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@jmcalvomartin
Last active January 4, 2023 12:45
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Un ataque adversario por medio del signo rápido gradiente es una técnica utilizada para modificar una imagen o un texto de manera sutil, de tal forma que el resultado sea difícil de detectar para un humano.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<!DOCTYPE html>\n",
"<html>\n",
"<body>\n",
"<div align=\"center\">\n",
"<h3>Jorge Calvo</h3>\n",
" \n",
"<h1>Ataque FGSM (Fast Gradient Sign Method)</h1>\n",
" Este ataque consiste en generar ejemplos adversarios, casi indistinguibles por el ojo humano, que sean capaces de confundir o engañar a un modelo de Deep Learning\n",
"\n",
"<h3>Sígueme en - <a href=\"https://www.linkedin.com/in/jorgecalvomartin/\">LinkedIn</a>&nbsp; <a href=\"https://twitter.com/jorgemcalvo\">Twitter</a>&nbsp; <a href=\"https://www.europeanvalley.es/noticias/\">Blog</a>&nbsp;</h3>\n",
"</div>\n",
" \n",
"<a rel=\"license\" href=\"http://creativecommons.org/licenses/by-nc-sa/4.0/\"><img alt=\"Licencia de Creative Commons\" style=\"border-width:0\" src=\"https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png\" /></a><br />Este obra está bajo una <a rel=\"license\" href=\"http://creativecommons.org/licenses/by-nc-sa/4.0/\">licencia de Creative Commons Reconocimiento-NoComercial-CompartirIgual 4.0 Internacional</a>.\n",
" \n",
"</body>\n",
"</html>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"from IPython.display import display, Math, Latex\n",
"import tensorflow as tf\n",
"import keras\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from keras.preprocessing import image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cuando entrenamos un modelo tenemos que pasarle unas entradas, que normalmente se encuentran acotadas dentro de un dominio. Por ejemplo, los píxeles de las imágenes toman valores enteros entre 0 y 255. Por tanto, nuestra red se debería comportar de la misma forma si introducimos los píxeles con intensidades X = [21, 34, 128, 11] y Xs = [21.001, 34.001, 128.001, 11.001]. La realidad es que no es así. Como vimos antes en una red sencilla se realiza la operación de la Figura 3. Eliminaremos algunos términos para facilitar la explicación, dejando la expresión de la siguiente forma: "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle \\hat{Y} = X * W$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(Math(r'\\hat{Y} = X * W'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como vemos nuestra entrada Xs es el resultado de sumar X + S, siendo S = [0.001, 0.001, 0.001, 0.001]. Por tanto, si introducimos como entrada Xs la salida vendrá determinada por la siguiente ecuación: "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle \\hat{Y_S} = X * W + S *W$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(Math(r'\\hat{Y_S} = X * W + S *W'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Con esta ecuación podemos ver que si W es positivo y su dimensión es muy grande (recordad que en casos reales estamos hablando de millones de parámetros) podríamos producir un cambio muy grande en la salida haciendo un cambio muy pequeño en la entrada. La amplificación de la salida viene dada por la fórmula E*N*M, siendo E = ||S||, N el número de dimensiones de W y M el valor medio de W. El ataque FSGM modifica la imagen de entrada siguiendo la fórmula siguiente:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle X_S = X + S$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/latex": [
"$\\displaystyle S = \\epsilon * sign(\\nabla J(X,Y))$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/latex": [
"$\\displaystyle J = Función\\ de\\ coste$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(Math(r'X_S = X + S'))\n",
"display(Math(r'S = \\epsilon * sign(\\nabla J(X,Y))'))\n",
"display(Math(r'J = Función\\ de\\ coste'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como podéis ver estamos calculando el signo de los gradientes de la función de coste con respecto a la imagen de entrada y después lo estamos multiplicando por un valor E. El signo de los gradientes nos proporciona la dirección aproximada de maximización de la función de coste y con E regulamos la cantidad de pérdida. Por tanto, estamos modificando la imagen de forma que maximicemos la probabilidad de que la red falle. Sé que puede sonar un poco complicado, por ello vamos a intentar verlo gráficamente. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predecir una foto usando el modelo MobilNet"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"mobilNet=tf.keras.applications.MobileNetV2(include_top=True,weights='imagenet')\n",
"\n",
"# ImageNet labels\n",
"decode_predictions = tf.keras.applications.mobilenet_v2.decode_predictions"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def process_image(img):\n",
" img = tf.cast(img, tf.float32)\n",
" img = tf.image.resize(img, (224, 224))\n",
" img = tf.keras.applications.mobilenet_v2.preprocess_input(img)\n",
" img = img[None, ...]\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def predecir_Net(img):\n",
" #Cargamos la foto con un tamaño ya establecido que nos pide el modelo (224,224)\n",
" \n",
" img=process_image(img)\n",
" \n",
" #Se lo pasamos al modelo\n",
" y=mobilNet.predict(img)\n",
" \n",
" #print(y.shape)\n",
" #devuelve un valor por cada clase que predice (1000 clases), el llamado one-hot-encoding\n",
" \n",
" #Utilizamos decode_predicctions para asociar el valor a cada clase\n",
" return img,y,decode_predictions(y, top=1)[0][0]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"image_raw = tf.io.read_file(\"images/beer.jpg\")\n",
"image = tf.image.decode_image(image_raw)\n",
"img,y,prediction=predecir_Net(image)\n",
"#img.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"441"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Saco la posición maxima del vector de predicción, el cual me dará el número de la clase.\n",
"max_index_row = np.argmax(y, axis=1)\n",
"max_index_row[0]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<function matplotlib.pyplot.show(*args, **kw)>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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3CKmSIoybiGjW97bvVV9rGjySJtFxBg6fV+p5wPbjQL/Z0Pc9wzAQx7itbpR/FQDsSkHOnXWPqSWpCQD2TJxpdc2gWiSM+tl2z9mdQOW3pd3na8ySUg0Epb5lwo7jCJJYrwVVcN4TU8S7BgV88Hjf4JsG5zyIMIw9zhloDIOJzXE0biglnUEjxi0pqojYNZhM4IazhUb313cLmKuW3mkICv+Sp1f1/3p8nB1/xtWcXZjm8+ovmH67K2Wc12/nfXf2fW6v7XNnAu2spP6BlwcCGqo6ishXYSHDHvifVPXc7ERFHQCm1SYVkT/LC/sbuBroW6ssJAW5Q8Nvf7bBWaQdkzqKeC55BVNiTPSbgc0EGiZtpBhzfYuKpagY3MH2eNpa/XakDc3iclkVt4jNqq62uqSJf9gnQezTrycStZpU9e8KeNTqVkpp4hIKOMYYQRJ97gPnPUkTwbcoBiIhNLisuohzkKWiYRgZhtH6OhrxaZJGzH1fuIn5XvvFcuMH6r7clai22mJq5yJRFjiXCTis4bdBflpkphvtjCcuXrSo2xeQNi4mZdh7SgqaptE23aeWBu+hnncrD8y5S1X/ORZ5d9eyDRpZyphWkIROnb2H3bYrzBNUZ0mjEKhb4LEjcpdiK5qf6uNctgTgJtAYx8im79lsevq+ZxwGxhizZFR3kE7Ivlvl3fueGUC5g8sAV1W0Ep+10lR21Y/6u/Icu+1c8wy713DOE4Kfvq+Bo0zg6buoRMkTHEVGYRgGnDcrSowJFxMhJJzzuGDtbtaREdRNEmXKKmnpd/tuJjXL2DhbtrmHGoR3VRT77HCutHWeXBlBdJ+qApjTtE63uZfpd3biFwnxvOPb5170uKRk42ZnLNVE6EXUoYuWh8IjtDD3MIOGiZ1sSRn7gYO8WJhUQAEMJ6hkP/ndVSefNGsA9XE3WQi8N1OrptmiMPQDfb+hH3qGcZzVk5RAKkvPpK5w5t77xMz9nbot+hZRefd6tVWmPlarfLvqSPltPbmccxOhKZW59PT01M7LfYSA90LbNjRNg4gQMhkqzpm6KGLm7z2qUVkJ9xY52067zymTSjGboQsQ7koY9f29d6jmdpKKD7BHndSTfYb6e+UG9qoXdyBBL3Ld89QTdlS38rmAxnn1+UDLwwEamF9EEd1SiiTdntDzFDzbuHMnF0b9fIAxcClFp2uK+GnCNE1L0zQTaCTVrJ7ErJPPRKiJ1BURVf2TnVWrDOpdss86e348sS/zwDZ5ulZPULYmzK4qsm+VLWBRnrH4U9SAEYI38K6MCYiS0oiScCK4xuffOrq2pWk6A5EQaNvWfFqcM4tKU4DXoRJxgr3KxUVMiqxeiMf7YM+rgneB4BtTU3A48QZKlHrPALNP7Zr63Tk8oJqfWRUSxOwTonuhoh43+wnkWca9QNHdPp+BaPfa5y0ku8AwvZ8HKA+gPBygIeaQhRRmvkyqGTBsEt7BFFb00gwcJtPLGfVgBo0CQPYeJunC0zTtNAFgdkgqJKA5dY0TMajTYKgmttV4H8ad6fhp8OCmatVPeeaJJ8DYniC7Ov2upFEDRwhhiwR1rjhjpS0rhaoyRuMzxJHbpyGEQNvMfhg+mCOcDwYSIYTMbdgQS5mD2VIdHGiWEFKyhcM5T0oBFCLmVxFCk7kmb+95x4AiXZT3GjjqdqiJ7Rl7bd03LqqcQB438/nbzb47ue8wHjk7cWeCfO7388DoTqBx5vg5oFGrofezPBSgAdUEcIJMoua04FI/u0gtW1SdqzPQUCbJ1O+1R+XMMNr1hRCaPJk8bdvStovK90C2BlNK5jG5a8qVqZNq8fmsfr0fNArA6RkpSWT2m7AXBG+6dr26lkleg0Mp5e/yatt2Ui0m9UZHYjSfDDONjhOPMYHrJFF4c6BrWoPHbKJ2uR1cbruZP0hba3mRrgrhOX83qzeFh9iVmkrbgkNkPn8fV1WPF3GSwclBUpIoZZDN6omCbPs3FBXmPAXyvHlZ9+E+Hqt8vpNqcifgmD5XY7H+ubX/+df5QMtDAhr2QG0bODw8IAzZmy8PrATVxJp1WUdZTRSSmSNtFbYVrmkC3s1irA1Au+M2t2G8hWrCiafrOpbLJV3X5AnizPkoRdqmw3lHExraLiEugSSi5pUsT5CUxXlfmURhewWonZImXbqaAM47vHM0IbDoWrquo/EGGm3TILv2ZLb5C5jBoqhERVIoXp71YIqxR4mmjmikbRsg4Jyn7zeoKl3X0ramtnVdx2JxYNxOisaVqBJEaEIggRHG44DDJJWUlM3aPDpVlaEfSTERixdqSsRUpJw0SXcxJkIwgnW2GDH9Xb9qqaNui5Tb2UCg+NLY+NMEaQJsjJ+yYZUXiH1hDQVU5rYvZVf6o/RwqUtlpt/tv93zaqmkvu7EYVXIVU4znjB86IKGOEfXtYzjAu8jsu5tVZhWo0IuVpNBssu1YPqpmk9GmRRtE+han0XeWQwvq29p9NIhY4x5UBip12QX6cPDA7x39P0GRFgerDhYLRlHBTx9n/A+MiZMfM6OabugsTtBdwf6xN1Es7l772mD1bttGhaLBYvFguAdTpS2CeyufTUhWg+qWtUoddj18rTXiA9mchURlsvF1F7eG3C2bTO5tocQtq45xpGQVZcQAmRwjKORx2Bm682mp6RyGfpx4otiTAzRAGi7XvNEKq7nRQrZnXznieSqShrHqc2K8KTFhF0AIIE6Ozi3o57pv+m61fXrftjLO1Qk7756nsdr1K9y7RogJZ51IlQ1j9t6XNyv8lCAhnOO5XJpTkMMDNG8OfMiYOBBAQ0oonzRXgtxKECoQCOEEk8x+yCUziqxCuU1DhEQmqaZVJauW7BcHmQpxTpr0S04ODhgjIqqN5BzkWG0ib9P0rDqnR1EpR4lKEsV1FlHe+9pgpskpqJOFNDYNwZcBVAl/qKQt4VJNxIz8wwVuBhQKN0ibLVTfe1yjklB3pzd+tHMiCLAQNt1U5uHYG05DD2nJwMpxezjMk78QhwjMapJFzExprjlYVtes8Rhz1M4inoSzlaSsybamBI6DBRfGnTHeKrzB7tnBnQ1jm0+vAMcW3/OZP6+PieT47vOffvc/PeVGuRr0PDn6E7Fx2VXVX2x5aEADaASJbUQ65QgskmSqJAaKqvJJIPNnFBSJSk4nXVGVWW1Ws1AkUlNm7SmS5e4knGcXZqNGEyMWYwug9qAKqs/IlmkNXc0xza615aNvSJoWfEq9WRbj59LkYx2R0oZTFtgmAO3ymDz3jOOYxWNOrdmAccYbXKX52/bdgs0Qggsuo4mg4LmdtBJsrF2atwMPqrm9bler82Hw4XMnZgXaIx5IlhVzoBG3/dT3S1gjYmHqifGeavqzKEUjiKrJvPQmT6nZH1YTOmp7pMzV65xpFb1toPFZklj2/x9p1IDRPm7lhonKUv31wvOAtT9KA8FaJRBMZFvyVYUcToBQOn0mvSMpUOSoilO6klKihBwKmg2I5bJenx8PDX87EgGzgWcU4bBBuVqteL4uM3nRVarFevNmqOjI06OTzg5PWW9HklRGEdljEpxQ08aUcxaoHJW0thVTYoFxkAvTf4NXjIXoRaDqarG0ZDQtA0aZVKO47h3lS6AVUsctQRmkoHQdn7yeO37npTixF/U1oqmaTg8PCSE1lb/OOJdM6URaJqGg4MD8wDtN6SxZ7PxWS1SvA/mGaoQ82JhsT06qwrVq1h77P7zqllW0zruZDdoDepVugakWS2xIVUk2jk1QKomrfeeXUVA9y3xbLu9l3fVlMeFTJzSeUFlu+rzrnRRv3vx7JrpygK7y+vcj/JQgEZKkdXqlL7fTCt9SjEHr5FNY/ZhWqlVsykUI9LGEQG8c8SokCKiHjShGhCsI4d+sOjULJZYR816oq2GG05OTlBN9P2GGMdcv55bt29xsj7lZLVi6BMQGKMQkwJF0ogUN++yBtSDp4jZu5yGy0x+6ejoMvcRoyk+KZk0QHYmY3tyFODdlVB2LTi1fjyFuodAtwgsFg3r9TpbjoRxjCyXy8xvBIZhoGkCh4eHPPHEEywWB4wxst6sSRFzqHOOw4MDrl69arElcUAYaYJjHAYU8C4YMPkw5SRJySSocZos80Q3qcJNz1f6rXZgqjmcfcWuVQfgUZES81t9vDgZ2vnsVQvr/t39+8xioXFLlZrrdWfAqCXQWmKdgGGPrGEqSSFeP8SIUE2aAcN0TmOvCyhIZrVNDIOqUWPmBcbIOIyIKskHYMQLtAGSd3g1ZjzGlJ2N5gjaeVWaxe/Npufk5IRhHNj0G2KMrNcrxnHg5OSYQWNWayw61okjYSK5klcpNLuvzxaR0vE1aJR3Jw51HifbA9B7jw+1t6UBkQ8eqhwQZTUun+tr1D4adSkifdM0WTJYcOmSAcTBwZIQTIXouo6u6/De0/d9JkmXLJdLFoslznsO4yHrVc8YR5z3HBwcsFgsEOmzX4cnNYG2NZXGO5/VOzcRoSkpfUz4DOq75K3L3qYl6ZFzbgKI2sX9XNCgqK/bkkY5tmU/1RmYyuTc73RzZx6iLqbGbuc/Ac485y5Y1K9dvsm+2w8a5bgBxocYaJRSbPI+eHwlbormrpVdB5sKhafOZmqferKoKknSNBHqTlBl8kIsLtabzcYmvggpRcZxIGaACU2gGZvsyRpIyZEQksaJkJ3KnhVn/8MXiWD2yfCFO2gaFpPVAtA4+WnMt9GJv6g5jdKGxedkty5n1ZiE957lcsnh4aFZb7KjW5mkKSW881M7HRwecnBwgJPAmE2v3puac3q6Yr3ZMFYJcQqnYL8zPd/aQAnZQqZwZrWtuYCU0lbflu9mye1sORsRy9ak1wlCpPx3RrTf7b7zpuI+dUDEZZcA2ZI2zACwXzrZ9/xFBbubylFSEOwuIi+2PBygkc13tlqIhbTLbmzIbm+VgV64DofoDDxGWp11p65XrVqn9L5FdY7HsHvMg8YSzUDSEXVCzKZRcCTd7xmoeeXS6Q/ODP5Z7MxmYSrnrDxhTRLI0gYmcZ0FjbmuMUaGcZz1ezGP16JH7xJrM1E6EONmcuCqAaOoMcvFYiKGi/XEh0BoDFQaJySF9XrN7ZMT1us1p6enU8h7CJnLoAC6NbTmGZxEiRSHq+1JUUtLu8fqiVgm4XZfKEW6LH/nb6a+ni82q5V1P+meOpUTdyflftAQ6iiGWjLat6jUqmStntzpeF32tcP9KA8FaBTz3DCM2Fy0gVdWhslagZIkWzOyrh9j6UyYvD5zxyiZXRZALcIw5gQxRSx3zudVykhIkawSeIfPXo9K9gz1DvHQpxHZDCgDKSaGITEOMfMa5pqcyr3TzNTP79kyRKJ2OJufY2oYNpsNcRxJMUy5OtGIdzuDMl8/aY4UVSBPsuA8ofF4V0AjTqA0g2qi7yNJe7xzbJoG54SmsTSHhae4dOnSBEwijs1mwzAOnJyemqqhiaFEA/dDDs+OOIy4VWUCXE3CMMbs3JVzdaRkfbFDhpb7Df1I3w+Z33GoVE5T+bNOuoaNCWvbShhVG2P7xAZRswQ5ERL7LVe755w3ps+Ws+rGrkNaucfenCvnqDCxkEk795rM4xPY3h8QeShAA7XYg6RzCrhxjIxjNnlWumdxG7Z+z96gIpR0obj8QUwflWzmsnwO5pUomDrStovsLyCktDHVwAtNG2jbwMHBkoODJSkl+r63wa6Ovk+MURljYhyUvh8ZxmwBka3HmvxLMlRkwBCrpxbf5ayWeIfHPEGds0G73li9NoM3fRgDQ1+5wtv/s2RG3VY5piYHkLXZbTxppMkOWjDH9MSoOKcoibHfsD49oXdrUlKapmHYbFidnlr+T+cITctqteZktUKT0rYdMRl5vF5viApNCATv8K5MEqHv59D4zaZnjBHVmPvNQ5EWp3ZUVus1qOQo4zHzQIJmTsmJOe4IRoSbamnnGyTmcaQ69Utu+UmQldJNam1Qzp368xyE2LfK70q3Rc2NNUBUknKRqLUeJ+dce1caMdU2j7BKcHLZaijOIf7+mV4/YNAQkVcBfxd4GuuT71DVbxGRtwN/iLxxMPB1ark1zi0xKZthZBgi683Aph8YxpKrwQioYr/PXQGSV35X5Y1UzbErNvl9MPRsjrcAACAASURBVGnBO0GdEFRQfBbvA8G3JGVKQeecWpLcLnB4uOTy5ct0XTtll1qvT1ive05XG/ohMY4wDDHXNc0qgnM2wV0ZaPMoNYHIeJqyqokkvBPaxuNFpqzeiBG4JEhDRKp9lEOOKygDOeURk7JEhZhjW6fmzdkA4j1N8IgEvAA5HsSJ4FCi94iXrKYJbRNwYlJW2y04OTnl6OYtRISm63BNSxwTt45usdlsWC6XpKRsNmuGYcT7ksndEhuNo7WZJgeYT8xqvWaIPSJK0wRC0+B9M6lEhYjsJ8/RnOwIISo5b0oiiqBREcyfpiT9ESR7F5MlmOJpXFmWABXroySgKU3Rr1AmdCWqbM+E6nc7k3mnKDM4TLyJU8TN1y5n5aymZ9SRqc6VauJ8WUymG2RJjaK3ngt4H0h5MZLGCPxxVf1/xHYv/0kR+Vf52Dep6l++6IUKNxETOQbBzG8pd9aUA0tBXdWwWSWxZaJ8qROpOAV4eRObjYdKxCgkKXq5uTL7ACF4uq7h4GDJpcuHLBZNvkctSsIYIeWBqzvPUaqQoYKUSb16yZIp70ayKE8qcVxMTYqpqBs6iyxTcSYh1cuKgIpNFk2YYcV71DkSJsH1fQ9qIDqmkSaDiKYRxYLgSmbVtm1ZdEvatqXrFsSYuH10bBN9tSLqEd3hIUM/st6s6Yee28fHJo2J4l3AuYEy2QToh2ju9xpwEkgK/dgzxt6S9DgDtnohAMumZmqcgY96QVLO7kZ2CKsmi/0tEyC4qZnOqi6TSXxanhQ0bXuB7unjqjf3/Ors7+fzysSvenOfA5YWzuzu157AJIu6xeojtVT1MBChalv5PZs/3xaRn8W2LvgArze/b7Hb5AlVOjdmBM5HhN1JVYdCz16OrqTvU6YBaRYG40i60NC2fjIvdl0LAv3Qs15v2Gw2mViSLD7PZriZ1bYaFBOXSl65dp5VXCYi06xfFxNjCemfYWfPoBTZCumeRFN7fHtmZ1sdeFdUkGqgChOTP+nUgDrHmJKpSaE1lccHohZpcMiTOjD0G/rjU8ZhxAWPOM/xkfm2mLQAabRJ7Z1DVE0iG0E1Is68Qgsh6l2RsArXUtoy5STK8wrrBJI4UyPuNBcKmM4NV7XpOWL/ND70TNPvdZIyfXOLJN3lHur3fQTu/rrvr2NN5u8C2JaVhdmdoEi396vcF05DRF4L/Drgx4BPBb5KRL4Q+AlMGrmx55xp35Ploj1DEG01PHPzbduc8/4n7A4DyRsmuflFsUp4nKvOF+MPuq6laQo5ashf3J5XqzXr9WbeR6MQb8yDaLb2KJondEJNodjpL6c2YTV7e5IJULuuq647E3y7xcjE0pY7L8x/JDgheKHxlmDHnLg8zoFvzGRMDk6LMVo8jQihaZHQEBFc0xJCw6g9B5evErxncbDhpW3LqJEULZHw6eoUVUefU/7FMTLqBhGhDQE0EbB+SOopSY8Uy6blg/Ef3vusdloek+LSr5n3Ku17pyCyeylnJt7Wp7MT/Cwxur0qzPzFWY/QIgHvlv1xIS5LG9v33633PnJ03/M9VCZXEbkE/GPga1T1SET+JvANWFN+A/A/Al+6e55W+548duWS7gttLg+a5nPM27OCEcmqiauIM0NalwmyypYvJSmMmpgePC45oKFrO3woPgAWexFjZLPemAv5umcYIjFVOmZ1v1If1RLBmuMX9kga5ZwtHRjJgCYTuN3JDj+OI7V0A9hqLQJOEO9oGs+iaVhkj8+SaEdwhNBMgKkaOTk+IaaR7mBJtzjEhZbQdVx94kmefvpp3vPu9/LKV7+Oruu4efMWb3zTmzi8chkFjo+Pefe73sXP/8IvcO3aNdbrNScnJ4TViuA9y66BFNGoxFGJyaEYmFvmswFxSmgcLmf6mvt79jexts1qYsQUkxexgO5KB3XfeO8mebaUfWqEFHVgR9rYX+ZMY1vfnmNpEc4nL/dZUfYBxEMHGiLSYIDxD1T1nwCo6nPV8e8E/tlFrrVlhsri4YTWeZe1+XeFStLMG5RVVgBn/8TNy24hngBT9md/DB884sSyTvk5KnYCrwoM7By26llUnbn+VSSiJkv0slNSTXBN48VAbzL8ZJI0adqLOpYaQHAO2xbRYbk2vF3HB0fbBBZtQ5vjQYr/Rdt1BB9AmHw6Fpcu45zj4MplXvOaV/O61304Tz75JOI8Tzz+BK//iFucnqx46umnwQcOu4amaxEn3Lh+wwjQYWB5cMDJyQknJ6fEOOKdxwuksTdCNykxyhSgZnvI9MTUmypR6eGlPYuZfGuCcP8clrYmlqqF/V8wKtTUOjFVqVYdzPSBSvEjwqw7Z3Bgf1xIbT3aV9f6c50e4G7v96O8GOuJAH8b+FlV/SvV989kvgPgdwH/4W7X0mrylcjCrYxONs2m39p7mWY6yx2ViC/kjtxC4DnGpNi1fTZvmt+Gp23t3XmbUOZYNdI0RsqN0XJmWl3nVdBAbn7ZPbVUdKuUILBJBcn1j2MEV9XbKSlvJXim/VGTKEQQFURt7xdTfRSPEDLcijAl87GsZB2SE+aQwAVh2V1mcbDkVa99NR/10R/D6z7sdSyzxeTg4JCmO2S93vDyV7yS7mDJsF6z3pySUqJdLLny+BO89OSUmMCFlqZd4J2lACRFhvUpombBiFHznieWZ2PTrxkGR4wj/TBOUaW1r0ZJCjzF9Mi8aNzPomQnsl01BKYo3q2+1MIpyXZ9XM5VW8YhzPrjVjlH+uCsBHKeZHSep2993v0sL0bS+FTgDwL/r4i8I3/3dcAfEJGPwdr5ncBXXuRid+Y0Zvv1