{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Localized spectral analysis on the sphere\n", "\n", "A localised spectrum estimate is the spectrum of a global function multiplied by a localization window. In a 2D Cartesian coordinate system, this multiplication becomes a convolution in the Fourier domain. As a result of the convolution, a localized spectral estimate for a given wavelength depends upon a range of coefficients of both the global function and localization window. One says that the window *couples* the global Fourier coefficients to the localized coefficients.\n", "\n", "Windowing on the sphere leads to similar effects: Multiplication of a global function by a window leads to coupling of the spherical harmonic coefficients of the globally defined function to the localized spectrum. In the case of an isotropic and stationary stochastic function, a coupling matrix describes the relation between the global power and the expectation of the localized power, and at high degrees, this matrix operation also resembles a convolution." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyshtools" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "pyshtools.utils.figstyle(rel_width=0.75)\n", "%config InlineBackend.figure_format = 'retina' # if you are not using a retina display, comment this line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate a random model using the SHCoeffs class interface\n", "\n", "We first generate a random model using the `SHCoeffs` class interface. This class simplifies coefficient generation and provides a simple access to most SHTOOLS functions. We start by defining a global power spectrum that follows a power-law-like decay:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "lmax = 100\n", "a = 30 # scale length\n", "degrees = np.arange(lmax+1, dtype=np.float)\n", "power = 1. / (1. + (degrees / a) ** 2) ** 1.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we generate random coefficients from this input power spectrum, plot the power spectrum of the realization, and expand the coeffificients on a grid:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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JcP2SkjgmV52VdjUkbOG9i6VpS9vdxfhPA9fqp+QdH0PSe5X6qLWtGdMUtn7JHodIu+39V+WtB+6lEnbWp7J7KrJxxBHmt7n3QOegmnRypj9UpeSsDFcYw5eOJ4sl7GTsSPJSNk5QOSqmF4uw2MLLtPyaMkyysFjkF1LYFM/W+IHIWrPHDGUnsdfPfifMLU9qoGZysuuHE581sbMgDZED3Yems+xmml82Bu2r5XHcHfjHOYfD4XA4HA6Hw+FwOBwOh4iI9DFKP/e19IrpOjj849wtweqkk/ZkZM7h13k7j2SHMGMhWTxiDJ8a8B9iGTaDxJib22WoMl0uvxWz2BB5ujYTRnfiCNOtlh4ry1KW3AHGW6jcs9TRQ5Y02SUr8soCGftuhiWhCQ3wkmz3LkIbq7HpkP2W7qB1jmyKWIZZOg2LVrLuKKNkjs3FqvSyxp3nwO55mgyMG8LioWDhrnuN2THPHliQ16F0SLzphkp8mW9HS42NU+P/jCFKwrjzggqzY47tcUlcxQh/bEIZRuMdDptlgLB4pJyXZYUcCxlTg7ybdP3oY1oo4x1KewGuZax9KWPnKmyaSrluipUsckUGVeWeWeL8JUKXoFY3i9vGUoY1uzY7tpXx6LhIHa9cclw89Ly1erjCXDWxt3BRY2EQrzYeZswvcm9tjCTMVF6+mfXwxbzm4kk9Xs3ZwSzrlrDWGJtOCJNNWmOywfo+O9cjrv+bscE1EM/OG8aSw3stfijjMbBrcyy0pfGGmxwcjwg6ZJLf3vn1w/FiFOl2RP3muJPwj3MOh8PhcDgcDofD4XA4HA4RGT9E3oQfWefNHYZ7a3U4HA6Hw+FwOBwOh8PhcDieEpw5d0uAMkOkzA7JQD7QaEkYNa6fpE71eDXq/1JHDleRNy2Wq1LJiVKJiQFUeu9COv1lZKhFvKsgo0cfTpBW70ylV6WrM2VeKqOtGkjFZyOOI7L2WxSgPMd3GDQwZglavyD3ZnIVlQWgQWgzHE1kLSjjpWEVWQu796AscKE85ihOE+ba7CWloUslZ7Pyl4VG3evyHHjgiuyG50H6P2CpYoNLT8s+QI2Ng8y7IQ5S7DqVb2EZSHp23oBzFRqvKpOFe4/RPrNCk1sr49hiY+dPQP7Iw0qZmciB9lvpD8eSZcZaWcvo8+PEk9w6nynLVRyQVO+tFYU897HUXJm5Bctn6Xg9V67K+1rcb2f6ejVsTvpZk90vnUvn5Pk1509LZdoL59SD/XHxPFeuc6lTAiZDbcs8UhiRsA7UYQF5FiLzpJJYtm6m83B9zl28vr60o7eZ+DZ1UMcLZZmzeHZspsaIU0GTnLoxuaqQsPpAa1f77GWb3JLJM9nvDn69dm2pdJY5nTAJLpPitqTOW6hLuyfrUpf8EYry28jC9LwfpkbbDyxsPB+GkMmPnyX0ItLfwGTdz0e5s3DmnMPhcDgcDofD4XA4HA6Hw/GU4My5W4Ju30pzPr7O2MF+QGfbWlNQUDaFHfF6zvwhrAs7YbuGgGMY+magRvizjEMRjzLYyA7FZCSc7MQxhh1xfZ67J78QH9ILc7t9td2orO7JDhYzuE0ZZyxeuRu0GPBMlMRXYbDkYZU8MqIboQVY/UM8Ss6Lxn4LRVjGnDNGHGMoZe+hTK9mKH3emDTpe2xn/wqGqo/hlGKWZVJll9XDFhuOJjvssV22Ez+xB6DNJlYAYwCUYVdiyabMSAWSdiesTcC4nbPatK2ScSlkW5Rl3pZNw9oEwQCDb2KSoiMVagzdwuDehaySS88nC+OHGW9hyPIzVDe3rzLv1RgzOKZCnS81zM7D9KbZeHpsoaiV/rrUqPvsOMGwtAEcgX52U2uXo6JSSOpv4wqMomOwASmrjaxf5ubIuDAsMdOxLbL5mpU5xYM1XHUcO5COlNfLjCHawn5xrD5ci5elR+ZDmt5lGXF0Li3vpXMpW4fTtX5Z+fT3wjXApo6leWSOzQhr1eo0wANnBNah7Ews76UKlpTu3O8JFo8mVKkI4oiCMQSRRda2g16DML1n1U73rttxobOG9FK8QMKQTbdw8h601B1hv+2GqWPs+1YuotfryLDr+/Hevmuk78p7ngX0cfy7iXQdHM6cczgcDofD4XA4HA6Hw+FwOJ4SnDnncDgcDofD4XA4HA6Hw+EQkZFUfBPeWm8izdsC/zh3SzDsg4S9EiFR9mQSVwxjxroHIi9IN0yn6fIM53Ko0MsPpX1TqBvKJhI2NGxr92TGblXGBWHBaNdQL01jYWDEtGLIlZadGBhFOv2AskylVmf3mMwjcwhSSp0nGd2cHvRgUWWxPpcZzT+WHLgGfLSKRDjOhumRSFhn6yypEUpJ+azx/1o8SCcrAZO1VspFMSOJqspy8J6aoWfaN1kec1JSS2OmnVxSOhNYPASRpiRQxyYQ0cZm5ownk7DqGN1JETae50eRySEEc+qAZW2YZd6aDDmyiCSNI2NWpVOTrs1K7DTsOsbkZ8Kma/UHqTqigHBiv/uAzGvZvXNOU5JqZ0ZOy6Xky/o6lflWrh2IeXlUbqXZzoyfdadYJF52/eqa0yy95FloYdKz8uIrFSmPlz27yh+zCBeOAtMEMxux1IwDkb+yMJzXebxYhDGJ7aXl+ZVppbhu9TYjj2SmMKpgbbqB+rB+DfMF79dEdmsnkF7t3nw8KefmqvyVONKJl5R46k16xLAL18ilq4CuWTIJMKyR7XdEFmYn8Hsj1Ue5vma/O5gTBjpVofSbdfyKhpw5rGjIbyR04LAyuSpIWE2SalJWEZFt22XXREQ2TRlmEtcmq6uykwzaCFGG2mnYDj6f7CyNWP4wRucPJoU1KavIKGe1o507HP5xzuFwOBwOh8PhcDgcDofDISLjt/3+Bpg0zpw7DP84d0uw2g4S7o07BBHYFGlnLTN8bycLO9tCw+eUXUJ2SRio623GYKJspTLelVhBjJ2jGxnZDlWFJdfAzo7tAOW7QuP1lrpAn2FTENfm6Pp8AJfcU9h4PsBOzTDYriukrdez+jUW3ZyDiRqziuz85XVZhqW6JLtpTXOcerM+ECOpK8ZGxPQIq20Km+lnJZGBts/Z/lALW4oZRtxSg8uXZTrOGU2eK5ahRj46yDhYkjDD3Duy95r1Hz3vy7DMGY+ymxtkxHUl482uB3D4kzHitD9nLDjG/Lhkm2FGySmbboaddVOg7DfKdIB7kvF3wlZkLLms/spOHMi9Rf55qatBVba3ALNuxiA8dbhy2Xc4kx5jq1bZr4xNQ/OtU4koU5DhGG1wKfstaxOH1yLMEUF+r7GzyNx7KB02N+vDH82fxiVZd7OOg5akC+nMtU9CFKz3f8J0Y+NnwxzvZGMvYSHV2HmcEFUFdQ4Ryj6X9fXk1CFU4wm7t+Z0JntfoYzH+jod0+ze+nMY226x8yfGQmPrmDnQ3xh2hHl4TplwEexdMkdURLEjIhJXNgCAIwXNENlg7crW0uR3CWHYLV1LD6RjX2Upaqm0mUMIY85NKRo7Dn83WRg6elgR5w/2bM3MszGWnKGDRmbstwFeIrvH8lsBs48ME9PvmKaVsGESBsddhH+cczgcDofD4XA4HA6Hw+FwiMj4UZF9WDxGug4O/zjncDgcDofD4XA4HA6Hw+EQkVHSehOy1ptI87bAP87dEnzkh70oqxdG3dNAZI+ZfI9Rkhfqj2q053na8OF8Mz8EGoaGNO3eXLJZyjhNVpZJGNMJkRzOgEn2UlCmfyoTTM+WGQ5W458sjxmwMjNZZu4QoqShM0nnVBh8Jrs+p2Ell5ismRqxVQo7yIHtHMMYRTwpIhZS8XtoJ9a28jZZGmMdkuHlUosVSbtjRv3zwlxjMpqReVUlp0QOTN8NJmcOTTAeMeBbpJuFTee1Pjfn+CSFDSRellB5b91ZAy9DLR7Ng5gPkCR/mpGw7jUMJawaFvYQZg4f4N4sHerohzwLkxcx+WO7LKwqdbyKlChlBrdW5UVlWPb6ieQ0naLkrNZOsOxMUsiwVNZEpaeHZat4bu8jC5uTpi2UnPF3GElYmW+tjeWSrnIsumxZMlxBMnlpkHZnpyEbn0yaSu7FMcFOZ6RxdLkx57xkYRjLbzEqdb5U6j43ngQmp7S2OCeTrjxnIM4fInGeg/0smRdAsybJ1ADMs5W6zKXzTItL7oHzSQ6KYflRBNZ6MF8PbUWSyOptLqwGNr7S9Mh7YDL5TMIc8mt4D8h4qdSVOaJhqF4na+W5dQerA5LXNC7CzcQBXQNhjck8V+VaepXJWs0ZAhb/cOPLfzvqmEbWa0ulruzRMQ9WlvRbEJ5D+rFTDvAgJj9FWWsI42cOJuNlv1mbKwyCG6t7KN+91bh4G7L6K3+jmTx2iEF27WN556Vzd9xG+Mc5h8PhcDgcDofD4XA4HA6HiDhz7mnAP87dEnzya39btq+5X4TbV3l0HNANbXZNRGRvYcRldJcx2JrsGt6TMd00bbzXdguyMD3ivXYewOJuYsnBDlvUXaEhyyPP6+L5xXgMs/HJ9VQ+dMZBGFaS2G1ShM06tjg26I7yzGC5kA2S/sHdT3OugDuA5EWwd2g7gBjbjMPOMecYS85YhujS3JxmZCxDfZ8R4k1OViATxpxKN5Tn1P38FRBnnLVEwpKbdpfhVrJTG8jufI1JSsvHCz2dMhZKzbkGdQjDwiqFugyWPhzpr4mVQZw24HOkV0QYG5kxcQ1rWHrZPYwiBkjMFMLeYZhhv1WdF9TiY7IzW+z18bqejl1nDKas+1TqHN9NegDciaeOIw6XOUNJ2E0FjIG07UOoMNgom44wThY7hJiLZ+lRFl/JYJk14H5sLGSNLR6nbc4iXYqGYV0Zs5MxwITUi8g0EJN0cjZwWdTlTksuiauwH8n7p8zOGgN0aTuh8zDMY/YeZpw/WFkaEoYs6RQG4zEdY9j6bw7VuizLFYEtNxj7GVm3LCyQMDZ2pP5/dSbrnOMQ3ibIGGNlhTVmWm9i+VIY5mfryTKMFZYx+7M14dI1PFlT1RzRjeEaLXOkcKEsMq1vh2xdCi/0Qvm5EgcjHmbJzU3s6TGJc4pMJdMo+42w/bI1PAkzJlwPgyn7fUAZc8amQ/arKXagLMbKW8GgwBxRrHSAWJMwdGyB+Z0OZ/LTRckcdxH+cc7hcDgcDofD4XA4HA6HwyEi4wdQ+kH2COk6OOiercPhcDgcDofD4XA4HA6Hw+G4eThz7pbgtavH8mDTF+GTrHX6DrtX7jfKS1MYcNjP+7F5nA9TM9kZJ76HsEhksmqsc0/kqnuUEmoYym4ZxbrmxGCpMwsEc8LAHS7okchzMwmrnXfwvbtiEL5FQ+59SYmvGXI+aGSdSB0mGQIxrkslIgu1FXNVbnIKpPmbjA5kHlHPM6ceKsEYIF5vdRmm9smcEqQ0iOQA5cUDCYtEmkolrEyuUKu27B0elsRmVc+M+0cSj2XHZBmkTTAZGm7XDMRYO0vvOob+qTSVxKPSn+HCNbhOjbCj0eGaTHKu/q4hp6JOG0i+VD6kTR9Vq81MXQbmISHJaLGThKJc1nexD5ux9LztlGFU6mpq0DmpW1UmS+Rvc+kRUIP61g+JvLhhYd2UyUDkaql9ZoNRWeZIJIrM4cPAZGiLHXjEIoxL06D8NWkqysbI2JEqmI0xKPM0RzRMnr8URHZFzVDMjeHEJEGMZf+pSV3pGE7yCGyun5FE5xLGMsLkJKA+QcxJCKuoxJvtw3bCxgkmaz3SHJPqmswn2fqESCdr83p2a5K1wq1tnheWhc9PkB5pdxRsHJmd68uwFA/vpfLXSMLKeyep+0KpK2DxuJ7KQibEFUgT1UFCA2HmPKGFe01aiVLRttKXZg39mzO2oQzLTXbovQdzOoyMedSVzubSHJ45KivXvkJ+g7BxMzCzLeki3JrmhFJKHPA9rM000VTq9brXYoJc1Y7wPuzdMEcPc6ZuqowtuGTFz961lmsFeZicdQs/7DbqOWYLXrvWoXQcYWFtGOTR+rxa7qeF4YZszg03kOZtgTPnHA6Hw+FwOBwOh8PhcDgcjqcEZ87dErzY35Ndd3LwOtspGDI2XVOEoYvni+ngF29jxGVMPD3fdVMT6/oyHjNYynaXDFdhydE9FLrDrgfGnOrZLhPsiBqzC9gUodLTmOMAACAASURBVJMizBgYWTzGukgGiw8WXROE8MS2KFkSaBB4MvSLhk/tGtIayrzrBuGhsPYspe3ZKyExFyGPRPyZ2YWMbKew5pgjy5gUhrHHUhlIHTTYnnRnD25OyRE2ZSDG/6kx6QNgO+c0TNtH1iaaMsyeJXNEwbZ4WB2la+Sc0VaxHxrDhj1vZsB/vJ4xnbr82phOfhwzuXAUmTrGDBuBsYeqDDvCiJ11ikCYZ1iG9CyYH2sz7DmlfF+MTZXYObPtid1bhjG2CnUmEQhjo9K2Z5k46SJmYdvk9bF5YtOV8Tj7icxjZAznhtwJ4xnPszqvMN2asr9SJwyMhZIZJdd+CGGJsIXGv1ljXsrKrsz7tbl8jBeLrNKa4ToMO2SPWp0yJhYaE7dKLQUNQpmsc6y7GYPrkTKdya01VttVUBnjGQuZ9n8y7sxmW2McMrYaq1+25iL31hzrZNfJ2Jy1RfK80/hfMmwDaSeHEKpjONKB9MhY0sjUpZloO59hxLGxaCmrmY4TrJ0wRw8rY2eBMwFlZ61WJTtr3U5hG73eXoE5Z8qfrp8qcPHvHQ3LftskZQcEMfYbW79m69w8PZEDa0sLY4oOtkZCsHWCvX9gycW1hkGhh9T4UU1lc33ZAnFeSQ4c5uYdy3+m4dk7xOE6OYSAhrfUTpqlh7+pz7Uy1wO0Tw1rQpTTflnaTxq9NNLfAJerv1GPh69uOHPO4XA4HA6Hw+FwOBwOh8PheEpw5pzD4XA4HA6Hw+FwOBwOh0NE3Fvr04B/nLslePfp87Le3l8Ut1koL0kSVuhA5jBiB/RtcxKRhamcddcRmjeEmdRwYJRuVsyZolclLMwAal9SwFH+1jBnDYwWbuxsKkMs9SOzcjoLmpMFEGkdNcxOQCWCS8dKJmtE+WZbSiyS/GANlG4z1gtyqiYZ5oWwpqS4M8chyQgvOB2JxQm0LfJuFutqWFuk7xrCVM7coIS1EsaM0x+UurD2YXLmTF5cSjBZG6R1JCZrK6VksxJWJpNLchUiscOymIwjc66iD4DPtsvjYx6ZNFHruiH9lep5ZmWtWj4sC5EPVpVp9GJ5Hg9IxZOqFSVTDRurTCLM06mWQcGcVzAj4QORoTInF1kd1YyYz0mniBx0upe0MSZNI3JFOv6jZ47qOyzznXWyUBs/MZyFhXr/Mklqg5JoM6QN46yNvy3Ii5LvCjIeMwwDypVCdsTzzOFSOsEx5uJFALZ3JhvUhk6HpznnCUxOyyRnJk1jTqJwLLJxnZm/ILL7XGI7q2sco82tGSryQjq3RHJ9RrWcJPgYoSF1yeSKdu/M+o87dcmP4zlbEy7LoyYvzbp1nx9Fpvk8D4tFGJXOk+6Fslfq/KEytjBTJw1K9VjbIaCOfi5eOxDPMPte2ftitzATCyuTU4KUdK9OB9ZTmP0G2cHYdm6yVhzvKvkPZN3Zo7M7PccwGxO4M4a5SpXiPHNOU3F8Qh2kzMi3a07pGLJ2Z8+J46HJVcERlY2hWR2lupzu7fXdoWx4ZU49MhML2r9Q7k9NOpVh7F4L62F+Mil09rvDnNhBWGO/i8lc2UCloomo87N1EddxN+Ef5xwOh8PhcDgcDofD4XA4HCIi0t+Qt9abSPO2wD/O3RJ84Py+tKfPiQh34MDAXFAzMMOnuJNg7Lg9GkPVsL6DHSzbXZ4zzE9QY9jM735bXhBIdqbZrnbDGEyJYYeZhOxaXgASdID9NmVC4plBZbILfviesgy1nUuS3YFddwg09gtjpiCzQxlz7WaqpNV63F42A70ik5vxFTEIi+i17TCDu0BCk5ioMxhIdvGZQd10bTpNu5XMeC4xssucEzTInNjrEdJriIH56QZ+nlhKM0yiqKM+dWiAIGxQIQZrk+FzwqbKDPNbGRhDCBhWgRg2D4RJFLXCIj6wbjwO2eNYo8XxTnc6MY+K8W/KzqLODhhjq0wvT9yOjGEF7YQaoi/TmWV5VJgkFIwlx9hvsJoYkkHo+r3WPuYM1qc0GJOMGKLOxh0SZm0skHZPDW+jcxLCpqbOBBiSs4uynTDHC5RRKtOcdxUHSYasuTGGCw0r64tMMcBqnsI4c46sCWzeIc+WOZ1oyjDGujYmTGbovbEwZBnGIl4NuAZKcxGsgez6fg9hui4a9sCwsfP9DMMOmXW1NUXmJEJPZtj0aa4nY0tg6gKylkKGOJ1OWPkqfZ06zSHG7injbCHbhwHrh/omIOu/5CQmY78rQ3U/hTVp/od2x+qUlQvHTR0fBnD0Nazyo4jIsNZ+iGEkXqRhOsYwJzzEUc0c646yGq2dM1Y7tn22Xmfr0+bwc2QsbnVOsId4+/S8M7TQlEg5ZrH2mTHUUjxImjltYAzVpay2mXm9xtSfdUDC1hgsOcbiTOsEbLM6J2yASbZRpxkbGDc3ypIDpx6r1XgdmY7MSQTDUuZc+g0CjkMaHddR7TOpzLATjPfi7xNDB42xi5PjkN3ukoOV49bCHUI4HA6Hw+FwOBwOh8PhcDhEZPzo2N/A3zD3Rf/ICCGsQgh/MoTwGyGEGEL4ngX3vE3jHvp75SbK6sw5h8PhcDgcDofD4XA4HA7HrUEI4ctE5BtE5BMveevH6fGnhPNJT69TrkPwj3O3BKf7tcTzjYhwaQXKFUwuQiUqMyoZSyczfJqM8E/5DsQgaNXwKYJJ4pIMCaK1JQ05JO48PrBJbEoDrpnBUpXgRqDT23PkBpxNwoiSk1hkW6PiL6Ww56/I3ptQJEPKTDZyFZRqRW4QOEnYUDqp5yBhbbcjNRwlrBuVtW6Arm6yItY++4wizt5rKZOanAmUhnlzhyDle5Vk6Ll8/0vlqjwehNUcPRBJIZOj4PVMwrImko4kfz0sZR3LSCQn1Hh12ciScWoip2XyEjtm9zBj94iKDJUZiUbDu6l9LpQhMgcIwhw9zEjKmUMY6nQgxb+EzGFpXydlqBp/x2hJrg5hzPkDkwgR5w9VOdvcozOJqOYbwOlMq05nVjDurHXcWYGEkY03Np7kJhtKx0ZDmjugYmzMmOnXxTWB8evQWJ86O7l/xrA4q9bBnh2Kv7f5NZNql2FMGjzzeGV8TM+OoZw4qVwVZE3MJIIZ8F43ZVgbyL0BZVIqk50xAWKyJpQrmaOs834akB/vR9392W4y/G3n+90Urz8f74276YXgGkT6cmw2MNk4cxyV3WN5ZPJtDYNs0/xGxqqsWsgyLA2HkCBz4FEUSg6spSqy1jnnCjUsdZTBTJ1kclU2V7J5vc2PIpNcNQvDeX0zXu83U1i/1WtrjBeLe22uxTCTyWbjNX2xBEwemdZXZbzMbIyukdrzMiyTA5vpD1w3DeWae1p3QDs2Y/3ZuknDsjnL4kMYcbI2a27hkqit/xsiKRfhbYuZQqlKptlrnXuOynW+RprCktMEaJ9hY+Wbbu71AXCcSO+zxbGjlLCak4iGlDMzdUKkpjaG4xUzV9DAD892oU6+Nk/gWtTWFuf9Snbds+kQYpAgww0ILYfZBfhR8U0i8vEi8j+KyIeLyB+euyGEEGT8OPeBGOPn3mzxcris1eFwOBwOh8PhcDgcDofDcZvwV0TkTTHGrxSRdy2853Ui8lBE3nFjpToAZ87dEuz7Rnrdle1g997ceQ+wU8DIGJSNZQYyyaUsCWOmMSZGlp4eGWOHxUPDvGzH3nZOYJec7aYzI6HMoLbtavTEwUDm2ELPezD0bMacA8QLFgaGnm13K+yhLMzpRI1NhcDdqmSEFXecLOMp3pCYSXAvM17PjP+2JMxYTytgoZjzB2CwGHPFWCsi3Pi21X8Pu2lmVBUZm2ZoO2NsdiVLThhLLrGHyp3JnBGpx8xJiB7RgPc+v5bHm8JSeuBOvsZQwnfJtlLYjm7MGKfkXpYhcWjRVJ4928GulR8NVtumILLkkiFduNleJ+5+M5YvMcIfmLF+SwPb+8W8xgSLeJPzB8IAY0b9GQhLLs7sgqcxmm3JM8beobIyRDbekLAag42MO8LaXcbYJHRgxi5MDRnLUobFRC/AicLmhCniejM21pPN1BHv6/mD9W6Kl3bdp3tt3EH201k3nj8+n2gr52pZPGM/MTYdMf49PRCORTWKHcTN2ACk3ggrM/X1ubklJUKyJU4HMtaNtQVgU5uTi7Aq5+u5ObxNzDl06nB4Xs/CyCPZex2QnWFjEbQnY0ysMoZd2U4S6w7Kt4nKCgfq9LopWXz2TKeQnrXKHts7DExTcQhrKbunuAwRyyB8h6nPEWcSGUE4MTYhrMJqztaaqT2Rci0jqORI8zqEMTZdha0UMpnJ5e6lRcKlSGIPl2u0AQzlG4sLmXHIOOq3sQgbLGwLhbX+B+uwZmV9jrFVCasyln0E5y9ba2UqFH3JQcjYN/P+l7LQqLOO1BZxECznNkNpvj+PZ+uXOedPoZEyXpoXSRgtM4TpeUQnVlC/NqQ00/QFjEO4x9ZrhOXJwNeTcL0lYQ2pI1NJsHfJWPe4JlS2ZziBcfNkfJDtdprDT/R3xMlq4e8JqHxjq3V9+XIyh4oab9bxEvmSYuy4BgYHC0MnEeYQYj801HnEs4Db4K01xvjdV7jNJK1P/OPcs9kSHA6Hw+FwOBwOh8PhcDgcjicH/zjncDgcDofD4XA4HA6Hw+F4urgJT63294zDPs79mRDCWQjhlRDCO0IIfzuE8IfVJt2NwGWttwS7biViElZ01pCcIUBkJkPT41xTC0zqanKwzICnpphR4sv8I5PnkDInA9mQXq+08oEZ/4d4JqNESYw5IMjkJYQnbzRjpBubhMmOIpOcqd+BxPJ8vCe0MACp4dsG+d7UyL6WqSvDEJkcIMkjIII5EUDJ2aqMVzXgnhkJ1vMsnrYJCJukE6XBdZRY7/UBduiEQ+sGJax2PuxBnm3nRDbG5KrUcHEmC7N74ToxvB1qhndJP8vmH9LRmCKGO94g6WU3WVlQlhuzayIigVrLtXunoOQQgjivWFpWlCsMKtEZQOqWZDnoTMTaKhaTSYmSkXAiV2bjHdXBQDTyHBSpeDi2kTIbMuWE9hV8/zZ+4ntLz0tkRockyhVZa2CSSaI5yRRHZFxKYzPmYYa0h/KF5dLfmB8xQ/ZepRwjs7LaWI95aH8dQAKUHDisYDwxA/5QmW0sjf+bTHGIUwGSYWuQyaYywb37RmX3bekoCeu+Kj08KKcp+3WqV0zbwtABkT5KnJM1W9jcuyHyJ+v3JlEaz21Sw7Yznq9WODePA05LTFggzOzBHqy623tlZjxwTcDSM2cTeK0NJEzjtZnEdsjiiyxfTww1KROTex6KalK47NWQ/kpvLtsJkxzSIkTSTsg4TOcJIgec1pOHiynCJdtWBwN11gBhPQtTSTRx4DTrYIL1AZuvMwdN2j5RoprmRYhnYTh/wj3JqQM43KISVjMvgmZeTEo+07+ShJU5UoMxxppv5khB17y5kzC9dw1t30y/gHzX6r9DhxBkfOINRC9l0slYhhFzH6mkTIZKTDHMmpRo8vgHwcypmMkU7HuZlNjyg3Rq65eZcSTSesuPIpP0OmvTrJ1bGMqurc0SeXZEKbY6jstM4ujvtRUZc7PnIG2CmSsyOWtHTBgxGTf+dkwOHCDsbDU+vJnGEJnmAiznZMYFJLZahl3XZk6m7ijeGdhgBIgxPnxShRGRjxSR/09E3isiJyLysSLyb+vfnxCR/ymE8NUxxnIxeE08858tHQ6Hw+FwOBwOh8PhcDgcTwajt9ab+XuWEWP8r2KMb4wx/r4Y46fK6Bzi00Tk7Rrlj8noaOLocObcLcF+3+ZutxVpM2Vmlyw5f5jpK8xQOdthoyw5wn6LFYPVjNnBWAYZKUR3yTrYddlvxt2I9Xra1eiUTbcF5wS268EIO5mR0JpxUMZkacvdw8wAPjFEb0b4cdequhsNBc92YI3BQHewsFzGaoH0akwXBtxNNWPo6CJdd6ayIhPHHGl3CQ0M2zmy5NJuKmHJMVYQpaixMMLEIkb955iMwphu9m7mdjdrxWJsLywP7OG0fSjiMbZSYv4Rpy7MGHZWRcbOzHb+x4j9FsJ0dxTZNLbLj6zLQDJJ7QjbhOabGXBOhpTxOZYtAGr7dYyJmRmEtuvZ7jxh09kQSBiqWOhExCNtMX//dTYgbd+k/U6OT6YwY05yb/fYX8k4Yc8HY0zYqCH9FXnXWORa/+8PNP5U6JI91utu9Nkp7FYr6/mV1dR4bFe+ydjUZRYpXTLGIEPFMMC77q0/ZswuC5vumeZKCGPvkpFHVpWGjOkM9fo19kazg7COtB1i/L/RhUSP8xcbk63bEEcP2DYSSw4StHe4B8dMxqzOHAJVmE6SGXWP2RHjzYpXiKIgpPaE7b28lTHFB+bYZob8dmxEtiZMDCFoO9q+8YdWGsKz9OxetkYq4x2a5yC0CKkZ18+cHVnb3pdhLRrZ38UynqWTreE0W2QZre0I6yJliDFHD/l6TI/MoY5MdRiyOVJPMscMagwfijo5PkFVgx3rjSxdh+7VaoVk45MyYWdZd7aegzL3pO0HMh4mzM25dB4mC5lUKDinjntIGWqYY3vqmNqAeoTNx9TJFay5bPjoN2U/zO5h/Ys5tGDsQlNEMCdxlHVXxpPs9xBZOxjTDVQy53HsMOhw6ZE5BFrMACVh2BYnb0dFGhmI0yHGRmVM7OrvnSFId350AtarDR8bY3zv0y7EIcRxsfvzIYQvFpEfFJEvEpGvDSF8Y4zx/cfMy5lzDofD4XA4HA6Hw+FwOBwOEREZpJH+Bv6GV+knKP1I99/pv1sRedOx83h11ozD4XA4HA6Hw+FwOBwOh8PxZPCrcP7csRN3WestQbdfycokH8QoMRrmN7ptS4z1I4xui3KLTiUkPcgLB5OV7IFOnejqU3qMmp7uOKy0PQhqTNgcG8C9RO03XUPDnE1pjDMZDgdDndU6AGp6kvFgkBrwDSh1IFLMoLrXwOoPKfHkmXInEaURVqHOHy4pYcV3Y1KtLMJhOWUuG6q85OxB7GYiicF7iERwciZAJILE+QMiSWJQcqANac5wdMoqkwprti25zqSnDJGfW9VkZbDyy7J4+EzpXiaNIPIdlFikvolSHZWzhnuTVsOM/rYgLzSJTdaHzSEIGlI36fdA+tyc9IQ4omFSQiqnqUhrsj7FZOHpXdf0JlMe2bMROSIFlbJOp6xNN8lAOo7hefyLRUzxrC0QhxBZvCRDAQmjOY6ZMe6cJFFE6pyFkYJaO+pA/tip4x6Ty+QFZVLH6bKVlc2pTMKYP5u2Y6jUaX4tx7tI5NQHQdpWaEvZuK0JcBxOThOwf+l4iE6ORKVGgUldsS9ZMsxxEK5PrH7hMZLJB5ybzQj3+TSR7c/HASeeQfmSExvSUHHMNQcUMC+aDBXfNZO/Wb1EnC/sfM6LAXtHZLwTYsYhMxjPHHgMh99DJv1Xhya5oycyzg1lHtTUCHkmNuUuNqTP4tWkrsRYP7dNgvWn/RXHQJvXoW3bOXMmUXMMITKZecgcbyVHSRCW1mMQVnHuM+Ztay5oR7bmAs5F1M6EbTW99wbaVpLgscwwDz1mdV7ea30pc8Jiax+U9JuTMOx0lhAxYUGRza+l7JbOtWxeZ3Ja4sBnctZEypKtHS6kIUIdkZicOjMpQZyOZbDio3qftLdk1oa0wVwmXaZXt/Nx+NJsPGwnzFxF+qEG5gouHEWmtkPXzex3DGsnS0HGdeKjio7rbHwKbMwSkf4cf6g9O7gpz6qvAm+tNXwSnP/ssRN/VdeMw+FwOBwOh8PhcDgcDofDcVMIIQQR+Tr991dE5F3HzsOZc7cEw65JxpCzXQHdIUbDsbaTj26pV8SQdc+YCWa8EnbTw+l43pxO33rbc81rV+4aZSAGgc3YKGXirMrdHsnctQ9FWCDsDGaY03bnB9gl63TnugfmXHr2PW552K4121ku2QOpnCLpfeHOY9rsHco8cqPows8NbNfIGAxYRy1hDRBMDIuSrURZPmQnPhKG2mEvFxcLQM7ZvWzHHqgJgbGPCKPMzhuyq4lGoilzrrK7ifWcSFyUTVc+W7ahSdhvdPeW7uhCWE/CKsyAyMrPDAIDc062Y+Kr7VSZJydjJW7RMH9bDhS97rajEf7O+uscw2qpQWDNY7EjAnwPpJ8FwkatMRSy8rG+Qpi4zHh11raTYWlkiCgbBI2c70hYZfce2ypj8RjTsYfxP+7GsD2MfXttHwFZaKuSYWcstRW0E2ZwGY0rG4z1jGN4r2VhDmay57S0gWUwrMZ7GnA6xNh0lAE6WPmAPdKXbXHW+QPZlU9tC8pq7PgW6nxtzpBIn0Mj19bndlBv5+qEYQc7/MasG/akLgnDBvumsc/3AeZX8g7N6UMHBsGjrjvC+ZSvte2M4dUYO6dksDWbqQ7Wm7Fe0HGUtS18X6ks6IjCOkRmwJ3RuPIyicB0x1hrsMbIGF3Gtsn6a8n8mS7COJfGJWhvFcZZNt+QeZ3a1idDFZuazYkBm48D+weHYa3D3DmFnlCnE1Ax6pir32B71ywI04k5BKLEIrY0Iw4LcoaSkDDGAIN02PWL9+I9bGyBDGNxwvNl5QqEIV41zI9jrs1LGWM7ZEcRWItkHrBIXdbWr7jktjwyJyF5/lm+BCxfUrx8TdXleYlMDkiaPdSftbsDy2JzMjIA8bs70XjMKckWxpuNMTUJk4z0f+rVZc5ZR4XdP6eIomMMew+JFkxYt8yRSkPCZuVZh38nzPWVGrOXMYVFRIbzWgN+ehhuyD7cs2xzLoTw74rIfyIi3ykivxLjOFuFED5KRL5ZRL5ERp7nV8VIV2zXgn+cczgcDofD4XA4HA6Hw+Fw3GW8RUT+G/17HEL4NRlty32cjJ9U3yMiXxtjPLqkVcQ/zjkcDofD4XA4HA6Hw+FwOBR9DMn++rHTfYbxTSLy6yLyH4rIG0Xk40XkJRH5cRH5GRH5lhjjh24qc/84d1swhCQbygxMqtRkAAlOMq6+AalDHHnULUiJTNYyZNKvkobenI/nq8dT2Op0PJq8VSQ3eGow6SoayO23KjlAuZIZ0kWpqz0TSOeChgWQ8Zi0pyFGQNHZhT1bFqaSnVS3IhLMKDbKWivSr5AZYy0lAI1Jj4FmnpQuSw1RXzy/CEb9p4aUoVw1aQLKcqxNZHJAs/5LyjdncJfJM2vGdxnzfOGYHxgVn8gVM6kAK59JdmaMRDP5w2WRSScymU9ZhiS9KG3S0zRBXZaej8lVsR/2J2PE/h5IhB5om74PEtb7o5bjuXvToPDcdjx/uJnCTtox3opU5gCV2ZnsDgqzM8Px/RRmcnW7JiLSafvsQK5m/T7r/zZWMuckACO1zxnUZmnUpOLCwjKpK2ST5KUoERqPDXFo0u5IPJTJMak26XOpTewg7FRlNy08ZzJY3ZAweCSV3fRbyDhJoieN0GarkmiQIbZkjO9UvonyzH0zZojSxCS3ItJ0Zkw6k6uaFBPyYNLkyN7rxbxkkvk2MI81IPdeaTg6dbLxGudwqw+Uim/1/GQ1vez7q/HlbSBeoy+7gwHgcTfqqD50di+FvXS2FRGRs9NJY9WZswYidY3n8B60zjs0k5HqF+rN3g3Mw82ZyovPYS1iww3KwVTCmHVhlYVFJqeE/mqmP2Imnc6PmN+AXifMs8Wckwgmk2cSy0ziakcmwSyzw7bVNDaHQxEu65SongWVdFGzJhVQZxKZnJK8V3OA0OAD2w1Ec4hzYZrbUP9ICsYkgBfTvQyIZJc5WWCOGTIQ8w3UFIrOeYFJSTMzGeFitlNd4/qv5mAAy2xmFzKZ5xjW7Mt2jKZEeB/K88KwLBo17TAeW5izUp/q8IEtj3Ie60FSmuSjaM+fOVmwumJrNCwzMz2SXY9ZvDGh8n3Z+DGgyQkdMzITQVYuJrckstbrSN2ZNH0W1FlXLMKSFJ+ZF8jWzeXYka7NPFv1OZicFvNoK897dGGk4xBijG8VkbfOxHlRRL5d/544/OOcw+FwOBwOh8PhcDgcDodDRMZN8f5GbM4908y5pwr/OHdb0IXJMDLblYcv9p3umHSb6fWfK/ugIV/20UD6cDbekxlh1p3r9gyyS8w5YGLZbgZu4lkRcJc8GfCFfFflThEzYstYXOauGRkxaUcMwqLtrMFuf9Cd+jZjlBAGWI1lhOWzHbjMGHNJb0obNow9ADuAkhkvLstFt4aSAV8waE12g3u2Q8zcl1thCcuH7fxnDADC2GG7uIsN8xKmWzLCnO1q6ZEwz3BHsSe7pMzJgrCdzvQSQxnGwAzgLr0XwRgH+JwkP3Yvq4+0QwyGtAdlzsUTYDDdU6Pz2+nFPjgZt6YfbieW3MP1eP785jSFvWY9nt+DTneiDWQNFbzXl3gG29Uvq1Xkl/YnKexDu5Hl82g/vcTTvd5D2LwZw3a9jO7BDP2nMMLOjZRlCglSRqmNbVM0arwcw1i7rLC20AnPUA5L0KbLexnDLvPtoa8zYyHYo2O+IxErOQsQEek1vb7BvqnXga1gDLE1sMcGZU5t11N654RNZ/ND5oSnQnHNWM32XqHMiTWWsUIIS8rGog04k9D+tT2ZqB0PgXFqfegesN82OpgyxjPCrmP/svN7zZSfscaQNXqqA+H71g9S2O+0D0VE5P2Qx2Nz4EKYcwHYXhP7BeqNNU/C2E/zCXFskycyPm8DNKSo65cIc6A9Ob7/lq2HkgOk8scKOjaJKb+ZgZsZu2dgawto+9SZU5oPGUsG0mPsLQZGGqsYSKcsFAY272AYY2cx5w8kL2s7+XqCMGfsHNcJpsrAdmDqDFQ6MKdeNbY/wsZPss6a68vYN5NjGWADpz6XrWmVrYYORtI6rJxPaJnJGD7XxqaL02lgDFHiDOFiXgfzqKgCsmZCGLapLJQpDusdY10hSVaXFj06Xljl+WPauN41BRMqmZrzMh4y+hLxE9YvQSdJ/B1mv6FsDsRyYZjNvxHGE/vNRR3z4btObEq4lzAsJyYhYefNioFyTAAAIABJREFU9OGYWJfY3qUIS+9uKNs2bceE7TfLYLM1C6pMbF1MHP1lzgnJc2a/WSuONBx3C/5xzuFwOBwOh8PhcDgcDofDISIiQ2xkoF/ar5+ug8NrxuFwOBwOh8PhcDgcDofD4XhKcObcLUH7qJWVGXolSqyIko4kiUDD3GNgj5R+M0oLtGEzIo5GmM0RBDp/aHdKy0dadm/pQpjlNUNXb6lRX5WmgH4gGQRGQ+TFiUx0/448GzG8nBnPZUo3Js/axCK+1WVWPis/UppNjsIcPqBh28xRhZYfqe7JqHtdHskMOE8UdiFhZTxqjBelJF1ZvibVOcTr8+PFdIp8kU5vZcVnNIPgWGY7ZpLNWISltBkVPyuMJYLSXo2eGSKuSXvhHTFj/Cxb1m+Qbq/vc7EDCiprncKsTQ8nUDCV47VgrN8M1WN3NScMj/doNXlEAw+61nOUsK5VrngfZHeGLfE0gw4hmGMJBpPxoUH4tT7HCmSSJjVCSZF5nUKZ5Lk+JzRtGbSBZoboidHuNOaSsYMZ7c7CUQ5C5Koms+hPpA6TsFEZEoaZBBfCKhIRJkMasB8SJxHW/1AWkpywQAFb5hTBkkDj5CYbg3idTn49kSYzCeuQSWw0Ho7Heh4y+VjZEZN8CKViJsWD6Ois4eF61C69sJk0TCZNbUilM9suK3iJWx2E7oOF9DWZ6CxsDy/xbDO287MOnLDsx/OhwzqyFwsJEicmNdMJ2dxlYxuavwgXboB0IjPGDf3HZMgdLIuHlmRshvfRxEYyWE4GWhpGzolUPDOxgFOLKfQjeU6cq4gclDpDYBbc2Zxm1UGc0gQWb+H8lc3N9sw4D6+JgxS7F19NknbC2nZnjkOgb2q8Zm6trGVA+bCZP8llnEzvuxBEEpuczhwymG+vi5ll6XAMYhJWC4PsbF2CazOyDqvJcrPxq2I2pLp+Et4UhdybpJi4PrE1HOnruA4zp3MtzIHtma1Py7U+zllpfgJTJ+YUKzP3YeXCd2jzCUpFicy00faWmdMh68NM6socaex1PoSg6fcfjJv6LB3Uh/WDARzumWwXTTAkyTfWOWvT9ntSCIiDrNzZXREtOXXI1qwWhA5L4oWLInx9wsYsNvxrW8heqxaigUHVftdFsGtEu0+SngeJpy2J8fTRS3MjNuduIs3bAq8Zh8PhcDgcDofD4XA4HA6H4ynBmXO3BOsXg6x1Z4W6oCcunnGHKO16MfYTc30Ou262u4PxYjKaCjtJVUO/eK+dQL7JqG+5U5QxhdjGA92Ks0KVbJWQMc9KZhcDsRs7Xct2D8tdJtsNRmccxuzIjLbabio8cOwhnZ2xEKb8bLctY6ZVdrWz3U/CumG7hmknjrpmh3zTbjDusNpzlmWmzhWysuZ5YRkyw7ZWFtgBjGyH1Xbl8T20hxk7lE2BQbqDjbv4g1JAs10RwohKu9a4C8r6Mu7orskuPzOaTdgPjHVVZQFgPL03Y8loxuiEZRfGl/wIyvKSGub/0Gbasv3AdjQ2/5rt5CTiddtHIjIxhkSQxTNVyMvqCOKD6gRiDBs9DJwCY2/fl/tSrZZrs5oq/UTPt+0Uxphze21kj8OUh7Gt0MC8OYfIWBc2piETR4sX2I4yjou4Q1wZX4UxU7DtM1YR28E2Zy3Qpm33nrFpMtQMh2PftOuwO9+oY452XbIzkdXW6STDdqjxfRlLrgOquDE7O2A/DsRJRGLnYBtKzBNgrVhdESZjBjLfWR673VSWV1bToNuEsY900Pbvr8ZJeQPUCWOhroAi1LLB1B4DrFz3xMPAPpYT7Eb7xnObaVHQ3Svj7bStDvBMyfkSMdZPWZdYf8acyVhhJJ7NOyvS3tFYt7F9M5b04bpiyJwAJEYpYaNljA226NJLa6iYLdySnDrNzFXGYMHsSL7GAoxZO9d3g8wpi4dlTfKHMpNsLGKMvfQesK8rExuca7S2RmrKgQXnmE4Zmz1x9JOz+DWvPZkD8TEawpJTlUlmED6tbTBDkh5bO1hY5qAj5vEvgLGVm8RChXg07GJhZoCEqAqjn807uK6jDhwqLDrmcAuft9Wbe8H2bnlAwrYmhHfY21oJnDCY069M2dGVY1HVKULmiCD9KoDnKN9H6lM4lyurDaYiCdvyHqaIyZn1UoC9G2P+IZt+uK/z6/2pQlaqjtiAo6+V9tOW9U1godt5h46e9AHR+ZMY+xzn0vSbYNkaY8hYfOMhkvJlbF/yWy+9/8zxBvmdtbM8MHE2AJT5ohqhe/Rs8qV6CUkdcux0HRzPZktwOBwOh8PhcDgcDofD4XA47gCcOedwOBwOh8PhcDgcDofD4RARkUEaGW6Ay3UTad4W+Me5W4LNK2Agl8gQc/YooVYbmKIjk5zkR7wnkxcavXhLZJIzRuwnQ6+lcVVKk0e5isofQmbU3woI95rkMLM5SqzOJilGnU7NykLLZ9ITkHGYVGs9I9naq5xin0mFUYak+RHDvCh1zKjcFi/JZMpnQvlGJE4TJgPOxEgs5mHPAtT0HoyhpvJ1ZfukUqck8yzbiWTlG4qwQKXERZGh7OQcJUCxLB+TIVZBZEE0GpGyiogMKnswo70iIIvCJm3SCpQ6MylxrYxMlkVkUhivI27Tu7226d3Usc92Y2N9+XyS8X1gc19ERLYgOW11EOoh3b3KFNE4/blJnQgtHx09rNTgPhreX6scEJ0JmDwSJRvnmt8eZJJ2HR0WNG05eCS5OkjY0/jEHMIMpJ5FaH9I/RDkcUw21pDxxiRuKDkZztWhRabU0bZD1lnZWL8m/VClqw2Wr7G+iWExO4pM9Zq9h/3hTozv36RwmSROJTYDPG+SpHfZA4/5E+cvufyJSN2YoXe7DuOnjUU96JpeeTzpmqyPfHA1ybe367FvnEAfubfaZ0eRSYa6aUg7hwcwI9d9Jhsey7ODSeGsLx28WD8d0OC6vs/dGqTE2u/RkYbVeeaEqSZ1zdo7CSNrAhv/UQLaJIcwZR5ZfuYQJJDxH2Flxj7Mxs+07IBAHdcbWBPgXLUymXeLbSYWZZnaOUjrtU1F1s4XOnqg5g8wGllPMMPxbB4W8hz7vTnSmcb1NEZi37S2A+3JZGqZoX+rtkxeevjFZ+tdTQ8sHXCzMIebbJ4XiVCde+GcSj8xnfS+iIyOyB9ZepkcmMhLE5jjsMxZgx7xVycxOZMcG+D6RPPLnR1oGDinM5kqroHM8QGTvwfSjrP1la3X2Uskct9MAh5tnsDnKOXINQcYuL6L5LcPMyWDUvf0zKQfhs1U2JWen2ynCr6/HbWaD7eTp78H6zHsBDxVMDMfO3X+c9pNc8Mr+3E99/LZNI+d2lgEZjKCrjGaU5AIE5M96RmZQxA07aJrDHzeZGKHOASyNY6IiKgVlZaYgOFO7KDMNcd22fu3NUGQdrLk4rjj8I9zDofD4XA4HA6Hw+FwOBwOEREZYpNtgh8zXQeHf5y7JQgD7MDgBdthQ4OWemyIUdJAdnRq7tOzrHDTlTl6sN0ecCaQjNhjPDPgmjEO9BpjHCDMVfkcAyhVQskyQvfOVgbc7aPOCUiZ0q5WZo2ZsYx0BziW25HI2EFmnQE3jXvdEes3YHC1J9u3bKee7WpXDExndk8J44Dt4huTbACmizGDMrZKt3AX3+KzNoHPoe81IMvAnq1IbYHxd1anNXYcYVVkTFHb5QN6XmJRYZMgu6k99qV7yn5CN/epDULa1kda2K20/HpSI1kf0XPIo1UjwQ0wzpDhlMo3kLafHGmULAlkNZ0qiw5ZaOzeqb2X7Fcsk/WljNVG2uy57gC/Akbsd8qOM0aeCHcmECttIgBjz17D0OC4o+MiGkoOxqaDhJgDHMIaapCV1ZRtgr0b66eR9Lms4yRD3/BuiOMbazPWXkSm97Beg9FpYrjZgCw5xmA0G9yRtjEpwzIWYo3qAlg6LxLD4ZTFlRwRkKyQeQrs0k4NUJ/DOzRb0tgPN8oWQCcnG3XCgga82TjYk/41kLHM+g3rmy32OS1X5uRo0Dk3a+eWCGRC6nxydgJh1s4zZyKHmaKMiYlgY0xKhY2VM2xKm7/yOcuYLMDiVQbLBpgs9zbAftT3iSWw97WDMehMKSR7cIYzGEtlV85plCWHYOxcSwafiSgE2HqCjbl23gObxpiVyIgLyqZpd4QVljFY9YivRg3g586Vygdma+CJ/TJDsax4B2PrbFyjM+cOjG21lJUfaPnLMMaSYyqZbJ1L1Bm2xu/uxSJs2OA8YeWDfqjs53YibEmr7DjKpsM6Mp808LLNMUNs2Y8WSI85z6jUL3VscYV6ZuklNhhhy4mI9LbW20L/OtG5FMaMrTpuuA9jx731eG4sOJHJmRAy4u7p+TZzMFQqCQzn8CPpUTey415sJuq0sa3RIVE6QwdTyphbgXOEVhlszDEftrv+ZLy3g/bUE2VCcpTDHGphmDk2zH7DXSw8Z3tatU2OQYBhB+8/wpja7Bd2aMetx538bBlCeEMI4StCCN8VQnhHCOHlEMIXVuJ/TgjhB0MI7wkhnIYQfjGE8PUhhJND9zgcDofD4XA4HA6Hw+FwvNowSLixPwfHnfo4F0J4EEL4FhH5TRH5fhH5kyJyIiK/KiIfPHDPnxWRnxSRL5ZxD+QdIvLJIvKXReSnQwgvPIGiOxwOh8PhcDgcDofD4XA4biHujKw1hPBRIvK/iMi/JyIvisg3i8jfFZGfj5ELkEIIf1RE/pqMH+W+UkR+IMbYhxA+U0T+dxF5k4h8l4h8OdzzJSLyrSLyvIh8S4zxm27soQD9ViQqbRzp0YlGDVTtVtnMzQ7kBfs8vgjIZJFu3ZRhzJCqGchFOagZrGdOHUxmMMYzvnppwJXJRtAIp1QMgmdG8dl10goSZXo9QzdO2gQIY7Imo1hDkEnKzDg+hjF5IKJBCdjWjKGWhsVRstOqrGmFTik0nZZIylBy0qmEDKWfJj/M5KBJqgth6aSs/dCWeoBMhjBYukR2Q4wwC6m3zGi3pcekbtieLimxzYxikzaRjMRnThtUxnMfC1smTY374rs2+Ra814ZJBPU5UaJGJX3B0qi3HZOrYV5mH3vI2rkaJyfSSWw7dp5JXVVWOis5TrIbGNuSQ5CpfHFV1ovJI1EmaRIxM8AvIrJTeWGPhoOtnZD6w3ybZIge42mbyJ6NtDsmo0NUZFRZ2hZGDKBnfSTJNyAstcGhiJYVxWQjOMaolHC9KSWW6xU4wyFtFt+JYehL+bPJmiOJz5CNiyZ7zBzgjGG03aEU0+wLMMcANW2UCDcRYXMv5kvyY5LjPkwTrDkPejwno6VWyVlZTSKO7zXqsT7usL6e8sM6sjESJPtpiYbFs74EctAkk4Y2ttJyrVB2T8anJKdk0mloY5PzH5wTQn68eN2CmPkIlR6vQI52cqLSsy1Iz9aTZsoceDAJftejtJ6UNdU5FKw16ReR2xJHGqsZibC1hYaYDWDy5w7HXHMSgtIvKcfXJEOEx7B/0EyKySjN7IPIJAFs0Sg+MRtibRUds5gsOBInMRSZPFvLjM4pTJ6bORiJRbrUhwSuaYncbpLWQTw9zw3Vk7WKrr9ykzNaLOJ0LjNXo+ubHiSsw4nWP66lrd0JQOtmAKljZ7JWkDAnOSuZc7Oux4bkJEOE9MhvILbGTGkTBxgZiIQ1lfmw5YYxvZqkWGRqF9gfQjkOn6i5CHTq8MJm9DrwcD2FbbSBrIneFu2Cnet5A/Hs+h7iGSOKmUEY2FiEsD5CJMJZO2ZhrGNIuXYcbM7A3x3snaTfcBBtTRrFhfh4D/6OCazNmlmTVqSbm3+fEvoYbsTmHHPS5hhxJz7OhRDui8gPyvhh7v8VkS+NMf7azD1rEfnr+u/Xxxi/367FGP9pCOGtMn7c+7IQwqfHGH8uhPAGEfk+EfkzIvJvROQHQgg/E2P8iSM/ksPhcDgcDofD4XA4HA6H4xbgTnycE5G/KCKfISK/ISKfHWN8acE9XyAib5TRmfK3k+tvE5HfEZGPEJG3iMjPicgnisijGON3iIiEEP6x5vsT1yr9AnQnIq0y07KNets5Q0OVyphbgdvmVsOyjROyC2m7AMTe+oXtr9Lgbm/lQwaIbmHjDlvasT0hrq9xB9uMA6NBYN11wx2xCqEkY7XZrmAeZkwRLJ8eM+cJxkaAMDN2GzCsdJ7AkHaUu3KXKR7YbUikMWCh2G42Yzrh7jdjq+zNyD0aXNcd5IzlR5w6TBVcKWgWBnVkG/vU+QdJkL1gbJ/M0DdhOiTGXMaS0108DLPksl1Nwga0QoTyObI2Zuw3YMElI+bwLu0drpBllNVb+ZwsjMGYJG1TtomQxSvTS+wSdMxgbQbCrCyrrD6UJUmMzuMOK2t3fZWtQJhiGWNvPN91wDLqdbcfxpjd+ciY65AldzaeN+dgnLwkXSRGgTEjxzC9pyXvhbW7jJ1hmU1BGSs3GcgvmS5ZO7D7SRGatmxPDY4TCw3pM6SdfYi/qjBs2K47wt5nzrpUdhaORYmJCWWxOQaeNz0beV4crxnT2c4jsD2SkeuhfK8RdvujOQJhj4tjDLJorF1gGJvnkmMOSCaxH8s5N+/sWkf4ro0NABSBwZjOsLMeiHeLxIjF+rA2BmOfjYNY5+bkIpvHdBxERwkn6ihhDSy5dUMYUWnMAlaIjgU7YJ4ZczZm41iR3FT5hCWfzUXWxuB5N8ryO0Gj7Xq+gedYweLMyr2Hsj5Wpw+nwPLdKwsNWUjUoZGVEVhyjTLJWmCU1RyMoCOXxKae6dc2T+xhjXG2Gst8vga2sr73bgvj/4kxZ8ncjG1WlRjrE6hfPX94MrGHzFB+AxVjbMTH4FDjTB0B7cEhUD/Halak8Qnex6BzS8T5ZGPrjunezMlFKANDmjOmeO3ZGJat9Y05N5QDBjpr6U/y43iu7xCdP5gDN3ROxJiYhOlqTHJsJ3S+1vGuQ5Z8crjCfozgQ+l1mEtt7kanE9axA3E6gZgYUXivXSRheG9a20IYcTpn9Yth2Thi5cJ29HiMfEbWObhWsjHjcTdRHZkTJrYOM+D7WpFK6vShTrupoTzajfl1GQvZEgSGpfbXDpl4Wg/9Ft6htXPsF4TclfoQrqWMzcZ+Y0D7HJIzCSjL2liccOvejiUTM+I7rLDzRuYcuf4MoJcmc5R4zHQdHLe+ZlTO+l/qv1+78MOciMgX6fGHY4wvX7wYR9eab9d/P1uPvyQi90MIfyqE8GYR+YMi8s+uVnKHw+FwOBwOh8PhcDgcDsdtx11gzv1xGZ0+/KKIvD2E8Pki8h+JyO8RkXeJyD8Xke+LMX7own2frsefraT9C3r8aBGRGOP7QwhvEZFvE5HnROQvxRh/8ihP4XA4HA6Hw+FwOBwOh8NxwxhimFUyXDVdB8dd+Dj3R/T4f8vIdPsPSJw/H0J4a4zxxyDsjXr8nUra79fjR4UQmhjjEGP8IRH5oesU+CoY1iKBOC1olKqNyo6o1PUBJQx2HRUCiW4LEjGkchvMuGoP6Rl1HlnDRhdHGrKm3Z8AFfu+0stBImIGnlFS0m1U6nY2NePYaqEbkAgAzf/ic0Sos0TBB1qzycIaYtgc5YUmz9quwaizSj+2IAExyQS6kDY5zRlI7Kh0woyAZw9CKP0gEYmhNGi+V40TyhCDhmHaJu/rwBiyGUZGWUYyjJzJSyqDLpPYoTFku46OTZIMDd6Nto9MOkNkaIZM/mZOLKDMSZZF5JIRZTJ2HatemwLKEFMfQOmsKYpg5O3vmQMMkNhp23pwDwyCq3HwTWbYfLrHJEIoQ2YGV+2eNZEhoQRsQ+RgJjUwuY/IJPnZQTsx6URkslbI1yRR+ExcYj2mh5Iz6yNmQFxkap+HpN/pObomO4436VjUlZKjALLW5qyUzjPJqbWJAftjbxIgIkHGdmfGzomZgUwqhDLUk9KwvBnIZ45lWB2hRNXaBBvTsG3Y+8KF1l5tIaDsrmb8l0mnMSxWJNuB6b0wiMjVk8MFVEnZWA+Sw4E4QGFy34ZIbO1dY76BSQqlDEttAR00YTpMHmPJoGReB8KYWSXX68TQ/9w8Z2EteR/4/gdSH2lAh7ZoEndsn2ksgnzZXGpjFbbFVVPKKRlsjNwN5RI4a8dEnmvAdtdYMtBXzCnGGmSh1pfuo4RV5ZTbFpxY2LwNvQDHvn1Xyi0fn4+ysfOzKSzJ8WH8CjZuMbMAKC9b6xy5Avm2ro12mynMng/HiY3KwFaZk6DDbQbrvNUyoHTW6rJbQ1m25mAEx1cypiWHJaXEdk5FZmMbzk/MnMJqVYbVnncPdWpOW4YWHHl05N1k5gqINN3GtDMYcx/pfAjlM2dtLZiDseo30zMiIt1zY4L752A8uTfWA0pTmfMtKws+RSCOY8wJB44xVN1PxxONj3NuxenIHswQmNx7/3jq/92ZOjsg5iqyuahS0MyhXnLGwWTXU5A5GMikwhuyTsD8zGEEpm3jA6xfztX0Twe/I85Oxow2q0mvbL9f5hx4pfiZ+ZOyzntiNuT8XB3WwHotmSbCeVPro4NxszYf4u+7QPp/qkM2JxDHYZnkWPNDMxlxVfYpObPr5e+EzJwGNT1h5Tzw+9pxJ3EXPs59hh6/QkQeich/JiL/s4Z9joyeVf8tEfkHIYTfG2P8Tb32vB6XfJxbicgbZuIuRgihkNGyaMfIy+FwOBwOh8PhcDgcDsczgXeGGaO+McaHN12I4YZszg2337LalXGrP86pl1ZruGci8lkxxn8NUf6eOm34VY33TSLy1XqtE5GtZKaUC2D9PTpKoa+Ig93XNhzQILSWukH2jhmTRff19kWfuE2PsF1lhmVxJy4ZeoZdDdvgbsGQZquGatvH073dPXVVfw9YSLrDgUaTRXf5didTAXe2O4MOC2zXA3cwjHUFLIl2Ve7iJYPg061pNxUdKtjO/nObycLsa5LL8rMUtiY74i/txx2sD5zfT2Evno9hr0C+5/oiIjCUMpu+Q7kLbSygLnNKoUfiqCKDMYnQgKuml+3sJjYI2SHM0ku5FZcCGvAnzDkLQ+P6jZS7uLaLjwbB8T0ZzCgt7uztdsoo7HAHu3xeC0OmU6BtWxlWhLmJu6TGdOxgl3QwY9eEjdIDU2AH1+1ZkMGGcQ3GQthCO0/GsIFNM1g7B6vUDXl30642MPa0fpGdlVg3sFtp+b6wmfrIc+uxD21JxZ32wBRRg8Yv76ftfmOSnKFR9N4MhwMjzvoKC0M2nZ2jYW5r79kublHU1N6xzlJ/xf7B1idmUDtzxqM3oeMQcJpzoizLBydTI3ywUbYlsIts7EFW2560Eyu1vSMRkXur8fykncIYwzK1CSnbL0Pm/EMnqx1MWsbUbGHSCvtyx97mia6BPqBhA8wJwti+xJlEVPZQD4yyhjAFLJWMdZecGCGbjuRrDABgIyfWBTo2QoaA7cpDX5ocGk3xhLDBm21p6N/Gzc2qZHkha4gZ+mfjkrUnDLNzxs48AZaUMciwjRlTA/PtElMYHDjoAoWx+BDMIYT1B2QeD6xfGDsH5kzLARmWVn/odOA1J+Oa4DWbxyns+ZWNd7C2UZwOk9F2WyeIiHxod694tnNlx+RzefLgMZVV21QD67XUhSmbDuZDPR3WU7lOt2Pij1FxkNoYtDsyD5tzEKzngbFLyTtMjBTicIUZXu+baU4434znjzbT3GHqDFwvMCcWjMVly+GGOVTCvmJjDKhROuKcJj0bPFqzgXWprXPW5di734CTo2Z8T3v4GWOPMpwjm2489vegfz3UZ3kO+ub93cF82fzK5n9cX9saBFmSKT1c55hDqFD2TaxfGyeQdZuY+ODYwvrK+T1kdo1tokfnTzYXMKYyY553oTgPxMp/9ptKHSDIFtqd1m9GlsP5y1h+p9CH01wB71VZ/j3MLad6vgeGfbsypz6QX3LgQ8ZAHPvIkGHrqn4H7e7MVAhTei1bG9s8BuNJcpqG811izsG8qUMomytxeE2+RAR/S2k8bNv6bIE4cEMHSIOy5JG5Z06fInYV++116PfRHJXXcWdwqz/OicgLcP5NFz7MiYhIjPHdIYS/ISJ/TkQ+Dy79pozeVz+ikv7r9PhSjPGVSrxLYcmX8BDCG0TkPcfK0+FwOBwOh8PhcDgcDsdTxcfGGN/7tAsxxEYG5gr3COk6OG57zbxHRIxG8EuVeP9cj787hPAaPTd564dX7nu9Hn/rasVzOBwOh8PhcDgcDofD4XDcZdxq5lyMsQ8h/CsR+b0i8jGVqEaC7WWUv4qI/IYef3/lvjfp8devXMgjIfQi7XkpTWVyu0bPA5GcBtBJmiQpEqptJrdSw5hM/opUYqJ+kkalSSugZw+vqDHRNUgO1yVd3Qzk3wOp636rhsipcXrItymN01vazCA9UuyNqo+U/Z5IewYiATSD1SiTMMPWmZFVkwWjdIrQxyMaUjV6N0pOjZqON1maxCB4IIbqM1mWpY1Ucmrk3C6SsCzxC0cBiSve21idQ/s0yQkpM8qzTNq3JRx6dGzwaDdKQB6DJPJMjWtnRmytfJmhX+17yIgf8qMISMVxW6S5cBRJ7ygS2dJjlI9BOzfHCJmzjp5IElRecgYymTOVhu+2U3oPZZRbgfIjOTRBxxFblaZ1YNDapGEDk4MArH2vIL17Kmd7fnWawlbE6cBpP76vl7pJmvSKSlxRrvRor4bSUcJsMhmon2QwGqUdSYYI8gyTIUEDNelE5pvAjAmjkWAz0J/JVUvJRjL+jU5R2tJhwWYztWmTs75wMkmEH6zMicgUz97N4zBJ06RTOTDU0ST9m54zOeYAg+YmQz6BPCxflCabbC8b51RgsocKYe/1JZXx4XhoY+R+AGPtJkPdlnJvNAhuBrLzvrJMOheJrNXkjJnUlRmEN7knjJ+dSn/iKYwx1sez+RPHdc0D5yAdz3FsMSl0yMw3mLwMDLOb5AwkfTYP4nzI5qpUJCbBJzvjLQyI1mbur6YFivX/FVlePOywAAAgAElEQVQwoAOHR3FsJx2RpqIkuoaYyakPS1gzuaIm3TRkfidOorD+Ntof7oFk18a5F2C8W+tEgv3i8Wbqry9ux/7wvs1zKex96wciIvKBNZjH0CLusP2a/A1lrUnqOj1LcmhE1m0RZJn2SvoTkDBvtX9twEi8SbrQl4Dmi+vT9e6wOYi8bZMw5pwg5PFFRAZ1LNFtp/h7k9GhBJwYiReyNjPJ7po4ZcuKUjEfFZk8F+eiAE49krM2lPQPWVlEJnnxAGsV65OZaQ2b5k5AvqcyyxbltG05zqUkQjnPYb+xvoHmNEzOij3J+uEprMPOd2auBuYneyaU/q5KJywbk+dnUtdYhBn2UObBfjvgGo44HbL1HzVhgO+VrL1Nrrwi9YxS4X3mMGosVwPS5NWj8vef/TbrwDxCp+XC9AZtJ5kjDTtivmk+LMfX7LeIzasoYT01hxsw7pj0E9+hvnY0L2FOMzIjUzYHwrM1ZOyYpKZQPnPCgk44zMHMBjq7vSfyGwPf4XBiTt2gTtdWFlgn6rDP53J5ZulSvQTpb8DM/U2keVvwjDaFo+Jf6vFzK3E+WY+/EmO0XzY/pccvDCEUMtMQwkpE3qz//ui1S+lwOBwOh8PhcDgcDofD4bhzuNXMOcX3iMh/LCJfHkL4izHGX8aL6jTiT+u/fxcu/UMR+TYZHUV8jYj81QvpfpWIvFZEzkXk7xy/2JeH7Ra05xCmO5LtLhZhDRgqtU3qbAdDzCg5YRTgbmVyEjGFhU25g2EsOdzZsQ/nuGNrO0DoWr5Tw7aTGeVp5xKdRJjx6my3X5kVPTF2vCZMAYxlNYT7a5ZObuyaGIclu4u482941JXMnj1xY24sDtztz9ge6pY8ZEbEybszY/PAQktJhpIRkbGvzBkCcwiBsDxwJ9vOM9ZYZaeZJBsgvjGJcuO0JSPSjNg/D445jEW3hx3Al9bqmKOZmAcxGX+Gd23u3zNmn+3Ela0H247t1KHh5UENLq+fA0P+atwfmSzWxpDttTuftv56NbgrwAZihoytP+POaSTGjRNzhjBdMgcDWr8d6Q+7WDIO0WGFOXBYBbDWrDiHd7NtzBD9VJaO7N6ukrOLknaBbWKzKh2CnGtd76CN2cgy4I64scZK++25kwjb2MewePFEUtsJmUFowsQyZgSUD8+tznEcsTEcmUTGajrrprZjrNEzYCZ0Xck4th19ZBy8uBnf3X1wHPFQ2XTPbyY20POa9KqZJigbwxtCu0V7JIyFbPeuCeMYWTItYUmfm+OIFphzzHkKMWI+scxKJkZTYcaIiOy176IzjrMwvoesP2p7Q8YLstqtneVsIH12YCuZ85CMEU1YuTamYOmtPeGYZvegwx0bH9izs/fK4mWOQ/R8zh7NSvPdwCLD0m6BssscQthzdDN5BK3TFTLnV1a+Mr2MTa/1d7qf+tn75cHBMmG9vH79soiIvLad5qyPCC+m87P1mOYH1hNz7t2b50VE5NfbDyvK8CF0kHVO5i/NOhurzClJxkLJ448RNF1w6mXz3LCC9mt5QHpGFlw/Ahbqqc47e6xgS28K6nWN2Z1AnStjFvxopPMeWTIb618wfuq6Ke4IYwfXKcqYGYB52poxeRybbS3SluysfAwfivSijQ9Zh4TnTGWEsb419hPko2kO94BdbPNNV7b9iOOEreFgXNorg22fUcStP5RKApznOs1v30KZlSaVjUXaVrtzWDuYMwFc22p9YLa9jnc9sB93yuJEBzhtWgNP9yYnBsjYSg6hyLMxxAPnlXjJKQo6XrP2jox9cK5gzvfaM2DOaV9CtVJafuHcorTLDtcONg+v2YIRTilrUA/4O8GcNWT56hGXp8jevBAP80jOLuB3or1/ZPZObF+cN0kelXsHqOdembUR1mZpTgWmo0wk/+lezaPPHIxpvjDGGNuvPc/Ho2cJbnPuyeMu1MwPi8j/KuOz/ngI4Q8E5VyHEF4v40e43yUi/0bgA1yM8YMi8g367zeGEL48hHFUCyH8IRH5Dr32rTHGdz2JB3E4HA6Hw+FwOBwOh8PhcNwu3HrmXIwxhhDeIiJvF5HPFpGfFpH3hhDeLaOctZHRWcSXxxhPL9z+zTLalfsKEfkBEXl3COF9IvIpev3vi8hfuPmncDgcDofD4XA4HA6Hw+G4efRyM/bhiDlTh+LWf5wTGVlwIYTPFZH/VES+WkQ+VUQ+QUR+VUTeJiLfGGN8RO4b9MPej8koff0kETkRkX8iIn9LRL43RuYu4ckjU0uiwd3OKOxTmDHNIxg0NvY0KsWMEm3yARGQCKBswPJmPEyUSQzMWKedYLzxuALKdnxFqdhh4kG/rPzn/b2p0MnALBo2JZITu74nBvOZQwgMm9JBSWy8+BiTdAYN+IdSileTuLSZkd0iWkZXTzRvNJBKZK2TrWGUzMXsqBHwkAOTNUPkKIlQA7Ptdhp+zUjvej01AJOaMUPkKPOxOuqA5s+kxJtkdHjK40SNbz/IjI6P5x3owkzi9Gg1Ne5VkhKCTMqeF6RTvfalYVuWKZP2qtyiBZnJc/dVAnhvkjCdEFmmSUCxPWXlUvlZ9r5IHU0DAPR/lcKeQ/96yZJAhwAqXUSHEMzou/Uv2g8hnr3PV/ZTnZuTDtYPEQPp18yJQQojstuBOHqhIKqWTMVj/Qcl50kqXt6bjZVtKSlZq6MHlFMGIkfMHYaoPBL6yCtqDqBtsC+NR+xL5lhkD45PTMrLnIqcwnt9ScvftmX5t9DX76v5gQfrqR9aP0X5o/XDU5DdmqOKPen/xC5/Jjm0d9yRd91kMvlyfDLj5fdAssvKbFJMzGOnZcUyW513IO1O0qVMAqTvGoxOs8VxBAP0g0lvQIJj428L7aghDi1SeqRtsf6Vz1kqV4Py96TOk5OYioReZJIpo3TWzBCsiHOFLIx4L7D8duD850zPB5TsmSkJdOqk97ZEOs3mJxx3epKeteOXm0nGb6Y40EnEC6vH+jxTW3zYnBXna3hecx7xvtUkdbW+geYvGpW1oiQumToBSZwlnUldtWNlzhpsvTazErZ00MTK6kyln49ANn6m8swdMbGxgvZ0X/vSA3CK9EDb4nNwj5llgTWrjddY5PScsH5KfRLWNnGw+X+KBqWf4qU1C87X5RhuEksB2aXJDCOROopMa8Hs14c5pcK+pGkOaB5DnWGgZD45EyNyxcxpDpPC2j3ZhHjhKFMd7Vk8lCGacxJinoVZDch+s5izC7xuYxY64SHmVFJd45rZ8u1Jm1gIogDO25OWq9uDeRZbY2IxmWMxdEqwLusoqYuz34Qahu/V8suGdVLZtnTMnESEonwpHpQvOWG4R/LIzC6U2ab3gI7okmNDaMepLZD0SNumVijwVjMfkQ0UWnR06kEk5ZGsMa3PRTDZNKhpjRAbGUC267jbuBMf50REYoydiHyn/l3mvigi361/DofD4XA4HA6Hw+FwOBy3FvGGbM5Ftzl3EHfm49xtR1zFtIOEuySdfuZvYHfJdj+ROWcsOTTQaew4sOk+GZ3O3NdbwlCg2m5FtotTGuac3HVPQa253w4lc+Ix7ACdbw4zBRDGGkC2h+1mbuB5bVcbjY4zVpPtotsOv4jIfWVqmXF0kWm3Hxlx22aVpXEItiuPBkZ7wsRjySB7K50TZw05c07fDRoqTlad4VZl/GxPwKGBnj/cTs9ujJkTYAjY+RaYWNumrN+9sdq6yfLqK/vx/Kwvh7GTtivOt8RwOLZPxugwRt92C2y/VZ3RZZiYJ1OYtUVkRBmjaANMEWSmpXjEeC62I3O00MNu+8AYYsnYfLkjjkxSM8x8fgZsVa2HDfSBGqMLWS3G8kNnAmvCkjSGzWMwpH6ujgqQhWDPmeU7lGwf9h4YHTTdi0yxPTHgq803kN3UgewA0/UHyR+ZTMbeug/Oboy9g0yc091UR8Z+20GYOTmgI0tWb1p+ZEYYWwB3qy0s85ATiiC75RR2lz+orNHmBPqSjtc5Q7As6kDeK2Nn1