diff --git a/Entrega.ipynb b/Entrega.ipynb
index a73f285b7bf12809d3dda6ba8fd8ee031ad0ce2a..464ea5eb22dbc38364558c123b63b177ff127448 100644
--- a/Entrega.ipynb
+++ b/Entrega.ipynb
@@ -5,16 +5,14 @@
    "metadata": {},
    "source": [
     "## Nombre: Jennifer Ortega \n",
-    "## Ejercicio para practicar numpy y optimización con scipy\n",
-    "### Resolución espacial"
+    "## Ejercicio  Resolución espacial"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Resolución \n",
-    "### Estructura del motebook\n",
+    "### Estructura del notebook\n",
     "- Extracción de las matrices RGB\n",
     "- Generar una matriz a partir de la imagen en escala de grises\n",
     "- Recortar una imagen de una estrella.\n",
@@ -29,6 +27,8 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "## Resolución \n",
+    "\n",
     "- Cargamos la imagen utilizando PIL, y utilizamos asarray para leer la imagen en forma de matrices."
    ]
   },
@@ -97,7 +97,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fb8dd1a1ac8>"
+       "<matplotlib.image.AxesImage at 0x7f9d0f08eba8>"
       ]
      },
      "execution_count": 3,
@@ -138,7 +138,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fb8dc1c1080>"
+       "<matplotlib.image.AxesImage at 0x7f9d0d0ae080>"
       ]
      },
      "execution_count": 4,
@@ -218,8 +218,8 @@
     "\n",
     "x = np.arange(0, estrella0.shape[0], 1) # definimos los valores para X\n",
     "y = np.arange(0, estrella0.shape[1], 1) # definimos los valores para Y\n",
-    "\n",
-    "lumx = estrella0[:,3] # Seleccionamos una línea 1D en el array para X."
+    "x0 = int(max(x)/2)\n",
+    "lumx = estrella0[:,x0] # Seleccionamos una línea 1D en el array para X."
    ]
   },
   {
@@ -287,7 +287,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fb8bc10bdd8>"
+       "<matplotlib.legend.Legend at 0x7f9cedff7d30>"
       ]
      },
      "execution_count": 8,
@@ -296,7 +296,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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mBysEfmrZlgNc9e6fbN13hE9u60C/TnWdjmQKoUaFMnx91zlc3qo6L/+0iie+WUZmVgH9DbwwAKEp2awQ+KEZiTu4/v15BAcGMPmeczm/iU32U5KFhwQx6qZ2DLmgEV8u3Mwd4+I4fDQz7xfY8NbmJFYI/Mz4v5O58/N4mlaLYMq9nWkS7eGsYcaniQgPX9qUF69uxe9rdtP3g/nsTjma+8Y2vLU5iRUCP6Gq/O/XtQz/djkXNK3KhDvOJioitOAXmhKlX6e6jLk5ljU7U+jz3l9s2H3o1I28NfGPKbGsEPiB7GzlmamJvPHLGvq0r8X7N59FmRC7KFxaXdwimi8Hn8Oho5lcN3oeidsOnLiBtyb+MSWWFYJSLj0zm6FfLmbcvGTuPL8Br1/XhuBA+2sv7WJqV2DSXecQGhTAjWPmE5+899+V3pqpzZRYNuhcKZaWkcU94xcxa9UunrisGXd2beh0JFPMtu4/Qv8P/2bHgTQ+uCWW8xpXcTqScYgNOueH0jKyuGNcHLNW7eLFq1tZEfBTNSuUYeKd51C3cjgDxy5keuIOpyMZH2SFoBRKTc9k4NiFzF23h/9e28b6CPi5qIhQvhp8Di1qRHLP+EX8uHS705GMj7FCUMocOprJbR8vZP6Gf3jj+rZcH1vb6UjGB5QPD+bzQZ1oX6cCQ79czLRlVgzMv6wQlCIH0zK45aO/id+0j7dvbMfV7Wo5Hcn4kHKhQXwyoCPtalfgvgmL+cmKgXGzQlBKpKRlcMtHC1i29QDv3tSeK9vWcDqS8UHlQoMYO7AjMe5i8PNyKwbGCkGpcCQ9i9vHxh0vAj1aVXM6kvFh5UKDGDugA21qlWfIF4v5ebldQPZ3VghKuLSMLAZ/FsfC5L28eUMM3VtaETAFiwgL5tOBHWldqzxDvljEDLubyK9ZISjBMrKyGfLFIuas3cOrfdrQy5qDzGk4Vgxa1nSdGfy1bo/TkYxDrBCUUFnZyv1fJTBz5S6e793S7g4yhRIZFsynAzpQv0pZBo2LI2HzfqcjGQdYISiBsrOVxyYv5cel23nismbcfE49pyOZEqxCeAif3d6RKuVCue2TBazeYVNf+hsrBL6ogNmjXpq2kknxWxh2UWPrMWyKRNXIMMYP6kRIYAA3f/Q3m/5JLfhFptSwQuBrCpg9aswf6/lw7kZuPacu91/c2NmsplSpXSmczwd1Ij0rm/4f/c2ug2lORzLFxAqBr8ln9qhvFm3hpWmr6Nm6Ok9f2RIRcSajKbWaREcwdkBH9hw6ys0fLeDAkQynI5liYIXA1+QxS5SmbOLRSUs5p0Fl3rihLYEBVgSMd8TUrsAHt8SyYc8h7vwsjqOZWU5HMl5mhcDX5DFL1LbsKBpHR/D+LWcRGmSTyhjv6tyoCq9d25b5G/byyNdLyc4uWcPVm9NjhcDX5DJ71BEN5QO9nU8HdCAyLNihYMbfXNWuJo/2aMrUJdv47/TVTscxXuTVQiAiPURktYisE5HHc1lfR0Rmi8hiEVkqIpd7M0+JkGP2KEXYoVV5Pv1+bhnwJFUjw5xOZ/zM3V0b0v/sOoz+fT2fzU92Oo7xkiBv7VhEAoF3gUuALcBCEZmqqitybPYUMFFV3xORFsA0oJ63MpUYzftxtPGN9P/wb5ZsOcCEO86mQVQ5p1MZPyQijLiyJTsOpPHMd8upFhnGJS2inY5lipg3zwg6AutUdYOqpgNfAr1P2kaBSPfv5YFtXsxTYqgqj09exsKkfYy8ri1n1a3odCTjx4ICA/hf33a0rlme+yYsst7HpZA3C0FNYHOO51vcy3IaAfQXkS24zgbu82KeEuN/v67j28Vbebh7ExtO2viE8JAgPrqtA1ERodwxLo5t+484HckUIacvFvcFxqpqLeBy4DMROSWTiAwWkTgRidu9e3exhyxO3yVs5c2Za+jTvhb3XtDI6TjGHFelXCgf39qBtPQsBn0aR2p6ptORTBHxZiHYCuQcCa2We1lOtwMTAVR1HhAGVDl5R6o6RlVjVTU2KirKS3GdF5fkulWvU/1KvHxNa+swZnxO4+gI/ndTO1btOMgDXyXYbaWlhDcLwUKgsYjUF5EQ4EZg6knbbAIuAhCR5rgKQen+yp+HzXtTGfxZPDUrlmF0/7MICXL6ZM2Y3F3QtCrDe7ZgeuJO3vhljdNxTBHw2l1DqpopIkOA6UAg8LGqJorIc0Ccqk4FHgI+EJEHcF04vk1V/e4rRmp6JneMiyMzK5uPb+tAxbIhTkcyJl8DO9dj7c4URs1eR6Oq5biq3cmX/0xJ4rVCAKCq03BdBM657Okcv68AOnszg69TVR7+eglrdqbwyYCO1K9S1ulIxhRIRHiudys27jnMo5OXUrtSuN3dVoJZ+4PD3p29jmnLdvDEZc3p2qT0Xv8wpU9IUACj+59Ftcgw7vwsnh0HbLTSksoKgYN+WbGT12es4ep2NRnUpb7TcYw5bRXLhvDRrbEcSc/krs/jbYC6EsoKgUPW7kzhga8SaFOrvN0hZEq0xtERjLy+LQmb9zNiaqLTcUwhWCFwwIHUDO4YF0dYcCDv33wWYcE2mqgp2Xq0qs493RoyYcFmvvg796HUje+yQlDMsrOVYV8tZuv+I4zu357q5cs4HcmYIvFw7Xjiogdx45x6HH2v9ilTrBrf5dW7hsypRs1ex2+rd/N875bE1qvkdBxjisbK8QTMHEyV7FQQCE3dgs4YjIBrRF3j0+yMoBjNWbubN2e6Lg73P7uu03GMKTq5TLEqmanonCcdCmROhxWCYrJ1/xGGTlhMk6oRvHh1K7s4bEqXPKZYJWVz7suNT7FCUAzSM7O5d/wiMrKU9/q3JzzEWuRMKZPHFKtbs6owbdn2Yg5jTpcVgmLw4o8rSNi8n9eubWMTzJjSKZcpVjUonK9C7+bRSUtJ2nPYoWDGE1YIvOy7hK18Oi+ZO7rU57LW1Z2OY4x35JhiFQQi6iLdx3DjrY8TFCjcM34RaRnW2cxXSUkb4y02Nlbj4uKcjuGRNTtT6D3qT1rXLM/4OzoRHGh11/ifWat2MnBsHH071ubla9o4HcdviUi8qsbmts6OTF5y+Kiry33Z0CBG3dTOioDxWxc2iz7e2eybRVucjmNyYUcnL/nPlOUk7TnMO33bUTUyzOk4xjjqwUua0LF+JYZ/u5y1O1OcjmNOkm8hEJH2+T2KK2RJMzl+C98s3sqwi5pwTsPKTscxxnFBgQG807cdZUMDuXv8Ipvm0scUdEYw0v14F/gbGAN84P79Xe9GK5nW7z7Ef75bTqf6lRhyoc05bMwx0ZFhvH1jO9bvPsTwb5dT0q5Plmb5FgJVvUBVLwC2A+3d8wafBbTj1PmH/V5aRhZDvlhMWHAgb9/YjsAA6zRmTE6dG1Xh/oua8O3irXyzyA4hvsLTawRNVXXZsSequhxo7p1IJdfL01aycvtBXr+uDdXK23UBY3Iz5MJGdKxfiae/W85G61/gEzwtBEtF5EMR6eZ+fAAs9Wawkubn5Tv4dF4yg86rz4XNop2OY4zPCgwQ3rohhqDAAIZOWEx6ZrbTkfyep4VgAJAIDHM/VriXGWDLvlQenbSENrXK82iPZk7HMcbn1ahQhlf7tGHZ1gOMnLHa6Th+z6NBb1Q1DXjT/TA5ZGZlM+zLBLIV3unbjpAguyPXGE/0aFWNfp3q8P4fG+jcqArn25zdjvHoqCUijUVkkoisEJENxx7eDlcSvDVzLfHJ+3j5mtbUrVzW6TjGlCj/uaIFTaLL8eDEJew5dNTpOH7L06+vnwDvAZnABcA44HNvhSopFmzcy7u/reP62Fpc2baG03GMKXHCggP5X992HEzL4OGvl5CdbbeUOsHTQlBGVX/FNTZRsqqOAHp6L5bvO5iWwQNfJVCnUjjPXNnS6TjGlFjNqkXyVM/m/LZ6N5/8leR0HL/kaSE4KiIBwFoRGSIiVwN+PZ7yiO8S6ZD2EzPK3ULZUSEwpp7N0WpMId18dl0ubh7Nqz+tYvnWA07H8TueFoJhQDgwFDgLuBm41VuhfN33S7aRueJzXoscRWjqFkAhJRlmDLZiYEwhiAivXduGimWDeeCrBBuyuph5VAhUdaGqHlLVLao6QFWvUdX53g7ni7btP8Lwb5fxVPnPCda0E1dmprrmbjXGnLaKZUP477VtWbvrEP/92W4pLU753j4qIt8DeV69UdVeRZ7Ih2VnKw9NXEJmthKlu3LfKK+5W40xBeraJIpbz6nLx39u5KLmVencqIrTkfxCQWcEr+MadG4jcATXgHMfAIeA9d6N5ns+nLuBeRv+YcSVLZE85mjNa+5WY4xnHr+sOQ2iyvLw10s4kJrhdBy/UNCgc7+r6u9AZ1W9QVW/dz9uAroUT0TfkLjtAK9NX02PltW4LrZWrnO0EhTuWm6MKbQyIYG8dUMMu1OO8vTU5U7H8QueXiwuKyINjj0RkfqA3/SeSsvI4v4vE6gYHsJL17RGRHKdo5XuY1zLjTFnpE2tCgy9qDHfJWxj6pJtTscp9TwaYgJ4APjN3ZtYgLrAnV5L5WNGzljN2l2H+HRgRyqVDfl3RfN+duA3xkvu6daQWat28dS3y+hYr5KN6OtFnt419DPQGNdtpENxDUs93ZvBfMWCjXv5cO5G+nWqQ1cbC8WYYhMUGMCbN8SQkaU8Msl6HXtTQVNVXuj+eQ2unsQN3Y+e7mWlWmp6Jo9MWkKtimV48nKbfsGY4la/SlmG92zOnLV7+Gx+stNxSq2Cmoa6ArOAK3NZp8A3RZ7Ih7zy0yo27U3lyzvOpmyop61oxpii1K9THWau3MlL01ZyXuMqNIzy60ENvKKgu4aecf8ckMtjYEE7F5EeIrJaRNaJyON5bHO9e1TTRBH5onAfo+j9uW4P4+YlM+Dc+nRqYBPQG+MUEeG/fdoQFhzII18vIcuaiIqcp8NQDxORSHH5UEQWiUj3Al4TiGuC+8uAFkBfEWlx0jaNgSdw3Z7aEri/MB+iqKWkZfDopKU0qFKWR3s0dTqOMX6vamQYI3q1YNGm/Xw8d6PTcUodT28fHaiqB4HuQGVcYw29UsBrOgLrVHWDqqYDXwK9T9rmDuBdVd0HoJpXd93i9cIPK9l+4AivX9+WsOBAp+MYY4CrYmpycfNoXp+xmvW7Dzkdp1TxtBCI++flwDhVTcyxLC81gc05nm9xL8upCdBERP4Ukfki0iPXNxcZLCJxIhK3e/duDyMXzuxVu/gqbjN3dm1I+zoVvfpexhjPiQgvXd3Kmoi8wNNCEC8iM3AVgukiEgEUxYzTQbhuS+0G9AU+EJEKJ2+kqmNUNVZVY6OivHcL5/7UdB6bvJSm0RHcf3Fjr72PMaZwqkaG8WyvlizatJ+P5tokiUXF00JwO/A40EFVU4EQCp68fitQO8fzWu5lOW0BpqpqhqpuBNbgKgyOGDE1kb2H0xl5fVtCg6xJyBhf1DumBpe0iOb1GWtYt8uaiIqCpx3KsnEdyJ8SkdeBc1V1aQEvWwg0FpH6IhIC3AhMPWmbKbjOBhCRKriaihwp8z8v38GUhG0MubARrWqWdyKCMcYDIsKLV7ciPCSQRyZZE1FR8PSuoVdw9Spe4X4MFZGX8nuNqmYCQ4DpwEpgoqomishzInJs+OrpwD8isgKYDTyiqv8U7qMU3r7D6Tw1ZRkta0Ry7wWNivvtjTGnqWqEq4lo8ab9fDjHmojOlKgWXE1FZCkQ4z4zOHZr6GJVbePlfKeIjY3VuLi4It3ng18lMHXJNqYOOY8WNSKLdN/GGO9QVe78LJ7f1uxm2tDzaFQ1wulIPk1E4lU1Nrd1nl4jAKiQ4/dS03Yye9Uuvlm8lXu6NbQiYEwJIiK84G4ievjrpdZEdAY8LQQvA4tFZKyIfArEAyV+4P2UtAyGf7uMxlXLce+F1iRkjE9aOR7G1IORAa6fOeYFP9ZElLB5Px9YE1GheXqxeAJwNq6xhSYD56jqV94MVhxe/XkV2w+m8eq1bewuIWN80crxMGMwpCQD6vo5Y/AJxaBX2xpc2jKaN39Zw8Y9h53LWoKdTtNQALAH2I+rE9j5XklUTOZv+IfP529iYOf61nHMGF81Zzhkpp64LDPVtdxNRHiudytCggJ4fPJSG666EDwaUlNEXgVuABL5tyOZAn94KZdXHUnP4vHJS6lTKZyHujdxOo4xJi8pmzxaHh0ZxvDLm/P4N8v4Km4zfTva3OGnw9Oxla/CNRnNUS9mKTZvzVxD0j+pfDGoE+EhNry0MT4roo67WSiX5Se5oUNtvkvYxkvTVnJhs6pER9qMZp7ytGloAxDszSDFZYn7olLfjrU5t1EVp+MYY/LT5UUICj9xWVC4a/lJRISXr2lNemY2/5myHE9ujTcunhaCVCBBRN4Xkf8de3gzmDekZ2bz2OSlREWE8oTNOGaM72veD7qPgYi6gLh+dh+T51zh9aqU5cFLmjBjxU5+Wr6jeLOWYJ62i0zl1OEhSpz/+20dq3ak8OEtsUSGlYoTHGNKv+b98jzw5+b28+rzw9LtPP1dIuc2rEyF8BAvhisdPCoEqvqpt4N42+odKbw7ex292tbg4hbRTscxxnhJUGAAr/RpTa9Rf/Lijyt57bq2TkfyeQVNXj/R/XOZiCw9+VE8EYvGnLW7iQwL5pkrWxS8sTGmRGtZozx3nt+Ar+O3MHftHqfj+Lx8xxoSkeqqul1E6ua2XlVzuZzvXWcy1tCB1AzKh1uTkDH+IC0ji8vfnkNGdjbT7z/f7+8QLPRYQ6q63f0z2X3Q3wek5HiUDO4u6uXfCz2li7oxpnQKCw7k5Wtas3nvEd6YscbpOD7N02Go7xSRHcBSXOMMxQNFOwSot3jQRd0YUzp1alCZfp3q8PGfG1myeb/TcXyWp7ePPgy0UtV6qlrf/WjgzWBFxoMu6saY0uuxy5oRFRHKk98uIzOrKGbYLX08LQTrcfUlKHk87KJujCmdXDeJtCRx20HG/pXkdByf5OnVkyeAv0Tkb+D4MBOqOtQrqYrSaXRRN8aUTpe1qsaFzaryxi9ruLx1dWpUKON0JJ/i6RnB+8AsYD7/XiOI91aoInUaXdSNMaWTiPBsr5Zkq/LM1ETXwnzmOfA3np4RBKvqg15N4i3HeiTOGe5qDoqo4yoCp9FT0RhT8tWuFM4DFzfh5Z9WseSX/6Ptikf+vX547CYS8Mtjg6dzFr8EJAHfc2LT0F6vJcuDN+YsNsb4h4ysbK58Zy6fZF5Hddl16gYRdWFwUrHnKg759SPw9Iygr/vnEzmWKVAy7hwyxhggODCAF69uTfTXu3PfwE9vIvF0rKH63g5ijDHF4ay6FdkXXI2KmdtPXemnN5F4OkPZLbktV9VxRRvHGGO8L7TbKxz5ZTBlJMdcW358E4mnTUMdcvweBlwELAKsEBhjSpzwtrcQv/0g0Uufo2bgHsTPbyLxtGnovpzPRaQC8KU3AhljTHFof+m93LK1A4s37WfmoK5UK++/U1t62o/gZIcBu25gjCmxRIQXrmpFRlY2z36f6HQcR3l6jeB7XHcJgat4tAAmeiuUMcYUh7qVyzL0osa8Nn01M1fs9NtJqzy9RvB6jt8zgWRV3eKFPMYYU6zu6NKAKYu38szURM5tVNkv5y3wqGlIVX/P8fjTioAxprQICXL1Ldi6/wjvzFrndBxHFDRVZYqIHMzlkSIiB4srpDHGeFPH+pW4pn1NPpyzgXW7Djkdp9gVNENZhKpG5vKIUNXI4gppjDHe9sRlzQkLDuTp75bjydA7pUlh7xoyxphSJSoilEcubcpf6//hh6W59DouxawQGGOMW79OdWlVM5IXflzBoaOZTscpNlYIjDHGLTBAeL53K3alHOWtX/xnwnuvFgIR6SEiq0VknYg8ns92fURERSTXIVKNMaa4tKtTkRs71OaTv5JYtcM/7onxWiEQkUDgXeAyXB3Q+opIi1y2iwCGAX97K4sxxpyORy9tRmRYEE9PSfSLC8fePCPoCKxT1Q2qmo5rbKLeuWz3PPAqkObFLMYY47GKZUN4rEczFiTt5ZtFW52O43XeLAQ1gc05nm9xLztORNoDtVX1x/x2JCKDRSROROJ2785jQgljjClC18fWJqZ2BV7+aSUHjmQ4HcerHLtYLCIBwBvAQwVtq6pjVDVWVWOjoqK8H84Y4/cCAlyD0u09nM7IGaudjuNV3iwEW4HaOZ7Xci87JgJoBfwmIknA2cBUu2BsjPEVrWqWp//Zdfl8fjLLtx5wOo7XeLMQLAQai0h9EQkBbgSmHlupqgdUtYqq1lPVesB8oJeq2sz0xhif8VD3plQqG8JTU5aTnV06Lxx7rRCoaiYwBJgOrAQmqmqiiDwnIr289b7GGFOUypcJ5onLmpOweT8T4zYX/IISSErarVGxsbEaF2cnDcaY4qOq3PD+fNbuSmH2w92oEB7idKTTJiLxqppr07v1LDbGmAKICCN6teTAkQzeKIU9jq0QGGOMB1rUiDx+4XjFttLV49gKgTHGeOjBS5pQvkwwI6aWrh7HVgiMMcZDFcJDeORSV4/jqUu2OR2nyFghMMaY03BDh9q0qhnJS9NWcriUDFVthcAYY05DYIDwbK9W7Dx4lFGzS8ccx1YIjDHmNJ1Vt+LxOY437jnsdJwzZoXAGGMK4fHLmhEaFMhz3yc6HeWMWSEwxphCqBoRxrCLGjN79W5+XbnT6ThnxAqBMcYU0q3n1qNhVFme+2EFaRlZTscpNCsExhhTSCFBAYzo1ZLkf1L5aO5Gp+MUmhUCY4w5A10aR3Fpy2hGzVrHtv1HYOV4GFMPRga4fq4c73TEAlkhMMaYM/RUzxZkqzJj0hswYzCkJAPq+jljsM8XAysExhhzhmpXCueurg25eO/bkJl64srMVJgz3JlgHrJCYIwxReDubg2pEbAn95Upm4o3zGmyQmCMMUUgLDiQo2Vq5L4yok7xhjlNVgiMMaaIhF3wKkcJO3FhUDh0edGZQB6yQmCMMUVEWvRjX+dRbM2KQhGIqAvdx0Dzfk5Hy5cVAmOMKULVzr6dj1v8RoM937O85xKfLwJghcAYY4rc0IsaUzE8hOe+X1EiJrCxQmCMMUWsfJlgHu7elAVJe/lx2Xan4xTICoExxnjBDR1q07x6JC9PW+Xz4xBZITDGGC8IDBCevqIFW/cfYcwfG5yOky8rBMYY4yXnNKzM5a2r8d5v69l+4IjTcfJkhcAYY7zoicuak6XKqz+tcjpKnqwQGGOMF9WuFM7gLg2YkrCN+OS9TsfJVZDTAYpCeno669evJzU1teCNjc8LDw+nYcOGhISEOB3FmCJxd7eGfB2/mWe/X8GUezoTECBORzpBqSgE69evp0KFCjRt2pSAADvJKcmys7PZsWMHS5cupWrVqtSp49tjtBjjibKhQTx+WTMe+GoJkxdt4brY2k5HOkGpOGqmpqYSHR1tRaAUCAgIoFq1agBMnjyZTZt8e9RGYzzVu21NYmpX4L/TV3PoaKbTcU5Qao6cVgRKj4CAAESEkJAQVq9e7XQcY4pEQIDwzJUt2J1ylHdnr3M6zgns6Gl8VmBgIEePHnU6hjFFpl2dilzTviYfzdlI8j+HnY5znBWCIjRlyhREhFWrXLeJbdu2jWuvvbZQ+xo7dizbtm0rynjGGB/wWI9mBAUKL01b6XSU46wQFKEJEyZw3nnnMWHCBABq1KjBpEmTCrUvKwTGlE7RkWHce0Ejpifu5M91ecxoVsxKxV1DOT37fSIrth0s0n22qBHJM1e2zHebQ4cOMXfuXGbPns2VV17Js88+S1JSEldccQXLly9n7NixxMXFMWrUKACuuOIKHn74Ybp06cLtt99OXFwcIsLAgQOpXbs2cXFx9OvXjzJlyjBv3jxWrFjBgw8+yKFDh6hSpQpjx46levXqRfo5jTHF4/bz6jNhwSae+34FPw49j6BAZ7+Te/XdRaSHiKwWkXUi8ngu6x8UkRUislREfhWRut7M403fffcdPXr0oEmTJlSuXJn4+HiPXpeQkMDWrVtZvnw5y5YtY8CAAVx77bXExsYyfvx4EhISCAoK4r777mPSpEnEx8czcOBAhg/37cmwjTF5CwsO5KmezVm9M4UJCzc7Hcd7ZwQiEgi8C1wCbAEWishUVV2RY7PFQKyqporI3cB/gRvO5H0L+ubuLRMmTGDYsGEA3HjjjUyYMIEhQ4YU+LoGDRqwYcMG7rvvPnr27En37t1P2Wb16tUsX76cSy65BICsrCw7GzCmhLu0ZTXOblCJN2as5so21akQ7lwHSm82DXUE1qnqBgAR+RLoDRwvBKo6O8f284H+XszjNXv37mXWrFksW7YMESErKwsR4d577z2+TVBQENnZ2cefp6WlAVCxYkWWLFnC9OnTGT16NBMnTuTjjz8+Yf+qSsuWLZk3b17xfCBjjNeJCE9f0ZIr3pnDWzPXMqKXM19iwbtNQzWBnOc8W9zL8nI78FNuK0RksIjEiUjc7t27izBi0Zg0aRI333wzycnJJCUlsXnzZurXr8/mzf9+/Hr16pGQkEB2djabN29mwYIFAOzZs4fs7Gz69OnDCy+8wKJFiwCIiIggJSUFgKZNm7J79+7jhSAjI4PExMRi/pTGmKLWokYkfTvW4bP5yazdmeJYDp+4a0hE+gOxwGu5rVfVMaoaq6qxUVFRxRvOAxMmTODqq68+YVmfPn14+eWXEXGNKdK5c2fq169PixYtGDp0KO3btwdg69atdOvWjZiYGPr378/LL78MwG233cZdd91FTEwMWVlZTJo0iccee4y2bdsSExPDX3/9Vbwf0hjjFQ9e0oSyIYE894Nz01p6s2loK5BzQI1a7mUnEJGLgeFAV1Utkb2HZs+efcqyoUOH0rlzZx588EHAdRo4fvz4XF9/7Cwgpz59+tCnT5/jz2NiYvjjjz+KKLExxldULhfKsIub8PwPK5i1ahcXNY8u9gzePCNYCDQWkfoiEgLcCEzNuYGItAPeB3qp6i4vZil2cXFx9O3b9/gFZGOMycst59SlYVRZXvhxJemZ2QW/oIh5rRCoaiYwBJgOrAQmqmqiiDwnIr3cm70GlAO+FpEEEZmax+5KnNjYWNasWcM111zjdBRjjI8LDgzgqStasHHPYcbNSyr29/dqhzJVnQZMO2nZ0zl+v9ib72+MMSXFBU2r0rVJFG//upZr2teiUtniu53UJy4WG2OMgad6Nic1PYs3f1lTrO9rhcAYY3xE4+gI+neqw/i/k1m9o/huJ7VCYIwxPuT+i5tQLjSIF34svttJ/bMQrBwPY+rByADXz5W539Z5OgIDA4mJiaFly5a0bduWkSNHntCTODdJSUl88cUXZ/zep2PQoEGsWLEi321Gjx7NuHHjCrX/pKQkWrVqVajXGmOgYtkQhl3chDlr9/Db6uLpQFvqRh8t0MrxMGMwZLonuk9Jdj0HaN6v0LstU6YMCQkJAOzatYubbrqJgwcP8uyzz+b5mmOF4Kabbir0+56OrKwsPvzwwwK3u+uuu4ohjTEmLzefXZfx85N5/scVnNe4CsFeHp3U/84I5gz/twgck5nqWl5EqlatypgxYxg1ahSqSlJSEl26dKF9+/a0b9/+eK/gxx9/nDlz5hATE8Obb75JWloaAwYMoHXr1rRr1+54R7XExEQ6duxITEwMbdq0Ye3atae854QJE2jdujWtWrXiscceO768XLlyPPTQQ7Rt25Z58+bRrVs34uLiAPjoo49o0qQJHTt25I477jg+SN6IESN4/fXXAejWrRuPPfYYHTt2pEmTJsyZMwcgz8+UU1ZWFo888ggdOnSgTZs2vP/++wBs376d888/n5iYGFq1anV8n8YYl5CgAIb3bM6G3Yf5fH6y19/P/84IUvKYDD2v5YXUoEEDsrKy2LVrF1WrVuWXX34hLCyMtWvX0rdvX+Li4njllVd4/fXX+eGHHwAYOXIkIsKyZctYtWoV3bt3Z82aNYwePZphw4bRr18/0tPTycrKOuG9tm3bxmOPPUZ8fDwVK1ake/fuTJkyhauuuorDhw/TqVMnRo4cecprnn/+eRYtWkRERAQXXnghbdu2zfWzZGZmsmDBAqZNm8azzz7LzJkz8/xMOX300UeUL1+ehQsXcvToUTp37kz37t355ptvuPTSSxk+fDhZWVmkpqbm+r7G+LMLm1WlS+MqvDVzLVfF1KSiF28n9b8zgog6p7e8CGRkZHDHHXfQunVrrrvuujzb6OfOnUv//q4BWJs1a0bdunVZs2YN55xzDi+99BKvvvoqycnJlClT5oTXLVy4kG7duhEVFUVQUBD9+vU7PhxFYGDgCUNVHLNgwQK6du1KpUqVCA4O5rrrrssz/7FOcWeddRZJSUkef6YZM2Ywbtw4YmJi6NSpE//88w9r166lQ4cOfPLJJ4wYMYJly5YRERFR8B+iMX5GRHiqZwtS0jJ4+9dTWwGKkv8Vgi4vQlD4icuCwl3Li9CGDRsIDAykatWqvPnmm0RHR7NkyRLi4uJIT08/rX3ddNNNTJ06lTJlynD55Zcza9Ysj18bFhZGYGDg6cY/QWhoKOAqKpmZmQAefSZV5Z133iEhIYGEhAQ2btxI9+7dOf/88/njjz+oWbMmt912W6EvTBtT2jWtFsFNnVyjk67b5b3bSf2vEDTvB93HQERdQFw/u485owvFJ9u9ezd33XUXQ4YMQUQ4cOAA1atXJyAggM8+++x4007OoaYBunTpcnxgujVr1rBp0yaaNm3Khg0baNCgAUOHDqV3794sXbr0hPfr2LEjv//+O3v27CErK4sJEybQtWvXfDN26NCB33//nX379pGZmcnkyZNP6zPm9ZlyuvTSS3nvvffIyMg4/pkOHz5McnIy0dHR3HHHHQwaNCjXQfeMMS4PXNyE8JBAXvjRe5Pd+981AnAd9IvwwA9w5MgRYmJiyMjIICgoiJtvvvn4yKP33HMPffr0Ydy4cfTo0YOyZcsC0KZNGwIDA2nbti233XYb99xzD3fffTetW7cmKCiIsWPHEhoaysSJE/nss88IDg6mWrVqPPnkkye8d/Xq1XnllVe44IILUFV69uxJ7969881bs2ZNnnzySTp27EilSpVo1qwZ5cuX9/jz5vWZcho0aBBJSUm0b98eVSUqKoopU6bw22+/8dprrxEcHEy5cuXsjMCYfFQuF8qwixrzwo8rmb16Fxc0rVrk7yFOjX9dWLGxsXryRcn4+HjOOusshxKVXIcOHaJcuXJkZmZy9dVXM3DgwFPmVXBKfHw8CxcupFatWlxxxRVOxzHGUemZ2dz1eTyDutTn3IZVCrUPEYlX1djc1vnnGYEBXLeJzpw5k7S0NLp3785VV13ldCRjTC5CggL4+LYOXtu/FQI/dqyvgDHGv5Wai8UFDedgSg77uzSmeJWKQhAeHs6OHTvsAFIKZGdns2PHjuN3Gh2b89kY4z2lommoYcOGrFq1im3bttmBoxTIyMhg06ZNpKWlUaFCBafjGFPqlYpCEBISQsuWLfntt99YtmwZAQGl4kTH71WpUoV27do5HcOYUq9UFAJw9Xq94IILaNOmDUePHnU6jjlDQUFBVKpUiZCQ4puuzxh/VWoKAUBAQABRUVFOxzDGmBLF2lCMMcbPlbiexSKyGyjsAN1VgD1FGMfbLK/3lKSsULLylqSs4D9566pqrk0mJa4QnAkRicuri7UvsrzeU5KyQsnKW5KyguUFaxoyxhi/Z4XAGGP8nL8VgjFOBzhNltd7SlJWKFl5S1JWsLz+dY3AGGPMqfztjMAYY8xJrBAYY4yf85tCICI9RGS1iKwTkcedzpMXEaktIrNFZIWIJIrIMKczeUJEAkVksYj84HSWgohIBRGZJCKrRGSliJzjdKa8iMgD7n8Hy0VkgoiEOZ0pJxH5WER2icjyHMsqicgvIrLW/bOikxlzyiPva+5/C0tF5FsRqeBgxBPkljfHuodEREWkcFOW5eAXhUBEAoF3gcuAFkBfEWnhbKo8ZQIPqWoL4GzgXh/OmtMwwHuzaxett4GfVbUZ0BYfzS0iNYGhQKyqtgICgRudTXWKsUCPk5Y9Dvyqqo2BX93PfcVYTs37C9BKVdsAa4AnijtUPsZyal5EpDbQHdhUFG/iF4UA6AisU9UNqpoOfAnkP7u7Q1R1u6oucv+egusgVdPZVPkTkVpAT+BDp7MURETKA+cDHwGoarqq7nc0VP6CgDIiEgSEA9scznMCVf0D2HvS4t7Ap+7fPwWuKs5M+cktr6rOUNVM99P5QK1iD5aHPP58Ad4EHgWK5G4ffykENYHNOZ5vwccPrgAiUg9oB/ztcJSCvIXrH2VJmBmoPrAb+MTdlPWhiJR1OlRuVHUr8Dqub33bgQOqOsPZVB6JVtXt7t93ANFOhjlNA4GfnA6RHxHpDWxV1SVFtU9/KQQljoiUAyYD96vqQafz5EVErgB2qWq801k8FAS0B95T1XbAYXyr6eI4d9t6b1zFqwZQVkT6O5vq9Kjr/vQScY+6iAzH1TQ73ukseRGRcOBJ4Omi3K+/FIKtQO0cz2u5l/kkEQnGVQTGq+o3TucpQGegl4gk4Wpyu1BEPnc2Ur62AFtU9dhZ1iRchcEXXQxsVNXdqpoBfAOc63AmT+wUkeoA7p+7HM5TIBG5DbgC6Ke+3bmqIa4vBkvc/+dqAYtEpNqZ7NRfCsFCoLGI1BeREFwX3KY6nClX4ppr8yNgpaq+4XSegqjqE6paS1Xr4fpznaWqPvutVVV3AJtFpKl70UXACgcj5WcTcLaIhLv/XVyEj17YPslU4Fb377cC3zmYpUAi0gNX02YvVU11Ok9+VHWZqlZV1Xru/3NbgPbuf9eF5heFwH0haAgwHdd/pImqmuhsqjx1Bm7G9c06wf243OlQpcx9wHgRWQrEAC85Gyd37rOWScAiYBmu/68+NRyCiEwA5gFNRWSLiNwOvAJcIiJrcZ3VvOJkxpzyyDsKiAB+cf9/G+1oyBzyyFv07+PbZ0HGGGO8zS/OCIwxxuTNCoExxvg5KwTGGOPnrBAYY4yfs0JgjDF+zgqBMYUgItM8HaXSPTJrvIicn2PZDBG5zmsBjTkNdvuoMcVARDoBHwBnAdcCt6rqKaNKGuMEOyMwJh8i0l9EFrg7Gr3vHtIcEUk6Ng58Xtvk5O4cNg8YgasD25Bi/BjG5MsKgTF5EJHmwA1AZ1WNAbKAfqe7TQ5PAPcDX6jqOu+kNub0BTkdwBgfdhGuppyFrqF+KMOpA6h5ss0x5wMHgFbeCGtMYVkhMCZvAnyqqvnNWOXJNrjnPPgvcCGuuRAuV9VpRRfVmMKzpiFj8vYrcK2IVIXjc/HWLcQ24Bo/fqKqrgLuAd70tfmHjf+yQmBMHlR1BfAUMMM9UukvQPUTNylwG0SkJXA18KL7RYtxjYT7mNc/hDEesNtHjTlN7ruCdgHV3BPGGFOi2RmBMacvEfjQioApLeyMwBhj/JydERhjjJ+zQmCMMX7OCoExxvg5KwTGGOPnrBAYY4yf+3/Il+xzBORwbQAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -471,7 +471,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -531,7 +531,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -581,22 +581,267 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "El valor para FWHM es :  13.130398957324719\n"
