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@musahibrahimali
Created October 18, 2021 22:48
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2.Image_processing.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
},
"colab": {
"name": "2.Image_processing.ipynb",
"provenance": [],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/musahibrahimali/58dbc0135465cdd90283930dfd907267/2-image_processing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "RBKaGpypj7QG"
},
"source": [
"#github repository sync in google colab\n",
"import os\n",
"try:\n",
" # Colab only\n",
" !git clone https://github.com/hukim1112/DLCV_CLASS.git\n",
" os.chdir('/content/DLCV_CLASS/lecture3') \n",
"except Exception:\n",
" pass"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "STDEoUJwj7QQ"
},
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "NdRevlw-j7QR"
},
"source": [
"***modify image by drawing via cv2***"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YXl_1MiNj7QT"
},
"source": [
"# ***Traditional Image Processing by cv2***\n",
"- transform (translation, rotation, resizing, flipping and cropping)\n",
"- pixel arithmetics\n",
"- color channel decomposition\n",
"- most of them are using warpAffine, because some transformations need to *warp* the original image"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CZZNdSJjj7QU"
},
"source": [
"1. Cropping\n",
"2. Rotation\n",
"3. Translation\n",
"4. Resizing\n",
"5. Flipping\n",
"6. Affine transform\n",
"7. Perspective transform\n",
"8. Padding\n",
"9. Split color channel"
]
},
{
"cell_type": "code",
"metadata": {
"id": "z3DS8HVhj7QW",
"outputId": "7b837374-3fef-4f7d-a01e-c419997207eb"
},
"source": [
"circles = plt.imread(\"data/circles.jpg\")\n",
"plt.imshow(circles)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UNywmnyKj7QY"
},
"source": [
"# 1.Image Cropping"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8Q8BWdYDj7Qd",
"outputId": "8b125a2b-a557-499c-e7a2-d026ec47b07c"
},
"source": [
"patch = (300, 200)\n",
"center = (190, 220)\n",
"cropped_image = cv2.getRectSubPix(circles, patch, center)\n",
"plt.imshow(cropped_image)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Zs8PtFKhj7Qv"
},
"source": [
"### crop function"
]
},
{
"cell_type": "code",
"metadata": {
"id": "d-J5KR5Bj7Qw"
},
"source": [
"def crop(img, center, width, height):\n",
" return cv2.getRectSubPix(img, (width, height), center)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "gXF2fLfVj7Qy",
"outputId": "3247e698-6244-41e7-b6db-84c608bebb9f"
},
"source": [
"cropped = crop(circles, center=(190, 220), width=300, height=200)\n",
"plt.imshow(cropped)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iBAmNkjlj7Q0"
},
"source": [
"# **2. Rotation-cv2.warpAffine**\n",
"- get the transform matrix with `cv2.getRotationMatrix2D`\n",
"- params to `cv2.getRotationMatrix2D`: center, angle(+ -> counterclockwise), scale"
]
},
{
"cell_type": "code",
"metadata": {
"id": "lU6PSldWj7Q1",
"outputId": "0610a0fb-a5fb-4625-c6c7-2f5e0b641115"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"center = cat.shape[1]/2, cat.shape[0]/2\n",
"angle = 30\n",
"scale = 1.0\n",
"\n",
"M = cv2.getRotationMatrix2D(center, angle, scale)\n",
"\n",
"rotated_cat = cv2.warpAffine(cat, M, (int(cat.shape[1]*1.3), int(cat.shape[0]*1.3)), borderValue=(255, 255, 255))\n",
"plt.imshow(cat)\n",
"plt.figure()\n",
"plt.imshow(rotated_cat)"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f61b96dc4a8>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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u1DXCqQLLZ0vc/KY3szo3zciOq7G1GK4RZtvmMd7wyptIGDA8mCM+Oczgpst5xetfh+faSKuHEYoiVAXdUFGROL0Wqu/QW5uhW1unsb6IakTpdbusLZ9B6dexZJ9oMsnYwBCeY5NKRHBcG7O1wBNf+hP2vOrdZHZeS0wXCDyCWzzwYgqq8IFvSyoQiSZwXZXR0QH0aARp97BswUK9w54D1/DUV+4kmUpiuj56KM7p6Wle+5pXcO3Nr2H7Da9m4rrXkC5uxjZNIsIjEYsRzw0QScbRdYmigFQ1uu067bXzWI05fKtBp2PiuB7d6hqK1UTVYmiqiu3YhBXwrS62tFG9PuFIhsbqCg9/7vcJVaeRvsRFwSVYvT7w4gkCNPBtKQC6jhpKcOhkhXAoTj6bY+vefVx98+uJ58cY3bGFRx85RKNtUa2ssXR6mu0795IqDpDM53ClRzKTIpFOIAQI6WOoF9pZhQES7G6LiLRRpEff3Jh7Hw/FOXP8Gcqr81RrFQaH85i+TyGfo1peJZ2KsTxzFkOXuI6FUDWq1Sqf/r1f5b5b/zuqY6ERbIUcePEEARp4DlR+4p3vYnJygPxIkcv27OHLX/giqXiOY888zrarDtJr1QiHBH4kyYmTR1GTBUK6QiIdIxQxNvZ0VxRUw0BB4FgOpufieg6OZSJdB08N07EVhBajXqsyc/R+IrpKYXCErdt2oCo+hi7w+l1iYYNeq4smJAuz6zSbHRrNBvWGw9Jqm+OP3cNf/f5/ANxg8frAiyYI0MB3pACZ4e2kEhHC8Rj5mM+uzWN4DlzzirexQoErXnkLrWaDaCyF5fjYVg89kUXRDGLxFJbjoigaqBpCVVANDc/zwHcRvoNr9+g067iuR7froLjghxKMbtlMPJUmncmiCcgmY1Qra8QMFV310YQklVRRlRCuY7G8vEwqlcERBr3GGn/+4V+mUZr9Rt+8L/nGnkqBwHcrCNDAcyIMhYntV+BaDmo8y8jmLSzOPkazW2J8+5VMXn4jaijMysnHWFs4QTYVRSgCVdORiko4HsfzN7ZCdnwPy+qBa+I6faxOC7vfpVGr0Kou0m6sEUno7NyzD2nZeHaPxYU58F367TZOt4cWUtg0NUIxlwJfoKkKVrtLNhGivr5Op2uD1EkndO7/m49TXTyDlC5SgI+CkMGAp8B3LwjQwHM2tHUnjlQpDA4RjoWQapRodgf1yhr9TovCxFbWl1e45cfeyOSWKTzpbpQ4NW2jGq1ouK6LZ/dx+x08u0e/3aLRqLG+PI9wenQbaySjYepdh7X1Eo12nbal0Ot2mD9/ll6lTCphkMwVUUMxfN8jpHpEDYVULsXE+Ahbp8ZJhDVScYNO32Fp9jif/Ohv8Og/fgbhWfgIEBt72QcC341gjEfgORue3EUimuSBv/sEg/k4nqKzMPsUucIomUQMqSfY/9o38YrcIFLRkL6P73jYdh8hFKQvsfodfLuLY5r4nkNpdQGz1cPtlDF9leGh7bi9Fv3OLOlwkrbt0G3VMVRJJp/FiEeI59KYlk0okSekKoTjfZKDk1hOFxSDZHaA1VKZlfPnWFjvMT4xhl2qcfT+O6jXuhz80Z8gli2ChGDCUuC7EQRo4HmJpAdYmF9ANnxyI5sZ33cDZm2OnmIjRJpMpoAvVFQBUup4fhvX85Ceh2d2cHstzHadru3jNOosTT8GegSvsU50bDOlhbP4Vg3Pt1kvr+CaNt1WnXwhTTKVQWg6UiqowiAV02h7Yaa27qFZr9Gt1xHRYeKpDLm+5GjzGK1OB9NyUTWNeqtN955/JB4JcdOP/xye0FCDjekC34WgCh94XjRDJ57OEMsXyE1N4oRinDr8GODj98v4Tp+ebeJ5Jj49HMvG63pYjTUaqzM0VmeZP/EUi0fu5+TRx5GoKELFMpJYjQbCbJHODWK4NhFNpbS8yODwAJYraHQFliWJRaJEIj6tVpPs0Cil0jqdygpGJL4xbMr16JhdRicniGhxGvUqUUPgeTahXIrH7/sKxx+7D1UBKSWXwGS8wA+oYCpn4HlrLp/knn+8jV51lcrCSaZGN7O8dIbhsQm27tqBFS2w67KDeO0aawtP07cFjUaDtdlz6KEI0WiEE0eeJp/JEikMkVJc2pZGKOSzdu4Eg4N5YtEYZr9DJBIhU8ixXmlh6Cq5bArbUQkbHtVuC83XkWYdz+2RGtiJlinw2N13omKhhFKcWqwjPZ2rDuzj/PQ07VqVSCxCqjjEj7zzfYzvPoCUGz1KihqUJwLPbypncMcEnrfUyC5e87ZfIj80jmoUKLfqxFJpfAlnjh7FXD7ByQf/isXZx+i3JKcev58QLtFkhnQuR6teIxWPoSqS1vI8C2ePYpdOsnj0UbIJHakI4rk8oWgc2/HpmR6q4pOIx+laPh3borpyGiMxwVA6iy19lHCW9dIa5cWTjA/o7L3iajw1SjSsYpkNMskY2XScwcEi9WqNtaV5bvvMH1NePIsvZbAIXuAFCQI08IJEUzle+dPv49rXvoHx3dez7ZrXs9hyiQ3vpGOreAIqa1WefOwe2q7K8nqbbCpDrbRCq1YiGY+wtrhAp76Moan0TJuB0Uk6jsA2e1j9NslskcGdV2wMf5IqvhZG1QziuiAcH0Dx+5ycPUEonCCUmGBw605aDZ+Txyvc+ZWvUi+toAkNITwU+njSp2da5HN5dM+iuXKe41+7C9c2EUHpM/ACBFX4wAvm8k/vwOvnj7J69lHuufNBbrnlFmqdGrLbojx7gnhxnNn5Vbx2GcW36HXbKEIlk4yRSkXQhIZvJFhZWeLa6w7QXjxJaHAzSB2nNo9MJMjnJ+g2KjRrJVK5LK6rEQ4JECq6kWVl5SyYNol8jm67y+pKhXq7Q7MnEJogn42z7/Ir+dJttxHVQzRqZYYnx1HUEG97/0cY3bEfgg6lAEEVPvB9ogHiwhtwqjCMGh/l4Muvw1ckuXSBsGFg6DoLZ09TXz5Lv1XFsbrkCzkiIR3XMUkkU/Q8n5GRAfZfdTlLS4skx7aheJLqwmk2X34FhfwozcWzpNNJ0vkcmhoinY4gFI1qaYFua4XcYJFYvkC92mR+dpnlpUU6jXVct8/y8jyxuEG9tsbevbvwXZtEIoF0HDLxEAvHHgXPwxMCgrGhgechCNDAd0UgEBIiiRzRaJp77r6PeqVKt1VjcWWZmZUGS6s1Ti32WK06GOEsy4vrJOMRBocHcHyPwaFxGrUyqqoSixjY3RaKDjuvOch99z6J1a2TGBqn27VQlSiKCOG7HtLtksgN4wkPDQXft1F8H4lDMp8lnhnA8zymxoaIxuI0Gk3mz52jbzv0zT5Wv4Pnmpw5fD+u1UP47kaIBgLPUTAONPDdESDx8H2Vie076JouD99zB6bTZ329RbtjoWsC4Tv0+h6ldcHocJGhoSJaWCWVz1JdKZOKxRFCUMxl8F0Hic/y6Se5+qrLOfL0Y+zcvQslpNFt1KlVahTzGWyzj+22KQyPsbpWpd0sk45FyWQydJwQlXIZp98hM5InHE0SS4QQMsRd9z5ELGoQtX3SyQThVJLy3DGGdhy48IKCEfaB5yYI0MALJgHp+yhCxfcc/vN/+i90ex7jmRAL52axtAi9fp+IJrl8z1aGB4qowiUR1fGEQliL0a+0GRwco9wqE+q06NkmtUaD4fExYqkcK4uzbN25i367gWm7eLbLyFCOcyfPI0Sf7MAQzcbGIiSqaiDRqddWWSlVSWezTG0axBAe/V6Pp59+FAUVx5WsVTvkkwXK62X2TUxht9bwUVClDyKomAWemyBAAy+I/HqHixCcOnGCP//Tj3PXXfezZXwYw/MwhcrY0CCm5eDbfY6eOM+5cysYms2P3LiP7PAUVq+NEtHoWX2q84sMFPPkioNYvofbN+m0Wmi6QrsOsZCOIV3avSZnVpeJp9Ns2XeAypkZLNtCUSX5gTwSyabtW7nywHWUK+tYrk8olsOIxbn55hxfvvtRGpYAq00yuYmh0RG6pkm9tMI4QXgGnp8gQAMvnITjh4/w4Q99iPm5OeKpNJbnEQvpaLkUK0uL9LttLNslGo0SkjbX7t9LfmCUI0eOMToxQUbxQVgUxop0Oz1CPYt2tU5XuCRjCXA8LKuOo4cxNIVwOEwhEoY+NMtNGq0aDctFVWI0qiboPsMjU3RMh7bpkh8cxPUUGrUa1bU1Wh2buukxlMqQzaQYHBpirdFBj6e5FEakBH6wBAEaeM6+UeqUEtu0+MvP/AW/+7u/S0jTUTR1o3c7alDMJai6TXbv2kGv3WKxVKbVs9ENyeLSKq7jsbZeIxIO4yaidHo97E6bZCLC0blHSMWzIHy63SahcIR4KosESmslXNelkM3Q7dcYig7hjkxSjOgszK7SN6HX7LKy8hghLUU4GSEZ69E1LR5/6mni0TQh3cC1bYqpFJGwhpEdYUtRpVdZQUgHghXsA8/Dd6yvCCE+JYRYF0Icf9axrBDibiHE2QsfMxeOCyHE/xZCnBNCHBVCXPliXnzg++PZBTPf95k+cZJf/sVf4lN//glUVcVD4jgOum5gOj6hWAJPj3DFgZeRzSfJxSO43QbtjsXsYoOj0wsslZqsrJYpl8ucOzVPNj/AeqlNu+WhKRqKouC4ElVROf30E3QbZVTFZ3R0BE1IIlGDtfXGxuD4bp/h4WFiMZ3hwQJDA2niSQ0h4Oip8xw5dprxiS20TZdqtUIiFALTp+1Baf4MqoCB4VFsy7rweoOSaOC5+Y4D6YUQNwEd4DNSyj0Xjv0PoCal/KgQ4teBjJTyw0KI1wG/ArwOuBb4Iynltd/pIoKB9JcgCV+f3yilh0BFSsl/+LUP8ujDj+C6Lu12F6lIFCEwNB3bNkmlUuzfUkT1OmTTEW647hr+4ct3sGkozyNPn6TSd4j7FrlCgYiuk8Iikgyz1rAZKWaprJcYHc5SKndpNOqMDySIxjR279pFOKwTDoWQho7huOiRDGuVEqoR5tiRaRTNJ52IUWl0uWz/deSGBplfrrB4fpZez2H6zDRDQ0N07SY7tk4xVBgkk88TSmYJqQqEwmx/5btQFf2i/uoDF9f3dFtjKeWDQojJf3H4jcDLL3x+K3A/8OELxz8jN1L5MSFEWggxJKVcfW6XHrjo5Nc/XEhQ30egcO+99/LRj/4P+s060UiUcrmMlBLf8VB1hW63je/72LZJyFDB0ylXGjx9+ASaYbC+XmVsuEDekUwW07S7dayuRSEZoeMprDb6uLRoV/usVFZQNI19mzIUsjFs08YzTUqdGuloAt82abVadPpQa1bIFiZJZQeZnT9LPj9MOCQx+3WeefIMu/fupzRjsuvKKa7YO0KnZ7H3wEHiqQLLc9P0uy1WFxdBk5iWwrabfHzdQxFBVT7wnb3QNtCBZ4XiGjBw4fMRYPFZ5y1dOPavAlQI8R7gPQDj4+Mv8DIC30tfr41I5IUFkH1mzs/w2//1dzh1/DiZeARDN2g0agghUBSwLBcQ2J6PJkBXVY7PVtk9nCCdLLK4sEw2n2a90WWqEGFgoMjM2bOM5HJktuXQwxrPHDrGQFSQUF027xxHES6GJjFwSaVyxEfTNJtVMtkMbRuyiSGSqkY0HcJ2TVbKbebW5giHVGxfsGvvNhyrx2A2x/nzM4RVj6Xzp9m8Yzebd1/GWrUEukp8cDvWwkkKwylS2RwP3PElaquz5EemQAsCNPCdfdedSFJKKYR43o1GUsqPAx+HjSr8d3sdge/OxrqYEqFc2C/I9zl35iz/z/t+hXbHJBqJ4Loujudhmia6buC6Lrqu47oeuD6pTBLpOFhmD1eJUasv0+nZuKi4jsexU2uslmsoepj9mzbTsdv02j0G8nHGxoqgxtBUl0wiTLvdwTMthKGzvl5CVRVK5TqbN29nYaXMI08cZaQ4iN0wOb26TCg1QK3V5ejRY7jmONu3baWtKKTUHtHCFlzPp1Sq4EuFWDoOzVVctUUiHqbTrDN3coHtExMoromraRjSARFU5QPf3gsd9FYSQgwBXPi4fuH4MjD2rPNGLxwL/ABQhILwJQLBH/7+H/Dun/kFWp0+Zq9Hp9NGSh/HtrClwLRMUBUURaAIUPER0iMaiyCF5NxSne1bp7DtEOVanXLIxzTnAAAgAElEQVRlDdPT6Hf7OGaHk2fPkEsP0Xd7JHNZJiY3k8umUFyf5eV1ktEEnZ7L3PklhFTxfGg0etz+5btprC+RS6RZWijRAzLFEVrtDqqq02r1EJqk1a4R1Tzi8QR6WCeRTqG4PQzh0m50WC9VUPHRwxEiIZ2woUEmzfz0EVRXIkUwQCXwnb3Qu+Q24N3ARy98/NKzjr9PCPHXbHQiNYP2z0uf9DeGJ/m+z/z8PB/57f/GiZOn0DWNfreH9H10FfpmH9d1iOkqnb6Fqm2U0NLpOK2WR6vboW912bFzD9W1NU7NVAiFFCLRFMIN4fU94rEoKD6riyX6jUfwhYP0FY4em2VsNE+tXMcIhVlenUa6Hr5rU612CMUjmGYP34GzSw0MI4Snhpmr+OC3MDQFXXaZ3DxMZ7VOZs9VNOotonisrpVxW6ts3nUlueIgi6slsoVhNFxs10YPRzDNPna3jXRVFK8LWhLflyhKMKUz8K19xwAVQvwVGx1GeSHEEvCbbATn54QQvwDMA2+9cPrtbPTAnwN6wM+9CNcc+B4TisA2LT796Vv55Cc/ja7rqIpCt9PFc2zwPXxHEAmrNPse+3aMcXT6HMLxiMSiF6r0GplEhmImyuLcLIlsnlrfY+/mIvNz6/S7JgP5FJbTJZ9LU2rV6ZttIvEwjUaHeCrB/FIT3zbxm30QGsvrNdAMXM/GWalj2Q6+H8L1JaoaJaF6dByLicE4e7ak2TE1xfDWbdh9i1a3QiQcom86TO26nFYtj9Vp0hCSWmmVsK5j2S6DIwN0Om0GRkawbEGl0WZhfo6RLbtRBQTjQgPfznPphf+pb/GtV32TcyXw777biwp8/91yy+vp9XokEgl67Q4AnmOhKgquJ+n1uxTzQ3Q6Ncx6lX7LJByNYlk2mqLge1CtVeh0w4QMnVarhaGE2b7lSqZPLxBNJghFQ2hSYFuCWr1HJJpgeblFMq6xsFyib0s04aMoKpVGjaWWi666mJaL9CCbDpGNh6Fnsm1LhCv3DJJMFUgkEmQzAyyVFtDDKRqNZSa27mLpxCmGx8c4dfQo+dEB2n04c+4om7dMUS8toao6q0aYYkKn61qUlkucnytxxcslPiqq9EA8azxXIPAvBBN/X+IOP/0MP/76N2OaJhEjRKfZwrIsyuUy3U6Xfr+P74OuGzSabVxXIxRJkM3EEaqPKhRC4TBSOgwPZElGdTp9E9fqU6o0+Lu7H+fyfTswdEE8nSFTGMTxfEYmRkgkE2iaR7XRRzGSSKEQjaWp1B0WmzbZVIKkIUkYHuMFjfGMz77JMJdvS3DTgT0UipPMzc3gOj0euPduSos11laWoNvkmXvvpd0qMzM9QyKisHBuntWFEoPjW6i3TSr1DsWBAXq9Nl1HkMoP4dp9csNjzJw9ja4AF4YyBSuEBr6VoKX8Jcp1XT76kd/j85//PKFoBFVVaTabG22hnocqFFTNQNMEhqph2z6ddheBpGubZBJxvHobX/Fp93vEImFMy0EIgW17JGMROrbLWqWFRLJjx3ZSuSK2aWJ6Eul1qa2tkU6FMQxYW1snn4zheyaZXJhEzKOQUBgd2YLEJ6x46JrO2Ngw3XaTTm2daFjjwFUHqNdLXHvgMlqNPt2VWWIJQSgWQSTzTAxkOX3kacY3bWIolefYM4+x5YrrkEYCVddIiBZKOEm73adc7aLoFmuzx8B9I2gh8N2N3vigEBr4JoIAfQn6u8/fxp997E9odZsYkTCapmGZJkIIdFXDQ6CqKqFQCNPs0em38T2JovjkMkmGczFmu01iYRVV1+j2LRzTxVUihHXJWD5GrdPBMGLUbMGjp9a4bCLN9LkZ4qEQ+UKR7Tu2M+09QyQsQQr27d6EY1sMDgxy5uQJBgZ3kB8YwIhEWF9dJh41sLpdVCNONBsiGdExUWm1GhQKeUqrq+TTadBS+J6L7Jt0+xU+9+B93Pyq15POabR8n+t/9K1Um01C8QJ23yQk2nRrFWQowekz82zbPsX8yeM0qmVSA6MIoaDgEbSFBr6ZIEBfMiT33nU3H/7gr6FIhWgsQavZAgSOZWNEwoRCBo5nY5sbJcler4fneSgKKIogHougapJKpcFgLkel1iIcUYioCuuNLn2zTzFXpNftMjEyxOLyGhPDg1QaLf5qvswtV27GURTmFhZptxqkc0XC8TB7d+/k7MlTDA3m6LU7XHHTaxgaGWXuzHGkaqAgKBZy1IWPotg01issn+9iml0MV2ForMDwphGIZuiVzhGNhth9xR76UlCYGOHc8ccRZ2P4/RaLo5soDgzheCXGN23HyW3CLi1y6umTrJXLaKpLfmCEmZOPsn/gJ79RjQ8EvpkgQH/oSSyrx8f+95/wiY/9GZtGi6RSSZZLVdy+hRGJ4nkeurQwpMT1fBSh4Hgenufh+z5SSnKpKOGwSr1eZ2p0iEwqRqdj025VyGUHsG2LvmXTNz18YbBSrlDr2lw9lGNQSoa6Dvc/dYxiLsemkRyOcDl9+iRzi03OnjlLPBJldOsO8vkBzs3M0bfOUVpZZ/81B5C2zbHp82QSSZqtFrFIjFJ9nZtuvJrK2jw9s8fycpVouM3aapn81DYefuIYg7ksR0/NkIkqbN+3g9L5ZeorC/SbJSwtQa9fR6Ixuv1qGs2HePfPvA27WUHXQtQWTiPNNiKcuNh/wMAlLAjQH2I+G013737ne5k9M83kaAHdkKytL2NaPoph0Ol10RWYGs4hVJVK3aRb6+HYFp70cT2J8GyioSQqPtIXtFpNxsdGyBVaeLKL7fQJGQae9Gn3TDqdHgMDeVp9j/nFVfbs3EIurbJ38xi3P/A1FlbqmH6KlYUaI4OjhMMx8oUsjz/yOPlCinanjddrMzw4yJEjxyiXltm2dTOPPvwES8trhFSFPZdN4no+1bqgUm9jW+tcvneKSC6HQ5iRy67j1j/5FK99xQEWZ1cxjzzN6MA4SW2Q6toCm7aPU2k0Ufo2Xzv1WRKRCJ36GtmhIsPD21lbnqVUWWdwNAjQwLf2gxGg32GPGhlsR/tN+Bx5+ij/8YO/ztrSMrmkwpbJcU5Nz9JzdFrtNl3LASHIxKNsGhtmrVKj0VxF1VTazQ4+GpFYlLCmsWliFDUcYvXRp5G+z/TpaXLpNPFICF8oGHoEs+rSbHfRozqNWgPF7dPqhNFDERTfxtAFN12+k1MzSzwzPUvUs5iayHPy1FlCEYPSapVHHnmC/GCa0cFBTj3wNabGholoHudOnyaVNNixZT+aEUZ6Xe65+yH2XbYNRYtw8KY38lu//ylW7T4DsVG2ZB/hdQevQokp5AppQqKDKmziqQTjW19Bs9kk3O6RGh1ny/4xGqV58sPDbL76tazPn2ZgcisGgo3Nm38w/k0C33+X/J0h/Y1p8t8sH58dnL7voyjBqCwpPYRQkVLwCz/7C4Skw2tethvXrFOr11lrdOmYDp7rI1SVkKGj4FJvtDDNHls2jXF2ZoFwSEcJxUF6DORz1CvrjI4MkkvHqDe7jA5lMB2bsK6jqAqVehfDUFE7IHyB6Xrs3rKd8wsznDp9nm1Tw6RyWRrNJm/7yVv43BfuJJ+IomoaE9u2kikUSSWSxGMGyVSUerXFyMgwW3duo1srMTIyjJAe9Wqb9co6XbNHfrhAtV5haGCE/+/jn6PaVhnP5tH0KuV+lMeOn0bDZTSfYO+BA9QbJicOP040nUCiMTU1RTwKjfVZCkNFcoObqcydwel3qDUbDG3t40sVJRgLGvgWLtkA/frKQOLCVDrP91EvBKS88H3x7POE+Fcl0ZdSyVRK/8Lr3VhF6Y//6P+QSqaI6R5HjzxFKrOJU7PzOKg4ng9SogqBY5lYQsHpdZgaG+Ls7BLRsIHvCzzp4/kevV6PUFRlatMkx05M07Y80ukc+XyGWmmNaq2JqukYXpd8Nk6z2yOWCLNeXmF0ZJit43kcy+LEkePEY1GOHT3N6177Kr542130e12ymTjdbIIrdu8klYiSL+ZpNRqUS6ssrlU5+LLrqVfXOX7kSey+JBKOsbLaRRHQ7Pe4/YlVqo0Oe6ZGuHJ7hngixh2PzOLLDhFhktm5hb5UcVWPaDxMMhplbWaOdj5HOKwhzTbrS31alTrNTpf86BAaEZA+rgua5qEEc+MD38R3XFD5++HZCyp7nodQFBQEvvR5+tDTjI6OMFgcAEVspKeyEZbIr69byYXS59dXsRT/LFh/6MmvL0EnkL7kV9//AW7/h9sJGWEUp8nk+DBr5TrL9Ta+FAgEvuMQi8WJhzWEtHnZldvJpXMIVfDYM6dYq3ToWS6W67F7yxjDWQ3Vd3Fslen5JSLhEDccuIxETKff7XHqxCyegEa3T6vtgKqQiiobWxQbUYYyMSbHRxH4zC4vMzw0SCQUY7CYYWlxlm3btjJ39jxbpsbpdttk0jHCkST9Xot6tYL0PUKaSjhk0KjXOT69zPxyCcuFZCyKcLtMjeQQSohsxGJidIRQNE5yeILSWpW+2eGG1/woh776ZRS6xBM5oukiiqYipEssN0pzbZZ6o8zk1j2slxuEckPc8KZ/gxqOI0RQBn2p+J4uqPz9IqXEcz00VeW+e+5DSMGTTz7JkcOHePRrj4IiMIwQ45PjvPrVr2Z8fJI3v+UtNJp1MrnshRC54MKd/s1KpT9UfLnxpiLgwgbtfPBXP8RX7/wq0XAETVioeozFtQa1jglCR/guuqIgdIVE2GHT5ChhI0KpUmWtVCUW1tm6eYpy7Ri+76HiUimtM54fwjL7RBJZDFWhVq/x8KNPMVzMsGvbJlTVp91xEUKQSRq0TR/FiLN5U55Dx6aR0iNTtImFFPL5AVZKFeKhFoVcikq1zc2TWyitlQnHUlhmDwEszJ8B2yKdyVEu15hfmsdCQ1MUHMfEMDQ0TRCPh9HdPvv3bQGrRTJfwFejtLs9/vHL9yC0ENvGEzx87x1kCwP05o/jJwu4UhA3opRWZun2PMBldGScWGIUd6nCYCKO4/TQw/Fgr/jAN3XJlEA/9YlP8t73vIczp87i+R6hcJhIJEJEVfFVgWW5aIqO51pIKXE8F4RAUxQi8TgjoyO8813v4Ede9zoGBgc3QuVZJdQfxhCVF/6pv76a0jvf9k4OH3qacFgjEw2hGCrNZpee6dG3bHzXQ/o+ru8xMVJgcixHWINqtU00FtoILl9j5+4tPHn4NJVmn2QqRkwV7Ng6im32adTrVOpdOpbH6uoK1+7fR2llgb27t7C41MC2egyNDFNtNJlZrBAOG+QzKc4trDIykmNyoEg8YuBLj0jEIJfN0+s6OI6DFvLpNupEFYfh4SKRWATZ7eL4gnanx+LcAvF4iGazSr/voIfjrJfKXLG1QDyRIRQL4zkWuqaSTMVQIyEKuQkeP3YOt9/nmn3bUZMJVOkTi0WYW1pndGSY2enj+N0GiWKeid1XsTAzg7A8spu2s/8NP4sikiiajyfUYDj9S8DzKYFeEgE6OjIi9+3cy8riEoqioOgajuuiCo12u43ve1g9c2OVIA0UFCzHxhegKeqFWr3Asm0cz2ViYoL3//tf5aff8Q7AByEuFNJ+eNpHN8ITkIJ+r8f7/u37eOi+B0nl0kTx2DlZ5OxSk3K9QbtromkaEonrS3QVBrMpXv/aG+m1G7TqZZ46ep6x0QHGRofotpq46JydW6XT62IYsH3TKCE9xPLSAnoowuJSmVK5xL69u5gcGaDXqWIYMXp9h9n5JbZs3U6lWWdmqUw2mcIIGxiaiyolV+7dRaVcIqIbFApZVCXEem2FqB5ClQ7RiMbO7Zvp9TucOHaUldUyuhZiz66tjAznUKXk5InTtNs9Ot0eIwNp8tkspWqFgy8/iOO6mNVVOqaLYkv8bJFzM7N0WibjgxnC2TTJSJRMPs/64gqG5tI32+QzAxR37MVutem0WyxXK+w/+BbGrrgZXThI9GDb+JeA5xOgl8TtUK1UmTl7Dh9YWF6iXmsiPeh0Ohsh50M2myaRjGKaPRrdNqZjY18ITKEIVKERC8eIhiOU1tb40Ad+jb07d/Nb//m3EBeqt//SpfDm8Xz5/rOWtpBQr9Z5+0+8na89/CiqYdBrmsTDOtVqjU7fwrItNH1jLrftevhIkokwuUyMM6fP4Powt9bA9lWanT7l2hp9x2ZycpxoaKO81e1a5AuD5HNZxscn8H2PZFwlGguzuLhCvd1mdGyKer1OJBICIZg+cwahaGwfSZBPGXiOg/Q8VCPCibMzLK2vIzUNRdWZ2raJaw8coFAooIejRNNF1utdPFeiqjo33vQKjHCYfKFIqVTC9z0GhoboOoKR4UHSiRDpVILRwUEee+hBzp88TrvnooUEruqwev4I4wMpbrz55WSHNjOUShPPFonHsjT7HUQoysDoduLFEY49dYhPf/xWFk9PMzkxRSQSQUoPXxEIRYLnXKS/fOBSdEmUQENGSBYzeQzdwDRtIpEIpmni+z6apl2Yo+3jOg49y8b1N7bR/foe5ZqmoWsavpQoioIQAk3baCtzPQ/Xc/j/2XvzIEnyq87z8/PbI8Ljjrzvuo+u6qu6pe5W62ohgYTEmLTYgo12YKXlWJgFG4aBHcDGWI61WYZLCAkEyyDtDAMMYgRi0QpJLal19t3V1XVXZlXlEZkZGffht/tv/4hsTYuBXYFJqITqYxZmGW7pkR4Zv3j+3u+9933f/wM/wA/+8A8zOT05TjLtB/fKvhf6jeSRvviZJUnCI694LY29PaSikKYSkUbcd8cCV1d3aHsJSRiRIsdjNxSFJHJ58M7DOLbG9Mws166tkkiFFy6vY9sWx4/O4dgZysUKURrx8U8/hUSyOFNFBiP2Ol3uOn2SVrvNhQvbJHjML8ww6vVYml+gkLeIUsHG1h6tzoDjh+eZmS5x+fIaimZwo9GimC8xX7EI4pi7Thzlwuo1LE3n9a95Dd1Bj8MHj9Le2+Tic0+xtLTIjeubjAKPYa/NVK2AiGGvuUsah1QKOSxDQTcMoljFH3a4/8F7KFdncLt9QkvHUiIGrqDV6zK9dIJBZ8Rg0KCcdxh5AaOhx9TUBFKJMBSNIIw5dMdR9ppD5o6eoXLgZahqikTltr7yP36+4UJ40zDl0swSg8EA0zRR1fEIXdu2qdfrpDJCkZJSqUBnOGToumiaAYAuBJqmoigKqqoB4ktemhACVRUIoaKqKgKVVnuXn/rpn+Ynfupfo6jK2DH9/yiFuiWR8ME/+A+8+zfejRvEeCOPgTvCydk4WopQVLqewmDYI5PJ4HshCInQTYqOwULNQRcpqQQZRyRSZa2+h++HqEIwNVFkolKgkFFJFYu1zSatThck3HFkhXp9i0azDWmMFCpe4DM5UWOyXODkwWleuHCeqYlZOm7K7sCnVrCQJByam+Xs1Q2avSElx+Dg4iSqalByHGamJlg5fIT6+g1yTp5Bd5f1tVXcwYDGXoNcvsChlUmS4YC8Y6EZWRr1LQYu7HX7iDTAyTk4psJUNUshn6VWq7B88j4anZSRP+CJT/wFEyunqc1UsXSHna0r6GoWXfXI5mrgNplfmmMkLa6t7nH1hXNMHz/NO3785xBm5uv9qd/mH4hvuBBeMA5NM5kMw+EQz/PQNA2kJJfLYekm5XIZKQQKgpxl42SyZGwL27bQdQNF0UiSlCgah1hCKCiKQpqCQCWKYqLYZ2Zminf/2q9z5MBBfu5nf25fUOOv8/W/qfytpJLf/a338e7f+E003WQ4dOkPRsRSkMYJTrFIZxTheT62bWOaOoapoSga4aDN4kQFW1dZmJ0BRSNIFQZeiKqaCKGxtLKMaVpUKxXmlw6Qy2aI4wBF18naJtuNJoMgJV+oIFSDKJLYVp5ms43jZHn2ubNUS1XyeYtKyabd6bG108JQNHTDwNElK7NVOq7kxs1tLl26xrnL13nh/EUuXbyIpgo+9vGPM7N4FM3IUKlN8cADDzM7OcWgn3Lg8En8MKHVGuHHJjutPutbDUynSuTHTE1XqE7WsEtTXNhyefSvPszejafoNS7zurd+J0sHj6HrGSSSw0dfBjIkDCKa6xfIF3Ns7XX5z3/yQR79+F9gFCyO3Xkn8vaEztv8LdwSBhQAkRKGIQC6oWPqKqoClVIBU1dJIp84SrB0HSFUdE3D0Ax03QQEuq5j22NdS10zURUVkAiZEsU+UeRRLhcYDl1QVPyRz2+/57c4dfwOhr3xXmuSJACkt4BX/rcxHI34+Z//BbK2Tb83IE4kqq5hCgVShc3tNl6YEEYJQgiCICCOQ8IgROoZLq/exM461Fs99lpd9rojGq0uCpAoKmtrqzSbTVIpaTR2ueuu00xO1EijmJEfs7ndIIwS/CDAzjgUCg5e6BNGMe1un5On7+bOu07juRFp4nPX0UWiRNAaRXzx2Qvc2NrByBTotNuMvBSZqgjNYG1nly889SwvXLzMAw8+yKC1y2DosraxxbPPnUU1NB569UNIJWG3PeDajZt8/oVVGq09lpcrTGUCTh0uIxWF5y9u8Ku/+xG2zp/j2F13MTU7iSUU/GadJG5iCAPdtHj6uaeJU8HO9h75nIlTqnDt8iVOH1zi5ENv4gtPXuDK1aukQt5WVb7N38gtEcJriirL+RKaqiPFeE+z3+tRKZYoFEs4loqhSq5v7uCnAhVBxrKBlJHrolvWfriuEoUJhmHg+S6KTMaZe11ByJSJcpGt3SaxTAn9BEXVMAyLMAz5jre9hV/8338RJ58HcYuVPe3Xew76Q97xP76DqxevsDxTZWd3j8bAI4oiTE3D91MSYhRVQRUg4wTLNonjaCySrMCh+Rq6Kjl27Cg3Vtc4u7aLkAmapjOKIgxFcPepo4SjAXMzE9i64LkrGwSRpNXuI9MEXQiSdDzSOIlDFFKCMCaJfQ4fmGdussLWxjZLi9O0+iO6vs6Vm3UMTSdOIlBVwjDFsAxmKzbImJyVZXZ2Yl/AWJC3TQLXY3luijgKiROPmakaN69fp9Pus7PTIJvL8ZoHjlLJ6mxs7VHfbWBbOfZ2Otx57zLHTr+M3b02ut/DyFuUpufZ3fRRnApBlCIjn72Nq9RKWQxdsLtbZ3J2mff9p79ibX2b5aVZPF/y3j/8ELXZ+f0Bc7fQurjN14RvuBBeVVVcd0giE7T9ZFCYJvSGPXYbO+w2mvRdyS/90q/wnf/dW5mamca2TQxDp1gukrMtHMukkMuiqxDFPvp+26eu65TyNvffeZRSqUQ2Y2HqGkKkeF7AYDBAKJI/+9MPceTgEd7z7veQxumXRfEvSrr9Q99skhczvopASvjRH/kXnHvuHHGUcP7aJokYawVoukkUp+i6QjZjomoKiqahaBpBGOEHEWEQoWmQyJiFA4dwvT673T6WquBk82iqhqUapInO8+cuMgxGrK7W8cKQ++88TilnUMjo2IaO0DQyTn78OUUxcQq2qZPP5Wjstnjm7EWsrEOxVKaYs1GlSz5jgWKAauJHYJoGaRjQG/hU82XanT6dwZDllRUOH15GCMmBA0v4QYhuaBw8eJDLly4TJSpRkqBnCmiGwPP7+GmWMAw4ceQghw6tcOpkhYnpwzz26U/Tq9+kPJ3F1iv4PRfTilFTH6EoNHYbdDtNGjvrbGzcoFSq8bFPPsY9d6zwI+/878lYNpZhMxp5SEUZ38huc5uXcEsYUJAUcg5SJoxGI3r9zth4KIIkTWmPXNZu3uB3//3/ya/8xrt4/JknePbSeX7n3/8er3r1K7F0DU1TUJFkTB1LVVFUgRL7zFVslmem6e612Wu0iOOENJGoioamqygq+L4/Fg5G5ed/9uc5cfwEz589RxLEXxIp+Xp4pIqq7vf9w2//5m/x2Cc/hapq+GGAVAStrotEIQ1jijmLQk5julrA1sYnpWlKlEQkUoKik3dKZAplzDRE1zQma2XsrMVgOML1fQLfRVFidMths75DrpBhq95i0G9TymrkMzphGNJud4iiCD8c77VKKZEIqpU8Ts7G0FVCv8f58y/whtd/CzlTwbFUZByiyIR8VkMlQiGlP4xYre8wuTDLzvYeTz17ljBIyDoOxUqFA8dPkMlnCZKE2tQMiiZwvQDDNpidmaJSO0Cj5/KK170G28miKD52cZbHP/t5Un+E1+9z7ux1NurX2Fq9QOgNEHYGkgDbyaLqOhlDxdIVzj1/lpmCwcLcHH/0sSd4Zq3J/JGDLCwvjr8o++3Ct7nNi9wSBlTXNGQak8QxUqYIQFU1knh/sUqJYVt84YtPsrOzTaooSCT3v+JB3vXe3+TTX/gcr3vDt6AZCtO1KisLCyzNTnHk6BHsYg2hjVtAUSGXy6IoKqkiSIi/XIyEBIGg2+rwyodewcOveJgXzp5D7hujFz3RfzgEQsLjX/giv/bLv4yl6MhkvBmXxDFCVZEoqGrK/NwEhxYnMUSEbRiEoU+cphBLEplgWwovv/sYauASBAGOnUUmKYamYdoGSIllWaRpSrvdpJSbptms4+SK7Ow2OXzkKLppkM/Z5LIZmq0WQggmpqYZjHyKpSJ+EDM5OUUu5zAzPcPBpSVa7Q5n7rqDUk4n9LsoJJgKLMxMMFmpYFsWjb5L4PqoisrGVovrN7aoN7rU99qsb2yS6jkQGovLK4xGI1YOLgMCU82yvb2Fk9M4e+4axYl5Vq83+OMPP87Za7t8/IkdVo4e49jRQ5SrNWYOniDxB4y2LpLL57CdCrWpecI4xQs84kgwiAR/+OFPcmN9l/NXr/Jnf/7/cPHcc1+ym7e3Qm/zUm4JA5ovFIjjCBXQNAUpFDRNx7KscfnRfj2naZk8+/QzqPuti+NuHBW74PCLv/LLfPDDH+Lt/9P3ottgaZLZ6QqBPySNQ9Y21hmFPp2BR5JIBAoZM4Ou6/812RJFCJFiGDqFQoGtrS3e/KY38/a3v53hcIiqqMh/wK+QQNDtdPjhH/whVNUgFZCyX+sK4/1EEVEsOiBu0fsAACAASURBVBxbnGK2ksPJmAxdd1yBgCQlJatr3HvqCKuXL1AqFZCqhiqT8YOEKApQFOVLJVzZTJbNZoNadZIgGnLs+Ak0VWdlYR5LE5SLeQzDQCgKw6GHaWVo7LW55557SVHJ5x0sy2Zzs87ZZ55EVxVWFiY5ND+BoSQM+y6dZhvbUrj7xDyLUzUuXF6lUCixODvB0+cu0+q4fOKzZ7l+YwPP9UlSwZWr1zl69DhJklAq5NlrN7l+Y5tSvoihxNRvXOXC6hZLCxXmpx3+ySMn+L0//jCf++xnuXT2GXaunUUlRjM0ItenkM2RjEa0Wx18P8DKmtimRt6yUGXIXUfmeNkdy6iaDjIG5FiI5RbIG9zm1uCWMKDFcplve8MbqFWq6KlAE4KsZX8pDH2xTlPTFN7/+79Pyn/dj0xfNGlCMDGzyHd97zv4Tx/8L3zP972DYb/PVLnIwlSZk0cOM1spMj9dwzI1hBSEUYoqJYqqous6umEg5HjPM90fZyGE4DOPPsbxQ8f59je9GQX1v4nivpZfp3e+4/tIEOPef13Djzxs2yKTscnnHBzL5MhcBRkOqe82qLdd4nQc+ucyOSzLxsg6bG+ukygGV9bW6bb28N0++VIBw8igpQoZUxDHMXE89sqVJGE09Gm1erRbXS5dukxrb4eiY5ME/njsRwyjkYuiaszMLXDh4iUEMXMLc2iaRmWyxu5eC3fkY+saxw/NszQ/ST5nEykaO60+3U6Hh8/cwcGFGa5u7ZDPWRxamsYyBJ434uZ2kyefOcdmvYEfpqSoFJ0Cm9sdtlsDZpeXQRVkCxWubnQJ4hg9dRmGcP7KKi+7/14s3aY6tUBx7jCFxZPMLC2CKtENg1RXQNHQFJs0ltxoJDx/vU7ZybFcznLHsYMcO7oyno20L6Go3EoJxtt8Xbkl1JgymQzv+f3388wXn+ATH/sYH3v0Uc4+9yyVco0kTYlkBOlYrelLqk26BmKckf8SYuwjqFaWt/4P7+CBV7+OD7zn17h08QVUVBYmK0SRT9aosbbRJEg10jiGJByHxEKgqApJkhCnKUJRCHx/3J+vqpw/+zwHllZ445vexI/9+I+xsLAIYt+Y73uFXz1S3v97H+DalVWiMELTdDRFsjw7hZOvELpt+oMAy1TpdBsUnHm2Oz6b9SY5OweaQhiGSKkgwxBKRQpOjulaCV2V7PR8fDdGxWdmKstWvY9Mx3W0KeDkMqhaBkc32NlpcHBlgd2dDQ4ePMD6J74IMiUIfCIpKWez1HcbFLMas9NVJstVOp02ihKwtLTC5naD1l6DxcVZFiaLjLptVnd6eFIlCkMyWYdquUDLDdlpj3jtQ2e4fOk8+YxCzjbYafZQ1XXmJsrY2Sxb6zfZ3Nzh0NElBr5Hoz3iU49+hmolC1oGa3KRL/7FF6kWanz2yhewVMl0cZ1jsw53nDqOoirYEysILYuu6WTKJZ547hoXV3fY8wSDQBL5exxbWGKmWuTG+jrLh8vczsDf5q9zSxhQgEwuy8tf9TBnHnw5//Kn/lcee/RT/MS/+glanQ4IQSokaZKwsLCApo4Lm/+m5TwWWYZYqkzPL/Pjv/CrXDz7BO/9tV+nv1dneqKKZXu4wxHNvscgiVF0A8uyiKOxKpCuaYRJ/GX7ggCagCAI+PMPfYg/+A8f4Nixk/wvP/IjvPU734rcN7gv8pUq5P/NnU8Jn/7U53jPu9+Lpo27sgLfJ0wCEl+lXAmxZ2qEYYxt66RxxKXVmzTbPTRdIyIljRPS/bpWU1cp5SxsNcXzBmh2BkNR8VIXx8mxtd0l4+hEfUhSqFYrDLot6jvbaKqkWspx6dJFjh85xJWrq5i6AekIRRVoqsHu7h6ZrIWrQX2nTaPR5i1vfITPfeYxut0+xWKRQ8dO4uQs0r0Gd586gVCucHW7S3sUcG19l8Drs7JygBcuXyPwPWZqBY4ePsjsRI3Vm3UUkVKZqLK502Cr2WPl8EHCOGGn3qZQnMaVOjcaknrL5cLNc8TWBNuDgI1OH+KUjW6GjeYQD4sZR6XsSyYVg6Eb8sz5dUZexDCGkeszUy1jRj6HDs+jqRHDvR3SlRhFu2W+Lre5Rbgl6kBfKqj8Ymvli4ZFIHBHI/r9Pt1ul6PHjn5Fuowvnj/OEI/ZvX6Vd/27f0ensUnBydDt99jYbnJzZ0SUjJNEKOq+ElSKoqhfKq5XFAXPHaAoCrphkoQRQoJimqRpShAHfNsbHuGn/83PsrR8YPy39+tJxUuuiZc8f+m1pkKgMlaWf/WDr0NIhXZ3h0zGYOQGjEYBgoTDS3PUCgaWoRJ4PiEpnZ5Lu++x1ei9pI1VRTU1SCQrU2WW5idxRz4ZW4ckZHl5kc998XGanR7FQol23ydKBEPPxzQ0ZidLFHM2e80Whw6s0O80mKyVkKhcvr7NYOjR6g3R7By9Xp/JkoOmaUzUyixNl3Db2ywcOECzsYOhW4QJ5LI2hirx3D4HVg7y0U98js2OR2/kk8nnsSwLGcXMzE6yudviwNwUadBH0WzcQZ9XP/wynn7qCQ4eOs1jn/kMqqrgBhGrN3fQbYuUCKFqOHaWRrtNsZCn2xtgaypeFKJrNhk14c6FPC+7c44DR85wZbXB9s5NwtQjcFPqrSFxEnFkqsTL7z/B7JE7iUKfh976P5OvTt72Qb8J+Ibrhf8yA/pS4yn+q7K8TMfJk7/vCpYppELi9tr81q/+Mk9+7jNYukDVTLa2W9RbXVTdot3vo2gqigTT0NENkzSJsHWBathst9ooKKhC4AUupmGhqzqIBNM0SNKIpeVDvOUtb+G73/52sk4WIZTx/pmEOE3Gr7//RlIpkUKgpimtvS3e+b3vZHOni5KmFPMWo34PoZn0hh6mpmBpCgtTVfIFg06nz16nTafn0+yMkKpJFAWoqoqiaEhAFYLJcpaKY9HcazG/MEsUBbjDPpVKhdFoRLPdx08UBm5IJCW6plPKmRxcmaXXamLoGgKYn5lgeWWJRx97kn5/RHfg4cUSP4qxLYOik2M46HFseYrjK1NkihWau7u0my2O33EnlUqFMHAZ9fbY22lQ392lvtfHj1IiNYtiGhQLRSK3TyZjs9tso2gmI9cjjSKOrCyiqAmBF4NQ2KrvsLa9TZSAZZuQQhRFWLqCn6SUTI0kTUA16bs+liIJkwRLFxycyPPq++4kloL+oMXuXo/rTRdDJhxansQUEfMzU3zb276bs888xcsfeTPHHnzjbU3lbwK+oQ3o15IXNTTTOOTRj/wl7/+t9xGHI3K5HJdWb1Df62BbJoaVxXV9yqUSS7MlRiMPoZusrddBM5GJBJmiaApJGJDJ5IiigNmZKULfp9cfoAgF1x9QrtVwnBwGCnYmQ2W/zOe73v5POXhgCcPOoEiVxx79OL/9rl+h0ezT6oeMoiGLuRwxEbGAVm9E4Afcc/Iwbm8IRBRLDueu3GDoJkSpIEolgoQ4ijAsmzgMsUyVkmOwPDPJcNDDzlj0+i6h72HbGYYjD920aXZGhOOqJ8o5GxWBYaQcWlnA9zwURVDOZwkjH9eL2KrvkaQK7ZHPKIhIUolhGtiGzkQW7j61wt2n7+Njn/wUlXKBbrePnXG45+5jjPo9JsolPvvZz+K5Pq4X0o0Nrm1uE8cah48skctkaHd77LV7RKnEUBRMJWZlbpJ2z2Wz3qTV6TBu/lXwg5DpqWkGvSYZU8FQNNRkxKnlCqs7LjutETJbIo4CSGJmCiZ3HV/h5IkjDLtddho9tvYarCzMsXrlIvefOQlpTKVYorZynGK5wpk3vp18ocgtknu9zdeIb8iRHi/lxbrLr3oB+374rKgGj3z7mzl9/4P8599+F9cuPMuJ5UlqJYfBKGDoBgRAGvtsbN6kUJyEOME2DDRNw/VSQpngD0cIJIHXRJBwM/D29SMlpckiU2oJmUp6zRZOJoM77LFdr+N7Pp/86EdAKpiGiRBibDAnCsRhiJ+kaEJFy5gIP8IplekMQwxDYzDskc3n2dlYHxeYh5I0VUjTGE0RJIkkUcD1Rpi6RqVcwtZTtrd3OHniMNdvbJB3HG62Ozj5Erm8Rbs/RKIgU0maRsRJTBQHOLkil6/eGF+jCmEYIIRCwSlQcDwUzaAz2EBXBBLwPZ8kkUwUq2zU27z85Ra24zAYueNEUaXMhYvXmK4V2draYmFuludfeB7HzmGqFr6foz0IuXz5GvligUqlgqqr6KqOFnt86yMPc/H8eXTTwLJtrMBHTyWuF2LoKnvNbYq2zkzeQUl8Hnrofs6sVEgA27J57souf/mZs5xfHzIyIIg8nn7uElevXOTee+7GMiyQIYePnObssxd5zavOcODwMQzLQEZDTDVFoiC4PaXzNmNuyVvpi33tX+3un/GUbzkelSwVarUaP/hT/xt3PvhqatPTnDq2wt3HZinmVKp5OHFggvnJCTRF0G21IIkIAw9Vi7AMDUuFvKmyvDiDZRkUig65QhZESkbPMOj1ScIQQ1VIiUmTCK8/oN3q0h/5NIc9Ot6AenOLKSfL5naXkR+gqwIZxOhCYXq6ioyicadQEHB1o02z1aU6OcnuXgvTNJFyPHANORZE0YUY66PGEe5oyI31OmmSYllZatUq/X4PRVHZ3WvS7vYIo5hEQpxGWJZJIlMyjkOr3yMRGu2+Sy6boTfoEwYpQonQ9Rgno1HIWsg0QkEZh7ciZWO7yW7L5ROPfQrbzrCzN+D8xUsMRx5hJHHdAKEZqJrG/MwM2ZzOaNAhp6nMVm3ma0W291qsXr9BZ+jj2BoTpTyT5TLzc7PomkAqoKgKumpgGDoC0HQLQ9E5MFfkzB1V3vamV7HTaFPKZfGikAcfuoPvf+sr+KHvev34RmoaLC/NcffddzEc9MnnHZ54fpXzaxtML53AG/VoNjdYOHScMIrx29vEEmSafFXX5W2+cbklDejXEg2BUMSX9liFEPyzH/4X/PC//lnO3Hcvhw6v8ND9x3ndQ3dzeG4GGYbs7m4j44ByPk82oyEjH1VKjh9Z4fDKNOW8SbWQJaspiCgka+m4rksQRyRAu9Nh1PdI44SR72FYBrqqkNEFXq/LRLnM2k6XMIVSKY+SBkgB9WaLzb0mcRxRsCzsjEWaJEgpMAydiYkacSIxbZ00jVGRqIpAVQSaomIYBr7vY5sWk5M1AAaDwbiRQAg8zx83MOgarjvEMsYjVOJUMBwFaKrFcNjD9z026g2iWMHJW4RRiOfGJDFkMgYZ0yKNU3TdQFPGybOd5oB200OQsDw3RcbUSCKfSiFDq7lHtTaF70cUnBJJqqIrMDdRZbKYZ26qQt4YVx+0m02arS4zC4t0Ol2CKGZmZoYkjjB1HUUV5DJZbMNAT0PiJGBhocZ9953h+vWbHD96mCjvMDW9jBrF3Pfqb+Whl93JVCmPKmHY6dNqd/GCiIHrc8899zHyBqxtbNDqjJidLnPu2c+TrcywcfUiGgmIr/+2121uDb7pDCjwZcmpsZerUJ07xBu++wd4yz/9fvKlSTw3Zjjq8NrX3surXn4Xxw/OUyoKyk6WjG6SRiM2tm7SbrVYWZzHUCWOrTNXyzNRsAhHHYaeT2/QZ3KiQrVgUcloGKZKzlapFiwcXVDOG5gioTcc4Ho++YxJ1jYQimDg+dx94hiarmEYKmkcI1MI4wiExB0FZEyFctHBNBRkGqIrCjJJMAxwPY+RH5AvFogQ3LixRi6XpVqu4OTzmIZGHIWMBgMyGWtf1ckkjiQD18cPEyzTwrQs4gR299rc2Gjie+P58/MLM1SKRZxMFlNXsA2bMEyxbAMrY3F5rU7edqhNzfDwgw+wXd8kDn2On7qHp595ikSmFMplDMvEsjRUAjZu3KBSKXHvyQOszEywMjtJu9Pj8aee5Wajy7X1Bk89f5lESnL5PLpp4AU+qqphGCb333uYwytLZM0sGSdLomgYMYy6DXbrmzz72J+zfGCaX37PL7F44CRBlBCGCa2+y/X1OoEfcvLoCWaLKscPH0HT80zOLGMYFqlijHUFhMptH/Q28E1qQOHLjSiASoows1SWTvJDP/NvefW3fweqncUfBQwHHcoFB1NTUNIEgceB5QonDq2QJHBjbY1TJw9SdixWFqY5uDDJwkSRSccgIwKm8joH5qsIBXKGoJo3yVoalm1TyBfpj3xAwbIs7jx5DEuRlBwVQ9V4+uwVCrY29hSVFN3QaHQGIAVO1mC66iDDIdXS2IgKEhQh8AYjgsBHSugPBnTbHWZmptncXCcMI6IwHI/4iFM8zyOMAgxdHdfbkgICFBXDzhPFCX7gY2WzDFyPKJGEScr29jbuaMBELcfMVBGZeliahe95OI7BxMwEtmWxU1+n0e6SzRV44vlLDIcDspZFtVajNxhhGSYrSwsYGtx710nUaIhBTM6EjCqZqNbojkKefOYcO+0eUZoihUKYJCAEmWwWRdGZLBe58/hRwhhMO8/ExAJTS4dp9TuYtk6lUubkyhzd9St0r3+eH/ihd/D27307C/OL1Ko1nNIEj33+C4Ren4mJClIIzp29wMc/9kn+8sN/zsbaZWQUjfUHvm4r9za3Et+0BhS+XPNTKKACioxJ1Qyve9s/45//9C+RqUwzN1UFGVLIlVmYq3LvqaMcmF1AJeXE8YOU8w5qElHImXRbewyGPsWszdH5MqeWK0wULAa9LopuEqcKUia4bh9v1IckRhMSXVHJZR0+9dhj5HM2i4tzJGnCMIjxEgVTEygCik4G0ojdZgdTF0zWCjx45i4sTcFxcqi6TpxK0M3x2BMhcL2QKJWs3txhfn6ebmcPTQGZxJimiaEbxHHKwBsPfvP9sZq95wf0ej1GIx/LztHvj3A9j7XrNzEsC8dxmJmZplrOszgzwVQ5g6mn6JpJEKcMBgNW19exDZXq9ARREpNzHM6eP08iYfX6BjfqDbwooVCsoisxJQuKRszidJmZ6Wmma1V0RaKpCpvbO2Qtm5HrE6eQpBLNMMaet6YwVXE4eewg5YkKjz/9NF4guX59HU1k6G9vI4MR0jDIOTpn7n6I7UufoTzp8KM/+S+574EH0FSFe+44hqbAKIiINJ1CaZLAl9QbA85euAmhP1a1k/HXbd3e5tbhm9qAfjkKMSAUDX3/v1KZXeR7fuzn+f6f+AXOPPgwpgZ6mmKqCcPuLiIJyNsK+ayBTFIOrMxx7OAMU5Us9b0d+q7HZLWA73n0+uPxzEUnQ6VUJQkCivkcCEG5OkE2m8PS4ciRwxTLBZqNJrph0BmMuHhljaNHjzI1WcN3+5hKgiZieq0mhWyG9l6D4yeOY6gmaZIghEISS7KZHACJlESJYKu+Tas7ZHZumkrFYX5mLK6cpAmKqpOkEkXTyedzhGFImkpQNcxsjjiOUVQNKSVRMlbL2t5rUioWqZXKzE3VOLKywPJCFVUI2p0RIlXZa/UZehGdVo/SxCxb23vU600ur26hGzmyuiAIY1rdPqVqGctQURIfW4lRowGOLbDUlJKTxQsimt0+SSJBUalZOjKVCM1iZqrMmXtOEcXwmUc/g5WzUI0ca1cvUV+/hpbLUa7myZQmMVEI/C7Ts/OU8wqlnMkjj7yeI8uLmJk8O12XYaSztd3h0vUdXljd4vzqFk8+c44P/emfMB4QfdsHvc1tA/plaH8t6T8WjpDkZ1Z46zt/lH/+kz/NxEyF+fka95w+yslD85Qcm0opy8ljB3B7fSxdZ3GqzAOnj1DMOfR9wfTsEqgWrb09DAU67SY5xyHnFGnsNWl2ByQpdLsjrl+/QegHWGYG341QhIIfRJy/eBlNiTm0NMcrHzxDrZRjZWWFre0OfhSxW99CphG2oWKqEk0khKFPmiREcUKn3ydGUG+08TyfpcV5NE2gajqKFCTpeMppkkoG/SFBGGBZFp4X4PsuKApRGBEEESBYu77BcOBx/foNtjbWCd0hE8UCBhHlQobIT9jp9rm0doPOcMDERA0ZRdSqE+TzJbbq22QyGomUqIrBydN3M/IloDG3sECxWGB+skoSJSzMTCLigGqpwND1SKVkcXaCSDFIhYomEr79tS+n3dxjp77D6VOnuf++V/JXH/0I8wvzVCenyFWmMYuThK6Hl7j0+iG9vTbb19e48OxjqGmLV37LWxhEggidqzdu8oVnL7A9CPnicxd5/uo1tltNPvzh/0K0r5vwYrndbb55uW1A/38QQqAKEJrF7PF7+YGfeRdzh+9idavN9bVVduqbxHGAN+hgaBLPHTEaedS3m5QyJq1Wl91mg5yTpVjIowkVw8oQAoqiMju3gOdHSAFZy4QkIYkiNEVjcb6GSGNMw0JoCk6+yHZ9E5KQmZlpOp0OJ04eppDP4GQMluZKHFmZwTFVspZJlMSomkaUpPiRxCmUGY48bu50uHZtncBPcHI2lqlBkpIkEVGaYhgaGdMgSWLk/lgUzw9I0xTLyqAQoWoKR48fo9lqY9smOzt1gsDj3lOnSCOXXEbDG45IsOiOEh799OOYtsXpkwcRasTS8jLbjTbzSwcp16pcXVsllBoDmWV1q82VtXX6gxEPPXAGy5AcmJ8iowsyqs5g6DI7USFRQKYRtUqeta1dXvet30omV0SaNteur7O5dRM/VcnXFqhOL9FrNQiCkFx+no2r53nmqSf50z//HP/2//gdPvA7v4kuW2iKiuM4mNkCw0jhk59/CqdSxjQMGo0mhlJAe8ls469E7+A2/3j5pupE+vsjAYmUY0Xy8dapwO012bj8HB/54/eT+kPKpRIDt08iDIb9AYZusb5xk6mpKfrdDpqmcXO9wVbHRWo2XpwghTHutBHg2AYHlqYZjoZkc3kuXLmBHyRIJJ7n4mRz5DImB5cmCAOPQs7BdT3iIGFpaZLhcEDXDanvNLm+2WK3Oxh3JwkIoxjb0NCEYH66xqDXpZTPUMjn6HR67Ox1kWaOwdAlY9tEUUC1WsX3fQxDG8v7BR6FXJY08sg4DjKVWGrKA2fuob55nXypiJ3J0Gh0uLaxy+ZuhygVVCoOQRBz/NASZ+46TrvZ4Oq1NfJ5h1KhSHNvj1e9+hUQjeh3u+SLY4O1du0iSwuzxOhcu7lNc6/H5t6QF65eZ255iVKuwMjt8F1v+yeEow6tVp/N9XVe9dApzp+7wHq9RSZrsbOzzZve8AhZQ1AwA+p1ly88/iyDIMSTIVvbQ3qhJE0iXveKB8hmi5y9eIkXrl3HLDi091pMFXO8bKXC/Q+d4Qf/zXvJ5Itf1xV5m68dX9VOJCHEPPABYJKxJXmflPLXhRBl4I+AJeAG8J1Syo4YZ2Z+Hfg2wAW+R0r5zN/njdw6CNJUIsRLlJMk2IUqh868lsN3P8i5z32UC48/xlZ9Ays/QZio+H6P5aUV0iShUq6x1Wjg5G30UCWUOkoyoO+6TE1NYYsYU43xgxApBciEg0vT9AcezW6XglPanyg6zibX69vstrqEYUyv10cIn3y+wLA3YGZ6jqvXt1FVFalAGITYhk6cJsRScn1ji4xtM+cU0S0DVe1jZTP0Rx6mrpCkKULR8PxxcsYdDinmctjFPMWcReALRu6IfC6LbZlcvnyBmckyp44dptnu4A5GTJYc/CCi0fVoNvtMTNa4sbnD4YPL+L7PnSfvYOSOSEhYWp7jqSefHI8lKTrccffdjIIEKQMmqlVWr12nkMsyWZ2kOtEjlilqJs9Wo4kiY25ev8G5F87T6g5Zqea5eLXOp564hJ/A/ESVK+tt/uBDH+fQwjR7e3uEQYAbuEzWJuht1bEsi73RADeI+Pwz5zm0tEgiJXEcMZkrYwUBj5ya5sG7Zjj28pchY//ruxxvc8vwlcQfMfBjUsrjwMuAHxJCHAd+EviElPIQ8In95wDfChzaf3wf8N6v+lV/Hfhv2koFYwk7JIlmc/IVb+Y7fvBnOP2676I78MgoKWEQ4UcR9Z1tUiGQwsBLLIhjlHBExrRRFJV+r8NkzUHXdeI4ZjQakoQuhaxOxpAcmClzeGGGarVCGEZcv7lJqhiMgoR2u8XMRAGp6BhWlsOHDtPpdMhls+iKQEkTNEUhlSmkCRKIhQqqzvnVm3QHPu1Oj4yp4WQMTE1FMFamGrkj+v0hilAwTB0pU4IwRNNUslkLoSr4nkcceiikfOrRj3PX6dMYhkHRsVmamUIXcpzVHrps7zZ49vmL6GaG9c1N2p0OE5UaOzsNSsUquWyO3mCEohtoUYxu5gjChHarxeLcDLVakQOL0xw/sEBOSzAIma2UWFvfwRcZCsUix+68g2fOX6XV9xgMPS5eX8fIlTl/dZ3nr2zS9yVSqhQLNTr9iFbXJ44Tpoo2p+ccpnIJluwxN1ljdmICv99nxpG8/OQk9973MKXauPridh3obeAr8ECllNvA9v7PAyHERWAWeAvwqv1fez/wKeAn9o9/QI73Br4ohCgKIab3X+cfFcr+kDFVSoSiYDklXv+27+GR138b//cH/4BzT3wWz/fJZDJ4oyGR645l5lSBVA2GgcTUdeanK5TyDr4XEAQBx44cImsbBL6HZdmgaHQ6A5IkptMbEieCKPKZqFRZXFxCVSSu59Jqt/GDOvm8Q7WSp9PvE0QSVR+rRQlSXN9D1S2avSGFrMn61hblfImsoWLbGTr9IWFviFBUPD9BKIKcbWLaNu29HoaRJw4jLMsiCAImqhXiwEfXde688zRPPvEE7qiHIgSWDtWiQ3voAhJdM3n2+UvEUcKxA5PsNbYplfJUSiUW5qa4evkS88uLbG5uIaMAz+3T66QoqiBwO9Sm55GpQkkNOXbfMc5fyZKpzrC52yRut9B1gR8E6Jq5Xx+aQxGCXq9DtVxi6EaMPJ+RNyCXKdLv98joY/V+yzR451sOMT0zhzBzPPN8h2G/SavZ4sETi8zWbEoLx7CdPPUb11gqT+8P+LjNNzN/JzERIcQScBfwODD5EqO4wzjEh7Fx3XjJaZv7x77MDQjZFwAAIABJREFUgAohvo+xh8rCwsLf8bJvJcSXJM6klOiaQC1N8Kbv+WHue/BVnHv+eRqrL7CztYHVH6IiiNOYQqVC8/omxw/OY9kWge9j2FmkGnHl2hoPPPQAF68+jaZpRFFMoVCklM3iFUpsN3fRdBt32CPJ22iWwek7TtJuNdje3aFSynP12jVq5TJ636Uz6CEVQRInKEJFJgmqgG7XRzcNgihhupRjZXmJKAoAh9bAHdfGKgpD36d1dY1qMU8iwdI1yvkMI1ehmM8TuQnD0ZCUCVbXVjl5+jTXVtfoNzqYlk7UiUjiGAUN09TJFyxarRa2meH5Z54lny9w6dIFZqYnKRdKaAhU22Zmdp4rl64QRCG5bI5rl1cZdvcwgi0WJo9Qyx9krdFlV/hMlXOs1/dQ9Rwy9MjYGbwgxI8iwjDCMC3cYARCoqgWlmViajmUNCSIU+4+WOboYo25hUOIXJ5T95f4V8d/jQtPPM61J/6KlQWbwO8ikoTS5MHxdDmRjguIb/NNy1dsQIUQOeCDwI9KKfsvDWellFKIv1uDsJTyfcD7YJxE+ruce6vyYmmLEGBoBnNH72T+6J0kkcvjn/w4W5ee5tmzz5NrB/R7EYvTkyzNTHH2/GUmJ6skKWRsm5ubdf7sI59EkDI3PUW73eDk8WN0my1sS+BkskSxxLRzGKYJAgLf5+K1dSpOlk6rzete80qeevYchaxJxkpIpEIYhHRHPlE6ni2UohPFCf04RLN8MntNysUyQdIkb5toIkTKFFUm+GFEEiZ0hz6LU2Wq1Rqy2aTdbnHf6aMEXpurV6+SsTPsbO9iZ/JkiwnXLqyiGxbecIRpCIp5m62bm5w4tMhEtcTNm+t4Q5fJ6TI3b9bZrrc4cGiFVrfF8uIC3mjEHScP0++7NDeuMmUFFPOSatlBs/OUHZ2Td9yDG0Y89vhznL94iXsffIj+pz9L2Owg3ZBcJovrDjEMA0NTcUyFlSkH1Syxvb2HFSRMlspkSwcYpQm1TI4g7NF84aNMzZ1Et95IurdKqThFFI4HEArG02Nv6zJ9c/MVGVAhhM7YeP5HKeWf7h/efTE0F0JMA43941vA/EtOn9s/9o+al4pAg0DKBCFUUpki9AxnXvtG7n741Wh/9H+x2/so3Y1dqhNltnZ3mV9apL65RqlY4+nnLxBKlShyydomTz1zljuOrPDEk49jmxZFxyGOod3ts93YQ4qUTmsPzbQoFgoszM+y09hhd3uLgyvz1LcbzC9U2bi5gReYKEIlShO63Q7VokO37xNhsNfq0m33mMzncQpZHFunkLNJohDf99HVDH4aMeq7HFxe5IXVdaoFh5npChcvX6JWzDFdm8QLA+bn57i5tYvneozcAHQFoWpIFAq5MoHbwTIE1UoBd1jaH+AnSYVCd+hz9fIL2Lkso0aDasVBESaJ36Zmutx/aoFuf4Did/ARqHae43ccIVuZ4szDj/CH//FP+PwXPkcqJFknRxhHaIqKLbKEQYJhSv5f9t47SNL7vO/8vDn02zlOntnZ3ZnNu8ACRCAICGAECVKkIFKijqYkSzrrdHKVXCrbF0onW2adWYr2WXeSbVm2SMk0gwIlGqJJkQQJAsQCWCw2593JM51zeNPv/ujdxQIkRIpBSP2pmuru6a5+++3p/s7z+z3P830e/pG3EHRc0tkM585cRBFdxnbOo8RzQJ9OtY2htZCjOmpQpTC3izCeoVm7gOaM4fvecJSh4FoEOpLQ1yvfSRZeAv4AOCOE+K2b7vos8GHgX1+7/Iubfv+/SpL0CeANQOO1uP/5Yl5svSchQygYlgnKyKqELCLc+84fpedJ2F97jKBTwYzE6PdbLCws8vRz53EDCT8MsA0TJfDJZbIIAf1eB0NR8HwPBZ9M0qbd67NVLmFZDsdPn8dQBNlElKtLKzxw3z1UKyV2LWyjVCqxc9sc/b5LsbTF9GQBR4GLq+tcWlVQDZvVYoNu6NPxBRGhICkChZCIpTM9PsZmschqtYGtG1y4eJlE1EYAdsRCJkWz1cIwQyrlMjMzsxSLVda3KqQzOYrVBoqiQBjQ63eYmsyRSMVZWV1jYXGRldUl0ukk5fplVE3DtqPMjCWZmsjS6zboVLeIBDXmFiYw4jbxSIwAldl995GaWMCwDIRmERfwnoc/ALLGxz7+cYQsYds2UihwXZd8IcH+HTMUV6tIeHQ6DW45tIOYrTG/sMDmhdMopko2KZAlDcML8epFIpqCnFnANWPUzj5O33DI9rvodhQJMdoLfR3zbetAJUl6I/A14ATcGIr+vzPcB/0kMA0sMSxjql4T3H8HvJ1hGdNPCSH+1iLPV34d6PcJEeIJiaXzJ/jin32Cytoaz508jWYYVGpNao0OvVBBlmV8z8PUYc/CPIYC8ZiJrllsbBVpNttEog6tjsuVlSL9MMTUVbqdNrcd2Es2EUU2FJrlGpqm0qhXmZocR5FBEi6mruP1B6BrLK+s02l3ubxWZbPWoRvKaEpIr93BiUSI2CZSEBB1ovhIxEyby2urxKIOqqayOJ3A0k3mZmc4feo5LNMkm0lTrnY5f2WZSq2NMCL0en1kWSIbiXD41jkc06BUrGA5ESanZxj0ukxNTyPCHoNmE9u2mR6LotGh2eiSSudJ6G10J4WRmCS9eA/R/DYkbdiuGgaALGg1m/SbTR599FH+8D/+Actrq8iyjIKEbZpkEw62bTBZSKCGAzK5PBubRd54563smc+xvLSMEF0yMZtUKo0VTSObKYxYHJGch0YVWfJwjQyxsTlkaSSfrzW+r3WgQojHeOk1ygPf4vEC+IXv5OCvOyQZmZDpmR20ugEXr1xh7769XLh0FVmzGAR9LNPCFYJcLEK3WWJiLM3qlUtocpS630BWVYrlGrtz06ytX2RqKkfP7VMt1YlEHCqNBq4/oFiqEwRgaDrTU3mabkDo97nr9kMcffIZQt9jYd8+jh07Rj6TRjdVNFVB7nQRoULEthGeR7XmIkugRaJUyyUalolpWaimSa/bZbnYJRER+GKFRG6cZ55+lh9Z2EGj3SeZiFKudghcF8cykABF80jGbTLJHKlEmlK1yubGJnt27SKbjRK3MxRXy9QqFzGEiS6FZKbGMZw43Z6OktpBdO4gVm4BoWogQiRpaK4MErF4jFg0xrvf98Ps37+fH334YRRZRtU0Ov0eog6DzU0cUyMYtNmqdjh2+gw7dsxiGTJWJIkiHNqDNkG1Sbi6SiQWITG2h4iQEc4Ug3YTRXWRpXC40uClpquOeK0zSiH+PSMjoxk69z1wP1Y0SrFcplRrslasoKoyofAwwya5qMJkIctTR56m5wm2NivkMmmatQaSZvDcqZMIOaRRr1OvtpgeGyOfiNMfuJw5f5XeQGKj3ODyWpkvff0Z/vpLT3H1Spk/+W+fwY4lMJ0UkhQyv7ib2blZckmHQjrCVC5BzFJRJNA1mUzcwtJlIsIl6djg9ahVS1SKRRzbplKv88Sps1y8epmpiWmS6TGefu4iuqojQo+JyRwRW8UyZZzIUPAidpyN9TVURWEsl8VWBZXNq0wUpogmUySSBjHFJ+fImBGDzqDHIDSI77iTwuLdJCYXUTUdmaEv6c0fY+maYbZu2ezcs5s//vSnyWWyuJ4LqkKv38dUdcJAsG//YeqNNhOFLFbEYr1UZ7NUod1u0+35CFmj2e4T+CpXzz/N5SP/A2qXcNI58FoEfviCIYgjXn+MWjlfBvwwYPnsCT7++/8vx587jitUSrUGhXwa2euQijuUmz2WV0vYlsmuhWk0OcD3fAaDgDOXVukMQnwfFB0swwLhMTM1gWFZlIqbrG+UEbJCz3UxVBPLUIkYEtGIiWPrOHaSdqtKIZdmfibL5Qvn2Ta/g1PHnyUaczhy8iqWGcE2JDYrdTRVww8C2o0a6cI0pXIZL1AIhYKQQtLZPMqgiWpGCMMARwlpt9s4joNpRalWK0zmE8zPjRNIAlOR2HPwNlrVTTTRIxq1iaVyEHQxggBTl1AiMSwrRqleZcfBHyI5/wbUSARJ0r+tYN1smN1utfjMJz7B7/3736dRbxK1DR6873bcbgeQuLq8SrPv0Wr2ePPdO7j7jttYunwFPWyzY99e1s6co9dusl4pMpWKcvdDP0pm11sZqA6xePyFx2WUUnq186ofKvdaR5UVxqbmSaYzGHaUTqPFzGSO8YxDt61xZb1Ms+synk9jOwaddp3ZiWlKtTqSDFHHwfM7eL5Lpw99t0vMiXB5uYihw1Q+g7nNplJpEVMUOs02uUwaJewxPpaj222TSmrsWTxA0O/heT12Luyi3WkyNp4hZlgsTrbwfY+IbZJwVDRJJmppuG6ci+s9Di/OUK82MC2d9MQ4Zy6u0uh45JMOqyvrROMRsukYE/kU/U4bS4JdszbJqCCSmsJzW1QqG+RssDQbVVWJWCaDVh1ZUzDiaQZoDBSH7MJuzMlFlEjqhe2034brZWURx+FDH/oQ2Xye//B7v09x5QKZRJQw5nDy7GWOnlnGsCLcsWcaSdE58tRT3Hn7Yaq1GgEGajSG3+2we89egl6bM0e/yk5hM37gPiCGGLalISETIFBH0ejrhpGAvkyokQiLBw/xyCOfR9VtjLCLLByKtTYi8JnMpdixLUuv16fT7NFutpEkKJZqKIpANzQGgU9/MGy7rDXbeJ6PJkkUyy1UVWAaNgGCeDTKxsYWO2bHkFSLXTvGuLy0RDbtYZoaYaCwulFifX2V+ckcrU6byckcpjYcd9IeBCghOBGJU8c2eed9u6iv1VEnxxl4fXpBj/e+46189pFHUGVwLI3ZqTy18hrbCjHcvsL41C7y6QQi8MCwkd2AUAoRCGJRh0F/gBQEeG6fvusSiWdITy5gZ2aJZidRIulh7eV3WLguSRK+798YTiiZJnff8yZSiQR/9amPEU/ECX2fSqmCbphoytDhPpHMMD87wVapxtb6KqYis7xcxNRlavUWnucylUzgWD71peOkJueRE9sQkgyEKIJRVv51xEhAXyY0WWb3LW8glc3S63TJZjKIICBlqyzO76Lb6SJ8mCxMIxcCFFVw/vwyU1MFrq6VUPWQsWgKt+/RbneQNAMZQX8Q0A9CTFNDQiAFIf1+n4Hnc/LSGsHZyyzs3E63WcX1AqIRg3q9gdvrMDGeo+OFbNu2k/X1dSTT4LlT55kYn2D56jL7du2gL+mEoUYyGWej0cC2bHQnRjJhceehPXTbfVKqy3RSoWDESUd1YtMpdu/dx9bGCq47oFbdYCqbpLG1hGUbyFKaVMak4/lEnRSB7xPaBZzJfcTSY6iaSvhdjLhW1Rd+vGPJBPsOHWJ6PM+XP/9ZVtevYNgWmioR+AMy2SQz09tYXl2lXasyOTbGhStrrBXrZJJRBsUiE2MZhC9z5vwFZsbqnN9aZnKPhzO2nRAFWfIIgxBJGX21Xg+M/sovI7lcnofe/R6OP32EmA7tRgknnyLq2Ag/BEXm6uoavU4TX4RsFBvUmi6KpiGCHpoucdttB1haukrf7aPbUarVBq1Ol4HvIwsdXQNdkVCjDo1Oj4GQuHh1lZhpUGn0qdTqRG2DhZ3bEcGARqNGYWySQKi4gw475reztrrO+FiW0ydPMDmVpt/3mJyM0RUy7XqZVnNAqX6UsUwSujXmF8eYzMbQtQIEARJ9Vi+eJZ1JIvSA5uYaiWieoKvR6nsYwqXf9bEyBcLQQHMc0pO7MaJpVMMgEDLK98F3UwJsx8GytnHnA2/nyY9+lK1KDVVTyWWTTI7nWVlfJhGLsrWxSijnWVpv8tUnnmN8LMdDb7sHr1dBRHLUK2Va5RJ7Dx1g/cyj5IQgXlhEyMq1rQMYreRf+4ySSC8zpfVLfP5TH6NVLtNrVylVqtQaPepNHz1icnV1nYQTZb1apx8I5FAiogoO7FtAJSCdcNAtm1qzhet69AYDZBTqnS5TYxnK1Sa6ZrC2vkXfDyjVWvT6AwI/QFFlsokoybjN3NQYcVvCMkzajRoDPySeiFMrb5CKxykX17j9lluIRQSDdo8L58+QL+TY2GhRafWxnBiL89N0yivM795OXAd30CMaiYDfIZAs2t0O0YiFpEhIsoEkhYSygR7J0e15VHsenZ7CrQ+8i/TEdiLJFEJIN0yLvz+Z7qG3K0LmwumT/O6/+R0e/crfcHjPAvfefYh6o8n45Aye2+f0mbM8ffQ8F1fWMQyFew4v8hPvfQvdbpfLF64Q0QX5iRyLh24jDGWmD70ZoSduaukdKeirkVES6VWCEIJocowdu2/hsUc+QyZbQELm0toZhGxRb/cRoczSZo2eHyCLkIgmMz87SblSYvvsJIZlEoiQRDSGqqo4UYezZ8+xODtFzxd4fgVVgR3bxkEIVjarLK9tUGsGGJpBsVyjWK4OI1FTIRGLgfCwDY3OIGA8GWf37kW6k2lE2Gez2COiy1RLbSbHx/G6HUwpIBdVUEWXiYkJuvUSdq5AIpVBhCGy5WAbUZIFn0ppi1xugmajQ7W8jqqZ9AObgRSl2W5jxeJIqo4TixIK6QX+At+f/Paw1RYJ5hd382sf/ShHvv41NpYvMJGJ0r9wHiE8wiDAMmM0mj6SZuF6A0zLoVKt4Xsujx05Ri6b5G1jWTwXarVNxJlnmNh1G4oRvyaeIaNKwdc2o7/uy4gkSRimxd6DtxMGPo1Gg1qjyXg2j/A64PWI2NbQak4OmJ8sMD+dY//uHezeOUelXMRyoly6soTvB+i6wZEjTyNknRPnrvDsifMoegTNsAGFgesxNV4gn4ozM55BwUWWZPxAYnm9TN+HYrlBNJag0xtQr9d59tQlTh4/Q74wztbqCp1Og0IhxcKuKdq1PmPjcTIJnZl8AsIOuhIQUSQy2TSSpmMm88iRBANVQzESOLEC7YFAdeKEAZw8d4nljS3W1tZoNjvkpxdIT+1EaBaKMrTrkGXpO04e/Z2QJaLJFPe94yEe/okP0/Elxiam6Hd7GAYkkzaypaDpNnYkyuz0OJnCBCfOXsSy4zx9+iqrDZ/Lly/RafS4euopGpefJei3bvILHc1Mei0zikBfARjJDB4Kzc0txgo5lFoNOUww8GXKzR7uQCKVSOE4KlHb4PLSCobl4AmZRsfD92UuLa2gmTZ9OcKp4+fw3KGDUqlRZ352in6nzQNvuodOp0kQTA7rI9t51jZKXF0r4rqwVW5jGAZOsUIs6qAIj8W9u6h1Gnz5q4/zvne/jeLGCpsbZdKZGCKqsLG2Ti4ZQfgNcrEc0CKRGkdRQBYSkViKIADP7+D3XXq9FqEAL1TRomN4tDl/cYVYPMr09BTpdAZVHvoIBIQo8g/qIyqQry2xFUVBied487vfz1Nf+TyWoVMtrmJrKpmEQ71ZQgoH7Nm9h26nxwNveSfHjp3k/MoylWKFTMxipdjgLx/5Am994AT3vPP9zB+4AyVSwEd807DCF7yKl9hCGy3/Xx2MBPRlRpIkVFVlbGo7negW/W6DXreLrmoIb4Ahh8zk09TbLdxel2q3g2o5rF5YR5bg0Wc+R2cQYGoqmqYSigBVlnD7A1TdJmrZbKxvoMmCx77+GLsXFyjks5iaDrJMPp9j34FdnDl9gc1SjdWNLWxbpTUI2Dk1jhGxmLE1nFiUqytbNGplEtEI2ViK4tZFZuemEf4Av1+jVFpncipHdrKAZOdRFB0kD28QYFoJau1lPCERehKrq8uEsk4incINtpjJxxmbmsWTVVRluGSXJfUHuJf4zc+pOknufOtDnHzmSUzHoVGuoBLgWAqFTAG33+D48XNMjucoZKLcd9ch3vrmB/jsZz/JoQOHmZqe58++cIx4IoPnuew++GaUaAKU4bEEIEIXIevINwnni0V0JJ6vHkYC+grhgYd+mPPHn2L54hkuXlwiGk0yN+2gbzU4f2WdbTu343oerid47swlSo0efU8mYhnYBJiaTMzSiMejJGIRFEXG1HWSyQSpdJQgEGxulKk3muzb9wYunD1PLBohn4nT67Z5050HOHfuCumkRaXWoNP2eHStTCL9Jgpxk1DIXLm6QjqiUl7fwu/0UUKZ9UaJsWwSMxIll4kxUZgjEBK4bRTdouOFaJqO60koVpLSShVd0wgCCPo9VCNgLJtE1U309DTjkzNImn1DRH7QYhKGIbIsI4RABYQW4cAb7uHssadQdZPJsTSCkEI+y6ULa4xPTJLJZrhy6Sy33Xorn3/kr9m+YzfNdp9mu8bu+QJOzEEXPbYuPApalOy2Q6hOElmSkFCQQoHgpZO3N3dRjXhlMxLQVwBCCCa276FRr1KvNZmd20ajVqTaElhWhFwmgfAHJOwYF5bWEKHPwkyeQiZNt9uD0GP7jnm2NjeJRGwmxnIkMxkq1SphGNBq1inXOmxsVTEtkz/7y0eYnp7FFT3cfoeJ8TzdbocD+3aTK6YZ9Lssb2xSLNX5my//Dbfs3YcYNJicmyClRIjFBJap4ugO9VoNNXBJJCwiiUmErKPoFiga9VYD3c5SrVfR1AitHqxWBzRKK8yNJfGCBq47wEyMo0Sz6KqNL0f+XkcFvzjDH4YgSRqT8wus+gP+wU99iKPHnuP8iZOEIqTVqNNqNCgUxjh35hKT03M0amVc1+f+e+9BM1QkLcpv/ds/JuX0+eF3vouf/5l/xL1veRv/+Fc+CnoETRaADGK0P/pqZ1TG9AoiDEMq68ssnzvBuWe/wbFnn8FzPcZzKRqtOpvFBprpoGoazd6Avi9RbbRQNej3AmYmUiQjDpKAWMTGjBrE4gnOn7tCo9NC1hzOnTuLFUmwulkceovKKlHH4E133EY+lyEYdAkHTVRZIp2Mk8w5aJLEhXMXmJvdRqddoxDXEcEAVVVo9vpMJXQCoZKdWgBdo+sraJpFr9tlaX2D0pXLbK0vYSoSybFZJFmgKRKSbHH+6gqzO3azUe7w3g99iMWDdyCh3KinfHkQhEC7uMV//J2PsLBzFlkKcSIRqvU6G8tr5PI5/vTPH+HgLXvIZib4o//8cXbv38vXHj+CFYnx4AO3EDVh//7dJGyHUmkL3cng6xF2HjjM1PxekGwEwTed52jW/MvLqIzpVcb1fT5Zlknlx1lZWWLPrXewvrGBCKFb30KWNKIRm4mZWY6evcTlK2uEgYwTsyitl5maymMoEpZlIik+iq6iqBpXrm5x+tISqDq12jrxiE0gQmYmCzTbA+qNKp1Bn0sr63zl8SNMj6cJ+23efP89YKmcvrBFo7rJAz90L71Wg3w+z+Xzp5ibHqPWB9tykONj6KFLoCm4XoAvm+iqzZXlZbrNOpl8lk59HUeRGNQ3iCWT+H2BFokSoFEsbuJoFqaig6wRSsME1Mv3Bxm2YkZzBR764E/zxBc/h+Y3iDkzdDstIlGT0ladh979Dlq9Nn/8Xz/DxNw2Votlml6HucwcuiLRafV5+muPsX37GMdOrdLt1LnzloNs0mVt6TR3vfV/wvefP+z1iQZhGL7g9ohXLiMBfQVw85dE0XQW9t3C6vmT7Nx3kF6jxuULXdbW1glDwflzZ4irGlFTQZV1xieSHN4zhaVqpHOTnLuyjKworNRXKVWbbFWquKEg8CGUNSqNMtF4Al0Fw7TRNZNABDx99Bgzc7OcubDOnoV5Ll1dZdBtcOnKKplUmo9/4rNIfp/D+xZQZI/N9QoTO7YRdrtosTSrF09i9QKi6WmuXLmEKgckc7PUNy5iyzEiToJOs05ASLvYwHYsCFsQhOQSBqEPiUQCkJGEeHktjSSQggAhK+zYewjdsvi9j/wqsUSa2Zk5NtfXIOyjKvDY155G0U22bZvikS89g06E++/by5UzV9FVWJiP8qWvXGD/QoLFN97PpaUlPv5Hn+I9D93P1//yP3HbO34SWXxzxDkSz1cHIwF9hXBztjniRBmbXyTq2Fw48TSe22NuYT+6ofPsU0+ysbbOjm2TVCtN5qcm6bSLtNs9nj75FSrNNoqiY0Usum5ALJmm2+rSx6freUiyRKfdpANAm2jEgoHLeDrD+tIytmHzxJGjnE+aZGIGtx08yPrqEkvLG8zNbeP4qXO8+11vwe/V8UOd7OQESqCiGimqlTY9f5Nd+/Zz8rln8QOPrdIWMUPD7fnUWz5LWyUCz2c8nSSR7bB9Ik8yncCMZSCaRZLgFbCrBIqMRIAIZKbmF3n7+x7m6uljPPbEEd79zrdxfOM4fiCjCpW73rCL5fUKzUaFd96/n0Zxgx3b0yyvbPGlx1fo+X0W5XEuX7zK7PY5piZnuXp1hUwv5Bt/9Wnuftf7Ca4ls2Aknq8mRgL6CuHF7X+ReBJdUxjvDTDjWXTdoLy1TjTq0E8mKFUahGGXUrGEwEVIKtl8mlg8geuFuGFIr1sn8KE/6DMQIUEAqqJc69OWkEKfwO2TScUxNYn8WIJmrUo8GiOVjNFq1FlavcrBhUkOH95Nu9EiFZ9BCrvMzi9w4fxpxvKznFm+xFh+Aic5IHR9/vxP/5R9e/dz8cRRJienWF29zPpWm1jMYqqQIGpoJGMOsqHh+13CwYD1K1eI2tqN9+Lm7PjLIybDuZuSLBBC4o1vew+PP/44m+UOj3/jKOPZBOV6i9tv203b9WhWr/Ket9zK9okU4aCNwOf4+RXe9UNv4HNfeI7NWo87Duyk1ezhhQP27Zpja6tOtVLEC0JEGCDL8mj/81XGSEBfQbxgKQ8otsPMwl7yszvoNSroqsLqxCwbaxsEbo9bDxygUW+yslZFjjggJPzAJRqNYZgG/XaLWC5PuHIVM1RxVRh4PgiBpsnk0wUc2yRiqhw8uBuETzrhcObMGTRJoCuzHDt7kaX1CnfdsYCGQaOxxVShwKkzJxhPZynXq5w9fQFbkVAlUHWLvYuLnHr2KRKGAkDf9chmYqjBgPxYDt/toZo6nqwTNLoogzbZeBRZMwgFyNI3Z8dfDmRkBCEyIULV+N8+8uv89I+dCqPtAAAgAElEQVS9ny99/ShxU2fXrp3kUnGytsGti1MYRkCv5XJh9TJxM8s//NG3oqs+P/3hu3nu+BqeAnNTSQaujDdoodgqvcCnUa8QiTgYhjGKPF9ljP7dvaIJ0UyLaCxBbnyKSKbAnkO3kc5mSMYdLl+8SLPaxHMHdOtVaqUiEd3A1iUM2WPbTJ75iSgL8/Nsn5shn8sQjdjks2nmJsdQZcF4IceufXvJ5bLoqkyn0+buN97D7PQMmuTxhkP76PsyTxw5wcz8LIcO3w4qyMJDdfJcXVpiPJsgGHQQApaXlukNBlTLRRrNKqvrVTZrXdaLFQJZo9rq4ykR3H4XXTPpul1qlSKyqgIS0ith+X4z0jUbvdBDSAo//8v/nNNX13j28gpHTl/gsSPP4XlgOCZ2IsNaaYvHT1TooCIUgWTYaIrF3bft5ZknTxNIMQoxh2xhgedO16h1ZfwgxLGjo+jzVcgoAn1FoyIBQgIUncnZ7aRTGc4eO4Lv+yRjDs16DbQA3/OwjDjpXJ5mq4NlOzT6HqoaxbQlSuslypUarufjBYJKs0E6FuPUmfPolo4S+mQySXq9FpZuEItFcYxZ1tbWadaqPH31NOtbazxw7/1MpFViiQKoMoZpYakGq2vr7Nh7EEmqcOTxr2EbOr7nEfo+hiSIRCwajRbH6y45SyJhK+SEQyruoMqQyE0iFBVJ8hFCfeVYwQmBP5y0BGHIrbfeysf+5BO868EHEUJmbjzHI19/kve+/U6ipkYpovH2e27hc18+iq74vPO+WykXa+SmbH7kXXfzs//03/ALH36IQBh4do4f/+mfJBZLvdxnOeK7ZCSgrwaEIBQSimZgxlPkJqawnSiy8Ok2G3Td/nCMhNtBeD2EF1BrD7i0UqTTvcpGuYQsG4SSjKJIDHo9glDQ79fRFThzYYVNe4PDhw4yv32Ojc019u7ayaULZzB0lYl0hNUtlVa7zxe/+lV+8afeh+u6aFYcOxGg+H2mpi3WVksoukko6ww8D8eSCcOQXMIhFIL+oMd8UkaSQ8YzEXCrhFqUieltRBNJFKEgJB/pFeJidH1gnCKBkOQbt+984908cN89PPn4EdZkSERtjp5a5q7FHPe98Q1sFSvomsnnv/4cE4Vptk/buK5PspBlOp/iU1+9yC/94s/yM+/60dEApVc5IwF9FSBJw3ZqIUBVNQ4cvgMhBK1aheeePoJhJ8mlU1SrmzSbLco9j7VyhUq5jheG+KiIwENVVIRQ8MOAMAzx/BBMg44b0us0OX7qNJvFVe696yArq1eJxNMsRFNoqokdd9D1GOvFNnY0jdzvUypVOXniBLv37qHbbSB8n68d+QaSokE4IJqK05dCvCAgGrGw5T7zUzmQfHTdRNY1XCuH8D1iFgy7xVXCa/Z1L5e2XK/DHL73w+ReEAQvuP/Tn/0c7/ih+zl39iTC97h8tUivXuP+N+p4isaunZPIusIffvqv+dV/8n4UrcDfPHGSxVvfzj//tV8hFou8HKc24vvMSEBfFbwwQ5+Z2kEQeAxCifGZbdSrFU48d4xer4Nq2iytbuC6Lqm4Sb3RRbM0/DCk54ZoCte6jxz6gz4iFLQqW+SzMR548/088fWvcfr0ObZN5iBUuHT1DLcdvoPbrHvpdtscP3aWCxcuMDazncefeoKV5VVECL1OCVVzKNYDfK/GzryDourolka9OcBv9ZmfmsJyNFTFxbBsRKjQbPfIpiJEEoVh9ih83iXp75swHI4pvp79BwiC4EbkeeMn9Ol2WvzBx/6QR7/8JY4fe453v/e9tOt1vvoXH2NxtoCRUrhr/xwXVzt84rNPIvQI/+xX/m/+0eGDPxhrvhEvC6NWzlcp10dGbK1f4dyxo6wvXeD8yeP4gWBrs0wsooOi0Ww36fZdWp0ByXQa3wtot1rotk2n7zLwBFeWl3A7Awb9LjNz00R1mXhEJxnVufXgHkJvQGF8hla7SToVwYgWOHtpk0/+6V8RBgF+v8lkLkWvW2NybBIrbGIbCooIhkbQMhhej3Qiwd75OImojmLZKLEMqhKlP3CZf+AnSW27dTin+e+Z68J5PdoUQlzbNhGEYXjt/mGpURAEeJ5Hv99HkiTi8Ti+7yPLMkEQoGqCL/zpJ+lsrtEYDFjaaPCR3/k9dGMUq7xaGLVyvoa5Xh8pScPrmdwEykEVzdCRVHBbbWQE3WaNrfV1oqkE09OTVGsdNEvH7Qv8QOBLGidOn6XTc8llcmBUiSczNNttLm6WGS+kWZif5lOf/SLz0xPErm4yOTFOr1VjdjHHmfMXSGWyrK+u4bsunU6DTCRCr17EsBWicR1bMxjLx4maAk0I0AS5dIpmpYKtS9iagi8CZKlHffUcyW23/kCW7d9qVvvNEeXzRiLhUDiDoWiGQhCKAER4Yxnv+z5CCCzLQlGUG0t7z/MAaLdcFvffRWuyyuy+vWSzuZctoh7xg2ckoK8ybi51kWUZIWmkCxOomkImW6Bd3mDp8hICwdTMHJVml0qlw5W1TSqNJm7fo9Xu0hkE+EFI1InQ67WIJ+K4zQ5Bv8O26RylaotvPPUc2+dnWNmsk04O0AydQwf20/dlWh0X13XxPQ8hJFoDQHhIBFiGjGMZZGIaUUPmylaZfXPjWIaM7cSJWBGq1Qoi9Alkk3h2Gr9yEbexiZKafsGHUogASVK++zdMBICMQCDdlAi6zvWi/eHSPCQMwueX7QQ37rt5eQ9DE+bnX6NAVVUkScKyLBKpNJZhjRJErwNGAvqqJ0SSFZxUjlKpyIUry5RKJULfJxI3qdbWaHcVNks1SrUaqmriBhDKEjHHQYQBoRC06g3Gcw7TU3MUN2uYcoiqxInLfZKJGN1+n2eePUk0miI9rjK7fYEf/+Bt/OZH/xX1ao9Atmh5LoNeD0cLiCVSaIrPN44ts97q0qkP2DWfRjJsDDkgErVQFBNNBHT7Pl6nTvHMY+T33Q+xwvDUBIgwJJCVv9XV/Vu/LcN++pBrnVfCHzrI3bRj9fyeZogIQzzfJQwgFAHhtUTbzYXtL/YolSQZWVLQNAlVVYZjlCVpKPgj8XxdMBLQVzmSNBQIRZZJ58bYubCL9csXKRc3WF9ZolAo8MQzp2h3eui6he96eK5HJOYgSwrtXhdDV4nn4nTcAEM2uOvgDJYOY4UMY/kJHn/i63R7IeNjeXbuXmT/wdso7LuLeNyhWC7yO//619ja2CRiqqQiOrJu48oGgeeiGRL7s3kcNSBmq8hhQLfTwg9gIpHD7Q/YWDpGxzVQnLNsbZbYc+c7sPIzhLKBrGjIL16Ehz5Ceim7u5BQhEiyigeo4ppQoqIQAs+7HQkhCDyfUPj4vk/g+UPB5oXtozeW+dccsyRJQlV0FEVBVhVkWUaRGQ7BGynn64qRgL4GkKThlzeRSrFpR1jYe4BCMc3XO32On75IszNANw2cSAS3O6DS6SAI8TwPwzBoNetAyEQmTSFtsWdhhm6/SyISZdDvs3vXIp1eSKPdo9psMn/LvaimhUTI+z/wY3zmk5+geuIMXigznomjaCEnz6yTsn3uuG0neU3gqga66iEh8JHpDHz6vT6GCql4lK3LFbYqJRLRDsf//Lepeirzt72NbXvvQI6mkAgIJBU5DBHyUIi5aWkvAESAkGT8gUs4aNP328SdGKpmI2QJEcrDiDsMCf2AMPQJwmFSKPA8An+4nympz4vzjWW7JKHI8nB+kqKhaRqKctPj4Nrwu5GAvp4YCehrBFkS+ALG5xcJQ0G/P+DJo6dot7sYhollR1jb2kTVbAaDAYZsousqnusSTybw3QGVVovHnjqBN3AZn0iTimXQrQioNidOHiVZKHDPvfehWub1oxJJZ/n5X/qn/NxPfpjxTIpoLI7v9kFXSaQMMk6KtfVNdu7MUCqXkfApbrWIpnP0uj2E4pOMRZidzlCrVfBjBbqECDVk5czjXHrmy8wcuI94tkBmegpVjxJIFqGkEAY+mqISChBhgCJJHH30s6ydeopg0Mf3e3R6HogAycnyzg/+L9jpHMLzCIJh1OkOBngD94ZQKoqCFIQE0vPzqmRZRlFVVFW/JqDKjUh0xOubkYC+ZpBQJJVoNMb0tu18+QtfpDfwyGXTdHt9iuUKpmHR7fdQZRXTiJBIJigX1+kPBrS7PbLpLJc310gnK4SyTLnSorq+TkeOUC2VOBTNsXj7A4SShCTENQchlbe+/e08+NC7OXn0cWLJNBvr65xeKjI+MUejuoUQXVrdHopu0W628fyAXrfDcnWd7XM52o0BnWqXaGaS8vEvIud3YFkmbrdDxw/Yunqa4sppTjzexcdkfs8tzB+4A910huVFkoSiKHz6P/wGUu081UobzdDIRz0UzULVVRzD5Zm//hT3/fjP0uz5eG4Ht9e/kTC6LpTX90VlZbinqaoqiqyiKCqy+rx4vuCdH9nPvW4ZCehrBgkJAaHg1IkTXLp8mYhl0+p2kCSIWDrtbo9kIkZ/4GObBqVSiX6vT+ANWJgZQw265CM69XqNZsxiuV5kYdssnWKd2ZlJ3vyOh5AUE0mEw2NdGzmsmyYf/Y1f57c++hHOH3+aaCrDxeUin/niZXb8+AEKuQgDZHQ7huoKMjkIghDDSbO2WUFXZSJ2nKtXl8kmkqixOHrYx1AkopE4kiETi8dplASak6O1fp7jlXWEGWF250H0SIITX/4s7ZVTnLq4xtJWhVq1x8MPHkb1Gwx6A4IQJH2dPStvoh3YCH9Y26koCrqu35gIICsKiqZeW6JfE09VQX6JqPNm8Xz5rPdGvFyMBPS1hCQhSzKTk1PcdeedfP3IkxQyY/R6bVqtNooawQs8nKiFIjxycQ0zmyQWdSgkHBj0iMam8WWDbmfA3bfdQjamcvvtB1lv+Nz74DsJZYaOSS8qLUrlCvzLX/9t/vrP/hv/4lc/wmatR8TR+B/Hirzltm2kFJVQNfAlE9drYygS7f4AXdZx4gmWN0vEHIeWD/HGJp0QZNXAD+sorQ1Cd4LA8wnaPmYsgSo8vNYmF488QtDusb56mStbNQ7umeXh9z7IxZVNTp1dp1Yuk43K1Bs+oTpga6OJr/YwDRPdMG9Enqqqougauq6jado1b04FWVG/pU/nt4o6R+L5+mMkoK81ZAknkeALn/8ioStY3SiCPwAREIqQqZkZxjNp4nEbx9YpbW7Qa7Z48Ifu4tjTTyEUi3K1jNcooogU/R5sXjzPP/ilf0kgmygA36IVUZJAKCoPvu+D3PPmd3Hu9Gl+8zd/k//+5S/R91W2xQST4zm2zaVIWgX6nRqqK9Got+i6JTTLwncD2r0moT/ANk1C+tjxFN1Wn35/CzSNeFqn12wg2wZut0ssavLsueOUO30KjoTfbzJoV4gqLrN5m68+ViWVCghCnUzOoVitk8nnMU0TVdPRdR1V11BUFcuybtRzyop2I+IcDX0b8VKMBPQ1hiSBoqqkshmE20WWFDrdPpapsXv3Imvrm+gTedx2nY5rMp4tQDbFsWefYWltE1nV6LUq3Hlwnl07Z7m8usX89CzR9DjfrpxdBZAlIlGHw3fcwZ986pMcfeoIv/Ubv8FfHDvGzo0md3jbOLB7hsR4ln6jRBioxKMGrZ5Ht98jFk+hCA9ZkVFkBdft0u0PUF2fWCaDN+hg2CrdTh05UDh9/AzlVhPNitBplLGsDE88dZRGc4ApyzS6dUodA9sMeOcH3sbEtnkcy0RVNRRVQ9WHy3VN04bRqKIiX5sI+mLxHEWYI17MqBf+NUqv0+aX/+ef4NLZi6iGQa1SoeNDoZAn4VjYpkEYuMzNTLO6dJn5qQwKAyS3x9x0nunZCU6fucLkzn3c+/Avokaz8B3YzF3/NAnxvCnIcEZciAjB6/f4m8/9Jc8eeZRTzxwlogt2L84wkZSwFAnP7WI6Fl4gYRoGQeDTaA0oVdrE0zkM08A0VFqNKk46iaHZtJsug0EPXVc4d3GNtWoLEcrIqs2p1Sq/8As/z6FbDqAaBpqmohkWqqbfEM3rEef1sqRvtVy/+XLEa5tRL/wIjIhDJj/Ho196HGToex6pZAZv0KcR+jRqNcqtBq1ugGMb5NM2lmqSSG4jEo2BKrF91w6Ss/tRI8lrjT0SQvrbJfS6xLygEF3iWtJJQlgR3vH+H+Pt738/YSCo1xr87kf+BV965IsszI0zlYuR1WwUv83YxDiNVhO536DrNbl85iqu6yIkiT2zeerNLcqlCodu3Uu5XKdc6bHS8ijXXErVNqpl89F/+ztkEgkULYJp6mjacL/z5jpOWVGRJPkF7Zk3n8NIOEe8FKMI9DXM6pUrfPDh91HZWsUwDPLpFLFYFNNU0XSdtc1Neh2XN961n/lkwN79t9LYOIcu+hjWGMb4NPve8XPIevSaiYkE32WvTSB8FEnmuvwKAUhi2DUUyjSaVf7V//F/curZp4lbCocWJjBUnwMHDtBsNTny5DM0PZV216Pd6bBjuoCmKgwCl/WNBs3uAD9UKDc6mJEoD/7wQ7zlbW8mkcxiagqqaT1flnQ9o34tOTT8eT6WGAnn65vvawQqSZIJfBUwrj3+00KI/0uSpDngE0AaeAb4kBDClSTJAP4IuBWoAB8QQlz9rs5kxPfExOws//njH+dHHnwL0YjFwB+QjOVwPRdVlVFkGduxOXHsOItvOUS308GOTyDLHqJfxVBlJM1BIkCRZb6XBm9FeuFH7bqblCyDpEgkk2l+83f/H7xA0Gl36NfKnDt/jq/9xR/S7QXMbN/L8kaFrtukWG/QD6uYpkq11qbjhoRegGaa3HH/m3nve9/FxMQEum5hOZEboqko1/vVFWSZbxLO4esaieeI75zvZAk/AO4XQrQlSdKAxyRJegT4J8BvCyE+IUnS7wH/EPj/rl3WhBDbJUn6MeCjwAd+QK9/xN+CJElsW1wkmcki+X3uOryPbrvJoD/AH0gMegMa7QG758aIxjN84yv/ndtvOUSjvMHc9j3Yue0gSYQoP5ABG7I8XDI/75A07CmPxhLEoja56W288YG343YblMslTj13kie/8QRr1S4bleKwtlMMXezn5mf5qZ/7KbZtn8cyTWwzhmpqNwrhVU0ZiuW1ovuXKkMaCeeIvwvfVkDF8JPdvnZTu/YjgPuBD177/X8BfpWhgL7n2nWATwP/TpIkSbwS9gpel0j88Ad+jL/8+B/itmqkbRWvb9IdhMSdKK2Oy9y2aY4+e4z9OxcxbJuDd7yJlVKL6cJuZIa+mC+u+/x+cfP4DBgu7cMgAEkiCFzCMCBQFGKZMe64N8vhe+7hZ/5xQL20xYnnnmV9Y4Ndu3cxMTlGxIlhWxFUw7gRdaqKjqy8cLn+rURyJJ4jvhu+oySSNDRkfAbYDvwucAmoCyH8aw9ZBSauXZ8AVgCEEL4kSQ2Gy/zyi57z54CfA5ienv7ezmLESyPJ/OIv/zOmMik+/+n/QsxJo0p9VEkghEejXWKrUqK8VuTw/u20q5ucr6xiJ+LEogahkJGlEEGI9H2MQ1/8//T67aFz0tCXU4T+0PHec/H6fbqtBvVGl1qtRqVWxonHuG9xgUgsRsSJXSuCvy6c2rAcSRkK5s3GHzfemtFyfcT3yHf0jRBCBEKIg8AkcDuw+L0eWAjx74UQh4UQh7PZ7Pf6dCP+FkJk3v6+9xPLTrKyXiYWdYhYMn4ImpHmqWcvoMgSve4A2clixPJYVgrXHyAkgRASCInv1xLiZrG8+TIIhiMzAt/H9wY3Rme02x1qlTqlcoNGo4EkS8zOzrF9+w6yhTGSqTSRiI1pGui6ga6ZKKp2oyXzeqnSdW6u8RyJ54jvhb9TSCGEqANfBu4EEpJ0IzMwCaxdu74GTAFcuz/OMJk04mVCAcxognd/8MOsVBp0/JBW2yUXT2OpEvl8Gs2MIcwo1UoVVTVphSaycs2sg2AoNt/j63jxcLabfx8EwdAN3vPxvaFTUrfbpVVv0KjUaHc6BGFIJOqQzeUYGxsnm83hRKMYhoGu6+iaiabqQ9MP9aVNP0bCOeL7xbcVUEmSspIkJa5dt4C3AGcYCunD1x72Yfj/27vz4LrK+4zj39/dJUuWZFnCAhtvpSyTZAI1iwdKCLRAgIYwcSZQGGgLk2mSyZB42sSETpeZptOknRDS0CYUEmhLCQHaQkhcAtjQlCYGO8ZgMALbGG/abUmWdPfz9o/zXvla2I59LXx1reczo9E57zmWfxeOH73nPcvLE375Sb+O375K459TgBlLL72Ccy/6KJ1bdxJN1jGSG6FpZoJdPUMMj46yfcdudnf1MTYyRCSfZmTvDmIWJWLHdrvwoYIzCMLpM4IgwBWDsOdZKJDL5RgbTZPZN0o6nSZwAfFEnOaWZtrb22lvb6e+sYF4KgzOZLKOeCxJNBYjGo+NP99+uLfJi0yGI+mBdgCrzexV4GXgGefcU8BXgOVmtplwjPN+v//9QKtvXw6smPyy5WgZYNEYd/7l31Df2MLYWJa9Q6MM9O+jPhEjnqojEY0QT6XYMzTK2NAgb/7ix7hsZlL+/ok9zv3zEIVvhS/48MxkMmTGRsimx8gV8iQSCRobG2mZ3cqsttk0NjYSTyV9rzMZBqd/M3w0dvBxTvU65f1yJFfhXwXOPkj7VsLx0IntGeBTk1KdTKoIEJnRyO9cfS0/ffwxctkCp566gCAoUt8wg7ZFH+TZn/yUOvJcdtm57HlrM+mH/5qPXP9V4qn6o/77JvY4Yf8UwkExIPDv4ixNFZzNjoVTbAQBiUSC+vp6oom4nzLDv5MzEiEajUDp5ceHCEb1OOV40GtlphszPn3zHzI0lqZQKBKNGvV1Kbp39/DLNRsYSY9wxbJrefEXrzGwb4TR7u28/vwTlG42OpLRmPIeZkn56Xo4zpkfnyY4m02TzaUpBuH7Oevq6sa/Uv6iUCLhb02KxYj4RzEP935O9TjleFCATjtGY/MsvrTiqxCLkU6n2bb9XVL1M+gfGGbBwtNZ/bMXSNQ3ELUoO/uGWffzlex+7UXAgdn4/EMHMzE4S2EaBGGPM5yLKFzPF3Jkc2kKxfBuuEQiQbIuFZ6eJ5NEYgkssv+59UgsSszfpvSeT6XglCpQgE5TV1+3jHnzFzE6Osq8efOIx8LZLNO5PLlClKGRLPlijHwR4vEIqx6/j+E9vZgr4ghfEDLRxOAcD89i6SJR0fc68+QLWfL5HMViGMTxeJxkMkk8kSAaTxCJxsdf+hGJRccvDul0XaYSBeh0Zcbv/8EfkS0EjAyPUMgbxcAxkh7j3b69JJtms2e0yMC+Aju7+skXiqz+0T/ighwRFwBRCMLwKz9lD1ywf9nPt+7KTt8LxRzZXIZ8Pg/sD85kMkk0Fg9fK+fv3YzFw6vqB7sJPvwI6nVKdSlApykz4+rrruOGm24hnUlTDBwDA3vpGxgjX3Ds3t3FwOAwgTPmz1/I4OAIwz3bWf/ckwQWgWJAYNHwPlHnAEckHwELDuh9FvzN8UFQIJfPkMvlAIhGo+MvMo7H477Huf/FxtF4DDvMY5eHelu8yPGkAJ3OLMLZ519AtgAzZzbSMruFxsYGZs6cSducDhYvXsypp7Qzmskyc2YDczpO5p3X15AZ24dF/BuVKOJcEE4tHC9APgYW7B/3DIrkC1myuez46XppIrfw0csEsXjygFfNHa5XqemEZSrRC5WnuQsvvoQ5c0+ht6eHWa2z6O/rZfHixRQKAVu2vktLc4qgkKOjdSbd3d3Mam2la8ML1Hecya+efpiR9BAXXvIxTj79XAqJJAEFXD7AYbjAP8eez4/PWHnAy4wj+294Lw9GM3vP1X7NQyRTkY7KaS4Si3HbZ79A/+Aog0P7aGpqYs+ePeTyWfIOIpE4bS0zGRkexhzkR4Z59IF7+Ivbb+Leex8kkhkm172RNU8/QCwPQSS8OT7rMuR9eAZBgJmN9zpj8SSxeHL8HZ0TxzhLYVseriJTkY7M6c7g0ssvZ3g0x+6evezo3osVjJamRuoSjpHBQYrOQTTBjt3ddG7dysbOXaTiSa64cgn/89JaVv7vembGjZdXPkAsvY+iM2ysSCabpVAoEI1G/ZNDKeKJ1PjV9IMFJxz4ajmdrstUplN4IVVfz6mLFvLO5rfJBgWiQN5lOOv0eTTE4kRdnD0jAzQkjX2ZHB84cw6t9UZuqItl13yU7X0BX/vmv9DaOoc9Ocd5V3yS7Ng+8tE4dfEYiWR4I/zhxjedcwe9v1NkKlMPVAD4zvfuYcaMRsYyOXb09DI4lCObNVpaZzE41EckkWLL7gGeW7cTrJGxTJJ8qpX+/jHamuOc/1tn8PM3ttH1xnoG3+pkNBuQLKSpq28glSqbb92flpdO00sUnlKLFKACwFkf+BCvvd1Jc2ML8fpGuvcOsqurh57efoZGcmzd1k17x3zOPKODr31/JS929lJIF9jZ3cObmzZy+Xm/yTmLZrGmc4C3d/XQMKOelpNOJeUfwSy/7Wji+KbGOKVW6cgVwI81xiL87d9/g0jRSCXq6Bsaoz4ZoX12Mx9Z+kEWd9Sx5LT5zJ17Ems2vkNX/z7yY2nmzG4jXYiwacdebvrjz3HJlVfR3t4eBmcsOv7zJ4aoSK1TgMq4CMY1n7iGz3/xC6SzeYwIb23vJV909HR3s6N7kFyuwNIzTiaIJnm5s4ct/QFv7M6xckMvDz36KEt/+yJiiVj4qGfkwCeFFJpyotFFJDlA4Bxf+tM/YeuWLfzyhWeJkicZjdPQ1EA+k2F4sItrr/go/7fxIXqHCzQMjHHZspv5veuuI5FI+heNhPdtThznFDnRqAcqBzCLUgyK3PWdf2DZDTcykjF2DWTZMxqwqz9NIdpMxlIk41FuvuV6Hv/xT/jkp28gFksQAEZ4qu4Chaec+GwqzLaxZMkSt3bt2mqXMe3tn3YjXI9GYfeO7fzbDx7g2af/m0QkTiSApjlt/N3ddzPn5Lk4gxiSK1IAAAcpSURBVGLREYv538UOjnnyJJEqMrN1zrklR7SvAlRKyuctskgUR0AxlyWbTtPf08e/3vfPzF2wgBtvu41EMlV6PWjpT/vvSk+pbUcToBoDlXGlX6aRSIQgKJLLphkbG6Onq4tMtsDyO/+MGU1NBM5h4793FZwyfSlABdj//HlpjqJCoYDLFYlFYixcdBqJRIJoLIZz4TTJmMPhMA2jyzSmAJVx4zNl+jBNNMwghb8FKRIBC/uZgQVEiHLsM8WL1DYFqIwrXTWPlM94ieEo9TbD5Qh67FIEFKDiHe5G9/Kepm5NEtlPA1giIhVSgIqIVEgBKiJSIQWoiEiFFKAiIhVSgIqIVEgBKiJSIQWoiEiFFKAiIhVSgIqIVEgBKiJSIQWoiEiFFKAiIhVSgIqIVEgBKiJSoSMOUDOLmtl6M3vKry80szVmttnMHjGzhG9P+vXNfvuC96d0EZHqOpoe6O3AprL1rwN3Oed+A9gL3OrbbwX2+va7/H4iIiecIwpQM5sLXA3c59cNuBR4zO/yIPAJv3ytX8dvv8z0GnMROQEdaQ/0W8CXgcCvtwKDzrmCX98JnOKXTwF2APjtQ35/EZETyq8NUDO7Buh1zq2bzL/YzD5jZmvNbG1fX99k/mgRkePiSHqgFwIfN7NtwA8JT93vBprNrDQp3Vxgl1/eBcwD8NubgIGJP9Q5d69zbolzbklbW9sxfQgRkWr4tQHqnLvDOTfXObcAuB5Y5Zy7EVgNLPO73QI84Zef9Ov47aucc25SqxYRmQKO5T7QrwDLzWwz4Rjn/b79fqDVty8HVhxbiSIiU9NRzQvvnHseeN4vbwXOO8g+GeBTk1CbiMiUpieRREQqpAAVEamQAlREpEIKUBGRCilARUQqpAAVEamQAlREpEIKUBGRCilARUQqpAAVEamQAlREpEIKUBGRCilARUQqpAAVEamQAlREpEIKUBGRCilARUQqpAAVEamQAlREpEIKUBGRCilARUQqZFNhynYz2wd0VruOYzAb6K92EcdA9VdPLdcOJ2b9851zbUfyh49qWuP3Uadzbkm1i6iUma1V/dVTy/XXcu2g+nUKLyJSIQWoiEiFpkqA3lvtAo6R6q+uWq6/lmuHaV7/lLiIJCJSi6ZKD1REpOZUPUDN7Eoz6zSzzWa2otr1HIyZfd/Mes1sY1nbLDN7xsze9t9bfLuZ2bf953nVzM6pXuVgZvPMbLWZvWFmr5vZ7TVWf8rMXjKzDb7+v/LtC81sja/zETNL+PakX9/sty+oZv0lZhY1s/Vm9pRfr5n6zWybmb1mZq+Y2VrfVivHT7OZPWZmb5rZJjNbOqm1O+eq9gVEgS3AIiABbADOqmZNh6jzYuAcYGNZ2zeAFX55BfB1v3wVsBIw4AJgTZVr7wDO8cuNwFvAWTVUvwENfjkOrPF1/Qi43rd/F/isX/4c8F2/fD3wSLWPH1/LcuDfgaf8es3UD2wDZk9oq5Xj50HgNr+cAJons/Zq/49ZCjxdtn4HcEe1D5hD1LpgQoB2Ah1+uYPwXlaA7wE3HGy/qfAFPAH8bi3WD9QDvwLOJ7z5OTbxOAKeBpb65Zjfz6pc91zgOeBS4Cn/D7SW6j9YgE754wdoAt6Z+N9vMmuv9in8KcCOsvWdvq0WnOSc6/LL3cBJfnnKfiZ/Ong2YS+uZur3p7+vAL3AM4RnLYPOuYLfpbzG8fr99iGg9fhW/B7fAr4MBH69ldqq3wE/M7N1ZvYZ31YLx89CoA/4gR8+uc/MZjCJtVc7QE8ILvx1NaVvZzCzBuBx4IvOueHybVO9fudc0Tn3YcKe3HnAGVUu6YiZ2TVAr3NuXbVrOQYXOefOAT4GfN7MLi7fOIWPnxjh0Ns/OefOBkYJT9nHHWvt1Q7QXcC8svW5vq0W9JhZB4D/3uvbp9xnMrM4YXg+5Jz7D99cM/WXOOcGgdWEp7zNZlZ6FLm8xvH6/fYmYOA4l1ruQuDjZrYN+CHhafzd1E79OOd2+e+9wH8S/hKrheNnJ7DTObfGrz9GGKiTVnu1A/Rl4DR/RTJBOGj+ZJVrOlJPArf45VsIxxZL7Tf7K3oXAENlpwvHnZkZcD+wyTn3zbJNtVJ/m5k1++U6wvHbTYRBuszvNrH+0udaBqzyvYyqcM7d4Zyb65xbQHh8r3LO3UiN1G9mM8yssbQMXA5spAaOH+dcN7DDzE73TZcBbzCZtVdzcNofF1cRXhneAtxZ7XoOUePDQBeQJ/ytdivhuNRzwNvAs8Asv68B9/jP8xqwpMq1X0R4ivIq8Ir/uqqG6v8QsN7XvxH4c9++CHgJ2Aw8CiR9e8qvb/bbF1X7+Cn7LJew/yp8TdTv69zgv14v/RutoePnw8Baf/z8F9AymbXrSSQRkQpV+xReRKRmKUBFRCqkABURqZACVESkQgpQEZEKKUBFRCqkABURqZACVESkQv8P/AU21v3TiccAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RiginTJvj7Q2"
},
"source": [
"### rotation function"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aFoJk33qj7Q3"
},
"source": [
"def rotate(image, angle, border_color=None):\n",
" # grab the dimensions of the image and then determine the\n",
" # center\n",
" if border_color == None:\n",
" border_color=(255, 255, 255)\n",
"\n",
" (h, w) = image.shape[:2]\n",
" (cX, cY) = (w // 2, h // 2)\n",
" \n",
" # grab the rotation matrix (applying the negative of the\n",
" # angle to rotate clockwise), then grab the sine and cosine\n",
" # (i.e., the rotation components of the matrix)\n",
" M = cv2.getRotationMatrix2D((cX, cY), -angle, 1.0)\n",
" cos = np.abs(M[0, 0])\n",
" sin = np.abs(M[0, 1])\n",
" \n",
" # compute the new bounding dimensions of the image\n",
" nW = int((h * sin) + (w * cos))\n",
" nH = int((h * cos) + (w * sin))\n",
" \n",
" # adjust the rotation matrix to take into account translation\n",
" M[0, 2] += (nW / 2) - cX\n",
" M[1, 2] += (nH / 2) - cY\n",
" \n",
" # perform the actual rotation and return the image\n",
" return cv2.warpAffine(image, M, (nW, nH), borderValue=border_color)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "mlvIO924j7Q5",
"outputId": "a90f7abe-af44-493e-9645-dce3410fe9d3"
},
"source": [
"rotated_image1 = rotate(cat, angle=45, border_color = (200, 200, 200))\n",
"rotated_image2 = rotate(cat, angle=60, border_color = (200, 200, 200))\n",
"\n",
"fig = plt.figure()\n",
"plt.subplot(131)\n",
"plt.imshow(cat)\n",
"plt.subplot(132)\n",
"plt.imshow(rotated_image1)\n",
"plt.subplot(133)\n",
"plt.imshow(rotated_image2)\n"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f61b85e8e10>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gcPQCCl-j7Q6"
},
"source": [
"# **3. Translation - cv.warpAffine**\n",
"- params: img, transMatrix, dsize (dest image size)\n",
"- transMatrix M should always be np.asarray([[1., 0., tx], [0., 1., ty]]), where tx and ty are offset on x and y (-x -> left, -y -> up). And it must be a float matrix\n",
"- dsize should most of time be (src_img.shape[1], src_img.shape[0]), which are WIDTH and HEIGHT of images (in image domain instead of ndarray domain)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Aki7oRFQj7Q8",
"outputId": "87dae89c-fd98-4100-fac0-bf0040927fe7"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"shifted_cat = cv2.warpAffine(cat, \n",
" np.array([[1, 0, 30], \n",
" [0, 1, 100]], \n",
" dtype = np.float),\n",
" dsize = (cat.shape[1], cat.shape[0])) # right down shift\n",
