From fdc1032b33bdf23fca34bf07e836b20603ba06f5 Mon Sep 17 00:00:00 2001
From: Omar Asto Rojas <astoo@jupyterMiLAB>
Date: Fri, 19 Feb 2021 14:20:32 -0500
Subject: [PATCH] Avance

---
 .../Ejercicio-checkpoint.ipynb                | 427 ++++++++++++++++++
 Ejercicio.ipynb                               | 427 ++++++++++++++++++
 data/Untitled.zip                             | Bin 0 -> 158289 bytes
 3 files changed, 854 insertions(+)
 create mode 100644 .py/.ipynb_checkpoints/Ejercicio-checkpoint.ipynb
 create mode 100644 Ejercicio.ipynb
 create mode 100644 data/Untitled.zip

diff --git a/.py/.ipynb_checkpoints/Ejercicio-checkpoint.ipynb b/.py/.ipynb_checkpoints/Ejercicio-checkpoint.ipynb
new file mode 100644
index 0000000..e4cfb97
--- /dev/null
+++ b/.py/.ipynb_checkpoints/Ejercicio-checkpoint.ipynb
@@ -0,0 +1,427 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Resolución espacial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Omar Moises Asto Rojas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Importación de los paquetes a utilizar."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mt\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.image import imread\n",
+    "import matplotlib.image as mpimg\n",
+    "from scipy.optimize import curve_fit\n",
+    "import pandas as pd\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from scipy.optimize import leastsq"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lectura de la imagen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = imread(\"./data/zapatocaImage.jpeg\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Comprobando la forma de la matriz:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(789, 1184, 3)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "image.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "La matriz de la imagen de tres matrices intrínsecas, cada una es de un canal diferente: R, G, B; para convertir a escala de grises una imagen, se necesita tener una sola matriz, pues es un solo canal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "im_r = np.zeros(np.shape(image)) ## Se crea un array de ceros.\n",
+    "r  = im_r[:, :, 0] = image[:, :, 0] ## Se extrae la primera matriz que corresponde al canal R.\n",
+    "r = r * 1/255 ## Se hace esto debido a que en la escala de grises, se va de 1 a 0.\n",
+    "\n",
+    "im_g = np.zeros(np.shape(image))\n",
+    "g = im_g[:, :, 0] = image[:, :, 0]\n",
+    "g = g * 1/255\n",
+    "\n",
+    "im_b = np.zeros(np.shape(image))\n",
+    "b = im_b[:, :, 0] = image[:, :, 0]\n",
+    "b = b * 1/255\n",
+    "\n",
+    "Aver =  r *.587 + g *.299 + b *.114\n",
+    "\n",
+    "plt.imshow(Aver, cmap=plt.get_cmap('gray'), vmin=0, vmax=1)\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Para obtener una estrella en específica, se busca en qué lugar del array de la imagen está el mínimo, eso representrá a una estrella, debido a la intensidad de color."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([606]), array([1149]))"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = np.amin(Aver)\n",
+    "np.where(Aver == m)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Una vez obtenida la posisción, se recorta la imagen alrededor de esta:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Pro = Aver[586:626, 1129:1169]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Primero, se practicó con la gaussiana en una dimensión:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
+       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
+       "       34, 35, 36, 37, 38, 39])"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = Pro[:, 15] ## Se corta una línea de la imagen.\n",
+    "z\n",
+    "x = np.arange(40)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def gaussiana(x, a, b, c, fu): ## Definiendo la función.\n",
+    "    exponente = -((x + fu) - b)**2 / (2 * c**2)\n",
+    "    y =  a * np.exp(exponente)\n",
+    "    return y\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "res, cov = curve_fit(gaussiana, x, z)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 9.98774236e-01 -1.41879513e+03  2.33669168e+00 -1.43610054e+03]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(res)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y1 = gaussiana(x, 9.98774236e-01, -1.418795513e+3, 2.33669168, -1.43610054e+03)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(x, y1, \"r-\")\n",
+    "plt.plot(x, z, 'p') \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Trajando con la gaussiana en 2D:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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uLjo7Ozf8vs1Y7oszSUrVGmaTiWo9JrGUKZAtlnHbt0cE4F7Xs/nmbk656ZHnzaTcXovkXom1pKOz2SxXr15dFpwrFAp0dXVteG1BEAzAbwPfA8wB5wRB+LyqqjeaXvYJ4K9VVf1dQRAOAV8Geu+17q6Qeyuje1Zio00f8Xic27dvc+DAgYYV0rEd5K7VajuuxALwlStaa2m1fromgwFRFPjL567yL996ZlPHvV+sl3JTVbWxf12ty+31QO5mCMId6eh4PM7hw4cb/QG/8zu/w+c+9zmOHj2K0+nk6aef3oiLPgyMqao6UV//L4F3Ac3kVgFdgdMDLKy36I6SezvdcD3XvdYazWko3Q1fibXKTzcCRVEYHR2lVqvx+OOPbyko10zue93sgiBwbT6l/R0VBEGz3rUq374+sevkXomVKTdJkkilUo1glN6zrafcdltmabfLT41GY0M6+pd+6ZcoFovs27ePl156ie7ubo4fP77eMh3AbNO/54BHV7zmvwD/KAjChwEH8N3rLbpj5NaDZufPn18zNbQZ6ORezQWsVCpcuXIFr9d7z2OtpTu+HvT19f3mdkfbVyJVqJDIlRv/dtgs5GQJVVZJ5IpbOvb9ntO9YDQal6XcyuUyyWSysT/VI9hWq3XHBQwehBLLymtYLpd56qmnGB4e3s5D/TDwJ6qq/rogCI8Dfy4IwhFVVdd0Rbed3Ctz182D0+8Ha7nUiUSCW7dusX///kakc7Nr3Av6lA59/aWlrQe1BOGOdrokSVQqlVXrwZ85O4lBAEl/nyiCIIKgkC2U73r9wwar1Up7e3tjf3r16lUkSVpWPKJ3uW135dpukxvufkDm8/nNRsvngeZNemf9Z834CeD7AVRVfVkQBCvQAqx5Q27rld3J3PXKElRVVRkfHyeVSnHq1KkNNfZvhtyqqjI9PU0kEuGRRx7ZdFPGvaDP69a3CXrKSS+eeO7mPLJ85zyL5VrT36vbdh67Ab3xp729HafT2Zh2olt2vfNru0YRPwhyr4QuOrEJnAMGBUHoQyP1B4AfWfGaGeAtwJ8IgnAQsAKxey26beRWVZVKpbJjuevmXuxmN/zUqVMb/jI3Sm5Jkrh27Romk4nh4eFtCxAJgtCoaz98+DAWiwVVVZftV41GI9FMGUEUUBVtf66oKqqixS2kB6Pce19ovl7NLatw9yhiq9W6rMtts9d5t8m92vlttohFVVVJEIR/A/wDWprrU6qqXhcE4ZeA86qqfh74WeAPBEH4d2jBtQ+q60Rnt43cOqFX+7DbpbIpy/Km3PDV1liP3LpV7enpoaOj467fbzRqvxK6J1AoFHjyyScxGo2NHGlz8cSzV6coyAJmg5GK0hQfqFVQDQZqytZqoB8k1ku56aOI9QEIzSk3l8vVSLltJNaxm+TeTlnjes76yyt+9p+b/n4DeMNm1txWt3w18ug/u9+WP1EUmZubo1wub9gN38j5NSMSiTAxMcHRo0fXdKu2UkJaq9W4cuUKVqsVr9eL2Wxe8zxmUmUEBG2f3XxcVJRqGdloYGYhSmd466OIdxubUWLRByB0dnY2ppMmk0nm5+dRFGXd+u/dJPdax1IUZcuNKNuJHc9z63vl+yF3pVIhGo3icrk4ffr0lr+8tWSWdImlcrm87tyvzT6scrkcV69epb+/H4/Hw82bN+/5+khGi4bLTc8PUdDIrsigqnDu2giRuelG1dhWhBp2E1tNhTVPJ+3r67ur/ttoNDY+v9PpbAQsdyun/jCLI8IukPt+VVSSySQ3b95sfIn381QW6uqjzSiXy1y+fJlgMHhPiaXmNTb65emewLFjx3A6nZTL5XXfG8uWQIBaU0BNFEAVtfNSVQXJ5ODMmZN3CTU0a63tRv/0RrFTSiy6TPLMzExD/aRWq1GtVndllM/DLI4I20zu1T6QwWBAkqRVXn1v6EKB8XicU6dOsbS0dN+CDc1TOuHOg2O1arZ7rbHevl1VVUZGRsjn88s8gZUPhtWuVzJfRqtb0aZvVut97oZGo4LCdDS1atWYri82OTm5qlV7UNgpa7pSJrlQKHD58uWGcqre5ebz+XbkYXevoqqHAbvmlm8Gem+0y+XizJkziKKIwWDYUgHKynNRFAVVVZmammJpaWnT+/f1LLd+7h6Ph0ceeWTZTb0Rq58p3kl1CXVrrchy44uSZIn5eOau94miuCwKXalUGr3Ket41EAjg9/u3XISzVexG+aleEmo2mzlx4kQj5ZZKpZienkYQhGVdbttBytW2Z7Va7aHYb8NDSG69aGRlb/R21IWLoogkSVy6dAmr1dp4cGx2jbXOI5fLceXKlTX7ujdC7lJVwmgQqEmge+aKIqNSJ4cik95AIYvFYllm1fL5PIlEgmvXrjUCU7q88k5bn92sLdexMuVWq9VIpVINMUV95rg+CGIr57eWUMPDoMICu+CWb3TPraoqk5OTxGKxVYtGtkNHrVAokM1mOXLkCG1tbVtaYy2CLi4uMjk5yfHjx9fMcW6E3FVZoW6wkep5blWWUcU778uXKps+Z10PvLe3txGYWlxc5Pz5841e5UAgsCNCgg+C3CthMpkaYorNKbeJiQlKpVJj0slmPJu1lE8fhl5u2CXLvd6eu1qtcvXqVRwOx5rW9F4DBTaChYUFpqamGvu0rWIlQXUVVX2m2L32divfu9pNX5XUBrn1ZhtZkbjzyYVNk3sl9MCU7r3oN/r4+DilUmnTCqrr4WEgdzPulXK7du1ao2rwXsMP4OGWWIKHwC1fyw1fia12dCmK0giwDA8Pc/bs2U2vsfI89IdMtVrl8uXL+P3+DamobiSgVpUUmn9qNhmpKjIKdx54heL9kXslmieerKagqru396PIshvk3moKaq2Um27ZjUbjshLZ9VRYHgbNctilVFi1enc9dHNQayO121txy0ulEpcvXyYcDt/3KCIdOrl13bShoaFGN9R6WBlcW4mapFCTVS2Z3TiedvPc8VpUiqtcz+3CagqquiLLrVu3cDgcDbLvRrppM9iuqPzKlJsenJydnW2k3Px+P+Vy+a77disDCdZTYam/5v1obZ8qcFlV1ZW153d/jk2dxfonedfPVnPLq9Uq165dw2azbTiotdmAmi7asBUJ43tBEARisRiJRIITJ05spcxwzd9NJ3LIK4oglPrfm+w91Zq8a66uyWRaVh5aKBQag/r0EcQPyxyzneobXxmc1K9BNBpFVVWy2WzjGmx2z103WPdUYREEYRD4j8AbVFVNCYKwtovbhF13y9PpNNevX2ffvn20trZueZ21oOfHk8nkmqINW4U+lNBoNHLmzJlN507XI+NULIekCojLLPfK96jIisJcLE1XaPseWhtBswJJd3f3XXPMjEZjI93WLCK4W9iOMuf10HwNarUaLpcLk8lEMpnkmWee4VOf+hTt7e08//zzPPbYY+sG5+rbxPVUWH4S+G1VVVMAqqpuqO9418jd3EK5EaXQtda5F/QabqfTualusY2gUqlw+fJlTCYTvb29O1IUMZ8sIClgbCb3slcIgIqiqIzOx3ad3Cux2hyzRCLREGnQmz62S5RyPexm6al+PJPJ1Ai+/dRP/RSCIHDjxg3+z//5P0QiEd7//vffc435+XlYX4VlCEAQhG+hue7/RVXVr6x3fruSCqtWq43c8motlBvBem65vgferEewEehr79+/n1QqtS1r6qL4zT3M0WxJK5FdhwyKojAVSW7LeWwnLBbLMpGGXC5HIpGgXC5z/vz5ZX3rO+E+PwwTPmVZ5sknn+QnfuIntvNQRmAQeDOakMPzgiAcVVU1vd6bdhTFYpF4PM6RI0caMrFbwb0stz4id6N74M3sV/W1dW8jk8nctyUql8tcunQJs9lMsVjEZrMRCASIpLWmEUVp2pc3q+hohhtZUZiPpe/rHHYagiA0JnzE43FOnDhBKpVqjDZq7tverqKPh4HchUKBvr6+Da9RbyteT4VlDnhFVdUaMCkIwgga2c/da+0dI7eqqszMzDA/P4/L5bovYsPqXoEsy9y4cQNVVTetHb4eufUUWq1WW7a/3krLZzMkSeLVV1/lwIEDjcBLsVgkkUgwE02hqsrdATVBqEfQ6+wGoqn8ls/hQWClztpKqWRdeul+6sAfBnJvdiDBmTNnYH0Vls+haaj9sSAILWhu+sR6a++IW16r1bh27RoWi4UzZ85w4cKF7TwMoF3Ey5cv09HR0RiRuxFsZEB7pVLh0qVLhEKhu1Jo91MGOz8/T6VS4cknn8RqtVKtVpc1gNTE26jq8vndWqbhDql1JDKvLXKvxMoiEl16aXp6elmdfHNeeT08DOTerFBD/UG2ngrLPwDfKwjCDUAG/oOqqol1197wWWwQmUyG69ev09fX10gdbMf43Wbort3KEbkbwXrk1KP5a3WKbcVyq6rK7du3KZVK2O12bDbbqmsUK9KyHHf93XXL3fQZBIFUfntVUB8kdB01PWWpTzuZm5sjl8vhcDgaUfh7ZT8eBLm3Y07YBlRYVOCj9f82jG0lt6Iojfpq/em1ndFLVVUZHR3dsUmd+tyvexXVbNZy12o1Ll++jNfr5cSJE7z88strv1ZREVCX2WhNKLFRj9rgejyV5fLly41o9cMs1rBZrJx2UigUSCQSywYWBgKBu9RYHoSs8cM6BBB2QGbp5MmTO6JEUa1WKRY1a9U8ImizWI2ciqJw48YNFEXhzJkz99y7N8sTrwddj21gYGBDEfxavWmkeXVZUTQ2AwZBQAZEg4GaojI4OHiXWEMgEHgoCkp03O+90JxX7unpaeTWVw5ACAQCD6S/euV9+Lol905Bd5UtFgsDAwP35Q2sJLeuxBIOh+nu7l537Y0ONojFYoyOjt5Tj20lZPlO04gOpWlLI4iituNSVUpVadm+Ve9fTiQSTExMYDKZlln1B9W4sd2VdCtz6/oAhImJCbLZLGazuSE/9SD6qvX8/sOAbSf3WnvSrSqGzs7OsrCwwMmTJxu9yPfzdG4mt960cvDgwUbf73pYb8+tt64mEglOnz69qa2DrCgYhOVrq02WW6z/qQKSJFOq1LBZtBt4Zf/yShVRj8dDIBDA5/PtqlXf6TLZ5gEI8/PzFItFisUic3NzANsu0NCM1T5XsVh8ffZzr4WtKKDqEypEUWy4ynpn2P1Uh+lrzMzMsLCwsGkllnvtuWVZbuidb6VCTlbvEPgOmqvKNeh58LG5JY4O3C2/DHd3eulWXZdg0t3YnSbfbrZ7qqqKw+Ggvb2dvr6+uwQatlNQcq0HvKqqD41+3a6cxWYVUNcakbsdgg2CIDA+Pt5I023Wiq1lufXCFD01t1moqlZWahTu4RXU/9RrXMYW4muSuxkro9F6mWi1WuXcuXO43e6GVd/uG3O3J3w2n/9KgYbtFJRczYN8mJRPYYfc8rsOYjQiSdKGXNRIJML4+DhHjx7F7XYv+939CjaUSiWi0Sitra1bbgFdLaCmxwTupwMtVaigqCrCipSXrB0UaLYWKoIoMh3dWgmqXiY6Pz/PqVOnyGazJBIJpqenG+59IBDYluaPh2V8770EJfWxRvrn3oig5L2Cdw+LMMWuWu57QR+Rm8/nGR4eXjUYcj8jePVJJXqf7v1E25ufznp56v3OE1vKVVDRIuE6DKJADRomW2kcV0AUVKLJ3JaPp2Nl/7beuzw1NdWYeaVb9a0EqB4Wcq/ERgQldbKvZpTuV4t/N/BQkFvvuAoEAncphm5mndWgd6NFo1FOnTrVmFyxVeh7bn2QQaVS2XDpa/M5rUQ8W9Jcc0QMooCsqHf23/U/l9WcA7EdqFJb2busW/XZ2VkEQdiUdYOHl9wrcS9ByeZhjV6vd80YUrVa3fERxZvBrrnla5Fy5Yjce2GzBSSyLHP9+nUMBsMyieT7Ibc+2ODChQv4fL4NDTJY+f7VbvhkvtLYS9stZnKlSlNarCmoJgpYjEaq1RrJ7M5WqQmC0JAfgjuVY7p10636vdJOrxVyN2MtQcl4PM7Y2BgWiwW73d7YY+ufL5/PbylSvhEllvrrfgh4Bjijqur59dbdNcu9Uo2l2aJu1KXdjOXWa887OzuXBbjuVyK5VCqxtLTE0aNH76n5thbWJHddrlhFRa7HxXWhBkEQGvRWFShXtTLVTGF5HfpOY2XlmN7SqaeddKveXA/+WiT3SqyUXSqVSo3SWD0g6fF4iEajmy5g2YgSC4AgCC7gZ4BXNnzemzqTLWIlKfURuWazeVPa4Rslty6xtFrt+f2Qe2lpibGxMbxe75aIDWtH29NFrTBGBIqyTobm19WbR5p6SEqVBzeru7mlU087NdeD60MQLBbLAx/Mt92w2WyNeoHe3l6y2Sw3b97kIx/5CKlUil/8xV/kPe95D8eOHVt3rQ0qsQD8MvCrwH/Y6Hlu+5VYS0dNJ2U+n+fs2bOEQiEOHTq0qS9jPWLqBSQTExOcPn161aaSrQTldOmm6elpjhw5cl+BlGZyS5KEJEmMLiT4m1dGAKhJMgoCJoOI0PwQaFzXO+yuVDc/pmmnoGutHTp0iOHhYbq7uymXy4yNjTWq5jKZzI6minaztlyPlusByccff5zf/u3f5i1veQsHDx5kfHx8Q+usocSyLL8pCMIjQJeqql/azDnuiuU2Go1UKpWGcP9mSjKbcS/L3ewN3GsS6Fb27fq6p06d2tAwv3tBT6VJkoTRaCRbLPPh3/9HohkFg9lKSaoBIpoI6gpyq0CT8HFF2t5uu+1C857V7/czNzeH0+lcpqC6kS6vzWK3yb3aQIJAILCutNJmIAiCCHwS+OBm37sr5BYEgUgk0pBZ2mqhxFrzwvT9dXd3t65ssSY2Q269MKWzs7NRTHO/Yg36+TqdTv7qxVv80dcugaric9rI1lRQBRBAEQzki4U75y2IKMh3DLegWfmHHaqqYjAYlhWTNHd56ZHoQCBw3yWiDwO5N7vn3oASiws4Ajxb94rDwOcFQXjnekG1HSd3uVxmfHy8MaDtfps+VlruWCzGyMgIR44caUR111tjI+TWo/grC1O2umfXKtAUOjo6GB0d5Znzs/z1q/P0hdy0BVxcXCyhKuKdAJRgQF0psdT0F4MgIgDFchW7dXcH+20GKwNqK7u8JEm6q0RUt+qb1UXfbXKvzH9vVoUF1ldiUVU1AzTSSIIgPAv8+wcSLW/+IvXCke7ubvL5/H1HTZvd8mYJ4830dm+EnHNzc8zNza0axd+qWIOeGw+FQtxYKnFh4TYAhVKFq5NFJJMLUVRBrBtmUURUFfRH2YoUN6IoYhQFpqMJDvZsfTzSTmO9aHmz/JJeIqrfN7VarWHVNyKquJvkXi3PvVkVFtiwEsuWsCOWWw9s6bO1a7Ua6XT6vtfVc9SSJHH16lWsVuumGzTuRe7mwpS16s43a7l1JRr9Jv+L567xS3/5ArKicqQ7iN1iAgGuLlWpyQqKAkL946hNnDAaRKQmr1xSFFRV4KUb0wy0BZhcyjK6mOJEfyudAfdqp/JAsJlUWHOJqK6LvlJUUbfqq6VOdzPttpZbvpU5dOspsaz4+Zs3uu62k1uSJC5evIjdbm8EthRF2RapJVEUKZfLnD17lt7eXtrb27e0xmrkbJ77da/ClM1YblVVG/n98UiK//bX3+JbN+cYaPPR4XeRL1eZT2RxmkWqkrF+fk057SZ2SyvOWVW1n/3Pz5/lj54bobfFzaXJKIoKbz7azT976jBPHNy4ttxO4X4IZzAYluWXdas+MjJCtVpdVZHlQZJ7K275TmLbyW00Gunp6VmmP7bRMb7rQW9bHB4evqupZKNYjdy5XI6rV6+yb9++dfPXG7XcsiyjKArTsSy/++VXuTK9xHwiy5MHOxFFgXi2QCpfwmMxMBbLI9r9qKpyR+0UEA0i+mVrLmTRfqD94bYZ6Q55uDWX5GhfK+VylWiqwD///75Mb8jDjz99mKO9rfS3enHadr80cjutqS5O0dXVtUyRRa8a09V6dqOf+mGf8Ak7tOduaWlZZt3ut1VTVVXGx8dJJBL4fL4tExvuJqdemHLs2LENfTHr3ajN++tLU1H+/R99jelYFqfVxIHOFiqSzEQkhdlooFqtkVJUTvaHubJUo1pTaeL2Xfvs+glof9T/GU3m6AhL5MtVLk5EeXSwjWK1Rk/QTbZU5ff+4TKRdIF2vxOvw8KpgTBPH+1heLBjV9oTd2oKyEpFllKpxIULFxriFDstObWWOOLDMuETdlGsYavkrtVqjdndx48f59q1a/d9Loqi3DVTbCtiiyuhE1uWZaKZIv/qt/+edL7Msd4QXoeVV8cWKVRqHOzwU6uWCbZ4SOQr5MtVqrK6Mo29rEDtTrenPhhQ0zJXFZnFuoa502LgyvQSpaqEySByel87iqLQ2eJGVlRuzsaIpIq8eGOOSLrAgVY7Pyb6eesjA6vMJNse7NRwvpWw2WyYzWaOHTvWaOdcKTmlD0DYjofNd6TlXg1bvZi6wKAukyxJ0n279/qD5vLly1gslm2bKdYcOFNU+B9/8zK5Yhml3lzw/PUZ7BYTT+5vY2wxSSRbwZ6p0tmizbzWhRHVZnY3X7dGg1jdPVdVQMVhMdEd8tHqlbFbDLw8sgDAvqCDl29r6dLT+9q4OBlBFOBw2IOAQCSVo6aK/Ls/+hq/+/ev8tF3DvPUEU1DbjvJuJtBLh0r2znL5XKD6KVSqSE5tRWRBh2rRcv1FtmHBTtC7u0o9IhGow3RBv2C3W/TB2iBs0wmw8GDB5epvNwPVkbE/9c/vMrnz43isJh40+F2MoUKfqeVVreVl0YWUVQ40adZ8+euzaACRncLKwcPLMcKwYZ6xVqlJnFpIsLJ/jDfHlmgu8VNX6uHRLaEKOQJuaxcGF8E4HCnn1fHIwDsb/PgsNuxW/KMLKT4o69d4XOvjPDz738Cr8PaIPn9Ev1BkHslrFbrupJTm51MulrabSuzuXcSD4fYUxNUVWVsbIxsNsuZM2eWtRKuFErYLPTCFKvVum3E1gNnOhlG5hP8zpdfBaCv1cs3r86gqCr7Qk6KlSqn97VRKNfIFKtcmlyizeekL+zh7HxlmdVWVU1thXUelIqiMNjup1SVOL2vDVlWOD8aoVCp0eZz0hPy0NOqUqnWSBW0FlGjCOlCldsLGXxOK4/v7+DrV6YBOD8e4efe8xjlmkS+VMVkEHnjoU56Qt4tWfXdIvdG9/ZrSU7p4hQblZxa7XM9TMqnsMvkXu+L1kfwulyue4o2bAX6wIFTp05ty3ij5sCZIAgIgsBiKs9P/taXMIkip/e3IckyjwyEKRbyzKVKZMsSuYqCzWLCZjbyyEAYVIVzY0uoVveKiLja9P9VouXozScy84k8J/paUVFZyhTZ3+HHZbMgKyoT0RSyrGA2GZiNF+gKONnX7mdmKU0sW8JvFfnm1Wn2t3tJFar4nDZ+8a9epCfoIZYpEMtqbaXffbyHDr+LNx7sZHioHbPJuCGi7xa5t7q3b55MqijKMskpURQbVn0j4hSlUumhGg6xa+ReTwFVT0dtVMB/o1g50G87IqerEfvbt+f59Dev0uZ30tvqJZUvMbOUodVlZjZVRhAEhgfbsJmNJPNlMoUKAnBrPkVPq4/JzIpYQoPVIqj675r6PXXvXBQ40R9iMZlndCHBoa4gIwtJwj4nQY+DfW1+rk9HcZrgVH8rdouZF67PIikqTxzoIFeqctzlQJEkwk4joihxtNPH7cUsFrOB4cE2jAaRr13WLPu5sUUSuTLvGt7HP3nDQcI+B6IormnVdyugth1R+ZWSU9VqVRvQODPTsMq6Vb+XWtDDgh3bc991oHque7UPH4lEmJiY2HA6aqPQC1MCgcCWBRFXQlffmJubw+H28uULk3z25duIAjgsJuwWEy/dnKUmqxwIO8nX4HhfCFlRiGWLTEYzdLe4qckKN2bjPNIfJl6SABl12Q2qsVcUhDsTSAShadrnnfN5/uoMoijw2IFOylWJoXY/yVyR+USWmViWgMNEWzCIrKikimVO9LVSkxUkWUVWVCxGA1cXMkiKwsm+Vr49FsUoCvT4XJSKJa4tpBkI++gMuIjnikTTBf7461c5PxZhqMPPT3//SfzOO/v0ZqLvplu+3cQym82rSk7NzMxQLBaZmppqSE7B1qarfOUrX+Gtb33rbdZQYREE4aPAvwAkIAb8X6qqTm9k7V2z3LoaS3PKSVVVRkZGKBQKd+2v7xebKUzZKPTA2dGjR/nyKzf4zb//CrF8lQNtHpwuOzOxLDPxLK1uG60uEwazlUguS7EiMbWUJl+ucbw3RFmScYoCBzr9FMsSxYpy14ywO6Z5FWI0ct3afrzTb8fncSLJCoVSDafNRKpQxSDA0Q4PbpeTSLrAZCTFyYE2LoxH2Nfmw+OwIskKFyejtPmcDHX4yZdqhL0O7BYTo7EChUqNTr8dt1HmhRszKCoE3TaO9IR4+dYcFyaifOHsGD/5vScYHmrjWHcQQWgojCDL8q5M/tjpuvJmyamenh5effVVrFYrMzMz5HI5/vAP/xBBEEgkEuvKhemQZZkPfehDAG9lbRWWi8BpVVWLgiD8FPDfgX+ykfV3ldzNaaxqtcqVK1fwer2cPHlyU0/39ayBHmnfTk9Az1/HMgV+5bMv84Wzo4iCwBMH2imUKtyYiZMuVjneoeWUJ5NlcqUsw4PtpAtlDnUHKZZr5CtV4tkS+9t8fPPqDAAtwRZkZVkSrEnxdEVqTNX+FAwWUCSQqyiKjNlgIJEtYreYGFtM0eG1YhShohp5ZWSBoNfBkZ4QKirHekMYDAIv355DVWjk4V+4PkNNVukPe7GajRzsCnB1KkZ7i5ezIwv0htyYBBBQ+ObVaVrdVjr9LvxuO7/xBW0O/OMHOhlo9fIjTx2iO+AknU7T3t5OrVa7p/u+Hd/Pbso5mUymhuSUoihUKhV+5md+hh/8wR+kv7+fP/mTP1l3nbNnz7Jv3z7Gx8fXVGFRVfWbTW/5NvCjGz3PXXfLAbLZLFevXmVwcHDTVlV/SKwWydQr2dLp9LZ5As376xuzcf7Vb3+ZZL7MI/1hvE4L37oxR0WS8TosHO/yMpcqEs9XsRgETvX4WEhkmEsWCHrsGESBSLrAkZ4gl2di9LR6GGj1cm4mh0FQm6SLoeGWiwLKiu24IJq0SLpoQpVrZAslwkGIpguIgkCX34rFaKAsC4wvJjm1r41UvozVbCSdL+OyWxiPpDjR18qFsQgmg4FvXp3GbjHxxIE2yjWJ8UiKTKHMmcEOJFmh3edkNpbjxEAr2WKVk30hxhaTBJwKkUSKwx0eEAxcmojw8q05/vKF67xhXwuHulp4T3svLfWHT