaV6pP1cTUt1Inlm82PGY0v9ceplybrL6yavqHpG5bR0W8/3bV325ZuqJymw8cTcyPopEFqyfbVDt3AwzkQRaRIydE5em1YUuTzYYMoNTNwkN8/pBOZq6ZDUicyIVU3oRD1lpxyrkyqnNhYgxGS35yPLKE6FS9h4duLY2tartqGXdswhcA2F36xv+F+Htk0DSElbrqORmvClHA5Qa5iTykEd+NYQ1VzJPjKwLrpuir01BIj65rF5UxXahRPFnzyAD3OMzFFcql2a1dqoxZiom80na5/7rQ6Gq/bFkdmWiJjdBhZG80QI6UIDq6u75ZYdVdGSjKZo6/6qmOOCFGBgPfz9Axm/DhdUFLiY/Msdr7ueo5uZklxFfcW3g71oLx4T6cNZ+fWsNof31KHxvJ+vNRG8SeaLJ8S99PExftVOPwEK7Tc9v2fJBfvj13L6iK7/glNSqM1i6vrln/vTdbF1YzDjf306zBK0a2QUa0Ubs3q/O1yKWG15k2zQSv1LLRegl8hnYJGS0qxhJLqK6dkRuc5TgudtrgUKyl+XVMevatxUylwdWgA8QwWfRLax1jwxXFwC3lFI6RUaJTisOozk5B0WpEKhJLwIXNxZzpdDSOt3jA0lk4qTsaTyszHZaqQ5ZxBFDbG8ugWYk40WtOXTFpXnykmhrZh0zZclvr9mJxDKsnFF5CCqCKpVCyVLIWH0TN5jdruMUKwaVuaVOGmjVFQamh2JnPVdnwYR5JLuJIYrK7ryFSJ9q0ybGwl4Ldao5Tm7GuI/M93e27XyfZ11z07ji/eIeBH79k6fTOcvWMf27/I9/SfY718l//CSkrJ/tWW++8euRxGmq6624KPhCXwxd9+hmkt//zfvmY5nNi+2tAMLbbRnMczmyhpr66QmxafI7d9jXypAvP8CbTOp8qNGYxFCcGuaTjMy7OA3EjFbd9znh2H88J+Uw+UKTn+9vYVm8byV9Oe/++7dxzcwndnz9k7rpsaj5FLJObEwzxyeQ6QrlC/JQYexmmFHmZKTmQhMVKzadt1NRJpTZ1KLKFasmNKVQAuBZt1FTcGjxS1Ceoai58XYi50RpFz5m4e2eSGXZOQTc1ojDnxsMxsbUsmE3LhuE7B7seJlBNf7nbcDj2P08TjtPBhHpl9oDEGJCgJH6aRk3O8HgaKAK2uSKV+nnO48OV2z+PyvevrcZrwOXO35tc1WtNrzathw8fxXHleK0srrFwfu04bjRA/ycvJpXA3jlyCY2OaZ81NyrkKZSfqqvgvLMvMp4wWv/tr0lJV5+m/44rrz7D9HQ/U2kxGNitxfImfNpUxVx3Xm76u4EKuVPVcMrEUrFJ8uIwrYLdDIums5u4ycQm+Brg3DZnq9jVScnAL4yoV8AnGGLhqOi7ecSHQGsXGDpyD4+vzmck7JucRUmCN5uIWzj4gpIRcKtYieR7nSIyZ1hhyKcQU+dXhnsE09E2NzepUg7SSKDIhpppXOC8oqdhIxbaxjFpzmCfmWFEpTcmUDPuuxYXIFKoruiiwQtf3WqxbAa2rNquUgouBq7Y2SCHXNIuQE18dHhhsBTYfZ1cbVym4Nh1KaPbWIIXk7BY+2+6IJaOU5Bf7PT5lzt4xhYAvid5aXvUdw6ofrAHQ8Xmq9dtlVI0f8ym9NFn/RvXyXf4LrG7T8epLyeVwYb448BFlFDefV+eiUoq/tb/A/8PXRBdRLhBmh3OObtvy9rNrXCm0WvFm2DDFwN1U2VRb2+B1wqcaeHzb9nS6hhF/ud0x+sDHcWRrG4wSLCEy58D/dnvDF5st//jwwNt+h9WKs3NcnEfKql9C1UMgFcG744E5Jra2QSjBcZ7JVN7LVlsS8Jvzidn7VQ9RHYkKibV2BexJZueqjkNASpkoanMYQ+K6qZbymBOQsLJhdB4lFUoWOl0P0EJBiobz4jmvQay51FBpicSliBb19p1TIlMBqFYqfrbd87of+O50xj0kjJJVFE9tpGLOPIaFVmn2bcemsbzdDDXc1nt+fTpWcb8UvBq2sEby/PPhAZcif311g4+JyXtOy8ISEydX6dlCrIDKUuOMrvse8xOH77QKv7e2/WQ1qGSNTTm6eqj/pcX2SKCIfwHuWQpS/mWsSv/Fr6JQUSFacz9NHNyCWmOrpJDc9h1XXXWm3vY9Wgr+/uGeu/FCiAlZjYAsITKGwMMiOCwTt21PbzRWaRqj6c5n7ucZcuHzzcDDNNMohaLS4zeNJaSqd+qMQSrBh3FEPGWIWkvJma+n8XmqE2KgVZJsLJlMZyquxMeAK5IuawSOSwi0SrOxhk1b3bsxVUF+KYleSw6LYw6+RpshQSSslGgh8SLjUybkTBGCCJQUEVLWMyTFiqpBUnS9eE4+oKhZkkVU003KK05WCFysgniy4Goz8LfXt7y/jHxzPrEzFdMSS2H0ns83W277gVwKV6njYRqRSCTV/X329YLU/U+aNV5cxv929dJk/YVW2ze0fUMMsT4slPzEubjbDfzi7z7n3f2RJoPWGsuWE4EsBTklBts9r7Do6uGgpSCVzGDtKog1z2/YV/2AlpJvz2ce5okxZKzS/M31LV9ud9zPE7FkfMgc3YKLiW/PNW5nYwxJ8AxBfLUZeHcakcAcElooHv2CkoI7f+ESAjEmWqWJJdNKTaEwxkBIkc40FDKhyLoCzNQVoxB0KlMovDufOSwzWUCvDFKC1ZZGKeaY6uG1LHRac18km6Z+rQe/MIfI2TvOwfHZsK2NV8rPVOphXVdsbANLYU6Rc3D1oSQlQ2PZ6AYbDZP0GK15PWxqmLXzFKow+TjNdZJoW47O4WLgsCyIIoip3pY7bbmEyP0y8/584abvedX1z9PHsMaTSMD+xDRqifG5Uf3tEmvzOv8FNlmtMTCLn4R75lKIudTX/r/jUqJyplz86VVgzAklBUZKGm1ptWEOgZAzSlTHX6P083tcALumxSC56jr+7mZ4JsKfXG1S3l8ufLbZ8nevbnicF74+HbFa4nMi5kRB4kKdit/0HV/sdigpmEPk4h1fn068GQZcSjU6aw07zgm+Gh9JgC+FJkZ8qW5iKQWvuk1dG6bA0DT0RuNCIuZCLpE7t/BxhE3TUCjklHlwjilFJFUDmesGkFBq8zis+X9CSE7ek3OhERV8XBu0CmS12oKQdNbSCLE6ITOHsPDX3RVNUswxIpRgYwy7tiXkxE3fQanvvbtpQgjY2JbRO1JN8OHVMDyvtJWUtEIQS40Qi6VgqGvCu2miNTXwvk6zfvzz9qle9Mxf2FT6z7lemqy/8NLmd/+IX202CCk4OgcIbM7E0fE4z3yx2T4/YFLOxFz4q92e12u23k+tjoQQXHc9u6bFpUjKVT9hn6I4xswYAiln9is7JhfBvqui4yUGiqxU5rtxoojCo59ZQl0VGilIgDWGrhSum7beusXKn1GKSwx8uJyJOWK1Ya81U1A1qJka4TMFR6N1BaeuupKNtlx8YGMlpSQuy8LJO0KKCCGxKVKKJufMcXHsVhL2HAKDMcwxcQoOHxNz8liheD/Vld7ZOT6OMxrFdmjZaENImUsMKC3Y65Yl1VutlZpvz6fKP6JODM0a8aFkRUNIKuj1cZnYWMOb11ugEqXvpxqZVERVVbWqNn2xZLTSPxm9UqGlv/s1JKiht39p1WnNrrEcnGNjzHPKQV2xVeDnnwLjkEt5Nh9oKX+vNa1Y1/jfBU9I6UcMrCkEdk3zvDqySv3o4fwEO704x5ICS4icfH0PtdbQYti0DSFGfr6/4r98/FCdekrzxXbHwzzz7jRyXBzzeunTVPzKYC2xZCgVv7Ixli+3WwqC2XsUiscw0UldUQ7BI1LGpcy0gkazSfS2Wf97RSg8uQSnlLG6ruNiKcSYKcKzsRZjDCwOciYh0EJzu+kYrF0bxkCnDZ3RgGAMkUjlC1oUaI0qdSKqdE2G2HddNdZIhdGSOUSyBF0UvamxX53WXLU1TidT6I2h5IIq9Wy76VpUqYywx3lhs06TfUpsm4aYM3fjxN9d3XzCuGq14eTcE13iJ1a/dXX8l6qx/HOtl+/0f+DSUvJ62FRhZQzElKomIVT30GkVUIJg2zS86vufFFX/sFLOlTa+uvt++GhWUuFjpFE1YNalSCqp4haE5GGesUpw8YGP01QPOGUYjGUOkYNbKLlCS5Vt0FKhU0SUjFQKn6s7qFEaWUBRngOUpZAoWW/uo6+kd5kLSkDKiaNbkEIQVuG7pE7sUoY5OBpRWIxBiTr5aHUFAs4x8qvjkSl67i4jl+holUFZiY+Z7+YTc4gsOSJEoRUKLSVCSrybEUnQa83ROQ7LjFI39NIyhogVmiBqHEhnDC5E7paROcQKb9Wag3OMK2xRCsGrocdITS6JTjcIIVdbeY9YV6W/vVJoteZhnn/nzzTk/BcZu1HXXwMCwdk7UqmveyUEW9ty2/d/cB1aKaUKwPlxA1VK4exrPp1LVQtmVV3Z7tvud7o8fUrPdP+fml5srOW263lcER9GytrI5czGWm66n47iKau+524aOSwLRlZI5ugD99OIi4nZB15tNrRK0RiDUjWCKpZEv5Lc/8/Xb/jKPlIeayD0yTk2VtPo4VnHedW2FGQNbe4avj6eyRRW2RXvxvOa46mJORJyBOp7R4qqnfQxcloWWmPrNC4lnI/kHAnK1JBnUQXtqrGQCpl6+WhljbfSQmKV5lWnOcql4ieUZGcaYqrTYLNekii5SgWkotcKLer5srUNjVaEUkgp8zg7eq1rqsSa0ZiyWCPAKs8rl0zbGa7bjoLgkgKDsVy1Tc15LoUpBuZQnZSd0bzd7X70MxuMYQyBfdMwBv+8+i0rHeum7bh5gY/+m9ZLk/UfvH6KuZNyfqaKS1nXDU+6q3+pTs7xOI88zo7RO1yuAMHPtls+22zRUtAaS0yJ41zDmX1MFFtYskdROTrnZaE1NUQ6F9BFIqVCqrq2MkIiCiRZME7gEhgl8Sk8C78DBYOis4ZpBQqmXGpSPZATFFFH7hkIKtEog5KCmBNGKFJexSZCEIXk6JZ1+lFv7dN6U9Syip88NZfMEenR+OQ5eEejND5UfhmyWt8f5xklJCFnllTZYLdtFdZWQGRiiYW7acblvD5IC+8vI0usKIdWyfUBU7ju2mr7FoXXmwEEz9ycRlWI7MktPxkw3GlDpzVj8D9aj80hYJX8ndiHf6lKeTra/3w1IE929n1scWvzY5X8ZEX2r6m8xtD8sIm6rLq5OdZmzsinBqrmVB6Wmbt5Qgn53KC4GHk/TsRcuO37TxotFyPHpeYIplwnnRtjnz/e0zSslJoTWlZ9jxSSrbV8vt0y/CBmJaSES1W0nVZ34INbeHc5Y1esi1/jWWpeeeHb84mzr9T267ZnzaBBoyoVHtg2DV9u99x0PV+fjhyXqkGUUkCutPNUCsdpJhiFcoLRLbhU9U+tlDzkAjkjgJAr0yuvqQ6sl6H78SkAusJZg1TMKXJcHFbHenFayevHxdVQ6lwoopBWfdM5esKU2VpLjJEphCpxiBFJqRMrpRizo7PNet6k2tyKOj2yUmG0JqbKx9JKstH6e7mGACUKkYrDuXcLg6kA3C+2W8bgeNX2FVEj62tgijUz9dHNuBj5v779jO1PcNLq97zQGcNV11WsS04oamzR/8w5/lJ/2Hppsl7qR6Wk/F/W31y858N44bIsNbdLSq6NYY6RXx9qgOt117KxmneXupKMKfGwTDwsE6+6gc92e2bveO8vtMZUQN+a0Sai5zAnSsqcUnw+bJWUGFkYnWPONdIipEgR9SFz03Y8TjMpZUJJuJiQsjZzWkiktuScyLmQZKaVpmYXpoAQYKSCArPzKCVYYkAIwRwDu7Zh3zbEUuN8GiGZKfi8hlIjkVIy+9oYuhxxMZBSzVHMsq6FBmPodUVNfJgunL2rodBa1jXiUuiNZWsaJhuqfsXXDMRNKxEirzT7wBIT161n37ZsrH12GeWawVK/nt8qoxS3/cDH8cLJLc+/J+QaH/J6tYn/z9aTK/G4uOcJS7cKoI2s05Z/a6fi01RmXh+aRtbG8enralb6+Q9//xwCMddsu1br/yFRHWrjc/aeKVRsQrMyo3LOfJjGlbRt1tdvJab7XF/nj8tCIz/9PDpjnvltvTHPl6HafFWG2tNrJ+XMwzLzfjzTKgNCMEfPaXF0WnPd9Vy1HT5XYrmgvtdzKRzmueokU+LsFj5cLiipGIxh0IbtOhn59fFAqww7a7G6Rtq0ynB2da1/3Q9r3JYg5EyrNedQga9KSs6u4iKUUqSSyDnxOE3cjRfGENm2Lcd5rpiCEOi0pjc1yDlTUAhEgZxqKoNjvQilCEJwY9sKAU6ZfdMwh4BoBIMxXNzCkiKN0MwhMKdALlRAsxL0xqKVJubMg5tplaFRlZgeYqLR9SxwKaGUqbo1Ckuq7txWG277jtZYbtoWpORxmlBCECmklGp+a0rEBOew8DjXVWxnVZ1qxcjjvHDTd3Rac3RVzoAQNEbx8+aa0S9cNb87IqsUniPPXjJL//T10mS91O9dpRTup8qt+TBekFRNBAIGWw/IJQa+PXlGH/hss+W267gEj1Wad9O5JtxrjZaFD1Mlo5dS2DSaUsSKjijMudqTG6W5n0IV9upK6lZa8ehnpJTkdZX39fHA2S9Ecj2cVyG4UVSNUkoUKbGiNiKjd2RBXSOuDr2MAFm1F+TM3eWMazve9htu+p6L84zB4XPiqusxUlAQNex5SSRRb+FaK0KuQMNAYXIVTnpLT8qZ+2mquqCc6RvDdduTExitKCVXK7dUKBHxOSOlQAtJbytPaxk9Q2N5mCe6H2iMnrLuOl0dZH6dVvxwXbWxFiN3lcwfarzMtukZrPlf4kTFnPk4ViyFURIK3C8jj8uEVZrbrmfTGHa2Zb9CJX/f195T8xRyXUf1xtD+4Mb+9L2t2sM6/aiTn5mbrvtRpuMSAw/TvK7N6+TPrkHe/9Ln/AT9DCnVDEtgCr5Gv8TIzrb0P5g+1AuC4ri45wioof3xdEJLCaWmJjw1WYdlZomJffM9RFWsDdN3lwu3XcfrYcNhqZErLtWJ6dZaRJZ8dznz3fnEl9s9CJhjREvBEiMP08JhWcjAf51HrpqWL3dXaCmeM0G1qhy9JTiiShitWbznq4cHhtbyZrNFisre8iHx3eXC5DxXXce+afApEbKkqMx35zPvp4nXXY8odbreGk3Mia8v59WFm0iFqrOKoX5fqOkTna6r8rdDz2Aa7qeJs18opdCa2hxffHUyRwpyFczPKSKFIuVYExK0RpfCmAIlFUwriLmQSmHQml07MIfI5F2NtyqF3lo6C1OM9Nbw2bBB6zqh3lnD7vqK2QdO3pNS4H6cqgFnFdmfwyovWBvDb85nQorctB2nELh4x2Asg7Z0ynDVdrRa4/JPo0WWNe/1L3G9/++1Xpqsl/q9aw6B784n7qaZkDLb1hBK5m6qgbO7tiWmzMl7GqVptOKm63hTCr+8uubDOPHf7+/4OF141W1ojWZQFq0lBckYPGe/YHW1ZN90G95sei7Bc5gnGqPZr0TqBsnoDacQ8MHz4NyKhSicgyNXoAOkwkwkrmGvjbGIlequRRWXs8L91BokbZVGUNeOViuWlFDUh7oLVRczNBYr6o33qm0xSvHt6YQXkp2xdFrxcV5opYEMUtVfWikaqemMxsXEtmvXqY9AATFmvhofn8OspYScqxszZVhcvclbJXicF1IubK1lWCeS1YoueHc+s6RI4Xu9z66p66Wnac4NP63Reaonmr4S4kcNx2k1DOyapjbf84RLoU5QYqqurgwfpppXedP/y3/Xv1SlFB7mlSFWCkpIUsk8LhWEe9vV9dphWXhcFjbWfjKNqlT3GaMq8PXp330YL7iYn1dppRRcinyYRoBKL/+J78n9NJJzec6TBGjQHOaZj9PE1v54OlwbLclpWX4Sr/FUWkr8yqjzKTGGQCMVIdWYnCem12lx3LQdqdQonTG4ynIrtdE8LQupFKzSjOv0+Rw8V01LoTZvT9BbqCDe+7zgwj2JsmZ+VuDwd+cLXx2PGKl4vekpJXPVtnyx3QMwaE3Ign8eHzm7hcl5bvquZiRqSUy14d/ZlmavUVLXlZzs+eZ0rNmfJXNeFqSUWCkR4vufs9aKbdM8Sx4+2+wYU212hBA1TqoUQswcl6UiFZQklMSSIrkIel11o2Flyw3aoJEEWaeCW9PytqupD0YqvjufGWHNExXcNHVN6lNmzoFLiogQEUh+drXnpu25eM/gZr46HJlDIInaqOY1iPpV1xNzYfKBv9rveT9eeDdduG4apIDX2w2fDZuVUVZTNZ7gw8MPYrKWGHEp8Lp/ic35c6qXJuulfu86LBXC2WmJVhajFAaqdsEHpPfIAiklXu+2UKhrgzV/bzCGv7u+JpbC55sdndYoBbfdQMiJiwv8/f0HwhhJSjNYg0+JQWsuQtQ8PlnXL50xzCmSXI0VyiHUiY2oJPSYEhlBEYKcChIYbEPOiYuvCfVC1MiMmBIpJYyCFKtgeaNtFemmzOQ9Yc288ynifGRSnqhU1XlRHxBTqEiG63ZHp6uofQp1ciCkYAqBlAtL9PS24bod6LRhDp5cKrHbqFC5RUWwhMAU6kOwFMFpFbeO0dMpw9/e3BBT5rAszw/QxxB4dDOdMny22dCt4t3344hPidfD5ieF1S5GwqqFKevtf/KevD6ot03znIcYcwUlPlH4x1BZX8O68pWifq27tqWTFQQ7WPuvdjqdveN+Huml8dyfAAC8kklEQVS1fX6oxJy5eMc/Pjxw7meuu4HDMq9T0k/XfVpWnd3XxyOv+h6rFHOoFPh9830jVdeFdZp3cAubpvnRx5pjrCvkNZ4n5VzXW6KujHOpv2f4HY1Wpoqif1elnJ+BkyFFHqdqVEjrGrjX+nna22jD/TLxOE2M0TP72oA/zCM72/LX19cIIShkUiqQ4avTgcv60K7JAJFmNaGEtCC6nixLFeUfH+m0pZCJMWIbxYfzBZcCsgh89Bhl+G688DBNfFwu9Foz+sDf33+kUYbBGm7aCiA9eE+vNSF4dn3HcTnz7nxiShUiHHKixMC8mk4ykKkXDKcjohQM8N3pSF71ZvvG8n4cOfvAtFSXsFxzB3NZm9UcUamudBtVG8rDUrHupRSskuz6lr21iHXSftV2takXglfNwM/3+2et09EtPM4zISVaJVFUPZXVis/0hsd5xqj6+eVS6JTFlUSnFRcXOLkZ5B4pBB+nES0F+6bnZmWUGbk2l0rxdthwcI5LcKySO6yqq/2rF2H7n1W9NFkv9XtV1d9EemPwKVLS9w8KIQSNVpyX5fnG2asq8JxjYAqeVAo+VoHwk/V411q+Ph05eU8rFI/zxHfnM7nAm2HD66FnY1q+2Gz5f337LY2quIRM5rptuUXgYuLkl3obprBdVzVHpWqwrBJVKC41nVYcpyomL4AWFTCaAEXNNyvrxCvb+jlmIdBSMvvIza6yfv7+7o5L8vTFsOksvVFMTtAoQ8hVq3NeuT+SQqcN27bhHDw+RsaYaw6j0txNI0bW9SKi6kCWFNbmTNaHT0loWzPcYkrVRdi1vOkHYim0WvPV4cDjXKn4KcN9mvnn44HPhy2vhgErJe/iSGcsux/o8EJKPK7amEqRrhqrTmte9Ru0VLgYGYPjuqtcrjl4DksV8dYmq2aznZ17ps+nnLntOgbbPDc0/5omK5fCcXEYqZ8brCUG7qcaghxz4uvzmePiGEPgF9fXn/z5OQQe5qlqkbxnY80zq+n10Fc9zm99Xo3SnLxbxeO1YYw50+i62qLURv/iQyXll1IbaeoKzKe45tB92symkum1oVAb+d/W0Tw1bL21pJy5m+r0bmNt5UeVUqe6S42wScvCu/O5wioFdG1tcI7LjGA1diiNj4njvDDFwDfnGuT85W7LcZ5BCEKCx2UilUynNPu+ZYqe78YLvVQcvAeqpijnwiEsfLxMfJhGNsbyYZ4QOXPV9Swp8rBM5JwZbM3kcyEy+qp5skPPYBsaKXGrpm+KocbrpGpWoZQKAWUFyVKRDFLAo3ecg+e6bRGlAjpjjmyNJaRILBU6nFh1iTkhAZ/WJk1XzWDKGVa0wm3XkUvmEiM9ENYIn+u2wafMm2HDVd8hCzTGMMdAry3bTcNnmy0hVj7fl/sdEkFvG666no22hBxZYuJuHDnOICQcfWb3eKAzhlYpKIK3mwEjZM1pTJF902KkQkrJF9stS4xVN0h1Cb9MsP786qXJeqnfq6owGPZty8fpQi75kweJlpI5Rl71A5madq9XV5VVkq8OB96PIyHGGk2zLKSUOfqFk6uOnuOyEFLmpm/XlY9CK0kpcLvp+e/395wWx23XoZVECENjFF00LDKihEIK2DbtyqapD8wRh4tVeLvk/NxU+RQJ1N+XAJNXl1ZOTIujkZJGGWKJXMLCuxGWmDBa1hgbrdjqhkIVOTc6ElzEIkAoiswsBYqkWsSpwd4xZlwqfJwmxhjWsOlEiBkjobdd1U4pWR/mi6PXVUjbW8tN1xELfJgvtMrw7fnE5AKuhFXkrfBJUAq8H89sGkNSChcTHy7muclKq67q4n3NfpSSyVcdzBIrSPamrbmQqagaybM4XIrcTRMnXb8/Hy4X5hiQT5ytkokZto151uwtMWDDGsOk1P90GHV1wkV6bZ7/+W6aiDmzbSwFau6g0dxNdarzNK2ra8KJJXl8ThQSV+2eQm1g8nlCCfUjwb9YtVwfx9rQKyGRQjJFX7Vs3j9r3hql688pVev9xS30P+HsqkyszOfbDTFl7ub6NbSrztCltOYrtvTGcPGOJUZeDT1zqMYPRTUvnJ3j29OBKXhAcN11fLhcOCzVVXpyAcnC+3HkTd/zMM1oVZtAqyQYw8UHTs6vfDtFZyoP7hQcac68G0cO00xpm3XCKrlkv752A4dSWHKiU5IlJqxW3M0TosA5eP5qf01rqlD+6B03XcdvTgv/cH/Pru9ppOTdeMHnzGXxxJKeUTBlfX/m9X+1VEQKogA5Ewvcl4WNTXWCJDUXH571h9XqWqr+7Wk6S4UUl1hWHlx1NKaUVmeswAqBUZqYIi5lDIosBUoIQsy1OV9mUilrzJXhTd+TcuFXh0cexpHWWFLKaF2b+W/OEw/zhMuRXpk6DQ+Rk1tI1DX6X19d0+tqHpJCsG87ttYyx/isjftTcNxe6n+tXpqsl/q9SqzQyydI3uRPPExzXW2IOmWRAmJJdCtGoFkp7d+eTnwYR4yQHGKk5MwUPPum4cr2uDDSa8XoHNoaihC4HPnmfGLftMScq8hZCoLW9LaybM5uYfaRQuXahBhJFObVIdRIxewdyzptcKzNFPWGvMIWAD454COQUySPE9umJeeEz1WjNfu6Itm0iiIAWQixcHK+4ixS5sM8sWs7puCx2qCV4DDPvGp7tFZYnXDekUqmVfVhHWLmfpnqbXtZeNUNuFwjOjqlcWScnynAl7s9YwyMo2NjLXfjRMyJs/doWZlQ113HRlnup9pE/Xx/RUgzd/OFX6QrjFLfx+ys08cp1KmjloqLW6oDsu/Z2JbB2krNz/BX+wqrPbs67fmHh3tSSlz3w8pFC3TK8HGcEaIy01ysD3UhauN71bb/KrL8HCM+RbarHqqU7wXru7bj6Oo0tTe25r7lGuI9Bs9129FqBajqSIuR0XusUrzRm+e/I+XMaVnojP6t9apBFviHuwd2bcMXP+AXKVnxInfTSFgnNE9CbRcjS6xi9MFYpF0F5Yvj4v36+Uter7mBAjg5X1ENtsHFxNk5elM5cwrBr09HrBT81f66ZlimiHPuGTbbas03xxOPc+XQvd3s+ep4rO5aMt7VxIUHN3E4VKfpprEYNKPw+FSNJxcfOPhqJNBCMjlfX/cCzsvMpYC1ml4YzsGzrBPYg5tpUwUGC6ouafKVEv9hmjACQq4rclfq5OnpIZXW96Zcf6WckKXG8Lh1jeh8qsYDrTAUYqgmkQJoJcnxKRIMJDWwPddPuyZEpEzOiVQK353PHJ3jtu+5XieAWiiQYJFc9S1LiDy4iZQzVii0UghXA+ZvuoGroeO0eF5tBt5st8yhRvyc/MIcI53RaKlqY1wE122d+nVa87/dvqpr3fXSalYNnpbyf8rp+lJ/HvXSZL3U71VGSjptmELgzVC1Pt+cjlVkXqq7ykqJlorBGg7zwmG+q8LUGBAZTtHRSIXSlZ2zhEiismr+6fG+ToSU4jAvfLyM+BiIwGf9QBSFMUau2halBDEm7qcK7Bys4VopPkwTvRDPeWGpZHwulWVEPWAbvm+sBOuacP13gaf1RP13c07YWKGlggkpBS5VDZgslrOrX7sSgnOs07La7BQm7ziHyNaY6hTUEmMUV13P4zwhZcthWtiYyBQ9s6sN0hgCl1CnSZ3SWCk5e1eRC0rh28o022jLpqkP4Dl6tm1HSJGP84wolbK9bxrMKnxeQkVVLCGtkRuKMXiU+D5mJ61aq1gq18cIgUDgc+LhdGDynjfDFrHqsj7MIx/Hkft1HTfHQG8blKzxRSfnuJ8uvBm2vB02DKtGZYmR9+OFAp+sLn/ydacUjaoU8F5KplAzJ5+qPmglnbZsm8zXx5nZV67Z09f3uMxoqdjY7x2DV23H4XBACJhD/GR9d3AzqSSu2u2PJm5GK5SStYGL8fuUg1y1e9dtg1VVT1fZYxVKe913XLfds8tz17RsbINfhedaqucHakiJu/HM4+zqRCZlhBT4HDFCc/YOIyTnFbVw8p6QE1pIcoZWS0Zfw4rPXvB3N69WkKbG58hxqvgVl1INcvcRSuLdBa77nr/Se3ysq8FmXcOJAnMONTJGQEqFYktdu7nCRtsawi0KRgmOs+MhTxQyPmem4yNlxTFMwbGkRMk1GuepoXpqrp7enxme14allIpQASzV4OFSpJSMkYpc6po2i/paQIuq2QT0mmMggLgS15/gy63RNZYq19WjEpJt0/J2MzB7y5wjsw91LbliY1yJlYCvNI/O01rDl8MetYO3my25FP7hfuHi5+eYo1YbOmOILmF1nfAqJSmI9RL5vdv0idB/1bYvxPZ/R/Xyk3qp36uEqE6uOVZtxVXbctW2zMHz3eXC3Tzzy6sr3gx1InDVdnx3OvLPxyNbY8miPIMFvxlPyCJwKZFyYjANS4woIfFCMPsAFBIVfCoKSFmF659vd0gh+OZ0pFC1YFoptkJxVu6ZB3R0jpxLdSqZmtOmqYdzyhUQ+GSOfjrgoR7ohlWPRX0IJArJZZSSSEAnycnNtNYiSkFS0LnmBoackLkwl8wSanPTKcVnux0CgQuRQVu+vZxBFE5u4Rw9Kgu0gDkleqVIOfMYHUZVzczGmpXvIwkxUlba9ZIDCJCisGnaCnaksISKvRBFMHnPu8uFJVZN3Ydp5Aspibkgxfc35Qqg9OzbhlKqGDqWC7umZfSB07Jw0/U8LhNzjFw1DX9/d8dxGhlD5J9D5O1m4IvNlkThOI2cvef/ePWGzdpMqdUhNofA4zzRG/Mv3tbr+qTh3eXMEmpDtMRAyTXUOaTMq742L1dNy8HOTCGg1rBrFyMuR970mzU2pVZnDNvG4mImZIeLXZ12pgBFMNiffsClXLjpOnxKLCmxxIQQhZBKFV0LwRQiG1sb1VZrXnU97Q+yP3/4tf02NiPnzFfHA39/f1+zQ02zvhcKvbLsNg2UOqnKFFgb4d4YQiwYWRuRihqoTtrvLid88kwhUYogr6+70dcg9FLSMy38Ms/8U0ycnUfJgnL+mR3lcyKmOkESFLxS1CCoynPbdi1HV0ipugV9TkhRxdqyCLQxiNWccn8ZOSZXV/rr3+35NDkCvm+6fngx0ggQcnVixtp4rxO+uE7Jpazh7E/vbykksWQSZU2GqOv+K9sitSakCj6tTVfNDPzl9Q19Y/jPHz5g19X9vm0ZbM1EvOkGpCyrS7jhZugQper9Jud5mBfEmqKRS+bkKph41zZkIdiZhpuuq0acUtBSrRmkldB//RPu1pf6862XJuulfu8arOXNsOFxmTj5BUodredS+Nvra171w/PvbZTm9WbL4+LZNRblaqD04zxxXBb6xnJxjnfjmVLqBGvbNJyWmSwEn2+3uPBEsoZOW666liVFPhs2/FNOKKUYjCVSOPq6mttazcX5SmNWiiwyJUBn6sFZMhSRauTFb319ku9XiYWKVHA5U7JnayybpiWWzJISkYI1BijcLY5QMqlATHk9MEHIyr3yOa0TrypsbZUk50K3Cqllhkzmw3lmyQnRNpRQpzguJlptSaWQgX3TkvIKqZwnBttwcguTj9z0La1WPC5zfQjnGs7bGsMQIletRUrFYZpR4unB87RAhZwr9uLiPEtMdeVlB2KuyIb7eeZz71c8Q+Y4O96dz/hSKeVWKRqtmVNCeE/KNYfyp/hbjVJ8nCfMOLKxBiPVJ8yrH9bWNpy041fHR+4uF04u0BmNUoLPNttnJ58Ugpu+46brV+3W9+tr/Vsft5TCVdMxWM3ZhRr7hOSmGxDA/Tz95HtArtiPXdPydhjW2JrE4zJhpEWrqoXbNS0hJb67nLkbR/Ztg14BpGJtTBpV42t+2Mx9GEd+dXjktutYUmKwthLhQ+TsFuIpcjfPNErzqu85+7CGPlfy+K9PJzZo3uwGtFI8Lgvfnk7cTyOv+p5915JILCGyeEdMNX4nUScovhSmZUbkzMVHplCDhhtqIHEqte1JwNkttEqhteab8UznFwZd5QOUKliXSHJJ+FRwqYahD6aha0zldq2rfCkkGrjkH6dnPk2hWF+pRlXSei4F5yOXGGnlCj6NgSUFTFGo9c/KdRrK+ncJqr6tUQbTGAySsl6Q7qeJ2HV02iAkSBTbpq3MMDejqZOumpChiDExyoCRM0opfrbf8eV2R0qJ8WMguVxZdkKgZF0Ttspw23WEXLjtB77YbitTL1d92ave1gvVy6rw31W9NFkv9QepqnepIs1cMlOICCF+MhdNCkFv60tvSZF3lzNb26xk7KdYDsnHZaxZXt6ttzhDjLmGP69Or1dGY6Xm4Ga+OZ3xISJSIYrCEgMuBVppKoBUSvQKlXSxaowqv8sRqVoH1onPD1F/hjppeRLCKsCtq8baXFVxt1YKkQrnxa8ftz5c2v8/e//ZXUmaXWmCzytNXAXhIkQKskhW11R3z8xa8///wsianjVVbJIpQrgAcJWpV86HY0BGMCOritnMJpODs5avCHcHHIBdu2bHztn72UYTikblgtYGWzLKPIdNT2hk5dFoy9M0klXFKsXet6SaJeojyfJysY77tqMqLWvBkrjOM83tDbXAby9ntIKtaui95TjMzCGSyQwpwTrB2jYNf3XfobTiaZbon7ebDedlYeMaFIq4Oior0FjDh1U/t2tado1HI7bykCN/fzritaXUIkRsFPddB1rTaEPnLG96saLPIYHS1JeZglTMmcdpEsF+WOidZMDtm5Y3fS/HexUse2NWAXPmtu3Yu4bvhitWaTbekWvlvCzcti2XENi4BqdlXdb7hikkxhz47eXMu7rlppGV4RAELaJRfL3f8bO9WOqN1oScOS8zy084Iv0aw6OoL9mQp3mmFJk2fh5HjNZ8cz7xOE1cV4Hzu37DkBI5F77c73jXbzmu+IA3/WaddlS+v16waG42HQ/DwOdhZMmZJQauIYgLNFf+6v6Ou82GazzyMI147VhyZFwWrmrmfrPlzlmmEPn+cuG27ShrFudxWjgvC6ckuYB7L27CJUt/1GmDMoZQK6pGUqlcl0KslbpqouQzKypnWi95m3PK6F6mp2Fd0V2XBW0ssWa80lAUU8rkUnHOoqxhmOQYmRXQ++w+1uvXgWct1fpgpOR3eUU0JCCUjK+FBpELaK3Yu5a6wkCtUmjnqbXQOIkNohQsEqztjBW0ivO0yqCVIcTCNV7JtWC05i/2N5yXINqpKg9MWmuaUhlz5pfOc9f2xCTvJ28t/+XxAah8fTjQ24bWiRZS8BTycHLX9T/SZL3Wn2e9Nlmv9c9WRusXqKNi4Tz/9BNXYyyttS/OOqsVuWSolcd5pFbFTSchs6kUOiwBaUIqBa0MXsnqqxZx99z5DmUUS8l8Nw5srKH1nkPbYZSSEb1EB8qkiAIxUjWSV5jEraOMxub8wuIxSFOYa315as7UF4H8kjMEmWj1xog4P0eWOaIr4BStMUwpkbWisRJ4PaTAEDNDiDytnKtN4yFnYqlEYzAE0po7xpqlGFNkjAZrLI+rm25Kgb97eGLTOIyC95stZWXnPIWFMUQRCStFToVrCDhj+DxOHJcFpzW3bctvzke2vhU6edPwq+MTBZhS4DRPQKUqEXMvMaOqiLq9tjyOAxvfsGtbLuOAXZlTrfO0XgCrpVS2TcOn60Dn3I+cUYImGPhwva7GACPrpqh4GCc+jVd652WqphStleMRcnqZlG7bhodR4poU8GEQt+u+EWfe53Ek5IyukvMXV/js3z09ct/10vQuMxrNoW34+eFGQnq7DoM0drum5WEcMVq9EPWBVXQvk7NP40Auhe8uZ1IufBwEvPpus+UaAo/jyJwiQ4hMqyC8AstjZGM9X+x2jCHI5xf52Z6ZYtJGVD6PI99dz8whELJkjfbO8WkY0MowrrFLtYqRIteK1ppTmEk18zBesFpxWib+/vzExjlabThOE+OyCBzXGpRq6HxlSlFQErkIwNcY4UCVTEnygFJKxSIuPa3EfeeMoUFCnmOVJmpcpQVtKTRWVnEVcZqioNWGWmDWGrNOkgyrdmp9Typ4cQDr9fdLiuRiVheiQs4gMCvJ3Vq76hIVS5ZVq0UevmKVEOZnKK9GcZon0ZZphTaK275j2zo674hhZooRjSQrfHnY8jiOnJfAZnUQNkZz69sX4O7WN5yXhZu2529uFd8OZ3KuKAfjIpO2Yipf7w58sd2+NFavDdafd702Wa/1JylvDHoNW/7hzQikaemsYwji8vr57oZrDHx3PRFzofWWu7YjlsSnYRQGjLM8zBOH2ggvqArP5hwCucLONdw1Hfu2YzNNOGN40/WY1bmjgMsyMaXEp2XCKs2cErlWrDHMOhFzedFkPYvhOyvi14ys+wIVC4T1Y2qtmJwprhLXTLWcK60zfLHdE4qM+1XlRZsFQKmo1XnWKkNjNI1veBgG5pxogalKXlljLUuNdGt2XSqFmCJeCRqhcx40XGOilCRryFxFK1MzRRUuIawrGYczkr14XWbebrZ8tT1waD1Tyiwp8vFy4WeHPfumZU6RKSo+jxO7xtNZS0iJOUY0WgwKXUO8JuacuFUSiJtK5jxHUIbjLDckq7X8vMZy27YvuYogodnfXS8MIdJ5y33bobVmjpHvhyvfnDP/8/v33Hb9iwD4t+cjtz8AL26cx20NUwwsOXFaAjdtx7vNhs/jwNM8k4u40WRKYXhQE5/GC//58ydaK6G6WyeYkM/TwJQTP8t7vtjucMZw27bUWjktM7VGYX8hGr9f3tzwNE385nQi1cJ5DiwlssTE+518/uP5xDUFqPB5Hvjt5cxf3d5z0zWc5pn/+/ff8h/TW+ZS+P4qEM/7Tc/nYSQ0hc5ZHueZKcyoquhdw7bVlMuZMQb+/umJp2li23b8bL/jOC8cpxFUxRYYlsC3p7OYKkJgLpnLvPB9yS9MKu8cqlbmnMilyPRW4jmZS5b1OpXGO/KSyVqj1tBjrSCt/9aw6v+scUwhgDU0zrNDOFDCGavMIdJ6T0gJayRZYamJXSNN9TUEIoWETJW91tQiTdLzCtGBGFvWh5JnAXulrq4/+TuAjW3Zaom+iaWQapUsUVVWLRv0zpFK5nEccd7hlcZowxwiv4qPxFz4NI7ctg2fp4FD061cO8lI1UVz1/W82fQv7KrOOW7alssSaJ3l/WaPonKZZzKFN/2WN13Hf3z37p8UyP7spH1txv511muT9Vp/kvLGsPWe8zKz9z/Oe4s501jLX97ecZwmcg0yETGOrw+enWspFH62P+CM5b7vWELkMxP33QZn5WL2F4cDxhiGEATaZzW9ddx2HXOM4irKmZjl4l21prUWryQdVyPaoxgjJReWdUKlEYK217KSKsgk4JnT8/zfjDxZx1JYYsIqgZwaA3ldE53nmUsUkODzOikjDqdSClaL/sYoiQ2RbDpFiIliEo23MjVYreoKhUVhnEUbw/0q1H4mUX8/TAzpQqMVSSlufEOjDL33lFo4xcBuJaTfdj0b73laRmJNaOBpSkwh84vDDe+2W2qtvN9EPg9X/t8fv6cozdY5lpw4jjNaK/7m/g3WSOzLlAJzzHTWUdvKoW0EDZCk8Uq58m6/4S9v7phzBkTD8jiOPI4jh7bjTbfBrDemAqgqr9c1RnZNWZt0u7KhAvf97xp5CcWVxquxgm1QSvEwjcwxcmibFxdi4wSMG3Nkipm/vrvDakPImVwLlylwnCbmICG9X+x2GK150/crlmFkDBFnDLu2IZdCyCKMzusE7fvLCVqFUZoPlwvfDxehomdp6pWCIS54q/HW8O3lwhQDt/0WtwqeQ5JA5384Pko8zjTy6Tpw2wvAM9fMF/sbxjDzzfVM7yzUhELiV1Lb8qvHJ2HHVU+sieM48TDPstqrwpqKpTCmLJo960h5ZikJbzSdlQxREOdnLBVdJbjcucqUEt6ArbBQMcZQcyEbQ0wJbRRjSmht2DSeBi2GihjxCuqa3BBi4mmW7M1D0zKnxBzCiwDfKY3WEivVpsTyg0arMQabheiekRU/aGJJFDQxFZSGeV7ovMR91VIwSlASWSmuU2CIie+vV0C0i0RYYmFaBL8Qa6a1lsYYHqaR0xy47QJfbQ/cb1pyLhgFn4eR97st7bpa1qt8QqP45nLmHGbe9Bu+3u9orWPrPe93O+5/QmLxUzWnyDVEpjVrtHOe7T8xa/S1/vT12mS91p+knvVYabVAOyM6l7jCS++6HqNgt+pV7rqW1HdorbhtW3ZNxxgCN62EFP/2fOSQqzwVrqu7N9utjOyVwmpZSdVSKAWJWrGWm6ZjSoFP1yudNfRWJiTnSUjWOWVCFaK2BVpjhcDtHAfnmUqWGJsQBOWw0qB/qA8BGFNEa81OOypQVOHDdeA4T6JrSQlnLN7oNehZ0yjDUjKX64xR4KzHKFkHLSWR0OiwYFC4dRJ2XJ13MVcsGt9bFIrHaRKQa6303pFShpWTlJDj5pVBV4hVctn2c49SEnTrjcFoza9OJ+6alkJdhceKa5QonVQqrZPljELhnGhlppTYOo9OkadxZEqBbdvgrUZVRWM9/dZz6xtSLfzycMP/+PY9S0pCUI+B4zzhreX9dvuiaQIEt2A00xL51eMTtUp4965p6YzlIU7MKbH1v09JV6tmrNbKsMgkTSv9Ms0SjEhaX01BSGglq+KQxZRwjRKdZB8N9+va52meeBgHcYQ1DYXKp2nkPE8c2la+ToWDb/hNqmTEvflhuDIsEn30aRypVfRDx3niuExiushFmEvW8sVuh9UWoxTfny/8+vjEx2lkCMsL5LddOUu/2B9wque0BL65nLHG8Ka3OK2wSsjzRmlyhodh5PM0rC5SafjbFT46xcg5JNpSqVbI7Hl1QNZS2TQtb9uO4zzxeZ7EmOIcp3HmOE8kJUHLt75lzoIRSYApck2IOXEJvIjya4WqhAfWeYfTmj47MEridNZ1nS3y3qusDsW1QXfwMnkugLMWpSRb0GrFtDpJn3V1WmmZ0C3i2tu3DVRh3W2M5bZp+bSmBuRa8NqAUkw58M01sWka/uL2Ho1MsoZJDAJjiHyaBrzVfLHdc9e2HMNCXo/xcxmtud9saJ3jfuWf+TXPdesbuj9g8vjHdVmWl7X0M2LkaRo5LxKt88ew5l7rT1OvTdZr/cnKG8MX2y1jDFyWQKmF3jUvXKQPw5V32x1DStQKb/oNlyUIn6csVF35d3e3tNatwc2WQuGyiLB8Ton32x0xF4a0cGg63m42ZCXmbqckI+22bSVixBjKquMJteJWMKlLimjEddhow1IkqqMgOpbWi+NRswqcEUq0Xm3nMRdiLUw50RS5WEpo9gmjNb31lJwJKTIrhdHS7CQKS5R4D2s8RslNYcqJIQZaY0Rwaw3XWhmXgDWapVZsLlRbOU0TgzY4ayRuY52WpZqxyq5uLoEn3ratTCpq5tP1KiaD2zvRWSHTIcFiaB6mkXebLQr47fHIMSxsfMs1zFxDpHNyvGJVfHM68sVe1ovjLIyoaY1MuWtbya2sFaU1t13Hz/cHNt6z8Z592wo0M0RqvaCVkmZxFTo/jCPnZeY4TfSHWxSFaxSBvNWaJSVCygJJWquuMTMb52mtXWNphPX1vCJWCJxyDJEpR2ItDDHTWCX0fmNwRuGTZYmZXx9P3LWf0Frz7eWMM/aFN7ZxHq8zvz0dGULg2kTGJOf8U5i4LAutcXwaL4xL5FhnrDa86Vs+XgfiGkV1DgvvNxu8NVzCwvKU6Z3nEgLfjRdCzUwhCBDVN+Q6ohfNfdfxMA/oKgaD74fM0zDi1nPVKMtdv+G356PooZJQ5NMaAyRcOIVSq9ppba6NXlMPcmGpctxu2pZD276sbLVWdM4RXeJpBqcUrdJEVYWNpQ2pVpaS6bXo6FQW8j9K4a2VEOdSSLGw71paaxlT4jLPFMN6TmuMVi/AU+scNWdSqVgU1hqM0jTGYo0gG3jWYWlNzOLydUqhtaEoOAaBtDbG0llP5y1b31CVYgyRnXdMWYT5jbFcYqDVmkPrGZeIrpq3bc+ua4XmrzVvNz37puHLw57NPDPEyJzij6ZLz8T5X9zc8uaPCEgPOfMwjSjUj8LIWytIms/j8OLofa1/+Xp9FV7rT1pyTVQvb/jGGBpj+DgMKATSp5XmV8cnnuaJ6yIAxamJ/M3tW/7i5lbgjdbw8+5Aax3fX058GAaOs2AfYilsG09rHMZoGi1Pg1/utuRVbN1Yh7MaXcU1N8VIqgVnDa0zhCLTJV01tmSuYeYcI85YARsaS1XydN07h5CAVjYPWSCMpXJdAkOIOGWwVnFdFlKdqasFvdaAt/Z3KIWc6ZxHrU3dXBIxRnHSZYGYDrEy5YhWMmkzQGdW5YmC2/Z3cTv/62PiaZmoBbTOpFoppTJrTaiFMS7ElFhKZsqRj8MFVRWXZZFpQBZDQUGyFVMp/D8+fk8shUPreJgGUs5o7VGVNdtN9F0/3+1lygJ4rfg4LExxYedbDm2zrmgVS1oDenNeJ0aFjXeiEzrLxCmvEUt/f3zkOE0Y4BpkSnNoG3ZNS0qJCpyCAFmfre1LltfoTS/urFwlE/DzMHLTtVQqx2mWjMOVATalyMVOVBo67yQKqBZiTYxBgq5jzvzNmze0Vm7Gc0rM6crbfoPR8nM9zgN3MRCyNPqdscwq4rVMAHOVNXXvLVYrUkWmTVqtgn1NSIXjNHGJYQ1+lveNQXHTtlxjIKRIo5sXndRxWmi1AQV739B6R2M01liu87JmhUaGeeEUnony8nXD2tDmWqnqOcdPs/Xt6sgztEoxlYLWinMIbBvP37RvKIhQ/dcZDmEh1kpRch6xnh9TTORaSEgDbkrBGS2RQM+OwFLxjUav08WbppXMvpLFNJIn8vowYJS4L8KKP+mNXiOZZDo2Rpkc987TeQcp83kWQwTKohE0RG8cvWu4hkUewrQCAksSOUPvPTqt/K9nyro2XOfAGAON1Xgnrui3/RZq5d/d3a3IEyXXnZVtd1zNLZW6Tvk7btvfNUg/VbXKGva6LKvcQMKlY8ksOXPT/P7nd85xXOY/OhP0tf756/VVeK0/WS0p8XEYmFJ8kaLW1c0zp/jyFPZ2s2HXeE7zwtM0cJwXCqLnCTlxDhLF88V2y5IS7RpAXAqcFnFP7duWtIqdrylw27SSJeac5P+tOXcb50Rvk25QSBzLvFKstQKnJZxZK8O2cZSqoBR0q1lS4JwTS0g451DIKqO15sVK/rzGUFZxmdNqbRfdSKfNS4xILIWSE1XL+iKkhFEwLsvavAForvOMtbL28V5CnCuam8bjtWVIkc/TyJwzjRGHFQBK7Ov5BYqZuU6TEKWVYecatlb0X9poLJpLlJvvMU4UYGcblIZrWDDKMFDZNp6N8VinOc8LMQVSklDkz9NALJnTPLOkLI1FFTDsru1QCr65XGjsR7SCkAvnMDHFyHFe+PZ8Yt92bBuZFIwxcgkLT9MscNKU+DReGcLCXfd8o5aw549FnISNtXy92/Nms31Zo5yDTJLu+445ZR6mgVoVWsG0ao6c8XwYxPUoDZb8HI/jvAadW2LJfHs5c9N27BqJFBpj5DhPGBTHeeA8Cm4kxowySmj6KXJZFuF37XaEmngaRx7GcY1x0ZxXrtw5TByXmc46NtbhVmZZKJmHeaaUgjeWUjMViTwKObN4mQZrpfhis+Xr/Z6HcebNxuGs4TJPAuONC1OMlCqTqlyEbRZqZa4RbyxeC9NL1UJjHV4ZOmcwKZNzYeMch65FV4Wz0hDn+oi1FrtGFU1Rop6sEaL8EANK6dV5KM1SzJmiNLpWMDCmzFwmGuswa3h4pdIYy2gtddVbaWVQVcwGRgkfq3OeWCSOStaD8n3NS8Rqef06KwyuUgqt0Ry6Rj5eJ6qS5ieURG9F2+SNpnOO6yIB4rlmlpj4NFxpvGXTiA6vM1Z4alqmadYKHLfWwte7PT873DCnSMgS89U59wfZb89Va+VpmnicJ2qV9Woh8d11keQC94eDoN1q6jn88Zfu1/pnrNcm67X+JJVK4eMwMKfE3jcvF5RaK4/TyOM80rsGu4qaWutot4732y1Livz2cqFznp33K/6m8jQthJLp1sT7fdvhteHzNEt4a7Erf8vz5XbH4zRxnISO3lgj0ygk/+2+68i1UMfKUGY2tqWxmtNqX++96EXmFPFaIlNSkifnpWRyLBhj0SXLGqMK2f2Z0XONou2xgFeGpcpNFAVKK0qW9YtHpmEREU0/lzMWrTVOG1Dy5J1XwOFduyFXxcdxJOWIsxaroFQjsSS5knKkKC0RHUXCeZeUaNcmpPUWx+oCjIGrCqtLqaKK4rvLmWEJtF5Wjk/zlc5Zvt7vBci6urBiEmZZZy2fxpGQMqoots5z6No181CTcwFjcEbz69MTIWW+2G+pVdEYD8hxPy0LoSRiKlyjRJZsGvcyxVFKcZpmhvSEVZrGOY7zzKFtuWt7tFLyPSjFu82W87Lw69MRpSqds3y8XnkcR4YYSFmMDkYbvtxvuMbE0zihlOYyLzzOI1vn6b3Q53vXyNoozOxDw2Z1Wz6NcjO02uKc0Py10eSSxKKPYDBiKVwI7LzHG80SNRsv68bzshBS5DhNtM6x9w25Fq5rCPSyrpA3xvHFfsfTODKEIMaMkskr0wwUF7fwMA7kLBiJp3lmTNL82wqN1syIwP3ZmRbXFWopmWw8Xisa58XokaWh80rRepkWf7hcccbwi4Os6/umYVjdguKANS/uwtZKyHRGVtlWCyW9lMqmleByAX9W5pjZrbFCWkscj9YKqzTVgC5K4quoFKXIIOti4uoYlamWNYZUZUK3bxra7ChVHjxqrRx8Qy6VoQackVxAqxRjyuy9TMCMUhyaho1v2DfNmjEo0+27pufL7ZaPo/DKVIK7nRgicilMMbBpPG/6zWrG+MNN0U/VGCOPs8Blf/i5vRUq/zRFbtv+Jxu1UiuvRsN/PfXaZL3Wn6SmKJOIQ9P86EKglOKm7fg8jpyX5cV5A9KASa7dyJIjqWbOIXCaZw5Ny3GeSaVINuBqua5a0xlNrfDb81ns3bVy2yX+w9u3fHu5AJX32x21Vn51OgGyzigIRqE3osdojEBNQ05sneMcAiEmbKPZOs84z8xrE1WropbMUqRpkp9CGo8FXjCbCTBVOD+5FmpexblaFo4Sq6IxpbKQwMh6T2lNylm0HquOq1l5W+cw0WjDeZ4JtaJj4BwkZiiXgkYgiLVKxpxfmUUb70irlqb3DcYoigKdJOevtY5SC3U1KzxMIy5qDk27hj5H3nYbqlIMKaCqsLtvOsdXuz3HOfDloeFxmgilMAQJ5y2l8jmOtEFz2224hIXKhUPf8rbfEFeX5V/f3fP99cq3lzN6bXSMUrTrai5koeqHUtg5L0aAcSR4zxRlwmm15duzNBa/vLmhUnkcJ/ZNw+dh5D99/rCuaBu8ti8wWQkUr3xzPXNaFqYS6bTFKFhSRtkqPPOqeRxnUip8td9LFFAWGOj7zQat4dvTiTkkFJpjmJlj5Lbt+Iv9Df9wfOLzOPJXt3f8bG/45nImpAhK0KxWKd50W6yGp2UmlMQwhzUVIHPbtNw2HU5pfpOOhJQxzgpiwMprhdb83fG4iv4VBkE/DMtC0ZpGISy4KlOd9IMMz1grTYHeOqxWMtVTz062gM+J0zgxpIS3huuy0DlPqw3L6phV2sjqsRRiVYxxeGFQhVxe4KE7K8wpyVaUhk9rzXWRVe5uxWzkXFbnICRV1rgog1eaIcnDQSxVsj2DrNXvuo4xxhWZomiMRRnFdP1d8PaUErtWILUKzcG3+BjYe8+brpc0g3kU2PE00jnDGCKNlRD4WAvWKh6vM63ZsHGemDMP40Sl8h/fvePmv7ES/EN1CQtUfq85U0px23b8w/GJMcbVjfy7KrVSKP8kBMRr/Wnrtcl6rT9JTWnNyPuJRyqjNfum5bLM3HXdi5bmNM98nmQa8m675U23YYqR4YX43uCN5bvTmaoqG2sJOfEhRh7nGWMV3rckKv9wPLGswdH/47sv6JzwpTbOcZoDn4cLj8uMM5ZGzzzNM49pItfKzjfCYEDRtZ433Ua+ftOQkHVfURWnDM5IODAVwsrjMvyOSl35nfvJacEcWAROXXJdj0Unk7isGaIipsycRJsk4dCJJc3Y1QGYV7q2QfQzIQoxfNd4Ot+whICvEiCcUmLbtvS+wRvNnDKUSiqRm3bHNQZ2bYNGbqTPgEm35rVNMbL1nqFt+M3xyP/1+7gGHRe0XvVg/YYhBMY084Xt2Taez8NAzIm5JvbeY42h857Gan59miipitOxFK7LLFqupsUoRc6VbS/rsqdlImXJgcvr67f3HqsVvzoeJWS5bRlC4uE6ctf3hJz5h5MEV/+fv/yKkCJ/P1z5Xz5+4MPlwpvNlvuuY+MbCSQPiZATBtEz3fc9S5YA32sIHMeJxho6v2IFYuJxFMDooW3le1eKIci6TRrMuGrPCjsvDZ01mo3zgmAYBhpnBY6qJPT7bbclpsg1LCitROxvhRW1lIBTes0lrLTO8naz5WQkNzLWhFeGQ9expMyy5t611jLEQiqZpWRqlQlsZzO5aKYaBeGwnqtGabIq6xpTUAjWGuYlSWg4EFah+r3v6Z2nKgG/DinhlCKnyLAs5CrtVF7fD7oi+IW16W+cY2u96AQL5JyJpTCtAe7WWsYo4dO1CqbDaRHAG9RLpp/Vht5ZtNHMi5gYchEkxCUEphBxVuO0RSvJDHy33TKXwvtOmvwpC4rjC98zpsxvr2dqkWtBRRrtagxfH3Z8vb/huiz89nJm51v+L198xabxlCrNUWMM/9O79/zV7d0fxa4qtbKk9AenXxvn6YzjuEhM1nO4eC4y/d04cSm+1r+Oen0lXutPU5X/6sh64z3eGsYUUFU4Nd8NFxSK+03PzQqZ7JzjTb/lN+cTWksGYN94DqXjTb/h28tZFE+qoKulaxp0lBiM4zLLKsPJ+lApxU3T8mkc+Nlhz//t22/45nJmzuLwKyW9NIBjWGiKwWsrmqkYQSvuNzL+D1lI8xvrMUbx+XIVxPp6u/phYIxI4yXv0GsJrH0mj5dSMRo0lmXNFBxWXZVDdEshJ0Ff1Ip1HmsNOWdSLtgV2RBKoXctVsOlyg3uzXZLYwzeOLzVGDSNqTwtE40VfdclLGhliDnx6TqiKIRa2DcSjPy0XshbJRZ/qxT7tsfpgHeGVotgfc6a3jaUqsQNOE+SANC0tGujcJwEjPk0z8Rc+U8fvufQ9YSSeZokJBfKi17FGoFCntKMVZrrsrCjEpVaMxQT7zc95xBotBE92DIzxMC35zPXeea0THxzuXBZFo7r130YR4wy/PJgsRi2jeVpTCwxsW0b5hj5MA4SFWUtVmu+Hwa20TMGaTpR8GG88pvzGaMqt92G8zJTgeM4SdiwtlhtmZPQ4GutXOLCoWnZty2xZt72Hd9erlyXQGs0U048Dhe2znPXdmwaz7tNz8dx4nEaOM/ick2lkkuht6IdGueC9YbzIivWxzCzhPjCCVPIzVuvJ6TVhlQlfH1jRdQdU6JvOlorWrpzDOQCeqmkUji0kruojOZGa9FGGjitJoKtc+QsyJNSJcfQAI3SKKXWKfPq8DPmxaUrzZ00byhFynIBWWJkSVE0biXTWM2+kcxGgxgcWuvQRslEShlOaNqcUKrSGoftLDFnxhi4zgso2Hov+rAiKIjeO+76Dqs0lzXfU2dFtZU3fYvW4twNOfOXt7ccmpZrE7jte5zS/E/v3r/o81ItvN9sebfd/gjd8E8pxRrzWP9xWqOU0ZrbvsMbyxAjP4zJ3vmW+75/abxe61++Xpus1/qTVOssT/P8B/++1MrXux1WC0z08zRiteZdv2Hrmx9dJCQX0fKb40lYSpst52XiPM+c55nWWeYIvZcMsgp8sZH14Kdp5LfnE/d9v9q75YI/x8ic5cZw03U8TSPlAp33bBtHSGvAbmMpqZBUYkkFq4X/9bQslJzWWBEhxfvVFacQosDzT//M07KISNcbgy1CyW6cE/dflHy5tDKc9OqIi3kCwCpZUSgqOa3h0koxxYxThZuuI9fM3nY0ZhERNJrWOCKZqoTOXqusgrRWLCkJDDMs5JxZSiSljDWGyzJzmibGnDlNs9ycrGW77bnvOlTX47QANE/Lsmb3SSbdkjIfrlc64/jFzS1OC7SxUjgtgTkmxphYSuL9svCLmwNv+45fnc58vF5f0BGu8XhjaZ3ooD6NAw/TxG3XCYYjJobVCNFYzSUknLa0xlCp/P35icc1jkYrRa0y7Ztz5nG8YpXiq/2O3racwsSH6cq2azFaM0dxdR2ajtYaMS+UwhADp2laj/ca55ILdRhISvRGSy1cY2BaBraNl5X0YslZhNm+sRwaz4dxxK6gzykGCmLkiCkz6UTvJN1gXBaMglZbPoeRa1C0xgoXymjOQYLId0q/xN+kVTjeGOE8WWPYu4YpC4FeV0EfeO+Fbl4rkw44LdO8OYlZ5Hm911izTitFS9gYTRlk4pJKIZQEpYpTcWVg+QK5ilOvlIK2hlrlY2wuWC9/vvMNn8dJQqNVlfewUlzCglpBoY0xHFrP3npOMRCKrPxyhZgLp2mi8Q2lSBOoVOWaJWmhdw5vjHwPRrN3jUQZKaHaf+l37LuWVArWaHrneNtv2XrPaRYB/30vAeFTDCgtsV/3que0zFzDwrbx3HYdu6Z5Od/+2FJKwrIfpuEnwaIxCwz16/2eWp/NNrJa/G8J6l/rf/96bbJe609SnXV0zsgFyP8YjHcNC50TBpQzRsTMy6q3CoGYCxvvX6CUrbXcth0f7BWlKpewsHGeD5eBKQaGWfhRc87oELntOjonOYJqlBvXaVmoVVxvS078vz5+z8fxyl/d3NE5RyoSZNs5R6M1m0bWi0tMjEmezI1W9MYzxJmaxT2nteaS0kuGmjOanPPKppL4HbP+clqTSmXfem6cY0qZdr0BnFbbtTUatzZr1oguKwGNUoRc5PuvoEoVDIDRskZZNSZLSTRGc54CD6WQagcI+T2kysMyQJXJxGmaCCm/OCK1UmLBT5lQgnCQjKAqUswUI5EurXO86TcCmlTSkG6sp7GWx2UgJFmbjTny90+PskJLGW8kLHrrPR+HgTdtxxIzvzmeObSekCOhZD6PIqpeamZc5Mb+eZp4miecEhYUpTDmQLpmVC08jANOWw7eMa6vWa1yHt72Hcdp4rw6UY0WnU+hctu3aCq/PV1onZEGVCne9hvOYQZVZS2zruLmlHiYJvq24Y1r2TSW4zxTS6XRitMSZJ1cCxHheQmuQ5pHCSXPggIxDms1b/teAq3niU3jaNdIl2+GEz8zB4YYuSwBYzX3XY9fm5inZWYKCyhNY7Ss52olp4RCrUR1TW8Nc05srcMUST24hsBSChtjxAlHRaMEHhwCTiuWXFYAqNzIY8rShFgJnf40jlxDpLeWOchDSWstJBG5LzXJxG0lkiut12DmSqiZZTjTW0doPLFWtBL6fOs9OSecFs7ZlCSe6a7p2DQNKmhCiGhtQa1g4OfGwhookFImkNi4Zo2ecvTO8vX+QC6VD5crP9vvKbVirZYmrmkYk2EMiTkG/o9ffME1LOQi+aa/PZ34OA28ZUtjLUpLNqPREpp+/0cwr/5QyapzkUDzFQYLEll0jYH7vn9pwH4I732tf3312mS91p+knDG86bd8Hq88zZOQkxGxaLv+nTOG8zLzcRgYQhD0MwhKIAbuu/6FXKy14uv9nruu52GcmLuOznm+G05c08Kd7ei04a7bcGgcn2d5Mq5UrmHh43Vg30ojkKtoM5rV7i36G8tXmx1dIzTuKSRqFZec0ZrzsmCVQWnBPsRaeNvt8UZ0IqdFsUShq3dWYnJTSsLkAUChtObGe/7i5paYE4Sw0qIXccQBOckaEiUIjGeNV6iVucha82AcygqLZw6BqiScN1XJHlRVUxD+0eM4AIrOirg3lkoumTmIfumm6TguI0XBEAohRaoSwbO2hk4Ln0kbWQ+11nDTdtx0DX//NHGOgVogjhe66DjNC6Vk0ajlzPfnC85ZOm1wvbyeS0qgJKD5Gmf+9njBVM2ulUmEMZqDd2x8y/93/Mh355NQ+I00vsdlZmM8TmumGPl0HQhVxOwVcXnGlGmNRRnNGBKXZaGzjmsMmCqhwSFmvjmeccYQSuK930g24DiuUxRxrv3mcuFgG8IajtxbR28cd23LJQk/69B4hpi4hFmmV2g0MIYoQNQsq+G7TY/WgrJIpXCzoi0+Xq+cY+BN1+GdJZXMFAO/OZ7ovOVN37NrPUMMDIs0o7lWPi0zN9bxpj8QsjClQi40xrJtW3nttEHHyDEs1FqxSq3Zn4JEKLWuWifDUstq0hCNT+8aQs2klCUrsBRUjSJUX1d6tQqaIAN1BbnaFWqas2iyOmtx1jBHyUvorCQraK2oSlNzJNVKu1LfjyXjlGi4Do1jyIGKaODu+44PlysVRWs1dW0yxxg5TjOBzNM8ceg6Dk1D6xzb9aFpzombtuMv3C03rcT29NaxbzuoMKTI/WYj6RRZpsrHMDLGyPfXM0YLQ8zpdWWdxKl8XuaXPMx/jmqs5d1my8M4cA6L/GGV6+B913P3g8zO1/rXXa9N1mv9yap3ji+3e8YYGden2XsnEypvDEtKfB5HnNa83WzJtVKqpNUvKYmF2dp19K7YNS37puG27Vhy4qvdnmuc8Z+MCD2Vxlsl2o4Kn8YrKBhCoDH6xXGTSsEqLU+LKWCVRimNNqLX+TwOLDm9gBhtLSJ+L3l9qhbBd0Ucip1vyGszNefExnm0sZTVLj7lRKMNh67l3WbL277jcZrojGXKidMyA5W+8dQiouJaZfUUUn7JYpOVo6ZpHTEkWS8CtSauQfhaThve9D2tMYSSuYaMUfCr85l9IwiCWCrGajpnqUZy45w22Brk69dMY6xwmowhJGkehxjxRvRbH64DS854o5hKIuTKtH6vZW0IW2PYtS2HRkKV915CqLWGL7c7Ns7yq/ORh3HGGYXWYve/xMjjOArgM0SBzFq14grkRuONxibFXDLTnPDaUGrgPAsJu3OOxgiw9JIzWmnebbeMT0emlLlpLUpJc/XdcKU1BmctS0xMKTOmQEyFh2Xiu9OJse0wRsKvrdKcl5lfnY8oJJZo6zrO4YRThkzFaYlxCaXi1mimeBWOl7fSEPzmdJKPQ8uDiJF/NxVp1B0K7yytcVzCRKHSWMtNa/g8jWyNo3ppFM7LIuT8lFZHoObG/yAeyTtylAxEoxX7rmNeoqzcEPq91wZTChtrOYdFApoVTJO8d+tzvmGOsobz69q5ZDmXimR8GipRa3IsKKVplWLnPHPKGC3vVUWlsZ2sA0tlyYmqYKsbWutwSQKiJWje0GBkYmsNVhkKhdu2l99ri9ciTr/pO6YgiRD/p3dfkiikXLlrelBVrjG5YNc16sY3dNZw17WybnOGJWaUgl8dj7TO8GEY+c3pCassX+xaGudW5WXm0Mja+LIsLDn/szVZz9fPZifXz1zLCnU24pR8XQn+2dRrk/Vaf9JyxnAwhsNPWJnHKBfDzfp3N23L53FkWAKNFbv0wyhhse/6DakWriFwaNo1QiLx890Nx2Hi709HbppWgompzFH0Uwr1ovE6L/JEGEpm2zQ8jhNDWiTiZQ2dfpwnrstCRRg5mYothkMnLqO/fXgg5YJz0sSUVZezbzoMimEUF9e7tkFpJ2Jq3/Bmt6EWOLStcHWUwmlFKEqghrViEP1JiREHaGswSnITodJogzKaaZpZcnphG1mtKbUSAUrmuiz4NSuyt1bs5iGwaENOlSHO9M7zoGbuNyKSfQarCg+svDQyqRRQCoMIy1GKz9NMLZmbpkEpw1ii5CnWitNWMBDUlT20OsCUodGWOS4CYi2V7+aJ4zCRcsIY0QVpragF/j+Pn/kvT48yLUmJOytmCK1gDIFP4ygNubFkXVcGWmXOcpPXjVoF+aLZ6tZmfesdY4IhRpYyc02CxTi0e47jyOdh4DxNfBivEveSZRoDlUuYuYZAYx1fbDeMceHzNHLbdGAEHtkYh1ZwCiJAF0NFJaTM53HgOE3cdxK9knLmNM6oNfpn23h64/kwX7gugfebnrd9y6dh4PN1Ytdm9r4hpMyvzyeqqvRWzp0hBTQKVSuhVkrO+K4hBtFMpSwgzarqyrISAv+UIt46PIbeOWoM5FzptGHXdKsmSUTrKQthX6Ooa8NiteRTAuyaHm8MQ1yYwiJxTUoib3KtZCVB1NRKqhVVMynIeVxroeTCeZmZizTrgkTRDDHwtunYtg2/3N2Qa2ZYZjrvOC+BUqUR37eemApzjLzfbTn0HSElcgHnNK2R8/G4zAyzsMx2tgEU1xDxptBZx8fxSqPlffNFu6XUyj88PRDyzCVYNrPHrqvRu65jzr+TFPxzl6wiX3MI/5zrtcl6rX+xCrm84BtAJlgSSByYYiKtU5Evtlt2jQAKYxYnWq6VD9cLp2Wmc55GG1LJfLxeMVrjjWW/xl286TfcdBLECnCcNaU8YYximCIhJexmbSiKNIZ3jWPf99Q1gDWVgtOG42bGKXH3jCnTaEXrZOIzeNGWhJSJwM443m92a5MnT7uHRoJza1UscSEkERZ31lKrYixJNEdVhOmy5JNmCi0rmOuqAXupNRalVQqlNFOWXMXee5xSDEugrLRrrUSYPKbEOZ05TSNFK5rVBu/WKJ1SZTKVU0ZpEVqD4jxPXOeZJRdOjRfUhDK83W5kXVQlD1ChqBqUBiqcw4xSlVoh5copzDxNI6lUErCpssJaUmLOUVhdcWbnZd2jkdVgotIoTUyyVrzrNzRWNF8LoqmbkzCq/BqiPMeA2+4kukVrmraTKSUS+zKGQEhJSPU5M4ZFHHKlUlatmq5wnKeXKKTRt3SuUgpQK58vA1NMLCRKzTxME0/jzLxONxot+Xc5Zz6NA0sSuOiUEp1SNMbweRyYGxGKP04Tvz4dCTkz5iwQWxRjEuBnroUYC9QAtdIWQ9VgrCGnQtt45hAZYsAr0SsO63HVStytqq4Q0pT5HANNtCs2RNNZz5Tla/k1VJsqcUlVC7IEBd45OkSL2Dkn0M5FVsFb67nMs0wvvUyiDBJ0nkohLiLY1lriroo2xJxJWVhPx3VtHatQ1f+yv+d+0/M4Tfwf3r+HUvn1+cQUAwaNVsKH21qPsZrTNK8w3sKnIYpO1Fo+TgN/uT/glSaR2TYbeu84TTOXXNgYoceDxNrEVLhpN/TOrjFAkrPaWoPWGpUleueH17LXeq3nem2yXutfrLRWK0vnd9U7L5l5beG8LLxZk+pBqPDvN1v+7vjEh+uFJcmF7eeHPdumYUwRpSpOOw5Ool/e91umnKkFdl3DnCLnNYD4rumYokAW//bx4SWUuPcNv7i5ZamF8zLRIuHNS5E12rZp6JyjICN9VSvXRZxQB9/SbAypVJaS2HovDZ7WfL3fAZrvzuJsK9ZhcmG8jli9ZrLljNaGbdNwnmcucUEZQ4OIbJ+nI50Vd1lcnUVKiU5k5xtiqexaTypyk7DOEJPcLGMRvVJjLTllpprwyqJqIaTMeZnF2VdFBK3W4y74BnGyUeWmGrOsf+ac+eZ8pnMOpw3nMLP3LY0zhJyomBd21cZ59o2n1XptYgpOKWEVBYmI8cag1oar956dFTG405qPw5VTTFxSRCfYtg03a6xRCBmNpjMWpTSbpmVKV1KthCTThjEm7ruW7RrDErMAYZ/mmeM8s7WO3Tr5tNpymaWhX0rBKNi3/XqeyKTubddjjebb64WUE0/zxHGRpm0qgumIJTOv2ITeOVKpfJwGphCw1pBYkwGM5WEcKTlT1gneNQRa4/DW4rSEnFPKi7A+BWmC81wFQpsSuWR2XYdfY2wSEFMkJdEe5pK5LOJ9XVLkjOj+sitsnGfjLI3RnKaRa07SqGSZmGqgKDn/eufY+IZf7vdcc0IXRe+FY/Zmu2VcFr41Bp/CatwQ3WDK0sSnXPDevmjkGhDdV62izywVYyTc+bgsK6RW8Xa7Zbvq6xpjV6acorGeu27D53mEWllS5PEqcUYlF950PdEkapYHp4Ki5MwUxV3rjKQrtKbDGnkvd97hlRJYbAWrlRgN1gYLRI5w13U/Aiu/1ms91+tZ8Vr/YtVbxxOSqfZDy7NwcOSJevOPyMW5VpzR/NXdPblkPo0jp2WmcX51VEXe9FuMBqribtPzzfnEnJPkgc3Czvpyv2cIic/zhFljOz7PI7frhVVrRVs1Q9V8nq5opXDW8NVux4frlSnGNS7lGboqAvapJFoMWiuaakTQPM9svONv3rzj43DlYR4pJXOKgcsacF2qRiHBr6w2+VwyrbY4J5o0rZDmIDlZG4YARtAEeg3bzQhZPlcIMXKOgdZYUilkI2Rvv0IctRKMRO8l0/FhHAk5s3USg4KRwOFm1SHNObJ1kuvWWVnVaCWTu3NchKDtHBkYUsAnmd68228ZY6BcZRozpUyt65qzCFVsyeJwO/hujT4SrlVnHbP3pLiQcmXKmSUF0hoRtNFW8vcqHLwngTRUUUJ877uOohROaTKV27ajs5bvr6LX67xfMxZhTglnNCXDnDK9lxDhXItAWRvPbdeiKoIAiYmtE2foaV4IKXEMCxqZTBmlxJkXI0su4CSvr3OOkmSKq0tlqpGy5mteQ0Ah01Fr3QpJLaDXhssahhQ5zjPUKkgQ5damS76vTMUsC4uSCazSiqWUdWqV0NYQYnyB5Kbn91bOBJ2YkgUil5TWjM0qeArArAHlaj3XGqt5s9mg1lSGWhVKVR7GK59T5i9vbyip8N14RafIGCFTyLmQKVAqWUkY+m3TEhHhvVWG+01HKnBZZozSPM0zd5sOjeLTNJJz4cY33LWtHPei8NawtY7vrgNGQbeuKjdNQ+OEI7ZxDalCbzW9b5iiTNpuvecSYIgLf7W9577vsVqz9bIKn2PgGiKJxJIbTJGMQDHlHP43YRte699uvTZZr/UvVp2TqcFlWdh4h10diKlkhhWk+I/tyc8uRHlqtKAUU4p8nAZuupaShFzeO89d17L3DafVAn2cJ8YQ6axlWTJeK951GxHHtom2segKU8r89iRsrZ8d9vznhwcu88K2aV6I4B+HgcdJAn5zzVhkKnfX9DQrVwkr8NRrSjwusjbZ+HUqlgslFbySnLVn1k0uVVYfWstEB7kRhpzXYN/Krm0YUqQgDjBrREwsYdqLxN3MK9AQcSkWKmOKNMaKczELBdwksEamCXkVp3+52TCXKjf9mBhTojUiUN73nrf9htM8cV5mlpKISZrDaw4c9USzgipzyvRNw03X87bfYLVhiZEpZ0KNEqydFVrJ917XScEYAnOR+JTjNEpUkFFQFc5I3qJSohkbU+QYgtw8vePgha31putxzuCUMLq2jUQnDTHwME18GK5svOO27aTRKAWDBCNfwsScMoqV/l8UNUVqKUwpolFr8LHmFAPfX0RDpbWW44ggMva+4WmWlaFSsh5PKxrDKk1VItxvtIQofzeNJKC3BqMNXoHGCJ4kJuYQ8da8vO6tNrJMroVYNTUJP2lZ1+pJFcEypEJYRelYIwYNWFMD1jgdQJeCKYXzNHHW0owrJd9PylCUNMMNmgTonNHKkiq8XRsSby2UypQib/vCXdtxDZGyatzmkkg5Y42i1ZJbOKSMrs+sLShaEbXgSrZNA7Xhfttjq+I6R35jzvTr1Mgbg7dW4n7ixGVceNv1KBSfl5EGmRA/r+1/q07sm4ZfHG7RCg6N8LGe5olP04Azmvt1ev68/vPacmhacql0TsT/VFYJgebr3Z677tXt91o/Xa9N1mv9i5VWirebDVrBJYiA9fnPb9qWu77/vafD5R9pHzbO84v9QSIlQhBwojG8327prGUIgbcbAZx+GgauUbAJIYvT6sv9ls41XOOMPomOQ1lN13VrU9WysZ4nNbOUzFISt604kZoVQfEwCTC0s5a+saQiK1ClNGOcmLNclD/WK2aWlZG3mr1pxVmVImOSJm1TJSh65zw3bUOplTFEUprh+edexd9hRTw8H6NaoRZhDeVa0aViq/CJdsYy5cwlL1ilMUpTkFVTqkW4UgXRP1nHQRucgtMSuetbFIrvrhe8sWg0H4aBKSdKKswrYyxWcf8FJOD2bCzbFGWqt67KOmNoc5YpT9VMSULE44qneBgmhjBLw8IaMVILOitCSjhtuO1a4atpUavpKoG4MWXONXJoNbu2pfeW+3bDkiMWRWc9/3A8cpknYkqcasVez4RS+DRcmGplmp7xBOCLlVw9DXZ1uQ2LcKlu245LCHx3vXKaZ5mkNZ5OG6Z1bRiKNBNa65dmuZQqkyYtk8kpRKKKlNqgtaFbo5JKySht2LmGUiHpwnUJVKWwCrzSFCSlIFaFLhI1Y5QYHrSS6ZVV0pyWtYlPKZG0/rGmb62MTN0qElB+23QQFkKpEitkPWNKLKsxo7GO3tqXNd6hbXm/3XFoO6a1sUy58jQPOKVQ1lNQVGNZUiYhK2FTlazPc6H+4MFCI1mOey/TQzFoKBqt+NnhhiVGjvPERjm+2u75ervjuCxcFpmqoWCIAQrEUumd56vtjvMSeBoHlFJ01nHXdRzalsdppLeO99sdYQV+yvtYrkcV+HCN3HcdO99gjWRF3nbdK2H9tf5gvTZZr/UvWlZr3m933KT0I3Jx8wf0Dc6sDdIPauMb/vruno/DwOdhZLNGmJzCQmsMbzfblfosEMZaKrN3/Pp4orEOozU3bSdP2jnx3rX87OaG769XzmFh3zb8jb9Do3DWsvPNKgY3DKnnpp0li7CKaBddQWnGsAqftQGtqLkwpIWYJb6ns443mx5VO1LJXJaFqzUv0EerxfFYkBVL+7zmSQIsjYpVpF4IWRhkmkrXeHLOKC3rLqM0fesp84JOFbsCRrVyL2utmDOpVgoOg8AQW2vBLKvGueKNYQoRlKKsxO3r6pQ0tRKQC0plXevWSi2V87zwcRj4xc2BxjpuOskXnF3EB7MiPpLcaIvQvnOSpktbA7VK9p/XsOriFqX5YtPT+4bjNHOOC43VHFqZTIxJBOFP4yNDTNw0ns/TQCmSOVlUYl4kMUArianxKHIpZKUwVEIWjEjf+DVnMDKlyG3XknNm0DJ5a4xjKpElJPre0VmJbTkvMxpNYx0ga7fGaC4xcC1ZKPQorikSixyrfSNNlVo1a1ON1CoYBqUqh9VpdqkzsVZMkdd9KYWaC613Iu53HlcLS4jkmlGsPxNyzrC+Vl6p9XUHh8IYI5wzJfFIaXUq5izTylrlfFxywqVAorBbheJDDFyWhTEGhmVhzoVaCs5acQeXlRBfM4/zTIiJ1hlplNF0VhrUWAo75/hit+OyRJYSqBgmZNrprSavK/XTsnDfbzh0LRvn6JeZv3sULEqoiZ/vDzTa0jjLkiPXENFK8TBOxFI4L4H7Tc+X/VaE/dbybrvh0zBwXmYaI9mAqcjD3V/d3XNoJW/VrVDY13qt/1q9niGv9a+iGmv/uy5YW99wXkS4/sOnx9YKhdxpzW3T4q35EZPrucIaFfJ2s2WKiad55vvrQGNnrFb8fHfDrvGiMwojW9dy6DvGeeESA611tM4QsmW/6ejXIN6cEmOunOaRlDPGaoZ5DbbuG7QC5RxpmtBKxLw1By7GcNt1aO1oK/SuoSjRAFUNB9/x5WbHUhLfnc98X654Y3jvdowuMOS4RqBkGmtofQNaU42htx5vNY1xXMOMVlpEzICt0HjPznkKlY/DgFKyPkrrBOS2bbhpGj6OI0/zRK5ijx+zWOyXLGHT7epI1Cm9rJ8qMnnwzuKV4RwWHseJr/Y7Yk401nDXiVPMG0MuGaPEQQj1peloUCQlWiFtRHx/DTM71/CLww23Xcc35zNDXFZxuMWoQkyJoVZCTMRc+O3lwsMwrAT/RCyJVCspiRPTrhM9rRWNAqNkBbuUzGkYebPZMFUwVVhkQ4qMg0BQUyl01nPJgTxKWoHSCiW9No2Ga6qATOSMkqllRdEbg6ZIk1sK56holMKssM6KwhvDHAR6uqxaqlAqNWcSokcrRQj2sciKcGcMl5AkWsc6Giuvay35RYNV4EUPaavCO0NetVspRbI2qFKICpascKXQWUtrxYAxx8TjMNDsLAfvcY3DaLgugeM8Y43FKihIg7hpPcwwx0xnDZ1xUAunFGnJXFMmpoTRdk1hqJzCRIwF13dyHHLiGAL/6eP3wtDDMC6RWgfO69/Hmmm8QSXFOSzcd5bWOpYkLs1nh3JdrwffXc980/b89d0dX+/3NMbyxXbHeSWuxxRxRsj8+x+sEV/rtf576rXJeq0/q+qdY9+0nJZFuFHrNCeuE5WfH25+Mt6irk+9vffoJDT3Lzbb1bKueBhnbtuOrWvItfBxEKL0rpGcs2ud0RViSjxEiRAZloXOWd5vdvzD4wOXZ2HyqlOa1sBpqyXyxKHxxqFY1zhKHJZDCMzreiKXzMdxwioJn84lc84SjmuMlvicWmi94X2zZUmZU1jExm6M6HQ0eOt40/ac4sKbtqUxmloGQtUSp6NgWw2lVDDC6mrWVdVz06aUwRgRcW+cY6Mtv40nzuNEKUlWaFaz5LTqvniBpoIIqqcQUI1inBN77/H6llgyB9fykGehjxdpdHIq4hQzBoUilghrU9JYi6WCqiwpo1TgcZ7x1tBax75tyKUSciDXyjUu3DQdl2XBKcXHYeC8TMSUX/APjdKgCrEWHA5d88oHs6BFt9Z5hzWGNxvR4YnIvjClzLxOVEsuLAj5PFBQIWC0pvWO3jqJBgqD5EeqglGau6ZlWidEzkqTOeVMDpHoHA5JCHBrosAUoVEWtKJRmkJlTpm8nkONsbIqVkpWgat773kKafWKYUAu+s+NlgKZ7K0i9CULfmSj5VzLWlNTxCpFypls5YHFaC3MtHkiVQi7LU0MvNts19e+MIaJVlsaLRFL1ykwlSRYFCur41MI6FjRaxC3M+aFvF6nkZAKsWb8M2LEaBqtuYTIOQR+vjvQe0Ouin84PrJxLfumJcaMsYVC5rhMYjjwjiEsPIwTX2333G82OP27yd3DNHINC0ZrjNa8XeO8Sq0YpV5Xgq/1R9Vrk/Vaf1b1nCsXkmADritJ3hvD237zB23Uc0pMMfK22zDlxHmZmRDtUkqFt5uOQ9MypsDTNFOpfNHveL/ZUIApiqjca0tnDE4rjnOic4773nFdZhrnuISFD+MVqw03vl1dSZlD1wp2oRY654hZsupE8KO47zrRcilDrVdilubx0HUsKXFZhKm0b1oRQCsjsSlBwK3X6ORmUjIxV6wy9N5SVaU1jjOBxnlqXHBrSLZRmmuOq/hdsWk7Dr6hsZata/j+eqH3jrebDb843PJ5vPB5mbAq8zSLg0+p3+UrClnod2LqOQa8bsVOHxNjCpyXift+S9dbTlFWPX3j+XAdOKcJozVxjSdS8MJjokq0kFGwcZYpRr45HbksojFTFT5dR3onwvDWiJj+EhZiipymmZijgDpVJaaIWoXaMUbOy4Q1hp3ReCNrQ+MMX233VCrnOTDHzNZ7Dk1HzCO1FlLlJd4HreidYc6RkoBSmK2lsUZ0SiVBtWjElNAZQ1HSzDTWcpxmPuYs6zmtcNpJ05MkRHnjPaWIc3SrFNWBR4C4KSdQYpiopXIOgZRFc1eB1oom7jiNLGWFpK6HN9Usk56cCECDuPusUtQ1FketxPGUElFpqJWN99QqocmnacYb4Vo11tIai11XoXvXoBPiHFSyilZA5zzaaAyK3gme5RIWeuuYa+ZpHEk1o5Vw1qYs77fGGrbO8+3lxGfr2LctnbP0thEWW6l4o5mjmGemnPjmfGLrPd+er+LatU70fjkBlZgSG+85zWJMqFWcuHZtYF8J66/1x9Zrk/Vaf3a15Eyqhfu+573eiogYRSiZj8OVL9Tu91yJsp6p641UgoBDl3nbbzlOA2NKPE4zSwmEIn+eSiGVirOGr/e7l8iWXdsyhbiiDzwfhxHnDF+3O4bQ8XG4cllkXVJKRekqwl+N/Lu10trCNQWueeGrVvhZMS9orXHGghFH4XmZXxyUpRYOvqP3jl/uDvy7uzf83fGR//zwWezwVeJRYkpclom/P1be9BtiLatmTICqd12PXu8Z3vhVoFzYOuFRjSnRWVmtbKynt6JnOoeAUorbrqfWwmmeqVpTSsEjjrVn6plCbuIhJ2LUaCURQd+cTiwlc+M7Po8DjTYY3fCbfCIU0Q5ZY8hZJmMyYVFcYqDRhr3zaCWTwbjqZJacuM4z17gwBVhKEU2Zs8SUuYQFoxVGe2FMlcxcqmAYamBBJnBtzgxK+GB944V55hx1NR9orbDaUIqsAWuR7L5oNDlXNJqSJPx5iYnWWBpjuW17Wf1NExWh2pdcqFXW5KFkbCmklfofKUwhUdy6UmwaeucxRvFwmUkl0TWN/DtFi+ZKC27DaWmg0zpZ7IzBa4M3ls46vLbSsMSwsr/Ui+6oRImG2jYNW+tYciGYiimilSwIqT2mjLOasDprSykilG89H8crzkok07bx9L5BV2is4Tgv5JKYY6Vzmqrgy80e6glnHZvWi2vUam50K6veUtg1no1rJFezygSvNYKAkYefmSU5/oe3b5hTolSJL0IplFLsrWNK0hzfdjNTSFzTTNfI9GyJhTlnbpXl03jhbx8+0zr3khW4cZ67rnvVX73WH1WvZ81r/VlVrZXjNFFr/b2oHo/lvCyclpnW/vjp0yglN/5Vg2K0Rq+J9k/jzDFIVM2hbfh6d1i5UIkhBLoqWpcvtwf02p18e7nQWcfTPDHnyH3Xi9amVP765o7vhytDTLS6kipEKj2Wfec4TQuqKu7bhlLgEiM5FfaNpXMNcxu5LAvDMr+gLEBWNIWCrnCOC99dTlymSYT0aJwSDVTjHHNYeBom5hD4cndg7724wrwXlACVp3GmdYFWaeZauS6BWERkfVErhiEn/svDJz6Oo0SkoLjGyLzmKcYQSD8RJ6KRqaNC8hydteJ4NIZaK4/TyDAHLhSG1bHWaEPWKxW+ZIkpkRwXYspoh+AkVOXQtHjjSCUTYmZMEacVQ0xQi8Tm5CSvtTHEKEHgaV39PGcOPrvYDOJKraUSdZW8Swyf1AUKDCVJ4HNcaLRmColzDJQK5EwthV5bQknMMa9uSUXvLIeufcFwpFWknslC9NeGRhs+TxNDDFSt8ShKhZgLvXVY1iDkKvmOVGkMShHWllIVZx21FMz6ADHnxBQCu7ZhCuJKNMbQG4OyCjMpDgq0lcxBpTSlFmwuvxPOm8yyZMp6jNyKFWmUonVC+5+SBDlXCmNKpFSwKWJbxVwSd41oqd71O7ZNw6fLlVLDmuBQyKXwfrMn5sIYIr0Xd6483FjudMebzZbLLBy2jdM4ZWi8w1snYFnvOQU5d3vrCCUxhsSh7XjTd4RcoApINZZCvyYqhJRxXsCid/0NlMKH68i/v6/sfSPNailc40Iqhffb7Y/0na/1Wv899dpkvdafVYUsN9TOup/8+94JtiG0+UdPno21a95hZOM9Uwz87cMjD/NEZ4yIxrXhukQ6m/hi069OxswlzvTWc9t1FIo8bWuNMzLV8uuTe6qw7ySW56ubA8dx5HGeWFJi13bUWriGSGstb7cbtk6mERX4fB3WyJRM7z3fXK5QC52VAGatwGH4PI7oWrksC4/DzMfrhaUI3BMFNSiskYDgpCpPy0LnJ0Iu3LQth27D4zTxMAxQE5clgW9o16DgMUTe9D1GKz5cz/yXeSGmwrZ1bLynd54xJ3IWDMGsBP4JCktdp0/yq1VrpmLOeGMlMicltDIMJcj3TcUUmTCmtC6w1A8s/FackDklqJqq5UaZK3grzrRzXLjGhKnQas2u28iNlUpJhcYbPsVIzQJtXYpkKypkguWQhjDmgjYGjzjulhJpskwjtZJVIAjb6hoWcoWapdk0qpKVYkwJtzK9KpWneSHWI/e9REN9GC5MMTLMy3qcqkQs1UyvLUnVFfVQGGMiI4yw768juYi7T1RWGac1beMYF3BKUdZEgKQS28avMFRBSFAq3oqwXSdAK0kusJ5LDMwxYNeJl9F6BdwqOm2I+jm3UtNaTyl5ZXEVQozoH0yNl5JRyqK04vMwAor/cHfPzjfkKvqzrRLdlNUaaw0axbAsMgEOM51taJ3Bas1pHKmlYqyRbNAUcdpio+bNpudv7t+Sa+H4+MBvT0febbYcmpZQFnnosJZSAt5oPk8jIRe2nRgTYk7UKrq5g2/4bjjjjWSdPj+gWa3ZuYbzsjCEBd/9vt7ztV7rv1avTdZr/VlVqTLpMH9AI6GV5vfnKnITve06PlwvDCHw/XDhYZ6461piyfTGs3Geh3HksszsvAjatdZcg6WUIsHPmw1v2o5SZF1Vq+Ihj1xj5NA23LYHPg0XhhC57ft1JaPxStM2Hr0KjP7dzR1WG4YQ8E5uNN9dzhznmWGZCVkiZp4bllhXOvZ6k51zIdcZkfbWl1iQVDJ5vbE6pSmqcFoWppAxasO7veGmNnweL7zZ7sk5461Q07USe7yzGtASc1PyiudSq6NswSrF1jmU8dRxQlVFVhWXK5WyIgIUSks+IOtrpVFYrUlVcABOKxFN10pe8xL1ihRQ2mCpKBSqZIwzHPoN3QqsrbUQcyHFmRBlleoxKCN6rVTk2C0hoKJ874GKWteQ87pOM4iTUK8CMF2lyXNKkys0ztIYgzeOmBOhZCoKow1WJ9AGp5SAOxHECEqmZKVUzjEwF3H4yVGQdIC4/gzHQQCk3lqq1i8RQFWvyIUiLj6qcMh0hd4Z0vqvCTld4nS2jScXcX3mJbDzThrUUlniwsfrhZgLMSe2bcvXuwNGwyZ4qPAwXVmymEhY4bSdlXP/vBRKTuQYiEiGoTMrx0tL07+shgm0IsRIby2usiIfItcYebfZrkkJmbu+Ixf47nphYz1/ff+GKUa+2O74PI2MS6Bzls55rJWm6MY1TDFRQ+Hf399z2wsEdEqR4zRzaD3/4f6e768DH8eB4zjzOA3UCl/tD8wxM8Qgx00JPuTQthQKlyXw8/3+96ZVAr41XEPgpu1e9Vmv9U+q1ybrtf6sSpw/knX3U6P7uIIufyriYus9arvj++uV35xOL1Z6ydOTJ+spRpYU+dXxRKqFznh2vhEd2LLQO09VcL/peRonnJEn7mtc2DjhKdlJcw4zrXV8ud3RewlX1mhyFb1QY4XdM8YkkSwxY7WhVlmJNSsnKeVMXJ2IQ4w4pdj2G3qtmUrGGMOtdcyqEGok5CK8I7U2OVmAjiEHzkGCh3NOtM7jjeGSE0OMqCrxOs0al1NXoGprHHaNHQLFmOQY+FXv1BhNdoat8QQydZ1caa0pOROUwpYqUTJacZzlOKUsBPLTNBJLxWtDVBL1QwzMuWCtIeZEKZWt8/RrXp5WElQ9p8iYItdlwVvHVDNNlcigJRdCSswpktamIVaBsxae2WPrqtBqWhTF6BfIZ0qZceWe3bYirv48jFzniVwKXiuWdT3sjeAIsipclkVE01UcfXOMxFj5hyyICq81rbE4pUhohip5mTKlks9bimRtNlrQDUMIss60FpQh5EpjpSET+K7o3ZZ5JilF5xpyycw5s3MtTmWGNXmgVQJwLaWIkcMYtKrsm5aiZLV2DcIDW9aYIVD01hKpRKVIJZNCeHk90AprnvEbUGLmrCM3bUuqckyuYWEIka63suZXkc7KtO20zGy858vdjqdpJlN5GkcKlTebHRvfcJpGQMvxduI+9StDLeTCxjq6reW+Ew1iaw3eKJy2oHpu2paN92ys45vzmQ/XC0YLQPhpmhi04abt+Gq3/0kXoV6vFc9Ow9d6rf/eem2yXuvPqrwRZ9FxmXC6/dFTZa2VOUduu16s4D9Rzhg6a2iN5X7Ts3H+Rx97aAUP8d3liXfbDfvGCM4A+Hq/BwofrhNTCgwxcB0kG9AozRAC53nhaZmptdI7y65pXjRVU0x8uA54LXqcLklY8uM0SH5dLRzngeM8kZJM7KqWyY6uCkphWR1frvHc+J7LLOuea54Ed6Dry+TIaYNrLa1WLNoQS+Lj9YpBNDUhC90750hrPLlUnsaJIUVumw6vLZe4sBRwWtAHjfvdJeO4zHhj2PmGg29ZSmZOUeJbCoSVZbZp/Itr8JoT32mYQ+SSREeTc6K3XhpZZDrID+5jiorSimmd1hikUWmN5TjPL5qhJWayKbTO0WgJHY4psQB+FehDoSpNry1TCsjMDdAyjdKsjbpRErCsRRs1xUhajROxFpzRKy9Jmil0pWSZrpVcsEb0PChBMcwpEdbYm1EFVC2/0wkCc85oxKCgkAtzKYXwg3NXCP8JHRf2rgGrufEeZ1qe6iRkct+ws56Py8iSEkseCCExpURVkK0RrVqAMQaOY+bQd9xqzdvtniEGDk1mXAIPQc5jimAtnNX0znMOs4jYK8wls7FunaIWvLEyJSwJVQvaOs7zTFWVMSSGENl6y9t+R2sdjbV8tRGQ6RAW7vuO7y8XhhiZ13zKvrG8377hw/X6krnZWsG3nJaZVOoa3dTzy5sbSq301r8YAS6LZ9uIqP7QtYScuO07YaOtPLav9jsuIXKzgkb/caUiYvrXfMLX+qfWa5P1Wn92dWhblpxXgbt7uVguKdE5L5Ea/6ie88kuy8JpHhnighoVdIp9s+pWWLPQtGbfdrLCWVcmW9/Qr4iG79a1S2sdTluxfFPxxnLbdVQFX213fLHdglKEnLkuM7XCxlvmHNn5hlILpzCz844dnu/SBaritu3lBlsKuWRCkfWa0nJzqUpWOeLEcpRFQqYpGasdqgrvaOM8t23LuCwoXbHWYpRiTolP00BMGZAVXc6VsjoQY8r0xjKXtAqwk6yA1vVlKhWnpUFojGHvPdeYGVKg1kKrLUUVvGnxVoPWhJQwWtZcp3Ggak2jDN4ZipF1aWctFZiLODe9kZvanBO7puXGt+hSOccZg2bMkZiFSZatxRlFyIVCwGq9Cs0rVslkz3qh2edSWYK0LxmYYiRrzV5LJt8cJaT50HVQC8dlYSmZ267HIrqj3jgOTSeE8iSxQrUi7sVasKbBaSXrbdbg5vX1tNayWWODNMKsSoCjop61/lozrFyrZ9zC83ozI8YHnzTXWuldpV1dhRV4mkdCyihVX0jteZ2SpZjEgYqI++eQsFoRNxt8lUgm5ywKTQCucaH3Msm56zZYIzqnlAvtmpeZSqVFc99tUapSSmHOZY31kRW+Norb1pHIaDTT+hr31hFiwDnDu34rU8vG8Rc3Nwwxs+RIzpX3NxuM0nx3ObGkLFR9BN77btPTGMtN13FoZX1428Guafjt+cS0wkT1eoy8teyN464XneQQkxDjfYPRv99E5VJItfCmaV5Xha/1T67XJuu1/uyqsZb32y3XZeESFpYsU4E3fc+uaX5vilVq5fM4CIzUOt5v9hynRTQbq63+ppWpWKmVS1z42X7HX9/cobX+QTZg5TgvDDFilGYpzyHWlpCSiOIrfLnZykqjKsp6M/s4jEJA1xLtc1CKn9/c8JvTiW+GE51xnEOksYaNb7DaEHLk+8uFoiSXcEmRaRbtVa1wHCc2rlmDiCcuOaOyrB0bLROmbdMRS0VX4Sn1XkK35xgoSjHFhDIGY6TBolRCyZwWwUk8M6quKaFyRWlIKbIoxdY1GKPIVKwGakWjKEq0VBvnMNow5ShC8CrIg5AlMsd7t36MxhrLF92WKSQ+cGXnWmJJK6vIsLGWTSNso7Ik7jctXhuO80zvJYvROE0sC7UIyiIrceA1xuKcZecdqcCYApGKifElUiaUwnGWRthoTeccW9+wXwOkUYov+p5fxYAt0LSGRls23nFaAkuZSFGmRY13vwPl1swU00pkl8QlcaEWwioefJ6bRMDL4ZaAbH789yAN1vOflVoIKVNrpGs8N01LqpmrEmRCKoVMWVeXhlQLxUjItkEmdpnK0zKzu4789Zs7Dr5Fa8WHYSDPhSVG3m93bBrPEjMxF/aNZwz+B2T2gjOyMgR4u9uSs2jDdIGutYSU2TSyoo4lY1A8TiO+3/Gry4Wdb7hpBdIrkVMe7yoleaac+TSOYrDQmiHOaKMoZYNScA2Rzbbhtv1xSPOhbSXDMWVpFq3ntmn5YrOl1so1BoaQ6KzlF/sbjNY8jL+L09FKZAkhZ25bcTG+1mv9U+u1yXqtP8vyxnDX9xzalvzfIDJPMXJeFnbOv3zMuxV8GErmOM30zmG15nGcKMCXux32HzVrsWQ+DwNawdf7HbEUpphWPpXhGhKhJN61G6w2/Op0JJXMnEQn1jsBPs5RCOkPw0AuYl2fVcIomY4dl5nbpmFKUfRSgKoidtcKXEWy/YziEhfGZeLgmxfxuIjOoShpflpjqBjhcxnDZb1ZZgXaSAYbRez0BWElXVOgN3adqoBKsroMSZyORmv6xpNzAjS9N7zZCLPs4/nCp2nkuCy0K4B1jIFaFUYL4X0GalSQRSNllMTpaKXYWs/bvmPOiZQriSxauSjuRKUru7alUYb7psNZg67w7XiVn6EUic0plefNo0bhjKXUJFmIKIxxmFrIq1hb1QpacWi8uAHbBqP0i1bvf3n4xDVEIoWUCo1XojVTSvL6kMDhZ1ekVZocCo3RRIysea1Z8wIVNSeUWr/uD+p5avXDenZCPs9R6vr7UApFJXRS4D3eezZFEWqi5EJjDGMMmPU1K7WuxHWPMZpS00uQ9Ve7g0zDqvCvLstMrdL4WGUopvBwnbnqitMOgb8bGivw23YFr3ptmHPmaRrX96WS4HGlCKVgteG2aQk58/1w4TTP7L1n7x3aGELNXOfAkpLo34zGGyHHg4RJb31D6z1GCTBUK/2Ta75d0/DX9/d8eznhtWXzg0ZJ2GGer/a7l+m3N5rLqoNLRbhy933H1jevq8LX+qPqtcl6rT/rMuva5b9Ww7r++WETdt/3lFr59nrm03UglcS2adk1nv958/4nwYNzypzDxM6vqwWlCD6/BO7erXqPZ7ceyFov5LIydyrnZaFxnlAy31wuhJzo1onOxjdsmjP/z+8/8qvTiQp4bXDWEnPkoBqJ49GCZ9C1MswLY87kkrlpW8YYUShqheu84NEvbKa3fU9F3GvKaIiJ1jhpUhToImvVrAxLWMBIZI0xmlxn1NqxOGPojMEq2PiWc1woaHpXmRfR/zy/NhVZaeYqzW5Ikr3ntMYqhXcSJQQwxoSqlUTh+2GgtwbjLDopQq5ckwQPb2xDzZlRCTB1CpFYCqpUGmMoWuOsoDy8auicoSjhdU05vRDqjdVslMEbgavGUvDW4pEmqXWyXvx+uMhazWgOTYttBHGxaaxMiOaFbdNw17SclsAlzijAaIV3Hl8zBcVlWVBUnLE4AxOVMa5TPZDwZn4kR4N/9GfmB3/mtWbXtuLKRDHGxM4YWu+poTBSSTkRqpwr3hi01uKWtCJob60hh0xFqOobZ4m50hjHvvGkmnmaJ87zgjbmZV22b2TyWmtm10jU1V3fY5TmvAR6o6i+pbOOnCvWiqEglsxd20r4eSw8hgG3aqu+uQzcNA2tsdx2PcP5SKqFcY601jGGSFHw5XbPv79/I5FDRvPVds81Rsb4O6bcD2vnPe83W47zzNM8odeJdWMMX+127P3vPqe1jtY6btuOWqvw9F6bq9f631CvTdZr/ZsvCZP+8YVSKcW77ZabruNDd6ZxjvebHTdNQ66V764XhhjorXu5sYQsE6DNOvWCNdh6/TfnGAm1sF+1IL113HYd355PXIOIwlMpvO02LKsw2LoGry077zkuM3MqHJqGp0mEy/u18QtZs2/FnSaCXsOn68A1SGbhoWnZNw2NdaL/oXIN4hLcNY1MF1LEKk1jZUXXOis6MeeEhq8NU0gMYcZrQ1UaawydsyxR6OpeKfZdJ1TzUkBJrtxSMnNMGCu5b94aYim0RhotpVinWJqyYhBQMjXKVIkKspaQIksoZJ1ZssKqJKvgbY8qlRwTRVUelknMC23Ph2HgGhZSrUwp0mojExRkClcUEuuzBFhdYikXKJqm8TTGMARZTapaCQqo8r1fg7gbUy3c+IZf3t3ypuu5hsCncWKMCyEHvDZ8sduxmRc+zeJ6g4qKiVgUmzXupiCxSkvOL7BWEL6XLoWIrAIzP676g/8+a7Na6+iMlWSCKqu/4zzhrcNbi8lCP7fy46CtuG63rsGuYcreWKqXFaIGLkvi03hl7/z63ql4bdGaF+F3rnJOjVGMCs+i8/t+CxQ6K9pFv378vvG01mKMiO69sYxpIeQKWvP17kBE9GrfXS+0xuCt5c12x3ka2G32UCu1UXy13fLzw424GoFrkIQGqxVDDD/ZZD2nFGx8w5ziigrRtNb+Qbjoawj0a/1z1WuT9Vr/5ssZ0UH9VHlj2Dcdbzc9tz8ADb7bbHmcRMelldzYtKq822zWlUr9PWfjFKPgDYwlpMKH8SqCee9XGnbmi82O+77jt6czqRY2zpO1QRmxpO+9g82GkBJLzRg0lYrTlrd9x5IFQFBypaBovOO269k5x5u+QynD5+vAwzRw33SgNVtrscYypoDSGh0zlErMIspGQUmVUDOpJqxS3LYdfeswSgunCSg5s2g4zbPAWLWgA7w11AzUSqMMvXdczzNzTlglYMtxXXuWkiVoOwtB/bjM7NuOxnmZquSCN3VFRkDMkjXYO0+isGlatEKmGxtZL8UqLsa8Ni4FcfYprcW1tyS0MWuociKnhLeO1hoOvpHJn2sIJVKVglowynBaFlKqfLHdcVxmvtztuW97YpHg5ZQTMRYabQml8DBOhHUqN5fMEgKhFDQaax37xvE0iS5QnHXSjAmza3XwIaYF8S2u5Pz1/59/KQTvsHGO1jtizpQkjlHhZCXROHnPUy5sfENYp7neCKYDBVvtcYiW8U23QQay0lQdF9Eebp0jO9HCqZX4H2vhEiLvthsxV3QtN23HlCMWzcZKpNF5njjOC1/udyvbTvPldk9a45O2XuGNZmsbrJapplKKOSa23nGrOj6g+Ov7e6pShJzWSKjfaSTrilVQK07jv1bemFdi+2v9716vTdZr/ZuvrXccZ3HH/eOL7JxkDdQ7/48+R56+pxhX27jAFxvj+H64cF0C3pqX1cOSxIlnlOLzOOCM5tA2qKqIOeOUphrNXfeMnZAGZ0mJm75jjkKxv73p+PX5xOM8c9Ca3lqOIXCaJ5Zc8Fqo4+cU6L2lzYreOjKVVBVbYzBGc9Nu2HWeJSV+ub+hIpb9XODb62n92URAPMSEKhVdYcll1TCJtimtN7DeiaMs5Mw1L3hn0VmOqVay1qyrCPzzODKsa7nzPEtzE2VSpVBU9cwzKwxLWG39jtZuOHQdl7gQY0arilFGwJfKYkzmugTmnOiMxTrDGBdqKeybjmuc8dagqqyIlnXyuESZ9lXjMHEhaImoues3GCMB152z5JDItdI6t7obDcrCm26DBhF558xxXniYB1RV9I3nPM2MMeKMkZUWwjfLALlSlOjdrLEYHfg4jXRrQ3loW3yKpCq8K5CcRnF+suY5ynrwebqlgG5d+1kgKdhYw5e7jQBaUyFRKCtJf6sVszZrdqdiTgvOGDauoXWWf3f75gW/cdN26FbxOFeaKNNIA7zd9tSiOM4jFrM6AG+56zpOy8KhafnS71lKJmdJW5i6ntMyscT1+BbR5rXGcNu2ZOTB5LZv2TaeOeZ1uiaTxX3r+es3b/hiuyOXwsdhEF1XzkwxMMTEFAONtXijOex+31X8Wq/1L12vTdZr/Zuvxlju2o6HeSTmTGPFnbdkaYzebTY/qcGyWv/e+uHtZiPi9ZTIpQqFGxFAVyJKwc43NMZSKnROMBC/OZ/QSQtRO0TSGtrcWsvBS76c1obbXiYlp3lmTombvueL3Z6/fXgg1bJyqgr9Skd/nCaO00TrHd9dTmxcQ2NFKJxzYeNb3m93QOV/fXoi1MgUI1opWmvFcZYFO5CScJ4UYiQQIGkhoagl49dMPICUEmkV2qdS8NYRh4GUM0OUIF9rzA8I/VqcddaiqnyNxsrUK+XKxnq+2u1pjOVhGiQ+SCk2xjOVTEbckVYrbIaNd/TKcF3RFM5qbkzPEgPeikBaJnhGdHLK8LhM3PXitvx0vUjzkiJLKszrufD1bsf73Za9b6kKPo8DD/P4Ehh8XRbOcSamzE3fEWLimhYaJ9wu1Qh9fAxyDMdVhD+XxN57Wu8YQuASArqCbTx32y1LyuvMcp2aOmlEl5wJK3vsGeUAoIwm1iJ5k6rKhClljDL0reO0zHhjZXKpNF2KTDERqkBP95sd+8avTXIlpcxcxbl623Wc44IxBrfqsLy2bFrP/abntm25rIHZjTF01nEMM6cYOPiG+7bHWsPPDnsaLXmil7AIyV4pDEocjc6zbzo2Xv679VUwIVWcnu82W95vRUu1WeG5T9PIGJMkG6wg2MuyAJV3m+2f6AryWq/1x9drk/Va/+ZLrZE6zhjOy8KyNgqdFZL3P8WavWsavt4fOM4jQwgUZFK1pMR1WaDCox7pnWffNjxNM62VG1EuhZvGM6TEffeWWCJP8yyhzFR0gTlFjFL8cn+gqMreNSitGUPgugSKqqRc8dbSGCv5eMNEKZkhZGIS8bZSikPbcGgdpzBx03bcth2fxoRG01iP1opcgVK5hIVGKwyGxlruuo4hRWqBmCJVa+ZlYkwJr7RMLGqld45N0zKGheM4remFq8ZndXwNYcGskTG6ZJy1bH2L0mCVoW8N1hg+DiJ8zkU0Z6UWbvueN0Ymf5/HkY113LU9qUr+oNGKVgsZ3hs5JgBjWHDGEUvhpmnZOIdesRLnsHA0mktcyDmT1kgho0UTplYMhVWa1jqh4a8aoA/DwJAjDk0uWZolNLdtzyXMTDFxGieyKmtcjxK9lTYryd+y9R67RvMc2obWeYYQuIYFpWBSGaPBaEPME9oYmlWUr1DUIq7BOUS2TcOXfY/Vhs5aHueZVBxf7w5svOdhmuidZQqRD8OVUDO9Nvzs9pYhRKySKBxrFV/2twxx4TjPUMSRmZVMsoYQ+OXN7arFCsxpxDiH0ob3uxanDd9cjkwx4nY7/uJww8Z7UhF46Pvt9kVYFkrmOM+86Xsaa3mYJq6LTNcEBluwWkmEVb+hlMolBhqj+eY8suRCY400j1YwEhvrBI2SRCT/Wq/1r6Vem6zX+v+LUkqxaxq264UfZFL1x8AF903DxjmmlDhOE99czlzmmdMyk6vcEDbW8naz5U3XcY0BrUSk+6bf8vPdgX0rTkRzOvH99czjMJJy5RQarNZsXbM2KorHaQClMFYzh4XeOTplOC0T+6blPC9cQpS4oRVPUNafcYqZWhas1rzbbphyZOvHdWLi5GadZIKhEPDqJSSmFfS55NV1B5QigchBVeYsIFNrDG3J9M4zp5GaRWdWlWh3VJXJhTGaJecX7tX/r713i7E0O++6f+vwnt+9d537MCeP48SJ8yVOCPLISEhBWLEiKxI3VoTATLjDMiCwQSRSYicBx8ERBxFFcINwrhDcwAX4gmBZQsjGkYJGfAlJPjuxM2NPn+uwD+9xHb6L9VZN93R1T8+hp+ewflKPpmpXV71Ve+/eTz3reX7/MAQ9ogVYB6OA3Gt6N83+aEXTDXxvdcwsyRi8ozEju1lOnmg2g0FLjR97hPAY40k1LLKc3gXVxcZYhBV0Y4jf6Y2lNQOpUGEOTCt6Y7jRtGFd33kaa1iNPZJwVKlkmJUr0wxv3dlc1/Ew0NscIWC7yMm1ojUSN+kPjPeoVJN7jfcSoVUILJbybDPVOsciL6izjEWeselTbnUtubZY60Ju5FRIVFohpUbgaPsB4zxWgBcCLRVSKQ67Hi311OUJ11okQcNxehzZ9yNapxgT5r7KJARCd+NIIgWpCLLbIk0Qkx5hdI7DpgtdJhuO7UbjmNch73NWpHSD4bHZgmXfcX29oUg0szGls5Z136OUZL+sybXmYjHnwIys+oE6DY/z9RA6rA4QUvBEtcWFqkZKyUFdk3cdV+wKrTR5Ep63tU4miWhKoRNO+pbNEIusyFuLWGRF3lWIabbq9aKmwe8bzZp2NKSJJjMarSTGhVBm5+E929vUWRCGpjphnqYUkzMo1wlPLbaAMEjdDCN1knJxNpts2mGGZd23fN/2DkIIDpv11PkKH78xPYnS+HFEIcNRqHBUWlPrlH4YSTJFPxpc6sm1pspSVt1Almq2siDbTKTGuRBCLKRBSk0CLIcW7yyDCzNlKElK2CaUQmGs49j1VCp0WcR0xDR6KLQKR5NTMZtPW5FlEra6BGC9JUWyKAoKpSkSzWgcgxnRUjM6h9YSb33wTXlH23YY76lt6E7N8gIpB0bv6LxlvyxZDorNsOSgnqGlYNUPKCk4bjssoPHUaQY6LEY4GQz5mdYoL2itpxnWbOcl86IkTxRrZxESCqVJsmAxnyVhDuhk6IP+wjmkUmjr6PrgWiq0Buepi9AxVUpyoapwzuGdQHjoBhs2PlVCI0fENGMnJCRSoFRQXXTGhPvBOVKhQmzQaKhVgsVinEEKyVEbfG9aSU76jqO2xRjDZgizTDe6hoN6xiJNOel7Bmu51axZjpbtPBQ+iczIVcrggs9rM/ScdCF26WJZs1NUFGnYUD1sNiAlR03DZhg5bNZoraiSoE/ItKZKEox33Gw2QYUhBeuhp9AJu0WCyRzNMCCl4GI9O0th0FKyU5ZhmQGY5fnZYsTteoVEhkifSOStRCyyIpEHxE3hx0IIEhleyG62LXvTxlNnwpBylaa048hh37Dfl+xWFVKGI8A8SVgPPSdTzI6Wgp08rL8XSnPYNgwudI8QHiXh4mzBVp6zGQeurE64utlQpSmLPGO0AxCEjVqGIe5UZuyVdZBNApuxZzQjiUrQIhSH8zzn8rxmlhZoGeIObyw3dNZMMzIph11HO46kIuN46JHOkQgBIgQ6n7qgQNC48HNRgBOSIpFcKGeMznDS9/TG0o3DJI4U05wWJCrl8fmCp7a3SJVk2Q18d1hifcj9q5OEdsqx64ylESOJVOzXJYs0Z2VHunHAesdeXjDLM/bymoXpkFIw12lY3XfHKCdZdx2rpiFPU5ZTxmQhJK0P2XSDMRwNA3XiWI+GWeFZ9kF9sZ2XSDH9jLXmsGkZreVGswlRPT7M6kkhsCL40UZn0Ra8k6zHIXTDHPSZIVOaxo3I0ZFozVNbO6y7jj++FVQUiTBnnahUaawBr8NyRThODXNfVZ6xVWQ0g6QZB+ZpTprIYKPverphIBGSjumXDKmYJQl2tDTCTPqO4LdSUoEXtL3lPVtzdKK5uV5zeTYPx+tZxrS3EbYqR8OtbsPV1ZpaZ4w+dDWzNAhinXdc3awph4T9smSeF2zGgc4Y9quao7blVtcwWIOzMM8z9sv6DmnoKVpKEqWm5Y+78T4c+0YibyVikRWJvALOe1Z9z7LvGSZLd640V9drJJx1xmqdcNR1wbI+yTCXQ0eVZTgP22VJnaYs8mC7DniubzZBOqrCPFRnDMaf5tYJvrs85vpmzVZe8vh8iyubFUdNi5KC3lqU0FSJCEeQxvLYfM5+WXHch0JDeInzFq0kF+sZ8zznxeWSYZol80piXVA4LPIc5QW7eYGz0CQDidTQNkitsdYwiPBiNnqPImxRrrsRId3ZrFelUy7UNUdtE46XrCHTimTyjuWJwjhFb0ZuthsSKbm8mIfsQ6WQJHgx2eWFZitLWMqOfgzHlHWSgxJcKmr6wTBUhu28REAIvvaCvbygGUeOuoZmGIK8UmvqokALwWgNnXGTOiPDu7AVqARUSRoyGoVCSmiNZadKWGQZxjvWw0BnRjwJt9oNJ0MLELL4nMWhUDY42kNEjkf1YcuxJIRtDzb4woSUVElKnWZ01vB9u7vgHTc2DdeaDes+yE2rooCuP7P0W+9ZZBmFTlj2QVHSGoOSA4nMaMZg0fd4Bhd8YwezGVWaMBrPUd+S+TC/V+qE0TqkhCJRtHh651mohNnWDk8uttBKUuiEbx8fcdg0LHKFkBLdKwSCF1YnSBnibJZrH2J+xhHrLaVOeWG55OLkbQu+qnzKwBQoIUkSgfOw7FsSKe8qtPIkgVZM3rs7PVbeewbn2Evv9mRFIo+SWGRFIvfBec+tpuGwbUknAzqETsPV9fJMEglQ59lLElBvaIeBk77noHYcVNXZgP3tvp6gfvBnxx7qZS8um2FgMJYLVc3ggvPo8myOQEzCUsdBWSOVZN0PGG0pk4wqS1j1PaPzlImk1Bk7ac5+WXGxnpMIwQvLE1ZDy2Adq37ACk8uNVmiydKEdAj5fL11eKmwTDE8hJgfvKXOUqz3OAmVToNDzHk6M/LicklvRvDuTAA5TxNGNwktk5RUS9pu4EVWGMJAdyYTZlmG6lqafkAngp2iRPSCm7aZMhU9nXFY1/LYbMFBXXPUtbTjyONlhdaaa+s1btrAEwicDzNFgzFYPEIqlPSMzlGgwxGoDB1BS+gkDs7wZLWgUCEgPJWK6+2a0VnqJENIeHy+hbMwOIPDM07bgIVKsCp0rqwPA/alljgfMiMTLXl8tgUyRMVk04JE2KQLc0plErYRU62ZJwmrtgvzXN6jp47S6eyWFJ56GvAf8Rw1Dd471v3IcddSaDXNCVbc2jS048h3+55FEYqd7aIgV5p+HDHOs+o7qjThQlXjgVXfsRp6DtuGjRnI+4Q8nTZUCUXbaTxNbwzX7ZpMaUqt2atqjLOcdB3GBxXJYdOE4O28OJN/eu9pxpEbzQYt5R1bv4XWzLKUk64PywPT37HOsRkHqiQ5W1CIRN4qxCIrErkPoRPS3vGPOkCdKuok43ubJb0xZzbsrTynShPaIcR8PLXY5rHZ/FxFBISiSsswx3Ve9uJx15JoxX5VYZznGmtqnWNxPLnYRoklhQ4FwukcznJoyTrJOL2oCWC7KLnVN7SHhlIndCZ0scJ6vgpeKTNgrKExI9YGk/tuVdHbEWMGDIJFEezxx23LUd9hrEMrRbB3heNPcZqRh2d/VrNdlljvSKRG4jkZenCEbMBhpNOGREgSEWandquCSqVcM2saMyJkKEoUkkzKMBAtBPMsQTrBoijP7ieNnH6OU8EhJLfalsaZYJM/M35PIctSYEfLZugpk4xFlrNd5qRa471A2JCvqBLHzaYhn96vEFgxFZppyg8dHDD6IJy9sl5zfbMOwdlCYr1jMA7jHCMebw1bMmO3LM827Ebn2Ctr8ILNOLKejOnbWYa1lsH64ElLFN47nJcIJcK2p3dYPKVOMMBcK/byAhDc3GzovUUqGeJ2vOek61iNQakgpEAIwWAceDjp+vA4LioulCXv297BOM+fHh6CgAt1zeXZnOvNhu+uTsh1wrJrGZ1npyjweEYTNj+1CDN0p6kBUkqqLGXZteQ6wXrHVp7f8bwSQlClKSd9y3oY7njeCCHYKysEsBoGnPPh6BJBlaTslmU0tUfecsQiKxK5D+uhRyLO/cf70mzGi5sVh03DflWhJ6eQEmJyLi14YrG4Z4EFYc6kTjNuNZswDH7bIK/zQa1wGpeTAZdljXMO52E99lzftHTGsDIdSgpqFSztzTjiJllmpkMsyjA4cAMvLE846Voeny3YKQs2o+Ggrsm0YjMM9H13doRkraMdRpTSaMLx2UFZoaSkTlJaO7Ls+kl8KdktKhKtGEdDokOIt/RwowkOLaQMR4Bac9R0CAUHRTXl6im2coWz8J3NIcaGgN5UJXgcGzNgnZ/uC8FOUTEaw1G7mSJqBPMiI1GKa+uwkNDagZvrDcu+AyGmAOwQ6SMAYz0WR6mCdXy3KphlGYnU1ElOa3osjptty2ANi7QAgvtrN88np9kxB1VNqmvaMRznlWnCsutZDh2JSJhlmjLRbGc5iZLsZCVFlrDIC96z2OLKeslJ16KURBlY9x3WeTKt2S0rRmtoRsMiL3DWoae4oqDNmH4mHrQXzLOS3aqePFo9iywDKUiEwHsx+eIcizwLM3oidCn7aStxu64oU81yHLjZNmxGg/eOeR62IvMk4fvznEWW8cLxMb1zVIkmn+S8dRqUFHjCcaJSWGtJkhQpRBDeCkudZeh7zFdlStOMAzu+uOM5oaXkoKpZ5ObsyP1UX/FaNoUjkYdNLLIikfswWkuizv/tuExTLlY1o7Nh/mU0CPFSVuJTW1sPdHwxzzLacQzh0VqH4yrnaM1AoZOwBTeRqYRZntMMA/tJxYvZEiESnkjmfHe55EazYacoUEIyGsvj9YLRO466HukFg7NUiUaLmp2yREvB5dmc3aKg1Al/dPMmuRnZGIPxnkRJvAg+rHXfcavZ4Cb3VF0F5UA7GraLiq0iiCid8IxpkLT2g+FkmAKGxWTBF5JUhXkyO0KKJlUhQ1FIwa2mYTmMXKgqrHd0g6U9jRKSQZGxn1bhKNUaLtY11zYNzntKnVGlOVuZ5drmxnT05fDek+mEItVkaqQ1A6VMSZWhN4btskB4aK1BDxpSMXXMShZpxrdOjjDGMShLqjR1rlEiRBSWaUprRjKdsJ3n4RhRSLazAnMqUJWS3aJktyoRAhIlEQgyqSnShCe2tumN4YWTE25uNhx3wQuV6hTBiJ6kolWS0NmRbrA4AfMiZ5aGearRWvJU09uRq5s1IKbcSoHSCZuxR3kR8i8d5ElQaSzSlDorSJVg5QbWw4DxoTN2fb2msYa9oiCTOnSmXFgSuDSbh4xIoSjShN6MDNYxyzNKldLZgZNuwEp39lha9T2ZClmd6r5FkZimye4OzBbTZm5UNUTeDsQiKxK5D0pIRnv+WriWkr0qdGGMDZlxHoIwsyrZyYsH+u06VYqLdc1qMmN3ZkRJyW5Zs52XHE1bcEKEo53tPMc6x2HbBmt8EobplVTsFVWIf/GWI90xzzMGZxiNCpl13qOk5GbbTBuRjjINfiytJYsyx4lwtLVIM1bjQK1Tvm97G4nge6tlsLx7cOOItWFQfa8qgivLGk6m7psSghvNms45LtWzcEQ5GloTjPCFTunNyCgsF6ot3ruzw1HXc9L2PFbXgEcgcX5AoagyTU3KehyYDQMbqUCAcY4LdcmiqHismk1FqiXXCYO15IkOx2PWsJPlzNOc9Tiwk+VYZzGEI6pxHFFKsldWXKxqiiRFAutx4LF6htahQ1ipFGSYUWpHw35R0tsQrYRQbOUZ8zGjHUaENSRSMTnrccA8SZFI8lRTqISTruOx+TzcH6NhM/R0zrKd5hjvuGJGMq3Yr0pW/QDWshwbJIo8Ddt2iZSgNVorrAvzWEGNUCInD1Y/GpZDjwTqNDjjmsEghWaRZ+Ac3x1X7Mqcpxc75Foyes+uLil0QjMObKkC5/3Z8HmeJGzlObM8C91DY+jHkc04hmzILGV0nlxptFDUaYoXnlma0xtz7hA7hDD2RZadzSqGSJ7xLOYqU5oqTe/bJY5E3grER2gkch/qLAvzH7cNp58yWEuZJFyuZyBgmHL/0lNXlLUhcuZlx4DnkahwtLbI8xChIkL34zRaZTVJSLVUYQV/Mm/v5OVUVHgen81RC8lR1/L80QlKiuA4QjHPQxAyArwP8zedCVmOChE6cW46upvihLbyglXfc221os5ydsuc/dmMvWmL70+PbvH/XruKIGU7K8jTECSstQwLAd7jERRSslfW3Go3rE2PmCKNWhO2BzUKL2E1jGyGHodDC8V6HCl1ysF8xroPhUahQgZfmoTu105Zc6Ge8fh8QWcsSgpaM3C9WdFN9u/9KQrmZteGY00dBJ9SSZ5cbFFl2eSgCvNVp1FAQhIyCL3jUj2f5pfAOs9x15JKTZJpemvYLgpGY2mc4UbbMLnZg5XfA0hWYzCS90qTKxmOXYUgTzTOe643G4o04Scee4z1MLJsO261DbM8w1oXtBZI+mnDdZ6l7BUVq6FFShW6aVPfpzOGrSLn8fmcPAlzUEpC0kjacUQLBXguz2Y8tligBBx2LYkI3rHdssQDdgpzzpOEZR+ktoss57jrSFSIp8oShSccnz8m5vTWcG29JteabCr0Hp/NUEriPXTWsFsUHHcdGzMwS7I7nh9hVjA89yB0k29sNqzHHolESsF6GDjqWvbKikUeMwsjb11ikRWJ3IcqSZilKau+p0hCaLD3nt4aemvYK6qwWg7kOmxHrYaB65sNw9QBy3RY/a/T9BWLLSUlt0+pJEpxUFUcdWEQ2LqQj5gpxfft7LBfVGgt2YxjCCf2nnmW8fTuNu0wIISg0JoySXn+5IT1MKCFoLMjW7JgK8/JtA6RLzrBEDpmF6oZmQ42+J2qYNUPrAfNIsvZrQr2qxlZonlhtWThPbM85DUmSrGV5xy1Hbe6BiEEmdbkiWLmgsrCZo52HFkPYXDeKRhGy5XVCcmUhdeNI0oE15OWEpIg1sTDVl7w/dv7SB3O69pxpNCawVm+c3x01hFa9j3OOW40jkwnCO8ZjccoR64121lBphOGqTi7WNe0o6E3PUYIkkGClAgkVzYrpIDHZnOcgNXQ44GjpmU5tICgTFOeKBe8sDrm8nxOrhM6E7xeDs+y6zjqgjz2ien2Mk35viK4o0bv2cqC8f/6ZsO3bt3gsG2ZJRlaBTt9IiX7VU2uNJ21bEzPzbZFSIHyAinDY1AQIouQQVC7X9fUacbT244rq7AVe3k2I1VBTisQOAQ30g25UqRa0IyWWZ6xGUaafgQPiZRnEVWrvqM1A9tFiXOeRZ6FLVAhOJw3fG+5RAnBflkG47+xGO/YLcrpFwbJ9Y3npO9DugGCcfKt7RYFZZLgvedW27Aee2ZpfscvOp0x3Gg2JErFrcLIW5ZYZEUi90FNsR5J17Lqe1ozIoBMKw7K+o7for33HLYtt9oNWqqzmZHeGq5uBvZcyXZR3vfrjTbMd22GAU+IPSkna/Z2bhkn63Wm9eSEsjgHB2XNkN2ugxB85/gI5x2ZSigSxePzBVc2S7yFJ+dhXszjSZRimDo2hdbMsyzMhI0e6y1Fkk3iTcN2niOFwjpLO4wcVDXDYEOosRJIKXBOkCmJtw68I1UJJ33PIsu5UNckUrHsO/7oxk2uNWsyZycvmER5d3akuchSHp9vMZqRPvPUWcp6GEgQCCm4tl4xjBaLx/nQ2VmkGUJJll0X8iSHjs0Y/F+V1ggRlBxCghIK6z1beU4/OLwPMTejUzx/fMIfdteZZ0XIEzQDR13HQVlRJRlCCvIpfHorKSkSxbLt8D4Eac/SlKe3dtBKsx56Rmtxtae3lt2qCN6p2wa2V8MAPkT2nHQdy6GnnY73jtqO3o0M1nNQlDw2m9OMA9dOTgAQ02JG2wcRagjuDmb1Zhy4WNW8d3eXH75wQChlwpzToijoraXtDamWbKZfJCSCbx8eUWYZpQ7Xf33TUCjFeuynolZhfcpOWXJQ1RhrOe5blkMPhIL4ycUCNRVP/SRw3b/tl40w1zWjGQdWfegWV1lKnYRUhNPnznoYqJLsrk5yrjVDH2J7YpEVeasSi6xI5BXQUrJfViyy/Cz3MFPqrlmSzhiOupZSp3dE92iZMljLYdsGG/Y95kjacQwxPcaGGRuYHEk9e2XwbL1ctThPc643G7SVpOqlzztYyywL2olV13NrM5AlYaheSMFT9RbNMHLYtXTjwNXNOrwwzrdYTGv1IUzbkkvYKyu28xyDw0xHa7M85/t291i3DYdtz6YbUcqQTmbuPNE8tlgwS1NudU148Uw1zod8ujrVrE3KIssodcqFeU1vDWWaMYwjNzYN66ynSjIMI8YEz5WaOouJ1JRlFsz73YbV0PGerW0KqdkuS1Il6axjvypBCMosIbGO9TjgjKUbRn5kf59L8xkvLtfcbDdc22wwzrIeRjpj8QQFxk6R4x386fExzjt2i4JCp0ghyXPNsh+ospR2MHTOUifBtv7kVnF2BHlaFCspmU8+qVMP25X1imubNd47TtoQc9MaSyY0aaEZTcqNZs2NZo1U4Sjy1PiOEAjn2diB1o7sFiVbWUmRaG60HaXu2StL9suaZhw5qCv60VEmIfz6Vt9y2A1474JKQ0u0VnTG8Me3bpDrhMeqcN80o+FPDm+xKAqenM/ZKcNMIklClaZ0t3nfiiQJG5z3yQrV08/i9OfxcgbrghPsHmqGTIVj0vOO8yORtwIPrcj6/Oc/z3/9r/+V5557jjRNOT4+vutjnn/+eT75yU/y1a9+lbquefbZZ/nCF76AjsOMkbcgt0tEz2MzhoHu87IRU6XozEgzDucWWcaFzsNgwubeGQlsxoGbTbCiv/zvzvMc48OMUGvGEOniHVJIDsoaj8dYx7LvGHrLQVVhHBz3HXhBmSYYZ9kvK5x7aZfLeVikGcuuY92PVGmCkJL9IudiOQth1NaGgfn5nO8cH7NsWgbvGKwllYLv39nnB/b2SKTk/1y/SmdHhs4yGMu1ZkWZprw3TdFCkypJP0XSSKDMMrIhFJ2qFozWIZSnSjMyLTkZQmes1ElQTXjLYB3XmzWXZzNynTDP83A86YMgdrAGiSRVikJnzPKUvWpGNwU/B+2FP7Ofjy5ITxFh6zB4tHq+t1wBAkVLkaQoBanW1ElGj2S1WSOE4Gaz4aAOETFnA9xmJL+tGD5qW241TYgySjJudS1lknCz2zCakONXaEWiJRdlzdXVihubBoEnTxKasccaR29CJzJVikwr9qqa/ari0sxQJik3Nxu28oIqSfnA/kWO25ZmHCmShO2yoDeWW5sNCNguCnbygsOuYzQWKzypkjxZbzFLMzyh41pn+R3Ph5eLdM8ewrd9TG8MzTjQjGEe7zTc+bXmifpX/pBI5JHy0KqZYRj4+Mc/zoc//GH+7b/9t3fdbq3lYx/7GBcvXuRrX/saV65c4W/8jb9BkiT82q/92sO6rEjkoTFac+6m1ClSiJBJeA7tOAYPUnZ3LEiVpBx33bkFmpzmV+o0oRlGjHckk9x0NQxY59jKC2ZZzmrocN6zyHIyqTgeOrrRspXnlEnCcd9x0rYMxnLcb2iNZdX1QSSqMpSQtIPhRXMSBKHTLNMiy/l/Dg7CcPIQcv7yVHNQVGyXBdc3G55aLBit57BvaMaBvbLi6a0dvntyHK7DWrq2xXmH97BfVvzA/j7X1iv28hKlBKN33Fg33NwMpIlE5EEaup2XOOfYmJE6TclVwnGzYpZkbOclN9sN1vswG+UcUutgb1eKm21waH13eUI/WhKlWHc9XkCqVdhudNAbi0408yTnutpgpvtaIEhEmDf606Nb9GMoInKpEQryRHNhNgvh01JhvaNKQiEyWMuy7yi0JtOadZbw3dUSj0d4QZkVbIaew65nK8uYFzk3m5bNOHDctZRpyizNGa3D02IHdzY3eLPdME8z9uqaJ+Yznj85CfoEncC0cZnpl7qxJ30XFBNlwXIYOGwblkNPpZOwBOAlW1lxVkSt+p710J+lGDwIq77nZrNhnDxfeFj2A2Wi2a+qc5UMmVIoITDOnuvUGpxhKy9iFyvyluWhFVm/8iu/AsCXvvSlc2//b//tv/F//+//5b//9//OhQsX+LEf+zH+8T/+x/yjf/SP+OVf/mXSV/HkjUTeCmilsMN4z9udDxbs8+itDULNe7xYJErSmfNVEi/3BvXG8L1VGDqubuuK1WkaTOJKsVUUQROQv2TJ3smLyVC+5rvLgVmW8QOXL2MJW2arfuCoa3B4nppt876dBZ0xXNusmWUZ79vZZXShk1UlCQf1bIoi0ozWshkGLtU1zcKgEDgcLywFszQjlRKDBw/NYHDeMU8TVFVjps3NfhxZdgOdM8yyCuHhpG1JK8U8y+idJdVhzkoIQAp6a6iSFFlKtBSs+wGLZ9P3DMZivCeVkm40aBV0HSfdgJCe+XRsarwB59kpM056wX5VUauE3odA8M5aVmPDaEa0kiRa8d31kkSJKVg55ahtyZXmicXirFDpjWGwjq08vL3IcraLnGurNc0YonSqNEVNBv3NYBi8ZbSGXCnmacpuUTJ4x5WlR0nDMOUqagGdG6kSTWtOZ95CIsHp126NYZ5lzLMMuQobl8kUHXXqe6uTDH362LvtoZlM82inapFXojeGm80GEHfNMa6GgRubhsuz2V2/pGRaM08zjrqOWSruuL0dRySCOomvFZG3Lo/sXO7rX/86P/IjP8KFCxfO3vfRj36UT37yk/zBH/wBP/7jP37u3+v7nr7vz95eLpcP/VojkQeh1AnHosU4d9cMiZm2porXOqD7Ks5FNlMHqzpnzqVKUk76Hil6nH/pOv10pBY8XSFuRUlBMkW0OOcZ7BGPZ1uMzrAoi2mWhnC81baMLmzt7RblHQ6j/aqm0AlX1isGY9kRghdOjjluO7aLnHUftu5Spc8UlCd9D8dLtoucx+ahE/TdkyXrcWBOisNjvOBCVSGFpDWhMBuMZZakbOU5wsOy6ykm8eUsy8iShM3Q0xtD7w344EJTUoaoF2npjeNqs5qcTmFw20tFqAE9i6ygzhIEkuubFSddR5mm7FUlm3FkryhJlGLZDxy2Ldt5wSzNEFPw9GnXxcMdhUuqNLtlyWgNq7FnluVI4KCu6czIYdvgnePPzC280mghaadjwmYcg49KhiWGPM0YjGM99hjnyFVyRxf0NAZqMw7M0hQtxdlDLGykJhRJSpW91HW7ndNfGB7Usr4ZBoxzd81eCSGYpWkY9Dfm3M7YTlniCOkH3hM6W1NxfFDVr/05FYm8CTyyIuvq1at3FFjA2dtXr16959/7whe+cNYli0TeSpRJwiLNOeq64Ag6DYG2ltYYdsuC/B7zhrnW+GmY+eVHH96HEOO9B+zutsbcM65ECDFFm4zBmzWxmSJU9LTyv5Xn1EnC6Dw3m4ZUSYokDX6uYaQdg9LhdEtsp8jZygr2q+rcr1tnGU8qRTMOnHQdiZI4PNtZzmHTsO4HtLIgYJ5m7JQ5674HIUhlKGj2qgrrLYdth7EWJTyFVqRah2IqSRBCYPGhe+bdNAdm2M5LUqUxfuCo6cIRqJfUWcJmGBmsDSHDOmO3yFmNHctuYLdQCMDZkeO+Z9X1aCVJZXBElUmK9wOJFIwOnHMUaZDD1jqlyjLKNOHyfM5gLY0ZmRMKjUSGAu5UyHk6EL/sejKlGEbDVlkEq/rkR9urSjprsd6GcTEpuLnp0FIwGIucOocXqxmzLOOw6agSwzwrWeQvPX4Ga9gMI9c2K3ozIoQERnbycho0f8nTBmHeKp0eU957BmfZKYoHejwCNK/wmAQYjIFzHuOnUTrzLL9DRnp6NBqJvJV5VUXWz//8z/NP/+k/ve/H/OEf/iE/+IM/+Lou6n78wi/8Ap/+9KfP3l4ulzzxxBMP7etFIg+KEOIspHY59Cz7HiHC0PtBWbJV3NsAXyYJZZJOcy4vraufHqeUiaZ4wBgRMf29e+HxJFJjXNgEg9DxUUKEtXhjGK0lm3xG637geOwodMJow7GPdY6TrqcZhzCQrzRyW7JXlvf8HrNp9mi7CJt/x22YxQLQKvi8pJAkMsxBlUnOblGyHnoSKWnsiJaaVKqzY0pF8Ea148g8z3nf9g5aSa5v1hwUFdY5bqzX3FivWXYd3kOuFUIkGDOihSZT4UXbO0+qJfM857KbcdS29NYEsz4e4x2dtewlFUoKtFDkRmOU51I9R0poek2lU07aFiUkG9Nz1LQcVOHo9PSIzXrP6CzWWa5uOnbzkjxJqJOUx2ZzTtqW/+/wEKVUKMS8Y3SOnaJAICiU5rvrFdZZEiGZpTnzTCKwXKhq9uqSRZbzvdWS1dDx1GKHKgnzfmGRosG5MP/mPDhr+N5qxY2kmbxZofu66luUUEFjohTGORozhIWDV9FBEtPj7j4PSqS8d1dMCjE9R2LXKvL24lUVWZ/5zGf4uZ/7uft+zHvf+94H+lwXL17kd3/3d+9437Vr185uuxdZlpGdMxwcibwVUFKyU5bMsuxsyD1V6p4r6KfISdp4owmiS2ByhjsKnbJflQ+8gVVnKathOHdexk6ere2ihDYITlMl6a2lTJPp64YjmdNOXK4V66GncQNL7zmZhq5Ha8iUxjrH91ZLPCHyZ/s+xeRLCMosY08rvLcUSTp1T4K40znHTlagpOTGZkOuJYnUHNQVsyzjpGu5slxx2LV44dkvZ1ysa7aKgivrJeOUoaeUIJUC4yERoSAr04RNP/DNo1t0dqQ3jq08Y0wTCpUwy4PHab8saUzINvST9XwrD3mPZZJRJymjc1SpZivPWPUDg7Ucdx1VGgS0rRlpreFWs2GeZcyybLKVN7SjxXrPqh847Fq2szIUUULwvr099mc1m37A4OiHsFm5neUsipKZTpnnGX92smQ5DuyqlHmesO57HLDpB5RQaKmQLnwvHhicnYrGECXkfDjmHpzDec+VzYp9X5AqTWcN7TCynWvwYTheCkGlU3bLB388wjQPuBnOvc15j5CQ3KPTFYm8nXlVRdb+/j77+/tvyBf+8Ic/zOc//3muX7/OwcEBAL/zO7/DfD7nAx/4wBvyNSKRR0UyReu8GjKtuTyb0Y7j9MIeCrQySe67tfhyiqnLsBoG6tv1AS4MRc+ybDJuC65v1hx1HY0ZpyHvMDt2uZ5hnGecBvIzrVh1A7f6llyGKJ5ykkoa51j4HCng2mZNNg1s3wt3etyU53SjYTsrqbKcph9JtcR4x6Yf6K3h1smGcfSMqSbVjmJMKdOERIWw5EWeY52nTjMuVjXfPjrkz06OcF7QGcNmNJQ6I0vD8W2dZhRJivMhc9E7x25Vsl8WrIeBW22LtZBpyVPzPax3/NilyyRSctx19NbQmZHBeBozUKUJpU6RSrLIUwZn2a9LyiSlN5ZEKg7KMDd2o2lYZDk3mg0AiyzEySzycER4Y7MmkXBQz7iUzih0sLqvhp7vnRzjCZ3Sbhg56lsuzObIqVsmPCgUT2xtMUsy6iwH7zlqW65tVlxrNvRTUHY3xQA1Y4gq8sBx3/L4YsGy7ULXNE1RQmK9I9eKvbI+i3rKJ4Hqq6FIEnIVivUqeSn5wHnPauiokyzOVkXekTy0maznn3+ew8NDnn/+eay1PPfccwC8733vo65rfuqnfooPfOADfOITn+CLX/wiV69e5Rd/8Rf51Kc+FTtVkXctUoQOw/2KlFfiNIrnRtOErpgnbNsRhr/3yhI5bSRerMP227obcFjmWU6VJCRScTIFVjdDD3icd8G2jqdIk9AZMYbROnaKcjJ7G1ZD/4pFFgh2y4qTtuWwa3GEDcrl0ONdiMoh8WRSk2awV5ac9D3PL4/ZyXPwgipNSKTmuF1jp67ht27dokxTtooc7x03Ny1XVstg0E8TNhvLQeFxHvaqis04TpJMyWJyjo3W8t6tbb5/d5cX16ugX9Ca3bIK31/fs+571v2IUqClJp+KlUSnWG9DPM+U0VdMLjKPpxkHkIJ5+tIAeCIVu2VJnaYYZ9kpyrNZo1LKUGQLyVEbQp9zpZFSsBwGyjRhkeUs+54LVckTW1tUacZgLTebBus9l2YLMq3pzMittsF7kECiNdtFwWYYzqzxeZKQpZq9MszWee9ZDj1Kylela3g5qVIcVDU3m820eCHOjg/rJGOvqqKGIfKO5KEVWZ/97Gf57d/+7bO3T7cFv/rVr/KTP/mTKKX4L//lv/DJT36SD3/4w1RVxbPPPsuv/uqvPqxLikTeNdzeFRtdmHtKlT6LcTklVYr9qqIzwbB+apqXQrBTFJRac0tK9oqSzg4ctR1XVmsG68CG7cSdIqdKM5phQIuQsXc/A7cSAiUkXjguzmYICS+u1hRZxoGq6MYQMPz01jatsRw1Db1zWA+3Ng3XVku2soJUK/708JDRebbylG8d36LpR57c2sJYFzYjqwItBS8sT1j3A91o2StztArdmYUJYcu9MXgvcM7z+GzBE1vbaCmDW2uaWzvtTtZphq0c19ZrpAiRRsY7vnl0C2uDDd/gWGTZWaet1Cml9vTOMdfn/xKZaU3bmSBzfVkXtEoSjjtxdtsiL0IxmQdP1mHbcmk+J9MhpPtms6EZeuos4+nFFlWWshkGGjNyfb3mYlVzoarJlOK4bc/ud+/9FLwTECKsR5wWsa+HIkm4NJuHTq21yOl7LpIkFliRdywPrcj60pe+dE9H1ilPPfUUX/7ylx/WJUQi72pOu2L3wzgXtvuGgfUYZJGnx32zLMV7weXZjP2y4vpmQzda9quSIknxU9yJkhLvg3pBSoEQL5kJTsO0vZ821JRCCME8y7iyXoVNuHpOKjXLsUcguLVpKRKNkpJLdc4iS/j969exzk25fT1ShM81mJFUCfarmmXXc7jpOO5bPLCdFyRasVNVSCkZrWc9tOQ6BA9fqGdoIRmsoTEjg3FcUjVPbS2QQgKCUic0ZgCSs+9nM46s+p7DpqHMknBUqBPeu7UNhEBwfds2nhQC5x3HXUs/WfKz+/zTe97SQq41O3nBra5hnAotD+Dh0nzOblkFt5V3bEbDZuzJdcJuWbIzzU9VSRoM9Qj0lF4Qtk0lo7N473HTZubtOE47oa8fLSWzLGP2xny6SOQtT8yviUTepfip43HS9WdSymY0HLUt6yFs4r1vZ5t5lqOmF8dbbXMWMpze9mLcjibM6hCOf4QQrIeB466jMyFuSElJnaRsFcEcPk8zlkNPrjSLPCdRisNmgxRwoVpwUFV0xrIcRgZvQvGiJF1ruVCXZErgPCRagQg6hSpL6EfDoBybcWBLB81AGKq2fGD/ArnW3Goach0KuSzRFDZhMxp2ioJch2O72RRIncoQklwmKc0YfFXOObQUPDFfsJMXtGYMRQuSg7LCEwScy77lZtvSjSNaCjKd8vzJCReqmq08v2PWzrhg0E/U3fN3Qgi2i4JEKVZ9T2+DmLbOUi7NZnhCRM+q79kMA6NxzFIFCJZ9zyxLSZWmnrpfy6FltNVZQX11vcRYSzHF3JwyWIsWgkzFl4pI5LUQnzmRyLuU1hhWfZBRnr7YzzPFLE2xUyyPli9Fr5RJwoW6ZjMEyeY8C8PRg7NIBFqGo59qCnC+tlkjp26QkjJs3vWhm3Oxrjmoa/KuCwJUa9FK8p6dHXarGiUFvbEs+55MKi5Uc6xzbIY+KAg2G1KlgnssScCBloKdvOBm09KbAY+nSjQOwWoYWGQZj83nzLOczoSNv+C5CvqA7SJnK89ZDz1becEiL8JxZbsB41n1PTeaDZ0J0UEXZwsuVLNpXimjt4Z+tBx3LZ0xLIeeo6ZhM44kMmw2bucFJ13LjWaDx7NbBOVF6JANzLM86CQmNxoEn5aY0gBmWTbNbjnENIh+Sq4UzjuKPmW3rNivSryHZR8WG/bLMmQ6FgUeQWfD3FgIcBZYD4vbCr9TK/xuWd4z1DwSidyf+MyJRN6ldOMIwt+1uShEOE5KlAxG8GkRJeQkluhdyQvLk2Agx1MmofuxlefslhVaSq5tVuG48rbIk1QpEplzMuXebRfhKGuR52dFQ9im7Hn++JjNOFAkmo33FCohzcJ1bmU5ZZIhhGevrumNQQkwLgQON6MhSzTGOjoTNupKrXh8vmCnKCmShPfv7fNnJ8d47ymS5MzRFZQWIaYnSDArtAzdINO0AFyoKnaLir2yuuNnN0tzlBhox5FbTYPFMzjHflUzTzOUFLTjGISu48DV9ZpESrRSjNYFRUNesBlHll1HNzm10qnTN5u2OYUQ526uNmakM5bHZjNSJRmdDxmNWrPpB466joNS4Z3n6a0tyjQ9M7lfms1ohpHGjJz0oYuZKsn+5HeLRCKvjVhkRSLvUhwg/L2HbYQQWHfnfJCcjq228pxmHBmsQU6xNMV0/LYZBjpjmad3D3iHnEXFauhZTMG+p7bzU6okIU8031sv2StKlBRheN9CqRKe2NpCeM9R1+Ocw7qQMyiFpDcjVZaQq4TGjXR2wDrPblGR6hA5o2XYJHxabJ8dZ7bGTEVhwk5ZnHVuUqW4WM/YzsP3nCWavbI81+kkRYjKKZKEp7e3ubreUOjgy5LT97ceerSQXJotuLpaTp6tjL0yDTLavudG0wRPmX4pMeDqesVYvOTRejnee066kEuZas1WXnCj2YRQcaUpEs2y75GE+28+Hc/erk1YZDm9DduiYvKkvVoNSSQSuZNYZEUi71JSJbH3McMbZ9k6J/8QQrFUpSkVdw/Wn27j3culpKZB63ttICoZzPFHTYPndBDc451jf1ZjrQ1dICU5blvqLCdPEtTknDooK9bjSJYoCpWyyDJ2yxKE4OpmTakTDqogNa3SlM6YaWYszB6dd92Z1iwIqoR7laWjdeA9XgiqNKNIOpxXZwUWMEk+LTtKsVdVHFT1WWBybwyHXXsWqn2KlorRWo66ljJJzvVJWe8xzp4Vf1Wagggm/240OIKbrE7Dke95xdNLQeP3+AYjkcirJj6dIpF3KYVOyLWiGce74ko6Y1BCnlngXw1KSoTgnkXUaYD2/db2C52wPXWMhPDslRXLvmO07qxzZp1nEA7rHE0/IKRgKy8okoSFdzjn2SnKO+aWCq9ZDT1HXcuFqj6LazkP5z2Cl4rFVCnqad5slt4Zjmydo7eWWZazHobp4zWrfiA751/ZsI3JHR28zhiMdVT53YVrohStHdmM47lFVugIhvidhKnQSlJKndDbsDm4Hgcu1LOY9xeJvInEIisSeZeSKMVuWXF9s2bZd9OLb3AxCQH7ZUX+gHmJt5NrTa4S2nG8SyHhJuP4pWJ23yIr05pZmrLsQ5ZjlicUiaYdR467jq0i5/27uygpWQ/BBZZpTZUkzLIsyEfhrjgjMRVV62FgO7d3DXTfrmgIR6GCOk2p0oxUKbbzgtG6MJCv1Zn+YLAhmmeeZqyHnnYcKKavM9rQtQubiS11kiAFbOU5xW1ff3D2vj8TJWQIUT4HKQR1knGj2dxxn4kpj7IdR2ZpGgfYI5E3mfiMi0TexdRpipYzVsNAO4a8w0WWUU/RO6+FU5Hptc2aVd9TJGGofLCWzhjmafZARvudosQ6z7Lv0TL4nIQU7JQlO3lxR0biMHVrTouUoF44v2OjpcK6kdE5bp8ac95zq204aluUENPHea5vGsph5KAKyoMLdR2M72MfOkdSsVeWaCHZmFCgfa/vmaUZWghubBrWQ4f1wZqfSsmy76gnM3sxFYKKlyzo5+GcRyf3jleqs4zNOLAcOkqdoid/WWsMxlsulPUrZmhGIpE3llhkRSLvcsIcToLzJcAbYt+u0pSLYsay7+7oKu1N24QP8mKfKMWFumY2jmzGIWzg6YRZmt2Vn3f7EZhxboptOZ8QnM1ds1XrYeCobaiSFH1bgZZrzWrsudU0XJqF47adsmTLF2eFXWcM1zdrBmvZLsJA/0nfsekHVkMQg+ZKssgrLlQzyjShNyH65vIsaCDKNOGwExhn7/j6EI4jHf6+xelpdM1h27IZh3DcKSBTit18xux1xOJEIpHXRiyyIpEI8MYUV7dTTmqEsXBnMtJX20lRUyCxcZbRWjoz4rzH+owqSc4dUtdSUuqE47Mj0DvprSFT6o6jM++DB0sLdVeBI4Sg1OmkSDBnM1FSCJgcV7falsE65tOiQDlJV797csJmHHliEeSq6W2D9YlULIee1hjqNCWbVA23mpZCe7LJyN4bQ2sNW9krhyhnWnOxrif/VSgAM6Xu0nREIpE3h1hkRSKRh8ap++q10hvD9c2GxoykUiGFYDOE7tB2XrJ7D6XBLMtYjwObYaC8rRjrTRBw7pcVAhitPet6DdbcU1mgpcR5P4k776QzJsyf3VYAnTrCZlmKFAukECQv21w8/X8zZUuKyUOmECyHnuXQA0FGuluUbOf5AxXCp1uCkUjk0ROLrEgk8pbEe8+tpqGzI4s0u61ACZ2tw7YhU+pMlno7RZJwoao5bBuWQ4cgRPCkSrKVh2O+761Ozro9hU4w0+biva/nfC2F9f6sU3c3YevPTPNYUry8iPOI2w4upQgzZ/M8P5szS6OvKhJ52xKLrEgk8pakMyG4udLpXcWNlgotLKu+p07vvh3CXFiuNa0xOB+iY7QMbq2jcSBXikwpjPOc9C2NGemtvSsg+fRaUiXJzvNLTf8Js153XkedZpz0PTOl7iim4HR2TJ7b6dOv4Wg1Eom89YhFViQSecNw3tMZwzhpIFKl7in4fCVG53D37BCFwfhhkpqqe4lPpaS+beD7sGlYDQPzLDs7etMyDLePztEMYTuwStOz23tj6IxhvyzP7SjlWpNrRWvMXRuZeaIReJy7swAzzrEeBrby7NyiLhKJvDOIz+5IJPKG0BvDjaahNUEFgRdIKZil6Vmm4atBEI7o7sXtstDBWnpj8HiUkBRJctf8Ugi97sm1Pne2aSvLJ4EqrIZgdnceklfI8FNSspWXXFuvacbx7PMb52jHkcuzOVJIVkMfcneERwrJVp6xW1avqQCNRCJvD2KRFYlEXjejtVzfbGjNyCx9qUtknOO4CwPcB1X9qgqKTGtSJemNOVeiOVjDVl5w3Lac9B2DdWdHd4VO2C3LOzpLxjmMc/ccCtcydN0O6hkCsNMRY671Kw7vz6e5sJOuZT32eH8qCE3ZLYN1vjUG4yyCkEv4Wjt89+LUIv9Gb4lGIpHXTiyyIpHI66Y1wWW1leV3FA56Oq5b9gPzzLyiguB2UqVYZDk3muaOLcVgTx9IlMI6x9HQkauErSmO5vT265s1l+rZWYEmhUAKcZat+HJCZ0yghHhV13nKPAtaiX4yvOuXZSHWD8lTNVjLZuhZD8GNlWlNnd5bcRGJRN48YpEViUReN6t+IJ28Ti8nHBN6evvqiiyAraLAAyd9R2NGwmeCQmvmWc5R15Kp5I5OV4jCyVj2HcuhZ3+6LVGKKknv6c9qTTjqez3RM0pKyjdxYL03hmubFd1oz37+D6K4iEQibw6xyIpEIq+b0y7QvfCEWJhXixSC3bKkTtOzoGMlJcW0NThYyzy9W+EAIaC5GQZsXpwNz8/zjGaKvimTBDX5r9pJcnpqa3874L3nRtPQG8ciz2+75ZUVF5FI5M0hFlmRSOR1UyQJR20D3N2p8t7jPa/L9ZSd02Hy07HfvTo1p8Pnt5d2uQ7+rFttUDZY55GS6bgxf2hHeg+D9hwJ6ilaKpQw91VcRCKRh08ssiKRyOumThOOu5Dh93IlQTOOlIl+TXNO90NLeVZInbe5OFpLqvVdeociSXhM6zuiZ+61cfhWJhSQ91FcyFdWXEQikYdLLLIikcjrJtcJ+2XFjWbDMBhSqfAeRmdJlHpNCodX/pqaUidszMAsye7yUBnv2Muyc7s474TomVdSXHiCjiJ2sSKRR0cssiKRyBvCIs9JlWI9DrTjgBSCeVZSpenrGia/F2Ka17Ibz0nfk6mQbTg6i53mq95Ox3+vlldSXPTWsFtUb7sOXSTyTiIWWZFI5A2jSBKKJMH78k3poGRac6Gu71AYFDphlmV3WNvfiaRKMc9ybp6juNgMA5nS7+giMxJ5OxCLrEgk8obzZh5RpUqRFmUIfubdJePcniz0J31HM45Icaq4SNgry4fSQYxEIg9OfAZGIpF3BELcTyLxzuTligvuEysUiUTefGKRFYlEIm9zzlNcRCKRR8+bpyaORCKRSCQSeRcRi6xIJBKJRCKRh0AssiKRSCQSiUQeArHIikQikUgkEnkIxCIrEolEIpFI5CEQi6xIJBKJRCKRh0AssiKRSCQSiUQeArHIikQikUgkEnkIxCIrEolEIpFI5CEQi6xIJBKJRCKRh0AssiKRSCQSiUQeArHIikQikUgkEnkIxCIrEolEIpFI5CEQi6xIJBKJRCKRh0AssiKRSCQSiUQeArHIikQikUgkEnkIxCIrEolEIpFI5CGgH/UFvF689wAsl8tHfCWRSCQSiUTe6ZzWG6f1x/142xdZq9UKgCeeeOIRX0kkEolEIpF3C6vVisVicd+PEf5BSrG3MM45XnzxRWazGUKIR305r4rlcskTTzzBCy+8wHw+f9SXE3mVxPvv7U28/97exPvv7c3b+f7z3rNarbh8+TJS3n/q6m3fyZJS8vjjjz/qy3hdzOfzt92DLPIS8f57exPvv7c38f57e/N2vf9eqYN1Shx8j0QikUgkEnkIxCIrEolEIpFI5CEQi6xHSJZlfO5znyPLskd9KZHXQLz/3t7E++/tTbz/3t68W+6/t/3geyQSiUQikchbkdjJikQikUgkEnkIxCIrEolEIpFI5CEQi6xIJBKJRCKRh0AssiKRSCQSiUQeArHIikQikUgkEnkIxCLrEfH5z3+ev/AX/gJlWbK1tXXuxzz//PN87GMfoyxLDg4O+If/8B9ijHlzLzTyQLznPe9BCHHHn1//9V9/1JcVuQ+/9Vu/xXve8x7yPOeZZ57hd3/3dx/1JUUegF/+5V++67n2gz/4g4/6siL34H/8j//Bz/zMz3D58mWEEPzn//yf77jde89nP/tZLl26RFEUfOQjH+Gb3/zmo7nYh0Assh4RwzDw8Y9/nE9+8pPn3m6t5WMf+xjDMPC1r32N3/7t3+ZLX/oSn/3sZ9/kK408KL/6q7/KlStXzv78nb/zdx71JUXuwX/4D/+BT3/603zuc5/jf//v/80HP/hBPvrRj3L9+vVHfWmRB+CHf/iH73iu/c//+T8f9SVF7sFms+GDH/wgv/Vbv3Xu7V/84hf5V//qX/Fv/s2/4Rvf+AZVVfHRj36Uruve5Ct9SPjII+Xf/bt/5xeLxV3v//KXv+yllP7q1atn7/vX//pf+/l87vu+fxOvMPIgPPXUU/5f/It/8agvI/KAfOhDH/Kf+tSnzt621vrLly/7L3zhC4/wqiIPwuc+9zn/wQ9+8FFfRuQ1APj/9J/+09nbzjl/8eJF/xu/8Rtn7zs+PvZZlvl//+///SO4wjee2Ml6i/L1r3+dH/mRH+HChQtn7/voRz/KcrnkD/7gDx7hlUXuxa//+q+zu7vLj//4j/Mbv/Eb8Wj3LcowDPze7/0eH/nIR87eJ6XkIx/5CF//+tcf4ZVFHpRvfvObXL58mfe+9738tb/213j++ecf9SVFXgPf/va3uXr16h3PxcViwTPPPPOOeS7qR30BkfO5evXqHQUWcPb21atXH8UlRe7D3/27f5c/9+f+HDs7O3zta1/jF37hF7hy5Qr//J//80d9aZGXcfPmTay15z6//uiP/ugRXVXkQXnmmWf40pe+xPvf/36uXLnCr/zKr/AX/+Jf5Pd///eZzWaP+vIir4LT17LznovvlNe52Ml6A/n5n//5uwYyX/4n/iP+9uHV3J+f/vSn+cmf/El+9Ed/lL/1t/4W/+yf/TN+8zd/k77vH/F3EYm8s/jpn/5pPv7xj/OjP/qjfPSjH+XLX/4yx8fH/Mf/+B8f9aVFIncRO1lvIJ/5zGf4uZ/7uft+zHvf+94H+lwXL168a9vp2rVrZ7dFHj6v5/585plnMMbwne98h/e///0P4eoir5W9vT2UUmfPp1OuXbsWn1tvQ7a2tviBH/gBvvWtbz3qS4m8Sk6fb9euXePSpUtn77927Ro/9mM/9oiu6o0lFllvIPv7++zv778hn+vDH/4wn//857l+/ToHBwcA/M7v/A7z+ZwPfOADb8jXiNyf13N/Pvfcc0gpz+67yFuHNE35iZ/4Cb7yla/wV/7KXwHAOcdXvvIV/vbf/tuP9uIir5r1es2f/Mmf8IlPfOJRX0rkVfL0009z8eJFvvKVr5wVVcvlkm984xv33Lx/uxGLrEfE888/z+HhIc8//zzWWp577jkA3ve+91HXNT/1Uz/FBz7wAT7xiU/wxS9+katXr/KLv/iLfOpTnyLLskd78ZE7+PrXv843vvEN/tJf+kvMZjO+/vWv8/f//t/nr//1v8729vajvrzIOXz605/m2Wef5c//+T/Phz70If7lv/yXbDYb/ubf/JuP+tIir8A/+Af/gJ/5mZ/hqaee4sUXX+Rzn/scSin+6l/9q4/60iLnsF6v7+gyfvvb3+a5555jZ2eHJ598kr/39/4e/+Sf/BO+//u/n6effppf+qVf4vLly2e/AL3tedTrje9Wnn32WQ/c9eerX/3q2cd85zvf8T/90z/ti6Lwe3t7/jOf+Ywfx/HRXXTkXH7v937PP/PMM36xWPg8z/0P/dAP+V/7tV/zXdc96kuL3Iff/M3f9E8++aRP09R/6EMf8v/rf/2vR31JkQfgZ3/2Z/2lS5d8mqb+scce8z/7sz/rv/Wtbz3qy4rcg69+9avnvtY9++yz3vugcfilX/olf+HCBZ9lmf/Lf/kv+z/+4z9+tBf9BiK89/5RFXiRSCQSiUQi71TidmEkEolEIpHIQyAWWZFIJBKJRCIPgVhkRSKRSCQSiTwEYpEViUQikUgk8hCIRVYkEolEIpHIQyAWWZFIJBKJRCIPgVhkRSKRSCQSiTwEYpEViUQikUgk8hCIRVYkEolEIpHIQyAWWZFIJBKJRCIPgVhkRSKRSCQSiTwE/n8LZFHwREPkhAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 700x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sample = np.concatenate([sample, secondsample])\n",
+    "final_classification, final_centroids, score = robust_kmeans(sample, 3, howmany=10)\n",
+    "#final_classification, final_centroids = convergent_kmeans(sample, 3, breakloop=100, noisy=False)\n",
+    "fig, ax = plt.subplots(figsize=(7,7))\n",
+    "ax.scatter(sample[:,0], sample[:,1], alpha=0.1, c=final_classification)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## kmeans++\n",
+    "\n",
+    "Um dem Problem schlechter initialer Zentroide entgegen zu wirken, kann man den **kmeans++**-Algorithmus verwenden:\n",
+    "1. Wähle ein erstes Zentroid gleichverteilt unter allen Datenpunkten\n",
+    "1. Für jeden Punkt $x$, berechne $D(x)$, den Abstand zum nächsten Zentroid\n",
+    "1. Wähle ein nächstes Zentroid aus, mit einer gewichteten Verteilung, die jedes $x$ mit Gewicht proportional zu $D(x)^2$ auswählt.\n",
+    "1. Wiederhole Schritte 2-3 bis $k$ Zentroide gefunden sind.\n",
+    "1. Gewöhnliches k-Means bis zur Konvergenz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def kmeanspp(data, k):\n",
+    "    centroid_indices = [np.random.choice(len(data))] # uniform\n",
+    "    while(len(centroid_indices) < k):\n",
+    "        distances = np.array([np.linalg.norm(data-centroid, axis=1)\n",
+    "                              for centroid in data[centroid_indices]])\n",
+    "        smallest_distances = np.min(distances, axis=0)\n",
+    "        weights = np.power(smallest_distances, 2)\n",
+    "        # must normalize weights to sum up to 1:\n",
+    "        weights = weights / np.sum(weights)\n",
+    "        new_centroid_index = np.random.choice(len(data), p=weights)\n",
+    "        if(not new_centroid_index in centroid_indices):\n",
+    "            centroid_indices += [new_centroid_index]\n",
+    "    return data[centroid_indices]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "centroids = kmeanspp(sample, 3)\n",
+    "point_classification, new_centroids = kmeans(sample, 3, centroids)\n",
+    "fig, ax = plt.subplots(figsize=(7,7))\n",
+    "ax.scatter(sample[:,0], sample[:,1], alpha=0.1, c=point_classification)\n",
+    "ax.plot(new_centroids[:,0], new_centroids[:,1],\n",
+    "            '+', c='black', markersize=20)\n",
+    "ax.plot(centroids[:,0], centroids[:,1],\n",
+    "        'P', c='black', markersize=10)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Trivia\n",
+    "\n",
+    "Was man über k-Means noch wissen sollte:\n",
+    "\n",
+    "* Die durchschnittliche Laufzeitkomplexität ist in $O(k*n*T)$ mit $n$ der Samplegröße und $T$ die Anzahl an Iterationen.\n",
+    "* Die Worst-Case-Komplexität ist in $O(n^{(k+2/p)})$ wobei $p$ die Anzahl Variablen (die Dimension) ist. [Arthur, Vassilvitskii: ‘How slow is the k-means method?’, 2006](https://theory.stanford.edu/~sergei/papers/kMeans-socg.pdf)\n",
+    "* Was passiert theoretisch?\n",
+    "  Die sogenannte **Trägheit**, das ist die Summe der Abstände aller Punkte zu ihren nächsten Zentroiden, wird minimiert. Das zeigt auch das größte Problem auf: wenn die Cluster nicht konvex und homogen sind, ist das eine weniger sinnvolle Optimierungsgröße. Hier greift der Fluch der Dimensionalität (curse of dimensionality): in hochdimensionalen Räumen verhalten sich Abstände unintuitiv, z.B. sind in einer Sphäre gleichverteilte Punkte mehr nahe am Rand als nahe der Mitte. Wieder ein Grund mehr, um Hauptachsentransformation zu lernen.\n",
+    "* Variante **bisecting k-means**:\n",
+    "  Zunächst 2-means, dann wird iterativ einer der größten Cluster aufgeteilt mit 2-means usw. bis insgesamt k Cluster da sind.\n",
+    "* Variante **mini-batch k-means**:\n",
+    "  Ein Kompromiss aus unserer ersten Variante (mit der Animation) und der letzten Variante. Hat große Vorteile bei online-Datenverarbeitung (streaming) und generell großen Datenmengen.\n",
+    "* Die Voraussetzung, damit k-means-Verfahren erfolgreich sein können, sind Daten die in Cluster von etwa Ellipsoider Form mit ähnlicher Varianz fallen. [Beispiele, wo es schief gehen kann, sind in der scikit-learn-Dokumentation geplottet](https://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_assumptions.html#sphx-glr-auto-examples-cluster-plot-kmeans-assumptions-py).\n",
+    "\n",
+    "## k-Means in scikit-learn\n",
+    "\n",
+    "Man muss natürlich das Rad nicht neu erfinden, `scikit-learn` bringt k-Means-Implementierungen mit:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[5.006      3.428      1.462      0.246     ]\n",
+      " [5.9016129  2.7483871  4.39354839 1.43387097]\n",
+      " [6.85       3.07368421 5.74210526 2.07105263]]\n",
+      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
+      " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
+      " 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 2 1 2 2 2 2\n",
+      " 2 2 1 1 2 2 2 2 1 2 1 2 1 2 2 1 1 2 2 2 2 2 1 2 2 2 2 1 2 2 2 1 2 2 2 1 2\n",
+      " 2 1]\n",
+      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
+      " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
+      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
+      " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
+      " 2 2]\n",
+      "P = Predicted, C = Class, H(P, C)/mean(H(P),H(C)) = 0.7581756800057784\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "# Ist natürlich viel schneller, weil mit C parallelisiert:\n",
+    "kmeans_result = KMeans(n_clusters=3).fit(iris.data)\n",
+    "print(kmeans_result.cluster_centers_)\n",
+    "print(kmeans_result.labels_)\n",
+    "print(iris.target)\n",
+    "from sklearn import metrics\n",
+    "print(\"P = Predicted, C = Class, H(P, C)/mean(H(P),H(C)) =\",\n",
+    "      metrics.normalized_mutual_info_score(iris.target, kmeans_result.labels_))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Das gibt's auch noch:\n",
+    "from sklearn.cluster import MiniBatchKMeans\n",
+    "#from sklearn.cluster import BisectingKMeans # in sklearn v.1.1"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/pandas.ipynb b/pandas.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3f85e35c3ba2e1e39c1009ef2ec0ade8adb6d402
--- /dev/null
+++ b/pandas.ipynb
@@ -0,0 +1,1980 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pandas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<!---\n",
+    "https://pbpython.com/categorical-encoding.html\n",
+    "--->"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Aus der [Pandas Dokumentation, Abschnitt \"Comparison with SQL\"](https://pandas.pydata.org/docs/getting_started/comparison/comparison_with_sql.html)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     total_bill   tip     sex smoker   day    time  size\n",
