diff --git a/.ipynb_checkpoints/Entrega-checkpoint.ipynb b/.ipynb_checkpoints/Entrega1-checkpoint.ipynb
similarity index 100%
rename from .ipynb_checkpoints/Entrega-checkpoint.ipynb
rename to .ipynb_checkpoints/Entrega1-checkpoint.ipynb
diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7fec51502cbc3200b3d0ffc6bbba1fe85e197f3d
--- /dev/null
+++ b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Entrega.ipynb b/Entrega.ipynb
deleted file mode 100644
index 5a63e45c5ab09c52c394f4c44edbae34a927aacd..0000000000000000000000000000000000000000
--- a/Entrega.ipynb
+++ /dev/null
@@ -1,640 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Nombre: Jennifer Ortega \n",
-    "# Ejercicio para practicar numpy y optimización con scipy\n",
-    "### Resolución espacial"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Resolución \n",
-    "- Cargamos la imagen utilizando PIL, y utilizamos asarray para leer la imagen en forma de matrices.\n",
-    "- Las matrices las transformamos a escala de grises y normalizamos el resultado.\n",
-    "- Recortamos una imagen de una estrella.\n",
-    "- Realizamos el ajuste a una gaussiana en 1D"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(789, 1184, 3)\n"
-     ]
-    }
-   ],
-   "source": [
-    "from PIL import Image\n",
-    "from numpy import asarray\n",
-    "import numpy as np\n",
-    "image = Image.open('data/zapatocaImage.jpeg')\n",
-    "data = asarray(image) # abrimos la imagen en forma de array\n",
-    "print(data.shape) # para ver la dimensión del array\n",
-    "b, g, r    = data[:, :, 0], data[:, :, 1], data[:, :, 2]  # Separamos las matrices según R,G,B"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Tranformación de RGB a Escala de Grises \n",
-    "Para la transformación tenemos la siguiente ecuación:\n",
-    "$$Grayscale = (R + G + \\frac{B}{3})$$\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "339.0\n",
-      "[[0.07177974 0.07177974 0.07177974 ... 0.12782694 0.16224189 0.18289086]\n",
-      " [0.07866273 0.07866273 0.07866273 ... 0.13470993 0.15634218 0.17010816]\n",
-      " [0.08554572 0.08554572 0.08554572 ... 0.14159292 0.15634218 0.16322517]\n",
-      " ...\n",
-      " [0.10914454 0.10226155 0.10226155 ... 0.04818092 0.0619469  0.07571288]\n",
-      " [0.09537856 0.10226155 0.10914454 ... 0.0619469  0.0619469  0.06489676]\n",
-      " [0.08161259 0.09537856 0.11602753 ... 0.07866273 0.07177974 0.05113078]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "Grayscale0 = (r + g + b/3) # transformamos a escala de grises\n",
-    "Grayscale =Grayscale0/np.max(Grayscale0) # normalizamos los valores\n",
-    "print(np.max(Grayscale0))\n",
-    "print(Grayscale) # ahora tenemos una sola matriz"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fcc0e506b70>"
-      ]
-     },
-     "execution_count": 3,
-     "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": [
-    "import matplotlib.pyplot as plt\n",
-    "import matplotlib.cm as cm\n",
-    "plt.imshow(Grayscale, cmap=cm.gray, vmax=np.max(Grayscale)) # imprimimos la imagen en escala de Grises."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fcc0c5240f0>"
-      ]
-     },
-     "execution_count": 4,
-     "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": [
-    "estrella0 = Grayscale[546:562,650:675] # recortamos una imagen de una estrella\n",
-    "plt.imshow(estrella0, cmap=cm.gray, vmax=np.max(estrella0))  # imprimimos la estrella"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Ajuste a una gaussiana 1D\n",
-    "La fución gaussiana en una dimensión  es de la forma.\n",
-    "\n",
-    "$$\n",
-    "f(x)=A e^{-\\frac{1}{2}\\left(\\frac{x-x_0}{\\sigma}\\right)^{2}}+C\n",
-    "$$\n",
-    "Para realizar el ajuste se evaluarán los datos y se determinaran los valores para A, X0, sigma y C, tal que minimicen el error por el método de mínimos cuadrados, los datos serám ajustados respecto a una función gausiana."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "from scipy.optimize import leastsq \n",
-    "\n",
-    "# Definimos la función gaussiana y el error.\n",
-    "def func_gauss_1D(params,x):\n",
-    "    '''Función Gaussiana en 1D\n",
-    "    params[0] = A\n",
-    "    params[1] = sigma\n",
-    "    params[2] = x0\n",
-    "    params[3] = C\n",
-    "    np.pi = numero pi\n",
-    "    '''\n",
-    "    y =params[0]*(np.exp((-(x-params[2])**2)/(2*(params[1]**2)))) + params[3]\n",
-    "    return y\n",
-    "def Error_gauss_1D(tpl,x,y):\n",
-    "    return func_gauss_1D(tpl,x)-y"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "- Seleccionaremos una línea en X que representa las distintas posiciones a lo largo de la linea 1D"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.cm as cm\n",
-    "\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 X\n",
-    "\n",
-    "lumx = estrella0[:,8] # Seleccionamos una línea 1D en el array que define X.\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "- Hacemos el ajuste con la gaussiana, los parámetros de inicialización se generan automáticamente del código, tomando en cuenta ciertas propiedades de la gaussiana. (***El ajuste depende de los parámetros inicianles introducidos***)\n",
-    "### Parámetros iniciales\n",
-    "\n",
-    "#### - X0 \n",
-    "X0 = (x_max+x_min)/2, ya que al ser una imagen de estrella, siempre la mayor luminosidad estará ubicada cercana al centro de la recta 1D en el eje  X.\n",
-    "#### - sigma \n",
-    "\n",
-    "El sigma de una distribución de datos se calcula de la siguiente manera.\n",
-    "<img src=\"http://gestiondeproyectos-master.com/wp-content/uploads/2018/11/Desviacion-tipica.jpg\">\n",
-    "Por lo que para elegir un sigma próximo al que saldrá en el modelo, utilizaremos la ecuación anterior, tomando el eje X y el eje de la luminosidad como una probabilidad.\n",
-    "\n",
-    "### - C \n",
-    "Elegirmos el mínimo valor de la luminosidad, ya que el valor inicial donde f(0)=C, posiblemente estará cercano a  ese punto.\n",
-    "### - A\n",
-    "Es la constante multiplicativa de la exponencial, al ser una escala de grises que va de (0,1) tomaremos como valor inicial 1, ya que en estos rangos comprenderan los resultados.\n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[0.69402814 3.94656965 6.81159127 0.08975759]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fcbed4b3eb8>"
-      ]
-     },
-     "execution_count": 7,
-     "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": [
-    "import math\n",
-    "def std_prob(x,prob,x0):\n",
-    "    '''Funcion que retorna la desviación estandar tomando en cuenta probabilidades'''\n",
-    "    n= x.shape\n",
-    "    suma = 0\n",
-    "    for i in x:\n",
-    "        suma= suma + ((x[i]-x0)**2)*prob[i]\n",
-    "    sigma = math.sqrt(suma/n)\n",
-    "    return sigma\n",
-    "\n",
-    "\n",
-    "prob = lumx # definimos a lumx como una probabilidad para calcular la desviación estandar aproximada.\n",
-    "\n",
-    "# definimos los parámetros de inicialización\n",
-    "A = 1\n",
-    "x0 = int(max(x)+min(x))/2\n",
-    "sigma = std_prob(x,prob,x0)\n",
-    "C = min(lumx)\n",
-    "\n",
-    "p1 = [A,sigma , x0 , min(lumx)] # valores iniciales\n",
-    "best,suss = leastsq(Error_gauss_1D, p1, args=(x,lumx))\n",
-    "\n",
-    "# gráficamos los resultados para evaluar el módelo visualmente. \n",
-    "# best contiene los parametros que mejor ajustan una gausiana a los datos.\n",
-    "print(best)\n",
-    "\n",
-    "lum_model = func_gauss_1D(best,x)\n",
-    "plt.xlabel('eje X')\n",
-    "plt.ylabel('luminosidad')\n",
-    "plt.title('Ajuste Gaussiano')\n",
-    "plt.plot(x,lum_model)\n",
-    "plt.plot(x,lumx,'o',color=\"darkorange\")\n",
-    "plt.legend(('Ajuste', 'Datos originales'),loc='lower left', shadow=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Ajuste  a una gaussiana 2D \n",
-    "Aquí se procederá a realizar el mismo proceso anterior pero ahora se lo hara en 2 dimensiones.\n",
-    "La función gausiana en dos dimensiones esta dada por:\n",
-    "\n",
-    "<img src=\"https://wikimedia.org/api/rest_v1/media/math/render/svg/0c3a59990abb6b35ad9e0e4c3edbe44462fc20c7\"> \n",
-    "\n",
-    "por lo que los valores a encontrarse seran  A, X0, Y0, sigma_x, sigma_y y C, igualmente se utilizará, el método de mínimos cuadrados."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "- Guardamos en arrays cada una de los datos en 2 dimensiones con sus respectivos valores de luminosidad."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[0.78171091 0.79941003 0.81219272 0.8446411  0.89872173 0.18485742\n",
-      " 0.17895772 0.20747296 0.24680433 0.29301868 0.33333333 0.35299902\n",
-      " 0.35988201 0.36184857 0.30875123 0.2920354  0.26155359 0.22025565\n",
-      " 0.17502458 0.87807276 0.84955752 0.82202557 0.8013766  0.79646018\n",
-      " 0.77679449 0.77089479 0.78564405 0.80530973 0.83775811 0.89183874\n",
-      " 0.17797443 0.21238938 0.25860374 0.32743363 0.40117994 0.45919371\n",
-      " 0.50049164 0.51425762 0.52310718 0.43657817 0.40609636 0.36184857\n",
-      " 0.30481809 0.24582104 0.18190757 0.88298918 0.85447394 0.81022616\n",
-      " 0.79646018 0.7699115  0.77089479 0.79154376 0.8013766  0.84365782\n",
-      " 0.88495575 0.17699115 0.27728614 0.32743363 0.42182891 0.51819076\n",
-      " 0.59980334 0.64896755 0.67354966 0.67846608 0.59587021 0.5526057\n",
-      " 0.47295969 0.39429695 0.31366765 0.24090462 0.17207473 0.87905605\n",
-      " 0.81710914 0.80334317 0.7826942  0.80432645 0.81907571 0.83087512\n",
-      " 0.87118977 0.16420846 0.20648968 0.32743363 0.39823009 0.52507375\n",
-      " 0.66076696 0.76696165 0.83087512 0.85644051 0.86725664 0.78466077\n",
-      " 0.7079646  0.61651917 0.50245821 0.39429695 0.2979351  0.20845624\n",
-      " 0.15634218 0.83775811 0.81710914 0.78957719 0.81120944 0.83579154\n",
-      " 0.86430678 0.89872173 0.20452311 0.24778761 0.38151426 0.47295969\n",
-      " 0.6273353  0.78564405 0.90855457 0.97345133 0.98918387 0.98721731\n",
-      " 0.94100295 0.85545723 0.72763029 0.59685349 0.47492625 0.35889872\n",
-      " 0.24877089 0.179941   0.87217306 0.85152409 0.81710914 0.80530973\n",
-      " 0.83579154 0.87118977 0.15732547 0.22713864 0.27826942 0.43756146\n",
-      " 0.5339233  0.69518191 0.85250737 0.96951819 0.99115044 0.99311701\n",
-      " 0.99311701 0.99311701 0.94001967 0.8013766  0.65683382 0.52507375\n",
-      " 0.39429695 0.27531957 0.19764012 0.90265487 0.87512291 0.83579154\n",
-      " 0.8259587  0.84955752 0.87118977 0.89872173 0.23402163 0.31956735\n",
-      " 0.43067847 0.57620452 0.78367748 0.93706981 0.99115044 0.99311701\n",
-      " 0.99508358 0.99311701 0.99115044 0.98033432 0.89577188 0.75122911\n",
-      " 0.58702065 0.44051131 0.31563422 0.22517207 0.1612586  0.87512291\n",
-      " 0.84955752 0.81907571 0.84955752 0.87118977 0.14945919 0.2300885\n",
-      " 0.31268437 0.4473943  0.58505408 0.7885939  0.9439528  0.99311701\n",
-      " 0.99606686 0.99606686 0.99705015 0.99705015 0.98918387 0.91642085\n",
-      " 0.76302852 0.59193707 0.44444444 0.32153392 0.24582104 0.16224189\n",
-      " 0.87610619 0.86234022 0.81907571 0.84267453 0.86430678 0.89970501\n",
-      " 0.22320551 0.2920354  0.44149459 0.5712881  0.76007866 0.91445428\n",
-      " 0.98426745 0.99606686 0.99410029 0.99115044 0.99410029 0.98525074\n",
-      " 0.90757129 0.75122911 0.57718781 0.42379548 0.30678466 0.2359882\n",
-      " 0.88987217 0.85545723 0.84857424 0.81219272 0.83775811 0.8574238\n",
-      " 0.88692232 0.20255654 0.27138643 0.38544739 0.50835792 0.67649951\n",
-      " 0.83480826 0.94690265 0.98426745 0.99410029 0.99410029 0.9813176\n",
-      " 0.92920354 0.82104228 0.67453294 0.52704031 0.38348083 0.27040315\n",
-      " 0.20845624 0.89675516 0.85545723 0.84169125 0.79842675 0.82399213\n",
-      " 0.84365782 0.86627335 0.17895772 0.23697148 0.33726647 0.43559489\n",
-      " 0.58210423 0.71583088 0.83775811 0.91347099 0.9567355  0.96853491\n",
-      " 0.88593904 0.82104228 0.7020649  0.58013766 0.47394297 0.36873156\n",
-      " 0.26352016 0.19370698 0.16912488 0.87610619 0.84857424 0.77777778\n",
-      " 0.80334317 0.82989184 0.85250737 0.15142576 0.20255654 0.30481809\n",
-      " 0.38643068 0.48180924 0.57325467 0.6647001  0.74139626 0.77777778\n",
-      " 0.79056047 0.74926254 0.66764995 0.57227139 0.48869223 0.42477876\n",
-      " 0.35103245 0.2546706  0.18682399 0.88298918 0.83480826 0.81415929\n",
-      " 0.7640118  0.78957719 0.80924287 0.8387414  0.88593904 0.17502458\n",
-      " 0.25663717 0.3166175  0.38741396 0.43559489 0.49262537 0.55457227\n",
-      " 0.59292035 0.60078663 0.59095379 0.53294002 0.46017699 0.40609636\n",
-      " 0.36873156 0.29596853 0.21042281 0.89577188 0.83480826 0.80039331\n",
-      " 0.79351032 0.75712881 0.77581121 0.80235988 0.82497542 0.87217306\n",
-      " 0.1612586  0.179941   0.24680433 0.30973451 0.35791544 0.4100295\n",
-      " 0.47984267 0.52212389 0.53294002 0.48180924 0.43854474 0.38446411\n",
