diff --git a/Entrega.ipynb b/Entrega.ipynb index 464ea5eb22dbc38364558c123b63b177ff127448..1157872a08d342277722fd5fe70ab044c59cb73d 100644 --- a/Entrega.ipynb +++ b/Entrega.ipynb @@ -97,7 +97,7 @@ { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f9d0f08eba8>" + "<matplotlib.image.AxesImage at 0x7f27c3353b70>" ] }, "execution_count": 3, @@ -138,7 +138,7 @@ { "data": { "text/plain": [ - "<matplotlib.image.AxesImage at 0x7f9d0d0ae080>" + "<matplotlib.image.AxesImage at 0x7f27c13720b8>" ] }, "execution_count": 4, @@ -287,7 +287,7 @@ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7f9cedff7d30>" + "<matplotlib.legend.Legend at 0x7f27a22d9e10>" ] }, "execution_count": 8, @@ -600,6 +600,13 @@ "print('El valor para la resolución espacial (FWHM) es :', FWHM(best[1]))\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ahora definiremos cada una de las estrellas" + ] + }, { "cell_type": "code", "execution_count": 15, @@ -622,16 +629,25 @@ " estrella6,estrella7,estrella8,estrella9,estrella10]\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Automatizaremos los procesos de obtención de parámetros para la gausiana del ajuste 1D" + ] + }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "# Realizamos una función que haga el ajuste en 1D\n", + "# Realizamos una función que haga el ajuste en 1D automaticamente\n", + "\n", "def ajuste_1D_Aut(estrella):\n", - " '''Funcion que recibe la luminosidad de una estrella y retornas los datos en una lÃnea\n", - " y retorna la lÃnea con sus corespondiente valores de luminosidad y para el ajuste a una gausiana '''\n", + " '''Funcion que recibe los valores X,Y y Luminosidad de una estrella y retorna los datos en una lÃnea de X\n", + " con sus corespondiente valores de luminosidad y los valores de luminosidad ajustados a una gausiana\n", + " ademas de los parámetros de la guaussiana'''\n", " x = np.arange(0, estrella0.shape[0], 1)\n", " x_medio = int(max(x)/2)\n", " lumx = estrella0[:,x_medio]\n", @@ -644,56 +660,26 @@ " best,suss = leastsq(Error_gauss_1D, p1, args=(x,lumx)) \n", " x_model = np.arange(0, estrella0.shape[0], 0.05)\n", " lum_model = func_gauss_1D(best,x_model)\n", - " return x, lumx, x_model,lum_model" + " return x, lumx, x_model,lum_model, best" ] }, { - "cell_type": "code", - "execution_count": 23, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 432x288 with 8 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "a= 240\n", - "for i in range(0,4):\n", - " a= a+1\n", - " plt.subplot(a)\n", - " plt.title('Estrella'+str(i+1))\n", - " plt.imshow(estrellas[i], cmap=cm.gray, vmax=np.max(estrellas[i]))\n", - " a= a+1\n", - " plt.subplot(a)\n", - " x, lumx, x_model,lum_model = ajuste_1D_Aut(estrellas[i])\n", - " plt.plot(x_model,lum_model) # gráfica del modelo\n", - " plt.plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n", - " #plt.legend(('Ajuste', 'Datos originales'),loc='lower left', shadow=True)\n", - "\n", - "\n", - "\n", - "#plt.imshow(estrella7, cmap=cm.gray, vmax=np.max(estrella7))" + "- Graficaremos el conjunto de los datos con los ajustes en 1D" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "<Figure size 1080x1080 with 16 Axes>" + "<Figure size 1080x1080 with 20 Axes>" ] }, "metadata": {}, @@ -701,42 +687,53 @@ } ], "source": [ - "fig, axs = plt.subplots(4,4, figsize=(15, 15), facecolor='w', edgecolor='k')\n", + "fig, axs = plt.subplots(5,4, figsize=(15, 15), facecolor='w', edgecolor='k')\n", "fig.subplots_adjust(hspace = .5, wspace=.001)\n", "axs = axs.ravel()\n", "\n", "j = -1\n", - "for i in range(0,16,2):\n", + "for i in range(0,20,2):\n", " j= j+1\n", " axs[i].imshow(estrellas[j], cmap=cm.gray, vmax=np.max(estrellas[j]))\n", " axs[i].set_title('Estrella'+ str(j))\n", - " x, lumx, x_model,lum_model = ajuste_1D_Aut(estrellas[j])\n", + " ##########################################################################################\n", + " x, lumx, x_model,lum_model,best = ajuste_1D_Aut(estrellas[j])\n", " axs[i+1].plot(x_model,lum_model) # gráfica del modelo\n", " axs[i+1].plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n", " axs[i+1].set_title('Ajuste 1D')\n", - " \n", - " \n", + " ###########################################################################################\n", + " #ax[i+1] = fig.add_subplot(111, projection='3d')\n", + " #ax[i+1].scatter(x_2D, y_2D,lum_2D,linewidths=1, alpha=.7,edgecolor='k',s = 5)\n", " " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Automatizaremos los procesos de obtención de parámetros para la gausiana del ajuste 2D" + ] + }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { + "image/png": "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\n", "text/plain": [ - "<matplotlib.legend.Legend at 0x7f9ced54c048>" + "<Figure size 432x288 with 1 Axes>" ] }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAA8hElEQVR4nO3dd3hUZdrH8e+dnkAg9A6h9x6iqCCgIiIiivqKWFAEUbGhrgV317Ks7iq6tlWxrKKIi6gsVrCBsOJCgkCAQGgJhBpaSAjp9/vHTDBgQhLI5Exm7s91zTWZM+ec+U0Ic89znnOeR1QVY4wx/ivA6QDGGGOcZYXAGGP8nBUCY4zxc1YIjDHGz1khMMYYP2eFwBhj/JwVAuPVROR1Efmj0zm8jYi0FJFMEQl0Ooup/sSuIzDeQEQWAT2BxqqaU8n7HgR8oKrNz2AfkcATwJVAA+AAsBx4VlX/VwkxjXGMtQiM40QkGhgAKDDS2TS/JyKhwA9Ad2AEUAvoDHwEXOJgNGMqhRUC4w1uBH4B3gVuKv6EiLwrIn9x/zxORJae9LyKSDv3z8NFZL2IZIjIThF5QERqAF8DTd2HUjJFpKmIBIjIwyKyRUQOiMgcEalbSr4bgObAKFVdq6oFqnpUVeeq6uPFsrwoIjtE5IiIxIvIgJLeh/vxIBFJLfb4IXfmDBHZKCIXuJfHikice597ReR59/Jo93sPcj++WUQS3dtvFZHbTn4tEblfRPaJyG4RubnY87VFZKaIpIlIiog8JiL22eBH7B/beIMbgVnu28Ui0ug09/M2cJuqRgLdgB9U9Siub+27VLWm+7YLuAsYBZwPNAUOAa+Wst8LgQXufZ3KCqAXUBf4EPhYRMLKCi0iHYHJQD939ouBZPfTLwIvqmotoC0wp5Td7OO31srNwAsi0qfY842B2kAzYDzwqojUcT/3svu5Nrh+Hze692H8hBUC4ygROQ9oBcxR1XhgC3Ddae4uD+giIrVU9ZCqrjzFupOAqaqa6u6TeBy4qugb9knqA3uKZe4lIofd39I3Fi1X1Q9U9YCq5qvqdCAU6FiO3AXudbuISLCqJqvqlmLvqZ2I1FfVTFX9paQdqOqXqrpFXRYDC3EdbqPYfp5U1TxV/QrIBDq6O5uvBR5R1QxVTQam42oFGT9hhcA47SZgoarudz/+kJMOD1XAaGA4kCIii0Wk/ynWbQV85v5APwwk4vpALqk1cgBoUvRAVVepahSujuPQouXuQ1GJIpLu3mdtXEXklFR1M3AvrmK0T0Q+EpGm7qfHAx2ADSKyQkRGlLQPEblERH4RkYPu1x5+0msfUNX8Yo+zgJrudYKBlGLPpeBqORg/YYXAOEZEwoFrgPNFZI+I7AHuA3qKSM8SNjkKRBTbvnHxJ1V1hapeDjQE5vHbYZSSTo3bAVyiqlHFbmGqurOEdb8Hhrr7G0p7LwOAP7jfTx13oUgHpKTsuA7VFM/+oaoWtY4U+Jt7+SZVHeN+T38D5p6cw92Z/QnwHNDI/dpfFXvtU9mPq7XQqtiylkBJvwfjo6wQGCeNwvUtvAuuY+u9cJ2NswTXceqTrQa6ug/NhOH6Bg2AiISIyFgRqa2qecARoND99F6gnojULrav14FpItLKvX0DEbm8lJwzgd24WhDdRCTQ/foxxdaJBPKBNCBIRP6E63h9kVXAcBGp6y5g9xbL3lFEhrg/0LOBY0XZReR6EWmgqoXAYfcmhZwoBFfLJA3IF5FLgKGlvJcTqGoBroI5TUQi3b+PKcAH5dne+AYrBMZJNwH/UtXtqrqn6Aa8Aow9+Xi9qiYBTwLfAZuApSft7wYgWUSO4OoDGOvebgMwG9jqPhTUFFcn7HxgoYhk4Dpr6aySQqpqNjAYWA98iavIbAT64WoBACwAvgGScB1aycbV6ijyPq5Clozr+P2/iz0XCjyD69v5Hlzf/h9xPzcMWCcime7M16rqsZPyZQB34/pAP4Srj2V+Se+lFHfharFsxfU7/RB4pwLbm2rOLigzXk1EZgKbVfVJp7MY46usRWC8lrtF0BHY5nQWY3yZFQLjzfbgOi7+icM5jPFpdmjIGGP8nLUIjDHGz5V0FaVXq1+/vkZHRzsdwxhjqpX4+Pj9qtqgpOeqXSGIjo4mLi7O6RjGGFOtiEhKac/ZoSFjjPFzVgiMMcbPWSEwxhg/Z4XAGGP8nBUCY4zxc1YIjDHGz1khMMYYP1ftriMwxpNy8wvZk55NWmYO+923ozn55Bcq+QVKfqESGhRAZFgQNUKCiAwLokntcJrXCScqIhiR8swFY4x3sUJg/NaBzBziUw6xJjWdTfsy2LQvk5QDWRQUnt74WzVDg2heJ5wuTWvRrWltujevTZcmtagRav/NjHezv1DjNzJz8lmSlMaijWmsSDnI1rSjAAQGCNH1ImjfsCbDuzWhZb0IGkSG0qBmKPVrhlIzLIigACEoQAgMEHLyC8nMyedoTj7px/LYnZ5N6qFjpB7KInn/UZZs2s+nK3ce33fvFlGc264+A9rXp2eLKIID7Yis8S7VbvTRmJgYtSEmTHkdOprLlwm7+Xb9XpZtOUBuQSG1woKIbV2Xvq3q0i+6Dt2a1SYsOLBSX3ffkWwSdqYTn3KI/27ez5qd6ahC7fBghnVtzIieTejfph5BVhRMFRGReFWNKfE5KwTG1+QXFLI4KY258al8n7iP3IJCWtWL4KLOjbiwSyNiWtWp8g/gw1m5/LzlAN+u38u36/eSmZNPvRohXNazKdef3ZJ2DSOrNI/xP44UAhF5BxgB7FPVbiU8L7jmYB0OZAHjVHVlWfu1QmBKc+hoLh8u387MZcnsPZJD3RohjOrVjNF9m9GlSS2v6cjNzitg0cY0Pl+zi2/X7SW3oJCzWtfl+rNbcXHXxoQEWSvBVD6nCsFAIBOYWUohGI5r0uzhuCYNf1FVS5w8vDgrBOZkyfuP8tbSrcyNTyU7r5AB7etz/dmtGNyxodd/qB7IzGFOXCofLk9hx8FjNIsKZ+LANvxfvxaVfrjK+DfHDg2JSDTwRSmF4A1gkarOdj/eCAxS1d2n2qcVAj+XOAuWTIWM7eTXaM6csNv5Y1JPAkW4vFdTxg9oTafGtRzNRWRLGDANOo8t9+aFhcqipH3888ctxKUcon7NUG4d0Job+7ciIsTO6TBn7lSFwMm/sGbAjmKPU93LflcIRGQiMBGgZcuWVRLOeKHEWbBwIuRnARB0dAejMp8gtOsTDLjsHhrWCvOKXGSkuB5DuYtBQIAwpFMjBndsyP+2HeTVHzfzzNcbeGfpNqZc1IGr+ja3jmXjMdXiL0tVZ6hqjKrGNGhQ4gQ7xg/okkd/+7B1i5AcRh99zbkiAK6WwEm5yM9yLa8gEeHsNvV4f/xZfHJ7f1rUjeDhTxO45MUlfJ+4l+p2coepHpwsBDuBFsUeN3cvM+YEqsp36/eiR3aUvELG9qoNVN7XP8NcfVvVZe6k/rx+fV/yC5Xx78Vx63txpB7KKntjYyrAyUIwH7hRXM4G0svqHzD+Z++RbCa+H8+tM+PYJw1LXinS4cOFpb1+JeQSEYZ1a8zC+wYydXhnlm09wEXP/8Tri7eQV1BYvp0kzoIZ0TA9wHWfOOuMcxnf4rFCICKzgWVARxFJFZHxIjJJRCa5V/kK2ApsBt4E7vBUFlP9qCr/XrGdC59fzE9JaTx8SSfqD3sOgiJOXDEowtUx66QB0zyeKzgwgAkD2/DtlPMZ0L4+z3y9gREvLWXtzvRTb1jUf5GRAuhv/RdWDEwxdkGZ8Tq7Dh/joU/WsGTTfmJb1+Vvo3vQun4N15NneHaOx1Rxrm/X72XqZwkcPJrL3Re0545BbUvuTJ4R7S4CJ4lsBROTPZbPeB+7sthUG18n7ObhTxPIKyjkkeGdGRvbkoAA77gQzNsczsrlT/9Zx/zVu+jZIornr+lJ2wY1T1xpegBQ0v9xgfvLeWjJ+IRTFYJqcdaQ8X1Zufk88ukabp+1klb1Ivjq7gHccHYrKwKnEBURwktjevPKdb1JOXCUES8t5dOVqSeu5MH+C+M7rBAYxyXtzeCyl5fy0Yod3D6oLXMnnUN00aEgU6YRPZqy4N6B9GhemylzVvOHuas5llvgerIK+i9M9WeXLBpHfbFmF3+Yu4aIkCBmjT+Lc9rVdzpStdSoVhizbj2Lf3y3iVcXbWb1jnReHduHdkX9FN7Yr2K8hvURGEfkFxTyzNcbeGvpNvq0jOK16/vSyMmLwnzI4qQ07vv3KvLyC3lxTC+GdGrkdCTjBayPwHiVQ0dzueHt5by1dBs39m/FRxP7WxGoROd3aMDnd51Hy3oRjH8vjtcWbbErks0pWSEwVWrb/qNc+drPxKccYvrVPXny8m5eP0JoddQsKpy5k87h0u5N+Ns3G7jno1W/9RsYcxLrIzBV5petB5j0QTwBInw44Sxious6HcmnhYcE8vKY3nRuUovnFm5kx6Es3r6pH3VrhDgdzXgZ+ypmqsQn8anc8Pb/qF8zlHl3nGtFoIqICHcObsdrY/uwftcRRr/2MykHjjody3gZKwTG495YvIX7P15NbOu6fHL7ObSsF1H2RqZSDevWhA8nnMWhrFyu/OfPrNpx2OlIxotYITAeo6r89atEnv56AyN6NOGdcf2oHR7sdCy/1beVqxBHhAZy7YxlLNq4z+lIxktYITAekV9QyAMfr2HGT1u5sX8rXry2N6FBNvWi09o2qMmnt59Lm/o1mTAzjq8TbMBfY4XAeEBOfgF3zFrJJytTue/CDjwxsiuBNlSE12gQGcrsiWfTo3kUd364krnxqWVvZHyaFQJTqbLzCrj9g5UsXL+Xxy/rwj0XtkfEioC3qR0ezPvjYzmnbX0e+Hg17/2c7HQk4yArBKbSZOcVMPH9eH7YsI9pV3Rj3LmtnY5kTiEiJIi3borhoi6N+PP8dby9dJvTkYxDrBCYSpGVm88t765gyaY0/n5VD8ae1crpSKYcwoID+efYPlzSrTFPfbGef/3XioE/skJgzlh2XgETZsbxy9YDPH9NT66JaVH2RsZrBAcG8NKY3lzctRFPfL7eDhP5ISsE5ozk5hdyx6yV/LzlAM9d3ZMrejd3OpI5DcGBAbw8pg9D3YeJZi5LdjqSqUJWCMxpyy8o5O7Zv7r6BEZ158o+VgSqs5CgAF65rg8Xdm7En/6zjo/jdjgdyVQRKwTmtBQUKvd/vJpv1u3hTyO6cN1ZNuOVLwgJCuDVsb0Z0L4+D32yhm/W2nUG/sAKgSlZ4izXxOfTA1z3ibOOP6WqPD5/Hf9ZtYs/DOvILefZ2UG+JDQokDdu6EuvFlHcPXsVSzalOR3JeJgVAvN7ibNg4UTISAHUdb9w4vFi8NL3m3n/lxRuO78Ndwxq52xW4xERIUH8a1wsbRrUYOLMeOJTDjkdyXiQFQLze0umQn7Wicvys2DJVD74JYUXvktidJ/mPDyskzP5TJWoHRHMzPGxNKoVyi3vrmDzvgynIxkPsUJgfi9je4mLNWM7f/zPWoZ0asgzo7vbFcN+oGFkGDNvOYvgQOGmd1aw70i205GMB1ghML8XWXLH766CBvRpWYdXr+tDcKD96fiLlvUi+Ne4WA5l5TLuXyvIyM5zOpKpZPa/2fzegGkQdOKcAcc0lH8FTOCtG2MID7FRRP1N9+a1eXVsHzbuzeCOWSvJKyh0OpKpRFYIzO91HgtDZ0BkKxRhD414Mudexo57hDo2zaHfGtyxIU9f2Z0lm/bz6KcJqKrTkUwlsTmLTck6jyW3/Rhuemc5cSkHmXXr2bSuX8PpVMZh18S0IPVgFi/9sJkOjSKZMLCN05FMJbBCYEqkqjw2L4Fl7vGDYlvbHMPG5d4LO7A5LZO/fp1ImwY1uKBzI6cjmTNkh4ZMiV5fvJU5cancPaSdDR1hThAQIEy/uhddm9bi7tm/snGPnVZa3VkhML/zdcJu/vbNBkb2bMp9F3VwOo7xQuEhgbx5Yww1QoMY/94KDmTmOB3JnAErBOYEibuPcN+cVfRpGcXfr+ph1wqYUjWpHc6bN8aQlpHDpA/iyckvcDqSOU1WCMxxh7Nyue39eGqHB/P6DX0JC7bTRM2p9WwRxbNX92RF8iEe+2ytnUlUTVlnsQFco4ne/dEqdqcf49+39adhZJjTkUw1MbJnUzbvy+Sl7zfRuUktG4SwGrIWgQFg+sKN/JSUxpOXd6NPyzpOxzHVzL0XtOeiLo3461eJrEg+6HQcU0FWCAxfJ+zmn4u2MCa2JWNibV4BU3EBAcL0a3rSvE44d85ayb4MG5OoOrFC4OeS9mZw/8er6d0yisdHdnE6jqnGaoW5+paOZOcx+cNfbRiKasSjhUBEhonIRhHZLCIPl/B8SxH5UUR+FZE1IjLck3nMidKP5XHb+/FEhATx2ti+hAZZ57A5M50a1+KZK3uwfNtB/v7NBqfjmHLyWCEQkUDgVeASoAswRkRO/sr5GDBHVXsD1wL/9FQecyJV5YGPV7PjYBavXd+HxrWtc9hUjlG9m3FT/1a8uWQbXyXYVJfVgSdbBLHAZlXdqqq5wEfA5Seto0At98+1gV0ezGOKeee/yXy7fi8PX9KJftE2fISpXFMv7UKfllE8+PFqm9CmGvBkIWgG7Cj2ONW9rLjHgetFJBX4CrirpB2JyEQRiRORuLQ0mz/1TK3ecZhnvk7kws6NGG+n+hkPCAkK4NWxfQgLDmTSBys5mpPvdCRzCk53Fo8B3lXV5sBw4H0R+V0mVZ2hqjGqGtOgQYMqD+lL0o/lceeHK2kYGcZzV9uVw8ZzmtQO5+UxvdmSlsmf569zOo45BU8Wgp1Ai2KPm7uXFTcemAOgqsuAMKC+BzP5NVXlD3NXsyc9m5ev601UhM0tYDzrnHb1uWtIe+bGpzLv15P/+xtv4clCsAJoLyKtRSQEV2fw/JPW2Q5cACAinXEVAjv24yHv/ZzMgnV7eWhYJ7tozFSZu4e0Iza6LlM/SyB5/1Gn45gSeKwQqGo+MBlYACTiOjtonYg8KSIj3avdD0wQkdXAbGCc2mAlHrEm9TDTvkrkgk4NuXWA9QuYqhMUGMA/ru1FUGAAk2evtMHpvJBUt8/dmJgYjYuLczpGtXIkO48RLy0lv6CQL+8eYNNNGkcsXLeHie/HM/681vxxRBdInAVLpkLGdohs6Zoru/NYp2P6LBGJV9WYkp6zQef8wJ/mrWXn4WPMue1sKwLGMUO7NmbcOdG8vXQbV4Qtotu6ByE/y/VkRgosnOj62YpBlXP6rCHjYf9ZtZN5q3Zx95D29G1l1wsYZz18SSc6N6lF3V+f+K0IFMnPcrUQTJWzQuDDUg9l8di8tfRtVYc7B7d1Oo4xhAUH8sp1vWkspZwTkrG9agMZwAqBzyooVKbMWY0qvHCNq6POGG/QtkFNjoU1LfnJSBv91gn26eCj3vhpC8u3HeTxkV1pWS/C6TjGnCBiyN/I4aTxrYIiXB3GpspZIfBBCanpPL8wiUu7N2F0n5NH9TDGedJlLLlDXmd3YUMKETSyJQydYR3FDrFC4GOO5RZwz79/pX7NUKZd0c2GkDBeK7L3TawfsYY2aZ/ztxYLrAg4yAqBj/nLl+vZtv8oz1/T04aQMF7vgs6NGBPb8vihTOMMKwQ+ZNHGfcz633YmDGjDOe1syCZTPTx2aWda1o1gypxVZGTnOR3HL1kh8BHpx/J4+JME2jesyZSLOjgdx5hyqxEaxPPX9GLX4WM89cV6p+P4JSsEPuKpL9aTlpnDc1f3JCzYppw01YvrWpd2zIlLZcG6PU7H8TtWCHzA94l7mRufyu3nt6Vniyin4xhzWu6+oD3dmtVi6mdrOXQ01+k4fuWUhUBE+pzqVlUhTekOZ+XyyKcJdGocyV0XtHM6jjGnLTgwgGev6kn6sVye+NwmsqlKZQ06N919HwbEAKsBAXoAcUB/z0Uz5fHE5+s5eDSXd8b1IzTIDgmZ6q1zk1rcObgd//huE5f2aMpFXRo5HckvnLJFoKqDVXUwsBvo454usi/Qm9/PNmaq2IJ1e/js153cObgd3ZrVdjqOMZXijkHt6NykFo9+lsDhLDtEVBXK20fQUVUTih6o6lqgs2cimfI4eDSXqZ8l0MX9DcoYXxESFMCzV/Xg0NFcnrSziKpEeQvBGhF5S0QGuW9vAms8Gcyc2uPz15F+LI/nru5JSJD1+Rvf0q1ZbW4f1JZPV+7khw17nY7j88r7CXIzsA64x31b715mHPB94l7mr97FnYPb0aVpLafjGOMRk4e0o0OjmjzyaQLpx+xCM08qVyFQ1WxVfUFVr3DfXlDVbE+HM7+XkZ3HY/PW0qFRTe4YZIeEjO8KDQrkuat7sj8zl2lf2iEiTypXIRCR9iIyV0TWi8jWopunw5nfe3bBRvYcyeaZ0T3skJDxeT2aRzFxYBvmxKWyOKmUyWzMGSvvJ8m/gNeAfGAwMBP4wFOhTMnikg/y/i8pjDsnmj4t6zgdx5gqcc8F7WnToAZTP0sgKzff6Tg+qbyFIFxVvwdEVVNU9XHgUs/FMifLyS/g4U8TaFo7nAeGdnQ6jjFVJiw4kL9e0Z3UQ8d48btNTsfxSeUtBDkiEgBsEpHJInIFUNODucxJXv1xC5v3ZTLtim7UCC3rOkBjfMvZbepxbb8WvLV0G2t3pjsdx+eUtxDcA0QAdwN9gRuAmzwVypxo454MXlu0mSt6N2NQx4ZOxzHGEY9c0pk6ESE88mkC+QWFTsfxKeU9a2iFqmaqaqqq3qyqV6rqL54OZ1yT0D/0yRoiw4L544guTscxxjG1I4J5fGQXEnam8+7PyU7H8SmnPMYgIp8DWtrzqjqy0hOZE8xclsyqHYd58dpe1K1hM44Z/3Zp9yZ82mkn0xcmcXHXxrSoG+F0JJ9QVovgOVwDz20DjgFvum+ZwBbPRjN70rOZvjCJgR0aMLJnU6fjGOM4EeGpUd0QgT/+Zy2qpX5PNRVQ1qBzi1V1MXCuqv6fqn7uvl0HDKiaiP7rqS/Wk1dQyFOXd7VJ6I1xaxblOnNu0cY0vliz2+k4PqG8ncU1RKRN0QMRaQ3U8EwkA675h79M2M1dQ9rRqp79qo0p7qZzounRvDZPfL6O9CwbfuJMlbcQ3AcsEpFFIrIY+BG412Op/Fx2XgF/+s862jaowYSBbcrewBg/ExggPH1ldw4ezeW5hRudjlPtleuEdFX9RkTaA53cizaoao7nYvm3V3/czPaDWcyecLZNNmNMKbo2rc1N50Tz7s/JXB3TnB7No5yOVG2VNVXlEPf9lbiuJG7rvl3qXmYq2eZ9mby+eAtX9mlG/7b1nI5jjFebclEHGtQM5bF5aykotI7j01XWoaHz3feXlXAb4cFcfklVeWxeAhEhQTw63Ob9MaYskWHBTL20M2tS0/lw+Xan41Rbpzw0pKp/dt/b3ANV4LNfd/LL1oM8fWV36tcMdTqOMdXCyJ5N+feKHfz9mw0M69qYBpH2f6eiyjsM9T0iUktc3hKRlSIy1NPh/El6Vh7TvkykT8so/i+mhdNxjKk2RIQnL+9Gdl4BT3+d6HScaqm8Zw3doqpHgKFAPVxjDT3jsVR+aPq3GzmUlctfRnUnIMCuGTCmIto1rMnEgW34dOVOftl6wOk41U55C0HRJ9NwYKaqriu2zJyh9buO8MEvKdzYP9qmnjTmNE0e3J5mUeH8cd5a8mxQugopbyGIF5GFuArBAhGJBMr8TYvIMBHZKCKbReThUta5xj3z2ToR+bD80X2DqvL4/HVERYRw34UdnI5jTLUVHhLIEyO7smlfJm8v3eZ0nGqlvIVgPPAw0E9Vs4AQypi8XkQCgVeBS4AuwBgR6XLSOu2BR3ANYdEVP7xIbf7qXSxPPshDwzpSOyLY6TjGVGsXdmnEhZ0b8tL3m9h7xKZVL6/yDkNdCDQHHhOR54BzVHVNGZvFAptVdauq5gIfAZeftM4E4FVVPeR+nX0VSl/NZebkM+3LRHo2r83Vfa2D2JjK8McRXcgvUJ75eoPTUaqN8p419AyuyWnWu293i8hfy9isGbCj2ONU97LiOgAdROS/IvKLiAwr5fUnikiciMSlpfnOBNYv/7CJfRk5PD6yq3UQG1NJWtWrwYSBrfns153Epxx0Ok61UN5DQ8OBi1T1HVV9BxhG5VxQFgS0BwYBY4A3RSTq5JVUdYaqxqhqTIMGDSrhZZ23JS2Td5Zu45qY5vS2ieiNqVR3DGpH41phPD5/vV1xXA7lLQQAUcV+rl2O9XcCxY93NHcvKy4VmK+qeaq6DUjCVRh8WlEHcVhwIH8Y1qnsDYwxFVIjNIhHhnciYWc6H8ftKHsDP1feQvA08KuIvCsi7wHxwLQytlkBtBeR1iISAlwLzD9pnXm4WgOISH1ch4q2ljNTtbVw/V6WbNrPfRd2oP6OuTAjGqYHuO4TZzkdzxifMLJnU/pF1+HvCzaSfsyGqj6V8nYWzwbOBj4FPgH6q+q/y9gmH5gMLAASgTmquk5EnhSRoikuFwAHRGQ9rqGtH1RVn74aJDuvgKe+WE/HRpHcVOe/sHAiZKQA6rpfONGKgTGVQET482VdOZSVyz++S3I6jleryKGhAGA/cBhXB+/AsjZQ1a9UtYOqtlXVae5lf1LV+e6fVVWnqGoXVe2uqh+dxnuoVt5YvJXUQ8d4fGRXAv/7GORnnbhCfhYsmepMOGN8TLdmtRkT25KZy1LYtDfD6Theq7xnDf0N+C8wFXjQfXvAg7l80o6DWfxz0WYu7dHENcR0RimjJZa23BhTYQ8M7UiNkEAe/3ydzXFcivK2CEYBHVX1UlW9zH0bWdZG5kTTvkwkQISpRUNMR7YsecXSlhtjKqxujRDuH9qR/24+wIJ1e52O45XKWwi2AnbZ6xn4ect+vlm3hzsHt6VpVLhr4YBpEBRx4opBEa7lxphKM/aslnRsFMlfvlxPdl6B03G8TnkLQRawSkTeEJGXim6eDOZLCgqVv3yRSLOocG4dUGwO4s5jYegMiGwFiOt+6AzXcmNMpQkKDODPI7uQeugYb/7k8ycmVli55izGddrnyad+mnL6JD6V9buP8NKY3oQFnzQHceex9sFvTBU4p219hndvzKuLNjO6b/PfWuam3JPXv+fpIL4qMyefvy/YSJ+WUVzWo4nTcYzxa48O78z3ift45usNvDSmt9NxvEZZk9fPcd8niMiak29VE7F6e23RZvZn5vCny7oiYuMJGeOk5nUimDCgDfNX7+LX7YecjuM1ymoR3OO+t4nqT0PqoSzeXLKNUb2a0qtFlNNxjDHApEFt+WjFDv7yZSJzJ/W3L2iU0SJQ1d3u+xRVTQEOARnFbuYU/vbNRgIEG0/IGC9SMzSIB4Z2ID7lEF+v3eN0HK9Q3gvKbhORPcAaXOMMxQNxngxW3cWnHOTz1buYOKCNdUoZ42WujmlBp8aRPP11Ijn5djppeU8ffQDopqrRqtrafWtT5lZ+qrBQefKLRBrVCuW289s6HccYc5LAAOGxS7uw4+Ax3vs52ek4jitvIdiC61oCUw7zV+9i9Y7DPHhxJ2qElvcMXWNMVTqvfX0Gd2zAy99v5kBmjtNxHFXeQvAI8LNdUFa2Y7kF/O2bDXRvVpsre588IZsxxps8OrwzWXkFvPj9JqejOKq8heAN4AfgF37rI4j3VKjq7M0lW9mdns0fR3Sx6SeN8XLtG0VyXWxLZv1vO5v3+e/5L+U9bhGsqlM8msQH7EnP5rVFWxjevTGxres6HccYUw73Xtieeb/u5K9fbeCdcf2cjuOI8rYIvnZPIN9EROoW3TyarBqavnAjBYXKw8M6Ox3FGFNO9WqGMnlIO37YsI+lm/Y7HccR5S0EY3D3E2Cnj5Zow54jzF2Zyrhzo2lZL6LsDYwxXuOmc6JpUTecv3zpn5Pdl3eqytYl3Oz00WKe/moDtcKCuXNQO6ejGGMqKCw4kIeGdWLDngzmxvvfZPfl6iMQkRtLWq6qMys3TvW0dNN+FielMXV4Z2pH2LQNxlRHl3Zvwjstt/HsgiRG9GjqV6d+l/fQUL9itwHA44DNUIbr4rGnv3bNNXBD/1ZOxzHGnCYR4bERXdifmcObS/xrzoLyDkN9V/HHIhIF+PxE8+Uxf/Uu1u06wj/+r9fv5xowxlQrfVrW4ZJujZnx01bGntWKBpGhTkeqEuVtEZzsKNC6MoNUR