diff --git a/.ipynb_checkpoints/Ejercicios_clase_5-checkpoint.ipynb b/.ipynb_checkpoints/Ejercicios_clase_5-checkpoint.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "M4pzae1x9dfg"
+   },
+   "source": [
+    "# Ejercicios para practicar numpy y optimización con scipy"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NJtC2pvQV1Jw"
+   },
+   "source": [
+    "## ***Siria Sadeddin***"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "QWmI3hWI9jkJ"
+   },
+   "source": [
+    "## Introducción: Resolución espacial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "4fnyt4Tu9wJX"
+   },
+   "source": [
+    "En observaciones astronómicas e imágenes en general, llamamos resolución espacial\n",
+    "a la distancia angular minima a la que pueden estar dos fuentes puntuales de luz\n",
+    "y aun poder ser reconocidas como objetos individuales.\n",
+    "En el caso de la astronomía, este efecto tiene que ver con la dispersión de la\n",
+    "luz al atravezar la atmósfera, la cual hace que una estrella, que debería\n",
+    "en principio aparecer como una fuente puntual (pues las estrellas están muy\n",
+    "lejos), aparezca en cambio como una mancha. Así, si dos estrellas están\n",
+    "demasiado cerca sus manchas se superpondrán hasta el punto en que sea imposible\n",
+    "distinguirlas como fuentes individuales.\n",
+    "\n",
+    "\n",
+    "![picture](http://www.carlostapia.es/fisica/resolucion_criterios_practica_files/resolucion_rayleigh.png)\n",
+    "\n",
+    "\n",
+    "Para modelar este efecto, típicamente consideramos la acción de la atmósfera\n",
+    "como la convolución de la imagen \"perfecta\" (como se vería desde el espacio)\n",
+    "con un kernel gaussiano. El ancho de esa función gaussiana 2D caracteriza\n",
+    "las condiciones de observación, varía con las condiciones climáticas y para\n",
+    "cada sitio de la Tierra.\n",
+    "\n",
+    "\n",
+    "La resolución espacial normalmente se toma como el FWHM\n",
+    "de la gaussiana caracteristica registrada durante una observación. Es decir,\n",
+    "si dos estrellas están a una distancia aparente en el cielo menor que el\n",
+    "FWHM del efecto atmosférico, la luz de ambas fuentes se mezclará después de\n",
+    "la convolución hasta el punto de impedir reconocerlas de modo individual.\n",
+    "Además, la atmósfera puede interactuar de maneras distintas con la luz de\n",
+    "distintas longitudes de onda, de manera que el ancho de la gaussiana puede\n",
+    "ser distinto para observaciones con diferentes filtros.\n",
+    "El objetivo de esta tarea es medir de forma aproximada la resolución\n",
+    "espacial en una noche de observación en Zapatoca, Santander (Colombia), a partir\n",
+    "de una foto del cielo estrellado."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "MOV2xiQX_WYu"
+   },
+   "source": [
+    "## Ejercicios:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "35LIOLQxTFBy"
+   },
+   "source": [
+    "### Lectura de la imagen"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "1ES2SJ4x_f8C"
+   },
+   "source": [
+    "* Leer la imagen almacenada en la carpeta data como un array de numpy. Ese\n",
+    "array estará compuesto de 3 matrices, una tras otra, correspondiente a los\n",
+    "canales R,G,B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "id": "T4HgCUB0_fMo"
+   },
+   "outputs": [],
+   "source": [
+    "# load libraries\n",
+    "import numpy as np\n",
+    "import math\n",
+    "from matplotlib import image\n",
+    "from matplotlib import pyplot\n",
+    "import matplotlib.patches as patches\n",
+    "import pandas as pd\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from scipy import optimize\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 303
+    },
+    "id": "sDo-fWudFOhN",
+    "outputId": "87534eeb-f719-454e-8340-9349f93160d0"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "uint8\n",
+      "(789, 1184, 3)\n"
+     ]
+    },
+    {
+     "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": [
+    "# load image \n",
+    "image = image.imread('./data/zapatocaImage.jpeg')\n",
+    "\n",
+    "# summarize shape of the pixel array\n",
+    "print(image.dtype)\n",
+    "print(image.shape)\n",
+    "\n",
+    "# display the array of pixels as an image\n",
+    "pyplot.imshow(image)\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "IuiK_MDTTKVT"
+   },
+   "source": [
+    "### Conversion de la imagen a blanco y negro"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zchgau1ABKpC"
+   },
+   "source": [
+    "* Combinar los 3 array para generar una versión blanco y negro de la imagen,\n",
+    "en la cual ella consiste de una sola matriz 2D. Puede usar su intuición y prueba\n",
+    "y error para combinar las 3 imágenes, explicando el procedimiento elegido. Esto\n",
+    "será más interesante que usar un comando desconocido de una biblioteca sofisticada\n",
+    "que haga las cosas como una caja negra (queremos practicar numpy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 303
+    },
+    "id": "h0iRgtjg_Ult",
+    "outputId": "a81b7990-3505-4892-d5ef-f0d2e0c7a31b"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "float64\n",
+      "(789, 1184)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Kcp5ZU1VVypahQndMlfSIisfP+H73x+mVdus8NuYdL0OyrNPjisjbSNv9iLFD94MZC6SV5zMq0VyclQY1onEXjo3egmOVVTUPVXjBqdFoqNfrLWzQkZRARaSPBf/8/LxGMxv2Bw8eqNls6rPPPqsZAi6uckOY++OQg+fEIRb3uyzLJCcxLDQcDpNRdon0y82r54a093fOMQ169CBzWRn0nNnedDqtKU8aEJZOp1Mzdq4jAotovO2dl2W5kD5II0SlHuWeRoUgLBpw15PTGbny2ihuF7uO0cKSWSPataJ3WEPSgtKKoRTXXZbzxUS7n1dXV9rb21Oj0dDdu3fVbDbV6/VUVZVevnyp4+NjbWxs6OLiIq0SW5j39vaSMmZ2itFaZC57ElQgLrkwhvtLBslNtGnj7/yU6gtANAQWLBtKCjoL0YnHEVEmlbn7R0XMhUYa5dgm0Xmsh7xg+kTlzXvYJ3+3QDrThMojx4MsbMdeGmnkQg+Q9DNv5pSV6z0+PlZRFGq32ymMRYRqhSRpYX2CypO0dt+4AEk+iko7AghJCb3H+HFZlvrlX/5lfec739HJyYk++OADffLJJ2kNwscF5FB2jg5lWS4g0BxaXlZsTHjvMiMUDWtRFEu32NsoLvvd4+t0OgspueQnI3QDj2azubA5KFdeO8UtKbmKzCCgy2KiXFxc6OjoSBsbG0nBHh0dpUVJK6PopjCGJd3spJKUhGRrayshawtHo9FI555YiOx6Hh8fazQaaXd3V/fu3UuLoa7TSpptSqopsMg4LtG1p7BGlEsXj+GQGLLh/1a07gvpxj5wbuK6ge+JDMdYIuPNHBcVOpWWrzmU4EwU10lvrNlsam1tTXt7ewv9jQbK4+VCH5W5dGNUZ7OZtre3U4ip0+mkkAbjyQ6bsM1Ig/X19eQ1xXmO3oZpf3x8rJWVlQXvxJ9UnNPpNNGIqFe62anodohkI//k5s+0YOGzBBOPHj1KCuzTTz9N4IbzGWPr0eAPBoNacgH7Rx6Iv7GfHKvBE9tiv32/nydP37YHg31mMV9ar8TFYtKB3ofDqK/K436tFif5ydh0s9nUyspK2g1FN3s8Huvp06f6/PPPF7azR8RE5c06THinBsYk/OPjYz169CghkYuLi1o4ZDabbye38vCzHoMnwsJjI5BTKO53ZGz/LTsnxc8RTTlkQtrmUAYVJpkoLn66n0TYOaHz+IyWItKQ5ujQhi3XFhGKxx09DbY/mUx0dHRU4yF+j4tFUXG5DxZ+ZrUcHx9rNpunma6srCQ6mL4eO/tEVHXnzh21Wq2ktE0f89za2loNkZO3iqJYOGwqemFUrKQl+Ynggb/ljEikWU4xeU4crmLq7ZMnT1Kcm16CdINIo/dsmtnImye5JlFVVdpgx7GVZan3339fGxsbWQVu2SP/s03zRAQRrD+i66ivYoZOXKB2+26LazPu1+XlZUpTvs2LkF4TxR2tdlQKXkC0OxsnwErAK/x8lvdGxqVlNePZNfKC5cuXL/Xpp5/q8vIyCZQXK6lEjODu3Lmjfr+/sO3aK/7MQHD7kUGjNxCvxThwjP17fLEPTKckjbnSbyNJRUJlZEWSQ0ExLkclT8UznU71/vvva3Nzs4ZyiMRdb04gImry92hwfS265fyeWwzyfHjMXLx+9uxZmvOzs7NsmifrkqTDw8Na+M9ovSjmmUqj0WhBgTAcEEM/zkSSblIso4KLyDmiTF7nyXcuVDqcA9Yn3SBJxvWplP1pGSmKQvfu3avJon/3swZCniu37VgzUbhlyx6yjXgcB/sfNwORflFuqERtcEhf058puzEsGGXX4+p0Oimd00ArPrOsvDahEhLJxPDk0cWJyKMoCu3v76c8XyrDaF1dSGDutHSa12QySall4/FYV1dXadGHSsSI0kzo55kRwIki0paUVaJm8lxsmG5fVFpR4TukwtPJer1e2jgQ26HAM+PFY2FYxAuwUh0xceHJKJTxUQrRJ598soDkiHKt1Nw3zh2VN41S7If7R0GLitWK3eNkW2tra9rf3099psCT7pG3WKj4ie75m+fL8+05oxtNnl5ZWdH+/n6icS70FA0bPYAcEvc9ro+hG/JKjGfHQu+DdO73+1pdXdXLly91cHBQM7IRnXouqbxZIv2n06n+8T/+x2kdiUc0RMPt/8l7zHTx9VwIkjRzidve41xFo+u58qYyr13Yo4sytKy8NoqbTFIURS2W61xtp8BJN6vuZnKvykuLC1rSoutDK2qr53rOz89TLFO6Wak3w3Dnm/viTyurBw8eaG9vL43HDMoxuj+cePbNrp9Tvlg4tihAjrdGd5hhlhyDmmakJdMVPd5+v58MGhcz2S8r01zcMW6P5phi9gNRYhQkX8utE3ie2TeiaG7Q8bW4o9Fxbfc/zhn7kTMIrpcKwXWbNlaI9OJ6vd7CblOOe3d3N40vuuHLDArPiycdPa/0vmh0lyltjjkXXiB9pHnIxPLgY4dZorzm2ox9Z/tWfD4J0IkLTFclAKLxZyjFhYDHJVcPDU6keQQHNoxcI3KGmeeC+u82xP1ahEqoTC3MXmBrt9tqtVq109a8C8zP5hgmEpFt8boPGBqPxynP1hM/Ho8TkjcK4aoxT3orikIvX77URx99pNFolOKZUl3opfqONCJehook6eTkJMVXYwjJ9MrF34guiPIiSiVyZ8qlf/dvNmx+5uzsrBYzpEEz/aSbnHXpJgzj7xH1uNj4DQaDpNxyyM71EWH2er20im+F5ntjjNvP2EPKnenOvvq7z3R3vn+v10shMNIielDkVV6n8vWcea6Jxp2x4vrJz7HPcT5tePkMvxPZu1B+zPsxM8btuJgGuYPN2IaNei60dltcPRaGZDzWeECZ27b+MC9wvhi+NI9Hw5MzXDFEaf4huOQ4DUL9PSpm8smrxv9aKO5lk+y4MHeTRTRCi+cS3Ramt+Us9sbGhlZXV5PwG311Op20ss2JdlvNZjNtm19ZWdHGxkbKC3duL8e3DGVbUBnPtlFZFh5xPVQMyxCCS273l4WeaDCicbv1nBuinGhMbNCurq5qKJ/ucVQULFW1uAi7bF5ZnzN+4hncpBfH5cwfewC5Uw7j/JE+pE00rFE5Rz6looiKJG6murq60uXlpbrdbmrL/GClE5Uqt2ibnjQIMQ5NukZ+o9FbVqy4JKVTBOn5uPBIYPfDsmeQ0Ov1aicRml6kp3cRLwspxHbtRfI39tOpeC45bzEaH/aLAIw898qQB3iVdcSw3cJzS6/8DAsnRFJCMF7kI3Enk8lCnjctZbfbrQl+dL/sgjh324ir2Wzq/Pxch4eHCfUZXa+srOjo6CjFs2az+eHs29vbKX1nOByq3W5rMBjUEKoLFQndt+iuRwtP5czr3FQQUZeZwQut3M1JASPN6T6yz7F91uf/PR4byLOzswXX0YriNiTB9uxCWqBy6VHRLbUyjy5q5LFGo5FOIOTzRosUIEmJVy4vL9PYaGzJgxwraUKFT5ASjbnL+vq6ZrP5YUZGsMx/joaE8pCjl5W8742hiAgGCFZyc8ZnyUcEJf6dvMt+mt/Ozs7SOLhbkcVjpqcW54k8YY84pmhGRep+xDEytOliuvJ+zn306GyccyEq9ieChZw3skD/W6/+jAuF3TE/x59OT09rKXUuMU7rt7xwckyITqejVqullZUVra2taXNzU+vr6ylcQjemqqraed1UCGU5j4tvbW1pZ2dHOzs7Wltb08bGhvr9fspucTEjc1NODunEnVjxeSK69fX12rO8P8bruGvMbqNXsCWlF08Q8XmckSmJTD1HRLBEp1ROTuOysEXGzCFSP0slY9QZBcX38jd6SO4fDV0uPs/Ys393RpH7TR4lUiL/+Exlzpn7RQPs+4maG41GyrwwGHExaPD4uKhJevm7Px2yikaH88Q+xQXLCK7ifS40DOyD22L2hdubTqfq9Xq1Zx1mi0DCIbKyLFOqYbzOvpDG7ofHNJlM0nHNcT44L5Y/95sZYrEwrBZfPME5jLTIzd9t5bVA3FJ9wqlkYnzY9+XiY9LNi1y90MT7Ga+2q2UEzrQeT6hU35nmdmazmY6OjjQajdJZKVKd2c1Ezu82suAYiJg4fgqc74uo/Pnz5ws04ffxeLyAGOxxrK2t6eDgIG3PNvKkYOYyA0xHo06GVyKKdL+dpeCwD91OFoZ7LCz2fHy92+0uvKiXtIpCEo23VN+IwjGy/1VVLXgnvs8ggEjac89QEM/X8bj4SbpFQz6dTvXDH/4wKdyo/E9PT2vGg/0gTUiHOD++Z3NzUxcXF2mHJp/nmN1GlDumzjm0SIQZ0XiUJX/GzTGR7zlf5ic/S2/G32ezWQqbxXYtQ1SSfIsRx+976QE4PEadkVPicV7cv+gBc/4pU7eV10Zxu1CAzZQxvSuXV2pmYY6xLZlDGFdXV2nBr6pukvlNdMcBu91uzRpa4U0mk9oOS5+jbIXNuKP7ROQXhcv3csxm9KhIyGgx1utnvDMvCp7rluaCdnBwoIuLC21vb+v8/FwnJyc1IYkIjN5GZLDofkbETdc2N1+5+SczOxvCZ29EQ+qytbWlXq+nJ0+e1OhJOjHkFuO9UdlQabHPvmYknIvFR9pHVEiaMu2O11utVk0JRk/E9cfQkPvs+3u9Xg0wsC5pvgDOsIXDkVRGphMXl/mM+8INOQYNnK9oONiPGHax12JPgbIYvaQIdMi3kU+j3vB4WA/lksAqp4RZfwyB2nD4WjQucfz0XHM8XuvzrVd/xiWiqGgV/ZvdEL5gl/Ekuji2at59ZkYbjUba39/X8+fPdXx8rPPz88R4PJXQCM1hAU/iYDDQ+vq6xuOxLi4u9PjxY3366adpMdOxMAqa+0U3Mbr9fNMOd6NxonPeSFVVtVegWejs1vEZnxsxGo0WGMv1s7C/cU6IdigUXGyjIWL8jnPHUJbPnKHxpuLICb4zeba3t9Pcu824044ZHN79yHBbzuB5TBT++/fvpz5awbqP/X6/lgnivsRdfJw/Ii2+5ScXGuKckBZVVSUekm5O9IuK38VhIHpI5huGoGL/+v2+fu7nfq5GKyouHoHM+Y7nWkdvuiznmTsGVPR6aJj4jP/imgXnlIo55+2RV6OSj2idXmE0OAQElN9ocM3PbJdz8yrE/UrFXRTFf1UUxYuiKH4Pv20WRfF3i6L48Ppz4/r3oiiKv1YUxUdFUfyToii+9ar6XUhYtLNgrU0YL1JKi/FMFyspLyo5fMKjLU9OTjQajTQajdLBUdLNBhbXQ4To3YVlWWpvb08/+tGP9OzZM11eXiaGpZCTUSOizI2Zkx+Fm+gi1sFTD2MGCePLHhOZy4xPVBqVA5GU6+r1eunefr9f67ddeTJrVJBmdvd/MpksnK5Hg2w6EJnNZvOzZk5PT9PJh+SFaHjowXCzC1EnQxlR2fnaj3/845q3wUVbh9uYKugSFYH7G+vPGb5ut6s7d+7UjE1UrA6lzGazWhiMqLAoimRYKFuxD+4j/ycCXaZwIiKN8hvRP3/LhUE9fiLwiErjWkPUB+Qb/k/l61AGQRflYTgcajAYpP7yHtOC/c8ZV97j45I5puhl5coXQdz/taQ/G377q5J+u6qq9yX99vX/kvTnJL1//fdtSb/+BepPnYxMwEIhms1u3s1mYY8EioLqlCpnkPDNIRZgKwcvhvKgoWazmc7cdp3Hx8c6PDzU+fm5hsOhyrLUo0eP9OjRoxrTRgEjA0Xl7DM53GePwf2MJScARH/eVru1taWtra1aJo0RrgsXSKqqSjnKdMt93czM2B8Xi+IiMuuMxtWI+FUpUHHnYqzb7mlkePdjMBgsvFbMPOT/6a66X87xNo2ioFGAXf/l5WUKyU2n07Sr1sW8Ho8bZd85LrcxmUxSPJo0cPtRacQQEGnCsGJUlm6TfMh6zs/P9ejRo5oXwJgvlX3OQ2AbRK+z2Xzjk2nre5jhQs+Nsk5a0Ji5zRy48/30zkgD08YKdjQaJcPIxWTzEQsVcczxtp6hx5obw7LySsVdVdX/Lmk//PznJf316+9/XdK/jN//m2pe/i9J60VRvPWqNqS8dYzueJxo3xcnly4mCcpwgVTfScdP9oWu42AwSKvfo9FIR0dHScE7dvwJx2cAACAASURBVDwajWqTQGTCvrqsra3VmMWFljwqKRocCgcZ01b9/v37KfTgxVkzzPn5eWLCSFNf9xqB+8Qdfm7fhaEkIhBfMxr0+z1jYU5rLjXRY458w/4TeXIOi2L+sg2HUqLwcm5ofCi80fuIi6fkLReGPuKCmmP3HnfkjdgfK3ofROQ+x1MzeT95nL9z7lwH6WmeJgrO1cW5XQaeOLayLJO36ms0yJzj6IVQJ0jKpt0ahMV7o+dL2uaAlcflsXOuc+OO/BRBDb0u6ihp8c3y7u9t5Q+6OHm3qqqn19+fSbp7/f2BpEe47/H1b08VSlEU39YclfM3SYuLGCQ00U4UYjJfRC7+M3qywort2qpLqm1HdZqhwwk+86PZbOro6Ejdblfr6+saDAba3NxcqJNvBuGYvDiUQ5LRkNFaUwipvP1pZfX48eOFFXv3xQo8F8+jB8DNCUSqLo1GQ1/60pf08ccfL6BQ70pk+14s4/wwH95HDXDhNsY5q6qqLQ5Gpef2Iw2fPXu2ILhR6AaDgabTadpJ65ACjxEw7b1oypAPDRb7bwUxnd687SSGtBi24TkX5EsrCmbKuE88JyfyEUNS5ifylY3J6upqOufG8xDroFKOi72uz8dUsH+mK40/wY3b8P0EJR6f2+dLpQmw6CHkYssek59zNoz7cdvuRpZlYMyFiNyI3WtgsV+cT4OC28r/78XJaj6Dty+B5p/7jaqqfqmqql+K1o5Cl3Mdo/tnwhARxBJjy/6NBI+hArdlITo5OUnbva0YvVHn4uJC5+fnWl9fry1KxcWanJHgmHNoHTSrIY/4jkHX4zzy6XSazoWgK8jUJ7pqVBJOc2R/vvrVr6axMZVJkvb29tTtdmvvpXSogUYhxsgl1fpXlmXyau7fv7/wnksKclTapg0V/jJExBIBghecnevut8dH99XeC8diZMoMDP9GNMvYP3kvhpdcyrKshbUi31J5xJRF8hV5m3PjZwxueNBYDvn7k+1GuSPQkm421tkwRY/XssaD3zjmqNip+F14kqP7wDUp8oefj2encE+D68x5f3G80QCSrwymTGvOv3mEdMx54bW2br26vDwvrkMg158vrn9/Iult3Pfw+rdXFjKTtGhpqfBM/Gh948JHJBwJQ3QT092iy+sFs7hrjgtm7XZbvV5Pz58/T9trmT4WPYYo7Bwz+0FDQ7e9LMsFNMP+ElFQeVVVlTINSGOmNVopcrGn1Wrp+Pg4xcyt2E0/v/2HNFlfX6+1E8MmLkVxs3X85OQkHRdweHhYu7fZbKYdhRH5NRoNDYfDmkBbQUSl47l3jjSVNtGOXwE2Go3Sjj4rOM6Z/yyQPhQtGhMqDM61aUAlFWUi8nRV3bxHkjLjP4Z5CGZyMdWqqpLXYGMfwy/k1SiT5GH2lXVYORkExVM+GdbJhaA85jjvHiuL66JhsPcUPRffHzNxKFdRd9Aw+Ld4zfPrDWOmqcfLZAE+R+V+W/mDKu7fkvSr199/VdJv4ve/VMzLH5d0VN2EVJYWClZE3XEXoovPBPFgycBE4n4DPH8n6pC0gI6IvD3RcSNG9AT8FmxbSzK127RAc1ElIga6dPQiaICi2+p7uQHIJym6PY7D2TU+wCvSzOENM99gMNDW1pZevnyZTknkOxQtEPREvLmHqJunJ0ZEQUViFFtVld5+++2aksy9SCJ6YZFGpnsUFMYWyRdU7ERFRKgxVMRwgg8sY2FowPWxbveBCieOLxpp82uMEbu92xS/v7sPRMK8j9kV7oefp9dJV59Kln8+sY/zH0FJ9H4ib/C6546ggPPAuDYPHPPfMrkjbVyXwVBu8dLzwD5yHSGOx3PidwjwOY9h2T4Hl1fGuIui+BuS/pSk7aIoHkv69yX9R5L+VlEUf0XSZ5L+wvXtf1vSvyTpI0lnkv7yq+rnQKhQqRQiuiHBl0200cMyRUtDEV0Zl/g/+8X2iBi9fZyoL6J0P8P+5IzTdDqtpSWyRIVPFBHRAQuFPSoO1/v1r39d3//+91O+txcxPQ7m6zKkReRwcXGR6MAzHqycOFdEzVQWFxcX+vTTT2vj8Tg5Ds/F2dlZ7SxmCh35hgorxsHdTkTiNnQx84UKPRoNK7M47xGpOuuk1WqldRWuU5geloV4BjTpGkNfuRIBDOkR5cLvdLWCpCGOvMX8dNInhi5M45wc+X56JOwnxxDnjAovzl8uTh9LpAnb9vV4H/seF7Ajvfm/dUbOiNzWx1THssn9WZayLCuex8BSVfMdjv1+XycnJ8nixfOKSUgiBJdoFFxivrWkBcGPixBkML9OzcJ5//59vffeezWkGydFqodFNjc3NRqNsotcXvxisbuZY2g+7/apNB1fjUaJoZXBYLAQ9/P4Hac0ivE29OPj47RY5GtctPIceOwUKP/P7cllWS68uIJ9tfFYXV1N52YzzEGhJT3sTfAaUTD3BrBd0pjbvH2NyJfzwPZpVPycr8c1Ax6QJEmrq6vJeLpfng96Dm43KnE+E9FkVFj0EON6EseVkz2Gp6KxZD9pICivuX6wzzRopC35IiJW9i23BZ7zHAEcU2uZ8587yMvX+Ds9AvOnf7POMC9Zrt2Xjz76SOfn59nV0ddGcfPQIxciUU8eBd0EorCTIfxJlykyXlSU0b2MCKqqqrR4sbq6qs3NTc1mM+3t7Wk0Gqnf7+vrX/+6Go2GxuOxVldX0yuVOA4XK6+iuIm9LVvFJ1pdpqwtBF7Rd7YGFRDrJuPENijA7pMVm896ubq60p07d/TixQuNx2P1+/1afjDRdO7EutlsltxFelQ0TlL+DeBEWURwcazL0Ax5n7F+30OF4usxdYtx8oiqoxKL6JaAgf2kArQi4tk7kXccS2aWjRUL55ThGPJUDvFGuljJ5DJ9zBukCY1onD+2RzovC/vk5tN1uE9UuDSEUbGbjuZ7Xo9zwLlnnw1KcutLNBLL6mUdnO9ut1vbM3Cb4n4ttrzbDWUsy4XIwNbMsetcFohUD734/1ifLSDd+2WWmEqcWQMXFxdaX1/X8fGxTk9P1Wq1tLq6qt3dXT1+/DhtJIiuEtuxIOSYPBfm8DM8XJ9Wnda8qqq0KEJXjgYxF5tjMXrOoZvt7W39yT/5J3V0dJQEYm1trRbzi0LoowqKokgZI47fUkBz/MD4L5UHDYzvc36062MfeKyANyK5rzFDg8jOSI98QEVIAxyFMi7GcTxU7BG1UiH5uWazmc6wprJkHUT/kX7+7vEzf558QO+MCpa04kY20sDrGf7js1zgNC3X1taWyi3pZN4tyzLtgTDN2Me4wOlCT4V98AJ8o9HQxsZGbfMdPTbfz5BZpEuUE64T+H8eNeH2qbRfVV4LxS3Vd9px8siMvuYXFXgi4wq0dPOWc5fosps5/Ull53uoXON9Xhz9zne+o6Ojo/SWnqIo9PTp05QX+uTJkxrzu22ml1mReXKpgHJlNrvZyh9/N424GMMVbC9GxsU1l5j25ucYXjHSns1m+sEPflBz7434iOaJ1ClQvjf2pSwXj+zk/MbfLQSmm5FbDrEbKVGxMvOG446eHHmG3+n5+dmItqP77jrYBvnR/Xd9PL/ja1/7mnZ2dmp99BEQHBeVRfQufA+VJf+keXiG46WhaDQatcwi8i/TEDl3ubCXS1yHMI3cFvtrXmSmSJRnP19VVQpn8kQ+Xyd48z4Mnj4ZjRkVcxxHNB7RE8kVe5s50HhbeW0Ud3RN/D1aXzJRVIa05DmCEd1YsXCCIuKkm0TmsdL2bjgL/cXFRcq82N/f14sXL7S+vl5DMzHLhQjIAh7DJL6X4/D1KAzuL5U/kRwXkKiw19bWkitJr8SINCIuK5arq6u0E3I6ndZe2cbYHb0jz5sVezRgd+7cScYhZgxx/H69mRWijQNROIWfSobXqDDi9m7ynItBgRUsz422t+DxMUYaM2mil0dUzwVJ0qaqKr148UIvXryogZHII+yP6c95d+ok0XwEN/v7+wsuPv++9KUv1YBBBD8s5AWP1fc6nu98+VgYzvOzDFWUZZkUoD0/ypjroEGJ282LYp4p5WQAGnLTnaEny0P0LN1/Zni5zxy3n2G4jNeisY3ltYhxt9vtyiftcQGAxUSJsUwSwe8bjAzt52lhoyKg8NB1ccpcu91ObyOhoBONux+exK2tLX3jG99IOb3RTYo7FzkuIv5cMX2YscGFN1r7aPxcer1e2sVmZUOUZ8FmGzRC0+lUw+FQx8fHaceaacsQ0N27d/Xy5cuklPzX7XZTPJxCwkUa04aGybTJLdz6nlyM0YqWdXpMcddtr9erHdbEhUWGTPhMRJlUzBZw05GLj+wH5ymOPxp3K3r/n/MWXR8XnyN9qGBY+Fq3GPLyPLTbbe3s7OjRo0eprrhVnrTNZT8tm7tceGaZouMcxvH5fyJu9sWK34o5rnO4DXpMloO4jsCx8dN9j9dc1+XlZdor0O12NZlM9PHHH+vy8jIb434tzuO20vVBPM1mU59//nkNUTcaDa2srGg8Hte24zrWzeMpeXQkhZvE8/8RpRDBNptN9fv9WpyOu96siI0+uUjS7XbV6/V0eHiofr+fFmyePn2qO3fupBglkT4FlsiECiLGC/2MEaAR48rKirrdrl68eFF7JsdQ0s1xAS4xW0GaL0h6nmaz+QYZb9l36MqlKAqtrKzo4OAgvfSBLqSVUlSwNDaeOxopzlnMwnFh1oHrieGQONcuvuf8/Dzr8lpgacCioqUijHPr56LxN99wPFEBu29R+dHQE/XmQg3koZwSiXwVPV2O1Urdh6q5L5YTy12Obz0nNKquN9KHfaJx5zzntohTUcd6WcdsVj9F0f0gWqfXQrrlaEPdE3WOETmNgE+2PD8/T0kFDgMtK6+N4jYTrKysqN/v686dOzo+Pq69NoyvLzNxfOoflaA0T7Hr9/tqNBppqzpfXku3xhavLMuUheGJddzQRGy1Wrp//74+//zzxJB29/zdhuTFixc6OjrSnTt3VBTzFy+UZan79++ndinQDAlYCD3OZTFCC0REntycRCVNRcDNLHEBjN/d9mQy0fb2tv7En/gT+vDDD9N8OAywvr6up0/n+60mk4mOjo5qHg5dXCtHog6Oraoq9fv9pCBibJqC55IT/khXCzJRFBUOxx8XGV2/Y82eZ3uJnM9ms5neNCTNDSvPqHa/40s76Cqbv+xN5RbcOOao6Jd5bUzzc2iANDBNeMYM6U8+j0jftHKdMTWOheeKxPUR1sdCuSfAoYL28/Z0iaxNc6Zaco59X85rc2HKYY7+/IvevfnIvGZ95o1Jjq+/6qyS10Jx2z2Q5rvOdnd3E+KlhYoLmP6MiKfVamlvby8dZjSdTtNmEjMgiWeXLy5oeQHQK/ZWXkdHRzW04MlhCMFKczqdand3N6Hw7e3tZAho+ZcxacxGiMrKv7s+p4TZSFGBkbGICnNMGhcHfb/RgY2VD96aTCYpn5pz47FaIXA13sbTgkSlZENn2jtk4+t+nuPzNYYUGGN2P9030980YN+lxSNSGcpynxj+IZ03NjbU7XZTZpF51/Qwv/DM96gAXV/M/OF95KOInnMue5xruvrRsJMuLpQ/0p/9dh2UG2ZMxFi4FbG/09szaiWwoHGMY2OoxtlX3MVqMBbHGsftMeW8as5HLOTt3FqL1wMYIWi1WmkdKReWyraTs8g/69JqtapvfOMbGo/H6awKnqdhBlmWUkXmtZtmhqRF9vcYV825QJGxWCgwvk7X2cVM6LBBp9PRxsaGNjY2JM29Avaf/Y5C4HbJ/GQI18GTzmL/rTQYF6Ubm1N6DOXYKDovvaqq5EVwvtjfmE8c6cw4Kvvq61S+His3FHlhkMqUoRi+DJYhhhiP9P1WBpHPaHDIb1H4Hb+2kfFJh35uOBxqOp3W1gMi+CBfu+T+p7dA/o/I1uPi+KnEORbX6zb8vJ/p9/tJ6XD8NEicP9IrAo6oaHMeJe+lZ9ztdtVoNNK6U+wv5SOGwlhnHN+y8EQuHOXCjCW+EzWH2O3Rmx+9JuXdyVxTuj7/5/WNcc9msxTTjge8tFotra2t1bZdR6YwIcuyTO+WlFQTVjNIRFRUXJ5su65xlxXDFq4/IjXGkhuN+SacwWCQslCm06kePXqkt99+O2WceKxeIKQwxXhndOejIvRLgiMy8nW6/7G47zHebmE2TU5OTtTr9bS9va3RaFTrS0yBojBHOtJbicaQvOHnPE+M/9vFpMfheLt/Zx1UIqZLv99P3pmVvVGZ+8sxElW5RPTI+G5U7nHtIM4BQye+L84nFUn0RjjuWNwXG/iIwhlWYgaS/4xeqfzfeecdPX78uPYb2zM/5cIL5OeVlRXNZvODxtgnGmbXNRwOa6g88g69m/hbDDd5nmhYeB+BFPsVxzWdTpcq7UiX6XSq0WiUxloURe2dnfG8o1hei3RAIzefCuff/GmlR8VFi0rUwglkfJVMyLrjxHLhKSptP2MF5VBOTLLnJNo49Hq9lEbo133FcfqAfCo2hlE8bj4T+1gURc0t5a7HoqinlbmvHB/bjPE76SZd7vz8PC0cxvcamvZkWM4ZU9Ok+nG6pAlLLuuCmRqeZ6bzxXH5GbYtKSltzvuyfPY4zhx/kParq6spd96GnDSigfYai3mLvMCS82p4HzfjEIzwnhhDjQYpKg3S3HNBZb7MY+WicCzk7bIsdXZ2pouLC62urqrf79dAUJyf58+f6/DwsBaKI8+yzzx1MZdy6DAtwyC3Zb+4LYIO9s08TtoScLgPXoPzS8qdKnx6erpwZn0srwXi9kAj4pVuFFqc+KjATEi/MDcyknQTX/KKLRmbyCDnBrvO+Od4uWPkdoGJfPr9vtbW1lQU81DGcDhMmxvYVzIdXWGO0deim8p7GRemEOaQL9GC42x0wV1IC7urjx49WvBKohEpiptTCJ2BwpPhjJ48J+12O4UXOEYzf7vdrsXDHcdk9gmRv/+YKhkNPudXqq/4W3kyZLeMv6qq0mAwqC0iDofDmlcSwUJcezDvGx3m5jPHl0SCNg4RmXNe+ByNR47u7nPMLbbi3d3dVSxRBqIXx7pieGc2m2l1dXXhhEXKbM5Q0wDyN3ow5jPmgdM74jz5WYZZc0CP85WbH/KMFyL9++rqajLo9LT5XK68Noq73+9L0sICkl2RqBxivDLHaDkF7MWKGOOMaGs2WzzT2FaTCtMKljFe3+s2rFTu37+vdrudUvVc4oKVpJoRIS3cB8all3kFHodRtnSzek+lQ+FtNOabS5YJjfvrwvhiVIJW2mVZqtPpJAVmQfFY19fXk0A5zMFQC8fpBVfmwudW4L0Y7eLsDc8vlXNEVKRhVAacF/KZBdfoyX1++vRprR/ky3a7rbW1NT1//jzdH48+yMV9c6gyonB/kjfYtutg/j6VLEOFNCLR6DkzpNVqpUwSKzyGKlwH5Y5jM68aedPYcZzse4xRs7hdj4GbpHIGyr9TvqT6WfkxRZfrIVGfsN6VlZWUgRXlzrH6VquVDpqLc5wrr8XiZKfTqb71rW+pqip9/vnn2tvb02w2P3RldXW1dpA9kQ6tXM61iYosKnJmd1ggiVCiMMR8WOdm8zVgUv3IUb8GazAY6Bd/8RdTrjoFxPVzTIxRRqXoxQuPz/URJViwIhqLKNPF7Vq4uAAVS0RIFGCPJRoTo+p4+p6f5ydpQuUVDZldYIekiKhZJ8MeNiARBbpe5x/HOqgw3H8Loo035yGnSIimSAPTOWYhRDBinmQ/rPSKYh6O89hcrLAIQtiHtbU1nZycpLZjDJcKzG3fu3dPT58+XfAIIz0ZLzdvRR4hbX0vdz/SwC5be8h5e6QXQ0ekDQuBkaTsgueyQtTNfjH/29d9j8Nh9i69GOl31jYaDR0dHWkymWQD3a9FjNtIa29vL5370Wg0NBgMdO/evZQy5h2Mdr3X1tY0HA4lLWaXRMaIQmM3y2ECMnZEsVZmJL77fHl5qXa7rX6/nzYP2Ro/ePBAX/3qV7W2tlY7X8VeRM4QUYHHg3B4zXXYcJg5TDsj/pwRYowuohcXxu9faf0xBtKY3xneoHdDLyV6P3EeY1v9fr+WW5zzICTVcmWXGRfTx8jTHov7Upaltra20tZqGm73xVv/3Qd7G7E/HvNsNqvxoHnP9/gzZ4SpBFiPCxUlkd6yOsgDNDr2MKmkGad3IY/leJZesvtMmjAWTtrTE4ypk1G+I9+xbj4Xxxvnh+iac5IrOQ+CdC6KIu2poPEvinnKqOWWWXDLDtyrtXvr1Z9hefnypc7Pz9NBTVasZ2dnyaXwCV5lOV/E2dra0p07d2pHa0r1E/2kG0a0MuKk55A1ra8ngeEGK2Zpjg5OT09rMSr3YTKZ6PT0VJeXl3r48KGKoqgxve9n/22JfZ330i2z8bJiMEJg/dH4xPHReNDl58luLnEB1oWM6DYZ9iGdeT8VVBRuKmAbj9wqO91pCmEMs1C4lsV/aRBdD5XJbDY/utdhJtJXusn5j54RvbjoGXLBnPWZXsti2iw0vhFtR2WYe8aZDHzG9/iPKNR0oMtPJRUNQgQbvpcL4HyW7duImves1OLiaAx9RL41Ta03WFzX+vp6Msqee7cR63Jx3x8+fFhLAPD4Pf85JTyZTPTs2bM0twYXbPu28loo7tlspoODA52entZ2Qs5m8xcV3LlzJ7m8FgS/oNeMVRRF2im1TBCMumiRo7U20alsbP0Hg4E6nU5N4Xnio3BUVaXDw0P96Ec/0tXVlfb39/X9738/bcjgJPMZbxaS6gtXZjiiARoLKzbGvyPy5rgjIveYtre3a8qLNKSAkV5SPUuBqC6HHPk/n6ECL8v5sZ32tGgIKBz0kjiunMCYPm47CnHkSdOAdGI/TWOpvrHD7Z6dnS1kzERgYFrEezgOGhj2yXUQUVs5MVvI4MBKjwbNOf+maeQZ9o+nL0b+JJqMsuBn6Gk4jEJ5ZFYHja9lwnLPPrEt9sGF9CPfxpj9zs6Out3uwtzEulxIn5WVlQX5opFmiejdtO52u2mdj4vby8probilm916Z2dnaXBe9DMzrqyspM0fzWYzoader6d+v6+NjY10ZofrJNNzxZ5MSeEnU1OJ9Pv9FFv2rsScu0Y0Id1kfHhXYYxjWcERGfp/j4XCKd1MLJWjBYEojUzNFKiIkIiavUWbyoRGw9knXlQhM8c4evRA/N0Ls6Sz48N8/vT0NO0C5TxZAUd3O6ZgRYQU+7qzs5MMHo2GQUJUBPQ4fC951WMiAiT/UTHSgOTGQCVNOkeUaS+SxpJxVKa3+Y+eY1SUPGI4GtpYcgqbdboNX2O2WBxvTuH691gn0T7ngn2IStbyRJoQ5X/yySfpULHIE9FLJBBqNpv6wQ9+UFO0EZD4N8qF5daAp9GYH5O7sbGhXq+X5GtZeaXiLori7aIo/l5RFN8riuK7RVH8W9e/bxZF8XeLovjw+nPj+veiKIq/VhTFR0VR/JOiKL71qjY8QCNbourPP/9cVVXpwYMH2t7eVlnOzya22yTNj/fc2dlRp9PRysrKgpKKSMmEjMjGyLPb7Wp9fV1bW1vq9/vpUCUiU04SDQNT6WgkLGBvvfVW7RqVq2OkZoyzs7OasfF4onBGNOt+uU/xjAvWRQMhLSLnoihSiiPdRyuh6IrSG4kKaX19fSF2aPpcXl6msIjrt/tofrBxIv38F13V6OZGb6HRaGh3dze7Bd73UTHz2bK82cJt/qHioeIgwqLS53M2MvyjwaMSiwrLLjmLr1NRmjc9Ti/YkQ89Lt+/DOFHfms2m8nwRvTLex3qzBlUPxv3FcTQC69xrDRG/J+0dE59BHasx+NhFkquWOkS3HFO2MeoC6JceF7LstTKyop2dna0tbW14LWwfBHEPZH071ZV9cck/XFJ/0ZRFH9M0l+V9NtVVb0v6bev/5ekPyfp/eu/b0v69Vc1QPfE24UZDjg6OtLZ2