-      " 0.35004916 0.31170108 0.23992134 0.90560472 0.83382498 0.84857424\n",
-      " 0.82104228 0.83480826 0.78171091 0.78171091 0.78171091 0.80825959\n",
-      " 0.84955752 0.87708948 0.15437561 0.18092429 0.20943953 0.24385447\n",
-      " 0.27138643 0.30481809 0.32546706 0.33235005 0.28416912 0.27728614\n",
-      " 0.27138643 0.22910521 0.16814159 0.18289086 0.17010816 0.8633235\n",
-      " 0.81120944 0.80432645 0.79056047 0.76794494 0.76794494 0.76794494\n",
-      " 0.79449361 0.82890855 0.85644051 0.89577188 0.14749263 0.16814159\n",
-      " 0.19469027 0.22222222 0.23697148 0.25073746 0.25762045 0.25073746\n",
-      " 0.23893805 0.2359882  0.1927237  0.88987217 0.89085546 0.8820059\n",
-      " 0.82399213 0.81120944 0.80432645 0.79056047] [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
-      "  0  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1\n",
-      "  1  1  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2\n",
-      "  2  2  2  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3\n",
-      "  3  3  3  3  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4\n",
-      "  4  4  4  4  4  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5\n",
-      "  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6\n",
-      "  6  6  6  6  6  6  6  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7\n",
-      "  7  7  7  7  7  7  7  7  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8\n",
-      "  8  8  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9\n",
-      "  9  9  9  9  9  9  9  9  9  9 10 10 10 10 10 10 10 10 10 10 10 10 10 10\n",
-      " 10 10 10 10 10 10 10 10 10 10 10 11 11 11 11 11 11 11 11 11 11 11 11 11\n",
-      " 11 11 11 11 11 11 11 11 11 11 11 11 12 12 12 12 12 12 12 12 12 12 12 12\n",
-      " 12 12 12 12 12 12 12 12 12 12 12 12 12 13 13 13 13 13 13 13 13 13 13 13\n",
-      " 13 13 13 13 13 13 13 13 13 13 13 13 13 13 14 14 14 14 14 14 14 14 14 14\n",
-      " 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 15 15 15 15 15 15 15 15 15\n",
-      " 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15] [ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
-      " 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22\n",
-      " 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21\n",
-      " 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20\n",
-      " 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19\n",
-      " 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18\n",
-      " 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17\n",
-      " 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16\n",
-      " 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15\n",
-      " 16 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13 14\n",
-      " 15 16 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12 13\n",
-      " 14 15 16 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11 12\n",
-      " 13 14 15 16 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10 11\n",
-      " 12 13 14 15 16 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9 10\n",
-      " 11 12 13 14 15 16 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8  9\n",
-      " 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24  0  1  2  3  4  5  6  7  8\n",
-      "  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24]\n"
-     ]
-    }
-   ],
-   "source": [
-    "x = np.arange(0, estrella0.shape[0], 1)\n",
-    "y = np.arange(0, estrella0.shape[1], 1)\n",
-    "\n",
-    "def lum_2D(estrella,x,y):\n",
-    "    '''Funcion que extrae cada valor de la luminosidad con sus respectivos valores en X y Y,\n",
-    "    y los retorna en forma de arrays.\n",
-    "    '''\n",
-    "    lum_list = []\n",
-    "    x_list = []\n",
-    "    y_list = []\n",
-    "    for i in x:\n",
-    "        for j in y:\n",
-    "            lum = estrella[x[i],y[j]] \n",
-    "            lum_list.append(lum)\n",
-    "            x_list.append(x[i])\n",
-    "            y_list.append(y[j])\n",
-    "    return np.array(lum_list),np.array(x_list),np.array(y_list) \n",
-    "\n",
-    "lum, x, y = lum_2D(estrella0,x,y)\n",
-    "print(lum,x,y)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "- Primero gráficaremos los datos en 3D, con los valores para X, Y y la luminosidad, para tener una vista preliminar.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from mpl_toolkits.mplot3d import Axes3D\n",
-    "\n",
-    "fig = plt.figure(figsize=(6, 6))\n",
-    "ax = fig.add_subplot(111, projection='3d')\n",
-    "ax.scatter(x, y,lum,\n",
-    "           linewidths=1, alpha=.7,\n",
-    "           edgecolor='k',\n",
-    "           s = 5)\n",
-    "ax.set_xlabel('eje X')\n",
-    "ax.set_ylabel('eje Y')\n",
-    "ax.set_zlabel('Lum')\n",
-    "plt.title('Ajuste Gaussiano')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "- Definimos la función de Error y la función gaussiana."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def func_gauss_2D(params,x,y):\n",
-    "    '''Función Gaussiana en 2D\n",
-    "    params[0] = A\n",
-    "    params[1] = sigma    \n",
-    "    params[2] = C\n",
-    "    params[3] = x0\n",
-    "    params[4] = y0\n",
-    "    np.pi = numero pi\n",
-    "    '''\n",
-    "   # z = (params[0]*(np.exp(-(((x-params[2])**2)/(2*(params[1]**2)))+(((y-params[5])**2)/(2*(params[4]**2))))))+params[3]\n",
-    "    z = (params[0]*np.exp(-(((x-params[3])**2)+(y-params[4])**2)/(2*(params[1])**2)))+params[2]    \n",
-    "    return z\n",
-    "\n",
-    "\n",
-    "def Error_gauss_2D(tpl,x,y,z):\n",
-    "    return func_gauss_2D(tpl,x,y)-z"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Realizamos el ajuste en 2D"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5.050902399002348\n",
-      "6.059618584074751\n",
-      "[ 0.66249494  2.50524199  0.54581367  6.81035331 12.4162265 ]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "prob = lum # definimos a lumx como una probabilidad para calcular la desviación estandar aproximada.\n",
-    "# definimos los parámetros de inicialización\n",
-    "A = 1\n",
-    "x0 = int(max(x)+min(x))/2\n",
-    "y0 = int(max(y)+min(y))/2\n",
-    "sigmax = std_prob(x,prob,x0)\n",
-    "sigmay = std_prob(y,prob,y0)\n",
-    "sigma = sigmax*sigmay\n",
-    "print(sigmax)\n",
-    "print(sigmay)\n",
-    "C = min(lum)\n",
-    "'''\n",
-    "    params[0] = A\n",
-    "    params[1] = sigma    \n",
-    "    params[2] = C\n",
-    "    params[3] = x0\n",
-    "    params[4] = y0\n",
-    "'''\n",
-    "p1 = [A, sigma, C,x0,y0]\n",
-    "\n",
-    "best1= [1,1,1,1,1]\n",
-    "best1[0] = 0.9\n",
-    "best1[1] =  5\n",
-    "best1[2] = 0.2\n",
-    "best1[3] = 6.8\n",
-    "best1[4] = 12\n",
-    "\n",
-    "best,suss = leastsq(Error_gauss_2D, best1, args=(x,y,lum))\n",
-    "print(best)\n",
-    "best= best1\n",
-    "\n",
-    "#lum_model = func_gauss_2D([1/6, 5.37714538e+01,8.87615354e+00,-0.3,\n",
-    " #                               6.43257406e+00,1.20640785e+01],x,y)\n",
-    "lum_model = func_gauss_2D(best,x,y)\n",
-    "\n",
-    "fig = plt.figure(figsize=(6, 6))\n",
-    "ax = fig.add_subplot(111, projection='3d')\n",
-    "ax.scatter(x, y,lum_model,\n",
-    "           linewidths=1, alpha=.7,\n",
-    "           edgecolor='k',\n",
-    "           s = 5)\n",
-    "ax.set_xlabel('eje X')\n",
-    "ax.set_ylabel('eje Y')\n",
-    "ax.set_zlabel('Lum')\n",
-    "plt.title('Ajuste Gaussiano')\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/Entrega1.ipynb b/Entrega1.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..5d9023eaaea074f2f1440b706c5c62e9d602aed4
--- /dev/null
+++ b/Entrega1.ipynb
@@ -0,0 +1,564 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Nombre: Jennifer Ortega \n",
+    "# Ejercicio para practicar numpy y optimización con scipy\n",
+    "### Resolución espacial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Resolución \n",
+    "- Cargamos la imagen utilizando PIL, y utilizamos asarray para leer la imagen en forma de matrices.\n",
+    "- Las matrices las transformamos a escala de grises y normalizamos el resultado.\n",
+    "- Recortamos una imagen de una estrella.\n",
+    "- Realizamos el ajuste a una gaussiana en 1D"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(789, 1184, 3)\n"
+     ]
+    }
+   ],
+   "source": [
+    "from PIL import Image\n",
+    "from numpy import asarray\n",
+    "import numpy as np\n",
+    "image = Image.open('data/zapatocaImage.jpeg')\n",
+    "data = asarray(image) # abrimos la imagen en forma de array\n",
+    "print(data.shape) # para ver la dimensión del array\n",
+    "b, g, r    = data[:, :, 0], data[:, :, 1], data[:, :, 2]  # Separamos las matrices según R,G,B"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Tranformación de RGB a Escala de Grises \n",
+    "Para la transformación tenemos la siguiente ecuación:\n",
+    "$$Grayscale = (R + G + \\frac{B}{3})$$\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "339.0\n",
+      "[[0.07177974 0.07177974 0.07177974 ... 0.12782694 0.16224189 0.18289086]\n",
+      " [0.07866273 0.07866273 0.07866273 ... 0.13470993 0.15634218 0.17010816]\n",
+      " [0.08554572 0.08554572 0.08554572 ... 0.14159292 0.15634218 0.16322517]\n",
+      " ...\n",
+      " [0.10914454 0.10226155 0.10226155 ... 0.04818092 0.0619469  0.07571288]\n",
+      " [0.09537856 0.10226155 0.10914454 ... 0.0619469  0.0619469  0.06489676]\n",
+      " [0.08161259 0.09537856 0.11602753 ... 0.07866273 0.07177974 0.05113078]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "Grayscale0 = (r + g + b/3) # transformamos a escala de grises\n",
+    "Grayscale =Grayscale0/np.max(Grayscale0) # normalizamos los valores\n",
+    "print(np.max(Grayscale0))\n",
+    "print(Grayscale) # ahora tenemos una sola matriz"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7fa3dc4a7b70>"
+      ]
+     },
+     "execution_count": 3,
+     "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": [
+    "import matplotlib.pyplot as plt\n",
+    "import matplotlib.cm as cm\n",
+    "plt.imshow(Grayscale, cmap=cm.gray, vmax=np.max(Grayscale)) # imprimimos la imagen en escala de Grises."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7fa3da4c6080>"
+      ]
+     },
+     "execution_count": 4,
+     "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": [
+    "estrella0 = Grayscale[547:562,655:671]\n",
+    "plt.imshow(estrella0, cmap=cm.gray, vmax=np.max(estrella0))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Ajuste a una gaussiana 1D\n",
+    "La fución gaussiana en una dimensión  es de la forma.\n",
+    "\n",
+    "$$\n",
+    "f(x)=A e^{-\\frac{1}{2}\\left(\\frac{x-x_0}{\\sigma}\\right)^{2}}+C\n",
+    "$$\n",
+    "Para realizar el ajuste se evaluarán los datos y se determinaran los valores para A, X0, sigma y C, tal que minimicen el error por el método de mínimos cuadrados, los datos serám ajustados respecto a una función gausiana."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "from scipy.optimize import leastsq \n",
+    "\n",
+    "# Definimos la función gaussiana y el error.\n",
+    "def func_gauss_1D(params,x):\n",
+    "    '''Función Gaussiana en 1D\n",
+    "    params[0] = A\n",
+    "    params[1] = sigma\n",
+    "    params[2] = x0\n",
+    "    params[3] = C\n",
+    "    np.pi = numero pi\n",
+    "    '''\n",
+    "    y =params[0]*(np.exp((-(x-params[2])**2)/(2*(params[1]**2)))) + params[3]\n",
+    "    return y\n",
+    "def Error_gauss_1D(tpl,x,y):\n",
+    "    return func_gauss_1D(tpl,x)-y"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Seleccionaremos una línea en X que representa las distintas posiciones a lo largo de la linea 1D"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.cm as cm\n",
+    "\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 X\n",
+    "\n",
+    "lumx = estrella0[:,3] # Seleccionamos una línea 1D en el array que define X.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Hacemos el ajuste con la gaussiana, los parámetros de inicialización se generan automáticamente del código, tomando en cuenta ciertas propiedades de la gaussiana. (***El ajuste depende de los parámetros inicianles introducidos***)\n",
+    "### Parámetros iniciales\n",
+    "\n",
+    "#### - X0 \n",
+    "X0 = (x_max+x_min)/2, ya que al ser una imagen de estrella, siempre la mayor luminosidad estará ubicada cercana al centro de la recta 1D en el eje  X.\n",
+    "#### - sigma \n",
+    "\n",
+    "El sigma de una distribución de datos se calcula de la siguiente manera.\n",
+    "<img src=\"http://gestiondeproyectos-master.com/wp-content/uploads/2018/11/Desviacion-tipica.jpg\">\n",
+    "Por lo que para elegir un sigma próximo al que saldrá en el modelo, utilizaremos la ecuación anterior, tomando el eje X y el eje de la luminosidad como una probabilidad.\n",
+    "\n",
+    "### - C \n",
+    "Elegirmos el mínimo valor de la luminosidad, ya que el valor inicial donde f(0)=C, posiblemente estará cercano a  ese punto.\n",