9l5BTy7YCPdmtViZM+mTscxxlSCBy/uSE5+IS/50UVm5e0j+Bwo6koPALoAczwVqrp4f1kKOw8f49mretjFY8b4iDYNajImtgWzl2/nlvNa07p+DacjeVx5e0OeK/ZzPpCiqqkeyFNtHM7K5eUfNjGoYwPOaVff6TjGmMqSOIsn9j7Kk3V3cOj9RjDsOZ+fTra8fQSLPR2kunn1x81k5OTz8CU214AxPiNxFiycSGB+FgjUK9xDwYIJBIJPF4OypqrMEJEjJdwyRORIVYX0NjsOZvHezylc1ac5nRrXcjqOMaayLJkK+ScOtBxYcAxd8qhDgarGKVsEqhpZVUGqk+kLNxIQAFOGdnA6ijGmMmVsL2W5b19kdrpnDfmttTvTmbdqF+PPa02T2jbzmDE+JbJliYv30ZD8gsIqDlN1rBBUgKry168SqVsjxGYeM8YXDZgGQSeOFZYfEM60I9fzyUrfPT/GCkEFLE5K4+ctB7hrSDtqhdlQEsb4nM5jYegMiGwFCES2IvDiN9nR6Aqe/zaJY7m+Ob+x/wymcYYKC5W/f7ORFnXDGXuWDSVhjM/qPPaEM4QEeCT8INe8sYx3/ruNOwf73sCS1iIopy8SdrN+9xHuv6gjIUH2azPGn8S2rsuFnRvy+qItHDya63ScSmefaOWQV1DI9IUb6dQ40oaSMMZPPTSsE0dz83nlh81OR6l0VgjK4d8rdpByIIs/DOtoQ0kY46faN4rk6r4t+OCXFFIPZZW9QTVihaAMx3ILePH7TfSLrsPgjg2djmOMcdA9F7YH4MXvfGtAOisEZfjXz9tIy8jhD8M6IWKtAWP8WdOocK4/uxWfrExl875Mp+NUGisEp5Celcfri7ZwQaeG9Iuu63QcY4wXuHNwW8KDA3n+241OR6k0Hi0EIjJMRDaKyGYRefgU640WERWRGE/mqajXFm8hIyefBy7u6HQUY4yXqFczlPED2vBVwh4SUtOdjlMpPFYIRCQQeBW4BNf8BWNEpEsJ60UC9wD/81SW07EnPZt//Xcbo3o1o3MTG1jOGPObCQNaExURzLMLfaNV4MkWQSywWVW3qmourqktLy9hvaeAvwHZHsxSYS/9sIlCVe670AaWM8acKDIsmDsGteWnpDR+2XrA6ThnzJOFoBlQfMi+VPey40SkD9BCVb881Y5EZKKIxIlIXFpaWuUnPcm2/Uf594odXBfbkpb1IsrewBjjd27sH03jWmH8/ZsNqGrZG3gxxzqLRSQAeB64v6x1VXWGqsaoakyDBg08nm36wo2EBgUweUh7j7+WMaZ6CgsO5O4L2rNy+2G+T9zndJwz4slCsBNoUexxc/eyIpFAN2CRiCQDZwPzne4wXrsznS/W7Gb8ea1pEBnqZBRjjJe7OqY50fUieG7hRgoLq2+rwJOFYAXQXkRai0gIcC0wv+hJVU1X1fqqGq2q0cAvwEhVjfNgpjL9fcFGoiKCmTCwjZMxjDHVQHBgAPdd1IENezL4fM0up+OcNo8VAlXNByYDC4BEYI6qrhORJ0VkpKde90ws33aQn5LSuGNQWxtm2hhTLpf1aErnJrV4/tsk8qrp5DUe7SNQ1a9UtYOqtlXVae5lf1LV+SWsO8jJ1oCq8tyCjTSMDOWGs6OdimGMqWYCAoQHL+5AyoEs5sRVzykt7cpityWb9rM8+SCTh7QjPCTQ6TjGmGpkcMeG9G1Vh5e+30R2XvWbvMYKAa7WwPSFG2kWFc7/9WtR9gbGGFOMiPCHizuy90gO7/2c7HScCrNCAHyXuI/Vqencc0F7QoOsNWCMqbiz2tTj/A4NeG3xFo5k5zkdp0L8vhAUFrpaA63r1+DKPs3K3sAYY0rx4MUdOZyVx1s/bXU6SoX4fSH4MmE3G/ZkcO+F7QkK9PtfhzHmDHRrVptLuzfhraXb2J+Z43SccvPrT778gkJe+DaJjo0iuayHTUFpjDlzU4Z2IDuvgNcWbXE6Srn5dSH47NedbN1/lPsu6mBTUBpjKkXbBjW5ondzPvglhb1HvGoszVL5bSHIzS/kxe830b1ZbS7u2sjpOMYYH3LPBe0pKFRe/bF6THTvt4Xg33E7SD10jPuHdrApKI0xlaplvQiujmnOR8t3sPPwMafjlMkvC0F2XgGv/OCakP78Dp4fzdQY43+KRi9+5Qfvn+jePwpB4iyYEQ3TA2BGND9/8RJ7j+Rw/9CO1howxnhEs6hwxsS24OO4VLYfyHI6zin5fiFInAULJ0JGCqCQkUL/LY/wYMs4zm5Tz+l0xhgfdufgdgQGCC9+792tAt8vBEumQv6J1ThccpggbzkUyBjjLxrWCuOGs1vx2a+pbEnLdDpOqXy/EGRsL3FxSNbOEpcbY0xlmjSoLWHBgbz4nfe2Cny/EES2rNhyY4ypRPVrhnLTOdF8vmYXG/dkOB2nRL5fCAZMg6CTJqAPinAtN8aYKjBxQBtqhATxj++SnI5SIt8vBJ3HwtAZpAc3pVCFvBotYOgM13JjjKkCdWqEcMt5rfl67R7W7Up3Os7v+H4hAOg8lqDbUvhh+G6CJ223ImCMqXLjz2tNrbAgXvjW+1oF/lEIgBqhQVzYxYaSMMY4o3Z4MBMHtuG7xH2s2nHY6TgnCHI6QGXIzc1ly5YtZGV590UbpnwiIiJo27YtISEhTkcxplKNO7c1by/dxvPfJjHzllin4xznE4Vgy5YtREVF0bFjRwIC/KaR45MKCwvZs2cPa9asoWHDhrRsaWd3Gd9RMzSISee35emvNxCXfJCY6LpORwJ85NBQVlYWjRo1siLgAwICAmjcuDEAn3zyCdu3l3wdiDHV1Y39o6lfM5TpC72nr8BnPjmtCPiOgIAARISQkBA2btzodBxjKlV4SCB3DGrLsq0H+HnLfqfjAD5UCIzvCQwMJCen+kz3Z0x5XXdWSxrXCuP5hUmoqtNxrBBUpnnz5iEibNiwAYBdu3Zx1VVXnda+3n33XXbt2lWZ8YwxXiIsOJA7h7QjLuUQ/918wOk4Vggq0+zZsznvvPOYPXs2AE2bNmXu3LmntS8rBMb4tmtimtO0dhgvfOd8q8Anzhoq7onP17F+15FK3WeXprX482VdT7lOZmYmS5cu5ccff+Syyy7jiSeeIDk5mREjRrB27Vreffdd4uLieOWVVwAYMWIEDzzwAAMGDGD8+PHExcUhItxyyy20aNGCuLg4xo4dS3h4OMuWLWP9+vVMmTKFzMxM6tevz7vvvkuTJk0q9X0aY6pOaFAgdwxux2Pz1rJ0834GtHdukixrEVSS//znPwwbNowOHTpQr1494uPjy7XdqlWr2LlzJ2vXriUhIYGbb76Zq666ipiYGGbNmsWqVasICgrirrvuYu7cucTHx3PLLbcwdepUD78jY4ynXe1uFfzju02Otgp8rkVQ1jd3T5k9ezb33HMPANdeey2zZ89m8uTJZW7Xpk0btm7dyl133cWll17K0KFDf7fOxo0bWbt2LRdddBEABQUF1howxgd4S6vA5wqBEw4ePMgPP/xAQkICIkJBQQEiwp133nl8naCgIAoLC48/zs7OBqBOnTqsXr2aBQsW8PrrrzNnzhzeeeedE/avqnTt2pVly5ZVzRsyxlSZq2Oa888fN/OP7zZxXrv6jkyfa4eGKsHcuXO54YYbSElJITk5mR07dtC6dWt27NhxfJ3o6GhWrVpFYWEhO3bsYPny5QDs37+fwsJCRo8ezV/+8hdWrlwJQGRkJBkZrrHLO3bsSFpa2vFCkJeXx7p166r4XRpjPKGoVRCfcoglm5y5rsBaBJVg9uzZPPTQQycsGz16NE8//fTx6n7uuefSunVrunTpQufOnenTpw8AO3fu5Oabbz7eWnj66acBGDduHJMmTTreWTx37lzuvvtu0tPTyc/P595776VrV2cOgxljKtc1MS3crYIkBrSv+laBOH3aUkXFxMRoXFzcCcvi4+Pp27evQ4lKFx8fz5QpU1i8eLHTUaqd+Ph4VqxYQfPmzRkxYoTTcYzxuFn/S2HqZ2uZeUssAztUfl+BiMSrakxJz9mhIQ+Ji4tjzJgxxzuQjTHmVK7u28J9BlHVX1dghcBDYmJiSEpK4sorr3Q6ijGmGggJCuDOIe1Yuf0wP1VxX4EVAmOM8RJOtQo8WghEZJiIbBSRzSLycAnPTxGR9SKyRkS+F5FWnsxjjDHerKhV8GsVtwo8VghEJBB4FbgE6AKMEZEuJ632KxCjqj2AucDfPZXHGGOqg6v7tqBZVHiVtgo82SKIBTar6lZVzQU+Ai4vvoKq/qiqRfNL/gI092AeY4zxeiFBAdw52NUqWJyUViWv6clC0AzYUexxqntZacYDX3swz28SZ8GMaJge4LpPnHXGuwwMDKRXr1507dqVnj17Mn369BOuJC5JcnIyH3744Rm/dkXceuutrF+//pTrvP7668ycOfO09p+cnEy3bt1Oa1tjjMtVfZu7WwVVMwaRV1xQJiLXAzHA+aU8PxGYCJz5HLaJs2DhRMh3N0QyUlyPATqPPe3dhoeHs2rVKgD27dvHddddx5EjR3jiiSdK3aaoEFx33XWn/boVUVBQwFtvvVXmepMmTaqCNMaY0hS1Ch79LIHFSWkM6tjQo6/nyRbBTqBFscfN3ctOICIXAlOBkapa4nRUqjpDVWNUNaZBgzO80GLJ1N+KQJH8LNfyStKwYUNmzJjBK6+8gqqSnJzMgAED6NOnD3369OHnn38G4OGHH2bJkiX06tWLF154gezsbG6++Wa6d+9O7969+fHHHwFYt24dsbGx9OrVix49erBp06bfvebs2bPp3r073bp1O+Eq55o1a3L//ffTs2dPli1bxqBBgyi6IO/tt9+mQ4cOxMbGMmHChOOD5D3++OM899xzAAwaNIiHHnqI2NhYOnTowJIlSwBKfU/FFRQU8OCDD9KvXz969OjBG2+8AcDu3bsZOHAgvXr1olu3bsf3aYz5TVW2CjzZIlgBtBeR1rgKwLXACV99RaQ38AYwTFX3eTDLbzJKmQy9tOWnqU2bNhQUFLBv3z4aNmzIt99+S1hYGJs2bWLMmDHExcXxzDPP8Nxzz/HFF18AMH36dESEhIQENmzYwNChQ0lKSuL111/nnnvuYezYseTm5lJQUHDCa+3atYuHHnqI+Ph46tSpw9ChQ5k3bx6jRo3i6NGjnHXWWUyfPv132zz11FOsXLmSyMhIhgwZQs+ePUt8L/n5+SxfvpyvvvqKJ554gu+++67U91Tc22+/Te3atVmxYgU5OTmce+65DB06lE8//ZSLL76YqVOnUlBQQFZWVomva4w/K94qWJSUxmAPtgo8VghUNV9EJgMLgEDgHVVdJyJPAnGqOh94FqgJfOweW2O7qo70VCYAIlu6DgeVtNxD8vLymDx5MqtWrSIwMJCkpKQS11u6dCl33XUXAJ06daJVq1YkJSXRv39/pk2bRmpqKldeeSXt27c/YbsVK1YwaNAgilpLY8eO5aeffmLUqFEEBgYyevTo373W8uXLOf/886lbty4AV199dam5ii6K69u3L8nJyeV+TwsXLmTNmjXHZ2lLT09n06ZN9OvXj1tuuYW8vDxGjRpFr169yvgNGuOfrurbnFfdI5MO6tDAY2MQefQ6AlX9SlU7qGpbVZ3mXvYndxFAVS9U1Uaq2st982wRABgwDYIiTlwWFOFaXom2bt1KYGAgDRs25IUXXqBRo0asXr2auLg4cnNzK7Sv6667jvnz5xMeHs7w4cP54Ycfyr1tWFgYgYGBFY1/gtDQUMDVIZ6fnw9Qrvekqrz88susWrWKVatWsW3bNoYOHcrAgQP56aefaNasGePGjTvtjmljfF1IUACTh7Rj9Y7DLPLgGUT+d2Vx57EwdAZEtgLEdT90xhl1FJ8sLS2NSZMmMXnyZESE9PR0mjRpQkBAAO+///7xQzvFh5oGGDBgALNmuc5gSkpKYvv27XTs2JGtW7fSpk0b7r77bi6//HLWrFlzwuvFxsayePFi9u/fT0FBAbNnz+b880vsdz+uX79+LF68mEOHDpGfn88nn3xSofdY2nsq7uKLL+a1114jLy/v+Hs6evQoKSkpNGrUiAkTJnDrrbceH3rbGPN7o/t4vq/AK84aqnKdx1bqBz/AsWPH6NWrF3l5eQQFBXHDDTcwZcoUAO644w5Gjx7NzJkzGTZsGDVq1ACgR48eBAYG0rNnT8aNG8cdd9zB7bffTvfu3QkKCuLdd98lNDSUOXPm8P777xMcHEzjxo159NFHT3jtJk2a8MwzzzB48GBUlUsvvZTLL7/8dxmLa9asGY8++iixsbHUrVuXTp06Ubt27XK/39LeU3G33norycnJ9OnTB1WlQYMGzJs3j0WLFvHss88SHBxMzZo1rUVgzCkUtQoe+dRzfQU2DLUfy8zMpGbNmuTn53PFFVdwyy23cMUVVzgdC7BhqI0pLje/kNvej+PWAW04t13909rHqYah9s8WgQFcp4l+9913ZGdnM3ToUEaNGuV0JGNMCUKCAvjXzbEe278VAj9WdK2AMca/+UxncVnDOZjqw/4tjalaPlEIIiIi2LNnj32A+IDCwkL27Nlz/Eyjqp671Rh/5BOHhtq2bcuGDRvYtWuXfXD4gLy8PLZv3052djZRUVFOxzHG5/lEIQgJCaFr164sWrSIhIQEAgJ8oqHj9+rXr0/v3r2djmGMz/OJQgCuq14HDx5Mjx49yMkpcew6U40EBQVRt25dQkJCnI5ijM/zmUIAEBAQwBmPTmqMMX7GjqEYY4yfq3ZXFotIGlDC8KHlUh+ouhmhK8Zbs1muivHWXOC92SxXxZ1OtlaqWuIhk2pXCM6EiMSVdom107w1m+WqGG/NBd6bzXJVXGVns0NDxhjj56wQGGOMn/O3QjDD6QCn4K3ZLFfFeGsu8N5slqviKjWbX/URGGOM+T1/axEYY4w5iRUCY4zxc35TCERkmIhsFJHNIvKw03mKiMg7IrJPRNY6naWIiLQQkR9FZL2IrBORe5zOVEREwkRkuYisdmd7wulMxYlIoIj8KiJfOJ2liIgki0iCiKwSkbiyt6g6IhIlInNFZIOIJIpIfy/I1NH9uyq6HRGRe53OBSAi97n/7teKyGwRCauU/fpDH4GIBAJJwEVAKrACGKOq6x0NBojIQCATmKmq3ZzOAyAiTYAmqrpSRCKBeGCUl/y+BKihqpkiEgwsBe5R1V8cjgaAiEwBYoBaquoVc2yKSDIQo6ped3GUiLwHLFHVt0QkBIhQ1cMOxzrO/dmxEzhLVU/3QtbKytIM1997F1U9JiJzgK9U9d0z3be/tAhigc2qulVVc4GPgFPP7l5FVPUn4KDTOYpT1d2qutL9cwaQCDRzNpWLumS6Hwa7b17xbUZEmgOXAm85naU6EJHawEDgbQBVzfWmIuB2AbDF6SJQTBAQLiJBQASwqzJ26i+FoBmwo9jjVLzkg83biUg00Bv4n8NRjnMfflkF7AO+VVVvyfYP4A+At82QpMBCEYkXkYlOhymmNZAG/Mt9OO0tEanhdKiTXAvMdjoEgKruBJ4DtgO7gXRVXVgZ+/aXQmBOg4jUBD4B7lXVI07nKaKqBaraC2gOxIqI44fURGQEsE9V453OUoLzVLUPcAlwp/twpDcIAvoAr6lqb+Ao4E39dyHASOBjp7MAiEgdXEcyWgNNgRoicn1l7NtfCsFOoEWxx83dy0wp3MffPwFmqeqnTucpifswwo/AMIejAJwLjHQfj/8IGCIiHzgbycX9TRJV3Qd8hutQqTdIBVKLtejm4ioM3uISYKWq7nU6iNuFwDZVTVPVPOBT4JzK2LG/FIIVQHsRae2u8tcC8x3O5LXcHbJvA4mq+rzTeYoTkQYiEuX+ORzXCQAbHA0FqOojqtpcVaNx/X39oKqV8m3tTIhIDXeHP+7DLkMBrzhDTVX3ADtEpKN70QWA4yckFDMGLzks5LYdOFtEItz/Ry/A1X93xnxqYprSqGq+iEwGFgCBwDuqus7hWACIyGxgEFBfRFKBP6vq286m4lzgBiDBfSwe4FFV/cq5SMc1Ad5zn80RAMxRVa85VdMLNQI+c8/lHQR8qKrfOBvpBHcBs9xf0LYCNzucBzheNC8CbnM6SxFV/Z+IzAVWAvnAr1TSUBN+cfqoMcaY0vnLoSFjjDGlsEJgjDF+zgqBMcb4OSsExhjj56wQGGOMn7NCYMxpEJGviq5nKMe6ge7hHQYWW7ZQRK72WEBjKsBOHzWmCojIWcCbQF/gKuAmVfWGK6KNsRaBMaciIte75z9YJSJvuC9kKxrjv/6p1inOPYzCMuBx4K/A5Cp8G8ackhUCY0ohIp2B/wPOdQ9yVwCMreg6xTwC3Ivr6t7NnkltTMX5xRATxpymC3AdylnhHqIhHNfQ1xVdp8hAIB1wfLRUY4qzQmBM6QR4T1UfOcN1isau+TswBNf4+8O9ZOwmY+zQkDGn8D1wlYg0BBCRuiLS6jTWAfgTrgHyNgB3AC9U1nyzxpwpKwTGlMI9R/NjuGb3WgN8i2v002KrlLkOItIVuAKY5t7oV1wj4T7k8TdhTDnY6aPGVJD7rKB9QGP3BCHGVGvWIjCm4tYBb1kRML7CWgTGGOPnrEVgjDF+zgqBMcb4OSsExhjj56wQGGOMn7NCYIwxfu7/AV5lPrLUJeLoAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -745,54 +742,96 @@ "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "def ajuste_1D_Aut(estrella):\n", - " x = np.arange(0, estrella.shape[0], 1)\n", - " x_medio = int(max(x)/2)\n", - " lumx = estrella[:,x_medio]\n", - " prob = lumx\n", - " A = 1\n", - " x0 = int(max(x)+min(x))/2\n", - " sigma = std_prob(x,prob,x0)\n", - " C = min(lumx)\n", - " p1 = [A, sigma , x0 , C] \n", - " best,suss = leastsq(Error_gauss_1D, p1, args=(x,lumx)) \n", - " x_model = np.arange(0, estrella.shape[0], 0.05)\n", - " lum_model = func_gauss_1D(best,x_model)\n", - " return x, lumx, x_model,lum_model\n", - " \n", - "x, lumx, x_model,lum_model = ajuste_1D_Aut(estrella4)\n", - "\n", - "plt.plot(x_model,lum_model) # gráfica del modelo\n", - "plt.plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n", - "plt.xlabel('eje X')\n", - "plt.ylabel('luminosidad')\n", - "plt.title('Ajuste Gaussiano')\n", - "plt.legend(('Ajuste', 'Datos originales'),loc='lower left', shadow=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ + }, { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAREAAAECCAYAAADZ1uO7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACO8ElEQVR4nOy9eZhlV1nv/1lrD2eusbt6StKZQ+bO0CEyKMogYxIQZFLwRhR5hAte9SI/fpfBEUQEvKh4f6AoXERIBHMTBK8ooCgkIZ3u9JD0lB7T3dVd85n2tNbvj7X3Pruqa65T1dXJ+T5PPdVd55w9nb2++x2+7/sKrTUddNBBB4uFPNcH0EEHHZzf6JBIBx10sCR0SKSDDjpYEjok0kEHHSwJHRLpoIMOloQOiXTQQQdLwpJJRAjxGSHE/2jHwTydIIS4SAhRFUJY5/pYziWEEL8rhDgjhDg532sihHi+EOKJlTrGdkEIcUgI8aL43x8SQnzxXB/TSmDeJCKE+I4QYkQIkcv+XWv9K1rr31nKQQghXiCEOLbEbVSEEH8cf5E1IcQRIcQ9QohnL2W7i4XW+ojWuqy1jlZyv0KIHiHEX8aLdkIIsVcI8VsreQyZY7kI+HXgGq31+vleE631v2mtr1rkPj8vhPBjskp+ts/jc98RQrxtMftcKoQQvymE2Bl/X08KIX7zXBzHYjEvEhFCXAw8H9DAHct5QItBTGz/AlwPvBLoAq4Gvgy87Bwe2rnAJ4Ay5vy7Md/X/pU+CCGEDVwEDGmtB1d4938Yk1Xyc+NSNxifz3JBAG8BeoGXAu8UQrxhGffXXmit5/wBPgB8H/hj4P4pr30e+N34378A/PuU1zVwefzvlwO7gQngOPAbQAloAAqoxj8bMQT3W8ABYAj4CtA3w/G9DTgBlOY4j08BR4Fx4EfA86c7j/j/LwCOZf7/3viYJ4AngBfGf78NeDje5ingj+O/Xxyfux3//78Ae+LPHwTePnVfmKf2YHwu/yXzejfwN8Bp4DDw/wJyhnPcCdw1w2uTjin+23eAt2W+v+8DnwbGgMeT88wcx+fi4zsO/C5gTfnsJ+Lv69+nfK+fn+aa9AF/BTwFjABfn+HabwTujc//SeC/zvIdT/oep7yWB74YH98o8BCwDvg9IAKa8bF+OnPv/iqwD3gy/tsrgUfjz/8HcENm+4eAF8X//hDwxcxrXwVOxtf1e8C1s5zDnwD/cz5rczX8zNedeQvwv+OfnxZCrJvn56bic5jFUwGuA/5Fa13DWAtP6daT4yngXcBdwE9gbqIR4E9n2O6LgG/F25oNDwFbMDfvl4CvCiHycx20EOIq4J3A1vjYfxpzw4Ahpk9prbuAyzBkNx0GaVlJ/wX4hBDi5szr6zGLdBPwi8CfCiF649f+Z/zapZjr8ZZ4G9PhB8DvCSH+ixDiirnObRo8G0Pca4APAn8vhOiLX/s8EAKXAzcBL8EQePazBzEL88VM/l5/YZp9fQEoAtcCAxgCmgQhhAT+D7Adc21eCLxHCPHTizi3t2Ku44VAP/ArQENr/X7g34B3xsf6zsxn7orP6xohxE3AXwJvjz//F8B9U138GfCPwBXxeT6CWUtnQQghMFb/rgWf3bnCXCwDPA8IgDXx/x8Hfm065mduS+QI5gvomvKeF5B58sR/28Pkp+CG+DjsaY7xn4GPZP6/BfOkGAeemOXcRoAbp3uCZY8Js2gGMWTlTNnG94APJ9cn8/eLmfLUn/L614F3Z/bVYLKFMAjcDliAj4krJK+9HfjODNstAP8PxtIKMK7My2Y6Js62RJ4CROb1B4GfxxCDBxQyr70R+NfMZ4/M9r1m9x9/nwroneYcstf+2dNs933AX81w/p/HWBSjmZ+/jl+7mynWw3TXYcq9+1OZ//858DtT3vME8BPxvw8xgyUy5TM98ba7p3ntwxjCzM21NlfLz3wskbcC/6S1PhP//0vx3xaDn8G4NIeFEN8VQvzYLO/dDHxNCDEqhBjFkEqEuZmnYghzUwKgtX5Ua90DvAZInxJCiN8QQuwRQozF2+zGPHFnhdZ6P/AezI0xKIT4shBiY/zyLwJXAo8LIR4SQrxyum0IIV4mhPiBEGI43vfLp+x7SGsdZv5fx8Q21gAOxo1JcBjzVJ7uWBta69/XWt+CeVp+BWNx9U33/mlwXMd3c2ZfGzHfhwOcyHwnf4F5siY4Os99gLEGhrXWI3O8bzOwMdlnvN//h+nvgwR/pLXuyfwk9+sXgG8BXxZCPCWE+EMhhDPH/rPntBn49SnHciHm+swIIYQlhPiIEOKAEGKclhW7Zsr73omxMl+htfbmOK5Vg1lJRAhRAH4W+Ik42n8S+DXgRiHEdMGqGsY8TT6/Pvui1vohrfWdmBvv67RM/+lKiY9inqDZmyGvtT4+zXu/DbxECFGa5VyeD/z3+Hx6Y5IZwwS1zjp2jHuRPfYvaa2fh7mRNPDR+O/7tNZvjM/po8A9U48jNnfvBf4IWBfv+xuZfc+GMxiLYnPmbxdhYhKzQms9Dvw+Ju50SXyOzHaewKbYpM7u6ynM9+FhLK7k++jSWl+b3eU8zifBUaBPCNEzj/c9OeU+qGitX76AfZmD0zrQWn9Ya30N8ByMe/mWOY49+/ejwO9NOZai1vpv59j1m4A7MZZsN8Yig8z3L4S4GxMDfKHWekmZypXGXJbIXZin/zUYF2ELJur/b7QufhbbgWuFEFviWMOHkheEEK4Q4s1CiG6tdYBxNVT88imgXwjRndnWZzC+/eb482uFEHfOcJx/gwn2fU0IcV3M/Hng1sx7Khh//jRgCyE+gIlPJHgUeLkQoi8mv/dkjv0qIcRPxWTQpBUwRAjxc0KItVprhTGdyZxXAhdjEZ0GQiHEyzDxhDmhTTr0K/G1qMTX479hAoRnQQjxP4QQW+PrnQfeHR/XE1rr0xjy+bn4Gt2NieNkMQD8VyGEI4R4Heb7/obW+gTwT8DHhRBdQggphLhMCPET8zmPac7rBCZO8GdCiN54fz8+zVsfBCaEEO8VQhTi475OCLF1ofsUQvykEOJ6YXQq4xhyzt6Dl86xif8P+BUhxLOFQUkI8QohRGWOz1UwBDyEIfDfn3Jcb47/9mKt9cGFndW5x1wk8laM73lEa30y+cFE7988Ne2ltd4L/DYmRrEPE6HP4ueBQ7FJ9yvAm+PPPQ78LXAwNhM3YgKW9wH/JISYwAQMp9V8aK2bwE9iMj8PEMdCgK0YywOMGftNYC/GRG8y2VT9AoYED2EWy99lXssBH8FYBScxC+198WsvBXYJIarxMb9Ba92YcnwTwH/FkMEI5sl033TnMgPehbEiDmKu6ZcwAb7poDEZjzMYC+LFGPO4Gr/+S8BvYm7oazExgix+iAkAnsFkLV6rtR6KX3sLhhB3x+dxDxk3chH4ecxCfhwTA3rPWSdjSPSVmAfYk/FxfRbzRJ8J/11M1okkrvj6+JjHMe7xdzHfO5jv7rXCaKH+ZLqNaq0fxly/T2POfz8mFjQX/gZzzx3HXLsfTHn9dzGu50OZY/7MPLa7KiAmu7+L2IAQfwPs11r/dnsOqYNzBSHEL2CCi88718fSwfmDJcneY0vkKswTooMOOngGYqm1Mycx/va9Sz+UDjro4HzEkt2ZDjro4JmNTiuADjroYElYaFFRx2zpoIPlxXy0Q6sKHUukgw46WBI6JNJBBx0sCR0S6aCDDpaEDol00EEHS0KHRDrooIMloUMiHXTQwZLQIZEOOuhgSeiQSAcddLAkdEikgw46WBI6JNJBBx0sCR0S6aCDDpaEDol00EEHS0KHRDrooIMloUMiHXTQwZLQIZEOOuhgSeiQyCqA1hqlpk6Z6KCD8wPLOem8g3lAKUUQBNTrdSzLwrZtHMfBsiyk7HB8B6sfC+2x2uls1iZorYmiiCAI0Frj+z5CCLLfh5QSx3GwbbtDKs8cnHedzTokcg6gtSYMQ8IwTIkjCAKy0yuzA5N37drFtddem1oqyc/kaZcdPE1w3n2pHXdmhZG4L0ophBAzEkH2Nc/zkFKilMLzPDzPzHq2LGuSpdIhlQ7OBTokskLIui9CiAW7JlMJJwnGNpvN9G8dUungXKBDIiuAxF2JomhW62Mh6JBKB6sFHRJZZiil8H0frfWiCWQ+cauZSKXRaCCE4MSJE2zatAnXdTuk0kFb0SGRZcLU4OlKZ1YSUkn2e+LECTZu3JiSCnQslQ7agw6JLAOSlO1cwdP5ol2LW0qZkspUSwWYlPnpkEoH80WHRNqMMAw5cOAA69atI5/Pr9qFONVSSQK/YRim70mEb7ZtI6VctefSwblFh0TahKz7MjY2xpo1a86rRTddTCVLKslrjuOQy+U6pNJBig6JtAHTaT8WKOJbdZiOVI4fP47Wmo0bNyKEmOT+dEjlmYsOiSwBWe0HkLoGiTDs6YSEVIQQWJaVWl7JuXdI5ZmLDoksErNpP54Olsh00FqnRDmdpRIEwVmkki0m7JDK0xMdElkE5tJ+PF1JZDYkFkqC6UhlajFhh1SeHuiQyAIwX+3H05VEEtKcD6YjFd/38TyP48ePs2HDBgqFQmqptEvJ28HKo0Mi88RCtB9Px5jIUpElleHhYTZs2JCSSkLIWfenQyrnDzokMg9k+37M5+buWCKzQymFlDIlleRa+b6P7/sAZ5FKp5fK6kWHRGbBYqXrT1cSaReyAVpoaVA6pHJ+okMiM2C+fT+mw9OVRNplicy1nelIJXEns6QihCCXy6Up5Q7ODTokMgVTtR+L8c2llB0SaSOmSydrrXnooYe4+eabUysxyf50ur6tLDokkkG7+n4IIRYcWPV9H9d1Z9znuVrAy4WlnEtW+Gbbdkoq03V9S1pKPp2u3WpDh0RiRFHE0NAQlUplyZmBhbgzSin27NnDyMgIAJVKhd7eXvr6+nBdd9HHsBxYrUTWadB0bvGMJ5HEffF9n127dvGc5zxnyducL4nU63V27NjB+vXrueyyywCYmJhgZGSEXbt2EYYh3d3dqbx8tZHKakWHVFYWz2gSyWo/2hmYm49O5NSpU+zfv59rr72W7u7uNAbT3d1Nd3c3F198MVEUMTY2xuDgIDt27EAIQW9vL729vXR3d694MHG1WiJzYS5SGRkZoVKpUC6XO6SyCDxjSaQdbQtnwmwxEaUUe/fupVarsXXrVlzXndFqsSyLvr4+CoUCW7ZsQSnFyMgIg4OD7Nu3D9d1U9enXC4/4278xQavp37fp0+fniRyg46lshA840hkJdoWzuTONBoNduzYwcDAAFddddWCb0zHcRgYGGBgYACAZrPJyMgIR44coVqtUiwW6evro7e3l0Kh0PYb/3y1ROaCUirN6kCn69tC8YwikaVoPxaC6Ujk9OnT7N27l2uuuYbe3t4lbw8gn8+zYcMGNmzYgNaaer3O8PAw+/fvp9lspkHahe7vmYap7uxMXd+yA8Y6Xd9aeEaQSDu0HwtBNiailGL//v2Mj4+n7stMx7jUjFCpVKJUKnHhhReilEqDtLt376ZWq7F3796UVJKn7kKwmiyRdh7LXDGxuVpJJnVBz1RSedqTyFT3ZSW+3MRyaDab7Nixg/7+fm655ZYl6U4W6v9LKScFaR988EHWrFnDyMgIhw8fRghBT08PfX195yRIu1S0k0SiKJpUcTwXZmolWa/XOX78OJdeeukzqkHT05pEFuO+tOPmFEJQq9X40Y9+xLOe9Sz6+/uXtL12QAhBX18ffX19AARBwOjoKIODg+zfvx/bttN4SqKVmYrVZIm0M6O21G0l91by4BBCnNX17VOf+hQf+MAH2nK8qw1PSxJZ7MjK5EZYykLRWnPixAlGR0e5/fbbyeVyC/rsdPtejlocx3FYu3Yta9euBcy83+HhYY4dO8bExATFYjHN/CxHkHapaCehtWtbiUUznaVy7733dkjkfMFSpOtJLGOxTyXP83jsscfSLMp8CST7JJvp9eVGLpc7K0g7MjLCgQMHqNfrVCoVPM+jp6dnSftpFxm2W9vTThKZ79+fLnhakchStR9LaSY0PDzMnj17uPLKK7Esi1OnTi1qOzNhJQv6skHaCy64AK01ExMT7N27l0OHDnHo0CG6u7sXFaRtd0+SdqBd1zaKommPqV6vUywW27KP1YinBYm0S/uxGBLRWvPkk09y+vRpbr75ZgqFAiMjI21d9OfalRBC0NXVRaVSYf369ZTLZcbGxlKNitZ6kpJ2tqduO0nkXF+XqZjJ4qhWq5RKpXNwRCuD855E2jmycqEk4vs+jz32GOVyma1bt04aGdFuy2G1tBZI0pnTBWnPnDnDgQMHsG07jadMDdK2sydJuyyR5c7y1Ot1yuVyW/axGnFek0iz2UxZvh3p24UEMEdHR9m1axdXXHFFqiDNbqedPVZXS5OjmY5htiBttVqlUCiklorjOE9bd0Yp1bFEzhck7sv4+DiHDx/mhhtuaMt252OJaK05fPgwJ0+e5KabbprW110ti77dmK8VMTVI22g0GB4e5uDBg9RqNcIw5MSJE/T19S0oezX1WNpBIu10i6IomlZM2CGRVYas9sOyrLY+8ecikSAI2LlzJ7lcjttuu23FRkacz6QkhKBYLFIsFrngggtoNpvs2rUL3/fZvXs3YRjS1dVFX18fPT09OI4zr+22a/HPZD0sBjO5M7VarePOrAZMN7LStu0VI5GxsTF27tzJZZddxvr16+fczvm66GdDO+IZWmtc12Xz5s1s3ryZKIoYHx9neHh4QUHadrkz7XSLZsvOVCqVtuxjNeK8IJGZtB9SSqIoatt+piMRrTVHjx7l+PHjbNmyZV5maccSmRlTiciyrElFgmEYMjIyMmeQdjWmimeyamq1WifFey4xm/Zjud2ZMAzZtWsXlmVx2223zdvsbXdgdbWgXZbIbNuwbfusIO3IyAjHjx9nfHycQqFAX19f29yZmayHxW5rpsBqxxI5B5iP9mM5LZGJiQkee+wxLr74YjZu3Lig7SzGchgfH8d1XfL5fFu2t1qxUCLK5XKsX7+e9evXp0HakZERTp06hed5NBqN1JKZ7trNhZWKiSz0HjqfsCpJZL7aj3aLjZLFeuzYMY4cOcINN9ywqIDYQha9Uop9+/YxNjaWEmdSXdvT07Oq5NIrYYnMhmyQNily6+3tZXh4mMcffxzf9ycpaecTpG13TKSjE1kFWOjIynbj8OHDFAoFbrvttkX13ID5i9Y8z2PHjh309fWxZcuWtKPW6OhomhK1bZswDCfpYc4lziWJTN2OZVlUKhUqlQqbN29GKZUqaY8ePYrWelK7g+kW+EqQSK1W66R4VwIr0bZwNlSrVY4ePUp/fz/XXXfdkhsEzWWJJGK1q666ijVr1qTEaVkW/f39afsAz/PYuXMnp06d4vDhw5TL5TTQuBjzfSloh0vVzoDoVJKXUp4VpJ1OSZu0O0jc4eXOznRSvCuAlWpbOBOeeuopDh06xKZNm8jlcsuqfE2yPU899dSMYrUscrkcpVKJjRs3UqlU2HfoBH9z/yNsvaqfrqJNd3d36vos1nKaL861O7PQ7di2zZo1a1izZg3QCtI+9dRTTExMkM/n0wbN7TquDomsMFa6beFURFHE448/ThAE3HbbbZw6dSo9lqVgJhKJoohdu3YhhGDr1q0LyvY8eWyY9/3pl9lz8CRSCD5vS9b1d/GJ33g5cnSUQ4cOIaVMa1pmaix0rnEuU7PTBWkPHz7M6OgoDz74IOVyOW3M1E4rr0Miy4R2jqxczI1Zq9XYsWMHmzZt4sILL0xdqHakZqc7lnq9zvbt27ngggu48MILF7S9PYeH+c3/+S80vADfCyC+XiPjDd7yP+7hsx9+A7ffeiu+709qLFQqlSYVyi0Vq8kSaUc3smKxSHd3N5VKhU2bNlGtVhkZGVl0kHYmdEhkGdDOmS+JX7sQU/7kyZMcOHCA6667ju7u7knbWg59R9Lpfer+5oNdB07xvv/1HyjpEKLBkfR3FRgaHsNxbMabird88Kvc+4c/x/WXr5/0pK3VamnmImnUvFKuz0xop9K0nWQkhEiDtBdddNGMQdre3t4FZ806JNJGLLZt4WxYiOBMKcUTTzxBo9HgtttuO+vp0m4S0Vpz4MABRkZGZu30Pht+5Q/vZ6QWoMIQoc3CGa764BZwchZ1L8KbaPCOj97Hv/2vX0oXlhCCcrlMuVzmoosumtSoOXF9kgBtV1fXivWfXW2tAGZ6AM0UpE2yZonSdj6uYxiGiy40PB+wYiSitWZ4eJhqtcq6deva5q/PV3DWaDTYvn0769ev51nPeta0+28niWiteeSRRyiXy9xyyy2LuuF//wv/xt5jw1haoaSFDiOwbIiPMZI26JBSqcDeo8P8v3/xr/zer/zUtNua2qjZ9/00yPjEE0+kStCkp+pyYbW4M9ntzMeqmBqkzV6/iYkJXNclCIJpU/FPF6HgTFgREkncl2Ri21wFbAuBZVlzkkgydnKuwVHtIpHx8XFqtRqXX34569atW9Q2Tg5V+fK3n6BUzFNtSAp5l0bDxxKCyKtTrpSoNkIc16XqKdxCkXv+bR+/8MotXHHB3DEQ13VZt24d69atmzT4au/evXiel2Z9su0PV5Ml0m53ZqHIXj8w3/nu3bs5dOhQ6r709vYuKlAvhPhL4JXAoNb6umleF8CngJcDdeAXtNaPLHhHbcKykshU7YfjOG2VqcPs7kyiBq1Wq/NyJ9pRfZukiwuFwqIJBOBdf/odxuo+lpODRogfmOOycy5YFkgBBNi5PEGgcHIunh/yjk/8X/75469f0L6yPVWTwVdjY2MMDw+nM2r6+vrSYU1LwWpzZ9pl0TiOQ6lU4rrrrkNrTbVaZWhoiHe84x0cPXqUd7zjHbzsZS/jzjvvnM/mPg98GvibGV5/GXBF/PNs4M/j3+cEy0Yi00nX52M1LBQzuTPNZpPt27ezdu1abr755nnduEspnFNKpVH92267jQcffHBBn89aQfuOj/LwE6doBBp8HyEgCgMQEs8zT7amkweaBJEC26He8NBKc+jEKD/Yc4Lbr96wqPNIjiUbDwiCgOHhYTzP45FHHpk0TmKh1amrzZ1pVyf27HayQdr77ruPn/qpn+Lnfu7n2L9//7y2pbX+nhDi4lnecifwN9o88X4ghOgRQmzQWp9Y6nksBstKIlPFY8tBItNZImfOnOGJJ57g6quvXlB6c7HuTEJY69at4+qrr17UIslaQB/4mx9iOw7QhChCOC7aa1Is5qnXmyAtQqWpVEpg2YRC0qgGCNtBWzk+8rcP8fXfvmPBxzATHMdh3bp1HDt2jBtvvDFNJSczf5OmQvNJha6k2Gw+WG4yqtVqdHV18bznPY/nPe95S95PjE3A0cz/j8V/e3qRyHTZl+W2RLTW7N+/n9HRUW699dYFR8QXQyLJqIiFEtZMOHq6yrYnR6kHEcVSAYSkHoLl5qgrAI9SqUDNC2hiEXgKiBBunlIxR9XXPHpkgu/vOcFzl2CNzISpncqUUmlToaNHzX2dzfpMvQdW2+JfbhJ5urdGhGUmkbN2FheTtROJJZIUs/X09HDrrbcu6kZdCIkkvVZPnTrFLbfc0jaF44e+vJ2xekBXIUctFPjNJkIKoghsxyUqVcjlbWpegBAS4dpov4kWFlVfUyzkCCPNH97zGP/wP9pLItMRgJSSnp6edKhVEASMjIxw8uRJ9u7dSz6fn5T1WW2xjHaSyExdzZZBI3IcyCoWL4j/dk6wojqR5WgbKKVkbGyMAwcOpMVsS9nWfEgkDEN27tyJ67qTRkUsFQ0v4MF9Z0BIRprQXbTwm+BK8ABQaAShnQdqCMdBh8bi05ZNPp+j6YdINLuPDHN8qMam/pV9CibT/wYGBiY1aU5cHykllUqFIAiWpAJtZ1OidsdEslgmS+Q+4J1CiC9jAqpj5yoeAstMIsvdTCerPbntttuWbA3Mh0Sq1So7duyYs1nRYuT4f/rNvXhBSKGYo1rz8IIQ0Hh+BEIShubYxpsRVqGErzQIQVd3GV9ZOK5Do+lhOaag7A//fief+qX2Be0Xej7TuT779u3D93127NiR9lNNSvUXQsar0aJpF4kIIf4WeAGwRghxDPgg4ABorT8DfAOT3t2PSfH+l6Uc+1KxKqp4F4PkRhRCcOGFF7bFnZiLRE6dOsX+/fu5/vrr6erqmnVbiyGRBx45geU4iPgYPC+gq1KiXqujhESFEcK20RoibMpFi2rNY8zTCAmNeoCUgkoxj7Jz/MfeobYOvl4qpJTkcjl6e3sZGBhI+6kmOp5cLpe6PknjoZlwrnUiUzGT8nUxknet9RvneF0Dv7qgjS4jzksSGRkZYffu3VxxxRUopajVam3Z7kyWk9aavXv3phbPfMzwJF083xv04QNDnBj1qDZCLDTdlTxV30XnXLSy6SlYjI6Mk8u5NHyFtCRNbMDDchzKhRyj4w1y+QLKzlH1IoSU/N33D/OG5128wCsx+3ktBVlSm9pPNTufpl6vT8r6TKfxaRc5tsstmi6Q/3TvagbnyJ1Z7NNRa82hQ4cYHBxM596ePn26bVL16Y7J9322b99Ob2/vvPUmybYW4sp95p8P4DgWqqZxcw7SkYjAxw/NNppKIgslinlJw29QyDs0I0GpmMPHIn4b+YJLzVcU8zahhv/9/SNtJZGlYrbvvlAosGnTJjZt2oRSiomJCYaHhzl+/DhKqVS7kgRxVxNma0jUyc60GUmad6FVpEEQ8Nhjj1EoFM6ae9vutHGCZNbMlVdemT4t54uFBJE9z2PbgTN4QUSp4BAo8KYmsbQGBE4+j7Q8hGVBpIhsFx0qY53YFsKyETIiVJCzBUfP1DhyurqgY19OzPcBIqWku7ub7u5uLrnkkkmjJPbv30+j0eDIkSP09fWtiraRswVWZyu1eDpgxUkkSfMuhESSxTxdLUq7x0YkOHr0KMeOHZtX97HpMF/1a7Va5eP3/IBmJABBJC1UGOI6hoB0vI1kWzU/wi0WjFIViBSUizkm6j693QVqngnwaaWoNkzLxf/5rQP87FULPoVlwWKt0Kmuzw9/+ENs205rVSqVShpPWUy19FIxW5Pmiy66aMWPZyWx7O7MVCxEcKa15siRI7O2Emy3JaK1ZufOnSilFjRrZirm484kAcVtZxwQTbrKOarNkNAPcS1JXWuU0ggpCCONEOD75lylYywRN+fg5Gyo+0TCQkhF3rWo1kKKBYdy0eXhg8P87FWrwy9vZxvCjRs3snHjRrTWqeuzc+dOoiialPVZiY75sw2u6rgzbcZ8SSTRYjiOM+tibqcKtl6vU6/XufDCC9NuZ4vFXH1WDx48yPDwMFdddyNPffMHCClpBIpSzqJeB6Sk3F0kJwU1L8Rr+Fi2RbLJvOugghAhJfWm8cdzjo0SmkbTp5CzsV2HppLga3acaLJ10WfTPixHtkgIQVdXF11dXVx88cVnNWh2HCe1UrKuTzvlB8/UObxwjtyZuRb9+Pg4O3fu5JJLLmHDhtlVl+0q30/qbXK5XFvMz5lIJCHHXC7HLbfcwp/83wPUvJAIgedHWNJiTV+ZmhdRyltU6wH5Qo5y0cH3QurNkJxjESro6S5S9xUKTS7vEkStbFC5nCdEEoQRIPmXQxG/uOSzWjpWIuU8tfdHs9lkeHh4Upn+YrQps2G1kogQoqq1XtYDOCeWyEzS92Rw1LFjx+Y9OGqplkjWKrj11lv50Y9+tOhtZTEduSV9Vi+66CI2bdoEwHceP0POtYGI0BJoy0ZYAoiwLXODF1yLakPT01Wg3pygULCpe5qGr0loSkhBEAEobEsQCEEYKAqOubEPj6hVoRlph75joRZEPp+f5PokZfp79uyhWq2yb9++JQ8Le6aOiwBY1uEuC4mJhGHIY489xujoKLfddtu8L/xSLJEgCNi2bRthGHLLLbek4yLa1aw5e7MPDQ2xbds2rr766pRAjg/VOTnSRCMQQHdXEa1Bx9etEZjjSInCshjoL6NF/LUJyOeNZqW77NJdNgHFNT1FlBJIS2BbgNZ4keZrDz+15PNaKtqhNF2KQCwp07/44ovTnrd9fX0MDw/zyCOPsG3bNg4fPszExMSCyGqm81otJCKEeIEQ4v7M/z8thPiF+N+HhBB/IIR4VAjxsBDiZiHEt4QQB4QQvzLXtldFTCSRkm/evDldYEvZ3nyQzNq99NJLJ3VaS0hpqTd6QiLZQr2plcVf+M+jSEtAqNGWxItMIDVOvKQ3sVLmd6Q0VV/h2BKIsGwL27IRwkdYVmyJgLAtCCIqBQc/iAjCCKEkX/7+QS51TtPf3z8vVehyYDV1R0tckKnDwoaHhzly5AjVajV1ffr6+uasCp/umFYLicwDR7TWW4QQn8A0RXoukAd2Ap+Z7YPnLMWb4Pjx4xw+fJjrr79+UZPTF3MzJd3HpnOZ2lUkmGSNHnvsMaSU0xbqPXxkjACBQFAuOozXfABEbHuomE382CJp+sYVsHMuohHQXTKtEYulHAJBGCmkFIQIpDQ/DS/CsgXlvGTIk1x++eWMjY1x8OBBGo0GXV1d9Pf3T2qDuJxoBwEsZ71LLpdjw4YNbNiwIXV9hoeH2b17dzonORG9zcf1OY8Uq/fFvx8DylrrCWBCCOEJIXq01qMzffCcpHh93yeKIvbs2UMURUuae7sQJN3em83mjPtslzsTRRG7d+/moosumjbTc3ykzpmqRxRpnLxDFCoqeZshL6TgWliWRGhF3QuJQo1lGZIA0ArWrylT9YzpISxJMyaa3q4cjRAKBYfxuo9rS4qVPAVHIG2b7x6s8oobWqrQ8fFxhoaGOHz4cDr8qr+/n3K5vCxWymojkdm2k+1QtnnzZqIoYnR0lJGREZ588kksy0qtlJkePGEYLqlauY0ImRy+mFps5sW/Vebfyf9nXZznxJ1pNBo8+OCDXHDBBVxwwQUrYlI3m0127NjB2rVrZ+z2Du3J9iRFZZdddtmMmZ6v/ugECAvb1nihwvdCugoWlUoeYQksSxOGmnKXi44iAi/ECxSWFCilqQVAfApSSPIFk8lxHJum0ri2RU1DvpKjlHfwghBbwD8/PsIrblifnmu2F0jSsSwx5ZdDwNUuEjkXxXfTuT7JXJp6vc7OnTvT65XP5xdt0QohXoppxGwBn9Vaf2TK6xcBfw30xO/5La31N+bY7GHgGiFEDigALwT+fVEHOAUrTiKjo6NpfGCuSth2ISnYe9aznpXeADNhqSRy9OhRjh8/zvr162c1Yx8+MoZGUy44jNcCPA25gotXC/BDjetIwjDCsiSBgt5um5Nn6hTyNn4kiJQJqvq+h21LbMcCAnI5m3oQ0vAipBS4OYeaFxEpjRYR+07XiJTCmmbxuK47afjVxMQEQ0NDqfjO8zzGxsbSYdiLQbtiIquhDUAylnPt2rXU63UuvvjidFiY7/t8+ctfxrKsBcVFhBAW8KfAizFtDx8SQtyntd6dedv/C3xFa/3nQohrMK0BLp5tu1rro0KIr2BiHE8C2xZ8wjNgxdyZpJFxtVplzZo1K0Igi+k+tlgSSc4vCAK2bt3KwYMHZ3wSDY43GamH2FISaU3OFjjdeZpBrDZthBRdi6YXYUlBALiuTXd3AUeA34hILq2Ugp6Sw7hn4iGBFuQLNrVawNq+IoHWREqTcySRBi9Q/J/HTnPXjbN3os8KuC655BKCIOChhx7iqaeeYnx8nGKxmAZoF9KGYTW5M+1qSKSUwrbtScPCwjDk5MmTfPvb3+ZFL3oRl19+OV/84hfns7nbgP1a64MAceOhO4EsiWggWUDdwIxpt6xGRGv934H/Ps17Ls78+/OYwOpZr82EFbFE6vU6O3bsYMOGDVx44YUcPHiw7fuYenOGYciuXbuwbXtB3ccWQyKe56Wd5ZNGzbPFVu559CReGBFhsjGm3WFEFGlc1xxnQj8JmSgESGmyOUQ4joVGsLYnj0KgNfR15fAijWvH52pJIj8i70oUgpIjkELw3X0jc5LIVDiOg+M4XH311ZNGdO7Zs4cwDFOZeU9Pz6zXejVlZ5aTjGzb5qd/+qf5xCc+wQ9+8APq9fp8NzddE+apnaU+BPyTEOJdQAl40aIOvE1YdhJJGvlce+219PT00Gg0lqXje7YyOBnWnRV1zRcLJZGZKn1nk73vODaBlJIgiLClwHWkCaAqTRR/xI//EcW/wzjN6+Rt3EaI60iCSNOINFZMObZj4fmKIDQWTGKulAs2o9WAhoJizuLIcAM/inCXUBeUfepGUTSpwjaXy01KI2exmiyRlej0ntTNLKaIcxa8Efi81vrjQogfA74ghLhOa93+StR5YFlJJAxDTp06NWlw1HI2a4ZWUdt8uo9Nh4WQSJIq3rJly1lFVjORyFjdY6gRUMzbNIMI1zH6jpwt8XzTQxVa5OEFSRVvXNWrYU1vnjDUjDUCtIZi0aE54WPbEivSRBFUKjmUNgRS9yOU0qzpz2PZFkprvrVniFddN7Dg6zMdLMuaJDNvNBoMDQ2lfVW7u7vp7++np6fnGUUiic5kgZhPE+ZfBF4KoLX+TyFEHlgDDC50Z+3AspKI4zjccMMNk/62XGMjwjDk8OHDjI+PL3p4NswvxZt0OqvVajOmimfSmzyw+wyhAj9UFPMODT/C0mDbEscSFPMWhXwBoTW6ZDMyYYZXJWQSKUU147K4roWwkt4qgmLeZqIWYNuSUGls28RY1va45BybQGmQkn8/ONo2EpmKQqGQZt6SaXpDQ0M8+eST1Ot1jh49ypo1axbdB6SdYrN2pF9nawOwCBJ5CLhCCHEJhjzeALxpynuOYLIrnxdCXI1J155e6I7ahWV3Z6Y+kZej47sQgscee4y+vr4FdR+bDnMdXxAEbN++nZ6eHm666aYZ9zUTGT18dCyNmdiWQHshDT9ibXceLIucbap2lQLHtujuyuOgODMRYElBFJkFlM8ZsnAdCy9UlPI20pLI+NALeYtaIySMdJylsdACgkiRs21O18IZszTtxNRpej/84Q9xXTcthktaIPb19c17Qa/0MO+5MFvdzCImBIZCiHcC38Kkb/9Sa71LCPHbwMNa6/uAXwf+PyHEr2HCZ7+gz+HU8POyx2oWyczYyy67jIsvvnjJ25vNnUnk+Zdddtmcc3anc2fqXsjJaoACKgUbP1TYUpIrWuRyFtVA4QUKx5J4ymhCwkhTKDiUI9BKG0sCMzyiVHAo5SzGmxFdZZdGoIi0ppCz8CNFd9FhpBYw0JNHSkHNi1Ba44URdij4twOjvOCKpQ/cWgim9gFJBl8dO3YMICWUrq6uGQl6tbkzs3V6X4xaNdZ8fGPK3z6Q+fdujCx9VeC8JpFjx46lpnF3d3dbtjkTiZw6dYoDBw7MW54/HYncv+c0lhCESlMNwBXQU3GoeopmqJECgkhTytt4gcK2pPltWzg5TdkSnBr3sCyjE+kqOWauN6auRsX7KxddvEhhxS5PMW8x4UUobbI9iWDtP46MrziJZCGEmNQCMZn5+9RTT/H4449TKpXSAG22bmU1dnpfjW0AVgor7s60A0opdu/enXYf27dvX9taJE4lEa01Bw4cYHR0lK1bt87b5DbZl2DS33aerCKEpFKwGa2H+FrTW3Gp+T5BpMjbgiCEnAUTQNGR1JpGdwxguTaW9MnZFgpohIqKa27efM7GcjTVRmDII1LU/QjHlkjbImxEFHMWOVuC1mgNTw4327aQ2oFk5u+6devSNPLQ0FBat9Lb20t/f/+q04nMJzvzdMY5s0QWGxxrNBps376dDRs2cNFFFyGEaGuwNksiSXuCYrHILbfcsuDBTVnyrHkhg9UAhMaxJAIo5G28eCBVECrcnAWYJsvQ6qsaezBIS7Chr0DDi6gFEQLI5W2oBViWQFsCGiZIW9AWDT+ir2K6vwOUchZN36hgc47EDxU/PDrBj21ujxXXTmTTyJs3b067lQ0ODnLmzJmUzPv7+ykUCovaRzvJaLqHS8cSWc6dxt3NFlp0NzQ0xOOPP84111wzqYN2u7qbJdsKgiBtILR58+ZZJ93NhKkk8q8HhlAa46KEmv6yy4QX4kiBY0EQgEyKYeLfSWk/KZloaoGiK29RCyJyjmUaN9vSVO8GEY5lBGU9JZP5KRcshuoRhZxFqDSObSFtC9sW2BL+/cnReZHIOYzbAZO7lSUzfQH27t2L53n09PSkaeT5WhcrkeIdGFieDNhqwoq4M1ORdDebL4lorXnyySc5c+bMWT05ku210xKZmJjg+PHjadOaxWAqiew4WY8tCoFAo5PLojWOlPSXLVxH4uYt8pakq+hQbRp3yEsFZ2a7rmsDPgVH0tSwridHM9JoBL2VHI1I4djmppaWsW7ytmCiEdFdzlF0jTzNEjBYi1ZFx7OFQGtNPp9n3bp1XHDBBURRlKaRDx48mPZU7e/vn7Vnynk6zHvV4ZxYIgtZ9IlLUSgUuPXWW6f9stpFIlprTp8+zcjICLfffvucTWhmQzZV3PBDRmohBUcy1owo5y083wju/Egz0OUy1lS4jqTRDPEwWRjpWFwyYHNs2FRmh2EECISEvoqLI6AZaOqhIop9HsuWCKWoehE9JYcJz1gnGlhTcRG2hZSG4KQQ+JHmkeNVbrlg9mDxaiKaqYs/W5IPrZ6q2Z4pySS9rNvRrhTvM7nTO5xjd2YuJCnVuRo2TxfEXCiiKGLXrl0EQcD69euXRCAwWSfy3YOjJjgqBJYAP9TkHBvXV+QLNjnbAkx6VmCIpeBImqFCWBYbegsMVz2i2M3xI+OW5CwgCLEtSSlvMVz1cSxJ3tY0Q+gu2Uz4mlLOZrQeUMhJCragESiCSGNLsC2bB49NzEkiyTmtBsxFaNmeqknPlKTFQdIzpa+vjzAMO9mZNuCcujOz4cSJEzz55JPzSqlalkWz2Vz0MSbB2k2bNlEoFBgaGlr0thJk3ZknztRRcTVtwbUYa0YINBf05hmshfiqJXHPO5K6r1ISsS1BPdBs6s1zZMTDloIgdm/KeXPjFl0LES8G2xL0Og4nxn1y0mR5pBSUXEkhZ+MHCi9UOJbAtoyq9UQ1mHNhnuuYSBYLcUOyPVMuvfTStGfKsWPHmJiY4PHHH2fNmjVL6pnSZsXqeYdV584opdi7dy+NRmPeKdWlBFaTStQkWDs8PNzWRs0NP2SoFmIJU/IfaVOFW8jZqWURxlZBM9RU8hZ13yxyIFaUKizHZkM3VL0wnbubLCRLChqhopyzkKJVeBcJC1tGeGFEOSeRQtAMTSrZsiRW/L66p9h5qsr162cn69ViiSwllpHtmVKtVrnooovSoVfJvN/+/n66urrmvY9OivccYCYSSUrq16xZw1VXXTXvm3axMZFkul6210i7Mj1JTOQ7+wcJIjNkKmdJGr6iv+QYMVisFAuVJmcbyyNZ2MnvREwmBSgh6C06nK4FWBLqgWZdl0veljQjRU/JoR4oVCjoKdp4CroLNkO1gGLBwQsVAsg7RitSzNk4thGuPfRUfVYSWU2WSLviM9MNvRoZGeHkyZPs3buXQqGQBmhn65kyU2A16Q73dMeqcWeS7mNXXXVVWg06Xyx04WfFalu3bp30FGkXiQghqFar7B4X5N0cXqiItBGSBVoQBXHDS63xQk1X3jJtAWKVaSJvF7SuX6ShnLc5XQsouzYhgoJr4SemiRDoOO3TX3IZaZruZnlHknccan5AT9EmiDSVgmv2EYFrwZGhKgcP1tKn8NTvrV19QNqB5RLIZef9aq2p1+tpp7IgCOjp6Zl2Ps1sgdUOiSzXTjOBVa01R48e5amnnuLmm29elHBoIZaI53k8+uijrFu3js2bN5+1MNpBIlprjh8/znC1TmitJfBNPUy9GdJTsGkGiglMHUvRtejqsrEtieXYFHOSC/ti6qgFNGPlWXKcjm2xpuziSMG4r5jwFSXHLKicbZG3Lc7UAmNtNCOagaKnYKf9SXK2hWtpQgVFVwICSwhc2+KEL/FiyXm5XE77ibar0fBqayY0G4QQlEolSqUSF154YdqkOcn6uK47qUnzdOfVaDTa3UdkVeKcuTNJx/ddu3alIxUWm26b71DvpIHQbL1Wl0oiURSxc+dOAEZz65GRxJaaZmhcllCRiXcINvTkGKpF9OfMLBkNeBG4tuTi/iKj9VgrEivPIq3JOxbmSpnYSSlnM9oIydsS2xKcqQUIISm5kpqvKDiCiUBTdi28SFF0bVyrZeMoNArB0cDluddfPWlK3I4dOwDo7u4mipamKWkXiZyLdPPUJs2NRiMllHq9zhNPPJGmkRP902IElXM1aY7f87OY7mYa2K61ntoqYEVxzkik2Wzy4IMPcuGFF3LBBRcseXtzLfzjx49z5MgRbrrpplmfDkshkcTK2bhxI729vfzno6eMvN22iJRJJ1Y9E9hcX3aoRRqhDXkkncsagYmLBJFGSEFPycUSgZG5C4EfapqRpq9gQyOk6Fg0I5PNsSzJhG+6pTXiERQ136fgukwEAd0FU4gnhMCNx0x4kcK1jEVyut4iiWRUwsUXX0wQBAwODnLy5EkefPDBdFZNX1/fghbJ+WSJzIVCocCmTWb0xoMPPsjAwADDw8Pp6I3vfve7OI6zoHOOH4SzNmkWQlwBvA94rtZ6RAhxziWx5yQmUq1WOXHiBLfeemtbqm/nyvYks2a2bt06502/WBIZHx/nscceS62c46eH8bVEoLEtSU/eZsyPCJSmy4obGkYRyTRdL9RGQxJpKq5pC5B3JPVA0V92UVUfP1I0gghi98OWgkrOYsxXrC3nCOL2ihf05BkPFK4WFB0TdAXwI+guOLi2sVBqgUIKs7iDSOEFgh1PTXDtuiJSynShOo7DmjVrOHPmDDfccEM6qybRXSRP6LmaDK0mEmlXJTCYezzbM8X3fR566CFOnTrFli1beOELX8gnPvGJObfz4IMPwtxNmn8J+FOt9QiA1vqcdDPLYkUtEa01+/fv58yZMytSvu/7Ptu3b6evr2/WWTPz2dZsOHnyJAcPHkzbJGqt2TtmCt20MlaBa1u4UtOdA8eWcTlMlE4TaoaKomsx3gzJ2ZJqoCjYFvVA4dqS9d15Rms+XqIpCRUX9uRTCybQmmZgFK05W0KgqIeK3qJDU0FP3mbcC02djTCCM9cSlHOSgiOxLUkQKfaP+ly7rkgURSkxJ9ckaaaUlO8nuouhoSEOHTpEvV6fdaJeO0lkNbVYnArXdfmlX/olvvjFL/KjH/2Iw4cPz2tbx48fh7mbNF8JIIT4Psbl+ZDW+puLOPS2YcVIxPd9HnvsMSqVCtddd11bO75PZ4lMTEywY8cOrrjiigUVQS2ERLTWHDx4kJGRkVTTorUmDENOTAQgLAKtKLmm+5glNKWcRT3QFONgaKjBlVAPNa5sxUrMb7OfvGNxuh6wsTvHkyNNbCnw4v4hyWdcS9KVszlZNVPv8nHKuJJzaDYCSjkTRenKO4w0AzNAPG9TykksabrF51yLM/UQYVk4cYo6iiKUUjSbzfTcslaK67rp2MnsRL1Dhw6lRXNJpW07YyLncij41O1MF8vzfR/XdbEsi0svvXTJ+8nABq4AXoDpv/o9IcT1s425XG6siDszPj7Ozp07ufzyyxkYGKDZbLa1WfPUGzOxDG688cYFKwbn2/8kCaC6rpu2ZEwW3LGxBloYi8BXGi9S+Ar6ii6jzdBYD/E+6r6it+BQVibwOeFFaVo3Oa9UOyIl/UWHSGl8DYGG/rzNiBdRydnpLBqNoK/g8NSElwZxkyyNawtCZQgk70giLWjG4jbXkuRsyc7BOjdvNE2uLctifHycffv2pdqdKIrS78+yLIQQKbEk6tDLLruMZrM5qWFzuVwmCIIl9/FoBwHMpO1YzHZmquBdqNAsnkwwV5PmY8APtdYB8KQQYi+GVB5a0M7aiGUnkSiK2Lt3LzfeeGN6UZejWTO03KWkWfNiUpPzeVImAdSkp4nWGqVUamY/OeYTKY0lBT15m6F6QMkxpfiu1Sr331RxibSm5FgMNUJKrkV/yaE379AIo7RTWTouwpZU4q5nvm/0rhFGiOZYgtFmSNm1CLTGkaZOpxqEFGxJPVR0F2yqnvlc0TWZHC/U5G2Ja4m407zg2FjAzRfYoCLOnDnN/v372bJlS5p+V0pNslKASRZKsjjz+XwafFRKcerUKcbGxnjkkUdwXTeNpSwmrd8Od2a5GxIt9AG2detWmLtJ89cxIyP+SgixBuPetH+Q0wKw7CRiWRZbt26d9HRfDhLRWrNt2zbK5fKSmzXPhqkB1KkEEkQR401FzrLwlTYtCR0z6S5U8dxcW9NTMKQy5kVGqo4RkyEEodaUcxYlx+J0LcCLkk7vmnqo6cs7jPmRcZMizYZKzhg2QrCu7DLiRfiRZmNXnkak6CtaDNUDunI2J6o+vXkbS0oCpSg6Mk49m8Cu0jARhEw0zRQ+2y1w2+3PRQptJomTkdvHi0cplRLK1FhK1kpJ1KHXXnttOlZi7969+L4/qR/ISmReVnLmzHwRx5DmatL8LeAlQojdmGfIb2qtl17stQSckxRvuzu+12o1arUal1566azVvktF0mc1G0DNaieEEOw7XSfSGoVRpIYKunMOQ82QZqjozVvYFtRDRckxvT4SwUaa5g0VYOIel/YVOFn1gZaKteBKCrak5Fg0IoUUoqVwFcYZ0kAxfl1pTX/RQcWZoJJrIQVEWpj3hAo/VEhpPhMpwa6TY1zd59Lb14/WyrhYgri1YhQ3SjLby1of01kpieuQDYhmx0okQq5k+FWhUEitlKVWU8+E1UgiMK8mzRr4b/HPqsB53agZ4PTp02mdw3IRyGwBVGDSzXimoXCkxI8UgTZDqUBjC0HBkRRdyYSvCJVOLZCkKrcZKhxpyKLomHiKQrOxK8fh0aZJ7yKItGZ9JUcYKRoReErR5drUQ0XesVhrCQZrAXlHQBNqfsRA2WXCi8hZklAphNB05RyaoaLqmyzRmoIRoUVKc6rqc/slA0C88LUGZEx4FsJxUiLRUUiWUGB6K6VWq5nzDYL0dSnlJCFXIjfP9lZN6lcWUhQ3F5a7IdFiO72fj1gRElmOZs1Jt7OhoSG2bt3Kww8/vCxKxiSA6jgON998c6qOzaY8EwxONPGVWU4F26IZBmgUSgvytqQgTLMhI+5SaczDjxSuFPhK052zGPMi8rbE9yMKjmmFeGlvnhPVpNOZsRzKrg2xW5OLsz22BMdKMj+a7rzNWNPERSb8iL6ibQ5QaISAWhCRtwTrKm6qYhXCBG6Pj9a4oK+CVskA8Za1g1IgJVophO3GL2m0ClO3B1pWypkzZzh69CjXXXfdJIVxsggTtycrN08GYydFcU888QSlUokgCNLsx1K+1+VuSNQhkVWMKIp47LHHyOVy3HLLLenTbDEy49kwXQB1JgIBODoWgNbY0mgu+goOo14IGvqKNmfqAX6UuDGmZypa0wg0XTkL34tigmn9zluSWhDh2oLuvBmJ6UcahBGanY6DtrUgpCtnRmQ2gohKLHEvu2a+TXKoUoAtBTnH4kzdxxIwUHbJ2eaYhYCclOQswaGRBhf0FluWSJL9Schaq/Q30jIBFWmb3iZKobUCHXHyxAmOHj3KzTffnC78xO1JLJXke83GUODsorharcajjz6alu739fWxZs0aKpXKgh4gq9WdOR9xzkgk6fy10C8yaaA8VS7fzmbNMHMANfvkzKLa9KkHxozX8eCpxPgquRKlTU/TUOnYUjG6jt6ChRea//fEozKpB8hY/5H8zjsWPQhsQUaBqugr2NjSEFpvwaYehGgEGyoOI15AEEWGfALjytQDRdERuFqgNPTmHUquZMIPiZSxZEy2x6Luh3iBxrUnZ0MSy1IklggyJhnTP9b827hxQSQplLu59dkXILSaNjjrOE56bROini44m3SAT9LqQRAwMjKSNhiqVCqpHH+uzFxn5kz7sGLuzFQklsNCvsik2/u1115LT0/PtNtrB4IgYOfOndMGUKcjEICjYyFSCkSoUNqkXEMF/QWHCT/EFhLXMsV4vXkLWyoCFZGzbaoqpGxZ+H5Eb8Hh0r58GidJnv4C48YMlFyOjDdxYvenK2+nw77BBFkjHc/q9cBXmrVFizFP01swN3vJlQzVA1xL0JW3qQWm8K/kWkjM+o+URgnB/sExrt3Um5IECBNoFcIQSGKJCAu0it9m3tNsegS+T09vr3mvlICM36dARSwkODvV+nMch4GBAQYGBtBaMzExwdDQUDpNL4mzlMvls76zdpLIdG5VtVpd1JSA8xHnzBJJFv18tBxaa44cOcLJkycnNRDKYr6VvHPt5+DBgwRBwLOf/Wzy+fxZBHI2BL6Gqg9RqNBC4FqCZqRwpEjdCC92Y/K2JAJytk3gh6mQLFlMSmkaUURPzmZAuwTRZOsqZ0NvwQYEoVLUg4iik7RJtOnKC46Pe1gSunM2Y15I0ZWMecnnTem/BvoKDkIYy6grZ6N1Op3CEAGCkWaEViq2MsxxtiwRC61ChIgtEcz5aq0Io4ggCOjq7galMy5RQkYSYdtx5kejo4hkTNdMwdnEnZFS4vv+JKFbtsHQJZdckrZBPHLkCNVq9ayiweUeXNVoNDqWyHJjvpaDUopdu3YhhGDr1q0zPj3mU8k7G5K2BLZtU6lU0uNL4h/T71eC5fDk8TE0Gts2n9FoIqVwpbm5BJqSa1N2LIabASpsyd4TDknSu4kmpBEqpFDkbYvRpmmhaN4v6c7ZBEoz7plOZRVXMtww0vdIRen2Kjmbqm/aI0oB9SAkZxvLQwpwpSDQRikrhTAWiYZex8YWAilNYeDx0QabeouGBOJ4h7FEohaBxO6L1hrPD1BhQFelKxMvUcRR25RUtFYtl8iOHyazpJBrtRqPP/44V1999aTvezqhW7YNYjLzNykatCwrVdcuNRg/W3amExNpI6b7kmzbnlP63mw22b59O+vXr0+n3c2EpbgzUwOoDz/8MEEQ4DjOtAFUAKSNRnJ6aJxGZCTpWmiKlk0zjOjOmWyIawn6Cy5VPyLSpGX6iQWSeCJepJCYNK8rzbxeW4JGs6HiMt401yrSEY3QxELGPSi7Jqjak7cNUcTiMy8MUVrRV7SJNPQXHfzQEMuZuk9f3iFnS1SkyNmSsWaI0pq1RQdLSixMPEZozckJnwv6SpDGO7KWSBRfH526FLZtUyyXY3dHxu5OkiZOPh+lr7WslMkpZBNvMVbKxITpBXP99ddPesLPR+g2tWjQ8zyeeOIJTp8+zalTp+ju7k6LBhdqnXSyM6vYEhkdHWXXrl1cffXV6TyR2dCuEv7EbXnqqadYv3799JJs6aARjI2PMe5bxFIQFBApRc6S+JFxE3K2FT+ATQykYMvYyoirb6MIS5imRZVYQ5K3oBYapaunBAWpkQWboXpIMw6+FmxBzjJd3GuBpq9g0QzN9ay4Aj8yMZmBks1IM8S1JGZsb9zhzDFalq6csUxCpVlfcnEtEwTWaNCGHMNQMTRWpa+rNCUr0yICjTHhHccx1+yszI15T5IeTi0YKQ0RJWK2eEBXEkPRKkIhkU6e237suYZ8deu+mRpLyf4kVkaWUAByuRylUolNmzbR29ubDr568skncRwnjaXMpyvZM73TO6xSEjl27FiaEpxvXcViLJGZFKhXXnklg4OD7N69myiK6O/vZ2BggHKlC2E5BGFEvV4jjOxY2q5NEyFhMh6OFNgWdOckXqgoueZJ2ww13XmLomMUpxd0GX1Ff9GmGcZPcl8R+Q2QBYqujdeMKLo2Ila7JtPwvEizseKkc3vrQYQTZ3JytukjUg8URVswAtT9gJIN9chU+DpSoLRAYrI868s5XMvM5w2UEbu4lhnPaQvJU6MhUo2Sy+Vw3RyWBGHZ6DiVW683yOXyOI49xUqZkrlRCkTswsjEtZGG2+I0cjbzE4ZR3GKgOzZmNEI6aBWZ96uWNTuVUIDUSsmmkhNXKHl/thfI1KLBpPv7THL8TnZmFWRnslBK8fjjj+P7PrfddtuCTMt2lPAnwbt8Ps/mzZvZvHkzQRBw5swZJqoNhJMnCusopSkWigx7oSnXFxIhNTUvMpW7UUTOEkTaoqEjImWK3HICuhybIIwIFGgtaEZGYBaqkKII6bcC8oUKJ2utoKtjGQtlbdHm+ESAEMTqVZNRAePWGL2IjxSCvoJNPfCpBVE8sEqTExofQW9c/p93bMabZj8F24jagti9sYVIPRAtIRIgnDyObeN5HmFohG/FUomJ8TEqle44SJ6Nl2TcFHT8zzimIjNWik7iJa14i9GZQHVigu6enphwslkhyzR1tGNZvFYxsUwOzk61UpIK5Hq9nn7nWSslWzSYHc+5f/9+8vl8aqUkwf3Zqng7JLLcO54SE0kaCPX393P11VcvONg1X0skG0CdToE69WnjOA4bNl2ERtBoNglUgJCSUxN1wtAGNBITb+wuWIw3TbpUCom2YpdFmXaGo01FpAVSmBkzXTlJM9LITGbGzpepuBYmGmCQXAnHlmzqck38Iv5b2TUVwAVbUvXNzN0g0kTauEehFlhBnZLtksvnmWiEJvgZKrpzJl6ysewQKiPFL7mWyd7ElcC2MEcXac2ZiYDu9Xlsx4FY9j8+NobjODTqdaKci+2YmErLEoGs0jXrpmSzOoniFSHRMfHWazW6e3qMViaNxSiz7cRdIpHjG4FLsl+0mtZKsSyLffv24bou3d3dZ6WQs9bM1PGciRw/6f7e29uL53nT3qvPlE7vsErcmSQuceWVV7J27dpFbW8+Kd6FKlBBgrRRWlNv1PF9j0pXF2MTISEKKUP8po8fBIRRiOPmsIVNLg6uOhYUbfPUl1IghOktkrclgR+lzYeqtRpYedx8Ac9XBEqjtaBoS4YwCxgww6eCiN68zVAzRABVX9GTj+frIlhbdBj3TAvF/oJkzAc7V6Dg2lR9RcE2VbtaCyb8CEtAzrKo+RFlR+BYZsBV2bHjhIqJvUhpJvGNV+t0lYqEUcT4xDg9vX1IjHWntKIRP+GFEBQKhXhRZvUlEp26MHG2R2u00PFrCt8P8JpNurq7TbmEJs4KxcSjMlkds+lWxie2gDQCYecxwWBjpWgVsW/fPqIo4tprr02/7+mEblrrSSlkgGKxSLFYTLu/j4yMcOLECbZt20axWJxUNNhsNhfc4uCb3/wmL3vZy55glibNAEKInwHuAbZqrR9e0E6WAefUnfF9Px2XmcQlFgvLsmadxztXCX/2GDWAsNDCBATHqzWkFJQqFcbrCi/S5G1BGFnIQg6cHDmtaPo+2q/jW3kCJA4RJdem6ut4QWq80KRkgVQkZjkuKNKxDsmYiGYImyqmcC59vxDkHYFoJkpYQcmxU6IRmM5okYZGrQpOmRAjdGuEiq6cmXznSEG9rlhbdKh6CktA3rYY9yO6HWlSwE5ilRmNiGNbDFY1rt2k6XnGSgDjzhFhSYtypQuUUc026g1Dro6TKlMhQwAZC0RgrJQwimg06nT39KbnQypoa1kiaeAWplgpdsvKSWy52ErRwmbtug309vTMGpydSeg21UpZs2YN+XyeW2+9dVLR4O/93u8RBAEPPvggz372s+fllkdRxK/+6q8CvIwZmjSbSyEqwLuBH8650RXCOWuZbVkWg4ODnDhxgttuu23JOfXZ3JlTp06lCtSEQGayQDSAdFDCbG9oZBTbsrDzBZqeRivT3DiKA6oaQdGGUEvKhTzlSjeFnE3JMindRrUKQNMPyFkizlCYfU3EVa0hpjTfizQ5y/QVcWMi8ELoiWfuJiQjkawrmcl3AI1Q44gkqGrRHQsoy+VuKnHMxI2L8vxQ40cmyGv+bp7aXTmLRqAoO5KcbZGzzCIUaKRIxGcmJT047lEpl9MqZHTUOqlYvSqFoFQu09XVRS6fjzukjdFoNKhXa6meJq4GjC2Z2IXp7mmN7IpdK+PmJBaMabSgdUtin76WZH5SAonVs55Hs1Gnr38NQloIO2/iKdKOYzYGicvjui75fD5tcQhmoQdBkHZny2aAkoLBm266ib/4i78giiI+97nPcccdd8x16wKmSfPll1+O1vqg1toHkibNU/E7wEeBxQ+fbjPOiTsTBAEHDhwA4KabblqS2CfBdIHVpNJ3eHh42gDq2QQijPsChEHA+MQExWIJaVtEgULFdS9CglTC+OBKo7Sg7ELNB42iaFtoLQlQlLscRhshvgLZnKBoO4hA0u04OPly/GTTaDRnGlGcHjYjIGqBsXi8ENaXHIYbIUIIAmVEYAXXZGDydjw5z4sIwwA/NG0G/HRAlabmqThrJChYscWRk0RK4EizkAOl6basdGavr8AWYAvT1FmpAFvahNKl4YUU8i5C6NiiSERbsWYEk3lBCOO2SUlPT695qktJrVpFKUWxWEJFRtMShBHd3d1GEk/qp8wYqG1ZKclrSaBWt+T3StFoNFFRRLmr20jtU8Ijjq8kMZwgzvjMz0pJfqb2ne3r6yOXy/G5z31u3vfv8ePHufDCbGfEs5s0CyFuBi7UWj8ghPjNeW98mbHiJFKtVtmxYwfr16+nXq+3hUDgbEtkugBq0gNkugCqFhKEiX94nk+jEef5pYWKNKEyjYaMjlKAMDdqpAVWXGsi0biOGWXpWNCIhZf9BQdfQb6SZ9xTRH4dKQWBlthhQCgcyq6kNyfJ2SbNa0uzGHOWCZTaQsYd2yO8UMUWkMUoJsbihVC2IoIQhJ1jvSuY8DV1X1F2LeqBSTlL4uFZvonXNEIo5yxGGxH9BRvXsqj6pv6nYBu3J28Jmo0GURRSrOSxpGa0rnEchWVJhNDI2JowC5vJSlVI2wZYllnklUrFXL8oTF2Yru7eVGtiJ+Ibphe2AdOI3pJAbat+J4rMT6VcaYneks9LgY5UJvMTux1xJXja1iCJSWVcGaUUO3bsSOtjskK35Wh9IYx59cfAL7R1w23AirgzCVEMDg6yY8cOrr/+egYGBtrarDlriXiex8MPP0xPTw/XXHMN2ebC0wVQtbDQ0jGBwUaDptegWO5CxARiYhHxfoSJbYRKp9XxQdxDpJQzIi8/0kipKbmCnCWxpUQpk93RWiMdE+iEVhPm6sQEkQahNOtKDla6v8RNkVhC0p23kmcwfgi9eSt1ZSQCLOPL2DKtdIldk0Q6L6j7Rg1rS5m6ZgB5y6IRmPMqu6bvas62aPoRQtp0dfVg27FlgWZsIiSIFDrj2qmMKjV56msw9Tdx3CMJprbUq5r+NWuxLIFtm0zP2Ng4YRThex7QSu+mpdEJgUyyROJMD6Z+xw8CPK9JpVxuHRPJ25JMUWLBJBaUTtW1QtoI6SCcvHF7Yiil2LlzJz09PVxyySWxdsbFtm2klGzbto2TJ08u6P7dtGkTR49mp0Wc1aS5AlwHfEcIcQi4HbhPCHHrgna0DFgREtFac+DAAY4cOcKtt95KpVKZNI+3HUgskfHxcR5++GEuu+yyaZsoT41/GAIxoqlarU4YRpTKXVjGvTZxAIwwS2c+l7PMYrKkaYFom8ABltCx4ExiIwmi1rjKUIs4BtEaB5HLmUVfLpt0oB+EBJFAeR55qdLgqyk5EZQd2wRPhYmRCC1pNOpmG4UCPYWYnKSkOx4TobU5hlCBHQviunM2YSToci0aoaa/aKG0iceUciatawmJ55tK21wul/aJNZkL0FJTr0f4cQvGhEhMqCJJ3SYuplmkWYVrvV7D8zxj8SmNZdk4jk25UqG7uwsVmUDryOgwoTJjK6K4GHASqQgrjpuQitXq9QahH1Aql+PYS/ItJFmcOMCbuEcmmt5yi0TympgkatNas2vXrnQ6YAIpJbZts3//ft7znvfwz//8zwu6f7du3cq+ffsQQlwihHAxTZrvS+9Vrce01mu01hdrrS8GfgDcsRqyMysWWE16QCRl0+1u1iylpF6vpwHUNWvWzJ2BkTZaWKgoYnx8DCEExXLJdFGPM4s6fnfyyUCJVJkq422WXIEXCSJlApV5R8S9OcynJmo1tFZo6aQjHJLtJVZAkFjYjhFPWbkCOcsxGRag6Zk+q7aUrCnaFBwj5Y40FBxDHK4lkDqxOkyWpmAb66grZ8XWRSzCQhBp43qBCeR6EeRtkzFxpSAIAqQOKOZdhBRIYTQuqbhUCDSawFcEoYpJRKcaF7MuY/chEwDVWlCr1dOApHFJWlZGQg5uzqVQyNPX05eqZmr1GuNjowRhiB94aebGfMaQg+d5oKFUKbfIRujUUkkK/9LXWndETBxZHQro0E9f27VrF6VSiUsuueSse3Dv3r3cfffd/O///b+5/vrr57hjJ8O2bT796U+DacS8B/hK0qRZCDG/6Ow5glig77ZoR8/3/Ul+olKKH/7wh/zYj/3YYjfZOiit2bt3L8ePH+f5z3/+nAFUAC0dI6IKzcClYqmI7bjGoI3HUarYZVHJ/+Pj92KJeqTAtozlUfc1edvc03XfvOZKRSMUaBVSyJu2hLY04yzNkLpE6h7FneABzKiHOFyJJQRKG7chwsIOGgi3gE1IQ9tINHnbohlFlF2LRgCurWkGcdbAhbovcC1tRkQEZoB32TVakXqgyTtgYep9io7AjxQiikyDIseNrQ/I2yaeYsUtDgQmoGvSv9K4I9KoUoUwRCViAZlIJe1GiOW6LjnXXG8RC8xEnCVJMi3mN5P1JPFrzWaDMAxRkSJfLIDW2LaNBpqNJqVSMUNcptqZbFxl1teIyU+hwwDi4sLdu3eTz+e57LLLzroHDx48yJve9Cb++q//mptuumkpt3N7goQriBULrE4NNrWr43vinyZdr2ZrotzauQtogiBkYmKcSlc3UlqGQLQmik1vpZPAXWzhxkE+1xL4ETiWxlcCW5hF2QjBkgrXgobSVCfGKFcqhNoxuoxAp+6PISeBArpdUwGstGLc0+RsQTM0NTBhJLCljWOZgKtbLBIqgV+rgVtGEqExbQaS1iOuEPjxWshJizoKPxLkbLP4S7Z5aruWpB4YlWszgJJrjpGgSTHnoqSDH5keJvl4/GZSJyeEQMbXC0TqdkkhkMosfi1AC2E6msWakLGxUQrFIu4kAkmyMdl7JSsoa+lBktfy+UJKPEopGo26cXeiiFKpTBiG2LbDXFkckteyDZakbVyuKQSSy+WmnWZ3+PBh3vzmN/O5z31uqQRyXuKc6UTaAc/zeOihh+jp6eHqq69OrY+ZMjAAWC4a8IMgrstolX8b0z6OYWiQwmgklBIxgZixl5qWvsJK0hGxL+5HJqovVUCluy9tJ5AgjIzFESqIY6umC1okKdgOvXkrHXCVFNTlbYmFpOyKtONZV1cvfSWXfLwRP1QEnpEOSCHoysVujTIuii1NnMacJ0RK0AzidgNaxOtIE3l1SoU82nKJFBRsyDtG1OZFJpgbqJbwTSNimUWs+lCGDBW0dByYVphjo6OUymVyaSMqk7rN6jTSgKeQsQo1/vsU2TsZ4jHEArZl0dvXZ2pjGo2UWMIoQqts7ERkEjzxwy19qMUWT+iREMiePXtwXZfLLrvsLIv2+PHjvPGNb+TP//zPk+FTzzicl42aoTVr96qrrmLNmjUopQiCgDAMU7nyWbBymKY5Ps1mk57ePpKbP84dkJlwidISIRRaYJ66wlywMH6PIzFWgQIb484EYYTvB7j5EpFOWFoTKZ1mcnI2RCrJvEy2xkIlKTqakqti9yZ2fSJBDo2vIoiL+4gEBdel6muKrg2OxYRvdBHScrC0JlI2eUugLE0zIM64GJek6mm6c5JmJMjLiEYkqRQLWJZNEELBMeTjh7Fi1TLrL/lJWgYIHcv6dSwN0YJk8I4wJpeRgReLOJaViZNgCES1Mick8QqddJM3gjcmpXGTTmtmkQexTqNYLILSFGP3RkM8qqKK7bgoFeE6SRYliY9EJrWbcXOyMZDHH38c27a5/PLLz7qnTp48yetf/3o+9alP8ZznPGdpN/R5jPOSRAYHB9PRjklgTmtNf38/Dz30EOVymYGBAfr7+1vd3y1jPvtBQBgEdHUZUVOSTRCotKgNAAFSKJN2RcSLPhZRafMEV0ogpcbSJlvS9D2EXSBXsLElNEITR0ksFNcy8RA5hd+SxkRJkFVpAdqMuTS5IbPofM+ju1jCj2trwARPLWHiHX4o6S4IwrCIRuCoJgozh1dETaRbImc6K6aujzRTrGh4Aa7rkM851H1NzjbH6SuBI002SevYgrLieIcw75GxFabiOIlMEjNxlqY6MUGxmMd2XXQc44x9oky8I06FpcV5xt2Y3hWJ3Q2tCYIIpUJDIJmu84afLCxIv2swmax6vU65UsH3PHK5HFK2XCeilgvzxBNPIKXkiiuuOItABgcHee1rX8vHPvYxfuInfmLJ9/T5jBULrIZheFY25j//8z959rOfPe+GudlZM1u2bJk2gArGShkcHGRoaIju7l4uufwKLDuJlQTk8wWjPszoDiJlFixxmjKMLQeTujQmf6A0dtyT1AtNPYxrmyBqoARBs47l5AliN0CnEX/i2IKJdbiWitPCEIQmVZsEVjWt325ctNds+ijpUHLN5wuOZsKLNSvCWDZagxeaAGoYmexSJSeo+eb4czLA1y5RFGAJkLaDK03A2G/WsHJlynEzIxP3AUQrI+PHg/ryjqlQzlokAvM+Sxg+SGXySlGrmi7sdpyaNu+XiISysxL1xJVM/ElaLRcni82MW1OrVbFth3yhkImdJEHT1jaymZbELUqK7mq1WlrWX58Yo7u7CyEEe/fuRWudDjHP4syZM7zmNa/hd3/3d3npS186r3t3AegEVheChXR8TwKotm2ns2ZmCqAmDXsvv+JKM/Xe8xFS0Ww2yOeLhGGAtBxErFfQiduiReseFImVnVgqGleCryToiJwFoTTdwxq1CaxcGSdXMFkQFccYIkGoIWdpRMbMibRJzUaxVeLaUBCaegCOMOleS8SzeRUIHQJOarEIISm7hgACFROUNC86lsSxNFXPkFvRNUO7lXBxAdtxEJjJebXqOPlyD24ujxbatC8AMzlPm5CkJU0hoCMg5wBIk/5WLRKTwixaEbOfFgKiiNrEOF2VCpZtQSriAi3ijIgw1zKxLNAane03Aq2Hg26pVTVQq9exLIt8oWjiKimSLNBU4iG5eGitkZaNEML0WQWGB08yOHiKxx/fg1KKXC7H9ddffxaBjIyM8LrXvY4PfvCDy0Eg5yVWBYnM1fE9KeFfv349mzdvBpixgC6FkCAdwsBHWhaWJamUKzQajVjaPkEun8e1HaSlUcaBTx9iAonEyL8tIIzTlZZQraenUmgkOdfFdcBU4Jvh3SgTQ8iKcsO4kjdUxOMyzXu8SOBKI3l3pCLwW64PKsAplCmgiNusmk5qcWwliC0apETGU+2acTwj1IaJ8rbAU0aKL4FA2Qhtesg6QhFIB1Ufw7d7IfIIsE0RmiVohhpbGAsk0KZ1oi3AjrdlLI/EtTKkq6KIRrNBpbsby7JbdoaKXZckQJoKveIgqSCNdxhkusTH7oYJsUTYlmUsiLTgLrFsMqMsJgnSRPxapp1A8loU0NfXS29vD/v27aPRaNDV1cWOHTvQWrNmzRqklHR3d/O6172O9773vbzqVa9a0L3+dMaKZWdmagcwl/R9YmIiVaBu3rw5dV9mJxALpJFPh0FIznWwLGNOF4oFioUCPd09SCGoN+pMVKvUqxMmgh+3CBIk+hKTqrRiEz0psw8izcTYKJaIsNw8QkiEkClBZP2+MG7cFcakAS3FanL45iEtkNKi5Ajq1QkACnkjPpOWpJQz5r4ZyWtGP5hBU0ZRW3KNyyWEwEkfD4KkEt2LI8IaIGiSy5dw4phRT9we0JaC0G/g1SdohgqhFTk7scAMuSWxEFNLJGJxWXxdwohGo0mxWDSWjW51bScW6aUS+NSdTAKterJ7k8mcGPmwptlsoFRkCCQOvoKKN5MljkReT0v0lm0cnRQ+xjEQgAMHDhAEATfccAOXXHIJW7duZcuWLRQKBT7+8Y9z8803UyqVcF23rSUb5zvOqSUyl/R9ugDqTArUFNIGYTExMY5l2ZQKhdZNaIIc8eeMyZpzc2kFab1WRVoWTq5AFARYtp1mULQwcROJQkQ+Utp09fQihSBQAqVNt3YhzJM6qX3J22axuZZxY0zNSnyoseUDk4OrEZJSsYiwWiRjCaOKLec09biMP1SCoiPS2EukDaF4oZGsFxxoBJowMsFRIQRh6IPMUa5UiJTRu5Qdcw45S+PjUnZdlDBWVOTX8a0SOvKxpCbExbHiGEhMlkZfI9CRT6NWp6enC0taafA0se40Os7mxi0RsgVxU6wSjUBkCEEjmJgYN9ZjLj/tvJtWRifTCDqtMk6k7K3XEh0IGALxPC+ttUrgui5dXV0cOHCAj370o1x22WV885vf7LgyGawKd2YqsgHU+ZTwp5A2wrIZHR7GzeXNUzyJ/McmtNE2tG5YLSQCieMIHKeC1oogCLEch3q1imU7SEtiSYkjJaGy8IOQfMEl1CBE0gPEEESgBRpFpAx5ODImH2ksCI0gwpiAttQ4llmGpmWqNvNwpYV0ckRK44jkqZxcM0FRmGCsQqAU5C2Nj0nfTk1VGxKTOFJTr9dwC2UctGnAbMXFeJYgjAzJ5G2NJQXNyLgwwi2bbUpJqC38+jihZeHmC0jLxsKodqPIJ/B8enp6jAAsJg4L1YrAItNMGEKayukk6DlJBNZydUzBnqBerxnSz+dbJIFOL8z0MZAkjXv2a4kOBIzatNFoTOp2lqDRaPCGN7yBn//5n+cXfuEXAHj+85+/sBv9aY4VVaxOxUzNmucbQJ0E6SAsm+HhIUrFEq5jZ1SJIr1ZW5Jq0zxHaB3fzGYxIyS2Y56elUqZMIzikZIW1dFR3FyeYqGAZQmESraXBGGNZD7UsbxdJfnMlqWRuDbJDJowbhsgiJgYHyNX7sGKtyeFeb3kJCQDYIK5BdukkAUmM5S4GZEyUnc/Mtc7b5sYSaiE0Whg0rphZC6LaxFbISamU7BMvxInzrQobawYT9sUbCi5PQQadBTSrI2DiihVutFaUozHVQqhjbeAMIs9TZgkAdPE38v0DYktBZMXxgRYtUKj8RpNXMfBcd34e8xkXARxu8WMK5OQy3TxkSkuzJNPPkmtVuO666476x5tNpu86U1v4nWvex133333XLf4MxbnVLE6tVlzokDt7u7mmmuuSfumzqpABbActBCMjY7Q3dWF6zitGzIbWItl1ua3Fdd1CHNzx09KkzUwprhGmLZ+tsSvT1AsFkwa03JoNH2CwDM6kzgNaap3DYFYElzLNHG240OIa9tSdyb5HUU+SIu+3m4zbDuOYSTxE4URiIHRdySxGceKYxRxH9NkfK8UrW1oBFHQABVSKBaNdSDjDAzGekl8JlcSi1haropjxQI5CxBGaGcLcG2brq5uSpVumvUaKgppNprUqhOxxZh4jxqR1MCIuOAvqexNlarJ99MKjhLP9Z0YH8dxXBzXTYk/fV/m4TApBjJbfCQK0rT+oUOHmJiYmNYC8TyPt7zlLbziFa/g7W9/+/SWbwfAKnJnpipQ5xX/QMRzYEIa9YaZ+5oG6miZyAJSzQCQaAdaT0CBSHpfaJCYgUlCmKxNpLRplJPLx0ImRT7n4HtNgkYVHesprHwRiUJrU4eDNsVujmXaANhCYWclDDE8z8MtuEhp4atW8FIAIXEmRwuKcQYI4mZIwsRVoriux7UE9bCll7GEMkpXN4dtSSItKJhyktTdQMRpZWVcmSQ2QixnD+JUri0FQWxhGU9DEAYeUaQpVrqx4xIBI/wzVceB16SQzyHzedDGQjHEbZ19EEl8RBB/h5Lx8RFKxRK240xWq2K21YqBZOfbzBADQaMjP73whw8fZmxsjOuvv/6sh1MQBNx999284AUv4F3veleHQObAqnBnkgDqjTfeSLlcTgkk0ZBMn4ERCMulUa8ThCFdPT2TKjS1sMg24zUa7NgkSHtcTCaSFgGZp6KKFKOjo1QqFXJxNkBJidSaEAs3XyKHJtQCFZi6laYXGKvJdrGEItTJDQ+xQW+oTAqi0CP0PIrFMqE2T3kwLoRC4EqFSLr5abAtgRQaXxkSgcQdiSX4WlCwddzGQNCsjlHo6gMktjRkE8WkoLSg4GhCLbGEjruzmTR2BGklMZiYT6gljlCxqyYIfQ9hubiOxJUKjWXKA2IyyTk5dD6H73umYXPok8/lyOXySCs2F+L4R0sMZr4DpTS1+gSlUsmk/6dO09PJDBuLbPVvfGNML04LWjGQI0eOMDIywg033HAWgYRhyNve9ja2bt3Kr//6r3cIZB5YMcWq1hrf9yf97cSJExw/fhytNTfeeKOp7JxPAFVIhO1SHR8HIeIO41EmOGeDjmLTOdEIJE+xVkZEJ/GQ5NTioKjGIgx9okhj2bYJVCIR2syN0YkTo40rpDIpSq3NkyxUmma9TqHcbfZrWelDVgNRGGA7LhIzI8bCkIiKyQZ02kVNYOIruTh+kbQYEIBlQWz3ECojgdc6bhtAiJQ2gYqzRaIlU/fCVuYoVAJXGkJxYtGalCau4kiF0iadHGmwhCYIfGw3b8hHgBYytfEApCVirakkafSsEURhSLNeM1kvKcjlclhSImVM+MJ0RhsfHY0zX8nXnSGE2E1JmTWrDszqQDJ3rFZ+6sIcPXqUoaGhaQkkiiJ+5Vd+hcsvv5wPfehD54pAzjvWOmckopTiRz/6EUEQcPvtt6cB1LkzMBJh5ZgYH8OxHfKFfGYfSZ9Mne4TMOZzYn2kKUTSgGoscCchEs9rEoQRuZyLtOx0O1obTYLCDLpOWgaYfxtxWqST15KYgEKFilptHCmNiEs4BVTQwM4VcaRxIRxpRnHa0ixwWxIPumpdcqWNBZGziatlSY8hZ0EjAJuQQJnRCZZI+nqY91kiKTYUqXxfiriHq2x1c3eleb+Mszjm3M0xhH4TJ1/EIpn5IrHQ6fstGes/jG1iCD9eF8adMZ/x/SZoCHwfKSWOY+Pm8owMD9Hd3YNl2+l8mZaMPXM/KYWw7PjhEX/H6YNEp1m5bAzk2LFjnD59mhtvvHFaAnnXu97F+vXr+YM/+INzaYGcdyRyTtwZ3/d59NFH0wlhc02hSyFtNILqxBj5QiHNNrSi8PENJ0UqaEqtEyDJvhCbu62bLl7yGppeEz8IKBZLpMKnlGwgNbmRaeyEJLAK8WvEC8uMowxth96eXkItqU2M4roRvu8hLYvItgErji0a1aljYypwtQmCRtrUmjjCxESUMmlb11JEMfGEWmLjm9EUhSKujNsSIOIUrCEd1xJ4afjBdDfL25pAG5KxdPxdJesQY1UoNEGjRr5UQcaydREHog1BGQJXgEwDqTLVh0gTpgYRC9hyeQSQd10U4DUbDA8N4TrOpDkvrZhG6/vUKsq0A0i+k6h1H1jmemZ1IMePH2dwcHBaAlFK8d/+23+jr6+P3//93++4MAvEimdnEgXqpZdeysaNG9PCvNkDqCAshyjSjI+PUy5VsK04XTBVwpwIy0iTDlPiHdr4ACqMEwLJECXj2kRRRLnSlcZikoUihFlkSaGZFcu9LWFa+znSPM0daQKpliB+8puDiJSxjIqlMo5tU+npw3XzhL5PszaOH5r4jYl1SIQlTSVt/HlbCpSQ5G1NK6IjyNsibfYcKU0pscyEeU1gCCJnm+l2EeYYpWg1XNZCYgudpp1NPMYU2jnS6FGa1TGK5S5soUCbQLKQZmnbIk6Xx25ecr2SmIqMCcUUOCbE3upzCtoMz+7vo1gqAuB5PiMjQ8ZNC4P468sIyRKjWCRzaSzSNoswSQfy1FNPcerUKW688cazBkkppXjve99LLpfjj/7oj+ZdDNpBCyuanTl9+jT79u3jhhtuoFwuU61W8X1/9gAqIOwcnudRr9Xp7e+fFDBrCckS66LVa8JE8UFHSeMbPdnsVfFcV2WCfF69RqlURutYDqYjTNQjJoM4qGEEaholTJxEJXU2GE2EilOMZjGBiEJq9Rq5fB5hObHzZLI1olCiUDBZqFp1jFypG61CIkyKxpZgJyITSJtDByoWm2kgaKKtHIW8Y4RlWpmuaUKSsyMCLQi1xokDqknrQYUgb8WuiABHaJQQrRyW0ERa0qiOUerqQQqF0hJL6vR62tIQiMR0grNiE8bkVxL3slV9mGRYhDDEr7RmfGyM7t5es1/LwrJd0BGFQo4o7kWSIJ/PIy2JFEkjqSj93if3RDXncOLECU6cOMGWLVumJZAPfOADBEHAZz7zmQ6BLBIrGhPZvn07l112WRpA9X2fPXv2UK1W6e/vZ2BggO7u7gyZCISTo9lo4HseXT09aUyjVWcR30iZWMikYKqK0ieikDY6CjMBWGm6eUURURgYOXVGU4KWaGJtgo7QJL/N55PtAnE7DJ0GWZVuEUt1fJRSVw8WKo4dmIphrU0w0xYqdn1MwV/geeDk8Ro1CsUSWpkxl742FoJRxyr8CKIwxHXdeF+mhsaOO85H2rQGiJJsRuyWJaX6gdJGDo8J6jpCpIWGSb9Xz2tiSYHr5ozVQSsYLTHXMAk1Wyh0apEklmB87SG1CBPLJApDml6TfD7fsiynIBWIKZOZqVcniCJl+oH4TdxczlhriYAwmRWDaRp0/PjxaQlEa83v/M7vcPLkST73uc/Na9TlCuG886VWjESg1ax5agBVKcXw8DCDg4OMj4/T29vLwMAAlUqFJ57Yy9qBdazfuDFdCGlab1KknpZPjIgdehPrSMzdyYE38xRsNhrYloXjuCSahaTxkE5OOQ2smgtgeppbsY2SKCvNPNoki4MAr+nR9HyKpVJsvUy+gDEFolQcV4hJyBI6/ruJqwReAzdfpD4xTq5QQkhpFLGBj9dsmhk5mExJojNJ+sMmDZ+TDFNiZWhhFn0Ut0a0MGlxmdpdcbsCv4lbKMR3djLyIb5KUqQhaYvEQjMkbwSrsTWXBkcNQQlhEQZmEHo+lzPFiGk7ANKgaKp2zQZYYwszCiOCMKTZbJg6oDAkCpoU4t4gp06d4ujRo2zZsqXVmCq5ibXmox/9KAcOHOCv//qvz3r9HKNDIrMhmWOaDJmaznxUSjEyMsJTTz3F4OAg3d3dXHzxxfT19Zn3C8uYr5nu3zAlDZi1EBI3ZxKhGHO+Vq1SKOSxpEzNc01MUvF700rTOMOTWB8ta4SUcFTm+w8CH9vOxQE/mRabKWXSr5KEeMw2Rax4VbSe4CZkYZSbERKpQjOvtt6gWOkCwNKRaYYsyFg/hghtoQiVcexMK0ew4nhIoi2BOMVraaL4vVIrtLQI/Saum49Fd0apqmJLJRv3kESQsQRl+h1MHskgMDGvMAypVat09/QidBRX1JK5zlEcmJ2mH0i8rVZ8xOzr1FPHeOqpYzSbTXK5HM1mk1tvvfWsNhNaaz75yU/y6KOP8qUvfWnONhSLxejoKG9729vSJuJ/+Zd/Od/JBh0SmQ3Hjx+nq6tr1vgHwPj4OLt27Uq7Sp06dYqRkREqlUra9tCyLJIyV2E5TBqxKBL5c+LmKIjJISkCq9Wqcbk6qegpsWRSEornjySfTbp1IZK5KrF7E5OEFkY96TU9ms0Gla6eOOmTkEXrSY2O4qyLsRAskaSOW9aBjjM/FqYHiSVMVqZRHUdaFsJycF2XKAwJA8+kXmWrl6udxAjiCEVy1EbXoVLSy7ohOu6RoqIQN24CrbTEElEaC4oTtjGBqNStNOUDLd2N2X1sVUgzNiJSilq1SqVSid2aVnCczD1h/pnRgaQPDZO+Nm5qTGRRSwdy8uRJDh48SFdXFxMTpqva2rVr03vmz/7sz/j+97/PV77ylXQG0nLgrW99K89//vN529vehu/71Ot1enp65vPRDonMhImJCX76p3+aXC7HHXfcwZ133sm6devOIpPBwUEOHjzIDTfcYPpmJjvWJjNz6tQphoaGKJVKDAwMsGbNGmOOCjOUOal7OdvNMQSitAnUFfMF81qGQMwg5ziAalozGzJKfmeP1ZggJHUzxPSglckmpO6RJrVY1DT3h4zdFp0+1RNnwqhdrawboo06VqsQy3awiAi1jIsIBY1aFSEF+WIZHXgI2wWMYCxUxvWQklg0Zg4vkbKjTWC0UZugUKqQlNQkqewk+5I6SMIQniENAURxsDOZN5eQuUotzjAICOMmVLaVtUJb1kqagk8CtOnwqUwxXQZGB2Is29OnT/Pkk09y0003pZXf4+PjnD59ms985jP8x3/8B1EUcd999007fKpdGBsbY8uWLRw8eHAx6eIOicz6Ya05fPgw9957L1//+tcBeNWrXsVdd93Fhg0b+P73v0+5XOb666+f1czUWlOtVjl16hRnzpwhn88zMDDA2rVr488JhGU0JYmbA0lMBvL5XOrWpEHYJF6SfOk6iYXEs9eyLlHsjmmIrRWzyKoT47iui+PYGbenFTtp1eeoWJyWjSNgyCTJuseHIbUhExkrcYNmDTtXIBGKJR3PU6IRmlAJQq+REmChWIbYyUmOJ7EkLCKi2HIbGz1DT+9aY1GQpGLj1Hu8BSkSiyqxk0zqttW5Pk7lJgQSWxq+7xmhHSbDlJJ3sh+lMn/L6niYJp6VCMlaQdQzZ85w8ODBlECm4vOf/zz33nsvL3vZy/jWt77Fxz72MbZs2TL/m3cBePTRR/nlX/5lrrnmGrZv384tt9zCpz71KUql0nw+3iGReW9Ia5566inuvfde7r33Xo4fP85ll13Gxz/+cS655JIFMXi1WmVwcJDTp0/jOA4DAwMMDAzE5qpRUFbrTYqFgpmSNknZGvcZASYpW9OFEC/shEDQmIaJrayNUprx8TGKpXIcpBPptpOuW2dZIdrso0U2Mo6TmIUbxYtdxC5SrVqlWO6e5PYozDmYwrc4ZYpE6kQEJ1Bh09TiKI1lm785lkRIiVJG76IiRcPzKBSKMYEQbytxVwxlyNh1A2L1aeKqxIs7JpCWS2Ouc+A3iZSZOyx1rNPJXvOUwONA7EzffUogoCMvdWGGhoY4cOAAW7ZsmdZF+eIXv8jf/d3f8X/+z/+ZZN0uFx5++GFuv/12vv/97/PsZz+bd7/73XR1dfE7v/M78/l4h0QWCqUUL3/5y7n99tsZGBjga1/7GmNjY7z85S/nrrvumrZd/2yo1+spoUgp6evrY3BwkAsvvJCNGzcas9yyyQbnQKRPTnOWmadinCYmDRbGkQVtFluozEKJohDbcWKXiFZGKCGb1AqJ0sWfxgsE8YhOs8gNmYCR2FvUxscpVbpo1ekkGRxSK8TYBDqVtxuLSZMUoAgdoYVNFAY063VKXd0EXsO4RZaDCj2kbRagRKVxnmRxCx1BfNwiydKkKtLkXJI4SBJUtQh8j6bnUal0mYbTMulvYLQ5WQIROrnOZhvTjrgUMi6mM9/V0NAQ+/fv56abbpqWQL7yla/wV3/1VzzwwANmcPgK4OTJk9x+++0cOnQIgH/7t3/jIx/5CA888MB8Pt4hkcXg8OHDaQNmMKbpP/zDP3DvvfcyODjIS1/6Uu666y6uvvrqBRHK8PAwO3fuND64bacWSqEQx0OEZVKHmZGKOjWrdWrOm/fGYjVtCARh0oyW4xL4TRzbQaX9LvQkUkonq02CShsVJQsoTS2n+hdo1KtmNorltiwVYs0KMaUlxy4S14lW0JPYDUGkr4FERYGpxJcWE2Mj9PStQStlanWk1Rp9Ge8vtdy0TodLiTh+lMRwzHtNqhshz87CiCxZT/4eW0mcpIBSzRBEbcVAhoeH2bdv34wE8rWvfY3PfOYz3H///XR3d8/nlmkbnv/85/PZz36Wq666ig996EPUajU+9rGPzeejHRJpN0ZHR7nvvvu49957OXLkCC9+8Yt59atfPW0fiCxGRkZ4/PHHuf766ymXy3iex+nTpxkcHCQMQ9auXcvAwEDLTxVxmlfaaSyk1SRnSgGfNDqHJB5iW3bGUiF1j3RmQRBnZNKAbWabOtGkiHjwNeD7TaTtmtiDZZvsj2ZSDMUQTss6ULoVmE0yUgiB1CEqVnga+ZxABQFNz6NQKiEx8aIwiigUCvheMyVedCtTokl6mdKKP8fumEiuYWw9REoxUZ2gq7sbmX5AZO6ghFizQdSW/meuIOrIyAh79+5ly5Yt5HK5s77/+++/n09+8pM88MAD9MZNqFcSjz76aJqZufTSS/mrv/qr+R5Hh0SWE+Pj4zzwwAPce++97Nu3jxe+8IXcdddd3HzzzZMI5cSJExw9epQbbrghHUyURRAEnD59mlOnTuH7PmvWrGFgYIBy3N4P4sCfkNMTSBjgeT75nBs3JI6JAYx5nlgy0kKrkFYspZX+TAK3ifWQyOwVMp5zmwROjepVpJ+P0uBrksCFpH+KagVA0xxJUkJn3kcs9DIire54pk0c8xCGqMIoIvA9LNsxSl7XxbZdEBqhQc9IIEZfE2lNrValXC5nNCOa1vrIkmi29wczBFH1JAIZHR3l8ccf56abbpqWQL71rW/xkY98hG984xv09/cv4A5bFeiQyEqhXq/zjW98g3vvvZedO3fyghe8gFe96lV897vf5bnPfS7Pe97z5qVEDMOQM2fOcOrUKRqNRiq/7+rqaj0JhZVaKUGiEi0WTZl84tdDHEMx8RaTAY4vV6ZgTCeT98C4CDpqBW9jN2h0ZMg8wRPrSCuSymGRzKDUGZdGxKSULMKkl4ow6VlzGMYSMDGKptGwqNAcgxBGLi4S6XcruxIEAbabY3x0mJybJ1cw3dtaCtLYzUgcrUjTaNYpFgqxOFBmrkOShUnEZWcrUVOkVlzckWwKgWzZsmXaB8S//Mu/8OEPf5gHHniAgYGBOb//VYgOiZwLNJtN/vEf/