{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gaussian discriminant analysis con stessa matrice di covarianza per le distribuzioni delle due classi e conseguente separatore lineare."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import scipy.stats as st"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Definizioni relative alla visualizzazione"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as mcolors\n",
"\n",
"plt.style.use('fivethirtyeight')\n",
"\n",
"plt.rcParams['font.family'] = 'sans-serif'\n",
"plt.rcParams['font.serif'] = 'Ubuntu'\n",
"plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n",
"plt.rcParams['font.size'] = 10\n",
"plt.rcParams['axes.labelsize'] = 10\n",
"plt.rcParams['axes.labelweight'] = 'bold'\n",
"plt.rcParams['axes.titlesize'] = 10\n",
"plt.rcParams['xtick.labelsize'] = 8\n",
"plt.rcParams['ytick.labelsize'] = 8\n",
"plt.rcParams['legend.fontsize'] = 10\n",
"plt.rcParams['figure.titlesize'] = 12\n",
"plt.rcParams['image.cmap'] = 'jet'\n",
"plt.rcParams['image.interpolation'] = 'none'\n",
"plt.rcParams['figure.figsize'] = (16, 8)\n",
"plt.rcParams['lines.linewidth'] = 2\n",
"plt.rcParams['lines.markersize'] = 8\n",
"\n",
"colors = ['#008fd5', '#fc4f30', '#e5ae38', '#6d904f', '#8b8b8b', '#810f7c', \n",
"'#137e6d', '#be0119', '#3b638c', '#af6f09', '#008fd5', '#fc4f30', '#e5ae38', '#6d904f', '#8b8b8b', \n",
"'#810f7c', '#137e6d', '#be0119', '#3b638c', '#af6f09']\n",
"\n",
"cmap = mcolors.LinearSegmentedColormap.from_list(\"\", [\"#82cafc\", \"#069af3\", \"#0485d1\", colors[0], colors[8]])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import urllib.request\n",
"\n",
"filepath = \"../dataset/\"\n",
"url = \"https://tvml.github.io/ml2324/dataset/\"\n",
"\n",
"def get_file(filename,local):\n",
" if local:\n",
" return filepath+filename\n",
" else:\n",
" urllib.request.urlretrieve (url+filename, filename)\n",
" return filename"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Leggiamo i dati da un file csv in un dataframe pandas. I dati hanno 3 valori: i primi due corrispondono alle features e sono assegnati alle colonne x1 e x2 del dataframe; il terzo è il valore target, assegnato alla colonna t. Vengono poi creati una matrice X delle features e un vettore target t"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# legge i dati in dataframe pandas\n",
"data = pd.read_csv(get_file(\"ex2data1.txt\", local=1), header=0, delimiter=',', names=['x1','x2','t'])\n",
"\n",
"# calcola dimensione dei dati\n",
"n = len(data)\n",
"n0 = len(data[data.t==0])\n",
"\n",
"# calcola dimensionalità delle features\n",
"nfeatures = len(data.columns)-1\n",
"\n",
"X = np.array(data[['x1','x2']])\n",
"t = np.array(data['t'])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0,\n",
" 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0,\n",
" 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1,\n",
" 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1,\n",
" 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1])"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualizza il dataset."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.gca()\n",
"ax.scatter(data[data.t==0].x1, data[data.t==0].x2, s=40, color=colors[0], alpha=.7)\n",
"ax.scatter(data[data.t==1].x1, data[data.t==1].x2, s=40,c=colors[1], alpha=.7)\n",
"plt.xlabel('$x_1$', fontsize=12)\n",
"plt.ylabel('$x_2$', fontsize=12)\n",
"plt.xticks(fontsize=10)\n",
"plt.yticks(fontsize=10)\n",
"plt.title('Dataset', fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calcola le medie delle due distribuzioni."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"mu0=np.array(np.mean(data[data.t==0][['x1','x2']], axis=0))\n",
"mu1=np.array(np.mean(data[data.t==1][['x1','x2']], axis=0))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Consideriamo una matrice di covarianza uguale per le distribuzioni delle due classi. La stimiamo pari alla matrice di covarianza dell'intero dataset. Calcoliamo anche la sua inversa, che appare nella definizione delle distribuzioni gaussiane."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"sigma=np.cov(X.T)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[372.56755605, -4.87041772],\n",
" [ -4.87041772, 347.4076736 ]])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sigma"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Stimiamo la probabilità a priori della classe C0 come rapporto tra il numero di elementi del dataset appartenenti alla classe e la dimensione totale del dataset"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"prior=float(n0)/n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.3939393939393939"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prior"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Deriviamo il vettore theta dei tre coefficienti dell'iperpiano di separazione tra le due classi, utilizzando la definizione analitica fornita dal modello."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# inversa della matrice di covarianza\n",
"sigmainv=np.matrix(sigma).I\n",
"# vettori colonna delle medie\n",
"m0=np.matrix(mu0).T\n",
"m1=np.matrix(mu1).T"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([52.47867652, 54.02028182])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mu0"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"theta: [7.140, -0.060, -0.058]\n"
]
}
],
"source": [
"# inversa della matrice di covarianza\n",
"sigmainv=np.matrix(sigma).I\n",
"# vettori colonna delle medie\n",
"m0=np.matrix(mu0).T\n",
"m1=np.matrix(mu1).T\n",
"# coefficienti associati alle due feature\n",
"theta=np.asarray(sigmainv *(m0-m1)).ravel()\n",
"# termine noto\n",
"theta0=-0.5*m0.T*sigmainv*m0+0.5*mu1.T*sigmainv*m1+np.log(prior)-np.log(1-prior)\n",
"# concatenazione del termine noto nel vettore dei coefficienti\n",
"theta = np.append(theta0[0,0], theta)\n",
"print(\"theta: [{0:5.3f}, {1:5.3f}, {2:5.3f}]\".format(theta[0],theta[1],theta[2]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Definiamo la griglia 100x100 da utilizzare per la visualizzazione delle varie distribuzioni."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"# insieme delle ascisse dei punti\n",
"u = np.linspace(min(X[:,0]), max(X[:,0]), 100)\n",
"# insieme delle ordinate dei punti\n",
"v = np.linspace(min(X[:,1]), max(X[:,1]), 100)\n",
"# deriva i punti della griglia: il punto in posizione i,j nella griglia ha ascissa U(i,j) e ordinata V(i,j)\n",
"U, V = np.meshgrid(u, v)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calcola sui punti della griglia le probabilità delle classi $p(x|C_0), p(x|C_1)$ e le probabilità a posteriori delle classi $p(C_0|x), p(C_1|x)$"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"# funzioni che calcolano le probabilità secondo le distribuzioni delle due classi\n",
"vf0=np.vectorize(lambda x,y:st.multivariate_normal.pdf([x,y],mu0,sigma))\n",
"vf1=np.vectorize(lambda x,y:st.multivariate_normal.pdf([x,y],mu1,sigma))\n",
"\n",
"# calcola le probabilità delle due distribuzioni sulla griglia\n",
"p0=vf0(U,V)\n",
"p1=vf1(U,V)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualizzazione della distribuzione di $p(x|C_0)$."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.gca()\n",
"# inserisce una rappresentazione della probabilità della classe C0 sotto forma di heatmap\n",
"imshow_handle = plt.imshow(p0, origin='lower', extent=(min(X[:,0]), max(X[:,0]), min(X[:,1]), max(X[:,1])), alpha=.7)\n",
"plt.contour(U, V, p0, linewidths=[.7], colors=[colors[6]])\n",
"# rappresenta i punti del dataset\n",
"ax.scatter(data[data.t==0].x1, data[data.t==0].x2, s=40, c=colors[0], alpha=.7)\n",
"ax.scatter(data[data.t==1].x1, data[data.t==1].x2, s=40,c=colors[1], alpha=.7)\n",
"# rappresenta la media della distribuzione\n",
"ax.scatter(mu0[0], mu0[1], s=150,c=colors[3], marker='*', alpha=1)\n",
"# inserisce titoli, etc.\n",
"plt.xlabel('$x_1$', fontsize=12)\n",
"plt.ylabel('$x_2$', fontsize=12)\n",
"plt.xticks(fontsize=10)\n",
"plt.yticks(fontsize=10)\n",
"plt.xlim(u.min(), u.max())\n",
"plt.ylim(v.min(), v.max())\n",
"plt.title('Distribuzione di $p(x|C_0)$', fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualizzazione della distribuzione di $p(x|C_1)$."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.gca()\n",
"# inserisce una rappresentazione della probabilità della classe C0 sotto forma di heatmap\n",
"imshow_handle = plt.imshow(p1, origin='lower', extent=(min(X[:,0]), max(X[:,0]), min(X[:,1]), max(X[:,1])), alpha=.7)\n",
"plt.contour(U, V, p1, linewidths=[.7], colors=[colors[6]])\n",
"# rappresenta i punti del dataset\n",
"ax.scatter(data[data.t==0].x1, data[data.t==0].x2, s=40, c=colors[0], alpha=.7)\n",
"ax.scatter(data[data.t==1].x1, data[data.t==1].x2, s=40,c=colors[1], alpha=.7)\n",
"# rappresenta la media della distribuzione\n",
"ax.scatter(mu1[0], mu1[1], s=150,c=colors[3], marker='*', alpha=1)\n",
"# inserisce titoli, etc.\n",
"plt.xlabel('$x_1$', fontsize=12)\n",
"plt.ylabel('$x_2$', fontsize=12)\n",
"plt.xticks(fontsize=10)\n",
"plt.yticks(fontsize=10)\n",
"plt.xlim(u.min(), u.max())\n",
"plt.ylim(v.min(), v.max())\n",
"plt.title('Distribuzione di $p(x|C_1)$', fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calcoliamo ora la distribuzione a posteriori delle classi $C_0$ e $C_1$ per tutti i punti della griglia, applicando la regola di Bayes"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# calcola il rapporto tra le likelihood delle classi per tutti i punti della griglia\n",
"z=p0/p1 \n",
"\n",
"# calcola il rapporto tra le probabilità a posteriori delle classi per tutti i punti della griglia\n",
"zbayes=p0*prior/(p1*(1-prior)) \n",
"\n",
"# calcola evidenza\n",
"ev = p0*prior+p1*(1-prior)\n",
"\n",
"# calcola le probabilità a posteriori di C0 e di C1\n",
"pp0 = p0*prior/ev\n",
"pp1 = p1*(1-prior)/ev"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualizzazione di $p(C_0|x)$"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8,8))\n",
"ax = fig.gca()\n",
"imshow_handle = plt.imshow(pp0, origin='lower', extent=(min(X[:,0]), max(X[:,0]), min(X[:,1]), max(X[:,1])), alpha=.7)\n",
"ax.scatter(data[data.t==0].x1, data[data.t==0].x2, s=40, c=colors[0], alpha=.7)\n",
"ax.scatter(data[data.t==1].x1, data[data.t==1].x2, s=40,c=colors[1], alpha=.7)\n",
"plt.contour(U, V, zbayes, [1.0], colors=[colors[7]],linewidths=[1])\n",
"plt.contour(U, V, z, [1.0], colors=[colors[7]],linewidths=[1], linestyles='dashed')\n",
"plt.xlabel('$x_1$', fontsize=12)\n",
"plt.ylabel('$x_2$', fontsize=12)\n",
"plt.xticks(fontsize=10)\n",
"plt.yticks(fontsize=10)\n",
"plt.xlim(u.min(), u.max())\n",
"plt.ylim(v.min(), v.max())\n",
"plt.title(\"Distribuzione di $p(C_0|x)$\", fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Visualizzazione di $p(C_1|x)$"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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930ei567J1772NaZPn85FF100aFDkjjvuyEknnZRzKb6+zjzzTJYtWzZoIh8hxPgnfayFEEIUpVdffZWddtop56QasiUTd911V372s58F3u6VV15JY2Mjv/3tb/nxj39MY2Mjv//97wOvr68PP/yQe++9l//93//Ny/qEEMVFEmshhBBFR2vN66+/PuJpxnv6VDc2Nvab7nwkLr74YlpaWvr9+8IXvhBoXQM1NTVx5ZVXss8+++RlfUKI4iJ9rIUQQhQdpRTLly8PtOx2223XO1C12Oy///7sv//+YYchhBgj0sdaCCGEEEKIPJCuIEIIIYQQQuSBJNZCCCGEEELkgSTWQgghhBBC5IEk1kIIIYQQQuSBJNZCCCGEEELkQcmX2/vgF2dSdm49RsWmtxohNeRrbZKe67HJeD4XdQev7xt/O5L18QpMY3AdVcc1aIh28LM97hu8Mu8QIO3znNdyfssEWZ/3bqDLbeCDqsXMbV9CmbNm0xND7+5h1+cZX5Blgq7PK/agMXiV1Q36OXWvr6u6gQ8OWMzcp5ZQ1rYmWAzg/b6cAPH5LeNXi8gjPu1zHDk+78nrOdcnPq9lnCGWSTU0sHbxYqYsWYK9Zs3gF+C9y/12UdDnRrpMkMMhyHaG21ag9TU0EFm8mNSSJWiPfT9QkPcUrBp2fj+noIKsL5f3azU0ULd4Mc1LlpAZZt8H2edBBf2sRirfn9NIRBoamLF4McuXLCGV43EfhjD3Ub5EKiv57Agnmyr5xDp+4zt0PvkWk+/bE1WWnb1Le2aNflmtz6lBDV7uzB0f5+tPH4NlOFh9kuuMa5Bx4dIdH0XRPnhdfglHgGTE9yzj95zXN8LvDOlW4jgOZOIop897y3ciHDQJDbI+r2RulIlwztsZbn09n1Oke98n4qjO9uCJdZAkOcgyQY5Ln32kfNanvOIIEt8Qy+jK7L7X8Ti0D/GdxvurG/TrHqRGar5PEUGWyXei6XbveyceR3vs+7GOoVi2VfAYuvd9Jh4nPcy+L8XEupDvaSDVve/T8TipHI/7MJRCYh1EyXcFqb11F9IvtLBx0UvoZOE+5nmT1nPVPnfTUNZOMmMRT0dIZiway9q4ap+72aqmuWCxCCGEEEKIsVfyLdaRvSYx6e492HDMC2z8witMunN3MAuz7S1rmrlhvztZ21XJxmQ5k6Kd1Jd1ZJ/0a1EUQgghhBDjTskn1hkszM80Un3nnjhvtuGYNuk83ywyhuhHDUAs+1AbS1BLAoBU7y4f+kbSuP5Aem4IWIztvZCg95q9YvKLNTJ8OCPidUE12os9s8/jcOvyu6izRxnHGFI+n4Xp15VmjJnd+9sk/O+v3+HvFZvfLW2/9+O1XNBD2Sv27H51sJQmoxWZIbYw1FfYa335fk9++9xruSDLDLdcMccQZJ8H5XU6z3cXkUK+Jy9+p/uJ2g2jGIT9O1Aw0QWNsKARgOTfNxD55CSUoUKOSgghhJeoStNgxIn06USf0gZr3AqSuoivAoUQE1bJ97EeyPkgTvMhL9B6wVtoHWQIkBiRTgc2ZLKPQgiRo6hKM8tqw1YuGtX7z1Yus6w2okr60wkhis+EabHuYc6toPZX29Ny1j8hZlDzo21QSlqu825DGl6Ko9rd7D04BbrSgF0rYJK0NAkh/DUYcbRWwMDzs0Lr7PMfhhGYEEL4mHCJNUDFabPQXS6tX30LVWZSc9lWYYdUUtSGBOovbWAosFRvbTDV6cJf29D7V0tyLYTwZOEQ6W6pHpoiolwsV1qthRDFZcJ1BelRec4cqq/YhsQja3HjYVakLD2RF9Zkk+qBfdh7/vZKPJzAhBDjgqVy6KanNJaWLmZCiOIyYRNrgKr/tzn1f98Ho8LClT7AeWHF21Ad6cFJdQ9DoTpc6XMthPCU0Tl0z9OKjCpQ7VQhhMhRyXcFSRLB9St+EwN3Q4qN+z5D1flzqDxnTv427nfZEvN6wjvWoviw/PJhBWZbHND93/ugOkcaHB28tFuhptaCsSuPl29Wn8fh9muQ/Vds73cAv/xqrEPvuYY0zU2l9wYpguvIICH4ncKClO/z03fXaUzS2sBS3QM0BtGktEHGsD3jCPJRBHlPQUrTFbJ830jXlWsMRp9HM2AMkP/jyIvfsVyoUnwT7d54vss2jhcTusW6h5pkEz28kdavvkX8N01hhzOuOWUVMNxgUKUgJgNGhRDe1roVGEozeAJ3jVKaNW5FGGEJIYSvomgEDZtSioord8BIpGg5+5+oMpPyE6aHHda4lKmoRlfZEE8O3R3E1egqA8qLvAlUiJAoHAyl0VrhFvutgjGU0jYrMtVM7aljrTRola1j7UgdayFEcZLEuptSipprtkcnXTae+SbR/SdjTvPsryF8pPZuwPpje/Z/+ibXrs7+211amoQYyFRpyo04Rp/JUBxt0OFW4EzQJDKlbZY7tVg4mErjeMy8KEbHxiGiNCmtSMv+FWJUJLHuQxmK2ut2pOLM2ZJUj4KeHEMfXA3Pd9exdjQolW2p3r0CJk/MJEEIhYPqbo3WfRIYU6Wpstr61W3WgKFcaqw2WjPVEza5BshgkpH5vPKuXKXZzIgT63Mxl9AG77sVdE7g402I0ZDEegBlKiJ71KK1pu1b/yZ6UB2xz9aFHdb4M9mGBbXouAMdOtunWrp/iAnKUGli3a3RimzS7GqDeHdrdPkwk6FUGnFandqCxy1KV7lKs033xZzb57iLKpftrDbeylRLci1EACWfWDtYOAHeps64pP7VSce1r1Dz4D5U7lfl+VojyJhir2Gjvg3lPhVDggyxzfew3ET3Y9/dXWtCvnt+FLIqSL6NVewDh+hPND6//17DZPO1m3oqgRgKzCG+14o0UaOte7IT1RuTqVyqjTY6M5WYntUvsq82lYuF06+VuxD8qhh4ncKC/qgEqaDh95p8VuTwe09BKoYEqfzht1yQZTbrvpgbOAmPJjup11wjzj9HcDGX7woQQfd5EF7HcqGqhUD+31MRFygCij++0ZCqIB6UbVB9557Ye02i7ZjnSL3QEnZIQohxKEK8X1K9iUJrRcyIe6bUva9UurtChigEC4eYymCVxM/8YDYOMZ+ZLTWKmHKJlOj7F2IsSWLtQ5WZ1NyzN+ZO1TQf+SLpdzrCDkkIMY5k+1T7t0YrpdGDSsr1p7XCzWXSFDEqMZVmrtnCPKuVzc025lmtzDVbiKnSmjo9ksNFmlIaWy7mhBgxSayHoSosau7bh8qz52DNLQ87HCHEuJJLAgMaw+e1GlcbBe8GMtFEVZrNrTbs7pZcl2w3CVu5bG61lVRyncrhIk1rRVou5oQYMUmsc2DU2FRfuhUqYpB6qYX0f+JhhySEGBdyS2ASTjnKZzKUTpkMZcxNM+LddwUGd9lxtWK6UTrn/TQmCW2gPC7mFJqENkjJxZwQIyaJ9QhorWn52tusX/ACmQ87ww5HCFHkNCZaD98a7ego8Uw1bvdrs91Hss+1T/BSe4Vg4WQnofHpshPpHkBaKj5yK1BKD0quVffF3AdyMSdEIJJYj4BSiil37gJRg+ZDXyDT1BV2SEKIIpeigmxiPXRrdKI7gXG1TadTSzxTQzxTQ1umhnanVpLqArBy7HOcy+vGi05t806mmqQ2MNCYysVAk9SGlNoTYhRKvtxekghOjq0MOZXNmxbFvfcgnMP+zJr5LzPlyX2hMTLKKPsF4f2U7Rff0M8V9AN2ydYMijC2l2yl02iUP1afx+F+D4u9XGG+P1+P/eHXSWMkN8CN7mPdNDeV3hsYQMqpJkK8tyU6WxHEIOFWoAx7wPay/2cW+XHuVR7M76sf5Hzktxt67gUY5NLpxnt9Gb2pDOJQNNkuO5kh+hwHKaEWtDRdPsv3OWST67ecWmwcbKVJ95l5MZ/l0MZrKT6/Y3m8luLL92eRb8UeXy5KPrHOp4821nDjK7uxpqOS2q/vyyk//Tl3PLATxx/fxOaTWsIOTwhRpDQ2SWpR2qE3scYs+muciSKDSUob2J7dQTQpbZTsdOppTNKl0xgvRKikK0iOPtpYw/efPoDmznKilkPXrMnc8JNLeGfaVvzgT5/mw2VSMUQI4U9jorGkwkcRWtXd53ioLjuG0qyUPsdCiBxIYp2jG1/ZDct0sIw+J13DwDI0x163hA1HvoTbnu+5k4QQQhRCUtssy1ST7q6WkZ1+XpPWBh9mqklIn2MhRA4ksc7Bhs4Yazoq+yfVfTx/9EHULl/L6iNfwY1Lci2EEONRUtt85NTyQaaGZZkaPsjU8JFTK0m1ECJnkljnoCUR8531bPUWc7j54v+H+3orG457BZ0YL13shRBCDJTBJKGtku1TLYQYOyU/eDFFlMwohwiVx1yUUrg+1yFN28zDvHM/ksc/TcfStZSdOjvQtnyHM/k2miQ9/u69vrx/+A7Z4csW/Yf2ynXG2OnZt0afR4PhK4MUM68iO6k8b8cnZ/K6jB5qkZ6qIIbhVRVkDBTxd8rvnl2+K4b4bSvIR+G1W4NWKvB6T0Hjzmd8o61M0veUYw6zjJ98Vh+BYPs8iDArhozVaabYK3Lk+1gZKyWfWOfD5PIE9ZUdNHeWD9kdJOMqGis7mPrZKjKvHIgpU58LIYQQQkw40hUkR4t3fRXHNci4/duyMq7CcQ2+vOuLAFhbVKCUouv3K9jwpTfQjtQwEkIIIYSYCCSxztGcSW1cvP/fqCvvJJUx6UpbpDImU8s7uWT/v7DZpNZ+r1eWouu3H9Ny3j/RriTXQgghhBClTrqCjMCcSW1c+tmn2dAZozUZoyaaYHJ5gugQ/Ztjx83ASKTZeMYbqKhBzVXboVSuc4MJIYQQQojxRhLrACaXZxPq4ZSfPAOdcGg571+Ys8uounBuAaITQgghhBBhkMR6jFWcMRtVZhL9bF3YoQghhBBCiDFU8ol1BpPMgLdpFLg4S+QLm6GB5OoEyUfWUL54Tv434llezasMHwQqxee363rqGVl+KxhjxVZ3p1CsPo8R/EvTjddSfF5l+CD/pfg8DNWZS/Uttxf2qJUiP/6DlDzzO5Xo7nWaDP5sgpSZ85JL+bmRLOf3noKU4gsSX77fU75LteV7fUH3ucgq5lJ3xVYmMOyfgQklefdK2s95nc6ffxB2KEIIIYQQIs9KvsW6mJSduznOxwnaL/onZpmm4oxgk8gIIYQQQojiI4l1ASmlqPzBtuguh5b/+hcqZlJ+8oywwxJCCCGEEHkgiXWBKaWo+skOGOnM2M1LKoQQQgghCk4S6xAoQ1H7ix0A0FqT+Xcce5vKkKMSQgghhBCjUfKJdYooaUY/86HhU0FjNLp+v4K2M1+j9q49iR5aj5nv7fhWgPCuGGI6Q8fhO8VNuvvRGm67feR7t47Nx1T8+lYFGW7fS8WQ/OoeAq4MUB53oYri5lQxDN/34VWZwe8rbbKpKkiuI/GDVsPI5/r8lglSvaKQVTxMj8d8VxnxU6iKIUGrhXgdi/n+eTLJf+xBYvBSDKecMOKTqiAhix07nchBU2lZ9AKpp5vDDkcIIYQQQgQkiXXIVMSg9ne7E/nkZFoWPk/yuZawQxJCCCGEEAFIYl0EVMyk9q49sXapof2aj8IORwghhBBCBFDyfazHC1VhUXvf3sTsbIdQ7WiU6dujWQghhBBCFBFpsS4iRpWFipmk3mxn1a7PkH6nI+yQhBBCCCFEjiSxLkLmtCjKUKxd8BLp9zvDDkcIIcYVE4eoymAWRV0CIcREUvJdQTJYZEKqIRa4RF9dlJpHP8nGg55hzYKXmPynfTFnl+c3OMCw/X50hi7WE/V7T9E+j37lz0T+jaTcnh+v0nTFUC8uaK0qr2MxX2X4eva9ged+8urUVQy7tdhzT7+yYQMPCVulmWLEsdWmZ9LaYL1bQVoP/8UIUpou3+sLUoov36XVwijfN5Jl/ORzfUFKH/rxa8nMdym+sMvwwfgtxTfa2KTFukiZjTEmPfZJlFK0LHoRrUdfi1sIIUqVrdI0Wm1YykWjev9ZyqXRasNW6eFXIoQQo1TyLdbjmTmzjEmP7YO7PoVSMpBRCCG8TDHiaK0YfH9AoXX2+dVObQiRCSEmEmmxLnLm5hXYu09Cp1xavv0f3I3S6iKEEH2Zbrq7+4dXA4TCVq70uRZCjDlJrMcJp6mLjptXsPbIl3HbCtlLSgghipupc0iYlcZU0qVOCDG2JLEeJ6wtKqh/ZHfS/4mz7piXceOSXAshBICjchheqBWOli51QoixVfJ9rFNESJFbK0XgKh4FEv3EVGof3JuWw55l7edep/aBvVBR/x8UI+itT88B9N4JvU52P1rQdwC+/JTlwO9j8jsse54z+zwWRamJUfDaF35FHYL0kMrXfjL6PI6wqcLvu5Hvj9Ep0OmtkIdfz6HiGjYZbWB6dgfRpLWBgxnoRy9IVYuxWJ/Xcvl+T/lWyCoj+YzBz3itGJLvuIMaq4oc+WB6/HeupMV6nInsNZna+/bG2r0WIvLxCSEEwAa3AqU0DGpI0SilWe9WhBHWhGDjUK4y2EWRFgkRrpJvsS5Fkf2mENlvCgCp5zdg71o7utrFQggxzqW1zdpMNZONOJZyQWnQKlvH2smtjrUYmej61WzdsQzb6kCRvaRJaoNlbgVdsr/FBCWJ9Tjmrk2ycf6zxI5sJHrz9ihTOl0IISautLZZ49Ri4qCUxtEKZ9z3jSpOZZkEsx69g5Sb7q4ZnhVVLltbbfw7Uy3JtZiQpC/BOGbUR6m5aRcSf/iYDef8C+3KiHchhHAwSWlLkuoxNDuxBtc0YcAcCxqF1oo5RjykyIQIlyTW41zsc9OpvmkX4rd+zMavvi0zNAohhBhTNg4RNw3G0BcuGkVUudLnWkxI0hWkBJSdNAsrkaLtxx/ibkhjTomEHZIQQogSZau+nT+GppTGVpq0tPWICabkE+skEVJhB5EnfqXz7MVbMPnEzciUmaS7HFTZGN0C9eky53YfTRkL0n1e59fLTgWpI5TvsmHF0Kgy2hisPo/DdWss7qqS3vy+yEFK8fldf47kpNFz389v3wcoB5jvUnxmkGMswDJBD+Ug76nvYT9wea/SYX6Hf6HK1gUt/ZbPEmWjicEdMHV8z8DFvrRWpHOoGx7kPRWqFF/QY9nrOApazm5g14KxGk1VDKX48v3ZhkG6gpQQVWaiuxw27P834j96N+xwhBBClKA0JknDBnfoVEehSWqDtPRxFxOQJNYlRpWZRI+eRsclbxO/5v2wwxFCCFGCmmINKMeBAeN6VHfd8GVSN1xMUJJYl6CKb29F+UXz6Pj6v2j/dVPY4QghhCgxCSvGigVfIG3YKDSGcntbqqXUnpjISr6P9USklKLy+9uiOx02nv8WsQMmY28prQdCCCHyJzmlkXcr52C2r8BQmrRW0v1DTHiSWJcopRRVP9mB6uOnSlIthBBCCFEAJZ9YZ1yTtBnOLSkj7PILBtifbCQJxK98F3PrSmJHTRuzzelIdj+nIzZGrG/JBe8SC74VQ/IT1ugkCrSdQlYFCcIvvnxXd/TaVtAqHkEqdXhta6jtGH0evTrX5bFaCHh/N/zaCiMe7ykVtGxSnofoe63O7z313fW5tpP6VTfwOmPn+4cy3xUvgrQR++2HXGOIrl/NtI5lRPpMaZ7SBssHTGk+0SqneMl31Q2F9ykn39lHviudBJHv6i1jpeT7WNf998ODBldMNNrVpF9pofULL5P849qwwxFCCDHOxbqnNLe7pzTP9rBW2MplS6uNMhXwqlGIca7kE+ua377M1AsfmNDJtTIUNbfsRuTgqbQc/wKpp5vDDkkIIcQ4NstjSnNQuFoxW6Y0FxNUySfW6y4/nEm//Dt1lzw6sZPriEHtb3cnsu8UWhY+T/q11rBDEkIIMQ7ZOER9pjQHRUSmNBcTVMn3sW47dQ/SLa3Uf+NB3HKbDd86OOyQQqNiJrV37UHH9/6NOa+C4uuZJIQQE5eFg6U0Ga3IFHF1DVtpBs+12J9SGkumNBcTUMkn1gAtF+yP0ZWm7ruPoWM2HV/bN+yQQqPKLaou3x6A9NutaEcT2aEq5KiEEGLiiqo0DUaciNo05CylDda4FSSLsB50esCU5kPRWpHJYUpzIUrNhEisATZ887OozhRTL34YVWbQfs4+YYcUuo1ff4fU6+00PLEH9jaVYYcjhBATTlSlmWW1oXV28F8PW7nMstpoylQXXXLdM6V5mceU5qBJyZTmYoIq+cQ6RYRU98lq1aVHo7tc6r76IJmyGG2n7dnvtaGXxwPMAsZQ85vdWH/ws6xZ8BJT/vRJrC1GV+9adR9ODhaZvvXFYn5LjbwUX0HbQAr1ceSz3F6hD2OvjzDfZfj8ysIFKcXnl6t4FTQYajs96xlJzbfRxODD77vhFZqZ79ynQGX4hpPPEnRBv1K5xNBoxNFDtgArtIYGI85yp9Z3fUHL93nJpRTfylgD8xwH1T12aVOPD42hNMudikHLDKVQZfCKIQY/+S7FF3YZPihcKb58fxajVfKDF/tRitU/WkjLl/em4ey7qLrz1bAjCpVRF2Hyo3uhyi02LHgOp6kr7JCEEGLCsHCwlYv3JVF2EKBVhONhvKY0T2mDd2VKczGBFUVi3d7ezje/+U122GEHGhsbOeSQQ3jllVd6n9dac/nll7PNNtvQ2NjI4Ycfzttvvx1sY0qx9pqFtJ28K42n/57K+97M07sYn8zGGFMe2xtVZeEsl8RaCCEKxVR6+DtwSmOq4hwBmJzSyPuVc/hPpoZ3MzW8k6nhP06tJNViQiuKxPr888/nqaee4vrrr+cf//gHBx54IMcccwwrV64E4Oqrr+ZXv/oVP/rRj/jzn/9MQ0MDCxcupL29PdgGDYM11y+i/XM7Mu3kO6h4NGCSXiLMWWXUvbA/kX0nox2NuzHoVGxCCCFy5Wg1TG0NQCucIh8EmMakS1vSp1oIiiCx7urq4oEHHuDSSy9l3333Ze7cuVx88cXMnj2bJUuWoLXm2muv5cILL+Soo45iu+2249prr6Wzs5O77ror+IZNg9U3n0h8/jZMO+FWyv78bv7e1DikzOyJu+1r/2T9Ic/hbpRZs4QQYixlMElrA+/SddmuFcVcek8I0V/ogxczmQyO4xCL9R/hVlZWxrPPPsuyZctYs2YNBx54YO9z0WiUfffdl+eff57TTz/dd/3lXRGsATfb+r7pjb9ejPmFG5lx7G9ouftM0ntvPuR6LJ9dFfEYgWT7jEwyPUZbGT4j/ZRvP7uhW5m1z4gvZ4jRUbFTdqZr6eOsOfx1ptzzWYzq/u9B+YyoUolqANKJKQO24z2EwU15ry/tsZjya1D3ux7w2n1+ozmC3IH1a1zyupQN+k3s3lbCruv36HvJ7Pcb7RWH351dr+f89mvU5zmvw8VvJIzftryOCb/PdgSj2BLV3fu+ps57fV7x+cUd5P36rE97PJfx2Y7jc8pxPfaf3zJ+ZzCv0P2Wcerq+j3mwm+Xe9e48BbkFNF3mTWZSczqbMJF9Z/FUGsUmjXls8DyHQEeSJDTVL/lu/e5qqvD79JgPMj3/YB8t1gOjM/q3vfWCI77HoX8nIrhcnC0oxPsipEXdVAtLS2hfx8OOeQQbNvmxhtvpL6+nrvuuouzzz6bLbbYgl/+8pcceuihvP3220ybNq13mQsuuICmpibuuece33V/8MEHOH5nekAnknT9v8tw3nmP8l98D3P7rfLyvsYr55336Tz3fzC3mEPZNf+LKsv/SV0IISYiK96G2RXHKasgU5FtjIiuX03DM49it29EuS7aMEhXTWLNvgtITmkMOWIhJi7TNJk7d+6Ilgm9xRrg+uuv57zzzmPbbbfFNE123nlnjj/+eF5//fXe1yjV/5pNaz3ob0N5bW4zyQFNP5EhmrDUfV9i2ueuwvl/32HdA18hveOMYZfZ9NzQTah+I7ltj2W8/j5cDF7LBYnB2hKijZ+m5XN/hGeupOyc7fqsz7t5SyWqaGs6jOpZj2DFNuQUt+mzPtujNdv2a7H2a+XzWs5vGa/nkj7LBGk1D9oK3x1fwqqjacoiZq1fSizTHOw9+T0XZJkc4h6SV5Ni0PfktT6/+LyaG4bYTqK6jqZPLWLWX5cSa2se2bYK2GLt9ZxXSzYEa832asn2WwaC3VBK1tXRsWgRlUuXYjX33/dByooFOfT8Wqb6vqdIJsHUxBpsN929lCJt2KyLNZCyYqwETNdEaXCUSaa1C+68p19rZZD3FKTFLpdWfVVXR2zRIhJLl6KbPY77MYoh39vKdwxjvT6rro5JixaxbulSMsPs+5EoZCtrMdS5ySUGu6KCud///ojWWxSJ9eabb84jjzxCPB6nvb2dxsZGTj/9dObMmUNDQwMAa9asobFx05X7unXrmDp16rDrjpdlSKj+v2rRobKYcoOmhxYzc/711H3uF6z40zmktm3ofdr1yaS0x3Ou7+l46GUMn+0EicHvJ0H5rC/6aYO6f3wKc8sKlLG+9++WX1eQ7ues2Abs8rW9f/e68BhufVFj6OUiQe9hep3V/M4mXssEvXfotS2/b7jfYTRg98UyzZSnV/knjUGeC7JMvrvsBLloAu/PMMgyPnHH2pop37BqZNvy+9z99lGQxNpjW9onBp+eWp5JsuMTg19i7fXx+nYF6X60mpuxV60a8rmRCNIVJJdrmYhKM91qwx0wCYxFkhmJdlZmqklpG7dPDGEOV8zl/facanVzM+4qj+N+wDIjETTxymfClu/kL9/ryzQ3kx5m349EIadAKFSNaz+5fB66auQzU4c+eLGviooKGhsbaWlp4cknn+Swww7rTa6feuqp3telUimeeeYZ9tprr7xu360tY8XDX8ZpqGLmghuw38vfleB4ZG1diTIUiUfXsPG0V9GZ8CfQEeNMyoF4JvsoxAQ11YjjekwC42rFVCMeRlhCiDFQFC3WTz75JFpr5s2bx4cffsgll1zClltuyRe+8AWUUpxzzjn85Cc/Ye7cuWyxxRb89Kc/pby8nOOOOy7vsbhTKljx6JnM+uy1zFxwPU1/OpfMnEl53864ktEk/rCSFmDqTdv3VhARwlNHGt6Po5Juz11vdNSA2RVQITVuxcRhdk8C4/pMAmMrFxMHpyiGewkhRqMoWqzb2tq46KKL2HPPPTn77LPZZ599uOeee7Dt7A/wBRdcwDnnnMNFF13EgQceyMqVK7nnnnuoCtBEnwunoYoVj52JNgxmzr8ec2XrmGxnvIgd2UjtrbuQuPNjNvzXv9B+nSiF6Eij3m5DpVwwFJgKDIVKuaj/tEFcSjmKicPKZXKXIp4ERggxMkXRYr1w4UIWLlzo+bxSiosvvpiLL764YDFlZtay4vGzmPXZXzFz/g2s/dNi3PrKgm2/2JQdOx2dcGn90muY02LUfmde2CGJYvVhvLts2IAWOqWyl/LL4zCvNoTAhCi8TC6Tu4yDSWCEELkpisR6LKV9h8f5S202jQ8f+wqbH3QN9YfdQtMfz8adXJ7X+MYT8wtzqTXA3msS6SGKF5vdh5ODhfItfJzj9iIjH6M/dHXwcWC0FQ2tAY9hSTrZ7h+m8hgBlW251tqBSIFue3sNHPQ7WLyWGeoen+rznNc9wHy/1Tw2+vulc2Yhh1UE6IZv9nnMdRf7bSbIx+Q3CMvqXmtGG1jKpWdv99+tmrQ2eruBBIkhyHsKOuqh5xTTc9yYZA97v/3g95684giyjN9yQd5v0BgKtT6LERUwAiCCQ0RpUlqRGhBRkLH/QXn9VBVyUGO+vxs9iqIrSDFLbVnPR4+dh7mqjZmH/xqjtSvskEJVduJMrLkVuC1pOn+zPOxwRLFJ5XA7W2tIy21vMXGsdytQSjM4DdIYSrPOHfkkFEKMRIVKs4vZwm5WKzuZbexmtbKL2UKFkq55+SaJdQ6S207j40e+jP3BemYcfROqw6+I8cSQuH81rWe9QceP3ws7FFFMfGshdlMKbLntLSaOtLZZnakmow0UGkO5GGgcbfSW2hNirFSoNDtbbUS7B9E6KFwUUeWyk9UmyXWeSWKdo+TOM1jx8JeJ/HM1Mz53M6rTrwhu6Sv/4iwqv7Ul7d9+h/gvPww7nOIVd2BdJvs4EURNdJnhPUuIq9Exo3DdQIQoEmlts9qpZWWmhpWZGpoyNXzs1EpSLcbcVt3lHvWAjl8ahdaKraTcY16F3SNzXEnuPouP7/8SM4/4NdOPv4WV95yOjk7cXVj5na3QXQ5tX/sXqsyk6vM7hB1S8VifhmfiqLY+5eaqDdijAqaU+A/pvAp4sy37vo0+J3JXZ7uBbC63vcXE5WCSkZ5QokAiOMR8yj1qFDHlEsEZ1OdaBCMt1iOU2HdzPr77dMr+9gHTTroN0hOkJXIISimqLt+W8rPnoLsm7n4YZH0a9UgbqsMFq7vbg6VQHS7qibZs0l3KKm30jtXZutWOhowLjkZHDfS21VBZ4hcWQghRJCJqYDv1YEppIlLuMW9Kvrk1RYRkjtcPRo7jXlOf2QFn6RnMPu7XNHzx96y59fNg5edKz8j7pKfB5LovUBC9aleUUqQ6bdyPV5Pa0sYhmo8ghuZb+qMIKob8I55NqI0Bp7OeiXVejMNRtbmvL5c8tOfwsymOy+VJNuxai0462YGKtoLoGLaG+B2uXh+8X2+ukYTat0yC174v1LVEnq/ZiuIHwueUaPR5zMfRFbQygxevs1GQZSC/FUOC7i+v9eX7PQWt3pLvKiP5jCEMKa18p6gH0FqRGqbco9eprVDVQqBwFUNMj//OVTH8BI9LHfO3o+mO06i+7w0azvoDuBN3um+lsl/I5GNNxI8/l+TjK0KOKEQdTrb7x8Ckuoehss9PoD7XVFpjm1QLIYQYUgqTRPeg2aEoNAltSDeQPJLEehTaj96ZFb85herfvkL9V+7N9h+dwCIHzcDabw9av/gXkk+uCzuccMS1d2HRHq6Grol9rAghhCiM/3SXexyYXCs0Smn+I+Ue80oS61FqXbQba64/ntobn2PqRQ9M6ORaWQax719EZP9pbDj2RZJ/Wx92SIVXofxn3IBsa3aZlJsTQggx9uLa5o1MNUltYKAxu8s9JrTBG5lq4lKZJq+KogvdeNd26h6orjQN59+LLrNp/t6C7imdJx5l29TccgCtJz1Gx+XvEvnU5OETzVJSaaKrjezAxaG6g7g6Wx2kQm67CSGEKIy4tnnVqfWdeVHkhyTWedJ61idRiQz133gQt8xmw7cPDjuk0Kgyi0n37AFutv+11rq3H/aEsH8FPNSW/e+B5eYcDfvKbTchhBCFl8LMaYJcEZx0Bcmjlgv2p/my+dRd9kcm/eSpsMMJlVFhYVRZZN6Ls2rv50m91RF2SIVTZ6OPqEZXGpDRkHYho9FVBvqw6tKvYy2EEKJgIjhUqgyRoqpHMnGVfIt1isiY3+7oWyJv7X8fiu5ymPqth1kbs2g571Njuu0eZhF8oVT34eRgobv/251chuvA6gWvMOWJfbC2qsx5fZ4l//wuBwOU4huTMnwzbTipFt3hQKeGcgWVJiTGYmNs2icWcrk8kFcJunx98D2nFwvvsnpeMRTyGivPpfjM8E85vbveJLwfM7/d4BWTX9mwoZYxcTCVJqkVzhC/Z/kswzfS9fWcboLsB/DeF0HL2eWzfF/QQ7xQJQTLMwnmmC3EVHb6Fw0ktMF7bgWdHv2m812yzu/nplCl+ApVhi9XJZ9Yh2HddxdgdKWp/9r9uGU2bYv3Cjuk0BiTI0x+ZG/WH/Qs6xc8x5QnP4m1WXnYYRVOpQm5X0sIIUQvW6WZYsSxVTZF0UBaG6xzK2Qq9Akuun41szubcAbMqhhVLjtYbfwzU+2ZXIuxJW1bY0Ep1lxxFC1n7UPDuXdT9duXw44oVGZ9lCmP7Y2KGGw8+gV0ZuLW/BZCiFzYKk2j1YalXLKF0hQuClO5TLfaiKgSn8FV+Gp45tHe46IvjUJrxTwjHlJkQlqsx4pSrL3qGFQyQ+OX7kTHbDo+t1PYUYXGnB5j8mN743zQibJGdj1ntGZQ7Q66ysStkUNWCFH6phhxtFYMLqukcDVMNeJ87NSGEJkIW8RNY7cnSHoUBdAoYsolgiOVP0IgWcpYMgzW/Oo4VCLDtFPuYGXEIn7EdmFHFRprTjnWnHK0o+m44l0qztoM6rxfb65MUnHvBsz1mWxnLQOcKRbJhTW40ws2QbkQQhSUiYPd3VI9NIWtXEycIftci9Jmawc1zGzPSmlspaUCSAikK8hYMw1W33QCHUdsx7QTb6X8iX+HHVHo3JUJOq/7iPWHP4ezcejbmdbKBNW/XoPRkkFHFDqm0BGF0ZKh4sZ1GCtTBY5aCCEKw1Q5ZENK5/Y6UXLSykQb/umb1oq0nkBlbotIybdYZ7BJh339YFk03fZFZi26menH38LyB84kuf9m4caET9WNgHR3iYMUNoqo9wtnVVHz6L60HPx3Vh/1GpMf2Rujqv+hWHPvx7iWCeaAE4OZbbyO3ttK23nTBq87QMUQw/UeU+z5BSmCigjApmHXPbvJYvgp1UWWXxfVkdwQ6TlITEZensEvhnyPO8rz0AblsY/MAl7zmuamR3Pgvi+C76hXCMNVydAeCVHf05vSCqWztZj8qiKMdcWQXNaf78opQSpoFGoZP/mqdJIxbNJV1Si9YsjXq+5ZFYfqBhKkQktQhaoY4vWeIt3VdFJakSzgnR1psS6UiMWK359G5z6bM2vhjcSe+yjsiEJl7VBDzcP7knmng43HvIDu3HRaMVvTWOtTg5Pq3hcozPUZjNZiK7IjhBCj52CS0QbeV8matDakG8gEtmbfBd1DF/sfIwqNUpr33Ik7EVmFSrOr2cLuViu7mG3sabWyu9lCZYEG/EpiXUA6ZtN012ISn5jBjKNuIvrq0FebE4W9ay2TH9wLa9sqiGxKoo32zPCXs65GdRRBk5QQQoyBDW4FSmkGJ9fZxGn9BE6cBCSnNPJ2+SyS2sBAYyoXA01SGxO61F6FSvMJq41odxlCp7uaTky57Gq1FSS5lsS6wHRFlKZ7v0xq63pmHvZrIv9cFXZIoYrsPYmaX+yIsgzSr7WiUy5ulTX8kWkodKW01gghSlNa26zNVONoA4XGUC4KTUYbrM5Uk56giZPYpNOK8YZTy2uZGv6ZqeG1TA1vOLUTNqkG2NqI4+qhyxC6WrFNAcoQSmIdArc6xscPfIn0rFpmLrgB+521YYcUOrc1zfpDn6Pl1FfIVJhkpkTA8bgN6micKZaU3hNFRaXSkMxARu6kiPxIa5s1Ti2rMzWsydSwMlPDaqdWkmrRTwqTuLYmfGm9CA4xn2o6GkWZcomO8QAMSaxD4k4qZ8UjZ+JMqWDWguux328OO6RQGTU2tTd9gsSDa2j50mtsOKoxm1gPTK4djXI08YWTwwlUiAFUZ4LZD9xM9N1lqFVtqBWt8HELJGUCD5EfDiZpbUmfaiF8RJV3gcoehtJExriajiTWIXLrKljx2Jm45RFmLrgBa/nGsEMKVeyIBmpv3YXE0pU0f/9dNiyejlNrQ8pFJVxIuTi1Nm1nNOBM96k6IkShJNJE323CireCoXr/qYyLWtUmybUQQhRIUg8cyjmYqxWpMS5DWPL30lPYOd8eyXf5uVxkGifz0WPnstlnf8GM+Tew6k9n4UyvLngcufLbRwobG0hjo0dUr2wT+9jZVCUV8f/5F/HvzCNx3uaYrWmMDge30sSpsbEDFgUyDI/YY35LDb2tvH9xRntnqudsEmHwRG1h8fs6+b1fr8v9AKUUA/PKhweeStbFwbTBMLP7vTdGlf1MNsRhdm1+Y4D8l+LLI68yfJD/UnyG2vRo5tpMVAQ9dYKUnwPvcmhBlgna9h2kNF2Q9QUtC+cVx0jK2Y1mmeGWy+f6DJ/lgsRQDKX4RpOFpTBJaINon+4gfX8OVffgTgdz2DKVoyEt1kUgM2sSyx4/FyOZYfqCX2Ou7Qg7pFDFTprF5DcPwpwRQycdMtUW6RkxnJoizibExJN2UGkXPKYVRqns8+kiyOSEEGIC+LdbgaGGLkNoKM2/C1BNRxLrIpHefArLHj0HY2Mn0w6/EWNDZ9ghhUpVWOiMS/NhL9J+2bthhyPEYBk9/GQ8eohxAkIMwcDBVhmMYmhSF2Kcimub1zLVg8oQJrTBa5lq4gUY+FvyXUHGk9RW9ax69MtMP/h6ph15E6seOQO3pizssEKjLIPYYfW0fevfqDKTqm9sEXZIQmxiqeG73SjlPdGREICl0tQacSy16SZ4Rhu0uBVkpPqHECMW1zavOLVEcIh0z7xYyIop0mJdZFLbN7LykTOw31tP4zG/QXUkww4pVFUXzqXqO/Nou+Q/dFzzYdjhCLGJbaJtI9sqPRSts8/bUsnBl3ZAZ7KPE4yl0tRZbZjdfUJ7/pnKpc5qwyrQTHFClKIUJh0hlCGUxLoIpT4xg1UPLib6xkqmHXsLqmtin1yrvjWPyovm0vr1d0i92hp2OEJs0lABrgZ3QFKodfZfvcyO58lNozItqEwrKtOG5bRiOi3gTpzzXa0RR2vF4FsfCq0VtQWYzEIIkV8l3xUkRZTkGFf7MMdg/ck955G570xmH3k99Ytup+muL0HU+7bgWMQwUgoLG8hgofNZtkBB7Ps7Yh48DXaZSpo8t+L7XV56VgzxHk8cypfKJRuSRfb9FEPjXyEPSb9cbCwbK2ybZG09mXgNbFgObnYwo7aNbNJdNka38r3eb5H3HFA9n4WTRjltgOo3+FNpF4M2XKrBGP7NmOamRzMfn3MBvzfZPtWDJ7PYdP9DYSkXAwd3mIPY7xTmdT4KWhGhJ5KeydYNspcFQStoeMl35ZQgVTeCVv7IZ6WOodaXS4tovmPI93Hkxe+95fsnZazek7RYF7HO/bag6e4vUf70e8w4+dYJXV1AKUXkgKkAxG9cTufSlSFHJESWroix/KjTSW47Bz27Br1ZDWxWO3ZJdSlw4gxMqoHs/2uFcku/pdbIZZIKpTHHeDILIUR+SWJd5OKf3ZoVvz+Nqkffon7xneCE3zIdJq01qeda2HjaG3TdvybscITopSM2xCzpUz0c7aC0f5lCtFvyfa7dXCap0ApnjCezEELklyTW40DHYduz4rZTqLz7TaaefVf2dvMEpZSi9rodKDumgQ1feJXEY+vCDkkIMRJegz37v4jhaxmOby4mGW3g/T41GW0M2w1ECFFcJLEeJ9oX7szaJYuouu0V6i64P8cfp9KkLINJt+xM7NCprD/hFZLPbAg7JCFErrxaqvu/iOKZQnTstLkVKDXURYRGKU1LASazEELkV8kPXiwlHZ/fBZXIUH/WXeiYxfofHZHjj1TpUbbB5N9+grZL/oO9bWXY4QghcqVMtDJQrkd3EK3BMPqMdCwNBg6G0rha4XS3Qme0zYZMNdXddaxV9/MZbdDiSB1rIcYjSazHmfbT9kB1pZn61fvR5RE2XHpo2CGFRkVNan60LQCZ5V24zSnsXaWFR4iiZ1aA25ZtqO2bXGsNSqON0vkeWypNlRHH7DMBTFobtHVPAJPRNhuc2t7EO62VdP8QYhwr+cQ6jUl6QI8XowhK043GunMOwEloGr/5AOmyGM3fPDjQevK9H0wilAFpIjhEc1wmPzG0ffsNUk+shcf3JLJz9ZCvCfR+vTpLeZbhA99SfGM1HsthU7m9YvlNHt9fs9xZfR4L1cAYZN8Ww3HRs39sG21XQyqebbnOZthowwCzAmVu2pF+YRvGpse8lNvzEvB7a6o0NVbboFrVlnKZYrXRkqnu0yptZq8rGPlH5VcezOsUFvTHP9+l6bwEXV+QEmpBStMVsnxfPuU7hiClD4PyOpbHsgxfkNNKySfWpWrD/zsQI5Gm/ruP4MZs4l/9ZNghharyF5+gdf4zrD/sBer+tBf2tlVhhySE8GPaUFaLdp1sS7WjSq77R6XvBDBQZcTZ6NSGEJkQYqzI4MVxrPmbB9P8jYNo/O/7qb7u2bDDCZVRY1Pz0CcxGmM0z3+RzLulXwdXiJJgmGBaJZdUK5zu7h9e42CyU5cbRTGbkxAiXySxHs+UYu1lh7H+K/sz9YL7qLrlxbAjCpUxJULdI3tgTI1IYi2ECFWuE8Dk9DohxLghXUHGO6VYc+UxWF1Jpp51Nzpm03HCJ8KOKjRmQ5T65/dFmQqtNbolgzFJRtYLIQor1wlgcnqdEGLckBbrUqAUzT8/ho4v7EL96XdScd8/w44oVMrM/lC1f+891u3/LM6aZMgRCSEmGo2JM8wEMI5MACNEySn5Fus0UVLjaAavwJU6DGi6/iRmJFwaTv4tTUtPp+Ow7fMbHP7xWd1D/tPYZIjkfdu5xNCXfdJmxJesYN2Cl6j9475Ql8eYfC5JDdsvvqGfC/xF7Ome2dPoZY1mZXlWil1Hh/r4eo6FQlYFKUUe+86vPbdfVZCwmol8jvMut4Iqq617Pq++7yQ7AUy7UzHmabVXZQa/3ZXLKUR3r9sk+86CVtDwku+KHEGqVwStoFGoKiNGwG3lMwY/haoY4ncsh1GcSlqsS4ll8vFvTqZ9/rbM/PxvqPjzf8KOKFTmvEpqHt0Xd22C1iP+gduSDjskIcQE4mib9kw1bnfLtVLZ0oKuNmjNVOPIBDBClBxJrEuNbfLxHV+kc/95zDr2JmLPfBh2RKGytq2i9pF9cT7qpOOqib0vhBCF52ibdqeWtkwN7Zka2jI1tDq1klQLUaIksS5BOmrRtPR0uvaYzbSjbyb6UlPYIYXK2qmG2r9+mqpvzws7FCHEBJXtc22hpU+1ECVNEusSpcsjLL/nDJI7NDLtiJuIvLEy7JBCZW1VibINks9uZP2Jr6ITpdgBWAghhBBhksS6hOnKKKvvP5303ClMX3Aj9ttrwg4pfEmXxCNr2XDSa+j0RJlzWwghhBCFIIl1iXNrylj10JfITKtm+vxfY7/bHHZIoYoeMIUpS3cl8cQ6Nn7xdXRGkmshhBBC5EexFOYaM2ksxroWROASeYWKYXKEjx45h80O/iXT5v+aj578CunNJuc9Brv7cMpgke5TO6sY9k9fxqEzqb7DpO3EF9AX/YcpV20z4nWYfu/Jd0ySV01tvzKGOUgDHUB0uO0PQ3rIjFzPB+RX+yrfiusr1V++jyGf41kZmx4HzoheFD2Zi/j75FfuLJdSfC6byu0N10JXDKX4/JbxOsf67aMgpenyVb4vl32WzzJ8Y7G+IPs8iDBK8UmL9QTh1Fex7NFz0BGLOYf+EuvjlrBDClX0qGlU37EHZV/aLOxQhBBCCFEiJLGeQDLTa1j22DngaubMvxZzTXvYIYUqesx0rB1r0F0O8RuXo/X4mUhICCGEEMVHEusJJj1nMssePQejPcG0BTdirI+HHVLoEk8003Lev2j7n/9Ici2EEEKIwCSxnoDS86ay7NFzsda2M/3wmzBausIOKVRlRzVQc+U2dPz4A9p/8F7Y4QghhBBinJLEeoJKbdvAykfOwPpoA9OOWoJq9xpUNzFUnr851d/bivbvvUf7jz8IOxwhhBBCjEOlXxUkESGlBvwxNvRrC1m9wiiC4eLxnWbT9PBZzJp/HY0Lf0PTA19Gl0cCry/VPW44hU2K6KjjK9Q+6vncy76xDU4XOB2azKhKa/jwXK3fhU0OFUN0nz+Mh5mSwz/888fq8zjSfe+3H8bD5zgUv1NIKs/bMvo8DihbMPC030OqhQwvl4ohPacc1f23oMlEkAoa+V6f1zJ+7ylIxZCg1VHy+Z6CVibxku/1Bd3nxURarCe4xG6zWPHAGcReWcHM425GJca6OGFxq/jO1lT+b7b8nvOh9D8XQgghRO4ksRZ07bM5K+75EmXPfMD0k26FdJE3p4whpbLtXKlnN9C8w5/p/O3HIUckhBBCiPFCEmsBQOcB8/h46elU/vHfTP/iHZCZuMk1gL3XJGInz2Ljl96g655VYYcjhBBCiHFAEmvRK37oNnx8xylU3fcm9WfeBW4xT+82tpShqP7VzpQdP40Np7xO18Nrww5JCCGEEEVOEmvRT8fRO7LyNydR+btXqfuve2EC13VWpmLSTTsRO7ye9u+9i3Ym7r4QQgghxPBKviqIGLn2RbuwLpmi/oyl6JjN+p8cCcprjH1pU7bB5Ns/gdueQZkKrXVvP2whhBBCiL5KPrFOZ2xyrnPhUYavWBSyHOCGU/bC7XJo/MrdOGUR1n3/cFDKtwReT4m6DBFSIdWTGpN9FAGmREmuStBy7AtU/XQH2Lsqv9vwLa3mXYrPdLLvV3e/bW2Btr1LjQFFX+pr3On57PJd6tCvNJ2U4svqW+owx18zv++GlOIbXpCSZ0ESjaCl6fK5Pr9lgpSFC1qabuByuXQ1KFTJvyAxBF2f1z4PWobPaz+ONoso+cRaBNdy5idRiQwNX78ftzzC+m8fEnZIoTKqLVTMoOWo57Ae35PILjVhhySEEEKIIiJ9rIWvjefvz7rLFjD1sseZ/JO/hB1OqFSFRe19e2FuVcn6w18k/a/2sEMSQgghRBGRxFoMa/1/H0TzxQdR/62HqLr22bDDCZVRbTPpwb0xZ8ZoPvJF3M4iv28rhBBCiIKRriAiJ83fnY/Rmabuqw+iy2w6Tts97JBCY0yKMOXhPUi/2IpRXhS9MoUQQghRBCSxFrlRirU/PBKrK0Hd2feiYxbxz38i7KhCY06NYh5Wj9aajp98SNkJ07BmlYUdlhBCCCFCVPKJdabLJuNfIyE3ASqGmAWs4lEQClZefRyNSZepi+8iHS2jfeFOvU+Xde/nDCbpPoeWXyWR8c7dmKLjhuXEb17BpD/tizktlvfP3bD99l92PHRaZ3t1pSMGyZhB1CeGvBcLzPdhPt6+Nj2Huk3w4ekj5VVBoxhuoAT9/LwqhvhVCzH6PObhvXt9N4phtwJFVTGkZ19ZZPeP36Hvd0gUc8WQoFUt8l29wotfX958v6cgVUb85HN9QSq0+DE8/jvI8kIMzzBYfe0i2o7bmekn30bFI2+FHVGojMkRJj32SXSXw8YFz+Ku8y6NJ4QQQojSJom1GDnTYNVNJ9Jx+PbM+PwtlD/5n7AjCpU1tyKbXG9IsfHwZ3Fbcq6cLoQQQogSIom1CMY2WXnbyXQeMI+Zx91M2d8/CDuiUFlbVTLp0X2wdqxGxeRrJYpI2oGuTPZRCCHEmJIMQASmoxYf33kaXXvOZuYxN2K/vCzskEJlbV9NzU27omIm6bc7cOOF6nArxBC60vBBC+r9VtSyNtRHrfBRS/bvQgghxoQk1mJUdJnNirsXk9xhGpOOvQHnPxO75RpAJ13WHvkyzce9hk5IK6EIQVc6m0ynXTBU9p9SqLSLamqT5FoIIcZIyVcFIWOB7j/WO9AoUdNnXLMdYIVFwMhX+YXKKO/ffx5bHfpzuv7rO+i5XyG52+RRr7YYqqoE2kdRqF6yKxuPep41n3+T2qV7oCJjdA3bfexl0tkx1hnLJG1b+B3lBa0YMhFYfR6L5VywJg5mNpnu5ZL9fw2sjcPc2tFtw+ua0W8fBMnn/coY9K0KkutXLMBX2u97UciKIU6A6/Sxik93P+ZSkCVIxZCgyUmQahgjXddw6/NaLt/vKd+CvKegVUbyGYOffFcMyYW0WIu8cGvKWHf3eai6ydQfcw32f9aFHVKoIvvXUfuHPUg9uY7WU15GZ8K/SBATRNpBJd3+SXVfSqFSrvS5FkKIMSCJtcgbd1IFZb+4DHdSBbMXXIv94fqwQwpV9OB6an+3O6ln1uO8Fw87HDFRpPXwr0FDJpfXCSGEGAlJrEVeGZNrWXvvf6EjFrPmX4e1oiXskEIVPaKRuncOwtqmCp120a4kM2KM2bl06FFgSccfIYTIN0msRd4502pZ/tjZKFcza/51GGvaww4pVEalhdaa1s+/xMavvYPWklyLMWSb6KgBXseZ1uiIAXbRzCcohBAlQxJrMSYycyaz/LGzMTqSTFuwBGN9Z9ghhUopRWRBPR3XLqflW/+R5FqMrekV4OrBybXu/tu0inDiEkKIEieJtRgz6S3qaHr0bMy1HTQevgSjpSvskEJVfsZm1P54G9p/+hGt33s/7HBEKSu30ZtXo20DHA0ZF1yNtg30nGooK5byJUIIUVpCL7eXyWS44oorWLp0KWvXrqWhoYGTTjqJr3/96xhGNu/XWnPFFVdwyy230NLSwm677caPf/xjtt122+E3kGCIej5Dv+28l17J82+XUbCiO95MnxhS3UWpUtgku/+W3HY2yx89m9kH/4r6o26l6eEzcatiYxZf3koIjioG730U/cpWVCYUbf/zNsa+9UQ/O3VU6+uRJtL7qIgOc+yNvBSfCn+3Fq7mlJ+hYuhb8s2rd4XX/hvL/RqxobYWnXKyAxW1Kkz3j5TPc0FK8UV8lsll3+cjBh+FLMXnWfXV57sR5Hctl7h7QhnJrh+KV3x+X40giUshS795LRf0FDZwfbm0iI51DLmsr1Cl+IK+J6/jaLS5YOgt1ldddRVLlizhyiuv5Pnnn+eyyy7j5z//Oddff33va66++mp+9atf8aMf/Yg///nPNDQ0sHDhQtrbJ3bf3fEiueN0mh4+i8jba5j5uSWoTr9f3tJX8fUtqX1kHyKfqQs7FDERREwot6RPtRBCFEDoifWLL77IYYcdxqGHHsqcOXM4+uijOfDAA3n11VeBbGv1tddey4UXXshRRx3Fdtttx7XXXktnZyd33XVXyNGLXCV2m8WKB84g9nITM46/GZWc2NN9Rz87FaUUiXtW0nnTxJ4KXgghhCgVoXcF2XvvvVmyZAnvvfce8+bN48033+S5557j8ssvB2DZsmWsWbOGAw88sHeZaDTKvvvuy/PPP8/pp5/uu/4Gp4vKgfeUPHM67xsKpuF9jzCih37OTHsnjxGPIGyfGGy8B7xZHs/ZPjcqIz7XVbbHTZeIz33UskTPY//DqvdO7s7bsO63ZzH1hOuYdcLtNN9yBhGf0mC2R3x+Mdg+z1ke+9wg6rmM8jxYvFvdtc9z7oDPN/X0e3Rd/xamKqf883M9YvA+9nT3+tKJyf0e/WJwMt7HmJPy6Arid5PBK7wg060BPoe5N7/78V6HuV8DrlcMQ3RLSNjZOw+JiM8dCK9t+Z2B/e5veh3mfvvc6zAP+jl5LefXncLvsw3QJyBR3r3va4bY90G63wTpl+DznPZ4zvVZxu85r58UvxkZvZ4K2gupZ32Zurp+jwF3kWd8QYd3ey1XDMPFg5ymhlxP9z436sbvXc98FvvMdwtx39jsipEP9A49sf7qV79KW1sbe+yxB6Zp4jgOl1xyCccddxwAa9asAaC+vr7fcvX19TQ1NQ27/sXJD3AGnnUS+Yl9fPDrUOj3XHngLW7T5NNveNpsMldMxrjoB8w96Q/EvnchyiytW9R+ecrA58zTjsZe+UtaznuSxMb9sA/61Ki2vbHpyFEtX9SCHspj16W/n6ZpiwqzITFI02dk34elY9H43/dBkrzQkyegvAT2fbEzA+QnoR8b99xzD0uXLuXGG29km2224c033+Tiiy+msbGRk046qfd1asD0vFrrQX8bypLoXOIDL5e9fmgtnxbrqE+LdcSjxdrya7Eeehnbp6XR9mkK8mqN9VvGKwa/OPyWqUxkk+p3Zq2jK5bxXmbLqZRNOZ26026i/Zokrb84AYzB15zeMXjvV7/957WPLJ9lvLYV8f2c/GIYfIzFlkwnfvZsur5zJeVbvkjsoOkD1uf3uW9qsd7YdCSTZj2IHdvgH4NPi7VdqBZrv1ZNr+eSHn8H/9bdIPGN4EZFwq6jqX4Rs1YtJZZqHtn6/GLwe09B1hdkmXHQYt30mUXM+vNSYq0D9r20WGef89qO9yK++rZYdyxaROXSpVjNzYFbrL12edAWZq/36/d1CrIvggyYC9JyPxRVV0ds0SI6ly7FbfY45wSIIYigAwfzGUe+31PfY9KuqGDu978/ouVDT6y/853v8NWvfpVjjz0WgO23356mpiZ+9rOfcdJJJ9HQ0ABkW64bGxt7l1u3bh1Tpw5fUWGNW0a7OyAB9zrx++0Nn8zCUkOfGqK2dyYQ8XjO9gki6pNZRDyeiwboPpJdbuhDNZrD6akjBh3lm9Y91LraFu1IglOYeeqtJCos1vziWBhwoeQdg/cvt99z3vvIe7+6Huvz62rhlwEqj+eqbtkBdbGBsauFU95/UK6Vw/pUd18DFWtFla/36cICps/67MTQ78v2SZaU1+r8dpHfvTuv5/yuo/3uQnkd5n5nY69tDbWu7r/F3GbK3VVDL+f1tcn3xUeQCwy/zylI4u8Xt9+2vD6PHCp1xDqbKW8fsO+9thUkw/KLIUC2pP0SYZ/1pTzek98yXkl30Gu6gV9Pq7kZe5XHcZ/D+rzaA4Ne7wU5fQRJxoNUvPA77Y3kmrNnPaq5GeWx74MkvPkuvDReY+hLV1WNeJnQBy92dnb2ltXrYZombvdl+5w5c2hoaOCpp57qfT6VSvHMM8+w1157FTJUkWeti3Zj9Q2LmHTjs9R//QHvmeImAGUZVF25A+bMMtx1SVLPbQg7JCGEEEKMUOgt1vPnz+cnP/kJM2fOZJtttuGNN97gl7/8JSeffDKQ7QJyzjnn8JOf/IS5c+eyxRZb8NOf/pTy8vLefthi/Go9dU9UIkPjV+7GLbNpvmzBoJbriabjsn+T+G0TtQ/vQ2TvyWGHI4QQQogchZ5Y/+hHP+IHP/gBF154Ic3NzTQ2NnL66afzjW98o/c1F1xwAV1dXVx00UW9E8Tcc889VAVoohfFp+XMT6K60jR84wF0uc36iw8OO6RQVV2xHZm32mg56jkmPf5JoruUhR2SEEIIIXIQemJdVVXFFVdcwRVXXOH5GqUUF198MRdffHEBIxOFtPGCT2N0pZn63UfRMZsN/+8A2jotOhIWlbEM1eUTp+61qrCovXcvNh72LBsPf47IE7sT2V4uIoUQQohiF3piLUSP9d88CNWZov6bD/Ls8qk8ccDhuBoMBZMqUxy260oaJ/mVhigdRrXNpAf3ZuNhz5J+vV0SayGEEGIckMRaFJV/ffVoMm+Wc/SvltCpYrzw2ezEQK2dFrf/dTNO3v8j5kyU5HpShMl/24+YlS1J4LakMWr9CjYLIYQQIkyln1inyb3eim8d8CGmXOuW104KRZI3mQEqQ6a690QKm2TAgjOPvjqNttNPJ5pJcsKvriUVifDKfvuhjGy5pIdemckZn30/0LrzKcj+CcTKHsLxX3xI/JoPmPLkJzFnDe5znek+cNLYaJ+ZJAEMv9g9J1Pxq9s9tIIOQS3QxzHkucTq81jMhW28zoPep7b8bme4bXkdYn7nRKPP48BTjte2/Er+efGLIYdygAP5fTf8fobyOpfWKOuQ9XzlzO5/QUvTBRG0FJ+XIPEFeb/52ke5nFvzHUOQwyXI+oohhtEKvdyeED3aO01aOmxMU7H0zLN46dOf5uSrr2Gn554HwDRgY4dNW2fpXw8OFDsqW8N9/fzncFZNqKlDhRhbjgOZjP8sK0IIkSNJrEXRiCfM3lLW2jD47Xnn8vree/PFn/6UbV95BQBXK+LJiZdYm7PLmPzY3uguhw0LnsNZNzG6wwgxZtJpaGlBtbai2tpQra3Q1gKZAE3QQgjRTRJrUTQqYk6/EtbaNLntqxfw1q67sPhHV7Llm29iKE1FdOJUCOnLmlvBlEf3xl2fouP7/wk7HCHGr3Q6m0y7brZufvc/5bqojjZJroUQgUliLYpGVblDbWW63/S8rmXxmwsv5P3ttuXL/3c5Oy97c0KV3hvI2rqSKX/+JNVXbBd2KEKMX/H4poS6L6UABZ3xUMISQox/kliLonLwrutxXdUvuXZsmxu+/t8s22IeX7r0/4i8tCK8AIuAtWUlqswk/WYb6058DbdT+oaKISQd6MhkH8UmjrOppXoo3S3XuLLfhBAjV/qdVROM3dDPXkMPP/drVzXMAEH5jEz3rfRQIOnu67Q0EZIB46mdBEfvv56/vDKJto5sn2ulYNIkm5UPfJmZJ19F4xE30/TE2aR2nD5o+WLYD4WSjisSjzez9tjXqLljPgAZLPRYlJbxrBYCXmUW/KIoqUnre5oniuVs2pGG9+Kork3fBV1mwJwKqBziU/GrkpHvcg5+2wpSxaNvRZaBb82rN4elsweg30GoNSid2/vPc/OUX1j5LHTiK4efp56XGAy/m/JdzcGP1++u39fTa5mgMeS74oXXcibeh1+Q95TvSif5lu8Yxuo9FctPgRC96ielOeGza0l1OnQmTcqjDlXlDmDw0f1nM3f+z5m54AZWPHEOqW0bwg43NPbeU5h07x5sOOoFWk97ish3FoYdkghbRxr1Zlv2atTclKKphAtvt6G3rR46uZ5IjBwu64bqJiKEEDmQriCiaFWVOzRMSnUn1VlubTkrHv4yTn0VMxfcgP1ec4gRhi/66Tom/2F3Un9ZSeIHvwg7HBG297r7Dg9MHo3uRPFD6TuMaaItg94SRANpjTaMPBeNFkJMFJJYi3HHnVLBikfPxK2MMnPB9VjLNoYdUqiih9RT85sDsBceGnYoIkxJJ9v9w6tF1lDZlmvpcw1VFYAenFzr7r9VVIQSlhBi/JPEWoxLTkMVKx47E20YzJx/PebK1rBDClV0wSysnbdDp106f7Mc7dUaJ0pXMofPXGtIy7FBxEZPqt7Ucq3d3pZqXV0N9gTvLiOECEwSazFuZWbWsuLxs1CpDDPn34C5tiPskEKX/scaWs96g40XviPJ9UQTzbHvsC19hwGI2DClFl1Xg55cg66rgdpaSaqFEKMiibUY1zKbTWbFY2dhtnYx87AbMDZ0hh1SqCKfnkb1L3ak45fLaf2fdyW5nkiiZrb6h+vxmbsaHTMgKn2H+zFNsC3pUy2EyIvSrwqSxr/u3ZjyKo40BuWRiqCRxel+Vw4mmT7XbMYYF+RJbTmTDx/9LzY/6BqmHnFrtv91TVnOyxdDib7R7qOeEntpbKwvb0l1l0Pb19/CLbOp+p+tBmwrz+/XsxSf91EeCRJC+B/T0HoagG3Cb6rYpgJeb8v+d9++1q4GNGxVURTniiF5HS7ep9FN+14xeN8H+SzyXc8uzxM4et1rMAv53XD6PWAyNolEkNJvfvzSAK/4/ZYJEkPQ9xTk1yHf7ynXEoI2DrbSpLUi4bPGfJa6y/e+67u+IKeRsH8GhMiL5HbT+OiRc7HfX8+MY5agOpJhhxSqivPnUvW9bXDXJKXVeiKpstE7V2dbph0NGRecbEu13lFK7QkhxkaZSrO12cI2VivzzDa2sVrZxmyhTOX56nIckMRalIzEJ2bx8YNnEHlzFTOO/Q2qa+J9ofuq/MY8qq/ZAaUUTlNX2OGIQqmyYbda9B416E/UoPeogd1qJakWQoyJMpVmS6sNW7loFC4KjSKqXLa22iZcci2JtSgpiT1ns/K+xcSeX8b0E25FJUPrB1QUlFKk/9nG2u3/QueS5WGHIwopakKVJX2qhRBjarYRx9WDpzPVKLRWzDEmVv18SaxFyen61FxW3n0aZU+9x7STb4f0xK7ba21fRfkXZ9F67ht0/W5F2OEIIYQoETYOEeXiNQKgp+XaLujk5+GSxFqUpM7PbsWq359KxaPv0Lj49+AU68i3saeUovrqHSg7ZSYtX3qd+L1rwg5JCCFECbCV9hxU20Mpja0mzlgfqQoSFnPo/o7FUi0kSOWIVO9jhHwMHRxt9YrUYZ/AuQ1mfeE3OLEo667/HBj5uZYc60onuerZR7r7q5zBQg31oRsQu24PnARs+J/3MQ+fiYqM7XW16Vv6w/tL6VcEIq/y/RFGgInz21E4fidFs89jrj1egnT3zHdvmjx3OQ3jh7ynOqFpdv93nr5PBg5Gd1UJ12PHF6piiN9+LYaKIX5ncK/15fs9pbXyPO31Jtxa4WrVbx25VhnpqxgqhuSi9BNrMaG1LfwEK276AjNPvx0VM1h7zcLsJBkTkDIVFUt2x27uQEUMtNaoCbovhBDFxVRpKo04puppLABHG7S7FWS0DLwtVmlMUtrA9uwOoklpg3Ter06Ll3QFESWv9cQ9WHnt56m94Vnq/vuh7BTGE5SyDcxpMdyNKTYc8iypv68POyQhxARnqjQ1VhtGd1WJnn+Gcqm12rAmWFWJ8Wa5W4Ghumvl96MxlGa5WxFGWKGRxFpMCBtP34c1Vx3D5Kv/ypRLHw87nNCpmAmGYsPRL5B6YWPY4QghJrBKI44eoqoE3VUlqiZYVYnxpkvbvJupJq0NFBpDZQvupbTBu5lquibYHQfpCiImjNZz9sXoSjP14ofRZTYb/vuzYYcUGlVmMunuPdhwxPNsOPIFpvxxb+yda8IOSwgxwRg4mN0t1UNTmMrFwPHscy3C16Vt/u3UYuNgKU1GqwnV/aMvabEWgXV2woYN2cfxYuPXDqD5u4dQ953HqL36r2GHEyqj0mLy/XtibVHOhsOfx22R261CiMIycqkWoXRurxOhS2PSpa0Jm1SDtFiLADZuhFdeMejoUGidHQtYWak5dLvxMRBuw8UHoboy1H/jQXTMInHWbmGHFBqjxmbyQ3uRfLIZo9aGvNRzKQFxBzo1lCuomLg/EEKMtezEIsPoriohxHhQ+ol1gvyUNgry2+q7jNdJwrsvUpBSfIbpU/IswP2Klo3wt6fBMMHoc/R0dMIDz0bZb1oKB4PMsJUtx0ZOJfoUrLrsaHSXS8P597I6ZtP2xT3GPjjAHKMCPwobG0hjo7sL1lmtKcz2NE6VTabGp4jd5AjG8ZUkgfivlxE9ZCrWnPKct+25z/2OL9+aekMXfSpIGb51afhzHLXRzY7DUaCrDdi/Auo8vps9DWl+3/eJ1cUwGK+vrt8Hb/V5zMc+9vqtKOTnN05K8Rlq06M53G+Jz2kvg4mrDQyfqhKuNlCYOf0MBznDeu0jv/JzQcrWBb1ED1KabqTrgvy/pyAlBPO9jJ98r69H6SfWIq9efaU7qR5wIjWM7Mn1Nyssdt+5OGo8+1KK1VcuRCXSNJz1B3TMov2EXcKOKi+iKzuYde/72OtTKFejDUV6SoQ1C2eTmu49Olt3ZIj/9H3iP3mfKU/ugzmjrIBRF4F1adS9bdlMwdr0A686XHioDX1ENdRIhixEvnW6FVRZbd0Fm/om1xqlNB3OxKoqIcY36WMtctbVqYl3eM+xYhiwNmnQ0VXYuAJTilXXHE/bKbvRePrvqbzvzbAjGrXoqjY2//U7WC1pdMTAjZnoiIHVkmbWje8SWek9ul5VWkx+bG90xmX9/Odw1kywbiF/jnc3vw1oNTNU9t9fpTKBEGPB0TbtmWpcbZBNprNVJVxt0JqpxplgVSXE+CaJtchZMqGHLQHtAF3JcdQXzjBYc93xtH9uR6adfAcVj74ddkSjMv2hd3AtBieHpsI1DRruXe67vDWnnCmP7YNuz7DhsOdw1+d9LtDi1OGg2tzB+62HobLPx8fB3RghxiFH27Q7tbRlamjP1NCSqaHVqZWkWow7kliLnEVjathJC02gLDrORm+bBqtvPpH4gm2YdsKtlD/5n7AjCsSKtxHZ0Ond4dFU2OtTmK3+ybI1r4LJj+6NNa8C7HF0kTQace3dx7eH1tA1zo5tIYLQDkpnQBf+QlJj4mhLSuuJcUsS6wJLpjJ0dKRIJv2GRRSnsnJFRSW4HgmI60J91KVyPHbNtU1W3X4yXZ/egunH/oayv38QdkQjZnbFB098NYByXcyO4Y89e9sqJt25O0a1TeaDOG77+DteR6RCDX82VArKJsiFhpiY3DSm00KEVmzaso+6BaWlFKcQuSr9wYtpBo+yDuFCuKMzyQcrNpLoSahNiEUt5m4+icqKaJ9X+v1w57diCDHvp0xj6Ox5+11dnvtrBhcwjE2xuq7GcA1Om5niFaIkc7xmy6mKxxgzesYARy2WL13M7GNuZPrRS1j+6Dkk95wRbnDkto8MIjhlFWhl4KLwHNdsmKQqy8h4HEvmgG1pR7PxmBcxGyJMvn8vVHmevjwBKoYYrndy73siy6XRbZKJrjU2dQcZ+DYdjZ5kQO0Q798lO2Texv/rK4Lxy+n6VgUZy7IxfjHku6dCgU6J5sDvhZvG0G2gFbrPrUmlXSK0kVHVYGx6s6a56dEczWmhCHpXeYUQpEqG33J+y4xkFw41efho1tcjSMWQoO8pSKWTfC7jx/T471xJi3UBdHQmeev9dSRTDqZh9P5LJh3eensdHfHxM0isZpLB3vtblJUrnIwmk9Y4GU15ueLQfTRzysf3rXJdFmH5PV8iudN0Zh95PdHXPg47pJxlKqpJTi4Hx+OX2XFJTYn5l94bQJmKqut2If1yKxuOfwmdKIJfwbFyUAW4GpwBx7Cjs3//jFQmEKVLuXHQikH9/VR2qnFTy+BdIXIhiXUBfLBiI0opjAEnLMNQKKX44MONIUUWTM0kg/0+a7P/wTZ7f9pi/4NtPvVZmyklMiO2roiy/P4zSc2byszDbiDy1uqwQ8rZiiO2x3D04OTacTEc+HjhZiNep/3JKUy6Zw9Sf1/PxpNeQafDv8swJupt9HHV2brVGQ0pFzIaXW2gF1bDVBlEJUqUdkC7g5PqHkqhtBtKn2shxhtJrMdYMpUhkcwMSqp7GIYikcyQTI2/Pqxl5YraSQZl5aV3/9utjrHswTPJTK9h5oIbsN9dF3ZIOUlMq+G9M3YgUxvDSLkYCQcj5ZKpjfHhGduQnF4ZaL3RA+qYtHR3Us9sIPPP9jxHXUTqbTipFn1iDXphDfrEGlhUK0m1KHG53GnMpQOCEKL0+1iHLJ0ZvnVPa0inXaIFmVpO5MqdXMGKR85k5sHXMnP+9TT96Vwym08OO6xhJaZX8cF5O2C1JrE6MmQqLTI10eEXHEbs0Hrq//0ZjFob7WZ/YJVRehdVAFSaEOwaRIhxKJfvscrxdUJMbNJiPcZsa/hdrBTYtnwUxcipr2TFo2eiIxYz51+PtaIl7JBylqmJkphRkZekuodRm225bT37DVrPexM9XGFzIUTxUyYoA8+JCrRGKyP7OiGEL8nmxlg0YhGLWrgeJyzX1cSiFtGI3DwoVs70GlY8fhZKa2bOvwFzdVvYIYUust9kupYsp+1r/5LkWogSoI0KUHpwcq2zXUAcJYN3hchF6WdzaQLWosufuY2TeOujdbiKTX2tHXC1RmvN3GmTIKdpwEdeii9jBhxo5lWKz+dSLIUNJEhhkyyxQyszeyofPXoumx30C2Ys+DWrnjgTt654fmjM7v2dwcLJe/2vwSKnbE5lF3R85XWay0yqfrANarjZg3LldYz5lIf0K/qU1yNxqLFbTvfmLUbeVFHs40D9xqp5vddCdkc3+jwOjKdQXesKWYovj9Sg/WOjnWpIx7sHP2tAgWGgjQpMo/+bMYxNj6Mqt+elCMZJBik/B95no6Dl+wbuXt39egPvrCBIaTo/+S5J6BWH3z7P5zLDLTca0mJdAJVlUbbbbCpR28RxXTKOi+O6xCIm220xlcry/N2qF2MnvUUdyx49B6u5g+mH3YixsTPskEJVdubmVFy5A/GfvE/i/vFTOUUI4cG0IVaLtmr6/KvtV79aCOGvtJoVi1hlWZSdtmgkmc6QzrjYMUO6f4xDqW0aWPboOWx28C+ZdtQSVj58Brratym1pJWfP4/IVuVED54adihCiHwZri+1djDSCay4dIsTYiBpsS6wqG1RWRaRpHocS+4wnZWPnIH973VMW/gbVDzkvkYhi82vR5mK5JPriF/3UdjhCCHGSveU55bTSqyliTn33Uhs4zJwZcpzIXpIYi1EAKldZrDqgcVEX/2YxuNuQSXkhyX51HraLvgnnTctCzsUIUS+uWkMpy07UYzq7ntt2RhOGsttQ2k5BwoBklgLEVhy7zmsuu90Ys8uo+Hzt8M4nOQnn6ou25ryczaj9bw36bxjRdjhCCHyaLgpzy1kynMhYCL0sU7jP2p7LAUZfht0yK459NhgF++BkYHSQJ/uxE73jnYwyfQ5tIwCDu82ClxmIbn/NmT+sJhZn7uRqafeyYrbT/X9VpljFJ/VXX4gjU1mmHIIY7aPFJT/dGfcpKb1jNcwK3ah7JjGvK3eMHziDlAxJG8nvwyQ6F7heCzz63c4BKms4Xe+9WvKCbItq8/jwPF1XnEU8jPyiqHIxwIOqhjiOqiMC6ZCdR8vPb84ClBKYWgX03AKU+u6yCuGePE7/INW1/CS7woaXvJdOSVIFY+glT+C7KNcSIu1EKMUP3gbVvzuNKoe/CczvvTb7lJVE5MyFJW/+ARlX9kCa7uqsMMRQuSFTHkuRK4ksRYiDzqO2IEVt51C9dJXmXru3eBO4OTaVFT+aEfsrSpw2zMkn90YdkhCiFGRKc+FyJUk1kLkSfvnPsHKm06i6paXqft/D3hPDzyBtP/wfZrnv0Dy6fVhhyKECMow0YZMeS5ELiSxFiKPWk/anXW/XEjNdc8y5eJHJnxyXf0/84juO4n1C1+WlmshxjO7AvCY8lzJlOdC9JDEWog8a//SXqz76VHU/uyvTLrsibDDCZWKmUy+azfsXatZf9RLpF5pDTskIUQQpo2OVqMNA40G7aAyaVzTxjWrZXZGIbpJYi3EGGg7b1/W/2ABk//vSWp/9JewwwmVUW4y5d7dsbatJCWt1kKMX6aNtrJTnicnzWbZMWeQnDJHkmoh+pgY5fbyMTHeuO065j2YJEgpPtOn5FlaR3ofk26fek1Ffvk2ViXw1lx0CE7Cpf6Sx0jHYmw4/9OB1pNLeTy3u35XCpu0z+ca1Kj3UVWUmj/tj4oYpAC3PYNRlcfTj98x5lmKz7uIVaDIot0LtjvQqaFcQdUoThyFKilWLONsg5TH8yu3VwyC7Nsi/63JdqM20dEYmYpqerpWF03YRVCKz4tf2byRlOJzu9dl4v0Ln+/SdF6Crs/rHOu3j/JdQjCXfRTkuC79xLrEJFMZ0mkX2zZkWvRxoPnbh2J0pWn8+n3omEXnmXuEHVJoVCT705H4bRPx//knU/+4F9a80umXqdYm4KkWVKub/eUzQNcYcFAFVBdj1ieEECLfJDMbJzq6knzw0UYSyU3Xc7GoxdzZk6gsz38LpcgTpVj7/SNQXWmmfeUu1pYZtJ+yW9hRhSrymal0lVs0L3iBuif3xppdFnZIoxZdv5roE00o0wVrUxuSanPhrjb0kdUwtU9y3dHdqm0rqCyatj4hhBCjJIn1ONDRleStj9ahTIVpbLphlEw5vPXuOrbbciqVEUmui5ZSrPnJQoyuNFPP/ANuzCJ+/M5hRxUaozFG3WN7sO6zz9N86AtMfXIvzOm+UycWvYZnHgVDDZ4Btef/n4rD8bWwLg1PxbOt2t3FFXS1AftXQJ20agshxHhX5L1fBcAHKzdmp4xV/X+0DaVQSvHBchkQVvSUYtUvj6fjxF1o+OLvKX/gX2FHFCpzZhl1j+0JKZfWb74TdjijotrT2O0bByfVPUyVTaSXJVH3t6Ha3WxLdUSBpVAdLuqhNmj2mwtcCCHEeCCJdZFLpjMkUplBSXUPQykSyQzJlF+Xf1EUDIO1NxxH/JjtafzCHZQ9/u+wIwqVtXk5dX/ck9prtg87lNHpdFDDzbSpNfw1PnSrtqGy//4aH7sYhRBCFETpdwVJ4z3afBxIJ9xhR5ZrB9KdfjU+vIy8YkjSZ22Z7mczaZOM2efQingsAIEu7XKpkjHWAsdgwfJbvsisE26mcdFtLL/vy3QeuOWo41HdX+UMFmns8bOPtojiAs4HcTq+/S+qrtsFaoY+LQV+Tx7HmGH7rW/o56yhhpFXm2iD7NfJ63jWoLo0xAa8oOd/DYVqd9FJR/pcj4TR53Hgbgv/K1CaenosDajI4jeZeVEc0UVcLQRGVjGkZ4oec4jnhhO0gka+1+e1nF9S6lmtLMB2/JYb7aEiLdZFzjYN/zMWoBTYlnyU44ZtsuK3X6TzU3OZ/bkbKfvHB2FHFDrdkSH953W0Hv0sbsf4uvuiq2zSVZPA8Zhl09HoCsO7q0jvinR2QKMQQoiiEFMj/z2SbKzIRW2LmG3hekyN7WpNLGJJ6b1xRsdsmv6wmK7dZzH7qBuIvtQUdkihsnaqoeahT+L8s431n3sZ3VXkzUsDrNl3Abh6cHLt6OzfP10+7AUySmVrXwshhAhdmUozz2of8XKSWI8DcxsmobUelFy7WqO1Zu70SSFFJkZDl0douucMkts1Mu2Im4i8sTLskEJl7zGJmvv3If1iKxtOfg3tcTFZjJJTGkkeNytb4SOtIelCWqNrDPSiatg8mq1p7deqXWNINxAhhCgSc4w4Wo+8sUOaOceByliU7WZN5YN1G0mkMmidbdwqi1hsPn0SlWVSam+8cqtiLH/gLDY/9BdMP+xGPn7iLNLbNoQdVmjsfacw+e5dIeGiPAbsFitdH4NTatHtDsQ1VPSZeTEBfKYC7mnL/n/fbiE9rdoHlM5kOUIIMZ7ZOESVix72VuNg0mI9TlTGouy0RSM7z2tk+83r2XleIztu0ShJdQlwa8tY+fAZZOqrmL7g11jvNYcdUqhin6kjdlg92tXEb12B9mrlLVZVJjRag6czr7fRn6vOtmpnNKS6W7WrDfTRAyaQEUIIERpbBUmpsySxHmeitkVlWYSoLTcbSolbV8GqR8/ArYxmk+tlUps8/VobLWf/k5az3kS74yy59lJvw+dr0SfVoI+tQX++Bo6rlaRaCCGKSForgv7qlH52lgZSY7yNfHaLLJoulkNfq7mG9yGT1tm6eulkhGSOxf+MWOFqYhV9CbqGKXz02Hls9tmfM23+jXz0p/PIzKjNcb3ZfZ8hQmoUxYKKYR/12rWeqpt3o/2LL+HGbCb/fJv8dg/xzWW9CksO3j+9e9sabp19xPp0EQmiUGM7i30M6YCSb0WniL5Og+SrppjR/c9n/0spvtHxqkvhV+EzSHJXDKX4/Jbxek9+dTuClOIzAReTtDawA6TX0mItRBHJzKxl2ePnodIZ5iy4FnPtyEckl5LYCTOpun4XEr/+iNavvzOuBjQKIYQYv5a7FRhKEmshxr30ZpNZ9ui5GG0J5hx2HcaGzrBDClXsi3OovGZn3NVJ76oaQgghRB51aZsPMlUjXk4SayGKUGrLqSx79BysVa1MO+ImjNausEMKVdlZmzPptp1RloHzcdD+E0IIIUTuEnrknWoksRaiSKW2bWTZI+dgv7+exqNvRnX4TShf+pRSZJZ1sWbHv9L+sw/DDkcIIYQYRBJrkXddCZeO1jTJRJGPCBkHkjvPYNVDXyL6z9VMO/YWVFc67JBCZc6OUXHeHNq++Q4d1y0LOxwhhBCin9KvCpJi7KuCFLOgQ649L7m8D5mNnS6X/sfmZd1OEgMUxMos5u1YQWVNZOQxxEa+SCnq2GNzmu4/g1lH/Jr642/j47sXo6P9P4eeqiApIiQLXIrAKNCQegMXFJRftj1uF7Re8BY6FqHstNmB1mf67SfPCgeD7xo4meyXxYlAxuOYHbcn2mK/Nu7ZsTb+pQFGy28/FGM1klz4nZJz+c3sWxVkuN8Zn+e9KoZItRBvudRGyme1EPCvoFGo9Xkt4/eeglQMyVfBHCFGpaM9ybOvt9GcMrAMhWkpTFORTGT414stdLRO5Kub0evady4r7j6d8r++z/Qv3ArpIj3jF4BSisort6fszM3o+O7buO1jmVEJIYQQuZPEWuTFB+9txFAKa8CltGEolAHv/2til43Lh87PbMXHd55G5WPvMP20O8Ap5iK5Y0spRdXVOzL5mf0xqiwpwyeEEKIoSGItRi2ZzJBIZDCMoW9QGYYi0elIn+s8iC/Ylo/vOIWqe99k2ll3gjuBk2tDYc4sQ8czrD/qJRKPrA07JCGEEBOcJNZi1NIpl+EmJ9JAOjlxk8B86jh6R1befCLVt79M3fn3w0RvrY0YqJjJ+s+/SuLPzWFHI4QQYgKTxFqMmh0xhh1NoQA7KodbvrSfsCurr19Eza+fY8rXH5rQybWyDSbfvjPRA6aw4dhXSP59Q9ghCSGEmKAk0xGjFo1axGIWrjt0cue6mli5STRWFOO8S0brF/dk3dXHUPvzv1P1/YfDDidUKmoy5c5dsPesYf0xL+GsmNgT6ogJynEglck+CiFCMW6rQOUs3f0vDBMoj5w7ZxLvv72ajAZcRc81m+tqtFJsvtUk3NTgwy1tBuge4lOGzyhQqblClZgbzvqz98NNuDT89wMk4/VkrtiHNFbRxFdQZTY1d+9N8t6V6JnVY1N9bYjSaql09o+OZZCxh26rMD0Gmvre6JmAH+GI9exui/DK3vkVPCpUTMk0bIyjMpuOM20ZMKkCrABB5FKKr2+5vTFoovP7bhTFT2uI38+eJiwL730R5PwXJCH02w1BPqcg6/NbJkgpvr7bCXJoS4u1yIvKyij7bF9LXcQl47pkMi6O4xKLmWy3yxQqqwPUsRY52fjVT9Py7SNIXX8HVb94MuxwQmVUWpSdkq1r3fXbJjJvtYUckRBjLJlGrWtDOS4YqvefclzUujZITexJpYQotNJvsRYFU1Npc+5WaX4SmcwKN4odMYhGLYhJneGx1nbhodR/HGPSJXeRrFZ0nb172CGFSqddOq96H3d1kro/7YW9VUXYIQkxNprjoFT2X189/98Sh/ragoclxEQlLdYi78qiJpVVkWxSLQpDKSLnnELbOQfSeME9VN7yctgRhUrZBpMe2gdVa7N+wQtkPuoMO6SRa3dgdSb7KMRQMg4q7Q5OqnuobMu19LkWonBCT6x33HFHamtrB/276KKLANBac/nll7PNNtvQ2NjI4Ycfzttvvx1y1EIUH6UULT/4HBvP2Ie6s+6h4s7Xww4pVEZ9lEmPfRIiBs2HvjB+BjSuTsNvWlC3tqL+0Ia6tRXuaIG1cktfDODkUA1I69xeJ4TIi9AT67/85S/8+9//7v133333AXD00UcDcPXVV/OrX/2KH/3oR/z5z3+moaGBhQsX0t4uM/kJMYhSrPn55+g4eRemnv4Hyu//V9gRhcqcHqPusT2xt6+CSOinu+GtTqN+14ZqdcFWEFVgK1Sbi/pDmyTX403aga5M9nEsmMPUOYVsa3YurxOhM3CwVGZiDj4vIaHfq6+rq+v3/z/72c/YfPPN+dSnPoXWmmuvvZYLL7yQo446CoBrr72WLbfckrvuuovTTz99+A2k8R+1PZYKOXS5GIZJ9ww+T0P/4hzeh1nee1/7VAwpBmNVtcTq3vkpbJIGfHz9iUxPuNR/4fesuOt04vO3zTG+8E/o+d5H0TnV1NyzNxpIrkygIgqjLoqZp+043cd3xjJJ217H+tBHenRADOqPcbC6E6G+TxkqO/T9z3E4rTZYoPk+9IphvqeefNHCv5JFoXWmYXkc1dWnSkfUgOkVUG7nr1qIaaIjhnd3EK2z1UEiefyB6NnPdp/HCAX9nS21iiGmSlNmxDHVpuPF0QYdbgWOHnyw9LzKYOTv1+831+8rXcwVQ/zWFaRiyGjzktAT675SqRRLly7lvPPOQynFRx99xJo1azjwwAN7XxONRtl33315/vnnc0qsG6q7qBx4wvU6qfntDb/nvNYXDbBM0Bi8nvM74oI04PncUaxzE/0ee/kdpT4tOaYxdOuc5Xiv0Ha9W/QiHoGYPl+9iMepxvbZEbbPaT/isdMtnw/K9vng7e74yhJWv8cI0PLL07HiNzHjhFtYd+fZJPffuvs57/hsj/j89pHtcTBbPpmO4fPlUJ4HjPfnrn1qarrdv/haa1pOeAQSGWoemI9ZU+WzvqHfrxpiO+nEZABSiSme63MyQ6/PSW06vlRbmtj6eLal2mXwd80ANmiS6+vQEY8TSJBfzaC9BLwOI7/zit/5KEAcCZVtmEnYdYOf9IojyHnULxEesM9VR4LoB02gbIj02UmOhqYkyW3q0VU+LQB+n+EQzyl7EtH3mrIXX32Ta63B1STnzEKXDbE9v4zD77nu4yhRU9fv0besrV/G5vVcwAxQezzn+izj9Zxf13SPaRt8lxvqz1YmQXVnExobt8/np7SmiiQby+tJW/0/v0x3g6RTN8Rx3xOfV2zeYQc6FfgtUwwdkILcq+l76jAqRj7wvagS64cffpjW1lZOOukkANasWQNAfX19v9fV19fT1NSU0zoXf/IDHBm4kT9+J8juFotFqQGfTWLwS3uVZI8ev1/hsS1su03T1H7/r7/1Xbo2/oCGE26g7JpLsT6xXU7rseJtmF1xnLIKMhXVYxFqXvkdln0Pv8hXd6Xz7G+z8YiXKP/5ZaiK8rzFsK7pc6NaPtq8illdd+A63hcdRipJ0/JFJOumjWpbOfNLkr1ywxDuGjU1Lir8Rj3MfuBmMrUGGENcRbgOmY4aln8mh7utIxBdv5qGZx7Fbt+Icl20YZCumsSafReQnNKY120N1PTp4tn349HsB24mGfc+XqIVNaw5aujjJb6o9Pa9XyIcRsJqmiNvWy+qxPq2227joIMOYtq0/j8aasAtLq31oL95WfKPucQHJnal2GLttS2/PC7I+nyWqbMSLEo1sTQyi2ajz6+rXwxRnxbrqEeLteXTYh3xa7Ee+jnTp2nEaxnb576n7dN047U+yycGv/X1xFGWsNimaSrvzFpHVyzTbzvq7pOZesJ1uBf+L2vv+wrs6p2U1a5azdYPvUhsQwdKu2hlkJhcyXtH7EZ82qQRvaeIzz6yfJ7zurMQdB/1i2NLiNx/AK1HPUbq2+cz+Q8HYpQPPqi9WuiHeq/pxGQ2Nh3J1Fn3EImtHzp2jxZru2+LdVWaWNnKbIs1DN3cY2jmzF4arMXaaxf5tTT6rc/rIwy6vpHfqCCh6mhqXMSs1UuJpZtHvT7P2HOMWyXTRD9etqlP81BXfBuXs9Vfrw72GXo95wKVoCJm9jWWiRHpYvbr93gvk4cW66ZPL2LW00uJtTZLi3UOyw38s+GmqehYhvbJZyJ6OZOXX41rbDpeMnV1dCxaRMXSpZjNzUMuF2S3BmlhDnoYefE7VPK9vly2Y1ZUwPe/P6LliyaxXr58OU899RS33XZb798aGhqAbMt1Y+Omq+5169YxderUQesYypq2Mtq7Bhy0Xneo/RJAv/57Xs8FOUL8YvA76r0uqvxanIJ0BfG7nuleX7MRY5XZpyXQ96LE+2tuRYd+U7btk0TFvAOMeuxAy2fHRj0+qKhvdw+/9Xl1LfHrjuK9j6IDfs26Yhni5WkyJDf9sRw67zuNWUfcwNTjfsHqP55BaqfByXXVyo3sdPuTuJZBpmxT7z27o50d7niSV8/4JB3Tawctp/puqw/D4+/DPacDZGzKJ1EfuK3oJxW1D+5FyzHP4b75PpEDB3fh8EriIz5xR2LriZavHvI5O+3Rx7pPn0qmgpqSzg5cHNjHGsDR6MkGZVOa/e8CefE6xIKOa/M6zIP+Mnod5n4JW3fssXQz5alV/Z8LkvgHufjo+1w8g3KSoH0ujjIuZS2roczjxBgkvoH7NQX0VJjMdZm+/LKvAcvFWpspX7/Kv491kGNiBDH0pb2SWp8YPBNhn+0EWd/At2SqDMpMolCeXyelXKJrV5PRQzQANDdjrVo1xFLeu8gvjQiShPotUwxDZoNcLPR9T6rKu8ugl6IZJn/HHXcwdepUDj300N6/zZkzh4aGBp566qnev6VSKZ555hn22muvEKIUYnzSlVFW3H8Gqc2n0LjgJuy31wx6zU73vohrGWiz/2lBmwauqdjm3tIp3xfZZzIz/r0/sQOnoLVGZ4L8pOSfPrwi2xd3YHk0J9tflvky0U1Rs3NIJZTKDlAVE56rczgOtMrtdaJoFEVi7boud9xxByeeeCKWtemqTCnFOeecw09+8hMefPBB3nrrLc4991zKy8s57rjjQoxYiPHHrSmj6aEzcRqraVywBOvdTbcQY62dlK/vGJRU99CmQdn6ONHWcVILOgdGbfb2UMu3/0PzKW8UR3LdaOOeUo2uMSCtIeVCWqNrDfSJ1dA4tn30xShFzGz1D+3RTqZ19nm7KGpXiJBpTFxt4N2uqnG0gVsctU5EjoqiK8hTTz3FihUrOPnkkwc9d8EFF9DV1cVFF11ES0sLu+22G/fccw9VuTbPp/G/tSaGFuR73HNRnSH3e0pmfkvxGabPhgPkJPkqyTYauZSfi3R/ldNESPpdL0+JsuyRs5l90C9pXLCE5X86j/Rmkylr70C7CtdjWQPAdTA6MmRq+n9m42UfeS6791S6rn6JdV9+m+obd0GNsOZvuvvAShNBeQ1O8Dz2hjjKN4vCeVGia9MQ11ChoLr/F1LarwawKI4SBABzK+Cdtux/D6zSgYbNKoJXTgmip09Axsne+TAVWMNsJJevk9Hn0cS/u2QRlOIrZGo6knoJnW4FVVZb9/HbN3qNUpq4UzEo9tGU2/MTpFt70CQySOm8ka5ruPV5Ldf3PQWJpygS68985jO0tLQM+ZxSiosvvpiLL764sEEJUaKchiqaHjuH2Z/9JbPmX8fyJ88jURVDG/7pmjYUqcoiLxQeQOyoaXDLrrSe8jIqZlD1y52L415etQnFX5BFDFRho7epho+661hrDUplW6pnd9exLuTcCsk0bIij+tyR0ZYBtRUQlTsgYXO0TXummnIjjqFclNJorXC1QaczdB1r4c/CwVKajFZkQmjtL4rEWghRWJkZNSx//GzmfPaXzJp/Lcv/dB4dU6qobGkfsjuIclw6p1SSrCkLIdqxFztuBjrh0nbGq1i71RI7o0Dl7ERpqrBh+1p03IGMzvapzuckLblKpFFr2rIt531rJGdcWNeGnlotyXURcLRNu1OLwsFQGlcrtHT/GLGoSjPNiBPpMyg8pQ1WuRUkR3CB0jcxD3IjrBjaZYQQIcjMmczyx87BaE8y67Dref2AnTAcFzVguLtyXAzH5a2Fu4QUaWGUnTyL2gf2puzU2WGHIkpFxIRyK5ykGmBdfFBSDWz628Z4OHGJIWlMHG1JUh1AVKWZY7VhKxeN6v1nK5c5VhtRNXyf4JhKM9dsYZ7VyuZmG/OsVuaYbSOORRJrISaw9Lw6mh49C2t1G7Vn/IHnF32SRG05ZiqDlUhhpjJ01Zbz0hn7DVlqr9RED6lHRQySL7bQ9uMPww5HiOAyjvdU5wBKZVuuPWqsCzGeTDPiaK0Y3MteobVimuF/ERlTaTbvk5i7fRLzkZKuIEJMcKltG2l69GxmH/wr1Nn38Y+HTifqOEQ6EqQqYyRqyon61G8uRcm/t9Dy7f+AguoLNw87HCFGLpPLTWztP9OJEOOAhUOkOyEemiKiXCwczz7X0414d1nDwYn5yOMpdS7BpusZa4W6V1DoexIGeRyYM/ThGaRaiK88dzE0Qjjgek4Wme55JL1mDvSS3Glz3n/4v9hi/jVMPfYOVtx3BnrG0DMt5sNoqngUQvT/bU1Fq6blW//BiUUoP2+u52udPvtejfSU6nvs+U0MNPT+K4pqIYU8/HtywpHs9hxmFcz570VN+Z//XTbV1B74Or/jsueOet+qIMP9zuS7Z0OAz8Pvu5Hv8DyLU/kce0F+10wKV+3Eb9JPL0ESzCAVPmzlnVL3nCKU0t39pgevz8Ih2icxH+2lpnQFEUIA0LX7HFbcfwZlLyxnxvE3o5J5v4QZVyq+uzXlX92C9q/9k65blocdjhAjY5toe5ia2pYxfOk9IYpcJocJdLRWnq+zVH7v2khiLYTo1bXvXFbcs5jyv73P9JNuhXQx3u4pDKUUlVdsR/k3tsTaSereiXGooSKbWA9Mrnv+Nllm8hTjXwaT1DAT7aS04dkNJJfEfCQksRZC9NN54JZ8fOdpVD7+DtNPuwOccXkfPC+UUlR9b1vsXWrRSYfE3zeGHZIQuSuz0dOrsy3TrgbXBTfbUq0bpNSeKB1r3AqU6p6EqZ/sRDurXO+LyOET85GRxFoIMUh8/rZ8fMcpVN37JtPOujP7gzzBdf7yQ9Ye+iJdD68NOxQhchezYVYtenYNenoNenYNzKqVpFqUlKS2acpUk9ZGtp6Hytb1SGuDZZnqYetYr/JJzEdKEmshxJA6jt6RlTefSPXtLzPl/Ae8+2pOEOVfmUvZ4VNZ9/nX6PpTc9jhCDEylgkxS/pUi5KV1DbLnVo+ytTQlKnho0wNHzm1OU0Ok9Q2y/ok5kafxHykSr8qiBAisPYTdmV1IsO0M+9El9ls+NFh3nVxS5yyDepu35l1x79K83GvMvXB3YjtNznssIQQQvSRwcyt2uQASW3zUfcMmL0zLzrVbDvC9ZR+Yp1icPm3iMdr/S7kg5SQ81vf8JMAjT8KiJJ9b2PauOl92GY86xwFY9jjY/BerPvmU5oIyVHUBjOHWHb9F/dFdaVpvOAe0mUxmi87LPD6R6OQJfo8SyZGyqj+/V60HPM88b+0ovabhtt9Qkljo4nmLwifRhbDGfqE5NcuE2Ceg/yXmUvkeX098VkMrqfm9dUtZA+I8dqDyu/3rmf/WX0ebfx/07x+c4fb1nAxDCXAb6tXU0HQtn0zyM/GCJYZza9Svu9X+NWOKmQpPi9+79drfRqTtB5+eS+ln1gLIUat5ex9MbrS1H/zQXSZzfqLDw47pNCoMpPaB/cGu7vmaUcpXiULIYQIQhJrIURONvy/A1CJNFP/9zF0zGbD/zsg5IjCoyLZOwTJR9fQeuYTlF29F2wZclBCCCFCJ4m1ECJn6y8+GNXdcu2W2bScvW/YIYXK3nsSZkMZXeddQuXj+2HtFHZEQgghwiRVQYQQI9J86QI2fGV/Gi+4h5pbXwg7nFAZkyLU3HMoqqaK5qOfJPNhZ9ghCSGECJEk1kKIkVGKtVcexcYz9qHxrKVULH097IhCZdTFKPvl91Axkw1feSvscIQQQoSo9LuCZMhPBQ6/Uc1eQ0uLfUxTvocHW2yqChLaaHjvD8pv9PKIFbCyQC7VMFLd49pT2CTHtiRLloKPf34CdGWYetofSEdjxI/eYey3W4Q0JkbdZGrun49R3UoyT5VBfD/3mNcT3iUWvA7ZoimeGKRiSM+X2qJ0mon8Sh/4/Q4Vajs9h5jq82gQvFKH17aCVAvBJ448VgsB/5/PiMd7SgV9T87Q/2sME0cOq+qnGCqG5DspDfJ+R1sLrFRORUKIQjMMPr7hJDqO2YHpX7id8sffCTuiUJkzKzEbYzirE7R84SXc5mTYIQkhhCgwSayFEMFZJqtuOYn4oVszfdEtlP3lvbAjCp1uzZD+azMbD38Od2PQJiohhBDjkSTWQojRsU1W3XEyXZ+ay4xjbyb2jw/DjihU1taV1D76SZzlnbQc9Txue147IY0fHQ6szWQfhRBigpDEWggxajpms/IPXySx20xmHL2E6MtNYYcUKnuHaiY9vA+Zd9ppOfZ5tFuAfu/FYl0a7m5BLW1FPdiGWtoKd7dk/y6EECVOEmsxoSUTDu0taZJd0qo2Wro8wsf3nE5q23pmHv5r7DdXhR1SqOxda6l9YG/KFs9BGUUzRHBsrUujHmhDtbtgqezslJZCtbuoB9ugWZJrIURpk8RaTEgdbSneeK6Z159dxz9faOGVv2/gtWc20tEqP/yjoatifPzAGaTnTGbagiXY76wNO6RQRfaZTNnnZ6K1Jn7nKnQqtHI5hfHnOJgKBl5IGN1/+3s8nLiEEKJASr/cXorgZXvEyPQcTSnyU9suyGWfb72gbA2kjvYkb73eglIK07DAyCY7XXGXN55rZbvdJlNZPYq6Vj5lp3IpnReE0/tokQHM8OodQm2UDx8+j7mHXEPjgiU0/ekc0lvU9XvJWO2HkcjfPoqggAwmyuOU6v4nxfovvUn8/nXU3roLyhqjNg3PMnzgdSL0q5I2onb2dmdTS/VQDIXqcNEpByqH+KIG+Th6NmVDzlUmx/PNKa/fsnyW4fPbTt9t2X0eI8MsE6QUXy4l/0YiaDlAD0FK8Zl5qmfXsx6T/CZxQb4aQd+SV4oQ5DQQNAav92t6/HeupMVaTDgf/GcjSimMAa1qhqFQSvHBW20hRVY6nLpKVjzyZdyKKDPnX4+1bGPYIYXK2rqSSXfsRuK+1bSe+Xpp9rmO6+F/FV0NXSX43oUQopsk1mJCSSYzJBKZQUl1D8NQJLoyJBPjuVmrODiN1ax47Ey0YTBz/vWYK1vDDilUsaMbqb1lF7p+9zGt572J1iWWYFao4X9RDAVlE6S/uRBiQpLEWkwo6ZQ77C1j7Xa/ToxaZmYtKx4/C5XKMHPBDZjrOsIOKVRlx0+n5tefwF3RBckSO8aqTHStAY7HF8zR6Bpj6G4gQghRIiSxFhOKHTGG7TiqjO7XibzIbDaZFY+dhdnSxYzDbsDY2Bl2SKEqP3kmkx7YExUzcVYnS6vl+uCKbHePgcm1o7N/378inLiEGOcUDgYZ1LgeJDAxSPYgJpRo1CIWs3A9+ri6riZWZhGNSataPqW3nMqKR8/E/riVGUfeiGpLhB1SqJRSOOuSrNr1Gdou/yDscPKn3kYvrEZXGZDRkHIho9HVBnphNUz1G0EmhBhIkSZmtFBmtBIz2igzWqlqW0Z0/eqwQxMeSr8qiMPgoZ9ywTe8IJdc6T6PRVy1bu7mk3jrX+twdbZPNU72zbquRmuYu8UUSGSHpHuNXDbMgAfRGOUVKTSQIYVNcmS1HPoxxvDLkdpuDh8+ch6bH/IL6o65g48fPANdkXs5g2KoJDLU/lGY2ECaCBDNfWVTI1RcMJfW7/wbN2ZT+bUt8hbnkDwrhniXWIgE2eXTbTi5Ft3uQKeGcgVV3Req+T4v9IQ+kuvg8A+j/POrkpHvNoKebRl9Hg2CV/EI8luT74oheW5i9DoDjzRspdPYtKG16rdW000z89E7SGvlXWmkQHmO32ZsHAylcbXCzfFA9Cso5pWw+i0T5PAf7a6TFmsx4VRWRtlu+6lEoyaO45LJuDiuS6zMZLudp1JZNYLkSIxI4hOz+OjBs4m9vpLpx96MShTxFVgBVP73llR+cx7tF79N/FclNhV8lQkN1qakWggxIhZxsgn1gFRdKbRpUt65JoywhmWpNJPNFuqsViabbd2PLVhqYpzvS7/FWoghVFZG2WnnRpLJDGlc7IhBNCpfh0Lo2mtzPr5vMTOOvJFpJ9zKyj98ESITd99X/u/W6E6H9u/+m9jx0zGnyoWdEBOedlC4eLZ/GyaGm0ZhovN+WyI4S6WZbGVb2XXfVnblMtlqY0Ommowu7S5h0mItJrRo1KKyKiJJdYF17TeXlXedRvmf32XaKXdAZuL2z1JKUfWj7ah7fj9JqoUQAKgcZjxSuDm9rpCqjfigritZCq0V1Ubpz74qibUQIhSdB23Fqt+dSuVDb9H4pTvBKcXOr7lRSmHNrUCnXDb+f/buOzyO8lr8+Pedma1aNUu25I4NphgwYHoJgVBNCw5gIBB6J+Wmh5v8Uu5NLgkJuSE3oUOoISGA6TYhpNMCmBrTDS64qmu12jLl98dKRpY1I2m02llpz+d5/CzsambPTj3zzvueOXMZ3Q+uCzokIUSAnCGMlXHQhvR3xaJhYSiPVnYUhrJHdSxPKZDEWnjK2CZJM0vGLsQzyoXYUtdxc1l35xlU3vsKDZfdB3b5JtcA6PkTUtuZy+hesingYIQQgVE6DhquD16wLWwtVFLdQDQ1hFZ25Qzp78Yy34l1Op3m3//+N6nU1jVpn3vuuREFJYKXNDO81rGeVzvWszy5kVc71vNax3qSuUzQoYlxJvmZeay/5VSqbn+RSV9+iGhbF1VrWoi2l1+9a6Uran6zO5EFk9h06iuk/9wcdEhCiICYVJBPrPsloo6DsixS8YYgwnJlO0NoZXfUkP5uLPPVsfRf//oXp59+OrZtk8lk+PrXv86Xv/zlzZ+fcsoprF69umBBjojJ0Es8Db3y17iWtDMstzahUOjq42uvjGWxvHUTcxMTSRgD9AXtXX7DWealc7E9MH3gQRZ+Kjp58jmWo7cEnYUNmFgYmEW+EVWIMnjNnz2AyLokE/7zUapfWUHdIVNB1+iqq+TVhfvSMWXCCOIb3duOGmFCgImOU4jx4CGI37UfnPwMm056mfrnP4GxfaLfdxauZV/3rKnnfqeqaIdLr9XXm2+EGPTBT5u5lh0Uw2L0eQ3jfVD0s7H4LSBRyHNKgYtYeG2i+oC7YQjLrkKzu3oGMjqAwjFCrFlwBpPufwB9uIf7UT0c6tiOhtbTHWTrdmkH09Gw0X2tJrejkddRd6Sl+PycTX2dgb/zne/wwx/+kA8++IC//vWvPPLII1x++eXYPbdxx9WTxMrQCqsVhUJTWx4GNKVQKFakWgOKTIxX1Wub2TO5idqjtqH9ufU0P7sBO2wQb+viwJv/RNXalqBDLCoV0am9dy8qf7wT+hx5WqEQZUsLkVM1ZKkmRzVZqknVzCRT1xh0ZAPqtCtQaoBWdhyUcuiwx//xzFdi/dZbb3H66acDsP322/PYY4/R1NTEWWedRTZb8LY8UUQZxyTtmFsl1b00pUjbpvS5FgU1f/Ez2IZG5QFTqT18Bu1/W0PbPz7C0TVsXWO3xc8HHWLRqZhOxcXboJQi/egGcq+2Bx2SECIoSsdRBqjSvs1rOiHazCpsR0PhoKl85RLL0cqi1B74TKyrqqpYu3bt5v+PxWLcfffdRKNRTjrppM0t12LsyTmDrzsHyMk6FgUSa+8i0dyJ03NPs/oTU6k+ZBptf1pFx7PrcHSNiubOsuxzDeDYDsmfvkfLMc+Te7Mz6HCEEMKT6YRotWpoMqtpNqtpMqtpsWrKIqkGn4n1Jz/5Se6+++4t3jMMg5tuuolZs2bR3d1dkOBE8YXU4JuEAkKaFJQRhRHt7Eb1u1CrOWQaVQdOoWXph3S+uAHNdggn0wFFGCylKSY8sDdaY4SWo5/DfDcZdEhCCDEoGx3TMYb8OPPxwld29L//+79cfvnlW72vlOKXv/wlr7322ogDE8GIKIOoMrBd+snbjkNUM4ho8kAVURjpyhhOvws1pRS1R8ygct9Gmh9dQfsbzWQT5TvqTKsLM2HJfqjqEM0LnsNcKY0XQghRioaVHf3whz/kO9/5DuFwmHDYfZjv9OnTRxxYwVgUZhSs16hmt4uxMdrdfLZdy3K1Cdthi77WtuPg4DA7UjvwaOlcn9egfrufC2PPadzGcbvf0vLz07WBh4T3fDj49FlMIE2WEJlBdmu9gBUl/Opb1SJXXU1HXRXxtq7N3UEAUFCzYDZOzmbTox9g/XElmVN2L0p8+jAOGjoh4kCOMDbDe3LisKp7TApTueQTJC98iYwTxhrmd3kE4c6zmsPA4yyKWlzJ7gnDoDBPZSiPO9Uj07vJan1eNbxXvNdB0c8x26taR7HWYYErhgwnGetth9D1/L+CKeJzW/x8ldsy8hrx5adiSN9FOupVQa655hquuOIK189LpsSeGJGEFmGuMZGI0rEcG9OxsRybqNKZG3MptSfECLy48CB0y0L1e/qiZjvUH70NXSfOY/LZ91Dx8BsBRVgatKkxqh4/CGObOHZLFmuj1JUXQohSMqzE+s477+S2227ji1/84hYl9To7O/n+97/PPvvsU/AARTASWoR5oUZ2CzWyszGJ3UKN7BpqlKRajIq2KfX85YJjSNVUoGctjHQOPWuRqknwjwsX8MFd55I8cRcmn3EX8SfeCjrcktB29su0LHgOu2WM3hoTQohxaFhdQY4++mjuvfdezjjjDFKpFL/+9a+56667+PGPf0xraytnnnnmaMUpAhJRBpHx/ZAkUSLaptTzp8tPpKq9nUiym0wiRnf1xzVP193+WaacdgdTFt3ORw+dT/ch2wUYbfAqr5pLy+HP0nLc80xYsh9atfRjEEKIoA27+8gnPvEJHnroIZYuXcqcOXP4+te/zj777MOzzz7LL37xi1EIUQhRTrqrK2ibWr9FUg1ASGfd3WfSfdBspn7mN0Sf+SCYAEtEaKdKJjy+L+b7KVo+/S/spNSWF0KIoA07sX711Vf5r//6L7q6uujs7GTffffljjvuYM6cOaMRnxBCbOZEQ6z9w9mk95zG1E/fSuSl8h7XEdqtmgmP7oO5vJPsU01BhyOEEGVvWF1BLrjgAhYvXkxDQwO/+tWv2HbbbTnttNP47Gc/yx133EEkUoL9b3MUfPTukPkdJT1W9VZDMwlumReNV/+YwlYMwavKXM+lca4nnhwhMuO0tIHWO448brDqgQuZcdwNTDv2Zj7842Vk5jUEGFn+MJolVLhKHYPoW9lF23siE5YfgVYfIYOJYzsobej9tzwrk/iqGOLecl7wiiGRnq+L4K+6hPDP6PMawvuYX8xSMW5xFPOwWODzn96vhEZvVRBNK3BVEC9FrBgy3BD8VP7wmm6k9/6G1WK9dOlSvvnNb/LSSy9xxhlnsN9++/Hwww/z8ssvc9JJJ5FMyoMLhBCjz66Msuqhi8huM4GZx1xP+M0NQYcUKK0+n9Anf/Yerae+iJMLvqSiEEKUo2El1i+99BLf+MY3iMVim9+bN28ejz32GB988AEnnHBCwQMUQoiB2DUxVj12CeakSqYtuJHQe9IVwphbSWbJRtrOewXHGvghT0IIIUbPsBLrhoaBb7fOmTOHxx9/nLa2tkLEJIQQQ2LVVbByyaXYlRGmHX0DxsrWoEMKVPSYBmrunE/6/nW0X/wqji3JtRBCFFMhnlUFwMyZM1myZEmhZieECFAqBS0tilQq6EgGZzVUsmbpxTiGxrSjrsf4qD3okAIVWziZmlt3p/uuNXT9srwrpwghRLENa/DiYNxatIUQY0Nrq+LFZRrJpMJxQClIJBz2nW8xobZ0Wz/NqdWseeISph92LdOOvoHVf7oUq6Ey6LACEzttKqrKIHxwXdChCCFEWSlYi7UQYmxra4W//M2gK6XQDTBCoBvQlVI89fcILa2l/aQgc2Yta5ZejNaZYdoxN6I1dwUdUqCixzSgJQxyb3aS/Nl7QYcjhBBloaAt1iXJpjBlYrxK2vipoeZWfsgr1lIv0Zfr8zqasZZ8Wa3hl+IzdZ9VHHpK8VmO0/NqYNohdG3483txWS6/bDW2LMCmgcLi+WVhjjhs6w3Us1xbkZnbNfLhksvY5ohfMfXYm1m59DLMmtGts2X3rFMLA9PlkBrkMkr/rZXkt9/CyTlUXlHA5w24Nct4lFbTbPdCVq4nI69jYu/sjAFmUMjyYKWziZeO/uX2vJRCKT6vGAp9iCjw9qL6LSPVs+w1DfSgm0dLuAwf+CvF13caP4s36FUihCgB3SmHVNLZXB+1P02DZHJs9LnO7tTAyscvIfxhCzNOuAHVmQk6pEDFLplN/Ps7kfz+2yT/9/2gwxFCiHFNEmshBJm0gzNIF2rbUaQzpd0dpFdm3lRWPnoxkTc3MHnhb1CpUr/dM7oqrtiBim9uR+e33qTrhg+DDkcIIcYtSayFEESiCjVIzqwph2ikdAcw9pfeawarHrqQyLKPaDzlDsiM9HlaY1vlD3ag4hvbYeyQCDoUIYQYtySxFkIQiyviCYXt0jfQtvPVQeLx4sY1Ut0HzGbdA+cQ/ecHNH72bsiVQIfAgCilqPrvHYkcUo9jOWSfaQk6JCGEGHcksRZCADBvvo5js1Vybdtg24q95o/NEVzpQ7Zl/b1nEX/ibRrOvgfM8k2ue3X/ZhXNhz9L9+J1QYcihBDjyvivCpJl6woVhR6F7Da/YnbrLIVcwezz6jUCu9QUs8qIPnB/C5uI6yRD6cCQzTg9ryEyKry5WsiAXC6nK2phn4PhtWUWqaSzuY51RUKx53yI14Yp1DDAYlfJyBy1K9bdZzPt9Nuou+gB1t58umezgj6s+PIHgCwhch7rcbhGcxmFzp1N5G8ttJ25DO3e+cSOnVSweWteFWm8tkuXLd3zJJXr80ejW/yltHltKm7nBq9mNa/Pes93oT6vIzmnup0rinlcdouhVLepnvWjjK0rhvTSS2FYSQnkJX4qhvQ9EvlpfR7/ibUQYsiqazU+cZhGd8ohk3GIRBSxuCJSsJQ6OJ2f3pWPbj+TqWfdiRMxaLn2RAbtWD5OKV1ReeueOBmbltOWUbd4L6KH1wcdlhBCjHmSWAshthKL5xPq8abjlD1Q6RxTL7gHFdNpvvr48k2uQxpVd+5F5ynPkX5kgyTWQghRAJJYCyHKSvvn9kGlTaZ8/g84UYOWHy0o3+Q6olP3hz0glL/h6XRbqFjJP4FJCCFKlgxeFEKUnbYLD6DpZ8dTe/XfqP3Rn4IOJ1AqoqM0ReafLazf8W9kX24POiQhhBizpMVaCFGW2r9wEKo7R93/W4oTDdH2tUOCDilQoXmV6NOiNB/7AvVP7kto58qgQxJCiDFHWqyFEGWr7RuH0vKfh1H37SVU/+rpoMMJlFYVov6RvdCnRmla8C9y73QFHZIQQow547/F2mLreituZWiKVYbPK4ZC84rB67LKT4mmXJ/XoEr9lEL3UF8xuPfxHUopPqvnwSdWzsDUQuheJc98bBNaCdRNGl4JvKFb/91jsbtt6r/6MNlohLYLDhjW9EbPYdTEIBdwfa4RL6MJEaoeP4i2I/5Jy/mvY/x9X1Qh+597HT9cS/F5FJwM93ktXKXD4Ql+1/Aut1dovcd51edVozSOvYXmVTY2yN+r9Xl12aeUS3wls5pKYL8ZrRDGf2IthBBelGLjlcejdeeY/Pn7cGIh0mfsFnRUgdEmRqheciB0W4VNqoUQogxIVxAhhFCK9f+7kLZz9mHKBfdQcf9rQUcUKH1yFH12BXZbjpZzX8Valw46JCGEGBMksRZCCABNY92vF9F+6nwazrqH+KPLg44ocHZbjszfmmla8ALWprH/kCAhhBhtklgLIUQvXWPtzafTdfxcGk+/i9iT7wQdUaCMbeLUL9kHuyVL8zEvYLdu3elUazcx1qTR2j36QgshxBihYxFWJrrPXtjSx1oIIfoydDbccTqNi+6k8ZQ7WPfweaQPnh10VIEJ7ZCgfsk+NB3xPE3Hv8DEP++HCmsYa9NULd6E3pzND57TwKoL072wGmtKUCMJhRDCH0PlqNG60NXHo4FNffjtz+WZWLtdhHhVsvBTXcPP/IKqplEIZp/Xsfw7Ss7gFUPsnqogdjaE7UTwfdPebbv0cW9LK2qpAne+4gjDqt+dx/QTb2Lyib9h5eOX0r3fNi7zzy80kzDZYbZwlMoyGtTOEaoeOxDz+RZy4RihtSlqblqLYyjs8Md1BlSbSeXNm2i7YDLmFNcyHwNz28Y8ZmP1dP22DDD7FWQx/DQ2lUClAl+C2IxCfV7H682KUt09h1AVxK1Akddw5JKoGBLQPmioHBOMDhxH4fRZSn2T7KGSriBCCFfplE1Hq0U65QQdStE50RCr7z+f7j2mMeOEG4i+vDrokAIV2qOG2CX5lvvQD97EchzQ+52mdYWjKyoXNwUQoRBC+FOldeE4iq0vPYZfGUkSayHEVjpaTf715yTP/ynJsr938c8n0zzzVIb21rHapOePUxFh9YMXktmhgRnHXE/4jXVBhxS8tzpZffca3r9vPbY5wAWXrtCbc9LnWggxJmhYGMrGTxI98PyEEKKPjlaTl/+RIp2y0Q2FEVLohqI7ZfPC37Nll1zblVFWPXIxuRm1TF5wM6G3NgYdUqDCCZ1tT5pC5wfdfHDfOhxrgOTadtCS5bWdCCHGJk0V9o6sJNYByhgmyUiWjCEtO6J0vPVyGqWBpm159a5pCqXBv5eV3/Zq18RY9dgl2PUVTFlwE8b7zUGHFBirMkTltnG2PXUy7e908eHiDTh2vxOTprATJdFjUwghPNlOYR+EJYl1AJKRDK9NX8+rM9azfNpGXp2xntemrycZljqxIljplE130t4qqe6laYpU0i7LPtdWfYK1Sy7EjofzyfWq1qBDCoRVHcKsi1C9bZxZJzeSac9h5/psD5aDVRfCri7PsfFCiLHFRsd0NKAw5zVJrIssGcmwfJtNZAwL3dHQbQ3d0cgYFsunb5LkWgQqm3FwBjm2OA5kMuWXWANYjZWsXXohAJOPvgl9XUfAEQWjaeEUlOVQu0OCHc6dhh7RyHWZOKaNshw6F9YHHaIQQgxZh12BUg5bJ9fDP9dJk0JfXl0CC9RdcMXkVpSl0FS/2+wobBtWTGxl3urG4cdQCuXt+pbb2/o5EsEr5J3pkrnL3bMdmT2vOQWOwtbcd22vSzddyw/gcOwtt0+nb/UHBVokRG4cX5d7lsGbPokPn7icbQ7/FZOPvpkND38ZgCxhMiVbn8sft+WQm1LN2gu2pX7xWozmDFba4s2bVlO9RzUVv9kFc0q8kEG4coz8h5ahYYb6/+HAsY/Lk14Q3dmNPq8upd1GZHztSiPTf/32Lbc33HORx7oq51J8jhOi3ayiUutCUzZKOTiOwnS0YQ9pHL9nxhKUMUzSYRO31aShSIdM6XMtAhOJacTiOnb/PrM9bNshltCIxsv70JGbVcfKJZeit6ZoXPh/OO2dQYdUdLkpcdZdvh1rv7Q9my6fQ/SKHWj6WzMtN64JOjQhhBg20wnRatXQZFbTbFbTZFbTalUNez4lcXZcu3YtF110EbNmzWLy5MkcdNBBvPLKK5s/dxyHK6+8kh133JHGxkaOPfZY3nzzzeAC9ikXsget5uIoyOlyqS6Cs/1uMRybrZJr23awbdhpvjxVDyC7/aR8cr2ujdQXv4dq7w46pEBY1SGyU2NEvzKHiit3pvPH79P54/eCDksIIXzJ97k2sH220weeWLe1tXHUUUdhGAb33Xcfzz33HD/60Y+orq7e/DfXXHMN1157LVdddRV//vOfaWhoYOHChXR2jq1WolBOG7S7jnIgZAW+WkSJy2RNksksmUzh725U1oTY7YAE0ZiOZTmYpoNlOkTjGnseHKOqdlzeTPcls/NkNiz+AvaaddQtugGVLO8xEvGvzKHye3Po+J/3MT9IBR2OEEIUXeBnyF/84hdMmzaNa6+9dvN7M2fO3PzfjuNw3XXX8dWvfpUTTjgBgOuuu445c+Zw3333ce655xY9Zr8ipkE0a5AxrAG7g9g4RHMGETPw1SJKVLIrw4oPWklnzPxFmg7RqEF8Vqyg31NZE2LPT4bIdNtkMzYVVWbZd/9wk503nfg138f+4ndoPOl21j94Lk5sNDqdjg2VV2xLfNFkjFkF7GcthBBjROAZ3JIlS/jUpz7F2WefzdNPP83kyZO54IILOPvsswFYuXIlGzZs4NBDD908TSQS4cADD+T5558fNLFuaOgmkShAoF7nSbd8Y4ClG0/HeLa+DQ21RXJt42Arh/3aE1RPdGnp8VpbbjF4xe01P7fpPKapr0hv8Tqk7ylwDJ6/160Hg5/4vO4Q+ck/ve5k9PQMau/K8erbbWhKUdFbDk+B3Z3lxX93s3IbRX28Z9nn3Ed5aI77Z6H+o2AVEIUQJrhulgO3moc8RpqEPUYmGS4Lw2vVhga4UI11dBJLdmElwnRXVQ4wjfuKD7kOfNv6e6LpEPouO9B5x+VUnvF/TDn5blruvgDCH88/7LJRGB4bUsjjF7stc91j1LByHeHsPo3j8ZntEoNNFjUFzKRDx1efJ7T3ROKf3bbnm7y+y+3ui8c0mfydzUxm6yokujnwOtS9Bnq7heB1Y8hrQJWfXn1e3QXdji1exyM/BXyGEEM6XL/Fa8GP817L3Gu5+lmHbvPzmsbPNuF3W+m3C6Rr6rd4Hdb8/Cw7wHGZzvaYn9dnlsuycBne4zmN38XqNl3faVRFhcccBhZ4Yv3hhx9y6623cvnll/OVr3yFZcuW8c1vfpNwOMzpp5/Ohg0bAJg0adIW002aNInVq1cPOv/zzluB5bY2ArIypbhtjcHGjIZF/pjYELE5e5rJzHhbwNGN3KLdBl8voh+vvb+nd8EPVoSY6Wj5nbbfJm06cNsag+/Fe5b92OolNURe2cPHLfaR5vU0PL2EUGcryrZxNI1cZS0bDlxAps6l4k4BTJt2COZV1Whf+W9mnPoHov/zDZQR+CF2RLw2S7f8tPd9x3Ew2zfR/YUnybYeQOjIgwsc3cfWrz151OY9KrwuvsM+Pgvw5sDqqYuC+/Iyt/oIWfajTdd1Jg3+Z1sI/Khv2zZ77LEH3/3udwHYbbfdePPNN7n11ls5/fTTN/+d6leeznGcrd4byK23zqKrq/+7hX3KjusVt8fBc6IBCd0io9lEbI2YpfMYeOcOflqfvQ7gfubnMU19TZpFe67m3pem05SMjux7fMbgq2XEayye2/y8vifq8ZnbdIPE0J21eCnbgqH1W6E9/xt2LOxMmt8wle5ofJCWe4/WbGPgz0IR92a+UHjgFkW3VlWAkEcrZNjls61a07f4rnzctes2cOQDv6VN13F6HlCisFFWCxV/u5PnzjqFtskNnt/jFd9AMcTSBjuunsj709eRnlNHrO586s+6ifaf/YjmG88GXdsc39a/1es3uX/mFrvX/HSXGLyWq59l1He9h2+eSldkNunvXY0x82USx00Z9vy8YrDT1TStPpH66Q8Sim75NMywOfB0bi3Z4NGa7dU66dWt3m06P63mXp/5ic9va2zPZ+lQPasbFzF9/b1Ec03+5+e2ev3Or5Ctz4VuNfdb0rffd6Wr61n9yUVMf+peom1Nw4vPZ4u123RuLdngrzXbqx3UrTXbaxo/rdl9p1EVFfDDH3rMZWuBJ9YNDQ3ssMMOW7y3ww478Mgjj2z+HGDDhg00Nn7c2rRp0yYmTpw46Pw3bIjR2dk/kS5wYu3WijDEJLkbaBvKNF4tGW6JVKHn5zVNz9bUlIyyrr1PE4qf7/Gazu/8/Ny48HMb1et7/HQTUZA0s2TQMfvPoM+mbAHrrBDdenyQCwz3o6cWHvizSNR9nwm7fDZQ94zN03gc3SMuCzDiMb/en3vY0qVkwjq2/vGGrwHoOqYFuy99kocuP8Pze/LxuSwHjyQvHc2RimdInbQ9We1zTDnjTnIJjfU3LCKkDfx7bY+sLOzxmXL5TPOR5Rme03jFMHB2qPVbRpW3zAWzm+R5fyb21/0I71Uz4HRuCb7XcrB6flMo2kwkvmGLzyK5gaczcl7dkFx4nTK89ne344ffU5Db/Pzc7/aT7A7wWTTXRDy7zvtiYRjzG9E04P57Cx2D13p3m85rGh9dS6JtTcSb1g384VCyxgLE4NGzEMtHVxDPJNlHMu6nx07fs6yq3Lob4WACH42033778d57W5Zmeu+995g+fTqQH8jY0NDAX//6182fZ7NZnn76afbdd99ihipEYEJbPfxiazoQGcLfjVcV7R1UNbdukVT35eg61c1tVBSh5nTnwnmsu/V0qu98kYYvPsCgj7Mcx5ShUXnbniR+sguh3YdfE1YIIcaSwFusL7vsMo488kiuvvpqFi5cyEsvvcTtt9/OL37xCyDfBeTSSy/l6quvZvbs2Wy77bb8/Oc/Jx6Pc/LJY6xfnRA+RcIG0YhBJmtt9dROyNeYnhSxiYX1j+9+lJl4ZxeabXs2yCjbJpZM0VU9/FaI4eo4bT4qnWPyxfeiYjrNVx0HQ+i+Nh6pkEbs8m1RZMj8vRl0ReTACUGHJYQQBRd4Yj1//nzuuusu/uu//ourrrqKmTNncuWVV7Jo0ced8r/0pS/R3d3N1772Ndra2thzzz154IEHqPTRRC/EWDV7Ri3L392EDVsk17btYDsO50wz8/30y1SqsgK7fx/0fhxNoztRvJFe7efsi0rlaPzyYuyKMK3fP6po312qOq/+gOzTLdQv3ce1W4gQQoxVgSfWAEcffTRHH3206+dKKa644gquuOKKIkYlRGlJxCPMnTORFavydawdJ99VMxY12Hdmgpl6W9AhBqqruoqOuloq29oH7A6iLIv2upqitFb31XbZQYS6M9T95+M4sRBt3/xUUb+/1Ey4a3eaj3uBpuNeZOIf9yE0T7qHCCHGj5JIrEeXxdYjRdxG9Pm8Tes2aMNrkF0hv8evQlchNPu8eg36KDX+nloaiEQowrxtG8lkTXKmTSimEQkbVDup/GCVLEPYjN13e7exJr6eJ+hRHUXzVeB3cH9aeCyfufluFPbm5NpGoVkWmuXwl4VHkyvwYS/cM78sIdfltOmrh2F3m0z87hOYsSitX8yXntMKvhMOXzFj0LChMkT1Q/vTevQzbDrmBSY8eSDGTv4udlTPsrcwMPuvV9eBzF5bs1v98jFstFav0ed1LAwh8FoOY+15Tr035kK45xmFzhdceJ1uSuLUOsLt309WWL4jnYQYwyJhg0Q8TCQ8pk/5Bdc0pZEHLjiDjppq9GyOUDqDkc3RWVPNQxecSvOUhsBia/72kTR/7VAavv4QNTc+E1gcpUCrCVH72P6Edq8OOhQhhCgoOSsLIcaVpimN3Hv5eSTaO4gluzAToaJ3/xiQUmz64bGobpPGL9yPEzVIn7Vb0FEFRqsLU/vo/gA4XSZmSzfG9NggUwkhRGmTxFoIMS4lq6tIVld51kEuOqXYePWnURmTxovvZVMUuhaVb3Ldq+OLr5F7upmJT+2HPtXrCUtCCFHapCuIEEIUk1Js+L/P0PHZPZl4zh+IP7Q86IgCl/jujmA5NB39L6wNJXQhJIQQwySJtRBCFJumse6GRXSdOJdJZ9xD7Il3go4oUPrMOPVL9sHuNGk65gWs5iKNvBJCiAIrg64gA1UFceM1htXH2FCvc0OhK4YUeuS3n/hyfV7lvDiw0RwmreH9/NYhGfiQ4FXDI6f7qPBR4nf7h1O1JNezUnOEyQynrcKANbd9jqmn3c6kRXex5sELSB06Z4jxlUI1kcJWdolsV0PtkgNoOeJpUg83ETt3JgC6x/c4PeUcsoRwiAztizwrQAzcWq57PJvZ88wQ/GoaPUa/17HM7XxVqtVCes8jGu7nlICrhcD4rxjiRlqshRAiKGGDtb89i+4DZzPtM7cSe+aDoCMKlLFTJfUvH7o5qXbssVDHTQghPiaJtRBCBMiJhlhz37mk95zGtBNuIvriqqBDCpQ2Md/y3P2blbQueBY7NZ6bfYUQ440k1kIIETAnHmbN4vPJ7NzI9ONuJPLa2qBDCpy+fYLcv1ppOuVlnMzoPFBICCEKTRJrIYQoAXZllDUPXUh2Vh3Tj7mB0Jsbgw4pUOED66h9YB8y/2yl6bOv4OQkuRZClD5JrIUQokTYNTFWP3oR5qQEjQtuwXivOeiQAhU+dCL19+5O9xNNtP/gvaDDEUKIQUliLYQQJcSuq2D1kkuwExEmL7gFY2Vr0CEFKnbURCY9tCeVX94m6FCEEGJQ46FQziByA7znp5ZckUrxFboMXzHnZ/d57TveaCyX3iuJmkAeeuNTQIT85j4ahRR090PFiCv89eejFJ9XSbbRZva0T5johVsWDRFWLb2UGYf9moajb2XVU5djTqku1NzHHHXYFEwgsypF9x2rqfj29iil0Ht2AAsdVYDTmRZyGyjpvmYjHtuejzODt0Ju5iOdV++xx2AUfmiJ8Dp3BXlu6Ftub7jNo17n8BIoxVcSp9wRjpeWFmshhChB5rQaVj9xKSprMv3o69E3dgYdUuByz7XS9d9vk/zav3EcKcUnhCg9klgLIUSJym0zgVVLL0Vv72b6MTegtaSCDilQ0UVTqbxmV1K/WkHy/70pybUQouRIYi2EECUsN2ciq5ZegrGug+nH3YjW3h10SIGKXzKLxE92JvXT90he/UbQ4YjxIGtBl5l/FWKEyqCPtRBCjG3ZnRpZ/fjFzDjyOqZ9+mY2Pno2TmKIj/Aehyr+Y1vI2Rgzawrfx1+Uj64cfNiF6v64w7kT0WBGBcRL9XnmotRJi7UQQowBmd2msvrRi4i8sY6Gk+5EdQ80MLt8VHx9DrHjpuM4Dpnnyrvmt/ChK4d6qwOVsUFTm/+prI16twNS5b1/Cf/KoMV6oFs7hS7J4TaO1cdQab93otxC8BrlW+iKIWaf16Eek0q9YshYufTUyVcFyTKyEc2+hmQPfBjx25Ko6S7lCkq0ASnbs5/nCJMZZqkFfZgrK7P3HMyHLmP2cb+mftE9fHTfuTiRkR3Gg6yo0pfmI44QYcy/Pkvym0+Su343YufOHIXIGGTbG37FkHFRRKP32GgwOsdJr12jEJvsqq6PE+otuuqr/PzXdMH2NQX4ogLovyx6NyAD923Tz3VBoUty+FhPXvtGocOzRunQN1bSBiGEEEDXgduy5v5zif/tPaaceSfkyrtfqHHI/kTP25GOS1+l+541QYcjxoKMhUr3tFQPRFP5lmzpcy18kMRaCCHGmNSntuej359DYsmbTDnvt6PX9DIGKKVI/HQ/op+bTsf5L5NevDbokESpyzmD1/t3HDCl6owYPkmshRBiDOpasBMf3XUmlfe/RuMl94Jdxsm1pqi6fnciJ00hfZ8k1mIQITV4fxylwBgXnXZEkZVBH2shhiaDSQ6bEBoR2TXEGJA8cR7rbj2dyef8Ficaou2Xx+YTgjKkdEX1rXts/n+720KLlcRz3ESxZCzodiCsIOKx7iM6TlRz7w5iO/nqIGHZfsTwSfYgyl6SDCtoJd1nEFIUg9nUkqB8S5qJsaHjtPmodI7JF9+LFtNo+cmC8k2uQ/mbsLnX2mk