ZlevHihvb09HR4epsHu7+/r4OBAo9Gohi5YotDnrLEny4uf29vbGg6H6XAgI2xb7cggRVGk13lRGF2fDcH6+ro2Nzdrk+LJPz8/ryGQGFc3rWLckUaHKIFMHXeNkmn5koOoUFwvacksmhgKkG5CS/EN8t5g5BfiRsGgkbEQx3FwfokWqaz8W+QB0zHHJ/RCfD/zzckvsd7oqdGAuJ98LhpezgllgQLutnN9cfjAngl5gv33XDabzRpIiEZtmScZDZl/n0wmtQPLcojTbXEe4tzE3y2XsV7yQy6kEZWjDdW3vvWtBcQfja50w4dcfF4Wdry4uFh4GQLX0dyeExciXTwGgiDPUW5s6fnbrEr2gaL4TUm/dv33p6qqeloUxVuS/reqqr5WFMV/cf39b1zf/wPft6zOsiwrZ2UwFSsqJKKrTqeTDjni1lcTxMrFRI6THtGP22g05on5vV5PVXWTedLr9fTgwQMdHBykBdPz8/OakNjNOT09Te7O+vq6er1eMgLMPKiq+lkd9ALorlvRuTj8wh15uayEqKhZeEpeFMocjejWlWV9c5BpR2HPxehcr8McvpfIxf2JCpBoJSo4qZ6+xfatLBqNRjpt0Mcq8LrbimsEg8FABwcHNcVOZOo6bPRcrMj5Kd2cxhfvoUKLvOo5YGZFbIs8EOf5VSfNSfUzxulFEiS4H24z/h+NDufdcszFWT7PE/siwvZz7gsPniKwaLVaunv3rn784x/X2nY7/X6/FnqbzWYaDAb61re+pX/wD/5BzSOJ9HTbkW+ix845JZiIytz991u6yJOes9veOfkTbcApiuJLkr4p6R9Kugtl/EzS3evvDyQ9wmOPr39bqriv606TxUFHhWOhvLi4SEdq0vIzdGAFwRLjhS5kBLvuZVmmM6jX19eTa/3uu+9qMBjo008/1dHRUVrg8a7NXq+nr33ta9rY2Eiuod9Sz3iZlSFfKEA3y4zjHGkrLsaxfa83QJBuvkbklEMtbtMKKeWpiQAAIABJREFUOSJpKzJ7H6zLz62trS1ssPE4o3digxvRmMfJOWeMmPPEkAJddmkxB9e05F6AOA+xL6aLPTkq58iTUblRcCmsXsB0H8jv/s3Awb/Ti4rGyWOOmSGxb7HkZIOLh1TepAXbjJvkojG32+81k+hBEXFGlBrnLvcb9yowrPPixYvaWDmvjmG7rrKc71f4vd/7vYVxRXoSpLhP5vnIbzTUy7wC0+zi4qJmsMbjcc0YLCtfWHEXRTGU9D9I+rerqjoOSq8qiuIngu5FUXxb81BKmlSuMFOxxI0JObeNMUkzgq8RDVHhEG16A0W/31en09Hu7m56u4e3qz979kyj0UiPHz/Ww4cP9fbbb6vdbuvZs2cpHHNycqL33ntPd+7cSVZ7Op3q9PQ0Gwe18i6KIqGxqEiILKX8Ahb/9zg9xs3NzZSx4/uoECPSJYpqt9vpTTl2h90eFy13d3drDOtiZM++e56psKIx4jMxZh2Fuqqq2iYLf5fqAhhDQaaTC0Mw0chEYx+RPfsaaUtviEqbys70j7SyIo+KngqVuw79GxevY2iI8pKTh9lsVntjfOTHeIpllCXXbyDjwjmMCHU0Gi0ADfIzacO5oAFwGM/zJtVfRecS+ezo6GiBV3LPuA9W1D7CISpaX490kW7eKkQv+/z8XOPxOKFvK+9c3xM9ll6pd7qludL+b6uq+h+vf35ezEMkuv60qXsi6W08/vD6t1qpquo3qqr6paqqfun6/1uFk9+ja2siuTiu7Ps9wTmj4N86nY52dnb0wQcfJIS9ubmp4XCozz77TJ9++mli5IODA3366aeazWbpmFa/AKLRaKQF0hirouDxO2OTVMIU+hjakW52xY3H46RcuJWexizMZ40Oufi/P52nTiaiyxrj3w4xEH3Q8FBpMH7IHH3pRnlGZE1vhPQhb1CJuZ+u3/10fYwtug6/iLff7+vtt99OaJCbQjwurou40CgTtbJw/KyPfGnPj/ezGOxw3I7PGrj4mVxuM/nBtHc7BhBeZ6ESIkL0Zy4+TpROLyTOcQxR0PCQt+JCuL9HmkiqndAY6U6dQH5wP3NpojQcMZOHBsspl24ryppfUTYej3V8fKyTk5OkyI2+o1eSK18kq6SQ9F9K+n5VVf8JLv2WpF+9/v6rkn4Tv/+lYl7+uKSj6pb49nUb6ZOKI7oZkbE5CXyOb7qh4DPBnpPmWFe329XJyYlOT081GAySK+QFUu9QNGP//u//vvb29tTpdDQYDNRut3X37l2tr6/XGDgROyPAVr4UvuhN+Nm4yMUT1HzPxcXFQsrT8fFxog2FjG5qdENNm4jqydjeiWgh827R6I4aSTBGKM3jmjY03W43ZQZRSTirx3Me09XchoWPLj+NBL0K992/xfzk63OQdXZ2po8//riWKeTxsv5mc/62m0gn9tNjikZbmgMNZ/ZEBehClO6+euxE136ei8eux8841Yy8SGNHwBEPcaKRJ69Y4bIOImryG/ndtOIJhwYEPEbC9XGcEWTEQj6M9KTuYB3RuNDYS3OAF/seaZ7LjDHtRqNRSrY4Pz/XyclJytpyqjHfDLWsvHJxsiiKf1HS/yHpO5IM3f49zePcf0vSO5I+k/QXqqrav1b0vybpz0o6k/SXq6r6v29royzLygJMAubirLSUcXdTVOSOT/s4VZ5DwTq9ys7448rKSlqMvLy8TG7fdDo/d8QutJXS2dmZqqrSN77xDd27d6/mDZCBo4BxzHTfrPDiTkhmUkSGjHExGjrGH/18RLFeI/A4pXrcz0LPDAKiptlsls6W4TM2JJ1OR4eHhzXBpkIDPyQl/+Uvf1kXFxd6/Phxbb6jUHu8dEUZOjAdIr0cziJKpQIiPeO8RSVtAbSx4Usm4mIXjZPrnk6n2tra0tHRUU0ZmGfcXyJE9ynWT8Ph+6S5sfdbi5aViOwjr7Jtj8XXcoXy5v/pNUv18EtsKxqwOCe8L4I99pPyQIOSM5Lk6WULv24vt2BJw+I+jcdj7e/vJx6ZzWZJL52fn6ezfNz+tRxlNfhrcchUWZaVsy2oUKQ6GifDEMlE4adr6wnwgfuuy4zdarUS6jOasqJhQrzj2IeHh1pZWdHDhw+1t7eXjIFPo7tz547eeeed5JrHVXTpJm56PXZJ9bzZnCEiHViiS+ri/1dWVjQajWoH97heGwYKkJmaioWxWY7FNORmqBwSyQnJzs6Orq6ukjcwm81qGTbuZzzJj685o9BaIbl4vt1vI2OiZ9MjKhH30/eTb+IGJwq20a/r4XG25GGe0BhRXzzylga0qm7CaWw/KioXG0DX5+wo86rpxTBFv99PaZtxPC5EpREs0eCRT6L3xkPSOF4mF5AfOU56Kq6X4ZbY5jJgR9p4XeTi4iLpDRs39ymG5WL/2bd4n43SwcFB0jlVNU+R9VtxnOhgXjo7O1uquF+LY11dcqERolGiCCLDaDHN3M4Mcd2R2cyo3j7P+xxuGQ6H6Q0pn3/+uWazmV6+fKnpdKq3335b/X5fRVEkV5cuLxknKt4obFExRqPEZy3gZia3ZwVCxTEajWpM6jTKo6OjhcwO94vtkv6uJ85RRGB0zzlW9/vq6irF9oiSqKwt3FzoaTQa+spXvqIPP/wwHc3rdpiRwnTDXP+o8HJocpk7TnqzRPDjPvhlE/bqxuNxDdXTK+NC9mAwSAaVCiHGlB22cgjPSo5hCtJ9NpvVDCxPmfTYTk5OFvYpRCXFcdKo5xR2pDvHHulm2scFZYaFTFtJNfnmXMaQJA0TPY2I7p2hY+/L9bTb7do7WHNGix48x+xnGK71y1QMXMqyrL39KvJlrrwWW96JgGPGhK97orkd1fdFxOj64gaKyJCDwSApXgq646h+UbDDK3TnxuOxPv30Uz1+/Dhtx19bW0uC9OLFixSrajabGg6HqR9xd6L7FsfN8URGJ+KMC3W+j1kkNEij0UitVqu2QWYwGGg4HGY9HipWKwvS3nQyfakA41jM3D57gkJpOvvER47F7Xzve99LZ4WzT2dnZ0lxW5FxzskP5jMqpQgIGEuX6iEJf49o17SjQnQIxEqG2VPLFrG4Y5ZGJ8ZOSU8u5vLQMs9R3CFqPqQ8+LrbjsrHNI8KLBpqX3Ofc/LJ/8lr9DwbjZuT8mj8Y1/oPbmQVm7rNqPLcKp52J9eS/Kz3miXK/aoIsBxW/bCeOa/zxzyGlzOg47ltUHcJnzcjJJTIFY6fBFrRKVkWm9ZL8syudCTyfyt5D7gnIbBgtXpdGrn5bbbbXW73bRg2Wq19PTpU11cXOib3/ymOp2Onjx5os8//1zSPK3HYZPourOvRIBm3FyIgrSKKCgKM39zG2ZEC6UFvaqqhVQ/Cx0zEPz85uZmitV5o1MUXiLfWC/DQ/YQ4kH6VuIuvkYF5E+P2XQhGuWzjF1zcxZj+9L8CIXBYKDnz5+nfkZ0z/hnjBfnMiLYV88NQ0KmhZVszvBF4BE3RLn4eeaEs444Jyz0OFxIMxov8usyBM1rUQFHHoz3cj6Xear0wuOaV67QGFG+IsK1Ar+4uEi56L7Haxlu3/02D5sfTCvpJjLgjXl+llvrGbqkAcuV1yLG3Wg0KgfrpTrjR7dEUkrBMmqLiIWhAWn+NnXvmjo+Pq5tVIkuobe07+zsaHNzM8UEnz6dJ8acnZ3p+Pg4bWP34VF+zpPzwQcfqNvtpoVMKzK7Y1Y2ftsMFVCu+HpOEbpEdBEVN8fMOCXvYd0xx5iK0wJihRORmPvjepg9syxUEfvG8bouGlaOPwo8+2Sax7URKnIK8crKisqyTALLhU4WK7NoRCPajQAkhrTo5XCe4vUcvXIKxJu6Wq1WWjSPffAcfJFCBNxoNGopipTP+Eykl9G55ZayZ94iD0akTEMblbufY+hQusnaintE4vdl9MiFnmgQYz2sg3zsOSedfOxz9LL8EpPrF1xkrdBrESqR6q6/J3gwGGRPtZtOp0kQiWaWGaHRaKSVlRVtb2+r1+sthFv8ybQ+Lzj2+/2U4udQgt9w7uMc7UpdXV0lN9nphFEZl2U9HSsuUrpwPGQK06CqqlreM5Gb49gUgoiGl7mfbDsaNRbPlRdhmTdMgWNebTyuMsY+iTSo9CIqtTLm3Lm/b731lu7fv19LiWQmkX/z+BnLtnAeHR3p4OCgNka2QfdaWjyLJKJqzr2fK4oiHRNM95rP8znyOmnG5/y7lcT5+XmiF40AETNpEftpXnUfcwg9th1lisUK1O2R5u6X2zHtIrjgfW6PMhaNm7e4R++NfSJvx/bJzwyl8d443tyZJDFyYB5eX1/X+vp6Qtv2am7zGqTXKFTiYmKsrKxIUg2NSjeM6e3XjLfSjebgLy4u9OTJE7311lsLsWQzgFd5HYs8OTlJp9k1m029++67Go/H6vf7arVaGg6H2t3dVa/XSylcPJ1wa2srte0+832TXuCU6vnS0iLzmSZ0ia30cwrdZ5tE9M1wwTL33e27X27X8eOdnZ0UJvEzVFC5LIQ4LvbH7bB9Khteo9Lkm2y80FaWpY6Pj9OccpHSSvu2xZ+cR8NQgOkg3Shr3+/PTqejdrutk5OTpHQiojbdbYhoPIqiSLtVj4+P033ReLpeZmdEhWe6UMExJOUSUzOp5AksiIijhxF/W8ZjpilBA9sjkibtWOgBEBxE5R3PAaIR9n3T6bSWbUSDEjNcqMgjr9Jji14zwUKMELg/a2trKbMk58HE8tooblo6H9s6Go3U7XZT+hKRmBXqxsaGLi8vdXR0tBBv4yScnJwklM5cSWnOCM4geeedd5KLXJZlStcxquQ7C6uq0sOHD7Wzs6ODg4PU77hd2KUs56+/+vmf/3n9/b//99OCiMdPgYobGKJr7fhYTA9zO6YnY8WkW4zTReVg+rjulZUVjcdjnZ2dpet0QYmezKjMoPAzLhxbdOXb7XZNCCOfMPbuMZlePFOZWSbMiXdMm/Fe180t+u4vF12djkjXmZ/T6TTRiHSiEXTh23iYBjkYDLS6uqqjo6MFxOkxUxlHo+bvcVMM+YzjNegxkh0Oh2k7t8ur5jCniKnQXHKhKdbleeTCqeebSs8GzmfbM4wR1yQ41liYF2/jznALx0J0Tflkn0yraLgov+6H9w9ISm/0Mv9dXl6mVNlceS1i3CU24NhtHA6H2tnZSYNut9va399POcmStLGxoQcPHujly5d6+vSpqmq+amvBarfb6XkqfiosIrtWq1VzWfr9vlZXV9Mpf/fu3dPBwYEODg4SKn/vvfe0vb1d231npokC4/RDHzjll0bE0EC08rHk5owC46wM5+OCzrW0uagw/Vt0/6pqHvu34YvIwgLPuJ8Fz4t3dG85B8y1d8lteIh0YKw7ojYLaazT2S9EaNGoUakYDft5jo10iwouhqAiYqRRYrzU9zs0wdekuR7SLyoizwuVXi4mHsfkPpAWy8a3bEzxevwtt55AeuX40TQif8Z66dWQRrFwrimXcY2ChjbnpZImPBzOtI+8GEEVkTp/M/85/j+ZTPSDH/xA4/H49c7jpqJzDrXzeJvNpvb399NhMO12W4PBQOfn53r06FFCJkVRpLxsIkgi8LhIQSXl9vzM5eVl2um3v7+v7373uyllp9Fo6Etf+lJSghQiIgfXb8/h7OwsLURE1MkVaPeJSozpiGRoolwvanh8ZD5p8UAqC5LfoM0xEA07BS8nzET9bMd/DmdxHSOHxv07Y55+LrrbVnaDwWDhfY/eev/ZZ5+leqM7zXb5W877iPdyrIxvW5lGd5g0sULwb55PLlg6LY3P03BwsS6HyA1+uCYQUaH7SbrHw5HYZ9bNQr6NcxkVMGns+6hM7bFIc/nq9XqazWY175XyTG/DgC2GSxgGcuF46HXRKPJ+GhvWlTtil0rYdRIcLktJNI+W5c27ARhPj+W1UdyRyS8uLvTo0aOkUKnYV1dX0wLi/v5+ep5v4XBYw8zL3U9UaNJizrh/82Ka0RuZ2WEPv1Ujuq6+10rN6DpaZguiP9k3KhwiMzI+hToKWxQM1hcFlTFj1h/db5ece8i+OSZqJeydacwzrqoqLQB7wZmCZ9rn3FL3z9u3qcgmk4keP36c6EPlY1rb84jjjONxX+7fv6+jo6ParkLpZoemi8fIRdY4D5y7XOjA8xR/I28wnTEiTCt/z1Pkc4YHcmOIc86YMQGH+5NT7PaIYmFfaBg9FhqUr3/969rf39ejR4+St0dlRmXqkCCvk29yXlwu5uw6Iq+zv1S+kf6co1z8O7ZNulEmnfiwrLw2ipvuEN09Zg94IKenp7WFGzOi3Qzf6xP7rJgODw8T4nZ8mMzHiSTDmxmMAKbTqe7fv6/t7e3axgcyAI8QdV2OJ3KcrF+qp+BFjyB3KD4NTc7l4zULfLfbrS3qRGHKIZLoDubCKRGlGo0SJUpzj+n8/Dzd4+tecKYRuM3td4mIJxoyP0u3lYqNyprCxnr29/fTM54H18mzpLngaHoR1RHdLZu7SD+GbDiXNFb89JZ6zx8RfWyb82J6+7vbIh3occQ+53iJfeTY2FeGIDiW3//936/NSUSgEShZRqSbQ8QIRGI/c0qbBjwHhEwPywkVNEvch0DaR1DA8ZPOt5XXQnHnUA4RqKSUzeEXyDIG5ftpectyfri/4888AMgKYnd3V+vr65rN5m+Zjy6yF7U2NjY0Ho/TRp633npLb7/99sL767iYEpUvJ8zXovvFe/nMyspKSmuiInSJwkFEZuaiAnbYIzIbFQnbp6vH8EluAcftez7ZJ9ftxV0LwHg8VqPRqB1e5fpyLnZENRHRsN9+I1FujNLNQhH5Jnpgw+EwGZpouEjvZZtboqDGPub6znFHtLZM6VdVpe3t7SQjVNjx6ICYU2wDxPmMXkVcM4jejPtrw8aUTIajXL/3Y3B7P+fWOc65EmlmmSCPWi7a7bZOT09rfYlALUeXyCv+LfaJ857jDxqdeBYPjRITFSyjy8probij4soxqc96iAtKyyy/NH8bRq/XSxsq1tfXdXl5qc3NTT179kzvvvuuNjY29KMf/SiFWbw5xjmW9+/fV6/X08HBgTY2NrSzs6PV1dWs++piJidTRyXO7AUrVql+CLuZ/LY3nBix+plcX6i4IzKrqpt3FLoOKnlpUWkScfl79DiI0F0vr7tfjPW6Dgt+Toj4fVldVCRMZ6uqaiFE4k0qVKBEqaYPjXFE/o6vx9/dr+glkT4R4UWjSf7yb7nsCN/n3G3XSUVKr8B10kOU5l6lZcDzHj0ehrDotXkM8ZRJjpF8HfP6IwiLIMp9XwZ0rLwjAPMYaHzoTRMNLytE9n4up3OorzxOhqKo5EmjXMrnbeW1yCppNBqVz7nNWTlJaQejr0WmJwL0b61WS/fu3dPl5WV6rVa73daXv/xlbW1tpRS34+NjjUYjnZ6e6uXLlwlVv/feeyqKebxwOBwmVGJ02O12E5p3nraRQg4REynH3M5cXDSGbSwUEWFz7E6R3N3dTfFlMw0zB2IqXETOpCP7HRGpFZzr53pAWZa11DL/5r7mFK1U31JOGlIhRaUYY5iDwSDFo8kv/uPYyFMu/k6gwHUGX4uIk3TJCXbORTdPMY2Qns2yPpofeZhYlA0/9yqQ47mJHpZpERdEo9dn79Ohjeg1uA1+xhCG2240Gvr5n/95fe9736uFPGjM2Gc/mxsb2/L4GaIjiOJWdfbPO6RJU2efka8iHzDVMuo2yyr5kTIhSd/97nc1Go1e36wSxoIjw/i6V9ojEqGyiUiw0+loNpul3Gtpnt3hXXxGY9vb27pz544k6fDwUMPhsHZCHa3r7u6unjx5og8++ECS0rGu0+m0dqgUGdxKJY7LKXb8jYXoxIUMR8TEdvb29mqIKpcTHd1cX1tdXa25aUYLUSmQ4arqZkdcPH2NSpvCx/mKJQqAXW4iFzO586qjcuPZK6R7dPn9e/SgyEdEiFFAGYoicsqFEqi0fd2fNMisw8bv+PhYKysrtddlzWY326PZ74gO4zhivJ/3M485IswIOjwm/39xcZFkmTy6jP5e7DTfUJ4//PDDWhqprw8Gg+QhxdhyROwRYRuxL0PLPKGPi/hra2s6Pj6urX/wCGHyAeUtd7BXBE6R1+PcLSuvheLu9Xq6e/euLi4udHp6urBb0gzOF+JSaZEhzRydTkebm5taX19PG3n8pvXDw0Pt7u5Kkra2tvTVr3417Zx0EjzjgtPp/J2Rz58/1/Pnz/X+++8n4sbjRaV6/JSLbzREkmqKnnnJjcbNmSZMA3M90b32NT8TJ535yTl3fjabpRCCY72muUtcQGHbvIfXLSRuh2OIaxRErxS2KHBcGJJuhCNua+bYYl89vzEUYI+k1+ulE9uKokjn0DgWG91dxy39fyw5JRiVv2nmvpRlmd4Q5EV3Zyb5Gd/LhbCokLmwyLAWUbR0c9yv3/1IurlvfJdnnB8uxj98+DAdgcwXQbjflFsafYZizs7OanQzzfgyaaawMlQXkT2VqdtmaI5rR7GPkvT8+fMaPaL8ETHb2NK4ku7R+yAQiR7KbeW1OKtkMploc3MzbXZhbqx0QyDGuH1fnKSqutm+vrGxoTt37ujevXv64IMP9P777ycFNZlMdH5+rsePH2t3dzchF+nmfXW877PPPtPHH39c22hDy00kLM1dR2ehRIXnQgvtMIOVNs/X8H02SKSNrxl9RYNnV5CC60Jls7q6Whu7zyD2fURDbtf9cJvMPSaipkJyuMtzzPxr/+762UfWQcZmvNp9scKI6ZU5xW7B83y6T7wuqbYg7uOAed1x3+gBudDYsP8x/k2BPzs70+npaUJ3uVMIifSit1oUNymyMcxAo2oPhaEa0tT9ZyjPdOWZ6aYHj0QgTcgzOTrQyLg9z6PbtvxzrH7G82y9EIFF9IJjPxjic3+LotCv/MqvpBP9YsjD9xOA+NlIy8jLlNMYPsx5BLX6XgXJfxal3W5XOzs7kuaLSRYSKb8oJdUVJa1eWd4clbixsaGvfvWr2tzcrKEqv1z35cuXOjw8VFmW+uY3v1lTDKenp3r8+LHeeustffjhh+klnn4/4Hvvvaevfe1rKWMhLtS4HsZraYFdyOCSaoLFcV3TqbZI6+fNCAxJ8CjZuLBG5OcD3S0cq6uraattXASL53vnkEEUJqddev5ySI5nReQQslGwT7qzMZpMJlpdXU3HwPoaN/y4cAu8XXMiSAoe3VX/T4+o2+2m4wqIXBlzd7+omKlcyA9RwbC43py3FOtlOIkIL+el8ToNWJSlqADpTXJs0UMry1Jf/vKX9cknn9QM4bLwEZ8jOo79dh9in3idbUReip5x9AwtI+wrX4fHZ3NK3CUCCeur6IFwTNQFrVZLv/u7v/t6x7ilebqfz0AmerSg0X3xIGOoQJIePnyodrutly9f1k7a8l+n00kKybvuzs7O0mlwFszHjx/rxYsXKebtPnS73XSIkJU2kZcVOE/Ls8KL4RKiJe6g29zcTKEcCreVBZ+L4QkqICtEu9uu3/Va0RBpcBFXUk3xSjdxTN9P5cj5Yf1EFu4T++/2Ocd8RlLNmND1dd+4aOy59iviIgq1cncf3U+64F5UpWAZyTkcZXrHs19Mf7dDREf33wJNHl7miueMvu9x3/nGd9MmB8xyMuW6cvFvP0M5ynluVIAOYyxD2K6ThmtZZhLvjzLPefH/8WCtXCiTz9MzjMbH3luusG8EaFTQ9EojDWi83A/Xeds7QaUvECopiqJbFMXvFkXx/xZF8d2iKP7D69/fLYriHxZF8VFRFP9dURTt69871/9/dH39S69qo6oq3bt3T/fv39fDhw/TbsSY6hYVdoyXDQYDPXjwQNJ8wfHhw4d6/vy59vb2armijK1ZwH784x/rRz/6kfb39/XDH/5Qz549q50s1m6304sUjOrjJPM7z7Pw/WYMMwMZXro5vN2HXDEUxNAMGdYKy224Hr/E2EqOjOG+3r17Nz3vNtwnpyA6J5ihAiog9zm6oc6wicqIC3zx+NmIXlif6R3P9TCq5XEFVqw+Zrcobl7k6zGYZlzL8Nz1+3212239wi/8Qpq36BITEPiaf6+q+doH3zJkmt27dy/V6dJut2vo2PU2Gg2trKxoMBikPnoMVhLkMwKYnIKP6JP1uZjHyGuRF6lsSUvOy9XVlZ48eVJT3rFP7JtpRCTKtp3Syz76WeoE8ng0QDayrp8hHvafPO3fotEhbcxr9Gbjjl/G+6m7IkDh/beVL4K4LyT96aqqRkVRtCT9n0VR/M+S/h1J/2lVVX+zKIr/XNJfkfTr158HVVV9pSiKvyjpP5b0r97WQHHtCnvxsNvt6rPPPkvvJYxuhb9TKTSb89eDPX36VC9evNCdO3c0HA51dHSkDz/8UGVZpmwRb12+urpKm3HOzs7U7XZ1cHCgRqOR3sI8Ho/TUa2uQ5ofwyjdMJFja9PpNG0sYP6vwyZGnVFZ+JOuOdEqU4fcnieYqNzMubGxkVIbaRjoNjvEwDrW19eT98HQj3c7sm0fshORtpW7+0RUxDl0NojHzayhiP6iWx4Zu91uJ0GgkFCxuR9+djAY1M7BcPsXFxeJLnTbqVS5o5fIlsemciFNmiumly9fpmwJ38O86EhHn89jXuNWd9KD9KKx9vxFxByRX1R0HhvnjbnJOcVC5ed+UlH5mWWxXq5JENVPp9O0UM/MlqgomXa3zGOI/XQhGIz9I41iiCf2gwaF8hNDmuwX02lj6GhZeaXiruY9Gl3/27r+qyT9aUn/+vXvf13Sf6C54v7z198l6b+X9GtFURRVzme7Lp1OR5PJJK0kS0qKNefm8n9pLrTvvvuuDg8PdXJyktwML3hMJhMdHx9rb28vTb4nmfHi0Wi0sOJPRu71emq1WlpbW9PW1lYNwUQXM8Y/fU8kgyefyttKvizL2uYOKmoqeffTSruqKq2trWl/f78WX2ZpNBrpKFxy40cLAAAgAElEQVS64D7PmkjAiMILux43lV48+5h9cvtkykhjXo8x2ihwFB4eLhTj/owt2o2nwXMGhftnfnGmkOeQ44n8l+u3jfhsNqudGc85rqr6tmaOyf/3+/303WOKh4FFD4w8FDNwyG+cm2VuPHnMc+QzgqhszU8cj9uI6zucb86/r3EMXLAkgPO4Of6o9KLRcWH2EsdPRU9+pMcbPSueNBlLzsPl2p29SPMu58+e9G3lC8W4i6JoSPp/JH1F0n8m6WNJh1VVGQY9lvTg+vsDSY+uOz8piuJI0pak3VDntyV9W7rJrX7y5Ikmk/m7IONmm5ySdCnLUk+fPq25zM1mU8+fP9d4PNaDBw9UlmXatuzCdKjrPqW6bUS8gLe6upo27fiFn2QOuo/+ny6Y6ze6IpNZ6XjCiO6MciaTSe0wK0+sz6UwI1tRf/TRR4mp/MyytCciPRe35X6SQaPnI82zRZyXTkQW44tRIGLIodfrqdfr6fDwMKF6LwxLiylgw+GwtnDE+iJyIcplGMfjjacjEsH6+Wh4t7e3dXR0lBZOPWauWURasV3yDxUu9weQluYT8i4NVUTZkR4MKfAz8oS0+FIMe5PsCxG+i8Nk9lpcbzQkUYajUWdogyCB9Iu0dT0GMDH33949AVtEy9GD9ctVIj+tra2lY6Y5foKD3LyYljQiEZRG2sfyhRR3VVVTSb9YFMW6pP9J0j/3RZ57RZ2/Iek3JKnZbFbf+973ai4nmTg8V3NXW62WBoOBpDly39vbU1mWevbsma6urvRzP/dz6vf72tnZ0eHhYXoBLK2nVLfgRkplOd8m/84772h1dVW9Xi9tAKCFprIm0mPdHJeVF90sKv6odDzWKBzx3ZkUQJ6J4D8yUQ5pWlnTW+AhQFVVaTgc1l6xFFGLx5RbdPN9fH2Vae1c9gcPHugXfuEX9Hf+zt9Z2EloA7axsZHeFOJzT3ifSzw6lsIS54RC4+dsLKk8o7F2iIYlCiIzPUh3rk1wrAy1kGdynkxu7LH9nJKLYQwDBiqW6HlJN0cIsI3YHz5j5et1h8jXEZCRzkbs0fC77khP87LnzjSJoSCvd7FOjpuyXFU3ITSGK2ezWTqZlEbXfY6H2LGflpOo66Lcx3lj+YnyuKuqOpT09yT9iqT1oiis+B9KenL9/Ymkt6872ZS0JmnvVXVzB9jKyoref//99OowafGsX8eh19bWdO/ePTWbzVr6lRnPeazdbjcJC102C47fcEOUPJvNtLa2prt372o4HCYlRmVI5eVPLp5INwsVzpxxWCG6qEbFbieXsWF6OPuDBzPRbSdaZv8YLjANuArP56TFPGl7QvyNQsbfXb9faBGROhdNbTieP3+u3/md30mGwe2ZsSeTSc3DcNaIUSoXnyJazWUt+BrRthW854PotizLtJmr3+/rxYsXtTc0uV66ygYYq6uryYOj0qRHwTkkrXwveSUXdorzwrRZ0zgCDaPoWD95PCJC98v3MLXQ2U++1x5wNHBU5HEMUTZM+zjO6NHkjFTO6+UYibT9na9E9L3sUzRCnD8uotMgMdOMdIwySkW/rHyRrJKda6Stoih6kv6MpO9rrsD/levbflXSb15//63r/3V9/X+tbjMd7kh5c9b2/fv3NRwO02JiVARkln6/r7Ozs3TWSLM5f9/j1taWut2uVlb+P+beLEa2LLsOWzciM+aIjIychzfVe1XdNbAa1WyyQLpJkBJgwJIg+cOSCBiGbAjgjw34xzClX0Mf8petL9mE+UEJMNqyAUGEYRA2bAgECZu0m82uqWvIekOOkRkZkTHPEdcfkWvnujtvvqoGbSEPkMiIG/eee4Z99l57OPsUI3kUNAojmVwcSMyNOgz1y+VyFpmhziCV6LpwvBmBDINERQY1GAwwHA4jZiB1YNBOpyFtuVzOmIK3e3lVU5m2XvdoX9uq9ahqzrGiYOO4a/ggfwdwawF5RK9ahgpHtmk6naLb7aLT6ZiJC7jtyFpaWkKv18N4PMZ0OrVsjxphw790Oo3d3V17B0+W8eOnkSp3MRDmBEmlUnj06BF+/dd/HZubm/ZORZq+/3wHhYzPhufD2bwAUCbLMVHbci6Xi9zL4tsARJE0mZjaj3mNNECa9DTmaYsbw1QokCZYpzJRBWSeDjWixTMwT/Ma3eVj8JV3KH2SPtRcxLr4vN6jc0q68vTu6Ubnz7fZJ1DjOPAZ/X5X+Tamkh0Avx8s7NwJAP8iDMP/OQiCzwD8KAiCfwTgJwB+7/r+3wPwz4MgOADQAPBb3/QCRRNBEGB1dRW5XM4y8vG8SA6C2jmZl5upQcn0u90uHj58iEqlgjAMUavVzDY9nU6RSqWwt7dnjD0IAtRqNbMt1mo1ZLNZa6OqdHdJcBIKidarP0EQoFKpYDQa2ak9Wmi7VGIlYvOLUolc69fkN8DtFJYkOjp+2R/VJmgu0fwR+h7e56MsKIg0suKudmrxC55163NcMHxnLpezHXo7Ozuo1WoWecA2MfmSmh48mo1ri46DMoAwXOzKffz4MX7t134N1WoV1WrV6FLjmNnvXC5nuV+8OUwXqZpS+F69T+/XNiaTyYgfQJ102i7tj6+X4+D9JXcxz7i5pKknDvEq/bHNLH7jGT97rYiFtKDhkDqX2kefEEwLwYRm6SRP8QDJjwfbpOtV++jbTUHLenXPgWrAzMGi6aLvKt8mquQjAB/EXH8O4Jdjrg8B/O1vqjeucAAGg4Eh3+3tbfT7fVxeXiKdTlvWu9FohMFgEPFmP378GNlsFvV6Hdvb23jy5AnCMLSNMoVCwQY0l8vh7bffNqY1m83sjMtms2noO5vNmrNFD5+97mtEonp7FreNq0eagoYmHCA+pwb/M/LBL/I4ieztkt4OGoaLSBCN99Y45iBY5J5mDDc37zB8jQzf21xZtyIwvr9SqWBtbQ1XV1dotVq3kvPwvWp7fvDgAQ4PD43gOfYUMiqoAeDk5OTWwmC/OK9XV1cR2zrnxG908D6VpaUl0wIPDg4wmUzw2WefoV6v4/j4OLLJS+2onL/t7W28fPkygqLjVGRFwKqdBEEQiSxSWqIpSc1JusGJ8+6jK3SO9Dd/hqe2L66oGYFtp5BT4EKhrvNN+iBNeUbHuWRf+Mf2sX+60UXp/JvazzbrM34ta518rwIKzpNqKGx/nLDz61jLYDBAo9FAOp22AIjXlXux5X15eTmk7Vclcrlcxvr6OsbjMa6urkyVZgmCxSk3isjK5TJyuRwePXpktqZqtWqop1arodFoIJVK4cMPP8Tm5qYhbo1MoB0aiIYoKTLSOGtqASQGT9SsR00jqi6pNFekpH3lc2Rovj6OA7PI8RlFUbTlM5EXcNtkokhFmQffx/4TrfCPzxMxDIdDpNNpbG1tYT6f20Yojg+FoGoAtAGrOYHCVe3tPk7YO2+5oKnCM9Uu84zQseQ3fRDBqvmANKkojWPBfDa6WFVrIhNLJBLY3NzE6elphLF4GmE7lOlp6oI4oc3x0/lgPRobr3OtwkZD/vw9ccIomUxapIVe57OqlarWqULB99ebG9T8QeGyvLyMra0tnJ2dxfbHj40HQXrt2xYFDR4Y6Tz6d90VJqkClHVPp1N0Oh00m01ks1mjvxcvXtzvw4IVBVNl73a7qNVquLi4MGTBe729OgxDiz/u9/vY3d1Fs9k0h2W73Ua73bZokHK5jFarhcFgYHVwg4mqxnSqebVf1T5OVlxEjKID4HZeEUVeOvGKNPUdeo/f+k2CZWwomZuvm8zGq81c8GReKnxUuPA/28n36oYURbHj8Rinp6coFovY2NjA6emp9Y1MUxl0EAQ2D7pQaAooFAqRCIwgWIR38X4dh8lkYhuEMpmMaRuVSgWtViuiaeiC1sMXVEhwHJiIS+fUo1i+TxlLu902ZqeokmPsGQLpiu3QPjNTps6BzhEZX1xUjAdrccLA052nFa8peIbon/V0xPnSMfDrSjUM0hUFnwc2fMaHbHoB6Jm2rk2+X8fKAxXOHVPSetrgc2qu8mPMMRuNRmg2m+b/mM1m6Ha7RqevA9X3IjugTnC5XEalUjEzA097V0eHIhtuuuFvYbg4Guvw8BCHh4eo1Wo4OztDo9EwZsfFwHwgs9nMNl14NADcIC6iT4/S1I7rHYm6AJTZKqFzpyW9/kTFylA1WsbbmrXQ+amLRO2+igTy+bwxPSU+3qtt1/hd1udNPX4+1XnZ7/dRq9Uii0uFodqRORYcH81bQwauaI/5Zjg2OpaqjicSi5jc58+fmxmF/Y1TqWkuAhAxI6hwZfF2Uc1nwjHpdrsRJx3VYTKXfD6PZ8+e3WIEikb5XgpHzguASJ82Njbw7rvvRq6xTqZt0Pp0DOLoX8fb2+pVaHO8OReKtpXxkz50nShQibP7sw+6Bvz8ee1RxwaIas/c4KQASr+rlgtE6WF9fd3oS9eKthmAgT/dEk8h1O/3Ua/Xbc8CI9fy+Twqlcots52We4G4AWB3dxcrKyu4vLy0TqkKrFKM4UVA9DACAGb77Pf7dgI4mUC3242oz8fHx3jvvfewsrJixOCdg7rwVT1Xp0QcEcUxVbXFaVhdKpVCsVhEo9GIoFFV0RWpqS1ZCUYXC3+LY/K8NhwOjbnqwqBpwmdp9PZgv9B9n5X5qOmBiJ7HZCnaD4KbE8pVWPPQZ6Jh0gXpQQWMEvza2loEXesxcF5dVwHr6YDX1Uzl86ZQS/M2Wx0vOr85/koXs9kMnU4nwoQ8quQ4x/VBy+Xl5a1TW1iUiaoA3dzcRLVavSXE9Rk1GWkb457x9OrXDs8DVQGmCJ3rXOdG6YuIXP0jXnPw40aNMpGIRm+xqEBSQeXHoVqtRt6h/dRQwuFwaPOQz+fNPMIMpaqxFgoF0/595MqtPt35y7/h0mq1cHx8jNFoZKF4VBWBm5A62rKXl5fN2ahoLZlMotPpoNFoGBPngDKahGF+w+EQf/EXf2GnWzSbTRwcHERs3dqGOFXQM3kfm6yII5G4CQVS4h6NRhYhoWg1blF6xqhJm4Ab5EpUxZBKLgCGzfE9PnkRx9qjdm8qAmCOW9+2IAgsyZUKQ76T35WJqiBSlMg6B4OBHUVGweedxbx3dXUVP/zhD7G0tIRmsxlJR8uxzWQyhrg0jFBRoA/n5AHR+Xw+YntVZqPROkEQWJ7zfD5vc6L3KxgZDoeWHVOZnjISFY6qufg6ifK8mSKRSJj/wM/n+fn5LRrXceN8qjakCJrf4+pmUS1NT6LnOCuaVrMH/ysfoLlC2+XfqeCFvCAIArzxxhu3Ugpon7WoqUpBigpVbSvXz3w+NyZ9fn6Ok5MTNJtNXFxc4PLy0nZnk+YymQzW1tZiN3X5cm8Qtz+wVXc3KZMMw0UejnK5jNXVVZydnZnjcTKZRE6GVsaUSCwiHAqFgtmVlpaW8OLFCzQaDWxubmIymWB3d/fWAoibNLVh3aUmeZXSp2TVPimKAW6y6BFtK7Ig81NmqossmUxibW0Np6enGAwGVjedSmo6IdFqWJRHLmQYpVLJkAIAi+pR8wf7552wHsF6LcUzBn3W36dMjKYRbetgMMDBwYG1iyGgNLlx8bOtpAXVRIicFLEeHBxE3qMCSVMTaDgk7fX5fB6DwcA2TimD88zfIz7/mYU06E0dnE/Wf5c/Rekmn8/buZUegSoNewbn61f6UZr0n/V3jQ7T8EB9RusGbhzAagPX3CFcH2wjUxuzH69evTK61HhtHUPPPDlXqm3xXh0vJm/TdwML/sR8SLlczrTQUqlke0fYltehbeCeMG5OQCKxyBGipg+VmEGwsANSrQAWqUl7vR76/b5FCugC4ETydB1u1+ZCSiQSZnt8//337ZxKIOrY8bY3Mizd1qoLRtV3v6gUkXvnol+svj9an2e+7G8ikTCVl+cV8h6Os89OyLr8QlRhxKOzFOlRGPC6bhdXDYRz7JG0Z+hKE7PZDOl0Gmtrazg5ObFFw/aRsXqmFoYhLi4uLLRqPB6j1WoZwmdfdXNJHOrypiGdF/YHuEkYRGe39o911Gq1WwwiTqD5uhXZqQlHY4gVCLA97I+unzgmzv8ahaS2ad9vzoEKHY9wAUTQsNaltKrzyf55ulezkQp1FtV8COA8wAIQ0SBprvBt1zFh0fnWtaagQvs3mUzQbrcxGo0wmUxMYJTLZRPoqVQK/X7fHOepVAr5fN7eoX24q9wLUwntzqra0RSieXg5aI1GAwcHBzg5OTHGy63QioAZC57NZvHgwQN73/r6OtLptJ0oQ3UllUpha2vLVFplygAiTFYZoaJN7zgBbibW79DTe4mePYPnWPAeCgzvjfeMl3V3Op0Iw2A/POrShah1JRILJ06pVIogjlQqhdXVVYRhaGGcivBYLx2tymCVwfBZ3w5lfLVaLdJHLSrI+JkHIGxubtoGGBUsyvDZDs/4dHz1uDg1YamzigzEZwL0baYNXtVvL3z83JM+vUDns3yPts0zZ32f0psHAr5dvi8+p4kyWU2+5iOG9I/v9vTnQYjOr7ZD28/2+Lo0mMBrB/ouvsOvEe2f0ooKSY6ftieZXCQ+W1lZMQavZkr63YjEwzB6JOO3LfcCcauETyQWjrH19XUsLS1ZPmIOMiNIuPFgaWkJnU7HVFJFFVxwPAB4bW0N5XLZwsn4/Gg0su3Qqv5SqipTUpTgTQz8HKfa6WcSvuZl1qLOSDWLeNMMcDsu1aP4OAStyEXVVo2n1japiUEZC23OauZQJ+RsNkMul4tkidN2q4DTsVUHmKIz1qn36+YO1k0bYTabRblcRrVaveXk0zmj1sD4WdbHzUgEFUTpvpCBc04VVbPtqiXoIdBst2fIfA8d171e79Y9KmDjAIPPeaNomfPGsMU4O7VHtzrPymxJp+Px2HYbe3DghYQCBK/JaJ0spD8KXa2f7YkT6gpkNMqJ/dN36XpRevX1xmmmOuakJ82fFAQ3h3lwg2G5XL6lkfv33FXuBeMGFgS6traGZDJpaTKDIIiot35wB4MBXr58eSuDHTvc7/dtCzgAvPvuu8hkMpYYiBEppVIJxWLRwnGA6CYIz/hYPFPW3X0q0fk7+0AGr+qwEqoyeH5eX1+PODAp4VX113b6DSk+nlcLn1eVnGMALJiIZqrjGJNJz2Yzy1ao88Nc2ape6hgq4mH8Oa8rMet9icTNGYDsvwrS2Wxm0QKvXr3CixcvIhuQOG60RVPDGo1GqFQqqFar5gMZDAYRjY8lzvygv3Fe9QQezhvNgJoDRxmXIt/xeGz2XzIrnbM4BkrhQYGpzFbVexa2h/TimTH7pEJD3+lpSCMlvHMxTlPwdfrfVXMg7fk+eA3Bj6Xak3XsldaUGccV3x4VanFgLZlcHMDN2OzBYIDJZIL19XWjp2w2a8CD6zNu/OPKvWHcJDQyCc0bEKfWK4Nkh7Vw8JaWlrCysoKNjQ1zAKyvryOVStkOrEQigb29PZTL5VvqDwsZro/hVtudMkBlptr+MAwjcekqudVmqf1JJBIWHqnC5HWTrGrpfB4NP+TvXgPguxShBcFNhkUiS9bL+4MgsJ10HAuvmutnEinrYlhg3ALkKTtaB58rlUoWw02EzXrUgcTrb775Jj7//PPIFvJGo4FKpYJisYgPPvgArVYLn332GQ4ODizdqi569g9ARFtS0xnHStGbJjrTvuh4U32m6qx1a8ib2lY1IkM1Q5/VUTUxfa++Q4GCzkXc2lL6iKNBj4QVHev61bWr9eq61zFTEMexVr+K9o/3ey2JZlHSDd/pNU2vsSow1EgzBTNKGwwzzmazZiFgUjxuNmQdXui8jmkD94Rxh2FoO6KInskwuBHHd0bVey/9gcUAFAoFvPfee9jd3Y0sskwmg3w+b9vph8Mh1tfXI2FOcbvqPLLyqpJX9+7qq6IGIkbvaKKQ4G/cDemRgTqs+Js6fFQoxC0Qrc8zc36mk8U78/guqoR8D+/xSXTI2DQk0jMLFTYAzCGqC4TPcrcs+6VJpJaWlpDNZo0h/9Ef/ZFtuKLDCFhEkLRaLdulu7W1hUajYRpUOp22SBzOlyJQZbrKYNQkRQblNR51brI+HRs+H2dK4B+ZA2OF74pG8EzbzzGdiSoU/Fwog9Ln79LiVMArzeh3z/jjBIdfT6pF6Fj6tvN33THJ+jQhGUGH91f5d8QJI99WjhNpkEKCtFKr1SwYgqmmdYx1/byu3AvGDdx434luaCfSJE1KJFR5VSVSp+Ly8jLee+89PHjwwIiSdXDC0uk00um0Bcbz/UooumiAm0XJWHDaIGu1WoT44gicbSWz5TZcj6jK5bKp6myvt+0qM/SEXygULGJGY6XJ0OM0Fm4MiRM6arPzUSFkNmwPY5zH43HECajCQedzNlscSKwIPQiCyPmcaqYBbkfg+M/UMJiQ7Cc/+UkkvQHrIU3QRHN1dWU7dTkOuo+AC1vpQE0Q6pdge7VPOk7aBk2opH3Td8WZMthmLWQ6ihbjTAAKHIDFRqV6vW799POvhcJM15MK4jiGFocggyDA/v4+Go2G0boKP6Vpvx616K5Erw3Gaby+6DzpOz0T92ZSL7R0nrymwTIcDm238nA4RD6fvyWAvMCLK/ciyVQikQhpxqB0JDFzO3i73QaAOwckCAI7XgyAZQdUG6OfcF4jk2CJk/L87FVKrw77DGs6vnchWl+4+Uh3EC4tLUUy69GRyElWBub/+7Z6G6ESKBd6nO2WApWMnARaLBYt5NA7MT2CIgqZz+cWW+2Zynw+jyR68nPNNlLVVOea9pV/wA2D0rlVFVqvkx6KxSKurq5MQLMeFXwKKJRx+7nnO5RpKzL0QonvUjrJZrNmMtNx9WFpKgy8f4EC+pvsuR4w6G9eo+O745ifn1edH+DmiDxdNyoEWfx48nfPOH0bvTDw96mgfJ0m4d/Fa1qfBxSqGZE+KWh5GLmmLPDv+vM//3N0Op1YJnEvwgGJlumR5QAsLy/j0aNHtvuPk8WwK1VZw3CRCyKTyeCDDz7As2fPLKpEB5HfJ5OJ5VLWdtxFcMCNc4y/a6wqUZdOlhKCJwyvjrEdXCzqWNL2z+fzSOikjonWrcxFGamqYiQaqud3qWmKXMIwmoclkUhYKgGfs4InvXDMGJP9C7/wCxZeuLy8bLssdR7IcLRP2h5uLadzje9R04yaHvhHYaBx9jrOHPvpdGrpgO9KBsX5Uvu/94voZ89A+Fmd1OyLR12kWb6fwsUjTUZe6Jglk0nLiqg5OzhWytS1fXEpDlRQ6DVldB5MxAlxahc6h16Ixb3br0Fq2aoBqgDVdcDf45C8pwUvQOPmVEGk77u2UTWWlZUVFItFJJNJ25jD/mm934S47wXjTiQWThm1+SUSCWxvb5uUymQyyGQyWFlZwXe+8x3s7OzYllUgmkCHhyMA0QiFRGLhqe/1evjJT36CTqcTWSw0oeigsz1e3SMivosodBEoAfsJ4kRzAc5mMzsui3V5+53au9l2bSfvIwLmWGiYIIBIHpfXEYsyHDK9OPVTkRrr98wll8vhO9/5DlZWVozp6e5WzpdmMPRjwWggj1QVVfMar8cJUZ1znRNqfN62rXZ9ZZzsM2PSfSgc+xZnW2Y7OEfeHKN10NRSKpXwxhtvWD4LZWp+5yHHnmZHFtWY2D4vQD09xAke7YOGxqrg8etD54EJwfxvfty8mUjnQ/vr/7z5ymtucevdr3Xth85P3FgpfbFO3UVJjVODE3Rsv225Fzbu+XxuC5EdnkwmltI1nU5jY2PDJmpnZwfz+dzsYv1+H/l8Hnt7e3j27FlkYQE3EzEcDvHjH/8YzWYTz549w9OnTyOqpE62tw1ycdLuGoaLGFg6DoEbgUOUx+dpE1RzCouqdDrpGh7E+/19XpAowfK7J3AlFLaXiEH7DiwQmG4aopbjd4VyfLxaqmiEv9VqNfzhH/6h7WBlyBzHP878oIwJwC2HtZpFSDs6F9oGLhidE4+i6L9Q7U/HmIyDaj7rpuAg4vWLUWnIa0Psx9raGnZ2dvDpp5/eiobQ8VCBroLIjzfvV5rje/XzfD43X8NdTOQu8xnHg3309Eha84yfa1JBgxeGr2PoCmL876yDwoz1ePrUeVPNx2t5WuLCEVXDUDrRd8WtVzVL0pHJtAivK/eCcasqxYWXSCQsUoGHBjO0j0S+vr5uSYQymQzef/995PP5CLMjYR8eHuKzzz5Du91GKpXC6ekpNjc3sba2ZgOqJgW2C7iNXkiomt3N2/xUTdVQOR+/q4ifY0BEqYSQTqdRKpUslturnrymp0vHoT5l+uwvF5UeHuHTlAbBzWnwLPrZE6m+Uxdtv9+3edUFzQWkzIjFZ4D0qi7v17oUlWnhc2p2UAbEOVR6ZL/ihArbrIjfL1RlSvzNbyThc4PBAPX6zdnaXgCE4WJr9/HxcQQ1e8bozS38rm30aE/pUeeYbVSQ4+mW46+M8C664LM6Xzo32m+PhO/6HjdX2hYVjnfRqhaPnO8SZgQ3nmY9H1Ca9YKW989miz0IrxOe9t7X/hrtSBLA/wPgJAzDvxEEwRMAPwKwBuDHAP6DMAzHQRCkAfwzAL+IxenufzcMw5evbcTSEra3t5FILFKtAgvUsrGxgSAI8OjRI0PQ5XIZV1dXWFpasqTj2WwW0+kUH3/8Md5//32EYWi7KV+8eIEgCNDr9dDr9czunUgk0Ol0sLGxYbsnr/tp7fIogp+984RCRQWGRzzAbcSi15SoGCpEVOpVVlUPabNVpqJCgPcSpXpCZP0kwCAIsLm5GckZo+3mAmbfGcGj51Our69jNBrZ1nNe9ztC1fyhwlPHGoDl4KZZhXk1NEWqR12e2eli9alXFfHwWV1wvEeFHu9TgcOi88lndX5V9WebOK6kU+DmMAgVEDpGSjt39ZdaB5mkNy3pc3FMTNFoHKjR57V+Cic1ebEe0pk6qZUudZxUEL+Oiet88DPNrwROXsPx4Ea1t+H5hZ4AACAASURBVLg+6nr2QE3vVd7gi6c5tkXNi3c9q+XnQdz/KRanu5euv/+XAP6rMAx/FATBfwPg7wP4p9f/r8IwfBYEwW9d3/d3X1cx462//PJLUzO3trawt7dn29TZGdodh8MhLi4uzNufTCZRrVZxdXVlp6kTIXBjzdramqG9fD6PcrkcWXichNlsFnE8qsmAhQvCF49G4iaZ7eV7PTJQ9MYJHY1GFoesyEdNPBqVo7ZbOtx08bFeVblZZ7vdNiaraDfO5snFoAyZyb78M3HqpxdcWrd/zqugnBcvuDxa85+9es0oDM80tD6OVVwb42zS2k5fj/ZLf/f9VrrR+ryvQseec+8FBOdfzYAKQuJMICpQ1bQWV5TW+NlvAmIqAs53ECw2TflzVbXdHDdvtlJzjx97/q7hrcogvZDTOVCtOi56hgJev2s7FVTp817QsE/eL+PNs3eVb+WcDIJgH8BfB/DfXX8PAPwVAP/T9S2/D+Dfvf78t66/4/r3vxq8rgW4sSvycN7l5WV0u128ePECX3/9taUnJTGORiM7/JXJxxn3fHZ2hqurKzskgINHCZzL5bC6uoq1tTVUKhVrg2eqOpD0AKvzlISs9XvVTuv2hO8RNgvRUzK5SP1IB1QcKlBiVXUtCBbmJV2gJEolzDAMUSwWrU9qF47rizIK/U2FAIWOj70GbhYui9q1vZ1aI1d08TJSJQhuUv/yHToffgFpW1UQeMQaZy5hSCmjnMrlstGtMk0AESStbWD9pEk/Dtp+P+Y6HhwL7wD1argKSGpUbKfOnw8I0HnWaJy76MAnO9Mx1HsBoFgsRgQb0zBzbFmHXw/abr3OtUmwR22K5a61qGOgfzoOXrsgbZLX6Nj5Qlr1bfDChULOC2Lt913l2yLu/xrAfw6geP19DUAzDENCzmMAe9ef9wAcXb98GgRB6/r+y9e9QJPbc9EwvO/g4ACJRMK2rHc6Hcu7TedWv983oz6N/JlMBr1ez0wxAFCpVLC1tWUmEwbMM1eGSl4OpqpXimZ00Fn8d0XlGi5GtO236fJ5PdOQ5S5EqP9ZB9VtokmN39V30nyi6BmAJTbK5XKRw1K1rbw2mUwikSthGN4KV2OfvPlAEY9nOlwoRCGqafhFoBtC1PSj9Sqj9eq3vnc+n0ec26p5vfHGGzg4OLCMg3oWKhesahE6XsqEyJCZToAbnDzj8sxK36WahY5F3K5f1qXmnbjiNQrPaDjWACwVqRavaSQSCQvzpe0+rs3UCDzzihMG/l2qkcSdauPbqM/4MVLzlY4x+0+a1O8EWsonfJtVoyL9arCDasGeBuLKNzLuIAj+BoCLMAx/HATBb3zT/d+2BEHw2wB+G4AldyqXy5aQhYxaCXs6naLb7WI+n1tMMCW32sm4VZ4I5tmzZxY7yZSuTBpPxhzntPGEwWu8J25wOYHKoBSh6CQTeanTz+dD0Xu8rVPbA0RRvNqTAZjpiM9yG653PrFvXGxK3NpHRaqq2mo/vP3ZM6E4jUCZEpEYGTAFHccml8tFkpDpWGnCLxZFiHHhfmwn8yPzZHi2aTKZ4M/+7M9s45A+8xo6jzCDuHkDYHngKdyU9oCo/VjHn2PJ/+yzMpzpdGobmgg8lE59G5V++R4Ksk6ng6OjI2SzWWxubtruY22rH5NE4iZrovZD++Xn3yPsuHHV8fVj66/pGtQx03p8m1Uji2uPaiteOGqd3uzHPnO9eUCi43BX+TaI+98C8DeDIPhrADJY2Lj/CYByEARL16h7H8DJ9f0nAB4AOA6CYAnAChZOykgJw/B3AfwuAGxsbIQAjBHncjlsbGwgkUhYpkDaWdPpNMrlMjY2NjCbzXBxcWHOSppaisWiOfcY9keH32y2yBdQKpUQBDfnG+qgK3F5psWB9U4bve6Zt9q7VNqyPp9A3ibnGik/e/YMn3/+eSQMT3fRse1A1OamSETNEDqWSpxsF9PphmFoyN0zQb+4vJ2U6VD9RiJl7ipEqO1wLBjLzj4pY2b7qWEp+tec1L4oQmbbNA0ry2w2Q7vdjpgnMpmMbRbx5i2lC78w2c/NzU20Wq1b27NVSOv4x/lUFCmr4PNMSJmx0p5nCkqfFEKkE66D8/NzM3EEQWCAZzqd4vT0FLlcDg8ePLjlq1GQoqmCvTlGx96HN8Yxr7h14u+Nsx17E5h/t4Iand841BxX4oII/Ps5vnFCQ0MflffcVb6RcYdh+A8B/MPrin4DwH8WhuG/HwTB/wjg38MisuTvAfhX14/8wfX3//P69/8jfJ2x5rqMRiP0+300m008ePDAtq7v7u7aCd5UQ3nWYbfbNZPIdDrF06dPsbGxYae+rKysIJfL2eJgqBXt6FRTNN80v6tJgfZBRQyKOHXgdcC1buB2WJhOqqrjNBdRk3j16pWpaCQA3f6uw6sEqnkTZrOZMSvVYnQxcdGMRiMzffCeOMJjn1RwaR/VbkyGGregGI+vKCSOaDUa4a60qJ7UEolERDCwXka8sA1xSI8mk8lkEjGJsF5lzBTUyvRY9DAEPf3dx1KzLubs1ro5Pyr4PepUzdD3g/fFaYvNZhO9Xg+bm5sIw8XRW+rz4P2NRgNXV1dWL9Mh+xTCuk50XPz8a1vjNBP/u9bHfuk9FFCaVIpF107cO1jYBp1T3z7fZjJ9FaZsH9e+mg21n8pXdI61LXHlLxPH/TsAfhQEwT8C8BMAv3d9/fcA/PMgCA4ANAD81jdVNBgM8Cd/8ifWyTfffHPRuOvFzmPKtENk4DxhZWdnB4VCwWzX6+vrxoTo2Dw7O0O73cazZ88idllODheDt2N7ae4ZhRIkEE0H6VGNSnW+w6tayiQSiYTZU70tLQ5lqxlFzQ66WD1K5zUvYNTBSKePHijANpMx8X26aUfr85ECQHRxqo2QfVF0xOdVq+Gc+LHXRVEoFCKRJN58pXWpBqSRNn6Odax0gamw4vtSqZRtJtPf4jS82Wxm5xJynGgDZRsUzTKSiGPHWHxlKF7rUuBALTGfz5sp6tWrV5EwT36ez28ONc7n88hms5Gskd5fo+BG1xb7qczOjx3nwjNtvRZHR0pvcYxPhZhntPq71sn3xAknvw6VBpVu9H5tmxeivg93lZ+LcYdh+K8B/Ovrz88B/HLMPUMAf/vnqZcxv+VyGe+8847lHwBue+mZp4NMJZ1OG1JQ5hoEgZ32HgQBvvrqK7Tbbezt7aHZbGJ1ddXez+f4LmVCLHFE5VGXR3zKnJVB+LrjnuE9uuMtnU5HVGsdF2U+WlcQBJE4axKKLiBVqfVQCkXYk8kEKysrFiqo79dTY7zAU4TIeuNC0PRdfCaOGYRhGNlarvPjTTkUIrVazbQm3V7P/vsoBjIiL7S9oORnnyjIIy36F8goFB3HoTi2i2NEfwTnSEM0NT5fTUFaWCeZtIKFMAyxs7ODbreLZrNpgkAPcaA2zPNeqe2dn58DWDgph8OhRV8xvI8+KWq+nhkp0+Ya8SYi7ScFqqc39s9n9lQm6dF8nJYatw79dV07yswVkKnA5jMsOu+cMxYPpF5X7sXOyUwmgw8//NBs04PBwMwFXKz8484iFu9UJHFOp1McHx8jDENUq1XUajVUKhXLb6LErA4r/uYJwyMrJQQyPG4U8fXzfkXqqvZqUfXMS3jtexzji2PeAOy0FyIz1uHtckz4ro5GMiaqymoSUkarTEn7oW1Uc5feq8WrxzxggxoS5zcMo6ewc8GqTdULR2XuZBIehfv5UMGsWpTSWyJxcwydF1x8N9vox8Q7GoHoCUSqgbGdtMun02k8e/YMn376qTlatR5vflDa8uCBY01fEU9cCsPQorPOz8/NdDYcDtFoNIwx1+t1JJNJPHjwAJPJxFLkMneQd7hp+CGLz4HDdxYKBTt+MC7dgo6NH19Pa/4ZjjOZaJygViZOM6PWD0Qjj0hrKswYU67PeeGgZsK/dFTJv4nCGOlqtYpOp4OnT59GEkh5pqnefD/5zWYTjUYD7XYbk8nENq1Qxcvlctjc3DSbo3fmKQLgNe/w4oAr0+ci80TiGTWvKyLjNRYyA83BTAbK3xj1wagKIhXeR0JRhuoZrdcsiKRUvVVU5BGGjkM+n7fzQLmAtH9qp+Xz3t6pAjIMw1s2YZ+GlfUrytK8LoqM/GL3QsMzdbWnJhIJVCoVO6zAawN3ObJ8H9XMpf3wCJH36J/exzHtdrv47LPPbo2pNy/pe3xEUBjeJEuj1svInUwmg06nY3PgD7WggGSEznw+x/Pnz7G0tGT02ev1cHV1hVwuZ0ndaPqkIKcW7U0mPH2IQiGXy9lY3MWIlanqdzVpKFPU+rxpJE64Ka3ofSr4VauezWYoFosR4atIW9egOuPV/BdX7gXjnkwm+PrrrwFEw9SAu50HQHQAGQnw6aefmrQbDAa2sWc8HmNjYwO7u7soFApGaN5WposrCOIjPnj8EJmX2l51VxWLSm5vf/MoTBmXt8NqSNV0OkUul0Mmk0Gz2YxoHsoclEGrzZiLxTMST0hcoLzG8DwSH8em0+lENAifEpRF86Ozn77PijTZZkWzZE6KTojgyJyoOShSJm2pcOV8aSSH9yeEYWhMG7jRYOJMVvx9eXkZe3t7OD4+vpXoSkGCCivWpyGhatJQYMH3qiNOhY3ey+eVaXM+u90urq6usLKygpWVFQwGAzON9Ho9jMdjO4NTzSy6HZ/aEOkpk8kgm80in8+jXq+jWq3amPEYulKpZP3QDS2kYzLtQqGAXq+Hfr+P8/Nz6/NoNMLq6uqtWHKPuH153W+6PlnUFs8/5RE691yX3ifRbDZtHryWHKchva6NLPeCcQ+HQ4xGIywtLc6DVPszcKMe6gB2u10Mh0Osrq5iaWkJzWYTH330kYUPZjIZ2z2YSqXwwQcfYGNjw5w3cVKVi4gEHud8CILATCJkZLp4lIEqkmc/+Jv+7iU9cIN6VfXiPfyd4XBx9neaN7QoqtT+6aL26iFVZYb16a5Kr14S7XtiVsGjhxL4cfBaiAoaRdj8je3muzUcUHcKEr3znEG+W3cx0n/gTQt+XokmybT4OzfPaF4QnsDjx53vUNOGok2lB47N3t4eLi8vLTwzTnuIE5YqHFkn2xmGi+x8PKREc7U0m81boYkaVqionKGfPFCDCJwHm9TrdTSbTVvjTDXB4g/TGI1GeP78ORKJRWpnRkOdnJxYygrOXz6fv0Xj6r/RwnZ5QRuHqrUujrWaNXyUitcGvQan603nVeuMm7e7yr1g3NPpFM1mE++88w4ePHgQOUQTiBr0wzBEu93GcDhEsVg0p8oXX3yB8/NzJJNJiztNJBabeN555x1UKpVIaF6cDfYu+x8nQRmRTqqi7jjblWfIavrxUlgRJ9Gi5h9Rk4P3srN+4Ob8Re/EY4nTDnS8SZy0ret4+EgFjgWJU/vPd2i8tDIC9Q0os+T7iPA9OvUMj89427XSGI/Bi5sXhiSyLp0fpQkv6FVo0f7JZ7lZTAvv9Y4ozhN/57ixvlarFUFzrJdCMC5TpY6Ln2OOFaOyxuMxarUalpeXTTDlcjkUCgVUq1XTuugkJLok3afTaTx58gSTycQydgILMyjTUlxdXZlZz/t4VLCp+SSRWOTOob2dNuP19XVLWXFxcYFCoWBBDXHRH0A0L7bSjheqcWtWx06v6XUvCLzpR9d6HA2zzOfzSHbQuHIvGLcixEajYdvT1c7DweBZhpPJBPV6HZeXl/j888/NEUBEzZMmHj9+jJWVlQjDVQTiEWacWUMFh34HopnaVB3WNqtKz7qZoe516qxOqMaX6zviCp8n6tS2cLGoA49oWK+T6SuKI6JmH/R/nF2WzIxmKS/wVNixr6qxaNFwMk0spfeyTj+fauaJQ+lxAMG/nwiP4+GjiNSkQzOHN2uwqP9Evysz84KD/gMVUCyaPVHfoeOp48G281CRXC6HarWK4XCIdDptYX6bm5s2RjpPjPRYWlqynZPc/fzGG29gPp/j5cuXdqr51dWVmZpo5lBkrLSRSCRsD8fz589xcXFhfWBYZzabxerqKpLJRbI5mnIqlYqdKhM33qQPXQt6n3fusp64+fCasT7rNU6tI04IkBZ4jbmYXueg/FZJpv7/LiTazz//HO12O0LY8/nCXk3iefHiBa6urlCv1/Hxxx/jo48+MrTEfCc7Ozt499138d3vfhfr6+sRJu2lph9Ide7wOgmMOxm1zX6xUGXWdyn6VFusvltjh7kwldlzm7VftNp2/kZ1Xk0SmUzGiEyJl8xakYbXCLR/yWTSDjtlfVzUqVTKEv4kk8mIQGD/1OGpKF2TFXnthHUVCoWIaYJjrX1n/znOyqhYT5xd3wtZjoXm/dDYamWE/K6LlIKCRRm99k/BgDq6dSH7eVEhSaTNefX0qLSvz3P8C4WCmY8IdgBY9s3T01MAMPqZzWbmP5hOp2i1Wkin09jd3cVwOEQqlcLu7i6m08XRb9Pp1DbMMUtnp9NBs9lEq9WKtB9YALN2u41kMolSqRQxxdBvEIaL/Pq0x6+urkbCDUkDKuTUL6JHhumY6/wrPfn50/v1dwV9d9GWrn99XjV6jZu/q9wLxD2bLTYdZLNZHB0dYX9/H4VCAdPp1EL5VldXcXR0ZHlIjo6O7MxIZZSVSgW/8iu/EmEEumg1PwV/8xLYT6IWLlJ/qIBH3Mp045i4HgTMMVBmftf7vBRm39XGxgnX/CRqPmA6AN6rxK1I0IdnEYGrSql2bVUNlaH6nCAAIhEyfJd/zgsZRjXEFY+APDKKU2OplWhssiJLjh0FTFyc8F3v8UxUf1MGr2PizTiqjflERLyu86ZMIC7yyr+XJg46FHd2dtDr9dBqtTCfz9Hv923jEs2P/X7faJ028Ha7jaurK+TzeXzyySfmBM5kMjg9PUWz2cT6+jrW19cN1XPr/NrammWN7HQ6qFar5igtlUoRpzDbPpvNUK/XUa/XUSwWTUO/vLzExsZG5Ai2OHODmknjzGAe3Hkh780dKsiV6avW5Z9TTVDnh74YD858uReMG7jJmzEcDvGnf/qnWF1dNadGJpPB5eUlhsMhtre3LU7UIx7auDR9qDITH9zvUZC3W6m9kujLLwZV+1Xl0ftoS/RJ0nm/ThKfnc/nyGazEW3Cq2SK+jUCgu9me/0GE27/JkP3TNcjBo8UeY8/sNk79/icCgpdMLSza9t0kWiGP/aDc65Fmb+iYmVy2Ww2Mj4cd2Y/5PgSSXrEpXPjhXDcmLO9fgFrPXxWkbAuaP5p0iwFFhR+XgCo2ckzagC2gY2mBjo8J5OJ5b+hY597B9gG4ObgkNlshkKhYBt21tbWMJ/PcXp6ilarhe3tbZTLZbRaLXQ6HdMEx+MxKpUK1tbWTDAOh0OcnZ2Z74YbpzQ3ymg0wmg0wsbGBsrlsoX6fv3118hms3agimpcXBtxUUMa/aG05NeAjp3Sto67CnHSlmfKOq+qaWm98/kigV4caNRybxg3O9/r9dBoNHBysshZlc/nbVttKpXC9va2qUeKZJlVkLsogahEjENq/poXBHcxc4120EUZt5BZ2N5qtXrLaeERIv8TMSsRaHtUXfPMWYmGzIwLUNGgZyJeRSczUxRHhs+2K4PUsdE62AfdQLG8vIzt7W2cnZ1FTEVsPw+zUGGoTJfvVlSv467zxxwtmvazXC6j3W7fOaY6DiqU1dQTJ6j4TCaTsZw6HJNSqYR2ux3RdLzwphBWLUGFI+/xtm0PIvisIvL5fI56vY5arYbNzU3UajVr68XFhTlwudmKDJDRGBqtNJvN0Ol0sLq6as7/er2O8/NzzGaLZG7FYtEEYL1eNwG0vLyMVquF5eVlC+krlUqW1XM8HiOdTltYINvFDXrr6+vY29szYZPP5w0gad89HXBuuBa8eeMuZquamBeGcRr1XYxZ6UkZ/mw2ixxZ6AMCfLk3jFtjQoGb/BhUocbjMd5++21sbW0ZM8nn87ZdPp/P491338XTp09vIUZFZJ4h64TogvEqO4uGAXkmwXqUwfAd9Xo9QiRkwrpg9VkyAW+O8ZsH1HzinX78PZ1OG+JQE4CWdDpt6N6jAtobJ5OJnS7EOVOkyDaxL2o28Mifz3DbtKZJZSQJ2+Pb6lEwcBO9QvMH36GLTD31pC/fVr7La2O66HSxxiFwFqYi1sWukQ1Kg154e1rhZw1bZBv1d48gZ7OZ7WCczRZ52pvNpiVcGw6HKBQKFrtNhqHmNW6eyWQyFovNeGyi8svLS0PlhUIBzWYT7XYbs9nMBOTKykpkCzujyXq9nkWdUGDTqa0bgBi1M51OcX5+jrW1NeTzeaTTaducw6ImCk1z4LWfu8xWHoTpPfrd8xJ/jbTEQAENR9R7yfsYPeTr8OXeMG7gZrDp1JlMJiiVSnjw4AEODw9tsU2nU+zs7CCfz+Pq6grT6RQffPABnj17Fov24lAzB80vIF2Q3onFe/Q/cLNhIu43FjI5z4h1gvjdS3r+pohO28VrRKfq6CAj/MVf/EX87Gc/w+XlZYT56IYHJSLv0GGsvarL3tGo92vEgNr62XZlDNpnRfN+ru6iGS94uU1eBQrrUybLOGtF8SrwOKcqRL1gZb2KdMl8tA1kIGpL14WuY6Nz7W3Yau7j5pC7og84N9VqFYlEwna3djodQ/2ce2pK6tD2pjae0cpxZybLyWSCi4sLJBIJC/9bWloceMLDvQGgVqthd3cXyWTSNscFQYCTkxMUi0XbWUkzDpkZ52E0GuHs7Az5fB5bW1v46quvjF7eeOMN07ZVC4nzM/hrCrpYNGZd64wzpShtKl2rUFUzq/+N7WTYI809955xa8d1E0AikcDe3h62t7fRbrdtYhir3Wq1UC6Xsb+/b/Y14Ha0iB9kbxLRos/6RcH7FY3pgo1Ti3ydaofUidPf46Q4bX+cULWfkvC0rSQuqpmffPIJut1uLBONc5T4ttHWyes6T1670KIbiFSlpx1T62RMMREiQz8982c9aqPU/jN0jiVuseocxCElRV7KqD2qo4BSTYEoVAWF96+oZqLv0bnT39UspHMVxwB0jNk+7ntgW1KpFCqVCsbjMS4vLyMCmZoBmbdmK2y1WkaHhULBNjVpfPZwOLSt881mEysrK1haWkKj0cDh4aGFwjL0kKG9bD9NZCrkVDiOx2MznXS7XSQSCVxeXpoZJZFYRK4wRDGVSlnuI75D9zCQBjOZjEXY8L3lctkESpyG7eld5059FnfxBhUODK+cTqeRRHtx5V4wbl0UicRN3uKtrS30ej18/PHH5vm/uLjAZDKx3MBvvPEGCoXCLVuhDqgOpOYd0cnQxa1EoggsbpEpA/eLXxE07/UI3zNsTxxso2aEY1HC4/3ATdQIv4/HY9Tr9Vsx0t527YlTGVucsIjTBvi8hgNyYTAOmu/SQxNY2BfGfrOPJGhl4Oq89PNCxKv1erXYq8Cs04+tR/tBEM0JHoe+VIugXVhtp2qaYf956s5dSEsBhSI4ZfKsN51Om4+kVCqZaZHIrlgsIpvNYj6f29jS1JHJZJDP5y3LH4BIH7RPFAwrKysYj8e4urrC8vKybfOeTCao1WrW3ul0avPCMyfVwc7+6Nh6TXYwGODo6CgyT5eXl5acbjgcYjgcmjBIp9N48803kclkIuCERTUPvRYEgUUyKTDwPEaFp65x1d61XtUQlcYzmQxWV1dN2NylZQL3hHETrRBJJ5NJPHz4EHt7e3j16pVJ3ufPnxvRKILRyeBi0YU3ny+OXGKsp2e0LHHmCGVyQNTZFme2UETvoxiUiSvz8oJrPr/JyMdrVBl1I4oSkkevvA7cNuV4YaLvVqEVt6mA9amgVHOJmgoYQcB+svC3wWBwK0MhNRq+n4x/Op2iWCxG7OucbyCa6TDOZ6HFC2jgJqqJ9RD1aDQM54H991pVnHZBAeIP1WA7FIkxukOv6eJX85XmfCHNa78ZtsddhmSQpVIJl5eXCIIAR0dHGI1GWFtbM9RMGzbncj6fRxBuIrHISshDfmk+Iy3kcjlzLmoUlac3ZVqkIc6p7ivwQlEFogpc4MbEyvz7o9HIBMXFxQUqlYppHb74OjmfmtpAwZt3AHsBrkAhTlPTOnTustmsmfruPeNm/gLuwHrrrbeQSqVsNxcnOpFIoN/vm0pdLpft1G8guotJUd5HH32Efr+P73//+7cG1xcOZJxqrcVPskexQDRbmycyEqAyd4+cVZCoiYZMzeeY5kLwMd169qMuBmXUipQTiYTZZ/mcCgsuMi+UdGzVnktTD+eabVfGxfkiKlNmxNLpdCJMzCf00TnU/+yzV1e1/TQFaZtUGPC6joE3wVDF13fo3KhgUYasGoeiam0PFzljpFk/FziZjApI4IaZsQ3AgjG22207oKNerxsd0ZGtNKc7drnzke0gMua7aeLSIAP2XUEB26zhl14DVWSvtneOh7ZrPp+j1WqZ8EgkEuYcBYDj42MMh0M8ffrUxihO+KpQVx+CB2L6pzSm/fAmHg9QlE4Z8aTj/jpTyb3YOQncxOxWKhUUCgXzgBcKBQv1qdVqtsC2traws7Njk6SLl5PKWNBXr16ZE0UHUxeFIgNlRH4ClHFoQiUWbYNfxMrcaMPyqjUZlobsxQkRz4ji1DetT6U/61YGzvdwYfK6omhvf1ckomMahmGE8RNlkiGTcag9VueC9OA1A/4nU9DQRppmdHwA2I67uP6yz15bY7+5gMhklCkqg2e/qVbre3SB6q5bfU4ZwF2mGbaDmul4PDZQA9ygN89oB4OBMffJZILPP//c9kbQdMC1Aixs4Ro37oUiDy5RLY99K5fLSCaTlkyK97APTDLGtcEIC32Pan4cr2Ryccg3I2OCILBNNqQnAhQiZE2zwHfp2PN9bEscWOMaJ61Np1OcnZ3h6OjI/AIqRFUY6xwrPes1XYcKUlR43FXuBeKezRY7J7e3t7G/v29G+kePHuH4+BiTycRyKWPBIgAAIABJREFUaT99+hT5fN52a5VKpcgi4kBwF9ZwOMSv/uqvWnxonJT09ilFmmQK3ixC5qQMS5mzOtU0vpiESvujFxJEDFRtVeLfxcCTyZtkTYqcOR5e1da2qN2S9kH+pvfQxk6mxu/aR7XfATeMS+3TXMDKlPk8TRE6zlw43tTDOVJzkfaRDIwo0OcajysqmJWhcAyAxQLkxihdYESPZK7aNraPzjNNz8tDiNXP4AWJgod+vx8RAF4FJ9PUuVDhQcfh8vIyCoUCOp1OJE3qcDg05Mr36qYWDUVkDDYjlTh3ZIakFaJxFWAabePRp9deGbPOkFVGrpDx6zgtLy+j2+0aU1UTZb/fj0SseGc+/6v5j3Qzm81weXmJarWKfr+PdDptmUnL5TJWV1dvARulJaUh9lejstQ8pGbYu8q9YNwAUC6X8eTJE3MsNJtNS07DTr311lt2EPDl5aVti08kEsZEAOD09BQvX75Et9tFLpfDd7/73Uh+Ah0UlZBxdlsgisS8+q6Mzy8iILoVXqMO9P0eCTI3i6Ivr24q89L+8D7VQvx/z5xI8MViMcJglWHozj3uUqNmw3t8Uqs4Jg7cRIOw7dpHLX4eXodAgJtoCUW9jEzxbeFY6IYNdaRyget72R5GjKiargsxTk1W853SmbaV76BdXOvQsdI0wn7+Nbbbj1sqlcLTp08xHA7tOLcnT54AWJgSyuUy8vk8Dg4OLJJCgQUFRr/fj2QlDMPQBEKn07E0rJw7bzLk2PF3InMPbviZZhmmcB2Px+Y34JyRhlOplEUVsf9sd7vdxtnZmWm76+vrNl7D4RDdbhfLy8vGK9TXwp2d3MlJR2YYhmg0GtjZ2TFGrmvAa82exhV9exD5uvKtGHcQBC8BdADMAEzDMPxBEAQVAP8DgMcAXgL4O2EYXgWLEf8nAP4agD6A/zAMwz//hvqxtLSE58+fYzabYXd316JHiGrJKKimMBNYq9VCECw26ZydnWF5eRn9ft82P9xFDH7w9C+OEWsdZJqqbhHR08ygjihKd58vmc8ro9BFTjVWET+f8+PnP3vnrfbB29KBG7Vte3vbdq2qeYT9CMMQvV7PnFNqivGaDNuuwoCMSe3fijxUKNJHoSYUzoHG+qtZSTdbkHn1er1b2sDS0pLtHPRmKdUEfOExXnyHjgv7o5qMFiZQU0StSJ5t99qdFhUKWkiX1HxU4HG8uaGl2WyiUCjg9PTUdiNvbm5aLPb+/j6Gw6EdgEATBLUN5tIgoMrlcraBh8eUZTIZVKvVyIYT3684mvFaAgWlOjsZPUIGq/sBCCT0ea6/2WyGw8NDLC8vG/jI5XJoNBo4Pz+3VAAUStSGgiCIbB7iHFLDHY/HOD09xXA4xO7uLoDbh4prYXv8OlTn5zeVnwdx/2YYhpfy/R8A+N/DMPzHQRD8g+vvvwPg3wHw5vXfhwD+6fX/O8t8PjdnCT3cnU7Hog4YbUJC4hb46XSKFy9eYDab2Rl3jC3lduDHjx/b0Wh8F4siT+BGuntUrIuBdXCRqJmAyI51s05vnvCSVRcszSqqyukk37VwfagfTRRUHVX6ezTM+xuNhqmxOkZANHER28Df2UeNtiBC41wok9ft02oa0Qx0qiUoI/RajUerLCrw5vNo3C7/Ey16JH5XoRDgvRQgioAVmeoY8n6Ok867CvBcLmeoTudbx1qvM3InLgJITWjMud1ut3F+fm47Ji8uLuwA6Ol0ansjeIoNAFxdXdnYqLmMDPrhw4fGuMj8+D4ibrZHx1+1EM6DardA1BTW6XRsjfDsS8Zt09xApqt0QXoLw9AEPdH6119/bRE1Gi6pmjf5CwUWc5bzsAhgweRXVlYi6z9O8Hthr38scevbl7+MqeRvAfiN68+/j8Xp779zff2fhYuW/F9BEJSDINgJw/DsdZV1u10LXeJRXLRP0pnFLbHpdBrJZBKXl5fI5XLmTCExMc/Bs2fP8PDhQwA3iFIdWGou4Gf1hgNROzC/8z8ZAp9VItJ3AFF0wedV0hIRxO2E88hNnycheycHiVu1Dj7HPvkxIPF7U4pX+TRfBd+nbfQCwfeDz3Ch6aLSdK3qYNIFwfYrSlcTkNdeeD2bzUYceo1Gw1C9Lh61k3MB+sWkqFz7qKYACjoVlGTOxWIx4uBiv/SEHgUgFAhU21m/OiLjhPdgMMD5+TkuLi5QLBaRSqWQz+ctZI5jzQ0y9K3kcjkMBoMIs6T2RJMU/3K5HHZ3d/Hll19GTD0cSxUkioAVBChq5vW4dcT/RL+6Hr15SOlatTnSy3w+x/r6up0AxGMOmb9GaZ3Odtq9NX/S48eP7Vntk+690LZ5hk2LQxwwuqt8W8YdAvhfgyAIAfy3YRj+LoAtYcZVAFvXn/cAHMmzx9fXIow7CILfBvDbHOTpdIrt7W1jrlSDhsOhxaSyPHr0CJeXlzbg0+kif+3Kygqy2aydK7myshLJYAfcLDQiDo+6lcHyN2lz5DMnQ5kDJ+Auu6xOiD6r71d0pmFB3nEXV7/2k8SpqlmcNKe3nsjEbzbSsVAmru2Ma5MyQF73qFDHQxGyj8tWhKJqqEafeMGlZpjZbBbJVTKbzcy+zbkks+G8EDWybfyNRfuvfaDwU9urOvXK5TLefvtt/PEf/3Fkh6Iubgpetlc1QR1fIkeeEZnP582smEgsfD80a52dnRnKz2aztsFtbW0N0+ni8BHah7e2tsz8QQbGA7wpXObzueURIkon6ma/VDtVeiSNqVNamauOn9KVMjVPC2yTB2NKE96HUSgULGVtp9OxTTukEV03Wjfj2judDk5PT1Eul7G+vn4LJOlOZ+2Halla7//XppIfhmF4EgTBJoD/LQiCz/XHMAzDa6b+rcs18/9dAEgmk2EikUCr1UK1WjUVlF7k+Xxuasr29jaKxSKOj4+xsbFhCXKKxSLy+Ty2t7dRKBQMPfqE5PP54ixAbtn1aFajIzjhcUxdQ91UvYtb2KlUyhaPJkBSdOgRgY/FBqJpTuM2e1yP6y2BoyYFL8mDIIg4wvS61zS89sCFl0ql7ERwz8iUySgBE2mrsPPqIp/z7VWEynH331kfGacyEE3jymsaTsfPVMeJZtnWuKxyfvxVc1ItLgxD1Go1tNvtyLZ4jbrQer3D0zMlvqvf7+Pi4gLT6RRvv/22zU+j0TDGyq3rrJvRS9VqFQ8fPsT6+rpttuEuPpog2W89/o20wA072WzWHIdeI1WBRhpRTYbj7D8r+laG58eC9ekzXgiQXrlJiA7ZyWRiWUfJb3QN6bpmHartkdmvrKxEQAqf86CC8+o1CuUh38TAvxXjDsPw5Pr/RRAE/xLALwM4D65NIEEQ7AC4uL79BMADeXz/+tqdJQgCiwHlQb/csss47iAIsL6+js3NTVSrVXzve99DLpez7fF0muTzebNJ9Xo9PHz40JjldDrF1dUVGo0GHjx4EEHiitqUgV73+9bgqqTUfvCaErcudDJenUD9D9yODCHjYKKncrl8J9ErUva/qSBS9KslbtF4gaQ2fS4YMikVep7Zq4ahSByI7kTTsY0TNB5he+1A0StRKZmwMnYVJn5MfH/0Hfl83sw4PuTPMxg+owKIzjb2gfcSPXv6YZ+pBVQqFVxdXSGdTluypVarhUajgeFwiFKphK2tLdNCR6OR2eJ7vZ6ZXI6OjlCr1ZBKpcykCNzk66ZwoWNdNRK2f3l5GUdHR3bcmTcJcpzVtKTjogBItRqvgSpNc0z0XtI6BaZqYuqzYix5Pp9Hs9lEs9nEfD435qtZDxUFh2FoAQg067Cv3O5/dHRkIDObzaJSqcRqEFon+68mTfbjdeUbGXcQBHkAiTAMO9ef/20A/wWAPwDw9wD84+v//+r6kT8A8J8EQfAjLJySrfAb7NvMy3x6empoc3l5Ge+99x7y+bwRcj6fN0clB6BWq+H8/BwrKyvI5/NIpVKG3Hd3dzGfz223JQ9m4OnT3pbMwVJ0qsxDCU4XYxyaVZsdEZcSntZBRuKZBRdHt9vFy5cvcXFxgV6vh9/8zd+0k7L5rKIV3259n1dHaUpS2y8ZmCILz+gVWdPup2PkUb+2xzM1ZaJ+rPlZEazep8yYWgjbyu8ac60CU/uj6rDaYPl+Rd4ar0z6VcTOPvkxYD3KSDSCSK+lUimsr6/j8vLSGOtXX32FMAwt/SpPaO92u5bzm7bq6XSKtbU1ZDIZ7O/vYzKZYHV11RgZDyXIZrMGBEajEarVKjqdjqUk2NjYQKfTMY2RQpt9Z4a/q6srs/tq370GqtqL0uFdERU6J55Z+8L9HwwN5vu91pbNZrG2tmYhgInEwvGpNnhqB9pWahtKv4y6efToEZrNppmOOGblctmyJSpdk8Z4Xman0zGNhWGZryvfBnFvAfiX1y9cAvDfh2H4h0EQ/N8A/kUQBH8fwCsAf+f6/v8Fi1DAAyzCAf+jb3pBOp0204Z+ZsfW19fNww0stj4/f/4clUoFp6enlsHs4cOHeP78OU5OTrC0tGTpYOv1Ora2tnB8fGyM6vT01JxEqmqzKJJTBKjEpgxN/3uExvt1EQM3KNQjfCLEg4MD1Ot1XFxcRJh5s9k0p6wmztE2+PfEtUFRqzIdHQtvsyfjon04TrjFhRD6zx5JqRnI28x5v/bPq8u6wLUfGm6n46AagAoNRc0sqh1wDlQjornrLsHk0ZPOQxAE2N7eNsT33e9+FwcHBwAQidL45JNPrH7mKSfyrdVqFjlCxyUR4NbWFiqVSsREMBgM0Ov1MBgMUCgUsLa2hlarhV6vZ5ulGELJ509PT83+7e3Tyuw4DzoeioA9TSrtKO16s0fcfCtwARDJ182x1fdxr0IQBKjX65H882w3/xS8eLrx7e12uzg7O7N9EIyi6vf76Ha7ePz4seVI0fbTN0Emz81QPh1uXPlGxh2G4XMA34u5XgfwV2OuhwD+42+qVwuTwEwmE5M6lUrFOtTr9VAsFg2Z05v+9ddfo91u24CSoTWbTVQqFfT7fbx69Qrn5+doNBqYzWbIZrNm437y5AneeuutiF3KI1Igiup43aM1ff56HCLRCjphylwARBYBCe/i4sISbBWLRTQaDUNgX3zxBY6OjjCZTPDDH/7QCFbbxdSZ2j62Se3JGpoXZ1JRzSEMQ1SrVSwtLWFra8tCr3TnnxJ7IrEInaJTME7NZfvK5TIajUakDxw3VaEV0SoTZ1FUqwLD+w+83VKf1eIR489zHbhJkzqbzcyeOp1O8fDhQ5ydnWE8HptGMJstDsymYGBEgo9qmc/nFu1xeXmJo6MjjMdjrK6umqpfqVRwdnaGw8NDzOdzFItFi4wolUp2yC/nulQq4fDwEMVi0ZIz0Xk5mUwi2QI5BzRnsn25XA4bGxs4Pz+PaA/sm9dqOHeq+epa8QKa8+avc+6YU17nlmuSoanpdBrNZvPWlnivHXBe4+bZA675fJEnhaYlBWA0OTFth9I3hSlDTLlOeAiy+rl8uRc7J2l7Y9yxLrL9/X0cHBzg9PQUjx49sm26hUIB9Xo9ohZRjSS6+ulPf2onRnNXFJ9h5MqTJ08iu+eUCav056D72GMAxpw8A/H2bBZKWyVaJdh6vW72SqIf5mag3Z9CLp/PG8piPRQMJFgNnfJpUNkvXvd5PZRwO50OXr16hcePHyMMo8crKZpWBqPb8P3C0PFlGlCPVOnUinuHImW1reuCZF1qq6baqoccqxPQmwN0gbKQZsgAgBuzBzd2UFUOw9AQNU0JX375pdEtma3a3jkntKnSdsr8O1988UUkQyLPW+RxX4xLPj8/x9HREfb29ixt7KtXrzCfz/HgwQOUy2VUKhU8fPgQH330EdrttoWRHh8fW780RwrXF3ctJpNJY1gETM1mMwJEOLYEM2r60jXFZzzS9ZqgmjW98KYtmuOg16nFEIHrzl+vcSutce2weO2U79edk4lEwsIEZ7OZCWiNdGPsN1Mh8N1+L4kv94Jxs9Orq6tIp9NotVoYDocYDAaoVquWvJ1e31qtZonRddurThKlqk5GsVg0z7ruvOPxZ+vr65EdbGoOIaHp4HJgvbPCF6I8PhdXVPgwLp2Z2sjkmSx+e3sbz58/xw9+8INIzmnNBEc1kO/079Xvcaog2zKbzWx3IZnFysoKJpOJoTj2kW3QHaKqzipzVUSl8cj8jZpBXKihX9D6WYXRXQhfBZP+xrbrnKuQY1FH2s7OjuWg3t/fx4sXLwDA6jk/Pzda0bmKq5cmGSaQSiQSaDQaOD4+Nsc7jxvT6I7d3V0TCOl0GvV63Y4aI4Lj5irtd7PZtDoajQaAGw2MY6jaHJ2Pms2PO5WVIXPru4/00D4yHpxjqbTqTZPaZj/nKqyVnihc4uiJa1EFivdpqEAnfXvtQGnSa7fJZBKVSgWbm5uW4O709NR2lwI3/I5RWQRYBJU+/76We8G4l5aW8PTpU6RSKRweHpr06fV6RpDJZBIvX77E0dERkskkzs7OIomaiEjK5TIA2MEBnFja/6jW0dHZ6XRweHiI1dVVAIhl2kRfKgEVSet1ZSBKLEB0ByT7RIGgTKXZbKLb7WJ/fx/dbhcnJyeWA7lSqaDb7eLJkyeRvByKbj0y8Zs8PENXh4tn3MfHx/jpT39qdvcHDx6g1WqZzXIwGJifQFEJ28G5YZ3ehsxFpSYlzoMuUPaDNlgdd461LkRVxz2T9EJMNSfdMq/zRQdTt9s1Zq3Z6IbDIb788ksAMPNHXOy3vp+/+0iLwWCAly9fIpPJ4KuvvsJ0OrWoDZ5dyqgFaoGM32ZcNvc4LC0todfrmfBlGuTxeIxWq2XJ3bjOGKvNpE7Ly8u2i1nNPgQjdEpvb2/buNHvogKaIEsZtjorVVP0a0V9MSz8TedL15XuPqXjmqacly9fmk+Agkgd/PoObxLxJhrSHvvByB+OJbUebibsdruo1WqmpTCB13w+Rz6fN1PVysqKzWFcuReMm17058+fm0lD4ynpYdWk77p1lYyRW3qBaJrLpaUl2/pLe+dsNkO1WkW9Xkc+n8ezZ88A3DBezbansdpANDEMn/EIj5sRlFECt3fcKTPjVtv19XVUKhXkcjlzvlYqFUsBMBwO8c4779xK1qSF7dEwOF1MHFuefq59Z7+63S5+9rOfWUhYECyOrmo2m9jc3ESr1bJMbaqJaAQA3+VNOcqoSfCKmoAb9M7wNaJY1sNse9p/ZS5+XCikdO44HlxIS0tL2NjYQKPRsAxwJycnZpsej8c4PDy0Z7mHQFN8AtFshSrUONdMxOTt47PZDP1+H7VazcwwjPxIJBJoNpsIggBra2tYWlrC5eWlbbx5+PDhLaGmY6++HM7DdDq1fNw63jTN0e5KbU6RM+9RE0q9Xo+ACUXF2WwWxWLR/Fk6/qr5qOPXr5+4ohpSENzkNSLzp6bMo/s4T3t7e+h0OqbR67ohQybg4zM+JYT2FVgIEmbZpGWgWq1iPp+jXC6b72k2m9m+B2rUjx8/RqlUwng8RrfbfW2f7wXjHg6H+PTTT81Opuo3N8qws+vr67ZYDw4OItJ6eXnZTpRWtYnn6/X7fTPB6LmE3PbLEgRBxH7rHX/KbBVdAzcMWfMjADcMhI6M8/NzbG1toVQqGWL75JNPsLq6ikePHlmI2fb2ti3cfr+Po6MjQ2XZbPZWCCPbp2qe/u770e12zYPNkK9MJoPj42O8evUKzWYTYRhia2vLsjGenp4as/jBD35gdnYyRm/2IBPzTkBdlF5ABsHNIQSqcmsdPq2ud8LGaUikBwCGYtvtNnZ3d9Hr9dBqtcy7T1QK3Dhg9R0snU4nwmyIHEkTXPz8TKGeTqexsbGB09PTCCMjbdJOzcgOosazszOk02mjm8lkcZQftUZm6uO7OG+6yzKRSGBjY8PylCjI0dNwCoWCbY/XeaLQ5NpoNBpGb3pajgqJbrdr50wCUVOF0i4FR7/fj5gYlZ50DtLptAlW4GZnp84J545pM8JwsRFKHdleW53P59jY2MBksjh+jQe9aNpY/3w2mzVBR1Mv+cn5+TkKhYJpPfRh0SR3eXlp5lGGVt5V7gXjDsMbZ50uwEwmg729PfT7fVQqFYtdpe1NO5dKpfDWW2+hVCoZSqQay3BBDpaq77TJcaHHOdlms5vt0XzOq7e8pgSmdjIKkZOTE7x48QKZTAblctmcPFRnyTzT6TSq1Sqy2SweP35sKuv29jZevHiBFy9e4MmTJ8jlchFi9gyL7SdDZVu42FqtFgqFAvr9Pj799FMkk0l873vfw9XVFc7Pz43RUeuZTqe2SWo6neLy8hIrKytWp9o/tcSpmbzu8zR42mDRhag7YnXeEombsDQK5Ol0io2NDWNyu7u7OD4+xnw+NxBwcXFhNsXBYBBBbPp+Xdw0c5EOCDQAGBolzagjlAt2Ol0k5mc/2HbGcJ+fn1sUxO7uLtbW1ozuj46OrI2ZTMbMPJeXlxiPx8jlcrYNnTTWbDaxtbWF/f19HB0dRcIKyXRWV1etbiB6RJzSORkaAQoTXSntaQQT1wSPTWNEhV+PpDFdW/pujiM1Ljrx1MeljJTjqvn4yQd6vZ6BH0XiXC/kS6lUyuZVD2TRnaAsOiZkxqQDtm9/f9+E5PPnz23ser0ezs4WW15KpdKttaDlXjBuILqzDoBteae60m63sbW1hWazGVFtOEmrq6u2U4kbCogWqeIuLS2hVCqZI4YDTieOMj1l4D6ELm5AfSwvF703ZfT7fUs7+9Of/hSZTAZvvvmmoYJGo2ESfTab2fb9nZ0dVCoVs8kpwtD2amIiRb7aHl6r1+t49eoVisWiaQG0cVLoJRIJO2no1atXhlKp6p2fn2Nvb89UYdVS1Mar5g9FQPydfdAxYyEK4/FO1MpUwKqqvLu7i3q9bjtwm82maVthGOLly5cRmlMbJefKjxfnVKMhlIbUjptKpVAoFGxzSq/XM5Q7m80ioWjeLs+dkdlsFsvLy7i8vESz2cQXX3yBX/qlXzJNrN1uI51OY2VlBbu7u0gmF1u4KWiJsK+urkygsT3cUamaLbUvrjuODXOVeDTKDSPqP1HhrFqSB0JkeqQRNYNxHml3BqK+AG0vE0Rx85E3u1CQ8PBjahM0RzChlt+Kr4yY9mg6l09PT22uvJanWqLvM9u9tLRkoYH9fh9ra2uRNAEUZgRZd5V7wbhVBUokEsjn86beMW0rEQwdJZSafD6VSuHs7My2ulNdImFQNaXDU5FUu93GwcEBHj16ZEnW1VmnSFHt2cqQ4pA2be7FYtGce2EYWugbibPX62FjY8OOmaLdmeaA8/NzjEYjPHr0yGJzP/zwQ9tBqu8mYlcho+oq72W9V1dXODo6wsuXLzEYDCxlQDKZtK3d/X7fkBzR23w+R6VSQT6fx9nZGZaWlrC/v2/vi8s/4u25vKZ98MmlWAeRlS50pkOo1WpmZx6NRri8vLT7O51OJBZdtQLOM9EvmffZ2Rn29/cjtncipDihTUZCwcHIn2fPniEIAjx//jyCYkkfnskAN+YRnqt6eXmJ+XyOq6srvHz5EpVKxZzS8/nctrN3u12Uy2XTiAaDAU5OToyJU3vlYQI0K5bLZRweHtrBCY1Gw8aBffLtnc/nZvag+YX0rOYR0hyfU0GoTkH2Jw7oKH2oACXj88JV18La2pqZRshPlpeX0W63rd00CXnTp9Kp0qoe4qtagoIHL+jYdvo2eJ2nDnHde0e4BzBa7gXjZgmCRVzj48ePMZ/PzRHT6/XMRkY1Vs+QC4LA1HqG+lFFpFPF59nmQCaTSbN1cVNJ3KDfJZG1DTrpzPVbq9XMlt3v93FwcBA5rQeA2SepMUynU4vcYI7xtbU1HB0d4eLiAtvb2xgMBmafJmogmvVhbGrfZR+o0lFd4/PpdBqnp6c4PDy0hagROpyTMAzt2KpWq4X9/f1YuzqjT8iA+V+3AKvJgWiLhEsvO5F+q9WyDSTcnMUNS2oyooDRGH2dL12QbCsAyxC3srKC4XCISqVi6rkKJC3cjcc8INlsFvv7+/j+979vzLzZbJpZQJk826MZBBXEcNPVZDLBl19+aY58Cm2GmTE5VLFYjCR9ogamEQxcS9Recrmc+YUU1SpTUkZK+7U3o+hn75AFYFEvamriM+y/Mm9lgBpnz7qbzaaF0wE3Z81y7JiHpN/v4/j42JyWNLUypzYZuiZLUwHitQ3P3NUko/RNzYUpN0g/1HYJPigAW61W5BAYDav15V4x7nQ6bUfT0yFHe93Ozg6Wl5dxeHhoREbpl06nUSqVjMFwC2+xWMRstgh85+LjRgJFWrPZzNB7u902k4SiVSB6Krr/jaiE7zs+PsbPfvYz213Gra1k2rowRqORhfzR082NQ5lMBhsbGyiVSkilUlhZWUGr1bKj22h7zuVypp4qsanXW9XxXq+H8XiMvb09HB8fI5lMolQq2RFNDJdKJpMR5xSdwMlkEqenpwAWpqb333/fFgwQPdLNIyZlWCzKGJmOt91uI5VKYTAY2Pbh+XwRG+2f1xwV/E1DvNQcoXOnpi0+MxqNLNKiWCwag1EtgoIlCBY79lQYEVjoaehsE+/RCBl+9840bmJRc58yfWUYRHM0XVDtns/nyOVyxox2dnZQKBRwdnaGVquFs7Mz5HI5ZLNZ8wMpXas5iYUCWs0bOqbaNqU7bqPXMaTw4XMcZ49+PbJl3YlEwtquWrIKZtrT+S7yDnXsk1lSsKmWoWPBNigQ4n1MQ6E51RmPzcRTw+HQdm53u10cHR2Zj4jCVB3Vd5V7w7gTiYSFOHW7XTtrcjab4eHDhygWi3jx4kVk5xMJnad1kCFTVeZpIgAs1zBDCTkx6XQa3/nOd/DgwQP7TiJiKBTNNH6iANwi8IuLC7x48cIiBahW0lOvSIPPAUCr1cLKyoqFngE3ZyjycAn2lcmGqtUq0um02fDUJKCF36vVKkajEXZ2dizEkOibpoZ0Oh1v0VOSAAAgAElEQVRxIPF57v7ShUeEzm29PA2E86mE59VRtol18jduy+Y9jUYjsmjVxqxMTjUjzg/jhv2Y+HtpHimVSmg2m5a9r9frYWdnJzIOOm/8TmRPB+FgMMDh4aGZAarVqm0dp9bnma7SArAAEEdHR2g2m0ilUhFmwPHieHS7XesnUSWvb25uol6vW1QKz4SkRjEajWxTWhyqjEObQRBEQmt1Ptkf7aOvQ+def6e2NRwOI7lwtB7/nQJSzRFxmgLbqzbmQqGARqNhY0zgo+33Jpg4wMZCYUCtmTyI1xjOOxqNsLW1OL6A0Sako2/DtIF7wrg5IAyaJ8Mmaru4uMDJyQlqtdot9ZYOMY0fZSgfk+gUCgVThbgVlgxxZ2cHxWIRtVoNnU4HGxsbePz4McbjMV6+fInd3V1TxTRygc4edYy0223UajVjvslk0urW7cs+hhiALTg6iPSUjVevXgGA2SCJgOnMfPfddy3FLRc2iyKQarWKZDKJtbU1nJ6eGsEyFQDbRFTNfOiJRCKyS5K2+mfPnuHi4sLCl5SgOV66gBUFKfNUJO5VVF5XJq31k0a4+BUtaZSHIj9l5HT0nZ+fmymOWgfNbH6jjAol0sJsNjOb62g0spzb9K8wdE4jJvg8zQAME2TYJwUoFzNBhXfcEczMZjMLX6QD+eTkxMaN4IDHjBHwUFPVMVcNRWlJ503Hlc+wT9o/z4R8RJaaifRAbc45kTl5gpqZiKDJHLnGdE0REBAVAwsNNZfLWdQHQxR5+o2udUXwdwE3Aj01+1EIraysAIDthxiNRri4uDDzLYEkTyjifN57xM3F4NUdYDEwrVbLHGNxkpxJWhjcruhtaWmR5lLDrmiH3NjYQK1WM3V3Pl8clttsNs0Wp44ylb7AzfFJwIKAvvrqK9u4QZS0urpqtitv/9OiqIHvHo1GSKfTODk5se8M/yLKVeeZOml0jOr1Oj777DND7ZqLuFQq2TFVtA9ms1msrKxE5oOIcX9/H+12G+12G19++SXG47GZpLrdLnK5XMSmqeYLbzflfTQn6LZhdSB6QacMRhE4F7cyeo4JnVBsC5kFt2ZPJhNcXl5aexuNhh38SieXagdkaioI2Daq3QybJMPh+CrSZLv5p6YUakZ0ptH/wnlRGlRGp5tliNRns0VyqaurK0tipAckqOlIBSHr9uYQ1qm5bbwJzKNUXbOcZ50P72hUjYimTu9f0HmP02TUWchxHY1GaDQalmMIgJm7SHusw4czqtD1yJsCmP/pByiXyyiVSgiCAC9fvjQtgcI8mVycxLOxsYHLy8tbQjSu3BvGreqit40S9WlnSDA0hfA3xj/q6e8MuWKkBKX6ycmJ2Q6p7tbrdRwcHFj2wEKhcKuNGorYaDRsEo6PjzEejy13BJPt0Ank7a2K+nQxAAt0xcVOoiJDYlgbkTHDH1lIDESjw+EQ5+fndro1Y+EZHkVGQ8RDjz1tkmQoRIwUiFQ/6SB7+PChIW8AlsNCIxN0blk3EVYcovGCXHPJ8BrVXPaB46KqL+eQC5mCstfrWUyvP72dqvjHH3+M9fX1CGPRPuncKQP/f9v71hjJkqy8L7KqsirrkVVZ7+rpnkfP9DAzDOvdNRhWRpZlHmaRxfIDIZAl1hhpfxhjbFmyQJZA/ocly3iRLMQajMFCgI2xeQixwmt+wA92vQw7O+Pe7unq6epHPbJeWc+ud17/yPyivvwqblY3sNtVowypVJk3740bceLEOd85ceIEXQraBlfY+p3rLD09Pbh27Vrk31Kp1LIIR8Wu84d1DQ0NxZh1FQzHx4383LQGQzjN6aFxzNoe8hvHzLfwqxWUcmcoAlf3FtvKOtW1RZrqtnjWq8ja3RbKU1wnodttYGAguip1U5daFFygVJStO13dmiQvuruHwEd39DKkmQEHlGkhhJacSQwDJEBrVy6E4AbQYuZ7ozmxOdDFYhHXr1/HnTt3WnxR3N+vyIXmUalUwubmZiQUNSuRIuuZnZ1FlmUYHByMC3TA6eLj4eEh5ufnY1RHtVpFuVxuSUDP5PNHR0d4+PBh7AP76UJWmZnfKbjZLk4uWhTs85UrV+LCC+nHfvEZ0o5pRefn52OsuC54kfaMfuC6ABECNzKNjY3FbbwMdazVapiensbW1lbcWEQ6cxxSJjTbrH3XHZS64KdIhhOJ72FaWBfS+m4N5aKLYXd3N5rLjiSXl5dxctLYvcpIDo4lJ6OiOhd6FBQqXLQ9zgf8n2WNnaqHh4ctZ6+S/or8nE+AU1dWvV6P4a1El+Pj47EOAC2L5TTvXSgyFJL84QhclYjSwNd0Uq4qRaYMW6QiYF1UPO7uotL3+hiVNTw8jN7e3phKgspBI5z0GXXlefs4Nvou3VjHg5MVaBIg1Gq1uAVeXW2kDXezEkCldpR6uRCCm4TzyUxCc1syy8nJCR49enQm2F19iMw/QhfL4uJiNGOZj4H+JkZJUAsyjGp8fLxlshHh37p1Ky7sEJlye26hUMDi4mJ0PSjzqZtEhQ77oChc0V+5XI5MRguD2ei2trbw9ttvo1Kp4Nq1a9jb28Ps7CxGRkZw7do1HBwcxOgMTnz2MyVI9JxFumQYXkaUzWiXer2RV4X+3KWlJZycnOCFF17A+vo6xsbGzhygyvfxv5rnjug41qRDyv9dr58m19LNW5qJj4KJtGfYHt0fuu2bk7pcLqOvrw8bGxuYmZnB48ePYwQPk32xPvKhC7EUUqPfXVMDqzJSRc4wsYGBASwvL2NhYSHGJWs/+VxXVyNnyNraWktYHNAQ0DxtRdcFUuhY61MgxXs93DTVR61f++lj4q4X3X+hfWK9KrhJS7cAgIZy3d7ejn1W2aIAwmmgyJljm5q7fDeDAnjoMADMzc2hXq/Hw8i5AKzRJVmWxZ3gCsrcessrF0ZwqybXRnNiKtG4EAO0puWs1WpR801PT2NiYgL1ej0ic8ZM1mq1FkTHfA7cblqvN6JL1tfX43Z4mt3vv/9+3EFI7cjwRJZ79+61IMiUHxRozfOsk54Tp6enB2NjYy3un+3tbQwNDWFoaCjmTdAFm+XlZayurkZ30NraGu7duxdThbqPlm4G30VH4aJKhhtyuru748EWdI3U6/XIsBRk4+PjLWPMoqhGkQ3Qeviyji3vUZOZY/Lw4UNcu3Ytokunq07Cw8NDrK6uIsuyeLIQeUpT0u7t7UXlxCPjgEZ00vr6OoaGhs4IZhdO3B6tO1xTyJsbw5RflD4EIowL1m31atJzHild1dLj4r+vIfBe8lEKUVPYc4x0tyF/T81lFfJKI7WYdLz5X5Wh8oJahz5vVOGz78o7GhXmY+HoVhWLWjMq/AcHB1Eul9HT0xP3FtDi3NnZQalUwrVr17C9vY1Hjx5FXtDzAEh3B3KkcV65EIJbiaKmiQ8sr/kEcbO5p6cHtVotTlAuwnR1dUV3Ac0n7sSjH5pE5Hl+wCkD7O/vY319PZrdKdPP/fNkcJqrKbPShRc/l0olzMzMRJ+zhnINDQ2hUqngxo0bsQ+7u7vxSCaixbt370Z/7tbWFiqVSsxbQcWl/mMqAzLY7u4u+vr6Ymx8d3d3zJvx7rvv4tatW5iamoqx1nQxVCqVuCDjQoV098mik4rPKQJV2nECr6ysYGFhAdPT09ENpgui7kJYWFiI1tfOzk5Uyryffl8AUXExjJQuNd2NqWF0akIrPyq/qomu97u7xZVVb28vxsfHsbS0hMePH8foqJSbgHNIhY9GOijPqvBSq4RCXNvA4s8772rRtnhdrvDU8tCiildzCnmdnL+O5FNuB1VOWpf+rmOkbq0QQowA2d3djSBJwz3L5XKUXZxPk5OTLXRR+aJ1O71T5UIIbiC9aOMTVT/n+aIoKPv6+rCwsICenh6Mjo7Gk3MY9ucoqK+vL06gYrGIycnJmEOEjFOtVrG4uNiyKMNC08mzAuYpITeRtb+8xkOCuWiqiYqYQe7KlStRgCwsLGBhYQG9vb148OBBjGrg4RRkFg1J05wRzAfMdK3sO8/S4/u3trbw+PHjmBFON2IoItza2sLk5GRsM4+lA86iIx3b/v7+mFQrVYgyd3Z2sLa2Fs9dfOmll1pozkJkvrq6GsefQpnjTZcUhTN3E/JdtKxWVlZwdHSExcXFGHXCRUMVBvRvunJWdwj5zv20qqgY7cIMdYw04q5aLlzzOfKkWq/kx5T5rcJdnyPPqgDUditPuxJw+mv/+YwmCVPkrkpd6aBzxWnoVgzQarm5YFZLQr97W9kWBWpsC48pY7Y/Wk3MlEmXLMHPwcEBrl69iuHh4XgoM3e3coE8BeryylkKJ0oIYSSE8FshhFshhK+EED4WQhgNIfxRCOFO83+leW8IIfxcCGE2hPDlEMJHn/AdZwirg+IDpIjG0QyTldMFsLu7G7UjfV5aR61Wi4tt3EBBYcCY2pWVlbiBRd+pmp6r2G7qK6OwD4pEdZB0YjBGfXV1NSK7o6Oj6A5Rgc++AYiZBek/0wMk1JXBBWEirePjxrFYg4ODeOGFF3B4eIiXXnopCoOv//qvR71ej3XTzKdPFUAMB+SuTgpqIqYUbRxpqcmuhROaAmlvbw/FYhHXrl2LYW5UjjpGQCPC5e7du3GhiPHaHLPDw8MY859lDT8438U0nDzgI4QQQ1SzLEuebKMCT8ed7SMd2A6nC/mAMb+rq6uoVqsx/npwcDCeRMSt2r6wq7zIkkL12iaOkUZ05KHqFJJNIWEN0VS+53jqWpBaCqSXvkddKBo2p0LdaagWjsoR5S9axHo2JHmR7dcdq/V6I7MkDz1ZXl6OZ+cynn9/fx9zc3Mxwm1jYwMPHz7E+++/HxNcpdrzJKj7iQQ3gE8D+MMsy15D4+DgrwD4CQCfy7LsBoDPNb8DwMcB3Gj+fQrAzz/JC5TgTmBeA1q1vDMWP3N1FjhNfPPo0aOYVTDLGmFTTIlKhqWWPD4+Rq1Ww/3797G6uorZ2dk4QBTSOjnUHZIyIbXtTB7kFoP2h3X09PTENrM/5XIZx8fHuHr1Kl599VVkWcMdc//+/Rjxsba2FpmMggpo3RCTZVlLMiMAcRs8LY3Dw8O44adYLGJ9fT0evbS/v4/9/f3YPqJA5vrwMEiNt1aLyZEQ0JgszOCov6kvnxtkRkdHceXKFbz88sstoZNuclMhuy+ZQoNjz5LawUZXUF9fH5aXl7G1tRUXNymIvG+0zLQeF+TK++4qoouP26QpqKmQdeNJoVCIaxZ5AirLsnhWqfIf302BSCtDn1NByneQjvyNdPfcIqyDIEF91Cn3CIvOKdbB/qgiUP87/cfcrct++lzjNdKZ4CVPIbnCI58sLy9HBUwra2hoCCMjI3FtBABWV1exvLwc5w6T0On+BR2Hdqj7XMEdQhgG8HcA/FKTcIdZlm0A+ASAX2ne9isAvrf5+RMAfjVrlD8DMBJCmDnvPc26Y+N9UNy8UeSgkyX1DBPNK5IPIcTFHT4HnKaTHRwcxMHBAd555x1kWdaSidDog3K5jHK5HMPg1G3A9/GEaTKU5rBgf+mj5fXNzc3or2XSmitXrqBSqeD69etRUDDnBCNAGI6k2/dV4bCfQGvuYjIsT5Cnf4650Gu1Grq7uzE2NhYXJSmMuTkkyxopAqanp2MMPBlTFV6WZS079jR0jIvPLuw47gCiW4h188i6arXagrgKhUJcHCKyVdTGxWnmb2EaXfr41f3GZGfcEbe4uIj19fXoniIy1z+NO9b2U7hp+gNG7qglRiRdq9ViGF+tVos5VIi2K5VKjHGnJcX3KC9yPYeL7kor39rvCkYFsM5Fnbv6jNLAXTc+Z1mHzmnWpYJS1xTUglE+r9frccOYt1WFIwtdXdzAp7RSJcQQUI4T9zzQctK9ASsrK1hfX4/b2MnTlUol5tEnb7miVX7JK0+CuF8CsALgl0MIfxFC+MUQwgCAqSzLFpv3LAGYan5+DsBDef5R81pLCSF8KoTwxRDCF1Po2lGLE9t9x1ooCHQDite7tbWFzc3NMwiC6Gt9fR21Wg21Wg2bm5t45513sLCwENEjC1eUBwcHW/xgjhJKpVLcxKFMwaIbV2ieT01NxQXDgYEBTExMoFQq4fr163HrLg9AqFarMWMew8QYa66Ihn08OTmJvl5to6L0np4ePPfccxgbG4togYuei4uL0SoIIcSsjVevXsX169dx5cqVOHZE7Zrsn7tJj46O4u7Fzc3N2B6ljyIqfn7ttddQKpUwOzsbI0UYMqfKE0BMUO9mdr1ejzG0AGIIJ8eOgvHkpJEX/fnnn4/KjC6jO3fuYHFxEdVqNbpqlFdJbxek7gbQvlKhUBBNTEzE+GamQKVQomKfmJjA2NhYHBON4aewUeW3trbWoni1HV1dXS0L6WyHz1FFs6qEeK+v3zi61nmiyo5tVEDB+33+O1JX+qtrzkEbFQqVNrfAtwt1VMtXXVKq6Cl3mANeadvV1YWPfvSj+Kmf+qkIdNyV5QoxrzzJ4mQ3gI8C+LEsyz4fQvg0Tt0ibFgWQmivIqxkWfYZAJ8BgEKhkNlvZz77QoUK6xAaC1rMC6J+KUVYynj+n4iXiIWCr1gsRoTJ1LG6Ml+v12POZDev1QzmpKZw0PtCON1hRyZitkOgwSSVSiWmUX3zzTcjsnjw4EEMayNaoBIimtbNK4p2yEz1ej2eokI/7sLCAqampuJBsjyHMcuyKGAZX86NPNy2y5wybAuFS73eOFfz0aNH8fAKuhq4xZ4pUjn5PS8xP9+/fz+6Lba3t1GpVPDyyy9jamoqLuYODw/HwxfozuA7lXeIeuhmocKnlTIwMNAiAJn/m4oRaCjQkZGRaMmodeMTUflb/bkUpIqQicCZ7IqWAd1RyoNUhHyOzzI7oAou+mF9Hmh7tI2q+HUe8rOCIlVEOr9IV/Ke9pu8qG0kHVOCjYrC15TYfnXNeR84loVCY5cj47HL5TKOjlrPpnQFy6KWairkUcMn2S6O02c/+9noZstD1+cJ7ycR3I8APMqy7PPN77+FhuCuhhBmsixbDA1XyHLz93kA1+T5q81ruUWZQAdVfWB6HWjdeUehy8gJFhXwZGY323zBhInO6T8cHx/Hyy+/jGq1GtOYajvoC9Z3cVurEp/+L1U8rIMKg2iJDERTva+vL24CoSLiOYfc0cj3adId7v50940W3f5MYQqcboa4detWy8IrzT4KRF18BICHDx+2+EaXlpZw7969iBTfe+89bGxsYHp6Op5GNDQ0hLW1NYyNjUU3BEMJ2d7d3d2YNpNx5FyM5WnlHDP6Hff39zExMdGSuc99s5pOgcqOwoDnKhLd0vo5PDyMi1j0nd+6dQtHR0d48cUXW3iURV1BKsxU6ABoMc85PswrwzDQWq0WQwG5QYUZLDc2NiJwIY9pelmN19f/bINuO+e8UddjSiirz1mLR13pexx161oI54gjdpYQTg/D0PqpHDTGXPugSoLrOtyXwD0g3Pm8tLQUlbi2R4sLbFUyjpzJy2+99RbefffdlugzlWOkkc9TL+cK7izLlkIID0MIX5dl2W0A3wbgZvPvkwB+pvn/d5qP/C6AfxpC+A0A3wxgMzt1qeS944w5mWIQ10L6ux4Q7IsxZAYV0rpQxvd5yA+AmM+D/k1Ha6rJddFF++Gf9XnWweyF5XIZW1tbESHRH767u4vl5WVkWYbPf76hQ1999dW4+09pQ6GjuyC1vcqAZGgVYqyLSoHCn0qPCJUmtfqAmVirXm/Evd+5cyfWQaRIE5Xb5bmRYXh4OOaU0PGt109PeuECIS2NQqGAN954A8vLy1haWkJ3dzc+8pGPxCx7d+/ejZOTQt1NYW6U0UXmLGukPaAFByAeMs0Ju7Ozg3K5HP3/SksKSJrEvk6jwtsXpfT+np4ejI+PY3Z2NgIKLqYx78zm5mY8Q5Njr4j16OgoHjrMk3icF930p6BSnk4haxWuylO6vqP3+zz2ueLIX+9z5eF8rYI29T7WRzcU5zwDE+hSVbTtz2qf1FJIuWtTloJ6AFyepVzBeeVJ47h/DMCvhRCKAN4H8MNo+Mf/WwjhRwDcB/D9zXv/AMB3A5gF8Lh5b9vCTjkDqBBVoa5MpARSzaUhSL29vTHfAYBowqcEva+kHx8f486dO3GnoEYeKFpKtYft9cRIRNZE+Mw1UiqVMDg4GHNnUNDs7e3FvMF9fX3x1JcvfelLLbvUWIiyvC2q4XmfCnbeAyAuhhLNl0qlKJDYTx5gsb6+HpVeoVCI28WXlpawtbWF69ev4/j4GA8fPkSxWMTLL7+MLMviLldaBwBw+/ZtjI6OxsXGQqERhqfWTk9PD6rVKrq6GmlzFxYWovtmYGAA6+vr2N7exvz8fJyERFh0vVAQUCGVSqV4Ijf5haF3VFYUzoVCAaurqy3hhIz4qFar8Ri61dVVvPTSSy2Cgn1wNK6CVjPldXd3Y2ZmBs8//zyARtx+b28vbt68GdMS3759uyXVL9BYMykWi3Fcdnd3Y/s9jI79UyHlAjeFfJVfUsBE+d8B0XnALAV6dO7r+Gkd/tnby5h9InbKAuA0x4u3X9vgbiMepM39EU4vbZMrHKevypC/MuJuVvwlAN+Y+OnbEvdmAH70Ser14r6vZn25SNve29JxrUNDmzhgumMuhfiB05woFEbK8K6N+U5F3PS1qQDkxO/v749JfxiiNjo6ivX19Za4ViImnpnJKAieTUm68X1KS2d+3qMKhoiBnwcGBuLGF3WLkDlZF5mfh1Y4inr8+DHef/99AI38KrVaLe78ZMIj5gxZX19HuVzGwMAAdnd3MTk5GRdPBwcH48IlFVpfXx9GRkbiae10kXCB9N69e6jVai0uLN3i7WiSycco4OnW6evrw/DwcIyRJy01Np4CpLu7G3Nzc8iyDB/+8Iexv7+PBw8exGPryKM6FsqzSjsFHWzvN3zDN2BpaQn379+PexG2trZw5coVjI6Oxjwx5Jnj42NMT0/j8ePHMXpHj51z4cx3p/zeamm6ktf2hxCiJabFgYULMH2XCju1vBzxumB0a1JliT5Di0X940Br8reUFZCSEQR23PfhMsjBqAtsbTv7rgq1XbkwOyfV7ADOLtoArTHc/K7XFU1ox3XSspBI6vsETv3NytT1eiO8aGpqKiamd3NQzTVtm+aq0IlI/zVPde/t7cX9+/djYD6AKJjpauDxUzox8lAJ3+dMpMqHdCyXy9EVNDY2hu3t7ZY28oRsNQspDHXhk6FvS0tLWF9fj9vliU6phObn59HT04N79+6hUGhs55+ZmWmJpNnb28Pc3Bymp6ejv53H0a2vr+PFF1+MiJ75xGnJVKvVOH6ckIouFYEDaKEJ+1AoFOLCI3kAOM0d7nSk1cBF6LW1tbgjjsmGfDK6AFd+00VKIvCxsTHMzc1FfgEaCY0qlUr0+atvlkn5XUC6u0+tMEeyHF9eT4EmF8JOMxVevl7Fz87TymvujiHNuUfD63P6sk7eRxcirT3yMt+jlrT7+nWMQghxYd4tApdRalX5fSlL5K8FcX8timtR9Ru5gPTngLNmFgsZT10K/F13h3HQfBcX359lWQwfVOTG9+nCgk5oZ171n/GkG5qqFJReFxE3BQQ1PVN6pujgWlxXsIk49Hc+w7UCnj/JNLKpMyhVIPI/o0hIb+aOVkvk4cOHLZOjUGgcSMy8K/Rdz87ORlTOBcmBgYGW7fghnB6kwZ2fKvR4JBtpx3GfmZnB6upqy8G6HAdGbnCyM8qAii+EEN0QfA8Xsrl4yg1CjDJxhUshoMJAeZHvUYVZLpcxMzMTF9EGBwfjgdTcUMN7j46O8OjRozMxwkpzRbS6aK9IVvld+Vjv0c96n89TtUhVCTivlkqlCHh4n6/jqLxwoa31ensVhRPQeWZIPp+ih7ZTFbELa++/WyEuz1x++Tu9XAjBrYIjz6+mmhVojSppV6cKZ30HBaSn19T7KPDJ5HQV6EJOyhrwtvtnPuOaGjhFPKq4NLyRZvnx8XF0mWi8qrqAVKirhQAgxulSOD/33HOoVqvY2NhAT08PKpUKHj58iBBOT95hdAL9xBTetAwYcQGchktpCFi93liw5EYHjiNjudfW1rC+vo4bN260JIJipsfu7m5Uq1UUi8Uo3DXpvAogKkYqGdKOVoIeHsFJxegWnvHJsXrttddw8+bN2K9CoRBpROTO7fK7u7u4c+cOjo6OMDo6iizLUKvVUKlUkhP1PGSllt/h4SGmp6cxPT0do5/6+vpw//79mPedbQTQstjqC5Ku8PnZeZRjlLpP++Htdb7X31nUtcF7C4XTvCAeHuhCWOdsHtJ1BK6867JEZQrp44pI2+BtoXLOU2pOK6ezzs88ucZyIQS3olM344GzLhJe05LSuPosr+vE1rAhr4/Jf/R+rdM1M+tXze591L5SuPqKNBnFT6Hme/S9dJ34OX0eluSIg+YilVpvby8eP34c3Rk8o5PokcKPiJQCw91AeuiEoyBOxP7+/paTXjR1bLVaxdDQUDypZXp6OsZgl0qleEYiD4Gg5aGWEZNhqauNAp4ImYuFDIHkOgQXdIm62VeeOt/X1xetLrV4uFj84MEDPHz4MCrFoaEh3L59O+6qdUSdx7/adn4+ODjA7Ows9vf34+ajEAKef/55dHd3x1Ppub6gytLr5XiooFKl73NC52fKgtTfXeDzGQUnFJ68V6N9fD44IErxtM4vF+B+PxW68iTXBKjkaGXq3HNBrUXndkoRt5ML2ie91zfoebkQghtoZSQ361icMbQos+t34OwOLfebpUwwTmJlSEfHWpyxvG98v/qIU33RfBc+gXm/RqiwfgoCDXdjW3TxkdcYCUEftpquegoJfbrd3d0xWx4X7+gr5Pu5A5I01rh59o1+YFeEFKyVSiUKX57CTeHNXCTu12TEkFoBqvTUDw8gLnZSMZOe7M/a2lpMFzAyMoL5+fkYGlksFuMuu2Bo6i8AACAASURBVMePH0fX0tjYGAqFQjyyigfEZlkW3RjuGgHQQnflFSpkFq5x0FJQJTAxMYHXXnstWkhUjCponS/dMuT9KZ50hO2o2pGufqaSUvBDHleXVt5iHDfaKEr2d+gpSdoWt955TcNuVai7DElZDS6EVWk5jVP0c/q7QOd/rtvklSdNMvU1Kewc3Rhkamcudtj91mTUdqacM4kOGp9LmYbul0sNxnn9UpTi11knY0r1vRSG7vtmfymAHEE5jdT0BBC3RhMFcxt9uVxuEXSTk5PxFHmiMioIpb/6ZXWCK1MyggZoVTIhhJhp8NatW+jq6orb4ilcudWceV8Y+648QT7gohEX6dg38gAXM+ku4XegYclQcS8tLUW3Dds9ODiI/v5+1Go1HB0dxXQGFKj7+/uo1WpYX19PRlkArT5PFWi6bVz90wMDAy1b7tVyAhqHVtTrjUyXjg4dtSraV+Hm6FLbp/TVual8RkGt81GFqfqrXfCzz9oet8D1T9uoG45cObkcCSHESBs9mUbdknq/Pk+QkJpLqfmZ+tOSAljcG3GeC+1CIW42NmVKOtJVouYhXb2mhFNk7xpVGYf//X5ts5tl3l5F+XmDwXp8wVDrd9Ttz+t/9tHRgNK3q6srRovwdHMiz42NjSgQmHv66OjojHvEUbwKTiohbU+9Xo8RK6l+TE9PY3V1FYuLixgcHIyx2Qxtm5ubi5nVqEAokNU9pIici3oAYrggXVRM0Us6EanqYa9E/9wpyrwhTDJEdxIP3mC0wsjISIwpX1xcxPj4OA4ODmI+ESpb5RcWCgXlLfLHxsYGqtUq+vr6MDo62hKxs7+/H09m4oHSqaLARd1JfI8KYedxd7eo8NK+OK+nkKwvOLKPShuNHFEXiy7gsg2peeq8xnsJCPR3baPWRVnkeUw4/t53FgdRTkuCLfWn0+V4aQS3Et99ytrRlK/bB8mv6b2p5/xeRx55wll9q3qPKxJHEcoUep/TQ+tzU9IngfY7db8yOevt7+/HSy+9hC9+8YvxzExFSjMzM9jf348xzL7qnqJhyjwPoXH0lobXKfojwzIbIhP28FmeTs+UtVyQzLIsCkv+FYvFGJJHXmKctvIVF3h5Usnm5mbsky5YA6fZDQHE6J6dnZ3oWuFGHFomIyMjmJqawvHxMZaXG5kg7t27h+7uboyOjsbFUW460nc5D6mgYqrQ0dFRAMDa2lrM093X1xez/h0fH8eMmBQsunksJWxTyl8VsbZPhaS2WZ9z8OWWMNAarqrzQgW/XnOfub5PLQpFw3q/gzflTxXe6t5JtYHvIE8pX6XmBj8zYRnHg21QlxF57Lxy4VwlLrTzhGgKTeQJWWcWnRRKeEePvJ/36uCzrSlTU7+nBLRv5PH6vB4X9Km+u4XCepyp1PTb2NjAV77ylZYzPLkQNjw8jJGREWxsbMQ6eNK4uoz4mcJeaa79p+Bxny77w6gdjYghPZiDhs8DjTSumto0hBAXMGdmZmKyrqGhoYhGlXeY9pOJudSf7EiO1kOWNY4xYxZGtpt5zKempvDCCy/ExFzz8/PRFGfYHlHbwsJCFPhEWUTxAM6kEOVaxIc+9CGMj4+jUqmgVCrFA3Hn5uawvb0dsxQSteoilypX5SUXynwuz2WZGj+dK8q3yg869uyX8iT7rs+pCySFbl25M3ySpZ17g+1Ui5RK1cEHdzhzBzXvU+GcmuukJQU9+9vf39+SEz1lpbYrFwZxe1GBmWIufgZa0acvROUxGUtK46fQgS6Q5JmKKcZOIXFtV4qRUhZE6vcUvVinLpakhChRIyMieC/zUe/u7sbFSKc/afzcc8/FY7VII6ct3RIjIyOYnJzEO++80xIrz0mg71FznKv+X/7ylyNq6enpwcbGBrq6GlkTebbo1tYWRkdH8frrr0crIZXvmDThQuje3l48+YbKie1Tc/7k5CSmzKUCU/dWtVpFqVTCysoKdnd34yk5TIH7/PPPI4QQD+kYGxuLCklpxvzQbkGFEOIzWdbIpfLmm2/GHDYhhJjdjuGC/NPoH+Csy4P/Fdg4XysfKl1IAx87R+raJ0XyrFsDAlLuTKWR8nhqbiiISIEkXk+BIH2O7eBBG8yz45ZlXjvVGteTkpiTR0Gkjle7dgEXUHA7Yk4JKR8Ave5CyjV96t484Z4SmKnBST3rz+Xdk+pvymJwZK7mm9brC5S8N4VitNBlwayD2k5XPKyfyZvIgPQN6+IrzVsev6V+ZbcGFLkR8THsThUqF1W5UMl4dqCxsPiFL3yhJTe29ofPhBBitsFisYipqSlMTk7i7bffPtMHneBKuyzLIkq+fv06FhcXUSqVcP/+/bh+QDT44osvolKpYHd3FwsLCyiXyxF586BjHT/+p4Dk++niIf36+/vxwgsvxHMMGSI6NDSEg4ODmEFR++L8pnxF/lO3hI+R8k6KV1gfla7+pq4IFcBKY1VUecDIlXC9Xm856cnnj84R5WEHOdpOH3u9T33wPu+ctll2GnbItSVNWQG0+rvz1rK0XBjBndKIep1FiacIOIVqWSiU9Pc8RK7v9AFXtJ1SEF63Tgitm6Xdoqd/dtSb97xvrXVF4AqA97WzcPicLg7V6/WYO4T3u29O+6F+Z32P+gy1fY4IKUR0nYNCYHh4GFtbW/GEGEaf6LizrzTR9/b2sLKygomJCQBApVLB9PQ07ty5cya1gE4+9XczYVG9XsfKygp6e3tx48YNjI2NYWlpCUtLS+jp6cGbb76Jqamp6LevVCoYGxuLJ/ikFLEjbRWYHAduJgqhETOeZVnMYLi6unrGr69j7haaK/uUIFX+TwlQFVA6xlp0XHVcfH7lCXIX2C7YeT+FpPO+z20Fd9oWPu/+blqjWZbFiCa1Zvw5tkvHV33dfI4gxWmSVy6E4FYBqN99cFw4p1bEU511zeqMwHu0PSmBl4e2U1pc70kJd30uT2ml2pV3v050Z1BtZ+q5VH/yFJG/QxUF/ar+rC9U+Vj6e2iKas5ihg7ysAPG7nJXItF+ljWyFvLEnZRJC5xu+uCZmTdv3sTe3l48cAFoDU/TRXNmTsyyLKab3dnZweTkJOr1OsbGxlCtViMyZggkoz9efvllbGxs4N69e9FnSvrreLnP2MvOzg5u3bqFe/fuAUA8v5DtIhp0nlV07b+nBDLvTy1I6k5Er9f5SxfhnKd4b+o50t7p4Zt1Uu5B1uOomnU6yFFBzYRjTFKnwhtoRB8x5bKvW7G92l9aSwQWLj+U7m41eLkQgluJ7Cgw1SngLCpVJvNnHKGm0Hk7gayfU4LZJ5qanP6cTwynA593k9nf60WZhXXwuqPc6elpbG9vRyHI+1y5+W/sIwW2j4uOWUrQpJSX0o31cdEnhHBmUccXlI+PjzEzMxPjsLkQmWVZjLTQBZ/u7m6MjIzEGGvWs7m5ibt377acuE6fa2qMiJSJvI6Pj7GxsYE/+ZM/iX7uUqkUDzkYHR3F4eEhFhYW8PDhQ0xOTqJWq8XjslJj62jbN1IBiKeLeyyz7oJMjYP+9zF2YKT91vuV5/xzXn2qCFIAwq0Lrc/Hwi3plLBP8bQDQq1b+8xQz9HRUezt7cXIK963s7MTUzFTGCtIoRtN48Tr9Xp0F+qcc/mTmj9aLoTgBs6i5zwkAJwukOVpaC15KDWFKB21pn5LXcsTXt4uf17vUQ2dQgOKZLR+fYeaaI5oSddCoRDDxFRRUEjq8ylm0j6yfkWjehoPf1dF5gqFzzlSY1sBxE0l6idUIfHgwYMYz10oFGJkAU+JYfuZo/rg4CAePcbIDCJwBQ7ef1eA/J3KgeGMKysrmJycxPj4OLa2tvDqq6/Gg6Rv376N9fV1zM3NtRwwwVwmyhMe38trpN3o6CiuXr2Krq4uPH78OKYx0HFS95LSPA9U+BzUor/nASB1SaXmgL7bwYj3Xy2edsCFv3HB2OdPqh3uUuQ9fnoO9xGMjIzEXPnaBw1bTdFC49B1K73yPunFej2vTKpcGMGtGk+1Ux769UFUNOaCOe9dKaZRIan3pARWqh0sKqgcYWvdLrS97amFCp1Aairyfu8ncMqohUKhJYyJzzia02dTv6WsBp9cOhb6HJnT6axCIbXjjkK5VCrF8y85ecjsXPWnAtHNHMxlfnBwgKmpKVSr1YiUOMlcmLkiUwGo/VxdXY2bR7Ks4Wvu7+/HN33TN8UokZWVFVSrVfT390fXyuDgIO7duxe3yGu9bonoNVomS0tLWFtbi7xApO35x5UnHHDoeLuC9XFTkJDyT6d4Q5/PAxb+Lm2TInqfl3of3WccTxeSWr8qQgUwWhffyw1p/f396O3tbYk8Up9+al7znToX6DLRdimP+ZilyoWJ41bi8bsyqTOOTmZ9jp9Vk/k195U54tDf/J7Ugou236/pnwpnIgN9VoU1v7s/UOt2BZdCGP4OftYJQkbRxS6lp7tF+A5XHmyvKlCnT0pperv09xBO87vQdVEqlaJ7ge+n+Qmcnu9JF0u93lio3Nvbi4cRLy4uRlcRk0WxP8x1zf54f1UgKN2ZLTCERnpc5lqfn5/H8vIybt68icePH2NnZwd9fX0YHByMh1GkdhEqr7ggZLtfeeUVDA8Px8Mk1MVA3mjHQywat619U7SfmoPKZ2yXg5SUkNX7dNzVPaTjyzaynSlg5e8mT7vQTikW8qvWzd+Y26ZarbYcrUcXmbuHtP1Ke173uHJtQ2qcUuXCIG6f2PrZB/e8OlIIVRnIESCJ5i4SF/SqVJwZ8tCoM6czhU8k/e4maYouagE4cne66Hdn+PMEqzOg0suRhtLUJ1+ewE5dYz0M2eMiEc1Vb7u6BZhPhfV0dTXyZa+trcUt7PSRlsvlGKer73chSPrkIarV1dV44HIIjTDA7e1tlEolvPvuu7h//z7q9XpE40BDyYyNjcUNN+yHKl3nXx2P119/PcaLM/eG+lldaOTxmCvalMtS+619d9qo0HL+5DtSrhRH5sDZU3DaKQUFGyme0pKae/oeKgi2ge/iaVZcoGZIH/ur7fT2KEBKCfqnKecK7hDC1wH4Tbl0HcBPAfjV5vUXAcwB+P4sy2qhQYFPo3Hu5GMA/yjLsreepDEpQvrkTN2r96fqVP+RazRnNNeYwFmGSAlr/uaT3QWiM10KjfD5PEGvORYovPNo5AhD3+9pY1P9U3SVJyiVRv6MKkN1uaRcYi7kWYicNZGWv4vt1R2SuijZ19eHcrmMjY0NjI6OYnh4GHt7e/Eoq4GBgbhpx10mFPA0cV05K60GBgbQ1dU4bGJ2dhaFQiG+g2Z2T08PxsbG8Oqrr6Jer7fsCM1T5CoMKLR5wAORqJ6e5LxBOjOEza2iFFJ0Hqcgdj+1jwOLJ9JynidtFX1qXhB9Fji741j5jjTKC/1VwemClf3t7+9HCKFlrUMXI1lfT09PPGCa9XmOlSzLzigdbUM7YOD8nyrnukqyLLudZdmHsyz7MIC/iYYw/p8AfgLA57IsuwHgc83vAPBxADeaf58C8PPntgKtpk5snJgtjghc8PqzXrcyi/vvUho8hSTy7tc25PWFJSVcUwiGz7vrKLUw6WjYJ5G7iXjdc4/4hND+ucnt785TQkoL/eNzqX5r6e3txfDwcETEXCxKucZ8PYF/Jycn8cT3k5OTuAWdOcir1Sp6e3tbtiArHZTmLsxIA6Ll7e3teKrOzs4Otra24iEHzLpIRQEAr7zyCp5//vkkrzhdVQDt7e3hT//0T/F7v/d7LYdC0NpIAR4qsxQy9bHwMUrNixQtUryfUuZaF2moVgLHzevy+eMLxj4fFRCk6tV7T05O4joIaeX94HF0PEqP9VPxEMzoe4nOuYeAmTbJW7qhzOmaV57Wx/1tAO5mWXYfwCcA/Erz+q8A+N7m508A+NWsUf4MwEgIYea8iqm5dGBUI6nAdUGaQpUuSF24AunIAd6v13hfO03oWjMliPIEW57gd4ZLtVEZhDTzCZiidep9eRNaiyM0vZ7qk1sxqbZ7/d53zSjo/VOXSaqvRKOcmIVCI98284QQ5Y2OjqKvry+iJ6Urn9cTZbS93CXJhSoiNvb96OgoZjYcGBjAxMQEJiYmYlpYTvw8mihN+RvT1haLRYyOjmJiYgL9/f3o6emJbUmNn9fnvJYaJ3d16XMpn7DzFZ9zy1BdKfo+53XSJ0UjFdheFOxo/7Rt+vzh4WHMPFkqlVru074wLzyfpeIkv2k4IM+1LJfLKJfL6O3tbbEMqCg0na/yQ155Wh/3DwD49ebnqSzLFpuflwBMNT8/B+ChPPOoeW1RriGE8Ck0EPkZAeUDrERWF0RKQGgdOihen7SjZVKktB6v+8BbfwC0mlSuVByhthOs/lzqfdpXXtPrbLNPrpQ7QvuQUg58Tq873bIsO4Mc+FvexPLfVChrbvJ2my30XSn66IRL8U+xWMTi4mJ8l0bduDmrgg5oWC0DAwPxZBzmNqfZrEmuurq6MDw8jKmpKdy4caPFteF0UZ5zARNCY6fktWvXsLa2FtH9yclJXAtgmJo/575j7YvzvI8x6eFtUp+63uv/WZ9HYfh4KW/wGQUAWlIA6bzfUzzDz0w9wLwk2k9tJ/3cylvAaTgq00Gwfu7qLRaL2N7eBoAW9K2HkuT1RcsTC+4QQhHA9wD4yQRxshDCU3nXsyz7DIDPAEBXV1fmQtvNUx+0lEAmY2r8q7Q/PucTzxcfUyvkeQPvA+pC15/3dnidWlLM6v3W333AfWHI369FJ6bWqxNIn3M6Kg2cPnntZxs5Bj75yQfqQ0xNYleMrrwUUWqeD47z4eFh3JKvp6m4GV4oFFryohAVbW1tRf/3wMBAdEfwuLOhoSHMz89HdD06Oor5+XncuXMHU1NT+NZv/dYzAlLnQGqsenp68KEPfQg7Ozt466234k7NPBrp2Lrrw4WyK0kXqu7j9rhjH+88HvD5o/5z56s84MT6KUSd11NzNNVOjme93ohQ2t/fj+hYd/Cy7Yr+lfc00yZwGqLI/N/cPavH56UyEqrsSpWncZV8HMBbWZZVm9+roekCaf5fbl6fB3BNnrvavNa2pIQbcHZhMIUK8zRzSuDzWdX83g6f7BwoZz6vL1VXyhT0tmjf1AfoCiAlxPMWmvx5fV8q8oRF0bgLjTxXSkrBPsnv2g6/xrawjtSYpsbXaebmuN9Tr9dbFhyB9EEGrINIi+1iXDjrYsQLJ/HKykqMiuEhCLdv345hgbOzs6hWq7nCLDVu/N7d3R1zdPOAhtQ6hPchVR/7o/TW0g7A6D3afr1feTgFjBwcuHWl4+X1pn7LE9p5c5V1cbG3WCxibGwsLlgqzZQvNUTRaUUFroqRVh8P3T48PGw58o/vOW+B8mkE9w/i1E0CAL8L4JPNz58E8Dty/YdCo3wLgM3s1KWSW3RAWxqYGGRHCzpIecLan00xLt/ngjMlCM8TLu3Qr97frrRDMS58201EZRxdvNLfdDL4ij7/1AfqCMj75kgqpUC0HkXgXocrWa0vTzFxMqm5qnlUfALqeHDzhW6JVyU5ODgYf9/d3Y3Cu1BoJLx6/fXXW1KzMpkUgJgdEAA+9rGPYWpqKn53f20eaFE6FAoFvPLKKxgdHcXo6OgZPuOzmpu7HS/6gmAK9Hi92rbUgqJfV0DjSt7bzn5q0bmmkUaKhrUO56VUUYV3cHCAo6OjmFlR30eeUjeKWur8jW06ODiI+wXIw9xTsL+/35KJ0gFOu/JEgjuEMADgOwD8tlz+GQDfEUK4A+Dbm98B4A8AvA9gFsB/AvBPnuQdjnDl3UlkppORA6tM5IznaEXr10HRtjgDp5jZTbt2wjYPeTpK1Hs4OZ0GqXqUiVKKS62GvDp1HNTacNr4hPXnSZsULXxyp5CY01Jzhuvkb2cWExnn1e0oj3VoOJiPX6lUwvDwcERN2m9GI4yMjGBiYgKFQiGeHs/rPO5qbW0N9Xoda2trLQtdHENXgpz4bl2y0I1TKpWiiU8aaMhmygQn7zhA0gVOnx+85msUKV7WcWM7UkgYaF1MTgErr+9J5mjqugc+hHC6m5cW2P7+fjwZSfmgUCi0nGDDsWBuEp2HPmY+pikhfR7aBp7Qx51l2S6AMbu2hkaUid+bAfjRJ6lXi/oT1delv7tAdYSeQrF5KNCZLg8Be/36vN+nAsIZJ/XZr7mv3dGkt4f30MzyyeILvql+phRcasKpgHamC+H0DEWvTxWv7k5M0Zv3eD9VSHi7vGif1e+pwoloOTVhXGhqYS5lRrlUKpWY94UZ/ra3t7GwsIBisYgsOzWX9/b28Morr0Qhvbq6ilKphIODg7iLk8mKGD7mQjDF8/V6I6Xs/v4+XnjhBQCNTT1LS0sIoZFznGlIgVPffUppaT89VDRPIOo8SvEJ+U7HPAXMUmOqyskBBvvuIEYVoCopzdfC9nibnYf8O+vf29tr2SzFfvb19bVsylF6kR85BnlzPKX0UuVC7Zz0yZSH3nh/Xufyohj0uRQTOaOmmDYlSF0wKtOosvF2pNrsSNLfk2p7yr0AtOY/cIZI+d71Xh2PPDp7fSrwWIe7urQ+pXHKXMwr7Zha26QuIdLXrTMKXV245Bhqe9mP7e3teKZjrVaLCJ3b8A8PD1GtVmMIGAXxyckJ5ubmUCg0jq06ODjAvXv3Ytz37du38cYbb2BjYwOFQgFTU1Nn6JASPvV642i34+NjTE5OYnNzE++9914Uvtyi7ahSacW+sf4Uis5T6Klriph9Tiuf63efl+7v9fFj/50fvG5V3vxd544raU2+pm12kKebbfifhyMwYZnzaR6SzhPe7cqFEdzq60wJGiAtHFITPcVkLC749Pk85ZDywWq76/X6Gb+a16EM46ai3qcoQ9vrfUmh/pQVoO3U9yi9XVnpO/PQ53nMpe/hBHJ6azvy6nNElKJX3v1ON31WJ+Px8TEGBwfjaj+zuGnfiVSZ85s05W/cGKS+8d7e3njP1NQUCoUCarUaisUiisVijECoVCp48OBBzO98eHiI8fHxM0IsVbIsw+LiIlZXV7G4uIjBwcEWAa/bq52X3YJJmfSp8U4p1dRveWPnczi1zuHtSc1X/ubgiQqN11NRZi6I/Xelj84LtkMjb8gbXOfQtj4Jv55Hx1S5MIJbO+p+Yxd2qZJCjXnI21Fo6l4Xao4UeS3lHvDUmvq8a39tk35uZzHoPeqrS92nk9SD+vXZdlaKoxV/NjVujuSUFrzPw858TJxuPk7OIy4QvA86uV2p8QT6FNLO4z8KeUWah4eHMQUoc3tTOfT19cV84KVSCTdv3kQIp0eobWxsYGhoCMvLy7h+/XpL290KozBifpKDgwO89dZb8RzNlNKiolQ6Os1TwlPHlVEXKeChPKa8mQIY6hL1sXc3h7cvT8DrcyneUP4gb6ZcsPqMKgMdD19I1uRsXB9KKcA8S/y8hWgvF05w62RJEdKFqzOi1qd/SjwfsHbCVd+lvzlhU755/nf/M1EZv2u0g7bd25yigb7f+5yKHtF+pujqNEkJ9DxB6gLPXUYUAqSH+ubZlpT/9Tw+YDu9nym6pczVFBJzN5MKKwppfmab1dXCEMAsaxwGfP/+fWxubsYwsOXlZRwfH8fMfjy0mUn79/b24rb4er0eU7XqafRdXV1xMYyhZSsrKzHuWGmRmh8qNFQ5+Xg6KGiHrjmmurCoFqnSUOeDjrMKTAVD3r48Yeeyw9/hdbuS83UO7Use8HLaKL+llKi2y599knJhBLcLvDzEoJ9TCCul5VIMwcnXTuDzu74jbwDzBLq2xZGKM6y+34sjA1cK2kYKSW2/0y/v3d7mPOXnEzrF4MDZzRoaA62CX59TBZhqa54gSbkUFPXr/c5HThtu+FGz260LbppQmnPhsbe3F0NDQyiVSpiYmMDW1hZqtRpOTk6wuLiI9fX1+I6tra3oq2Z62rfeegtvvvkmBgYGYr+q1SpmZmZiX6hcpqamsLGxge7u7phky92OPqZKa3dTuIDU4rzu/KEL7HmgIQ/QpJQugNx5qm10/iQ40ndSsfBaHihJzUFtp681pGSFttMBnSsFrdOtjbxyYQR3ntDgd/+9ndbXOlNoMI+RvW59Lg+1uaD3elILh94GR53athSCTzGt0+48YZZa1dY25KFeTabDulKIpZ2w8PtS46Z9d7M59ZwqK++r00a/p55RJZRyCbEeFeyuQCmQ9/b2sLq6ikKhgKGhIWxubmJ5eTkmHAIQhfXe3h5qtRrK5TIODg6wvLyMycnJuJV9fn4ew8PDKJVKsX2MAy4UCi0pRl2JK3117CnMlOYpgaq0cKVL+ihtUs+40lV68b1MvqR1OHDQutrxogpMtlmfSfHqefJEr7us0D75ff4b61LLjqGQl+oEHPdP6YC7aZMSOi442w0Af09pwFRdfKe2xSeqM42+I+937cOTmEypicG+aeRAapL5M1qfoxVXco6unC56nZ8dNTt9yah+D0vKZcLrqVC+VDtdePF57WMq5a8ubKUUtaJ4v1f7yqRFTDRUqVSwu7sbN+NwQUsXEOv1OsrlMq5fv45arYZSqYTd3V0AwOrqatwc0tfXB+A0/HBvb68l//h54897nKd9o5Peo0Ja+c15k9+V3jqe7kLTgwXaCUKnt6/ZeFpV7bvzI9ug4+UgTa/noeA8X3a7z7qASZSdZWfDV9uVCyO427kCtKTQKosSox0izdOsOmj+HkcZzlDOcI6iHQmkmCRlJuUttuiE0kWhlJ9S36koQRWKt1Fpw3pVyLnbR2nkQtf7c57Z69f1/na+Wr2m4+TKP0Ufb7uOhfc1DzCkhD1RZKlUQgiN5FDcIs9DfrWdxWIROzs7eO+997C+vh4PqV1fX8f+/j7m5uawsrKCcrkcj1/TeliI3Lyf2tbUnHMByz447/gY6EKzjz3HUN/n46uLha4MVanp+5yXPS2Fz1+fSz6muojeTn6k1rLa8XAKRKisZxa0ZwAADqBJREFU4mcq9HaKguXCCG4tKW2TQg4qpFLCj4s2KYZLoUEXAnlI0wVs6nw/f6czlA8an08Jc2dAp4sjHZ8Iim6UBq4InPb62Sddqi5HKnnPpJhSJ6L++Rg5UzuNlSd87FJtd7Tk78yzGrTouxXF6YS8evVqPLNwa2srImedzL29vejv7285XOD999/H+Pg4Qgg4ODjA22+/jcePH6NUKsV834wd1hPFdTzzrFfvs6JoF5zkT9JE+YJ1uGXi9EwptpTQU97xOvhsu3FR4ZgaL7abfXZect7W/mscPNvoeUaU7tp2z42ki7jquvH+pMqFEdx5WsYHwAfD0R1/J1EcPWk97gPjdW1TChk7AnPtz+t5isDvdaWhTJyiCdGFCkJl9hRyII0Umaf85+364MjBXVuucL1fqb6r4PKSp0TcD6s04meGrWm97o7zfqog4LN8j9NP6Z0aB80iODk5ia6uLty9exc9PT3Rh9nb24ve3t4YilgqlXDt2jX09/ejUChgfn4+pgDle5kydnd3FysrK/GgiWq1GiNOUkIrtRbBtvq4Os3bzT1X0Cng4ELZeV/HR8dQBWa753wsdMwdELgSUb7Q/vnalPK4gyqv0/lB+6K0TW2QS82RVLkwghtoXYzySenoz58B8pmgHUO6wFQCpzS2MyHfcZ6LIlWHKwm/pr+lFuj0e2pBibTJYxDtY0o48915Ai/FaCkhnddPV5Z5TKv15AlsFyh5IZapcdB35MUo5ylar5dt0p1za2trWFpaOiPICoXT48wKhUbuk0ePHsUzMDc3N5FlDZfKzMxMy8EL9Xojz8n09DSGhoawuLgYNw75GGrb2tHdaenX3f3k1/U9eRatK/3UWKTGJiUk8/qpCaBSecLzeMzrcfo4eEiBK46vHpvn/J43/7X9+v5UuTCCO4UsdZBTmss1nXfUzX/ViK7V9X1O2LxJyu9+Tp4vnrLtjuK8n9pGrd+LK4V2Wl3v13uUDqoI3DefslZ8g5ELghQtSZeUImNJWT+pPrgwYLuVfjRrdSFNTf0UXTmWeesmygftcr57Lop6vR4zCJJ2x8fHMQc4k+7XajX09/djY2MDJycn6O3txdTUFPb393HlyhVUq1VsbGwghBBPpucBxTwAQJUC++ox6C5ECTqcFsoP3n+dG3ngyZVpisd4n7uY8nhZ13OcB1PPtLMEHQA5r2p79H3aB9ajdHIA0G5OK7+mlEleuTCC2zWsXteJqIPqzOTE0QmWJ2C0+Pud4D7IKji1PXkoQyeIMoi2z591dJCHhlicUVPMoNaBI/cncVl4+Ji2J8WkngQr1VdtXwqd5NEg1UfgdN0htUDnfU+1xye3L5A68vd+K22Yu4I5S/Sde3t7LQh1d3c3CmEK96GhIbz33nst946NjaFer2NxcRH7+/ux3R6vznY4L52nxJwOKbChfXSQpLRUQct3+wKdzx0dJ/2cAhPep9RYODjx+pXH2rlPvW9Mk6B85s/mARtvT8ollFeeJh/3V73oarJ3XB37igZUMGrR551RHFXqe/KYRT+zDv/MPng7tU16LbWYpRPFV8H1XSnhFUJrulWdCPoefvfn9V0q5PKEcx668nfzOUfu/oxPJL/uaMiVJP/zXan7vOhkUeSX+tO+0gxP0ULbCJy6TYaGhlpOitd+AqdJsQ4ODiIK55zo6enB0dER+vv7MT09jXK5jCtXruC5556LbRoYGEC5XI67KfkOz0OufUjROzUnvK0ubFOL4FrIm/xdI0DyDilxQZcaRxfMzp++oOruNX0mdaSa9tfboQucSg+XI7xX+6Z05WfW8STC+8Ih7pQg4f+UcHYhpt/dPOP/lDZsp11TqC9PYTjSSA2itv1JaOD3aD155/c5AqCSSC1c+QQF0n42pUOKFt5vXbPw51Pmcl7xyeAITico73VrDDg7ed3c5Z+u7LsFoopf3UxK21TbecAst6M77YrFYpy03HDD+x49ehTfOzg4iKtXr2JpaSkm6OcRaVQI5XI5bptnfSpYnSfa8agv8OYVHwMdZx0HDVN0WqYiPLSoosgDDg68UnNXrXe9T8+Q9OK85Ne9PSme17Yqv+k9PgZ55cIgbhc8elqHm0ApYevCwzVgO03twinvHX5/3m/+vvMEdApNuOmp79N2OiNzoqrAJA11grRTPCnTXychk/M7UuK7VHGmfMB5zJk3Jt4XH4PU+LMoH3mGQr+XKJp95O9Oz5Qy06KoSdvFw4HV+iG9iMop2I+OjjAwMBBzmNA/vry8jO3tbYyMjODo6AjVajXm7+aJPHqUmo4f2+YHFXAxl/3ReZO3IOlz08fCacxcK+5udIGb4mv97/MmNSbaRh1jVaL6u/fBx433uqBXXtf5kKJXqo5Uf7Qd7cqFQNwpIeZMkodm+N8FLQsJnEKaKcL6ajEnYQp5uXDT/+38dtoub6cLVRWkzkj+brY3z5+sC3ZOQzUpU2Zdimnz0DsLaefCXOvOQxrK2GxTXrtIaxa1tDyyRtudWhDXfqROYkmNqdONz9KEdssv1Ufeq6GcJycnODg4QLFYRKHQyOPd1dWFubk5TExMAGi4YY6OjuIhtPX66bmG2l6lccrv70eApVwLLkCd/7RPrFPXU7QerVvdOuo+1Oecbu7maSdk8667Ky1vjcp5RkGS8ra/S5/XKBMtOmddYbYrF0JwKwHyhDY/u1ZWAuozKaGeeq9/V6HkAiXFfCllkGpT6t6U79g/5z2vk8aFV4qBeD2VIMcZlZ/zzH9tuwpnv4+KQpnQFYdPDucB/ua090gG542UD9/XFAC0uALyxlQVnp5h6SFfbsr7Z9LLac562Q76wXd3d+Pmmt7eXvT19WFqaipuvmH8N08KdwGk7gcVgM5fShsHI86v3o8UElchzO+pOaXPpGifWqzzsUqBC1WAei9/c+GrbfT3ZVlrFks/XCSPD5WnU0KY92i+G9ZxHtoGLpCrhMUb7Z1WYpM4vpDH51KClr9xAN3c58TME/h5CzDOSCkm8Ht9sUZ/b8fc+p2TzhegaOorzVRg+2/8TJrmfdf2K5Pq/Xl0934o87tydjPcF321XhXG3hbtt/7GSahKR9GnT17vvwpxR13+Lj9HUXl1eHg45jLhwQsHBwc4OTlBf39/DPXr6urC1atX0d3dHfOUqL9cx5EuHxUGechQ++hWgbqlXDHmCRfnlzyQkAcWdDxIK1oD/J9yneq8cwXuvOI0YBtSKF7nlbZf25jiFaeX09FBkd9zXglPIt2/2iWEsA3g9rNux1epjANYfdaN+CqVD3LfgA92/zp9u/jlhSzLJlI/XAhXCYDbWZZ947NuxFejhBC+2Onb5Swf5P51+na5y4VzlXRKp3RKp3RK+9IR3J3SKZ3SKZesXBTB/Zln3YCvYun07fKWD3L/On27xOVCLE52Sqd0Sqd0ypOXi4K4O6VTOqVTOuUJS0dwd0qndEqnXLLyzAV3COG7Qgi3QwizIYSfeNbtedoSQrgWQvjjEMLNEML/CyH8ePP6aAjhj0IId5r/K83rIYTwc83+fjmE8NFn24PzSwihK4TwFyGE329+fymE8PlmH34zhFBsXu9tfp9t/v7is2z3eSWEMBJC+K0Qwq0QwldCCB/7oIxbCOFfNPnx3RDCr4cQ+i7ruIUQ/nMIYTmE8K5ce+pxCiF8snn/nRDCJ59FX/66yjMV3CGELgD/EcDHAbwB4AdDCG88yzb9JcoxgH+ZZdkbAL4FwI82+/ATAD6XZdkNAJ9rfgcafb3R/PsUgJ//2jf5qcuPA/iKfP+3AH42y7JXANQA/Ejz+o8AqDWv/2zzvotcPg3gD7Msew3A30Cjj5d+3EIIzwH4ZwC+McuyNwF0AfgBXN5x+y8AvsuuPdU4hRBGAfw0gG8G8LcA/DSF/aUsvm30a/kH4GMAPivffxLATz7LNv019Ol3AHwHGjtBZ5rXZtDYZAQAvwDgB+X+eN9F/ANwFY2J8fcA/D6AgMautG4fQwCfBfCx5ufu5n3hWfchp1/DAO55+z4I4wbgOQAPAYw2x+H3Afz9yzxuAF4E8O5fdpwA/CCAX5DrLfddtr9n7Sohg7E8al67lKVpYn4EwOcBTGVZttj8aQnAVPPzZevzfwDwrwAwWcgYgI0sy5hhSdsf+9b8fbN5/0UsLwFYAfDLTTfQL4YQBvABGLcsy+YB/DsADwAsojEOf44PxrixPO04XZrxe5LyrAX3B6aEEAYB/A8A/zzLsi39LWuo+EsXdxlC+AcAlrMs+/Nn3ZavQukG8FEAP59l2UcA7OLU3AZwqcetAuATaCinKwAGcNbV8IEpl3Wc/irlWQvueQDX5PvV5rVLVUIIPWgI7V/Lsuy3m5erIYSZ5u8zAJab1y9Tn/82gO8JIcwB+A003CWfBjASQmCeG21/7Fvz92EAa1/LBj9FeQTgUZZln29+/y00BPkHYdy+HcC9LMtWsiw7AvDbaIzlB2HcWJ52nC7T+J1bnrXg/r8AbjRXu4toLKD87jNu01OV0MjB+EsAvpJl2b+Xn34XAFeuP4mG75vXf6i5+v0tADbF5LtQJcuyn8yy7GqWZS+iMTb/J8uyfwjgjwF8X/M27xv7/H3N+y8kEsqybAnAwxDC1zUvfRuAm/gAjBsaLpJvCSH0N/mTfbv04yblacfpswC+M4RQaVok39m8djnLs3ayA/huAO8BuAvgXz/r9vwl2v+taJhpXwbwpebfd6PhI/wcgDsA/jeA0eb9AY1ImrsA3kFj5f+Z9+MJ+vl3Afx+8/N1AF8AMAvgvwPobV7va36fbf5+/Vm3+5w+fRjAF5tj978AVD4o4wbg3wC4BeBdAP8VQO9lHTcAv46Gr/4IDUvpR/4y4wTgHzf7OAvgh591v/4qf50t753SKZ3SKZesPGtXSad0Sqd0Sqc8ZekI7k7plE7plEtWOoK7UzqlUzrlkpWO4O6UTumUTrlkpSO4O6VTOqVTLlnpCO5O6ZRO6ZRLVjqCu1M6pVM65ZKV/w/n7CU2jw5NBQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#compute the mean of the image pixels in the channel axis \n",
+    "image_gray_m=np.mean(image,axis=2)\n",
+    "\n",
+    "# summarize shape of the pixel array\n",
+    "print(image_gray_m.dtype)\n",
+    "print(image_gray_m.shape)\n",
+    "# display the array of pixels as an image\n",
+    "pyplot.imshow(image_gray_m,cmap='gray')\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zQ7bvZXYERmt"
+   },
+   "source": [
+    "Como el color es una percepcion psicologica, se ha encontrado que una mejor aproximacion al problema es hacer la combinación lineal:\n",
+    "\n",
+    "$y_{gray}=0.2126R_{lineal}+0.7252G_{lineal}+0.0722B_{lineal}$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 355
+    },
+    "id": "1Hh86cCa9YXM",
+    "outputId": "b3b780e4-245c-4d62-c3ce-2dccbaf7552a"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "float64\n",
+      "(789, 1184)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "image_gray_l=image[:,:,0]*0.2126+image[:,:,1]*0.7252+image[:,:,2]*0.0722\n",
+    "\n",
+    "# summarize shape of the pixel array RGB BGR\n",
+    "print(image_gray_l.dtype)\n",
+    "print(image_gray_l.shape)\n",
+    "\n",
+    "# display the array of pixels as an image\n",
+    "fig, (ax1, ax2) = pyplot.subplots(1, 2,figsize=(20,40))\n",
+    "ax1.imshow(image_gray_m,cmap='gray')\n",
+    "ax2.imshow(image_gray_l,cmap='gray')\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "eP3DZuJlG3AC"
+   },
+   "source": [
+    "Podriamos usar cualquera de los dos resultados, pero me parece que la combinación linear presenta una imagen mas clara (image a la derecha)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "xUx48tB7TV8p"
+   },
+   "source": [
+    "### Extracción de las estrellas en la imagen mediante el método de detección de outliers\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Kl27W6iHHEzZ"
+   },
+   "source": [
+    "* Recorte un sector de la imagen conteniendo una estrella individual y ajuste una\n",
+    "gaussiana 2D simétrica a la imagen de la estrella por mínimos cuadrados, incluyendo\n",
+    "una constante aditiva (el cielo \"vacio\" brilla)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "s3qPPP3tjnA6"
+   },
+   "source": [
+    "Para hallar la posición de las estrellas en el cielo utilizaremos un método de deteccion de outliers en imagenes, el cielo es obscuro, por lo tanto las estrellas son outliers en la imagen, lo que se hará es calcular la media y desviación estandar de valores en los pixeles de la imagen, para luego encontrar los valores que se alejen de la media mas de 4 desviaciones estandar, estos valores son las estrellas. Además de esto, la selección de estrellas se hará para la sección de la imagen $y<500$ ya que se nota la precencia de un satelite pasando por el cielo que no corresponde a las estrellas en estudio, además la estrella que se nota mas abajo parece ser un planeta (opinion personal). "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "jUllJZTqFK7q",
+    "outputId": "11f82da9-fc94-43a2-cff5-9584693449c0"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[19, 677], [20, 609], [21, 609], [34, 333], [42, 723]]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# searching outliers\n",
+    "def star_search(image):\n",
+    "    \n",
+    "    image_sec=image[:500,:]\n",
+    "    mean=np.mean(image_sec)\n",
+    "    std=np.std(image_sec)\n",
+    "    \n",
+    "    h,w=image_sec.shape\n",
+    "    stars=[]\n",
+    "    \n",
+    "    for i in range(h):\n",
+    "        for j in range(w):\n",
+    "            if image_sec[i,j]>=mean+4.5*std:\n",
+    "                stars.append([i,j])\n",
+    "    return stars \n",
+    "    \n",
+    "stars=star_search(image_gray_l)\n",
+    "stars[0:5]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "gAIY_TO3mMi-"
+   },
+   "source": [
+    "#### Seleccionaremos 8 estrellas de las halladas por nuestro algoritmo con un corte de $ 3 \\times 3$ pixeles para evaluar el ressultado."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 526
+    },
+    "id": "6-u3z4wlHRuw",
+    "outputId": "1a41dd10-20fc-48f2-90d9-a93280439ba7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#corte de la seccion donde se encuentra la estrella\n",
+    "fig, axs = pyplot.subplots(2, 4, figsize=(15,10))\n",
+    "for i in range(2):\n",
+    "    for j in range(4):\n",
+    "        image_unit=image_gray_l[stars[i+j][0]-6:stars[i+j][0]+6,stars[i+j][1]-6:stars[i+j][1]+6]\n",
+    "        axs[i, j].imshow(image_unit,cmap='gray')\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "dKg9YNQ2T_Y3"
+   },
+   "source": [
+    "### Vamos a marcar el centroide de cada estrella solo por curiosidad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 526
+    },
+    "id": "XLb98lsSMJ98",
+    "outputId": "bd5faa4e-73b3-4cb9-9dac-57ee489f3159"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#corte de la seccion donde se encuentra la estrella\n",
+    "\n",
+    "def star_centroid(image,stars):\n",
+    "\n",
+    "    fig, axs = pyplot.subplots(2, 4, figsize=(15,10))\n",
+    "    for i in range(2):\n",
+    "        for j in range(4):\n",
+    "            \n",
+    "            image_unit=image[stars[i+j][0]-8:stars[i+j][0]+8,stars[i+j][1]-8:stars[i+j][1]+8]\n",
+    "            \n",
+    "            image_min_max=(image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))\n",
+    "\n",
+    "            center_x=math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(16))/np.sum(np.sum(image_min_max,axis=1)))\n",
+    "            center_y=math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(16))/np.sum(np.sum(image_min_max,axis=0)))\n",
+    "            \n",
+    "            axs[i, j].plot(center_x,center_y,c='r',marker=\"+\", markersize=40)\n",
+    "            \n",
+    "            axs[i, j].imshow(image_min_max,cmap='gray')\n",
+    "\n",
+    "    pyplot.show()\n",
+    "\n",
+    "star_centroid(image_gray_l,stars)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "AIit9C2Zmy8O"
+   },
+   "source": [
+    "#### Ahora veamos el resultado marcando todas las estrellas halladas rodeandolas con una caja de color rojo en la imagen original "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 269
+    },
+    "id": "_AHkwsc1LYrY",
+    "outputId": "90e45edc-c00d-47df-b3c8-ede11cd0411d"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#dentro de la caja roja esta la estrella mas brillante detectada\n",
+    "\n",
+    "def star_boxing(image,stars,color):\n",
+    "    # Create figure and axes\n",
+    "    fig, ax = pyplot.subplots()\n",
+    "\n",
+    "    # Display the image\n",
+    "    ax.imshow(image)\n",
+    "\n",
+    "    for i in range(len(stars)):\n",
+    "        # Create a Rectangle patch\n",
+    "        rect = patches.Rectangle((stars[i][1]-3,stars[i][0]-3), 10, 10, linewidth=1, edgecolor=color, facecolor='none')\n",
+    "        # Add the patch\n",
+    "        ax.add_patch(rect)\n",
+    "\n",
+    "star_boxing(image,stars,'r')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Mt3rBFkgJIjq"
+   },
+   "source": [
+    "#### Vamos a graficar la estrella en un espacio tridimensional. Veremos que la luminosidad de la estrella se distribuye en forma gaussiana, por lo tanto es natural hacer un ajuste gaussiano a los datos de esta."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 303
+    },
+    "id": "4SQBqX9b3tLC",
+    "outputId": "5019f039-1986-4dea-cc40-5d69f5374dd9"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def surface_plot (matrix, **kwargs):\n",
+    "    # acquire the cartesian coordinate matrices from the matrix\n",
+    "    # x is cols, y is rows\n",
+    "    (x, y) = np.meshgrid(np.arange(matrix.shape[0]), np.arange(matrix.shape[1]))\n",
+    "    fig = pyplot.figure(figsize=(15,5))\n",
+    "    ax = fig.add_subplot(111, projection='3d')\n",
+    "    surf = ax.plot_surface(x, y, matrix, **kwargs)\n",
+    "    return (fig, ax, surf)\n",
+    "\n",
+    "#corte de la seccion donde se encuentra la estrella\n",
+    "i=0\n",
+    "image_unit=image_gray_l[stars[i][0]-8:stars[i][0]+8,stars[i][1]-8:stars[i][1]+8]\n",
+    "\n",
+    "image_min_max=(image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))\n",
+    "\n",
+    "center_x=math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(16))/np.sum(np.sum(image_min_max,axis=1)))\n",
+    "center_y=math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(16))/np.sum(np.sum(image_min_max,axis=0)))\n",
+    "\n",
+    "image_center = image_min_max[center_y-3:center_y+3,center_x-3:center_x+3]\n",
+    "# m.shape must be (6,6)\n",
+    "\n",
+    "def star3D(image,title):\n",
+    "    m = np.fromfunction(lambda x, y: image, (6, 6))\n",
+    "    (fig, ax, surf) = surface_plot(m, cmap = pyplot.cm.coolwarm)\n",
+    "    pyplot.title(title)\n",
+    "    pyplot.show()\n",
+    "\n",
+    "star3D(image_center,\"3D representation of a star intensity\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "sJxA3ApFXraV"
+   },
+   "source": [
+    "#### Procedemos entonces a hacer un ajuste gaussiano de los datos para una estrella "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "id": "O1w-RnvSYkqp"
+   },
+   "outputs": [],
+   "source": [
+    "def moments(data):\n",
+    "    \"\"\"Returns (height, x, y, width_x, width_y)\n",
+    "    the gaussian parameters of a 2D distribution by calculating its\n",
+    "    moments \"\"\"\n",
+    "\n",
+    "    total = data.sum()\n",
+    "    X, Y = np.indices(data.shape)\n",
+    "    \n",
+    "    ##gaussian mean position \n",
+    "    x = (X*data).sum()/total\n",
+    "    y = (Y*data).sum()/total\n",
+    "    col = data[:, int(y)]\n",
+    "    \n",
+    "    ##std x\n",
+    "    width_x = np.sqrt(np.abs((np.arange(col.size)-x)**2*col).sum()/col.sum())\n",
+    "    row = data[int(x), :]\n",
+    "    \n",
+    "    ##std y\n",
+    "    width_y = np.sqrt(np.abs((np.arange(row.size)-y)**2*row).sum()/row.sum())\n",
+    "    height = data.max()\n",
+    "    \n",
+    "    return height, x, y, width_x, width_y\n",
+    "\n",
+    "#once we have the parameters of the Gaussian curve from the provided data we make a function that calculates\n",
+    "#the predicted values\n",
+    "\n",
+    "def gaussian(height, center_x, center_y, width_x, width_y):\n",
+    "    \"\"\"Returns a gaussian function with the given parameters\"\"\"\n",
+    "    width_x = float(width_x)\n",
+    "    width_y = float(width_y)\n",
+    "    return lambda x,y: height*np.exp(\n",
+    "                -(((center_x-x)/width_x)**2+((center_y-y)/width_y)**2)/2)\n",
+    "\n",
+    "#optimize de parameters given by moments function\n",
+    "\n",
+    "def fitgaussian(data):\n",
+    "    \"\"\"Returns (height, x, y, width_x, width_y)\n",
+    "    the gaussian parameters of a 2D distribution found by a fit\"\"\"\n",
+    "    params = moments(data)\n",
+    "\n",
+    "    #function errorfunction will be applied over paramereters p\n",
+    "    #the function finds the difference between the actual data points and the predicted by the \n",
+    "    ## gaussian function\n",
+    "    \n",
+    "    errorfunction = lambda p: np.ravel(gaussian(*p)(*np.indices(data.shape)) - data)\n",
+    "    \n",
+    "    #coputes mean square error of the parameters and find the minimun error   \n",
+    "    p, success = optimize.leastsq(errorfunction, params)\n",
+    "    \n",
+    "    return p"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 275
+    },
+    "id": "d3kmXXZPljsg",
+    "outputId": "d031c820-8355-4f91-f7ab-e6fe5682d10b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create the gaussian data\n",
+    "Xin, Yin = image_center.shape\n",
+    "data = image_center\n",
+    "\n",
+    "pyplot.matshow(data, cmap=\"Reds\")\n",
+    "\n",
+    "params = fitgaussian(data)\n",
+    "fit = gaussian(*params)\n",
+    "\n",
+    "pyplot.contour(fit(*np.indices(data.shape)), cmap=pyplot.cm.copper)\n",
+    "ax = pyplot.gca()\n",
+    "\n",
+    "(height, x, y, width_x, width_y) = params\n",
+    "\n",
+    "pyplot.text(0.95, 0.05, \"\"\"\n",
+    "x : %.1f\n",
+    "y : %.1f\n",
+    "width_x : %.1f\n",
+    "width_y : %.1f\"\"\" %(x, y, width_x, width_y),\n",
+    "        fontsize=12, horizontalalignment='right',\n",
+    "        verticalalignment='bottom', transform=ax.transAxes)\n",
+    "\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "nLJqCvd_Um70"
+   },
+   "source": [
+    "#### Observemos graficamente el proceso de ajuste gaussiano paso a paso"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 875
+    },
+    "id": "Gt2uHYSWl6t3",
+    "outputId": "476f012c-9c93-4e75-d551-77021a56e5b7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "star3D(fit(*np.indices(data.shape)),\"Gaussian Fit\")\n",
+    "star3D(image_center,\"Cropped data\")\n",
+    "star3D(image_min_max,\"Original Data\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "jTfhCwZHUxRt"
+   },
+   "source": [
+    "### Vamos a hacer el ajuste gaussiano para todas las estrellas detectadas, con los parametros calculados podemos generar estadísticas interesantes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "2cmCiIffUB4C"
+   },
+   "source": [
+    "* Repita este procedimiento para varias estrellas y presente alguna estadística\n",
+    "sobre las medidas de la FWHM de las distintas gaussianas: histograma, media, mediana,\n",
+    "desviación estándar"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "id": "-wDngj8nv0t7"
+   },
+   "outputs": [],
+   "source": [
+    "def star_parameters(image,stars):\n",