u5FltRA2A9te3iemBubrc3ugCVn7wadjuzU2HSPBvrNADXMY8Yyz+ZZdPRgBs2BbWkORVowVL1S5gzOc4wxx4zXn2gb3BAGG9aHtUd0rmMMMWyfO+vD+Oz2nOR9NPA+VlqW7Qbm1+04n6AjEnP+s4JFhrEa0VHKI2XqPjoHxq6Vj7CDcMw3Nig6otraOqFSt1iuB7AmeKAsbpyfWtJjkTlpP5T2wPw+VwnD4256JnPwEk+nZ1+r44YVeNcyY/JsHRZg4EzVinOaOSIDBw6TYXYMi9lRRCSQMFuXxhMwhq8dO4KDCTtna9FMFWJqjy2yTDUeMphsiYlDuD5HzhSyQ8nE7aAPd2erIsE0PqFDiLYcxywsQt9D9iMzzG/rl5Cx8tSREtSRrUFQxZFY6OhMijkTszJiF6ELTsKmMmUHpGvG8FHhQZ2OpPkVstDfIgOMi4lJjGs0Mv+m94lrPrasa8g1m3dIm6g6gRBgPGLVpj6FgdovcO0NbdXWGbs1Oi8YC4vO9RpjvyNz3n4n4lI/rX3gPaQTQsWjLEkISwzBkg3YwPy03Y5jaObUT9cCONc/1nnkDNai5jBkyBygGa2NMOfwfVlb3NXZmfS3rV1D5qyOwzhOROZMJDmiKMNiE3OVjeNOwz/OORwOh8PhcDgcDofD4XA4RGQ0XcPM1xwjXQeH14zD4XA4HA6Hw+FwOBwOh8PxlODMuVuCuBLp7o+UWHTW0JwYbRwjG39/CjKnDgNS/9d2LI16IoWZSR2IzXlKDTaJbUZ1t7JmVl312jkWWg3bguHYbqNGgjdIpx7PUbJp52hQ36QrmbFeYpyaSWcaPUcZH15P6Zl8CPQjDZFTMZhh8f1+6rYdynLVsOgA0o9AZAjJSCvky6ROSfqLhk+3JvOcaOjPn4wSndffm3yqvOHkFRERebCa5Dst0Q30WjC8tiKOAEw21pJyrkACavKMTIpFZLI7bfCvoASoHxs8ygZN5vUCyDhNnvtwMxnoNgkz2mV4rAbtX9xNFnBNqrnrUJ5tktIpzOoAZdLJcPhqqvtz0GCbbAuldSbVwvzM6D+l4KPR4b21N5CSarzzdpIXNK05zZjejcnosN+YXOG5DTgE0OdDSfFjlZw9BkncuZZ5fw4OC1KZS4kAc5SCussUViq7M8mByZrQOHWStRIZTCax0iqP6J0gnYL02NQPIFE0GXJL5PRYV5mzjq4imUSJUs3xxf/P3rvF2rateV1fH72P25xzrbX3PmfXKS7FzZSgRA0EUSEmJEbfEB7wAetBIomXRw1I4rMGQgIhIaAPmhASIZaRkCgxEk2EqAhCRSNGAkWoK1Wnzr6steac49ovPvTv39qvrf7tuU4Ve529Waf9k5UxVp999N56u3ytjdH+/+/PGB4ZzHj8bRGHUzL5wHqLRkXDzhPkw8DncjM/3+Ut8VpzB2WrSXJKMxl/TxlnFNcjubeOnc+QYnq/u29yAn9du5TTLqXdul5h/iCZ8VNGLYZUEpE8h8cxN6veWB+rIJaqjLG8Nb+X5JzxZhM08ikwiVC8uTLueL8cztCm+Xv2MfU7lu6ynmPCGQZDj/u5TZhOQfIoSueFwpjB42Ihk1JcvCxlUle0g8pw3ObP3ngZ7ra5LDc+T9zAiOjG6/L5Os8dt+08R+7gxnBw563r9cXiOcyynPV+yP3yF87PzMzs1SUfU/8tYtpQvvI95aXCFIUOVlFSb3JNOC3uka+BMeLr0yvWLEpsz9gxhW5Y/jd0p2Fbvs7XK1/nay/Tc+R6CSR7zB4S1EGqNcozUxL7QBLLMiv2MQaulzGmmK9TSodluSYYS+gzjAmRlDzJGYPyFwNRkmO6f+hZilgVfAHQ27BD4dAqOE0S1h3qw8fhCjGhDSTCSbIbPW+g2Gze4mwSSUBDaWqQAiYyQJB0tcGxaB4jJGHtIf3W+wbxNcXVQpbrRY2+d7COknEQPqq5rzDhCPqJzueasFP6G3x3cBO0F9scD+8g+Rck1X95ymvp16d5kF8KE6sv5hsV6V7OkqEGKTuibsxnUwoQrLNS/TL9yVkyY4ypJIkH2N+fWpt9hRitSekhvuzrVsSozLmKioqKioqKioqKioqKioqKioqvCJU5955g2I9mz4JdFj/UBLs8ReJLsTzIkhOTg0mnZQX/tsSX6R44L9pJCtgqspsurNS1q8k8r2Kw0G7ekxKP2K2Y1r7LWBggeJFxrPedpCvYSGJs2T7v7ChZf8fdSN/uO4G1pM8yIbQMIcjs0jGyriJzAl2nYGzQ6CFIEm7tMiFs2rV7S/LRxpkTTIa9d2bARzfHdOxb+/v5dfs6HXve5foSxAa47/POvphrF2yTR8+eEq7jPDHNuPvSpg6S2Qpd0y3OO7uJxEuw2l6f53IxcbiYS7ebvJv3y29fmZnZr9p/lo59s5uZgkza/cl1ZjL81PHDdOzbh+dmZvZqynVARoegPkaGxd7NM9ifjkOmA8gg4/4K2kCAtNPJ3eVO43p5Pnd0xcSJGExlwv12cSxdI9jV5rGr10dPVpOYAtwZTYy45U58wfa6BPHEY0eRiDolNkdZvdnbM+ogMIRQ/Bw2qIPN8lg6D02kvBt9m/vdab1kHibiQf5owUxSIvtiR9dZjxF7420GPvoM2crdcX7fZZJsSia/ui7jyYhn72+cJVOweOb3w+4t8Vp/JttXjDjc7ynGJuNm77GjMNRwVuuA5PnaCef8lMoFhkWz8zkBrBW9X6/J7JjLR3bz0C/HSk5YbjH8z0wYrmt3bzFD0n0GzFWJ+YfzWjcqIntT47RgbPpYP/XL2ExzhSlgtab7s0/IhKVg8Tqbqme9zdc+FoZQcxuyDjR/kUWYDGuYcH2U4QraQeuInrHIGZY0ZvI2ZMwagnlMjGgythXDeb7mObKg+2m5tqAJh1jZr495brnKlCBgsBXMr4CtpPrnU4y+niALTSeQdJdMIsiwVcyFSYSux3jY7xUTUL7A7CwyDgjjq7OtpoARRWaf5oeGRPugy6ahSeaR+hHnIlsy50Q8LYg4Pqdx6k059jl+WQhdc1j2MSpJpHppyMBS+Wl8EswTifnHcRgZJERrzIgQoz/TnGCzvJz+zu8iYhW2MBPauDnMGmM9Mk2SEc2VDKtxOa5TMRETIlZbNA9HTGitzUsW9/K7A014cvmcZY4BSeZXZGhn3udpShV+N4uQFDaBumj9i59j0v0DA6d18LxFe/nafEPViAcUqVbMct1QTaO4WK5Fl8Zh+nNT0DPfeCVYfWJnsp41fqbl+CmEO6pKMg8Ve9dT2ee/Rqg55773qDVTUVFRUVFRUVFRUVFRUVFRUVHxFaEy5yoqKioqKioqKioqKioqKioqzGxmykeKpi/juhUx6o9z7wma51drP5w1WC0ox1Ee3ZQMO0ieySO6DmU5kmVwUImSfLlkrq5kHgV1PtGGgySwpM4PKh+laS4RhUwiJzHGhZTEHPT80fUWTMIbSjrFdO/yiY9OV2ZS7+vN/P5mDf2b4wwZipJik04tOvsOBgNbf99CPyC6r6QqZjlBfg/ZWiHzS7IBHIqkxHofJBgudcPzC6nzu7XTy5HkWqYPNHJQwmrKLl9eb8zM7NPzbTomCWYoicKzia5Oar/qlbT6jdflfpPbRnVN6aSkq480HZCsDfdYr5cyZEliKSnS865Qf2rPLZKoi9LP6w2B6YgSr++hsaS5hlAYKTTrxTGBki4lTW9g/tJKwtDwmJcLn40S36vtHs9ZqnV244ZLkFz/hDqXTHq7zuNhCuQKSmjdUIYWUeL7KOAt5UqtpK4XHPPq7Y75vuvHqXg1M2tPS+3vuJ2vd7nNZbreSj+EWOnSkygZO6W4Spp/aHOd9oE8gzG3V3J7XEcyikjST4loek+JmOSCqOcp1Rdis8fXFnWZ0hXADENJ3Qvp3KB2gGzQQwHjdZLsQ5o2bTwmjLkye8maOkqAFF8hf/FXjnXJWVevcyzqHiVNwXziZZABk5nZqOTZ29zJNM6ivl3IeCRrDcwkiEgixNicYgvm/3UwX0sqeaKxkMxEUB8yk6EcWOXm9Y4eNx9Pua9qrI+QnIZSXcUTptOQ5ChIYl70WX2WKTF8PFA6PQ4exzaYczWPwcBhdDkl6+V0dGOGE5bKeqYL56f5s48jx6abDm2yxvLTbp77yjqV3JsS9aUsmANHfaGQ1mndhLI2h/k66sdmZu1xGfs0huFJkeqfYTalMNhCru7yU0pdJe/iPZL8nXFC6kxezzNNcHxNfu2g65QH5RGEOJHKxXQg/XJcK/0BY7NkoZSwTm6K1dzk/tQGpjOD948B68kkOWUQjAy6gtQjxYrVY2khy9OzcFl6VfnZiLZAE0jOk6yZdfTEGp7XTR4BrDelzumWdcnUOauNf+/YYD3kY3eDdbPiHNcnikuUgyfDLZZVMkSav6gOUFdjSu2zTKcQoUg546/F+tnnhD3mBK25KGE9prU+1sWRLDf4GkMZaqpXzutj0AdVZpordcu4qfLvUH6tZbugHYr0B94mQ/Dd8fUlx8ijG6lxPRylU9i2MgRZzk+cXxVfz6tl/VECbpr7KIl1ObXSVpiZrfduCIh5VvPmZZ2D4OBpSphiqZGZCMeF+tZ6tHFamtdVfPVomuafNbP/yMz+FTP70Mx+2sz+gpn94WmaXr6Le1ZZa0VFRUVFRUVFRUVFRUVFRUWFmZmNtrLhHfwbv8c/QTVN0zVN8/ubpvnppmmmpmn+zHfxmd9rZn/TzH7EzPZm9nfM7Nfa/GPd/9U0zQ+9i7JW5tx7ghcvHu3ZR/Ov7ndIXi9bau5qaFfpEYnjH66+Q4wdJ+1WkOXzFMvrGLC8zsHufGEmEbHotOtCtkKrcuXytacgga8SwnMHK9ixeyoBOpOnTpOzfVDmwf9+2GSmgO5Hhp0SVvMZxUY8cRc/JYkFAyRIWH52ZswAtswU7Pw1ZF2EyU199waJmcWsIQtB7URm2qlzltQ6P/ur67zV3YNJJjwO+bzXl3mLXcYLZmZH7x8XMuecGThEddkHO51o64O38WvuxGqHjbvQ6mO0Vw/YKmprbo2smhdmZnYacplfbOZjHcbF2evj0C/ZT0yyboEhhK79OQwr7vt5vBZsOVxb9XpgknvvRxwP6m97MD9vPNHuDRiRO0/IS/Ze54w+mpe8us73/c7xLh37tJlZksfDsn6HYblzyt3vfTffj+yMBx9r90h2ftJ4OC2nsSLB/BAc8+FH1q0YHS28TNYHZ87dgyVx9rIyn7abjvhjz+X3pP9MbC5WiJKUm7mZj5lNO/TZ9XJ3PrGRyPZiLEhMN/Rj7dBi5z8zE/IziR3NfnL1sXk+gP24mtuBdZnYJxNibsS6EUEEzJl0Hg18Evslnyf2Cw0mBr8fWYHD2plTfa6/g+UxIpy9Ls+PiOGPzjI6IF6fAoaC5hOEu8Z32HfbPFae7+a5lwwAjX/OlatmtbjFSkTmgIlhluMHWXIaz884/ydWcz5PMePzc+6s92dnMGO+FsOBTNez93MaHyR22RHUqcBIIycd54OKERmYGNFxRZ/BeUzInSBGBI0oAgMc1RvXRWontleaJ8jE0DMVCfV1Xn7es4/HC+tF1+VcE10vmrcj9ivXL36/7jFfR4y5wsDlML+2F8SEZJATjGH0897XDkzprrE5kOnmj0SW3LTysrTL9cmIIap4ybg5emwsTBj0mOwnbdDHBKyVMlNseRrXicmwYI96cRbNGixZsmgEKTCGDRhF3kZF+3v5ae6yUtL5wrQJ62GFJTLdkpEaLn1SIMHz6X2kHsH1FDKaYo4M7hFdxvtMEa+d4TQERhrtHuysnbPLoH7Q944uYPETq4BRqvF8KdQKKuDy2QoTOxmgcImh8gfkQZoxjAGbMiqzVAtUiijmXsiW41wvNQANHFSXNMiI+lGgnEoqFDKxfU1wA3ax1EK7DsqUVm2zZLoRMnrguvng3zvJdNTcSDVNis1B+1OFFN1Xa+ADnk3Peyq+63nfAdtfRiQdxvrNztfKqBetYw9YU53cnIjfY9QxW/QTKtT6NhvtVXy5aJrm95jZf2Jmv/4X8ZnfYmZ/1ubfyv6Amf3JaZouTdP8sJn9FTP71Wb23zZN8y9OU2Sn90tHZc5VVFRUVFRUVFRUVFRUVFRUVJhZzjn3Lv59D/GHbf5h7s+Z2f/0XX7mT9j8w9x/Pk3TH5umObHLNE1/z8x+t5/zz5vZ7/qSy1p/nKuoqKioqKioqKioqKioqKioeK/wR8zsN03T9CNm9rNvO7lpmt9oZr/d//vH3vz7NE1/w8z+hv/3R76sQgpV1vqe4Jc/u7dvPJ+1Cx9tsobheTdrtChDfeXaqp8/PU/HlOSeMkpJVy6rTMvVL92UxK2cq0s5yHa9/EVcssJIPkjjCqmjChMG3b8wiXCZLC+nJNHo2cONP/setGtRzpn8U7KwPtBiUdbqssszpC4iKRdyGr0PKOV8Xr0dcA9Rsa8wf9CzU3paIOV5pTTliUS/AS+/TFQ6l/+MZ4raTn3isL4s/qbkrmZmD5eZwn6AccA1SEQuuj3bOkn2kGBcCfSbwASgyJPcLZM6W5BwWccol5qUTBhyr88O8/i5x3OsnTJPuaoS0POYZBmUZwiUlIvS/9kxS8/UPyix4mciObCwolTL5aIs17ZTovfAJAb96c5dE7bQgz73TN80CZGhxSe4r6TLfPYX+zk+/eDt63Tso81hUYbPLnM9/HybY9Z3pjm5+hFyj2wIg/InWevisrF8jH/WmILBgFQPwwZJ/Z95THieO95lVjrb9QWMCDwWTXtImFzSs4V0YrNempioraFGs6YNYgETswdSl43LWikbUjxvg/QHr9osrX70WNDD6EPjT7I1s1gSl4wegi1BqlFSfKJphp6TJ0p+Bgmwkm9HJgZMrn+RecYJaRwuklPmW0iKVcwnLnGb7nJ77W/mvv9slyWlNzziLV0AACAASURBVEE8THE9MF4okv+rTIhPfD+sgpQJgfmDJOk0k7nzcboK6uiK2CGjimsg6Rw4Lx3cSOOIujwH88RGZgKUsPprt+wAhWTLYzKTq+vvnMNT+gOaJvk80WO5ewwkfTJrurAOAmML+6L516yMJyoLQ73mfyQi1/ihAYbGSGGUsQnmL15bajsa37hEv0NI7U4+z3F86dLFWmr5TKmMuG8ka1xcwyBXXy+P9TnEWH/rpi63QWJ7mibIhIUSsXY5r2ptMUZmQTiUzB+CteO0e3rtyHXam+DcmwyVeEIgu5a8MHoes2x8U2R0mdIf8/2CWJpvHqzDKWv1ixf96Vz+jfdgVpPGl0aF9H9xN4uNJaLT/LWIRYE5TSRr1Ljm/DrKnIDr/2RishybbbF2+OL1ZiGJljwb/fPqpgSR1LWQzit2fOFaf7l+1Xgo5wzNh8tLTEhDISOzDtJqyTafbfPccetzWhcupjLUDkyJ8mI9B6MeCwAZwjHFwuNFKZYou/U4jIZIEtfAiIJIZnJFaiLVL+K6xkqUdgn9Sv2JElu9pxGF1tkjDBXVNjTU0Npr313tMh7s7y6e4KvHaM07yQ83xlHhnWCapv/yF/mR3+mvf2uaph//gnP+OzP7rWb2237JBfsCVOZcRUVFRUVFRUVFRUVFRUVFRcX3M36zv/7NJ875f/z1W03TLJPL/iOgMufeE3y8u7eP/Zf6O+ySb33b64ztwHtP4P7tw7N07Odfzu/P99kkIrGUsJvyyncQN1smE5dJxHLXagh2Mrizo12jt/1+PqxlS89kvf6eCVy9yMMtdiueO3vgLmd6v/VdIe5gnZM5AYwIfGelYLqlna58MJldcKcr7dSifP52QHLfKRjS2nmKEg0zeTbLHxlpRIwzJUYudj9V7is/Gzznyo0+YHM/eF1Gu1YFG8xZmSewbsTymqLdd9a57z5OSFgtIwXudCpRcclC0A4WPuqMmBFJ+C3tMi6TzrJ8YlNcED4jRqTabotdsjuvqy2S2Iplxl23cx8wWXsxCsniws6vdsyLnT9/RaRXdOAuc+rTuJ52OLm7tfaykjn34XqmZXCXdON/3yNx8KsLMnw7lLz+GWLWrW/PF8weL9fLLlMstIMZJrYGcgJsHBMzhbl6lSOazImNkkQvP9zvwJJzxtzlA7Apnnmi5xuM15u5/lqweHf7uU/cgXXFJMfCwRMlr1YwTwmS4pNtsU5mKGCXrZaMzlQ+9iclSA6ql0Nd9TZsg2M7xmt/RQxPzA7ELDEdeY9kCIG6tNu5jna3maF2t3cDhMBc5xAFWt5js2TOJKMcspa2nsB5j6TYzkJct08zClSnpcGAxjXYXmJnPnk1sxPKf/S4Wpjr+DVfbHOiaY2r1xiP6ls0fxAbqDAJEuOAyfXPyzgcGYJMkTnJbm7DJtgmZr+LmR96fcvqQefhOXqf6x/JKBfJPDBcma5BAQPWdbGQSSyz/NmV6goNl0IpLqeuyuXEBDVCk1gj/LszJ9eYHzRuMDZl6hCxhgsPDjGn0AnVnsj9no102EgSDZCd50UeaP7gLNTrc8RIX7u122XvJ5te89yE0wbdmMsEb0P107nMzfLZUvwHWzExFBEXj87iKViL/ncy+3yNRHOfxGTiuk3no/IVw7l2WGMtmBLaYx1+dNOkoctjeHRDCDJZZeDzNqMHseRo4LO6LlmXaYzD/EFPXDCi/TMrtIPOG7A4O/g65rrN8XDjifZZRymBf/gdY6lg4HpCZkiMMaOP52HNfuLr/2itzPGTTIKWzG62fxOoh6ZpaRKiZyIrtOHcEs3NfoyKoxTL2BBBfSVmMupN5g/P1mCDd0s2uAweLlg4jT4oN1gn3spgrFmuO05Dbn+pRgozQT0bGedpbQ5GnL+nEkf10ZPt7WO4OS5jAmP4IEMQzM1JwRKsleglkdoQ19v4uu4ObMQPt/P6+W59ttP562kIMUxN+F3+y7juG/gHTeSaAkzT9Oypv3+J+DX++u0nzvnUX1dm9oNm9tNf1s0rc66ioqKioqKioqKioqKioqKi4vsZyqHz3fw4Z2b2y7/Mm1fmXEVFRUVFRUVFRUVFRUVFRUWFmXnOuXfAnAtyzv3aaZq+86Xf6JcG0T6/OKFo+Rva4xee9UtA/XHuPcFte7aty50GaElejbMM7JPzXTr2Ew8fmZnZz30OQ4hP5/O6+9wPReWeWlB69/P70y53nbNLXbtNpjArsWiRwDmQsE5vvJo9TVe3QtbqiXmRFF208uYmU8CVrPuDfZa1Pt/O7ztQrCXj68clobQLko7S7ODVcZYIPTRZKnSVNoUsbtUBHk20e0oY2ihxsC6B95H0j1LIw2mWOlyO+djkBh9jYa7gr5SDir0fJCrewhDkA5dMiZ5tZnb17MAyGmH5Cnp5IBeSDIDyZ0l2BspalBCaCYGTSQQvmK6Sr+dFoJxu8kYZEYslNWhWNAnxv1HuFRhvSHJ4hfQk9WkoPCX93AZSRqJvXdpNOv1I+r7/nbKGwMBDDTsEyZV57KnJmP1u61qYLTUx4WfmNjz0Wdck04FPkRD46BKHNbRTOjYEbgJMHD9K/kzZuF9mgDRx1UiuiusosTWaQf2tkL/6Z5nE/PJseSzLJHkTvQbS/uAYY6DqnOkDWpg6SPZ0u8nSE8qKhTQ2++XYvEC+kWT+kKHHkvg3ns2ykYKkvWZm0zNPfxDI1QbEgV6SSfZd1RHkwPvbWRrywW2Wgny4m99TTvN4laYv9zFJNq808HH5e9HtfR5bBaYTLSRHGjfH61I6G5m/FLKrNjAnGpdmAoXsKZCwD63kO7ldT/7+803umJIuUTakeeJ6ycemKHZorKE+dN6AiU5JtQtDA2+79Q2MYzbLvqA4RnmWYm0/BOtkSolUZk6cUQjUWA/0tGES9m4pTVt1y/HKeDu62UgDCXB7mP/eHZ5OxSCF2ArS+R5z1aBzGVumZZ0PanYsOJonppkVDbdceSUDCTNIE+FKs/b7tlmpleJlIX/3Z+q3SJDvctbmw9wnbrx/cIyc3MBlwNrGzroJ7qH7UZ7rMsr2mAuj94U8U12/kPYuTcf0mcjAQzLd+Zj3E/TxHDMwZ3mf4VpZMvkXWLO+2OT3G5cIUg74+jwvKu6f5fn1cJpj3+UMqbsMXB7zWNJwptw6yVrR/qug70yBpFPS2YnTj54zP0b6bkFzpf7WjY/uEJtv5s+u8R0jydCLuKnvDvgeE6y5JQctDDd8TVaYOvj7UhJdPg8/M8Hspr2dH363y5XQBsYBkZmIZOtrxB2uh/WcXEun91zDpQtiDAdGKvpEYWjm73dYQ2y9313h/iETMX4fGic3f8Na76Gb+yLXjg8+N7865wXxg/fZIv77R1ZBChMaKfU+fzHtggxSitQZ16Z4nQvt9+qW93ja9SYDnlhZwo6/ywjiFmZRdy4bft6dbR3Ihiu+MvyMmf1GM/vWE+d8A+/f6gD7i0H9ca6ioqKioqKioqKioqKioqKiwszmvIhjsDH+ZVz3a4yf8dcfeOKcb/rrycxefpk3rz/OvSfop9YemJHb8djPx74D5txLZ3ldsZvWBLvFOWl6lBH8C947lAyfCbK1q8CknjJf4O5RYg2gTCnZfcGcUjmZhHXJdNDOGW3Yxegawc4Rw+EOCVCVDPXFOrMzbnzr7IwEqD93emFmZv9w9yId+/RxZmqcUc/a+dlv827UM08ELzafWWZ+kHWhHacVd12xL6NdqpdNZkmIBUg2hUw1aKWuOixsxFWv2A3ceAJvshC/tX9tZmYfbx7SMTGdTmDOfdbO5SoYccEuXufW4zTDiJgko++OFbvzyn8bJP8vDCbEiMNGVaNdcuzsiilSJDbXLlpwvYIlKS8O7OLdi6HGJLbOjqAJgMYNdzIjJilZnmI9kTmpvkeGXTIOIesmYMmo75Fd2jltYA3KwTo4ppnlih1sJQzucezxOvfZz0636dir4L7q5xEzicy53F7sY0uWnGLauAniHrbYE4MFjAFdj+FWDJUBrJBkWBMlu2fdezykEY1AppBYUEx2zLEktoVMNszMnq/nzrxCXSpO3IO+qV3vtxkQPIXIJGLaoO947Li5yeWTcQOf8+LP2QeMAsUGs/y8N2DxKmF1yYier7PplszuAawWMbDZn1ZiYq84n8yvZPHKcKlgRHg7rcnO0L3IiBTDpl2OdfbFgskmFkBgQDSgnx8bTxKPPqP5MEqaXTC6naVCdpviElm1ZxnknMCcEFuhXc4dt3skGN8smZ2RGc7Fk/oPAZuuqJeUrD1gXXKoR6TgiCmstkGfSMzJbtmuZCjJhKkDY2t9L+ZcPq0VC62IT96WYKPRcENjg4YrKawyyb2Kg7jUdMt4aMtHySwQhteIYe/lB5kmsdBGmFj0N2+U0zLLb41xHbGLUrufwYhyNlOQX744JjOE7nHJCivj+vxKVmNaTwR1xefQs41oD5lDcFyLTcOxFxmbyLSHzOfnm7wGvfM4x3XEB5u5Ux32YCs5M+n+kierzx/mwh6xThzPy6+CjQcS1tGKhlyp/Mtx03hmfBpRhAxWr8N+v/zjdbucODdYE8oQqjAJSHMHVQFL0zHFArIzEysPhiX9xscZTJhGL/SKJCcVn+tYL+seMU6x94T1uFh+rEfNT1TT8L3mliMKOwSGYYnd1y47cLFGDtQUisMP19x30vcJDPZ79bFzPk+xewzY4Jw3Na4LBY3W5ihz63NQgziRlAY0V9G1waZrxI4bl+Oa67X0N3x31HcfMiwjQ621DPxwbNu5ygDB48YZczTWWHuwGq2JZJ4VXx1k7vBbnzjnN/nrT01TaGv4S0b9ca6ioqKioqKioqKioqKioqKiwszMBmtseAc/HL6La36J+Kv++s81TfPD0zT9veCc3+mvf/nLvvnXmlNYUVFRUVFRUVFRUVFRUVFRUVHxjvFXzewn/P1/+OYfm6b5HWb2z/h//8yXffPKnHtP8Mn5zm4vS1nrJUj+LVCWcXUDhX4daQT4oSCZqH+G0gTJXyjpkWzrRNndYX4/HSGxlWQHRUmSlELCGMjGgh/iJSHgfUXjJg1ZZb6FFGPnCVAp2fvmepZv3qyy5uRXbGe5+c/uPkjHfnI/G298CsmeaOOUKzzzRL8v1llP2a0kH4L0yN/TZOGEJKySLki2bGb2+DC/Hx9Zv9IDp0OpLgsJcyA5Fb1biWHNzPaty+mQ6Xfn+pfXSET+6maWZYyF9GvuE5Q/32xnyvcabXP28+7b/GyHQQYIS13rtFTEFdJUPTsTwia1KrV9kpdRAiDJDhLHpvtR/6LE0eiggydjfpzyc6h/UrYg+Qap8yrp6guS00Zy1dHrbWCCXEkYmEhXSdghL5R0jTLqrWtc1OZmZrtxfl+0oWs+vrm+X5ST11vZPDYekThYfWII9o4o40mptQNZGyVgSYrFdlWIQfJ0ScDg6ZKSsK8K4xB/hcJW8jLKmsLEwkpYjbpXEn4aQqgOmBT54ueN+OwKY1Of36IdJENmnMvy4qX5B8sgyU8LKZHmh7GDvNDroQk0sUyXkJJ14++SiKzwYfXvK+YOfZblUxw5FFLnWbLVNowd8/Ne0bd1HcpVRsmfWX4ldQ6SiVNOM/pzXtAXNaYoiYyMPvRslCOlYxcEMozhJOkrEtr7tTs+QXlflocqjGxy8XRSeiWyppz+5WmO8a/xnIWJyBv37XAPXS8yLrlAOnVw+TvbWtKpC0wskkwqSNNRyJWDxOJjMoRZJhOnYEVxv4/kypBdro5uRHAKYlEgYY3SMxDIwGGt5IJUgyneRGSEUMaLP0/l6xd+NriOhhqLnIZBMA8XJjzeTtdT0IaMub4+XJ0wBlQfQZkZr1VXmLKsdVVZaI7xlrrSg/a74DS2oVcC08dcfIwXCetVB4jlmhMo2WTCfY0byvdXgb5X69dhna9z8HXGEev/SNH9VA78og1d6spYlNZVwUWmos/qGMaI2oT3CGJHlyT2uG8wrnO8xkFdL0iTQOmsZLL3EyXAngKA6w71LcQOxXOmDMkpERjrlbJlOScQxVpQc+SQy3ptlaqHweWNV7O8pkXFqaxnGgL5K787qs45f6mOZCpklsczv9cpHlLqrKpm/xtdajrcIeXEZpnqZpXSFWDNpbUtx+E66tx65dysV8wT3TKtgdqT64m9p9bYwuhBay6aU+kY18BKAfQ4bOx8iYLPV49xekdure/gml8Wpmkamqb5Q2b2X5vZv9c0zd8xsz89TdO1aZrfYGY/6qf++Wma/taXff/KnKuoqKioqKioqKioqKioqKio+L7GNE0/amZ/1P/7J8zs203T/JiZ/W0z+9jM/jcz+3fexb0rc+49wSenWzu6BfUOrCYlmCRLQrsLRaJa35mIdt0LhlWyKscx7fwFCbyP+GVcu+nDfd4BbO/nz3Q5123akWJS93GtVyZc9/tvuHW23E3Rrscauy6bxOwLGBvYEVEy1M9Wmf1259mEP+qyAcLH3f3i2IfrOUHvT28/TMdeXfMOnCAWUoetcTHmyCh6fZ23al/DdvwVWHKHg1uQs34fnJnGHRnlUcXoV/L6CfWbGEKoXrFBuIurnR8m/9fO0HM07Me7uW7IutPOCROkyoSDu8Kqh2+vn6Vjv+Dt9Wi5TofGH+rw9A77k0mkydgUY4e7jIHBxCTTDCYJDxJqp2uAEXMc53a7dGg3MeeKZNLLC3EHNu22g71hJ9/lvQT1ga2Z68bZRbvc3443c3mOd7lcMvi4ktG5md9f1/m+Ys61eHgxK3vs4l8DisijJznmOBRT5xIxychWOS3ZKu15GdO0Yz9uGGPEPMKJ3vmL/qJdbZpOyAAhYMs1ZHaKUXBG/Xl9DEiKvEqmLbit+gzYnsz9fBDzB7vuj5e5LhkPxcYg+0m799EudJFgWkGB5zVLxpk2ixvEndF30U9t7mMRg1nsyOLZ07wDFqp2+5Fc+1UQ/9+813w9f16yqcbleZPqqKCKTIvPRmw6xcqC2anzmCc9iLMpQTbG7QoxrQ122NVMZD9vPMn5zXaZlPyKsXRdtcXfzDJLhUzdMbVNszhWsEHU53HetXEWP9prdDMcmjB9tHk0s8zSNctziwyuzMxe+Xz4+fkmHXvw/s448VTfZow5Hb1fIp60j872iOZPhFnFjmIM+Dgd0R79jdcVlgG6zliw1st7vYlk1vU2lleEZtkJdZ2RsW+neyHeePUX8fAJth2vl4Yup0iPzWMD5pz+VrDfvB0KVntwW7H4yJwOWHIR+zmzaXAsWCek9lrzmDNscI/x3hnRYB5p3HJ+0nzM/jTs58+8usmx8uU+r31Wbq7Swaxl52NcygOzbDJVmGtMy7GpZy4UAsE6J1zTBKxLrpfeRGmupfUVP+vHQH+SAcoj2FlaDzHuJFMEPG+6Lg5pXcXvBDKn4XcC4aGguqqcuLYfGwPTFsY7lZmMeDF1Cza91wF8Y4r5WjGZz6nvc6s1x/VyDkrzDJl6eotynaQ4iiiUQfznmnbydae+35mZrR98rud3Pa/qASYcmqnGHb6zDss5pvG247p4u5s/PW4iSiyK/9QaI+g7NLE4nufCsj30/gVM/TSn3XZ0DpnB73X6jnkeOruclvf+OmB8R26t7+KaXzamafpDTdP8NTP7D2w2gPhhM/u/zezPmjPp3sV9649zFRUVFRUVFRUVFRUVFRUVFRXvJaZp+n1m9vt+Eef/RTP7i++qPBHqj3MVFRUVFRUVFRUVFRUVFRUVFWY2K/DGd+Cs+i6u+b6g/jj3nuDhsrXJDQGuSNYtyrHkTWaZlns5wSBBUo5CrhAMHP2dCTxXTiWHrK1X0mnKch7nv29f52PurZASJZtl2vuwBfVfkiMWaf3GHy2bFzDR697p6s+2WTrzYjNzq2+QiFp1dYLhgpKnf37JOpR9O8sLXnSZdP5BO7//uHttb+IE/YOud3+FPGdw0wZQfFWGe5h8vHYJ6/GQjw0welgd5vrdPEIOcpREIJdH8olhD7nSU5EgSF5+glRDUl3Jfc2yVJeSqA+8zilrlXSV8tfn3UwNpwnHwTXMNCJQe1FOfT5JX5iLn2SN6NtJmlLIGm2JQJ6REq/js83OE9bucvla74uF8YKXleNC7/sgef7YLrUTlDIMSKTdHF1KQPmbs+zbt8iyNNaGPaQVLit6yft5uWhKItMPStMkSetWS4mIZNBmZq99XHE8KFZRDiKZGhPN9/7szQGyVm9rJgSPpEnqlkUi4s2yXZN0ld1AGpC3yMea0JxiOR7H1mWt+/wcg2TSlDJH9w1kr6cGiZkvy4GdE1CzsP5SJJP2PkFJtL+n5Cw9C7uqnp0yr0Cawve5fJ6KARIbJYlnmZO08i1J7PVMlL+somT+ScZLWasqJp8nI6UWc4zMMzg2R4314Ho0mLCgLFlniOeI8nxTWul9ptvlSr/dzZKaO8x9wrHJY2kIpKkHXydQ/ho9p4yWesThKTAdGl1ixesp2TgTQyt2fIj5de3HrmvMOx53Ptzk8yR75RweoXeziVeXnBbiF6Y7MzM7PGBO9XiyvucY9uehIYwvDwaYBEjqOkKypUak9DilkgjSFhjG2YrjUHEkGHMFgjiXnYWCcuFQKve+efO08B5lWYLT1Oy4rz7TQNKfzCkg35eBQ2HgJOl8cF/GnVSWItb7K9owvQ9krcXYW5Wv83/ml+6R7dUUZTczk4dYMC2WRgne3yas5YcN1tc3nl7iGUzdns/HhmdYW+zmG0aS7kKW7/2REma9n6IUAYV+uzyfaAaskTSlcS3q7bS6IjZ7va0g/R0ePMXGdTlflC4cugjuq1QHNPCSDJXGBh6LLpC6KwYONOYJxllqu6BPcB4Tilipcd0v14QXSOyv69xZZcK3Yloepe+BpHP0NEWM12kOQh1J5lsaLvmcQAmu6mEI6pzGF8E6R++bQJpemsT4K9KRjJ6q5wiDCZNZA6TdevY90jhQuixobcm5KK0notQeXAN7TOba6uzr0itlt34dpufRd5+i3/lc9XjZ2PXytBy34vsH9ce5ioqKioqKioqKioqKioqKigozm39MHMIEp//o162IUX+ce09wvrY2uiHEYYUd8XFpkX1+9CThh+UOcbj7yp0E7ZJxF0q3Y8Jdvy+TWG9eze/X9/m87rjclRs9oWnBZAp2MBObLhjgTPQ5BLbkMoR4vs4JPDvfsmHS6Xt/z+SfYv4chnzexbeF181y54MBSAyhT4536ZhYaEWyez92Artx8PZqTvm89giWlO/KMtmwdpCLzcVo5zflCF6yhoqk6cHu/snNIV5ec2Lu4+iJiJkg3dkK3Ena+7byXZeZHTIOIHOu9c+8bPM9Nqulrbt27FgHHbPqOtR0ZDoMN/M9iqT+T+zs07BEu2Rtu9yNZIL+tLtY7DzqPSgAAYtPY4qJd8ka615rfC2fnUwCtTWT8BamBbqfJ4nv8Zyv3XxD7Fszs++0c19eIal/20zLY0Hf6YOk/sk4hgmGPSE42yHtsJPF5a80jmmizfZop1vvmZhdBh8cQAHrIaKUiDE1jmgv39Ale0BV1ICyIQZT0RcjIxIakCQzhGXxCpODpxh/hRmCv8GOvpg8xeMuSVI2il3KugyMFJ4yOSG7IPX5gGT2VmWEl2FEXTVBJSW26jVgSQR9osOOvAwtBlD7coJp0vh0/2lxbArmKfbPcYvPbMXyhGHMjbMGbnIs3XTL+SiaL5vgbzK0uFyWzI8oIXhhuCMmDpu3Ka9rZvborLvPYOoQsQvImH7zvjSO0Ir2FvPJupGxRa6r3udrMnsfzr5+oilSEDsSsyvKk05G3DYYAwL7vY+VBgzK1BcYOxAzNNevAmOQIj5E5ddtiqEplhTL6EVADBIhcQrqqGCwXZfM2cTiC9YdpcGMHyrK7nEH18t1gCJfdTmywpyJy7ne3/c3gXoAZWmeYCvzeZPRA5Ldrx9VPlzP3w5I2h8x9sW2a7A+7sBMS0x4VNJ16/M12e8eS0lqG6M4E0CmDpEJh+rUzExE+Cn4Nsn+2Z38ev2STTeiPtSe/KyMFiYLYlEEsgK9/47oE4nFjTX3sZnHf2jChET9mq8HxGOxlpsbrFmd3ca4npQTNO0Sy4xrMLEbydhswd7yuD9lnzrb3MwVt10vY2UPNqDiJlUtG5/LOC+dfE32+ICyOqNvReOCQE0VGR+pnw+BmQwZ4Ctvm3X21rPmtRy88FFvV7FIzczOH7p6BLFUzLlVELA5FiJGoeYMmmJpzcp1+OCd/+V1ycTbtFwnzO83GFT6PjRO70Y6WvGPJ+qPcxUVFRUVFRUVFRUVFRUVFRUVZuY/HL4Tt9b6Y+QX4evvY1tRUVFRUVFRUVFRUVFRUVFRUfGeojLn3hOcz2s7389c/SlIkDpRmiRpGOVgYVJt8fdxOeXbh6zBnGLdUNJxibRky0NKWMp7SG7HH+pTMllQ3ZOaBhR7SfEupKZLJjUuy7SB7uIjTyz9DFJX4QzHBNGjSUGW6UOLh9SxB8hfH1zWen9eGnRQxhUZBzROhWei5JL2Pr8OO8hQUoLc5XmUq6TrMXm52hM0707J0HHj3huKphkRJP3aQaK0D1QKg9frAJ3EvetQXkNy/Oo8H7scsi6kcxl1iyaUFIayC8keWVfT3qn9a8iLfNwUGzxBUvzJpcZMu76SnILnSZ7J5L+qS1Ls/e8D+7E+A1lzB9l4d2j8NX9m/ehSEiod/DYrylqTlmgpwRuQXH1004nzW7Z1Ut+hlNDjRFvIC70dIBsY/flkcGFm1rl8mxKmFNvYrpJdbYK+HZjdFPJ89fNiUAWypnRByHOUoHk9Lk6T5MXMrHfp0Qg5eiQpTonSL8v2oGSXM7jiL5NEt4GkTrIdNrXkx5GscULbTBsfm0wwrWZitanvY3w1MizonjZSUALtEcmfG3W4It6pj+FgK4kg7quY1S3rpZAwRYnSVU6YP8hsiJLRtctomJqgMo6N5QAAIABJREFUb5eyJpki8L76+3QN5uhAxmNmZtu5DGuYPzARuHDvqS7GYO6jhKlJMnRItVzWNg5LqU50nRXGdUowH8ikeb2Dl+87uJ4SZH+6yZqtm24e+Jyv23DRssQYyFpTaoo+B8HUdoEUt0jW3y2PpdMxfzY+GVBCHUlK05oK11MzrIr0DPm9JJMtJxxNI8U8pwtGZcX7IA95Wk/AmOv6zOM17jHtlMEdH/aYRvmb1m5FD5KUjP1cZmKscy/LiusFTVmFPNc/izpXfRQGHjL/wfVC+XHKYYFjU/Qc8wvNH1rJODH3joEEdNSShhkMXB7L+a6Q6rpOtb2hZNINV5DC5lHnM667HG/C/JqMlCgRlry0X9YL239ww5BCnusf4RhV+onCEKIpzzfD3Bea0313Y75AlP7Gy1Ic87FbjOE+6p/+usN8cjcPoM12KSk903hPqWmwgGqWSwbkGcChyKgIWPu8f7uBKZnPr9eBEkzvO2ibbbdMJSD5ZlEGLzeNTxRHyrHkr5S1ugyY/SQVIXhOmdmZId6dlnL663OYE/nFj5z/lZkCKVb0bGx/mURtNpzXBz8/P9zjNA/YgesTj20jHu5xPZ93vM3HPvY10BZrkYfOrzc2NkZ94WuAmTn35bPcKnPui1F/nKuoqKioqKioqKioqKioqKioMLOZiPIu8uHVHHtfjCprraioqKioqKioqKioqKioqKio+IpQmXPvCa6Pa+tO7sJKeVwk/ZFsAM5CQyQRiZyqBEirVht3w4EkZlhJEkM6fbLmyp8N3ETDn4wlxaLLoT4LmefYLmVDV5dnUdrzmT/v7Trz+O9cOnMLrYgkrltoRbpmadd4dZ3CCTc+uY1tPy1lQaV7YkCxFwpJsbcbXKIkMzODPLJwQ/vidi3ksf3ymOTClHlJyrUPHKFOQ6ZvX12HskLn2XfzZ267XOfroC7PTg2/ot4+u84Sp184PkvHXh/ccg3OV9n9K19vSrIWSHFvVJeQWEoSFzjWsmmS7IJ15ZIoyscHjb1AJlm44uoyHLeSrvaQU8sRDlLHJpCrjln5a4PGH/qlVMWUREkyQ+lE61KXJD23WMqVpF+UuuzkpIXP6pWSA5caRA6jLIukQYU7odT5kLCOe5cSbgJ9AGX8uvbb4o4+Myw/WzgzSlKKdpV8d6CcQnER+iw50LI/JQkY5GYpywDOK4z0VB84NgZ9UGWkvJjuZm9i3GCeSNI5yh9VALaNdE24b7dsa8W8QtZ8kawZTtQu3y7kRd7fhj3klDu/B8osuecWchW5040YhnLIvnaB4xo+u3fZ0A6y1iHFcEjA5f4aSDspS5r0vEwFoX5HiS0k053LWre7IA5DRnU9+vsgzUSD2Nf5dbpCcr74SC5/IQdanpfOZ+iTyx066OhzxoC4eb56OohNDmSab24wX+/c1bVbLeeQCGyHR08v8dkxu8Q+HuZjdEPXGqNwIg2GitzBKWGUtJKOpZruimlP8ZOyMDU/HVrhBNod5ortzsv5nfE6pQgJ2qgoVyBrVTYOpg1J5aNL8O38YcrGJV0eNhhLj/PYKNzkJYmjZC+QDUvSTXd1VVwRdvzZOb2O0bPrfnRSDdIL5A+gLOnCKMl3q7aM1rGX5bHUvsdgnWB5fcP5cOUywKHN4//cLl0uFWeilBhcE6S24X29fgeuMdTH+G1SaySsT3sPBpRJp9QZOJauHay5OA9PUaVHTahjgTN46bzeLI6lMRKlU+Dc1i6/AyktxIh0BcnFOFq3sf50nbf0K84jkq5eIMHsNL9G3zdQf/oszzu7W+uI9bXWnit+d/BnYYzRWntaB8eCOBc5UTNOKD51zDg0Ld7YoLQbu1yZh9XcoTaYK5PUNXB1vdvlQXDn880lCCL3TE2jn1LQ/voe0WLCkBP5KmjY83Vt/TWwbv4aoMpav/eozLmKioqKioqKioqKioqKioqKioqvCJU5956gObTWtcsEnqPvag1kzvmup3bfzeJk0jIl6M+5m6Sk1dzB0nsaB3jS7D5vTCcywLhjMvTgYaZl4tgm2MWLGFFpV4s/yCfC3nJX45cCWUqfQM+6H+ctXbK9Dr4FyN0o3bdrl6yVcVzubo0TWCHRJgOvs14mNFXydTIdlKD2+pCTYTePzt4IdvS5u3S3nXeSaJohowcm106XQD2L4dAF1APW5WGar/OI7dlPzjNz7uGSjyW2DXcrb52ttAvYXm2wC80dUWdMTA23yX0nnjvU2v2kOYFjPIPF6ewxGgIkBiuT+qvdsRvZOmuoRRLw9rzsAGQI9rfOVrvFMWeuMYHv+t539LhL7puKHahE+vtI5kTQB7XjS1aD6rzZLvt0mQx/yXRN9VEkhFZB8yEl9R5ucKInZu7AnErsLDBiQsOadGHu2Dpj67xsfzLnNHavTKgsFhLHdRA/tVPfBEyWYvfYzyNTaQXG2eB9dALza0yZ5XE7jxM9EloPGzfcwFhP8YgsqbWYaU/TRqKE1WLgFiYMYpcVsU+XxX29PrhjP2kjHBSblMMajA3Frz0SZYuJVcRFj5UX1J/nXU8Js83M7jZn/1t+kMN1jlncCR6cTTuAeZCNHtjHmuJ1LpifhjhBNqAYc7fbHISu/vBnzNdizK0eA3YxGB1XmVLAYEKxm20zyrQI/TeVKmKmsB8Myz6h5P9XXk8GTmAmXJyBdQX7/dyJOYc+q7GO88Y0l+Z7iF1yOOcAqnZiH7OAJae2IfNsUiU0T5/XOtOtTPTvp5N5IvYY6IsruANpbRQx+hrEcKkoCsbzFxO603rRLM8dlxdg2HzkRiQf5Pn/xZ2rCzBGVL8P2zxfn5T4fJX7Z/u4ZMRqHBTs3GSkwLVe+WqWk8jTmCHFDjI2E9snWCdwGK7e+JtZjqVFEntbIJUvCJXtZTnPcj5eH93E5ApW0HY5ZxWMfh9DNOFIQBmSMQPYW6r/qZhf/aNrjE1/T3Z++gzv4fVBNpjYcTyWWJJF3/e4g2Opf1A1kCin+Ty1zcj5yWMMDWu0xCvmoouOgRE1LGOz6o2Msqu7aw093S78lWZ8AUs2RGCUEpmSTA0YYioLjOW0/iejb5W+gyzXSGLLmZmdDt4BaEqnWMVY3y3bQXGHJiZpWVe0jX+0iGPOOES/0/iHOCePa7LuPCyRFXp1E64B7S/jjg3YvruN2Nl5YNyu50H5rPge4wZTmHcOO1etYTy+uJ2pzndruvbMOOJB7v07zem0tuH8dWXOrdL33i/7uhUxas1UVFRUVFRUVFRUVFRUVFRUVFR8RajMuYqKioqKioqKioqKioqKiooKM5uZle8iP1yYZ73CzOqPc+8NmqnJFPeAll9Qop2qXZg1SL5FFYrLS6ZzJliujuLq5/NGlxCOd5kOvHHJFOWy1+38fgDtOr0v6NtKYspjy2dLMsUiCafeMBH5/D5K6k1zh/PQFa9mmX7MhKCiNdMGWkk/t9CmPbgs8wIe/1PmD6Xcz18hW0u6YH50hTJIvgWp07PtUnv5ajXrD1+Dbj+6lIdJ+E0y2W1+JiXkvulyWytoU646Otd8FUjeSOnW+x705t5p7ay3Y78u/maWKfsD+t209+dAtakMTDo+eT9O/dnKRPv5oBslQNYgeWl7WpxWyEyvicaP6ykpPs0ENPYgH1Ci5+4YyCkoC9kxGa7LBikHSpIDSBOGpeQgddvvdq6MZOM8NC6lM9NRCZJzJUnqUJg/yPgCUtIkxcOzyXRiuoU04Xbunx3kCpL5DUZpXyCdTVWE+yoBMmXNktgzyXIaZpDOeicsjS2WcpWoLClxfCEVWR4ryholNJc0sTDrWMr8esm3If2IYq7kMUpbYBabSWg+kbSTlxsR0xSvKX9vN5KmQ3YrwxUqhCJpn7eTTCXMssznuskf3rRL0UAUk1UuSvZkRLBplzkZ7ts82NP1IH9a+RhYBbGGUqFRJieQAK0hOVXS6hfbHIQ0H2FKsM+V6Bvy0iR7Y6z32DPQqMTbNZqDGkhiLZD05Yei7m4psU7yLgRsPfHVlvMm5aqPmodxLCVhp2zY37Kfqh/TiEQxmWkI0pyBx1BcKqSMSe6VD6UuXfRZxROsT2RsFVxvwNxRGPNoXLfLuBQZVrCsivsTOormqPMH+djpm15HP5hlWd/8xoOZmX18+5CO3bjBE+OJUlysIZ176WU+TDn/weBtHEkxRxj9TJrbCoMUaRhhHOPDgfNOMlVgvSjkMmG912+RsD6Suobznb+intU2kXEB20gGTTT3kPyZZemRquPybH7fP8N8KGMcDjmN16BPlAn8/RpMTREZgQRmHSkFQ2Ew5dejTHrvr7dBnCtusjwUrjGSuUrwR8ra1dY0cFgvK6QJzL+UuiKSlzLVieb9kXG9XT4I12bpvtdgvSMjmmLc5veazznPjV6eyxZz31YpjGCG5O+Lr4RKiXDKDTYeOy8D4oSXX+tssyy3pzmZDFeK9Z/Hm4lxzNM2NNH3IfZPl1H3nMf6ZRxTPylisyS2lKb6XLDGOlHfE/gdQ99Bdm1+kA+3s4B4j+9Ax9t5ADEG6u9Mu/D6uitezcxeHef346W18al0KxXfV6g/zlVUVFRUVFRUVFRUVFRUVFRUmNm88Td+1zv3v7jrVsSoP869J5i6KTFJCjRKQIwd4qPe5+bv9ZaJPn3HoUNS8igJfu9bw9N+yWqiLXWUdDTZdQcJxNvANIFnaZficsFzOEtiomFFUC3agX+8ImGxs7jInDs4y4esip2zKLjDImvs590xP9u4ZOKJgXcGo0QGDT0Th/t7srkSM4YMO7BBLv7MeU87l5sGFCx3QqtdqHyoUfJ37DidnMH22RlOH44iCbe3FG3EH3z769Vln44dvX5p/y6WRxskseXO1OaJZLdM9Cow+fdB27i5uRKDgbukSshdJvWeXwtbd30GbZOvh76oBN0sWGKjLJli3FAco11r7sBr5xU7sBHLT+UqjB5EiMWMoN10sq6iuVRljJIcr2g6cVbybzxnwBCLoGtzp33ceWJeGNtEBihi5zZgSbZKGMy21p8ZA6ONfZUlYlgAKSlyv2zX8npiPOKYdsaReNuWxIg3kjD7K3NSL4mTefeez5kyPfMB/LTA6Gezxk68GKxFDPe4DmaS3g/G2CymK5J1i626B3NOzQUWd5PYvrYExtL1OHfke/z54hMeY5sYWJyLNO+QAbwNmHPaWd+jXu6dNTRMOe7k8Uh6hj8jk6x3xZ8WiCQmKtcH+xzUeq+41+h3YzOXh8wPsSOm63e5c18k4RZDFH8PWJdi4tDkIiVIL2jjXha0QzLXQH/SHD+e8sBJ7GOOAfV3MOLaneYOsOnEnCv6nR+DiVUvNi3jddRQfumWDJt0DOWLzK4UY8DsYnxIRkV4zjTf0DgiMEOwwCRicAOVwsDro/lD3/r4dTr2T330bTMze7HOfUzs90/P2YnoOoqxCVZbu4zXYiZySZLYcZtlexHDYa6QiSxYsZrwvFqzttdlI7EOEhuJcT0dW7JzCJlwFGuHZE4A5pHak8tsn5vLOOaxEsyz00f5OudvzBe4foAPiQ3GMTwu+0lmH2J8bZfH0rxftM2yrG2wborHv16fZhImFirXIuoLBWPPxyHXNmKhMbZNy7g+BmVIfYfzmPxvyCiPQqQCAPtGmnyDexTmX75Gh/kXGWfpo3x27xfFWB+kTEC7+rP0VBJpHNKnyNdIw2XZd/i84365gBm9HVqYMDTq0zTSaPQdg98TIsedGWQZijXKtWjEmExrZK5FdRrrQGVB0D1e5sF5gsnGydcJzzd5ISuTCLLppMCi2kdz9Mtz/r4zeCPen/NkfzzPjTmNTWikVfH9ifrjXEVFRUVFRUVFRUVFRUVFRUWFmc0/NL6LnHPv4prvC6rAuaKioqKioqKioqKioqKioqKi4itCZc69J5jaySbJECkbE+UYMpru0enggUS1kLDpp9siebkfgtxCEoKRkj4l0kZCYEmImCBzHUiilN+TSbj5Xni8zHTgKwwmRlH6Qc8WjZ7qknsvy4UJy/1X/CsklkowTWnXsHNThHXWHFwDXZvqgJIoXfsMiWWvxKuQ3a3OgXQmkl1CbjGcJPPNZbnuXcIEWn6SVlJGqx2M1ZLur4T6ZmafTLN0ZbXaL85r8ZxqVyaE1i7J6QJDCK+HHu2gJ2ohTZWZRxvoh9ifJN9lf9HfKWFLSeJBu58aN4kIJEBlUu/5dQikGJSmSZJSyDj0FtITSbEKQwpJOyJ6Pi7Hcb12PTOlpEosXTyTf2RYQ+ahhLtICK0k4TRhSPUQSDXipM1LqQYlXZEkMclpi2TdLi9bL8tCRVwyf2BMuJ8vtL6H7F4SEjaNJEyUkoUSFn+h0kVJ3WkS0ZTnF9dmYnPVL/uJH2tothC0/wSTEwv7UVNcz8xscolQA3mZJH2F9MPHzRrmD1uXbW4h31R8Y9y8DstxmuIO+n6UziCKQTo2QeqmRNA0J1A7tEfcw/9+Rby7+rMzMXhoJiQzGcgpJdU7bHL8l6SUsX6zme9xRZnHzucTOC8pkT9j/eRjeOpymS+rfL+XfpsTUkRsPV5yHlbaCJo6JDkY75eaE/Nm+gAuqM+el2OJcSfJ8imJUozB1DGo30UrUUr/JLulOcVZpj5of5k18LPrZUoEdc8Bksgmil8uhZ0QdyaPmxNThVyV/iCQugbrJ0J1xFgvmSljUbSVXsSntF5rln9HhTTLpRQkfTgWyMaUvqPFQ/WuA2W6is8P83tJtsxyyhEmsc/zHBrMx2S3ZxL7efIoxuGKk6NDRQ7kqitKMX0OWkHq2rgLF403JKcr+uw6qBcVlfWn+QR9++rKX0r2NIczUf7gquFhm49dXuA6Lzx+3THjvt+Pa4tkEsI+EcylgRww9YUg+wENkpIEOxjDxfW8LN3jMl4XRhp+ncI4QusSzFmSM9MQJsU2piFJJiyBNHmppi9TZ9z4XHmTL7h2QwV+J9A81nPdofkGsVLST0pY9X2MhhppjYb1JFNcqO0Kvx1J2DmnegAYINW8BGv9tI6I1qCU9GrtwM9elqZD6juFPDeIRQmF+cMyzYfdLGXjyewkWkN2y047oZ8MqoNheaxYw/n7I75jtP6+m/IxpeU5XHO8kySW9aLrMbWQ+k6zmop6/TqhMue+96jMuYqKioqKioqKioqKioqKioqKiq8IlTn3HiHvJGAHQztntLn2XcPugM+KERckJS9+3BbhJNi05I6tElGf+nzBjbOoyHSKEv3rWBucV9hcO9uKrKvEHgGjRMmmxz5fT8ypMdjBiJJyrrDtqnIxIeidb3u9gCHEybe9t9jG074Id9jEmGvfsqOYkkB/0U68Lo7GUbLWMbBwL9hPujV2brSLwzo6eVnHYbnDtuJusLM4OrDfEjMRBh6D77pN/bLOhzV2tbyNyaYT04GMuH4MqAnOotuBTffsds5Y+4DbXjdrL9MyKS6ft98vd2cT+wG7rpMnsW7WyzIVrMUgkb/GcLHJGLAbWAZ1vfa0TAg+BqyMgWyAbflqlneQOdbDja4oGbL+FDD2Cmav4gmr3DcfaXCjsoxbVIiMFDDWr2INnHKhu/v5vXaozfIudclC9XuBjRrGuSXJzPRwxXOIAbgJngOJvlO9gGHV7ebYcrvPNMOb7YWnm5nZEcypw2luvAsS5BcsFUFjnKwBkfcw/sWY221ynNutlwzWaPczmToEBkNkNa9kJhCMf7JLxFyaGJ+ieCgGE+Y71cC4hunMjY9rJLgWk5CEHO16D+hjMvB51eYBtHE2xQYxRu+H55kScVJM3eY2SnXAvhjFa9RR72V4xDzyoJ1/JoR31kYbscuYJF59n0ZK12Wb6LPrezB23WmjO7JtvJy7fJ6apGHffwIFS0510y/7TsEu12cLAxR/LRiAfgJjeLrwksVFBus0LT+bzFgK4yBnxIApvApYa4oTA4wDUhzm9jnjvtou6CZFXFJ8JcMmYP62l/lDa0yI/cu5U3zn7lk69ve9T//ATbZXubjhlcydzDJj8wLW/SiFAJhEajsy56QGaAKGDQ1mLGDO6DnJAJ/SA+djSqS/fsQa8zwW958/62vMPVjm6r/Fulhtjbjo1+GcKjYY57bVjZhsWO8oAX67/KyZJXMTxlcx5sr1/3IMp3kdBiliVhfrOrHQinjtx3C95CUUGCRxHCbmPBzLuoMz+9GGKWaAyjq4IUtkJkHWleIm1/DJFIUmEVpfFwxbvz+qQDXUbfLAvbuZ1447sMdlMPR4InNKcQLrDjd/4DiTWRfHqJialxe5gMMzssZ9fkXb6NqsyxQb8d1iVD1QDRJ9PRCzEgzLVTKJy+eNziCbwPKU8UGkQijm9WROhRvLOIT9MzH7cZ7WyGQwX5ZjXRVbGIL4d5oO8/XOv1vwe6e+M9yucxDX974eg1MGOI9QBUkhRCZeZDClY307WhP1768BRntHzLnq1vqFqMy5ioqKioqKioqKioqKioqKioqKrwiVOVdRUVFRUVFRUVFRUVFRUVFRYWY159xXgfrj3HuCpm+snZbymEiCFSUgboLzJNsghVmfDaWVoMRLuniAHGT0RLo366w5unG6MGm+Srh9AW347LRxymRFG2YCXFGYSX9vXF643kFy5DR1Uo7HMZCASWLbLqnONx1krd0sXbqBy8ba9RZKFm4GtjXr+QkJYykpnJbn8SOBNDXdkDEwSjrq9bXaZE585+8LMwyn6o800lBCWCS0VQLaS3SvQDrRBDLZCTKP3un0wwYSi4gCruT0kHv12/kzkgWaZUnCuMvHHiXFQvJcSasoiUrUcyTKXScZL2QyTo+nLPjidXXl8zYrFn3+rMZelLybwGWSAcVqOeEVRhU7HaO8wF/xmdT3mPxXkoM2kiYE/Y4yOU+GXEpdAjlokn4u5aCF3E8mAZShaywFidkLqZs/RyERvpavZllqwrZRm8hsg5/hPQaXQl2eQSp249dAvQyShazwYZeIrCHjfrbxGNPlPnsasozicz/3VZPllhqSI2XU/p59WhKWBnIrxbwNytAGaQiUaoCxVKkLBny2b5eZwyX9k1ySYALsdBVIIlM8bJZtXUgdU1J0fNaTrw+QvymerGBioyTSA+TBk8vyOM32O6/Tu3zsucufnu9yYDzczO318Cw/3PkoOT0nZC8T4vEG0iq1DePc9XGunNV9rt/uQdK0t4yHaTm3SNZayB9PkrXmY5vX84e60zJOMHm+Ysywx3k3Lv3fsHF0/6XZCY0o9ExFmf12lL+PkketlicWcuo07+RDkg3SOCTlyYeZhGJuKWvX/SiTnF+Z6F9/jpYfpURt+b6BG47kmw0cQZKkL5Dg2jKUWveYD24+n6936nJf/Wn70MzM7l/kgbj3uZQpR7RmKEw2lJgfJkYa/5SSqkmuHdJfaN2BOLY6uCEIk86rLhEnJK2j4UK6P/pYmrop2VOcQHv1Sy8sU1fg3Jvkyogxw63H+pvcsEMfzYHLY8OOk9Vy7kvvg7jOtCbT3tcqMNzoPIUBpX+9x6PxIQ+I1tNF0ExuFaWIkBlGPmQKq+xjSsVR9GN/5hZzQueSzQEL4rQG4bDWFEMjFV2D4yeaEyKzK8cIs6NL/8Vfm5tinSiZNE9Yfkb3ZT+RnLX/OBd6c7d08Lsc8oMOrZv/BHMp+1FKKxIYKYTpFID0XStYcxXnKeZiDs/fRQPZNVMoyMCBbRh8P0n3atknvjhNRmFs4ve4QcqOO19f3a3zfP3M398iN8HKO81jnx+u9wq+X/GB/bbBD1CUzjKNSkWFUH+cq6ioqKioqKioqKioqKioqKgws/l3zXeRH+7rmWHv64H649x7gtW5Sbt3ZGVwxyRBu4tR60dkpCH4+1tG1ZiScGI31XcrtENhZvbR9tHMzNbYwnp0CtDnp5t07LXvVp2RAL1XwlXuTChhKXa6b+7crOEmmzXInIJJjF+7X7sSHJvlXZ5o92NVUBRnXLFNdvDt2yu2xNcyxcAO0MV3Mntktk11HsVD7gBFu4bYYRVrsMX9dMmxsFz3v4ERJXYGWYPacWK7ijHHRM9p54r9JOqLIjVEDIYrGHvqCtwBjhLb+w7nBTviajvuaooN1AS0CxoMpG187OJ1zhTYB8n6mShfTIIjksQ2TeQwoPvjvRKMB6yQgi1HlofYKti8SwyWgknir6jLdJ/ADKUookwYNkEfWy/7SQ820OiFJatpCnZvc3J17LCqO5EtqbdkxARJh5V8uzDFUHLqgsXhl8AO+xexVM3KuNh6X51AFYmYM6l8AYuHO9CqNyaYVuyIYpGZ2dp3Y8m2u7SiMKAur8uOJObUBKbT4KxRxlxFbrJkVJ4iybGXZRWxKcm6DhgM6pfsnzJuaMD2UFWPFzKYRIlELBKrEWMlsTLRZzWuZYRhlmMkOQtD0Ck6N4S4BRP3G/vZcSliOr5EIur79TwgWadqa7LuPtjm+atz6sfn5zxH/kzzgZmZXY9k4ImCh/JrDEeMjmhumZbnFYzuRIhE3/Fu29/m8y4feF1/nJ/p+d3MLiST4HieP3x+BP0pMLGI1iBTsCR46jtFEU9EPLrJbbPdz52Hc+DF+9iVCcb1mpsDFEWMvWTQkY9l8yccUwyKGG9WMo3ePLYqTCn89bKM9Vz/jYl1l4+J1bR+Dea3s+g+xxz5eDP3bzI7Ff9p4DR0iYqdz9P4Z9J8//sA+pPiJdlUqsMWrNCQOdeKic3+6UysDdZmh+UC5erGMVcwYhOjt2gPLydZd2LOFQx1ZxSCYW/Othtv8oevAcuPZlPpGM0fNDaRSF9rQd5P8a3tlvN1MSeMGnPolzKTO+UyyAiGYVGMWZLBm15tmI+tBsV6jCUxiXA9tTWN7cSELE3sFNtYmOX1mmDdEalM9OzDiev6uQOcu9w/V+3SKEFM7B5rJRl99OizmrIKpvjN/BmyG2VEQRwwv579fjQvUqM0wXqjMGF7at0XGC6sArOgEcYRqa+GhlD5UCtTH046rSYPAAAgAElEQVSwKh/m6/7W2xrX62TgBEXU0DmLn6xrxQ6OAZ9ft5iHNU8/A3NOjLnbLh9rbWnqcPR5/WGdG/Hk6yYaForpPsDYpgcrmGuZiu9v1B/nKioqKioqKioqKioqKioqKirMrOac+ypQf6atqKioqKioqKioqKioqKioqKj4ilCZc+8J2sPK2m5J354CFZ0o3atIIhLIQfjjdkoIH1DJDVRyUX5XkKvs3Qji491DOvar9p+ZmdkWme9/4frMzEqZz9mlpicmXJUMhbJLL5/kKGZmHz+b7/crbl+lY2t/+G8fn6VjB5cfnk+ZTz06rf2KpKPXZFiRK+Hz66xneYVswUoY+umZWpcZpKg/+jNddrjvJdDnRDIj/l1JmHe5YVUP63WuX0lS+Zy9Ei2Dbn9yaR2TYadrkDYuujqlc1GyWfUnsu6fkO0WmyqRYYVLZkgbH0W3J23c6+WyRiJ6PzZQnqvPgFquBORTD7mqrkfzh5ScPp93lcT2Aim2ZJ6UCsgUg9Uc5N2NzBgoOWlcGsBxLfVTYRKhfsKLS0oaJgmG1EVtCPnjysf/dpfHnOqBEsxekhNcO8tpcUyJwyF1SBIhdJ7UxEjgn2QUTOAeJDke/M895CprT55PyVlkzKJ2kkTFzKxXYnN8VOYPlw8gsb1Tkuin8wJMXq7DAHOHs0sit7meKaOUVH+PJMf9IGk1kiarv1E27HU+nnJfPXr/OK2yRiwlHadUz+MvpfrrIMG45OINJDGSxxT9ztuahiCSGu5u8vNG4//sMfS6xwSlMcL5yaUwmy0kjC7Lo8RSmQa6djnWt4ipH7mE9Vv77JSwb+d2eOhz/b2+zKkTmE5h8LrcQGLzwX6eH37F7ct07Ffu8vutaxe/fXmejine/Cza+jrN92adWzC1pDUB+kSOHfk8GS0UBjOeLJ9SN0nIi77/4Vzmj148pmPfupvnZu6gf9bOA4fyrKvPNyMKkyRugey2NH/QMZznsZtpHDS37BDHNJbgsZDmiZ6mOC6xare5I/M6wuk4t0f/Ord/93qurO4tpg2MQYNL/4q5NJg3JWctzaaWiz0tZYbN8hhlsjIY6SE5PfsceYUceO3jqkiQ7zG5MOu4SiaHdpDM9xExxuMI+2daMjLNg8yEIImTKUKPsqwCuWqSx1KJl8yJbAGmRMiFWr4vzIT8HhO/egUy+UjCWvRpHxtT0H/X+6WJTIeYltYlZ6xL/P1USBhdgg25bzJheZvBSL8sfzYnwbjR0pHfJ5SZAHOCJNbs3PpMIQfdLk5L6wj248jAKUolktKaoF7GXnLaZd+mdPLNv5mZjW5oNm6WQatYp6TsDPmzLdpfskwu67TGj4yZ+D1Mn7lQbtmrT2BeepwruH2EacqDy1ALebFf4xaxXnJ2jgelsOH8r7ahYZGfN1L57evNAesJmZjssN7RPHKlYZ0fY2oC1eUVRh+PV08vgUD72M4D/3bIAWDjHWkMckZx7aD7Fqld9D2LJhr+vj2szB6+nj/JVObc9x6VOVdRUVFRUVFRUVFRUVFRUVFRUfEV4ev5M23FLxrdyWzlVtzRblCxq3UtX/l37jjqPROpa5ekv8Hup++EchdaCUi5Y7d3L/OP1nnn/JetZzbAOqDs3K+zt/iD72qcwH7SrgdzIysB+YvbnDz7h+4+NzOz33D77XSs9e2ZDnSlz08zS+VwyFtxSrjLHWAl/eev/p+c5y3Y19dc5pd+vQt2Z8S6WGMXZ+9MGO54Xb2iJzDAUlJX7KAVhgb+8SIJu6NMQDqXJ7HlzKw5zPdrkHA57cQXyb+DhLtBIuJh73/n7qJ2Fbkz7btKE8wktJPE663EnAnYWWTOpJ1O7EzpHv0WrKtOO9iA/6dgowXMnsHpmacp76ZdOm8vtGFK1twvn61hQuBox36tRMkont5zgxVsFe0Md7nrp3NbjGsxXSLWReBxUoz/lRIak0nipgOXdsmcKvrnSiwE7LDqvtzV7pd13vqOKfuiEnyT2ZfYUXy2dmlYoQTO3NW8dnN7jmuMOe3iBgzkMvH6cgewdyMKseXMMsOm2FHW85Kx6e8Lcx+v58Mt+t3z3LDPn83srR0YXWJ3XcBq68V6LViXXgbGhETVzEXVJ8icVtLxK/t+YvmSOec7xAH7hXU5aczhvFFJk8nOfeMZzTKbbrx5ele7a5fzjRjF3E3XeF7j/Gdu0vCDt6/TsV97+6mZmX1znZlzD8M8F3x2+VY69gsPPk88ZEak6mh/k5NOa54Q+87M7A6Z1J/5wG8xYB+ey4AoP/tnm9mRodi9Vzwi+1kM4WFZvxMSfQ+e3LxBuw57ZytEYwBsCjF7yPYgczmdl8wE8rP1Pm4KApjGfZGYX7GNQdLXJ0jMrrLQxED9iP1JOMPUR4yj6RwEBTDnErsF/e7i7TCCipXWY2AKrwJWWMEGUxJ5FsGrclUYAjnjBJ9diSVLcqniOrplWv+R5CWWB+YdxQmOKHWxDnWp+NuD2dX7eGb8TDGhYNjq/ng2sf3AxEvmPzRhUP9Fn0gtUsSiJSvYAobzysu6YpkT8xQnisR9n89rnRFdmN2onnc4pr7K4cGypqT56NP++Rd3eQHw4Y6LgRmfHWdm6vEARvTBVRInzEGJYY0Pa8jxe4KYjhiHESFG640RrPvETOd87XVJJm5mtaFdvW/3+B6jtRSvpzYp1koBc07imOmwLDzXz+pPE+i0KtbA7qLuFLVbsY5ZsjOnbmmoxPnrxlVIO9BtNW9dAxM+GpWtg7nv4Ezul4zr9/MxMkS7gz8H18M7PVs+1kRqmqfMJDbLRUZRRz7W+R1TTMEPaPTnspEzTP1ObibIuUZNRwa7zmM9b2Uc0WKe8DrvUAli0UVMsOI7nI+z9og2SvG/seZxOR9+HVCZc997fD17QkVFRUVFRUVFRUVFRUVFRUVFxfcBKnOuoqKioqKioqKioqKioqKiosLMKnPuq0D9ce49wWRZ4lDKEOfXgnK+VG1kUEYhCesedHuXTAx7SLXcgGDFBPmStUK+edPNug1KdSI56+iFWIEnrWTnG1CylUCb0jkd+9ZNNp34J29/wczM/un9z+bymaRYubJ+evuBmZm9XGcDB5V0C/nLzfqyKN/Ly6wH+bnXOUH3vUuXJuYXF10d9dJfnXaNZKCNyx/4bJJ5rpB4ecWk1P5K6df5ONO2KVeS5oQyOslZCymJbsOk1K5JomxkuHPZ4DMkqneJ1s02a3VUX0dIhB6Pc4e6HvMxlZXmD0rcTonQVfVGKZ7kgJTE+dsrEiCfvH9OEQ2ddSpJFFn3fu3pSPmbBgskLEH9pSTRlI9FJgySLQWJrYtkzNOyvZhcO997KSUpeNOSjRQSsWW5Rpc1tJC/XL3PXPFM/U0QZJL8OV+4D+JTJPNK9TUtj02FbFg62XxocteRtssVLSm5JL5mZsp73UMDnKVOwX0xzkb1E8o4VBTK/Vx6wvMkxeHzSkpSJF72sddDdnPts4btpV+TxhyKBeMQtD8Vx+elvIzlSddz6c3AOUFynMK9RB19KS8cIZOUxKmQU0uFBun36P3tAnMKPdsWpg6S7GyQJDolxUZZZMJwOOfrHU4uCz1Ts7uMRUlOv8/9TvPYDoNTM5BSMpiZPXjKBEmG5ovPL5eOcj83HYBucUSn3nrH+JVtlvTceIN9tDmkYz91+6GZmX12uk3HPj/M89LjY07BMLjusYhzUmBjTmhkRECpq6e4GHfLPjYxybmP09e4r5KSU2bcB+kqlNKhkKuqz8BVaLIgaOnPNATwPsEk4TrGLwxKLH6iSZTm5tNSeDJYPk8C52LOcikhpWIpyf5bDLqm4H0kjxty9Vq/lww1mNeBlFx/w2PLWCqUBhPLAmqMdFgTsq5T+Twm0JhHBgRvXYvoNUj9wP5pgVmHrkzTEZnwFMnadf647NuFwYDHShlwmKWc/qFMkqkYZBx0zd5kSUZZmrYEcsvbZX/nGlmpZIq/+xqZ7SHFX9Gf/EEbjK/B9YBsmzGSv0rCShMT9ctoiAb9qViLjMGHdCuOm+XjhoYVaR3GtfkpuK/SkFDu7ek0KKdOfXEMBgtlrUqTgf45+fQw3mCs3LnEnrJ7tKtklpzTzo2vh695EJ+uy3QrG59nmHJIks+B69J++Z0gpbqhJH67nNfTGMF6QkZbhemQj38aDGnOCKXR+KzGCOvgdj1/72C/l6nDgRJWrxeaYgici7LRG1Pn+MtqGf9Zp0ovcmJKkY3S+CyfrZniNXfF9yfqj3MVFRUVFRUVFRUVFRUVFRUVFWY2/7gbERm+jOtWxKg/zr0nuL6YbBKbAT/op4SnZM4pIzNJDb7zV+zOajeNyeQ9+TeT9SvRsqytzbK99YtdzsL64Wbe5d+BDnJwKt4BW7afXz1hLbIYi0kwBruzTHB66/f9xjabTvzAek7c/VGb2XRK4HkDeoh2PchW087JKtjSOPW5fK/O87bgPRJ9D6+djYDdnrRRy7p3e/I9Ewd7scicunzgbAqUQaxFYrosmWTF7pd/hMlwtVs1kNWinbNLsHPGTSP/zA0Smv/gs5k38GyT2//i2/OvV2BseLsWDMHA+lxMzMslh6yLs+1kZjE/b7Dr7c8xnsCc83sU91Xi1hV3NcWw4wX9BbuMiXl0ZBs6y4RsVCUTxkZcYlhx41FDmQmwxeJhAmTswDUBIyLl9Gd7qTxv26Xz6icbQOQemk60ifkBcwU9O/pTYh+wy8okgjvJayVNRv3qmcn2SkYazCbthxjH/L79BtOdM+eU3N/MbOsP97jNsUjM0/GIPvbYlmWyzEwpGIDB+FEjF8xJMR5RLykBetCmK34W1IT+OI+r0wbb0EHcEtuy6EdB0uw0J5CJnZLE47r+foXk5GIIc3wpyTlZ14P6ScD2ZoL0bPTxdKdtV9rpXrLkzj3Gv++cn465rftkilPQR+ZrbHIfe/Brf7bLbLSX+3nOeoYKvHrb9EhEPek9GRZ+j/6a76tE1ZwDB/TzWx/4P9i9TMd+zfoTMzP71ZtP0rGf3H7TzMx+6vxROvYT22/Mx1Yf5PJfZ6OKEWywtl/2Ey0uRiwoUoJ0MJOiGCPWA1nSYj/QmGHdLc0ahAsNUrwNCwa4ihCtYzAHXt0MY0TMEvOPbP+wt+l2HNZBDBz8fgPDk8xOAjZKwVDTe8aTwKyH0FphwLiZnNXY566amSvB9aYlGeSNRO9+XmASZhuO/6UZhrDZwtTJ/97TrKFfsjgjQ4hkgAV2TmYU4piHw6iPnc40+nBGJI15ZHZARrzH+i4TVK07zoVtyfYWG30YF8doiqC5YGzZactnnM/L7xPTkQoBjymPYAMnNQUmxJOUC6jgxteRZKYmMzQyGANGX2a64bPOthuL7w5elg3P03W5lvJXKgQiQyixJJfTa6kU8uYk+WmU3wbnwGF5rFVXWC1vMoFROHpQoEFHlNF9kvkDO7ePmxXW8uvNkhlHowcZHqyxaBCzmoZGR+8LnFvEQi6Yk1ojkTWe+iWUDvsla7B3w6sJ7ao+ze8d3UHMOdxCpl64R1JOcTrRPAzVjZQOn9MAyxmFG3xYdbReYX2qdee4XCdEPxiREdc8QW9je9xt5448ghF775+9bjAHSu1zXtmwfUuQr/i+Qf1xrqKioqKioqKioqKioqKioqLCzOYfTMcov8GXcN2KGNWttaKioqKioqKioqKioqKioqKi4ivC9wVzrmmaWzP7t8zsXzWzHzazX2dm/9DM/l8z+1PTNP3lt3z+XzazP2Bm/5KZPTOzv29mf87M/vg0TaenPvu9wvjLznZdO288SBxbyFq7xNXOBwO5Zfijtii/hSxnKRG8dSOAb+3v07FvbWd56Ra88VfDLAP9xGU1ZmafnOf3TKQtiVBEKG5Bxd96stsO9GKZPrwcstGD5LTfvmYDh4eLmxNAOjm4/OWAROSfdfN1KKd95Um2h1MkKc1llTyiQ4JmV93a5p608Pm1v2HyVKddg549XpeSPkowUrL5QB5XJLR1Snqzzyfqr31guED5w8rlzKyPNkjC3vlDbdt8jw9vZn3kuA+SHYNefn+a2+ZygmTvYaaGr46UHMwvhUxSlHmOgfQcuKHKSkOIafnZJhgDqucOyZ8l/eQ9kiwACfWnYDgmWQDbTTJTSFnXWb1t7VmaY1ugSLgfqEFTIm2clhTfhfx9Kd/R9SRRMDObmlVx3aIMgeSkkLpECYHVNBg3SWIFeUlORA2ZxNblhUyevJ0L9sFN1ud+Yz/rlPrbXDGfHeex/unLHJ8kQygSoAcypPTnt2X5DZSOSYoDWVBK0A+5x+YV3ys+QG4jGSqGjWRvoTTpbRI2JeZnHuVuKSVN5+MmU9D+6W/oJzIgmp7nwLm9nTtckSDb5SxMgC75CSVAkrAeIfeSPJ5mMinnQNRceA5JxM6QDz0O87XvkY1f8w7LJ7lfz5Al2T3K8uBx7uU+p0l43edrn7xhr6i4tpnraw0t9It27tPfXOdnf9zN1351ydc73Mx/P18YhFzmxxjUvPFqluJlQ0mXYkxh1uL9E9fTnLbCfCKp+e06BxnJuD7psj7zUQPmDBmiZKOURCWpK+ZNT8zdP8+fvXj/3d7lmCCJazFUZNbBRhwCqbskgBwrQd+aluEkSbpY99EcXhh4ubnNwFQNHld529FNcyKTgyJtgJ4vmIOK1CnRctOfnWkoklEVY0L4Yckp86GUrH/gkzSL+6dnwuTWuySd92qDFCYalJzDcxJ7lMXn3+5xWhxrYcakflce8/QhmCuHra8TmShfcsAgRptZSiXCdtBa8PXrHDNejfP8Nb3NrEcoDFeCtvluE9broyxfkl3jcjIEoDGDn0dJpOad0LAkMMVqAklsUTy1DdYxoz7DMaV1UWCetQriIqXJaY3Mtagm1SLMaqLNxy4uL71CjnqCpPPkMfIZDNfUlwc8b+/xl3LV1Bei9sf3Cclf8bUpyc9HpKZY3c4DleZ0w6Mb0TW4nros479iX2BERUMqxVW2/6mbn+l+l/u71gTPN0vHBY51fVfpkXNgcHOIAccUM9iD9B2TEtYo7ZGktWyjtbf19S7fY/T55NK31r/Cgv5rhOkdubXWnHNfjPeeOdc0zcbmH9P+lJn9bjP7ATP7u2b2K83sXzez/7Fpmj/6xOf/oJn9FT93NLMfN7PfaGb/qZn9703TvHinD1BRUVFRUVFRUVFRUVFRUVFR8V2jaZofa5pmeuLf3/6qy0i898y5aZouTdP8H2b2HTP7o2b249M0TU3T3JjZnzSzf9vM/mDTNH9pmqa/ws82TfO7/DOjmf2Imf3oNE1D0zT/gpn9z2b2m8zsvzCzfwOf+d1m9sfN7LmZ/bFpmv7wO39IM/uhH/jMXnfzL//HE5JN+m7ACJMA/QLe98tdSDJstGtEpoN2Emk6MPoO1wW7B73vDHB3Ye3bVQf4Zn/7MjPXPjnnHXEx5gawH5hUO5XFd3EKxpY/ABNp/9R5ToD9qidzbt6C+enDh+nYa2crDNg9mpzNcMUv/CKrMKHqRYmFyVpM2WmXbJ9iV8h3krg7pzzvI5lHSsb/iF2XC7e6/TqGzwQJct8sy/xZZ0SB/aCktLL/NjPrvd2539G5Vbgs2s0yg6XDTXZrNwmBScTGH36L7bTeqQY/f8yZVMUkmY65LN297ziDJSE2IJPTmp4Ju8KpSYpjvitYUIX8tCDp+NuSRK8Pfj204bgRuwG3CMZZSq7MRMm+e1gkncYYLpJlp4P6W8A4CJIrFx8Nkqs3y83q3KcDgwTeI+1q0+TCq5W76SlZNhl7HnfWDzgmNgXcOsRIGHZgJgy6bi7M+WYer6fb/ODfuplZvreo4F07P9T5ms976eYQA1h8aexxDOsjZCNE41HvIyYbY6/vLtOMoyNz8rLcvRVT89Iu/lSyAQL2zqJ8RkYn6lyJ77vljvPIBP4PnsT6Fcbw47KfiNm3QoL5Z242c7vJbSMGbhsknT/CrOfiRhDcOVfsbsAoHD1OFGxksXja5WeJx36eT8huk+kQ567mqfrFfc8+h8toyMzs2+fM8lZ8/ZlLNnpQ/pYTsrCfvRNyPnx1na/J+bVzA4/+NsfhQXGT7LeAIUqm8eI8Ik1GwZ/QNmImfLzPg13zwx0YET/ZzHP3A/rY6Ay7jrE5mTXk+w0eX4dbMNh9vnuxz/OT+tgrmBidnQ3WdwiaYvuSFRbMMaleVstKiBKgFyZBgdFXcewJEgITrkdmEynekA0YMF2SeQEaWH8fMEdeTZRd3KMPuACr5Ty39ljfFeY0Ads3QMiIOszB5QyjHyXI72H0093Px9Y05jqX1zXDPBYxwDt8VnM4q15rB7ZrwGRPrLDI3M3AfiZbVW2D9X/rWfPZrmKmj1ROdMsB20SGYDITY7x24tKwDRjsAXOe64TE4uLtJVaggiEwO5HBEJlxU8CczQYOKJ7YygU7a9m5NG6KuVJjhX2iCVjBqtPC2aS8hln+jjGhjVT3rOczYnOntTZYWRF7SyzfiYzoPhhEyeSGde4xEsw/raVbKGx2u7lBGcMP3ibjDgY5m+V3zNCARv2E9as1HKvS24vKnns3xerBau/8+2FLcyrvDJwDpZiiecbZ2//S52PP9su1CL/nCv20NDHc+dz2Ypvr73ad57Rzd7QfX1zpq8c/7m6tTdM0NismL2b2177gtH/wPSnMd4n3/sc5x++dpunIA9M0HZqm+fdtlrr+kJn9HpsZcmZm1jTN2sz+hP/3P56m6c/js3+9aZrfZ2b/jZn9nqZpfvM0TT/WNM3HZvZf2SyB/Qkz+9Gmaf7aNE3/yzt7soqKioqKioqKioqKioqKiooK4UMze2FmPzZN0+/4isvyXeG9l7Wamb35wxyOX8zs//T//hNv/PlfM7NfY2YnM/vTwcf/gpl929//m/76683scZqm/2yapv/BzP5XM/stv/SSV1RUVFRUVFRUVFRUVFRUVHzvMHrOuXfx73uEX+evX0diYojvF+bcU/hhf/3JN47/Tn/9S9M03b/xN5umaWya5r83s99vZr/ND/9/ZnbTNM2/a2Y/ZWa/3cz+yJdf5CV+1e1Le7Wfud+fHrN88/VhpvmeLFP6JUMdQUMX07kJ6OVMrqpkuZQ6jC6nvYD+/tlmlqn+w21OyacE//2YKcKfnubzHq65fKIakyY9BTRkyZnWgazp5QV1cJl5911APX51yclEk/yI8UIJ0FEvKXFoT2nv8nfulNietHvR/ZHo/Xqr1+V50c/nrPsiiXCQhDeKfUpUWyTKVbJuJrlXguxd1iFI+kN51o1T6z/cIbn+dtbbvVjnY3euEXnWnnBsft9C//JZPyfff8m28SStDQw31BcLmaQS81JO5/KNFSQgkqatIFFTwuoR8hsZYLRIEi06PeUZkhpKyjofm9/3GGdRkn2ZV5TSY7+HBWNguzxvvo4fCSQzhVFBW55flGepfn0jQbL3k0C+Wag3vG6m5dAM5VmF9EeSLrSrZErrh3zi5mEp49BYStJYoJC1neZCKz6amX1nPfe7fpu1yZJYK9Gwmdn6Zn44NH+WwkeVjzqQPLqhNFmn83ECmamkTlMgiZv/oPNQLnkEwYAkGcHw2hr/lGBHUufUNkHsQAwcJKOGnEYSK8rGJANnomeZ4PT47NGTYVPWcvZ5Z4u0BpIhbhDrJT/ZdLkNtSikFEjy18MZklh/H8kvKHV5dd4vrqd7yGjIzGxQvRWDJZBT+esJcuqfO2RZ6yc+b8oowczs1C8bTHMjpb8Xl/y8PkKqCSmc0G69DiEvTv2EEkXFNKaeCGJHE8m8dH8kLL/fzPX14TYf+8DnkW/t8lLs8W6zKPvV++AwMMB6/Mdc6f4dNt3kPvHR3dwZJW83y3X16SGn3ejVJpxjJH+jzDCQCmo8TJcoSKPIfouRyfML8yLdF59ZL+V7KSk9Za2KLZSrS/pLM6mrXpeyxsLU4aJ7QdYeXi/SM/sL1jSKD4z1SgNSpj8oXwnea/3a500YwqjemDd+/TCf12Irv4li6lb3XdYLn0OSWE5FK79Ov0PKFsW7G6SFufW2/P/Ze/PYzZb0POits3zrb+vuO/fO3MHOxDbGBBuwE3nE4hAhFDtBEGSCgxxLWIEYEpAlUExERKJI2eRArDAJsSCLQqIQYmSEHGzEkmAwEBk5jsAgRfEymfH4zr23t9/yrWcr/qj3qXqqq7rvnZ7epm+9Uuv39fm+c06dWt6q76tnoT4UUU9BNWxSWqvp0zrnuQ/09+jbH/oHd1n0b25ryFAQJRZtkuufEfWzR/2m66FcRHIgWLMy9TtHz8SUywZTs7SukMcMm8lk+qxPYxGtOaXiTjp5VyYafO5Py/WXrr3RXtUxvS/TeLn8Z0q9f4Oo//heteszAyK6X7pW8XXEecIbVXAST3VNsG6uOP2jHajPIj+NUd6M33Mn63s0L5p5+jlP1Sda6+5av++SAVKjazc2k8J82NMcDskeS98xUFS2l4B8z4LWE2xyh8BagNcE/jsVnXtr5hLOsu5lf3gl/CVfxyg/zn0lhTHmO0Tkm/S/f/GRt79F//7MEy7xc/r3kyIi1tr7xpjvFpH/REROROQPPapjV6JEiRIlSpQoUaJEiRIlSpQo8arGV7rmnJQf5179UC25Xy2OivoDevgPWmt/+pGPfkr/viePj/v6921jTGWtnay1PyYiP/ZlljFB6uU+xv9Z1L3UilZiqKgX5qZd7eOQClVaWLvnRO5pR2d2jfd4RwTbZIR0WLqtjs/VwXDh3s6h2Viss9Nd6Il2dioWUNbg3RZfFjUiYARg722pQ9cGwoHRA4yEQaCuKtqhsrrTwYLglV5nouewaZFpB4h3e4B+YmFbvJe5xJi+zlnDuwtp+QiVkxPwDsK9OQFZup9+bEF1BXFVRiuuWnfD24Q4AmLuvGHknNsVWlEBgZg72LDb91CNOxg5B7HWXH3UDGHSXdmpJRQPhElp7icAACAASURBVOoZOadt3JCJhbetp77mRfgJOQcUV4QoVZQcgQI98sAwQg07iuw5MQPCkp4DbcznwsaejkUizE+IaIc60ydQrmiHHdVB98iht7BjHqEGUD5CRAG9xceyfT6DnPPHInOC+P5RmQlh0SsKYVqm/f2wD4V5zzgDkpt5QDqx2QziZH3Q5wn9OJjsUG5TdN50QwLdEDvfUH8CyjBCyekx3gTPoRBZmFtzOKPQAsqDz0mRc15w+zGozHA99EHeYU9zpBfhZpQkdsm5fJk29P2Td8Q3rmCHOpyMPMzIXiAKTtrQNshPvIMNo5qJnvFGEW5A6YqEnGA51+vY7OnYVpHfObT3npAMNoPO9u3B9afnHuncBxmDJEacAcnN8yfqhvsx5kPu+1PGMcQocoKR32gTRuegvSJkj6LtqhmZNbVjUr5J65rn0uutG7zv1qkBRg5JHKMQtX+yIZB+jD1xppX2nXXoJ2dz13dmBE2/VETkzY7Qj2psYgg9aPV5a0LiAbHBa5teGQyMMgOSjTw7vFh/hBSj+g3GLOF9byzATalzXrVI89hEZgh4Fp6/mn16j3Az/o8ijthMrE6P5VBc3uSK7ju7VnTJFa251ICmozHA88ij5aoJ6uLR6rk5KzefcE7VZs8h9jhwboymN8nnDeaJVSjL8cL97c+ob6/cBQ2Nn4ryA9ZmvGaYsObNIN3yZhOcb3BheiigQRnBhg/wfII1QZNeryJkGkyu2GDCr5F4bsstT7Xt+DlMBsHmy0nzmEXumHPH0881hJLSdWJ1SNF0VabPcmBNXvXcZ1P4sG8PXv/hbTb8gGnHaRh8b1wE96evv7grIiKfmF/5YxvtrB0tLjf6PWxDc2nuq0ouX3sk/oHyhM4TI33/O2hfbujcHGNCcs9eZ47hcxnkcfRbjtZ5TQZ5dq/zCa1PjmpKMazCTbB2YPaTR/7zfAfmFD0P5l42esL6b0bzLNYbbBaBY6smzDtgdDXVmGN3fdaYDNScwlp7+qT3v8LieT0vfpz7jDHmPxORnYi8KyJ/U0T+i8zvPy89PjI/zhljLkTk4SOHPy8iv9ta++OZU7Ay/DA/zjUi8rEP+GyJEiVKlChRokSJEiVKlChRosQrHc9LH+4Fas69KSK/JCL3xP228ylxHgH/kIj8LmPMD4nI77E2C7N5KfGR+XFORAZxbqytiHxCRH6ViHy1iPwRRb399czn5xJAILng+ts+9lNfYnyYX4bVGfb9Z3XPEiVKlChRokSJEiVKlChRosRLjV9trb37sgvxAuO5PK+19l/i/xtjKnGeAH9M//57IvL3ReRPPet7P218ZH6cs9ZuROQ34P/GmE+KyPeLyL8vIj9mjPk+a+2fpVO+IO5X1beecNk7+vdar//SYjfOxCiceUE8v9O5w/fzL9QQw+8WLIbpuoLdEYR5p3RQpjqo4D3D90ErYSHVWuHFx6vAB+h2SunI/DbNlCgDKDHTRiDSSfDiXqHYh2XgNwARO/K5SgGpSdh6oZQ0pvuMMB2gcoHi2s5SbgdTLLLOC3gOpqvg4T/oVNQlPa/1AshEu6URDAg+C65D3DiiupgM9adJqWmoy4gODFprBr7NcPqr3tGB2Pxjp5S0lngBvRbssg8GHu8d3G/Td7cn/hho2ZbKPEJAmQSGPa2FqL3erIMftwGUnITSUZkkbI++zzQZsHJzVNGIPoL2IvoNXk8LakP0SxY4xpia0mfLUlREAm0gQxHMCTPnxJi5P4ElM6zoAyY9F3XDeQKGB5GoM6iTK+YSaZmI6oI8UmUEn2MBdNwjfA50of6E+smZmpgQtStHne+UIsj5CfT35SwkvPOle80iwKDYXZP4//3Richb6gCQCpiRcAFyKieeYaH0p6BDH56XaVdEtwKtOBrrSDeUr63KD9g6rYMpQ6OOKfGaO1ZUl0rlY9oVXvG8My3da2bd14u0jSeIYHMbwayFmVO10kuImgKqKYu1tzqWmkyH74hOCUMFpqsiOTPTolF65pwo8cvWVfCC+gTyYcO5EiLbbByQcf0Z1Thgb0PfOVaZ+o2MGbSOyORmgIQF5ZFBqboRlTUj1m8hJUDUNFD1mMKO7j2chOc0+nztPHxwOVeKLUsJaNvtyYQDY2lLAv53GzcXMDX54c7NMf0+nJsTO/fDj+tvnlJsYa7x4BgGHYwgjluiU+/BxfKHvFzFh9535zGFOY3p3itQ8TMcOi4DSTD4VzQOaz1/tQ7JGXPpluY5o89ek4SJpxxm5AWiKUbz/0Q5HHmE1zagx3Iu8qYJZP4wv1LK8WXoO1Xnjs2uwp3n1+lYD5II1NZKiRwo1wxLyIuEskAWYAxqGl4SgQ11vPFSNAfquNhSHXi5krResuYP83BB0FkbGj9tGxoCbdgR5dAbQuS7TLg2PsdrS9BGc+uJjAg/r0t8GzOTfHr8GiNbJh436GPRd4zkRXiLn1fPnWiSwRp05LUU8i8fy9HCM+HlGdjsIGOKBQmLaC2q56LNRUTGXPvrWuXkPMjCfNVZIH59aulIW2+0YSGx0cXAkRZdvd7wXSr/HnIGNDhBwW9I0uegRjuGjJma61SWAc00ZtYTsaSP/mWTk9yaNcMuRURjTuu1ojyGR2IjDaRI7ib+Nc+fOWo36L6ZZ+O1w05lLUabmkQwhRXrgyV9R6+10+zHVvbjBwzelxRWvoS57Uu87ssIa+0kIj9ljPlnReRvifMY+H3GmB+21uaEHF54ZLwgPxphrf0Va+3vFZE/pId+yBhziz7yBf375hMu84b+fedZl69EiRIlSpQoUaJEiRIlSpQoUaLEswlrbScOPSci8nEJXgMvPT4yyLknxF8Wkd8vzl3114rI/6zHf1n/fusTzv1m/fv551O0Dx93D2upZ26Xl3f5IaAMBJ2IyEp3+Q9kmnC1dduFB0LOAc3CYr3YpWJEDHYkI6FcgC5o18UCCcM7ExAsJlQbxDoH2tXI2Y1b3dGfjpmtLrZDB5puTTv2KgTLiIIO6EE2BNDyzWi331+PhMNHRXFYslI3uZ0kNSoYI8SDfp7K7MvAH9PdIHsRdl14Z7Xf6U4XKUsDJRWJzXtEF21DYceMPojn6+k56yoVQ92rOjB2j0TCrhFbhmMHiREsQJdcHcN29cODe709EJQAAvNLRt1pkWsW8E0eI7xH7QGTC0YF7vR+LHaO/hYJTGeFozNjQNKdeOyY8260R3RQof3uNvdjNFGmX/Hp0W6134WmZ8og/4CYGwghALQAo/xQVtOnu6nzy/QeNrP9Yxjtoc8XGW4c8Tk+J72eN0DIoPOi+tV+zoLFJoOcA6K4JuRRjeelzwG9w05TEMrmY160m++VRRnooUyfjZ5Xx3+EnGNE5BGi1HRMhx8jOoB6YtHsYPRB5UK35PJg15vqt25SeAQQXdFuq35uItSInWGbPL2HofzUwNiA0CNoJ0bx4jWj34DeY9QV8hfPgUBqeWMYCkZOrxdqgLMMBji3Fu71mmASQDAwevC41DmGkWxGj9GYgvHCRMcYMV3pa+7HqGtL+boDqowBuJh7IlMHJA9GK+q9uieP61HzgzkJdbRYKTKd5k28XvCc0KZouoOaRI1Ub5d7hwphM6nNjTtmNrRmOaSoUG+406TjcKC2BhLvpg4DY7PX1xHKTF+widUBJlthAji2dXQvd8MUoYT5ITJPAYomc65ImKMiAx/4ARACZ7lyyfRiGRZx6PP7huZXoPzJNAHXo0MeEc2GYNAwHwnBhtzCudkbOBGSqD4qOr+jfKKvgZYTEak32p86Qqb4m6X5x85DO3S3FcW/CMf6tSKsSUAGcx/nRfRtrlPfJrS2NTp/1QHoJA3SQwZNn0W3E0LV6lczRiNx7sMalPOIXyPzeIWJWDSXAtVG602YkpBRGeabnDA/5+t6SK9ndA5i9Dvmnazce2Y+jJBzj7zHwQZo/hxah4/KJBkXtF73xkZUhNxzYnrib8oZ5gle89rRoyl5+ZS8ELGKkmtOwwNj3N5ekaFaS4tQjZ4WoaM24pwcXE5bN+53S0IXZxqAUeAIIOeqAyHs1MiK175sbhJuon/5OdHH2BBM1xFR/WYQ+7l1rHQpituLUEVTm14v830y+s6FNRB9x6gVYc3zP+qvZ8S+vt6Y8HD4zriehQ56S03zKuoUR13Q7YaZHI+ZBfMrEJPE5lnP8rqvQPw9en3y2E+94Hg1e8KLjSt6zavy/03/focxJtGAM8Y0IvKb9L//43MqW4kSJUqUKFGiRIkSJUqUKFGiRIlnE79G/x5F5P97mQXhKD/Oifxr9Pr/otf/rYjciNug+92Z875HRG6Ja9D/6rmVrkSJEiVKlChRokSJEiVKlChR4gWFtea5/XuZYYyZi8i/q//9SWttBq/7cuK1p7UaY75NRL5PRP60iPwd5RiLMWYmIv+2BM25H7TWesVNa+1DY8wfFpEfFJE/aoz5JRH5UWvtZIz5p0Xkh/WjP2St/ZUX9DiPjXu7tdSNU25nGgLEqGumugKWTQMD9I5qz+LP7i+L60LkFjQ+kSAYP81T2kiEW/VQ5/A5o1Sn2ZyomgoHZgHsTmkl0wf8npylv2qFjARDx/OOBE0eM/RYCFqv5gGaXGdobXjNkPG5QqGZTnVUyg4otCKBumRJoHvKMHVl7a53fisYA6+pXA9a1xCHXTi5wjVNCsGPKTNKt6Vn6vScnHg+9zGItNf0uSlTHzOlxHITdipEvR8C7B60JqYcgb7BVGFQTUaiSVrvMBDuAbg697GLpevcNcHLd50rQ9ewyr6/MF1Q/zC0f5EeC/en/4A9xvB10EzYFCGjCwuqVkwBoNcZOghoAPExvR61oTZDNIYnNVJo16GPQTCY+29fA8ofHp5pqv6+XUq7gYlEQ3Qg/+wZ1h2HpwYx7Qpdm80klH40tqGy2joVQJ41oDpTfoJYb5/SHzl/4gw2J0D/Nfw50MfIxMLTPHhM+TwbjoESHdGMKSrtUw1RWCFKHdGaUhZ16KPsuKD9sqJzrbbdSJSuoXbPyRQrT/nKCG6zYL3NCXODSkxts1BaK9PzQJmPaKNK2WO6Kt5nCjty8kj0/FwOx/hiqrOfU6snkzJAXZkR7XalxiI8d+xh0ETGBsEAKT8IcrRsb/BwYApmOnA844svXWfmBDQhzZsYBtOS2uaOG7x3TsO8BHrxvg/PNGUGMeqQqcl7zcPHQzh3q1RdNrEwGzXc2JCsgeY7NuEByzeSA9CXLC+xVQort3WO4owcz+MC1K96T3NWpdRkqr8cxfZJtEFDa5Ka6GWBvhdOGbVN6hVRsHV9wPISPDb87ZRexkYFvpsQbQy5JTJI8sYRRInUlxWZIeB9nosw/bKpT3eixlw00RnNS4Z4/GbnCmGO7DAB46hw7rBydXi4TVIcb+rznqbtEMkQ4BRuI6xFiGIHE67V+7T+uxqTZzvc0mejcTkeM/IMur7uKcUcuFjal9k0DRTS2HBDj1Eb5ow+fJ/uub20LG06bqO+7+f1zPu59b9Jj2Vpvvy8KH/G/CGiRB8f+TwFqb0EE5slf4/RuY2kPWyWJpkpc4bGCakIbn+0MX8XgfnDfBEaDvMEm05NdMOH+qVrQwsEmKrBUE1E5H01VbvZh89hjdIQlXXS/DvRfIhc2zKt9YDyh+dEn4m+P+kYqXY0F8Gwij1M1BzMUM6CZAN/b0K5Rs6vkINg/yZQZ2l+8usNGnPos9E4hJwGyUeASg5jMJEgwWCjdYfmmF2oZ8gCPSQ6+uXKfVE4W4QEiuc8DI30u9f+J5kXHsaY3yjOkfUviMjnrXUCIMaYrxf3u9C3isiliPybL62Qmfgo9ITvFIdy+x4RGYwxP6/H/0EJz/+XReQ/zJz7H4vTlftXReRHRORdY8w9EflGff9HReQPPKdylyhRokSJEiVKlChRokSJEiVKvNCw1mQ3157FdV9A/A4R+W3ifqu5Nsb8gjgzz6/W9z8rIr/DWvu5F1GYDxsfhR/nfkCcVe5vFZGvE5GvEbf/8rMi8ndF5E9Za38md6Ki5L5bnEnEvyWOm7wQkf9DRP6siPwl/Ar7smN/bKXp2uT4pOq2XEqYIAyEfpGHbitkcZ+Qcypoyzs/EC8GWk6ExFUjYXbd2csJ39MOdg4B0ACRQEgne4r70845UCiELpi2rhCGECzeFIF2cbxwc5XuiArtnGAX/aQN24LLxpWLkRPYTeFjZzO3O8KogK2aJmyOYYcFuy4R6kZ3REnXVtZLd7076yBEXhGk67rRtiZkzXCCbT56TG2TSBAYVc3C7Lpjyn0HyXTKmGDzs6OOzmYB6bJWQwhG5x3UTGLKoBCjyI0yPBr1MQB/ol1Nbc+GEBHYkVyQpfmp7mZtVqFzD2vXJjWLLOspvHvoBbCpLEBv8Y5y2wFhQX0WaAoGaRhcl54N4rltPuX43cAIbfPI3+gEKj+uTferVAyX0WXGoynDsVERjL6viYgYd3F+TqDjqkgQXD9OqAtbp0gC39Y8IDLCxtjt53sApTjN6IG17XhsAjE3sKC+jsmeka4Td65HysImEYqIjUw9IJ6dQbJNBEdF/82aSRCKw5DJxaTGPH1LZW3chRhJABHs4YQKAcFzRhwqEjJG7KS51CrqNRK+zhnR6G42l7kCWoXzDpApkdmB9olMbuBjnRoGHAjpiHNnhB6CIQy3/6CoGzYJyrU1TAk2XcjhvUKdL01wf4FA95GQSjCiiHKRIqz5vj1es3lKZq5k8yKgFWtGK+j7jM7CGI+QZLh2lR6zNB8azQm3zwNK7mtv3RcRkTfnG39sq8nxne25P7bpU8QpjDt2x5BMdxudx67DMaMIoIb6J1C3nGOQmxntg7HGJkZ4Ik6VHpxDBkMwNomQM+izPIYHIMoy/ZOQTAB+TQTORjtEgvqYJ2js5a7NSDer42u+IKSz5mlGMAKZyMYheKbhjB4KfYbXCU1uPkTuo4LZR96T0DZRLtI5j+fSYPTT0DFX1nbJSEI1BMnMHd1FuODmbc0JHwv36M/V6IEQTB6tyGPKP1o6phgd3l67v8t7lGPuug7KKavZuTLXNJ90pxm05xzzBInOM9Nljk6dGpWwCQPMNypGOmZQZVg3VbQGQd9jAw+PVmMkPu5B1/XoMkZJ6fNFSKfMUg/zSDSfwExiTI9FqEB/LEXJRuYpWJvR57xRBqOpwIhgND3uxeYEJj3XMxR4nYXcS+usnHEcEN2PE+HvdHH0gL6I/fLmloiIvHt55o8drlwuZQQunqVnc7UFDPKosGq0w0h8Xlch0E/sNRnzaK4ColQktGd/Rs+rpk/rs/A94VzR8Yz2RX082IX5ddO61/2WELYW812KamcTM+TryDhI18BsHId1LhsWwVyRje0e7F07bCmnTjfKxDEh9z48KlNoFQY7EIzTVMmwf0UsEl6v+H5xv/f8c+LcWH+NiLwvIv+9iPykiHzGWnt43MkvK177H+estYM41NuPPOX5VkT+vP4rUaJEiRIlSpQoUaJEiRIlSpR4bcPaGKTxLK/7vMNa+76I/HH99xUTxRCiRIkSJUqUKFGiRIkSJUqUKFGiRImXFK89cu6jEsYE4X6mR3YH18TTnqC/SvOqt+G32dmVUn9u6KL6q3YXUNJyvKMi/CeMOU/FpCGqWbcpTHdiAX+FIbP4fwdBcDYTUCpURaKpc4UDj0S7uBKFed+QOP1GIdbXDFdXgdEFiRjrazsj4fBcWZQSeTpLRT0Z6nw+dzw+0DlFRC5mSuOZB6gzIOpM98ldb1anfISr4zI5BuqRiMgIbdgpA4/PIaiJ/lSrkClTsPypGbpXRcrRgKTzs+NZjsRhOagTAVNdQcWx83C9XvkWI5uTwJiD6W+gM3FfVIg70xUvD67elkwB1DI0dN/hTN8nbgLoRRFdAfQY2gkC9aMNbC9pVNUZ1B0Rke5M6YgkTj2hL7JwOOD2GfFkEWpO5or4OspQJole4iknbdr3B6LOTEqzmZj+qKdEZQUbjKgkoKFVGT8kNpgB7ZLLh+sw1WXCfau0b1dMB0Tfp34CKiEbqoASuT+GsXncQjmaKl37U03jDPT3SD5Aqb3Mvs1Rdnwb8mOgG/O5GZFtpjoi1450bKhB82dqmnu/PqVcqlS4kcbIsQFtM4wRUFgaohLaLpNbwIjLyBq0izC+TlauU3ATgnbXkfg/zAHu09zWKjWVzY6QR3gORAyGKGJalipHjaayoF0bonGDvt9TDuxUpqCn+gNlk8uSM50wuTJA8D2i+4f3vfg2UXWqQyo2j5wRCWQrnanKUH/4fihXTZ9br9yc94nTsFD4+MJx+m61QW6hGVx+3c5DrgdFiymWW23rm23gedpLd057nRo9cBjtvg0RUup9uhbBuVwvYLNF+vIYc1N4Xi+ZwSw5GPOQioinDxNNDtSuhsruxdOJ7ullDbjMoL/zlJ+RpmCzCdDFuf+CUt1RH9zvXf3aY2ZvniQx5ifH5HoHo7RMMusIpkOU/z3Nj+ojSzkEDY0OwYiE6hfC/Ux1NXrSRKYTmFf7dTj3eEtzwpKTqf6hOgiyEFSWjKg/5i+mU7MpwSOPJmYkM5m9a6OWqOfeqIgqGnXAxmYV3W+EuVZuzmAtfBgubamfYN6MhPTTfu6vk6GXsoFTfbTJ5zCfjws+ph9jg5SM4YK/Pxtb+HmHy6dr8yE9Fq3NtO24P+XotL4NeTJCtbCxCeogpDtpdzqf8LhGij6ldsOUymNZczgb4IBOGX8nSPP1bgj59VIpn6CyiojUl42Wi9ZXMPVhGQXMI7ROaG9UEoMNXDIyKT7P8dr3mKFE5xi6Og+z5MTZ3HXaFX13wHcklibAvMp8ROufgyisMMqi8YO+yn3Crw/pOWAI1De07tD586QN3/+O+j3moQmJx+TmDp0neJ3FMeW+p70C8bycVV+2W+urHAU5V6JEiRIlSpQoUaJEiRIlSpQoUaLES4qCnHtNYtYMfke/IyX1SZFz1ZaEdPepoK3ffaZf+XXzW7pbtNP1ltstODlJUWMcTQ2DhPDeUUW6D4RMmXQHoSJ0VhZJoMdM5hgfhbU875LMH2qZyIu+X7v3j7dpRwlirXQT7HDckPh37td+L+BKu58H9W5n9Njt2Vb/hnNhkc47Y0uFXa1IgRXIg/vdiT/GO2dAEvbLsNU1KvqNd2pgkS6MRsBO7YzRQFof9Jyd7sTz9XzbULttGzUYIeXgWeWuDbScSNhx4jqFbfliRs8xd/fbk+kJdrMmFrbGTryk0VG/u6u7blzmEcYcbAmvdTAQUnRcPH63pyIUEZqTd9XRnLxjB8TmcBHq3izUrp3NBLRc5pDuAHKwyC2QBDaCYKXoQo96I6RTFg2mO5O2563ptAy5XVJvcx+GUkDJPcFjga83RQiLzHOkgCk/nhvq27fVVIXRr3d3btez24fGMdepyY5VhONsFnZ7IRjcE0Jl1PqbCIk7rFMUD8TVY6SIXoOQBx5xQHVl6HUNUxoSLx4UTTfRTjKQUMtlyC1nKsLMzfZQy78bg+h0peO/ou3qrLhyDhEBACPNCaeKXFyR4c514x76wRTue1CTgJ7EqY+aYxjp2mi+qzNoXw60EyMTkMM5J8A44mQe+gnMbmACISJyo8i5jswfOhV9H6lPRIhTDaAfWRgcotQTOWVEY05fV4T8MTDhyAiQMyIKyMU6i5yjcmlRuS6Boj5SDr93dPPRnhDRR60bzIEiATF3fQgJYHvj2hpoORGR9kqR/ZTnPNo3gmekz4ucG4nTZ5BYkyJ7IhQ/HpORM0AysFmDR+KGj8EUK/qclqGmseLF82nuhaY750WgwdnYIkZR619Gpmpf7omF4M2/aPyPuiZkgXSPuqIcebZ2BV8QquU9vV5H68kqh0zxxaL1FYwvIjMcII7oOVG9GdQgI9hQN1xvg87NIxEKpgxaCaYpfI9cHoMfQ2xOgBxO99C+tb8TxkW/dg1bZxCFjJzHufwcY8ZgKprbPIqe3wdyNnysUUTX/JoQ8QOuna5VGIXuEVa0VvWIPqo3b+rE83VmzGGdk0MrRfO/n+ZStGLEiMiMdf9sVFe4X79KEXFscABEZ2SegXFG6w4g5pb3aL3+vitgsw2FmdRkYfvxUIFoI9sQAgyoMBqjR6wd1vm1Zp/Jr559Qv03MDDCuX7KY3MNHc8VG9DA6IHqcoBBRu6XAyoqUKpRTtPrsIkN5pgjoalhrnBdhcUPEHO8/h8yZj14OEP5BN9zGemKXDpmqnfqeL5299jS+zdz91CMpu8zTCJvSkHrv+Wp61xLYmzgO8s4VWIaxnK/OlGQcy8+CnKuRIkSJUqUKFGiRIkSJUqUKFGiRImXFAU5V6JEiRIlSpQoUaJEiRIlSpQoUUJEHMNgeg4ot+dxzdclyo9zr0mMUyU9hLR3JCy6cRBdprAC9s5QcsCVDcGQ+xOl250HqPZq5eC4J4uA/Z57CitRZ5TCyLDVba00pDpAd4GiX7aBwtjq+0eiCO3wbHTsZucKDdMLERHz0H1uRuYPs00q1gq4NUO2p7krvyEaD6hJ964ClfRa6WwtPUdO6BuC4DPC3a9VIXVOKqtHbYiJGqTVRnqjvUmOtcRbuOwDf4PFt/21IZpKYrMeth3xd/U9onQelcJyNETzA4WV+k6l9dBV1F4KU182oUyVCqgyDTpHiUbCZlgvTD+4P4HOGomYax/klA/zipFoPMPGlS8ShIawLWPdwWpiegkEvOu07FIRfegI2k2EuxcRkT50J+kvXJnnt4Pacav0PNC+RETMjatfFkqPqDVaLjY5AXzfTukzRXRUr14dzm2adAyDqsl0W8mISaO+mF4EUeVYiDqlNUH0uSZ6CYrAFBumTHyYYPMEUKwbqsBBx6s9kPjvHrTgcB1Qp4YcfawPY8CCbj0n+sMdzamnKR2RYwINcUE0c6VHVJR30E9ERGZNauCCccNCyjBQWBG1AvTeKmOucCQ6+LhX+guVGaLvK+Op1AAAIABJREFUUS6Fjwp3OwhfE234aub6t8nkBKa/eroljWGraXXgPqv1ATqqSJhvuB9DIJ+NbVAGPvfOyhFa3lyGPIz6u38M4s+gtWYFnal8FvcjChPySNuQBIAaH0UGHVvq/PuUvuOvx9RPnM5mCH0tjwbqrSGqq5cIoMvtjpiHwzUu926Qs6g3cviBaEgbNX0YrsNzNJfuOu0mpbDx+sTTODl3aL0yRbACXZVWtkGIPhybkBeprkwDejHXQYZckmMeGRg00D1AsWNDiMyp4U2io6H8NO/wVIm8Gc1B2vf6Y3h4jA3LAuQd9AWI5gUDLyrDeubyA1P/92vXnvdOQ/IdPF2MnhNrTO5qVUpDzWjcB4olP5rn3YZjuM5AMhOQARi5HUCnZSMdLV99NMkxnrO8IQA3XMbUB3M8z+uTym5U1F9AceZ5OzwHHcvQAieipnvTr0jSIX1OSLm0GzK06ZQy2VLu07wE2qUrg44lMnCYtG5swzdW2uCRPpcbr54iytx5vEmHtF9GdNUe74VjWe0SPRaPFdw3/bihTgbzgsiwxPNfw5H2xr2/vBcKuHjHzQ/mJrhE2BNXWVMdHPWGhZqxEH240vX4QHmin6uRyxgqkOWKQGfd9qGj4+zFSZjXR5W4YWkFrG/MloyeQP3MmDsNqedcbJoCCjPn3BOYujGHPb0OctDuJnT0/c49ExvRQHKA5Tl8/oq+x+i8OKTjOuoTyQui+dO60+fULtz3rv7dLEKZj5CwoM/BIWO2CvP6+dotblkqAG186BuROje5lPgoRvlxrkSJEiVKlChRokSJEiVKlChRooSIuI0Sm/sx/Blct0Q+yo9zr0nsdguRg9t6ay5Ds7Y3jxevZTQQdnx5d2lYKQppkSLEtsewY3PQLYk5IQ6wM8CICAho3l4FhNCtudtpemMeJDcr3c641wVkwjubcxEReUDIuSMQgiQmPX8IcWJ6Xt00YgRTd6aIkjVtAQHhwhsxexgg0Lmtu29Nu0JAGdUZY4ubLmyJog4YyYL3J7rxW4rUWBDC7s32WkRik4izNqhNP2ickOqB6uigSJ6hI3ThzlUIRJFFqH/wVmcGNYYdsfo0lGs+T5GEiJ52/kSbi4VUESz0ut+79mTUCCzII1F07KJxggeSoKV2AMqA7dV1h6u5IbTiTbpji93AIXRF/zraAYbwPiEPBr1ORbtpELRmoX+r/W45J/So9qddFXbnsBvIiLJoB7NOt6Gxmx4jTvQ5I5Fr95fRhUAVcZ+GUH0kTo4ZlsWk9dBAkIMKOYbqCM/UhA1nmV2793kMA0FwZIH0nOkAisrgIX02RpTc26nocBPq92bnXrNQuh8XjABTtGW/YXiGJOd6JMM6dKj5mWtjzotAMjGKCyi41SKMdRiktJnxIxLGX2PSHJQLHodA9zJ6FzmcjS/2SzWYoZ14b0SQEaznMLorb28IOTe5wXQkxCH6PqPQ/BjOtDXnBOQMRmefz12O5OeFocG+Z3VyFyeEFAJi7qINnXE7uH7CqIWNmhz0lGdhctSQyDPyGBsR4NnmizD+3zhx8yHnz/cZ/bZNl242MzZ9sOC+PjsjjiRj6oP+mEOIRjkXoKYc0oGQ2NW1u+/yIedcfY+E2a2fr+kYtL8px6CoEQNgnTmmAuQsRO5RSIQUNPo6MhPBHEg5HCgjXlPlAHZYUzGy0/fZjGA9I08wj3GujPo+jmfamscD+huj5DyqhMul96si1K27DqN3wI6oVyEn9Gcp6gpi8iZ06dCe3FF8QcNLLHlo6RObQ2j4+mXTnDnulclFETorvUft+yDNY0gPmbkyan94bJ2Gm3QX6XoS6w2sNUSoH3POxNuVTY/x6wziLIcuC2uDgJiLlnowV6BxiHVGT2sfOwc6PxwbNK8bRg3nIKJIHRnkHCOdgDRkQxjfNjyUFDE70EGsr3g8jhk0LdqQ258N4/x9FQ3I/W/x0P1n/u4mPMb1VpKo0kqAOViz5WSJi4RjxxNCU2lc0/cIGEKwuQ7G64xR4/rdjRlHW4XCcT/xSHiqAm/gQchJvM/mCt7QKsqHWm+L9DvBtKfvIsir1BmBao76vn8zV2/pxyyVGUDIyIgkkwKNPhObuqFe2Dxl0PXf9YIhwPqXWTc6nzBrZaffmxl5jrbp+1qGfSbRlfhIRvlxrkSJEiVKlChRokSJEiVKlChRooSISHFrfQlR3FpLlChRokSJEiVKlChRokSJEiVKlHhJUZBzr0nY+zOZKyeVzRAATWdIL6irWWrFksSQlY7Vzkg0fUhFvSHSWRGVcKZUxyWJjp/o6/NZoAi9vbxyx4jDtlM138YEJdJ5kzFhULhwc2AYsvvLgsCg7zBNZjiFYH1KEbNMYVEBdBbeto0aDDBVxLHksgLtTO27u3eKwZf7AFHf7pVOR5sI/bm77+1ZgMufqJpwTw03ZnYeBqKhHNUIwhINCoYCTK1AP4noIwr57k/C56CVX52HeoM5SM1UPYXYb4j6NWXw56iHDRkfWBUMNwQvNxmkO2gckbEBWDxsigBoPYlne7oQM7tA7SCqA+qAoe7eNIVR97geiycvqqQsJkcLG1LxdO9ixIwCLT9D7GOaB96nt5UiwK5I+JzJ7VoRBH/Ucf0kaqS7SeY6GQoLmokvBwoLU1jnV6C1kpHCWuuSxN+xtRTdHl2Ctp1AmeEx8NC6cVhR+SDmG7HQUtZjaMNDaupQDWk921U4t23TPNbVSjMkqgM+t+b8qXTL2WNEgyEHMKvDIIbxRUVUV4xTzh0Qm76mPghKZURrXrprj0w5Pab1ljVLwTlMf9GEcpCQnLs2T9t1BeCboLGpzyqtdWSKsNYXSwAghkW6P7msQwI4bdJzrnqXqziHH5SKb6nodZPSWkEHzvlGsBnHUs0hmIobGWRkEqI3fyEZAp/zmEqu5WoX1E+UuhyZv+j4H7vQL70RDA86TyVPqZMsuA8qV01VGuVaf/Ijf+UxudlT/8Ih1UmPci6kK+ycGyfN/55+ROsi9H0+F5Tkek+UfVD7MqLjvBbxbZTZFo/OxdzG44jKUOmajE1uPGWaqMSYWyKqPmheM6oPfc25/kr79xX1805pdtGcoFT9viEzHKO5g0094EPBdGXQaSlvon9U1HdytFYsg4Yl5fBlhooHSjRTJ4dUwqJV4zCWWKi0TgfK4Qa0Vm4viOJzW6+1jSif9ZrrDa3hQBGMDCtQPurvE5lX2UrP5+kwa/SGfpl2uKnmAZaeC4prZCY3pf08Z+rhO38mXefyE9NuTcawxps68Lq+icskkqe/5szfBG0YmYTY5FizV8mBS5Icecd9Z5F7D6l8WobbF/5Yf9t1mu6CDFrUZCOiFCNFs8mSrkX2JB+0mYWB0+v8xmvGXuutpTUL5hSWiIAKCX/fgHRNRAeGqQNLxGgeYVor+mjLBjNqhsK+Yf7zhzRv8nphhBwI5Sd8t+T51XpDuHAM+dDUaSKOjJB0LNXbUBb089yzsQFKpdcZViQBoxJQtuEO5f70ZNDYbzFB8cQT1vrjzatpCFGQcy8+CnKuRIkSJUqUKFGiRIkSJUqUKFGiRImXFAU595pE+7CSmQGSLBz3Zgi844TdRRLNxWtL4uXLU4fUYKOH/dH98t+TqGe1TXfxDis1UjgLB3GdKkJYuXPfPQa78ftHp0B71QXk3FG3ySpGEkBwk3ZJIBLLO5jelp52U7FzFYnY7rEVy7u46Q4rdvkI6CJWBZKXM7LNnqeoiwd7FaK/CVuxg+50s8EEkGdHUrG90u1bPrYfw64M0CKMasFuEe9WNfu0n9QqhsuCwGEHMVyv1/ZkswZ/X3pOL3xKqIucDrQXw9+G5/AoBNqEwiNHZgJa1YzOQPm5XQejO2wLuqDf6eZd91RMOIfO8Nbs1E+AWjAsiu+RLOn1+Nkq3cXrDqFdsdNpqZ4h/s3C5lxWj9RihIjBjmg4NhggSXmnU6/JJidtanICcXMWuc1uj2bCo194fKEv7sMzNQdFHG0zYsK8g6ljkhEAEASP0INATvDuMYxeMqhA3tkfUWhGB2S2tJBPJjbjwIYooVaAsBrJZAHC+1MGAcZi7IdBUbC021hTu64a1/kXhPyaK5yirdK63Ay0K9+7iru3C+rfG0X0Dmykgpe0q+13rnnnHDmZd7AzaCXfPxnpAOQPN00WavZ44WiuI+RSRo/OFV24JMV61FFDStmYq2ACISKy03pjswaPRuDhqog5Rkke0V5Tmjt2u3CPu82Jljlcj5GVPn+1ab5hM5xakY7rVTC5uL120KDzWZgAgGrG/CQi8tC6+Tcy5sFgojFsgLCNkE4p8hdjkkXzkYNiY5v47wcFb757pHAmD0d9EefwffU5JkI/AFFY0zEgXUcJSaa51nn2mPZTRvGhXLxm8fNIJKiftmW7CpPzUs1DePzDVOUghFYf0mTl64vqqGYUncZW++NIaz0vCL8MfXq+cmXpGP2iyJ8ISayXGU8oF+l9gaAVCf2JEZY58LY/lEFO50Tio3MzAFAMe74v1hs8x9jMmhpsFF5jAjHXUK7v57pWmhN6SBFTLNCP8cCGGjWZoYxqNhCZ8KAb8Vp/pQdzc1YOmsGAQ1XSnxHDYjw+ekJAF0UGGRgaHwC692OSgU76TIywxOKRcwLqOrov0E9UTqwTGHXl14kfAFRCHdQbWhgrYm58GJBz1empezEPld+fuU5xPAsV3Z3rd4fw1cb3Hc5ZyAXdMeSYzSxcu86ZJeBUQo0PE+ZXys0wL1uHh5+wFuS8pIwTRmxjnR7lZo/8C4e8EeFEc2Rm7RuWVymKs5mHcXOydoNyRij0XuelyHQO9695Dnd/d1SXu0s1xbghwyL93hEtlTJ5JNdngC6s6fsz1gTThuaJS/2ux/ME1kBGZNx+yEnvBYeVDx7KT3vdEvkoyLkSJUqUKFGiRIkSJUqUKFGiRIkSJV5SFORciRIlSpQoUaJEiRIlSpQoUaJECREpmnMvI8qPc69J1L2I8dD6cHxQllJ3RpQD0ApY6FNfz5cBm3yyVKF/ok5AgNSQaYKHMBOFYVDYLmmcyo2KGL9fn/pjV0cHL96SccD1weHZGZ49a1LBai/+ThQ2UEgiYVOYPrAIK6gELOoMuDLD373QezjmKWwkzA9qEsOpF0qdOoxhmB2UesIi28B7s3A4DDA6orC+czwXkZhidd0Hseaj3ieX8CLR3im6rTsEuiDxy/DMDOMGDbEnqPZloxBxul6vFE3LlBiUIaKN2vivENw+EjFPAdCTUmEqonuBWsW0Bquq1MwQ9XQVKh7o3hUd87ScSCRY+w49CLpHRCnFsaieUVD+gL5HFCSU1bLpCAS12bSFxZWz9C2lfvD9IKBN9QsK63oZ6Buni5TD8kAfpj9wu1bJ9bzQMzOiMnXp+xY3b9olpOqVXnJkGk+OSpzSX6YFRN2pI6Oqs94DdD39oBnTMcUUa9S9jZ5Ny0cC7ciuTBWsm5Q+gjG8I0Fo5A7OMadkGAFa60kTjs2qNI8gZ9w7BArrF6+drMD1Q1I+B82fxyuE44nqDJFu7quojzqiSQ/Jc4LKO9IYHpUGbFnYHqcwvVyvXdM8ttD+2zCVVPPi3cOJP1ZrQlyQecaZGhVx/VWaD49EzwGNn3uEp35Tp4WZA1OQqgwdCSLbA+XUB6Nrm4pNbNiEQylHLFTtacUZsenzZeDq/cMX74mIyNvzS3/sSnlWn6tvh8vpuZw7YDA0cFIDHbDjRKd/eG5egdcudFCfh2myT+C6ROMwrXIyjmAKu9JVowbLJBl9zbIbC5WpWJFcRbdyfeGyIWmKaaH3p/UEuhY3B+7LdGTkeuZ2a59uT0JfvDgNrjnnC9eeNU3sO11DPaQ+ttV2spSIfR1yv9TxEonEg658YGqankO01lmLtVk4t6vVIIUuCAq2WYUxh7E7RNIIet/IIEGSQE0zRcxLGDDFPkOn88ZRRC8E5ZClPbyZAM1jfo0Ztav+JakY4yUgeOER319EZIIAfkb3I5oDqVx4UKa145ltlXwsWsN5kXv+3BPYdJh7RYjym6aY6BqQfomMDzBeydhCMvR3RGSuoc/Jz4sprSZDOLNxf2fXVGatN35elIXXEzjG5hSgH4/LkMjqles01T6MR6PHJvqcP5fouT2+j13Q/DlPH96vT2lcgLYuEvISSw41Ogdx/sIxXudiDuro+8aUoYaajJkEcgaPB+R4prWivzHNn9suuRdTurV/jLQeBp314+sbf6zRL2w7kufYq/QHG0JBGoTXXKJzLucV9I8+LIuCVAz3bbQNGdFUkDUi+Qjcb09GZPiOWUdL6zBubUYWocRHM8qPcyVKlChRokSJEiVKlChRokSJEiVcFNG5Fx7lx7nXJMaZyKAgKt6tHtQOezwjBMNaxYRp5wS7Kbyzj52agXYcDjduG6i9oV2NS0Ur0c5ej110E7rYVtxOM0TR3fu6M8E7nbpTUxEiAkYPjAqb+hTB4FFtjLTKoGT8zg7tnHhhW9qt8u+zYK0Xk07LHO3YKNpi04WtMzy75d3DOs1QBzXA+MKWrNl1B2jXswkElQGoJt4Fw/uMusggDrBrhHoW4boMn/NANyr/cMDWGaEBFPViCE3hd3YZ6QRRX0ac5cRuoRvM4vToMxlUIO+S+91eahub2cXzCAbeYdX2b3ZUPD02bqmfKJJ0WOd28el6qf5xeA4yDvDNxYgCnMt9e0Hjeg70Q4rAMoR+nSmCdd6Grc617sSekYnJWete887kVpGz+4ZEx7WwhoXoVUB9pGeyqhJte95NdX/ZnKJfpcgJIDtH6p/YWef+OWXEla2ivdp1eF6jfSxCbAGpRahg9PMqs8MqvLOfGcPII9z+k+aEiT4P1GLTcEd2wWYMo+4KH6r0cyIibygKZE3bsq3e/IYQtnf3DkH2znUw4dncc9vF7f1QmbWKa7OgfY90tCZjHkYk4pjWL55NJKDL2NSnRl+dEzJJ2+TIfQx1SfU2U8HoFSE8l4okaCpGFLl62xIKEbvajDy4s3bvv7UMu/PrJkWPQryaDSY8ypvGHvIwj0fUC48VjyilOXAC8pjqdrYIdTQ7ceXuCU1xuHRtXJHI9aR9+f02oAbfWTgEdkVZCCZDA+XIVuuQkZp9nYHYeOgMHUNqZhOmleYnfnagJLtMXs+BCEZCugxYd1AeBiKehfQVWcPorAHrIZp3sN5g8wf0j4tFQMk0QF02oe+8q23cN2GcAZ3Pc41Rgw5e20gG6d6qicD5Otz39jJMQiftMSqLSEDOMnLGozcoDwuQcBmTlZbGA/J6R22DPsp9un5MPnKFCS8xbzHSFc85tGSGhDkhVGVY02bE5PkY+oJlFA/mTUbsaipgRkmn6TASfPeosBTpGAU+x3OvjmE2dTH71DikwrqImwOId8oJbFTh1wJsVKHlYlROo0Zf7TYUot0q+pmgjh7lNUuvl4uImaLnDMQkGb0xU4pMa8lgAiZNEdK9Tc8N5lpcmfoesVDw7ItL6mM3ijJm46hZJmeh7Azs03XJ8Y0wdxj7prvXrTB/TnOds+6ETtuttU4XVC86l7IZQ31KnRXXw3ebKh3LImFdxwYJjX6B4XyNeZDnqq3OwxsJ30u6IxDstAbV+csyqhn5mssFdCkZlvi2iVgNyWNmTd3QT7pZ+J6zP3Wvm9PwbG8uHEySTfHe2ztWFhtbXW3cwqi7Cs9b6xzJYx3GgfjOLCJidZ7ldYc3+OLvVPp2ro0YJT0CJZlJmcaKTH2mQ5b4SMYz+3HOGLMSka8TNx3/v9baDBC9RIkSJUqUKFGiRIkSJUqUKFGixKsbz0dzLr8DV0Lky3RrNS6+0xjz0yJyIyJ/R0T+toh8zWM++48ZY76se5YoUaJEiRIlSpQoUaJEiRIlSpQo8brEUyPnjDFviMhfF5FvxSH9m+AyjTG1iHxORD4hIv+MiPzvT3vfEvkYTiaxpwphZji40jaqBQmHKtWIKQyA4x4ORJlUMX9A8UUCnXX+IPziPbtSSmzEbkppaOhu00396Mdi+LOWmaHTfadGChl6Rkx/g2BpCn+PRHiz4qRKk0lZWllBYAjNi4hUej+mtV4fHcQdBhciIv1ODTVIZBk0zmMVPnd3fDysnY0DotLjs0xX1bZjSkSjTJlml1I1pgw1gQVth7XWL9Epqwwdz7cd01oyYsjgcjB0XpTWxtRZGFEwvdDTc3OU3YyJBdcBnjOiXellGGLfbt1f9HERkbrTtqa+DeOIiihW6DMRxYpFnf3JoPsSHQ00PqYeTSlMvp5lxPCJZjTmKFPawZkSkaMmDdophgy/hYXqIU4/I2oizE12u9B5xozSO8Zpf5LW5dSkeYLFekEXmVisV+s8KrK+Zoolyneg+h2VsltTfkKf4aKDEhXr7isNiSnxoNhRX/TU6YzBhMnVD1MnQX8iKuOuDvV707l8s18ECs5RB8TdY6A1fvHGUT82ZP5QX6rZxBXRqLSvGirDcJKW21M1mb5Zp/0J+YuF41dqOhTRBrUvIn+KiNzAJIjKgv47J3ohKH2QBRAR2ei5+y3RZJUKdZiFxkFdz8kkotVJbaIOhTIMOUo0RWfSesHriu6LmuJ6gTY8UyxXi5A8bq1cfd0cSTJBaTsN0+0vXbk7Gjg/d3xbRER+Yf2GP4bxH1Ei9Tl5TdDv9XWX5oQol6Kf0zxRL1La/YBxkKHEZqniGSpRRHXUFNSSDIE3mGHa8EznUqINY/7kdoC0x4bG2ap17bBsQr67c+4mihtq1yEzT4Pazdr/vk9QvazU6OVsFjiKi5ryq45r7qtNpq9uNRcc96ENQZnjebjWuj4jivioZXhA5fdGT3TMy59QXjJZ85+UOue+GkiUYEel/E3LlCZnSBIBdGWTobByW0OawtADo29NK6Kw6X0jCltGcgJSHZGJiRfApzbHcGXarTesStcssVEW1hPhEEtrgK7KMSltk+mqoHnWRJeretBao7NFRMRWlOf89ahYytGNzDCwfokozPqXp3AvEcJzpN6LJCK6c70HGSXYnIELKNYsG5Jb/3UqsTGLKlgejWqw0fO4c9zfwwWZOq3cvNTQuh6yG8fTcG5/ZvTz4R45qjDGPa9PRjUxsxnquUiQH2hsOs9yHsH8xd9LckYPGJMTGX3B9I/XtFmpDtCQOf/ruo4lRyDfE4+bTP7PrOshrcTGVr0u/Fiewc//lIu6G9eI9RVJdmSMTUA5hfyCiMh8rVIBLPekuXTaUk7V13vKbV66gNeOGfOP4FhjZZwy778CYW08Lz7L65bIx1Oh2IyzFfpREfm0uO79iyLypx/3eWvtKCI/pZ/955/mniVKlChRokSJEiVKlChRokSJEiVKvG7xtMi57xKRbxP3m/AfFZE/aK0djTH/zhPO+V9E5LeJyDc+5T1LPCHG5SRylgouYzfYZBBMLF7ZHdWC+ipsYbWXbmei2YTthUZ3HBoSmAWaKRJ1Rc9icX3YSDNKSl+y+K+FRTXvauiOhCXEmTcY4B0bPDvvunvkHCEYIAjPu0d67WkT7oFnY6TdqGLoZhV2rWGucSQ0BXZ7IgMM3Y2K7N9hJkG7wj12YBkBiJdjei6/zQHUGO9WQhyYkXNAgfEO5qAC8/05IR1uuWeenwcYGoTsj4SwAMon2iXzz0cN63ekCCWndcPCwa1qtGN3U0RkUOTUwDuT6HeMCjjg3HAM/ZONCLCr2RDCrr1WQeVdWruM2Kqxk02QCD8G6FSPRsoJW1MdDCugx3j3GCekSByRgIhjkXsE75yizx+60F47Fcu/qsJArGEZT+XHOYyMAgptMQsQhgH29YQoahSR1lI+8c9GM1HvTTXoOTV3MLJzyuzO0yZkCCA2KN9hJ3TiHeU+RVg2On5ipEAq6uvRZVXuc5ndb94V7lPUVQ6N5hFF9BzHXWjDdxonUN1RxwQa7N4mIKe2l25gmy3nUv08FQWogQhljFtHZgiK8uBcj+rIIDIZsQnE3Nefve+P3VLY093u1B/7ws45UdyQuQ76NKNDvWEJmT/4ne4dw591fFEu3c3cOZtluAeE96tMdjWZ+ST+AJBYlGMs6opQ14sUTYWoaZzVdI8qg7bybZOZc3kOH9U5at+G54TQOhtQ+DmUzRqAVudpSc8dCUmOeasm5NxckX885kYvME7XQ12zaYJHydAYziBTA3IqHKsU6cyC8IPOMdMyNeHpCCXVHxU5Rwjgtk2Rx944YhUQoIiODJp6XR9wn8UrztvzOoMypMHZaVJuiK7Q6kSCPisicrZQU58ViaujDxIq83TlPvfx9bU/BoRoR2uay87lkYlE+A8YSyzMnzHcEhhzXBESc54xGFHmhCEUItBsYHOIiFg1G6tp4HgEG6Np0E84FWlZGE01zp+wdqTAmitC5+EUTgNAYtI1fC7lJTCQfRmUYTS8uU/DvIyP1UB+0f20evsVjX8134jQ4FgPtVww9wdMAZGAxMuh6aKHyo1DzK8dH9P7k4kdUHI2w8gwlIuqDAoR92VWQ79W1g2t9bB25DqFUQavMfFMWAuLiHRnqWEV6pw/h+80vIZDvVXERuobfXhaxwIxbWN4Y7g2jF4sjaVKTSkINT5r0rUgkK6ReQGSH/dprVesgUTCep5RzcMqRaHC+CaHQp1oDCOfRwYjMKBaEyJex9LlIVQw8hOMcDjqXL2xWUuTrut8UP7vdO3AzzE9wewu400XBy4d3Rf9PW+a8SqEtc9Hc+756Ni9HvG0XeG369//wVr7+z/kOe/o37ef8p4lSpQoUaJEiRIlSpQoUaJEiRIlSrxW8bQ/zn2TuJ97/8KXcM4X9W/5ca5EiRIlSpQoUaJEiRIlSpQoUeJVDGseAzN8BtctkY2n/XHuE/r3F7+Ec8CXuv2U9yzxpKitGKWksLBoLmxG0HpQqG5NlM72WumF23BuDoIPSDoE2kVEetUfB+TZfU6pWiyQrrebSISzVrooU3pA/YqMI5RWwtSZdub0WtxYAAAgAElEQVTOZdoQaDR8jCkpCFD2jkQBAQWQhfdBP2Ea0qiw5ojCirIT3QOwcKZ7QHCV63RQHvK0pIOguk0p9Fwkpln4U9BeGZQ3RGxFgulDH3TjpbulQrq3Q2HXF462c0LC0YDJ78fw7IDtN0RNBf0gogMo1Yhh7aA6NNTvZkovZYpFBRoACfh68V2mXYDqQufm6gp11G7C52agb9P1hiWEfomulqGwJu+J97rwz8hRHek1RHbpXE/ZJpqhYfMHooshAO+vyOVk1IseWTRXae1ThnLOlD3QC+oMpaul8YqxZIhK6PPJhp5J32Zai6dvUruCOhNTf+LP8/WiOT9D4wddzEZ9UY9RWSbcgzkKuTYG7YHoDyMEtfu0TpnWCrplVxOdXildNeVyT8Xl+xJFZKOdf3sdqMlW5QDYgMYLPDPdSqUBBhr/qN+RhblbUDAzNE/qiyvND7eJ5gfxeqbd/aqVk5v/+sW7/lirk0xLE8VmcLmFDSH2g2uorgt5Z6ci3Uz3RR0xxd5Tjpu0b/M9QEmc0fjBc6zJoAH1wXMCKEU2U2ZLYxXz9ewD6OgD9d9d3yZlbdT0qbtF1K9VSsFCPdSUm5GHRxLhh1wE03dATYv6hK47qnlKQ2woT2DOnWjQgVbITw4hbT7X04vYrGWf0lrDdfl/6RyDc9h0yNOZaG7AUw40rnvtM/tlKPXq1PXpN07CpAXjCLS5iMjGuv450toL1GQ25UF/GqnQLDY+KIecac3z1lFTL9ow5qp1ahxxtXb5galfb59ciYjIJxeXoay6KPji9swfA/2N5UVsndZbLkdizqv3RCXFx3lO07UWmw75McS0O38y3eRJ3/V4TaDVwRIL1aiGZWyollPlxpKAy2cyx3AdWjtCcmbkuoJpF8kM1EeslZmKyYXQvs8UzMy86emWtFbxuYDzf43yh2OVN3Cg24Kuyuv/jHFEkO9I2ys2cNO/TGvNfSvVeqgOlDdVqoVlKHDt2IiuSo5hvRutw/3aPK3TiCaLOZL7RobZ++h1RWi9Ec29mgPbDMU7kjChc3RemKgue208/lylC8n4XKVg0nyS+5EE5Y4keCDzw3IwSsGtTsKidrV2+ZDNyfz3K7pX7psqKLEtmRj2+v3v3YdB6uJ+69Y7d05CB4VMBssL7E7dZNBR/rTajyKDmQ40aTJ62intlo0ccsZds3Ss1zofsoGfxXzDcirwjWgySbPERzae9se5axG5I1/aD23foH8vn/ipEiVKlChRokSJEiVKlChRokSJEi8lilvri4+n/XHu74v7ce4fFZG/8SHP+Q79+0tPec8ST4rG+p3GHNIlh3QY6Bd90deR6GxuZxKH2PxBRWRZmH9UU4esvTbvQqgI7+IsoCkgTsyx112XgQSEgaxbkhB9U6fW4RBh5jrALj4jItZzt903noTdlFZ3flr6HARXH2zCAw8HtztjO96e17+0+1llrMNz9u+ReDEC5zCYbkh3RNmoAO3EhhvHW2kZ+lP3n+4WoR8uXH2cnJDA9NK1De+6o214hwgb9SzWix1Y3q0EwmEkIV2YUnCZscM6YyOSGwgg086UbhFGu69+VzuDCmP9c0XWsVFG1SuiKEKFKnIuaOyHts6JLC95DOjHece2T3ct/U48i/EvXWHbJfV3Ek1Gn2dEHPp5nRHmZ0QPhPFtxwNbPxehAYBqCNfDdXjMTRkUX3ZXOSNs7euQHh0IgEg4Hn2bdt1R1+MqzTGMMsHuMRvliArac3NMrRq47NNxxmNvAkKR0DQeZdKleTYa/0DskK4xEIyWkEweSRIpedN1tq7dGZUJlFxkhqLjayABZ+z8ehSMUD4h9G6lIs1AKIuEPnhOu9XfcOEMHr7h5Iv+2O3aoYoWVMDTyp1zVoWcfzm5vMrIOYjdz+hBgNg4VKG/Txlkj0dbcH/SfsJj6XytZZmHsiw0kbHwPpB/E6FRTuaNfi4dZ1eHkMi2OyCnCN2mY4nR3JireCyziUCviD6el05PXPl3dB2g49mYpVJB/ppQKGiSSEweZcmhSxkNpPN6lE+AEGCUxAwI2wzSnfLJShGJbJBwf3LJ1o7BmKFOlwkeERMZG6Efs6mTvs9oypzBBHIWo8yxprFNmuOAlhMReWPhIMIHTlC4rCGUubb1nOoFx3oykziOKdqO41yRc3dmAZr8VQuHTL1Zhj54qQjbnhr7TF2QVqTWv59SFkA2sKbJrFlsdi1CeQdmKIS6RJ6bGF2s6NdqlyKAo6rwyK4Mii83/7A5gUeIpoh4RoqGPpbOi4zENcroWK7D+mk1dwONjciub1x78PNWimqa0q4TlStaO2SeMzdvZq+XEaq3Pe4RjgFBFk1BKCO1f61TAZsESaYsWdMhXwCacz8k/c0zcaJ6U6RYk36OhpR0WrDIdGwJRHH43KBrZTZ68GYXtE6oiQmBwPPaTL1EJlFdiqJjUwIwFyr6rof8yyZHMJHJrvXI+ACoYUYmYmxUGQOPmOmidcRGOop0m2jN7dGibJ6E9Ss3r77u94x+d9erCHXb67qE6+DNlXOO+8QqVD7Q7+8RUnDU3NbSOgEsn5r7uyIE8f1IRM0X5ZG1ua4xZ+tQWTOd29gor1d2BJ/rv9bNJ5m6rI1EiY9gfEDKfmz8hLgh9G8YXmU8Jowxv15E/mVx/fDD/phXokSJEiVKlChRokSJEiVKlChR4kWGfY7/SmTjaX+c+3MishdHVf2MMeaxCDxjzG8Skb+m/51E5M8/5T1LlChRokSJEiVKlChRokSJEiVKlHit4qlordbaLxhj/oCI/Eci8jtF5NcZY/5z+si3G2O+S0Q+LSK/WRzKzorIZ6y1n/0yy1wiE+2ql6p2IEamb8IEIQd/zgVTIj2DhClYEHVlmHTzyOclwMZjsWaFUxNFoFEa2O3TIKR8Z+n4jxXdGKLKx5EoTKDTUVkOSgOC+KhIgFhz1AoRXxAl9lwpmx9fBlrIrZnD5x+pYj5/46QW+y6UxSrdoiKBaaYDIiBAmqetZsRzuxTvzfeIzDVAGyDI9ASKSJsK2kb04jNXD+uzwBWC6QPTbUBJYroNKJMNUVOGU1eYzqblZzqSp41EFBH9NAvp+v5E0P690oFIABl0hv4k7Z9ZsegcvZjpbxBKJ0FgCDNHrJ+cULKn51J7LNI+UcEoo0+fl+ljs5VroxOifTN9tFMKG/f9Qd9nKhnOYcOVRiH4I1M/h5SahtdsrgDq3WjZvECvfRrG10Hbc6K6BA2kzlEnOBdp/2WqM8xmmDY8rlNx4uUidd/wBjPUHDBhEDJhGI0KKlMOgRA1KM/uQqDJppICTGGyuGFE2dX/TGk9WxYT1sHO4s6cY4ynoTCVPO30GGt2xg+PclH7g6q7DvV3ce7y9MUy9MFTpXl+7cldf+zTp84r6ptmgda61j6xpT571EbuaJ/wenKNXNFgWirX5NikS5ZdlYL3DVPsD2kdTDpX1UQLP5275zhrw7Otmy4pCyj9Az1HjmbY65zBRg4YNzZjSMPUc7zmvsNjHe+zLINkOAydSjDsp/R+THUGzZ4pbN5cJaIm6nPyeqKH6QiVT3Ma57ud1tFySYMdn6dcBHrvogkFxFhivxrMd0xh68+n5L5+fGXyP8+vMFdiqiDodhG1H4YFNN+tVBLj9jyIk39M6aUbWhihz+Tozy1Rp7G2iWitRHHGGo7lJSal4J3XgV7+dvtQRERGGl93Wyeq/n4XjB6OOkk+7INUx72joxIPVAbkNxvxGjF/0XgALZ8Z/cjTF6lwPLd/r8953HPD6j0i55Do9u4Q1k05eRYKmy4Jfd/nz/u1g+W5WeuATQzwNud/mKJEfVtNWwbKYyadE7JSMkw5z3kH5J7zQ9Jac/etMjnBi9fz9cBWpLWZd3ihtgFFMGv+kDNX4EMw0ljTOKxB/WW5EvQ7oggj3bBcBei0VI9GZUqYEo32Z2O74URpjWRENyk9suIxsE0TzqD02JGN3jSfWJaoOeLGTKcnOrhKKjSzUAa/9qCxCeMhljUwMCAhCi7Gq6G2xryZa3+eOxo8Jw2I7qbRQ9SYme9DPnfwfLhpkvLBuIXv2527Y8dbYSxhHr49C3l4s3T59+Es5La9Ev6YsttCdoenJy0yf7dFf4u+32Xmf8z1bNqEOmADRFD629koVZXOja9COM25D0ct/1KvWyIfT6s5J9baP2GMeUNEfq+IfLOI/LCEtPon6aNo0R/Xz5YoUaJEiRIlSpQoUaJEiRIlSpQoUUK+jB/nRESstf+BMeanROSPicg3PeZjNyLygyLyg9bazN5OiWcR6+VRpplDHETCsrqbEomh619GYBjdgWEzhE7VXCsS9YfddCx8r7sBtHPvbaF5cwG7HvQ5A8MF2kleKVqBxb9x7EDIuYdHtxNyuQ07ItuN1sGeunZGsBgbXMdV2O1psWN/Eu67btzO7v544o9dH9w2yrCjHRtYc0cb4ib6I0KbpBkEQHSmjpSaBFBxboSW4+v4dmBlXt3lJcSR0V3I2Srs0lyomPg5iaHPdZe3ymxldlWKnFsRCvF45urm6jzceL92r9sr2sXTquadbDxfJGyvn4vqFzvnGXOSaHcWVRgJ5cfXdR90fyKUnO6YDesUnWdzu71Ru6b15o/RrttYp8g5fx1qSwiln85Dux1oBx7IioFQXti9G0m8HDmB0XRzRUcxOgcIvAghip1zyjGdvs9oulbRZ+vT0J+6uQrknpIY+rUK6dMuM3ZMcyjEeAdbkWRryhNqXnKxDugR5BaMWxGR66OamJAgMNqk5vGju5rTjBob5WMDF6AC+3QwR4YQGmwcMVu414x4hllPZKzhBzvtoBNqYBoV0UPP5JETJF49wgiCnxN5idEPmidOqA2/9tZ9ERH5quVDf+xO69B0X7d41x8DYu5j1M/hs7Ijt5atTeFeC92+f6u58sd6NVxgBFs3OeRPT3Xk+yAL/R/T/jRqe3Lf3nSuLPOakqXGvA7tBUQcC/1fH905jKbrtSy7Q3hGRkL68ul4ZOTch92jHiPkrCKOCGGF55tIYBy34bnD5G6IqZ5RY006gZmdK8PsKh3DPF67xtUD+zj4dxmZpK+PbXgOGFuwCP/RAdhlPA0DcXbLXX09D8l+yqB9US/DhkTHdQ6PEBHVI39FPDqKzWRQ5k0fckxl3JqhIyV6vK6pMwJFt6hThC8H93NuY8QEZD1dG6YqrYzJsZ4m3budK+u9Q1jnPNi7ddXNLjyTHdP+i9zHCFXMr5EIv+abBZmwrHVOY1QG2jpadqAv0vUmvyAi9LCulyLkXEaYX2DqwKjQBtelY3jczDqW52tTA01D/VibAYZkIiIbnYMOx9DvxmsVp98S8hRzTISwptd6Ok8PGMMZEE8UOfMHBK+HqowhBNBxE51sMmhFRNT+mfVaFoyTQSF6wxBGMGkOt2QSNyk6rzuj8uUYEf4edOyRz/M5bAhiVfy/XpE5kebFYR9yPQCsEcgUqHVGlOn4qTbhOWZX+t2LgFQjmUN15zp/0doHSF42jkAfFFqD1NrPeM3l+3SGSRKtaXOIU51fZ8zywVcuNuFZpMdQ6bFxnKICA/jN1yXfH2YdHc3h1527yWmTDnpG5wYDN364R/5KGA9cPs/i4XWH/o2YQqjMPu1kZkmoa12zruad9DasW1+psJJFtD6T65bIxpf145yIiLX2J0TkJ4wx3yIiv0FEvlpEliJyT0T+toj8T9bamy/3PiVKlChRokSJEiVKlChRokSJEiVKvG7xZf84h7DW/qyI/Oyzul6JEiVKlChRokSJEiVKlChRokSJFxvWmuekOffsr/m6xDP7ca7Ey42qsoGvkjHhZVHKKSMOXSuFaSIh9XGRiokOx5Q2AKpLBNXWMBnha5mT8LVCsJmycXl0qqmgsooEWi5TRDZHh3EHlVVEZLp2eP+KxKm92CmzuLRYzGo8KBWzI9z9Ve/K8ivb83Ds2tE9zI7omXhOFsr29AGiFGvx2ewAhYioGBlR/KxQLlM6c+K6Wr+GaG2NCuSDJikSi28/Gosm9IlZlX5u0gdlOg2O3V0GmswvNxciIrKvAg253qg5AcPaVfx1dhXKXB9VXH9O9Bftn8cLonZd6HskHOxpFxuiXYE629HntPhMicX9+jU9L97PdO0cTSaiNevYi8aKjr2I4afntItQ3/PWva4zYuJRMM0nw3HBMVxPJIjhc554aFzf53wxZmhNOZMIUPWWRMFdam45EuVsr7TyjsS/jdLFzTGt4ImElGH6wNTZt06dCPudRTCYwTMdSdh80vFqmAIKCjiZBMDkBAYnIiK9nhsJjYMqyDRZfI4MXKaF++CcqF1f84ajil7MAqUB9Lh3t6f+2NXWtQdTMU0m30Q5YY5xQ59TMeKa+hZoj0zpq5V68cZJqEvQWT85v/TH3miuRUTkzToA5EF7+hzRrn95cDzE+0PICQtNdB+rr/2xtfLQvrp94I/NMlS8d/YuJ+/JAAXPEZkdoDkjuorSLrehfHfF0WSv5stQFs2RF8vQNqAkXh3DvHOzd69z42McmLOvMhNcz0q34bEHuuqxJ9plJv8faXyD6ngkGi36eWRAormHKac5+pYfaxl6PnP/MFcxrbHBkCS+7KCUw6GiBJsRBN/X7v19OyWfE6IDyRuukd++E+jPnzwJrxFXup7Y9KFeQC/ccG7z9KMMDYkp7DqeRxJAfzC5CYIpoGhXpgzDEIAlIG6rAdZ5ZESichqzUOZZHXIBaNRMt4b8xI7Uy+9XYawhdqoRwGPpunN1dHcbPn+p65xhS7m5S+U7/FqG+5hemudSwTqRPgcDr55oup2K4eco4DnWGK+lvIlBhp4ZXQe3Y/UTVHVmXs/4WsUSG0+gZ/H8edTc3W1DuzbXrrJapoUrK4+lYni8giLI0hlVhl7sBf6p/GgTpoj7+x4yZWDvCqxfMvRGDrw/EBUTZgi5cyN2IXIjjf8q03fwH0uUbXR9Xu9WWF9xOsF3mkwfiynMqTSNp7XzIW9YEcoCIzrOHX79T2sCrH1nD8MV5w91nqC+y7RWtFN/RuZfS5UwoO9XvqxMwcZ6mPsvhnBORYMDqgbchiZ+j+9RsVwByjKlZanJuKrRqbbO0NEj+RusuTahg37h0n0BYONARGTapBR7HlNoh4b7Ir7WEb24Eax3o6uLSDyHwzSHnxd9O2vaaGxWQqjERzPKj3MlSpQoUaJEiRIlSpQoUaJEiRIlXBTNuRce2R/njDG/RUR+yzO6h9H7LMTJec6ttd/+jK5dQqMbat+YjKzBL/k9icQPuks50W41EBi8o18pvGhkdAbuwuL1fsOZRpo3IqCdCS8ITGga3UFmYev7O7cLfV8CXAnP1BMyYbNT8we2Cc+gAnO73373k+oA4usQFRURuX9wZXjnQUDO2Su3nVkf0h323M6ujdBUepCs3iHGynrQEwSGWVAXOskslMuPhPtFu4uZbS091hGq5UoFiGGKIRLQVCxUvdTXNe38jHo9PgbR9CWh7oDU2s/DPSDCbUj8FaiLhpTDvbbqilByKvp7vBA6poLFbFWfQW9WQE4xAmTQc0nUGbvp2Z3CzM5jLICrY4B2qP3OWcvoLEXEEWILqIslISzWMzduqscg47yhCZ3T1CnKDlByRkuinTpCl9kMIs4CDZaxkeduN+qOdFcTyku38fmZ8Lpfh3vsjyocT+gCq6gWrreFGprcWYfO87GFQ84xCg27qHMywEC98W66UYgLt8PF2U7LRyiThSLYtowA0mvQTnylu9tVJJSsItaUKM4UMfOp1X1/7LJXMXYSmL/WfMdljsY6non7oHbMaUl5feHqoaGx3mMcUH9Cnj5t0y3smzHkyLlu7x8ISXQ5KfJvCIPzF45viUhA7oiIvNk6xNxpFdprLSqQTErut2vXrrebgOJr/JxAfRbC1zSuMSYZAeJNMShG3YHf34TnOCzcc+xOwzGML86fHRB7lJubBsgpbqR0yYXxBfSdSJiv+2MeJTlpzuA2RJ+qaP6vvCFIODbq66HNLP9ofGGscflhBGM7RpxqmVis34tmh2MQIB+p3rxYe2ZunlpCnGr/NWdh7fCWIua+4eJ9f+yideP1egjox07H/5SBRPG6Y6djd6Q2Anq3InRWjdc0P1lFgA+kWI+PjTQX7c90/rwI/Rho9DfmG3/sjdahUBkFNxCsBXma54KjNsC73Zk/dl8h3w31CaBVW6r0RmHAHaE8BzXVYqH6KJdpYE6baK03AunELAkV0Ofct1Ok4XigzoO1JZuOZFBhEI5nVEsNoyc65suZQcmNXOYMcu5J/TO+ODotoWT0dY6pwmsHoKNYAL/Zp0yBccGvXYHsgsa11pE1ob0am2GNoL14XZJBA+bWoB6ImzN1oMdEWbsA9vQo7giFirrhpbT2nSjf6Y0jNGVmXQdju+VJmDtOl+41j/Wrm8wcjusR6s6zGXi5U6frHeRIs6I5VW9nurQfN3vqxzeKnAvgcZlt3PVqNoQ4ZFBedJ1+pWhwMvXzbRx9J9D3aJ2QM6VDzrOZc6P2zyEh8Tm+bmbdbHKsJng6LelYHb8nEvpRexkKsDUu33U0P52s0vVLo6yBgYxDjpr3J4LOAcXHCEb/PYu+wwGNahil26DsKWKPTTsw/2+PMxm6J5sClfjoxOOQc/+4iHyvPPvfNc1zuGaJEiVKlChRokSJEiVKlChRokSJZxJG8rsSz+K6Ly6MMd8mIr9HRP4JETkVkV8Ukf9SRH7IWnt40rkvOjK/l0dhnsE/xLWIXOnfEiVKlChRokSJEiVKlChRokSJEiWeeRhjfkBE/lcR+RfF4Td/QUT+ERH5IyLyfxpjzp9w+guPxyHn/qKI/OQHnHshIv+piLwtIn9XRP6MiHxORDpxP8rdEpFPi0PgnYrIXxOR77fWZgDnJZ5FzJXi0hB966Bi2YchUIlGCK53RBupAHVPaS2WaG0QFmXDBX+NwMDwcHtQGUREzk4cRphpaBDAfHgIGObrraP3MKXH4y1ZcBMwdKKceHMKptgqlczwufhbpfDiB/tgWLBVce3ukoSed6kosqfO8j30/Qh9b1KYOYRPZzcpzSCiMmgRLNEuIzi4fyYWJU3PAeXwQPSyg5arJhrkMMLogegFesFZpIafBkw1HhxCXe6Piv1masITcLRMEQZlaiSBZEDJs7B6hpIrtaaLKCKuDM0mlAUUAYaw5+D+npYRiaxrmVhQ/cR90BCNt8oIws+UonayCPB7UE7ZjAPUpJzYrYjISs0XzudhAwimKjsa/zsVRm8pT2AcjkydUopTRDlCsWdEEcWzsOmM/mU6vb+EJTqtUgRnVJa6gvhzuN6g12ln4dxba5dPPrYMdLB1k04vfaYRUf8Di2Ir3W9NNIivuXBU0yVRuz+7vCMiIl98GOhj3c51AHtM+c+R0YvSsg7XIZ/8/PJjIiJy2YUcuB/c9d6/DgLth407x7KZTIYywaLEBtQklitATuDPQdaA8uG8dc/MdMAvHtz65S4Jze8Wrj/dqUM7tMrVZ6rrQQdsT64pRz12dwh1eTO5elgQRwQmDLiuiMhaOT9M2fMGA3wIueOU6J4Xei6ZosCUxO5Cf4fBx6Gh+XNMqckQ/Z9R/1xlJBs2kJkgU49Ox9fEeVH7EQt5s9D3qHm6bVPDGDZ6qTLmMVgTHIm+NWmfqtg4SK/DhgajTmbcBUEljgTmlXLIVD1QElnkHl2BqXNor0icXJ9jTiYmp7OUrvRAaZzbYZa8xxILyHf9nGicKpnQRQZOapTSZdZA1DagmTHt05efqmVapbkIc+l5Hajdt2tHe52oEjjvbzpabOHa2rc4jwza9zi/vrVwlFmYToiILNRYYtZwskonZy8mzyL3LajztHZU+vGCjG9AwWbzhx7C+CyTkqMr6vugRouILFQFYHZNuW3UeWxGdL+19tmwFPFC8MTO9zmS2xVrAT7mh/1E8hJ6cOppTT0g3xFNDmsBysfeNIO6hr/vwDIZNB9qP4rmL28IxHTFNB9CyiUyytBTcsL8/DmfS2kt5Wnt7IWkXXA44bGk9UtjxEuJUN7x5gQ5CmuOItzww6Vv50yx/ByZMYQwLC+i65yssRaND6ybZ2R2NalUR0frJ3vt8pIhOqo3IqMcOGj9cvs3TGvV2xg2PkIdsQnPE+ilOWpy5jHjczPyPZJOMeEeWYM8vra2f5tSRKO1NGijdK9a65Cp7vZG5SDmIf8fW9eGvLapNRdNK/pOAFkIksmoO+R1ejQoE1F7+TFCdT9iHNK8PVe69ZL7CeRjpurVdS+18nw4jy+IR6lSbX9cXG/97SLyI9ba0RjzaRH5GyLyzSLy50TkX3kxJfrgyH7Ls9Z+TtwPbdkwxlQi8jdF5BMi8ldE5Huttblv63/VGPOHReTHReR3imuK3/XlFrpEiRIlSpQoUaJEiRIlSpQoUaJECQ5jTCsif1L/+/ustX8V71lrf9oY870i8l+LyG81xnyLtfZnX0Ixk3hat9bvEpFfLyJ/Tx7/w5yIiFhr7xljvl1Efl5Evs8Y85estX/rKe9b4jExa0Y5UQH/eR22UyDS71FLIjIo/Kja0W6w/oLNdt0WO3UsXqs7CZHNdQadhR/EeeceKBlGt0DkeCB0Xq8IBiGLbJMRIjZe7DoV3M9FpGuKzZHM5/ddqKv91u1QmwOJIqO384advuYd1pzF+JRu6PvrcZ16K3LaOcPO2JhumrvPAnFAdeWRCWx8IRmomf98eKiN7lKy8Pn9xm0/8w47UF7c77DLf0Ui593B1SsjNr1VfWS5rn8ZTeG39riw7k8kCK11aFlMXBEg9SltM6pQ8XFPyIkrd8P2hkT9czhf37nDoVF3+caTUC/LW27rmQ0aUJdssoAxwkYujGpDQPh+3/NYDuWfazusaHydqJg/IzAOuqM/EKIH45Ct3P1OI2+n6k7zRIg4M6af85rU1NW8aDKbiWgZemr/oyIrWEjKwysAACAASURBVIi40d3PkyWZBCwdLCeXT7ZdGGibYZ48LxB4IyFZKt0xPyUE45tzhzK51QYIEHZYdz0bIJjkOTwaicYjBJ7N++Hc+9tbIiJyb0bOJhqMnAqoRTZ3IGSK1tFI6OcReYtzkM8F3DjuA4xMXBICCwFUDqPBEF89D2i6U0UBjRGaEnUU7nuvd+c8GIL5D4TtWbD+vAmoIgRQqJHpCfJ5hFZ2fyyZHazWDl3KbX0zc/1kYwLyCEYknD+B6OZdbiAx7SytMwLYeOTZSDkQyuGGUDfVHqhL2omna45LNS9gVHudyyMZUwct9zDwPFAnnwMahJF4OJcANtIBic/mDwrenT8kFEqnaNUFoXPPdY4JwElvIhUh8RR9wLkU8d4hqM5j3uE8djpzheG8uKtcfgBCVUSkVzQDIyyGudYz5Tvkvqnj9nKv6wwahc1HGkXicBuhH9dUgUCI8li57sNcen1wfXWicbhVIx0ec0dd9zEi/vLU9e+Pr4PCDHIjsy5aRSmyCVOlublmkXsgfwjZhTHHfQfjlMdNr8jEsWaYJAZsOJRDRKE/zTbUx45qEkMGQ+hvEaMg880Hz9Rswuda9e3gdQCahNF5QbCe0fnub08w00GJUxWhswZdM3RnoVD1If4r8ohhhJZxasisSQX+GREVxlCKBmTEEY61W0L0K5ODxzVQiMxgCIwOOoYxzIi46pG/QuwHbg+YcOxojaHzYLTWV6SmYbaPjl1G7MNoh3Pl1GXWwHqd2So09mrhXnNexJqLEepAb6/n4Vysx64PYdzew/qJzK6A4pyY2YHvYVRXi4c07+v3AjaqQUSIY49M5jVcBtGfMWbw12DiRIU+QX1Hp1A2r8gxfwbMkVxkoC5psANsP6xDYexSC0tIR/R9Xl+hv1ctsUKAzqMyY+6bMiye6BshlhMZllRFUz2Q07xoBRrQUFnOdN1xvggDG+v5XddK1aTrh1civrKRc79RRD4lzsLpz2Te/29E5D0ReUtEvltEXokf5z5Ic+5x8T3iqvUzT/phDmGtvRSRPyFuhvjXn/KeJUqUKFGiRIkSJUqUKFGiRIkSJUo8Lv4F/fvj1tqbR9+01k4i8t/pf//JF1aqD4inRc59o/79v7+Ec4CW+6ee8p4lSpQoUaJEiRIlSpQoUaJEiRIlnmdY8wjk8Rle9/nHt+jfn3nCZ35O/37yOZflQ8fT/jj3cf3bPvFTcQDA+A885T1LPCGmyXiqEYs6L1XUe050myNg4BVTa1Iajb9KBiYdiXoCOt0SrU3vwRQRUPquugDz9lS9Y4B5Q4Q7ht2nsGs/rjMGCMzEMxmkMIR0WawflBmGsAMmbyOl1BQWXmfovigLC+V6sVOqK1AFYoHpVNgYNIkhsK5i0VSM5pxYK4ss51RfUWZq7F7rv9+FYQ495ooMAZZKA1gRpB/UlY7EnyHwy/XmBaapSLl6Mxl8rqcSM7wcQrv0uH0F6ky4CSg7siKK5ZiOgcambQ3aANf9oGLzi9sBrv7JW1fuXmSeAbORm33gJoOadGChbB0XkSmC0jKYnsnvjwrbv2pCB+m0U2z7ML5A+WRqFUTJ+RgMKroVlUvFjdkkJlD+iOqk9KiWIP243qoN1DTkLKahHlUsn2l3EBPPmZPc9KEu8bxMV0N98blrpatwfsK4Z0oxKJaHKVwPFGG+XqWULR4XoI9ORx7X7tyW9u/aa23rXJ7gPrbU10QpZ7oazAgmer8z7kIj0Tdy4tagVjMN7UQF9xdkhrGzrp12JE5/2bk+/fnjnVB+raOrMfTFdw6OtnszhPYC/ZDrEmYyUXt584fwbA9J+N4/m9b/SNRJT8HhnKBjraO6wtsN9dlBz7VEg4IhhyFK0ahz7paoqYeZq6uJJQVgGBLlY70uUd2mmfYxYnFyXpqUSrrjdgXliPo0aJTzeWosw2PTX4PqHNIFJ5TXkR+Y0tXV86R89d5dZ3EZ7tHs3OthSRTRxj1Hf5KRreDiaV0fKUdeHd2EyDkQJjZLor+C1tqalErKfazV5+UxgOdk2Q2UgU09+rmaejBdWeebehkeZK40dM6z6O9sxgM5kjl1gIbK7+dX6ped8s8GMtKyoAZS9b6j5WZ5BNBZd7QO85My0Qb9uoUoYkgPLGvSLfUes3APiKDnqNNMf4RfEFPnIFcyrMPnDrexbgr1Nr+Oiy4S6HaR/AXE5Lm5dOqeXabUTva/GpWuxmYSWHtNDa1Z9ZxI7H6huZ7NNtQ8rTun/qn9qA0eO1njK37OCbTBSOZFqbq0roPxVRtYzd5sIMo33qiA8pxSL1laZVymdFq/Dqec4NfhvNaDgRutzUDvb4g7j3KxqceofYEpwrjxSGuH45Qa+KDiqpPwwOsT1wHYsA4mMmxitNG1yoHkb9Cn50RLhFEVG9FsdN13IJkco9RP/v4EmjxzVCvKLY3/fhAeCf0R7eFeY5EcPue7XmTMoS+4bTx9m/qTXqfqaY7RNq5ZeQJzWqqckTVZi+7rZSgoT2gOZaLeqD8/TGwIuFZztRMyu9F8frMLndabIpKsTXXEd7iUsh9RhWGKQr9+eBOjiAKs1+Uco3k/ko95wvexVyWsxDIzz/K6j8RnTW6ByudYe/qk9zPxKf373hM+o/ZC8rYxplI03UuNp6W1PtC/v+5LOOfX6t9XlFRdokSJEiVKlChRokSJEiVKlChR4is4oGj7YX6ca0TkY8+3OB8unhY59/+IE9n7HmPMZ6y1Odl0H+ru+p363196ynuWeEJsdwsZN25nYD9Pd0R5p7ZW1BBEpUVE6ux2Bi5CO7YqtM+7gdgFjHZ+9BwW4cSu0Y7MKSDS2u3CFpDJoPj8T+y8I4rP0W4fdoAYTRXEScMx7MB6BJWI3NYdM0Y6AdlzTTtd9qDiz7RjA8RcznbeZHajpkWoUw+mIDMOiJzyjjJs6ScyNjAkcu6t5/tMW1IbGlwzghfqH0YmZa4HtMhEKL8DEBuMONTXI7fhEyzXJ9o5Rd8a57yDZaPPR5dgPXhYzG/5vhD1JvFvoDeoqrz4PrcX3s/s9o6EapIT1yYXJ2HX9c7CqUl3bM2OnbMMYovNHf5/9t411tJkPQt767us2751T/fMnJnxOT7HjpNgGxQ7EUQBYixFCKRERiIRxLEjJCuxQxTyAyIFhAxOHBJjZLBixT8IiKAgsLEdgyA/HLBsKyQKWA4hEBJ8OT5z5syZme7evfdee92+W+VHvU/VU13Vl9MzvWfmnHql1l79rW99X311eavWquey007RdWmKbh6DnALa7nwTtpchwt3RTnI/pFvwvY7Do4zg+oxQt5Oex6AWq2OcXORJTD5c7/bCba3eXRAcQOP+PpgJAAHIaFogu9iI4EqRM9cm7IgOGaMCIIV4Vxuvl4zi00TBCJW1irB3EyPFHGKrj0w9FCVDbWO1/06E4hp1x5uNHnxqZgCA9rGBxOTtkbs2j3kWuT6o4UpFfQIGDy3tsNsMlQD1y+YK3nCB6gOvGTkFNOg/9YB6kS+0DiV3TajG+ztn+sDjASjK03lAnAKpx235QA0j9oTYW3fu2gdGWCpSbCBvjUj0WeOgaOBuTygjfSbL5ytawSMZJCC6GZHt8/o1o8JSQXWkuWmR5o6aUJfe8GETyheV4Up3/nmPGcgEyqWd9p/hlOr8yE1WMxoPOURczqgGYyna7c/MzbkwPa5HyGQdDx7xLCJWE0lNyJlR0Qy7KeS2QUXfGSmI/LQnxBausp0TOlf70Z7MjvBMi0y9HOg85GvOvd6MhcYj3m8pJ2A9xnkMY+RBH0xRzlT9v6ZKPZ0FaApQyIwu7nSNYgkNUm/SXD8aVw/nLOqudcgIW6tzEBs4AV3C6yu/5qKcZhQhzOjCKrNOABqDDVeqfUboHXMuicTvG6yRUvMH9o9Bl86ZmHGfxWdgAiESEGU5LAcjyry3Di9ZtViR8L6O4Ym/enkzGWJTnOlaj9bZvFbpj3U+pPqQeYqEtXBmIjMJ1AObP9R9ytToVuk6DMg1NjYDWijHUON+4lFIvDTT63DOqjJGSkA9VoRWGnVdyu2fW8f6V3SsUTTo8VGYdz59y2FOXl8SpFDjvAt5pxI3Tnm9hvUVj+uZPvzLZNr0UM1Y3uF5R3NGOw+VNR5rHpsIZU5js9E+ym2TM+bI9fNcQ/l1LrcNvidkvk5ksU1s9IH5kNFlYANQP8c6iKaYJwbnetF1EKPV2qWaDs7TnyQYTQmDv+Y6nddzJnBEAPDMJTasmIAepbWZZ48REwPI5Gg9rv1ov29l3H1EsUtWbsoQ4jPW2nsf8F0GEZmLPMEJMf4tbPPYs24wnhc591P69zeKyJ99hvP/hDitOStBeK9EiRIlSpQoUaJEiRIlSpQoUaJEiQ8q3tK/rz7hHGiyXFlrU/TAhxDP++PcXxKRz+rr7zHG/G/GmN9qjIl+kjfGfKMx5m+IyB/XQxsR+ZHnvGeJEiVKlChRokSJEiVKlChRokSJFxkwhHgR/1584Me5V55wzl39+/YLLsszx3PRWq21nTHm3xGRXxCRpYj8Fn3dGWN+WUR2IvJ1InKmHzHiUHPf/QIgiyVEpN81YteOgnXYB8w5aFZMo/MDgn+atSmk16pariXx10cvIRKEe1kge1KhYkvUicHTX4jCgvcPBC9W6oTJQZ1z0Hk2ZlCUOtNLg+A2P4C+Rfjsee0gxaezAHU/HKnwNomJTmulFNGz4XoM4/bwZ4JEe9gz0VUnpcR0RGv1FDc6b37Lleu12wF2f9SGBnu4dzd6eB0g+KDZPI4K6cuVSZK90oY6k5p1cBtOSi/o6pTCYqeUchDB32egb/Ax/cvU6RpirXQ5tGGGOsHBAq/+mH8OOojrUbtmDSuyriMpNfXB3tEfWHj7eq/i6dzvtG0mutxOKYrjgShKCpNfLUKbs1g76II7EiqGyQTTy0E1GklMfL9xlX7ZprTGidqQxXcfLRfD9yE2Tww2f73TJjTiyzPnjPBViwt/7K2F4yQy1XWrhhY9lQWUNO67qNcZlQXUNKarwwDjqAn1V2nn4c8ulWI5ZRJPS+NoUtHhhqhOyCJ9S1RHpQ2NbDAC4wga671S2OVWSGQQkx9IFH+8Dq9BSTQLMrlRYeSjRSrqz7RcUCtY+B6C+0zVGZT/ck2UY9CPH25CogM9lmmSBxWq55xwWLnywXxCRORE+wfX+YODG0ugsoqIrHUsMZVwptSg5ZLMafTvfhfK3G90jJBcAUwaeKpEbuEcArpVZE7khbKF4vHnDXRwVDZjS/TxWvvRgcY/0wabTUovDELanL/c64FoY73eh2mtoFseKFehXfmYf29DlHOlTubm3HFG8/osZZXUncpLbInW5s2fSNj8Gg9HVDLRvsB0PqV+DZtQ5ndURuPhIjUQ4dzBc6Qvnx8rNIa1/9aUw2sd/4YpW/o+38NTmChHw2AiouzrouGoYS5mCNDB15SDQI8zTzF/8tIUO8odeG8fytBu9DmJXuzlO6jfeTMEkjUBgYjpqn1GogHURBZmb690ridDMND3ejJNGJWy3UXTsFIdCfvg6ZR8+8w6EmOTRfajNZ4G6KyR+DsotjRU/DJ74HGr1+h4TkjbyEuxsGEVnTcd6/y6JIkTGFWxrAlyGq3rK23DmkT9cb+BpF9g0hJRWOEvksmRkqFTcu7DuLYRDV2SAMWVqa5+IcH31Txs+WusyrfwHNhkvgPh2MtHgcH2tcf3RUTkU/Nzf2zUB3k4C5TzWzOnRz9vgnbCva17n9d1MKDhMXym8g3ni3A9rLNnRGs1Kntw3ZPUCTkQIP9zP4bMSmSukTEvgkEKt+G4wDo8ky/Y1APVyut/rX5i5fs+wyYn46l+mNY5kI2wlHf8pevMuMiMRz6vQfvTw2FNzmtg1Ed9SHMb09DxbAONw+FE65nWZqtT166QGxAJ+ZxlnHa6BuE1NawHpqGScfdcP8mUeHJ8Xv/+5iec8036980XXJZnjudFzom19pdE5FtF5AviUoQRx+v9BnFGEbfoeCci32Wt/avvt8AlSpQoUaJEiRIlSpQoUaJEiRIlXkwY++L+3UD8gv79XcaYxOnVGNOIyO/W//7MjZToGeJ9/Uxrrf0Hxph/UUT+YxH5DnEadPzT9kMR+Z9E5L+21v7q+7lXiacHdilZ+HLEdha3CpBuLEqumwCRjbTuQo+MlsGGDYvc6mtLgtXYpOBd/EevEReeX2O3hz4yZXbdsGOyoF0cfdyad/EzQrTYDeoPYQjc192vA4mOA51jSLEUwr2RIYA+1EhC30C/2DltHyIb5XaAGLIBvwIyrDhV8dqvOXngj706Dyi6iyOHmHtnFfLPoFudK0IIQdSdxdUheM9Il2tFqdyrw5bY1urWKu3OYsd+igTydbeSdvYhZM+76VZ32CCeKiIywkziOuw4WRX9xa66CO3i804X/jIgRtuEd7qxk8y7815Q/SkCuCDv8/ixas3+wAS010Xj2oORExDAnpNI8EpNGAx3UA+DoTGq6JY7R0Hd+dXl2r+GsPj9KrQXhMwZEQUEgyXUEES4uVtOVWbm1MtY3pleuoZYzlMzCRbrf2/j6ob74p2Zgzh8ah76NF6fH4W6fOtwW0RE3tzcTq7Hzwbx9aZKEYDRY+gYOG7DTuexlutWE+p3pdvMW4ZTaPBY6eeKPKMd0Qvj0C8XO+rHtSKKGSmq9cx9Fgjbhoxc8HqgajY0DiHWzmCESUW9G0IDzvW1MeGGQPRsCXWN15dt+CxMAiIUmporCO+w63g2bCY0pn360Li+uBtChQAxFxtRuDK01K4tnoOeF0inJRmbAOF0Qef12iaMKGABcv8cuB11oZxQtgd0cZ7wqFuqF71eRfPspKYP+8x4MzSnNmRyA9F6zlXoomyu4yuHEewDkAScrxUhRkiNbu0uaDhPaLkbMnCYaU5urwhJdkjLNymKruppbCp6J0Lsox4YOJMzHdD+xPOJAClC543at7ZkbGA8stskx7ZtQGfm0HTI//weUIg1tSGMbQ6EdMW4mahOt3re5WVAvL994gzmXjkJELBlE/o0xiujRv2zEDJlBAI3Y/4UxZjWG/rbjAYOkI5sHABmwLgkJBbGP91iAAqUDaa0TWoWZt+hj4XPYn0KBL0I5VoaXxDFj8Yh1n+UXz3Cjec7GBvUfD2tF0vPhg7A4x/mDxFSTP/y+gRGX5z/h/gaHHzMMuII/ZfXFrgOG3jkzNWA3iUzAdzncQYUobD6Fj0T+kxcv658EQsBZl1U6TB44LkUxnJRfwI6k9F5+J5A86H1hWbknCLiCSmMNdfLyzC+3pg/FBGR19uH/litDfrJNqDpNmos89lZYMn9f42Ts9oOhCgG84AaEc9J3cmPWx7LyC0Nrf+HM7rOHH2froO8z3Wk1cDzDfoEzxMeObekDqwva5qD/Pew6LN6f0bxaduNL4XyH91yA5rbAWsMNgREPq/IIMmzMvgmM7xHaEWtNx4X3nyB6ypdioT5OoN0Z/TotHQnLo7CpPXamfse9jKZnZ0fXD6/3r3kj/XXeiH+Tu3bzea/F5Z4v/HTIvLDInIiIn9QRH7gkfe/Q0Rui8hBRP7azRbt8fG+MZTW2q2I/KCI/KAx5q6IvCEiKxG5LyK/Zq3NAJdLlChRokSJEiVKlChRokSJEiVKfOTCityQW+sHfwtrHxpjvl/cj3J/yhjzayLyk9bayRjz20TkR/XUH7LWfuHFl+jZ4gMlOFtr74v7Ua5EiRIlSpQoUaJEiRIlSpQoUaJEiZuOPyNOV+73i8iPi8g7xpj7IvKN+v5Pisj3fkhly0ZRH/wyCVNZTyGyTBtQKgHTFXxkxPOZrsrUFQTg5RFTTK/zVAMHfIg9ApT2aCuiZ3QQCWbKEe7PdAp3vf6UbqwQYUMUJVAXo/IBck4CnOcXjiZ3UQV6CWDoLLILSDdTWFEv0bFjFYlmapfSWQwZYPg6Z1Yj4NRU5t2x4wAcplDmOSkzvzpz0OqTJhhaLJRbcVYHjggofddjUP9d6+vNECg9b1eOWnO1D8d2GTqQgE5BGHGYTiwImn7QY13DxhEqmksC7nMV175YBgHvTpQiagj6r0LVOSFyhqHnaK3eAIX0tqsnYHwjVhCoAnTf+lqpYkQpGau0v4Pu0xH9aVO7wjKtod9rYamfjCqozuLkHDM1NGFxfbweiVox6rN7iL2I38HiOgB9hykxXqx5lrZ1SzQvGFEw/RGvP8si7NoX5yehH78+c7SSV9tLf2yrDfqWCSLM/ZCKq+PZaqI/8mt/X9Afif8Oc4pX2kAVP6ncuFlPoS/2Nq1/3Hcg3g3Gw3oextnUKn2caA3e4zxDux8Harcx5Rkxzd9WmXytZWCx+Umfnccrrs00fwtxfaa1IvfxHAOKHj0TaDuGae3oO3Qe7nfvOlCxkXOZxodYkQEODHw2fehjoHFHz/skYZOn7NwGkwU6pvSyac51r/MOU3uHND/lqDO1Cu+PRJ1GkZs1UVlJ5B7GR5TCA/WLKXNNWi7MZZxHZpgPWZpAzUbm98hwQ1n0zYaoRFv3MHWXqUymOi1AiaK2yQjpDyvQrtJni+dcpU6SiQ3e5XkCIvEVz8PeiIpuormW6fwHCKSzUY7OaRPlQFDYKlpAgTbckSD4pFINTOOEYcBExjHX2kZMyX+J5AxgjDOO6Zg3ZBLQKi0uEkgHrZmNA7DOoeuMmzQx4fEiOvUcNMRUwiLijWldVyT+DrpdZGxS47rJo2VlKCL6Jfoxm6JASYTmf4xdfo7KU12pXf1nODk/cn8J8yavn+tMXYneI5pCsH6mQ7m8xBR81KUd0jkh91k2nehOdK5apH0nR9WN1DZQbpa10bZjeumU+b7h8yDnBKwdOUerDMzIEjb6nDZDz84Zs3G9wAigobkI6yKWhXmpdgn2iBaFlTbOjBZGn1Ba5oISO9bkbxKFca1r6XeHIDPz3rX7jtHtSeoChmrhKWRQeQGeZzk8rZTbS8ccS8R4ymzUfTPrCFCmIxMGzQnRuhn5kI+hIYjqqmYtM6J+vqwUfZ7X76tkzgXNOwPMUphhrX2hYlkLNTbidsV3Bza76mCKRn3Cm/VU6fPmvsdGY1hfs7EenokNxkBr7WhNVa01B9JYRl2xVMxHLl6Us+rNuLWKouS+XUT+joh8j4h8vYgsROTvicifF5G/bK3NZM4PL27kxzkV3FuIM4yYW2s/Mna1JUqUKFGiRIkSJUqUKFGiRIkSJb58Qn98+wv67yMfz/XjnDHm/fzEa5/3viUeH7avvDB/FED57NNfqC3ZZmNnbWRB2w47/4SImFKxZuymRUgC3QWo5gzF0b+sham7DxPtTGO3yF6H7UW/m8E9Dzt7S0J26K4x75JYFdxmNB1MHVg8GTvJI+10+C2n3AYlnWYzO6cQPo5QZhA7pV1GL9qbMcAYl+Gzm6WDSdw7DUL5d+cBTnGsKtwtFWKlkMPjOqDpZnqjBW114jOMyoNJBAtaY5cvQlPhL/UJiLWfLcN9J92p3fVh2w07WLcXAdk39+LaoU+8p7v9XR3QJYPuwPNuOl5HQq8QsZ3SXdd4110PcdugTXhPRdEq0eW0ytlQxY+LRbohM3Whb286h8qKDBq2ipygHbZBL/PuPOzE9oQQglg+EEUiImdzV68sro/63x4FaILvMbwzjUpkEXYvOp5uL/Zk/tCp6QSjvSC4vqf+9PbmTESCCYCIyNszh46rqMzvHdwzf3F96o9drV29MQIExgwcqJcjQl0tFDGHMSMiMs+Mi5k2bE2YEqBZuE6XdTolQhz63pwMVRZaL7Rj6w0DuEqR2/jZajXy4PNop9vnND6mL0fKQeOTdisjRCyQTtT+iqKrCMGMZ6lsmhNq6ido/55RDRvXF9f70Ceur1y7zsg05UhNR+6uAnoIu9UDbWtvDq7Otwfe2nfBCCYBOpubDVNbxlAhEjtfKEKBEEoA27AYO9qOTZGAYOc51QtvsxkTjnFuI5SvR6kRWnLAHESP5PM0wTKAFu8I1YxcywgrlIuA2DK7dO/PrsmsQ5Fz/NFhqWiQE0J+pk3i67U/ITSlTm9Tk8mbvHIEgoHWDmYOpBiVWREWiza0107RthvOTzqfGDbrwNzBZdD/0HTtkdA8ZwHlwaZIvpIiOFJ6CGj7OZWZTW6AemVTD4yv2TKMmzunzjmE+8RakfCHLl2G94Rqx/w6bLhgui4hxKZHPWYQbLFbi6JVOD8BEZkxcIrMkNBVn4ZqAeiG+o5H+/EYBvqVEGU+zzGq1aS5MgOcDugxNkrA65xpC93Xv8/dxDuqhfO4LEAfRwZpQOUxklTX+EMgg0QoVX+eR6FxGfS9yPhGcz0bh1wrMo3yBJYgETJR64PHsK9LMk1rVy5Zcd8eMT/k2p9hYRivNG9iLTKQSdBM52tmniA2U1gX5VDyWJdcjGS8pQ8FUy4RkXs7RYVtAup+t3YDh9d6MPfgNSEYM2YXjjVszJBDsGreNKvwTHPNh92MxnWlRj+HNAfl1nrRkhCmKYw4y+GNtN8h94qEdSmbf2At6E2lJDwz5/9u4R60mYfrzeZAzoVBB3MwNrY6bPT1gb9PZtZA9pG/QmkswxSb2GRJ++qOJrltn5r/tKhzvkeHsVz5dclHLj7GmnMf13jeH8luBotYokSJEiVKlChRokSJEiVKlChRosSXcTzvj3NvytN/85yJyGv62oqzqP2siFw99hMlSpQoUaJEiRIlSpQoUaJEiRIlPrwoyLkbj+f6cc5a++lnOc8Yc0tE/gMR+S9E5LeLyJ+01v7y89yzxJPD9ASJZcixif64AFydDwGNm6Xq0YkWVKdwaFiBIkAi7Er5aUgkHmLTU8TfUMHqHNWKy5IzrwDCmYXIc6LpgEczilupsIDQu4PuhJ4Exj30OwPtj+gPWkdmE06sd6CApDSOqEHAsM0YYES0xlP34Yf7AJN/bx8ojuuauCYaF7XjM6zb8N4JUVz9Z5WnNlxoCAAAIABJREFUct4F/gPu02foL5ZpjRkkNig9bE6wUrHUPUG/O+WzLIiKCWODE/psf+boOTsyjgBdobsKVAJ77o7BLIJfk956YBcxa0FZD01g2MpsndK4D7dVUHmV9mPuxqBvWBoXEMq2ZPRQbVwhGqKwgTZiCdpf6fjek5HDPaIIQiD3dBXa92TmXleUE0AbZsrBoO3Vkvg/qFORoLlSSFr6LK7NxgwQHW/oemfHrmKZwgw661vrYPTwOXvbXYO4ThulKeyuQj82WzVXobaBQPqBqGT7NqVTIA7E8blWBfK2IhqqUlwuxzDmzjv3/sMuHINgNBtMgP7C1LS90v25XX3f4dwFegnRc7z4OyduppdnORj6Hj07XpnsecmhKFehf/D43ymV2Maq048Npn42lyqQzGlYqXX9MvTz8zP3ergd+gQo80yT36jpyMDGFqCf0H0rpQhFIusZCivaiSUgQBuaL1PDis6E+2KsMFXYi6xH1NlUUNt/JuKoJrfLz5G51MwGJErB6atQv4EmySrcejkW0kdOI6pzoAOSIPhcx+FZOK8709OYVgcBf6L5jTPLb7nXfaaONDjHrBZuzljSmMMcdNyG+QT0sy8SVXTdKE2eTSIyJlYIls7wAu5tOHasZamOQj6G8PlA4xH9hOU5jk7cZ1ctic4PRP1Wampk6qBl5Ry+0FzfkqA9apDpYKAQcp7odN4CRVkkzG+xEUlG6kT7UU2yJpXOGdMR0dqVysfSH6ZK29jnPjaiyZhhIAcaOo/p4v6+2sfsguRUdBlhK6Yc4l50D8hVZOitJjceU835aJ0AZmVFsiuBistr2/R+sTGH/uXPIH8tif6q63VDAvQNTE7YJCgny4I8QXRLM6YSHDlK7JgxrMHauCaJgKXKGXQkf4F+bvmC/nYZKQ7KgZiXBqLJYiw96MNc/2Z9V0RE5pHRg0qA0OLRU1jJseTdnZPbePs6yG7AYG66CJ+FvFBE7UU7sJmQzk/tFc2VRC/PmWt0Or91LRkQ6Hp5QevmHcw1+Os/JBGiNkzXG776OR/aNEdincuGNqB5bmiduH7ovm/U5+EYvp6wbNCw0jlrRbkDZle0bkKe6Lf0HQ7rxD4dX9F04udmejRcmse11t+BTD3wXYnHj39OzvXIOzyk/Hxn8t+DS3xFxgslOFtrL6y1Pygiv1dEXheRnzbGZDyYSpQoUaJEiRIlSpQoUaJEiRIlSnzoYV/gvxLZuBFjBmvt/2yM+R9F5DtF5N8Tkb94E/f9SoqciLVI2DmbIgSOCn3yLolHsNFlYCZBqAZswEYoJOxC0A6bN1fgMvoXtDunCBverYYYfp3ZSWQEnRf/J+MIv5ndsrIthIjpUPN4pFDPqDAD+ABfzp3HorhAybWbcB52PTsWuz7RsjRpe7ERQbux8ZsiYhRttSGx07euA+LI34N2CLFzfmcRCnZ75pBLLIYLIdP7+2A2AdFsFrRuj7Uz8G6Q3o9tzmvd/T5tA2rgtcWliIhcDQFx9EDtxhlNBzTVjHb2X1o6IXgW/N8qYuYe7ZzZK90l411I7OKadAdrIkRMpTvszTYcW5yn29XjAoitFBETDyDsKBJyEuAmRg8pso93+IEeASpVRGQ6UnOCWQZGKiK9ojcgii8i8rB19csmEag3Rk5BOPhoHgY73t8TCgVmAnNGxOplDhm00uooXO8b7rwjIiKfWp77Y+8c3E7zPzl/zR97uFYLetr9tLpTXxMyFTv1nNuAXBm6FHX3noS+vdFdXJgKiARkzd15QI8eKSR2Rwnvno6R8304DzvEXM+dQiuGjGi70Jiyud1SiDFTP8naMDGit0WeI5QXNr8ZEaOIxIHGDZCOvHvvDSHYwEGfhRHRQMeMffocQBSJBARDfRWOzR/qmIvypvvbH4frAcGwrkPuQPkHMiLxO+aETPXz0lPE2n1OIDQNjE8MzSetjpXFLEXOjVxXuBfv2HuDGYbOpPMTBLcZodQfUf5SkwkCb/i5hXMGhnjONIehCQPaPdN3CDQq/amJrisS6pfnL+RDRskMR1q+41SwPkL74zXVpfHmJOG8WhGMJ4QUxjzBSOyFjvGTJiDnMAeezsJnHxw7FM2mC2O9gxERodY6zS0j9W2g3xjt02venDWEClq5Mmx5/hyARk4NOh5uSUx+F8rVq5FKVEeKwGH0I3L9vA7nYV6tqRH3+nwTG2SMaZ2jL0y0/kNfrkiw3oMoaa461mdf0rjpNRdtac4ahsdjBrh8GGsR4hhl5nGN/MsIIB3r9TEjnd2xviYEuI6ROmOolssdUe6F+VduHUs+BFhH1rTOxvuxGUNaBEuGMD5ncA5XowVDfQuGIbeOA4L9bO7GAZvrrA8uuXDboO/3NhzzpmWZpU+U03AaP5OayHFfxCtGcfs25mfTeZ9zs1/302kwJeIWvNb5/9fWd/0xzOuMsG118chGaUDdboZQB9eaM642IWEDMTd7kOYxztFjnT5buzbRXxGRJnghSX3QZ+eloFbwcELfh87ca2ZJVFpHI9dbnfZvi5bIfPeJzkO+prV0nUFiXuxc3Wy3YdIyatbH7Cz/vSqz3hmpQ+FtS6Z5vvMMmWNcdN8Z0zU8I2Ij4xaUT3PBWIU8ca9yDKbrZXg2MHt4bhuPXakNGaDgu+jU1WL79+O1WeLLKW7SGuTHxQ2P77jBe5YoUaJEiRIlSpQoUaJEiRIlSpR41rDmxf0rkY2b/HHunv79527wnh9IGGN+uzHmbxhj3jPG7Iwx/9gY88eMManIV4kSJUqUKFGiRIkSJUqUKFGiRIkSzxg3QmvV+Jf0750bvOf7DmPMfyYiPyAO9feuiPyKiHyjiPxXIvJvG2O+1Vp7+SEW0UUzBSw5c04gwkrwXNDBmIYCCD7DpMF65Mt5QevMz7r1loU5VZib4LugOBiijYIyBdFOkUDzi0R4IUTNP7SnyGRPQ2pIYBaUrnFPFCuIeh5YnVqDKLa1Fw5P78s0RMCymx3B8/XtiSDjE0R7CWMN2gP7NOB6TGtCfRyI1vouUbqGjLhyu3AF352Q8P3CFWKRoeBddwGW3Sj1jukPjdJtRqp0iFOzMCvotHfn1/7YG/MLEYnptKAS8H1B6WHKIVNcQ6SCqznqhO8nRH8ESyGiCmY2cQz4OYyS90Lp1NYZUWzQvWyfDpaI6qLDYZyHDw/HSrE7C3WwVJHwJVFPma54UEpVT9Sqe9eOqtUQ5bgfU37MQilYoLeIhHY4tCl9j+mbVwfXSdfcDhjXlDxema9FROQ3LN72x46100NQWUTkQqlcB65LpXdyvVWe+pNSGFisfbdxfWtPNNlzfbsmeubR0tXv5VGgkjEdHLFWWst6TxQGHYcm04d6pnZqn+DyeWoa0R+rQ8awwL/J/Zj6IExuyKgAdBam1u63btww5XQEDZgF1yHCTbfuZkpDIVrubO7ut2djHs2hloXD9ZnaNZmYqHd7oPEHKiSLoQ/a7j3RfId5mu9AwYnqzZsr0D0w1phy3oICxpOg0ocyIvVM2QElLjovt/XpDZX4vhlKnJZ5zDPYpddTR6ZH3VITJpr70K4jCW7P9jqWaFhXmhM4ByHnDSQmD4puTaY5GH+GDCHqzr3mdoWBDswiRMQL8ldUZvStifqs1Xpg84dbJ64Qrx9f+WOnMyrYI1HR4gZz0JK4hGcqwcB0ta2+xpgXCfSsNVHYBhUHP2yIeqrji6UzQDmdmJ6XETbf6LXHbcjlTAdvtR24bWA8xAZOl9blspbyHIxUeH4F1Z1p2Zxrffkz6zAvf8IyKbgeUd0GNYJYNEw5dq97WseAOsk3Qbu3NBehfvl5LfLwmM4JUehYY3o+2onbwSrtrsrQUKfMt6eI7otcRGuMXJ2CqUfKHl71IFqjs2kO1iCRvAwo59Qn9Dnnq3ChOyduTnv9OHxtyfV9BLfNUGnuIJrsqFT3cZmZqyhM1iBHqbjU70AHZLmCXBsaraQZzXdoQ153gDLLx7BmvdiEub5SauLpMqyB7ihNvqICoI62ZEQEMyzui5DnYSMH3xdooWC0Mfn7RLvWstN3gmpgyrQkkfHKyRo8+Xpo08nFRLIGOi/xeMD8O2Xamr7X4V1e+0DCaNyFOkJKjkyCniREZh/zWqNC+Wk+meo6LruI1FifZp6Dqdh+LcJmF5rnou+7BmYXtNaz/s3wYS0fjx/02b6yIt1Hk9ZqbL5/fRDXLZGPG0HOGWOOReQ/0v9+9ibu+UGEMebbRORPi0sD3y4ib1hrf6OI/KsishGRbxKR//6Rz/weY8yvGWPuG2P+6E2XuUSJEiVKlChRokSJEiVKlChRosTHJ144cs4Y8ztF5E+IQ85ZEfmZF33PDyKMMa2I/Dn97x+z1v5VvGet/T+MMX9ARP66OPTcN1trf8kY87KI/BUR+SMi8usi8uPGmP/dWvtzL7zAowm7GRmxackIs1b0iz7vDPrzoFNKm2lAsMECnc+DKYJIEDIdF+FYf6aoARKYBlKj2qdCxLwrOOmOA9trY+dyPA2FX912O+e3j8IO+lZ3tS5tEHCfdPeGd3FQf/U1iSdDsJx2sHI0eZgIsLCpvyztCk0zRS3SeRB6ZZQBdsaiHWogrGg3faTtVggyM3qnO3HHrgjpAsRHTWiqcUp/p8eu9imhqRa126Xc0g4rPss7rKvWbfPeboOK7d3GIRz2VCFAMzASb9Jdd0ZnocyHMTw7disZhYBnzwm5TilgLNaIzQjR71Qom3fOYPAxknA8ROQjkxUgVKlvY7ePd/YxviZCrUwrFe2eh5007PIvyaCBEXFr3Yba7ALKY68i4ozoATKFBe3vrNxu+hursJsONBDvpsOsg3eS0SaM4sMu5Y7EpNdDqgLwcuO2iL9qdRHOU5TKu3TeBjmhC33Hi07nxOS5LKh/QoVhV3MklBTExhsaK3MdA7NMgmQ0GtCsljajsQtd0fZg5cX/KX9qM0Roj0w/BrKLhZerBeU+Nd84oZ1/tMklIQT2V9o/Ds+2N8d9etKdYXMUynC8dPdlZMJ20rYm5Jw3IuIN+ychXXPgF6o37DizEQ3QVmMGmcRIAYiI87jw/YlvDPQr7bD3mWMwzWHBelxwYiQehuYsUxZGqCvycIq27Ol9ABhOCIV06iaVGeWHjXXtwNkQKHDu0r7v0YlA0cVmUzr+GQ2kMD4zMjrf/Z2t03UC7wkDzG6pbTCeuT9BxHy5CDnrbOH6+aoJkKKlzk/1U7bkIfDeEfwJeWzI0AJ4DMPsqGLUJVBLhM6frt319k0mP2XQnraqk2MNo+XWmfzAZjjIaYRCAjp2IPTeTOcRfiaYP1kqPxBijIhD20Ri/TnEOd4nNDCE4B9mjKP2lNf7XcpmwDhlBCDmsQjXjX5MZa4y6GOYcIy0ZvG5meoPaCZGPzW6tGTkHJC9bJ7ijb4yaDleP49AP7KvwRoo43CM16B+nPJ8kzGb8KY+3AVNOi89+h6/jlBoNZCuVOv6mo1IkAcjgxygirg9vJFWUpQInW0VacQ5N2dscTJ3OTBCiusajo0tdop0HQ7pV2BGTuJuS0Js7hQxt+tS5NxE3ydmusaP0I9ARLLJnvaPhkC/bEqGmBpGYLk/jPKCz5ql9UHOEMqb/3Fet/F7/JkYmY7EQwVDdUUmcWCNhPrAmItyn5Y/Xq+n6wTP2OJcqnMCo6nRZ7gNvZcI3xcmNtwOfXwvKsojSPdMWeo0L2K9aXLfbSnP7rEWqKyMu8yXlI9CWHkioPF9XbdENp7rxzljzM8+5ZRaRF4WkTdEyCJP5FJEvv957vkhxO8UkU+LyF5E/rvM+z8l7vvjq+JQdb8kIv+CiGystT8qImKM+V9F5F8RkZ978cUtUaJEiRIlSpQoUaJEiRIlSpQo8XGL50XO/Q55tt88eT9kLSK/z1p7/pz3vOn4t/Tv37bWrh9901o7GWP+loh8l4j8a3r4n4rIyhjz3SLypoj8VhH5b26isCVKlChRokSJEiVKlChRokSJEiU+fvF+aK1PVv8M8Y9E5G+LyA9ba997H/e76fhm/fuLTzjn/9a/b4iIWGsfGGO+XUR+WBxi8L+01v78iytiCLOvxSiFNKJ5SQaGDAhzRmyaaRK+dzD6WSG9Y85ggiDCgGhH9D0Vgh4rFh1OxakBIWY67ZgV8FZR35Pw4VtKZz2eBd7oYYCKcbieZKDdgCRXRMWYKctvcUHUKRUqZ7oqaDw1qdgDIR7RKRVnzlSQ9tqdOGNRdP0M1x/g73ZDIussIg9YNjN1tW0GFsgHhYWpf3prpvQtMpQ+mEiwGPpKIf8HoqvkDBx6LVhL1ztuXTtt2kDFBLQ+Z1jBZgagLkRQfO0TU8uCu/qCGWIZCggoAl3wJsiKHPfOYyEWsQWsPeLJ4h5UFk9horZWiotl8xQdhyOZk2yVE8dU1jOiMMLUgamkA2jjlAAapcryZ19Zuv2H1xaB1lprYS+HwNXZDK4MuzFDPcrQZNh04LxztPKrKVzvtHLj9ZOLdM/mjMTdP9fedteoQuNMa+3olLPMPDWdmTJ8Zk+dI3ohjA1YsBx9n/vikVK2l0QLPig9ZiSeCVp9Ng+fbXVcRLSbRs1zGhI2x7in5wDFmUXMYfggInKycGOJTT1A1bu4DnVulDpRb4hypPl1Iqq2N0hgGlKGIgYqEVOiQPPl/ou8NBAlNkgYZKhfISV4CgnTUFGXc6Jxgta6p7LgyqtVmBNWaqoyUD5ZK+2u24e+bTMi5kgoPedmbaeIAoSXNK7rhVLTqSyotx3dtwd9mCn7Yya50DGIb0dGH1fumnMy4QhzMxXVd72US8zDGgLlmLPcMX12ol0NCzUTqTKfJY+VQSUE+hnlddDPOZ2g/al465lrLzY2AK31zjyYRByr1sSBJsa3di6fvL0588eu1JTIZniaPdGkQGEb+lQSI6YZZtZeJu1Pfjpk9rB+lkXimUqMIkZ9QsfmVKW03NGEY1s1wdpT+bfX7tkrWlvU+3Rd5w1NmNKptEw2J5nmgarly6CUv8spyIuAhsZ9lg25EL3OrxHVMcunxd+Ud8uHYLgzEA3RUzA34RjorG3wtfKUQ+7bWDP2TO3EcKbzsI4dTonWfgZZgHDeYYkPp+L5ImTWxsd6lI/HsPv8gebcLyqVt6Pc98qRe0CmiENWhPMroqZ2nel8ydIokJLpyCBh9NS/NJfyPAbDK/Z52rVquED9ZD5LTaxOZu71ugsSGle6ZjlwWbQO2OwAwaYOG11L+e8QInLQz+73KRW7umYzuQw9E+t6HuuQGeBxps/O5jk8H+bkIPx3JLq2N4nj+4GWT2sLzNOWJHO8CRfPE15KhJ7JGxrR9wkdB5HBhJcmojHsTUzSNXJkCJihP5sMxR55JKJTo88MaS6NlqxPgBsxVRjGW82K1nUw3qL79irPAlNBkSBNwM826dw3rKyY64xBYYmvyHjeH+c+8wznbETkobX2o2k/8vT4tP599wnnPNC/rxtjKmvtZK39myLyN19oyUqUKFGiRIkSJUqUKFGiRIkSJV5AGHkxzqrPivD6Sozn+nHOWvu5D7ogH8EARONZfpxrxGnsPencZw5jTEKjzZ3G/7GzSewi4yKQ2fnHDhvv1GBHh80aPIouYzDBQqR28mqijymdHsJuMO0kYHeW0RnYARqXtMOCnfOM9TUbAlztFtFfkbArPG1oV0J3bxpCtUyt7vabcF7dqRDxNkXODct0t4ftzv01GBW4w3nh2PxKy7INv2NPMxXUpZ0zoEt6QsuxKKkXCc8IlZpMe/CO05jbQdSd0IEauzKKzpmF3UogudgkotGtoQddkJxs9dhI226njSJIVgHpgGAx9IvOdUyuXSBOatqJ65t0V9sLbue6J2+wa9+mjX3BRlhkXQ+hZ2rXEUg9RmKiOniXMYPi8wglQnF5BA7Zv8M0o1uEtM1oJSC+GF3gZ1Q6bw5jCUKctNqBGRHZ6mfm1Fm7yt2bkXONfpYRYuhPLe2I49q9TZERZ3UwDhnn7rN3ZgGucFtRdP8v7eK/d+5SNAtR434s1t5XQOKGeoGZwAmJSd9duTKczUlgWvtnQ9vHeI6zBSGs0DYkMN7UqYEHUHeMMlwvXX7inAXEAT9Hq9dhsXu+DsrFCAYv/s1o6hxyOoOiFt/3GdKhyLRdGOtbrYfIVAblovEAVB4jrKwiehjpivJFBimt/4A/BhQto32BpqtW4RgQhW8cB1To7Zlr64ddGOxvVg5NFaxJRHrt75bqwKMCGMWNcmXMJCTTXjkxdhanNzpHshB9RSgq1Ic1hJIDQojmh/m5musQMJXR3f6Y/m324bOYm3kun19oTrgiEe7O1fX+JIyHg5o/TYSmMFOKLvYIZspzousSriL0nWlB+VD7G+esk9bNS59e3PfH3mjdwz8YwlyEeem6D/344tr1hSmzxuC28WhQRpGi+Rl5mvsyg77DiDgYL9Ax/+wZUXSRUIeRqYfWIYuXG6wFeAhnUK3VlaLayXQC68MoT2BJyOXS6YjNSeqlIuy7cA+YTUzU1t4s5QnrRRERq2jfvQ3t5ZE4GSOd2OlJD1FdVdq3bU1zkRpy1IwyVZRnvSekaIc1BpVPy8IIYIxRNn8YkJeI7XF87PrsjBDRV42bCzpymDCEAEe5uP2xHmEUEozHLKEB+7W7znvUNs0nXLlunYV5+GU1X2G2wkMdc4x+w/jjcYhXLYn143X0WR0PbPRxpIh0NizDV4zc2OQYtI52Q8hFYBJESFeNqn0ydgQoWZ5ngY4aCDlnFHHGqMWakXAaGa+ZML7ovV5ZUD0ptvN8mDMWQ6UzIn7U8dIfEdpejaO4bbzRE5kXRAhMnOcnCpr7Mh4GWJMvlqESUIe8duiBzmNUG4YG9yd8j2FzKs0n/cAVlxoMetJDxmFqJI8yjNeJUXIAcVNOrRU5d3oSxkqraxBmKGB+YJNAoNb5uzfKMM4f+Z7h4rMmR0mhsNaePOn9Eh/PeOFurR/jGMR5qz3JPoXrb/PYs0qUKFGiRIkSJUqUKFGiRIkSJT4OYY1kbbk/iOuWyMbzurV+r778kWc1eDDGvCYiv0VEzq21v/A8973heEuc++qrTzjnjv69stZeP+G8Lyme5ZdwY8zLIvJx0vArUaJEiRIlSpQoUaJEiRIlSjw+PmOtvfdhF6LEzcfzIuf+pDhg6F8TkWd1X/0mEfkpEfk/ReRffs773mTgx7lXnnDOXf379osvzpOjPetkcVuh0CRo2m8Vlr1N4coscgux0YEofYD5GpvCqaOASDBhDGHmkBMxhbEBv7YR/UlpA0RD83QQ+izg+5bolNdKXY2MFFSYtaZf6UeFi09ExQI9NhoUYAUTFcsbQhBlp5IMnVKD6Q+AsDdELYKgNtNa7QFcTL5QKhLen4bXEGZmqivKz8hoUL8MnYd6qIhK0OrrigpxrILBt5oA6a60vS760HmuMsYB9xWj32aw2y1xZyYt9J7oFBC2Z4oFqGGmSjslU3GCCQOdkKUXaLsSrB2vDdOzIODL9GKl+01ExRYV8DdHJP6Mfp4x44gotigsdcZqpjRJMiJgairXjb8OaCAszF6lHMbL3mHr+wzleE78XfSFlmieR2rqcfc4gIfXahKyIErnQvnd2ymM11pcnzknyhmE21eE/f/MytHUDhPlNn3eLRlg4NkaMiQBZYaphLdWjl/wxlGgOt5qA53Vl0Xv19F90T+PSDx7qTSlhvo26N4NdUaIbPOY2sxd+e81oQ4ulOLKhgV4JhbKHonmc1DaTkoQf4QOlKOQeRFmelNpGRG9ZQI1OST29/QY06kniPpTXg+mKUz90jFH5j8YGkzjAfWbxwjEwTlngfK7ojHy8tL1y88cPfDHXm1dLZ3PjvwxtNPbTTAJuNR2AL1J5BHxeg2jZZiovUal7BiiD4ISte5pQIISSdSzVqlJNdV9JMytdW6jyUo/Q/TI2RWul5nDI0F7/GXqt7YN3WOmRhCYs0RCew0kwdAfp2sC5Es20kG6yRF3eB6rjl0B794Oih9fffrQ/V2FJeg/v3hHRES+Yf4Ff+xMuX01dR7kNKbioV15rCB/glYpEkwTuMyj5nhDIuE5kxBP8+x5PtHxE5Qiwv3ZcyKnFc6GALo2GtlcRddQLGuBsWm2TJM00TVESCaDxuaEMUxlwbNjfhIJKcYShbW+1vtSfcBwienA3kSCjZT2cGui9VqTmfe1XuvMepdlKPzaltZ/aM/mOtwXyxxeT2AtGEm75Pg1GZkRO0ulOBA8L68Wbm65OgsX7joyzRoeL9bP6gLegIDOA7XusE/XUq/Ow/iCnMW6D/d9uHe0PTYTEX0djRub0lUxf/E6pQPllKiJKAsbUXRqyMC5F/e4PARuImjqD6/DWnS/0Q7MdF/tq5HBSE4yR4+xxwrGkuH5zld+conHULbT15xn8T2sJ+MQng+RMyqiTOYMQWpdl0aeLnrtBc2RqNdhTnOVduBIOicz5vx3jJbWOUqJvr1K11Tn1EF7Qdukl+UIY5dygvajyHRI5z4ew6hfprBCOqk/5i8Kj79/JLukOYjXBEjdh3UYK43Sx/l7gv9eTDl1UCOd/vYoY/NkmvWHFlae2kbPfd0S2ch8RX1h8UX9+5kbvOf7ic/r39/8hHO+Sf+++YLLUqJEiRIlSpQoUaJEiRIlSpQoUeLLMG7yxzn8kDV74lkfnQD19ncZYxKaqTGmEZHfrf/9mRsrVYkSJUqUKFGiRIkSJUqUKFGixIsK+wL/lcjGM9FajTGviMgi89brxpgMGN9HLSK3ReRbJFBh/58vsYwfVvy0iPywiJyIyB8UkR945P3vEPdsB3H03g81VsuDNI1S/5h2A4dUorq0yj6bX5IDkbbusCIIrsJtmXIanP5SqibDgrPONyY5zV8b0F6R4PrFNIlJ3ZAiuiKgxgQbzjkResQ5U2wU7j1ekuOS0j3qHdFQFMbdr4hOAWfbiMqgMHOmOoCulDExzCUpF3l3AAAgAElEQVQldjH05WSakTr49UQ96TPXiWDU+pz9nIa6UiZO5gHsDrpdS3RA0BAXdaAXzJTqcLsNFEbQDxfMG5EzLV/6+z9TE8/VLRFurCIivVbwYQjnbRRCfuhDe4FyELkcZhyScMzMUrov15V3DqSqsjouJqJY+8/wsMAYIWj/8kTpniehrk7nLl1uyCXw/rWj1m03RFtRak81J/royl3vpWWgFB+34UEfjq4u2XnXO9nRM+VorevOPegltcO1Oh/emZMrlfJomJa5Umrt7CgQKm/NXTtVTOnUzz7sA5XwPescV++Tqy+o0GdEM11qX+xoEIPSGVFitJ1mGfe3VRv6+2vqDvzKPDXGvn8gV8eDK+t+DBUIt+E5jYuXF04j4I1F8Po8U05UT/0dlF12LMZ44DqFE+WW+jvaDa68fJ6IyE7PZZpvr2Oj21Gew3hgJhlyKdModTi3V6kDXb1napJSoskRztNZKf+DBmRpfvJl4Dymb/PcAXc4w06UGS4kjuXemzLiwyfEJXxl4frCQG0zaP0eiMblWaE0jubqVDyQW/eoVMjIhVPpqhPR7jCPsKs3chHPMZFpJj5Oj4m8VLPj6iG+nkigSnJqhst4u2WnOp2bFxmXuzmVvwKdksoKN9nM9i/Tt3J60BbtfkTj6yXXNr/pTlAQ+cYj9/qrZ0GS5xONo6mfmFCZl5PLq2/2d/yxe5pvonaFTAa7hML9j2it7TXGD53nqdg0ftpU6mJ6svFeCFyPJRZ4Wzu3zkG5ufz62makH/iYbxNyFkU/YbdRuOZm6eo0rift581lWm9R6Phis3iboXx6J1I+EZej07HOZcmWJmXWebmVukvzXUMUcOQ7HocDqLjcj5Gzct+oMi6RE81Z+4MbLAM9G+ZwdjaNHDLhkMu0Z33dnVIOUnfYSK4Ab9Pa4njmEsUrszCHgwZ+QmsMzD09rbkwhnJ0/4bmYcgxDPTZHvMS0QYvVZanIad3i35C9QYplvMxUFhHLYO9Ildf7RMTOyljLuJ+h/FP5Ucd8HOYjAP6Xunq44JdnSW5h78GsxcxbEkCaDhy156W1OY85rAE5aECqitxWCH9M86ob91CWWme0Ocbj0OdmzN3v6OjMEdCNmK7pzXGQdcvVD7MjVXGTT6S2MhMAIGKTdfzjtbhPDgjM9UWcx99Pck5oPq6jqQCtD0jSSTQZClPjLo+3WakKeorkgrYpfR3tOvITvQqhVOfdiKGv0OV+EqOZ9Wc+z4R+Q8fOWZE5O9+Cfcy4vLeT3wJn/nQwlr70Bjz/eJ+lPtTxphfE5GftNZOxpjfJiI/qqf+kLX2C4+9UIkSJUqUKFGiRIkSJUqUKFGixMckjM3rwn4Q1y2Rj2f9ce5nROS7M8efIKGYjR8XkR/8Ej/zYcafEUfH/f3iyv6OMea+iHyjvv+TIvK9j/nsjcZ2NxcxDvUybQhtoaKU7ZpFbrFLTkL1MEMg5MRwpLsuy8wIso95/WhwDzHYSaZdCN3BGEk0v1253QMWzT0AJcW7GhDcJvRThY0fui92KSZGTunLehO2NTzKIGwehV1S3hTErjXt7GAHO0YFpAgrIBRqgrwBMded0i4+TCcITXc4ca8JeBTtwOA+LOoMmN9IO/CHpaIQl2FH7PbCoXxempHRg16QTR02avTwsAqF6Gt3vS1BJ3KIuVq3uDsbzjs/uF3P964DWgmCwbxrDDQoo+Rg4GFJcB07Z4x+RLtaMnVA8Spqay+ATTuY2JWzy7D9NmayntG+Ol+Gna9Xzxza4xtuveOPvT53yKq3D7f8sX84viEiIoc9oQKNorPm4Xpn2l5n8wAFaDJGGnHB3B/e5YXRR0PIHxhuMFILqCHe/Zwp+o0RbIgVGSScLA762RQFcUGuM1dqRPHuLigHoAxskACUGgSpRUSu1ooU7NO+dkSoUKACbs1CvZ00KeD7onfX/uLu1B+7v3X9nBE2QLCdLsI27mtLhzh4bRaQc59snQHBROoRV6pKvKcxAIMMRnZth/QY2oFNQHI709sDCRWrGDabDQAtwjvKHnUldEwfj5EnVQfoR5TYRSQ2r/DmNHQTnw954xwo5ByaKoM4YUScT6+cJ7QMAyEK7xnkquDtdLFwfYeNTZDntmQwtAVil5CHE/INif9jLLWERuk1z06EuqpRzyy8j+cJT0ti/PS8lHhQDZy/YJZEXj2hvTLXziE6KoZie0QHz9c6VxkSZgfKK2PqEZlEZZ7J51fKT0CI1IScX6rBzJLghTB1mFEf26tTwdvDbX/s/9p+yv29fMMf+9yle/96EwghEPoWyiceTc9oRJ1buO5hDtWtaH6CIVA4LRgzMJoO4KEVLxS0TIxaa9O+wELl6BTcT6wijRh1Uym6ezom5gTmwz1DifS+hDiqjlydM4J13Ot6Yk2GJoqSiwxNMmszINOmyIgiB6dMcxamlorqoFHE3OyKUTdaTprXja6rCPzsUaNszBHahtbFK5STy4cL0zGUj40odPxbQoCNtesz/Z7WfzutU6qXep8idSLkHNbSJHJvbgH6R+cpyqultQry1yHjOsJrjJd0ncgo9Audky+uw9w8AE1H6zXcI0IDwoiIxhyMGfqBnzeDhMZ3gmvqdw/d69lDypV6j8NtmieQAxdpEmSjB5imMaOk1lzFzwEzBB4rvSa8KEePae4Y9SP8PWvQ70OWmBjRnJtDnGNOiOZ197eh9fBevx9ueHrNmGEslanx+mlAU4JFc28X1v8Prtxrbuu9rmXvT2n98jrX56rMmoCfDeM+qkt852pT9GuEHpwU6Tim50VOOXgdMQpwvfSzA62BI5S/BnI3v+e/5zI6GMjjyWTbocRXZjzrj3N/V5wGG3rZt+jrXxSR7eM+JK6bvyPOXOEnrLW/+Jzl/FBCUXLfLiJ/R0S+R0S+Xhy99++JyJ8Xkb9srU1HZYkSJUqUKFGiRIkSJUqUKFGixMcxrLwYfbjy68lj45l+nLPWXonI78D/jfFbKd9prf1nL6BcH5nQH9/+gv4rUaJEiRIlSpQoUaJEiRIlSpQoUeIDi2dFzpX4iEe/bqVRIfB2E6DEjdILmJrkxaYzCFqGRHuBfKZJ4NIZGHIE7QUlgmH3imY2GWHTSGAY57PpBKDkBBvH/QzB/Y0KbTPlAFBiUDJERCalSUa0MX1OppKACjkSNcFDnYlOAUrPQMdAXWVzgmaPY/QcDeiqodC90mmZUjQoy687I6oL0Vq90DtDv/FxasNeBXc3XeAhdXMVL6etDFBTIYovIrIbXCNezgMd6EyNAzZDSledER3g5TmpNGuATsm0QcDjmcIGgeSRKGKiNCSYe4gEylFNsHbQuLlv+2anfgzh85x4siF6wUzpIG0bLgjaw3IWOsrLS/e8d2bhuWESsCUO2K2FG5ybVTgGWh7TM5lK4s+jjo62q4mWUeXGlT48tzXofTW5YcBs4LoPfCBQOdjQAtTKu8vwnMdLR+mdEQ8BNAA2BEH5pww1kY/BHGTfBUqEzSWwR8okEug0DXWAQZPWOY2Bd/eOWvsuUazXSnubiJ6B+q2Jinep9NyHQxgrd2pXHyd1SL53lHfVE4/zQgWtL5tA9wVF+LIK42zvDVJI7Jqes9N6w/gWCZRvpg0FSgzlV9BBOP9r00WC9hBhpmGIrTqmsOEeI1M/NKcxpQNiyGyGA5mCiDaoY3yqSUxcy8VC5F4wnLr9fufq63of+vG7c9fGNecY9G0y1Li+clQte50ulSyL/2sfW7Zk1qFC2mvKJ2OlRilEMwJlJjKnwfxJ45epn54elRO0z831TC+dpVQiDEmmF6MOo7l0hvNpTWDSY1lDA4jYE6110rmWRb3RP3h0Xx9c2/3K+mV/DDTk+4tAiV/pZPv5/Uv+2D+4/9UiIvL2/SAlMG5RGLoJqKI0VmAwkJNJYLpi04KKl9LQG5on8JRMxYeePZtJgIZqeU1FfRVGD6ZOc6DN5HwOiL+31A69fmaUkF8rXUsxtXJSCQvhvqhzMhs+eBow9x2kshyFjcNTopnmm+ONZgLUaeqL6HekpuDXa7w2Qz9m+mt3qnTlW5Qn9LOs2OClAjK0u2hca/+wET1f25ryWKPC8tzvovavINXCz4nFCn3E06jpfsi/lP+v1NTnV7dhfGF9wPP1nblT2md6+TutG3+8hlvrGo7NqbCm4TkLhldTRsJAhsyDMP1dvx9AukdEZHHPHVs8YDq4+xvR89XgLRLdQH+je2Cuj9aioN1Se3kTGaYwKr048iPIGPT570q0lrc545WckQLP4V5uJ5wGeidLHTQXkIjh73X6YcrDvZpbHMgMC2spnjdRRx3RVUeV1ojsDXCPjDxDnLOwTghH/HfHVCUlprrjdTS3uf+wEgvumxv/PAf6eTFnqMPNobl0pO+nvlj03QGSApHpkNLMp66SaZtLiB+BKMi5G4/n/XHuW/Xvmx9UQUqUKFGiRIkSJUqUKFGiRIkSJUqU+EqL5/pxzlr78x90QUq8zzASdil5szUjHIpdw+6Edm91t7Cn3UW/g5DT5+Ud/SbdxfM7/zPa6oD4cyRimu7ie2HcjHAs7ySZue5C0C3sIVNY/Uw7J5vwhXt9oB2RoVFL8Gi3Uv/QTgd2U8YAavHHeGcHIqzz83CP2VrPGxgpoDs7vNurO0Ussg1fBt5tZlSD1zOlUe1FZmn3BruUO0Ihne8d4ocRRxBGZyQRRN+HjJr45SEIAsPgoSLTgUkNLU7boLiMnbgqtzNF7T8pIsaw+cNaxbqpzSHmHO0eQky242PaZ9kkwgDVSNfbuXsMK0JT6I7oGRlqwHSAkYKoy3sdmR3otjvvRsOoYHabtt0fuYZIaLeOdjLZBAKv+TMYiBPtYHdjujt33Lrys0kE7sfHgJw8DIR+02vXdB6Eg4/IJGLKIN0gNn1EqMAxIyK8UBMECMOLiLSKAOF+nNvZxX33ZGzSaf3vh3Dsnpo/rEkkvt8CKhTKYnW3f9uEz76zcSYSXPdrTRCfmj/wxz7RXLrnoc5YCcocbgKUH9cFkF8Pacee9Yy9QPaQ1h/nTYs8EqE8gBqlzwCZFoZ1yD3clAAc0PWq6xQNNgBNR0L0ZjFqmeiCatJTb1mYX5+NbuvNgQhR4AXteT5ZpeiMve7sswAzUB4Towz3GeRhk+Yq5MWxCSWcK4puOArb8wC1TdQXG0W6Nzn1XkJ7MLJi0nxZZQSkI1MiNXVinXcgfxglOe7xHtX5mNnWzswxHunEXgJAMPF9YcxE6AIgTUwGXcCIs06ROO9twlyEXASTIpEwt7y1DSi5dx66/Dudh8kUSKec0VOERtRhWmWR84QA6oGcojWQttGS0M9A4OxojGL9EiGBMyierCB8VOcp+sWjEBl1NaXorVwE8Xrqg/gslSsyoNIA+4ANq/x6ktEv6E/cJ2CqEq25FCVP7YA+NtDzAh0z0loU541kuIFjbIAGIwru24eX9DluZeZmQmwhb9Zj2kZR39F+ErFCMu2QE8BnRB9eG15MowqpvTzTgKcE5GFGfu/cXPVmdVseDTbNeWPl5q9TguceZq7CFsQa2GxdAXnd0SuyLmbE6F8yf7H4zJDp75HTm6LQ2KwFSzKqFiDmIkZMJof7/pZ5i8dmp2uf/kAdpUvnXLtAp7DJeRMlHja085EzBuBy1fjORR8Z0/7r0wgzSfR7CaPVYSbC9QLzNfQNkcC2YZQkEIR2z2tzzJt0D0WX2YwxHwdySzSfLPEe9R0wu3gIZFCymGqHo3T8R0g8dDsyVLGrCPeoJwDZR+hBmP9wnsVlM+N7yBiqiZGnAoM/rChurTcfmVV8iRIlSpQoUaJEiRIlSpQoUaJEiRIlbiKeiJwzxvy7IvJD4jas/7C19sf0+F98H/e01trveh+fL1GiRIkSJUqUKFGiRIkSJUqUKPEiwpq8SP0Hcd0S2XgarfW/FZHb4sCWPyIiP6bH/4C8Pym/8uPcBxztSSeyctjlgQXDPayc4PsZEWHAgLtbJGipRgoR9hSDiekWoKTQQPOClwTprhS6zhRGvGJ6kVXKhz0wxUah2ER/EVAIiTo7LZT+2Kfwd4bTz5XiOi4CFL9XyLlZkwDqRql9gcHoqTod0SRAmYjE0xU2zqK+UwuaUZUciyiqoEQQHB1azBPB+E0GIc6C24BlN8vAj6hUwBXGCyIBrj7ZEzrmHnR9HXhttdJkGsKDwxBiIApeVbkOFVFTPU2SqF9Kf2Q4OATep46g30pXa9fhHu2V0m6ojnI07rEFZY8PajmJmgQ6a7Oh09QkYuhTkDFTMW/NHc2D6wXU33d2oU4neyYiQfBfROSVheM6v3H60B9bqLL0u/2pP/br2zsiEsw2RGKxXhgGDEQlwTgcif8ISgJTYk+U1oq/HGwcsWlcP+G2Rt9huuwDpUlfVMSJxLORmDRowA3xKZkeizjOlO/23N33IdeH1sG8Cf0dbcL0ApSfTUy2agQwEm0UNJSI1g56MeW2i9pRP/ZE971QmvfhLBw7OXL95KgKz7FQ3lNLddBmlI9hbDBs2uQ9EREDagWLf2tujNhPE4xUUvp+xBqCkDbTgXBrKh6oWiyuDCoX07LMmI6hMbM48wYJh1yeo77d4b5EQ9TXnAM7mFhQ/p/0OkwBxrwT0alwGaarQMCd8tP1tWv/HYli16AeTen1uD8hf7GJjTdPIIHxiJaj1wbt3h3Ds9PtPL00Xa4xHcxTv6jeqizdSv+yaDbuS90yyDJQmfGau4HWpSETm0bpwEwHnTUpbQjjcDuk42HHxzLSGcnzSGiTWBIhpbqhTi3lVE9DpDodtH8M86eIfNv0Hp5ix+LpTJntM5+BGkjGEMIyvRD9PKLJgl9Kn2lTGRJvVEH3GCFrsjTJeSynEYT+0zwAeruISKNrsonmE4xTNhhAP2LTDEzxQ4Zqa+eZMVyztEtKf5S7LqkdH4fkdlA640AyHrJN7+e7KudK7dKGKIAD6orrJUMfZ1rrtMKamz6CZ+ZFYY6qqa85H8KEaX1IzZ8akuqAXAWv4dZKK+e1njdwyxiRsWyARZ/OGULkqJ30ICbzbMh9h9u03lGmbk/fbewc3F4ewzpPUF7vDmlu6XPrU1yHu3bOmAVUcabiap+YIhqvfgeivp2TEuLxNRh896HvTbncgmtEtFE1iSHTvMVSv0/yWm/n2tpLD4mI3bnX9TWtzdcpDR3yGGPG1CE31zzNOMgb4GX6dmQIoXXIshDoW1w+3K+6Headu7fV2IzGwK53fYLX2VjHdGTGhf4+RuNC/3KhtQ1NPYntMzTaEl+R8bQf535dRGB79dYj7z3vT56FZVyiRIkSJUqUKFGiRIkSJUqUKPFRDCsv5peb8mvQY+NpP859m4j8JyJyT0T+Ch3/1hdWohLPFbPZIO2xQzAR8Ed667aSbEO/8kMMmc0QdFd+IuHbdum2FSL0E3Z+aBcHws0j7UINiiDgXVcg5larsAu5VBFZFuu+1t2Z3USOC5tUmBu7KBWJyU5HrvyWjAOwtTISUqzHs/OOnZa/IaTb7Mr9rfe0O7uA8CrvFMd/6baRNXevu8tTZsc2El7XXXkzEbJL220iFF9kDqG7hrxDXClibjYPW0Q2g1bBbXiXZ8oI88M2fdmE6700cz1uTjCZycKqPlzvVUWIHTWh/a8699CM4puuXd+pN2TCsAeqLVwPmsSGtZozO854jCGzn8A7ZwAr5ezaeRcUQu9HhOI6a11huA52qrz+YAzIrr0i3Y7ps59e3BcRkW9e/nq4nW63/5Pqq/yx817RaF3oKD2hC2CM0BPyC23NaFXs2vGYQ7szYguoxiVBE2+1TrV+Rs95f+9E2rd9gOxs+hRhh/stCNW2UvThSNu42L0fMzvnOXHdXLCI9Z25659LQuxd6W7/ugs5Bog9zm0Q3s+JU0cbtvpsLJR8Lq7d35uTIcjS3XdV3U/KvGKTCH3OfuK8rTlwl+ZAERGju8vtLNTvWCl6J0KDZVAlGDecTzLmD16EmTZ4s+MlI0Q982i6UP5hn6KGMdYZiYfyNSwmboFMDuehW/bHdB7MLjLbiRHKUOcxFsq2EPqOBLz1GKNpFW098Jzq5wS6h6LBm+sUOREhQDIi1tMpGRoB/dwSgqFStAK1dY414ocud2AAtVqut8xY8/mVcocOIRbhHhRJPjHqUuuGEWCoJEYXegAj9eOlJupFBhHbUbIHcoENa7A+6Ze0TjA6ljp+Xv2bAS/wHI55uubpUS/D6MdB57HrTBuweDr6RDwXYf6nY2y44hFH4RgQIiMh2PA6QuUDccL9BEgnQupMqC8uv6I8IIAuIjLXtUVTp4mA0SWHvSKTGZytea4hBsNCX48joVXAfqgoQaE/EXoICEFe7+I5eb2Lz46r8NlJ13WWnm2hxmEtIWc6A/cveWL4Ouf8ibzIbArtXIweQh+MymzSscTX9nNBQ+Yq87Qzo44qnjuAJIyYDu7vQGuMS50v94TYv+7cnAbDIned5LYeGZbr+9Ecgq7NDJsM8hfvM2JXl0jxmvtE0eNzhjDq9bjOkQtoLepNjDpeU+kLMoHwcwLVqcUx+l7UqFECG5Hg2dmgxWh+jYwrON8AbUVtjTrq2NRh4e7HCHYPpqM6RT85OQ6T6ZFO2NeHsK673rnKNg9DpbdgF9Ez1SkBI5g5UJ/Noe4xbrpAGpFJ247RdDnkpGTGnM2YzQWUafpZNrGDAdnteXBrGrROeY65POi4IOT8tAP8ne4xA0ouHddVbbOo5xJfmfHEH+estV8Qkf88c/znX1iJSpQoUaJEiRIlSpQoUaJEiRIlSnwoUdxabz6KW2uJEiVKlChRokSJEiVKlChRokSJEh9SPI3Wmg1jzL+uL/++tXb/xJPjz90Skdpa++B57lvi8dF1jTSgphEd5HDsfn8dqtDUOUjvtFC6wiJ8FoKgHIC9z4heslCaH2h1IiJXCoUfmV6qASqriMhLy23yPihdLMY6bVMaCmg8lqDdoFtMDA/O0ONAo2Fqn4fTM61tlhGsBcWKig4Rc5s+bhSgxAwZ6gkL/oLWwGLnOeqsjQSDlZpA4sptm5pwMP340WgJ0r3QdoqMHrRtmNZw3jkuAVM6X11eJceOFbt+TQ+K67DQM+DqLAgPUw2m/uTEX1E3THUATL7iYw2uxyLRSi8melavtLL2JIyFO0eu4c9mIfWdqmPI7Sbtz8s64PNRV6/Or/yxT7bnIiLyRn3tj+31Qdg44JZe+3oeaAbcNhCqrbnvay5APxAJ4ur82YvOPTQbM3jxZ6LG4Dlfna/9sVr7xIPqyB+7Upg/m0SApspUzb0Kt7ORAmjtA9EfO31/24dGRC7aUt5BWU7noW3uzl29vkROH+91jmq6JUMIULBBWxYRuZorXWFLJjv6d0n58Wzp7se08FGf86oP1Nn7g7vvBVGdex3El2OgKz9U6vLlhrjuSp1stkQLXRLNQ9t9TvnfM3VMZqpn8xp9vBylj40DvPB9TreYGThahLpjGoq+Rzkc1+Y85qmzbCaRUSHAtRuitXp6LtMz9X4j06kwRmjrFjQvQxwrbxhBz4syRzREmAlQHeToNMhpLWlPNDulZzWZvMzTDtEGK6U1jQPR8jJzVa69PG04nd4jM4nBpJRIb5DDFFbMaWSQBMF6S2ZNoHexWRNoTVPP40bHNZUL7xpSuhh1rrrqwnwCWjnnNlD22hWZP/mLUJ+woJKmtOBITHyOYxmqO/sVqInRZFJReV7HYG5jOQ3QvCKzo6dohWNOG9iUQuuVjT6CUQGVX4too0H86AfCuGFpktdO3Fxwe0HUL61/Nus5b9zr/SzUByhkC1oTYn7qWOpCr9fTWi+3ivFMNxaYN49vVzY28+s++minwvcsFeGNALg9PN07HPLmGSyx0aTH5Al06sdSZ1Fsomo2unZfUtuAjtvR/HpQ6p3JSF08LTBP72geBp21O6RzTEU5C5I4EZveG5+lOYt1CGDSMR1RJTWgcWf6di64T1TI1+m6nvO6VZ0HyyYL+PrEZQZllymM2n95DY8xzjRePFskYbDUE1gSoU3zP7ebgbwPLRmmMx03/D3MU4mJwqz9m/vJUtdBTHWGzENLXP0ZjNl4ba5vj7P0WFQfmjKaTfqda+RcjxdsYuEXBek9OPxzEo0fZWVqPy7db0Pfvrd2ki0sHwOqKxuleVo4SwEhGXGfwBjIyCkNYxWtUT5SUTTnbjyeFzn3cyLysyLyqWf9gDHm94rIAxH5iee8Z4kSJUqUKFGiRIkSJUqUKFGiRIkSX1bxXMg5jafIoSbx6/qZr38f9yzxmOg3reyO3TZFFaEBVEiTxJAtUAW8cwpBYN5N0V0ARslhV/NoFrZ0j1TUfdOEbRLsNOxNOAZhZt7tOYypgPNGBUjZct3vLvJOh+4ATTXtamITPYM4YPQY0EUVQQqmlXvOw8vhs/2Jiudm0B5tADp59AZviACFwCiuqcb2XDgGINnEAq1dbgsocz22Wp+nIrH+HoRMG3SXjHdvYPTQE2oIKCQWQ8aO+HvXx/7YWpELqzZsnZ3NXIWsmtBP7h/cZ+7tw2fvXzu01UTlgyDzuEp3Uw2h/vzuI9d5E/8VCe0wUr8DcjESJ9cYCQEynqhQLu1G49lgAiEi8oo6hwAFJyLSaqFXpHYLU4IzUrFfKDxiTQ37YHIog80UUCFn2skq2imeU/9Fe9aEfsyZMKA92YThoPUwVOFYo9eZ6LxaK/2YnqlvVSCX0JRAzOVMJ7jG0Z96an+gWnkXEoYh613YTgWaYSCx5lr7/u4oRau0BE0AovP2LLQDjCP42S561w5vbm77Y9ed61DHlAPRJ6770F4Ptq5vv7cJ/f0f1s7gY83bwhqf277kX//q+V33HPcD8mR+rjvxj8Gqox6GeVqXEbpUd90HSkJAjbEoeQ4hhnuzwDTCjJS/9DM1oxD8pVnYHDvJmeuxfrciXFk4eqa77XUXThwW7pk6ziPmwhgAACAASURBVNdANe/YrQf3p7EOZALPHbqT3ZA5DYSvTaYO4gfQ8wjsAcTc7IrmogOEzble3P2AVBMROSzC+MJcFSF/gMoZaEcf7c9TQgblhe44MhoMwIQInY2/jDiStPzItZn7RgihzDHkeEYR7GpFBVNuwzpiR4Llh31m3CuStKZ5cfAoFOoTfj4hFAfmE0KehTTN9Zzc1iOneM7CRxi14kFcNFYA8m22eWgByuBF1kViJJdk3sdnM0YlOSFyA8F7No5QpGZHfRFt8tIsIOeAKuH5HzlyIOh/lYFOAE1/KZTrPYqHniMzT3gECwvz28f3RanStuF18ZRBGeXWoqhTRqP5vrMg0X4gSbm+NTGObESj45+RYBF6U9fzy5OQEO+euE5zdxkWppi77+8I1Z4xfwhzPd0P9UpjDp8ZM2ZhjJLDerKu0/Hacf16M4zQJzy6jJHTMPqZ0TpR68DSd5tR+xazLrx5yoHmRUWm8Wctultk9JDJnzbN63788zG9b4R+1TFuKU0Nx5r/yfAHJndcf5y/mubxMFper+P7GhtVXa0dtG5ah0IYNdy7nsJ643DsPhMZKWXYKrnvJUDMMaoR8w0jhP06IUJxp2sR3w7so6DHqswaPjZS0WM81NHEnCfwPrX/bqPfRanPglnBxhEwTYmyWZWpLFyH+wn3t+1HFDknRR/upuMmNede079nN3jPEiVKlChRokSJEiVKlChRokSJEiWeKYwxP2WMsU/4d/30q3xp8X6QcyLPyBg2xnyTiPxp/e+vvs97lihRokSJEiVKlChRokSJEiVKlHgRUTTnvkb//oLkS73LHHtf8Uw/zhlj/qyIfFvmrZ81xvSZ44haRG6LCDDVVkR+/ksqYYlni66SceNwxWOEhX88PVIy5zGVFLSxmCanQtRMOdPXTKeF6QMfw3X4s6A1braBDobnMHuC+wK6nBHZNlRmT8ul+4JKUDO1T6HJXDuNwsbHZejSgOIzLfRw5co6PSCa0WUq9ApaAxs45ITNmTITCi3J9QDF5mMRzRcC1DSse71Rz/QnL1QaPrvVYzn4NtMfQHXYkFnH9cbxARh2f3/m2pWh31sVDj5sAg3JavkjsVs1tOCuO+gzxdBqwNrDEW+akTPKyNCuIpos2C90nsxS4V1QQO4Sr/nr5u+KiMinm+B10ykweT0Fes574swhtqS8/vnujoiI3KvIOGJwVEimP4Iee7cNZgxMG90tXZsctYHq0lQp32o/tslnF6DbtoEz+dLM0WTY5OJEeY0jjZyDdnQe657+wn1HX1dPwcfPlIZmZimdfqBxCAHqiWitGP8XRH/94t7Vay1pXbw8C3X5xvyhiIh87ew9fwzP+Y+PPumP/cr2FVcW4gWCnoW65bLuaKz8cu848+9sQlujPi6pzOsrRz2pyPwBlFKmdk7bUL/DtYp1VyGX+n7Lda40K0t0q1HH4bRnML1Sq3JUcgoYGrQk6twoVZNpdYcTpU4TXR00SZvB8EemE8qtYYOJHBfWU8nmfCwVegdVr2LK4R4UtnCo2aiEwRXRZA9pmT3NkAXhUXRm2Iyg7HBdaXtEZkc67xCtdViFG45KXa7I6GXSc5lxhvzqzSKEzD+4LXPUnxp0WzoGAXoWIu9S6QfMRUwvNJm1CHIyU/ZAuzYZ6h8bPSC38dzs1y/0IEMFCQuenHNUKH2LRMxhpACDCxERUdmFiMKIMnSZNctTaFeggBkScvfUr8dwW2B4MqUs3ig8VZZMIkTrOuoneDtHGyOKIGiSfUcGPiprwcY3pzqP3CLpB5gIsbxArxP21RA+C9mLbc9q8np/pkSCSpbpx80yzB1Wx8WYE8XPtA1PE6DWcQ7MmUlgDZcbU9FnUX4eFxjD9LjTIkMbnYV6Oz529QszDhGRrzq6EJEgnSEicjW4ttkMeRMpXwZQTsmEw8/dfL7SLFnqxs8xlHOZWonAaonbEHIW0byj7zfR111tQ547kNMiyQbt2zw1YM3NpigqC7A8CpMpZG+YGt+rIYiQORUE/Cfie6LdeVz7Y0wLb1H2VI6AA/1kovlzTlTWo7njgZrMmouPweCNj+3nasJ1TUZaWGeQfMOgsgJ2RW0JpvuKc3P8nkgwqorqHGt9uhzyGBtHwNiGz4NpDht4QHYjkpcAa5TkGUCt5RyOOSaa8BBkgFZnJIJAEeZ+7L8j8fXQF6IvMvieSH2H+od5gllfiQ8njDFG3I9z59bab7mp+z4rcu4fich/KqkvyuvP8FnubZ8VkT/6jPcsUaJEiRIlSpQoUaJEiRIlSpQocZPxlY2cuyMiJyLy92/yps/649z/on8f/Vn3aT/zWhH5ooh8XkT+uoj8qLV2++SPlHieMNaI2aU72N7im3WPsftNx7yAc2aXj8cP0CDnfdjmfWCdiCgjrLBTw8idRnfdGP2y27ktk/EqbJ3UaxV15R0W3V2aFikijsOj6GinC+WaaEcEJWVUoN8AomPYAYzQY1r+gXbJrW4bVRmd1kgAG/WbEVllYVMIpLKYLNqQkTPRruwmRUmMS92ZJGSC3/Bj4KTW225KPzubpWYCvGvUDW4HbiAx08MOUBIq/04RVoQGQlWPvKu1SJETMDTpJ0JJYRN6l6ahiYVe20zfqbDTzRBGfY8RG9qPhwxSdEWN83rjUFd3adf6Xd0OvBiDyO697sTdivoTUANsvAA02pKUcoE4mEx6nohIq53vE8uAfjtp3OsdIbpgzMEIttcWlyIi8rWLgBp7qXF73TPqwK1uU+4JXgL0w5u7YGhwraiH9Z5QXPp3RjvAGH98bKGITTaxaHQbekNoin3nnilChWp74j0RkfuKxDhtwsABYu7V9tIf+7r5O+4vHUNNH5nQDmj3L3ZBPvVBr8YmGQOMkdAIW329P6SQFzbjQf7k3d7+TPPxNe/O0kvdSR7r0Cf8rjztAAOBUUXIH6ABwmeRjjifAEkCRJlIQJ9Vl5bOUyTGMeWJW+714TajBvR5WfwbOSEc8gYuIyPAGvfwLCbdKTrvcIuQSbeAxKQco+YQLMAMhFBNSCH1eZEZPRvyL5vO+PIR+glogBhhp+cRyqQaUyRLDkkYGVUgf1GuMpMi8CKkGyaXcN6AftanaJUoFF1QEwppPnf5baJ8uF8rkpwqxCO2ckiACJ2nfxk9AlQD90/M4Sz+r3MRz08wO2I0LV5z3rT67Fw6oJ8ihLWiRmbHoZMttA54XbRV5P9I5hT1Buux9HnZDwbPPhHaA0AyRq0Zm44bRvl5tD0jTrCOYPCLrg8H6qsIvh7myAiFqmvHhtoG5j/nhzDPob3YJKI16eIIc0dHfQeGEYy6xvqLzR+mDOqt0dy2WIZKh7HVlgzLOgzAHHKOh4UWq2KUronfczexyfW8oQ7na704G6qMx6k5QaVr1ZrnxUVYW7y0UlOqeYCXNdrIPNfDoIjXLzMdN3UGVR8xYjJrWbQrI5iwJpyxEYGWhU2icoh5mLXF5iT6l9oBcwKPB7tOxfMDgi0cw3i2tP6HScxqHuq0zqDMkGd5DsdcaZv0O0Zk0APEXkOfhRlf7pszowcxBmjeZh8oIBePZqH8U4atsFejvZ7K77syP6dWTTSva44kkLdHTrPJCUzEorypfdmQocW0S5kOwwqPy5PCI3+FTJgyuS1iKwGZyDkLeZ0QgPUc3+skidk8zCcnK1frPFZgWHjIrOH4uyPWJ8I5PGP05/tqbbMoyhIfeoDS+is3edNn+nHOWvuW0JRljJnEDZ3fYK39Zy+obCVKlChRokSJEiVKlChRokSJEiVuMIx9MW6tHxMH2A/lx7mbdGstUaJEiRIlSpQoUaJEiRIlSpQoUeKjGvhx7o8YY/bGmGtjzK8YY/4HY8y/oZp0H3g8r1vr9+nf+x9UQUq8z7AitdJaY2iyvk0IcAhLM9UxCFpnqAI5UXkWTYXAPwtbKvx5fhToBVXmOpITLMdbTHVSHLila1Sg2zAzcaPUyZ4fWD9LFJspQ5PoM0KfndK8JqIeDfvUnMBTJ01a96CC8TNxe9RjKmxaZSDb3hCCzmvIjgXneui8iPQjqHWpAG2kheoh+EQbmSltjB50pUK0LdEtLrVuxj1xYkCZitTQQS+gY6CSEdXVqlgzQ+dhzDCdhYfv2zops+/vlNmCMUdGeJePAZZP0PKqTUXHHyp9592eDBxGR52ckZr05wdH8/zC4Xb4bOe4REx/3Cj/jY+BFnJKqsi1NvAl8ZG+uA/UShgU3J0FowqYRzz0njwiF5X7/Jy4Tq/NHJXzk7NgaAEqZ0WdEMdGoiFslAs1r17zx0CP4XqrleLQEP1l1boGa6ksoMfM2OnjkWcUEZkp/XVcZnIW0SlQlokSBYwtPkEU1juVo2AtaAy3+plPNlfheou33Hs0EEHPmlUpPRfi/SKhPjifgBJTUZmPTlz5JsqfuyNXz8NlGGdMk7A54wPt3xUZrjRthtIBunidUlMiqibor0TVqXW8DmReYGt3bP8SSRi8ohTxW9SuUzr+QdVnoxzk/WHJ+Uk/S3wfDI3hNDzv/NTxUJn+uK2VSs5C34eUOoMmZupsu1MqFol1+zSXWadFFCuoLhCtccKcy7rRoMky/ZFlKCAYzmYofbrXWqu5znzRJe8dKF+PO/At6Zm0L3C93TraPVpUeahts5XQUcZDZt/X0y6fspbV57BU5FH7U8di58gTRH8f5u45Diz30KXP5tM0UxiXenBB+enUda5XTkNOvT13eWLTB+7U59QgwRI1bXahFHAScsE6qz9h+QgdozSXo7/Vh1RgXiT0o4mZfSY9D32ZqbVI3bwu6bU/DUdEy1qA1kpyIJoTWuoTEPW/OoTOCgrjvOYcqQZJZBwBKux+ICMdzdf9mKEtZiiH8QlWnzG8B2Mrnl+HpVKdcw4u3HWxpqI1hufbR+NaaeY0MlDn5N/kTQ6iNdqJUnvPqE9o/zDHdA9Ldal1dHkIYw4UVpb+2PWuXg9DeE7UYc60gQPzdMV5CSZHJBuB9XIkTaF0S6bJwmxiGtOcVTGtHn2b6fn6Ee6zoA3XaWqLDAt6rUPb0hpex+uajOi8IRzPzVou7neVXz/naLp0HszkKJ94U5JIUkA/mzMGYJrxNrThutL5i95HnbMED8wLuj581lN0ea7Hcp3NkJRKOlG9+RTK333qDG14lTZKr8/MYwm0Vm5r1AMv/zKM+GAiQV3Hs9Wp/fE9ol6wIWAqz4NYEFX4ZO7WDo1J15M5GSeOLaQYNjT29DmiudzLOEihtYp81uQqk8Jae3JThdH4hIh8TkTuichCRD4jIl+r//59EfkxY8x3WmufZI76Jcdz/Thnrf2+p59VokSJEiVKlChRokSJEiVKlChRosTHI6y1f0hE/hD+r0i53yQi3y8i/6aI/D4R+YKI/OEP8r7Pi5wr8RGL6mCkwu4SI7DwSz3tiHjB6wxyaqpTlAf/kA00yIF2YvzPxbxbDdFU+g0cO3A17dgtVeSWd9NgTlDT7jtE/21NVu+6I9Iuww/WXrB0THfiGNSAHZOJdhn7Dig5PlHvSztdZp8x3gD6jZ9Xd/l419rvANFOEDZgeAcQbRihLtKN5GinK7QhHcIuX7QbrGXlC+n7LEo/ZWzG/Y40tSHa2OxJXF3bi00Y5MS1U0VIh1F3lZqL0J+AhGGU1KS7j7NVaOth5u43VAEBwmYTj0ZknoFdQxbKX6QizGgcFn/9wrlDq032q0NZdDft04uAPLtUyNFFH4SygUJlVFgbNaKLW62DW3zN8p4/VusW6+f3wXjh3V3YRMLu3mER6hImE1tS+t6rYDSjC4D8uhgJYadou5rQgJ9oHNLspApwpSPt4EsywwD6DagFEZGV7kjeXW78MaBQuD5QLhY2hmD4wJ1bd8T7JfU7ICcypi4slL1WSNKG1M6vrHs9H0P739LrnBF8AIYRCxOeF/fdjaGegdQ7r0P7bxVxsCPheOSiBYlT3z12dcTIk/OFu855E9qo36dTeE3GB0C48G4wEMxsmuF30xmZ0qaoOyDNJsqHQKsx8gPZZX+XjAhecmVpT4Ixx6gI59HQ1jluR89htAxARrmDmjsI7e3Fn2kHGojNaLrD24wySl48WZzcjBmTCNaI1gmHuyyqNzLt0S6YRfuy4QejJNXIwhJ6COY2ltoLczejWjCuIuSktiujNzD8GF2AV8ez0Ibo+2wwclBkPc8hWBNMjGpHTmbEnjd1oobQfD1Qu44q+j8nxCnQtH1DSBFNVfxsHinOyGm9dk0IkCNFHL66CvCnV+buNYx1RES+0Lg5gUX0gZJqrzMGKGwco+sxRs7NLhR5ts6DCDxyLur78T34vGhNCDToPj2Phdl93+c+rcXBWkkk9I+B1nDIuYualNnFvX5vG+ash9tldA2Rx43XFF3sTSIisy5Xhi2hQjE38zoWebGj+9ohs3YwuFc6zrjPwszLpGDv+HKT9jFW9/cDjVgceu2Bnm1LXQFr8+sm1C/mPK4PjPWBDAFy63rUeQ79xusEiOHDyE1EZNQ5aEdts1WUUk3H0GdGMlIziiQDCk6E2CUMLvMoKc65iti7YhiXnjameWzk7xiaSw+LcKzTcc+ITOO/OxAiDvWcUYXi/gl0Fn+21zVrR8wjq+tmXm5boMYZHUon9FtXIWElFdgCy5ZMIlqMTapzPBQj52CawWhwALooL1llZ/H3HJiv2bAs8SjECJmG70iMAEbXJ9JNqP8UmT6R6QTmWjZm8Sg+Qt17Y6PMPMHZFeOGWUFYU5sMYnuk3NvqtXm+21eugGMEBNOcVSWHxAwmnqM+SmFFbsit9TPW2nuZM587jDF/7jk+9set/f/Ze/Og3Zb9ruvXz/y80977DPfcmxtCCMEgFRCCCqIRYkmKUDIUIkgMBVQJCFQJWoapEJFJEURQCkpxhLKkUgEhiJSKFLMiKcJgJIGM5Obec84+e3rf9xnXetbyj/X7dn/6rN77nuxz9rln6F/VrvfZ61lDr17dv+719Hfob0tf9MNg8HdDCD/bzP6Mmf0sM/s1IYTf3ff9g9IxzxPv+se5EMK5mf1cG3i5nzazRWG3uZldmdkdM7vq+/6r3u11a9SoUaNGjRo1atSoUaNGjRo1atRA/NrnOOZ3mlnxxzlF3/d9COG32/Dj3NLMfoKZ/YXnuFYxnvvHuRDCwoYb+OU2/PD2jg6zF/P7a40aNWrUqFGjRo0aNWrUqFGjRo13GR9mt9a+L1DA3rv4h/h88dS9niPeDXLuT5nZ19nb2HFPid7325nZZ97FNWs8JWY3E5ucu4g0mAT6nJkXFIR0Iy0zsVWsc7h1c5Gg31erYYd750moXm3/COrfzGHDl2fphBcurpnREEQbBP3tMJtnZTIzm/tv2BSE3c+d6ga4coSBL0p8pRQq6wlUhl5irawenY/MQ1EdSB+VIDBgyZNpASpeSEaimWSip7oGIduF3spiRbHpK1DJLiVeDjqAQ9NZl6Kz9qQ1T4cLbkAbPRWoJK1D9Kcb0JC3gtOjLC7mPlkm/q5MJzqaMDjlIJToxaQNi+q0IO1uTBES/aEHLaxz+jMpOxLKnwHWLtH00xPQEJyW8X03qaNtjsN+P3j3btx2OUNn8vjkajAWuAeV8Lk/eBoW3JsNhAXRSM3M7rcDHeitY+IPiBZkligpD/G9KGev79P6yfVxlX1nlkwmmv7VuG3rFE2aNeyXQz28NE2LSq+3A6WLtFFRbM5Ap7y7GnLGq6t07KuLgSK2zGitnZcldTCVhdTZw2k2ug/Fpk1tVqLjn9ncHX1/ACci0mMXb8ZtizCU9bVJKssdpyuchZQD5+H7ff90H+f+/H9glgxBPrcdr2OpL91ZJ67Tq+vhuhQiltD3dk31ZFBwvPlQwP/C8/WdZTq36uvRPrUdCUs3uE/Rd0hXlHA8pzuikh6v0L+8iMc76Ndu4CO6D89dUtKdknLuOZ60RlG+aAgTywXKjihdFPrW2DaFgP9EhhAUoi5NHsU4gsnOJAp4F/ZnXWmIwdgRm2BBZoKSCLOMbzs2dYpUXtx7mIzpNqoH0vhirs14Pr4/KHFHp4Yx/5/NvZCJvW0bly6gqH8XhbTTfipLS8FyFz4PXYFmWAgaVikHbrMJjz9XGjNFoX+MgaorULYlfP8YwvvKQftTKrPuqUTFOy3x3PSR45i3t0z+osuKPnzO5Crya5gl85CS/EVmCOHDUmZ8EilsYXRMj5ygeUKLnND6PKyDWcvtTKY+6SKSqbjZp3GzRH9W3qEMSTRAIU1auYgURm/TJ4NciVOcSc9XxWZU1sOY2h2fE8un51Uw+uKcRfXLZ9SE8fxEMc3og4X5mKW8v/dyH+fMkS7Lgf4fKccwjul2ajwoq0wLLiFX4fO0JWRI1P+zKbXaPk3TGpk/oPyq64zWOpyJtNZo6sW+JMM1SgR4sU6L8bNh/5pqPonEo3Jlj1q0dryLiP7MOaHyDc0uRBvlWCmjGlKFRXXM8p0OoZnEmdOCcSylf0QNpiGEDDyuMNYvve2fKFfjx7APRwo73zEKJgyxO3OcEFUf72GikLZNarOSK2C/iddnqo9lwfOSpw9NDFd6vypQznmJkJfJLM2LFpk8j9NasU1tf4IbPrlBBuneyks7PFc9r+w9RvR8zB0syjgFm9y+szGvxgcmfgw+f+t7eeLn+nEuhPALzOxn2tBFP2dm/5UNThZ/yLd9rZm1Njhb/Awz+zVm9n1m9i/2ff/6uy51jRo1atSoUaNGjRo1atSoUaNGjfc+3j/NuQ9NuDHEb/D/fqcNphDvWTwvcu4X+9/Xzewn9X3/mRDChQ0/zpmZfWvf94J8/G8hhL9sZn/SzL45hPDVfd9/iB/JBzMWt2a9r1w350ASOaohFCyj+4LYaIYU8JWuPcRLGxdQpejovYsBBXSEEL1WHErC0U8Oq7jtdjesoh42aXlx6qsHABfZbOOi00A/nZZaPQSqSSuAFPD2+6TZQeurh5NNWo2KCKtZYXUmE0911BXNDnTqJrvwsB9FvSUczFXrZ5g/ZHbyEnfmCjv1Vr1ahZYzs2jCYLSHP8jQAueJYq1c6Ry2NVjpbOb+nNictOJMsKLfH1dEu5uhzhu2xbhqiPuQQDrFuv0aDWGh8cQ4X0QwjlF8rPP23M8H4VihOLLV3pvhAcwfo534PTVYFXy4HtBqK6wyv+Lop3uLhLC64yrhX7x4GLfNvQHs+7Fcp1BpZmbfuf2kmZl9/3VCYt1uU33IXOXxMaE8jr7k+ATIj7j/dLx8/wjmFfePA0p7ORkvod6fJlHvHzwM5bkPgXQhZohqkzA3EXZCrl1MU56Y+/L3vAfCyhvKnA+xMHrJ+OKmTfVycxw+X+9S3nk4G+rjCPSLEII0u7hyKPElkH1LNy+4N0l1+hXzYb9V+MdxmwwjWGahI4koEcrwtXUSnX9lMbQdIvuum6H8S4r7z9GvtSpL8WIhGGeps2u1mCv/R8/rzTy18yJCwFeGOYIrR50WzJueI9djlBwRbIrpfNzGiELQqvcEkJNGxiEQ9RaKJgB1FxE2JQg1kYeqPxRFl5s0KMtRsKvx6ZivW+9K8AhJCAWOJ/LiwHWnO62wj69hZiYwM/xM4rgVZuPp1REr+kK19ISNqB7Yp4T8Bmpo40hitrHzxdC2iDhYzUvzjbHovNr+sUU7nw3t/AjEtiAuFGtXudoCgiUzsWjG6ByNuRMiGB1d1GGOcevj+ffBxOK+53oaIOxuhwfBKZWMUroCki1DxOv541nKMKTdEdmHc8e5Hvqcxk0Oh7Gqx2Mu21YUV5+zXWrumPYLPg5n7dc7wmkxRhw+BJxS6B0a0QjFQxMumXTRhMtKyM4CAySaXRGt4pOLUwFhIxaBWTJpmLAs6gN4XqqP6TbtJ/MP9uHSHC4avbBNFFCX8VpkYgDlqzx3olmPIzTJQhCToN/AcKtgmiXR+u782cgd9fE1GDFNIXfH8xKZWEAhxq/Yryeah6fv1YeIFFbz5btN0UhNn7Prjuf1MzexuHuVXjyuVkOjOJ+n8VNzEaLzb505wZwg5NwcyN6jJxwa9MW2jTJrvDtfp+sShXzwOcgCJlIXnofvYr552wxJ4QbGLBHlS5MIIXULRgVZriqwhjTWL1ZAHHo7yea0umciyWeF/qVniJcbGVac1qg45arMFK+QJ2TghDFLc6A7CzqzDDFBwjubDfVLZseFz/U0HzMzu/Z3Wo5jJ2diTdCHlR+I4pbZ4Wxj1m7HfaPGFy5CCD/OzH6ZDQC07+z7oeeGEL7IzH6fDX4LjZl9w3v9u9bzYij/KRua/3/e9/1nzMzc2UItPePu9H3/p83sm8zsn7PBdrZGjRo1atSoUaNGjRo1atSoUaPGBy36F/jvgx1fb2a/zsz+PzO7CSH8nRDCd9kgz/aLzOxNM/v6vu/fU0qr2fP/OPcJ//u337b9Df/7FYVjvsmG38x/6XNes0aNGjVq1KhRo0aNGjVq1KhRo0aNFxH/kQ2ybH/ezL7fzL7cBnXdv2iDIepX9H3/zS/iws9La33LzD5lZo/ftv11M/sSM/vJNraU/T7/+5XPec0az4ou0YpOoLUGpxVlopn+eVqgiAiKO2z0U4M2sjmMqXeKBSh9orVScHPTDMc+3iQ62O6tgfaweCtdd/nQqV9PSCUa/lIQVHTF7ga0FkG2l6A1Cc4MeqborItHoD86Grybgv56Jjg16I9ev1FE18ymTi84TSG8KzgzDTAExaYgdIEVcIq0JTxLh7/PbtP5RMU1S7Qm0nKjKUVHCrOfj5QJR8eTIhDh5Tu0CcHySRsY36a16zElRjSQQNFUUeFQZlE1SE0R/YRl1n2S6hCLiTqdb/wcB37vbQdUnJNTBXgjolhnlChB03HZUzMWu5ZI7B40zuV0qNRXZjBFcOOABlyHt9z84Xt2r8Rt3/7wU8N3jxKllHSg3mmtB1A19fkAuL0Eg+/ME/1BsP0HTTKTuHZ6gxbTkgAAIABJREFU7GKKfj0ZqKuPQqIrveV01l2b7rNk0qCykHar65I2sHTOBA0h9JkUtoPzhUj9FJ31wT7dhyhWxyOofS5y/9Y87feZ5UDPvTNN9SJziqM9ituO/v2roIpcOCftkzj2/mww/7gDfv5Li+EzKcV6Dp9epmuIWvuwTVThjd/bEfSW2TRRK0QXYx3tnHp9M0v7rfvh2i06sTxrSE1cuzD2Cf1h5xIHp9k4H/ZL5EMfdyZT8rycqtdOR9tI84nyA7iuxKbny9ROVk756VdpPwnMk06lfkhR78XlcCwYjCZ3GEonBFfrJgM8FPK1mmB7lo6VGQbHLFV51j1EM2zG+Thj7GQGROMyaGfJFpiZtS4if4IYdqe6aUhrkgD9WOqCBgkHG4//oqZegPq1KhhCNBLrR/vU/EDUWLNETW1BJe28gingv985lQztSc+926a+PtsVcriaEUXnJUSP+uucAngELfCwHEsETGSyhLajujxhdz23jOq46LPveJ5ZSifZeKhjsrYlYfZ2fExA+9XYmAvuD39PkOrofAzvSf1WOyGlVHRqmkT4c6C8QBcpx6hfL19mzOD0TdIvY72SEieTgMV4rGFdqV+xXjRvYv3GPkeJjbXPi1EHoqnx2OVjzxNHzmM83yEnSHqEVPcuzvVQ95qKcN7O5+pl6ND2lTdP7MON5oww+pHSCbuyHzMBBVPjSI+5g/rzCqYJly6uz1SqMUqyNWapb/ak4oqePUGbmOse0/kilfhQ6MOI0lw00YZRv6oOjGNLnz+9tE7j9RefD6+4l/NEf5Qsx+d2SXLk5jDcZ5tJNrgZA+r04ONxh9yWci/5496n0O6mOI/KegZzNZWRc6lbG8rV0KxDbaZgkJPR1f3rjrRWvWOgz02uhrLcu0z1pvxPCnvrZmINZRf8/SbQxMTNmgJzqY5Z4X3I64u5Q+85mYxTLxkayBD4cyjNUyeZ0cNw7jnmNpq7cf6kuS+fV5RTYn/0XjLFvWl6ONv1ZvsPJpTsw+zW+m7C5dn+sP97X+N5kXPf639/5Nu2/3UbWt8vDCG8/Ye/L/a/d61GjRo1atSoUaNGjRo1atSoUaNGjRrPjZz7bjP7KWb248zsT2D7t5jZv2uDvexvMrPfYWYWQjgzs9/o+/yD57xmjWdEe2Z2cpSXAW01c6TBAogD2UhTvL7xVTKKph8ObprAFVHfr4Sg46qbbKYP+I1266sVu01aTVs8GFYzzuFzsn4wnGe2wwqbr0IeA4X+/bsZl8l81Z0AAF2OwrF7iUSn/QRmCkCZLa7Hq5/HuypLOrbz1RSaThA1lu5DqylpW9JsxqqVrxCFBepA9ulAnk3GwJQMbtGfCkuJXoVE2EVPeRwbkRxcdS9Y1WvFvgW6UNuIiFFZoemeRJOJfpPhBhAMAXbjiihizSymOuQiZKu/XIUei4RbUGGITNR3aTeVNVtldDHxm9sEk9g4suPxIm0TemxG+I1/TSHah+2A6PqBTTJ/eHDjQuRAt07m4z63g1GFEHMETsqkpUObeOQK4/f3Can1cD9sOwMiRkYGLOve72k9Sw/2HAYECplTlFYrM5Scr7pvYP6h1WqiuIRIvD7CYOY4RpcplhBP1ll4vgeHoX6/b/byqFybBRAg8zfNzGwRUvI487Zzg4q+3w7Sq68f0gp7NHXA6vY9T2QvTTdx28o7yQnrZ59aDR5LM3T6RwsYeOyGZ/cEOVwr+Vu0iVi/x5TDtwet/MZNNveVaa7YLxZuJnExNhNZQ7x6tRi+J0pm62YCWhk3S/2Gq/iTo1Cy6dzKJ4dzoG4vh3bM8SkicXANIVhWK6AVzwbYy3aV6uDxaUCkdhu68IxuE0LvqcyNjw9N6j7WXIxRwRKCJipAXYnjRcxpFEWHWH/8PkMmS6wfxwiVQYMGr6MJ8utEZkhEU8nUA3Wgy9GIRMH+r/xA5JwQrAeaU3j7XM7HMJiQGVb5X6DfW+//7RSVJKQY0N6hNGZN879maeiYYExQip9h22kxFnCPYwyRzEJOEHkSkXMYOzQnIJNBRgmY22TVMcn/Djv7fkRlOMqe5lpKPRw3hd7KfCN085yXPEOvPDPccnROR1RLaS6iKPR/3oeQJlkdebIKrAM9mux8w99ZwcCBpljx2aT0GQ03iM5TXWbI/sPw/eyAvi6EYlbPYbSt9WuczsD2EBrxKYYQOvcEjbqTkQLnPkK9sg8LJXmexpHZmSPYC/1wR/STt8tpAdG1BEpa4ypzs1gcZJyYf+5W6NcznyNdY66/EeIoHapnV2KesG3HaQQGt1Okj4yPzdDjPq+fItE+aYYJ2+dukrT64+thHCZiWygqGur0PncL+3H+NMwnVVSijDkUqc7JTJKBU4OkIHQXy1DqfxHJy76uHDnjNiHY0nUvL4Z50CfPk6GV8j/nGM3lzO9tjFakgc/OWQg9Bz8ZvRUYYNntlPKT99P2kM732Ofpm3kqn4yqWprJubHU1Vma691x5gnbifohEaWH9XBvRyDPo0ELGU/+9WkVomnOBy56ezH6cB9w5NwXMp4XOffHzPXjQggxc/d9/1fM7Nv8v78thPA3Qgh/wsy+wwYziN7M/ua7KG+NGjVq1KhRo0aNGjVq1KhRo0aNGh+ZeK4f5/q+/4tm9u1mdrSx+cO/6dvNzH6Smf1rZvZp//9DM/vtz3PNGjVq1KhRo0aNGjVq1KhRo0aNGi82pDn3Iv7VKMfz0lrNzP5lM3uz7/usevu+/7YQwk+3AV33pfjqO8zsl/R9/+a7uGaNp0Rz1Vu/Fj9m3OJp1nC5HOhApKHcOB2M+z0rjhCiFXWJgtsymyB1TnQWCnhG4eMtqaROnTsmKPlp7VSHJagJjjTuYeAgPHgPrsNJCHbSWkVDIQXAKWlzUECmh2EHwuRFu+hmqQ5a1TmpDg5d5zWk1d8vyD0dl0/nyaidB9E9UGYKlXtxMmpNJ+oH6A9Oez6tKErrfwuPn+VXvU0O3GF8XVE1SiLmGcJekPkZH4SuC+pXrCMbbZuQ/iY+AKvSaaMd2o7EkHm+mZs/8HxRTLhwH6SchO2wwwl1cPL20YJ6+rqY5zBZmDtH5eV5ojXK5KCBOrUyLZ8laSOikD28TVTH40HqyjjGizgriD+/cZt4eUenxB6XY4ooqamiXjCf3FsOnWiBytzBGEMh2ghprTdO/XwE44jWvycd+Oh1tG0SNWHXjIe0tVMsSQFR+TPxX280j5t0XT2bOa778nTgvz/uEtVh7x3nu5tEQ/627Q83M7Nvf/KpuE20W5lymIE6g8ao62070EK8Di7gbNKBXrhth31Ja1aeJj1GOfmAHN64WQbpL5IpOFuk5ypJBI4TM6e/rgpjBw1STn49Uk5jTkOe0+1NjmOKRwt6YaP+x1zqFJJMTFrUTgyLKivHp0grysYE34Qu0Jw5/WWdytxcuhg7qP1R1BsUlkjPyuj0fg2aBBTE7jPqvy5N2ls0IEq7xc8F+mNoxuXi1EGU04aC1l6GKcTL1a8u5qldirZNM5zHTrcmbUhTUEpiqD3N56DJzcRrRs71cbhkWDAZs65zwX2NwzRPiuL5pFP6/qQci+5FU6S4DRQwjXfz8TaOT3oOU9CfNL6W2okZaKiF51oSG1/c8D59d7K3fQ51grlKpGDSD0qUc1AJk9wGCqPxnP3rNO7PxbmPDsXpTlFKArvJSIN0QNHGUT5JYZTGdc7rXNnBjnfT+dq7mvCgLD6Jy+iqThs/sf/4fOPEeYenQ0qAiM7aQ+w+nWQ8BzJLTSGj9KmMlNvwfgVfjvhs5hdpInn3cuD56t2AMZukG9X42oKuHo2IaIZWeOkOXpZQoFVmz1X0V87NnIZcascZXb1guBKNbcbTj7wMfh5S8Tc+UeSc4PuvhzH+wVvJmMuunbLJNq6pLenZMkXDvbUuf9BgHNOYRYOJXHJC8iLp5o+np7/Oz5Cvp/6e1i1BmZV5DdPNtPAQfdN8BVkOl4h4ebkZ7f5wkQy3tsvxA1D5T0WHOeyo9yHkmF59g1TiaP6CfuMV1+HnDo1pHeq32fszhPnPyc/zxirNqR/eGfrI5UVyhJF5FqmuklFp8Z7V+zshxx3l3HZi1o6n2jU+pvHcP871ff/GM777ayGEL7fBtfWLbTCQ+Dt93xemTDVq1KhRo0aNGjVq1KhRo0aNGjU+EFE15973eDfIuWdG3/edmf0N/T+E8HNCCL9k+Kr/V1/UdT+ucTrvbOIrtFxh6QurVFoZokj4k+2wMnSEaOaksIKt8wlpYQYhzYZoumG/PVZsjjoGqxpRDBMre60jE6YUp56P7yOK4gJJNi2g6UJcwk77RVRGaYUPy5+z/Xg1s10J7YdVZkcXccV2Ml6ENIvitLiezAm2WDlvVBYi8bxMacHmbeX3FRggIiJyboFn6ILHRHlNZLhAIWVfHMtEwoXOQ+YQ2i57DpPxaqVW53p6iUQECC/iX+2wIqaFOjYD7cf7FQoF5Tvc60f3oQVHGoIIuMZtSawVx6pOs+VhXyVHu4sr6yiz7NyJUJuE18zM7NXVbdwmlBn7qFb5eqz2tRThllEEDSN245W6B/6sb3cwOfDzaPWQ0azHou5dIa9crVPFybTgDlAjc4nE40Fc+5I+ETaPDsMq5S3EhLXCejaH6Lxp1RX90BFiFB2e+4q90HxmZmeO8qMxg8qcb3OUKR7itSuGP0SjkADyZ9uEnPvcfhCMfrBNq8d7IQ+AZNM1uDovIeeSsUW2Wo6G/njvIseHscgxkXMLXznPQBeep7mSXKrLi8XQyc/PU2dXvbEsD3bDM5QJhJnZyUX6w5H9eozYKok6Kx/OgWoK5sjUc/a5Pvs7FNCfIe5NKK4N+sDkxoXIgZxWPi+ZP/C6TXrE6bIbR5SjzBGVTYSNP/Z+NUbJndYYf4CsCVOZ5sD4YjIe52RGMcEY3pmS+Bg1lqGQJ0JTAa1wNn44alvH7tltVWLZNAkRYm5B1L0f0y7Sfse5G9sAYal5xIS5KCLAx4ijzITJ6zVDtTmqYbotNECE8voJz0tFYDsutkWhKcke2AlNmXab+jaK3XOOFI2lUP6IFi0h3bEsPj322XfD+XRPyKWzSXYtszRvojB/HHOBsD6thbpD+WTWwWdTANhFJCmRopquZUYaBaSZxpbD+BlmBhhCTqJNtG6odrpAP1uOryHEXrtO1zheCrE3Hv85d9Dn0ryohBRiXRURYkDWio0RlkCIe+4jq2XtiJ67Z2kiqbHxzgJjuD8cjvVPhGo/JCTRzWFomER5KSdQ6F/9vjsCSaT6Qr1FRC9vXXW5ZPscT95LzIlogFZAXbKu4riITiwDLxk5mZnd+NhBBLjQqhnbw/vX4knatnji10XRj9HsBMgulRljzAKGVkQaK3atz81w86V5037pyE+UtXeU7AzjhNDRRDoL/b6EuZIMxsQAMEvMD7YdmcTwPTFen8YxXq9Edqte+2b8zEt1PuE7pv5ybu7XI9JV8+bZDVD8jlxmX28mw5xmg3dbjmkKve92uN8Sul359bQ0O5UgpzU+lvHCfpwrxJeb2c+1+ltpjRo1atSoUaNGjRo1atSoUaPGBzfqLzfvazyvW2uNGjVq1KhRo0aNGjVq1KhRo0aNGjXeZbyfyLkaLzD6RRch2hOI6wumTKj2xuliN9vEkzg8EdcREOGzASNM0XnRWglNFgyZmr7toaBs6XSmyXb8XQu6zP6u04EghpzoimNKLENUDWim52LD2ib482n0VaTzZNcrQOyL5wMUW0LEhNOLMkv6QzTF2ID+dDu+j0hHAUWFVI3ey0rR9M4pSR2eoQwFSLdRXbI+dE+ZUPlivC0U2CWKjCYVhXmJ6fZzsN6cikmaj+qr9MxJJY70hzOI6xaMUmTgMLtND0d0tukO9RKpqeO2GNBOdO5MYNz74xT9sXf4+80m0SREM3+wTFQR0UKuud/tUPmBdF/2V9Gj0WbUHkkBad1AYQ/h20jVJR3A6TYH0DcOOg+Vg709Hc5To1D5t+vEERTF4gDhYtF2b2EcsNs7PQOUzkh/W6YGNZ2MaTei0VCwXhRSGmC8trw2M7NPLp/EbZeTfVZOs9yoQnHjDiOvhzupfN6QN126j6V3pvNF4oApD7MsBzfe+FxzFbcpR2+PqU7Vf0pmHGZmB6+3ltRkv8weYtPLtRtkzFNdLhdjM4eZixvPUdbz2XAvr62vcZ/DsW8dElX7fj/wPEkljW0my6VO6UBOEHVpihwTaX40wCkIgpvT0EjjlDdQC7Xlx4+H8nU36SKrx553QNmLdD/QWiQc3yYWchSszw1mhmMWqaps4rQcjncxp4LuH5sdUwyNYJzSRwOCKHhdoMKRCl8yudF9Mv+rrmlK0Dg1+TBPhX3kZWjQFpfedtg31W7XMBhRH2abVn/NTKeaMSVa42tm4OGnoZlIyQBhIgF/0gIlEo622Hn+5JgfzR8yuqrvT76afx8W4wL2bGN+n9mYKkkJXDej0aoasuclah3OXaBWcn4zOh9vScMmx5jIERtvy2QeNOeajrdNQDlVeyMjuovmDwVaK9q7zh04vvrXHZ6/zJ8yQ40CrbVELyV18W1FiTTYYaPGz9Hub5MFKdxbwSSkROM98Ri1QbStyXq4OMdI5XgZ+ZiZ3XEzolcgo/HSYhinX5mnbXemA+11ggb1xJPfZw5JvuEz27tmZvZwl+YvGrcOmKCKztrvYAjUjtuigu1d3aVdsd0V5oTq/1Q3F3OW/Wc9NLz1WeqI58vhM42jJC9BGYr4LgVatczG+PynpfeO2Kewn89z5zd8t3EKKI4l5XQ+HU+6DwVDCJl0iXo67Of5hiZRXlbSn1Wa7P3FN9IQSrmbhl+iP99CYqPZDd9nz190VfbrtxfALD1XmkTFnDA+pqSSwbbWeb/ucXOzG38nwHtY0VCpQKfeufHacY/52tbNjiBXNNM8hmXRuLPoM5r6BylelLNqdWt9elTkXI0aNWrUqFGjRo0aNWrUqFGjRo0aX6CoyLmPSExWJ1v5KhBXP2TtzJWWuKq1geD6piDSuRqjUBTNFIYQWgTgblI0paGBryAIBWGGVW2gBiSue8K2MsLNP3Axxfcj6krXKIBg8lVNF0Vte6xWuig1j20uxmLHWrUmykAIDK4Kaz9etySyrM/hNF5a4PkykwO/92zlJ0iEFYKrEjnm89LqdwE50Reud4JYc19YSdIqVYZ0Ka2S9OPV/hIKMXp64Fpx9ZvP0O+tP4cosiPYOtRBqXxFRMls/LyiGDORh3GZEce66GxmyhK/Tyfc+krmESYrWslssRIXXAx9AlF0IhN1L1xd1PMsCaR3B65g6sLpfCZTjxnajkTOWR8SyEZ93LjQPpEzqoftId3Tfjt08o5or4Jorp5mM4EqupATWMGeuvEJBYtlGMHVb6G9Xpsl5Nyn54/MzGwV0rFCwt0/XY22PWgTUmzllT9HB/qi1WN7e9y0y9E2mT483CdXAdXfAYYKvVbdWfdEyfjzDPsxMoH9Zu/94ASx6fP1kHCWQNOFQoftCm4NEoK+u0gC41e+Un+9TJCdnV+3hHQwrpwL6Qa0Wjf3Ve2CWD+R0b0E95GbJXzd7YAUdeTsfEMU6vA3M3fwOgIgMiIwToVV7llhbJtAxFq5hUimuFqOZxmRgjR8wFhKJF8M5bQ97in2dWwT6oagxjMJlROJ62XZMg9PeSkzM9t4ufa71FbVdiaYO8hYiqgLCYwfGqD4vc2fgOzV/ITjawmlpLbA8X8mk6hsKXo8rgu9kSHF9bkwx5jsudHPAdHxzpNqT5RxGOc2ITFOQGJqbAsFVKAZEBgY02TIxGMiyhNIzYjewX6qhxIiPkOmC4VUMGvIzAmUkzNUS6GNaXwqzWk4txEqkIgTfQRyzhxJ1i05Ro7rXIg0Mg8i6pJmEnrGhe5Gwwr3+cnmE3EcJmLPm3mH+cns0s2JVmPBf6KbGhqunQrGR45+PoNxwNqNAISgMjO7mA+5+e485etPL4ex79XZTdx25o5mHTrO1JPUAZBOIaZoXqTPkyyv9/lfK8/JY3viOOfbJqU5/Hychzl3jKY+aJ9iGa2XadKtuuKcZdsOuajBpFvvVNM185i3T9SBrsu8o3eHrE2ozxF17Tm3gylOc57O3ZyyZJaVm+WPyLn5YbQf56V6JyTSPZpJAcEcCu3y5uhzlTa1iSeHYYC7uU1JTYg5Gr3FvLnGM/Q+3IMlZX4MjXTUobN3gjgn5DgxfseY3oznE0K409iu9blAZmzjYxrrpfW5xfRxqoPZ7WR0vljywhjTLTvrjs+gIX0hozd7IZpzFTn31KjIuRo1atSoUaNGjRo1atSoUaNGjRo1vkBRkXM1atSoUaNGjRo1atSoUaNGjRo1hqjIufc96o9zH5GYzVubzwaY7QK0VgkuUzg80udAmREEn/BdUYRIQ1k57YkCzjtX7u67MRDzBNpF5/hdiv8Hh/RmoqPOjjlB/HXmCHxShFJB08dJ67BmQIkTFQOUCKcXkDp7Klw3Uh1JnRTlBBSLmaPGczF+/4BrRBFravseC0LOqheUuSjazOrwzzNSemUSAAqOKC4ZtVaPmPSNolBxAUruNK9+Tp6M3xMpmKLJUlxbgsYl6g8pPfoMOHgU8CbF1mmtmUi0nztsATl3ODvrT1Qz0uki3YdlLlCdVH/hGkYpTuOmwHikYKCueqdJkGYgOsgE+51Ww34nisCjDUZ6NPqS6HG5APGY0htNLgrtaUJRcvUb0BB6r2sK1ouCc9snulrrlARSdUV1YE4oRaIh89k4HewS+zk1iDlr6jd1xEO8djX/bTemmV6Ch6DPK1TW/XaguO7BTRDd5+50E7dJmPveLG3begXSaOL+cbiBPQSVp9OhfBm11A+ZwKDBCuLuGVvdBfQzUXenvTZITCohKTEyhGjDmEu0moI65Z8X4FjfWQ4J+8kahiY+7jQUypYRCSUC1OZJJfW21WLKEtsxaGj97fD9iYZEaseg0ygPM+c250mYORXGRhHFq1ktBSF65fAW9OEo0I97U9teJC32ON7lcgqg0ZyLIvxsaQXdH/OX7i8zPhDdFrl02o9zh6ikmXGMj/GUToj5HOVrXYS9XYypug0lNm6Gws5BEY7XZdvRWFQyCSKFad+PtskUoQP9SamglIlIoZVsBI0V4jjBscj551Q1iPIRnAMVRNF7H1O5H+UqFi4ej9QSz92Clt1eeo7MDCH83Bw7RNXNjJm8PaH8ah9svyWpg3hPzF+a+hToitmsTvVQohKTTx00vpKyXThWMhnHQnvifajJFto7I9HQKLHhdZAZR/k29OH2znDC81eTUdKX3BsopZ8+SxILV54ADuAZf3aXpBU+txk+byG4r3n/xTJNQpfT8XxdQQkGmSGJympm1vhE7SHkGx5647qFPMPEn95qmiqLJkjxel6+wyolo+YwfM5kLURhRlvUs+OziX2O7alAV9awlNFavZ1MOZfyBnB7TPcmk5sGdFW9S2V5wo+lZI8MgTKDofiOgW1eFrbtmMthJtBi/rqZDWWk5FA06wMVVrTWs1kqBOUnUgz89yebREOVuUEPKqnm1TvO9bxuSIk9+vPMpCQKc5H4HoHxfyoZGvZ1H7szGRobv8fE8ZrDv+j06P8aX5cP037Lx6Ldj68xW4NePHEpFhRv7u8Tiydp45y52UMyA0fMn6N53fpk1hT0m2p8LKP+OFejRo0aNWrUqFGjRo0aNWrUqFHDzKy6tX4B4pk/zoUQfut7eK2f8h6eq0YhGheobAtiodmqhltah4JwPJd5tSJO8U/ZjN9ZJ3jWepEtZ5iZ2czRHRRhf3I2rMrsl2ll6lSwqldQcHl+PZxnfsvVJS87O3hcJU2b0vdYJfMV8x6otrgSR+CcEEUEq/h1p2nxMyLmMmSfzhO4Avi2ExsEazMjAv+74LYxAoAr3ckQYFyuHP3g904x5MIKcUQSZmUY76f7DMtUMKFfOqDQTke/wQwN5KvLBaQLUYhafWzbbL1y2J2HysCBK3ZeR7MbIGd24/O0q/H5ijAKD650Bu8OmXi2Qw4kIG9m1rrwOtuY9cNBFE+WqYtE1M3MTkv1R/RRtKPW0WrH27TaPn/swrc3Y5REhugQUpM32I33i+1ylZ51WI1X+1pfEW/3LKu+HOenTNR5XhDF9fZBcXWtmLLdXZ4PD+Kls7Q6rJV9osIeHoclzH88ezluE2qAhhCf9E5+Pk2wJn3/+HQWt3W+ZDsBbu3uZDj2JRwrNMIGHVsIhsdNWrW+Xg2NcYq+IhQd0XR8/lrBbldAWHmbaNm/9Bmo1sYTIXO92iDb5dHHGCIxZp6QzrE630bEAQSm9dxZFrUxInH9elOgX0umLjJLIFJs4qvzFFxWhPEwlSFAT1d+v2cpGaq9ZflE25jHZBIDNI0AJ0RiE5mu0Ji2eoA63QoBMkaPmCVDgG467tcZ4ljIb45pfs7TooBg4I7PArOGp3yOJ/S/6K+df2b+6oRIOY5zM59rRLCznZRQ953X25F1LgQg0Bk+thCN1vk4kZnsRGMm3JvQXriuxsgsp6qs7MPeB6Y07VA+ppnEvDDWoy4FcBIqcNg4/GmN5/HyZQYOfm4i3YRCxdxBqDw288ZRoBnDomDqpIrIUONPn+rliKjI4kD5hH4vodqyMaHP9jdL7WmRvA4i6pHmL3GcxjMsmkkoH/J+9ayJ4tL4v047yvzhtatUmC+7eGBmZj98/VbcJqOiPSaos8kXxc8yD7pFgzsJrchtPkhmaGWP20WahwtBPkEfeeQouTePCZq+44Q0lmt4KERnKS4XYyMCItPeeOKocc5ZnozzesmsS20wa4uL8dxB9cKGLNAr35X2bmiwb1KuPzRjowTNY0pGX0R2zfz9YHrAGLPU2JH2C56POQdXX5ohJ9AgR0N3oFmfn/S4SPtFNB3gZZduDjEDAl/vddncQn2IKGlv4EewHw7ajwZjMmECG38gAAAgAElEQVRIpYvVn7+v+R7sw5oToM2qH5YMlzpsU57LTX30wFCWbpzrp41yR9oWTSLwXLsHYzMh5QI+a40xmfHSYpzbZKg2XXRmBZOpGh/P+HzIud9mVlnBNWrUqFGjRo0aNWrUqFGjRo0aH4vo7cX8ElR/XXpqvBNa67PWT2vUqFGjRo0aNWrUqFGjRo0aNWrUqPGc8fl+nPtl70sparzraI8z6zYFbkWB1N07vXAC2LBg1KQmBBdr32wTDF2irvPpmMpGmPSFw9kX2G/lIu0PYFghc4oSpW+/SxD6w2ooQw+1+6lTCUmJEM0z9Ol8JcpmrJbCL/cdYfJiYpJe4rQLGi/MNmMaiiiAmfFCpLWmbfo+o7DOx/DseI4CPcsM4solgWwySXU8zhMKOqQSyKaQbpGaoq/xDJer4UbB6LWjtztS5wRd70Br0jNcXKfzLW5ciBpUrIOLujcQhM/MPHQ+iQmDdTEpUImLBhjPiJC1u/yvGZ8DKVb6C6OUMDSUY+G6M/QV9b0Z+hTNX0RheLxI9MhD58YCDW50P4bWn/SM2XYKVJLTudMfQP2TEUQm/ivaVkadFVcDjdHpsTS+kJECKRYHp1GcZhiyvJ+uLxJ1RnTWOxA9lhHEEaLO23bobPdB2bmYDhTXq2nq2DKEOEcSWfmDX6ABHL2oNI5Y2PD9laXzJROJJLI9d27FEhyLq+VwzBLGFqKSkp67bVKCUH3JtMfMzLwp7I5pv+2N59ItRbiH50UjBV2lQ14XJfGRpTam8kh82szs2qlLT24S9bd/MtT5DCLXupUO1OTIiFwUxjG2JzWxAs2/RxWU8mHMr6C1zq+GdnRxltrTwSlOlNCOFPxCf+2RK9tI40H+9LJMkbPUtKYcT/ZjYXNer9uOt6mfZnRVXS+jA4oOBvrjQlRXnK+QD1W/lJw4KZeRju70Mhp9zL1fLxbp4TT+XNmvdc80IlBXo0h8FNxnHXhRKCXQiBJFAwf/WJJOyKiTolgxB0ZDgLSt9XbUXqWDw/lYjL/bjPUDIl2Z9FdRFNNumWFE5/S4ths/62zOoLSeDS5jimh8rhi/RNHKTJOW4/3U17I27ec+pTQRRfAzNrjob6T0tWNKbLxW4VlnUaC/aqwnBTiVYVwvOZ12XOYof8JtfSEZaBPpw36iQ5va++t7OBp5NMvh+ymS202TXASu90Pj296mRiia8hHnljESyxfnEcjrkk9YY5J0664fNFKS6c8VJr/K/y0mU23h4URaK5x+Di6xs3iQjl09GFOJJaTfUIbAKYzMuSHmHYwn6iOF9yLWleqI5g+ad3SZYdno1uKcJjN68Fw6p/yNz2O5TdXGNka5gngs5rbtXNRKdgjP4ZCreOxj1QbvUufr4RmfLdOzPhXM/DR3Z96Jl8J8XQZTHBOSQQ7GBOUl5KJoEgezpm5WGF9L3ctzxhw5XDIFNKxR2+kLeTHP657bSH92mvfymlf2XA+zPj33zCRIpm6F94QwZl9bdwrWfUD9IKrm3Psfz/xxru/7/+H9KkiNGjVq1KhRo0aNGjVq1KhRo0aNGh+3qG6tH5HojhMLRcF938TVD1/N7iCeenJkDQUytUrdwOb8dj4sScyB2OkKq4ZCqZQs1RcFNAhNJYSw22LbA1+5amDhrtX+DO3nq67tarw6wxXMiGoriP9zW0SN4R5VRz2sslXlk5ars+MVcV3khDJrledEsesCCFIr+7Nt2siV/xL6rYiiO+V/+Zn7B19pyupXCMvMOMTLXBD6n3J11hEWPTVsdctEcWqlG01nvh0Omh24MlWwZtdK4lj/On+uAjCU6messZujB73tZKv9WrGnEYm+xzOKqAUcq753Qp1KZLeZp0Krr8zmfNDpgkJMrZep3xzWQ0M6rQs3SvHqiPIcL2VR5D6cDddertM1JPTP1WUhNVi/vbfzKQwkpp5HiKa5WA0VtgTcZ7seHthmPRakvnuecE0yJSAqQC4xEzSKxXTYxhX+B64O/j2TT8RtR280V5OEFLjuhmXSh21Cv8WywCVGn+d42BuH27ze3onbfvBwz8zM7h/S+XbtfHQfS5U5W+VOy8FRmP3zCD0Lwdo0fDi+agz003wxRjA23lZ3EISWqPYUaIW9kI7XEDR3xFwmruzNm8Y2Mtfoaf4ilFzJEKaI9hyj1UrHcD+Zr3Asmvk9ZSLrK78P9JVovMHl+VYwWV7X0R5cYfe+R9RaRBTh2PkWK/pCv6E6NOaFBFaM9TvNTILGytxxvDwnms5GobFvAuRE68+uvURhHDU2Q79WHy+h7ptV2q9z4xuiKZT3M8F1z/Ut7rc997kNkBONkL3z8RheGgNzpFh+Xn4+nSHHOEJkjrwoBHCLcfEgY5vJGIIeOAZqHoEZOlGUuucT0SAa+mj0FOclo8tloXZJAxKh5DJEj8aJEqi1gAbJkG4S8AecXsM1j01zGrZFPUP0a43JTAkahzmGRzTleI6Rmz/oHDbar4i+RT33c+UJTjLzMpmlufT9JynXP9kN48kPrtKY8PrFgKa7BwR4Nj4c3MCH6Gev7A365l5IMhr4zMf9T0g+9k3NN+4u0pj28nyY9N6bp8nvE2+MbxxSWR64YcUeyDSh1B5fpw47eXO4j9VbqY7EmGhhJqa6prFJXxDPl4ldhkKNOR7Hel87YBxrnJVDIwLNbfpm3ACICtY7FXNCczE2ttC9zXZEyepDOp3MyTqgoJn7oqkbyxCNSnAiZz81MN57vB3qfHOWBgWNfTS+iOfDWBXbNJkunqeJEGvVT/GOGc2V4EQz1bsU5vWd5qqYi8iArMEYo7n+FLD2aPQDFLoqlmNCrEvmNhngLXkNP0NmduP7IZ/IWCZ71XMTtlAYtydEGQvtf5wU29kHInqzqjn3/sYHtCXUqFGjRo0aNWrUqFGjRo0aNWrUqPHRj4qcq1GjRo0aNWrUqFGjRo0aNWrUqDFERc6971F/nPuoRBcitDrMEgZ3om3A2/YSL6VQsUPiCS+ONEDA8gV75vm0rQMkWvQnCWqbJSH7FoKrui73kzjpsQX1Q/TCFWDShFtrNy/raf1sCkNJvzeWCdB5Xi+ezytmuksnmTm0OqMFu5jolGLMkcc5pjWR1qL9MrqHX28BcdL5LeDxMjkgFUZQ7cX4eiXB1dz4Yvg7I4W1gLWdOgz8GNKFd5MBl0+aXNcU6GqdBJzH7S4TdV09HeQbaVooP5+D6qMhZUv0nM+TAUWnIa1JbSLguQZvszO2ie145BFNgWURfrkDTF7wdtIMvDlZO02FbmH0cHAaVUZNUL8uUHozWqvoEaXBkhQmzy0LmA5IEL5dQdRdFAbQLiZOXZuD6jYrGMyIznp3mfgKL60GGs0WtFZRDWmasHJTggUawNrLMCvwrkhrfeNwZWZmD8VRMLPvmw0mEXPw3ySUvQHFPpZzkeg+n1jcmJnZGUS2t94hv3f7Stz23dfD5/s36bp6hqQo31kPXA3W1ZR0JadgkkouahJFjqdeHy0oJ5I9WIPqcunXo1j0rXOTj4dEB9p7nqb5y8lpLxkNtUAvj20QuY95NR6qdsSvnkFhzfp1yPfPtqFJNG5OtJsXTDZAdV0UBNVvXKD9mqYookmSYufUStLzIiUGdaU+CvaYLW7TiWbb4eT5GPiMHHlEP5RYP2ieJiHzLCfoA67g1TAnxUrmBaArtTPPX7P0sJUu2xKlE89QOZdjtLqQjIGy7zPKsV8D9LKTKKDIr6KaTbIc7tfP6KM+V7pK+WR6MZYPmBXaRJzHnHhC7xekOovuadymD2lbLhiveV2J5v3sN54SpTt4Ozr1406Std+SIZTKBIptopLie82r4KQgiv6U7a5gkHVaO22U8zHNc/H8Je2S9aU4/j+97GaYO1CaQn2lIPTfU+zecykVBya6ET44f/6UitEY3mAsV16nZAwNjeL8O6P0akfOGSRXABkapwM2mF8/Oazy85rZhUvSvIr7vOMT3RWkGl53bvUbu2Rs8bnHw1i632C8dmrl9CZdd/nQnz/mcNFMgO2pQC8Me80dYTAU6aWomLXfO/uF5ywaqug5sUuJimmFOWvWy/Q4aFjj1yNNspVBCi4yacZz/dI8ltIPoTS/WvqYwPm6zItYfm8fnEeqD7G9xXun+cNRVFJQU2UwhvoNMkgovGOwP/SF/BXvjWO45iyXqR0rn09hMDV3KillHGJXIbW/MBdpzp4uk5DlPRV/wvvwYoLCTLqtIspC0Hhnp+fRZ3Vd4+Md9ce5GjVq1KhRo0aNGjVq1KhRo0aNGmY2/K76DDzLuzpvjXLUH+c+QqHVsSlWyaIddrYC6ysTWJmK5hCZgvv4Gv0zFmU7LBt2BWvu3hfRpgXE3v6YCnMS+g0re53MLoiS0Eosl2d8xaQvrPYSrWCFFeBe5cJ+YSk4Glbn3aqc4skS3uZKUIjoN6IWvO5pHCHxbwoRF+o5GiVglXFxAzTF3leXgaZoXVz1kBY1rbnw+sVqcETO0fbbV3lmWAHS6pMsxs2S0PYEFu7HvQsW00xA+rIFgWmGntMR4q9xVfHzHBvLT2SCVuKz9q5zEHmoSgAqVPut0af8cz9De9fqHRf2vd6IWolCv2g7zRhMiYLy83jF9gSx8b3f1OmAFfZbN3o5jk+eiWt7PRBxoJVamlx0jgzaA10kI4DZkmi6YdsE/VWC8DQOEEKMq737dqjfDivOF46Iu5gnd422G3fimcOCllAnPp+5wQSWoQ/eeF7fX8Vtb2yHTrI5ptV+Ic6mJURMO0YyrIEovFoOyLPVNC2THv26b26SuPeDR8Pn7gaILQlWn6XzNXeG6wnRZmY2R7lkpDMp5FeWNbYZCtD7cyIqbzUbq8gLbXE8ps7XO+KDhiDWPB05xzYdc0LB1IcRDVwKiLhSHujRryOApSBYT7Rysxsu8gRIDKXzKQyQwtlQ/0RJxatlxjaFDu1tn3mxiWg65JOIdAYykqj2mdAKRH74fnsc42NCaJmvHb0DdLnQHUQr6zOnBFrx5zgR65fjl8ZITDKOjqILQGxKnD6rKUdEdTDDSYY12E+ICOZ6zXeA9lG+Zq7sXCg9HMb11/FYGeAAUSrEHE2x1OeIMt3LeGWLXLlx8XT6ZGkaU0CelQwrhs+6UZwnjD5Yrx2QKtU32G9U/gzVXmi+MYVmsEbfVDDSygTr4xhOhKiXBSi53rf1MA6aeR5crlIu1Vx0d5sabXBTAiLYI6OghMRCnU7H3mVp7kgU38rHyjWMzZwhcMIrVZz2EVG0GC44YX4SIh45+no/RmUzZEYzQRk6Ie8KZgh8JzhbDTd6uUpjqcY3jsNTT5gcTxqvkIdtgiHePw7j1+PdOm7b+zMJj1Olz2+Hc9PQTP2AqFY1Qda5cjdR1crdzOtxnAAUs/NnEzjfUZ4uIJWyqXd0E8N12zHqVp+JnJoU2lPrjIlTqqo4z+K8Xn0lYJ49Ra6SoUAHBoae8RzPulm4UdFhjJJjG4yGgRyzPF9OaMyzKTxDb4LZ+1Acr5l4/FoYI2Ne51ROiPP9+NhsXHcUbcv7UKLbjJPXiQYiQvbiOSgftpdoUJduigU2WnwX3QM9uPF5NhBxcazku6jaMUziJv55svgAG0LUeN+j/jhXo0aNGjVq1KhRo0aNGjVq1KhRY4jeypI378V5axSj/jhXo0aNGjVq1KhRo0aNGjVq1KhRw8wGAGmJzfVenLdGOeqPcx+hkB5zJmgqOHCBZpppcUqUmBD8KIYKgdlmTCUThbUDJFdioqSXis62hJCyqCHUzmyOAyQ+wodZ5sVptK2HCHcJXi7INCkxnWDKrBZlCkCYBffuuzFMOjOYmI4FWp+VeMgKSbRL0Cmd9kQYtwo7w72JKmBmNtsOf6cN6FZRSBcUYacLNBekNfp+YLKpDmd7bBOtFZD92c6pE4Bqq4wNhHlF28mopIK/4zlEJgGyk2hXhPmrzhlipJGe1S3H29TOST2LkHSK9ToU/kTDCvUHbosH8Bo6HwpYakaiMJBipefF83m7LBm+mIFWCLj97FaCy6Ac6J54bqea9aAmyOQio1M4nbEB1eEog4wlaEhOcV2BhrRyymdbMI6hscV1oa/tlkNDWU5B4ym4uiyczno2Sw1UdNYp+JQ7F7F+fEi8hgebQQl4u00NRf0+MC/qLzu4f97ieTzZuSkK9tO973eJs9NdD2WZQShbh5yaRAuSN0CH+jlfpftcOA21JCJO2QBRXHrQRk6euzeTdO/KzecL1KU/wwNMPfbqDyXh6Ewg2ek0oH48a+WUNDRbatuYrpqF8jUlDPTsMsMdFRTHOr2o24NeLIkFnO+J08/2qPtokJHRAsdi0upn7CsaDFpSgEw0mUJ+MrPO9y3VwRxGNJODXw/jsKg8HQwhitTfoP1Ba7sai5fHeiWdLoqJp916JbP5eHyd4ITt1O8Ndd76OJLLRug73JsbOMi0wczs7HwYwDLq/MolADjH8BPOUD7RbmegsKp/MY9N/T64TTmN9Cz1AfYLtfOOQumF8Sn7PGacl/1ACuzXNC6N+cCklIvymfVXfZeNS8NfMuIiDZFyClHAH8fK/GmFe/f6n0JKYn02TC5IxTy2buCySTlL16MUh9I+aZJ6wlk7VpooyF80lxhnzyQfg3FYtFBQCntJO2C+M/P8yRzeer7pkD9vtsO9bVZJe4RGSuoGyzVovqvxuRUrzLk/cXFrZmavnSVnMUnN3DSpLqNZG+aOnz3cHbbB5ORNN4I4gJarcZPPP1Ii8WzUFltIrMR5H4dXv/XpaZyzOEdORl842MdkmpOpf3V8/m2hA8W+QgkDl+I4jfsK58DTfV5OM0gFMO34sTPMZ6M0AYcxmgiIDsx3Ls3XIKMh+vOUckD+cYH2JDkLzhO2/l6VSd3488yM7/ROkDbZfKOxvvDeybQzZmInOZWCJAbHol75Ac/6FE1ncKja2BWlKVxOgXNpmWItx+ZPJ4wdm9uhsfZb5HV/7lO8K01aZl2/rmQ8+J7l8+vTyjJDkRof76g/ztWoUaNGjRo1atSoUaNGjRo1atQYotJa3/eoP859VCKk1bvJZLxKYhBI1/cnrPJ2rQSmsdKhX/cpuOpi8x1XmUqW234+rgbufPWBgvDny2EJaAUh9caFoDMTC78Ehbm1OtdQAL8g1hqRc0QwaJWqhHTCvUWBaQp9y+Z+wRWb8YpSadlai5BELWg1TbbdZmb9PRedxspo66v8t0usbtKUYK6VyW60rQWCTUgDoQyG/cYr9RFxBtHU6UoIwbTf4sYRBzsuifkfIB1UrT1WsBWZ2LUMMrj6pdNAAD3VJfYrPOto/kDb+dhO0n5ameSxU7/PbgrkYTTwIMps+MsV4HDH2ydWACPKACg+rRQunhB64PuhjbUy9QCiYIK+1HmFcMVRK9e5OLGXHx1MKJUw4fnGKA8hNcMjoK6WbhJwN21rXxn+zs7SUrIQWM0J+/lq7w5otYMjCR7AdODRdGi0zG3qh9ymFeCzZbrhh4vh2BVQd3tf+X+wTcLWQrOd9hgWVZdc0PTVVq7EMy8phAqksY1WuvtCzsquIfFk5hMXsd9PUwciGmi1cGQt2oSQPMz1EQ2IVdrgaMsGDfOx9ocxi9B5q0XKS40/pxaq81HkGm1HiImiGD76XEQXZIgIR6GhPwhJSpMgmQ1QFLuEfo5GJERi+DMJWO3XqnbXINdP3BSF46JQUiVkB1F8GhJO4/EzM5Dwj8xtzOHaniMOhr80hJBpDb1TjufeJpCDkuA67km5FAjr7kJoBdy8zD+OhTlBBqfwZ7NKjVqInqZlAxijB1pHTBAlF1FXa5TlznC+l+5s4qZPXV57UdJ9CDErdKtZykUM9S+K9Ss4j5GgPlGr0RSrgEYkKlxjbyZ2XgJQjIG6uX+XxkOiZDTeoN90K0G1UQaZhPFYsQEKL1AZC0HtpFD+DIkv1CARoAVjhsbHWqJVWx9jsrFDfRj9VbklQ/vJ6wyPUENGxm6IYy7K4oi50xXMH9ycYoKxMs5P5+N59mw2HlOPO6BzHw2fyYKIqNDz1FAOGF/P7g4d9e556rBCv+2AthaabYn59Z3lcMwXrx7HbXN/P7g/Tc5hbx2GsfHxMXU6oeT2bbrGzWGosKyPCDWMNqa58XQ/bmMZqnEMxI35qWQ6QtRl559pCKNxmmOCCeiM9h5RaFmhfY4xG09GTzCsOfl8IkOKPwMElTFFdOqsT43nBEWkOG5Jhjc0a1KOYq5azj1HnqW2c+5MAyInP+f3uWvS89cYxfl/7HM0V3EE2QzGDLGP8xXT0y8RcTKWKCHsso16dhM+//F7rIxl1i+n+33tzo2ZmZ3P02REaNAt+s/OkYQRGW+JIVYyfOJ4HU1OMkS5FxnziYgUPOV5sMbHO+qPczVq1KhRo0aNGjVq1KhRo0aNGjVSVJTb+xrVt7dGjRo1atSoUaNGjRo1atSoUaNGjS9QVOTcRyTC4mSr9QDRXYJiJeqX6F5mCSm9a9Ljvz4N0OX2SKrb2w4wS5BvinWK5kd6gVD0oE51jvndTMY/wbPMEiolZUv3QXh2pGqRxjsT5RRF9tukmHg6yZiamMHHHTofSNlYO10RNCkVlXTVuTNrJqxTUXFAKRKkuztL93Z2OeDCX71M9BxRZ968uIjbbtfpc7sebnTxBPQyr9YmsfeiaGrH3h9NMwDz9/pqQWvSM+4WmZOGmZnNb0ebMvqOaLst7lPLAxOYDvROSenIC3BqLRkHUUiblB1RWCkILIYVaXwScIWAr54/mDNJmJv0scNQaML41d55v0cxRDIjEt9vSsy+zjGmAOTCu2OqeIMULnrPpAC3zygiEvClSYQfMwHlTALl7TF1ptnt+FmrnQdQ9faL4eFsV+nYM6dCzkAHUr8/UnDdDQta0ktJDYs34n9mYwrLDjSEx9Oh8dAAp3UKSIsceDoWaGiKTFHd8x36ytINMJhnJVjegGYiEwbmykinWqKfFVJVEPUMtPuuQLefTcf5n+LPotmeCjIEE5iJNJPh2V3jPs/XQ4fJcrOeJ/OwqpKGJVPVG+/J988kB3z/2Xhb1m8WBZpkYQxU7PGsRf05gf4Sqa5z0tB8G/OJaLKZq49uaFzmjI7o9UvZBfXDzPzBb6kknp9dG6LTodBu27XTlc/TuQ93ndaKMVI0QJ6j9GxkZDFFnzsVaMP6xHqbuJnTsiC4vUd/tQJtqPO+cTpHXz8fzrNYpud/5eYPX3b3Qdz25ef3zcxsjsr87OGOmZl9/+yluO3hbpgD7SCKHqnpp/E6NumecVynVIgoYKRnSrqiG89ZOE6Ics7nkY0FBfpTJ5F7PFdR/vqzdMDU6y0zqvGc20xTH+nmeg7ja2XtXHMfUs7lZwR6aRzfuC3SvMY0uRO2KYdukWOUw4251AvTFd5ssm06hP1LPk+Q+zg5jVtUVrMkYcDxJM1P07GaqzJH77fDw5m8lR7S6v5wYY6pmttkZgL30udLz8OfvngSt828sdzfpznhw+0w9k0x5mq/sylNk4aHcgtDILNh0nhzTNuu98