6pQwuew4nPatiXVpuNB9nKLosjw8DDBYJDnn39+Q7PkQFNhWTHAYg549B5v+Qng7zd6nrvuli8sLDA1NcXx48e3ZFXXUi/VO8VsNhuPPPLIthWmNEpJJ6P8+099nZDXwf7OAPOJHBcmInjsFk7vCzO7lOTSbBqz0cDjBzqQJJlzY1pO+UDYidkgUKhBT9DFbCxLpSZjEAVevDmHZHTcXSHWpFHegCDU/xPv/E40okgSN2bi7GvzQa1MrFBjMZ3FajJwrDdEVZJx2cxUqjKpQgmnzUxNkjk3usgbD3VRlWT6W71I9c+ZKVawmQ2c6G+jIklcnVrCbbfw2IEOMoUKowtJgh473UEvVouJW4uLBCRNPMJmEuj1OzGK8NxIjOdGYnzz9hLTsSxD7X4kWSaeLbGvzYciKwiiQG/Qjd1q5k2Huzi9rx2jYfPf3cMg1KDnuHdiGyIIwo8Cp4GnNvqeXY2Wz8zMaFHj+1BjWa2UtVQqcenSpQ0pscDaCqTNaCb2rbkEH/uTbzAdyzBk8nO2XgX26FA7uUKZS5MRQODRoXZm41kiqQILyRynBsIoKszFs8SyRVw2Ew6zAVmSONjmxmw20dfqZSKtaAP/VoGyzFnXiC00PwhEgUqtSlcoSLGQZzpZRlIUjvWG8DmszCayTETSDA+2c31micPdLaQLJfrDPlpcNl4ZmadQkegJujEZDAy2+6lJEgaDyLlR7XM+MtCK2WgkW6wwEUny5MFOEOBbN+ZQgUNdLQScNl6+PYekqIRcFq4u5GnzWPHbjRgEhcE2DzdmY9RkhUf6w7x8e4FWr50DHQFGFlPMJ3J8/uwobT4Hx3pD/NOnjtAf9rFRPAzk3ooKy+xss3zaXSosAAiC8N3AfwKeUlW1stH1d8Utr1arLC4u4na7OX78+H3tjVbu3ZPJJDdv3lxV6XQtrJeWa644+8aVaT76R1+lUKlxsr8VWVY42hNiIZWjWqsxG89woKOFuWSemqxgMRkIeuyk8mVqssLoQhK33cLjBzqwGA1MRNIYJIVCTeXmYpx9QTuyYmJZx4h2FquemyAaWG7NDZTKFfKlMgoix/paEYBSVeK5GzM4zCYeHWqnVJU42R/CaBDJFAUSuRJWk4FDXSHsZiM1RWFqKc3cVJb9nQGuTcc50hOkxWVjPJJmNp7FbTfTF/ZRrsnEswV6Qm6CHjuRZIEbs3H8TivdHhNzWa3NNZ6vYLfZcIgGBEXGbhKpiTARSaGoKg6rmRdvzFKTFZxWEz1BD0aDgWe+dYuzI4sEPTYeHWrnzUd6GGz335O8D5rcxWJx09VpZ86cYXR0lLVUWAAEQTgJ/B7w/aqqLm1m/R233JlMhmvXrtHS0rLhKRX3QrNbfr+TOlcjt6qq1Go1futLrzK5lGYpXeD0UBsosJQpcGsuQdBjx2IUKRRLmM0mrkzHONYb0tJKJiNXJqOc6A9Tqkoc7m4hU6gwF88xG88SdNtocTmIpvMc7w1RLFXqXF3dLRdFsSkVBmpdXgl0D11ElVT8bge35lPEcxEOdAa4NZegxW2np8WNzWygUKmiIhDPllhM5jkz2I6sqEwvZUjkSpwebGOoPUDGU0aFRn775VvzVCSZU/vC2MwmEtkiF8cjHO9rpVSTEAURj91Md7CdfD7H1YU8oiBwsr8Vr8NKuSpzY3aJTLGK2ShyvDdEKlck7DJhpIbPYWYpW+ZgVwvnRrUy2ZMDYQSgUJH4yxdu8JULk0zHMgy2+TjZHybgsrGv3c+R7iBBj9be+SCUT5uxVRWW3/qt3+Ltb3/7vVRY/gfgBD5T586Mqqrv3ND6mzqbTWJ+fp6ZmRlOnDhBJpOhUtmwR7EmRFGkVqtx/fp1ZFneUmGK7to3742a3fBf/MsX+YvntO6zU/vCjC2kaHHZuDmX4NHBdsrlEovpIrOJCv2tXg51B4llSozOJ9jfGWCgzadJBpWreB1WFpJ5zEYDbzrcTU2WqUkKbpuJ6ViGZL6KaHdrTG2axS0gLK9OU1XNJW/kupt+h0CuWMZuNnKoO8j5MY0k+zv8pHMlXh1f4FBXkG/f1oYHnBnsoFSVmIymMRhEBtv9FCs1ihWJaq2G32WnJisspPL4XVYG2/1UJYVCuYrZaOBwTxAVFZvZSLpQplyVmIllGGjz88R+D4JBQFWgVJG4PBXFbDRweqANp83MQjJHPF8h7HNybS6BIMCpXj/JVAYBMBoEouk8C0mt0+1ARwuxXIneVi8Oq5lLk1HypQoum4ULk1EOdAT4/kf6OdXlodW18yk3WD2nvhW3HOBtb3sbqqoONf+sWYVFVdXv3up57pjM0s2bNxtyRUajkXw+vy2CDQC3bt2ivb2d3t7eLXkCKxtQmon9a3/7bV66NcsjA2H8DivPXptGUlTmEzmeOtLFq6ML5CsyggBPH+0hmSvxwvVZBLQ0ULkmoaqQyBYxGgxcnlpioM1L0OUgX64yupCk3e8iksqjouJz28nJ2oywhqwpoDSJI6r1yjRBD6TVHwQqmlKqYDAwv5Ri+GAfU0tp2n1aZVq5JnFrIcmZwQ6mommcVhNhn5NzdfJ77GZ6/C5MJgORZI6wz8VkNI3dYsZiNhDyOBhdSLKULtLqc2AxGrg4GcFpNbOv3Y8IXJtewmwQONEfRhBEXro5h6yqHOkJIgCD7X6uTi2hoPLstWksRgNDHQEK5SqPDrUjCiIXxhepSDJhr52+oJPJpQwAhzt8XJ9PANDV4ubFW9p29My+NqaW0pze10YqW+R/P3+d/zdd5GRPgH/x/TJPHOjCYd05or8W2j1hh8hdqVSw2WzL5Iq2Q40ll8sRiUTo6uqir69vy+s0k7uZ2H/6jSv83j9cBMDvtPG1K1N0BlwEXDaMBoHnrs0Sctto8ZgRBYGXb81Trkl0B93sa/MTyxSJpfP0tHqZiefwOa08cbCTak0mX6lSrtY40BmgWK6xvyNAIldgJl1FBoQVEeJmy93U73nHausPNVUjv9NiJFUo0xPyAALnxhYaAwXPjy3y1OFuZEUmU7qTphlqD3BubBGTQWCo3U+hXGVfm49Uvqw1jpRrHO5uQUDl/KjWi263GOkJeahUJebjGVocJgbaW7g8HSNbrNLV4qYz4OT2fJJkXhuR9IaDnSRyJU71h7FZTRTKNeLZIl6nlcuTi7hsFh4ZaMVkNPDC9VlU4GhPEJOgMhhyMp8qMBnRxhUbDQJTSxli2RIVScZjsxD2OjCjUKopfPRTX0epl9a+8VAXbzzcTV+rd8v3ymr4jia3zWajt7d32c/uV41FL1Ftb2+/74uod5c1B86+dnmS//aZbxH2OdjfHmChLoAwl8gR8thIZ3O47WaWsiV6rWY6/E6mltIAhDwOvnFVqwh8dLCd67Mx+sNegh47sqJgEAXsFiMXJxY50RcmniuRKmj15rKsaqqnDddbO8flssbCKvG1ep25AAgipUoVRZEACzdmtWDY9FKGkMdB0G3n2WszjWYVi0GgIinMJbLYzQbODLZTrkrYzEbKNYmljEx30ENNkjEIImdHFwh57RzrDWEyavvwmqywP+zE7fTxws05OgIuvHYruVKVqaUsVUnmRF8Iv8tGtljBYTVhEARevKFFh4eH2skWK5waaCNXKjOfzDMTy9LudzLQ5mMxmefqYgqDIHByIEyhXKHDawdVJlOWONjuIeByMBFNc2Uqxsn+EPFcmWM9IUqVGrFskf/6mZfgMy/xlmM9HOwM8P4nDxH23T8BV6u6e9jaPeEB5Lk3i5UtoAsLC9si2KCP8gGYWsrw8T9/FlWFQrnG6GKShWSeQ10teG0GXhqJAuB32XjDwU5uzMaZWsrQG/LQ4rYyEU0DMBD2cn58EVlRCPscpPIVYpkCHX4X58cXONEXJp0v0tfqQRQEXh2LoqBFku8ZCmoeJSRQj6xzZwKJIFCtSYgqjaDU+dFF3DYLilRmPpHj9L42ipUq2WKFiqQ9OMpVCbPJSCxbos3n4MZMjFypQn/Yz/mxRU7va+PWfIIzg23EM0Ui6TyT0QxWk4HjnV4mk2VuRxYZHmrn7MgCQY+d430hxiNaqa3ZZOQbV6dpcduwm03MxLKEfQ4Od7UQzRSZiKTwO22IooDTZuaRgTDlao2L4xHy5Rp9rR56gh5y5RqyCn6Xg1vzCao1CYvJ1HDTD7W5yZeqtHodVKoSqWKFZK6kpQOdFr59e56vX5nmf/3DJT7w5AGO9AR56nAPAffWtNbWstwrClIeOHatQm0rllsvTLHb7Y0W0PsVbNDz26lUCrvdzqvjUX76f/09NUnhkf5WPA4rr9bFDQzIvDwS5/RAmGszMbwOC5cno/SGvLhtZhRFZS6RJ1Moc7S7BYNBpCfoptXr5NlrswwPtrGQ1IJDJ/vDmI0i6WKVFrfCt8cWMVssCE0fZUVLyJ1frBpXqO/DqQfVZInb83FEo7n+OSFTLNPjt+G22zAICpPRNEd6tIpAp9WEpKjkSlVUFcYWU0iywsn+EHazie861tOovjs/ushAuw9klaNdPkRUzk+nCHnsDIR9nB1Z4MmDnZSqMtdn41iNBh7b3040XaS7xY3ZaMBuMRHyOLCYDI3e8YGwF6/DiigITMcyeOwWoukig+0BxLo6zbPXtBLd4aF2vnV7DgE42hNiLp6lN2CjO+Qjmikyvpim3Vshnq/SGXDib/NiNoq8cH0Ou8XE8GAbVqOBTz+nVXYGPTYOdgR41/Ag33uyH5PRsOFo+2rkLpVK3zmWe6Uay2b33PqIoJ6enmUSxgaDYctRd31/3dnZydzcHH/4t1/n81ejBJwWJqJZBEHgm1enMYoip3r9pItVVDQBg9P72jCKAlPRNNdmYhypN0jYzCb6W70oqkquVKOzxc1sLEtXi4uR+WTj2GajAVVVSeXLnBtb5EhPkLFoAVVVGgVnYnPPdjO30aLkqihqP5alRlmqVmquWW8RFYfVRMBlI54p1iPnCwy1eZlZSiFJEudGFzje04LVYuGV0TtR9bP1vxsNBl64OUtXi5vHDnSwkMxjEAWsRgMKFVL5KiUJuls8zMQzZIsVvutoL5NLGSajaQ52tjCfzOIomAm57ZhNBi6ML1KoSJwZbOdbN+foD3vpDLjJFMpcqCvD6CIWnQEXI/NxekJebs0lGGr30xVwkS1XOTUQxm2zcHM2RjJfpr+1ledvaoU2J/paMRlFTOYio5EMB8IuJiMp9re5sZhMVGoy58YWOdTVgtlooFSt8fyNOZ6/MceTr4zSG3LzxkNdDO9r4/ZiihdvzvOjbz6M33l3f/Z2FbHsNB5Kt1yfOLFaYcpW9+7NgTO73U4KB7/57CSVmrbW8Q43xWKBDp8di0Hg0kwKWdGaLBxmE5emopSqEq0eO4e6gySyJeaTObpa3FyZSlCuSQwPtvP89bqlGWzHaa3id9nIlypcnoxSk7Uyz4lommyhQlmS65M8tRtFUZVGRFxt0mVRBc1GC9zxxpfXoQN1j6ZYkShUcvUWTO1XI4tpzuxro71F5dXxCIupPIKa51Cbi5lUiblEDoAWt40rU9oWJFMsc3MuwVKmiM9hxYCMxWSgUlPxu6xEM0UGwj4CLlsj3vDEgU5kRUEQ3MzGMohBDzdG4xgEgcf3d1CTFY73tVKryVyciJArVWlx2TjSGySdrzC9lMHvstHX6sNmNnKkJ4jFZOCl23OUqjLDQ+18s36sM/vCJPNlTg2EcVjNTERSjc/x1JEeStUafklgMV3CZqqSKVY52OZGkqoUyhDLljje14rHbmZ0PsmLN+d45qXb9LV6mVzK8F9/5I24LJpBWtnsslae+zuW3Bt1p2dmZlhcXFyzMGUrbnlz4KxUkfh/P3+WP//mVQ50BkAAu9nYsFz7WuxkKzUGQw4kRbOGL4/M0xFw0V+Puj53bRpF1Qg8upikL+yl3efg1QmNGAZBYDqWJZouIAjwXUd7+MblKY2wdXczWaxp6SwBjIKh7pLfcb+X666sne7z2C1kimV02suyhGgw0hP0cGkiypHuINdmYlybidEf9jE82EY8W2Yimiaaq3Cw3UM8X6bdY6HdZ0cWnBgNRkxGAy/d0vLiYZeRm4sl3HYzYa+DRK7Eib4wVVmiUJJ4dKgdi8nAtZkYyVwZt81MVz0gd2ZfGJfdyrXpJZYyRQ51tTCfzNEd9OCwmDAaBJ6td8cd7QmiqmC3mlhM5mjzuThbL4F9bKidiUiK/hY73eEAubJmKGqyzLdvzyMr2oPD57DwrZta1VvAaaMr6MFmNlGYi1OoqSRzZawmkW6fBYsgc7v+ABsebEMURBbTeT74XUd556P7GxJacIfQ+pTW79hoOdztlq+Xj1YUhZs3byLLMqdPn6YqrU7gzVru5qkfkVSBf/nbX0IFekJubs7GeWQgzNXpGP0hN24zGMw2jFUJh8XI2GKKSKbEgbATh1WrPMuUqo3e50yhQqUqYRAFnr8+i8dh4UhPELPBwIU60Y/3hPj65SkeGQhzeSLS6Ma6NJ2oXxgDboeFTBUe6Q9zYSoG1EUamqvUhOWWwiCALIDJcCf3raoqgiKDwagVy8gK45E0BzoCuOwWbs3FGQj78DqtoJ0eEgZiuSqHOgOcn9LO6UDIwa1onsGwB0GVWMpp6bNsscrh7iABl50bc3FimSJPHOhAEESi6SLZYoU3HupCELQg5UxMa3n9xpUpAJ482ImkKEiyg8lIkr6wn+szMbpa3Oxr85ErVYlni5p2m9HAfDLH8GA7ZpOBGzOaKx7oDPDijXkkRWFfm68hMTWfyGIxGhpZgZP9rViMxka9+1CHH7fVQsDtYCKSwuFwcra+JTgUdrIQ17yG0wNhfvbdjyOKQoPAeruv/qc+xlknviiKD53yKTwkAonVapVLly4RCoXwBFr5+J9/k5dvzvLv3vUY73ni4LLXbobc+heSKZT5yxdv8MrteRZTBdKFMm67mccOaK5ib9CJVVBRjRZsVhNmk5Fbcwk6Wzx4HRaqNZlXxxcRRYETnW5kVeCFazMowCMDYcwGEUGAeLaEJGuChY8OtqEoKom8pkF2YTxC0G0jV9aEEREN9apTgcF2jViGply332kjnr0zwneoI8DograH7w55mFnK4HfaSeSKmAwiSv0hJqLQ4rZxczYOaDXmPqeNmiyTK1W5MrXEmX1t9IbcxLMlxhZTOK0mMsUK3S0uPA4LI3MayUcjGYZCDhKFCi0uK0PtfmqywvRSBrPBwJsOd1Eo1xhbjGMQBY72hKhIMjNLGRK5Im842EmxUmN4qB2L0cBMLMNsPEu730VPyIuiKAwPtuOwmrg8GSWZLzPU7qNQkejwunh1bBGLycBCIke5JnOkqwVVgJMDrRhFgXy5xliuRCJX4tGhdgqVGsd6Q1rUv1zj7OwiLS4bh7qD5MtVJpfS1GSZvpCXhWSeYz1a+eq3bs5RrsnMp4p84JFWLl680BhjZLfbG62pqqpy+/Zt3G43FotlmSBFMpn8zgmobRR6b/fQ0BBur49/+mt/iyDAdCzD/37+KlVJ5p+86Ujj9Rtxy5v315Ki8MH/+UXMRpFsqYJBVHnj4U4KpRrfvjWP02qk1W1Bsdvw2K3cnItTrkrs7whQrNRYTOaZiKbZ1+ajK+jmheszSLJKwGmhx29jZC5GviLTFXBprZSywrnRRexmI60+B7FMqXFesWwJAfA4bWSKVU70axZc928K+XzjtZXanfhEm8+Jtymw43XYmUGzNMlckZDXyXwii8lg0DrCugNE00XGImlCHq1bCwSO9baiKgqLmQIz9RbMkYUU+bJWXHN+dJHjzlb2hb3kCkUsViujUa1arN1n56Xbmos8EHJhMBjIlapcnVricLcmI2U2GoikCrT5nXS2uKlKMnOJHD1BD9+6OYeiqvQE3TisZpxWM7FMHrPJyNmrCwiCVuxSrkqMLGhdYoe6WrCbRSyCHb/HTUVSWEzmSOY1yxlJFWj1OjjSE2R8McXUUgZRgEeHOpAVlcNdQWqyzKXJCNlilaDbRsjjoFKT6Qq6sRoNfP3KFB0BFw6LVnX3T972NOVymXg8zujoKKVSCZ/PR0tLC4lEAlVVG5Jd+nCLCxcuMDIysmu17RvFjrrlq6G51VIvTDlx4gQOh4OP/cnXGnXRjw518urYAj6Hlfc9eahx4e5ludP5Mi/dmuWF69NEU3l+4Mwg49EM12Y0V/d4bwi33cqVyRiZYoWAw4zVYmJkqcCxHjvP35jF57DSHXQ3xBlEQeAtx3oYW0zxzSvTdARctLhtWIwGzo4uYjUbOdUXRKpWiWbyVBWVx4dasVjMvHBjHnnFTKDBdh8uu5VIuoCx7vbpQT2zxQxo1rpUvVNJ1tXipNL0b6tF+9qcNi3t5XVaWUzmaPE6tOaOXJkbs9pDYz6Rx22zYDEZsJqNXByP4LZbOD3QhslkoF9WiaTyTEbSAFyejHIw7KS7NUAkUyDostEf9jEbzzI81I4kyYwtJMmWtfM53uVFQEYFZmIZ/C47uVIVj8PCjek4R3pC5EpVjvWGuD6zhNlk5EbdqxgebGcmluHMYBsmg8irYxHKNU2ieXwxSbFS4cZcjpDbRjSfJJkr0e53YjaI+Jw2Ov0uzCYDX788BcChrgBhr5NXxyNkihUG23wkciX8ThtHuoMYRJFsqUoyW8BgELgZy9AX8jK5lMZhNfF7H3qbdn3r0tednZ0oikIymWR8fLwx0GB+fp6WlhasVitXrlzhwx/+MC+++OK2yXltF3bVcusdXaIorqpN7nXcsU5Xp5d405EeCpUaX704zvedGly2xkr83lcu8Gufexmfw4pJFFhI5nj++gy9rR4eHWpDUeDy1BJVSSbgsjEUcqCIRmYSeU4NhJlaStMf8gAq12e0m68v5EKSVb52eQqDKDAQ9gJaocvteJLBdh9tPieVmozFYmHA5UKRJQrFMjdmk8iKis9hJl2oNKpGHVYLr45HEAQoy9pDLpPXCK3ryxlFgaqsfUaTUWRkLnZHF7Fp5pDZpH19NrOJEwPtXJ1N0Od0cnlqiUeHOnhlZIFTA22cG1vkQCCAAEiyQiKn9XO/XC8CefJQJ9WagqzEMKAyk6pwMzJPT8jDgc4AL96YRVEhnikS9jlRBYGT/WF8DgvP1oOLTosBj82EEYVEqUq1JtNbF4Cwmg2UqhJHe0IYDCJHeoKIglYiq6pQkxVtpHFPkJuzcS5PRjnQ7iWRK3KkK4jNYqQmKxzsCiCoAjOxDJcmozw61M6r4xFODYRJ50tY6kUzmvxVJ6qq4rZbKFVrLKYKTEbTWIwG9rX7cFhM5Op7+w6/k5/43pN0Bz133VeiKJLJZHA6nQwPDzcmjX71q1/l53/+5ymXy/zKr/zKfZVD7xR2ndzlcpnbt2/jcDju0ib/j+97A06riV//3Lc52hPkuavT9LZ6+OsXrzfIvZpYw625OL/+uZepSTItLmuj/PL6dAyryVTvWsrWSzLTCIpErmZmMZXhRF8r12di+JxWqvUB2Hp55uRSDj3hLCsq45E0oOK0mtjX5sHr0Hqd7WYjuVKVSLqA12HBZBQpySpmk4EOnx2nWURVwWwycXFSi2Tta/MztlR3ww0moNYIQB7p8hNdkgl6HARcVr52cQyA3pCXqWiacrXustcfGEZRJJqrICkwuphCEEVeGZmnN+jh9lysfo0SHO0JcnpfmEypyoWJSP29ArfnksSyRUyiwKNDbSymC4wvprEYRV4ZWaDd76LN78QoCrxcd81B5RtXpwl57PS3+qjJMq+OR5hPlxkIOpCVGgbVQCRZpLPFw/WItrVxGw14bBauz8Y41tuKyaBJQ58bXeT82CL9rR5CbisLiSz5ikzQKHJurL7N8TqYrG8T9AeSzazt14/0hOpR73YEVKaW0iwk84Q8dowGkcVUnp6Qh86Ai3JNYiKa4tGhdl4ZWeCfv+U4P/b0sVXvWX0E0eHDh2meH64XrXzoQx/iueeeI51O62KHDw12fSjBpUuX6OvrW3O29offMYzbbuEX/vezoILJYODZq9M888I13vvGI3e55ZWazG998RxHe0J47OZGnvbadIzhwXauzSwxPNiOzWxCkWsEHUaMZicmo4H9HQGW0kV6WlwsJPPkK7U73ZQNaV5NG1zbTmiTN3OlGtem46iotPkcJHI1/C4bw0E3NrORhXSRWC6FKMB8ukwqX0YQYLjfxUKqQFlSMDdtz0o1pXEsq8mAhRrzyTzzyTynB1oZag8wspAg5HEwFU2TKmgNGZV6FkAURabjuUYxi/6QmIwk666/9gDNlqpkSwIBp5VjPSEuTkY41tvaiOwf7GpplHS+4aA2kSWVLzOXyNHud3F+LMKhrhZ8TguRtDa9ZClTpCPg4uJElL5WD70hT33PXABKHGhzM7GYYLDVickAk9E0yUKZoz0hZFkmW5QZXUyyr81Hu89JtlDk1lwSVRTpbfVxcyaOx2Zhf0eAQqXG8GAbTquF565NI6sqdouRJw52kivVyBYrOC1m5hJZCpUaA2EvLrsFk0GkM+DCYjJyeTJKtlTlh990iB956giZYoXH968+fWZycpJCocCRI0eWGaHx8XF+/Md/nD/7sz/jxIkT97rlHyh2bc+dSCTIZDIcOnRoTWLr+KdvPsof/eNFZmIZbs8nOL0vzB999SJvf3Q/VpOxcfOqqsonPv0Nvnh+DJfNhEEQsZmNtPmcLKbyKPWgyrNXZzje7efybJL9HX6mlrKUaxKSvNy910o5V9dAEeqpKUEQUVG0V6uQzlcoVWsk82UeP9CJgoDNrF3WQ10tXJvWLGfAZePcRJyQ147dKJAsVBtrZ4taxZ2iqhzr8nF9Yq7+G5XJqDbyRxCgImkPtWg6jygK5EvaGslilc6Aq1HE0Qy1SeGl1evk7Ogic/EsJoNAT4sbo1oj7DKTKtWoSjJHe4L4HTYWkjlGF1M4LCYt0FWTEQWB2XiWfNnKTCxLd9DNULufq/XPmC1WuTixRK5U4XhfK36nlRdvaIqqdquFpSXtgdcfsGNC5upsgp6QR5vKUqlxfmyRYlWi1ePAZTdjNIgc7m7Bajbw8i3NYzjWG+Ls6BRBt52BNi8CWhoS4GBnAFlROdAZwGIyIAgCuVKVmiITz90p1vnQ207x0Xc/ds97cGpqilwudxexp6en+dEf/VE+9alPPdTEBu7dr7AdUFWV6elpxsbGaG1t3dC4FaNB5ENvP93490Qkw0Iyxy98+huNC10sV/nDf7zI5ckodrORAx0tpAtlFlN5JFnlif2dXJiIcHEySl/QweWZJH2tXm7PpxBE7iI2aKTWt7ZaVupO8E9VdelctUlSXKBc00oRj3a3aI0VSxlu1lNJFuOdQge9RDWSKpAv1/C5tYIHs8lAVdYWrBbzZJJxsnXS9rV6SeS0dNWpfR1MRtMIgkBNUgh5HCSyRfZ3BhlZSBPyrJ6GkRUFm0k7j1JVAlRkRaFck6lUa8SzmjyTx24h6Lbhs1t56dYco4spTg2EOdYbIluscHUqymCHnxN9rTisZgyCQMjj4GuXp4hni5wcCHOkO0ixUkVWVAwCfPPqNGajkcf2d9Ad9GA1myhWZZwOB+cmYgyGHExFU6SzeWaXMnjtRt5wsJPBDj+ZYoUL4xFMRgPnRyMc7GzhiQMdiKKAw2IiXShTKNd4+fY8PUEPbz7SjcdhxWXTetGXMkVevjVHrlhhMpbBZjFxoDPAYLufD739zD3vv+npaTKZDEeOHFkWAZ+bm+OHf/iH+b3f+z1Onz59jxUeDgjrTEnY8tQ9WZapVqvcuHEDVVU5fPgwo6OjBAKBDYm21ySZpz/+Z8zFswy0+Qh57CSzBd54uIdr4zMoJhtnR+qyPP2tmI0ir9T/7XNYcVhNjd5fl1WTAs5XJHwOi5ZKUdS71U9WWm21Li3ceKk+yketv3650GJPyEOb30VNVjAIAkaDwMWJCKWqzL42H2OLKUCTMJpP5EiUZFw2C8mK9tqTHU6MqsTlqSVyZYlDbS5uLGS1z+S0Uq1WCLodTEZTHOoMcH16iRP9bVyZTSIKAp0tbmbimTsjfhXtcdXmdxHPVTCbTRQr1WVKLsODbcQyBa2Wez5BJFXAaTVxelCr9R5bSFGVZA51t6CqEM8WmVrK8MSBDsr1KP9MLKMpq0zHsJmNDA+2UarJjC+kyJUr9IS8jC5o5/imw13Ec6WGR/PY/nby+QKlShVJUcmWFVJF7eH21OFuyjWJZK5EulDGbDIyn8hhMRo42hsEBKqSVsswHklTqkqEvQ5y5SqFSo2ugIvOFjffvjWPilYY9Df/8Yc42rv2uKqZmRmSySTHjh1bRuzFxUXe+9738pu/+Zu88Y1vXPf+3STuT3tsDeyYW16tVjl//jyhUIienh4EQdhUAYrJaOCn33aaj//ZN/DYLUTSBSYWNYuYLZSwWyWG97UiiCIXxiPUZIUzg+2cG11goM3H+bFF7GYDfUE3sVwJpX6vJ3L1phNBwCCKyIKIxShSqdaWTepR6y64xg9V0y4TBW3kjyiiqkrdmt+5AWaW0hTKVeK5Csd7Q5wdjdLisnGy38dLdbdSAKaiaS34c6CLaLZCqirxWJ+f6cUY07EMfqeNo60+qk3pr1S+zLEuH0aDyGQUcuUaosnCSFQjv6JqNd/xXIlC+c5nRFVZTOY41N3KzbqqiViPHbhsZmqyistuZWwxxVJaK8O0WUy8cnueUlVuTAoVBW3QodVi1FJisspiKo9RFPE5rJiNBgbbfOTLNa5Mx7Q4A/DkoS4KlRomg0jY5+Tbtxco1ySOdAdx28xcmoxQrMp0B93kq1XMZiNH/Q4MyLx4YwZZhZDHhsdhxWQw0Dnkxm428urEItlitVHOOtjmx2IyYDEbmYlncEsmXDYz50bmOdHfytWpJX7wiQP3JPbs7CyJRILjx48vI3Y0GuV973sfv/7rv74TxN4x7Ci5+/v7l1npzXaGve/JQ3zmxRtcnIigqCoDYT/JfIk2v5sr0zEkWcFmFPDajMTyVc6NLvCmw90N6eFiVcZgNBL2uxmLpHFYjBTKkkZqRcVqNlIoV6nUFMwmoxYtr9vu5jrvOx0cd6y0RuqmmZyq5gHEMgUQRD0eRzxXIpg20NPiwm41IwgCN+p59wuj8xzoaaPXaOC5y2MMD7UzVRcsrElyPTWnwWY2cmMhQ9htxiAKxHJlqG8LTEYDNUnm0kQUo3H1ndbIQoJWjwMDEhazGZfDiqxoD7ErU0sYRZE3H+1mMppmMprBaTXzpsPt5EpVLtYDbo8OtRPPlpBlhStTSxzvayVXquKwmrg6tURPyEOL247dYiSWLRJ023mhLs7Q1eKmt9WDw2pkZD6J0aiJQCiqyqmBMAZRoOq0MbqQpCekTThxWEzsb/cg12qki2WSZQlFcfLKQgqDKPDGQ11IskK+VOX6TIxjfSHO1Y93sr+1kZn45285TqZY4fseGVjzXpubmyMWi3HixIllxI7H47zvfe/jV37lV/iu7/quNd//MGLH3HJFUe6avDA7O4uqqnR3d294nU9/4wr/6dPfALS2wPOj8wyEfSymi5SqUv0G8DEeSSLJKmajAaMo4HTYiKYKtHgdzMZz2oB7UUCSNVdVC4zVrZiiBcgsRhGTEXLFal1CuAmCgCrL2qQP7gSqGntyRdYeGrICaCqo+l661WMnmimCqmIxGegOaiOHBFWlIisoiubu2q0m0gXN6j4yEGYxkSORK1KVNB3yK9MxBOBYTxABlUv1OnSjKCDV3Y59rR4WknkKlXrAru6aD7T5mVjK4rGbOdbbSrpQbgTCjnQH8busPH99FlEQONoTxOuwcn5ssT7n28H+zhaK5RrZUgVB0FpYTQYDVUkbsdTX6kOSFYqVGlNLWuunLmhRkxUKlSqjC9q25LH97STSOawmA06Hg7lEltm4Fux6dKidfLmKw2ImW6qQypeJpgvYzUba/Q6K5SpuiwGjwcDoUo6KpG2BTg+2UanJmE0GHFYT3653kj11pJtPffgd97zH5ufniUajHD9+fFlDSDKZ5Ad/8Af5hV/4Bd7+9rdv+J7dAnbELd+xgNp2CTa849GhRvT51lwCi0kriDjQ4QfgcHeQC5MxBjuC9LS4SBVrxPJVZmJZ9oddyPKdnLAk35niYTEZNEtc/4ndbOC//ehTPPOx9/E//q/v5nuO92I0iI3677s/H03BNhVBNGoih/Wur0pVI9f+dl+D2KCl7nwOK5ORNG6Hlbl4joVkjpMDYVqbgmKSJLOYynOiPwyAtV6wogLTsSwmk4kjva08dbSHY71BuvwO+gOae12s1Dizrw2AwY4AAGZqnOj20xlwc3kqyvWZOKf3tdHV4qIqybxwQxOFDHnsWMxGnqu3rj62v4PB9gAXxyOcHV3AZTMzEUkjyQpGg4jTaqZQqZErVVAUBZvFSMBtpyordIe0EtTZeJa5eI7jvSHefKSbhVia6USBiiJwdXqJ+USeoXY/bznWSySV5/pMnIVkjkS2RKFc0/Lzg+1YTGZiuTJGq42RJe3hcKDVyfEuD/PxDNemNVnvb16ZRpbheG8rP//+e7vRCwsLRCKRu4idTqd53/vex8c//vGdJvaOYccst6qqVKvVZT9bWloim82yb9++Da8hyzIf+9Ov88y3bgL1zqnxBd58tA9BgG/d1PS8AI52ehFEI1dm4pr0z+giTouRfFXGKIDWaKZJBKOqoGoW22Q08McffjuPH1ye75yMpvnMize5MBnh/MicFlirW3RR0BVLqe/D6zdG/WGiqhIehw1ZFSmUl18HgO8+3svLt+YpVGoYRYEWj51CuUaL204kXUCRFSqSjM1sxGUzYzCILKYKd65B3VXuCbmZXsoAKm840Mm3bs6Cqj2sQKWmqKiywlC7D6fdynQ8R6vXyZWpJcxGkf0dAcxGY0N95rH92myweLbIYjJPd9DN6KLuBndTrNaQZRVVVZhL5MgUKxzpDlKq1RAQGF1IcbQnSKZYwe+ycXVqiUNdLaTyZQIuG+fHFlHR0laSrOBz2kjlS3gcFs7Xxy8d6w1iM5tQVSjWaw+uz2pexiMD4cb8hulomq6gh0t19/twuxtZkbkVyQMC/+SNh/h//tnTa95fi4uLLCwscOLEiWXEzmazvPe97+VnfuZneN/73nfvm3R7sCOWe1fJnUgkiMfj7N+/f0Pv13uwr04v8Z7/5zMAHOxsYSaW4sxgu9adZDQxUo9CH+sNMZvI0Rfy4LZbUFWFF28taG6rpCCrmhtuNIhIstqQD/63bz/Nz7xz+J7nE0nmePJjnwLR2BBOUOuWW0Qb+6MqSqMPW0BFREUWDFoOOp7l1L4wr45FGAh7mVrKEHTb8TmtOKzmRk2932XjYGeLRtI6hofaOD8WQQ/WH+4Ocn0mzuGuljs3fX+IC+MRTg+0NdY6PRAinc3jsZmYiBfp8Du4Np8GNHlgRVV5dbzemtrXit1ibJSkCqApt0qy1mNdD7JVJJnjvSFuziXoD3uxmAx1uakcrV4HVpORaCqP22HBajYRzxSYT+YZHmxjbCFB0G2jLeAhmS9zfTqGisqJ/jBTSxn6W70YBEjkyoxFtG61Np+TmbjW5OJ3aXvyhWQeoyhwtDdENF0g6HHQ4rbx7VtzFCo1Dnf6mY3n+K/vPEBPWMvOBAKBZaKGkUiEubk5Tpw4sWy0VT6f5/3vfz8/+ZM/yT/9p/903ft0m/Daipav5ZZvRI1F78HWFTCO94U50hPi2rRWINET9PHctVkeGWhlfCFO0G0jniuTLVVJ5ct47GbmklksRiOyomIUBWRVBVXFbNbKUUVBwGwQCTjMvP2Qn2w2i8vlWrPhJex38Y7h/Xz14gRFSUUV7oTclEaUvSnAhoAkyyAKtLhszMWzvDoW4dHBNmLZErKiEklr7aen6i40QDJXQtR1EO9cTQbb/WRLVSRJ5uZsAq/DQsBtZajNR0WSmK8XaIwsJvE7bSTzJVLZAj6Pm1fHo5waaOXiRJSDbR7GlzJk83mKNZWw10EkXSBXrDC+mOL0vjbi2SKheiskwPG+EM/fWEQUBB7b346qgtdh4dacJp44F9ei1bfm4tp8r3oswmE24gn76Gv1EktlcFhMWMwmXr49T6WmDSc8PdhGplChJsn1KaAV0gXtOzzUHUSWVUpV7V546dYcNUnr4+4KuMkUy5gMWrbj65en8Dmt9QERBX79J76Xp4/1ksvliMVizMzMYDAYaGlpQRAEotEoJ0+eXEbsYrHIBz7wAT74wQ/uJrF3DDtmuYG7tM5yuRyTk5McO7Z6HW9zq6bQFKwC+Mvnr/HxP/8mp/rbKNUkbtYt1hsOdCCrWvVYJFMk7HVoe2tV5cJUVMtF102ezWTUAliqitkg8NSRHn75R55EKRdZWloin8/j8/kIhUJ4vd67WvjypSpP/twfkS2UwWTWgnJq3Y4LAoIiL7tgqiJjMYkoqtaKCZrWlyAK3JiOUZFkhofauDAWYX9HgOuzcbqDbmZiGS14WHdThzoCjCwksVtMvOFAB/OpApKkMLKgpbaGB9tQVbUxuO9IV4BSqcx4XCsRPdoTZHYpzdHeViRFpSbJTERSJAtlHBYDYbeNYk1lsV5SerI/TLpQJuSxUyjVWEhrbZZuuxmLQYuEG0WRNx3pJpUvM7qQoCrJPNIf1irZRC1rYBBFzUNxmulqcWGxWJmIpugMuLlQH0mku9Qhj52uFjeVmsQ1fVtVz3r01rMGIa+DbKGMzWrmYl1oYXiwnStTUYaHOnhsqINT+8KcHAhjWKX9slwuMzk5SSQSwWq1EggECAaDeDweqtUqH/jAB3jve9/LT/7kT9732CsduvhIR0cHX/ziF5mcnOQDH/gAiUSCU6dO8ed//ueYzebXllsOWjqsef1iscjt27c5efLk3Qe6B7FB23u9/1c/y63ZOCowEHQwHssjCPD4/i4sJgMyUKlKWM1GrkwvkSosL9gwG7XuolaPjc/+xx8i7F0ui6MoCqlUiqWlJdLpNG63m2AwSCAQaOzJ/sOn/pHPvXRDa+U0GGmoG6qaS64iaGkyVUVVtTG9AbeTWFbr6z7U3cKNWU0RBVQiyTyFSg2XzYzHbiXsc3B+bBGvw4qiqBgNBlLFciMH3+5zsZDKc7S7havTMUwGrboslS9xsDOgqbTaTOxrD3C+7nKDpm92ey6Oy2YmW6xiMAi47RYWkjl6Q14UWaJSrZEp1ajKKoWKhCBo9eaji0k6A256gx5S+TK35+MMtPm5ORvXUoomA48MtJEtVbg2HSPotuGwmvE5rcRSWaqyVv8ezRTYF/bRFtDaNosViVtzCZL5Mkd7go3o/eP7O1CBaCrPXCJHZ4ur0TCid4K1+53sa/MzE88iCgJ/+e/fjcdx73lxsViMyclJTp48iSiKJJNJYrEYH/3oR4nH4wwPD/PJT34Sv99/z3U2g09+8pOcP3+ebDbLF7/4Rd7//vfzgz/4g3zgAx/gX//rf83x48f5qZ/6qdc+uavVKpcvX+bMmeXlf+sRW8fvfvkcv/a3rwDQ2eJiMZkj4LZRrqkc6AhwdnQBq8mAz2klkindqdTS/xRF+kIevvCJ92Ez33vcjKqqZDIZYrEYiUQCm81GKBTC5fEy/NE/pFyVsFvNFCtaus9oqA86AAyilnfWi0gcVhM+lwNBEJhL3qn/fvJgF6MLCaJpLVB2qKuFhUSWdL1C68ygVoOvz/k+3B3k+mycgVYvsUyBfLmqtXTWLbbDYsRrM2Iym0lkSzhtFhZTeToDLuaTWvOHJMkYDSI1SSHgttLqdfLC9VlkVcViNGiVaLJEPFvCaRG4FdXO7dSAFi8A6GpxEfI6yBWrjCwkl1nZIz1BfPU0mlYxZifgtuOwmonXc9+v1F/b1+qlze/EajIgywqlmgz1vHu5JiNQD/ApCqWqhCwrjCxqrbQdfifJfIWeoIff+Bffw2D7vQkZj8eZmJjg5MmTy/be1WqVH/uxH2NwcBCPx8P58+f5u7/7u22x3HNzc/z4j/84/+k//Sc++clP8oUvfIFgMEgkEsFoNPLyyy/zX/7Lf+Ef/uEfXlt77tWwWiqsOXB2L2JLksRw2MDjgyFeHl1iLq7paxWqNa7PxDk7qvUui6IuzF/fterrCQJ2s5FPf/Sd6xJbe7mA1+vF6/Wyb98+CoUCS0tLzM7O8h/fdoj//vc3ln0Wi0kriHHYLBRKVZpVyAulKlarlSPdLQ1yB922hpC/z2ElVShjEAXN4tYDYhfGF3nyYDdmo0hVUjCbDDyxXxM4yJYq9LS4KVclAi4biVyJQkXieG+I2/NJcnWRfpNBoN2vNZXMJ3KEPHb6Wr1kSxVkRZvf1dXixue0YhDFRsHK4a4gs4ksAyEPXqtIPpfHahSpygpWs7FB9Dcc7ESSVU72t1KuSsQyRa0M1WTgsX2tlGVVk5VCs7qTUU2JtSpLSLLKS/V9/el9bVybjjHU4Wd4qA2DqEX7X7qpBfE6Ay5kRaUn6KHFbcMoGqjKKT7yzuF1iZ1IJBgfH7+L2JIk8S/+xb/giSee4GMf+9i2ueI6PvKRj/Df//t/J5fLNc7D6/U29vmdnZ3Mz981jnvbsKPkXimSuNoAPqmpbXEtlEolrly5Qk9PD7/3b4/w/l/9LLfnkxgMInaLqVFOKQiaW94oEq8HvVTAajbyGz/x3Xe54hv9HE6nE6fTSX9/Px3z87jMKr/8pduU60KOYv3GKJSrIIDVaNR+V7felarWQ62pjKToDXk5N7rIfDxLq8fO8GB7Q+nzeG+Iy1NL7O9o4bkbs9jMRt5woJ2FVA6n34XNYmJf2Eu+VOPq9BI+h5lOv522gJuXbmsiCzVZZmwxxfBQOyMLd/TTe0IeXhld4JH+MOdHFzgz2M58PIOsqETTec4MtoEKs/Es2WIFgyBQqGrySWajyOm+FrKFMl6bCavFxJXJJXLlKt0tbopViYDLissEVVXgdiRDKl+mxWXjeF8rsWyRdKFMVZLxO21MRNO0euwc6GyhWK3hspmIZ4pE0wVypSqHu1sYaPPS6nFSlWUyhTLxbBGjz0VNlvjIO87wPSfuLZKQTCYZGxvj5MmTDTEM0Ij9r/7Vv+LYsWM7QuwvfvGLhEIhTp06xbPPPruta28Uu2q5m4s+NuKGgzbf+8aNGxw6dAiPRwus/MG/+QE++Xev8LlXbqOq0Bfy0NXi4sWbc/XItZac0gWCz+xr47f/9fcRcG1tfEwz5ubmiEQivP0tT/H2736ab9+cwWGQKGVT/PIXrjESyWoPFVGgkZAVtDRZoSpzfmyR/R0B0rmyflGI5krIaHvXck1mJp7F57A2GjNqkiYuYDEaeOHGLG0+J6II3UE3kXSeVKFK2OdC9xSmlzIMtvtpcakkcmV8TktdKTTLzdkENUnh7MgCTx3pRlFVVERsZhOtXhFBVbm9kCRT1KZwarPORNp8TuwWI9+6qVmasNeBwyxiElR6Ay5tkmu5yu35JL1BF4IgMhDWCmTsZiNfryughn0OulrciIKAx27BbrlTMNPudxL0OBAFuDq1RDRdoFCuIQoiCJDMl+hs8SDJMv/uHY/y6P6Oe35XyWSS0dFRTpw4sYzYsizz4Q9/mP7+fn7+539+24kN8K1vfYvPf/7zfPnLX6ZcLpPNZvmZn/kZ0uk0kiRhNBqZm5ujo+Pen+F+sKN77lqtdpck0ksvvcSjjz66IWJHo1GmpqY4duzYqq2i0XSBr16a4KsXJ/j27XmO9gS5OKkFZUxGkRN9rfzij7yJ/fUqrfuBqqqMj49TLBY5fPjwqjPBZVnmD770bX73Hy+TK9dYlr5UFRANWM0GUAUqUp34qtJ4mc1koFqTkFV4+mgvxUqNbLFKtlRppLr6Wj2EfU5ermuKH2j3UpUFUgVNFGJ4qI1zI4sc6PRTrMi0eh3cnIvjdVixWYwUyjWCbjtmowFFVRlbTBH2OQi4NIXUV0cjOG1melu14FnQY8dpMZEqVLg6vUR/q48OvxNJVckVqxgNAhORNJliBYMIh8NOJMHIWCRLVVYYHmrn6tQSQ+1aY0dNVrhcj5Cf6A9zYTxCX6uXjoCLeKbIrXpzy5HuIB67NtQwVSjTH9b00DLFCr/1L7+Pt55au04cIJVKNYK3Foul8XNFUfjIRz6Cz+fjV3/1V3dF1PDZZ5/l137t1/jiF7/I+973Pn7oh36oEVA7duwYP/3TP/3aC6hJkrRsX6qqKi+99BL9/f3LItB3HVRVmZqaIp1Oc/To0WW5yLVe/+y1af6/L55jdDGN127mN//l93GyXrp5v1AUhRs3bmAymRgaGlr3Sb+UzvPD/+NvmKwPCNROUsEoighGo5aq0xtP6g0nar0G3GY2cnogTEXW/p4pVEjmy8zGte6vUwNhLk5EGWp1cCuSw2O30B30YDTc2S8/fbSHVL7E9ZkYNVnl0f0dlCs1rGYjiqoSTWvqpwAn+lu1bi+zkb6QF1VRmYlnMBu1+dyKqhLPlhiZT3ByIIzDYiKeLXJ7PsG+dj8LiTx+pwWbqCKYzMzEcxQrNawmkf0hB1VFYD5dwmQ0YLeYmY1nsVuMnOwPI8kKsUyRqiRTrskkcyWO9gQxGw2MR1Ik82XMRgOP1yWoa7LC204NrCmJpCOdTnPr1i1OnDixbLCFoij83M/9HEajkd/4jd/YNbXSZnJPTEzwgQ98gGQyycmTJ/n0pz+NxWJ5bZNbD5xls1kWFxdJpVI4nU5aW1uXEV0nktFoZGho6IHLxUqSxJUrVwgEAvT09Gzqvb/2ty/xV89fJ5HT5Y1VrCYjVrOJiqQiKUrdc1eRFW2ckMUoEvbacVotjfRROl/maG8Is9HAKyMLjQTAY/vbSRcq3KqLQxzsDOB3Wjk7ukBNVgn7nAyEvdRkhVJFwmIycGM2jqledlquSkzH0mSKVY72BLkxo6W2htr9+JxWrs/EyZf1yH0bgiBwYWwRSVG1wYYmA7NLaRZSBfZ3+IhlSnQHPYiilnb89m3NhQ84LXhtWqOJxWzCabfyrXoLbFeLG7vFVLfSMVrcdjLFCh67hRa3nVyxQrFWQ1Hh/W84yL9ZR2ghk8lw8+bNVYn9iU98gnK5zO/8zu888PtqBV675F4tcKaqKtlslqWlpUaqKRAIsLi4SGtr66Y6x3YK5XK5EchrbV27D3g9fOqrF/mvf/UCjw514LSaee76DG0+O9Gspr99tCuAIoi4rGZeuDHDULufNp+TF2/O4rCaGWzzYTIYuDgZxWE2MNThx2g0cXsuTtDroFKVmYim2d/h5/Z8AqMoalFlj53rMzHy5RqPDmkCEYIgMhvP4rSacNotRFIFulpcCGgSyW6bWdMOn09gs5gbabrjfa1cnlqiI+BioNXNudGIVjkGPHGgnZqscnMuQb5U5dS+Ni5ORBhs9+N3WanVZK7NxKhKCkNhDzcX0vjsJgZa3ZQkuD6rPZz2d/jxO21ao0kix0Cbl1imSLZU5b1PHOBXf/wt97zOOrGPHz++bBunqiq/+Iu/SDwe5w/+4A/W9BgfIF6b5K5Wq+vur1VVJRaLcfPmTQwGAw6Hg9bWVoLB4F1DzncL+Xyea9eusX//fnw+332tValJfNfH/4x8uYpRFDk50IakanPLzEaRl24v0O6xsJAu0el3MJvI88SBTmwWEzdmltjfGaRSrVEq5EmWVPxuO5enolhMRkRBxWI20e51MBPPNyytUdTyBKIg4HZYyBfLlCUVp9VMb6sXk9HAxYkoBkFgoM2r7WtDXq7PxOgOuhulpFPRDA6rmWJVoiYrHOsJcWsujt9pxWsRsFptXJ/XgnQmg8jjBzooV2WmYxkMdd25SFqLtJ/oD4MKuXKVUqVKOl8mXazS5bPhc1iYSRZJF6vagIIDndoUFUUl5Lbz3//5d2udfGsgm81y/fp1Tpw4cRexf+VXfoXp6Wn+5E/+5GEkNrwWyf3Xf/3XDAwMsH///nu6QclkkpGREY4cOYLT6WzklGOxGEajkVAoRCgUWhbx3EnowRj9fLYDf/HsVX7+099keKidiUgaURRx2S1Mx7LIisrwvjBnRxc40O7l5nyKFqeZgNPKRKyApKgcaHVyK5rnzD6tMUSt5/hEAVRUPHZtmMKVqSVA4ERfqFHa2TwXWEUrhollS9gsRnpDXm7NxekJejg3usjxvhDxdIH2gJuzo/M8OtSBiqbCsq/NS6ZQRZElRhcSHOwOcX0mwb52H3azCYNBaDSedPiduOwW7BaT5o4bRV64MYvKnXLSVq+D0YUkHoeVRLaIySAQdBipSCqxQo18uUar18HnPv4+Qt61R/XkcjmuXbvG8ePHsdvvZERUVeWTn/wk169f59Of/vS6sZsHiNceuf/P//k//MVf/AULCwt83/d9H+9+97s5fPjwXaJzi4uLHDt2bFlUU0epVGJpaYmlpSUEQWgQfbUJoNuBaDTK9PQ0x44d29Zj1CSZ7/7En1OpN0gc6GzBabdyoT6gwG7RgmcAQ+0+bs8nOdHTQrVaZTyWx2Q0UqjUm25EUdN+q0MUtEH2sUwRt8PCvrCfb1ydAjQFl1JV0up50Oitf6luuwWvw4rPoU1A6Qq6MQgCQr1zTjtvRRuTVJO5OBklX64hClq9uqSo2M3anDFFVRmPpBgIa4MaSlWJkYUE5arEUEeAa9OaNvzRHk1wUX/wDLb58DmtJHIlxiPpxuewGEWCThM/9ngPjx3WFH1Wy5jk83muXr3KsWPHls3qUlWV3/qt3+KVV17hr/7qrx6YB7hBvPbIrSOTyfCFL3yBz372s0xOTvI93/M9vP3tb+cLX/gC73jHOzh16tSG3KVyuUwsFmNpaQlFUQgGgxtWVN0IpqenSSQSHDt2bEee8n//6hh/+vVLeBxWXr61oGmLGUUe39/BlaloQ4XlUFcLY4tJjnQGqFQqBP0enr8xh6LfA7qwYx1Oq4mOgJYjztZTVs1NGYNtPk2dpVyrV7vJhH1OUrkyR/tCLKULtPldgMortxfqvfAL9Ie9SLJKyOPgwngEo0Gky2ehMxTgylSMVKFMd9BNsVKjI+CmUqtRrEjkyzWSOW0u2pnBdlS0LUilJrGUKZIpVuoPAQc3ZuMk81rO/4mDnaCqZEtV0oUyn/yJ7+FQu5dYLEYsFkOW5Uazh8vlolAorEns3//93+cb3/gGn/3sZ3fN47sPvHbJ3YxcLsff/M3f8IlPfIJgMMgb3/hG3v3ud3PmzJlNRTCr1WrDokuSREtLC6FQaEtutKqqjIyMUKvVOHTo0I5GUv/y+ev8wl88x8mBMOfGFrGaDLjtZkJeR0MR1GoycLDTT7lcJeBzYzSIXJiIki1WaUxGaPpqTAaRUwOtvHx7nkcGwlwcj2r67X4nE9E0w0MdjC+m6Gv18urYImcG23hlZF6bziFALFtkKV2kJin0tnoYmU/y6FA758cWOTPUQaUmIUmSJo4Q8nG9PkPt0SHt/efHFqlKCr0hDxaTAa/DSjJXwu+yNerI3XYzAZedoMfOZCSFy24hni1iMhjY1+ajUKlpZbXFKqIg8PsfehtPH+tddu1qtRqJRIJYLEY2m6VWq7Fv3z7a29uXBWr/+I//mC996Uv87d/+7bZ4X+VymTe96U1UKhUkSeK9730vv/iLv7hWh9dWDvH6IDfAxz/+cQ4ePMh73/tevvKVr/DZz36WS5cu8aY3vYl3v/vdPP7445sKfNRqtYZFL5fLtLS00NraitPpXDcnLcsy169fx263MzAwsCPVSivx+Vdu83N//HVODoQRBIFXRrR9qt6Acaw7wM2FNMOD7eTKNcxGA+fHIwwPtjG6mKZSk1BklQ6/g/FIiqOdPq7PJfE5zMTzFY50tXB9NkHIY6cn5OX8+GIjffbU4W7K1Rp2q5Fzo4sc6Gjh3NgCJ/vDXJqI4nNqKqMqKkPtAYrVGrfnEtjMIn6XA7PJgN1iolSVmI1ltbSVw8KJvlZi6SI35uKNz7KYzBP2Obg2vcSBzpZGHr476KbV6yCdLzO6mGIg7CWRKxP2OXDbLHzXsR5+8vseWfP6FQoFLl++TE9PD7lcjlQqhd1u5+LFi1QqFb785S/z+c9/fts8OlVVKRQKOJ1OarUaTz75JP/zf/5PPvnJT67W4bWVQ7x+yN2s9a2jUqnw1a9+lWeeeYZz587xxBNP8J73vIc3vOENm9ovSZJEPB5naWmJQqFAIBCgtbUVt9t91zFrtRqXL18mHA7T2bn6SJmdwj9eGOfXPvdtgm47Z0fnUVQwiALHunxIsorNbufs6GJDErjN72JyKUMsW9KCbyMLeB0WfA4LhXKFpXSRRwZaeXU8gt9hplCW8DgsGAwGwj4XoqANQHj51hyPDrWzkMixkMpjs5iwGA0kciXODLZzfnSRNxzU5Ih1t743YMPncVOsSNyeTzDY5ieayRPyOPC7bBhFkXNjC9QkhXa/k0NdLcwlctyeSyAKAsND7VQlmZqsMJ/INopZAB4/0IGANuMslinyU299hH//nsfXvG7FYpHLly9z5MiRxrB7VVVJJBL87M/+LM8++yxHjx7lx37sx/jgBz+47d9bsVjkySef5Hd/93d5+9vfvlqH11aWfe13helYzTpaLBZ+4Ad+gB/4gR+gVqvxzW9+k2eeeYb/8B/+A8PDw7zrXe/izW9+87puj9FoJBwOEw6HkWWZRCLB7OwsuVwOn89Ha2srXq+3kcPu7+8nGAzu1EddE9/7yAA35+L85hfOcaQnyNRSGpfFyGS8iNVsxKWUGQh76WpxM7KYZi6Ra/SE6+OH0gVtTG203ml2dSpGyGNnKVPksaF2ZuNZFlJFIukiPS0OnDaLVogyHqHd5+SRfm1rMNjfSiJX4vJkhO861ss3r02jqtDT4sJrEZjP1ZiqW903HupCUhSypQpjiykeddn49u15jvQEkWQFl83M1+ojddv8TgbbtHTaTDyL3Wykv82HKAiEPHZKVYl4toiqapV373lsP999on/Na1Yqlbh8+TKHDx9uEBu0++n5559naWmJiYkJMpkMt2/f3tbvS5ZlTp06xdjYGB/60IcYGBjY1Q6vreCBWO7NQJIkXnjhBT7zmc/w/PPPc+LECd71rnfxlre8ZVP7KX3O8tLSEslkklqtxsDAAJ2dnQ+sWklVVf7t7/8DXz4/xtFODzIiqZJEi9veEC7oDnmZiWW1fuqJKKIAFoNYHw0EpwZaMQg0+qnPDGoFJPvaA4iCQLFSYzaWpd1vZzaR50Crk5uRHAOtHtKFMqWqTLEqcbwvhMlg5NW6Qko0mcVmEljMaK2h+zsChLx2Xro512ho0SeCRNIFoqk8h3uCzMVzdAfdlCraLDa9VvzUQFgbEjC6QKEiMdDmZSlTJFeq8tNvPcXPrjO7Syf2wYMHGw1EOr7whS/wm7/5m3zpS1/C6/Vu51d0F9LpNO95z3v45V/+ZT74wQ8yNqZNYJ2dneWtb30r165d28qyrx/LvRkYjUaefvppnn76aWRZ5qWXXuKZZ57hl37plzh06BDvete7+N7v/d5l+c3VIIpiQz8rk8kwMDBAJpPhlVdewe12EwqFCAQCu0p0QRD4lX/2ZsRaga/dilGuyZzsDzf2pp0BV6MGvDGyKOhhMpJqrDFTH2Kgjyu6OqVNN32pPmrXIAo8fayXl25qnVe3onlO9Aa5Mh3nUNgBgpUbi1ksRhOiKBBw2rg8GeVQmwuLzY7P7WJkIYnNYuQbV6bxOCwc6w1hMhka3Vxum5mDXS2IgkCuWOHmbJw2v4uldIFHBsKYDCIzsQyLqQJmo4E3HuqiImmjlN58pIcP/8C9S0rL5fKaxP7KV77Cb/zGb+wKsQG8Xi9PP/00L7/88q52eG0FD73lXguKonDu3Dk+85nP8NWvfpWBgQHe9a538f3f//3LXLZmLCwsMD8/z/Hjxxvuva64opfBOp1OQqEQLS0tO17NVK1WuXTpEj09Pbh9fp67NsOnvnaZV3V9sKF2zo5qf+8IuBojfc+PamIOPUE300tpQFM1mVlKc3pfOxPRNG67hfFIilavg2yxgs9pxWkzMTKf5LH97QgIvHx7nlP9IVRZ4sK09sAwGwQOt7tJVwVt8CBwerCNUkXCZjESSeXxOqxcnY7R3+ol7NM06/Re9J6Qh+4WN4lcidtzCQbavCwk8zisZnpCHvLlKrPxLLlSlScOdPLH//YdjZz6aiiXy1y6dIkDBw7cRd6vf/3r/PIv/zJf/vKXNzR/bquIxWKYTCa8Xi+lUonv/d7v5WMf+xh/+qd/ulqH11YO8foJqG03FEXh0qVLPPPMM/z93/89nZ2dvOtd7+Jtb3sbXq8XRVGYnJwkm81y7Nixe3aj5XI5lpaWiMfjDWmlYDC47Xlv3c0cHBwkELjTkpovV/l3f/hVvnF1mn1tfsYiaU2ppVjBIAp815FuvnppEqBR1abjLcd7eOHaLFVZwWIycLirBUlR61VrYDQIPHWoh+euTyEpKoe7gyxlCvgcVrpa3MxFk8iyzFhdWHEw7Kbd7+b8eIRCRaLFbcNh0bTRShWJaKaAz2lhMpqhzedkf0eAxVSe23VX/FhvCLNRk5G+PR/nYFeQm7NxqpLMW0/t47/+6FO4bHcXLumoVCpcvHhx1RLg559/nk984hN86Utfuq+6/43gypUr/PiP/ziyrA0dfP/7389//s//ea0Or60cYo/cG4Gqqly7do1nnnmGL33pS/j9fhRF4Y1vfCM/+7M/u2G3W09/RKNR4vE4ZrO5QfT7LYooFApcuXJlmQBFMxRF5be/fJ6/vzhJplChr9XDoa4gP/b0EToDLl66NcenvnaFpXSe6zN3cuMuuwVJVhhq95MrVRDFO+qs12ZinBls49zoYr04RSGRLWrywYrCpYkIB9s8RPNVeoLaAzGZKzIdz2MyCBzs8OK02bg5lyRVKNMTdON1WLGaNWvusJqZjKYbQ/6cVhPXZ+6MI35sfwdz8Sw2s5F3P7aff/X9j9wz7VipVLh06RKDg4N3CRZ+61vf4mMf+xhf/OIX1531/hrBHrk3i0KhwDvf+U6MRiPpdBqXy8U73/lO3vGOdxAKhTaV0y4Wi0SjUWKxGAaDoVEGu9knta4sc/To0fuuW786vcR//asXOT+2yPBQO+fGFjjWGwIVppbS9IV8jXTWmw53E0nlG5JLYZ+DoTY/z9/Q9s37w24WMyUOdgWxGA28dGuBFo+N7hYP0VSecq1GNFNCEOBUbwAFkSszcSRZ5XB3C4VyjZDXUdcct3BpUiukGWzz47FbiGVLVGoSbznWy7//wbVTXaBtVy5evLgqsc+ePctHPvIRvvCFL9DV1XVf1+8hwh65N4uFhQWee+45fviHfxhVVZmYmOCZZ57h7/7u7zCbzbzjHe/g3e9+N+FweFNE1+vdY7EYqqo2iL5e0YTeILOyJfF+8eXzoxQqNZ460kPI4+ALZ0f4v//0G5RrEqcG2rCYRF66tYBBFDg10Ma1aa11c3QxRX/IRbpQxmGz4ndatRbLYoW+sI+r0zFcNjNBtx2X3YLRoElHXZ5aQpJV3FYjQ2EPsXyV6fogv+GhdsYWU/S3eqnWZAwGoREgfOJAJ3/27955z2utxyEGBgaWbVcALly4wIc+9CH+7u/+jt7e3m27fg8B9si9XVBVlZmZGT772c/yuc99DkVR+IEf+AHe85730NnZuSmiVyqVRhmsLMuNeveV0fulpSWmpqY4fvz4Vvdlm8KVqSg/9ydfw242Mx3LMtjm49XxRdx2K4e6AszGc41CkuO9QRDg8uSSNoLXbGQunuPMYBv5co3rs1rVWXeLm2ypymC7n8VkDq/DyshCgqqkEHKZ6Qk4iBUkpmI5HBYjHQE32WKF/397Zx4U5Z3m8c/L0SBnN0cDgkSQI4LxjJLLqDgMqYQIiYIwzoQUJJrNWKW4s9FMUpthpjKanZ1KUntUZWsmpXGMswY8EiXuZHQdKxPjkWpQB49BRVSaBqHbpm2Rpvu3fzT9rggqGBro9v1U8Ucf9vv0i19+1/N8n8TocC5dNbNt7YuMjxh4sxOcSUU6na5f62dwrntXrFhBdXX1oHvNeRCKuN2BEAK9Xk91dTU7duzAarWSl5dHfn4+ycnJQxJ6d3e3nAbb3d0tp8GaTCa5k+RIViddu97Fh18cZcuBk/Q4HDz+sLPJ39G/N6Py9SEtLpx2qw3rTRs3bvbwcEIkxxtbUQcHMmVCJOdbzUiSRHxEKPWX2tCqgznfYgJwGkb4OLt8NrVdIzE6XN7c04aqiNcEoWsyybH889KnKF047Y6xuoSdlJTUL6movr6esrIytm3bxsMPPzzs92kMoIh7JGhtbWXHjh1UV1djNBp59tlnyc/PJz09fUhCt9lsXL16lQsXLtDV1UVCQgKxsbF37UfmLs7pjWw+cJw/HqzHZneQog2hs8vG+Cg1AX6+fHdOj83u9HiblqQFSeK73hZH41ROP/ZAlR8qP1/nRlznDazdPXT02kfNSRsvNxxoN1vx8ZE429zB1MRIjjd1EB2i4g8rf0B8XOyAyxGbzSYfCWq12j6vnT59mpdffpmtW7eSmZk5IvdrFFDEPdK0t7eza9cuqquraWlpkWvSB1M5JoSgoaGBmzdvkp6eLmfHWSwWIiMj0Wq1hIeHj6jQz+s7+G3VAS62W+kRPgSp/KhrbCUzMZrzBiNd3XamTtQi+Ui0dFhoMV3n0UmxNBstJESG8bemVmI1TrtilZ8vEaGBhAaquNxupqnNjLbXljg4UCV3H52TOp4XslJ5IllDa2srNputTwWf3W5Hp9ORmJjY70iroaGBH//4x2zevJlp0+486nsBirhHE5PJJNekNzY2kpOTQ0FBAdOmTesndCEEp06dwsfHp9+Ib7fbZaGbzea7Nh4cThwOB8ePH0ej0WCRgljxH3toM1mZmuRs/ZsWH0Fk6DgO9Wa2Bfj78lTGBL7t7SEOMCMpBgfOY7ebth78fH3l7igzk2MJ8Pfh0Okrzr5nwQFcbnd2hdnyjy/g4+O8B64ZTVtbG9evX8dmsxEfH99vCdTY2EhJSQkff/wxs2bNGpZ7cOnSJV566SUMBmeDyOXLl7Nq1So6OjpYunQpjY2NTJw4kW3btn1va60h4lni3rt3L6tWrcJut/PKK6+wbt26+/2oMUdnZyd79uyhurqaM2fOkJ2dTUFBAY8++qh8PhsTE0NSUtJdR2ZX40GDwcC1a9cIDw9Hq9USERExrEK32+0cP36cqKgo+fjoqtnKP/xnDScvtvJ4egKXO8xc7bxB2vhIvmvQkxYfyTm9kbCgAJJi1LR0dGLu6nbWlANTk7Qcb2wlImQcM5JiOHr2CuYbzt5l353TkxDlbP/zx396kYSosAFj0ul0hIWFYbPZMJvNhIeHYzQa0Wq1lJaW8tFHH5GVlTVs90Gv16PX65k5cyadnZ3MmjWLnTt3snHjRiIiIli3bh0bNmzAaDTy3nvvDdt1B4HniNtut5OWlsZXX31FQkICs2fPZuvWrWRkZNxflGMYq9Uq16TrdDqEECxevJi1a9cOKX1VCIHJZMJgMGA0GgkNDZXz3b9PGqzdbqeurg6tVtuvrLW7x87GP9fyb3uOER8RiiTB2eYOnpycwE2bQx6VQwL9SY5VE6jyp918A01ooPxacoyaS21mEqJCMXV2cf2mjYkx4eg7LPz7a8/wVEZ/F1u73U5tbS1xcXFyEorr+1dWVrJjxw6mTp3K8uXLeeGFF9zmpJKfn8/KlStZuXIlBw4cIC4uDr1ez/z584e9quweeI64b69tXb9+PQBvvvnm/XycR2A0GsnLy+Pxxx+nra2NY8eO8eSTT8o16UNJX73d9jkoKEjOdx/K5/T09FBbW0t8fDxxcXF3fJ/BZOG3O7+lqc1MgJ8vtRdasHTZeOQhLdeudxEWHCi7xMRFhCAQRIaOI2ScCl8kjvb6pCdEhuLv58MTDydQljOdiVp1v2u5/tjExMT0K7RoaWmhsLCQ3/zmN0RGRvLFF1+wdu1at5wwNDY28vTTT3Py5EkSExMxmUyA895rNBr58QjhOVVhV65c6ZM9lJCQwOHDh91xqTFDQEAAGzZsYO7cuYDzWMxVk/6zn/2MrKws8vPzmTdv3j1HIkmSCA8PJzw8nJSUFCwWi9xaKTAwUE6Dvdt/etcO9EAbVbcTow7hX17+AQdOXGTdpn0EBaiYEB3OxVYTybERSBKkxGk432IkdJyKs80dtBivO6vP/n6FOE0Ii+ak8WhKHE9lTEDlN/BMw7Xu12q1/YTd1tZGUVER69evJzs7G8Btm2gWi4XFixfzwQcfEBbWd8lwrxZXnsSYL/n0FIKCgmRhA6hUKnJzc8nNzaWnp4eDBw/y2Wef8dZbbzFjxgzy8/PJzs6+Z026JEmEhoYSGhoqtxI2GAzodLo72j67srwmTpzY72jpbsx/5CG+/EUJ7277Gn2HhfAJ0eiNFi62mfH3lXgqYwI3unuIDg9ylnd23aQ0eyoVi7IIHXf3P1gOh4O6ujqioqL6LQ/a29spLCyksrKSH/7wh4OO936w2WwsXryYZcuW8eKLLwIQExODXq+Xp+VDuWdjGbeIOz4+nkuXLsmPx2Kt60ji5+dHdnY22dnZ2O12/vrXv1JVVUVlZSWZmZnk5+eTk5Nzz5p0gODgYJKTk0lOTsZqtdLa2kpdXR0+Pj5ER0ej0Wg4derUgFleg0ETMo5/Lcvh780dfPznWk5cbGXelAkIBxz8m/N3GqTyY2pSDLNTx7N60Zx7fqZrxI6MjOyXD24ymSgqKuLnP/85zz333JDjHQpCCMrLy5k8eTJr1qyRn1+0aBGbNm1i3bp1bNq0ifz8fLfGMVK4Zc3d09NDWloa+/btIz4+ntmzZ/Ppp596cxLCfeFwODhy5Ihck56amkpBQQG5ublDLirp6uriypUrXLx4kcDAQMaPHz8sts/tnVa2HDjJHw6cICRQRawmGH8/ZwOC/3r92bvWYoPzO544cQK1Wt2v15rZbGbJkiWsWrWKwsLC7xXnYPj666+ZO3cujzzyiHwa8etf/5qsrCyKiopoamrioYceYtu2bf0KVtyM52yoAdTU1LB69WrsdjtlZWW89dZb9/tRDwQOhwOdTkdVVRV79+5lwoQJck36QGWht+MyNUhPTyc4OLiP7XN0dDRarbaPt/dQuWmzc6zBWXwSFODPpNgIggPvvtHlcDg4efIkYWFh/Qo9LBYLhYWFrFixgh/96Ef3HZeX4FniVrh/XDXpn332GTU1NURHR5Ofn09eXt6AI4rL+GEgtxKX7bPBYHA2OOgV+mBsn4fjO4SEhJCUlNTnNavVSlFREaWlpZSWlrotBg9CEbeLsrIydu/ejVarlQ3pxkCWkVsQQnD69GmqqqrYvXs3YWFhck16dHQ0er2epqYmMjIy+u383s6tts9Wq1VOgx3I9vn7xuzygk9O7utmeuPGDUpKSigsLOTVV18dtmt6OIq4XRw8eJCQkBBeeuklWdxvvPHGaGcZuR0hBOfOnaOqqorPP/8ch8NBS0sLW7ZsYfr06UMSqMv2ubW1lc7OTiIiIuQ02O8jdCEE9fX1BAYGMmnSpD6v3bx5k2XLlvHcc8/x+uuve82R0zCgiPtWGhsbycvLk8Wdnp4+2llGI0pdXR0lJSU8//zzfPPNNwghZPOJodaku2yfDQYDZrMZtVqNVqtFo9EMKQ3WlVOvUqn6dW/p7u6mtLSU+fPns3r1akXYffGcJJbRwGAwyFlYsbGxGAyGUY7IvdhsNnbt2kVqaipCCJqbm6murua1116jq6tLrkm/V347/L/tc1RUFA6HQ06DPXv27KBtn13LB39//37CttlslJeX88QTTyjCHkG8ZuRWq9V9UgY1Gg1Go/EO/9p7EULINenbt2/HZDLJNelpaWlDEpbL9tlgMNDR0XFH22chBGfOnEGSpH7X6OnpYfny5WRmZvL2228rwh4YZVp+Kw/6tHywtLe3s3PnTqqrqzEYDDzzzDMUFBQwefLkIU+5b813d