+    "### - A\n",
+    "Es la constante multiplicativa de la exponencial, al ser una escala de grises que va de (0,1) tomaremos como valor inicial 1, ya que en estos rangos comprenderan los resultados.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0.69436107 3.94758525 5.81218208 0.0894316 ]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fa3bb3dbc50>"
+      ]
+     },
+     "execution_count": 7,
+     "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": [
+    "import math\n",
+    "def std_prob(x,prob,x0):\n",
+    "    '''Funcion que retorna la desviación estandar tomando en cuenta probabilidades'''\n",
+    "    n= x.shape\n",
+    "    suma = 0\n",
+    "    for i in x:\n",
+    "        suma= suma + ((x[i]-x0)**2)*prob[i]\n",
+    "    sigma = math.sqrt(suma/n)\n",
+    "    return sigma\n",
+    "\n",
+    "\n",
+    "prob = lumx # definimos a lumx como una probabilidad para calcular la desviación estandar aproximada.\n",
+    "\n",
+    "# definimos los parámetros de inicialización\n",
+    "A = 1\n",
+    "x0 = int(max(x)+min(x))/2\n",
+    "sigma = std_prob(x,prob,x0)\n",
+    "C = min(lumx)\n",
+    "\n",
+    "p1 = [A, sigma , x0 , min(lumx)] # valores iniciales\n",
+    "best,suss = leastsq(Error_gauss_1D, p1, args=(x,lumx))\n",
+    "\n",
+    "# gráficamos los resultados para evaluar el módelo visualmente. \n",
+    "# best contiene los parametros que mejor ajustan una gausiana a los datos.\n",
+    "print(best)\n",
+    "\n",
+    "lum_model = func_gauss_1D(best,x)\n",
+    "plt.xlabel('eje X')\n",
+    "plt.ylabel('luminosidad')\n",
+    "plt.title('Ajuste Gaussiano')\n",
+    "plt.plot(x,lum_model)\n",
+    "plt.plot(x,lumx,'o',color=\"darkorange\")\n",
+    "plt.legend(('Ajuste', 'Datos originales'),loc='lower left', shadow=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Ajuste  a una gaussiana 2D \n",
+    "Aquí se procederá a realizar el mismo proceso anterior pero ahora se lo hara en 2 dimensiones.\n",
+    "La función gausiana en dos dimensiones esta dada por:\n",
+    "\n",
+    "<img src=\"https://wikimedia.org/api/rest_v1/media/math/render/svg/0c3a59990abb6b35ad9e0e4c3edbe44462fc20c7\"> \n",
+    "\n",
+    "por lo que los valores a encontrarse seran  A, X0, Y0, sigma_x, sigma_y y C, igualmente se utilizará, el método de mínimos cuadrados."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Guardamos en arrays cada una de los datos en 2 dimensiones con sus respectivos valores de luminosidad."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.arange(0, estrella0.shape[0], 1)\n",
+    "y = np.arange(0, estrella0.shape[1], 1)\n",
+    "\n",
+    "def lum_2D(estrella,x,y):\n",
+    "    '''Funcion que extrae cada valor de la luminosidad con sus respectivos valores en X y Y,\n",
+    "    y los retorna en forma de arrays.\n",
+    "    '''\n",
+    "    lum_list = []\n",
+    "    x_list = []\n",
+    "    y_list = []\n",
+    "    for i in x:\n",
+    "        for j in y:\n",
+    "            lum = estrella[x[i],y[j]] \n",
+    "            lum_list.append(lum)\n",
+    "            x_list.append(x[i])\n",
+    "            y_list.append(y[j])\n",
+    "    return np.array(lum_list),np.array(x_list),np.array(y_list) \n",
+    "\n",
+    "lum, x, y = lum_2D(estrella0,x,y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Primero gráficaremos los datos en 3D, con los valores para X, Y y la luminosidad, para tener una vista preliminar.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from mpl_toolkits.mplot3d import Axes3D\n",
+    "\n",
+    "fig = plt.figure(figsize=(6, 6))\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.scatter(x, y,lum,\n",
+    "           linewidths=1, alpha=.7,\n",
+    "           edgecolor='k',\n",
+    "           s = 5)\n",
+    "ax.set_xlabel('eje X')\n",
+    "ax.set_ylabel('eje Y')\n",
+    "ax.set_zlabel('Lum')\n",
+    "plt.title('Ajuste Gaussiano')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Definimos la función de Error y la función gaussiana."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def func_gauss_2D(params,x,y):\n",
+    "    '''Función Gaussiana en 2D\n",
+    "    params[0] = A\n",
+    "    params[1] = sigma    \n",
+    "    params[2] = C\n",
+    "    params[3] = x0\n",
+    "    params[4] = y0\n",
+    "    np.pi = numero pi\n",
+    "    '''\n",
+    "   # z = (params[0]*(np.exp(-(((x-params[2])**2)/(2*(params[1]**2)))+(((y-params[5])**2)/(2*(params[4]**2))))))+params[3]\n",
+    "    z = (params[0]*np.exp(-(((x-params[3])**2)+(y-params[4])**2)/(2*(params[1])**2)))+params[2]    \n",
+    "    return z\n",
+    "\n",
+    "\n",
+    "def Error_gauss_2D(tpl,x,y,z):\n",
+    "    return func_gauss_2D(tpl,x,y)-z"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Realizamos el ajuste en 2D"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4.165519999544006\n",
+      "2.755937988892964\n",
+      "[0.92034556 3.71178173 0.25404916 5.79922866 7.46927134]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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9IvnBwUFqa2vJy8tTukIpcAuF1CcYXCMz11L/vLw8EhIS5O1VKtUoS1pf4Ks/uoLA4Pr9CoJAdHQ00dHRct9XvV6PVqulrq5ONieTcvLuHCgd1TWShbLFYnG6XhzlkwrJ75lQSH2CQIrkmpubycnJkW9Gq9VKRUUFVquVoqIitwUx/kbGobzRlUh9BGNNmo4OlFlZWYiiyPDwMFqtlpqaGoxGo2wznJiYKKuaHI/r6Fsjvad0hVKgkPoEgFTqbzab6enpkb3IfSn1D5TUlUg9tPD3+/XVgTIqKsrjk5k3kpcifMd0jULyuycUUt+FcNSew4hm2W63+1XqH0j6RWqW4atixmaz0dXVRXx8/Jg6eCVSH8F4J013DpSDg4N0dHQwMDDA+vXrZXOypKSkUeZk0jGUrlB7HhRS30VwbTMnkaHNZmPr1q0+l/qPJ1L3BcPDw5SUlBAXF0dHRwcmk2lMMlEQfPmlZE4mYc6cObI5meRAmZCQIOfk3ZmTgffWfzabDZVKRWxsrELykxgKqe8CeNKe63Q6BgcHmTlzpqx9HguBRuq+kE5HR4estJAW7ux2u0wmra2t2Gw2mUgSExOVSN0BoUhtONpDSMZjgFsHSsffxd1aDDiTfFdXFyaTienTpwO/5+SVrlCTCwqp70R40p6LokhdXR09PT1ER0f7TOgQmkjdbrdTUVGByWSSF2elFJEjmcyYMQObzUZ/f79sgiWZWmm1WhISEvZYIgjVmoWntJk7B0rJnKyxsVF2oJTMyTwtuEsELjUMMZlMoxZeFZKf2FBIfSfBW6l/aWkpCQkJFBYW8uuvv/p13GCTuqSFz8jIYMGCBWMePywszMkEq7+/n9raWrq6uqiuriY8PJykpCSSk5PdVlX6M+bJhFCRuq/HDQsLIzk5meTkZGBERSVNvvX19W4dKB2tDdxp5B1JXpoApHy80vpv4kAh9Z0AKTr3VOo/f/58mRT9RSDpF8nZ0RWdnZ3U1NSQl5cnP9b7C41GQ2RkJPPmzQNGJi2tVktTUxNDQ0NER0eTnJzsUYu9u2BXk7or1Gr1KHOy/v5+enp6qK2tlSPv2NhYt08DSsOQyQOF1EMIX0v9x9MEOhiRut1up7KyEoPBQGFh4bgWP12PHRkZydSpU+WqSr1eT19fn5MWWyL5sb6HyZSrD6X/TTDIUqPRkJaWRlpaGjCyYFpdXc3g4CCbNm1CrVbL6Zy4uDiF5CcRFFIPEaSFq8jIyDFL/ceD8UgaAQwGAyUlJaSnpzN//nyP4wkGmTgW3EyfPl1uFN3X10d5ebms4JAW93ZGT9VQYmfm1MeL8PBwoqOjSU9PJy0tDZPJRH9/P+3t7VRWVsppNMmczF+SN5lM2Gw2kpOTFZIPMRRSDzIkWaLZbGbLli3st99+8nueSv3Hg/FE6lLee+HChfIC284cj2OjaKmHqLS419TUBCDnfSdTlA6hWwMIZdGYY049IiLCyYFSSqO1trYyODhIRESEE8mP5VszPDzMwMCAU8pNieRDA4XUgwhH7bmj74ZU6m+z2dyW+o8HgUoI6+vrsVgs4063BBOui3uOeV+dTkdZWRkpKSkeUwJ7AkJJ6lJjD3dwTKMBsjmZ41qJNAG7c6AURVFeUJX+VrpChQYKqQcJnrTnvpT6jwf+pl+MRiM9PT1kZGSwePHioI8nmDp1x7yvwWBg5syZDA8P09bWxuDgoOyCmJyc7NblcFciVE8WoUq/+HvsqKgooqKimDZtmpMDZUNDA8PDw8TExMhptOjoaGw2m1MhnaM5GYzu7AVKV6hAoZD6OOFNe242mykrKxuz1N/dMX29gP0hUUltk5CQwLRp0/w6h6/jCmXxUXh4OHFxcWRkZDgRSV1dHXq9XjbASk5OJjIyMiRj2NXwFk2PF4FOGGM5UOr1elQqFdHR0ej1+jEdKMG5YYh03Skk7xsUUh8HPGnPLRYLZWVlcrplrFJ/R/hrtuVJnugIu91OTU0NOp2OgoICamtrQ2otsDPgjkgkA6yKigrMZjPx8fEkJyeTmJi401NMkzWnHowJw50DZW1tLSaTaZQDZVJSktsJ2N3Cq9IVyjcopB4gpEdF13SLVqulvLyc2bNnYzAY/CJ0+D2d4uvNNRbZGo1GSkpKSE5OpqCgwMlnJhTYVeTvzgBrYGCAvr4+WlpasNvtJCQkyCTv7+8yUeCu9+lEP7ZEwPHx8aSnp8vNPrRaLZWVlbIDpUTy7qSt7kjesfdAV1cXmZmZCsmjkLrf8KXUf/ny5URFRVFbW+v38QNteuEOvb29VFRUjCpu8iW6n+xw9UaxWq3odDr6+vqor69HpVKRlJSE1WoNSZ46lDr1UKVfdlZqRxAEWfWUk5MjO1BKAZHFYnGStnpyoHQk7ebmZtLT00e1/tsTu0IppO4HJN9zT6X+iYmJFBYWOt0Y/j4uB4NwpcddrVbLihUrRj3eOurUg42JlqaRoFarnewMzGYzWq0Wq9XKxo0bx5ToTRRMhvSLv8eWHCgTEhLIzc11Mo2TzMm81S9I15url/ye2hVKIXUf4Op77mupv7/5cWmf8RCuyWSipKSExMREVqxY4fZGmqjE6w3BvgHDw8OZMmUKTU1NFBYWjpLoSeqNQO0Mdjfi3ZnHdmcap9Pp6O/vp6mpCVEUnUje8YlZgiB47wp1ySWX8Prrr++WxK6Q+hiQFuC6u7udFCOOpf6etN7+5scd9wkEfX19bN++nXnz5skeH+6wO+bUxwtXiZ5ra7mxcr47C5M1UneVNPoDd+Zkjg6Ukpy4t7fX43qJI8mLosi2bdsC/zATHAqpe4GUbjGZTPT09JCZmQn4XuofTLMtb5DSLb29vW7TLa6YrMS7s8YsCM6t5Vxzvo52BklJSW6LySa694s7hHoRNlgThmsqbWhoiIqKCnm9RBAEOYqXHCjdYXeM0kEhdbdwLYSQbEkB2traaGho8KnUf7y+LL7AbDZjMBiwWq0UFBT4dOMokfoI/LEzcMz5unqVC8KIjW1ycjLx8fEhVdbsDgulwYYgCERFRTFnzhzAvQOlI8kH+jnPOeccPv74Y7q7u8tEUVzkZhx/Aq4DBGAQuEgUxeLxfTr/oZC6C9xpz8PCwrDZbJSWlmK3230u9Q80Uvd1Hyly1Gg0stWtL5hMxDsR4cnOoLu7m5qaGtRqNWazmYGBAeLi4oIaEYYymg4ldma+3p0DZX9/P11dXdx5551s2bIFs9nML7/8QkFBgc/GcWeddRaXXnopK1as8LRJPXCAKIpaQRCOBJ4F9hrPZwsEe555hhfY7XZMJtModYuUX01KSiI/P99n75ZQpV9EUaS+vp6qqiqWL1/ut5uhEqmPINg2tnPnzqWwsJCFCxeiUqloaWlh/fr1lJSU0NLSwvDwcFCUTZOR1MeTUx/vscPDw0lPT2fevHk89NBDPPDAA0RERPDiiy9SWFjIJZdc4tN5Vq1aJU/k7iCK4s+iKGp3/PkrkOXHxwgalEgd79rz5uZmWltbiY6OJivLv98oFOkXs9lMaWkpMTExo+ST/oxrsleUTmSEh4ej0WhYuHChbGfQ19cnl8w7Lrr6a2cwWUl9Ii3CJiUlkZOTw3PPPQfAwMBAKIZ1LvBpKA48FvZ4UvdU6m82m9m2bRsREREUFhayfv16v48d7PRLf38/27ZtY/bs2aP6mPrrF7On6dR3Jhx/C0c7A6lkXlp0lewMHBddx3rqCnVuOlQI5WTkL6lLklUJ8fHxQR2PIAgHMULq+wf1wD5ijyZ1xzJjT6X+/jSBdkWw0i+iKNLY2EhHRwfLli0jOjra6X1/9fChJPXJhF3Rcs5dNaW06Nrc3Iwo/t4g2p08b7JG6qEmdX8mOslFMhQQBCEfeB44UhTF3pCcZAzskaTumm5xdCF0LfUfD4KRfpHMwSIiIigqKnJ78QbbL2Y8mIyEE2z4891KdgVSkxKpQbSUrpGUG8nJycTFxU1aUg8l7Ha735G6P66pvkIQhGzgPeD/RFGsCvoJfMQeR+qBlPoHivGmX6TGELNmzSIjI8PjPv6StL/bG41GysrKUKvVsupjojTWGC9CRZCBHte1QbRkZyB5yJtMJtrb20lLS3PbjCJQhDplFsqJyGaz+XU9SjbN/uK0007j22+/BZgnCEILcCugARBF8WngFiAF+OeOz2sVRbHA7xONE3sMqUva86qqKqZMmeL0o3or9R8PAiV1m81GY2MjbW1tLF26dMxHRX8XPv0hdckUbPbs2QiCgFarpaysDLvdLmuzvRV4BBPBJp7JUCAk2RlIacCNGzeiVqtHNaNITk4e15PlZJVKwvhz6r7i3//+t/S/bhc+RFE8DzjP7wMHGXsEqTu2mTMYDNhsNsC3Uv/xIBBSt9vttLa2kpCQ4LMXu785cl9IXZJN9vT0sGLFCrkAS/LjkNIEUoGHYxQfCrKcTIQTyhSJSqVi6tSpTJ8+3cnOoKqqSrawTU5OJikpya/rOdRFTaFEIDn1UKRfJgp2e1J3bTMnFRINDw9TWlpKRkaG11J/RwTiuOgP2Q4MDNDY2EhycjJ5eXl+ncffPK637aU8flRUlFylKi0oS3BNE5hMJvr6+mhqakKv11NWViaT/ETtQrQrFkrHC1cLW3d2Bn19fbS2tmKz2ZwWXb3VV4RSVRPqdQB/c+rDw8Okp6eHbDy7GrstqXvSnqtUKrq7u+nt7fWp1F+CRIShIHVRFGlpaaGlpYXs7OyAHAGDFalLPVVnzpzpNY/vioiICLkx8fr168nNzaWvr0+W7Unk4skrZXdCKEnM27Ed7Qwkd8P+/n65d6jkiZKUlERCQoITiU8Uh8ZA4G/6Ra/Xh0z9MhGwW95dnrTnVquVnp4e1Gq1z6X+EqRct7+Oi64RriusVivbtm0jLCyMoqIiuru70ev1Pp8DAlsodTcJSL42/vZUdXd8KYLMzs5265UiRfFxcXEhveF3BSbKomNYWJiT8ZXFYkGr1dLV1UVNTQ0ajUYmecljPBSYaKSupF8mGaTo3LXN3MDAAGVlZcTExJCWluZ3tOho6uUrxorUpag4JydHdoAMREM+3oVSu90uR9T+Tna+wNUrxVXRERkZKb8fiHd5oJiM6ZfxQKPRkJ6eLqcejEaj3IhCp9Nht9tpaWkhKSmJ6OjooH2GUFoEBHL8UEkaJwp2G1L3pdQ/Pz+f3t7egCKpYFeHtrS00NTUNCoq3hnOjo6kbjAYZBvhBQsWeC2aCRYcFR2OZfQ1NTUYDAa5YbS/i30TCROR1F0RGRkpp8yk9RxglJ1BcnLyuDzkd0ak7s/xA5U0ThbsFqTuSXvuWOovKUn6+/tl9Ys/kNIv/u7jSrZWq5Xy8nIAt1FxIL4sgUbqPT09VFZWsnDhQrn4xds+oYBrGb3rYp+kuJHSaaE4f7AxUSN1bxBFkfDwcLKyskbZGUge8tJk666lnDeEmtQDWSiNi4sL2Xh2NSY1qbu2mXO8cDyV+vuS53aHYETqQ0NDlJSUkJ2dTWZmptsbP5D0SyD76HQ6hoeHKSgo8CkK21l+Lq6LfZJ0sru7m7KyMsLDw+VUzXh7iU4GnfrOgivxutoZ2Gw2BgYGZIWTZGfgS51CqNMv/k4aobQJmAiYtKTuqD13V+rf29vrttRfkjT6i/Hm1KVFyMWLF3uNEgJNv/hKUBaLhaqqKmw2G3vttddOWaRsb2/nsaeeIykxgcsuOn/MIpm2tjaam5tZtmwZ4eHhpKam0t7e7lQAJfUSjY2NlVMEE0U6OVlJ3duYJbsCVzsDxzoF6X3Xxe9QR+r+ftdKpD4BYbfbaW9vx2q1MmXKFLel/p66AAWSRgl0P2mfsrIybDabT4uQgaZffJkIpMXiqVOnMjQ0tNNUJ8+//C+26iIxNzWz4KuvOOaYYzxu29HRwV/WXoMlIol95v2P22/+m9P7jnlgqX+s5HhosVhISEiQUwS+LPiGKv0y2eBv8ZE7O4O+vj6nxW+J5P3NeYcaZrN50q7V+IJJReqOi6EWiwWDwSDflL6W+gcScUNgEbTJZKKrq4s5c+Ywffp0nwgk0PTLWETS2tpKU1MTS5YskfPW/iLQCHTqlHQs2zYimIa9NsSGEVI3q2NJXrgfFZVfe91WEATi4uKIi4tzkk729fXR0NAgm2V5kk6GknwnY6Q+HuINDw8nIyODjIwMefFb0sfrdDrUarVM9OM1ynNFID19J9IkE2xMGlJ31Z5LaRR/S/13Vvqlvb2dmpoa4uPjyc7O9nm/YHdLstlsbN++HZvNRmFhIWq1mqGhoZ0aTZ51xp+ZPTOX2NjYUa3A7HY7VqtV/t0WLVrEYUV5lG7/iYsvOtev8/grnQwVJmv6JVhE57j4nZmZSVtbG3q9HqvVKtsZxMfHy5H8eKLmQAh9d8ekIHVpMdRRex4WFobRaGT9+vV+lfoHQprSfr5MBjabTdZ8L126lOrqar/PE0hXInefyWAwUFxczNSpU50qVQM5h6+wWq2jXlOr1Rx44IGjXu/u7uayq2+gV6vjpqsv44BVq1Cr1Vzz18tHbSsIAp2dnVRWVrJkyRKfql29SSeNRiPR0dGYTKagP47v6aTuClEUiYqKIjMzk+zsbOx2OwMDA2i1Wr/tDNyN299FWMc1uN0RE5rUPWnPAbkyrqCgwOdSfwg8UvdlMtDr9RQXFzNt2jSys7MDkuEFK/0ipaPy8vJITEwcc/tg4NnnX+SNdz9kVk4Wy5cv93qzWSwWHn3scao6Bpi53zG8+9/POGDVKq/b//WGWzDETSfm1X/z75ee9YuI3Ukne3p6qKuro7S01C81x1gIZVFTqBBKl0a73e5E1CqVisTERNkczpOdQXJyMvHx8V4nG3/z9RMtvx8KTFhS96Q9t1qtbN++HZPJREpKil+EDqEj9Y6ODmpra1m0aJE8pmAXLPmyjyiK1NbWotVqPaajQtH5yG6388a7HzL3lL9R+uY/aGlpIScnx+P2H3z0Ed9X96AziVR/8jxn3Xy91+NbLBZ0g3rSlyyh5+dqTCbTuKJrlUpFXFwcsbGxLFq0CKvVilarpaenh5qaGlk6mZSU5Ld0MlSkHkriFUUxpI2hvf1WnuwMOjs7qaqq8vpbBOL74to5bHfDhCN1V+25u1L/7OxskpKSqKryv7lIoOmXsLAwzGbzqNftdjuVlZUYDAaKioqcijJ2FqlLkbfUlDouLo6CggKv1aHBiPocyUulUnHAvnvx40ePk5EwolDxBrvNjiYigpycbI4vPIijj1rjdfvo6GjWXnAmX3zzI2dd+pegSNIcvwO1Wk1aWhppaWnAiJJK0mRL0kkpHz+Wrj+U+vfJ6M/ib4rEk52B9FtER0fLJB9I16PdWaMOE4zUvbWZa2pqoq2tTS6rN5lMAS94BkvSqNfrKSkpISMjg/nz548i0Z0ZqQ8PD7Nhwwaf+qoGQuqun+3td9/nqRf/xYoli7j7tpsIDw/n1huvp62tjaampjGj6OOPOxazxYLVYuXUU/7o0xgOXb2a47zIIYOJyMhIpk2bxrRp02TpZF9fn1xd6U06ORk9ZSayS6OrjFWv18trI8PDw8DIk3JSUtKYE+7ubhEAE4jU/Sn1h/GRczC8Xzo7O6mpqXGbs5YQyA0YCOFqtVp6e3spLCz0KQoJRqT+ypvvkHP0JWz97j/U1NSwcOFCVCoVWVlZtLe3j7l/REQE//en08c1BglGo5Hw8HC/icNXknSUTkrVld6kk9I+wcZkjtSDqayJiYkhJiaG6dOny9p4o9HoNOF6snne3c28YAKQumO6xd1iqLtSfwic1AOFJGkMdbckf8jAZrNRXl6OXq9n+vTpPj9WBoPUV+1TxBdfvUJqXATTp093em9oaIiBgQHi4+PHdQ5f8OnnX/Dgk88xJTWZxx+4R5YzhhJjSSdVKhUajQa9Xh9U18lQL2aG6tihtAmw2+1ERUWRm5tLbm6uk81zU1MTgKysiY+Pl9M3/uCcc87h448/Jj09nbKyslHvCyNf3KPAGkAPnCWK4uZxf7gAsUtJXTKVstvtJCQk+FzqDzu/uEOlUmEymdiwYQNpaWk+SyhDBUlpk5mZSWpqql8e7MGQNF7z18s55aQm0tLSnG6SDRs2cNM9DxEXG8sDd9zIokWLxnWesfDOR5+Svup0erf/QklJiVvpZKjhKp1saWlxkk5KLeaSk5P9MsJyRaibb0yGSN3dsR0nDNcJ12KxyHYG5557Lt3d3SQlJbF+/Xq5TeNYOOuss7j00ks544wzPG1yJDBnx7+9gKd2/HeXYJdpe+x2OyaTCZ1OR39/v1Op/8aNG7Hb7RQUFIS0SMQf6HQ6uru7mTt3LjNnztylhN7d3c2WLVtYuHAh2dnZIW08PTg4SE1NzainIkEQyMnJGRX1fP/zb0TOXYkqp4Cff1vv85gCxZEHr6Lzh/8QY+z2qwUghIYkBUEgPDycxMRE8vPzKSgoYOrUqQwPD1NSUsLGjRupra2lr6/P77WTPTWn7g1jPQVoNBrS0tKYO3cu77//Pueddx6pqak8/fTTLF++nOeff37Mc6xatWqsJ8DjgFfFEfwKJAqC4F0pEELs9EjddTFUo9HISpeuri6qq6vHLPXfmbDb7VRXV9Pf3y+vuO8qiKJITU0NOp3OKfUTSOTty/YDAwOcdcGl9BlFDirI47qrrhhznyMOOYgP111PTGI8B118m19jCgR/OOkEDjpwFTExMU6GXjqdjldf+zdxcbGcfurJO9Xrw1UVJGmyASfpZG1tLRqNRo4sY2JivJL2ZCXeXUnqrlCr1ey9995cffXViKKIyWQKxjAygWaHv1t2vDb24lIIsFNJ3V2bubCwMKxWKxUVFSHLU3say1hRj9FopKSkhJSUFBYtWhSQhDJYMJvNlJSUkJCQwIoVK5zGHkiTDF/Q3NyM1hJG5gF/5OdvX/Fpn7y8PO67/W8UFBQEnGoQRZEnnnqW3zYXc96fT+HAAw/AarVSXV3NnDlzRj0duAsAnn/pVT7f3o1NryM1OZGjjz46oLEEAm8TpifpZENDg9xmzZN0MtSR+mTNqftTgTo0NOS0mD1RnD2DiZ1G6pIJFzhrzy0WC62trcyYMSOgPHUgF7qkZPF2oUkNJKSnBqPRGHDBznhvRp1OR1lZGXPmzHHbBT1UFaJz586laH42G758jlNPOJq6ujq54Mtb5KXRaMZ1E1dXV/PhN7+SVnQ0D/7zOQ44YBWP/vMZmvqMZCZG8tyTjzgR3udffsmr/3mfVXsXcP65Z++4WSOwmfSIFqNHmVsoSdLX4/ojnVRy6qMRSPHRtGnTgj2MVsBRLZC147VdgpCTuiftOYz4ZtfW1pKQkEBubq7fx/aFnN1BUs64209KcfT39zs1kAi0aEki3EBuRsdWfMuWLfO4ah/o2MaCRqPhnjtuZfv27VitVuLi4uQUmaM5VrAr9FJTU4lWWekr/Z7Fs0bKyLdX1zP/lOtp+eIFenp65J6uoijywOPPMOXAM3j703c44tDV5OTkcO5ZZ5Ce+jGxMTGsXr06qOMbC4H+3mNJJyVy1Ol0xMfHB5XgQ51+mShPASFqOv0RcKkgCG8yskCqE0Vxl6ReYCeQuiAIoxpZSKX+drud/Px8GhoaAjq2N3Ieaz93JGgymSgpKSEpKWlUReZ4LXv9vWFsNhvbtm1DEAQnfb47hCpSNxqNFBcXM2XKFLKysmT/enfmWFJEmZSUNO7xJCcn89xjD1BfX8/SpUtRq9Ucd8Rqvv7kCQ5Zta9TpCUIAnNnzaBm6/+IjxDkBa3IyEj++Ic/jHmuiVwk5Krk6Orqoq2tjba2NioqKpwqK8c7sYaS1ENpoBUIqftbUXraaafx7bff0tPTQ1ZWFq2trecCGgBRFJ8GPmFEzljDiKTxbL9OEGTslPSLIyFKpf45OTlMmzYNk8nk1tnP1+MGqzq0t7eXiooK5s2b59bzezzNNfydDOx2O+vXrycrK2uUBtwdQkHqUo2AlH5y9Jb5eN0nlFVUcupJJ5Cfn4/dbpcjysbGRoaHh2lsbCQ1NZW4uLiAbmhJIijh2KPXcPmlF7u9If9x122UlpYye/Zsv+wDJls5v1qtJjY2ltmzZ4+qrDQajU4Nu/1dzwh1d6JQwV+DrkAi9X//+9+uL73g+Ic4ciFd4tdBQ4idllN3V+oP4ysiGo83urSfZIDV19fHihUrPC6cBBpp+EvqXV1dGAwGCgoKfFbaBDP9IqV82tra3NYIVFVV8ejLbxGZu5zKex/k5WeekCsqpfFu3LiRiIgIWlpa+Obbb/nPB58yZ1Yu551xOsPDw+y///5BXaCKiYlh7733DtrxxotQTRaOaQzXykrJzravr4/m5mZEUZSrXMdaA3E99mRCIE2nlYrSIEBSbkRGRo5KJewqUpd08qWlpcTHx3tsfzde+Eq4oihSXV3N4OCg7B7oK4IVqUsNNURRpLCw0O3NEh4ejmC3YR7WEu2hhiAsLIwpU6aQmZnJPQ8/ydTVZ7F9/SdcfNXfiMqcy95ffs1N1109bovb8WKyebR4ewLwJJ2U1kAcG3Z7kk5O1kjdX1LfnfuTwk4i9bq6OjIzM90aTY2nunE86Zf+/n62bdvG3LlzZXlZKOALqZvNZoqLi0lKSmL58uVs2rTJr+8kGJG60Wjk559/pq2tjX333dfjjTJjxgz+fsNaqmtqOezQQzweTxr//nst5+3PPiJC30/4tFziZy2hX7ddtriNiIhwWnCdjNGiO+zqycJVOunYXm4s6eRkws7IqU827BRSX7BgQUh8WgIhdVEUGRgYoKenh4KCgpDrVMciXHeTSyC68/FE6n19fWzfvp3X336f+mE1r7z9Ea8/94Rb+SRAYWEhhYWFXscj4fxzz+Gw1QeTkJDAG/95h9rGJi6+8nLmzJkDIC+41tXVYTAYiIuLIyUlJaC8cCDY1eTrD8aTIomKiiIqKsqjdNJoNNLT00NSUlJQn55CndbxN6euuDROcPhL6pLfuCiKzJo1a6cUHngidWmNob29fVTu2t/IO1BSl8bQ0dHBihUruPfRp4ifv5r+km60Wq1M6m1tbdz29/sRRTu3XH/1mNa+0rGlsc2YMQOASy86f9R2UpuzzMxMuSF2b28vzc0jBXpSNBmsPHVVVRW3/P1+EuJiue6vlwXlmK7YFekXf+BOOrl+/Xr6+/tl10npew90oVvCzliA9ef4FotlUj+Z+II9htQlNcecOXPQ6/Uh0XW7gzuCtlqtbNu2jbCwMLe5a39JPZD0iyiKlJaWolKpKCwsRKVSccs1a3nhtf9w7PGHMXfuXHnbd977gFpbMnarhQ//u47zzzvH67EDnWRUKhUJCQly5yiLxSJbq/b19WG1WklPTyc5OTngCfmNd95HP3UZfX2d/PDDD+yzzz4BHccbJluuPiwsjLCwMGbPng2MBD99fX20tLQwODgoSycDadg90VQ1SuPpIGGsC1FKN/j74/tC6qIo0tDQQFdXlxwRNzU1BZQOCmScroQrGTtNnz6drKwsj+cJlUEXjKQ89Ho92dnZTJ8+HaPRyIuv/Auj0cR9d9w8qkXgnNmzsH31E3a7nTmz9vP5POOFRqORpY02m40pU6ZgMBioqKjAYrGQkJBASkoKiYmJPqcMli1eyE+vvovKZmHWrEMnFfnurIbW4eHhZGRkkJGR4SSdrKqqwmQy+SWdDKVFAPhH0nsCocMEidQlcg6E1L0Z8lgsFkpLS4mKipKjUWk/ybLAHwRSSORI6p2dnXIfU29e46GM1Ht7e3nnnXeorW9gwYIFAHz03//y5nclqCKiUb36Gldc5iy5PfKIw8nKnIbVavXJCTEUunlBGGkcnZaWRnZ2tlxt2dvbS11dHWq1muTkZFJSUrwaY63af3+iIiKYP38+cXFx9PT0BHWcEFpJoz8+J8HAeKWTEy1SD2Uh1ETBhCJ1fxfGvEXq0gKkpwYbRqMxoHEG0mrOZrNRWVnJ0NAQhYWFY37OUOTURVGksbGR4uJi3vjvV5iSZtJ261289sLTI9JEswG7aCc62v3jdV5entseraGANyIYHh6mubmZmTNnOlVbmkwment7ZXWHo4e5ZBDX3d3NeZddxbBdzTGrCjjjT6eF7DNMpkjdn+O6Siclv3JJOhkRESGTfExMTEhJ3d/vw2q17lIJ7c7ChEi/qNXqgKpK3ZG6RF4dHR0e/VIClQAGUlVqt9upra1l6tSpLF++3Of2acFMv0iWA2FhYSxatAhBFYY6PBKLZSRKXbNmDSqVCqPR6NXN0NcbKNBI3Wg0ct3Nt1NaXsml553BiScc7/S+wWDgiutuonPISv6MDB689y75vYiICCdjLGnBtaysDLvdTlJSEvX19Rg08UxZegi/bv6M/zv91F1OkhPhuONRqEh+5Z6kkxEREbLFbbAXKP2dMPYEOSPswiYZjghGZSiMRA1bt25Fr9dTVFTk0Q9jPPp2fyYDrVZLS0sLqampzJo1y69oKFhWunq9nvXr15OUlEReXh6zZs3i5rXnsyJRz103Xy+fb82aNZx44ol+2x7X1NTw9ddfYzAY/NrPHSorK9ne2k/2mot49a33nd4TBIHe3l46tENkr/4/NpeUefwNBUEgPj6e+oYGnn75dapr64iPjyc9PZ2McAtt/3uZ449YLafuzGYzf7v1To45+c98/uWX4/4coSTfUES9wbQ1kGSTixYtoqioiNTUVOx2O+Xl5WzYsIHq6mp6e3uDInFWNOruMaHSL+PZT6fTsW3bNmbOnElGRkbIzudrdaj0tJCTk+N3HjRYZf+Sn41rc+zVqw8mPn5EzjYeNDU1cel1t2KLm8JeP/zCXbfeCAQeqefm5pKkttDy9ascfeDosv9p06Zx2P6FfPPZU5z7f6d6vaGtVit/f/hJ0vY/jRfefJeDDzyA/Px8Xnn+aVkb39raisFgoKysjF8rmpi69x957tU3OfzQQ/0euyMmY6QeislC8itPSkpi5syZ2Gw2+vv75boER8OyQKSTE8ShccJhwqRfAo2crVYrTU1NtLa2smTJEp9m4lCmX6xWK2VlZWg0GoqKimhvb/d7UXa8PUQlxU93d7eTfbAjgrGY2dPTgy08hricRTS1bAr4OL/88gubtpZw1BGH8dLTj9HT0+PWyEwQBK69ci3XXrl2zGO2trYSE66mr3I9sRFq+WaWFlyjo6OJiopCq9WSmZmJ5uU3qP/63xTNz6GhoWFcGm2F1N0fOywsjJSUFLmpyXilk/6KK4aGhhRS31kYj/9Lf38/4eHhY9rTBuN8Y00GQ0NDlJSUkJOTI/t9BzKB+FtR6ghpUgkPD/fqZxMIqbuSytKlSzn+gELKqyq58PILAzp2e3s7t97/OJoZBfxw613859UXyM7O9mtcrigrK+OqW+/FTAQrp0dz8YX/8DjZC4LAzJkz+c/Lz9LZ2Ul2djY6nU4mmolUTj8ZSd1bND1e6aS/Zl5DQ0NB9/6fiJgwpO7vQunAwAClpaVoNBq/Gw6HgtQ7Ojqoq6tj8eLFToZBgZB6oE8Ser2e4uJirxp4CYEsxroSikql4pIL/+L3ON1CFIHgEFZdXR32pGzi07Ox0uM1HSd9JkdFR1RUlEw0ruX0jvI9T4QSqtL4UJFvKEv5fR2zO+mkTqdDq9V6lE4G0vVIidSDhLEuGH9IVhRFWlpaaGlpIT8/n7KyMr/HEyhpusup2+12qqqq0Ov1buWKgZK6v1G01Wply5YtLFq0aFTxkDuEqrGGv8eeOnUqd1x7OZu3lrDm8puCcv5Vq1bx9Q+/0ttVzJnXXOFxu7HG6K6c3rFptKPzoasZ2WRKv4S6lV0g2npXO2eLxeLkOhkRETHiGOpHZzElp74ToVarfdJAW61WysvL5W5Ageaeg9VcQ2pMnZqa6rG/aqjTL6IoUl9fj8lkYtWqVT6nCEJJ6v5i7733DqofemJiIo/c//egHU9CWFgYqampchMVT2ZkUqevYGOyPQHASPolGI3kNRoN6enpsh+RwWCgoaEBnU7H+vXr5bqEpKQkj/eAon4JMryRiC/pl8HBQUpLS53y1YFiPAul0n6Ss6HUGSiY51KpVD4trkr584iICKKjo/3K+U6USH1XwjHC27RpEw8/9QJzZmRzwzVXykRktVoxm81uc7GezMi0Wi16vZ7U1FRSUlKIi4sLCmmGKqIO9UJpKAp+oqKiSEhIIDY2lqysLAYHB53SZImJiXLDbun8Q0NDPjeekfDZZ5+xdu1abDYb5513Htdff73T+4IgZAOvAIlAGHC9KIqfBOMzBooJEamPFTm3tLTQ1NQ0Kl8dKAKNdqTJp76+nq6uLq+dkiSEKv0iechIbQF//vnnUdt0dXVhsVhkUnKsrBUEgcHBQbRaLVlZWUGNACdjGfaTz7+KKWcffqpYz6ZNm9hnn33o6enh0quup7uvn2suu4AjDvMsdXQ0I5N8dYxGI21tbQwODhIVFSXbGARqRjYZF0p3xoQh1SXEx8eTm5vrVjq5bt06DAbDmGtNjrDZbFxyySV8+eWXZGVlUVhYyLHHHsvChQsdN7sJeEsUxacEQVjISL/S3KB+UD8xIUjdk6TRZrNRXl6OKIoUFRXtdN8LV0j5/KSkJCcvGW8IRfqlu7ubqqqqUflzx5t+69atXHnL3+nV9oPdRmpKCo/fe5t8Qfb19XHNLXdhsqs486SjOPvM/xv1WTds2IDBYGD//ff3+8YcGBigsrKS+fPnT4o85sJ5s/l8/U+ozYPyk+DWrVvRalJJX3kE76/73CupO0IURdRqtZwukJQdUt1AoGZkE7Gi1JdjhzK1404V4yqdHB4eZsOGDbz99tv897//5cMPP+TQQw/lxBNP9PqUvX79embPns3MmTMBOPXUU/nwww9dSV0EJCOnBKAtKB9uHJiw6ZehoSFKS0vJysoKeiQZCIaGhqivrychIcH1R/WKYKpfRFGkrq6Ovr4+CgsLnXKVrgtGxcUlCNPysMfosfU0YE+bRXl5uTz2+vp6DFFpTMk/gG9//n4UqX/33Xfc+sgLoIngvOYW/vyn072OeWBggIqKCubPn4/VauWv19+MjhimxYi88M/HJpSpkwTH7+uKSy/ioOJiMjIyZFLPz88n7uXX6frpbU477/+8HWoUXBdNJWXHeMzIQkW+oVwoDcSoz59j+zIhxsTEcMEFF1BbW8sf/vAHMjIy+Oqrr+jt7fVK6q2trU71EllZWfz222+um90GfCEIwmVADOC5HdhOwoSI1F3TL21tbTQ0NPiUbgnUttcftLe3U19fT25urt+mVsEidavVKjtOrlixYtTndZ00V68+mI+/uhl7fy+EiWQJWlatWiW/n5eXR/YPv9Dy/evcdPXoYp7Ozk6IT0cTk0hLe6ecApNkZYmJifIYrFYrl155HZ2WcNLVJi4+70w6tQPkHnEKjZ89i8FgCMoCVSjz9Gq1mhUrVji9lp6ezusvPI3RaPRJUSRhrIjasZISRszI+vr6vJqRScdVcuq/I5CuR3FxceTl5fktg/aC04CXRVF8UBCEfYB/CYKwSBRFpxtYEIQhURR3yiPrhCB1Kf0iNT62Wq0+p1sCte31BXa7ncrKSoxGI0VFRfT39/vt7hgMUh8eHqa4uJjc3FymTZvmdR/pBsrKyuLtf73k8RxxcXE89sC9JCUljSKgoaEhMjIy2H9GAmaLhf32KqC3t5clS5bIrQBramqIjIyUi3JaOnvIOuxcWr54gYiICE45+jC++fktzj/jtKAQ+lgRaltbG7W1tSxfvjyoCoeIiAi/i478TZNEREQwdepUpk6dKpuR9fX1OZmRJScnT0r1y0SaMPytKM3MzJQ7cMHI2p4bkca5wBEAoij+IghCJJAKdPl8oiBjp6ZfPCEsLAyz2cz69evJzMxk+vTpPl+8gdr2jhXhG41GiouLSU9PZ/78+QiCsNMKiRyjbkmXu3jxYq8e7CaTiQ0bNrBgwQKfVvg96XttNhsXXn4VbXqBNI2ZKy7+C1OmTCE3NxeLxeIk6ZMqANva2li9bwG/fP8vTj3uCGJiYjj91JO5+MLR7etCgd7eXi5Yey3mmDTmf/QJj95/j0/7TcRyftdFP6vVKuuzdTod27dvJyUlRdbGBwOTOafur/eLP0KLwsJCqqurqa+vJzMzkzfffJM33njDdbMmYDXwsiAIC4BIoNuX4wuC8C1wtSiKGwVBSAU2iqKYKwjCWcDxjKRz5gAPAOHA/wEmYI0oin2ejjshIvWOjg70ej177bWXX4+5MH4zMHcXnLSgtWDBAvkRWdpnZ5C6pIevqamhv79/VP7cFaIo8vCTz6AVo0lSGXn9xWfG9M7wtMZhMBhobOsg89BzqfrgCVJSUpg5c6bbbSUPlaysLBYtWiQrDjo6OhgcHCQjI2Nc5FNeXk5paSkrV670ul1fXx9GNKTM34f6zR+Nedzq6mq2bdvGnDlzQrKIG8zJQq1Wy9a2g4ODzJo1i/7+fmpqauS0kKTPDlRIIIpiSFMkE+XY/urU1Wo1TzzxBIcffjg2m41zzjmHvLw8BEG4gxEC/gi4CnhOEIS/MrJoepYYnDzhImAZI5NEDXCdKIrLBEF4GDgDeMTjuINw8oBht9upqKjAZDIRExPjN6FDcEv+pUKe7u5ut3LFQPzUAyF1u91Ob28vU6dOZcWKFWMShM1mo7GljTnHr6X929fp6+tzq+Xftm0bd/zjYaZNSeeM0/7oNGFJiI2N5bTj1/CfD57nL3/+o1OvUm9wVRzExcVhtVpl8pF0w752q+/t7eXKm+9CzFjIB59+xc3X/tXt5/nbHfcQHxfHYfvks736Jy5be5HX4/b19bH2htuwps4m4e0PeODvt/v0+fxBKHP/0dHRsjZbKqXv6+ujsbEx4IbRkzX9sjNsAtasWcOaNWucXhNF8RaH/y8HQtHj8RtRFAeBQUEQdMB/d7xeCuR723GXkbper6ekpISpU6eyYMECfvnll4COE0wv9rKyMiIjIz3KFQNNpfiDoaEhtm3bRmRkJPPmzfNpH7VazeknHcN3v77DyUcf4jHv/uwrrzM8dQVb26rJ27RpFPFL6pqighX85dxz/E5pSRAEQTZrkshHiuLr6+vRaDROKQR335HZbMZqh9ikdIa6trs9z1sf/Bdhzio6ezvInZ7FNVeOJn5XGI1GzDZIyJhBf6v/FhO+YGeldVxL6V1dD301I5tI3Yn8gb/jDiRNG2JY+b2nhWvxgmOfTrvD33bG4O1dklPv7OykpqZmlM93IAgGqUvVqmN5sQeSfvEHUg/TefPm0dLS4te+hxx8MBf85S9eI5H8BfMo/u/XhFkNZGcf4RRR2mw2SktLiYiIYPny5UG9yR0jSBghVknOZzAY3KYQpk6dyvWXnstPv23ipFtvcEsMexcs56dnXkEtQF7eH3way7Rp07jivD/x0/pNrF57UcgIZ1cc19X10FczslCrx0L1XfgTqU/QCucGYAWwHvDtAvYBOzVSl9QkBoOBoqIip1kzUGnieNMvknwyPz9/zEezQNIvvkAURWpqahgYGKCwsBCbzTauxVVPOOesMygqWE5iYiIWi0Xe3mAwsHXr1jHdHc1mM1u3bmXatGlu/c59HUtkZCRpaWmkpKQQHh7ulEKQ0jjJycmsPvhgDlm9GoDt20dH60cefhiL8xYSEREht1PzBUcftYajj1pDe3t7QG0UAfmJw933Fcro1Fd4MyOrqakhPDxc/p5D5VWzM+DvuHfh54wWBMExUnuIkQXQtwRBOB9YF6wT7TRS1+v1bNmyxUlN4ohApYnjIfXa2lpUKpXP8slgdSRyhMVioaSkhLi4OLmHqSiKfkcWvoxNEAQWL14MjJCS3W5Hq9XKRUljqWbuf/gxvi9rJMyo5blH7vOr5FrCS6++xsuvv4luYJApUzK455brWL58uXxuxwbSer2e+Ph4UlJSPH62QMbgK2pqanjznfdZnDefY48+Wr5mP//yS+5/+lVUop17brxylL59IpC6K7yZkfX392MwGORofoKlKHYLiKLoidgc8+M37dj2ZeBlh31zHf7f6T132GmkbrfbmTt3rkfikLTq/l5QgZC6wWCgs7OTtLQ0aTXbp/2CTeqe0j6BNMkIxB+9t7eX4eFhnzxsACpr60mYtw/9Fb/Q3t7ukVA9jcVsNvPKm+8Qlr2C4c5uwuYu5NOvvmH58uXyNo4NpO12OwMDA/T29tLX14deryc9PZ3k5GRiY2PHTZxjke8d9z1Ee1Qu737+DFERERx22GEAvPfBf2lo6yY6Lp6y8nK3pD7R4WhGtn37dhISEhgaGpJ12UlJSUE1I9vVMJvNe8xktdNIPS4uzitxBNIoA35vaecrenp6qKysJDU1lbS0NL+IYbxt5hwhNdVwl/YZr7Z9LNjtdjo7O7Hb7X51jLriwnN54rlXKFw+l2XLlvk1PhixT12at4CN5dsRmxuwCD0c9sdrPG6vUqnk5hVms5kpU6ZgMploampiaGhIjuJDFV1GRkRQX70d84Ce+x97igMPPJDw8HCqG5qJW3QQg8WfM2/OHLf7TrRI3RtEUSQ+Pl5eYJe8y9va2hgYGJDbzI3HjGxXY3h4eI/oegQTRKcOgadR1Gq13BXeGyRlR29vLwUFBbS1tYUkP+7t/BLxVldXMzg46LapBgQ2efg6EZjNZoqLi9FoNKSmpvolCVu+fDkvPb1izO08TTCCIPCPu2+nvr6e1NRUIiIi/JKYaTQakpOT5cpLKYqXoktJUhmMKB7gxmuuYOOpfyZh6SrCtLXy95uft4DtHW1kz8xi/vz5bj/nZILrWpajd7mrGZnZbPZZnhrKoiZ/7489pUEGTJCKUghd31AYiTxKS0uJiYmR+3aGIj/uCRLJWa1WiouLSUhIkPPn3rZ3h/b2dpqbm1m6dKlbQ68PPvyIp19+nX0Kl3HTddc43XRSumf27NmYTKaQ+ql7Qnh4uM9STVc4jlcQBNnqFn6X80lRvOSfkpKS4jGKHyv9kpOTw3NPPMJX3/7A4av/KEepf7/tJoqLi5k1a5Zb9dZkSL84whv5ejMjq6+vl83I3KXEJpJGXSH1XQBP9rtjYay0zcDAAGVlZaPy1uNpdu0vVCqVXOI9a9YsJ19zf9DR0cFZF12BOSKBOSmRrNyniMMOO5QpU6bIk9QTL7xK+kFn8c0Pb3FqTY1MoI2NjfzrtdeYP28ee++9N21tbUGd1Hp7e4mMjJQr9oJNbI5k0dLSQnNzM8uXL5f1165yvsHBQbq7u3nplVfp0/Zz2sl/YPbs2W6LchoaGvjsi69YvjSfoqIip/dWrFgxKmceHR3NPvvsE9TPtyvhj1GYJzOyxsbGUWZkwIQpatpTuh7BBCL1QHPq3rTjra2tNDU1sWTJklE/aFhYmE/dhYIBi8VCeXk5S5YsGVe00NbWhlkTS/ScvVj39mNUWxL49H/fUbAsH0Qbp558MkVLF/PLT++SGC7KaYq6ujqee/Flfqrr54st9cTGxpKfn+/39+0pmlv3yac8/OyrRIWH8cT9d4c0/dDR0cEFV1yHJSqZved+wx03/83tOOPj49m6dSv/K65HlTgV+1vvcu4Zf5KLclJSUrBarajVaq679S4Gk+fz3meP8Oo/H/Jaq+ANdXV1lJSU+G0AtqsxnojamxmZ1WqVpZRSs+hgIdQWAZMZkz794m4/ye3RZrNRWFjoVq4YKs25I+x2O9XV1ZjNZoqKisb9+Jefn8/q5fP5ZeNXpE9JJyI2ibKfvqFDMxV9VwM506dz+81/o7KykunTpxMdHU1xcTGRkZGkpKQS1mZBxI7RaAxqy7mvvv+Z5MJj0DVVUFZWxqJFi/w+tsVikV3wvPnctLe3Y9bEkjR/X6qqv/F6zPDwcLBZsJuNJCUms3DhQrkop7e3l/b2dvlve5KAwWBk8+bNHHHEEX4T0ODgIJdfdwuW1NnQWsoRRxwR1MktlCmdYKVJXM3IdDodNTU1simd5OoZDDMyf0ndX4fGyYwJE6mr1eqAI3VHcjYYDBQXFzN16lSys7M93liBTiK+FkmZzWZKSkpk9UYwbhq1Ws1NN4yoRT5et44tJdvQHriSzZ0GsJpRq9VoNBoWLVqEwWBgw4YNZGdnk5mZydSpU9G8+hoxMdGsWbOGvr4+7HY7drudt995j+7eXv506sl+93AE+OOxR3LbfQ+TnJhAYWEhRqPRLxISRZGr/3YL2+rbmJOZyhMP/cPjDZufn88Rey+mpPxnLr3kL16Pu9dee3HdeYN0dfdw7DFHA85FOWq1GlEUufW6K3nuxZf5TdfP3c++SU19Axecd65fEbfRaMRktZMwdSbt1eux2WxB7dQV6nL7UBxbpVIRHR0tpwAlV89gmJEpOXXP2KmkPlb3I3+9yqX9JHKW2rz5Ukgz3ubT3kh6YGCA0tJS5syZQ3p6OsXFxUFflD36qKM4+qijGBwc5KOP/ovNtljO/UoFRY42DAkJCVxx2SXy/tJv8c033/DPtz9DFZ9Or/YZbv3b9e5O5xX77rsv694pJCwsDJVKRVNTk1/7Dw0NUVxexbyTr6Xi3Yfo7+/32JEmLCyMq9Ze6tNxBUHg0EO9t6ALCwujqKhopBGKJR5NQjr1jS2Ul5djs9mcSuu9/eZpaWlcddHZfPPDLxz955OD3nox1AVNO6P5hqOr53jNyPwtVFTSL7sA40m/SG6AWq2WgoICnyKsUKltJNuBpUuXyhdRoBOI1Wrlk08+QRRFjjrqKLdEERcXx5/+dDpNTU2IokhzczOtra1jFhRJpB4WFgaiHdFmRR3m/XLwRiyulg/S5N3d3U1kZKRXH+u4uDhOWHMIH/znXo485EC37pGhgOPnOfjgg9mwtQxtfwdXXHIJOTk5Tl7m1dXVREVFyaX17r7bQ1cfTN6C+X5Pav6OdbLAWzQ9lhlZTEyM/F27u5/9bZAxPDzsl5XEZMaEIfVA1S82m42hoSGSk5MpKCjwu7mGv/BE0Ha7naqqKtnXxpGAAyX1d997nyff+R8IAsN6I6efdorX7dva2oiKiqKwsHDMC14i3gMOOICrBgbp7evjDyed6LTNxo0baWho4JBDDgnIFvnjdZ/wyHP/Iio8jMf/cRe5ubket117yUVcfvGFu4y44uLiuOvWG51ec/Qyd9c8Wqq6lKL4W++8h19KKkgIZ0wPfH8RatOtUMCfMftrRhZI+mXGjBmBfpRJhQmVfvGXZHU6HWVlZWg0Gp99vyUESrTu1DZSQU9ycjLz5s0bRUyBnmt4WI8QMWJNO6wf9rid2WymsbGR6OhoFi9e7BMxOnY+OvbYY0a9X1NTwzV3PIA9KZuf1m/mofvudnpfFEV6enpITEwcpQOXjv31j7+SVHA0A82VlJWVeSV1aT938HWtpaGhAaPR6PY38Pec7rZz1GtXVVXR1taG1WqluroatVrN1z/+zMI/3UzZm/fT1dUVVF+ayRipBzoR+WJGplariYqK8vl7UXLquwD+SholrfLSpUspLi4O6HyBRuqO+0kTy9y5cz0+3gVa9v/HP5zIsMGAKIqcfqr7KF0qKEpLSyMiIsIvkvK2mDk0NISojiAqOYP+gTqn9wYGBrj/wYf5cet2cjJS+OfD97tVM5x83BpuuedBEuPjWLToHPl1URRpbW0lMTHR641msVi44ZY72FRcyhEHreSiCzwvjG7evJnr734IUaXmkv87keOPPdbjtna7nQ0bNqDX61mwYIHH7Txhy5YtXHfXQ4jqcM496UhOPfkP6PV6jjnsYD545VYWzJ7J8PAwfX19o2xuA0UoqzNDhWD1DnZnRlZbW0tfXx89PT0+2UXsSTn1CfM85yvJSr7ffX19FBUVBfxDBSP90traSnl5OcuWLfOarwu0pV1UVBSXXXwhl19ykdvP2dnZSWlpKfn5+SQkJPilOHG0IqitraWtrc3p/SVLlnD+yWsoSjZy9WUXyd9Vb28vZ114Oa/+92ss8Vm09pvkHHJ1dTU//PCDbOu7995789h9dzKkN3D+Fdexfv16YMSp8azLr+eM8y+hu/v3do79/f18++238msNDQ0U17WRvNfxPPvqv3nnvQ88fsba2lpInUXkjOWUlVd6/ewv/+t1bnzkRW576GnKyvxvlFFfX489KZvInCVU1tQCI4uAN1x7NT//71Mu+svZpKam0tPTw2+//cbd99zLnX+/j/b2dr/PJcGfAqGJAn/z3r4iKiqK2NhYsrOzKSwsZNq0aQwNDVFSUsKmTZuoq6tDp9M53XOBdD367LPPmDdvHrNnz+bee+91u40gCCcLglAuCMI2QRBGNTDdFdjp6RdP8CWnrtfrKS4u9rs5tTuMJ/1itVrZvn07JpPJow5+vOdy3cdsNssNJURRpLa2dqRXZW09T774L444YH/22Wcvefvu7m6+/vpr5s+fz5IlS5yOLR1XFEXe/+BDHnnpTdSijXtvvoZly5ahVqsRBIHTTz2FDz78iIuu+htTUpN4/IF7aWhoYEiIZvbhZ1Dz4ZMce8QhzJgxg5qaGi69/nbs0ckUzUzl4vPPBWDDxk3YM5cQHZ/Ml9/+QFFREd/+9CsZ+59Md8k3VFVVyTnry6+5gU5bLDHGl3j9hafJzMxkWnwE3771BKlFx/CvD79k5X77MGPGDN548z/09mk588+nk5yczMEHH8y3P69nUNvNqedf6fW7rWtoIjIrD0t7PR0dHX79LjCyqPrThs3062r58wWXO70XFhaGIAiyD01tbS1flbYgRsbR/8hjnHLSCSQmJpKSkkJiYqJfTR4mW6Rut9uDrgJyPLaktnK0i3A1I7Naraxfv97v9IvNZuOSSy7hyy+/JCsri8LCQo499lgWLlwobyMIwhzgBmA/URS1giCkB/ljBoQJM/WPFTl3d3ezZcsWFixY4FZ/HogBViAFHaIoUlFRQUREBEuWLAmZD7vj+Do7O/nj/53DMaeexfsffsjWrVuxWq3k5OTw/JvvY51zCE+98rqTJPS6m+/g6S+K+evNd9Pa2iq//r+vv+Hgo07g4iuuRqfTsWFLCbHz9kMXOYVzLryMP/7f2XR2dsrbv7fuczIO/DO9QiJbt26lsakZW18Lti0f8Ph9d/DYg/cRERFBZ2cnYnQisTmLaW7rkMe+7z57o+kow1D2P45YfSAAp//heDq+eZWcWJH8/BE7aYvFQmtHF6l5+zGgNzM0NER0dDTPPvEwB+1XRKy1H41oJi4ujm+++YZXPv2Fz7b38dRzLwIjZl5PPnw/rz73T2bPni2Pv7e3l+defIkvvvySuro63n//fY4+fDU51haWTY1gv/28t5csKyvj0quu54mnnpWvz8TERB685y5e+OejzJo1a9Q+jtdmeHg4KtGCWrSSm51DQUEBqamp9PX1sXnzZrZu3UpzczN6vd7r9RjKFnmhwq7wfpHMyBYsWEBRUREzZsxAr9ezdetWTj75ZNauXcsnn3wyZjX5+vXrmT17NjNnziQ8PJxTTz2VDz/80HWzvwBPiqKoBRBFsStIH29cmDA5dU85XqkrkE6n86gokCaEUEUFEnQ6HR0dHWRnZzNz5kyf9ws0py7tU1xczFBUBqmLlvHKv9/hyQfvJTMzE6PRSHJcFN1l3zM1zdlxcWBoiKiMOQz31GMwGOTXX3v7A9JWnkb7tl/Ytm0bfz7lJCruug9jfQ25h56JrquBTZs2yc12jzviEB59/l+kxMcSGRnJk0++QsSCA5mir+eoNUfKZFNUVMRhGzZT21DFqX/+Pf8/a9Ys3n3tRex2uywDPOKwQznskNVON3x4eDjXXHYhb33wMeedfpKczoqIiOCRf/ydt956i4KC/yMjI4OqqiqwmbGahoiK9C5/vO/hx9jaq8Ly8TdgHCA8ZzmxAx/yn1eep6WlZczKxvsff5rBKcuo/GE9+xSN9oFxhes1fNBBB2GxWNANDnLs0UePau0nNatwLMiR8sOuLedCQeoTyXQr2McWBIFp06Zx44038uOPP/Luu+9SWlrKl19+yeodHbU8obW11am7V1ZWFr/99pvrZnN3nOcnIAy4TRTFzwL4OEHFhEm/uINUlZmQkMCKFSvGrA4NJalLC7PTpk3zOzfnjy3uF198QVxcHAaDAY1Gw+LFi1m6dCnRz75E4xdbuW7thXLD6MjISJ5/4mG2bdtGdna2bEHc3t7O0oVzqa3fzrFnn+oUuR6yah+eff09ojQwY8bI4+R7b7zCunWfcN+Tz5MQE8nSpUvl7U884XgOPGAVkZGRtLS0oMKO1TBEZEQEoihit9uxWq0IgsCVl1+CSqUa1SbO3UTsjkiOOOxQjjhsdLFQYmIiBxxwgOzJsnLlSq43mdD293OUS6d3V9htdgSVBlEUMVtspGTkMNBe5vb3WPfJp3z42Vcce/hqjj5q5LjZmdP4tbaMMNOQvFDnDe6aQx9xxBEet3dsViEV5Dg6IEppnFCRbygXYEM9YfhzbL1eT3JyMocccgiHHHJIsIahBuYABwJZwPeCICwWRbE/WCcIdFATEpKqRKrK9IZQOi7a7XZZl1xUVERzc7Pf51KpVF4f93777TceefpFDEM6+lRJDHc1YzLqSU5N47oLzyQ/fzHXXXEJCxYsGFVpmZqaygEHHEBfX5+cNrnhtrtpIhWxU8uS/MVO2//ptFM5cNVKVCoVXV2/Py0eddQa9ttvXyIjI+WIWhRFbDYb8fHxCILA7Nmz+fv1l1NZVc2RRxxORESEbDVgs9mc/kmvh+Km9qVSVMJ1V17O2+++T/aa5URFRfHVdz9y3PVXjppohoaGeOjpl0jf/xQefuZlDli1kri4OP52zV/55ZdfmD59Ojk5OWOebzxpEteCHKm1X11dHUNDQ6hUKrq7uwMqq/c23onipOjvsf15CvA3v5+ZmSn79AOyL5ELWoDfRFG0APWCIFQxQvIbfD5RCDDhSN2xKnLZsmU+Gf+EitRNJhNbt26Vc3SCIARl0dMVDz75HNZZq9j+1VskpCdgMFtQZ8wnIiuXz7/+lunTs9hnn328XsSO57BYLKhjozAL7s+bmZnJ8PCwU+4ccPIGl4hZ+swS9t57b/bee2+n86pUKtRqNXa7naGhIdra2pg9e7ZM8NIxdoV6Iy0tjYsvPF/+e/XBB8n/70jAERERJCfEoq3aQHJCrFzFGBUVxcEHHzzquNJTiuNvotVq+fHHH7Hb7XKapq+vj1vuuhetboBbr7vSr3oKx9Z+kgHZwMCAXFYvRfExMTEBTyQTKZr299j+LDL7i8LCQqqrq6mvryczM5M333yTN94YJW75ADgNeEkQhFRG0jF1rhvtbEw4Ui8pKZGbQfv6o42n4YWnyKq/v59t27Yxf/58p+g4EHfHsca3YM5Mvi/7kWnx4ayYk0JS4Sx+27QFQ307J1x1uU8FRY5rEnffcgNvv/ch+Uef7ZR68bS9IySykgjdH7LQarVUVVWxePFiYmNj5Qheivil/5cUIhNJoqfRaHjq4X9QXFxMfn6+12pQvV7P1X+7hYrqOtZeeDbHHTNSvHX9LXdQb4jA2LKdfffdl7S0NL777jsqh8KJSs/nX2++w523jLYK9hVRUVHywqzkY97Q0MDw8HDArf0mUjTtDwLJ1/tzLavVap544gkOP/xwbDYb55xzDnl5edxyyy3ceeedx4qi+BHwOXCYIAjlgA24RhTFXr8GFQJMmJz68PAwer2eadOmjVl56IrxerG7XhzNzc20tLSwfPnII7vrPv76sI9F6jdedzVHbt7M9OnTyczMZHBwkPXr1zNz5kyfS5sdz5Gbm8s1V64dc3tXUh8Pobe0tNDe3u7UuMIxOrfb7TK5S+Pc1VG8K1JTU8dcQAMoLy+nttfI9CPO5/V33pVJvbO7l9j5BzPUVsPg4CBpaWnMmDGDwZpn0DdHs/jcP8vHaGlp4dPPv2Bx3kKnJx9PcA0+XH3MpdZ+TU1N8mKsL639JmtO3Z9jB6rwWbNmjSwYkHDHHXdwxx13fLTjuCJw5Y5/EwYTIlKXDJPi4uICalDgrVGGN0hRt0Tqdrud8vJyrw2ZgxGp9/b2smHDBvLy8pg+fTrh4eHyjd3Z2UltbS3p6enEx8f7fI5A/NEdt5cIVyIPX290URSpqqrCZDKxfPnyUYqNLVu2kJKSIk/Ujt+1RPBSFA8j39XOiuIDzX/PmjWLBEFPyzev8YcjDgRGrHeX5c3j5/Ufsmb/Inky3lJSRkRKFjb9ALnZv9sG3Hj73+mMyuatdf/jpceyxrQU8DZWx9Z+M2fOdNvaTzLHco3iJ2tOHXyPvM1m86RrXDIe7FJSd23CvH379qB4qgeyn9FopLi4mClTppCTk+PxghlvTl0URS676no6SSRi8BX+8/KzxMXFyQVFknSzvr7er/P4S+quYwqE0K1WK2VlZcTGxrpNET393Au8+/V6VKYhHr/3VqcmzWNF8VardUKmaQCSkpJ4+ekn0Gq1TJs2DYAPPvyIH2r7EFPnYLXa5O+iqaWVqGnzMPa1OxU6WW02wjTh2ATBp2t3POZYg4OD9Pb20tLSAiBH8XFxcZM2p+4PhoeHx92UYzJhl6VfJBOspKQkuQlzMLsf+QKJ2CT/8QULFoxp+xrIuRwJ1G6309HVQ9I+B9C7vpGhoSGioqIoLS0lKipK/i7cTR7Dw8NERUW5vVH8nWykScCRSP25AY1GIyUlJUyfPp2pU6e63aaiuo6YWQUMt1TQ1NTkROquYwf3Ubzr/08Ut0LJG1yCJlyDaLUgCjbCHaLhQw7Yn39fdjUIKizWlfLrZ532Bx5/9kWO3H+vkKpqHLsRzZgxA4vF4mRxGx4ejiAImM3moLpKQmhz6v5gT+p6BLsoUpcWIV1NsMbTfDpQUm9tbaWvr89t/tzTPuOJ1MPCwrj9hit57Z0POfXMU0lMTHTqUOS4j2Pk/dIr/+KFN95m7oxsnnz4/lFjDST9Emj+fGBgQF5E9taM5IKz/8x9j/6TxTMz2H///X0+vmsU39fXx+DgoNzNXooAxxvFB7NK87hjjkGFgN5oYL6DwqW3t5ecosOImzab3zaXcNKJJwDwwBPPMJC+hHc++45TTv6jO7lcSMaq0WiYMmUKU6ZMQRRFWlpa6O7upqxsRLsvRfGSjHU8CKW1gT/X+p7k0Ag7mdRFUaSxsZH29na3csXxLHhKhTe+wmazodPpMJvNPvmPSwiGpHHlypWsXLlSLhV37FAkwbGiFODtjz5hxjGX0vD9W1RVVY3yc/FnXNLNplar2bBhAykpKaSmppKQkDDmTdjV1UVdXR1LliwZ85E2Ly+PV5990qcxeUJnZyfNzc0sX74cjUbjtJgrRfETYbFVrVZzwgnHo9frR8zFdmDvvffmzfc/pm/Ldv74t5FWhKIoUlffCKpMTK0tDA0NjXn8UDyhCIJAZGQkiYmJzJw508k3paKiYsxGFb6eI9jwd3F3T3JohJ1M6jabDaPR6JFEd1b6xWg0snXrViIiIsjNzfXrETFYksampiba29s9dihy3efoww7mzQ+fYfqUFLcyRV8jdcf8+dKlS7HZbPT19dHa2sr27duJi4sjNTWVlJQUp0U1aULu6+tjxYoVfsnmAoEoitTX16PT6Vi+fLlT4UiwFlsDiSRFUWTz5s1YrVaKiorc7u/4Wnp6Oq+/+MyoBclZM7LpFQcInzrFY+s+1/OGYtJyPK7km5Keno4oigwPD9Pb28u2bduw2+1yU5D4+PhdOoEG0vVIIfUQQaPRyE1o3WFnpF/6+vrYvn07CxYsoLe31++oOxCljWtOffv27dhsNgoKCry2+3I8z0Xnn8fJJ51AQkKCW0L1hdTdLYiq1WqnG3lgYICenh5ZGicRvFTwsnTp0pDf0NJ3pFKpWLJkicfz7QrJ5Ndff809z7wOKjUXndwmp1MkuJsoXNNbgiDw2P33sO6zL9inqEC2H+jt7eW8iy9Hq9Px6H13Oz2NhSqV4ekJQBAEYmNjiY2NdWrt19HRQVVVldzaLyUlZacrS/zVqCs59RBjrO5H/mrApf3GInVRFGlqaqKjo0OOjrVabdCrQ73to9Pp+PLLL1m8eDELFy70epO6pl8EQfDqPTLWuERRlFNbngjOURo3a9YsTCYTnZ2dbNq0CZVKRXp6On19faPMpoIJq9VKSUkJKSkpbt04PcHTYmuwC59a29sREjMJC4+kuW20P7qv5Dt37txR1aX33/8APxVXQVgYl115Ld//73P5vV1t6OWptZ9juznH1n6hRCCt7BRS30UICwtzso/1Zz9vpG6z2di2bRsqlYrCwkInAvD3ycDXSN1isfD3+x9kW0UNV1x4DhaLhVPPPJcBWzhLZ/7CE4884HX/sfxiXBGKClGbzUZbWxsLFy4kNTXVqaVYZGSk3I3GW4NrfyDJSnNzc5kyZcq4juWLZFJ63R8ce/TRVNc1YbaY+dMpfxz1/ngi6n6dDnVSBlEzC+mv+WrUcSeKoZdraz+r1Up/f79cbxIZGSmbkIUC/q4vKKS+CxGKnLrBYHBqrDHe8/maU9+yZQvfFteRtHAV/3j8aU47/igGjDbmHH8+xe89iMlk8kqGgUgUXTHekv+KigoWLVpEXFwcgPy4DSM3Sk9PD9u2bcNms5GcnExaWlrAqonBwUHKyspYsGDBqEVjf/Hjjz/S0NjImiOPJDk52W0UPzg4iFarJSMjQ548fcnFJyYmei31H48/+bXXXM3Pp52JYfvnrL3MuXVfKNMv410fUavV8gQviiIGg4Genh6MRiMbNmxwagoSjIkpkEjdk+x2d8SESr8EO6cudX5fuHChW+mdv9Ew+L4gmZmZicbYT8fmr1iak0JmZibHHXoAn/33Uf7v5BPGjG7dlfH7g/EQeltbGy0tLSxbtszjOKVITcq3SsUtAwMDxMXFkZaW5raC0R2k6N8XRc1Y2LZtG7c89DRCcg5byip48J47R20zODhIeXk5ixcvJiYmxm0ufjySyUDJd+bMmaz/7kuGh4edFk9/++03Xnr9LQ45YD/+cNKJAR3bE4KtqhEEgejoaKZNm0ZPTw9Lliyhv79f/o0jIiLk4MAXCbE7+EvqgbSym8yYcJF6MCpKJaVGZ2enR3WJtJ+/6R5fb9gpU6Zw1cXnMjg4yHHHHceGDRu49qoruPaqK3w+z3hMygIt+a+pqUGv17NixQqfbxy1Wu2kfZYWWxsbGwkLCyMlJYW0tDSio6NHjaWlpYWOjg6WL18elOIXs9kMKg2a6Hj0hu5R73d3d1NXV8fSpUudSMUxreZa+CS97wv5jTeidrQ+hpE03s1/fwBr5hK2PfcKBx14gEz4RqMRlUo1ru8tlGkdlUol//7SmPV6PX19fbK1RCCt/ZSFUu+YcKQ+3kjdZrNRVlaGWq12yp8H83xjQeqlunjxYrmM3B1qa2u556HHSUtJ4qbrrnaSXQXqPOnLgqg7SN9bdHQ0+fn5AROT62Kr0Wikt7eX6upqjEYjSUlJpKamkpiYSF1dHQaDgWXLlskTel9fH2lpaQGff+nSpVzyp2OpqWvgz6f+1ek9xwnE3ROE9H055uJd/eKl9z1F8cFOk4SFhaHt66Wj7TtU+l4GBwdJSUlhy5Yt3HDHfYRr1Dz099s8unGOhVBV6HqyCJAqcbOysuRaEckzPjw8XC5+8vbEFkiDDEXSGEJ4u+ADJVkpJSKR6fTp08c0SILxWfZ6giSZXLRokdwM1xOeeelftEbkUFPXyDfffMPRRx/tNDZ/0i9SusViscik4ytMJpO87jBWZaO/iIyMdOrso9Vq6erqoqSkhPDwcDl9Y7PZuPTKa6lsaOXwlXvxt+uuDuh8giBw0gmjZYZSowlpAvEF7hZbHaN3d5LJYJO6SqVi+vRsYqcVYW3YTGdnJ7m5uXz21TdELjgI07COH3/+eVykHqpc/Vjfc1hYWMCt/RT1i2fsehMNB6jV6oDSL4IgYLVa5cbUvhA6BD9Sb2pqorq6mhUrVoxJ6ABzZuZgaC5DGOgYtYjrT/pFIpuUlBR+++03ysvL6erq8um7HBwcZMuWLcyePTvohO4KlUpFXFwcw8PDzJ49m6VLl8qmYJ999hlldS3MOO5yPv3fd0FriCw5b1osFvLz8wOWYkqpBI1GQ2RkJOHh4bI80mazYbFYsFgsIXnyu/i8MxC3fc6S7GRZu37IgSsxbP8GVctW9tlrr4CPHer0iz+QWvvl5+dTUFBAWloa/f39bN68mS1bttDU1MTw8LBs9uYrhoeH5cX+PQETLv3ib+QsiiINDQ2YTCZWrVrlVyFEoJa9rvC1oMgV5551JksWjVgEuGqWfX2KcFwQnTNnDnPmzEGn09HT00N9fT0ajYbU1FTS0tJGLUx1d3dTW1srLxiGGnq9npKSEmbPni1r7mNiYsjNzWXhwoWs+/JrNr9+F/sXLqW8vFwufAq0dZvVaqW0tJSkpCSvzpvuYDAYeOudd4iIiOSkE44fla5xF8VLC8bh4eFYLJagFT4dcvDBZE6dSlZWlpxvLyws5PrLL0Cr1fpkCOYJoUq/jPe4kie8FMUbjUb6+vqoq6tDp9MRExODWq32qbWfklMPMcYquPEnQpOivPDwcKKjo/2ubAuk5F+C9JhtNpvllndjEYe7psRFRUUexxZIhSiMyO4SExOZPXu2LC8rLi6muLiYuXPnsnTpUnkxM1gLlGOhv79fTku5i5qioqJ4+rGH0ev1REdHyxNTQ0ODk2TO18lH+l28uUh6w6uvv8Gb35cjWo1EhGs44fjjPW4r/Va1tbWoVCpmzJjhpI0PRuGT67WzadMm7n7yZYhJobaxhWv+ernfx4TQ5tSDWaAWGRkpt/arqalBrVbLrf2kNI6n1n6K+mWSwDV//vPPP/udzxyvZe/w8DAlJSUjnerNZp8mLF/HN1b6xdcF0aioKKZPn84Lr77OD+XN2D76gsvOOZ3k5GS5oMhX6WGg6OzspLGx0atEEn4vagHnicloNNLT0+O02JqWluZR9yw9EcyZM8cnXxV3EEURQSWAMPbkKi0yx8XFMWPGDNlGGjwXPkkRvK+E6kq+AwMDEBlPePJUevq08ustLS389NNPLF++nDlz5gAjE9znn39OdHQ0Bx98sNM1OFEjdW8QRZGEhASnBt3uWvslJyejVqsxGAx+yyc/++wz1q5di81m47zzzuP66693u50gCCcB7wCFoihuHOdHCwomJan39PRQWVnptBjpL2lC4AulYWFhdHR0jMgmu7p5/NV3QLRz59UXs3LlSrf7SOfy9UL3NjaJIGpra/nhx5/Yq6iQvLw8r8era2gmduYyuoq/IywsjAMOOIDBwUEn6aGUpomOjqa9vR2DwcDMmTN9Gq87OJqAuZpy+YPIyEiysrJkxYS02FpZWUl0dDRpaWmyB4lOp6O8vNzjE4GvOONPpxOueYeIiHCOcVjAdoXFYqGkpIQpU6a4Xcvx5hXvjwmZ67W9cuVK/lBTS3tnNxec8xf52Guvu4mhxDm8+vaH/PvFp4mPj+eVf73Om98Vg9mA3W7n0EMPlY+zq+0HAoHrU4Bjaz+psKy3t5f333+f1157DbvdTmlpKUuXLvXps9psNi655BK+/PJLsrKyKCws5Nhjj2XhwoVO2wmCEAesBX4L8kccFyZU+mUsSM59PT09FBQUOKVbpKjbnwspkEhdqphrbW2lsLCQR598Ck3WImwmA1XVNWOSuq9wl35xzJ/bbDb+esOtWKYt4T8f3cE7rz7vlcQu/cuZ3PPQ4xxetICjjz4alUo1SnooTZYVFRU8+cp/UIVHcsXZp3LiCcf7PG4JdrudyspK2Q0yWDe4NPlI1YtSZWtpaSlmsxmr1cqCBQvG/bgdHR3NOWed4XUbSTWUk5Pjs62Bay7e8Z8oigwNDWGz2UhJSXH6zlxJXa1Wc+FfznM6tt1uZ1hvIGZWBoOtpXJh3eDQMGHRidgEFcPDw077hGqhNJRdj7yldhyv6wsuuICjjjqKk046iQceeIDS0lIOOuggHn30Ua/HX79+PbNnz5YDmlNPPZUPP/xwFKkDdwL3AdeM+0MFERMuUpfSDq4XhJQ/j4iIoKCgYNT7EkH7k0bwl2ilhTcY8QrXaDScctIJlP/9fsKjNRxz9FFBO5dr+sW1QlQURSxWK5qoWIx2vB67v78fm83Gy8884VGV4xgN19TUEJYxj/CkDP772RfMmT1LJlJfvl/pe0pMTCQ3NzdkjRIcnQTVajVtbW1kZ2fT2dlJTU0N8fHxcmVroE8JniCleObOnTtmtyxPcCX46upqrrjhVoxmK9de+hcOPGAVgiBQWlrKLXffT/6iBdxyw7UeU1hqtZp7brmeD9Z9zkF/vUhOPZ19xp+wv/IasTFZHHnkkU77hDL9EirTN38mjMzMTMLDw3n99dex2WzU19ePuU9ra6uTGi0rK4vffnMOxgVBWA5MF0VxnSAICql7g2QV4PijSbnrnJwcj8U8gUTd/pCNlMPPyclxiqKnT5/Oi089Jm9nNBq5894HaGhu4bq1F5Ofnw8EFqlL27tbEA0PD+cft9/Ip19+zUEnXumRrNvb22lubh4zn+2Igw46iM++/h5t51au+ts1ZGdn09PTw5YtW2Q7Xk8VolKbu+zs7ICaiPsLRw26VAWblZWFKIrodDq6u7udVECpqanjtiKQOj/l5eX51RzcG1QqFaWlpVjS55OYPp3vfv6NQw9Zjc1m48kXXsUyayXr6yr49ddfWbVqFSqVCp1OR2trK3PnzpUnrWXLlrFs2TKnYyclJXH1FZe5PW8oST3YE6kEfxZhHZ92w8LCAtbzO0IQBBXwEHDWuA8WAkw4UpcqC6WIsLu7m6qqqjGLeUJVHQq/e8hIY+jr6/N4rl9++YWfK9uJm7GMJ557mWcffwgInNQdCd315luyZMmoDkgSJLIbGBjwO5+dmprKC0897vRafHw8M2fOxGQyeVy0HB4epqysbMw2d8GCJCUNCwsbVQUrCIK82ArIKqDKykpMJpO8UOyvyZRU4j4enxqz2cytd93D1rLtrL3gbI44/HAA9tlnH954778Mtm/jpJuuRa1WIwgCaYnx1FRsIAqT07rC+Zdfhc6qZv/Fs7jtphsCGou7nLrZbEalUo2LlEOZU/fnKcBoNPq9SJqZmUlzc7P8d0tLi2sNRxywCPh2x3eXAXwkCMKxE2GxdMLl1CVylkipr6+PwsLCMWV3oSJ1dx2KvBF0dnY2wnA3A9UbOGjl7xGTr6T+6mtv8N7Hn3H04atZMHc2VqvVbxmczWajvLyc8PBwnxeHfEVERIRcIeq4aCkV+OTm5u4UzbvNZqOkpMRnDbqkApo+fbrc7amzs5PKykpiYmLkKN7bdeao4hlPY4jy8nLWV7YwZb/TefrlN2RSz8zM5J3XXpKjXIvFQnFxMZdfciGn9/SQnp4uV+Z2dHSgs6rJ2PcENv7wBmazmbCwMMxmMz/88ANpaWmjInZ3cA0WSkpKuO62v++wH7idWbNmBfQZQ5lT92fCGB4e9nvyLSwspLq6mvr6ejIzM3nzzTd544035PdFUdQBcnMDQRC+Ba6eCIQOEzBSV6vVmM1mqquriYqKYsWKFT79gMEmdSkKtNvtowqKvBH0rFmzePGxf9Dd3c3y5ct92kfC0NAQz732H7KPvIBX3nqO266+lM2bN8vpDl/I0mw2U1xcTEZGxqgq1WBDWrQ0mUwMDAywcOFCdDodxcXFAE7jDubEIn3GrKysgDToYWFhTg0fhoeH6e7ulsctGZDFxsbK425paaGzs5Nly5aNW/6ZnZ1NLEY6fnmPQ4rynd6T8uySzj43N5f09HSn31KlUrFw4UIOWDaPDT/9mwvP/pNcSPf4U8/wxdYGGO7jgZuvZOnSpQA0NDTQ3t5OQUGBPP62tja++PJLoqOjWbRoEQCffvk14fMPxDw8yA8//hgwqYcypw6+p04DKTxSq9U88cQTHH744dhsNs455xzy8vK45ZZbKCgo4Nhjjw1kyDsNE47U7XY7ZWVlzJkzx68bdjyk7qosGKugaKxK1NzcXHJzc51e84XUo6KiyM2