NrM1M115cQZm4UJ1R4JJOWx7LANPcd5I0pLmb7FoaNuA80yekmOXTYXaE5Nl8KrF5kLWzdsYlHrkgbTTZ2UyFAtPOSlm783ki3XEHNgKjy9qWGfCS8J5y4fqvUPUkXCZy8FWuChodCRvgOFz3s4E02jvDg45ODzk0pUrHF66xFvf9lG89WM+loNuya2bNxkTrPqR2ycrXvKSJ2naDtTRLg+5efuI05NT1pue0C44OLxCt7hNs+6JCbq2pVsskDiycbk11ILgxmGk780j1GKBIpCQwaSLuiFFLMGR/Z3TJ0iCqIznuIzfa5knVrbU7KgiqkraKxHM73U/78aHlB/pOQBx7oW3vpoBo/5cq0219HH22e5PeTHWkx9i//NeaK+T3bIvqm+fpOF0m/YsagrTRDVdmYlbSBNg1BGLprdaGn4DjG5KZdc0HnFlAyWXCcTIZtNPGaa23+MEGkVFmgjSbPqqS0ypLGlAYbtn0ldS0VEyqVmZ6TS/2wY5doLTQgYXUtX8Lrwo3lvqvdlSYhnOhjjy+BNP8lEf/dG85c1v5bGXvITN0KMoJycr4gi4BvWBo+NTFoeXufL4S4wYbRv69ZoxwQsvXOfo+Dar9ZprL1xjTErTLsyzVwwkzFJjaqAouFRMwwnbvDtLRGASZixchX1nfJVJeubfks6xf9x72Tuh9hCK1v77QWOXDzlvIiu6d19ezffcuu5d6nuepFHuX2/6fb/Lw+ERmsuE9WdAY5IpDICn5baekArqttgLVc2b78zXc85Ujzmln8VWmPWkyWKwEqsEPUW3LuJ02QVOK/K27Ehu5GJZEU11ODMCsgRUkgshJX8GE3Hri/XH+0nolWqq2GZOFoMSgs9el2aONEexwGLRslgu8U3HGBNN2/HUy57mZS9/BVeuXuWlL3uG177u9Tz9zMvpFguOjo85Pj1mjMr1GzdZbzZ0XUdoOw4OL9EtD4lxZNMPvOtd7+bW0Q1++X3v4/T0FDCzbNN2tIslh+PIZm3+G+MYc7CfTGBuVpGBcRiIcTSwSGWTrJyEWGeuquQ9mXOCsqXC1uXOZOQdxl8mU9QquQVK511TJs5svkYtQe5KBWnPZfapPXciVfcBx3m8yIMoDwVoTCz5WG8LkEFj68EzBzB11DyZTITdJpWmjzqfXzq0aRq6rjNJowlTWn6fPSJT3AaEkgWr723/1qKmzIBRCK8iUlv9nJT1MldEZ33VZZbeO09wQusyGDiXCVnL6j27kM3XadsMEs72IDGfDHsPTvLzNTSLBRIaWgk8/czLeeOb38JrP/zDefLJl3L1scdZXLqCc7btYj8MrPsBVbh9+5hxHDm4dIWDxQHLgwNUHFHh9HTFe559H6enR9y+fcxmsH1ak5p7ftM20HWAsCkhAdEmvaayDcRA368ZBstXknIbFiBVdOKdhHoh2XbDPm88ndX9z/ID+z6LVK29M+fOBQ4MaKTqKSeVK7jdBFyxh+RloFand77bp55cVHKoXdfrv+9XeWhAY7VasVqv6fthcjYqa6utxM5Uj0JeFKLRDltuUG+Tr4iX3rtpsx5UceKIyaSPxWLB8mCR9/Kw1VpEsp+GoOtxihKs0wLaZkkjY5pzcBZz4GwmLZ3GFN9BqTaZfM3WjPJqvDPQkHnTIueKG3ZpqCJhKSGYOlLMrk6YXK+7EPIzhdxUwsufeYZP+dRP42M+4RM4fPwJYj+QopLGRJSe45MVN28dce3WDVJMeBd46VNP8dRTT+PE3MhXqxWCcHpq/XRycsry8BJ+GDg5PWG1WtO2LZthyN2jiPeTc1jUnKovJsahZ71ZkcaBsoer5Izl3hXTakRU8SKI8yRJOCRHwkaiymRlgbNAUIvr1ifbJOEuYVgmmXNuF2POL0VnnKw71aGJiTNHv9KP5TcTYyf1d9tjZf8tZet999lL2Sft3I/y0IBGUSXqIpltnt/BFWcaFfLmBtnHQYzULBYFsWxfwzhMKfC2iMtU7+exu5nQnHy33lWtpCPcx7vMXqG1R+oscdQd57SE289Zs4IXgrOYEtt1vbzcNmhg0sxi0QDR2oVifjXpREXAecQHQtvxhje/hU/61E/jla98FW3TIkY4EFNksz7l5HTFarNhs+m5dHjIk0++lCa0+BDYbDYsukXeKV44OTnh2vVrFlsSGjOHijkodcvF9Iy2mVLD8mDJqg3cfP/A+mQgjiP9Zs3YbxjHnjSOU6yHlqhFe8qp7erxMLVFOab3fyW955Krsn8SV/XKoseF6nsf5ngtcXzISRrANIG3JmEhk1zx6szZvYu0gcvEH5PLtPMO720SaUqMQ8ok6LYvRYolJZ/Lqk29+5jDj37SpXeT2pQVqy6zHlu7rhtwFP+DehmyKNFmsmo0XugCk3QUsmek5dA4S4o0wVXEqElhiNC1C4ZhxPlAwvHUM6/g4z7pk3nDm95M27SkGFmvN6zWG9brnn4YWa034B0HhwcslguuXrliQORDliiOc9i/cOP6da5fu4ZqomkCZbsDM+W2UztbFnVT/Ygj68WS1allQ1uvV4z9hmHo0QwWKRZTe2nP6r28tABHifqZvXB3J+y+1XVXstgee9vte+GVedoFcM+CV11/0qi3VIciAW2n78tX2KuinFuNX0HQfMhAo2rsikyaQEMEn8PDi4qiarxBiVmwSWdOTqA51D5Olg1TI8ru3Qnvt1f9srqXTFWlPrPvxX7AKKAhRZUSl+tVu5cXEtNNVplpi0MvdK0Rm1aHMPmP7C47Ignn0sSXmC5t9+0WS5Ku8cE2dXrDm97CR3/cJ+C8Y9xYOsWj28fcuHmT1WqN942l6zs44PEnHqPtGjRF1uueK1ev0DUNz/7yL3N8copznps3bnDr5nWarkPEEifVz1HyrJbnjNGkoeXygCMf2PQDm75n7NfEsbegqph3iY9AXhxKAl4x8bIIFWW0GEFqH89MuP0T6Kzqss131BLNPc3XM/1T3+cMcHFWAnhQEsF54/XFlocGNEqZ9DU3b3Bk4Y8OL46QzZQGGmaaMwmk7Ehmaop3s4pS8k+KFDdtPxGnpgrM6fBqoCiTwfuwpS5oHLfqW7JuuQncysZMcz3qQVrutcVpBGibTIzm7SHPBQ0EUpxJ1gIezrPe9KgL4Bve9NaP4td9/CcjvrXYkJgYhpH3v3CN09MTxqhcvtxxeHjIwWIBmuj7VSZrldXqlPe8+z2cHJ/wwgvXGKPSbzakGDk8PCDm1IAlU3mJ2+n7fgrwGwZTSdqmY7FcmhqSuYs5knNbgZescs1Bgfmpd+dmpnjqifiBld3z7gExtvHmzj8toMZ+wNhzwoWu+yutmj00oDFxCkU8ddlyIILmiegli/6FNNI8uGBSBVwm0uyz20rkOifSnXeIL5xB+Y1N7tnWvhWzMRGyxVrjLFRfNJtAPbWk4XNdyrjSzHh5MTUr5OxZ9jfZhAreQ7BcNHgH7LiiOzDXcQQVj4pDxeNch/iWdnnIm9/yUXzCJ34yj7/kKa7fOOL4+DZgPhpjTBwfrxjjyGOPXeXw0JIAt4uGYVxz8/oNjo5u0zQtzz37XhbdkvXpKeuNpQLs2s4iTVVpggf8JB2Z+phI0bLDaxNgtA2cFwsLtR8HjyNA9KaeKIi6qY0KCa7V/5E5UnficDRvfwD3vFLfaRUu4+miJStK02d7n31Ep2NSaVqaOVQtlpaCfmQMvT/E5YOQNh4a0Jg4BQqD7ZGyymYPPSdMbtFli0bJ+qJUg8pJAZFZ7UjJJnPbNHTtHMDlXEkfWJK7zrk365yUhcco4DENKl/ISXcGNJyo7YZGPZjm4DrBAMAVPV0Kx5Kmz7vbFFhJ03UpmxiLQ5ynXSx59Wtfxyd+yqfxEW94E6frNbePj7h9cgo5Qvd0teZ0taJpgu1bu+imfW8348Ctm9d573ufpW07jo6O0EuJYdgw9BuW+fdkBytfcUGTepafKXiHNg1pHNkMA13bcXh4iaE/JRERbYhDjiNhDgeIgKjg8rMVC4m1l6AiJJUJQC5azvj/3GEiXfy6ebHZ5TQqwJiOyXx0CyH2/H7ivs+5552OlvIhrZ4UTsGyVelMgsqsnpTw9uL9KVK/lw5I1ctNE7lpnPkIILTtgm5RskLlvVCGyHq1JoSG0Ajet1tqiqqZ/4pJzWWHqwIM9gyzaiOSd0/HMkntdu6u9cUsR7YnRlKHqCcmxUvI3Mu27q0k0tjbAJNAcpEkEfGOg6sdH/9Jv56PeNNbGaNye7UhdAvaMbJZr9ls1jz73HM44GVPP8WVK1fweYvF09Mjbt18geOjm9y6cY2maUAd1689T7/aIMCyazlYdJyu15NFq7YYzY5b4/Rcpe4+BK5eucLp8U02cUNoAjqOUFIBqhoYoNV1YVrLc4Kl3OATCa57eI0XOx7v4dfTOXeTdiwd5X61ZOvcSXrao5LtufdFQOFDVtKwvT2KfblK7Jo5DYdCshgF8i+UVAmGeVJpjjDN0kUIHk2WAarwFE6EMY4MA6xWG4aNmPjcebqFeYemlDIhOW/9Z9KQzv4BUyxBkTCq9xKhqsVFOr+XpDc5OXJyzoLgxpGYnLlJqzPJQObVyOQSRTQyrle2CosnSUOk4eDSkre89W287vUfQd+PrPqB5cFlNuMGVmtU4epjj/PY44/RNYHDA9tQ+oX3P8/NGze4ffsGJyc3OTlZcfvoKG9jcIlbN28BjqZtshRnWb5M1TFvT0EJvp14JTQxDgNDby9Va7PlwQFd13J6EpGSF3SSM8gcFZYGrxLhoQInBxLz2NBtC8r9mhwXB44y5u5McFL14j6A2f6tToDxYp/mQfAdDwVoiJjJVL15FUqxUyYLLJutT5UQqwpYEpv5W/PmNJdkIWXuwHufLWPJ8oZ6jxKJcWQYlM16zSpH1l66vLCJEQw02ta2DygJbJrG0w8xY0FhVDIRmQc5Tqd4kS1TsjJ9VrU4BHUWVKZioCFOiCRQP+epq6VRATQylnBxUZI41DVceewJ3vLWt3F4+SqrdY9vOnwb6OOAd0ZYHh4ecHi4hDSyWZ1y/f03eP659/H8889xdOs6m/WxSR5jyuBgpHEInrZpcpsnmsab1WOYk/wWh7UhGLcxTlLCrIC0TUPb2laOtiUbzJnBSwPWs2Xb+WkeNPPP90ka+6b8eSbX8zjI86bbFvepRQqa1dd9ADJds1y4tI1WnTs9aOHX7gxcUj+obLfZ1nPf8Sr3Xh4K0AAI3laNmBveSoYCgRJXHfM+qdMgA1Sj5exU2xZASSR1uGSSgPeOJNk7T+bzTDVR+sFcw5vGk9JouSmaBiC7mrczcPiBMI4oDi28gtY6bdFRM6BpQjWTfZmI1ClgCyQJeV8Gk0BE0JwgZIruLWAzNUuapLCUEdWFhle86jW8/iPeyBgthP/K45dYrU8Z+h4nwnK5QHXk9PgWR7euc+3557j2/ue5eeM6169f4+T2TdK44fKVKywWhwy951iVg4NLNG1HCA1Y69I0DWPO4J7SvG+H937K2WFqnTnTjX0PahJW03RoEuKoeLz1Z27PreluZFWehcyjvywiFaYWHmBmRsgLSsUg5EvP2d927lcuvzX+yMRk4ZDcfG6Z1GdUpfNX+C28qEbLlH8jj6XqKS5QtmBsvldZW+9zeShAQ0RoG4vBGLMDFap4Tw44G7f3PkkWCVlS+M3xCJm5T9HyTDpzCQ/BgtBCEGLcEKNysFjaVoFpMFdtEt4nvDPROziHaxoW3YKubQjBOBXVSBdKJnDyviZpsoxoUlIcJr8QB0RNk25f9mIVMSuKk4SXRHDQ5A2ZvLM9SsquYZrFX7LerykxRMu4rs72OcUHXvXqD6PtLrHqE4eXrjCOA7ePbnLz+jVEE6oDq9Mjbt14gWsvvI+jW9dYnZww9D3HR0doHFg0DsYNogszGTeBIXtqeh9wTYsLwfzqGLly+YDVqqdpWlJShmEAERbLBUkj62GNCw7EJJR+syGElqZZoNEAVMTbzgUCwxizRWW2oiDOVDnUOK/sviNqEb5lwlkpjl954pY2Q0B8Hm/1ZJpn1Wzuz9iQ8v46OYhuyqjmXL5uwomvqc6ppK1s5rk+OZa3bKVQEiw5cZPkSobQ6dnrks+jEMCSJd0COJVEq8zOtZLb8H6VhwM00GyatH8pZztS1Zz5KlH2oXBubnhRyenqXAaZsmWB2TktelLzb6yx2zbQtDmqtfWMozl8SSccHCzoFh0+5KxWZY/R3LlmmTGVwCTo0mHzexLLJD6bCt1WRzsnllksg1njbbd2X/wWkl2ruNVv6daFE8GBM/ULEcQ7Ll2+zNPPvBLnW4KPgLDerDldnXB6fJvT09sc3brOjWvPce2FZ1mvjtDYW3YthBQ3dMFS8y3aQNdZQF/oOhIeF3xOIOxy8h9oc/b2GG3nNMTbRs2AC44x9oS15Qf13jFgzxN8wPuGlDbWrmSriM5tRiG4y0T2DpcSKs40pAy65LyhE7gmy7yF7FlpL0BTzKQuVbxIBUjTd/X3s3RR8yvWZdsEJ9P3UmSXnPGrKHHnSweT9HJGIJvHzHatJm3nIo9+4fJi0/29E7iNWclGVf14EXkC+F7gtVgSnt+rexIL71wpmx3FQsFzApOUEuqUKOCSEaOpxFaQVxqfA9lgjlR1Auqya7IyeJdJTaFtl1PG8abxE+kagrlRd4sFkj0Z+34w1SUn8bUs3YHU91ZnVzgNoXgZpSRIgpTcNDCKPu+kmHHtWk3eztDqPO/VMZlQM/maIJOnOdmsWMeNante4ITHH3+cp595xojfxrEe1pyennB8fJsbN27wwvPP8tzz7+Hmtec5OnoBx8Cia/AC0jS0wXG47DhcLlgsl3TLBe1igVssSMnjgrXt5NqfASxlyS6lhGS/FkTQsaQhcPiUyWjKhBC8N7Cx1tOJJLZx5TIRqhOB6p3LplZro6QZNKrJYruwyZZlDMjbQECsuIY8frc+z6OxAEcJMWBafEoOVzVt+VzCtCTh2eI2xFkW9TyJZc4WcOZV2vi8sqX+TPyObB2vf/OwWU9+k6q+UP39tcC/VtVvFJGvzX//qbtdxIkH76qdw+YHn3ZYV2WTokFE1vOddzjM89I4B/O/QOtAZfJgCjnZjvEUPniSKs5HfE7E40Nj+3EMI8M4MsaUyVmPb1qaVhmGEcmbNbnsZaqYKiUpIRpzlCbEvNyJy6uUm53KXPD40ORd4ePk8OVK3EkBDnJK/dwGJYdIGm0fVeccV68+xlMve5lNXCekTeR0dcrNW7d4/v3P8dz73su1a88zbE4s/D/r9d45i7ANDYeHBxwsOrrFknbR0XYt0nYoAecDTWhyLIz1Td/3DCmxXvem2gXbI0Wcy3kxNOvpOnm2nq7XaIyEvOF2WZlVyZtdFW84nRy9FCyUAJCc3Uwy+YrI1gSpN5meEkrn42nawnNbCqjHiGQgmgEjw1oGDRFPyRhfnJN3S+0oWO4DmJQklmaxjkDdu2H1Heb4GTDYSQmx7/f3wxRdyoNQTz4X+Iz8+e8AP8hdQEPEQtIp0kb+vujvZd/WUZU4jOQtgimD3jtn2w+GYBnGdxj00kFd19HmXdhLbIkrHp45IrTpFvimxY0JJOVNkZxFjWaHMx8aA5HgCM6uo0KOoVCilv1J1SwiWhzQZHJdD94bWIRg/iHBE7ziZQYUl3X5qObvoZg51qEWMxJGXBNwoWWxWHBweJgBzJ68uHCX1Xe5WHDpsKENyrA5tq0NHDTe0zUtlw4P6NqGpm1p2tY2dQ4BFzrEhcmdvrh5N02DOpdd3g10pXA7ZKANgTiOk8fs6cmpqWIu++LkhDt1noyt1TaPh3kSTrTmJBEAU73qyVi/UlKk4hnOG4fkK9d/11JDCW8ou9anTEBkAWoSDvZ6lFbje9eyslvfuh7nlTTxZPuTIO+TqO5HebGgocD/KWaS+Ha1bQlepjmxsKo+KyJP7TtRqn1PDpadicIyR7ZqSgw5hwVZ9NWUCIjtGpbp85AD1ZoQaBvLIyFkAlXi1KFOZJYyuo6mbTPx5vPKHmjajqZdEJoGTcJmSDNY5JfzgbZbZPDwNK7BecuWnqIN/JKcZxgiKZNfblI3LPN5KOpJ2xB8Yyu1T1PQnfMGGjHGaXVF1DKBKSwWS/OqDB5xjQGP+LbptQAAIABJREFU9ybCJ80rpJmYL106pF9fpgmJtlHaFvpVR3DgNOJE6JqWw+Ui74+yIHSt7Y0SPKFrsXR986bRTmCxWGA7Sjicazg4vGSRtKpIMEc9UFYinA4W2JZUjRMtq20CtJiw1YhlyQtGnomSdf4CGJNqr/Pn7eDCVB3PK7loTgmwM4B31JPi3Tl5jkipQ/VuKDavSgXHtgb4mRF/LrGwz9kvH9l/ws45ktzMg+287qfTWykvFjQ+VVXfm4HhX4nIz130RK32PXny8SvaLRazeIjpp7Eij1QswjXkPPBx2gBJ5gmYk8+o2mqvOtqgSooLjrazoKnFckm3WKBq6ft9jDlN3QFt2xGaBieezRDNYhAafGgIwbZxdC5M+nrImyGDJQbWpLgMGjAypuyj6rIa5QUXQt5nNth1fcB5RZzlJBXvjfgrNH7eCZ6Ud4VHaZrWjAFGSmSVzNqrrIIWJ9Jy+colUnyMxcIRXMS7kaFRglOII16Erm05WCxywN8C37ZIa1aZEEIWrc0aVEL/G99CjLStN9A4OMQ7b6n9xiw9pEgcBjZhTdO2HBwcMPb9FP1qYyGDfMmYVk1gKmlCKyAxiWSbEazHT72yGjjNUbN71QFm4FAsj+s00SYJwiwxGboM6GbBZyIdyzW2p75OdT4fJKa5Md1jX/3Kb0oaguJEeLfr3q/yokBDVd+b358Xke8HPhF4TvI2BiLyDPD8XS+UiT9jv0uD6EQGUrhByebNXVYc+9tWsbLlYsqeikXE9DnO4oDlcpFzP9gO9UOMLA8u0XUHlodCZ0bbzFamnjgf8EFJwzgdj2mu07SRT/FNSCm7Rs8bNIvaXiYxioW3p8ToEkHNqqL1q8TcoKiknLgrIWqu2kbsF6Yur7CS82aKZKmqJY6tZSmTHtEejZEmeLyYf0QbPIsusOhMWhFvO6xJE1BvCYEVu48rJCE2+cYYcRIsu1fbWDawmHJqxJ6+HwyYs/p45coVbt24MZnWzXweSXEkxcSQIknNVT9U8SyQ52bmOYzrkbmf0pwvtOYUJill57v9wzDfp/AxMrvJU6wb1WQ114A60fUsckxbc2awUcUc8TSPiTqlJZyZ6OW8fXXcVrsSEmdJ7ex17n/I/YvZ9+QQcGr7uB4CvxX4s8A/Bb4I+Mb8/gN3u5YmZbXe2Cqa0/FN/6LZvC0np7LuBxtwOTzdZ+et0Y82yMRWuDjG7NXoaBqdQtybpqgDpge6nMDX+0BMysnpyjJ0xcjRrdvcuHmLW0eWbdtyc1i4dzFzzXZyKsCIeUJZKPoYR8peJ94Jg3fmCzIG2tEmcOMdPig+b1fogmQfgLJvq+XYTMXnQ1e227gXcO2UuDelMoCSmU0XLRo7hn6Bpg1xGC2uxTucRhLR7pexJ3gH3ly1VfJKStGx58k6d16e4MF8WsDjw4a0SgxjP6mbks0QoWkm1/NxjJbub7T+jDHSj7YZtW8szWHZonHiSkRM8pJCUMqUo7WkZOy6brpnqkiHfWCxTz0xi9AsmYgrYMLUDknNoVXcWe5BtVx3FzSMI9sFjX3gYfe5M7lZxlvJVlyTqrt8xsOinrwM+P5cmQD8z6r6L0Xkx4F/JCJfBrwL+Ly7XSimyNHRcd5PpOzYrZlo0gwaRjL2JS9njKBGhJb8GU3OvZmmTFBK8IFxDHNCmFJ0lmhiTBzdPmYYbQU/Pj5mGEZOT1Zcv3GDo1u36XP8RL2H6m5nl4FQBrFFzypjHLMTU8kw5qatBZqmoW285cGUlJ8n5wgVI9xSIQnTfA8vpoK54BDXMgyj+W7ECNh2hyVh8tgYuZliS/IjoxtgjMS+J2ky02aKlickeOMYNJlTHQ4vLXPiirLyWgRu4SbME3SRY3Uc/dibeqVsZTzb9AOr9RoF46yG0QBjsOTCwziSHDRi+UxMG7HNoUWVJAlRQZ0imEWmtHVJx9hlb9SLrK671hPIEqNWUdNUEzpvtzlxBpNKsi1t7Nt3JCn53P1Wk31qynl13ZI2YnEA3AagXbPv/SovZt+TXwQ+es/314DPvJdrpaScrtYGGqNJFMUfYVpd1dL2jdX2ASJCcgmJNhnTFCzFJLFAzESlGOcAE0dipKWJ0reOr4PcZL1ecfv2saXC2/ScnJxyerrKO5cbd1HvKTENiEpknVYB1WlVIfMvyTmSE1LKK6YqmvLGyClOGcpdlppSkbqmAWH666JtSDrS+BaXeYTiw1AAEZiih9u2hbRAfST6kbgZ2Qx5CwTvLBQujYwDqLPVS9UZiMTBwEnm1S/GaKtsFknqYL2yTpZxamqcqTKr1YpxHGnbbuKrRMxaJCI0IiSxrObC3JdxCkyEwlDOBOn2hCpSQjUm7zhpzk6sbTahqCqaOQ2KIxnlutXvd8bF1hhRJVYSaSl3U5fOXCfN24pO6gpnn/FhJULvWzHvyuz4Ija554bNA9Jh2am9M/G9OEpJyeLtaEqIfWaivHd0XcdjV69yeOkS3WJB03V5FVObnM4DyunpKavVms2m5/RkxXq9pu/73BmSrR+eaQcwZnPutg6dzXOa3eFD3qagpCQM5kvhs7nSZyJVU8z7smYrRaXPWyPZ4HTAsm1RIgeXL9EuDvHOEceRpluShogIxHHMQXYNabFAtGfQNSSHZkelpm1pJ4e4SN+PqESkMYuIxySlRbu0VTerCcMw2HOEdhqsMUs5w2AEdDH1Bh/oM+ejYLu0JTUiWCSrW0pxe4hlksu8mXZRI4sk55y50Jd9UIrZ3ns/EcGTG/456kANJrurfuHS2FHRVP9/9t4lVrJtS8/6xpxzrYj9yNd53bfr2uXiuq4pqlyyEbKQZWHRQEIgGiDcAAQWogGiQ8M2DWhYlizEo4NEAwkBDYzdQSCEhERZxirxkoWLR1WdKtWtW/d9zyPPycy9d0Ssteacg8YYc60VkXtn5jk3q5yqYkqRkTtixWutOccc4x//+IdSZmizEceeN0hrjez2dHVPtYVRa6W49YKfAeBGLDjxZtfHxejA8y3j1HC+rvFGGA274BtUCyV4X1QX/12DSwr0bGzytjJ1X3ydZ066tABoMVhl5na74dGjR7z3hXe5d/8+fd/NBKtxHKkq9Nsz+psdm82Bs7Mz+m7Hs2fPSClRnBQUnJhVHE+ZOSW3gFPqXkYr9bcqWTMGvadcZ03TEA3k1cY6PJYdPB0BK4CtWji/d06/uXBDqXPKsKUGYzK8QWuPlh4tHVITpA5NHdIUtlo44niBhGxGz7Z6UwAQY+42DyroAjTabz/d1V0HxbVRuq7n8t59pnFk2O+NpdtCAlX67QYJ0TREXWe0YUTb7XY+t8MwANB1vXkxq14563EbyHgXjnB039KqJ2Oehc8ZhLsBy/X/hdPzw3MG41XHOlNUV5jN2qt4nd7FerwRRgMRUmfZDGlGoxZqWOtj6pyiW3ZjmTt8d67ElVxYOMXIZrPl/GzL+fk5Dx895MGDB1xeXhKTswtD4DxnJCbyZKhWlxJD3xElUouxNHNusbuxP0tZepEcpwMXo9HCCglLJqB1QttuNpa9cKORwsJpaASlNVHpudMFUJRSJ7pkGhYg3qHMdm2TCjRjVbsetFBzD92GrANBO8Jmw7TPZgRrodYMEUQc1/AUcuNltCxWOAFDm8EwbyzMO6U9165vRxxH+r5ns9lQq4k+VzBkwo2RetMmgNQl6qS+iGXeoYtWSm7eTJjd/YYlrclXsyG4g/PwnMFo39nn5fF6Pl3gq7m5engGUE89CIQQdPaG7koR3zXWx69HbGHTyfv8/jYa7gdanYaVt0NrWLO6MCxlw2a1raS4uYmiMuMh4hfYSFu9cS+8i7l1A6vmnncdVZU8WVfzwHJrRmmmQPhnWM1D20WWn1Bbxb5HWq76P8v+tVvDEVJ0UWMv0Jonkv9eVcv+3DZME2SFn6xbLKAzNpI0UTtFa6akDk0JqR2hdJASGaGUCc2ZWifrPh8joWSL3bUaXZpWH8ScvgTPFNT17umu9QqAEIzQVkphOAz2Xi18aMrlAsMwmicxjUaPr9F1Q2DME8NoHkaIVg095oko8TnvYW0wjsOS570O+w2nnobc5jysft/JODm2Ga7TcFXr8eO3GZaXjds2krYyTn/L72ujoapMuXiqsvVetQk7V5Davo1ZdUdIrbjV0qwh0rq2i3j87Ltk069UWgxs5fZTXkruc8lz2q/Wtsu6xF81WrhVrIoTqfCMQliIOI5htHtfXx5OyWyETHDYahdiEKI0RL64lgb+O4RcdbVL2icJQpKOqoViNajW7S1nVC1DJEHMW9JofJCQHL9JpvZFE0gWS3lO2RimUhACxEzVQtBin7lqSL2AfkKrsWnzftkNZVmofviUMzc3O7QUYuroN1uGanofVk9jx5daoRT2Zc84jmw2m5n3oWrd8UIIjMOExJbxOM5WrFOPtbYesbzcYLjX4LVkdvGWH3fb5OVWQ3LLaIv4tobNr/r627wN0zC6/ff8bow3zmi0tolLc9/VNG2ZBXP0bMcLAqysr61Q2nafkhWppdShCuM4ATo3ILYGxb7gSrFbNe0HL5HwVgGeYsNSu00wJrBQeKvgBB5c29NDqdiATyFFmQWSg/tWzc+ap6rHyVqFXFx0CGj0QyGQa4FgFGKJnSH7tR4t3uCZiRnROwkpavEJVtsiq5TsUoMpG8ZRK3EletQWlX+KL8plksr8mevPKeQpL5krZcacYkzQKWWaiMFSrF01Az9NIxA4P79gGAZEIofDzl7TwrGwfG67X+pC1pmsejxP4HbjwSLEYHvVy3Zsf+4kalmXSy73euRdfB484zaj0Yz/c57N75LheCOMBrAwJ1uH99r213VM2P5dCbQgNAWuGAOpIfwixBDpOuv8ZWnSar1E3fXPOZOn1pvDbrUUtFi9SxBIwdOzvpYDapmGE3KXhS+G6IuC1JYK8/Rl804q5tHgbEK1TEb7NUdpPMW8llmRvIUERvRqO1b0CtQQl7RoE2nB4X/Vdm+ntBYPh1SW9LQouUxmCN3jqrowN4VqFrQeA3tLIymZiVhr5L86kSvGxMXlBfubG68oTrOhs7CymJEUw5smlxLc7y2LFT3TNTe+4nY3fJ2SXDyNOqfZX+5tLLflrL/Inzh5RjnCGE4B2aNU6WtY2G1b/d00FOvxxhgNPcrr3wVbOR9ivWuq13+2eFtbtWMkeWf4zaZJ1QnjOHrIsFLOnia0ZLTmBZhQ0/mc2yGAGQBdNC1Mi6e54nUJTxrPpP1fYLY6ClqMNCXamlp79WSj0uNfYfY+lrNkw9XbU0IibFxeL8XkqV7/cic4A81Da1aunW/nuWuwDIoSvX7GWyaujQZi3JlaTZV9hRu0918brPUCjTFyeXk5n5d7l/cYDnvyOBrWghnUGJMT3KIT/56BCFtPlTfPrs0HON6Bl+rPsOAcsyF+fjG3v+0Mt+fdq3tu5z41HUcB29E8Pf2cNd6y/vuzjNuMwjJX/iCFJ3B0cZuVP708VZWSjYNQQ3CylKVcQ7d0LbNq1p6zszPOzy84P78gJeNi7Pd7QoCuaw2ezeNogGcM5hWkaO8/91ppOz9W7t7W4bKjtsWlMx1eXJ0rOvDZxeX/MYo1S4qeXk3WJV7n19t7DXlaLf42hH7Tk/oOgtJv7PfGFGfRHuaJpCztFRr3o/VliWRlIaIVo+uLFNLcsmHpZRvExGeozy+KOTzh+YzA+ttvNhtElbN+Q5lGuhS5vrqCasV6h3EgJNPa2J+dsT/s+eSTT0ghchiHWQioFgO7s5f+3wYsroFRW/gcfa95/q2Pb/OxYWenZ/6ocdW8xz933DoFfGrgmhFqxviuLNnpuMszUZ73mm77na9rvBFGA7XFW8ppIc+JFRe/aN4Bza5uA0eZ05TRU5xxzlCY216KNf0J3uu1alMkn6AYnlKqyfsVraau1XW2C+tS4TgbDJm/1jrMnx2L5tGIyPH/Gw9jfWsimf5iU0BVFiHb9WmwFHXXpaV2JEQ3BtE8Ap/9lubzNG6I9nxoBjYy6kJTL54tEQ8PzWNidu+ruDp8XTQwzSlbTWY5XmtzeDIZ2BlD4OLigjEOPHr0iD/01a/y8MFDtpsOVHl6fcU4TRyGA8GPffrkGb/8y7/M+++/z+EwcHZ25uGJMOVylKZeGLHM3699j/XSfuGOvHLQTnGCOyfwieF4kdE4TdN/lvFZjMZn9WJedbwRRkOBUoVSrQioVQiGIMdHKR4TKKpOxfYLFoAcw5x2tKKjiVJGSpkw+b9MKROlWPwMkPNogFut5KrkVh0rzN4Jjk3MHH+W3WiNvNQGiAJzBRiy4Ay+w1vKMs4l8LYAAsWzEaV6VCOBQqDSuBJtF1+KuFpKdiZZebxvYY9N5RDMgimBrMKUq4vbWjiSy8Q0jeQygBRSUMZhZHOuUKwGRNS8s8MwOr29kPNIViNuWQMpPw+65qrgYY11jWt0/BQT280Zl5f32G63QLUanZY1w+Qb3377Hf7IH/6j7hFW3v/19xkP2c4hkKvbcPckBDNMuE6rAcR2bnJe+q+gyun6a/uQ1YjgG8OK4SstbGFlQE4A5tV7Ldgbq2PXkeEKd3putOeON8/mlR99b543Pr/vwxMQqkaqunJ3a4QTPD5fnTjVMruOLfOqlmO1hR6jl2gHch4Zxz3jsDXauFpcPo4D43AgxmgTP1s39axKVgNkYxctE0IlEVEiOauxQ5Fj0Ha28r45q9HXWyMlNWSP1joR1wQJIc1GpKKMBUpWyyCJkEJkqhPF3y+KqWG3mpRSCrGPqBsYfLFKiGZGNYBmGgZbEMas7A8jKWfKdCCXkSkP3Ax7ShnooiChMowHLu6Z9dp2G6IIZ9ueq6tndF1PKRPDoBQCXXdm0okoxT2X7KFOM/4pmjEZxoHDVNhuzlCF733/B3zwwY958uljDoe94UaegUkp8dWvfo1f/BN/il/8xT9JSht+/KMPefr0ilIyIQaKeuq4OHsVkM7Cl/miuDc05vF42mkLC47rZCpYPxpdvEUzHOHEWIBIXBmKVWiwNgRzqlXm8Nv2QCGEtHrNct9o7M3h1uVD5o3q6KfcYiTW2MnrHG+G0WhhxhxuLKj/2jWfKwql3bmX0Wo4GusyJfq+o+8763lSC8NgKUTrkeKZk2wVtiHi+hbBxW9sBw9aCcUmUIjWcLg6EGhfqFl+/17IzF5Ud59LVUQWvKMUJaVARRhzoVW2FglMXtSlPltFFGL0KkuhIA5ICiUUq+51HkrXb6yGRtuZkWVHrcU9K531JGstlDyiZaKqcTJsY3MwtApaqoV3fhnyOFlKWkbrJStYawTnsaiDvy37g6jv/ELfJcZqWanhMDAeJva7He+//+u8//6vM4x7SrYMiV0fI7q9/+u/yW+8/1v8qT/5p/jpn/4Z/vSf/kf5pV/6W4CwO+yp7mXOwCWt7qNt52bJn9+NVyvSz+8CwPvcW2Egd4UmFtotx71ogR57IauN8NZjjrVMX/T+tz0mYpq5dz3/k4w3wmgoa0d/9eip0aAtpmO8YA12rfGQZmkb/bjWzDCMHA4Hq7Ysk+3gsSc7b6P1IA0eEqTUeZxsi1VCIQ8ez6+yA22OatXlN/lGZvCAeScBIURT7J5y24lN5CfX4lRoR/6Dl4drIybZBBVvlmTDMJzNZjP3z1isGbaIS0ZLJmD9VWKAUjN1GtE8ImVCvEmUaLX+qgTQQp+iM2ILw2GHlokixQTDxNOteaLmybw9jAgmYrqmrWG3UfBNnDl1Ba2WZt3vD+z3B2qZmMFkv355Knz66RNU4fzsnLfffpdvfOOP8a1v/Tbf/e73LGYXaV0faGZjFiiC2ZAdZ6GO51kzGKs/b9nL2/sdYxwtZXyKKTxHwLp14b54Md+Wrn1VowG34yqvY7wRRgPaj1qMwtFjtAmxKo8+Oq6Ss86aGa0GAXCOQHa2aWG323Nzc8OzZ8/YH3ZstxsuL+5TKmRnhAJEcX0Or2oNMRFVXfzFv5fyHNOw6W3Yx3vXeQ9BmvchLgRb1TVQSwVx4WSX4bdNv3pT7JbhaKCvzC68AauRfrOFlt04Oq8VLROUCdFKEqELRh2v04DmEUom1OJ9RAqQISQ7PgaCmEc2DAe0ZmpmbjBVVKl1sobUtcw+ToNyBQNWK6ASSF3PZmso1PX1DZvNhkcPHzJNB6Aw5eKiPolhmBgOIzkXfvjDH/Ltb/8Ov/ALf4Kf/dlv8q1v/bYtWnzazDNFF2Yw64V2NyjYNpn53t+nPbbe8W8zBrcZjc8z1u9xWxbos75XK/r7PK9/0fhJlLu+gfU3aeOPAP8O8BD4V4GP/PF/W1X/h5e938IABUecWFviljKbI4HVmFXLXRGqGZt13t6IQpmrqyuePn3KJ598wvX1FReX52gVJCQPDcwtTiGCWqhSignEzHyFk6TOWuKvGR3zclw/dM62yNH/JQZjS+ZsRViOkazL7Z9n/y1qY9rSq2Il7oiRuMzxaXwPhdo8DSUFSALkTBkH8xBKQar3hq0WMuG1OdHTzkWVcTi4J2Kaq2gmKAYe58ley8J2DS0HpNUBZp0NXN/1fPThh1xcXPLVr36V6+tnlDIw5WLl+n3PzfWOZ8+uUYWb3Y7f+I3f4Kd+6qf45je/yd/4G3+DfrvxSmj7vb60l6yBz4NmNG4r41njUeu/eYGncORtNHO1WuSvY9xlhG4Lk+4idbW5+MYYDVX9DeAXAEQkAj8A/hvgXwb+I1X99z/Dm61+lM4py6YqtcSqy4W3ZmQtU+DFWSktalj9hu12azL7aj06huFg8nu5MgwTh8NI13WuDeHScAoSLbTJuRhLtFa01aVg4Je0zm9qE67xPdZGw6OW2d1WhKjWpT7GSNHKOGX2ux1DtgZMqrr0Q+375wyIiBAxklpMQqxGxT4/v4AY0by46XU+vQYgC2rqgFTDOGqBmqEaua3MmRfTtuhSsv+HAFhtjulpZLQGb41pJDVtPXZZqHdCaxAlLhSUORxG8ljQM2EYJvb7PSLBSF+ckWuZeXGXl/eIseP6+obhMHI47PiVX/l7/Jk/82f5xjd+ht/8rd8ywWMWoyE+n9rvXmv03Y5KcOIpMOuOto3nRd6GeMOsU6Nzd7rzZMdZXaOX3a9Ty6evfRHV/U3FNP4c8C1V/c7nqaybF9baQ9Cl12XbNwNqZMyWS/Qd25IU0XGOsGhtuJvb0rDDMGJ6oNFvpipeVU36zhdNIlJDmNmQzQW1sd79bbK0IrucF12H4DURlUqpyQyLKtHfM6UOCcIwjtzsduwO+8UoxDiHWcA8WVrhXURAA7GLhK4jxMjZ+bntdrTPlXnvtYVkHpQX0XsvFhMpplr/1Kp11k5VjJ6OZ2xETF5RPKtQ80SpENPWzr/jJ7Y47eI0Mrl4LxdlZMqFaZroUvbslbFOu+Tq7nTkycKUTWc9YWpVpjHz7NkzfvSjH7Hb3fDNb36TX3v/fULq2qWwOTI7qGtPVe+ED5Zru2J8KjPqfpfBWNKwC5ry6rP9+e9w1/2p0XgTxusyGv888NdXf/8bIvIvAn8X+Lf0pW0ZmTU0PQkxT0I7Z3XGmQ1odGHZ5nU4BmAVrAtPo0kCNtalqroXYp3Aaq0mO6eB/X6PavMQOgRrIjQj0CGgGikKYwbwniq6Yh22wi8FFeN8UAshGrjXaSVV07LsOls0wziwO+zZ3ezs9wcjlM1Sd4aCWMe1ZuwkUKuzQktBQmCz3brR8HPS/ifHO5OIQG0VuO5c++8wdqKlcE1AKCLergHXLrVmTJbOnnJhG1uDpGakvG2m32zpiWuZLoI8VSv37t9ns9my312RSyWoese4ZDICIXh6t7LfHXjy5AmPHj3ik08+4Y/9sW9YLxxtgMbC2g0tk9Vi2dkI3L68T0OPU4NxGwdi8UCW87p+/PNgEKf3p+9zSg677fuvxxrbeyPCkzZEpAf+KeAv+0P/CfBXsGvzV4D/APhXbnnd3CypS90Sk7rhUFkTgxZKlZWo65yNFfHcd7UUU862Q5ecyXkCKjG2nihxTn22CSkSGIaBw+FAy7gYn0PpYqJLG5CKuiRgqcqU85wGpYoTiaxq0/sMeM8S8QbWCynLUQla+b8J/LQFbPUuUWTuGtcmSOs1EnwXbViJkazyHVfHv2OI5qf5jloUECvom7wK1uZjoCrkqhCMAxG7rVXRSiZ2GwIZDYHDYWIcJ7ZnikQzKhXrVVol+q2hGw2UU6sDColN1/PowQOefvKYH/zge+x2z5imyZpR9XZdbBG6x9iluST+o48+5I//8Z/lwYMHPLm6OjIKKk2SsIUj6pvK8+nN586WLhyKVx16Szr3dS3Q2xb8kTj2Cz7PQPly5/M/yXgdnsY/AfyfqvoBQLsHEJH/FPjvb3uRrpolnZ2dq68c3x3ayVpKslsBlkn0N83IFp4soi4hhqP/t91ZxOoUhmFgHIc5tTpNmcN+cKxC2/emKUKVVpruVn6mkh/l5WxShrCoYzdyV5BFci95Q6d1qtg8oeQej3E2Nv2G7cZuLVzwczb/f7PpSdEqPqdpYhpHSs6sL6m6cWhGo7oRMaNhXoTBUQagSgizNH+IgawQ0oYaEirWNIpqZiA7/V4V7yTvDZox46HNYIhxVYbhQJ6ypYVFyNPEvlaePnvKRx99xDjtCQI3uwOqQs6Fs7Mzzs7O2O/3XFyc8+yZGZZSrIft22+/xZOrqzWlYr5+8zlA5uu11I00L+6WhdkilOal3DHmlKvWOVvzMsPxWcKLuzyP22QNb/u8FtLe9V1+kvE6jMafZxWaiDdK8j//GeD/fek7zCdkyZAsIjxA03NwnOP05LdCtfVJKt5zZBgGQsgcDgcOhwO7namLm64GHi9PdJt+BTTZ+7RWCeppxOb2zkDfkgyZW0oKJ6BVCm40Fm+nfX8TyA1Wuh+8T6v/3W7NaKzdZBHh7OyMzbanUCkl8/TZUyNxSaI6RR4HkxHT3LA7K9lVAAAgAElEQVRObRGJCWJyFkUgxA6RyReLzl4HwTqsFQLEbg4STcjL2gq0rmhBMRq8GvO0VPGmU42sYuBrkMA4WROlm6trvvM73+HHP/oREpS+T0yTiRvXUrl37x737t/j+vqa+/fvG5g9DnRdx9WzZ7zzztt8+7vfm4V1Z68shpUaPe6RsjrGQifxGqZSjuudpHm1dTnf7Xba/rExg9u8W1+j2xbybYbjZYt6bTjuMhq3jdMCvtc1fiKjISLnwD8O/Gurh/89EfkFbLn/zslztw7FeAC2EM2dnFWz1DEMNfCugZ+m7t3UrsMMHh72e8M38kCZdlxfPSXGxH5/4Orqit1uz2F/IHtv0RQT0pt8XIw2oWq1bEsNYW7kGwPErjPqd54IYpmIGCxCQcxNldCA0QpRjKmaDAuwmNvEku23mZTeZtOhXWwO1pFxaYalgbpNcXvTb9mebShSSSnygx9838KzGhjyhEQzwMM0EhTS5gxKhlDZbC8YY880VUoVNttzuqEyTIMZBokQe7YX9xi9OC31G3bDQCDTUU1/dRvItbK72XPRTUwVxqJMRZlKcfKaLbQHl2dcA6XAbnfNNEx877vf4bvf/Q61ZJTKMOwJITGNZgQef/IJNzvDena7HeM4MAwHLi7P+d73v8s7775L6jvyMIAyG9jUpTmTVbUSWx/dVt3bNgZti8p0UhuxLopJTrZewu3811rn8z/zIObwbkm7twxYA7ObsVlXszbjcZchOc3arI3Fc2n41Xut79etHF4niPqTtmXcAW+fPPYvfI534iiQ1LWFN2bovJt7m8Cmn9HQ72aFh7ExNDNBMjmPlu4ry8W0i1coRefJsh8OpBTIufMubEIOJvpr6uUND8leyGYaGrUmn0CLxmebHCEt4sdRrNpUghk8UKoGlxX0XcsnmNHg+7npT3DjFVZeSvQGUeLva1TxSkoWGkzVak5ijIzTaBW8qgTC3Mw6dT3jzsKRlDqGaaTkCaQQlXlB7IeRlFy/VO2cxWCZmBSEVJZdOMTOOtpHq7o1R7FQpgHKiGZFy8TV0yc8/vgji7t1wQVEFh2M4PU0DfDcbDaMrlR+dXXF/fv3CHOnPC8EBMZpojQ1tpmfoa4LuwC+wtKUe7lu9nddeRdrL8Pn+PyZ7nfN3/lli/MYRL0bNL3t8+7yHNaGZ31/l5H5SccbwwhdRgMOHdCiievYJI0pOlhqhkYd5yg0tNmc6DHC4aCgxangtlPXol4klOdsi3E3MhDnXUVDNBdXdDZM7dzP/VZc06Pd7JgwT0KJS1n8LOYTlhg7iAGOlkH1ieoAaHIsxmpN2qlp2RllOOyBAgKp6xkOO6ZxYHO+nVOsTaqweoVobXUi1dpWppiIIZJ1tN3X0684E3Tde8UKxISk1sUtUKlTRrpIkGgelK5aMDiwK6pQM6FOhDKiU6EPwnjY8fTJp24wfMvwKl9c8khkAW9BOTvbMk3Gt1Hg0dvvzLt7TNH7ygp5GoyMV8yTqyJIBbCGWy1EaRmk5g2BXT+CVwivsbKw9CdZK4m319+mLv6qYcGLjMbaQJ0qrK+PbfdrA/EikuBPMt4go6HP/1/apbXHWuoRHPNoHIoKVdyND0vT4IaVG+bROWFrmYwN9xjHka5PPjm88C12M4W6TQARwyVysVLvpYzbai0WA9Lo4zi/xEhQQSw7Ygts+Z3ik7bv+qPdSmtlGsf5N8wCySEw7ndMY4QUUIGb6ysOhxs220tqmZgVOZw+n7P1NInVZA3zOBKDsOkSNQfyBFIr0aUH+tZfNggX52cMhx1RlC4K01iQMpEPe2L11GqZqGXCEA1DS4yllZGaSVIZdELzxFkX0Txxc3XlGYvFcNRi2qylVGKUhSwXhe12y253wzAcqLVy7959hsFA7RgNXA0I0zjMC6uTYD1aGv4kz7vx7f9N4wSxnF0LQ+4yGneB1MBRqHJ6zKm3cZsIz20krrsW/m2eRnuP0+dfx3iDjMZ66HzTlj1RU+xuMSK67MBWuGT6C6bWdc75Wc/5WZwl4gynmGapfxP9KbM6ed9vrFeIL8wGrsbQUp5hxhr2h4O/dqlpsbCiXaQl86PemV0kIFXmMnU70LF9WSpVrfrWDNk0TS5PKJ6GtNClC4HUJ7rOFMs2veE7RqmuREf/qxamcWA43DCMTZ2sELSSRA2n2XRE3SBaGaIQtFq7R1GkTNTpwL37byF5z3U+QJiQsqcc9sRSYArGF5FKqBOSR0IZCTUjZSTWCZ0O5HGHTgfqOEJNjIe9eUvq3fSwNHrJmaDB8QWr+0kp0UkiJVvEh8OBfmNNsPa7HVWVGMXA7VrRmudFLSHMIkwWIsYZ34D2OSvqeVVYiRWvwc+WTVurbXkEdVRG0PCO2QuK8cg4nOIVjQt0tAJWoOdtt9uOP33f1w2AtvEGGY3TH+i7ezMcbjzMU1ik+UKwnTaKsNlsOD+/4PLygovzDefnkc5d/P3euBiWcp2MvVnMS5nTb9UEisEyvCkEYkjeBc0Q+cl3aiuJLojYhLUK2IVFWl0Fi6AIAa2WghWMl9L6wtrwiclSYLfOscdV3G5tHSNJhNhB13ecbXo2XTJ9jPFA7HpqVsvGUKCMkCdCl+gCdCkwRsjTAckjicpGYBtBSmGqE51mdNyT99fo9ow+VGIZqeMNOlxTDjf0BMYpE+OWqCMyHQhlIDGRyMQ6Qhlg2lEO18SqhGrNkA77ayvNd1JYdUNneiVNrJhZNyRpnM/FMBy4d//CeqlUFxmyGWNSBywSh03VLAT1jnG+G4unXVWPvALxRtfqwkWn2ZJ1S0URcVW3543GNE1Hi37h29wu7XfqCazf62UGY/0eR+nmEyzkdY03yGg8PwzLaH8Anh6b3UgcV5BI7+SfzXZD35sUXgympXEYRvb7A4fDwDCMbjQyTXtCRCi5UHWpCmy1F213q9WUuk3WvzX4EUKKqMYZ78i5uhdjpd5BAUmGMXjqtu+MZaks/TiqwjiO8625wI3X0YaFY4pEq44VksvzZcZhzzQNnG23hKJQJjpRelEKmV4CfRBCgkOoDMMOxj0JSBS2QX1xZbahEMqADjsOzz7h7LyjZyIPNzDeEPKOLiTGYUD6c8K0Q6Y9XZ1QMqmOhLynTjfUwxVluLFPGQ8Mu8ywu/GK2jhXrMwyJe4lmLFcFknOha7rOAx7zs/PkRDYnm2p1Zp8t5KBZoRT8l4vMSKYV9nE4BpOtuY/tDYOEhWIM8jazvusCudeSfF0/Pr1zVA049J+z6mg8BqonL3n1ViXEaw9oZcZjfX9HyCjoTOWYe0B1xWLMlPDQ1iaIHUpsdmYoRCEnCd2+4lxrJQ8MgwTJdsJzLnpZhQEr7NwMlEzGjZZm1iNlX6P1Spp1WXrxAWNY8sStEmlQigNNNVVcyTLeMxd2kU8o1HRUslF2R+sgVNu5flhUdMupTCNo1HVg5BlJEihaEYksN9ds9vtSE+fEroO1YnDYQcls01ClkqiEFURnZAyouOBVCZSDGSd6KWQIohWzjthEyrKxHD9KRfdfWIdmMYbyDs6HelqIWbQ4Ybp5ilMexITpY4w7RhvnpH3n3Lz5GPKNFAKPH58xZAj02hkLjun0XENyxDFGZAODjBXv3YTm03Pbrfj/PwMgHfffYdPP/3UgGlfnOo6KWG+PmKd53OmrmqThHi0oJo2RmOTymqRr/GJNb6hWlfyhpXTkOIUN7kte3Ibo7d91rFm7h0r5o7n3siU6+sdxz+8GYX5KnqoUhp4JGJhweqil1IZxoFpGhHJxJCd7wExdHOH88ajaCDr2hVsfIjtdsumt2bT4zhRpuzEMoBMTMGLxcIMmKkWK8xKAYioClGshqVPdksp0TUwtxo/pZZiMn+eJqylIAg1qrE3U0UUisfiFWHTWdrYGmBb68frZ0/49re+wxe/+jXOLjqubj7lrBN02LO7uWG73RC6SJyuKcMO8gEtB1QD5AHJA+QDUhOdZpJO1DqiVbh5+pirxx8y3XwMec+WTI4JHQL7Ucn7wrtf/EPUaU8dDgzXT7h6/AG7Zx/ywQ++w3A4MIyFDz9+xubiEWWaHCi1RjEWpiz8zYZDGOW++PUtnJ1v2e/3Vr1cK1/+8pd4+vSpgcyOOeUyPW8MHPeaZ5u26lsDxXNuu3o1RqwIGit6kvZce36qd9PO11hIm1N3Ldy7KmLXGZTbjNDyW/ToNS973590vGFGo00a4zOkLjl73BzYAHTSiqCwDIEYlXfypsGlZLRWghT6Xr2DfOMMePysrVzdGKe5FHTyz/CuX13Xe1c2U/uufkyuhaoTnabZBW7XSYIQVSBFS/VVC0k6b1BtZfuJvrPKTMHaBlQpzjhVDzXariUQrTxdommDdjHQpcDleYdq5PzinO3FOednW4b9Nb/6//wKP/7xD8g68P0ffJt3Hl5wFoRxOPDwwX0eXp5xJgPT0w+Znj2jDtekYOdk2N1Qpz2DBvJhRzncUDJsthc8/uADfvzd7yD5ilQHxlA4IIy54+nhMdfyIW994St88atfYRhG9ldPePrxD3n2+If86HvfYb8fyFn4+NNr3v1yJGDaJaZ+5pGi+xulqmMYZqRLqfTu9aWYOOyHOQX53rvv8Wu/+mtUcSPQUqGsFnY1rdM5FdzwDseHoNX2+EzUQq2C1sXTXWdRGsZUSkHLUtHcRgM/2yJflzKcLuS7vIS1wWgew8uMhj31B8RoNAOg2jgawd361m80zHyF5aTpAmSVyphNyTqKFZyFYIVq0asyp6LoNDFOxQRhdGGa5popkzVi1k7mWLd4nt+qTo0ZOeaRKU8ouIExbU2b80oKgYBSTEOcIN5Gwb0jUSepATUYUEu1DEJRi+FVC1kL6vqk5mxFT6NWMy4Eui6x6Xu2fUefAsPuGR/86Nsc9p/wwUc/5P1f/7+5f7HhIiWkZt56eI9H9y/oUTrNhGnPuLsxlbIQqeMeLQOhj9x7+1PO7n3Cd3/0ff6hX/g5fvCt3+a3f/U36Zg46yf6UOgAqVue3GSeaeC9n/o6P/NzP88wFfY311x9+gFPH/+Ixx/8mGmqIB11Ggl6cJ5N8dAE102xGp9aIGdogkglTwhbmytioU3JSp4yX/7yl5nGkZgCaCSGQAYL40pTErN5k1yUuUkPili4SK1OlzFwG4Ou/Tz7Dq+rtHcMNBmFECy8bZ8RwiLw7LPZWMHB+EU6e6vMr1mrWnpS1iE8B2dtVhy97kVrqR2wti+vLzh5Q4wGziew3hrGDUB17ra1hB+u/SgOtXtNSi1lVo0i2kXTWjkMhhWIFGp1CvNhZMiZUq2vSaVSqEixAjdUmKbMzc2e0mf6PtJ1LcY2LCVXhVwQmRwpb42dZa6B0WIMxBisc5jWSh5HiliWpO2ULRRJIbDpcGq6Mk3qcv9KkEKtI9MAWgemAfJN5f6DS/PGRNhtNjx+/EN2Nx/zzls997fKew+3jPsbbq73JApPho85fBwZ9l7pq0qdMqFCRyBqhZq5/6jn3a9ece/6KX/vf/81fvan/zDf/63f5nu/+R2kVt55BF2C7SayzecMh5Gpg+urj6jBalBKmRh3T8nDNcN+52nFyuW5kMJIKSNIRtUUx0SV4OQzBfL0fIeyQHC7Ihx2E9uziT/89a8zDSNBekDoUkcOZojLpKCGeaUQiN63pUtxtRHZOZbGLxG7ZjGZAWo5rpaOb95CcxCCmz9CNITM8bjW0a2RE9uiTfE4e6LgwsfzXzanT3CM5l2vjlqe0+WIRiaE1oN4/pBXWomvMt4Qo8HMVJSg1BqckLQgzQ13iHM8acfjqU0D1WTW1qhaGUaTmRPp3GgouVaKLn0tjHC4yOTlXDgcBmrOlE1HKR21duaxqDo7KFjl5mj9QgKWdj3b9HRiytuh6yit72k1qbuy/FhaywF1j6n4VIgRtpLou8U1BaxuIlSo1uZh0omSt+Q8MU0Tw37H449/zNNPP+DpuSltBR1JTBAL26Rs40QnE1my92SJaDEyVxTogzINxVLJzuV4760eyRPj9Q11GEzUeIhWvTopTIU4TaRQqWVPrhNTNoMfyKSgpODs1FhJm0TfVURMtqBtjaJWPYuoldSvyW8OZNo6tEKz/X7gMle+9NZbDmp6SlOEPnW2kXiqvjF6qxbHGTxNqw7E1uLVyAEjhCbrR6M6X6sgwb2K9p7L3F2HBW2Di6vsCMvTz43FyVgMxl3H3T305H71XVTdw3nhG3ym8YYYjQZ0Ln+f5rhnfc6wGA1d90xtTpzHoMWbJVVvj1ir1WstJ0+WCRtMdTx4FiRnk7+rZaLWjlp7+q71TTGeRZ2zHhlqIUbogqB9T4yBTZ/Q2i0tXeffU52EtaTZbHdwCRtP466rYddpwVb5e9adsd1s2XQ9XbL08nCwlOv19VMePbykTCNRlM15x8UGzqKyiXC2DYxZKBqRKqSqbNSyK2MHKVViqGw3ka995SE1Gy27T2FugN13kRjUMKYAU1QCmTKNjIN919RFNpvEpo8UoOsD27PEZhOJXg9iXqO4t8Ein4fMix3ESXQeykhgd7Mj58z9e/et1aMs2Ym+6yghuGe6hLGlLloUMVoY2wSbQgz0fVMBi1QN3pZBZ0yitUZQXXtAwutw/m/LrJziF3dlUU4zNHe97+sab4jROGbLrRfLGgRqu0bLrESx9opaDUBMMTDL6nt59/F7NcIy8yQD28U3m95tiCJSaQQdKMZdoJXte9EbwZiDKqbOFSA6em+iPwa0WV3GOiWnLg4ErU4lhEAVM3TIQkNvIFpLuc6kL4WL83POzs/YbLd0mw1d183NgFo1Zs6ZPiipE/qNsE1wloSUFPZWodnHnq5W4jQSSmHbJYpWhEwQK/Da766oJSNi0Z+ImsEIShcVScGNhlLLxDQZyJm6jtR3dJuIFKHvA+cXPdutGdbWp1r8vuFZsyQbbdLjXeeblGLg6uqKaZq4d+8eFxcXHA57S8/WumJY2pyxc9maMB3Xk6w1XZdUaiAXL61fHd+MiLLMReF4wa7n2/MLVY+BhtVxtzE6bzMaLwI3b0vvnnJCXsd4Q4yGcRKQZSE1VQMbnlmxDYkQjFa96TqL6VHvE9oAzEwuEesOEihVsKrWYip9/sYt/qtBrHwdUO+MLtS5PL9RzoO/v0nhueEKwcVzlT5ZLGwglhe5teI1v8W4zJs1Gm8Fa8tu8qIdRcQrXpGj48fRerrUcs9IbNNI6ttEsoZPMQWSVrpYkFA576HHjG+sgRQ27MeRKIWSD8So7Pc3Zoy1tG4MiFrh2SYqCWFKQnTN0WpxJV2XGGMkdRGk0veBi/MN27PeQoF2TfUk48GSEWi7+eypOUnq5uaGnAubzca1Nqz3a+O4yJwlWZi0UhevoZXHz5Ry7wglCNmmgLePOK42nW+0BX98bV44ZIV4rq7pXdf6tve87fhTI3Obsfl96Gm0ndzddIPTbQpVVtJ+Dve44Ygp0nfeVS0maymItywoE5MrbBs1fKRkGBdkYbkwwSplcSPSJpKENJefz/wOrQzjZKm6aGFBdJA0hmD4hOsyFAolWGuAF02CZgRSijN209iHa0LRfDx1btmQpwlx7QZrBGViOldXV9RSvS9sdWmASJCEMBEk+/m13qd9qpwnY5eGGNh2UPPAF997h6urkb43kxoCpCQEyfQx0KMQAlOnRAwHoRZLj8fUICBSEroOtmcdm21y7ZKWQTAzLTNDs86LUmcPxM5Xcc9zt9tR3ag/fPiQx48/ms/vQgk34LrrOiPXYbIKKSbX1hCCRKtGVvMsqocsqAOfwTav5+pAWktOadXYz1/XV8E0To9fv+6u+XLXHFo/L7IU+/2+9DRsQRaiu/J68tx6AghenTqCUKnF9C6kN+1JU8gKhBoIJZKzKUZNsRBjMxjLRbH3rSAVkThXqhqLMxp5KraLsug+1FIpYpoc0jqf1eCTL871KEWWMOOYSXg8McTbHK4fXzMaj46lEqnGevSd0wSTO/o+cXl5SZeE9957j+tnH1i4haeGg8ytFO33FIiRFIROIloL2wR9BFELUboucHF5TkxCl7CMUixsImxQQhRG9zSSKOL8lBjNewymJUwI0PeBvo/E1LIKap4GuHd5vJPbHGgbhYUTKXaz1ODV1RWPHj06up5rqvfMyUhCpHk3rtWq7TWebaHMqdpKIEqrJzquT2ne5ot2/FcNT06PfxWv4Dbc4jaj8Tq9i/V4qdEQkf8M+CeBD1X1H/TH3sIaJX0dU+f659QVx0XkLwN/ASjAv6mq/+OrfJHTeLBdkMbUXBcIZUe9a5mYYmAcI1M/MPU9GwcibTmYdF2ddwjm2GQdMhCMoxFDcLzE0r4pWmHc3DIBS/sd6XzW1vRYLXNTrR6kaXOgbZICrONV+9t2y4qqoCUvbrWIhza+G4eFYRgIdKKkZIJBm82G7dkZY5lIyVo0vv3WA/pO+M1f+5B106PgKUbUjY9AEiEJRAzP6fpEChXRzAcf/JB33/sjXF6e03WB1FmmqEtCF5ReLY24j05TxzwNwXrWilhZu4giQUlJSF3THFlgxDlEUZmNZ8MzltAuUkqmS72FiAKPHz/m0aNHRyGn3kKgUjUT2RTW7Oy3yUdzd2bNz2a8qEvbxePQ8dho3BUanEzy9ae+dNyGX9wVntxmONbH/16HJ/858B8D/+Xqsb8E/JKq/jUR+Uv+918UkW9i7Qz+OPBl4H8SkX9AVQsvGCIya2jCccey5Rg/GWrCMy1cADMeZRopY8fYJcMefItTAqVAnlzObf25NPGcMLMJTV1r+TyroDRtCnxX6rqlBL6VWTUEZj2xFu6qT0Qn9li/FZtATV+yFiOE2a6YwHVBitclLGplgRgU6fsZRG0Nr7uUXDz5wMXFl52XIHM4J55dEq1ELI+fgtAnYRNgEyB0QugTXbASso8+/DFf+6mfZbNJpE6wZtaZFHCjoaQImyhmdLRYG0hMGCdE2+UNZHbSXcDDPm057/mKzApYrD2NBYycXW7Mi/j444958ODBSRjXFrvO4R5g51cwdm0Ic5d7PJNms4k5DjbQWVbf7/aU611z+icNT+4KKU4NwKmM4G0ez+9peKKqf0dEvn7y8D8N/Fn//38B/G3gL/rj/7WqDsC3ReS3gH8Y+F9f9BlBwlE3tBbTr3tRhmCFXtV1NVNMrm4VDLCcdTLy7J0QAxK6GQ23UOX0QtoJbqrjEkCKkXZk02FFTS5D13qy5unowgSx79NHL1lfAZwxxPk3LO0TjCK+pFG9HDysJkyoR6EJVSiAiFOiNxs3IGHWDu37nlorn3zyKVdXV4yHG6bJqnkF24FrVut7opaCHkplWxS2gX7TUctE3wnbTeL8YstXvvolNpsOEW9GUJRxLIRzJQkkKaQQSaESKUgtJsajFp7EZDeTI1QQz0aFow1+vl8bDjtv9lhrZTBN2dmRZtCfPHnC+fk5bQc3zoZ6j9mWrcpmnDXPRrktpCZKbNJ96xCnaYCKH78szAVvcaPnT33e3fy2RX0bGP6ikOMuT+fvl6dx2/iCuuK4qv5IRN7zx78C/G+r477vjz03ZNX3pO+Sk7OKhxB15m3E0AA4X4jSORhn9RwpRttBq5c9Oz6SS2Fq8WdtO/2Cj6wvVAiBYJ4ri8w9Vki2ytwEMd8hO2gaRUyDNwarV+k7c/VjIEWhc4DWz9P8eUfCtD7MJ/HF0PIIqk53BtpjvrisdWPH9uzMbpstN/sbVCvjOLLf7znsbkipo+8CXaqgI4LSpcQYCpqtEE4UpEKZCod94eE7W7bbnvsP7nF+bSJDm+2GUmDTQ4qW0g4CfTLvL7kVGvc3iFa2m47rIK6qFcl1cDq1Ua+N3t94Jzr/PvXf3c5ZMyVrPKFLhmns93smVR48eDAv6ualzF6iA6ulLNewVAUXX6q6EL9mLGWZoyte0LKZFfXSOvEKXA2zJ7GeY+09lnE7pvEi4PNVxl1exFq39E0GQm/71bd+W131Pbk832ot1ZssezzplYnB0LvZzbYCNNv12y0FIXQy7/qCMT/348iUlSmrNTmWJgHYwg77eiEEIm3Hc0PioFwpeQ41GlqePaYNItBFoiQsA9Sqc10tytPIQY45KE2p+rRjVtaly5zF+WY0LWOChUdYRau0sKQzXMNSvYYBNC+n1kLfmcLVWV8Jk9GmU4QUTS29T8HEiBWGQyaEnvv37iGijOPgdRaF87MtOUM8E7Z9I6IZnpHHTCRaZ/n9niCR7cbCp2ka/FwXus48Q3udJ9Wb0ZhX67Jw1256wxXAuuRZK4odvcJXvvKVlfTeGmQOuCYYgs41J4oVKbYWBEfZEF0+N6VkQCimk1KrGw1vJhWCSQlKXbWzdONymxrXq2Iaa0D3VcZnSdm+jvF5jcYH4v1NRORLwIf++PeBr62O+yrww1d5QwO/lvN6jD0w77za5pk49iFCleAIvO9M7WTdcpHUJ+bavq0iVv972elnIg/LLjIMA+pGQ0tES0KkGsW9BFp/kZJ1RujX/IC2Y63VnQAnRi4EJBHjowQ5jlODGMKf/T2Gw4Gu62Yxl5QiDx7c57B7Rq3KpttyeR7INwNBR/KUHaiMVmrv9PpA5We/8QUePrzHD59c8Rvf+7/4hX/kH6OUDbF5TLUxQpuRxDETk2NEC6ZUVtwAG1JgUoMOLjdQt51ybWzgFy2odbiyeB7jNM7ntdYyn++j2aOA98RbG6N6ZJSO+THzNXDD0JpYh+ChpL+u1Q6tFb5uDQmeW78vNyB3LfrbjMRd2ZffDcPxeY3Gfwf8S8Bf8/v/dvX4fyUi/yEGhP4M8H+8/O2e1w241Xpi2QqCUY6pWMGZAsGyF85I9laNq/da7VTPD/fRZ6OzMipHh/ukCIby20KwiZVLYbfbkUOg6+IsSmwLKhw1S7IdDFIXKYXZ6yjFajHsXNgk3O93RwSxtvjONj21WG+OMI4Mw+Ddx0x9/fLyHt8bR9vtx00l5iMAACAASURBVJG67bwlQCM1KXgXtKrW/6R3DkW/2bAfHvPjDz8l58r9Bw+5vPeMe/e2dLKb+70Q2uJytXVMvkDUVM4aVtF0QnJOlFypZWFSzp6VmndX3Zs6zZ606dDCzTYOhwNNsKd49qmJ8djx69fhItR2YdUb57WeXO1+3URcPAOmCl2XZgLZ5IQ/FQOH75qzd49X8ziee9Ud+MQrZW9e03iVlOtfx0DPd0Tk+8C/ixmLvykifwH4LvDPAqjqr4rI3wR+DcjAv/6yzIl9yO2I8HNS8av/e+90Mxw+E1SgBp98rA3GsfE4jj9B5S5jcvuX7bvePA2Ero82mUS987obq6Dz7/KvPt9mgSFwRa6JMU+mSuY7UGOm5jIR1CUCgpgoTGvq3DCctpBEODuzEvIYA1dX1wQR9rsdu5jYUIhibnqT8y9YgRhB2J5tUBX67RmDd26fshoeECLn5z1hOiBYgVczGi2z0zwGQcnT6BiN95bJBsK2kvIY4zEQur61cGx1zu3tdXb/m8NoHfQWIaSj+XLiIWpRavDdBrzcoIUky615DmY0hDmDIsE5PUKpE5OHzxqOPZTPs3DvMhCvctznOeYnGa+SPfnzdzz15+44/q8Cf/WzfAlzc8NJilXuvNkkST6RnDmJoqJIdQaf2MJrk6bqUs588o2P//+S8y0i3rDadteui675aTttFwJdinStUVIji61Uzo+pzK4fWbPjN8e/s5Xaz691wpmEVnnp/JIYOT874wtf+CJ53DMMA0+fPiVVZXdzzTWReBZI0ZTEVGEqGZGEpojEQH92hobI2cU9isLmfEvsNjz+5AmHw0CXEhTrP9PmpXl2xiuxAkIzHHkaLRslVihWa+NlBPrO+9QGQcqar6ErsPc4xJjXgQPd+DXNU57Pabs+7X4OIVqhH0tTZLiF5XkClNstuK7osglUBQlLweHaYHyeTMVdQOWrvs/rzo68bLwRjFBYTZiTv9c7kSlXxaWdImrufZsYYsIpSDCjIViacZ4QCyJv4OYChr6qp6Gq3rnLjEYUi/E3MdJ3vRuN4JoNjauxCMWq6tzar+EbwzAw5WyFd22CBoFqneuji7i0e/HfpQ4ChWCCPO+8+zY///M/z//yd/42z549YxgGSh3oOnWimsXmtVq7QsXOXfay/aKBew8eEc4u+PLXvk7ePOXi3gN2uyu6bkOXEjoF7+VqrmRxDKniTMySiaEzfknJNM2TvjMd177fcO/yHvcuRyN/VQv1GhbVrvMxBLgYjapWCwRQ8sLZWQORyJLOPuL8NEVyi0/mzaZ5a80jDTPw3rw5/xazF9FSvgGR4w1g/g6/C+NN8DLgDTIatqjbVGmWm8VwSIufk7cViFCVKh67VtsJVNzLCMcAV8M03GTQDEdzSa1iFV7qarCabCLU2sq2vcXiasIGL/8+lbdX1Rldb4BoS7+2XSeoYTQNLK1e4anRFn4WXCB56UH64OEDfvqnf5r/+W/9Ejc3N/PnbjZbHj48o9ORbYJpNI3TqKDZUshjhqqChI5xLHzpK19Dt28RQuLi8j7b7pyUOooI6jIYpUJRP3W6GMYQTISn1qZFYKxYUfHq46XGp4UiDdeYQ7qjM74OTxay1pQnuq7zcx3n16wNReP7VK0Wtq682TUOceRtrELbuR4G5nqfxu3oOuvcF8MiZfB5DcarLvbPGsb8bhiwN8JoLC7ki9xEy2mY4fBWgGJplHnhA3NU3S6+fcA8EZbPbOZh5WW0Xf5lQ/A49+gBxzOqiQG1svnVxVv/zgX8bE2XjtOv7f/DMMw8kFqLSRjGQMB6cORpYpwmU+ruN7z77rugym63xxoNRR48uOTddx8wXn9Cb6KrxFwJ3lNkqpUxG4oy5sqwHzh/613eTfdRvBlSH5jPmJMoi2LpR/WeIL5AQx88PWkSjKi1aJimwujtJPb7gcapgLaDL7vEbUajncdSykz0Ort3SWuSvYCWi6GeG0FXl19csSeP58PzYYptNk4jr+bhtGZWgpC8IXiQtbj0Z1+ktxmbu4zIXSDoOkT5+45p/F6N9aJqf6/H2lVUbYbBitcaGm87lbsbKl4du4BhHBmOFSK6fIv1J976PUWEFNIcniRXGI9p6b8akxWsJcc1VJN7I0v1pU3q4t5Vo7M3Q2nfpZGHSoEQ6vwb2leturQ2GAbLoFgxWGC321FK4fxez5e/+IgvvPeIj6cr6nQgdkIYBZVq5e7qKcQYOEyZbVE+/fAx24dfouu3/PjHH/PW5X32uz1phQ3lCrla75ZS1YxGySTHN0q23ycCeVJ2O5NRDJ98yqefPlsaU63Ov11ZmcOO08zJemFO08TbZ2dmqI6qkZdK4eZpqFYkpiN9lvVCW7/32lNpLTzNKFrnu1wKsevp+97kHKX1uz2+xq97/P/hyck49TTglhPQdupq/UUa2Wbp1dl2dnE6zwKGGWbuhmNGGto49Rra9MUnrzhTeHmVNExExR6uXjuC4RxVAlOuZP/UNvPN2AhFlamUuVN8CIHkGg9zA2kJs7u/TgMaFbpzirqlTKc8cjiM9P0lIpHrmytKraT+ki/9oT/K5b3Ahz/6Plc3e5BIrvb5BW/PmJyIliJ933Ozr2w359zc7NjfPCXdPyeGTI9QJyiTeQ8lWl1OUUVrRktxtqdS1MImEWtaVLRSamZ3c8PNzQGt3sFe7ByKBAOzxT1BWReszVNgDg9LyTN1vgkumSdyzARuTY3i0ca0GKP2/4Z5tXlTFVfDNy8yl2p9c2oldiz1UvM+JGS84dLcQc895NXsWf//ZFqdzMpTf4tbvDDLBc1Y2NFm2DbKF3zI5xhvhNFQ3zUXQGr15AqLaiBU1UIpljlpeAcwd3gXEQrVDIs2De92Cpu7WdFiCtHBn59j6QbI+RdQ/44KUF2v01Ougmlo1FypUamCG7Slr8rsHziGElGTjhPLWoQg5qW09J4472FWzfaiJGkci+YOmyp20EopmXEqhO6C1G+Zyp6KcvbgHb7w9Z+jK59S4/s82410secwVkbvOKbzD7T2DLHrefKDD4mbZzx+csPV4w8J712y7SY4VGIQ8qSkzjBFjSBREc1ELyCUJBQxQ1CrUNSOUSnkMlKmiUiiElGxalhp2JLgEgMsIaPbZpPds8K+cRyJqcOaRScDRld4Scs2aUoOcMbVEraJs9gN93Gcu1L8nITaNhmh1Dor2asbOZuROp8/Y56KU8nacx5+rENPMI6HLl7wstQbILxaCusI+sgILZIK9vbLM2YcG2bz0mX4yuONMBoGFh7/uMavMFk9ITY8IwqqZW5uE1KAEB1IrLTrV4EsUAhOJDajUtQzBxWiRpAeIRK0YSb2+SJr0bnFWotix0bT3hAVtFjvlUqFFJadQAIheRFebc2DixmokEh9N3sWMYjhFFOhavGsSKRPpk1a1QxNBbzRAeNYUImE3gzpVIV4/pDt+T1yHtCg3H/nS7zztZ9n98lvof199pOQs3JzqBTUxHYmrBlUHRnGHTVGvv87P+DmRnjy9BnD/gn5px6w7Ud215nzPlAnJW0w4lkSYrSCtT5U9uOO0JsaWZDENFRGrdw7r2jKEJZ+MFmjt3SwBYsoEsoCUNZltShK13eUmokpsT8c3CgpXdczjBObvqP1uRExyYOudm0GLGGuG4/iWaTmyTVvJVdL2Ac1I4A3qbKNSJ1+jnm9OdtmV01qwKj3dcZ6ZqPsRrR9/mxY9Nj3tW8WkXkGupFaORFH+6rgNTKnGM1xYuF1jTfEaLzauCu4UN+JzCswl0BZUrFFj2+zwrdzQzTEeaexsQpRHPRUsR0DzE1NVSkqiJqRiEHoup6u60idCeeqBA+LmqcjqARrgVAbeKcE9xiiKtmbPVlnr+y/xb0wadiNcnU1kqKyoSKbyMaFlqVA6jYcDnB1VVA6QneJyoaziwvOzs/Je29cnSKpV3qpdC4PsDnboFPmrbfe4Z1H7zENE5fn8OmTD9ntClOBnVb6ztZBQYnqBDut1GmiimEbimNOFWrb1cXaWoKdO6oL73gvl/VuPF9fdTbnerucsylL39QgkVqUNOMbRvtuc6R1aoM7rnXzLz1EMk8koM1TIBBSRNT4MzQvbZl5HC3QplsiLeReVvzCO7klXGnfsMVpfsSteIV7pfXkKRGY3evXDHO8UUbjLgR5fbLaIjw50C6wK9UqCyfjrj6b7fOWv5dJJGt3A1+0S5BkC5iWpW2fJXOYZQxVzFVpRZxta/JYHDVt0iDBSuJ9JzXwsHlei39qacVWvGbZkyLVj/NdzLNKfb8hpcRmmzg/O6fvelKMXJ6fcb7dcH3YGRlLGncDokJIHWf3H0BIvPvFr/D2O18mnm05HB5zc/UBE4omyBrogknv1WosS9XqwkjZZQos3VqzdSHTKLPRXzCnY6RITv5a5oN5l60sIDixrVUu5+ziRaE1ylo6zCvrKs/V+81/tQT8Ykial9JG4/mILA25U0onSMUyRVrIfIQlyNEda57Q8xkXXY4/yYw8P1rApSvDZ+/RyIJ/IDyN9Um8NS/93N/mPi5m1afEykCsxzrFtTZMcnLMc8e3Y0/EghGzCbkUb/7cemuEuarSfVmL1Z2vIdZL0O+XCdS+WytAW2eVDBhVuj6tKmktHWoYSGLTb+n7xNtv3ePhg/v0UdikwMW2tzYEYuzVvO7gpSCxoz+7oIbEO198h8v7b3P+8AEffRT49OlH0BkXopZkfWbr6MbYuTG1mpFI1t5BaA2Zzbe2kLPhCbajz4UrK0/R1rejBbPRXFi96ipf6/R113Wu1Xlcx9QU1Aw8bdolt0yi1Whg8ykVoBmLVj80n7jPME4NwHoDOx1rg/GiVK7hbafrRObMz+t2Nd4Yo6FH96fWcbVAb3Xm2jGrv8Sk+YIy1zs0AHEdnjSw7OiFR2/rW4bfC8wq5CkGUjKF8SDNq7H0o82nOl/M0xz+ejK07MHaBV2nBU8nlgL9dkMIHSF56XZ1jkRMbDZbkMjb77zLwwcPiQKbJCa8rMXEdFTJUyUHyIpJ9iscxgkNEw8fXVrRWQxI6qgSiZstVTMiHVM90IkRvHJVihg7d/aQ8PYLXtvhImv2/cWNZYCAq5iJA9KOOB+dq9X5W+bJsQe53W5pHJ52/sQu8vx308yY9T3vWIcNRG3p2WY41iUAc0Pn1Xus5/AaoTh+Zq7FXh5d/a5lfjxvUO4yHPXIk1obpFUM9BrHG2Y0fHdpQJX4LirNnW3u7ekQdzSak/b/cfcusZZkWZrWt59mdl734e7hHq/MyMyqzMoqqrskJIaAxIQJQkgMGIEAIVoCMWFUwADR6gHiNWSAGIIQUksIISRoZgxoIeieQD+ozMqIjIyKCH/c9znHzPaLwdpm59zrNyIrI4MiVCa53+vXz8Pusb2XrfWvf/2/pGtai9htTTpQJHHv0vIq1hicFU3R+1d6uhtO3x+dZ61155KoZhrKKOE/WLF3nM72q3Qej9unSk36neqtu9DxXfP4ObmWA2SZUE0xMYwjRhsWyzXbj/dYLbvVlCzmTzFSRJ5cSockVpW5bv5937PfbrH2hJ///B9wddXzuz/5CTlFbm5vBchVVLGkXMldCp0rpdwIjiNA78EvFaiyGap+gBpRLxLATxvJOnRR1VtEHlYq12baVKWWLFNwntTacs5VvavaDkwSjFozaSopBSkf9C+UmrCiR1bTg7L4+Ovs53pEEoPpTl/mrxwtpzIjHm9jKXOp9OA8MqX62x5A+EOGdD9S5SPd03vhal5KfwkzjUNteT9SHm/OCah8LN2SfXsIGFMdqwsYhJ1pKk1cqYOU3MHYyFBCnLqdR+939AZztiE1rqqbRhVFKlVtSxkmHbv5TjGXQYeXk0DAQVeiDkXJHz230EQa0DwaNGIWIyNdX08bkRGy1rPZnDKOmbt+y37XAxDHkTiOlFzByTIBtIWiRJNku93T77ecnhU+++Wf8sWX13z00YeUFLm6uCSEiEYTc8RoRUgQskblLEEjQ0YjGjUGpeXzkMqsHNLo6WagkeChFVRw9Hjo5F6uWXGGTKmj/KLfmSrjs2maB1nb9LwJHJDPjUr1//PefR+yko8D/bSh384qDsHhsJnr+mVaq4c1mx85lTL9jjzIuh7JNjJS/r197seB7dvLNr4TQQPeTsEeYgrq4UZ+eCh1/5JNsaaoty789B6HTWhIxANi/ejLH6jpsVKSiwLSoY5OpaDSlNkIAqrV9Pvo+fSnDSDnOA07VVGbeXq3koS0EQOiUuaNqJRwBuSGbbDO4ZsW51tc03J6co7RjuvrHXd3WwDGYWAcRfY/xETKlb+ilBg1act21zPs7mgslLCjxB1aRXLoub64IsWAsQ2lRLS2hABBhnzIWROycFRCLBRlyUU6D3lCjfMRplHB0KmNfLgfHzN4p7LkcK1SOhC2UimEGAkhYK2dRXWmskI+7LpsyrFosZo7E2/dqLi/MadA8fD/53U6B4hfvykflqRfFwykzLsfNL6yPKmf373yZIbJ6rl9i8nGdyZoPHb8eUDQ+kDxYa1GS6XOV5QjEOtRbOD4549c90eHflRtv9ayBC0lSkbmMKakZAoaRh+Z6UyBrUzxb3r9eteRIryWY1OKKo+Tfx+YrmqaT1dSEpQi3QhtHIvFiqZtq4yfPD5U4ZiMbO4xw1jXpdPiE7PvE9dv3pCHO/7oH/kxr97cEndXvPnyS/rdDkqmqCCqYdVEaCxa7vgqEYsmFMM+ZBKKkAoxCy8EOwWMw3VMOROIRBRKTVokU6pxdO1LqVIIk5SAiESP1fy67/sZtIwhIE7wFZeoGdp0PQWr+PoNfgw8HweNY4BaujP6K1/jtz3EZ/ZwPtPXxwLHVLodBw2loBxJWv6FZhrqcd+T/wj4Z4AR+DnwL5dSrpRSHwF/H/iH9el/u5Ty1/58p3LodD94/3v/Lo/s7pk+Pn1mhZr2vT0efRzhj4PGcfvs4Xu+NRBkjOhZmJqpGCGdKW2q/l3NWasoD9RM/KhGnwIBVaA313nzSoie2axT1jl1Vmsjoqb8mTEm+mHEuIHdvgc0znmUMjRNi/MirCNifppYlGzuDPsEOYJVUCKoUri727HfbXn27jsUDP3Y86tffsqwjygjnqoh1I6FUYxFDKJS0YSiGTMMORENjDFJ4EgiRjypelE/6ZgzY05kA4p0wBimz6cGXvnsj0fPJZuYlMqGYagbORMTVWhIH24GX7GWvuqYgsbc4laHbs3xbFSZ9+i0nr7mNY9e+7H3e3jkfEx4nPCMx4NGfgtsnQ7NtxkspuOb+p78LeCPSylRKfUfAn+MWBgA/LyU8kff7HTUUVl4qH1VldSb7jIPjwk6KEwpp6S9kwfr1M+fHnu8kqbhJlWzhCkAPezWqHKoTw+iOvX/qyjOFEyUmrAVJQAk8rriJyy/17R1JmFbVQSQzNVwWrQpSvWjrQu5ZDKJJJrAaJ3IKlBMJKPnUsQ6XxF+j/MtuWiU9WA8qRhC0fSpsI+FEiszMSmcUtztAje3WzbvyNTMxeUlv/qzL9ntC8rWYJxlgK51CkuioEi6sM+J213PYBtiTvRjIFTeiczkIAzKJIzecQyMJcjrKSHekWs5WvGrlDM5ZVAJPTm3KyUue3XidOJqzDjSBJ7OXYm3S5C315BE5ePSFe5jGsePnUugqhk47+WjrHIGcI8CZa5aIMfldD7KrqafTa5u82qfXqv+TB2911cnTgdbxm/z+Ea+J6WU//non38b+Od/u9NQR4StGY1kBj9VRdsV5Bwf1KHClNRHkbbUgBFDJE1iNdwn7EzfpyRO54aq/G2l1NGmWgeUQ6w+nKEQiFBUQE7jaoCTAblabpQaKOSshH6eJ+MiRSHP8oDzEY/uG6WgYjlahwVURulEpyzaZNETGTOogWEIKG3pFgvathMswDhiUSjbol3HmDV9LPShyNOyQo0FozSdM1ztE29ue5pXF2y3A3//T37B6+ueux6KBm2lyrA164n9jpwdxQauI1xe32BO1vRpYLffE2LAmoJRCqeBaU5mHNn1PaNyZAPGFFROpJCYWuOgZEAsRmyqOFKRrleccI0jjRKo3ZMHCpNT92HqtORyEHOeQEl5jYPB0tRandbKsQD0Ye0kWY/5UA5N8yjUqeVUbRIm64QQIg+PKYudcK4p+D3MKspEUGQKrFMW/Lgq3aQ7InjQtxc4vg1M419BLBqn4wdKqb8L3AD/Xinlf33sSerI98RZc0+GrT5gThF1zphKdIqTEdJR0DDGVMXQA4EoJdF3OCyqt14eUCiVKwCpD4tn+jrduR4cepKWqGir0gZtHdY5aUfmOOtMoISVmGogk6MOVjH9GvV3KXO4uPdeD1t/GoW2DcZ6jHWgo3QsjJHN3y3mcX1tHUPMpKIp2tGHwm7IDElV3AHIVW4wJrzTvNkGeHPNmzdX/PKLS652mb5IKaNrdzqPcL6QeYxUxNs2JjBWzJ1D3zOOA9bCojOoHLFG0zYavMXawLyRUUBGF7GxOJCwpJUsG00RTUQpTdZ6HibMOc+Eq5wS2WjIad5M0x0fJnGehxjX/QxiepxS6h657qvwBK202J4cZyNqIgqqWb5APuZytAbmd63ZkbpnJP14yTJ1jY7eTzF3puqb33/dWublhzzz3+L4rYKGUurfRVr0/1X90efA90opb5RS/yjw3yml/qCUcvPwueXI96RtfYnp7bvDcZtRQCd1T+tzalkZk8XAZ8pBCsQUCdWKsb7fY+dfI3bBKHtvcTxEzO+dW63AJ16FmgRoK8uxTO1EVDWHntzIyyw/qKAK8ta7QAVzHx7G+rkMmtekyWjjMbYRIRiZkkIbi1aKpu0wVgSPY4y8ubxm34+EXIhFk4q0RUMGquCvTgFiwS8sn76+4yYoXr265Mvrnl2CiKYP4pmiLcQIaCG0pyyTnxSFszJPE0NPCj1OF5aNJoVC42DRWqIxWCv19hQ0SklYJhp+nXZGgn/KGVW/GqPnEkUp0dRomgatNcM4Sve2JCZF96lUmdrY91JHOOAodUVNx5RZ3OvEPHIoLVyTeY1N515EXyRUoaSJtPb25j1gF/dvDo9kGkc+s4fhSnUEpty/mUqCpY6wl2/n+MZBQyn1LyEA6T9V6m9XxI5xqN//n0qpnwM/Bv6Pr3utUqQNeP9nhwt2SP0OMwNzV0EVdEwYLUBamS9Omuvdr2pVHS6STDMqdTAaOn7P+09ChtSMMEkVBZ1zPf8gr6GkjauMpJS1XkL6IfXfNdjUN63By7x9jsYxd2qmbovK9GPG50wqkRIGlIK+H1BKYb2rd19NyoUxSOZTmGT4ZSp4CJLquiydn6g1t8Hwy1c3rPYjt9dbbsdMyBATbEdxVGucophqj6kU5Ci0C1UgD6h0+GNyoDHiLL9oFJ037OW3INXSQ5wbgmA9RQKyUoqSD+BjrJOk3krZomr3JoQwB/ih71El4+0RjXwOGoqZyl6vvaqPmceC4N7/P1yPj2edsnkfzjellBirOFII8XAOvH1juNfCvVemvE0MnJ/DgfRVV8X8P2898mv2wDc5vlHQUEr90wjw+U+UUnZHP38GXJRSklLqh4jvyZ/+2hcs9y0K5Uf3g8bM03jkbizpfjgqJ8oBHX0kYh+db/0K4+TToScvE4XRjzD/6rxEUYIDKIWMV9c7i60iv8aI6KwIcRa0tqgyBaepNDncJUoRJayHpzrshynGHM5ZZUyfMSqDKYR8Q86JZ09eC/SVE9YJaNg0nvOzM+7KS66to20slMzQy2YtdYTCaLDWM0TIfWQId/S7QEowDDCOuWqYCMDrHLQOOqXRSUBSpQpl3KK6NV4HWh0YS49TiWVnWbUa7xQJjUYxjoEQjVBd8ghGWKSzlMHsd1uIMbBYyAh8jGkePQfR6pw6KDEKAU0pcborSh1d00P5OZUpB5e1eSkCEwHvcDGmQPBwLR2MvHPlkAjwPo4jIQRCiHPrVO4Rj2e8xxt7wiDeLqkPJdC9xx91cB573VzV1b6t45v6nvwx0AB/q/4SU2v1Hwf+A6WUCFXDXyulXPy695guyFf933yhlPATHg7nzI+ZACTqDOXUjJk35lfdRZj5ASorJsPnpCcFpqPHVspuKqJQBeBDJKeM9xZnLKkUnBWOhqoAyKSbAQdpv6lGzbXLE8Lbd5ZxHO+ftwJFQuvK51SJMV1TcuDy6loyhhgw1pCymBRpBTEEKInGmdnh3Shpt7rpjzHsYsR7S9/37HcZXSCN8qf1itYZjEosPGwWmrWyqGDxi0SvDb6MeB1ZmES2CWMizsF6aVl2itYbtG3o2iC1eM5CTU9JNq8RstIBe5DPeBgCOResdYQQifGg7O69P1yfnBnHWIlgunaZ5Caga3Yyd3aZ8IAyg6zH6/G45XosDH18yLKtHJEoeimllLk0njKMQwZ7fz1JcDvYdB5sK97Gt6bHH5fRk4D18dxufeSM68j9+OH/f/Pjm/qe/Jdf8di/CfzN3/QkCtwLGjPg94BUIxf78emTo4cg4E9Fw4+fz1Gqyv3gMWswVbyBIp2RUo4yoPofqWRiSdW0OjNawQ6a4PHO4qIjOofRqZYees5alFYQ5bVjZTPGECtw+zYK/tjnokjkNECJZJVIZYtWmd2+l3OLYXYcG8deWp0x4IymsY7OW1adQadE68FnaErBa8VdHzFYUio0GrwB3WiGklksGrqlBTty0hXOVpaNblAxsdo0jMazbhW+gdAncJm2U6RiaBtN12g6b1isVpxsBAB3OEnvSRilKUwyjgcgT4R2JKDOA4c1A5nmQELFDWJKqHKQUMxHQUOS1dqRmz7Pen2Yszk1X5fjdXLM0bi/7u5v4CnYTZ0XrcW4agJrlbpfgiolk7OTALLYUbiK4T0Ohh7eazLQnjRK7h9aT8OZhYO4xm9/fGcYoQ839qPUXUoVbflqVOeQVdSBrqPy5GGmca8Fq98ePz5uJ0U5owAAIABJREFUs82vryCrRAkSlHJKjFrLQhs93jsa7+vdTxMr9mL0xOGoKHqMhBgIY6j1ujzuUUKOmnotdeGXxDhsKWkgq4Qye5r2sBgL1TskR8ZhT04BSqR1Bm80nbecLC02FrwvuFjoMjQWbMwwjKxcoWkUjTVE79htE771dCuLaTWbNrJuNRtjMMlwumlJvqVbOlyr6O8SxSZMp8nGEChYnXFW4buW9bqwWDSUvCIqyNFhikzrqhSr4XKuGZqYO3nf4L1HoYSzkVO1EVDs93sUzKQzVbsRk96qnnGhI9ygcmvm+3Q5bqW+TQj8WkBUHUYUpvU7qXYZI4FgUhR7+DxRVg9zt6Zpmq8NGlPWM4tT58hbSKeSAJuiIqXDCMO3cXxngsZbx9FGP6DGU5L1oLzgUJowAUQlizHOI0ED6kXmsJAOTM0JDvkKYEkViqGWFWKpaLSeyTgxRkKM+DGQMgyxiuvOvBPmciQmISelmCkKoUrXoDEB3tO7TxiIhI5MiQMlB7TVdCvDoluyXq8xWmOsEaS4JPr9ln6/hRxxRmFUonHQOgMm4T04m1lkwRuWBnzMPDtXrBpNYxpC49lZGfRqG/CdobERT8TrhFOwajSls7QNaJdpdSTqiPfSkr4eRiE2FXFdc06z6BqcOyEpRY49KmWGEBnTBJDmypmxdF1muVzSti3Oedq2ZRwty8UCX82vfePJMcyO9VprzAxoi7qYUlPWcdAiKWq65tP1kexu4moc4wi/7jjOko+DjpQcbweNh887Bv4fCxrHI/sSZCRLqwg9M1VfCe8o61xL+v+fgdC/mKPARCPOVRWqQCa/FTRyZQ2WowABpWrUVr7Fg1abZKlT4CjEfOBzTFmomWji8+hloegixK8iET6nUhW4NSUbYhEPkgFFTJl+6lxkNbM/BUOpojLHPXZ90BetImTTJyHnXP/SwKLTeG84PT3h3ffP+OD9d/jBR9/DqIJ1XnIWVUhppGksar1iu/OUXIhjRBdxb2udonWRFRZN4bwD7+C90w6rIo123I4JvzCEGGl0xhGJ+6ECx73gR0iK7HTAqAGnRqyKWJNBGRhhDIUxJNQ4kHKgaQyr1ZqsNTE6iIkhRELKjDGSk7BAxbHesF6tWHYdXduw2awZQ8PZ6SnL5ZLGOTarFSEMLNoWVTeNVkqkCtSBfyEtcpGFntvFHAWNHFFa4b3HWnevPHkbCNXz18NmP+Aix7jGQ2bp8eMmP5Vji8l7I798VRArdb1OuN/xIp+A1+9A9+TbPkqWOtwaM99epRQplOrbaZVGWU1WhqKM1LRJvCgUBaUKuV4kCvPCKJMyuJKfWSN8jJRTRZRFsD7nVHvfurqrg8bgjBZLQ13Nnr1BGWH43dzeQiwslx2b9Yqm8YyDoOYpJlHJJotgj3egpPYehxHjrYypV4GgnBPagrcigmusFYaqUmx3OxaLBa1vaLoWawzrzYLVquPFO8/53gcf8O6753zwwQdoLXedFCMpBEIYGWJPKoUxFEIqhJAIAbK1UDS+MdgcUGHgrDM0VtFRaIzFKM2uDBRVsF5hTcakgC0y8abcSKYwBMPCLHAmEuMVhp6UI2NlsUYgBs1ugDQGUuolYDWWWArZGHAaZ7TwSZKt1gMirGOM4/k7T/DO86ZaTJ5uVthpbiUHlouWMCrappnblgcwc5JMlKChK0AdY5qtFqYMs/G2+vDqudsxAes8gkmgpqFENa+pGbufuDyVT3Es9juBspRS2cji22t05ak+UlMcl9hmZi1b4NBmnrIKhcJoi1axZjhf3cL9TY7vRtAoRbQlp+5IliCgjKpTokJUMs6B8XLhivToxzDOtWMIo3Azsgw4obVYCOoyz4uIBH5Bp4NnisoCykmb1WG0x9aRdWsVbetoG0fbORYrGQ3fbbeEfktjGp49O+P87BytNbe3twz9QM6FYRxJqWCdo1ssMVqz7/fc3t7hrBW/khBEWl8V2kXDcrEAJXc5V9Puq6sr3nn2jM1mw3qzkUnW9YrNxvDi6XOeP/0eZ+ctq9WGGHuKSGhByoRx4G5/i0mBISRimgIHoAwxamgUiR5HZukbGqPQY8QbcaAXFYtRtEd1wQCt15ic8FYypjFGFoDWgRj2lDIwxFgXdWJMhTEazGggJhIBrSI6B5zWZCUlQVYFVMFYRVK6WiBmrCqcn6wF/FSZnAYW7ZqSAjkZcgx4ZyCb2u6uZcIRljGZcU+lCwjfhFw3XJZsVXx4VSXjSQt1mpaV4eLpTi93uGMbgmk912/m95/1Oo9K5an8NFo2NxV7UVN7GL4yO4GjwIGjTKpk02R3LXBnZfZvkd31nQga96Imol8p6aUofDd1AxlrwTYoXX1QY2IM45wCCgIdSanM3YhJR2HS9YxBMAhnLRTRY8hxpGkcShWM8XR+SdcsJPrrwmbdsVp1NI1hsWiIceCT7S1Ow+Z0w7vvPGW9OZEBrKHHKIW1Tn43Y2iahkW3RCnY7Xfc3Czm7KLve4y2LFcdJ6dr1us11tq5lXhzc0P//AkffPABm82G5WpJRuMWS5bLxNPNOefrd1iuDdpq7rY3UApt09A4R44DhYTzkmanmAhjJCWNzZoYCjFEnMoYDY2zNDqhS0TlQiJKGVZAKYvRGVcKrVM0RtG2ttoDUbUt9rXNFwghE7IIF48x02eDixqbErlEUhwJw55uuSRk8UgVP5rKl6m9spwjZGmfqmr3QCnVxc7gnZ3bjocZi3L4e87MM6VMd2QZI5xmDnMpMmdbMrpyPEDa4NPQY9V1nDVaah5x/AZzN2ccx7c2u0Ko/l8HzM/f6wMGdvw6xx0cAV4PHaF7jy33O4V/6coTpeXiS/QtKC31qHOGxWLBsusEJdcyP0HVgUwp4+PUrpL2U0rCewh1ZkFXc96MKGMbSrVYlQvunIFiKGWg8Y6uW7FerGmbJd452tax2SxZtBZjQevC559fE2Pg7OyUFy9ecHp6jnOenAS4W3Qdm81JDXQG3zS0TUtKibutY7VcCBiaI7vtHuccz54/5ez8lM3mhLatauJNw2effYb3no8++ojlcon3XsBV42i7kZNuzapd0raFkBPb7R2+qZaBSsbErSqQAiVFGSCp/qpaZXKIhGGk9UUEfoymlERMiTEMxKIY6uaPPuB0AZWwVrNaONrGkJTmbujp93uWY8R4h8JBcYRhxDhFSmL9kKtyGDWwxN2W5WaFUYpxCKRYyEWhlal8FkUmE+Moa0WBMWrGm7wXUPSYjHU8wHVM4IP7tp9v4Qy1RlETPb62KSfCllIKSuLgdjeN4B9ezxiDc24mKz4Gwn/Vca+DmHmUx/j26xwCz1udvnvt4L9sQYOJNit1nK0EF1f9Mpu2wdegIY5c8gGJF5ZGoau6lfAtijZYo/HOzFE4xsBIom3sDJgqFMZYtLHklFmuFpxsTlgvN3jX4p3j9GTNZrPEWRjDnlevXvL69Uu6ruO9997j+fMXWOvqohIbxeVixTvvvIOvKL61YhI8DD3OmdoKS4Q4st/t6doFz997zmqz4vT0lLZt8bVte3t7y/n5OS9evJC2nTHshxGsxzc9re/w3mGNjJZvd1veOX+Cc15ar6WgY+Tu6oJxv0WViLeFEDNWQwoyWYqVMfyQouArKVeAGPpRBu6aFMkGiikoXbBOoaVSJMXIftczDIHGdygsqvgqinOo96cFPFk2DMMAgHVSrsnMiQCXplLGpzF4IWfJxvTeo5TCOYdz7h534fjOPW1mWVqycabH6Bnb4P4dec4Apj9C+BNdVMlOHrbtH3I4joPRMbdiOh5Sx+f3PrzAPdX748cdv8bh97zf9p3A20Mb+DfdlV99fCeCxoTullIwWmGdpfEO74XkIo0O4TqIHWFVT1Ky+ColCCpoKuVHtS0sMuOQiGgiXbtkYspNI9jGSlq5Xi85Oz1lvVxL0PCOJ2enrNdLKCMvX93x+tWX7Pc7fvCDH/F7v/d7nJ2dVWAxslrtWa83nJ2eySb3rrYYIYbE7e0NxijaRkyL+7FnXI2sVxuevvMU2zhOT89oGj9Pqi4WC05OTlksFvPF11rjuxbnmIWRJ7bj3d0d7z1/LndfpQQM3W25fv2KsL1Fk/FOMQZwWtqQJRVUUcRU2I8jtiRMLmhdiAXGOIkP59o+lg0omzDP/idhCOx3PbpZk4OiJEMcEN9bpefu0aRYro0h9omUE93CVzWyqcs1sWiR8iFnjLWkJFOtTWWBTuXAMbfiq4YN5xsTh6/H3Yh5NZZDg1IruYHlKjOYs7THy1HXZCJQCd09zuDoYYbkEBSOOzBflxmoSaPlKGDc1yc9PEfebso0DoHj4R77to7vRNAoNQVUSqjM3nl84wV3yKUOJdWSxXjRKEiSZpcs/pmK2mkBbBULTlkmXUsOaJXwXrNedzRe8BFdmYa5BFarFV3XcnKy4nR9wnKxZrHoOD1ZsVw03N1d84tfXHHx5iXvvniPP/iDP+AnP/kJbdsJ6DmM7HZ7Ukycnp5yfv4EYxQgBLDddot00hLeecZxROtC6z2nJxvaxpOVru1FPbf6Foslq9UapaROnvQUFosOawyNdjhl0VoYhdfXl6icWC2XNE3L3c0tV69esr+5Ie3u0IgDmTVCtkqKebo2pEzOEacKHmh0DRC1qaUtGAvWyayKjLBnQkhopQmxcHu9JesF/S4SBxj2gi3Z1gjWVKnWFGialt1eiHG+WWGdRfWj3BRyQmfxbU1JXN+dtzCGagTlgYPW5uSyNm+6RzoP83o72rQPuTta61mDRQHWGmwxZFMIYySWNFMBRNQZ+XCSmGDlEEk5CACpVZVcOOiqKO5nAw/PZT6n+viHpMfHvp8En0TdbHLpmoDZ+q7qPvby2xzfiaBBOahhuZpheGexxlBSJqaAjlUkRyF6l3UgKNdR85IiiirgogRhLyVhSGinMUZIQauVlB3WTa7rgIpsTlo2mw3Pnj3j6dlT1qs169WKtvUM/ZZPP/kZv/rlJ6yWHX/lr/whP/zhDzk7OxPTHDQxJk5OBNPouo6maaojvHQwyJmSkjib5Szq4BWUDUPPHbniFN3McgRYLJZ0XTerkKWUME7usjkXQgqktKUQuLy65OrqkpwDXduy6Bpur9/w5We/YtPUEXOlyFlG9hUJo8UYOec676FB7HEL1svd3zcjGfDe4j00ruCshqpjmWKSgTwF/X4AuyVGhcagMTIariAEKRNBSrbVakU/OkIMoKDpGoahMPa5YgKHgDDNZIC4tXvv56zrmPb9WMlxIFzdLyWmO//DsYVcphZrBdGpcykzY/QgQzjlJFMGMHEumqahmMO5lDJ57Nj5vY+/viVLOZH06nFcpryVqUwtXe6XZMfcETmPx+e7ftPjOxE0lFK4uhCaxtcpUWmdVb0mKJkUAykGQoqEUQRua24mw1fOYKyVlhmAAaMFmGrbtrIJ3bwAvXM473FO8/TZKU+ePOHF8xecn53RNi1d05BL4tOrN3zy8S+4vLjgR7/zu/zoRz/k5OSEUmQwSS6mZr1e470Xzn/K5DxCjox9z267ZdjvKNXjdBx6UghgNLc31zLh2XQ47+m6bq71jTHzppj+dAu4ub5BMWBSRkVDKoHXF2/Y3t1JtuAcjXNcbl/x6vPP2Xz4pHJNLNocxGGEBGYqbVu4LEWB0gljHVorvB1JSFvaGjA6199RMsQwZrFmzDDGkax2KCt8Eu8su0E6KTmJWlnTeLqlYb229MExpIGYAk3b0HWKkgZC3wvnppYUzglvxTQNtq6PUrhHwZ5KlcdwANk8FQubKd73g8YEZBZqUJ0Az5qJTeXJbIVJEV6GOszETIF9Op/5NWvp4Ky/l+Hcn1vJM5VcHZG8HpYjD0uPiW18DO4ej2L8pQ0aXdvQNA3OWWzth2ulMM7M3+ecGIaeGAMpTfRcGad2xtK0Lc47NIqUAilnrDV0XTdTkI9pvYvFgtVqxWKx4IMP3+XJkyc8ffKURdtScibFxO3dHZ98/DE/+5M/QSvDj3/8Y87PzwWT6Htp7cZE27Z03UK4FTGLlsJ+Tw492+0dNzeXbLd3oESuLoSxlliKm+sbktI0q7W0lYH9fo8xcu4AwzBQigCH6xAZri4xBEwp6KTJJC6vrwhB0n9jRLgojQNXb94wPFvirKVdenxnKHdhHiMHwxjrnISvCmY16qoKyOly4OGW6jsQsyKkQAiFSCBlRciKkHa0K4OzitZb9r3gJdPvvlqvOC2e9WZgHyz7y1f0w8ByuURlR04whNot0RpbBYWUQq6xmyQL5DpOauSSfZR5401rC6ZM9j61+zhoHOMFSosZFXPKL6/hnJ0zvomXkVKsamXmXqbxcMIVmDMj+b7cyzKm46EcxENQ92GWMQGgk1XlcWl2TEn/OlGp3/T4TgQNrRRt29I0TqJrFoKPzChYrBYGaIyBUkTMxhqFdY6mcRUYa9mcbGgaTwyJftiRk6VtPMuVBAxJidcsuo7VesVmc1Jr/4aTs1OctaQQeX33hv12x36/483rl/ydv/N3ubq85a/+1T/kg/c+oBS4vr6umgmRcQxihYhmGAZyygzDyNjviMOe7d0NlxeX7PY7vPMYpdne3cnmzJmXL18Si6JZ7xiD1OYXFxf4mnU0TcM4jlhr2e12nOz27OKIU4XGaBptUUYz7Iearg+4OuuglSYMA1dX1zx76miXaxbrDt70jCHhjfSgYpQ6OiURwYmq1FFvJW3QLGBupBB1JhqNSoXdfgJLxZpxzBBLj3J1GKwEUhKuhnOKtvOcnGwYdcdyeUe305QrxX4Y2Jyeslg5YoB+GCnlYLNorTB5ZZjL1OzD3Wu1OifcmL7vH8k0Dqn6MZ7wcJPqSj2fOmxHzZR7NO4Zf8gZXcr8f1PAeKgpqrWumdmhNJq+PhxCSymJavsjXZqvat2qA2/ssK+OypOvw3h+0+O7ETSMZtG1M8GrqIxWBWtF85JSKeIxQMk0jaslR0db27GLpdT+IjjSS7BYrDg9OaHtpIV5sjnh6bOndDWATK27pu3IWXPx5opxHNnvttxe33J9fcnHv/hTPvn4l5xsTvno+z9ktTpBaQkOh8CR8L7BGKE+a6WF6NXv6bfXXF9dcnNzQwgB7z2Xl5e8efMGrTW73Y6rqyuUcexiImcIIXJ3dycBswKiMUa8l9budt9TjGa9aMEaQtlTimK77+m6Bq0E//He0bWeFEe2uy3n5RRjPZvzM/wXe/q+J+TEqBMxCN09hVyNmBQ5FrISHEZpyDETSyGoQl8SBkixCgzXDouxMIZEDD2Nc1gbaVrQnabZLFmtFrRtgxsmLKMVEWT2jCGgKrHLGEPfD3gv6mZTtjhNraLAezcHiIkQB4e7dQgBmO7EopP50Jf12Nd3Oqb9JWsJJiBR165cqjwMYTJnjDVMosRKUWUWEyA3ujw7palZOvwh8DkFrVlX40FJMkkkPIZrxFQqvnSYj5HnTBhWmfGgb+P4pr4n/z7wrwGv6sP+nVLK/1j/74+BfxUpoP6tUsr/9OvewxjDaimMyULlX1R+g6qToykmcskYq1mtFnTdgq7r6p3Y0zQdUIQL4S3rZsGL5094/s6zefM9f/4O5+dC997v99ze3jKOA0oZrq52fPHFF4QwMg49VxcXfPHF5/zsZ3/C3c0dP/3pTzk7fUpJh7vMMAyy8YLI8VvriFG6IyklwrDn9uqSN69fzSn0fr/n1atXwhjUisuLS/kMXEsKEjRubsQ3ddoE04Jp25a2awkxstysUSwoudD3e/p+5OZux9nZeqZKL7qGk82CEhLDOBBrK3Fzes5qfcvNZU+MmagjcVpYOYmNQrHVV1XUyFBS5+dUSMCQEs7oeaZCKylpmkaTVKbkiHOaThWyBbf0bJ6d0Jysa6mh2O97YvL4pmUfdtzebVHJoqJkYMPQUxC25mKxYLPZsNvv5tLAe89+v58zjgkDmDgcxyXCMflvCjLW2nmT3duMuZBLIsUoJCtVfWn1UTs/J0JM5NodS3ViOdeSeBLRCWE8ymTsDKYeb+4pa5reP+cs/rb1mIJGqRnNvUynPp65nXtfPHk6tP4LDBo87nsC8J+VUv7j4x8opX4f+BeAPwDeA/4XpdSPSylfi8AYbTg5PcFaPWMasgAKKQTGYWC/2zKMPaUkTk42LBaLyq1Y07Ytu92Ovu9pmoYXL17w7Ok5L54/5dnTc5qmAahMPdFuvL295c2bNwxDj9YNlxc7bm5u2e23pBj47NNP+dM//Rm73Y7TzQZrPFeXt/jmArdeUkphtVphrePubss4Bq6vr9nve1zNDkoM3N3dcXN7Q7/vUVoxhsB2t62s1cBuv8d7z5h79iGz3e3nxTxRyU2loltraZuWpmvZbE6wxpHiQN/vuLy45fLmFu81MQxobVguFjx9esr1q0vGcaAg7M7VouX8yZo3X1wSh4TSBaeMUMiNwhVpY5NkkncanDNKY1TGQu0sCLPLmYgyhayg7TTKZxKFtiusfIPfDyyfdCzOTvCnp7Stp1acpJTp+5GLm2sW/cCqWTPsBvpexgNub2/oFkv53duGy6vLOXNwzs4BYr/f35OMnEuCo/JjygYe4h4PU/6YZBxB7twgjm0JW3ki96Zdc2EcB2KKs5P8V4kRl5JRmLcCxnQ+x+BsqhO+DztBjx3jOL5dm3BfwOnbPL6R78nXHP8s8N8UERj+hVLqZ8A/BvxvX/ck5y0vXjyXWQJj5tZqioHt7R0pjBir8ThKkc7HZrNhtVrNsxrT4nn33Xf54IMPODvdsF610tIMI3d3d7x69YqLiwsmV67tdlvLiYbLq4G+H7i+uuTu7ppf/vJTXr26Ybm0LJYrQoh8/PEnvHpzwenzJ5j6ntaaGYCb726VBFWSaETGOgej0ez2vRgI5cJ+GElZWp5FyXDclGFMHZ+JGTqBtl3X4dsGNPT9SBl37HZ3XF1dcbvdE9MZYxwrgGjxXlPKgHMe1zisko6Uc5bWG8aYUCmhjBKRHJXwCrzOeC0lhzLiDOe0ximFVTK0ZowRxTOtsDpRTGaxtLTAWCKLhaJbOvwC3KbBLxyb8w1m0ULZC2PVOJxryFlxt91j8ULws7VFWcT+sO1aukpws9YQo3RblssFOZc5kwNmgtWxVKJ0M9RXMjePcY4JzJyOXAcoJyXxqSOCUqgMQwxVKd3M0n33ae0HRbiCeitgPFQFm9vM5v5ErZxLvveapRRiCHPJ9VjL+ds+fpuc5d9USv2LiNL4v11KuQTeR8yTpuNX9WdvHerI9+Rks+L582eUkmUcvhK1+p0QaQpZ6vNOkPP1ZsP7H3zA0ydP6BZCrtrc3bFer/noo4949uwZikwYdtzcXHF9fcPl5QUvX77k6uqaiYE6eVBoHbjbCpvx9es3fPHlF7x6+YZckPKnbRlDZPvqNfrigpthS1fT5akjA/dR6mlMPyOmztb5yvDTGOPIKqONxTctTdeRChg0/TDMwUIyGTsHjSnbACTg7RMq7tnvd+z3e/p9L96mw15YtY0nOIW3CecKhUy3WJDGEasNy8bgkiKMMjLudMKRaEyhNdA5QBsS4ldrNTRK4VXBInojSotkgTIaXGKxsGQtvthtK6I97aqltJ5iEcylbSjsQCm0thgnHi53dze0ZmDdLY5YrtJ6f/r0nLZpaka5Z4wB5xyLxYIQpCU9tVyHYZhxoGNZPKXcWxt2SvfvBY584F7AgRI1dSp0naI1pRCSIuQ0b+avAi6nkuqY/fwwaEzPmbhH2sQ5GEyPe/hc+fn9152OqeT5to9vGjT+c+CvI5/CXwf+E8Q06bHQ9ijcW458T77/vffK+fkZ4zgy9r3gCkEmQIU5qVguVpycnnJ2fsrp2Snf+/BD3nn2DsZa9v2ecRh59uwZ773/HiUXvvj8V3z26Sf82WefcXFxyW635ebmBqUOauGTnLwwRwNX19e8fPklH3/8OZD54P0N5+enouGYKi6QM+OXibbr2G63LJcrnBNuRtPoSswSJa9QAK3wbYt1ko2MKeKqxJ9pHCUXuqaTgTAZJWW5XLJcihIXyMVvmpZSpJVbAlxtb1HR0KhICsLpyCkyDj373ZaztmW5XJBuNJulxppAv7/j7PyUYjQ3RrFuNQnFXS4YD41N2JRpDCw8LFuDdZZ9iBStMApaZfA6Y6j+tUYLQ9RplDP41oAtmMZSTAJGVqtTsvfchhFUlCFBZChN7r8G3yyIV9fs9j2rtjuiUMum+fDDD7HW8vr1a16+fFm5joqmaVFqnOnjE9nruDsygZbO2be6FrM1xlGmMfEuTMVyiuCMTICoMbrKaihUVGTFARh9kMkcb4FyFDSmczguT45vOqLvStULlYzjWNz4fuCT9vMMEiNByzv/+I78LY9vFDRKKV9O3yul/gvgf6j//BXw4dFDPwD+7M/xegd6caU1O2PYrNaslwsWXcv5+RlPnj7lnXefszk5oetarLEorenCgjgGrHe8vnjD5ZsLfvXLT/j8s095/fo1+/2+Epsa2rYTarAxoCbx3UwqPReXb3h9cQk68+67p/zOj3/Aou0Yx8gwjFXUp1CsrvX2Lft9j7Wi/+icry1BW0V4IjEJeq6KsCGVEkBNGVh1kiVpFKJVU/AxyxCdFpbm9fV1neQcDncko+j3O1q7wjQGZxo2a8cwJrRWhNDTnq5x1kAeWTSFkPdoothAK8XSGcZWiytaV+jWFqsLLsHKwaqBRZPxjRhc5yoO0wBeVxk9q1BWYa3C+IJyCu0Lyml8axhzJuZAyQHfKFTKjKGnM4qm9RhrGYZRMKEhEqtFQs5ZNFZXcHu75fT0lK5r8Y3DVgOo1xdv+Pzzz/n93/9D9ntxUpkIVVOpOgUQod/fV9D6ukMrjSLLYNrECNXSchYgU8hUE4dFvGRU7aSNHMy97h9KVbRYMZ/L9PPjlq8xhpjivQxkCjQPeR6lFBnmrD3XqU0sj7XfnaChlHp2uSCqAAAgAElEQVS3lPJ5/ec/B/xf9fv/HvivlVL/KQKE/i7wv/+619NKV/EZITLpGtqN1rRdw8l6zenpCZuTDWdPn6Cdpd/3s3NVLqIQvru55vbujtevXvH65Utu77byofpGBH8boZKLOrSIkwzDQEx7drstl9eX7PqeZ89P+NHvfI93nj9Fodje7Y4UwQy5ah3knBmGgXEMkl2ULXVFHBBspNbVdXZEa1U9OjJKm3mUH6VA27rQE8MwEmPi8vKy0siX95isHR2rds26lUVmdeb6ZisLiCIDXQXCuKOxCXLBmYwqCWKiNYpWwVAyroHlUmN1oVWOpS10JuFtxrokvqRao43GU/DaYDXidTLNo3jJMDAZ7TXaKlwSDc79fsdgLYUlKY0ULSLBzjcinagtxnqcayhFVLTbtpnZtU+fPuX09JRcMn2/R2vNer2h1NmTN2/eAMxZxQRI2qqEJT+HKWsx5m169hxIFOgiZKn6T3l8kaCR88Fbd8ogjsuiic4+lQb3iVoa6ms/LE8mPGS6xjGlSjC7t+8e7Z40vpkB2IeyhN+m+M50fFPfk39SKfVHyKf2MfCvA5RS/m+l1H8L/D3ErvHf+HWdE5C+9rvvvZi1CJzRGK1pvGO1WrJeLmkbj/WeZtmx3e8J8Y4xyPzJfr+n7wdubq65vLzi5uaafhiw1nFyciYksEkhvKa8SilyKgxjYBgDry9ecXV9jTLw0Ufv8v0ffIhCQCbnNMaKJIyxlozU8oJ4TxmAbPShHxiG8ZBuGj0v3hCkDt/tdnI3UFR/DFk0vpWgOQ2m5Zzp+36eRXHOsVqt2JyuiTmxcCesWrC2w6qBX376ZxIQjdDyFZDTQOcLKhWsLuiS0CXTWcNey6JrO1i2haYxLK2hMwmbxXzSuCTShNrMQcNpeS0cKFswVmOsEhMVBdppEglvLQrF1X7HGC/pThtyiZSSKkbVsVg0DEWBFWX2cXsrIG3bopQEh+fPn3NycsLVzS3DMNB2Lc/ffcFms8FawxdffHEPxJw23/S5hRBq5yTPa+whw/IQNAoaUzOeg8CwBP14DzMoR0FjClKTadPUnbnv1mcoWb8VMKay5HjiVuwY7ndkpoDyMGhMONdxgLqPpXy7x7fqe1If/zeAv/GbnETbdfz0pz8Vqq+qkmdQWYSu8gFEHWq3H7i5vWMYxVGtHwI3t1vu7u7YbqX1aZ1nqQ06Z5qmqRTyhmkUPowj+/2e6+sb3lxc8tlnf8ann37C7d2O589XvP/BuyxWLW9evyKOEaMNvhEcRBtLPx7adXB/riGmKNhHiPPQkRon97eMGQPb3Q7nHHe7PWEMaGNRMVGUZrlczgEnxsiTJ084Pz9ns9kIQe30hCdPz4k5Y3LLwme83TLuL7m92zKOG6wxFUB1rBYN513iZtej0oAls+xa8qIjdY42atqVwrew6Cwrb2iNhiCTpcYpolJkLdoZXmk8Gm0KqgFMQdc/GI0yblZ2N8ZgjWcXA9tQWCiEhBQjzi5YrzacxxV+uWLRy+Tx559s0ZWY5nzD2dk57733AqUUV1dXrFYrmqbh2TvPOTs7Y7Va88UXn+O9J+c8M2eP7/YTiWvySZlwgmO84zjTkNklaaVqbUSvxHrR9Qj3GZ1aabSzdTpZjt1uJ5hVDV5zQJDi8N6Gnzb4bGI94SxaEZM9wjjevvdO55BLnjVpjtmf/x81T74bjFBnLWen56LxOdYUD5FzC6OwQLUShH4XxnkuIQSZ/4hVyLfEhNOGxnq0FtUq772oVTcNqfrFxjEw9AMXby747NNf8YtPPub2Zkvj4fvff59nz55gtKriNgaDQWtL34/EWFDGkFGMMTIMMrU5t8m0pml8xUxUxSaECGS0jCx7J3MvkzNY1y3IWUbFz8+fUkqm7VqGYc/Z6Rln52d03YJS4PT0lCdPzokF8gCdy7Su5cumpx8j2mhc08xlm7WKZafRtsOu1zS+xekGt1qinp1S1hnnE+iMazTeIL4hRu62rmnoc5HypHZQjLJok2V2XouamdYFTME4TcgZrSzaGpSGJ+cbmpwojSYnMYcyzrFcL9nFjmwNyok3y92bFb7pWG/OODk54cn5E7730Q/RxvLmzcVMoFNKs1ouWS4X3Fxfi7RAEWlAsTDQdF1LsIYUA0oVxiFhtJkxrVw0pTIpj+0svHNVHE50QJpG5qJyztiQjlzZigxUVl+TtvGzgVYIgZKzWHEqEZZi8uqt1PSMzPGYqlxnjKYmNxgrsohS9mYCk+p+ZZdWAhpAUgcQVKkqh6iODMW/5eDxnQgaE0I9BtnM/X5PyQlrZbArBemZN21DnyOuqfV6CJSURQS4FBprMdVMxxiFdfVidi3eeXp6wjAShoHt7S2f/epTfvXpp3z5+UtyjLx4ccIPPnyPrhFv0NY3xJTQGKxTFKVRQ8LbljFIIECLMHAIYVa59t7LXbjI5GdKmnEYcL7DN56SWxar5Xx3XG3WUAy+WfLu8+dkEsv1gruba549e8b5kyd433B5ccWLF+/SLhZkrdEZGp1wOmP9BUpr1pslKEWIMhPjjGK9tPhksKs1vlnhlMPmkcXpkrS9kedbi3GiX6GdAeuEZOc9eghoJ/ojGrEBNB6SzZQSKYinrKoejyXL0BdaoU2htQaVE3sSQwzkBMZ6FqvEInhwBtuPNDZze3aK0o71+oz33v+Ad569w3J1wssvX/LFl69IqaAw3N5uWa/XbLfXhNCz6GrQSCNaZRaLjm7REAZNGHtiHGowod6QNE4JuBtjnLVVUhY+h28c1gqW0bSermtBUSUJBW8oRTIAbQ/Zi9UKXeC2Zr4Yi60K9+KyV+rGV5JKZ01SMv2rCiKOrGQKmZoxxRRRpVSgWKQaYxYtmUkxXSHrTTIOMw/oTTyav3SzJzllLq+u2e92Isu33xOT9N1TiAzDnmEYOD09xS5aOutrObKHXGRxF6FZe+sY+wGUqEp7bwW0o0BOjH3PdnvLxcUbPv7Tn/Pyyy/odyOL1vCTH33Ii2dPSGNPChFvPWHcg9MsuiUYR9NlbLNivw8Y4zDGo5Vhu93SNC377R2ogvdVuLgXAtfdbaJtHE+engPgm4bVaon3Dd1qibULfLPm2dMnxDSyXDe8fmV59vwZz549w/uGm5s73nv/A/ZjAOM4WToMidRncvl/aDrHs+dPxBF+GBnGgcYZ1iuHGTTKtni/xihLCreURrG/2QMDy2aJcYY+FfAWskY7R9EKVQq2Ef2RkrOAl60hMVCiUMa1VihbSCaDE0nGXJmUod+LarwzKJNRWBRS8i1Xnm5pubsN5IXmy8WCu23PYnXCe+9/n2fP3uHVq9f8vb/3D/nyy9cYI/yT25s7lsuOn/3JP8AZ4X/EkoGW3d2Wtj2hbaQj1Pea3a6wXC/Z73soGWs0zjo60zAMA0bLsNkwDiglZfFyuZjxpqYRIl/vehlKrNnJMIgptTUiutOu17TW0zjH7vauAtBiguWMwSqI6jA1K3ySxG63pWRoF53gXzHOA4djGNEF7OTDoxT9MDAMpTKGtfgC5VylDqoot9HV+Frfo6X/tsd3ImjEGLm6vGYY9rWrISBlCD1xDNzc3DCOPV3XYbqWi4tLri4vuLm+Jg4D3hhJKZWWjkoMxBIJGVJpCcGSqwLYMIy8fvWaTz/5JRcXl4QhQDF8/3vP+P73PsQYTRyCEKlcw3Y3ULKmaRcobWX8O2na1mC0YXNyRk6Fk2EgjAM5ngkt22lUgf12z/X1FXDGe++/z+npKU0rw3mrjZQLykj54P0JZ2cnFCLGCnD39NkTTs9OMcYK1d45GmUYopgTWaO5udvy5Rdf0DSZ8ycbfBXtiSljcyLnQE6aHCM6JrKWDR1KQHmE7VgCRomvi3EGhZWuSSloWwe7Kn+hGEXI/y93b9JkyXWm6T1n8PnOMWZkAkiAGAmSAAmyiiyySlZtvdBaCw07LftHaKW9foLWMi3arHtVG+26TE2wwGaRRJHEQACJnDMjbtzRxzNocdxvJqrL1OoiTAYrNwvLzMiIyJsR7uec7/ve93kdRBrpg6lQyDBVcITeRuB2GpqyxJQ13gcth4oSvBOUZU1nWsaTY7TKmU9SHtz/gocPH2OsZDpbsDg6YbXe8MWdO/zD734fTgMisDxOT8/YrNY8vH8frUMp4rxDC0Hb1D1kyPcan/AgCi8D2KkfU0Y64CStMURa9wuDROrQxwieJfqjvz8Q62V/OgHfN5xlv2iEnB2VJeAn2IsbAUrkgjgRKYijiNEooq7qAJ2O44NaFeh7b33ifT9JiuOILo7p2hbZ96vSNKVrW+I4Zl/usHik1IFL0yMmQtbJf644/VOvb8SiEYAwJrgfI423wbCz3axp2yYwC/ox2X63Y7VZs9vtqMs9zhhIEiKlDuKwtq7xwqEzjQd0v6Dsd3tW1yu+vHuXh48estvu8V5yfj7nlVduM5svQAoSJDpOkUpDH0ocRwlSRQihaDqP90HAlSY5bdP1WpO2l8IH2n2kFevliocPFKdnZ9y8dZPxZEKW5zRNS5JlQbQFoWyIJ4zGBVI5mqYkSRMWx8dMJhPwksXREVEcoyKB6ixStHRNzfr6msunTxiP8yBGiyJs68EHh6P1AWW0222p3QqpIpTZY9uaJBIkWoeHRYk+0ax3gPpwlNaRDD0jD0pHoSnt3LNdjOBJgUAdR/nQBBYRTdBKhSOz0AgdI4TG+XAE171b1WL6UXHEJB0znUywxvLg/n3+/le/4uryiouLG73QKjysTdOw3W57tWzQZqRJQte1oYHeB05FPRKhrtpDklkY54adO+ml+7oHOCEFOlZfEVYNjd0B5DSoTSWyJ5cppBAY49A6jIqVklwv1+zLPca0xFFGFOteXJh/pVkbRRrnwtcRImAGvXvGE3EupmmiAzhJxFHg6CYJnoF09oxq9vzUZZjmfF3XN2LRgDC2m0zGCCFoqgrvg8ClbdvexRqYkMurK9bbbahLpSJJAxqw6zqauqIuS5q6RseKcVRglArWYKXZbffcvXuPO3fucHl1hbGOyWTKG2++wou3Xw66Aa17sZbGeUj7E0aWj/q81Yi2c33AkSKJM5oqdOyt68iymEhLlII8TXiY3MfYjuOTM45PThiNxyRJxnqzCYtRLwbLixk6KkizBKlhs4EoGjOdTcnzAu9gcXxM1EcFpjaMTre7DbvNiuXlJccXM8aTce8MBSH1gU+JEFR1iWCLkhrtSkTbUCSaNNOkWuMQoGQ/tVLB3u0Di8JbixCeIZdYeI8SEikUSiikIHy+FzgLznh0JNFSo5MUayWdE2AgRhFHCZG27PY7ytKQJcGc99KLN4nTMQLPvS/v8Lt/+JA/fvpJeIAHjUWv4Qmja3dQzgaI07Nx6mBUHDB7W7U/+I6GICohgu1+0EmEBcyFUiMNX2+YssAzhab34eSqhKJt2ueEY12v3g3TDGMsZbWnrEp0EqNUeH+eZwd9xgAZGhYiGPgfX4181FpTVdWB6hYnQX9UFMWB4xE+95lobPjc57Upf+r1jVg0hthE68KKuNtt2W63bLcbvHWMxyELZLfdst/uUEJQjEJWRqw1Xdtw+fQpu+2mn6QYcpkwyFsGwtbVcsmXX37J4ydP2Gy2jCdj3nzzdb7znbeZH01omprxeEqSpjgXOBFnXqJ0xOLoJDT2pOqdrOHh9U6Sp8GRamwblItRyFnN0pj1asVsPufi4gbT2TwkrSmNUJrOWLSOyNKcvJggoxwdKYRwtG3QMMRxGpgaSObzBUmSksQp3jQoLO1aYrqW7XbDW8e3iKKYqmpQMkXpCKTGizDtUZFGROEhFwYQAqUjklQT9XU0MkRQaylD+hihzKJv0InwLUVLhRYKJSMEtudohhGrEZq2tX2WrkZHgQy22bZYv2OxcL3gznLn3iXbTcObr3+L0WjMa6+/SllZHj16yN07d/nd73+HUpLxqADn+jhLx3w65XoZRF2TyYTlchl6XjoiSRL2+7I/PfR5OiKAjQfxVRzH/aLjSdP04PGIoojWtCDDojM0qwdSm5TykLNijIF++hGIaY44iXtAcsAVjkY5u13GvtzTtBWFy/vyVIJw6EihdcjHUUb2IGyHUlGIofDPCOcDxe15HUiw4uuD5mOQmVtrD2Pc4dev6/pGLBohcd1wvVzStA3ldsf19VV/s4SMVOcNbRM64GlekOcZpmtpexjO1XJJU5e9RkGh4gjv6clahu12y917d3nw8BHr9R7Twcsvv8J77/2Q84tzoiQ0worRBKlkIFZ5T5pPiJKkP3EI8JAmFZGOSJKMqmz6GAFNZ5oARY4VWRaTxIq8yJhOJwFxN5sRJSnWeGZRGpyvUpPnI5IkQ6gEZPhejIoRWZ6gVdSPCSO0TpFCkSUxtnF0VYe3LfvtGmc6bt26iZKS/b6kGGU4IfFOYFEY79FJjNdh94pkjLApSnmE1CEOkRATIXspvxLBNGatIdIREKDIgj46gb7kEBE4gXUSqWOUjGjbhs57TOtxwG5vudzUdNWa7KaBRNO1HfvdHmOgaRsi6Tk9PuF6teePf/yMjz/6BNM25KOc8WhEnqdcXy9JkoRRnlFWG5qmZToNi0Ucp/3RPqFpOqIoTD3CDu7JsuygbYjj+CDEiqLoK0rOzoZJ2HDMBw7ZKs+Tv+I4xnaGJInxvu1Lk+A9CveQoSgKTk+PsdZStQ1VXTKdTYOmAkI63ME7MmAtg1pY97kv8Eynkech2mJ4vUKIg8N3WDieV7gOp4xhvP91XN+IRQMBTdtS7vfstlvqsqTrWopiynQ6wbnQXQbPZDQmK0ZIAfW+5OrqigcP7rPZrBFAmiToPqLgmQZfcn19zZ07X/Lo8ZKqajk9Pea733uHb7/9NmmRYZ0jTlOkVGH+7gRN26J7P0k47ktwjvGoIBjfEgS7ELkoJaZLUToERRdFRqQhyzPGZkxeZIwnY3SUUFYteZz1egPFZDxD9qcC6zqcU8SxCsh+fP9AJGid4JwnUhJbdayvn7JZX/HowT2khBdu3UJIRVXucQVYB1XVUdYWZIxDHqhQQiqiKMXT4r3CeoeQmkj1wUM2jIvxAu9CLARA24OUlRLQgUcivArCJy9orUVlKaaTKARtA84YNtuO1arBdDWdATJN23bs93vSdEyR58ynBV1r+eKLe9z54nM262tG4zHjUcF0Mma9XnG9vOLNN99CaUmaDLJzyWQyfU4N+exoHkUxQsieEP4sLnHADwz3x8FaPjhY1TOF5vDxQ9ziIAhL0xR/yBpWeG+DHsi6QyM1juNemJdw7+F9dvsdTVMxmUywVqC07EVYAinDycjaADsKU9fwGsqypG1b0jRlPB4fTj/D4vBPEdiHUuqfynb5U65vxKIhhGC72dB1LdvdBtO0jMcjiqJAa8Xl5ZLdbkeR5j2SrmNXlTx9+oT79+/x5MljHD500EXIy5RKEcchDvG6uebBg4c8evSE7a5iMh7z9nfe4rvf/S7Hp6fEaYpxnmI8Dkd0H2rRumnI+yjErgt1bggjdkE/YiDpIxBhYCyEY6GOIsAQxTHj8Ygsz4nimDjJcSjiOKftLEpq8mIcBGMeOhN6EVEUQkecNUSRJooSpNL4ztC2Ndv1kqePHrC6WvLg3h2KLOPo+AhLSdt2OA/WCTa7hqvrjvnRCONEcKsqHRq5RLSdoO0ECsiiBOHDA9ZU9WF3CzJqoD85CEEIRjaG4JPtAlDIekrXMjrKaa1EoWkbSbnv2O0t+wpUEkQeqi+7kjTtVZ83KVLN3//9r/n0009Yr1ckacxkMmIxn2Ntx9OnT8jzlIuLc2TfcxiNxyDg6PiY7XZDmqQ0bYvSwcwYpP9hx/YK4iQOcZ1KEifJM9lk6NaGCZH+Kgt06CcMp41B5j/s3lKKHnYch0lHZ8iyEMOZxAnT6TRwXl1H+cXnrNcr5vNZWGigl6v7/jQZpilN3WGMxfuBsA5NUzNAo4fSS6lQejRN09+n3eG0MTRDn5eVfx3XN2LRsNZyfb3EGMN+vyfqx0wA6/WKq6tLjOmQHsqywXvYrNc8fvI4/F1nUHHAt2VZSj7KGY3GzKdTbGd4+OARX975knJfkucJ3377Td79wXscn572ZqkIrRPipCCK/aHJlWTFoX7NsgDKlcLh2pK9tdRteTi2BytyFMKZo+BSrco9Ukkmsyl5nodxWaQplEbKBKk8UZQQJ2kQZNkOTFCGJmnU164m7Ea9d6Wua8rtNfvVkrLc0FQ7NusV52c3SJOUdbXF+gBNFDKi6RSX13viAlwcBWNYnEHXYp2ibSWl9EjviMearnXUVcdms+13VDg+XuD63dU6wHvqsmG/rdEiCLxaY9gbTyUUIoXOSaSXVJVgvTHsa6haQYYCFaOTlDwvuHlxwWx6Qp5l3Lv7GR/88gOulpd9nm3EZDJGKcmDBw+YTie8+uqrjMejw4Mzm8+pqpJ8VFA1NVES9BpJGkawZoAaJWHsnvQ8Uu8h6QVbgV2hGYgXcZIg5TNgz9BXGCYnQw/BDwYiXMjrETECyZDhE5CVcfC94Fgs5lT1ntVqzW63DWWKh7Jt8M6SZqEMEnIAG7veGf1MIh76c4Y8z8nzHCE4TIIGsDHAwBN5vmz5uq5vxKLRtS2bzYbdbhvGZpPp4QHZbdeUZYlSku1uS7UL7s/l9ZKnl0/puoZiPCJKQhDwbD5ncbTg9PiYUZrx8Ucf8dFHH3F1taSznhdevMmf/+TPefXV18JpQAqqtmOUFCD6mXjXoXyQg/e4JXQU96lsjn29o2sbqrKkGE0QMoxk0yzFYfvsFslmsyTNUo6OjojjjDhOieI49ACEJhURcZIhZYR1Fm/bMIaMot7x2RxumIFOVZYl69WKyDsknqra0zQ1L798myRJ6LYhFkEIHfoLOmG3NyxXDeMTjbeCtnOkRHif0HaKjWmha0l1jvaO3bbl6rKibUNTbTrpgbwujFKddVRly/LpFtWb3prOs7Men6UsbErTNigUu51nvbHsrWJXgmg9NgSrgA9u3K5r+fzzL/jdh7/menmNVqpvNGuqqmS5vCKKYt599x2Ojo5I05S6roO6Vkk60yGlZDQahWO6CPCkqqoCQ1TIvlFtiZOY1nSYHvJsraUz5mC5996TpMlBXg7PApkGT9AgKReC8ID70JuIooi26QjBUYPPJWa93rDdbknylJdeegnrPufxk8ckaUyeFwdZgVSKJI77zByL8+DMMzhyOL2YA6R66Lc4x8GzMpQkQoigSOUZj/Trur4Zi4YxPHz0iPVqxWKxYD6d9pbz0OcIzUxHW7XstxW7XcnV8pKyKsPRP8soRgXzozlnZ2ec3zhnOh5zfXnF73//Bz7//AuatmM6nfHXf/3X/OD77zGbBfdrnCRYDzpOQKiA4kM8s233R7soCjdxW++pyj2bzRopdR9MHZEXOVEc4bxjNC6wtsNYy2Q6ZTYLFHDvwzE5isPv4yRHyqD98Dag/pK+Tg87VggxGnaKoZ5Oohg6QZpErNcrqqrjhRdfeJY6pjRSRzgvQgliNJfLGj32jLMUqSJs0+FtxH7nudru8F2LcIrIdWw3JatVhzEheuB6WfcW8+CFcM6x39Zs1h2ScKovO6gJ9f1k/iL2+gqkp6quKGvYd5bt3uI3DmfB9L6hJCnYbSv++MnH3L9/N/Ap4qCrKcuSy8sdx8fH/OAH3+eNN94AODy8KIXuT0NaR4xGmrqpiUUPQpYhyzcEIPXYvn4EaWwoHYUMblbRA3fs4XThDvT4YXQ7NB/zPH+2iPCsKRq+RzV13fZq4eA7quteRSo8R8dH3LhxzkcffcS9e/d44YUXiOOIpnG0bcNm63pho6VtHUkcfC9Dj6ZpmkMGTlEU/enCHcqntm2/gjmEZ67pr+v6RiwaxhgePXx0OF5tNlsirfHe4mwgfVdVSb2vwg63vGa33RCnQYo9KkacnJ1ydn7K6ekp88Wcrm743e9+z4cf/gPb7Q4lFd/5ztv85c/+ivOLG0RREkJutAKp0XGO8xxm+JEOC4DWERBMR9479vsd69WKqiyZzY9CzYsnTgLOj97k1e5bhFSMJ6N+AYpCypj3IIJNWiqNMa7fHYKJKSwafdCz6L0KLnT/jTF0piVJY7bXFbv9locPH+I9nJ2dB6akkOi+/2Gtx1iN9TlVo6k7yVgmdMbT1h7dSMq94OG9irZqcY0nlYZqb6jroMqKInj8eNsbxULQsfc+eHhqDiPYuoNOS4SJmZ68xL4Eb2taE1M3km3dsq8csvY4YzFNQ1nu0UnOfr/jwYOHmM4emn9VWfH06SUI+MEPfsB7P/whcRxT9xT58XgCSpLYoBAdjue2b/R2xqCUJk37mMt+ARkWpaoWwT9CKE+ECMn1UoUsV9sDqIdR5zBhGQReQarfEKKlntG0OmNZr9ekad4vLsGqPx6Pg+/GOY6Ojjg9PeWLL77g0aPHnJ6eEEUhjqGum94QFzCMcRQfmrDDaSJNUyDkuwwlE4gDkDooqNuvjIz/xYm7rLHUdcPJyTHewdMnl2gtD4YbYzvKck+9r2nqNhxN04Tj4yPm8zlHR0fcvLjg9PyU2XRKZzq+/PJLfvnBB9y79wBrPaenR/z0pz/jxsUFWZ4jtT40TIUMR3lrHVEUdiapFLi+OvFgug5jWzbrFcurK5QKFv62bdA9pkPrYAsXQtJ1lihKSLP88ABb51E6whOakeFG7v4zLoOU8qAxSZOMpq1CXq0PJYrQgt1+z/0HD3n46CGjcc7Z2RnBbRsUsAiJFxIvIhwZUZQiZEbdWFZPr5gowchrjFWs17C6dqS6Zhx7bBumR0oHT9XqusHY4KHx/fckUh7tgxDM2FByGB+BSxHRFOOzAEryGbVR7CpHY2AkwoIjmyYgCtotl5dX1HXwhLStQemU69UaDyzmC777TihLvAdjLW3XkWY5WVEQPwedSdP0wCwZdtxhzJqm6Vd23OmzjlUAACAASURBVOcbhoPQa4A4ex/yXZxzh4iEgyGtjz44ZKb02iLTGXQUIRAHAVmW5SipeiSkpu4B2TqKOTs7Z7PZcHl5hZIRs/kkOF/tUEqoQ3LbYIIMqXuS2WxGZ7rDaSfPR+x2u6/cQ10PGx5e+7+8kStQFGPKfUVTtygh6LpgHFJCYkwXaveqpWsNDs/x4oiT0zOOjhecX9zg4uKCxWJOnMTcu3eX9//j+3zyyR/ZrEuiOOEnP/kpP/rRnzEaj5Ey6LzDoiERYniAIYqjHgcfsjxE2Ivouo79fstms2a32zCfDiM+SRInwcegFQ5ompbtbofzHHb9pm3AS7SOw7/T/3AHC7vHBZcphLoWQEikjhCmRUcQpylqr9GRxAGdsezLlpOzlzk5PaNii3NDxoXAewkiBlWg4wKdFLSd44+fPeC1G6fMpgVtG9LelQJrw1vwN8geriOpq5qqdv00B/BQ5DKIlCR0rgvycpVSG0XbCFoXsa9B6AJkRudKOutxKKqqolMbptMJT5aG5XLJ6npNFEmctVxdLTHO8bOf/SVPL58ync2J4gQxlHZCIqUmSTMS+ewhTdOUoigOD8lutwslZb/rAodde4A3DdCe5x+wrm0w8lmcIoSeQpIkX+FjeO+xXRuCjUQIqMqynMXiiLoOOhFBmKyIgABDqtAfGRVjbt58geXVhi++eMT35zPyvKAqqz6jpS9RlegXGonqQpM969WkdV2jIx00Mf3/Z8gCGpq3IXQrYjabfW3P6j83LOn/BN7oP2QGrLz37wohbgO/Bz7q/+7n3vt/8//h32C72VHXJUmSIr2nrkPzUyAwpg25Hdajo5jxdMLZjXNOz844OT3m/Pz8AKnZb3Z8+Jvf8tvf/JbdZouSktdee5W/+OlPOTk5RSuNE8EuHH6SosfKB1u0VgGPb41BywH55vC2o2kqTNcwyrPgFbCGJEvJsgwh+hxP53De0bQtxjqEUIDCdI4oCY3Qtgs7nHUB8+cJIFndg29D2WIQSDpjQ8yBkoGA3k1II0ExHrPe7lhvS7797RfJizF1XYWPBYxxfZiPprMRtB7nJYvFEWfnZ8RJgrGC61VFZyzjSYJSHkSQ5ysZWBiBOBehlEdHIfTZmqG3EZqOxkusVxgfYbymahzojNpJGiuxaBoDTih0JLlcXuF3is0W7t9b8vTpE6wNRPRiNCYTgu+88w7/zV//K/72b/+W33/8Ee99/z3iKCbJckaTILhTfRD0IKN2zpH3MQeDWnIA3HgfxF2BCCZ62lvdQ5sHk1jI2vHO9jGbHFLahhHr88n1WmuaSuIjd/j5C6GJ4wRjQoB0XdX9yac7fA2lIrSOOJeK61sb7tx5yGq14/btF0KIdhsiKcNrH3JsZS8ie3Y6yvMM72G/qw5ite12y2QScoGGxvnzEvOv4/pnhSV57/+H4fdCiP8NWD/38X/03r/7X/MirHNcXi4RwlFVLaZpgD51G8LYCU+W5kxnM47PTji7cYOjk2MWiwXT6ZQ4immqmk8+/pi/e/8XXD55grOOk9Mjfvazv+CN114PslzRi7SGJPB+aub7vBKhFd4ZTNchoyD0CmuHxZsOJQTjySiEHTUNeTEhjqIwruv5ClVTHxigCE1nHE1nSPMIpSKECSWJdRapwnjGGEOSqqAhkKKfVAjapn1Wc2tNMSoQrkNGMfcfPmGza7m4dbMvtyLazqBl+NUYi9IJ0nuMs9Rdx2gy5tXXX6G5vGJ7vWa9KYOcPY6x3mGtQ0uFJ8iunbU4J4kiiY4jcB6jTEAVOocEnJe0ztNK6JBUxqHSHCM0tfE01mMQjKcF00XBbr+n3Dzlai24++Vd1qsVo2LKaJRzfHrC+cUF77z7Li+8+BInn3zK//0ff86bb34bqSOSLGcynTHkvCqlD5MSY23gqRqL922vqeiCxb1fUJIk2AuKqmSz3ZAkSVhIpEDriLZpguu1D5yuqordbneIjwiRCd1BZRlr3cdVONq2Q8rAylgsRuy2O5q6JU2z4GVqaoRUFHnRl0MJt2/fBhSr1QpjLOPRNJxK4dAYH/w0UsaHxXDItC3LspcE5KFBvR+4uPGh5LLWHiYpX8f1J4UliSAz+++Bf/WnvIi2CWVHHGuuLpcI7yiKjKapUUKACMKt+XzO2cUNjs9OODo+ZjqfURQFsY6QwOOnT3n/5z/nk48+wnahEfbm62/w05/+jMXRcTBUiQDJ9f1pw/fBwGEyIFAymLGcNVjhkDiEUr3V2hFpiTNhTOycYNaLaJSUyCjBeM92u6NtWyaTCUpFbMstnQmS8QCmDRJ15wxRnATSk+1Ihe6/58/eAr4wHGl9v5BW1Y7tvuTx5RJLzMULFyFsKYqp25ZYRZjO4L0gy0ek5LSuom5byrokL1LKp57Ndod1DoegbgxS2UAWl4Ta3IecUNMFV2jb2f7nIbF98pr3HhEpjBW0CGrraIxDpRleRRgErfdEacTFi0ecX5xTWkVdVnjScDrqpyFnZ+ecXdzgvT/7M27fvk1V1UymM37zmw/Z7StG47A5ZPmIum4OLmTd947CUTwhyxSr1Zo4CfdQmuW0bUvcaz9yKVi4o4Bd1FE/QXH9ibE/9akgn6+qiv1+32sixCFIHII+Ih2NMV1HWdZIGSDTbdsxHo0xnSWOa0ajMUIoov2W1nTkWXHwjpwcn+KdoK5L7t97wFvffhslQ5O2aZpDP+N5APGwKAwnpiEkfFgAh7//x4ltX9f1p/Y0/hJ47L3/5Ln3vSyE+BWwAf4X7/1/+Kc+UTwXlhTpsMM2TY1SGuk9q9UGKSV5mpCmCdPpjJOzM07OTjk9P2NxvGAyGjMahci+5dWSX7z/Pr/5+1+zWa3pOsONGy/wFz/9KbdffhlnHToJY9TAkwipYV5I8EGVpw+28CDYMcbibItXGtM1ONehlWC12uOBJA0j1ziKkXFMVbdcXV2x2+2QWlKMRgihaFtLEmcIqdjt90RxAi7UrUpJGtsyRAbCEPITxp1CSCIdh1GwD3V223Xs64a0GBGnNadnZ2FkbCV10+JUhNIRRTGi22rarsZLiXGW9XZNLiXGhp04TtKgS8BgfTh5eQRCabQICWi7XYNxbcjh0II4VjjX0bV9/E8k2XRQadhLR9vzKkSkkT0QepZNmB/NMNby5PIJVs3xPiaKAwD5+vqad955h+99713Ob1yQFSP2Vc3p+TlCadbbLTdu3sSL0M9xPeR58AoEvUMYiU6nM8qy4ujoiO12S1GMSNMguU7SBG11T/wOx/bBuxFFEVEckfsc0zUMYUzP79JDv+T5uIQg8OvZnD44f6115HmBtWFcL5Wi8AW+3FM3TfAuxSlKhhiHk+NTHjy4z5PHT/je976LVJLV6vqwuAxB14O4bCizuq6j05Y4ThniO4eSLM9zttvtQSb/dV1/6qLxPwH/x3N/fgi86L2/EkK8B/w7IcTb3vvNP/5E/1xYUp4mvmnaXr/vqeqwYudZRpYVTKdjjo9OOD054+j4mJPTU+bzGXmWkiUJ5W7Phx9+yN/94u94/OgRAijygre//TbffuttsiwLoF/R54/K4Na0vYQ4lBYuLBY+iHZCJ7/BO4NVCtO1dE2FIIRQJ3EaEtCUwjqLaTsePnzIwyePwgloVBBFYSKDF2R5jhAheFrqCKFC+SEEGNsiJFgfcl/atoUeQDuMhZ3XBFd6aJxWTYv1ECU5s/kRQmms831JJEj6VLYyTohiTdluMM5QVjtUH6IjVS+TloRTFx7joLMGafsJkgghTqY1NG3wsyADkWu4DY2zdF7SeYvBgZagFV5JXB/t6PqW8m6/o25qRvMYVMp8NmO7cZwc3+A7b3+Xl156iaQoAiW+64iSlNsvv8LDR495/Y03+6lQ6ENZ6/rSkUMTczCgpWl6GJUGDUVC09aHBz4sLtM+E0cefCW6xxzuTNBonJ8HSv6Qdvd8aQDBbqCVJokT2rbtyWIJ1nryvEAIjTUGZ4PTVusYayxFnhyatEXRcOvWrV4ZvWK1WnN8cjQ8KYeSJGxo4S1EcgR2SFN3vS/pGbFcSkme5wdn7JAN83Vc/+xFQwihgf8OeG94nw8Zrk3/+18KIf4IvE6Ibvx/vYyx5HkWAojKijzPGI0mHB+fsFjMOD094ejomNksAGezPCOJw0N5//49fvGLX/Dxxx9TVzXjUcHt2y/zwx/+iJOTU5wJiLphJx/kws75w4JhrUH4KIy8nMVZQ1NXONPRSTBtS1WVJL0BKUlS8mKEECLEFpiKBw/us69Kbr/8MsW46AVZHUppor57b+wzdZ5UsgeodEEfYB0CSdO2RFHS76bh5hRK9o1Rj/Wey+WK5XrDZH7MeDoLDVgXFkvd2+KVDo7gWZHSXTa0bkfVlBSRDvZtJWm6pkfLgRMe4z1N1wVWaA9HDqUUCEUIDfKWSBPCkoTHAFqJsMBJhdASlAQt6ZzB4Kmarv++C0ajMaPxhMROmM0Nxmb8xY//inff/T4qjfFCsS/LMClznrfe+jZ3vvyStu1I0uBZkaoLQq5+LDnYsdo2jOSTOOzuURRgPVEc07T14YQwgHjatj2EiVsbdBF4h9YV4JnNZoxGo8OpYhjpDmY321m0jHrxX4yLwpSlbQ06ikmdYG9LJAKlgkWg7UKfY+jFNE3bS9c1H374IR9//AnGdnRdEHEFlkzQowz9r67rAoYhjsEHCPRQ5g3jVa014/H48PFf1/WnnDT+NfAH7/294R1CiBNg6b23QohXCGFJn/2XvpCUgjRL2G63WGtYLOaMRgXHJ0fcunWLxXzOfDZltpiR53moNcsKZyzXl5e8//77/Pa3v6UsK2zXUeQFP/mLn/Gdd95BRhFN1xIlSSAruTCNcNAfxz14G8ZsUYSz5pDK1dQ11nRAaHqW/Zx8PpmitCbS8cHAtN+XOGe4ffslZtMJne0od3uyNJjurDHw3LFS9CM678I0IsrCKFaJkCwfZOQBgGutCQsZhqrcU1Ulv/r1r7larvhv//XPGE1mVPsSpTWLxRGxCr6LtrMIlZCPp6Tliq5qqKoOmzmyOEZGGoujtR2uFeg49Hta52gbAyLcaB1hkc3y8Lo763tQj0dpcG3IOlECBJa6K1GpRsUaqwTJqMBUjpPzF4nHM673Fisn7KsYpXe8+/1v893vfg8hJVVZYfpJRp7leOf41rde4d//+39HVe2ZTifkWUrXNuw2G0SRH0q2rm1p2pbr5bJ3kdo+/3WPMCFaoGkabpyfk0RRIMQJQZ7ltF2w/0uhaJuKNMuoSt97PMJ0Jooi9vsSpQY6VkyaqJD0JwQTJFUSHvRIyn6aZtGRZjKd0ZqOtmvZbXdBZJbERHGMsZbVasV0NuPi4oJf/qdfsry+5IUXbiKlYDQaHe4b15PO27bBmC5sfE5wfb0hTVOm0ykDZazruoO0/P9XnYb4J8KSvPf/O/A/8tXSBOCvgP9VCGEAC/wb7/3yv/gqBDTNnrZrQjr6NOfkOLAxR5OCJI0pxkUgeEVRj6UVrJfX/OL9X/CL9/+O3a5ESkWUj/j+D/+Md997j2w8xmuNiGOcUhgPkexLDRe611pKrA3ega5tSOOIcleH0gSwB3+EoSjGgdmgY/ZVTWf2ZMWYOBEgHLPZhIub53RNMCUJIfFxMKM555DOBd6HUuA8zjrazvSiJQdO4FVQg5ZlSZ6lCBRKgncd+I5qu+P6asl2X3K9srz1+tsoH8DKXV1TbndMz2ehIWclcT5ncnLK5W6JbPdksSaJx0TKYvF03tHY8P+MJfjOBVt+pDC2Ayy1C/hCmRA0HREkoxghLdvaIlIB0mJs3afG1Tif4bUgm00x0tJKxZPrBrEvebSsiPOYxfENblyMeOON7zCdzUEGVeZ+u+3DqAx3v7xDtd+xWa24++UXnPXxEgIXMITeBu9GZ1AIXGt4fP8BRZxS1RXkGc4a9k3Nbrfj+npJU1VkaUqeZsRSIxE44xFovDfoKEHrXlTVp/I1dY1UimkUY60BgsLUGUvTtkHunSVYEfJSduUunCpMF+5v25CPChIfRrlN14aTUhQxnozQsaYs91T1Obee3uTul3eJ45ibN28QkgA76rp6hr3c7ynLiiRJ0So+4AK9H2IPbG92C/26wQD6dVz/3LAkvPf/8z/xvn8L/Nv/+pfhMbYhjhXTacFsMeHk7JiiyClG4W00DotHpCSJDgCXu1/c4Vcf/Cc+/+zzvo5TvHj7Zf78Jz/hxq0XMFLhtQat8VJifa9hsA77vH24n5CE2MT44CiUShGJBKUVaZb3DMmIzkLddtStYTxboLTC2o7FYsooz7jz2QOW19ecnp33GDwfQoJcyFpVUmKsxRvTe0sAHxScAhX+ja7F+6A21FJhTUsUSer9nvX1NVVVEUcF33r5NYTzRBLacs9uvUHcgH1Vsys75pOcZDRBRRlCJEQ6RYoELxpq09F6C1oitcRJQWcEkhD+E2TXEq9Dr6LxBFVnBjrXWBdKvNEsRUuB6STCRcRRn/GapeR+TgtsasfVqqO2O56uOm6+NGI2v0UxlpzfuImOY7o+yFrg8f3pan295MHDB5T7PX/85BO+951vhwmC7ZB42q4BpRFeECsNxnH99Irq+JS2axHC4409CLm2my3Sw7jIEYvjMIY3DtNZBAEB0JkOrRVpmoWpRzRY4EMZ1LQNxjq6ujn0OaRSoWQmpukajDdob7E+eFwsBqEFmQ5muG55TWtapOqbs0lEFIdS6rXXX2e9XlOWFVEUMxqNaZqml4fvcc6x3W7Z7/dkWU6ej8jS7Dmp+TD+D/BjGEqcr+f6ZihCfUD+T6dTjo6DLv/45IgoiphMxxwfHzOZTol1mKxESvPk0WN+85vf8Omnn9L0jMYkSfjRn/2I7737LiiF9QGU2xpLnOiAE2wbjHuGSgsZrWEspZXsZbk5EDr6g0hmPJ2GYBulWK3XeKFou5bRZBKMdVXJiycnuLbl8eNHlGXF7ZdeDpMh50D4sGj0MBtrQ7jToBeJ4xjnVYhjkCF6QYogUw4y9oa8mFLXFev1muVyye0Xb/DiCy8ihUBh6aoa01lMZ9lst1xdr8jSmM56LICI6DpPVbUkwrKvalrnSMcJWayJXYQwvW7Ee0SUoDVkuqEsO7YVOC8YaXDKgxZMxxGTxRSR5ow7zdO1YTQeIdOc8WyB14oWib3c4dSIqvLE6YRXXv0eF7deoWkscZrj8H2ubhemUVLisUynE/72b/8DbdPy6SefUu5DApvpmbCd7YgnM7IkwQqDxNOUFdv1mjiNaZs6NKp789l4NMI7S1WWrOWK2Wwe+gGdQekErWPW6yVJIg9+k6wHQCul2O12xHFCXddcXV2xWCzIsp52LiVplrLebihGo9BktoLRZISSKvTN4pTReEzdGzIHcZ/3Poj3ZlNelC+x2az5/I+fIqVksVgcVK/37t1jtVrhvWe1WhHHMbPpgqIoOD4+PojMQo/GHsav/+Jk5EopJpPJIYJwIBMlScJ8Pj/gzSSCSAqePH3KB7/8JR988AFKq+AlkYI33nyTN996C9E38FS/M9jniMz/eN5trcV1HWmaYk2wGw/W48ECnaYpSZLinOvr4vDxWR5yS5q2I05SpFJsdzs6Y0OjLw3xBLghmDgg86EPK7YWrYPUWMrQZRxyLZQC09WAp+ta4kizX61J4phPPvoD9b7itddfYlzECNHRtmVQ0QqFjhLq/jjrvWWzCbuW9x7ng2lORRFRkhJnGbH2gV/hNLILcRBRIoljASLk1Z7GkqLIUFoiVYunIRsJqrYkHadUxrFcr+hswaZsOFtMGKuM6dE5Lwi4/dJ3+OSP91huH/L9H/45R8enbLZ7RsUkBDjbkLDW9g270HyU3LhxwRtvvNHb3EM/IUBvIpyPsGV3mCh0zuJdWGjCrl0jfXC+1k1DWdeh19F1zCZjkkhjupa6aakqg44Db6MocoSwB5ZK4NbuDveplJLpdMput8NZR6yDLma/35P1E4uA7As7f3SAMsmDdmIYnQ7j0K7rGI/HFEUI+n79jde5vrrkiy++4OjoiOl0ehi1DnzTtm2D49WF0et8Pj9shnVdH05Bg8fm67q+MYvGdDoNU5EsO8h1Bx/BIc/SWYQXfHn3Lr/98EMur66CkUgrbty4wZ//+MfcvHWLsiyJsxyi3vXYew2ez848uBK7DtPUjPIpvjcfrVarg5twGONprVmv1+x2e6I4phiNGY1GQartPJPpDKUiNvUOpTSnZ2coHWFdf6pggLt8dWbue+elNQYvdPCceBccvs6hhMBZSxJpNtfXgOfunS9xneWlFy7o6h1PLy9pm5qqLGkbgxARddNinEEo2O63lFUJ1mKkxHronKdsGsqmo2sdbeuglSgnyNKIxChSpzG2JY5Bek9lHFmmGI01URIhU0+ejzi/eYsOjU22lF3OdHFGlEzIImitoShyJpOI5U7ydn7BSy+/xmodvEUmdVxeXtG1FVkcphqu16wMu+aNGxe0bc29e/fouo7FYk5ZlggZdDTC24Ai6CMkJpMReZGxebwlwrNabzC9WCrWmq5rydIECWGhMw6HBqkodMFisaBtq77RGD6vLMuD/X0QUE0mE5qqPpxYu16NmSRJsAEMZagLAjkQeMtBRzGY3oYG7TDWjXTE8eKIV199ld/97nfcu3ePIYP2+WzXYVMbmvFVVdG2Ib6hLMvD6whl97+wsKSwcg+jLU0UxaRpdghDDiO1kERVVTUff/wxn332WdB0VBVZlvPWW2/xox/9iNlsFnaFOEHpcJKQvQhG9DPsYc11vWOyrWusGx2ckZvNhtFoBASr+pCotd3u2O9Lzm/cZDoNk5yyqnAeZrM5SmuatiOKE07Pzp9rSIUbKHTZQzanlBJFD09RkqZukNqDUr0VvkV4d4gGhIAQKPd7rpdLIgGv3n6B5eV9PvrwtwgVIZKCsmwQaNouEL/iJKJpSuq6QXmLQtDZhFZA3VnK1mKaCmEdthZEwpMmgiiWZJmm7Tpm8xiPYV8KplPNLT1jmmVUtuX4+Jhbr9xGp1OS+Y7lNmJxekFrg5hts77CC5jOJhydvci33rpB3UpWdz/n/CyIvdabLXW1oUjjA7NDKd3vmMFX8fLLL3N9fc3Dhw85OzvtHziJ1gLTVDjR0DY1WguEiEjTOEwu8FRNHUoA59is17R1iTk9QXjY77ahEZ6N8N4Sac10Nma7g6dPd4eyYBjRXj59ymw+R8oAva7LZ5ECbdfSGcPJ2elBDxIalA7bdb1RMfQ/guVd0/SnhaZpaPuvQ19SvN73Nj777DOSJGE8HjPg+6SUjMfjcGJ24Y4eoEMBk6kPI+Lh//B1Xd+IRQMEo2IUog+BUTEKFCahaOoWZz1N06KE5NOPP+KXv/wVu13ZS6obbt9+mR//+CccHZ0ghKIoxmgV9XDWIJP2tk/W7jNQhAjh0m1d03WG9WrFdrs57CgD4GS5XDKfz1kulwwhu7PZnGI0DmSxfUVR5MRphpKKpu1AaqI47W3OYUZe9LN+5wdgrEYBdd3iPVR1SZ4r3KDy62qKNEVJBVrR1DXj8Zhf/vIDtFaMUsWrL11w/8tP+Oijv0fqjBsvvUnbOLQOXofJbMJ4OqLaBbakNR3OeoouJs8Kzm+9SFWV3Pn8C7zvSMYa4Toq69lVlr1zWOdJaTm/mHMjiymKjFGREKdBv3F66xbJZAJ6RJQrxmrEwydrVBzReseuFmzKLZPjl1icFmx3LQ8ePmF+fMoLt2/z9MkT0iyja0M2iOkMR0fHgSfSA6Evr56SpimPHz/hb/7mbzg5OUFrRdds2e2u6eoOLVToW+iUpmmpqjGjUfCaHB8dsd5uaeqaR48eYduGp7MZWZoG36LWaCVRQoSwaBxtU7Pf78LD1gNvkjhiuzFIAXmW0rYNkVZU+x15EaZ7680mhHV5x263JUlTkjSmbhq6skGjKYpwL3Sm69kiLQpBU9UHI5zpAmflpZde4s6dO3z66ad861vfIssyFovFwWR3cnKCFIqyrA7ek5OTE46Ojg4h48PJ5uu6vhGLhlTyoJ/PsuxARtput4fmk9aay8un/Pw//pzHj5/QNB1JAhcXF/zlX/4V3/rWq4cexYHfGNxUh3l1YGP4Z2q+usaYkN623+95+PAhcRwf6sfBmFT3HyeEYDKdYF2IPNz3JimlAr9ivd2x3myZHy0C2Jag8BRCECdpn2ruD8rUPsOItmsPwhylJMaA8EFeL0QwoVhnqMqS6+UVTVmSqpw8Vnxx/3PK3RVWpCyaOjTzoowoThlPJ6RZzH7jwjzf+wAc9gIvNcdn57Rtw+XyGmc6ZuMEQYPvj7xSB39MMoLR0ZTROCOJI5QSiFiw31Zc71vKu4+ZLTSPlzsePF5z4+YMEdUs1xXbsuTGxQXbynN5tSaKc+ZHp0RREKDpKCJJE5o6ofUG7Tnc6P+YXzEajfjgg99ycfF/cX5+Rhp7mmpN13REMqKpG9I0RwrJbr9ldnSMUIIbFzeILmOqssR2LffvfMFvf/NrIq05Oz1jOjvCW4PA0dQl262iqRs2q1X4mY8nWGNo6pp7d+8igPli0atuM5ZXS8qyJMuD2znAkkJqfKR1yEYRkiSOUVI966k5j+97ZsP9NnhglIDlLnBaz87O+PWvf8eXXz7gtdde/kqvL0kS8ixk1A4n4rIs+3Ds/UEl+nVe34hFQ0l1WDRmsxlRFLHZbA7HsCDPVfzhD3/go48/oql6dqaUfOvVV3nn3XcpRkVwdfYcBOuC29B5jzG2z8gMD2lYVNwzk5oS7Mua7XbL6elpSEuz9sCMfL4LnaS9EKizdF1oZCIlTduxXm9ou47F0TFCKjzhdKMHKfjA2ewXrSBnDtLySCcHbL5SCtfDV5zvhV3WsVwGX8t6teKl0xcwzY7HD76gKteoIDglijO8D2lpOgrRBMba8EpkCCl2QuGEJi0S5idnLM7OBb/ZrQAAIABJREFUaOuKLAuJ45EWaB3CfKxrg7gzyyGJsVJStTWJSjEi58m6wW9WkF5wtW74/MslRl5QTHJ2pcHLDJ3OeHpdsdm1HB3PWSyOiHpykepVm0opojhGxgFXEEbOrsf4jfHecXp6yvX1z3n//b/jvffe5XieY5otputIomAnMKalay31g/u8AmSTCSfnF8wXc0Z5xnRU0FV7Pv/0U5blPmCBrScfjSk8VHVF3ZR0XdODgWCUh4iKru3Yb3fcu3sXgJOjYybzOcurkCvs+nLEGBNg1zL8LKu+CS1kwP8NBrgABOqb0Fr3gi136OsN19nZGfP5Q66vr6mqc05PTw/9FYDZdHEocXa7YJYMArD20Az9JhnWvpZLqqCTHyAqdV3T9RONIdCmLEs+/fTToMqUIfMijhPeePMNFkcLVus1k8kkcD/jmF1ZYUxzEFZ5H/Xaf4UxbX/C6HMy/bN8z+l0elgwnHMhOqEoECIo86SKqDpDYi1ChWatdbBfb9mXJXGSMZvOEFJhXBCIJUkarPeeZ5b8nvmpdcx+t+PsbMKQBxppjfAhhtJa23sXLI8fPaaua5aXV7z7yhssnzzi6eN77PcrFnnA5Mc+paoNVRWmBbtyR2ctQqqAD1SiT1yTlJ1BZjnnL9zmenlJXS1xzqPjjKTIsRikM0Ra0KBpawu+Y71aM51rJpMzrnc+6BDEiNrsKVvFP3x0h9ffPGFxdM7ZxQVeKR4+vmSxOCYrZuTFlPlsynZ93UOQQpM7jmOKNO/Li7pvhkqmkxnX11dcXNzk7GzBgweP+PGPY0bjMUZZnLPkWUasBEUx5rPPvuDhk0tUFHF84yZHJ9dMpzOi0Yj5ZMIoiRmlKXe++Iyrp09YrVacnd9g0jRYR8/pkCgkq/UKLSSnZ2f/D3NvEmtJluZ5/c6x2eyOb/Z5iPAhIjIzIudKsgvRNKKXrUYNOwRSL5EQEotu2LfUq5bYIrFgAYJeIIEQqERXKUVlZg1kVmZWZkR4DO4e/tzffOdr83AOi2Nm4QldRUrlKuJuXHrP333v3mt2zne+7////REIdiZTPv/8c6IwYhQOCK8F2NJiuViQZRk3b96krioDTfY8dKNYtxWL6wfUVdN6i3bahcGofrtNrGlqmqbC90JGo5HR47gu3//+t/jRj37E559/zt27d3sjXRRFDEdDgiowRDvXZb1e9xzRTjKf5/kbu1+/EouGVorBYNAacKoWOOv104uTkxN++ctfsZgvkKIbUdXcv3+fW7du9TCV7giRpqnJEcGkz3erbQeAXa1WlGXZxvjZrNdL8rzg1q1beJ7XMh793llYVRXj8dis2KoiiiYEYUhZVQxHI2azGRcX5+y3Wa1Jmvbcha6bnmUZrue1qeVGeGOyKnyyLMfzfTSKLgPUts0Zva5KQLVCH4vZ7AopNI/evs2nH3/E5fkpjidbmrXNYDgBYaERPRLOclxcPwCtaOqKNC+wtjHDQYi0XPJakdcaf7CL6+7g+66hP9Fg25LJZERVF2R5glI1tdDUekxahkjbYjQ8IC99stLh4Pp9hqNb3L77EMcLGE6mjHf3mRzcRGAxGY/xPaff+aJ2RKm16kfO3WfltVmlaWomVp4U3Lhxk1/96lckScJyrlHVBqHBNiUknmczHQ8pSkMcDzyP2dUl+3v7eLZFvDXEsHceP2QYBcxmM7SGoxs3QTrEaUaa5ZyenDBfLKirCtuymEyneJ7H/v4eL1++5JMnT1gtlkynU7TWhm6WZty4cYM0jsnzAsf3eku94zikccx6ExvWaZ73rzNN014S0E1UmhbYM5lM+g300aNH/OIXv+Lly1d88MH7eJ7HYrFgNJz0x5KOGZLneT9JSZLEjLXf0OMrsWhIafUGHqUUjuP2BKbFYsHnnz/l6dOnfbmogcPDA777ne9y/dp1RJsIX+SF0WwIgR9FqPZYIaXTSmqNFsM4Wk0+BVqTZxmizY/oFh4hRM8ziKLInFmDAMt2ezBKVwldXV3heh5+K/LpysKyMI2yLq/Csg0BS6nG9EKkCbkJI2OYMmW2S1OXRmimBBJBlhcUhTFhnZ+eUmSavemI0+MXSJQ5uixXSMvGdX2UNuSuvCgoyhIhJNFgTJ6nhuzeaLKyxms0Umgs10c6HmnR4Phj4rShahxcLyRyAyx3l7za4gd7pmE7GIHl4/i7GDDZlKtFze17X8NydihrH8cfUJQVw/GUaDTG9qFpFEEYYEvQdYHj2tSl4YzalmX6P1IihcSxjS09iqL2tftIy3zuWVZyfn7BdHgbCVRVSbzdoJVmvVoancVsRhJvyNIYadks53OODvZJ4xjHEoS+zyAMELs7BGFEEA1oMHEI201JkWdcXZyb3duxmYxHJNJMdXamE/7iF78gSxJe3r/PeDxiPrsy057MNCSbuqJOasIwwHVs/DY8ybZMir1qaspC4zgmRa8sTdiRbAOysixFii/H/pZlcffuXc7PLzk9PeXw8IDDw8MecNz18boekOM4/cSk03a8sfv1jT3T3+BhRCsBQRDiul47fh0ihOT09Izf/OZDVqsVTW1WYN/z+cbXv8Hv/d4PTBSBZRPHCVdXM5aLpbGjY3Zz0XE+tTFnmw8DojBAq4Y8T/uZdncu7JKp6tocWwaDAfP5vJedvw5Cmc9mXF5emo5+26tAGwBw1paEHa+xUUbT0R1N/MAnjmN2d3cBbWhhQqDbMXFn2e52jTxNOT87J0tBoqirgiiMqGvFZpOgtcByHBpl7OxNY0KTLMtlMBxj2S51A2WtqJQ2ArCyxvFCsF3WcU2Wh6w2DrO5ZBsH5MWYbRKRZkMs5zpCHhEO7lGrPaLhPaR9RFaGnFxkPH73uzx+59s47pCsqEmLEi8IKMsKjWGKIgRSgGUJPNemaYwIDdFe9JbZQMIwIooiJpNJu0i7SGm1XgyH4+OXIASu66OVZrvZkOcplxfnBlpUFWy3K64uzinznNOXL1ktlmw3GxazGcvFnPVqRZJsESiWizlZuqUqc7abFVVZkMRbZleXnJ2esFouWMxnXF6cEfgeyXbD1eUFH3/0G8oiJ95uuLw4Z7WYI6VJhRda4bsmCU0KE30wHo8IQ5+6rihLE3zkOjaWFDi2cbEWRU7S9ia6ZrDneRwdHfGNb3yNosh58uQJm82mr1o6Q12Xh+L7/m+Bg0aj0Zu7X9/YM/0NH4PBgC6HcxBFXFxesFwu+eijj1gsFliWTd3mTNy6fZvf//3fb0U4X0rIu7NbURSI1OxcnZy2q2I6unTHVNxsNmilCAYD6roiDMOeseD7PsvlkuVyyXa7ZTKZGOeogHgbg4D5fI5s+RVKKVNdtOKaPE0ZRiFaK6Io6oExncrQa+XIO7u7bVK4RVEY7oHWprNeljm2ZZFnKT/+8R+TJgm+J1guZ6yWK0BQFA0Htw/JipK9/ZCqMXL1yWSX/f1r6KZhMZ9T1VDWmrJIjZGpUQwHAWVVs1ptDa28dIiGU9MwFhbIMYtljWUFXM1rhPDJsoxNXHF0c8h8GSNdxWpTUpQOuqo5Ob1k9/CI67dvkeQpq03CZHpI4I1BKyxp6O6qLsizhPOzE+ZXV4RByOH+EUEQoRqFH5jyfjLZYbuNqauGR48ec+f2bWazc9brLcFuZBSRdYPnORRZQVVkRGFAmuZcnJ8Z1sSe4i9+/jNGg5Bsu6bMMxaLOS9ePMf1TCzn3uER0XDE8fFLZjNzNGmahsViwWaz4caNG/zlX/5lbzWYz+f8+Z//OUII9vbMseXZs2d8b//77OzsMJvPzPSuLFksFoRh1B7BjXq0s9u/LmSrqoo0Tfv83tezZMMw5Pbt22it+dnPfsbZ2Tnvvfcum02MhdVfr10vxMCwk74v+KYeX4lFQ0rJerVhPB5TFiWLouTl8SuePHnC8YuX1FWD0gYvF41GfPDBBxxeu0aSpT3lqtEK23XN/L6pochx27Ndh68H4x4dj8em7yEE6/WayWRsJMdS9A2j1WrVv9Hz+bxnLshGk6VmVxdSkqcpR4cHFEWOY9mgFFmWsl4t0Y3CdUwYtTniGJWh45h+jWpFXlmWtgHPbl9mZlmG205cpBRcXl62Z/mUu/cOTaRDUaCp0drG9SIs2yMaDUnLAiktJpNdxpM91oslcVJQlIq60Vi2i5COiR5QAtcPkdLm9GxOELp4Xkbgmwt2HRdGQRkYGb1GU+QFaVaSlR9TNTnXbx9RNS6/+vUn3Lv/iKpRbeCyS5YnuI6FazuGU2GB0A3oku1mwfzyjM8++Zjf/Po37OzsohvNZLyDbRtgsGOb0ny9XiME3Lp9i1u3r/HFHz9ju0042BkiWvq6CU5uyNKE0XBAXTUsVgmLqyssYbPdrrHBqEhVTZ6lZEnCxfkZluuRZCmuH7LZJi0VvKGuSuJtw8nLl9iWNBVJZlzQKEUSb/nLX/2S27duszOdcHF2Sp6l5JkPaDabFVpDVeToIGzzY760NHRS8IuLC65fv96PX7sRajfJ6/pxu7u7NE3DfD7no48+w/M87t97q11o7L4n1x1HOil8R2N/E4+vxKJhWIc5QRASxwmbzYbj45d8+ulnLJcrsyg0DV7k8eDhIx6/+45R36WmFDPSYxNYZNsmk7Ou6lYXob6U+baY9y/j7FSvj0jTlNFo2I/DDNujIYoiFosFe3t77SKiUXVNo7TxNGQp7sGeYftbEikg3mxIk5jRcGSiHKVlYMbtNESIum/6+r4JLBbSwnXMWFhpU7G4loHkNnXDF198wcnJCXle8847b5OmCVqbyiEIJ0TDHSY7+4SDAYvzOUJKhsMJnjcAmSAtn3AwNtkfTYEQNtIyoTxhGDEajamOlxTrDUJm7O/vkSQJ47FR2LqOw3gyYbGYE4YRaaHYHl+yezglyRpcL+DjTz7D9Sds44T9Q0G83SDshsFgjOsYzqrUClSNbgri9ZztZsHlxQUffvghURixXqWMR2OiMGBnZ8q9e3exHZvFYkEQGLHbu+884g/+4Eecn19x99Y1LMfDcTyq0pztTbNzh1EUsd1krJcLLGFRNzWLq0t818J3Heq6MHL9puba3nUaBLP5FUXZUFWmL2FJiW1ZXF5e0DRGBNhN1mzbOKPPz86wLYv9/X0Wy6WpbixDGFNtvGOeZYynXwZJ+77fH1O767KLRjCVavZb/pFuerfdbsnznJs3b/L8+Qm//vVv2N87AOh7aXEcMx6PAfoRfgcNehOPr8SioZTuvR3r9ZrT01NOT0/7ssqMjowQ5+/+3X+Tvb19Tk5O+tiCsizbnbqlOAmJ0kYdZ9sWeZ7h+0E/fjo7O8P3febzObdu3uTq6grVGAFYZ0zqmrAPHjzg/PwcIUSr4bfxPY/lasWr42PS1Mi6D/b3qKoarRVpskUrZahJSmFJYRpkWmNJA4N12r97MBiQ5RkdI9SSnfHK7JpVZRy0n376qQGw1JpHjx7y6sO/QFoOotZMdq5xcHCL6zduYvkeaZFhWTZRNAYcHDfk+o3bNHXJqeNweXFC3Sh8z8Q4Oo7L/v4+167lnF/maDThIGC5WjAYRWyTDXmZc293ysXVOZPpGC0LNAHXrt9iHc+YOANml1d89OQJaZLjvetxfnpCMHRRTcPB7jVQFo2usayaMt+yXc8RusaxHFStODs749nTU7SC4dBnb2+PBw/eZjQe4boO4/GIxWLBe++9hxCCZ89f8Z1vfQPH8ZFBzXK+wZHS5KY6PgIb37ZZzVcsFezs7ZLEW2rHgigwhkCl2JlOeefxI5I8Z75cts1M0W8ag8GA5XLJixcvqOuasHO1CkGR59BeK1aLV/j0k0+JItOT8cKA9XpNnmWgTFJfJ85K07S/3g4PD/F9j6p1vprNTvcLR6dZOj8/5/j4mJs3b/LBB+/yR3/0R/ziF7/g4cOHfXXRTWS6672bqrypx+8C4bmFiS84AhTwX2ut/yshxA7wPwJ3gS+A/0BrvWx/5r8A/jEGxPOfaq3/4K/9HUAcx8zncyzL4sWLF1xeXvbdX6UFQTDkBz/4Affu3Tc+CssAWReLJYPB0EB0q5qiMG5BiWA8GiFEByxJjDswSaiqis16RVGWZHnGxfk5e3s7rNdrttstaZoyGAxI05RXr171lYk52kzbfkBtLsDW/JTEW/KiQCAMJMaxaeqKPEmwPZftdosfBG2PxTRcsyxjd3dAmplFra5rUKIVCTmUpfl/SRxzdXHRouw1YRDQ6BqlBY4b4TgjhqN9tLRRmPyWMIoYDqdY0mY02mVnZ48iT7EsQZ4mbNczE1asJVmS4nseh4d7rJJTLMsjLTaEI5e83CJtRTQYsI4XuL7FFy+f4jgjgshntrikajIuLl8ZEZm2+Po3PmhhMKYsL3OH9fKKwLUZD1zyNGF2/pLzV18ghGQQediO1WaYGLdvXde8fHXOehPj2JLBMGQ8HrPdbrl79w6jocd6k5LnDe7Aw3Z9I3l3LGxppN1aSSw0jmVRlwV5ljEajVgvjavWdSS+7yEtyaefPmGb5qwWS7KiRki3z1SxpEWeFQb0DL2isywKM90qKkZjm8uLC2zH4dnTp0zGYw6vHRm/iGW19nbTy/A8D8c2Qq+6rWaCwEziAj+griqiMCRpj0hd+FGaphweHva4QaUU9+/f58OPPqJpGh4/fkyWZezt7fV9km5x+9vuadTAf661/gshxBD4uRDi/wD+Y+APtdb/XAjxT4F/CvwTIcS7GKrXe8B14F8JIR5qrf/Kv1paZnd4/vw5URTx4sUL04iqDYYfbB4/esDXv/51jFW8QkqL2WxuRpZhRFXVvYKz4yqGYUBVV8RxjN/2NzppeBzHTCYTNut1b+r54osv+hKxe66rqyt2dnbM3yklQgq2mzWgGY9HnJyc4Do2i8UcS5pmlHGpmt6GkBKvA8NKw6HsgLLddCbPc6Y7U+I0QTh264hU6KakSwkvCjNunownVHWJRlPViul0l6Nr95hMj2iUmRS5nkMUhEwnewit8YMGx5GUQYDnOcSbFWUWk2dbRCOxUDiOxe7ulOhyyWab0KTGE7NNBFbLAq2qgqouKcqcq9mG0UQRDG6wvz9luTqnaTQnpy9572vvURTGlq+1kWYv5+cUnsNmllNnay7PX3H66guksCmyBMM2lliOCRLKspwsT9isVwgB682Kq6s5682Wzz9/1vpzStbbhMB3caShgAskTntD15UCZeNakrJWxNstnusaFoeqkML0wBoU8/MFSVrQNEaXYST+Aq0Uq+2WOC4IQ5cw9NucEyMA9D2X7TY1LmWtKfKcLMv45JNPWG823Lt/j/FkQjgYmMaqTrAsiRCOcS+7bl/Z5lmG57qUVUmbHtmjHJqmaWMZjZy+i5q8d+8eL49PePr0KdPplNFo1GMdOp3R3/qiobU+w1DG0VpvhRAfAzeAf4DBAAL8t8CPgH/Sfv1/aCHDz4UQnwPfA/7kr/odnSbixYsXxkk4mxHHCUppHDdgZ2eX73/vW+zu7ZKkxn6c5zmL5aJ3/mVZhrRkLyG37bDnGXS/owOqdFqKyWTC5eVlr7eYz+eMRiOm0ylXV1dIKdlsNr203ZwvG87Pz9iZ7jAaDjgDsixpqwaDoiuKHIGgKgtKxyD8u0g/Aw122cYxtu2wfm3RyvMMC5NHGscbAs/sJhfn56ANpGb/4CZxskULIxm/cfMeX3v/e+zeuIf2QqRjM52OCbwBOzt76FqhpUIIBTqiGoQkmyWbxYyL060RIVkCdEMQTtjd3eNqZgiN+3sHTKY7CCGpK9XyH2yGwzGnZ8/ZOxTcf+sWo0nIanNBHGcgHBxbIrTCdWywalRTsV5csSgzZufHRC5cXZxyevKKwWBEniWG8t7uih2D0/cKhDCK0aqu2Gy25HnG82fPsG2bvGg4v5gxGkZEHiYnV9UAVGVBkVfQ2OimQdWKtCiQw4Hx1ghaA19FoxRFnrfNcHP+r2rjHE3TlMV8S1lUOLbEGkiK17xCAoHnOuRZ1gv+pBCcnJyQZilhFCKkMHQ3Bbb35Si0ixzoYhS6o4TxrrwWWdG6r+u67pmfRn8kOTg44PHjR/zsZz/n2bNnvP/++32IeZqmfdDS/2+p8W1o0jeBPwMO2wUFrfWZEOKg/W83gD997cdetV/7fz5Xn3uyuzMlLwoWy6V585oG27YoyhqE5JsfvMtbb71FmqTYnkOSxMwWc3w/YDrdASnM9MRy+gi+RhlwSpabEet6vUZIyWg0Ik0zDg8PaVrQj+M4bLdrJpMJRVEwHo+5vLzsV/MufbxpGvIs4/LygvFoyGI+I/A95ldXjCdjQt8nSZK2ETfGcVp8vVJYtiGHCczuFccx165d5/TsnMFwYKC4WQZNDVozn11xuL9LVZZ89OGHpGnCeh1z+7ZPkmbYrse9O/f4+gff5d33v4cTjsgtqGwBloNnh4wGY1Aa4YCQGknDdi2YTne4fuMmebpmOTtrj4E2FBVHB9e5vFhyeXnBgwePefjwERfnF2w2Bgtw45rbYvJ9fu+HP+TeW7eYzS+4/9YtlosNDx++x/VrN03wkFRs4gVNWTKbz5hdnLC4OuHWtV3OTl4Qb7fcvX2b1SrBtSWV66CUaRgbTYyRWStVt70q2uQzE56VZTHPX7zkxvUjXMtBC2MREEpRFRV5mlPmjQlyUlA0BtLTPb/JSdEGuyeFMQs2nU/DRjemUYlu8F2TdpfEJgOlrhuC0CFOUsIwIElT6iZuITqCTCmKsuL09NQEQwuJEpLBqMU0iC+Dl9brdV/hxnFsIMJA3dT9MaSboHR+k06EaFkWb731FrPZnJcvXzKd7nLnzu3XIhbqvpn6ph6/86IhhBhg+J//mdZ689eQgP513/h/JbW8nnty88aR/vCjjynLqhUymaakZXvcuXODR+88wnJstDBPlaQpGtjf3zPxgHVt2ALSwF4RgqKsUKoxeRNSEEUDpLTMCg4gpNlZLJMeXxQlVVXj+T6+H7TRAxbT6ZSgFSiFoe7ZjZ0vBUxK+2QyoSxLA4qpq/ZnSqRtyvq6NiHJYTRguzE2bSkFRZYZjQqCpqnYxhmh55IlW8pBQLxa8eGvf818Nme7qRESykpzdOttvvPdv8Odu+/heCFaWHieSxC4+P4AoS181zbvvG0mMnXZUDcK1ws4ODxivbxkvbwiSTMsK8JSGt9zefj22yxmM4o0pcpyqjynKXKqLOFo/5AgDHnn8UNu3LnBh7/5FZOdIY8e3GOxWHN0MGWzumRncp+qrimSmNNXXzA7fUngSYahxXpxTp6tuH60z3joMxp4TIYhgoKiBiwbLTSudlCqoSwb0MYN2u22SjVYls3JyTmrTYJt+eRlha0aItdDI6nrhrwoQdjUjaaoShCqJbWb6YiUJkum0drQyCUUZW0iL1pgUxB4lJakqKDRFrZjHKlDL0JIw+2wHJ+iqhlYDtKSWHVDoxRpnpOkKaOyRNoO680Gy7YZDAa96rkTZQF9A9S8RlM12baF1g55lhsBYKvv6I4eQRBy795dFvM5H370CYNBSODf6IFTAEkS/663+v/n43daNIQQDmbB+O+01v9T++ULIcS1tsq4Bly2X38F3Hrtx28Cp3/d8+d5wWeffU5V1X0aupBwdHTED//ODzg4PKDRylCjtQVCMhyNcD2fvMgR7XSlqs0KbsDBhfEN2A6e46EshVaKJE3J85w8N5Roz3VZLpdo4OXLV3z/975nmAhlxWDo47geg8GwZTkK5otVG+JcE4QhWml2dnbwg7A/Vo0mYyzbIV6v8aOIPM96Wbnv+6wWC7RS0I7iaAykxYRKlxRZgi4LkuWCi1cvuTw5Id0mNI0Br9jukG//4N/i/sN3iQZ7NMqm1uBKC9dycCxh1KESQJiskkqxibfMl0vSNEULgRdE2J5PUeZUjcZuFLosuHl0wI2DfTyhSdcL9sYRkSsQTca1/RG2ZbF3uIPrCPJkjR46DDyHjS7J4znz8xl7kwGz2RWLxYz11RllPOdoso9qNFmccuNoynQypMjWeJZmdxxRlzWKGm2bBDypBEJJRAOu45hgqqZGCKtnkmw2KR9+/CmTiYfnKsa+jRpGVI3phQlLobRAC43SDWUtENroepTSCG16aib4WprejYncQysDarIcl+loQjTYAQlBNKBWkvF4gETT1BXr9YqyqhkOQoTUpFnCerUiy3PmiwVBGBJGQ7SsuLi4RApztPGDANuyqaoaS9pEYYTS2mT41rWRbGtznRa5obNJSxL4volvbKXphwcHvP3gbX7605/x2aefs7szJQhD0jQFbRbbN/X4XaYnAvhvgI+11v/itW/9L8B/BPzz9t//+bWv//dCiH+BaYQ+AP78r/sdeZ6zwpjOmtY67roh73/wdR6/8xiEaAN9BE2hcX0fKQRJmiGkxLIdypbs7Tg2Vd30JaDlGBm10hVJltM0kGUlla0YjUYoBHGaoWoz6ppOd/n8888oyoqjwQDPC3A9v51udGi2Esu2OTg8av0uEVmec3U1A2kxnkzJ8pyyqokss2OUZU1TK7IkYblcMBpNDACoyNFNQ9OG31RFSp7EhK7L/PyMp08+okhSdGNe263b97jz1iMefeMHOG6Asl20MkpaBW2Sl8li7VBwtTLI/PV6zcXlFevlFU2ZkmQ5wnLAcikajac0ushw5Jh3HtzDtizqfMNksEfoBqjSx1IpeZZzXm2x/JCB57CeXXIsG16+fAEIPC9kfhZyfPzSmO7SDZ4oGIeSqhIEdoBjS8oypswydF0QepLQgVpJKtsQ4y0LkCYm03VMkJUxdGkEEik0SgmefPYULxCMxwG7g5DVMMRrGixlgEdKCrQlkK2GR2M2AC0swIRMSSEx75pR99a1ORYNBgP2j25w7dYdDo5ukJU1fjTE8UMc18OR4NqS4+NjLAGe7wINWZbw8vgFl5dnLFZrwihCOi5g4QxcE5DkenieqTQsWaEt3XtGzPTDoBzoe0aPAAAgAElEQVRMtqyLFKJ3wtZV2TI5zJTK9z3u3b3D+dk5z559wfPnBheYJjGuY5v+0ht6/C7P9EPgPwR+LYT4Zfu1/xKzWPxLIcQ/Bo6Bfx9Aa/2hEOJfAh9hJi//yV83OQFzPmy0xMZUCY7r8taDB7z/wfvkVWl2ACmxpCRJ1qb0byXhg8EAy7ap2rObkJKqqcnbqYrV5aAiKQojfnF9nyAIiYZDlsslfhBy+vKKb37zm+1EQ/V9jP39fQBc12uluTXz+YLhcNTqNizKqmazWTObzwmDEM/zWa9Wfb8EYLONcWzj2GxateRysUA1DUWeE0YBjmuzXa9QRWGiED6d8fSzzw2cpTHE9vtvP+Sb3/09tB3QCBeNhW4FYboLjlYaaNCY40ipNXVdUlamobZcrUg2S9J4RZpX5EVNXQlCr8a1JXmWcO3aAednpwghOT87RkpI0y3xembGxUWF7YWmcisStstdLi7PODs74/Hjd9kZDcg2xmpfpjG63GDRMJwMSOKa09MT0LC7c4QtFAPfIglssBRpo6mpTXQlEu1YaGUS6m1pU7eCKbTGlhLVKNKsoawrtouYlWcRCggdxziLPQfhWG3KnkKZQqLF5MnWl/RlpKHtWGhqaiXY3dvhnXcfc/POWwTDMds0RwkHJSXScnCkwBYwnuxg25LBIEC0qXmDKKKsCl4eHxPHCdNd83cfHR2RZVl/fOhYn0mS9BVBEASGX9v2LmR7FOlEgb/d5DS3l+d5PH78iKurOZ988inj8bjn7f6tgoW11j/mX9+nAPh7f8XP/DPgn/2uf4TGcBMQgrJSDIYB3//+d5hMJ8TJhrqumU6nJEnCrJ1wdIDeDg7cGXs6EjMI0ixjNBojhGAxn6O0ZhvHDIfDnnxkvBsFIDg8POLk5BTX9QxGrXXfgsBxXGPHXpqGadMoisKMxrRuWK831LUiGgyp6wbHdRlPxtTKKFPB9D628ZZwEDGeTHj69Bl5WbJcLfEjn4Fj1KehY+MJlyRNWC5X2LZLnVWEo5C799/m5u17lLWkQaK1yWAFQaOhacxeqls3cFU3NO3vd12XwcBkZCyuLlivtyTbjDTNEdoAg3bGY+J4QxT5aBr8IMB1bU5eHfPy5RcMw4iyLNnGCTt7R3z26WcMhiGH+xPi9ZL1fMb5yTG+bbNZx2it2d8ZYtk+jmVR5Tmb9YZ4ExOFIZaAyTDkwb1bNGUJy5imKsjqDEeaBqJ0LLK8RkgbLW2k0IaBKtt0dyFo2glPpip0WpIBiVNiuznStbBdi0EUYi6zlrPZTmZU2yAVgG40kpqqqVAoVpsVz794inQ9ojSh1pK0qFjHCULa2EKiq5I0SbEsyWgUIYUmz1Kk1GzWG5bLJba0mOzscu3ajR4K3N343WfTgYE72pYQgqSNbOgyaqMoMtGlbY6LgRzTKlRt9vf3ePz4IR9++GueP3/Oo0eP3ji96yuhCNWtTNa8MMnXvvYet25d/1Lc1VYVm83mtxRuHcrd+By8vlNcliW2ZeN7QT/O7Wbcnc3YcRzyPCdNU07PzrhxeEiaZszncw4ODshzSRhG/QjO8EhzFosF77//PnGcvJYL2nB1NcP3fa5duwbQZ02UaUVeFObs6jhU25jJdIcgDEiz1Ih2shSAeLtpQ3p8iiKjbjRa2gjLpqjg8Vv3uXbzNpbjoqrKpLTRDfRBNIpKmgkNbWmLEP2K7wc++/v7aFVhCQ1Nw2a1YrNOqCvj6syzBN91SdItoHF8h3DgY9mSyc6UvZ0d5rMZXxy/oKoV8WZFEic4ts1yPkOriipPUVVBFHTVWU6jCk5PT9G6Rquaw4MjxsMhRW7ETbdvHlKkCY51jrws0IVpJBZVhSjBt0BYGi2glOY4JhTQNBRKobVEWC621OiiodYNeWmyZXQOwpZkeYPtmBFptwObWY0EKUBDU2ssoZEtOW2bbPn82Wes4gQvGuKHA+Ks4HI2ByyG4YC6BQ+jFINhBCiqssC2hKkma0W8janyivFo1E/oiqJo+2t5X5V2WqJuTJplWf/96XTaX4tdRdKBfExD1Jgy33rrHsvlnOfPv2AwGPSS8jf1+GosGrobgTXcuHGN999/v7WQf9m8Wa1W/fy5m1Xbtt0Ddbpg3k6HobTuJxjb7bb3oOzu7vYMgqurK46Pj6nKisOjIxYLo08IgoCLiwvefvttsjzHDwwVadUSmDzPM3mrrWzdTFRSA+EZDMiLAtmO9GzbQZSlSTiXDZ7nMxwODRdEGWCt7/s4tsXl1SWTyRiqBiUkSAstLbKiptaS7/8bPzS5rUVJowWqUaBMGSiEweMrYfJe+iOdLRC6oaw0ruPgTiY4tsUwDBlEkUkMy0vOz07YbtZsNkumkxGrzZLpdIKwBdBQNjW7e3sICYPxiOF4RJGlPHjrLqtNhhTw9r27aN0wGk/Y3ZmAlqzWMLs8Q5BTVQWDQchoMGA02GEQBpSZsZJHgcOtm7sEbs3YK1kMFdu0YLbMkErRCItGaBoT+4T0GrQlKNDUWU3TOK/RyRqErjD/W5mfqDXlNsd1BJ5X43om7V1Ajxw01atCS41nWwilsRybRivOLs9QXOB6AUVZsdpsUVqwN92jyg2pqywKttsA0PiuS5YmoBtc26Uqa6QwuiG7jcXwfb8/anSbTAch6nQgWms2m01//XYW915a0BisZWdo63wtd+/e5eXLlzx58jn7+/tMp9M3dr9+JRYNoC2x4BvfeK9PlHIcmzRLf6tS6ObZX/6c/i0lqGVZ/Zy7rErS1PAyukWlK9OSJGE2m3FycsJ7X3uXKIqYzQyevqwqysoklM/nc6bTKevNhsurK3Z2d012p+8bE5oQrDcb/CBg1O4e3Tm0bmqiwQDPU6012oQJu65PXTfYttOPdI0yNGMQBMyu5oyjkEZrkqwgzgqCKOIHP/z9dhGpALsfp3WltmzBwdoWrSjKBC+pxuAChRDGNToYYiEIfB/P8bCkTVlUHB9v2MwWBo7T1KZLH4VczmYsl3N832V+dcnNmzd59713WVzOePjW2zSqZjiOONjboShLLi4viTcJTa1RjQlrCgILhIXrRUjpkiYlTa2wbZcocJGiZjxyGTgj9qKcbewxX215da5YJwWzVUNeN5TK8DgcW2O5Lo4WpDlUjULXponmSRe0MA5gapTQaDRaNehKU6kKq2zac77AcWx838N1XaxW89MUTR/NSVv+dz6gRhk+i240VZlTFCVSSMqiwJItCMcPKPLSVC1d7o4ycgGv1fN0wUidcKvTXXThzUCv01itVv1nHUXRb8UTWJY54nTIyu12y9HREffu3eMXv3jCkyef8M1vfvDG7tWvzKJR1w0PHtzn4cMHfX9itVqw3qyM+q/lH3aLQ0dt7j6QDvcXxzFVVeG6HpaVkKZpnwXRUZDq+ksPQBAE3L1zt1fk3bhxgz/8wz/khz/8Iev12lQO7THm+PiYb3/72wgh+r+n+16HDizbD7Kua8q6IowGfdlp2y5BYOTom+2GGzeuMxgYZ+023jKIQhazGVezK2xxwGq1ZbONKRt48PAtHjx+l7QoKRtwLYFSpvNpmsQWUkuUEaGYG0IKKqXIi4S6KlvAjwDVZdnaTCe7vP3gHfK8IssTPv30kqv5gkEUsoljnNZXkyRbgtBjvd4QjbYcHRwS2B5hFCItTRQFFFXJ1dUVf/onfwJIjg5voDWMpztEA49wOERpG9cbMhoOybMtVlutZXmC78JgZDF0XPankslIEPg1m7QiutiwSko2CaQF1A1YoqIRJp/X8K8ESgmE7YAyBPdKa6q2HHNtG60UVaMoqgZlJD3IoiEtajyvwnMdHLvBsY2ArK4bstw4sE0cpAl5sqSJxVBNhW4qhOVgWWBJaVLoSxO5gVagBZZ0yLMC1Rh9Tyc4nEwmv0WJ69gZnVnzdVt7d5TpSFxd9WFZZvMoy7I/pti2zePHj9luM549e2o0TW/o8ZVYNLTWXLt2je997zt9YyiO4x4u2zn9qqpCCotSVxS52al0K6/ueg+GgdCgI8Fmffrl2bWtMDr13XK5xPM8xuMxWZaDMkeJJDFIvP39A46Pj7l1a0Se51xeXgFG4tw0ijTdsLe3z3a7xdykRkwUx0lf/diOg9KaNM0I2vl73p5j0yxlPJ6YnaYqsSxJkuT9WPH41QnL9YZNnKKE5OE77+F6AdttQqU0Qtc0Ld3cdP01VjtJ0bVJgZe1gdQWeWJ8IMpoVVTdUBYlummMFP3GbbQWNKqkKGPOzk+oN8bc9vyLlzi2RZJs2aYJjrSoGjg5u2Qzm/Pi+AWqUXiejcJYvD9/9gUHe4fs75udUSHZpCUNGRYVjjvE8wRZpmgcjdYVdZVQ1wo3KAk8jfAkjhPi+5I4L9nfH7DcZFzMEmaLlO3WhDbXgKgBpZCW6U+Y96VBo1BCmQBu2sxUzP/RbaNHtxO7qqkpKoXrVFgWBJ6gbqtfpUzgN5jwbimlmdZJswALVMsKsUzY0nDIcrHEtuyWCavRjQE3ddVhd513G16amr5Wp/zs+hZdPOloNOqnLd1i0TVIq6ruex1FURAEAVmWMZlM+OCDr7HZrHj27Is3dr9+JRYNaVm8//43uHfvLsvlgjzPWS4XfcOyZ2C0ATpdfkhZlmZCUNVkaY7yTG8ES5hSMImRcmRyWlt9f/chdfGLvu8Tx1sGYcBwOOLp06ccHV3rZ+VVVZPnBV988YLr169TVXVPR9caiqIEBEmSMh5X5HnR7wye51GWFYvlqmUhJFiWwzY2yV0IyAsjm/dcjyLPsKTZKV48P2abZGRFhWW73H/7bbKioq7NyLBqE+U7I5wWmGaeEjRKQW3K2yJLSOI1WjckcUyRFUbtKiSBHzAcDHAsm+nOPo/f+TpFlaJ/aXFxcQ4aZostw0FAllXUcUkYBCyWMRenV1y+OsF1RMv+dPF8G8918PyI4WQHyzGvf7VJyeqS4VDjSBchNxS5RtUZUSBxshylYmyRocOKkW38MLbrsbczZFBWXDt0iJOco901V1crlquKTdxwrHOuVg15pkE3CGyzQAoFmAR1SxixW92YWE+EQEijydAItDJVW1Nr6qZGoKkbSVHVr3lRylZ8BxKBVm0uDdr0UFXd0+QDz6cZDllWKwI/RDWq7V1kpGnKdGfaV9MdfDqO47631x2/u8XB8zwGg0E/IengPZ3RrW4ziDs4cWdOc12Xmzdv8vDh23z44cdv7H79SiwavufzrW99k6oyjU+T75ARRmE/gzal3BQhJLYU2J7dszY6EE/n7huPx2it2dnZ7QEnr5t2NpsN165d48/+7M+4e/cuURgRRSZr4sc//gnf+e532Gy2DIejPkvi+fPnfOvb/4h4uyVpMzvX6zV5btK/DVHajHuHw6Fxt/o+m23MYrHEshxWqxVBEBDHMWEYUhQFq5WBDGWZARfPLi8N6amqTRiT0rh+wLXrN9kmGXnVgo9t83rqukZJ1aMNu9fZHZGWixkXZy8py4KL83O26y1ZlhOFEdcPrxlalgbf9RiOdnj87vtYtstPfvJj0jTBkppNnGEJi6oSnCznnJwsEKpCFTWjkYPnedhewGA8REqBP5gy3tmnETZpmbPNa2ohCHCoK8HZ1Zosq/EdTVUJtNrQqDVCJazUhpCM0HfY29tj/+AAV1p4rsvQ8zgYD8mu7ZOlBVerjMA/ZRXHZOeKUpscW9exzY3d8mGFkDS1oG60aRq3SXka0RLYbGyLFvZUt/S1hqoEI5mrCXwJgSRPSxxHGK+K60N7XG6aGkvTTzVu3rjBdr3F93wzHcQ4TeeLOXfv3f0t2bgxKMZ9T+51XUV3POmClDpmRlmWxlHdPsfrU8TVatVucBVFUXD9+nXyPOdXn569kfv1K7FoRFGE1rplca5byK8Jra0b8+aYefSXadhCSJTSRizVNK0Yy+/7DV3obTeG7big6/Uay7L4/PPPAVMOWrYNUrBYrfjs6Qv+7X/n72G7pnzMy4I0zzi6do26qcmKnOV6xb1796iVYrVZs95u2N3do2pqouEQpKCsK+IkNd4HBHlesFqt2d8/6JtYWZZxdXXFdDrl/PIC35F9ZVMrxSZOaLTAQrJ/sG/KXW3GgZ5jBEHHx8cAPXOhA8pWVWUCq7crtFZ9EFUURDiOSxRG7O3sU1c1i8WSIi9ZLC85PX+BQHPz1n2ePPmYNI4p8hLfc6gbizSraKoG33MIw4ikLAhGEU40ppE2eVWhVU19uWBnapFmNcINqauSUlnUZYMtBG6pcV2PQtVUZZt3q2qStMCrKzxbkeUxQoyoioy6vGIUBRzs7eI7PnvTkIPdHROp6Bdc/MFz6qIGKiwB6BLLatriS1BpekUomrb386UAqYuOkNJqx9Rt87RVzBVFQ10VqNoI4SwpaKrUEO1bYZgURie0WCyYjMeMxmPqqqapGo6OjoiLmLpFOHTHkCAISJKkvxded2V3/pK6rl8j9ZvruGPfmuvb6YOeu6FAR6CrqorRaMSdO3eAn76R+/UrsWjYttVHyhVF0fv/m8as2l1u5XYbU1UNvufTtBzKoihai7HdW4bTNGtX6o6t4fVW4q4penZ21n8ASinW6w1PPnmC4xrcfN1+IJZlMV8suHbjOqv1mqo2vYRoMKCsSlbrNRoYjUdkeW5GW+1uH8ex8dG0KWpdZdB94LPZjCzLTOyk1JRZ1ZaydRv7mFMrhS3NBeR5Lo3AnNm1ZjIZ8+KFqVLKsiQIgi/7OnWNUibQ2BoMGAwijg4PsYTEshyksPC9kMuLS2zHMCbSLKesNNPJmPtvjVkut3z22ROqSqO1+SwsyzNNE2mjbZe6VJRakuQ1cd6Ovm2HUpdIJycvKoQdYEuXWlsUjUIJQZJXBghUFdRlQVnmWKJC5pKq8ahqidhqhuuGJi+ps4Rqk6KSgvEg4PBwH993ONgd8Fjssv9/nbJ9mSCdElSDEBW2UDTaVBsKjWXbaGXeP5SRxGlBO2npBOYCxJdxmH0sZmOS3yVmVK6k8ZyARlrmGhZYlKJkuVxyNRiY+IW8YB4viOOYWtQ9Ha6rKjoBVyf5//KesPuKo6syOlEa0F/r3ZGm0zl1zdOu2dptJq8/99/4fn1jz/Q3eHTzZs9zW2S/IXIrrXFdhw61l+c5dWVKva4/0eHauz6CgbNUv7Vo2LZNURS9crRbjaU0yW6r9YqTk1f8/Oc/Z3d3r5+kSCmxHYf5fM7tO3fYbrfYtqEmIQSbzYY0yzjY3++74d2HozWkWUZVNW1FFPdcSCktytJUAtKyePnqJQ/u3yHdbBBYVGVtUsbynLKumfhe/7f7nkNWFIBiGIX4vkeeZ2Rpys7OFM9zTcYLMBoO0VGAanIGgyHj4QjbsimLkqKoQBtm5XgyNixSVbO7v2+Uk8LoNxaLJZcXZy1UR2E7PpalWuEVSDsgTkuKem0k2kqZgGw3YpMWlGVNEEUMR2PSNKOoFEoAqqCqciyRo1VCWSY4Vk0gbISwEUjyxiHJNLIW2NIlS7ck8znFzohJ5KOVRKiMyXDEnetDnr5IsHSNamp8D+y2KaxpsJURvOnecK1NGDcSjTFDasxhpFXFmeON7tqnRraO0O2xxny1bkA0pmLVqqCpG0pZcXp2xt3bd4miiIuLS54+e8ZoZ8TBzQOWy2V/82+329+aCAK93qKTiZel4Xd008PX5QOv2+a73J5u843jmKOjoz4G4009vhKLBtC/MR0A2HVd8ixHCI/NZkOWZSYHVXy5Ur9OWG4aE3cXx3FLLyr74GdDdzYL0cHBARcXF+zt7fWCl5/+5Kf85E/+nKrK2NnZ4cHDR+zv7XF4eMiTJ59gWQ5FUaKRJGlGXRnZ+MXlDNf1OTy6TprlCGlj2Q5JmpOmCWmak2UFru9zeTXj7t27WI4DUrKOtziex2q15Pad2+SF+VCzIme+XDBfLNrGWcH+3r6hTaUJ070dpuMxWkiSJCVNYjzHZrtaI7SiyDOSOGF3d4fhcNS2+mqSbUyeGXZoXZvjnGO73L57G0taZHnO9RvX+5jEsigJghDHcfnf/7f/lbPTV2y3W6Pt8E0GSVE1uMJmu9ziehZ+YI6VftAg7YD1YmM6+/6Avb0jPv74YxazBYMwxBqEqKKkrmJsWdI0msYWWLaLbTlYUlI0sE4LQqlpJTEGxrNacvzsM6yxS+b5KHvMg/t3+D//9NyYzzQEbhvqU5npitIaLY2kXyqNakBo0apMZb8QmAOLgQKbo4xZKNoBTLvkaLO4aFDKoBbMImK8Ppao8IOA+XKO7/sEoceLl2dUUhi9haBvgHa6DPjyaNJVwJ7n9c3OTs/RVeGu6+L7fisM8/spYccpLcuSzWZjOKWttOBNPb4yi0ZRFL0Iy3SNzSIQRn5fVQRBiGq0uYHbHb0jYnUz7tdDj7Q2cN/uCGBgO1vW63Ufp1e3LA6tNd/5znd6vQVCMF8sODs759GjR2RpRtiSyafTKVmWc3Jy0svGu8DqojBN0bKscBwXpQUIaZpw0jKTniwjSRIm0wnbeIuQkkZrGqWIY+OvWSyX5jUoxTvvvkOy3fCjP/pX/MN/9O+htOLV2Tnr1QZ0w2azZT6/4sbNI6QwhrMkdlDtJKCpS+LtlsFg0AZJCXzPx7JtXMcFIWkaRTgw72+SxC2NXXHn7l3+3b//9/npT/6YX/3yF1R1g6xqGgVZXuA4Lpbttbug8b4UpWFg5HllPCLrmKqsaWqDMVRNRVGkWNJEBOBobNtH65paW1QY86JUNZs0RfggZIVVV0hbUOmG+XKDq2xyz6UgxHd3cSWUCgY+/3d75xIj15XW8d93X1XV1dXtbrftdNrP4CTYnpGIk7ABTWAEhMnGsJvdLJDYgAQLFkGzmS1IsEUCgTRCiNkAYpYgnjvGYRTHHmX8iN+ufpT7Ve97z73nsDjnXLdHceIeG1UX3L9UutW3Hv2dOlXf/Z7/j0MzgIbMwBgsFwbWXdEGAo2rcQFE2xoP65xgStsDqzBwjkvZ9CVlP5GENv7hXmiVk7FT9DKlGI2HNqMyEyHkrK2t0ev3nrrye8XglUYUWeYyX2/hL3w+luGf41m/bGexjWX5LIq3tjc2NkoC7peFA6E0fK2FTWM+mfvhMyf+gwkkoDCF8+ECAjeV2xhbHGbfy47ps1HsJ3EMb2msra2VWt5bNlprjh9/lbfffrs0DZMkKeMeNnWalTUj9XqdTqdDu91mZWWFwcCOXWg0GuXoA2MMcRITxXX6g4GjJbRZkeFwZPk08MzRA0JTMByNHfOXZcnKnM/85huvU+QZa6sP2Vh9SGtunvajBwwHI8Zpagc0hcL21iazrVn6vV3GI9voNOj3GY/sTAw7hkFTbzSoJTUkENe0F5DUasyFcwx6Q3a2t2xdRq9Ho1Hn/Plz3L93h3t3b1MUubXiMktalDmagCiukaVDMOIoBMZkqULlObvbO+xubkKRU4tDxCjScUqSBOgit23rcUyhDIW26eTQCEYr9Ci1M1NEEeUZjVgojNBLC6J+wXigGOlNUtMgCW0t1UIrYGk+RCtFEQX0DPS1RgWCAgJjLZfCYGMWUjogFEAh3iWhrOfwzTyuHdBRERiCQMoWdswT9yfXBRpNpmz/1PyhGQrHGztOx2XK1Lud/nsIlEOU9l4QveLwLRS+CMwqCWt1e6vCZ9D8OIORI1R+WTgQSqNw8x/saLnI1WnsMNNslP6apf+zZLHGiBsQ3aAoDFrbHLj/UTebTaIoJk1HT5XoAty7d4/Tp08zPz9ftiRfvnyZ81+5wOzsLDs7OywsLBAEAY8fP+bChQs2/TszQ9/XVwDXr19ndXUVEWHbEdv4XphWqwXYCWYzzVm2d7ocXzmONtr5qCnNZpN2u02W2S9QLQrY2tpi5IKftkjNEiu/urxMvZ7w7sW3uPLDj3jn3XfRuWJutsnlyz/g3Lmf5c03zvLpj3/M6TNn6GysMRyOyFTGzRs3GQ4GnD59mpMnT1Kr1zly9CijdFT6xHGSsBAtMBz26XQ69Hq7hIGg1BhMxs7uNsbkrKy8ggCPHj1kOBxRr9Xo7naZaTaI4oDRwFIrmkIz6PXIXcfmcDhgo/0ItKIRCUWRobIRcZiAydFFgMlDVFpYguHQEBSawmRk+dDW2YiiZmxXqwmEcWowfUhzTcqQ3WybWmzjC0uHEo4tJuQjjanXSPIC0QoVhahCo5QmCw2qsEpBi3U3DFaRKDQ5YEQQ7dSHgPGNosbaIsbVDUlpjfh4lkHlORpNUrdNla35lh3IXK/R7fVKqj8fc/NZEh/U9N3avlbDB9HzPN8TGwucdZGUFzff+ObbLUSEra0tO+HvJeFAKA3tzCnLB6nLgpVAmqXZH4YRw+EIjBC7dKMPaPrX+B+0ZyMHU5Z6+9oNy2hu3YlWq8XNmzdpt9f5pa//chlAiuOY9fX1stCm2+2yuLjopnxZk299fd0SCbsqPF/h5/3P8XjsOE4tu3iS2IBlkiT0+z1ac7PcuHGDublZ2/o/N4sudMlRqZRiNM54843XaTbq6CKnv7vNQmuWB/fu8O//+h8cXjrCVy6cIwwC8jxjaWmRB/fv8vDBA5Ik4fad26y2VwnDiE6nw/r6Ooiw/OoyS0eWbDlyLWFufo4ghPVBm421dVSmiKKAjY01xqMh165dpRZHnDi5QjYek2VDTp06QyB1rl37hCgOKTI77DoKA0KxNIYqK+ygKG0Y93qAQiQnCDX1yFCPDTqwQ651rtG5QUfWskxNTiwGcs0oK0hzxUIzZmygHgrdbEwxgigEZRRZpji8MMd6p0trJuHo4jxZPyTvBxRJjm7EFPWILC9IVU6mCtLckOUFuQuI2nIwW7hVGHvVt5aGNSNclMNyl2DdvEK7wK7ZU3NqIEoSdnZ3OXJkgaSwAcxxlqKDJ+RIPgbhvzd7j/ZC+WRQknel/SR4/7idCj8sv/t7+1f2xjn+7w1LKpvOKCsxfWaUiqkAAAbPSURBVPQ4Tceu/gJHE28DVf7D8MQlvj+lKArn/8WAKWncbeVn/6kxdf1+nxs3bnHq1Enm5uw4gvn5efLcxVNmZtja2ipjJHZQdJ3x2LY2Ly8vo5Qqn+sbhqyL5RnQcySwhLUqz8mUYpyO0d2CKI4d/eCI+VaTpJbQ7Q1cmfmILFWcPXsGpWwaMR0NmGlE3L71gKtXPiZK6ly6dMmWNacpg+GQzsYG7UcP3dyQB3S7fV55ZZkkSRgMhoSRvVwqpeh2dwlCYZweptDWjXi8toHWlkD5s1s3GAx6GF1w/NXTLC4e4uH9+8wfmuXiW++QjWDU75HUItbWH5XKXrQmz1PQQiAhoTGo0YA4NoSxAW25OePAjgow2nJmBRLadv+8sG5oGEARMkpBpwVRIKQKDkV1ssBOqhNt3KgCYa7ZZH2tSxIIi3MtUqPpjwoaARS1hKIekOaWHi8Kc9u0hiHQT2IaBYJCI08R8Up5MAZwlgk+oCqGsr5UKOMiSmWW9BpNXigktE2Mln3MWgpJkpRp0r0KYu9F0LsleweP+5SscRlGpaRsYPPv5/tZvLv9snAglAZ7PiDfCOaby8bp0H1ooSvWMmXlZ5Ik5Y/aD27OssxV0CVlRZxvbBu7mRRHjx7lyJEj3Llzh/v3H/H++1+nVqtz+/YV3nvvPWc5JMRxQru9aqegjSzhsW9cOnnyFCdOnGBzcxOlFEtLTTY3N2m1YrT2lX01NJZ8J81SO35xaMiUYrdrq/bu3L1NzxEU2wKeTUtGOxqS5wUry8sMhwNqUYjWin5vhwf37rHabrPR2eLC+XMcPXqMLE3Z3t1Ba83jTofVVcsynmaK2qkzLCwcZm5unplmg2OvHEOjWe+sMU5H5DpHQujt7NLt7lAUORtrq1y9eoXReMj7v/ornD37GoLms1s3aDRqfPWrF9jtDNnqdJhtNcizIZnK2N3ZhcISOgcSEYkjyclSanFEPbZMZ1oVBMa2s2tj6faKIEJMgS4CcmWIkwAxMZkSVAoiBZEYao0Ykjo1MyJMc4ocJAypxyG6ALSmNdMgHo8ZmxGRDmhENVTs4hfG9qboKCAvbHpVu1tAQOjGR9r0K6V/YlzJly6rOvBpEwKnMAL7dqjckkBrY8hUBlFEUkvI0rycCugtAl9rtNfa8Namj2V4V8MrC39RtVP6WmX20FvfYC/A/v+8TOYueZlFHz+1ECIdYAA8nrQsL4Alplt+mP41TLv88L+7hlPGmCMv+iYHQmkAiMhHxph3Ji3HT4tplx+mfw3TLj9MxxpeHnFghQoV/l+gUhoVKlTYFw6S0vjzSQvwgph2+WH61zDt8sMUrOHAxDQqVKgwHThIlkaFChWmAJXSqFChwr4wcaUhIr8uItdF5JaIfDhpeZ4XInJXRK6KyMci8pE7tygi/ywiN93x5Q2beEGIyF+JyIaIXNtz7pnyisgfuj25LiLvT0bqp/GMNXxHRB65ffhYRD7Y89iBWoOInBCRfxORT0XkRyLye+78VO1DWbI6iRsQAp8BrwEJcAU4P0mZ9iH7XWDpJ879MfChu/8h8EeTlnOPbF8DLgLXvkxe4Lzbixpwxu1ReEDX8B3gDz7nuQduDcAycNHdbwE3nJxTtQ+TtjR+HrhljLltjMmA7wGXJizTi+AS8F13/7vAb0xQlqdgjPlPYOsnTj9L3kvA94wxqTHmDnALu1cTxTPW8CwcuDUYY1aNMT9093vAp8AKU7YPk1YaK8CDPX8/dOemAQb4JxH5bxH5bXfumDFmFewXBDg6MemeD8+Sd9r25XdF5BPnvnjT/kCvQUROA28B/8WU7cOklcbnddFMSw74F4wxF4FvAL8jIl+btEAvEdO0L38G/Azwc8Aq8Cfu/IFdg4jMAn8H/L4xpvtFT/2ccxNfw6SVxkPgxJ6/jwPtCcmyLxhj2u64AfwD1mxcF5FlAHfcmJyEz4VnyTs1+2KMWTfGFMYYDfwFT8z3A7kGEYmxCuNvjDF/705P1T5MWmlcBl4XkTMikgDfBL4/YZm+FCLSFJGWvw/8GnANK/u33NO+BfzjZCR8bjxL3u8D3xSRmoicAV4HfjAB+b4U/sfm8JvYfYADuAax/el/CXxqjPnTPQ9N1z5MOhILfICNIn8GfHvS8jynzK9ho9pXgB95uYHDwL8AN91xcdKy7pH5b7Hmu8JewX7ri+QFvu325DrwjUnL/wVr+GvgKvAJ9ke2fFDXAPwi1r34BPjY3T6Ytn2oysgrVKiwL0zaPalQocKUoVIaFSpU2BcqpVGhQoV9oVIaFSpU2BcqpVGhQoV9oVIaFSpU2BcqpVGhQoV94X8At8P+K7yUEOgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.imshow(process_image(image)[0]*0.5+0.5)\n",
"plt.title('Clase: {} {} : {:.2f}% Eficacia'.format(max_index_row[0],prediction[1], prediction[2]*100))\n",
"plt.show"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"#convierto las etiquestas en un vector One hot encoding\n",
"label=tf.one_hot(max_index_row,y.shape[-1])\n",
"label = tf.reshape(label, (1, y.shape[-1]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generar Imagen Adversaria usando FGSM"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 224, 224, 3)\n"
]
}
],
"source": [
"print(process_image(image).shape)\n",
"#Generamos la función de coste\n",
"loss_function=tf.keras.losses.CategoricalCrossentropy()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"#Creamos la imagen adversaria\n",
"def create_adversary(x,y):\n",
" with tf.GradientTape() as tape:\n",
" tape.watch(x)\n",
" y_hat = mobilNet(x)\n",
" print(y_hat)\n",
" loss = loss_function(y, y_hat)\n",
" #print(loss)\n",
"\n",
" # Get the gradients of the loss w.r.t to the input image.\n",
" gradient = tape.gradient(loss, x)\n",
" # Get the sign of the gradients to create the perturbation\n",
" signed_grad = tf.sign(gradient)\n",
" return signed_grad"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"TensorShape([1, 224, 224, 3])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"process_image(image).shape"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tf.Tensor(\n",
"[[7.89056285e-05 8.59482752e-05 4.16648945e-05 5.36021944e-05\n",
" 9.59564131e-05 1.03208178e-04 1.19767894e-04 1.07329666e-04\n",
" 3.89312154e-05 1.49847629e-05 3.83347156e-04 3.05061258e-05\n",
" 1.29712062e-04 3.34539800e-04 1.82235221e-04 7.10736727e-04\n",
" 1.40023651e-04 8.46030161e-05 2.91057913e-05 3.65712534e-04\n",
" 1.93762433e-04 1.03702674e-04 1.98569338e-04 1.99279049e-04\n",
" 1.06925094e-04 1.28364321e-04 3.40246130e-04 4.46371152e-04\n",
" 1.19561337e-04 4.49938598e-05 7.89690894e-05 7.10729582e-05\n",
" 9.37936784e-05 2.77884119e-05 2.05514370e-05 1.22196507e-04\n",
" 3.88701847e-05 1.96622583e-04 3.64130450e-04 6.37220874e-05\n",
" 3.84492596e-05 2.20027985e-04 2.34543564e-04 1.45331040e-04\n",
" 4.12854970e-05 2.21954160e-05 4.57791830e-05 6.88150976e-05\n",
" 1.29072985e-04 7.19624004e-05 9.16942008e-05 1.63770674e-05\n",
" 1.88057107e-04 1.75313398e-04 1.00098929e-04 1.14363233e-04\n",
" 1.35093942e-04 5.71892269e-05 5.61849629e-05 9.39467573e-05\n",
" 2.10912931e-05 1.46270017e-04 1.00797464e-04 4.02279227e-04\n",
" 4.23855236e-05 3.96889191e-05 1.54177382e-04 1.29850072e-04\n",
" 1.21713027e-04 2.99227322e-05 3.13500990e-04 4.05825616e-04\n",
" 6.27235204e-05 8.48336858e-05 2.02593856e-05 1.51079585e-04\n",
" 8.77995626e-05 7.24374331e-05 8.23610462e-05 1.99115690e-04\n",
" 3.20558756e-05 3.36578596e-05 9.74651848e-05 1.90048086e-04\n",
" 8.33822123e-05 6.97870782e-05 3.95240459e-05 4.81286806e-05\n",
" 5.38108616e-05 5.32439808e-05 7.77470123e-05 1.19646305e-04\n",
" 9.74613722e-05 1.82913733e-04 4.80331015e-04 3.53442680e-04\n",
" 4.57733986e-04 1.47134924e-04 7.45259604e-05 5.84687623e-05\n",
" 4.46531631e-05 7.83125652e-05 4.79426453e-05 4.55243171e-05\n",
" 8.11119171e-05 1.84032597e-05 1.79011095e-05 9.42746192e-05\n",
" 4.89382328e-05 3.81589962e-05 4.35177244e-05 3.15107172e-04\n",
" 5.24466632e-05 1.17386648e-04 2.41780599e-05 7.84858712e-05\n",
" 1.28020780e-04 3.42223393e-05 5.15592037e-05 4.37336093e-05\n",
" 7.62663432e-04 7.68858008e-05 5.58659303e-05 3.78660843e-05\n",
" 6.65135449e-05 7.90418781e-05 6.76950003e-05 3.05889771e-05\n",
" 4.42784658e-05 2.43093265e-04 4.81046372e-05 1.72812986e-04\n",
" 3.78681609e-04 4.52847344e-05 1.27037665e-05 2.85368169e-05\n",
" 3.86872744e-05 1.39456737e-04 2.40343070e-05 6.02676046e-05\n",
" 7.78893518e-05 5.64520560e-05 5.30479883e-05 1.67320868e-05\n",
" 6.61717320e-04 2.56707590e-05 9.65208601e-05 8.92974276e-05\n",
" 3.93202754e-05 1.44008554e-05 2.08245510e-05 4.93414918e-05\n",
" 7.71068226e-05 4.08415290e-05 2.35316315e-04 1.30237007e-04\n",
" 1.48069725e-04 7.37072478e-05 5.06880169e-05 1.02684062e-05\n",
" 4.19906719e-05 7.89622354e-05 1.32458503e-04 5.04923264e-05\n",
" 1.39269730e-04 1.28791289e-04 8.09331978e-05 2.54288898e-04\n",
" 8.06002208e-05 5.02732728e-05 1.39845899e-04 2.09720529e-05\n",
" 3.35469485e-05 9.31382601e-05 6.70167428e-05 9.68383101e-05\n",
" 7.18373994e-05 1.63053250e-04 7.13029003e-05 1.27931693e-04\n",
" 1.19773373e-04 6.32982919e-05 1.03713952e-04 6.54277901e-05\n",
" 4.41261654e-05 2.56046696e-05 1.36595030e-04 2.16630924e-05\n",
" 1.01850812e-04 1.45516533e-05 7.41976837e-05 7.97339380e-05\n",
" 4.90383769e-04 6.55622061e-05 6.47305060e-05 1.10143905e-04\n",
" 4.00830286e-05 8.18123590e-05 4.75291963e-05 9.86310042e-05\n",
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]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"tf.Tensor(\n",
"[[[[-1. -1. -1.]\n",
" [ 1. -1. -1.]\n",
" [ 1. 1. -1.]\n",
" ...\n",
" [-1. -1. -1.]\n",
" [-1. -1. -1.]\n",
" [ 1. 1. 1.]]\n",
"\n",
" [[ 1. -1. -1.]\n",
" [ 1. -1. -1.]\n",
" [ 1. 1. -1.]\n",
" ...\n",
" [ 1. -1. -1.]\n",
" [ 1. -1. -1.]\n",
" [ 1. 1. 1.]]\n",
"\n",
" [[ 1. -1. -1.]\n",
" [ 1. -1. -1.]\n",
" [ 1. 1. 1.]\n",
" ...\n",
" [-1. -1. -1.]\n",
" [-1. -1. -1.]\n",
" [ 1. 1. 1.]]\n",
"\n",
" ...\n",
"\n",
" [[ 1. 1. 1.]\n",
" [ 1. 1. 1.]\n",
" [-1. -1. 1.]\n",
" ...\n",
" [ 1. 1. 1.]\n",
" [ 1. 1. 1.]\n",
" [-1. -1. 1.]]\n",
"\n",
" [[ 1. 1. 1.]\n",
" [ 1. -1. -1.]\n",
" [ 1. 1. 1.]\n",
" ...\n",
" [-1. 1. 1.]\n",
" [ 1. 1. 1.]\n",
" [-1. -1. -1.]]\n",
"\n",
" [[ 1. -1. -1.]\n",
" [ 1. -1. -1.]\n",
" [ 1. 1. -1.]\n",
" ...\n",
" [-1. -1. 1.]\n",
" [ 1. 1. 1.]\n",
" [-1. -1. -1.]]]], shape=(1, 224, 224, 3), dtype=float32)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"signed_grad = create_adversary(process_image(image),label)\n",
"plt.imshow(np.reshape(signed_grad,(224,224,3)))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle adv_{img}= X + \\epsilon * sign(\\nabla J(X,Y))$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Aplicamos la formula\n",
"display(Math(r'adv_{img}= X + \\epsilon * sign(\\nabla J(X,Y))'))\n",
"adv_img = process_image(image) + 0.01*signed_grad"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"y=mobilNet.predict(adv_img)\n",
"prediction_adv=decode_predictions(y, top=1)[0][0]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"text/plain": [
"<function matplotlib.pyplot.show(*args, **kw)>"
]
},
"execution_count": 23,
"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": [
"plt.figure()\n",
"plt.imshow(adv_img[0]*0.5+0.5)\n",
"plt.title('{} : {:.2f}% Eficacia'.format(prediction_adv[1], prediction_adv[2]*100))\n",
"plt.show"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Defensa contra FGSM"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para protegernos de los ataques FSGM tenemos que entrenar nuestra red neuronal con la función de coste que podéis ver abajo. Como podéis ver esta nueva función de coste se compone de dos partes. La primera parte, es la función de coste inicial de nuestro modelo, es decir, calculamos el error que comete nuestra red cuando le pasamos una imagen sin modificar.\n",
"La segunda parte, es la función de coste dada la imagen modificada, es decir, calculamos cuánto se confunde nuestra red cuando le pasamos una imagen que ha sido modificada con un valor de E. Por tanto, con esta nueva función de coste estamos enseñando a nuestra red a detectar correctamente las imágenes, aunque hayan sido modificadas para un valor de E."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle J^\"(X,Y)= \\alpha * J(X,Y) + (1-\\alpha) * J(X + \\epsilon * sign(\\nabla J(X,Y))$"
],
"text/plain": [
"<IPython.core.display.Math object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(Math(r'J^\"(X,Y)= \\alpha * J(X,Y) + (1-\\alpha) * J(X + \\epsilon * sign(\\nabla J(X,Y))'))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def FGSM_defense(y_true, y_init_img, y_modified_img):\n",
" alpha=0.5\n",
" initial_loss = J(y_true, y_init_img)\n",
" modified_loss = J(y_true, y_modified_img)\n",
" \n",
" total_loss = alpha * initial_loss + (1-alpha)* modified_loss\n",
" return total_loss"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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