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@naokipeter
Last active April 25, 2019 21:28
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lesson 1 - What's your pet"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Welcome to lesson 1! For those of you who are using a Jupyter Notebook for the first time, you can learn about this useful tool in a tutorial we prepared specially for you; click `File`->`Open` now and click `00_notebook_tutorial.ipynb`. \n",
"\n",
"In this lesson we will build our first image classifier from scratch, and see if we can achieve world-class results. Let's dive in!\n",
"\n",
"Every notebook starts with the following three lines; they ensure that any edits to libraries you make are reloaded here automatically, and also that any charts or images displayed are shown in this notebook."
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We import all the necessary packages. We are going to work with the [fastai V1 library](http://www.fast.ai/2018/10/02/fastai-ai/) which sits on top of [Pytorch 1.0](https://hackernoon.com/pytorch-1-0-468332ba5163). The fastai library provides many useful functions that enable us to quickly and easily build neural networks and train our models."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision import *\n",
"from fastai.metrics import error_rate"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you're using a computer with an unusually small GPU, you may get an out of memory error when running this notebook. If this happens, click Kernel->Restart, uncomment the 2nd line below to use a smaller *batch size* (you'll learn all about what this means during the course), and try again."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"bs = 64\n",
"# bs = 16 # uncomment this line if you run out of memory even after clicking Kernel->Restart"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Looking at the data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are going to use the [Oxford-IIIT Pet Dataset](http://www.robots.ox.ac.uk/~vgg/data/pets/) by [O. M. Parkhi et al., 2012](http://www.robots.ox.ac.uk/~vgg/publications/2012/parkhi12a/parkhi12a.pdf) which features 12 cat breeds and 25 dogs breeds. Our model will need to learn to differentiate between these 37 distinct categories. According to their paper, the best accuracy they could get in 2012 was 59.21%, using a complex model that was specific to pet detection, with separate \"Image\", \"Head\", and \"Body\" models for the pet photos. Let's see how accurate we can be using deep learning!\n",
"\n",
"We are going to use the `untar_data` function to which we must pass a URL as an argument and which will download and extract the data."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"doc(untar_data)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"airplanes = 'http://himalayanlanguages.org/files/tmp/airplanes'"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/airplanes')"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = untar_data(airplanes); path\n",
"#path = pathlib.Path.home()/'.fastai/data/airplanes/'; path"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/.fastai/data/airplanes/images'),\n",
" PosixPath('/home/jupyter/.fastai/data/airplanes/.DS_Store'),\n",
" PosixPath('/home/jupyter/.fastai/data/airplanes/._.DS_Store')]"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path.ls()"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [],
"source": [
"#path_anno = path/'annotations'\n",
"path_img = path/'images'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first thing we do when we approach a problem is to take a look at the data. We _always_ need to understand very well what the problem is and what the data looks like before we can figure out how to solve it. Taking a look at the data means understanding how the data directories are structured, what the labels are and what some sample images look like.\n",
"\n",
"The main difference between the handling of image classification datasets is the way labels are stored. In this particular dataset, labels are stored in the filenames themselves. We will need to extract them to be able to classify the images into the correct categories. Fortunately, the fastai library has a handy function made exactly for this, `ImageDataBunch.from_name_re` gets the labels from the filenames using a [regular expression](https://docs.python.org/3.6/library/re.html)."
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/.fastai/data/airplanes/images/airbus-a350-900_14.jpg'),\n",
" PosixPath('/home/jupyter/.fastai/data/airplanes/images/airbus-a350-900_134.jpg'),\n",
" PosixPath('/home/jupyter/.fastai/data/airplanes/images/airbus-a330-200_52.jpg'),\n",
" PosixPath('/home/jupyter/.fastai/data/airplanes/images/airbus-a320neo_102.jpg'),\n",
" PosixPath('/home/jupyter/.fastai/data/airplanes/images/airbus-a350-900_132.jpg')]"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fnames = get_image_files(path_img)\n",
"fnames[:5]"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(2)\n",
"pat = r'/([^/]+)_\\d+\\.\\w{3,4}$'"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [],
"source": [
"data = ImageDataBunch.from_name_re(path_img, fnames, pat, ds_tfms=get_transforms(), size=224, bs=bs\n",
" ).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YH1SfduNfzh9GxuLt+iL5aY/2vTCaG0BbR9yZUsZ9oYhwXisNpwt47cyieG8YxkUB3Eh5YhEha8Ktct6MBeNid4HWTsuRqzExym5LJ1bW3RbEGxstiBrWK0USKMybh4BASSzLQk5Kdph6Y6OJuXemaeLNizPcYtK4EEMmRZJwOheyKqLC7vyCJMLSGpqERRonJ6f0XjkV4WEFE2g4pokL6aiHh4saLomsnanM1KXycNrgKUK9KRfMOr0b0iPna0DvRiqJZnGslBMiSkpCrxUVobdGSnFv7hRqfIXw7q9oHWQYKYSEoAhNDcWRJGQcFScrpLFPeKYRjq9kXIj9SCgKNGqN0CkI3RsqRsrjsRcwA3eJQQj7SeT6ZBI67zfcl4Nc137//cf8yn43zUarZx0G9bh8uw4b90zl5mdUx2+lEv79pbEcO+zv+U0h3KcbiMvP+vsvnPs28bTveC+MJmJMc44fvDc0OUmECaOUjIiy227pJDQp7ori1NYBxRW6GGXKLEulrbmZnHmIkzXT3WmpYHWhWidrB2KVngQePXyAeEMcttvHqCa8OdY62wtjp0YtM9o6U8os7TGnc6I4aC7UpDxeIvyrrbPbnZNzJpsjWTk5PaXj1KVyvtvSrZNy4oLOpJnsggG5NU60MGshibLstuwKLG1LzhHWtTYeJIeUMkkT2o2dNUiKIvTeySUHmcNhu72gTBNFNfZPhV1bcDlSqN8trESYm7eM3xQhuZBEEIFONL1NdJJCUihWEVMMBQVHsd7AIKUEKcKe1jWiCyNU6yOkmwXc21gwwZoXexIxQgkP9kB+bJ9KecvnXPaLgP1bB58xs8j0rruk9AyZ31cTfZD5boONUPezYyxb5PbQuFzf9yXDsy6S74XRfFw7AmhSujhJZrx3JM2oV3pdmIGcCpoT1RpkZS4anp4YWRPikHaVk5NTbIQeNgVab5xOE61WHpUUubxuaCmYO0sWztqOthsGVRJiRjLFTCll4gPTTF0WvAvbrCx0FNC6sJEJeif1zjxv2O225HmiWcckmLEFR7qxk4Yvldd1JjWHlMkpsz0/h6TkkWvsuqBAT41sQchY6Jy3HVMKpq3QI9zlQG9M4ux2W9JmA62j1ZCUERcmLagn3DpihuRgWdbexwN3xDvB7Qbx7p9XwmswCY/TcWZ11A1FMBfMYEkEmcw72hOCk5IgmjCPEGl3o9NxDQLPiq7QrFE8FpZJFNxAjHSwX0oCHkbS3IenI3svdPVEZbz/lgn7gFh0fUK/znJczBGU9BJOyM8Lghz8Dm9Zk3D9/r9l+3O6tbcZGB058puu5fKzL4enei+M5m5Q1VWhuWH1giKJSZQpl7HC6ngXdgKPFZZdg7rjtEyk1uiqYZxyQsVRgd46tRpJFKtRBqKSEIyZIFd0Mx7URFsaZZrRBDuMs92WnsKzW3rHJLGThs6J0jqbtMFxbBa2teIj3Lm92JFyvgx7OrS60FtFVMODyBOlzKjD4sZF3TGXEl60GV2E3gxvjSJCS04ymFOhoUwoqTkXdoFqQke5i4zSk/PtRYRsVJnHdYg73hbmMpNFOW8LJGeT0+BbHvGseJ4U/D2ZXg6mHFEQD8cRkMFg3fYgk0WpkTMpV35Ds2CvrhOcqh6UgAwTZwXUMY8Fq6gOD/HgO0Uic8/SXs+whgRvIhmtuEFYG0epgMsl8Sw8Tke9I8eYR+Cm/O51Z/6tb72nOFwIvTVHeEBC8+f73LwXuBdGs0iBJBgO0plywmpl6UZdjDkrKoZOneSNh26QJ1yhaKfkgowwlnRHeqX2hiMs1oJN2juO4SN3I92ZpxnHOfNGnhIiRnFnasYmTSA9ymFSRrYV04S78tgr23YOKohP7JozT6dI0jF5Cd12dOuYG0nTPo+Uu2HufOziAm0V2Uwx+FtDmwzmq1PrgrdOmjK1GUjBgGkqUA3vRiLyTD5qRjepUErCrDPNM6KC1QXrjSQaiwigJ8VU6Q4lZajtpp/llcZbPMeb2LEvcOYyj1ylu9Ak8pgqUZ4lrsGUFkFysCsPJ6KYwCRyldcgyJ6NHbydqP88NIqxOf7tKzlpGNC7LK8cGSzbHEZ6lD6YGTZCvGPHK2Haux39VcDtA2sts7grD2FdPL+beNGcgNtY7u8W7oXRRG2EcpQiSnYhTxvadsFShCZFE75dyCmRzMi+QzSYhd37nvqQykRrlTkXJClp5HU280xrLWovVcmT0KxDd04lPEA8SBc768Eq7UaeM9u2BPnCFZrzqCc2CKoFS4Y83IAo221j1xtbgaXvmDUzUUgjFEoS0iIs3tnpQiFBUqx3XIXujlun9kbShCeYSGSUVDIXdct25yQXJs1IKeAhcrBYx5iYfMepCn23JZVC6y0WFA4pK5YEUzjfNpoYfWnH9f3AlSDj9QfyRtbEO7eaq3HeT4PuOD4aGcaiSNxooihK8g6SEG2oKkqP6+oCKSI1N9ftyZXzoQy6ke1Ljt6am/TLkgcAVUadysHVx7VzxZu4NMLmHbf4TsHetsv8pcf0vzJu+73ynd47OCO8esPtuFy63d1w3n4WEI3R9n4iA77Xnuq9MJqblbgjoZjT3Wg5Q4ppbOtOXozTLDQ3mhjnltAedUw5GdIbdGMa+b9SCkpHvYZwQl2YUkKSsm2VSuQPl2b0JHgC6YbUYBSKO9kTU0sUE7pGyYe7s0hFSmbpC8UK1Iqq8sA7D0tiMWNXNlTr1F5ZlkZzI88T2+Z4Scw9k8pEXSouYSCLJgpC74Z7eKQtOc06k3UmPNi/ObF4xZowTRMXy5YqiTfrGbN2XtNTchKW3Y7mTnNjLpnWK92husH8ENyYPXGDQ/JK4obM3NXtz/FhfUsIi0uD1teElGe6N5AEbqh3NirMqeESdcThn8WxVlGBpHJlwlXVfYh3f24BMb3VC4kc2ij+PvSy96FWcBs5WO9rXQnh4Rpmjq00o5EX7XJpc68Tim6i/r/aePKCzOFO9+xWL/OtSdF3Bc/lNx4EtsP8+ruJe2E0q+1ImhBXTk9nzIdag0Tye1Zhlxt1WUJKyZ00F+qyoOpc9B3ZhZNScA+jWbuFLF/SKMtQi9IOa3QHH2IGiPC4NS4uFja5sMk5CrST0sxo3skpAVFL6sDOIXcwD+KSaHi5M07tIVCQPbHg2JTAEl2cx7sLRDK1VuiOSwgbtNrwk0RrFZVEzimS/hqFBWmemE8e0h+/QbJOThklzt96h2ZISmRNmHc+tlxE6DkrxcObqAkumqEKqcwstdJL4iN9x6kffU2IUOS9mLb3v0e7nDeHRdeoRNqLGvggDzWCWZuwYZT0Unbs2pyy1lOKr+VGBwyNYfxsJQGZ7Y2m22DPjr/X3av5iPOEQTRfJ/XLfZp3olbzkoG7KhRdrlaO4dkVHjdw1MW+LHhebKTnd6i3g3thNJuErFtKzrI9D8adGx0P7Vgn1EiAZEYClrZDBdw7sysJsNrYJSWn8bV8MLo8HuwimQxR2J0EzZEV7KacTCdsd2eYdWZNtHVy0FDg0aRUSSy1opr2+ppOD6JF71QN1mJyY1l2FJRkCXGjaOID8wMaiqVENqfaY9QFUWWplVkz5sF1dA9ln4vWeaOeU7c7Nq1TcmZOCaySMVpv6JTZtS0+5PFOS6Z6C71ejVrMXatMeUIlI5bIDq3BlCdaP+Y074o18+dv86l9xyxb0VD6GUYnRsuqJQsuitDjOvdh0ktjpMqouRzRVhJ4DQN2mGMUwC81ZCPUOqIfEqVa7gZeIm/P0Jxl5C7N90Xzey3aIXAAsUDx8XDKfVms3CeM+//CrMMNZUHP9fAvNJfq+2jFe4F7YTQfSaL1TtJEk0K3ihvMAlmVkhOnPnIkvZNyZkZisndHXOk4qWSsdUSDFdu87x96w9nuIow6ecLd2W63oMI8bZC242HK5Fzo7tB2tN7wecKS0tsuVvqpsJghqpj0mBjciKrzhHUDc6YyheCAOV3hrF1Q0gytk2pMblnDCJdpYpYIpdRm9LZjnjdcXJwxnWQedZhypidhtyxYJYQSrONudA8N0tI1dEaH8P2DNFFSwqzxsDzAzWm2xWzHRXXaNLNdOn5U0QPW7NxbJ6lOR1fB9IGbjGZ8/mAfecYbu5JxDs6ja1mHK66NnYQYv7qRPNER+iD0JGMUjWREKhNCkyCMNbFg45qSaaEEsz+PEyIJQtcxGZkFGSm413QL2bswnsNAuwEVsx6C8nGI/d3oPTxWEaGZDynAccYRsgUQC9N/FNF7EdhTr9/9M9+rEhMjIiqHg1TBM0+qUb0J98Jo9raMOstOMiep4DmEqK0bZpHDAaWbQeuQoluCqmBZUEl060iCVmscD0FRSi77VYkR8SMRONmccLHsaM0RSdjunDZCwLMo3hyoUR4iiZQT1qKzw+PdloqxSTPeGjkrrTuThsSYD0JGFlCUnJXFHNeoW1M3pBNe7bJQNPKoJSlZCr1VNtNEclDraK8kET4pFXbeWG9Dr52TMg3modAxplTAjC2Vj2zPaAab+QHeGpuS+cDpIz6UJs4uzhGXA2mzVxvNhKw3r+19hDDDcCaCz9r3Xlw0AjjwDESeqrayliWthuVGstElM4n1922WgELBQBrJC9ZblI2Ma00Ci4cakCEkMvtShnEaHaQj99XcO9YZk0owxVfP0yyMXCxc12taz5fCyB5EeFd/3Fi7nFz6u8aoSb28s6wS8kdcYh1Ne3snl3cKGKHbpw6yF3V5Tzntem33xWo+4Tqe0eu+F0ZTRPfhH4XIoXjHOvtWYTJCn1MpmBm7iwtSSjEPKIhEAbhKwrLQzJg0Y8SKOZtGIXd3XBvNV+Oa0TSxLBVJ7HMI7kRLLg2v8GJ7xvzgAed9iTzj6CKSBFwl8oa1hVYoQ2zBggXpKbEdIgRZIyw1IUw5vstcJmiN3hveHE0lJMXcRrG60ptBzlxYj9AHMKeEiZPpNHesOyKNtmzJkikOp1popdA903De7I3HP/PTFBHyFDUM9hSx7lcFc2qE3vEYA8SC5bV5A9aYsjLlxE9d7MgWHr5qPngerz6YcmAO7DaOssg+H3idiiT4PpQax0ngiU4s+rqvpm6IqdP2xxIFayGUoNLJFvrMINEIh2E4xzWs7zHy/ftQLR1ZhQrQ8Y5dMYTreDxERBZ1n2qAmJuuhNQOvu7RZF5ivUd5NLI42PLCzxmh/hd1lvf+V74U44D9ChKuPLpPu8J7YTSnFKLjosJZXei1B5ElDS2TlELAunV6rSRVTjdBZpmSklRYlgpEOUcVJ02FnRvdG5syxURgnZSENggJ4o60RvItD7OytFDI6eJonui0CCH1jp5ueKPvEE1kESZXpG9JHuIJqspmnkK+zjOSFCal14XejSlnNBV6WxBxXJWdBb8woaDR6WGeCrut4TmPXKmTU6F55dyMZo1TEt4MkU43YyuKbTY8XhZUCkmMOWVOxNi4463iEqFpc9ApkQZ5CemQj/FZgJ/zya/z8YsLWlW2dD5JM68/eMij2UlpA+40X/i0eeKjrnz8bMfHtkJSUIloSDrwoJ40R0Rd8WCmjllKIyOI49ce7qtY28up91AJooFHyUZBEDVaizP4KhglAjWIJeadTsg2Fnc0QXdQkzCyLoitddMcGP0hPUn0u3V81AqHAWcoS+09XreIYlxnCgvYOvXopQOsely8wQHj9ZaxY35zb82b8OwhUr8lSfH2cGiM4WrruXcX8TDaqqC2fkNftXrXsXcZJ7kN98Jo4j28KouGuqvQQO5GbRVyBhGmnIcX7WBQVPdCxfM0QypoMwrG1jvnbUFF2O4uSCinOTqbREutWMUn96HP6kOBKNNFuWhORWhFSd2oZwvTyUy2EfptDc1TMHNxdt1IEs2AS3Q/ZKmV1vvQsTVSViKQFxOl49HyTCD3+LvVBmSadzRnaJ1GdGbJKFmEXHJ4sRLex0XbknuieKeVRK1Q28L5ScKWSsmZh01CpKE1aklUX7Usn9zY9VXCByd4oCnkGiVRNNNYOEmKu1BR0MzpiVKsMesJF+2CxWBByfuHLTw6HYQ2x9ErGTu5zR6yPtx7D3NoEpsYaz+aZELiNvJWGNto46URdnVl56CEPq0fTFwdpRuEHzladnkEnw1HOqgEezyCvUOhSGGEKmagAAAgAElEQVSt4/QR2lpl81Z92SRptA0LYxztwPrImTLCxHEMTYn8jLmlI+6CtxEi9WE4n+vEMJaSw4heJwm9OFJPSEReNgOQa9sOewnncZ1PHof3wmiW8bAiMKmyW4IcY0mY8yZWVlNBHepuIedRtC/BWtUU5RpLaxGXAkpSJIX+a84hVEASikz0ZjTrJIFeG5t5xiF6U7aODeLFqSaWGsZwShNWnZOUaK2RSsEsWi/paCF2sduiqmy9hfKQRBkM5iBOrVt0eJc6iBbJwZaG5MJcTnAM0QQmaC6IhZnNQE45SvZ6XL8nDa3cdMrijqWM0Tgpmb7rbJYaerM74wyDNXe8DO1QjVZN6dhPE4CToqhMqEJOIcc4yUTCQm7OhCIW4XgTXs/wGQ+Uj7wJ512QspAssYT6XWi7Jt0X9195YK95oQI0j7x9lsiLK2vD6Fj9phE2zhoMbfEwx+sBYgHdh8MXGVfIwXQducWw185l7eU0WLgy1JQNkRYa0IBKxghiXZR/KZucsdSREcJt5tFaLGVMFtQMUh4T41rU4vGs6kip5HyltKzkw0XHEU/CXb3M+4zresTPzQOV9UFYjZ/xNM/xEnfb714YzU8wyiPc2bRCJ1FNyEkpKJMmGqHUM732Ov3sTU5PTthtdzTiPuVSEIu8ICrYbseDPDGlKZpZZ2gt6t4aTtIc+cU0ce6NsLeD7NMXpgJ92fFIcoQysyLNaKMg3L2F3J91Wl9QSTzMOVbNI7TWWqW3mGyWHgsBEZjzROqRuzR3UlIY+UxXG6Qeo1mleSf1IBC1XvdtoRzIOe+N80ZzyPZVIxGhQjNDbCFrkIuSjglchabO5EpLjrVjyQnAo5PMpo91l4+OIyqIJJoJcwOXiSaNJg014dM2Mw9LpSfntD3ERPlI3/Izjxd2VphWz2/kIW2QrXH2HpqM/2YRoJMR5hEQdYRlMFh1eGJqglOCr7N3bsP9W7yNPKPgsurJdrD4t7qQSRHSBYw6apt1JDgvIw8TwQ+ILis6pGkbkweLvJnQHHSY5wbMrsEk90sykANTykgqQAh3hBEHN0VE0ARFphf3476P4H1Egd6x5/1OvEXfc9JeTEj1qoEys3dcohIVTIf3zA9ed/kOd9vvXhjNh10RGaSdMjGXQrVOs862LdhovEw30vk5J3PibHc+QjsShsB6eKq5hCKJhGF7bJViSmuhUYtDEmG7vUCnEFaf3NmMgn+aM08lPE6z8MZaZ0ejTNHNZEqJN5cLli7QO/O0CQk8gi9oo8cmwFwmFmtMc4mGwWZctBpFkl3CY9220BZ1KCLxrLROF0M1QmOr0EFOmW4VEWW37GItZYZbKMFMOYraa23kNGHJQ2LPO7QWHmYDmTJnYtjSQn/2CDaTku2gLVdf2bGOGkG2svCWpinR2o7chdeYuUgOG6fsKp8igj/a8HffrLReKCnKLezWZ3Ld4GQXVMMzFA9zm0VwT8N0Cl33WVPyfu6J9lqNdPWwdHTVW3YZhvra5LRfnQMpSHOZzpx1nYnCo1VQSoh5hLoGvdte9ANRJOVLj3asDkTDk5Q1wUrs49LARk9X6Uc5xwPclIt8llwmPD/i7Lul9Xr18Rhj9g6nDFv57oX278Vs2UvCWqe2yqZE95Ddbgsp05NCntmkhFZDHcyWEaoUVDQ8LAxldHMQQUthqVE+UoVoKVYXVKCUiWlTIrzVW+Q6CUKEE7mjpMJmnlm2DVchp2gp1noj18Y8lcj5SCKLkiMeR++dlArVQtNz26LdWGvOLIke1o3TXECFXa1YStTRp5Oc6LXiSGiCyuizOXJk3hrqTuuNoqEe1MRoyaHk6MjSdsO4GpVoOtzrErlQh9SM4sqZNywJ7VghB0QvyrjlQqS5G7oytCXk4qyHaL57lBf1dk6ikAFrEiFyMT5FM/MD4cPbJRYqfc2XBAynOiRCFUrd0dTJroh3hqIHABmL8KuFQewSBlD96hTTZASBr0WZLiejNVAKYhnXjnkOr2/02pyniFpMomQVVhWfJIpJjMMItUaeSDzu26wpCFFJB9OWlS4bRlMsmOmieAcxDTlH8TExHk3mipch/PqskLXcat/sfM2BXu7jV/9zdzxnndB7YTSrGZt5wzxvUGC3XDCJsUhn2+oo3t7wWsrQjZwnaq1063R3NptNEIJ6eJsRPg0vrWEsFKSH6UkOtTmSMskaKU9cmEMyNGfME9ZDxNzMOZlPwosUhz6O6UFmSGu1WWtYi9wqvSFZyQYqTiHTCCLEkoQ+WpUtSyOnRCWiMK1Hgfm5t71389CdXa/hUSSJmk131IyUIoxmFi93Z9EW15mE1hZKmtiI4rVDBxWotdIEtuq0FHWwosecJsQDqhpEFtUwBmZGaxWnRI4yRzPmeD/07LqEt29+yTs03zFP8EEXdjXxMQTtvucY2JqrXOt5URJGkhg3sq/5lOi+Q6dnx03Jpntd175OIAImkcfce59r/hKH4YEm0lD1aWR1NoNUFlGO0HGeteBtIUsYvLW358rxjblNQrJPhWRGkYj6CC2+gyrSLw3Amts168OxzXvS0BF3hMswAGuZxM2L3RelxuPDYL3I38z9rgv4F5VSup21vuKeGE3BlzYYf5084ljZjddMcc1Yc851F4pAHmLrthglJ7y2CGU5dLEh2xW6sqqJR0Wj5tMTy24XbMERPhITUk5IC2kysTBqrVXKvAkPozWahSRds1j1L96Z3JmJFltbQqPWJbqZdADrLOqjhCWxcaWcnPL4/AzdzOzc8GpsRKMHKGvvwoRrlIBvZGYRw5OytU4fZH3xHooueXjAGA93xmYzgQY71rxHhmqwks0bc050czLKUjvpQPjhVUdOqzQcpFQQCrtdhL5DgCB+m91uN2TnZra10b0NI0fkC81ISUgdXs+FM2t8bHcBstmfK4Q3oGSh0FGLKIpKaMdaY5B7okGzD6+NVRxdQs/YqKGZK1FekkSR1Mg+QqiRONwv2Q0n58RraeZBcvLeyxvSepIp6pDKpYSeR+RlnUxsZdQmmCBE5WkIQiEiKKGPq+wnt7EGkDXXKRLN3l/Yr/k+xmoM/foEHkIUdwpZDiLa4b7v/Dm///PEativQ/dlUO/8O9wLo5k1R4hKoyH1Ll0t2j7RjLUgCyUNpaBlt+OkTIitIVuLTiKbOYg0KUZLUuXs4gIxZ5ML05RpvWM0pmkGomnvtlcy+VKWruTRVisYuikpZ9uLUdqibK1iCp4StM5p2mBJWNxYloaZM00Tky+01pkk0enBap1mau/QjU1XsvrwbhTSyGdpJg0ZMrNGX2pIuY0icxnhMvrC6Vyw1tDe8AWmkiGfRLcUERYYUmYN15D+sxZatzSjHrVnAfYsYlXFxWgOuQRlXSTCtL0JzZXmSq8NpI+8o8aiKar5EfNRMynMCg90w5k4SrBy0yDcTCYUic+YOJ34/6rLGnNAxjQeVekWuf+8o1nCLY4UYdJO0ihfyuLhmOAwtJmrdk5T5oTOJsso2QJG/izpaFaO45IRFbxHbaasggbhjiOExCVmo7E7QIjAr6LuSaJR9iVfKXSWbS3MfMH6py8b9I4qO5dqPFfDm+8/PCmvuYZxA5fG8uYvvC4A7+IlP+2W3Qujqd5JCLUFjUHMqOoUF5IJblGYnyXUUMyjTOJse87JNFNKoS0LqHKx7CKv0nvsc3ERzFeFbV0gKa7CKQq20C2YgDLPESaWCSTE4s2M3mqEvsyYUwn1ntVIN2Nbtxjw6OSU1J1iDUsRtnJbsFEPWrcX2BS3+4SZTSmYdiz7WK1HaGJGQ2ChNjSXaOdllTSVKERXRcxHyEzwPELWIswnJxFc6AY08B4yhA45T+GlpKjdE4GTPGNmTLm8dz/+PYJqkGRE4v4mbVFaIQX23h5oj6gE6pQSdYrFStQspigz6RZhdG0VnzKvd7DeqK2HJON4vrsHLd5kCHl42udgYiJYayfbZXhMBW+ZUxUePJxxa1iriCdwDYlJd4oI5lAReprAtjxEmdWZxPeLNZCxYIiykGg51eltBH+FECzwsVIfnlARJ1rMhhFVEcRGv0xdQ8Mjj+qO2wh/M5jDV+m/HNVnr+NmA3lXwYLDZt97N58XT+h5O1iv6dLI35LXvGIcn994iXvVx+t9EJ6VuqDTFPqquUSepEUdmnXjtBTMorvCRhQTZXGjbB5yXnfUXNHk5JSw7Q6VGRBqrWw0IR2mMtGs0lWoFko6KQ/PIAURY1crOcfKP6c85i+j1Yo7nLlxdn4GwGlJnI7G1lsz3txdME0TrTXmaQpjR5TCZFVIyjzK0601qGOljtN6xSxCg9s+Wjq5oOYkcz40nVB7I/cei3OVkNxD2LWE98qDk4naKopQJLxxd2eaZ3KruPUxmccE2c0579t9T7oj2BfiQyyKUs7DM8qYyb54X5tCr4iDdoaaVTTz7f0yLBZtsKL+91GOkpKPSuO8FzpbUiQd6WkYp77qvQ7sJ7coG1GNFIA6vObwgQ88QurCAtQc+emORH9WG91DNLoDnaQLTqfEVJQpKVMSvIfHdynVF6mKvbFOTmsdTUrJMVX4kKS0EcYWEWY5yJ/l0DLed0uBPTkp6WFutB29zNsQtT3cqEUcO0T+XdI1I/O04/KO7vmLNLbhCfq11yEuUwiX/4YQKFgH2tu/vsPw7dO+570wmqfzRJoLsmtEyYYxu5NKgVkRz/Te6K3iKSE2xKZ7o5hTWqif1No4nU5JmtnVhSadHJRYem9MWIjcl7yX94ryjIqJkEsBTUjvtKUNIxMTmiblQYjchnB1q5zt3owG1y7svLNVwUri3A3VTJIo9fClIipo7fSkVGvB/nULA71OSOFust1uKaVwsSzM84w2yJI5S41RoRfX6s6JKL0XanPmwRAmZbZLZTNvaLVSRri6WYtP72qUMSBrRcERrASyILSw/q2K946OsOka+govKmp219B6H9ENXOhtGWPZmV04H/JdbgXqQknCg1KYUmfxxNKdcyeOKQQbuvcIbo5nOItQ+jDooyzK2xrNELIGoQd3qo0xlydmEYokSoJMp0iJVnrJ3zIvC8Da9ktBh5yjjHG/1v4pQ8xd1gBsYBWfX8lDQHxvObCgRzwR7usdffLNWkOO8GwG7VC56cXhttCqAX2wweOduy3an23g3HTMQwfh0rO9aiTvck/uhdGsuURD55SQpnFP88pm7VhONDouiXNCiD01Q1OOomtvdA3t2mbQe436SZSqUJeFed5g5YRWd/TWKCWaWOccudStVZZdo0lCU6ZIdG4AUNFRfHtJ4DCRYOCmyClNntjVhS0hsq4pg3WcEIp3byyaSJroSag1SkaE6B6hokjvoas7b0KcwC/Fvs+98aZ3TksmiVK7RVhbOznBsqt0mUg5s1sWpmmO8phpYtvbKFnRCN2myCtpDVKJvACm3fsRk1y2ONla2+fwogMJQcjByUkxSjQJEMU90d0xEWpbUAltm+ZgkjEEl4UOPEzC6dQ5nZXXNpmchYumfOxxJU2Z1h3FeWyRF/dhgIpmikYjgqZGz4Vl2VIk+rlGLjJHlxaJ+l8VQQnDm3Mh0SkilFwo6kN43a40ml7DteukKilUfaJrz4CsE+LVCeaQPXwdglyZ9iJEKxz70r0Vq/ADXC5IDvOUN37GL0Ptt+/35GO8XewN0JX/3BZaXVt0+aXs69MMlezvwg3G8ObvdNMxL8f27Yb6LpG3e2E0f2zZkSTaMp2q032hW6ZdbDGBLlsymZw3WKuYFkyMLh2rlU2ZaE6Qa8R5rUyUoqgbU3OmsiFpYtsbMSVldud172mdijNJ3LDCkLiTMGRp1IKaC31VzhkTZHfDG5ScQGCTCq+r4T1YvdWGnmcPUXQTpbXGg6yQwtvNKvuAlZQcBfRuWGshXyZGlx1uxkME3xk7Bayz6TBtNjEYcqJbAzNyLvtiXxt5YsejD6gAPuTMZJAL7l+K4z3HnDKYs7P4HdBVxk7I2sGFaQpvtHdIXeg97mmrxnapVDK1V5beECmIKVk6rz96wMkc40VlZsrGaQK3FCQjcz58UfnELjFplEAlj+brJzmRNSM+6j+TjlyhkkYpqPtgWItEgwGMItE8PWlCtUXmZkwiT2YWDkLSCDVf32cN0+ogBx1Ml/tj7hth25rbtEMKB8cBeDsuvfVLL//WfUfY6N3OWV56vE8i7qzvx5jzJ+wH18aZr3fhFjKPX/vzSslN9Mz0/WfDRqxG+KbSnPdFeFZEqK2Ty0TWECRPqdCksPQwbmKCLEsU8FvFVHmzBcPxrHfUwzNF4GPLltfKzG4Jqbu5dqx3RNlT+1MmFH4AXzonU2HqiUkSbWmIJmpvqCSq1/Aoc5QT9G4kTaQ0cmDm0UC7txDT1oybk0TJzcCgLo1cZjSFN9Nao6jS+wgHEi2XREIsWzRqQFvtlJNp0PkVaZ1tXVgEHkvnbDkjjxCai2KtMhHhM4Uw4NPEroeeqKaEdKf3hmAguh9QRwwV8XV97x6/Q48GksKaaoroBAi1RT669YbaRPEQeUczqQsmQWBbWjzZUxLmLJwUZU7RieT8bEuTCcfQJMwZPiM95FFW3tw9DhEPEkVHeFWD6OaScI/oRETgY+G0RkOSBMs6u5BCxPjqhHDNCB6Krd8lZHaYt9yXpxy8t9/PL3tqjhPtjcDN3sOrjZt8p7hbd1tg3JUo9Ky4LrZ+GB4ee+zPf3gtV7/N0IPdE8GehtEoGgYBrUfqYER+xob93rf70nfxsgXVp/fBvRdG87PF8dMNKWW2F7vQZCVaYE0GzSKL1N2ZRPBuLGqc4NScqCKUckqrFXXoKry5XDCLRL3iXBCEN9qW1hayKEUyU68klFkyctHZTBPdQqSgu5GnqFWzbix1CfECQFPer2isR9iqtUZKaQiop1HHNzqz9Chgr62iKqgl8AjtFUITtFrHcjCIsyYsQeuGJ5DW8RY52CSdkgQ1Y5oKq0A9qqAJ00S3haXv0JTY5A1b73gSukXnlZOU98XmmvResuneO1xOTJHTlCHgv3pbFuxaj2bieLTMSinjEguqdS2dHNxCu7brglvjdHPKyTwjwJvnIfCfNLG0Th1pAxEhmZP7OXMyzDpTTmBjDHqPuklvBCEiJoQ1t6mqFJchwRjphXAq9TIEe2jE7oQon2HvKfpB54grex0YR/aG2cNiX27dh2WPBvPdh7wjw/pWYxm4uvh5EqmHZyTtHC4W3t5Fq4SW75pqGfmBg7kvDCY8/b7cC6P5ZT//8/ih7//r/NTHzuh5g/QUPTCHQkpKGTOnbDJLr0zWQ4R8Uqw2Sip020EKuetWlaKJMp5a0UzuzsO8QdLMlAvnS4sJLiW2fQGF6g2xVe2l4i3KM8o80QmFoCxhZGtbgiRRUhB4SqG2BQeq9chFuqMlFITAyCM8K8IoC+i0lKh9h6siXSg584m6pWpQLU41vGFVJaXELhnaLNqJSd8X1TNyU5EfTUgZZSTNcWugyqSRG5N18tfMxW6HlnsxDO4BRm/ItaYrRV0sxIRgq7FwH2znQSogykxqr1iXYGaT6Rqh9u5O0QlSLAB/+o2PUxIoE63tIuLgGRXD6hJRg+g3zdyVNGWmUsAz1vtQEwrN5X0VpIBopfSCDv1a1aGQQKzvdRU4uGbs9vkw90H2GbmdEUZ1dOQrD7zSA+P4/7P33mGWVWW+/2eFvfc5dSp3jjQNdNMkBUSCIMKMAfMMZh3jiGIOk7zeCTpBZ+511FFRDKPjYATTiAmQGRAUaKCFBprUTehU1dUVT9hphd8fa59T1ajo/d25j+1Dr+eBruquOnVqn33Wu97v+w3+ERtZ9zF6Habvdp+V11XllXxo/fLlfgmDU/6GFe43OQDPz/Qe+bW/uXFC9VH1eXcP6ibuGP7fyocevWuUslIghM/wToaCKMLoovu9XYJb71F/w2t8UOyWV379q8y2Znje+S/n+pvvQvcvDpuDDskK1pVIJbGmROJJIoEWGmc9jsoYwRFiwKQhiYJoX/qgf1TWYssQIJ15Q9vmCBeccKT3xEiUh9hr2rZEJXWM0pUbUEk77SAkxDK4/aTeBuKRgMiHLM4iMzjpetZrWgZbv6I0OBFyQfvjpIpGmheAe2NAiGC4YB2J0yySNQrpAYd3lmlX4oAkSogLixCyR0ARIhh1pyZDeohFgJWjamYaiQipQiJGYcoQLWZM74aq6eh3XAD937fcL7kQgm5X1l2B1OUJ0W7ehYLgeykNQTPrRMgL6Y1xEDhrAI+1nhCIF0hj6BDPFVmLVholPV5qlDdVsQSbd7tMupY8oYMEugOiMMO0XQy5kpIcCH92AwV+4fcU8/fkL14PHwoq9HbMLnN2YQHuQrN+wdfMF00Rrh0BkoZfhIAPwbT/Havb5T/6tQxzZuYPXdX3/iK0uuAxf1vrN4RyuwcLuYASLqUHVQLV8EXAQunK72zRlMLQN1jnx1d/nzUrj+SoDUv42c0/xw8ux6CpePTkHgLNXyGNw/qQK4kXwamnLHEOCh8KkUTgrKcuFV5IjIcorpGbMszxRDByN6VBaE3HlXgJpS3ITInUgqG4jlaenCLkblrHXAmZKXpShFgrUC7EPuHwguAohA9QqxdILUgtCGuJpEBIEF4ifPViSgU6pnSh+GrvsM6iVcyiio2ZZyVxErxCTcWs7W52DVV1pFS/t/dIrSk8PTu9KNYYU+C8I1IxjkBoOsSeDeuA+d6CU7gESutwToWDTu9/Aq1lD2oM0XPB3tD4EqMcCgVGY22JkF0zAzAV3K+URtoSLSVxFNFo1Omr1+lkliyzuErKghAYY3B+nsW9cHVnraILQVUesVSFK5y0f/Xm15tjel9B/gJXmbXju/HT/oCBVTgw+ECUOmCznSe3dYk/3Ram+zN6xZRDxfKR6xF9+/ww/dG+5/8P1vp/DNH/4gz8//3qzkAPfA5S/GLh+w178R4M+0j5yUKo9tHWQVE0ly9Zwr333EffiOa+B+9l19h2bCl43BEbufuhnfj+QVASHfUxa3M6WcbyJEGoCK3qtDttnDOgZS+tXkYa4x3eGTIT4FyHwBaB3ONEGUg9ZdBMGjw6jhBFiY6qeDHnMSJsGNoqyKvIX2eJlA5G7hUVv16LKQtHaYJou91qobUmLYNTkXOOJElwIsEjgjeutShVMW1zAsFJCAa64nEdDBacA6E0sRLz8HGVPGHKPIjyK9atlDIkUShB7kwPBrMI0sour7/RD2WQGThjEPLQpvXI1Z3ZBSixG+LssLbSMAqPVhqtFDiL8QJRBljNCod1JpipOwtSIX0FbjpbjRsCOa0Ra2o6IoqDRKQ/Tog0zJR5+H4fXHoAEIHs4+n6z4ZAMCFs8K01Msy2e0ObBb/PL51hzRe33u/cE885fHWvBfg2yG0WPoSr4Fz/a2UjYr4g051xdsUHvoLN/KHi2V0LX6iDjG7QNcJ4NNkGdF/qLtYyP3dHhFHVb04E+r95rgd2keKAuaVYINPpWmhW47zfBfbsMaf+PqecdiZDg4N8+uKLQA+gpeTOLdfQ6rR4ytnn0SHh3gd3M6xiGlED5x1l6SiKjMw6IqkrXVtIUcDkIbBZSzqVh2xDyDBf0oq+nhBKVESfHGeLEAWSliTOIXWNtjV0FESCMOcUBP9PLUmqwGmJwhSBBauEwDpPQ9WQUmFdSZQkIb7MOQocuQkQq/AOU+bkRhBFCTUfTBhSAVJqrLEUhQlkHe9RcYw0jkTGKAXelVAG2U1bGAoXCm0cRzhr0VoF/08fNqfEx7TKjMmyoOYhQRHHccgiPbR6SyBCgo6zGNeFKSXOlUHOoSQ6jnuzdmccpkrA0dpTOoLpubAVy9YjdEA9tJAhdNzLECBuDVGtFsgVUrJzappaPaaVtigNVQpNtVEByIC0KATKi1BAw4/4lSiarx47wLILj+yuR2gDgj1fr0h7jDOIyuQhQNBdeNdVWlSJs45fFpLT1XiWZdggu+zZ8KfrmSDgH9HlHlq/0Xokk/W/4/ECSSa89j14U9QXuPWAkN1DFcjA8+99v8NXaEZgbf+i4fxv9jv9JrPVLopy4O8/XxQXPoaoRhVSLDAwqRoZVbmAOWeJY0FZFjz88M5H/dkHRdFM0xQXS+bGJnnta9/KJZd8CisMIhmgf2iALZt/ysRsk5e+8g38+OprEf1g4gbeWZwTRHGYCWmtKcocrVQQcCNRFlQc44GWSfFSkNscaUvqKuQgGmOJokA+kkrRSVN8aclcYLt6B7EXxIQiVEah+MVSV/dXIOCY6o0vpcTgq6gKyNMM6AbIKiIUdeXQWmB8LeRlSo0oTDAyECXO5MRIvA+xZpKStNlCxHUyKyGFWJdESqOTGC9qZFmOkBGFtXgXhPAKi/UWLwXSSqTWWFOGnNIKwrYH2Wn2t7VCMRBBaxkA/Coxx/Vs6bTWeG8R0iJFjPVlBYgHU3MtBLH2WCMrH9Zu3xfkJxJCXibB5dILSSvLyari6KwnLTLK0lVI6YLTckVcWGhA4K0AERJNwumZCpoQgUzURU67EGn1cD1D+OrPwIqd7yKcE+BqQNeY3mNtiVKh+w6m8hULE0WBRUkdTBZ8qLDCVuYPv2R+2V0eQmA8ASk5tH6z9ejFcuEJ6pFf96tOV555O0XZ63YdJUKJKqcYtJs/ITlCWhRAz4BgYQdaMVQD41xWaEU1c39UWLj7rnm09avup3kbyqiSqsjKVtR4Wf2eDikFWiQ4V6K1JC0yvvKNy9i2bRtFUfAn73r3r/zJB0XRvG/3Po7duA7nLdPtKZ77By/joYfuZsuWn2Nsidd9DAzV+M/vf5XmbIs/eMar+fpVP8XWBnCyFiy9PEHSIULigy1KSjxOgKsMthVhY7EOHDHtMtxSSsaUDorCIn1Jbj2FF6AtykdEOsb4DOcDKcPlBTLSFFlOXEVrKSV7M6Ngbh2MrzNTYEVwDnJCkugQ7muLFGur048HI4LXrhIwWGwpimIAACAASURBVGUOCu8QdU9uBMpbVNZGxBFZdQPGToSvEcHXM5EaYwmwrggbdmEsOg6dbogjtQzGdWoV/9GUOcYe2qwgdHVezmsVnbU4B9baKu4rkL+kCOw8J7KK1FLparVDeol0gkSF5A8bcsUAiFSEEx6Hw4pAUiitprAGY7twvcLZKjjc/JL0Ge/RLuRteqrxI0GOJXGIKjqqy/Tt7SCVwYBk3sjAdc0uAnDVg2YL6yootkALxeBwH49//OOIFdT7+6nVEyQOA5jSks7mtPIWe/buZmJ8mtZcGyskSVLDWo/wEutdMARxLhRbIX5RsnLo8BZWr2aEw8xCuFD6boRbxfSmfJQHEnQZrfO3ge8R07oXPISuW0SXoNX9XiFAVEHsptIsi6g3ukAEcwvv54t49/3hu6MrQUV+hK6+0juPeNQGWeJRiAWZmaEQB5sWpfT8ZTrgEBmet6w+t905ejcj11dcEsKfWgj27N3HDTdcz5Ytt1Roo/219+FBUTSNqXHLz7dTTwQb1q9AWcO6wzdx7JHrmJ5qcsnXL2PJ6iUUXlIf6uP737qUoVixfLQfLzX7OxmlUBQIrIgQzqK8QEsTTkNKgQmzPuE9hbQ40fXStEQaSmt6OZsy8vhSIkWNyOQIn1Eojy9zkJpMQK3oUFcRTmkknjzvUKsH/Z3JO9QijcQyVNe0yoLCBk9ZIxyxcChvELUBQrqSweUFkVJooTj3+GP4r+uuZ9Vh65ASWtTIZlt87YNv4pV/8gHayRKklMS1OmVZAoFNXBMCiySvYBLrg4zG5sGcoZDhxsqtwTpBJAxxJFHqUNGE+UBnXxlYWNuFZMOhSMl5vWOXUStEQKG0UBQ+GHFESiFrgsjVAEVq0gAHBd1SkCgxL22y1lKUZSjW1qJ1hHXdE/n8bMZXg8nQPT7iNauejMD1/kU80mPUgxVhHuqq8GvnBN4J6rFGNkqeee5TWTo6SlKLMDYjjuooqYgSW1lJhq5aao0rBFHiSNsZpYgp3WG4jsEXktl0kh0PTbN9rMXYzl0gNGVVAEoT7lmP640OunPjQwuQ86+t9wfu4d1/6UVdSVkVraANL5wlimLiJCbSEX31BqEABqZzHMXhXkOQ5TlxnFAWBfW+PtI0RUUCVeHtgSNRMbapuk0VGN7GmoBsmPBeieMaQiqEyYN9p9KUpqwC7gX1vj6yLENK34t3fSQhR4kDvWG7H2sVVaiLCzp7rav3Ar0pu6jGFrDQfMGEkVkVJymFY3x8L7v27OL6667l7ru2UZqM7oxVSYWOZOCbPMo6KIpmO0vRKiYj4s4d+zl23UpcPstZZ53M1dffyhte/yYeGnuIG2+7BaUUdTSlMow/fDvSC57+/Bdyy7Yd7J5NGaEGvkQKj3US4QTetiEqyG2EFxH9ztHupNRrCT6W9AmIY8jbJbI+QKtIGdCCgUSwaLiG0oq4L2FgYIAoUjTiOkXaCTCdc9STIZIkQsnQLe7ft49Fo4NkWcqyZcsQCJTQ4caykDX30d/n8HIEoRRSS5y09EcJkXOUrRZnrH8eOpHUohqplyTKMLFzB++94IUY3UdhLN4rOp2cHbt3c8XNtyJlgjFQ8/1kDtCKKA5i+NIbRFnBs95hvKJ0MsyDD53wgaortOEkGowMZO9ErZSq3EKqOUpVuLwMM2xjXa8rCLXNhm7fhyLYJf4EGN9gLZQ+mFl0LeikDNCSeUS+6QGm0hX8KvT8xmNdIKN5VzFkK/TLEwpj6CPDRmKswwlLQp3hZcOceOJGTlmxgvZijWlm1JIaEk+kPHVZR0rN7OwsM/tzvIeVa1YwPTdNf38/cRKRZjm79u/ly1/7EbffcyfKRBx30nF84wdXkjZN8NgdbLBxwxEsXXw4pbEkWpFlWZdNcqhg/p+s6h7s6SxNuG8G+oeo1+s4JciLAmMN1lia7U44YMcxzjnKElqtFjt27GDDhg1s3XorS5YsZWRklJtuuomzznwyeyf2Mz4+Tn9/P6OjSxlZNMyP//MKzn7K2ZjS8oXPf5bXvvYCbrn5VoYH+1i2bBlzc3tYuXIVU+NjHLb2MHbu3IUQglVr1tLppDTnpkmShLm5GRqNfnQUAsq7hzrvF+iAq7GE8xKECvF6AFiEdJRFOHRJKedtQL2HqpBLFfTLkXMhraq0zMzM8PCeh7j0sq+xb98YzhmED1BtcHYLnbCxvyPRYDbbhY4TslbBYP8gd28bY+Nhizn5mKP43n/+mLTIWFxfwjNOOQutFbW+Go2+Guee9QSWDvUzmNS5pJbQVAOQFgwOxFhTIGXJpiNWM9qvEW3HnQ+MkTlFfTAhQiHQpO2MSDiG+2pQc3TSnDhukJYlA/UGkTGUJg/ZlqVDxo7Ig9c1CmvBGKKoyviUkkQqxJGjRJFCSlVJVzSxVHjnKIVAurVEImhQtY4xxuFdQRxrPBYzkiAlxLUYZyLQCiiRkWDElhX0JrDG4W0/J64a5nlPfBypE0y1Onz8i5cyofqYMoqB2gBRXuDx5EJgSxvs+lSAXZSQuF+Yezw2l7WhC5Oquh4+zAEXWmsFdx3RM5IIsFPXLWieyBDOwAFei9Hk3YDp3im2MoOvPpNKVbDvgq6wmn12i6bozo3omqNDd2YVaqlHymAF6AnJOJ7AtE6kYGRkiCPWHcmTnnQE3kNkPLJepz40iG61uWe5YENrgAKPFoLZuSnm5uYYHBxk9frV7N+/PxCanGNsbIy+xhBxbHndB75KVkQ05xosaneIb9nG61/1Gi76zKfYeNTxIAr2jO/hoR27Wbl2PStXroY0DeEF7lAA+q9bCyd8VgTzjSiKGOgfIJHBxMT7gGQ5FZyqirygltQCUc062s3A5hcup6Y1R607ksu/dTn7Jid481veyqVf/xp5niOEZHhokLLIWLRoFGsdt/38Jh5+aDuFOZXdD+3klBNP4bKvfh1jLEcdtZ61a9Yxuf9BFi9ayt6xCb7xre/wmte+DoCpyWm2b7+f5StWcP/993HXXXfy/Oc/H2PK+XFWRcbEeyrTqd4B0ks5XxQJxVQgDkBQui5YonqvWuuJIkFRZMxlKTfccAPXX38d4/v2hAIJwamtYsB3SWnWBk7DryNXiYOB5n395vt8rFUwSrcFURRca1RgyFA4wEukMMRJhLEOLRMElSYOj5cRpRUoVxJFcYgC0xpjM5QUQWbiAxlHy5jc5iDDRctcHuD7ZIAiK9BOkCgTyBXOYCuIwjlRyTMCYUMqX8EFEQIVLrqUFeQaZgDaK8o8hwiSeq2aJZkwFDcBP9c62OFZF35maTp4m+BdTKTB2IIoCnMhiUcLTyQUca0PYyyYnA4CKSISVaCtYLYUZKaPl/z5X2KXrKUgIpI6QIFFsG+LdIR04Ixl27//2WO+3/z79/+TR9hwaLVl742plQ4MZrqdZAj2ds5jXZBcGJNjyqClNFX3KHVUBZlDiQ9WeaUNeks8hdOULiecXRXem2reUhXlR7gQdIumNJaaVpSx5+nnnMMdd97Jnr1TWNtBKVi+eDkbjjySE044hlg7IiWIrMM3arhE4jf/hDXHnITtzNJ/zmvZuahkw/426Wc/xX1PPJ4hZ/FRnampKRqNBtZaarUa09PTNBoNdu3axfXXX89LXvwqEtHizz/1Tcb3jrGoLnjp857J0hXD1JIwasBUchyVYE1Ks9Pmzq1385ObtpGZGt6VGFuiVYLHc+Vln3jM34cXf+7Lvos8YCpWsxBBz601A4ODtJpN9k1MsGL5arTSWFfQnJuj0d8gihLarTZ9fXUAiiIniqLgN+1DNqpznunpKYZHR+h0OkRakSQJzeYccZygdYhjjFSMF47Sl0SxQoiYPCuQUqNVRKdo09cXLExnZ2cYGlyEx6O1Is8zlA/Zv8PDw7TbLYwRKO1QKhQoQRQyWwVhT6w0xc55okhjjAkBFJUEUERRby5ai0IwhdZR9V71lKag1Zrlyit/yG23/gxrLWXlsiVl3PML73klV+TN0hgWjS7nzDPPJIoi/vGDf/sr78ODomjuuHe3V1qGLEgESIHQAmkV2AK0x3mQViAVKC2DxsuFC2094C06UmEOVZmUR0rivEEIj/QOZ6suvoKslA6icxBBPiA6AfpyFqEGAjNSOqSPMLYKcfbBY9Za27v4XTG5c1RQkyWO42DsrhbSwzVCKIqiQAqP9MHcXQpJQU5A/UyYdZWeKKoFXqYPwviidPTHEZt/9jOks4wuXoSOIjYcsZEsjhBWIlRghjnvyYqUTrvgpe/8B/b3raKI+qgrTaQESoAvbQi09p67vnCoaP7d+z7ovQ+kCOuy6o0miaIIpbqBv743EwwSJ4+zGmMyyjLck+HeCMzYbvGzKArrSLOy6lIdpZMhqceJ6r9qBqN1j4gkvEdrhylFmD+5AiEkkY7J8jaDec7/uuhDfOe73+HoDesZGmigJZQ2RdQ1S2cSkvZu7rGWDffcx66/+xCbpqe4/fl/xJpVI4yfcRji7D9kyeU/ZuYPn0a0Z4JYOjIk+/aNs2fPHo499jistbRaLRYvXhyKvnOgNMoW+EzjdQEE/kBfXGcoGWSsOUZSq1ezLFnN34MJxO6JPdx4125u3XwbWjaCnOtQ0QRC0YSKquODXMILwWy7xdRskx9d8WNOO+MMbrzhZzz7mc/iiHVr2btnF8aWLFu2FCE0nXYbpRRTU5OMjI7OZ/aWnnanyfT0FA8/vIPTTj2dzZs3U5YFZ555Jj/5ybUMDAxw7LHHcvPNN3P22efy4EM7eOCh7Zx8yhPwPtiaKhkhpaaVtRnoH2B6aprhoRFkRSrqdn62CIfPK664gqc97WmkaYctW27lrLPOYmJigomJSdatW0d//wD7909QFAVjY2MctWEDe3bv5uijN+Gc49Zbb2Hjxo2MLF7Mz372U8444wyks9x///2sWbOGWi1h9+5d3HDDT7nn3m0UeYoU9kAom/kknnAxKsKQtUgheM5zn893vvNt0rTDnt07D+6iuW9s3BuTE8UKa33VJiu0qgfo0nuMCdRgHUU4WxInURW5JIJhUOGRCEwserMeZ0LR00rhjcFVZuxCK6ypSBKBhRzgzoo/ratNqxssDNVA3oVi3h2KC2nwzlfFMVowe3IVVKaQKkB4zjpAobWmLMuwGVbG7h5Auvnht+sOuR3OelTlU6uihNg47r/zTo489pjAMVOKe7ZuY/0THg9eIys2XaDyR5StObbvy/mbD32Bhxs1VKkpfRx+vvc4FVhyd372XY/5zer9f/0B7yqCTllatJYI6Yh1tGCOOe+lal3wgbUm3ESBPGQrxqJAKNFj3uYGchPg/+57uHQCg8U6jzMShUMqhcNW4K4K95criHUwRKhpwelPfCIKx6lPfhK+nGHQxQyYHDMQ0/SCOJ+hySKmzn8Wy/7qzzjq9W9l/LrLmDvr5QxcdSmz37qctb93HvW3/0/OO7nOh+UyXrS1yVXf/hBThaUmNFGkGR8fZ/v2HTzxiaehlGLfvn2MjIygtWZycpKRkRFaZUEiLErE1YwyQggoyoKBgTpCCNI0Dak+UURRhEgzJwxZs8OOdsyXvvgVsKGDv+obFz3m78Nu0YSqaEqFcZbcltT6+pmeaVGv1xkYHKAWxxTtFp20hVKCpBaTdkqKsiCOwp7Ubreo1QLKpdBVJ2cQ0lDmBUqFGXOSJD0bUGttMGOpPpZShr2TcOgJlo6edhb21756vSLMBZJO9+CodMgMLorKU7li0WodUZZF8AVXIaWpKAqUkpWvcyAY1es1pJTMzc0xMDDQ62ABirRJf38/27ffz1133cVdd91JFGmyrF3lV2i8k/NFU3i0ng+O71o7gqAo8oDw4Ek7HR5+YMevvA8Pipmm1gohNZGWSGmp1eOgl/MGl2VEUVSdcARCWISIcc5TVwHPl1Lj4tDuax8KSVmUqHo9vOAKvIxQQoWOVSvQwQ9Wda+A8NiKUSgqDZqASmqgKpw7nPqsNeE5e4+MK+0cCiEkRVGilKYsi2Cl5/Jg5l3aynQgMNKsKYiTqIIJBFIlvQIt6CZWgI+7eLul3qgTSc0Jp52EkhFIjUWycvUaZBKBg0QFGEZKwTcv+x63btnKN75+KWuPfyIuX4xvrELRQcgE42T1tYdmmhDezJ6uOb4P9JlAlO2hFL7bA1QEnPAGt5VAf57+HjYOV3WtDmdFMBdQqufwI4UnchFKeEptsIQ5t7dBDrRk0SBHr1/H0RvXsmhA09/fj7COTr2P1WYR5t472HbKMLzqAla88EK2jaSc+rY/p/3qtzHwrgu5oz5CMnQYDw708Z13/BOnrxrklW/6G97