9k+R0VFcf78eYQQA5a3/vSnPyUxMZFf/epXirDvjFtuzOj00XEDriwjwKuyjL4vkZGRlJeXU1NTw759+0hPT+fdd99l7ty5vPPOO9TW1uK4pdf3nXDlu6emppKVlUVycjLXr1/nm2++obW1ldDQUHp6euT3OxwOKioqiI2N5Ze//OWwCrusrAytVsuUKVPk5zo6OsjJySE1NZWcnJwHctZ2Ox45cpeUlHDgwAGuXr1KTEwMlZWVFBQUjHaWkUdhNpvZs2cP27dv58yZMyxcuJCCggJmzZo1qBHd5TRjs9lITEykra1NNmA4duwYTU1NhISE8P777w+7CYUXnpYo03IF92C1WqmpqWH79u2cOHGCefPmUVBQQFZW1h1ryV0WUhkZGX1G5ebmZioqKmTf8VdeeYVly5YNe8xetixTpuUjzaVLl1iwYAEZGRlkZmby4YcfAt43BQwKCmLJkiV8+umnHD16lNzcXD755BMee+wxKioqOHjwYJ8pd0NDA11dXf2ELYTgo48+QqvV0tTUxJYtW/olsbiLB+20ZDAoI/ddGMO2PCNCd3c3+/fvp6qqikOHDvHYY4/Jho9r1qzpJ+z169dz8eJFNm7c6PYmil52WuKenUYhxN1+FG5h0aJF4k9/+pNIS0sTzc3NQgghmpubRVpa2ihH5n5sNpt49dVXRXp6upgyZYr4yU9+IqqqqkRHR4ewWCyisrJSFBcXC5vNNiLxXLhwQWRmZsqPPfx3ci8d3tePMi0fJI2Njeh0OrKysh7IKaDFYsHf35+TJ09SW1tLeXk5f/nLX3j66aeZO3cuhw8f5pNPPhn2bqiDRTktGYB7qF9BCNHZ2SlmzpwpqqurhRBChIeH93ldrVaPQlRjA7vdLjZv3iyuXbs2YtcsLi4WsbGxws/PT8THx4vf/e534urVqyI7O1ukpKSIhQsXivb29hGLZxhwy8itrLnvgc1mIy8vj9zcXNm9w8N3ZhXGHspu+Ugj7mHLA8oUUGHsoozcd2EM2/IoeBdKEouCgpeiTMu9na6uLubMmcO0adPIzMzknXfeAeDChQtkZWWRkpLC0qVL6e7uHuVIFTwBRdxjiICAAPbv309dXR21tbXs3buXb7/9lrVr11JRUUFDQwMajYbf//73ox2qggegiHsMIUmSbGlss9mw2WxIksT+/ftZsmQJAKWlpezcuXMUo1TwFBRxjzHsdjvTp09Hq9WSk5PDpEmTUKvVcnJIQkICV65cGeUoFTwBRdxjDF9fX2pra7l8+TJHjhzh9OnTox3SiLB3717S09NJSUlhw4YNox2OV6CIe4yiVqtZsGABhw4dwmQyyVVZ3tiayeXY8uWXX1JfX8/WrVupr68f7bA8HkXcY4i2tja5sunGjRt89dVXTJ48mQULFlBVVQV4Z9LMkSNHSElJITk5GZVKRXFxMbt27RrtsDwer3E/9Qb0ej2lpaXY7XYcDgdFRUXk5eWRkZFBcXExb7/9NjNmzKC8vHy0Qx1WHsSWzyOBIu4xxNSpU9HpdP2eT05O5siRI6MQkYInc68MNQUFtyNJ0uPAL4QQub2P3wQQQqwf1cA8HGXNrYAkSb6SJOkkSdrd+zhJkqTDkiQ1SJL035IkqdwcwlEgtfe6KqAY+NzN1/R6FHErAKwCTt3y+D3gfSFECmAE3LrIF0L0ACuB/+mNY5sQ4m/uvOaDgDItf8CRJCkB2AS8C6wBngfagFghRM/tU2YFz0EZuRU+AN4AXJ0JIgFT72gKcBnwroP1BwRF3A8wkiTlAa1CiO9GOxaF4Uc5CnuweRJYJEnSs0AgEAZ8CKglSfLrHb0TACWZ3QNRRu4HGCHEm0KIBCHERJw71PuFEMuA/wWW9L6tFFDSxTwQRdwKA7EWWCNJUgPONbhSQO6BKLvlCgpeijJyKyh4KYq4FRS8FEXcCgpeiiJuBQUvRRG3goKXoohbQcFLUcStoOClKOJWUPBS/g+YMlKaF4i7jAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.axes(projection='3d')\n",
+    "\n",
+    "y = range( Pro.shape[0] )\n",
+    "x = range( Pro.shape[1] ) \n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "Z = Pro[:,:]\n",
+    "ax.plot_surface( X, Y, Z )\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Definiendo la función gaussiana y error:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "def gauss2D(Parametros, X, Y):\n",
+    "    a, b, c, x0, y0 = Parametros    \n",
+    "    exponente = -((X- x0)**2 + (Y - y0)**2) / (2*c**2)\n",
+    "    zfit = a * np.exp(exponente) + b\n",
+    "    return zfit\n",
+    "def Errorlineal(tpl, X, Y, z):\n",
+    "    E = gauss2D(tpl, X, Y) - z\n",
+    "    return E.flatten()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 266,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 1.01677775  0.08625047  1.81012415 15.81020999 17.00492311]\n"
+     ]
+    }
+   ],
+   "source": [
+    "p1 = [ 0.1, 0.1, 1.5, 20, 10]\n",
+    "best, suss = leastsq(Errorlineal, p1, args= (X, Y, Z))\n",
+    "print(best) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 267,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "zmodel = gauss2D(best, X, Y)\n",
+    "bx = plt.axes(projection='3d')\n",
+    "bx.plot_surface( X, Y, zmodel )\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Ejercicio.ipynb b/Ejercicio.ipynb
new file mode 100644
index 0000000..e4cfb97
--- /dev/null
+++ b/Ejercicio.ipynb
@@ -0,0 +1,427 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Resolución espacial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Omar Moises Asto Rojas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Importación de los paquetes a utilizar."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mt\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.image import imread\n",
+    "import matplotlib.image as mpimg\n",
+    "from scipy.optimize import curve_fit\n",
+    "import pandas as pd\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from scipy.optimize import leastsq"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lectura de la imagen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = imread(\"./data/zapatocaImage.jpeg\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Comprobando la forma de la matriz:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(789, 1184, 3)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "image.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "La matriz de la imagen de tres matrices intrínsecas, cada una es de un canal diferente: R, G, B; para convertir a escala de grises una imagen, se necesita tener una sola matriz, pues es un solo canal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "im_r = np.zeros(np.shape(image)) ## Se crea un array de ceros.\n",
+    "r  = im_r[:, :, 0] = image[:, :, 0] ## Se extrae la primera matriz que corresponde al canal R.\n",
+    "r = r * 1/255 ## Se hace esto debido a que en la escala de grises, se va de 1 a 0.\n",
+    "\n",
+    "im_g = np.zeros(np.shape(image))\n",
+    "g = im_g[:, :, 0] = image[:, :, 0]\n",
+    "g = g * 1/255\n",
+    "\n",
+    "im_b = np.zeros(np.shape(image))\n",
+    "b = im_b[:, :, 0] = image[:, :, 0]\n",
+    "b = b * 1/255\n",
+    "\n",
+    "Aver =  r *.587 + g *.299 + b *.114\n",
+    "\n",
+    "plt.imshow(Aver, cmap=plt.get_cmap('gray'), vmin=0, vmax=1)\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Para obtener una estrella en específica, se busca en qué lugar del array de la imagen está el mínimo, eso representrá a una estrella, debido a la intensidad de color."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([606]), array([1149]))"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = np.amin(Aver)\n",
+    "np.where(Aver == m)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Una vez obtenida la posisción, se recorta la imagen alrededor de esta:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Pro = Aver[586:626, 1129:1169]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Primero, se practicó con la gaussiana en una dimensión:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
+       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
+       "       34, 35, 36, 37, 38, 39])"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z = Pro[:, 15] ## Se corta una línea de la imagen.\n",
+    "z\n",
+    "x = np.arange(40)\n",
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def gaussiana(x, a, b, c, fu): ## Definiendo la función.\n",
+    "    exponente = -((x + fu) - b)**2 / (2 * c**2)\n",
+    "    y =  a * np.exp(exponente)\n",
+    "    return y\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "res, cov = curve_fit(gaussiana, x, z)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 9.98774236e-01 -1.41879513e+03  2.33669168e+00 -1.43610054e+03]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(res)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y1 = gaussiana(x, 9.98774236e-01, -1.418795513e+3, 