5H3vve92LbN85//fF796lfznOc8Z0GS5iiKGBoa4tSpU1SrVfr6+hgYGEhFQgcPHkRIm0suuzw2u5OsTYw0bqJbVypjjaRPYFoujzEwDBGZQeMNurp7SF4UiU4l06lNp7W9GMJIXBpBxhWL3acMMQRhhOc1KZXKJP1libNBab/TbOZKt4KfpvBWUq9OIKSM5/goXDeXxjPCKKLZ9GICEZOsDWNhhIY0ROK6TLNesq7MlCDq2NgYe/bsmZFAvve97/H+97+fBx54gPXr18/1da9WdEjkXOFP/uRPaDQavOc97+Ff/uVfuPfee/nBD37As5/9bO666y5+/Md/fEESZ6UUQ0NDDA4OMjY2htaacrnMdddd1yrWStydpI4HMkHDOLiaZnYSWT2tRZtK8COaDQ8nl8eSsVpVRbFV03J1dCYw2SKX1uJvyeuTbvYyORm0FIRhhCOlKZqLA8et6hqzDWElNSyxJRAToIjJUMTp3igKiKIIzzNNhSxLEkXKzMtBkx2NmWhsznJXIHVbJrc0NNdWhy0LJCGQG2+8sRUYz+A///M/+Y3f+A3uv/9+Nm3aNO/veRWiQyLnCtmB3gmCIOB73/seX/3qV/n3f/93br75Zu666y5+8id/clpfejpEUcT27dvJ5/MIIRgdHaWrqyuV37diMfECtxymzewk/1bx4sy4PI1mk2KxhFJhvKBbFotxW+KYSPwEJ1GJJm6MThZtYhW1gq9JC8ggCGJ9SEJM5n2JgsVkP+K0rY4rnmM3zQi/winZleScTaGh53m4rovX9Ch3VeKh363Yh0jSwKnsP6P5SNyajMo4GwMZHx9n9+7dMxLIQw89xLvf/W7uu+8+Lrroonl9r6sYHRJZrYiiiH//93/nnnvu4V//9V+5/vrrueuuu3jRi1407Y0JJmOxfft2Nm3aZDQmmEU5OjrK4OAgw8PDlMtl1q1b16rnAbKBWbMYk7EYCTnEQVWgVqtRKleMy5BkMCC1WERS+JcWAoqWhQOTXRKYHKMRMq2WLeRzCMtpWRnZgHESo0liE4m+RWuwbIimIxCzfd/zaDabcaf9ZJylZGJsBMd1cRwHIUTcqxaSEoTEHZzOrckSyMTEBDt37uTGG2+cVii2bds23vGOd/D1r3+dSy+9dNZ74DxBh0TOByil+MEPfsA999zDP//zP3PllVfy6le/mhe/+MWpIKnRaLB9+3Yuv/xy1qxZM+12ktqMwcFBhoaGKBQKrFu3rlXPA5yV6UEb90JAdaJKqVxOGxJPFrzFCzhxCTLKVlRcXk9clRx/LVmJP0JSr1fRGuNiJBmkmJh0rNsQqXVAxvXIEEgSz5mq7xAC3/Oo12v09PanmZlWqta8LwxDPM9YKr29fQSBh+O4TGpPmepq9III5LHHHuOXfumXuOeee7jyyisXfB+sUnRI5HyDUopHHnmEr371q3zrW9/i4osv5uabb+ahhx7if/2v/zVvkVJSzzM4OMiZM2dwXZd169Zl6nkgWYxa2tRqVQr5Ilbchl1MCsAmlkLiqmSskDS7IdI2kEBaT0Icj6iOjyGkpFgstQKuKTG0iGaqZdHa55SgaNKHFgyB+B71Wo3evv7YAplmjOWUeEcQ+HieEeYFQRB3e7eQ9tlZmGq1ymOPPcYNN9wwbc3J7t27ufvuu/nyl7/MNddcM6/v6DxBh0TOZyil+OxnP8sHP/hBLrnkEnp7e7njjjt45StfuWDBUq1WS+X3WbWs1ppHH32UK664kr41a0n6o6Qd1yCOecTWwKR6niSQKlqL2vgIsbVi4i0TY2NYtkWhWErFa1klaOvJPyUIDLHOJS4LSAgrc48IKQiCgOr4BL39/UxOz+r0MFO3TEVx4+TM+7TpnVKv15BSkssXGDlzikq5hOu61Go1duzYMSOBPPHEE7zlLW/hS1/6Etdff/2CvpeFIIoibr31VjZt2sT999+/bPuZgvOORFZVS6dzDSEE+/fvZ/v27axdu5Y9e/Zwzz338OpXv5qenh7uvPNOXvnKV7J27do5t1Uqlbjkkku45JJLaDQaDA4Osm3bNmq1Ghs3bqRYLMSuQoiORLxwk5iIJtWcZC2FJHWrwlZGyARPAI2QDuNjo9iOTaFQmkw+qRI3S0wZ0tK0iAYd90eJxWQZQyiKFNWJCXr7euP9ZokoSReLVuwjDp4mx59YJUJFlMslEBbN2jgT42McPLAfFfdUvfbaa6clkIMHD/LWt76Vv/mbv1lWAgH41Kc+xdVXX834+Piy7ud8R8cSmQe01uzfv5977rmH++67j0KhwB133MEdd9wxbU+U6ZD491dccUVKKkqpVH7f8vlNDMWkWmOBGonBEWdnYrcom4ER0mZifAzbtshPJZA0mNtKLWeJIdVmpG5S1CIo0bIwNIKx0WG6u3uYPLIh4/LEupfZ3JpsQaNWQepe1et1tm3bxvr16xkbGyMIglRNXCqVOHr0KG94wxv47Gc/y9atWxf9fc4Hx44d461vfSvvf//7+eM//uOOJTILOiSyQGitOXToUNoTRUqZ9kTZuHHjtISSqCyvv/76SU9X3/cZHBxkcHCQIAhSQkmrTYUwKVlhhFvZStZJAVhpUa9VEUJSKBZSsZZOiuUQ6CgJxk75CrMZkqyuRdPqUxsTw9joMF1d3WRHNqRDpNK4SKaRUJLGBXSkztq/VuEkAtm+fTvXXXddOo8oURM/8cQTvPOd70RrzW/8xm/w9re/fdkbK7/2ta/lfe97HxMTE/zRH/1Rh0RmQYdElgCtNcePH+fee+/la1/7Gr7v86pXvYo777yTzZs3I4Tg5MmTHD58mBtvvHFalWWCpJ5ncHCQZrPJmjVrWLduXaueJ+ncNqXiWFg2jXoNIQT5fIFW3EGlLs90vWcT62EyMSVDvFqB1aTZc7U6TqVcyWwn2X/GFcqU8bfaBMhYpJbR06AnEUiSCbvmmmvo6uo669qcOHGC173udbzhDW9g//79OI7Dn/7pny7+i5sD999/P9/4xjf4sz/7M77zne90SGQOrBiJfPOb3+Td7343URTxtre9jd/6rd9a7KZWJbTWnDp1ir//+7/n7//+7xkfH+fKK69kZGSEL37xi/MWt0HrCTw4OEitVqO/v59169a16nlijYWQNp7vIbTGTbY/VTY+h1thZB2Z4Gm2ZkUrwijC8zzKpVLLr8oSQyqqy4jkdISZ7j3D/qOQRBg3F4GcOnWKn/mZn+FjH/sYL3zhCxfz1SwY73vf+/jCF76Abds0m03Gx8d5zWtewxe/+MWV2H2HRKZDFEVceeWV/N//+3+54IIL2Lp1K3/7t3/7dEvNTcJHP/pRvvCFL3DhhRdy+vRpXvayl3HnnXcuuCdKUs8zODjIxMQEvb29rFu3jnw+z44dO3jW1dfQ09uXujxzLuCEQLIpW/MG0kFQcVzE833CIKRULs/QIEi0rKKk90fGrWkRU8atCYOUQJrNJo8++ihXX331tKn0M2fO8JrXvIbf/d3f5aUvfenCvoA2oWOJzI0Vyc48+OCDXH755ami8A1veAP/8A//8LQlEa01juPwox/9iFwux8jICPfddx+//du/zdGjR3nJS17Cq1/9aq677ro5p65ZlpWmh5P5PEePHuX06dP09/cTBj5R4LUqZoUVp1SnxCUSefnUzAxkLJZW+rjheYSBb6p9M2rYaRWmcWA3KTxMuuJPio8g4paGZlsJgTzrWc+alkCGh4d57Wtfywc/+MFzRiAdzA8rYoncc889fPOb3+Szn/0sAF/4whf44Q9/yKc//enFbO68xvj4OPfffz/33nsv+/fv50UvehF33XUXN91007zGOCYaiquvvhqlFIODg4yMjJxdzzOp+72Ysvinaz1ImrlpNBoEgU9Xd+8UyyKpeyF2a7IS9qxVkhGeJfsI/dQC8TyPbdu28axnPWvaMQpjY2O85jWv4Td/8zd5zWtes9RLfr6hY4l0MDu6urp405vexJve9Caq1Sr/+I//yKc//Wl2797NT/7kT3LnnXdy2223TZt9SNLE2QxGX18fWmvGxsYYHBxk//79lMvldJyGFY+nNH1lSYkCiOtsMh3EtMbzfIIgiNsR6Dgd3ArUGsuCTFA2sV6STSRuTayKlTKWsrcI5NFHH+Wqq66alkAmJib42Z/9Wd7znvc8EwnkvMSKkMimTZs4evRo+v9jx46d7+XabUG5XOZ1r3sdr3vd62g2m3zrW9/i85//PO9+97t5/vOfz5133pn2RBkcHOTAgQPTqjiFEPT09NDT04PWmomJCQYHB3nyyScpFArpOI1kPg9CGlJRqpWwEcRB1GYc4BStqtpsOT9MzupAvI1ksFRLP2J6ooaxqM6ktI1a94ppFcC1Wo3Xv/71/PIv/zKvf/3rl+uyd9BmrIg7E4YhV155Jd/+9rfZtGkTW7du5Utf+hLXXnvtgrZz9913c//99zMwMMDOnTsXcyjnBTzP49vf/jb33HMPDz74IFdddRV79+7lW9/61nynqAHGrajVaul8Htd1U0JxXTfVoeg4FVsdH6PcVUGIqUFRi+kDpsQB3UQHMiXYqqJJBLJt2zYuv/zyaVsW1ut1Xv/61/PmN7+Zu+++eymX73zHeefOrFiK9xvf+Abvec97iKKIu+++m/e///0L3sb3vvc9yuUyb3nLW57WJJLFP/7jP/Ke97yH5zznOTz00EPccsst3HXXXbzgBS9YUNoYzEI9deoUp0+fTgO2a9eu5fDhw9iOy2WXXxFnZwxaQrJE7drK9MyYRp5GB5JYIJdddtm0BNJsNnnjG9/Iq1/9at7+9rcvKHv1NMR5d/Lnndjs0KFDvPKVr3zGkMiXvvQlXvziF7N27VrCMEx7onznO9/hhhtu4K677uKFL3zhjD1RZkIivT98+DAAmzdvzozTMCniVC07rQ6EmeXtGQIJgoBt27Zx6aWXTttSwfM8fv7nf56XvOQlvOtd73qmEwh0SGT58UwjkZkQRVHaE+Xb3/42V111FXfddRcveclL5jWuUWvN448/jpSSzZs3p2rZKIpYu3Yt69ata9XzxGQyVQfSkrfTcmsyOpCEQC655JJpixaDIOCtb30rz3ve8/j1X//1DoEYnHcXoUMiTwMopfjRj37EV7/6Vf7pn/6JSy65hDvuuIOXvexl06pAtdbs2bMHx3G4/PLLJy1e3/dTQknGaaxbt45SqRS7L1Ym05OxUkSchYljIEEQ8Oijj6YWzlSEYcjdd9/NzTffzPve974OgbRw3l2IDok8zaCUYseOHdxzzz184xvfYOPGjdxxxx284hWvoLe3lzAM2bNnD4VCgcsuu2zWxRsEQSq/bzQaaUVtpRLX0EjLiNekNYlAwjBk27ZtMxJIFEW8/e1v54orruBDH/pQh0Am47y7GM84Ejl69ChvectbOHXqFEIIfvmXf5l3v/vdbT7K1QGtNbt37+aee+7hgQceoKenh0ajwZ133sk73vGOBcvvE0KpVqvpfJ7u7u5J2wnDkEcffZQLL7yQdevWTbudd73rXWzYsIHf//3fP+8J5AMf+AB9fX285z3vAeD9738/AwMDS7mnzrsLcl6RyBvf+Ea+853vcObMGdatW8eHP/xhfvEXf3FB2zhx4gQnTpzg5ptvZmJigltuuYWvf/3rT1sJfoIgCHjNa16D53lMTExQKBS48847edWrXjXvnigJoihieHiYwcFBxsfH6e3tTS2U7du3c8EFF0w790Upxa/92q9RqVT4oz/6o3kpdBeDlXxQHDp0iNe85jU88sgjKKW44oorePDBB5cyee+8I5HzSrH6t3/7t0vexoYNG9iwYQMAlUqFq6++muPHjz/tSWR4eJiXv/zlvOMd70BrzZNPPsm9997LW97yFqSU3HHHHdx5550z9kTJwrIs1q5dy9q1a1FKMTIywokTJ3j00Ufp6urCtm2UUpNIQinFe9/7XnK53LISCIBt23z84x+f9KB48YtfvCzf8cUXX0x/fz/btm3j1KlT3HTTTefj6M4l4byyRNqNQ4cO8eM//uPs3Llz2gDkMwFaa44dO5b2RAnDkFe96lXccccdaU+UuZDM5kkyOqdOnWJkZIRKpYLjOGzYsIGPfvSj1Ot1/vzP/3xZCWQ63Hnnnbzzne/kxS9+8bJs/+/+7u/4j//4D06ePMlb3/pWXv7yly9lc+edJfKMJZFqtcpP/MRP8P73v79ToxFDa83JkyfTnijVapVXvOIV3HnnnWdlcRJkCSRbypCM0/jKV77CH//xHyOl5A/+4A945Stf2erctgJYiQeF7/tcf/31BEHAvn37ltp17bwjkZV9JKwSBEHAz/zMz/DmN7+5QyAZCCHYsGEDv/qrv8q3v/1t7r//fjZs2MB73/teXvCCF/CRj3yEPXv2kDx4kkzQwMDAWbVQQgi6uro4c+YMz33uc7n33nvZvXs33/3ud1fsfKrVKj/zMz/DJz/5yWW1NF3X5Sd/8if52Z/92WVv27ga8YyzRLTWvPWtb6Wvr49PfvKTi95Os9nkx3/8x/E8jzAMee1rX8uHP/zh9h3oKsPw8DD33Xff/9/e3YW0dYdxHP8+KLI3mbCLMYgQRWuh1Uyz1grthcjsGMJaNkou6spgdx2k6M12t46tqzJwUIogZbCbdtDmokKsYLFg0rVTZ12hcxeymxk68GIBE/tG8uwiVkpNW/NiTk59PhDwBDnnd5H8+P9Pzjl/QqEQsViMrq4ubt68ycmTJ9m3b9+G/1dVhoaGuH37NufPn89pYfViePToET09PRw8eJC+vr4tPVY6naatrY2LFy/S2NhY6O5cNxLJPENz8y/Xi0QiCmhzc7P6fD71+XwaDodz3k86ndaVlRVVVX348KHu3btXb9y4Uey4ZWl5eVn9fr92dHSoz+fT/v5+nZqa0pWVFU0mk5pIJHRgYEAPHTqkDx48KHm+dDqtvb29GgwGt/xYd+7c0bq6Ou3r6yvWLnP9Tjr+2nYjka2wurrK/v37GR4epr293ek4Wy4SiTA3N0cwGCSRSDA2NkYoFGJhYYHOzs719XtCoVDONwkWQzQa5cCBAzQ3N6+fxD116lShJzxLxXUjESuRAqRSKfx+P4uLixw/fpyBgQGnIznq3r17jI2NMTQ0xNWrV5/7dHvzTFYi21E8Hufw4cOcOXOG3bt3Ox3HuJvrSmRb/jpTbDU1NXR2djI+Pu50FGNKzkokT8vLy8TjcSAzjJ+YmGDnzp157y+VStHa2kpPT0+REhpTGq667L2c3L17l2PHjpFKpUin0xw5cqSgArDFo41bWYnkqaWlhVu3bhVlX0tLS4TD4fXFo41xE5vOlIETJ04wODhY8ntKjCkG+9Q67PHT6/1+v9NRjMmLlYjDrl+/zujoKF6vl0AgwOTkJEePHnU6ljGbZteJlJFiLB7t9Xqprq6moqKCyspKZmdni5jQlIBdJ2Kcd+3aNebn511bIOPj4zQ1NdHQ0MDp06edjmNewEYiLxmv18vs7GzWNV7cIJVKsWPHDiYmJvB4POzZs4cLFy689E+ee4KNRIyzRITu7m78fj8jIyNOx8nZ9PQ0DQ0N1NfXU1VVRSAQ4PLly07HMs9hJfKUmZkZWlpauH//Pslkkl27drlqeYpoNMrc3BxXrlzh7NmzTE1NOR0pJ7FYjNra2vVtj8dDLBZzMJF5kVynM9uCiHwLvAK8Ciyp6vcOR8qLiHwNJFT1B6ezbJaIfAJ8oKqfr233Au2q+oWzycyz2Egku2+A94H3gEGHs2yaiLwuItWP/wa6AfcMozJiQO0T256190yZshLJ7i3gDaCazIjELd4GoiLyBzANhFU1r1uLRaRGRC6JyF8isiAiHUVN+mwzQKOI1IlIFRAARkt0bJMHm85kISKjwC9AHfDOdhxKi8jPQERVz619mV9T1XiJjv0h8CNQAfykqt+V4rgmP1YiTxGRT4GPVPVjEakAfgW+UtVJh6OVjIi8CcwD9WofEPMCViJmAxF5FxgB/gR8wO9AUFWTTuYy5cnOiZhsKoE2YFhVW4Ek8KWzkUy5shIx2SyR+Wn7t7XtS2RKxZgNrETMBqr6L/CPiDStvdVFZmpjzAZ2TsRktXZe5BxQBfwNfKaq/zkaypQlKxFjTEFsOmOMKYiViDGmIFYixpiCWIkYYwpiJWKMKYiViDGmIFYixpiC/A+5yrzALGTsBwAAAABJRU5ErkJggg==\n", "text/plain": [ - "Text(0.5, 1.0, 'Ajuste Gaussiano')" + "<Figure size 432x288 with 1 Axes>" ] }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAREAAAECCAYAAADZ1uO7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACXcUlEQVR4nOz9d7xm113fi7/XWrs9/bSpkkYaVUuWZUnWmH7hEjBx4PczJeQFARIIOJBAiEmAkJAbSHASCDUEbuAX4pjyo9pgBNcQAjEdbBVrNKOu0UiaGU05M6c9bbe11v1j7f2c55w5vc2M/Hz8Gus8bff92d/6+QprLSOMMMIIW4W81hswwggj3NgYkcgII4ywLYxIZIQRRtgWRiQywggjbAsjEhlhhBG2hRGJjDDCCNvCtklECPEzQoj/ayc25s0EIcQRIURHCKGu9bZcSwgh3i+EuCyEuLDRYyKE+BwhxAt7tY07BSHEq0KILyj+/n4hxC9d623aC2yYRIQQfyyEmBVChMPvW2u/xVr7A9vZCCHE5wkhzm5zGQ0hxI8VJ7IrhHhdCPEhIcSnbWe5W4W19nVrbd1aq/dyvUKIMSHEB4qbti2EeFEI8T17uQ1D23IE+OfAfdbagxs9JtbaP7PW3rPFdX5QCJEWZFX+O76B3/2xEOKbtrLO7UIIERYP44tCiBkhxO8IIW66FtuyFWyIRIQQtwGfA1jg/7ubG7QVFMT2v4G3AV8CNIF7gV8F3n0NN+1a4MeBOm7/W7jz9fJeb4QQwgOOAFestZf2ePX/qSCr8t/bt7vAYn92C/8U+AzgAeAwMAv8l11c387CWrvuP+DfAH8B/Bjwu8s++yDw/uLvrwf+fNnnFriz+PtvAc8CbeAc8J1ADegDBugU/w7jCO57gFPAFeDXgYlVtu+bgPNAbZ39+M/AGWABeAL4nJX2o3j9ecDZodf/otjmNvAC8DeK998JPF4s8yLwY8X7txX77hWvvwF4rvj9K8A3L18X7ql9qdiXbxj6vAX8AjANvAb8a0Cuso8ngS9d5bMl21S898fANw2dv78AfgqYB54v93NoO/57sX3ngPcDatlvf7w4X3++7Lx+cIVjMgH8D+AN3I3zkVWO/WHgw8X+nwa+fY1zvOQ8LvssAn6p2L454DHgAPDvAQ3Exbb+1NC1+63AS8Dp4r0vAZ4qfv+XwANDy38V+ILi7+8Hfmnos98ALhTH9U+Btw599l9xxFe+/mLghY3cm9fDv426M38P+P8X/75ICHFgg79bjv+Ou3kawP3A/7bWdnHWwht28cnxBvBPgC8FPpdFdv7pVZb7BcD/LJa1Fh4DHsRdvL8M/IYQIlpvo4UQ9wDfBhwrtv2LcBcMOGL6z9baJnAHjuxWwiUWraRvAH5cCPHw0OcHcTfpTcA3Aj8thBgvPvsvxWe3447H3yuWsRL+Gvj3QohvEELctd6+rYBPwxH3FPB9wG8KISaKzz4I5MCdwEPAu3AEPvzbV3A35hey9Lx+/Qrr+kWgCrwV2I8joCUQQkjgd4DjuGPzN4D3CSG+aAv79vdxx/EWYBL4FqBvrf1e4M+Abyu29duGfvOlxX7dJ4R4CPgA8M3F738WeHS5i78Kfg+4q9jPJ3H3Uon/DnyWEOKwEKIKfE3x/RsD67EM8NlABkwVr58HvmMl5md9S+R13AloLvvO5zH05Cnee46lT8FDxXZ4K2zjHwI/OPT6QdyTYoE1GB1HTG9f6Qk2vE24m+YSjqz8Zcv4U+Dflsdn6P3bWPbUX/b5R4B/OrSuPksthEvApwMKSHFxhfKzbwb+eJXlVoB/hbO0Mpwr8+7VtomrLZE3ADH0+SeAr8MRQwJUhj77auBjQ799fa3zOrz+4nwaYHyFfRg+9p+2wnL/JfA/Vtn/D+Isirmhfz9ffPYPWGY9rHQcll27nz/0+r8CP7DsOy8An1v8/SqrWCLLfjNWLLtVvG7hXG+LI+lPsorVfT3+24gl8veBP7DWXi5e/3Lx3lbwFTiX5jUhxJ8IIT5jje/eCvyWEGJOCDGHIxWNu5iX4wruogTAWvuUtXYM+HJg8JQQQnynEOI5IcR8scwW7om7Jqy1LwPvw10Yl4QQvyqEOFx8/I3A3cDzQojHhBBfstIyhBDvFkL8dRE4m8Mdh+F1X7HW5kOve7jYxhTg49yYEq/hnsorbWvfWvsfrLXvwD0tfx1ncU2s9P0VcM4WV/bQug7jzocPnB86Jz+Le7KWOLPBdYCzBmastbPrfO9W4HC5zmK9/4qVr4MSP2KtHRv6V16vvwj8T+BXhRBvCCH+kxDCX2f9w/t0K/DPl23LLbjjsyqEEEoI8YNCiFNCiAUWrdjy/P807jqdxLn3v8kNZImsSSJCiArwd4DPLaL9F4DvAN4uhFgpWNXFmafl7w8Of2itfcxa+x7chfcRFk3/lVqJz+CeoMMXQ2StPbfCd/8IeJcQorbGvnwO8N3F/owXJDMPiJW2HedeDG/7L1trPxt3IVngh4r3X7LWfnWxTz8EfGj5dhTm7oeBHwEOFOv+6NC618JlnEVx69B7R3AxiTVhrV0A/gPuwjxa7CNr7SdwkxBieLuO4KyTMzhLZGrofDSttW8dXuUG9qfEGWBCCDG2ge+dXnYdNKy1f2sT63IbZ21mrf231tr7gM/EuZd/b51tH37/DPDvl21L1Vr7K+us+u8C78FZsi2cRQaL5/9B4IPW2hlrbYJzX98phFj3AXc9YD1L5EtxT//7cDv6IC7q/2csHvxhHAfeKoR4sIg1fH/5gRAiEEJ8jRCiZa3NcK6GKT6+CEwKIVpDy/oZnG9/a/H7fUKI96yynb+AC/b9lhDi/oL5I+CRoe80cKbiNOAJIf4NLj5R4ingbwkhJgrye9/Qtt8jhPj8ggxiFgOGCCG+Vgixz1prcKYzQ/tVIsA9aaaBXAjxblw8YV1Ylw799eJYNIrj8c9wAcKrIIT4v4QQx4rjHeEi/3M4t24aRz5fWxyjf4CL4wxjP/DtQghfCPGVuPP9UWvteeAPgB8VQjSFEFIIcYcQ4nM3sh8r7Nd53NP2/xZCjBfr+z9W+OongLYQ4l8IISrFdt8vhDi22XUKIf5PIcTbhKtTWcCR8/A1ePs6i/hvwLcIIT5NONSEEF8shGis87sGjoCv4Aj8Pyz7/DHg7wkhWoVl9I9xsaTL3ABYj0T+Ps73fN1ae6H8h4vef83ytJe19kXg3+FiFC/hIvTD+Drg1cKk+xZcAAlr7fPArwCvFGbiYVzA8lHgD4QQbVzAcMWaD2ttDPyfuMzP/0MRCwGO4SwPcGbs7wMv4kz0mKWm6i/iSPBV3M3ya0OfhcAP4qyCC7gb7V8Wn/1N4BkhRKfY5q+y1vaXbV8b+HYcGczinkyPrrQvq+Cf4KyIV3DH9JdxAb6VYHEZj8s4C+ILgS+21naKz98LfBfugn4rLkYwjI/jAoCXcVmLv22tvVJ89vdwhPhssR8fYsiN3AK+DncjP4+LAb3vqp1xJPoluAfY6WK7fg73RF8N3y2W1omUN+PBYpsXcO7xn+DOO7hz97eFq4X6yZUWaq19HHf8fgq3/y/jYkHr4Rdw19w53LH762WffyfuenwJ96D5W8CXbWC51wXEUvd3CwsQ4heAl621/25nNmmEawUhxNfjgouffa23ZYQbB9sqey8skXtwT4gRRhjhUxDb7Z25gPO3P7z9TRlhhBFuRGzbnRlhhBE+tTGSAhhhhBG2hRGJjDDCCNvCZjsTR77PCCPsLjZSgHhdYWSJjDDCCNvCiERGGGGEbWFEIiOMMMK2MCKREUYYYVsYkcgII4ywLYxIZIQRRtgWRiQywggjbAsjEhlhhBG2hRGJjDDCCNvCiERGGGGEbWFEIiOMMMK2MCKREUYYYVsYkcgII4ywLYxIZIQRRtgWRiRynWCkMDfCjYrdnHQ+wgZgrSXPc7rdLr7v43kenuchpWTpDKkRRrg+sVmN1dHjcgdhjCHLMowxpGkKLFokQogBoYxI5VMKN9xJHpHINYC1Fq01WZYBjjDSNF1CEtZajHHD2U6dOsWdd96J53n4vo9SakQqb17ccCd1FBPZY1hrybKMj3/84wghkHLlUyCEQCmFUor5+XmEEGRZRq/Xo91us7CwQK/XI01TtNajmMoI1wyjmMgeonRbrLVXWR7roSSVEuUykiRBCIEQYklMpXxvhBF2GyMS2QOUwdM8z5dYH9baLd/oGyWV0v0ZkcoIu4URiewyypvbGLPkRt7pG3qYVErXJk3TQcBWSnlVTGWEEXYCIxLZRZTWR2lxLCeO7Vgia6Fc5ohURtgLjEhkF7Ca+zIMIcSeBUM3QiolarXaiFRG2BRGJLLDGK79WCsOsZckstK6YSmptNttzpw5w1ve8hbAWSploHZEKiOshRGJ7BCW136sd9NdSxJZjpLsyriKtRZrLUmSkCQJ4AindH3K7M8II8CIRHYEZe2H1nrDWZDNkMheuz3L96EsfIvjePBeSSqlpTIilU9djEhkmxiu/dhMGvV6skTWw4hURlgLIxLZIjYSPF0LmyGR8rvXy405IpURhjEikS3AWsulS5dQSlGv17d0g1xvlsh2tmU1Uun3+0uCuCNSeXNiRCKbRBk8vXLlCpVKhUajsaXlXI+WyE4tvySV4crcYVI5f/48t9xyy6BEf0QqNzZGJLJBLHdfyizGVnG9WSK7ieWkcv78eQ4fPkyWZQPyGC58G5HKjYURiWwAK9V+SCkHrfpbwVYskTcTpJRLLBWtNXmeDz4vSWWkpXL9Y0Qia2Al3Y/hNOhOWiLX+ia5loHblWIqw6QyEmi6vjEikVWw3H1ZftEKIdBab3n5n+qWyFpYiVTyPF9C5iNSuX4wIpEVsJHSdSnlKCayRxiRyvWNEYkMYdh9Wa/2YxQTuXZYiVSyLFtCKsv7fkaksnsYkUiB1XQ/VsNOxkQuXrzIiy++SLVaZWJigvHxcarV6p5e+HsVE9kNMlxLoOmVV17hzjvvHKm+7SJGJMLWStd3wp3RWvPcc8/R7/d5+OGHyfOc2dlZXnnlFXq9Ho1Gg/Hx8UFD3JsFe1HvopRCa0273UYIMSAVWOxQHqm+7Qw+pUlkO6XrQohtuTNaa55//nluvvlm7rnnHrIsIwgCqtUqN910E9ZaOp0OMzMzdDodPvnJTzI2Nsb4+Djj4+P4vr/ldV9LlJbeXq2rdGVGAk27h09ZEtms+7Ic2yGRS5cucenSJW6//XZuu+22Fa0MIQSNRoNGo8Hc3Bx33303cRwzOzvLmTNnsNYyNjbGxMQErVZriTm/FeyVpbOXqeSSRIYxUn3beXxKkkie57z88svcdNNN+L6/pYt6K+6MMYaXXnqJTqfDwYMHqdVqwOKFvdYNJqUcWCHlPszNzXH58mVOnTqF53mDzxuNxpYu/L2KiVxLElmOEalsH59SJDLsvszMzHDo0KEtX9Cbzc7EcczTTz/N1NQUDz/8MC+//PKSz9cK1K70med5TE1NMTU1BUCSJMzOzvLGG2/QbreJoojx8XEmJib2PEi7FvaaRLZiYcJSUimt1mFSGam+LeJThkSW137sZYr28uXLvPDCC9x7771MTEwM3t+MJbPed8Mw5ODBgxw8eBBrLf1+n9nZWU6fPk2326Verw8yP1EUbXi9O429JBFr7bZv8JXSySPVt6V405PIarKFe0Ei1lpefvll5ubmeOSRRwjDcPDZZtyhrTxNq9XqVUHa2dlZnn/+edI0pdVqLQnSfqrERLaLtbRULly4QK1WY2xs7FNK9uBNTSJryRZul0TW+32SJDz99NOMjY3xyCOPrHgh7VWx2XCQ9siRIxhjmJ+fXxKkjaJoQLjbDdKuhRudRJZj+Lrq9XpUKpUVBZo+8pGP8LVf+7VvSkJ505LIerUfu2mJXLlyheeff5577rlnELPYzO93GysFac+cOcPly5d58sknUUoN4ilbDdKuhjcbiQxDaz0ouy9RWio/8iM/wtd+7dfu2bbsJd50JLLR2o/dsESstbzyyitcuXKFd7zjHWvGHq6nsnfP82g2m2itufPOO0nTlJmZmauCtOPj49RqtW2RwJudRJZbccNd329GKwTeZCSymdoPKeW2unCXxzTSNOXEiRPU63UeeeSRG2pkRInyeAVBsGKQ9tVXXx0EaUtLZbNB2jc7iay0vjdbxfFyvGlIZL2RlcuxE2XrpSUyOzvLs88+y1133cX+/fs3/PvrxRJZb93rBWmbzeYg87NeJe1OZEw2iuvBEgH3gBkOqr/ZcMOTyFZL15VS246JGGM4ffo0ly5d4uGHH6ZSqWzq9zfi02mlIO3CwgIzMzNLKmnHx8cZGxu76qZ6M1sixpgVSaTT6QwKC9+MuKFJZKMjK1fCdt0ZrTWdTodWq8WxY8f2ZGTEbmKry5dSMjY2xtjYGLBYSTszM8Mrr7xyVZD2zUwiq7kzpQv4ZsUNSSKbHVm5ErYTWJ2fn+fkyZP4vs+99967pWUs7725HiyTnbi5l1fSpmm6pJK21FYtn867SSjGGDxvby/xlfan2+2OLJHrCdZaZmdnB63c2ylb36wlYq3l9ddf5/z58zz00EM89dRTW1o3XH+WyG4hCAIOHDjAgQMHAKf0fvHixauCtOPj45tyBzeCvbZEVsOIRK4jlLUfr7zyCkeOHCEIgi0vS0o5sGQ2gjzPB9bHsWPHtl2QdSMTw3YQBAGNRoM77rhjSZD2xRdfJEkSms3mgFS2c35h70lktQfayJ25DrDSzJftBEVhc+7MwsICJ0+e5OjRoxw6dGhb6y1xvVki16LsfbUg7ezsLOfOncMYQ6vVGsgdbNY1uV4skVFg9RpjpdqPUrVqO9gIiVhrOXv2LGfPnuWBBx7Y0afJ9WiJXGspgOEg7dGjR8nznPn5+auCtOPj4zSbzXUJYq8FkEaWyHWIMni6vPZjLyyRPM959tlnEULwzne+c8f7SYZJxBjDK6+8gud5K7buX4+Es1VsJjvjeR6Tk5NMTk4Ci0HaCxcu8OKLLxKG4SDzs1KQdrWU625grZ6jEYlcA6xX+7Hd9Gy5jNVIpNPp8PTTT3PkyBFuvvnmba1nNZTE0O/3efrpp5mcnEQIwSuvvEK/36fRaAwKuGDv3I3dxnaKzZYHaZdX0tZqtcExKxvh9soSWY9EdsoNvh5x3ZHIRmo/dtOdOXfuHK+99hpve9vbtjyseyMQQtDr9XjyySe57777qNfrGGO4+eabMcbQbreZmZnh3Llz9Hq9QRC41Wrtip9/I0oBVCoVKpUKhw8fxlpLt9tlZmZmEKTN85x6vU4YhtsO0q6H1WpEwHX3jmIie4C1RlYux264M6Xyutaad77znbtaX2Ct5cKFC8zOzvIZn/EZhGG4JFMkpaTVatFqtTh69CgvvPACQRAwPT3NSy+9tK4Zv1XsxVN7t6wDIQT1ep16vT4I0j711FPEcczJkyfRWi+ppN3p87uW69TpdEbuzG5jvZGVy7HZ9OxqyyhJpNvt8vTTT3PTTTdxyy237OrNlOc5J06cAODAgQMb6qlQSg2yFHC1GV+6PhMTE7v+xN0u9qpiVUqJUopbb72VMAzRWjM3Nzc4bkKIARFvJEi7HkYxkWuIrZSu76Q7c/78eU6fPs39999Ps9nc9HI2c1OUsZajR48ShiEXL17c0O+WB1aXm/Gl61M+ccubYydU4Hca16oBTyl1VZB2bm7uqiDt+Pg49Xp900S3Fon0er0RiewGNjOycjm2qwVSYn5+HoBjx45taY5LuR0buVFLsipjLbOzs0uIYStP516c8p8+8Ef82SdPcXm2C0CzHvHwPYf4qi+8G89mgwzHejfHjRgTWQ9r1YkEQcD+/fsHXdeldff6668P6jpKMt5IJe1aMZGRJbIL2O7Ml+1aIr1ej+PHjyOl5MEHH9zyRb2R1KsxhhdffJF+v78mWa21DSut54OPPsaP/cIfs9Dp0+/3qVQreFIw3004d6nN/37iNf7hV3w67/2yY0tujlKweWJi4ipX6lrXiew0NlNstlKQdriSdjhbtpLLuJYlMoqJ7DC2MrJyObZDIhcvXuTll1/mLW95Cy+//PK2LuiN6KweP36cqakp7rnnnqs0XoeJYaOWgLWW977/N/nYYy8TxwmeBOtFhEHAfC9BGk1UqXB5vs+P/OKf8rEnTvOr/+HvcujQoSVT9Z599lnyPB8MwNoJy26j27+XCl9bWddwkPaWW265Klu2UpB2LYu0HIn6ZsWekUjJ7vPz80xOTm7LL96KO1NaBN1ul2PHjg1O/HawliVSChWtpbO62bJ3ay1f/W9+nSdOniEIfJSn6PZTGjXJbCdBCUulUac936FWrxAEISdOT/P/+ee/xKM/+rWEgTcoM7/11lsHwcaZmRmmp6cHN9zExMSW4gIbwV6TyE5gebZspSCtlJJms7mi9VMKOL9ZsSckUrov3W6X8+fPr3pTbRSbtUTKgq79+/cvsQi2GwdYTWe17PRdS6hoK1Wo3/Qff4cnnjtPP9OkCx3CwAepaHf61JoN0jih3U0YG29hgH6SIZXi1PlZvvxf/Rq/+8N/d8kNPBxsbDQa9Ho9giBYEhcoXZ+dmlVzI5LIciwP0mZZxgsvvEC73ebxxx8nCIKB61Ov17HWbjrALYT4APAlwCVr7f0rfC6A/wz8LaAHfL219snt7ttWsOskkuf5IB3red62syqwuTqR6elpXnzxRe67775B9edOYTkRaK155plnkFKu2+m7EomsdoMJIfjZ3z3Bnz19BisUzWadWeFhBdQrPgtW0G13abSaeLmml1vSzOBhqEQhmRG8+Pos/+hHf5+f+c53r7pNnudx6NChgetTFm89//zzZFk2SDNvp87izUAiy+H7PlEUDQg3jmNmZmZ4/fXX+Uf/6B8xPz/Pz/7sz/IFX/AF3HnnnRtd7AeBnwJ+YZXP3w3cVfz7NOC/Fv/dc+xarq2c+TKcfdlJEllvOaX78tprr3Hs2LEdJxC4utbkE5/4BBMTE9x///3rPnk2Y4l8/IVpfv4Pnie3goVOn8uzHeqRjzaG2dk2Mgipj43R7iXEaYpUHtJqGq0mVnjoPKcTZ3zsyVf5//3uUxtaZxkXOHLkCA8++CAPP/wwU1NTzM3N8dRTT/Hkk0/y6quvsrCwsOlJfm82EoGlgdUoijh8+DBvfetb+djHPka9XidNU374h394w8uz1v4pMLPGV94D/IJ1+GtgTAhxTWrrd80SKVO4yxvndoJE1uudKefeTkxM8I53vGPXLtqSCC5dusRLL73E/fffT6vV2tRv10Mvzvjh33oOI32MzpmYaJFry0KcMTHW5MrlWUya0JEBrbEmaZqRpDlRtcpsJwGjaY41kFJhhOT/fvQEf/Odt3Nk/9KamPW2RSk1eNICg7ESZ8+epd1uX9W3shrezCSyUpyv7Dr/9m//9p1e5U3AmaHXZ4v3zu/0itbDrpGIlPKqi2UnSWS9wVFvectbBj7rbkEIwauvvkqSJBw7dmxT1aIbJZFv/ek/5XI7RSKwUtJJLYEnsFnK7IKmPj5OL85o+IL5+Q6iUsfqBK/SgHieyckxeqkm6fVBeVjgH/7nj/H7//49K27TRrF8rMTylGjp+oyPjy9xffaq2GyvGxZXy87EcfymDqrCHqd4tzumYS1Yazl16hQzMzPrDo7aCaRpypUrV5icnNyStbMREvmTE+f5+POXUMojiRPSJEYJCV5AGIUkceKWo3NkvQH9DJsmNMbHWFjo0poYo5tq4lQThBHNWkBiJa9Pd/lPH3qK7/7bD27jCCzdl+Up0VIH5LXXXhtM3CtTyXvVo3M9jIvYRWnEc8AtQ69vLt7bc+wqieyVDkaSJJw4cYJms7mhwVHD2Ip5XQo1NxoNbrrppi3XIqx1bIwxfP8vP0FuLAio1CpU6zXm5tv0Mkur2SCVAWmSo8KI+YUuk1PjXJmeoZtBWInIjUUbqNcilJLM9w2eAiEsv/wnp/j6L7ib/WPVwXHYKSwf0zks1jw9PU232+XAgQMbrgbdCvZSBgBWJ5FdVDV7FPg2IcSv4gKq89baPXdl4DrondkuZmZmeO6557j77rvZt2/fpn5b3sibudjOnj3LmTNnePDBBwdzVraC5SSyfBt++LdOcmEuxliLFh69JMdXlnqtQqfTo9NPqUcenb5hvFFl5kpKJ87wGg1EnuMHAd3U4AcheZ6Sy4gwUlhjiTONijP++Qcf5xff93+sug07hWEdEGstU1NTJEmyxPUpSWcr7QcrYStp1e1gp8dFCCF+Bfg8YEoIcRb4PsAHsNb+DPBRXHr3ZVyK9xu2uu3bxQ1LIraYezs9Pb3pwVElyuzKRiwXYwzPPfcceZ4PitW208OzliUy10n40F+97ojDC4nbbdAa4fkkVlKvRXQ6feq1BrYb04kzVK1BEvep1ysQ+PT7CdIPSeM+9WaNXqJJ4phavUIUBmQonjh1hU+8NM0779oc+W4X1WqV/fv3L3F9ZmdnOXPGxQl3oru2DOrvJVYjka1YItbar17ncwt866YXvAvYc3emnLeyHX81TVP6/T5pmm5pcFSJjZJAWax28OBBjhw5skRoeKcskWH86199mnY/IwgD0jTDjyK0sfTTjErkkVqPasunnRjq9QqdXkqj1UBEPnFuIDfIIMRqTatZI7EKkyfsn2qS45EbiycFxkp+4DdO8Dv/6vO3tA9bwXLLb7nrk2XZEgnE4fqLSqWyYWK4XkSa3+zNd3ANLJEyQ7PVEzw3N8czzzxDGIbcddddu14+X2Z7VipW2ylLxFrLq6++Sq/XI5Y1/uqFaZTnIXSOVwnJ8xytDZ00I45TqrWINMnJNUStBp3+DEoK5tsZtapPJ05pjDVpzy0QC58kTmi16iTWo91NkEKAgGol5NTFLr/516/xabfszaWwnvvo+/6gu7aUj5yZmeHll18mjuMNz/3dS8mBtfBmnzkD15BENuv7Wmt57bXXuHDhAg899BDPPPPMmp2TG8FaJGCt5fTp01y+fJlHHnlkRfGgnbBESpGiKIqYnJzkfb/0NN0ko59ocm3RuSZUFiUFY80KC+0eOs/xgoAsT5jva5pjLRa6fZTvgQpQoaXdTYlqFeLMEEU+QRQyPRejlKISeVSrIZkG3xP8zP86xaf9g3v2xPzfTAxKiMVh4sOykVeuXBnEo4a1U4ZJ43qxRN7sHbywB+7MVSv0PPI839Rysizj5MmThGHIO9/5zoFq1W7prA7f2Gtle7ZriWiteeyxx7j11ls5cOAAp96Y5YVLGQZJraro93OQIBRoIzBSoSoCoSTNSBH3U0yWI6IKXlXSCgXTczHVepVep0+9XiOe7VGtVZjp5gRRQC1QKM9jrpMQ+AolPabbKb/1xCW+7B37t7Qvm8F2is2GG+HAXRdzc3ODYr8wDAeuz3as3c1irQfJyJ3ZBWz25p+fn+eZZ57h9ttv5+DBg4P3d0KYaKVlDKuPrafQvR1LZGZmhm63y6d92qfRarXQWvODv/08xkIU+qRZTqsRMtfNSNIMnWsqkcDzffr9lNwKJqZazMx2QCrSNEM2KkCMrxRRJaSTWsbHaqS5QUhJFPh4vqCbaKLQR0lJmlukgkefntszEtmpm9v3ffbt2zfIypWuzyuvvEK73UYpxcWLF3dkmt5aWE+Q6JZbblnxszcLrlsSsdZy5swZzp07x9vf/var/MqdsESWN/ItVx9bD1shsjL+MT09TbVaHTxVX5vucPzMAtoIcm3wPEWqLY2Kx4K15FlCmmq80EcpQZ5pdMWnUqtgtEZKwaX5hKmJOlfaGWHkkyY5npQIJZioVuj1UzKj8HyPLNd4vqASenieYrqd8JFPXuZbb7ppcwdxk9jNsvdKpcJNN93ETTfdxPT0NJcvX6bX6w2m6ZUB3LGxsR21UtbTEqlWqzu2rusR16U7k+c5zzzzDEqpVQdH7QSJlJmijaqPrfb7jaLs8vU8j0ceeYS//uu/Hnz2Ix99CY2kn6YoJVnoJlhjadZDploh7dBDa0Or6nOlLYh7CYm2aA34Hq26Yr6XYZRCyhzPU7RqAfOdhCDwmV2IaTYjUmPJ4pzxRkCqwRhLri2eUvzuM/N865ds9ihuDntVBGatpVKpcNtttw2m6c3NzXH58mVefvnlQbv+Tijmr6dqdi0FiYQQHWvtrvpT150l0m63OXHiBLfeeis3rfFU3KmxEXEc8/jjj6+oPraR329Udb7f73P8+PGBovwwLs71efyVGYyFRi0kyw3j9YjcWjq9jEwrokAyM59xOTM0GhGhL+n1UyrVgF4vY2qqxnzPaaqOtSQCSy/VeIGPEgIpBRpJGidUAoX0fELPIoXAWAsWrnQyfv3jr/N3Pu3Ipo7jZrBXDXjLA6ue5zE1NTXQsinb9XdCMf9TWaQZdlEKYDWsRSJnz57lxIkTPPDAA2sSCOzMFLw0TXnppZe4/fbbuf3223el/wVc/OPJJ5/knnvuWdE//tHfewmkRCqBtS5wiqfwlAQsSZpjLDRrIcZaJBZtYWq8BsWNMtfPmRiv0utntLspFkGSaKLQo9vPmBqPMLlGChhrRWTasNBNmW3HSGGxUoAQ/PonLmzqGGwW14pElqNs17///vt55zvfyc033zyYUfPYY4/x8ssvMzMzs6FrbL1xEddDilcI8XlCiN8dev1TQoivL/5+VQjxH4UQTwkhHhdCPCyE+J9CiFNCiG9Zb9nXxBJZ7s5orXn22Wex1m54cNR23JlSfezKlSvcfvvtW1ZaWy8mUsZ1zp8/v2pTYJzmPHZ6DmMhN+B5Ep1rEJBbqFcDev2MJNVUIx8BdHoZ462IK3Mxk2MRaT8jTTKiagBS0qh5SE8RhYsElwqPXCfsm6iyEGuSOKcSSKrV0JGWsUhPcqmT8kfPXOJvvHV3gqzXC4kMQwhBs9mk2Wxy2223LXF9Tp06ta5i/nqB1RtEX/V1a+2DQogfxwkifRYQASeBn1nrh9ckJpIkyeB1p9PhxIkT3Hzzzdx8880bvsC2mp0ZVh87cuTItupM1rJEjDEDYnzkkUdWXc9/+cNTJLnGYPGVYKGXYbShEijG6gGJtmQWtLYEYcD4hGRhvk9m3HoXehmNVoWFhRgv8PCFoB56TM/HTIxFzMzFtMZqxP2cRi1AC0WWub+rkYe2YLRBCMBatLb8wl+d3TUSgb2btLdV9bWVXJ+1FPPXCqzeQCneR4v/ngDq1to20BZCJEKIMWvt3Go/vKYxkTfeeINXX311S4OjtmKJlJPubrnlFm6++WZef/31bcVVViOyOI45fvz4VWXyy2GM5c9enEFISa7dzRX4Eq/q0+1lZL2cesWjUfGZ66TEaU4YetQaEZGvsLWAbpwThR6VqRq91JAmGlFzhXFR4AMx9cgjjnOqFZ/5XkarHhD6ijiz9FONpwSeBG0NFSV5dbrLr/7BX/Hpdx9iYmKCRqNxwwkJ7WSxWRRFS2QjlyvmB0FAEAQrujXXkSWSszR8sdwsLp/sZujv8vWaPHHN3JlnnnmGLMu2PPdWKbXEolkPK6mPbTeuspIlUpblb0QU6Y9fz5jpCTJtqFV88kxTaURkuSHzDHGS0yGnHik8JejFOc1awEJuaWtNterTjV35e7eXUo08lBR04hzPk8y2E8aaEZm2jDcjYu1qNMLARwhI85yxeoC2FuVJQk9hcWGWP5uu8XkPRAPlsnq9zuTk5A0xqhN2r2JVCHGVYv6pU6fodrs8+eSTeJ7H+Pg4k5OT1Ot1+v3+prVthBB/EyfCrICfs9b+4LLPjwA/D4wV3/kea+1H11nsa8B9QogQqAB/A/jzTW3YKthzdybLMi5cuMCdd965rbm3G3VnrLW8/PLLzM/PX6U+tt2Zvsu34dy5c7z++us89NBDG6oNeOyiwPcUUih6SYbnK7S2ZMYShAprDaGvyKxgrO5zeT6lE+c0qgHtXkYUeEyNV+j0M8LAQ3oejbqgGxtu3t/g3OUeUaRod1NqtQAhJBPNgIVOghGSSsXHWEut4tNLDEluqIQ+vid4bTYhDZvcd9/BwdP3ypUrnDx5clBzMTk5uSNzbHcDe1X2rpSiUqnQaDQ4dOgQSZIMRJq/4zu+g3a7zc///M/zrne9i5tvvnnd5QkhFPDTwBfiJA8fE0I8aq19duhr/xr4dWvtfxVC3IeTBbhtreVaa88IIX4dF+M4DXxySzu8Avb07JedmY1GY00zfyPYiDuTpilPPPEEAO94xzuueoJut+q1tERKmYDp6Wne+c53bohA/uylyyykgBD0M00UeHRjQ5Jpxio+YegTVkL6OVgL1g84OFVDCEk9ctyf5YZ+bqlXfKLIpxfnVKpuHzUCz5NUQ8VEK8LkBt8T9FNNVPEZa4R4AgJP0E0MSgqUdFaRNhZtBR/4i7OD/Ww0Gtx22208/PDDPPjggzSbTS5cuMDjjz/OiRMnOHfuHHEcb/lY7jT2UpRo2I0Jw5BDhw7x1re+ld/7vd+jWq0yMzPD93zP92y0uvmdwMvW2lestSnwqzhR5mFYoPT/W8Abqy1suEbEWvvd1tq7rLXvstZ+ubX2g8X7t1lrLxd/f9Ba+21Dvxl8thr2xJ0xxvDCCy/Q7/d58MEHefHFF7e9zPVIpFQfu+uuuwbzVpdjuyQipSTPc5544gkmJyd5y1vesuEL99efeAMrBLm2RIGiG2uMdW7NbF/TiDxUKEhTTZIZotAj15AZ0FLhe4KFrsvSJKku0sFgUUShopcZpsYqCAEZUKtJotDjwuUezUZErg2dfs7keIWGEmS5IbeWmi8xCLQxPHexSzdOqUVLydfzvEG5ubWWXq+3ZLREOVVvbGzsmg0U30tRotWyM+WEg+/8zu/czOJWEmBePgri+4E/EEL8E6AGfMGmNniHsauWiBCCfr/PY489RhRFPPTQQ0RRtOuzZ86ePcuzzz7Lgw8+uCqBwPZJpNfrcfnyZW677bZN1Zmcmeny2myMpwS+J/A8QaPicXCiitbOwmj3M6SARtVVz2aZRvnudCW54dC+BkoKqoEiyQxjtQAhoNtPGWtGxEnOfC+jE+d0uimhp5hZSBlvhlQjj04/58BUFSsl3cTQS3KqvsQIQRgoKqFPkll+4bG1FfeEENRqNW655ZbBaImJiYlBbcxTTz3FmTNn6Ha7eyqevJeiRKtlZ3ZxNOlXAx+01t6MUzf7RSHENfMpd9US0Vpz/Phx7rnnnoEWx0p1IlvBSkHRldTH1lvGVk/0+fPnOXXqFK1Wa9OyjB/4q7Pk2mIRhIFHmho832VrapEiNxqjXfu/F/nkWtPu5bTqIV0liRNNo+ozNVElzoq+mbmEfZM1ZuYTQFCr+HhSIDxFrmOiio9up1QrAZcXEqJAYaUkjXPSTLOvGSCVcpWt1pIaS+RLPv7qPN/y2Ruv7Vg+HW64Ka7f75MkCdPT01epwO809lJPZLVis36/v5W+mY0IMH8j8DcBrLV/JYSIgCng0mZXthPY1aOslOLTP/3Tl4j57NSJXe7OlBZPvV7ngQce2NAFutUGuhdeeIHz58/zwAMPbNpk7qUZL17sopRCKUmcapCQ5oYst0glODBeQXqKhcSglKRai5gcq2CEoFVzroVAMN/L8QOf8XqARRB4HlGgQEnqlYBK6BEnmv1jFS4vpPi+xOJiLI16SC/OyXPDoYkKQaiQ0uXzAiVRABb6Gj5y4uKm9nEYZVPc2972Nh555BE8z2NhYWHJAKx2u73jVspe6onssNL7Y8BdQoijQogA+CoWazhKvI7LriCEuBeXrp3e7Ip2CrseE9ktxfdhAlhLfWyjy9gIsizj6aefptls8tBDD5EkyaZJ6FeeOE+sLZ6EtnZB0csLKVhLs+pjXBsLtcLliDON70naqUFpmGz4xJmml+S0qgELvZybJyLmez18T9KsR2hjmOlmjDV8cm3xQw/dzblpqsr52YTJRkC94tHu50y1QpQStGNNmhs8KfCUYLweAAJtLH9yaoEve+Dgeru2LsoYwR133AEsDsAaLuLaqTTyXpPITumrWmtzIcS3Af8Tl779gLX2GSHEvwMet9Y+Cvxz4L8JIb4Dd7l8vd3rQTtDuGGFmku36JVXXllTfWwtbIZESp2RO+64gwMHDgBbI8hPvDqPxbkMkS9JtKUaKpSUzPVcHKQWKOqRRy/O6fRzDo6FVEKPfqrJDNSqPmlmqFUU7Tgnt9CquZqRbpIzUXN1IJ7nno7GWKQAv3itfNf6P9kIEEIwH2ussdQjj0bFK5r1BAKIfMnlTswTr8/xjiNjm9rX9bB8AFa73WZmZmZH0sjXgyWy1XERRc3HR5e992+G/n4WV5Z+XeCGtUTKi67Vam161kyJjZLIpUuXePnll6/SGdnsMK7//eI0ncw4PRDt+mQCIVGhRz/JCD1BL9F0jGWs5nNoPOLCXEw30dQiST/VYC1KSXwEFhen6KWaKPKYbaeM1QL8QNKoCtq9jJsmK8z0Mg5NVJjrZ4w3Q0deucLzJdqCEtCs+3hKoDyJNrh4ihDkFgLf43eev7LjJDKMlfpXZmZmBmUBlUqFiYkJJicnN1S8tZckslpg9QYqed8Wroklsl3F99Iq8H2ft7zlLVvejo000J06dYq5ubkVdUY2qyfyB89fITMGKQRRoIgTg5SCJNMgJI2qYrIhuNJJMYVbUYl8okDSDASznYz5XsaB8QqXFxLqFZ/xmk870TQrPocnqwgBF+djbpms8PrlPp6vgAwEJJlhf9NHG8u+Zki7n5Fby75WSD/J0UgWujl+cT9EviIM3Ivz8xlvzPU5PLb1YVObIVzP85YINvd6vYHbupE08l6TyE7OnLnRcE1IZDuK78PqYydOnNjWdqxFIqXOarVaXXVM5mbcoRenO0x3MkJPoY2lE2uElPQSjSclYzWfJNfEmSv2ilNNVA1oVj3mejmB73N4ImKul+NLEALacc5YI6Sb9vA8weV2yr66Izrfk8U2CsZqPoGvGK8LeqlLfea4DI9XBHd9T5FoQ6PiSud9KUAKQk9gcR3FHz45zT/57K1rjWy1g7dMI9dqNY4cOYLWmrm5uUHWx/f9QSylWq1uaSjZdrHSuq4XGYDdxp64M1ettFA324zi+1bVx9bCarUmZaPerbfeyuHDh1f9/WZctd95dhqUxBrjKlQ9yUKcY4RAeoLZXkotUFQDRRZ5RU+MIfAVkNNPNFPNAJW6jttWRdFOLIEnuW1/jW6qMRb8wnKY7qTcNBHRSzW1yCPTllrkYY1FKskbM33qoYe1jowaNZ9m1UkNWGsJA4UVwglFA54SnJpJ6Kc5lWBrl81O3djrpZGbzSZ5npPn+a6mkUusdg18Kii9wzUQJYLNd+AmScLjjz9OEAQ8+OCDOzZqcSVL4vLlyzz11FPcd999axIIbLylvR1nnL7SxxiLLyFSzpKoB4J9TSc0FGeGhX6OtZZG5CGAhX6OrwSVQJLkBgEYBAupYapZxAWs4UI7wZOWii+51M64/UCNNLcgBb3MMNfL0cYyvZBggW6i2dcIqESKK52UQ+MRYxUPrS0L/RyUpJNqeqkmzUyhjCbJjeV3n5/Z/IEusFvWwfI08oEDB9Ba73oaeT18KqiawTV2ZzaC2dlZnn322Q11xW4WKw2Qmp6e3lKmZy185OQ01kqUdCplge+5VG4RxKyHHsZYxqs+FlBSsH8iIs0Mvic5PBZy6lKfODdM1DxmujnKl+xvBvRSQyPyEUrSqsFML6OogKcSKA6PueBpNVScm+lTiTxmZmImJyOudHOEgEroMddLWehrDo8HSKnIXbkJ2loXxzHg+YoTF3r87bdtjQz2wsUoJ+qFYcgjjzxCmqZcuXJlkEbejgzialhtn7rd7pYFr24kXBN3ZiNVq6X62Pnz59ectbsTF6bWmpMnT+L7/pYzPavBWMuzF3sYDNZqfN8j0yCEJdMWJQTViisSu7iQYCzsq/tEvmKhr7Fxzngt4PB4QJo7Mpjp5qSZxcqiOa7iMd3JODoZMdPLsEpx83iEBFIBoRLMdDP2NUP6mSnSvZI0N9xxoEo3M3QSw8FWgPIU1joXJteWZqSQSlKIn9HNDP/71Bx/486N1+OUuBZT6YIgWKIFsjyNXBLKVruR12r0G8VEdnOlnremJVKqj5Vq7+sNj9pOo5Uxhscee2ygrLbT+F8vXqafZ1itqQQ+C7Em9AQzvRxpLWGkyG1R4FX1udzJaMeaqZpPLXR9LRiNFgotNJ6nEMBsP2N/PSDxLZEngYzMWJoVjzTXWAtZZuimhpvHIhKdcyBUnJ1PuXWqysV2RsVXKKWYW4hpVjxqFY9ealiINRLLoZbTIFEYIuk0TaSwPH52Ycskci3FjZankYfn/r7wwgtUq9VBgHajGiDr6ateJ4JEu4rrzp1Zrj62keVslURmZmbo9XocO3ZsU5WuG4W1lo+/MgPGPRG7SU4tVG54lBJ4SjIfa3wBgSfxlSTyXAalFyhakU83Sehn0Iw8zi9oLHB0X5XXZvooJZnvJkxOOCttLs6ZqAe8MRdTDT2mGiHZfALS3biyKDaLfImxcLChuNRJCZVkoqpox5puaqiHiomqhxWSSLpCNW2c1eT5Hu3McPzsHG+/eWxTx2Mvx0VsZD3L5/6ulEaenJyk1Wqteo2tRyKjmMgOYDV3ZiUSWUl9bC1sdWxE6SpduHCBarW6KwRijOGjH3+WduqhfIWyUPFdf0otkMjQo5vmSOGshVYkXRA1rNBPNaGSKCmYyDSzvZyJusuczMc5+xoBt01VyI0rN7vQTbl9qsKZgjAOj0VIKehry2TNZ7qbcct4xIV2ylQ9oJM5ohCeT9ZPOdTw8STE/ZzJmkfVV2ggz91NbwUEyg0B10XG6C/P9TZNInsp0rwV5f6V0sjlnJpyROfk5CSVSmWw/PVEmkfuzC5heUxkLfWxtbAVecPlAsof//jHN/X7jSBNU44fP86L8ThhJEkyjcbphuTaUAk8tDHUAkXkKzJtmO3nTFQUgSeZ0zlzccahZkC96tOqOTHgZuTRTjWBkpxpp+yv+jQjj25u8X2FEoKar2gXJHSpm3LHRMRsElOLPKb7Oc2KxxvtlJtbIQbYX/fRFtqxYbLmOn8RMN/XSNzA72boEQUSKQWelGjjtvfVmS63TWz8Jrkeld5Xw2pp5Jdffpk4jmm1WkxMTOD7/qe8O3NNUrzDMZH11MfWwmZTxXEc89hjj9FoNLj//vsHJ38nU3+dTseloycO0DMKgR24Kpk2gKCfGdLcEvqSauAsDouzMoyFRui4vZsYaoHHdC/DIDg85jJGmYHAU3S1ZX/TvecpxdF9VVJtmYs1YVF2KopUjRCCii8JPEnkuxTubC+jHnqEnqIWKqq+JPQkC4lhvOIxUQuYqvqEvsBaCsUzS+g7Lda/ONPd1LHZKxLZjQBumUZ+4IEHeOSRR9i/fz8LCws8//zzgyFYy9PIW0nxCiH+phDiBSHEy0KI71nlO39HCPGsEOIZIcQvb2/Pto9rGhPZiPrYesvZqDuzmoDyTlY3Tk9P89JLL/HAAw/wkRcWkMKZ1Z6ATiH6c7GdoURZ+2EJlKTiSWqBa6aLM2eheBLaSU6r4hF5gvkkp1WJuHNflYvtlImqx3Q3I/IVUkCsNXMFKXhS0MsNgRKcX4i5uRUxF+ccaobkFm5qheTa7fPlXsZYpGiFikvdjEaomKwFSMoULxgj8BX40pFJlrtiuTcWUi7MLnBwfGNK/XtFIlutht4oyjRyOdf3ypUrhGG4JI382muvEcfxpiyR4oG4pr6qEOIu4F8Cn2WtnRVC7P4U9nVwzWIi8/PzXLlyhQcffHDLfuNG3ZmzZ89y5syZFVPFZYZnOxedMYbXX3+dS5cu8cgjj9BOLdO9DCGEu8FzRwxJbqkHCt+TXO6mGGupeIpaoDhYD9hX9dAIqp7ktokqp2f65AbGKj6XOikG6GSam8YqaGOAjMRYbp+s8kY7phZ6tCo+vpLMxjl3769xaqZPFEiuxBleqsmMpWIUVU+ilCTyJLXQZ7afMVH1CX2X/WknOX5hxSgp0MaRQKAEnnLVclIIfu/ZS7wtfHFDHbc3siWyGrTWK6aRf+u3fovTp0/z+Z//+XzRF30R3/d937fuvn/iE5+AQl8VQAhR6qsOizS/F/hpa+0sgLX2mggRDWPPLRFjDK+99hq9Xo/P/uzP3lZ6dj13xhjD888/T5qmqw4G365EIsAzzzyDEGJQY/Jnz5/HGIu1TuDHWJBC4AmLijx6qaYZeqS5Ybzqk2qDVJK+tsz2c8Yjj6ovGat4NEK3zZc6KQtxzlgl4EI75daWc2Pm+s76GK8EVAPF+XbKbWMhs3GOUhIpIPQU++sBSgpCT3J2PmYscoHWI2MhmRV0U8O+qgdScr6dcHMzQFvwB9vvitdKIgiUwFhDFtS47e6D2KQ/SJXWarVBPGHYPb2RYiIbxXKrp0wjf+/3fi+/93u/x0c/+lEee+yxDe33uXPnYH191buL9fwFTm/k+621v7/N3dgW9pRE+v0+Tz/9NBMTEwDbFtJdiwDK4Obk5CT33nvvqidxOySSpim9Xo+DBw9y9OhRhBB0+gkXepmTCdAGi8vKJLkpnujuaV5v+LQTw6VuhgQmapJa4DHXz5iPM+qhG1B1oZtxdDzi6ESF1+ZiDtQdefS14a6pGq/O9TkUesS5wVduH6PARxCTasuRouu2HnhICYm2HKiH+J5yMgBScm4+4WDDJwh8zs3HtEKFryQeToneVwIpFYl27pdSrvw+9BS5tTx5MeVddy0KN3e7XS5fvrykoGtqamrPUrzXgwxASZhjY2O8613v2slVesBdwOfhpBP/VAjxtrUm1O029sydGVYfq1QqPPPMM9te9mqWyMLCAidOnODuu+9eV/90qyTSbrc5ceIElUplyfycv3x9Hm1dhiPyFNpaeplGSTeaQQhL5CmMdUVizdBjtp/RSTRjkcdYxWeml5Hkhkbo0U5TFhJNoAR3TtXQxuApwWw/56ZmSDN0Xbez/ZzbJ1yB1KVuwm0TFa70MiJPoo2lm2oONUOu9DJuG4s420442AiIC6Ibr4Rc7CYIITjYDEm0ZabnCK4y1KuUaoNFEHlOzyRUgvPdjHYvplGNEEJQr9ep1+tLCrrOnj3L3NwcUkouXrw4yGzsBvbaElktGbBZy6sYYr+evupZ4OPW2gw4LYR4EUcqj21is3cUu36krbW88sornDp1ikceeWQg0LsTYs0rkcj58+c5efIkDz744IYElLdCIpcuXeLEiRM88MADg1msAJ1en/OdzAksCxdL6GeGeuDSrtZahJS0E02qLVJI6qGiGSrqgRq4HVVfMtvPCIug6XycU/E9LnZS6oHHVNFjE/iSiVpAmrtS9iu9jEONkF7mnvi5sXhKMlkLCD1Fvcj6RIHCWJis+czFmoP1AI0tLJeI3MB016msHW6FVEOPSuACwBVPEkjhLhxrMVYgEDx2rrPisSoLuu677z7uuecems0mvV6Pp59+mieeeGJXmuOuB1WzrQR3jx07Buvrq34EZ4UghJjCuTevbHa7dxJ74s54nrekJ2Urc3RXglKKNE0BR1Yvvvgi3W53U6M5N0MiZZNeKccYBMEgu6O15rGz8xhrUQgSa9HG0ggVmbGMFVmT2Tinl2mMFbQaPiBR0tV0ZORMVnzGqgGeFFQ8yWTV53Ivc6ShBGcXEm4fr3C5l5Hlltl+xpGxyKWIE83RiYDZJKcSKI5OVLHWEmvLgUbApW7KRNXnfDsl8iTllIGxisfZdspUzSdQknPtdBDs1ULQS3NSbfGEYKrmYYBQySKDYzEWrsSGmXaHsVp1zZsnDEOOHj3K0aNHr9JYbTabg7Lz7bTwXw8k0uv1Np0wKPZ5PX3V/wm8SwjxLKCB77LWXtneXmwPe+LO3HrrrUueNDvlF5fZmSzLOH78OGNjYzz00EObWv5G08TGGJ555hmklLzjHe8YXKTlAKs4y7nU1QgkQlgqvnLt+EIghEX5TsGs5ivGI4+ZOOdiN2Uscincqi/pZoYsMDQijzcWEgyC/fUQX0l6qWay6ojACMGdU2Wq15HCLa2I+aSHkoJDzRApYCHJaYaK2U7G7RMVLvdzjoyFvDIbc9t4lbMLMTe1Ijwl8aWgGXkspJqKJ5io+CBEkUWCsUhR9x2BGGNJsYRKIIQkUKCxPHM54dOjkDzPkVIO/g0fw+HXyzVWFxYWBh23UspBcLZWq23qnF4PJLLVatUN6Kta4J8V/64L3LBCzeAIoBwVMSygvBlsROIwTVOeeuopDhw4sGT8Z5lKPHv2LBfEOFZKPCA3Fosl8CVpblES0tzFRcYqHom2hJ6il2W0k5yxyKcZenSzlPkkZ38tIFCChSRnouLRzw0H6wHGAl3o55o400zVAnwlmU80oS+LdLLFV4JOktNODftqhdJZcaFL4QSYhQSEIPAkV+Kcw60IYwyJthyshwjgYjej5rsitFooAVcnIgfT9tz4CRB4UjATQyc3tEIfYwxa64HFWVp8q5GBEIJWq0Wr1eL2228fzLR99dVX6fV6AytlI/NqblSl9xsVe0IiuyXWPD8/z6VLlzh27NiWy4vXc2fa7TZPP/0099xzzxJtiNKFueuuu3j1zDSX+jlZ7m4sX0okgk6qEVjaqSGUEoMlM+5GrvmSOBP0UkMztNRDxZTxme6maAPjFWd1JNoyUfW50M24YzwaBFEPNUPmexn1QsmsnWjunKpydiEhUJKpWoghpZ1Zqr7k9bk++2seV/o5N49FIOBwM8RaULg6EF9JDjWdqrySzhqp+BJfQjvVZNoJIykpGAs9qoFyZfIYEBKlBM9d6vM5t7uBTcaYJf/iOB6QiyiEjlZDOdP20KFDGGMGVsqrr76K53kDK6WUQxzG9ZCd+VRRNYMb1BIpe20uX77Mvn37ttWfsJY7U6q8v/3tb19yQZQEYq0lCAJmVZXQNygFqbbkxtJONA1fMZ/mNANFnGvaicETgsh3wdRGWOFCJ6WXG2qhz1hFYoB6qFASprsp83HG4WbATD+nk2vuO1Dl+ek+VU9wUVuqoSRUwkkD1DxqgWK84tHPNAfqPufaGQeDjPNZyFQt4PRcwlhFMdfP2VfzkVLSiBQX2im1UBFJ11EsgKqv6GeannWSjM3QwxOSWigwRhQNgGUBmgBr6WbwxnzM4bEqUi4OK7tw4QLT09Pcf//9gyHoeZ4jhEApteZNL6VkbGyMsbEx7rjjDuI4XiKHWIo2j4+PD87njerO3Ii4ZiSyVcX3PM95+umnqdVqvPWtb+XVV1/d1nasZImsFEAtobUemOVSSi4udJhPLFYIhBRYrbEIxkJJaiyNwPWZAKTG0gp94lyTWosvXbn7lV5OP8tpRQrZh3PtlNvGQ+6aiugmLvMiJcz0cppjEXfvqxSyhfD6fMJb9ld5fjqmEflUQou0cKGTs6/qLu5arYqc1yglGIuUcx0iV5g2WfVcX07DVau+PBNza8u5SRc6GVNVD2ulK5oDar5EW+eiSSERwqmfeThRaIPgpekek7WIwPcREubmZpm+fJmHH354kNYtrZPS5Rl2e9azUqIo4vDhwxw+fBhjDHNzc1y5coXTp08Pgt1jY2Pbui42ihGJ7KE7c9WKizTvZhruut0ux48f57bbbuPw4cN0u91tV5suJ5HVAqjl07MkkHKfTs3kKE+htCHXhsjzyExOrsWgRiMzUPWhFXhc7qX0ckE/zRkLJY3AYyGGuVhTDyTjFY/znYxeaog8RSfL2d/w2Vf1me7lCAnn5nJubwWkBmZjDQgOFCrvb7QzjjTd3/OdHp70SPG4bdzHGNhfDxC4G14KwWTN54XLMVMVj5l+TiOQVH3JpW5O1XN1IJ4UtBNDI1LM9LOCQARKuM8j39W9WCtQniC3llMX5tlfc6X11ljue9uDqPIysGZgpXiehzFmcHxLMhl2edazUkp1MnAFjS+99BIXL17kwoULg3L8sbGxXbFO1oqJfCp08MI1tEQ2m+adnp7mxRdf5G1vexvNZnNLy1gJw/03SZLw1FNPcfDgQW699dbBd1YjkNOX2vRTi1ASz5MYRNHT4trmE+3iCHXfwwqBtYrxmsT2cuYSy3yiCfp9akKR4rGQaMYjDyFgNs450goRQnC+k3NTI2A+0cS5pRFIziyk3D4RMhtrrABPSTqZRgrIc40vDG0bcsdEwJmFlPHIo5s5RfiJimKua7ip4TPbz2kGTsukkxrumghpp5puZrh7MsRYF2Cdqjgd2KmahxRgrSPJ0soKlCziIy7YPJvCvpp7QgdhxPz8AlII/MAnDAKUcuO3SkIpz6fvLwZlS7ex/Fspta6VUqlUqNfrHD58mPHx8SWaIFEUDWIpG1Uu2+g1tBwjS2QPsFECsNZy+vRpLl++fJXWyFZFiYZRksh6AdSy+rAkkHavz8UeBL6b14IVWDQGi7GudiLJNeOR4nI/RwrraisEHKr77Kt7zPUNVT9CYRCdHGlzdL/P4UrAG33IjWEsUiykpgiEBoM2/fN5BggmKop2YuhnhsNNH2sMMyncva/CqdkcgwuY+p7kQKiY7rm073TPyTR2OoY7J0LOzqdUPYGnnFV0pBUgBFzqZHgCqoFECkGmITNORElbVzsiB9kqCJSTP8gtvL5gePC2MUBQFWC0Ictcq0Cea4LQx/cDfM9zN6LRYPUS66O0Uko3Eta3UkqyX64Jsly5rLRSWq3WjlspnyqqZnAN3ZmNkMh6Aso7ZYnMzs5y7ty5qzqKVyMQjeT1OYO27sZRUpDEqdPdQFD1Fb3M0AqVG8QtoJcZxiPPyQxKQZq5cvjMCKaqPhM150LUKhEhmoM2o9ft4Hse4NHP3A00HqlCUxV6mS5iGzkH6j4XOwkNUvqE+ErhS03FkxxpOeKNc8P+msd8vLhtApzQkIXbx0PeaKdUfUEjVLzRTvGl4OZWSG6dTkk/M9zS8gvBZ0GORUqoeBIlBMa610oKMmM5d6XN4YkGIBBSEoYRYVQBY8h1Thwn9G0fjCWqRIsiP9Zpyw4XKAIDK2WlFHJJLKvF2qrVKtVqlVtuuQWtNbOzswM1vUqlMiCcnVD673a7HDy4/SHoNwKuqSWyVul7v9/nqaeeWlNrdbNjLJfDWsv09DTz8/N8xmd8xpJejmH/fPBUBHIUl2a6dFNQSmLylLTfo1apooGmL4kzQyOQpAYCTzAlFaaquNhxWiL1QBEoSTNUzCeaXmao+q4CdD7R3NwMaOdgpM9EBebmNVd6KeOeZk4H3NYqMjJxzsF6wO0TIZ1uD4PH/vEWVy7HpMZy63hAmls6qXbxjFhzWyvgSi/n9rGA1xYyjo6HnFtIGIucELOxcLgR0E40UggO1n20NVzpaTwBR8cDZFFgZnHkGkqB7wkEll57Hi+IUFEViWS6baiHPeq1KoW3U548