Pn3SGVX8YnXTd+DoxkEsLdvM3SnOYd0kHTvJ7fK2nxoPF5ZvEZUibD7wMFUB9hvtMxB8rVOO06m4sqxxfH8vG2jCqu51+QezBLuZv5VefskIPURhegNV+5qcqXnD+K215bDtT/W1xE5ls/gHeuzXrgobZbUGdvh0KSlq22PN+gP/hcm8936rTWBrk+yu6ArhzzGCQMpqtxYlJXI615cT40OFFZzcx+2MUje3t8bjuMCTf7VAcyB8ukThrl9XSN5lLvRSiLSx3Nr1kvTpNGLo+fJ/aBhUtVt9b3Pz6gTeG9jRDCeQjhV4cQ/ucQwv8bQtiGEL4rhPBnQghf+w6O/2rf980Qws7P8ZtDCKvPd2yNGjVq1KhRo0aNGjVq1KhRo0aNGk+LjzxyLoSwMLPvNrPXfNN9M/uHZvajzexHmtnPDiH83r7vf/1Tjv9GM/s9NqwVvmFm32VmX2lmv8vMfn4I4Wv6vn9SOvb9jMWqtZfOhhWCi0WCAy38Z/kFER0ODXpzm8Rfb7Sylglu+l+sEITpeGWqn44RBxInzayhZWm/T8tBh7mL4aJ8QtacgH6Q2KxWss3MOkKctM1XrvIVNt9G5JwEgbn4omMW6T6EyqCY7MnRCMcVkBir4T5OK4jEuiDobDdGWHAVLK62zMbQB67sXc6H5zq7Svt9Fvve2oWfL5VBgqz9uKqy1Zu+sFwZ6wv1oRWpI1KH7NIDzqH6J2KvueOr0Bdp6VzXPW2JktKy+1hguiikPR232Z4roqV7c9FZrroqKDoupANXRKOAP5F42kbdYCGAgIiKqEVsy8r/rNDlKLy+A0qyZIYiNAVQiKoaogZPQkxBdH55NjwnAOxsLzcPwJ+i0D/a0+x6+P4wS24ib/qKLpEusZxEYnl9TABriKicAlphQqMPX+XNUXJDHclQxcys2w0NKUew+XmIkvLPRMkJqUc02tpRgcxjEi/vcI0g5BwRG8pZWAmOVyMKcpJf3ywh2czMPnk5rAyfzRI0YX8aGvj1LK0jKb/eEjkz847FtiXx8i3EkP0ZMi+d2vEan+6JZjLxEDyciFYuCF/naM+Q/TUzM7+lDDnlqIDlLG3bOPKTqCahBzsip4UAw6p7RFsX0JkMFbXP2olOkvYTMnF+M0YZZPk4ivvjIhmCffhDFIoMedi2ZFR0uEr37qCxhIw3mHSgziWG3wF1JXF7Pv8i1KWwSX2cfV0Asux83p9PK4w7/nl1bx+33b3YmpnZ2TyNJ3cWQzL6NMTuX5kP/WKKm3vEJO8hxNx2A8MlzVXYD6M5CZBdGp9oJtWMG3J3fsrucdjR/6LvTfbjXJ6ZF3lbyZAaKiOu1/vYPVmnxnXuJj1rmLocHFW6gdlUIzOCZpwTivpD08IzpBlSRMSO+3+GCvI6CsiHQqsRrXgqmHRoXM2mnQWElWJSQAUSwXA3wY0AACAASURBVBzzP01nnoXsQtvWXDUzf3g4PLDlW6lOF4/9GsgTMn9pgeKbn6UGcHc1tPM789QfFLez9FzXxfn101XniWpf+H7cpvsjGryVuREQghaNAzBOeH/JELtelAyxWzB/iPN5DjUCnAKJ2QvpfEKf80R8ZPHUVwoGLj2NflQGGv34xg6mTuqnmSGQLkETC2/nZPEoX9M8LTIx2PXQLuN8FOeZzDQfAkpyNjbIenk1UB2EljMz+9RieIXdY4Ld+cWJsH1jPrwzPp6n/Nmao0HxbqZ3Hs47dZ4MDdzkf81SvWVGH54TmMdoyBJjPv7ubOVo+swQzOdFxzQveuNmeH+6eYSxwefXgSyp6bjue39PbDOGkmgyyOsyyiKbSiyDRZ+9Z3ygordyzn8vzlujGB955Fzf90cz+7/N7L82s3/CzF7r+/7Hm9lLZvbf+m7fGEL4qW8/NoTwc8zsP7GhCX29mX267/sfa2Y/2cw2ZvYT/Lw85ueGEL4nhPBWCOE3vaDbqlGjRo0aNWrUqFGjRo0aNWrUqPERiI/8j3Mev6jv+1/e9/0/6vth7a3v+62Z/Soz+wHf5+fzgBDC3Mz+gP/3N/d9/z/1fX/yY/+mmf1SHRdC+Co/5lUz+x/N7Pea2S82s98cQvhpL+yuatSoUaNGjRo1atSoUaNGjRo13sOQ5tyL+FejHB95WquZWd/3u6dsP4YQ/paZ/TAbKK6MrzWzLzWzvZn94cLhf8oGmutrNqDq/raZfYWZbfq+/yNmZiGEv2Zm/7SZ/aV3fROfJy7ODvaKU5xEfzRL4q+MJ72LenZjmo+RouQUnQkoPdP5WAx34vvRrEH0gyOEnk9OK+P5RA07B8UinWNMETiR1toUyqxjyXjQZ9IRIqod2cEpIMuLVH8vXw0QcFJnRFe7gdi96CCHZdrWOe213QDW7BB20pUifQflE23g4SZBrPcuMD9FmUk5EA3ktBrDqEu0AcsEvMdZMqKxSVdwShepX+35GNIfvwMtI5wPz3p9niD2EkveUfxb/INAKLl/tyQmXl+mTYKfZxRbiQ6DTqFykTagY0vC1gzVH2loopeRUhbNHyhs79fr12nH+cVw8Pk61cvM+9IB1J3N7dBv+8cwaEDbktED21ESwQb9QW0ClCPR7WgSsHY629m91B82q6Gdb89Bk3zs7ZLmGn57M5iTtE4haPgMnRpAqubMc8wMFIa50zNodjBVfkJ/kPA1W+LB+43ynplZ5zTqAM5u8PbWoU9NPD/NQWEVtY9UIZWhAdX+4CLrAZTt2XZMz21lOrMc5+qeNFNRGVFX987S0PalFw/NzGwN/tvjZkzfU1mXEInerIc2tdultnU6jPNrW8i1by+fWaJ+UOhb/S9QDHmc9pMZCvnUvSjsY0rkNDMYGVOmRdk7gF4mWnMWnttkXGCW6GwlJltXyHekRPfT8fPUkNvtmXicAsZ+q3xHsXMaMxQMIyaicrFtubRCe4FtoqsWDJIyEw7P18pPZknwPjM5UR4pTbTZJmTCgpwmauXlWUoeSvukS4u6/OplUs2/txxorZTskIxHg8p6qxmoWBQ7/66bV83M7DOP78Ztm4cDB3tyk+5tvh/315No6Mt0DY0xmSmW6HkZ/cnnT5RskMHQDlIBntdnmLmSwlwyaZhIDQLjnGRFSLc9eSNkv7kUHRw5YbseGt+RFEbvSxwnYn4gpXuq8RXUNFEiJ2z7vh+E3ueXTrtdpeSgvC+TnSxAnWwvCjnU53UyMxk2OsXyQMcFf8hMcbPxeKL5LqnYmse0mJ+K7hlu0Z6czs68J+o5mdaHl7xeXgJFFfXReIJ4dEy6AZoLztA4RH9dTdOxVzMM1G+LFQp2dz4c22KSpLF0u4chhMTyC/mwAzW9uaPv035q08xz6qaZqZfmTQXPCVIOY3tiLvJyUV6iF+2WRi8lIyiZhHCbt/3JNh0rMwSObcqlNBiJMimoF113iv4/9XkCzb1KpkkBEguao6zwLqV50wrjotrJAcn+ofMxm8KElzIZa38PuqHkkIrIriTDiktsW+k9AScvyN9obk45BRmVMW+WaMgKUoQ1J3u8T33l1k1OtjD/kfmDka6s/MD2FM06KGHhcwfMzdR+j2jcMk2b7lP51O+7s5N1p6dTzmt8OCOE8KVm9hvN7Gfa8HvR62b258zsd/V9/4NPO+7jgpx7Vvwo//v9b9v+s/zvn+v7/uZt31nf952Z/S/+35/if/+BmZ2FEH5lCOHrzOyfN7O/9R6Xt0aNGjVq1KhRo0aNGjVq1KhR48VE/wL/fUgiDPHzQgj/IITQhxD+0js45mvM7O+Z2a80s5fN7Ntt+IHuV5nZ3wsh/PinHfuxQM49LUIIP8PMfqz/979/29df5X+/9Rmn+Pv+99NmZn3fPwghfL2Z/UEzuzCz39H3/V9+b0r77LhYHGw1LaAGfIWtBVTrtnGUV8PV78IKgT5jYUor53OssApBsi5s22Olc+v261yxvbMeBG0lUmqWW5krjlHAm/CBQs/2Y4tmB1zF16ocV55cAF9oObNkVX+O1aMbr78Q0nKPVnE6rOJp/aqdpjILrUQLdPNVtOlyvGpCJMtuP1Y0pn19EqDG9xI0xuW0kFNEoXH1MyqzcmVy/Ht+XCGkd7FWMCl8W3heJSOKuD9XRP3hTbBir0P5rIXey1bsfUGMZTl5G+wnWMXd6S+2FZATWh0lUkxgpVDoPz0FsPWIcW9aieeKp5Ca2yY98723hfZpVVYQII5isyx/RE6i/H7pE1YNhXC5WifR6UsXFr5epf5wfTEs/R1uUlmFxOM1IrISaIW+K6x0O3JuDRHjlxwhtizkOCKAhQpbQPS684pZYPX4TT+mpSFAM0aASIh8vUzPRmLD7HtagSXKpNl4vsMKu9pW1v/1kcgTmRPwYQsVikY2x30KMUc0beMNoCmY55wvjqPPGyB/r7dDh95v07Ze7aOEGmMIDIyUFgrizyVtcq2E5yvintcLAvgnPAeNN7zfjfebboMVbLVBrH4rZwQIb9MISCF0TJ91Kr8foD1XjoQlGmnnY+AeBh393JGn+3GdMo9NoHLfeR0SDdwISYBHfbg7HHO8GqOLiH4WQmiGMUjlJzJ170j4E0ydomFAATlZCrZf5bmrZcoxx7Ph3IcTEKfepi8hgH/hDAEiyU8+KDxuEkri9f2VmeUGWK8/Hj4fHgJ59Hi47nyD3OxdhIidiR9yKiTiDAkqAywYR0SdehwqlBxNQmZbPx/THeu3sKyufdmOZNbVTjAPmwwDIkXTZaTCnCBE4maa+o1mRqcjGp73w8CxWe2WVRSRhGh3jmpbXKbr3rlwtBfy9c7HQRqCiYmR1UsBJbdcDw9luRiPHUfMgYUGJSJWSJgF8j/7s0Jz6eaAVyrPlZlBkxe5QX8Uyqi9CwSoG5/cOUvtfQ4krkxumOdkBHe1SMfcc4OUc6Dl7s2HxjVHcm58EneieL1PFBZohEImkyUTJz2cy+k0mHO1lz5uTjEeAg2q0KtKNkaO/RsSmo45XMdkpk5jk6iImMvmu/m1hu/9L3KvEG6cJ2puk5l/eYpvr2DGceUsCSCFNQemEU3zxE0WtmX8jPrQFH1p4e1yDlSb3rXYTu7vBhi13gPN8mesaL2x7trU/299/KLJicpIwxq185bI78l4TNB+pzXm6xdj84c4HyKS0J9hNnf0uuxaPAd/tz2ibwplmDPA3IiQBngyokIfjmjk6bjtcL4wdaTrHs9oPx/PCWVAM7toLHTj51DjCx8hhH/JzP5jM/tnfgjHfImZ/WkzuzSz/8zMfkvf99sQwmtm9hdsMBb9lhDCj3aZtSw+dj/OuZbcj7CBivqNvvm3uY4c40v97xvPON0D//tFIYRJ3/dd3/ffYmbf8i7LOELqlXZ7N9eoUaNGjRo1atSoUaNGjRo1anyg4ntDCdWA6HuSh19Q9C9IH+7Dg5z7TTb8MPfnzezazH7hOzjmd5vZlR/z7znb0vq+f8PNRv+uDZJqv9KGH++y+NjQWkMId72RH83sO83sPzCzt8zsX+n7/j8sHHLlf9/Jj3MzM3v1vSprjRo1atSoUaNGjRo1atSoUaNGjS9I/Jdm9jV93/9MM/uOz7dzCOElM/sF/t//VD/MKfq+/x4z+1/9v/9G6RwfJ+Rca2Z/2QY5x0+Z2Q83sy8xs9/lqLc/W9h/aclOoBSsv81T9/ohxjv5JdydYd/U/+eTUxRupcjl/uR0ANBaSxQniWCfaBLg0PUZoLqi3hE6LQprSSB9DuqExJ+5ECCaGqlYirN5wknv3VyBMOSjUzUyTXHRGrsxsDCDVUvAcwX6g8OQaf4gOmsO+x7g4KxHfc5ot5F3iU0Sf+d13SDhbDWGuosGZWZ2dOHdDtSODJYvymxmNuEfcO8niS8vxnVO8feSwUNppUO0AhofRFob6AAnp5Vt+wKVgCKs0bAg7TbxY3rSIKIg8Lh8pJJGPVbsKPpDP8N1/X7nSXPcpnt9N6YhciVJbJATKEx6DpmQu+oFgvCH66E93YdQ+sz7F2m/rdN4SONoz2AIUmjzUTi+Hdc56011ThrF3imO1+jroriuQcHtnYa0xX4ymCmJ9RpFmFUW0vc87yxwPvVDihPHfNeCYuUxA19SdH8KZau/PkCdySSCVHdRjkm1b506eQBNIt4vDROc5pW1zxI9pxCxPp5BDzTLqX8yf+gAqn5jO6wxvbVNauOi456DNixK1B3QC0WJuQaF6TAfOhOFzyPVBILboghPQQfR54zKWmgfkTlPVlOhzep6e5pYnMbyAq3LATCf6TxFeiANd7wNclsavyAL4W1mCfrbvfOhX0iU3SxRhN5E276dD8+mvUUuOioHjqn9ZklE/sgB8VLfpU3Nnd7/wuRCRg8Y10XzOUP5RQPfYgxSDgqktfppKBug8ZVj38SvR0qc5gwXFKn3ar1t042Iut7hgUWpjgI3WvMeM7MH+0F+4v5NkqE4PBkGxinNmnTraGPRwGcy3paF8jqeV0w3HCgk+k5PHKfRzjGDVN7m2NGNVS2KRk+kl01lNoIH0U5d1H+2xH4+Ho4vkdH3O+VuGl/sRWvD2BdF4kFXk0ES6NRTN0a6AH1T1FrS1bdOpz7cpjKHrbdFPq/F+A7URWgmJIooJVYirQ3jk8x/LjA3K5XvYRSnpwyB/8G8qLvwesbcS/3x7p3EbPrExTAJocEN6YWSu+C4pBy1ntLUYTvaNvGnvEeDklkKDYRkNvHogG3bYRuN3uKc8TS+d/J7NP/O5VRkElCaa1I2oFfh09ezQl365wmp02rbeDZRAobeJBpradYSx7axNA07i6iJNH/oLt2g4Sq1nTs+JnCcVTxZJqmDh7OhzpsFkjnrSPc5Hee+Fu13LwMXbNOcku9hmufMCv0hk4hwUzJ7kp7//EYmByiEFHFQfL0fZP3BJX36M9JBZTqIuuzG73V6P6W/jOabHd4nJMXRzMaJew0TtnPPRXyRb6QbgffnOM8mJdbbIt/hJBUgmQYzswfzYQw6bNKYqrnean209jjief+Ivu/vjwr+fseL0of7kCDn+r7/5h/iIV9rw29Nb9rwu1Mp/qwNP+D9xBDCsu/7zKnnQ/3jnIvp/YGnfP3r+r7/O/pP3/e3ZvbTcOynzezfNrNfbwPv91f0ff9HcfxnbHBffe0ZRXjZ/177+WvUqFGjRo0aNWrUqFGjRo0aNWp8fEKeBd/W9/3ThAT/Pj5/kZl9L7/8UP84Z2Z3zeynPuO7p4Zb2P6GEMLBzP59M/v9IYRv7vv+ke+iH+c+8YzTvOJ/P/vOi/xi4tRPbOsra5mApwvHcpVPq4WZsO35sOzRrLB67/sRYSFUGZEEWlk5YoVFlvdHoIGadozY06r840USZpYQMa8hcWCudB5mwzVuA4RUtcIy5ZKYhL6xKrQYr+IrbiF2/Fm7M/r+yWFYPXp4nVYUmxs3iYDYfWk1UKvGur6Z2cV6+MH8pXVaORX65SHFroUKzIR3sRqolSmuGmqVh2Lz/n3IVgh95RcIsYgQIOJQnwti6IxoAX/AdR0GcDoQTtHn+1uqNwIOEgohbSutxJVQfJkAddw4Xv1M5UTxXFiWQt+hsCqsFUKiG7ToduJqvgBRO9SBIw+6m1To41z3UYAPUQAZyDmtKlKYW1bw08NY5JyhI2ZbII4mw83c4lkfzoZtU1jGS5B3gnay9HyyQo5R36URzd5RvlzZXQjFAwSrxN9fWqR1TQkW3wIVIBTdpCCQscAqs9APt6t07L4btwmZYhCJJZQcV2dL/Uyi1Kdz1JUv82bFKyDFFGE67nvst1zVFtLhiA7xcDfkqJtNWpUXEobP4bgezkNB+Jhzz4D88ue5IzrbkWsntLtQQL/q/joOA/65aKRSQheyO/j1Tpt0H50jIgLzusSkz1Jh+mUBZToXGiEdq/a7RlsUWmXH+vPxju0ugoJP42kW+8XhbKjzxoAAjGgk5kqigR0Rh3MmcW20t3NHta+BiFsO16ZBipCwF0CrC7lwhKlTQn4ir0sYGwiWEvqhJJ1z8HNfN6vRd5zHyOiDT23t4trrGe7NEe7sAzq25fxDbayAMu9oYqT98Bi6xTg3x/Y+BgXlBj3qz0A8RkMlAIDDPP/u7Z+j+QNNibwawhhMk42HnY89p0mq32sfc2+n4+dAgwTlvPB5+rpuj+OhxuGAfnju48RdmA6JTaF5lhmMIHjd47jO1Td7vNqoipjDFwVzCCIEFRqzaE6h8m3hxqK21R8LCCvmBM0FYFgx87JwPi7E3BUMUIgaX8/c5AZJcjXNOCRmZrbzMh4KsMsDGtSNo1TfgGnKg80wduy2aX4tE44+e/6ecymar9v7PBDxIiJaCFBOm4QAnY52y4T5hXTrJryuH0tUezseryNTCHNzIUVbHKt+z7pXTujOgc50RgyNvtSeiG5XeyKarrscvr/mWA+zKfWvjEkUUXKYq3i/6XjvBeSX7p3zDc0zOqBkzU2/5k+ALi2Y16i5ZYZQ+oz8KrQ134eEBuxpdqe5Lepj7uMYzbpkCLSdpNxx2j69DfJ9cir0IOa2jd4nFhzXfR5WMH+6xLvypbMRMsSrl/WEsUhnnoS+OG/9QMTHHDn3HPGl/vedyKKZmX2xfZR+nOv7/i/ZuzdG+OM2/Dh3YWY/0QYXDTOzH/C//+wzjv0J/vcfv8sy1KhRo0aNGjVq1KhRo0aNGjVqfJzig2GA8e7jh+JZYDYg57L42BhCPCOe4DPX9P+K//0ZIYRRYwghzMzs6/y///sLKluNGjVq1KhRo0aNGjVq1KhRo8b7FqF/cf8+oiFY5XN7FnyokXPvUfwSfP5/8PlPm9kftEFm+Veb2e9523HfYGb3bEDN/4kXWcB3EhnEmuLlopxSbN5hw+s56QUDNnkGfLmg9YTTS0yWIuwPW6dO7RP8XVSnFjB/CXMaRJNFmLoGRWTitIf1GSDCTntYFgRQjwsKszskmvBsif8CrizqEqkOKvNhDzHpcO7nTffR3Q7fz67TttVmTO0QlaRdp7II4ZyB7j1DEeouAewpYNwrp+D1y3QRCrjqPKQw6zPvU59J8+lESaDgqijCJU3yEuW0RE0oUB0mlL0MY4j928+RFYIUkRKNS9Rl0gF1T6TORioO6sWPac5IHxs/1wjfJ+1C1CQI4EZ6FFnIqgMYZUS6X0aJDX4+UmKkOk6qo42DWsh+vaz8JdqTTrkf05VbcKIapzg05Jzo0ZCacOGmDjA+OXfK3A5tVhTtZpLa4tLF8s9BsROd9ROLm7ht7jdHetEjF7TeQEx+5+LwzFnHgilO7Ieg2Haev07k05QEsEU5BYVa+aZbg2ayVFIoHIuOVqJxqKuUqPhmicpHGqXEoWlUc/I8vEdulsHDfp2OlZzBPKN+jK8dqaSgq0cjCDST2JYL+YT9YTJmnCVh/mKeQL35+WhidL4e04ui4Q7oucqVpHveXQ8j1MurNHfSGPkQQun3NxdmZna7S+3uLRdNJ91bz65n99FzXaXrdi7L0C0pxl+4eeQ5UYN470sfK2jWJKMVUvWunFJFGp2CMgoSGN/24+8XGJdkjMESq365ML6PdGAkzrd9Z5ZMrhpQiVWHNLZYRPkLXKMgiq6CUZw+zLURhYgUMNywjH6YA7U7hx1piZPa6Tmc5j2tJ3FSZ+PY+xRDmFDoCDHX0yBBnhmQNZAuese6vB4+82qRcsj2+wyeSiYl4cecILswuRzaxNVVosnL+ODOMm07nsYU5tiHQJ3uNByexmMpKZa958Uj8l2jOWNpboNtmivRTKLxdsz57s5lTSYbyMJ4nZP+3MU8BoMO5zA/mSZpF83rJngiK9C3RWE9Itcr/9/H/FXzSPZh9T9uu22GxvoQpil7N6oKuzGXlHRK1X/WxvYFWYNIdUZ9zPLvGFkT12dOfaJpDuiPPgZl/UZdODNPKTwbDVl4Twj+HDiuKyfjEcY8EkhX1viPG9F4wzl6O/dxBxMzSXqcMHcgO/Pk98yc1np9ZIZxMqUq9BHmL8ltUK5AD2AC87LZrfcHFEZ5h3lO8+DTCvXrz73DNtG7SSWWCVNDKRlvcBM8V9FZXzpPckCihT5Ef72dDRRXzuvmBVr7wd+HaHb19nKamU39c2YmsRxrxVw7LX8DmaTt3iVAmvFYdOomWbv4mMZ7boARQniaL8Gz4re8Sx+Bz/jfd+JZYGb2g2//8iP/41wI4avN7FeY2R+yQZzv6NsXZvZrzOx3+K6/B3pz1vf9oxDC77ThR7nfHUL4HjP7k33fdyGEf8HM/ojv+vtdv65GjRo1atSoUaNGjRo1atSoUePDHR9uzblf+xzH/E4zey9+nHsnngVmBd+Cj/yPc2b282xAuX2DmbUhhH/k23+Upfv/42b2WwrH/j4bdOX+dTP7JjN7PYTwlpl9pX//J83st76gcv+QYhL6oiCsVp8PQEkJTWdAzl264PrLyw22OVoNUAahUD7bJaMEXWNL4VhHlwWuukjkmiLGEnDFalpzMZRvh46rlf/pctybS5bgHdElWrEjutBXjYlGiPbqQLVI+Hi6TfexvBm+nycQj832vhqJhY/mwu8NQs/xWiiLTDEyFMdpvOKpFaUriCdLdNQsrbZSJF4omgYrMhL4JsrjtPfVaq6waZU0cz7w1UqsTMtsYHocr85lorPejHgNrWZ+Ht3gtB+Efk8OnRDKLDtPYUU8EJ3jZSaKLCIdL9EWS2XR+Sh2G8vHHf0PFummcbV3vF9fWLDLYN/HZ6+qad8MrahycfG7IMIcIgoB26KoMy6iz934WfdAcEvA+0QUr1cO22Ja2cd1C1h3mT/ssTx7CuP6UK7aBaDk3IFg02Cb94HMXKUgshzLle0nyM4YtTQHekiIHq5uR3Fymkmo/njbQs5lKMl+tC07RCvd2DrzPDgB4k311qMftoehPnZ8Xj5mEKmnbYctlslvh2OZI0ur6UUh/U6r82m/acGwJJqrAIXcy3QA6CcZH9y7TKvpX3I1rLl9YpnmWkIpv7m/iNseAQmnEGLuk6vrVD5PjPsCQvGwSW2s3xc6tEwnMgHs4Z5Yz8r1DLZLPc8F9lsWzCuExiByTugCzhcuZ0PLvARyTvc5QaJQX3rM9uRt5gzIRJYhHuvjEsenOK7jfCrfgQZTLoZ+uE5jVvD6ZXO5FTINCCtFT7SCxngCRdS/MHhENBrGjpjjCSPzZ0gUd3LZGc9FsrLoK+bAgulQX/hMkwhbjs+jsnKcC5vxYKvvS2YSQo+bJdOMFugXibrT6KXTczgHO+NyaFuvXKQ5JhFzCrWxFuNERCGBTXFauNg96zIaVnCs93zHJlkaSwtzlsZRUk9Qllvvp2SFBDelmQB5rk/ZUBkNQbDNd2iA2BEqj8yIJYTlNZYegC5V/2ox3giJkyEibRwyE9jfpvwVHAU4oYGXUHd41mqrNM2aehqh+VQ6hswEzeHGCKt+zg6hL9MmIbpodhX2uhb6q5CuhSG8R7/WqckKEEoqoA93Pu70M9SL77eAwZSQ2kTx6tmQyaTclz1rN4ng3JaGJXsb2gJRcjJ1y95f9LmAus5MOLxyMkMbr5spx+adj9clhtAZ3+H8uQI5K9TrFCi0haPf1kCeaYp/wHgoYwbOfeLcBttUb6+epxxz7s/hVHjJ4FjUFNgUKivHYyH2MkNFjye7ZEQhs7PjAYZVO1FsUJZ5YnGR4VTjvYm+/3xvly8k5FnwVSGE2VMcW+VZsDezEVrw4/Dj3Dea2f9lZj/fzL7czL7MzE5m9rfN7DvM7L/o+/5bSwc6Su7rbTCJ+LfM7MeY2crM/rqZ/VEz+2N9n71S1ahRo0aNGjVq1KhRo0aNGjVqfGgj9L2FF/BTx4s45wck/qr/fdnMvsbM/o/CPj/L//6Fvu9Hq4kf+R/n/BfLb/J/z3N8b2b/jf+rUaNGjRo1atSoUaNGjRo1atSoUcPMzPq+/54Qwl81s682s38nhPB/8ge4EMI/aWY/3f/735XO8ZH/ce7jFKKpUFhUsPcj4O8nidwCRi3Th1dA/XltPlB5SGt5qxmMa9+cJANbnY/0AomDk+oU6Y80BCjQ5CargjB7AZk6dTgzBby7pVMEjqAcOfQ7o5IJVpxR9kQ5BGVzN5RhfpO2ic46pyp29/+z92axtmxZetaIFbG6vfdpbleZVeWysbGMRCNkLCT7AcmmeYAXgxuQeCrxTCMhI2OEoGQBso2w/AISEhKyEEYCJJoXeLQlwDKyLBBYZZW7wlWVWZn33tPsbjWxIoKHGP+c37wxzr6VWXkzb56cv3S01om9ImLGbMaca83/H395f7NMp6fcQ1IXymkPLoUaIZMw1SUo2+3N/Jx8Xib1HlzqcAmSil5BZqT3pIgrwWwfSHqNkhj/e3dAHT0GElE9J2Rt+Rr5vaQQJcV+eWzVL3dYhuOyvfpeUmJI53Q93FdyOraNJCcTzk0SeSJhcAAAIABJREFUvPVSmlQk9ff3Tb/s75R2RDkWJE2iRClJrCiJvSyvx8TiOofSWr2nHHBMMhSMOb8mh5naboRUa3WjBsM9LkFfDRKZawwXhiU+xi9I6nxYzTf+/JBlhopjv7z6MJfF70dZgySdF1RCH8jpJCWhSYCkgpQXjTmDdzqmcdNC6rDZLBPvi01P45UkJY2S+xfDNjBP+MJ1zcq4fu9J9VkfKiuT9audxi9JPqwYeqKZjGRjSBKepFxUv+8Cmd/OpW6UCCmtwR59QmOI8jxJnCBXlOSEyZ1v9vPk8vFVlrVIzvoJzEROPtgO6xygjp6ygXNN6k8IFHeu7aMM9sFTOkyPrBdpCvNzSFJebJMmiWv+4CrJkSHjYX/zuP8McqAPXYL70TZLemWksoZeUc93GpfLP/ad3iewFsf2npT+SBMmGWmg70texDXGxk1fLpCD6XOF6ZTfj+NVawHJB83M1rcec9FPBpchMhF5koMHkqGJcV3xE39X2o0oVQDTVQxXy/7ZdMsYqIT17X2ug40/R5ebLd1joKwN98tmSCjDrjzXDLJczM1SM0cmR82wnDfHjjI5fQ7y973Kh+f1sjaYBxQbKbvXmDtAsvn2OD+I0n2Y5fmB48FkrsLUJJrbIMVMErxCFryMWTlRfj6kuZJq39H7zIQ5S32nkN3755orjFuX3XMsqyirwHjnsc/1wsTyKXk9Tb2i/h2sm0VWmcYg5kKKr/VBIXVWYTm8ApOr3E9w37Z8NcsS1uEaa4zruY52+zw3S/J/xrr+/NbnO8yBqU9zad4FMlmljQhMzIq52euPKQeaq+W4lgHOB9dZpi2THc4n9+e5zDSk0l9bFGbXLtcTxTrH+8epzf1DX6suXBP6eOZ4TeMB7Z/SmhRrbn89B32Ibaj1K+LTqLn+KgcZSX4jAx+mZ4i+153975QD673ihZnZ9WaeR5ju58PtGzPLc42ZWe/z+W2fz5WBw3G7nBc5j+k90y7cuwz9wNROGkv8XnyJ6nI+Nk1NOF6/Fpjsxznn3I8Kf9zM/jcz+2fN7E83TfPvTdN0aJrmp202HN2Z2f9hZv9DdPJPvDVIRUVFRUVFRUVFRUVFRUVFRUXF94tpmv6ymf3rNv8E+cfM7NOmaf6qmf1dM/tdNqdV+yPvSo1WmXPvEbTjsEVmViXcHbFFKGbVi03O9PnhZt62/RguBy/aR78uEnP6lsmLdd4hUsLNt7Ql99doF5dI7DIYPeg9k2ZrZ2WL3RTthNxgd/m0m7s0E3Pe3s9buwN2BcVwKqzD9VN1tHnBzTQfNf01E9vOr0O+bUqQyt1UJY4mUzCxAo5LNgp3cVUbd6u8XX7ql9Q07qCuvd4+uFru6K3ALlCi2lvs3AxKXsqdH+3AcYdNu/M4lnbToqS+QQWTdZdIQ4Xhglhy2D30zbE18xWLiUOTCO+XhdW7M3qmPXYmPdEvd/b0njuYTcDsOB7mbcPLAYySdv47TSymIOKKlDMFTIsVkh2LoUjmKetcO3ADGR1ioZKVp+S6+NxK70kG9N3sxJYzs6ub+eZkXR6PzjgKEupemNTdzzn2uTAnnYu+3z+6QQp2IT9to+Ah9gPYGd5e3InVGGAbinHKxPViAB0wpsRQIMtMrIabXW6Im/XSxeDWd8kfYLyS2BZkOYjZA0ZZ52ywgini4PimqcvjyU14mPha7ELs/N74bnYbXJs700e/3oD2SrGAY11GD2Qh+VjqkPy587YpDC0m7RrHz5efw/w5yM6c78d21fzQYWDIxOg75+fp2P1l7mOvTtfpmHbOyXSQoc6nMI64dwbLq9t8bn87HyuSp+sZOa6j9hSzG7GtadrF5/sOLBlnaO+QlFpsi9+2/zwd++3bOc/wNVyYbn2S+tXzR+nYt04vzczsAcFDz07jCx0j+1Vzx2HK40Z1uA7GbcRC2IHVILCfaPxFc8K0Ws4xhSmC5g72sc2S1dT6eoP9b/DE6w3YtKkMAdubSH0a8+fKk+xv3oI593Z+7eCAlUIbGC/0PQjnVxGYybZ2hjurVyzpwndHhCjMVZpr2yPGnHejMRNTbdi5WuEKZXWGyAXMuYfNHKsYdxJDDCw5xZ0L6jxknPvfZVxgZra5nSuhuwdTSOY0BWPLL9st67wwZvL6GMD21JqMrMC0jrjB+tSZQi9v8trr5W5+zzGgdcSpGGdudlIwhfLfxe5mX01kwIA5PZBhpzUSlRquklgdlyyfop8EqoaCfaZ7qH4jhhXrXH9HXXY+Dq93eU7VPE2m8+vEukdbezsV7eprvQbzk9iWU8BkopnMJkj+r7l0DTbds+08ML6xz9+fnru5juYa4u0pf1EY0hyI5/BK3XFhHBjLRXM4+8SodoVZh5hwRSx9gsHEdbOmpdBhhH1C9RrO5cu4fkFZVj6Hr8kk9fYfcd+Dx4wTVVLeJ8ic+6nd3CY/he+2+k57hy9st5f5/QFzoBQYD2jDt6f5+9cdYpbWsQONZkKWXKCI6LJpF9dpXyc09nQf+c1c933GNE3/adM0/6/NLLrfa7Nvwd+yOc3afzJN08O7zq0/zlVUVFRUVFRUVFRUVFRUVFRUVHwB0zT9gpn9wvfw+b9kZn/pe71P/XGuoqKioqKioqKioqKioqKiomJGzTn3Q0f9ce49wXo1pES7+/ZcHDczu+6WsqtrfO7l+nHx96NkKsEAuoG27sYpxB2o32fXyZEKq/ekukt219+Ahn49X2e3y1xs0dqfrfN9P/DE13wOJbn+ziYbVvyyU6fvYAgR0dnT3yi7WkkWCFmw5wGnpGRwdRnluclggMnxVQesF32OidK3QTpIKcogKTqf8hDW8UIi5vJOJvDedUv5YZINb3Odq1YH6EZHDxkjJCdDkIQ3ySlZH5KmIeo0UuWxOfSeip0gOW2i5Ue59dHdJRcYaPTgcqZnH2VW8TeezYnjP0BC9c1qKcuSzIsJ4T9rZonbA2XBoyQxlEmpzE9LnRuXlzTT8nm/TI5ACUNKNkvJufdbGj1IClHIvLcu34C8XDI1ytrUsKT0j5elNKmR4cIh6ySa2/n9+rBsxAGJeXtPMGzdst6als+xKl7NYtmIZBL7Qu/lCcuLSp3j2DBC6uJjhVJWpQ/guZJE3EJim7ov7+HPtEG8u3JJT4dnO7m8VLIvM7OeMW1YxgylBihiqctxX2xzWgPJrB76LNV47fL5W1x3OHusosTG26G9oqRrWX49cWlEMR8tpKlryW7zuepvPcqi9oykPUww/51pngsoV9XfiyTrXr/8nMYFTUIuLmEJzR/4ZJL7bpFMfLOMJ5JdcvznGI7YAYmjet6Bc+64jOuSs141kLXaLN95CzeBXz/OdcSYJrBPq26Kfu5tc4Lu8nCe62gVSFgLiZi3/xGTgu5xhIxPif6jtUMR27bLOTeZ/6CfKFH5sxdZcvhiP48HJmv/fDXLmYchy8ftQbrGfEjy0wkxULG7wZzVPSo9Qz5X3Y3mD8nwAbflsycpb7BMKJK6+32YCkHmSmO7TMthuIeu0+UwYe3JYy70ZYNLrNsbzFWaT1pINdv5Yd5gDDcyUqD5l1KOBPGMyfo1R67fwGDktcup79HWkrUWaS2aouxmWa7KFBBpzdqgfJK/bimJniuLa+BrN6dRknqzWL7de6X3hVR8mU6BY26zWV4nPQfiV5K/ot5GT73RQILfJPOHQIr3JdqzKZCrJvlrIIlln019lQYjXmbFEIKyRq1Vzy9xizQnwGBCxiHT8h5Tizrwz+2vYbJzPa8Fn2Ou3KyWZjfPurmt+T1K7UW5skzbKFdWuR4COXIkfzbLMXeghFVjDkYlamPFHbMsdS9Tovg1mBJF81cwv4ayZvaToNMoJUUbPCfbVfGf8tc2WOjKJIZjRPXSYZH8gTvtfGP9Nh1bewD+uMttc9zM/e2EQKE58lvH3Mkka70EaVxWTO0hQ5ggzQifTek+rra99fj+VfGTjfrjXEVFRUVFRUVFRUVFRUVFRUWFmc0/sn8lOecqc+6dqD/OvSd4uTnY3n/I37ewIHeD7WfdcheyYBJ40uzby4fp2Gl8d/d4uOQtXbEQmHQ27cQFDDUymGSaILacmdnWd66utnkH68pZKs83eaf7483MdPp4fZ+v7TtT21W+ntggJzBOznr2iEE3LXewS8MKfwVzbtwEu0teB0zqn5Knczdl78nfwaqYgkSqKdk9dk0LBsOw3ElS0nQyne48UX1haCDWCD6nHZ0V2C/qWRfudAV9K7FGgt3Uad0Ex/A57T7xsupP5+Vu7wptKEZCG9i/FxOB7+Jdo4/9luvZcv237l+lY1dOwetBW/jueWaZXMBUue08mSx2Okd/jgkMBe3ONgGbcgQLSswDsuCiHcqxYFMs/57OKXZJ/YY7ZuH1HT12TLFGwWA4+m42mQ4XJZaGqYPGVbERLybGIZ+7vmv82PI5Lkgwfn7hl7gBW8GZC2uMh66L2G9+DcQnjZUjdk6j5PXa4WwDEgeZSkePnyvQPTXmip3TtIsPRoSP+y2e47mz28gA0PsL6x6MrihmRDvY2oXeYZ4Qo4M7zidnLh3WeTt9XDvjAINTibZbMATFmGM7qP7JQhNWu+VzRiYbZCH0iT2wZEnegwE4eiwoPud1xd1vzYcX9BOVdThiLnTGTmj+gDg2yXSADBuwo9PnxOwcl8eK5O6IGarrwpjF++DrPrPffq37wMxKQ4jv9PNg+vYxG2R893GOaXfHPK+rDcn8kQmTkYXk9frIfpnYG2A6+nxCNqXYpSq7WZ6XjmDOpL6N+SQZLTEGqo6iRT8YIN12fg4aJX24m1nUD32ug/udm7rswH4ZlgnVFdvYJxLTGfOThj1NomSowAlK002RUL8wKgjWESoXSc1B3MqsJvQt9cHiXB0L1jZk/o/lqxkYexjCozNNe04Kul9hrhFR4QN2ueb/Hqwgvx/ZfitfrIxYE6yG+RiZ+GGdH5f36L2sbP7MiM8nP/pYYozROoFIDHuuvXwu4vrkGvFQc9UF5xx9HX6LMXw+L5UOMkNr8EyJIcg1bZS83lH0CRUhiG2FGYqPjYg1yvEq5lepCnFGJOYYGUZ88iyrHxSfaIAnA5+3D5kpfDkv5yDFZho9ffP61szMPt7me3SBs53mOc53+v5UmOz4nBqxrtiWmudOuBWZxA+n5XeaXnPUA9Y0vr7Sq1lea3GYyRch/MoXtj/eB9+RJjdGuX4O00FnIV6hH+v72mVcBqqINUj2YzaJyp/bev/YBGs5ruH1vodD2xA8qMp3QvDVnNXRYGw/PxOvoL/TnExrL6419Zz7rrfTcLD/Z1GKip9E1B/nKioqKioqKioqKioqKioqKipmTFZzzv2QEe2rVVRUVFRUVFRUVFRUVFRUVFRUVPwQUJlz7wlerI+2d+1Va0t6OSWqkqTeQZr6xpNcSvJolqWOpBJ3QXLV+4PT9x/zPdp+KYkQdVpSVjOz8dlMf17fZKrz3pNi7rrMf5fsipLdF87P/qDLlPPo2d9czc/G5N+v/ZX0dklnmIg4Jf9FUv/0az8lJS5daY+oq/tl4lXVQSHY8mOUq0qOStnSOqBJE0OQJDaZIeDY7WG+oSQPZqU8LpXB79NCTiWp62UPqW6XdDLpWOPHihyxkqSyfOofkFiud3M9NOg7aqexQcha+fOi6Cu9p3LGuwzlFI331Ve31+nYtzaz3GsDSfQnmyyZFkanta/QsKKwq37mz6k/BUmWWQcu42gga1U/Yn+SZIeSAsoQcjJ0HAskB0rgv4IMRVKokZITb68LpCmDJDFom/QsVLqcl3Kgpi+fzSxLLCh/Umjhc0imPFLWJHnmJscEyYAKOaV3kEfI5CSZo3ROktg9rscYJEg6eejzufenOQZynOnapyPkef2798O4iai+s8ZzqCzTPstuGAuGJySslAOpbh4vOR5evLIpL0n5u1fUq0lKSF3bcvtTR1imyKwj3R9S0iwHzte9ckOjfZfbRsYsj5CwPgTtKmnqhPvKnKTDGFDCat5XdTXiczLDGNtg25dGBC73XfFYE8TK5JSTL6PxtUY82aAvqo+yfypu3V6yfOvbni39WZvlRXc+CY2B5pGpLiRD3iJtwZU/07NumVqBEmyZa7AuZQRxA5msjKooQ5Okq5A6KSYw4XZX/m2+0DKdRjJrWC37IqVib89zvT1iXCd5LmVcW62BULxk6oHP6X7rZewtTKJUrEIq+G5J4XwBvVKb5jGSJgfednz27qB0EE9c1yw98wVKzGSMBa2+jCwu8BLRe8bwJCHlWkOPyTkyxf+lzJdI56BtpCCkkYbqiCYWmoNW56AdAOWG5zymGxbzsO7PBP2+ZjkjdYLWdZS3r31cXGHe+XA/SwB/9ionsf+Z3Zt8jksrP+tv0rFffZzH+gkLooPLH4v5Wu8hTU+xbIN46HL8MgWHjyVWm1+vmCeUIgDr67R24xLd14krmAltXHLO6yUJI+cEN3WS9NTM7MV6XlCcsTD6VZvr5fYxd+S01g/WyoyByXiB34H87WXinDUffJhyx0uSfZgTqfyFKY4fk+mdWZbnDuhklD33Hl97pFuYXM7a3UMe/aB1ZDqUDWG6ZYfnVJ7iA+OE2h99Ipnh7SHzfD6vUT55ltfPP311WzybWY71R6SrUNsVMt9p+V10FfS7TbBe+7yf1/j3CAr6Psw2XAU0LqV7ukeqA7XXM0jOIwOP1r8f8FjnxzYt521fd7a9HWA88nVCzTn3w0dlzlVUVFRUVFRUVFRUVFRUVFRUVPyIUJlz7wne9juzwHpcv/y/OuVtzVeH+b0Yb2Zmp8P8uZGJUtPO5JINwN20ZN0NC+9kfMDdOU/6vbrOO0RXV/PuA3eSmDA6nevbmrTU1u4hk13vnJ4z4Hfnb2znnRMx6MzMemfHHVokDh+X7Jxx52wPMF7EfiHTSaYPm7f53M1b39nBZk5/4/dYYxdsPw/DAYYQbcBQPPmOvnZDv1jWKIm4dpciG/kLyp/armB56Br5AdIuKRgMY8A4SX/jLrmzGZiIWBGIZzbB9bTD2aAdGq/zZrmxW5h1TM3yc+2DJx1e5d3UvzN8bGZmb0/52E9dzzt/z9fLHS0yT8RgOW+XSex7MBQHr+eCQaX+hOTUYpkVuYeVtJlMASQW7597n0Fy/dSeHMNBoudR7BKM/0bJzVm/YmKQwZKYH7YAy78KzFfETOAzpXZieznTYXxA0nlnJBzXOcjIRIYMq623DfvTvRilYMlqh5MJ8D/YPhZ/MzO7Pc/949OHzLq8u59jS39AwHPmIVkhKfE2xplYC0zufO/34y6+nuPjq8wUpqmDdmAJseMewJIT4+/Ncb/4PO/XX5ZJmMUMncD8EMOWzN9twO5V7C4YFrouYr4YWGRJqP470F87f16aRChGPt7mMSyWLDO4K/F5v8V9tzLAyR9ULNrs4Mzil2a9TMvQl4NRtD0cMAp5jdYHDhNHf+QJtc1yvxTzjCCjVwyBZwjDLzpn5ezzQZmbkCFykPkLy+rvyS7eed08W+d5+JLYxUv243W7LHPB4p/mflmwJLy/TVfL+YkYfMxNSOCdjBIQf2Tw8four4seNvMYYUyQGQ7Nmmyz7NuZdR8kLEeslHlNF4yPaC6PyjK/93iINZfJwAEGRL3382GDc53R3z2ifr1JGK9TFeJ6g4eMgrHtYYtstTT/cipyxh7NmjScqS5IzDkyHbVOCBh0vIfKctmhc/jAamHMJUMIsoKieUdMcppxrHZLVviYqHNow3xGPtnj3Brr3Zf7eW1BBtjvvP7UzMx+1/7X07FvdplFd/aK+P/aT9IxrfXvzjn2nbYy+sL6T2tL9CeZfm12GNfO5GO8PjvT9FSYNbybEU3GntQRDeaOq+s5ZjC2yTCAcf3uJHMNmibMdUBWk0C2mpiwY8DEZWxWHfF7kVh3d32uU60tIqYVGcBifvU0E/BjjOsyL3i2yfHzppvfX0JHl6xqOk15Xld8ixixHDeDM2vhU5He83M5buLYqM9xbC7Xk1prke1363W4gpvcGLAVIzOvVbB2iNRFMo74/JjXZloDRYxIzjHRukPn8DnU7jdor01Q6WIAsh8f/Hod+qf6wrHt7LScGr8emKzmnPshozLnKioqKioqKioqKioqKioqKioqfkSozLmKioqKioqKioqKioqKioqKCjOrOed+FKg/zr0n+JW7D+z1dknfvT26+cM9JJ33niT2AKquU/SL3K9StW2C5O9bJBiXbINSt2f+N9C3byR/2WU6sKRahZzKqck8dnI6vaj7Zma9c7B7cLEla92Aiy2K+A1kN9ebmWJNWvMQ0PJVhnObh0qvYUNZq99uBVqy3lNtJgUuJRYXl+IMSIreKxE5aPwXlxJMB9z3uCxz0V4uJaAsJ7UhJTGSY7D9nepO+VDr7Ukq+dB4e0HSIXl0g7K2j5L55eslScxmKd8pZK3D8twmkF3r2RPVHs9EOa36+wpj4OIP/N3L83RMJgKUXUh+QFmDktzu1pCKeZ+FIC7LniKTCJRZSb0vzMXvFxpg7tC/RALnD+dyPbvOElzJAM5IfC4jEEqmpqD9JReifGeS0QulyVLvUdJ1CfpTSoaOW2yUrBuXC6ROGktKcGxmNq1cNoC4c9jO7fUCiXU/2Mzvn0Ga/LCZ4yIlB5IXfLTLstGPN/P7VbOUYn7+mKUTkoo3j0upO6Fnp1GOktizPWRoEBnCUMr6U7uccPlZNz8fEyl/5zT35TtIfx4D0wTeW9C9W0hOr6/mPkYTDiX4XweyWsZUSScZc59KpEx5SXomFPMiKSbukZ7jjLnN484KA1Fzm9IWmJkN/n7YQurs89xmC/mwSxIpsZkC+UuodNV8Aqn7JOnc5d1tYFb235/bz5ZGmtvMzB5dm3SAXklzIxOLv2jnWLaDDFny1yPm188NGf4daqcXKMvL9VL6zblbiORKMqd6C9lYaGzifbDDukOpMFhHSvlwsNzfU3/jEO6XCeuj/r71NUsxFwWS02QcEUjAb2DgokT/OyQEl3TtoTA2md8/nihHR3L9B48Pp1yGLDlDWX1O4ZogmTUwu8QqkMT59YpmC6SfmpPb/JjZEAghoXXzn+4IabLuRxWqTIyQsD7HTRRPQyjQ/3COic6d9Gw8pylf53MC7XQEfYxpQWS8hPlJfYLmDy93c8V8vM3zzgfr+f2zVR5na6xpB78h5yWZpb3YHtIxySyZNubB+xRNeEJzJX/P8ah1xMC+eJDRA+oqmU5A0u2S2Wc3uXw/+3yW8v7Wq9fp2NYD9afnbHbxay4vff2Yv8foOTiP6TkugXkCTc8Kua1D6XkOd8t0P283+b5Xu2UqnkjGKQluD4OOKPWMzH1olNBtlLInf6Fg/JRU97CBAYWvPSk5lwFdIQdXao1Cmu5xgspfjWu2a5BaJd8sf+74OLfNr2NO+04zfynksyvWXmF+vdnOgYSpSXb+nu0qmfIZ/fjh6H2ihwlLJIn19qeJUTJ/KtJVLNtLKWxYPkmTz2hrrS3fHHLfUbkoM1fqoU13scttjgEVP9moP85VVFRUVFRUVFRUVFRUVFRUVMyYpnck1v0BXLciRP1x7j3Bq/sre9zO2yQFA8N3MKZ77CQ8zL/uc1cz7RqCvROyPHw3sAMTa7efd3d22EmKdheunbl2hWPa+eOOvRKuM6mrdpffItntr7cv5mtgG/eZe4YfsS1077vzY5D8c4PEzOO0ZMcoKTrzdIrFRUZR2rXmzq6SrLKeVayAoRTcvtzF8V3y7i7vzpBJpN3bC5JmX5R8F8lfLdoMHpd/FMOOO07aWWVyXe2DDmckp3XGXHe3tHUn+23w5Mqst9SLyH4TE4v168YHE8wfmqv57M12maCVLInBmQdkzomFOMHFJPOSUOYgqa+YnWQ6nI7zdQrjjfOSYaFd5mmHdtvMzzZc84H91A12o5/nnvnRy7m0H+zyzrSSEb89gpni/ZeszFWnXUOwgZTkHInUxfhsHoNOxA3WFE9QfD16Qc+VaQru4eYPDQZdxGrISZ3zIe2Ikl324WZmq+yxC31yyuYJ28waax0Co96fg88R2oknY3PUW9aL/g4GkIwImCQ+MnLRDjxj5Ztz3pUVq5hsQCVGfnPI7S92UQ8mQTJcYbf0/r1Ff/v4Zt7Z/emrnJz8k83c72jCowTaZESp3sgakqEBGSBiUzHR94O/jxNuox97rGpg9DBeeZwAkzGUU+gUGhutl0FZ91iDYZX6TrvciSejTLc9tLkNH5zlRb8UmWzswWT5aJvZuz+3e2VmZlfo05/1MzOBfVp1+V2UX2y6NmCDctzceGJ2sgu+sbszM7O//+rTdOy3bD43s5LloXvcjrl/vnU3AZXTLPdZtrXYBRe0Q7SG11jvEIcvg49X9Nnh7O/JVpb/EZPTOyPmBqY+ivEnMI/F2FF8NyvnllQ+v7bWQmZmH3obvtwcFp/nWH7VXvnz5Dp4hOOC2KBrzK9ivQ1gyYk5M+KY2Oql0Y/HYbBLxX4jI67zYrcnMn91wuKRiut1B2+vE/qdfCPWGNe7ZcL6KYj16uY8N1pfJQUIGdse6MaAYRfNY7yHwBjSaK7kBwJjqyZg56hvvTpnpmrXfGhmZj3Gsta2hMYU8QxsWsUgsrLEJHokc3qUgUu+Th8wk9Tnxdw0y+ZahZGGs/v5fUJmKDLAMDP7ZDvPHWLfEjcwu7mWScQGyfU9TkSqALLkkiqgmNskp8C40FiDWdfoa7dzwGqOGL40dVJMKEz2xJhC3Dnt5nM412uO/Ahsyj1is9Qbt/tcR/de1oGmJK0YsRw480tkpFb0fZmrcB2udVjxPUd0OpzrJkz9IxeAy3uY1rnP8gU3Hi9pkNH5lwbW0SHNE2CKS11EFYe+s67zPKG+2Abmg2SUiuHGzw1iTmJMbdrl9w2N8cLERN8JaJTn9XboJhvuFpep+AlF/XGuoqKioqKioqKioqKioqJbPBUxAAAgAElEQVSiosLMas65HwWqW2tFRUVFRUVFRUVFRUVFRUVFRcWPCJU5957gcmntcJjpvQNkdI3TitvDUtLDxPKjZED8uTb6WVtUfUhdJWelnE5y1k0gYVLicjOzrWsxaOogWv5ryDwenbpMSdd3T3PCWMp4rv1cygbuLrO24wy5l6RG+zXT9c8oEoxLrsCquCzlmcK4xsf2y8+lv7OexQpHmSVro9Rt2DhNnrKVQJo8XCPx6c1cv9tdpr+Ltk2qfiO5Ja83LKVulC4LktudkORU0sQO8kdJYlgfyUgDZbn4uazLlNiasmvvs+11LtPeE9ZTDqZ6vV9BOnVKmm2Uz8uKsXJxCdMdxtTher4OafKSEsi0w8xsOrpJQL+Uplohp/ExBam4kkgzCfDKqfVbJHJ/AYnI8+1S9pKMVCBh6V36wf6msd5AbjG1K/5pLkMgdVIVFvHEpdXDFWQDkppRJu/9jiYnSerEQ16tF/Rte+EGM89z3Hm5n9/T/EXx5kWbPydJ3xGd7N5lYw+Qj0meeXfBMUjrBckk+pzDGlLR/Lyd128hsfAxTom9pISUFCpmHSD3p4RVMU/Jos2yBI8GBDSeETjGvwj2QUk5Xq5zXT73+mUMl5yS56r8khmbmX2ymXUclFh+5pV4xLMdPIv9A/pxZMKg5+h2efxLmsq0AWl+WCp2irmtTeYPGIeSugWJo0fOE/KwCEw91mxXH9cnJLFWX+Cc+uEmS5xeuqkDE8YL9+i/SdZ6zFLSz5qbxTky6+D8qrJSgvlb97Oc9h/c/1o69g+sZ9HsSzzToz/yr8Bc55fO35zvH8hamcJCMrUL6mP0GMpE9JJlty3nQ28Hyrj0FnPHaj/34xuY53zz2dwXn2/yMSX4/mzIdaYE9P0jJigZMyDU934/Jgk/j8uxJ8nWNWR8+tzjFiYRu9yu5ysl5kcflLEIlWS+Vpgoz9Y6AcWXfKthegFvdqbvaF2aunuD/ntYuivISKHBgFi5nLXtMcf4gL3sGeyX5k8RZBgxMB3Ebilh1D0Kowy/3QC5akpDsmyi0kxC76mIU70V2vSl1HUKpG73bgRywU203n11zqZDz2HCslm9W0a3fUJiZ2Z26NxMoF/OHVwnmM3vz5Bl9ofAiOSyrPNoPRFJCDX+X/X5Obug4SV/pcxTKTseETs+O8zj9NVDlghLShgZERU63mgOTAYojPXz6xgYEfVc//l3r+Yc6KQ7GFZo3sa67s7H+nPE3i3SbWh9cw0JvuSxPdMyBM4NSk3CcZ2+g2CMaDxwXSdjmSI1yRP1xngiwzCmSZLslilW9H2CcXP0duJ65+TrHPVJMzN76BbPpvv1kET3W/8c17v6rheYY7XbZcqR4zrfd9Mu+6zGVFPo34Pv1Fo7DPO/ryUms9Dh6gdx3YoQlTlXUVFRUVFRUVFRUVFRUVFRUVHxI0Jlzr0nGPvGTDs1x7zjoIT3zP2sZK3jDZLE7v0neyZI9R2zicwf3/2g6YRME7irkRLfYltFDILrNu/2XPn7LWziXzjFijuAn53mnbVHJP/kLr9w8t20dZDsOkzaifKlBJ7cEfNjRzBdet+FHtfYodpop3hxi9B4g7uuYiMNZ7DH3BadLA6xqcYrmFhsuFPr9uDPkDjWmQE7MMlkWlDs8jXarcb1xEIYl1tjLRldq+ChUyZlHvvCq+WE0dwsFcuTZgKDP+flZmmasMKuldgeZKucva8OTOrrfboDS259qx3F/LG176xf7sGmu/b+DgZjtFO4SomIA5OVdnlukbDY63QHBpB2SW82efzQcEX99/aUmV2vH2f26eN9Zl2kBMUBy4dJ0xs3yFhh51cb9iTdiXx2uUbseD5/cH2Ty6pn4Q62drX7Doyo9bJ8087NCZ5nRtxHz+dd9I/2mYn10llZZHbtvEF3aNitv9/imGLBAZnIE7MHsUYMhw0SvT/zjfrLdtkerOZE4in67DJxvGJfG4wtMsXIojsGLEkx5sZgN5ijevI+OmGsjzKgwPU+P8wPulm9TMceNrlvpWNeh4ylSnJNw431E/SYC1hG56AsYk6RwZA6Jsac2G8bMBMUJ9gXVVbGO+2S0/ylCXa/lTS9BytR1z6AESnm8RZtrXbfBHGMDBkyxO88EfzVKo+H56u5z//0Jpt1iM347eOLdOzVaW5D9p2cEB6MeI8ta7TXlVNmX67AfvRY9nGb2WW9uyANljNcf3eYGXNRm7OfpzIwbop1gTlrXHnScTJx1XRsIi/fCuyH65t5XvzkOjNxZNbA5z0HLA4mXP/iPQzmRJqXeoy9t64GoMFMxBS6eLsxvn/yItsTPTgT/vQxGLHDkunciZXBNY3WGTTccIbbBCbRyueJ4npHNxh4jbF0Cxq1Y3RmytQFiehJL5VpynFxyDp4BOgclkUmDednTLjvLzCTSGuyYJlSlsXrCuuOZCbBEBN8a9IwHVmnrdj+S4Yt447G3hHGBjrGfkeG2FUwNiNoTX4OGNZF7PO4xUT1ioOFocF5OY8k8wf0/cm/T6yxbtbdaK4iExSuw/X94BrGFp/s5zjycZfHgGLfEQZef+/0kZmZ/c27T9Kxb93Pse8BZl16Xq4Jx5Wz+Plw+g+YWFJHcEzl+ATVkuJEZP6F9V8TMArzd5F8vW1hVOWGdpyXVst5SWUgk2yVmHOLjxd9NZlbFYxIWx5LJ+NjmkNJzuuWz664SWanvp+QXZrGCAw3zg/z55r7XEetf98lsTQxZ8koFnOxUIr5C5l9a/XtXM8aNyeMzbvztvibWVYw0LBk8ufgGiIgN37t0Izxd9sfxHUrYvwYdIuKioqKioqKioqKioqKioqKior3E5U5V1FRUVFRUVFRUVFRUVFRUVGRUfPD/VBRf5x7TzCdW2s8y7yovWZmUosWlF4l0r+CtMYlZ5T0KMF/IWuVTAJ0cCWyvltl2rgov5Q/ntbz5zpwWfeStULmI9nLNbLOn7plVxUVmtcT9XsP6azAzz00MpjI1z1Py0T5Kv8WRgj9zpO/o6701wlk1E48aag+xEwnpbx7cDr9CglLVb+bL+H9kiLuFGxKkxI9HhTspKIsErNOxd/m//i5kDocva3XoOJPgZQs0fdBk1ee8ignKunN6rNQbKW/0yQiy24hB/b3lAifXNrHBN7t4/x3GqW0Lq1pT0uZVJkUu1mWRR+nFHO1LLPqoKT2+zhDmYfGZSZMWLtZagkugcTxHvINmcSMR0jOk6yJyXrnV0pYU+JgDCU9H2VDFzd/GGH+0AayFo2lBhK2Zu+yJnxufDbflwmkr13G9SEkrJKhPVsvDWa20DWsTOMiX08xpoXW6cof9J7yV5diMk5ISrSCjGcTyCR7SZMga0jyx2Epf6S0b+t/3gSypQPanHIQyUAYw5W8ukhKrrhOubqOMaG5DBcg1fnUx9L9MUtZb3bzQKUsV+VmXFeUpKTvu24OcIBs+HNPYfDmlA2BJNW9QDZ6kbEJ0jgkWTYfzec59kUZxtCY4RRIZ5XWoDSdWAYw/b2n8YbLwY74+KOnJlhDYiuDF0qdIzklpdUyevidV3kg/pbNbNbwM+vX6djagyn7yX0/n3s7ZPm7pGZdIK1luoq3bszxOQwSXo2z5OyqWc65w7SMWZS1auwyGb7m6VeQA991c5nPR8jfL4HwIyWip6zZZeP7XL4Pr2YJ8IstTKzauU+cKKf2vso211qJ/SndCzFL0jPmnH9zmPv0qyn37Smooy6QutPw52duZuky44Pa+B7mNZKhv7rLCfeHszK9I/7L5IpzwqV8NctysfaEBOmPXq8D4rqnHxmumK7A4xOS4U+BE0179PiKe7TpHliz7NzsDLFoJTOR3fK6hYeC5jEsKy+63TViqjdTsX5W3Gf3k6EG1nWTyyRHGpa4yVLfQj4atL/WcA9tHt/3XX5OGZnRSCeZ0iD4pfUQ4lc/LsdNTk2CeUn9I5Bxy4zLzGzy8bXa5fbabhVzc6UrtjB6Rmt4xYSP11nC+kE3y89lhGNmdu0LxDMcPCTjf9jDPMUbmfOrpJOPWMhorixSk5yWzz76fDPQZEVVyvWfYgbTnyT5O2T8/p5DQesDpvEhZKBTyu1dMol15MrN1Vo8h6q6kGork0j39Np3UhMH4zY0TaGBm56da1//nsDvkweXqz5iftLamEYknVI2YVxHWTJSUfG5NjAxScZm9PvyONzS2MT7Eb9T3Sq1U8+UIpJOY0z5c07LJYTZ1MRzWsVPJOqPcxUVFRUVFRUVFRUVFRUVFRUVZjbveUWkih/EdSti1B/n3hM0/coabRFw98Z/tB+5e7PWji4YVr7zR6OHdJ3VcqdjRVt63/0iG0S7Ctyt0hnrNu8ai4XSY/dLO+tMgC1wh230510FIzw+ls/VTv1Dn3fYZGnP5xjEKMHuplg+wxYMFmcXTudl+neywsRCKqq01ysYYL7jNW6wy+zVMUUJsC0nde6RIFft2XbBlhKh9uQuru+Y9mBd3dncdmQ6pT5Du/mo3ynhMvsOSC+CdupAnMyXRvGaZH0OtlIv9mP+XGJbYNet6YOdP39M7mTrLXcF1Z4sX2rDaHd+Dfag78pd9jQT0euyPx2wk6Z6PmMnboN21e64mKxmYEexW/quIc0w2kc/hsTceiY+u5h/A9q1aGN97uA7v2Q/+e4j+87Gd9hv9rkyr5wVsEMy9KtuHjhMgKwxfgiMYcjOEbug/RJevuIDWXdKyN8FCev7gqHmfRt9J7NWlyxOMsB0PTLsht18ziXIFvyI3VkmuZb5A3dqx6D9Jy8Px01iUZJNExjBiJF6DzbdcTeXYX8FcwJn0zH+n52RJHMfs8wMeHPM/UTPxH6uvl8YW4zLMq9OYiEzqfOyDsWY2wWGKo/TMp4Q+hxNIvScZIVOmr+OiOFu2nRqcxueZGwTMLGIT7tn+f2zmbl29wHMOJ7PL2LQmeVxIFaYWTZGYp8e/FnIJEwMUbLf/Zk+veSyfKudGS7DlJkuYu/82gVGFJe5zJzrn3vAoYHLeDWf++bmKh37znG+33cfMmPv7jA/ew9md5RwWyzFPUyRrtYeTwLmGZOw69lpwqP4xLWI2j8ya3kAE1PMCpY5mj9lJrGHIRDb4WY9jy/Gqn5amgiI4XoCa7zxPihWjRmYcyT5nIPxv/U1wU0eFytPht6cclkTIw4Mm8HpwEOwpiH7Rcy59hFMvON87eaMe3i8WzfL+Xp1jYWFjmFttrosDTD6o5g4nOz9eb/km5Kmm4brJ28Pah80Z1zOy4XPFMTbFRhWxbzpfTpSSYzBvLRCPFTc6sDyvHIjIzI/j75uKpY0XjcN1nCdz+Fkpsr4JjJ6Kdigm3n8f2N7m459czuzQq9A2R+9Ln/1/GE6JtbbIwycbi/zAuuuJ/1pBtcOva+b2sCMgcy59rhklGpuGTeYZ2WyR6VLxBRrpR5Ymt2cYXbztpnLT+Yx601x5hGxRWtGwzSis0cy4vwUhLmSMadzBz07in9Z9tG01scyTOzSgiE2feHVLM3d7Puqj4Il97A0cEvdgyx5kYKxJk3TTfHdYfEYeZ3L9uo0ry/H2RFBQfGc67r0nTD6Tl3c2F+HplCzVPxko/44V1FRUVFRUVFRUVFRUVFRUVExY5reocX9AVy3IkQVOFdUVFRUVFRUVFRUVFRUVFRUVPyIUJlz7wmm1WSTU3kHJCrXz68T6PFKlsxE+ueTZEPLJOENzlVizM02ywu6gBqeygVadpLdIcH0HWSlAiU4XwST3SqxNZPiS6qzo4zHpSuUiN2eZ9r4a8qpji5r7cn3DhLC+v1GSBMkk2RCfRkadFmxk8wGSKsWvZwyEr2XjMQsU7UnyCQjajrlaqPTpMc1yqr2KiQY3taUtUn6CVlW73LFfr2k6lskFS1ytcskAse2S+q/JAQDk9gOekZcW1Rz9rFEk4d0ppdcBdfzV1Lx+2irQuNntdzhKcwTnGLfPULucXAJOGQGg7fdJXc7u7iMS6/lMYxRlxRStliMQ5dqMFevZBsjyp9kuZA1rR90DA8oWS6GaBpClAhI0kMjGtU/5ZTedv3VUr5HyZlkN5TsSP74GtIPyc8pz7vZzIPuG7u7dCybRCCu+CmU2J28M/CYJG5nxKxHl79TXjoEkiTFPsozLy6FGGBioNooUgqkZ0Q/9usdIGWlXG2S1JRd1WMCZUhJu8bbqTiUdPuFCqmWqhpjfVi58cEqlyUnw4ck0uvwBPnuncvuDkj0L6MHPkeSlUSqj0LC6jEGz7vaujnF+mlZo8pXKMB9LiiSFfgzFTJJf09DhTule+hzezVuRLOidG61NASKcEHM/dzHwRhsPL+6yrJhGZ585/Q8HYvmTZm17CHzleTsOQxXblzLz3a9Hee5lInZH6f5Hr9y/igd+/Z5lrgyXcVNN1/v4y5LYq984rzbZmnadffxoszJXAXzdZb0UbLpn8M4TOY5KySO9yT9UYJ+1kvnAY8yuWTGgPWMjnEN9BRRgH9TjD8idcLtarnO+nyV2/ro4+r1fZYDH+5ccnoPGarP54XXjF+a6xIVe0D8P730Z2owXq/msq4fkHKg93kHknLNZZcd0jdI1or7dpulxFbvG8R/TXRTSym+3x8S1hTuzljHymwClb5S3GnyPVT+AWZMo0yuUED9dWIKk9TuiOFpfYX1mK9LipQY/jGmjDjvkcJiP59P+XZKrcA1vJZXNCBw46ZryCRlMMHxddvODX/f5HGY5Li4xcrXGJyHNYfTEE4xY42Ol4yD8PBKP3GPzPyKHX/v4YN07LPDLHE/Yj7RPTaBsQ3LJ4kojeZO/t1mKkwMtC4OUsmwmnUOYnSz8fVYuxz0lHHKDGFEHFM9Hw957qCJkNZ1lFFqjhxh1pF8D9AnkvlbUK4VzSQ85HGdqGYq1vUyf1squgtNdxOkoUhlYMjVGMb6X3JWeIQkWSvLctGald+LgjXrtDyUh3OhQ3cDF6T2oUFeul6UPkZ13wXfjwMZrzVfKNDXCDXn3A8flTlXUVFRUVFRUVFRUVFRUVFRUVHxI0JlzlVUVFRUVFRUVFRUVFRUVFRUzJgsNrP4QVy3IkT9ce59wWqySXRmSgRXS3cgYaQDUeQUJXfFTaaIX+1mLvFus3QRGwMJK+UvopK3gVUOXYmGQFYiJzLKRj4/zPINOhZKGkYXy6vtXGY60fVevgOd1FzWSslZ4oWjTKKIk+4tt8v1A6jYLhXsjmiPwJAv0Vd70OmlTSQt3O87sPq2+ZxhybbO5YaibxIVHm2epBV8plPgVNVKbpuvl2j0NCVS8SEREK29cI6SFBfU76kL5Co9qN+C7kfppCTH7M+R5HClsgeSg0CuEJhmGszEksSGUtf1g0ssbiH3cWkNnVn7m7k9Ts/zuefnkrrkY+oeVK30GF+StdJFcvKhcTktQz37YpKmQicnJ7vi2SURQn9qIkq/3tNcU2pqSp1cvnH3mDvUyfsn5WDJDatwop1fW/Sda3cMpeNyih3otHKxHFBASVjp/vrgTnCSwZmZnYalTE4xqw14+oWsTUUNpEdTu3TmHXlMMskz6uAASY9kxez6O7/hOkti1u6uR0mUXFAHyC0lt5mCVAfF83kfvUCaeut19HDIda77cWxKwjpBTmMqA8d1UogFq7nCJVryIkjYWkls8yn9uJQwyuVyCKTEkRyR0qmXuzl3wXOkIdD9PqcMxtMCtIgdyR2SEjVVAYbtSHm8S4nfrrOs8Ze8rN95zE6qknJRgq05j86imi+3kLqpblZoiGjufnTdu5y8zbKb66+dsgztTT/P15S1PbdZMkvJue7xiPH668dZlvvrd/nZ3ryen10OuGZ5rqJk6+wuodEah3EiktOnv6HMcqq/IFZGUlhd7yovT2zr4/CC+yrenU5wXpSjMorCsj6ccVHHo59/fMDfjsu5XnXD6kjOjNHwQh/sr3UNrNfctX6NtAzdaXkhSUMvGCPp2oGcll9PJC9tUUc5bgaS0+IBJM+fFscK6bw+xzVXUB/pGNdySgtS3FaSPZRvebnkTt8EstZiLbJmbPaYxjQfungkrQskp0oBYZYl7FE/Zr9L8xLmCc3JMNJMsaUr3NXn1xOv54HuiLQRv7yapfBKZWFm9p3HWcL6+dsc7zTfsFk7T2Fwc52l+C+v5ti8bXMFr3xd12+xDpOUHPG/9zjbMOeJ0rMwtYu7tLY7yGldhrrG3KsqGoqUQu7gjjWaUlRc4Ip+gQS39eds8T1H39MGxD6l3hlZfo11prDxdWuLRuz8uwznqnQJrvWVhaIrBtPyHpHTa1r/c2z65/n9ROtTOscqRRBO1VhiiiClrgm6drG2nda6F8aZ3N9bzOFLc+20Lin6hJxeAyfcYi6qP1BVBKg/zlVUVFRUVFRUVFRUVFRUVFRUmFnNOfejQP1x7n3B2OTdCjBJVinh5pKGwB0nJS3lTsxuN+9mP9vlHbZnvtvG5KrabeuRhfMSMOe0+0zGgXBGkujRtzO4i6ddtDcwcLh9nBPGHh/zDpt2JM5gTqgsO+xgKYH7GSyUwVkNzWN+jtVJCbxzWbV7Q+Zcd9Sx/LlWSYlp/uC3G2nqoJ0nMt+041nsCvnnCmaXLRCZF0QsuQZJ3bXjREZUuKOb6CfsPM6IIwst3J1X+ZbFK5B2ofKhtLPG3Sr1c9aHKqfYPVZW5HxoXC93yaMsselyRfL8+YM0XklsvxU/uEy8vX0zn9M95oMp2XDRAZQkHv3EGQJMsj3sliwf7tQKJ7Bfx7Unk0f5RyW8xi5/Yu+gWMlM4rDchmQdjRvdi/cQCxGN4zu7J+xWnjyZfMEu024vd1/9MjQneavrgWH39jTHiT0MAboguboYQk2wYqCZTEpsjVi5/sLfzHL8YpLtRm9ZBxokOCYWJBnKyVAH9x1InQiGZioz5oSdm4iQXax4yHo7O0tlwK77JMYE20GsN/QJseMKskqwc53KVzCE/bVgvwYnaWy2HIe6f/5Y78nr39Kc4rI0E1E70WBgCu6b2HQsvxKRr5ZJ1snsVPJsMgrcY6Ec69rtD5J28/zhIbfXm8vMKrm9z3NkxGpPLB/UR+8sDxqbqL+x/4qFeoSTzjOf9Gik8lk/M11enbM5geb4a1AxZA7x+pIZMY8ePH7x7pvp2C9++g0zM7v/zk06tn49349s5SklRc+Pq2eizZTMOg5gYiWGJcahWEZbrh02c/kjk4irLj+b2Ehds1wrkRX06WF+djI2UzxE3Y9F2ywHEw2+EvSxIsm9v9K8QMUu1gT+Gqx9ClarX4+mCVFic7HaojVLxFYrfGjS/MpM78vrhND6hMwzse0w5mRYcXpGVruPs+xNkOc0lFldmmz0NJ53wdqbMUtFCNZ/xZKASGt4qmT8FQZt6tM7GEc9cyUJ+2pkmqZjjJE5nuSiiJV1AuNcMbRgEgaP8ZnKHsybNFybfG2+gjmZisV1p+IrY5biGNlqMpbjfK0xPl3nUvcbZ57RwGdJiEzz6wamDdeuMrrZ5u9PihmMx1qfvL7LsfIk1vCJjHKMfxmfwVisWzvzl9/NtB7l+PJrcg0nlQy/v2j8F+Z1aV2HYxH7TfeK5nX8fYwCRbSOab7wagajl3ysdZVS8zZSxCy/c132HP9+3UIp9MUCYIwXCwC/brHe9b5TLOuDcqV19mTNMYjhFT+RqD/OVVRUVFRUVFRUVFRUVFRUVFTMmKY4t8cP4roVIerPtBUVFRUVFRUVFRUVFRUVFRUVFT8iVObce4LVcWXm9PJCDmBKHIukzi5n6ihhdfnUc0hYP9g+mpnZzTofWztP+QQZ6iOSpafyBCR2yYGYXP3O9ScF5TyQDZ0vnnSWBg4uSWFyTRlfUJ678STXTE47ePlHZjZ16noLarGo36ROS+bBRKkrr6K2J99/fqE0Ydi5xOYaH3MG+wipw2pY3jfLvXAMFGwl86ccbPJaXCHhukwfCrlKIN9Kxg2MEpJbBMcKOaieJfr5v+ygy2NKpLqF9LOV5BC3fSL5fplwVZIYfF6ysWFJV19R2qMiBBIbyTTNsrTi/IKZreeHLxLbOsd9c5s/trq4TPKBDbuU5+o6DaQn51UeD48BZV6yDUodBjfwuEC+oUvy2XNiXpQh6IPp45QNe91c9pDvBIY16fnQP5Pkj/fQs7MsGl+UIXji+wOMEg6bWTZCuX9klCMJEKUpih2UgCYJYyDPJyStKfppE4wLtRHHvx+jwcTay3KCROmyz5Uu2Rslk6rrInexX5PxsHUJFuPwxeuDJhGpHfplPCkMcoIYkxK4UyGUZL7LzxWGJVKws+tISsKE8JLdQGI3eDzvIRHqd3M/abfLdqXkKJLJqz4eYUSkvsCk45GxUb5wMM74vN6s5dhDXPJ5YbospV+cRyTzKupX8RWpHyYP8pROas69w3O+Os4T17e3L9IxyeNYb0eXuJ0uSGKuGAS/gtvLrMuSlNXM7LvH2fTh7775KB27/2y+r6SsZmbdfSDt9Lk0rHr02cF1WUODiUyyQMQJScUu+yArOnDtc+VVhyT761kjdt2eFp//7JzluW9Ocx1Q1jooETz7Is6fggeUUcyEJPJK9F7EhAD6Ow2ItL4pUnV4EvYy/YW/Dsv5h2MzSmehPk8DCRlotadx8bkCyegh+BOH10rzNdaYgTlF7/Ph+QXGwOxDYsN+eZNCFuh11T2yEH4u7uHdvZDJKn1HkRYipfEI5kqzZKBTrH1l4IZxvfW54gbr+l1HgfeMc2CQI0k3vxNoLns8Zt24+h1NBwbNv5GZEKfDIF2F0q2sub7WuqSQWCpNBo5dlqkJ7j1+HRGLNH4uHHN+jN+LtG4qUonomWgSp+8dkBRr7fAMxhsvN3MH4byuuYMmMVGdFnJLL+KIsd5fln3CfO5rH/GdRnMz1npN9F0lSLczbJQ2AGtfl21PwbqO8mctaZvlEvmLWtfiGmYGgzl8zN8zFimVUHeEtNtjC2OCJOxMQ3O50grdZmEAACAASURBVPeEZfkK6eypfDVDfGJamLZ8na/XLJ/Dx/+wn2x1/zXlS01fUX64Spx7J76mPaGioqKioqKioqKioqKioqKiouL9R2XOvSdoj03aJYly3JM11Lrt9/OrvCX60X7e0flkd5+OPXOXAyZNfbjMO2ZnZLlUcuMjGHGRJbt2po5IOn5ypssZyV9H30Eq5OhiXXC3SgwQJLvfuonFi31+tufb5XPcrnZ+/1yWS0qUD1aITBiwA6hEysVOcJTXVGXmY/hjgihg/bXvRoGJJZMAJWo1yzu1JXsk2jZGGQLzh5S8mEnd/VkG7ogFO5PhTocuUxC/ljudifnFpMnNMkGyWHKbfd4S2/sOcIedySiJfWJTDtzuE+tqyVYpHkPsAe7EHYMyi7HDpOPbZQdIibJ32J3fi50JpsBhvjiZAirfCqyl1nfL2SdWGDen81yg+xf5WLtfmkOIMTOAOTd2bl4B5qf6Bw0tUn8iQVTmH6yP6/ke0x7sRzFSyOzsl/tDqS8UybBFQ0A9n8UuRUxQ3Tzweh5PMFZSEl7cvne2wnmb22G1m+tvvc31uFbi5Yi5ifdiwlwu3Dr1+msZpVX4fHbv5zyCKdwEzC6y7UaP61Mxrn0M45zex0Y3gJki9h7K0EQBTGPpzD64ZM51B/NjKEofDTovOxg2ERNXKBkxfl3uQotRQFaANx1ZgYmcSbaitytvqzpg/Snx/hntevY6jfrEijFLu+lF3F6OM1OMLpgxi1MKJJIfmYTefUb0ae3ekzUqhgjNEDT/ao42y33n7WG3OHcKGIdNkHC96L+27HevTnNmbq4TEhMDhy7XAXNmp7mUbgflNcwsJ94eg7EC1qVGfd/lGx+DPiGGIFUBWiP169xPZIr1AEOIk9dpESfOy/INuPZB5eEzOXOyA/ui05jk1OJxblwKHop+qTG54tD0PtqC6Sa2SpE43tnl/IYRGkGF7Gw1dvDxIkyow3MyEiN6ydjjPHyRguEKcdHNH6hq0HqoWJ/IPAtTq+Jc94B68XiX6gL3I2s9senAzhNztogShSLii2/yWsrQrhFf8uSUqIEmR36hbZcfSsxPfieQ6dubc3Yi+O7DzAJ9c5eP9Q+iMCN+fQl7M31O7V4w538DnzdL7NjzIVeCxlV0d8YnxcNVEBf5uVZtQzMOscICY4sz1qJiFEfGUWSyb3y9cWKbB6YUhNiUDVUyB60Z8+dUX/y+MWyWxyYxMMmIiwytnjCg41w0BczJzBrHnJDW6yizzmGsd1O9AYzd9H2N41/xGmXRep3jsJ8J23a5YlD172G4HtnFuczBWknfI7hmURV0LEv+4xQYrX0tMNlXw3KrzLl3ojLnKioqKioqKioqKioqKioqKioqfkSozLmKioqKioqKioqKioqKioqKCjObCYRfRc65rySP3XuC+uPce4JmyHR7UmYTlbdIzLmUknTOIWYSa0lYD0OmiIvO/vqYKexHl15dxiURM0ra30OuosStAxKbpsTNgeTEYGyx8mTeG0jOPria9VQ/dXWXj23mYyvwpJ+vZ1nOGlTy7/o9HjdZn3d+cBo6TSJcKjI+LinIpGLr0pREKrFoZPTASDU5zbzIgyzqPOQU05fKRiIprAqYj4nOPuxAt5cUilKSQCabjgXSz6L4ulyUsJ5yZZeBbZGY/5knJWZ7KcFvD9lAos4HCYYLGW8kpwkS0epYkQA7JeOFjE8qo2b5OZ4bSWySwQPlGUpOjoy6Spo9UbJZaI5c0gHt16CxtH5CF2KW2qFIJuwVMVIiIKlzNy2P7WAw4O9pRCE54FAkif7yMhFUMK3GpQxZEsuivycpIY4F0knV5dRB/ugy5NMW0um1pC5BucYgJhSSbZcPoj1WgUxOCaHPZw5wLx8lakMgdQlkJiP6vlIIMDYreTWPJXnPlyktklQjH5JMpoh9MtI58Zjuh7jj89cA6b9kKJTiRe0amStIhjIWwdQ/RwlTIDWeFCQ5zJKhBpJ/e1y6RhZzSRgfd/lB3uzn9+M2F3pSfSCupz5dSMpZcO8LQfLq0djf9Abn+thlOoir3VxuSU/NstyKSdMVayk5lUFGkcrC33P8n32ejuSvjOuS3XU4t72ezx3QXkprYEFKBPZjSecbGiVoTqAUc60JNh+TbLww1PEy3yMpfjJjwX0/Xc/6yJtt7hN7T8ZfpAXxhPVMnZHmbR7j+758DjOz1tcjaxhlpLGGkJBSMFAN6vJNjrkkcWWgs+W56S+BrLUYw5ugfv0eF8rGWxkpBffg3KzUH5DLr85B7JOBE2Vt3taUnE5pzkX50jikPNNfA7ObML0JxnCSA3NODVKdZPkbnofvdfpq2feLdaS/nmGGMARGRWvv33uYRXy8neWsf9/u83Tsyp3PPrs8S8f+xuabZmb2S/ZJOvZKcz0mhfRdhMZMwbrjksYrzBAiY5OV5Nmc7P0FY30IUmc8VX+FMZPGfTAvrgIzKcYsgel++sB4Ywi+N93s53reI3ZEpnlcH/RHN4RhCh7vM4Mtj417rEGu53bfBOk7CKXqoHmNTPVoJqQyFOvTwFwpyV/5scsyTmTzp3ys8Wql3PsSzPGjpxXA11g7P/f6e56P9c/c/GPPBZZuhr4o1T1iRxOs+/Lf8F6xI/g+9lX9AFbx44kqa62oqKioqKioqKioqKioqKiomDFOX92/HxM0M/5Q0zS/2DTN1DTNX/wNnPNn/bNP/fs4Orcy594XNDlp7YSdpMYTI7fYBdEuD3di3pxmJtxdD4t03yV/QFJyWaifj7nrjP0ye23awcYu2SpgdGjHjAyGlHy3SDpqi+u1bnm+QRJb7cBzB0uMuS0z+K6RqVyHnOnwZptZgbd7N45Agtne2XQjGDbmltwTrbS1sc8k+4HRQ6ckoNid0W5gscOS7rUoul+7eeffmdA47ZxjS0eMlKlIpO3ncNfYd+pZfu0GFYnIkw0729VfV8Ex9hPtYAZJc0/YAT54vzyd0Bd9x7RIinsKdl1T4fPbtDuHHeyLl7VlYluxH8nYWnanvIuLe1yudA800ougwYKdQtUv2UPDln/XmyWrcWqWz876aCJzhYANIIYlE8ybmz602xxj1HbFDuvR2+aQHyq1DXddZTBRJMD3PgGmiMrKYxHbIrvi4Nwo6XS6P26rXeEz+3bLIs3Xi3ZsNQbAKGzcKGMDVqjisVjEZma99+nxwAz4y7oq3QvevdCh8UbvzzRxJ34rphPGZpDUP1UlWBzJXIGGNp74fMih1Ma7+djmLRgHGksFC0UsHtS5j8kLrpdIGQxZuk7BsPHXYgfbxwXGgHb+i4TgenbEp40zzm52mQL4wXY2VHqxyYFADDAyJx6u5ge5XGMMpLZZxlSiYMn5s5M1kvobjymhPcZr6yYn220OYFfO0Nh1S+bcAYYQYseTJaExPgXxdVrlQp+dxvfQbBafixgnZCbur+a6vmzaxefIalOYuyB5et92izKrMsnE1dwnlp6Z2dX13J5Xm1xXqV6wLro4k5DxTuZER3xu3S0b9uTslyliX7yLkBENdRFTijnjqc8/Pa7FmL7g5GzghPbfa37F51ZPMF0ZvsTOvFo+SOEppiVLwEJbg0neHbwN+2WZizuIET8wFr17jpyW3a5oG8U51ovmJdZLaqPIZIttpL+jPRqszZKhUMBCbMkkDYqt/ssitD6GdmDOfbCeY9rPrF+nYy/bx+LVzOzR6ZEycjHLzNpjMCd1+C4SjQcxdTV+zKCsuQRrpWZZv6XpwLvZnoU51ag1C8aA1uScE3wu6FD2ztupDebP00AW37r4m1meX8kevtk6cw7twfWwvpvd9zmWvl3PnfBAk6itmN/o596PrveZlffMDfQY/3W/Ys3t7UqTIJFVGwyScCXi12siRQRYaKOMeVqwy30eaRnbVkGcCIwIkykSmf3b5bhunhiHI4zy8jJt+Z21MI7R+glxRaZ+HYwfxMCdmrD4FV8DNE3zT5rZnzKzf/x7PPV3+Ov/aWaHd3ymjw7WH+cqKioqKioqKioqKioqKioqKmZM9o5fXH8A1/3xwJ+w+Ye5/8XMbs3sX/oNnqcf5/6ZaZpuv5cbVllrRUVFRUVFRUVFRUVFRUVFRUXFjP/czP7ANE3/nJn9jd/ICU3TNDb/OPfd7/WHObPKnHtvMHU5keXqBnKV65kefY3EopKQkCYt6vUJSY4Pnqi4kLC6pJPJWlvdjomelXR0S+mk05rXS+kkZa3NJsrc7feC1EXvSRF/dLr1d6acsPZNO9O9KZ0RtZ/SXsmQeCwlf6U802VqLKVkRkkyalnuUUhARWGmItbrT0YTZrGsKcuzCl1Ifi9ZE5Mre51T/pQkpEwwHCW5T+YPqI9I/uiXGwudn+RUgVy5+JwfQptLpkSDkTvvl2yb43Fu6+EhU+ybx7kfsy4jqVtKwkwJmIwNggTDK8hkRU1vQU2XPI/SuaSmKJK2vzvZLbdKRm+b0vBjKv7G55jLHbRrF9R5IA2RfIfywizpgaRDUoIg+e94hnxDEjfEie5+/nsHI5UVzAHS9ZIxA44FUog0DthcS4VgkXA3nRsl9RZYB4EkplEydpYlGq+KCZC/T0HieMXhSFJKSfnK65LGJqGSlfLNQJo8uKT6crU0vqBRhco69ktNF8dIkkx2y8IMR0hdXCLEeDg9ePwfWB9NWXbDeIV0VnIVtqH6RCGTDdpa8vwRY2FaS8IEuZJLsDjvaC59tsmdd9fOF18FW8HtaimJ7a9yYXrX2wyQukcyaUpeUqxCfWj8U/6m9mwhwZKkeotjujTNdXqPtSeYP1wu898pB9XcXfoGTMV1CV3DzOzB5jVGkYYikLhK8kXplyRkHY9JTo/Kkqz0uEVqiqBPq16UjN3M7MP9LN+76vL66eKd8Q1Msd5KAoYE7RrDnI8vKXk6xp7qNDDAeiexQCYyhaGB4jWu7cu5IqWDzg2kmlFi8yK9wJXPQZCcp7E2Ph2XIhOeSOYZzX3pXhAA5XkEa0fF18DoiRJWlXnqWX9+X3ZkSfY5n6S1A8qsWATFtu5RpF1QXfEWKl9hYuVvcIySWQ22Ih2MLaG5hTFI71s0Umhk4A/1ZshyVaWIOU754ZUu5uUmq7YO1/PfH9bLCXaD8ar70iBBRl+Muf16KU2PzOY01sbCsGAZ69O8yqCqYzRU0BvUs8oQ+POUvjveT1bLIVWk2mqjc1dLg4libvFrb+BypNQEbGudwVh/vZk/93ybUzDcdCcva77H0b8P3a+QO0XXpaFFimlsj0AirnQ1SBEh04nIOKxHLL08evs/5KDVuZydZnJjGnO4sYzZ0GDdQTGQY2ppRDju/Dsm1ztXyzQua+/nXMMptUL/QKeXblEWGZvZyr62dKnGnsya8pu67o8Dpmn677+P0z4xs2sz+7+/n3t+TbtCRUVFRUVFRUVFRUVFRUVFRUXFjwUkaf1b38/JlTn3nmBcT2b+K//1Td4R+eRm3l54ts67wWn3C97St6fZ+IBsJe0uj4+5m6wOzn4oWEMBg8U3OAZYmo87senwe7l2SQvzh2AnXqwhmCZcfHeESZgPp2XC1cQAKfy6tauNe0zl59/5OQE7J6OzFcYr7JLfqK5oTuCv3E0VuQmbl6rTInlylOy+4XVURyi+6neHHbj9vG2zRlL6znezuDN59rocyC4RIzIoS8Fq2Yk5xwzOTzAsyEwUYwNGDzp2QX9qHua/d/dgZx3E7FuWj0yBIZUPf/fyN0jgn/od6kBmDjR1GIIxoK2PgjkXMMDS36J2I4tPzBiwm1hvbWKhLhOks/+KqTEi/GsDtsFY0i5qUS6NUz6G180UMJPaB7SNMx26nEs6ZBzKBIPMiXHt46GoS1seeyJfdMGcCnZTv3hdfi5ixoXbfmQU6b4Y6zIsObV5N/Xiu9phjOG48D5RsEIKgwy9Ps3AbZ31csHnBr/OsA4eoAgouhk+5sy5FuxXsRpQPBt2Pm6YJH4llhxYLc5wKRiCFz0Pjqm/P8XSsZiZqn7M8SOW3A7J/7e+I85E2UqaLracmdnZO+3jJbfrg7+/O+Ugo8fkrruqV/VjBubpu8gIKj9Ycqr/9Xq5o98VzBnF4XxxJf2+YPyLRVeYugSmGV23ZA3k51g+E+cTHeuL63l/Ctg+NIkQA2e/zu2lBOobDGzN+2dQwPRsIypVhlDPYerxzBkla1AZe2/rXYt+4nVwf87tf1acJUsuyPjd+JqGjJIvmepzp+c6xxlzID+muFnEvuWpmanH+JlYbblt0vBjmBiX91gl1v3yWJhwnUYUyUwqKDPiWWamN4tjJZtuSR9W9xiDb0C8r/4+dsHfG94jeLbJFseipPNpLsKapT3q81g/g72fTJO4npBKYovPKYSjsTc+33B8qV+O0006pu8CD5ccv166ScQaE8uju/U8g8ma1sHn7ZKeGRl98btIGyh7Bi8zY1bEAFSZadZy9HVsz7GSXIxQMP09NJjguX4qTZaC7wlizJPtK4YYjSNWAdtXJjw0Y4hQtKvf5wrxUHPVy21mNX68mb8Tqi3NzK688/Xob/dOu311vk7HPm3VPzKbUmqWgYzDdsnslPpou0O89rl2i/lV9fBwwlw6zd9PR66lnJX/1JrPzGx1ccYe45PUDwHrnnHi7MzkaY859WquKxpqaJ3A9ng4zuXn3BauGRU62pjN/LXANL1jgfoDuO77C/049y82TfNHbW7pb5vZXzOzv2Bm/+M0TdFUb2b1x7mKioqKioqKioqKioqKioqKih8+/m4T6dWBaULOqq83ftbMftXMvmvzNtRvx78/bGZ/sWmaP/iufHRV1lpRUVFRUVFRUVFRUVFRUVFRYWYzE/Gr+ve+Ypqm/3iapp+bpun3TNP0u6dpemlmv9PM/rx/5Peb2X/5rvMrc+49wbTKlO8iWafkgOD+rpxHKwMEs0yfPiMJpxK8N5ChSGpUyKWcmFkMNCWsRZJQSbAaSFOVGXUKJDHFkZSrNZBYEEliweS6LsWhxkqSMxxK0gom3F8vj5nLTyhD0SNNTBLczvV3ofTQpScTEuGLbh0lYyYkZShkF3zv5gsyBjEza1zCurvKVHIlvFZiWLNMvWdC8Fs3YbhrcuLrS+fJyyGxUELWQrLpcqumXbJ2C9mw90/KVbKxBB7OJQSrRySEvZ+vs76DNMmTxK56tKEXddhRI+wyDuRqVVctkp3rdbXsEwP0heNOMmTy6XUyjk2S+yz7ZyFbVv8t5HmqZ5yLOtf4p7wskpql60FeLnI1x9QYlcGffULfT9LLYkA+0ZcjGWohk/I3lCGoTIUkMrjVUxrHoHhfKmtKz7u875fJKSIJcOPjZsAFkzx6tWxLg2wxGYKs6AKCa6sfUZUdyXZXy79NR41D9PNQguH1QSOCqMojIw1VR5H8Xa+B3I9dzONlKTl79zmF1Fn3YN/x8q+3uRKudvNNXu6zPOt6PcdIShglQzojVt73c6y8P2cJ2KNLq2ioIJknE2CvFLeRZH96Kok5wLrXOQNkfqvVspMOqiMck/SSaQ3GYD7qXF62QYLxtb+nDE2SziMqffTJinIwgXFsdI19h/YdW8nGgjKhLiVrpYHDc5emdoHLxmWMZHdoG38mypUGnzu6Znlffm7t5eopa9V6DO2iGE0JsJ7zXSQCtc0Acw09HYUyMjdo1kHf4Xyt2IN1TpPWOZxPliZcSrg/HJCGQsZM7EM+hKKYxPXaSrJWTteSftIQwpV67TmQsAbz5lOSMn6uTKeg12U70MBBktQW67qUsqGIqct7RPPYSmOdz3bhAzTluZbnZspaTz7f9Nt8Q4214moyjsC8/no7r/veXuf13ye7ezMrzR8kId+iYT/cIHfFE5BE/ABZqwwIOK4lV2WM6YI8L/pO0w+MMZ7qhvHTY1ATxVSuCVJuiuD7SSHPn19HXG/wumTqlK23EWNM9L1NBn30WKCxhExwtpDMXvlcRVm+JKyfbO7ysfX8/qP2Pp/r+XZ6PLyMQH61/dC+CMptNc9xrTmuln1MaSM2kLDqOVi7mjtOJ8wdLmFdwWAsSVMj8ySuMSSxHRgn/Bo4N6fOWF7Piu9w/myBPLtHPE7GR1EfC9KzjN2UUpf8BOO3T9P06Q/ygk3T/Lnv47R/d5qm+y//2PeGaZr+tpn9fNM0t2b2r5nZH2qa5h+apumvf/Gz9ce5ioqKioqKioqKioqKioqKiooZk9m7rcN/k9f96vFvfB/n/Adm9gP/cQ74kzb/OGdm9vvMrP44976iGc3Mk40/3uetGu3Gvury7pd2aMiS6z35/nRAwn3fpSh2K7SrwJ2Jjdhv+VhK1s5Ev4mFEiVcxSHtIHFjTIy4YrvfP4+diWRfj2TnabeVLAPtVmxRPu3YghUi04cVk/AnRsxy93giK0C7czz2FDsuCFT89Jh2WPKxASy5yd+3V3lnan8174g9Bxvk2caPYYdNu5BkWGonTslOzczu93PfolkDE14vHgnPm3YauZN0Cc7VZiXObbw9uwckwL115txtrrjEnLuwXcXiYV/03X4w51aewJe7lRE7KoHJ+j0p/grJ2JUAt2Cy+k72BFZgEyQnTiwj9pe0m44E7ahLMarIVkz29QGDrmADOkOrSKQvtgXPXS9Zoymh7WXJ/CjGl1fNEIyByKyhQOoT+JwYQEtiYhmfntqNZMzSK8k0SpROslpisAYsyd8oOC4UH8jE9TIz7qSYxcuA+SNmxUiTk5S8PB8bPL6VSc6D/rEMc08SItkXU78lw1btyrJ4Wfui432h7JbH8xrLpcQKQgcQ+4WM2BR+v4+F4Co4SSwOJjF/7OcbPjIRub8fhmXnaAvG65KNJPZbQTLHPJJYIBz/XmGMGWJWNUEC8ogNQia5YsYa8X/bLU0YIta1mCuFmYSXv5gj0/3IEBWLj+VbXk8MC7IVxGDoEET2znrcN0jg7QuFEXQUJUNnUnQx604YLGL5HKE8uARzoOq5LdjUy2T3MrngsSY4t2SXzPdm4nuRti78oMx6ChqqXxus3M7beLNZtjWZLqotPq/6/EOzS8fEum6PiE9iq5A598502GX3jJhzYsdzvhCrHB4Gec4gK9w/xxiYWLyM9d0y/jdp3ZmPiSXXHTDOVFbGOzHxuIbzssqkar7v8lwL5j426xSoRkYZi7VgNUYqFe8T/RYmEdfzuWTJXjsj9RrMVI21EYulbDBBg6llY+sY/yaGK2OvYuOJMSZgtapfnvo8Li6uADL0xfZRa3PSM+cXsiT1XSA08gq+s0xgxF7Wy7geQeM/+hzZcjRNuPE1/IfbzFD8eDtPjh/A6OFFe/DXfOyZH3u+yuv/tS/AekhYji4DWgcLMn5PGKLYpziHvqZ5hIyzi7fnGTH8cHAjhfs8ia/unYkLI0IxV7lGHzwEjWAKr/yrb2EmJbEH1gkX/9zletn+nBdlaHSwfHIyXsH8lPrdZTnfjQE7c1p9yfeNiu8L05cNwB8Bpmn6rGma12b2gZndRJ+pP85VVFRUVFRUVFRUVFRUVFRUVJjZvAHafAXOql/FNX8c0DTNN23+Yc7M7K9Gn6m/01ZUVFRUVFRUVFRUVFRUVFRUVHw1+OP++trM/lr0gcqce4+QZE2PkGCc2+UHlVz/mH+b7Y6SIYD6GyUTl7QK1O8kB2CS8EjCKmo4afWB5Cj9mE75o79vIJOSwQOT8K5OfgzyB8kBKE2QvIBSgvGZJ6K+zidvd7zQjL53+csRUgFPhsw6jRK0P6EoKmnygbRvlajzTGwKKZkOBxcn9T9i+W7bubH3KISSoG+QNXXn1PqHTaZ0Hz3h+YXJqZ3ePeL3/zHR95eGIJT56ZkoOWjVrqC1t87K7zI7PyWHphGJqOSrYdm3W8ifVdSxz8+RJIxB4uUJkk3JWZlgvlNCYBSl92zXFybP7XRjlkVjJR8KdYaX5fsJHPwky4E8UnJbSt0kcaLRQ0pKzs9JgtUuP1cMV5UlSOq+opRIcqVI0s1jks4WCbz9lfLiZDCAzwVGKpbaNZDYfxkJXvdDXUl+ugpMHYqxJ/l7IHUsDCEiMxG1a2F2gH7k8ZdhO2UNoKQris1BUvJkbsKiej9ZbXJMaAPTlyTpCNqQbXO58jkLZg3pkfnoPp4piUuyNtx+9LYZED8lax+yEivF6X6db6yU2Wcku75dzzqZDom31d+ZdFySzr4wfwhkSt7GrLPWJUDtKhhTlLrifnpPQwCZBDDxeWS+kNTF7G/tslwrl7NtKWtzE6FdtzTIGIN5hRKmJjId8Pu1SAew8b7F+tC1wznmCUkpwUT5+/a8/LsHFEpYT65xPI9LCetlWq6teN8xSiKvdo1SQeDz25TwHZJSmmG5rJj9UlKyU5v7dCypnj+3Rp1v/Xp7SJglXV4HRho0E9OzHNFPRpdRFhJRhQSqvAJ5ZiQbTbJWJnXX0iEwcOAcGCE0f9iW1+C1C7mZ5iI+W5qLGOun4vM8pzCE6Mq/Fff7krkoWkcWKmqtb4rrLOWAKTUNpM6S3u8gp5TRCvuExsFtn2XNMsg5XFCZujsKGMWOo5/zcM5rzJOPe471ZIAVSL8vTLExLCWsqheuJ1OaDLRhmiuDr1GFSjf4jjGu5//QPO3Qy6AD60Qfh6wXjVHGXspaJWf92f2bdOynN2/NLJs7mOW6GTCJv7rMKro3zfXimSjpf3uZDSG+dXqZjn1+ms85Yo5U262CdWKH+UTyaD6nUhKcmGLJv1fxu14TmJMNWn/njE15nROMm2J6krkWx6H6PsZAo3Ud1piKqRd+T1B/43o8kJlHKTtGlDnqZ18LjPZkCoLf1HXfQzRN84mZ/Skz+8/M7P+aplkv3jTNB2b271vOg/fz0zSF7jn1x7mKioqKioqKioqKioqKioqKiorvD3/YzP4V/3dumuZv2rzN/bvMrLXZbOLfnqbpf37XBeqPc+8Jxs2Uk4czeWnaSgLjzJOhru/yMSXa7rJDerKe5kvDhwAAIABJREFUnpCVVAk3L3vsBuz9c8FtS792W5TvKcZJkSDbyz8elluxq365+xUl1+dm9Zhs51GWnSdF3mZWgHbvL0GiT7HlzMza+9U7yxLvsKJ8/p4JcJW8tNi0HnTdZRJbM7PJL8RTHocl4+C8ExsAia99J+7Fhkli5we4WeedOCWCPSMxr5hzY8DiK3ZJ/ZSGLBRnHxVstfNyp7NJz56fLcgvjN35JWOLO2dpJ54EinHJ7EpMUSSOVVcoSEF+7Mv6sdgjLZhsyWQBu4xd2mVE8bx8PXYZLyd0pD4qmJcLLC8l/V5jVzbawU5ETFwu+pyYExz/YgOWrLblbmVkkKK6JANA44ZMDO32s23SuOY9IgMH3Tai7PGQnvNLkuerXbv104wytSEZLUrkPQV1z06bEv2/Y7dRjM4h2n1lO+h9xMrgc8qUYovde2cS77d54GhH/IIb3z26cQzmnWGnRsy3GDfLZ0rsYgSyxJImS1bMCbDpwp1zEQDJnPDrTKtc5l6shsfM9ngQy5RtGdVbxITWxwPzB0Lspx1YSxs/1q3ixhZTjwyGh9M8EE7HZTJ0mrWk3fti7GntgHKr6wdGBauA/UKGtRhY7NPnbvksMhvYb/KcK6YO76HnfUSid7EuyC5U+WhYIOOOt2D2nMblIBFzjsnOdZ2IFcj5ehOwy4RzYJRBduaUmCdLpiDrfg+2YuedfgW1gsbDI65zSnPz0xls9PdzEDwuLZP6e4wJk8BjECgOo3xDqn60l9YE6BrJ1CsYZyMHn4pamP+Ur/x7lBY8MjErDAEiYzMx53iujGhwX6lRmoDKzGNSfjBhfWTkUxrzTItjTTD9R2xwncNnSoZWO6gkfExGLNkDzHDunCX3+TEzsd4e5sY+npcszmJNGMy/Q2Amk8wu2PwyLIGJicxpDMfELr5ssMb07zkFy9BPgW+MTcdlp4nmp7TWpzmBr0suMKIY/LvXZQ+mWMDElyHUEQw7ikEUC15usvPJ22GmkB1B/RQT7hGLJLXdaVx+/aeBh2KkWJBmZm/Pc7vS/Ed9osF6UrGoi1j1aFfFJ65po3Ws+urAtbkuw378RF3SXEt9Z4f1mvoO+2cyT8T3p9Nprr+RqrTwO8u71zbseGTOMl5+nVBzzn3P+PNm9mDzj3S/w8x+m5mdzex/t1nG+memafr2UxeoP85VVFRUVFRUVFRUVFRUVFRUVFR8AdM0/YKZ/cKXfOZgZv+V//u+UH+cq6ioqKioqKioqKioqKioqKiYMdmT6oDf1HUrQtQf594TTPvB2huXOgTyiAESzKldShKSzK8H5dzZ7EXS9CCZrLjmBe1eUlJSk8WsRsJVycHWGybSH3CnGSlx6CpTttOzgSbdBEm40/0jSjSleC6tFG3ZbOahmpkNSKydzB8el+YUZXJyf6VRht6zmF737YqV6p+DYUFEnbeAls8k4KMP8ROTiUsi/CWJtHeejDqS+ZDW3gfU9CxDgCSqXUqiVEfNhGTo/bvbkNC5A2SNSgQdSSKJJIWDTE5yViaEHiS720TU+aclrDIOYdJ21X1o/gCMQeL4CJTMTc6f57HOx9XNVZYmv9jPD329hjTRK4SyBrV7JGFln5C07rHNDfHgrz3HV6Qryk+S3inuFLKGJ5JwF1JXdcFI6lDcTtq+oCiF60RwTOMQ42eQNBXtKulER+MIb9cVZHCSulIWPqQE2CiKxjUkiqHEnc++CuJNBN2HWjKXHNA4YOtyxWeQtUr2NKBPaDy8paxRKo8d+tglKFiSDaFPyBAGMiO9L3L7q1kR66XAolwty8uC+2O8qv6UMoDnlmYdX3g1S1LipmjEZVxcubR2zbHuEpsWE0pkctAHCdKnUAod9OlI5h1IWL8MKtca6QqufebkMcUOPkcyIuooa3Wzg2a5jjlC1yS5aiSxpJmEjI2KeSeYFBTTKIm9eHBhvHsqjrEsmiN5TNJvrlnGNFeiLYPnoMRZCfnZRl0yFlnKBjnOxiCh+bnxNU2RWsGNI9CGkqnxvpckV0yHkgycBgPjJVhveLNzHKbUH/i4whLDU7QeSu8pdY1k/qGk31+iTAecdzyOXHb52Ya94hPmBF9bFCZWHqtW8BlbLT3HUlki2e383ueMwoBAr5QX+7HARGiihM7bmrFecvG7c5Y19uOyT8u44f6QP3c6zDeemHbjibV57JAGaO2IFAvq20wHINMESt0VDx+YYiGt1/MxtRPTJKSUCJSwSnbNNrwsyy/TCaZTGHweGx8D6XQLcx9/e9nmePcK6RYej3Ndvz5mN4QPdrNWV6YdZjlW0dBG0vUpSAfQBd8de3SynMJk2ZZFCgOPCScYJMmkozAxUv844buUJKJBpoAibGtu5jymORdrIJlX0QBns16mU4hSSGguYH9K0v4wUOS3qfxB6hau+ZPpzHa0sX9PHRIqvmfUH+cqKioqKioqKioqKioqKioqKmZMViaV/kFetyLET+SPc25z+0+Z2T9tZr/fzL5hZn90mqb/9R2f/yfM7I+Z2e8zs2dm9rfN7C+Y2Z+dpukYnfPDRrsdk5EB2TbalT3hs4PvUl6ulskrmUg/7WqS/RLZvkc7jmmn4QnWij25gVlgFTCJRt+VHXf5jIsHEDIntINREGJUZibhPSsRLahTKivZKuclSy4n2cWxYIcyJeEtMtE6AxDBLzHAuLspEgQTFvPaSnhasBq9DHhOJQl/aDLTKWJJiFlFpsBjP59zxI6YGHNjsEtabLD5rtaIXaPE7GAiVd9FE1vGzEIrdeW4vTRBnx3Qx7xa+Ijt2XdisUsqlly5O+f3Yp37jnm3QwL37XL7W/VSmDZ4cmDaxKf7YwfworbEfVNS+iIJNJgTvjOopP1mZs+dJffRPrt1f7SdeW3XoBytvJLKhMBefhzrAybJ8TKPl7su14fYu/co69k7w8hkwgHjNCUEZ6L/gP04RbNXGnO4YMAKeBIR84i7/uPyc6KFFSSptdh0YKN4GzGOKbZFhhAF26R/IukwixMxogiFoEswvvixzuMSjj008459wZzZzOXizrMYP1e73MfEiI4Yu1H8IbuoP3lffMyNvjrMf28ZJwIWSmYm4Jj6CVk1ibEzLY4VeIqNWFB2/QU756P36R6dNzGZwCh47OYx1b6DUaId/dMJzASPNwVbJWIGqvxkWPkYIctT7UnGmZgTZFM8xSR7l6HFF8FE/7oeFQB7Z29dB6wQniuGA+tNxg3dapmwnNAzMdn9o9gjF5iE+Bx4KVhyS0aJ3pN1Efd9vZLZ54wX9Il7y/N1VH4xYniO+lTB1POYMgVMJsbIi4+RHonexT4hoy/qoU1gwqO1IxkxUlasiqt43ORQGstXM8zruJ7C6kgzmcgQIiLsyoioGDPLOJFMxLZkurpx2A1Ykr6Oae/zyeuH+drdI0496r4ontaxpCNGbEAsVXF2/pyS9QfE2QJibyPJ/ePkpg4HSBNkCIV+LKUG447WN6vA1Ct05mCCfLVXsc51JmZwLtU5WdkBllzg4JUMBmAIl9o46GNci2hd2nEdJkY0151JjYTCRt87ojkmrfWXZhJmZic3xvvWfW6bz65uzMxsi7WoWK9k02rsbsGI1edWGHSK+xybikuFqYPWufhOMGh9CxVPo/UL1ECdvksF5hpEZKSX2r1oV3+lqsHrmoqivps/eEDfXgUqlRTDg/gZMuKi75hBrC7aXN8J12NhZFHxk42fqB/nmqa5NrM/aWb/qlla6fyamf2Smb1+xzn/lpn9aZuH3XfM7G+Z2T9sZv+hmf2Rpmn+wDRNb7/ioldUVFRUVFRUVFRUVFRUVFR85WimL1eef7/XrYgR/Wb/XqJpmp+x2cb23zSzg5n9R2b2u83s56Zp+j3TNP2V4Jw/aGZ/xubf5v9lM/vZaZr+ETP7vTanVfrdZvZffOGcf75pmr/TNM1nTdP8ia/ymSoqKioqKioqKioqKioqKioqfrzxE8Gca5rmysz+JzP7R83sr5vZvzBN09/8knPWZvbn/L//zjRN/43+Nk3TX2ma5ufN7L+zmT33j03T9NdcLvtf2yyB/WUz+2+bpvnL0zT9xR/wIy3QdkOSDVFKQpmqIInrgKSZ437mC/dIuL26LCnH+bp4L+ODQG6ZpJZmM23XsoTGLDOSmZxY78dAXlZIMVLybzzHlcvzNqDTP0GTZvL09DN+lOibifedc1nkYpexQSB1LWQS+vuX6AySiQQloKpfSPZWaybI9c/RlEL1yoTLLn/pIZm79WNM4Krk76RlK8n18QhjDtHF2TZ6z2eTxIGJaL1cK1DdU9JkHAtNAtTvWL2dPr88l0l71acLpUtqG17PZRyQPzSelJhS1o2PPUqdkgQD9bzyhNFMbJ+MV9AnprVLrLccoy7P3GeNBY1UrvfzyP7w6pCOfbCd9TMv1ll9vy8y6HsRvTIpV5N0tUyGO5dhw47elZ83Mzut3YgE/bP3vkwTA7Vxl4ts3cNScqy2biDF1xifIEeYvG3W12ib7XwhSrGi5PqKN/yL5Aw94tOg+IRjqb/j2SYlQGacSEn7ecwvgX6SxhSlQpJ7UyZDmY+kZNxyC/q06p9xKZIXT5Lq4nOKGW9R1oPLuzdIzN25TGaLY9duIrGF/FlGAErab5bb5gh54RtPfP3msEvHHu7n9/1Djlmqo9DogSE3yVqXyaQLo5d2GYcl/WuCW/z/7L15kC1PWh32Zd2l+733W2YfsUkDYbOIUQSMRoCRMEIOEGNMgGywh0FSTBgr2IzAEWAZQlbYIcRmNlkGLAkwJkK2DGIRAsZCILFJYAthzCIGjGZsGAZmY37Le/26+96q9B+VX9bJznOrqrtvv36/7nMiOqo6KysrK/dbec73FWZZiKzV66uD8cnreguSsix/2rG1HF1GCVIdy/P1+Bzp77mAecTliiuQMC6JzMcdUGxO19U1mk+UdBJJ2nHqkyuQjd5JkqPtCvpDaicHMCi4MwkGlGL5mLWChcxBU9+7SYPMqhkM25+m8fAUxsUHJ/27Hx0PZeBGzgvZpcskUWKbyrQhEnssKyZHPT6FNrhbSXxmbKnNgfitERxzRaamGqE14PiZ3w/6ukvJ4hrmQ5dOFo5jUh6gGQ+SWCLZZyptGA9dVjjSNPp4RBI3SAmhHoh5jjzvHIJJiQN3xgYS8MNkAmIFjrLSeQeayGU6L96DSOZKJ2y7wyaRl2FEgg/jZuvOSwotYT3P5TXchoThbweXIdP1eC3zLIbN1BZwvDttXE4JDnzy+ArtLpsSgTVmXoviM/w3C2YsHdBJWQpD6XSWsFrdZktHHuU79jeX6WJ6C5Rn43y99TkDnNeltcLm7tDe1snEyR1cq6Y10iE44XEnEmt4oK9lC4dgRG6fzdqA00GXNWOZB/J7Moy0iaI9Z1krMTlBTFMUHTbVXQRTMp1LXfG5Y3JrVl84Bsa6PeU8F+mlMHTa5WZXlp2Fx1XWGqNdjc05Ued24bYw5/4bM3utmf2OmX3s1Ie5hE8ys1dZ78/xW8n177de5mrWs+rMzD7EzB7EGL8txvgmM/vZ9FxBEARBEARBEARBEARBqHDjmXNJzvpF6d8vjDE+N/PWT03HH4kxPn/2YoyxCyH8sJl9jpl9bAr+dTO7G0L4XDP7bTP7k2b2NRfO/DmwWm3tYNlvISAzIbt9hl2BTTLSfQI7LJu0E+K7IGZm2w3Znc+MqMIaan9ExkHaAWhgpyMbG8bd9JR2WzAAfOsMH+E7mGznBNllxKhnFWIDMwF2KhaeZ2TYNG4AF3aPnDmDhrezS3DCRiFbJ0UQMUSeDZsS5w6IiIZKfXcPdzDdMC/uYGXnH8DKWvf5PwLX7UfrmunInpvbB9ntDcWWcwrDHcCUrwV4LHFWWbmTXCU9lA3bYYORLd8KdIO8Ow9hXdqE7HCnk21fpPdENlW+hIaS8y4zSQN3SZ3JVDwisXOW9T1otBvdw99LbuHvwI7oMhXcCbzUSdezkE67IXE3Jr6N9TshC8WNqjfEeHnBdPVjYdS7Zmdl5w9Q15npiIbDybCTWY2HwABKjLknnxioeE8mxtZqUVOAGdNxUxh6T4zSBZRVajvFsOi7soy1hM5Y0jZvQwzDd2gkesPGwHRtx5jgzNqCJUX7bk27yIbZt3X+i53uNLbgLvmJ1z/0/8NEPjoENs1TBz1782WH93PYy9f9+YtXg4V0ZzgddwMr4D2be2Zm9vaHT+ew3zt8yszMnrlzJ4e58XI0bG7E8L3PGQEdc6RyK8b/dL1gHhFWWyRlsHXmJLAM8hiNjj5icUgPrpl9hUOTPOdiA0njemmpvD9Am1isa8cxB6v+fL2s+0gLbdUZXZu2ZqswNiiWpTsxKMo31GOHM3BxfFp2uxkFjAXbwCDjrahFxxZpokA23Sq5PilZd850hfWTj5XQxrrjlFfMZmbnI9M9zXeLumNHMhZRRpsNrLwGxrR1qtfD9VCv3v9WxDEHG+daMoevIK/OrMGx1MsI28SD1I4ewLufLPqa6GAs9bVKVzjcSfM/Mt1TvBbmCV8nFGsHNzCPBvxbZ2wPYZk5T8o3bHHS8rUSjM3LxB5dAss89dMlzMc5FezqaYxGdl57WDMF880YxJhzWF3ejtBxhDdLVLX4Oc4Tad1M2cCkbpCdSxlRfs4ceDB1SV3kBfL6HyZdZ3Tj2OFMrcUxqBVcibGpE2YOSwrKis+LRbtLR2h3TNnhv64L4mGuD4jnYzSWc2q/RZvFNh18HIGspnE/AuM4HvRhyIJ2R29PrQc1xZPLk5Tu8AK+ZtzC2tHHkYYwyXGc87mAtmmy9i3Kjf1gy+v6em2Dc9vwGxOS87n2BBi7uZ2Q32vYPslz8+8EzAv7nRDra/6bq3iP1B8Xq65wAPc4IcQd7MY9pCtw3PiPc2b2WWZ2aGa/amY/HEL4RDP7D83sj1jvDOKXzOzvxRifOXPfa9LxF0bS/pV0fD8zsxjje0IIbzCzv2lmT5jZX48x/tRe3kIQBEEQBEEQBEEQBOGqIVnrI8dt+Dj3Ken4f5rZD5vZv0/ifHkI4Y0xxh+HsFel4ztIfMd70vF9QwhNjLGLMf6Qmf3QZTIsCIIgCIIgCIIgCIIg3A7cho9zbvPt9dZ7WP1LZvaPUtjHmdk3mtkHmNkPhBA+LMb4tnTtqXSc83FuaWYvn4g7GyGESkbLouE/B6utPZGkRE5bNjNbJ90Yk6GhhO1hMsh8tBn41veP+wRPUOrqho+JVCgAfdelKyjF8Y/kKPNxmno4HsKak5o6n/MOtN/uIPFskdbsTidQDuS0cZTYuAwBZDwu1UBpj9+7BcnG0UlfRsdhMAjdJep0gGrJRmLROHGWSUC5eNJIAc9aJ0jPZZRgPJ9JztDev5dlU6uVCqlGe+BHkA243AIlEZ5vklVGR0cZcjb+TGQL5U0pWmEMlzyDGdxtyqPZYOAXpQSDTBriLcuj2UDlboD+3iWt6QYkFptlLQuJRALuMgqUtRij4tfKQ0gXjCJD33w2JAP5IFd6puklfwsia2JAZzKrpnYw40ApCZO1+hnKKRbJEHF7B8rN5dYgp3Jj2Vj/Xifbu0NYeycVGBi2d2n6ghhcn5KwunyvLcKIDD0BZY0+zhXG//28cMaSzAwwaSrT86Ds5k62Oj0AZfmpHBYwfrn8BDcoffxtUZaXZLno/CFLTrBNEwcJ+RoEsTbhWIE+4k5yBPH0AmTIcO54yfKBmZk9AVqiJ1f9+TsOnsxhz570feAYHNv42I1zoM9P2E68jxTG7qucDG2hkGKmZ6ChbJe4FkOvlymRP5fyfJ+zIH9gsqEhzhpy+ZMyx/guhUfJ8TqZwlig9DOlcwKN1R0GofmLjki0XW65Br8RqySdvQPPvZPC0LmDr1lw3FmnsWhFJjLWxrYwiPt06PJGM7OHKZ0F0dWctNB20rthX8/tpJDEpbxuyYCNTmJabxPoFCFdw/F/zHyIDe1iCf3/icO+P7zs7oMc9pKD/vxFq6FPuZR3g+u/tq8oNH+AcjaHmzVYEY3TCciQnznt5533LgfJ+XOL1Deh3NwJTunoK5URPsLXV+hI5WEaswZ1nnXEJIbL1XAd5tJV5rAAkR1MgLmS5QMfF6Gs0ri5AecPWRIJhuizFPchyOlSAy2KlMlWMWlm0sNImJ8TaR2um910SUCD+z6Go6Q3H1E760eYO5ozN0BeivUaWecwZz15HYmSyLZuE02WOo+X72AiAuKRrpvX8ChrTVPQ4hTLKh1QwprS7rDestQVX6RMwwzKj7SJ4ryYM1LQsh7rfZw1M7uX5k2XspoN8zCaA2jSOneL8u2DupB8HsG5z9dQxZrA11fQ1zuX00MfsREzObgecjmrm2kwK9c+Oc++3oEO5ONNPCXPKGS3KYjJs4sxazcDLJI6Khx0pbl5uWrN6vy/NezyCpUfHZ8cu74XROOL4H2kK1DcaIcQyUurN9xjM/uYGOO3xxjfkf7+gZl9lJk9b70M9avhdp/K6xXKAPy4+WBnLEEQBEEQBEEQBEEQBEEgeEEz50IIH2Fm37zj8pdYyWT76hjjW85GijH+fgjhW8zsvzKzPw2X3ma999VXjmThpen4XIzx/ki8c2HOl/AQwsvN7J3DPcOO/xJ2P+4m4/AHTe1bfgPbVYfJWO8isW92P7c/dot6xwGNHPs5fvRvfQceWTeLtMOCu2S+mzXXAGVBf/KM4i6zG/UewlZpt+cAdiryLj461EgJ4m66s2kK9gBjlNWva8FIPGYANxvexbCULO4Kww6hM+ZKQ7WEleU7egfwQMbeyMa6IWzsU/WOXf4xZKYbczePYb6DWbg+rx87ONcg6RW7xyQzZDfSyxx3Yt0AcgT2W5eM8CLLkLlcj4lJ0kK7y8awceeZvFt+7tFQMKdg5PZ01Sf+PLAV3ED1aj206YPU9p84GCiWT6z7RvPEamg895b99SVhSWyhAB+2Tkk8reKh4XB/7oPDgU5z/ER//vDBQGtsjvq0F7ir6TuYuDO9rtuYO+l4cDw842RTT3OZAYCsRsZcy9fqMGTiBh8PIWJOju1+F+k5EwN3hdMJsAKdqYO7w2uoV9/BXk4Ya3dWmRtoNzPbJsvSHTg5ybvFWC4+zhHmXAfPOEnNCMuUMRN9DkLWzctW/VR6AANdl+LhPPaSVb8fhgb83cg1siTZvOhMrTWZFzto297OhzZudpxY5scwJxxtkiMKKJZNQwZL4iQm78Dj+OTOHRa8fdKNesZWzM4aCJuuYDUnRi+0aWcDYtvx/rXFduJsMRzz155PZKb3aSOL48lVX1+HwJzzusH6csYcc06DYKoAn7uxjT1o10V8PMcwd0qBLL67adzEKjhu+jZRqAIo+63K8mAQHqM5cxKjNTUj5t7hMOY+nRyuvGg9sOSYwxXvV9jO3fkKlpGfI8tvQRZlmYEHXcn7FTqi8LmghTErNGyRRFi5PnYAM3F7kBgxYPx/keeO4d6sHkCD+u7EoHAc4Q+DB5PxOqf9YMhzcOdp0OWH9Rqs0Zx1BWy/7LCgrecO7P+MgVWE+boOnQ34QAGNy9MsxpZMGyOLbsYGxzLyR5AwCrJEKuKnflM4pxjzHEGdhUFZuoOcKZZknu+GsOywClmX6XrxG8jJXlD22/RTqgP2sCt/ivVnriKs/5Q2TiFYDdmxCNyzcgYWzHOr2kmYj7XIVvYxAcc5n2txzvU1oTNyzYYx8hTmCQ/DueN+miOfPx5+eByl/oretcLD/h5cc+e1PjpmOOzv2SIzOZU5KqL8t2g8gDW3s9qx3aU+EEhdF78dzlzrE9q9dmS/9SKuE1Neui6wefoDY4zv2p34o0GI0cIV2Ie7ijRvCl7QH+fM7EVm9vEj137F+l+Ma+s9qe7CL6Xj+4cQXpScQ/jHuVeM3PeydHz77BwLgiAIgiAIgiAIgiAIQsIL+uNcjPEnbcKCVQjh35jZh5nZHx6J5t/KW+vlr2Zmv5OOHzVy30em42+PZlQQBEEQBEEQBEEQBOGFAHlrfeR4QX+cm4l/bf3HuY83s2/bEefD0/E3Yoz+ce6nzeyNZvbJIYQnY4yFk4YQwtLMXpf+/bG95vgCuH90aHa/pw0fH4J8Y9uHOR3ZzGy92O0kojDCnGQId0H+5pIppN86HXsFstYlMa7tBqYfrgbu98Nln7/TJUhE/RzkAMw4OZMcuMSmUD9m+jlSnVM8kN0wWUuXHsKMyRdww+tMnovSAzYWsc/LRCrgEtcARtsLqcbGj5Fed3RjBugZCgOptawh54sYdaZPYJIIlBy4WmFZx4tEKYaUc5cVoFMHT2fSCK8bekV5qUsssEEl7VoHb+cGfJF27waXA8gMsqH3UNPa0dFDlkRBmYYsxYFSBTmAJQPFcQWywYMk6YG+eXC3bxQvuzMo8d//7jNmZvaK9TDM3U16mxbe837b6wae3YJ0NhXOwzD060M2xtx1ydmQv+dO+/SeOR7Se/ZBf35yNKQX3WEMkw9AfbUnfbwTaNubNGYtmJOYwklAHcYMxvs40uI40aUwqEM3fBxx7MgnUxJFzyiEpbwUzh3QWH8yUL4tvE30wPHLpYmlBM8bMOaBSIlY/lN7bGGsaVOH2J4MHfH4uK/P+w8HWct7U73/3uHTOezpJMu7C3MWM0Dvklg0XO+yxydRnp10aE8tB7nf0+kcpbPMUP5R8pTzbDu0z+eTXsmN3psN7RznDpf0bBqY27wNYh9m8mdv56d1e+ovu1Yf7nHJX2H43CVsQ8RtGo+2sE44TVLD1aqeMLCNZecPhdTNHwb9wR0fwL2b1udclJISZxLppVBOdSfVIToEuZvOD0GH5GPVCejL/mB7rz+e3sthz276Ory/Gdqiy61xXG+IPu/A10Droe34HSdgJH6b5OMdccaE8HsXRIrVgDwPx1Jfh6HZAB9X8Z3cr9lD0NYtUzufchK2Sf2KrYc26DgiPfdoOzzj+dM+D+hgjDnXcHnlUYXYAAAgAElEQVQuvqe/E3Pqg0bnjw/6tDcH4MBjncr8IUhdU7bQBIh3e+Z0qjAlwpZKvmaBrrLIYyXEc1krxsuyVphj3GEBey6UAa6HuuzkCsYEkE9mNHX/b5K5iA48uOU1SKj7o7H1EK7Nt7Vs2MumKdYv6UhMkyAGUycwx2QnEaGKR52TFWZNiLTXg1heIE/D2nEIY93Z81LWUcozrv/J8oW2MX8erm1R0pnqujtAUwLgWMCDlvU44eYAltDgDrIMHUxipIK4Cxrxp5b9z2OcI318QEm8O5h5L8yRp2nMwN9PXXJK5VJWM7PV8/11dJri9VS09zTWbqEOc+7BOlN2/gRrYJe4FmuplHRzWrd3amJpptmlQp7tv5VgXvfi2ASz9uFt+CQjzMGNdgiR8F3p+JkhhA89ezE5jfi89O/3wqUftN5RxIGZfQFJ98+b2YvN7MTM/v6+MisIgiAIgiAIgiAIgnBt6K7wT6C4DZ9pf8TM/ncz+2Qz+6chhP/IzH4+xhhDCC8zs//FzN7HzP5fM/tavynG+N4QwlemsK8KIbzFzL4vxtiFEP6UDSy8b4wx/u6jex2OzTMH9lzod4afXwOrJbmZXh+gQfhkJBR2yX1nBXdT/fwQHCQcLOp9I98JRdbdgjAd2rS9hGwUv7eBe0/TTlcLrKBsdHqKeUZ2W4dEkOmSdorBYKnzKtCwqe/y4I7tSXIEgcaJmdtv3/UsmFjZ7TxE9N2U3Tkv00HSAunBhXt4rzpkF5JdvmyodCoTmV02BLlx5QaNMG+c5TWR3ggK27++gwnXs9HkhsQrGIyeINzsu9ozd3YLQ895Kwye4c+D3c2QdudwJ3OxdEZE3T+6rmbJoJH9zo1OI+sG2503D2DqLQ/7vv7UvcEC9fvce87MzD7w3nty2KsO+/OXLAc23SoVyFHhOaTHMTBTnDGHu67OprsDu653Fn1e0Kj45m7/fs9s7uawd9zr/eG862hgujx31G+FnpwMz+22NRMjpHpAg8DLVOa4e9xkZu/wTsxjfUOZc+n5pLMwVi06CfA6RibbNo0tmw2p61Pcsk9sJGg64BsGHJDszPKZzE5c93RwC28xNr7CuTMxYIxs07s8PAaj8w/7+nxmNcxZ63XP9il2+9Ou9wLnmHSORufdyPWT66G9e1vEunTG3IsWg6H8w9CHoQH84yY5LCAMOwRjFJ1sk1Fs6P/OKOugDjNbBcsvDzFQmfhYZyZvcfwiY67fjwyctbejmknSQZgzDTAsN7EFjl+1Qwh3XoKsAe8bhXOSxh0uAIsjs26HZzhj7pWrZ3OYj1VPNWBdP+G5bqBO3G1e1L8HlKUrCjDMHUdgmLcZ1u7W0D43iYm/XUB73xJKTHbQUQXRsYONSWbDuuUIxpGHp31fen4xjNeeR3RylZ1rkLUec5DRwgSbw3D8ImNaZklCmKe8Xtb9eg358/Umc0SEjrkepHTuN8P7Oq+yA7pSyGzPIR1nlOIj8msW49iZzMN19EcSSVVnhxDbOgzBnhvPXjM74zQrjSPMSQQ4JXC2FXOAVTDwszMEqK+ujufvXDjSYM41nDmHzsvGlB1k7CtZaKndFc4V0q2FUwyrQVhyzPnD2edjekU9kHnR1/pFF/b1WFcFcfVIsUav6w2mFmDl1WsftrZE+O8v1v+RKZx/w2EmUljJpl2Q9FK/hk7i58U6LK1VW3B81a1SejiP+Tlb2+AaOKsVIMynJ2QhpzWhz4V4TzGzOau1aBRnjrvyNfKbqmDJJoc2cRPM7t+GTzLCHNz4lpA+wr3BzH7YzD7WzP6Fmb0rhPD71stZG+udRXxmjPHhmdu/3nq7cq83s+8xs98PIbzbzF6drn+fmf21q38LQRAEQRAEQRAEQRCEq4e8tT563AZZq8UY32u9zbnPNbOftd576web2W+a2VeZ2Z+IMf4aua8zszeY2X9mZr9gvQGP9zezf269PbrPjDFeghskCIIgCIIgCIIgCIIg3GbceOacI31E+zvp7zz3RTP7jvT32GL5/MIWid8dwQB1m2jPR+vhC/WDRCFuDofviln+uh7CXGqAjh5c0lEoSROdGaUODqQ/uwF1lJLieU4vPQ8lHd1qN1W7kJ65DAUN4LqEDWjNTC7icpsTkNO6QestSM5aJjlzan8hYa2NiTLjuUwqminRBXXeXwjCQMLgig+w/TxINcdtulNHC35PIEb4C1q2yxXAkKqrGVHWQNRgOyQCdZ5yGMkzi1fmtZawZIPFKDlxyQaRuhRV492LSBgwLLcxIuNGuZe3zyX0s2Zdy4w8la5wTmIV0PDtYZKuP304SL/cWQPiyBvN9onq2vPtIBF777aXn6Jx9QdtLRHLEgbU/iQRJhp6vxtOqzA/f2I5GH//g4P+uUeboXG7/JzJ0AKRbCA6MhZtkry0dPTg8qy6DxTG2t3ocGG03eW00Hrc0Ds6//C8wBjjctBwMsRrkpFzUAqXskYiwcrymEISld4Nw1wmswKpdhpzA0hOwnL3WFpIXbYu1YAO6XkFqWuXJB0dOBPZeNrowMOdqyxhLlr6nDW0MXdehEb93dzCncXQjl2mihJVVocu7UHHEe4o5WQBBrAXff4PoG8tsyMSKD+Xe4IcKfroQiTqpUeg4dQ7fkQj50mjHZq6TRTSGiajS3XSQr1mo+mYrVxGEJjqBGVDLitHCaOfL5ikn6wTEF4PWF/3mn58uNucVPFPocE3RIrlTgxQhrwh6xfHirQJ5lAhkrGjCMsyPhJm0P/d7MbEmgXhVYLt7SSV9Qk43MrOJCbqwZ+G67rsNINkBU0E+Hnh5IKNkR4GeWFy1qG+hry4qRE0L5LHTRwXk4mNBTqESGNoOZama4V8vMrKbBMgw/oJ6pCsMZh60Psok3aaDfLOQsLqYbDW9+bNZa3wOHfW0dbXG3D+kKWpLF7hnCwW8Yt7tzBvkvWp57XF902OD3At6o5WsAyYD6PBYRkJG5MZG0iFyfxZlGmYaAxnn0HG43KOrmWtU+tcR0f6K5oSeNj2BbaGCvN+j2OaO1pCRw9s3GT3OjDMTU3gOOZzwrNgiunkTt+Qt+AkovF1ELGmEPG3YfauMQRlh1wwxjDzDDG1twg/RvKSCscE9lOU/D4ZNbFUOFlJ0bfB4un52tEjg7y1PnLcCuacIAiCIAiCIAiCIAiCIDyOuDXMudsA5gre9wjQSUC3TLuf62Fn4vSw3w44BZZEkwzaLwq2QtrpRDYA2TGJeSeZhdWGqDEsO4kAdsEyM+Igf+6IYoG7s7UBZ7ajM+wooRHjtBOLYYnN0gFLLrNB0JnAmEMIKPuYd1NqdkORTcZ0y8ZpYWcUezD71M5YecwAre8GMwYd7jiSsIYw00aNzRMySGTvzgzp4jt6HjC9HJEwiiAe6ytsF5UaeiXll3fqwUV6lyqnWwI7w9sEMjvT+aJwYlAzTwaj+IUbgOF5I1v5908HxtnJtjeQ/q7jgSXnDLclYVOgoW83yI07sf7cJTHMf38zGOt+at3n4YnlQFdYN7utAtyDeN6Hj1cDS8Z3dk9hF9f7NYY5w84NppuZnWz69zgFBxPusKBge3kfJ6zWYmfUmV3ojGNFHIIs6vJlrDzLjLdYh8EuPWaBtXN3XhLhsZ35uARhuf8Dy8MdmgAzbZWY1UvyHlsYN0+tL9ftti7L5hjYgBsydniRowFsZ5IewE73Yb1d7ey31WKo11XTM+bQ2PU2DXRHYGH87qJngyJLbpHuaWEg2MSasZmfP8HYzA4BkI28Hdkj3eWMI7OoY3U9Lmsj13Q8RocQqc2jk4jO67hgzsXiaMaZ6X6Oxsl9Xkcm1ib0ZXncAv2FgJXlcaKNuyMPxLMtOJjZ9A5G3nU6jHc+Lm0Icx+ZXXeWfdr3YNy5m8LQYcVpGuufOx3Ymc+t+/Pnj8FhQXImtd3WLDnso+6EoewXddvi9TDctM7zCCgiiPOv/Fzi6AHXd76uWhZMwrQOI04zGLsQ+42X//F2WMg4Iw7rxtdh2w2oQo77sHA8xFsc9XleHgFzNlmSXoBF6cVJmnOROedsqgkyB2NnDU4HYPwkay86JDgpqDD4H4pnmZkFdErF1iDOwAH2TR7jCTWNKglwXbcpj0W8LXlPspYqGYKxCmOKiM6dXRSOLVI8ZI95PeBzY53nxWmqayDYZmYfWX4UThiWJC+rMp+YL8Z+ZOqXwpHHXGcCxWRPfnO5wyiYT45Tf7m/GOY5Z5Xj2sz7KTrD87Uehp1u608G3tfRceAT676wn4Bx88l0/vRqUHG86KDvlM8cDsy5P7jbj93PPRjG0tOjPv8R+vqgiKnnsQ4Zlr42I2upYl70MPi962utwllP/ROuTgOvsx9axfyfzjeB/v56LCDm3COHmHOCIAiCIAiCIAiCIAiCcE0Qc04QBEEQBEEQBEEQBEHoEY3b2ttHugKFPs7dEGyfaC240VQw4Mqo+gP1G+JFQgfeuvx16JVtkmg1KH8ishYGZjOVyV/GjKsviHSiYH6PaBKYoWlmwBllZllyMiV1WBCaOaG1h0SFjyDZnW2cljhA6NCwuIezekADpEw2miVx43LbnNdt3caKgZZI0wKRMJyNvxPZuDK5BRnnoQ6jyY0YSmbpRZQh+D1Qfo0bm0aDrmE3MRmlyZ6XDRhydnn5wwOQtbqkcIl9hUiTQF7Ypv7ctSijSscJi9aDQwsIc1kbxHMHLijZXBFZ7ruXSTYI8ocxOS2CSaJc+oXyJ5dHoYT1OElXNydDJbo8onC4kOqwgbZtpA8wCbj3ZzTGvVklCTCaChgZPwv5WLoHFa9tuqc7hPqF9kYlokSCkaU1xPmDrTCvScIGslyvTxyvqeF7n0dA5r1whxYPh3jZSDsx9Iz587G7RSlRS9pEavtY/y7Vu386yHjetewljujA4XCxScch7E4KQ8cmLo9FQ9lMAuTtEqW9nUumQTrtbZA5zCkc5RBZa2RjfSF1JuWbymvKSdCwUBiCuqYOa9N4tF1i20+OCMBpxpKYxGCmKbyNHUDYu1d9fb199XQOc9k7k8afQt08n+RbKOPy+kK4LMulrGZmL1r3squXrB/ksKeWvSwLnVO4VOzZLcizTpPznMPBec4zx/31BydgZmDjUldwbOB9CvJXVI2b7yBj7sEK2nR6JzbmIphRdx+PUHCc6wsGmVWqJ+bIAR2zPNz2KR1thhS9HI4fDuWxTeN0IWFL4xxKNlfu6OEYx5N0BAnr8mHK86Cmy7JWJs8s4GM9m8qJSQGUtXraRb92Ry5o6iTLOGEcS8VROEBARwqpiU5KK8++iIEkFt83nTfMeQWTq47IczEvhbOG9M5lPBZWHoswfDeyJvShwKWsZoOsefkQTE4cp/rf4MRO6ibJWreHWDdpLhqGk8FBxxrqizn1cHlu4ejDTVhAVnIZkPW9GV/fdkTWetxXAK4Jn18cVElkB1kgt3cHVfib0Od4XL8s03hz784gYfUx4SmQsPpciuO1h6HJCXc2cQwS9k0yBxDBaY7/zi1+77paFdfXucwxjOjCx34LFAvAM9d2xSOSch9Ti98TLmFfBetatggQbiP0cU4QBEEQBEEQBEEQBEEwM7MQo4UrsA93FWneFOjj3A1B88TW4hP9TnLX4rY2MUCZd79gR4TskrthTDQ67GSgAMyJsR3xkulWhzljhhkTZmAGi9FgvTt42BKD9ciIG2PJoSvyyIy1s7Jyht2y3mEpWHKZAURernhGundiJ6bIwwRzMWeLsSlSGO7UOjsOd6b8EZRzVRj1TSfMwOlclhzZmS6oBOR1PekOd2KJq/ox5slcZh/bsQ3ERXq5c04S9OqAXeb2oHbasj1MDDB0Hc+MxGO9ZocGdb0yNmVh99YDkanpz1vWeWgg7DQxZh4WjNhYHPE8kN1FhpLpWu/2tum8BcaWs7cChDnLrGAPszbmQdieRtiZ2H9yH4ZO6rvQEerQ2bSFwWJ3igPxYhpfuxWMT3DeeX8tWK05EwO87eNYtaiNJrNukBlsML56+aNzje64r390/uAMF2S6MLZYZiYWhrl9xxnytyRG51PHP4Fddz/HcZ1hQdjZzkJCY9crYlDf56CHwApy9l5h/J+NqW54nTA2CyCjw0/2NZZShOoZzIB7XCRHKlA3Xl8tsumywW1ShxDWpPJdAWPzYHWQjgMzzetkDUywMedUyOLyulsDS84Zc2jE/EWrnnbzFNCunlz05+g4pEsFcxCGdnKQJoUDyJ+zM5+F93BnPcfA9nTWJXUWA++Jay5nH045wxpzHIQMFmeVYhq+TkP2i4eVDlf68jjaoiOivh8eAWvw4VFfr9ujob+6g4fMqrWhvyBJchjDh7DBYQHEI04M/Lxgznk1kfaODZ4z09KtM51iIcPOn4d5Zs9AwmO3ccZZnU7JfiVhM5GrHYcl5pghs+Rq5h91pICMbXdiM2H9PLP9CocVzqaEMEY8omNgLI592ikvOJ+kyXIBbaxb1oXpDEDwL5SZdd0BpOflUqxFSRmQ+mJ1iOsNX2cUv3MSi24LqoHBCxuk7fcUvxPr8T+vN4HV7L//7q2HQno6MY6deWxm9iRhHN+3vpDGFE9F/rAO3QFKW4eh0yxL/apgmfp6gq2fZ86pFMW86L8T6/ZerLPc4daBWRRzTkjQxzlBEARBEARBEARBEAShh7y1PnLIW6sgCIIgCIIgCIIgCIIgXBPEnLshWK5bW97ZVOHdiFQzooSRcaZdcoay1uAyNCNhIH9Y1Abh3cAzGuE+yNKUIcwpzii/cAPPDzYgk0jSjyOQg5wkadX2FGStbiAVKdtzef7xzBHvLRwqMM55il7QmtNNSGteOtUZpW5JdsE8eRT5q4210r0I6gwDzkmbiF5uIMFyg+YNjBxZ0kkMB8/MyhnJgUtsIYw4nWBSzCwRRYOrbqwfR7sx5xTkGcx4MpWwYptgYUxSFsr4ZoNkA6Ui3bG/B8oaa4PBTOoyJWEbpJpMJkNuxvbuZQ6GiP1dOnSK4e85IWGg+ctaRwhjUgwi4w9E2pvzDA4csqwEy4/Jn1lZjaFon7HMOzwkQofMhoML/aAfd4xdRG5L5UIuo6GSDiiPdERj0sN8AhImNxx9DNK05PyhQQnrtq7D3MZA5tMmGVB7CHKgw9RxwEHKIkl+m0U92BRS55T/DpwwRDonpCOWWZah1GMzc3DUTYyfIeUBpcc5ft0kJlE0wblj1WxZK3tgurWQYHl7gnd3I/cof3PD5zhmLV0OBplO9d+B5MzNWbSFCYs+cZwjXVqJEsssAYUwz+qykIAmxxbwcg9Qp5bwsF1V9zpwzbKJnr8h3t3kxALz7OuhkzVIsZMEdAPvi+/OnPmwcXVLpNxdkkejAweXwhaOOZpaNrxM5ysywW+g3E5T/0NnPe4sZQN9M/eXQjaa6h8kkdmZFMoks9OEIcylsKWcMoXB/L9IYeg4gEkimcSejanDOgHnHZdOQryxdRFxlLBLYpdtNRWmafxinWYhQ81htVSXjUGlhL0/Fk4OXK4K8s0saz0cXjj3+1U9lhbzjpchrCcsjZcNOnBKSvNFwwZizHSqB/JyC/xt4w48yPyEGHOGUTh6SGWAQ4ivNwqTEmyN5k57drWdlrQPLwd0IpHlz3We6YsQCWuA+lod9GPCE3cHmf9L7vbS1VfeeT6HvfLgOTMze/HqaLg3ddQNNEYfS5nUvni1RW0mwdtb4XBvZH1Nf3egWSMif6ZzKlmHUbMwi7quhzkQKza17VVX/NZ+rCDm3COHmHOCIAiCIAiCIAiCIAiCcE0Qc+6GoG0ba5zhULh9ZpZFSZCH4Y6TGy+HeNlGKHzh3yQaFbrX5kad+12XO2tw6pC2PdDIKrLo8nOzIwVg0/nuLBj/dsYcsjicuVAYSidMtzEy3ezdFAzyDaLCbXY6wR27ZFB1CWXl5dbA7rxnD8tgyskFA2M/Mng6BXMm7Waiu/bWmSHFrjFhybAdp6489veWxzKMMEAQnpWZhl6LeqV5qXcwmYHhfKnY/Sb5O5PGzryQeM6mQyPGBdPRd7ULBosbpTUSNsGSIzvxGdjG8qBQs67mGjaeZKER5hxlkuW6gbDMFIBdfL+MZZCNHUPfdAZrwR4m2UtJF4wWZ6NOvVqmqEG9sYLr6n7Gxx3Ia2Y/kP5QMATrrV/v68iIzO8ELDQfXwvnD4nBUhp1T0fsS5SJdeZoQ31ie29THpCt5kBm4sBgA2YndZ7hR6zDKiuj4/9yhBljBs2YMVlwh90NrxMWJz6vNJCd3gnHTX9PNHxOxrnZTHJnyRVsUM9rnRy2xWyEGwopHPaZXa6BsZXYGQcrcNaQ1g4H6JgjUZ0Ygw3B1g7eT09aYKv5OQgQnIFXqAKcZQYFuCR58esroGS5cwh0EvHksndAgQ4rPC+nQD087WpmHV6P5D0dRf49X8CSc0bfIVi+v5PO70DYinhwcSbMg+1BDjt29QO8U0tYfJlYvayZJBHWhHQIJWvWrY9FwLDaJv8ei4dDvEVyItCcDmF52TlF5iBMJ+9fpXH6uj82hE2X08FhPfepmt1mNowfOI5488C1dFyW1/CcrlUKhmDNTKIMMWcDIQs9MWHDAVnTouM4Z0niOtadum2gbaeGEov1bn9kqou2qMOaZeZrpCWMT4tNqpu2bgDdFMuQsLPy2F04bSvjF+fFe5THPhPjTK3AWPmMTZfzBfGIo69FqsP1wdD/7x32HecldwZG3EsPH/Rh6wc5DMcMx3GiWN5vh3Himc3dPgzGDh/bsBb892Q8HMJcQRLZemjqd+/I2pE5T8RF39Cfcb1br4GHi/VvlmLd3qT3aGIR/lhBzLlHDjHnBEEQBEEQBEEQBEEQBOGaIOacIAiCIAiCIAiCIAiC0KOzwsb6XtMVKPRx7oYgtmGggaOkhxhIH+RRQ1CWeTLqL4JIjpwmDepHa5PUdQOGL4/T+QOQb67XvZbgcDXIVdZJuoIEX8/K6XZosn7eIkWYvEeWuFHj6vWrMZTyx1CHEWmCB6I0wVxeRGQNJWU/6+6qvHQ03nAemXyEyNpQMrtIUoNmQl7okhmUumaD6xCWnVPAe2anE1Pt0+UgKDlzg8CgeM6Uf2zHI9lnDisKmSyT05J2QiUMLhVBmYnLPYiEjUnPmfHfwGQyzLi7mUWXzBDD0kUesuOI+p2YZnNKbjsKJvOgkjim85333MD6NUuHSUlYGHle0WbZs7y9k7DZMiko6EDC7BLGgqmEnSkwUCJykhoK9pEkA1ugHMzDTjAsHVEFxxZi3gaJNAnbfnfi7RjGmAVpT0aCsgy17jdMAopjTJPUOf4+ZiCJ20B9uVMcJtktnF30gds7Q5ift3chnktAwXmCFUbE68pjY6k7oCjGTSrV94ZeJcsxIWF1I/GF4eskk2oOawnrnYOhgO+uk5wSZa3L/nwJFcbkrO4AYQuFnucsGPDcUQFzuIDyy46UR1aKoYQ1nbM8u2TUzOxeajwo+1oSTwQuTTwBPaIbTzczO2p6K/PHEOZSWOYEAsvK840S1nspj08uB0PvTyx6PejdxZB/l7ViWZ6kyQ/ltJ7XBUp/kzRtgbJGl6uBA4e8Xio0eyMNE+XKqX+14IigdWk3yNq9XzMzGdShChufSJ9qUBK9sSpskZ+L+a+fQeXvhYQ1SZgLxxd+jYQVTljSkZm6KOZrI2HETIaPS2hOIfV7XHd6+4jgECQriaEeOv8dcwpmCFyujPPOpq6HPF/jknvlz4J24rJrkAAvPD0ia8U1vDt4aO9AWJJbduj8wcse5L6dO75hmrVCx5mCivVp5HE9iK1pRtZcZaN2+b5VYWiqo01tHx3zeR2jxP7dzRNV/vz60Xa49yil8+B0CDtOZoo2G2z8qf6J6aQw8R55TUbMGuDvJ+YUz8hvFuokkCH/hKt/exWOH6CcpfIUHPo4JwiCIAiCIAiCIAiCIJhZ//0wXMGXwylT07cZ+jh3QxAa48a6meHrbCQaEmBGaZvy2F8f2YlhwB2xtG2wgV2INu2inSyGpuhGYhvCFCl2cVLaXUss76MBVN/+RKOu52QDlewcwjIYY+wwg7DE8Hr5bmRrzR9LjM6bcdYgZeW4W3LchUq76cxYL0MkBlcDOq/wXVLYwsrtCQrfmV2M7Rmxvpb1rlZuxwUjjrRt5uiBsHP8nLF9qI8VdPQx4pwikl3mwv179J0zCHMWD9nJNPK+eF6w6RL1I8I9uVyxSY/14ZnsUmaDuRg7RoxOF/2L7QCz3coR479s0g/FzjmJOPZyCPJcNizSW71PFYyImnlgzjxAg9Wpby7AaPNyOVSss14XhFFUjC3pfIsMhrRL7Q51+nv6o7MWzHax5AiDwdPAamVDmjdF7JuZrTZRr6MefOpokbEVAN7v8T2cNLQ4gXpI5KIlhDmLrtnC2Jae162GzGzuNNUzcgahszsJIaBx90knN2S+TANYhwatvcyZc52J7hDJRc9X4QAnGxiv2TSLJRqJd+cPQ4G40wdnnpkNTqKQAebOGtDpQGZ+w3swhxCZTQcss40bom9r1h1zsoTsDO9zD8E51eGqp848WA6skOcW/Xsgm445mPDnbqHRnoLziuN0jg4tnA3IZm18zybVCXMcgcz5VXZeUTuEWMBTVnH3z4ipZ9wPvSH4zXZ49607okEGIOvrc3/ZEVazn3dkLVWwZCgbNRRHs4FJ3MC4mIiHBXOucwYY9v8RRnGH8wRx6kCZc8jUcpZcwZzz/ko6+5RDqLH1P2XzojOxdILMpFTXOBb5uN9A+WZmcuFcw9eOdfYKlqFHg7JqD9na0Y/1WgTnDk+nBZZce5j61AGU/aGznyGDqewD+21TrOXPZP7M9SEQztmAzRdCJJ3U9qFdtqnxdPB78vSkD7sPvxPevbhnZiUjljH1mYM5fyfs68y5VnZiB/Uw9puldOBVl0FWGRHnesVYH+t4NF3C2PM8sOezvHRdsLCuWdTC7YQcQgiCIMLR8cIAACAASURBVAiCIAiCIAiCIAg93FvrVfy9ABBC+OgQwv8YQvjpEMJ7QgjPhRB+IYTwn4fAtp2Le1+V7v3tEMJJCOH/CyF8awjh/cbu08c5QRAEQRAEQRAEQRAE4VYjhPB0COF7zeznzexzzeyDzOyt6fIfN7O/ZWY/GkJ4asf9n2Bmv5zufamZ/ZqZvdLMPt/MfjmE8BG7ni1Z6w1BQZ1Fmjczru/MWaTqNrU0JdPf0RC1y61AWuVGOhlVuwBxEtC5NHV7gaZIadzpgFTyREOn9OLzStkMKM4YliWlgd4zlp7T/OMWHSqkE2KINDDjpLZD5UGkCS5naOGGzDQvDJXuzD1/t0mK/UhGmWyFyC6YEeNQGHBN0Ys+YFU8l3sGaHbN1qWzkAdmJPpMnvqbyWVidD7fxCQlWCxNLdnKcjSUjxVaHZKvuqkOxoaZXIWBNLfInlHIt4l0ZqyNTUmUsjZlvK6NSV2YXMXDbKLtjN1LJbYQRttsOsKYmmUyIIlxw+bxYLjXZRIoH3HnOWZmd1wiCGEulcN25Abjj2HMPT7tM3G8HLQ/p6nuusXQ4NplkpytQCa3HemHRkDKrZArZVMMGGa7w4hxde50BKJ5PaCCKY+5JMv4aqnYCvvcSZLarmtJVAuy1jbVZwfxshytGBNIfyByK663tzoeeXeqYZ05f032/9G5A8ZhIi/181OQlzajk+mAbdIBduQZGNYyqWt6Loa59Lt0OlWboWB4Lkux0PFS3YddnrUoHMIQ2RuR5Y5N+WaD3HY9IX9ft/31NegtD9L5AXS6VTLC3sAgeTf0Et1C6hpcEjvc604nnl0f5rDn0vkRGJj3cWmDsvuZZZ7lb1iWI/Gx/Lz+UXbncv8W12buKKchjkOKLpzqqFh7+bNIJnCMIU6bCllrkqmi8weXrhbOH/wcxxZfN6EDh9QeCw6Il6XNQzGsM+P6Xq6Fk4NaIkzN7jhQXuprDKZ+JqYzpm1OnE0EAO0pm2eBOZw5xcgSVvitFEhefF13XlM7dR53389M4USypiklxy7phLZ/JvrO58618zGWRoNlXrfZwbvCeCExiW0kctWxsaUw2ZOioXQ2j+Ewrvt43kyYGclOjLYLswVr9I8Busi9I+0j3ccb983sNdZ/YPs8M/v5GGNMbLnPNLPvMLM/a2b/tZl9Gd4YQvjDZvaDZvakmX2Tmf3VGONRCOGVZvbjZvZqM/uhEMKHxhiPzj5YzDlBEARBEARBEARBEAThViPG2JrZ683so2KMPxeTwfQYYxdj/N/M7L9NUb84hPCSM7d/lZk9ZWZvMrMv9Q9wMcZ3mNmnWf/h7wOsZ9VVEHPuhqDdBGsWZGdqxGh+saOXd7/JbtAadnmTwUo06rxc1m7TmavqLu2ctbjV5awx4r6a7hoh64bsADqLD3cr3GAoM1jKdjUQfIclZRN2+zuyG5V3t4tddw+ry8AY84SUC3XksQvZqQfsknoewQB5zDtd48yJbLifsYaKiGeO+IwpByNjwF2ylH98N6+cwrlCbk/ILq3LMvguTuFkoX7sGEtq0hD9iGv7YgeYnFFMsUHH6oHFY2nT9GpGHDJnfSe+wb6ZmSQ1Q6Rodrl/1WyVIswdqQAr2A1M2wbDSF37qxVMLMLYyqxLuJeFjTHnGHMC2FTOnGqAJdcdJMbGHWTx1GXQHiDbtmbTHCYWHRqbX6eXWsK4fpAYMWiY/2TdLw9O7wwMlk1ikqATni6zFetxjo4TxY69lzn0OTeaDg4h3Kg6Ggn3MGbUe7JvMvYoQe7/d8nYzAx0s7pG4+SJIIQsSTfgjobco58XzFPS1ynbYuqlnNWK9I06wVFzMGxMIEwHli/GTDthRrsh3iYVIjoTYA4hnIVQOHpwZgK02W2afzcYlvpXC4ytPK8jc8rbKs7NntcJ4sOGtMVcbgWTKZbX7MxY2jjTaQhbkHWOv0mYYOVlBxTQWE8SLesorKv4h+DlwFl0yKZzJxJPLBqIF9O1YYw5XPTxjlbDM462/TlzdtFCm2gJ09HBWDBtR+6FduL1j45yuuQgJ54M8cJpf94cw7ul4ljAmJWdGKCDJh8Wkf1OwvLYUbCzhuuZWYeOzzJ7q057CoMaBNuJH+lCEG6u18gUbBxe1Gl7WEGqYYw44kgpMGWPOwko1v++TqzX9bEjc2rhZKt+z7wuJg41Ag0rbu5fo1AU+O8Y7PP1+VS/Zr/DnBlajHOuYNpA4/FuSlUDpM8V7+kvChHmridJO+Hst5SlwnFMajtTjCwyFzFl15gjCGSZehh3TlH/7sS5Feuj3Tymn2Suyj7cC8DmXIzxX45c/h4z+zrr9XkfbmY/Y2aWPtT9xynON8RYugyMMb4lhPCjKc5nW8+sKyDmnCAIgiAIgiAIgiAIgiCM4z1w/go4/yTrP9i908x+ase9/ygd/3gI4eDsxcf0M60gCIIgCIIgCIIgCILw6HFFzLlzGVV8LPHhcP7rcP6adPy/YoygxSnwK3D+vjY4mjAzfZy7MYgnCwvJQG1pXDUdmWOBIoHiUP6DNF+nP4Mx3O2GULoznRqkn25gFCQiRiRRozLJQhKXggpZa69xWq0GrZPLPJZNTWtvkLHtZcAMVlPDochUbeqQ9A/KmiCR+hRvHqWFMzkSJM0kM0wOgBiTl9aqUSpXm6S6k/QGTQd57hRYXjzVOF5GLoUopCT55BITBpOrTlD294YxiesF5AWBhI1KNbBv+rGpaf5F8yUGvL1/oYzDZQo4jrlBaByLsjqneAjpmykic4LOJMzUwQhxHMGAWfFoTNmNHXdwRAGG8jcuPRniHR+A5PSwn84froe1wNqdRIBcdZ3GyCWR9Ps1s8Fg/GoJ0r9VLQfMsgyQ6rsJg0KGnE0Y4PifrkEeXBIZl1DXbjgcvTCMyPzZ3EYx0dVHfdcQQ+SlzCwd0UC7y61ArhayeQaYn1hWi7JMD8d5M5cRhqX02Pw6NcyxTOT+BWFkjqHzEjESv00aPBxyXXJ6vBiWpwtWEQk4N3dE/u7tsmtruVpHzEZQExttXX7MSUzZkEkhkLE3z0GFLDzFA3kekwqjhHWZTI0cgMkRdxhzCE5iDhYpbDFIU5dkADtNstbn4D0ehl6Dz8aOwrlGOj/pBgczLpM9gQXRcbsqnmXG5ap+zhyHbKFevS3gWDQq4zuFBcAmrZ9Bwro4SXPRUFTWsDBi6oA5emCy1kjWh1QhilNuLn6YM3z9Cj8Fg5v+mFoT+phL1gltEUbyRfJHnSuMjDtF2/bywLAkV23A0Zuv8dcw3x0Sp0h+vmpqpyilk5h6bnNJ/Ck4T/L2tu3qNsZkslPrnSxHh7Dlwh25gDMWdCyTzrHfMqmuS/7xnU7S+Sn0B38/lHS32YwGzuu71+vsPcsIdbx9oxsWgPVFUjfMqV8hW2bO/9iDyRqYjfWsjnDeaR+yH4vCY4xPSccHZvabEP6qdHzHyL3Iunt/08c5QRAEQRAEQRAEQRAEgeLR2Zx7a6BfdvGW+OT+M3J+hBA+wMy+NP37TWcYck+l49yPc+979qI+zt0U4K4r7t6nbYpAOhbbTStYVaGO6Dv2xa5m3rIjOxNsF3rCwCh1HEB2+7L792IXirBzcp7q3ZQtceDQFe+Rwro6DIuUhZ19PuY/RrIVw3ZQi+pIz5ike5DnMcPiuMtDjPqPuihnhnR3XB/CWDojaXfjYZm5MBU2xhQhm2TMcDwrq2K3lzl6YGEMbJe5I2HkPQqGIGVq+CW8KRTXUkLlNXzMVFXOrVcGUuajLE4MoyxOsnPqQYQ9WhgEzgwnYCOQe5vMdKmzjBhrT2VeymN/vU4ws+k2NVPQzMxJZcgG8t3vDeyIO8NmVbDkRphJMPZtCTMpO6pAJxEb4qxjhCUdWDuHMuoWhJrI2g4DM2JNHe6kMDbuFM9NcyWpQ2TE5TEX2B6MJTeXZWZQ75klVzjISGHoXIO90wgK5zWkK0UyT8TsmAdujVaFeb1j++xSebTgOCCQcXPMIDhjPxTz05hzkikj9g6cP/3dGAP9vOOeGV/bOMsYmHOFo4dl7fzB+/MS+vWKMGwaMlhtU0U9aAfHDA/bVRXPmTiFUw9nsMEAdprGgg06mHB2DjrrII45KBPX2w4a6ydM3NxfsA9siaIkna+A/ebOHJrTIWxwRANh2VD+EJadSRXTccofjuvpF1dH+lQ5r6cg1mbNuOMbZxJDEGW6snmJrgnIvQR0mThzzTU4w0B2Men/qT+gIzpnzN1ZD5Vzb91X3pPrkxzmDFFkiq5GBsQNDFruIOUU2rGzPLEdZ+dvE4WVGW/AglunBsXCDhrsy8D8SwWLTlg6Z/6R/GNfPk6OVtzxitngfOUUWYPpfMsYx3PHTYKiSY/8viqcCbJxnTjAGmusrC/FqfXz2BqTPaMdLxc6PXhgFwaHZsJjjRDCwsz+tpndsf4j29efieKzxBgVEr+/PRi7KAiCIAiCIAiCIAiCINxmdHGcrHGZdEt8YIzxXft8RAjhmy9w21+NMd4fuf5NZvY667do/kKM8dkz19+Wjq8cSeOlcP67Zy/q45wgCIIgCIIgCIIgCIJwE/DFF7jnK82MfpwLIXyxmX1R+vdLY4xvItH849wryDXHy+D87Wcv6uPcTcGqs7jeTdWmhvkJvXxS1pg1ouQZhGJPZXkIl3mxi4WR2N1yoNKYfHp8QZNOsgbMCs1/Tac+e60Mq9Mo4MZf8R6/VJT9bnr2lBRrSq6UGe5Irl243KKWZaIEIxDDvFluQ9vGRIGMleGUYVZ/Z3j3XJZMJkfKqMgeKzcq90hHZsB5ScKQlV6rJLmciuR5MO4O2WNhmP8RCUnxOHeGwWR5Rf8n6TFp7Vhei3gkn2N5LgxWn8kn5JXFK5Jj0gR/N1IGHUT0PoB1kxVMY1JWSHuq7AeZ9Hi83F+xDFgdEWP4RR6Js56GGHg/Gx/T24L8wuWsHUjJIumvzLhyvsTaHZONw5jF5I9DgnDq4wlzRITSqU3dWbLzjyLt+l4+TqTnnkJE0iZYnj1/oGTKslWzQVqHEtYhbLiHtX1ihWJoZySslFufiY/XCwcZ9Rwz1ocHrfjg6GW2iYCptQ0LY/PYiAHvKYmtY1o65ceZWkFID/ur7fL/diZeu0xSNwhbtUkS2wxSNyZ1zY8iThgwPTcsj9JUNyy/3dRyVeyHWfZOzJ/Q+ZA45mk60l+x36RnFP3C791iPNsZLwDDY2zcR0dE2VwBrBPcP0bHpK7oOIaaOoBzNo/keRPHzfJacb1Yg7Iwq8HWa2RcD2NScgTLMxv/meKQSEn9HNssE5Z5e0ep6LLw5lGiYwuLCbjkFPvWKj1jFWq56gE0vEW+F6TspAA30ED8/Jg4YXkIcnWXrqPzp+Ntf49LXs0GSTo6YfFyLZbSI5JeZiIIzWR42kW/GZGcFumRNsbaIsXob5GJsZmmN3JtKjm/vuwKB0CPFWLX/11FuleMOKU1PwdCCH/JzJyJ97fg/Cx+Jx1fE0JY7vDY+pHpeGxmFVtQAmdBEARBEARBEARBEARBSAgh/Kdm9nfSv/+DmX1xjDspOj+Tji81s0/YEedT0/HHY6y/Uoo5d0MQVp01h771B+GZDVS3Ibq5XLDQyO5CPql3OqihV9z9yrsaE9saJM+ZsUVYXIXr8K7exZlw/lKB3cvSaCY+bQ87QEOY7wYXm0IjbCojzImdzLkRNhjd0SVGeCMaNM+sO9zRreshsxDQoDWrQ9YGyUaXp4PjXmahkN30CBURO2dYQhltSbk5+WVyh82qe3MYlDczis6Qn1cwAGqWTN6xR8PWeRe/zl9/4czRgA2G9eq7kAUDa/dOfPkC6Ug2mZHB6HksDGlng/XVY0d31TFfyCTolqnMCyP86UhZQfVDpphu+RZ4xkw/KZw5RxyMMDYSMxJPGQ/EkUPBOE0slRaiObOmRbZcHucgiJUXcbjh8RpkkqbGHFdkTEN4PyzGehaWmAQ4/pPpJLdtNCbf1rvuQ/8b79cNYeJQVsjZTBkU0cz5p2AAZ5Z0nRcMDyxsX45KRphz9D3ZvQ3EY23ax/VizPK5iIQVbO90LFjhPv6DEw46P3kYxCNtcQwFw34ms8PjRcL2LttTXS7Y17tUrsiMdZYaGs13VlvhTML7K7x7g89JcIZLS5hz+Fx3OtMim9YZc8QhTMn29Ll5iMZY18xZy+DsZLwP03vJmtXnQ2wnXOqQLtH2DmGE/dYtWdv2I9SvXydrryIcmcTe9oF94+NlA/XvDoHmtgn2m4Cxn7DtU6cezpwkvx2Knw7kuZ7/Is+E7b3NzM6h0N3xAbLpTt15SuEoJT0DnzvTw4uz40qmW/8iS1gsuUOVFhpZkwrhBH6Or9I9DTQoWEpV6ZkNzDnGpkMnES1hF7pDmDbWfX1TOHBxNh3+5vJ7a5ZcR+IVqiZ39ELGzWKMzL/rhiDKxD/fT71pzCVd0bUyyQyZe/Paq4lF332s8Oi8tT6WCCG80cy+Pf37LWb2l0c+zFmM8S0hhJ8xs48zs/8ihPAT+AEuhPBhZvaJ6d//iaUh5pwgCIIgCIIgCIIgCIJw6xFC+Bwz+07rP6l+tZl90diHOcBfsX5r6HVm9rUhhDspvfcxsx80s0Mz+xdm9gPsZjHnBEEQBEEQBEEQBEEQhB6PzlvrY4UQwl+0gTH30Mw+1sz+WeCGZ38pxvgl/k+M8edCCH/Zett0X2pmnx9CeLOZvdrMDszszWb2Gbs+9Onj3A1Bs4wDrX0i7phcaVTKajZK8y3Sdbp9EZ/JGndTfwOj/rJ7C+nkzuxNgtHpx2StU3AaN+16U2H7GrOIbMBZ9qGgkqcjOlwgErzBeD1qdYtHeeL1g5nMa0w6ycDKZUHygvKSJCWhsrFJeRHJHmuyRIaWnXowKQ4zWI3SHleoF5Lo8XxReaTfi+WRA4mEmTkgwEx4m0EpWcorFmXYsEpM0g+sYOIkgnY1UjdeloW1BmIAm7VFJjlk/TTXHco4z9k3I8tLEeHMs/AmrHM2uE31pVQeHYmHSu1BRktkg8S8wKTR/CxNRdlQ3Z6y7KqQq55PYov15jKqMv45pSm0nZBoTF6OxZfD6ucH0o6NyO52mS2gTm5GwKXVdRiVte/uymUeyFhVtv1QP8PbZyHfS/Gg7Q9G8zGslslWebehLaJkjzk2YjJpx6SE1U0sEMnWpFMUKo+u34NeR9MPRNJ99poZONwABw5eDsxESCFNa12aBnLFrdcXOqyo3z2bhiBds5yzYhVtcJBVvdrZmOe+PApS/sy8wKVME3jbxzGQhC2gj3hbLuWq/fkKDP2vkoQVjf8fLPsJG50h+PU1eMgYpJogtyVtf5skpKcgJXVZKToJOUnnWwhj0uk8nDDzMjbA84W/709ddgn3Pgyr6j3GHKAg2PvOhT8D5bfLdF44okhhWPbrdH0J8VZsLmV5hVI6SQ4esG5O3UnEFhxHbFM8rK9NH1Y6ekn9H+XK/jsHzbyMSFOZzJ9ibFzchYs4BxpNY147ob87R3/b1uuxEEq5u/BY4M/A+R0z+/jz3Bxj/JYQwq9az6L7GDP7o2b2W2b2PWb2DTHGB7vuVVMQBEEQBEEQBEEQBEEQetxSm3Mxxjea2RsvmcZPmdlPnfc+fZy7IVgs2mwslTO1amOdbGdyNsuLkTiKXXdnydSMCMZ0YzvYjMFWPI/tao709SmPypQ1OMIoZM8tjN3ONXbK0ibGrrtUlgFZS4RNUWZs5o6f70yjsX4/MkcVjLAzt+0gGFvFT8iOM2N2RNLuJnfLGANwlLFVs+4Yi4s568AybVpSzmlztCFhpSF6kj+2e49tJrNySAGTttMhU8tnB7QWnhkbEI/lK9cXsC5Wnk/o14zB6I8gjLPCOL07uyjC6njOTIiMFTaFzGCaKr/djBjGiKPGyaf6FCEy8o5DMMEGo0b9F3Wfy2xKbGOE5cHYIB1xJuMsnqKqiaFvymoiY/PAHqpZTUbqoXSeUjMxXL4QSBkwJxGU6TY1Ro+gcE4CeSicuXhcwhqlDlIWZ+IXYaQRTk0hrP2OrUHmshuKMSaVb8EkLZMtbwVmR6J0oOOgXJZTDJrswAGC/IGMJUfyfCZjRd6Lc1L2hQOswslFOhKj+ZyFigy7OlsDy79mzuFapRtbJxbKifqd4rIuo9HSJ+P/5Lw+c504tw1SVvCwMMphzdn4cJ0xgDHMWXA8HjDnCsZxcl4A5euMOYznYVNMLWdiLcnYixjYahdnkjFWc9FtiOIkxrp9Xgas/ea1PvbrKSXRGbB5rCnYj7VjC6+jNThyWaV7neVoZraAycPrqWADppwhc445yHAm3MkES26TnLpst0NYl5hzzDEbZQjPBZt3Cuc/9dqBOfrZh8LqIiqpuZj8zQr1Ldxu6OOcIAiCIAiCIAiCIAiC0CPaFTHn9p/kTYG8tQqCIAiCIAiCIAiCIAjCNUHMuRuC1aq1xaqnRRcGfDsiQyBGzmOmAyOlO51MUPpzEDEcjpTuhtC8mdFUT6chNH+GQoqRohUGi4lR18HYcVOFFXR6IvfIElYidZs0gDpmFJVI2Aq4bBHLghn6J044mI3TUoJF5HbEeYHLNqkEs5sIG1FMlBLGFFbIrkIVluzallLHJZE/ZrlnrMKotI+All9h7Dod4R29jMJ2iNds0hEdQmw8HjzPpa5tLQHdtdvEjFJ7uXUw0mfj6kto0wsS5mVJDMdfZluHSVMLxwxMrtyQenXZ5TJW8QpJBJFT4vloXscMG6P8hUgnA5F7hFSfmB4z7k+dBDDpJFNnMckOk9EVkmhSvm3d57L8sZAN+xFlfrWUZGifRK5S6oHqFxgDGZu5DB0nlPp9B3khJJ3egzqTKSTsHg+SY+NnR9oJk8nPrENeNyglrON1ZIzM0m/iXGcSTNZK3pNJukdB2uekcX0/L+bwEc3sXA9S2HTcYQHk5dxSKLa2Ieusck3VjV8nYY4xkx39+e4wmu2mfu4kDYJJTnMa55eD0kfsQZI218QKZmWRpakgYWzqtW1e7xbxiEQxx+NOALIMtbi+Ox3mQABNznSks/t6eQtr5G0aNNBxAHP+4Nc34DjAr7cQ5pJJdDAQmZR8zBwMq3IadglJLHO8hO2TOFRq8nw4TAAhzW34G2jMdA7+ZoHplcqKvQ7xmjvaKB14NMW1qTyUU7MPFENYPiVOXYp08ngNfYmszbJkG+aiRZbs19Je1udYe587LiLG5NvT9867J5viiMEW68dU1npLbc5dJ8ScEwRBEARBEARBEARBEIRrgphzNwRdF/JuNWXO0V0SSIDsnDJkMh0xzG9FENu56I8N2TVEw7ZsF3LM9XnhcCGdo23SbVvvHuXdCiwrj1cYEx8xgDrBphg1Jn8RxkuOSMKmwFgZjL3D2G/wTgMbDOJ15bXi3gmGyHARssoYYO6wAEYsv1wQMUjZ5McVW/FjtAASbYLVkjdTGdMJmTOZdQc3k7J3xhxzCDHFnKKMKMKw6ZDpRBhRma1YGP/3dOF5rL4oS4o8wze/CauxYMQRVlBmx0GYG00PGMZ2UwkTg7Gu2I5yR/p/dnwBLEnueMHbBFYcYRmRezN7EIIm65/mwdODMOJII9cdYSsaYb8ZKXPGLihZcrvZNIjR/dUJtg+d2zyMMDGQsWGUsZHyiWFkrGROYnw7nTJxp8b/pg4v+o33Eeg3+Rz7TQoLS2DdOIOBMLWaCZYpW09QxnlnVZgRtvoYAmFsMUZsE0gYYWdMGeHP10heprI8xVabg4sQC+Y+lzLjqNH08Uyc14HXVDyGcWddQxh3JsDWuyP1MMGc83aERv2blB5bxx4swNB/Oj9YDIsld8ywhngedtCgkwBw6pAWBitYIIyx5BhwPbxJg8cWHQekifgUFl0P296rU2Or0fQCdTCSGFvAkvNzdzRgZhb9nK65h6BRdu7MflOOr/WcNTB2IZCsO/zeBsZUbx9LcPTgTh9WGOZOO6D+vX2gg44pluSgEAJmoo9pSONaWnWvt9VlOzyjXdbMSfa7iYH2G6KSWrqDDAhbNXVYdoDBHAwCmMMSNnZs4+7fhMX7piP97QjpjY3r1GEVhsG1izhaeSSIHXiX23O6AoWYc4IgCIIgCIIgCIIgCIJwTRBzThAEQRAEQRAEQRAEQeghm3OPHPo4d0NwfLS2RXNgZmckONmwOJNWzpNbFnA5DZMmIQ+TGWFfEocQTmte1HRwati2GafBMhlayySsRK6Uw9A4rcvUgHafZYggYXPpEnOewCRMUzLJHH1K1kqqcGfckYhUweJ1DfXlDgNQ1uxse5ScMqPf55XtTho7z/JHq8PQ4C6VYtYSBoY8dxAaf4CJJWbNNubF5Q9E2oXG2LPsbghy476FLKD1Z2EeWKbHw7KzCcy/56twclDnNTBpqpdvIGGFdJZkzNPp6pcqZYheSHCvtzEiGy2Q7mnh2phhcSr3x3IhDiGy7GbumErlquRe5vAFs0fGYdZvrOgPu8drA1mOS4MbqLfs1IeN13t29IPgxrLra2Oyka6Q59RhdE7w+aSt6x/nCa9/JollziSoQyAGZojcdtShlz/IWl3m3SzrOlygrLUh8zCRec51zDQl3xm7lz1rzAg/SgmXSRqGBvddLrYGWWCWcRWysbYKy+sOq9s2YsxA+5Y4p9rCAMoMtLvsqgiD85atc7Lxd8gDMQjvmLnUK9CMtImG3HCR/k2deqVjS/orNU0S6/467SSEgEinfZxroa/4eRuHNubv0ZCyWkFhMecOLme9sziFsG11jrJWP18Q+SPDBhZs3lY30C6Pu166egLxsgQX8rLcrvsj6Tcc8FwfS6E8BodnZEwgcy43/TGxMKa/Y1JYMS+mQDQVQJLzxl+sE4gurSP9ls7rF5A3DrJmkDqnCWkJC/ZlllsPdej5amM9Vl1Easkk1j6GMqkr+603Beroj7wHG199/CzCcrx6TC2WnaPSeZwDbXcYkc7GLlh79Jg6QxEeSwAAIABJREFUhBAeOfRxThAEQRAEQRAEQRAEQegh5twjhz7O3RDEo6VZ6KuzNOrvLA8IY7tLHlYkSh5Ub0LuYDolFgcxJr4tDL3H8mjAsCOMDbaDyXZxKdOCseTYrlDBVnBGFG6T1CwpxuLJ54SJU2wOdSSMJMdQsKjYTYxINHMjLMcjdTibscUwladQx8tJE6PomJncBieqtTA2fPYhjNV4AecZQ1j9KFZW3Pg7tNls3BfuYXm9ACUi39vW7bx4njPn8J1SWIdswJaEpb7EWHddYdg+PXdjVVjBvsssPhKGTDHSTmY7VcllOs6IY8apaRhrT3PrLd8wEU7YdCXDyo/1OIyONJrMnAND5MuaYeU78UsMIwymJTH0zJhJgeymMzAWgmNLGAAYL++mE+bRtq1303F3Phsxn8nYKZnsnhfyQhOU2MJ5gc99M50hFMbrs4OEcZbcgsyvOY25FtdnghoOZwbLC8PhNSNundggh4th8BhjISEb6bDZpLDh3sxGKphzqR1bzUpqDdtdf45sJD9nDCUMc7YSGuM/aZfk+nDPabq+ZayRCUbMRZg6ZzHFkuPs1zovAysQmGmZ1TKE+bsVDLvUZtlaD/sXZQN52IRDkEAclrF1p+frdFv/zMJ4m1SHR9iOvW0Du6lg1qVwHDeXTT3mNiOTSmd1mRfOBLz9Yhvr3HHEEO84OYnAeJt2Ub0ng49FHY5j/tuhoCalA7L48yX2DLKOYevr4hEeD6mn6Rqy81K8YlmfB2eYO84838wsrtrqXmdYIotr0/QvuurqNmE2jIdUXUTGKmRQrgmbsiM0v46U6xiLjrKHJ+rf33ljdd+cctYwxh5m7LeCYZdZt4Q5X1Zs/R7UwUyZTwwzsiYoG8CwTuyOcMEs3Gbo45wgCIIgCIIgCIIgCILQo4s2f/f4vOkKDPLWKgiCIAiCIAiCIAiCIAjXBDHnbghCFwZ5JEr2qASP0LyZtHJEblUYVGeyVs8DMU7eYf6y/BVkaMnRQgth3aJPKIA8JxssL+RqLsWp80zzj7Rwl+cVEfv/0GBtNv6KRmxdiofvRmSNo5LiKfnrRaSk55TKnlvyOjdh2yGF9Wvjfj64w4qc7jzt7qRjDmKsnTq2YH2KhLF6zdeLe2upMMvL3DYxpTjL6p3iJhYvVteYbNjDGuwPOQwSZPLXHFbfS8cOcm/hdIKMRdnhApUNwzNG2u+UjJvXVy0LtrpIx+XUEyjfqZbb5DAiGy7H3FhcMxvG324JUhIia92SsFUar5eF0fR+IFxBpl2eg5KdIevzJDsMUzKdLZOrRhLmUtdJY9K7JTZFkxiR4jKp6655LDtIQGldOhblluVP9b3MUD2Tq7IsXETWypwJOApj8qnEUP68zO1kW4XdAQnrmshV/fohyFXvNqcp3hB2mHT0aGTf71mFIT2XuC4mJi1vT20h2UpSR5S1xt6gfilr7aWCLnk1MzsBz0fMWL9LYFH+uvHnQTzW9t1BBTOuTp1JTCwUmCTubLpm4A8IwvyN40Re4plreA8Pq/My1znJFFib9jB8rktcT0k8hql+NtfhxlyMSY93xWOOecYM6XfEGQdK7JN1nkLqGpcu/SMSQTS7wWSDl5FsU7MQaRwrzGmk8XPCeVI2xTPx2LwkKPpo7ZTOmIM8/GkR58kkx5wrFHVNnNyMSU5bEu8iktPBgRPWf93Gzi05ZZjZXibNpUXWFtORmLqweCb8MUKMXWFmYJ/pChxizgmCIAiCIAiCIAiCIAjCNUHMuRuCuIgWVzULzVlFcYLRM8qcm4J/+J9g02UD5MRxRPFgj1ekx7Y9a6aI3xILA+NjeSfMA+J0IEK8mNkoyJIjYV1d9oOR+EjCMN6ZDGBWd9QRfc25dTjGapvL2GPMH8w/Y6blnSR2L4SNtVlqcH/uvdhXdj+X5ZkyoijTjbXdOuhSTjamMI9cWDLivOMUYSSeM9iKPlxew3PKsFvU8SIJY/caeQZ7LncmMoTNdhLBMMZ+m2Q/hjrsbLq7QOsGxyo/QkQSNubAJ4IDn5gYcejAw5lzDcQ7TSw5dyBhNjDrVuhgIoWdQpgbNC/ihdoI+5IZxR4pMLzmTL2uYDUxQ9k1o4Ax7MbYJRcxlJ3zvIMZQxluhP3GGIdn40+lexnnD1P3er4YC3I54TjEDeCzd0PmJLLLHF6HyEw7cucPkBdn0WH+FiN53pUHh7PjkE23SfmbchxxUrDfFnVYeh4y5zwMWS3OksMwb48XcRwxty075rLBsH2uGEPonM+YyufcPtyRdSdlGVGmEGHYsntJvPK8Djt77Txga+ShHlhYvb5mDjIwWWfCrhbz6p9hkrE5cv0cU2nG2DjLnOcwNvKCjMfMKRI6/Bgby6fyh5jLiPNxApluzGnSNjn6wDad46EjJeY0yZluyH7z302MSYZhjHHGcM7frPwa+VE19Vt07hCYf2SSZ0QrHCM+VpDNuUcOMecEQRAEQRAEQRAEQRAE4Zog5pwgCIIgCIIgCIIgCILQI8aLUXLnpCtQ6OPcTUGIYLwUaMNORS3sgia50r5kdIz6i/kai8cMrjptnFF/AUP+8X09iTqMgV4j8gEGpPsPhvLH3zfHg2gxPQSdROTnYgaY/G1SMkcyPldGN3Z9Sr539tqu/I1IU7kjjYl7mVx17r0jstZCmjqznEcVB5fpZxO4jP3j4nHpnSM8GBn4Oaw7cxEjYPkS+WvuD4O99UFuSaWz8AwWxiT2TV0gVNZ69toE5spQJ1WB520LTMoK4bHQIaUwJv0tJKwkjDmTWBoJS7IWCGsXSToHslY3oI2OI9xY9oIYzS5kjel8AXPCgshas2qEyIH2ZTz9vAbjp+RIY/LSnbJWq9+J3TPmSGOuZGpMKjyWx31iTEK6QSlmmkPR4H7T9vl7vkhvd56n5KoM1AGJS8qgw7ZZZkbkoxMOS7bQOcccmkwZa89D80xHCuU7VUEUZMgdbeesHQcSb26/4XmCZ4x4ymLOLCYN5VP5e0jPHZe6hhw21JGPlReRtU6BO6/oj4VjhnRECWaWapJxGOWbyzxe1/JNlI2PmSbAfjg2tiGmxqoXGnY5VhmTqxZji7F2SZwcpfMNylrPK2FtcRz2sFrCWkhTWZivr5msla25L7LgzT8y2DWyfip+19Xr0yrdIuz82RMEfZwTBEEQBEEQBEEQBEEQenTRip32vaYrMOjj3E1BF/bjhvkyVggZa6y4PhIv1hGpl2ViubbY1WAPZnkZZTVNGNllLrLH0g0swsTuTGZn1XQk5iYcz4ssULZdJPGMxPPouMu7+7mFwf28+1Uz2Ir0vI6hrr3eA7bFeCY+nLMw6+o8U+YcY8RRNh3Z2Zuo/70z564LF2GSsY3JxISc3uicWTjnHe4uUOazSUH7qM8pFh9lBdZxS5ZcqOJ1TsApwpwlh/emIzi5GRh2kYTV93bLOt62wbBY5SUbS0bjyCmMsakxbMw4OatMZux81/Wz8c4bv7gXrjP20GAQnKczxhpcEqZLwULcM+vubPyrQBfrpSp3tEEYbBNMqLNhY44BptKb6zyhiEfydBEmm1+fctowOi3NZKFMsVAZg5XdO9bO57Lkphh2c9I4D/weXE44awwFKstztjHEvnoSe8oYC5H1/wVhsLHxxB20FPEo+w2cq9B49cJ/QcaisfiXwdwxBMEYsUN6pB1MsGkz4HVL50WMOZcYcYSVy1ieLAwx9BdYS6djg3N4XkOTeoAJMTPx8XfqgoT57wTKnGNh0I5Zv7pMZ6K/w/xh7AZ43/OOLcEGJqFw66GPc4IgCIIgCIIgCIIgCEIP2Zx75JC3VkEQBEEQBEEQBEEQBEG4Jog5d0MQulAa0DwnMgV36kP2mFyVUY7Pm0YRRuQlxXUiEd0HpqQdc+WsY+nskqYmZBr11LOI3Hauowfq0GCmhJUpdQt1Ab13JH8IKnU+c81AvodhWeoGYSP5C6TN8nKBLMTdfeVCTiIuIX+9iLOB88ptqWqElQe5Plv6O1mWkYTNfcZIfbE2W+Rh97tdClTCSqTuhaOcOh69jg6BkvyEOoSAeC51LeLRsFA/Y/TeOq9FnkmYS135u0G8UF4rngGNoiPjBJUIMyPR7Blj8RANizf2DJDnkHuZfNeIDK1Ix1XNxb1E1trUYUyaOCbpnesEoLxn9/Up6Z9jruMCFm9K2kWHlpF06HAxJWGcMqPxCMFk2eX13fXP7u1Y24H3ZRJR2j6JXJ3JxqgklryHX29JGEuPYVISOyKxncJcxwYX6V+zw2ZKSMfeDyWWOT0i39y3I4cpGWqONyEBHwsrr19eTs/Cdo0dzNEDS4/J43PaE8/zc2ZOwdB5ybKt7u2Sg6cirCPPYGFsLI1l/P6fOl5OZ+K3zdjvk0mccw1PJbE70r3Mb/irRIydxW7/NucitV0lmIk5JwiCIAiCIAiCIAiCIAjXBjHnbghiEzNL4kqNzTOy2rmfty+jnXvYZbgQ82gk/5OsNcIem80eKtPYdX2a+cXyla4RRwo83rznzg6bm97MeFPMKfZuowysufEAl4o3Er+8dyLC6I7evPgXikfyNZ8lx67vHttms9/OueNZ5WsPyF0X03VWCJYZYyNnKhOwQnDX2OklaCC5O3MNkoyYjlNIChaas+Qw/7EKo+w3wuLL8Rj7tbi3fu44k9AqFM+l7Lc6bIxNxxxz0PRsIt7ZaxPP3fUMlv8tYdNVedmVr7F7pqbZsU4yd4q+SsLAPvrwvsaB877nrvhTdTwa5sy0iXQJW20II+mx5Ip76+eG0TAYn0he9uVcZezes9fOPo9dPxuG7Ly5TLwp5leOO8HKaa/yt8AI5rJep5yvzIk/l/G67+fOv3ciMxdM97L37IMpXIaNXx/6OET0+XzCqUNm06GTqDGGHWXJITuvDhturoP4ImPH+dn8TbXGYg13TR12CjHalXxYkM25nRBzThAEQRAEQRAEQRAEQRCuCWLOCYIgCIIgCIIgCIIgCD26uH8ZiZmYcyPQx7mbiAtITmcbrXRcxo7j3P44FW8kz7MN78+WNe6QklbxID323NlSzHTsGD17R55HpJ+IMBYP0+7O9wweL86LN7M8LhZGCoE99+zzAed25LDrnrl41JPWlCXwPaQ31z/KjgQvk5vdz92T7G40HaaIYDLD4noYucbvpVLNsXsm7uVhJF9UlknCSJ7H7i3Axh2SlewQhnV5onSlCDv/qdIZv/cC1/MzZka8TLe4SilpwgVUWY8G5xycJ99jpqR0rvw5x9+V3mj/qhchs/t/M37vqDMU8lzqDKWpw5hMljlDmZLTZtnopCSWhc2U2FqNMTltGa++91JOJ2amMxcXkVGOST7nOmuZuoenc3FZ5vizzp+/OdfO84zp+y8+sM5+9iUc8uRrM9OleWJz+JS8lDyDpz0znbnw5DCNmdLzScdSwq3ErZK1hhA+JYTwj0MI7w4hHIcQfiOE8DUhhBdP3PdxIYR/GEJ4ZwjhYQjhV0MIXxFCOHxUeRcEQRAEQRAEQRAEQbhyxO7q/gSKW8GcCyHcMbOvN7MvSEFvM7PnzeyDzeyvmNlnhxD+vRjjb5J7v8zMvtb6b9rvMLPfMrNXm9nfMLPPCCF8Qozx2at/i3GETbCwmbdVe24W0GWYRJd5PnvuzHsmnzEaj7DkZt87EW+sLCcYYFPpnfeevTtSuMxzAeOOA2omHr0XMTfeSPy5mLt5Pc3EGIlwjt21SebSBeNTZs95mSJXGG+2sf6Zac9934ux5Oal86jTPncaU/ecF4/pLvLsseMy48g+8oK4QF7OTcR5xGTfc2OCEenYe3u/QL+dZJTS67GKOOr4hDlXKehq9b1DehPsPOL8hTHihryMs+7y1Sl2XsOeMZOdR8OsxkzGHkuDsdvo1ELjzbt36p7rxsWcHFw8vXGm29RzL37v2KAwmeeJpMfTnrp35NJU3cxloY3l5ULPmJnOedf1c9vieX8zm407DtwRRn/DC7cSt4U59zes/zD3bjP7d83sD5vZB5nZh5vZW83s/c3su0Mop7oQwqeZ2ddZ333eYGbvF2P8Y2b2MWb2wMw+0sy+/cw9nx5CeEti5335lb6VIAiCIAiCIAiCIAjCHhG7eGV/AseN/zgXQvgIM/vi9O9/EmP8mTjgX5vZJ1rv7fyjzex1cN/KzL45/fsVMcb/NcbYmpnFGP8PM3tjuvYZIYTXpHtebmZ/z8z+OzP7C2b2FSGEP32V7ycIgiAIgiAIgiAIgiC8cHEbZK2fbf1HyH8VY/ynZy/GGP9NCOFNZvYfmNkXmtmPpkufZGavMrNjM/tWku73Wy9zfaX1rLpfNLMPMbMHMcZvMzMLIfysmb3WzH5yf6/D0Zw21pz031r3Jhs9770zZZ7T94xIYS+Sl/PeM/Nj/mXkmbMdUcxN76L35IgkOSeSEiUpyktjdUKevwvnvodpXc7/jMcSs7Vs85O8jPH680ti9yT93EO8R/68x0kWuq+0rzAPLxjsY+zY0/gz5eRi33l4oQybk5irXLpMv9hH/5+Uv9Y1MtfhyuQ9rsrE6XVsboaI2QkL5q+roo06uQkkPSphnZDdDmlMyG4JIutgI8/g+SP37rrHg2bGm0p7toR1Zjvft4+o68aFnDDMNVNyGXlkvjYlz51Ke2wQmrp3D+ldJn9z06Fj0vnlo7OeZTb+W/QCaU/dG08f004XO7ucF8ixdAWGG8+cM7OPSMdfHInzY+n4IRD2qen4IzHG58/eEGPszOyH078fm46/bmZ3QwifG0J4nZn9STP7lxfKtSAIgiAIgiAIgiAIgnDjcRuYc++TjvdH4rw9Hf9ICGEZY9ya2WtS2C+M3Pcr6fh+ZmYxxveEEN5gZn/TzJ4ws78eY/ypi2X7fGhas2Y7EmHSeOXMB13CkP64Ie2523nzoo3tDu++6XzXaPSLsO4ukc5FsB9D3/Mq4krtEd8Yascl8Ag22vZi3N9sL3ndW17Oi0s89ypZcI88nYRHUg+P0ybyY5CXy9iz3juucGC/dmciF7j3ytio52FJ7yPNS62vxhddtMmMkq0Jm46BpjGTxU1wofa3Z9baReLPFRzsJT0W/zF0PrELlG11VbhC5vTen32Bctm7U6J9/Iaa/azx993PM8YvYw7i9jFYaBDELl5J/44XorPeDtyGj3Nvtt7xw6tH4jiDcGlmLzez37Ne0mrWS1d34T3p+L4hhCbG2MUYf8jMfuji2Z2Nohe3Dx5c3YezubjUx6/HYJB8BM+Y9azzPO8COPfwf4m86OPcFeO2fZy7fBIXgz7OFdDHuccDN/Hj3F7K+hGXiz7O7Urv/PLMcz9vz2V/oZb9GHyceyTpjEAf53ZgX8XyuH6cm532fuPdxI9z7YMHY5evDad2ciWL71M72X+iNwThpn+5DCF8kZn99+nfj0nOHPD6PTP7aRuYcndjjA9DCMdmdmBmnxJj/FEjSNJVv/aHYoxjH/LOk+dKRsuimdm9fTxPEARBEARBEARBEIRrxwOb+CwWY3xy3w9Nzi3fue90Z+AVMcZ3XcNzHzvcBptzf9t6W3BmZm8KIfzFEMIfCiG8JITw6Wb282b2x9L152OMD9O5i0QXI2kj87D65C0IgiAIgiAIgiAIgiAIY3hBy1pDCB9hZt+84/KXxBh/KcZ4GkL4c2b29613DvE/n4n3ZjP7djP7/HTueJv1DiJeOZKFl6bjczHGMZt258KcL+EhhA+14aOjIAiCIAiCIAiCIAgvbLw2xvjm6WjCTcML+uOcmb3IzD5+5JqZmcUYfyOE8DFm9llm9ifM7N+ynrL5T6z/aPfPUtQ3wf3+ce4VI89/WTq+fSTOVeH/sYGt91oz+wOTFa594K3p+IHXmoubA5Xn/qEy3S9UnvuHynS/UHnuHyrT/ULluX+oTPcLlef+oTLdH4KZvSWdv9b63/nXgffY+LePq3yuYC/wj3Mxxp+0mQYTY4wnZvZd6S8jhPAhZvbvpH+/Hy79Tjp+1EiyH5mOvz0nD/tEjLENoTdXqS/r+wOUqXTve4DKc/9Qme4XKs/9Q2W6X6g89w+V6X6h8tw/VKb7hcpz/1CZ7hePw+/6GGNnZqrPa8RtsDm3EyGEA+uZc8HM/kGM8f+Gyz+djp8cQqhkpiGEpZm9Lv37Y1eaUUEQBEEQBEEQBEEQBOFG4tZ+nEsf3L7Lejt07zGz//JMlB80s+et99j6BSSJP29mLzazE+s/8AmCIAiCIAiCIAiCIAjCuXDrPs6FEF4eQniDmf2ymb3ezJ41sz8XY3wrxosxvtfMvjL9+1UhhM8MITQpjT9lZt+Wrn1jjPF3H03uBUEQBEEQBEEQBEEQhJuEF7TNubkIIbzWzL7TzO6Z2QfBpR8wsy+MMf7ejlu/3nq7cq83s+8xs98PIbzbzF6drn+fmf21K8m0IAiCIAiCIAiCIAiCcONxKz7OmdkT1ntofc7MfjL9/RMz+7kY404PpzHGLrHsftzMPs/M/qiZHZrZPzezv2tm3z12vyAIgiAIgiAIgiAIgiCM4VZ8nEteXe9e8N5oZt+R/gRBEARBEARBEARBEARhb7h1NucEQRAEQRAEQRAEQRAE4XFBkCpTEARBEARBEARBEARBEK4HYs4JgiAIgiAIgiAIgiAIwjVBH+cEQRAEQRAEQRAEQRAE4Zqgj3OCIAiCIAiCIAiCIAiCcE3QxzlBEARBEARBEARBEARBuCbo45wgCIIgCIIgCIIgCIIgXBP0cU4QBEEQBEEQBEEQBEEQrgn6OCcIgiAIgiAIgiAIgiAI1wR9nBMEQRAEQRAEQRAEQRCEa4I+zgmCIAiCIAiCIAiCIAjCNUEf5wRBEARBEARBEARBEAThmqCPc4IgCIIgCIIgCIIgCIJwTdDHuRcIQggfF0L4hyGEd4YQHoYQfjWE8BUhhMPrztvjiBDCvRDCF4QQfiCV1VEI4bdSGX7SjPtV3iMIIbw8hPD6EMK3p3J9PoTwySPxVZ47EEL4lBDCPw4hvDuEcBxC+I0QwteEEF48cZ/KdCZCjz8bQvjOEMLPhxCeCyG8N4TwMyGEz5pxv8p6z1CZ1gghLEMInxdC+IkQwttDCM+m9vqNIYSXTdx7Y8vzsv33Es+9kWWq8tw/VKb7RbimNfxNLU+zi5fpddXF447Llguko99TQokYo/4e8z8z+zIz68wsmtnvm9mvpPNoZr9oZk9fdx4fpz8zW6dy8jJ6p5n9kpkdQ9jXqbwvVLb3zOwbzOwEyuRtZvavzOyjVZ7nKss7ZvYtUBa/Y2ZvPfP/B6tM6fsvzexzUhlFM/uukbgfYGY/AeXzllRGDyHsu81seZvL+jxlCvf8IpQF+/vV21qm5y1PM3uJmf1yirsxs18zszebWZvC/sDMXnvbyvOy/fcSbftGluk+yvNMeu9rZu/we29beV6mTM3sjRPjJ/795G0pU7umNfxNLc/LlOl11cXj/nfZcklp6PeU/njbuO4M6G+igsw+LXW61sw+y8wWKfyjzex+uva9Z+75dOsXB+82sy+/7ne4pnL7QTP7u2b2b5tZSGF37f9v787DZanKe49/XyYBGUQ8yCgnRCIIChIeENRw1BBBr/MAEiGIGkVujPEG5arIyeWCueqDqGjkCskBJRIFEQwQwMjgENAQuE4MigoKjsyzDO/9Y61m1+nT0+69z+m9d30/z1NPVVetqq7+dffeVatX1YKTG3/I9jLvaWW6ef3nk8AdwDHAzp18+6xjnv2zOa6+/t8CzwOiDk+vrz+By7vzbXumwGsolRbNE5dlA8pvANwFXAzs0Ji/BvAOSkVIAoe19fM73UzrOlH/DjwIXNJn+Kc2ZjrGZzSA82q5fwM2bSzbqv4dSOA6YK025TmT7+8MPtsLNtOZ5tm1rTWBy5rZti3PmWQK7EP/v52d4ba67hkty3SVHcO3Ic8ZZur51CzmWct5PuXQ/7M16R1wGPDmlAOfn9Yv3Ht6LH9N4w/ALnXeIuBe4FBgX+BuYMmkX8sEslunz/y1gJtqZp8w75HzXBf4Tn3t3we2HWEd8+yfzc5MtYh5QY/lfwg8XJe/2EyXe40/qq/vNOAiRjvZ3rNzINNjWaf14m+aB0ZtynrMTJ9Yy105jedpRabTzZNSAZeUA+yNeix/aiOXXRvz25LntL+/M3gvFnymM8mzq+yHatnzO5m0Mc/ZzLRrvUVMnXTv0aZMWUXH8G3Jc9xMV+V7Md8ynUGenk85DH6/J70DDgPeHHhJ/aLdD6zfY/lqTDWr/Uid91zgN40y5wN/O+nXMpcG4Mya2XnmPXJmnYPwm4ANRlzHPPtn8+H6uv9zQJmv1DLnmulyr/FNwM51ehkjVCQN2d5ejYOardqY9TiZArvWcv8yjedpRabTzRN4JUMqOoFba5nXtS3PIVn3/P7O4L1odabD8myUe1ktcwuwU2cd8xw/0x7rdY67LjDT5V7frB3Dm+fgTFfle7GQMh2UJ55POQwZ7BBibntpHZ+bmXd3L8zMR4F/rQ/3rONrgHUj4q0RsS/wHEoNvaZsW8c3ds037x4iYnPgr+rDwzLzrhFXNc/+dq7j/xpQ5sI6flpjXuszzcyTM/PqWdzkrY3pTRrTrcl6zEy3qeMfT2OdVmQ6Rp731PFTI2Kd7oURsYjSUhFKHh2tyHOIft9fYKz3ou2ZDswTICK2odxDLSmVn3cO2F7b84QRMu0WEU8G/nt9+Hddi9ue6Wwew4+73kLKE/pnOu56bc+0Zy6eT2kUa0x6BzTQLnX8nwPKfK+OtwDIzFsj4gDgY8B6wNGZeenK28X5pfaA84z6cFnXYvPu7fXA2pTm1/8aEXsDrwK2Bm6m3DfhtMy8o2s98+xvszq+Z0CZW+p464hYIzMfxkxXhh0a09c1ps16sHEq58y0t8sov3pvCvxTRLw5M+8BiIg1gU/Uchdl5vca65ln/+/vuNqe6cA8a4+AXwQ2BN6XmedHxOLXDyHCAAAToklEQVQB22t7njDeZ/Q9lE6jLsrMb3Uta22ms30MP+56CyVPGJrpuOu1NtMhuXg+paGsnJvbFtfxrweU6fwit3lErJaZj2bmOcA5K3XP5pF6cvMHwAGUnm4AlmbmFV1FF9exeS/vJXX8bcovMy/uUeZ/RsTBmfnVxrzFdWyeK7qWcsC+44AynZbNa1DuHfFLzHRl6Hy+r+tUiFSL69ise+tUzn08Ik4E7qNUMH0NOKXH31cw054y88GI2J9y2cl+wPMi4rOUis+3AX8MfAPYv2vVxXXc5jz7fX/HtbiO25rpsDyPp5wongl8cITtLa7jtuYJ0/yM1tY1h9aH3a3moGWZruxj+HHXm695wrQyHXe9xXXcikynkYvnUxrKyrm5bYM6HuXL2DmBH1S2VSLiCcDtXbNvAt6emef2WMW8e9u1jven3Fz0LZT7oUHpZfQ4yg3Nz4qI7TPzF3WZefZ3KfBqYO+I2L37H3hEPB44ojGr8yuamc6iiNgVOLA+/HDXYrMebBOmegHbgHLw+LQ6HBoRx1Hub5KNdcy0j8y8NCKeSWlFtzml5UzH1cCrMvO2rtVaneeQ7++4WpvpsDwj4kDgrcAPgIO7vtv9tDZPGPszegSldc1XM/ObPZa3ItNVeAzfijxhrEzHXa8VmY6Ri+dTGsp7zs1tD9fx6gPKNCtY712J+zIfPUypBPkWpZebR4GnAMdExEv7lAfzfkxErAusXx8+ADw7M0/KzF/X4QxgN0ovQOux/C/p5tnfiUzdO+r8iDgoIjaNiCdGxCuAy5lqFn93Zt5fp810ltQK0M/Uh9cCp3QVMesBMvMVmfmHmbl7Zm4PPB74E6BzMvkupu6Z1GGmfUTEH1MO0jej9DD6EeASyv+tnYGfRcR+Xau1Ns8Rvr/jamWmw/KMiB2AT1N+KHrFNFoptjJPGO8zGhFbUipAoXerOWhPpqvqGL4tecL0Mx13vbZkOnIunk9pVFbOzW2dGvMnDyizcR3fNUuXdCwYmXlPZi7JzOdk5jaUP5gfovQsdk5EvKVrFfNe0YaN6Q9m5k+6C2Tmr4BP1odLGovMs4/M/D2lh8argY0oB+2/pPzydRbln+xJtfi1jVXNdBZExOrAaZRKj/uAA+o9/ZrMehrqJRRfB17AVEcn742I5gGjmfYQEX8E/DuwHXAssH1mHp6Zzwe2p1wqvC5wekQ8v7FqK/Mc8fs7rtZlOizPiFgfOIPSmmv/zJzOfSZblyfM6DP6XmAt4N8z8xt9yrQi01V4DN+KPGGsTMddrxWZTjMXz6c0Eivn5rbOl3FQ705PquNbBpQRkJk3Z+Z7gKPrrOMiYqNGEfNe0W+A39fpawaU6/SGt2Vt5g3mOVBmXgc8G3gj8ClK76yfA/6C8o99p1r0/MZqZjpDERGUVkkvr7MOysyrehQ16zHUiufOL76bMnWvFDDTfpZSDtwvAd6fmY90FmTm9cDLmKqk/0BjvdblOY3v77halemIeX6AUnH8IPB/IuLq5gCc19heZ/7b6qxW5Qnjf0YjYmvgzfVhv1Zz0MJMYaUew7cyTxgp03HXa2WmQ3LxfEojsXJubvt5He82oMyz6vimlbwvC8ln63g9yo22O8y7Sz1JvKE+fMqAop1fhB+hNNcG8xwqMx/MzGWZeVhmvigzD8zMUyk3lt2jFvtSYxUznYF60nQ08M46639k5pl9ipv1+K5vTK/XmDbT3pbU8bm97uOVmfdSWi7BVD7Qsjyn+f0dV2synUaei+p4HaZ+OGoO2zfKduZtWh+3Jk+Y8Wf0fcCawNdqK+R+WpVpD7N9DN/2PKF/puOu1/ZMV8jF8ymNysq5ue2yOt6nXlawnHq50L714YWrbK/mvzsb083r9827tx/W8V4DyuxQx9dlZuefiXmOISIeB5wOBHBGZv6/xmIznZmllBMggMMz87gBZc16fE+v4wcpN4/vMNPe1uka99L5v/W7xry25bmU0b+/42pTpksZIc/MPDgzo98APL9RtjN/aZ3VpjxhzM9oRGxDaUUPg1vNQfsy7Tbbx/BtzxP6Zzruem3PtF8unk9pKCvn5rYvU24M+Tjg7T2Wv4Fyv6oHKSfzGs1fNKa/3Zg2796W1fFrI2K77oX1JqedS1i+2FhkntNU/+kuo9yn5lbg3V1FzHRMEXEkU5cEHp6ZHxmyilmPoVYu/019eElmPtRYbKa9df4P7VfzW05ErAZ0bi79H41FrclzjO/vuFqRqXnOvhlm+n7KvWYvzszLhpRtTaZ9zPYxfNvzhP6Zjrte2zPtl8uyOvZ8Sv1lpsMcHign50lp3vpaYLU6/7nA/XXZsZPez7k0ULqj/iywO7BWY/5alJPGB2puf2/eI+UZlPueJeVeBnsAUZc9ifIrTVJ6KlrHPMfKeBFwQM0wKT3iPa9PWTOdymJZfb3LBpQJSmuGpPSkdeg0tt+6rEfM9M8orTu27vwtqPP/qPH34HZg67ZnOmKeL66fzQTOATZrLHsCpcfHBO4BdmxTnjP5/o7zXiz0TGczz8Y2l9TtZdvynI1MgW0pl7IlsNeI6yzYTJnAMfxCznMmmU7ivZgPwwzy9HzKYfjna9I74DDkDSqtGz9fv3RJ6dHxe43HZwBrTHo/59IAfLSRz0OUZsQ/rNOd+af2ys28+2a6EfDNRg6/Ab5b/0lkzXcH85xWprvWDG9o5JGUe8xtNmA9M53KYhnDKz6ObGRzG+Wm+/2GI9qe9YiZnt7I4E7gSuDGxryfAEv8/E6rQuhvKDeL7hx8Xwt8vzHvDuDlbctzJt/fGbwXCzbT2cyzsc0lnW22Lc/ZyJRyPJqUVnOjPueCzZQJHMMv5Dxnkukk3ov5MMwwF8+nHAZ/via9Aw4jvEmlpv1NwHeAeyktEr5BaTYbk96/uTZQLg14HfAF4L8oJzW3AlcApwC7mvfYuf4l8PWa6QOUHoeOAR5vntPOcwlwH/Ar4GLgKGDPUTIx08dyWMbwiqRLGgcvw4YVttO2rEfMdBPKr7gXUjp/uJ9SOXdenb/2kOdoTaaj5Nkouw3w6fq/6nbK/eW+CRwLPLGNec70+zuD92JBZjqbeTa2uaSzTtvynGmmwNOYOilfMs3nXZCZMqFj+IWa50wyndR7MdeHWcjF8ymHvkOnKaUkSZIkSZKkVcwOISRJkiRJkqQJsXJOkiRJkiRJmhAr5yRJkiRJkqQJsXJOkiRJkiRJmhAr5yRJkiRJkqQJsXJOkiRJkiRJmhAr5yRJkiRJkqQJsXJOkiRJkiRJmhAr5yRJkiRJkqQJsXJOkiRJkiRJmhAr5yRJkiRJkqQJsXJOkiRJkiRJmhAr5yRJkiRJkqQJsXJOkiRJkiRJmhAr5yRJkiRJkqQJsXJOkiRJkiRJmpA1Jr0DkiRJaoeIWAIsqQ+/nJlXT25vJEmS5gYr5yRJkrSqLAGOqtM/A6yckyRJredlrZIkaaIi4uCIyDosnfT+zEUR8YKIuDkifhQRO016fyRJkjR7rJyTJEma+z4IbA48FXjvhPdFkiRJs8jKOUmSpLnvt43pR3sViIitIuKQiDh+Fe2TJEmSZoH3nJMkSZr7PgLsCtwFHNunzE11fCPwzlWxU5IkSZo5K+ckSZLmuMy8BNh00vshSZKk2edlrZIkSZIkSdKEWDknSZIWhIhYLSJeHhGnRsSPI+KeiLgvIn4aEadHxP4RsfqA9Tdp9Br70TpvrYj484i4MCJ+HhH3RsR3I+KYiNhwGvv1mog4KyJuiYgH6z6dHxGvjYg1arnOc5/UYxtLG8sP7jW/UXzrRtnOsKSxzsi940bE4kbZS4aUXRQRH4iIb0fEbTX76yPilIh47ihZdW1vt4g4ISKuiYi76vt5fUScHBHPme72JEmS5iova5UkSfNeROwIfA7YqcfixXXYDzgqIg7IzKt6lHuoMb1+RDwFOJNyr7emZ9ThrRHxusz82oD92hL4IvDsPvu0D3BRRLy2seyBftubqyLiQOCTwPpdi7atw0ER8XHgjhG2tQ7waeCgHos72zskIj4FvCMzH5nJvkuSJE2alXOSJGleq62oLgLWqbO+AZwEXEO5SuAZwF9SKtm2A74VEftk5qVdm/p9Y3oL4IJa/kzgn4GbgZ2BQ4DdgI2BsyNiu8y8ucd+bQFcXrcFcEPdr+9QKgJ3Ad4F7A2c3Fh1OpVzJwCn1+lr6vgW4IVd5W5iJYmIw+p+dJxbh6uADYE9gb8G3lH3bdC21gL+DfiTOusC4Czge5ReaneidHaxHfB24D7g8Fl6KZIkSRNh5ZwkSZq3ImIT4GymKuaOAY7qak11eUT8I6WX03cDawNn1kq13zXKNVvO7VPHb8zMZY35V0TEqZQKu32B9YD3A4d27VdQKs06FXNnAodk5l2NYpdFxImUiqxXN+aPXDlX9/939Tkfex2Zee2o25iJiNgFOL7zvMBhwEmZ2bzM9oKIOAG4GNhhyCb/N1MVc28G/rFrW5dHxD9TWiO+CPjriDi+V+WoJEnSfOE95yRJ0nx2JKUFG8Bpmfn+Xpc51nlHAF+vszamVNQ1PdT1+MSuirnOtu5n+dZar4yI7mOqlwKd+6z9HDioq2Kuua1XA81lD3eXm8OOZurH3o9m5me6KtMAyMzfUjLp+9oiYjNKCzuAT2bmyX22dTel1dwjwJqUlnSSJEnzlpVzkiRpXoqINYE31IePAEcNKl8reo5szHp9NJqb9agIOoE+MvMHwA/qwycDW3YVObgxfWRm3jdgW7cDy/ru+BwVEYsorQeh3Evu2EHlM/OnwDkDihwArFWn+2Zft/UTpi7jXTJsXyVJkuYyK+ckSdJ89SzgCXX6usy8YYR1LmOqldqWwFP6lEvguiHburExvagzUSv8mvd8u2SE/Rr2XHPRXkCncvPKzLxzhHVuHLBsSWP6mh49zi43ADvWsttOf9clSZLmDivnJEnSfLVFY/pHo6xQW8c1K8I261P00czsvsy1W/N+det3TW9Qp++nXNY6TN+WdXNYs7XgqPe4+/2AZf0qSofxeFaSJM1rdgghSZLmq8c1pqNvqRWt3ZieSaXYCvdDq5oVdXdn5qMzeI6VbfUZrLtuY/r+EdcZ9D6t05jeE7h9xG3Op3v0SZIkrcDKOUmSNF/9qjE9rBdQ4LH71G3XmLUyevlstqjbJCLWr50YDLLxkOWz6d7G9KK+pYq1Bixrvs5RLy3daMj2OttZc1X1OCtJkjRpXgYgSZLmqyuZukxym4jYYlDh6tmUHj4Brs7MW2d7pzLzQeD7jVlLRlhtp9l46joe1hqu+Zq3GlL26QOWfacxvXtErN23JI/di2+3AUWubG5vyH5JkiQtGFbOSZKkeam2RjurPgzg+EHlI2IN4OONWaeupF0DOLMxvTQi+h5zRcRWwH6z8JydloQbNXuh7eG7TFXkvSAinthnvwJ4S3NWV5GrgU4nHJsChw3Zvz9l+UrI7u2d0Zh+b0R094ArSZK0IFk5J0mS5rMjgQfq9Gsi4shaCbeciFgf+Aywc511HfCplbhfnwDuqNO7AP83Ih7XXSgiNgbOYfDlo6PqdDzx+PqcPWXm74DL68O1KZWHy1WU1cdLgRc3Zq/ZLFM711jamLU0Il7V6zkjYkfg812zu9+ny4Cv1uknAF+IiG36vY66XW/RIkmS5j0PaCRJ0lyyZ0T87QjlfpyZX87MH0XEnwNfoFzO+b+Al0TE54CrKBVVzwIOBbau6/4S+G/18tOVIjNvjYiDgC9Tfgx9E7BTRJwA/KDu157Au4AnUSql/rSuPmrnCt2+yNRlo5+LiHdTXuti4EtdHVMcDZxXp/8K2DIivgD8GHgq8HbgecAFlF5Zd2D5jjQ6TgP2Bg4C1gPOjIjPAxdTWug9CXgR8DZK5d6HgcPrusttLzMzIg6kVBxuDewB/DAiTgSuAK6nVGJuRunZ9SXAPcArRg1IkiRpLrJyTpIkzSV712GYsykVX2TmlyLihcBnKfdQ253+9yy7EHhTZv5iFvZ1oMz8Sm1JdgqwIbArsKyr2MPAO4G7maqcG7WX0m7/QLm0dDGl04tzGss2Bm5r7Nv5EfE+SiXdasAr69D0FeANwPn18Qot/2qF2iGU+9i9k3Kp6uvr0PQgpcLvP5iqnOu1vV9FxO6US47/rJZ5x4DXfEdErJ6ZjwwoI0mSNKd5WaskSZr3MvNSSk+fh1AqpW6mdBZxM6VV2seA5wD7rIqKucZ+nU1pifZ3lJZ8d1F6S70GOAF4ZmZ+DPiDxmq3jPlc91IuZz0RuBZ4iNID6tfp0UlEZh4LPJNyr7efUSrQbqBUfO4LvDwz76r7DD0q0+p2HsnMd1FaKJ5Yt/EA5bLe7wJ/Dzw9M/+ha9WeHUhk5q8z80XAXnV71wB31tfzC+DblIrZI4DnAo/22o4kSdJ8EeV2IZIkSZqUiDgbeFl9uKjeF06SJEktYMs5SZKkCYqIbYEX1odXWDEnSZLULlbOSZIkrQRRPGNImU2Bf6F0EAHwoZW+Y5IkSZpT7BBCkiRp5dgNuDwirqLcI+0Gyr3dHqJ02rAH8FZgnVr+ZOCsVb6XkiRJmigr5yRJklaOXSmdFTyrDv08DHwQODq9GbAkSVLr2CGEJEnSShIRWwJvpPQquiWwVV30M+BGSs+jp2bmjRPZQUmSJE2clXOSJEmSJEnShNghhCRJkiRJkjQhVs5JkiRJkiRJE2LlnCRJkiRJkjQh/x++cTXp2bPG/gAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "image/png": { "height": 307, "width": 627 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coeffs_global = pyshtools.SHCoeffs.from_random(power, seed=12345)\n", "\n", "power_global = coeffs_global.spectrum()\n", "fig, ax = coeffs_global.plot_spectrum(unit='per_dlogl', show=False) # show=False is used to avoid a warning when plotting in inline mode\n", "\n", "grid_global = coeffs_global.expand(grid='DH2')\n", "fig2, ax2 = grid_global.plot(colorbar='right', show=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate a box window function\n", "\n", "We next generate a window function that picks a few local regions from the globally defined model. In this example, the window contains sharp boundaries, so the spherical harmonic bandwidth of the function is infinite. In general, this could severely bias the localized power spectrum away from its global value, especially when the power spectrum follows a power law. To combat this negative characteristic, we will show in a different tutorial how to construct windows with a specified spherical harmonic bandwith that are optimally concentrated within the provided region.\n", "\n", "This example makes use of the class `SHGrid`, which is the counterpart to `SHCoeffs`. Let's start by making an arbitrary mask:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "latgrid, longrid = np.meshgrid(grid_global.lats(), grid_global.lons(), indexing='ij')\n", "\n", "window = (-40 < latgrid) & (latgrid < -30) & (10 < longrid) & (longrid < 30)\n", "window += (0 < latgrid) & (latgrid < 30) & (60 < longrid) & (longrid < 80)\n", "window += (-70 < latgrid) & (latgrid < -40) & (130 < longrid) & (longrid < 150)\n", "window += (20 < latgrid) & (latgrid < 40) & (125 < longrid) & (longrid < 145)\n", "window += (10 < latgrid) & (latgrid < 30) & (220 < longrid) & (longrid < 250)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, generate an `SHGrid` instance from the input array, plot the grid, expand it in spherical harmonics, and calculate and plot the power spectrum. Note that the first element of the grid corresponds to 0 degrees east and 90 degrees north." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 470, "width": 627 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grid_window = pyshtools.SHGrid.from_array(window.astype(np.float64))\n", "fig, ax = grid_window.plot(colorbar='right', show=False)\n", "\n", "coeffs_window = grid_window.expand()\n", "fig2, ax2 = coeffs_window.plot_spectrum(unit='per_dlogl', show=False)\n", "\n", "power_window = coeffs_window.spectrum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiply the random model by the window\n", "\n", "Multiplication of the global model with the window function localizes the data, and its expansion in spherical harmonics gives a *local* power spectrum estimate. The interaction of the window function with the random model *distorts* the spectrum. In particular, the ouput spectrum at degree `l` is influenced by the input spherical harmonic degrees from `l - Lwin` to `l + Lwin`, where `Lwin` in the spherical harmonic bandwidth of the windowing function.\n", "\n", "Let's multiply the data by the window, expand the result in spherical harmonics, and plot the resulting localized power spectrum:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 470, "width": 627 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grid_local = grid_global * grid_window\n", "grid_local.plot(colorbar='right', show=False)\n", "\n", "coeffs_local = grid_local.expand()\n", "coeffs_local.plot_spectrum(unit='per_dlogl', show=False)\n", "\n", "power_local = coeffs_local.spectrum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the coupling matrix\n", "\n", "The expected distortion of the global spectrum due to the windowing operation can be described by a *coupling matrix* under the assumption that the model is stochastic, isotropic and stationary. This means that the local (expected) spectra are independent of the position and orientation of the windows. In this case, the expected local spectrum depends only on the power spectrum of the global data and window.\n", "\n", "The coupling matrix describes how input power maps to output power. At high degrees, it is approximately symmetric around the diagonal and resembles a convolution in spherical harmonic degree l. At low degrees, however, input power is spread more unevenly into output power. For example, input degree 0 maps preferentially to output degree 4, which is off-diagonal. A similar bias can be seen when describing coupling in 2D Fourier space between coefficients with similar |k|.\n", "\n", "Here, we calculate and plot the couplting matrix using the function `SHMTCouplingMatrix()`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 431, "width": 534 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "coupling_matrix = pyshtools.spectralanalysis.SHMTCouplingMatrix(lmax, power_window)\n", "\n", "fig, (col1, col2) = plt.subplots(1, 2)\n", "col1.imshow(coupling_matrix)\n", "col1.set(xlabel='Input degree', ylabel='Output degree', xlim=(-0.5, 10.5), ylim=(10.5, -0.5),\n", " title='Zoomed coupling matrix');\n", "col2.imshow(coupling_matrix)\n", "col2.set(xlabel='Input degree', ylabel='Output degree', title='Full coupling matrix');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predict the biased spectrum\n", "\n", "Finally, the coupling matrix can be used to predict the spectrum of the windowed function. SHTOOLS provides also the functions `SHBiasK` and `SHBias` that can compute directly the biased spectrum without explicitely computing the coupling matrix. Under some assumptions, the coupling matrix can be inverted allowing the global input power spectrum to be estimated from the localized spectrum. This has to be done with care because as a smoothing operation, windowing leads to loss of information (less resolution in degree l space) and has to be regularized to stabilize the inversion.\n", "\n", "Here. we compute the biased spectrum using two methods, mutliplication of the global spectrum by the coupling matrix, and the function `SHBias`, and then plot the results." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 417, "width": 562 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "power_local2 = np.dot(coupling_matrix, power)\n", "power_local3 = pyshtools.spectralanalysis.SHBias(power_window, power)\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "ax.plot(degrees, power_global, label='Global spectrum')\n", "ax.plot(degrees, power_local, label='Localized spectrum')\n", "ax.plot(power_local2, label='Localized expectation (CouplingMatrix)')\n", "ax.plot(power_local3, 'x', label='Localized expectation (SHBias)')\n", "ax.legend(loc=3)\n", "ax.set(yscale='log', xscale='log', ylabel='Power', xlabel='Spherical harmonic degree');" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 1 }