+    "    \n",
+    "    #initialize parameters list\n",
+    "    parameters=[]\n",
+    "\n",
+    "    ## iteration over stars\n",
+    "\n",
+    "    for star in stars:\n",
+    "\n",
+    "        image_unit = image[star[0]-6:star[0]+6,star[1]-6:star[1]+6]\n",
+    "    \n",
+    "        image_min_max = (image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))\n",
+    "\n",
+    "        ## centroid of the star\n",
+    "        center_x = math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(12))/np.sum(np.sum(image_min_max,axis=1)))\n",
+    "        center_y = math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(12))/np.sum(np.sum(image_min_max,axis=0)))\n",
+    "        \n",
+    "        # cropped star\n",
+    "        image_center = image_min_max[center_y-3:center_y+3,center_x-3:center_x+3]\n",
+    "    \n",
+    "        ## gaussian fit parameters\n",
+    "        param = fitgaussian(image_center)\n",
+    "        parameters.append(param)\n",
+    "\n",
+    "\n",
+    "    parameters_df = pd.DataFrame(parameters,columns=[\"height\", \"mean_x\", \"mean_y\", \"std_x\", \"std_y\"])\n",
+    "\n",
+    "    parameters_df[\"FWHM_x\"]=2.35*parameters_df[\"std_x\"]\n",
+    "    parameters_df[\"FWHM_y\"]=2.35*parameters_df[\"std_y\"]\n",
+    "    parameters_df\n",
+    "    \n",
+    "    return parameters_df\n",
+    "\n",
+    "parameters_df=star_parameters(image_gray_l,stars)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zFrSuDsvU-xI"
+   },
+   "source": [
+    "#### Obtenemos un data set de parametros para el estudio"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 419
+    },
+    "id": "1778FOVcOI_w",
+    "outputId": "cbe7a296-e64b-41f2-d299-d22c48d3a0bd"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>height</th>\n",
+       "      <th>mean_x</th>\n",
+       "      <th>mean_y</th>\n",
+       "      <th>std_x</th>\n",
+       "      <th>std_y</th>\n",
+       "      <th>FWHM_x</th>\n",
+       "      <th>FWHM_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.159396</td>\n",
+       "      <td>2.745116</td>\n",
+       "      <td>2.662124</td>\n",
+       "      <td>1.003062</td>\n",
+       "      <td>0.805998</td>\n",
+       "      <td>2.357196</td>\n",
+       "      <td>1.894096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.827333</td>\n",
+       "      <td>3.112776</td>\n",
+       "      <td>2.698797</td>\n",
+       "      <td>1.268333</td>\n",
+       "      <td>1.302106</td>\n",
+       "      <td>2.980583</td>\n",
+       "      <td>3.059948</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.822568</td>\n",
+       "      <td>2.149674</td>\n",
+       "      <td>2.706100</td>\n",
+       "      <td>1.294210</td>\n",
+       "      <td>1.297260</td>\n",
+       "      <td>3.041393</td>\n",
+       "      <td>3.048560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.888378</td>\n",
+       "      <td>3.303022</td>\n",
+       "      <td>3.154786</td>\n",
+       "      <td>1.664099</td>\n",
+       "      <td>1.073939</td>\n",
+       "      <td>3.910632</td>\n",
+       "      <td>2.523758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.103022</td>\n",
+       "      <td>2.232578</td>\n",
+       "      <td>3.679309</td>\n",
+       "      <td>1.136575</td>\n",
+       "      <td>0.950258</td>\n",
+       "      <td>2.670952</td>\n",
+       "      <td>2.233107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>205</th>\n",
+       "      <td>0.919854</td>\n",
+       "      <td>3.328575</td>\n",
+       "      <td>2.181515</td>\n",
+       "      <td>1.610132</td>\n",
+       "      <td>1.405021</td>\n",
+       "      <td>3.783809</td>\n",
+       "      <td>3.301799</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206</th>\n",
+       "      <td>0.958172</td>\n",
+       "      <td>2.357734</td>\n",
+       "      <td>3.100645</td>\n",
+       "      <td>1.499172</td>\n",
+       "      <td>1.318109</td>\n",
+       "      <td>3.523054</td>\n",
+       "      <td>3.097557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>207</th>\n",
+       "      <td>1.069374</td>\n",
+       "      <td>3.486341</td>\n",
+       "      <td>3.118657</td>\n",
+       "      <td>1.169026</td>\n",
+       "      <td>0.924830</td>\n",
+       "      <td>2.747210</td>\n",
+       "      <td>2.173351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>1.098067</td>\n",
+       "      <td>2.498427</td>\n",
+       "      <td>4.089789</td>\n",
+       "      <td>1.169563</td>\n",
+       "      <td>0.865817</td>\n",
+       "      <td>2.748472</td>\n",
+       "      <td>2.034670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209</th>\n",
+       "      <td>1.007167</td>\n",
+       "      <td>4.316177</td>\n",
+       "      <td>1.770797</td>\n",
+       "      <td>1.709760</td>\n",
+       "      <td>1.290679</td>\n",
+       "      <td>4.017935</td>\n",
+       "      <td>3.033095</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>210 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       height    mean_x    mean_y     std_x     std_y    FWHM_x    FWHM_y\n",
+       "0    1.159396  2.745116  2.662124  1.003062  0.805998  2.357196  1.894096\n",
+       "1    0.827333  3.112776  2.698797  1.268333  1.302106  2.980583  3.059948\n",
+       "2    0.822568  2.149674  2.706100  1.294210  1.297260  3.041393  3.048560\n",
+       "3    0.888378  3.303022  3.154786  1.664099  1.073939  3.910632  2.523758\n",
+       "4    1.103022  2.232578  3.679309  1.136575  0.950258  2.670952  2.233107\n",
+       "..        ...       ...       ...       ...       ...       ...       ...\n",
+       "205  0.919854  3.328575  2.181515  1.610132  1.405021  3.783809  3.301799\n",
+       "206  0.958172  2.357734  3.100645  1.499172  1.318109  3.523054  3.097557\n",
+       "207  1.069374  3.486341  3.118657  1.169026  0.924830  2.747210  2.173351\n",
+       "208  1.098067  2.498427  4.089789  1.169563  0.865817  2.748472  2.034670\n",
+       "209  1.007167  4.316177  1.770797  1.709760  1.290679  4.017935  3.033095\n",
+       "\n",
+       "[210 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parameters_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "uygGod1P71x4"
+   },
+   "source": [
+    "#### Promedios de FWHM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "3e7CxpoI5-Vg",
+    "outputId": "b49f9517-645c-4711-eb8a-2c58fc559a2d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'MEAN_FWHM_x': 3.4649369689063634, 'MEAN_FWHM_y': 3.112886739637155}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print({\"MEAN_FWHM_x\":np.mean(parameters_df[\"FWHM_x\"]),\"MEAN_FWHM_y\":np.mean(parameters_df[\"FWHM_y\"])})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "cwsAM-PM77h1"
+   },
+   "source": [
+    "#### Incertidumbre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "DSyrcAE97UoV",
+    "outputId": "42a6cf05-bd37-4087-dc02-8b5bf3eec2df"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'INCERTIDUMBRE_FWHM_x': 0.07533479193502118, 'INCERTIDUMBRE_FWHM_y': 0.10722958941431958}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print({\"INCERTIDUMBRE_FWHM_x\":np.std(parameters_df[\"FWHM_x\"])/math.sqrt(len(parameters_df[\"FWHM_x\"])),\"INCERTIDUMBRE_FWHM_y\":np.std(parameters_df[\"FWHM_y\"])/math.sqrt(len(parameters_df[\"FWHM_y\"]))})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "OoMUWBmZVN9A"
+   },
+   "source": [
+    "### Dado que ya tenemos funciones que permiten hacer los calculos de el ajuste gaussiano y detección de estrellas rápidamente, procederemos a realizar el mismo ejercicio, pero esta vez para cada canal RGB de la imagen"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "9f9LWGKE6mas"
+   },
+   "source": [
+    "Tenemos 2 resultados, uno para el eje x y otro para y, se tomará el maximo de los dos resultados y diremos que nuestra resolucion para diferenciar dos estrellas en una imagen seria de 4 pixeles. Si los centros de dos estrellas no se encuentran separados al menos por 4 pixeles no será posible distinguirlas."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "xvHUGNvRUJON"
+   },
+   "source": [
+    "* Repita el mismo ejercicio sobre cada una de las bandas R,G,B separadamente\n",
+    "y comente si observa diferencias en los resultados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 195
+    },
+    "id": "ZElGX3ME9j0Y",
+    "outputId": "4999e875-3017-4b4d-d774-7c8bebaf9a12"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figure, plots = pyplot.subplots(ncols=3, nrows=1,figsize=(15,10))\n",
+    "for i, subplot in zip(range(3), plots):\n",
+    "    temp = np.zeros(image.shape, dtype='uint8')\n",
+    "    temp[:,:,i] = image[:,:,i]\n",
+    "    subplot.imshow(temp)\n",
+    "    subplot.set_axis_off()\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 773
+    },
+    "id": "ELsUqdWyB5sx",
+    "outputId": "1bd46bf7-baf8-4015-abda-f1f1b69ecb72"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color=['b','r','g']\n",
+    "\n",
+    "for i in range(3):\n",
+    "    temp = np.zeros(image.shape, dtype='uint8')\n",
+    "    temp[:,:,i] = image[:,:,i]\n",
+    "    stars = star_search(temp[:,:,i])\n",
+    "    star_boxing(temp,stars,color[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "ufzdqDl3HJpq",
+    "outputId": "5b3a529b-2872-4ac3-f9cb-f84621cd61ab"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.6/dist-packages/scipy/optimize/minpack.py:454: RuntimeWarning: Number of calls to function has reached maxfev = 1200.\n",
+      "  warnings.warn(errors[info][0], RuntimeWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[91mFWHM FOR CHANNEL RED\u001b[0m\n",
+      "{'MEAN_FWHM_x': 3.4680630487569712, 'MEAN_FWHM_y': 7.0390829738856135}\n",
+      "{'INCERTIDUMBRE_FWHM_x': 0.09250146545235435, 'INCERTIDUMBRE_FWHM_y': 3.8420845224178906}\n",
+      "\u001b[91mFWHM FOR CHANNEL GREEN\u001b[0m\n",
+      "{'MEAN_FWHM_x': 3.4312513275072645, 'MEAN_FWHM_y': 3.081207982746502}\n",
+      "{'INCERTIDUMBRE_FWHM_x': 0.07271127428241228, 'INCERTIDUMBRE_FWHM_y': 0.09999192643863575}\n",
+      "\u001b[91mFWHM FOR CHANNEL BLUE\u001b[0m\n",
+      "{'MEAN_FWHM_x': 3.9344262901840414, 'MEAN_FWHM_y': 5.221441969716197}\n",
+      "{'INCERTIDUMBRE_FWHM_x': 0.17003334171988463, 'INCERTIDUMBRE_FWHM_y': 1.1152480701320464}\n"
+     ]
+    }
+   ],
+   "source": [
+    "color=['RED','GREEN','BLUE']\n",
+    "\n",
+    "for i in range(3):\n",
+    "    \n",
+    "    class bcolors:\n",
+    "        BLUE = '\\033[94m'\n",
+    "        GREEN = '\\033[92m'\n",
+    "        RED = '\\033[91m'\n",
+    "        ENDC = '\\033[0m'\n",
+    "    \n",
+    "    temp = np.zeros(image.shape, dtype='uint8')\n",
+    "    temp[:,:,i] = image[:,:,i]\n",
+    "    stars = star_search(temp[:,:,i])\n",
+    "    parameters_df = star_parameters(temp[:,:,i],stars)\n",
+    "    print(bcolors.RED +\"FWHM FOR CHANNEL \"+color[i] + bcolors.ENDC)\n",
+    "    print({\"MEAN_FWHM_x\":np.mean(parameters_df[\"FWHM_x\"]),\"MEAN_FWHM_y\":np.mean(parameters_df[\"FWHM_y\"])})\n",
+    "    print({\"INCERTIDUMBRE_FWHM_x\":np.std(parameters_df[\"FWHM_x\"])/math.sqrt(len(parameters_df[\"FWHM_x\"])),\"INCERTIDUMBRE_FWHM_y\":np.std(parameters_df[\"FWHM_y\"])/math.sqrt(len(parameters_df[\"FWHM_y\"]))})\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NXe-c63WViX-"
+   },
+   "source": [
+    "### Resultados"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "bvVmf9D-SmbM"
+   },
+   "source": [
+    "Se encuentra que el peor canal para hacer observaciones de estrellas es el rojo por su mayor FWHM y mayor incertidumbre. El mejor canal sería el verde, con menor FWHM y menor incertidumbre en la medida. En el caso de la imagen en escala de grises la distancia minima de los centroides para distinguir dos estrellas es de 4 pixeles."
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "name": "Ejercicios-clase-5",
+   "provenance": [],
+   "toc_visible": true
+  },
+  "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": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/Ejercicios_clase_5.ipynb b/Ejercicios_clase_5.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d53cce7bec799042f2fa1de98b3a15becb0a2ddc
--- /dev/null
+++ b/Ejercicios_clase_5.ipynb
@@ -0,0 +1,1341 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "M4pzae1x9dfg"
+   },
+   "source": [
+    "# Ejercicios para practicar numpy y optimización con scipy"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NJtC2pvQV1Jw"
+   },
+   "source": [
+    "## ***Siria Sadeddin***"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "QWmI3hWI9jkJ"
+   },
+   "source": [
+    "## Introducción: Resolución espacial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "4fnyt4Tu9wJX"
+   },
+   "source": [
+    "En observaciones astronómicas e imágenes en general, llamamos resolución espacial\n",
+    "a la distancia angular minima a la que pueden estar dos fuentes puntuales de luz\n",
+    "y aun poder ser reconocidas como objetos individuales.\n",
+    "En el caso de la astronomía, este efecto tiene que ver con la dispersión de la\n",
+    "luz al atravezar la atmósfera, la cual hace que una estrella, que debería\n",
+    "en principio aparecer como una fuente puntual (pues las estrellas están muy\n",
+    "lejos), aparezca en cambio como una mancha. Así, si dos estrellas están\n",
+    "demasiado cerca sus manchas se superpondrán hasta el punto en que sea imposible\n",
+    "distinguirlas como fuentes individuales.\n",
+    "\n",
+    "\n",
+    "![picture](http://www.carlostapia.es/fisica/resolucion_criterios_practica_files/resolucion_rayleigh.png)\n",
+    "\n",
+    "\n",
+    "Para modelar este efecto, típicamente consideramos la acción de la atmósfera\n",
+    "como la convolución de la imagen \"perfecta\" (como se vería desde el espacio)\n",
+    "con un kernel gaussiano. El ancho de esa función gaussiana 2D caracteriza\n",
+    "las condiciones de observación, varía con las condiciones climáticas y para\n",
+    "cada sitio de la Tierra.\n",
+    "\n",
+    "\n",
+    "La resolución espacial normalmente se toma como el FWHM\n",
+    "de la gaussiana caracteristica registrada durante una observación. Es decir,\n",
+    "si dos estrellas están a una distancia aparente en el cielo menor que el\n",
+    "FWHM del efecto atmosférico, la luz de ambas fuentes se mezclará después de\n",
+    "la convolución hasta el punto de impedir reconocerlas de modo individual.\n",
+    "Además, la atmósfera puede interactuar de maneras distintas con la luz de\n",
+    "distintas longitudes de onda, de manera que el ancho de la gaussiana puede\n",
+    "ser distinto para observaciones con diferentes filtros.\n",
+    "El objetivo de esta tarea es medir de forma aproximada la resolución\n",
+    "espacial en una noche de observación en Zapatoca, Santander (Colombia), a partir\n",
+    "de una foto del cielo estrellado."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "MOV2xiQX_WYu"
+   },
+   "source": [
+    "## Ejercicios:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "35LIOLQxTFBy"
+   },
+   "source": [
+    "### Lectura de la imagen"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "1ES2SJ4x_f8C"
+   },
+   "source": [
+    "* Leer la imagen almacenada en la carpeta data como un array de numpy. Ese\n",
+    "array estará compuesto de 3 matrices, una tras otra, correspondiente a los\n",
+    "canales R,G,B"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "id": "T4HgCUB0_fMo"
+   },
+   "outputs": [],
+   "source": [
+    "# load libraries\n",
+    "import numpy as np\n",
+    "import math\n",
+    "from matplotlib import image\n",
+    "from matplotlib import pyplot\n",
+    "import matplotlib.patches as patches\n",
+    "import pandas as pd\n",
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "from scipy import optimize\n",
+    "import os"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 303
+    },
+    "id": "sDo-fWudFOhN",
+    "outputId": "87534eeb-f719-454e-8340-9349f93160d0"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "uint8\n",
+      "(789, 1184, 3)\n"
+     ]
+    },
+    {
+     "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": [
+    "# load image \n",
+    "image = image.imread('./data/zapatocaImage.jpeg')\n",
+    "\n",
+    "# summarize shape of the pixel array\n",
+    "print(image.dtype)\n",
+    "print(image.shape)\n",
+    "\n",
+    "# display the array of pixels as an image\n",
+    "pyplot.imshow(image)\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "IuiK_MDTTKVT"
+   },
+   "source": [
+    "### Conversion de la imagen a blanco y negro"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zchgau1ABKpC"
+   },
+   "source": [
+    "* Combinar los 3 array para generar una versión blanco y negro de la imagen,\n",
+    "en la cual ella consiste de una sola matriz 2D. Puede usar su intuición y prueba\n",
+    "y error para combinar las 3 imágenes, explicando el procedimiento elegido. Esto\n",
+    "será más interesante que usar un comando desconocido de una biblioteca sofisticada\n",
+    "que haga las cosas como una caja negra (queremos practicar numpy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 303
+    },
+    "id": "h0iRgtjg_Ult",
+    "outputId": "a81b7990-3505-4892-d5ef-f0d2e0c7a31b"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "float64\n",
+      "(789, 1184)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#compute the mean of the image pixels in the channel axis \n",
+    "image_gray_m=np.mean(image,axis=2)\n",
+    "\n",
+    "# summarize shape of the pixel array\n",
+    "print(image_gray_m.dtype)\n",
+    "print(image_gray_m.shape)\n",
+    "# display the array of pixels as an image\n",
+    "pyplot.imshow(image_gray_m,cmap='gray')\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zQ7bvZXYERmt"
+   },
+   "source": [
+    "Como el color es una percepcion psicologica, se ha encontrado que una mejor aproximacion al problema es hacer la combinación lineal:\n",
+    "\n",
+    "$y_{gray}=0.2126R_{lineal}+0.7252G_{lineal}+0.0722B_{lineal}$"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 355
+    },
+    "id": "1Hh86cCa9YXM",
+    "outputId": "b3b780e4-245c-4d62-c3ce-2dccbaf7552a"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "float64\n",
+      "(789, 1184)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "image_gray_l=image[:,:,0]*0.2126+image[:,:,1]*0.7252+image[:,:,2]*0.0722\n",
+    "\n",
+    "# summarize shape of the pixel array RGB BGR\n",
+    "print(image_gray_l.dtype)\n",
+    "print(image_gray_l.shape)\n",
+    "\n",
+    "# display the array of pixels as an image\n",
+    "fig, (ax1, ax2) = pyplot.subplots(1, 2,figsize=(20,40))\n",
+    "ax1.imshow(image_gray_m,cmap='gray')\n",
+    "ax2.imshow(image_gray_l,cmap='gray')\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "eP3DZuJlG3AC"
+   },
+   "source": [
+    "Podriamos usar cualquera de los dos resultados, pero me parece que la combinación linear presenta una imagen mas clara (image a la derecha)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "xUx48tB7TV8p"
+   },
+   "source": [
+    "### Extracción de las estrellas en la imagen mediante el método de detección de outliers\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Kl27W6iHHEzZ"
+   },
+   "source": [
+    "* Recorte un sector de la imagen conteniendo una estrella individual y ajuste una\n",
+    "gaussiana 2D simétrica a la imagen de la estrella por mínimos cuadrados, incluyendo\n",
+    "una constante aditiva (el cielo \"vacio\" brilla)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "s3qPPP3tjnA6"
+   },
+   "source": [
+    "Para hallar la posición de las estrellas en el cielo utilizaremos un método de deteccion de outliers en imagenes, el cielo es obscuro, por lo tanto las estrellas son outliers en la imagen, lo que se hará es calcular la media y desviación estandar de valores en los pixeles de la imagen, para luego encontrar los valores que se alejen de la media mas de 4 desviaciones estandar, estos valores son las estrellas. Además de esto, la selección de estrellas se hará para la sección de la imagen $y<500$ ya que se nota la precencia de un satelite pasando por el cielo que no corresponde a las estrellas en estudio, además la estrella que se nota mas abajo parece ser un planeta (opinion personal). "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "jUllJZTqFK7q",
+    "outputId": "11f82da9-fc94-43a2-cff5-9584693449c0"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[19, 677], [20, 609], [21, 609], [34, 333], [42, 723]]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# searching outliers\n",
+    "def star_search(image):\n",
+    "    \n",
+    "    image_sec=image[:500,:]\n",
+    "    mean=np.mean(image_sec)\n",
+    "    std=np.std(image_sec)\n",
+    "    \n",
+    "    h,w=image_sec.shape\n",
+    "    stars=[]\n",
+    "    \n",
+    "    for i in range(h):\n",
+    "        for j in range(w):\n",
+    "            if image_sec[i,j]>=mean+4.5*std:\n",
+    "                stars.append([i,j])\n",
+    "    return stars \n",
+    "    \n",
+    "stars=star_search(image_gray_l)\n",
+    "stars[0:5]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "gAIY_TO3mMi-"
+   },