+      "El valor para la resolución espacial (FWHM) es : 13.130398957324719\n"
      ]
     }
    ],
    "source": [
     "# definimos la funcion para el FWHM\n",
     "def FWHM(sigma):\n",
+    "    ''' Funcion que retorna el valor de FWHM'''\n",
     "    return 2*math.sqrt(2)*sigma\n",
-    "print('El valor para FWHM es : ', FWHM(best[1]))\n"
+    "print('El valor para la resolución espacial (FWHM) es :', FWHM(best[1]))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Definimos cada una de las estrellas\n",
+    "estrella1 = Grayscale[459:464,322:327]\n",
+    "estrella2 = Grayscale[544:562,654:671]\n",
+    "estrella3 = Grayscale[241:247,215:222]\n",
+    "estrella4 = Grayscale[312:320,624:632]\n",
+    "estrella5 = Grayscale[374:380,448:454]\n",
+    "estrella6 = Grayscale[145:151,390:397]\n",
+    "estrella7 = Grayscale[523:527,654:658]\n",
+    "estrella8 = Grayscale[498:504,683:688]\n",
+    "estrella9 = Grayscale[312:320,624:632]\n",
+    "estrella10 = Grayscale[374:380,448:454]\n",
+    "\n",
+    "estrellas = [estrella1,estrella2,estrella3,estrella4,estrella5,\n",
+    "            estrella6,estrella7,estrella8,estrella9,estrella10]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Realizamos una función que haga el ajuste en 1D\n",
+    "def ajuste_1D_Aut(estrella):\n",
+    "    '''Funcion que recibe la luminosidad de una estrella y retornas los datos en una línea\n",
+    "       y retorna la línea con sus corespondiente valores de luminosidad y para el ajuste a una gausiana '''\n",
+    "    x = np.arange(0, estrella0.shape[0], 1)\n",
+    "    x_medio = int(max(x)/2)\n",
+    "    lumx = estrella0[:,x_medio]\n",
+    "    prob = lumx\n",
+    "    A = 1\n",
+    "    x0 = int(max(x)+min(x))/2\n",
+    "    sigma = std_prob(x,prob,x0)\n",
+    "    C = min(lumx)\n",
+    "    p1 = [A, sigma , x0 , C] \n",
+    "    best,suss = leastsq(Error_gauss_1D, p1, args=(x,lumx)) \n",
+    "    x_model = np.arange(0, estrella0.shape[0], 0.05)\n",
+    "    lum_model = func_gauss_1D(best,x_model)\n",
+    "    return x, lumx, x_model,lum_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 8 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "a= 240\n",
+    "for i in range(0,4):\n",
+    "    a= a+1\n",
+    "    plt.subplot(a)\n",
+    "    plt.title('Estrella'+str(i+1))\n",
+    "    plt.imshow(estrellas[i], cmap=cm.gray, vmax=np.max(estrellas[i]))\n",
+    "    a= a+1\n",
+    "    plt.subplot(a)\n",
+    "    x, lumx, x_model,lum_model = ajuste_1D_Aut(estrellas[i])\n",
+    "    plt.plot(x_model,lum_model) # gráfica del modelo\n",
+    "    plt.plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n",
+    "    #plt.legend(('Ajuste', 'Datos originales'),loc='lower left', shadow=True)\n",
+    "\n",
+    "\n",
+    "\n",