cSsvPH5KZnsy+++6LKIp0d3fL6Q7Jt9xdh5mhoSH5uwtUn+0PpIKbz774gu9+3cSB++7FxRf8hRkzZmA2m+np6aG2tha9Xi+naZKSksYVwQVDg+4Ix8VWady9vb00NDQwNDREQkKCLD1cunRpUIgqOTmZV599gvb2dllL7gipB4C3RVi1Ws1tN47WTnf1aIlIy8Ek2uju7sZisdDY2Mil192CLTKJ1ct+4fqrrwTg6htvo1lI48db7+G1Zx4lNTWVg1buy9f3PEyYSmCvC28O+DOGMv3iDwLtT7pmzRrWrFnj9Nodd9zhdltRFA8MZGyhwoRKv3R1ddHd3c3MmTP9jsDGawYmjWtgYIDS0lLmzZvnsX1cIJWovpC6SqXi8QfvpaKignnz5smpAEeNdl9fH+3t7VRUVMi+5SkpKeh0Oqqrq1m0aNFOqZ6z2+1s27aN8PBw3lv3JVMPOYd3P/8PRx95ODk5OYSHh8sVgJKRV09PD1VVVURHR8tRvD/VrMHSoHtDeHi4rHmWior0ej0qlYri4mKPlgv+QpLduWJ4eJjS0lIWLFjgk3+QK664+C/88/mXmDZ7EQcddBBqtZqOjg6skUnEzVpBVe1W2YhsWG8gIiMZW3/DiGUxUFRUxFsvPy379ASKiULqe1o1KeyiSN3VDkCK+Pr7+8nOzg4oXzle216VSkVHR4fste1tdg+kaGmsfaQF0ZiYGAoKCtxOfq5pg4GBAXkh2Wq1kpubG9JHXglSwY2UFlgwdzaVGz8jIVLlNrJUqVSyp7ajtrykpAS73S4TpWO6wxWST42rD3qoIE1aMTEx8iKstNi6fft2zGYzKSkppKameu3LuXnzZjZt2cphh6we06NFUtUsXrw4YCLKycnhvjtvc3pt33335dDfNlJVV8JlF5wjy2Pv+NvVPP3Cy5xw0dlOSqVAJhNXBNsmIFAMDQ3tUba7MAHSLxaLhdLSUmJiYlixYgXNzc0Bk3OgTautVisNDQ0MDAxQWFjoNmfa2trKJ59+zpL8RWRkZASV1KUKQ38WRAVBID4+no6ODhITE5k5c6Zs+2uxWOS8cKDt5TxBSg3MmjWLtLQ0AO6/+3bKysqYOXPmmNGdY7ojNzcXi8Uim48NDw+TmJhIamoqycnJMim0trbKi9XSb9Pb28s/HnkC0W7j2r9e7rUp91gYGBiQnRfh9+bXqampZGdny9u5W2yVnppiYmLkpybpOF1dXVx3xz8Iy17GZ/+7lXdef8njb6HVaqmsrAxK9ydXaDQa/nbtVU6v2Ww2IiMj+eulFzFjxgynBXlfr8O2tjauu+VOTCYTd99yg1MqKZRSSX+u5z3Ndhd2MakPDQ1RUlLCjBkz5HTLeMg5kKbVAGVlZcTHx7N8+XKPF8y1N91OR0QWb3z0GffddLVfjZE//fQzHvzncyxbtIB77rxNloqNp+WcVOATHx/P3LlzZd+U6dOny26Bzc3NDA4OykU4KSkp44qepPSHqz47OjraozHZWNBoNE4l3lLrs9raWvmJTRTFUT7o737wIZu67CCoeOvd97j4gvMDOv8HH33EI8++Qkp8HE8/ej8JCQls3bp1TJ2961PT0NCQbJwGI4vEdrsduyii0URgtXq+pqXPu3Tp0qA18fYGURSpqKggPDyc2bNnI4qi07UoVSyP5TL5xVdf0RWZTXhyDO//9xOuvXKt/N7Obr7hCXuaQyPswvRLR0eHbPvqGN0FSs6BpF/0ej39/f3MmDFjTI8Ts8WCOj4KEyPE60+k/tizLxG71x/5+bePqKysJC8vb1yELhX4eHIgdG0vJxXh1NXVERERQVpaGqmpqX4RSFdXF/X19SFNfzjarUp+HZJR2qZNm+Snj7i4OLKmTcPe8z0IKqZnFgR8zo8++x8ZK0+jt+JXNm3aRGJiot+LsIIgEBcXJxt6SYut3d3dnHLUamobWzjhysvcKkI6Ojrk4rCd4ZYpCRGkhWHHa8+bP40oimi1WuLj4+XfP3/RIv79wecYESg88txR55kIlapKpL6TUF1dTX9/v9tURzBa2vkCqaAoKSnJpxv43ttv4r0PP2b5sReQnZ09ykPDG5bl5/Hdho+JxsS0adMC7iEKv0fLCxYskAtrvMGxCGfOnDno9Xq6u7vZtm2b7DEiEaWncTQ2Nso2vaF0c5QgadAdbQYsFgu9vb00NTUxODhITvZ0rr/gdOLj49lrHE0ijltzKI889RJJ8SN510AXKB3huNi6aNEi+eljw4YNREREyJr43t5eWSYZqupLR9jtdqfv1RPcecW/+PKrvPb+OtISYnnyoftITExk6dKlvPzkA1it1lHy2VDl1P097vDwcMA2DpMVu4TUU1NTmTlzplsSCbT7ka+kLooiTU1NdHR0sGLFCurr633ab9asWVyz4/Gyu7vbrwnk9ptu4LvvvpMrGAMl9M7OThoaGsYVLUdHR5OTk0NOTo5MlI2NjQwNDZGYmCjLDsPCwhBFkcrKSqxWK8uWLdspagZPGnSNRkNGRoa8nqHT6QgPD6e3t5etW7fKi63+pi+OO/poVixdSmNj45gL5IHAtdmDwWCgu7ubzZs3YzabyczMZHBw0OtiazBgs9koLi4mLS1tzPoFvV5PZ2enbIkB8MV3PzL9kLPp3PgptbW1FBQUyEGBdHzHXLw7x9S2tja6u7tZvHhxwJ/VX1Lf0/qTwi4i9aSkJI/pi1BG6lJrM1EU5abUgZzPX/WLRqMhLy8PvV4fUFNoqbuTVqsNarTsSpT9/f2yJj4qKkrWxefl5YXMlMsRvmrQVSoVSUlJJCUlyU8fPT09bNu2DavV6tcicXd3N62trU4Vw6FEZGQkJpOJhIQE5s2bh1arlRdbY2Nj/TJO8xVWq5Xi4mKmTp06yjvJ1RJgeHiYcy9eS9egiYMKF3PzDdcCcMpxR/P4888xI3uk3Vx4eLhXr3hXUq+vr+fia27Cponh2FUFXHpRYGsg/pL60NDQHtXKDnZhTt0Txtu4whMkm1TXgqLxyBOHh4cJCwsbkwykUuyuri6ioqL8UmpIla0qlSqoFraucIwojUYjW7dulTsQbdy4MWTVoRLGo0GPjo4mOzub7OxseZG4paWFgYEB4uPjPbbFk1Q1OyutJC1QCoIgT5Tp6emkp6cjiqLsb79161YgOBW5FouFrVu3EhMTQ2VlJeHh4fL1V1JSwjW33IVaHcaj997J7NmzaWlpoWvYSvahZ/P9Z0/Jx/nDSSdw9FFHEhER4XTvwOhc/ODg4IiL6A7Bg0qloqGhAVtMOvEzl1K6vTSgzyKdw597QInUJwAkl8ZA9vOUtvFWUBTIJBIWFkZxcTGXXnsz4Ro1T9x/t0f3N2lBNCkpiblz58qugdKCZVpamkddvtlsprS0VH5k3hnRslSV6ljN6FodKlW1+muGBSOR4N/vf4i2ji6uu+IS5s+fH1QNurtFYqktnqNTY1dXF1qtdpSqJlSQdO/R0dFuU4+SRFUyTpO+87q6Oo9ST3cwm8189N//otFoOPSQQygrKyMzM5Mrrr8JnTqZBOurvPHis2g0Gj798ms0c1dhMQ7z7fc/MHv2bGbNmkXhvBx+++hRzj/zdKdjjxW8qFQjfu2VlZUsXrwYjUYjR/ErVqxg+dff0djwMxdcdkHA32MgOXVloXQXQ9KN+wtPEfdYBUWBNJ9WqVT88OsGovNWY9D18tNPP7sldUeFi0qlcrtgWVpaiiiKo6IyqbLQUQ8eakgOhK5Vqa7Voa5mWJKaxpdo94cffuCXuj5ipi3gmZf+xdWXX0xbW1tIeqU6LhJL/Vq7u7vZtGkTNpuNadOmyfns8UyYNpuNu+97gJ/Wb+KcP53MKX/8w6j3S0pKSE5O9rlJtOt37ir19KRgev3fb/Lql5uwW0xUVVVx9llnERERQY92gCmrjqHz+9cxGo1oNBoOWrkvX939ICoV7HPBLcDIpHjf3bf73UUMYHBwkLKyMubNm8e3337r1D4vPDycv99+i5yykaJ4iaBdgwNRFOV+tY7jCITUlfTLTkAo0i+u+4miSE1NDQMDAxQVFXlUFwRa8r9v4XIq3nyfcI2a/fY7bdQ2YylcHBcsHSNhqZ/i4OAg+fn5QfPrHgttbW20tLSM6UAo+alLnYeGhobo7u6WvdYlsvH0yJudnY1qoAO9aYiUpbNlVc3OiJYjIiIYGBggIyOD3NxctFotbW1tbN++XbZcCKRfa319Pd9u2sb0Q8/nmZefdCJ1q9XK1q1bmTp1qqt9q89wXWyVAoK77/0H5VV1/PmPx3HQQQeRkJCA0WRCDAvHoDeQnJwiP5muPf9MPvz0K9aef6ZMckVFRbzz6rNuLQH8JXSpGnbJkiW88q/XeeuHMkTTEACrV6/22PFJuvck/bl03htvvZNfNhdz5MGruO6qK+TzBLJQqkTquxiBRkyO+0kVgbGxsV4LigDZrtQfqFQqFixYwMdvnYhKpRoVLfnaFFqCY1TW3NxMc3MziYmJbNu2zcnfJRSyN8nieHBwUG4y4Ssc9dkzZ86UW+JVVVXJnuVSmkb6DRYuXMjTD9zJli1bWLhwIQsXLtwpaSVHq15JzueYzx4YGPDYr3UsTJ06ldRoNc3fvMZeK5bKr0vGcP60u/MF0dHR6PV6fi6rI37RgTz/2lvMnTuX7du3s2RRHrU1tWStyOdPp/8ebBx/7LEc78ZdMBiWADqdbuTcO6phB4aGCItJxMZIOs8V7iSTjgTf0dHBbyUVzDv1b3zy77tZe8mF8j3mb/MNpfhoN4BjhyJPXZIc4Zp+2bhxI9XV1Rx66KEeFzSlpwLXG348BUXSk4Ver2evvfaSJYUDAwM0Nzfz66+/kpmZyZQpU7xK94aGhigtLWXu3Llj6u8dm0wsWbJk3OTq2iDanflYYmIig4ODFBQUhLTVnSOkxcLMzEy314QgCB77tfrSUCMmJoYXn3qMlpYWOQ1nNBopLi5m9uzZIXHMTE5ORmM3MVhXzKJZM8jLy2NoaIitW7dyzllnyGsj0lNVqBa4u7u7+fbbb1m9erV8P/zl7DPhpVeIj83iiCOO8Lq/42KrRqPBbrczZcoUFs3OpuStf7CyaLn8NC0IAjabzS9vKKPRuFNUTRMJgmtzYxd4fTNQ2O12r1YAP//8M/vuu6/fx/3+++8JCwsbs0uSI3p6eujt7WXevHnU19dzztrrIW0Wc6ONPLOja5ErbDYbGzZsYO+995ZfGw+hS26AMTExzJo1y2nf4eFhzrvkCjp0elYtz+PcM/8s6+RdjbBEUeS8iy+naUggzqbj9Ree9rjwKHnupKSkjDT2CCG5SpNTR0cHra2tMvkHw+1wLEjkOnPmzIDWJqTJqbu7G51O55PsUFoPmT9/vk8FYmOhv7+fjRs3snDhQqdJqaGhgdraWvbaay9EUaSsrMzJDEzqUtXT0yPbH6empsp1COOFVqvlkiuuon3QxvTkaJ7/56NBWxex2Wz09PSQkpIi31cAdXV18ufw5Sl45cqVbNmyJdjXd+gjkXFgt4jUpYIik8nEqlWr/JrJHXPxJpMJUaUmMj6VIV2lx31cF2UDIXRRFDEYDKhUKkpKSsjKynIbRba0tNA5ZCH38PP4+ZMnuf3mv5GdnT3KCEvSbdc2NJF52Hm0ffs6/f39bknTYDBQUlJCbm5uUNMCniAIAhqNBq1WKz+iS26HoTQfk55afK2+dQd3Hi+Oawiu/VqlxcJg2QOLosgV191IqymKiOGXeOOFp+R1Fsm3X5KD5ufnO61lOHapcrQ/rqmpITIyUp6cAolktVot27Zto6mti7l/vJa6j/9JT0+PT0/Hrp/v43Xr6Ozs5g8nnSD/TmFhYaOuze7ubgYGBsjNzXWyLwgLC3NrQhbIYu/ugAlJ6oIg+KxHdSwoio6O9jtScCToefPmsfaskykpr+DPl17rdXwSAin51+v1XH719VTU1LN6/yKuuOxSjz09Z82aRcG8bH774GEniZmrEZZWq6W7u5ujVq/i2x/f4NiD93P72C8taC1cuBCTycQtd/yduNgYLr3o/JBFze6MwCS3Q1fzsYSEBFlXHgzzsfHY2LrCdQ1BioRramowGAwj+eSBAZYsWRJUxUVLWwfJ+55Mz28fygZtEiR3x7HkoI72x4BsfyzZRUgpJm9KoJKSEnp6eli4cCENDQ0UFBRw9p9P5t/vPMoRB+wXUBeqX375hYdf/QBVQgbN7U9xu4deq729vdTV1ckqKW+FT445+z2R2Cec+gV+15yPRdCuBUXr16/HZrP5tZDiGKkLgsAJxx/HCccf59O+/i6ISqisrKS6a5jUA89k4+Z3vTZpVqvV/OPuO7xenI437Lx587hwaIiuri62bt3qFGkODQ1RW1srR8v33P8Qv3bYsAw1MuvTTznxxBN9/gy+YiwNuquuXJLuOZqPedPyu4NEtKH2XneMhCVf+8TERDmV5kvf07EgCAK3XLOWf739AcefepyTgqa3t1f+nP5G2zExMcTExJCTkyNPrK2trR6VQMXFxfz11vuwRsSzfHo89919JxEREZx75hmce+YZAX8++YlXUGG3uZcW9/X1yZ9T+i49FT45mpA5Lr7uSZiQkbovskZ3BUXSfv6QeiAVpfD7uoCjDEt63RvBi6JIREQEsfZBtD+9yenHH+nT+XyNNhyjSWnRT0oXGI1GsrKysFqtiKJIWmoKls01YNaHZDGvtbXVLw26IAhO5f9SNFlWVuZ2DcEd2tvbaWlpGXXOzs5OfvnlFxYvXhxw301PkBpSSw3S3fU9HU916KpVq1i1apXTa1IRWzDcHV0nVlclUEpKCs3NzVgjExASM0HQj6vxtiP2228/LuvpoaOrm1P+cNKo96XaCV+ktq6SyRdeeMFvZdvugElJ6u3t7bINrGMOMdDqUH/2kfLnKSkprF+/XjbBio+P59a77uGn9Zs445QTOe/ss0bta7fbqaioQBRF3n3jVYaGhkLeSzQiIgKDwUBcXBwFBQX09fXJBl57FSwnKT6WKVOmsN9++wXtnI4yyfFo0B2jSXfNNKRoUrqZGxsb6e3tHXVOURRZe+2N9ERkoPnXf3jzxaeDIuWDkYmro6OD5cuXy8GEu76nwezX2tnZSVNTU1CaYLtCEAQqKyt55OkXyZs3mysuvYj+/n6SkpJYmKrBaG7jjNPOC8ha12q18uuvv5KcnMzChQvl851w/PFut9dqtT4RuitUKhVvvPEGH3/8MVu2bPFrjLsDJiSpe7IKEEWR6upqhoaG3BYUhZrUHRdE58yZw+zZs2UTrO+++45vNpQy+9i1vPrmI5x71plOEZmkNpGqCgVBCLnUylFVs2jRIgRBGGXgFR4eTl9fn2xHMF4zKWniEgQhKDJJCe6aaUjmY9HR0TLJuPPHEUURbb+OuKX7oesckY0Gg9QbGxvp6+sbsyG1L/1aU1NT2bp1Kw888SzzZs3g5huucUtkbW1ttLW1hdSu9+GnXsAycyVfb/2Bw7dvJycnB41GwyMP/EN+elq/fr3sY5SamuoT6T77wku8++1mMA7w0G3XsmTJEo/b9vf3y2sF/j4VvPXWW7z++uusW7cu6F2kJgMmZE7dnVWAY0HRsmXLPPbwDIXjoslkkjW0jguigiDIlX7Z2dm8+99Pqfv4afJm5rB582bS09NJS0uTfaxnzpxJenq6X+MLFJKF7dSpU8nKyhr1vmOVoquqw1PxjWTJmp2d7ZbE3PmgjxcDAwN8+eWXZGdnU1hYOGrsNpuN0tJSLBaL3EzDsapVUkXcffN1vPnefznw/DMCWtCDkcnh9X+/Sen2Klav3IepU6eyZMkSvyJWT/1aS0tLufMfjyDOP4Qft69n06ZNo2S9LS0tdHV1BdWvZmBggIGBATIzM+Xfa8HcWXxX+hMa0wDh4eFymkej0RAZGSmPXapsldJjUs9WTyqm+qYWIqbNw9jdQHt7u0dS7+/vp6KiIqC1gvfff58XXniBdevW7XFFRxJ2iU4dRkjH07mrq6tJSEiQCVAqKMrNzfV6Q1ZUVMjVl/7Amy7+n888x+vvfMjy/IX8467bveYvTSYTnZ2dZGVlYTKZ6O7upq2tjeHhYaZNm0ZWVpbXfHCwIOmk/e3gI0Eqvunu7pYbLMfExPDX62+ma9DEqhV53Hbj9U77SJOIpwKfQHH9zbezvkUP/S08+febWLBggfyeROgJCQnyJCKlOrq7uzEYDHKqIxDzMVeUlpay9vYHUWUuJqZ9Mx/857Wg/pb3PvAQ634qBr2Way45jzlz5sgmXi0tLWi1WhYvXhw0Qm9ra+P8tdegt4icffIx/N+OClSpWCsiIgKTycTSpUvHfHqzWCyynl9S6Li6Y9bX1/PA40+RkZbK1Vdc5nYRW6pODYTQP/74Yx555BHWrVvnVXwQBExoOc2ET79IHYp8KSgK1DfGE0RR5N/vfsicP15LySfP0NLS4rXtXUREhNyoOCoqCo1Gg0qloqioiKGhIerq6mSXw/T0dKfy+WBBq9XK31egsjrHylBJGbFx40bqO/uZfsgZfPu/F5w8OHz1QQ8E/QMDRCROwzTU49RtymKxUFxcTEZGhtOTiGOqw2azodVqZfOx8fqVx8bGYhrUIvQ0sSg3+AVb1/x1LYevLiEjI4MpU6bISqDy8nIEQWDGjBlYLJagkfr27dsxxWSQNm8vvvv5V5nUNRoN2dnZNDU1+UTo0j6Oi62VlZWsW7eOzMxM+TtPT0/nyYf+4fEYjnYD/hL6559/zoMPPsgnn3wSakKf8JiQkXpTU9PIyUWRjo4On/NqdXV1REVFjfl4XVFRwU133UdSQgL33nEzlZWVoyJ1KX9+173389XPG5kxNY2nH3vQp3GIokhtbS1DQ0MsWrTIKffpWqEYrKbQMOKZ0dTURH5+ftDz9VarlZtuv4ufftvECWsOZd+9i4iKiiImJoauri4WLVoUEvOxxsZGXn79TWbPyOb0U09FEARMJhNbt25lxowZPqezJL/y7u5uent7/fZ3kZ4KOjs7MZlMHHDAAUFbbPU25pqaGkwmEzNmzJCrQ31tQzgWdDodV1x7I02tbdx89eUceOCBwMh11NLSwtKlSwPK2xuNRk454zz0cdNJMLbz8jNPyBOU0Wh0qmyVnp4GBgYoLy9nyZIlfstQv/76a26//XbWrVu3s9KbEzpS32WkbrFYPOaym5ubaWlpIS4ujoULF/r82NzQ0IBarXabQ3bE3269k2J9IvreNi5Zs4Jp06Y5kbqjwZAgCHR2dvoc3dlsNrZt20ZkZCRz5szxesM5NoXu7e0lMjKS9PR0v7XNUmek/v5+Fi9eHNJ+l9KagiiKtLa2UltbS2RkpOzQKMn2QgUptTRv3rxxRWSOKSaTySSTpLviG6lz0JQpU8a8toIFKdoVRZH58+ePWnTv7e2lp6fH54Kt997/gBffeJuVexdwzV/XOt1TjjUQ7e3ttLa2BkzoMPK0eOIZ55O694n0/vw2n7z7hhxkSE9PPT09aLVaoqOjiY2NlXu1+kvo33//PTfeeCPr1q0jIyMjoPEGAIXU3cETqZtMJtavX090dPSYDouuaGlpwWazjelZ/e577/P4q++gslt49O6bGRwclEl9PE2hTSYTJSUlHhcnx8Lw8DBdXV309PQgCIJMkt4iSUltAjB//vyd0kcUftegL1myhPDwcLm6sru7G6PR6JUkA4VUDRusEnwJNpuN3t5euQzd0RnTbrdTXFzM9OnTdxppiKLI9u3bUavVfgUGfX19cmcjR9M3URRZffSJZB1xIS3fvMYLD97BjBkzRh2rra2N9vb2MdU8vuDjdZ/w6VffceIxh7P64IM9jr27u5vt27cTGRmJIAh+PYH8/PPPXHPNNXz88ccB2xoHCIXU3cEdqet0OsrKypg6dSoWi4V58+b5dcy2tjb5UdUbJGlkdHQ0WVlZ/Pzzz+yzzz4AARO65IoXrLyytNDquFjp6o8iKYIcZZKhhiiK1NfXMzAw4HHRzpUkg5Fi6u3tpbq6OqDHc38gFd9I373BYGDq1KnMmDEjaCkt6fpLTEwclS4Yq0PSWJD6tfb09Dj56txxz/1sre8gWWPj5WeeGPU0Jent/SV0i8XCe+9/gMls5uQ/nOTXdyT55EgVzq5PINJ1k5ycPOqpYcOGDaxdu5aPPvpIXsfaiVBI3R2sVqvToqZjQZHJZKK9vV0uUPAVXV1d6HQ65syZ49d+v/32myyT9JfM4fey9MWLF4ck9SAtVkrKAqmbT1NTEzk5OTstgnTUoLumBDzBNcUUEREhp5h81R9LFZuOZeKhhrT4m5ubi9lspru72++m1p7w4iuv8tpHXxEuWnj6oXtkf3e73U5paSnx8fFjBia+QLpuJCfSvr4+Fi1aRG5urhNJSlLJJUuW+D3pvvPeezzxztcIag2nH7iEv5xzlk/7SWZrriZkEhxbEfb29qJWqzGZTMTHx2OxWLj44ov54IMPgvI9BYAJTeq7XP3irqDIlfB9RSAl/1JTaKlqzt8btampia6urpC0Y5PgWMZtt9tpa2ujsrIStVpNd3c3MFKGHspceiAadJ1Oh1qtdmrjJ5XPe2rj54rm5mb5+w3l53OERDiOBmSOTa0dzcekSNIfMly/pZSk/EPQ1RdTXV0tuw6WlJTIVsiBYmBggH+98W9ioqM5/dRT3PZr3bRpk9yv1WKxyCZkgTxFiaIIggCC720hxyJ0GN2K0Gg08tlnn3HTTTdRVVXF8ccfT319PZmZmTttop8s2KWkLqUP4uLinAqKAm0+HWjJ/4wZM2hpaaGqqoqkpCRZbugtP22326mqqsJqtbJ8+fKdlsvu6+ujpaWFwsJCoqOjZUVHY2MjGo1GzsMHU/0SiAb9hx9+4Lb7HyNCreaxf9wpN4+QSv+lCNixjZ/03Ut5eKnp8rJly3ba9+vJxhZGT67SE4i0WCxNUGM9gZz7p5O58/5HmZc5lb333lteiM3IyBh3bviFl1/l45I27IZBkhMTOHZHtyN3/VqrqqrQarVERkZSV1cX0BrIccccg8lkxmy2cOrJfxhze2mh29+n2sjISObOnYter+d///sfHR0dvPvuu7z99ts89dRTPh9nT8AuS7/odDo2b97MjBkzRkkQTSYTZWVlrFixwq9jDgwM0NjYyOLFi8fc1t2CqFTC3dXVRX9/P3FxcaSnp4/KBVutVrnoZcaMGTvN2rOlpUWuxHMXnRgMBrq6uuju7sZutzupUQIdY6Aa9Jvv/DulpnSGetv5y4FzOeWUU7xu7yr1tNvtREZGkp+fH3R/E08YT95eegLp6enBbrf7ZD4Gv+vtMzMzA650dcQ/n3mWt3+qQDQNc/3ZJ3jsPNTY2IhWqyU/Px9RFOU0jU6nIy4uTlbTOH73xcXFfPz5lxy8cj95DcofDA8PU1JSEpAdcmVlJWeeeSavv/66T/d3iDGh0y+7jNTb2trQaDRutc1Wq5VNmzax1157+XXM4eFhqqurWbp0qdftfFG4SAtmXV1d9Pb2EhUVJd+k5eXlZGdnjxm1Dg0N8c9nn8disXLJBed5bdQwPDzMfQ89Sp+2n2vWXuKk4JF073q9nry8PJ8ek10rK6WCJ38iMUlt4piG8BUbNmzgb3f+g5ioSB67/26fUwqSpYJGo5F9aTQajZyHD5VfTldXFw0NDUHJ20vmY93d3XIDE3cGXlIP09zc3KDpq41GIx989BHRUVEctWaN22uloaEBnU7H4sWL3frkSC6Njnr+xMRETj7zL4TPOwBDxXe888qzfjUekQg9EOVSbW0tf/rTn3jllVdYtmyZX/uGCAqpu4PNZhvl7yKfVBT55Zdf/G5pZzQa2bZtmxzhDw8P09zczKxZs+SIQ/JZdiXzmpoaurq63BqFwQhBNzc3s3XrVp599d8Igor777zZ69PEq6+9zsv/K0alieD4ZZlcetGFHrf96KOPePjd74lMnkpBkpE7b7kR+F0NERER4SRv+/rrrynZVsEJxx41poRTioK7urpkNUp6errXXLC0+DsetYnZbEalUvmcC5fSEOnp6UyfPl1+XfIYkQpvfI2CfYVkkrVkyZKgPxU4NjCRdNnSQuu2bduYNWuWx164oUB9fT2Dg4MsWrTIp5SWpOdvb2/nqhtvR8gpQN1eynuvv+hz8ZVk8xEIoTc2NnLqqafy/PPPy94/EwATmtR3+UKpOwR6ozrm1A0GA+dcdDmdQxYK5mVz/9/v9NhyrrKykkuvvw17RAJH77eFv152yahjDw0NMTAwwLDeQFhuEWFRsbz46hvYbDY5zeH6SJmclIg4rMWmCiMl2fsj47Rp0xAG2jEZB5ixdH9ghBRLSkqYMmWKE8nV19dz12PPE567jI133MtrL3jPKbq2ZNPpdHR1dVFbWys/gTgWPLW1tdHa2jruxV9/9pUanuTk5IxqYxYdHU1OTo5bC97k5GQnb5e2tjZqa2tZvny5TznbpqYmenp6nEyy+vr6uO7mO+js7uH2G64aV3TozsBLasYdFRXF0NCQXJnrL6QnTl8nTWmNwldCB2fLiBf/+QifffYFucedTXl5uU+2C1L6LhBCb2lp4bTTTuPpp5+eSIQ+4bHLSD0UeWhHUu/o6KBDZyDnsHP47cNHvKZb2trasMekEjM9j5r6Oqf3JF22TqdjxYoVxMbG8tbHd2K12Tn1mstYtmyZvFhmMBhISUkhPT2d+Ph4jlqzhpjoaKxWKwd7KMCQUFBQwON3/Y2BgQH22msv+WaYNWvWqIbJI405wG6xEBbm3/fouGDm2Mxh69atcqMBURTH5YPuL6TPOnfuXJKTk71u666Nn+TtYrPZuP0fj2KPn8rCKR/z+IP3eTyO5Pk+PDw8yq73559/pt4QSdz8g3j1zXeD9sgvCAJhYWGy53tUVBQ9PT1UV1fL5fO+mo91dHRw+TV/o69fxx03XOX1qVb6rAaDQbZg9gZRFOXrIT8/X95+9uzZXHrpbHmbsfq1Sr1wFy5c6Deht7e3c8opp/DYY48FlL/fkzEhI/VAIRESQE5ODqv3WsJ3n/6Tv5xxmtf8