PM+n3nCyj2XRYLvTBgqZgjDCUx5CWGelFK7SWlZKnucDS2UtKKWYmppiampqib7qs88+i9Z6W8PEYWSJ7M2K11B8L03Ot771rWtG2bdT+Voqyud5zsGDBwcEslr8I0eirWBuIWa668SL06RLrjWVWg1w2iH93OArV/SljavRyI0bD9EIFHOxdgJDoUejGEq1kDiLYbzi6jgSbRiLfKZ7GSif28Y9Zvqamh8w39Vc7CRMeSnTOsTDcLGjGfclaJhLnSsy188L+QHIjKUWSOgy6PT1ioIxp50qmKx6XOllHKz7SOFGQxyoe/hKcLGb0wgUrUgBln5uyLRFSstE5JEZg9CSuNelEtWohi67Y43rD3pj1nKrnxIEPhKBsBYhwOIK3ywWpTw8pahEFYzV5LmmH8dYo5FSEfg+fhAghYujuFjK1VZKp9NhYWGBI0eOkGXZks9XI4Pl+qp5njM7O8v58+fXlTZYDZ8qg6vgOnNnhgWU3/GOd+xo8GsYZQD10KFDVKtVrly5Mlj/cgKxQIZCG5hfSJnpGUIFs70FrPKp1SvOrcEy28upBZIrfWdhlTKEshAnqgWSZugsFGtd1aqQgrl+TsV3Wqah5yyM/UWl6UKimax6RJ7B8xR13xIbwYFWE7+f0O72ELKCEJa677Io+6oeFkGr0CXpppq5OGeq6nGhm7Gv5iQXD9Y918EbuTS0xfXEGCz7ax7aQFvnAxdKCcHlfo7CSTjWA4lFoISh3e0RhRHKc6Xx2hoCT+EJELnlwpWcw1MeUg1VzWJxFSlgBQW5CASSwJcEvo8VkGU5Rhvm5+fwfZfCDcMAz1NFHMVZIf1+n2eeeYb777+fer2+JI1cuqQbSSF7nse+fYvSBp1OhytXrnDy5EmstYyPjzM1NUWlUll1OaNisz3AchIpU6vguhl3q1iolAkoZRJnZmaWpBiHCUQjyG3RSt/VdBODEpbZhTnCqILn+2TGIoSln1pX5JUbGoErnppPMrqJHuiXWivJjKUbZ2QGxoTLcEghuNLPOVDzkRLGI4/IkzQCSTdzoxpSbUmk4VDT5/RcCtbQMYJmtYJnJH0rmPBSLmU+Ju1zIPLwPLjcSzlYCzjbMdza8jizkDIWKc53ciJPDubXWAsH6z4LiQEszaLjN7dQ8ZwFMpfktEJVSDoKpwivNXGvR61aoRb6KCFRwiKFQGuD8hRBIJBYrsymtJpOsxUp3KxfaweEYileD0lWCmsJfA98iKLQ9e2kKXEck6YpYRjieR5SCs5fuMQDDzwwiGstd3uGq2c3mkIWQtBoNGg0GgNpg5mZGc6ePcvCwgJ5nq8obTDKzuzFij1vYG7Gcczx48c5ePDgkt6UncbFixc5derUkgBqGYgbflohBJmV5FagtSWJDWlqsCZjoTNPvdEA6VS+EuMyJ7VAkhtc2tO6wrKaLxkPXTHZTF9T9V0atBEqZvqahUQzEXm0IsVsrJ2Moq+42M3wlOBwI+BCNyPRhmao6KSGfVVJKxDM92KqfoiQkslIcqGb0WzUsLEhVIq5vsbPuhgRYfIYUAjhdFJ9JWiFjrzqoWK2nxN6Al9JxiKFrwTn2ilTkZMomOnn1H3FZMVdLr4UzCUGYyzG5DQrFSq+R64FSOtqQ6zAl6CERQNKCKyyJL0cE3n4PkgFCHejSmsQQmJxinDuErBFGljiSuudRRdFEdgQ6pBlGWmSkWYJU/sP4oVRMQxMLYmjwOaCs6vB930OHDjAgQMH6PV6PP/88/R6Pc6ePQswyASVWqubwe///u/z7ne/+wVcB+/PWWt/cKXvCSG+AvgQcMxa+/imVrIL2JPa4LXcmbm5OZ544gnuuusubr311i0RyHp9OdZaTp06xZkzZzh27NiSJ4RSalBLUGwsiVVkVpBpS5IZ0tzQ0z3anQUajTF83wUDc2PxPacCpq2LPxjrYhCBFNQDz/nboUIXpfCpdmJEk5GzTgzO7RE410UK8ITrVRHS3YihcpWtAP0sw0Pj+QFjkUesLfXAncZMg6cEiRZYIdk33kQKaGtFReRc6SQ0VUYvyRmvuHjHWOQxFnlMVn3mE3czdVLDRKSoRR5zsWay4lEPnctTlvSH0qLyPvtqAc1KgFKKwHMWXKZdmtsiMFYgcbNrhIAMS5JodG5AG0zh2lnAFAQCi819hoJYkAzYxZqSZUAI8jyj0WjQajUx1pDnhrm5eXpJTmYEVqii49BBSonv+4RhSBAE+L6/5GGSZRl5nq8btDfGEEURR48e5R3veAdve9vbiKKIn/zJn+SJJ57ge7/3e/nwhz+8Ie0crTXf+q3fCvBu4D7gq4UQ9y3/nhCiAfxTYOdnnWwR12RkBLibd3Z2lueee46HH354UHG4WazXQKe15umnnyZN0yVl12VUP4oi7rrrLufzPvMc07Nt+t2YLM/RmUFnlm7cJu4ntMYn8DyJ1u5KV1K69G3i0rjt1NBJDaGSxLklyd33Aik4UPPZX/NR0j3x64V2aqJdZua28YBDDdep26q4z3JtqQSKhTSn7rtT1U41Y7VoIMgMEGvLkZYrRrMWJqoe4xWP6W7OLc0QIySHxmoYqRDKJzauL6fT73O5lxF6i8QR+ZJeZmiGHr3MkBvX8p8bl+KNlKDmWXQS06jXsELRSQzdVBNnBmsdKYaexBPOVTHW2RTgjAorLFkOWe76jLRx33HfKx4KdvHh4P5TfEgxKBhDmmb0+33qjTqe5yMQVKIqURQyNj7m5h6nKd1ezHy7S2ZkoTq3lFCUUgRBQBRFBEEwKGrTWpOmKWmaLskADV9bwyXvpbTBj/3Yj3HkyBHe+9738txzz23INf/EJz7BnXfeibX2FWttCpQizcvxA8APAfG6C90jXBN3xhjD2bNn6fV6fNZnfda2xZpX66QcDqAeOXJk8P7y+Mfk5CStyX1kRqDTjG7cp7cwT66N67qVilazVbT4C1cDoTVCQD811AJJqp0r01KChUTTzzRSul4VI93veqmrODXWUPMl9UANqlAjT7CQ5oTKxUR6maGdasYr7u9ukrDPS5izTnv1Ui/jcEOhSt2QwFkrVV8yF2dMVnx6uSEqzrAnnSZIxXNzbnqZoe77nO/kZP0ufVFhXOXM9KEZup6YXma4pRmQG7eOww2fLM3opzkyrKKEhII0pHCDw6UtlOGFU3HzcEQrcd6FUBarBAaDNhJyA4ULqJTAFGljSZHBsRaKHA5CIArV6CRJyPKcarWKUh6DKeQlXQlnbQR+gMU9MLI0Jc411hp8z8MPAjxJwVKOsDaSQi6/s5Z6WZZlfO7nfi6f93mft6Hr+Ny5c9xyy7Ay4tUizUKIh4FbrLX/jxDiuza04D3AnpNIkiQcP36cRqOBUmpHxJq11lfpdS4PoJZYTiBl/COzEqzBSkUlqiG9iNnZGZR0sY65+XmU5yO9AM+TgxRlNXBPt1BYQpyKmZsjI+hnltnYzX8JFYS+JNGGfm4IpCjUwTSdVBN5HlVf0Msc4UxUVCFw5IKOsZFMtZo0LJgiGDnTy7l1LOBcO6MaeHjaooQTUa4UlktunRVkLFQ9V47vJBsl7dSwv+aTWR8v0fi+h81AJm3maFBVztqajV0ncp4k9IzEqICpiocUxVAra4mUGlgcniy8DiC3BokjG0+CQLg6MulcIyEEQluMFIhiTo8Urg/HcUdJJgAWKyBNYuJ+TKPZRC0pPnF/WuH8SiEFtoi1eJ7CUxUqRW1RrjVx3HfBX6UcqfgekqWEAqvHUuI4Hlgs68VStgvhZOh+DPj6XVvJFrGnMZH5+Xkef/xxjh49ypEjR7Zdsg4rp4ovXLgw0FldTiDDXbgIQWoV2rosgNbOpE50zszsDFGtRqM1RqvVotkcQ3keWdxjbm6BuN/H5hm5KZ6yxskAKEGRcXFT73zpakcS7YhjqupxoOpR8d3w7v1V14uSaEu1GLjdzw0VT9HNDVmvQ00aTCH8M5/oQuDZqbVLAZNVl6ptp66UHVzR2oGaRydx/ng31cwnTt8k0YsuSj1QpNpyUyukaxRjkaLZGkMiCMmY7ecom2GTLn3rIaTiQM1HCUGcGdqJJhCCODdoY8mNcWLO1uIX2SdPWDwpBnGkMj5S3q66CIDYMj6yzL1x/1+k29OcXteJFCnh8jpDkVgGjFNmfsrX1n1mi/oS3/NoNJq0Wi2iMERIxcJCh04/GchBDrs9sDSWkmUZZ8+e5cCBA0tiKUuur03gpptu4syZ4WkRV4k0N4D7gT8WQrwKfDrwqBDikU2taBewZ5bI+fPnOX369CAzEsfxjuisDsdESlHo2dlZjh07tsQ6sdYOAlxSuoBmbpUL3hX+t7VOxWxhYYF6s4UnPbS1GCMQ0hKFAWEQEOQGned0c0vWXUAENXIL9UDQyxl0q3pFulZby0KsyY2b12Kti51UfEnkK2q5peq5Jrgwda5G1VNgLTqosr/iCs9SbYmUGAQ7e1k6uDEybfGloJ1o9tc8OqktUsSGQLnO3Dg3eFISKksvcxIDmXbbW25z1XMu1mTVwxMu2KqMARWAtXh5n1SGJLhu4MmKQgqFJ9zxkwIiJSkrQZxr4xhDCuG6dwVFebwYhDkMIAtWGSYOimC1EJYkjknihNbYWFHD48jfEYgbUVq6Pa5yp7B8GE4by9KsKdLLAj8IsNYQhuPoPCfXmlxret0ulWodazWh7yNw11mv1+PkyZO87W1vG9SCDFspV65c4fz585sikmPHjvHSSy8hhDiKI4+vAv7u0PU7DwyauoQQfwx85/WQndkTEimngg0LKO+04nvZZxMEAQ8//PAS03L46VAWkOU4C8QF8VxwL467dLt9Gq0xwAVQrQXlgdbu2ktyS+AJEusz5luycIwk15gsoRcLMiHJgXog0bjmNGPdxVyqsIeepJ+Z4gZ3E/DaqaEpJPtqHmlmWOj2qIUhsRYI4XpTABqhq3pVgoJI3JO16kkC5ZbZCBSd1E2wK4vWuqmmFkjmYufCTPdcZ/CVnmZf1aeTGqYq3kAgWhtLLzf4OkYohVUhY6EC69POLDJPIY/pU0V6PjmCqi8QKOIMpLBI4fqElHQDsChuZm1xHb92OGjq4iHSisH3REkkQNzvk2U5zVZjcA4Fi2RQ/FH8Vwz+Yx0DDdL3tnCPnFtlCpdnkVyUp1CeIrRQrVRI0xQhFM88c4I0SWi1Wly4cIEHHnhgSTFZGSeZm5vja77ma/j+7//+TV3HnufxUz/1U3zxF3/xWiLN1yXEJmULt6xxmKbpklSstZa/+qu/4jM/8zO3ukgAnn/+eVqtFq+//jqHDx9eEpxavQLVWQfClrNmLd12h0znVKpNEKDLNKUFY12zndauuUwb92RMtatjMAi0dWXuWE0/MSRWoK1BWY3vKwxOC1VJaASSTFvmU0PFk1R9wZW+S+82PVhILVVf4HuSi10XjyjHcTZDV0fSDD2sNUUxmBvCPVWRXOjm7Kv66GLbe5krqV9IDQdqHhe7OYfrPm90Mg7WfK70XQHZQhEgNsZS8xXGGnq9GJRPFLjitzg3GOtEpQWupL2XGoTNMUmfKAiGUqYCJcAr3EZwVogqaj2c0JLrFxKFtokqPhfC6Z24nwnSOCZNYsZaLUTxcBBFqlcI6awRudSNQcgiFSxZDLYOeT4D92YpuYDADuIpRTxG52ANs7OznDhxgiiKlgzlKrVKFhYW+Iqv+Are97738ZVf+ZVbvaR3p0hqF7Fn7sxyndWdKijL83ygMzKcJl6JQNz0Ws9dHNbd+FhDe34eKT3q9RamsEqEcNkEqSxWuyeXUi72YbHEGUSeoJsVgUWvuC6lRyWyKG3pphZPSvK4j85zGn6IlQEKSRS435tC/LjuSzqZodePqUQV+hoqvmR/VXGlb5iqenSLztmxyBWeTVY8Um0KHQ9n9td8SS/TLN4nLi7Ryw2dxLgsUFL+1jJZ8RAIpipOiS30CrLTCWEQID1FqBRxboiUe9oaa1HSZaQaoUSKEFWNSHJLagxpP0XomDCqu9J35SQGwNWCYAtCt2ClQBTuii3cGlV8Bpak30drTbM1hh0YGNZdSwVBDOIfrEAkA5vFFutZiTiGLBhrl1gnVidgLf1+nxdeeIEHH3yQZrOJ1pqZmRkuXrzIk08+yU/8xE8wNzfHe9/73u0QyA2JG1JjtUSp23n77bdfRSDLW/hdB25xpxcEYrVmvr1AGIT4YYSx5QVuMQaUV17MJSm5NKIxUA0EcWaR4HQ5kjJg6NK1vgBfeXQSiwx9qnWByTM6OXRTgzQJvufRt4pQCQKTEuocEVao+IpYuwpWXyr2V92NK4talGag0MYM1N3rgUIKTSc1A3enGSp8KcmMYT4x7Kv6zMauFmQmNlSEoJMZN2cXF58IlNtPkSc0KiELuWRCOfcj05aq51r9U21ROMJKtXNZ+rlr5qsEHr70sDYizzOypE9iDZ6ShEFAFAYoOXT/FyTgOMPFQLR1la79bg+d5zTHWy6ugkEUFsRwWnZgZgxeDJkbA1JhBctjyL0RK1kgKVg7qKi+9957lwhilf01t9xyC57nceedd/Jrv/ZrvPHGG/zAD/zAbl761xVuSBIpK1Dn5+c5cuTIkhECywOo4J5uGm/wvLFYTJ7T7nSoVWpI5btqySKASs4gYKm1u6CUEosJAGnJNVT8RcHi0HMaGrmxJLmrHFUCKr4r5IpzS8XzqCtoJwa8EGtTMJYED5lpqpUaAhd89QT0c0u1IpiLDWORpBlCp7BuIuUyHZ6Emb7mQM3nci/Hl5Kpqtvv+cQwHrn+G1+60nElJTXfKZFNVlxPTsVzpe2hgE4uaFVCMhSRAk8q2rELtBoLncQwWZEInOXUCJyrUg+cJeRJQarLe9enWnWujTYWk6cstNt4nkcQ+ASej5Rlit8dX2Odu9Pr9TFa02g1B5aKy4MVAdMyplKSS1HZKoa9gWG3RqpBDISrLBCWWSBiCYE89dRTvOUtb6HVal11Lfb7fb7ma76Gr/zKr+Qf/sN/6K63Hcg63ki45iSy2XmlWuuBX/rwww9z5syZJYpXy1v4LaCFv8SVSpOEXq9Pvd5YfCQWwf0yvWiFe/Jb6Z6OWe6euEnutldJV96OtY4wCgIRAjJtyIwl9ITrSZFOOlEKS4izUnraokRI3u+T46GCCJ32MV4VE2eMB4J27p78gRQsJJaJyKnG58aS2yKjIwULqbOIyvL3TmKoh+5vWUgUxLn7vSMNZ9nk1hWIxbml5kGcaqT0qAQB/VgzWVEsJM6y8oRkLtWMR45Auqml4guUkBjrUryhEuQafMmgZJ8iS6MU4FeACliNzlK6cQ8QRGFAEIWEnpOG7HW7CAGNRhNRxJtUUUzmsjilBbKK27Ik+FHERYwGIRevt2IZw1kbW6jaW51dRSArSVIkScLXfd3X8aVf+qW8973vHby/V0rz1wv2NCay0nubIZHypN58880DoaJylOZaBLJoglh63T5JmtBoNRBIjHFPvwHJCFDKBU9t8X6uLZ4qMjMSUuPMe0+6TtYkd9kIIdwNNBa5ArUkd26CUtBLDbERVPxCyyN3FlMt8FC+Yj6BZr1OJzFoFGmaIPFJ4j6B57t0tBDF+AlD3Vd0MsNERbKQ6qLJbdG9EECkBJ3Usq/qMRcXSmSFtknVE3RzSy1UdLRBJV2ImuyrSBYSW6i6u3hlM1B0UjuYw9tOndhS1XPl/Zm2RZWrc0uMdbKJSV5QiLAEhQSARaCUs0JEtV5YezlxP6anNWBcI2CrVfb1DuInpeuz6Ja4s2wLV2XlAOsw0Sxi0Ssq3RqzxAIpq53vueeeFQkkTVO+/uu/ni/8wi/kH//jf7xjMb4bEdfUEtmM4vv8/DwnT57k3nvvXRL/KCtWyxLk8mQawAi/qDNygbhOu4u1lmarNagPgdIndsQhBYMCMg14atF0DlVpskOg3PeMdtmdwHdWg5AuVSiFxeAsgNIiyVJDnEOkgDxGeE4OUApB1YNAShqhc0OiSg3PWNJcIXQfkHT6GYES1DyFVAIyyLVgqqJYKIrQqr4TCepnlrFIMds3KASR5wKsNeFkC6UQVK0hzg2YnGqjRZy7jAu4juNO6shBW4EvnUXSTV1AOPSgn7v7sxm5Y55q0MZS893rcFByLwZBXsliiELiArSecvU3SdJH4MhmfqGNFIIw9AmjyHXlurI+N0Tc+T6DcwNFSMWyrH6EQeVrGTtxbo0aVLNinUxkSSDlxMO7776b8fHxq67FLMv4xm/8Rj7zMz+T973vfZ/SBALXmEQ2qpF6/vx5Xn31VR566CGq1ergfWst1WqV06dPMzc3x759+9i/fz9eEGCEP7hwrDYstNv4nk9QqRSdpcPpZgAXXzAWlMQFWLHkRqCkJdUALs5hrC2e0oLQs/jKWQBJ7p66nnQpyopyRATuRmr4kk6u6fRTqmFAX0M/szRC94TuZpZmqBBQBEklmZZE1TpVYZ01YTMS7SHiNlJF9DNXet8IFUoIesWN38+0a0grdV+V68LtJJZGCO3UUiGjT8C+ekA7FYxXFN3EiUNjoej8J82d1IEAIs/Fh7SxeAIC37krSe7ItRq519pAZpySWqKdSyVw31HSBadNcfNJoN9zLkytVnfpXYrUepaxsNAGa6lWygY5nOWxJJ27zPoYPrlD7o4LuspFy6P8b54CjkA++clPctddd63YFJrnOd/8zd/M29/+dr77u7/7U55AYA/rRLTWVxWXHT9+nDvuuGNVBahy0t3CwgJvf/vbrwqgDmdg+v0+ly5dYmZ2lltuu4MoqhAEIRbLwkKbarWK5weu5tAWpdXF34Oya9yF7wlLpksP27kuSrqsQZY7q8ZTTvm8bBQzQ8extHCkkKS5IdXgK7Amcxkdpaj4CouhnbplK6CX20K8qPTXXRBWCNcUl5uy9sOt07MJfeMjsx4yqBAq6GtFI3SFbUo4EeZUu6d33YeFFCaqktm+KyTTXkQrVHQz1xQY567yNdWWii9dJgVBoi3CuhRwGQD1iurTJHdWhxKCtIgpBRI8D8RQZ4UnXSBUlPWsRTar224TBgFhpeLSu5R1JC6mU8Y2siQZPHQElqhSwfec3IJzZwrLYhBgXV43Yt1Ci/hIWaxmdcYwgdx5551L2iWGr+Fv/dZv5ZZbbuH973//bhHIDcdK15RETp48yS233LJi1Hs4gHrPPfcsOWErxT/KjbPCRxtNkqTESUKe5YRRSBhGSOU5Wigyfwbn0xgo3J6CAKwb+eDcG1uUxReNb4Xbo4vYghTuaZsbF3PQxlkXQBEHgDhzQUyddKlWq4PS+Iov6KaGQLk4zFzfIBA0QtccFyl3o84mmlbo3ItyAl03M4xHqtgOQ19bfJ2SGInn+URK0zOKeiDxhEv1unSui+mQdiGouVL91Gmwunm85TPbNeqFCrR16V8lJd3U1Zp4ZSAZQeAJjLFk1h0LTzhLLDfueJTHwd3shUXiTDr6cYzne64mBXePD59XIQrLEPeeq6xxTW9J3B8QbhiEBGHoyveFWIyfLEvxDlskwxZIlmV88pOf5Pbbb18yMqSEMYb3ve99jI+P80M/9EO7GTy94UjkuoiJLMdKAVQoazWuFlGGRQKxLCpUCQStsTHyLKfX67vPlIfvKacFWihmCZwMoCwKoTILqgjqpbrw46XrobHWZUICtXgjxZktGuSK3hEfkswRkhQWm8cYPFRYRUpBqCyJdpZN5AtXuCYEY6Egs65S1peCREPoScYjV61a8SRxDs1A0s8N2kCiXYwCIchlhX1BoTqmc2TaJ84VMqhR9aCrwcu64NdoNuq0k6J3RFEQoqSXWSIFmXVVs0JI8twVtPUySz0URQk/1AL3d5w7zZSoqCMRwrkwvoDAK42AwsIojAFtIEtTlO+5vpQyXjF0RlX5XlG7UwZZAZSnqDWaCGsw1pClGe2FeZTnGhorlWpBSKUq2rBL4/60eimBHD16dFUC+a7v+i6q1epuE8gNiWuanVkpJlIGUO+7774lQa31CAQZDNJ2/X7s+iwaDZAC5Sn8yBWT5VlKEifkvS6e5wRoPN/Hk2WPiyUQoItYiCjiJFq7AiiEq4MQ1l3UEncT28L1gWLEZOACj2nuisIakU+SO9fFVwKV2ULlzD01k9xSDyVJaok897124oretHH9LALnZhgraHiSpEjXxpmlFsJC4m6SRiixtgrKEghDbAX9XgfrV0EFRNJijKQVOdep6jupRylAFU2CSWIIAkk7tdQDQZKLQS9MN4V64JyGfu5GhErhyCQs1M2KsAq5S5G5/ZaLBkGv2yHwFJUgKgwDFxV1sRMXVymNCFcjstisJwaFZKV0gCSqVKhEERZLmmb0eq5QzfN9/MB3c4EHlghgUsAFSZ966imOHj3Kvn37rrpGjTF87/d+L9ZafuInfmJEICvgugqsrhVAXWmIFCwSiC3+7vV6WGtpNIruShbbuKRwGpm+5wqn8kyTa8PCwoIbrFSpYq2LA5hiecI610MosLasHC0u9oJsyqxiqguNHeEIx2Yxwo/wwqqLe0iIcxew9IoCLF+6Qq126srtQw+SXFANoO677E4tcE/+euCyJHFuqQYKD2cVJUXWI1ROjgAcufmewJc+VhtM1CDQfYxXQWd9tA1Ji/iHRlD1oZ9BLYBeBq1I0i+CpeAIth5IehkEyqWue5kjECHcfoXKHau8cP9cFmsxxpEVzXVp3CfwPaJKhfLEKenGjw4yN6KIa5Tp3cFrsEVxmSiyLmVGzLkxEIUhhC7jl+U5eZ4z3+u7LKB1YtthGJDnOU899RS33nrrqgTyb//tv6XdbvPf/tt/GxHIKrgu3JkygNputzl27NiaAdSrLBqx2O7f78dIKYmiaEAqYijm4+o+ip8Bnu+hPPBDH51lJElMmuWAGChfaVTRaLcotlN25ubGZW2kcDeMLxdrKtvtBcIgwCtTwdYSeNBPXSAy8gRCQi+Hqi8K18A9ZVNsEYyV+MoOSDApsiRxboupeoKa7264OHO9Nv3cUvEWiTPOQfcXEFGLWrVKkkMQVhEWkizD6ByjU1LrIUTp4hU1Hdbpt/ZyRy65cSThCtSEy9RIZ3GFiqKWRgxcOmOEy9AIV7TnYWi3F6hWqig/RBfLK+tHyroPVVoilIFrwSCOYZ1+7GAPhwrHFms+irgKlsD3CTyPaqVClqW8ceYs09PTA+nDW265ZUUCsdbyH//jf+TChQt88IMf3LZ41psZexZYtUX+fRjnzp0jSRLm5+epVqvcfffdKwZQYZUqQOliINpY+nHiRJN9v4hm2EHGpWxyc2nDgl5s4SIhnMtQxESsdTNTsjQjjvsYownDEOVHGBZb2j1ZEJRwtRq5dS6I1drJB3ohvioshdytN/Ldqk0RpLUWYu1uQFEUZ1V9V/Hazwt9ksylVa219DOoh65qVgln+VgENd/STt33dbF9cQ41z9DJJIFwWqAuXiSKwLBbbj+Hmu+sD9IOImyg4wVU2CDyinQojiRT7QKs2tpBt21mnGqbFJZYC8LC4kqNI8WwSMfmxhL3u0RRSOAHhWXoBJgdWRQZmWK5QgyTh3tdflacfDfIisK9sQYh3PhNIV0O2VkoZjEjY1z8Lc9znnzySZrNJlmW0el0aLVa7Nu3j4mJCaSU/OiP/ijPPvssv/RLv7TkobYHGAVWNwOtNa+//jp33XUXN9100+D9teIfAxQxkCzP6fX71GpVpHJ3qbAuDWuHKh2H4/LGykEEQ7B4Q5QxEQ+JDEOk70ziPE3pd9tOhjGM8IKKK0gTEllkbIxxUgFpr0+lUiG3zpoIlQsuxrlLCQfKCQFZ6/pqhHA3fMVftBwi5WIqZbYk0c5aiayzBsBpb1R910VM4RLpwqWq+m4/ermgojSpUXjCEYw1bpv6ZbyBMgAMYb1OpiGq1Uhy11HsBRUEGpRXxH4oZu66IGnklQr3YqDnmhmJL23RGlAQYHuOWq2G7/lFjYmzKKRwRGsLwjC4oPYweQwsjiLwbYVADkSIGMrAmML9cZmygSr8EIForXnqqac4cuTIYFauMWag+P/+97+fxx9/HCEEH/nIR3aNQH78x3+cn/u5n0MIwdve9jb+x//4H7s2rG23cc2cvLm5OU6fPs34+PjmCUQFgEsP9rpd6vUaynNjHAbdnUIMGcUublcqjpeCOUs434K7WGXRTGoJlMWX4PkB1cYYzbEJPM8jjXtkcUyWxmid4UnwTErWa9OoVwl9RS0Q1HxRqIYJgqLORFtHKu7pLFx3q+e+F3rlZrjPZBFTAFeXQZHuDD2XdlXKuVC5drEQT1pCBXEuyXvzhZyfR+C5WTOVonI21c59SrWgEQoy4wSFUu0qUQ1uXESjXqcSuHhLlvTpp5okiTHG4BWp7TSniMcItBFQpIOhcH+wxJ156o0W0gsQwu2TKALZLtUuB5aJkmDEcClgeR5xGRZRnjYXBxk03FkGtSDl/JpBz8wyArnpppuWDNuWUjIxMcFdd93Fvffey4EDB/iqr/oqvuEbvoFTp05t5rLeEM6dO8dP/uRP8vjjj3Py5Em01vzqr/7qjq9nr3BNsjNvvPEGr732Gvfccw8zMzOD99eNfwCowD3Z4phc5641WxVh/0G1ois8KnsqKPiizKEYBMbKwjoxLitA6XU7cWPnFbh3vCI7aBHIICQMHImluUaj6GeaJEkKC0SS68UbKSn8/sB3gsQuBgBauKe0KtKfLlVbppWdxRJrQcWDqieIi67hfuYsELd+ga9cDUrkO30PaTPAp9UaoyzLUtLFb/Kid6d0H0qUsZ7Qo6j7KGbYSEtqJFEYkAchHi74m1tB3J4nrLZQZEgZFtvv1pcZl/K1GPpxSr3ewPNU0Y3rfq+EC9Baih4dd9YQFJaIWFQvE6UtaYeJv6g0HTwaFt9zZewCTEY5YlNrzfHjxzl06BCHDh266rKy1vKBD3yA//W//hcf+chHiKKI7/7u717nqt468jyn3+/j+z69Xo/Dhw/v2rp2G3tqiVhrefHFF7lw4QLHjh2jWq0OsjPrE4gAFWCMIc1yBNCo1RCyULbCFiaxHVw4i9aIAYzjhCLgpoQpvHGBttINSSqeckq4J63T+nGmtChYRlt38+tiyppJ+6BzKtUaeZ4Rd+cxOifJDdYa/NICMUWbvHFP/sBzbgcUlglumVKJIk3KoE5FKUE1KM179/tGEf9wwVc5IMAszfClJbcSJd3YTmPLuhZXwl72vdQCF4fxlXCp2CILo4s4B0iCotbCWJftsdKnFkhqjTGUtBityYwg682TaU1mbJHetWQGotApqZfd8QKXvRICtHXs7EvndpiBC7NI+uWLwd8sWiV2YImU7o8YWHJ2BQI5cODAqjfrL/7iL/Loo4/ym7/5m7vuVtx0001853d+J0eOHOHQoUO0Wi3e9a537eo6dxN7RiLGGJ566imstTz00EN4njdI8ZYaINbaJU10i3AE4tg7cX0pUbQ0719G7Eu3BKeYVZgjxf/swL0BZ2hI4dwAN6ZAFlbIIqE4n73QFCmens7FEOS6aGSrRCjlEVXqjI+NEfpu+HWcxMSdeaSOnRVk3Q2ki+yBQZAX4yYjr7BMCpKwSOrBYpYl1a6E3RV0ORO8HhSC08bdKDrt40e1Yg6MI43IUwQKEuP6aBDOtSmHagcFYYWFhmtQiBDJ4r+h5yyLmg+JFkUToiP5iq/wohqBslTrTSyCuDNHnGuSNEOZFKUCcutiO0K6/XVEXZwlAa643Z0HO2yBFHNtgMG5FizSxXDvTHleBYDOBq+NMTz99NPs379/ids8jF/5lV/h137t1/jIRz5CpVLZyuW9KczOzvLbv/3bnD59mjfeeINut8sv/dIv7fp6dwt7RiJSSu64444lJexKqcHIwtXndgjwQrIspdvtEoQBvucNnkruK5JSiXvxfTu4SsunlaVID5bfsYsFYkKAJwx+QRbuu0WptXAuR2qFm6CGJel3EULihRUQi+XimXEWiu9JgqhGtdFCCtcJm+Uak/XxhSlnNgGQaIkqFNmxDKwXhItjaOuCoUnh5nhFxWdq3FxcaVKs9GnVq8UuO2uGItDqDeIqrqfF2EJQqTi+ovheUFhKVd9ZQBXPZY/c9hTxHelIxC8kEULlxJiElESeot4YR6cJghzhRfT7XbJ+x4liU7gwQhTLc26HC5GWVsbiPGRRuieUBCIWnxEU8g1yKIAKYNIlBHL8+HGmpqaWVD4P48Mf/jA///M/z6OPPrpnA7j/8A//cFDc5vs+X/7lX85f/uVf7sm6dwN76s4M98hYaweWyCc/+UnOnj1LkiRX/0gFJHFciAjV8ZUaxDmguPisGZRClq7NILpfdvKiBtZIkZNx5FNcfGWAz92FFk8YinnTOBEiS1hYLEmSEga+k0GU7iKXwmUnyj4RT7obFiR+GBEo6YZfqYA0ScBC0u/hkw+ITBvQuOBmKUngvCk50FHNrSu3dwFKRyw6LScqCkJfkBtX8OXEklxmqOo7C0cpNx+3VFy3uK5cGMQtiypQlw5W0umjGlvEVqxzh5ycYun+lMSmifttKtUKUaVG6Anq1SpBpUYad+nMz5HlFp2nKGEwRSm6LxYzabLYD3D7XdI/pSUphslmMZCKtQiTDuIjpQUyNTW1fLLcAI8++ig/8zM/w6OPPrrp4dvbwZEjR/jrv/7rQWHkH/3RH3Hvvffu2fp3GntWJwKuxLgcTTicgYnjmEuXLjE9PQ3A/v372bdvH1EUcfr0aXq9Pvfe91aU54F081hKN8XFQtylZ205f6Z0c4pB0O5N7OCptzg4WpdkZIugqy3L3xcDsbkpnm0mp9vpEtXqIOTAzck0RS2Fu9zzsgBNuKe1FK5LN7eLQdOsmMyUJV2McYTqeR5G+E7DpLCSyvoRX7qgbL8IYGYa0n4HGdTwPdf0FhfLVsJVw2ZGECnrRJ89BsVdZZDSEdLi92LjytUTLQikLVr5i+NTxpfEYtGZLtwzhHDCQr0elXqz6CFyimReGeAokiVaG/I0LvRsLVEUuX4X16AEuMCqRbnakOL8lo13UKR3B7KHBYHYbPBENMZw4sQJxsfHl4xPHcbv/d7v8cM//MN89KMf3fIc6O3g+77v+/i1X/s1PM/joYce4ud+7ucIwxCGQsc3CvacREoBodUCqEmScOnSJS5dukS77Vr477vvvmVyAWKQhUGoYjhSQSDFDWILX5uCHNz7UPTuuqaugkzKz8uakjKUYsBlFHD1KGlu8DwPT7mmsJKQoDCGhNsCY8r4hiOQtBA58mTpgrjvJyXBCEdUWb9Npg1hrYk0GVYGhMrJEujCAnDFcJYsdxIBoZIkg0CoQ1oQTS9zQVuJLawaZ6lpW5BGkdJNc0c+LtZSxB+KOGapr+LcHcgsBMLJ0JYEkmvod2apNcfxhFuIMY74yltfCmdleUURmbGAcZ3dea4R0glb+75rjiztjbLxroyblIFx97FAWO3+FftujOHkyZO0Wi1uvfXWFa/DP/zDP+T9738/H/3oR1dsuLvGGJHIWugX8v+wtg5lmqY8/fTTTE5OEgQBly5dIk1TpqamOHDgALVa7SrysQjK6kqEc0Rs6SuXRGHLhGBx45dx2MHni563e12Y/nlGr9uh1mgWNQ2ud8YU7kcRii2Csk6sxxauiMRlR9KCVMoqT1/awdG01t2cFgikJc81aZZjjMWPKpDHRY1FUW6fxm6P/YpTSWMxa1QpXByEu+lj7ZY57LZh3XYH0pKasqvYWSXaOsdBFpaGXxCGLwqlN1HISQrXd5Np6C7M0BibwhNupw3gC0uOHIp7OAIpLUMlDdo6a04K50qmSXdQso4xRBXXcyQKC0UUsRAxsEQ0yi72XpUE0mw2ue2221a8tv7kT/6Ef/2v/zUf/ehHOXDgwJrX6zXCiERWQ5ZlfPqnfzpvf/vb+bIv+zI+53M+Z0VZxG63y4kTJ7jzzjuXPCWyLOPy5ctcunSJfr/P1NQU+/fvp9ForFxPQunQDMfz3XumuO1dNscOmvRKH8fYRb87jmOEVCjfR5Zl9IOYrcWaRWJygVW3Ek86s9+5OY5wZGGppIX748vFWhGFc1V8OdgMVFFKjsnItcYWllylMeaa7Uz5lF4kAF2QQqzFINVqcdviC1eOHnmWOBeFVkip9cEglGSH/uuIy1X1ausyU3lhZWRG0GvPU2uOOVIsjrcjVFe1KsQQMQtZSCxYjJCLbgkMuS1un7Q29HsdomqNNO5TqVTxlCoMUIEweVG1Wpxrazl58iT1ep2jR4+ueD38xV/8Bf/iX/wLfvd3f/d6rssYkchayPOcP/3TP+U3fuM3+PM//3Meeugh3vOe9/D5n//5hGHI66+/zhtvvMH999+/qtoZuHTm5cuXuXjxIt1ul8nJSfbv30+r1VqVUFbdocICKAvThl9PX7mC0YapffsoezxKUaOyIE0VFoumaBbDuQtSuPL7rGj68wrCEJRxiULkCNfd6km7JMmQGffklkBqwcOQo8i6C+CFKM/H6gzfU0ilih4WQ5wvFrrpInTkS7cdpcejKQmFQSGdKd7LrHNtUiOIpCUxRXykyMjkRRwkN5a416FRd3KGTvNjkXjKs1BKoJb7VQZuS3+p/F4ZOnEuTJlLc+8ZbUnSGJNrhBToLKFejQYPIWstzzzzDNVqldtvv33F8/zxj3+cf/bP/hmPPvroqoHW6wQjEtkotNb8xV/8BR/+8If52Mc+xuTkJL1ej9/6rd9aUV17reXMzMxw6dIlFhYWGB8fZ//+/YyPj2+aUIaXWV6Ud9xxx4rLMYW8orai0Fx1pergroK80HGVwhbpTCc2lBkxGJ6tixu8zKYEcrHvxFhbDAB3Ac5ee55KzY24cN+zmDwDFdBrzxHVmigp8dVi3KW8qXNDoVLvlpcXhW8Dt64wO8qYhbYSTxpyI4vtdiRncPuRpilpklCtN5ykgXXEWE5/KYeFuZoYgSfMwA10VaYChSmskcJOES5g6qwRR8ng6nBcGtpFZtO4w8Xz5wZB+KmpKTeAvV7njjvuWPF8PvHEE3zbt30bv/3bv72qm3MdYUQim4W1lu/6ru/i+PHjvPWtb+VjH/sYd955J1/2ZV/Gu971rjUtkuUwxs1LvXjxIvPz87RaLfbv3z/ozNwIsiwbFCdt5Yllips2KypTobQ63A3ontR28D1E6cK4ugdbxCt8Ueq7upL6qFLDl6bI1JQ3rluOQWKzPlaFJL02fuDjeR5W+kTSEhe1IqKMCRX8oW2ZKWIwCiOQRVZFLjbmlRAC0kyT9F0WxlkmAr+Ib6giBWNxmSSNa/83ZXZFSKwdJhDXbocoKEaUERWFQCOEonRIAYTVS1yYOI45ceIEaZqilGJycpJ9+/YtsUiPHz/ON3/zN/Obv/mb3HnnnZs+n9cAIxLZCj72sY/xuZ/7uW7OqzF88pOf5EMf+hC///u/z5EjR3jPe97Du9/97hW1WFfdUGuZm5vj4sWLzM7O0mg02L9/P5OTk6tqQ/T7fZ5++mluv/32FTUmtgI3gtIVb2XWpWJzW7o1Lo5RFm9rK/CFcXEVAJOTa4vvgRYBqshUlDe3ti5oGutyUFQpM2DI04Q811RqDWwWgx8OvgPFOq0tgqaW3Cp8aQaWUhEWWQywFjGQfnueanNsYF24WEYRXBbOrVGizMrYwsJYdF0W34Ph+0WUbf0Fwy0vMhP26hjIc889h+/73HnnnRhjuHLlCtPT0ywsLPDJT36SNE355V/+ZT70oQ/xlre8ZUfO50qYm5vjm77pmzh58iRCCD7wgQ/wGZ/xGVtd3IhEdhJlsOw3fuM3+OhHP8r+/ft5z3vewxd/8RdvKrdvrWVhYYGLFy9y5coVarUa+/fvZ2pqatDq3W63B7KMmyGrzcC16v+/7Z17cFTl3cc/z9nNDUJAhIRLEMFwC5gEIoWpgOUFLwVMtgGVSpXaoY7St4V27AzI6FitlCp1dLCdkdLRKbzSvtkERQK8UhypaBUogsit4RJCArlCSLLJZnfPed4/zmV3IUGSmGwSzoc/QrK75zw5u+eb3/O76mnkfmOrYAQckMZWRxG6IR8I+Ghs9BIXn2CFgfWiOCPhTGjG84URIg42NAaNgFT06IuR3OX3+XE4nUTFxOkZsziIVjTDLxIM6ZpbIOvaIYwtGTTU1RKf0NcSjmDDoGA2qf77BH+mr0haThFFhD5bt1BMEbKkxSj/F1ID4TByQMIF5MSJEzgcDkaNGnVtpE5K3G43a9euRVVVRo0axZtvvtlhvpDFixczffp0lixZgs/no6GhoVVb8quwRaSjMD84brebgoIC+vbtS1ZWFvPmzWPAgAE37P+QUlJfX095eTlVVVXExsbSq1cvqqurSU9PD2vL2FFIIxzbpCm6z0KPS+MUmu5b8fuRCN1pKsAvFaKEGX6VRqFaUEiijK2HNJy6+lZE37oYTdX1T6ZU8fn8OKNjaai7TO+E/igygBQOK0Kj39rmUG09pKypflRNIzYmRn/ciDIF7YagzRCaHEbYNsaIh4X5PoyWiHrwGKsK19rCNG+BnDx5EiHENU2sTAoLC3nsscfYuHEj6enpnDx5kttuu61D6mKuXLlCRkYGZ86cabMP7ipsEekMzIHebrebrVu3Ehsby4MPPkh2djZJSUmtejPPnj1LSUkJUVFRREdHk5iYSGJi4g1N5fs20Du2C7yaovcnDQTwNXnp1SsOFYe+tQh5j7QQ8XAY4WDzRjYdlmZ4VZPBhDEFiYqCU2h6rxIh8TX50IxZLUJIoqLjcBr5HVFCIyAFvkYPzuhYop1KMCwugoKhIXAg0YT5Vfd1SEJEQlivJBiVMUXItEhCx6maC1dxEMwDMavApZTXjBExKSoqYuHChbz99ttkZmZ21NtmcejQIZ588klSU1M5fPgwmZmZvPHGG+2pw7FFpLORUnLu3Dny8/PZsmULQgjmzZuHy+Vi6NChLeeQSElRURE1NTWkpaXhcDhoaGiw0u8VRQlLv+9oAqqk8ooHhEJc7z5G13M9QqPngOiRE7+mO0b10VfmuE9TWBx6R3qkletiOl8xLABdmPRhVmZXMVVKNE3S1NhIXO94mho9xMTF09RYT3RsL6OAL9jzNFQ4dMFwNGNdGCJhNViWYbFeU/h0q0ZBSFVPEpQqKA4jDyRcQAoLC1FVlbFjxzb7vp4/f56HH36Y9evXM2XKlI56q8I4cOAAU6dO5dNPP2XKlCksW7aMhIQEXnrppbYe0haRSCKl5MKFC+Tl5bFlyxaampqYN28e2dnZ3H777dYHT9M0Tp48iZSSsWPHNhu5Met5KioqkFJaFkpHmMSmia5pGmPGjsOnKfikYoVIhSEYmKFR4y+4KSwBI0fDgTSct/oNrNcCGdaH4dQF02oxt0bhj2sS1ECAhoYGQBITE4PT6cAZFQ2W1aALRpjFYSWKhThLMfI9hL6WkPbK6AJjRGKkaiSdGceRGooMziMyG3n7/X7GjRvXrIBcuHCBhx56iHXr1jFt2rRv/T1qibKyMqZOnUpRUREAn3zyCWvWrKGgoKCth7RFpKsgpaSiooItW7aQn5/PlStXmDNnDrNnz+bdd9/l6aefZsSIETe09WlqaqKyspKKigoCgYA18/fbKB3XNI2jR48SFxcXlpOiSmhSHUY7JQUHqmFdBC0C/Z9uWZjdwYz4jZHTYTamNqIolmVgVhApKKioOPXjG8/zer0IoXc086samhZADQSIio4BKYkyhk2JqxyooUUDwa5jlmTojwfzzK5FAFKiyEDwiMbW1efztSggZWVlLFiwgD/84Q/MnDmz3e9Ja5k+fTobNmxgzJgxvPDCC3g8Hl599dW2Hs4Wka5KdXU1Gzdu5OWXX2bs2LHcc889uFyuFj+YLeH3+6msrKS8vNyq50lMTCQ+Pr7VjjVVVfnqq6/o379/i8ViAU3QpClWohdg5YY4hWb834iUGK/Rv9e3Lk6hWdEW/ZbW0IyfqzI4psH0TngbGoiJ62WEafVtiu7v0AioEr/Piz8QwCEUoqOjiYqOQjF7mprbFkLFRfeemL4UE8sla4SDhFELI0IEBOD06dN4vV5SU1Obvb6VlZXk5OTwu9/9LmLdwQ4dOmRFZkaOHMnbb78dNnitldgi0pX58Y9/zKJFi5g8ebLVCu/cuXPce++9/OAHP+DOO+9s1YCiQCBgpd83NjZa6fcJCQnfKCh+v5/Dhw8zZMiQb6zjkEaavV+a+Z2mtaHgwCx6k0Fnp9GWLXzzYFb36NEQ049hFPciJNTX1xPbKx6nQ6L3vA9aJ+ZH23LiqhoBVSPg96EoitWpTnGYGSCmSJiRoZB0d2P9pg9ECKchIP6wO+jMmTM0NDQwfvz4Zq9ndXU1OTk5vPDCC8ydO/e617AbYYtIV8ZsPxBKbW0tBQUF5Ofn85///IdZs2bhcrmYNGlSqwRFVVWqq6spLy+nvr6e/v37k5SU1Gw9T1NTkzW6MTExsRXr18O9fumwkrOw/JUCZIiTEzP93GhajWI5Wc2b2YzoKFLDr2qgqURFRxPmr7BiKsKQKiXEiWo8pulVxwGfH4kkKspJTHSMfv1E0BoxnaahwmHOyA1tKAR61Ky+vp4JEyY0KyA1NTXk5OSwYsUKXC7XDV/DboAtIt2ZhoYGduzYQV5eHkeOHOF73/seLpeL73znO62agGZmT5r1PP369SMpKYl+/frh9Xr56quvGD16dJub4Wga+HAGRQC967zeSzrY/9xqaYAj3KoAo/eJ3o9DCidNDfXE9OptPW76MsKsF+E0nm+mrIdaFro4aZqKpkFjQz1xveLxNTXSq3c8wfL90GxUI76kNYW12CsqKqK2tpYJEyY0K+S1tbXMnz+f5cuX89BDD7XpGnZhbBHpKXi9Xnbt2kVubi4HDx5k2rRpuFwuvvvd77ZqoJFZz1NRUUF1dTV+v5877riD5OTkds92DWiCAIqeLCY1K4JqRkx034iRZ2JZDiHuTqkihYOmRg+xcfFgxn3E1dsfzfoazP/QhUAIifWCED8IhuURUDX8AT/+Jh+94uORaoDomDhA1f0garAnKsC5c+eoqalpcWtZX1/PggULeOqpp3j00Ufbdf26KLaI9ER8Ph8fffQRbrebzz//nKlTp5Kdnc2MGTOIior65gOgm9/Hjx/n9ttvp7a2lkuXLhEfH09SUtJ163m+Cb1gT0El9PXSSBdXr4qdhP5cobHBozeVjo0BTMslKBKhgmC2dZahPhWhhRw/6CTFsHJ0q8PI/RAO/D4vmoSmJq/eX9fXSJ/43tbvXlxczOXLl1sUEI/HwyOPPMLixYtZvHhxm65XN8AWkZ5OIBBgz549Vk+UzMxMsrOzmTlzptkj8xqqqqo4ffo06enpVuKaWc9jWihxcXEkJSWF1fO0Bl1MHKhW5ashCNZNHdyWaNJBXV0NsbFxxESHzC4OERjFSg4DrrIuzOeZ/gwLESIcWtD/Yfk9Qtbb4KnjQkkx1dXVxMbG6pMFfT4yMjKaFZDGxkYWLlzIww8/zE9/+tNWX59uhC0iNxOqqrJ3716rJ8qECRNwuVzMnj3bSkq7ePEiJSUlpKent5hKb9bzmNmyMTExJCUlWSMFWoMGqDjBSv0ytyBgbmUaPPV6eDYqSs/nkMHye70rvma1ItRfFoyk6K0n1eBjV4Voudphai7MyAHRBcavP8fg9OnTlJWVERUVhcPhsPJwTMFtampi0aJFzJ07l6VLl35bNSpdlW73y3WaiOzcuZNly5ahqipLlixhxYoVbT1Ul0TTND7//HPy8vLYtWsXo0ePpm/fvsTFxbF69epWWRcej8cSFKfT2aZ6Hg1hTPWL0q0GdLHyNjXhUBSiY2INgRFhAgMY1ovpGAkVEMPykHpM2BrXYYZoFQfW9MFQhEBomm6ZaAEIyUYtKSmhsrKS9PR0FEXB6/VaiX1lZWXs2bOHU6dOcd999/HLX/6yQwVEVVXuuusuhg4dyrZt2zrsPN+ALSLNoaoqo0ePZteuXSQnJzN58mQ2b95MampqWw7X5VFVlZ/97Gf885//JCYmhuHDh5OVlcWcOXP02cGtoLGx0Uq/F0JYgnKj9TwqAimi0DQVb6MXp9NBTGwv40YO3TaY9btGxEQEZ/mAmUMWEo0RgKaFC0doHwERLOXXrQ7jtZrfOmNpaSnl5eWkp6c36xOqqKhg6dKlnD9/nqioKJYuXcqSJUtu/OK1ktdee40DBw5QW1tri0gr6JSB3vv27SMlJcXqf7lw4ULef//9HisiHo+HgQMHcuTIEYQQVk+UuXPnMmjQIKuFwY1kNcbFxTF8+HCGDx9u/ZU+evQomqYxcOBAkpKSrlvP40DibazlzNlzjBg1hujoGF1ArBGVRiVNqB8DibAiLiJojRAUg3BRkcHwrfV/s2FsSONYNSggFy5cuK6ABAIBVqxYwdSpUykoKKCxsZGysrIbuv5toaSkhIKCAlatWsVrr73WYefpiXSKiJSWloY1hElOTuaLL77ojFNHhKurONPS0khLS+PFF1/k+PHjuN1ucnJy6Nu3L9nZ2cybN++GOqnFxsYybNgwhg0bhs/no6KiguPHjxMIBMLS70NpbGzk8OHDjB07ljgnSM2PpgRvWl0nnMFEMNPNKppxkIb5QTRLeIRiDtcmKCyCEMtEhgnIxYsXuXjxIhkZGc0KiGnJpaSk8NxzzyGEuG4T5m+D5cuX88orr1BXV9dh5+ipdIqI2OgIIUhNTeX555/nueee49SpU7jdbn74wx8SGxtLVlYWWVlZN9QTJTo6muTkZJKTk616nlOnTuH1eq35PKYVlJqaam2jBBoOTc8hQYkyHKJaiA8EICQ0qyhhAqI/P6ALD8aov5DCOssKQQQtnRABKSsr48KFCy0KiKZpLF++nEGDBvHiiy92ihN127ZtJCYmkpmZyccff9zh5+tpdIqIDB06lPPnz1vfl5SUtDih/WZBCMGoUaNYuXIlK1as4Ny5c+Tl5fH444+jKAoPPvggLpeLIUOGfOONFBUVZdXgmPU8hYWFXL58maSkJKMBdHjKv4IEzafbHcIBijPEtxFieRhOVt3ZGuz3ERQKGbRUFCV4DNNqUYNO1PLyckpKSq4rIM888wzx8fH8/ve/b3cy3o3y6aefsnXrVrZv347X66W2tpYf/ehHbNq0qVPO393pFMdqIBBg9OjR7N69m6FDhzJ58mTeffddxo8f35bD9WhCe6Lk5+fj8/msrm3Dhw+/ob/Mof1izbGkdXV13HLLLVb6/bUTBEEoTsP3wVVJY2ZkRQu6/YQwhvuaPw85niksAS/mR6a8vJzi4mImTpzYbKRK0zSeffZZ/H4/f/zjHztNQK7m448/Zu3atbZjtRV0iiXidDp58803uf/++1FVlZ/85Ce2gLSAEIKhQ4fyi1/8gp///OeUl5ezZcsWli1bRm1tLXPmzMHlcpGSktKsoFy5coXjx4+H9YtNTExE0zQuXbrExYsXOXHiBH379iUpKYlbbrkFRTHySLQAYDhdFacuDKZASC0k58wI1TocIQ5Uw6Fq+lDUJkwBqaiooLi4mIyMjBYF5De/+Q0ej4f169dHTEBs2oadbNaNqKqq4r333iMvL4+qqioeeOABsrOzrZ4o1dXVFBYWkp6eft2IjaZp1NTUUFFRweXLl0lISLDGaYTfwEIXBMs6CbVIrhYOp/5VoH81clMqKys5e/YsEydObDZxTkrJ6tWrKS4u5p133mlz+n8PottZIj1KRM6fP8/jjz9OeXk5QgiefPJJli1bFulldQiXL1+2eqIUFxdbXc0/+OCDVnWsl1Jy5coVK/0+Pj7eGqcRdkMLhxG9CcliVZy6RWJmpwqBVAOtEpC1a9dy4sQJNm7c2KZ0/x6ILSKRxAwdTpo0ibq6OjIzM3nvvfd6bD6KyZYtW3jmmWdIT0/n9OnTzJ49m+zs7Fb3RJFSUldXR0VFBVVVVcTFxVnNqoM3uGGdGI5YPW1eIhQHMuCzBKSqqoozZ85cV0DWrVvH/v37+dvf/tbq9P4eTLcTkR4l/YMHD2bw4MEA9OnTh3HjxlFaWtrjRaSkpIQvvviCAQMG4PF42LFjB3/60584evQoM2fOJDs7+4Z6ogghSEhIICEhgTvuuAOPx0N5eTn//ve/rXEaAwcO1NPvDQtECgXh0IeLmwJSXV3N6dOnrysgb731Fp999hlut9sWkG5Oj7JEQikqKmLGjBl8/fXXrU417yl4vV4+/PBDcnNz+fLLL9vcEwX0hk3l5eVUVlbicDis9PurK5cvXbpEYWEhEydObLbWR0rJX/7yF3bu3El+fn6njOPoSJ5//nn69+/P8uXLAVi1ahWJiYnt2UZ3O0ukR4pIfX0999xzD6tWrSInJyfSy+kS+Hw+du/eTW5uLvv27WPq1Km4XC6mT5/eakvArOeprKwEsCyUxsZGCgsLycjIaLEtwl//+lfy8vLYunVrh4zf6GyKiorIycnh4MGDaJrGqFGj2LdvH7feemtbD2mLSKTx+/3MmzeP+++/n1/96leRXk6XxO/3s2fPHtxu9w33RGkJMw+ltLQUj8fD8OHDGTJkSLPO3c2bN7Np0ya2bdv2rYzb6Crce++9vPLKK5SXl7Nhwwbcbnd7DmeLSCSRUrJ48WL69+/P66+/HunldAtUVeWTTz6xeqKkpaXhcrmYNWvWDVsKNTU1nDhxgvHjx1uNlsxxGrfeeisJCQnk5+ezYcMGCgoK6NOnT4f8LpGKzv3973/ns88+o6ysjMWLFzNnzpz2HM4WkUiyd+9epk+fHtZeb/Xq1e19U28aVFW1eqL84x//YMyYMbhcLu67774WLQczuS0jIyPMv+H3+6mqqsLtdrN+/Xr8fj8bN25kxowZHVYPE6nonM/n484778Tv91NYWNjeXJduJyI9Kjozbdo0WimKNiE4HA7uvvtu7r77bjRN4+DBg+Tm5vLqq68yYsQIsrKy+P73v285qlsSENDreQYPHkxKSgoDBw7kqaee4q233qKwsLDDeoJEKjoXHR3NzJkz6dev302ZLNejLJHOpot0wupwNE3jyJEj5ObmsmPHDgYNGkRmZib79+9n06ZNLW57du3axcsvv8z27dsZMGBAp665M6NzmqYxadIkcnNzGTVqVHsP1+0sEbtIoR288cYbjBs3LtLL6HAURSE9PZ3f/va3HDhwgCeeeII///nP1NXV8eijj/LOO+9QVVUV9po9e/bw0ksv8cEHH3S6gNTX1zN//nxef/31DheQY8eOkZKSwqxZs74NAemW9KjtTGdys3bCEkKwb98+9u7dy8iRIyksLMTtdvPII48QFxdHVlYWQ4YMYc2aNWzbto2kpKROXZ/f72f+/PksWrSoU8L7qampnDlzpsPP05WxtzNtZMGCBaxcuZK6urpIl453CaSUFBUV4Xa7WbduHXv37uW2227r9DX0gOicvZ25GQjthGWjI4RgxIgR/PrXv6a4uLjTBQT05kIbN27ko48+IiMjg4yMDLZv397p67jZsC2RNrBy5Uqr6tTshJWTk2N3wrL5Nuh2logtIu2kC3TCsulZdDsRsbczNjY27cK2RGxsuha2JWLTMdTU1LBgwQLGjh3LuHHj+Ne//hXpJdnYAHaeSLdh2bJlPPDAA7jdbnw+Hw0NDZFeko0NYG9nugVXrlwhIyODM2fOdMowJ5uI0u3eYHs70w04e/YsAwcO5IknnmDixIksWbIEj8cT6WXZ2AC2iHQLAoEABw8e5Omnn+bLL7+kd+/erFmzJtLL6jB27tzJmDFjSElJ6dG/Z0/BFpFugDlzd8qUKYCecn/w4MEIr6pjMId579ixg2PHjrF582aOHTsW6WXZXAdbRLoBgwYNYtiwYZw8eRKA3bt399gO9vv27SMlJYWRI0cSHR3NwoULef/99yO9LJvrYIvIVezfv5+0tDS8Xi8ej4fx48fz9ddfR3pZrFu3jkWLFpGWlsahQ4d49tlnI72kDqG0tJRhw4ZZ3ycnJ1NaWhrBFdl8E62NztwUCCF+C8QCcUCJlPJ3EV7STYMQYgHwgJRyifH9Y8AUKeV/R3ZlNi1h54k0z4vAfsAL/CLCa4kIQohfAkvQw/pHgCeklN5OOHUpMCzk+2TjZzZdFHs70zy3AvFAH3SL5KZCCDEUXTzvklJOABzAwk46/X5glBBihBAi2jjv1k46t00bsEWked4CngP+B/h9hNcSKZxAnBDCCfQCLnTGSaWUAeC/gf8DjgP/K6U82hnntmkb9nbmKoQQjwN+KeW7QggH8JkQ4r+klB9Fem2dhZSyVAixFigGGoEPpZQfduL5twN2N6Fugu1YtbkGIcQtQB7wCFAD5AJuKaXddcnmGuztjE1zzAbOSikrpZR+IB/4boTXZNNFsUXEpjmKgalCiF5Cr/ibhe6fsLG5BltEbK5BSvkF4AYOood3FWB9RBdl02WxfSI2NjbtwrZEbGxs2oUtIjY2Nu3CFhEbG5t2YYuIjY1Nu7BFxMbGpl3YImJjY9MubBGxsbFpF7aI2NjYtIv/Bw0/O0psLw7IAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "<Figure size 432x288 with 2 Axes>" + "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { @@ -802,30 +841,1002 @@ } ], "source": [ - "a= 211\n", - "plt.subplot(a)\n", - "plt.title('Estrella'+str(i+1))\n", - "plt.imshow(estrellas[i], cmap=cm.gray, vmax=np.max(estrellas[i]))\n", - "a= a+1\n", - "plt.subplot(a)\n", - "x, lumx, x_model,lum_model = ajuste_1D_Aut(estrellas[i])\n", - "plt.plot(x_model,lum_model) # gráfica del modelo\n", - "plt.plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n", - "plt.xlabel('eje X')\n", - "plt.ylabel('luminosidad')\n", - "plt.title('Ajuste Gaussiano')" + "def luminosidad_2D(estrella):\n", + " '''Funcion que extrae cada valor de la luminosidad con sus respectivos valores en X y Y,\n", + " y los retorna en forma de arrays.\n", + " '''\n", + " x = np.arange(0, estrella.shape[0], 1)\n", + " y = np.arange(0, estrella.shape[1], 1)\n", + " \n", + " lum_list = []\n", + " x_list = []\n", + " y_list = []\n", + " for i in x:\n", + " for j in y:\n", + " lum = estrella[x[i],y[j]] \n", + " lum_list.append(lum)\n", + " x_list.append(x[i])\n", + " y_list.append(y[j])\n", + " return np.array(lum_list),np.array(x_list),np.array(y_list) \n", + "\n", + "lum_2D, x_2D, y_2D = luminosidad_2D(estrella2)\n", + "\n", + "\n", + "def ajuste_2D_Aut(estrella):\n", + " '''Funcion que recibe los valores X,Y,Lum de una estrella los parámetros de\n", + " la gaussiana que mejor se ajustan a los datos '''\n", + " lum_2D, x_2D, y_2D = luminosidad_2D(estrella)\n", + " prob = lum_2D\n", + " A = 1\n", + " x0 = int(max(x_2D)+min(x_2D))/2\n", + " y0 = int(max(y_2D)+min(y_2D))/2\n", + " sigmax = std_prob(x_2D,prob,x0) \n", + " sigmay = std_prob(y_2D,prob,y0) \n", + " sigmaxy = (sigmax+sigmay)/2\n", + " C = min(lum_2D)\n", + " p1 = [A, sigmaxy, C, x0, y0]\n", + " best,suss = leastsq(Error_gauss_2D, p1, args=(x_2D,y_2D,lum_2D)) # ajuste\n", + " return best\n", + "\n", + "# GRÃFICA\n", + "\n", + "for i in range (0,10):\n", + " x_para_model = np.arange(0, estrellas[i].shape[0],0.1)\n", + " y_para_model = np.arange(0, estrellas[i].shape[1], 0.1)\n", + " best = ajuste_2D_Aut(estrellas[i])\n", + " X, Y = np.meshgrid(x_para_model, y_para_model)\n", + " Z = func_gauss_2D(best,X,Y)\n", + " fig = plt.figure()\n", + " ax = plt.axes(projection='3d')\n", + " ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap='Blues', edgecolor='none')\n", + " ax.set_xlabel('x')\n", + " ax.set_ylabel('y')\n", + " ax.set_zlabel('lum')\n", + " plt.title('Ajuste Gaussiano Superficie Estrella'+ str(i) );\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cálculos de FWHM\n", + "\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[3.1787688708097637, 0.8815071940479394, 1.5164178076826178, 0.8232929431087915, 0.7874194220005792, 0.18081472076436197, 0.5811671484742216, 1.5164178076826178, 0.8232929431087915]\n" + ] + } + ], + "source": [ + "FWHM_estrellas = []\n", + "for i in range(1,10):\n", + " Best = ajuste_2D_Aut(estrellas[i])\n", + " FWHM_estrellas.append(Best[1])\n", + "\n", + "# FWHM_estrellas es un array que contiene los valores de FWHM para dada estrella " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Análisis EStadÃstica de FWHM" + ] + }, + { + "cell_type": "code", + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 1080x432 with 10 Axes>" + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "FWHM=%{x}<br>count=%{y}<extra></extra>", + "legendgroup": "", + "marker": { + "color": "#636efa" + }, + "name": "", + "offsetgroup": "", + "orientation": "v", + "showlegend": false, + "type": "histogram", + "x": [ + 3.1787688708097637, + 0.8815071940479394, + 1.5164178076826178, + 0.8232929431087915, + 0.7874194220005792, + 0.18081472076436197, + 0.5811671484742216, + 1.5164178076826178, + 0.8232929431087915 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "tracegroupgap": 0 + }, + "margin": { + "t": 60 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "FWHM" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + }, + "text/html": [ + "<div> <div id=\"b7c8371f-3418-4294-b233-1d0d44efef14\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div> <script type=\"text/javascript\"> require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"b7c8371f-3418-4294-b233-1d0d44efef14\")) { Plotly.newPlot( \"b7c8371f-3418-4294-b233-1d0d44efef14\", [{\"alignmentgroup\": \"True\", \"bingroup\": \"x\", \"hovertemplate\": \"FWHM=%{x}<br>count=%{y}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": \"#636efa\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"v\", \"showlegend\": false, \"type\": \"histogram\", \"x\": [3.1787688708097637, 0.8815071940479394, 1.5164178076826178, 0.8232929431087915, 0.7874194220005792, 0.18081472076436197, 0.5811671484742216, 1.5164178076826178, 0.8232929431087915], \"xaxis\": \"x\", \"yaxis\": \"y\"}], {\"barmode\": \"relative\", \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"FWHM\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"count\"}}}, {\"responsive\": true} ).then(function(){\n", + " \n", + "var gd = document.getElementById('b7c8371f-3418-4294-b233-1d0d44efef14');\n", + "var x = new MutationObserver(function (mutations, observer) {{\n", + " var display = window.getComputedStyle(gd).display;\n", + " if (!display || display === 'none') {{\n", + " console.log([gd, 'removed!']);\n", + " Plotly.purge(gd);\n", + " observer.disconnect();\n", + " }}\n", + "}});\n", + "\n", + "// Listen for the removal of the full notebook cells\n", + "var notebookContainer = gd.closest('#notebook-container');\n", + "if (notebookContainer) {{\n", + " x.observe(notebookContainer, {childList: true});\n", + "}}\n", + "\n", + "// Listen for the clearing of the current output cell\n", + "var outputEl = gd.closest('.output');\n", + "if (outputEl) {{\n", + " x.observe(outputEl, {childList: true});\n", + "}}\n", + "\n", + " }) }; }); </script> </div>" ] }, "metadata": {}, @@ -833,15 +1844,44 @@ } ], "source": [ - "fig, axs = plt.subplots(2,5, figsize=(15, 6), facecolor='w', edgecolor='k')\n", - "fig.subplots_adjust(hspace = .5, wspace=.001)\n", + "import plotly.express as px\n", + "from pandas import DataFrame\n", "\n", - "axs = axs.ravel()\n", + "numero_estrella = range(1,10)\n", + "\n", + "Data = {'Estrella': numero_estrella,\n", + " 'FWHM': FWHM_estrellas ,\n", + " }\n", + "\n", + "df = DataFrame(Data,columns=[ 'Estrella', 'FWHM'])\n", + "fig = px.histogram(df, x = 'FWHM')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (<ipython-input-42-52f1155a5339>, line 9)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"<ipython-input-42-52f1155a5339>\"\u001b[0;36m, line \u001b[0;32m9\u001b[0m\n\u001b[0;31m desviación estándar\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "FWHM_array = np.array(FWHM_estrellas)\n", + "\n", + "print('La desviación estandar de FWHM es:', np.std(FWHM_array))\n", + "print('La media de FWHM es:',np.mean(FWHM_array))\n", + "print('M de FWHM es:',np.median(FWHM_array))\n", "\n", - "for i in range(10):\n", "\n", - " axs[i].contourf(np.random.rand(10,10),5,cmap=plt.cm.Oranges)\n", - " axs[i].set_title(str(250+i))" + "media, mediana,\n", + "desviación estándar" ] }, {