+    "#plt.imshow(estrella7, cmap=cm.gray, vmax=np.max(estrella7))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 16 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(4,4, figsize=(15, 15), facecolor='w', edgecolor='k')\n",
+    "fig.subplots_adjust(hspace = .5, wspace=.001)\n",
+    "axs = axs.ravel()\n",
+    "\n",
+    "j = -1\n",
+    "for i in range(0,16,2):\n",
+    "    j= j+1\n",
+    "    axs[i].imshow(estrellas[j], cmap=cm.gray, vmax=np.max(estrellas[j]))\n",
+    "    axs[i].set_title('Estrella'+ str(j))\n",
+    "    x, lumx, x_model,lum_model = ajuste_1D_Aut(estrellas[j])\n",
+    "    axs[i+1].plot(x_model,lum_model) # gráfica del modelo\n",
+    "    axs[i+1].plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n",
+    "    axs[i+1].set_title('Ajuste 1D')\n",
+    "    \n",
+    "    \n",
+    "       "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f9ced54c048>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "def ajuste_1D_Aut(estrella):\n",
+    "    x = np.arange(0, estrella.shape[0], 1)\n",
+    "    x_medio = int(max(x)/2)\n",
+    "    lumx = estrella[:,x_medio]\n",
+    "    prob = lumx\n",
+    "    A = 1\n",
+    "    x0 = int(max(x)+min(x))/2\n",
+    "    sigma = std_prob(x,prob,x0)\n",
+    "    C = min(lumx)\n",
+    "    p1 = [A, sigma , x0 , C] \n",
+    "    best,suss = leastsq(Error_gauss_1D, p1, args=(x,lumx)) \n",
+    "    x_model = np.arange(0, estrella.shape[0], 0.05)\n",
+    "    lum_model = func_gauss_1D(best,x_model)\n",
+    "    return x, lumx, x_model,lum_model\n",
+    " \n",
+    "x, lumx, x_model,lum_model = ajuste_1D_Aut(estrella4)\n",
+    "\n",
+    "plt.plot(x_model,lum_model) # gráfica del modelo\n",
+    "plt.plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n",
+    "plt.xlabel('eje X')\n",
+    "plt.ylabel('luminosidad')\n",
+    "plt.title('Ajuste Gaussiano')\n",
+    "plt.legend(('Ajuste', 'Datos originales'),loc='lower left', shadow=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Ajuste Gaussiano')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "a= 211\n",
+    "plt.subplot(a)\n",
+    "plt.title('Estrella'+str(i+1))\n",
+    "plt.imshow(estrellas[i], cmap=cm.gray, vmax=np.max(estrellas[i]))\n",
+    "a= a+1\n",
+    "plt.subplot(a)\n",
+    "x, lumx, x_model,lum_model = ajuste_1D_Aut(estrellas[i])\n",
+    "plt.plot(x_model,lum_model) # gráfica del modelo\n",
+    "plt.plot(x,lumx,'o',color=\"darkorange\") # gráfica de los datos\n",
+    "plt.xlabel('eje X')\n",
+    "plt.ylabel('luminosidad')\n",
+    "plt.title('Ajuste Gaussiano')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x432 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(2,5, figsize=(15, 6), facecolor='w', edgecolor='k')\n",
+    "fig.subplots_adjust(hspace = .5, wspace=.001)\n",
+    "\n",
+    "axs = axs.ravel()\n",
+    "\n",
+    "for i in range(10):\n",
+    "\n",
+    "    axs[i].contourf(np.random.rand(10,10),5,cmap=plt.cm.Oranges)\n",
+    "    axs[i].set_title(str(250+i))"
    ]
   },
   {