+b777suBv26gqbWSyy69QH5d6n+qVqtli9W8vDzeeulprFar/NjsaCDlKHlLTEwkPz/f52YIeXl5wIj16Pbt2z3msnNycrjj6kso217BMWvOGvO4dXV1vPvBf1mav4hDD1ktv+7YzCEnJ4dt27ZhNBoJCwtj48aN8k06Hn+RsSAVoASSt3eNgrdu3YreriI+ezHFGz+kubmZ1NTUUekjURSpqqrCZrOxePHiUZ9t3rx5hGlfR9ffyl6nHjvuzyhByis7flapHZ6UInM0H5MKttxFwevXr0cbOY2EggN556NPPZK6tB5jMpnIy8vz6Xf8eN06Hn75HRDt3HjxmaxevXrUNmP1a42Li0Or1Qb0u3Z2dvLHP/6RBx98cFTHJwVjY5fl1KV2cJ4gVXn6SyaONrrjKfmXUh/p6ekB6YalRg5dXV1otVpiY2PlxT5vEXBnZycNDQ3k5+cHrXLytLP+gi55Aca6jbzw8N2jCjbcWdhK1X1dXV3yYp8vUk9/IDVNDlbRliiKPP3cC/y6qZj/++NxzJ07Vy4actTDV1RUoNFovJbgd3V1MTg4GFBVp4Ti4mIeeOIZcrMyWXvJBVRXV/uk/HBnPialyCTLiMbGRi6+8gYMVhtXX3gWa44c3RZRMgSzWCwsWLDA58/x2JNP8f/tnXdck2f3/z+BsGQJspQhSxRFlgPqrLaidYFbax3V1j7Wtlqf1lG7bOusWnm0rVpHtWqrBAQV6mytrVZFERQRUTYSkrBHSEKS+/eHv+v+hhggCUmIer9fL/9QSO4rMfnc5zrXOZ9zOqsCclkTZg7wxlsL39TodQuFQqSlpcHW1hZCoVCjea3l5eWYPHky1q1bh9GjR2t0XQNi1Dn1DhN1iqJanR947do1DBw4UGMBIaKu7VBo4P9qaf39/XVyiEW+pMTXhXRVOjs70x9yiqJQVFSEiooK9O3bV6cHdvMWLUGpqRvk3Cz8vGNzs/y8OjXoqko9SRSpbUMQqTYJCQnR2bzLllC8QZWXl8PGxga+vr7NRuHpg3c++C949oGofpSGGcP6Yu7cuVrdvMic2fLy8mbmYyYmJhCLxU+l54D/a+qTSqUaCTrwJLWzfst2sNlsfPLRMo2+AyKRCOnp6ejVq9dTKb7y8nIALc9rraysxOTJk/H5559j/Pjxal+zA2BEXeUTtyHqqampLdZjt8bVq1cRERGh8kBUHUitclBQkN4mp5APuUAgoI276urqwGKxEBgYqHOh4XK5OHPuHIJ692524ERy2ZrcvBS9USoqKmBubk4fwqorziUlJSgrK2tWbcLlcpGeno7Q0FCd1GsrI5PJkJGRQU9EItUo1tbWOhnjp4rYnT8g4dJNSKp52Bu7mU6vtQepVErX8yv66ij6o5D0EkVR6Nmzp8H6KJQFXRWk1La8/Ik/fqdOnfDo0SMMGjQIb7zxBlasWIFJkyYZZL3tgBF1lU/chqinpaUhMDBQoxQERVG4evUqevXqBTs7O43FkTT3BAcH6z16JJByL5lMRneEuri4tKthSB3aU4OuCCk3FAgEoCiqVftdYhFMaqRJGkoikWD63IVosPGAbcNj/HZwr05bv8kkHw8Pj2Y3DMXDvvLy8mZVQrpIfQkEAiQnJ2Pw4MEa+xGpg7JDI/n81NTUwMzMDAEBAW1+hnJycvDw4UMMHjxYo7pzZcRiMW7fvq2RJbJcLkdeXh42bNiAS5cuwdPTE4sXL8bYsWOfqoAyMhhRbwmxWNziz8hMT3WjZdLyX1FRgdLSUtTX16s9YYhsVUUikdrNPbqAlPF5enrSzpSkaUVxQpIu7WuB1mvQhUIhdvy4G9U1dfhg8dsaRc3E+EqV/S4AukJFeTdSV1eHibPehNNLU1DxbzxO/vazznZJ5D328fFRmaZQhKQ5BAJBM4dDbcy7iP2BNoOTlZFKpWhoaGizLlwoFCIzMxNisbiZBW9LB91cLhfz3v0QcofuCLCV4YfYLVqtTxtBJ9TX12P69OlYuHAhBgwYgFOnTiElJQWJiYl6H0LSDhhRb4nWRP3evXtwd3dvM3qoqqoCJ+EEXJ2dMWbM6P9f7vek5Z803NTU1NAzT5XzqOSQ0MbGBn5+fgbbqhJTo549e6os41NuGGpp/ZpCatBbSm0lJSVhe/xfMLNzxpBupvj8kxVaXUfZflcmk8HOzq7Fm+aZc+dw+uxFTBwzClGjXtXqmso0NjYiIyNDrVJJZZSdMTUx79Klq2RNTQ0WL/sYpfwKLJozHa/PVG23QDzYzczM4O/v32z99fX1Ktefk5OD/6z+BnaBw2Ca/w/ij/ys8fokEglu376NHj16aPweC4VCTJ8+HXPmzMGbb2p2GNvBGLWod2hJI5mgowp1zbm2bN+JK0VCyKsvoUsXR0RGRgIAXTfr5OQEiqJQXV0NLpeLCxcuoHv37vQu4N69e/Dw8NDpsOS2qKysRE5OTquVEMoNQ6SS5uHDh7C2tqYradQ9qFT0QW+tBt3JyQmshgpIm0ToGq59w4epqSl9E8rIyKDTSTdu3FCZxx4TFYUxUVFaX08Z4m8fGBioVcSnbN5VXV1N9yOoatgikMlBYWFhOsnRZ2dnQ9BkAY9RC5CYckKlqFMUhaysLFhYWNCBiZmZGdzc3ODm5kavn+weLC0t4ezsDC8vL7w1bRxuZmRi3ooPNV4bEXR/f3+NBV0kEuH111/HjBkzMH/+fI2v3RILFizA6dOn4eLigszMzGY/27p1Kz766CMIBAKDdvEaGqOtU29L1Em6pUkqBcvEFGC1bLvLYrHg4OCAH/bsw8XUTFizJPhk+fsQCoV0PrmpqanZl1AqlaKwsBBdu3ZVa4alupBIOSwsTO1tOVm/g4MDnQfm8/koLCxU66BS0Qc9ODi41Uh/0KBB2GRujrq6unbXCJPKGsVctnLTCrl5ubi46MzXhTgtamMcpQoTExM4OjrC0dGxWTVHRkYGWCwWPVSZ1Jkrdqe2l8DAQLiaS1Byfh8WzVEt6Pfu3YOVlVWL5ZeK6wf+76A+MzMTPfx88VLEQDp4UHenqijomg6FEYvFmDNnDiZMmIBFixbpdHc8f/58vPfee5g7d26zfy8uLsa5c+c6YqCGwenQ9Etrw6fz8/NhYWGhMoImgk5SLMc48ejm5oqY6OhWPyATZ8yBbeQMlPzDwduTXsXkyZMhl8vpPCqJLl1cXPDNxm9x5U4O3Owssff77W2OlCsqKoKrq2uLB2ykq6+urq7FiUHaoOqg0sXFhV6vqhp0Q0BSH21V1pA8Np/P14mvC9kF6XtCEoFMqCoqKoJIJIKHh4fOz0GkUind0KOI4pQkPz8/rZ5buRqlJfMx5cekp6fD19dX44hXIpFg/vz5GDp0KJYvX66Xz2NBQQHGjx/fLFKfOnUqPvvsM0RHR9ONde2ASb+0hDbpF0VBJ1HSkv+8o+IZnubtuTOx7fuf4OfpjsmTJ9PCZ2NjAx8fH9q69u7duzj352X4xCzD40tHweVyW/3SrNu0BX+m3oGLrSX2/RD7VOUH6Uw1MzNDSEiITj/Iir4oRGAePHgAiUQCBwcHVFRUwMvLy6AzHMl5Qe/evdtMfVhaWsLT0xOenp5t+rq0hUAgQH5+vka7oPZiYWGBpqYmWFtbY8CAAaiqqsLjx49x//59tYzT1IHNZqsU9MzMTNja2qo1/efatWs4HHcCQyL6Y8a0qfRn0NzcnO6IVjQfy8nJUZkmI5VE2gi6VCrFW2+9hYiICL0JuiqSkpLg7u6OkJAQg1yvozHq9Ityx2l7OkTlcjl8vb3x/Zb1LQ5otrKyogXyP2/Owb7D3yOwhy94PB4AwNXVVWWp4eVrqfAasxhFFw+huLgYvXr1on/W1NSEO3fu0DnMrKws7PzpZ/j7eOGDd/+j02k+FhYWtPlSbW0tMjIyYGlpiaKiItTX16tVCaQpUqkUjx49gru7O2xtbWmLg9am2rSEsq9LZWUlysrK8ODBgxa97QlcLhclJSUa5bLLysqw+budYJuxsWr5BxrnhUkLPqkbNzc3R2BgIFxcXJqVGyrmsRUbzrSFjL0juy91+GLDVtj2m4g9R09gUGSEyjSEsu0CSZOlp6fTKUA+n69VU55UKsU777yDoKAgrFq1ymCCLhQKsX79epw7d84g1zMGjFbU2Ww2RCIR/ff2dIgSYXVycoKXl5daH6g3583Bm/Pm0I9XnNCjaNrFYrHw5qyp2P3zdkT0C20W0RNDIx8fH9ove9v3e8C364UH/2bgpQGpejErIjXoISEhsLOzowWSuAPqKoIEgC++2YB/M3PRxYqFLd98ibKyMoSFhbU7P6580E287fPy8p7qyC0uLoZAIEBYWJhGN8lfj3OQWW8JmUSMU6eTMW/uHLUfq+gfczzxFG4/FsKk9jD2bt9IDwFXNcYvIyMDAFqt528NIuidO3du03JZkW5uriguuAsLU0qtcwZlb5f6+nqkp6fDzMwMubm5qKqqostV2/o+ymQyvP/++/Dx8cEXX3xhMEEHnnix5+fn01F6SUkJwsPDcePGDYPN9jU0HZ5+aQlTU1NaxFvyQFcH0jXp6+ur9SACxQhS2bTLwcEBY6JGYca0qc0EkhzWKacgvDy6If/ePZiIqtWqm/7t+HGwWCzMmDZNLaFUrEEn6SVlgVS23iWVNNpUa1y/lQ7PMf9B3tkDuHXrFiZMmKDzzkwWiwV7e3vY29vTApmfn4+srCxYWlqCzWajb9++Gu96unt5oOlyGliUDJ4eI9R+HEVRyM7OhomJCQIDA1HGL4d1txA0NFahqqpKpdiqGuNHeiNImsnOzg4ikahFoScDRBwdHTU+8Nu64SvcuHEDgYGBWpV33r9/HwEBAXBxcaHLbUmQ0JpthFwux4cffggnJyd88803BhV0AOjbty/4fD79d29vb13k1I2aDj0obW3AdFVVFbhcLnr27Km1oFdVVSE7O7vdXZMtoeyJQiJguVxORwfKh3VisRhXr16Fu7s7AgICWn3+Q4cP48C5WwAFLBgzAHNmv97q77dVg64MqeQgnihsNps+aFU3J32cE4/v9x5C7x6+iN26ySBDgB89eoT3V3yKmnoh5k+bgNfGjKF9UchBqzoNQxRF4ebNm2Cz2QgNDVXr80XORywtLenywaysLPx06CiCegVgwbw5Gn1OiUAWFxdj7YYt4AoqMXvKBCxZ/E4zgSSDqZ2cnJp59+gbqVSK27dvw8vLS2WXp+KkJMXPUFNTE3x8fLBixQqYmpoiNjbWIHNmZ82ahUuXLqG8vByurq5Yu3YtFi5cSP9cR6LOHJRqg6mpKcRiMWQyGd1QpAmlpaV0jlVfI9CUc5A1NTV49OgRamtr4ejoSLdrK345LSwsMGKEelEhi2UCUBQgl7f6hVBsv9fEB13RetfX1xeNjY0QCAS4e/dumy3/5LqhwX3x/ZZ16N27t8GGQ6enp6Pezht2fh7IK+bSB62k4UbR+tjFxaXFSg4Wi6XR8AVyOEneL0Lv3r3x3cZvtHotpKSzrKwM9SbW6DFlHhJ//xERA/rBwsKCbhjKzs6Gi4sLPDw8tLqONkilUqSnp7co6EDzXZSfnx9EIhEKCwuxePFi8Hg8ODg44PvvvzfYmn/99ddWf15QUGCYhXQgRinqFEXBwsKCblZRt92fPDY3NxcNDQ3o16+fwVr+gSedhJaWlggLC4NQKKQ7C83NzZ9yZVQHxZTO1MmqTY5IKoCiKDg5OeH69esIDw/X6kZmZWUFLy8veHl50S3/JEWgHAGTiNXc3Fxtn25dIJfL0blzZ9jU5EFWlYtpn6+if6aqYYjP59OVHOSgVZv0ECkNdXBw0CiXrS6+vr5wt2Wj6NxeTI8eh8jISPozdP36dZiZmaGpqQn19fWt+gKRnLuTk1O7Kp6IoHt4eGjkw2JpaYmAgAAMHz4cpaWliI6Oxu7du7Fo0SLEx8e3uTtlaD8dmn5RNadUscLFxMSEPuTj8Xiora1tNfqSyWR0I4a/v7/BhEYmkyEzMxPW1tYqrQZIioPUwuuq2YYIjZ2dHWxtbTHvPx9AYtUFoZ4O2LLh63Y9tyLKLfOdO3dGbW0tXFxc1Cqn0xWKTouenp5qj3JTbNiqqKigUwTOzs5q/R+Q6+o7UpZKpaipqYGjoyNYLBZkMhnS09PRtWtXODk50fbBxBdIVbnnrj17EXfhKkybhPhxyzqt6tfJdbt166axYyZFUdi4cSPy8/Nx8OBBOiiRyWRgsVgG283pGaNOvxiVqLd1IEqiLx6P1yyH3aVLF7rCpVu3bgatySZdk+peVyQS0QIvk8noCF7TKghlH/SsrCy89/lmOIWPgSgjGSeP/aLtS2oVsViMW7duwdzcHE1NTW2WGuqKpqYm+n1ur6UDSTOR/wPSEaoqAiYRqy6uqwlkCLcqYSWBjkAgQHV1NT2ApUuXLvjg40/Ate2JuoJMrJ43XuXUotZor6Bv27YNd+/exdGjR3Varquq/f/jjz/GqVOnYG5uDj8/Pxw4cKBdTpMawIh6SxBRV24oUifCJjlsHo+H8vJySCQSeHl5wdvb22ApFzJMo0ePHhq3SgP/52rI5/MhkUhocWmrm1JVt6ZcLseOH3fjZvpd/Gf+bAwePFjr19USIpEIGRkZ8PX1pdvKSalhRUUF7Yni7OysMsVBURTi4hNQVPIYb8ycrnZJGelg9Pb21rqCqSWamppogW9sbGwWAauTU9YH5Lru7u5tCqviAJaKigoUFBTgaMJp+Hp74ZvPP9EoWCA7Ejc3N41vYBRFYefOnbh27RqOHTum8wPzy5cvw8bGBnPnzqVF/dy5cxg5ciTYbDZWrlwJANi0qeW5tDqEEfWWkMvlkEgkGgu6IgKBAI8ePYKvry9qa2tpcSERsC6jBUXIKDZdDdOQSqUoLy+nx8eRWnjldnNd+aBrCrmBtTYAgTSrtJRmunbtGj7ZthdsZ28E20uwZf1XbV6X3MC0vXFqAqlEIRGwRCKBh4cHfHx8DBYokGoTT09PreqolXch5HPUVqBABN3V1VXjnS5FUdizZw8uXryI+Ph4vXXzqmr/J5w4cQIcDgdHjhzRy7WVMGpR79CD0vr6elrINRV0iqLoppN+/frB3Nwcrq6u8Pf3p/OnJE3g6uraYvSoDVwuF8XFxQgNDdVZZQ2bzaZd9Yi4kHZzco4gl8uRm5vbrAZdW65evYpNsT/C36c7vv78k1afT12DLFJJ4+PjQ3u63Lt3DzKZDM7Ozk92ZbImSEVCWDi3vX5yI9HWaVFTyI3I1tYW6enp8PHxgVgsRmpqKiwtLel6fn2VbZIW/PbsDBQPu5VtF1rydSHlki4uLloJ+oEDB3D27FkkJiYazJ5Bmf3792PGDNW2xC8aHSrq+/btw88//4yoqChER0cjNDRUrYMUuVyOBw8eQC6XIywsrNljFDvh/Pz86EPK27dvg81m0xG8Nh8+UjpYXV2N8PBwve0CFG13yTlCfn4+qqufNCzV19fDwsKiXdHj7oO/wjx4LDLuX8WtW7cwdOhQlb9HxvuFhoZqZJCl7OkiEAhgY2ODqSMHolEkxozp01p1BSQ7El05LaoL2RkoDnwg9fznz59H3Mnf0a9vIKZOmQwXFxetTMMKCwuRl5eHgQMH0umRpqYm3L59W6cpJmXbBVW+Lo6OjsjKyoKzs7NWh8CHDx9GYmIiTp48qbfS4bZYt24d2Gw2Zs+e3SHXNzY6NP0CPJl6k5KSgvj4eGRnZ2PkyJGIjo7GgAEDVAp8U1MTXVqmqesgMezi8/lgsVi0I6M6H0a5XI779+/DxMQEPXv2NNgpvmINelBQEH2TUkwzadMNuvPH3Thx8V+YU2Ls/d8WlRGa4o5EV9Ep6cjl8/kt1pKT1FZwcLBObI9JVRQpd2yJhoYG3LlzR6URGUVRGB09Dbb9JqLi1mls/WIlWCwWPSHJxcWlxQlDivB4PMxbvAxSG1eEdLPB1o3f0GcG6kxnUoTP54PNZmvlWVNfXw8ej4fi4mKYm5vD09NT4zF+x44dw8GDB5GcnKzVQG1NUZV++fnnn7F7925cvHhRpxbZbWDU6ZcOF3VFGhsbcfbsWXA4HKSnp2PYsGGIiYnBSy+9BFNTUzx8+BBlZWUICAho98GVWCymBV4ulz9lWauIVCql27OJr4chUKxBVzYhI9EjOSg2MzOjb1LqdpNmZ2fT9efKFBUVoby8HMHBwXrbkSjWkldVVcHGxgZWVlYoLy/XaWpra+wOpFxJh7lMiH07tqo8BCTOkkFBQU85IgJP3q85C/8DnmkXmFXm4+i+H+nDVHKTqq+vb9O69t69e3j/i2/hEPwKqOyL+O3nPVoJ+qVLl/D1dz/C1ISFbV9/iqCgII3eE0XLARcXF43H+CUkJGD37t1ISUlR+X7pA2VRP3PmDJYvX46//vpLo/dOBzCirg1isRjnz58Hh8PBzZs30atXL9y6dQsHDhzAwIEDdXotUoXC4/EglUqbVaGQig9vb2+DVkAo1qD7+Pi0eSMRCoV0qSTZhWgzQJk0bwmFQgQFBRl8R0IiR2XTrvbwxlvvQuwzFFVZ/+CrJbMxaNCgZj8nqZ62nCXLy8tx7do19OnTR2V9vmKKg9ykSKkhuTFSFIVdP+1D2p0svPn6k+YyPz8/jdvWv97wLW7UWENUW4m5g7wx54031H4saVBycHB4ykNGVU8CSdOQz8KpU6cQGxuL5ORkjWeSaouq9v8NGzZALBbTB+iRkZHYtWuXIZbDiHp7+eWXX7B+/XoMHDgQt27dwoABAxATE4Phw4fr/NCKHC7xeDwIhUJIJBL06NED3bp1M1iErmntuzLKgyfILqStLTKZkERSTIqvNzU1FY9ycxE1apReqlBKSkrA4/EQEhICNptNuxq29yYFAP/++y+27NyDnv4++Hz1imY7gJqaGtoqWJfbd+VSQ7KTIuc5YrEY6enpWk0OAoC7d+9i1ZfrYGlhidjN36idD9fE5VFxjN+dO3dw8OBBBAUF4erVqzh79qzeq5GMGEbU28PFixcRGxuLI0eOwNbWFlKpFH///Tfi4uJw+fJlhIaGIiYmBiNHjtTpQQ1x0XN3d0d1dXWrZYa6RN2JQepCDin5fD7d7q8q/0u6YsnQBcWfPXr0CO98/AXQxQe97aXYsXVju9elCDl8Vp4IVVZWhgO/HIWzkyNeHfEyKisr6Z1Ue6YjEciUJF2melpCcUKVTCaDSCSigwVtId9ddd8D4l1jZ2entg+74mMPHDiAPXv2wMrKCjY2NvQ4OkPk040MRtTbg1wuB0VRKis9ZDIZrl69ivj4eFy8eBG9e/dGdHQ0oqKi2hV1lZSUoKysDMHBwfROgJQZ8ng82nKXHPDpSuBJGkCdiUHaoJz/JflUa2tr3L17F66uriojvrt372Lpl1tg2T0ErsJ8HNi1QyfroSgKjx49glgsVmkItuqztUirMoO0ohifvzMDL7/8Mr2TEggEdLu8Njda4o8fGhpq0DI8kUiEtLQ0ODs7o6GhASKRiM5h6zNY0HRSkjKXL1/GmjVrkJycDDc3N3C5XJw+fRpz587tsDLGDoQRdUMgl8uRmpoKDoeDc+fOwd/fHxMnTsSYMWPUPsghItPY2Ig+ffq0WDJIcqc8Hg81NTWwt7eHq6trq3Md24KUDuo6DdASioMz+Hw+vR1XzJ0SKIrCiaQkZD14iDdmTNM4ylMFOahlsVhPpXoI6zZtwcX7PFC1fGxe/d5TjorkRsvn81FbWwt7e3t6+Edr/w98Ph8FBQU6repRB5FIhPT09GYNXKQaSCAQ0K+B5LB11fBEURTtLqmNoF+5cgUrV67EqVOndGrBoar1v7KyEjNmzEBBQQG8vb1x/Phxg+XtNYARdUMjl8uRkZGBuLg4nDlzBh4eHpg4cSLGjh3bYjektmZgFEXRnupVVVWwtbWFq6urRl9KTX3QdQUZINKjRw+YmJiAz+ejsrKSPuBzcnLSSyclGZhsZWWl0gCN0NDQgN9//x0uLi4YOnRoq/8nFEXRlTSVlZW0K6OTk1Oz6p2ysjK6TFPXwzxag6TVWuvIJa9BIBCgoqICnTp1atcAE/KcZDi1ol2wuty4cQPLli3DqVOndO7jrqr1f8WKFXB0dMSqVauwceNGVFVVGar1XxMYUe9ISJTC4XCQkpKCLl26ICYmBuPGjaMPeiorK5Gbm4uuXbu2y4VPcapQRUUFrK2t4erq2qI4KtagK+eT9Q1J9SiX8Cn7uZBOSl115JLuRVIeqg8UXRkVyz3lcjkEAgF9GKtvbt68iYKCAgwZMgQFBQUadcaSktWCggL8cvQ3mJqaYN4bs+Hl5aX2YTFFUc0GemhKWloalixZgsTERL25cSqXKfbs2ROXLl1C165dweVy8fLLL+PBgwd6uXY7YETdWKAoCg8ePACHw8Hp06dha2uLwYMH48iRI9i/fz/69eun02uR6ofy8vKnGoVaq0HXN+SAUJ1Uj6I4qjsZSSKR4M8//4SDg0Oz8lPiPOjm5mZQJ02hUIiHDx/Su5DWehKAJ2cqmZmZGDBggNYVHjk5OVi8ci1k9h5wRwV+/N82rbx6Dhw8hF/+vAu5XIaJ4d3x8rChaGpqatP8jQi6hYVFq7uhlrhz5w7tgd6jRw+N160uyqLeuXNnVFdXA3jyGhwcHOi/GxFGLepGOSRDX7BYLPTq1Quffvop1qxZAw6Hg6VLl6JHjx747LPPMHHiRERHR8PNza3dB1YsFgt2dnaws7Nr5keTlpYGMzMzevSaIX3fAdCDO8LCwtQ64FKejMTn8+nJSKTZSTly3PXTPiRezQLVWIONK5cgIiKC7prs3r27Qev9AdAzKocPHw6pVAo+n48HDx6odMasq6vDO8tWQGLvBedjCTiyf7dW/z8NDQ2QmZhBbmEDU3md1uZrlpaWkEuEYAHo1q0bwsPDn/J0UfZWpygK9+/fpy1pNV1/VlYWFi1ahOPHj+tV0NtCG4M/hhdM1BW5fPkytmzZghs3bsDd3R1FRUVISEjAm2++CblcjvHjx2PSpEnw8PDQyQeLiKOHhwfS0tLQqVMnVFVVIS0tjRZHfVcRFBcXg8/nIywsTKtUipWVFbp3747u3btDLBZDIBDg/v37aGpqalYLzy+vgJljNzRVsVBVVUU3cGnTZNMeKIpCXl4ehEIh+vbtCxMTE5ibm8PDwwMeHh60M6aiOFIUBaFEBiffEPCvcSCXy7VKi/Xo0QOvhAWgsUmKt+d/rPVrmDp5Eqwsn3wuxo8bB+BpTxdSlfXgwQPY2NigqakJ1tbWWgUMDx48wIIFC3D06FH06tVL63Vri6urK7hcLp1+0bXV8ovAC5V+UaSurg4URT0VQVEUBS6Xi4SEBCQkJKCxsRHjxo1DdHQ0fH192yXwqmrQydAMPp/favTbHoi41dfXIygoSOe5exI58vl8NDY2QiqVIjH5LNy7ueLNOW8gOzu71QNCXfHD7p9w8sxFRL/2Kv7z9kI8evQIEokEvXv3bvP/jYgjn8/HyVOnkZH9CK9PnoCxY8dq/H4RDxlDm5GRxiKRSESPhCTGcOoEDLm5uZg9ezYOHTqE0NBQ/S8YT6dfPv74Y3Tp0oU+KK2srMTmzZsNshYNMOrtwwsr6urC5/Nx4sQJJCQkoKqqCq+99hpiYmIQEBCgkcCrU4NOol8+nw+pVKp2J2hrKObuAwMD9b6dVTTsqqmpQVNTE/z9/dGtWze9nhtUV1cjevZC+E54H7kn/4eta1fD1ta2xXLJ1lA88K6srNTIOI14yBha0Ml5EYvFoj+bil25AFodJF5YWIiZM2di37596N+/v0HWrKr1PyYmBtOnT0dRURG6d++O48ePa2xYZgAYUX9eqKioQFJSEhISEsDlcjF69GhMmjQJgYGBrQqWNjXopBOUx+PRuV9XV9dWhw4rQxpOrK2t273L0JTq6mrcv38fXl5eqK2tfWr8oK4FXiaTYdF7y1BQIYQDW4pvPl+tlaArQ6pQlA+LVc03raurQ2ZmZpseMrqGoijk5OSAoqgWX7PilC3il2JpaYlu3bqBy+Vi+vTp2LVrFyIjIw227mcYRtSfR6qrq3Hq1CkkJCSgoKAAr776KmJiYhASEtJMsHRRgy6VSukvZGNjI7p06QJXV9dWrV6Js6Szs7PO64vbQtGDnQif4vhB5TpyFosFPp8PFxeXdqWGiOd5QECA3nYlipOF5HI5fdBKau/79u2rtaBr2vZPHvPw4UPI5XK1b2JkN7Vr1y4cO3YMLBYLixcvxgcffPAidodqAyPqzzvEE57D4SAnJwcjRozAxIkTcfLkSTg6OuLDDz/UWR5bJpPR+WvS6u/q6tqsxZxUmnh5eWk1Eq09kOqa1ro1Ff28BQIBfvjpAHJLy9E/qAdiv92olRiTfLK9vb1OOl7VQSKRoLy8HI8fP0ZtbS09nLo1y9qWyM3NxX/XfAkA2LruS7XqykkHtFQqRa9evTS+Jo/Hw5QpUzB79mwUFxfjzz//xJgxY4yx2cfYYET9RaKxsRHJyclYs2YNTE1N8fLLL2PSpEmIjIzU+QGlXC6n89e1tbVwcHCAvb09CgoKEBAQYHAXvdLSUpSWliIkJETt6pqamhqMmzEPPtEf4v6xDdjy5Sr4+fmpTG+0BJmv2RG7krKyMnz+1TrIWaZ4e+4sWFtbN/MGImWGbbHzx11IzmkAAIwLsMZ7i//T6u8TQW9qatJqVyIQCDBlyhSsW7cOo0ePpp9TIBAwFSdtY9SibriOlxeIo0eP4o033kBaWhrGjh2Lw4cP46WXXsKyZcvw119/QSqV6uQ6JiYmcHZ2Rp8+fRAREQEbGxtkZ2dDJpOhrKwM5eXlkMvlOrlWWxQWFoLH42lcLmlnZ4fRwwehIHELJo4egYiICLoLODU1FQUFBRAKhS0+XiqVIj09Ha6urgYX9JqaGvz22294WGsKrpUvOEnJCAoKQkREBJydncHj8XD9+nVkZmbSNsgtMSA8DE35qWjKT8WA8LBWr0s87yUSiVaCXllZiWnTpmHt2rW0oAOgLY51yXfffYc+ffogKCgIs2