xhKP4849+hY988aMc/Q8fY2DX3bx9/Tr69+2lHF7JZJkybGKyLOPss5/M9PQs3juyrENR1HBO09/fR1lm1ITAexHsLAGtDaU1OG+YnOwQRRFd7580zekeOJ0DFSWsaxhe84rn8snPfgsVJb+Nl/2gXVIIBgYHKZyjbLdJojrWGUYGajhryJpT5EBRFIAnzz2dTlqNYHKKat8syoACWGtQ3oSmQoV4OSklRVlCNRNdKG/J8zyMmJQiz/MKsg1ZvEpVxciBdYKWzSsiXPh65wI/wKsD54/dkX5ZViQgFzy3VZW2ZGyIurO2e89kIX7POu6++26KvE1ZlkgBt27ZzPTMDHhHaYrQXCCoVQXcOYfUogf7dt+X4fslxhqytGDdusPYty8limsIKYiryMhftQ6Koimlo1YPlGSt6z06P3iSuF7FVwW6fygsjloSUZammpCXSCUCbm9scOGJJUpphBForYL/qpQYU+C9QWlNLDVChhe6tJZYx5RFhlDB2QeC64qSQWWgulokFeKcvIVIh3lXUaYopWjECmMsSoebpyxrOO+pxTGRFERxEpiDjcEQEyYInadU1RDbIoWkXo8riC90pFmeE+k6sRR4Z+ikGY3BIbSQxAN9aBl0doFXobl72728931/x2Xf+i7f+ua36NcGdf9tnHjeJm7c/jAyBqEbRJXO9NCiR8yRQladnUM4Fbb8Kh2hm+7hPb1s1XkSkAIvewVEOIn3AougsIbC+qrzrLxgK3qH8yXOGdYsWcoJx23kiMNXM1AX1Hund9VzMmkMDLD4sxex+CP/RiebYtOn/5ah67Yx8cJxjn3zJ9jfLGlO7eZ//dV7OPGJ5/CBd7+dr/pBHjz6CRzx9N+H637Gyut/xjPf/i6K8bu44B/eycTevZz77Ffw8Lvfgks7JErRsjlJUmNsbJwoCt1DnufB1arbLVajiXByD6YPxnjyvGBwcADvCvI8RYhgIBKQGKrDhKfT6ZDlOVdf9aOg36T+W3rlD64VDu6Oej1hrrmf2VYROBddJMoD1fXHe6yzPY0thKIwPj5Onue9qLmVK1cGSYo18wxwOOC9/0gP1u6fpQiFJMvyHkkuzzO890yMT1Cv1SjL4Gk9OjpKrVYDqPbbR9jS+XAvaR0hpEBHklqSkNRqgMdZSavdYnJyphpjGKw1tNttpJSkWY5Wgt27dmIKizGVph1JkRfkaY6Ukv7+/t54pRdGUP1njKGdtonjmOOOO457770XYwxl1SBF+tHL4kFRNKM46sE33XR56yzWFCT1GGssnsBOVSoUpXn3ylAUpZA4H74uimS1uVl0FJzxQjyMolbTWNeN1FIhRksIlFXBXL2TcuPV13Dk0RtZvno5t//sBmr1IU44/RQKEYg4roLuvAii9rI0aJlUnrC+B0tI6UlUgnOesuyaHESomgj2Ygik1hhbEktHoiSFsQihKMuCyelZBgYaRJEi7XQQypEIaESBHWmMRWjQ9RqisFUEWeiA1q1bT2uuDEHYynH42rV88fOfZ2Jiip3TLb5//a1c9fPtiKiBfzR99GNoLXxjBXKB70FN3XmmqjJVrWOBLV04sPgKVnJVERUVw9Z6ixWewtoeQ9daR18j4cTHHc8R61aweHSYKAkJKkpJajLpbWzduWq3YJX/+yI6P/0BfOaHbHn1+Wz8H5+jPlnnj45ZznmzIyzbupXvmH5a54zw+IEllBN38brnP4l7yzk+/KIXMXTaE3lLp0b6irezo7+BKnK2jPSxqd6HtYaiyInjuDrEmR5EV6sl3HjjTRx//PE9pmI4xRuM6VQbtyDLgi611Wry8MM7WbVqVa/IFmVBWZZMzz3M5ETEffffw4//62rWn/wMysc8MBuW8w7hHWNje8nyYKAR7sEFCFS32HlPc65Jo9HAufmDycjQ4AG8izzt4J1jZnaWkZGR0G11LRI5sFD+sr8rioLJyUlGR0d7JBqlFIsWjYS9O9bEtRpiQce60LKup7nUBV5IhFQce/xJIeQAeuQ57yRLlixh/eHrAbCuQFbZv0or9o2Pcfe2OxgbG2NweJiRRYvYu3cPUgnKIqcsMqy1B4zYuo5eeZFjKwORWq2GUoqtW7cGK9HqUNhoNH5p2tHCdVAUTVXp1LrYeUiLAKXqZGlBFOuqkwru9lKUlSZNIpTCC0HhLJhAovA+FEnnPFEcUeah5TfW0cly6rUa+/aNsWjxCMZaIq2ZnJxhZLCfG35yLXc/cA9LVy1hRb6UGSfpx3D3lq0ctukYXv7qV/HpT3+KE08/mbvuvIuLLvokF174RrIs47zznskVV/yQP3rFa7joE5/kWc9+Nldc+QOe9axn8YEPfIBLv/kfDA0O8p73/AUf/MA/8a53vItTTz+Rq675Cc95xtO47tqr2bp1K/W+fuZaLT74jx/ife//a/7qL9/LJz/1Mf7gec/jm9/8NqONOvfech1LTzwXiibLYkUeGUxfTE2JAI9Iw+bNP2RkeBG33HgtBQKtU1Yuizhs6SgnrD+Hd77uWfzh695P0Vj+274FDqoVNokARwkRIrjyMpxgfc/txPdIPt2PrQlvNuc9CBlo9UCkFauPWMumo49i6dJFDEQxfXFEmrZJkhpEMUiNsPPSk5ZoItoWoWOiWFMKwbaJMZaOTfGe00/i4vPfy+VPOYOTr9vNB849iyNu38yGoY2c+w8vZNfTX8T3nOLnn/kghz/lZIZfeCHT4/dz2Jv+muG6Ilt+FNuetp6xp/8Ale3nRuE5sTOCy2LadrbXDW7dupUbbriBqakpHv/4x3POOU9h06ajUUrSarUBerOncB0cwnmyIqc516QogxB93759TEzup91us396in37Jrhv+5202zO05gxHPOnlGKHITfZbe80PquXBWMs111xDXzWS0ToEx4fRQRgVzbvwCGbyTg8G7f59t0AIIWg3Tbif8UxPz/QQjK5k6gATjGr1Pheh+CotmZ2bOeDfFuosszInqkwW5p9LJYySwSpRluBQ/PAHV7L28KPCXl8R6/DzB9dgxhD+rvs+FEIQ1fo44aRTOOkJT6Q1O0PazpicnGDv3l1cceWP6EtirAqkte5oDegVUCUVSoYa0Wl3GB1dhLEpkCDRKK150pPPetSX56AomkUhcN5y7733cNT6jdxx110cf8IJfP5fP80rX/lKilbKF/7t3/jj172OM888kxtvuIE/PP98vva1r3L/jns48sgjyLKMl7zopVxyySWcd955bN68mTe/9U1c/MmL+Zd/+Qg33XgjF130Sc5/yQu4+uqr+eML3si3v/1tXvLC87n88sv5s/dcyLo1a3jWU5/KF758GU8/+2lQFvzkpz9hy0038xdveyfLDzfcdtsdgETJGFN6HnfCiTTnOkxNTZHnBWlaUK83yAvL+ee/mE5a8uGPfJz169fzApHQNzDAVLPNBRdcyOTULN+47Js0BiQ33LSZrbfey6JFh9PulNxzzwOcdNJT6B9Yycc+8Xl2PLCdS758GdbFTE01mZtr09cuqEkoC0cry8k7BY04QkeSKFIMD47gnaFtoBarIPJyfRRSEUeOvgje+OKn8unLt/y2b4GDYkkhoZphdt9s3ntktVl14dteofQO4wx4DWhKV1KakiiOOHL9atYfsZ61a9fiXElRzNE/MIApLVEtRgpF/8giiiInLSwjcYExHl+v0U4tcVJw+4M7OeqwEa65bZwnbdjEv37pUo4aXME+McqOkWk2brmWJ1x4Af19MSu+/h1WvPq1/LRvAJ3nXFO3rCVDpIar6xH9p53Kou9+ltJF7PQ5cs4wkDWJkwHOjWNylWFiSExEluW0Wi1WrVrFi170ogBZRRHWBpF4kiSUpQndj7XgfMiDxdHppBgcaZaRFwXtTps8y3nooYeYnJxittWk3WpRzM2gkgEef/rvM4fCFI6IX5eW8thY3gcd5nOf9zz+9V8/Q6PWR71eR+tA0Oo634R7NHSW3UKplEJ4hVAhnAIRbDq78K6QEusO7CSrH3qAA9VCQ42u5d0jU0PC11R6YSECl6SrHpaicukJLmRaa4qiYGRklNJ4ZmdnmJud7SE41nYD3m1lEeir+aOr5uLV0+smC3mLCbIJGo0+DjvsMEZHRmg1p3vPT0pJWdiQKxzHhOAoXWmlBY973OO4//7t6EiRJDUEMY1Gg/GxfY/6+hwURXN6epZ9+/by9re9kyuv+E/e8a4/5dKvfZ0vfP7zPOO8Z+Dx/Psll/CqV78GFUUYV7LjgR1EUcyNN97EokWL6e/vx3vJwMAQp512Bs45zj3nXDye0884lcGhAZJaxNve+mZMmfHRj/wzxhR89KMfptNp8/GPfZjIw10338rl3/wueXMGFcNfvPVtOOO5dcvtFNZw7TU/IU1zfvKTn5JlBRs2HE1ZWoYGR7j8P36A8Jq/ff8/oGTEy176R6SdjBXLV9Np56xes4GZuSZFWeMFf/hSzjrrDF76shdw9x0TvPUtryDLoTEwQK3mmZtpo6OYJz/lqbz97W+m0beIOFK8+a2v4+RNG5ieS6k1MxI6KOFpYim8IqvV8c5SqymkEiglqddrtDqGvjgO6S86orAer2Ne8Own85Gv/Mdv+xY4KJbomRjMd5Dd1A/jHFFcI44jirygtJayUfuSUwAAIABJREFUhDy31OsxjUYfp5/8eFavXEGsBc6naK1JYoe3kuHBleExdTVPEoLdu3fR39+P8ZIyifmvW+/k1NOP5pIvf5M4bXHFlnt4y6texV33P8iZxx7PUQOjPP8pp/Hk09dz0oZT2PvsF3PT1M0sPv889nzh89SPWEaexYy/7Dks27ydlbssD67eyJpLv0g04+nUluPjhMWuxDmL6qszMTPLgw8+yD133sn4+DhveMPrcVb0IKw061DakmanhbOOsiyYbTaxVdG0NuhOA4wIc80mrbRDlmbMNefYtXs31mrmmhOIMsMWKWlecsyxp7Ny1TE0rSHNLJkokYeKJhAs4ZwHjeZVr7yAq378fR7YsYMojqnX60QiRsigYxTC92Z3UJHYhAJZkcqECPahQvRgXUfghwgZfFp7lhxd84wFXefC4nlAIe2abYjgLzvfycleGPRC0wFrLYsWLWLr1ttJ0xIhJJOTkyRxhPMGZwO5x/r5A2oYjQSiaBeF7FriCSHwlRNW9zmtPWwtDz1Q0G61gNBpN5tNhoaGD3geQgiOP/54Nm/eTL0e5E7OefCGIjeo6HeACDQ6soihoUE+97kvsH9qhu9+74d0mm2+9/2rSIvABrviR1dT5IYrr7iaNCu58abNtNOU5zznecRRH9YIvn7pNzEG/veHPkJRFDz1qb/P9PQ0jzv+GI49ZiNSeJ77zKdjipzVK5ahvGXlksVggzcrWYEQgiW1hB27m7iRQbz1aBecdFzlH1sUOSa3OBMgj7KaI+R5HhwlhKYsUvKiJK4FXWaaZkx3DGWp+OjHP0Bh6vzspjt5zgtexOcu/gR//b6/4R8/8EGsF0xOTfKxj32ad7/7ndx2xzZqjWFe8/o/5qKP/QvfvfwqNq1ZTt/QUoosRcoSoxSpB0tBbAP0ULRLGo0GKk7ISk+j1kdWGpqzGVHiMUKSSBGMtNXgb/sWOCiWtSbEaFUzDWNM6Ki8pzSWmne8+MV/xL//+xdpNPrYdMzRHH30kUgVZtwKGTTEzhHHI2gd5FBeUZHcdG9uIqVkeHiYiYkJFi9ZAkLyzxd9gk8d9WFu37KFp551Nkcd2eSpTzqVk089gX5KXvaK5xPdcgN9b/wzdrzgOUQ772ZoySnsGN7HNSdt4mXHbsCrlKVveiveeXaVBp038U7QKcMsqdVq4pzjnnvv5rrrrufcs8/h8BWrOOaII8lN6DC9EBR5jqmKYiiMriqaJZ20g8lLyrLEGEOnzEnTlLm8YGZ8gs7cLLm3FGWOcJZOOoMrIcsKli9bwenHnopMRiicR8qISOQI3ws5O7Sq5QGlJE972tOJdMTFF1/M7Mxc7z5LkviAoimqbk/JMLryAoRWKDfvKRQk5br6oFsE/S9AtGLBc+jqG7vFtPtvIUoscEuCt2vlylM9XhcaLq1h2dJlpGnK6lVrSZI6kY6ZHttD/3CjR84RQgR1Q4+8QxjBQU+yAvQivebj5BzOWyIdEJHA9zAhPcuGHOPu79fV2N9yyy09lmyY2Ze84mWv4NhjH0f5a7xnDwqd5l1bH/BFUeCER8rgkSiVxpgCFWuEs2gpSJIYa4I/oJSCKAquFdaIip1nSWoxSkniWCGwKGeIavUgGq90kWGJKrortPgGT+w90lnGJvezYvkKhIfMO2ynRCV1moUjy3IgzEyDJsnhXDi5hZvEk+Ydmu0SFcU4DLGKKdKSZlZyzbX/ySVfvoRzzzyXmzbfwvv/7u/Z23yIm66+ldtvvo2BwQEcOWNj+3nRy17Ktrvv4u5td/P+f/wQf/7ud/C+v3wf37zk4ww3+hlrztKanKXdavKXH78YWwR5Dh5i6ZBa8/CuXQwNN7jxv66hL054xnnPxytFuyjY1cn4xCcvplh+Its+8+bHPA3jT//kvb40Fmsc1oXr1z8wwEknncLKJcuRqoPSoscOTJIgkehuNvV6/QDavlIRuh5z5513sv6w9eh6Pxe89U/44kUfJC867B0v+PmtN/B7T3kyzpXsabZYMTCEFIFQk6YZpbeUuaTRL/FpG9FqM1FMIXY+SHzq2ZjJWbwFL8Pm52xIVXHVrBEgl4bYeIwPhgnWBjN4D6SdlNKUgXVuTCiE1pBlOXme9zrJTrtNaQyFMcw12zQ7bTppm7zIydIUZy2JihgeGSHN20xOjKGtx1nPusOPZcNxZ9LuBOu80mU4Fxy2SmcpC0NmHal1/PhrH3vM34ef+uyXgrBJdKFOeh2V1hpbGPbs3cn3vvddWq0mspKFyIplHWkZ5upSIiOFdAs6RATzAagBWhV055Ddnym7SG2PldvtJoUMBUkp1dN0qsrKr/t13d61S6IbXbyoV0C7ha+v3s/ExCSHH344XS2vUoq4XsNUhvLh+cleqMFCl6weaU8EfS/Cs+XnmzG5qVyEdE8zXa+c2A48CgSZiinDFciylD/+49djCF3u37z3Tw9unebUXDtoGb1FVoJ+T0mtVqM53UYJgdIK2y6JI4USIF2gtkdRRFmEljtkEBrAYmoab0v6Yk1pgzuGVIpakuAqRpfDY8oyOLAIgVMaISKSxgg79kzghGdiYprh/n6WrFjG8MggN9ywlaOO2kBjYLDqLDV7do4BkizPydIWAyMjbL7tDpatXsdclhIndfAS28z4yr9/hQjFDTfeiPGWPeO7+MTHPk5dJbRNwTPOfQ5fueQSIin5zne+xYte8hJuvmUz77zwDZxx7tk0Xcl5r7qQhoTMpthSoOI+HpzaR2SDVEL6YPRQGkvf0HJSZznxtN8jknDP+G7aqWPvbIdvXXUt9WXrfy3F+rGyOoVjaHCIdetWcuSm9QFeJTBXk0ThfT8wT0yALq3ekCRBSiS1Zu++Ma64+lYev3EpRg7wz//0Kb70pY8AnvbMGDMzswwNjrJoZIpzz34Sc5Pj1AYGWVyXFNksHlmdji3Ke2RkMDlkCHIlGBxdw/ToKHZ2CpeDECXCSHzp8CoYyDsXpC3OOawzzJXdAtiFU3OCtq/AmEDrL/KCdpZR5nn4miwjz0PxnGymdNKUtNPBlEWwsCRo7GpRRD2psWzJUt70trdy39wEf/8n7yNt5axasZz1R59Mu5P20jG8C2xIYR0KMMRoLRDuEI37gNXd532A850PWtdYSdauXcsFF7wBKSUPP/ww11xzDWNjYyRJgpUFdSnpjxSt5ji5HqT0wZhA+xwvYro9ZGgkFgQRMF9gnbNVmZkn5tRq9cCn6Otb0ICkwPzhUVZaXGstQ0NDzM7OznfCUgSfASHYt2+c0eGReYar97Rac2FPL0u01qRpFuwqq6IZDNqDXaX3tjcHdc7RaXYYHh4m0lEwrLcW7zxJUidE/DmEcCDCz4piTaTrNBoNFi9ezOzsNMiINE0f9WU5KHbLZmaC04Rwwd7NeZwryG1ow6WKmG010bWYudxgi5y60tQaNTpT0/QnfahaRFYWmOYMQ0MjuLQg1uECdzFyXZ2MvPdsf/ABtj+4A601w8PDNPobCATLlyxh9YpVLF2+lKnZWTYdvRE6BSrSFFJxxmlnsf2BbaxdM4rzfVgn8H4I7xR5VhKrZczmhpNOO409Y7O0Om1M1iGKEu65Yysr1q3nec/9A1q2YO+e3bSl4qUXvBEMoCRZu80r3vxGkigOomJnuPA9/wOsZK5M2Z21MLOWWCqczQM7TRQIWuCCJmugf5DCZCgVs/3+7aBi0naL1ORMzja5f9c4bR8TDa6h5STCFL/tW+CgWC9/+XPJ85zR0VHyMgR816L4ABZidy4SRRpROlodz4h23HDXfZx07Fo++NFLaLaajO+e5MjDn8GKw0Y54cRArfeizRf+9eMoZylyx/TkNM5rGv3D1BLIiwinLEJIWq0W09Oz9PX1MTY2Rr1eJ2+XqJpmZmaWum4gZNB75nnQLhtjsJntbVhpmvZO5HmZYkpTFUhLXhTkeUla0fCzLMMYy+zsTCAnZSnNZpO8KCjKEl9tUsI7nLNBG2iCRdqKkVW8/+/+ntlWyh23bcUM1phKO5jcUuSCPDMgQ8HE+2D04G0P6lMYSgPRIY+NA5YQgYntK+mTkhIZRQgpMR6EVDgEh68/giOP3ECRFyilmRrbydjDO2iO7+Tox23i2t0zPLR7jE5WYI3FiTbeUzUcRXg8EwqkVDLYOUqF966HzgVDFou1vipm6QJ26sIoM49E9Qrv3NxcsEWtPtch1Jg8y5mc3M99993LyOjIfBJLZRk6tneM5StWBLSlKHsyrm73Cl1TB3rs9XDNBNbZeR2qsBhbIFAkSYz3we/bmDJkENcipAr+3rv37Aw2mL8L0WA7JmaoJTWElSDLMFsqU5KKjOBFTL3Rx97xSSyWSEVgMurNFn31Gtt23M0dt93MxPgYp5x8ImsOX8fo0DDDQ4MsWbw82I/V6qRZGxEpVKzZUFtPa2o/N950C09+8jl0pppBmzbs+PEVP+S4E47jjrvvZrQxyIYjjmHX/j1cu+UesrRg0zFH0XigydBwP0sWDTEyWqfVbGHKDq3SMNsyNNuG2U6H+3c+RCkEidfEQyOc8PSncs/cNKWzuKEBtux6kNhJrAUnHK4scXjiWGFKg5cy3OimxHgHWMoiR0hNacMbSiBCsHVW0pxrgrFo7Zlsd9jXzugbXk6tbwhZHyaXMdnQSrTQlM5SExGlPzRNArj9ttvp7+9nfGycRr2BdZJ6HLP28MMY2zfGiuUr2b5jB7VanS9+4VLWrFvDpf9xOV/70me4bvONnHL0Rp797N9j5cp+FjVGSfMA5b/lDc+nyFJEHk7ge/fuBR4mz3P6Rlfw+U9/jihKmN29gzde+HqWr1yNEBGDgwMADA8PVp2jI4piOp1OjwVYloaxsQ47duwgSYIhdZ4XWGMoiiLERJmSNM2qAhj+LisLsjyn2WrRTjuURcHc3By1eg1b5EgC6UcIiXcGW+ZopVFKc9iSFaxZtZoVh2+kFteZmpxm11iTiZlxPvyRjzExNcPh64/l+JNOD7mKziOwPdMST5CnGAj2cCbD+oiI6Fe+No/F5bzvkWoO+PsuREkoEs4qvPUEgwlBY+XhHLF2NTWZcuv3v8/D997L4RuOY9W6IzjumGPR1Qin28F10jbWWJKkRlmWtDuzPdP2NE3JKle2OI7ppBmdtImUQXPearWCHl6H167T6VBPJM1mi8nJSWZmZpmZnaU0hlpSo9XKETik6iCkJS2adPbOBovTBdmgAA88sKOnT134ey8kPnWDrgEGBxsYk1Us9ypM3luUirCuRCpozrU54sj17Nz5MEZ4ShPycvfvD4xZVYVtPNo6KGaa77v4O8E61wsKE1JKSm/BWSSColTUGzXmOlMsikF6x5Xf+wGHrVzOO97+Zuo1QVka4jhC2JJCFsQyJtF1+ut1vHfctPkmrvrhf/H0856O0JLly5cFUo9xZCUUecaDOx/iwYceCDRlLVFJhFY1JEGMa71k06bjWbFqKdn4Hr57zXVsOvFkIlvSV+tnoDGAjDXtrKDVyWllHS6/8kfovj689JjSkBfBVaU04dT9/7H35tGWXXd95+e39z7n3vuGqlJNUlWpSqM1WLIlyxhbxiYxYAJ2hoYMGEJnXCEkvXr1CoQMCxKS7rW6cUKygF7dnTidQC/cTYPTZBGwGbIweCIeJNtIloUsay6Vhppe1RvuvefsvX/9x2+fc+99NajEWInez1a99+5wpnvu/k3f3/eb2kxwwdQAtMEFx9bmmEoTTduYmko1QDFC+zRtcd4RvUNxSDLKv+m0IQXBDZYZ7tpHGC5TD4b4KqBuQBRho0n40RAp1FnOV4VcRHnp//jbr/le0vd879/Qzc11rtm7GycjVpZ3kXzm5ZOnufGGmxj5UNCCngMHD3Do0H62prBx7mX27dlLTAlVx4GDuxkOVvHeuIYHgwFra2v94tOVo0ajET/zH36RBx5+lN/85V9hz/4Vvvau1/P3vv8HOHj4epxraZq25/FsCvn15uZmifId5zc2inMTnn36GR599DFWVldomoYmtr2j3NoyROtkOmVra6toLiZSM0YlE6pAO52Q2pa2sZLscDikqgIHD1zLm9/4Nnbv2sugGqLq8KEiximIEp1y/vwmk3Hi1NrLPP7Yo9x66xsYru4tqi2dnFrqZ/GSZhKOpolMovaUbr/8sz/+mr8P//d//dM6Q6cyB8DpMrZFFKsT30F1yuscbVCWV2q+5tBRfvCHf4AvP/kcf/Y7/wq33347OUs/C4mAqoBkpAP1lBJoLujU+dzKULK5B9ZUVV0o8SxbHQwG5DjB+0CKRUjdOT70oQ/xnve8l7aZ8MRXv8Kzzz7Ds889xXA4oG2tBDudNr3uZy94LkKMMxCQzacWkFA3UtMjh6VkkZGzZ9cMA5MymmF5eYXz5zdYXtrFoUPXcX79HNPJlKp2PcGCjevY+z/72Qeu7p7mcydPlijDLr7VrC1Ntt7HmMFpz4Of+hT/4Af+O/btvoa333sPTjJnz5whraywtGsP4hJeMgf27EGS55lnTvDD//on+Tt/539g9/4jfMO3/mmSE06dPMUDD3+FJic224aNJrO5sVGI3TMpeBwen4S6NekmlYg2DZD4zKcf5guf+XVed/c9nD19gj37byKpcP7cOi5nXl47w5m1NX75I7/E1Dmic4SmELBlyxZTVlSMVDinBJrxOZTIMZJcoXTzHkfLoK7ZaiIy2EPtPSvLI6qVEdE7GCwzzTWqQhYFH3BUZMCHCk1G+j0aBtw0gnPUaj2LNiUTX94xHvj8J4yZRJypmKRMCJ7gKh5+4JPgEzkGENi/7wDB1xw+cojRaIgPNbfdeTv3veEuVld3kxsIKjRbVuas65rVVcscO6cpItxw5Cgf+HcfRJNy6sQaX1p6kX/2Ez/Gj/zP/5jcCCsrKzStVRCavpQ6pW0NvXp+Y53pdMpkMmFtc4NrDu7js5/5LLv37ClZwpiNjU3acUtDJucWIRG84LIyrDLRw9bWeTQptR9y9Iaj3HHbnYzHUw7svYGYFV8JztdkTSDZepOqJITNzQne1QSfGLctL509zeqLL3DrNQdpUybF1oI3QLwgCil5cuHqTbEpJeXXvL9ctG2Xw7iRt6FXy+OJuRaod4SsbL60zs9/4UucSoG9R45x8NAhtiZtEYAGVEomOxspgVmps+ykBwPNsrseYE7TlPVRKY4z4gloNrYosBGa5557jjNnTrO8vMyNN97EsWM30DRvKaCiQNtGTp48yebmJidPPc+ZM2do29jrbqZsnLkd009WLZUPk22sQs209OKd8+zdvc9miocjkmReeukksW3Z2pxw+PAhNtY3GQwGBD9kNKyoqpp77rmXY9cfZdeuy08TXBVO81O/9Un7cPKE6BRNSlWANcPhiDff+2ZCNeJdf+rP8egLY1bPRK7fv5+h8+waLpPbASdfOsvSwOF0wi/9p4/xo//yJ4ih5gf/3g/y0c8+wvrGFpubUzyZvbuWOXDdjXz16Sc4uXaewfIy0xyt9l4WtMm6Ea2Pk5CDElPkhoM38+VHn2bvddfy9e/+M6xvbBDJPHn8JV48c5YXXnyRE6fX2X1gP4nM4I53MpCMaiIptBR0W+WoVXBJqDSgohAMcq9qqgF11qJuINQSmbYNe92AmNUUWZJSVRWVdzSxZaCRNkaC98bKkVokZ9LWJgjU4tAoiA9ojIBpgw6dyZPtGDitcSpcf/0Rnn32WWKTSa0yZQtxzsBoscF55cmnzrI0WmHt/CkyQhDPcy+/zNe8+Y3m3GIg+oyrAiujYT8MDvSgi7Zt+crxZxiv1MhgL/7pUzzz1JMcu/4IP/cLH+GrX3qI++67j9tvv43ga+vvtDa+tLW1xXg85uzZM5w6e5ZxO+XJp55ka2uLc+fWqF+qQa2sj2amaYpPxluavceHCudrHnr4cbwGVnbv5vpjN/DH7v9m3CDgVQm1spUNWMRUiblhNAhk1Z6yLanQRk87acjBE8m87qZbuPPWuxm3kZhASbhcmFlS7mdfE96ItkMFcUeMurPeGWa1NUk7Lu5+cKTnIjCVpHl+V4GUyaKEuubgsSO8a/CNPPjgA4TgqesBKbd0UwMplW1KxnqTiwG0CRJ04s6d4lPqn7OsdDo7bjEmtllWbITx0+kmn/70J7nh2FE0G+NW15+00a6GyWTCZDJha3y+bK+cX3Y9EKhtpmxubpGS8i9+9McR7b5PBvSsa89P/V8/yfPPn2DanGUy3WB9/Ty7du3mzfe9BVXhy1/+Mj/0Qz/E449/ldff+QZWV1dYX99A1b6vr2RXxWp5/vyafdBRyHhyJago3o/QdsCnPv1F1tfXuP7oEQ4ePsb1113LRhNZHhrp+v49exnJlIOjPfz5b/8Odh+6Gdl9gCGef/ljP0aTWv7bv/ZXoXLUoyU2NDGIyaKQacO4zTjJ1E7ZOL+GhiE5VwiByttz3/hN34huCOvnz3H27PNsxi0+9clPIGGFc34VHa4S/YA9e3fRphYJgQGJliHR1WQMRNGkjOZE8lZmGThl2rY2NsAEAWpf02LjK6qOLXGIBmjGJBdQhKhCamygPKui3pHKDdumBlFwqgzqQV9+QBVfqAeDD4yz8TTmHfJZAM6dP4Oq8sDnTnDNNQd573v/JI888iW++tXHibFFnDBcGlGPhiytrBLCiMHSMq5axq/s59C1e/it3/wkb73/flaW91oAVJDJVnJKvbPxmpg2mc1z54lbE5auP8jWs2dwOfHs8RM89/xJnnjiSb7jO/4CMSXOnzvLeLzF1mTC+vo6m+vrnNpcZ+2l0xx/9gnOrZ9nuDxkOhmzuXaawd49RqKdpwgwcrtx1xxhdd+taC2cb8ace+YraHQ2WrO8yuNfeZyve8sfxwdBsweERjM4R2xbmphopuBCQMQifiTPjQPAdKPhuiOHaSThxENRjjEAnl1nKzQ6UlLwgsRZ9r1jV2CC9Ye76zkXkHWWNaMinD2/xgf+9b/izte/nn/4D/8+P/K//ItZpllMmc07bneaQEHXum2vB1WHkzBzuGI8y1JotboRFqeeI4eOcOrll9m1slyEodu+DCtlLrjrv6eUmE6nCwCfrlTrpCbWzsjow8i2I7lIOyqpSfyF93034/GE97//R1g/fx6RwIkTL3LbbXfw5JNPcf78eX7sx36c7//+7+eppx/H+8D11x8hhEC8grXwqnCaK3d+PaLGku90QHYCqrhsamcuR3ZLYuPM85z68sN84YHfYqmuOHLdYQ4dOsy+ffvZu7TEL/3ih1g9dIxxFpJ63njzHXzt17+NWjMf+N9+gmsOX8e9b7mfg4eOME2ZffsOcvToUT72yY+RBM5tThhPIqu7K1pVcAmJLctVRT6/zmB4hPXJaZZXr2Hvrpv47hvvpqqF3as1y8PA8lLNRCte/7qbOH1unV/+tf/EF3/7Mc5vRh59/iUG+48xrvaQc0USwXlPQ0sOpsruWEJFGafExBlDBTmDGCo2u4qUM4NgDrVVQZwgwZOT0rSJjsq+ctbnSG2iChXeOYsQvZK0IeUpmgsMPOwAMIAyKC4cOnwtmuAX/+N/IOXMN3/ze3jwwc8jg8Jd6QO+qglhhAxWIQxwGd7xljdyy8HbqUae6XSrDFI3pZzVLRBG7p5iS8qOaWt8nJsxEnNkIIFTJ09x/ZGb+MqXvsDnHniQm2+5idMvn+Xc+XNsTbc48eKLrK2d5YVTp4lnz3Hm9ItUoxplmZQTIQjN5Bz16AjLu29AB8u40YjYJsYxEmKiOX+W6doGMhqQp8rx557H+YqvPvEVXnfb3UgoYwhiIuUipu7SxhYPcz0mXWB+WV2u+PQnP8bu0TKry/u58a57cVJZm6XLoFDICZGAzR9Y2tQpaLzWTdxiXVYBUVNjotxLJQ2byzChm5Dss1GURx59lGM33MDhw4ep64dLcKIsvK0Ud83vXvgZiEQTJyj77PbVH18p61qfNPfP9L1GsRGZT37i4+zevYucDaTWfd7zCjomvh7L3L3NK3czqplMjA1tMyGEipimxBQRL/255yx4VzMcrTCZthy94SYe/dJvs7q6iy9+8Yugjt27r+HAgWt54MHP8//+zP/NaLTEcDjkn/yTf4LP+YIAZLtdFU4TrfAacALRZYtUjNeBRh0qFUhgcuD15H2RkbPg5oQqJ85Gqo01PGeob3kHA2A5GIPLkwiP/daTMD3H0hu+jiyRh594mj93y+2kaJHv0MNLL77IcN9eIIBbZn3ckMnUUfgLf+bbmJ5Z4x3f9Hb+5vd+D1oLzeaYOJnw7m9+N295wxu4Yf+1TKZbHLv2evtwN85yoIK//qe/ifit7yIMlhkE+MITT/CPf+ynOOGOMnaOnKHWYM7NgWA3dEyZqK6watQ4sf5RFsUFz1aJBj2Q2hZJjv5+VwhuTggWaHMiWhEHTQIqxBQN/q3QNDtE2QCDwYqRj2tFzImz6zaX+MnPfBpVZe+u/UgVwAvD0W5yymQPzzz2Ze67/TCTs6eQm+9gMm56BF4XSbdtQ4yJNrbElGjThNQm2vUzuMkEH2uL8+OU5aXr8FXgL37Xt/HCiRN86pMf46njxzl75iyxbam9FIBQZLgiXLt8gBQjSgOywjX7byQPlol4tnRC3thA1k2/07uAeqFZe4moW+hoSGzGVKEIBNMWzddIVgODEBw+mFCwxrSwUOeUbKEOAlLz0kvP8+5v+RN87OMf49yLz7PrmoPsOXS0KAs5kpb5UaksG8pWfvQ77czecrow27OsbbaYS0GagvZOVmxGhU7bV5zydW97O5/+1Gd4+KFf4C/95b+MOPqqwHZg7nbC9s5SIU43m/HWijj7XJ3SEQZ0Zd9OXQWsjHvnnXfyq7/6K5w+fRpxqUfF2igXnDt3rqiNGNCu35Vomcks+8WRMlx/9Aht2+K9I86NmwDEdoOHHnqI0y+fYOPcKY4cOcJ73vMePvvZz/A3/9bfJuf8IUFJAAAgAElEQVTMz/7sz/KTP/WTvOPtb2cymfDlLz9iEo0Xydq329XhNIGIfTAxZzRHgg+FCqqwVojD5S0TmU6ZIJ6MkpzQasVElA0HZOsVOic2k1uPCeK463V38cfvuI3/80f/OanNSBAGgxHiq8JvODIdTA9RTL3+5LNP46fK8uoe/u0Hf4a/9tf/Cl9//9exfnaNtZMn2Vg7QzVaJrctIydsrZ3mwMG9NAMIeARhtGuJRIXXzOvvvJN9e0a8tNbgZEDQIc4pDvClu55Q1EFw3aLb4p03YEpWnFi5S6XcU11zvkAEQjCHqUkJhSnEiLUtbXcFaFWFGshkMj0j82vcqmrEm998D2fOnOWhhx5i96593HbrHfglK0U+8+xT3PS617E82EO7FXniq48TJ1vs27+bjVPP8sSJ47z+jQ2TxoAtGS2KPUJTSASatqGZNqTckmLkzMmXue8tb+IzTz+Nxhb1gUEYsTke8+9/9d+zfn7MZDw2zipNOC+c32wY1COqOpJzQMnEFqbtClIPaOJ56jQBJz3DCao48SSBKjgql9m3dzfnnt+wSkXbAokbbjzKxsY6y7t22/dHHD47xJlAMKJoirOelVhuo6o0zZTnjj/PDTfdyOmTp1k/uck9b3gLqi0ilQHVSGhZULOq9e127LI2A/zMPdg7kcV/t19NEeH7vu/7iMmqBk3b9GMs89sTmc9St+/m4p+R8bUq0pd1rURrBAczcwK7d+8G4IUXXqRtJywvrzAcDAkVZN1kZXXE1tYWznniVKnrupARCFUYsmfPNRw9epS7734De/fu7+W8YoyzgrLYoqgp8m/+zQc4cGA/3geefPJJptMp73vfd/aznrfeeisf/eiv88wzz1h5uGn7s/8vwmk2KYJTRE0mrBWlLYVGl9QcQxHudc7bB6WCaKYqZSNrWKuhSa07bLNgotx05DqO7Vnl/f/0hwkjcNcOCOtCdkBwtJoR7wjOW9Ylmdi2/Pff+7cJgxGPPP4YD33pUb7whQf4hQ9/mCd+5yl+/J+9n8HqNTSTyDR7loYj1lLLgV0rSFpHdNBHQa6KRBV8yvzV7/rz/MD/+os0MqDKke4jVwUXPNNYlNVLOaZyFol58bRZCc6bbmNWGnLvLDvLyRj8XYGpt2qLt/PC0Is9L9goiwtk7bL6HXv9nXfw3d/1F5mmlh/+n36Ua67ZB5LZWHuGU6deRvKYpx57hNTUjAYV6+cM1j6ejnjuhYY9T5zkxdMvk1OZgdOCMs3K5uamzR8rbG5uMp1Ogcx9993Lxz/zALsGAzZEadKU3dcc4Euf+yTHn3qGMPKknJEyCuCkYmllSHCBrPCV3zlOjJlDh67DhwkaM2hNzEr2BsE3Pt00x0taMaygjQ0OT7W8xPTMOkhLXY3IKrQKkgtKJIutfCWTcDiqMiunZAtQsyPGDb7pm7+dh7/4IDccuZPVO1e49vobOD0dozmS1aGUoK70dnVuqd9JNi9mF3NlzIINoQcKpRIciUiJqjNObD0wsJ9e8hpbyVYvuhJsT0DNj1olELG1t9fMVBCnZJ1x2abC9PT3//4/4PHHH+f48Wdo25aNjXXOnDnLrl0Hqauaaw8sUdcDjh65kZtuvpmVldUiieaLsyvHqkb4ngsJgc44/wD6mdLV1V20bcNgUPPxj3+M8XjMN7773UwmE+6++24E4fjzx/HO84/+0T/qZ6EvlXF3dlU4TZyQnOIVNGWCTe2WkmM3pJoN3AI4Lc/NzSoJNmfjxbZhgsDgKsfxsxu8eOpx6vu/ieVmg3xqRKrHiCrrmxsMl5fZmk6IbaImk5sJf+pb3ovGyFNnvwrDlj/37e/l1375wzz26COcfXnM7t3LbJxria31JrPAYFATBCof+Lt/7wdRhdtuu42/9j1/EXE1lRPuv+t2cv55GlUqJ6VMYrDulBO+CrSlN+nI/TxSN1fVFGJjLWUZJ2V8QXtaZRST2hHnClAogzo2Y8KXKFAwB+qd/bVjwPJ1vLD2MjklZLTKdHKeUydPcPjgdbw4fYnBYEhKU/ATpq1ntORY3rWCGw3JreOppx9nPN4iRnr2nXEzIRZFkPHYEK8nT58k5UyMwngy4fTJ4+xPjnN+wOHDR3nr2+7m0x/7WZZ2L9NMW0SlMLQIg7DKc88/z8Z6Q9tama2uaqaTKaOlCrQtoBsH2YMTXKFCd9m2lWgZDZZYO3OWHFuaHPG+JannU//589x06+2s7q0g5TICZou0FMg/zpG9kFEkWwAWU6IaLnNua4vbX/9mUtMyWK45t7lJqio0JywxMZKDXMolpWnwR/u5X9W2KNO13brC6Pzf8zlj6kuXi9WkXt2k/KOaig5sNocLCB7opMi0oCVi+dwuXc6dZ+exknEmhIp6MOC+++7jTW+6l448PcY4KycXDVrxfmFJmvHN2rH2M79z5zz//LSolhw/fhwTlA9srG/wrne9i+/5G3+D0dKId77z6/nABz7Ab3z0o7z1rW/tr/O8YPal7Kpwml4cThWfKdyCWj52RxQt2RNW8DTf0TeHO+fqSpPalRk07xySFZUB0ox55/33cUtu+Il//kN8dPwE3/adf53HHnmUu+68i5XVPSTvkXaK5Ibv+LZvJ5A599JTfOXLX+DcuQkPMuXANfv5M9/yHrY2t/iN3/w4d999L9RLnBtPWfYD0vqYzbE59h/+4X/KYDAgxpbN84mlJYcExy9/4tNsaUCaxJaf4nJmqJ5axSicUqIVUCc2XqLmJL3zJLJF/OWbIlocIlA7KyFqtjJMFtdz7LpS3vXOoynbKEuw8phcJvp8rdmnf+OXqNuz3HTzjXzbN3wNyysD7rrrDTgZElvFO8/HPvErfPCDP4OrlSa37N6/DyfLjIYrPPLQp/nwRz7C0UM3EWlIKdG0ifWNDU6dPs3m5gZb4zEbG+etjMQEp5kcHEsebrvFMxxs8MXPfAhfRWKacO2hr+HAkdez5ipEEuePP8Wbjr0TX1eoV7bOnuDhB36LSTPFjSBkRdSyCyEg2QbXEYglQPMa2cote/euUu85wHO/8xjeLyN7ruWWW+5gaXkAbUOyrjndsuS9L2VZSg+V0lKBlKwfrzJgkhLZecYb0ZCXsSWVyk8/AzuvvEG3qO+gZ1/JZn5KSsUo28janNma0PUhO13Yxb5fl5VesOG5h5SuIkApw9ui47DPK8+9v1ujgbnyb1EWESGliBOZIfkRzO85cLlHlYtAtFGCGYFDyWD7AGGbT9uu0BKqAd/3d3+Aj37017nnnnu58cYb+eAHf5q/+be+l9tvu53gPR//zd/kvnvv5W1vux/vXS+k/l9MTzPlhIpBpH05Xi0Leqd/BpQPyZjtBetkz0vVGLOFkkVQMt4rqh4n8NFf/zX+46mTvPW97+Pw/hU+9HMf4t3f+CfAeU6eeomlpVVqFd51/ztZGu3nheeP8/FPfYKqVho/pBrs4cTamK+eeJi1s+e468Y1jl3/RrZkHZcbxm2D05bzG2NGdSbHTI4N48kYpCbFhqqu+IUP/wr1cB8xAziCc7gM0J1LZqQZT7CeWBkS1hIAdsKyKtrfTHTVMyyyFO+pQ5ipoYtSl9ETI0twDNSYL7r4ccfgu7/rfabckDJnz5zl1lvvZ+P8Fi6cAxzLS7u5541v4R3/6h184pOf4oM/+/9x9sx5hkuJtY0N7r3nnXzkIx/hHW9/G1M8W5OxKXhMpkZ0HiMaW3I7JtIScDgP4gJrWRiPA3ltnRSnTFtlOFjh4NElxn5AiJmchV37byQ4UyvJMXPq5AbjacPqIDPyNU1MiNrIFtn6qeJKpUItgm9VEe+oVNk49xIHjx1j13CF81sty0tDQ2VnmWt1Cz44gg/WHoipXzDtHrXRqJyzBXbzzbXyu6FwBRsVlb631Al7+x0pzd7mM7j52d7ybPfMq+qqdOXcxYRTZt/+uRGReUUQO5S5fVKc6Ss4loV9XzAOY1vJBbchec7Jlv91uzOx94vva3u/tdvPeDJm/4EDvO9934lzjqZp+PZv/7M8+uijrG9ssGfXLlSVgwevLaj2GTB4vgx8KbsqnKZYIdzKNnRZpv3s0mUbucBeI2KjQWqOwz5Xyy4dBZaN0GbBuYY2e1i5luGegzxytuHQsRv5E996J7Fd5+zaab7+ne9gsjFh4Dxf/MpjPL7W8NM/+W9ZyZusDGuk9iRtCBKYNA3T9fMcPnA9T6xtIJVjKIl6ZTeVLnHufCTXEY2OSbuJOGXcnmdpWDGoKz7/yKM0R+5nOFgiazL9TW+ot4SanE9OoAkniis9S+c8g8ZAFOIcbcq0JYnQrDCwYDA4i5piLgGGWlM9t5YZqBr8R1IyEoTLlH5ea7Z//z4efPDz9ofCyy+9DA6yThiORqT4PJubm6ydPcN0OmX33r0M6poTzz9DRnnp2ccYLsPnv/B5qpVrrGfcbEGOtCniXUayBS6iniieAwdv49D1r6Na2sO4dXzsIx9E2gmjgWdQN6y//BSjPTfaPZ6SqdZjADAvwrGb72K4ssKLTz3MZrvG0Nf0SYQ30FhsDQTkRMnJAiUXJzRO2VsJmZajx25ide8R1hGqMkfpNdPRt6GCFprLnHNZOO1CZbV7MKui5IKMtAqQZhvET5rLcaV+/i5Z5Ejwrn/9jllW2C3c27+b8w6oFNpsTdwGqLIxoO4FzI2x6AX/Xrj/RYCW4BA//zwwxyJm7bPZOrwwCqM66zl22y7Jzvy5aOnLurlz7F6z3eleGEiwkGm6DhBUki7nPPv27cM7z3PPPceL3vHe9/5JQPsRHFicCb2cXRVOsxJnMGsRPNqXHLPIXHHIEKEqGCjC0TeeQynZphSJWPnHlXKPZO2BL1kyOQgf/53P85cO/zGqlYN85ksP8dtf/AJ5UFON9pCTQ08/y6F3fAt1EOocqVwgpMz45efR0yfYOPkoUxF+7XOfYmmwxJ5dKwyeeoZhFbj37rsZaEOO2YR7cWyNJxx/4mHuuucehntvIocRNNOClHX4wYDYNmTBpJtCQAt7i5Syq9MMtZRrY4Kr0kQExTmlLmXblFJZOO06xhzJYyPe9jjUOxoyPnhr/rt5GNFr2z7/0Jf44iOP0MSGzc1NPv7Z/0zImaRGENDNkVXB0cYtlgYjzo4jKS0zqFbYs89zdu0c+MzG2imGS7tY2bWf5V37Wdl7hF27DtJOxlSDJdpklHahMhfVZiXrlNGSw013cX6yweGb38C1N7+NmEzNoYPxe5m1JgCuO3wzh47cDHHC5z79HwgkiBmfitSTZsS1tLHFVQNufN2b2Hv4TgBSFLQgWWMy4u2ZM8z9YqTJtDqzMxYZxZXWV7ewJUwjs3OOhfkn2+95DqynOc/YZDCHmlPhDt2xhUxn3oFse9UMGJMvDHw7nV/rAWJlqsItaz9t6Z93jkqeGx/pgF8FrX8JTYf5mdJ5Zzu/rri58ZjywMI2FhRK9MJ20ZVmtfPkGM51mWNJwFR4/4+8nza2C1KIi/qcdowpXeJki10VThMoc0dKjK0NSjtnAAhVA9qUnkhX2K66q0IZVym5aXfyWtjqpc/Uuva4MAxDonj+zf/z87ila4l7b2PijPvV0bLkTYR12rSkUDMVITslHD5G2LVKe+4sjz72CO2TT1HXQ/bs3cWuPXtZWt3NxjSyFAKC9SQzENsJNx29hR/4H9/PwTu+BucCSmIYKuNWzOCrAMU52j3eoYa77EIJCXB1yRYdUxGCFyRHNJaSnSpBjVXDOzHnKkLbROq6ZhIbnNDL/OxgZ2f2Gx/9T6UvLgSg2doieUfKW6QkKIE9e69l9ZprSeLxCtNTp9jYMJWIr33rf8O5jYbRygHWNxrEB6BBc0ScY6NNeKmJ07FFsyLWG1QlZeXsy08z3thgz97r+YZ3fjN+cA2TuEVwRby3rAkqLMygp5RQElUeMRwdZLp1kpqWqEqWAat7DnD7HffgQg1S41zVo6yBPjvoylP9dkvG2TH4WODaOdlUhK/pM0dVZo5R1fqYhRx8ke1nvn5bzkkzeYd79pLWE6xf4st6odNcLOkKc5md9t3BvtdpT2Vr+cgiIr/bf1e+7bbZl4jngjiBvvo3G5W5oAlpt/K2TLEHLV3ifBZKsdsvgM4UYbLdiP1Tbi5jHZRRlq4K1+076yxZeyW7Kpxm7Dy7zqGXCqDFFWksYZY2L0jjAFVV25AtAlELsEhIeJIqUbWUOj2KsPfAQX7uI79I3H0tiCOmyFLryQNBQo2xYpqgc2xbpIjAjlXRei83fs17qJkyPXeSjY11vvrMSfxzJ/FO+fzgQcKwZliNaCfGoDKoYbhrF6t3vpUpNYhQVzVAUYuIpBLZV1WNIxGjklNLm0wezE7Yg7foPzWZgTPYtfeBaU4kh5WnfaDNLV4sg3ECrqqYaiKKRYGaM74rkeyUZwGQ2JJypKWxdqCrGO09wPU3vhvnd4MbkFIiqeCDMk0tp58+w/UHD7C+1fDC6Ug9GnH63Gm8hNLL6z67WUnJCK8sO7BSZia1wonnnkLilNiM0bCLSTs11OxcL8kWP/pFoQMvOPEkn7jrTd9AIVokal10PDMaBiQEzRH6Sgw2ZqAg4slOiczKXILND6uCc4uaifMlwW6NskXIxlBy9zrmnHEpmV2QNZWM4EoXrf/a7eLtkssVVGfOz36/MEPtnS5ltGRbj3TWu1wsfc6rqXTbnh1P+S/PZ5uWvvToXNjmQO0e6L8PC3udbSNrnnPcl3CW2xxpmisJ57lstvutE4yfJ17oTDDneik5tnm7KpxmJXYhsxo02aLWTBKDp4vH4M9ddk9hIikLjxZxW7CSrqX5BizCO0SVVrTMYTsee/4FcthjZVyEAR5x4JoxiBBzpg3WTYwJxGejpWsVp5FNlHHlcXsOMdh3PfsP34yWWLz2gSZvUVU1K9WAPDGR16TZgBDWbbU5uO5Dd2JOXrOxpMSWINCmlqWBSeU4cWgONNlUStQL01RUYTTisgEwPBnJiWEVrEdabt5Jbi2SE+NodM5RpWyByg4KA4CbvvY72JIK74yhxjXRgiodG3pBx7ZGFLmh3/7ND7N5/mXWjme8rzjxld/BD5d5+7vfQ3QrhjB0VjnIMVOVxlDukIjZIvucpiyNVjn78mnuf8e3cOLFF2imZ1AxSTl8wMnMQS1E7rJYWhIRoqvweHIbbQzJBVIuqMVSyktlDEWc6xefGSiiCLdj96Tde2XRAyKyEGjNO7tO5N1EgzM5zRboLKXvWYJkQ8KXLJcZ3OS1blfCwWuJ3Rwf7LZsbjuYaBYGvToQz4LDmnvbQoFV1SjxFANiFsCXyHz5d/Gn9Svnjndbab4bw+vvi4s4snkIozB3/2zrl3ZTBB1yd3tQkuaut+ZMeoU78apwmlGdZUPOk9uCisX1F0XESrUdbVPu4ELlSqWcZhI33pVIxXChMRopgs/SjR9ZpuCFIELOiveOHGeXqgrBHJoTosukDJLNcSax2TRtM03OBAfqHNIdQ84M/BKCY2NzzCjYoHmbMkkzlVFgMG0bRMpsqXMMfM2s+mwCrx6jc0MdKSvizMEltUhevKmrZ82MBnVZ2CmyVgntshDvGeChQ9R6uyFFOtDQjgg1QMrKIE/J1h4mYaUmsKoAGulUJU6deJY4OYcLtQF+YrSWQJrw3JOPc+jW+7AUahZxd+0FcV1/CVRbxGV+5ef/HbmZ8NFf/TDDlRV+54sPsu+6o9z7dd9Ek1JBRxtFWkeYXbY6O4HysGpDguKwOyBPeUnOswVKU+E07Y7Rle+dzCEW7Z7ursn8cruwMANaULvdey+syunCg+arZ1WjnTzTbHZdL43k3H7tXgmZoP0IimBjKOUTX+gvljV0blNdQPZKYMFF6r+ycucOxNlte/bTqheLwVcXPPVVjP4tMrtv5rLLeaRr137bbp3DnQ9E4iV6lhZSyCsW3q4Kp9mQ+4jEieuqCNgIiY1kiJo6yML1B8tEVWe0ct2lEzv5ShwiHcrWAEdeHFVK5BzJLtDEMuSfMdq5mHDlRqmKM/be06aIuFmT2/mAqBJUCSb5TXBKahNZI0MfrK+kJqiq4nrtylGokOLgRTBO0pItmkRYwnmPti09skxL3JUyWa00G0KAJEzK/FSVsx0LUBeZm5Qyos76nhg1H86RLcYgyE6mCSWLu+ALM8uBtGRjKWdeeO5pcpxQL60S24yvTPat2drk+FNPcPDGu3E+4P0sBs5q1Q7NGeftixwb5ZnHH4KmwVcByabgUA+GnH7pebbOnWKweqBv0ThxPcIcoMdtwGyBmltMtPT7+3OQrpRnjdF5h2pfutJXKkj1ErairsOzC0GNnH3W0iqd8TJT3YGAtrvZ7UhIVb3oQvdat/kF/pLOaj5uYpZ12dp0sVnD+WLp3KMLZd0ZFV73RbiwTLttcxe12Xsv52zng6iuUtIddn9/9WXl2V3c3VXiOl9Rwoa5toKRws3mLq/kPpv14y//uqvCaVbWsDQgi2SSWlckeI/TZGhBVbITVFxhvlFSyf58kRVKXblHrHcjUIb6wXl7TZZs9XbxiPdUqhDMyfji+Kri7BBb6HyJvhqUIa6fHc1uFjGNU8Zh4KEcXOnBAs4XQBMMnM3JpZR6NR3j4Mz4EIhAPRjSbm2hrQlTLw8HdNyIXoy6DO/xziImRWg8NNkGyLMb4HJpxKfESDy1eMgR0UwQUDX2jWmKgFLtlGfnrIDHurJn7zbMrH8It93xJj534lkkAerJzRYxJ5wL3Py6O8kaqTCh54WFo/yaC0Am+MCZl0+iKsR2Cr7CuwFJFS8NLz//PIdvuQZXlG6SLGZrCe2S1uIsxda9OcBGKY4udIa685OOLKN/xhYjTbNyWkIKbaX9PdXUNarMgasFdLmgYhecoypZZmXbBdvezNqxC2z7iEn57dKvz3bPXuDkuDDzv9Rj83YpMM+VY+63OyGjB3X269z2yr/bN3sRp9vdNrPstjhNnZ1zN7py8XPedi59OffKsuqrwmnWgwGpZHvSzczgaHPGOzG+TFX7CaXmXOLbMvcl0F0pNBtFXdevyzlCiniMds5KSYoT16f1TYwmgC0G0ffSAZLAeyW1DbUY3V/Xoo7mpU1hPMOwHlAFRyiUeClaxhlzohoMoJAmq8KYhGaYNFP8oCKQSLE1DtzgComLt2NrGtPBxAA8TgRJmaokQU5hEGq2mimtZGK2jDLgWW+N/L7KkSoEvAiTmMjRjssjF1VVeC2a0vaghQXasS7ZLBGtB4aru7np7rfw9OO/TZCAD0tMpxvs2XeEfdcds156NxZyMedQvqTTLNzyutfz0Oc+RpABsY24MDFUNTWHj95IIlN1Jak5ENziv12fafGx+XJW/1AH/sFYqBZKXgLSscDMnbwIaOr6oSXNUUULzaX2oKALnWb3feutOFtb6Ha85pXa4mcyK61erEd5IRnC73nvwBwo9QrHg35PH2//nZtty3qni3Okvcu9yCEtXpvLX5MO2PZfRHl2Mp7Y4u+cZVPeE4Ag4DQBmeQoPTqHpyt1KS0mfOrEFqnaux4J1ZcWQrnQycRKYy7gjFIOhTLy4YS2jUA2IWkxwgTEtjGeTvBiQCXnfI9A9M7jgtCIRT9OWzzCwJtIa1Trf0Z0zvE5mhTxwbLPSTOldgHJkUrViOtTZjpp8N4EgX2wfTbTqSHF1BC2VTAlkzoEhk6ICG1OJE1Er7QaSc7RgpV2MwYmCh037R/qx33V2ix67hQ8SuvRmuR0nL8Zk7g6dtPrOHDkGFVdM6iHpMkaygg/HAHTrpt4aVOovOOaa49w5KY7eP6Zp1jetYfp5BzqhFtuvQvnhxb49Vu7wg+rK3thOeZs2NzOD1hwWPNAovnyoCqLC1cJau3/ltmKEyTNsvLecVLoHJEy4D6PhzTw3u/Xkv5atFlp9RVKoFwqS72wHGtvutj2Lu2YXq2pGiPVK7zIjnDb7X45VZztBA+zzNH+kg73cvEdLmjEXs6uCqcZipxMii1Nh3p1joFzVlaNyUAvFKRelr4j41wpEaHUZGIbqXwweH2pqbsicot3kKCqApPUkjMlE81Mp1sMQo1TcJotkCoN1JgTSUAGNuPjvLMPs7RyHErMkakoLY7dIgRn59OpSwxUmToBD7V4nIL3gVDXaExMnKFhx3iCOEJWvA+4bGUv8Z6tZkoscH47LyF4j+ZsFHs54XCEDAEj1Va1rlaTLJPFWXm7CpVpbKpJiO1YEQMoFQx6tQMhiRVtuy+yFLRzTolrdu1mY7JFCkp2w8JKlRDCnPrC5faaEBe46c57uemO+4qzyaTU4kOwz3rOuQhz1GfbrLAxLljPnpLnS81dj5U5J2ZOMM31mJyaEPz2/c0zshjZiH0fcl8K3lZm68tkee46dhnzDrnG79bmM89FsM3FXts5z9/d1f79Yw0r5d4LULVXUiqevd5vO9/ttTJZeI9tuwsMZza/7ytHFV8VTrOjcyMEIsnGRVBCTgVEY30kEYfkbKUiiQiZKgW8M0mxLAbUyXGKFoerCiRKdlhKn2S8Kq0TKGjSigoBvAgBbyVQxY5HHBFhSxxJAfGQGqP1E1MU9wJ7fc1AHZVXUjNBfFEx8QbumaaIJqFtEhoCVahomgbxjjpUDOsBrSipNZb+Jk6tjOUgpYbkhOiEughUZzJTse372KEWLfvuggpjwKippQhPi9H2aWos0neeGJs/wk//6jGHFOUYWViEZn0ie6yL8J0LtCkyrGuICvXAHpeZxmlnHUAH6HulpfOMknDeFSYScz3em+izE9Oy7NzmZSENl1jXFGPd6ePo+cVhG0gizWeLUDiPTZfzgh11+8vduc2VhuezUxTU4P6u38K2g93pb/4B2fw9eLHg+FIXvvQk5NX0Ly/c8vzPha1fwkF1Ti5te9rN9UZ18R/g8sjrSwcUs5Dx1ZSRrwqnmZoWBXzwptIAKLlUCRypsI2QEsFZKdKH0tX0guREwMMaZ0kAACAASURBVKi+EEFLuTKlTPJCKNpymiGnFpeVobNTb1MEdSx5I1EgKVVtIyeSbUbUC8S2tQzR+VLN8MSYDZgRHJULuJSJqUWy4lWQbFmzFl3CXT6g2QgMpqFiazqhiS3BeZz3+BBAlVo8KkJtKSWdn45loc0lbJKsELUEBHYtRTPBBSoxQMswVCSB7Ogp24CeyFg09yT5r3XryP+3c08K3fXtekiFYar/4nal3MKa0/Wc5p6fjXV025w5QhFfHHECQr99AC09+CuxrqpwscxwcVicC8L6rpxqbMdmCbiApGfBGZZ/FxazixytzCEb9XJZy86N+LuxDvBycRrC30tmKQtb+MOoCPSEGdse77uR0jUpFl8xP6azfQOLGeaVZ7aXsqvCaeJBnCerLTSj4Yg2tsYVmw0e75xAQX2a3JpB271mvKgRAmgRoKYMtAZHBloUXwdi00K0RXEaJ+CcgY80W2k/J7w4xu2Eqohdh6SICwyCx6VkmRodBN/TamYqpojeZqUSU7gfhoraD3AqVgpGWU2Q2sx4AL6JjCQwHFYEHwwJm5UQKuJ0SiUe8aHnO5WyNrepJRTBbBEleeuRBkk9+bBqJItRs2Vx+MbmSyPZrklOuOyQ2qFZi6bmjs1K8ovmO5L08sW0IEUgZ7Qb2wC0oKmld4ZzffU5R7G9v2S0XoJzHe/rTAj3UjlA7ps1um1RKK+Ze2x76SkjqLpXmIu8tDNULr2ALiKF59304gLsty3wOocv2LFXZ5fj7F3MsnThv/5br/P30SsTlv9+2HZU7pWWRi/1uu2EEH4hMCusVP1fvze7KpxmFOOcrcSBE9MGdA5Jgi+DuBqT6WM6ULEZS1+EcRXrTTaaDJSDUIvRxnk1Pxqbpu/5xBSpQ8BHIydwmdIbNdYI7xXUhsDbrIga8jarZZ3TZowLlREoiLCcKkP0BmeZZhiwpZnNNiJaFACccDq2+OCJQJYWjYmQHT61hvj1wc6zDInHrAUtKSSxhdTXFVlbWo14BaeeKjhIRcxXI855UmvHrAITiVTiGarQoHhv10gLyna6Q18GFIFlKGjsbSAVmZWxQjeU7VxRqHf9SzoH1TnM7QhHLQjc2dD3/C5spjhnA8/0pqXf2K99utCjnAc72MuNoEDVnFGRaDcgWL/BbRH9Jf6+pF0kW5ynHxPnkNTOtTft3z5AK/2pLm/IO4HbFVt3L9m9dQkwD6+uDzmvEvJKr7uYXUBLd6nXdQQf25zm9rGsbWeywNoD2xiJLvJ3ukInfIFdsO8L7apwmiqCeFcIni1jiikW+q7Uo5u9Wl+ujDta7wm74LFc1I7tQQvIxQkFqWVCqEmgqiojGfDWu8qo0eh5o9PzzKKt2hUwTSqRcMwMXEWrGZFgs5bSUtWBcbuJ+kFRqJeiOFIVzlvIdQWlV+t9TSoC0xnFVZ5JbBGxsRMTmDYHp8n6uFGzoRXVFEuCc6gIOQtBPOJMaBpRKrWMopLAkKbw8UIUxzS2limL6ZemHfgsYKXtjhSjzxdl+9d39phiEe0Mqm7I7Y539YJB/rn/7PVlVEOM/arbTi+zpItlqIXskflyanE+C/3J2b4WClfzxzR/ajK3gP1+3A6qiPd2TbsddPsoyc4sozHMwu9tPuG1Y7/fajA6F/i98mu3Iasvs03YFsx1VZiFYkSp3vR/X2zbf3j3xZW01q8Kp5kmUyMUcA6pAk2MIOB6erwZZKKLxkUEEj1tV+olIDonaM6ucgbXzwgtFUmhnWgBCRkPbPDgkun6Oe+oUyil0kCDzaw5H0itzfFVVWDctFAcT+vLiAeCJBPU9sGjOJLYSIzGzHA4tFJcUgYIjkBWpdE0G4ASCm+nUoeKmKKN1PTctEIbzZk2ItROCeLMsXZMLAriTNfQ+0SlDhXT6/Qi+JzRopzisi5I5byWTeayne1f7gtse2bGNsco20qiuasPSf+mnJR5J9hJcaGLwruKWCVjDo17wXjHnLzSvHNU1Z5Pe/6IrzgLmQ8gXoUpGIEIgAoi3f0921ZHt9Cxee24zFeybnToj6KO/bvrBb7aOOjCsZE/XLuS/V8dq6VzpsCBaZlpAe8Ml4Y0k2k/k4nzBlNQJeVkIJlSCsNbDzKnRCPmYPsSJxCzknyhIBMIuZPgwrJUVdpSOjjvrFwq2fqXfQ8LA90Ey/No2xYkUKv1twbiiUTTHcyCcZaa6gpSCLTFGZJWYxlrcLRtgmCZoqhliSAmRp3V5MIKEnhQOZaqTJJMizJpBZ+TXZdO6UWwuUInNDmxJcl6pAo5N7hKSKmFbALVTUE2vtZtfpZRtfsCaSHEmCsPbQfD9FG69v+zbcw5rpyRHkg0H61b2R/xaC4grzlaQwUDm0HpoW475gxSCLLLSdgRZBC3yEZ08ShaZilnd7ySF5zb7EQvZoLrimNqWbMdQypO0XQ3Raq+4C3S9NdFRUxmbFtmvmMXmuqVBTvS/9RtGX23ncXrbHFavsDBXbaEepmdX6Q2cxkr99wfkLO81DHPE4HAHLHBFWzzqnCaoTIZpUGo2GqnVoJEmEwmhrbzrrDPWwnLB+mZ9L33tG3ESSlriTkb57yhEp2naVucmEqKL/yvrowWdOWrjPWJXPnSI1YycFivq9MLNKkmIUlCnOKDCUcvB49rE3WoDMAEJB/QWNiFsvUqc7JJyzYVvcxkRN9JEy4rtfd4H2iTqZI47xCxWVKPotMGm60M+CC0LlpLo/SxonZfFE+KERFjIcopE8QIErr5ukQ2hZgdA1hk29FS7lQ1pZGS2xmh86UXIVv8O25X7YFsaDdMIgUt2xEAgEmVF+fYJaKLOAbL1kpKptYUmj0t2peNhbIAXfDtL2hfcb1qDiyWYntNxPnMtFswS60H7Y6tLKhi7ZXZBDnl98Kz3C2888ebq/Labb30Had5WfMI5ITzMPdBlJ8Xmd8tf87uz/nqxIXbv9BJMvdzBmq7OFDoUpmovsLzFzfZ9vN3i7qYcSBf+b5fya4Kp0magvfkLLP+pStzayJWrizD5t5ZSdPyREOcdqVYilMVX1TlVcjJCAZcyb6Wl5ZJTct6nhqPrXeAx6m3SF4VH8s25npEViV2ts2sQKIKlfHIYiokdV2bGomCV4g6sdJpbIqzLuufE1LKNLGlFmMiUmcozDZ1BPRSynVKUutdxdjiJBvaVhMuqU2XFvFqRAyFnA0N3CKkbGAkL54KR2wTghp5AtY7lR0QBjCXGTLnuESs9N9/2fSi71n8u6D1tMsOAMKsTFoCsi7BM2KA3CNiRQXJhX1ort/UkaZbG3Tm2XL56cpMJW4bF5FIT0+JyOKiN5d+ikgplS4+32WEADhzoDrbvZGGFJudl1FFRCiEIbNN5vJypwWVbGJ/i9n8jl3StOc+3CavdYms6sIM/vJKHtu1My8UhJ4PLq/geC/x+7z9waxAr27+8krtqnCaq9WQ8WSKOsP3iffkaTPLBEWM9BlIcQoUJp8+oE4mL10+3CRKbCM5tdSVDfOnZI6rHW+SY2TgtP/2JpRQzWS4DJJvPUTKf947REx/MzhPCBVtp0Cihohdm06oxLI865lGsjpcoQDMquCEYfb4lIzyrpC1T1NkmjODUDPVhObWHG5WskayQjUYgVq5OmfLFnOKeBWG3sjcBSElo9fzAi7UBg4CUrRRlIzQZlga1khKhV1jx/JcNA2XKxd2mSTMR+C5r025oh05c5q5dzxdObN7siiXqPEkdw67c9/d/KT0fb9FXO/8EeYe+FNAXmmW6c22Kv2+u+y0SyLtzwv7l7O+aDdqhb3/FTKOC56Rco3nggVUcTkbh63bEQ4wmwVvi5dz3pnNZ5rlXa+mjPpqjuaCwPDK3vf7GQJdvLUwb4sO8nfjKy/MiS9uV4XTVAfD1SUm0ymkBGrRcD/EL4Jznjaa0gcU4vMsJeK2AmsqdXnfZJZCRa9bLZDFlEa8CHVdARnvA03bkrxla7bmCV0xzimzzC3ZsXhxkFtybE21xIUepOFCjddoGWFdG+GBCBoTiBZyeC1qI2pUdmWuc+BAs9CkFhVh4H3pq5XB+pyJ7aY5+BDQ4MhttPKeQCMZbVtboKNR97nKk7IyaSY9wfI0KyKB7D1bbURTS72TaQJd2Wou25wrY6lY9cCQrjLnwOidmOqsUpJV0WyZQJ5zSgBZSsAz/+2cGxLVTixcmTm1Upbd7tLmF8gsRSe1vCqFud5oSfVcKtUTkW3hvbB4mHZPR1kEGYl0BA6Xs1ldrxR8itydXuRlNuqwU+2Y2aWcUi/dBZfNFFUVZP5e+a8vKr4wZHh19ntx6FeF03xhvE4YLbFreYnJuTUkZQbVgCDGqxpTIqVY1g5bolKMvWKJqFHKCeZEE1qyxozTik5XLTrj0xSgkozGppAY2I1mKivWF0wpEcSTY+4zMcHIEGoRXFLISs4twQdArC8ZHDhfRK2VUA8sS3a26OacLNIOjqgRj7fSXAYpWolTjaQmMgy1ZY86K6nVCLksfNVgYP1NH2wbyQprvg6Uqq31ar2Rw7sqgKtoor3fhYAE11On7ZiCWuaYZG4OElvI7Itm+jF9v4iZ8wToBGOkOKVOQ3P7bjpRZ0QW+n0AWj7rrnUoWKn+olZeNGP8uTQ3LUD20ie5vvQj5/fv55Jo7c+jKP7MjeMsHMDC4W87lwse6V7T1/5Iwfczrjt2acsi9ALShejlQrPWUV9k11cWVb4qbe6Y5zsjs6DWJgH+KG6Zq8JpttUyutWwvmk6IF6MYQe1oWfvPSllRs4D2Z5PyTQ0s+DFgD2piFSLdGUKN6PiU8jekZKJWQ8xmrsgGYKY9FYZxaxE8CpGllD6hNbbAVJmqo3dujERJEA0tK06SFkMvKO2/0kzRZwrrC+miCKlv2plu9z3qYI4Y/xx9oUYNxMINU5t/lKz9g7OiSmyBG8ZOJRyWe7AJ7Z0Dn1N7WDPyi62pmOmbTRQlWZyNo7d7HYWK4CoDhX7PIz/uFhxFC5rCdDmvshuW38P+hEKI8SYdQhVZJGW7hVWs/neY5fl9WCluaqIucpXWhnnnFvJAC/mhrNbLE+5/n32s3/Pq1yJ++y2+7vzma9qKztm9srFSpgPWGavnR9Z+cMKUuaKJVzqE9eL/LVYnv7/2XvzKMuSu87v84u4972XS2Xt1dWLuqVWa6MlpAEtIKmFQIjtDLOAMYu8wQE8PsbYgzkz43Ps8RgzA8MMXmc1hzkHmxmzHLMMMDDIDEJILAaBJLS0WupWr9VLdVVlVma+fO/dG/HzH7+Ie+97uXarkbKr7rfOq8y8S0S8eyN+++8X3cpX7XcQ4UiMs5168/3HGA6/eQHHgmkikSUfGKoHXyKSasfGQB0VIVKKa6JZkcioyPU8FQ3SagLqk7/FChsMNYW+Fw40oh5CrhuaktFFUiCNkrQ2Cy7yWMBFCBVLrkxBRw4N3ooOeBPZY7R2FddK8cnhGgtHpcF8XDGynHYlQSCqs/J5ArUrAGVUDvAilMEClLxzKIVpzgDJdytiwSOzvL9mtIJuRKtCo2B1eqsKFRhXtgl1qRGHMhgMqabm5/W+/Py/82OIKuSKsLkeT9EKS9D69TrMQxu+1qktm26o0aRJpsNHHYjrELVGIUtEIm1V12WTOZrWtr7LvtIF4nRE7rQ4xkZ0+By425G+dy+3LSAxjoX330I6x7tMZveLmvP1daJJ9/R9LhoOuv7zXakq88x7kXk1aR15/cxzweeJ3YLXUZBdfS8EjgXTLDXgQjDLQwhUWHEBUWHgC/MtRSU4RXN4flW1+0xKMtuqVfZBTEoPoQIcPm8zkqIpnEYigaLw+HR/TH4kHxVfmC9wUJi/UZ2zovDeJ0btLRgnBNBApqyaGFpEmKXgnVgLviypq4rohGpmWz6FlOohrqCqa2pRYgz42kzIQZQi9aGa9UbLfvOpJq0LAV8UNHtmeE/UYKbgNGXj0HbL0BjRmBxpquBA1XbXiOG5S1s3IlQgik+F15MzQLrL3EyZiyXums2m91mUSkvLnlO1nT3a1K6mMNeDCXi5rORe3Ujn/8URfqF51he6/+OGo9D3Xbmt0hWlGp/SvhqeRWbT+KnbXXDmeln42bazWDpvPzQC3z6C1wut8WZ3fZ7vWZt8oXo5FkxzrbZUDhegEKGSCi0LXC1QTSmKsilNhnNUdc1yUSAi5k+MgRCsepD3jqquqOsZZTkgRBC1oufe+YaxtZGmKUKWtB2TQgwpvWUaGBYFIdbUTphNp4gTCldaQL3zOGc/LWCnSCkvHpURgcjWzk4qD2mpA1oFQm2aZk1EnOWYupxeIxCdmfGmMVBGmu9WFgWOVHDdeQblABEr16eFMfQQI5VEXNI8i3S9AnhPFUG9Z6cOSFEyjcqo3+YEyDt6SCf1QvZYaHtI8nscVZlnkM+9NF22hhxdxcumt261oKYubtZA9+lrF0k5qt3rBUJKUe2xL1qX09zRKFi+a9UodZJom9J9hYvMLzOrdqu7vbA4/boMbremOq8dL96ji2Ke7v2d2g7213rb3tr23cLJjv59RIP20XAsmGYQRV0Ot3fM6kgVbcuqcjC0XEMCMaVgOOcYU1Oo7U05lLwHoiPGKUXa31JDtMIG3reFolXN/BrtZ+l8E8YYY2QnBJwvze9TwCTMcM5RhQDeUzhPVQdGpTPFuLIats47SlFcabVAZ6rMqoq6riBY1K0i1EWBYD7JEGu8s8LpQylTmTzbsUWApeGQKs4YjUaWjlDVqFgA0OZ4i6nYZtOo4kI07VwcA4WyKCFaiT1ymTyN1Mbt7fvWM6ud2+fHATnQoosj+I2ykplNsNpS/72Yqd0jC2f2ev7PZZl36ptIx4fUqfKimYxKV6fYC38+c6ExJWdC2dXfo63HPSyLNyX20rya97jA4MyJ1P5lFlPtsIpFJAtKZmTJXLtfUFHbL3P3wT7m3U4fex3d63e0DbGbv77L+PdfC/Njb2s4/3nhWDBNgBBTXVWsDF4oPXVtD81rYKmAQYiWuO1A0tDVqRVxT8UQirIEp9S1lalbWV5pttbyzhHTNjizujLNKwRKJ00ErBNPwAKRJFUHmkwnhPRiplpROs80BFDl9Ooak2qWfE3S5o6GKUtlQVmcQAYjNsfbBI1MxCIdoypDbz5N5xw7s6lVKioLyhRINJ1MiU4J9YxRMSJEq7A73dm2sdoTQGNMu5c4MxerEGozX0ei7e8pQq2B6ARVM1eUpbfEc/r8uP1xOCVvmOOidia79kp5Dt3aPG22HXuOWp/tsrLgczpiUe7PN8x3G5//s7oBMc+P9vJTzjO9Zv9VO5iv2uM+O75XwYImcLobsMXC3Fs414Xb98zzw9G3C4sdxvlC6pR741gwzTIGCqx6vzpPFWzbLKEwPyWKc54yWjk4Z8odUYzZqjdNUJwwUdO4vC8oXGRSTW3Lp7y7vAjEHHkbKQYD6qBIqt8qqvgAIxUg2rbAxYBZtIjKE6snIERiPUWJbGxeZxpq00ylwAkU3uOSjxJfcP3aVcQ76hAZlQPzkTpPnE0Z+IKyKBiXyqSa2lZewfysZWkboxVFYVG/TlJAkEmUA5w9J+cskCmV5oshUA4GVHVgqlmrDfhBEiyc+WSDKBIjgxdlTPrnA0ePnmmF4efDmBY1T0AXcjKfIy1oNN5janmXju3Q42ybtecRyXgjIhey6ESWLfyExfmS6yQvtLTHJ7WUSKExmwhSp+OywHiPJ+aZ/oIRV9yc0HFU3+uR++5zo3r06NGjR4+j4Xjaa3r06NGjR49jiJ5p9ujRo0ePHkdEzzR79OjRo0ePI6Jnmj169OjRo8cR0TPNHj169OjR44jomWaPHj169OhxRPRMs0ePHj169DgieqbZo0ePHj16HBE90+zRo0ePHj2OiJ5p9ujRo0ePHkdEzzR79OjRo0ePI6Jnmj169OjRo8cR0TPNHj169OjR44jomWaPHj169OhxRPRMs0ePHj169DgieqbZo0ePHj16HBE90+zRo0ePHj2OiJ5p9ujRo0ePHkdEzzR79OjRo0ePI6Jnmj169OjRo8cR0TPNHj169OjR44jomWaPHj169OhxRPRMs0ePHj169DgieqbZo0ePHj16HBE90+zRo0ePHj2OiJ5p9ujRo0ePHkdEzzR79OjRo0ePI6Jnmj169OjRo8cRceyZpoi8R0R+85BrVETu+XyNqcfNhX4O9jgO6Ofh8cCxZ5qq+i9V9Wu+0OM4DCLybSLyKRHZEJFnROSnRGStc/59IjIRka30+dTC/d8hIo+IyLaI/JKInDmgr6GI/M8icklEronIPxGRsnP+jIj8YmrrERH5jufbV48X1Rz8j0XkQyJyXUQeF5EfE5EinRuKyE+m974pIn8qIl+/cP+7ROR+ERmLyG+LyF0H9PWVIvJnIrIuIlfSfLu9c34oIv8ijeUpEfmB59tXD8OLaB7e0LTw2DPNg5AJwjHBB4G3qepJ4G6gAH544ZrvU9XV9HlVPigi9wL/HPgPgVuAMfBPDujrbwFvBF4LvBL4EuC/7Zz/x8AstfUe4J+mPp5PXz0OwDGbg8vAfwWcA94CvAv4wXSuAB4DvgI4Cfx3wM+JyEsBROQc8Avp+Bngj4GfPaCvTwBfq6qngNuATwP/tHP+7wCvAO4CvhL4GyLydc+zrx6H4JjNwxubFqrqsfikL/8gsIktyL+ajv8nwAc61ynwn2OL9LOdY98PPAQ8C/wDwKVzfwf46c79L03XF532H0r9fhZ4zwFj/F8xwnMd+BBw3z7XrQL/J/BvOsfeB3z3Ptf/PeBfdf5+eXrRJ/a5/o+Bb+n8/R3AY+n3lXTvKzvn/y/gR59PXzfT50aag+naHwB+5YDzHwW+Of3+vcDvdc6tADvAq4/w3IbAjwCf6Bx7Aviazt//I/Azn2tfN8PnRpqH3IC08Dhpmg8C92FS8P8A/LSI3LrPtX8Fk6S/qHPsr2ISx5cAfxn4rsM6FJEV4H8Dvl5VTwBvBT58wC1/BLwBk47/FfDzIjLqtPd2EdnAJt03A//Lwv0/IiLPisgHReSdneP3Ah/Jf6jqg6SXvd/Q06f79x0icjLdE1T1gc75j6Q+nk9fNxNe9HNwAe8APr5Pv7dg7zyfX5wX29jzuHf33U0bd4rIOsbwfhD4sXT8NKZ9fqRz+UFz8NC+bjK86OfhjUwLjw3TVNWfV9VLqhpV9Wcx6enN+1z+I6p6VVV3Osf+fjr2KPaCvv2IXUfgtSKypKpPquqeRCaN8adV9Yqq1qr645iE/arO+Q+omSTuwCS8hzu3/03MVHE78H8AvyIiL0/nVoGNhe42gBP7DOXXgf9SRM6LyEVMsgQzzx3W1nPt66bBjTAHM0TkOzHC+Q/3OFcC/xL4KVW9Px1+zvNCVR9VM8+ew0xi3bby/Xu11c/BA3AjzMMbmRYeG6YpIv+RiHw4BRasYzbqc/tc/tghxx7BJN0DkSTcbwX+GvCkiPyaiLw6jefjHUf1fenYfy0in0wO7nVMEtw1RlV9AvgN4Gc6x/5QVTdVdaqqP4XZ/b8hnd4C1haaWQM2xSLm8jh+PZ37u8CfYpLg7wG/BFTAMwe1dVhfBz+tGx83yhwUkb8C/CimNTy7cM5hJqoZ8H2dUwfNwfs649hFSFX1KvBTwC8n39pW5/65tg7ra69ndLPhRpmHqd0bjhYeC6YpFjn3E9giPpuk148xr3Z3oXsce0nn9zuBS+n3bUzqyLg415Dqv1XVdwO3YpLyT6Tj92rrqP7dNFn+JvDvA6fTGDcOGGOB2cj3g3bu/Tjw+nxCRO7GJLcH1CLm8ji+Po1tR1W/T1VvV9W7gSvAh1Q1AA8AhYi8otPX62nNcPv2dcBYb3jcKHMwBdv8BPCNqvpnC99RgJ/Egh6+WVWrzunFebGCzd+Pq+rvdsaxnwm1AC4Aa6p6DXiy2x4Hz8Gmr33avmlwo8zDBdxYtHDRyfmF+GD2+Amm3nvgO4Ea+G72dn7fs3C/Ar8FnMYmzP3A96Zz78Yc4ndi0tAvp+sLjHj8Jcxh7DD/wfv2GeM3YJPvIjAA/jYQgK9O59+T+hAsYvB3gF9I504BXwuMUr/vwSbwq9L5ezGH+n1pLD9NCprYZyy3Y9KjAF+GSZbdoIufAf7v1NbbsAl97/Pp62b53CBz8KswovGOfe7/Z8AfAKt7nDuf5sk3p3n694E/OOB5fVN6Vi7d+3PAn3TO/2haA6eBV2NM9OueT1830+cGmYc3NC38gk+Szpf7u8DV9FL/p/Sgn8tEyRFjV4AfB3zn/D8G1oHPAN/TmSi3pn420vn3AV+0z/g8JqVfxwjA38Ds9F/dGf/jaQI8jtnqz6Zz5zHH+Wbq5w+Ady+0/x3Ao+n+XwbOHPCs3pH6HgOfYiHKDXPO/1Jq61HgO55vXzfT5waYg7+NEditzufX07m7Up+ThfPv6bT/1RiR3UnjeOkBz+q/wCIst4GnMOJ0V+f8EPgXaaxPAz+wcP+R+7rZPjfAPLyhaaGkG3v06NGjR48eh+BY+DR79OjRo0ePFwN6ptmjR48ePXocET3T7NGjR48ePY6Inmn26NGjR48eR8SxKPL7D372/SoIUSMAlk72/LAY2HRYW9L873IDsMc9SkhXSj6A4/A6hGGvNCpte02DJDR/KF7nzs6P98DArecT1GX3/PVvf+fzf+g3CP7ez31YVWN6JAKioA4kAoKIvX+LUVQUUBRRj+bL0615Hqlq+lPTcchpaXmuzp3fE+mEE0QBYpqiad6K5oZtfgqpX9mzTfsOSmc2219p3ovE5ntLN4PuoLE1rTTfaO6nqqQ+8vn0XaQGLYhEBPhvvuX1N/08/INPXlbEEUIkxkhUm1jDQcGgLJjOKgaDgtmsoiw8VR0ZT2eIk+Ydqip1bfNE01wUwIlrp2FLgNIPwQFWn0KJqnjv8ZLel4DzBZrotPceFFQEDQFxgnOO0bBEEMpSEBya6Z2QV08zX9AImgAAIABJREFUAxGHCIn2p/FnGicgKsR0j0abzzHaXIlq7UQEUSU2aytFxubskLR+7ZimPvJXtqchuDQt7bt+8Z2DfefhsWCakIjPPov8uaBZ+AsN5fZ1F2OZv66ZdAt3g7FVQXHPgzc1E7XTx65+0yRpCNkBDNLaey4D0YWfPXajnYPaoSoNowQjPqom96T3o0Y5WmaZGJvdKQsMM/FTW9G2xCW1ERcYjWhuAREhKvhGwIuJGAUEb/d0OSBzTc0dyPMmMzCbZ5o5J2oi7Py9DcfrjjF9e3V2fW6PPJfb5yPiUj+d/nLbop32ewyLwoRttWeptYJEZnXNrK6ICpPZDAGmVQ1gzDNEUMV7B+JRqWyeSjtH89t3SMNItTPPRVrh0HhLJOJxSXpyKIgjooQ6YC3bfCQIGgMzcYhEpjNYW1lCPIDiVGxVZCZMGltUHC6tKVs3ea5pnmoqiCiq4BLTc86+k9OIiEOcMVaNsZlLIgrqTemRRP87dFXTt49oOhxxcrAqdGyYJvA5M0xrYh8N7YDGBezBJ+IELe2LskB3nut4OoTANSOx37JmDSCuq30mJi1CiKFh9mn+0+oVGYczRBvGvDbTpxvtg+4zktiRfu2naGMssPchiQGqs7mioOKSVpiuU1uYdH4WUnHn6RFOI3WIrC4PESUxSGVcRa5tV6zvVNSuxKszRtow9aRxSjuPQHGJcXUE9vZsZzJn5t2dU7JgaYkajUi1N3QeUma+8/0LnQdEEjokJJkirQKnEJ0tCg1Ydb9+PgJUSbsMMRJDxDmTp0KMkFheUZSo2tz0XqiDvSfvPYNCjJ6Mlgl1zawO1kBqqFEsnLRzQByu8MaEPBSuYDgoiDESUrdRI6EG702YK4cDnDgm0ykhgneCSEGMARXFO8/2zpTlpQHeScMgfSZkWLvToMxmgQjzDE2N+fnEyBEoixKXLT+4RiBDbT4JEZybo6MGjxIhCW+NktYoakmYEEfU7orZjePFND8PyO/LN89zYaFqfnwvrNTbZYnSIbiNRBR3Ewxj5nSIpDYv3G5dHGM6fpCg1NzfE6g9kXjB4pPtCl2xscMy9xgVxWmSuvOxTATU2hj5ipdfGFCI4KTEO8W7gqhp4TvBCQSFlaHjzHKJkyGKZxrg8saUZ8bBmPI+U3TXm83DlcUvtttWkRmnirQMNZm0skDQ2my7Gmd6eJkgCVgOPEDY9UytzZC4tQOnjdnvZsf2ztRMrThjjDhjEc7hvcOJUBQFw1Ko6mRGdYFY2NxRVQaDEo1KjJ7CgyuFwguFM3uZd546xmQFcabhiVDVprUFVaZVTMJ8xHnP0HlkICiOwsEsBIYDj3clk5kwKM0sK97mclb4QlRQR0zC0bS2eWW8XAkxkL0iMdr80RgTE/NUWoN4BGUyjZCsGpKsO/ZsTA8uCqFwZo1RksLhsmnW5qdrLEdpTifN1iVrhzuENr6omGYmQFl9Pop58rAHsIgXwq86j0xEpKEasVEB5vvYRag1TZCOESVmhpdMJ8213bYyg23/oPvr/kz3JseiWZO0oLqPMGtbSZKxS71ppAoqNSbctOK0KpwewcVVKHyJJ6Ax+WoixFjhCYxOnCBGT4iRelpx5tSqvfMY2NiaMfSOO88OuOe88ImHn2a9PLnLFGKzw7jkLlfDIbLgnCV2wceqCxqodFTWVjDXuWcXNdLojwJRBZfmrGnoSRpMmoM7aHA3EUTo+K5tbnlxSLJy4MBJxPsSX3jQmhi9+QYRSu+oQ0C8p44VIgXeObwThoPCWLDAMFkIqloTUxJWlsw870RwXsxampjLrFZCCHjvqCMU3uNdoBwUlEWJKgxKE7VEkvtAjWpFjXjxHUOFMiiEEIU6OKoQiBoaP2lVBaNvCiThQbWhXCagEpPlwkyvojWzyhigR5LyoJTe470kU61gvnqX2ujwEvGJqb6IzLNNYMQ+xHzR1iya/IyqnXusjXiU9act222DIJ7rwt1Da1sgYrlFWbgsY7/zQkxm407QSKMtLEj4HQbaMOWFK7pWERZ+70FXpd/9cDoCh6g08WK2BnX+Qm0biCHw3n/3Pq5cX0eqMd/9lffwk7/1GYLOWC0KvvHdb+cHvusb+Fv/6De4/5P/hq9602v5xX/9XtY3r/P2t93Hl7zuXgau5vaLZwm1Upaezcpx9x3nqCPM6imPbgg7tbRWC8wfuitOoLHBMjd9shapqAWKzDFM0zqdLph25+Zg20GjWGsOrhDTYjSbuUkM1Jn/XkJzfdQ+mB9gaTggxggq1BpxFJSFBb9sTSokCAMpmFZC4SNl4VkZOCqN1AE2tyd453E+GRfETJ11DUXhEO8QEQalAzyD0hin80LReQWCQCFotEaWh56onhizCJ/oEcqwcCbku44wpXbegnmSnzzFBIBNhdKDDgAKBG/tKmhmTQp1DGg09acKSlUFqhAIwTTXxkAhNEFTUaPJYgp1lXyeAt5jTNSZXzeoUtcBcESddpZFt679PI4N0zwsCEgUin20xkN1yTnNq2MqlYM8nYvjU/wRfYBdrTLPQWkt6AcOeJ6pRfJ0ywYFbdqeH3mXzvWk53NAYzpP2qK0x7VZ7GoWrRyl4IJpnWqmL1vDga2tCb/6/g8y29rglAv8wx/8dq48ewWJH+f0aJk33vsK3v5lb+Q/+P7/nYcvPchr7ryNRx++xCObm4RZ5Bfe+7v85m//Dve95Y182Zfcy2hpidFgyGBQUHhPWQ4YDka85mLB1XHFw9csMKMx0y9IbpoZILTfQ1xreYDEGbuCoHSb2BMu3aZO2udmxrYmwtGiix1KbfNZkpbQiU7uYQhB8V4AzxBlUDpCdKCe82uBEJK2HqM9T1eiMqBAcF4ZFI7taYCQhJVM6wS2JxXeCUXhUBlSFkIMNd57QohUambfJsZWQb1LgUNJSbHgWqIDiZIsBqDO7Ap1yIw6aW1O8WleNGNJ3zUvMYF0Xs0k3ATJKaVzaAwgjtJD7T3TyoNGvHPMUgCUqhKiacOq0rgVQImiSLQxVSGYXUM68qOaZhyJjUCwH44F08yPsPmpinuOqSP7ojErdZgWC8xS5w29TXQfyadog3pe3TcGiV1a5OHoaoeHiQt+z6N7tNk52TPXRbSMwt65EYFs7uwyjpgDgmjfj6Y7HZH17S1+9QP/H3FrEw1Tfvj7v5nfeN8H+dU/fIg7XnIH9335a3nHW76UH/6xf8SlS8/ii4pzZ1Z49NEnuD4JlCqMtWI8U37xA3/I6179SnamFUuDIUvLQ4qiZFjWVBpZHS5xcmWZe84WPH5th2ls32xLFDrR400KgJ1thEiyaClJYMjBErE515irs+CmimUCaPP4WoXdAjOsf092NWQWKS4a5QVQsb97EGIm3AHnPNPa5uFgIAQKZCDMZiH5CkuiKFuzisILg8KBdxReqerkH8xaPub7i1GIUQn1BHFC6QtWl4WyKAjJQmDkNgW2SUDxJsB3hEizdkoTGCcoGiwlxPrSxGgl6SimLWdNM6sD0BX609+po+x/VFcky47inFIWjphMx4MkrKIwrSLT2sYWk8YZo8WwqLM57xC8t3tDIJl+adLGDqPNx4JpFvtocAeyqQVGt19+pRwSPrwo+UDXU5hpg2Dbs+3ThsjcC59v/xB0zWTdw2J+AHWZbLfk+bA2M2M8+Do5gop+cyEHFjSBUp0oO01Sdjb90EjeKbJZ7Z2ZvOX4yJ9+mDecK3jp617JS289S60j3vKmN/La130R3/Tu+4ii/Mpv/B5f+5bXszOdMp1MOXn2LFeuXON0mDKualQLApEQKj576SnOrp1gu6hYngQGheA2N1m74yITnDHxouDlZ0ds18ql61OqOkentnzOdSMDtWWcLUts10IbCNRen040P7KZNjeb00oMsXO9ZSy3cY2a0qtaUx17BMPdjFBNwTOCmbajMZHp1KJSC+fwzrQu05xgVleE2jRS74Sy8AStCSG3aZp/ncz4ISpOFCdC7ZWggdVhyWhoLCEieMmaWgpuS/NFNSLOp7nRphoB4GHoXUoPSfSqM4mERgsxt1q2cmRBK0W3tvm8yR2ShL1uKoxzQpTWDqeqjJwx/9alZd81R5vneY5C0Mio9FShJkSaIKjDCOyxYJp7YdfyWQxEENlT+2yjFdPLcPNMM4fPtxpX1iTy9YKLmXCSpG2QRb1Mur9maWnvRT/HDAHLGdrN2XRuXCS6nEL0JUtnHYm++73muj5cj5UjXXVzQVKKvWui8uhI2i4xH2VOREpBGom2oTFyy3CH7/3Lb6P0OU/Tgn2c95w9eZaff+8fEupIHRQtl5A4AB3y2NMbnL/1bv7iX3wJcTrhff/uvVze2mEqyp/+/u/y6te/GXGOQVkyGo0YDgecfOYaMUYunDvFyeVlpn7KmdOrLA9KZrXyxHrNTsycc6833jKtnNbUsD01yb7zgFohQk33CAtNSlcVSVM1M8qcpF4IhCZnT5OW0ZtoG2R/tHoj+JKKFIizQgMaCEFZXR5RSLJ6iIK4Jo0ElLVYYr8pMTomVY33xnA1Kko0TUuEECLTOjAYFnhRCBEtLKrWaG1OmANxviOIZctD8lo2hjWxIgSJCTpnMSnafkWT5wRTSmJObVKbc8kXbm3GZLGLkCKJYxZkc1GEFHinAlJIY25FwYsFC6m6NgsBJbFWBkVhqThLJTmX9SAcC6bZZTZZs+syxIP8nW2eWRsFlW3ZJlk3vRgDnDNNtedUslQdmesuUY99vZ+N1N0G6xjnS3mftBO3NV8tmAHZO9y+qyU3gUCNv8iOtTRtfnyZ6DXffc+x90RqDotzgmRy0u6RuRuSG8E+osLpcspSKXgx02MkoFHZmU2ZVEpdbTGZ1UymNduTCVtbYybTGVVVM55MqevaKsGEwF9449t54rFPsbl+jdvuvIednTEiMPMF08mUQTlgNqtYGg24em2LybjGFaYJ3/OSCzy9vsNLz4zYqSIPr1dNUYZM7LpFGbp+8/xdc+r7XlYch+WSNu3MCZGJPcp8PKzDJe3dNJc2AjcTyc/h3d1ISLmUWaPTpBGKdOiIRLZ2phTOIkOXhi4xMPNrhuCoY2R5aFGxUSMrw4Hp/uItUtUNTOOKymRWY9klivMOCougze+loViNRpgFfEmKheUQZ0uGCuaXTRpjUxGKjmKQLXSRdq401g+aOec7WiNEK4Ygzih/ZsSiTYS31wh4goQmaM/muZgPNkflJgaawpFtfC7i5pxdu3EsmGZbxYcDCLk2WmK3/Nie17mWsWQTUWZOc+ag7hgaM8F+DKZlcbmfhqAkONdGAi6Oyb7bop0rf4/Fdnf/2Wo3LaHrfLE5TbObG3gQHWrMJj3vNGiONo20M8yk2z0uTiYhI2aFAw1TCDVITgq35PRpFdja3uH69pjtyYzN8Q6zSWBaVUwmO1R1Taxqaq0pyhJNTDOqcvH2u7n7ZSXBwXSnohgUxLpmp66ZTGZU9YxJOWR7Z8rpkyssLa/gr21yfxV5zd23sLkzRVDuOVvy2LUZ0zAvgFrkbBY0ARWiaNIOHWhoNc9FNAJlh6gCpbPozGlYnMs215qnK91gjZ5nZiR7h2mNKdcwBCWKaWOCgINQBaYaQGAyKygK8xsXzjEYFFQxsjOzqFeftUPJhVzMKpLp5dLQW+S08SFg0aqibQGWfD4ksTIzvyyAJeZr1gYlByHZTXusp+Zc59gelkU7rDjnmzFpulZEyAlOlvKieM013CLZt2uJrAERnwL3TOvM370xRR8Q8XFMmGaSQCRLv4ddn20AXdORRQ66tJBb302uosGck3fRrDTfdssM21SPauFKd7gmZz3RSNLpu+UAf+l8h72Gs1dlisapjhkTW+ju3/dX0K1986T3+XEJMQU1dBWnKO177lYCQkzLzPqoKGw88wx+dYCTkvX1mmtbY7a3JoynO2xd32JnMmM6nRHCFJs/sQ0+EIcTZWe8zXC0RFRFNeDEMZ6m9yTCbDozbU0EdYGwPWPLjYlXKnbG5xG5zHAw5JR3XN/aYWV5wJ0Xz7AkUJxxgOOx9SnjKvuukvmNgAXrBKs8hKZzyWzaIWLaES7yk8parBdLwncopUCdzHsx+4vz/G+UiVaT6Q0fGankYFKCMieKqpb76nyjQeX8xRiVIhhziAqMZ3jvmLqa8dQxGhSsjkq8GD/zzqV+Ej1xmR6RNL+sSqrVPCb1l0yu4rN1oFVmsicshmSbE7OM5SAhsmaYXd05LiXPq0Z7pbU8JME+z4/5GJUc3GmBTU5ismIk2ihg9NchUiChTs0WSSvVto1kAo/R6u0ehGPENI++YtrghbZ4dvOCExOaYwSd9ue1QO1ekg7NM8D9o3a7DPuAexpNrqXGEjtFCfZqs5G8dvdtBM7aKjqnrbhzK8H3eB7I5pr0+HLO12IxiCZSNEeYimN7MuPBS5dYG3hiHdjYuNYSPrW6oTlKz8yXdXu/CqozHv/sx7nlnjcwCyaguWRWiygSzV+kyRR2YmkEThn6gqqGZ7e22NreZFAusTO5jjtzls2Hn+DChXOEKFw4u8KtZ1a5en3MnWeWmFWRx9enTDWTAJ++kscR0jrwqHqaMnn50XQZnqQczrTGCi8MfDLXYb40TekAHWeEEdWOcNJP2RZ5lpGCaWJiTN6bNmjVb2xuiBRIElLEFWiMVDE0WnwdjBlOpjVOhJWRJ5vIxSf3jqagrPQecyBcm2+QXBQiVqnImQAnzoqlI2rF1BNyfmhrfddmaXWahGSC7ha9a/KgM61srGqZiXa0wGZtJtO1uubvLmXPSWDOCxqyZSMXcY9W0hHf6jYvhuIGreZ4tOu75ll7nuktiMwzRTFNQQHJ0a8y9+Mog8udLo6C3ebWPR72HubezPT2608SQbH8NyO0zklnklifC6x6/zZ7HA3CXKWbvcxGrstYxfx0nsj9n/4MzzzyIFedIhIZFmWymrhk5G0DynxhqRh1mlNlUTCtAifO3oHojNIXhKiURYGXyCyYxuZFKL1nGiPT2dTqebqAL0tOri0RVJlMtplMJ/hyyKm1k/zW+3+fL37tFxHirVxZv84t509zcuDYiDV3nxvx9Fbg6jg2zDjXWsn1bLvkJ2uKpvyoJb2jBIFcIMGJ2T9EzQhbiKNGm4CfuecozJlnexiciPnYTLVrGYdqyzSEhpHayhdCrBtBOxctd4ila0qkCpFpBSE6dqYTTp8YAgoRvHcEMQaWBSBNEbzZqiBqRWMkYkXYs8DXMK30BRqhyspBGj3L7owOUzY1s7M7SVeogly8XaBhpKpicyuZhHN5vG7+un33/DQ1zbNg7SdeYUIF5o5TKzCPuFRAx3yi++FYMM3nSus1leeaQxJtXNYSmlj7uDeD7PZp+nluPB07bCFr88m2/sw02+2lbCQ5jD/7HbsZoweNyyR0GvPL4nWfK4vsfUnzEI2WoJ+erS3OjlSbohoLITGBbN5xbD17iTh9lqraxjtHNRiADHDem//EFRZJKKC1aXUeQcVRhykiwuqJVVQjoapQlDoGapfjSm1xB6DwQh0rNEBwBYTAeDzmxOoaDuXM6ROMx5vMZhVBA9Vkh4/d/1k++sBjfMs3vI3lUcmFM2ucP7WEyA4XVktmQXjq+oxJSNVUJDPQLKC2gkTECGcqFIPDUgyGXhg4i4ytoqZSgd2gi46Qm27OAXQ942yRU5gsutTmSowx5S66Zu4pmgodKIhLJv3sY87BOSSxDsaTmsnU5mzEcenKmMJ7RoOCup42Zsk6xFQ8wxjnwHtCk7dr8xCB0cDSUkx4a/n6dBbxXvBO0DowCTAqbdxRLSioEMxnG83jWKf5kbcRQ9UCclLlDEl+3vYhdZgmSgxp1xNodkZJm4ala9JOQHPI2muq8ZvNufoiMM/uVz4v7dXQuTAfb/9vGNeuVmPn/G64zikV2eeqg9D6SjUlAbuY99zs9NO+waaPI5OHtAjmc9/2u7QnPC8ItGUQiuZN+0hc01ikWI5YGy0dGeo213c2cNREUepY43xlVVLEmx9KHEEcTux3cR7nHKQdUSTvjKKOST1jeTQy06f1TiQS6zawLSCoVsQgVLOKaTXDuZLJTsXa8oCt6ZRbz5zi+nibnY0NllaGPPTok4yGI9Y3xjx97QT3vvQ8lcLG1oSXnCq4sg1XduqmlJ7rrrZmkVighRVuac87sR0sVJVClCk0RDFngDYpUx3VpJ+38+gW00AstkGyX5G82wnk4ht2Ydp3M3YKakqwiOWkeWm0EKPs3iqcRciGEJLwlt5T+h2EOgQqJxSFvfMQHKoV3nkmlSklhXcMS2E2U8Qnk32lqDiWSkeIgUmtLA2cVQZybb4lXvBW0IcqZvHQNEqr5ywd2pn9p+2cy2Z+dULIeb+NHzX7hm0O5ipH2nlmhu4GCz4V2TjmmqZJETRWr91oTZLteWkm1aLaZdfkNu1E3KNu7V497D0+kuTT9hO8a12OTdDQAUMnmyXaEe51baYn0NaQ7YnK5wfe2YJQMc2+hoZQGSJezFReilkY6mAJ1pPxNQgzM5GJQoxonOFdSRQBN0CcQ8TZ32IpArWYphoi+KLAO49IwYBAqGeouBQxSboXwKIpy8LbdkxOYFCwNBAmdUUIyvY4cnJ5mWJQ8vjlLQYDz6orefzSEzxzZYvX3HMXd95+ETRy8dwJLpxYZrsK4JQTo5Inr8+oozRSe/aRGSnNuZUORCmSj81LTgCz4J+BE4KIRQMn9d2iHLWpCtPP7d3QtAVcDmqUXJmpCcRK10WLAgWl65ayKaKYVtrZri7J3jkvXdUhsaJWxfkiWS8TkwVqHOIcdaiZVBa5az5V08xsg+xIXUcmM3vvvvYp9MbWyXRmzHYkjmkVGZZ5RUmTIoKzij2+sHk+rW1vzBwdGzrBRDG2qSsxKVWSrIp573RN88sYr5llTchsi9R2trY2y2VHcdJDCpcfL6a5CF3UILXhdrqw2JwuxoC2mmC6otNf1mJTm1FTGET37oOdwS4kDbej/e5K9GZvZtzUMN2Ty2bzxIHdH4L2uS3SpLk+m6i0nnABDJN/SESJzuGjEjWYz8VZ0QPnUqCLKrXaVkoPPvQA4/UrxDBD48wYQ6jwviDIDOcKoqtM6vdFCpk3hiIpPy3WNaJL9uYk+Y5m0pgwRTzOFxS+RAoL/Bj6klmoITpGQ89sZsEedVWhTtgYb7JcD7hy9QpveNXdPLmxRVEM7LuUA/7tBz+EU8c3fd19fHL2NBfOrPDKOy8QIozKSBU8T2/VjGfYMiHlPyf6bdubCYW0FVxiMnMVChbOlKrONIaf+TV92CYNNyNUzV+cE/8lMU8lJt8eDSPVHLTVLPi22nVuKwdsoYkhSCo6gAXCQBtJn5WNvOm5RBMdNSh1YoeFy0UU0jhTFLjRrJqcV5/CjRDnmM6s5m2mN4IVeB+UBeJhdVSYkCAwLGBrp0KxaGwpvBUkcu18iQg7O1MKX1BVE1RhaXnJiiAoaTCCRp+DZJNSlrRtlRTZm7YxI1ud3UJWwm4cC6Y5X2dWyTUv09cDOrpZ1vQWdvuQPXdIaI8NcgTXc+RGu3w6CX6f/S8bQ+oRaMCePHPBlLvnebLU3ulb2ok/T4A6ZuzPiRHf+ChdS3xcDFamSwuqGJoXW6bQ/KiOOipBhLte/iquPvKnXNq8hMMEsKgQgzb+Eh89tQiOgGhhQpm0ZcCiRqSe0VCOHJmay3rFSBVmpplKgSs8QZWBL5hNtxgtn8BhOaKEKQMGIMr69oTCF2xtXWdlUPDk5Q3uOHuSzeubSKhZWV7moccf508++mm+9RvfyScfvswtZ09w4cQSVzdn3H7SM6scj65PGyELSW4HUerEBAsRAqHZp7ZGqNUKaM8WaFBDyLPA6Y6wWG4ixLyzUTI1mlaG0cVOYZSuw6f1IGRm2j7fxhypQNqf09pqtS0hVeSRXBcKxJmZ3jnXmuLFxqd1bPpQMC0vjcanguuolaoLobLqUc6btQVsk4MohFihoozHAYisDAtUYVzVDbMTSFWITHtWiWgI1HVkyqwZQ9wcUw5K2watKJjsjHHOURQpwjip2xoj01nFYFC0+e0iWBrn4WVKjwXT3KVpKkZoBNpiw/NwWHWHlpnNr8xF3fWw0kj7j+2wRygtX4rWq+uM9yBNf5em2S2VR6fY+17X5r4PQbf4vGov0R8ERzaJCbMUCNMNJCsSLwsaCdFZ0evET1/5mr/Ak5/+EzSqScYa0FiZ2SsEqpQaYOGneZ9EY5yaNEmNFaIuFUBP55z5ZaLYThOqKT8zOupqSuUKtjfXWZlOOHfxdqbTKaK2sa9DWb+8zm23nGN9a5vlpWVGrmZ1dZXHnrrCbefXwA24/5OfYnlpiU9++kF2dmZ8yetexdOjkle/7CIex7XNKS87U3JlHFifhKQ92NoYOKFwStpoApd2OpGU1hBayt15zpkJ0JgOe3SQmJ9pRrZ+m51EGs3cNmgmFVE3ZTMHsc2veVISP2SXj+X/5ujnnCAUs+k8GTwlmmVFO/nclqeZGbnmAFfrUbN2FzpxGMaka1VEI16jMc6Q9ORozD8HMG1PK7xz1FWKD8lpXokr52AnC4y0HFXnrOpRHSriNFqpwFBT1bYGVSc47xgOhwwKR4iR2axiOqtYXRqCc8QYmOzMKIqCpdHgwNdzTJjmnkZMzCYvzYPrmnKe60JrIh1fIJ6hrjHuNqqla1zNzZnODZDZYU412NcC/AISkb2Z7fwI96uZe9OhpT5Zzm+il33OS1MhBKGOkZAEEkFZveXlEK2+5qyq8GnPwrqqKIsS0RqJZoKKKXXAikNbhKBoNK1TXErfsBD4kKmSs/VAFuKz+S5a9OLTlx5htLTG2rmzzLa3IQaiCONpxbXrW5SDks3xlJWVEZcvP8X25gzPEmunCkZDx/LKKg899BBb1YBz586xujxCRLhwZo0za8v4nRllWXB2peSx9RmiDucDzjmmKRfQIczpfQBAAAAgAElEQVQiDJwi4imwYBCVQC4OZGa/btDafracmxdOsoVNk2BFYzK1IBmbkzGxu6Y8otBEfueHaVOk1VwlcbgYjRa5HMEq3rbfSozOCn0oTpPm2E3rQxut03nI9Vq9FKiGFGyUXGCpuHwIta0XxQKSNKdgpVSl2RQdDKijm2f8TaBZTkOx8QH52xBjDThmkzHD0Sp1iCwvWZ/GYEFCpK4iOw5iCM3aXq9r61/sAYYQUk/lvu/neDBNyaka84vpeCIzHF081NT11HRMoEngzlFcNol1vj1lrrD8Yr7TfuOwost7nDmACfYMcn80lWo0+6otyMVJqr4FhACzEC10HihTJCACq6dvY2v9CYaDEdPpmLIc4l1lhasBpSKmaFlwqLN8zevrm7iyZHVllUBaD4mBGmwQQZKFRXzSRJRaa7wvOXP+VqbjK1z69BMsn77AqVMnefryNe658zQRz1NPrzNcGnF9JpSDZVaWC+p6xmw64Ozpi1RxxrkLt1I9eYXZrOa9H/4Iw7LgG9/1ZXwmXuH2c6vcdssZysIz9EoVlM2JsDELVu1HlZDM0lOUQlKlGixAKEpL7GFvK0s/Mw1mEUoJE1lja9JMSAEutn1i409s2Kw1ICnQrCmCrmqF2jNDEgu+afY7TXmMjbaoWYbU5hqb5km71VQsIPXqJeX6iku5BG1iXUjmmCQKmjUGEwhzet54e52HPvRnvO7NX5nMD2ks0aocNbutSCp0p7HReu1JFTx0/0d41eveBCJc36qSlt2OBWKzp6Ypz9pEwUeEEAPiPLO6Alb3fT8vqi0VXZN8+gJjgYehEGJNiHUKBLEPqYZhttdL/kTNm7dZseWYogPTJ5e6sgnYHs/tWL/579hMthhj8+kOsMnffOGfxE2NvNdepFsfNQUjYIstWwmESOGEwgPO3snXfNt/ii9GXN+eoMCsmlCHyGBliaC2s00IFWikjjUSI1FrVldXWBoNUQ22a0Os0RiI6adqhBhs0+GodlxrNASIahqCBqpaecOXvpk773opxMDFC6cYlQXEyHhasbm1SekdAxe5cnWDJ6+sU8QZ29fXKX3Bs1fH3HrbWda3NtE449TJFf7oo5/gN97/R2zszHjoTx5g/dkNLpwesDKAU8uOW9cGSBJ2sxUlRscswCwKdVRmQTuS4F7oJ3MXFiVK80xM+Nb2d1FcbGwhNm8TMzGhykz62RLiJJq2SI6y1U5KEU1OrmDuCXuT2RwqxGhFCkLEUlBCpFaog1KHSAiBOlgJuhgzfWpL+tnPTNVSzrqDwtuuLYV3hKqmqmY451KOJ5TeURSesihxzuO9S5VhAzFqo2iImnVm9dQpnr38xJyFCGBYFpRFQVl6lpcHDFLUuXc5xcueSVGU6fsfbPM4VkzzMIaotMnWR0dW8yPmZ+p+amKo0znmFq7T9MlMMGrLILvMMJkamnzKXR8jdHQmvUvEuftpmW7LjP88YXKbpsCVfvNfSHVTRfBi/sumODYpRzKmRPxksioSQ9VEVCJDvvbf+x7K0dAYSJobm9fWqUOgrs1cNK0qC0YIMzTUoBUuBCvSHoLt15mZpCoa6ySV27wlRiQECwpR8x9ZsYHARz/6cYjKaDRCgOHSiPOnT/CSW1apq0DhPNNpxavuPMvawLTm8XjM5Wcuc2rZc3ZlxOazV3nZbRc5e2KVhx9+lDtvu4WtrQm/9rEH+OxDj3H58jYnVkfccnrEilduX/MMnT0DtLtOO2tlL0KULTT5nt4KAphVwzubh5LLg3aepRNFnDbCXC6EkNgT2XDpMCYWNZVj1JjoVtZeSXPK6F/QkK6zcbTXm+CuKcVE1axlMSpBY/t7UNukIFpJzxhyFShJWqht0+W9NCkeuWDIiVNnecXdLzNhMPkpE7FM/ltptF3vjAE6SZXSnBVOOH3mPGdOn2Nrc4MY6iRgpvSxEKiDMp3WTKuaqq4JoWYWKupQU9UVdV3Zdz1kHh4rphn32B6ri4YpNdtuJYloj4/VvIiWcxRbTW/+k/vVXRpdlou6ZlWbXB0mmhic63yM4ekcE2wZMPhoP50e/tn7IbRja8y/CqWGPT/F4ifWFLHGx9oiRBNx7tEGXWSzlmvmF1hdy7SAXZaQ54WlOgYGa7fxbX/thxAZUgeoQqDGKpbE7MsRRbVCQ20aJ0rUGok1MVTEqiaECo01EgOqAQk1sa7RaJ8QAzFUqJgwGNS00rqe8OCnP8Hm5nV8UTIYLDGe7iDUvOn1r2A0FC5fucoDDz9BHSIrhTKZTlkZlDz42CUmkzGPfPpjrA0dz15+hlfefRfeKR/+s4/x7NUtrgXHJx56kg9/4gkeePgZIhV3nF/mJWc895wbcHbJxECSdYWc/5bmbV50uaJNN1DtYG30JkLErAssMrmUs6nSMFOxiB0gaZr5GSZFIPtATbs0z4Ckyi4xpk3TicaoEXyyteT3otTGhlMNZGtbU6EEhRhMoMuGWrV6t3muh2hb3eXdOE34NIHS/KAO54RiOGS4vIwXq5wV030hRKsulRmmt4IgpnkW0MQACMOVU4w3n2Hr6U+nqHMzv4ZsxtVAVdvuQYpZQUIwjbmqI3UdqKpIHV4EKSd50bRSVRuTAfP+j7wAD1PFGs9oE961//XdiNImbSNf3phIWiarnfYbYgCtFtw5dli0au6mmZDdcXUPHUJQnouUvvvKnlgBTbCKWWwa4xdB2yCE7F/JUba2/6owdK1JaCcI52+/i6ee+CyhmqGxptKAV9sZxTtv8yz5KKfVlKIYUgeLhPRYzdZKbYNrp0pQsaCLqOALNNSokyRcJcndeRxKXdWsr19BBQZLS6ytnaSeVcxCzcrSgFe97CLPXL3O8nDAU1c22dre4faLp1gphOubO9z+spcCFZNrz7DxzFPc/rJ7GC0vc+ftIx546LM8+uQV7n3Fy1g7scJdd1xgazzlrlvPU3iHkzGnlyJXduDqODTzUjvrp2t1UVJOas8wGzRuHFIAjtDMM3vdndyAdF2UtIWbCGT/ZGP2ls5mDrYLSK6cY5ud5HSL3J1QhVyiIEfkSrIYdINyzFbl0GRtg2xniOpSXmaqJBShyWnIftZIKvNnKkA5GKWcUhtb+urNWrPvGxtff1Sdq8mtKkg9Y2n1JEjaF1NS6mIq+9gmbYaU1aUpCjntIHMwuQaOiabZ1fy6KvUuzbDj42uUzqaReato1sCcGmHJUbjdaNzd/befrE02Wl/oapgdTXLONJsaFGmiR6Kw7ydgEXCxNWbttbHJ0Z5h8zn8H7s+PcB8Ns1HrSxXJjrZhGgMqi2M4Z2yXAjDQptgFlHhrX/pe3jpK15HxKHiQS3itq4jdUgb/qoVT0CVUE2JMVCHCsT86aqBqppRhRrvJe3EpYQwZW1txaImkyYatLa9PFGUwM72JhvXnmW8cY3JeMzpc+epp2PWr11haWnEa15+ByvLJZtbY86sLfPIY09z28UzPHvpUS49/Fl2qprHH3uc06dKPvORP+KhTz3E8vISqhUVwi23nucDf/wRLl/bYDypePDxZ7h8+Tqnq23WVgpuPVFw+9owEecFCTT/tejK6AHANESqmPzDyTcZYvIZqvk7zRSa/Iyq1DHlBjfGNU1uoZymkdwISWuLMRKJFgVeR2oNVEGZxYo6p5UkmhyT5S77/pqgI83td9aHpoIG0MztJIW2Zt0QicGOxTSmECNSDIgxEGIk71Nr2S0NmwbMjBzmlJuuGhM5ceYiWR9sjmpyEqd55lJ0uxPXaN/e5apIB7+fY6Fpxj3Mg3NlofZgcjElnOfH5Rb2QJOkNmQz5377Z+b2GglIU2EFWexbiDFarVCyvX/v8e33PRbO0NFX08bZ1s+RtMZEdHNLPfP73FFpywy77yBqZqJmthoUFmjhVChcK9FrutaJUAXli9/5rbzxXe/h//mJv82wELY2r6etm2giaokxVSMx81HhhGmVNskVK2PmojOmCpb3qcr29U28d9S15b0ZcUuandRE7+F6ZGe8xWC0QVkMCarcduttPPrww4wGQ2657Tbe/LpV1je3ufR0xWc++xSve/VLeInewWOffpAvfetbeP8H/oAlCXzZV95HiBV33n4bp05P2dzYoCgKppOKf/2bH2BQjviKt72e0zGydsFz7twaa8vK2ggmtfLwlQkRR6ANdEuqkQUzyXOzltzIqHM6EU1Va9M2ScI/5IigjuaWru9oZZbamf3yrZZomSWSVS9EcjF0m9PtfDZGl/uwPTcFiE1ErYgk32qzcppxWdW2XARBO8WK1PKRM+VS+47ihwQN5Ohg69the2JaW6a7FmhT+sZ8rpJSRihG4AYo1k5TO1pBNdDNy1FV85kmocQ78wgfJsAdK03zqBARnPM4783GvcemobYPYSRKIIgFW4jVKUGocVJbVJlA4Wxncy+uefmHjrUZ7u5x7+0/3dufmttIwti+z2FeU879dIS/Hp8zNJmhNBkRsiRfBSWEkIQmSRql4l1jPWvfX34Z6ojq2aoi3/hdP8TVZ9cZDZdNag7mN6lj9qUrOqtsg+CmLQvQ0NqC1ey6QF1XEK14gfk4TdO0RO/YRtvWgTrMCHXFZHuLajah9I7Ll59mMCwZT7Z47JFHcN5z/txZXn33RV5511liiEh0vPSeu/jQB97PkkTe+hXvZDarufTxT1JXNR96/+9CVfOG176CGGuuXp/wqrvv5L3v+0O26xnPXBvz6T+6n6KACydHrC4Jd58fccuJUao60wbPWWBJTpQ/FuToCw4HeFW8powBsqE0Wbbyv6jJR5jefQrisc2qW9rfWphaxc8Yoc3hwnkKhwXopDoIll8piFY2z8G0PzQFL0LhHEUK1MlSUI7cVY2IZheE4jqpW4XLjFATw4a8NRcpMjZryjGExlxt382l4COSpcbSReqo1DFSDFbBFeSC8Hl9CljlqbwTShKQRdto3jag6mAcC03zqFVqsnTqXCSXk5oL3un6Jt08N9mbGS4EIhwBe+WZLQ6/O465JO48ifdq45B+9/uePV44ZJOTKlg9nUyYIEv7nkiBWHkuB1VI4fiawv2dmco0JWGLQKU13/rXf5wP/+ZP8uADD1BVFWUq+F+FSE1geTgwHw22JVIUUGyXCtFICHUjwddOcdHbDhE56AaTtFUchEB0FhSiQXHi2BlvU80qhssDhsNlZjtCXU+59PjjnDp7lrXVE4yWRjy7voF4Y2BvfcdbufbsOr//O+/jDW96K2xt8L7f+n9581vfwcc+/jGur29w37veycWTnhMrS6xvbBMHQzYuX2VrssPoyasMRiUXTp9guYx4V7NaDnl6PGV9HJqFoxJ64a8DiSGVm0tlxdNzckiHUCTNT2yeGoNIhculrcOdCgnR6IjSGFcpyIFtgIJPRd7x5jYQ4MlHP8PFO+6hHAwS85Hkd5dUFB1UkwUuW+eSeqrp95h2B8pCZcjaaGLsOZbFiRCrKRRLeAHvIcfkWAqLa4oypKP2nbWl4264QqinuGKYNFX7rkO2OOWvWxSvZouQY1B6S5mpAupLfLHEdv0i2ITaSwB1qHoiu7fXytwmJ9aaRJ0WXD7XiDvzK68pw8Q8k5pvXvf8fRF5pweYN6ceDUmKA+as0VlTOYRgzDFKzcsgSZ+H9Nu58YhjvTmhJF+QSlu0WQG1OqoFSuGFgbeXlmIzzO8t4Aqhjo5ZtHSQ0hs1qoOnDjX3fvV38oZ3w6/9xH9P1Jq6rnEFZn6Niosx7YhidUBtKzFj2k5dqg5jUdtBFK1TBaEoqQi81c5UHBoqonrTiiXiUm5oqCdMZAe8oywKdiZbzJ7cYX20wurJNS6cOYMqbFy/jjrh9IXTvP3WtxJrOP+mN3CHeB5+7GG2Nzd551e8lfs/9kleds9dwIx3ffkb2N6eMnnyMT7y7ITbbjnNcHmFx5/e4OLZNW45e4Kl0YC1dVgf1zyzFdnYsQosVnav/sK8+GOGGlLuK01xlIgJP1ljlGTazowh+xPNEpp29kjuJodLqR205sncplqqCOa1tBKPiYEpym2330kxHDRWrRhDYyIWhCceuZ87XvYq09yytplozubVp5jOKs7e+hJzZzQb1Uoq4WdjtO0LAAdabzMaLhESgy1yHVunoJGYdhaSRlDQpCUKIQoVDh1fZTA8bww++YQ1jojVM0AkqAmrV66NuXDhLMulxxcO52BQ1Gxd3wDu2ff9HAum2aaSPIfrmz/o8IVF7U/mmGa+t33BuxneYVrcXszyKKbltr/0shumlxZFdlR3EBKTdckU4ZL5MHetR2CCi/5id5TwsJsUWRSpYmxywIIoEPGqFN4jqW6nEzsXkGZbQ48SJOJxqIuNVO5Ek5nNJONv+s9+iKc/9UF+/3d+k+lsnMxratohSgxmV3IFjT0tpg2AcxQlEpLPyN5njAHvvZl0iYgr0poKKI5KodDEnJwieGYh4Lwx7Nlkmy0ChfecOHGCc2fPsL5xvam6MhwUybumPPLAg9yxOmKK59rGOrOPb/M1X/dVnF5b5vp4xsqtt3Jy/Ajbz1yG2wp+/8Of4t1f/jp2pjNOnljm9IlhSi6PnB55Hr46bky0PaBZ2Ykh5t1l8o4kZMGoURgwpSMxrKi2r2niS2kHkqx4ZO3OxO0cZ2ss0pJtpVEBoa5rfLSI1UIU9e3WXKhy6vT/z957h1mWneW9vxX23idW7uqcRj2jydIES5oZNIoMSEICRLJlsHSRbBNsMPjacB3wNfYDuhhfGzDYgC3Z9yKLJF1hoTQjoTAzymny9MTu6Vi5Tt5hBf+x1j7VI6QB7Gupbc16nn66u+pU1Tm191nf+t7vDfPhOTlH3RWEQxA0W11mFpqhHNf7cOx0t7fXmVtYjFPK8N4799STLHQUorUrwrbhuFDjvy5+b62iKX3tJOfCASBAzZJ+3kN25/GoGgQGoSIPxeG8pT80fPGh0yyc3ySfDJjpthDOsbw4j1Bf20IPLpqieUEn+Ax7+tTNQl7QX32Nx9eEnXr++OcpMPCni+ZXeyMHmCOyt+Jp7WtR5uvC97TPiho/v9BD93/MhvEslPvnX94FpxOPC8xZ5yHm90kR9GsCNZVDWeufpi22UfidqOCGU4v9pYRMCExERwrvWbj0Vr7rilv44H/8RQajPt77EOnFjtWiMx4pQ8qEqHV3NZsiGl97qjBl8oE2L+q8Q2diZxJwMhnJFU4GrXCA9ELkklTBfL6c5GxtbWCNpTvTYWF2FmMtg/EkWDa6oEu45dbrmYwqPvTeP+bA4YMYH7Z2KWCmkVAqwfMuO4ZZXaEylnIyIi8LlFI8ce9pjh7Zz/5dMxxYaLHa63N0MWFQwPle9fW+5BflqjvKcMSuRzlATcTxYmcmFPc2Eb2Kg/mGmOauhjmovaD/q0lGAi0VQjiUUODdBeb6F3h0OxvMA2Lhrve5QDxzOBMYsgEldbBT6qY72g6ZKL4OYZibXwgjDG+JRFra7S7ObActc3wfTrvoaB5fHwrCvhyNCOLzMhA606pA+pKCZiRShfeTtZ5OswFSMJ708NbQH4x49Nwq4+GQLIX+qOIHX/dtz3h9LoqiKf40qvrfvS6Myaqhi6fPGuvRunvaTHJaJOMHFVxQ2Haep5X8dxc8F7vH//b1Z//ipokr8YatB+A6SQKphL9Qk/+/9ApelwTCgw+pD0J6sDWVImwmlb1QGD796ugYFCBeFSFe6wVaAsIjvaSwFucUUjqqUvKa/+0fcc/Hf59HHvgSWkmyROFFyqC3DYhYtEOxE9HzMxjh7viEhtM4eK+oHU1E9LV1BM2njxsnPmyawsnYrRIzFj0oRZXn9O1WiHNa1LQaDXbNz7Ox3UOIUBjbWZOZbpdXv+plWCv57Oc+N+0CskSQJSllb41xt4W3hisvO8xkUtLIEu5/7EmWdi1w0nla2YjlxTZaKSQlzflnPuF/s6xpoYx+s1LIKYdjJ/XpgmxN6u4uajnjvFDK+kAXi6B3Qf7EBcYwsfhB9HSNz8D6wMQ11pC56OKCnBoF1BCftXZqsB4Al8DEVTLMT5+WUuXrjjn824naACMWViXxlcVYO/1daCHxBBvACCAHQmwslip+74YomGsMEQhOyYpdzQlCTPBeUlkbDn2qCVohhWRhfp7XvfIGpJB8+HNfZDge46yn9I6t7c1nvD4XRdHcWfFCwnRud2FR2KlRF0Kjcdjtv3ovWW904bE1nHFhcsrXeCY1LOb904tmXPU+I3h6hNefZ9XFyzuPUnoavTP93hGuQ/5pVjAEFpnWOhghx5+t6ggp7zBVII2kaYqpqqcdFpTWDPp92p1OcOqQ4n+Mn+//jMtHoTYu2ONJP71WiVJY58grixQuMAiFn755we8w8iQYE24OJWpxttyJiYvHbilgUsJzv+UHuPqlb+CuP/hXrK6cwboxXgiUElgTVNnSR+Nz6cHGzaJOtJfhxO5EPBj6QA6yQiKVwvkKLyRSKJxxOBWLqpeRsetRSBwW6TVWePrbJWfPrKCShP0Hj7KwsIjSCiE0Y2OQJkRLrayd5ZaX3EIrS0hjxqcQkuaeJVItcaUhXZxhUlaUpedFN1zFez74MTLd4FtfdgMnTp1n7+5Fdi+0aTWyb9CFv7jW03Jx6+6sHqJT74P+Aj5EsJ2b3n/TjjHspjWUGhAMuwPNTg0MQrGte9GqKpBSh1GOC7mVSgvElKEbxwIiENQsNZpX39pBwiGljHrQgM4E4ly4n70pUEkTFbtnHw+F3po4xgjPR0SA1dVEHxRpPISaWFul8BRW8LYPfJqVc6e5av8u/p8Pf5rRpOCSvUs8+NDDlF6DkhzctcT6Vo9jB5d5/PQKo3HOi2+8ls/fe5xWU9MfFTzw8Al+8Af+yte8PhdN0QwSfzMtiDv7/NMLkogEiQtvmAs+u4P7//c+Hx8Bja+AN6f7ntiZR/6pah0JQ4Jw4wRd6c6Jq55vSilwLpyCLrSisNaitObpr2yn+Asgz3O03rl8F1oBjicTnLM0Gk2azebOYQEoigLnHJPJmEQnUXz