+      "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
+      "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
+      "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
+      "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
+      "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
+      "..          ...   ...     ...    ...   ...     ...   ...\n",
+      "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
+      "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
+      "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
+      "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
+      "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
+      "\n",
+      "[244 rows x 7 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "\n",
+    "url = (\n",
+    "    \"https://raw.github.com/pandas-dev\"\n",
+    "    \"/pandas/main/pandas/tests/io/data/csv/tips.csv\"\n",
+    ")\n",
+    "\n",
+    "tips = pd.read_csv(url)\n",
+    "print(tips)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Operationen auf Pandas DataFrames erzeugen Kopien, während der ursprüngliche DataFrame unverändert bleibt."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     total_bill   tip     sex smoker   day    time  size\n",
+      "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
+      "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
+      "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
+      "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
+      "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
+      "..          ...   ...     ...    ...   ...     ...   ...\n",
+      "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
+      "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
+      "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
+      "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
+      "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
+      "\n",
+      "[244 rows x 7 columns]\n",
+      "\n",
+      "Das ist ja gar nicht sortiert! Das nächste aber:\n",
+      "\n",
+      "     total_bill    tip     sex smoker   day    time  size\n",
+      "67         3.07   1.00  Female    Yes   Sat  Dinner     1\n",
+      "92         5.75   1.00  Female    Yes   Fri  Dinner     2\n",
+      "111        7.25   1.00  Female     No   Sat  Dinner     1\n",
+      "172        7.25   5.15    Male    Yes   Sun  Dinner     2\n",
+      "149        7.51   2.00    Male     No  Thur   Lunch     2\n",
+      "..          ...    ...     ...    ...   ...     ...   ...\n",
+      "182       45.35   3.50    Male    Yes   Sun  Dinner     3\n",
+      "156       48.17   5.00    Male     No   Sun  Dinner     6\n",
+      "59        48.27   6.73    Male     No   Sat  Dinner     4\n",
+      "212       48.33   9.00    Male     No   Sat  Dinner     4\n",
+      "170       50.81  10.00    Male    Yes   Sat  Dinner     3\n",
+      "\n",
+      "[244 rows x 7 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "tips.sort_values(\"total_bill\")\n",
+    "print(tips)\n",
+    "print(\"\\nDas ist ja gar nicht sortiert! Das nächste aber:\\n\")\n",
+    "sorted_tips = tips.sort_values(\"total_bill\")\n",
+    "print(sorted_tips)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Spalten auswählen ist `SELECT`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>16.99</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10.34</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>21.01</td>\n",
+       "      <td>3.50</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>23.68</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>24.59</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>29.03</td>\n",
+       "      <td>5.92</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>240</th>\n",
+       "      <td>27.18</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>22.67</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>242</th>\n",
+       "      <td>17.82</td>\n",
+       "      <td>1.75</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>243</th>\n",
+       "      <td>18.78</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Dinner</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>244 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill   tip smoker    time\n",
+       "0         16.99  1.01     No  Dinner\n",
+       "1         10.34  1.66     No  Dinner\n",
+       "2         21.01  3.50     No  Dinner\n",
+       "3         23.68  3.31     No  Dinner\n",
+       "4         24.59  3.61     No  Dinner\n",
+       "..          ...   ...    ...     ...\n",
+       "239       29.03  5.92     No  Dinner\n",
+       "240       27.18  2.00    Yes  Dinner\n",
+       "241       22.67  2.00    Yes  Dinner\n",
+       "242       17.82  1.75     No  Dinner\n",
+       "243       18.78  3.00     No  Dinner\n",
+       "\n",
+       "[244 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT total_bill, tip, smoker, time FROM tips;\n",
+    "tips[[\"total_bill\", \"tip\", \"smoker\", \"time\"]]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Man kann neue Spalten hinzufügen, die sich aus alten Spalten berechnen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "      <th>tip_rate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>16.99</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.059447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10.34</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.160542</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>21.01</td>\n",
+       "      <td>3.50</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.166587</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>23.68</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.139780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>24.59</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.146808</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>29.03</td>\n",
+       "      <td>5.92</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.203927</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>240</th>\n",
+       "      <td>27.18</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.073584</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>22.67</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.088222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>242</th>\n",
+       "      <td>17.82</td>\n",
+       "      <td>1.75</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.098204</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>243</th>\n",
+       "      <td>18.78</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Thur</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.159744</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>244 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill   tip     sex smoker   day    time  size  tip_rate\n",
+       "0         16.99  1.01  Female     No   Sun  Dinner     2  0.059447\n",
+       "1         10.34  1.66    Male     No   Sun  Dinner     3  0.160542\n",
+       "2         21.01  3.50    Male     No   Sun  Dinner     3  0.166587\n",
+       "3         23.68  3.31    Male     No   Sun  Dinner     2  0.139780\n",
+       "4         24.59  3.61  Female     No   Sun  Dinner     4  0.146808\n",
+       "..          ...   ...     ...    ...   ...     ...   ...       ...\n",
+       "239       29.03  5.92    Male     No   Sat  Dinner     3  0.203927\n",
+       "240       27.18  2.00  Female    Yes   Sat  Dinner     2  0.073584\n",
+       "241       22.67  2.00    Male    Yes   Sat  Dinner     2  0.088222\n",
+       "242       17.82  1.75    Male     No   Sat  Dinner     2  0.098204\n",
+       "243       18.78  3.00  Female     No  Thur  Dinner     2  0.159744\n",
+       "\n",
+       "[244 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT *, tip/total_bill as tip_rate FROM tips;\n",
+    "tips.assign(tip_rate=tips[\"tip\"] / tips[\"total_bill\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Daten filtern (nach Bedingungen Zeilen auswählen) mit `WHERE`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>16.99</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10.34</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>21.01</td>\n",
+       "      <td>3.50</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>23.68</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>24.59</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>29.03</td>\n",
+       "      <td>5.92</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>240</th>\n",
+       "      <td>27.18</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>22.67</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>242</th>\n",
+       "      <td>17.82</td>\n",
+       "      <td>1.75</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>243</th>\n",
+       "      <td>18.78</td>\n",
+       "      <td>3.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Thur</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>176 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill   tip     sex smoker   day    time  size\n",
+       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
+       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
+       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
+       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
+       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
+       "..          ...   ...     ...    ...   ...     ...   ...\n",
+       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
+       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
+       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
+       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
+       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
+       "\n",
+       "[176 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT * FROM tips WHERE time = 'Dinner';\n",
+    "is_dinner = tips[\"time\"] == \"Dinner\" # Bitmaske\n",
+    "tips[is_dinner]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Mehrere Bedingungen logisch verknüpfen mit `OR |` oder `AND &`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>39.42</td>\n",
+       "      <td>7.58</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>48.27</td>\n",
+       "      <td>6.73</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>50.81</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>23.17</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>48.33</td>\n",
+       "      <td>9.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>28.17</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill    tip     sex smoker  day    time  size\n",
+       "23        39.42   7.58    Male     No  Sat  Dinner     4\n",
+       "59        48.27   6.73    Male     No  Sat  Dinner     4\n",
+       "170       50.81  10.00    Male    Yes  Sat  Dinner     3\n",
+       "183       23.17   6.50    Male    Yes  Sun  Dinner     4\n",
+       "212       48.33   9.00    Male     No  Sat  Dinner     4\n",
+       "214       28.17   6.50  Female    Yes  Sat  Dinner     3"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT * FROM tips WHERE time = 'Dinner' AND tip > 6.00;\n",
+    "tips[(tips[\"time\"] == \"Dinner\") & (tips[\"tip\"] > 6.00)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>48.27</td>\n",
+       "      <td>6.73</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>29.80</td>\n",
+       "      <td>4.20</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Thur</td>\n",
+       "      <td>Lunch</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>34.30</td>\n",
+       "      <td>6.70</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Thur</td>\n",
+       "      <td>Lunch</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>27.05</td>\n",
+       "      <td>5.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Thur</td>\n",
+       "      <td>Lunch</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>156</th>\n",
+       "      <td>48.17</td>\n",
+       "      <td>5.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>50.81</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>182</th>\n",
+       "      <td>45.35</td>\n",
+       "      <td>3.50</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>48.33</td>\n",
+       "      <td>9.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill    tip     sex smoker   day    time  size\n",
+       "59        48.27   6.73    Male     No   Sat  Dinner     4\n",
+       "125       29.80   4.20  Female     No  Thur   Lunch     6\n",
+       "141       34.30   6.70    Male     No  Thur   Lunch     6\n",
+       "143       27.05   5.00  Female     No  Thur   Lunch     6\n",
+       "156       48.17   5.00    Male     No   Sun  Dinner     6\n",
+       "170       50.81  10.00    Male    Yes   Sat  Dinner     3\n",
+       "182       45.35   3.50    Male    Yes   Sun  Dinner     3\n",
+       "212       48.33   9.00    Male     No   Sat  Dinner     4"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT * FROM tips WHERE size >= 6 OR total_bill > 45;\n",
+    "tips[(tips[\"size\"] >= 6) | (tips[\"total_bill\"] > 45)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Daten in Gruppen aufspalten, aggregierte Statistiken ausrechnen, Gruppen zusammenführen - das ist in SQL ein `GROUP BY`, in Pandas `groupby`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "sex\n",