bNgkgk0unzMzyN0UTqZ86cwdKlSyGTyfDWW29h1apVhrq0Tqmvr8fZs2cxZcqUZv9Ouiw5HA7+/fdfDBw4EDExMRg2bJhO/F7ICLi+ffuiU6dOzXxQbG1t6QNKXe8WFGvB+/Tpo9UBKEVRkEgkMDc3byZQiod7qhqFyKBmT09PjdNMYrEYG7Z8h7yCYvz3vUUICQnR6PHV1dW09/wnG2MhN7fB1BH98e47bz/12tS1XSBNUm0Ja25uLkQikVqlmqrWPWXKFKxcuRIxMTEaPVZTHj9+jCFDhiArKwtWVlaYPn06xo4di/nz5+v1ugbAqCN1oxB1mUyGgIAAnD9/Hh4eHhgwYAB+/fVX9O7d2xCXNzhSqRSXL18Gh8PB5cuXERYWhpiYGIwYMUIrX28+n4/8/HyEhIQ89XhlUVE0iWqv/wkpoyNWB/qsriGNQnw+H0KhEPb29qiqqoKfn59WHap//fUXvvopDrY+oXCuzsJPO7ap/VhyAyUHwdnZ2aisrERERESbN01SSSMQCOgB4+rOyQXQ7Aaq6ftdW1uLqVOnYunSpZg2bZpGj9WGx48fIzIyEhkZGbCzs0NMTAw++OADREVF6f3aeoYR9bb4999/8eWXX+Ls2bMAgA0bNgAAVq9ebYjLdygymQxXrlxBfHw8/vjjD/Tp0wfR0dEYNWqUWuWPjx8/BpfLVSuPrWx0pTgyTtMOU7lcTnuLGNrqQCgUIi0tDVZWVpBIJCqHV7dFXl4e3ln+CeSW9hg3qC+Wf/CeWo/T5WANVROqSB25qvczPz+fbiDT9P2ur6/HtGnTsGjRIsyePbtd69aE2NhYrFmzBlZWVoiKisKRI0cMdm09woh6W3A4HJw5cwZ79+4F8GR83fXr17Fz505DXN5oIJ7wcXFxOH/+PPz9/RETE4PRo0c/1ciiC4dHxaiRzWarPbiazE/t3LmzwSpNCHw+H4uX/he1DY1Yu2o5IiMjmw2v1iTVVFhYSNsmqLNrqayspEs1dV36R/oSBAIBXbbq4uJCV9Lk5+ejrq5Oq7mxQqEQ06dPx5w5c/Dmm2/qdN2tUVVVhSlTpuDYsWPo3Lkzpk2bhqlTp+INDeapGilGLeovrPeLMWJiYoKIiAhERERALpcjPT0dcXFx2LZtGzw9PREdHY2xY8fCxsYG3333HaKiohAcHKx1I4+1tTV8fHzg4+ODxsZG8Hg8ZGRk0AewqtICxGmxpSlJ+kQoFOL48eOoNHWEU0QkDvzKwaBBg+Do6Ej7tpBO0Ly8PHTq1ImOflWJNvGxUYeKigo8evQIYWFh7ToDkcvluHr1KszNzTFgwAA64jYzM6NLIkkdeUlJCWpra2FqagoWi4WwsDCN/68bGxvx+uuvY+bMmQbPZV+4cAE+Pj5wdnYGAEyePBlXr159HkTdqDEKUXd3d0dxcTH995KSEoNasxojJiYmCA8PR3h4ONavX097wo8bNw5CoRABAQGYP3++zjozrays4O3tDW9vb9qP5t69e5DL5XB2doarqyvYbLbWB5PthfipvPLKK0j58woqbiVjXMyYZr/DYrHQuXNndO7cuVmq6datWzA3N6dTTZqKcnl5OfLy8tot6ABw7DgHP524AEoqwafvzsErr7zy1O+YmprSu6aCggIIBALY2NggNTWVHmDSpUuXNncXYrEYc+bMwcSJE/H2228b3PHQy8sL165dg1AohJWVFS5evKixBcHmzZvh4+NjkDOA5wWjEPUBAwbg4cOHyM/Ph7u7O3777TccPXq0o5dlNLBYLPTt2xe+vr5ITU1FcHAwbGxsMG3aNNjb22PixIkYP348nJ2ddfLFtbS0hJeXF7y8vCCRSGiBr62tpYdWGxLSfk/8VA7/9D2qq6tbHdzAYrFga2sLW1tb+Pn5QSgUgs/nIyMjgy7dU+eAUiAQID8/H71790bCiUQAwORJMVqLeymPB1NHT8jE9Sjj8Vr93aKiItTU1KBfv360pS7x6C8oKGj1RiWRSDB//ny8+uqrWLJkSYdY2EZERGDq1KkIDw8Hm81GWFgYFi1apNFzWFpa4vHjxwCepP0MOUjmWcUocuoAkJKSgmXLlkEmk2HBggVYs2aNoS79zLB582Z069aN3r6SeuX4+HgkJSXBwsICEyZM0JknPIGMvfPz80NTUxP4fD5EIhHtR9PSoAZdUFNTg6ysLJ36qag6oFRlnEYEPSwsDMfiONiX/C8A4K3xgzB71kytrs3n8/Hdzl2wsDDH8vffbdFnvaioCJWVla2m1xQNu1gsFuzt7SGXy+Hr64sFCxZgwIABWLly5TPtSX748GEcOHAAFy9e7OilKGLUb6jRiLo+KC4uxty5c8Hj8cBisbBo0SIsXbq0o5elFyiKQlFREeLj43HixAkAwPjx4xETE9MuT3jiOtinT59mAqRcYqh8sKcLSOlgSEhIu6yIy8vLYWpqqnKAMTmgVLxRubi4oLGxEUVFRfQs04O//IKfz6cBAN6M6o+5b+ivgqS4uBjl5eVP+Qi1hlgsxp07d7By5UpwuVz4+vpi+/btCA4OfuZE/Z9//kFBQQFef/11VFRUYN26ddiwYQOsrKxAUZQxvJ4OX0BrPNeizuVyweVyER4ejrq6OvTr1w+JiYnPbf07gXjCE4FvbGzE+PHjER0dDR8fH7W/FOpGyYp2u3V1dXB0dKRb5LX9ApKDSVW195pw9epVfL4pFiwWsPWrNQgODm7xd6VSKSoqKlBUVER7ubi5uaFz584Qi8U4+ttxsFjArBnT213O2BIlJSX0HFVNz0tkMhmWLFkCZ2dn+rOek5ODpKQkvc2D1TUVFRXYvn07Ll++jG7duuHBgwfIzs7Gli1b8O677wKAMQg7I+rGQnR0NN577z2MGjWqo5diMCiKauYJX11djbFjxyI6OrpVT3hSj61plKw4bKKmpkarGnKS9mjNFExdNm3djr95bDSJ6jE91BULF7Re0ldWVoaSkhIEBwejpqYGAoEANTU1sLe3h4uLCxwdHfXmC19SUgI+n4+QkBCNc8dyuRzLli1D586dsXnzZnqNIpEIZmZmOstFV1dX46233kJmZiZYLBb279+Pl156SSfPrUxDQwMyMjKQlpaGf/75B6+++ireeustAB0u7IyoGwMFBQUYNmwYMjMztZ4X+TxAPOHj4+PB4/GaecKTL0lxcTHd0NSeemy5XN6shlwdP3Uej9cs7dFe7t27h48//xpmpmxs3/R1q4erXC4Xjx8/RmhoaLPKEuXXoW4tvFgsBpvNVktQHz9+DB6Pp7Wgr1ixAmw2G9u3b9frMJJ58+Zh6NCheOuttyCRSCAUCnU+0Ur5QFQsFuP8+fPYv38/Bg8ejP/+9786vZ4WMKLe0dTX12P48OFYs2YNJk+e3NHLMRqIJ3x8fDwKCwsxatQomJqa4ubNm+BwODoRVYKynzopzXNycqK/wMTlUVlU2wsxNWtN7EpLS8HlchEaGtqqqCrbLrQ0FenSpUv4assOONrbYufWja2WgJaWlqKsrExrQf/0008hEonwww8/6FXQa2pqEBoairy8PJ1GyepE3Y2NjTh37hyuXLmCTZs2MemXVnjuRb2pqQnjx4/H6NGjsXz58o5ejtFSV1eH999/H3/88Qe6dOmCl19+GTExMXQ5nS5RLM0rLy+HlZUV2Gw2GhsbERYWZvCyNW2jZFVTkUiJ4cefrkWpXW/UFGVhWcxgjPv/Q6OV4XK59I1M09dNURTWrl0LgUCAvXv36v19S09Px6JFi9C7d29kZGSgX79+iI2NbVdVklwupz9fTU1NrQYSEokEZmZmYLFYTPqlFZ5rUacoCvPmzYOjoyO2b9/e0csxajZs2IC0tDQcOXIEUqkUv//+OxISEnDnzh0MHz4cMTExahlWaQqZ3EOsCkjttYuLi053Ci2hnMe+e/cuvvvhJ/h298SK5Us1yuk3NjbStgtXrlzF8ZSL6GzTCbtjv1XZfdteQd+wYQMKCwvx888/G+RGePPmTURGRuLKlSuIiIjA0qVLYWdnh6+//rrdz/2///0PmZmZCAwMREhICEaOHKmDFesNRtQ7in/++QdDhw5F37596Whg/fr1GDt2rE6eXyaToX///nB3d8fp06d18pwdxc2bN1VGySKRCOfPnweHw8GtW7cwePBgTJo0CYMGDdJJiiQvL482qTIxMXnKxZAIvD7GrJHSweDgYPp1L3p/OXj2gWgoyMDni6Zj2LBhWj23WCzGw4cPUVdXB1NTU7pUkph1kQNZbVJNFEVh69atuHfvHo4cOaLTVFVrlJWVITIyEgUFBQCAv//+Gxs3bkRycnK7nnfnzp1ISkrCN998g4ULF2LBggXGvqs2alE3io5SfTFkyBC0cdNqF7GxsQgMDERtba3ermEoWmrftrS0xIQJEzBhwgRIJBL88ccfiI+Px0cffYSIiAjExMRg6NChGlepkMYpkUiEvn370ltpZT8aPp+Pu3fvAoDaXaDqUFRUhIqKiqdKB3v4dEduahpMRNXtsqqwsLBAUFAQgCdphfLycuTm5qKxsRGWlpYQiUTo16+fVoK+Y8cOpKen49ixYwYTdABwc3ODp6cnHjx4gJ49e+LixYtalQdnZmbS741YLIZAIMChQ4dw4sQJ+Pr6Yvny5WhqakJlZaVWtsovOs91pK5PSkpKMG/ePKxZswbbtm175iN1TSGe8HFxcfj7778RHh6O6OhojBw5ss2omqIo5OTkQC6Xq+3DLhaLwefz6S5QIvDq2BMrU1hYiKqqKpXdmlKpFDdv3oSrq2urlTLawuVykZeXB1tbWzQ0NNBj7xwcHNp8HyiKwu7du/Hnn38iPj5eJ8NVNCU9PZ2ufPH19cWBAwdUNnW1xuLFi/HZZ5+hW7duAJ50Su/ZswcBAQFISUkBAGzcuBHdunXD3Llzdf4adIBRR+qMqGvJ1KlTsXr1atTV1WHLli0vnKgrQjzhORwO/vzzTwQFBSE6OhqvvvrqU6JLURTu378PNpuNHj16aHXYpTwRibT5K9sTq0LRrliflSKq4PP59FBuMzMzyOVyVFVVgcfjoaamptWST4qisH//fiQnJyMxMVFvzU+G4tatW1i9ejWSk5ORk5ODzz77DEOGDMHy5cvx008/YdeuXUhKSjK4E6iaMKL+vHH69GmkpKTghx9+wKVLl154UVdELpfjxo0biIuLw4ULF+Dv749JkyYhKioK5ubm2LJlC6ZPnw4/Pz+dVC+Q1Aafz0djYyOdu7a1tX3q+dvjSd4SSadP4/ufDiIsqDe+/mJNi9Gzoo+MqgNgiqKajSAkJZ+dOnWCra0tDh06BA6Hg1OnTrXLMqGjUFWtMm7cOHTq1An79+/H5cuXkZiYiLy8PJiYmGDXrl3w8/MzVhMvRtSfN1avXo1ffvkFbDYbIpEItbW1mDx5Mg4fPtzRSzMq5HI5bt++DQ6Hg5SUFEgkEoSEhOC7776Dvb29zq8nk8lQXl4OHo+HhoYG2o/G3t4e+fn5aGho0HqOaktMnDEHdi/NRNm1RGxd/Z7KWadtCboypOSzsLAQ8+bNg62tLerr63Hu3DmDD9fWNf/88w/q6+vRu3dveHl5YebMmZBKpTh48CCsra0hEAhgbW2NTp06GaugA4yoP98wkXrbiEQiTJ8+HYGBgbCwsEBKSgpcXFwQHR2NcePGwdHRUefXlMlktF0BqSHv1asXHB0ddVrfvOHbbbhwLQP2FsD+H2Kf6q5U9GLXpkQzPj4ee/bswauvvoqzZ8/C2toamzZtQnh4uI5egeE4cuQIdu7ciWHDhiE1NRVr167F0KFDMXPmTFRXVyM+Ph7W1tbNateNFEbUn2f0IeqG9NcwBBs2bICzs3Mz347s7GxwOBycPn0a9vb2iI6Oxvjx4+Hk5KQz0VWssHFzc6P9aHTp4yKXy5Gbmws3N7enfOaJoGvrYXPy5Ens2LEDycnJ9M2iuLgYVlZWcHJyate6ldF3eS6Px8Pbb7+NxMRE7N69G7/99htOnjxJ79jmzZuH7OxsXL9+XefX1gOMqDNohiH8NQxJa91/RHg5HA5OnjxJl1BGR0fD1dVVa4GnKAqPHj1CU1NTM18bkrvm8XgazzTVhPaOvztz5gw2b96MlJQUvexklNm2bRtu3ryJ2tpavYh6RUUFVq5cCRcXF1y5cgXHjh2Dm5sbEhMTMXToUHTp0gX9+/fHli1b8PLLL+v8+jrGqEXdqPc4LyI1NTW4fPkyFi5cCAAwNzd/pgUdQKvCzGKx4O/vj1WrVuHKlSvYv38/5HI55s2bh9deew07d+5ESUmJRv0GpEtVWdDJ9RwcHNCrVy9ERkbC09MT1dXVSE1NxZ07d8Dj8SCVStv1eisrK9sl6BcvXsTGjRtx6tQpgwh6SUkJkpOT6Z2UPujSpQu8vLyQkJCATZs2wc3NDadPn8bq1atRVlYGkUiEzp07IzQ0VG9reFFgInUjQx/+Gs8iFEWhtLSU9oQXi8W0J7y3t3erkX9OTg4oikLPnj3VjvTJTFMej4fy8nJYWlrC1dX1KaOutqisrMTDhw+1FvTLly/j008/RXJyssEabwxVnpuXl4fdu3fj9u3b6N+/PxISErBnzx66a9eID0aVMepInRF1I0Of/hrPKsqe8DU1NbQnvGKtO0VRePDgAVgsVqte8epAhlaTQ1ZXV9c2h1ZXVVUhJycHoaGhWtkaXLlyBStWrEBycjLdmKNvDF2eW1NTgytXrqCxsRG+vr4ICwt7Fg5GlWFEnUF99OWv8TxRUVGBxMRExMfHg8/nY8yYMZgwYQK2bt2KsWPHYtq0aTqtcCFDqwUCAUxMTFT60ZDRe2FhYVoJ+vXr1/Hhhx/i1KlTBi1bZMpztYIRdQbNGDp0KPbu3YuePXviyy+/RENDA7799tuOXpZRUl1djcTERHz11Vews7NDVFQUJk2apLeOUZFIRNsVUBRFe9GQSU3adHqmpaVhyZIlSEpKgre3t87XrC5Mea7aGLWoP9eGXs8qO3bswOzZs5v5azCoxs7ODn///TdmzZqFFStWICUlBdu2bcPDhw8xcuRIxMTEIDw8XGcCb2lpCS8vL3h5eUEikaCgoAC5ubno1KkTuFwu7cSoLhkZGXj33XcRHx/foYLO8PzAROovGN999x327t0LFouFvn374sCBA8+0j0hVVRWOHDmCJUuWNEu5CIVC/P777+BwOLh37x7tCT9w4ECdHcbV1NTg/v37tB+6QCAAj8eDRCKh7QpsbGxaTAXdu3cPCxcuxPHjx9GrVy+drInBIBh1pM6I+gvE48ePMWTIEGRlZcHKygrTp0/H2LFjMX/+/I5eml4hnvBxcXFIS0vDkCFDEBMT0y5PeCLoqgZzS6VS2q6gsbGRtiuws7OjBT47Oxvz58/H0aNHaRtahmcGoxZ1Jv3ygiGVStHY2AgzMzMIhUKDVVl0JKo84TkcDj766CNERkYiOjoaw4YNU7t0sba2tkVBBwA2mw03Nze4ublBJpOhoqICRUVFKCgowMmTJzF8+HDs2LEDhw8fZgSdQecwkfoLRmxsLNasWQMrKytERUXhyJEjHb2kDkMqleKvv/5CXFwc/vnnH/Tr1w/R0dEYMWJEixUsdXV1uHfvXouC3hoikQiHDh3Cjz/+CLlcjqioKEyZMgXDhg0z6LALhnZj1JH6M1UcytA+qqqqkJSUhPz8fJSWlqKhoeGFLl1js9l45ZVXsGvXLmRkZGDBggW4dOkShg0bhoULF+LUqVNobGykf7+kpAT37t1DcHCwVva3AoEABw4cwKFDh3D//n1MnjwZHA4HmZmZunxZDC84TKT+AhEXF4czZ85g3759AIBDhw7h2rVr+OGHHzp4ZcaFXC7HtWvXEB8fjwsXLqBHjx7o378/9u7diwsXLsDFxUXj5ywtLcXUqVOxY8cODB06VA+rfkJxcTHmzp0LHo8HFouFRYsWYenSpXq73guKUUfqjKi/QFy/fh0LFixAamoqrKysMH/+fPTv3x/vv/9+Ry/NaJHL5eBwOHj//ffh4+MDNzc3REdH47XXXoOdnZ1az1FWVoZp06Zhy5YtGDFihF7Xy+VyweVyER4ejrq6OvTr1w+JiYlazRJlaBGjFnUmkdfByOVyAKDrqFtzNGwvERERmDp1KsLDw8FmsxEWFoZFixbp5VrPCzk5OVi/fj3++usvBAQEIDMzE3FxcRg/fjxcXV1pT/iW5nQKBAJMmzYNGzZs0LugA0DXrl3RtWtXAICtrS0CAwPx+PFjRtRfIJhI3QgpKSkx1tmMzViwYAFOnz4NFxcXOi9cWVmJGTNmoKCgAN7e3jh+/LjGg4mNCR6Ph8rKSgQGBjb7dzJrlcPh0H7nEydOxPjx4+Hs7AzgiZ3BlClT8MUXX2DcuHEGX3tBQQGGDRuGzMxMtXcVDGph1JE6I+odBPGUzs/Px9tvv43x48fDxMQE5eXlWLZsGQ4dOmT0JkeXL1+GjY0N5s6dS4v6ihUr4OjoiFWrVmHjxo2oqqrCpk2bOnil+oV4t8fHx9Oe8KNGjUJ8fDw+/fRTxMTEGHxN9fX1GD58ONasWYPJkycb/PrPOUYt6qAoqrU/DHogNTWVGjp0KHXr1i3q9u3b1NSpU6mrV69SFEVRubm5T/2+TCajpFKpoZepFvn5+VSfPn3ovwcEBFClpaUURVFUaWkpFRAQ0FFL6xDkcjmVn59Pvffee9Snn37aIWuQSCRUVFQUtXXr1g65/gtAW7rZoX+MOxR8DpFKpYiLi4NAIMDy5ctx5swZsFgs3L9/HwAwaNAgnD17FgDQ0NAAoVAIExOTZ8VnGjwej87purm5gcfjdfCKDAuLxYK3tzd27NjRIXbJFEVh4cKFCAwMxPLlyw1+fYaOhxF1A0NRFGpqarBt2zYcOXIETU1NkMlksLOzQ1FREbp06YIRI0aAy+UiNjYWY8aMwZgxY2ihJ5AD1oSEBBQWFtLPbUywWCy9HfoyqObKlSv45Zdf8McffyA0NBShoaFISUnp6GUxGBCm+sXAkPb8yspKuLu747PPPqN/Rqari8VirF+/HoWFhbh8+TLOnTuH5ORkjB49mv5dkm+/ceMGsrKysHr1apiamqK0tLRDW/9dXV3B5XLRtWtX2rWQwXAMGTLE6G7uDIaFidQ7gA8++ADffvstxo4di2+//ZZOvZw8eRIzZszA9evXUV5eDoFAgOHDhyM2NhYFBQXIyMh46rnmzJmDhIQEmJqaIj8/HxMnTsQvv/wCmUxm6JcFAJg4cSIOHjwIADh48CCio6M7ZB0MDC8qjKh3AP3790d6ejqWLFmCuro6uLm54dGjR2hoaMCgQYNgbW2Nuro6/Pvvv+BwOIiOjsZLL71ER72KkZitrS2GDh2K1atX48MPP8TkyZMxZ84cg+TgZ82ahZdeegkPHjyAh4cH9u3bh1WrVuH8+fPo0aMHLly4gFWrVmn13AsWLICLi0szw6uPP/4YvXr1QnBwMCZNmoTq6modvRIGhucHpqSxA1A1k3HTpk1ITU0Fh8NBTk4Oli5dit27d8PLy6vF56H+f6PSwIEDAQDr1q3DqFGjmv3sWUVVueS5c+cwcuRIsNlsrFy5EgCe+3JJBqPEqL9YTKTeARBBJymSkSNHIi4uDh999BEAwNfXl+5UHDhwIHbv3g0+n//U81RXV+Pjjz9GYWEh+vfvTws6gGda0AFg2LBhcHR0bPZvUVFRtJthZGQkSkpKOmJpBufMmTPo2bMn/P39sXHjxo5eDoORw0TqRkB1dTUqKirg5+f31M+uXLkC4ImImZqa0hF4Wloadu/eDRsbG0RGRuLXX39FQkLCsziZvUUKCgowfvx4lS6GEyZMwIwZM/DGG290wMoMh0wmQ0BAAM6fPw8PDw8MGDAAv/76K9P237EYdcT0fHz7n3E6d+78lKCTKH7w4MEYPHgwnSNnsVjg8/l4/fXX0a9fP3zyySd47bXXIBaL8fDhw+dG0Ftj3bp1YLPZmD17dkcvRe/cuHED/v7+8PX1hbm5OWbOnImkpKSOXhaDEcOUNBopRMRV5cZdXFyQlJSEnj170v9WVVUFHo+HHj16GHSdhubnn3/G6dOncfHixWc+xaQOjx8/hqenJ/13Dw8PXL9+vQNXxGDsPP9h3TNOS8LVs2dPugFJLpdj9erVePjwoSGXZnDOnDmDzZs34+TJk+jUqVNHL4eBwShhIvVnGJJqMTExwYQJEzp4Nbpl1qxZuHTpEsrLy+Hh4YG1a9diw4YNEIvF9IFwZGQkdu3a1cEr1S/u7u4oLi6m/15SUgJ3d/cOXBGDscMclD4nPE8HpIZAlW0wYevWrfjoo48gEAjg5OTUQSt8glQqRUBAAC5evAh3d3cMGDAAR48eRZ8+fTp0XS84Rp33Y1TgOYERdM2YP38+zpw589S/FxcX49y5c632BxgSNpuNnTt3YvTo0QgMDMT06dMZQWdoFSZSZ3hhUVUyOXXqVHz22WeIjo7GzZs3OzxSZzBKmEidgeFZICkpCe7u7ggJCenopTAwaA1zUMrAAEAoFGL9+vU4d+5cRy+FgaFdMJE6AwOA3Nxc5OfnIyQkBN7e3igpKUF4eDjKyso6emkMDBrBROoMDAD69u3bzF/H29ubyakzPJMwkTrDC4kq22AGhueBtqpfGBgYGBieIZhInYGBgeE5ghF1BgYGhucIRtQZGBgYniMYUWdgYGB4jmBEnYGBgeE5ghF1BgYGhucIRtQZGBgYniMYUWdgYGB4jvh/d9hZCfryXfoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "prob = lum # definimos a lum como una probabilidad para calcular la desviación estandar aproximada.\n",
+    "# definimos los parámetros de inicialización\n",
+    "A = 1\n",
+    "x0 = int(max(x)+min(x))/2\n",
+    "y0 = int(max(y)+min(y))/2\n",
+    "sigmax = std_prob(x,prob,x0)\n",
+    "sigmay = std_prob(y,prob,y0)\n",
+    "\n",
+    "print(sigmax)\n",
+    "print(sigmay)\n",
+    "C = min(lum)\n",
+    "'''\n",
+    "    params[0] = A\n",
+    "    params[1] = sigma    \n",
+    "    params[2] = C\n",
+    "    params[3] = x0\n",
+    "    params[4] = y0\n",
+    "'''\n",
+    "\n",
+    "sigma = (sigmax+sigmay)/2\n",
+    "p1 = [A, sigma, C, x0, y0]\n",
+    "\n",
+    "\n",
+    "best,suss = leastsq(Error_gauss_2D, p1, args=(x,y,lum))\n",
+    "print(best)\n",
+    "#best= best1\n",
+    "\n",
+    "#lum_model = func_gauss_2D([1/6, 5.37714538e+01,8.87615354e+00,-0.3,\n",
+    " #                               6.43257406e+00,1.20640785e+01],x,y)\n",
+    "lum_model = func_gauss_2D(best,x,y)\n",
+    "\n",
+    "fig = plt.figure(figsize=(6, 6))\n",
+    "ax = fig.add_subplot(111, projection='3d')\n",
+    "ax.scatter(x, y,lum_model,\n",
+    "           linewidths=1, alpha=.7,\n",
+    "           edgecolor='k',\n",
+    "           s = 5)\n",
+    "ax.set_xlabel('eje X')\n",
+    "ax.set_ylabel('eje Y')\n",
+    "ax.set_zlabel('Lum')\n",
+    "plt.title('Ajuste Gaussiano')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x_grap = np.arange(0, estrella0.shape[0],0.1)\n",
+    "y_grap = np.arange(0, estrella0.shape[1], 0.1)\n",
+    "\n",
+    "\n",
+    "X, Y = np.meshgrid(x_grap, y_grap)\n",
+    "Z = func_gauss_2D(best,X,Y)\n",
+    "\n",
+    "fig = plt.figure()\n",
+    "ax = plt.axes(projection='3d')\n",
+    "ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap='Blues', edgecolor='none')\n",
+    "ax.set_xlabel('x')\n",
+    "ax.set_ylabel('y')\n",
+    "ax.set_zlabel('lum')\n",
+    "plt.title('Ajuste Gaussiano');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Untitled.ipynb b/Untitled.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7fec51502cbc3200b3d0ffc6bbba1fe85e197f3d
--- /dev/null
+++ b/Untitled.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}