"\n",
"plt.imshow(cat)\n",
"plt.figure()\n",
"plt.imshow(shifted_cat)"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efe0e0eea90>"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NUso1z3bc87I8hRD7hBBbhRCbhBDrp/clhRD3CCH2TP9MPJ/PeD5IzyMQCJDNZdm3bx+u62LbNrZtI4RA1QSOYyGERNMVwKNcLtPYUIdVKqIgyeeL/6dpyEy9u6Zp2I6DZVmVQJGiU8wWkZ7HzTf9LwCqqj7D2vSF8+hB4FKdbKRckti2zb7ubfTv3kisOk5tbS2FTIZiMc+XP389SxYvJxLRSMYDdHYN0D84hHQluVweMxigKplAN0ykB/t6ukFRMMw49QuX0rLyBJaefAKJuXNZsmYVx5+8irPOPYnTz1rNeeefhmGo9PcPoigwNDSAohls2baD1vntSHQamlpY2N7O4mVLcUtT1NeEmcoV8Kwia9asBs1ESoHrur7V+Q/wvCxPIcQ+YI2Ucvxp+74ApKSUnxNCfBRISCmv+3vv80Jbnp5XaewhFAWkRCqC9159Nbs6d7Nj5x5sz8WyXVxcLMsiEomgCoGCIB6KgFtm+ZJF7OsfYGAig6kJCoUSqArqtMWZKxbQRMXtdx0HTdOImGEUVcVTKm59PB6ns2ePH30/SnGA/ese4rc3fZVF81pY07GM8ZEtpOvbmRwewy3k6R8foyqaZOFxZxM2HQK6QiTRhqaX6N6yi6JVpLqpjlxqnG2bt9HSvBBUm2AkzNIlJ+OEBBIHLauQn+rkvde8l/X7M9SGYsRjBvNa63jXNW/kjttup6Wlhnisnql8EUc4NNXW0L70OLIFk4nhSbKTKeYqQ9Q1tOBoefr3d1N97MUce96rcYWKyrTbLsRLuiXdi2J5/g0uAX48vf1j4NKD8Bl/F0VRKp2PBKBUktjf86FrSSbqsEtlVA9cXDwPAoEQruWiKTqg4AhByVWoqm8GNYAiPTxFRzMDOI6H7blITSEeDlH5CA/D0HAci2wpR9EuYlkWoWCQ1MQEqlSfmkdQhN984ShCcz0SzQtw8h79XT2MW3ksJU7ntq3U1TUwf9EiWhetYGQ0TV1MQTNjOEY1elzHsiVV9fWUrSJ2Pks6M4YZFtQ2JclMTlGYyqCHJbVmLen+QXq7H+LLX/s2d/aVSdQtZMTW2bJvii279rL5yYdYc8IyFOmguWlammsp5D2CRpz0wCRGXKOmup6A46I3z8OtqSHWtoxAdD6f/uhnAA+FaaNjetvn2Xm+4ySBu4UQG4QQ10zvq5dSDk1vDwP1z/MzXhAisSjf+d53ae/owPFcdFVFRaAJhVAoNOtal0olstksF1x0IRu2b6u4Oo6DJhSqojHCZgDVqzyhA4EAqlrJuTNNE03TcBxn1v2JxWIkEwk+f/3n8BwXBYHnl2weNViqQqSxgTnzFjA+PsnaRx5j2AnTurCdnt4BvvjlH/GGf/kYn/zWT1h00qt43evewDe+dANaOkd9fSOWXeKYJYvITk2gug4LmpoojPUxryHOMauWQ20HdqhAur+LUy95Pz++Zxs3f/JS3vSml/Hfn38jP/r+m2mak+T7t+wiYBq0dywhV9Do2rWX/MQwhVKGofFdFFNFnnz8LrLpPoZ29vK1G/6Lf//YvxKqr2LhHNi89lE8x6pMKQn1xWtBeoTzfMXzVCnlauAC4N1CiNOf/o+yokh/1dgSQlwjhFgvhFg/Njb2PE/j2ZnbOo9oTZJXXnYpl7/uSvK5HMFAgIBp4rkujuPgTQuoaujc8IXPAx73PfIQF154PoahkayKoyLRkOi6SWX4Ki/HeWodm6dH1WPRKJ+9/nq2bt7sN1I+yjAkaGgsWLmSE847lzMuuxgtkqcpGmXzugdZt24dZ7y8nRu/czVXXrmaMy4+mT9v38Qpl70VwiFMA3Y8cTfO8HbKvRuoT0aJVyfxNI2+vbuIiAm+/tHruOzN1/LBd1/AI797B9+6cxc//PUePvLF+1nb1cDv1/6Js89I8tnP/ozd23YRMYd54KFHGZ7KMDGRIhav4Z47fsaSJQ0EgmHuv//31NXFuPy1l9G+/GWMDaVYuWoV6nQuNBylKTgHgec1TlLKgemfo8BtwAnAiBCiEWD65+jf+NvvSCnXSCnX1NbWPp/TOGBUXePD/3ot733vewmbQcKBIKqqPtUpXkosywIqNe6lchmE4Hs//AH/dNU/MzU1RUtLy6xAhkKh2e2ZwJCUctb6dBwH17Kpqanh/e9/P57roul+AvJRw3QgsWjbVNfXsWnnFjJjo2CV6N0/SNHxuO32W1ly7Kk8srbM6lNX89Off5YqkWNg82MMdG5ibm2I+U3VrFjchj3aSZ1ZQs0Okdu/g8nH7+HWex5jworxivNOY+GSU3n1mz5BLrsPM+Kyu28URzbwhrdfxcvPXcXFr7uY1WdewjmnnYEzmSaTyWB5eTp37aa+YS49I7sw4zEsJEYwxP98/RtM5AWYocoqmgB4fnnmAfKcxVMIERZCRGe2gfOAbcBvgaumD7sKuP35nuQLwYwJbASDLF25gjNPPwO7bKHIStTc8zxUVSUQCOC6LiecdCJGwKy4MKrCpz97PZddeTkj42PEk4nZBiOBQKBSBjodDJpJSbJtG2c6kORaNtu2bOXJFzAo5nPo8XSPonRobGxgb+duimNjPHzfVtZu/DP9mTjru7q46uqPcfJpn4Jgggfu3c3itrNZ0GoysfE25odSdLTVUlUTpz9nk0310bXlzwzt24XQgqx6xb9gZV2aY5OcdM7rkIFlFCbuJiMchgczvOE189DEGFs3/5l/+6/P071viJ69Y5x+7hree91reWLtNn5+6128673/zE23/IJowxzG7CA9o1nSpQLxoM1P7r4bKXRKHrgeSNtCEb53dCA8H8uzHviTEGIzsA64Q0r5R+BzwLlCiD3Ay6d/P+QIKqlLcrr86COf/gSWdHGpJK/jeuC4CCEpFHK8+c1vRhHKU1FHAdd+5MOo0sMUgpCmoEmJYRggFYKBMIrQ0LXK3KemaZXaeKdM0SoSjUZ5xzVv/6vtvg6HXFuffxxF6pgCVOlQVZXk8S27aa4PsXjlsTQ0JkjW19LTP0UoFMIKanz/Wz+ha3sPMRFk80SCddvTPPbkGL9+ZDe/+MUT3PHEKIN9w2wdyvLI2odoX1BHT3aY6kSSX377OiYndnDtW95GddCisS7PZRdeDsUMyxqO5ztf+RJ33v479nZvpuQ5CGMOHUuWks+WMPQQzXMSJAJRTj5pEU0N1ezcsJdz3vg+quYtRADByvLtCD2A77gfGEdlkvzfYsY6nGne8fgjj3HFFVdQyOfRNA1d13Fdm6lMmkK5XPkjwawFCR4/++FNfOmLXwRPUiyX8KQgVywRDAYpFsqUy2VUTUxXajhomgEw6857nldJoBcC13MPuxUXff4BPPAUl8++659YtaiNk885k52d2zjlzJfz1re+ka/deBPjcoo3Xf4eLjj/lfzpzpvoqK5jflMzp8xvo60qxpQIE5+T5I7b72L+gg5+9sBDnFA9QXW8iaUXrOLDn/pfegY93ntJO8vam4m3H8O+kRI793SxbfsuIsEQdq7Ay046nSc2bKBtwTxqEhFqkgn6B/fw8J93oAV1Vi9ZQSmf4riTT6epqYnrr7+BH/7hCbxg5CWdlvTXONBUpZeMeEopZxt9zOZaSrDKZZYtWULPvh5i0RiZbIbP/MdnuPYjH0E3jdm/dzwXVVT6hHZu38HrXvsa6mvrGBgYwnI9yo4N7kxLr0oyvuu6FC2bqqoqLMuqdLAPBrnw4gv41ne+A1SqVBShvKQrOo5UXECVNt/693dz2knH8cvb7qBsQymTYt7cFvb27aWqsRUzHGKON8gJ7R1MDPXwsW/eyYYJhZUL5vOD11xC64JqIu/8OAHPo4TJx89u5i2vPw7pVaM11CMUj5vvfIK6+hbCusnurh6klAz29+M5Dq8472w279yOUDWq66qxM2MsmNdMKBbDjCT46td/yXvfdSH7944ymZ6iubWFOXMaKAZbOfuiK4/S9kDPnUOZ53lYMtMQZKbfpud5SM/DME3+cNddrDp2Nfl8nosvupiP/b//h24aeJ5XWTFzJqAkwLLKdCxbSjgaJp1OU5NIIl3vGYEj13UxTZNisUg0GiaXy2CaOqoq8DyHO39/B1s3bQIpUYSC6/npS0cijutgTaVY0NbCwEA/YdMgoCrUJmt4Yu1WsF3yoynSnVu44PzTCUSiLDxmCWeceCYyDGHdoLcwgGdmQYGLjm/me9ecwrX/cipqbYTkgkVo+TLBUIRXvebV1FYphM0y9c3VJOqjNDbXsGT5fB5+9G6EFmfb9h4GekdZs+ZMVq85CwgxODiIVSqzrbMHAiFM0yCTySBdm2hAAVE+1MN4xPKSsTzhr1uftm2jqxoIAVJWXtOdZaSUSAEKleR2D2/WxRnd38vnP3sDjz38Z8pSYpgm3d29KArU1taSSMQrLvpkirGxMZqbm8lkMgC4lks6l2Uym8GWLrqm+5bnEYiLxy1f/SIyu4eqWAjVCzE22ceeHjj+9HYaamtIj21mw+O7SI2XuO7tlxCZeyxqYyNP3reRm7/7I46NraCpWaXYnORV//JPWGO7Gep6kkApTyZd5iOf/z7nX3ox3/nBb3jdBWtYfHw7diFENlfmsbVbGRkb51PXX8+Xvv55Xv/aSwkqDo88upZcscSa1Ss54+QzWP/kk9zw5Z9y0RUn0hyOk0pN0drUwLbu/cxbuJQ3fOD6Qz2UhxW+237Q8XCtIpe/8mI0VEr5AqoZJBjQGR8dRKgq6WyOM089mfHUJA89up5s0QIUVASqoXPKGafzk5v/F0URsysfPDW/6nO4YwM3fuxd5AplQqpN//AQHe3t7Ni9i3dfczV3/PIWrrzgTKzCCHfd/iAXXflK9GQ10bbjCVS3gie4cPWJHHPMMXzhlh9RGOxFZIdxprro3dPN+vvWkQ/pbNrcySev/1escojUZB49HCTv6JSmJnjooYeYyhXYvm+Ccq7INVecT3+qj5PPPY1tjzyBUBUa66rYvHOQTdu6+ei172bTk+twHIv5i5azu3MvH/rCjbjCQFW8yjIcQrykH+a+236QkVKg6iZnnnU6EyODqLgMDfUzPjFBPFnH3IYG6hNV7OrsZnIqh5Qeuq4SDFaW59B1nTvvvBNNFSCfWixuRjj9Bg2HP7qEgKly3JoVXH75a9H0IL1de4mGYxRyRa547eVsemID3/7azcRqwyiRMDWNbThFF6+YB0PjrAsv5pI3vp7McC9BXDQtgB6dQ2PLYnQ0Ridy7Ng+xqf/7Ztc+6FPsub049m6/nFwbBoWzGPlsR0UsjZnruzgsnNWEBFjzEvopPb0Mqd5PqFYFaFQiDWrl3H86iVs376dxsZGisUyu7bvAM8FRUFRKtkoPgeOb+I8R4QQWJbD+z54Lb2de5gcHyPRUENXz360UoD2eU3k0hMMTGTQTZNAIAhWmVwxj6DSQzQaCvOpf/80n/jEJ1Cnl1aQUqKqqt9A5AjAzRepqgqgmx5r1z1CS9NcSlaea97/ATase4S+HZ1c9JqLOeMVa0hloxixGrr2DtBUH6JQ6mXn9ofYNzDA3O5uEmYZ3Zqi2lRZ/8RDLF61igVnnUhy0y7e9MVFVDevQAsbXPbyV/HR697O3LkG5pwlNNQ0EovU85Of/4zh/gGufO2VPPjIXRjafi678lI6muYy1reDk045lvqGBD/88S2ce+657Nizg7PPOoe+vgEAHMdD1xQ/Qf4fwL9DnweqboAZpK2jg0LZwtR0VixdQjIWZnBkmONPOhVUQSBoUi6XcV0XXVFRhEa5ZBM0Q/zo+z9iYnQC13VnA07gL1t8JOB6ZRYvXoxhGDTNaWRBcyMTExMUimWa57dx3oUXMNS/n3tvuZPB7k0oZBE4KKZO58AQSiDItp4exstlbMVEjUYx5jRRu2gJoXCMfX/6M09s28gf7tvIUGqE6MKlfOKzn6Rr/37uuvsP5DI5HII0zWvgHVe9jXe++Sqi0SIrly/CyU/hOiXaF7RRKhSxiiUmJyfZt3eUjZu7QImzaXM3sUil9YSmVaTAb5l44PiW53NFUomUo/Du6/6N9qUruembX6OxrpZ5Sxfy+Nad3PSb2/EsG8d1kShID1xHYruVJgzFYhHXdVm6eAlDqSGklLNuu5//efjT09fF+MQkoUjbT3PhAAAgAElEQVSUYnaEns5NzG9sQpZdcuNT3P/YZhrVLGtefxWqEUetShAyXGyzGV1YfPZ/vowshfj2939Ddsjm6ne+HkUXxKtLBGqquPAdH+LMyb1EzQj333Ufv7vtI3Qcs4xzXnUF9fWtTGWziHgchgySVQVUO44TNKgKtXHc4pPZ07+Dzp0RslMZXAcWtC1hweIFPLruUebOa8XxyqhmRSxt28XQKhkEqj/nfkD4ludzRFKJzKuAROWci15FrKaKgdFBJicnKWXTNFUnKJQ9hkdSaGaAkmtTcMvohoqqCQrFHIapEY4E+fx/fg5NqbjurvT+z/pHPocfYV0hUpUkqHhEk3Vc9LprOO7kE6muSjCvoZaXn3M+XrSaW7/5DfYPplBkgGS0mu6xFNd96lO0tTaypq2Ws5fOZ1/nDq679t+46Rd3M3fZaRT1JLv3dvHAL2/le9/4Mh1nXsB1n/8yS9echiE8JrKj6NUtaFJnzty55G2X+cuWEjbmEKgOY86pIR4Ncsdvb2XRimMYz5XZ09PHimM6WLZoGeWSiYXC+KTE9URl7l2olcUSD/XAHiH44vkcebp7I4RAVVVOOeMsPEUnnU6TjIWpjkcJmjqmqZPLFQgEAgRNE9u2Z1f1nEmm/973vje7zpEqFNy/Usbpc3hR29BCQ9N8QuEo0aoEfaNDWJ7FeN8mYnOWUdASPPHQWppa21h23ImMpLK4UuFrX/oq//T6y3jzP7+Jk045ifPPPZMzTzyGudEk+7Z28fCj60gsWImmRWhZ9jKa25dy8w+/y4N//C3Z1CiKGcGI1hGM1YBmoJmC+YuOpewZpNNZerv3ct+dd9LYPJe6hkZGBkfwynnmz63BcW3a5jdhijIjw4Oks5n/M8d+OGTgHAn49vnz4C/nh974tveQTpd45K7fsHB+C4PDA8ybU0dXTz8CFdf2wKu45lLK2XnOmdzT2355G5dd8Roc109XOhKQSpCpiSlCwsUwAyTMJMXUBF6iHmJV6Fqe1777g9i2S0/vPhrbVvPL2+5g2bxmLrzkMkqWzeqzXkF+YpTq1BCr1izFqG/hiW0D/Otb3s5n/vPf+PX2rUQjtbzlPW/AMBVErA41nEBBpzDSj+VZiHAdfbsfIWwIGuMQdA2Mosqf77iLbCZHRJh4roUZNDj9pBV07ekh1x8iNqeVlo5jZ/OfZ/DnPQ8M/w59AXhqYTeFS159KU/+6T6EENPrZJcJB0MU7DKaqiI8FetpFUkzIqqpBjfccAOvuPACwtHQbP29z+FLIKDx2J/uZ8WCWlwE1a0dtLUuR29oo5gpoHoKRa2Kid71zF3zKoZ693HbzT/mi9+8CcUw0ISOGnCINzYxp3kue3c9zsLGJKuMGkZ2beTnv7yDSy9/E2P7OpnK27iTWZY0t+OWPWyrVPFoyjnCsUYWHnsSmYkRslKAqxFpUpjnCQKBED37huneNwCKwkPrtlL2FLycgqFMsvzstmeI5V8Kqc/fxhfPF4CnX2xN89tAEfQPD1NVVYVTHsQMGARtBbtQZKaKfaZM1LbtSts616W7u4eVxyynq6fbF84jgFR/JwnTJdW3B8UMoxphSk6WOZqHbWeJBmtQyBCd00p5fJhr3vZ+lq1cxdzWWsrpFCFdJ9yQZGx8gmB1PR3xi3CKNh0dMWqv+wQjm7fwqQ9/nKpQgNEyNDVV89DaHQQLE7zs3Ncy95hlRGJxIqUCo5ZKw/wVOI5BfftJrAiEyOcm8YoTrB7dReemjbi2x9rNe9mXK2IoVbS2NNHQUHWoh/GIxRfPFxhbKLz5HR/gxzd+FYRKwDCZVxVhKtOLa+p4QifgOniui2EYCE/iOS5myMAI6ExMTPDrX/yKyy5/DY73lPteLpcrx/tWwWFDbnIPw8MZXnbmcmrndzB3zqnkJ7oQSomqRAOW1IlVtdP/4ANc9+/v401Xv5PLrnwjRiiGblTaIDp2mXAkgK5aBGIGXsTAtjwipo5YuZRPfucnWNksqeFhGuc2UZaSZF0tQlWwLRekS0HahFWX/d29BFSHPRsfYl/3VlYfdzJqMMRjT+zmsUe3kpoqUl2dIGEEyEz1s/TYN7H4uLOf8Z386+vA8cXzBWSmk/yCjnZKZZuoUDE0UISHY5cQZgwFgWNbs2655zkoilJZxTMaJZFI8N///d9ceumlaKY2W2nkC+fhhyZCzFnQiuMaNC08gbHBYUKFISaLeeJNcYRmUMzZqLFaLn7NlVzwylcRTyYAWfl/FWAETMJSok33V1BVcD0PRQiCwSCuYaAZQZRACCMaI5fJ4igqmqphBDRcq0wuPUk4EMQq58mXxpjfsYxkQy13/fxmpBbk8Uc3Y0YMdDOJcPKYgQCN9TXMbZ4D0sWXgeeGP2ovIEIIDKHS0DqPkifp2tPD8qXtDA0Ns2zxQjZ3DaDpAYLBIEhJOp0moBs4joNQFIrFIsFgkO7ublatWsWWnVtnK458Dj/mrDgf49En6erqwfvN90k0NDCQzrPouNXkXAND6NTUJIjXzmX5aefiuhJXgCYcVE1HUVUcy8JxJZquIjQV6XgoSiXPV1UEUhUIM0IgYuI4LvWNdbMrH3hWCV1XqaqKMTHUCeURutau584dO2mqX0g42sie3j4CRom6WILq2hieWsdkJs3SZStoW76GsmpiHuqBPELxU5VeaGSl7v3U089ENwJ07e0lWVNHOZ8joOl4jjtrTc60r5tZtmOGSCTC8PAw8JQb5aePHH6UFYem5rns7dzNg3fcjpxysR3J5ESKgCaIhIIIzUAIFU8oeKLSu0BRVVwE0qtcA5ppVtbAQoCqoIiKOAohcEpFcBxUIQmaGjgWSAdVkUjcSs/YYhGv6KA7gs5t6zA8gVscIlcs8cpXvZrqumocx8KhyIrVa2ic00zfwBC6GfBzOp8HvuX5AiIB4YKnqbzvQx/GyRd5/PFHGRwYwy6W8UoFDD2A5bo403memlAolUqzyxWPj49TVVVFNBplzZo1rF+/fvZGekYjZ59DjoaGiNWheyqtK87inj/eQjmfY+nKpZxy4VUQCDBZ0kmEjOkcXhUFgVWyQUiEoeFZlaVcbMfBkwIhwTQMXMfBsiw0NYDl2KiGgusJUHSyY4NoponrgaGrFEsWJlOkUn20tM4nmICyrRB0AkxM9PG2d/47qcIIngiRGe7h7NNP449//ANudhLTDOHbUM8Nf9ReQATgKR6KlGCGuPpD11JbG0fVPNoXtWMYGqFQgLAZqCTDawZCUwkEDDRNw9B1IuEwhXyecqlEenyKL3/pK9O5oBLHs5/1HHxePCSw/ISX8bJzL2IyNUZTaweLVh2LIoLs3fkYjz/wK0wkU+kRbLeM7ZTwZBm8DJ5tUc7nKiuseuDJaQ9DQNEu44hKCpvtFFBwyaVSZFOjlPLj2MUpnPQIcqIHb7yH4d3rmJqaIlkVI1EVpDoxn3i8kaLtEAuH2bTtCQqZEjFNYeP69fzwxm+xctkC8oVJKv3wfZ4Lvni+gPxljlwymUQzQwQCARRZpmyVsD0XVChbFqhKpcmyYDp45M3+faVrk8WNN97I/n29uK7E0PzZqcMLBzUY55jTLuDKt30IR0sgUSmXCgz39+K5ZVy7jCpNPNfG9Yo40sKm8n890yymXC5XRNQp49glPNfCcy0ElWh6qZhHFVS6HnkumdFBnHyKcnqY9NheQkqBgX1dlPIZXLtMPp8jEAiQzRewXJfx0WHqknHuvfcOCuNjVMdjZApF9KABOId6EI9YfPF8AXkqWV7MdkX63Ne+SUNTC3Yxy+knHYcmy7jlAnXJONKpLE+s6hrhcHi2MYhpVkRSUwWZqRTLly1DVdSKqeNz2KB5Ch6QbGqFYIjWRfNQ6jqI1M0nFgqQNBzsvg1o6V7GdzzO2K7NuGNj5IaylDLjYOUoTA3j5KcoZyaw8lOUc5O4pSzFzAROMYNTzIJdRFdcdGkjywXC4TAIj1RqkEImxb7uTqriSTq795Gsb0bRQyB0dFVjbHgYXUge/9N9nHTccjyyVDdp1DavJFqzGIfgoR7GIxZ/zvMF5OnzkTPbwWick886k8edHOs2bGFZ+3w27ehC4GHoOuVyGTyJUMVsqeZMrbHwZKVKSWj8+U+PcsqpJx+qr+bzV1FQJXjSpljIYgY0OtoX88TD93HMglry+Rx9nVswkzGKuSzJmiamhstg1qB4AYSmUSqU0HUdz/NQjdB020IF17JQDQOnXKpkY7gauq4ylZpA9Twc16JYKoOuMzaaoramHtM0yWQyDI6OM56aQpOCsaFBwrEopXyOrW6ZcDyJYZpUxSqiaTvgVwI/N5512IQQPwAuBkallMdM70sCtwKtwD7gCinlpKj4nF8FLgQKwNVSyicPzqkfnszkb1ZW0ZQIJOe/+go2rv0zp56wit59e+mYN4+BkVGcYpGmOU24ro3leliWhWVZ6LpOJpOhrroKy3LQVJWLzr+IFStW8PBjDx3qr+gzjSVsVFRUTxIKxjGjzXRveIA1a45nPD1ICQdh2+TGLZKRWvq6B8gUO6lrbiZghOnr66Nt/gLS6TSJRAJLj1byfSMR0uk0oVAIPIljl4lGI2SzWWKREFPjI+DkKOcyTEymMT2Vu37zCxrqaggGNObX11OjBXlyaydLjllFWULOEDz55AbOPP1CvFyOnY/fQnJeKw3tpx7qYTxiedY1jIQQpwM54KaniecXgJSU8nNCiI8CCSnldUKIC4H3UhHPE4GvSilPfLaTODLXMDowLFui6oK+TY9wz29vJRiJ8uOf/gJX6ih6hP6hfjzPYfmyZQRCEYKhCFu37UTTNPb27sM0TaLROJlMBs/zuPZfr+P9H/4AtmOj6hqCl/Z6M3+PmeyEp/cJeLaMBSkrCeyqqs4WPfxlx6HZhQSlhZQmmluie/t6fnfzN1ix8jhcoRINhyhkp0gENabGhtm6dSsoguOPP57x1BTpdJY5c+YwODjIvJb55PN5iiJIdaKOqdFO6uZ1YIgAZafM/LaFTEyMUSxkGejbTX2ygezkOCO92xjc38OC+Quprk1SLOTp7OyksamDSDTB/p5d1NTX0Tc8SrpQIF5VRWlynGg8iYvLgiUraVp6CivOeS1CCBTFN0HhBVzDSEr5MJD6i92XAD+e3v4xcOnT9t8kKzwOVAkhGg/8tI8+1OkRrm9ZiNB0err2sKRjHvXVIRpqggR0jwWtTaQmphgaHiVfLOJIsFwPV1aa1JbLZTShEDIDfOUrX8FzJbqu46/2/veZEb2ZIJxt27P7ZkRwxnh4uijOCO2M9zDDjLDO/JsqTDQVEA7CtRgdGMFxPKTjongeTfV17NiymYmRARYuXsLcBUuZzNogNernNNHXP0htbS3J6ipymSmyqVFGh/uIRaNkJ8eRmRFKuRwTY+OVwFIxSzJqUsiOUV8TpqaukZXHn8KCY5YxMj6BomosbF+MbhoEwgEC0TCT2SyZTIaG2jrCZoBwOEzIDLBw4UImJyYwNN1vSfccea6Pmnop5dD09jBQP73dBPQ97bj+6X1DvERRVYknBYFkI+e96nX85HvfpDoCyzuWsGXrTl523IkoqsamXV2UChmm0jlQDVwPquvmUMxmyGRymIqCY9m4qsrll72GX93+azzp533+TZ52/ytCAQm6rs8KpOu6lb4Bksqc80yWhCcry1ADtmWhG0blGNdFKArSdhgaHmbXrl1UJ2q4554/MNS7HSc7Tlt1FY88+Adeft759PZsJzU6RBCb2uZmMq4HaojWtgXkU6OkMpN0tC9gx5aN7Nq2mUQ0SrB2HpF4hInJFGY0wZ5920m2LqR/pI/5bUsxjBBePs7waA9dvV201s4hm8nQtXM9yeQcgsEgezq7CUWi9OzbQ319HaFQCBVBLpchHo/TtnQppm6yu3sP0aokKja2bT9DQP0y4APjedvpUkophPiHH1VCiGuAawBaWlqe72kcvkgFBbAl1LfMp3nhYro3Psng4DBnn302X/vuT/CkihCV+vZQOIojJeWyhRAakUiMSDjMyMgQAd1AVRTuuOMO3vXOd/LNG791qL/dEYGcKTKYdsFnshocx5mtKfdcFyEEYlpAnHKZzt27Z134Hdu2k06nmZycpK+vj82bNxMMBunv76e1Mc6KjmbSmVEcu8Bjf36E9gULAYVQLE6hbJPO5tjTtQknN45wLYyASTmXJmgYiFCIRCJOSXgUihlKpRINLQ2MD3RV3GlcRgf2EQtHCATClMtl6moaGBkeIBoOEg3HAAjoBtFwkFR6EjMUxC2X6B0axCqXyefSBAM6hVyWsfwokZBBuZSnqb7mGcL516YqfP46B7RuuxCiFfj90+Y8dwNnSimHpt3yB6WUi4QQ357evuUvj/t77380z3l6HijCRgodgMz4MF/8+LuY11RPNp+juz/H1p17kC7YjkehVKa6rh7H8UhnLBxpI6WHVFwsywJH4klJJjvFnu5ukjXVh/gbHp5kptJkMhmGhobwPI90Os3eri4GBwcpFots27YNRVGYmMxSKlUi2qqqVl6OhWEYlQqf6VC0oiiMjIxgTpdSCiFwcQmFk7TUxli2oI7y5A5G96c48dSz+cM991FTkyRsaETCBsX0KI21UYQQaIZBNp2mprqWxrnNlIoW6WwGIxIlYCq0NiygPyNpX9xM55bdhDQPVeYQhoJrGuQHhmhpXsDYxD5s16ZshXELQwQCQWpra8mVCriuy3jfCEbQIJ3NsLBjIX0DA2iaTsgM4QqLUDhGpGk55/zLJ6dHTXlGut1LlQOd83yuludvgauAz03/vP1p+98jhPgZlYBR+tmE82in8gDXZ2cn4zUNLF19Kmvvv4NQJMb4UD9L5tbSNzpFpCrJ5FSGialUpSRPD4MjKZVKmIZGyAgSjAfJZKaoSSZYc+xyPvzhD/PuD3z4sCnd/EduPsd5Zsd813VRFRV32o1WFLj//vsZHR5h7WOP0de7n4nJcXLZUuWhpKg4joNtW7Pd+YUQ2LZNIBxC13V0vfLQKpfLqJpGIBBAVRSKxUpJrKFqmOEQ0ilTFY9Tthwcx8I0gxSLRXK5HLbtogd0AuEQlmUhFUE4FMbzHBLJCEuaIyiFUbp7JljYOo+f3fZrhKLBJFAVo6QIRkeLROO1JGNBcpkhmufNI5fOMjLQj+s6KDjYbg5FCAaLOYqWR5+ewy2OEWpoxJEx6moSZFPDGMkw42O9BPQg5VyJUqYXQxGMjo8z2t+HlIJQKERddZSJySzRcISRwQHsQpaOY1ZQLOVJpSRWUZLqfpJCNoUbSBJVbKSiV0pHD8rVcXRxIKlKtwBnAjVCiH7gk1RE8+dCiLcAvcAV04ffSSXS3kUlVenNB+Gcj3jOePn59O3dxcRALx3tC/Esl5xrkUqn8KSH7ZTAExiGQbmcJRoJkc1mkbISKGpubsZ1bYaGB/j2t7/NO979fhTt8Oi89JdVVk/3bGb2z0S/Z1xoz/NQELOFAD/8/g/Yt28/27fvYfu2LVilArqQ6KqCUBwCwRiKbqCqCmYogjvtcjuOg67riOl2bjPuealUyaVECPK53Gw+rVUsYQGxUMWaLJVKICpWZSaToVwuY9s2QqiVoJ2mkc/nkbLyQKuub6A2FsTJjaMIl0Q8hisF8VgCVdf4/+y9aZCc+X3f93nuo+9z7hsYAANggV0sl7srLUVRsnhItm76qLIll+NUnDjOCymJ7apU5ZWS2HJclaQsxeWkYslWZLlCi4xlhVqSy2MvkgsusAAWmMFg7qu7p+/nPvPimQWPKBFly+Y6xPdNF3qmpqcbz/ye3+//+x55XWNw2qJUr1KvmPR6pzSrS2iqiaYo2KQ0GlXGwz6LS8ucHBydvZ7AuNdGU0SswZA0sMjn8xwOjvCtAcVqnfFoQMuyEcSEnKFQVHKYskyv10NRFcqFHCPbolQpMhpZxGT+sRsbj4CYUnWGkTUmjn3MnEqICCLEYYgiKzypnn80vqux/d82/v88tv9hiBMIhyf8+q/8Te7ee4is50mSkN7QA0Fm/7hD4EfIhoaYRFnnmSsQRgnDYZ/JyUkkSXrcVaEofOFLGf8zFd4f1/23dqBJku1g0jTrxJMoPTtfhH/6T36Lz33uc2w/esjO9gG6rlPUVeIowDAMBoMe5WKBcimHYWhM1CfY3j9C0gx2j1r4UUiSQL1ef+zOH8cxvuOiqupjyauqqriBTxJG2blenKCqKggRaRRSrZTw/JCB5SImWcGUJAnLslAUjTTNCn4+n88MXWSZAJmfe+k8E4bL5uYmYxd6/TFOnDAcjNEUkWtr56lX8pRLOe7fuUOxmCeJYhamK5TLZSx7SLVapTcY4DoRlcYUqqKjKwLuqENCihNEzM7MEwUe7qjHw4eP0DSFqdmpx7zgerXMaDSiUMjR7/cztyY9h6lKRGHAzu4BSQxBrBLGAWM/pTE5gawI/OBH/zxLP/Az+LKGRkgaCgjK9y9t6d/22P4E/wZI0xS9Umdibol2Z4jtx3Q7Q5I4JQhDkigCIaFaKVIp6Ozv7zMxM0nr9JTRSMCyLJIkoV6vE8cxx4dHcHbQH5GgSN/b/9bv7D7fO01476mN+xv8/u//Puvr67zyyiuEYUjO1FlZWSFJErxhh8lGCcOQmGnM0JyYYG/vgMGwT5IkpGdeqGEYomoqruszHA4f31De80CNouhxN+q6Lmka4/sekihmyaWRj6FKBEmE7/sMh2NGtkcpp6NpKrZtk8/nsW2XJAlQFJMw9HEcC03TMIsVREIqjSbe+ha1RlbA17f2zzxaJR5t79A60fj5n/4JiqZKu3VMTjeQ8BmPh9QnGgRBiB/ExJKcLaxEgTe+/haNSoGnrq0xsFwWVs5xsLdDEgdcunwZyxmTpAKuF1EsNzCKFfKVOp3TY0qNGoIgMOg71CplWvvbeLZPgoSoaYRhTJIqIGpESczXXv0cenmW2rWXIBUQnkiOvis86Ty/RwhTcA4f8it/65ew3QBJTrAcFz+MGVoWS+dWePhwn0peZWZmhoc7R+wdtVhcOsfBwQGBH2VWZmGIquqcdDs88+yzfOrTv/s97zzfK55RFPHaF19lfX2d3/md32F7e5skSdBVI/O1FEUURcmKnB8iqDLdToeLi1WkyObapSXyxRr7xx2293uMbQ+1IOG5KUGYEsbZ8iWOs25SVVVUVX3MgfV9nzRNGY1GAERx8M1z0DgrwggBy4tLDAYDDlttCpU6chwSBNFjr1UQkaRsVE/TlHw+T6FQQJVEfuBShU7/lLXL15mpN9i8/TqjUGRzv4Usy4xHAwxBR5FdPvTCGmsXz0Pko6oKfuAyPbdIu91DVYvIgodtWSQxFMsVRE3jKy//S37sE5/gnbsPqBYLRI7N7PISkHJ41KJan+TosEsa9Mnn81SqRYbDPu32CUsra4x7R3QP9zg+HlKpTbLbOgJJZO/YZmb+HG7gMts0WL3+QV76y/8tqhgRiyLy97HtxXfbeT4pnt8jpICQhrz+mX/Ka6+8jDWyEWWF024fo1Di4PgI109xHJd6vUK7fcpoaFNt1AmRSAXwXZ9KpcJgNKBerZEAY9fjC1/+CkEQPN4ev1fMvvPxu0VCfKZkOjujjGKkbx3rzi6hV7/4FV5/7Svcv3OL2+/cJUxSpFQhShNSWXw8MucKRQJrgKFK1KslXNfHj2PGo0ym2KgUqVar7O2f0Op0UHWDsRvguC6mqpGIElGSWbaRxIhJTKVeIYhCFM1AVQySIMDzvMcLJACEiCCIMPQcjjVicrJOMa/xcOeAse2wdvECpydHBAkoioaqqtgj+1s+sxRJhFqtgqZpvLg2zfajBywvTOFaNk9ffZpKo8IXXv4sj/Y7yLqOknisLk9xbm6SnJISxAlzy+dRoxBBTGm1TgCBleXzvLu5Sa3ZQJQkjo9bXLq8xtHBPpVanTRWSTUZSTDpHdx5nDqgaVqWTCD6eH6KKYsIZDeJIJE4PTmGIGAwDpBklZ29fURBxkdj7+SU+cVlmuUcD7b2+e8+9UXS1ID3ydHP9wp/YgqjJ/iTxzdVLQIra9cxqlOcO7/AoN8m8G10XaNcqqLIIrIoYhoapqEwNztNpZTHdUaEgUehUEAURUqFIqqiUC2WcUZD/vYv/zKDdjtbwHwL6fs7FTPfLd4TgEZJtpiRFJkkyc4wSeGN19/kP//l/4K//p/8Nf7JP/4NDg8PmZycpF6vI4gp6lkWk6SoiLKC1R/TKOZZW5kjrwuE4RjTNFE1HQSR/ZNTHjzaZa/dxg5jxq6HJKsYRg7b9XEcl/F4TBxnTurXr14k9ixUYjxrSOjZhGFIHGf0Lk3LCmEul6NYLCIhYJo6pmkiKBJC5FAyUpq1IomUmU7LskwSRhSLeXRdR1Nk4ijIHsOInGnQ63ZoNGo0GlUmJuuUayZ37m5RrzQgDdHklMlmBXtsZcUsAtvxSFJwnTHD4ZCpyVlmZuc5Ojlk+fw5crkcYRBAGuKMB/R7PR7dv8doPODR/dsU63XCwENVJGrVMjlTJ58z8MMUwawQChJx4JISkYQB5UqNyswyCxevcOHa06imhp4zkVKQFA3NNFELBWqNKqfrdzOmw/e+n/r3Ak86z+8JEtJUAEFAIGFw2uHv/pe/yJXzKwxHFuuPjjDyJWRZpt8boKgiqqrSafeIkghR1dnY2kXP1xmNLHRNRhElSoUi7X6XvJG588wsLfLf/w//I8Vq7dvUNX9cxGmCKIikSQKICCn8nb/zq3z+859n/d37iKKIpmmUdJGZuXkOj06wXA9RkrJCAMQCiClIosj8RIGCKpGGAcXaFDv7J9hhSBSnhGGME4R4QYioSsRhNj5LgpRtqF2XQqGQcS0Tn2LOZHWmgh/FIIm0uxZhKDB2g4yypOsMh0MMwyCJPEQxi3ku5EwQIvoDh2cuLVOtFHj1q28zSjXUxGdiYiLjckYB3W4XTRLJ5XIoil7BTh4AACAASURBVIyqSExPTyNaxzx1ZY1bb3+NYt7kp3/qT7N7cMzWvW/gxQo7+ycUTZPpZo7F+Wn6vRaVaom1y5eRcRiOHWZmFtjd3WZxZZajnTbVapnAdxFFAVmEqcYy9965ydUPrnGy1WIgBOSMGlEUUS6XCYKAo6Mj5ufOE8QhejQgkRREs4Rj9RnZDqsryzy8exvfHaOVJygXK2xuHPDW3Qekgsi1G89QypnsPDrgF37l18mb5e/r1vNJ5/m+RkaVOUtwp1yf4GM/85e5fXcDSRBZnp/AUBI6x3tIhOhySuTZlPMml1YXUQhYmK4zHg1JEbGdzOPxtNehmNdJkwBNl+i0WvypH/4wf+Uv/sJjCsy3arm/W0hnBfNX/5u/y7n5RZbnlvhf/uE/onV0Qs7IUS6W0RSNC+eWsAZ9XD8mCBOCIML2QkaOSylnIocWi/U8igC7rRHHjsTNjT28VMK2I7r9McOxjWs7yAikfghRTMEwicMA2x5h6hqh7xH5FvWSwVQtRxQFpGlMtVLD8yOGtv/4/dl2NnZnRPgAUQRZlBiNB1iWRRq5pJLMSXeEmitiaCr5fJ6joyP2drcZjQbouortORh5nSQNCOOAVIg4vzLB/t4jpiemKRUrfPYPXubh5joTjSqdbhtB0zgcWGxsH9OzIg6P2hzs7bOzcRffiqkXStx69YvUdZndm3cp6CLeuM/J0SEAcSoQ5VTOvfgSX3tnF6E2QTp2qRXzqEKK1e8S2GNmJxoMTm6Tdt/heNTDRaB/vIeaxswUdLbvfJ1c3kDLlZhbWCWSNXLNCpfPL/DSs1fpnbRpnZzSdwaonk38fVw4/zh4Ujy/B3jPXOK9R0h46cMfxTRzPHjwgMBzubC6gizLKIrC9MwUlUoJUYLd3W0MTUERJVQ1y8apNRq0u6fYto1mGCAKaJpGmiTkzRy3bn6DXq/3bQX0j9OBfv3NN/lr/8Ff5df+wT+glC9QMHOPl1VJkuB5Ho7j0G63se1sZA7ONt2irJDPFXAci2ajgqkreHaM5ST0rADLDzho7TN2HBQlM6nQZAUhSVAFCTFOcSwbVcnObzVNQ1NlSvkCgeegqwpGLk9zahpVNxiNbcIowXXdsw17+tilX1XVsy5ZQRRFDE1nZXmWkT1i7DqMnTGkPpIkUa/XaTQaWeRzCrVajU6nQ6PRoF6vYlkWT127wNff+ir1RpnhqE+jUaffGdJqnTIzM0MqxjihTZwI9PpDVFVjdnaWUi5Hx3PY6Rxz8cZlctUC08sLCHFEmkQIgoDjOPSHQ7Yefo1hdwu73UOIh5RJCb0xYhow6J4QBzbW8JSSajAzMUOxsYpCjpwgc3q4jTto0ywXERWTueUL9HtDmhNT5Mp5wsjHGQ0Z9QcIgoRi6Pj2mCh9Es3x3eDJ2P4+ws47b/Dmy5+m2z7kqNPnmSurHOyfkCQJ8wvTOI7N5159m2KuSOI7dMYuTiSytbPLlStX2N3eZnJiGst3SWLww4TBYISZzyGLAqVKmc9+5cvEcfpti6Q/DNuPtvjUpz7Fb/3mPyMm03fHQUgcxqRRTCJAQvZzgij7g88pApKq4fgRlmUhiykSGkIaMTVZBEGgPxjjBQJJEpMSI0tZ9HIqCOi6lil40hRRkQlcjziMUCSBD9y4gusN2d7ZQ1fy9Ac9Pv6R5wgcl+PjI2YWVxnaLps7x3Q63Yz+VMiWSGmcoKsysiiQihGmaRAHPqvLK3SPDzm/tsjtO+uESYGh28OUcxiGgevZpHGEbdtcubDIsN8Ho4RrO9y4NE9FHhPGJqfDDtVqhTu33mHlwirTRZFqc4rDoxanrRZmTmZoQy4NqZcMqs0yYhiiyCmeN0BWFZ5++oOoholtjzFNI2MMiBJpKpAv1fjCy7/H888/TyTqhI6D79sUiia+76PrBuN+l+HYpjG/inW0Tq4yhdXZojkxi5xvctgdcf7KGiIyDx5sMB5avP3W1ylXigztBCOvowkSiVnjQx/7ODc+8vOPj5VIxfcNf/jfBZ7wPP89Q5pCfWaRlavPIN0OSKKYUb9P++SIfD6P7zgUc3mmJ6qcdCwUUaBZLdAfW8xPVNCFmHMLM4RxiptoDMcDREklOuOOGvkC7ZMOv/wf/Q1+4Rd/kSs3rmd8vigEKVP5BL7A//zr/4iNjQ0erN9j2OuTpgJxGJEIMY7joGkaQRKhKSpJki1k0rMCPLYDUifAi2JEMn9IUVQQkekNbMaOTZoKSOIZvYgYUZDPTDsSbNtBkiRc30eJE0rFImHgEXo2J0d7XHvqMmsXLvJgY4c0zvTnaRjxp3/iE7z+1jv4foBjj4njEEFWsF0HWVbO8qA8Jpo1QrKOuFDI4bo2pXKROEyIowTNUCgIOfpDF81QURSJXF5HlRL2j9qEgUdZK1FvNhAEgdPuAEES6LSHjIYWxUKVyXqdqh6yujTLbLPO/pbGwBvj+mMMUaffH9G3PF549hKFnMrxYUitVsP3PA7299F1Dc9SyOfzHBwcUWlMoOh5ZmZmCMOAWJaw7TGKohEGIEsanuciyirlskLJLNJPXE5OTqhXmlihhDwOmV5apnc6QJZENFXCmGzgRjLWsc2Fy+fRdZ3EC1BLFTqHj7LAQQTEJOPppt/cOz7BGZ50nu8TpOl79KWIX/uv/mPs7gFzcwv4vsvp6Slzcwv0+31cz+fNO1t4fsjlpSYT9QLHbZv+yMbI5dk/bnM49LEsh1K5hmHm2dreRMnnEVOony2iTq0+P/mnPorlWty+c4vB0MYLZSYbs0DCcNTDD7MClURJFlCWxgRxRBj6FPQCCWmmGT+TRIbRmStPGJASZ92ToBJFAYmQOeVLSCiygKYraJoCiLiOTxB6RGlmXCyIkIYexbyGkKTUK2V+7qc+zv7eFq7ncXDQw3VdqlWdUqGMKiX0xj7t7oihEzAaWYhanuCMrlQvmUzVy9QrJgcHbVJRQtUV0iSkWS7S7vTpD4fouRKOF5IqCmkYYBoqBVNBJqU9ijFVkRCZIHT50PVVnr06zec+9zWmZybY2dokiVKaU7P0jh7yzLM32NvdZrlZxtB0DlunhKMOogRqqU6cJAxO+1xcXsQwJIKoT7XYJEkimhN1REFGkhSK9Tpjx0cWsqIfCBqmqqAoBgIinm8zMVnmtDMkjmN0TUZWa5iGwEjQkMQYv33Iu5sbBJ0BqSIxvTBHfxyxd+Ri2QG1qRKqpHJ0cMj0VJ0kDfhP/94/IxBNFDHrOFOedJ7fiSed5/sFSUIqiETI/OJ/9jd5+dO/zf792xSKJlMz09x79z6KoqFIMuenGripSLGoYw0GOG6I5XqohSpeIqMkQ5ZnGvQHY4QwZXaiwlGrD5LEQIgwdYPLi/NsPHiLKJZwLAFZLFKu6djjYxRVRZFDNF3DdgKCMMqoRmLC1dVluqdtWqcWmqEjSQYj28q06pKKLIqIYsLM9Ayn3S694RDdMPBj0I2sGAop6LpOEGQGHwgJoqSgSdkmvKQlnF+YZ2a6judF6LrO4eEh3d6IkilTLRcYSdBsNrBtF89xcdwYUVIIowBJ1okiD1UUqE9Uqec1FmZqGNUGX3njFuVyBcVOmZ+pMjM7SRhJeF5ItWwQd1LiOCKMQ0IvxYojTk/bFKrT2LaNUSiSN1Rmp6psrN9ndnKCg71dDEVG1VRiZ0SlVOLB+kNWL5xjqpYjIWbhwjneffstHM9n/WCEKMDc9AR2YNMfeUw0JrNFWBwwHg7wfZ8kgZFt0ZiYRpdkjjon5KqTpFHCvft3uXr1KsQeu5v75Go1Go0m7958ndKsRrvVxbZtCqU66xubzJVN+gWHp577MK+9/nXUXAXbazN2xuTHErKmYuQVdN1k1HLYeufrLD/zQ9m1mSYIiN8/1fO7xJOF0fsEgpS5zosimPUJrt94AccLODg6wnZdVN2kPxwzHttockbzieOUaqNOlKZYbsCj7V2iRKBSLkAa0mxUEUkJHAsdqJWK1KsVdFVBjCIURSQKfBRZR5A0+oMhiiJSLJiUSkUUNVu0KIqUadLDiNBz0TWV1dVVGo0GkiRhmmaWQy8JmDmDmelJXnzhOWrVMueW5inkTQRByJQ9aYzrukiScMbD9B6T2OM0wTB1apUCBVPj4vllwsChWW/QaDTQNI0w9NnY2GA4HHLSbnHv3n0uX73G5PQ0qmHiRzFhnCKm0O12SKKQQt5g3Ovx9Zu3yRWKeEFEqZBjYX4O2x7je2F2/ium2WsEHkkcUyoWcV0fwyziOA5RFDG2hoSRTxQFPPPUs5yctAm9iLxZIPIjGqU81y6voqkiOUPHGY/QCiZa3sQsV9g/7jMOVCammnR7FpubLbqnI1bOzRIEAVNTU6hqtvEvl8vkdA3fc3n48CG1ShXf9zF1g7VL59nbfUgShVij7Djk+PiQqakZciUBRZHQwpjTvR00Q+bLX77NwNI56gzR8lVu3rqP7fs0Z6ZI4xDiCEgYDIYEfkwc+UBCHAWQxkDy/3H1fn/iSfF8nyBNsy24DCDmmL32ISZXLlGp1LE9gbEXUWvUMYpl3EQgShIsP+X+Tp/uMMAwc5kOe9jHcRx8P9NOq6pMsVLlIx95HlVKOO2O2Dns8O7eCYdtj5O+xzDw6TtDRCHBQMYUZULbpZovYFsW1sjB9zymJ+rk1JSCIjBRiBDcbJOrpinn52dZqud4ammCF64usX7rDTT8bOEQR+iygu8FpKJCoVTEtnw0zSAMYwI/IghCpit5blxYIKdJNCYm+YMvvIYkq2xtbfLmm2+yu3fA3Z0ekWgwtH3mZ+f45M/9LHfv3KTTatHv97PjhSTE9iM+/EMvcfniCjlTZeHcMnP1CpIsMrZ6vPTic7xzd53+wEVSAhrNIoqoo4gxXgj5QoEwdGlUc0xWixi6hG6olGoNokTm7v1tut0B9WYVQZFIRIHmZIH2oMW9zS3mp6dYv3OHpYvXSVMRt9/HHQ5YXZph0vQYnZ7i2T4DNyaS83z+tVv4QpF3H54wGLqIoozvWiiGSRQF1JoTjMY23ukJb7/1OpsbD/E8ka1336U5VaW1t4mhyDipyOC4j5kv4wgShXoDJYGnX3wG1xtx7/Y7dI73eer6eaz+GC01ufT00yilMlsbO/ihT2W+Sa/VIUnEzIdWlEB4Uiq+E08+kfcJvnPrLUkSzaXLDMaZoiYIU/YO2yiKjG2PkGQBzx0zGnYx8zm2tnYyMrcqUjBz5HImnU6H4aDHeDDk7TvvEiTg+iFRlJ0/lsplVE1DEARM3aBimghigmFoxMT0+n2q1TKlcp5qqYhpmmfk7BJrFy5yfmkJ3xlSLRtIQsAHrq7QKMiMui0W5qaxxv3HKqAoih67lI9GI6Ikpt8bZvQkWSAWRNqdLg8ePGCiXkOIfZrNJtVqFcdxSNOU5eVl+v2M8N5oNIjikFu3b6KpBqqqIiGgKzKQkAQ+kW+RJg6qLJBEKScnJ/T7fTRZeczzrJSK30Zr8n2farlIr9tBFgWmp6fRdZVKwcS2XKJYwI8iLl1cxXVtiqU85UqRQk6jVCow0Sgz2ayys7WNkAjc/Nrb+K7Do611qrUyhqly4eIiJU0hsgdUCgWG44CN3TH3Hx2yuddClgzax20OtrbQFYEo9Dk6PmbsuBQqVZYW59BIkA2FYrOEMx4wOztLc2KK4cBhYXGOsdVn0Bsy7I84PGgx6A1ZWliGVEBWDVwr81OYW6hTNA3SKGRqooGhqYxHA4bD4dmiKD1Tk33vdyPvNzw583wf4b0C+t6F+rGf/rNsv/0GvZM9GnmNXhJmTkCmRpqmNBoNZDHlqOsyPzuXFSchoVwu0e/3WV5aIIpTXCekPfTwghDXi9CNHKauUCwW6fVH+PY44z3qOaYmavSHXRqTUwzGY052N2mU80xMT+NZFovnFxiOemy8e4/hyOKFD1xhb2+HwPM47fdQVZXWyMc6bROIBVqHJwiiTBhn7y/0fURFZDQaZ7ZuozGyDDeurqKKArIs0eoPiUWVwWDAgwcbzExP0h/0OOncRZRk2qc9mvUSXuBy4dIqu9v7VHJFbC9iYFksz08z7PQw5Yh6yURTdPZ3D7m6dome5SFKkEYx165fRUhjmtUyI9vGcRwEUWY46HD9+nU6Jy1aJx3yBZOCrOCVQyzXRVV07t67z5//My/x+le/wezsNLVSAd/qY1s+Dx/scG55Ft/36PX26A80FubnmFucx/M8PD+kXCxx7ekLOKMhWzv7uKFMJRcjijo3b71FsZTnuRsfYOPBfRAl6o0pBoMBgiDQ6rjk9DqKLqPX5qF1jKLpvP32Hc5fWOOVz72MJKacWzrP9u4+ubLJwcEO7c4hUwsXOTzqMrD6XLlyjkbD4KtvvsrM5BS+a0FS5uToiI/NTmTOUIKEIHx/O8v/v+FJ5/k+wXfe2QVBIEXgIz//l2iuXDrbcgd4QcT83CJ5M8eg16VaLJCXYxRRIE0EusMRne6AUqWO44bs7h2h5QoYZpEgjKmUy1QKJp/8qR/n4cYGvuchKRKQksoCuqawurrKw0c7HJ70KOQrzM/UmZtqcmVtjc3NTfJ5k6HtMDU7xbsP7hGGMaVyna/fXufWgz3eurvNvfUDOj0nK95BSJTEZyR9cH0PVddJYnj22Wd44fkPEAYuSRIShT7XLq8ReC7bBy1GXsTBSZ/O0GHshAwGmVel43i4TsTebotmY5KDgwNGoxGmoTIctlmYK/PU5cvIkkmCgBNZ7O/voygKOcPk3XfvUSoUIQowDY3C2bmtG/gomsru3hFumNDuj/GTlIP2ACHyqJkKSeQj5mrc/MZdRNXgRz/241y4fI12b4gfRZRqdUaOj+X4DG2fUrHGvXsP+ce/+dt87es3MQ2FnKZm58UFnReev8bz1xZYmW3w1KUlZqcn0WQFVdWZmZtnenYeWYDV5QWGpydIiUV/fEilMYV7dMBmt8/W9iFIMLZ6vPDBF2nWpmiddMmX6xycDJmYXeLCxavs7B3ghS65vIqUylhDl6tXrzEe2+i6ycHBEYpusLu7fWZYLXyLmOMJvhVPiuf7BH/YnT0RJCYWz3P5mQ/ipynIMqVSmY2NDQwjhyxkhhuKLKLIMoPBgHyhhJnPUW9OsLO7jyCI2LZNt9ulmC9QLRWpVircvn2LnG5gGAZhGGI5YwQpUz31ej0cz8e2XRzHBWBra5O7d+8iSSKnp6fEacKDjXWK5TJBGLO1tY1t23Q6HUBEFkRUSUaQFXK5HJpmPFYliSKPx+T19fWsaEUwu7CI53lsvHsHOQ0olErYtktvOKJRb6IZJpqhI4oiuVwe34vZerSLKIoUi0V0Xcf3fSbqdSrVIo8ebeE4LtbYYTgeZCO7pqHrOtVqlZ2dnbMlVEiv18PzPHK53JlTvH/23kWGwxG9wZjlxSVUMYUk5eC4QyqItFtdXvnCl/nCF7+MKChUagUUVWA8tun1bUgMjg73KZULrJxbxMwb2M6Ig+1tTo6O6Y882t0R+/sHiKoJyFRKZa6tXeFgawtEGcdxcBwHz7aIQh8pl+fc9afx+kf0RmM8p42m6qRpiuNY7OzsIIkKO3uHbG0dMDE5z6PNPU5afURRxHEsPN9B1008N6JcqSCpSjb6N5vk8/nHLlIZv/NJ1/mH4cnY/j7EexerCJSLFZ7/8MfxRiNe/9IrdDpH5Ewd27XojB3iBDwvoDWO6PshuAH9/pDhyGVmfoXj1imnowBZzxOnCZP1HOVSniSMmJvX8cOE026ffLHIxcUZ7m8dcXrapZIv4/geSZKwuXfC3MwsaZpxTler52n3u4wdn8H2EZYbkqZgxxrEIEkikiTiRgGSLJHEKSQgkmKaOkLk8oM/cIMocLl27Sr/4l98mudvXEcgYHlljnsPtvE6Nu3+GE1VUWSV0cgiSQUUWWd+cQ5JTBmMhuQKOTy3TxjHnLS7GEaOp65exh2PkEWJXv8U33FZXTzHmzfvU21kUlEpFfjxj32E7c2HjEYBilZk7GU3Dc9Jqc8UcB0LIUrojT1yOQVVV1hZmkQ+6LDbsRkMQ9YuzJNEHheWz9MeHOKPe2iahFo2SeMAxx9RLZR458EWjUaDcj7lwe3PsXr5AjoSzz1zg92tba7/yDW2d9YJYtByBVqDAYImIssikT1m9vw5oiTm6sSzbB0csbW+zdzSeS5MrWCN+3hWiujDzbfe4Yd/5IcYjSyeun6Vze0dksRldn6GVrdDmqasLMxSaWTmH4Ypc/fOHXqdHlKSkMurRHFA7IxxHQfdzJNGKfGZk/4TfBNPOs/3M840xqKicvnGc1x97gdoNicySaQXZnzGVKTVd/ETERQdLxEwC1W8RKDV7aPnioQpSEASxfROu+hKpok38nmGY4s0zTJ/2u1TfN/HMIzHuUCZJlwjCDKHosnpSWRVwnIjhmOPoeUztlyGI4ckSUiS5CyULXz87yTNTIX9MEJSNUqmyvmlBYa9DidHezx34zpCmmQqlyRhYXEpi9UQBBTpPTs7Gct3cRyHSrmEkKRcurD6OHbCHo+ZmZrEssdYlsXS4jxxEnJ4eEgiwJ379zl3bhXP85iZmWFqcpaN9U1Wzi0ThT6h56KpMnnDpFzKAwJJLGCoGpWySbPeQFEUZFFiaX4OKY14tHfE3uEpoijz2uuvMtVo8okf+wnG/T6ONURRJVwnwktkzHyVKIWBZTM1N8fx0SlHrR6/969eptUZsP5wi2Gvz3DQQ5ZlhsMh84vLOG6I5wVYpy1i16F/2qfZmOb8ygqt1iGHB3sMh2P2D48ZOw6lch0/SDk6PmVyZpZz587h+2OKOQ0xDZmfmUCSRMq1ZjYptNoUTIOcodPv9xEVhTgVGY1GGKZJEAaIZ76wT/DteNJ5vp+RpiBAKkhMLK3xk0tr/Gb7kNB16fV6jEYucSoSxgJR6DLTrNLqnNKNRLrdLhMTEziOhygIlAyFnFlAkUO63Q4jy8U96TMcWSi6RhhH5Isl6I4Zj8cIoo7jZ87pUixgThgoUkJ/OKQ7HHPUslBVjTBO8ePsjyvjBvI4AkMUReTkvZRMDVmR8H2XxekaX3njq4xGDsOxjyikXF6Z5+S0S7vV5bA9IEFGEmTiOEXXVXqjIQkCpBG3v3GTUtGknFco5XM06kVEdczO/gme5zAcWHxh4wsgikxPzSJIIuVKjYODPYZWFjX87LXLNBo18qaBKmXKpkq+zM5eCy8MsIYDJEFkbmGWxlyZ9fV9vKCMqhgoUspU2WT3pM3la9e5++A+f+GTP8uXXnmFR3cfcP78eXa310mDFF3VOGp1EaSMK2sW8zzY2WdpaoIUmYPjU3a291mYnWCiXgUSXC+gWq8TxiKJYDK1uIZ9+ohkOECUSojjAEGVWJyfYzS0CcOUclniwsXLfOFLn+Pm23eZnzvH0PGxAo8r164wHlrki5dwHYel1TVCUaVaadDvtFnf3sAaDVBVlW5vQBBHnC8WCYMAVdWJw+jbza+fAHjSeb6vIQhy5rJDQkpmRvxDf+aTyEaOcqWCocuYukIiQLlaxXV9EDTiOOTKpYsMTlvIhBQUWJipUC0rXF5bxbFcwkhkZ6dFpztmbFl0el0Ojo7xfZ9cLvc44VKSJOZnJzBUgXzBAFGlN8zSKH3fJ4x8BCFBEHichimeZQRJkkQiCUiqAmnETDXHuckq1YLB8uIcq+dWODncI/Ysth6ts7HxkKmpGRwvQpRkYkkgShP6wxGarCFEUK9V+PlP/jRLC/M49hBFFSmWGqw/ekRvPKRSbfCNd+6j52skgozj+RTyBrIQ4QcOhqmSy+uIIrzxxmt8+SuvYxTK+DGkogSSTM4ss7gwzeJ8g5XFKW6/9Q6+77OyskKlVGBmosGzT61SqZd55867PPPcs/zG//6bxJJGcXKCH/+pT2LoJT7+iY+yvFjhuacWmMiLrMzN0T0dki/N88VbD3n55jrHgY6jN3lwPKJnBQy9kAeb22xuHvCZT79MFCe89WCPETnytUlS1eDBxm02Hqyz8+iY3/vMy/iuz+7OA2594zVEfDRR5tbXbyJKOufOrzGzfI5UL1GdvcClD/wAdhDzW7/5G7hOzM7+KU6Q4IYJ+byBkPg8c3mN0WiEoqoA74tI6/cjnnwq72cIZIFggECCKMLM/BJXrz3FxGQDWRLo9U5R8gWCKMbyQoIYZEFkZ2cn424WCjTqVYajLpcurDLsDzAMA0PPUyqVKRZLAFiWRblcplKpYNv24wVMEGRmG0kSnSmBRMKIjNYjCEiSdGb1xuMxPctcF7M0yxh8P8TUVMQ0oV4pUDIUhMhHEVOmmjUMJTMaXrt4iUF/hGEYOI5DnCaPc4SiIESSMlOM1199jdFoxGAwYG97h+bkFIgyuXyRMI5IE1jffEQQhMiyzMnhEbVKmSjKokniOMbM6czMzPDiSz+I67rkcjna7VMq5RrO2KE/6OI4FpY1olapoigSGxsbjEYjOp0W/U6bXM6gWCyyt7fDM88+gyCKvLuxzldefZ3nXngBXdW4du0SizMTNGpFjg73kWWFw6MWgllBMCvsn45pjz36XszYdVl/+IgoigERXTXoD3rMLZ3j5S++yutfvYkkSTRqVWq1GqZR5Ed/9Me4d+8eaRIxGg24evUyspJZ97322mtsbG6ys3+IpJlcffoGvaGDbuZYXVnm5q1bHB53aHe6iLKMIKaUCnkMPVOQkaYkaYJwdlN8gm/HH2kMIgjC/wr8BNBO0/TK2XP/NfBXgc7Zt/3tNE3/1dnX/hbwV4AY+Btpmn72j/olnhiDfPeI45BHd2/y+uf/L/7lZ34PLxYQBIW9o2MM06RSLiKKIqosUjQkTN1gOB6RogApURRw8eIav/t//gGybuL5mTTSMDSSyOXChUv0+326vT69/hAkmQ8+dZ5uN1vGHLZOiVMR2xqRpAJemBAnIAgpTuhngW5BiGnmSaOsezUNjcXJGrNTNdrtNoNBeRQv5QAAIABJREFUlx944QPs7+wyNTXFwfERaaJQKtdY39xh7IZ4foisZGbGZi73uOgJqcyli3VkQef6lfO44z6v31rHckJGY4fA81lenEM9C2wLggDn7DHyBILE5dKFc9SrOerlAuvrD1EUjeFozOXLl4mikI3dU0QRxDSgoMtsdx1++MYqCQI/8iM/wqNHDzk63KdeqvEPf/vTLC9M4w66zE01abWGvPjBizTKRarlEjt797l+5So5ReKNV9/guNPjqGvzaL/N4uIiO/sdBEXDDsAQfcpFlUYuhy4LTNZ1yoUKhbxGuz9mPLSYLedpWzbIKsedHpVSjji0ePrqZSChWK2Tqibzi0s8uL/Fo4frfOADNxjZIxzPRUShXChyZ+uY27fepWDoDEc9mpU8emrzox/7CEedDh/7C7/E/LUfJiUkEVXE0ENQ9O/ptf/vCn+SxiD/G/A/Ab/xHc///TRNf/U7XnQN+HPAZWAa+JwgCKtp+sRd9U8MiYCRK1JpTBMiE6YCYiwixyFiaDPZmCVwA/I5g8lmI+sWRYnDkw6KJFGvV9k8Cxo7Pu4+ziQSBIFGo4ZnW+xuPUI1TEQhodmssrP1iOnpSSYmmgRhjKTpPHgwIE1TNFnDDXyiKEZXNQBEVYU4Ik0TNFWCOHNwFwUZUZBZWlxk1B+RRHHWBasaSSzz6NEjQj8gcAMkOUvV1LRvenzGcUylWGF/fxddytOomORNBcMw6A+zhZVu5tje2ycMQwxVoVAoMBiMKBfzSLqAmKi8c+8uf/HP/Szf+NrXsO0xqxfW0PQctu0ytIZAgm4U0GQT3+qTxglBlC3QPvO7n2ZiokG5VGVpdYFcucDtW/dIvIgrazdQJJ1et0M5n+PZD75Ac7qO6zg4rkO9kqd/esy5yRy13AyqptI9haFtYzsJeqmErBdpDW3i0KXQqHLv5tt89MMv0m21SFORh90uwyRFVk0U0yRIBC5fukyxVM1SQgWFWrXJaORwYe0KuUKRV770FS5fXePhxjZxmFAolOjHJt2RR5JK5HWFWqlAXjeRZZVqtUq5VgeyySdOUiRZ/R5e9O9P/JHFM03TLwuCsPhd/ryfBH47TVMf2BYEYRN4DnjjX/s3fIJvg6TI5CoN5pZXiVDwAx9ZsPizP/sJhv0B33jnPpONIoEdcOfOyWN3dUVRGI/HGHp2jlkwDfxKBT8I6A97GHqZUqlEQVN44bmnGVrjLI7i8JjZ8/Pk83m63WN8p8+461MulxiNRvhBgKJISJJAEGYjtiiBrmtUKiXsUYfLl9bwRgNuvvU14gQuXjhHEvg8//zz3Lp1C1nVMMo6IUU8L0DsDYmjhLEn4jgOumEQBJk9niqJXLp4gfV7W/R6PXJGk1Jexynm8b3Mtq3ZbHLc6iFpGiPLZXp6ljQK6Q762PaYcrnCP//nn+FDL75ALidh2R4jy+Ko1aXWqKIosP5oi4KpsjQ7ieqMOWwNWDu/RLNSyUxC1IT24Qmz1RovXb7Ei89f51Of+j8Y9gb8zM98HNMocPfdTcqNIrHl8PQHXuSo3eWFH13NbhhCzNHREQvzdQ4OW1huxM7RESVVwFUlUMrcfmeLUnWBN+8cYih5YjFm+eoyuXHE4VELZ+xTyCls7+zxYz/2Ie7evUuzWWHn8BEX1y6zsbNLt91hafkCng+NyQWIRYZjhy+9dpM4csmbEi9+8BKea7GyskS+XCMvSghaITPwTEESBYizjKgn+Cb+TVZof10QhL8EvAX8UpqmfWAGePNbvufg7Lkn+BNCnCYoqkpCzPVLSxwcnhCHMl/9xm1EUeba009xuL9HvdkA3cuC4AoFdFVhZnaKTusIP4w5Pe2h6SJRHKLIWYDbrZvv8PyzlzBNk5WFaR5tbvKhF29gahrj0YBKoZh5J0sWpyOHwHeRJJ04jgjCgDTN3OkLxUzrbY0GNMoVDna2KeUNzq8uEiUxduDh2xaf/fwXzihMAapaZjCyiOMYPwyJwoRIyLpNx3EolUqEYZYo2ahdZOIHX2Jz8x75fB7ppI0qxJTyGmPLQxYgp4pUinkGgwhBlNk9OjiLTFYJ44SpqSlSYjqdHqVyDV03OWp1UXImhq6RCgJemCJKmUx0MOqytDjLhdULPHz4kJ5l4TgWsqRijy3efPNNrj59lb3tE3r9AUkssbm5Q2OizOr5c7zy6lc5v/YUtWqR44NdSlPzNGdnsV/5LEvPrXF0eMhHX3qKbrfDvftb5HM6jcmLPHjYJo4FHuwM6Y/H9PsukBIlCdMTtSzLqVjg83/wWS6vrSHEAaFjEVhD1NhGjCySRKfdHbG7f4gThFi2T7NaZqlZpWomlIo5rly9wMhxSWWdBBk1VzmLlE5JBXiyHvl/4l/3E/k1YAW4DhwDf++P+wMEQfgPBUF4SxCEtzJVyhN8twjDkOnJCdqtQypFk5mJOXoDG1nX2d3folyt0e70aXVOaZ92ieOYzY0HeLaNkCZIQkrO1EkJSdOYcrmM4zgUiyWazTqiCI82N7lx4xlkQWDQ7zMej2m1Wui6jiorGedRzu69sixjmiaSJKHrOq5rI0kShqHT7/YQRRHPc7hx42kEIeX09BQzl8N2HdauXMbzQyJcUsFD0VOKJY18MRvbgTPlTKayaTab9Ls9Tk5OiOOYVquFoanEYcSw30UUwbHHVAomg36XQb+L53nIsowgiOi6CWRZ9GEYYpomtWaDhBRV1ymXq+RyBvl8HsfzUFWVOI6RVYU4Tbj37h2q9RrrGw9RcxpD26Y7HBMEAr1hwOqFS7ROu7z22mscHx8jAMb/zd6bx0ian/d9n/est966u+7q++7pmem59r65Sy65WlIiJZmxFQRWrESKI+SPxAYUGAiS/OUghpEoBpwgQBA4lOJIEUWK4qHlXuQud/ace3p6pu+7uu676r3f/FGzK8l2RJqQIa45X6CBrq5GV6H6raee5/c8z+erh1AUhf29LS7/4DX27t0kHNa5t3kPQZRRtCC5/CgiErlslvmZUcYKUUbzOp99ZoInHh1jZiZJLhtB8Pqk0iO4to1tmAieSzIeZ3pyjlg0Ab5MNBSl1+njDNp0m00USeLo6AjbtlFUjV6vTzwWQcVgYSpHLBZBlmW6gz6RWJJsLo//sXn7x0aFDzru/5p+IpL8/bL92x83jP7/7rvfLML3/X98/75XgP/O9/2/smx/0DD6yeW6PtXDXb7xh/83777xPSYKBT66fpOFUws4jkMqneb4sIhh2ZiOT73Zot/v88tf+UVuXL3CaD79SdDbvLdJND7CRzfvYtgO586eYiQSwHEcjg738TyP0VyOsYlp9vb2iMUj3Ly9gYfMYamC47lYDti2+YmvEYDj+ci4hHWd84sz2LbNU08/wTuXL5PJZNjbO2DQ7w7tRUwTVVVRVI1mo4PlegwsF9McvtERBRRNQXAsXNPgmaceZWd7E1kWuXhhhd2tbcrNFpKo0e4atNo9ao0GI8nE0A45HKJeq6DKIsfVFr5jEwlrnF2Y5MKZ+eGUQrdLp2dz5foOruwS1gJcODtNo23y4e0Dzi3lqLR6nJ6doXp8iGlb6PEoqiTz6MMXadXK9HodwnoI2zNZnJulWWlw8+Ztmq0unmjy5KXzBGUfTdO4cPEhPrr8A2amRrEGTdrNFp1WFz2exRh0SURUBEHANGyiqSQffPA+f+8//vus3b1BtTzA6ZfRI3HKvQG7t+/yhZc/S61+QqVSY+WRz7CzfhsvEKVbOqDb73Hq7ArNVp9up8/t7X22dg9YnB5lYjKPogV5/LGnKFebLMzN0LZlZpfPI6UW/tKI0k9rW/1p1L9T62FBEPJ/4eZXgNv3v/8W8LcFQQgIgjANzAMf/DSP8UD/ZkmSgCIL5PNDX/Fas0Eul+OkWB5mD90u1VaPje0Dbt/bZvfgBDUY4Y++/sfs7B3SH5gcHhVBkBhJZdBCYWIjCXK5DCfFQ1zXxraHvuXPPvU0c3NzxBMhtKDE/v4eihygUW/DfRCJ7XiIsoKiBe/7DxkIgsD8/BypZAJJFnjo4Yusr68TiUTodrvDMSZJQQuGMAYWzUabo6NjREVGkmUCgSBKQMWyLBKJGKFgAEmSmJqa4ujoiGKxyMLcPK7l8NJLL3H29Bksa+jTbts2c3NzZDIZPM+j0Wj8+aaUJCJKMDExwd7eHo1Gg52tbQKKTKc5xO9FIhFymQztZotup0k+OzL0f1cUtrY2mJmd5sKF81TKQ3O3SCSCHhlafpxdOUMwoOOYFu1mFXCYmR5DD4ap1VvISpBoLMHrr7/JzOwsqqYTj4+QSqU4u3Ka8EiK6EgK03I42N1BEm0CmkwkGuKjjz6gXq8xNz9FQJeYnpvkuaef5sLF8/iuR2FqgdNnz3N0uEumkCeaiJLOJJkYH0WWBCbHx4jGwvziLz7PmeVJ5hcmyE+OYyDQqFZwzB6ddhPLsuh2u/9aoPx5CZz/NvqxZ56CIPxL4DkgJQjCIfDfAs8JgnCe4anILvBbAL7vrwqC8IfAHcABfvtBp/2vWw5/8vU/4Hvf/iYPX7xApVKheVQiX5igWDqh1+uzfVQZYuAEGUFVOSiWyGfTiEDf9ChXGoTCcXYPjlA1nWarQ7NR49d+9ct88MF7iILP0sIiV67dYCQe5WC/yNhonolCnka3jxaUWF0/RBT8+7OdIobRI6ANSUChoIbguQQUiVgswuuvv0owGCISjeP7PuVyhXQ2i+uLKHoU0zSJRUOUq7Xh3xNkPAEc16FWLTFayGF0TGq1Go9eOkdED3J0VGR6cpQ333iDds/A6PdxLQdZltjd3x2Wy8EgIS2AZZr0Bj3G8jkajTprt2/wxc9/hrm5OVIjWYrlPdKZBEfVY8RgAN9zGJ2cYikU4jvffYOOEEYQFcbzeRqtOu29Fmfn5hnJxImGI/zgjTdJjERwPBc9GGFjY4tT89P0+m1WLizRfL1Ou9vnO6+8xqOXLnJyfEAmEyWkBRFdk/JJkWgo8EnDbX5+ETEQQg2HCIgBLq1cAsHkzmqNu/0PmTzzKGpihI2Nu2Rnx6mVi2hSiEalyqmFadYP9llYWKCpKPT7XRxPYnR+keTEDPHsLI88/RXee/VPQRJJL42RKYzi2C7hSATDi5KYOccDz40frwcGcJ8ydZsN/s//5Z+wv7NJudLAw2d9ax81qNNstBCEobkZiAjifTCwbWH7Lv1ul6nRDCPxGI88fInXX30DRQ2yX6mjaTqyBNOTeTzPo9/tIYsCjVqdhZlRdF1jff0u7b7F+MQM126uYVoOhivgi0MfdMsxh8PUnstTD5+jViry6CPn2draIRZLUKs3qVSqmLaL54GsKAxsd0j66Q5wfQ9BlHF8D9vxCOka2ZEw/XaDfD7PYGBiDZpkMylEHxLxCK5rYwxcaq0+rXYPwwVkCUkUhzvx+PS6bVRZRPAcND1INBxieiLPoFOn13U5fW6W1bsbWEKSG+vrjMdCnFpZolo84szSKb57+QMUIcD0ZIFaaZ8nH30EyYNkKsbb73zI2Ogk0VgIUXI42j9gfmaK8UKKO3dWeeSxR2mcHLO7d8DZM8v02w0G7ToffHgFSVQJh+MUCjkQXIzGMfH4CO12F0mW+YVfeolrH77F4uIikqgjSja3bmwTL+RJp9NsrK7x7Mtf4KN3PiAcDZHMjnHv5lUMY4Bs1Zk99xiHu3sEAkEyU1NUmy1OrVxE0OIEBIGdtaucnBwzu3hx2IwbWDz5K/8prhpF/Dkq0/9V/Tst2x/ob06iKLKzs8PJSZlut0u320NSh0PeHgKhcBRVVpBlkV5vSMaxjCFWLhgMEgwECIeC7GxtElSHeLZQKEKvb1BvtLl+8zbHxyfUmy2q9QahSARRslg5s8BoPssTjz/F4UGRsK59gsLzPAfTHCLmhra+ETY2Njg+PqbRaNBo1Nja2qJUKiGKIrZt47gug8Ew2Fq2iyBIKHJguKEkDgsiwzDo9/vMzE6jawH6/T7jo2PAcIqm221z/vx5RkdHMc3hgD6Aoii0222y2Sye55FMJhEEgXg8johApVIhFovdt+1wabeGMJHuoI8oKQRDOvuHRwiSiKaoROIJHMej3evx2c+9SK4wxvr6OgcHB7z8+V+g3eriuT6CKPLss8+i6zonpRLTM7Ns7exSLZ1w+vQparUKAVlGkeCxRx4lk8ngI/LW2+9y/dZdEuk8/YGFbVq49oD3336dsfwMEkHKpX2sgUgiEaTfLlIr7WK023z0wYfEIkli8TA9Y8Cp5TOcWlzENw1co0tIFcmnYvimwbnlBbAcNEWn3RdQ1ASx+BjteoVkLIxj9LEGffD/Mr/zZyHB+lnUg23/T5nKlSLNRg0XEV/WqVVK2JZLIhan1WkjSh6tVgdBEMimkkgCVKpHTObHaNUbyLKAqsr0ej0cUaBer2BbLiFdoVRuMzOeR9d1xgtptjbX0RUfgSAfXrlFvdll+/BDfBwsV0JQNLq9LpZjI4oiijgMXr1OC30kTs+0SaVSrK3dQ5Y0BMHD8Txi4QjlegNfkgmHIvR6PfqmgekMO/+9dotUMkYiHKfeLFIul9EDKovzU9RrNYKKgIDH2bPn+dGP3qPSMugYFp4v0DVMVF9ClRS2NneRJIFup0U6EUMQHVIjESQpzpUr18hmc2RGIqRHEkQvXOCj1W0CgsBxtc4LT14iFY+ysXeA27fpdLtcSk6wdvsmvYHBM488xHMvPM+1a9fw/TZ3Vg+YmBjjW7fu8Ld/5ZeoFfcYdBvMjI8TDC1ydHREODbC0qkFDne3ScV00qkoqqzylS89z7e+/Wf0TIOW1eeLX3qRva0N3F6HXrONpmnokThqyMc67rAwtURvUEZbOoU+ojKodCjXJSYLBe7d2UHP6MxdfBLHtkmPzVBptQlJImu31lHCOiPG8IOma/aJZXOoisit1dsgBlB0HVcQ/1LR/vOagf44Pcg8P2Xqdno0mm1KlRrdbhvbNvHw0cM6mXQKVRGJaT5hxUPyBpj9JslYhOmJPMGghGP1uX7tCiKQTqdRZZmQFmTQ7w+BHpJA6XifcrnM+Pg4jgfHR0U0Tcd1fTLpHKFwHMt18NzhHObQOVPCtO1P3DRlWSadTg/PM2MxImGd8fFxRHEIZ/54L/74+JhqtToc3I+EkGWRdDoJQKtdRxLEYfPHdzg8OODw8JBgMEgmk+Hu3btoQf0Tf6TBYIDncR/uPGxcCYKArut0ui1OLZ1BlhVOTk4IhYKo0jCrajab7O7ukslkhs81FqfdGWCYNr1Oi3x6BEUPItynL43mcwz6bb7+rW8yPjnBww8/zPTkFKnECNhDmHO702RlZYV6q4nRaxAMSAiCT6fXxXZdbq3exnJ8dveOOD4+5vEnLhIOiYwXUrz66qvcvbdOLJNCCTj0By0yhTGqLYvZ5ScolQ9o9FyqtSParkvZ64Dpsbe9Q3/QQ5ZELNvA6PUx+sMG3eTUDKOTU6TSWSRZxjENdFWiXasQjydZOXuRnuXiEOJBk+In04PM81OmRr1OuzsMEnNTY8TC81jGgG6vTaPaYXSmgDGIkMsVqFRrHB+fEBuJcnKwxaMXlwE4Kp5QyI/xwx+9RyCgoQUCwwBq2IwVssxOjmM7Jq7rEgzp2CKclMosn17h/Y9uMLAder0eng8ePp4v4hg2giwxMG0GvS7xaJRgKMC7777PxPgo1WqVzZ1tJEXD9WTa/QGG1RqW1L6I5/t07rt+BhSBeDSKKomkkzkq5SphTSNbGJbd8Xgc33OIxUdQtRDb+xVsx0OQFTzTod/vkUsl6XQ6RENRHr54mnw6yvbWPpVKhZCuc3HlFDdvXEcPBlg5e45wJMp7N9YZDAY0uwOcgclxqUoiFqZYKhLQwpQrVVbOLrO/u4cuOIwuLPG1r32N3/6t30QWJaonRVaWlxBxCSgK3/+zVzh78Twnu1sEQhFqzS5bG5u0mnUW5ybZ3D4Az6fZ7RCOqYiOxq1bd/nC51/m9u3b3FwrkhtJIcsdauUPqVbLbEsCyxcfonN0xMTEaf7H/+Gf8y/+8A/4xr/4p4iCgEGQc3OX2N7aoFFeI53Lcri5Q6swgSSqqHoAyxXIJEe4sv0BHhLvvfZ9qsUiU489jSJLuJ4JYuBv+Er/2deDhtGnTN/6l1/jg7d+wPbOHsEA6DKoQZ1avUUym+Pa9ZtER1LUajXMgYEiSoyPZwnK0G63SSTjCIJA37CJRRPs7x/iixK9gUGrZ6DKIolEgolChoAqU8ik6A76LC0t8fWv/zHdvkuj1cP0wLZdau0enjAkKtmuw6DfZyybJqprHB8d8Ni5JXL5DPFoiOu37tJq92n1PVzB/8RNMxTU6XQNREVFFMWhA6Zv47gDkokMvXaHoKYyGHRYmB5nYW6afCHLjy6/D4JCoz2gWmtguR6dnoWoqNjGgFRqBHyHhC6TSYSYnpulelJEEQUyiSjdThvTg1g0xMbmFrYc4bhuYnkSjmlgmgMy2SSlagXfhqcfGm4XJVMZnnjoPKdOzXP16lXOnT19PwMHSVLYvrfKSEQhnUny4Yfvo0sa+dEx2r0uu1vbyJLPhUsXiUWifPT+B1imR7naZKwQJSD7ZFMhLMtBVDSMXptMKomuhbi9us4zn/kFCvkIeD0qA59Mdpr/+Z/+Y/7Or36Vw71N8vOLfOtrf8TE3ASnzpxlbfUmo4UMyewEgiQzMT+LIGkc7u/Q7/Sot3ps727x0IXzrHzhN4gXpsG24OcEAvJv0oOG0b+nKuQygI9pDTAHPcbHCnS6A9oDi43tAzwlxN7hcFfacUUCegjPFyjkxxEQicViOJ6HqqkMjB6apqLrOoHAkAM6Oj4Jokiz2WRuZpa7a6vkchleeeV75PN5wCeZHhk2cwYDHMfBshxM08R1fEJ6CMMwODw8RFLkTzZ0Tk6OUVWZYDCIaVv0+30sy8I0TRzHwfMgoAbBF1EUhUwmRyQSwbQsfEFkYBgkkilCoRDFYpGrV68yPjZJpVpnMBg2xAZ94xNPJlVVMQyDRCJBIhHj0qVLjI7mP1n3rFRqyJLCl7/8Zfr9/rCZdP/4AdfDE0AOaJxU63iiTCwapVapks7kCEVj3Lpzj1vXb/D8s89x7eYNjksnFMbHmJiaY2ZugYFpYRgGIgLd/oD9w2M828MyTKyBweV33uPg4IByuUyt2aIwOkWx2EIPx5ifn8f3fV5+6RepVZuIokzX7vPIs49RsRt8/3tv0RcSBKNhQpkCo+OjKIEoU5NztLttFuYnqNePGZ0Y/i9TqRTGoEd6JEG/28Yw+ywsLLC7v49hmTz1uc8SSaeQ9REcAOlB1vmT6EHm+SmS53m8+/qf8N0/+BqqpBIK6tQrRbRwhO39I5BlAsEYsujQanfpmQ61Wo1T81N0W3WeeuJx3n33fbq9oW1HsVgmnUwxPz9Ho9VidWObXt8glR4hFJBZXJinXqkSEH183yU3mueVV39APJVj//CEgWFio2DbQ26mJwz5m5FQiJFwkJmJcRyjRbVaZTSfo1xrUSzXMRwXSQ7gixK27aKqMogCIhKe5xEKBVFEAUWw6PYtXMdjfm6CoCLQbfdIphLYtol631xufWOXZs/CQcR0odFoMDk6tJnQAiqJkMLLL36GoCJRqZQ42N8lFg1hDnrIssz8/Cy376zTtFRWt04Ih8NUmy1EWUKWVOxBH0FTmc/HsB2HZDJFu1YkHgpw6eGHOLW4xOb6XcYLOSLxOKJr8qM3X8X3HMJhnbHxaT766CME1xk6UXo+0WSCfqfL1s4BeihKq2syPjnOxsYGZ86cwTRNms0mXcvE1WT0XofluRm+9Ju/gbm9iWM0OCg2OS6VCMt92n2Zp556DHSJ8fQo926tMbE4w9b2Ad6gTSIW5qRaZ2JmmkQkxF65RTZb4Hh3B1eSiSQKPP6r/wW+JCP4Dgg/vyd6f51Iugf6G9RfXIsTBGGYvQwMchMZauUShtFDkCQWZmfwBJG19S3Onpmh0SyTz6SJhRW0gExhYYGdvX0Cmo6qh2m2DaKxDNlcgXvrW4CILAVQAj6m5eA5NkeHx6iSR8d26LabuK7Diy++yOb2HpV6D9cTsC0XUZFxfRffGw7NdzodrG4bLaCg4ZLP53E8B1VVCYVCWJ0uA8sERBRluD3UNwYoknqfYB9GVWQcyyYSiVCr1rEsC0lUCIWi1KoNKtUSTz3xJO+99wGZbI5mr45lGQwsn2g0iuCD7w43jMazs7zz7vtkExEEwUeSJLLZLLdu3UIRJXQ9jCRJ5LMZPry1iSD4REIBXHxMw0CWRRrdFq4XodlpIyoyg34XXdcJBkOEdY3z589zcFRE6LRp1yssLS2haRqVSg33fhNrZXmRZqtOJpXiu9/9HqIgk8+PUqu3aHd7bO0WcYQgb7x7A0FS0EMRzFadUCLIwAlQbge48YO3uH71Bs8/eYF6tY7Z6TI3E8ZyXbburvHcyy+i6gkmT5+j02syNb/EoFUhGAywW20SCQbxfR89HAZFJxBN0jcMHFH+hJrkeS6i9CA0/Dg9KNt/xvVx4PyYZ5mMxYmEdQQ8srkUmewIyVQCx7LZ39nlwsop+l2T0wvLeIaF4gt0G31OSg36hk1vYOG4AiflGqZncevubRqdOj2zzdRMnlQqheO4JEYy1JstFmdn0HWdwvgY8wuzXL/2Ieagi+i5qLKEY5uAhyQLmIMejuMwME2CkShHJ2X0aJzNnX1isQTVapV+r4PjuEiSgqwEGBgGpmkTj8cJhUIkk0kajQb1ep2gFqbRbKGHQ2xv7fLRh9eIxTUiEYWnnnyI/qDFQxdPo2kBRBE0TUOWRcD7BE03MTGBqqr8vV//dX7nH/0Otm0zMA3urK2zvHyaxeVlyuUyo6Oj7O1skkvHCelBBM9CxWVyLIvtmOiCTD6Zxu0OaFdq/Ie/+lVaA5N33nmHy5cv8z/97j+j2TPJ5TJsbGywvrHN2t0Tzb6KAAAgAElEQVQt9vaKXL+5ypkzKyRTcSbGcxTyCR46f4aZyQJWv8Pc7DSpkQSaBEHRYWokwFQUnjmV5bMPpVnIasxlByzkWyj9IpmoziuvvU2uMMrk9BReYBRFcDE6Nb799T+lWKmzvr+FpCeIZcbo2QJtw+PxZz/HYd1AjRcQfZ/1W9do1qrc3S4iRQrAcERJfNAs+on0oGz/lMj3h1nd//FP/hvaJ7vMzS+wsb5OQJZ599ptGo0BExNT6FEVUZBpN+s8+chFarUalWaHSmM4CK4FdDqdLuVGl9agTzAQYG56nM3NTURZRhUlBrZDuzcgl8kwmUkQi4eYmhxnb2edQDCC47hsbe9SrtQ4rHQY2C62OyQgDSwTWQmQTozg2hZur83i0jxBRaDfNzEsh5NGG8PxkUQFWVbxPAdFlXAsF1mW8X0XTZHpdwfE4iFc12F6agLHtDDaZcYnRlFVheLhETMzM9xe26beGWD7YHlDBmg+n8fqd9ACMmMJjZDsM5LLUSgU8GyH7a0tJiYm6LTaHOxtksmmqPdcNg4rOF4A0beIx6NIssbecRU5FCKuWASDIZrtNnPjWX71K1/kW9/+LktLC1w4e4bNu6s4to3vWmyv38OwDVyP4dltr8ND55fwLIOZ6XF8T+Dq1evgS9QaTbb3ipw5PT+0HXFtRuIJVu/c5qlHHyekmvyzP7rN2mGZv/uli8yPxzn32CVWP9pj++4ms8txTs+doXZcp+8ds3DqIs2SycT5FZqdPglNodGscFJpMD45hRKKcLhxG4QAlq8wdfphzjz5Iq4cQPScT5YUfl71oGH074k+/nD72Bfo6PAAwfO5d/cu9VqTVquFK4ikswWOT0o0mk16/Q6u63D16gdEoho+Jo16i25niHVrtltDwryv0mkbXLt6Gy0QxnFgbmaKkXiUVCpFt9vDY9gRj0aj+L7P5PgohmEQ1BSymRTJkeHPRYaOmcPsT2VgmqhagPGpSRzHoVQqAT6WZWFZ1hBpF1Bpt9vYtv0JXeljvF04HB42kYIavgD1+hBDp6o6AgqNepupqVlazeF8qqqq9484fAKBAAdHh8RHEmiaxvz8HPOzUxQKBSqVyn1EnoFhDI3sNE0jl8uhqjKFbI5+3xia4Nk2sViMUCjEwHUxHJdQIobp2mjRMK45HK3yEDg8PqJZK2MMLPBF5hcXGR8fJxqN0uv1OHPmDMdHJzTqLUrFMu1uj1OnTtEf9Oh0Wjz37NOEvCYJuc9EJsLUWIpzpxcoHW1yVKzx0meWeeHRaa5vlrl++y5/8u03GUmGmJlOMZodpVKpYDptDg9O6FRKhJQBsiiRiidYW71NMKARCetsra/RqtVotNrE03lube4xO7cE8nDBQXiAnvuJ9fP9EfMpkCAInwTQTqdDPJakdriFJPj0+h3KVYOQpnNSqxPQQ2zulVA9n/xoHlSZb37/LcJalGwuOVyPDEiomkapXsPxh7bAalCjPTAJBRUO94oEQzquahGPjGB5Hmubu+weFokoAqdOiZxfOc327i63bq0ylo6gqSon5To9S8SwTHwBWoM+iiRw0u8RjYRwBya+0MP2RWRVp9sd4Hk9Cvks0ZBOd2B9QkYyDINOp0eukKbZaCIKPuVyFVEUCYbDlKsV7EGfRx++xM7OHoG2SrfewUfCsj183yYYCoEDAdGj368xNX+KZn/I59ze2SSXzzO3dAoJgYWled5//10mx0c5uPwRsaiKp+l0W22WExonJZte3yWdTIFpkE3EGc1PsHFQ5DPPP827P3qbRjKJZ3lEwhJb2wfg2YwVRnn4wkUs16RXPWI8H6fe6PDG5etMjWfZ2d6jUChw6eIFyqVdgsEYZ1fOs3+0z/7+PlPjGWJnTuF7MvWTMiufvcitvV1KR1Ui+IznY5xZGOO9D6/juQYLi8scF/eR9Bh3D4vUV98nnh1n4fxT/PEf/z56JM3K6dO8e/kKnUaVeqNDTPUJFiYAEd/14YE9+0+sB8HzZ1ie5/0lpqLrusyfWiSXCHBSPCYUjWDZNqVSBT0g0R/0kFAp9foU7+7jCR6KKiG6VYSdEwIBlWRGZWA7KJqE6yj4vsXAcHAVHxGX0ZksA9Nk0DOwHY/+wKPV97B9Ad+TePMH76GpInOzU6wsn6Ld6XNcvElIC9B3bILBIIblIAjCcJDetfF9n6cevcSNGzdQtSCOaaAqEggqzVaHWm1IU4rFYniegySJn2z+KPfLeFFRCMgKx8dHzM5MYakSr732GplMBteRsS0Px/URVZFINEq7M8CyLHRdIaDpKKrOTGGCV77zLeKRKDdv3gRJZXx8nI21myRG4iQTcUZzWW5slThuHJFNpyiVSrz02c/w0a0Nrly/ydOPXEDwfN7+0buMhGVe+vzzXLp4nngkSrvZIR4KkknEqNROGJ8okBvPcff6bRYWFtndWkULiPzyl5+nXaqST0TpdFrUTnY5szBNMJzk6rUPGZuY5OmvfJlvfvMbiLtH1NoGly5dIDtewFIkfvkr/wGb62sMPJnacYN0Osv6nRuoWoAzjz3B/v4RqXAMq1ln72Cf1BfnOb14nmavwe/93u8jSSJf+PwLrN26iRYIABI+IEsCIODzgKn0k+hBjv4zrI8D58dNo1AoRDAUIlcYxfN8Wq0WlUqNSFhH1zQioRCh8HDO0RNAD0cIaGEEURxu/pjDzE4URRKxKAIe/ftrmQPDIhyJUyxVyOVyOJZJo1nDdXwqlQZ3N7bZ2S9SqtbZ3j1E07Thfrxtocg+AdlHDwQwjT6uD6IUwHB8HNsjGo9z48YNxsfHicfjCHgEAsOmhG3bOI5DPj+cwfQ87xPP9/79jSPLsrAGBp1Oh2q1iqrK5HK5IY2p3x8S0u+X36qqfjL36TgOjXaLkZER6q0m9+7dQ9N0esaAz37+CzRbLfb29ohEIoSCOgf7+3iujSQO6fi2bdPvG/R6PSTfIZZIDqn2vQ6265NKZ+n2DcLhKIXC2JClWq1i2ybhUJDdnW1GRkaYnimwsXWPXt9k6dQKG2u7w+MDRSYWS6BpOrVajcPDQ6YmJslmM3iOw2c/9yKPPXqOick829vbvPbam5yUOvzwB+8y6FvMLiwzt7zE7tZtDMPgg/ffxbQ88rlRZFGg13WQpSCiO+Ctt19jf/c2rWYD0+iyeucW2XwBPRzH83yGxY03bEz+TVzsn0I9CJ6fAn08ruR5HiPJLLdW79HtmZiGy9TkHPVShZF4DN9zKBUPSMcC6IJDp1RkUKuQjQWYzCeJh2RCik8kIKHhM54IMZGK4Bg9gprG2uYOCBLXr99kdmqc0XSSZqtKNKQRDutYvsxhpcXiygVOag3iqTShoMRkJsK5xTy/8Ogiz56dYiIRQBZsRHwERaPTG6BqwxGZWq1GUAsg+h72/V34aCxBp9NCkgSi0TCuayPLItL9s0wRgURieH554cIFZFmm0+lw+vQyiqJQGE2iBRUk2R8ayAkykZBOt9tlYmKCw+IJlgemZSPKEtPTs6yvr3P69BlC4TDLy8tD501FQdcCpMMBgrJMtd6gYzjs7BcpjARBFGg1qjz75KN4+NxZ2+SwWMFFZvXeOg8//gQDp080HiIgy8zPTvP6977D6p27lGtdhECMj67dxTBF1FiBa7f3uLV5RDBRIBAr0B849Hp9PnznLd74s++wcecOpuFwanaWJy6d44svfYFb69uYgw43r3/I5u4BsWQO2XdYWJzHbNTYu7eJ5ZhU6kUef/lLLD71PP/bf/+P+PJXvsTT5x/mH/6Xv8lXf+nzPH7hPO+vrjH/6JOIkjIMmL6HIAjYtvfjLskH4kHw/JmW5w0v4o/PPA3DQI9EkGUVRQ7Q7xvU602Wl5ep1auY5oDp6Sl822SikGUsl2VyNMdILEI+l2ZmeoJ8LkMqESeXTZNOxgnrKunU0GY2Go1TKVWYmZyi22ozkkzg+x6S6BOQh5R4H5HvvfIq27s77B8eMDk5ztTkGM898zhLkznG4jq5kTCSZyH69n1IRw/P84jH40jS0CSu2+0Cw9VSz/NQFOXP/YJkGUUZWgq79tB+uNFoALC2tkapVPqkiVUoFBgYPRRFQBCGHzKaNvRTEkWRw8ND9GCYtbU1UqkUrVaLUChELpdjbW2NRGJk+Du6TiabAsFDlYWh5xESoqxyVDxB12Rsz2VsvEDx5Gi4lRUMoSoazXYHVdP54ds/Il8okMykCUd0Vm/dJhGJcnRYJV+YpFprsLu/z97+FjdX7yIoAfqmx1tvv0+53qRUqXF8fMyFlXNcunCRaDiEgM7h/i7l0ga9XpXFUys06kWef+5J9vYPCKg6ni0QDuuookAqniAajfLoow9z++pVrIHF2XOnufLD99k+riKILq45QPI8zl16iKdfeAEfEAW4n36iKg/Cwk+iB6/Sz7A+LttFcXgGGIvF0EMxItEoAU1CD8lomk+zUSKuawQEn9rJAROTY3i+ydRkkvnpLBfPLZHLp/A8i+nxUWZnxsgmgsQTOksLk2RiMoVkkHBAxPJV3rh8hbXdI1bXt8nn89j4ODgkR6JYloMeTmAOZLpdi83dPXp9l+3NI+7uHnLxySeQgOnxMcayOYLBAH3LpDEYsLezQzCgEomEEEURz3doNuv0+32qpSqOaREKqEieQ0SRCYgeY/kUyXiI0UIKLSCQTCZJJkaQBJFOo0lID3Lx9HmSkSCJSAjB81Ekj9FMnGQ6xaBvI7gwMTXG2toGnq/w/Td+gOcLxGPR4RrjWI7d3V1q1cZws8ewUUUbXfFxfDBtm8NSm6ge5KhYIp3KMjc6wuLcON/4szcpnVTZ29pkYmYaVQshyyqICqlcgbs7R3i4SILIxvouwdAIW8UmputxXK1ieB6zp5bZ3Cni+WA4LoYoEIjH6BoWve4R588vsbfboFruk82HyYzOs71bQzTrvPrqn5IIS9iDLlPLZ9HjUbSgypUbqyRDOqLb5OILv8Sphyb44pe+gKvHmXroMUyrxzOPXUTVcwjc7xPdRwo+6Bn9ZHoQPH+G9RdncD/Bq4VDyIEAufwoWjDESalC34RytcLCwhzLpxdZnJ3Cs0wyyRTHx0UanR7xkEI+Fef4aI9Go8b88hKi7+O6DmdOL/Lc04+QjAdRAyLRaJh0tkAknuakVEUQBIJaCGvQZ3Z6jKmJPFpQptlsks6OMj2zgOW4XHrsKd66/B6XVk5RiGvEVZewohCQZEqVFpoeJVcYpVqto2iBP9+ekkSSyQSKLCIKEA8HGXTrzIwmqZ3sUz05ZkjGV1k5e5ryyTGu5xAKBZEFuHLlXcbHckSiQVRVRg9pdFp1EvEQU9Nj9DtdFDnMhVNzdJoVApLEYDBgJJNhcW6e1Vu3uXh+hV6/gyBAJiQRkn0cs4fpOGjRBLd3jjBNk3KlTqs3IByQuLu+xvnlOaq1Br4UAMdGkVWOj064c+cOtm3T63fAl3n/+l2EQADH6fI7v/23+E/+1hN89mKelVGdkFkhE3BZmMmxsjiJ3Wnxra9/g0RmjNHlJ2i4Gk9+5lGazX0mkxHubW1T7/Y5f3aFuekpoulRpHASNZpgYm6eUq3J6TMr2F6NavGAnc0Pef6l3+BescF4voAeCJGfP406MkXbsP7Gru9Pux4Ez0+Zjk/KRGMxFC1Iq9ViMDDpdvpkMilmZ6dRVZXV1VUmJiaoNVo4SOwfFIklRkCUOHfhItlsnrW1e1y4cIGgGmDQ73H3ziq6KhIJBQgoAod7+9TKFaKJOIO+SUQPkUknkQXoteq0220WFueYmpphZ++QRDqDL8lDtqZno4g+yUQUCR9R8NGDGmt311ldXUXTVBRJ+KSEFzwf0zTv8z8HeJ6DrgfxfRdd1whHdFzXxnNtrl+/Ti6TJaIHCWoq3U6LRy5dpD/oISIwGAww74NBWq0W7WadZ555Bl3XAY/RXJaVlTOsrq5ysLuLZVmk02na7Tajo3mCAYVMMk5AkVicn6NYLNLt9VADOplkkmAkSrFSJRhQOHv2LGavjabpFMsVgsEgtVqDWq3GyMgI+/v7LC8vI6kSkgyZdJyJiQzxiIzRGZBLpRnLj5BKhXn6mUdYOX8WPawzmk3y+ReeYO2jH/DdP3sNx5cRJYknn3mSne1tvvDFl1k4dYbNzU0CqkokmcbxIRZPMuib9PtdSqUigfAUkhogE89x5b1vc3p2ls3bN9AVCTWSYGzxAl4g9Dd9SX9q9WBU6WdYf3HG8+OOeyqdQZqeZfVGm3xhDMfxCCk+faPHe5d/yOTkIgdiGV9QWL27ihTQWNsp0uwMyUGxZJtyqY4W0FhdvYNtOzz77DOIisx3v/MKyazK/v4BAUlhYFqcHB2zvLg09Em3TOIhibnpMRAkTk5O+L3f/38IKDqFsRw/fPstJqem8PsdZFmm3h4QlAT8gEbLdJien8cYdImHg1SbHSRBoG8YeJ6Jic69rW3CukYykWTQadE3DaLRKM1mE88ckI4PR3vOr5xFlnxef/X7nDp1muLRMdFwlFanTkiPEY0miKkanuBhdZv4mFQrRaRkgs2dbVzX5bknH6FUKnJ8dEK/22BpYY7V29dptRokwnEmJ8Y5qrSIh3XOLi/SaHU53r6HEIxyY32PZx/7CvvFE178zJP8ySs/wvU9SofH5HI5+p0WWljDcRz29vaIJrOYx/u88OQT6EGFasfk7r19+p02hjkgFIly+ZuvMDs1TTI7SsmQ8KwO//l/9Q8pntRYWz/gh1evIgoeI+kZHnvqKV75zuvoosRHH7xPOpFADujsHRwRj4aJhXQq5SKSplE8aRKPNkmLs1x+4/c5+9BLXLt2nYdf+ByaohEKPBhK+mn1IHh+ypRKpdi51cL3fRKJJJVKBUnyMYw+mirT63bRNJ1Gq4mmh2n1+uihKOV6h65hc3h4iAycXV5gZWWFWq3CtWvXMAyDgKZQ7/SIRiPYjkwymWb/cI/t7W3C4TCu5zI6OkEul2J9YwtJFlhaWqZWqbO5s00gEKDb7XJqZorra1t4CEiCiOtYSJLC7u4ukgzj2UVcHxqtHpIkY5oGJ+0289NT9NsN2u02yUQCs99CVSWCweCwgRRQcJwgu7u7KDLkcjk8zyGRSHBvfx/Pg8FgQKfdo1jdY3JmikhYZ3tzC0GA/YMj8vlRALqdFqcXF5lfXuHyj96k3WyhqirT05O0ql1GRkYoNTqIokipeIKsaGQzaXbLbaKxOO+9+wGJbBpBEMjlchRLZTY2NnjvvQ/43AtPg9tnbm6OtbU1mq0e6ZE0pWKZYDCAg0AqIjO6uEzppEp3YLGytARiiDfeukoXhaODLURN4+KFczz+9IvcuvIOY9k4/W6N9c0NJqanULsqCUGg226TyWTodHrEIlF0xaN0dEBUTSBkXcLRGHpMIJZcwut3CCkyPgKCquHgPQgCP6UevG4/4/pX/WMsz2diagZNkei16pjmgHKnT69n0mr2GdgNgqJIvVwjlYiSiIU5Krcp1xqIbY2+7YDv0rLXaBoW/U6XcytnaBwckEllufTQODdv3uSJh0fZOzgkFpRo9Qw6vT4d2+PW+h6laovnHjtLMBjkytX3efbp57h8+TITowX0oEav0yEcDmO0ehiChyhJyLaJKMv0+n0OKnUU1yKXCFM8qeD4PoV4jPrJCbIssvzwObrNOq4hIQgSoUiUo4N9nFiEsVyGcumAVDJBJpdlY2uTz7/4Mh+u3qPa6KIFRUqlCpNTBZq1Y/xggFD8HKG0xK0rVzAtB9sXUAce9b7NN775/5IeGaFUKqHKKo5j0XUNWocHSK5JTION9V1CYZXTp5aYlRXqzTa3dktMGiYTYzMogsVXv/x5quVjPvPZF5B9k9tXtwiG42zuVYnrKkoogRYUcdwBv/TlL/HO229g45CcnCVq2/RLW7hSn3/w91+gcXKCpq3gBRWObr7N8d0rfOb556nVGrTbG4QFm2KzzEHVJJuPMjO3wgfvvQGeR7sGNzbXcC2T1ughhbFZBv0W33/lI0ayedKpEUQ1QGbmYXwBZFwenN79dPqxYBBBEMaB/wvIMvRp/9993/9dQRBGgD8Aphh6t3/V9/2GMHy3/y7wC0Af+HXf96/+VY/xAAzyb6eNG+/Ra1S4dvlNQkGNy+9+iG0MGB0dpW86HJ2UGBkZQVGUoT/P3j7p3CR9y+bO5j6WO7T2tWwDTVOJBDU0TWMkFqFdb5DPZwloIoI/xMndvLVBvdGiabj0ej3iUZ3ZQpparcpv/cav0a2XmRob49baNQKyQqVcxheDNFo9tvaKVBpNmgMX1xs2vdqDHmOZNLGQhnp/ZnOv3kZRFHzPYyKTZCQaJpsI0mr36PQGxONx4tEwktUmlUzQbDbJZPOowSDFkyqHlRa7RyXKjR6JkQy1WoP/6O+8zPbGKo89/DCDvsNJ9YRKpUKrUefv/tpXuXvrGvl8FsswCAV1PvjgAyZmprlx9QaSEsb1PLquxe5xC9MTOXN6iV6ni+O52I5PJBLmxtUrfO6ZxxA9iy9/6fM0ux3e+eEPSEQS3FnboGe6TIwnKaTCvPTc4+DZXL/2IS9/8YscleqsXXkLXZWpGzC3cIaD0glPPPECvW6bMyuzvP/D11BkkfGZBZpdFzlW4OaHbzM2NoZr+Fy//jYzo9O0+l0SiRhj+QzWoIsgCKzfvYUSyxHQZT73zK+wu79Do3EEoTiPf+k/Qw3HAQ/hQfD8S/rrBIM4wD/wfX8ZeAz4bUEQloH/Gnjd9/154PX7twFeAubvf/0m8L/+FM//gf4KBfQIkqqj6VF8ZJbOnmVgWty5u0av20YMBDksVVjb3MVwBWYWFlEEE6dXY2kqR0wD3+zch3jIGJaD6wuUKk1Mx6czsBgMTOrNJseHB6STcVLJGIoioWoBfEGiUm8TjSdYXbuHYRgUyyVSqRS25+IjMj05xlghjewP0CQXWQTTNPDcITzEsl2KJ1Vs1yVwnzHp3N9rHxrP+UxNTQEgSRJjhRymMSCZSlCvD7eMQqEQhULhEwM4VVVRVZXDw0Pa7TblcoV6cxiUHcfBFyQOD45JJtPs7u4iCyK7u/v0ewapVIZ0NkOlUiEcChJUFcZG82iqDJ5LQA9Sb7SQVYVUOovlOhwUS0SiCaKxBHOLixwcH/Hmm28jSEE8Qf3/2HvTIMnS6zzvufu9ue+ZlbXvXVW9TvfsC2ZGAwwBcAEJEnSQBElIsukI/5Aj/IOy/9gh2xFyWKIVphiSLDsombRBkRRILAQBcAYYYDB7z/TeXd3VtVdlVe575t2vf2RzDNFBCwQHEjmsJ+JGZNxcqjIj89zznfOd9yU/VmR2dpZY3ODixfMkUzF6vRbnzp3mu9/8Gkd33+P6Ro0b+w6OpbJ3+x2C+h7tg9u88qXPc/2VL1He3OXWW+8SdIdEkKlsHxCKxDg+rqCqKg9ffJhOp0MuW6TTNul2HbKFWWQ9xtPP/xTLZ86yeuoCf/h7v4nseshahIWVc2jhyINtnSeB8wflLyxJJwjCF4F/+uB4NgiCI0EQxoBXgiBYFgThXzy4/fkHj7/7p4/7817zJPP8i+BiWw6l/T2G7Spmv4/vDPn6l/6AWvkYTVV5b30bUZRpNIdYjk0kHmF+Ksva2hp4Lod7+zz77LP8s9/8LTqdDoJsUDoqI2lhHMdCV2XWVuaIhw0WZ2fwrT7HtQY375c4qrWQEBjLpCkUsmzfv8VHnrzEnVu3ObUwi6JILC4tUNrbZNDvIPke7YHNy5c36PRdJAEUI0S50iCZTKJpGgLgOy6uP3KX1DWZ8bE8g2aFfD6PpkhMjWWRRJ9ep0mxkGd1dRXbAdeHK9euc+veDp2hQ9v0sWyXaMRgcmKC48MSp09N8+ilM7z21nVCoRCtRhNV8ji/usJeucR4Nk2/3WJqssDW9gYRXWM4FChXa/T8gKOqxXq5wanFWdrtNpqm4QYSsgg4HpJvMzM9jj1ssTi/Sr1ep1Q6oFw+4tGHH2I8Z5COhBnLxNne2YRAZHNrg71Sg6XJPCFN4/pmlaefOc3KTBJDNUhm88QiAUq0gEfAcblOs9NHUqMMOiO9gMW5Nb785c+zOLuEiIVpmswuzLO1tcXyyinKRxVsz2duPEc0FmZzr8Tpx18kOrFIND0NATi+i3IifPzv8ENRkhcEYQa4ALwF5L8nIB4zWtYDjAP73/O0gwfn/tzgecJfDD8QKE7Nsnt3iNMb0G40sBwbXdcpHR5iqAqdTo+wYeC6LpFIhO1ShUZvSNxQUSWRV155heeffgzPhys31xEEgVp7iCAEJDNJBEFgfn6e7Y0NckkdxxqgqjKuZYMs0+l0MAwdRVHo9IbEUmkq1TrVapWbN2/y9JMPYVkCZqvDoGehSCKRSAhD1+gPhgS+RxAEVOt1DE3n9MIi93e2CYcMRBG8IEDVDfRQGNcZMlEcw7OHeJ6NrGokEik+/zu/RzqbR5JGcn3xeIx6b2RjnExFKR0eMRgMkUSFbreNNTTfV5eXpYDeYMj1m3coPvcMA8tkfnaaK++9iaVJqEqKcuWYMxcf5d7WZcLhMFvbu8xMT9IfmGiGgWMNkQWBdq9PuVrjiUceYuveLs12g3LlmKWFBRzXYnujQvbiOV597R2azSahUJjj5pCxfJp4LkezWefCYpS9jSpFTeGwuU/PvM0jj66QzEUJR+NkjAJWvYyCSnoiz9Vr1xDmJWLRBLoRRfBtisUJkuk47W4S33e4feNNOh2fUjZEfvoMHbvNU5k8RiqD54MY+CeB8y/B9515CoIQAb4N/I9BEHxBEIRWEASJ77m/GQRBUhCErwD/MAiC7z44/zLwq0EQXP4zr/efMVrWMzU1dXF3d/eDeUd/Y/CxOg2a9Rob19/l21//CqIQcG9jm0w+x+1bGyRTGcJxA9ty6Qw9SqUDZqbHSMSiZOLx0dajdIqj8jGBJNPvO3SHFtvbu0zNzFA6OOBznx03gskAACAASURBVP15Lr/zFtPT07z19mWOGz3K1QZ6OES/2+bhsytIWBTyOQ627oIkMpbLI/sDDEUgEUtyUDrCDJRR00oU2a50cYejuXY7kOgMhsSiYQRRptFoMjFepN2oc+bUJBFdBc9lopBElgKqtRaJRIKjUpnHn3oS3w946eVvE0sWWN/YodY16VmjC0k0FmZyfJy4Ds88cZG90iH3N3bRVY2Hzq1SO9pGklQ63ZGXUSKsgNXGshxELUq9O8D0VXoDi9u7RzQHLogC0+MFImqALEicXVuifFSiVmsxsFzC0RiaorKzdR/XdcmkUhyXS6wszqFiIgUexXwK1+mTTxocN0z6vSEvPn2ab37nPSYnJ/jJT30MVZW5c3cdq9shpKtE8vNIRhLX8vG1kaiL1a2zs30fQw4wNBkhEHnv8rucXl2gdLTPmbXTBJEsotVm+tzjvPHtP+HxT36OibWnkCUFRA9bkFD/Y3+V/4rx/Wae31fwFARBAb4CfD0Igl97cO795fjJsv0/HCOL21Gdyuw22dy4y/b6LTauv8vu1iZD26HdqZLPjTMxVsT3hnR7HXxPoNFsU5yaRRQl1m/f4bmnn0HRFAZWj2g0yrvXriNIkE5nabb6NBtt+r0eDz10nlKpRCQS4bU336U7tKlUW4RCOpbZZ6qQQlNlHr+wRL/fZ2VlmX6/SzqV4MaVdwkbGpLvUCo3SeXHeOPta/Q9mVZngOOB57vki9Ns7e6TyWTo9/sIQcCllSKrp5Zp1qvUj0p85Jmn2NjYwPUCHN9jde0sR+Vj9nb2qdQ7WJ5IudGhOzQJReJIskA0HOajzzyCFJi0Oj1s2+HGjRt85qc+RS4V597dLVbWVrGdAYfbt/EHNczuED2cIJLKcGPjgI4dYNqwU25w4849zp9eYWV+Eqfb5Pnnn+PW3bvc29jFiGfptjrs7O0hKSMtgMNyDV1SicciRDSBXCaFYw85uzzJ5u4OreaAQjLKyniIxz7yDDtbm4T8DmFD59xjT2NZDqGQzlFXIJQsMOg5iIGPaw2o7G8QCRmUj/ZJaBa5fIFQLEkgSExMTeKqCRRFojl0aFTK5Bcf4tQjH2PogqEAgYzrvq+DfMIDPrCG0YPu+f8B3PnTwPmALwG/9OD2LwFf/J7zvyiMeAxo//8FzhP+YoiiONqjJwhIskIskeL0mbM4zkhL07VMfMdm/dZNXMcimYiTTaewLXjkkScIAuj1euSLaXZ2d3njjTeIRCI0mjXmZ6fJJOK4jkUkEiKZipNOp6nVKiTiUZqNGvlshvQDIzXPG7lgHlXrxBMp7m9t4rour776KrKs8tbb7yGrGoEoIMsS5y+cptNuEVIEVGziYRnP7hPRFdrNOoHnUalUUBQFSVHY3t1nZ2cPTTWIxxMcHh5hmia+77O7u8dh6Zh2q8vQtHE8HwQBz/NQFAVN02i1WiMBaHFkZ9xrd7h58yZjY2Noeog76/cwwiECUSAajY4UnmIxwmEDTRE43N3C0FUsy2I46CEEEItE6Ha7TExMcPbsGbq9NrVag2giTrfXf1/A5Oi4SqvTRwvpuELAwLZoWyZ7lQpHzRZvXbnPe7eP8MUY7b5I14/QqNWYySfIZnL0LYdeZRffd7FMk2KxiCAIhMNhDvd3sc0e0bCObfZYXV1hen6ReDqHpBnUuwO+9tIr3LxxjXJtyHe/+GXi4yskYlH8QEZVZP40ZZJP+kU/MN9PweNJ4LPADUEQrj44998A/xD4XUEQ/g6wC3zmwX1fZbRN6T6jrUqf+0D/47/hjKTpIBBADYXJFSd47WvvYg36NKrHRAydS+eeYu/gCGtocm+jjO167B21eOfWHVLpHMViEVkUGTgmhYlxrl6/gSiKzEzPMT+3yhe++If4yCSTaYLAYzyewzSHzExOEot2KVg25eMmA9umM7BIRHX2S0dk4gaW2+TMqXnu3t0gFkswVkhx+85der0Bj+emKRQKLM3Msb+7gRv4bOwb7B01icYS9Pt9bD9AEgRkVWJx8Ry1doNUWqbe7dIzh/jWkBc++iLzi6coN9to4RiWUGPoBliOSc+0QJKg1yObzaJIEuvr6+TTEaYnp4klE5TLZba2tqiWqwytdXpWl3qtxlQqhu15SJKEZfYpjmVpOjqHLQfNFwmHFTK5PP1+m+7Aou/aDIYdwvEEd9Y3sFyJoWPjBB56OASI9Pt9RFmm0+8zmRyjVqsRi0dpOWCJClIoxH7pmJvlOltHNaLikE999FGWVs+ArmJ3Kgxsh2bfI12c46BU5sL5Nb7w+X/NmeVJhv0OjbpAq9lEViVkRUFToyzMLPK//O+/jRq4XHz4GcrbW5x/+kcfpEs+AfJIRSlwgZPU8wfh33vdCYLgu0EQCEEQnA2C4PyD46tBENSDIPhbQRAsBkHwQhAEjQePD4Ig+C+CIJgPguDMn611nvCXI/Bd/l9xeRHP8wiFQvi+SzQWRpEEdna3MDSNnd19vAB8ZBKZOFpY5/CozM5eiW7P4ujo6P05bEVRWF+/y/XrN4nH0jiOz9XrN/C8gDNnTrO6uoqmK6TSCQxDQxTFB5mnSr83JByK0Or28QKRrc1tFubmGQwGmKbN2pmzlKpNqs0OBwcHWJbF3HSRuCExXsiA56IqEoIQoEgi/UGX4XDIzl6JQd9kYNpU600QBQrZHK1Wi42NDRzH4ejoiMOjYyq1Oqbl4Aej7LzX62FZFrdvrzM5Ofm+d5KhagyHQ/b39/F9n+npKUKh0EjkeDAgGokjyzKTk5OY/QF7e/v4AqiKznA4RFVVbMej1+txVK3iIxIEAolEYmTeJjyQdZNkJARkQQQPopEo9XqbIJCIhJMclqt4uDQaFQbOEFtWsIQI+22BO+v32Nm8T3RsFkGPkSxOY6HSNH3kSBrbHFAsFpBFgUGvi6yIyAKEDYN0Mkbl+ABr0OMXPv4EP/PTP0Z/cMRAioI9JAg8fM8b7dgWBJBOxjN/UE5abX/N+F5nQ9/38Xw4ONhjYe0s7WYN0bVZv3GHau2ARrdHx7SYnJ2jcbTNWLaAa5bZ3d1maGUxjDCV7SPevnaPSCQ0Ml/Ta0xPz+LWG8QSSQJB5Mt/9BLZTApFGAVq17F44YUnuHX7Lu9dWycUfTAGKqvsHhwyP1Xkxu11REVGUSTefuN1Hj1/hm+9/ArpdJJIuMVQ93jn8m0+/XOfJBHTKNVsqkfHCKpOrW1iWgNa/SGLuRCn1z7GQemQ6+s7fOYnXuDu1h6yGubrL72KZuhMFOepttbBC3BcH1WVCBsC3XaHQiHHrfW7FFNRAgE2729y/sxZ8oU0g8GAWCRKKhFhdXGeN19/gzdubjJeSDCsdhGUCGdWp3nt3escVDp4voxlOziWzcFhmXqnjWc7RKMRzMGQdruNJEnIkoplDrE9F1mTGQ5NdD2EIowM8OqVfXLZFI5pctjoIwIF3eO9O/fJppNU+wLu/X1mF+6xeuEh2v0BcUkgEk6x19znsHqM1WsRhCLkcyk8NyCen2D93l2GgcEfvXyFav07PHJxlX6zzt//B/89j3/80yCFR+pc0veKzp2EgB+Uk4rHXzP+bINPFEVe/NFPkRmboDA+xeTUDIohEYnqFHNJDEVi/eYtpqencRwHWRG5dOkhLMuhXGsxsDwCVafWHbJzVOPuQYuXXn2b06dWSEYjHNfaXL5xl4N6h4ETEImGeOHZp4jrPp/46OM8dvEM/f6A+1uHdDsNzp4+g6qqOIGIJOu4lksuncFzhqydmmWmmGdvZ4fNgxpPPvdx7G6HKB0Mp8VjK0VWx6MsT2eYysZJxeI8/thTfP53voDtQDpdpNno0B0MuXr9GtF4DFUz2Ng7wPGg2uwQS6YIgHazxkPnTjE/XcDuN/EDm9LRLj/xqU/S6ba4du0Gb75xGUXw+cbXv0a5fEQyGSdbyHNQaRHIIQ4rDURVR4/EmJmeRBKhVDpGkGT6wyGaajC0HLqDAc12m1QmQyQWQ9M0DMNAlWSCIMAwDHyrj4HLRDpOPp5g2GwQkXxiqoSmyPQcH9ezaXT6fOvqPpt1n8O9Q176o6+wvbVPKJnHQ0D2uhzev4UmB3iyjOkENGptNm68SUwJmM7F+V//h1/lV3/lM6iSiKQaNG0IlAieeJJlfpCcBM+/ZnzvrLsoimiahqgarKyeZmpmlnqrDYKAoikInoOuiOTTSWzTwtBUJifGCBs6U1NTKIKIjIAqKkiBCL6AKCkkkllee+MtegOTXn+A7br4gUCj08MIxyhXa+xsb4LnEgvrhIyRd1C3N6DVahGPJbEsi1qtxubmNqIoEouGiIY1JsYLhMMBY8UMuiEzGJjk0mNcOLtMOqEyVYzy/DMXyGcjpJNJvvvd12m3u0iSNPJNGtjkcjmy2Qy97gDTtJAlBd/3MQwDwQ8wdJ0zp89z9+Y6zUqNlaVTmAOH5aUFbt+8RaNWJaQbfO6XfxlZkpibm0NVVYoTk4SiESYmp4jGYxiG8f5r4ns0Gg1s2yYWizG0HPrDAaZt4bkBqqETiAKm7WKaNq7rAj6GpiAGIjEjTC4RJx0Og2NRTOqMJTSiqk80pDCwRs6epmliiwqHtTbdTo+wbsAD3VPXsWg1ygS+TbNZp9FoMTBNyuUKISNCJJ7hwsNP8Oobb3P73ga+G2ANHYpj0wSuj3TirvGB8heeMPphcLJV6S+HaZrcvX4Z2Xf44u/934i+y+H+NpOZOL1ej3h2jGq9S7vdJpnLYLs+16/fA8Wg0+kwdLzR+KKkYllDPM9jfHwSz7YIGzKOK9Bqj7zeP/LkJWYnCrSax4zl82xt7vLurTsoRpjNrT1kUWBhIsPqwhTtdpNEKEIqGeHUqXEUUWTQ7ZOKaxweHtLu2KytTXDlvVtU6n2efPQilXqN+6U2icwE33rnLuOZJEPL5u79XeZnxpEcE9Mx6Q9MLF+mUm7iKwqeH2BZDqoskcskEfDJpyKENJmIoVKcnOD48JhUKoWmKczMTnH16lXmZmZRNJkbt2/xX/3q36d0VKVfO+Tq5beIhEOEYgk2dkq02xZ3do5oWVBvNsH3icbjuK6LpihIkoDvPvgcA4Fhr49tm0jiKPAtFkI8tFSg3W4SS6V58dknKB9s86VvXubG/SqmnKA96KEKo1pyMR3lxx+ZYWV5Dj2eIFOYp3JcQqfL+vo6mWSCbDJBvd3hqNGiN/RpmRL/6ovfZWJqgmg4zKXlWZLZMf7Br/9zRFlCEgS+p2B+wp/DBznbfsJfYYIgQNN1crkcw6HJ+Pg4sqJx5vQ5Wq0W7WaDiGHg2CbJRIx+t0PgOcxMT5PIptEiIXx8XCHAJUAWR9ltud6gb9uosjjydlcUut0+27v7IMiEwzFanT7JZIKZqQkca8D4xDTTs3PE4nEkSWJmalQqGE07hTjc2+X27Vtsb+wwPzNNRFfY2d+mMJmnUu3x1jtXEVAI6SEy6QKuYzMY9jDNAa7v0O/3H7ht+oSiEQCi0Si2bT/wP3LwAw9RCPADh0wqzkQxw8xMkYO9Ler1JkEQcPv2be7cucPkVJE7d+7Q6/VIplM0Wx38QODevXVW11aYnByn3agzPl6g2WzSbDZxHAdNM5BlGdcdpXKapmHbNoIkIjxYqvu+jygID7yZAi4+tMrF88tMFGP83b/908jBkJgh8ciFM5xbW6ZaqxOLxQgcm/CDBlan10dS9NH7EwOatQqKIjGwHVzHZ297D892yBfHMCQBTYQLp1co7R+gqSq56Sl+6Vd+BV8WQQxAOEk9P0hOqsV/zfnTZbwgC7iBx87mFtVKmVBIZ2xqnlC3wze/8zrPPPcxGq0m+/fuMz2X5ai8wdrSWeKqwGbgU2t0cAJwEVEUCc8xsXyHe7td8ukMQeARSRhsbN6n1ajxuV/4DINBD00W6PU7xMIaL791FXsYUJNFHjm/hK4qqJpA6XCffrvD/t4OqUyaRDrB9vYhl9++ytPPnsW3XB49N89ho89Ry2RmcRXwOT0/QalSw3V9xlJxsE06rs3i3DwDy0RWQhyWymRTYRxHIJdKENZlUjGFC2dPk4jGuHnzJslEmly2yOpShlt3rrNyaoFwJESn3eWTn/w4X/nGN/i5z/4iO/c3cPp98mMTpLM56pUyshqidFgl8B2eeuxRXnnzOp1mC9tzmZkKc2pukb3dXRQjzHGrg2sPkHyRRFhnvDDG2so0n/rks9x77230cIQf/8mf5at/8DXsQZXJ8SUStPjlF9c4P5/nn37xMsl8gd3DEm0pYKsS4rlwDNMW+IMvf5P7m/fIZqLsHFbp2HvEVImF+WnubN4h8CXCRohmr4GiCVy/doPf/M1/ydL5iwSCjBAAvntiUPQBchI8PyRoaphkKsvU3CyyBIeHR2y7Pts7e0xNL/NvvvzSaHP3+DjH764zOZ6j1x8yGI5qiJoR5ui4imUFSJKILKvYto0oirieh26EqTcbTE5O0et0+fX/7bcJazJ/7z//JQrpKsNBwLmlWXb3jxBVncHQI6LKRDWDMyurzJxaIhxRufHeVdZWl7l+7V1ymTieBVevXkMLp9k+qjO7EOE7r3yb06unMAKXfFjjuF9haXGGq9ev8cjFC7iuR/W4iqhEiekGtU6LQi5Pu91iLB/lsYureK5IvV7HdXx836c76COJPpOT4yMfKNmgWq/x7jtX+ezP/yL37m1gWz0MWSBwVS6/dZlGrcqZC5e48MgzvPna67x97e6DrT4ODz98iflCnKvrmwx8Bc+1EQOLuKGzdmqBxYkMLzz3OJ3GAYfbuzz28GNcvvYmpeNDVtcWEIUztMxjxueepdUqEcu4XJyN8e3rh8SMCGHJoW3CrTu7qHqIWq3GxESRUFhB0yMMA5k3r97lxrdvEkqkCdpVxvMJnj49h3RukWw2T6lcYwkR23JQVRlBOllofpCcfJofEmRFRQ+FKU6MEwqFSGdTDAcWiqKxd3CIomvkxops7+zj+QI7+8ccHFdAVOl2hvg+I7V2VUEW+HcOyx7S67bJpNLcv79Js91mYmqMybkpSqUS167exBy6PHZ6kY9cWqFdPWT38JhW30EURY6Pjx9MHcksLCzw3ntXUaTRntVBr4+mKbiOzeR4EdcesDI/g93rgNvH7FaZn8hgdutk4gYRVcDsNJidGsMddsmloqiCTzSkY/Z7PP7wIxyXygSeTzaTJx6PUyofYxhhJqYmiScTJJNJ7m1uUSnX2dnZ4c6dO/i+z/j4OKVSid3tHYbDPrFYDNd1GQx6VCrHLCzOUauWicViVMujv6HrOgg+ghAQD4U5uzDJpbUFHr50nlg8SnFqhmg0zPq9+8zNL5HJFxgOhyycWkONxEiPjTM+PcfM3Ck+8+MfZ6aYIaxrREIhNE0jmkzQG3To9KqYVp9qo063VaOQiFA5rpJMxDA7LSJhnfLxIQf377KysszP/NxnePyppwBGgVMQCIKTbvsHyUnD6EOC57iUS3tce/tlanub7GzvcW9jD9M0kTUZQdKoVGrUOiaeHzB0fBRRet/BUlVlQqEQquARjUapVquk02ls28YXwLVset0ulufT7nTQ9DCKLBKRHX755z+N75o4poUg2ly8dJ7/+X/6DbLZLLY74NFHLqF7A1QFMrkss4Up3nj9S8xMrPCVr3yFi49cYGf7AD2aJJsrMhz0aFSOeOyZp6gcHyIh0G53Oa7UiSUyKMrI0mPpzHn++Bt/wvLCPMhhJFnn+u11VteWScayDMwhxfFxas0WV69fY352hueff57XXn+V7Z0DimOT2L0q7V6PiekZlhfmeefNN/mRT7zI73/+t8nnc0zPzJMbn2bYN/n6d97h8s1NAklm9fQaZneIZfeQJY9Bv08mniSXCiMFHguzRWrHR9SrFYqTORLhBOcff4T9/T1mc2mO9+9QyM2ys/EuY8VpUlOnubuxzv5xl//2H/2fzEzlePT0FJNTs6RTCSqlEtVaneNqG0QBiYCDZp+79/Z44uwM4ZDIxYfWmCkUSCw/ygs//bP4fghREEHw8QJAEE9W7d8HJw2jv4HEYjF0XadQKJDJZIhFwiwvLlHM5VAVAVUZ/eiCIABRwEXAF0R8QaTR7gAiAj6JeBTfc5BEiEXDGJpCNBYmFo7gWiaSJNHrOqSSBR5+5DG8wKVvDkCJMDYxzaBT51Of+BjPPvEImbE8hUIBEYFENMbLL79MrzdEEATu3r1LoVCg1+sSNXSK+QyO1UXwLWJhFdsZkk3HSER10vEQ59aWCWkqE8UcmXSc6tE+F8+vodAjGVcQRZtEcqRJmkgkcBwH27bp9/uMjY2xvLzG5uYmyUQaWZbZ2tpEFiGeiJFOJ9nc3GZ5YQnXtZmdneHRhy+SSiXodDpYlkUqEWdiYpyV1WVu3LjGzsERh4eH/O1f+jkWZibI5bOcvvAI0WQKQ9NRRYGFiXFc12ZucWFUJjFNdvdKKJEIoWgOWVXY3jtC0LKMT04TuAOyyRC6rjPo1rlx/Q43b9zG9wQ8V6JW7bJVqrJfriKICuPjOUKqxGQhRTKmIwgC2fEphr44EpAReNC8EnG9k4bRB8lJzfNDgO8DsogaMji1dondO1dptW+QjIfotY+Jx+MMTY1za6vsH9dBVHj7yg2cYCSYAQK6rlNvNbFdi1K9xfLMJPFoGMPQWZyfJAgCZEXhrXevUq00aFQb7O1ucHi4QUJ/ika7Rat7H9ce8ImPPUmtWSUaCnNh5RT3bl5ndiJHtVpmZWGB/YMtZqaXCDyPbrOHa/cRYiqNZpPcRAqcOOfOPse7t68wmU8z8C0ymRiW7ZJQLaxhi7PnVpiYmqbX6eJ2m9wudclkoqNAn84zNTNO6XCT/e11IrEEhakixUKKRsdDU9OENB936BNLyORTOQaDIVdLu1gh0NQpxiemOS632dreJZFOsbu5xdzcHMp8gdvbB8iSRCweolPrkoil+ZEXPoqmypQrFeZmphjLppienkHE49ylx/j1f/JrnDk1ze7NaywtzNLr9Xlr/TazSyvMTSncvfxV1p76cf7k1X/Jx55/HNfqMD93ivub29zd2EA9c4Z2v0c4ESKrxzk+qjKTNxBzEjE9wgsffZFIIkGzVmZx9Ty6J76fGokPptK0k5rnB8rJsv1DgmkOqNcqNPe3+c3f+MfIsoxnDZAlAQSJoWuSSmXY3CkxGNrYnszmfhnXdfEFEAQJPxDQNQ3TNJkp5sB3ePbZxzi3dorBsM/W5l0K2QytZpN/+8WvoYfCIwsPs8eZ1TVKpSPi8TjFYoqf/akfZWdrAylwOSodoAU2Z08vUy6XCaw+1UabwcAkritImAiSQHFsFs8fEI2k2N7c4uLzz7G/vUU2laTXaRAxQpjdGj1HxXYFEtk0ptnHJYQbiBzt7RFPppBzM+huj3azSbfbQdZDzM4t0bFtpqdX8bwO1y/f5ujgNsnsDPmMwbDfwjDCeJ5Gtdlg89Y1OvUqCxN5NFXGcQcUlx5CjhV5+7073K+aIz3URILt7W0836GQyxKSQ6iKyYWHFokYIb72Ry/h+wM++eJHCZwOnjXAs4bEGKDrOkIozuxEga6vE5lYY+3Rj/C3nv4o2bCPIyUYy8bxXJdquYKkyGh6hOlimmqliSiahCM6g26fn/iZ/4R2v89YLs2TP/1fgiginJQ4fyBOlu1/gwiCAF3XScbiCIKAbduY/cFoTNL1iUTjyLLK5uYm0WgUQRBIZxKEQxqpZAxJCPA8B9MaMBgMsG2bSr1BvdVmOBxy48YNGo0GmiyRzSRZnJ9hdnacbDpCRJOo1xuEQiE0VcFxbKq11khJqdsnGgmRiEWZmZni9u2b9Dtt4vEoAhCNhDBCCkEQcGrtFM1mHd0YNTcisSj2cEAimURSNTQ9hOV4yKpKSB/NjodUGV2TEAWwum3CqsiwUyOqy1SP9wlrAoYCIVWk32swMIdEIhGOKxVS6QSyLFDMpJCx0BWfTqOKTIBidYmIJivTaaayGuGgS0hy6PbamL02CjbjY1k+/qM/RrnRwZF0ukOf/aMaw24LXZM4u7JCSNXxXY90Os3q6iqtVguAuYV5JEOjMDVBplgknIyTHMtS2n6X41KZH/vYMwieQeD52LZLo9EgEosyVhin2x8QCKPKpW2aLC/OE4tGSGWypDJZjo4r+AhwEjh/6Jws2z8MCAG2Y9LutNi4c4dTK2sclUooooATiGQK49zfq7B06hLvXb1COpMhmUmy5vmYjo2hijhegO0FiIpM4At0eybzi/O8/sbbnJqdotloMD1ZoHRUoVAo8MjZNYbdFl4goCgSx4ebPHpxDccR+OZ33uJaNMxkIUU+EycQREzHJp3JoWsKu9UjJvNjBFYXz++xtPQQjXaFpZUl2t0K0ytrFBbPEFgVBEHHiMZBMdBVhVatScIQQZZo1o+IhSNsb17l/MXHqZQcHLNLd+cKEU1j0GuTS6cx4gn6psd4IszOndcRLZ8oA+KChWId4vsO2VgMZ2ASjSiIEYe5RxeJhhQatSqJeAFFDRFeeoxIJMJ4McvvvnSZL33599HCCRp7u+TTScZSUSYn8ri2wz/69X+F4zgkojGSuSJHtQ6nTl/kYG+LselFZqbH2NnaZmlpkVZ5B12PUCxOUd1+m5/8yZ9E0ZN885WX2T08IpFIUG/1MWIptvYOUbUwj164yLf++HfZ29ohFjW4ffs2s4vLaJqBeDLD/h+Ek8zzQ4IkjTrn0WiUbrdHAOTGCvT7fV559VW6PYsrV28gKxqbm5sYhkGv28Ye9JmaGCcZj+LaNr1el3ania7rdDodXNfH0DTSiTTNdpd8cZxcYQJD0xGFgHq1TLvTJJmIoiki5rDHzMwMru1w/fpNFF0jYCSo0e/3UTUDIxxH0xT6vRaRqEE2m8UwDCKRGMlUhr7p4gkSkiAiyBKBIKKoOr2hjahEkFSNVCoB3mhnQC4ZxbMHaKpMs1YmE1UpFAqk4gksyyIe4VbsiwAAIABJREFUj6MoCv6gi92tYLWauP0apxdmmRpLk88kiIYNVldW8AObfCFNNB5B0lT0WAxPUVE0HUnTaTQahEM6s7PTJOMReq0GugKJqMZHn32CqYU5Xn/nCvd3yjQ6Fhs7B7z2+ttUGg0uv3uVRCpHuVJn8/4uiqjRa/cQfQFdVtBCYzQr98kWZ1haW0aLGNQaLRqNBu3uqKFXHJ9ke/+I7Z19YrEYmmZwanGJ8tExrXqN+dkZAP4KVOM+9JwEzw8BAiKCqBJLZjDiSSamp9A0nXv37tPp9slk8xxXW9TaQ66sb3LY6PPSt94mEs/gCyqqbhAIAuMTeQrpLKfmFwjJLs6gRaPVotUdYroezz33HMe729y/dYWwLjAzNc7YWJ58Jku7b5EvzvLss88zmQvRauzziU9+lGqlRTyqoooG2alFtNgYueIC6WyS/PQ0Y4uXqPYcJqfP4koK8dwMHi4IHo5eJJYtIsg6ihYjEksi6jKiEkJQo0RTOeRQiPTkEgNrQCwZQk/ECUQB3/GJxEMYYZ1Ws4eAyWDQIKwrJOIB6dw4WjpLvTPAiMVpmRaWp5LMpfDVGEpqATGxSGbuUWKFeWwljusFlA/32d/e4tzaaX76Ez+CpoqEwlHmFk6xsbnN1776bRptk3pnwK17O0hGnGx+ln/2L/4v4pkis3PLbG1tMT4xj+VaCKqMXlhAxCAel1g+/zT1bpnFpSXmZ5aJxNNkCrM0uhaeL5MIhTB0hYNyiScfP8PsRJLi7DIf/cjjGH6Pw64PBIh4/7G/lh96TpbtHwKCIEAUAnRZQhRl3r5yj+2dTRq16ihzbFq0TZNBo4Egj2bUHa/FxubeyLrjxr33fc9zhSz3trf4zE99CkmAdCLK3tYm6+s3efrx05w9cwpN03jztVfIpeJsbd4nFEkQMcJUjmq0m2081+bpJy6xs3mLj3/iU2zev83c6XP0eh2s7jHTK2v0DjeJ5qYxkuN07DKWFscTVVxRJhB8hv02odg4nV6LeCTKoO8iKwqqEGANhgwHPdRwko4p4jkug6GFF0ikJ1dRw0msVhU9nCYaVjg+OCIUtJElmW7XG22ncsHzITu1wt7OTRLxDJHsJEEsiTjmoYXjCLJCIpWl4DqIvoOvprn4kU9jDtpsV46J6zrH7QH/+rd+BwmBy+9epzGwEWWFZCqDqhkPapAKlmjwh3/8Lb7z2uv8p7/wM6xvbxKORjje28U2LcaWFxHLDr7kkh/P4hsxZpbmePk7byLICo5ls3F/nbPLixRiAhPjY6iaz8TsJLY3wLQlepbLp37i0wSCgO/5iNLJrs4fJifB80OAgMDR/i6tZoOvf/3rvHPlKo16Hc+2RlJmzS5Dx0WWR+rmmqZh2S5aOEZ/OMQ0zQcTKENkxWBuboXXXnuHTrNBKh5haiLL2NgY9+/dZXFhijt37nDq1CqHu1vEI1E2NyscBRJPPXaabDrDwe49jkpVLl28QL/fpTg2RbneYGJihnppC8ex6Jk9fNFHcywCWcQVJTxkZC2KaZqYto/+oOthOR6irCBLAq7dZzjs47ouds9DVgwE12TQ6wMQDqXQtQi23MNyBfRwiGQqi2CB2esSjaVQjDARQWcwMHHlKEZynFAiQ3JsHhIpRAfUcJRAEJGNCEowMknzAgMED1XRSQci8YjBI48/zpe/9DWCIMAJQBQkYvE4uweHDAY9popjbO7sMjs9ztA00bIxas0Bk7kiB4dVdtffYnlxhptXfJKZPJoukMwMCMViRGMpsE3cYZexTIKwItBrlVmZHycdDTG3VKTV7TJslhibmCcUjoE/+sxO6p4/fE6C54eA4cCkenTE5Xfe4vqVq3Q7HVRJZmy2iGmatLoDcskYlmmiIFM+rmI6DoquIcgC+XyWIAgIh0L02g127t/Ftob4vk+lVmF+fpp2u0u7rlCJaBQKRQZDj4X5FW7fvEuz2cQLJH73336VS5ceYvHUaSKaz0Fpn6N6mVOzq+xt3CCTn0EMp+g0e5SO2kjKADE2ge/J9IY+6WSRg9IR+UwOXzLodPuY5gA/KiELAgECXdPFdwU0OUS91SYSldH1BHe2rjA9O48lO4QEF1dO0a5USKZ1RD2HEEmRn9AJQinCqTxaKI6hSghqiEivQSY7jijHEVQBEXmk2C+IiAIQeLiChOi7IGqIkSw5IwuSS6d3D1XV2T3YR44YyL7D9v4BsqKRy0XodPtEdJnjUoliLstrl2+wtbNPSAwYSyaxgNdu3URy2pS7PrFwiPn5P+Izv/BZFCnLuQsPEXguntVjYWYK0R8yNT1Nv9Wg0rYYnznF+NgU7eGAvhbCl1UCQPL9ExGQHzInwfNDQCC47G3vILjQGfYxDA3Hcdjb30fWVAamR73VRg9HME0bXxBQDRVDDb0vn2aZJq5j4Yke0VCYTDpBt9dG1jWuXb9NNpMgoknk8hkMtcfW1k22ZZ218+e5u3eIbYu0+hZXbtzmycc+y/H2bRRJZG3tMVqdNqsPv8g3/uQlZudmWFqaozi/SqvVQFND+Mjcfe81Ljz5I9Rbffb29gjHogTdJgfHVRLJJPnxcRRF4b31EkuTOeqNOs1GDaXZIZkosHts0/HqGCGbRKJBKJFDEQN6+/vkZlZZXHsBSdPR9dFhGMZIe1PWyaemEEXxfUtn4c9ukBSk0Q/leyxQkMD1BWYWljlz4SJ/8tJLmI6NJEmEwwaDbo/OoPugHKKTSmQ4ODgiEYuhaDHGC3E2NzcoTk7gOwFdU8L0RXqtIcV+im6lx8C16NpQLlcpH5Ro9fo8dHqVZrNJsTjJe9du8+6Vezz/sReIJjPMnP8IoqQR+DacbIj/oXMSPD8E3Lt7h9//N7/L8fEx3V4fWZYJ6wZDRWJg2sBI93Jg2ciyzNAcjVg6jgOAZQ0RAE1T0GQNz3QZ2n0Cy6dvDtmqlDkuq0hun2REphUPs7y8TCKeo95o8+ijj3J4UOHuXhlVVWnXa7iuSyKZxScYde1bHSQxANei22mRSiaxzQHtdpfsWBHTdhgMTTTN4LBZp9/vEpHgYGeTbidJKBTCCQJ2tvdZGM9jWx4CMoPeEMdvIqkKnucBAd1uB9sXKBRyGLEE0WRuZOwW1kelC0kiEEDRVBxfQBTF/2/A/D6QRAlN00il07iu+0AIeWTJLIoihmEQBCPrknanjh42cAWPcqPCeD6B5Qn0+kNKpQrhkE6j3UVUDC7fvMf88j2MVJ5hv4uuKvR6PRLREJIkYboBB0c1JC3EeCHNN176Jp/93N8lGk/gBT6SKHLSC/7hcxI8PwTk0xmOSgeEQiEOKxbpWAjTNEnE4ohCn6HZxrQGKIpGtztE00N4eO+r7Xieg2OP/NDHxqO45pCILGIYKY7KTXKF05imSSQzRntoUygUaTSHtNtHTExPcelihJCxxfp+mXQiSTGX5ljwGJuYYXNnj06nSzqmM5bWSYYltMClUaswMT7FF77yNV742It4gk7ftLBtE9GziBthgsAhpvt4rUPWr/SJ5SZRFYVGvYXog6Fq2MM20USUqYk8uqrhBT6hiIESijB79jGK86dIFqbRJBkH6f0tXb7vI4jS++LPP0jwFIB0NstjTz5BOBbln/zjX3u/8RbSdCzLotfrUav1R66bvs1wEJDL5fjyy2+SjMcYOHX6XRvXDeiYHo45oCnCb/zWF/g7P/dpXHNAKKyzevoMYUPn1bfeZXl5mWvXb5IrFIiEwpw5c5rc9CJGPE0giA8cU0WUk7LnD5WTy9OHgHw+Ty6X4XBvl1g0TLlcpdPpsL+/j+2Y6LpGNBolFAoRjUYJh8NIkoSiKNi2jWUPsazRqOHRcZWtvQMWTy2TzKQJRQyq5TL1apWDwxLvvXeLb3/3dY5KFYxwlHary82bN1lcmEWVBObnpqg1WuSLU3jIICuMT0wC4LsesViEdquF74HteciiSKNcpdfpI/genXYDz7ZGNTsgpCtkkwmGvS66LJBJhhBEH1mBTr9LIIJj9onoCulEiHQ8Qj6bYWF5jbGpOaKpAqoeIZDE9zNMQRCQZfn92z9I4PxTJEVmamaaiYmJUfnDsh7oBYwk/nRdJxZNY5s2EjLD/oDJ8WkESWRgmQwHFpqm4wUCyXiYkCrjI+MGMqZpYw771CtVHM/HtD1K5Sq1jsn2QYW94zp92+Pw6IhMdgxRUhABUTgZzfwPwb83eAqCMCkIwrcEQbgtCMItQRD+3oPz/50gCIeCIFx9cHzie57zXwuCcF8QhLuCILz4w3wDJ4Dl+UzPFJmayoHVHS0hbQ9FUaiWKwR4yLKEIAZomoamacz8P+y9d5Qc133n+7mVOufpmZ4cMAAGgQQIggAJJpEURSqQkizLkm05yLLlt7Z37SN7z9pe289x/fyentOTrLXk9dreI68kS7aVSFmUzCAGAEwAEYiMyblzqq503x89gzAYkiBBkCDYn3MKqL5V1X1v9dS3f/f+fvd3B4ZwXAvHbS5olk6nqdUqGF6ILWu3kA5HiaiC60bW0JPy4cekUqnQPTBMKJqm3vB45OEnqFbrJJMJJsdPsbE3RSyoEWrr5uRElvHJWap1F18ggmk28DAwXR0PjZOnx5mZXWR2coKTL+6nODtBeX6S7PQpQoaCY9bJTk1jOYJCtUFvXyeKW6UtFEJVNRxpkKtLGkoQCz/JTB++aDu9m29iaMc9GO19RNq6ULUgUjaXbFaXQneW0/DBKuObrwZPIoFYKsnNt97SDLL3PAzDaB72PDRNw2rU6WiLcON1a7j7li3Y2XHW9qVZP9hJJOIjEg1iOx5xw2Ftm45mVxBCcOTkGH39g3iKytR8DgJR1GgHU9kCgVSK+WKBiZlZGo0GthTNdnoSgddaceMN4GK67Q7wq1LK54QQEeBZIcRDS8f+TEr56XNPFkJsBD4KbAK6gO8JIdZJKVtRu5cJXcDjjzxFrVpi46YREv7ToGrE0t2oPh9TM3PEwxGkFMwsLHJy9ATzcz4apiQUCVI2G5imia6ojAykuGakm0xMMJDpwXFdtm96J0ePnuTY0WmyEyeY8SSCIYYGepgYPYY/6Kc908nt7/sRgqEoX/rq10klkkxOTnDbrTexmMvT3TfEkUPHKVUdpGly5PBBnEYNHYtSbo6Iz09p6kWiikUu12B04hiZtgSO4md2sULJLpKIh0lEBE4jgukK8lWXdG8f/kiGWAJ8uk4g2kf34Hr0RP8ZJ1AzauesM2hZRC9JOAG5NIXc5wvgqDr3feRHmF9YoFAuEQiHqJbKDA8O0d8ew+8TRAI6rmtz0hsjFg9y/NQE+GMsZKfZPhhiuDNCW1ucvkN+6p5gfGyeqYUClmVyamKchiI5OTdDanGBWCyGFAJUl5q00YORprXZ/KflL3oDeMVbLKWckVI+t7RfBl4Eul/mkvcDX5JSNqSUp4ETwI7Xo7ItVmdhPovu99FoWIyeHicQiTGfLTA7v8Du3XsJ+v0MD/WyacMQd991C7fdcgOKNPGcGrVqkVJhkXqtQjjox3E9HnviSTq7+th2/Q1EIxHC4Sjd3d187GMfpr09STwSplQqkc3msR0PRfNRrVkEgiHGxiaYnp1nYnKaubk5ZqfGKecXmRobRREeRw8fxrSb1lk2myUcDCBdu7lmeaGM5UHDcvDrGh6SXKFENp9jenaefKFC2fQQRhDbU6mYNpbtMTE1i6f5UINxQsl21GDyjHBeqkC+HM3Y2KYVqygK27dvJx6Ps5ypzLIs5ubmWMjlMS2Hcq3K7Owsd975DsLhKEMDA9Tzi7T5NTb2Zbhh6xDvuvN63nfvTn70R+5mbX+MgKHjuBIUHduSKK5E9Wv4Ajp+3cCuOLzrzvejaefbQVdCtrSrnVflMBJCDADXAXuAm4FfEkL8JPAMTes0T1NYd59z2SSriK0Q4pPAJwH6+vpeQ9VbLNPZ10/FtHEQFCoVjo2O0d7ejulI7nn3u9nz5A/YvnmQ6enTBINB1nWnyNxzK/lqjWKhTDAUw/MkR4+cZHJ2AdGo871HnsLYLbn/nneyODfPNRs38cijDxGLaISCAY6dnmF6Yppf+9VfRg+EMYJh/vGfvk4uV+D0xDQh3yKF3Dxr+zIc2D/Fzu3bmJyYY2Fxhny5TKVaR1cg6tMo5nNIx2WxVqdhOfS0t5GIBVF1j0RYEPVnmJlbpJwrgC4oW3Nkc3nWDPVh1WqUKjaucg2RzrWsvf7G5rz4Fffo3K7664XneWfCmxRFYXBwkOHhYU6OnqZQKBAIh1A0lfH5LFWzyo/cfzddmTb+9etfI6AplMwcP/bBO7Gred63a4RcfgZNBnjX7bdTbtTZ/+w0L44foFKxGOhbj21WWZ8OE9I1dKfI9l1bODo6yY9+7EMX1Ody/mi0aHLRxr0QIgx8DfgVKWUJ+BywBtgKzAD/76v5YCnl56WU26WU29Pp9Ku5tMUKPNdd8po3R0Zi0QTBQJhcLse+554jGYtSKdbwaQGEVFicz6I6Ho1Kjp5MAs0zyc9NINwaQrr09vYSjsV5173vpVypUqpWeeA732Xt2nVsHFmP39BwPY90ppOZ2UU0X5jjJyfJ5ouYloPnSorFPKqqsJjLUzMdTk8vML1QpFR3KBaL4Fr0draTXZgnHPQjBNTrdcrlKtVqc83zaFClMxmhLepnsKuNrvYYAVUhqENbLEBbNEhXR4K2eIiOjk4ymW4QctXY8MshJstC5S7df0VRuP3226nUqoSjEQCCwWBz7HlhgUKhwKFDh9h1081s27qBD334fUSTYTZt20pDD9A5MEysrYua7aD5fdx1z70IXHyqSi0/h1ucY8uaDLdd28GNmzvo6YjwjjtvJNSWPFOfZYvT81qDnpebi0qGLITQgW8B/yal/NNVjg8A35JSbhZC/AaAlPKPl479G/C7UsqnXur9W8mQLxWPnRvXUS+XCIdD+A0fiVQSy3GpVCrEIkF6e3qQrkO9WiIeixAN+rhu22Z8usH0+ASlSpnRySlG50tg2SQTMVAk6WiINcP9lMtl0skU+XwRy3HoX3cNuq4zPjZJxdY4cnIMxzYplSpMjo1jm0UChkpfOo6iNVPjea6gsDjPhqE2tq4fQPFs/JpCrlTBCPiplE08JM7SwmqhgEYiEsAyawQiUTxULMdCMeL4IyGMUJjFhTI9wxu4476PY8QSOJho0o8UZ/+uL6cVtmzRLv9vlkp86MM/zLFjx9AUFRVBRzTE2jV9TE+c4B233oLtueCZpFNRdt1yE/lslqThItQajgmdvWkqjQLpjl2MLpr8zm/+JumAh+6U2LGll7WbtiC1IP6urYTahxjcvANFXB7r+u3IxSZDfsVuu2h+G/8DePFc4RRCdEopZ5ZefhA4uLT/DeAfhRB/StNhtBbY+yrr3+LV4LlkF+bpSDfXV0/FAzRqBTo6O4mHfNTMBk8+9wyxSIgPvOtd2PUK45PH2fPEY+RyBZA6tudyzTXXUKmfwrJdGrUq1cIiseE1fOmBPWTa2pgdf5L333cP1XoRUzMY2riFOz/4s1hANB5h4vQUf/Xnf8Lo0f0Yhh8UsMwaiVgUtV4gEvSx8bohEkEFz3FxXRdNFUi7wWy5Rqajmcy3YEoK0wXSoSA7r+3BdW1iqTS5xTxOQyEZNVCAcslieMM1bL77xzHiCQA0/DRzAb8xIrLSa6/7DO68852cOHYSny+A4VOw7TLDw0PMz8/z0OPPcGJ8ius29PH+997L6LHjtMX87Duwn03XXoNbLSFLBhHDTz57kN70Dv7bb/02+x/7Av3JDF3bP0K+YWAEwnQOXkM4ncETEri0kKsWr56LGfO8GfgJ4IAQYt9S2W8CPyqE2ApIYBT4eQAp5SEhxFeAwzQ99b/Y8rRfZkQz2Yffp7NhZANuo45QNArlMoZhkEjEGJ+Zw7Yk07NZirk5ejIZKpUcluMRiQRQHI+x8UkW58ZRNR83bNuK6vaBonFypohllojH41RtuOve++gcHqEz00MwksSWzVCoNUN9rBse5lu2TSiawNBUbK9BtlghFfYjhEck4KdeL1Kp1AgFw6BomJ5GKhnBs+r4FBfdqdMW0MkV8ywshnBcm2jFpGo2qJVK9PZ1UizX0WNxom2dBINB4PwxvzcLVdO4/fbb+evPfAafHqQ7004ykOHazRvZu/tJAoZGKh5i29bNRMN+tly7nkpxget37kJTdApmgXqjQDzWhUuCmoS64jEwtJmIzwJNpTPejlR9zagBVUW20sa/KbyieEopH2f1pP4PvMw1fwT80SXUq8WrQShs2byBRnERv1vGF49TLBYJ+nUisTjHT40S8vmwGjYHXzzM+rUD5Bdn6Opsoz0epmHanDhxgobwGG4PIHSdzoROKVfkmm1bsKRKoVQmM7CRn/vUbxBJtOF4Lqqi4klo5mryaJQK7Ht2D4lkmmzZxFAENR2EZxPQVG7Zvo356Qk0T1A1TSpVk/3HqtRtjy3rehkZ6CAR0rhhgw/HcTids3AqNTypYNZtzFqVaMSgVskTjrcx8o576F5/PcbSNMg3WzgBpKrR29vLUF8HhgK3b9tAOBbl7//+b+nu6mDDhg288MJz3HrLjXSk23hy79NsvXYTk+NZKrkxRoaGsR0X1wlgelliyV10R5NMl8ZI9fQzu5AjrVUxcfCnNUCl5Vd/c2hNz7wKcB2HRCyKL+anI+lncqGIbdvU6hb1RnP+uuNYDA71snFkkLHjh7hp63rmJsep1Wrgwdr+DiIhH9FICAeV6ZkJ2pMJxicnCMZiBJPtfOSnPkEk0YblNed1e4ByznI5lUoZ0zTxhyPUsyXCyTiVUp6IX8MwDKrFHFa9RCrZjmnVSSbjFOp1pJTkixUkGdLpdkKGg2M16FVVrKBG1ZSEgzrS9uHaDmooiuKP0t49hBGIAleWd1lVBTtv2I5tlunMtJErFHn3u99DNl9kZnaOtetHOHb8NHv2PM173nUnpUoFXffRmemnVCkgpIkWMtBDnUjbRFMiGH6dcq1IMtGJaVmEUzFCkQQIpWV3vkm0xPMqQNW05tRAu4Hj+YlF4vgbNg27SN1yqZRN8qUG1YOHuH4ozO3bhnA8m/s/eD/VUpnjx46RiIbo6mrj5Mkp2nsGyNUOUpc+gslufu4n/yOhSALH05GAsfS0ep4HQoJQAYVUdz/t3f08+N2HMfw+aqU8yUgAvw4D3R0kwgYDmRGKhRLDA8PYVo31XWuoVS2eOzxBaW6SiEhghBUisSjoOkZKI1duYEqH9kw34ViS5Lob6B7ZSrBtgNU6RW+m40QiUVWV97zvPg7tf5a5hVky7d189gv/wMRsns7OTmr1Mrrn4TNUfJpKpj2BXc3T39vG4kye++67n8XFBTxRQ7WqqIEw8d5raBQn0eJppN1ADaXBF2wuOy1tUPU3pb1vZ1rieTUgFQrlCsmwn7m5LDYKngeVSgWh6JiWZOuaFBs3jjCwph9FeKQSMcYO7MNQS6xv76CMRamm0JGOMjc3wQd+6j/hi2dI963F0JoPprYcA7SkSyu7ycV8jj1PP08yESUd1gnpgmRKo5AtMzjYj66UUfQwxcVJZvJlEBbv2D5CvVQhuK2drnSS/MI8HfEBTKtGTyTKmGWghBLo1QbRcIDAwHrWbrkXPRpDigYSHbEi4u7NtEIVJLFUks7+fr7/8MNorsq3v/MQLhrtnX1U6lXMaoMN/W34fdDb00EykcCvDVGvTZLp6+HvP/8X3HvX7eTqBYKpNThGACOUojh+Gmks4OpJfFoz9ZwiFKTSEs43gzd/kKjFJSM9D6Gp5AsFOru6iYUCeJ4FQrBYyFMtL7Ltui2Ucjk0abOmrxOrkkOPppG+dgr1LI4p0HSJa8SIpPro7l9DV8/AGeG8GGKRKNdffx2lUomergyxWAzPVYgEoywuFKjXbQ4dfpHJbImphRI1S8VqOERjYbq6ugkEQgSCYWzLRQoFS/cRCEWxGnWkVycUChBNdqD7g1fsX+5yOrp8sUylUmHf/gP4gs10gLqqoCow2N/D0NAAu3btolQq4XkeDzzwbXwCDFXS0dHJQqFCzRYYmo6QHoY/iGL4mJmbIxKLEgyGEYrSWuntTaRleV4FCFUh3Z7h4PN7KdY7KJdKeJ5C3vSounDrrTfwgyf24No1etoUjh/YzTUja0h1DKEZMYrZKhEjRrh/hLU3vR9QQY82HRGehItd0kGR3HjTDqZPHSKTCJNfXKBYqJJpS2PV6lSFQ6YnTd2qUau4nDoxRuOaASy7wuDgIFaljKb5sTyBLxDC9PlJ6VE01yXQPkjHwBZiIzvBryMFgHrFjfepqo7nwbVbtlPI5vmVbz2ILxRGN3zUyjnSqRi5hUm8wRRT0xMszDoYusr77nsXRw/uZceO7aDoVGoNtHAAs7SI7ffQo1FSPWvxeQ38wQiqzwcoINxmQpAr7Ua8DWiJ51VCNBpDUTSQCvW6RPUHMK0qpVKDes2i7kEylqBaM9mycSOqIhl9cS/+kJ+e7kHmczOMDO/EVcMoqn7WoBGrh1qsiqpz3/338+2v/iNz8wuY9Rq242F7FoGAwfBQN6rmEVPqTC02qEQ0FuZniCWi1OtVQsEAht+PLxBE8xsYhoFs1FCERygziJbsRw/Gl4SzuWpoc3zzMtzQ14jrSlRVgNDoGxiivbOLxWwWn2GQToaJhn1cu2kXd9x2M4MDPRx4/mnWDPUxPztDz9AI2VKNEydOMNTXg17RKLR1kOqPYklwhUoimcbxQNWMpbartNztbw4t8bwakHDqxEkSiRQTEzMohkG2lKecnaG3q5P9h44x2B6iLRbgxm0bCfs1aqbJztvvZX5ujBIh1r/jJ/F3bwDpIgDPc1EUFU+Ii14KxxGg+oKsHxnh+OEDKEaAqUULZ6HAXTdsIB7wEw4Hcf2Q6ZJIz8KneBiBKLlcFjURxx8w0AwNzWdQLEo0kcMXaad98DbC7X0IxQdTTdkkAAAgAElEQVTSBakghXLFWV2K4uF4oAmVweE1bLr2Gg48s5vOtiSbNwyTSMWJJ5Ps3fMM2YVF3EaDf/7aN+jrybDp2s2sW7+W/T94nHKlweSpk0yPnmL77few/u6tuLpgZm6c9t4NIHSkkAiurB+PtxMt8bwqcDh+/CRd7W2gq1TyJcrlMnogxEKxjiEgFFDwKQ5C0am4Cppb59jBf8fx93HHz/w2eiiAh0QRTalcTtv2atYQUwGpqvyHT/0WvZku2tvSZPMF1g1kqFehbI6yMOORSscRikbDcoilk1QrJajVkfEEgWgc9CDFSgWjLQ0lD1cquF4Dide0goV6xiK+0oRDCLUZeSkAVeMP/p8/Zf9T3yc7PcrkiSP0dHewe8+zbN68kXKxxLrBYWLhALrm8sKzL1DLFbA8DyXkZ8PmLZRnxihmFzDLWQp1j3jQwB9J0PTVNdPPXWG34G3DFTrs3uJVISV+vx8hRHMlSw+KhebiY9L1qFZKrBnoZ9fNN5LL5aiVKyiqDyPcxvabbkcPBpbe6NKTSSiKQiyRoK2jnYXsIuFwGNtxcCWgKCiqSjAUodFoEAqFsG2HYCDCYqHE9OwcqmagqBD0+VClRNd1wuEwgUDgFT/7SmBlmJTP52PTps0U8kXWjqwnmUzS2dnJ1NQM+/fv539/+R/JF8uMjk3zwgsH+e5D32N+cQFd85HNZsl0dxGJhAgHfRiaihGKXVExrW9nWuJ5NSBUKpUKlmVTKlexPZWRzdfieQ65hSl+9Rc+jk8TFPM5/IZBKh6nZKnER95JdM0OpGgOm0n30sVTSollWZweG+Wfv/l1HMdhPleg5PoIp3voWjNE1ZFoRgjXFUxNLnL06ASpnjWk2rtxXRerWsV1LBanxqjWTPL5IvVy8S0hGst1XE64o2kasUwPsXQH1ZrJE48/RUdHmvZ0hrvveRdbrt+B6aqcGC/RkDr9azcysmkLDdumblpMzM8zNz/F5OG9tKdiNPTUBZ/Ryt355tASz6uBJcuzXC7T19dHJBIhl8vRnm5DEbBu7RCzMxM8+/ReiqU8M1MT+KJJOoe2oEXbcQHpne2qX1pVJL6AH1SVd95zD+VyGU33cWx0FtNVqdRsguEkDduhXK1RyJfwENgORCIhPNfGc21q5RLZ+QXqDQdN07DrFRyrcen36g3gXOtTSglCY2h4Paqqs337djzHxdBV9u59hhcOH+PJPfvY89xBZnJFFnNl9ux9jlS6g1gsRjgWJxyNUc4tUp6dQFF9Zz7nrfBjcjXTEs+rAUVQrZlEYlFm5+eJh/wkwn5Ghge5+aYbMBs1tm/ZxK6bdqJI0HDxRzpI9V6DJwKoeEspzS79YRSKguM4uJ4LAqpWlaH165ktuLx4qoAjYjhqCH8ohpSCto4koWiIhZlx7FoJu1bCZ+iEQiEWFwvowTgIDdEooDRKr8PNuvycawkKIXBQWLdhM44HExMThCNBqrUi69dtZv/+CSZmK8yXq4xPZ/nuo4/z0Y/9JFPT82QynXR29SKMCAODPbhWmUjUuMDSbInom0NLPK8GZDMhcqFQIJlMcGr0NJ5Q2b//AD2dGT796b/i6UMnOLj/NFLV0IJJbLsISnOMUqA0HTCX+BCKpW15bXQAT1N5+AeP8MKpMfZNmTz2zEkq1RqVqolEQUGQiITo7mmnWskRCujYdgPbk+y6cSfFepWS0+Cpf/lrnvv235+NylnacV37kup8OVg580rDwwjHiHf2MbxxM4XZCaLBKA8/9iQLpsl0roSq+ejt7uKaTSNYjTpCN7C0OL0Da1H9UQ4feIZ6fgylMg9C4ELzHrjgvg5j1S1ePS3xvEro7u5ujq/FYsTjMcrlEpFIhFrVJB6PMr+YI18sYvj8FEsVIrH4G1IvgcCyLK67bhv5YomjJ09jNupEomEsy0LXdQqlIq7jUKnUyOfz5PNFsvMLmFaDSqVGJN5BPNVOPTeDsKtI2Vx8zXWs12Wo4XLjORKEQjrdjm05tLVnyBbKOJ6H4zhnss0LPIYG+vH5DDo6OnAsk6NHjxP0+RkYGKDRMLEbtfO9660n+E2jdeuvErLZLEIIarUaimoTjflJt3UwNT5FT28HH//EJ0i2d+KPpbCkyvz8/BtSL4/mrJuv/us3aIgAphplMV9DaD56hwZoeA7+UBDpeqian/nFEkiVcqlGxbVIKhbFmXm0WCeBgOAbn/ktBM7S+yq8Ff6EpaIiUegeWIMRipPq6mf30/s4fOQEIX8AIW18iscv/fxPce2mdSwuztNoNKjVKhw7MsZ3H/wO9XqdaCxMdupIM87Vg+b6wh5vhXtwNdK661cJgUDgTHdRV3VU0UwD1z/QS0dHJ4cPH0ZRdRZyOTSf/w212JqfpfC1r3+b9p4hChWPdFcfjlRRNR3bcSmXqwRCYULRBGbDxTD8NEyb0tw4bmmemfksU4UaXqNMbvwEqvTeMtO6l3vxtuvhSA8UjVy+iOd56Bo06iV27diCgkM8HsVsONTqJqdOjTI9O0dboo1KucZiNo9tVkF4NKe1y+b+m9u8ty2t+34VkFtYOBMiZNs2AV8bAgOfT+Lzw/TEPHt37yYei2DbdnNJ3KmJN6RuEgk4IDyMWIS/+dJXmalH+acHn8L1JYjE23FsCEbCFGoW43NZRmfnMKUkN5slEEtTbNQJGJJoOEYk08Oz//a/OPb4N/EUrbks7xWOWIqZb9RNIpEI1WoVpM3QQDftiQDvuWsnd918LT7dYGx0klA8gz+S5tl9RymZNidHT1NpuGjBOLVSGZzGkuUpABdx5d+Cq5KWeF4F+A0fPl0QCweJxWJMzowyPjlOqWKj+RN89/EnGe5fhxQeniMpV0tI198MUWLZO+xdlhUXtaYLCVCas5UUwf/9N39DWW3jL/7mO1TsKG1dPYQiSaSnEA5GGezvx3MsAlGdSEcnyViItngUIVzq9Tyzi1kOP/sk5WPPouFgLbdBOuA6V95Ub6+5Ho0hVE4dPERnJs4tt+8iFfVzy5YRuhMJTFvh+f0vkEomeeKxRzlxfJT5kkOuahLrW4OnR2hLdeIoHrg2CBeBgmurON4V1+K3BS3xvApwXZdsNovZsPH5fPT399PW1oYQgieffJLt268n09NHIBKlWjOJRqPkcrkzX37Ty668YSEvHiq//yefJpzp4eE9LyB9SYQRwFV0VH+IucUS8/kKZq1GIZenVqtRrVZREQhH0p7uJBKLs3fvY4y++DSaXO7CKqBoyCvQ+ezRXIa4WC5x5MhRNo5sIJFI0N3dTTAYpFqt4vcFmZ2d5cYbd7Jj5zY8aVGtlNi2ZSvHjx3jsccea05kOCcyQlXVZiKSFm84LfG8CvjiF78Iqo9Sucbi4iKlYh6foTWdQlJimw327DvI0y8codaAmZkcjt3AbtQRS2Eunue9ceLpCrRYmi987VucKBr87l/+M2PzRaTqw5MKiuGns2cNsWAYu2FSzhWw6yaVYhHqJcKxMEbQR8wvOfD4t5g89FQzIQcKrgCFKyx8SbooriScbqN3aBjHhlgkwMd/+mP4AgaVWhnPtti1axcIlXw+y4MPfJ373n0rv/yLP48mXAZ7+ogGQriWpDA3CbhNC1u05ra/WbQSg1wFnDx5GgcN226gqhqlYo50Os3NN9+MrqsYqsfc7CSu1aC/vxfXMfEbKgtTY3QPrkEKBU9R3rBfUk3xaEYnKvzTA9/lS//jczz8L5/nXTddi99Q8LkFUokAJ0+P0tXVheM41OtVwtEkAb9HMTdJMt1FrVinu72XQ099D0XT6Vl/LTYGqnJlhS9JzUOTKgiNm++6my997i/xafMo0sIVLv1r+hk7Mcq+ffsIhwKsWbOB3v4BdFXhqd0/YH52io/88E+we88zqH6dnuEtuLUyIpBEiGasq9pahuMNp2V5XgUYhkG5VAVFpdFooKsaiqIwOjrKxMQE1XIF4TYY6O0Gz8VpOISjUcrFAucmA3mj5ki7XnOdcQUBCnz0Z3+epw/PMFu00UMpjEAQVdeIxGLouo6u66iGTr1RY3I6iyoUhGchlGai5lQiwuzEacoLM+ii6dW+smgmD/CQGKEwu5/ai3Qd6vU6qXQSv99Po9EgFo8gBTzxxFN877vf47sPfhdVVbnjjrt4/IndjI5Ps2fvs0xNjtFo1JECbNd5S8S6Xo28ongKIfxCiL1CiP1CiENCiN9bKh8UQuwRQpwQQnxZCGEslfuWXp9YOj5weZvQon+wD086WK7H+GwWvxZgfnaOmlnlxSPHmJ6ZY3Iuz+mpWY4ce5F8fpGFmWns/BRIgfAkmue+Yfndmg9704mEABSFh/bu4x++/TSf/9qTlEWShbKDFohgeR4OkqGhIQzDj6r4qZerjI9OUDWrLMyeRo/F0W2TI7u/j5UbRVE1cJvz9V1Ycox5uK5EYuN6JuCAB9JzlhxNFnB58goLNDy85vrqUmdgsBtF9bNuZAO7H3+cxfkZImEfhmGgGWHmszUULUymu4tN6zYyv1CmbEssoTExX+HogQNMHn8O6ZroqgbeFTZM8TbhYizPBnCnlHILsBW4VwhxI/AnwJ9JKYeBPPCJpfM/AeSXyv9s6bwWl5HBwUEEKrVajWg0ij/gI5NpZ6Cvl3gswvCaQQQehewiI+vXs2HDBkKRKI7nNZfYUMQbmhhTSnnBlmprIxiNMZ8vs5groxoBBgaGcKVA1w1OnDiB4ziUy2V8PoNwOEg4HCYSS2DWq7ieha4JDh96oRk7rjogJIqUqBKE44IqcNFA8QNaM5GyogECVA3XdS9Le1dGMSi6Tr3W4NixE+zcuRMhBENDQyzM53nooYfYt/9ZZmcnkcJj3wsHKBaLHDrwPD947PvcctM2dEOlXq+iqUZT7a+wYYq3C6845imbfbnK0kt9aZPAncCPLZX/PfC7wOeA9y/tA3wV+IwQQshW3qzLxvbtO3AcB6nB5OQkg5ktZHOzzM8YtMUCTE+eYmSgm3q9Timfx7HqJNvasdw6TbtMRzoerqKcXSHzNXCxX/Fq5wlV8u97n+HIoSP8wkffw/vesZ18rkh/bwfZxTkaNQvXsxkYHGRmcZ5keyeWZRFrTzKXmyPS1oPZqGA2ykwe3kPX5h3N3wUE06eOMz12CilL9PaOEI6lCbdnMFWJgQChIlleHfT1n7EjFAWBt+TggYVskReef57hNf1cs3Etk+MTVEt1Uh1d3P+B9zKwZoDFuUWe3vMcparDzPwEH7jvvfT2dTI+Psra9WsQQuJVqiihCKan4G8NwL3hXJTDSAihAs8Cw8BngZNAQUrpLJ0yCXQv7XcDEwBSSkcIUQRSwOKK9/wk8EmAvr6+S2vF25xEWxtC1dB0lXg0xMTkFDfeuBVhFenp6mJiYoLUQA8z05P4fTqpRBxdkZTnZshNjpPsHkZozeWKVxO2N+J3z3UVLM9jeOMIDz31PJ/+o99jMnuMa68fIFexMDSH4ydPc2Iiy6aNw9RqNQwXsguLBHyQX5xBFQqZzhQLR59mdO/3mZ6dwXEsBvvbmZ8Zp2F6zIQexVN0sp7BJ37tvwIBbIemgGoKQi51r1dwKZEILqBJD082V88MxFL0DWl0dWdIJZLEIjESyTY0HcYmJ/jM5/6WYqFKuq2LVCpAIhnn0PEJjo5OccMN1/PAvz3Krp1bGX/xCQY278AIJF5z3Vq8di5KPKWULrBVCBEH/gUYudQPllJ+Hvg8wPbt21tW6SUgPQ/LsogEI7iuSySSIJctMDKQ5vSJk/T19XHi1CgKHmpSxbZMFGmTMDoQtgl2A3QdRVWQb0DA9eoCLfCpSnOhzlCIX//DP+YPfuGjzGULCC1AsbCARMN0IZur0NPdgZBQKeQJhHXSyU58hka1VCI3V6RazGGbFo4n2ffCMUrlAsFADL00zfBQH41KiWe//VW23vJu9Fga211avE0sz4p65TqvxmoiK4QAzzszTVMKhZnZeTyrRlBziEajRKNxDh87zuNPPk2lalEzTVLtEUZGNvLoo48yOTlJvV7nwYceR6NObm6cT3wizdiLz9O/7XZagTNvPK/qjkspC0KIh4GbgLgQQluyPnuAqaXTpoBeYFIIoQExIPs61rnFCoTSDMBWXIHr2CAapNoSBIIh+ge6cZ0anu1Rq+bJ+SQzcy66P8KJh3cjv/xVEpEIG4cHue2DH6HvmttoNCS64SEcgcTAE87Zz1oSh5ezxJbHMZfPWy3/5IVl4HkOy8ODQmj8+l/+E7/4kXu4YfNa5ucKFKse1brLo08fInF8nLtv247iWsxOFpgbn0UIwcTUHKrmQ2oKOCZmo0b/0AhPHzjCcyf38kN33EOmUiRiV9m/+yGefuQBNt74Dm77wEeouXGCqspqaU1XZm9/Vcc9D0cq4DYTO/es3cj3vv8IpWIUt+bQP9BDzZ5ibmKK669ZS6a3k/ZMD5/57N/w4ONPgNfg3lvvQjo2mzf2sGGwB13TOHb4NF/56p/yu3/wf9Gz8x5cFQxA4CBZSjXY4rJxMd729JLFiRAiANwNvAg8DPzw0mk/BXx9af8bS69ZOv7vrfHOy8xSJnnPczBUjfZknFgowPj4OOOTs9QdsKwCXd1pbE9iuwp7nz7E3EIJVfdz8sQkp06O8+/f/Bp4Dj5Dx3XdpVk7L/WR5zt8PM877/UyK8ullLiui+d5522u6563OY6Dbmjcec/72HfkBP1r1uO4AlSDSrnGzPQs46MTzM3NoQcg1ZnA8uqkMjHCqQi2aRKNhFCQpFMxfvZnPs6ObVs4dvwEgUgCqRpEQkH6+3s58NzTfON/f5GAoeNajfPqdTFtPPd+LCOEOLOpqorrumdCigKBAKZpki9XOD01xemJCWZm5ti0dSN9a9ZQNQVP7t5P3dbQ3Th+JcnifI4jh45QLZfIFnLML87SO9iJVGw+87m/QlNsfADSxbabMbQtLi/ilXRNCHEtTYdQMzUOfEVK+ftCiCHgS0ASeB74mJSyIYTwA/8LuA7IAR+VUp56uc/Yvn27fOaZZy65MW9bJNyycxfzU1O0twX5oTu24Pf7mZiaZW4hz/hsDtO0CIYiRKM++jqiDPWEyecloajK9773DIN93fyXX/kxTtcj3HrHByASB9fBsTWEemHc5Ll/N+damSuPnZu04uXW3PGkc541K6XE9lxCgSCaqvBLP/0T5OdmcT2VerWAdOtsHGgnZChE4xFSiWa8pNAM9j63n4FMmPb2NEIIYqkUmh6iUK7x8J5TPL9vDx//wC1Y5RLhRISejj6OT2T5xB9+jorloAvlTHteysJetp4vZixULi1kZ9v2mWsihg9/wM/NN17P+sF++hNxoimVwy+e5ujJGQ4cPMzA2kGuWZdi08Z1zE0uoioaxeICG4ZHGOzvAhWEEuCvPvdl/vtXvkKssxeEjqKAJ0Fwvpi3uDiEEM9KKbe/0nkX421/gaYQriw/BexYpdwEPnyR9WzxGlkpQDfeuIPvfOubBHwGlaWQpUjITzq9ho5MmtMLOZ578TTTBxf4oTt2sLYtQDrcwLEc/vD3foEvf/0BKkRQqlPkZ04T9l+L4zQwFPVMqM1qovhKVpiiKKuK5soyyYVhQrZlUvUEruvymb/7IhOnT3LbzlvoyrQT8PuQgRR6JMDk7Am6ezrQVUkoIHnHzdcwP1vk1MQclZqJbZ+gra2NdCyOIyW5kspU3iTgqZTmq/i0LJGwHzyLRsMF5fwfg3P3zxNUqVxwrDloez5CNBNCa5qG53nN+ehCoGkGp06PM3l6jE1Dvfz4B+9FXasQ0eG979iMzw+Tp+YpzszhU8DnD1CvKLQnbOrlUUKRMGbd5Xf+649jNqokVHVpPSoHPIFcpS4r29PitdMaZX4LslJ4HMfhuuuu48FvfgPHajA5s4BuBFCES0dbjEQ0QLojTDaXZ3x0jpm5HNX+JLqmEQ610TArvPvd9/DlLz/Ah+67nvzCHJEhgdBUPMdZDrI57zPPFc9z/1953rnCe+65K7u/EveCMl1RaFRLqKrK4uICvUNrueuuu3n88cdIJGKMzyxSs2L4/Sn2HR6jqyOFa5ZIp1MgNKbnClQbFn6/n4SrMTY2zux0jXK5zuz8At2pdirlCiesCSLJdpyGiWer2IpzgVguW4znlS+tan+eeEpxQdmyYFqWhaIoaJrGxk0jzM/lqJZrdA/1kenOMDk7g2WbQAO/TwPHoy3lI5kOEwgnmJyaw/LqVGo2uVwB21mgVq8zvViht+ARCPiIdAzioSBUlXMzpKzsHbS4dFrieRVgGAY//tM/weGD+3j+iSfQtQCL2SKq6lJ88QSdHWks14dZc9EDYQ6emuLOXddSK86TGvSTzdaxpc2hoye4685bKVYOMrzjLmwrBKKIlGfHz1ZaoeeK3bnB4CuFcHkMEZqG3fL44ZmxVe/sWKjjOGeOO45z5n0mTo3yqd/8z3zw5If4//78Lzg6OseJsQUsp4HfZ6DKU3S3J0knGjhCgutH0f04jsNCvkgsGKBQmsHC4gcH5ljTaRLxBajZHrcODDC/WMR0AcdGVVWEECiK0lznaWns8tx9qYgzCaiXz8XjguEHIQSu07TCHVeCdLn7ne/mC3/9ebq62pidnSWVjHPbzvVUS0W6B2/h5IsHeWTvQT71cx/h2KEx/udf/R19w0OoQuP4xLPEIgHWd0gGOkZ45tkn6IrGOPpvX2D4XZ8gke5HqoFV83ye+71djPOvxUvTGlV+i7GaA6ZhOSDgwx/9CJWaSaFSo1K3yBeKlKs16vU6XR1JejJp/H4/UkqCfh3Tcjg5Okk0GsXQBblSiS//8/f45oOP4QqJJ2xcxzvPibP8v23bZ7bl147jnLcti+FKB9HK8xzHwbQaZ7Z6w8S0GtRqtTPp6MrlMqVSifHxcUZGRvjt3/0/m0tVmHVUxdecAik1ZuYKTC8UyeZrLOQqLOZrVBsS1Yhgen7GJ+bRND/lUp1c0cR0Ye2GDWzbsZNcLketUqXRaNBoNLAs68y2Wp3PvScrt+XvCTjzI3HuNcPDw7iejW02QEoqxRKqKkgmokyNnWZqYgzTkZw4PcG+/c/y4fvfyY+87w429bUxO53HqrsMDa4nHA1x3/33Mj4xTTie5tALT6MYPoS8sDfQ4vWlZXm+RVit27XcndQNBdd12HrDDnbcsoup8VNIXxCBSigUoFAoEfFPEvYJpIBAKEi9XCARi6D7fThmkZ5YhC1btrDn8d381Mc+TLVape6A7li4QnnZepxbl5V1Xjk1UcrzQ9CX3+dcC+6MACHPbK70cKWH41g8ufsJ6rUa//FT/4liLs+Tjz9FLp9H16Oohk6uYeOTajPo3/NYqNaYK8/gqD5uuOV2NEUlEg0Rjsfo6+sjk8mQr5powSqhELhCPa+tK+t/dnVMecYSPdO2FU6zld56z/OoVqvc/Z538sC1D/JjP/whDEUlEg5TzOZIBVWSAei/9Sa+8vtfYD6/letu2MjmdZ0UCiXWdyd4RARIRNo4fHiajlSMW0au59+f/CZHTi1y53t3AR6KVJrjnxfp1Grx6mmJ51uIc8Xo3H3XsZrL0ToOn/7sZ3jvHXeSzZcJKAoSg03rhti8dTN7j3+TdKodzW2Qqyms728j6AfhOAys38KDv/Ln/Pc/+RR4KuW5Cp7ho27n0fzhM93S5e4snB0PXBYTTdMuqO+qr92zVtmZNnBWZJa77bjeBd13VRWYpnme9/p9738vqt50xriyWR9tSdSW6+a6Lg6gC4Gh6ZhmDc3Q8dCxLIugz9+c2+41MzUtt3O1bZnlui+Xr3y9vL/c9uXufiAQoFDIgRD89f/8OxZmZ3lh336eeGIvt964me7eHnKLWW7deQMHD7/IB+/dyULJZKHgIvQgt92ynmKlwR1338LM2BTPPn2U/+Nnf4Zvf/v7xAwfbq2AGmhDei3hvJy0xPMtwkpP9blxh65lY7nNpBkz45Pcdtst7H5iN17DoVqziLR18OieA5wcm6VWrZMM+xmdzXLjTdtoD2vEYyGeODCKJQKMZW1UIUnVa+jSJqhwRkiaWcvV80TpXFFZTSzPFY+zVqtyQZkqzr7Wdb1Z7p79oVgeG7VtG58vgJQSX3A5iXPzOuFJhNIUSoGyZOUKpKKiKjo+xcW2wPZUNH8Y6VqoQhIO+AHQNN95lvVKR9G567FLKc9ZwuSsRbqaRb5SdHVdJ5lMYpomgUCzLffc/35+7aPvQRhBJuYW0V2bNT3tHDg8T9206O3sw7HzhMIqBoLjp+fQfTZCtxgeHCSgw5Zrh6lVHcq5eULdyVaS5MtMSzzfIlzw4J4rTK4HjofPCFDIl9h5482sH9nE3r17yeVyPLLnMJZ0WbN5Mxt9vjMW0j89cohMJkMmkyEQCPC3X/xH4sk2NE0jHo9gGAY+nw9lKVvIueJwbn1W46WcSPDKsZ8rPfCrve8rXvsSZYHQy1Z71a76S82S0pXzQ5WadT7/HISAVYR12fNuWRZSNrNKpbp6UJQgmldFC8foTkseXqwwn/WIBycxCw060z2kN0Y5/OIJ4uEE7dd3cGp8lFpFZce2LTz40JMYHS9we+cQrtDPE/+VEQMtLo2WeL7FOLc7uPxABwIB/P6m9ZRMJhEj6xBCcO/99+M4DrVaDU3T0HX9TNyloigouobjNMNyfD5fM5ymcXYq5rJIL4vnKz14q8V8rhR94DxnxnI7VjtvNXfHamK8mlCee39eauzylXglkVltPFFy/nf0Uu+z8sfFrNcZWLeWXKmMrpqkwiFSiTC5UonDR4/Qn1lHqj2BqkMsHGKwvw9X8VOrFOjt6Wdm/DTTMxNkenpJZroA/czSKi/XI2jx2mmJ51uMVQXsnGdD1bQzc7MV6aF6HsF4HAVx3jpFyw+tz3+2C+0tdZnPvO2yhauePeflWE0Az6vmcpl3oditfs3L/3m+nFW6msg2E32ez2r389z3WaKIp7UAAAcOSURBVO3H6sx53ioCpKxipa6YUCClxPWsM84xIQT5fJ6b77yX7/zzl7huQz/xaAgaDZKJDHVLEIomqFVNev0pQsJHJBjhH/71cX7xh29Fi2SwMwoTM/OUhMqG7TdSbDj4FHkm1Gq1NrQE9NJoiefVgFgRt7f0fKhSoCrakhPkrLgtW3rL44jLzg4hBIqmnnVGCYFgRWD4KlMwV63SKoJ0puwiA+RercV47jGVC4V5Zfxlk9UE9cKkpi/bnlV4OWtTSolP6mfGcs+Ec7k6mzbfxOjUUdypMlPHj2FbCrNzFR5/+jQ9mX4Yr3Pg4BEefPQJbF+IwvwUifQ6nn3mBXzhIH/8F3/O3MI8Pp+PYCR+wZhrSzBfP1rieRVwgaAsi+ny9LxVnBhwvnd8eX/leKqiKKtOz3ypscGX4rU8tC8nQKvxUmK5mtCdHQO8UMlXlp1rsa0WAP9y9X2peqpKM1mIpjUz2CuKQizdQSgUYXRhhkK5wKKls/3mmzEbNY5OjzFbVAiPw2JB0LdhO8lknIhhowUy/Nwvv4N1mzbhj0ZpSyRRJBc49Vrd9deXlnheBaz2QLzWh2S1buxqzqGV8Zvw6gX1tfB6C/SbgRACT0qEojWtfVXH8AmGR6IAjGy7IJXE6/a5LV4/WuLZ4jXRehAvjddisba4smiJZ4vXxKVYu6tZrVc7r2fvoMWVQUs8W7zhvFKM6DIXE050pdESxLcPLfFsccXSEqIWVzKtrEotWrRo8RpoiWeLFi1avAZa4tmiRYsWr4GWeLZo0aLFa6Alni1atGjxGmiJZ4sWLVq8Bl5RPIUQfiHEXiHEfiHEISHE7y2V/50Q4rQQYt/StnWpXAgh/lIIcUII8YIQYtvlbkSLFi1avNFcTJxnA7hTSlkRQujA40KIB5eO/Wcp5VdXnP9uYO3SthP43NL/LVq0aHHV8IqWp2xSWXqpL20vN/Xj/cA/LF23G4gLITovvaotWrRoceVwUTOMRDPB4bPAMPBZKeUeIcR/AP5ICPE7wPeBX5dSNoBuYOKcyyeXymZWvOcngU8uvawIIbLA4qU05i1KG612v51otfvKp/9iTroo8ZRSusBWIUQc+BchxGbgN4BZwAA+D/wX4PcvtnZSys8vXQeAEOIZKeX2/7+9swmt6oji+O+v4heCqIgEIkRRKFlYhSKGdlEEIYgUFy4qBUUCIriwIBRDoftu/Fi4ULAfi6JWFJRQEGtc21INGozRCG7EGlrULgpFy+lizotXURuvzwxv3vnBIzNn5obzvy85787HmTfZ60shdLcXobsc3mi13cweAZeAXjO770Pzf4BvgbXe7R6wtHJZp9uCIAiKYTKr7Yv9iRNJc4ANwM3GPKbS6Q2bgWG/5BywzVfd1wGPzez+S351EARByzKZYXsH8L3Pe04DfjSzAUmDkhYDAoaAXd7/J2AjMAb8DeyYpC9H/79LkYTu9iJ0F4Ja8czEIAiC3ESGURAEQQ2yB09JvZJGPSNpX25/momkbySNSxqu2BZKuiDptv9c4PZiMrMkLZV0SdINz0rb4/aitb8mG2+ZpMuu76SkmW6f5fUxb+/K6f/bImm6pKuSBrxetO6swdPnUQ+TspK6ga2SunP61GS+A3pfsO0DLprZSnx/rNurmVk7SZlZrcpTYK+ZdQPrgN3+vpauvZGN9z6wGuj1RdOvgQNmtgJ4CPR5/z7godsPeL9WZg8wUqmXrbvxPd05XkAPcL5S7wf6c/r0DjR2AcOV+ijQ4eUOYNTLR4CtL+vX6i/gLGmXRttoB+YCV0ipyX8AM9w+8TcPnAd6vDzD+ym37zX1dpI+ENcDA6SF5KJ15x62vyobqWSW2LOtW78DS7xc5L3wIdka4DJtoN2HrkPAOHABuAM8MrOn3qWqbUK3tz8GFk2tx03jIPAF0Phq1EUUrjt38GxrLH30FrvdQdI84DTwuZn9VW0rVbuZ/Wtmq0lPYmuB9zK79M6RtAkYN7PfcvsyleQOnu2YjfSgkmDQQXpCgcLuhZ/AdRr4wczOuLkttMNz2Xg9pMNxGnuqq9omdHv7fODPKXa1GXwIfCLpLnCCNHQ/ROG6cwfPX4GVvio3E/iUlKFUMueA7V7eTpoPbNiLyMzyrLNjwIiZ7a80Fa39Fdl4I6QgusW7vai7cT+2AIP+RN5SmFm/mXWaWRfpf3jQzD6jcN3ZJ11J2Ui3SHNDX+b2p8najpNOk3pCmvPpI83tXARuAz8DC72vSDsP7gDXgQ9y+/8Wuj8iDcmvkbLPhvx9Llo7sAq46rqHga/cvhz4hZR1dwqY5fbZXh/z9uW5NTThHnwMDLSD7sgwCoIgqEHuYXsQBEFLEsEzCIKgBhE8gyAIahDBMwiCoAYRPIMgCGoQwTMIgqAGETyDIAhqEMEzCIKgBv8BA4vS5svKjjwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NBBWE1XNj7Q9"
},
"source": [
"### translation function"
]
},
{
"cell_type": "code",
"metadata": {
"id": "aIHqrZLcj7Q-"
},
"source": [
"def translate(img, x, y, border_size=None, border_color=None):\n",
" if border_size == None:\n",
" border_size = (img.shape[1], img.shape[0])\n",
" if border_color == None:\n",
" border_color=(255, 255, 255)\n",
" # return return cv2.warpAffine(img, np.array([[1, 0, x], [0, 1, y]]), border_size, borderValue=border_color)\n",
" return cv2.warpAffine(cat, \n",
" np.array([[1, 0, x], \n",
" [0, 1, y]], \n",
" dtype = np.float),\n",
" border_size, borderValue=border_color) # right down shift"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AOXevdOkj7Q_",
"outputId": "a2a8c924-d3cd-4a11-9a73-3b04b8c83a56"
},
"source": [
"new = translate(cat, 50, 50, border_color=(255, 255, 0))\n",
"plt.imshow(new)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5LPLnnz7j7Q_"
},
"source": [
"# **4. Resizing - cv2.resize**\n",
"- it is aspect-ratio (width/height) constant resize \n",
"- params to cv2.resize: img, (with, height) of dest, interpolation_method, cv2.INTER_XX, e.g., cv2.INTER_AREA\n",
"- you can also do it via rotation and warpAffine, but the effects are very different - in terms of the dimension of the resulted arrays"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kOD660LTj7RA",
"outputId": "dfee5401-3ae1-488c-dec1-625374a51d3e"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"center = (100, 100)\n",
"M = cv2.getRotationMatrix2D(center, 0, 0.3)\n",
"resized_cat = cv2.warpAffine(cat, M, (cat.shape[1], cat.shape[0]))\n",
"plt.imshow(cat)\n",
"plt.figure()\n",