+       "Female     87\n",
+       "Male      157\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT sex, count(*) FROM tips GROUP BY sex;\n",
+    "tips.groupby(\"sex\").size()\n",
+    "# tips.groupby(\"sex\").count() wäre falsch, das zählt nicht-NA-Einträge!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>tip</th>\n",
+       "      <th>day</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>day</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Fri</th>\n",
+       "      <td>2.734737</td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sat</th>\n",
+       "      <td>2.993103</td>\n",
+       "      <td>87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sun</th>\n",
+       "      <td>3.255132</td>\n",
+       "      <td>76</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thur</th>\n",
+       "      <td>2.771452</td>\n",
+       "      <td>62</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           tip  day\n",
+       "day                \n",
+       "Fri   2.734737   19\n",
+       "Sat   2.993103   87\n",
+       "Sun   3.255132   76\n",
+       "Thur  2.771452   62"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT day, AVG(tip), COUNT(*) FROM tips GROUP BY day;\n",
+    "tips.groupby(\"day\").agg({\"tip\": np.mean, \"day\": np.size})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"2\" halign=\"left\">tip</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>size</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">No</th>\n",
+       "      <th>Fri</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2.812500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sat</th>\n",
+       "      <td>45</td>\n",
+       "      <td>3.102889</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sun</th>\n",
+       "      <td>57</td>\n",
+       "      <td>3.167895</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thur</th>\n",
+       "      <td>45</td>\n",
+       "      <td>2.673778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Yes</th>\n",
+       "      <th>Fri</th>\n",
+       "      <td>15</td>\n",
+       "      <td>2.714000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sat</th>\n",
+       "      <td>42</td>\n",
+       "      <td>2.875476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sun</th>\n",
+       "      <td>19</td>\n",
+       "      <td>3.516842</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Thur</th>\n",
+       "      <td>17</td>\n",
+       "      <td>3.030000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             tip          \n",
+       "            size      mean\n",
+       "smoker day                \n",
+       "No     Fri     4  2.812500\n",
+       "       Sat    45  3.102889\n",
+       "       Sun    57  3.167895\n",
+       "       Thur   45  2.673778\n",
+       "Yes    Fri    15  2.714000\n",
+       "       Sat    42  2.875476\n",
+       "       Sun    19  3.516842\n",
+       "       Thur   17  3.030000"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT smoker, day, COUNT(*), AVG(tip) FROM tips GROUP BY smoker, day;\n",
+    "tips.groupby([\"smoker\", \"day\"]).agg({\"tip\": [np.size, np.mean]})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Tabellen verknüpfen mit `JOIN` bzw. `merge`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "  key     value\n",
+      "0   A -0.997236\n",
+      "1   B  0.462240\n",
+      "2   C  0.427985\n",
+      "3   D  1.236345 \n",
+      "   key     value\n",
+      "0   B -0.696826\n",
+      "1   D  0.135912\n",
+      "2   D -0.634274\n",
+      "3   E -0.711476\n"
+     ]
+    }
+   ],
+   "source": [
+    "df1 = pd.DataFrame({\"key\": [\"A\", \"B\", \"C\", \"D\"], \"value\": np.random.randn(4)})\n",
+    "df2 = pd.DataFrame({\"key\": [\"B\", \"D\", \"D\", \"E\"], \"value\": np.random.randn(4)})\n",
+    "print(df1, \"\\n\", df2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>key</th>\n",
+       "      <th>value_x</th>\n",
+       "      <th>value_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>B</td>\n",
+       "      <td>0.462240</td>\n",
+       "      <td>-0.696826</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>0.135912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>-0.634274</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  key   value_x   value_y\n",
+       "0   B  0.462240 -0.696826\n",
+       "1   D  1.236345  0.135912\n",
+       "2   D  1.236345 -0.634274"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT * FROM df1 INNER JOIN df2 ON df1.key = df2.key;\n",
+    "pd.merge(df1, df2, on=\"key\") # inner join ist der default"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>key</th>\n",
+       "      <th>value_x</th>\n",
+       "      <th>value_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A</td>\n",
+       "      <td>-0.997236</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>B</td>\n",
+       "      <td>0.462240</td>\n",
+       "      <td>-0.696826</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C</td>\n",
+       "      <td>0.427985</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>0.135912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>-0.634274</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  key   value_x   value_y\n",
+       "0   A -0.997236       NaN\n",
+       "1   B  0.462240 -0.696826\n",
+       "2   C  0.427985       NaN\n",
+       "3   D  1.236345  0.135912\n",
+       "4   D  1.236345 -0.634274"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT * FROM df1 LEFT OUTER JOIN df2 ON df1.key = df2.key;\n",
+    "pd.merge(df1, df2, on=\"key\", how=\"left\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>key</th>\n",
+       "      <th>value_x</th>\n",
+       "      <th>value_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>B</td>\n",
+       "      <td>0.462240</td>\n",
+       "      <td>-0.696826</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>0.135912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>-0.634274</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>E</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.711476</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  key   value_x   value_y\n",
+       "0   B  0.462240 -0.696826\n",
+       "1   D  1.236345  0.135912\n",
+       "2   D  1.236345 -0.634274\n",
+       "3   E       NaN -0.711476"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT * FROM df1 RIGHT OUTER JOIN df2 ON df1.key = df2.key;\n",
+    "pd.merge(df1, df2, on=\"key\", how=\"right\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>key</th>\n",
+       "      <th>value_x</th>\n",
+       "      <th>value_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>A</td>\n",
+       "      <td>-0.997236</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>B</td>\n",
+       "      <td>0.462240</td>\n",
+       "      <td>-0.696826</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C</td>\n",
+       "      <td>0.427985</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>0.135912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>D</td>\n",
+       "      <td>1.236345</td>\n",
+       "      <td>-0.634274</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>E</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-0.711476</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  key   value_x   value_y\n",
+       "0   A -0.997236       NaN\n",
+       "1   B  0.462240 -0.696826\n",
+       "2   C  0.427985       NaN\n",
+       "3   D  1.236345  0.135912\n",
+       "4   D  1.236345 -0.634274\n",
+       "5   E       NaN -0.711476"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# SELECT * FROM df1 FULL OUTER JOIN df2 ON df1.key = df2.key;\n",
+    "pd.merge(df1, df2, on=\"key\", how=\"outer\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Daten verändern geht in SQL mit `UPDATE`, in Pandas führen wir einfach Python Code aus, als wenn wir eine einzelne Variable ändern wollten:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>3.07</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>236</th>\n",
+       "      <td>12.60</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>5.75</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Fri</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>7.25</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>16.99</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill   tip     sex smoker  day    time  size\n",
+       "67         3.07  1.00  Female    Yes  Sat  Dinner     1\n",
+       "236       12.60  1.00    Male    Yes  Sat  Dinner     2\n",
+       "92         5.75  1.00  Female    Yes  Fri  Dinner     2\n",
+       "111        7.25  1.00  Female     No  Sat  Dinner     1\n",
+       "0         16.99  1.01  Female     No  Sun  Dinner     2"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Zustand vor der Änderung:\n",
+    "tips.sort_values(\"tip\").head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>3.07</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>16.49</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>162</th>\n",
+       "      <td>16.21</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>13.81</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>163</th>\n",
+       "      <td>13.81</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill  tip     sex smoker  day    time  size\n",
+       "67         3.07  2.0  Female    Yes  Sat  Dinner     1\n",
+       "159       16.49  2.0    Male     No  Sun  Dinner     4\n",
+       "162       16.21  2.0  Female     No  Sun  Dinner     3\n",
+       "61        13.81  2.0    Male    Yes  Sat  Dinner     2\n",
+       "163       13.81  2.0    Male     No  Sun  Dinner     2"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# UPDATE tips SET tip = tip*2 WHERE tip < 2;\n",
+    "tips.loc[tips[\"tip\"] < 2, \"tip\"] *= 2\n",
+    "tips.sort_values(\"tip\").head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>50.81</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>48.33</td>\n",
+       "      <td>9.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>39.42</td>\n",
+       "      <td>7.58</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>48.27</td>\n",
+       "      <td>6.73</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>34.30</td>\n",
+       "      <td>6.70</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Thur</td>\n",
+       "      <td>Lunch</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill    tip   sex smoker   day    time  size\n",
+       "170       50.81  10.00  Male    Yes   Sat  Dinner     3\n",
+       "212       48.33   9.00  Male     No   Sat  Dinner     4\n",
+       "23        39.42   7.58  Male     No   Sat  Dinner     4\n",
+       "59        48.27   6.73  Male     No   Sat  Dinner     4\n",
+       "141       34.30   6.70  Male     No  Thur   Lunch     6"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Zustand vor der nächsten Änderung:\n",
+    "tips.sort_values(\"tip\", ascending=False).head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>48.33</td>\n",
+       "      <td>9.00</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>39.42</td>\n",
+       "      <td>7.58</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>48.27</td>\n",
+       "      <td>6.73</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sat</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>34.30</td>\n",
+       "      <td>6.70</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Thur</td>\n",
+       "      <td>Lunch</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>23.17</td>\n",
+       "      <td>6.50</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Yes</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     total_bill   tip   sex smoker   day    time  size\n",
+       "212       48.33  9.00  Male     No   Sat  Dinner     4\n",
+       "23        39.42  7.58  Male     No   Sat  Dinner     4\n",
+       "59        48.27  6.73  Male     No   Sat  Dinner     4\n",
+       "141       34.30  6.70  Male     No  Thur   Lunch     6\n",
+       "183       23.17  6.50  Male    Yes   Sun  Dinner     4"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# DELETE FROM tips WHERE tip > 9;\n",
+    "tips = tips.loc[tips[\"tip\"] <= 9]\n",
+    "tips.sort_values(\"tip\", ascending=False).head()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/statistische-modelle.md b/statistische-modelle.md
new file mode 100644
index 0000000000000000000000000000000000000000..4b9b98e05dc12509a3b111de2bc9bb9891ca56ab
--- /dev/null
+++ b/statistische-modelle.md
@@ -0,0 +1,219 @@
+# Statistische Modelle und Schätzer
+
+Im Data Science Prozess, also dem Weg von den Daten zu einem Produkt (sei es ein Bericht, eine Vorhersage oder neue interessante Daten), modellieren wir die Daten. 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
+$\mathcal{X}=\mathbb{R}^N$ mit $\Theta = \mathbb{R} \times \mathbb{R}_{> 0}$ und $P_{\theta}^{\otimes N} = P_{\mu,\sigma}^{\otimes N}$ eine univariate Normalverteilung ist das Standardmodell einer Stichprobe der Größe $N$ einer univariaten Zufallsvariable, die 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!