2.33669168, -1.43610054e+03)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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waZIfthgnGukiMaCELsUVtxEuKZMmwdChSugSaUroUjyJhO8UjWNCHzAAzjhDCV0iTQldimfrVvjgg/h1iKZopItEnBK6FE/c5nDprqYGduyA1tbQkYj0SAldiieuQxZTUh2jGzaEjUOkF0roUjxNTXD88TBqVOhI+kYjXSTickroZnaZmb1kZpvM7NYM+33MzJyZ1eYvRCkZEV+lKKsTT4SRI5XQJbKyJnQzqwDuBi4HpgLXm9nUHvYbAXwRWJXvIKUEOBf5dUSzMlPHqERaLi306cAm59xm59wB4FfA7B72+wbwPUCrAMjhdu2C3bvj3UKHQwnduez7ihRZLgn9JOC1tPfbktsOMrNzgHHOuf+X6UBmNs/M1pjZml27dh1xsBJjce8QTampgT174PXXQ0cicph+d4qa2QDgX4AvZ9vXObfQOVfrnKutqqrq71dLnKQSeim00EFlF4mkXBL6dmBc2vuxyW0pI4Aa4Ckz2wqcDyxWx6h00dwMw4bB2LGhI+mfM87wz0roEkG5JPTVQLWZTTKzQcB1wOLUh865d5xzo51zE51zE4GVwNXOuTUFiVjiqanJLxIxIOYjZUePhg99SAldIinrvy7nXAdwE/A40AQscs5tMLP5ZnZ1oQOUEhH3IYvpNNJFImpgLjs55+qB+m7bbu9l34v7H5aUlPfeg1dfjX+HaEpNDdx7L3R2xv8vDikp+m2UwiuVDtGUmhq/NuqWLaEjEelCCV0Kb02yO+Xcc8PGkS8a6SIRVVYJPdHpWLishWnzn2DhshYSnbo5pChWrYKqKpgwIXQk+TE1eaO0ErpETE419FKwpXUfNz74LFta99HWnmDBko08uu517vr4OUwaPSx0eKWtoQHOO8/fOl8KRoyAiROV0CVySqqFnqkFPueeFTTv2EtbewKAtvYETW/sZc49K0KFWx7eecePcJk+PXQk+aWRLhJBJZPQt7Tu46N3LmfBko3s2d/OgiUbufqu5Wxp3QdA9ZjhdK+wdDqYPGZEgGjLyNq1ft6TUkzozc1w4EDoSEQOKpmEnq0FPrduHMMGVXT5mWGDKri2LuZ3LkbdquTkm3V1YePIt5oa6OiAjRtDRyJyUMkk9Gwt8Fmnj6FiQNcabsUAY9bpYw6+V6dpATQ0QHV1fBe16I1GukgElUyn6Ny6cbyw7R32HUgc3JbeAj96SCXr77i0159Xp2mBNDSQmDGT+5e18OOnWvjCxadwwwUnH3ZxjZ3TToOKCp/Q584NHY0IUEIt9Fxa4Jmo07QAtm1jSxt8dOI1vfZtxNaQIf4vD7XQJUJKpoWerQWeTfWY4azc/HaXbeo07aeGBuZ84vvs7hhMJ4dfKNf+8yWBA+ynmhpYty50FCIHlUwLvb/UaVoADQ1Uv/0and02l8yFsqYGWlpg//7QkYgASugH9bdkIz1oaGDu3o2le6GsqTm0VqpIBMSq5JLodNy/fHNBOtf6W7KRbhIJWL2aWZ8+i6+V6oUyfaRLqcxTI7EWm4SuUSgx09wM773H0dPPYf2nSvRCecopMHiwOkYlMmJTctEolJhpaPDPpXaHaLqBA/2UwEroEhGxSei6dT9mVq2CY46ByZNDR1JYNTWwfn3oKESAGCV0jUKJmYYGf7t/qa/oc9558PrrWuxCIiE2/9o0CiVG2tp8q7WUyy0pM2b456VLw8YhQow6RTUKJUaefdaPcimHhD51Khx/vE/on/lM6GikzMWmhS4xUg4doilmvpX+5JN+TLpIQErokn8NDTBuHJxwQuhIimPGDF9H11S6EpgSuuRfQ0N5tM5TVEeXiFBCPwKaLz0Hu3bB5s1+9Ee5qK6GE0/0ZReRgJTQc5RtiTtJWr3aP5dTC90MZs6Ep55SHV2CUkLPke5UzVFDgx97Xm5zm8yYATt3QmNj6EikjCmh50h3quZo1So44wwYPjx0JMWlOrpEgBJ6jnSnag6cK78O0ZRJk2DCBNXRJSgl9BzpTtUcbN4Mb79dngkdfB396aehs/uSHiLFEZs7RUPTnao5KKcbinoyYwb87Gd+2oNp00JHI2VILXTJn1WrYOjQQws/lJtUHV1lFwkkp4RuZpeZ2UtmtsnMbu3h85vNrNHM1pvZn8xsQv5DlchraPCjWwaW6R9+Y8fCqaeqY1SCyZrQzawCuBu4HJgKXG9mU7vt9hxQ65w7C3gE+H6+A5WIa2/3k3KVa7klZeZMWLYMOjpCRyJlKJcW+nRgk3Nus3PuAPArYHb6Ds65pc651NLnKwEN/Sg369fDBx+U1x2iPZkxA/buheeeCx2JlKFcEvpJwGtp77clt/XmBuAPPX1gZvPMbI2Zrdm1a1fuUUr0lXuHaMrFF/tn1dElgLx2iprZJ4Fa4Ac9fe6cW+icq3XO1VZVVeXzqyW0hgaoqvJjscvZhz7k1xlVHV0CyCWhbwfGpb0fm9zWhZn9F+CfgKudcx/kJzyJjVWrfLnFLPu+pW7mTFi+HA4cCB2JlJlcEvpqoNrMJpnZIOA6YHH6DmZ2NnAvPpnvzH+YEmnbt0NzM5x/fuhIomHGDNi379BEZSJFkjWhO+c6gJuAx4EmYJFzboOZzTezq5O7/QAYDvybma0zs8W9HE5K0YMP+tv+r702dCTRcNFF/lllFykyc4Gm+6ytrXVr1qwJ8t2SR87BmWfCiBHwzDOho4mOv/gLGD0a/vSn0JFIiTGztc652p4+052ieVK2i1+sWwcbNsCnPhU6kmiZORNWrID33w8diZQRJfQ8iPriFwW92DzwAFRWqtzS3YwZPpmvXBk6EikjSuh5EOXFLwp6senogIcegquuguOO6//xYibjhfLCC/1CH6qjSxEpoedBFBa/6C25FPRis2QJvPkm/M3f9P9YMZP1QjlyJJx9thK6FJUSeh6EXvwiU3Ip6MXmgQdg1Ci44or+HytmcrlQJmbOZGH7GKZ9/fHy6leRYJTQ8yD04heZkksuF5s+1dj37oXf/Q7mzoXBg/P63xMH2S6UW1r38dERF7Hgw3PZ09YRuX4VKU1lOs9pfoVe/KJ6zHBWbn67y7ZUcpl1+hi+9uiGLp+lX2y2tO7jxgefZUvrPtraEyxYspFH173OXR8/h0mjh/X+pb/5je/0K9PRLXPrxvHCtnfYdyBxcFv6hXLOPSvYvR86Bw0Ful5k1/7zJUFiltKnhF4CMiWXbBcbn3gOHGxt5px4fvlLqK4u29kVs10oM11kRQpFCT0mEp2O+5dv5sdPtfCFi0/hhgtOPljmyZZcMulT4nn1VXjqKZg/v2znbsl2oczWghcpBCX0GMhWFulPySeXxHPYxWT5IioAPvnJfv6Xla7+XGRF+kqdojFQyKGH2Tp0exxB8+ootlxyNUya1O/vL1Wpi+zW717J1im72Pq9q1hf18HRQypDhyYlTAk9Bgo59LBL4kk+1t9x6cHE0+PF5OgTmFN7w8FjlO20B7n6xCdg/Hj41rf83DdJ2c5byPMa5dikd0roEZHpH0jIce49XkwGVDB57Cgg+tMeREJlJdxyi5+87KmngOznLeR5jXJskpkSegRk+wcScpx7jxeTznau/fBEINrTHkTKZz4DY8b4VjrZz1vI8xrl2CQzJfQiydQCz/YPJFtZpJB6vJhUDuwyPC/0tAexMHQofPnLfjrdVauynrdsnxey5BHl2CQzJfQiyNYCj3JS7HIx2fwLtt7/t10uJqGnPYiVz30Ojj0Wvv3trOct0+eFLnlEOTbJTAm9CLK1wGORFPfsgcWL4frrfU04KfS0B7EyYgR88YuweDGzOt/KeN4yndd8lDwytaKz/T/tb2xqwReOViwqgusWPnPYzTsAHz75OB6edz5732/ngu8+yd73Ow5+dvSQgSy/dWZ0hrnddx/Mm+fXyaztcbEUycXbb8OECX7K4Ycf7tMhsv0+ZdP9voahlRWcXDUs+3QPeYitkN9dLrRiUWDZWuAha+Q5+eADuPtumDIFzj03dDTxNmoUfOELsGgRbNzYp0P09y+6QnZqZost7i34KMcGSuhFEfuyxJe+BM8/D9/+dtne6p9XN98MgwbBd7/bpx/P5fcpU+IpZJ9NtthymqWygDX4/oyvzyW20OP3VXKRzH72Mz/k7itf6XMCkh7cdBPcey+0tPibjvIoW1njd89t47bfvXjYdA/fvKaGa84ubL9Ntu8+9xtLukwWBzDA4NijBh2cLC7TvEaZPs92XrJ9ni22/h4/Vyq5SN+sXQuf/zzMmgXf/GboaErLLbf45x/8IO+HzlbWCPkXY6Fb8Jk+7+/4+myxRWH8vibnkp61tsLHPuZvhnn4YRioX5W8Gj/eL933k5/Abbf585wn2WbQDDl/f39nqcw23XOmz7Odl2yfZ4utv8fPB7XQ5XCJhB+euGOHX8iiqip0RKXp1lvhwAH47GehrS1vh43FMNhe9LcFn+nz/oyvzyW2/h4/H9TsksPddhv88Y++9aghioUzeTL86Ed+bPoll/hx/qNG9fuwcZ66t78t+EyfZzsv2T7PFlt/j58P6hSVrn77W19qmTfPd9pJ4S1a5MsvJ58Mjz3mx6lLj7LdsxGLezr6KVOnqBK6HNLcDHV1MHUqLFtWlos/B/P00zB7Nhx1FNTXw7RpoSOSiNIoF8nu3Xfhmmv8JFKPPKJkXmwXXQTLl0NFBVx4oZ/ES+QIKaGXu/Z2v+BzXR28/DL8+tcwblzoqMpTTY2fM33CBLj8cnjwwdARScwooZer99+HH/8Yqqvh05/2LfLFi2HGjNCRlbexY+E//xM+8hG/Zuv3vtdllSORTJTQy8277/qbWSZOhBtvhBNOgH//d1i3Dq68MnR0AjBypO8cnTvXD22cOBH+4R/8yKP29tDRSYTllNDN7DIze8nMNpnZrT18PtjMfp38fJWZTcx7pNI3zvmbhFasgK99zf85f8stcOaZsHSp337VVZqjJWoGD4aHHoJf/MJ3kP7kJ35oY1WVX6N00SLYuzd0lBIxWUe5mFkF8DJwCbANWA1c75xrTNvnC8BZzrnPmdl1wDXOubmZjqtRLv2USPibUfbvP/T87rt+bpCNG309PPW8Z8+hn5s9G/7xH2H69GChSx/s3w9LlsCjj/q/qFpb/bz0F1zgL9LHH+/vNu3+fOyxfr8B+mO8VPRr2KKZfRi4wzl3afL9VwGcc99J2+fx5D7PmNlAYAdQ5TIcvM8J/ac/hR/+8Mh/rliy1Tu7f57+3jn/6Ozs+ZFI+Kls9+/P/Ke3mb+1vLra37ySeq6pyftEUBJAIuE7T3//ez/c8c03/ePAgd5/pqLCJ/buj4ED/e9Lpkcm/f28XN1+uy+p9UGmhJ7LnaInAa+lvd8GnNfbPs65DjN7BzgOaO0WyDxgHsD4viaW447z46Sj7Eh/ydPfDxiQ+TF4sB+rPHTo4c/DhvmbU045BYYMyf9/l0RDRYVvmV9wwaFtzvkSzM6dPrmnnnfv9hf/1OPAga6vE4lDDYmeHpn09/NyduyxBTlsUW/9d84tBBaCb6H36SCzZ/uHiBxiBscc4x/V1aGjkUByKaxtB9IHJo9Nbutxn2TJ5RjgrXwEKCIiuckloa8Gqs1skpkNAq4DFnfbZzHw6eTrOcCTmernIiKSf1lLLsma+E3A40AF8FPn3AYzmw+scc4tBu4HHjCzTcDb+KQvIiJFlFMN3TlXD9R323Z72uv3gf+e39BERORIaHCqiEiJUEIXESkRSugiIiVCCV1EpEQEW7HIzHYBr/Txx0fT7S7UCFFsfaPY+kax9U2cY5vgnOtx5fZgCb0/zGxNb3MZhKbY+kax9Y1i65tSjU0lFxGREqGELiJSIuKa0BeGDiADxdY3iq1vFFvflGRssayhi4jI4eLaQhcRkW6U0EVESkTsEnq2BatDMrOtZvaCma0zs6ALpprZT81sp5m9mLZtlJktMbONyefCLJvSt9juMLPtyXO3zsyuCBTbODNbamaNZrbBzL6Y3B783GWILfi5M7MhZtZgZs8nY/t6cvuk5MLxm5ILyQ+KUGw/N7MtaedtWrFjS4uxwsyeM7P/SL7v23lzzsXmgZ++twU4GRgEPA9MDR1XWnxbgdGh40jGciFwDvBi2rbvA7cmX98KfC9Csd0B/M8InLcTgHOSr0fgF0ifGoVzlyG24OcOMGB48nUlsAo4H1gEXJfc/q/A5yMU28+BOaF/55Jx3Qw8BPxH8n2fzlvcWujTgU3Ouc3OuQPArwCtR9cD59wy/Nz06WYDv0i+/gXw34oZU0ovsUWCc+4N59yzydfvAk34NXODn7sMsQXnvPeSbyuTDwfMBB5Jbg913nqLLRLMbCxwJfCT5Hujj+ctbgm9pwWrI/ELneSAJ8xsbXJB7KgZ45x7I/l6BzAmZDA9uMnM1idLMkHKQenMbCJwNr5FF6lz1y02iMC5S5YN1gE7gSX4v6b3OOc6krsE+/faPTbnXOq8fSt53haY2eAQsQE/Am4BOpPvj6OP5y1uCT3qLnDOnQNcDtxoZheGDqg3zv8tF5lWCnAPcAowDXgD+GHIYMxsOPAb4EvOub3pn4U+dz3EFolz55xLOOem4dcdng5MCRFHT7rHZmY1wFfxMdYBo4CvFDsuM7sK2OmcW5uP48UtoeeyYHUwzrntyeedwO/wv9RR8qaZnQCQfN4ZOJ6DnHNvJv/RdQL3EfDcmVklPmE+6Jz7bXJzJM5dT7FF6dwl49kDLAU+DIxMLhwPEfj3mhbbZckSlnPOfQD8jDDn7SPA1Wa2FV9Cngn8b/p43uKW0HNZsDoIMxtmZiNSr4H/CryY+aeKLn0x708DjwaMpYtUsky6hkDnLlm/vB9ocs79S9pHwc9db7FF4dyZWZWZjUy+Hgpcgq/xL8UvHA/hzltPsTWnXaANX6Mu+nlzzn3VOTfWOTcRn8+edM59gr6et9C9u33oDb4C37vfAvxT6HjS4joZP+rmeWBD6NiAh/F/frfja3A34GtzfwI2An8ERkUotgeAF4D1+OR5QqDYLsCXU9YD65KPK6Jw7jLEFvzcAWcBzyVjeBG4Pbn9ZKAB2AT8GzA4QrE9mTxvLwL/l+RImFAP4GIOjXLp03nTrf8iIiUibiUXERHphRK6iEiJUEIXESkRSugiIiVCCV1EpEQooYuIlAgldBGREvH/AfFGFni2QPRKAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(x, y1, \"r-\")\n",
+    "plt.plot(x, z, 'p') \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Trajando con la gaussiana en 2D:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = plt.axes(projection='3d')\n",
+    "\n",
+    "y = range( Pro.shape[0] )\n",
+    "x = range( Pro.shape[1] ) \n",
+    "X, Y = np.meshgrid(x, y)\n",
+    "Z = Pro[:,:]\n",
+    "ax.plot_surface( X, Y, Z )\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Definiendo la función gaussiana y error:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "def gauss2D(Parametros, X, Y):\n",
+    "    a, b, c, x0, y0 = Parametros    \n",
+    "    exponente = -((X- x0)**2 + (Y - y0)**2) / (2*c**2)\n",
+    "    zfit = a * np.exp(exponente) + b\n",
+    "    return zfit\n",
+    "def Errorlineal(tpl, X, Y, z):\n",
+    "    E = gauss2D(tpl, X, Y) - z\n",
+    "    return E.flatten()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 266,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 1.01677775  0.08625047  1.81012415 15.81020999 17.00492311]\n"
+     ]
+    }
+   ],
+   "source": [
+    "p1 = [ 0.1, 0.1, 1.5, 20, 10]\n",
+    "best, suss = leastsq(Errorlineal, p1, args= (X, Y, Z))\n",
+    "print(best) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 267,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "zmodel = gauss2D(best, X, Y)\n",
+    "bx = plt.axes(projection='3d')\n",
+    "bx.plot_surface( X, Y, zmodel )\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/data/Untitled.zip b/data/Untitled.zip
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-- 
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