"plt.imshow(resized_cat)"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efe0e19f4a8>"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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NUso1z3bc87I8hRD7hBBbhRCbhBDrp/clhRD3CCH2TP9MPJ/PeD5IzyMQCJDNZdm3bx+u62LbNrZtI4RA1QSOYyGERNMVwKNcLtPYUIdVKqIgyeeL/6dpyEy9u6Zp2I6DZVmVQJGiU8wWkZ7HzTf9LwCqqj7D2vSF8+hB4FKdbKRckti2zb7ubfTv3kisOk5tbS2FTIZiMc+XP389SxYvJxLRSMYDdHYN0D84hHQluVweMxigKplAN0ykB/t6ukFRMMw49QuX0rLyBJaefAKJuXNZsmYVx5+8irPOPYnTz1rNeeefhmGo9PcPoigwNDSAohls2baD1vntSHQamlpY2N7O4mVLcUtT1NeEmcoV8Kwia9asBs1ESoHrur7V+Q/wvCxPIcQ+YI2Ucvxp+74ApKSUnxNCfBRISCmv+3vv80Jbnp5XaewhFAWkRCqC9159Nbs6d7Nj5x5sz8WyXVxcLMsiEomgCoGCIB6KgFtm+ZJF7OsfYGAig6kJCoUSqArqtMWZKxbQRMXtdx0HTdOImGEUVcVTKm59PB6ns2ePH30/SnGA/ese4rc3fZVF81pY07GM8ZEtpOvbmRwewy3k6R8foyqaZOFxZxM2HQK6QiTRhqaX6N6yi6JVpLqpjlxqnG2bt9HSvBBUm2AkzNIlJ+OEBBIHLauQn+rkvde8l/X7M9SGYsRjBvNa63jXNW/kjttup6Wlhnisnql8EUc4NNXW0L70OLIFk4nhSbKTKeYqQ9Q1tOBoefr3d1N97MUce96rcYWKyrTbLsRLuiXdi2J5/g0uAX48vf1j4NKD8Bl/F0VRKp2PBKBUktjf86FrSSbqsEtlVA9cXDwPAoEQruWiKTqg4AhByVWoqm8GNYAiPTxFRzMDOI6H7blITSEeDlH5CA/D0HAci2wpR9EuYlkWoWCQ1MQEqlSfmkdQhN984ShCcz0SzQtw8h79XT2MW3ksJU7ntq3U1TUwf9EiWhetYGQ0TV1MQTNjOEY1elzHsiVV9fWUrSJ2Pks6M4YZFtQ2JclMTlGYyqCHJbVmLen+QXq7H+LLX/s2d/aVSdQtZMTW2bJvii279rL5yYdYc8IyFOmguWlammsp5D2CRpz0wCRGXKOmup6A46I3z8OtqSHWtoxAdD6f/uhnAA+FaaNjetvn2Xm+4ySBu4UQG4QQ10zvq5dSDk1vDwP1z/MzXhAisSjf+d53ae/owPFcdFVFRaAJhVAoNOtal0olstksF1x0IRu2b6u4Oo6DJhSqojHCZgDVqzyhA4EAqlrJuTNNE03TcBxn1v2JxWIkEwk+f/3n8BwXBYHnl2weNViqQqSxgTnzFjA+PsnaRx5j2AnTurCdnt4BvvjlH/GGf/kYn/zWT1h00qt43evewDe+dANaOkd9fSOWXeKYJYvITk2gug4LmpoojPUxryHOMauWQ20HdqhAur+LUy95Pz++Zxs3f/JS3vSml/Hfn38jP/r+m2mak+T7t+wiYBq0dywhV9Do2rWX/MQwhVKGofFdFFNFnnz8LrLpPoZ29vK1G/6Lf//YvxKqr2LhHNi89lE8x6pMKQn1xWtBeoTzfMXzVCnlauAC4N1CiNOf/o+yokh/1dgSQlwjhFgvhFg/Njb2PE/j2ZnbOo9oTZJXXnYpl7/uSvK5HMFAgIBp4rkujuPgTQuoaujc8IXPAx73PfIQF154PoahkayKoyLRkOi6SWX4Ki/HeWodm6dH1WPRKJ+9/nq2bt7sN1I+yjAkaGgsWLmSE847lzMuuxgtkqcpGmXzugdZt24dZ7y8nRu/czVXXrmaMy4+mT9v38Qpl70VwiFMA3Y8cTfO8HbKvRuoT0aJVyfxNI2+vbuIiAm+/tHruOzN1/LBd1/AI797B9+6cxc//PUePvLF+1nb1cDv1/6Js89I8tnP/ozd23YRMYd54KFHGZ7KMDGRIhav4Z47fsaSJQ0EgmHuv//31NXFuPy1l9G+/GWMDaVYuWoV6nQuNBylKTgHgec1TlLKgemfo8BtwAnAiBCiEWD65+jf+NvvSCnXSCnX1NbWPp/TOGBUXePD/3ot733vewmbQcKBIKqqPtUpXkosywIqNe6lchmE4Hs//AH/dNU/MzU1RUtLy6xAhkKh2e2ZwJCUctb6dBwH17Kpqanh/e9/P57roul+AvJRw3QgsWjbVNfXsWnnFjJjo2CV6N0/SNHxuO32W1ly7Kk8srbM6lNX89Off5YqkWNg82MMdG5ibm2I+U3VrFjchj3aSZ1ZQs0Okdu/g8nH7+HWex5jworxivNOY+GSU3n1mz5BLrsPM+Kyu28URzbwhrdfxcvPXcXFr7uY1WdewjmnnYEzmSaTyWB5eTp37aa+YS49I7sw4zEsJEYwxP98/RtM5AWYocoqmgB4fnnmAfKcxVMIERZCRGe2gfOAbcBvgaumD7sKuP35nuQLwYwJbASDLF25gjNPPwO7bKHIStTc8zxUVSUQCOC6LiecdCJGwKy4MKrCpz97PZddeTkj42PEk4nZBiOBQKBSBjodDJpJSbJtG2c6kORaNtu2bOXJFzAo5nPo8XSPonRobGxgb+duimNjPHzfVtZu/DP9mTjru7q46uqPcfJpn4Jgggfu3c3itrNZ0GoysfE25odSdLTVUlUTpz9nk0310bXlzwzt24XQgqx6xb9gZV2aY5OcdM7rkIFlFCbuJiMchgczvOE189DEGFs3/5l/+6/P071viJ69Y5x+7hree91reWLtNn5+6128673/zE23/IJowxzG7CA9o1nSpQLxoM1P7r4bKXRKHrgeSNtCEb53dCA8H8uzHviTEGIzsA64Q0r5R+BzwLlCiD3Ay6d/P+QIKqlLcrr86COf/gSWdHGpJK/jeuC4CCEpFHK8+c1vRhHKU1FHAdd+5MOo0sMUgpCmoEmJYRggFYKBMIrQ0LXK3KemaZXaeKdM0SoSjUZ5xzVv/6vtvg6HXFuffxxF6pgCVOlQVZXk8S27aa4PsXjlsTQ0JkjW19LTP0UoFMIKanz/Wz+ha3sPMRFk80SCddvTPPbkGL9+ZDe/+MUT3PHEKIN9w2wdyvLI2odoX1BHT3aY6kSSX377OiYndnDtW95GddCisS7PZRdeDsUMyxqO5ztf+RJ33v479nZvpuQ5CGMOHUuWks+WMPQQzXMSJAJRTj5pEU0N1ezcsJdz3vg+quYtRADByvLtCD2A77gfGEdlkvzfYsY6nGne8fgjj3HFFVdQyOfRNA1d13Fdm6lMmkK5XPkjwawFCR4/++FNfOmLXwRPUiyX8KQgVywRDAYpFsqUy2VUTUxXajhomgEw6857nldJoBcC13MPuxUXff4BPPAUl8++659YtaiNk885k52d2zjlzJfz1re+ka/deBPjcoo3Xf4eLjj/lfzpzpvoqK5jflMzp8xvo60qxpQIE5+T5I7b72L+gg5+9sBDnFA9QXW8iaUXrOLDn/pfegY93ntJO8vam4m3H8O+kRI793SxbfsuIsEQdq7Ay046nSc2bKBtwTxqEhFqkgn6B/fw8J93oAV1Vi9ZQSmf4riTT6epqYnrr7+BH/7hCbxg5CWdlvTXONBUpZeMeEopZxt9zOZaSrDKZZYtWULPvh5i0RiZbIbP/MdnuPYjH0E3jdm/dzwXVVT6hHZu38HrXvsa6mvrGBgYwnI9yo4N7kxLr0oyvuu6FC2bqqoqLMuqdLAPBrnw4gv41ne+A1SqVBShvKQrOo5UXECVNt/693dz2knH8cvb7qBsQymTYt7cFvb27aWqsRUzHGKON8gJ7R1MDPXwsW/eyYYJhZUL5vOD11xC64JqIu/8OAHPo4TJx89u5i2vPw7pVaM11CMUj5vvfIK6+hbCusnurh6klAz29+M5Dq8472w279yOUDWq66qxM2MsmNdMKBbDjCT46td/yXvfdSH7944ymZ6iubWFOXMaKAZbOfuiK4/S9kDPnUOZ53lYMtMQZKbfpud5SM/DME3+cNddrDp2Nfl8nosvupiP/b//h24aeJ5XWTFzJqAkwLLKdCxbSjgaJp1OU5NIIl3vGYEj13UxTZNisUg0GiaXy2CaOqoq8DyHO39/B1s3bQIpUYSC6/npS0cijutgTaVY0NbCwEA/YdMgoCrUJmt4Yu1WsF3yoynSnVu44PzTCUSiLDxmCWeceCYyDGHdoLcwgGdmQYGLjm/me9ecwrX/cipqbYTkgkVo+TLBUIRXvebV1FYphM0y9c3VJOqjNDbXsGT5fB5+9G6EFmfb9h4GekdZs+ZMVq85CwgxODiIVSqzrbMHAiFM0yCTySBdm2hAAVE+1MN4xPKSsTzhr1uftm2jqxoIAVJWXtOdZaSUSAEKleR2D2/WxRnd38vnP3sDjz38Z8pSYpgm3d29KArU1taSSMQrLvpkirGxMZqbm8lkMgC4lks6l2Uym8GWLrqm+5bnEYiLxy1f/SIyu4eqWAjVCzE22ceeHjj+9HYaamtIj21mw+O7SI2XuO7tlxCZeyxqYyNP3reRm7/7I46NraCpWaXYnORV//JPWGO7Gep6kkApTyZd5iOf/z7nX3ox3/nBb3jdBWtYfHw7diFENlfmsbVbGRkb51PXX8+Xvv55Xv/aSwkqDo88upZcscSa1Ss54+QzWP/kk9zw5Z9y0RUn0hyOk0pN0drUwLbu/cxbuJQ3fOD6Qz2UhxW+237Q8XCtIpe/8mI0VEr5AqoZJBjQGR8dRKgq6WyOM089mfHUJA89up5s0QIUVASqoXPKGafzk5v/F0URsysfPDW/6nO4YwM3fuxd5AplQqpN//AQHe3t7Ni9i3dfczV3/PIWrrzgTKzCCHfd/iAXXflK9GQ10bbjCVS3gie4cPWJHHPMMXzhlh9RGOxFZIdxprro3dPN+vvWkQ/pbNrcySev/1escojUZB49HCTv6JSmJnjooYeYyhXYvm+Ccq7INVecT3+qj5PPPY1tjzyBUBUa66rYvHOQTdu6+ei172bTk+twHIv5i5azu3MvH/rCjbjCQFW8yjIcQrykH+a+236QkVKg6iZnnnU6EyODqLgMDfUzPjFBPFnH3IYG6hNV7OrsZnIqh5Qeuq4SDFaW59B1nTvvvBNNFSCfWixuRjj9Bg2HP7qEgKly3JoVXH75a9H0IL1de4mGYxRyRa547eVsemID3/7azcRqwyiRMDWNbThFF6+YB0PjrAsv5pI3vp7McC9BXDQtgB6dQ2PLYnQ0Ridy7Ng+xqf/7Ztc+6FPsub049m6/nFwbBoWzGPlsR0UsjZnruzgsnNWEBFjzEvopPb0Mqd5PqFYFaFQiDWrl3H86iVs376dxsZGisUyu7bvAM8FRUFRKtkoPgeOb+I8R4QQWJbD+z54Lb2de5gcHyPRUENXz360UoD2eU3k0hMMTGTQTZNAIAhWmVwxj6DSQzQaCvOpf/80n/jEJ1Cnl1aQUqKqqt9A5AjAzRepqgqgmx5r1z1CS9NcSlaea97/ATase4S+HZ1c9JqLOeMVa0hloxixGrr2DtBUH6JQ6mXn9ofYNzDA3O5uEmYZ3Zqi2lRZ/8RDLF61igVnnUhy0y7e9MVFVDevQAsbXPbyV/HR697O3LkG5pwlNNQ0EovU85Of/4zh/gGufO2VPPjIXRjafi678lI6muYy1reDk045lvqGBD/88S2ce+657Nizg7PPOoe+vgEAHMdD1xQ/Qf4fwL9DnweqboAZpK2jg0LZwtR0VixdQjIWZnBkmONPOhVUQSBoUi6XcV0XXVFRhEa5ZBM0Q/zo+z9iYnQC13VnA07gL1t8JOB6ZRYvXoxhGDTNaWRBcyMTExMUimWa57dx3oUXMNS/n3tvuZPB7k0oZBE4KKZO58AQSiDItp4exstlbMVEjUYx5jRRu2gJoXCMfX/6M09s28gf7tvIUGqE6MKlfOKzn6Rr/37uuvsP5DI5HII0zWvgHVe9jXe++Sqi0SIrly/CyU/hOiXaF7RRKhSxiiUmJyfZt3eUjZu7QImzaXM3sUil9YSmVaTAb5l44PiW53NFUomUo/Du6/6N9qUruembX6OxrpZ5Sxfy+Nad3PSb2/EsG8d1kShID1xHYruVJgzFYhHXdVm6eAlDqSGklLNuu5//efjT09fF+MQkoUjbT3PhAAAgAElEQVSUYnaEns5NzG9sQpZdcuNT3P/YZhrVLGtefxWqEUetShAyXGyzGV1YfPZ/vowshfj2939Ddsjm6ne+HkUXxKtLBGqquPAdH+LMyb1EzQj333Ufv7vtI3Qcs4xzXnUF9fWtTGWziHgchgySVQVUO44TNKgKtXHc4pPZ07+Dzp0RslMZXAcWtC1hweIFPLruUebOa8XxyqhmRSxt28XQKhkEqj/nfkD4ludzRFKJzKuAROWci15FrKaKgdFBJicnKWXTNFUnKJQ9hkdSaGaAkmtTcMvohoqqCQrFHIapEY4E+fx/fg5NqbjurvT+z/pHPocfYV0hUpUkqHhEk3Vc9LprOO7kE6muSjCvoZaXn3M+XrSaW7/5DfYPplBkgGS0mu6xFNd96lO0tTaypq2Ws5fOZ1/nDq679t+46Rd3M3fZaRT1JLv3dvHAL2/le9/4Mh1nXsB1n/8yS9echiE8JrKj6NUtaFJnzty55G2X+cuWEjbmEKgOY86pIR4Ncsdvb2XRimMYz5XZ09PHimM6WLZoGeWSiYXC+KTE9URl7l2olcUSD/XAHiH44vkcebp7I4RAVVVOOeMsPEUnnU6TjIWpjkcJmjqmqZPLFQgEAgRNE9u2Z1f1nEmm/973vje7zpEqFNy/Usbpc3hR29BCQ9N8QuEo0aoEfaNDWJ7FeN8mYnOWUdASPPHQWppa21h23ImMpLK4UuFrX/oq//T6y3jzP7+Jk045ifPPPZMzTzyGudEk+7Z28fCj60gsWImmRWhZ9jKa25dy8w+/y4N//C3Z1CiKGcGI1hGM1YBmoJmC+YuOpewZpNNZerv3ct+dd9LYPJe6hkZGBkfwynnmz63BcW3a5jdhijIjw4Oks5n/M8d+OGTgHAn49vnz4C/nh974tveQTpd45K7fsHB+C4PDA8ybU0dXTz8CFdf2wKu45lLK2XnOmdzT2355G5dd8Roc109XOhKQSpCpiSlCwsUwAyTMJMXUBF6iHmJV6Fqe1777g9i2S0/vPhrbVvPL2+5g2bxmLrzkMkqWzeqzXkF+YpTq1BCr1izFqG/hiW0D/Otb3s5n/vPf+PX2rUQjtbzlPW/AMBVErA41nEBBpzDSj+VZiHAdfbsfIWwIGuMQdA2Mosqf77iLbCZHRJh4roUZNDj9pBV07ekh1x8iNqeVlo5jZ/OfZ/DnPQ8M/w59AXhqYTeFS159KU/+6T6EENPrZJcJB0MU7DKaqiI8FetpFUkzIqqpBjfccAOvuPACwtHQbP29z+FLIKDx2J/uZ8WCWlwE1a0dtLUuR29oo5gpoHoKRa2Kid71zF3zKoZ693HbzT/mi9+8CcUw0ISOGnCINzYxp3kue3c9zsLGJKuMGkZ2beTnv7yDSy9/E2P7OpnK27iTWZY0t+OWPWyrVPFoyjnCsUYWHnsSmYkRslKAqxFpUpjnCQKBED37huneNwCKwkPrtlL2FLycgqFMsvzstmeI5V8Kqc/fxhfPF4CnX2xN89tAEfQPD1NVVYVTHsQMGARtBbtQZKaKfaZM1LbtSts616W7u4eVxyynq6fbF84jgFR/JwnTJdW3B8UMoxphSk6WOZqHbWeJBmtQyBCd00p5fJhr3vZ+lq1cxdzWWsrpFCFdJ9yQZGx8gmB1PR3xi3CKNh0dMWqv+wQjm7fwqQ9/nKpQgNEyNDVV89DaHQQLE7zs3Ncy95hlRGJxIqUCo5ZKw/wVOI5BfftJrAiEyOcm8YoTrB7dReemjbi2x9rNe9mXK2IoVbS2NNHQUHWoh/GIxRfPFxhbKLz5HR/gxzd+FYRKwDCZVxVhKtOLa+p4QifgOniui2EYCE/iOS5myMAI6ExMTPDrX/yKyy5/DY73lPteLpcrx/tWwWFDbnIPw8MZXnbmcmrndzB3zqnkJ7oQSomqRAOW1IlVtdP/4ANc9+/v401Xv5PLrnwjRiiGblTaIDp2mXAkgK5aBGIGXsTAtjwipo5YuZRPfucnWNksqeFhGuc2UZaSZF0tQlWwLRekS0HahFWX/d29BFSHPRsfYl/3VlYfdzJqMMRjT+zmsUe3kpoqUl2dIGEEyEz1s/TYN7H4uLOf8Z386+vA8cXzBWSmk/yCjnZKZZuoUDE0UISHY5cQZgwFgWNbs2655zkoilJZxTMaJZFI8N///d9ceumlaKY2W2nkC+fhhyZCzFnQiuMaNC08gbHBYUKFISaLeeJNcYRmUMzZqLFaLn7NlVzwylcRTyYAWfl/FWAETMJSok33V1BVcD0PRQiCwSCuYaAZQZRACCMaI5fJ4igqmqphBDRcq0wuPUk4EMQq58mXxpjfsYxkQy13/fxmpBbk8Uc3Y0YMdDOJcPKYgQCN9TXMbZ4D0sWXgeeGP2ovIEIIDKHS0DqPkifp2tPD8qXtDA0Ns2zxQjZ3DaDpAYLBIEhJOp0moBs4joNQFIrFIsFgkO7ublatWsWWnVtnK458Dj/mrDgf49En6erqwfvN90k0NDCQzrPouNXkXAND6NTUJIjXzmX5aefiuhJXgCYcVE1HUVUcy8JxJZquIjQV6XgoSiXPV1UEUhUIM0IgYuI4LvWNdbMrH3hWCV1XqaqKMTHUCeURutau584dO2mqX0g42sie3j4CRom6WILq2hieWsdkJs3SZStoW76GsmpiHuqBPELxU5VeaGSl7v3U089ENwJ07e0lWVNHOZ8joOl4jjtrTc60r5tZtmOGSCTC8PAw8JQb5aePHH6UFYem5rns7dzNg3fcjpxysR3J5ESKgCaIhIIIzUAIFU8oeKLSu0BRVVwE0qtcA5ppVtbAQoCqoIiKOAohcEpFcBxUIQmaGjgWSAdVkUjcSs/YYhGv6KA7gs5t6zA8gVscIlcs8cpXvZrqumocx8KhyIrVa2ic00zfwBC6GfBzOp8HvuX5AiIB4YKnqbzvQx/GyRd5/PFHGRwYwy6W8UoFDD2A5bo403memlAolUqzyxWPj49TVVVFNBplzZo1rF+/fvZGekYjZ59DjoaGiNWheyqtK87inj/eQjmfY+nKpZxy4VUQCDBZ0kmEjOkcXhUFgVWyQUiEoeFZlaVcbMfBkwIhwTQMXMfBsiw0NYDl2KiGgusJUHSyY4NoponrgaGrFEsWJlOkUn20tM4nmICyrRB0AkxM9PG2d/47qcIIngiRGe7h7NNP449//ANudhLTDOHbUM8Nf9ReQATgKR6KlGCGuPpD11JbG0fVPNoXtWMYGqFQgLAZqCTDawZCUwkEDDRNw9B1IuEwhXyecqlEenyKL3/pK9O5oBLHs5/1HHxePCSw/ISX8bJzL2IyNUZTaweLVh2LIoLs3fkYjz/wK0wkU+kRbLeM7ZTwZBm8DJ5tUc7nKiuseuDJaQ9DQNEu44hKCpvtFFBwyaVSZFOjlPLj2MUpnPQIcqIHb7yH4d3rmJqaIlkVI1EVpDoxn3i8kaLtEAuH2bTtCQqZEjFNYeP69fzwxm+xctkC8oVJKv3wfZ4Lvni+gPxljlwymUQzQwQCARRZpmyVsD0XVChbFqhKpcmyYDp45M3+faVrk8WNN97I/n29uK7E0PzZqcMLBzUY55jTLuDKt30IR0sgUSmXCgz39+K5ZVy7jCpNPNfG9Yo40sKm8n890yymXC5XRNQp49glPNfCcy0ElWh6qZhHFVS6HnkumdFBnHyKcnqY9NheQkqBgX1dlPIZXLtMPp8jEAiQzRewXJfx0WHqknHuvfcOCuNjVMdjZApF9KABOId6EI9YfPF8AXkqWV7MdkX63Ne+SUNTC3Yxy+knHYcmy7jlAnXJONKpLE+s6hrhcHi2MYhpVkRSUwWZqRTLly1DVdSKqeNz2KB5Ch6QbGqFYIjWRfNQ6jqI1M0nFgqQNBzsvg1o6V7GdzzO2K7NuGNj5IaylDLjYOUoTA3j5KcoZyaw8lOUc5O4pSzFzAROMYNTzIJdRFdcdGkjywXC4TAIj1RqkEImxb7uTqriSTq795Gsb0bRQyB0dFVjbHgYXUge/9N9nHTccjyyVDdp1DavJFqzGIfgoR7GIxZ/zvMF5OnzkTPbwWick886k8edHOs2bGFZ+3w27ehC4GHoOuVyGTyJUMVsqeZMrbHwZKVKSWj8+U+PcsqpJx+qr+bzV1FQJXjSpljIYgY0OtoX88TD93HMglry+Rx9nVswkzGKuSzJmiamhstg1qB4AYSmUSqU0HUdz/NQjdB020IF17JQDQOnXKpkY7gauq4ylZpA9Twc16JYKoOuMzaaoramHtM0yWQyDI6OM56aQpOCsaFBwrEopXyOrW6ZcDyJYZpUxSqiaTvgVwI/N5512IQQPwAuBkallMdM70sCtwKtwD7gCinlpKj4nF8FLgQKwNVSyicPzqkfnszkb1ZW0ZQIJOe/+go2rv0zp56wit59e+mYN4+BkVGcYpGmOU24ro3leliWhWVZ6LpOJpOhrroKy3LQVJWLzr+IFStW8PBjDx3qr+gzjSVsVFRUTxIKxjGjzXRveIA1a45nPD1ICQdh2+TGLZKRWvq6B8gUO6lrbiZghOnr66Nt/gLS6TSJRAJLj1byfSMR0uk0oVAIPIljl4lGI2SzWWKREFPjI+DkKOcyTEymMT2Vu37zCxrqaggGNObX11OjBXlyaydLjllFWULOEDz55AbOPP1CvFyOnY/fQnJeKw3tpx7qYTxiedY1jIQQpwM54KaniecXgJSU8nNCiI8CCSnldUKIC4H3UhHPE4GvSilPfLaTODLXMDowLFui6oK+TY9wz29vJRiJ8uOf/gJX6ih6hP6hfjzPYfmyZQRCEYKhCFu37UTTNPb27sM0TaLROJlMBs/zuPZfr+P9H/4AtmOj6hqCl/Z6M3+PmeyEp/cJeLaMBSkrCeyqqs4WPfxlx6HZhQSlhZQmmluie/t6fnfzN1ix8jhcoRINhyhkp0gENabGhtm6dSsoguOPP57x1BTpdJY5c+YwODjIvJb55PN5iiJIdaKOqdFO6uZ1YIgAZafM/LaFTEyMUSxkGejbTX2ygezkOCO92xjc38OC+Quprk1SLOTp7OyksamDSDTB/p5d1NTX0Tc8SrpQIF5VRWlynGg8iYvLgiUraVp6CivOeS1CCBTFN0HhBVzDSEr5MJD6i92XAD+e3v4xcOnT9t8kKzwOVAkhGg/8tI8+1OkRrm9ZiNB0err2sKRjHvXVIRpqggR0jwWtTaQmphgaHiVfLOJIsFwPV1aa1JbLZTShEDIDfOUrX8FzJbqu46/2/veZEb2ZIJxt27P7ZkRwxnh4uijOCO2M9zDDjLDO/JsqTDQVEA7CtRgdGMFxPKTjongeTfV17NiymYmRARYuXsLcBUuZzNogNernNNHXP0htbS3J6ipymSmyqVFGh/uIRaNkJ8eRmRFKuRwTY+OVwFIxSzJqUsiOUV8TpqaukZXHn8KCY5YxMj6BomosbF+MbhoEwgEC0TCT2SyZTIaG2jrCZoBwOEzIDLBw4UImJyYwNN1vSfccea6Pmnop5dD09jBQP73dBPQ97bj+6X1DvERRVYknBYFkI+e96nX85HvfpDoCyzuWsGXrTl523IkoqsamXV2UChmm0jlQDVwPquvmUMxmyGRymIqCY9m4qsrll72GX93+azzp533+TZ52/ytCAQm6rs8KpOu6lb4Bksqc80yWhCcry1ADtmWhG0blGNdFKArSdhgaHmbXrl1UJ2q4554/MNS7HSc7Tlt1FY88+Adeft759PZsJzU6RBCb2uZmMq4HaojWtgXkU6OkMpN0tC9gx5aN7Nq2mUQ0SrB2HpF4hInJFGY0wZ5920m2LqR/pI/5bUsxjBBePs7waA9dvV201s4hm8nQtXM9yeQcgsEgezq7CUWi9OzbQ319HaFQCBVBLpchHo/TtnQppm6yu3sP0aokKja2bT9DQP0y4APjedvpUkophPiHH1VCiGuAawBaWlqe72kcvkgFBbAl1LfMp3nhYro3Psng4DBnn302X/vuT/CkihCV+vZQOIojJeWyhRAakUiMSDjMyMgQAd1AVRTuuOMO3vXOd/LNG791qL/dEYGcKTKYdsFnshocx5mtKfdcFyEEYlpAnHKZzt27Z134Hdu2k06nmZycpK+vj82bNxMMBunv76e1Mc6KjmbSmVEcu8Bjf36E9gULAYVQLE6hbJPO5tjTtQknN45wLYyASTmXJmgYiFCIRCJOSXgUihlKpRINLQ2MD3RV3GlcRgf2EQtHCATClMtl6moaGBkeIBoOEg3HAAjoBtFwkFR6EjMUxC2X6B0axCqXyefSBAM6hVyWsfwokZBBuZSnqb7mGcL516YqfP46B7RuuxCiFfj90+Y8dwNnSimHpt3yB6WUi4QQ357evuUvj/t77380z3l6HijCRgodgMz4MF/8+LuY11RPNp+juz/H1p17kC7YjkehVKa6rh7H8UhnLBxpI6WHVFwsywJH4klJJjvFnu5ukjXVh/gbHp5kptJkMhmGhobwPI90Os3eri4GBwcpFots27YNRVGYmMxSKlUi2qqqVl6OhWEYlQqf6VC0oiiMjIxgTpdSCiFwcQmFk7TUxli2oI7y5A5G96c48dSz+cM991FTkyRsaETCBsX0KI21UYQQaIZBNp2mprqWxrnNlIoW6WwGIxIlYCq0NiygPyNpX9xM55bdhDQPVeYQhoJrGuQHhmhpXsDYxD5s16ZshXELQwQCQWpra8mVCriuy3jfCEbQIJ3NsLBjIX0DA2iaTsgM4QqLUDhGpGk55/zLJ6dHTXlGut1LlQOd83yuludvgauAz03/vP1p+98jhPgZlYBR+tmE82in8gDXZ2cn4zUNLF19Kmvvv4NQJMb4UD9L5tbSNzpFpCrJ5FSGialUpSRPD4MjKZVKmIZGyAgSjAfJZKaoSSZYc+xyPvzhD/PuD3z4sCnd/EduPsd5Zsd813VRFRV32o1WFLj//vsZHR5h7WOP0de7n4nJcXLZUuWhpKg4joNtW7Pd+YUQ2LZNIBxC13V0vfLQKpfLqJpGIBBAVRSKxUpJrKFqmOEQ0ilTFY9Tthwcx8I0gxSLRXK5HLbtogd0AuEQlmUhFUE4FMbzHBLJCEuaIyiFUbp7JljYOo+f3fZrhKLBJFAVo6QIRkeLROO1JGNBcpkhmufNI5fOMjLQj+s6KDjYbg5FCAaLOYqWR5+ewy2OEWpoxJEx6moSZFPDGMkw42O9BPQg5VyJUqYXQxGMjo8z2t+HlIJQKERddZSJySzRcISRwQHsQpaOY1ZQLOVJpSRWUZLqfpJCNoUbSBJVbKSiV0pHD8rVcXRxIKlKtwBnAjVCiH7gk1RE8+dCiLcAvcAV04ffSSXS3kUlVenNB+Gcj3jOePn59O3dxcRALx3tC/Esl5xrkUqn8KSH7ZTAExiGQbmcJRoJkc1mkbISKGpubsZ1bYaGB/j2t7/NO979fhTt8Oi89JdVVk/3bGb2z0S/Z1xoz/NQELOFAD/8/g/Yt28/27fvYfu2LVilArqQ6KqCUBwCwRiKbqCqCmYogjvtcjuOg67riOl2bjPuealUyaVECPK53Gw+rVUsYQGxUMWaLJVKICpWZSaToVwuY9s2QqiVoJ2mkc/nkbLyQKuub6A2FsTJjaMIl0Q8hisF8VgCVdf4/+y9aZCc+X3f93nuo+9z7hsYAANggV0sl7srLUVRsnhItm76qLIll+NUnDjOCymJ7apU5ZWS2HJclaQsxeWkYslWZLlCi4xlhVqSy2MvkgsusAAWmMFg7qu7p+/nPvPimQWPKBFly+Y6xPdNF3qmpqcbz/ye3+//+x55XWNw2qJUr1KvmPR6pzSrS2iqiaYo2KQ0GlXGwz6LS8ucHBydvZ7AuNdGU0SswZA0sMjn8xwOjvCtAcVqnfFoQMuyEcSEnKFQVHKYskyv10NRFcqFHCPbolQpMhpZxGT+sRsbj4CYUnWGkTUmjn3MnEqICCLEYYgiKzypnn80vqux/d82/v88tv9hiBMIhyf8+q/8Te7ee4is50mSkN7QA0Fm/7hD4EfIhoaYRFnnmSsQRgnDYZ/JyUkkSXrcVaEofOFLGf8zFd4f1/23dqBJku1g0jTrxJMoPTtfhH/6T36Lz33uc2w/esjO9gG6rlPUVeIowDAMBoMe5WKBcimHYWhM1CfY3j9C0gx2j1r4UUiSQL1ef+zOH8cxvuOiqupjyauqqriBTxJG2blenKCqKggRaRRSrZTw/JCB5SImWcGUJAnLslAUjTTNCn4+n88MXWSZAJmfe+k8E4bL5uYmYxd6/TFOnDAcjNEUkWtr56lX8pRLOe7fuUOxmCeJYhamK5TLZSx7SLVapTcY4DoRlcYUqqKjKwLuqENCihNEzM7MEwUe7qjHw4eP0DSFqdmpx7zgerXMaDSiUMjR7/cztyY9h6lKRGHAzu4BSQxBrBLGAWM/pTE5gawI/OBH/zxLP/Az+LKGRkgaCgjK9y9t6d/22P4E/wZI0xS9Umdibol2Z4jtx3Q7Q5I4JQhDkigCIaFaKVIp6Ozv7zMxM0nr9JTRSMCyLJIkoV6vE8cxx4dHcHbQH5GgSN/b/9bv7D7fO01476mN+xv8/u//Puvr67zyyiuEYUjO1FlZWSFJErxhh8lGCcOQmGnM0JyYYG/vgMGwT5IkpGdeqGEYomoqruszHA4f31De80CNouhxN+q6Lmka4/sekihmyaWRj6FKBEmE7/sMh2NGtkcpp6NpKrZtk8/nsW2XJAlQFJMw9HEcC03TMIsVREIqjSbe+ha1RlbA17f2zzxaJR5t79A60fj5n/4JiqZKu3VMTjeQ8BmPh9QnGgRBiB/ExJKcLaxEgTe+/haNSoGnrq0xsFwWVs5xsLdDEgdcunwZyxmTpAKuF1EsNzCKFfKVOp3TY0qNGoIgMOg71CplWvvbeLZPgoSoaYRhTJIqIGpESczXXv0cenmW2rWXIBUQnkiOvis86Ty/RwhTcA4f8it/65ew3QBJTrAcFz+MGVoWS+dWePhwn0peZWZmhoc7R+wdtVhcOsfBwQGBH2VWZmGIquqcdDs88+yzfOrTv/s97zzfK55RFPHaF19lfX2d3/md32F7e5skSdBVI/O1FEUURcmKnB8iqDLdToeLi1WkyObapSXyxRr7xx2293uMbQ+1IOG5KUGYEsbZ8iWOs25SVVVUVX3MgfV9nzRNGY1GAERx8M1z0DgrwggBy4tLDAYDDlttCpU6chwSBNFjr1UQkaRsVE/TlHw+T6FQQJVEfuBShU7/lLXL15mpN9i8/TqjUGRzv4Usy4xHAwxBR5FdPvTCGmsXz0Pko6oKfuAyPbdIu91DVYvIgodtWSQxFMsVRE3jKy//S37sE5/gnbsPqBYLRI7N7PISkHJ41KJan+TosEsa9Mnn81SqRYbDPu32CUsra4x7R3QP9zg+HlKpTbLbOgJJZO/YZmb+HG7gMts0WL3+QV76y/8tqhgRiyLy97HtxXfbeT4pnt8jpICQhrz+mX/Ka6+8jDWyEWWF024fo1Di4PgI109xHJd6vUK7fcpoaFNt1AmRSAXwXZ9KpcJgNKBerZEAY9fjC1/+CkEQPN4ev1fMvvPxu0VCfKZkOjujjGKkbx3rzi6hV7/4FV5/7Svcv3OL2+/cJUxSpFQhShNSWXw8MucKRQJrgKFK1KslXNfHj2PGo0ym2KgUqVar7O2f0Op0UHWDsRvguC6mqpGIElGSWbaRxIhJTKVeIYhCFM1AVQySIMDzvMcLJACEiCCIMPQcjjVicrJOMa/xcOeAse2wdvECpydHBAkoioaqqtgj+1s+sxRJhFqtgqZpvLg2zfajBywvTOFaNk9ffZpKo8IXXv4sj/Y7yLqOknisLk9xbm6SnJISxAlzy+dRoxBBTGm1TgCBleXzvLu5Sa3ZQJQkjo9bXLq8xtHBPpVanTRWSTUZSTDpHdx5nDqgaVqWTCD6eH6KKYsIZDeJIJE4PTmGIGAwDpBklZ29fURBxkdj7+SU+cVlmuUcD7b2+e8+9UXS1ID3ydHP9wp/YgqjJ/iTxzdVLQIra9cxqlOcO7/AoN8m8G10XaNcqqLIIrIoYhoapqEwNztNpZTHdUaEgUehUEAURUqFIqqiUC2WcUZD/vYv/zKDdjtbwHwL6fs7FTPfLd4TgEZJtpiRFJkkyc4wSeGN19/kP//l/4K//p/8Nf7JP/4NDg8PmZycpF6vI4gp6lkWk6SoiLKC1R/TKOZZW5kjrwuE4RjTNFE1HQSR/ZNTHjzaZa/dxg5jxq6HJKsYRg7b9XEcl/F4TBxnTurXr14k9ixUYjxrSOjZhGFIHGf0Lk3LCmEul6NYLCIhYJo6pmkiKBJC5FAyUpq1IomUmU7LskwSRhSLeXRdR1Nk4ijIHsOInGnQ63ZoNGo0GlUmJuuUayZ37m5RrzQgDdHklMlmBXtsZcUsAtvxSFJwnTHD4ZCpyVlmZuc5Ojlk+fw5crkcYRBAGuKMB/R7PR7dv8doPODR/dsU63XCwENVJGrVMjlTJ58z8MMUwawQChJx4JISkYQB5UqNyswyCxevcOHa06imhp4zkVKQFA3NNFELBWqNKqfrdzOmw/e+n/r3Ak86z+8JEtJUAEFAIGFw2uHv/pe/yJXzKwxHFuuPjjDyJWRZpt8boKgiqqrSafeIkghR1dnY2kXP1xmNLHRNRhElSoUi7X6XvJG588wsLfLf/w//I8Vq7dvUNX9cxGmCKIikSQKICCn8nb/zq3z+859n/d37iKKIpmmUdJGZuXkOj06wXA9RkrJCAMQCiClIosj8RIGCKpGGAcXaFDv7J9hhSBSnhGGME4R4QYioSsRhNj5LgpRtqF2XQqGQcS0Tn2LOZHWmgh/FIIm0uxZhKDB2g4yypOsMh0MMwyCJPEQxi3ku5EwQIvoDh2cuLVOtFHj1q28zSjXUxGdiYiLjckYB3W4XTRLJ5XIoil7BTh4AACAASURBVIyqSExPTyNaxzx1ZY1bb3+NYt7kp3/qT7N7cMzWvW/gxQo7+ycUTZPpZo7F+Wn6vRaVaom1y5eRcRiOHWZmFtjd3WZxZZajnTbVapnAdxFFAVmEqcYy9965ydUPrnGy1WIgBOSMGlEUUS6XCYKAo6Mj5ufOE8QhejQgkRREs4Rj9RnZDqsryzy8exvfHaOVJygXK2xuHPDW3Qekgsi1G89QypnsPDrgF37l18mb5e/r1vNJ5/m+RkaVOUtwp1yf4GM/85e5fXcDSRBZnp/AUBI6x3tIhOhySuTZlPMml1YXUQhYmK4zHg1JEbGdzOPxtNehmNdJkwBNl+i0WvypH/4wf+Uv/sJjCsy3arm/W0hnBfNX/5u/y7n5RZbnlvhf/uE/onV0Qs7IUS6W0RSNC+eWsAZ9XD8mCBOCIML2QkaOSylnIocWi/U8igC7rRHHjsTNjT28VMK2I7r9McOxjWs7yAikfghRTMEwicMA2x5h6hqh7xH5FvWSwVQtRxQFpGlMtVLD8yOGtv/4/dl2NnZnRPgAUQRZlBiNB1iWRRq5pJLMSXeEmitiaCr5fJ6joyP2drcZjQbouortORh5nSQNCOOAVIg4vzLB/t4jpiemKRUrfPYPXubh5joTjSqdbhtB0zgcWGxsH9OzIg6P2hzs7bOzcRffiqkXStx69YvUdZndm3cp6CLeuM/J0SEAcSoQ5VTOvfgSX3tnF6E2QTp2qRXzqEKK1e8S2GNmJxoMTm6Tdt/heNTDRaB/vIeaxswUdLbvfJ1c3kDLlZhbWCWSNXLNCpfPL/DSs1fpnbRpnZzSdwaonk38fVw4/zh4Ujy/B3jPXOK9R0h46cMfxTRzPHjwgMBzubC6gizLKIrC9MwUlUoJUYLd3W0MTUERJVQ1y8apNRq0u6fYto1mGCAKaJpGmiTkzRy3bn6DXq/3bQX0j9OBfv3NN/lr/8Ff5df+wT+glC9QMHOPl1VJkuB5Ho7j0G63se1sZA7ONt2irJDPFXAci2ajgqkreHaM5ST0rADLDzho7TN2HBQlM6nQZAUhSVAFCTFOcSwbVcnObzVNQ1NlSvkCgeegqwpGLk9zahpVNxiNbcIowXXdsw17+tilX1XVsy5ZQRRFDE1nZXmWkT1i7DqMnTGkPpIkUa/XaTQaWeRzCrVajU6nQ6PRoF6vYlkWT127wNff+ir1RpnhqE+jUaffGdJqnTIzM0MqxjihTZwI9PpDVFVjdnaWUi5Hx3PY6Rxz8cZlctUC08sLCHFEmkQIgoDjOPSHQ7Yefo1hdwu73UOIh5RJCb0xYhow6J4QBzbW8JSSajAzMUOxsYpCjpwgc3q4jTto0ywXERWTueUL9HtDmhNT5Mp5wsjHGQ0Z9QcIgoRi6Pj2mCh9Es3x3eDJ2P4+ws47b/Dmy5+m2z7kqNPnmSurHOyfkCQJ8wvTOI7N5159m2KuSOI7dMYuTiSytbPLlStX2N3eZnJiGst3SWLww4TBYISZzyGLAqVKmc9+5cvEcfpti6Q/DNuPtvjUpz7Fb/3mPyMm03fHQUgcxqRRTCJAQvZzgij7g88pApKq4fgRlmUhiykSGkIaMTVZBEGgPxjjBQJJEpMSI0tZ9HIqCOi6lil40hRRkQlcjziMUCSBD9y4gusN2d7ZQ1fy9Ac9Pv6R5wgcl+PjI2YWVxnaLps7x3Q63Yz+VMiWSGmcoKsysiiQihGmaRAHPqvLK3SPDzm/tsjtO+uESYGh28OUcxiGgevZpHGEbdtcubDIsN8Ho4RrO9y4NE9FHhPGJqfDDtVqhTu33mHlwirTRZFqc4rDoxanrRZmTmZoQy4NqZcMqs0yYhiiyCmeN0BWFZ5++oOoholtjzFNI2MMiBJpKpAv1fjCy7/H888/TyTqhI6D79sUiia+76PrBuN+l+HYpjG/inW0Tq4yhdXZojkxi5xvctgdcf7KGiIyDx5sMB5avP3W1ylXigztBCOvowkSiVnjQx/7ODc+8vOPj5VIxfcNf/jfBZ7wPP89Q5pCfWaRlavPIN0OSKKYUb9P++SIfD6P7zgUc3mmJ6qcdCwUUaBZLdAfW8xPVNCFmHMLM4RxiptoDMcDREklOuOOGvkC7ZMOv/wf/Q1+4Rd/kSs3rmd8vigEKVP5BL7A//zr/4iNjQ0erN9j2OuTpgJxGJEIMY7joGkaQRKhKSpJki1k0rMCPLYDUifAi2JEMn9IUVQQkekNbMaOTZoKSOIZvYgYUZDPTDsSbNtBkiRc30eJE0rFImHgEXo2J0d7XHvqMmsXLvJgY4c0zvTnaRjxp3/iE7z+1jv4foBjj4njEEFWsF0HWVbO8qA8Jpo1QrKOuFDI4bo2pXKROEyIowTNUCgIOfpDF81QURSJXF5HlRL2j9qEgUdZK1FvNhAEgdPuAEES6LSHjIYWxUKVyXqdqh6yujTLbLPO/pbGwBvj+mMMUaffH9G3PF549hKFnMrxYUitVsP3PA7299F1Dc9SyOfzHBwcUWlMoOh5ZmZmCMOAWJaw7TGKohEGIEsanuciyirlskLJLNJPXE5OTqhXmlihhDwOmV5apnc6QJZENFXCmGzgRjLWsc2Fy+fRdZ3EC1BLFTqHj7LAQQTEJOPppt/cOz7BGZ50nu8TpOl79KWIX/uv/mPs7gFzcwv4vsvp6Slzcwv0+31cz+fNO1t4fsjlpSYT9QLHbZv+yMbI5dk/bnM49LEsh1K5hmHm2dreRMnnEVOony2iTq0+P/mnPorlWty+c4vB0MYLZSYbs0DCcNTDD7MClURJFlCWxgRxRBj6FPQCCWmmGT+TRIbRmStPGJASZ92ToBJFAYmQOeVLSCiygKYraJoCiLiOTxB6RGlmXCyIkIYexbyGkKTUK2V+7qc+zv7eFq7ncXDQw3VdqlWdUqGMKiX0xj7t7oihEzAaWYhanuCMrlQvmUzVy9QrJgcHbVJRQtUV0iSkWS7S7vTpD4fouRKOF5IqCmkYYBoqBVNBJqU9ijFVkRCZIHT50PVVnr06zec+9zWmZybY2dokiVKaU7P0jh7yzLM32NvdZrlZxtB0DlunhKMOogRqqU6cJAxO+1xcXsQwJIKoT7XYJEkimhN1REFGkhSK9Tpjx0cWsqIfCBqmqqAoBgIinm8zMVnmtDMkjmN0TUZWa5iGwEjQkMQYv33Iu5sbBJ0BqSIxvTBHfxyxd+Ri2QG1qRKqpHJ0cMj0VJ0kDfhP/94/IxBNFDHrOFOedJ7fiSed5/sFSUIqiETI/OJ/9jd5+dO/zf792xSKJlMz09x79z6KoqFIMuenGripSLGoYw0GOG6I5XqohSpeIqMkQ5ZnGvQHY4QwZXaiwlGrD5LEQIgwdYPLi/NsPHiLKJZwLAFZLFKu6djjYxRVRZFDNF3DdgKCMMqoRmLC1dVluqdtWqcWmqEjSQYj28q06pKKLIqIYsLM9Ayn3S694RDdMPBj0I2sGAop6LpOEGQGHwgJoqSgSdkmvKQlnF+YZ2a6judF6LrO4eEh3d6IkilTLRcYSdBsNrBtF89xcdwYUVIIowBJ1okiD1UUqE9Uqec1FmZqGNUGX3njFuVyBcVOmZ+pMjM7SRhJeF5ItWwQd1LiOCKMQ0IvxYojTk/bFKrT2LaNUSiSN1Rmp6psrN9ndnKCg71dDEVG1VRiZ0SlVOLB+kNWL5xjqpYjIWbhwjneffstHM9n/WCEKMDc9AR2YNMfeUw0JrNFWBwwHg7wfZ8kgZFt0ZiYRpdkjjon5KqTpFHCvft3uXr1KsQeu5v75Go1Go0m7958ndKsRrvVxbZtCqU66xubzJVN+gWHp577MK+9/nXUXAXbazN2xuTHErKmYuQVdN1k1HLYeufrLD/zQ9m1mSYIiN8/1fO7xJOF0fsEgpS5zosimPUJrt94AccLODg6wnZdVN2kPxwzHttockbzieOUaqNOlKZYbsCj7V2iRKBSLkAa0mxUEUkJHAsdqJWK1KsVdFVBjCIURSQKfBRZR5A0+oMhiiJSLJiUSkUUNVu0KIqUadLDiNBz0TWV1dVVGo0GkiRhmmaWQy8JmDmDmelJXnzhOWrVMueW5inkTQRByJQ9aYzrukiScMbD9B6T2OM0wTB1apUCBVPj4vllwsChWW/QaDTQNI0w9NnY2GA4HHLSbnHv3n0uX73G5PQ0qmHiRzFhnCKm0O12SKKQQt5g3Ovx9Zu3yRWKeEFEqZBjYX4O2x7je2F2/ium2WsEHkkcUyoWcV0fwyziOA5RFDG2hoSRTxQFPPPUs5yctAm9iLxZIPIjGqU81y6voqkiOUPHGY/QCiZa3sQsV9g/7jMOVCammnR7FpubLbqnI1bOzRIEAVNTU6hqtvEvl8vkdA3fc3n48CG1ShXf9zF1g7VL59nbfUgShVij7Djk+PiQqakZciUBRZHQwpjTvR00Q+bLX77NwNI56gzR8lVu3rqP7fs0Z6ZI4xDiCEgYDIYEfkwc+UBCHAWQxkDy/3H1fn/iSfF8nyBNsy24DCDmmL32ISZXLlGp1LE9gbEXUWvUMYpl3EQgShIsP+X+Tp/uMMAwc5kOe9jHcRx8P9NOq6pMsVLlIx95HlVKOO2O2Dns8O7eCYdtj5O+xzDw6TtDRCHBQMYUZULbpZovYFsW1sjB9zymJ+rk1JSCIjBRiBDcbJOrpinn52dZqud4ammCF64usX7rDTT8bOEQR+iygu8FpKJCoVTEtnw0zSAMYwI/IghCpit5blxYIKdJNCYm+YMvvIYkq2xtbfLmm2+yu3fA3Z0ekWgwtH3mZ+f45M/9LHfv3KTTatHv97PjhSTE9iM+/EMvcfniCjlTZeHcMnP1CpIsMrZ6vPTic7xzd53+wEVSAhrNIoqoo4gxXgj5QoEwdGlUc0xWixi6hG6olGoNokTm7v1tut0B9WYVQZFIRIHmZIH2oMW9zS3mp6dYv3OHpYvXSVMRt9/HHQ5YXZph0vQYnZ7i2T4DNyaS83z+tVv4QpF3H54wGLqIoozvWiiGSRQF1JoTjMY23ukJb7/1OpsbD/E8ka1336U5VaW1t4mhyDipyOC4j5kv4wgShXoDJYGnX3wG1xtx7/Y7dI73eer6eaz+GC01ufT00yilMlsbO/ihT2W+Sa/VIUnEzIdWlEB4Uiq+E08+kfcJvnPrLUkSzaXLDMaZoiYIU/YO2yiKjG2PkGQBzx0zGnYx8zm2tnYyMrcqUjBz5HImnU6H4aDHeDDk7TvvEiTg+iFRlJ0/lsplVE1DEARM3aBimghigmFoxMT0+n2q1TKlcp5qqYhpmmfk7BJrFy5yfmkJ3xlSLRtIQsAHrq7QKMiMui0W5qaxxv3HKqAoih67lI9GI6Ikpt8bZvQkWSAWRNqdLg8ePGCiXkOIfZrNJtVqFcdxSNOU5eVl+v2M8N5oNIjikFu3b6KpBqqqIiGgKzKQkAQ+kW+RJg6qLJBEKScnJ/T7fTRZeczzrJSK30Zr8n2farlIr9tBFgWmp6fRdZVKwcS2XKJYwI8iLl1cxXVtiqU85UqRQk6jVCow0Sgz2ayys7WNkAjc/Nrb+K7Do611qrUyhqly4eIiJU0hsgdUCgWG44CN3TH3Hx2yuddClgzax20OtrbQFYEo9Dk6PmbsuBQqVZYW59BIkA2FYrOEMx4wOztLc2KK4cBhYXGOsdVn0Bsy7I84PGgx6A1ZWliGVEBWDVwr81OYW6hTNA3SKGRqooGhqYxHA4bD4dmiKD1Tk33vdyPvNzw583wf4b0C+t6F+rGf/rNsv/0GvZM9GnmNXhJmTkCmRpqmNBoNZDHlqOsyPzuXFSchoVwu0e/3WV5aIIpTXCekPfTwghDXi9CNHKauUCwW6fVH+PY44z3qOaYmavSHXRqTUwzGY052N2mU80xMT+NZFovnFxiOemy8e4/hyOKFD1xhb2+HwPM47fdQVZXWyMc6bROIBVqHJwiiTBhn7y/0fURFZDQaZ7ZuozGyDDeurqKKArIs0eoPiUWVwWDAgwcbzExP0h/0OOncRZRk2qc9mvUSXuBy4dIqu9v7VHJFbC9iYFksz08z7PQw5Yh6yURTdPZ3D7m6dome5SFKkEYx165fRUhjmtUyI9vGcRwEUWY46HD9+nU6Jy1aJx3yBZOCrOCVQyzXRVV07t67z5//My/x+le/wezsNLVSAd/qY1s+Dx/scG55Ft/36PX26A80FubnmFucx/M8PD+kXCxx7ekLOKMhWzv7uKFMJRcjijo3b71FsZTnuRsfYOPBfRAl6o0pBoMBgiDQ6rjk9DqKLqPX5qF1jKLpvP32Hc5fWOOVz72MJKacWzrP9u4+ubLJwcEO7c4hUwsXOTzqMrD6XLlyjkbD4KtvvsrM5BS+a0FS5uToiI/NTmTOUIKEIHx/O8v/v+FJ5/k+wXfe2QVBIEXgIz//l2iuXDrbcgd4QcT83CJ5M8eg16VaLJCXYxRRIE0EusMRne6AUqWO44bs7h2h5QoYZpEgjKmUy1QKJp/8qR/n4cYGvuchKRKQksoCuqawurrKw0c7HJ70KOQrzM/UmZtqcmVtjc3NTfJ5k6HtMDU7xbsP7hGGMaVyna/fXufWgz3eurvNvfUDOj0nK95BSJTEZyR9cH0PVddJYnj22Wd44fkPEAYuSRIShT7XLq8ReC7bBy1GXsTBSZ/O0GHshAwGmVel43i4TsTebotmY5KDgwNGoxGmoTIctlmYK/PU5cvIkkmCgBNZ7O/voygKOcPk3XfvUSoUIQowDY3C2bmtG/gomsru3hFumNDuj/GTlIP2ACHyqJkKSeQj5mrc/MZdRNXgRz/241y4fI12b4gfRZRqdUaOj+X4DG2fUrHGvXsP+ce/+dt87es3MQ2FnKZm58UFnReev8bz1xZYmW3w1KUlZqcn0WQFVdWZmZtnenYeWYDV5QWGpydIiUV/fEilMYV7dMBmt8/W9iFIMLZ6vPDBF2nWpmiddMmX6xycDJmYXeLCxavs7B3ghS65vIqUylhDl6tXrzEe2+i6ycHBEYpusLu7fWZYLXyLmOMJvhVPiuf7BH/YnT0RJCYWz3P5mQ/ipynIMqVSmY2NDQwjhyxkhhuKLKLIMoPBgHyhhJnPUW9OsLO7jyCI2LZNt9ulmC9QLRWpVircvn2LnG5gGAZhGGI5YwQpUz31ej0cz8e2XRzHBWBra5O7d+8iSSKnp6fEacKDjXWK5TJBGLO1tY1t23Q6HUBEFkRUSUaQFXK5HJpmPFYliSKPx+T19fWsaEUwu7CI53lsvHsHOQ0olErYtktvOKJRb6IZJpqhI4oiuVwe34vZerSLKIoUi0V0Xcf3fSbqdSrVIo8ebeE4LtbYYTgeZCO7pqHrOtVqlZ2dnbMlVEiv18PzPHK53JlTvH/23kWGwxG9wZjlxSVUMYUk5eC4QyqItFtdXvnCl/nCF7+MKChUagUUVWA8tun1bUgMjg73KZULrJxbxMwb2M6Ig+1tTo6O6Y882t0R+/sHiKoJyFRKZa6tXeFgawtEGcdxcBwHz7aIQh8pl+fc9afx+kf0RmM8p42m6qRpiuNY7OzsIIkKO3uHbG0dMDE5z6PNPU5afURRxHEsPN9B1008N6JcqSCpSjb6N5vk8/nHLlIZv/NJ1/mH4cnY/j7EexerCJSLFZ7/8MfxRiNe/9IrdDpH5Ewd27XojB3iBDwvoDWO6PshuAH9/pDhyGVmfoXj1imnowBZzxOnCZP1HOVSniSMmJvX8cOE026ffLHIxcUZ7m8dcXrapZIv4/geSZKwuXfC3MwsaZpxTler52n3u4wdn8H2EZYbkqZgxxrEIEkikiTiRgGSLJHEKSQgkmKaOkLk8oM/cIMocLl27Sr/4l98mudvXEcgYHlljnsPtvE6Nu3+GE1VUWSV0cgiSQUUWWd+cQ5JTBmMhuQKOTy3TxjHnLS7GEaOp65exh2PkEWJXv8U33FZXTzHmzfvU21kUlEpFfjxj32E7c2HjEYBilZk7GU3Dc9Jqc8UcB0LIUrojT1yOQVVV1hZmkQ+6LDbsRkMQ9YuzJNEHheWz9MeHOKPe2iahFo2SeMAxx9RLZR458EWjUaDcj7lwe3PsXr5AjoSzz1zg92tba7/yDW2d9YJYtByBVqDAYImIssikT1m9vw5oiTm6sSzbB0csbW+zdzSeS5MrWCN+3hWiujDzbfe4Yd/5IcYjSyeun6Vze0dksRldn6GVrdDmqasLMxSaWTmH4Ypc/fOHXqdHlKSkMurRHFA7IxxHQfdzJNGKfGZk/4TfBNPOs/3M840xqKicvnGc1x97gdoNicySaQXZnzGVKTVd/ETERQdLxEwC1W8RKDV7aPnioQpSEASxfROu+hKpok38nmGY4s0zTJ/2u1TfN/HMIzHuUCZJlwjCDKHosnpSWRVwnIjhmOPoeUztlyGI4ckSUiS5CyULXz87yTNTIX9MEJSNUqmyvmlBYa9DidHezx34zpCmmQqlyRhYXEpi9UQBBTpPTs7Gct3cRyHSrmEkKRcurD6OHbCHo+ZmZrEssdYlsXS4jxxEnJ4eEgiwJ379zl3bhXP85iZmWFqcpaN9U1Wzi0ThT6h56KpMnnDpFzKAwJJLGCoGpWySbPeQFEUZFFiaX4OKY14tHfE3uEpoijz2uuvMtVo8okf+wnG/T6ONURRJVwnwktkzHyVKIWBZTM1N8fx0SlHrR6/969eptUZsP5wi2Gvz3DQQ5ZlhsMh84vLOG6I5wVYpy1i16F/2qfZmOb8ygqt1iGHB3sMh2P2D48ZOw6lch0/SDk6PmVyZpZz587h+2OKOQ0xDZmfmUCSRMq1ZjYptNoUTIOcodPv9xEVhTgVGY1GGKZJEAaIZ76wT/DteNJ5vp+RpiBAKkhMLK3xk0tr/Gb7kNB16fV6jEYucSoSxgJR6DLTrNLqnNKNRLrdLhMTEziOhygIlAyFnFlAkUO63Q4jy8U96TMcWSi6RhhH5Isl6I4Zj8cIoo7jZ87pUixgThgoUkJ/OKQ7HHPUslBVjTBO8ePsjyvjBvI4AkMUReTkvZRMDVmR8H2XxekaX3njq4xGDsOxjyikXF6Z5+S0S7vV5bA9IEFGEmTiOEXXVXqjIQkCpBG3v3GTUtGknFco5XM06kVEdczO/gme5zAcWHxh4wsgikxPzSJIIuVKjYODPYZWFjX87LXLNBo18qaBKmXKpkq+zM5eCy8MsIYDJEFkbmGWxlyZ9fV9vKCMqhgoUspU2WT3pM3la9e5++A+f+GTP8uXXnmFR3cfcP78eXa310mDFF3VOGp1EaSMK2sW8zzY2WdpaoIUmYPjU3a291mYnWCiXgUSXC+gWq8TxiKJYDK1uIZ9+ohkOECUSojjAEGVWJyfYzS0CcOUclniwsXLfOFLn+Pm23eZnzvH0PGxAo8r164wHlrki5dwHYel1TVCUaVaadDvtFnf3sAaDVBVlW5vQBBHnC8WCYMAVdWJw+jbza+fAHjSeb6vIQhy5rJDQkpmRvxDf+aTyEaOcqWCocuYukIiQLlaxXV9EDTiOOTKpYsMTlvIhBQUWJipUC0rXF5bxbFcwkhkZ6dFpztmbFl0el0Ojo7xfZ9cLvc44VKSJOZnJzBUgXzBAFGlN8zSKH3fJ4x8BCFBEHichimeZQRJkkQiCUiqAmnETDXHuckq1YLB8uIcq+dWODncI/Ysth6ts7HxkKmpGRwvQpRkYkkgShP6wxGarCFEUK9V+PlP/jRLC/M49hBFFSmWGqw/ekRvPKRSbfCNd+6j52skgozj+RTyBrIQ4QcOhqmSy+uIIrzxxmt8+SuvYxTK+DGkogSSTM4ss7gwzeJ8g5XFKW6/9Q6+77OyskKlVGBmosGzT61SqZd55867PPPcs/zG//6bxJJGcXKCH/+pT2LoJT7+iY+yvFjhuacWmMiLrMzN0T0dki/N88VbD3n55jrHgY6jN3lwPKJnBQy9kAeb22xuHvCZT79MFCe89WCPETnytUlS1eDBxm02Hqyz8+iY3/vMy/iuz+7OA2594zVEfDRR5tbXbyJKOufOrzGzfI5UL1GdvcClD/wAdhDzW7/5G7hOzM7+KU6Q4IYJ+byBkPg8c3mN0WiEoqoA74tI6/cjnnwq72cIZIFggECCKMLM/BJXrz3FxGQDWRLo9U5R8gWCKMbyQoIYZEFkZ2cn424WCjTqVYajLpcurDLsDzAMA0PPUyqVKRZLAFiWRblcplKpYNv24wVMEGRmG0kSnSmBRMKIjNYjCEiSdGb1xuMxPctcF7M0yxh8P8TUVMQ0oV4pUDIUhMhHEVOmmjUMJTMaXrt4iUF/hGEYOI5DnCaPc4SiIESSMlOM1199jdFoxGAwYG97h+bkFIgyuXyRMI5IE1jffEQQhMiyzMnhEbVKmSjKokniOMbM6czMzPDiSz+I67rkcjna7VMq5RrO2KE/6OI4FpY1olapoigSGxsbjEYjOp0W/U6bXM6gWCyyt7fDM88+gyCKvLuxzldefZ3nXngBXdW4du0SizMTNGpFjg73kWWFw6MWgllBMCvsn45pjz36XszYdVl/+IgoigERXTXoD3rMLZ3j5S++yutfvYkkSTRqVWq1GqZR5Ed/9Me4d+8eaRIxGg24evUyspJZ97322mtsbG6ys3+IpJlcffoGvaGDbuZYXVnm5q1bHB53aHe6iLKMIKaUCnkMPVOQkaYkaYJwdlN8gm/HH2kMIgjC/wr8BNBO0/TK2XP/NfBXgc7Zt/3tNE3/1dnX/hbwV4AY+Btpmn72j/olnhiDfPeI45BHd2/y+uf/L/7lZ34PLxYQBIW9o2MM06RSLiKKIqosUjQkTN1gOB6RogApURRw8eIav/t//gGybuL5mTTSMDSSyOXChUv0+326vT69/hAkmQ8+dZ5uN1vGHLZOiVMR2xqRpAJemBAnIAgpTuhngW5BiGnmSaOsezUNjcXJGrNTNdrtNoNBeRQv5QAAIABJREFUlx944QPs7+wyNTXFwfERaaJQKtdY39xh7IZ4foisZGbGZi73uOgJqcyli3VkQef6lfO44z6v31rHckJGY4fA81lenEM9C2wLggDn7DHyBILE5dKFc9SrOerlAuvrD1EUjeFozOXLl4mikI3dU0QRxDSgoMtsdx1++MYqCQI/8iM/wqNHDzk63KdeqvEPf/vTLC9M4w66zE01abWGvPjBizTKRarlEjt797l+5So5ReKNV9/guNPjqGvzaL/N4uIiO/sdBEXDDsAQfcpFlUYuhy4LTNZ1yoUKhbxGuz9mPLSYLedpWzbIKsedHpVSjji0ePrqZSChWK2Tqibzi0s8uL/Fo4frfOADNxjZIxzPRUShXChyZ+uY27fepWDoDEc9mpU8emrzox/7CEedDh/7C7/E/LUfJiUkEVXE0ENQ9O/ptf/vCn+SxiD/G/A/Ab/xHc///TRNf/U7XnQN+HPAZWAa+JwgCKtp+sRd9U8MiYCRK1JpTBMiE6YCYiwixyFiaDPZmCVwA/I5g8lmI+sWRYnDkw6KJFGvV9k8Cxo7Pu4+ziQSBIFGo4ZnW+xuPUI1TEQhodmssrP1iOnpSSYmmgRhjKTpPHgwIE1TNFnDDXyiKEZXNQBEVYU4Ik0TNFWCOHNwFwUZUZBZWlxk1B+RRHHWBasaSSzz6NEjQj8gcAMkOUvV1LRvenzGcUylWGF/fxddytOomORNBcMw6A+zhZVu5tje2ycMQwxVoVAoMBiMKBfzSLqAmKi8c+8uf/HP/Szf+NrXsO0xqxfW0PQctu0ytIZAgm4U0GQT3+qTxglBlC3QPvO7n2ZiokG5VGVpdYFcucDtW/dIvIgrazdQJJ1et0M5n+PZD75Ac7qO6zg4rkO9kqd/esy5yRy13AyqptI9haFtYzsJeqmErBdpDW3i0KXQqHLv5tt89MMv0m21SFORh90uwyRFVk0U0yRIBC5fukyxVM1SQgWFWrXJaORwYe0KuUKRV770FS5fXePhxjZxmFAolOjHJt2RR5JK5HWFWqlAXjeRZZVqtUq5VgeyySdOUiRZ/R5e9O9P/JHFM03TLwuCsPhd/ryfBH47TVMf2BYEYRN4DnjjX/s3fIJvg6TI5CoN5pZXiVDwAx9ZsPizP/sJhv0B33jnPpONIoEdcOfOyWN3dUVRGI/HGHp2jlkwDfxKBT8I6A97GHqZUqlEQVN44bmnGVrjLI7i8JjZ8/Pk83m63WN8p8+461MulxiNRvhBgKJISJJAEGYjtiiBrmtUKiXsUYfLl9bwRgNuvvU14gQuXjhHEvg8//zz3Lp1C1nVMMo6IUU8L0DsDYmjhLEn4jgOumEQBJk9niqJXLp4gfV7W/R6PXJGk1Jexynm8b3Mtq3ZbHLc6iFpGiPLZXp6ljQK6Q762PaYcrnCP//nn+FDL75ALidh2R4jy+Ko1aXWqKIosP5oi4KpsjQ7ieqMOWwNWDu/RLNSyUxC1IT24Qmz1RovXb7Ei89f51Of+j8Y9gb8zM98HNMocPfdTcqNIrHl8PQHXuSo3eWFH13NbhhCzNHREQvzdQ4OW1huxM7RESVVwFUlUMrcfmeLUnWBN+8cYih5YjFm+eoyuXHE4VELZ+xTyCls7