64Tnq7tqN6EG1AUclRl1nDt7pKZvX03vDiWmwXQVUuozum10B/+7ID7Dru7/YTr4byDYVox62GJ+kK4goa0mVYTmbyGCho23+l8FiOZtI2pmgQxRiUO3n7Mv6Xyyk+pp/UvODPwUdTuCMOQmMHSrYdOJLZF5oCzocMZo6c6hXOvKtz7ra/E+lbdTrHfmkeyCJEM7OVThRLZ9MW/bmlmpnxyqoKNEyRKLklUGL9XCKfhV6BLDXbSSXFiW/IfipIFjoUny5Pq+FKKNXhAHZKyKtKFuh9VsfGgobWJFrZZ7WOPqBeBnK5W/vnpzDf527gnM/vBQ8xAKfA7VhbHy5niayLCEyg46IGj0bLj0MrTvHpCsexYxFaf7m4aP6fX7K4xWa6jnGmuiovttbzKDq/v1oO+5ZNh63jNo/HkBot+pB5zec9b6Zx7anWQMfCL02V+VnsRZ6VQxlMfQeMkMMPhBwtGIAeK8rn0z379Kh95TNe78L9qwZeBlVh2CPGpyklR/QGBqkC0mp6N2AFO7nBz9l+PzmC268NnQf5QDd7sP5XWP6ULYxHzOXFmtRtjLKJK3MrZLqXhqKNCYZp2QyVSE8tXzlUDZ99ygmfncJtdf8LehwAqUlDGoe2g992wraz3wJx5IKD+NO2kKlBimb123n+157ieiQMMZGUi1KXhm0WAsxsNwQmnmcnr+TntZirGj+zyPQUlkavvEwTixE20UHBB1SYLTqELWP7oe9Lo3Sy7Pf+biWHcLFkuPk/y46+uEIAZJYizIWGsINGzXEvxOiZCjFph8ei+o2afzC/ThRg/az9gk6qsBoE8JoE8I4KZOO/3idCf85C2ObWNBhiUIID+FiSamh/Z0QBSKJtShbEccg6hhklDVgdxAbhygGESW7iRhjlGLj1Z9G687RePG92NEQ2UVzg44qUHaHSe4fzWw4qomGp/bBmCZNmGNeVMeJa/nuHm5l82JavouHn0d8C+GDNMWJsjY7W4ujHOx+o29sHBzlMBsp1SXGKKVY/+uT6Dh9PlPO+S3xh5YHHVGg9MYotUsPANth49EvYG2Qij/jwo4V+e4edr9uIb1l87aXsnmiuMqgKc6mMEOW/ZTJ8OI2SMLjlpWfKhl+K3/4qTJi9XntG2shKoQMNQavsScDLL8EEeZmJ7LCaCWtTBzyayDmGMzK1ZIwxkjv6t5NPMcYaZnxqBiiF7bEgRYa3fIy+a3GxMIIvCCL3n/cgAarbzyT6WmLSWfcw5r7z6PrqB2DCY7RqCQSRgE5wjCUkRAzq6hZcgCthz/NhgUvUfv3T6AlRvE06Noo7n5Q9KwYMpJYCiXd7/9Ha7zfUHfbuhDOPlXw7678QEbbAaVw4lo+6a4aB2Xz+i+L3ibREO7nQ7dNzG+ljuF+z2D8VC1x4bVfeG2eYZfflO37m3w0P5dBYi2Et4QTYV6uMf/kRWUTcuTJi2IcMXTW3HYWM067mamLfsOahy4kdch2QUcVGGO7BLVLDiDz2HpUhVSBGBeqQ3BADU7agq6eJy9GZd2KYEhXECF6RDBIOGFJqsW444QN1v72LLoPnM20z9xC7NkPgg4pUMZOlVR8bQ5KKTJLN2B3Bn2vQRREVIcqQ5JqEShJrIUQogw40RBr7juX9PxpTDvhZqIvrQ46pMDZrVnaz15G22eex0lJci2EGDlJrIUQokw48TBrFp9PdsdJTD/uRiKvrw06pEBptWFqFu+D+VIbbae8gJMJ/mmSQoixTRJrIYQoI3ZllNWPXERuRi3Tj7mB0Fsbgw4pUOED6qh5YF+y/2ym6bOv4OQkuRZC+CeJtRBClBm7Jsbqxy7Cqk/QuOBWjPebgw4pUOFD6qm5dx/MNWnsNukSIoTwrwxGaVkUptyel0KW4vO5SopVis9rGrPP61BL5hS6FF+56R2j01tvaDjLfiB+LrX9TOM5tmjgja/g6U6BqnDlsACTLCEywyyItlV5vCIy62v5YMnnmX3YL2hccCurn7oMc3pNYPG48VpGijARIEsYZyjl9jxoR02h7vA6bF1htmZR1SHUQA8dGc483WL3fDbN8EvxFbUMX+9P6j2thkYpgNGtkjm63GIvVKrQmyZouB9//ZzD/ZTi81O214vfcoAu/JTi0/t84OgM+ygtLdZCCFGmzMYq1iy9GIBpR92Avq4j4IiCpXSFk7VpPvQZOr7wOo4z2o0yQojxRhJrIYQoY+b0GlY/cQkqnWPaghvRNyWDDilQKqxR8eVtSd28is6vL5fkWggxLJJYCyFEmTNnTWDN0ovRW7qYesyNaK2poEMKVPzs6VT9che6/u8DOv/fW5JcCyGGTBJrIYQQ5LafyJqlFxP6qJ2px9+M1tH/2dXlpeLibai8ai5dV79P7o3ybsUXQgydJNZCCCEAyM5tZM1jFxJ+ZxNTTrwV1VXeo4sTX5rNxJcPIbxrZdChCCHGCKkKUhDFenyqj9Xld2S12/nUawRwrs9rIc7H5X1O9ycLjNuGRveNz6tiiKb72AlcRqYPVOXB7Bl3niNEtkjHAm0USyZk99iWDx+5lG2OuZaJJ93F2gfPw4luvUBcK14UkdazvC107H7Hx4Itox0nkHUydH73bfSpUSou2aYw83Xjo2KIVyGFUasYYgMZIII00Q2V1zltOIcOo8/rcKt/+K3i4baReVXqKHTFkAJvZ277Rt+wHWP4p1TZHYQQQmyhe99ZrFx8EbHnVjL5tDshK7Wd6bbo+NIbpG6XR8ELIdxJYi2EEGIrqYPnsPYPZxN/6h0mf+5uMMdyYeGRUUpR+dO5xC+cSfvFr9L9+4+CDkkIUaIksRZCCDGg1BE7sO6es0g8upzG838PVvDdP4KilKLql7sQO3Mabee+Qubv5f20SiHEwMqgj7UQQgi/uo6by7o7PsvkM+/GiYfY8OuTQCvPNhmlKapv2A1j50rC+9QEHY4QogRJYi2EEMJT8qTdWJ82aTz/99iREJv+99NFfo526VC6IvHlbQHIvdKO1dZN9JC6gKMSQpQKSayFEEIMqvOMPdG6czRcfj9OzKDzfw4HVabZdY/k1e+TeXQDkx7bk8gBtUGHI4QoAWWQWBej3F7G5f3IKH9vX0UqxedVIsfp89q3K2ahxzyV7xgqd72lmnpLHRb6Tn2xKkr65l7XqaBVGwcoOZXrabo1Mci57IelUJquEDZd8EnsbofJX3sAuyJMy3eOHNb0hV4OOiHiQJYQVlGPt3mxG/bCPvFpNp6wjAlL9yO8V80Wnxf894bd5udetcV1Ei9DmcYif+ozKP7xYXzsTv71Ht8Nhn/q9zog+imP5/dcU8htxqvknw9bNBf4iLM8O8oJIYTwpfkLh7D+h8dT/99PUvuzvwQdTqBU3KD2/r0xdq6k5bjnyb3WEXRIQoiAlUGLtRBCiEJq+voRhFLdTPz24zixEG2XHxR0SIHRKg0mPLQPrae9hJOW22lClDtJrIUQQgxb83ePRKWyTPrKQ9ixEB3n7Rt0SIHRakJMWLIvSimcrI29IYM+PRZ0WEKIAEhiLYQQYviUounHx+UHNF52P07UoPOzewYdVWBUz0DOjm8tJ/PIBib8aX8iM0t+cIIQosCkj7UQQgh/lGLjL06k4+y9aDz/9yQeeK1gsw63d1O5po1we7pg8yyGxFe3BV3RcvRzmB+NrdiFECNXBi3WFsENIS6F/nY+V7Gf0K0+r0H9dK9RzeNZ72rurQoiPqYPUMoDf4tJ07c+llhOvhxOjhCZgcqGlLgRV67QYPW1ZzAtbTP5c3ezNnw2XcfN9T27xNo2dlr8CrHmLpTtoDSHdF2cdxbuSteU6i3+Ntezw+cIkxvFqiDDWkZTwySWfoLOw//OugUvU/en/dEnFSg2t6Ywz+PewBVDRnyo7C2dMJTKFIU+H4y93aywepe3RmGra3gdFP18j1e1jmKtw5FWDJGqIEIIIYpO11hzy5l0HLcrk0+/g/iTb/uaTWJtG3ve9E+ibSnssI4VNbDDOpG2bubd/BwVa9sLHPjo0LepoHLJJ3Dac3TftSbocIQQRSSJtRBCiJEzdNbceTapw7Znyim3E/v7+8OexU6LX8E2NBx9y1OTo+ff237x64WKdtTpcxLUP/8JKr48GwDHGe3nKQghSoEk1kIIIQrCCRus+93n6N5/G6aeeCvR5z4c8rSR9m5izV1bJdWb561rRJtThNu7CxTt6NMboyil6H5wHS1HPYeddH+QixBifJDEWghRdJmcSbI7SyYnicZ440RDrL3vHNJ7TGXqCbcQWTa0rhDhzjTK9m7VVbZNODn2BhHoU6LklrXTetILON2lMPZGCDFaJLEWQhRNMp3htdXreXXFepav2sirK9bz2gfrSXZngg6tpHSnoKUFUqmgI/HHqQjz0YPnkd1hEtOOvYnwG+sGnSZbGcXRlOffOJpGNjH2RiiH96llwoN7k32+ldZTX8TJlPszuYUYvySxFkIURTKdYflHm8jkLHRN2/wvk7NYvmqTJNdAWyv85Sl46kn4+991nnxS56mnNFpbg45s+JzKKB89fD656TVMW3Ajobc2ev59pjpGd10Fyho46VSWTbouTrZ6bD54JXxQHRPu35vMX5tp+eY7QYcjhBglZVBuz2brcnvFuv3slSiMXmmoLXnVivFuHRqQ111Ms89r37u1pdLA5BaH1yIqgbvOGUxy2ITQiLjtsn2X/WDlhQJ6ZsWKDa0oFBpqi11SQ2E7sGJtK/OmN/qLz3Mat+3cvd7TcFZ7NpPvvmA5BqbtMs8hNGG0t9o8+zcTTQfNUJsnSabgb3/XOehgqKnNv6cHVkL0Y0MqQVcb4YPHP8+sI/6PaQtuZM2fLiG3bb3rn7+6cB/2vfmvOLBFX2tl2SgL3li4J5k+x85Qz4o30TH77Rt6SZQ77eewqVQ+YBDbKbrF7xgq12XutX25Hn/dz4NDOmT37iThoU4gCqb3MGMw/LJ1XrttMdej23mqmKUUh1KKz0fzs7RYC1GikirDa6H1vKqtZ7m2kVe19bymrSfpecFWmjKmSTpnoqmBk1xNKdJZk4xZvn2uX1tm5ZPqft0hNA2UBi8vCyiwEbLqE3y45HLseJhpC27EWOXe/N45pZbnLziE7poKtKyFkc6hZS26a+K8dMFBJKfUFC/wURI6vAF9agy7KUvnle/iDNKvXAgxtpRBi7UQY09SZVge2oRCofe5/s1gsVzbxFx7Iomi3fUYuZzL7f2+HCBn2mPoVxVOd8ohlXTQDZcLDw26kvm+17F4kYMrALOxig+Xfp7Zh/2CaUffyOo/XYLV72EvvTqn1PLs5YcTbU8RTqYhoZEZo90/vGSfaSH5g7ex16WpumaXzY9EF0KMbdJiLUQJWmH06TbRh4ZCoVihja1OtyGXEmp9KSBklOchKZN2GKzMse1AeuzdrNgsN72W1U9cgsrkmLbgRvSNSc+/T1fH6Zg6YVwm1QDRExqpvm4eqRtW0vmtN6XOtRDjRHmexYQoYRlM0srcKqnupaFIY5Ip2liBkYsYBtGQge2SPNiOQzRsEDHK8yZaJKoYrMFSUxAd48355qwJrFlyMXpriqnH3ojWMkbLnhRI/NwZVP18Z7p+sYLkf8mARiHGA0mshSgxOTXEbhMlMIBtOGbX1eI4zlbJte04OI7D7Im1AUUWvFhcEU8obJf+trYNFYmx2Q2kv9z2E1mz9GJCH7Uz7fib0cbQA19GQ8Xls6j8n53QZ47Plnkhyk0ZNA+ZbD0M1u1nF7MFsFjf5VXfwGsI8AgqhlhsWT3EbwilwC2+UawWElLallUuBrj8VUAo1+eD3jhzQ4itWFVB+n1PQkWYWzeRFW2tpC0TxwGlIBYymFVXS0KPDG2UdsF4beMDD0039a0vZqxcfmPPZkJklMsGEx34bV37eH5z5yte+HsWh/wARrtnxdu2g2PDzvMNMiNoCxlSFY9RpvUcGMy501j5+KXMPOpappz4G1Y+cjGZxPCb4yM9G1mOcEHu4BRrGfWv6hL96g5AT0Gll9oI71lTuC9z22Q8jr2a7b4sN5897T5vhPCuGFVMwW/mo693JYQo7DnU6/hbrHO1VwyFrhgylG3FRyokLdZClJiIYxC1DWxcWi9xiDqGe+m9EpYIR5g3qZHdpjay8+RJ7Da1kV2nNJKIjPE+DgVQXauz98FhYnENy3Qwcw6W6RCPK/Y72KC6dnwdrtO7T2PVIxcTeX0tM066GdVd1KuqkpT900aaD/gnXTetDDoUIYRPY+/MLEQZmJ2tZXl0EzZs0dfaxsHBYbY5trtNRAyDiBx9tlJdq3PAYTrplIOZyRGJKGLx8Vstonufmax+8EJmHH8jUxbdztr7zsEp4w0jdNhE4pdvQ8fnX0dFNeKfmx50SEKIYRpfTSBCjBMJO8Lc9EQito6FjYmNhU3U0Zmbm0jCkRbe8SwaV9TUauM6qe6VOmhbVt9/PrG/vc/kM+6CXKn0KSg+pRRVV+9M7LwZtF/0Kt1/WBt0SEKIYZLEWogSlbAjzEs3slu2kZ1zk9gt28iuuUZJqsW40/Wp7Vn3+7OoWPoWjefeA0Ooez5eKaWo/vWuxE6fSuo3q6QMnxBjTPnecxNijIhgEJFzqxjnuhbsxLq7z2Dy6XfhRO5lw02L8k/GKUNKU1TfuBvkHJRSOFkbFS7PZSHEWCN7qhBCiJKQ/PSurP/NaVTdvYxJX1jMoE/NGceUoaFiOuZ7XWza5S9k/tIUdEhCiCGQFusteN1+LHR5vFGs1zZkfurgjaAMX6FC8MutzJyfVeEVm9/fOxJmn9fBiisUq9zemDbwdj7QA9ftnj7BVs7A1IZZD8qlDB9QEs0eQZToaz11b+y0zdSLfocVC9P202Nwe3pOtucUliVMJqB6b6O9jJzpCbTtK2n5zAtoj+5F5MAJBZmvpnnE7bVd9hxsrJ7FbRlghkYhmRiPXe29NhWv39v/WND7/72lDovB7bxSzPOJWwyjuQx8/L4SOHQLIYQQH2s/e1/WXXMSdf/3dyZ894nybrmO6FTfuw+hvWtp/vSLZF9oCzokIYQHSayFECJg6ZRNR6tFOlW+g/b6a73kINb/5NPUXvUXaq98KuhwAqXiBtUP7Edo50paTnsZJzMem3OFGB+kK4gQQgSko9XkrZfTdCftj59EmdDYcY8oE+uCji54Lf9xCKF0mrrvPYEdDdH+lU8GHVJgVMKg7uG9MN/tQkWkP5cQpUparIUQIgCd7Tle/keKdMpGNxRGSKEbinTK5uV/pGhvlVZJgLZvfYrWb32K+isep+r6Z4MOJ1BadYjwXjU4OZu2Ly/HfLcr6JCEEP1IYi2EEAF477UulAaatuXAPE1TKA3+vazQA6bHrpbvH0nbFw9i4pcepPK2F4IOJ3B2h0nmqSaaFvwL88NU0OEIIfoIvCvIlVdeyU9+8pMt3ps0aRLvvPMOAI7j8OMf/5jbb7+dtrY29txzT372s5+x0047DfEbLLyH4vbltTiKVTGkVFqp3MpXFLhUh58KGoWuFuI1v2IVbxnpas/1eR0s5lK4i1zoGPzMz9c0A1SnMPPv2dkQtsvDe/ofITJpi1SngxHWsV0OLclOi/ZkiGh8gPYPlyYRrWSOHwWmYO1Vn8Hutpl4yf1ko1E6TtuTWM+CsDAw+5UG0AOoaFI0dRGqlhxE22H/YNNRLzDpz/uiT/Us5TE8Xk1uPV+Tc/I7UC6io0cNvM6DgScapaJQm2TvAtVwX1du7xf6/FkKvCphjbRiiI/pS6LFeqedduLtt9/e/O+ZZ57Z/Nk111zDtddey1VXXcWf//xnGhoaWLhwIZ2dnQFGLETpyiiTpMqSKXiJSFEouYzNYHUuHMchmynfahhbUYr1vzyJ9s/tzdTzfkvl4leDjihQ+tQYNU8cBLZD01H/wm4phRKuQoiSuJDUdZ2Ghoat3ncch+uuu46vfvWrnHDCCQBcd911zJkzh/vuu49zzz232KEKUbJWphT/oJWWmLP5kjnqGMw2a+Ux6CUmFNEGrQivlCIc8VE3fjzTNNZefyoqnWPa5+6k5c4wzJ4VdFSB0WfGqVlyINk7PkDVFKugsRDCS0kk1itWrGDHHXckHA6z11578d3vfpdtttmGlStXsmHDBg499NDNfxuJRDjwwAN5/vnnh5RYNzQ4JBL9W33cWoH83qdxm5/XSdHPNF63ed0+87rf7XXDwm0691bQ+vpMz2vaY77D4BaC11br9XPdpvM6H7mtDq9pvD7zE4PXauqZnxZN8pP3w1halgrD2DyN7WR531jP/loN1b0PL/G6FegWh9cyL+Q0XtP53ZTdeDUGux0KBtj866389l5vum/3mup3r1LByiikM9ZWfawBbNshUQEzlQndW88v1H9+ve97HCMMlx8V9lgQ3pv5wDuH7rEywh4bRdglvtAA8bX+6lyMrluYcPatmFdPIzJ94gDzGzgO3eNXhVziMzx2Gt3jPrRy6ZelPI6jjsf87AE+U1PqSHxrMnYask9vwNilFq3643iVyzbhFlueewyWk489m67f4tXyKAGoe908c/sqr2m8ToVu+67X/u52nPdzigT3Y5hXiuF16u8XRzqcX+bpSP3wY/BaDl47vNv68FpPXp8N4xi7mdt695rG6/e6Tdf3e2IVHjMYmGprawv0XuOTTz5JKpViu+22Y9OmTfz0pz/l3Xff5bnnnuPdd9/lqKOO4s0332Ty5Mmbp/nSl77E6tWreeCBBwad/6VPruKkSVlmxuWWqhi/fvBOiKashjFQF2AH6sM239t+sEcyimJamVL85P0wumKL9WY6YDnwzW3luOXFyebo/vqPsJa9Qeya72PM3yXokALlpDN0LbwINXkS8f/7AaoiHnRIQox5uq4ze/bsYU0TeIv1EUccscX/77333uyxxx789re/Ze+99wbyt0T7chxnq/fcvP6Bxl/fDLP/Rzmqs70nKbdLTb8jqtxi8Vq8bpfCfpsu/fwmP/Nz/0319RkWLVrNvfdOp6mpAANppMU6b5AW624sXtebmF6dYV17lKylbzXNSsfm6uYJxJReGi3WXj1T/CwjP/PzmsbtuwZYdvVWmkWp1dxbNY0mY+DtXgsPfFEza3KaV5Zn6ErZ2I6DphQVcY3d50b460SPlmQ1cGtjyKOl0XBp7gl7tFx6zS/kMp3u0XwU9vzM7Te5x1d599lMWnQLqa/+gKYHLyO31zaDzs8rPrfvCnsuh+EvI8MzBvf5ucXR+z2RP+xPy6efJPPtLzLhD4eh4obrevdarp7bUZ8W6w1rTqJh2v2Eo02E/LZYu4XhNU3G4zM/Lat+YvDTCu91k2AY35UO17N66iKmr7qXaKZpeDF4Xat7tb2Uc4v1F37oMZOtBZ5Y91dRUcHcuXNZsWIFxx13HAAbNmygsbFx899s2rSJiRO3vvU3kFwasml4rtJg3hu9S9HPfR8vbtN5ZXlun3llD36yRj8xeH3mlZXll2tTU5R16wrQWuInBK+fNIxkaTM/I6v9JK4j+E1JLUsmkQ80a+mkza0TaxPFmnSEhBPePKp/WHF4bZZuBzu/Fwt+pvHTi2sYt1438zhiNhlR1oUG3u61yMCZgFGps+OkCjLdFtmMQziiiMR00sCGqPtZOKINfLZw604BA3epAIh4LAivzTLiMj+3Lif5adzPgBGXs3rEIxsJoxG7+js0f+ObTDjletY+cSHZ3acCYLtkX4Zn9jDwNJpHJqd5xGe4TOfV3cOri4ZbHHrP+/qBUPfInjQf+wJtZ/2Rugf2xIgOvJ5CHr/Ja5mH7C1jD0ebiMbWE1YeVUG8FrmfmzJ+EjY/PTO9jite3VHc4vNaDl6fuayOaKaJePe64c3P6zf56R3k9ze5Lb9CT+P1e92m6/M9TkXlQL3xPJVcYp3JZHjnnXfYf//9mTlzJg0NDfz1r39lt912AyCbzfL000/zgx/8YIhzdNAch3QEMmGLiO+B08VaVKVeLssrPqfPa98jlc8BWG5f5bUO/STJfuZXzAH4g/ymkK2h+i7u/ouf/BoIWVr+fSkeUFi9B+6cAmfgbd12aR7vPf/qeohYT05u9qwfXfM4I7htEyVR58ldoUvgZXFQsSjrf385k066hsnH3MLKP11OZu7kwScegFYCJfpGuozU/o1ULd6P5BdeJb0R1IyBz12+f2vPNmYqY/NrTgt5X7B7leIrhVNesWIodLk9g+GXg/NKQkuhFKsffpfrUH6vj2US+GH4O9/5Dv/85z/58MMPefHFFznrrLPo7Ozk9NNPRynFpZdeytVXX80jjzzC8uXLueyyy4jH45x88snD+h5HQS4kI+zF+BNxDCowMF1aXWwcoo5BxCm562ghCsKpjrHy0Ysxp1Yz8+jrCL+zMeiQAhX+5ERql30KfUYcu9PEMYO/YBCiXAR+pl27di0XXHABzc3N1NfXs9dee/Hkk08yY8YMID9Qsbu7m6997WubHxDzwAMPUFlZOazvUQ6EcjIQSIxP85wEq51O+ldHtnFwcJidrQ0oMiGKw55QwcrHL2Wbw3/FzAXXsfZPF2POmhB0WIFRhoZjOzQf9wL6rDi1t8xDDfSAIyFEQQWeWN96662enyuluOKKK7jiiit8f4etIJpxRtANRIjSVk2Iz26b5VsvVtK9Ob12CDk62+SkjrUoD9bEBCuXXsrMw37FlKNu5KOnLsGaXhN0WIFRmiLxxW1oOfMVVFSj5tpdUAOUdxRCFE7gXUFGm63A0RSzV0ipMTG+zYw7fMKpZbvuCRiOwgFMZfNeuIXXIutJKq+h9EKMD+bkalY+cRkAUxbchL6+vJ/SGztpMrU3zyN12xrav/ImjiN3boUYTeM+sY5kHeYuz5BIycFEjH/t5Hgv3oKtIISOjoaORkZZLI9skuRalAVzei1rl16I1pVlyoKb0Jq6gg4pUPEzplLzq53pun4l2adbgw5HiHEt8K4go22nt9J0pkZ7yK/bYvSqCTRWefWnsfu89l3mXsNqfdyW9PMASr/cfq5XpQ6vGEarO1LPpvaak0TZCq1fnXcNhQ2s0FuZl2vcenrhX+81exaPXd6lWojmfgj2dQnkpyqO5yTBD3rziiG3+TVMpv8ynj2ZD5dcxjZH/IrGY29h5dLLsGsL/9CUUl9GvUIXzKF2/wbUzlUFOQzlespR5F/DntuXFvKKb+DPfCcnpVBlxE2hYutbFcRrny+G4Df/0eXruCmEGBdastClTDSXJE5DkdZMMh71ZoUYT7I7NrByyaWEVrUy44Qb0TrdHztfDoydqwBI/eI9On/6fsDRFECnBevN/KsQJUISayHGiXZTDfqsBUdBbtw3MQjxscwuU1j12CVE3t7A9BNvQnXJKHanM0fHd94h+csPgg7Fnw05uLMNdVs76t4O1G3tcGdb/n0hAiaJtRDjRLXhDNqxRjkQkt1elJn0/OmsevhiYi+vofHk21Hp8k7A4t/ZkcRXZtH+9bfoumlV0OEMz/oc6vcdqA4bQgrCCkIK1WGj7u2AjeW9bkXw5AwrxDgxIQwVjrFVLeteNg5RWx4UI8pT937bsOrBC4k+u5KGU++CbPl2iVJKUfU/O1Bx2UzaPv9vuh/ZEHRIQ7e0C3SV/9eXrkBT8OfyHqgqgieJtRDjyDw7gYMz8INilMPstDwoRpSv1MHbsf6+s4j/+V0aPncPmOXbN1cpRfXVO1H14x2JfHKMPEinw0K12lsn1b10hWq3pc+1CJQk1kKMI9VOiLmdE4nYOhY2prKxsInaOnO7JpKw5UExorx1H7496+85k4pHlzPp/HvBKt8xB0pTVH55FlpVCPPdLtJLSvxR8F0Ogw4ksR3olvK6Ijhlek+4WFezXot3PN6GzPV57Vtiz6seUIFL8XmNSypkWaJCj38a6fz6LPpEd4R5ViMZZZLTbEK2Nj66f3htKkHPL0R+HQx7k3VfL17pnp9SfFq0OAlkMcvPmT3fZWLQv2etVxyZ43bHvAOmnXkHZizCumsXgVa8dqZSKNHXX+c1b5K+fRXV9+8LR9YM+vdmz7ZrYqB6Su+58vzYbWseYBnVKQwdlNd+ZiioVRD1DmlISrXhu2+5PbmGGN2Sfz5OnePgbCuEGEjEMYiU6olBiIB1nrQ7a9M5ppx/D04kxPpffMbXtfx4kfj5POyPumk/5XlCD+9F5JN1QYe0tSodZ4KGanHpDmI5ODUaVBb6KlyIoZOuIEIIIcpS+xl7s+7XpzDh+n8y6YpHYIw+7ttozxJd04XR7v/WlwprVN2zD6ED62he+BKZZ0vzCY3WcRX57h5Wv3VlOfn3j6wIJjAhekiLtRBCiLLVdv7+aN05Gr+6GC2u0frdI4MOaciia5NMW/we0ebufFKpKXJ1EdYt3IbMlOEnmCqqU33fvnSe+hxOV4ne7pocwjm9CpZ25QcyOg4ohTNBg6MqoG6QbilCjDJJrIUQQpS1ls8fjErnaPj2ozixEG1fPzTokAYVXZtk25vewDYUTvjjm89GW4aZN7/Fygt29Jdcxw3qHt4LpRSO7WCtSWPMiBUy9JFrDME5NTgdFqQciCuo6un+IWWsRcCkK4gQQoiy1/y1w2j5zuHUfWcp1f/3z6DDGdS0xe9hGwr0fqdxXcPWFZMXf+h73qpndGDnj99n04HPkHsrOYJIR1GVDo3Gx0m1ECWgDFqsLbYe2uu2Exbz1pfboh/L1ULsPq99l6XfUh1u68nnCCO3MApZLcTre0Zzfmaf1/HaYlOq506NfNUDP7uuZ9PG8CuG+KkWUpDqCQWg+Tj+5noWeo4Q2QK0E238ztE4KZP6rz1CLhah/YL9RzzPQupdRqH2DKHmLHZY3/zJFnQNozmL3Q7Z6uEf4HqrlkQv3pbu+9bTtOAFav90IMa2H7eAWz2lPnKEsAc5iOpeZRtce254bc3u8xuzSc1wNv/e1T5mf6wHr+UQRC8fH+cdabEuUZmwQ7LCIRMem4NphBBizFGKTf9zHK2XHkjj5++n6u4Xg45oQKHOLMoe5NxgOxjJkV1la3Vhapbsj6rQaT36GayVqRHNT4hyMB6vd8a0ZNxhxWxIR8g3zDoQzTjMXgEJOaYJIcToUooNPz8RlTGZfMHvcCIG6ZN3CTqqLeQqwzjaIHfuNIWZCI249UxviFK79ABaD3ua1A0fEvmfOSOcoxDjmyTWJSQZh+VzQdmg97nTlQnn35+73CaRkpsMorC2eJCMHBKEAE1j/a9ORnXnmHL23ayPfI7U8XODjmqzXHWETF2UcFsap38fawDLJlMXJVcdIeKvg9AW9Gkxav9+EFp9BDBxxmhZQiGKQbK0ErJidj6p1vodszQn//6K2aX3tC4xdiX1DK9VrufV6vUsr9zIq9XreS2+nqQ28hOxEG5SKWhpUaRK/Q6crrHu5tPoPGEXGj97F7E/vh10RFtYtXAOynJQ/R/JbtlolsOahdsV9Pv0hihKV2T+2kzTIc9ht8pxQoiBSGJdIjLhfPeP/kl1L83Jfy59rkUhJPUMyys3kdEtdLTN/zKaxfKKTZJci4JrbYU/PhViyZNh/vz3/OsfnwrR0lrCjzs0dNbefgapw7en8ZQ7iP7t/YLOPtzeTWJNO+H27mFP2z2lkncvmEe2JoqWtdDSJlrWIlcT5f0LdiE9JVHQWHtpDWHM97poOekpnGTXqHyHEGNZGdz3NRn6cFuv4Z+jWzEkFwKU9/BTR0EuZBLJluqJyOrzOtTl5We5ei0nH8vGb9ESPwpdMaR38bkVZHGxorYVZSu0fstL0xS2AyvCrczrbCxkpGPLcEaC9/5tBq9iBQU28KHb6+tzuo/gPCqGaMP4sW2tNs/+zcbQFVqf0DtT8NTfdT5xsENj7fDDy/Zsv1lCZEbrdBaOsOaes5n2mVuZvPA2Vj1+Men9ttn