+   "source": [
+    "#### Seleccionaremos 8 estrellas de las halladas por nuestro algoritmo con un corte de $ 3 \\times 3$ pixeles para evaluar el ressultado."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 526
+    },
+    "id": "6-u3z4wlHRuw",
+    "outputId": "1a41dd10-20fc-48f2-90d9-a93280439ba7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#corte de la seccion donde se encuentra la estrella\n",
+    "fig, axs = pyplot.subplots(2, 4, figsize=(15,10))\n",
+    "for i in range(2):\n",
+    "    for j in range(4):\n",
+    "        image_unit=image_gray_l[stars[i+j][0]-6:stars[i+j][0]+6,stars[i+j][1]-6:stars[i+j][1]+6]\n",
+    "        axs[i, j].imshow(image_unit,cmap='gray')\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "dKg9YNQ2T_Y3"
+   },
+   "source": [
+    "### Vamos a marcar el centroide de cada estrella solo por curiosidad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 526
+    },
+    "id": "XLb98lsSMJ98",
+    "outputId": "bd5faa4e-73b3-4cb9-9dac-57ee489f3159"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#corte de la seccion donde se encuentra la estrella\n",
+    "\n",
+    "def star_centroid(image,stars):\n",
+    "\n",
+    "    fig, axs = pyplot.subplots(2, 4, figsize=(15,10))\n",
+    "    for i in range(2):\n",
+    "        for j in range(4):\n",
+    "            \n",
+    "            image_unit=image[stars[i+j][0]-8:stars[i+j][0]+8,stars[i+j][1]-8:stars[i+j][1]+8]\n",
+    "            \n",
+    "            image_min_max=(image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))\n",
+    "\n",
+    "            center_x=math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(16))/np.sum(np.sum(image_min_max,axis=1)))\n",
+    "            center_y=math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(16))/np.sum(np.sum(image_min_max,axis=0)))\n",
+    "            \n",
+    "            axs[i, j].plot(center_x,center_y,c='r',marker=\"+\", markersize=40)\n",
+    "            \n",
+    "            axs[i, j].imshow(image_min_max,cmap='gray')\n",
+    "\n",
+    "    pyplot.show()\n",
+    "\n",
+    "star_centroid(image_gray_l,stars)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "AIit9C2Zmy8O"
+   },
+   "source": [
+    "#### Ahora veamos el resultado marcando todas las estrellas halladas rodeandolas con una caja de color rojo en la imagen original "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 269
+    },
+    "id": "_AHkwsc1LYrY",
+    "outputId": "90e45edc-c00d-47df-b3c8-ede11cd0411d"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#dentro de la caja roja esta la estrella mas brillante detectada\n",
+    "\n",
+    "def star_boxing(image,stars,color):\n",
+    "    # Create figure and axes\n",
+    "    fig, ax = pyplot.subplots()\n",
+    "\n",
+    "    # Display the image\n",
+    "    ax.imshow(image)\n",
+    "\n",
+    "    for i in range(len(stars)):\n",
+    "        # Create a Rectangle patch\n",
+    "        rect = patches.Rectangle((stars[i][1]-3,stars[i][0]-3), 10, 10, linewidth=1, edgecolor=color, facecolor='none')\n",
+    "        # Add the patch\n",
+    "        ax.add_patch(rect)\n",
+    "\n",
+    "star_boxing(image,stars,'r')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Mt3rBFkgJIjq"
+   },
+   "source": [
+    "#### Vamos a graficar la estrella en un espacio tridimensional. Veremos que la luminosidad de la estrella se distribuye en forma gaussiana, por lo tanto es natural hacer un ajuste gaussiano a los datos de esta."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 303
+    },
+    "id": "4SQBqX9b3tLC",
+    "outputId": "5019f039-1986-4dea-cc40-5d69f5374dd9"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def surface_plot (matrix, **kwargs):\n",
+    "    # acquire the cartesian coordinate matrices from the matrix\n",
+    "    # x is cols, y is rows\n",
+    "    (x, y) = np.meshgrid(np.arange(matrix.shape[0]), np.arange(matrix.shape[1]))\n",
+    "    fig = pyplot.figure(figsize=(15,5))\n",
+    "    ax = fig.add_subplot(111, projection='3d')\n",
+    "    surf = ax.plot_surface(x, y, matrix, **kwargs)\n",
+    "    return (fig, ax, surf)\n",
+    "\n",
+    "#corte de la seccion donde se encuentra la estrella\n",
+    "i=0\n",
+    "image_unit=image_gray_l[stars[i][0]-8:stars[i][0]+8,stars[i][1]-8:stars[i][1]+8]\n",
+    "\n",
+    "image_min_max=(image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))\n",
+    "\n",
+    "center_x=math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(16))/np.sum(np.sum(image_min_max,axis=1)))\n",
+    "center_y=math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(16))/np.sum(np.sum(image_min_max,axis=0)))\n",
+    "\n",
+    "image_center = image_min_max[center_y-3:center_y+3,center_x-3:center_x+3]\n",
+    "# m.shape must be (6,6)\n",
+    "\n",
+    "def star3D(image,title):\n",
+    "    m = np.fromfunction(lambda x, y: image, (6, 6))\n",
+    "    (fig, ax, surf) = surface_plot(m, cmap = pyplot.cm.coolwarm)\n",
+    "    pyplot.title(title)\n",
+    "    pyplot.show()\n",
+    "\n",
+    "star3D(image_center,\"3D representation of a star intensity\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "sJxA3ApFXraV"
+   },
+   "source": [
+    "#### Procedemos entonces a hacer un ajuste gaussiano de los datos para una estrella "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "id": "O1w-RnvSYkqp"
+   },
+   "outputs": [],
+   "source": [
+    "def moments(data):\n",
+    "    \"\"\"Returns (height, x, y, width_x, width_y)\n",
+    "    the gaussian parameters of a 2D distribution by calculating its\n",
+    "    moments \"\"\"\n",
+    "\n",
+    "    total = data.sum()\n",
+    "    X, Y = np.indices(data.shape)\n",
+    "    \n",
+    "    ##gaussian mean position \n",
+    "    x = (X*data).sum()/total\n",
+    "    y = (Y*data).sum()/total\n",
+    "    col = data[:, int(y)]\n",
+    "    \n",
+    "    ##std x\n",
+    "    width_x = np.sqrt(np.abs((np.arange(col.size)-x)**2*col).sum()/col.sum())\n",
+    "    row = data[int(x), :]\n",
+    "    \n",
+    "    ##std y\n",
+    "    width_y = np.sqrt(np.abs((np.arange(row.size)-y)**2*row).sum()/row.sum())\n",
+    "    height = data.max()\n",
+    "    \n",
+    "    return height, x, y, width_x, width_y\n",
+    "\n",
+    "#once we have the parameters of the Gaussian curve from the provided data we make a function that calculates\n",
+    "#the predicted values\n",
+    "\n",
+    "def gaussian(height, center_x, center_y, width_x, width_y):\n",
+    "    \"\"\"Returns a gaussian function with the given parameters\"\"\"\n",
+    "    width_x = float(width_x)\n",
+    "    width_y = float(width_y)\n",
+    "    return lambda x,y: height*np.exp(\n",
+    "                -(((center_x-x)/width_x)**2+((center_y-y)/width_y)**2)/2)\n",
+    "\n",
+    "#optimize de parameters given by moments function\n",
+    "\n",
+    "def fitgaussian(data):\n",
+    "    \"\"\"Returns (height, x, y, width_x, width_y)\n",
+    "    the gaussian parameters of a 2D distribution found by a fit\"\"\"\n",
+    "    params = moments(data)\n",
+    "\n",
+    "    #function errorfunction will be applied over paramereters p\n",
+    "    #the function finds the difference between the actual data points and the predicted by the \n",
+    "    ## gaussian function\n",
+    "    \n",
+    "    errorfunction = lambda p: np.ravel(gaussian(*p)(*np.indices(data.shape)) - data)\n",
+    "    \n",
+    "    #coputes mean square error of the parameters and find the minimun error   \n",
+    "    p, success = optimize.leastsq(errorfunction, params)\n",
+    "    \n",
+    "    return p"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 275
+    },
+    "id": "d3kmXXZPljsg",
+    "outputId": "d031c820-8355-4f91-f7ab-e6fe5682d10b"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 288x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create the gaussian data\n",
+    "Xin, Yin = image_center.shape\n",
+    "data = image_center\n",
+    "\n",
+    "pyplot.matshow(data, cmap=\"Reds\")\n",
+    "\n",
+    "params = fitgaussian(data)\n",
+    "fit = gaussian(*params)\n",
+    "\n",
+    "pyplot.contour(fit(*np.indices(data.shape)), cmap=pyplot.cm.copper)\n",
+    "ax = pyplot.gca()\n",
+    "\n",
+    "(height, x, y, width_x, width_y) = params\n",
+    "\n",
+    "pyplot.text(0.95, 0.05, \"\"\"\n",
+    "x : %.1f\n",
+    "y : %.1f\n",
+    "width_x : %.1f\n",
+    "width_y : %.1f\"\"\" %(x, y, width_x, width_y),\n",
+    "        fontsize=12, horizontalalignment='right',\n",
+    "        verticalalignment='bottom', transform=ax.transAxes)\n",
+    "\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "nLJqCvd_Um70"
+   },
+   "source": [
+    "#### Observemos graficamente el proceso de ajuste gaussiano paso a paso"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 875
+    },
+    "id": "Gt2uHYSWl6t3",
+    "outputId": "476f012c-9c93-4e75-d551-77021a56e5b7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "star3D(fit(*np.indices(data.shape)),\"Gaussian Fit\")\n",
+    "star3D(image_center,\"Cropped data\")\n",
+    "star3D(image_min_max,\"Original Data\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "jTfhCwZHUxRt"
+   },
+   "source": [
+    "### Vamos a hacer el ajuste gaussiano para todas las estrellas detectadas, con los parametros calculados podemos generar estadísticas interesantes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "2cmCiIffUB4C"
+   },
+   "source": [
+    "* Repita este procedimiento para varias estrellas y presente alguna estadística\n",
+    "sobre las medidas de la FWHM de las distintas gaussianas: histograma, media, mediana,\n",
+    "desviación estándar"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "id": "-wDngj8nv0t7"
+   },
+   "outputs": [],
+   "source": [
+    "def star_parameters(image,stars):\n",
+    "    \n",
+    "    #initialize parameters list\n",
+    "    parameters=[]\n",
+    "\n",
+    "    ## iteration over stars\n",
+    "\n",
+    "    for star in stars:\n",
+    "\n",
+    "        image_unit = image[star[0]-6:star[0]+6,star[1]-6:star[1]+6]\n",
+    "    \n",
+    "        image_min_max = (image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))\n",
+    "\n",
+    "        ## centroid of the star\n",
+    "        center_x = math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(12))/np.sum(np.sum(image_min_max,axis=1)))\n",
+    "        center_y = math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(12))/np.sum(np.sum(image_min_max,axis=0)))\n",
+    "        \n",
+    "        # cropped star\n",
+    "        image_center = image_min_max[center_y-3:center_y+3,center_x-3:center_x+3]\n",
+    "    \n",
+    "        ## gaussian fit parameters\n",
+    "        param = fitgaussian(image_center)\n",
+    "        parameters.append(param)\n",
+    "\n",
+    "\n",
+    "    parameters_df = pd.DataFrame(parameters,columns=[\"height\", \"mean_x\", \"mean_y\", \"std_x\", \"std_y\"])\n",
+    "\n",
+    "    parameters_df[\"FWHM_x\"]=2.35*parameters_df[\"std_x\"]\n",
+    "    parameters_df[\"FWHM_y\"]=2.35*parameters_df[\"std_y\"]\n",
+    "    parameters_df\n",
+    "    \n",
+    "    return parameters_df\n",
+    "\n",
+    "parameters_df=star_parameters(image_gray_l,stars)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "zFrSuDsvU-xI"
+   },
+   "source": [
+    "#### Obtenemos un data set de parametros para el estudio"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 419
+    },
+    "id": "1778FOVcOI_w",
+    "outputId": "cbe7a296-e64b-41f2-d299-d22c48d3a0bd"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>height</th>\n",
+       "      <th>mean_x</th>\n",
+       "      <th>mean_y</th>\n",
+       "      <th>std_x</th>\n",
+       "      <th>std_y</th>\n",
+       "      <th>FWHM_x</th>\n",
+       "      <th>FWHM_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.159396</td>\n",
+       "      <td>2.745116</td>\n",
+       "      <td>2.662124</td>\n",
+       "      <td>1.003062</td>\n",
+       "      <td>0.805998</td>\n",
+       "      <td>2.357196</td>\n",
+       "      <td>1.894096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.827333</td>\n",
+       "      <td>3.112776</td>\n",
+       "      <td>2.698797</td>\n",
+       "      <td>1.268333</td>\n",
+       "      <td>1.302106</td>\n",
+       "      <td>2.980583</td>\n",
+       "      <td>3.059948</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.822568</td>\n",
+       "      <td>2.149674</td>\n",
+       "      <td>2.706100</td>\n",
+       "      <td>1.294210</td>\n",
+       "      <td>1.297260</td>\n",
+       "      <td>3.041393</td>\n",
+       "      <td>3.048560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.888378</td>\n",
+       "      <td>3.303022</td>\n",
+       "      <td>3.154786</td>\n",
+       "      <td>1.664099</td>\n",
+       "      <td>1.073939</td>\n",
+       "      <td>3.910632</td>\n",
+       "      <td>2.523758</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.103022</td>\n",
+       "      <td>2.232578</td>\n",
+       "      <td>3.679309</td>\n",
+       "      <td>1.136575</td>\n",
+       "      <td>0.950258</td>\n",
+       "      <td>2.670952</td>\n",
+       "      <td>2.233107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>205</th>\n",
+       "      <td>0.919854</td>\n",
+       "      <td>3.328575</td>\n",
+       "      <td>2.181515</td>\n",
+       "      <td>1.610132</td>\n",
+       "      <td>1.405021</td>\n",
+       "      <td>3.783809</td>\n",
+       "      <td>3.301799</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206</th>\n",
+       "      <td>0.958172</td>\n",
+       "      <td>2.357734</td>\n",
+       "      <td>3.100645</td>\n",
+       "      <td>1.499172</td>\n",
+       "      <td>1.318109</td>\n",
+       "      <td>3.523054</td>\n",
+       "      <td>3.097557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>207</th>\n",
+       "      <td>1.069374</td>\n",
+       "      <td>3.486341</td>\n",
+       "      <td>3.118657</td>\n",
+       "      <td>1.169026</td>\n",
+       "      <td>0.924830</td>\n",
+       "      <td>2.747210</td>\n",
+       "      <td>2.173351</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>1.098067</td>\n",
+       "      <td>2.498427</td>\n",
+       "      <td>4.089789</td>\n",
+       "      <td>1.169563</td>\n",
+       "      <td>0.865817</td>\n",
+       "      <td>2.748472</td>\n",
+       "      <td>2.034670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209</th>\n",
+       "      <td>1.007167</td>\n",
+       "      <td>4.316177</td>\n",
+       "      <td>1.770797</td>\n",
+       "      <td>1.709760</td>\n",
+       "      <td>1.290679</td>\n",
+       "      <td>4.017935</td>\n",
+       "      <td>3.033095</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>210 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       height    mean_x    mean_y     std_x     std_y    FWHM_x    FWHM_y\n",
+       "0    1.159396  2.745116  2.662124  1.003062  0.805998  2.357196  1.894096\n",
+       "1    0.827333  3.112776  2.698797  1.268333  1.302106  2.980583  3.059948\n",
+       "2    0.822568  2.149674  2.706100  1.294210  1.297260  3.041393  3.048560\n",
+       "3    0.888378  3.303022  3.154786  1.664099  1.073939  3.910632  2.523758\n",
+       "4    1.103022  2.232578  3.679309  1.136575  0.950258  2.670952  2.233107\n",
+       "..        ...       ...       ...       ...       ...       ...       ...\n",
+       "205  0.919854  3.328575  2.181515  1.610132  1.405021  3.783809  3.301799\n",
+       "206  0.958172  2.357734  3.100645  1.499172  1.318109  3.523054  3.097557\n",
+       "207  1.069374  3.486341  3.118657  1.169026  0.924830  2.747210  2.173351\n",
+       "208  1.098067  2.498427  4.089789  1.169563  0.865817  2.748472  2.034670\n",
+       "209  1.007167  4.316177  1.770797  1.709760  1.290679  4.017935  3.033095\n",
+       "\n",
+       "[210 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {
+      "tags": []
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parameters_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "uygGod1P71x4"
+   },
+   "source": [
+    "#### Promedios de FWHM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "3e7CxpoI5-Vg",
+    "outputId": "b49f9517-645c-4711-eb8a-2c58fc559a2d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'MEAN_FWHM_x': 3.4649369689063634, 'MEAN_FWHM_y': 3.112886739637155}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print({\"MEAN_FWHM_x\":np.mean(parameters_df[\"FWHM_x\"]),\"MEAN_FWHM_y\":np.mean(parameters_df[\"FWHM_y\"])})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "cwsAM-PM77h1"
+   },
+   "source": [
+    "#### Incertidumbre"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "DSyrcAE97UoV",
+    "outputId": "42a6cf05-bd37-4087-dc02-8b5bf3eec2df"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'INCERTIDUMBRE_FWHM_x': 0.07533479193502118, 'INCERTIDUMBRE_FWHM_y': 0.10722958941431958}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print({\"INCERTIDUMBRE_FWHM_x\":np.std(parameters_df[\"FWHM_x\"])/math.sqrt(len(parameters_df[\"FWHM_x\"])),\"INCERTIDUMBRE_FWHM_y\":np.std(parameters_df[\"FWHM_y\"])/math.sqrt(len(parameters_df[\"FWHM_y\"]))})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "OoMUWBmZVN9A"
+   },
+   "source": [
+    "### Dado que ya tenemos funciones que permiten hacer los calculos de el ajuste gaussiano y detección de estrellas rápidamente, procederemos a realizar el mismo ejercicio, pero esta vez para cada canal RGB de la imagen"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "9f9LWGKE6mas"
+   },
+   "source": [
+    "Tenemos 2 resultados, uno para el eje x y otro para y, se tomará el maximo de los dos resultados y diremos que nuestra resolucion para diferenciar dos estrellas en una imagen seria de 4 pixeles. Si los centros de dos estrellas no se encuentran separados al menos por 4 pixeles no será posible distinguirlas."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "xvHUGNvRUJON"
+   },
+   "source": [
+    "* Repita el mismo ejercicio sobre cada una de las bandas R,G,B separadamente\n",
+    "y comente si observa diferencias en los resultados"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 195
+    },
+    "id": "ZElGX3ME9j0Y",
+    "outputId": "4999e875-3017-4b4d-d774-7c8bebaf9a12"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "figure, plots = pyplot.subplots(ncols=3, nrows=1,figsize=(15,10))\n",
+    "for i, subplot in zip(range(3), plots):\n",
+    "    temp = np.zeros(image.shape, dtype='uint8')\n",
+    "    temp[:,:,i] = image[:,:,i]\n",
+    "    subplot.imshow(temp)\n",
+    "    subplot.set_axis_off()\n",
+    "pyplot.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 773
+    },
+    "id": "ELsUqdWyB5sx",
+    "outputId": "1bd46bf7-baf8-4015-abda-f1f1b69ecb72"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light",
+      "tags": []
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color=['b','r','g']\n",
+    "\n",
+    "for i in range(3):\n",
+    "    temp = np.zeros(image.shape, dtype='uint8')\n",
+    "    temp[:,:,i] = image[:,:,i]\n",
+    "    stars = star_search(temp[:,:,i])\n",
+    "    star_boxing(temp,stars,color[i])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 0
+    },
+    "id": "ufzdqDl3HJpq",
+    "outputId": "5b3a529b-2872-4ac3-f9cb-f84621cd61ab"
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.6/dist-packages/scipy/optimize/minpack.py:454: RuntimeWarning: Number of calls to function has reached maxfev = 1200.\n",
+      "  warnings.warn(errors[info][0], RuntimeWarning)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[91mFWHM FOR CHANNEL RED\u001b[0m\n",
+      "{'MEAN_FWHM_x': 3.4680630487569712, 'MEAN_FWHM_y': 7.0390829738856135}\n",
+      "{'INCERTIDUMBRE_FWHM_x': 0.09250146545235435, 'INCERTIDUMBRE_FWHM_y': 3.8420845224178906}\n",
+      "\u001b[91mFWHM FOR CHANNEL GREEN\u001b[0m\n",
+      "{'MEAN_FWHM_x': 3.4312513275072645, 'MEAN_FWHM_y': 3.081207982746502}\n",
+      "{'INCERTIDUMBRE_FWHM_x': 0.07271127428241228, 'INCERTIDUMBRE_FWHM_y': 0.09999192643863575}\n",
+      "\u001b[91mFWHM FOR CHANNEL BLUE\u001b[0m\n",
+      "{'MEAN_FWHM_x': 3.9344262901840414, 'MEAN_FWHM_y': 5.221441969716197}\n",
+      "{'INCERTIDUMBRE_FWHM_x': 0.17003334171988463, 'INCERTIDUMBRE_FWHM_y': 1.1152480701320464}\n"
+     ]
+    }
+   ],
+   "source": [
+    "color=['RED','GREEN','BLUE']\n",
+    "\n",
+    "for i in range(3):\n",
+    "    \n",
+    "    class bcolors:\n",
+    "        BLUE = '\\033[94m'\n",
+    "        GREEN = '\\033[92m'\n",
+    "        RED = '\\033[91m'\n",
+    "        ENDC = '\\033[0m'\n",
+    "    \n",
+    "    temp = np.zeros(image.shape, dtype='uint8')\n",
+    "    temp[:,:,i] = image[:,:,i]\n",
+    "    stars = star_search(temp[:,:,i])\n",
+    "    parameters_df = star_parameters(temp[:,:,i],stars)\n",
+    "    print(bcolors.RED +\"FWHM FOR CHANNEL \"+color[i] + bcolors.ENDC)\n",
+    "    print({\"MEAN_FWHM_x\":np.mean(parameters_df[\"FWHM_x\"]),\"MEAN_FWHM_y\":np.mean(parameters_df[\"FWHM_y\"])})\n",
+    "    print({\"INCERTIDUMBRE_FWHM_x\":np.std(parameters_df[\"FWHM_x\"])/math.sqrt(len(parameters_df[\"FWHM_x\"])),\"INCERTIDUMBRE_FWHM_y\":np.std(parameters_df[\"FWHM_y\"])/math.sqrt(len(parameters_df[\"FWHM_y\"]))})\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NXe-c63WViX-"