+zxYz/2Ie7evUuzWWHn8BEX1y6zsbNLt91hafkCng+NyQWIRYZjhy+9dpM4csmbEi9+8BKea7GyskS+XCMvSghaITPwTEESBYizjKgn+Cb+TVZof10QhL8EvAX8UpqmfWAGePNbvufg7Lkn+BNCnCYoqkpCzPVLSxwcnhCHMl/9xm1EUeba009xuL9HvdkA3cuC4AoFdFVhZnaKTusIP4w5Pe2h6SJRHKLIWYDbrZvv8PyzlzBNk5WFaR5tbvKhF29gahrj0YBKoZh5J0sWpyOHwHeRJJ04jgjCgDTN3OkLxUzrbY0GNMoVDna2KeUNzq8uEiUxduDh2xaf/fwXzihMAapaZjCyiOMYPwyJwoRIyLpNx3EolUqEYZYo2ahdZOIHX2Jz8x75fB7ppI0qxJTyGmPLQxYgp4pUinkGgwhBlNk9OjiLTFYJ44SpqSlSYjqdHqVyDV03OWp1UXImhq6RCgJemCJKmUx0MOqytDjLhdULPHz4kJ5l4TgWsqRijy3efPNNrj59lb3tE3r9AUkssbm5Q2OizOr5c7zy6lc5v/YUtWqR44NdSlPzNGdnsV/5LEvPrXF0eMhHX3qKbrfDvftb5HM6jcmLPHjYJo4FHuwM6Y/H9PsukBIlCdMTtSzLqVjg83/wWS6vrSHEAaFjEVhD1NhGjCySRKfdHbG7f4gThFi2T7NaZqlZpWomlIo5rly9wMhxSWWdBBk1VzmLlE5JBXiyHvl/4l/3E/k1YAW4DhwDf++P+wMEQfgPBUF4SxCEtzJVyhN8twjDkOnJCdqtQypFk5mJOXoDG1nX2d3folyt0e70aXVOaZ92ieOYzY0HeLaNkCZIQkrO1EkJSdOYcrmM4zgUiyWazTqiCI82N7lx4xlkQWDQ7zMej2m1Wui6jiorGedRzu69sixjmiaSJKHrOq5rI0kShqHT7/YQRRHPc7hx42kEIeX09BQzl8N2HdauXMbzQyJcUsFD0VOKJY18MRvbgTPlTKayaTab9Ls9Tk5OiOOYVquFoanEYcSw30UUwbHHVAomg36XQb+L53nIsowgiOi6CWRZ9GEYYpomtWaDhBRV1ymXq+RyBvl8HsfzUFWVOI6RVYU4Tbj37h2q9RrrGw9RcxpD26Y7HBMEAr1hwOqFS7ROu7z22mscHx8jAMb/zd6bx0ian/d9n/est966u+7q++7pmem59r65Sy65WlIiJZmxFQRWrESKI+SPxAYUGAiS/OUghpEoBpwgQBA4lOJIEUWK4qHlXuQud/ace3p6pu+7uu676r3f/FGzK8l2RJqQIa45X6CBrq5GV6H6raee5/c8z+erh1AUhf29LS7/4DX27t0kHNa5t3kPQZRRtCC5/CgiErlslvmZUcYKUUbzOp99ZoInHh1jZiZJLhtB8Pqk0iO4to1tmAieSzIeZ3pyjlg0Ab5MNBSl1+njDNp0m00USeLo6AjbtlFUjV6vTzwWQcVgYSpHLBZBlmW6gz6RWJJsLo//sXn7x0aFDzru/5p+IpL8/bL92x83jP7/7rvfLML3/X98/75XgP/O9/2/smx/0DD6yeW6PtXDXb7xh/83777xPSYKBT66fpOFUws4jkMqneb4sIhh2ZiOT73Zot/v88tf+UVuXL3CaD79SdDbvLdJND7CRzfvYtgO586eYiQSwHEcjg738TyP0VyOsYlp9vb2iMUj3Ly9gYfMYamC47lYDti2+YmvEYDj+ci4hHWd84sz2LbNU08/wTuXL5PJZNjbO2DQ7w7tRUwTVVVRVI1mo4PlegwsF9McvtERBRRNQXAsXNPgmaceZWd7E1kWuXhhhd2tbcrNFpKo0e4atNo9ao0GI8nE0A45HKJeq6DKIsfVFr5jEwlrnF2Y5MKZ+eGUQrdLp2dz5foOruwS1gJcODtNo23y4e0Dzi3lqLR6nJ6doXp8iGlb6PEoqiTz6MMXadXK9HodwnoI2zNZnJulWWlw8+Ztmq0unmjy5KXzBGUfTdO4cPEhPrr8A2amRrEGTdrNFp1WFz2exRh0SURUBEHANGyiqSQffPA+f+8//vus3b1BtTzA6ZfRI3HKvQG7t+/yhZc/S61+QqVSY+WRz7CzfhsvEKVbOqDb73Hq7ArNVp9up8/t7X22dg9YnB5lYjKPogV5/LGnKFebLMzN0LZlZpfPI6UW/tKI0k9rW/1p1L9T62FBEPJ/4eZXgNv3v/8W8LcFQQgIgjANzAMf/DSP8UD/ZkmSgCIL5PNDX/Fas0Eul+OkWB5mD90u1VaPje0Dbt/bZvfgBDUY4Y++/sfs7B3SH5gcHhVBkBhJZdBCYWIjCXK5DCfFQ1zXxraHvuXPPvU0c3NzxBMhtKDE/v4eihygUW/DfRCJ7XiIsoKiBe/7DxkIgsD8/BypZAJJFnjo4Yusr68TiUTodrvDMSZJQQuGMAYWzUabo6NjREVGkmUCgSBKQMWyLBKJGKFgAEmSmJqa4ujoiGKxyMLcPK7l8NJLL3H29Bksa+jTbts2c3NzZDIZPM+j0Wj8+aaUJCJKMDExwd7eHo1Gg52tbQKKTKc5xO9FIhFymQztZotup0k+OzL0f1cUtrY2mJmd5sKF81TKQ3O3SCSCHhlafpxdOUMwoOOYFu1mFXCYmR5DD4ap1VvISpBoLMHrr7/JzOwsqqYTj4+QSqU4u3Ka8EiK6EgK03I42N1BEm0CmkwkGuKjjz6gXq8xNz9FQJeYnpvkuaef5sLF8/iuR2FqgdNnz3N0uEumkCeaiJLOJJkYH0WWBCbHx4jGwvziLz7PmeVJ5hcmyE+OYyDQqFZwzB6ddhPLsuh2u/9aoPx5CZz/NvqxZ56CIPxL4DkgJQjCIfDfAs8JgnCe4anILvBbAL7vrwqC8IfAHcABfvtBp/2vWw5/8vU/4Hvf/iYPX7xApVKheVQiX5igWDqh1+uzfVQZYuAEGUFVOSiWyGfTiEDf9ChXGoTCcXYPjlA1nWarQ7NR49d+9ct88MF7iILP0sIiV67dYCQe5WC/yNhonolCnka3jxaUWF0/RBT8+7OdIobRI6ANSUChoIbguQQUiVgswuuvv0owGCISjeP7PuVyhXQ2i+uLKHoU0zSJRUOUq7Xh3xNkPAEc16FWLTFayGF0TGq1Go9eOkdED3J0VGR6cpQ333iDds/A6PdxLQdZltjd3x2Wy8EgIS2AZZr0Bj3G8jkajTprt2/wxc9/hrm5OVIjWYrlPdKZBEfVY8RgAN9zGJ2cYikU4jvffYOOEEYQFcbzeRqtOu29Fmfn5hnJxImGI/zgjTdJjERwPBc9GGFjY4tT89P0+m1WLizRfL1Ou9vnO6+8xqOXLnJyfEAmEyWkBRFdk/JJkWgo8EnDbX5+ETEQQg2HCIgBLq1cAsHkzmqNu/0PmTzzKGpihI2Nu2Rnx6mVi2hSiEalyqmFadYP9llYWKCpKPT7XRxPYnR+keTEDPHsLI88/RXee/VPQRJJL42RKYzi2C7hSATDi5KYOccDz40frwcGcJ8ydZsN/s//5Z+wv7NJudLAw2d9ax81qNNstBCEobkZiAjifTCwbWH7Lv1ul6nRDCPxGI88fInXX30DRQ2yX6mjaTqyBNOTeTzPo9/tIYsCjVqdhZlRdF1jff0u7b7F+MQM126uYVoOhivgi0MfdMsxh8PUnstTD5+jViry6CPn2draIRZLUKs3qVSqmLaL54GsKAxsd0j66Q5wfQ9BlHF8D9vxCOka2ZEw/XaDfD7PYGBiDZpkMylEHxLxCK5rYwxcaq0+rXYPwwVkCUkUhzvx+PS6bVRZRPAcND1INBxieiLPoFOn13U5fW6W1bsbWEKSG+vrjMdCnFpZolo84szSKb57+QMUIcD0ZIFaaZ8nH30EyYNkKsbb73zI2Ogk0VgIUXI42j9gfmaK8UKKO3dWeeSxR2mcHLO7d8DZM8v02w0G7ToffHgFSVQJh+MUCjkQXIzGMfH4CO12F0mW+YVfeolrH77F4uIikqgjSja3bmwTL+RJp9NsrK7x7Mtf4KN3PiAcDZHMjnHv5lUMY4Bs1Zk99xiHu3sEAkEyU1NUmy1OrVxE0OIEBIGdtaucnBwzu3hx2IwbWDz5K/8prhpF/Dkq0/9V/Tst2x/ob06iKLKzs8PJSZlut0u320NSh0PeHgKhcBRVVpBlkV5vSMaxjCFWLhgMEgwECIeC7GxtElSHeLZQKEKvb1BvtLl+8zbHxyfUmy2q9QahSARRslg5s8BoPssTjz/F4UGRsK59gsLzPAfTHCLmhra+ETY2Njg+PqbRaNBo1Nja2qJUKiGKIrZt47gug8Ew2Fq2iyBIKHJguKEkDgsiwzDo9/vMzE6jawH6/T7jo2PAcIqm221z/vx5RkdHMc3hgD6Aoii0222y2Sye55FMJhEEgXg8johApVIhFovdt+1wabeGMJHuoI8oKQRDOvuHRwiSiKaoROIJHMej3evx2c+9SK4wxvr6OgcHB7z8+V+g3eriuT6CKPLss8+i6zonpRLTM7Ns7exSLZ1w+vQparUKAVlGkeCxRx4lk8ngI/LW2+9y/dZdEuk8/YGFbVq49oD3336dsfwMEkHKpX2sgUgiEaTfLlIr7WK023z0wYfEIkli8TA9Y8Cp5TOcWlzENw1co0tIFcmnYvimwbnlBbAcNEWn3RdQ1ASx+BjteoVkLIxj9LEGffD/Mr/zZyHB+lnUg23/T5nKlSLNRg0XEV/WqVVK2JZLIhan1WkjSh6tVgdBEMimkkgCVKpHTObHaNUbyLKAqsr0ej0cUaBer2BbLiFdoVRuMzOeR9d1xgtptjbX0RUfgSAfXrlFvdll+/BDfBwsV0JQNLq9LpZjI4oiijgMXr1OC30kTs+0SaVSrK3dQ5Y0BMHD8Txi4QjlegNfkgmHIvR6PfqmgekMO/+9dotUMkYiHKfeLFIul9EDKovzU9RrNYKKgIDH2bPn+dGP3qPSMugYFp4v0DVMVF9ClRS2NneRJIFup0U6EUMQHVIjESQpzpUr18hmc2RGIqRHEkQvXOCj1W0CgsBxtc4LT14iFY+ysXeA27fpdLtcSk6wdvsmvYHBM488xHMvPM+1a9fw/TZ3Vg+YmBjjW7fu8Ld/5ZeoFfcYdBvMjI8TDC1ydHREODbC0qkFDne3ScV00qkoqqzylS89z7e+/Wf0TIOW1eeLX3qRva0N3F6HXrONpmnokThqyMc67rAwtURvUEZbOoU+ojKodCjXJSYLBe7d2UHP6MxdfBLHtkmPzVBptQlJImu31lHCOiPG8IOma/aJZXOoisit1dsgBlB0HVcQ/1LR/vOagf44Pcg8P2Xqdno0mm1KlRrdbhvbNvHw0cM6mXQKVRGJaT5hxUPyBpj9JslYhOmJPMGghGP1uX7tCiKQTqdRZZmQFmTQ7w+BHpJA6XifcrnM+Pg4jgfHR0U0Tcd1fTLpHKFwHMt18NzhHObQOVPCtO1P3DRlWSadTg/PM2MxImGd8fFxRHEIZ/54L/74+JhqtToc3I+EkGWRdDoJQKtdRxLEYfPHdzg8OODw8JBgMEgmk+Hu3btoQf0Tf6TBYIDncR/uPGxcCYKArut0ui1OLZ1BlhVOTk4IhYKo0jCrajab7O7ukslkhs81FqfdGWCYNr1Oi3x6BEUPItynL43mcwz6bb7+rW8yPjnBww8/zPTkFKnECNhDmHO702RlZYV6q4nRaxAMSAiCT6fXxXZdbq3exnJ8dveOOD4+5vEnLhIOiYwXUrz66qvcvbdOLJNCCTj0By0yhTGqLYvZ5ScolQ9o9FyqtSParkvZ64Dpsbe9Q3/QQ5ZELNvA6PUx+sMG3eTUDKOTU6TSWSRZxjENdFWiXasQjydZOXuRnuXiEOJBk+In04PM81OmRr1OuzsMEnNTY8TC81jGgG6vTaPaYXSmgDGIkMsVqFRrHB+fEBuJcnKwxaMXlwE4Kp5QyI/xwx+9RyCgoQUCwwBq2IwVssxOjmM7Jq7rEgzp2CKclMosn17h/Y9uMLAder0eng8ePp4v4hg2giwxMG0GvS7xaJRgKMC7777PxPgo1WqVzZ1tJEXD9WTa/QGG1RqW1L6I5/t07rt+BhSBeDSKKomkkzkq5SphTSNbGJbd8Xgc33OIxUdQtRDb+xVsx0OQFTzTod/vkUsl6XQ6RENRHr54mnw6yvbWPpVKhZCuc3HlFDdvXEcPBlg5e45wJMp7N9YZDAY0uwOcgclxqUoiFqZYKhLQwpQrVVbOLrO/u4cuOIwuLPG1r32N3/6t30QWJaonRVaWlxBxCSgK3/+zVzh78Twnu1sEQhFqzS5bG5u0mnUW5ybZ3D4Az6fZ7RCOqYiOxq1bd/nC51/m9u3b3FwrkhtJIcsdauUPqVbLbEsCyxcfonN0xMTEaf7H/+Gf8y/+8A/4xr/4p4iCgEGQc3OX2N7aoFFeI53Lcri5Q6swgSSqqHoAyxXIJEe4sv0BHhLvvfZ9qsUiU489jSJLuJ4JYuBv+Er/2deDhtGnTN/6l1/jg7d+wPbOHsEA6DKoQZ1avUUym+Pa9ZtER1LUajXMgYEiSoyPZwnK0G63SSTjCIJA37CJRRPs7x/iixK9gUGrZ6DKIolEgolChoAqU8ik6A76LC0t8fWv/zHdvkuj1cP0wLZdau0enjAkKtmuw6DfZyybJqprHB8d8Ni5JXL5DPFoiOu37tJq92n1PVzB/8RNMxTU6XQNREVFFMWhA6Zv47gDkokMvXaHoKYyGHRYmB5nYW6afCHLjy6/D4JCoz2gWmtguR6dnoWoqNjGgFRqBHyHhC6TSYSYnpulelJEEQUyiSjdThvTg1g0xMbmFrYc4bhuYnkSjmlgmgMy2SSlagXfhqcfGm4XJVMZnnjoPKdOzXP16lXOnT19PwMHSVLYvrfKSEQhnUny4Yfvo0sa+dEx2r0uu1vbyJLPhUsXiUWifPT+B1imR7naZKwQJSD7ZFMhLMtBVDSMXptMKomuhbi9us4zn/kFCvkIeD0qA59Mdpr/+Z/+Y/7Or36Vw71N8vOLfOtrf8TE3ASnzpxlbfUmo4UMyewEgiQzMT+LIGkc7u/Q7/Sot3ps727x0IXzrHzhN4gXpsG24OcEAvJv0oOG0b+nKuQygI9pDTAHPcbHCnS6A9oDi43tAzwlxN7hcFfacUUCegjPFyjkxxEQicViOJ6HqqkMjB6apqLrOoHAkAM6Oj4Jokiz2WRuZpa7a6vkchleeeV75PN5wCeZHhk2cwYDHMfBshxM08R1fEJ6CMMwODw8RFLkTzZ0Tk6OUVWZYDCIaVv0+30sy8I0TRzHwfMgoAbBF1EUhUwmRyQSwbQsfEFkYBgkkilCoRDFYpGrV68yPjZJpVpnMBg2xAZ94xNPJlVVMQyDRCJBIhHj0qVLjI7mP1n3rFRqyJLCl7/8Zfr9/rCZdP/4AdfDE0AOaJxU63iiTCwapVapks7kCEVj3Lpzj1vXb/D8s89x7eYNjksnFMbHmJiaY2ZugYFpYRgGIgLd/oD9w2M828MyTKyBweV33uPg4IByuUyt2aIwOkWx2EIPx5ifn8f3fV5+6RepVZuIokzX7vPIs49RsRt8/3tv0RcSBKNhQpkCo+OjKIEoU5NztLttFuYnqNePGZ0Y/i9TqRTGoEd6JEG/28Yw+ywsLLC7v49hmTz1uc8SSaeQ9REcAOlB1vmT6EHm+SmS53m8+/qf8N0/+BqqpBIK6tQrRbRwhO39I5BlAsEYsujQanfpmQ61Wo1T81N0W3WeeuJx3n33fbq9oW1HsVgmnUwxPz9Ho9VidWObXt8glR4hFJBZXJinXqkSEH183yU3mueVV39APJVj//CEgWFio2DbQ26mJwz5m5FQiJFwkJmJcRyjRbVaZTSfo1xrUSzXMRwXSQ7gixK27aKqMogCIhKe5xEKBVFEAUWw6PYtXMdjfm6CoCLQbfdIphLYtol631xufWOXZs/CQcR0odFoMDk6tJnQAiqJkMLLL36GoCJRqZQ42N8lFg1hDnrIssz8/Cy376zTtFRWt04Ih8NUmy1EWUKWVOxBH0FTmc/HsB2HZDJFu1YkHgpw6eGHOLW4xOb6XcYLOSLxOKJr8qM3X8X3HMJhnbHxaT766CME1xk6UXo+0WSCfqfL1s4BeihKq2syPjnOxsYGZ86cwTRNms0mXcvE1WT0XofluRm+9Ju/gbm9iWM0OCg2OS6VCMt92n2Zp556DHSJ8fQo926tMbE4w9b2Ad6gTSIW5qRaZ2JmmkQkxF65RTZb4Hh3B1eSiSQKPP6r/wW+JCP4Dgg/vyd6f51Iugf6G9RfXIsTBGGYvQwMchMZauUShtFDkCQWZmfwBJG19S3Onpmh0SyTz6SJhRW0gExhYYGdvX0Cmo6qh2m2DaKxDNlcgXvrW4CILAVQAj6m5eA5NkeHx6iSR8d26LabuK7Diy++yOb2HpV6D9cTsC0XUZFxfRffGw7NdzodrG4bLaCg4ZLP53E8B1VVCYVCWJ0uA8sERBRluD3UNwYoknqfYB9GVWQcyyYSiVCr1rEsC0lUCIWi1KoNKtUSTz3xJO+99wGZbI5mr45lGQwsn2g0iuCD7w43jMazs7zz7vtkExEEwUeSJLLZLLdu3UIRJXQ9jCRJ5LMZPry1iSD4REIBXHxMw0CWRRrdFq4XodlpIyoyg34XXdcJBkOEdY3z589zcFRE6LRp1yssLS2haRqVSg33fhNrZXmRZqtOJpXiu9/9HqIgk8+PUqu3aHd7bO0WcYQgb7x7A0FS0EMRzFadUCLIwAlQbge48YO3uH71Bs8/eYF6tY7Z6TI3E8ZyXbburvHcyy+i6gkmT5+j02syNb/EoFUhGAywW20SCQbxfR89HAZFJxBN0jcMHFH+hJrkeS6i9CA0/Dg9KNt/xvVx4PyYZ5mMxYmEdQQ8srkUmewIyVQCx7LZ39nlwsop+l2T0wvLeIaF4gt0G31OSg36hk1vYOG4AiflGqZncevubRqdOj2zzdRMnlQqheO4JEYy1JstFmdn0HWdwvgY8wuzXL/2Ieagi+i5qLKEY5uAhyQLmIMejuMwME2CkShHJ2X0aJzNnX1isQTVapV+r4PjuEiSgqwEGBgGpmkTj8cJhUIkk0kajQb1ep2gFqbRbKGHQ2xv7fLRh9eIxTUiEYWnnnyI/qDFQxdPo2kBRBE0TUOWRcD7BE03MTGBqqr8vV//dX7nH/0Otm0zMA3urK2zvHyaxeVlyuUyo6Oj7O1skkvHCelBBM9CxWVyLIvtmOiCTD6Zxu0OaFdq/Ie/+lVaA5N33nmHy5cv8z/97j+j2TPJ5TJsbGywvrHN2t0Tzb6KAAAgAElEQVQt9vaKXL+5ypkzKyRTcSbGcxTyCR46f4aZyQJWv8Pc7DSpkQSaBEHRYWokwFQUnjmV5bMPpVnIasxlByzkWyj9IpmoziuvvU2uMMrk9BReYBRFcDE6Nb799T+lWKmzvr+FpCeIZcbo2QJtw+PxZz/HYd1AjRcQfZ/1W9do1qrc3S4iRQrAcERJfNAs+on0oGz/lMj3h1nd//FP/hvaJ7vMzS+wsb5OQJZ599ptGo0BExNT6FEVUZBpN+s8+chFarUalWaHSmM4CK4FdDqdLuVGl9agTzAQYG56nM3NTURZRhUlBrZDuzcgl8kwmUkQi4eYmhxnb2edQDCC47hsbe9SrtQ4rHQY2C62OyQgDSwTWQmQTozg2hZur83i0jxBRaDfNzEsh5NGG8PxkUQFWVbxPAdFlXAsF1mW8X0XTZHpdwfE4iFc12F6agLHtDDaZcYnRlFVheLhETMzM9xe26beGWD7YHlDBmg+n8fqd9ACMmMJjZDsM5LLUSgU8GyH7a0tJiYm6LTaHOxtksmmqPdcNg4rOF4A0beIx6NIssbecRU5FCKuWASDIZrtNnPjWX71K1/kW9/+LktLC1w4e4bNu6s4to3vWmyv38OwDVyP4dltr8ND55fwLIOZ6XF8T+Dq1evgS9QaTbb3ipw5PT+0HXFtRuIJVu/c5qlHHyekmvyzP7rN2mGZv/uli8yPxzn32CVWP9pj++4ms8txTs+doXZcp+8ds3DqIs2SycT5FZqdPglNodGscFJpMD45hRKKcLhxG4QAlq8wdfphzjz5Iq4cQPScT5YUfl71oGH074k+/nD72Bfo6PAAwfO5d/cu9VqTVquFK4ikswWOT0o0mk16/Q6u63D16gdEoho+Jo16i25niHVrtltDwryv0mkbXLt6Gy0QxnFgbmaKkXiUVCpFt9vDY9gRj0aj+L7P5PgohmEQ1BSymRTJkeHPRYaOmcPsT2VgmqhagPGpSRzHoVQqAT6WZWFZ1hBpF1Bpt9vYtv0JXeljvF04HB42kYIavgD1+hBDp6o6AgqNepupqVlazeF8qqqq9484fAKBAAdHh8RHEmiaxvz8HPOzUxQKBSqVyn1EnoFhDI3sNE0jl8uhqjKFbI5+3xia4Nk2sViMUCjEwHUxHJdQIobp2mjRMK45HK3yEDg8PqJZK2MMLPBF5hcXGR8fJxqN0uv1OHPmDMdHJzTqLUrFMu1uj1OnTtEf9Oh0Wjz37NOEvCYJuc9EJsLUWIpzpxcoHW1yVKzx0meWeeHRaa5vlrl++y5/8u03GUmGmJlOMZodpVKpYDptDg9O6FRKhJQBsiiRiidYW71NMKARCetsra/RqtVotNrE03lube4xO7cE8nDBQXiAnvuJ9fP9EfMpkCAInwTQTqdDPJakdriFJPj0+h3KVYOQpnNSqxPQQ2zulVA9n/xoHlSZb37/LcJalGwuOVyPDEiomkapXsPxh7bAalCjPTAJBRUO94oEQzquahGPjGB5Hmubu+weFokoAqdOiZxfOc327i63bq0ylo6gqSon5To9S8SwTHwBWoM+iiRw0u8RjYRwBya+0MP2RWRVp9sd4Hk9Cvks0ZBOd2B9QkYyDINOp0eukKbZaCIKPuVyFVEUCYbDlKsV7EGfRx++xM7OHoG2SrfewUfCsj183yYYCoEDAdGj368xNX+KZn/I59ze2SSXzzO3dAoJgYWled5//10mx0c5uPwRsaiKp+l0W22WExonJZte3yWdTIFpkE3EGc1PsHFQ5DPPP827P3qbRjKJZ3lEwhJb2wfg2YwVRnn4wkUs16RXPWI8H6fe6PDG5etMjWfZ2d6jUChw6eIFyqVdgsEYZ1fOs3+0z/7+PlPjGWJnTuF7MvWTMiufvcitvV1KR1Ui+IznY5xZGOO9D6/juQYLi8scF/eR9Bh3D4vUV98nnh1n4fxT/PEf/z56JM3K6dO8e/kKnUaVeqNDTPUJFiYAEd/14YE9+0+sB8HzZ1ie5/0lpqLrusyfWiSXCHBSPCYUjWDZNqVSBT0g0R/0kFAp9foU7+7jCR6KKiG6VYSdEwIBlWRGZWA7KJqE6yj4vsXAcHAVHxGX0ZksA9Nk0DOwHY/+wKPV97B9Ad+TePMH76GpInOzU6wsn6Ld6XNcvElIC9B3bILBIIblIAjCcJDetfF9n6cevcSNGzdQtSCOaaAqEggqzVaHWm1IU4rFYniegySJn2z+KPfLeFFRCMgKx8dHzM5MYakSr732GplMBteRsS0Px/URVZFINEq7M8CyLHRdIaDpKKrOTGGCV77zLeKRKDdv3gRJZXx8nI21myRG4iQTcUZzWW5slThuHJFNpyiVSrz02c/w0a0Nrly/ydOPXEDwfN7+0buMhGVe+vzzXLp4nngkSrvZIR4KkknEqNROGJ8okBvPcff6bRYWFtndWkULiPzyl5+nXaqST0TpdFrUTnY5szBNMJzk6rUPGZuY5OmvfJlvfvMbiLtH1NoGly5dIDtewFIkfvkr/wGb62sMPJnacYN0Osv6nRuoWoAzjz3B/v4RqXAMq1ln72Cf1BfnOb14nmavwe/93u8jSSJf+PwLrN26iRYIABI+IEsCIODzgKn0k+hBjv4zrI8D58dNo1AoRDAUIlcYxfN8Wq0WlUqNSFhH1zQioRCh8HDO0RNAD0cIaGEEURxu/pjDzE4URRKxKAIe/ftrmQPDIhyJUyxVyOVyOJZJo1nDdXwqlQZ3N7bZ2S9SqtbZ3j1E07Thfrxtocg+AdlHDwQwjT6uD6IUwHB8HNsjGo9z48YNxsfHicfjCHgEAsOmhG3bOI5DPj+cwfQ87xPP9/79jSPLsrAGBp1Oh2q1iqrK5HK5IY2p3x8S0u+X36qqfjL36TgOjXaLkZER6q0m9+7dQ9N0esaAz37+CzRbLfb29ohEIoSCOgf7+3iujSQO6fi2bdPvG/R6PSTfIZZIDqn2vQ6265NKZ+n2DcLhKIXC2JClWq1i2ybhUJDdnW1GRkaYnimwsXWPXt9k6dQKG2u7w+MDRSYWS6BpOrVajcPDQ6YmJslmM3iOw2c/9yKPPXqOick829vbvPbam5yUOvzwB+8y6FvMLiwzt7zE7tZtDMPgg/ffxbQ88rlRZFGg13WQpSCiO+Ctt19jf/c2rWYD0+iyeucW2XwBPRzH83yGxY03bEz+TVzsn0I9CJ6fAn08ruR5HiPJLLdW79HtmZiGy9TkHPVShZF4DN9zKBUPSMcC6IJDp1RkUKuQjQWYzCeJh2RCik8kIKHhM54IMZGK4Bg9gprG2uYOCBLXr99kdmqc0XSSZqtKNKQRDutYvsxhpcXiygVOag3iqTShoMRkJsK5xTy/8Ogiz56dYiIRQBZsRHwERaPTG6BqwxGZWq1GUAsg+h72/V34aCxBp9NCkgSi0TCuayPLItL9s0wRgURieH554cIFZFmm0+lw+vQyiqJQGE2iBRUk2R8ayAkykZBOt9tlYmKCw+IJlgemZSPKEtPTs6yvr3P69BlC4TDLy8tD501FQdcCpMMBgrJMtd6gYzjs7BcpjARBFGg1qjz75KN4+NxZ2+SwWMFFZvXeOg8//gQDp080HiIgy8zPTvP6977D6p27lGtdhECMj67dxTBF1FiBa7f3uLV5RDBRIBAr0B849Hp9PnznLd74s++wcecOpuFwanaWJy6d44svfYFb69uYgw43r3/I5u4BsWQO2XdYWJzHbNTYu7eJ5ZhU6kUef/lLLD71PP/bf/+P+PJXvsTT5x/mH/6Xv8lXf+nzPH7hPO+vrjH/6JOIkjIMmL6HIAjYtvfjLskH4kHw/JmW5w0v4o/PPA3DQI9EkGUVRQ7Q7xvU602Wl5ep1auY5oDp6Sl822SikGUsl2VyNMdILEI+l2ZmeoJ8LkMqESeXTZNOxgnrKunU0GY2Go1TKVWYmZyi22ozkkzg+x6S6BOQh5R4H5HvvfIq27s77B8eMDk5ztTkGM898zhLkznG4jq5kTCSZyH69n1IRw/P84jH40jS0CSu2+0Cw9VSz/NQFOXP/YJkGUUZWgq79tB+uNFoALC2tkapVPqkiVUoFBgYPRRFQBCGHzKaNvRTEkWRw8ND9GCYtbU1UqkUrVaLUChELpdjbW2NRGJk+Du6TiabAsFDlYWh5xESoqxyVDxB12Rsz2VsvEDx5Gi4lRUMoSoazXYHVdP54ds/Il8okMykCUd0Vm/dJhGJcnRYJV+YpFprsLu/z97+FjdX7yIoAfqmx1tvv0+53qRUqXF8fMyFlXNcunCRaDiEgM7h/i7l0ga9XpXFUys06kWef+5J9vYPCKg6ni0QDuuookAqniAajfLoow9z++pVrIHF2XOnufLD99k+riKILq45QPI8zl16iKdfeAEfEAW4n36iKg/Cwk+iB6/Sz7A+LttFcXgGGIvF0EMxItEoAU1CD8lomk+zUSKuawQEn9rJAROTY3i+ydRkkvnpLBfPLZHLp/A8i+nxUWZnxsgmgsQTOksLk2RiMoVkkHBAxPJV3rh8hbXdI1bXt8nn89j4ODgkR6JYloMeTmAOZLpdi83dPXp9l+3NI+7uHnLxySeQgOnxMcayOYLBAH3LpDEYsLezQzCgEomEEEURz3doNuv0+32qpSqOaREKqEieQ0SRCYgeY/kUyXiI0UIKLSCQTCZJJkaQBJFOo0lID3Lx9HmSkSCJSAjB81Ekj9FMnGQ6xaBvI7gwMTXG2toGnq/w/Td+gOcLxGPR4RrjWI7d3V1q1cZws8ewUUUbXfFxfDBtm8NSm6ge5KhYIp3KMjc6wuLcON/4szcpnVTZ29pkYmYaVQshyyqICqlcgbs7R3i4SILIxvouwdAIW8UmputxXK1ieB6zp5bZ3Cni+WA4LoYoEIjH6BoWve4R588vsbfboFruk82HyYzOs71bQzTrvPrqn5IIS9iDLlPLZ9HjUbSgypUbqyRDOqLb5OILv8Sphyb44pe+gKvHmXroMUyrxzOPXUTVcwjc7xPdRwo+6Bn9ZHoQPH+G9RdncD/Bq4VDyIEAufwoWjDESalC34RytcLCwhzLpxdZnJ3Cs0wyyRTHx0UanR7xkEI+Fef4aI9Go8b88hKi7+O6DmdOL/Lc04+QjAdRAyLRaJh0tkAknuakVEUQBIJaCGvQZ3Z6jKmJPFpQptlsks6OMj2zgOW4XHrsKd66/B6XVk5RiGvEVZewohCQZEqVFpoeJVcYpVqto2iBP9+ekkSSyQSKLCIKEA8HGXTrzIwmqZ3sUz05ZkjGV1k5e5ryyTGu5xAKBZEFuHLlXcbHckSiQVRVRg9pdFp1EvEQU9Nj9DtdFDnMhVNzdJoVApLEYDBgJJNhcW6e1Vu3uXh+hV6/gyBAJiQRkn0cs4fpOGjRBLd3jjBNk3KlTqs3IByQuLu+xvnlOaq1Br4UAMdGkVWOj064c+cOtm3T63fAl3n/+l2EQADH6fI7v/23+E/+1hN89mKelVGdkFkhE3BZmMmxsjiJ3Wnxra9/g0RmjNHlJ2i4Gk9+5lGazX0mkxHubW1T7/Y5f3aFuekpoulRpHASNZpgYm6eUq3J6TMr2F6NavGAnc0Pef6l3+BescF4voAeCJGfP406MkXbsP7Gru9Pux4Ez0+Zjk/KRGMxFC1Iq9ViMDDpdvpkMilmZ6dRVZXV1VUmJiaoNVo4SOwfFIklRkCUOHfhItlsnrW1e1y4cIGgGmDQ73H3ziq6KhIJBQgoAod7+9TKFaKJOIO+SUQPkUknkQXoteq0220WFueYmpphZ++QRDqDL8lDtqZno4g+yUQUCR9R8NGDGmt311ldXUXTVBRJ+KSEFzwf0zTv8z8HeJ6DrgfxfRdd1whHdFzXxnNtrl+/Ti6TJaIHCWoq3U6LRy5dpD/oISIwGAww74NBWq0W7WadZ555Bl3XAY/RXJaVlTOsrq5ysLuLZVmk02na7Tajo3mCAYVMMk5AkVicn6NYLNLt9VADOplkkmAkSrFSJRhQOHv2LGavjabpFMsVgsEgtVqDWq3GyMgI+/v7LC8vI6kSkgyZdJyJiQzxiIzRGZBLpRnLj5BKhXn6mUdYOX8WPawzmk3y+ReeYO2jH/DdP3sNx5cRJYknn3mSne1tvvDFl1k4dYbNzU0CqkokmcbxIRZPMuib9PtdSqUigfAUkhogE89x5b1vc3p2ls3bN9AVCTWSYGzxAl4g9Dd9SX9q9WBU6WdYf3HG8+OOeyqdQZqeZfVGm3xhDMfxCCk+faPHe5d/yOTkIgdiGV9QWL27ihTQWNsp0uwMyUGxZJtyqY4W0FhdvYNtOzz77DOIisx3v/MKyazK/v4BAUlhYFqcHB2zvLg09Em3TOIhibnpMRAkTk5O+L3f/38IKDqFsRw/fPstJqem8PsdZFmm3h4QlAT8gEbLdJien8cYdImHg1SbHSRBoG8YeJ6Jic69rW3CukYykWTQadE3DaLRKM1mE88ckI4PR3vOr5xFlnxef/X7nDp1muLRMdFwlFanTkiPEY0miKkanuBhdZv4mFQrRaRkgs2dbVzX5bknH6FUKnJ8dEK/22BpYY7V29dptRokwnEmJ8Y5qrSIh3XOLi/SaHU53r6HEIxyY32PZx/7CvvFE178zJP8ySs/wvU9SofH5HI5+p0WWljDcRz29vaIJrOYx/u88OQT6EGFasfk7r19+p02hjkgFIly+ZuvMDs1TTI7SsmQ8KwO//l/9Q8pntRYWz/gh1evIgoeI+kZHnvqKV75zuvoosRHH7xPOpFADujsHRwRj4aJhXQq5SKSplE8aRKPNkmLs1x+4/c5+9BLXLt2nYdf+ByaohEKPBhK+mn1IHh+ypRKpdi51cL3fRKJJJVKBUnyMYw+mirT63bRNJ1Gq4mmh2n1+uihKOV6h65hc3h4iAycXV5gZWWFWq3CtWvXMAyDgKZQ7/SIRiPYjkwymWb/cI/t7W3C4TCu5zI6OkEul2J9YwtJFlhaWqZWqbO5s00gEKDb7XJqZorra1t4CEiCiOtYSJLC7u4ukgzj2UVcHxqtHpIkY5oGJ+0289NT9NsN2u02yUQCs99CVSWCweCwgRRQcJwgu7u7KDLkcjk8zyGRSHBvfx/Pg8FgQKfdo1jdY3JmikhYZ3tzC0GA/YMj8vlRALqdFqcXF5lfXuHyj96k3WyhqirT05O0ql1GRkYoNTqIokipeIKsaGQzaXbLbaKxOO+9+wGJbBpBEMjlchRLZTY2NnjvvQ/43AtPg9tnbm6OtbU1mq0e6ZE0pWKZYDCAg0AqIjO6uEzppEp3YLGytARiiDfeukoXhaODLURN4+KFczz+9IvcuvIOY9k4/W6N9c0NJqanULsqCUGg226TyWTodHrEIlF0xaN0dEBUTSBkXcLRGHpMIJZcwut3CCkyPgKCquHgPQgCP6UevG4/4/pX/WMsz2diagZNkei16pjmgHKnT69n0mr2GdgNgqJIvVwjlYiSiIU5Krcp1xqIbY2+7YDv0rLXaBoW/U6XcytnaBwckEllufTQODdv3uSJh0fZOzgkFpRo9Qw6vT4d2+PW+h6laovnHjtLMBjkytX3efbp57h8+TITowX0oEav0yEcDmO0ehiChyhJyLaJKMv0+n0OKnUU1yKXCFM8qeD4PoV4jPrJCbIssvzwObrNOq4hIQgSoUiUo4N9nFiEsVyGcumAVDJBJpdlY2uTz7/4Mh+u3qPa6KIFRUqlCpNTBZq1Y/xggFD8HKG0xK0rVzAtB9sXUAce9b7NN775/5IeGaFUKqHKKo5j0XUNWocHSK5JTION9V1CYZXTp5aYlRXqzTa3dktMGiYTYzMogsVXv/x5quVjPvPZF5B9k9tXtwiG42zuVYnrKkoogRYUcdwBv/TlL/HO229g45CcnCVq2/RLW7hSn3/w91+gcXKCpq3gBRWObr7N8d0rfOb556nVGrTbG4QFm2KzzEHVJJuPMjO3wgfvvQGeR7sGNzbXcC2T1ughhbFZBv0W33/lI0ayedKpEUQ1QGbmYXwBZFwenN79dPqxYBBBEMaB/wvIMvRp/9993/9dQRBGgD8Aphh6t3/V9/2GMHy3/y7wC0Af+HXf96/+VY/xAAzyb6eNG+/Ra1S4dvlNQkGNy+9+iG0MGB0dpW86HJ2UGBkZQVGUoT/P3j7p3CR9y+bO5j6WO7T2tWwDTVOJBDU0TWMkFqFdb5DPZwloIoI/xMndvLVBvdGiabj0ej3iUZ3ZQpparcpv/cav0a2XmRob49baNQKyQqVcxheDNFo9tvaKVBpNmgMX1xs2vdqDHmOZNLGQhnp/ZnOv3kZRFHzPYyKTZCQaJpsI0mr36PQGxONx4tEwktUmlUzQbDbJZPOowSDFkyqHlRa7RyXKjR6JkQy1WoP/6O+8zPbGKo89/DCDvsNJ9YRKpUKrUefv/tpXuXvrGvl8FsswCAV1PvjgAyZmprlx9QaSEsb1PLquxe5xC9MTOXN6iV6ni+O52I5PJBLmxtUrfO6ZxxA9iy9/6fM0ux3e+eEPSEQS3FnboGe6TIwnKaTCvPTc4+DZXL/2IS9/8YscleqsXXkLXZWpGzC3cIaD0glPPPECvW6bMyuzvP/D11BkkfGZBZpdFzlW4OaHbzM2NoZr+Fy//jYzo9O0+l0SiRhj+QzWoIsgCKzfvYUSyxHQZT73zK+wu79Do3EEoTiPf+k/Qw3HAQ/hQfD8S/rrBIM4wD/wfX8ZeAz4bUEQloH/Gnjd9/154PX7twFeAubvf/0m8L/+FM//gf4KBfQIkqqj6VF8ZJbOnmVgWty5u0av20YMBDksVVjb3MVwBWYWFlEEE6dXY2kqR0wD3+zch3jIGJaD6wuUKk1Mx6czsBgMTOrNJseHB6STcVLJGIoioWoBfEGiUm8TjSdYXbuHYRgUyyVSqRS25+IjMj05xlghjewP0CQXWQTTNPDcITzEsl2KJ1Vs1yVwnzHp3N9rHxrP+UxNTQEgSRJjhRymMSCZSlCvD7eMQqEQhULhEwM4VVVRVZXDw0Pa7TblcoV6cxiUHcfBFyQOD45JJtPs7u4iCyK7u/v0ewapVIZ0NkOlUiEcChJUFcZG82iqDJ5LQA9Sb7SQVYVUOovlOhwUS0SiCaKxBHOLixwcH/Hmm28jSEE8Qf3/2HvTIMnS6zzvufu9ue+ZlbXvXVW9TvfsC2ZGAwwBcAEJEnSQBElIsukI/5Aj/IOy/9gh2xFyWKIVphiSLDsombRBkRRILAQBcAYYYDB7z/TeXd3VtVdlVe575t2vf2RzDNFBCwQHEjmsJ+JGZNxcqjIj89zznfOd9yU/VmR2dpZY3ODixfMkUzF6vRbnzp3mu9/8Gkd33+P6Ro0b+w6OpbJ3+x2C+h7tg9u88qXPc/2VL1He3OXWW+8SdIdEkKlsHxCKxDg+rqCqKg9ffJhOp0MuW6TTNul2HbKFWWQ9xtPP/xTLZ86yeuoCf/h7v4nseshahIWVc2jhyINtnSeB8wflLyxJJwjCF4F/+uB4NgiCI0EQxoBXgiBYFgThXzy4/fkHj7/7p4/7817zJPP8i+BiWw6l/T2G7Spmv4/vDPn6l/6AWvkYTVV5b30bUZRpNIdYjk0kHmF+Ksva2hp4Lod7+zz77LP8s9/8LTqdDoJsUDoqI2lhHMdCV2XWVuaIhw0WZ2fwrT7HtQY375c4qrWQEBjLpCkUsmzfv8VHnrzEnVu3ObUwi6JILC4tUNrbZNDvIPke7YHNy5c36PRdJAEUI0S50iCZTKJpGgLgOy6uP3KX1DWZ8bE8g2aFfD6PpkhMjWWRRJ9ep0mxkGd1dRXbAdeHK9euc+veDp2hQ9v0sWyXaMRgcmKC48MSp09N8+ilM7z21nVCoRCtRhNV8ji/usJeucR4Nk2/3WJqssDW9gYRXWM4FChXa/T8gKOqxXq5wanFWdrtNpqm4QYSsgg4HpJvMzM9jj1ssTi/Sr1ep1Q6oFw+4tGHH2I8Z5COhBnLxNne2YRAZHNrg71Sg6XJPCFN4/pmlaefOc3KTBJDNUhm88QiAUq0gEfAcblOs9NHUqMMOiO9gMW5Nb785c+zOLuEiIVpmswuzLO1tcXyyinKRxVsz2duPEc0FmZzr8Tpx18kOrFIND0NATi+i3IifPzv8ENRkhcEYQa4ALwF5L8nIB4zWtYDjAP73/O0gwfn/tzgecJfDD8QKE7Nsnt3iNMb0G40sBwbXdcpHR5iqAqdTo+wYeC6LpFIhO1ShUZvSNxQUSWRV155heeffgzPhys31xEEgVp7iCAEJDNJBEFgfn6e7Y0NckkdxxqgqjKuZYMs0+l0MAwdRVHo9IbEUmkq1TrVapWbN2/y9JMPYVkCZqvDoGehSCKRSAhD1+gPhgS+RxAEVOt1DE3n9MIi93e2CYcMRBG8IEDVDfRQGNcZMlEcw7OHeJ6NrGokEik+/zu/RzqbR5JGcn3xeIx6b2RjnExFKR0eMRgMkUSFbreNNTTfV5eXpYDeYMj1m3coPvcMA8tkfnaaK++9iaVJqEqKcuWYMxcf5d7WZcLhMFvbu8xMT9IfmGiGgWMNkQWBdq9PuVrjiUceYuveLs12g3LlmKWFBRzXYnujQvbiOV597R2azSahUJjj5pCxfJp4LkezWefCYpS9jSpFTeGwuU/PvM0jj66QzEUJR+NkjAJWvYyCSnoiz9Vr1xDmJWLRBLoRRfBtisUJkuk47W4S33e4feNNOh2fUjZEfvoMHbvNU5k8RiqD54MY+CeB8y/B9515CoIQAb4N/I9BEHxBEIRWEASJ77m/GQRBUhCErwD/MAiC7z44/zLwq0EQXP4zr/efMVrWMzU1dXF3d/eDeUd/Y/CxOg2a9Rob19/l21//CqIQcG9jm0w+x+1bGyRTGcJxA9ty6Qw9SqUDZqbHSMSiZOLx0dajdIqj8jGBJNPvO3SHFtvbu0zNzFA6OOBznx03gskAACAASURBVP15Lr/zFtPT07z19mWOGz3K1QZ6OES/2+bhsytIWBTyOQ627oIkMpbLI/sDDEUgEUtyUDrCDJRR00oU2a50cYejuXY7kOgMhsSiYQRRptFoMjFepN2oc+bUJBFdBc9lopBElgKqtRaJRIKjUpnHn3oS3w946eVvE0sWWN/YodY16VmjC0k0FmZyfJy4Ds88cZG90iH3N3bRVY2Hzq1SO9pGklQ63ZGXUSKsgNXGshxELUq9O8D0VXoDi9u7RzQHLogC0+MFImqALEicXVuifFSiVmsxsFzC0RiaorKzdR/XdcmkUhyXS6wszqFiIgUexXwK1+mTTxocN0z6vSEvPn2ab37nPSYnJ/jJT30MVZW5c3cdq9shpKtE8vNIRhLX8vG1kaiL1a2zs30fQw4wNBkhEHnv8rucXl2gdLTPmbXTBJEsotVm+tzjvPHtP+HxT36OibWnkCUFRA9bkFD/Y3+V/4rx/Wae31fwFARBAb4CfD0Igl97cO795fjJsv0/HCOL21Gdyuw22dy4y/b6LTauv8vu1iZD26HdqZLPjTMxVsT3hnR7HXxPoNFsU5yaRRQl1m/f4bmnn0HRFAZWj2g0yrvXriNIkE5nabb6NBtt+r0eDz10nlKpRCQS4bU336U7tKlUW4RCOpbZZ6qQQlNlHr+wRL/fZ2VlmX6/SzqV4MaVdwkbGpLvUCo3SeXHeOPta/Q9mVZngOOB57vki9Ns7e6TyWTo9/sIQcCllSKrp5Zp1qvUj0p85Jmn2NjYwPUCHN9jde0sR+Vj9nb2qdQ7WJ5IudGhOzQJReJIskA0HOajzzyCFJi0Oj1s2+HGjRt85qc+RS4V597dLVbWVrGdAYfbt/EHNczuED2cIJLKcGPjgI4dYNqwU25w4849zp9eYWV+Eqfb5Pnnn+PW3bvc29jFiGfptjrs7O0hKSMtgMNyDV1SicciRDSBXCaFYw85uzzJ5u4OreaAQjLKyniIxz7yDDtbm4T8DmFD59xjT2NZDqGQzlFXIJQsMOg5iIGPaw2o7G8QCRmUj/ZJaBa5fIFQLEkgSExMTeKqCRRFojl0aFTK5Bcf4tQjH2PogqEAgYzrvq+DfMIDPrCG0YPu+f8B3PnTwPmALwG/9OD2LwFf/J7zvyiMeAxo//8FzhP+YoiiONqjJwhIskIskeL0mbM4zkhL07VMfMdm/dZNXMcimYiTTaewLXjkkScIAuj1euSLaXZ2d3njjTeIRCI0mjXmZ6fJJOK4jkUkEiKZipNOp6nVKiTiUZqNGvlshvQDIzXPG7lgHlXrxBMp7m9t4rour776KrKs8tbb7yGrGoEoIMsS5y+cptNuEVIEVGziYRnP7hPRFdrNOoHnUalUUBQFSVHY3t1nZ2cPTTWIxxMcHh5hmia+77O7u8dh6Zh2q8vQtHE8HwQBz/NQFAVN02i1WiMBaHFkZ9xrd7h58yZjY2Noeog76/cwwiECUSAajY4UnmIxwmEDTRE43N3C0FUsy2I46CEEEItE6Ha7TExMcPbsGbq9NrVag2giTrfXf1/A5Oi4SqvTRwvpuELAwLZoWyZ7lQpHzRZvXbnPe7eP8MUY7b5I14/QqNWYySfIZnL0LYdeZRffd7FMk2KxiCAIhMNhDvd3sc0e0bCObfZYXV1hen6ReDqHpBnUuwO+9tIr3LxxjXJtyHe/+GXi4yskYlH8QEZVZP40ZZJP+kU/MN9PweNJ4LPADUEQrj44998A/xD4XUEQ/g6wC3zmwX1fZbRN6T6jrUqf+0D/47/hjKTpIBBADYXJFSd47WvvYg36NKrHRAydS+eeYu/gCGtocm+jjO167B21eOfWHVLpHMViEVkUGTgmhYlxrl6/gSiKzEzPMT+3yhe++If4yCSTaYLAYzyewzSHzExOEot2KVg25eMmA9umM7BIRHX2S0dk4gaW2+TMqXnu3t0gFkswVkhx+85der0Bj+emKRQKLM3Msb+7gRv4bOwb7B01icYS9Pt9bD9AEgRkVWJx8Ry1doNUWqbe7dIzh/jWkBc++iLzi6coN9to4RiWUGPoBliOSc+0QJKg1yObzaJIEuvr6+TTEaYnp4klE5TLZba2tqiWqwytdXpWl3qtxlQqhu15SJKEZfYpjmVpOjqHLQfNFwmHFTK5PP1+m+7Aou/aDIYdwvEEd9Y3sFyJoWPjBB56OASI9Pt9RFmm0+8zmRyjVqsRi0dpOWCJClIoxH7pmJvlOltHNaLikE999FGWVs+ArmJ3Kgxsh2bfI12c46BU5sL5Nb7w+X/NmeVJhv0OjbpAq9lEViVkRUFToyzMLPK//O+/jRq4XHz4GcrbW5x/+kcfpEs+AfJIRSlwgZPU8wfh33vdCYLgu0EQCEEQnA2C4PyD46tBENSDIPhbQRAsBkHwQhAEjQePD4Ig+C+CIJgPguDMn611nvCXI/Bd/l9xeRHP8wiFQvi+SzQWRpEEdna3MDSNnd19vAB8ZBKZOFpY5/CozM5eiW7P4ujo6P05bEVRWF+/y/XrN4nH0jiOz9XrN/C8gDNnTrO6uoqmK6TSCQxDQxTFB5mnSr83JByK0Or28QKRrc1tFubmGQwGmKbN2pmzlKpNqs0OBwcHWJbF3HSRuCExXsiA56IqEoIQoEgi/UGX4XDIzl6JQd9kYNpU600QBQrZHK1Wi42NDRzH4ejoiMOjYyq1Oqbl4Aej7LzX62FZFrdvrzM5Ofm+d5KhagyHQ/b39/F9n+npKUKh0EjkeDAgGokjyzKTk5OY/QF7e/v4AqiKznA4RFVVbMej1+txVK3iIxIEAolEYmTeJjyQdZNkJARkQQQPopEo9XqbIJCIhJMclqt4uDQaFQbOEFtWsIQI+22BO+v32Nm8T3RsFkGPkSxOY6HSNH3kSBrbHFAsFpBFgUGvi6yIyAKEDYN0Mkbl+ABr0OMXPv4EP/PTP0Z/cMRAioI9JAg8fM8b7dgWBJBOxjN/UE5abX/N+F5nQ9/38Xw4ONhjYe0s7WYN0bVZv3GHau2ARrdHx7SYnJ2jcbTNWLaAa5bZ3d1maGUxjDCV7SPevnaPSCQ0Ml/Ta0xPz+LWG8QSSQJB5Mt/9BLZTApFGAVq17F44YUnuHX7Lu9dWycUfTAGKqvsHhwyP1Xkxu11REVGUSTefuN1Hj1/hm+9/ArpdJJIuMVQ93jn8m0+/XOfJBHTKNVsqkfHCKpOrW1iWgNa/SGLuRCn1z7GQemQ6+s7fOYnXuDu1h6yGubrL72KZuhMFOepttbBC3BcH1WVCBsC3XaHQiHHrfW7FFNRAgE2729y/sxZ8oU0g8GAWCRKKhFhdXGeN19/gzdubjJeSDCsdhGUCGdWp3nt3escVDp4voxlOziWzcFhmXqnjWc7RKMRzMGQdruNJEnIkoplDrE9F1mTGQ5NdD2EIowM8OqVfXLZFI5pctjoIwIF3eO9O/fJppNU+wLu/X1mF+6xeuEh2v0BcUkgEk6x19znsHqM1WsRhCLkcyk8NyCen2D93l2GgcEfvXyFav07PHJxlX6zzt//B/89j3/80yCFR+pc0veKzp2EgB+Uk4rHXzP+bINPFEVe/NFPkRmboDA+xeTUDIohEYnqFHNJDEVi/eYtpqencRwHWRG5dOkhLMuhXGsxsDwCVafWHbJzVOPuQYuXXn2b06dWSEYjHNfaXL5xl4N6h4ETEImGeOHZp4jrPp/46OM8dvEM/f6A+1uHdDsNzp4+g6qqOIGIJOu4lksuncFzhqydmmWmmGdvZ4fNgxpPPvdx7G6HKB0Mp8VjK0VWx6MsT2eYysZJxeI8/thTfP53voDtQDpdpNno0B0MuXr9GtF4DFUz2Ng7wPGg2uwQS6YIgHazxkPnTjE/XcDuN/EDm9LRLj/xqU/S6ba4du0Gb75xGUXw+cbXv0a5fEQyGSdbyHNQaRHIIQ4rDURVR4/EmJmeRBKhVDpGkGT6wyGaajC0HLqDAc12m1QmQyQWQ9M0DMNAlWSCIMAwDHyrj4HLRDpOPp5g2GwQkXxiqoSmyPQcH9ezaXT6fOvqPpt1n8O9Q176o6+wvbVPKJnHQ0D2uhzev4UmB3iyjOkENGptNm68SUwJmM7F+V//h1/lV3/lM6iSiKQaNG0IlAieeJJlfpCcBM+/ZnzvrLsoimiahqgarKyeZmpmlnqrDYKAoikInoOuiOTTSWzTwtBUJifGCBs6U1NTKIKIjIAqKkiBCL6AKCkkkllee+MtegOTXn+A7br4gUCj08MIxyhXa+xsb4LnEgvrhIyRd1C3N6DVahGPJbEsi1qtxubmNqIoEouGiIY1JsYLhMMBY8UMuiEzGJjk0mNcOLtMOqEyVYzy/DMXyGcjpJNJvvvd12m3u0iSNPJNGtjkcjmy2Qy97gDTtJAlBd/3MQwDwQ8wdJ0zp89z9+Y6zUqNlaVTmAOH5aUFbt+8RaNWJaQbfO6XfxlZkpibm0NVVYoTk4SiESYmp4jGYxiG8f5r4ns0Gg1s2yYWizG0HPrDAaZt4bkBqqETiAKm7WKaNq7rAj6GpiAGIjEjTC4RJx0Og2NRTOqMJTSiqk80pDCwRs6epmliiwqHtTbdTo+wbsAD3VPXsWg1ygS+TbNZp9FoMTBNyuUKISNCJJ7hwsNP8Oobb3P73ga+G2ANHYpj0wSuj3TirvGB8heeMPphcLJV6S+HaZrcvX4Z2Xf44u/934i+y+H+NpOZOL1ej3h2jGq9S7vdJpnLYLs+16/fA8Wg0+kwdLzR+KKkYllDPM9jfHwSz7YIGzKOK9Bqj7zeP/LkJWYnCrSax4zl82xt7vLurTsoRpjNrT1kUWBhIsPqwhTtdpNEKEIqGeHUqXEUUWTQ7ZOKaxweHtLu2KytTXDlvVtU6n2efPQilXqN+6U2icwE33rnLuOZJEPL5u79XeZnxpEcE9Mx6Q9MLF+mUm7iKwqeH2BZDqoskcskEfDJpyKENJmIoVKcnOD48JhUKoWmKczMTnH16lXmZmZRNJkbt2/xX/3q36d0VKVfO+Tq5beIhEOEYgk2dkq02xZ3do5oWVBvNsH3icbjuK6LpihIkoDvPvgcA4Fhr49tm0jiKPAtFkI8tFSg3W4SS6V58dknKB9s86VvXubG/SqmnKA96KEKo1pyMR3lxx+ZYWV5Dj2eIFOYp3JcQqfL+vo6mWSCbDJBvd3hqNGiN/RpmRL/6ovfZWJqgmg4zKXlWZLZMf7Br/9zRFlCEgS+p2B+wp/DBznbfsJfYYIgQNN1crkcw6HJ+Pg4sqJx5vQ5Wq0W7WaDiGHg2CbJRIx+t0PgOcxMT5PIptEiIXx8XCHAJUAWR9ltud6gb9uosjjydlcUut0+27v7IMiEwzFanT7JZIKZqQkca8D4xDTTs3PE4nEkSWJmalQqGE07hTjc2+X27Vtsb+wwPzNNRFfY2d+mMJmnUu3x1jtXEVAI6SEy6QKuYzMY9jDNAa7v0O/3H7ht+oSiEQCi0Si2bT/wP3LwAw9RCPADh0wqzkQxw8xMkYO9Ler1JkEQcPv2be7cucPkVJE7d+7Q6/VIplM0Wx38QODevXVW11aYnByn3agzPl6g2WzSbDZxHAdNM5BlGdcdpXKapmHbNoIkIjxYqvu+jygID7yZAi4+tMrF88tMFGP83b/908jBkJgh8ciFM5xbW6ZaqxOLxQgcm/CDBlan10dS9NH7EwOatQqKIjGwHVzHZ297D892yBfHMCQBTYQLp1co7R+gqSq56Sl+6Vd+BV8WQQxAOEk9P0hOqsV/zfnTZbwgC7iBx87mFtVKmVBIZ2xqnlC3wze/8zrPPPcxGq0m+/fuMz2X5ai8wdrSWeKqwGbgU2t0cAJwEVEUCc8xsXyHe7td8ukMQeARSRhsbN6n1ajxuV/4DINBD00W6PU7xMIaL791FXsYUJNFHjm/hK4qqJpA6XCffrvD/t4OqUyaRDrB9vYhl9++ytPPnsW3XB49N89ho89Ry2RmcRXwOT0/QalSw3V9xlJxsE06rs3i3DwDy0RWQhyWymRTYRxHIJdKENZlUjGFC2dPk4jGuHnzJslEmly2yOpShlt3rrNyaoFwJESn3eWTn/w4X/nGN/i5z/4iO/c3cPp98mMTpLM56pUyshqidFgl8B2eeuxRXnnzOp1mC9tzmZkKc2pukb3dXRQjzHGrg2sPkHyRRFhnvDDG2so0n/rks9x77230cIQf/8mf5at/8DXsQZXJ8SUStPjlF9c4P5/nn37xMsl8gd3DEm0pYKsS4rlwDNMW+IMvf5P7m/fIZqLsHFbp2HvEVImF+WnubN4h8CXCRohmr4GiCVy/doPf/M1/ydL5iwSCjBAAvntiUPQBchI8PyRoaphkKsvU3CyyBIeHR2y7Pts7e0xNL/NvvvzSaHP3+DjH764zOZ6j1x8yGI5qiJoR5ui4imUFSJKILKvYto0oirieh26EqTcbTE5O0et0+fX/7bcJazJ/7z//JQrpKsNBwLmlWXb3jxBVncHQI6LKRDWDMyurzJxaIhxRufHeVdZWl7l+7V1ymTieBVevXkMLp9k+qjO7EOE7r3yb06unMAKXfFjjuF9haXGGq9ev8cjFC7iuR/W4iqhEiekGtU6LQi5Pu91iLB/lsYureK5IvV7HdXx836c76COJPpOT4yMfKNmgWq/x7jtX+ezP/yL37m1gWz0MWSBwVS6/dZlGrcqZC5e48MgzvPna67x97e6DrT4ODz98iflCnKvrmwx8Bc+1EQOLuKGzdmqBxYkMLzz3OJ3GAYfbuzz28GNcvvYmpeNDVtcWEIUztMxjxueepdUqEcu4XJyN8e3rh8SMCGHJoW3CrTu7qHqIWq3GxESRUFhB0yMMA5k3r97lxrdvEkqkCdpVxvMJnj49h3RukWw2T6lcYwkR23JQVRlBOllofpCcfJofEmRFRQ+FKU6MEwqFSGdTDAcWiqKxd3CIomvkxops7+zj+QI7+8ccHFdAVOl2hvg+I7V2VUEW+HcOyx7S67bJpNLcv79Js91mYmqMybkpSqUS167exBy6PHZ6kY9cWqFdPWT38JhW30EURY6Pjx9MHcksLCzw3ntXUaTRntVBr4+mKbiOzeR4EdcesDI/g93rgNvH7FaZn8hgdutk4gYRVcDsNJidGsMddsmloqiCTzSkY/Z7PP7wIxyXygSeTzaTJx6PUyofYxhhJqYmiScTJJNJ7m1uUSnX2dnZ4c6dO/i+z/j4OKVSid3tHYbDPrFYDNd1GQx6VCrHLCzOUauWicViVMujv6HrOgg+ghAQD4U5uzDJpbUFHr50nlg8SnFqhmg0zPq9+8zNL5HJFxgOhyycWkONxEiPjTM+PcfM3Ck+8+MfZ6aYIaxrREIhNE0jmkzQG3To9KqYVp9qo063VaOQiFA5rpJMxDA7LSJhnfLxIQf377KysszP/NxnePyppwBGgVMQCIKTbvsHyUnD6EOC57iUS3tce/tlanub7GzvcW9jD9M0kTUZQdKoVGrUOiaeHzB0fBRRet/BUlVlQqEQquARjUapVquk02ls28YXwLVset0ulufT7nTQ9DCKLBKRHX755z+N75o4poUg2ly8dJ7/+X/6DbLZLLY74NFHLqF7A1QFMrkss4Up3nj9S8xMrPCVr3yFi49cYGf7AD2aJJsrMhz0aFSOeOyZp6gcHyIh0G53Oa7UiSUyKMrI0mPpzHn++Bt/wvLCPMhhJFnn+u11VteWScayDMwhxfFxas0WV69fY352hueff57XXn+V7Z0DimOT2L0q7V6PiekZlhfmeefNN/mRT7zI73/+t8nnc0zPzJMbn2bYN/n6d97h8s1NAklm9fQaZneIZfeQJY9Bv08mniSXCiMFHguzRWrHR9SrFYqTORLhBOcff4T9/T1mc2mO9+9QyM2ys/EuY8VpUlOnubuxzv5xl//2H/2fzEzlePT0FJNTs6RTCSqlEtVaneNqG0QBiYCDZp+79/Z44uwM4ZDIxYfWmCkUSCw/ygs//bP4fghREEHw8QJAEE9W7d8HJw2jv4HEYjF0XadQKJDJZIhFwiwvLlHM5VAVAVUZ/eiCIABRwEXAF0R8QaTR7gAiAj6JeBTfc5BEiEXDGJpCNBYmFo7gWiaSJNHrOqSSBR5+5DG8wKVvDkCJMDYxzaBT51Of+BjPPvEImbE8hUIBEYFENMbLL79MrzdEEATu3r1LoVCg1+sSNXSK+QyO1UXwLWJhFdsZkk3HSER10vEQ59aWCWkqE8UcmXSc6tE+F8+vodAjGVcQRZtEcqRJmkgkcBwH27bp9/uMjY2xvLzG5uYmyUQaWZbZ2tpEFiGeiJFOJ9nc3GZ5YQnXtZmdneHRhy+SSiXodDpYlkUqEWdiYpyV1WVu3LjGzsERh4eH/O1f+jkWZibI5bOcvvAI0WQKQ9NRRYGFiXFc12ZucWFUJjFNdvdKKJEIoWgOWVXY3jtC0LKMT04TuAOyyRC6rjPo1rlx/Q43b9zG9wQ8V6JW7bJVqrJfriKICuPjOUKqxGQhRTKmIwgC2fEphr44EpAReNC8EnG9k4bRB8lJzfNDgO8DsogaMji1dondO1dptW+QjIfotY+Jx+MMTY1za6vsH9dBVHj7yg2cYCSYAQK6rlNvNbFdi1K9xfLMJPFoGMPQWZyfJAgCZEXhrXevUq00aFQb7O1ucHi4QUJ/ika7Rat7H9ce8ImPPUmtWSUaCnNh5RT3bl5ndiJHtVpmZWGB/YMtZqaXCDyPbrOHa/cRYiqNZpPcRAqcOOfOPse7t68wmU8z8C0ymRiW7ZJQLaxhi7PnVpiYmqbX6eJ2m9wudclkoqNAn84zNTNO6XCT/e11IrEEhakixUKKRsdDU9OENB936BNLyORTOQaDIVdLu1gh0NQpxiemOS632dreJZFOsbu5xdzcHMp8gdvbB8iSRCweolPrkoil+ZEXPoqmypQrFeZmphjLppienkHE49ylx/j1f/JrnDk1ze7NaywtzNLr9Xlr/TazSyvMTSncvfxV1p76cf7k1X/Jx55/HNfqMD93ivub29zd2EA9c4Z2v0c4ESKrxzk+qjKTNxBzEjE9wgsffZFIIkGzVmZx9Ty6J76fGokPptK0k5rnB8rJsv1DgmkOqNcqNPe3+c3f+MfIsoxnDZAlAQSJoWuSSmXY3CkxGNrYnszmfhnXdfEFEAQJPxDQNQ3TNJkp5sB3ePbZxzi3dorBsM/W5l0K2QytZpN/+8WvoYfCIwsPs8eZ1TVKpSPi8TjFYoqf/akfZWdrAylwOSodoAU2Z08vUy6XCaw+1UabwcAkritImAiSQHFsFs8fEI2k2N7c4uLzz7G/vUU2laTXaRAxQpjdGj1HxXYFEtk0ptnHJYQbiBzt7RFPppBzM+huj3azSbfbQdZDzM4t0bFtpqdX8bwO1y/f5ujgNsnsDPmMwbDfwjDCeJ5Gtdlg89Y1OvUqCxN5NFXGcQcUlx5CjhV5+7073K+aIz3URILt7W0836GQyxKSQ6iKyYWHFokYIb72Ry/h+wM++eJHCZwOnjXAs4bEGKDrOkIozuxEga6vE5lYY+3Rj/C3nv4o2bCPIyUYy8bxXJdquYKkyGh6hOlimmqliSiahCM6g26fn/iZ/4R2v89YLs2TP/1fgiginJQ4fyBOlu1/gwiCAF3XScbiCIKAbduY/cFoTNL1iUTjyLLK5uYm0WgUQRBIZxKEQxqpZAxJCPA8B9MaMBgMsG2bSr1BvdVmOBxy48YNGo0GmiyRzSRZnJ9hdnacbDpCRJOo1xuEQiE0VcFxbKq11khJqdsnGgmRiEWZmZni9u2b9Dtt4vEoAhCNhDBCCkEQcGrtFM1mHd0YNTcisSj2cEAimURSNTQ9hOV4yKpKSB/NjodUGV2TEAWwum3CqsiwUyOqy1SP9wlrAoYCIVWk32swMIdEIhGOKxVS6QSyLFDMpJCx0BWfTqOKTIBidYmIJivTaaayGuGgS0hy6PbamL02CjbjY1k+/qM/RrnRwZF0ukOf/aMaw24LXZM4u7JCSNXxXY90Os3q6iqtVguAuYV5JEOjMDVBplgknIyTHMtS2n6X41KZH/vYMwieQeD52LZLo9EgEosyVhin2x8QCKPKpW2aLC/OE4tGSGWypDJZjo4r+AhwEjh/6Jws2z8MCAG2Y9LutNi4c4dTK2sclUooooATiGQK49zfq7B06hLvXb1COpMhmUmy5vmYjo2hijhegO0FiIpM4At0eybzi/O8/sbbnJqdotloMD1ZoHRUoVAo8MjZNYbdFl4goCgSx4ebPHpxDccR+OZ33uJaNMxkIUU+EycQREzHJp3JoWsKu9UjJvNjBFYXz++xtPQQjXaFpZUl2t0K0ytrFBbPEFgVBEHHiMZBMdBVhVatScIQQZZo1o+IhSNsb17l/MXHqZQcHLNLd+cKEU1j0GuTS6cx4gn6psd4IszOndcRLZ8oA+KChWId4vsO2VgMZ2ASjSiIEYe5RxeJhhQatSqJeAFFDRFeeoxIJMJ4McvvvnSZL33599HCCRp7u+TTScZSUSYn8ri2wz/69X+F4zgkojGSuSJHtQ6nTl/kYG+LselFZqbH2NnaZmlpkVZ5B12PUCxOUd1+m5/8yZ9E0ZN885WX2T08IpFIUG/1MWIptvYOUbUwj164yLf++HfZ29ohFjW4ffs2s4vLaJqBeDLD/h+Ek8zzQ4IkjTrn0WiUbrdHAOTGCvT7fV559VW6PYsrV28gKxqbm5sYhkGv28Ye9JmaGCcZj+LaNr1el3ania7rdDodXNfH0DTSiTTNdpd8cZxcYQJD0xGFgHq1TLvTJJmIoiki5rDHzMwMru1w/fpNFF0jYCSo0e/3UTUDIxxH0xT6vRaRqEE2m8UwDCKRGMlUhr7p4gkSkiAiyBKBIKKoOr2hjahEkFSNVCoB3mhnQC4ZxbMHaKpMs1YmE1UpFAqk4gksyyIe4VbsiwAAIABJREFUj6MoCv6gi92tYLWauP0apxdmmRpLk88kiIYNVldW8AObfCFNNB5B0lT0WAxPUVE0HUnTaTQahEM6s7PTJOMReq0GugKJqMZHn32CqYU5Xn/nCvd3yjQ6Fhs7B7z2+ttUGg0uv3uVRCpHuVJn8/4uiqjRa/cQfQFdVtBCYzQr98kWZ1haW0aLGNQaLRqNBu3uqKFXHJ9ke/+I7Z19YrEYmmZwanGJ8tExrXqN+dkZAP4KVOM+9JwEzw8BAiKCqBJLZjDiSSamp9A0nXv37tPp9slk8xxXW9TaQ66sb3LY6PPSt94mEs/gCyqqbhAIAuMTeQrpLKfmFwjJLs6gRaPVotUdYroezz33HMe729y/dYWwLjAzNc7YWJ58Jku7b5EvzvLss88zmQvRauzziU9+lGqlRTyqoooG2alFtNgYueIC6WyS/PQ0Y4uXqPYcJqfP4koK8dwMHi4IHo5eJJYtIsg6ihYjEksi6jKiEkJQo0RTOeRQiPTkEgNrQCwZQk/ECUQB3/GJxEMYYZ1Ws4eAyWDQIKwrJOIB6dw4WjpLvTPAiMVpmRaWp5LMpfDVGEpqATGxSGbuUWKFeWwljusFlA/32d/e4tzaaX76Ez+CpoqEwlHmFk6xsbnN1776bRptk3pnwK17O0hGnGx+ln/2L/4v4pkis3PLbG1tMT4xj+VaCKqMXlhAxCAel1g+/zT1bpnFpSXmZ5aJxNNkCrM0uhaeL5MIhTB0hYNyiScfP8PsRJLi7DIf/cjjGH6Pw64PBIh4/7G/lh96TpbtHwKCIEAUAnRZQhRl3r5yj+2dTRq16ihzbFq0TZNBo4Egj2bUHa/FxubeyLrjxr33fc9zhSz3trf4zE99CkmAdCLK3tYm6+s3efrx05w9cwpN03jztVfIpeJsbd4nFEkQMcJUjmq0m2081+bpJy6xs3mLj3/iU2zev83c6XP0eh2s7jHTK2v0DjeJ5qYxkuN07DKWFscTVVxRJhB8hv02odg4nV6LeCTKoO8iKwqqEGANhgwHPdRwko4p4jkug6GFF0ikJ1dRw0msVhU9nCYaVjg+OCIUtJElmW7XG22ncsHzITu1wt7OTRLxDJHsJEEsiTjmoYXjCLJCIpWl4DqIvoOvprn4kU9jDtpsV46J6zrH7QH/+rd+BwmBy+9epzGwEWWFZCqDqhkPapAKlmjwh3/8Lb7z2uv8p7/wM6xvbxKORjje28U2LcaWFxHLDr7kkh/P4hsxZpbmePk7byLICo5ls3F/nbPLixRiAhPjY6iaz8TsJLY3wLQlepbLp37i0wSCgO/5iNLJrs4fJifB80OAgMDR/i6tZoOvf/3rvHPlKo16Hc+2RlJmzS5Dx0WWR+rmmqZh2S5aOEZ/OMQ0zQcTKENkxWBuboXXXnuHTrNBKh5haiLL2NgY9+/dZXFhijt37nDq1CqHu1vEI1E2NyscBRJPPXaabDrDwe49jkpVLl28QL/fpTg2RbneYGJihnppC8ex6Jk9fNFHcywCWcQVJTxkZC2KaZqYto/+oOthOR6irCBLAq7dZzjs47ouds9DVgwE12TQ6wMQDqXQtQi23MNyBfRwiGQqi2CB2esSjaVQjDARQWcwMHHlKEZynFAiQ3JsHhIpRAfUcJRAEJGNCEowMknzAgMED1XRSQci8YjBI48/zpe/9DWCIMAJQBQkYvE4uweHDAY9popjbO7sMjs9ztA00bIxas0Bk7kiB4dVdtffYnlxhptXfJKZPJoukMwMCMViRGMpsE3cYZexTIKwItBrlVmZHycdDTG3VKTV7TJslhibmCcUjoE/+sxO6p4/fE6C54eA4cCkenTE5Xfe4vqVq3Q7HVRJZmy2iGmatLoDcskYlmmiIFM+rmI6DoquIcgC+XyWIAgIh0L02g127t/Ftob4vk+lVmF+fpp2u0u7rlCJaBQKRQZDj4X5FW7fvEuz2cQLJH73336VS5ceYvHUaSKaz0Fpn6N6mVOzq+xt3CCTn0EMp+g0e5SO2kjKADE2ge/J9IY+6WSRg9IR+UwOXzLodPuY5gA/KiELAgECXdPFdwU0OUS91SYSldH1BHe2rjA9O48lO4QEF1dO0a5USKZ1RD2HEEmRn9AJQinCqTxaKI6hSghqiEivQSY7jijHEVQBEXmk2C+IiAIQeLiChOi7IGqIkSw5IwuSS6d3D1XV2T3YR44YyL7D9v4BsqKRy0XodPtEdJnjUoliLstrl2+wtbNPSAwYSyaxgNdu3URy2pS7PrFwiPn5P+Izv/BZFCnLuQsPEXguntVjYWYK0R8yNT1Nv9Wg0rYYnznF+NgU7eGAvhbCl1UCQPL9ExGQHzInwfNDQCC47G3vILjQGfYxDA3Hcdjb30fWVAamR73VRg9HME0bXxBQDRVDDb0vn2aZJq5j4Yke0VCYTDpBt9dG1jWuXb9NNpMgoknk8hkMtcfW1k22ZZ218+e5u3eIbYu0+hZXbtzmycc+y/H2bRRJZG3tMVqdNqsPv8g3/uQlZudmWFqaozi/SqvVQFND+Mjcfe81Ljz5I9Rbffb29gjHogTdJgfHVRLJJPnxcRRF4b31EkuTOeqNOs1GDaXZIZkosHts0/HqGCGbRKJBKJFDEQN6+/vkZlZZXHsBSdPR9dFhGMZIe1PWyaemEEXxfUtn4c9ukBSk0Q/leyxQkMD1BWYWljlz4SJ/8tJLmI6NJEmEwwaDbo/OoPugHKKTSmQ4ODgiEYuhaDHGC3E2NzcoTk7gOwFdU8L0RXqtIcV+im6lx8C16NpQLlcpH5Ro9fo8dHqVZrNJsTjJe9du8+6Vezz/sReIJjPMnP8IoqQR+DacbIj/oXMSPD8E3Lt7h9//N7/L8fEx3V4fWZYJ6wZDRWJg2sBI93Jg2ciyzNAcjVg6jgOAZQ0RAE1T0GQNz3QZ2n0Cy6dvDtmqlDkuq0hun2REphUPs7y8TCKeo95o8+ijj3J4UOHuXhlVVWnXa7iuSyKZxScYde1bHSQxANei22mRSiaxzQHtdpfsWBHTdhgMTTTN4LBZp9/vEpHgYGeTbidJKBTCCQJ2tvdZGM9jWx4CMoPeEMdvIqkKnucBAd1uB9sXKBRyGLEE0WRuZOwW1kelC0kiEEDRVBxfQBTF/2/A/D6QRAlN00il07iu+0AIeWTJLIoihmEQBCPrknanjh42cAWPcqPCeD6B5Qn0+kNKpQrhkE6j3UVUDC7fvMf88j2MVJ5hv4uuKvR6PRLREJIkYboBB0c1JC3EeCHNN176Jp/93N8lGk/gBT6SKHLSC/7hcxI8PwTk0xmOSgeEQiEOKxbpWAjTNEnE4ohCn6HZxrQGKIpGtztE00N4eO+r7Xieg2OP/NDHxqO45pCILGIYKY7KTXKF05imSSQzRntoUygUaTSHtNtHTExPcelihJCxxfp+mXQiSTGX5ljwGJuYYXNnj06nSzqmM5bWSYYltMClUaswMT7FF77yNV742It4gk7ftLBtE9GziBthgsAhpvt4rUPWr/SJ5SZRFYVGvYXog6Fq2MM20USUqYk8uqrhBT6hiIESijB79jGK86dIFqbRJBkH6f0tXb7vI4jS++LPP0jwFIB0NstjTz5BOBbln/zjX3u/8RbSdCzLotfrUav1R66bvs1wEJDL5fjyy2+SjMcYOHX6XRvXDeiYHo45oCnCb/zWF/g7P/dpXHNAKKyzevoMYUPn1bfeZXl5mWvXb5IrFIiEwpw5c5rc9CJGPE0giA8cU0WUk7LnD5WTy9OHgHw+Ty6X4XBvl1g0TLlcpdPpsL+/j+2Y6LpGNBolFAoRjUYJh8NIkoSiKNi2jWUPsazRqOHRcZWtvQMWTy2TzKQJRQyq5TL1apWDwxLvvXeLb3/3dY5KFYxwlHary82bN1lcmEWVBObnpqg1WuSLU3jIICuMT0wC4LsesViEdquF74HteciiSKNcpdfpI/genXYDz7ZGNTsgpCtkkwmGvS66LJBJhhBEH1mBTr9LIIJj9onoCulEiHQ8Qj6bYWF5jbGpOaKpAqoeIZDE9zNMQRCQZfn92z9I4PxTJEVmamaaiYmJUfnDsh7oBYwk/nRdJxZNY5s2EjLD/oDJ8WkESWRgmQwHFpqm4wUCyXiYkCrjI+MGMqZpYw771CtVHM/HtD1K5Sq1jsn2QYW94zp92+Pw6IhMdgxRUhABUTgZzfwPwb83eAqCMCkIwrcEQbgtCMItQRD+3oPz/50gCIeCIFx9cHzie57zXwuCcF8QhLuCILz4w3wDJ4Dl+UzPFJmayoHVHS0hbQ9FUaiWKwR4yLKEIAZomoamacz8P+y9d5Qc133n+7mVOufpmZ4cMAAGgQQIggAJJpEURSqQkizLkm05yLLlt7Z37SN7z9pe289x/fyentOTrLXk9dreI68kS7aVSFmUzCAGAEwAEYiMyblzqq503x89gzAYkiBBkCDYn3MKqL5V1X1v9dS3f/f+fvd3B4ZwXAvHbS5olk6nqdUqGF6ILWu3kA5HiaiC60bW0JPy4cekUqnQPTBMKJqm3vB45OEnqFbrJJMJJsdPsbE3RSyoEWrr5uRElvHJWap1F18ggmk28DAwXR0PjZOnx5mZXWR2coKTL+6nODtBeX6S7PQpQoaCY9bJTk1jOYJCtUFvXyeKW6UtFEJVNRxpkKtLGkoQCz/JTB++aDu9m29iaMc9GO19RNq6ULUgUjaXbFaXQneW0/DBKuObrwZPIoFYKsnNt97SDLL3PAzDaB72PDRNw2rU6WiLcON1a7j7li3Y2XHW9qVZP9hJJOIjEg1iOx5xw2Ftm45mVxBCcOTkGH39g3iKytR8DgJR1GgHU9kCgVSK+WKBiZlZGo0GthTNdnoSgddaceMN4GK67Q7wq1LK54QQEeBZIcRDS8f+TEr56XNPFkJsBD4KbAK6gO8JIdZJKVtRu5cJXcDjjzxFrVpi46YREv7ToGrE0t2oPh9TM3PEwxGkFMwsLHJy9ATzcz4apiQUCVI2G5imia6ojAykuGakm0xMMJDpwXFdtm96J0ePnuTY0WmyEyeY8SSCIYYGepgYPYY/6Kc908nt7/sRgqEoX/rq10klkkxOTnDbrTexmMvT3TfEkUPHKVUdpGly5PBBnEYNHYtSbo6Iz09p6kWiikUu12B04hiZtgSO4md2sULJLpKIh0lEBE4jgukK8lWXdG8f/kiGWAJ8uk4g2kf34Hr0RP8ZJ1AzauesM2hZRC9JOAG5NIXc5wvgqDr3feRHmF9YoFAuEQiHqJbKDA8O0d8ew+8TRAI6rmtz0hsjFg9y/NQE+GMsZKfZPhhiuDNCW1ucvkN+6p5gfGyeqYUClmVyamKchiI5OTdDanGBWCyGFAJUl5q00YORprXZ/KflL3oDeMVbLKWckVI+t7RfBl4Eul/mkvcDX5JSNqSUp4ETwI7Xo7ItVmdhPovu99FoWIyeHicQiTGfLTA7v8Du3XsJ+v0MD/WyacMQd991C7fdcgOKNPGcGrVqkVJhkXqtQjjox3E9HnviSTq7+th2/Q1EIxHC4Sjd3d187GMfpr09STwSplQqkc3msR0PRfNRrVkEgiHGxiaYnp1nYnKaubk5ZqfGKecXmRobRREeRw8fxrSb1lk2myUcDCBdu7lmeaGM5UHDcvDrGh6SXKFENp9jenaefKFC2fQQRhDbU6mYNpbtMTE1i6f5UINxQsl21GDyjHBeqkC+HM3Y2KYVqygK27dvJx6Ps5ypzLIs5ubmWMjlMS2Hcq3K7Owsd975DsLhKEMDA9Tzi7T5NTb2Zbhh6xDvuvN63nfvTn70R+5mbX+MgKHjuBIUHduSKK5E9Wv4Ajp+3cCuOLzrzvejaefbQVdCtrSrnVflMBJCDADXAXuAm4FfEkL8JPAMTes0T1NYd59z2SSriK0Q4pPAJwH6+vpeQ9VbLNPZ10/FtHEQFCoVjo2O0d7ejulI7nn3u9nz5A/YvnmQ6enTBINB1nWnyNxzK/lqjWKhTDAUw/MkR4+cZHJ2AdGo871HnsLYLbn/nneyODfPNRs38cijDxGLaISCAY6dnmF6Yppf+9VfRg+EMYJh/vGfvk4uV+D0xDQh3yKF3Dxr+zIc2D/Fzu3bmJyYY2Fxhny5TKVaR1cg6tMo5nNIx2WxVqdhOfS0t5GIBVF1j0RYEPVnmJlbpJwrgC4oW3Nkc3nWDPVh1WqUKjaucg2RzrWsvf7G5rz4Fffo3K7664XneWfCmxRFYXBwkOHhYU6OnqZQKBAIh1A0lfH5LFWzyo/cfzddmTb+9etfI6AplMwcP/bBO7Gred63a4RcfgZNBnjX7bdTbtTZ/+w0L44foFKxGOhbj21WWZ8OE9I1dKfI9l1bODo6yY9+7EMX1Ody/mi0aHLRxr0QIgx8DfgVKWUJ+BywBtgKzAD/76v5YCnl56WU26WU29Pp9Ku5tMUKPNdd8po3R0Zi0QTBQJhcLse+554jGYtSKdbwaQGEVFicz6I6Ho1Kjp5MAs0zyc9NINwaQrr09vYSjsV5173vpVypUqpWeeA732Xt2nVsHFmP39BwPY90ppOZ2UU0X5jjJyfJ5ouYloPnSorFPKqqsJjLUzMdTk8vML1QpFR3KBaL4Fr0draTXZgnHPQjBNTrdcrlKtVqc83zaFClMxmhLepnsKuNrvYYAVUhqENbLEBbNEhXR4K2eIiOjk4ymW4QctXY8MshJstC5S7df0VRuP3226nUqoSjEQCCwWBz7HlhgUKhwKFDh9h1081s27qBD334fUSTYTZt20pDD9A5MEysrYua7aD5fdx1z70IXHyqSi0/h1ucY8uaDLdd28GNmzvo6YjwjjtvJNSWPFOfZYvT81qDnpebi0qGLITQgW8B/yal/NNVjg8A35JSbhZC/AaAlPKPl479G/C7UsqnXur9W8mQLxWPnRvXUS+XCIdD+A0fiVQSy3GpVCrEIkF6e3qQrkO9WiIeixAN+rhu22Z8usH0+ASlSpnRySlG50tg2SQTMVAk6WiINcP9lMtl0skU+XwRy3HoX3cNuq4zPjZJxdY4cnIMxzYplSpMjo1jm0UChkpfOo6iNVPjea6gsDjPhqE2tq4fQPFs/JpCrlTBCPiplE08JM7SwmqhgEYiEsAyawQiUTxULMdCMeL4IyGMUJjFhTI9wxu4476PY8QSOJho0o8UZ/+uL6cVtmzRLv9vlkp86MM/zLFjx9AUFRVBRzTE2jV9TE+c4B233oLtueCZpFNRdt1yE/lslqThItQajgmdvWkqjQLpjl2MLpr8zm/+JumAh+6U2LGll7WbtiC1IP6urYTahxjcvANFXB7r+u3IxSZDfsVuu2h+G/8DePFc4RRCdEopZ5ZefhA4uLT/DeAfhRB/StNhtBbY+yrr3+LV4LlkF+bpSDfXV0/FAzRqBTo6O4mHfNTMBk8+9wyxSIgPvOtd2PUK45PH2fPEY+RyBZA6tudyzTXXUKmfwrJdGrUq1cIiseE1fOmBPWTa2pgdf5L333cP1XoRUzMY2riFOz/4s1hANB5h4vQUf/Xnf8Lo0f0Yhh8UsMwaiVgUtV4gEvSx8bohEkEFz3FxXRdNFUi7wWy5Rqajmcy3YEoK0wXSoSA7r+3BdW1iqTS5xTxOQyEZNVCAcslieMM1bL77xzHiCQA0/DRzAb8xIrLSa6/7DO68852cOHYSny+A4VOw7TLDw0PMz8/z0OPPcGJ8ius29PH+997L6LHjtMX87Duwn03XXoNbLSFLBhHDTz57kN70Dv7bb/02+x/7Av3JDF3bP0K+YWAEwnQOXkM4ncETEri0kKsWr56LGfO8GfgJ4IAQYt9S2W8CPyqE2ApIYBT4eQAp5SEhxFeAwzQ99b/Y8rRfZkQz2Yffp7NhZANuo45QNArlMoZhkEjEGJ+Zw7Yk07NZirk5ejIZKpUcluMRiQRQHI+x8UkW58ZRNR83bNuK6vaBonFypohllojH41RtuOve++gcHqEz00MwksSWzVCoNUN9rBse5lu2TSiawNBUbK9BtlghFfYjhEck4KdeL1Kp1AgFw6BomJ5GKhnBs+r4FBfdqdMW0MkV8ywshnBcm2jFpGo2qJVK9PZ1UizX0WNxom2dBINB4PwxvzcLVdO4/fbb+evPfAafHqQ7004ykOHazRvZu/tJAoZGKh5i29bNRMN+tly7nkpxget37kJTdApmgXqjQDzWhUuCmoS64jEwtJmIzwJNpTPejlR9zagBVUW20sa/KbyieEopH2f1pP4PvMw1fwT80SXUq8WrQShs2byBRnERv1vGF49TLBYJ+nUisTjHT40S8vmwGjYHXzzM+rUD5Bdn6Opsoz0epmHanDhxgobwGG4PIHSdzoROKVfkmm1bsKRKoVQmM7CRn/vUbxBJtOF4Lqqi4klo5mryaJQK7Ht2D4lkmmzZxFAENR2EZxPQVG7Zvo356Qk0T1A1TSpVk/3HqtRtjy3rehkZ6CAR0rhhgw/HcTids3AqNTypYNZtzFqVaMSgVskTjrcx8o576F5/PcbSNMg3WzgBpKrR29vLUF8HhgK3b9tAOBbl7//+b+nu6mDDhg288MJz3HrLjXSk23hy79NsvXYTk+NZKrkxRoaGsR0X1wlgelliyV10R5NMl8ZI9fQzu5AjrVUxcfCnNUCl5Vd/c2hNz7wKcB2HRCyKL+anI+lncqGIbdvU6hb1RnP+uuNYDA71snFkkLHjh7hp63rmJsep1Wrgwdr+DiIhH9FICAeV6ZkJ2pMJxicnCMZiBJPtfOSnPkEk0YblNed1e4ByznI5lUoZ0zTxhyPUsyXCyTiVUp6IX8MwDKrFHFa9RCrZjmnVSSbjFOp1pJTkixUkGdLpdkKGg2M16FVVrKBG1ZSEgzrS9uHaDmooiuKP0t49hBGIAleWd1lVBTtv2I5tlunMtJErFHn3u99DNl9kZnaOtetHOHb8NHv2PM173nUnpUoFXffRmemnVCkgpIkWMtBDnUjbRFMiGH6dcq1IMtGJaVmEUzFCkQQIpWV3vkm0xPMqQNW05tRAu4Hj+YlF4vgbNg27SN1yqZRN8qUG1YOHuH4ozO3bhnA8m/s/eD/VUpnjx46RiIbo6mrj5Mkp2nsGyNUOUpc+gslufu4n/yOhSALH05GAsfS0ep4HQoJQAYVUdz/t3f08+N2HMfw+aqU8yUgAvw4D3R0kwgYDmRGKhRLDA8PYVo31XWuoVS2eOzxBaW6SiEhghBUisSjoOkZKI1duYEqH9kw34ViS5Lob6B7ZSrBtgNU6RW+m40QiUVWV97zvPg7tf5a5hVky7d189gv/wMRsns7OTmr1Mrrn4TNUfJpKpj2BXc3T39vG4kye++67n8XFBTxRQ7WqqIEw8d5raBQn0eJppN1ADaXBF2wuOy1tUPU3pb1vZ1rieTUgFQrlCsmwn7m5LDYKngeVSgWh6JiWZOuaFBs3jjCwph9FeKQSMcYO7MNQS6xv76CMRamm0JGOMjc3wQd+6j/hi2dI963F0JoPprYcA7SkSyu7ycV8jj1PP08yESUd1gnpgmRKo5AtMzjYj66UUfQwxcVJZvJlEBbv2D5CvVQhuK2drnSS/MI8HfEBTKtGTyTKmGWghBLo1QbRcIDAwHrWbrkXPRpDigYSHbEi4u7NtEIVJLFUks7+fr7/8MNorsq3v/MQLhrtnX1U6lXMaoMN/W34fdDb00EykcCvDVGvTZLp6+HvP/8X3HvX7eTqBYKpNThGACOUojh+Gmks4OpJfFoz9ZwiFKTSEs43gzd/kKjFJSM9D6Gp5AsFOru6iYUCeJ4FQrBYyFMtL7Ltui2Ucjk0abOmrxOrkkOPppG+dgr1LI4p0HSJa8SIpPro7l9DV8/AGeG8GGKRKNdffx2lUomergyxWAzPVYgEoywuFKjXbQ4dfpHJbImphRI1S8VqOERjYbq6ugkEQgSCYWzLRQoFS/cRCEWxGnWkVycUChBNdqD7g1fsX+5yOrp8sUylUmHf/gP4gs10gLqqoCow2N/D0NAAu3btolQq4XkeDzzwbXwCDFXS0dHJQqFCzRYYmo6QHoY/iGL4mJmbIxKLEgyGEYrSWuntTaRleV4FCFUh3Z7h4PN7KdY7KJdKeJ5C3vSounDrrTfwgyf24No1etoUjh/YzTUja0h1DKEZMYrZKhEjRrh/hLU3vR9QQY82HRGehItd0kGR3HjTDqZPHSKTCJNfXKBYqJJpS2PV6lSFQ6YnTd2qUau4nDoxRuOaASy7wuDgIFaljKb5sTyBLxDC9PlJ6VE01yXQPkjHwBZiIzvBryMFgHrFjfepqo7nwbVbtlPI5vmVbz2ILxRGN3zUyjnSqRi5hUm8wRRT0xMszDoYusr77nsXRw/uZceO7aDoVGoNtHAAs7SI7ffQo1FSPWvxeQ38wQiqzwcoINxmQpAr7Ua8DWiJ51VCNBpDUTSQCvW6RPUHMK0qpVKDes2i7kEylqBaM9mycSOqIhl9cS/+kJ+e7kHmczOMDO/EVcMoqn7WoBGrh1qsiqpz3/338+2v/iNz8wuY9Rq242F7FoGAwfBQN6rmEVPqTC02qEQ0FuZniCWi1OtVQsEAht+PLxBE8xsYhoFs1FCERygziJbsRw/Gl4SzuWpoc3zzMtzQ14jrSlRVgNDoGxiivbOLxWwWn2GQToaJhn1cu2kXd9x2M4MDPRx4/mnWDPUxPztDz9AI2VKNEydOMNTXg17RKLR1kOqPYklwhUoimcbxQNWMpbartNztbw4t8bwakHDqxEkSiRQTEzMohkG2lKecnaG3q5P9h44x2B6iLRbgxm0bCfs1aqbJztvvZX5ujBIh1r/jJ/F3bwDpIgDPc1EUFU+Ii14KxxGg+oKsHxnh+OEDKEaAqUULZ6HAXTdsIB7wEw4Hcf2Q6ZJIz8KneBiBKLlcFjURxx8w0AwNzWdQLEo0kcMXaad98DbC7X0IxQdTTdkkAAAgAElEQVTSBakghXLFWV2K4uF4oAmVweE1bLr2Gg48s5vOtiSbNwyTSMWJJ5Ps3fMM2YVF3EaDf/7aN+jrybDp2s2sW7+W/T94nHKlweSpk0yPnmL77few/u6tuLpgZm6c9t4NIHSkkAiurB+PtxMt8bwqcDh+/CRd7W2gq1TyJcrlMnogxEKxjiEgFFDwKQ5C0am4Cppb59jBf8fx93HHz/w2eiiAh0QRTalcTtv2atYQUwGpqvyHT/0WvZku2tvSZPMF1g1kqFehbI6yMOORSscRikbDcoilk1QrJajVkfEEgWgc9CDFSgWjLQ0lD1cquF4Dide0goV6xiK+0oRDCLUZeSkAVeMP/p8/Zf9T3yc7PcrkiSP0dHewe8+zbN68kXKxxLrBYWLhALrm8sKzL1DLFbA8DyXkZ8PmLZRnxihmFzDLWQp1j3jQwB9J0PTVNdPPXWG34G3DFTrs3uJVISV+vx8hRHMlSw+KhebiY9L1qFZKrBnoZ9fNN5LL5aiVKyiqDyPcxvabbkcPBpbe6NKTSSiKQiyRoK2jnYXsIuFwGNtxcCWgKCiqSjAUodFoEAqFsG2HYCDCYqHE9OwcqmagqBD0+VClRNd1wuEwgUDgFT/7SmBlmJTP52PTps0U8kXWjqwnmUzS2dnJ1NQM+/fv539/+R/JF8uMjk3zwgsH+e5D32N+cQFd85HNZsl0dxGJhAgHfRiaihGKXVExrW9nWuJ5NSBUKpUKlmVTKlexPZWRzdfieQ65hSl+9Rc+jk8TFPM5/IZBKh6nZKnER95JdM0OpGgOm0n30sVTSollWZweG+Wfv/l1HMdhPleg5PoIp3voWjNE1ZFoRgjXFUxNLnL06ASpnjWk2rtxXRerWsV1LBanxqjWTPL5IvVy8S0hGst1XE64o2kasUwPsXQH1ZrJE48/RUdHmvZ0hrvveRdbrt+B6aqcGC/RkDr9azcysmkLDdumblpMzM8zNz/F5OG9tKdiNPTUBZ/Ryt355tASz6uBJcuzXC7T19dHJBIhl8vRnm5DEbBu7RCzMxM8+/ReiqU8M1MT+KJJOoe2oEXbcQHpne2qX1pVJL6AH1SVd95zD+VyGU33cWx0FtNVqdRsguEkDduhXK1RyJfwENgORCIhPNfGc21q5RLZ+QXqDQdN07DrFRyrcen36g3gXOtTSglCY2h4Paqqs337djzHxdBV9u59hhcOH+PJPfvY89xBZnJFFnNl9ux9jlS6g1gsRjgWJxyNUc4tUp6dQFF9Zz7nrfBjcjXTEs+rAUVQrZlEYlFm5+eJh/wkwn5Ghge5+aYbMBs1tm/ZxK6bdqJI0HDxRzpI9V6DJwKoeEspzS79YRSKguM4uJ4LAqpWlaH165ktuLx4qoAjYjhqCH8ohpSCto4koWiIhZlx7FoJu1bCZ+iEQiEWFwvowTgIDdEooDRKr8PNuvycawkKIXBQWLdhM44HExMThCNBqrUi69dtZv/+CSZmK8yXq4xPZ/nuo4/z0Y/9JFPT82QynXR29SKMCAODPbhWmUjUuMDSbInom0NLPK8GZDMhcqFQIJlMcGr0NJ5Q2b//AD2dGT796b/i6UMnOLj/NFLV0IJJbLsISnOMUqA0HTCX+BCKpW15bXQAT1N5+AeP8MKpMfZNmTz2zEkq1RqVqolEQUGQiITo7mmnWskRCujYdgPbk+y6cSfFepWS0+Cpf/lrnvv235+NylnacV37kup8OVg580rDwwjHiHf2MbxxM4XZCaLBKA8/9iQLpsl0roSq+ejt7uKaTSNYjTpCN7C0OL0Da1H9UQ4feIZ6fgylMg9C4ELzHrjgvg5j1S1ePS3xvEro7u5ujq/FYsTjMcrlEpFIhFrVJB6PMr+YI18sYvj8FEsVIrH4G1IvgcCyLK67bhv5YomjJ09jNupEomEsy0LXdQqlIq7jUKnUyOfz5PNFsvMLmFaDSqVGJN5BPNVOPTeDsKtI2Vx8zXWs12Wo4XLjORKEQjrdjm05tLVnyBbKOJ6H4zhnss0LPIYG+vH5DDo6OnAsk6NHjxP0+RkYGKDRMLEbtfO9660n+E2jdeuvErLZLEIIarUaimoTjflJt3UwNT5FT28HH//EJ0i2d+KPpbCkyvz8/BtSL4/mrJuv/us3aIgAphplMV9DaD56hwZoeA7+UBDpeqian/nFEkiVcqlGxbVIKhbFmXm0WCeBgOAbn/ktBM7S+yq8Ff6EpaIiUegeWIMRipPq6mf30/s4fOQEIX8AIW18iscv/fxPce2mdSwuztNoNKjVKhw7MsZ3H/wO9XqdaCxMdupIM87Vg+b6wh5vhXtwNdK661cJgUDgTHdRV3VU0UwD1z/QS0dHJ4cPH0ZRdRZyOTSf/w212JqfpfC1r3+b9p4hChWPdFcfjlRRNR3bcSmXqwRCYULRBGbDxTD8NEyb0tw4bmmemfksU4UaXqNMbvwEqvTeMtO6l3vxtuvhSA8UjVy+iOd56Bo06iV27diCgkM8HsVsONTqJqdOjTI9O0dboo1KucZiNo9tVkF4NKe1y+b+m9u8ty2t+34VkFtYOBMiZNs2AV8bAgOfT+Lzw/TEPHt37yYei2DbdnNJ3KmJN6RuEgk4IDyMWIS/+dJXmalH+acHn8L1JYjE23FsCEbCFGoW43NZRmfnMKUkN5slEEtTbNQJGJJoOEYk08Oz//a/OPb4N/EUrbks7xWOWIqZb9RNIpEI1WoVpM3QQDftiQDvuWsnd918LT7dYGx0klA8gz+S5tl9RymZNidHT1NpuGjBOLVSGZzGkuUpABdx5d+Cq5KWeF4F+A0fPl0QCweJxWJMzowyPjlOqWKj+RN89/EnGe5fhxQeniMpV0tI198MUWLZO+xdlhUXtaYLCVCas5UUwf/9N39DWW3jL/7mO1TsKG1dPYQiSaSnEA5GGezvx3MsAlGdSEcnyViItngUIVzq9Tyzi1kOP/sk5WPPouFgLbdBOuA6V95Ub6+5Ho0hVE4dPERnJs4tt+8iFfVzy5YRuhMJTFvh+f0vkEomeeKxRzlxfJT5kkOuahLrW4OnR2hLdeIoHrg2CBeBgmurON4V1+K3BS3xvApwXZdsNovZsPH5fPT399PW1oYQgieffJLt268n09NHIBKlWjOJRqPkcrkzX37Ty668YSEvHiq//yefJpzp4eE9LyB9SYQRwFV0VH+IucUS8/kKZq1GIZenVqtRrVZREQhH0p7uJBKLs3fvY4y++DSaXO7CKqBoyCvQ+ezRXIa4WC5x5MhRNo5sIJFI0N3dTTAYpFqt4vcFmZ2d5cYbd7Jj5zY8aVGtlNi2ZSvHjx3jsccea05kOCcyQlXVZiKSFm84LfG8CvjiF78Iqo9Sucbi4iKlYh6foTWdQlJimw327DvI0y8codaAmZkcjt3AbtQRS2Eunue9ceLpCrRYmi987VucKBr87l/+M2PzRaTqw5MKiuGns2cNsWAYu2FSzhWw6yaVYhHqJcKxMEbQR8wvOfD4t5g89FQzIQcKrgCFKyx8SbooriScbqN3aBjHhlgkwMd/+mP4AgaVWhnPtti1axcIlXw+y4MPfJ373n0rv/yLP48mXAZ7+ogGQriWpDA3CbhNC1u05ra/WbQSg1wFnDx5GgcN226gqhqlYo50Os3NN9+MrqsYqsfc7CSu1aC/vxfXMfEbKgtTY3QPrkEKBU9R3rBfUk3xaEYnKvzTA9/lS//jczz8L5/nXTddi99Q8LkFUokAJ0+P0tXVheM41OtVwtEkAb9HMTdJMt1FrVinu72XQ099D0XT6Vl/LTYGqnJlhS9JzUOTKgiNm++6my997i/xafMo0sIVLv1r+hk7Mcq+ffsIhwKsWbOB3v4BdFXhqd0/YH52io/88E+we88zqH6dnuEtuLUyIpBEiGasq9pahuMNp2V5XgUYhkG5VAVFpdFooKsaiqIwOjrKxMQE1XIF4TYY6O0Gz8VpOISjUcrFAucmA3mj5ki7XnOdcQUBCnz0Z3+epw/PMFu00UMpjEAQVdeIxGLouo6u66iGTr1RY3I6iyoUhGchlGai5lQiwuzEacoLM+ii6dW+smgmD/CQGKEwu5/ai3Qd6vU6qXQSv99Po9EgFo8gBTzxxFN877vf47sPfhdVVbnjjrt4/IndjI5Ps2fvs0xNjtFo1JECbNd5S8S6Xo28ongKIfxCiL1CiP1CiENCiN9bKh8UQuwRQpwQQnxZCGEslfuWXp9YOj5weZvQon+wD086WK7H+GwWvxZgfnaOmlnlxSPHmJ6ZY3Iuz+mpWY4ce5F8fpGFmWns/BRIgfAkmue+Yfndmg9704mEABSFh/bu4x++/TSf/9qTlEWShbKDFohgeR4OkqGhIQzDj6r4qZerjI9OUDWrLMyeRo/F0W2TI7u/j5UbRVE1cJvz9V1Ycox5uK5EYuN6JuCAB9JzlhxNFnB58goLNDy85vrqUmdgsBtF9bNuZAO7H3+cxfkZImEfhmGgGWHmszUULUymu4tN6zYyv1CmbEssoTExX+HogQNMHn8O6ZroqgbeFTZM8TbhYizPBnCnlHILsBW4VwhxI/AnwJ9JKYeBPPCJpfM/AeSXyv9s6bwWl5HBwUEEKrVajWg0ij/gI5NpZ6Cvl3gswvCaQQQehewiI+vXs2HDBkKRKI7nNZfYUMQbmhhTSnnBlmprIxiNMZ8vs5groxoBBgaGcKVA1w1OnDiB4ziUy2V8PoNwOEg4HCYSS2DWq7ieha4JDh96oRk7rjogJIqUqBKE44IqcNFA8QNaM5GyogECVA3XdS9Le1dGMSi6Tr3W4NixE+zcuRMhBENDQyzM53nooYfYt/9ZZmcnkcJj3wsHKBaLHDrwPD947PvcctM2dEOlXq+iqUZT7a+wYYq3C6845imbfbnK0kt9aZPAncCPLZX/PfC7wOeA9y/tA3wV+IwQQshW3qzLxvbtO3AcB6nB5OQkg5ktZHOzzM8YtMUCTE+eYmSgm3q9Timfx7HqJNvasdw6TbtMRzoerqKcXSHzNXCxX/Fq5wlV8u97n+HIoSP8wkffw/vesZ18rkh/bwfZxTkaNQvXsxkYHGRmcZ5keyeWZRFrTzKXmyPS1oPZqGA2ykwe3kPX5h3N3wUE06eOMz12CilL9PaOEI6lCbdnMFWJgQChIlleHfT1n7EjFAWBt+TggYVskReef57hNf1cs3Etk+MTVEt1Uh1d3P+B9zKwZoDFuUWe3vMcparDzPwEH7jvvfT2dTI+Psra9WsQQuJVqiihCKan4G8NwL3hXJTDSAihAs8Cw8BngZNAQUrpLJ0yCXQv7XcDEwBSSkcIUQRSwOKK9/wk8EmAvr6+S2vF25xEWxtC1dB0lXg0xMTkFDfeuBVhFenp6mJiYoLUQA8z05P4fTqpRBxdkZTnZshNjpPsHkZozeWKVxO2N+J3z3UVLM9jeOMIDz31PJ/+o99jMnuMa68fIFexMDSH4ydPc2Iiy6aNw9RqNQwXsguLBHyQX5xBFQqZzhQLR59mdO/3mZ6dwXEsBvvbmZ8Zp2F6zIQexVN0sp7BJ37tvwIBbIemgGoKQi51r1dwKZEILqBJD082V88MxFL0DWl0dWdIJZLEIjESyTY0HcYmJ/jM5/6WYqFKuq2LVCpAIhnn0PEJjo5OccMN1/PAvz3Krp1bGX/xCQY278AIJF5z3Vq8di5KPKWULrBVCBEH/gUYudQPllJ+Hvg8wPbt21tW6SUgPQ/LsogEI7iuSySSIJctMDKQ5vSJk/T19XHi1CgKHmpSxbZMFGmTMDoQtgl2A3QdRVWQb0DA9eoCLfCpSnOhzlCIX//DP+YPfuGjzGULCC1AsbCARMN0IZur0NPdgZBQKeQJhHXSyU58hka1VCI3V6RazGGbFo4n2ffCMUrlAsFADL00zfBQH41KiWe//VW23vJu9Fga211avE0sz4p65TqvxmoiK4QAzzszTVMKhZnZeTyrRlBziEajRKNxDh87zuNPPk2lalEzTVLtEUZGNvLoo48yOTlJvV7nwYceR6NObm6cT3wizdiLz9O/7XZagTNvPK/qjkspC0KIh4GbgLgQQluyPnuAqaXTpoBeYFIIoQExIPs61rnFCoTSDMBWXIHr2CAapNoSBIIh+ge6cZ0anu1Rq+bJ+SQzcy66P8KJh3cjv/xVEpEIG4cHue2DH6HvmttoNCS64SEcgcTAE87Zz1oSh5ezxJbHMZfPWy3/5IVl4HkOy8ODQmj8+l/+E7/4kXu4YfNa5ucKFKse1brLo08fInF8nLtv247iWsxOFpgbn0UIwcTUHKrmQ2oKOCZmo0b/0AhPHzjCcyf38kN33EOmUiRiV9m/+yGefuQBNt74Dm77wEeouXGCqspqaU1XZm9/Vcc9D0cq4DYTO/es3cj3vv8IpWIUt+bQP9BDzZ5ibmKK669ZS6a3k/ZMD5/57N/w4ONPgNfg3lvvQjo2mzf2sGGwB13TOHb4NF/56p/yu3/wf9Gz8x5cFQxA4CBZSjXY4rJxMd729JLFiRAiANwNvAg8DPzw0mk/BXx9af8bS69ZOv7vrfHOy8xSJnnPczBUjfZknFgowPj4OOOTs9QdsKwCXd1pbE9iuwp7nz7E3EIJVfdz8sQkp06O8+/f/Bp4Dj5Dx3XdpVk7L/WR5zt8PM877/UyK8ullLiui+d5522u6563OY6Dbmjcec/72HfkBP1r1uO4AlSDSrnGzPQs46MTzM3NoQcg1ZnA8uqkMjHCqQi2aRKNhFCQpFMxfvZnPs6ObVs4dvwEgUgCqRpEQkH6+3s58NzTfON/f5GAoeNajfPqdTFtPPd+LCOEOLOpqorrumdCigKBAKZpki9XOD01xemJCWZm5ti0dSN9a9ZQNQVP7t5P3dbQ3Th+JcnifI4jh45QLZfIFnLML87SO9iJVGw+87m/QlNsfADSxbabMbQtLi/ilXRNCHEtTYdQMzUOfEVK+ftCiCHgS0ASeB74mJSyIYTwA/8LuA7IAR+VUp56uc/Yvn27fOaZZy65MW9bJNyycxfzU1O0twX5oTu24Pf7mZiaZW4hz/hsDtO0CIYiRKM++jqiDPWEyecloajK9773DIN93fyXX/kxTtcj3HrHByASB9fBsTWEemHc5Ll/N+damSuPnZu04uXW3PGkc541K6XE9lxCgSCaqvBLP/0T5OdmcT2VerWAdOtsHGgnZChE4xFSiWa8pNAM9j63n4FMmPb2NEIIYqkUmh6iUK7x8J5TPL9vDx//wC1Y5RLhRISejj6OT2T5xB9+jorloAvlTHteysJetp4vZixULi1kZ9v2mWsihg9/wM/NN17P+sF++hNxoimVwy+e5ujJGQ4cPMzA2kGuWZdi08Z1zE0uoioaxeICG4ZHGOzvAhWEEuCvPvdl/vtXvkKssxeEjqKAJ0Fwvpi3uDiEEM9KKbe/0nkX421/gaYQriw/BexYpdwEPnyR9WzxGlkpQDfeuIPvfOubBHwGlaWQpUjITzq9ho5MmtMLOZ578TTTBxf4oTt2sLYtQDrcwLEc/vD3foEvf/0BKkRQqlPkZ04T9l+L4zQwFPVMqM1qovhKVpiiKKuK5soyyYVhQrZlUvUEruvymb/7IhOnT3LbzlvoyrQT8PuQgRR6JMDk7Am6ezrQVUkoIHnHzdcwP1vk1MQclZqJbZ+gra2NdCyOIyW5kspU3iTgqZTmq/i0LJGwHzyLRsMF5fwfg3P3zxNUqVxwrDloez5CNBNCa5qG53nN+ehCoGkGp06PM3l6jE1Dvfz4B+9FXasQ0eG979iMzw+Tp+YpzszhU8DnD1CvKLQnbOrlUUKRMGbd5Xf+649jNqokVHVpPSoHPIFcpS4r29PitdMaZX4LslJ4HMfhuuuu48FvfgPHajA5s4BuBFCES0dbjEQ0QLojTDaXZ3x0jpm5HNX+JLqmEQ610TArvPvd9/DlLz/Ah+67nvzCHJEhgdBUPMdZDrI57zPPFc9z/1953rnCe+65K7u/EveCMl1RaFRLqKrK4uICvUNrueuuu3n88cdIJGKMzyxSs2L4/Sn2HR6jqyOFa5ZIp1MgNKbnClQbFn6/n4SrMTY2zux0jXK5zuz8At2pdirlCiesCSLJdpyGiWer2IpzgVguW4znlS+tan+eeEpxQdmyYFqWhaIoaJrGxk0jzM/lqJZrdA/1kenOMDk7g2WbQAO/TwPHoy3lI5kOEwgnmJyaw/LqVGo2uVwB21mgVq8zvViht+ARCPiIdAzioSBUlXMzpKzsHbS4dFrieRVgGAY//tM/weGD+3j+iSfQtQCL2SKq6lJ88QSdHWks14dZc9EDYQ6emuLOXddSK86TGvSTzdaxpc2hoye4685bKVYOMrzjLmwrBKKIlGfHz1ZaoeeK3bnB4CuFcHkMEZqG3fL44ZmxVe/sWKjjOGeOO45z5n0mTo3yqd/8z3zw5If4//78Lzg6OseJsQUsp4HfZ6DKU3S3J0knGjhCgutH0f04jsNCvkgsGKBQmsHC4gcH5ljTaRLxBajZHrcODDC/WMR0AcdGVVWEECiK0lznaWns8tx9qYgzCaiXz8XjguEHIQSu07TCHVeCdLn7ne/mC3/9ebq62pidnSWVjHPbzvVUS0W6B2/h5IsHeWTvQT71cx/h2KEx/udf/R19w0OoQuP4xLPEIgHWd0gGOkZ45tkn6IrGOPpvX2D4XZ8gke5HqoFV83ye+71djPOvxUvTGlV+i7GaA6ZhOSDgwx/9CJWaSaFSo1K3yBeKlKs16vU6XR1JejJp/H4/UkqCfh3Tcjg5Okk0GsXQBblSiS//8/f45oOP4QqJJ2xcxzvPibP8v23bZ7bl147jnLcti+FKB9HK8xzHwbQaZ7Z6w8S0GtRqtTPp6MrlMqVSifHxcUZGRvjt3/0/m0tVmHVUxdecAik1ZuYKTC8UyeZrLOQqLOZrVBsS1Yhgen7GJ+bRND/lUp1c0cR0Ye2GDWzbsZNcLketUqXRaNBoNLAs68y2Wp3PvScrt+XvCTjzI3HuNcPDw7iejW02QEoqxRKqKkgmokyNnWZqYgzTkZw4PcG+/c/y4fvfyY+87w429bUxO53HqrsMDa4nHA1x3/33Mj4xTTie5tALT6MYPoS8sDfQ4vWlZXm+RVit27XcndQNBdd12HrDDnbcsoup8VNIXxCBSigUoFAoEfFPEvYJpIBAKEi9XCARi6D7fThmkZ5YhC1btrDn8d381Mc+TLVape6A7li4QnnZepxbl5V1Xjk1UcrzQ9CX3+dcC+6MACHPbK70cKWH41g8ufsJ6rUa//FT/4liLs+Tjz9FLp9H16Oohk6uYeOTajPo3/NYqNaYK8/gqD5uuOV2NEUlEg0Rjsfo6+sjk8mQr5powSqhELhCPa+tK+t/dnVMecYSPdO2FU6zld56z/OoVqvc/Z538sC1D/JjP/whDEUlEg5TzOZIBVWSAei/9Sa+8vtfYD6/letu2MjmdZ0UCiXWdyd4RARIRNo4fHiajlSMW0au59+f/CZHTi1y53t3AR6KVJrjnxfp1Grx6mmJ51uIc8Xo3H3XsZrL0ToOn/7sZ3jvHXeSzZcJKAoSg03rhti8dTN7j3+TdKodzW2Qqyms728j6AfhOAys38KDv/Ln/Pc/+RR4KuW5Cp7ho27n0fzhM93S5e4snB0PXBYTTdMuqO+qr92zVtmZNnBWZJa77bjeBd13VRWYpnme9/p9738vqt50xriyWR9tSdSW6+a6Lg6gC4Gh6ZhmDc3Q8dCxLIugz9+c2+41MzUtt3O1bZnlui+Xr3y9vL/c9uXufiAQoFDIgRD89f/8OxZmZ3lh336eeGIvt964me7eHnKLWW7deQMHD7/IB+/dyULJZKHgIvQgt92ynmKlwR1338LM2BTPPn2U/+Nnf4Zvf/v7xAwfbq2AGmhDei3hvJy0xPMtwkpP9blxh65lY7nNpBkz45Pcdtst7H5iN17DoVqziLR18OieA5wcm6VWrZMM+xmdzXLjTdtoD2vEYyGeODCKJQKMZW1UIUnVa+jSJqhwRkiaWcvV80TpXFFZTSzPFY+zVqtyQZkqzr7Wdb1Z7p79oVgeG7VtG58vgJQSX3A5iXPzOuFJhNIUSoGyZOUKpKKiKjo+xcW2wPZUNH8Y6VqoQhIO+AHQNN95lvVKR9G567FLKc9ZwuSsRbqaRb5SdHVdJ5lMYpomgUCzLffc/35+7aPvQRhBJuYW0V2bNT3tHDg8T9206O3sw7HzhMIqBoLjp+fQfTZCtxgeHCSgw5Zrh6lVHcq5eULdyVaS5MtMSzzfIlzw4J4rTK4HjofPCFDIl9h5482sH9nE3r17yeVyPLLnMJZ0WbN5Mxt9vjMW0j89cohMJkMmkyEQCPC3X/xH4sk2NE0jHo9gGAY+nw9lKVvIueJwbn1W46WcSPDKsZ8rPfCrve8rXvsSZYHQy1Z71a76S82S0pXzQ5WadT7/HISAVYR12fNuWRZSNrNKpbp6UJQgmldFC8foTkseXqwwn/WIBycxCw060z2kN0Y5/OIJ4uEE7dd3cGp8lFpFZce2LTz40JMYHS9we+cQrtDPE/+VEQMtLo2WeL7FOLc7uPxABwIB/P6m9ZRMJhEj6xBCcO/99+M4DrVaDU3T0HX9TNyloigouobjNMNyfD5fM5ymcXYq5rJIL4vnKz14q8V8rhR94DxnxnI7VjtvNXfHamK8mlCee39eauzylXglkVltPFFy/nf0Uu+z8sfFrNcZWLeWXKmMrpqkwiFSiTC5UonDR4/Qn1lHqj2BqkMsHGKwvw9X8VOrFOjt6Wdm/DTTMxNkenpJZroA/czSKi/XI2jx2mmJ51uMVQXsnGdD1bQzc7MV6aF6HsF4HAVx3jpFyw+tz3+2C+0tdZnPvO2yhauePeflWE0Az6vmcpl3oditfs3L/3m+nFW6msg2E32ez2r389z3WaKIp7UAAAcOSURBVO3H6sx53ioCpKxipa6YUCClxPWsM84xIQT5fJ6b77yX7/zzl7huQz/xaAgaDZKJDHVLEIomqFVNev0pQsJHJBjhH/71cX7xh29Fi2SwMwoTM/OUhMqG7TdSbDj4FHkm1Gq1NrQE9NJoiefVgFgRt7f0fKhSoCrakhPkrLgtW3rL44jLzg4hBIqmnnVGCYFgRWD4KlMwV63SKoJ0puwiA+RercV47jGVC4V5Zfxlk9UE9cKkpi/bnlV4OWtTSolP6mfGcs+Ec7k6mzbfxOjUUdypMlPHj2FbCrNzFR5/+jQ9mX4Yr3Pg4BEefPQJbF+IwvwUifQ6nn3mBXzhIH/8F3/O3MI8Pp+PYCR+wZhrSzBfP1rieRVwgaAsi+ny9LxVnBhwvnd8eX/leKqiKKtOz3ypscGX4rU8tC8nQKvxUmK5mtCdHQO8UMlXlp1rsa0WAP9y9X2peqpKM1mIpjUz2CuKQizdQSgUYXRhhkK5wKKls/3mmzEbNY5OjzFbVAiPw2JB0LdhO8lknIhhowUy/Nwvv4N1mzbhj0ZpSyRRJBc49Vrd9deXlnheBaz2QLzWh2S1buxqzqGV8Zvw6gX1tfB6C/SbgRACT0qEojWtfVXH8AmGR6IAjGy7IJXE6/a5LV4/WuLZ4jXRehAvjddisba4smiJZ4vXxKVYu6tZrVc7r2fvoMWVQUs8W7zhvFKM6DIXE050pdESxLcPLfFsccXSEqIWVzKtrEotWrRo8RpoiWeLFi1avAZa4tmiRYsWr4GWeLZo0aLFa6Alni1atGjxGmiJZ4sWLVq8Bl5RPIUQfiHEXiHEfiHEISHE7y2V/50Q4rQQYt/StnWpXAgh/lIIcUII8YIQYtvlbkSLFi1avNFcTJxnA7hTSlkRQujA40KIB5eO/Wcp5VdXnP9uYO3SthP43NL/LVq0aHHV8IqWp2xSWXqpL20vN/Xj/cA/LF23G4gLITovvaotWrRoceVwUTOMRDPB4bPAMPBZKeUeIcR/AP5ICPE7wPeBX5dSNoBuYOKcyyeXymZWvOcngU8uvawIIbLA4qU05i1KG612v51otfvKp/9iTroo8ZRSusBWIUQc+BchxGbgN4BZwAA+D/wX4PcvtnZSys8vXQeAEOIZKeX2/7+9swmt6oji+O+v4heCqIgEIkRRKFlYhSKGdlEEIYgUFy4qBUUCIriwIBRDoftu/Fi4ULAfi6JWFJRQEGtc21INGozRCG7EGlrULgpFy+lizotXURuvzwxv3vnBIzNn5obzvy85787HmTfZ60shdLcXobsc3mi13cweAZeAXjO770Pzf4BvgbXe7R6wtHJZp9uCIAiKYTKr7Yv9iRNJc4ANwM3GPKbS6Q2bgWG/5BywzVfd1wGPzez+S351EARByzKZYXsH8L3Pe04DfjSzAUmDkhYDAoaAXd7/J2AjMAb8DeyYpC9H/79LkYTu9iJ0F4Ja8czEIAiC3ESGURAEQQ2yB09JvZJGPSNpX25/momkbySNSxqu2BZKuiDptv9c4PZiMrMkLZV0SdINz0rb4/aitb8mG2+ZpMuu76SkmW6f5fUxb+/K6f/bImm6pKuSBrxetO6swdPnUQ+TspK6ga2SunP61GS+A3pfsO0DLprZSnx/rNurmVk7SZlZrcpTYK+ZdQPrgN3+vpauvZGN9z6wGuj1RdOvgQNmtgJ4CPR5/z7godsPeL9WZg8wUqmXrbvxPd05XkAPcL5S7wf6c/r0DjR2AcOV+ijQ4eUOYNTLR4CtL+vX6i/gLGmXRttoB+YCV0ipyX8AM9w+8TcPnAd6vDzD+ym37zX1dpI+ENcDA6SF5KJ15x62vyobqWSW2LOtW78DS7xc5L3wIdka4DJtoN2HrkPAOHABuAM8MrOn3qWqbUK3tz8GFk2tx03jIPAF0Phq1EUUrjt38GxrLH30FrvdQdI84DTwuZn9VW0rVbuZ/Wtmq0lPYmuB9zK79M6RtAkYN7PfcvsyleQOnu2YjfSgkmDQQXpCgcLuhZ/AdRr4wczOuLkttMNz2Xg9pMNxGnuqq9omdHv7fODPKXa1GXwIfCLpLnCCNHQ/ROG6cwfPX4GVvio3E/iUlKFUMueA7V7eTpoPbNiLyMzyrLNjwIiZ7a80Fa39Fdl4I6QgusW7vai7cT+2AIP+RN5SmFm/mXWaWRfpf3jQzD6jcN3ZJ11J2Ui3SHNDX+b2p8najpNOk3pCmvPpI83tXARuAz8DC72vSDsP7gDXgQ9y+/8Wuj8iDcmvkbLPhvx9Llo7sAq46rqHga/cvhz4hZR1dwqY5fbZXh/z9uW5NTThHnwMDLSD7sgwCoIgqEHuYXsQBEFLEsEzCIKgBhE8gyAIahDBMwiCoAYRPIMgCGoQwTMIgqAGETyDIAhqEMEzCIKgBv8BA4vS5svKjjwAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "CwoEnarCj7RB"
},
"source": [
"def bordered_resize(img, scale, center=None, border_size=None, border_color=None):\n",
" if center == None:\n",
" center = (int(img.shape[1]), int(img.shape[0]))\n",
" if border_size == None:\n",
" border_size = (img.shape[1], img.shape[0])\n",
" if border_color == None:\n",
" border_color=(255, 255, 255)\n",
" M = cv2.getRotationMatrix2D(center, 0, scale)\n",
" return cv2.warpAffine(img, M, border_size, borderValue=border_color)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "USx5Why2j7RC",
"outputId": "3eb70b2a-cca8-4142-959a-534b2ab70774"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"width, height = int(cat.shape[1]*0.3), int(cat.shape[0]*0.3)\n",
"resized_cat = cv2.resize(cat, \n",
" (width, height), \n",
" interpolation = cv2.INTER_AREA,)\n",
"plt.imshow(cat)\n",
"plt.figure(figsize = (1.5, 1.5))\n",
"plt.imshow(resized_cat)\n",
"print(resized_cat.shape)\n",
"\n",
"cv2.imwrite(\"data/images/small_cat.jpg\", resized_cat)"
],
"execution_count": null,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(105, 141, 3)\n"
]
},
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 108x108 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zF645dohj7RD"
},
"source": [
"def resize(image, width=None, height=None, inter=cv2.INTER_AREA):\n",
" # initialize the dimensions of the image to be resized and\n",
" # grab the image size\n",
" dim = None\n",
" (h, w) = image.shape[:2]\n",
"\n",
" # if both the width and height are None, then return the\n",
" # original image\n",
" if width is None and height is None:\n",
" return image\n",
"\n",
" # check to see if the width is None\n",
" if width is None:\n",
" # calculate the ratio of the height and construct the\n",
" # dimensions\n",
" r = height / float(h)\n",
" dim = (int(w * r), height)\n",
"\n",
" # otherwise, the height is None\n",
" else:\n",
" # calculate the ratio of the width and construct the\n",
" # dimensions\n",
" r = width / float(w)\n",
" dim = (width, int(h * r))\n",
"\n",
" # resize the image\n",
" resized = cv2.resize(image, dim, interpolation=inter)\n",
"\n",
" # return the resized image\n",
" return resized"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "o6-ZiQSJj7RD"
},
"source": [
"# **5. Flipping**"
]
},
{
"cell_type": "code",
"metadata": {
"id": "jc3RZl_6j7RE",
"outputId": "c49375d2-1559-4410-8362-c67116e53f2f"
},
"source": [
"cat = cv2.imread(\"data/cat.jpg\")[:, :, ::-1]\n",
"fig, axes = plt.subplots(2, 2, figsize = (8, 8))\n",
"\n",
"fig.tight_layout()\n",
"\n",
"axes = axes.ravel()\n",
"axes[0].imshow(cat)\n",
"axes[1].imshow(cat[:, ::-1, :])\n",
"axes[2].imshow(cat[::-1, :, :])\n",
"axes[3].imshow(cat[::-1, ::-1, :])"
],
"execution_count": null,
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efe0c14e0f0>"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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