8sZ9qJom1bey4+FVizV2bH+zSXVfBWwt3IzNl6DWjs1MivH55PRXtHYSSWXKJMLnqyLDjGY7IThOoeewAWo98lu4v/xfRR/fEiY9CuQbPWbpf+Ov9W/B7eJ4ZSvRZOK56m0QNfBfJGpPczp+jWS3Ex2FFWqxLRCgHDNIYrZyevxNiBDKaSdowt0qqe2ko0rpJRo3l0o+ilLy2zEHTQet3xtG0/L+XlwUT11A50RBr7juX9PxpTD/+JiLLVvueV+XaVva46RkibSmssI4VNbDCOpG2FHvc/AwVa9uHPc9cdYTU1MpRT6p7hXavpvq+I7He+5DOLz1dlO8UYqyQxLpERLL56h+2y9WnrSCaoYRbq8VYkdPsQS/iHNXzd0KMUHfKIZV00FyqWGgaJJOl3+faiYdZs/h8sjtOYsaxNxJ5fa2v+cxdvCz/tMR+gw6dnge7bLf4jUKEO+pCe00k9ovvEb9ij6BDEaKkSGJdQmavsHE0tkqubQWOBrNXBBOXGF9Ctjbo7UPl9PydECOUSed7O3hxHEhnSr/RwK6MsvrhC8lNr2H6MTcQfmvDsKaPtKeINycHruRBPrmONqd89bkOgrHbXIztqrE7TTr++12cnFyMCyFnzhKSSMHc5fnWa0sDU8+/RjP59xOp0j/xiNIXsQ2ipoHt0mxt4xC1DCJOGQzBEKMuEoXBSi4rBdHI2BiYbdfGWf34xVj1CaYvuB7j/eYhTxvpTA/6YBfNdggnCz0YY3SZL7fR+ZP3aT3nVRxrbKxHIUaLJNYlJpGCeW/Abq/Dzm/mX3f9tzwcRhTW7M5aHOVslVzbODg4zE75GEkmxABicUU8obBdEkrbhkTCIR4vcmAjYNUnWLXkYuyKCI0LbkFf1Tak6TKV0UEf7GJrimyi0KOmR1f44Hom3LU73Ys30Hbx6ziD3aIQYhyTxLpERbKQ6Mq/ClEoGc0kaWQJ2TpzWycSsXQsZWMqG0vZRC2duZ0TSVjFGQQlysO8+QrbzifRffW+t8f8YOIaCauxitVLLwGlmHz0LehrOwadJlMdJ1WX2Lr2dA9l2aTr4mSrh14ZpFTETmyk9tZ5pO76iPYv/lseIiPKVhnc6x1i/bFBBVeK72Neq6sUKjj0Lbc31HgKXeuuSKX4Ct2gNNJNKNfnNctW8SVDGVbUtpI2zPzltANRy2B2Wy0hWyen24QsjYgao4eE4ZTHK7TeRTacyp6jRXdffwU/QniU4usvUQv7HGzx5rIsyWS+T7VSkEjAbvOhslb39XxAs2cHNTHI9bv7MpxygH5lpjWwaumlzDjs1zQs+A2r/nQZ1kTv+tGvLtyHA25+Cge26GutLBtlwfKF88kw+he2I10+Ts9BJksY1RNv+LSZVKUVdnMWS318ENILvC60kNeONvCWHvGIoeCdLAu96fWfX2/ABtI8Ct5pxEhL8fk4t4zRs6gQYqiSoQzLJ21C2Qrd0TZXBMnoFsvrNjG3eSKJXM+JPMgEVYxr1bU6nzxMozvlkMlAJJLvJjLW5WbVsWrppcw8/NdMP+YGVv3xUuxa934tnVNqefGCTzB38cvEm5Mo28HRFKm6BMsX7jFqD3Ypltg5Mzb/d+6lNkJ71gQXjCgtGQuyDoQVaOP3ZCOJtRDjnOvDYOh5GEx1K/Oay/hhMKKoYnFFbAz1px6K3PYTWbXkYmYccS3Tj7+J1Y9fjF3l3qSfnFLDvy4/lEh7N+FkmmwiSqan+4dREncfRy73SjstB/ydih/sSORbM4MORwSpMwfvdaG6P256dyIazK6AxGg+3SUYchNBiHEsow/xYTDa+DiZCxGU7M6TWf3YxYTf2ci0E29GdQ3euSVTHaNzau3mpHo8Ce1eTcX3dqDre2/R8YsPgw5HBKUzh3q9A5W2QVeb/6m0jfp3ByTH31PvJLEWYhwbykNeHOXzcddCiC1k9pjG6kcvIvLqWqZ95lZU9/hLGoaj4ortqfjmHNq++Tad168KOpyxL2VBs4nqGkPb1Xtd+QEV/avhaCr//oquYOIaRZJYCzGODeUhL8qBkCWHAiEKIb3PTNY8dAGx51cy6dS7IVO+d4OUUlT8YEcqvziTrts/kgfI+NWSg6VtqMfaUU91EHlsJTMe/g2qNR10ZN4yVr77h1uJSS3fck0m6FHfhVWmfawLvRLdOuEXc2NxW5XFPKjbfV4L8dsLXZLDbT0VsFoIFL5iyFDmZ/Z57dOYEcEgmjXIGNbH3UH6nNs2PwwmM8ihoNTLPgZ5XdDbRTDH8Hc3v+N3fE038Dr2e4TQ3O5yFLHLZG8lkBwhsgWo7VCoSiKZg3bCvP9iZi28nvrP/YGPfvs5MEY+WKvQ1TX8+HgZ6SjAQsczlVAQu2oe0S6LbMjAydqo8CjusK7bn/uW7lYxpCSG1jblUH/uyHehCPdGpDC62on8dTUcFoEJJdpP2XbyC3GgBan1+RvHGb3jhte5ayi7pI+4pJlKiHFudpPHw2A0h9mt8jAYIQotediOfPS7s0k8vpzJ598DLrWry4FSCi1hYK1L07zHX0g/tC7okMaOf3blk+qtulLo+ff+VcJdKcJq8KsT1feCYXyQxFqIcS6RjTB33UQiZs/DYLQ+D4PZ2KfUnhCioLqOmcvaO8+k6t5XaLzsD1s/IafMaBPDGLtX037Gi2SWbgg6nNLXZaE6BulK0Wnn+16XoqiOE9XyrdIDsR2cmAaR8VV6r0y7gghRXhLZCPPWNpLRTXJRm5CtEbFk9xditHUunMe6W05n8nn34EQMNlzzmRLpY1AYRkcao6ULp1JhVXv3W1OGRvVt82k/7UXaTn2B2gf3JXJoVZEiHYNSDgz2AEvHgW4HSrWE5Y4V8HJHvgti3wuE3i4g21UEFtpokTOrEGUkYhlExtCAciHGg47P7olK55h86R+wYyE6fnxk/hb4GBZZ10njw78hZL4HKovSIFcXYePC6WSnuGd5KqRR/ds9afvMv2g77UUq3vkEWnWJ9hEOWnyIXSliJbwtVYZw9qiCt7ryAxV7HrvqRLV8Ul05/ta9JNZCCCHEKGs/bz9U2qTxy4vR4hpt3zsi6JB8i6ztYvodK3Ayk3AqNdB1wMFoyzL15vf46ILtvJPriE7NH/Ym93K7JNVeKnScKi3f3WOg7iC2k1/+8RLvSlEZgr1rcNJ9nryol3jMIyB9rIUQQogiaLvsIDb+z3HU/s9fqL7qr0GH41vD4pU4+gCPpdYVjq6YtHj1oPNQcYPwgXU4tkPbd94h+1rHKEU7xh1Uke820b+fsm3l39tnDHWliOpQZeRfx7EyaLG22Lr0m5+V6qcolZ/vKfQgBK9VXOhSfL0DcyxG95qtWOUSwVdnSD/heYUwlNJ+Vp/XYo9jKYVxM0Eep3s3kRxblDocO9yPEQUv1lngxkkTAzAxMcgF1HFZH+YOsO6rR6O6s0z8f38kF43R+sWDRymyvEKVEOxltGcwmnPYegQNsNFw0D4uBagrjOYstNuYg/S5BrBTJqmnWui87SMmPHkgxk6Vg06j+TnoeG57A2/pbmX4AFSxxqFOCeEcWwX/7MoPZLQd0BzMymoy+0wnVtdapEBceK0Kr+Oy2/IrtfG9PlKZMkishRBCiNLR/O0j0VI5Gr7+EE4sRNuF+wcd0pCFOnMo28HxTJoc9GRuSIm1ljCofXR/Wo98mtYFz1D7pwMxtksULuDxoD4EJ9bgdFnQ7ZCJNrIqdi5zctcGHZkYgHQFKbJMWJGs0MgU+iEiQgghxgal2PSjY2m99EAaP38fVXe+EHREQ5arDOG4lX/rpSmsxNBvT2h1YWoe3x9VFaJ1wbNYa0v8iYJBqdCh3sCpkH7ppUxarIskGddYMTtMOqLlnyHtKKIZh9krciRSg9XTEUIIMa4oxYafn4jKmEy+6Pc4sRCdJ+8edFSDMqsjZOuihJpd+gBYDtm6yJBaq/vSG6LULtmf1DXvo00MM0b7VQkhLdbFkIxrLJ8bJRNW6LaDboFu51uvl8+NkIyXcKkcIYQQo0PTWP+rk+k4dQ+mnH03iYffCDqiIflo4Ww0y8kPoOvLclCWw4aFM33NV58ao/KqXVAhjcwLbVgbMgWIVojiGveJdVfcIBMO9meumB1G2Q5av4ZpzQFlO6yYLbd1hBCiLOka624+jc7jd2HKGXcQ++M7QUc0qPSUBB+ctRdmRTUqa6GnLVTWJlcTYfUF25OZMrJKFY5p03zO62w85kWsZq/R20KUnnHfFeSd7StpSdlEMxazV3SSSPktm+A1UsN97HwmrEhHQHd5pKfmQDqiyIRtIllnkO8p9Yohvb/RJrhSEYXuvO62PjzuMvj56UOp/OE1Xa7Pa3aQabyuMwt5DvOKwc9m7rdyymjrjSsLjLsGNo+KIXphh+9roeHvODkswCRHiOwQS8MUukqGH3r/GIwQq+84h+mn3sKkU+5izcMXkvrkdsEEx9CWUW5yFatOOJF0wxPoVgsqke8mMvzvGmC9G1B93760HP40G45bRu3SA0a33rXLrDXL/cDiFY2ve9DD2Sxt8seaiMeXFaubeilUhRrNXdpHljzuW6x1y0G3HTJhjeVza0gWuZB6LqQGfcKWo3r+TgghRFlywgar7zmP7gNmMW3hLUSf+zDokIYkVxUjNbXSV1LtxdipktrH98dakaLt089hJwte/FGIUTHuE+teH3e7GLxGZiGFck7+EZ4elNPzd0IIIcqWEw2x5r5zSe8xjenH30Rk2eAPWhnPQrtVU/voftgbMthrun3NQ2s3MdZkUO2SmIviGPddQfrKd7vQyYQ1Itni3A6MZB2iGYdMWG3VxxrAVhDN9HYDEUIIUc6cighrFp/P9GNvYMaxN7LqycvI7DI56LACE9q7lrrXP4UyNJxuK98cOITGcX1thsTiZvTmHNigaQ5WnUH3wlqsKYVtXReir7Jpse6V73Yx8p+dr0etkwkP3oVj9oo0jqaw+/2prcDRFLNXyOAMIYQQeXZVlNUPX0hueg3TF1xP+O2NQYcUKGVoOI5D2+kv0n7GSzg574YxfW2GmpvWo7eZENYgquGENbQ2i8TNm9DXjrvBENBlwSYz/yoCVXaJdb7bhf/W6mRc57VdEry6axXLd6rg1V2reG2XhGff7UTKZu7yFJGsg6WBqSssLV/Heu7yNIlU8INphBBClA67Ns7qxy/Gqk8wfcH1hFY0Bx1SoJRSxC/ZhszSDTSf+zqO5X6XN7G4GcdQoPdrzdIVjq6ILQ74MeCF1JSDB9tQ97ejHu9A3d8OD7ZBs9QBD0pZJdb5bheW724gybjO8rkJMmGtTz3q3oGRgyfX895IsdvrKXZ+M8Vur3ez678lqRZCCDEwqz7BqiUX48RCTD/6evTVbUGHFKjI0Q1U370XqQc20HLRGzgDVNvS2s1894/+SXUvXaE3m+Oiz7VqSueT6S4bQgrCCkIK1WWjnuyQ5DogZdPHOt/tAmavaPf4K+9bKCtmV6Bse4B61ArbdlgxO8a8N5J9Ptl6x41k8//8LfpSKMXndTDqPZAFWW7PSyFL8fncdUarFJ/T59UeZBo/pLeSu97d0sT9YXGFLkZUrCYRz7gH3p8Knq541DXLEQa6yREmM05PZ2ZjHR8s/QKzDruGxqNuZfVTl2JNrgo6LPSe5W1hYBHauoTgaH3vp6dT8xuTtrNfJnziFKLHN27xeahTx7E1nH47Sd8Sgo4NdlJhVhtbfbaFqFckwy/FV7DaXxaQgfCzG8BQ0P8R870XFS90wYk1W35W6DJ8pXiqHyq32MMu/z1E477FOt/tIt9SPXd5K4mUv8N+JqyRjugDDkCEvgMjpWyeEEKIwslNr+WDpZ9HpXNMW3Aj+qbk4BONY7FTp1L/r4O3SqoBrEodZ7DMRlPYieKW3i00o6sD1Z7bOqnupSlUhy19rgMw7hPrHd5pY7fXm9n13y2+k2rorUft/TeFGhgphBBjXSZtkWzPkUnLib0QcrPrWbPkIvTmLqYeexNaayrokAIVmpdvtU/duZrO77+9+X27OoRVFwK3PtiWg1UXwq4e23c49O6uQUv5YjvQLRXHim3cZ4EVKbMgpfXy9ai9/2akAyOFEGKsS3Zkee25Jl59dhPLX2rm1Wc38dpzTSQ7pD/RSOV2mMSaJRcRWt3G1ONvRuso1uP1iqMlFeWDlmpaUp59MLZgN2VJXvkunVe+u/m99oUNKMvZOrm2HJTlkFxYV6iQA2PFKgZ9+ByagpjcRS+2sX3JVkSRbP6x6Jmw5lGP2pJ61EKIspXszLD89RaUptD1j9ttMmmL5S+1MG+/ahKj+WjqMpDdZTJrHruQaUffwJQTb+WjRy6AirGdPK1sreL2ZbuxMVmB5eS7CDcmOjhv/jK2qfUaFwWJL2+L022R/P7bqKhG7ZdnYE6J0nzBNKoXb0BvzqFsB7R8S3VyYd24qGNtVlThVIcgmRm4O4jt4FRpUDG2u7yMReO+xbqQZq/oGqQetb8nQwkhxo+MbZI0s2TssV91YLhWvNOK0hRavxO9pimUUrz3Rnn3DS6UzPxpfPTw+URfXcuUk29Dpcdu9YeVrVVc9bcDaErFCBsWsZBF2LBoSsW58u8H82Fr9aDzSFwxh4pvbEfnt96k67drAfLJ9eUzafrSTFounE7bl6bSfvmUcZFU98oe3JDv7tG/Oord01p/UEUwgZW5Mmixthj6sFXvqhuJVH4A5IrZlaQjOo7Kd/+IpS1mfdBFItX/e7zmV+iTrtt3FataCHzcV8Zk0H4zgSjWlbuP3crvauq9u57r85rFeySzVAwprJ7V3Z7K8VrnetLOx/t2VBnMDteSGMqj4oJSoOaVTMYknTLRDX3A7VkDUkmTrg5FJFqYfdHs2fBNdHL99jvXSg8FVqxqGP1l99uBDxdfxDbHX0/9ab9j7b1nQXjrY89oLYdQz0EmR5jcCLbvW5fNR9PzF192n4FMmmZjAzcv25vvHvYP75koCP/Xrth1MfTDG8n1rctRHYJqCLmW7PHJR8UQr3s1w7rn0PNTnMYozmeq4M9d+YGKtgOawqnW8kn1xAG+UXqrDq7v6vNxM6gMEuvCSqQs5r3RRiaskQtphHI2kezYvg0nhBiZlSnFs8k2sraBrvp0gbAtlqc3MTc0kYRRwsl1AeRy9qDX044NuaxdsMS63KUOnsOqP1zAjJNuZPJZv2XdXWeAMXaWbWsqwsZkjIgxcLZnaA4bkxW0pKJMiHv3J1dKEfuPOehksdamyS1rJ3pcw2iEXVomhuDUGpykBSkH4goSunvpTzHqpCuIT5GsTaKrMAMjhRBj221rDDQUWr/BRJpSKBQr0uPoSW8uQiFt0NYdpUEoLKedQkoeuRPrfvs5Eo/8m8YLfg/W2DkndaQjOI73RmM5io7M8C5Ku679gNZFL5J+aP1IwhtbEjpMMvKvIlByhBNCiBHoti02ZrStkupemlKkLXPc97mORAyiUQN7gKfhAdi2QzRmSGv1KOg6fmfW3f5ZKn//Cg2fv3/wMmwloiqaQSnvWHXlUBXJDGu+ld/fgeiJjbSe8RLpJzaOJEQhhk0SayGEGIGMYw/abdEBcs7YaUn0a/a2tTiOs1VybdsOjuMwe27wTwwcr5In78b6mxZRfeu/mPiVh8ZEcl0bzzAp0Y3VvyJAD9NWTEp0DdoNpD9laNTcvgeRIyfRuuhFMn9pKkS4QgyJJNZCCDECEaUNeiBVQEiN/8NtIhFh7m4TiUR1LNvGNG0s2yYa05m720QSVT6eDyyGrPPMvdjwq89Qe+3T1H/78TGRXJ85/w1MW9squTZthWVrnD3/VV/zVSGN2t/OJ3JoPXZLuY+wFsUkgxeFEGIEYprOpJDNRymXLhCOQ9QwiGjlcbhNVEaYt2cjmYxJLmsTCmtEIr2/XRKc0dZ+4f6obpNJX38YuyJM17cPDjokTzNqO/nKwf/irmW7sDEZw3Y0NGUzOZHk7PmvMrO2w/e8VVSndvHeKKVwnCzWmjTG9FgBoxdia+VxpN+Kn9pm3qX4Cje/YpXhG4yf39TbIuewZU2fUulb6tZPr5jVGkapFJ/d59XCO3/xajQsZHXGcnmStQnnzDJ5qSXfBaJvX2vbcXBwmK3XDrxOxnEjdkQZRHp3rc2/3X3jcztKaLr7hpQzw5tfs7l+8y7h59Boo7xzbPzi4dhpm8b/9yhONETrVw8Z1vRDK9H3cbm97AiPoVNqu/nGYS/QmorQmQlTGcnSEO/omf8I05Se3bHrug/o/K93qPvj/psfh96r4CUJXUvxuR+Yw35CMCjtLG489H7zcZNtHB/WhRCiOGbGHfaP1RBROpZjYzo2lmMTVTpzjYkk9PFdak8MXVdKsanFoCs1uqffpm8cycYrjmLifz5GzbVPj+p3FUptPMOM2k5q48MbrDgUsc9OQ98mTssxz5F7s7Pg8xeiVylf6wghxJhRbYSYF6om45jkHJuQ0ogoOcSKvOZWjWeXRelMauA4KAVVCYuD5ieprx2dFuyN3zsGo7ubSV9+EDsWouPcfUble8YCrSZE3WP70nzEs7QseI66Px2AsZ08mVAUnrRYCyFEAUWUQUILS1ItNmtu1XjibxV0pTQMA8Ihh5Dh0JXSePzv1TS1jlIJQqVo+vFxtF28Pw2X3kflPctG53vGCK0uzIQl+6ESBsmr3w86HDFOyZFfCCGEGEXPLoui6w5av6as/P87/HNZghMPax+dL1eKjb84EZU2aTz/9zhRg+TCeaPzXWOA3hCh7qkD0GrznfAdx/H12Goh3EiLtRBCiGHLZE2SXVky2VIZnFyaulKKzqS2VVLdS9OgI6mPbp9rTWPDdSfTefI8Jn/ut1QseXP0vmsM0BsiqLBG9qU2mg99BmujVKsRhVMGLda9ZRL68nPbzasPnNv8Cl19pJgnMD+/yenzN32HA3ttZqVwUi6F8hU+d0VrgNfBfk4pnEPGUznj3t9iArkgAxlEgXobJLszrFjfStr8eN+NRgxmT6slER/BIE194DIeXpurqfKD3ExTJ5cb4j7ko1rISKpGtKcVpuNd67z3sd2huPf3jKh6hQ6rbjmb6enfMPnUO1i7+FxSh23ve3ZazwZlopPDGPVKJ0M1nGVkVcUxP0ix7phl1P1xf7QJo3tg0j1Lf7ifC7eKyu7zQSFDLvQqdK2OMob4ODVLi7UQQoghSXZnWL5qE5mcha5pm/9lshbL399EMlX4ag5jXSzqoA3S1UBTDtFIER7mEtJZc+fZdB2yPVNOuo3YP1eM/neWMH1Ogsoln8Bam6bluOex20v5yliMFZJYCyGEGJIV61tRSm1RqxtAUwqlFCvWtAYUWemKxyGRcLBdGittGyoTNhXx4jwl0YmEWPX780jvO5Opn76V6L9WFeV7S5Uxt4q6x/fDfD9F29kvBx2OGAcksRZCCDGoTM4knTW3Sqp7aUqRzpjS53oA+8zPYdlqq+TatsGyFfvPTxc1HicW5qP7zyEzbzJTj7+ZyCsfFfX7S01o92omPLIPld/13zVGiF6SWAshhBhUzhy876oD5HLj4XFrhTWh1uGwgzPE4w6mCdmcwjShIm5z1MFd1NUWf5k5iQgfPXgeuW3rmHbMjYSXry96DANpS4VZ1VJJa6q4D1UK71NLaH4NTsYiedV7OFnZjoU/ZTB4UQghxEiFjMHbYRQQCkl7zUAm1DocfViWVArsTI5oxCla9w83dnWMNY9eyPQjr2fa0Tew+k+Xkdt+YiCxrGmt4PfLdmBTMortKELKpj6R4oz5y5lemyxaHLnXOuj873fIvthG4907o2R7FsMkW4wQQohBRUIG0bCB7QycDNqOQzRiEAlLe42XeBzqaovXp3ow9oQ4ax6/CKs2zrQFN2B80FL0GNa0VvCrv+1OaypCxLCJhSzChkVrKsov/r4Xq1sTRYslvHcttb/bk8xjG2g6/984VmmsJzF2lOkRsNBl8Nzm52cavzEUq1/jUH6TxdAr7pdCKT6vSgbFvR05MB+7qd+ySaVQMcutfJTXphdkCcHezTRX4DhG6WF8IzG7rpblH23CVmzR19p2HBzHYXZjrfcy8PxNbscM9/p4OSf/WS4TIusMbV/VdI9b/AVuatJHUh6vQIZUfm5ShA+WfoFZh/2SaUffyJqnLsGcVuM5ierZUbOEyYzgwKFjcc+yHdF0B6WBvXk70FBafpXcuWxXvnpY8Z4aqY6dTuJOjeQZz2NHQ1RfPw81WGmXPlyXudf25Vk2b8tzYa431zfwVT6yJIyVuH2V5xRCkOexoQAALeRJREFUCCGGIBGNMHfqRCIhHcu2MS0by7aJhnTmbjORRKwULkSFH+bkaj5cejk4DtOOvhF9fUdRvrctFaYpGUXXBm4Z1jWHTckobaniFr8Pf2Yq1bfsjlYfliczimEp0xZrIYQQfiSiEeZNbyRjmORMm5ChEQnJqWQ8yM2YwIdLLmf24dcwbcGNrH7yUuz6ilH9zs50GMfxzlxtR9GZCVMTL+6tqfhnp23+79wbHRg7V6JcquII0UtarIUQQgxbJGSQiIUlqR5nsttOZPWSi9Gbuph2zI1oralR/b7KaBalvPsxa8qhMhJcfy/z3SRN+/yD5H+/E1gMYuwoucT65z//OTU1NXzrW9/a/J7jOFx55ZXsuOOONDY2cuyxx/Lmm28GGKUQQggxPuV2nMSaJRcRWt3G1BNuQesYvTrbNfEs9Yk0lj1wS7BlKyYm0kVvre7LmJOg8r92IPmjd0n+9L3A4hBjQ0kl1suWLeO2225j55133uL9a665hmuvvZarrrqKP//5zzQ0NLBw4UI6OzsDilQIIYQYv7K7TGbNYxcSfnsjUxbeiuoavcR20fz3sGxtq+TashWmrXHq/LdH7buHKvG17Uh8Zw6d33mLrl99EHQ4ooSVzD28ZDLJhRdeyC9/+Ut++tOfbn7fcRyuu+46vvrVr3LCCScAcN111zFnzhzuu+8+zj333EHmbLJ1dQm3n+13ZLPbUHev+fmZxk8MXgpdAsLPdZpX5Q+39VTMJ7uVwlPkvNatj/5+Xqvd7dxZ3HFDw+cV32g3dOV6Xs0+/z2WlGD1kS15bONGzzHCNEBtOXzf12qPurxfUk1Qo0/rOUiY87dh1cMXM+PY65l88u2sXnwBmWik52/yyztLiMwIq5/U15pccPDb3L9sFi3JCJajMJTFxESaU+a/R2NtBrPP+WBIlU4KoH9Vl+h35mKlHLquX0n8/BmoWAF3nmFUDLGs/PfmwpB1GS/sekgshcpPY4mPqiAlk1h/7Wtf48gjj+SQQw7ZIrFeuXIlGzZs4NBDD938XiQS4cADD+T5558fNLFuaAiR2KoEpp+f7bXV+znq+tkh/cRQvIEW9fXOFq8f81sH1O3g6TU/r9/rNp2fg7SfiyZwX09+Synmf299fXqLV9/cwvDaZfxM47Upu03ndYDz+sztu7zic5vfANPUV/Qs+7jHsvfzm7zicyu+UaDftJmfTdkvt93QY1erp2fZmwMse2fg/Sak3K9+ws7An+nKfR8MeeyfYZcfFfY4hnkt8rDL8c3wWBlhlxXsFhtAqG9887Zn4+8upeGUXzPzlDtovvM8CBtE0/nUrfc17BmD+68K9cQ3MwJf2f9D2rpDJDMGEyLd1MRygAapyi2m0T2uYDWX9aE8LrUcl/nZA7wf+87BRL+YxXZ0nA4bNcCDk0yX+XnH4L6hO86W02XT9QBkMvWu05huX+V18e91qnELz+v06efU73Vc8XOu8eKWLvSNITT8wbslkVjff//9vPbaa/z5z3/e6rMNGzYAMGnSpC3enzRpEqtXrx503ued14BlySVaMS1aBFvuUX5bfUuhtXhsWbRo8H1CjI5F82TZj4hbOXmvMvM9FnWsKWgowfJqHHC7ohrlMoeTpmP+pBbtq/9N1Wl/IPqjb6CMfJYze/WUgn7V5ILObWS87nrk3u0kddl3CJ9zCqEjDtris+7RDWuzdesXFembRoHbhX6J1bfWdZ3Zw5wm8MR6zZo1fOtb3+KBBx4gGnW7D8dWJW4cxxlS2Ztbb91AV1f/S7Tx2GLtNj+/t6qG37JaX69YtAjuvReamtSQpvHmNp3XevfTTOq1XN32cq/fVOgWa6/f9HGL9aJFq7n33uk0NbnvR4OSFmvv+bm0WC+av5p7X5tOU8pl2Zdyi7VXNxo/8XnleF7z8/Gb6vVuFnWs4d6qaTQZ/Za94dJiHfFosXb5zLvF2mN+Lp+FPVI23aPl0m06w2N+YZcGCq8YQgN9NqeeWP0FTDrrRtqv/iGpa85n9tpprJi+lnQ06/pbfX0X7ssuP437Z4bL73X7Hq/5ecWgWVlyuyvS3/spkW1eIHLMjEGn84rB8FjvoQFarDesOYnJjfcSiTQNPI3bV3ldLXi1Zbl95nXh6zU/t0Xrp0Xdbyu822d93w9VwOwfesxka4En1q+88gqbNm3ikEMO2fyeZVk888wz3HTTTbz44otAvuW6sbFx899s2rSJiRMnDjr/DRtydHb2X+p+7k/4TaSKZSj3NIoRg0NTk2LdOtXvfT/8JMJ+1pP3zdeB+b1/XsgYoP+ybWqKsm5d3OPvB+EWhlcIbtN4JVFeP3cICWBGN8npNiFLI2IZ3vG5bS5e07h95vGbmlJR1nW6LPtCJ7VuhzA/0/htMyj0ocXXNWf+RzUZUdaF+i37kEuyFHUPPBJ16Wrh8dS9iMf5JOKSLEU8jone11MDf5dXt46IS/YQ8chGIi7ZV+qkHbDUGUw+4y6cqIHzhStIR7N0xzPYHhmW45l9DfyZ5jGN5pEdai6/yysGty4aXjEYmNTetiNtZor2c//GhPv3InLkpJ7PBp4u5DE/ry5FEXvg6SKRJmLRdQN+FnbbxPz2zPRz/PBz6vfqWuJ27eEngff6rM/7jlM57DsQgSfWn/zkJ3nmmWe2eO/yyy9nzpw5/Md//AfbbLMNDQ0N/PWvf2W33XYDIJvN8vTTT/ODH/wgiJCFEAFJhjKsqGslHfr4SBrNGczuqCVhylP/hBhtyc/MY/2tp9F47u/IZG6EG48KOqTAKEOj5o75tJ76Iq2nvcTEtz6FPkmOQ+Uu8MS6srKSuXPnbvFePB5nwoQJm9+/9NJLufrqq5k9ezbbbrstP//5z4nH45x88slBhCyECEAylGF54yaUo9Cdj5tJMobF8vpNzG2aKMm1EEXQefp8Ih0w4Yv3UN2YpvtnR5ftY79VWKP2nj3J/qNFkmoBlEBiPRRf+tKX6O7u5mtf+xptbW3sueeePPDAA1RWVg4+8YDc7ht4LQ4/AyC97mG6zc/PNH4V+vdC/ug6nCobfqpheMVd6AGPwT2U4GNeMfT2JXD6vDr4Psu5rfahhFAoLpvEitpWlKXQ+v02DYUNrKhqZd76xq0ndIvPT9nBgfRucrlhTjcSpdD7rBRYPdtCRoHZf5sfuF+MqfuoAuQxbEHXilP6DYpXZm4oOj53EJNXVVL1sxvJVOp0fP/woEMKTtRAP2IyOceh+6fvEjt8AqH5NYWbf7/uFjmVP6hZIR0zPPD5ULMHPhcWPOkrdFpSOpt4no8FVpKJ9WOPPbbF/yuluOKKK7jiiisCikgIEaSMYZIOmVu0VPeloUiHTDK6me9zLYQYdeFFx7GuciMTv/cgWkyj7ZufCjqkYGVsMo+sI/W/71L3x/0J7VoVdEQFszGToDkbpy6cYlIkGXQ4JU3OQEKIkpcbQiuj0/N3EamuKUTRdHzxCEyzm0nffQInGqL9S58IOqTAqKhO9SP7037UP2lZ8Bx1fzoAY8etHqQxprzTUc9Vbx/GmlQ1tqOhKZtp0Xa+Mecptq8cuCJJuSuz50kJIcaikDX4oUoN8e+EEIXV9O2jaP3aIdR/41Gqbnwu6HACpdWEqXtsP7RJEZqPfhbzw1TQIfn2Tkc9X3j5JNanK4lqJnE9S1QzWZ+u5IuvncQ7ne4PqClnchYSQpS8iGkQzRnYLjWfbByiOUO6gQgRBKVo+eHRtF1+IBO/sJjK218IOqJAafVhJizZj+hxjWN6QONVbx9GSLMw+o0jMDQbQ1lc9e5hAUVW2uQsJIQYE2ZvrGX51E3YDlsMYLRxcJTD7ObaAKMToswpRfPVx6PSOSZecj9OLERy0e5BRxUYvSFC9a92BSC3vBOtJgRTxk7plI3pBGu6q4nqLoMgNZs16Wo2ZhLS57qfMkisbbYeZurWUO9VUcLPovLq7Ok2rN/PNH5j8OL2ewebnzGC7+zPz+/16otbyIohpdKRt7cMhdnnNctwHiozJH4qaBS4WkiCCHNXT2RFQ76OtaNAORDLGcxaW0siW4SWoYGWQ+8mZ+L9MIJCGqtVQQodd+8qN9l619cH3s5tj0dD+jpCeD3o1OVUoxXx+DFalURCPVVXcoTJ9B5TFHz0q1NxMjaTzvk92UiMzk/v6jkfvQTKQIxmtRXHcWg79xWcbgvtT/sUpAXb7NmRTGWQ01yeCuW6Xbpv5X3P+s2ZOLbSPPs1WLZGixZnUnScJdZ9Nwcfx6wySKyFEONFIhth3upGMkafJy+ahnRqE6JUaBprbzwdlTaZdsbtrL7vfHJHbxt0VIFRSlF51960H/4Pmo55gYl/3AdtQqFrlBZeXSSFprwvOHRlMyFc2D7kG7MJms04dUaKSeGxmbBLYi2EGHMipkGk0CXLhRCFoWt8dNuZqNNvY9qpv2H9g+fQfeh2QUcVGGNOguqlB+aT62NfoH7pPmjVLi3NJWJSNMm0eDvruyu36mMNYNoa02LtBesG8k5XPVetPIw13dXYaGjYTIu0843pT7F9fGxVH5F2HiGEEEIUVkjno7vPJvWJbWn8zG1En/kw6IgCZexURd3j+2A3ZTHf7Qo6nCH5xs5PYTo6pr1lqmjaGqat840dnirI97zTVc8X3j6J9dlKonpP9RHdZH2uki++dxLvpMZW9RFJrIUQQghRcE7EYPW955LZezqTT7iVyIurgw4pUOHdqmj49ycJ71WDY9o43aUyVmdg21c38cu976cx1knaMugyw6Qtg8ZoB7/c4362rypMS/JVK3uqj/TremIoG0OzuGr12Ko+Il1BhBBCCDEqnHiYdQ+cw+TjbmHysbew9smLyM6bEnRYgVHhfHtm68VvYG/IUHf/fFSkdEcjb1/dxM0H/J6NbQlasnEmhFMFHay4MZtgTaaaqOZSfUTZrMlUszGbYBJjo8+1tFgLIYQQYtQ4iQjrHzqX3OwJTFlwM6E3NwQdUuAqzpxK5u8ttJzxCk4u+Moog5kUTbJj1caCVwBpzsWxHe9U1EKjxYwX9HtHk7RYD5mfkVJeV6Fut4D8TFPoGLx4bTJ2n9eBH+Qx+vxs0n7WbandwrP6vFq418CDopXi8xuCH17z84qjEHpL7Nm4Lwu384bXZuR1rhnt3zQUpdDI1ruMcgxj03X/Q7dSfF5HCH2AgV2buW2XJd6kNZQSeOGeY22WMJmh/KDqMCsfvZSZR/6ayQtuZuWTnyc7Z6Kv+EazPN5QjbRMoDp0ClX37kvHyc/RfO4b1N2+K8qlRGR/Zs+GlSOE60bmtkq8ykMOsRRfIdXFUmia/XG8AyxWXbOZEEt5V9MtpL7f42OMaYnv3kIIIYQYD6y6ClYuuRS7KsrMBdcS+rAl6JACFTm6gaq79ybzwFq671kbdDiBmBRJMi3avtUAyV6mozEt0j6mSu9JYi2EEEKIorAmVbJyyaU4hs7Mo69F/6g96JACFfn0FGqe/iSxM8q33/k3ZrlUH3E0TEfnGzMLU32kWCSxFkIIIUTRmFNrWPnEZWDZTDn6JvQNnUGHFKjQHjUopeh+ZAPt33oLxwmqK2Uwtk808cud7qcx0knaNuiywqRtg8ZIB7/c/n62rxhbdaylj7UQQgghiio3cwIrl1zKrMP/j8kLbmbtHy/Crq8IOqxA2esyJP/3A9AVVT/cHqV8jHkZo7ZPNHHzrr9nY1eCllycCaGx++RFabEWQgghRNHltpvI2iUXYmzsZMpxt6C1dQcdUqAqLppB9VU7kvzZCjr/572gwwnEpHCSHSs2jtmkGsq2xdptaGmhrzO8hvy7Dan3M81g0xVrfm7DZ0ulgobb5u5nvZfKb+rVtyLLYLH52cYKWC0E/FUM8Vslw21+fuPrr3cgfW6Y04nCCAGZQs1s4O3crVoIfr/aq4qNj8NREFUyrJ5jhYWOOZIYdprOh0suY5sjfk3DCb9h1WOXYFd6lq7wpRQqiQxF+Es7Ek8rOr/7Jk59BbGLZ231N73L3sRADbdshcf2pYW8ltHAnxl+T4Wldgp14yNLlhZrIYQQQgQms+sUVj52MZE3NzD9MzejUuV9hVrxzR2o+OkuhI9uCDoU4YMk1kIIIYQIVHrPGax6+CJiL61m+im3otK5wScax+Jf3A59Zhy7JUv3Q+uDDkcMgyTWQgghhAhc9/6zWPXABcT/uYKGz94NWT8P7xpf0rd+SMupL5P67UdBhyKGSBJrIYQQQpSE1CFzWH3vucSffIeGs38H5ljpjDs6Yl+ZQ/zsabSe/xrdD6wLOhwxBJJYCyGEEKJkdB21E+vvPoOKh//NpAv/ANbYGHg4GpSmqLl2F2KLJtPyuVfpfnRD0CGJQZRpVRAhhBBClKrUCTuz4fbTaPjcPThRg03XngRlVNe5L6Uram+Zh5OxsdcVrASOGCVlkFhbfFwPq5fbz/a6KvZq3HfrB+a1eN1ub/ktgeenfJ8XP/PT+vxN32XpZzkUk1d8Y6WPn9XndbBl6qc2ndd2WeBSfIXeJApZYGCgefWOsTL7/Hc589pUCj0/jXy5PRPvw/eIuW/jtuZ+/PCTAmnR4rTOjrT8XLZnmWQJkRlBKuEVR+bkvbG6HaZecA+5WJQNVy8sanJdzBJ9g36XAYl79kMpRS4Vxt7UTG5OCNuzduMweVbuc9ua3eMeFwmmjx8xLn63EEIIIcaf9s/tg9adY/IX7sOJhtj4o+N8XcuPB71PYszc9z5dX/otkQc/SeyTZbowSpj0sRZCCCFEyWq96EDW//RE6q/+M/U/eiLocAIXXjADfc4sWk9+iuzL7UGHI/qRxFoIIYQQJa3li59kw38fy6T/foKan/016HACpSpCxP73uxhzqmg+9gVy/+4MOiTRhyTWQgghhCh5zd84nE3/eSR1315C9a+eDjqcQKlEnNr7DkOfFqXjB+8GHY7oQ/pYCyGEEGJM2PTdowl1p6n/6sPYMYPO8/cNOqTAaDUR6h7fBxXNt5E6jrO5H7YITpkm1n6qePipGOJVUcLtu/xU/vCazm+VkZHE0L8qiBc/m2AxK4m4xVdq1UL6LvuRxOZWQsNr5LnbNuHzAJ+FTNgkF7IJ5TQiWWPwEHx+T0H0buq5As5TDE3vpmcy9MOCn6olnvd23Y9hbkdB3wXTon4nLLzc5tew/9/jh4L1V56A020x8fLFmLEoHZ/ds5gRBM7p2eYsDLT6Chwg+1YnHZe8QvWde6FPj/mar+513natGOK19kugYshI0wUfx4syTayFEKUoGc+wYnYr6YiZz8sdiGYMZq+oJWFGgg5PCFEKlGLD/56ISueYfH6+znXnZ3YLOqpAqQoDa22a1qOfofZPB2JMLnTdSzFU0sdaCFESkvEMy+duIhO20G0N3dLQbY1M2GL53E0kY/JgBCFED01j/bWn0LFod6Z87i4qHlsedESB0qfHqF16AE63ReuCZ7E2yfEyKJJYCyFKworZrShboTlbdiHRHIWyFStmtgYUmRCiJOka6245neRxOzP1tNuIP/l20BEFyphdQe2SA3BasrScvAzHcYIOqSxJYi2ECFwmbJKOmFsl1b00R5GOmGRCpda3XQgRKEPnozvPJHXY9kw75TdE/74i6IgCZeyQoHbJ/lT91/YykDEgklgLIQKXC9mDjnV0ev9OCCH6Cht89Luz6d5/Gyaf+Bsiz60MOqJAGTtXEflkHY7l0Pmz97G7pEGimCSxFkIELpTT8pmzB9X7d0II0Y8TDbHmvnPJ7DGVySfcSvjlj4IOKXDmu110Xvk+LZ9ZhtNdzGpa5a0MqoJYbF1vxW20rJ/yeOBeUsYrCfBT8s9PKb5Cl+/z4vZ7C71DFzpuP7zWUxCtA3af19FYBoUuzbhl83QkaxDNGGTC1oDdQWzlEO02iHS5LPcgS/H1rm6vRS/ntLxCFypIA5U9ryXZKDfw9up13yWn+7gr41GGTxty6dPhMXuuhE10TBRaKWzkFRFWL76A6cfcwORjb2bVk5eR3XkyQEnEV7gYQuhAljAK92pJasdaah7cj9bjn6PptFeo+cM+EC7wwdK1DB94leLTrYG3S88bl0GsQh/HLGn+EUKUhNkranE0B1tt2XRtKwdHc5i9ojagyIQQY4VdFWX1IxdiTqthxoIbCL+9MeiQAhX+RB019+1N9i9NtJ/5Ik5OutONNkmshRAlIZGKMHf5RCJZHUuzMXUbS7OJZnTmLp9IIiV1rIUQg7Nr46x+7GKsCXGmL7ie0IrmoEMKVOTwSdTcsxfaxAhoMqBxtJVBVxAhxFiRSEWY90bjwE9eFEKIIbImJli15BJmHvZrph99PeufugBrek3QYQUmcmwjkWMbUeTILe/E2DGBkiR7VEiLtRCi5ESyBomusCTVQgjfrMlVrFp6CQqHyUfdgr6uI+iQAmdtyLDpwGdp/9JyqXM9SiSxFkIIIcS4ZM6oZdXSS1HpHI0LbkXblAw6pEDpDRGqf74TXTeuouObb0lyPQrKtDnIbWip1/BPPxVDvAYJuF3T+K1M4uc3jVaVkf7lEYpZxaNcK4ZYfV5H43rZq0yGn1HmQ68YMiSFDs/NQJtQ73smkBvm/ApdzaTc9FYkGGjZF7oCSUG5HyMKfoTwqBgyEjlsIEuOMJkRHHNGq2pJX5nZU1i15FJmHHEtDcfexqonLsWujQ8htuAricDWy0hhoAM5Qvg5iETOnU1lt6Lzy6/jVIRJfG9HAPQCrwst5LX8Bt7SIx4xFLzjylB+ro9NW1qshRBCCDGuZXeYxKolF2OsaWP68TehdaSDDilQ8ctmkfifuXTfvgq7ZTj1RcVgJLEWQgghxLiX3Xkyqx+7mPA7G5m28BZUl3ud5XJQ8dXtqFt2KNqEMI4pZfgKRRJrIYQQQpSFzB7TWP3IRURe+YhpJ/8GlR5u/63xRasJ4aRMWg9/ms6bVgcdzrggibUQQgghykZ635msWXw+sWc/ZOppt0O2JB/bWTwxHWN+Da2fX07yTnkU/EhJYi2EEEKIstJ98Las+cO5xJ96h0ln/R7M0hioGASlFJVX70LFedNouegNuv6wLuiQxjRJrIUQQghRdlJH7MDae84m/sibTLzgfrDKt5+xUooJv55LxWen0HzO6+Te6wo6pDGrTMvtFZrbbSSvxeu2A3td6/gpxeenpJ7XdEOZxhrke0cag19+SggWmtt6GumtSLvPa7FbXtxGlPutJee2nnwWWyp0eP31dtEczmY/FF7xuR0mxvLgfj/l8cw+r6P524tZuk8vUik+n2X4ekuymT0bu4mOWeTahoUs0Zc5bj7qDpMpZ96JGYuw/tcngzayNsdCl63rT8MgApgYOJtrTvb/Gx8xaFBxw3xCJ23C3m4Cozq0c+Cw8drK3UrxjerzI31sCpJYCyGEEKJsdZ60G+vSOSaf/zvsaIiNPz8RVHk+7lsZGpFjGgBI3fABxg6VhA+pDziqsUUSayGEEEKUtY4z9kJ155h8+X04sRCbfnTsKDeFljbHdsg8vJ7ks8upeXQ/Igckgg5pzJA+1kIIIYQoe+0X7M+Gq0+k7uq/UP/DPwYdTqCUpqj5w94Y82to+/TzZF5qDzqkMUMSayGEEEIIoPXzn2DjD4+h/od/pPpnfws6nECpuEHN4n0xdqpk07Evkl2eDDqkMUG6ggghhBBC9Gj5+mFo3Tnqv/0ETsSg4wsHBh1SYLRKg5qH9yN1xesYUyJBhzMmlEFiPdBQfT/VIUYyZH0gboveaySvn4ohXqvYz+8t9DIq5jIv5PcUuvKG13oaym8KsiqIm2JVdQFfnSH9hDdQCE7Pa47Rr0AyEqWyWbjxc/+0b1WQoT5ArxTu0/ouojHwccLPUU/TPc41rhUbPpbDBLrJESYzSCqhlcDGpw8zho/+3wmo7hx1X3uMbCxG+wX7j1JkecOp4mH0HFCyGNjFOLjUREhcN58cYH2YwrEcjG0rBp3M13r33PYG3tLdqoVAAbrJ+5hBGSTWQgghhBDDoBSb/uc4tO4cjZ+/HycWouOMvYKOKnAdl76C+V4XE546EH1GPOhwSlIpXLsLIYQQQpQWpdjw8xNpP2dvJl/wOyrvfzXoiAJXddMeKE3RetQzWGvTQYdTkiSxFkIIIYQYiKax/ten0LFod6acdReJR94IOqJA6dNi1D5xAE7WpnXBM1gbR/UxMmOSJNZCCCGEEG50jXW3nE7n8bsw5bN3EH/y7aAjCpS+TZzaJQfgdNvk3pBKIf1JYi2EEEII4cXQWXvHGaQ+tT3TTvkN0b+vCDqiQBnbJ6h//VCin6rDcRzsLj9DaMcnSayFEEIIIQYTNvjo92fTvd82NCy8g8hzq4KOKFAqki9v0/bNt9l03EvYSUmuoWyrgriVgPGqgVSssnBeq8RPKT4/Jf/A3zLyU/LN7zL3M79C7vSFjtvLUErxWX3+33H521JS6BJRPkrx+VlNA5XT6y3z5uC+i5ZyGT6vGLwWq9tv8svPYTTX57XQ8Ywp7seIgqc6PeXQsj37VZYQmZLYkAtPH2iHjob48P6LmHX8tTSccBurnriUzB7TihxZfn2bhDEpTm1pr9J5oVNmkLz1WTae9Co1D+6LivmuJ+nNpRSfZrnv/F7V+9RQKhz6KLcnLdZCCCGEEEPkVERY8+AFZOdMZPqxNxD+97qgQwpUaO9aah7cl+y/Wmk79QWcTPB1y4MkibUQQgghxDDYVVFWP3IR5tQaZiy4gdA7m4IOKVDhg+qouW8fsn9tInX9h0GHEyhJrIUQQgghhsmeEGf14xdj1caZseA6Qh80Bx1SoCKHTWTCXw8ifvmsoEMJlCTWQgghhBA+WBMTrFp6CU4kxPSjrsdY0xZ0SIEKza9BGRrZfzTT8qXlOPZYGPNTWJJYCyGEEEL4ZE2uYtXSS1A4zDjqOvT1nUGHFDhrbTfJG1bT+qU3cZzySq7LtCqIG7+VP/xU0HDjt4qH2/BWr2snP9/ltYz8TOPFbfkVen6FHjcfRMUQp8+rzSjUAiiiYlUM8RjuPZzV1LvreVWmcPtJXpUsvBaD225dzMoYbvH5PYz6ib3Uq4KURNPVwMdlUx9KSQR3lmn3vBqYOQMtVLwBa5pnhaxgmDMmsWLpF5h9+DU0LLiV1U9eil1fMUrflt/5TAxyLnUvgl5GxqnbUNVt03HxK9ixEImf7IxSPkpsDEXU68PhVwwZaZQlsdsLIYQQQoxludn1fPD459Gbuph27E1oramgQwpU7JwZVP5iV1LXrCD1s/eCDqdoJLEWQgghhCiA7I4NrFlyEaFVrUw94RZUZzrokAIVv3QWldfsSuS4xqBDKRpJrIUQQgghCiS7y2TWPHYh4bc2MnXhb1CpUuynVDzxS2Zh7FSJ02WSXrw26HBGnSTWQgghhBAFlJk/jY8ePp/osjVMOfk2VDo3+ETjXPc9a2g/7UVSN30YdCijShJrIYQQQogCS++/DR8tPo/Y0x8w+fQ7ITuWB5WPXOz8mcQun0Xn518jeedHQYczaiSxFkIIIYQYBd2f3Ja1fziH+J/eYdLZ94JZvo/7VkpRefUuxM6bSctFb9D1h/H5KHgptzdkfmpI+a075cZPeTyvkjt+SvENpeSfzZa/vdDl54o5v2KV4hvpwba33J5Ffvl7radSbzXxs2/44ePwN9Bq6n2v/2bf13DL8HlN49d47OZp9nkdzTvtxdokB+OnKcw1dveNbyhHiGzW6XkNkVER7z92q2tG8crC6QGWn8seOQ/rt+cx47RbqLtwMetvORW0LVfm8JZD/tiVI0yWQZb9MBRlGSmI/no+ZEwy72cIe20cQ+S57HyU4usbkZ8K3JJYCyGEEAHImCY50yZkaEQMOR2PZ53H78q6205n8lm/xY6G2HjtSTBadZ1LnNIU1bfsvrmutbU+jd7omQGPKbInCyGEEEWUTGdYsamVdJ8+t9GwweyJtSTChWuBFKUlecrubEibNF7we5xYiE1Xn1C+yXXP704v3Ujb6S9Ru3hvIofUBxxVYYz7xDqRKPRT3Abi5z5hoe8t+pmfn/uK7ptMRYWBrutUVBhUVo70e8D9N/lddm7TFfT+6gg+c+MVX/6zigqnZ9lrVFaqIU0zMLeDvNfB3880heZ1w87ts8I8Zreigp5lD5WVLvN0W+1ed0G9VpPbYc3riO4Wg9ch0mt+btN5/SY/n3lMUxHuWfZhqDT7LXsf8yv4bxpg+XVlM6xvaaZCKSqjH68U27FZ39TE9rE6KqIuybWfQ5iv3dN93+j9SRX0LHugEgh77E5hx/3Lwi6BhDx+lNdnEZeFFPY49rpt5mGPLnoRj+4HYZflF8Yhc+YBtDohJn7rMYz6Wlq+dRgo5ToNbP17Q4TRdZ0QYRxn4I47IZflaniseMNjueouHYR0j+WqeX6W33Fin5xB+qgWOi94D/23VYT3TrhOo1x3Nq9+bu4dmxxn4OmcLf7bPR43qq2trbwe4i6EEEIIIcQokKogQgghhBBCFIAk1kIIIYQQQhSAJNZCCCGEEEIUgCTWQgghhBBCFIAk1kIIIYQQQhSAJNZCCCGEEEIUgCTWQgghhBBCFIAk1mJEfv7zn1NTU8O3vvWtze85jsOVV17JjjvuSGNjI8ceeyxvvvlmgFGOD1deeSU1NTVb/Nt+++03fy7LfXStXbuWiy66iFmzZjF58mQOOuggXnnllc2fy/IfHbvuuutW231NTQ1f+9rXAFnuo8k0TX74wx8yb948Ghsb2W233fjJT36CbX/8cBRZ/qOns7OTb33rW+yyyy40NjZy5JFHsmzZss2fy7IvTZJYC9+WLVvGbbfdxs4777zF+9dccw3XXnstV/3/du42puq6j+P4+1xIJY51w5FDRRJKirRlpBiblbIZOCrFkRXKumH1IF3mlFUssbQ5CoYxmxJbsVnaliNqtcytSTgm4SozXGuVMyliOmw73kyXoVyPOles64ntHA+e3q/tPDi//4/tu8/+O3z+7Mepr6ejo4NQKMTChQs5efJknCZNHFOnTuX777+PvLq7uyPXzD12wuEwJSUljBkzhra2Nnp6eli/fj1XXnllZI/5x8Znn3024p7/4IMPAFiwYAFg7rHU1NREa2srDQ0N7N27l3Xr1vHaa6/R0tIS2WP+sbN8+XI6OztpaWmhu7uboqIiysrKGBgYAMx+tLJY6x85deoUTzzxBBs3buSqq66KrA8PD9Pc3MyqVauYP38+eXl5NDc3c/r0adra2uI3cIJISkoiFApFXsFgEDD3WGtqaiIzM5PNmzczffp0srKymD17NtnZ2YD5x1IwGBxxz+/cuZPs7GzuuOMOc4+xL774gtLSUkpKSsjKymLBggUUFRXx9ddfA973sXTmzBk+/PBD1q5dy6xZs5g4cSI1NTVMmDCB1tZWsx/FLNb6R6qrqykuLmbOnDkj1vv6+jh69ChFRUWRtcsvv5xZs2axd+/eizxl4jl06BC5ubnccsstVFVVcfjwYcDcY+2TTz7h1ltv5ZFHHiEnJ4c777yTLVu2RK6b/8Vx9uxZtm/fTmVlJYFAwNxjrLCwkN27d3Pw4EEADhw4QE9PD8XFxYD3fSwNDQ1x7tw5rrjiihHrY8eO5fPPPzf7UWxMvAfQpee9996jt7eXjo6Ov107evQoAOnp6SPW09PT+eWXXy7KfIlqxowZNDc3k5OTw+DgIA0NDRQXF9PT02PuMXb48GFaW1tZtmwZK1euZN++fTz77LNcdtllVFRUmP9F8vHHH3P8+HEWL14M+HkTaytWrODEiRMUFBSQlJTEuXPnqK2t5f777wfMP5ZSU1OZOXMm9fX1TJ48mfT0dNra2vjyyy+ZNGmS2Y9iFmtdkP7+fp577jna29v/9iT9V4FAYMT74eHhv63pwtx9990j3hcUFJCfn88777xDQUEBYO6xcv78efLz81mzZg0A06ZN47vvvqO1tZWKiorIPvOPrbfffpu5c+dy7bXXjlg399hob29n+/btvPHGG+Tm5nLgwAFqamrIyMiIPNyA+cdKS0sLy5YtY+rUqSQlJTFt2jQWLVrEN998E9lj9qOPR0F0Qfbv38/g4CBz5swhLS2NtLQ09uzZQ0tLC2lpaZGn5z+fpv80ODjI+PHj4zFywho3bhx5eXkcOnSIUCgEmHushEIhpkyZMmJtypQp9Pf3R66D+cfSzz//TGdnJw8//HBkzdxja82aNaxYsYLy8nJuvvlmHnroIZYuXcqrr74KmH+sZWdns2PHDn799Ve+/fZbOjo6+OOPP8jKyjL7UcxirQsye/Zsuru76erqirzy8/NZtGgRXV1d3HjjjYRCITo7OyM/c/bsWfbs2cPtt98ev8ET0O+//84PP/xAKBSKfNCae2wUFhZGzpn+6eDBg9xwww0A5n8RbNu2jfHjx1NSUhJZM/fYOn36NP/5z8iakJSUFPm6PfO/OMaNG0dGRgbhcJhdu3ZRWlpq9qOYR0F0QVJTU8nLyxuxlpKSwjXXXBNZf/LJJ2lsbGTixIlMmjSJDRs2kJKSEjmXp39m9erVzJs3j8zMTI4dO0ZDQwMnT56koqKCQCBg7jG0dOlSiouLaWxsZOHChXz11Vds2bKFpqYmAPOPsfPnz7Nt2zYqKioYM+Z/v7bMPbbmzZtHY2MjmZmZ5Obm0tvby6ZNm6isrATMP9Z27drF8PAwOTk5/PTTT9TW1nLTTTexZMkSsx/FLNaKuqeffpozZ85QXV1NOBxm+vTptLe3k5qaGu/RLmkDAwM8/vjj/PbbbwSDQWbMmMGnn37KhAkTAHOPpdtuu42tW7eybt066uvrycrKoq6ujgceeCCyx/xjp7Ozk/7+/kih+ytzj536+nrWr1/PqlWrOHbsGBkZGTz22GM888wzkT3mHzsnTpxg7dq1DAwMcPXVVzN//nxWr15NcnIyYPajVSAcDg/HewhJkiTpUucZa0mSJCkKLNaSJElSFFisJUmSpCiwWEuSJElRYLGWJEmSosBiLUmSJEWBxVqSJEmKAou1JEmSFAUWa0mSJCkKLNaSlOCOHDnC9ddfT1VV1Yj1nTt3EgwGeemll+I0mSQlFou1JCW4jIwMli9fzvvvv8/+/fsB6Orq4tFHH6Wqqora2tr4DihJCcJiLUn/Ak899RQZGRm88MIL7Nu3j8WLF1NeXs4rr7wS2fPmm29y1113EQwGqauri+O0knRpslhL0r9ASkoKzz//PLt37+a+++5j7ty5bNy4kUAgENkTCoWoqanhnnvuieOkknTpGhPvASRJF0dOTg4AgUCAzZs3k5SUNOL6vffeC8COHTsu+mySlAj8i7Uk/Qv09vby4IMPUlhYyKlTp9i6dWu8R5KkhGOxlqQE9+OPP1JeXs7MmTP56KOPKC0t5eWXX+b48ePxHk2SEorFWpISWF9fH2VlZeTk5PDWW2+RnJzMiy++SDgcZsOGDfEeT5ISisVakhLUkSNHKCsrIxgM8u677zJ27FgAJk+eTGVlJa+//jp9fX1xnlKSEkcgHA4Px3sISVL8DQ0NMTQ0xMqVK7nuuuuorq4mOTn5b//kKEn6/yzWkiQA6urqRnyvNcCmTZtYsmRJnCaSpEuLxVqSJEmKAs9YS5IkSVFgsZYkSZKiwGItSZIkRYHFWpIkSYoCi7UkSZIUBRZrSZIkKQos1pIkSVIUWKwlSZKkKLBYS5IkSVFgsZYkSZKiwGItSZIkRYHFWpIkSYqC/wKzyqlaOape4QAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8,8))\n",
"ax = fig.gca()\n",
"imshow_handle = plt.imshow(pp1, origin='lower', extent=(min(X[:,0]), max(X[:,0]), min(X[:,1]), max(X[:,1])), alpha=.7)\n",
"ax.scatter(data[data.t==0].x1, data[data.t==0].x2, s=40, c=colors[0], alpha=.7)\n",
"ax.scatter(data[data.t==1].x1, data[data.t==1].x2, s=40,c=colors[1], alpha=.7)\n",
"plt.contour(U, V, zbayes, [1.0], colors=[colors[7]],linewidths=[1])\n",
"plt.contour(U, V, z, [1.0], colors=[colors[7]],linewidths=[1], linestyles='dashed')\n",
"plt.xlabel('$x_1$', fontsize=12)\n",
"plt.ylabel('$x_2$', fontsize=12)\n",
"plt.xticks(fontsize=10)\n",
"plt.yticks(fontsize=10)\n",
"plt.xlim(u.min(), u.max())\n",
"plt.ylim(v.min(), v.max())\n",
"plt.title(\"Distribuzione di $p(C_1|x)$\", fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Effettua predizioni sugli elementi del dataset."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# probabilità degli elementi rispetto alla distribuzione di C0\n",
"p0_d = vf0(X[:,0],X[:,1])\n",
"# probabilità degli elementi rispetto alla distribuzione di C1\n",
"p1_d = vf1(X[:,0],X[:,1])\n",
"# rapporto tra le probabilità di appartenenza a C0 e C1 \n",
"z_d = p0_d*prior/(p1_d*(1-prior)) "
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# predizioni del modello\n",
"pred = np.where(z_d<1, 1, 0)\n",
"# numero di elementi mal classificati\n",
"nmc = abs(pred-t).sum()\n",
"# accuracy\n",
"acc = 1-float(nmc)/n"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy: 0.919\n"
]
}
],
"source": [
"print(\"Accuracy: {0:5.3f}\".format(acc))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
}
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3.8",
"language": "python",
"name": "python3.8"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}