+   },
+   "source": [
+    "### Resultados"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "bvVmf9D-SmbM"
+   },
+   "source": [
+    "Se encuentra que el peor canal para hacer observaciones de estrellas es el rojo por su mayor FWHM y mayor incertidumbre. El mejor canal sería el verde, con menor FWHM y menor incertidumbre en la medida. En el caso de la imagen en escala de grises la distancia minima de los centroides para distinguir dos estrellas es de 4 pixeles."
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "name": "Ejercicios-clase-5",
+   "provenance": [],
+   "toc_visible": true
+  },
+  "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": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/Ejercicios_clase_5/Ejercicios_clase_5.md b/Ejercicios_clase_5/Ejercicios_clase_5.md
new file mode 100644
index 0000000000000000000000000000000000000000..38e2c8d04b1adb8c93a9c257ab9b193b4706f1ae
--- /dev/null
+++ b/Ejercicios_clase_5/Ejercicios_clase_5.md
@@ -0,0 +1,704 @@
+# Ejercicios para practicar numpy y optimización con scipy
+
+## ***Siria Sadeddin***
+
+## Introducción: Resolución espacial
+
+En observaciones astronómicas e imágenes en general, llamamos resolución espacial
+a la distancia angular minima a la que pueden estar dos fuentes puntuales de luz
+y aun poder ser reconocidas como objetos individuales.
+En el caso de la astronomía, este efecto tiene que ver con la dispersión de la
+luz al atravezar la atmósfera, la cual hace que una estrella, que debería
+en principio aparecer como una fuente puntual (pues las estrellas están muy
+lejos), aparezca en cambio como una mancha. Así, si dos estrellas están
+demasiado cerca sus manchas se superpondrán hasta el punto en que sea imposible
+distinguirlas como fuentes individuales.
+
+
+![picture](http://www.carlostapia.es/fisica/resolucion_criterios_practica_files/resolucion_rayleigh.png)
+
+
+Para modelar este efecto, típicamente consideramos la acción de la atmósfera
+como la convolución de la imagen "perfecta" (como se vería desde el espacio)
+con un kernel gaussiano. El ancho de esa función gaussiana 2D caracteriza
+las condiciones de observación, varía con las condiciones climáticas y para
+cada sitio de la Tierra.
+
+
+La resolución espacial normalmente se toma como el FWHM
+de la gaussiana caracteristica registrada durante una observación. Es decir,
+si dos estrellas están a una distancia aparente en el cielo menor que el
+FWHM del efecto atmosférico, la luz de ambas fuentes se mezclará después de
+la convolución hasta el punto de impedir reconocerlas de modo individual.
+Además, la atmósfera puede interactuar de maneras distintas con la luz de
+distintas longitudes de onda, de manera que el ancho de la gaussiana puede
+ser distinto para observaciones con diferentes filtros.
+El objetivo de esta tarea es medir de forma aproximada la resolución
+espacial en una noche de observación en Zapatoca, Santander (Colombia), a partir
+de una foto del cielo estrellado.
+
+## Ejercicios:
+
+### Lectura de la imagen
+
+* Leer la imagen almacenada en la carpeta data como un array de numpy. Ese
+array estará compuesto de 3 matrices, una tras otra, correspondiente a los
+canales R,G,B
+
+
+```python
+# load libraries
+import numpy as np
+import math
+from matplotlib import image
+from matplotlib import pyplot
+import matplotlib.patches as patches
+import pandas as pd
+from mpl_toolkits.mplot3d import Axes3D
+from scipy import optimize
+import os
+```
+
+
+```python
+# load image 
+image = image.imread('./data/zapatocaImage.jpeg')
+
+# summarize shape of the pixel array
+print(image.dtype)
+print(image.shape)
+
+# display the array of pixels as an image
+pyplot.imshow(image)
+pyplot.show()
+```
+
+    uint8
+    (789, 1184, 3)
+    
+
+
+![png](output_8_1.png)
+
+
+### Conversion de la imagen a blanco y negro
+
+* Combinar los 3 array para generar una versión blanco y negro de la imagen,
+en la cual ella consiste de una sola matriz 2D. Puede usar su intuición y prueba
+y error para combinar las 3 imágenes, explicando el procedimiento elegido. Esto
+será más interesante que usar un comando desconocido de una biblioteca sofisticada
+que haga las cosas como una caja negra (queremos practicar numpy)
+
+
+```python
+#compute the mean of the image pixels in the channel axis 
+image_gray_m=np.mean(image,axis=2)
+
+# summarize shape of the pixel array
+print(image_gray_m.dtype)
+print(image_gray_m.shape)
+# display the array of pixels as an image
+pyplot.imshow(image_gray_m,cmap='gray')
+pyplot.show()
+```
+
+    float64
+    (789, 1184)
+    
+
+
+![png](output_11_1.png)
+
+
+Como el color es una percepcion psicologica, se ha encontrado que una mejor aproximacion al problema es hacer la combinación lineal:
+
+$y_{gray}=0.2126R_{lineal}+0.7252G_{lineal}+0.0722B_{lineal}$
+
+
+```python
+image_gray_l=image[:,:,0]*0.2126+image[:,:,1]*0.7252+image[:,:,2]*0.0722
+
+# summarize shape of the pixel array RGB BGR
+print(image_gray_l.dtype)
+print(image_gray_l.shape)
+
+# display the array of pixels as an image
+fig, (ax1, ax2) = pyplot.subplots(1, 2,figsize=(20,40))
+ax1.imshow(image_gray_m,cmap='gray')
+ax2.imshow(image_gray_l,cmap='gray')
+pyplot.show()
+```
+
+    float64
+    (789, 1184)
+    
+
+
+![png](output_13_1.png)
+
+
+Podriamos usar cualquera de los dos resultados, pero me parece que la combinación linear presenta una imagen mas clara (image a la derecha)
+
+### Extracción de las estrellas en la imagen mediante el método de detección de outliers
+
+
+* Recorte un sector de la imagen conteniendo una estrella individual y ajuste una
+gaussiana 2D simétrica a la imagen de la estrella por mínimos cuadrados, incluyendo
+una constante aditiva (el cielo "vacio" brilla)
+
+Para hallar la posición de las estrellas en el cielo utilizaremos un método de deteccion de outliers en imagenes, el cielo es obscuro, por lo tanto las estrellas son outliers en la imagen, lo que se hará es calcular la media y desviación estandar de valores en los pixeles de la imagen, para luego encontrar los valores que se alejen de la media mas de 4 desviaciones estandar, estos valores son las estrellas. Además de esto, la selección de estrellas se hará para la sección de la imagen $y<500$ ya que se nota la precencia de un satelite pasando por el cielo que no corresponde a las estrellas en estudio, además la estrella que se nota mas abajo parece ser un planeta (opinion personal). 
+
+
+```python
+# searching outliers
+def star_search(image):
+    
+    image_sec=image[:500,:]
+    mean=np.mean(image_sec)
+    std=np.std(image_sec)
+    
+    h,w=image_sec.shape
+    stars=[]
+    
+    for i in range(h):
+        for j in range(w):
+            if image_sec[i,j]>=mean+4.5*std:
+                stars.append([i,j])
+    return stars 
+    
+stars=star_search(image_gray_l)
+stars[0:5]
+```
+
+
+
+
+    [[19, 677], [20, 609], [21, 609], [34, 333], [42, 723]]
+
+
+
+#### Seleccionaremos 8 estrellas de las halladas por nuestro algoritmo con un corte de $ 3 \times 3$ pixeles para evaluar el ressultado.
+
+
+```python
+#corte de la seccion donde se encuentra la estrella
+fig, axs = pyplot.subplots(2, 4, figsize=(15,10))
+for i in range(2):
+    for j in range(4):
+        image_unit=image_gray_l[stars[i+j][0]-6:stars[i+j][0]+6,stars[i+j][1]-6:stars[i+j][1]+6]
+        axs[i, j].imshow(image_unit,cmap='gray')
+pyplot.show()
+```
+
+
+![png](output_20_0.png)
+
+
+### Vamos a marcar el centroide de cada estrella solo por curiosidad
+
+
+```python
+#corte de la seccion donde se encuentra la estrella
+
+def star_centroid(image,stars):
+
+    fig, axs = pyplot.subplots(2, 4, figsize=(15,10))
+    for i in range(2):
+        for j in range(4):
+            
+            image_unit=image[stars[i+j][0]-8:stars[i+j][0]+8,stars[i+j][1]-8:stars[i+j][1]+8]
+            
+            image_min_max=(image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))
+
+            center_x=math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(16))/np.sum(np.sum(image_min_max,axis=1)))
+            center_y=math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(16))/np.sum(np.sum(image_min_max,axis=0)))
+            
+            axs[i, j].plot(center_x,center_y,c='r',marker="+", markersize=40)
+            
+            axs[i, j].imshow(image_min_max,cmap='gray')
+
+    pyplot.show()
+
+star_centroid(image_gray_l,stars)
+```
+
+
+![png](output_22_0.png)
+
+
+#### Ahora veamos el resultado marcando todas las estrellas halladas rodeandolas con una caja de color rojo en la imagen original 
+
+
+```python
+#dentro de la caja roja esta la estrella mas brillante detectada
+
+def star_boxing(image,stars,color):
+    # Create figure and axes
+    fig, ax = pyplot.subplots()
+
+    # Display the image
+    ax.imshow(image)
+
+    for i in range(len(stars)):
+        # Create a Rectangle patch
+        rect = patches.Rectangle((stars[i][1]-3,stars[i][0]-3), 10, 10, linewidth=1, edgecolor=color, facecolor='none')
+        # Add the patch
+        ax.add_patch(rect)
+
+star_boxing(image,stars,'r')
+```
+
+
+![png](output_24_0.png)
+
+
+#### Vamos a graficar la estrella en un espacio tridimensional. Veremos que la luminosidad de la estrella se distribuye en forma gaussiana, por lo tanto es natural hacer un ajuste gaussiano a los datos de esta.
+
+
+```python
+def surface_plot (matrix, **kwargs):
+    # acquire the cartesian coordinate matrices from the matrix
+    # x is cols, y is rows
+    (x, y) = np.meshgrid(np.arange(matrix.shape[0]), np.arange(matrix.shape[1]))
+    fig = pyplot.figure(figsize=(15,5))
+    ax = fig.add_subplot(111, projection='3d')
+    surf = ax.plot_surface(x, y, matrix, **kwargs)
+    return (fig, ax, surf)
+
+#corte de la seccion donde se encuentra la estrella
+i=0
+image_unit=image_gray_l[stars[i][0]-8:stars[i][0]+8,stars[i][1]-8:stars[i][1]+8]
+
+image_min_max=(image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))
+
+center_x=math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(16))/np.sum(np.sum(image_min_max,axis=1)))
+center_y=math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(16))/np.sum(np.sum(image_min_max,axis=0)))
+
+image_center = image_min_max[center_y-3:center_y+3,center_x-3:center_x+3]
+# m.shape must be (6,6)
+
+def star3D(image,title):
+    m = np.fromfunction(lambda x, y: image, (6, 6))
+    (fig, ax, surf) = surface_plot(m, cmap = pyplot.cm.coolwarm)
+    pyplot.title(title)
+    pyplot.show()
+
+star3D(image_center,"3D representation of a star intensity")
+```
+
+
+![png](output_26_0.png)
+
+
+#### Procedemos entonces a hacer un ajuste gaussiano de los datos para una estrella 
+
+
+```python
+def moments(data):
+    """Returns (height, x, y, width_x, width_y)
+    the gaussian parameters of a 2D distribution by calculating its
+    moments """
+
+    total = data.sum()
+    X, Y = np.indices(data.shape)
+    
+    ##gaussian mean position 
+    x = (X*data).sum()/total
+    y = (Y*data).sum()/total
+    col = data[:, int(y)]
+    
+    ##std x
+    width_x = np.sqrt(np.abs((np.arange(col.size)-x)**2*col).sum()/col.sum())
+    row = data[int(x), :]
+    
+    ##std y
+    width_y = np.sqrt(np.abs((np.arange(row.size)-y)**2*row).sum()/row.sum())
+    height = data.max()
+    
+    return height, x, y, width_x, width_y
+
+#once we have the parameters of the Gaussian curve from the provided data we make a function that calculates
+#the predicted values
+
+def gaussian(height, center_x, center_y, width_x, width_y):
+    """Returns a gaussian function with the given parameters"""
+    width_x = float(width_x)
+    width_y = float(width_y)
+    return lambda x,y: height*np.exp(
+                -(((center_x-x)/width_x)**2+((center_y-y)/width_y)**2)/2)
+
+#optimize de parameters given by moments function
+
+def fitgaussian(data):
+    """Returns (height, x, y, width_x, width_y)
+    the gaussian parameters of a 2D distribution found by a fit"""
+    params = moments(data)
+
+    #function errorfunction will be applied over paramereters p
+    #the function finds the difference between the actual data points and the predicted by the 
+    ## gaussian function
+    
+    errorfunction = lambda p: np.ravel(gaussian(*p)(*np.indices(data.shape)) - data)
+    
+    #coputes mean square error of the parameters and find the minimun error   
+    p, success = optimize.leastsq(errorfunction, params)
+    
+    return p
+```
+
+
+```python
+# Create the gaussian data
+Xin, Yin = image_center.shape
+data = image_center
+
+pyplot.matshow(data, cmap="Reds")
+
+params = fitgaussian(data)
+fit = gaussian(*params)
+
+pyplot.contour(fit(*np.indices(data.shape)), cmap=pyplot.cm.copper)
+ax = pyplot.gca()
+
+(height, x, y, width_x, width_y) = params
+
+pyplot.text(0.95, 0.05, """
+x : %.1f
+y : %.1f
+width_x : %.1f
+width_y : %.1f""" %(x, y, width_x, width_y),
+        fontsize=12, horizontalalignment='right',
+        verticalalignment='bottom', transform=ax.transAxes)
+
+pyplot.show()
+```
+
+
+![png](output_29_0.png)
+
+
+#### Observemos graficamente el proceso de ajuste gaussiano paso a paso
+
+
+```python
+star3D(fit(*np.indices(data.shape)),"Gaussian Fit")
+star3D(image_center,"Cropped data")
+star3D(image_min_max,"Original Data")
+```
+
+
+![png](output_31_0.png)
+
+
+
+![png](output_31_1.png)
+
+
+
+![png](output_31_2.png)
+
+
+### Vamos a hacer el ajuste gaussiano para todas las estrellas detectadas, con los parametros calculados podemos generar estadísticas interesantes
+
+* Repita este procedimiento para varias estrellas y presente alguna estadística
+sobre las medidas de la FWHM de las distintas gaussianas: histograma, media, mediana,
+desviación estándar
+
+
+```python
+def star_parameters(image,stars):
+    
+    #initialize parameters list
+    parameters=[]
+
+    ## iteration over stars
+
+    for star in stars:
+
+        image_unit = image[star[0]-6:star[0]+6,star[1]-6:star[1]+6]
+    
+        image_min_max = (image_unit-np.min(image_unit))/(np.max(image_unit)-np.min(image_unit))
+
+        ## centroid of the star
+        center_x = math.ceil(np.sum(np.sum(image_min_max,axis=1)*range(12))/np.sum(np.sum(image_min_max,axis=1)))
+        center_y = math.ceil(np.sum(np.sum(image_min_max,axis=0)*range(12))/np.sum(np.sum(image_min_max,axis=0)))
+        
+        # cropped star
+        image_center = image_min_max[center_y-3:center_y+3,center_x-3:center_x+3]
+    
+        ## gaussian fit parameters
+        param = fitgaussian(image_center)
+        parameters.append(param)
+
+
+    parameters_df = pd.DataFrame(parameters,columns=["height", "mean_x", "mean_y", "std_x", "std_y"])
+
+    parameters_df["FWHM_x"]=2.35*parameters_df["std_x"]
+    parameters_df["FWHM_y"]=2.35*parameters_df["std_y"]
+    parameters_df
+    
+    return parameters_df
+
+parameters_df=star_parameters(image_gray_l,stars)
+```
+
+#### Obtenemos un data set de parametros para el estudio
+
+
+```python
+parameters_df
+```
+
+
+
+
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>height</th>
+      <th>mean_x</th>
+      <th>mean_y</th>
+      <th>std_x</th>
+      <th>std_y</th>
+      <th>FWHM_x</th>
+      <th>FWHM_y</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1.159396</td>
+      <td>2.745116</td>
+      <td>2.662124</td>
+      <td>1.003062</td>
+      <td>0.805998</td>
+      <td>2.357196</td>
+      <td>1.894096</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>0.827333</td>
+      <td>3.112776</td>
+      <td>2.698797</td>
+      <td>1.268333</td>
+      <td>1.302106</td>
+      <td>2.980583</td>
+      <td>3.059948</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>0.822568</td>
+      <td>2.149674</td>
+      <td>2.706100</td>
+      <td>1.294210</td>
+      <td>1.297260</td>
+      <td>3.041393</td>
+      <td>3.048560</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>0.888378</td>
+      <td>3.303022</td>
+      <td>3.154786</td>
+      <td>1.664099</td>
+      <td>1.073939</td>
+      <td>3.910632</td>
+      <td>2.523758</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1.103022</td>
+      <td>2.232578</td>
+      <td>3.679309</td>
+      <td>1.136575</td>
+      <td>0.950258</td>
+      <td>2.670952</td>
+      <td>2.233107</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>205</th>
+      <td>0.919854</td>
+      <td>3.328575</td>
+      <td>2.181515</td>
+      <td>1.610132</td>
+      <td>1.405021</td>
+      <td>3.783809</td>
+      <td>3.301799</td>
+    </tr>
+    <tr>
+      <th>206</th>
+      <td>0.958172</td>
+      <td>2.357734</td>
+      <td>3.100645</td>
+      <td>1.499172</td>
+      <td>1.318109</td>
+      <td>3.523054</td>
+      <td>3.097557</td>
+    </tr>
+    <tr>
+      <th>207</th>
+      <td>1.069374</td>
+      <td>3.486341</td>
+      <td>3.118657</td>
+      <td>1.169026</td>
+      <td>0.924830</td>
+      <td>2.747210</td>
+      <td>2.173351</td>
+    </tr>
+    <tr>
+      <th>208</th>
+      <td>1.098067</td>
+      <td>2.498427</td>
+      <td>4.089789</td>
+      <td>1.169563</td>
+      <td>0.865817</td>
+      <td>2.748472</td>
+      <td>2.034670</td>
+    </tr>
+    <tr>
+      <th>209</th>
+      <td>1.007167</td>
+      <td>4.316177</td>
+      <td>1.770797</td>
+      <td>1.709760</td>
+      <td>1.290679</td>
+      <td>4.017935</td>
+      <td>3.033095</td>
+    </tr>
+  </tbody>
+</table>
+<p>210 rows × 7 columns</p>
+</div>
+
+
+
+#### Promedios de FWHM
+
+
+```python
+print({"MEAN_FWHM_x":np.mean(parameters_df["FWHM_x"]),"MEAN_FWHM_y":np.mean(parameters_df["FWHM_y"])})
+```
+
+    {'MEAN_FWHM_x': 3.4649369689063634, 'MEAN_FWHM_y': 3.112886739637155}
+    
+
+#### Incertidumbre
+
+
+```python
+print({"INCERTIDUMBRE_FWHM_x":np.std(parameters_df["FWHM_x"])/math.sqrt(len(parameters_df["FWHM_x"])),"INCERTIDUMBRE_FWHM_y":np.std(parameters_df["FWHM_y"])/math.sqrt(len(parameters_df["FWHM_y"]))})
+```
+
+    {'INCERTIDUMBRE_FWHM_x': 0.07533479193502118, 'INCERTIDUMBRE_FWHM_y': 0.10722958941431958}
+    
+
+### Dado que ya tenemos funciones que permiten hacer los calculos de el ajuste gaussiano y detección de estrellas rápidamente, procederemos a realizar el mismo ejercicio, pero esta vez para cada canal RGB de la imagen
+
+Tenemos 2 resultados, uno para el eje x y otro para y, se tomará el maximo de los dos resultados y diremos que nuestra resolucion para diferenciar dos estrellas en una imagen seria de 4 pixeles. Si los centros de dos estrellas no se encuentran separados al menos por 4 pixeles no será posible distinguirlas.
+
+* Repita el mismo ejercicio sobre cada una de las bandas R,G,B separadamente
+y comente si observa diferencias en los resultados
+
+
+```python
+figure, plots = pyplot.subplots(ncols=3, nrows=1,figsize=(15,10))
+for i, subplot in zip(range(3), plots):
+    temp = np.zeros(image.shape, dtype='uint8')
+    temp[:,:,i] = image[:,:,i]
+    subplot.imshow(temp)
+    subplot.set_axis_off()
+pyplot.show()
+```
+
+
+![png](output_44_0.png)
+
+
+
+```python
+color=['b','r','g']
+
+for i in range(3):
+    temp = np.zeros(image.shape, dtype='uint8')
+    temp[:,:,i] = image[:,:,i]
+    stars = star_search(temp[:,:,i])
+    star_boxing(temp,stars,color[i])
+```
+
+
+![png](output_45_0.png)
+
+
+
+![png](output_45_1.png)
+
+
+
+![png](output_45_2.png)
+
+
+
+```python
+color=['RED','GREEN','BLUE']
+
+for i in range(3):
+    
+    class bcolors:
+        BLUE = '\033[94m'
+        GREEN = '\033[92m'
+        RED = '\033[91m'
+        ENDC = '\033[0m'
+    
+    temp = np.zeros(image.shape, dtype='uint8')
+    temp[:,:,i] = image[:,:,i]
+    stars = star_search(temp[:,:,i])
+    parameters_df = star_parameters(temp[:,:,i],stars)
+    print(bcolors.RED +"FWHM FOR CHANNEL "+color[i] + bcolors.ENDC)
+    print({"MEAN_FWHM_x":np.mean(parameters_df["FWHM_x"]),"MEAN_FWHM_y":np.mean(parameters_df["FWHM_y"])})
+    print({"INCERTIDUMBRE_FWHM_x":np.std(parameters_df["FWHM_x"])/math.sqrt(len(parameters_df["FWHM_x"])),"INCERTIDUMBRE_FWHM_y":np.std(parameters_df["FWHM_y"])/math.sqrt(len(parameters_df["FWHM_y"]))})
+
+```
+
+    /usr/local/lib/python3.6/dist-packages/scipy/optimize/minpack.py:454: RuntimeWarning: Number of calls to function has reached maxfev = 1200.
+      warnings.warn(errors[info][0], RuntimeWarning)
+    
+
+    FWHM FOR CHANNEL RED
+    {'MEAN_FWHM_x': 3.4680630487569712, 'MEAN_FWHM_y': 7.0390829738856135}
+    {'INCERTIDUMBRE_FWHM_x': 0.09250146545235435, 'INCERTIDUMBRE_FWHM_y': 3.8420845224178906}
+    FWHM FOR CHANNEL GREEN
+    {'MEAN_FWHM_x': 3.4312513275072645, 'MEAN_FWHM_y': 3.081207982746502}
+    {'INCERTIDUMBRE_FWHM_x': 0.07271127428241228, 'INCERTIDUMBRE_FWHM_y': 0.09999192643863575}
+    FWHM FOR CHANNEL BLUE
+    {'MEAN_FWHM_x': 3.9344262901840414, 'MEAN_FWHM_y': 5.221441969716197}
+    {'INCERTIDUMBRE_FWHM_x': 0.17003334171988463, 'INCERTIDUMBRE_FWHM_y': 1.1152480701320464}
+    
+
+### Resultados
+
+Se encuentra que el peor canal para hacer observaciones de estrellas es el rojo por su mayor FWHM y mayor incertidumbre. El mejor canal sería el verde, con menor FWHM y menor incertidumbre en la medida. En el caso de la imagen en escala de grises la distancia minima de los centroides para distinguir dos estrellas es de 4 pixeles.
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