/rI0eQKodpQ3wJd4jHVTC09Rhhih9YPN5fDhF17aK8Xq7OIOqpdgJAlVT3ONhJxAs6ugvET7mPNYYXvZ9P8F4/Qlu/y/vYDzsBfhKVARbMYcTwdlEipCQUvt2ymjxF7mT067AEaj7AkEiZdiQRBC5B3JFEJYLgqhbWgCDcIpT585x3Y0vxPkEqRTGWrI0IS9L2mnGuDJorTl46BIajSZPnNvi8L5ddDOFs5CfOk32nEvwokKmKRLBxFgUDlcZrrz2KJ/6zBfZGlZ812038cQ4D9mGz64L9rRwVX1UNNYQJ/jYZU4/GnTr9f4narZqfS9c0H7ETs/UDkHYaWMh46P666vMzC1QlhPMZIAtK5I0w+JJszZ1ULpMG9HW0U43RA/B/KUmKXkJwkWmrEAR9rrSFCRZg9oQxLmA/rmIlEhAq0D49MRRSZQrWVcj1GFkYAlNUCoqvLU8cfY8q2vr2CSjrHLWBxOaWYK3ksIZeqMhs2KOw5ccIpOCST4h63ZoNlIufe4+CvuVG/rT10XRYgTdpYieghG7Fl/9D9RdmouFKAjA6xzC8LdERQ1nvaF95WzSWjvV3j1dOymeduoSX/Hnz7MuhCS+2s+uX0t9Qqznr/XSWsc3wdO+iPquLPKc7e3tC563n76OOgqot91jZmZm5/M2eC4qpcgaDfr9ATpJp7+rZ1c4QabC0dSeRDmk8KSh3OG8C24qPjpWWUtoAkX02awp9GGDSGRIaqCeUdoaShOxuEpq1xOtApxlnaezdAnf95Z/xK7lAyDCe8IT3EoCehwOYcaFe5eIWOD8lOggfEi21wAxzN24el7op/PHWnO3489sGQ1zvFS88KYXUUwmNLNg9p2XBXlV0WqlGGfJ4oGtJkR2WzP0R5aHHj9LkipmDuzGf/lBdJKglCBJoJMJMi351hdfx/5ds5xf3eaa5x6hso73feQueoPJ1/2aX4wrpNbsHIK9v8CN50LS5FSX64OrTn04jvCnJ36fWnHga2N1S1WWOGOjG098nA+HsGaqkWkDlXWQaYt0cR+yM0/SXYQ0QyQNZJLGOXsoZpIanYujjEhsFFgkLjJnQ+KKFA5ririnivjxsBc6H6RSEhukW3i0dCgZHqNiooViB9UJOlbJdr/HDddeyrgwLM7PYPOCVreL8I6t7R69/oizK+ucePws7/nolzl7foXt3FLmI7bOneaRBx5kURtOP/bwM16fi6LT/Gpkm2dyBHp6a+ef9t+aHXqhFlLKUFAvZJIqpcIpvIa0vmK5WnbknvnU8dWWdx6p48DaOpRUlGVBErvHqsipyoqyLFha2hXfFKHIe+8ZTwKjsiXSKCUIr6EyoetoNZoUkwmaC16TkiRJwnA4pNlske1tUFUVVVnSbDYpqyreZIJEa+bn5+n1thECZmZm/8Kv8X/FpWRILXFAKuPs0oe0hsL5KTxmHDvzlTiXET7AXF5wQYRdnEfio1BcYASk8XQtRZCvaAGVC45ECEFh4Nbv/Um8G/HBd/wb8nKMrQpEYaJph0B6gY2dZ7PVoCzyUJClJBzmJd67uJkRUyOCAXaaZlhThYImgl2g97Cx1uPg4SPoRDHc3kZqzfraedqdDl51GA/BWwdKIZUjUynG27CZCYdwhuXduzm3OWJ9dZ2rrr8iGNEbg3cusC8FLC/MUBrHa175QpTWfPwTn+SyS45x1+e+zE/+tW//Bl39i2eNzz+IiO97H2HOEFQe7ketE7Z7YxYWOtPRisDjhccKSTnJSbI0dqZyp+GQ7Eg9cBgvQzETAiPklOjlHYzPbSB1IIqVq33C/NKEvZTgc4xUCFcw2jo9RSuQMs5gw/tBSY3QOtrVSbTQoBTFZEJnpp6mRjQk0ZQyRYkKpKY2nZfeY5wIxgYRcHaBqw74GOwuOHZwmcXZJkcOLCCF5oXXXkZVVrzmFX+J/cu7KJ1lc0KT3ZAAACAASURBVGPA7LfdxPm1TRZmWwB85vNPce0Vl/CcowfQUnPkwPIzXp+Lomj+t6yvxQq11sZMtqD+EaI2ja4Hm7W7RnDdwHuqJHRwisBo9cYGayjP1DHCRucLa4PwuCEVRVlOSReB0eVoNltMJmMmowGtVoum1PT7faqqIoudX7fdxjYsa2sTJuMR3W6XsqjiM/TMz3U4e/YsM90mUsaTJhYow+bnBa1mg9oJpt/vM7uwCDhMVdBqzpCmaehISvDOoCVYa0iSBKGCqNfbKs7r/mIz2f9VV3jz+Sn8okWAxcoL6O87B30biD+xgwtSDxFs76Qn1WJ6y0kfNq1gSBI2r52oIw9RwnIB3QgvJEZ2+bY3/hybj93NJ++8HYzB46J1nsC78KzqLhQv4rA93DPWV2HzDdH18edIyrJAySjqNgakYn2jz/4DezGmwHmDMxaRZUihGA+HaJmgmyn90YhdC7MUxkECmdbRqUUgRcjJUNKxtLzEE6fXseWEo4f3gAweqUKFDkh4S7eVMs4NjQz2Ls/w8BOnvt6X/KJclRGkASYIIyhnEULSGxYMx4LD+1oszLUYDHKMcWSN8F7vtlKEdGRZgvcusrHDkiJKV6YQbo12hHs8SzOsNRhjA1QvBOXET/ki4faXqGjeIeK8EuepRr0AFUf2rrMBaauZrc5GCFiClU12H7qSosh56OQqHkEr1SGn1hoWtOP06TPMLiwwGuUURcGtV3SZuJStkeeRs2OaiWSu6Tl38lFmu+HAeGC5iZSCfFKwsV3iqj6PnjyDk4rHnzzNT73hO3jpjc9jbT3nT750L7NpC5l79u1d5srX3ca77rqHrTE8efIJHnny7DNen4uoaNbyiwsghvoz8d/SS5ySAcPGTOeFSil8WdGwgpFwOAG6CGQOoRXCOpzw2ERRDsdBA+CCnVmz2SSTAfKchrgqGZiT1JCbx5gihJ4aw2g8QkqJtZaZbhecZTDoMz8/TzHcppEkjCYDdCOhMBPanYTxuELIMg7HK4SAubkZ9h84wGg0JC/7CIKWaJx79uybRwiLkjXE60izNHTINuL93iOkZm6uEwbmzpJogcRiTR5w/kRwYP9eTj11kiOHDrG1tUlZliil2L93Ge89CwuLX++LfVEu42w0mw7kex3f+BpPtaP4Ailo64RMGuY6bXbPd2k2BB/74uOMSoFVDRIl0F5GWUi0AEMghEcLH2w6IsqhRZiRJhGCtyKEAnjnMBgWL30R3330ak488Bm+8Mk7EHKMqSKSIjzdpd2MnxoF5mL02vSx8gsXN0HijFyEgZB1NsCzUrJ6fp0DB/cF4boNBgPOg6gkVjkSqRkOe6SmYmFxie3BmG6rxWhc4oSl09G0m7A032Y4HAeWrZN02hm0U44/9iRXXHYksnvDGKTTyEBIFuYle5ZehpDwxte/5Ot9yS/K9fbf+yQve/Fz2T3XJMsSWu02SZpxcHaB8aQgazVRUtKZ10gZDsFCJeAsWjgUJUoleNlgUhRPI2LUDjk8jTgZTAScI1jQydhWeALregrtOqT3NNttiiLHViFYPRzYolNPPaIQ4eAXxmfRDSiOkKpiRKc7hyodQipMldPQDYw3HD20D1WzfhdaVIN1NlYnyNY8W+tDji3NUBqDwHHo0EHOrq7x0Ik1vvC448ihBba3hyy3Un7o9a8JRuzRhvDU4/fw0Md+lpljP8ZV+w/S7miKouDOz34e4yFRDickJ586i9fPXBbFxSAo/nf/+f1eeo909cj76av+iEKAiqbProrzS1jevYfd3Sa+mTDf7JAqTaE8Ukm00gzLCQ2V0rAwNAVJI8NOCrwWNFst2lUolOMixwZSYoChCJQv5z1JJFQYU9HpdHDOUVVVPK1XZFmItbHWRujXIZWkiGw1GbtRKSW4CL3E332YzVqE3Jl1CnjaPNYaQx0Gmyat6eeUCro8vMY5h4nhqvXP1FqTJCnj0XAK/06LcJrFtHTF0UPL3/Tt5m+/65Ne1EklcabsvaeyIYA6SZp84AMf4tRDdzMa9cnLMtjnKclsp82BA1fwS//spzlz/jzbZUZRVoxzQ+UFlZfhsWKHFVmbY2dJlLKY4J/pvQhwrVN4Gc54DaWQUqEzzb2feDf3fPbjiHJCaSxaJehmRjkcQDzRKyHxUqClDOiJ3DHWFiol8CoV270he5cXcEIikUidhIgxqcLMWymETJFaI5VGKU2jMxdinJAolbAwP8tMt8P83Ay3XPccVrcnFFWFsw7rLAaBdJAXISYNIZmM+wgRjLexwX/0937vXXzgXf/+m/4+vPNTXwxikinzb8cova6A9ahlWhFFTRYMB7OaI1Q/Ouhya/1nZN5G7e5UuhLr6Z8iP0bykY/6UOF9/Dq586zqr/URPaknlt5PJTDT4h3ns3XEV/zuU1JdvcZ5QavRQOAoraPMK3r9Afv3Lcdv5qdUqZAmtkO43PlxAhc101VV8ND9XyRR4XC80csB6LTmGE6G7NvVYDya4IXkTW/58a95H14Unab0VbgphIyY+1fAr/WAWwmsKVAKLr30KLv37JkatotxH9/OSMcVmQKVKUpvkbZkJtEoJUglJCoNBa3dIM9ziu0tWruWGI7GiEzS6XTobW4x22hj8eSmQmlJU2rG4zFpmiAEbG1tMjc3T6PR4OzZM3FuGr6+qkpCSgUkQgdmmlRYZ/HWEcyJoZaFWGswtrZO28m+mxY/IVBpEhhpzlFVBVnWwNmonxIeXxkSrXG+mhovJ6kmSzOKomA02GJ5eTe1T+R4PMaZHOEd6bNEIIA4/3NBKO3C34GkAGu9gvf9wa9T9Fc4vdnDlYa8stNrtN4bMp4U/OhP/WPe8P3fze79+yGRgGI8GuNECyE8KhphQ0hOqVyAybQIFnoVgS1o47HdR9agsR7pLW5iue6W15L3+2xvb7Fy6kG8tywvHeX0+D6Ejd653qK8jKkNgFA77i/OhNtPCRbmmzhnkKjg9uIMCIIezyoELmwSUWPlnCMf9ihkH28MUnj62wqNZHNjnaX5H6bXH7O+PaAoSoyxTCYF5XBIbzDEuIIyrygmOd6XWOeD1EVK+lsb34jLftEtPTUVd9iY8aikZsrbFA7qFMq6ZkZiV5jxRWZt7SVbIySitiiNRUVGIk59UBdEZMTGIn0BQfErtuMwQgjFXE2LcnygkLHTcTs6FF8bskeodxqkHccSNjhcCQL0WxnPxuaYSbPkjo98hocfOcurb3sRd3z888x257j5L11Cf1Dx0PETZFnKaFTwXa9+IR//5L380BtuQ1HvnSB02FObaca1117PZDRhuHmKLz98gqdOrXLD865kc6vHfOcAi/PzbA/yZ74+/22X9f/fdfUVx/jyl+8nyVpfdVZ5oen5/FyXq656LmkS5knCVkgUSSPDDwqUC3qgrkjoe48uK7LKM1IFrX17SLdyRs6A98xkHYZ5n6qs6DZbPHn8ESZpgwO795LnJjhwqDCnGpcF99x/H9ddfz2rmxvc/am7ufTSy1BScuDQIZ46eRLvPLv37GZmdpb6ZkiEAh8ZaoHciI4a7iTVFPkYnSRTWI1plwuJTrDGYI0hTTOUlDghwxzNG5SKmzyeTqcNwOxMB+8dZVlireWhB+/jySef5NChQ9x7z5e44YbrQ7HPErz3NJvt//EX+H+aFUyqa/lOKJqOBx5d4bMfeSe9rQ3WBuPwpvKBhSqEQKkAtZ7d2sI7+M9/8Ee86a9+D4t79+OsZXa2y3avT5J1sSi08hhPdBwKOjMtBEKH+bKSIXIs0xKpgsA7bG4ubmyO7//LP8i//MV/xIFLruXMkw+zun4abyNpxLtACsGD8UgFMia0hJmWASSnT29w9NAyla3IdHg+TiR4Z1BC402F9xqLwQuB8wopo1OR0oCnyIeUWwPK8YiiyHnn7/8RvV4PV+WUeR4KrfdgK+ruyV9gnlb7g+q0if8zguW/WVZ9gLbOkmgV/V5rE5ZwKJJTRzKoCyNEdAo/7UJrzabHIYWaFrfaVB2CVZ5WCmMsSZogqVmQOyTLqSmB2PmZtbFduDXjxHT6IDFtgOrg6ADb+p3ZQTwYivh8XUz90RI2N3ocf/gp2q2EL9/3BJmWLO/qcPLECj/4/Vfze+++i6svP8xNL7ia//TOD/K9r72FP3rv3bz6VS9CEhKBkiShLAuyRgMV99Z2J6PVbDAzN8viI6fpbQ2pyoJTT5zk5uufS5JoZrrNZ7w+FwU8+8RTZ/z9Dz/B5vaQsvjaps3ra2eZn2vz7d/6MqpiCDAl/RSV4N1v/XX+5s/+NOM850N3fIhbX3UbcpDz2z/3Vn7iX/xTBosNHv+DDzMzN8uVL72JzEp+9Rfeyht+4kfIsoyf/7Gf5pff+n/x1l/4Rf7Wv/oFxhiqJJA0UqEpy4LNjQ2WlhapjKHRaJImCYNBj2arjY1q20azyaDfp9VqIVEURUFVlczNzTIe55hyjPeeNM3I8wlpmoIPhBKtNWma0mq1mExyZmZm4tdXaK1ZW1tle2OdtJHx6GOPoZOEpJnxvKuvIUmSqU6znl20VDeaHQSocWyGJGldMBsURYlSkoP7D33Tw2L/4V13+qmkxBlA8NhTm9z+h7/KylqP9f5oij6JRGA7Ce0KbGkpvUWYUAd3zXW59robeNlNL2L34SNIJeh0ZhmOC1bOr/C8q4/y5Xvu59hlV0BV4oWjrAzWuDhrjCoQb6kqS+UM4/EE56AqDVv9HkVhQMIDn/xjels9rr7+Jo4/8DmUtFSmAhfkW7X5ghQizngUQsHaxoj9yzNR/hYM30fjCa+4chd//JkTHDh8CVLrAMcpjZQaIRVCK7RqIJREyQSlNatnHyUfbKKVpD+qwoHCB1P5Og0mSXR8r4Yxi496VSXCe7hwTUor+dRH3vNNfx9+/BN3+/F4RL/fZ1IUEVYVNNsdpNZolZBmKVppZBy5KLWTiiK8pywmeA/DQY9up8387CyDwTazM7OcOHma9bU1JuOcV7zyW9je6tHutFBSBdMUPKY03HHHx9m7Zxfj4ZDnX3c9rU4TheTU2fN8/vOfI00bXHHlc7nk6JGp/vv2Oz7GtddcxdbmBpdfcRmNRhNnKqypuO/+41xz7VU88shjnD5zhgP793PZpUdJs4T1tXVm52bROhA4x+OCdrvB+fMb7FleZHVjnc9+5vO88uUv58v33c/ZM+e44orn8qUv3cM1117F1VdexgP3H+faa65kNB5hTEW33cILQZambG/3mJudJZ+UvOFv/yw3XnaYrUnBbJbw03/ze+ltD/jM5+7h1d9+K8ZYbnjJ677mfXhRFM3ffNvb/O23/wknT57izT/yv1MaT3d2jqIoSbSk3Wxw4snH+K3f+Bf0+1v88XvfQ6MZ2jWlNMYYOq7Jr/zM/8k//Lf/Nz63/NN/+I/5u3//7/G7/+n/pVMK1vs9Xvljf5XNB0+wd88uzpTbPPKFe3nzq17PsKspuhm//pf/NunhZW664lrucVuc3Fjl+97wV1g7d46bb3whMzNd7rzzTh5+6GG+9bbbeNcf/iGHjxymt91j//79vPjWW7HWsLRrme2tbd7+tv/ALTfdzIc++EFe9apX8ZGPfIQbb7yRl7z4xRgTmKxJklJVJYtLs2gdIODhcMjKygpnzpzivvvu57LLLmU4DIeENM2wRcVWr8fLX/kKfvXXfpX9Bw+ytbHJ9//A908ZkR/+8Id52ctexp6FgP+naUpZlhgMG5sb3H7HHVRVxZve9CY+99nP8eYf/uFv+s3q7e++09ena+89RrV4+6/9AieeOsF6r4+x4SCSNTQmVejKUhYWQkhPQAsAoTw33/ACLjl8iBtuvoVmmtJot+h05hgXYz7yodsDxJ6GjQ+CdZgzhsKGDM2iLCnLCmMtxlmoHMZXMfXe4rAoJJfsW+Dxx48zyke0ursw1YSqHKCEpKwMiZCRxVhLAIJyrsxL9izOUZgS76GsPFvDAb/0M29gttnht995Nxv5eCoV8DLMNIUUKN1AqwShFGmzyXhzg2F/DW/yqPczeC9QQuKkjVCciA2IisEDcdYVZ7zjIsHpJp+6/V3f9Pfhxz76Ue8hchBcUAIIEeeYEmctZ86c455778OawIVoNNsgJcYajIGDhw4wOzfLzMwczVYzjI8iAdJ6E6UqwXpPCIVWwVVMKxH/rSL8K7G+QgoVe8vw/jDWBthYhbFUMCcIJLML/XJrhKQmAiF2NPEXmgDWyzmPVDsq+XDmC48zxgT0zRk8tR905IkIgSDYDQovYoeZYV2Q/EE0FhHw4AMPc/rsGV7+0pdSWokbrzHbThgMBiHr1jle9MrXX9wzzRtuuIEyN1x11TXc/tG7eeLkUzihIqwTdGB/4y1v5nff8Q62ttdZmF9gK84/siz8Yrf7PQye808+ReY8/bXzzM200C3FkaOH+fQ7f5c3LM5zvnyARx/d5AWveCkPfvIL3PGpO3n0zCm+441/mcZMlzf+9bdw7sHH+IGXvJKRrdDNjGP7DyEFjIZDbrrpJr7llluoqoq/83d+EgBjLGmWMhmP6Xa6bK6vIaXkR3/0R9i9tJtv/7aXMxzm3HbbK6gqQ5oonnrqFCcff4K11TUGgwEbm+uMRiPSNGU0GuGco9FIMLbi937/nczPL3Do0EG01jR1Gy/ggQce5Kd++u8yGA1xxgbbPGPQyvCaV78G5zx5GfD5wbhPohNUmqB1wnd+53eRJimTcc51113/Dbv2F9NK4mhXyoAu/Ppv/Fsmoy16wzzGERE69kSSTiyT0kSdow+bhfMIrfDGMSomnFtd57FHHuHIc56DThOoBlS5Y+v8o/S2N2k2WrTnlkAEmUuRT6iMwVYVZVVQFWUopt5jqyo4/Nho1xdjxE7abX7gtbfyO++5g2qywXhcIHSKTDRpKiiLKs7KY9izg/XNPocPzFPaYjr6yIuS8cjw87/y/4WZY15w5DlHwkbr1ZRFjlIgKgzRS3dk6czOIFxBXqW4yQBEEmkIHu/l1PVSiPALdrURt6+hRkLGaDLzdb7iF+cytoomBArnDUmS0ttYJ2t3o2GGYO++Zfbte0VgZlvLZJKztrHNHX9yN41GwubGSkioIUhMVAxPV0lGq91hfnaW2fl5ZucWaLXatDvdMCay9Wy/ivIrGSVvFTiH1oJUJyGYWoOzNkD20dTDR0MCEQ9ELhqCCBnlLdGEYwrdAuCxLlhTWmvRib5whDqd21ZFGRyFiMMvYcGDsxLjHIPhCOFBJ4pGllCV8TkQ9ddeIJTgyOEjXH3V5Qg8WZbgGgc5e36FvN9jsNXnfR/4KC965eu/5vW5KDrNvDA+SVXQFCYwnJT8zM/+LKfPnGWm3eKX/8UvsWtpHioV5kfOIKTEVBUbG+usra9zyeFjpIOcOz91N7/1C7/Eb/7eO0i6DfrlGFl4ts6v0di7iByXOCvYGg7Yt3svnU6XR+69l9Fii+6ZPnOXHWblgceYv/IQSitm5+dJGxnWhc7QujDczrKUPA8FKctS0jTli1/4Irv37ObUqdMMBgP6/T7nz52eug+NhkO2t7fJkhSdJLRbLQaDAVprVJryiU98gssvv5zl5SCurUzBrqUllNYUecHzn/982u0WxSjMmJBBEmHxeFNTw8Pm1u/343Df0+l0pj6Qa2vrNBpNhBB0u93ppvm61776m/6Ef/2t3+lxFo8jac5ixhucO7/B+Y3t0CWlGtEQyInFVXHuKetZTSRxWYdQksMH9nLowEFSLbnyuheyvGeZ+U6X1dVVHvjiXRw9doiP33E740lOQ4dOQmmNVJLa7VoKpoSNsOIp3bnIpfAkWqFUghMdtrbOkMhANhI+dHaFNdgSrDe00oRGI92Za8VTgI+6OyEEVWlI0hQpBYnO4mtLUDoJaRciyBuk1igRnqsQAqVTqsmIwXAb7UwwpLdR2iBi5FkYY4bXEeiOhGcAo0qQtPZy1wfe8U1/H7773X/ogzuajKQ+FaPqYscZhpLx/R3m1I88eZ6qGOFMSZZq9u3fy+zMzHRM47zgo3d+lrXV85TGBLTCBCtEZy15MYnpOGE8kSRqaqyQZhmNZoNOu8OVl1/K/gO7A0ISJSVaaZAhPh0UK+s9lpZmEUicrXDlmGZrBmML2o0UUxWhI7ZuOlvdYQvXspigOqjHqgIZCVCC6XCVHWtRCPe9FCoYQYhaGy12xhPx0DYajVGJpt1okCmBbnYoq4rtfsGdH70dKRU/+ff+/sXdaRZ5TlWkCKEZ9TZBJXSaDfqbW/zO297GzEyL0ydPsHvpIKascN6gZIK1lkbaZHlxN73eNmVecOCSo/ziv/lV/sk/+3le+T2v4/BzLiHttKkSjSvKgK8Lheq02RgN2SgmLO/dz8mkoLOnwdnJgEuveC6jtuDIngNU3mGEx+V9trc2QtHLMg4dOoRWIspBKrxWHDiwj8XFRX73nf8ZiHZ4tqQoigBHeUuaavrb2zzv+c/n7NmzmKqkyCfM71rmNa95DSsrK1x++eVcd911LC3tYmNjk89+9rOsrKxw880vptfrU41LUAF2E0pifDAUF4SC2Wq1GI1GGGNoNlvkeU5ZllPDA/ARGk4oy/JP2fh9s67984JEN0BIzvehN5gwHIeDkcDjWwlJaSnLnWScqfMUNRQVZ0p5gTWG3DgGvc2Q5OEdlx07zNkzZ/AeDh04yGOPP07lDFrKYKbuBNhgQlDFTUuIEPVUxxzVp3jvPVXlqKqc7uIcnTzMqL1z08enSiOaHqUSBCKmVIR9R6rIVvcE9iICpSTeWZwXlNFMQ4oqeGt4gVQJyoE1DqE0wku8EtjCoNOMZqPF2to6uxdnqPIRHiKDO4/OSYGIG+aefuoIkypFVT0za/GbZZ07t0KjkaG1Ik2DNltridbJ1GJUXaB/RHiO7p/H+4UQyByLT1mW4GGSGx49eZ4sy9i7exfWGg4fPszc3Dz33Xs/9z7wEOsb2yRKg/LMdtocOrCP3cvzzM/P0u00kVKhpEKlGbYyFEXJaGyonKByMjgEIWJnaeiNJoEFm485dGAfnURw7twmnUsO0NCSsphQlUMqY6evoT4A1EuIC95XcMF7rv5YDe0G6DZNdTgwitpkJHy/GpqWkaXdbCYIJNZWTBxgeiBgfqbD0WOXc/z4/c94fS6Korm+uoogQUjFON9mMJxw1eVX8vgjj3P8oQdZnJtl0O+B0UhFYP85xXgypiorBoM+vcGAQTVhMhiRTBw3vvSlrG8PWPn8l+kpz1wpEDpQoSsNwnraOmNcTJgxivV5zVyvYqstSfcfY/euwxSm4sTpp/jo3XfS3zjPm3/4zbT27aUsS4bDAcPhkPvvu5+f+yc/x3v/y3tptpoMhwO2t7fodrrk+QQVctgZj0ecO3uWZrPJwsIi//Ft/57Dh48EWUqScuTYpYxGI2ZmZjh69CgrKyv0tkcURcmB/Yc5fOgSnjp5hskkJx+FzcgLKKoyaOn8jjm8944sa5DnEza3xuT5hMFgQLfbZW6uQ6uZMTMzS6/XC12ulBw9cuAbfRt8w1dvexMQID1SLTMoJoyKPLw3OxnKOqqijlPbgZyQcuo7q5TAWge27vwN4Oltb1DkA0a9TQbjbSa54Du+8/X82q/8MpPcIbPAesWJ6OCjsA6cin7CMRBbxpO4q02xXTBG6K2toNszpL6HKcrIAq5lBZLKeZKo3Q0QWpgxCSnxdkcf5yDMubxAUgVikgoJEViJcSXowPa2LojTRcz5KfMxXsDSrkUef/wEB/YtAJ6yKKZ+qnU8mYiWbmHUGTqLfDT4Blz1i28NJxUr61vYyjA706bZbJBlKc1GRpLoWETVtJvaWbV/to8GBeFAVBnL0b1dlJ6n051B6YQ0zXBIXnjLLK2FvZw+8ShVVVIWBZPxmAePPwY8hwP7ltFKk6QarTKElNz3wMM0ZpaROkWrME9MkoBg4BzWWrwIM0/pSt777j+g3UpZWJyjKvu0Wm0O7FvG2XBPWFNRVRUIxVQnjZge7qw1aJVOC2uN8KiY8gMCayus1dPRilQqJBUJEQhT9WFD1mEfF3iZR53noD+kP9gmaz2zrehFUTQ/+OG78LZiNByytbaGNZZPf/ozSCl559vfwcxMl2ajydzSErMLCxjnqKqSySSnyCsGgxHBV7PCe0NVqkjPNwhZoiVsO8dkMokQqyRNApGoKsEZT7Pd5JQp2L13FyfbGY21Br/0z3+e+++/n1a7zYnHH+OH3vhGtJfMd2ephmOSzgyHjh5mMBnTbLcobPD/vPHGF3D8oeMokSKV49zZFY4//AjtTpPSlIwmlhfefCvrG+t02h3e8pY387wbbub4ww9w5513cuDQET79qU+zsfEkgjDcd9aR5xNmZmYp8zxa97lI3PdoJdEqmCYMRyOEgI2NTYTIMMZMzRWaDY01JYtLSzjnaLfbKKV4yUtu/obeAxfDmpSh23JColSOqYL3J9KDlqjcgJdYEQvA1JS63qxCAoMQ4JUMpvu2or+9jsQz0hnFZIw3ltI7hsYgBXSaKeO8pJHqKHcBLwy7FnexPeiTFxVKq1CQ61lONCMQwfsPhyXRGqubwUmodvapn7+PsVBeTA9XAeraOcFLAfmkRGkZsg1t0PsaDFppvLCB+WrBS4egjrWrI8kCMQ/nOHTJQSa9Hkg3Jf5MU358cONyPhwIXNQIOvtspwnQ7rTpdDqAp6osm71tNjZOkqYpWSOjmaUkqSbRegp3WxuMT4wN18rFUY21boouzc7Nkab94KmMIslaJH5CWxXMd1LOrY758v3HEa6gmMCjJ1d45ImnePD+B+g2E3bvXabZ6HDLrS9DJXGuKXxIa/IV3nmMMVRBfIzCcfKxxzDVBGM1Z8+ucurMCmmS0Gy3WZybw8YiWxQ5RVERXlBMRhFyip6FW2fHR3faY0Ypi3Mu+nQTdfHhsVIplNRoJZFKoGLkmYgPdM5RViVlXrC4ZtKQ3QAAIABJREFUuESj0WB2tvuM1+eiKJqfuuvjSGGZn53hpptuQGvNzd/yPNIkZTAYkKbh73e9+/20Z2ZpNDsgRngvMSYwtpJUBcsnDKKqCMeJ8AuzPsRjZVnGxBuMnSBV9Fn0GVJIBsNtSlOwvrnCI8cf4r2jP6LdbnPw4EG63S4f/5MPMxwOSZOE9XMrfPGjd3PTrd/CwsIsRVmxubWF0GFw/rrXvZbDP/YTjAZjXv6qF4NPmF3ax5e+9BnShmTcg9nZWV7wghv5sR//Wxw/fpwHjv8OS7uW6M7M8OGPfIxut8vM3Ayf//wXyLKUqjI4Zzm3eh7haqN2MU03ET4YHjtvqcqcUDwHCGsYDId0u10GgwHtbhelEwb9QThtSUWinw3/BWi1GlTGUPoOg/GEUZ6HN2unQcN48jKkhyCIBBlRv0PBB+1vreeenV/AVhNcnoOtkEpSFgN6ZR7ddzxnnjrDocOXcerkcVrtlH4vp93KkEqQpBnDvAhdoQvhwc5CojUTMyYVCicVYGlmTRoNzfZwk7nZXfgBOD+m1x+wsT3k8IFlMh30wsaaWKR8ZDwSzeRD+R/mhlNnNpiUJZce2c3cbBNpBRMfwoV1ovGuIkkyKmsQQqKw2CiEFz4Y06dZE9syrJ49y+x8G49H1VZsogaaw4boYgHtZs+abACkpo/1GuOC49nCXJeFuS7U8L8QmMoENKo/ZJQHSZr3LhbPkF5SFCV5UVE5i7M+yNN0gnEOpEIrHWfUgjqDdenQIcbDglnheP41lzMaDmm3O3jv+aP3fpJjRxZ52W0NbDEhabcimuJwJpDUrHXxuXj2z7V4z+c+ydXXXkOapfR6PVSaMhwOqVbXeLSqKEoTyG8edB2P6AMrF08ImLAWIzU+SpjCYc/tnPbi/2uKUJj3E3I7fTAIkSqkSWVZyu7FBbqzXZ54/ElecuuLmel2wo/1HmsDMvRM66Iomgf2LTAebvHyW29AZ54kCWSfshwjRE5ZDtHa8qa/9r3ce//DTArLzFyXzc3tkDqPoNVu0mo18N5gRpsY4zGlpCwkpYg30KSPcw6lFZPJiFa7TVmMWV3dprIG4wyjyZhGs4GIQtuakSoQbGxshIFy5dgzt8Dt7/8AL331t9FqZGxubpKkEi01m+k6whvm59pUTqKkwgvFscuuZDTp4ycb/NTf+Um2Nrf44Ps/wK233sqdd9/Jww/cj9YaIQSDwZCyLBFCUE4UpjIxf9MhpQ/aSwjaTO/BKDbXRkgFk8kEY0quufYaVk6d4opjl7F33z42NjY48dRTLC0u8fDDx8myJs1GizR9NscQwqm1kbZwNPGDCWX8HaNVSIuOmke8xftwir3q8mM8+OgT2KjzJs5nZttdTL6N0BITfV69sRjhY5ZRwurKCgt79nLy5CN445idaTOeTMiN4/prrueRL382FKBE0m41ECGNksKq4I3sAQTDSU5RabJM4fIee49exlOPPshMu0FZWp48ucqRg4uEsAwZYdL4XKXH2vo/MNNpcuVlewM9P9o5egJDXAlH5R1aB9G4VhIf2cNKBdNtYQUohZ9MmJ9fQjjP2dUVFmYa1MBbnZnoo22mnJI6ns11BShlN0ooQgLOzuSOQAD0jrSRcejIJfErIlTvA6JgnZv6vG5vbNCdm4sFMso3hMY6w6A3YDga0+v1OHvuPMYZ7Miyu9Phr73huxkMxzz6xCnSNOP4gw+TdBWlrTC2Aidwg2j9yY5NqHUWWxmsc/QHljPnt/j+1x/md373veTe46XEOU9lXEj1URpnPYebGSsyYVZZPvHhO/j13/x3KB0OYo3eFmW7i5UqohV1rAHx30wj6mqodaeg1oSzWAidIz3xJOMDB9m/exYhNZWpCUbxu/0Z3NiLomjecN2lmHLI6tojyERijKXZbFCVFb1ej9F4TJqmaNlmYa7Df/xPv8+b3vJ6mtkM8wuLjEcTdBKG5WmqkCYFL0mTDvlYQKOMpAmDtQ6lu2xur7O4sIQ1kn/5S7/Bdddfz7XXXU+706E/GPLYo8d53/veT1mWXHHFFSRJyvlz58iyBplQ9AZ9ujMznDt/npWz59ne3KLZzMjznK21DVpNTZYlFHmBkjA7s0C322Iy6XJ0+SCf+/QnKcsS5zwPP/gAw9EmzWaTNE1ptztsbGxQVRVpmrK9tUXWaExPktaE3EGtNVIqFpcWue66G9m3dw+D4ZDhsE+z1SBLU5Y6ATLrb51mtt3iyisOsXvfPg4dXGRtdQMpdei4n11461HNDFfIGnTFA4owX1RCEMqoINEpxjtOnzkbHJx2zFHC1whLbiqW5meQZY5VKhjCx5SaqsjZKHNmZjsonWCKAisqGo2UBorH7v8SrU4LiWM4ypmMhkilAEcryWi0OrSbTSZFTpHnFFXFaFwxJmfr4Xu5+sYX89SjX6LZbrGnjJFizsQ4PKZeoD56KstgiktwVJQ7FqI1Q9EzlYAZa+MmHOBBpcH4kMThhcJbjxeS4XDI3NJuHJ5hf4tECax3cWMLGjsRSUEegrfpsyvmou5s+lMPapgWCpj2VE8rIfET4RgiYGFpIRaVGGXnPFJUSO+Z6baYnWmxb88urnjuMWpodHa2Q1GUzHRb3HDNpXz0Y3dxw43Xc/31z+ND7/8wk9EYpdW0ewss1YAeOOfI8xwBnBv0cabEq4zv+b7X4wX8H//67SQCDGHEMJemoCwnigKhE6z0zO85RFGWiDKUwTzJoDJAxc5vJbrORuKdrz8zZWizwzKuRyaEsO7RYpdjix1OrFiqvJhW3NpN6c8SlFwURdPYAUW1StowJI0WSqQYU0JqWdrVZtG3gpDVC4rScumx3SgxRmea0WCFLE3ZWF+jqkqSLPhlJknC2bPnmeksTP1Ba7d+kTYpyiHrG48hfMbCbJvrr7+WD93+IVbXt+gPhhRFTp4XWGtZWVmh1Wpy7333kSUp0nqK0ZjWbJfPfvB9lEXBg1+6hzJuTLiKf/APfpZWs0Fnfol3v+u9NLKESy89Qqfb4OrLjiGFZGtrG53oAGc4i41aS6VC2onWCUWe44FGozFlvzZScDZ0zCdOnGQ4GrK6cZInRqdRWuK9Rcsm3ii6cyCEo93NSFIZMP6kx/69GXt378Va96yVXlxKB4tC5yBtZGid4KxBeYuxLnj94nd8hJ1jqzeIb9SaGy/YNT/HeLhFVeakjV1UzmCqEoFASYeJX1uKnMFwE5WkOGOCDEOEQOruzAJVVWHyAd12K/w8PNu9nPV+n4XOgFYzJU0T2u0u7WaDrXEZArATzZMPfYn9l1zBqUfvxVQGS4ju0joUxMpWcb4ZN17rYxeysxlPySRc0On4AHlVvsJYE0gXtiLRmlRpKkLUGEBlLVvFhEazQ6pTzpw9R5aBFgT5QGR5mmkQ/LOdJkBemHhL+afBkHW0104ztBP6UJuxX7jieeSCFaPBqPszX0fERhJP+OjGcIzyki984fNce+VBCt+glaQMR0O+47u/g/e+7wM8/9or6bSbJGmCEAqlMxAhOtEUBc57xqMJhy85Sm41m8MBCMHP/PUfwpjAvu33t1k9f56twYCqrFicm2P33j3Mf9ttbI3yGn+IpVxEdNqGcUjsIEO9CwlPWZqiE41WatpZTzvR+OrxmnObm5xc7ZMmKU7b+DPCDPjP6jLhIima7/4vf8iBwy0mo4KcAcK3mYxD2GrW8EhdYOwEUSjarX2cPjPi/nuPk2ZQVH2kLMiyFGckUrSROqUyFWmSsrG1iqWk0+mS6IQ0TZHSMDe7gBCCLGvx8ttu5oEHP8eRo7tZXJrh81+4h2YjZTgIc8/V1TWuuuK5NJtNikmO9gLVbTEyJcN8wr49e8iSjNGoT1Xm9LbWueTIQfbtXsaRcPKx45jK8frX3QbCcf78U5EBpymKcONP+pMgDxkNo2wkEDq8qXDOMalKTJIEfWjlA8kEwd7l3UzyGZZ3LVJWJRsba4zGA/pbQ4piQn/URyk1ZYu5mMLifdB/aR1caV77Pd/ou+Abv2pafTvLyERGK8vifDhwaaQKImolJaYyMdPShwIQ8U4JPOfSyxmtnWRhfhaHxdsw75FCUfo4FyXAk96GsAKt9VRCcGjfblbWV7EGhGpS2aChk14y220z7FfkeUWaacrRmNJ4ZheXOXTsOVx62dWMhn3OnHyS1XNnuOyaF/HQPXdhihLjHCY6yKjoQzrNPpThNdaHS6S4wNE0rAv3lBpadQS/A+tKCmlJEx26GqEhetbm4wGduUUOHT3K1toK/X6fZlNH+NdNHYuUfrbThJDuAXEaIGsiTNTIhqtG3WtB3X26CC1eCOa6kLkajQ2CuUX4Wud9ZInVHVkN7wre+s//MRLNsWOX8um772RzbQNwWG9441//cT511yewtmLP0gyddous2UIlDZCBGGbyIoxI8czMzrKxtR2RmzC3lErS6rTpdtvs27cvejwDkdwYimP8O5q/S+LvQOopQuKFi99XIpWmsFBYi8TiKaAuuIJpUIIxJc89ssQv/+v/wI/++I8gfSQPIae65T9rXRRFM0kSGukSSgi6mcWUgh/9G28kyxJ+87d+DZVUCGHRzZRWa44X3LyP5WWNlI7BcAPvAlzZac+jVYvhZIAgGBE3aGCDHoDCGMZFjlKKje1N8nwCeEaDIEcZTdbJWinPOdbgwP4jSHk5SoUbwdmUz9z1PrKsgU4SGu0W5r+y96bBsqXZWd7zDXvKzHPOHarurerqbrW6Wy0wapAQIBMIISMwgQwOhDxgBgVTBzYCB9iEw9g/MDiCIBwObIeJADsUwliAMVhgW4QtAmRAI4MYLIRUUg/qVndX366qe88952TmHr7JP9b6dp6Spe4fBvq2+34/qu45eTJzZ+69v7XWu971vqGQIrzyytv5P7/ru8h25hOf+CSv/ugH+Yt/5Tu4uTmyOxMI9Su+4ufz7/y238LhMPHt3/ZtOBeROXaBs3J3oJQjwzBQCvS95zhO7HYbpnnGGst2t5Oh5LCI3ZMqxTTW4bsLdhvH3YuHQu83Wjk0MsMUY8Q3OpCe5AIUtpqhaZ4TgUBbjc7SNZ6m69kNG55eX2ONIzpDiUISMMbruEnRVP7k3vDF7/liyvyUmAO7zUBKcYU6ExFjT/ZsBhG9yClhXMM73/kuNn3L1/3634rFcLx8xAc/+MP8X9/5HdiuMl0NL718wacfX/PG5YF3vPyC2Npdv8mPv/5JXv1H30/T9ty5uM8v/NpfxW4rSi8/8cPfB6UwLlF63mRIRThMpWCLuK4YHWUxGYytrEVuQai34Cvd6+aURKnFiSOBNRZspPWtfDcFbp4+pt/ueOnt78R9+jWurq452zSULIhKTJHwvE0AwNl2UOCinAAMFLYFSqmEqVNv+gQrKhM5S2MBewJxMVD0+rM1Iq/BUkRSrq5usKVhtzvjU5/8BA9ffsCbb7xB321YFqn+vHX84A98H4aO937Z+3ntoz/C7vxFXnnXuyk58fDuGZttT9+27LY9r/3kR0AhXAxYK6Mf1opYDcbpWIjMVjonIh+Nl/vMqfydSVYDvBX3kopDg0KspX4tb20EG8O8zCzzQt8P/JW/+l38k3/yT7m+OShClGUG2ijU/VnaBM+EItDf+dt/rbRtj6FhSRNtO7DMmXEaySVwOF4Ro+pu5sjl5Q1961jCxPG4Z3+4YZkDIUQuL59ymK4JYeHm5oqu67BWoAPvRcvRirOz+leiNzf4xkMp+FZYgssy0/c9JWe227s6QCsQadN1zPOCwfL93/f3+N7v/QecnV3w4MFDfvInP8nQ7Ug58653fRGPHj0i58zP+/Kfy+FwYDsEfsO//etwDhrrGboNJhvGaSSGxPEwcXFxTjGelGFZJLi1bUfjG/rB0zSepoWmNaQUsV4u/lyKHGPOpKysNvWYq/+X/hVQIMRIzplf8w2/8ws+zf/qX/ZLyma4Q7O54MmhsExHPvwTH2e0kTLOxJBkw6kbUDaUWxHk/T/3y+jykflw4JW3vUjOWWqCUrU29eY3orYT0qLi2kcKhVfe8W5+3W/4AEuIBJXPk0H2wrf+1/8p1hhV2RHyxTgv+K4XyAoY+p6YE0uYKUnOcc4CK//8X/J1/N9//7vVOaPQ9z2da0lkrq9u4FYvx5iCvV2x1Axc1X3M7b3J1NlOKXKkIjegG6OzHmM93nqSVg79cM4wdFw+ecw0BijzWu1839/+W1/w1+Ef+c//6E+RzKhV5elau+1fshZIii+u16Sew5xzLVkBmXusbFNHJqREjAs5wdV+5Md/9Eew1nD3/JxkHVeXl2w2HRdnW6xXQldJGAKmJIxrSaUjFou3lqFvaRtH13VsNh3D0Kkaj2XbLTQ2YogUuyGbLREnSj4aCE9jJZLAye8lUMp667Upn//kwmJvc3nWrc5ArgIK+rJ1zrUgrTttTORS+F3f/Ht+xuvwmag0P/3xf8pm2NIPPS/ef0BYJvq25aKz5Nxi7z7EWkOIhbYVPVaLVZhReicxJQxOiC1hxlizNqmTzvfU9nnKogwRogyqx3lRpRT5elMJxBI5Hg48evSIm/0N11cH5uMVj958wtXTpzx+/CZPn16yhIg1Le//OT+b4ziR08I73vEy8xyZjguvvvpjGGN58OAFvud7vp+ubfnyr3wf3/k3/iZD7/HGY42XHmSWY06xsN3u6NodMSam8Yix4L3FOUsq1xhTCHHEObV+ahpSlrm3tm1XdY1KIsg54Zyn61q6rqdpGk0orAz8Pl88eNuX8MYnP0wxjv3TI/cfvJMH9/f8xKdfwziLjZlUhMCQM6oeIDdl3zVsmJmOB7xN2p9TFiNCcllHIwtMyuLenZ1z7+1fxeOf/DF22x25GPlbqrB10UTHS8JnEAYlhmEY+Hlf8YuYw5H91VM+8dpHqYz5tnW4RnqycU78o7/3t/iKX/zL+Sd//3sISyAsMwcWmt5ysRs4TgtLFC3PkgXs06YSIJUo5sRSNLeSfJDHHIZsCjEq4clmio1YWwSttY6SE9PhGjjnhYdvIywLT17/lLpzPK80Ac62/YnMo1/6imcY+Y8xBVuF0ItVIfUTMaggZLScDdao0pQBShaRC2ZKsYTcsiQRDsil8OID+JL3vFOJ4matZEH7pkWSKm8r3CpCFRhLygax/TLKjpanOm/x1mGcVphK0Kkm1D3Sj637db32q25uhU1POg5Kh6rzmyuOLSzYmsCtSkLaapDXVtIeVVi+7vmGlApWE93PtJ6JoPnqP/1eQlqwvhDnjDGe65tr1UBsiDFqpdixLInN0K/ZQ+M7bNuSUma3O6PtWjbtlvPzC2G6dj2b7Y6hHxT+MRo8ejrnabuOs/NzYpILMMYkZrwG0r0X+OJX3klMSYJVrkbRlhjEfSDEJMr7CYLZ432LQRwhYsjMc2JZFpYlcn19zc1+z+PLG1577SPsr58SloWwJKKtM2+W84t7+KbF216koVxDzoGUZ0IMhBSYppEQJ2KcKSTGSVwxUkp0XYfzTtm10HUdbdOKlJQxdP0gPVW1ayr5OQED4Ov/zd/Oxdk5cbzmf/jWb+Xx4zd4+PIXsb8ZeRJvSNMCVIIGCkcaXrr/Iu9+77u5ef2jhDDyri96RYfL5XqJ+m+jrFQ4zSZe3HvI65/8MHZzl1/5r38jS0jkktaBdIMhF/hFv/Tr+f6/9b/jrSGmmiXDS+/+Mt71Je8m5h7jWvZvfoS/+Z1/idc+9mEMmRgjGcPQej74Q3+XL/+qr+VjP/IPMdZwfXPNtMwiC4jBNS1xlqqvBkctkU/LsLYG6u91CkK6aua0uaacSbnI5o3B2Yi1DdnAeLhiPN5wfucF7j98Ozc3T1nGw7/I0/3MrsaLeXjtWFoTuTfckFJmiQ0BT0hOI4OjseIekjKkrHBskR6m6Bc7+jYBmZgasu3IZQdFvH2riTSlIifmLf3S6lBDgc4uYCyhFHJq1uyplIJXhSxrTiL9RSOnyNhVLViBYa3RHmato+sol6kB8iSIUYPmiUVc1nEX6a5zEkMw2sc0a9YHisLV4lVfkZiSJh7yWDG3mLg/w3omguZ4cyVZgZMPvcxHfIpY5zA50joV3yXR2IBLBdc2dF1PKYE072msJV5fc5hnbrznDWtpmlYGfVOk7TqxWDKGmCPGiYB5odAZ8ZeMKQlD0ncUrMCxTUsuMM9H2q6Xx40hjKLSE2OkaRu8b2kGcRDZbC5w1uOc5+z8TDRoM2y2Wx6eb3j57gv8gp/1Itttj7eeod2xu9cAlhghhCy9VGTG0zojA8BJNtTjMfL06orHbz5mXmaByJLI8Q2bDV3XiS9n09K0Ejyd+u7FlKjCxdWL9Kcz/v5CXLbA/uoKa+A3/7bfyV/+n/8sH3z1h/ni934xL8+Bp1dPubq6ZB5HNsOGF198wHbTEm5e5+mnPsTLD+/QNHek77xmyoUcJOnKJeoN76QCzVLZvfKOL+YHf+D7Cakh5yT6ndliVE0nU3jv+38RIc784Pd+p5iRUzDW8b3f9b/xznf/JwLLzkfM5iFf9+t/DwYxsnbOkeYj3/3X/hyf+viH+aEf+Ov4bsO9B6+Qrvf03UZgVOMoJnFMia5pZB50FC9HcXzKWJUtK6UQUsY5gcxyfuv1U4xA2CnD0+sjcQnEBI13XNwd2G03GO8hW66fvEGhsLu4x527L3xuTvyztlT8AizWZiie6+WMnBswiZidEpTFrCurOD/O4N1PSYC1SqxtAhy3AkghJ7NKzEnfsWAI0sIpkEohZw+KWoXSr69bn1fbXBKx3rqfrJVyPY5cVMEKrFflnlMdTYVdSznNTgreeurvipK80z570WIDIa/dQnOon7nC2wVizmoccKvHoMleDci3wN2fdj0TQTPkRIyBi/M7eGPVRTxqY1ik4RSExudWTGuniWgCMQZCmGla8aZ0jaeAEAtSWLOZ6Wbm7OyCnBO2WDyeOcwYYC4L1hidm0yk4xFjHZvNlunwlJwS3hjCvGe7OyPlTLfxpFwwxuEbizGRw+EATcfl8SkgzNQnj0VBpm1aUtbMPzricqDrLMsYMDQkK8GsFEtYMsNmi20AZ+m6gVIszkk/1VpP07Tstud439APA+dnO4bO432maTNta2gaQ8qTQNl4GXpeIjkbQkzM2hh/vmQZJQNkIMfIr/+3fhN/8c9/Cx/60Vdp+p4Xtue8cOedmFJI08gSLjm8MZJy5pWX72Gr7qw6UIRcFLrtiGmBouIUpPXGlU5K5hf/gq9kDonGVA3hRMkim5eLIeXCz/qKX8ZrH/sIr338gzp3ZthuLwQzVXeKWGS42+kxLDFgsPzSX/1NGG1NvP6pD/PRH/9h7ty5zw/8wPfQN5575+csKdO0G5wrpCCJZdF+z2C8zFgW2aR99Ty8heLWDhxIoL86jDy5HhkPM9nBnaHj+Ghmt5l5+OCCvm0pMgzD4foJh/315+jMP1urbwIxeQmGCHkmllbiCiJfdyqGLLeGbtf9Xsbr6nxnVmJQDU1SnRksloyrFlvFiC5/ceIRS33p0+s6J8FKRlwksJUCJhvtK2plWSu2UnS+WJJIg3hyllSYFEGs4vNmDXbVhces7YJ6ACuFIGVar3Oip0cl7N6yHauBdg5B5jn1jyv/w2ovVJAgwBhh836G9UwETRrHvIzczEfSvOCdU/eFQoxB5oecxbctQV05OuuxxrIsM00vll2LjmtID8jinGeJgZwiIQZxJY8J4x0h6M91BEOrTmsdvhFpvRSjQLlth7XiHRdTIoaFphWShfeeFCJhCbRNh1HR7pwCJSwiW5YLuWnwTUOaZ5xzbIeWw+FmJRo1SM8yxMima/A+UVwkEpmnayiettmwLAHXZA77xJuvJ52lE4ZZ0vEUa73AZaWQc5BkzUq/1xqHMQ3OiWizOCc4fsmv+rWf44vgc79WHUu9gZaU+Q2/5d/lv/uv/hCvP3qTw9MntJ0M9MvNmXjnKy9q9o4kUaWQ9DVki8rMy7Q6LhhjVqFyiuHJk0sevPQSv+Bf/nr248KcwZqMd46UIjELPFsU2v1Xv+G38i1//D+mbcS5oe16ql1Y1v6pUVJDTiJpV1yWoGospRjuv/Q+7r/tfYDlK7/m1/Lf/qH/gFc//RjXeN7zni8SmTUnCX5OM846fMp84zTzE03L33HaU9IwKRaP1R9TYWVjuXu2Y9v3PHr96aov2zctzntuDgvTHOlaz9D1YBxF9XK/0NdhbpRslt5S89SgUjuXgF6LSvapDOe8hg8NCtrMUqZ046SSnEJHpBCzu0UkqgFVgtjKDak6x2j/kKoupQdnTyILb6k0awGp/dFqV4gx2CLqQEsSUwvhV9QnahLLiQYFojzl9Y+EtJPXxK2+vlXj9ZSy3Iu5vOVxansBq8YH9WPYVezjM61nImjOYWHYbrl88ph7919cM9eUEhf37nJ9dSVahEAz9DK4GhIhBQmkKQgjse/x3mufcMHYwma7FYPbLAEvaaVZcmIOM03TsL/Zk1JiGDbEFDH6RXvVZDXGEdTaqJ6QkCIxhJU8VP09rarod11PipF+GEgxsiwLx8MegGWZOR4PArfmzPF4oG87Vei3OB84LAtt36+DvN4bYGTwjpwKxAQpYopArOQiMLb3pJxoB+lhLmHBWLAuUUoipYylpzASQyYscnE9XzUDtxWxwZpCCgu/5QO/n7/wp/8E++mGzhT1NdQNiUSOsptlo4EGbrVSdIsr+ssKi2UJbPN44Ku/+lcwzgFnIUaBPkWNrrqnyGVgnWTy3/ibfzf/y7f9SXwZKUY3TKSHKOR5+Ttr7epluTYeCxQiOemPxfD7/vB/w6PXPsT/+hf+NJ/86Gu89Pa3c//+y4zjDWEemcc9xQa+4qVLPtC+wa954/2MRbdW3ZTfmp1XQWzoOsfbX37AJ15/ws048XS/x7mRJSXIBW/g/T/7FYZuwLnno0+yshJ7qgH0adVescDiwtGovefE2d4RAAAgAElEQVRVEB9EDMYUIaVpEEzFkvEs2WlleOqZn54jc5TGqGi6kigppsa+25H7VlA/9RPXgyj1cr8FhRq55uqRGgveOHJBNXNPbiQCERucM/hmjWy3gp/2Nku1zpNe7JIyeZWGtBij86rmFIKNsoWKwiVW+/CYShD6mdczETQ/ffVphmGL27RcHi9JKdO2HdY5jjdPKKYwPr2m7wRPD2Hh/t0XOR4PHK/2nG+3eN/IIPUyiapO27DEyHTzlKEfsN5DikLoodD0HcfDXuTJrKXtO+YwcffuCyzzInJ7znE8HhinkV6NpnPOhDCzLKPAXzmy3e64vrrEWakem6ZlHA90bU/XyzE3TUtKoviDkarVdxLYdhcXNNaTkmg2zmGh67u1mrFOKuMYRdnIO4VakcpmnsVdhVLYDBtSzIxRjq8yjKuzRc6GORxxzq2jN617Ji6Dz/mKgnJCsTgDBqk4h2HHb//mP8h4vOEv/Y9/iqubx2svxFm5AWuGnZSpJyzCE+QjPc6Ed445BooxtNbzy77mqzmMMwW5Ga2DuVQIC5wzNLoZWgsez4svv4vf8R/+MeIy83/85T8jfdAiJs9i13War3S2ktfkd9Yis5jo5mPEbOyld3wJH/gDf5Srp5f8+T/5X/KjH/ww3dkFLz94wDvf9wtJN0/5w5cXzNdvp9hMTqf3MEbs0Rrj1rEmjOXVjzzi+rhwNjQUCtvG0w09Tw4jNkki2PvChz78iHe8fJ/Ntv0Xdaqf6XXqx+W1MgJ05MKoZ6RwNoyx5DjhPWrPZSloD7IGHkDppErAUU6DEyjzp75fFTkoRIFqS7mFwBgVRijk2qus/cY6R5rzrb6itA0KyqY9SRCdRNWpVaoGVO2tVgavtaeqV76BE5O25ExK8h61b2tgTSRr8laPE2NUl1cfWBlvCmdzYvX+TOuZ2C2jhTEuxGlPipG27cWKiby6eDRnAyFnDocbSi6kq9ex1tHsBmw3cDwe2DYOnGF/3HNxfhdjDIfjItWWkSH/xjccxuNpHCVFtrs7Iv+UM2+8+boEpALeN2w3W2KKQqjIYs81DBs6axjHI9ZYjuOBO3fvM0+BfhiYxpHt9oxCoW07Li8fqwVO5Dge6PsNfT8wHg80bUuKkZFC3/VSwaZIY3ppvIdAiUGCbgxY65iD9HFDkJ9TigzdQNe0yjpOWCPO72FZJFh3HUl7CMZIBZqnJD3N50LZAJQs/W+rlkfeGIo9wUrD9ozf9IHfz7d9yx9nf3NJDplYCirbqn1G9ZgsRWTxkD5m5x3ZdoRlOWW0Bt77s38hUYOYZNiG3hrmoBBrAYfF+KJkB4WQTMH3Pd/wm/49CbhW8Jm6aXitNOwtqMxW6Ezh2mJVeq3IqEjJhc35fT7wB/8Yjz76Y3zbn/wv+PiHLnn9Jz+K7wa+6D3v5eL+u7h+/UP4MJJKgSwQYo6FphWihXGOj3z0EdM8441hnCLYQkyF41Ek1ra9x1Bw3vLyKy/SO7hdt3whrxDq6E255WKkY0Al45wkQ9K5MuRkSaVgWKi11Kn5p51mI4o4KMN0bUjLoxSKCK1o1XX6I0FWhKCW18S9RqI6HtI0rQZoQ0ppbXVQpI9+PB6lmkx5ZQavBu6liOm287fAmFMAzzkLBmQd3jmclxbHvMyKSkp/1VSUp352xYbr61QRB3MrcRB4t2CUJ+KcFwnXz7CeiaDZbrfSm9xsyPNEJPPo8tNYY9huz5mnUecXI13XY72l3WwAtaIpmdI0LIgSTvJwOT7FOcdw94wnT96g7waWNNH5gWgDKQYa3zKcbbHecn1zxdnZBcf9nouLu4zHIzlnnl5dcnFxh5gCh/0NuRQO455hsxPrLWPYbs/41KdfI4TIxfldipGB9b4bOIwH+u0Wg+Hy8g02w46QAi55mq5jGo+SLRmZtbRe/N7244Gu7dhstizLwuGoEHIvOqRLCOx257RtKySjGGXechrp2p55mRCZQDGjbtuOnKRqLaVIAAVCCJj8fD4OkExc4XbvBKo1SqiRHnHGOs+/8Rt/N9/+P/33HPePGY8TpWTR4LTi8hFjwnrLqZ1jBU1PC7kkCbSl8CXve5/0DytYpe9tEWeTJUoAjGSaCpPpcTqrMPKJgUMpcty29jdutWbWuV1bpD1h5TMlhd1SrvB0piS494738M1/+E/w5o/9Q1794b/Lqz/6Kj/2Q/+IZY5s7p7z8MV7dI309y0Z3wgsVoyRKiRlzjs1Ji6QdSTCGElsX7h/ztlGTIxrNZE/CwHjC2XN84jMYloRQPGFnGZCtKQo0LvzDSnJnLkxYgINtZKr1akGnRIxxRC1/3kizvCWv6s/n3rTsFKHbsOxVeCcasJuOB5G7aKaU48dVj1batDX97BK8vHegYUUMzHNUgwWo9CwZKI1SOdcmFOAWVoX3rdCItIRlvrZqq+mdSKaEOPMKnq/VtZ6X6MVfP1sJdG6z2xR90wEzZSEcGOspabtw1ZGNbz3FJVWyjmzLBPWGK7mA8sy0bQdj483sonsFzabDZSyEn2Wy0e0TcfT64MElfmANZawzFg70oSJnCKbzY7XLj9JTomreKPmpY7iM/t8wOFxuw2uwGa7IxxH7t57AWuk4ry4uIvpWulrYuitIywL43hkGCTQbXfnQN2YBS5Z4iJNcd/w6Tdeox82YvhbCtY73nzyhsB7WUTo57jgnBNFojDz9PqSeZ64d/c+Xi+W+XDN8bBnmkd2u3PN/OTi6/sN43ig78VjdBqPnJ/f+Rye/WdnST864xUeqlT5us1kwOTM7mzHb/vd/xEf+8irfMe3/xmWaSSERNOI8zwUUQsyRtmxCXCkLNZJbeP5rR/4vbS7Bwqb8xYihrHgi5G55SwbSkgFnAok1MaROZEajLF0XpmMyiiUjUGMpA1FxxSMZuSqYprF2isXmWuTDF/gKd9sePD+X8pL7/8afrVdGK8eYU3kjUef4h//w3/AzZMn0oNqMtZkOjJLDsSUeM+7Hshm5BxkqWVS0R5cTU4ypyogyzE8X5CSpi85kbJlXgA8zlq8l3/LeEhzgiw1CMm2YlcBINlr2lNVB2vQq2MdQh6Uc64qiqzsGHOqCsVVRKrHU5Uoz09GhDxuV3nWoNZvcsn6Ar5xp0udkzRjusX8FRjZyb6n/pxW9y/tUoqrTioYIyQiZy2Nlzl0U4lQIayjNbdvMammOc1tIv8uRU0ZbiWbP916NoJmCDjfMB0PDMOWEBemeSSFwGLFbTsrk3UzbJnnSTRgvWD3Xb/FWov3ctOL3mfG9wNTXCiNo2k90zyxGbbklBi2A8uyUKyFYrlZDvTDhmU84PuWJQQON08FXj08pTUdjcrtPb5+zNXVE7wTU9ehG3DWweRXQfS7d19gnBfYNOTOUbIo9aQYpRcBjOOR7nzH+e6ccRrZ7LYrickawzRPDN2gn60KXEujPsbIYX/DPE8C57Yd8/EowXm7wzUN98/OmSf5rkIM65CyMYbj8cDZ2QVn5xdywT5f2vezMqtmzS3CQyYrm7T2J3MIvOOL3ss3/fbfy3f8pT/L1c0TjuMklRPSN0xI5WUwlCy6s94Z/v0/8EcY5V5nzeIV313fUrNf5wyDtczRELJAxqnUYxPqQ8rgXWHTWkIWc2mKWatL2RlqX0ygWPJphDujc3tKIopIdWw0/S7AWBrM+TtxpvCiH/iVD9+Bt4ApPLm64cd/6B/w8Z/4EXCFoRWj6iVETJFWQTL1gwEapKusWVESFZ+ll/SFtIoxuMaDbvBoYoRRMLUgUH39+/UeNivqYIwhrf26sirx1KRLjNTBWo8Am5W9auTnCpVmOT/eQEoKnSLa3qVwYm1XaFgrxLJe2ytNSHSWdQywkoTq9b+qACE2jsIWNhjjyKQ1GCo9SQmOUgmnBEuYcdbgrNMEtiYU1RUFMAWLXd8369xmKlmV0W5X2T/9eiaCZgwJUyyd7wnzLO4mvlXFnYh3QjCIYSEGmaU8LIE5TDjnafutVmMzzjtiWHC+YV7EViumRC6ZzfaMZZlkM2oaTONl4ylFBAC6DpsjkcKcFoqzFGsZzu+QlsSySu0ZLh6+zH5/DW2HeBIkTMoyIhPg5tERYwzLNOKdJ4SZzbA7kXNyZp5Ghs2O1x+LNm1Kka4fRK2o6Tkc9jB4lmVh2+zwrbILlwUMtJuBbAov7M45HPZ0TYtTMec7d++TYqBtO9q2ZZxGVlkq69htdjgvikBPn15+bk78M7aEWq/Q0K2YuQZSvblrnymlxOb8Ab/xd/0BLl//BH/hz/0p5nHSzapCRTIShC08fPgS3/SB38dxEsq/Q5MgY6kqZ7nuMgqZOyMBxhtIGmRLgVikGq5VsTVS1NkscmAxC0npRM4vup8a3sK01AhdKBpMzZrxn0a9CyXJ+0QDdngZuy3kOFKmGx7c77j3NV/LV3311/DX/8Zf4+rRa6QcydYLQcUUpqXOpNb3PPXcJLFYP/LzpbBnzlE3fIFqRWqwKGFFmPOnqsjo38njeqblEVMTKH3t+v2bkwa3Vdcb6kPG67xjkbZDKQK/l0LKlYVtVQXKkrNIR9p6f6xBWGBVuWeU0U0lDJXVh9NYqWSFyCZHL1Z8Cvlr/5SCuAGZQimJkur0p4rNpIIxiZjsKgBfGyWVeFT7vuZWkkophCWIPeBnmSZ4JoJmvxNJpyXIJj8tM03TgTE4HMZY2sZBIyf1Zn9N4xx3z+9LBmUt8zSK3FxMnG3PmeYJkwsmS1XgnGfcX6/wVTAS6pa0AIVpHmnGlqZpmaeZkjObYUsphWWemBbpH6y9Awv9nTuEZabb7AhhoXMtLYVxPLAZZNSl2+0w1pKiHEOFjg/HG/zQkVqHdQObfoAize5SMlfHPTjD45tLpunItTq3OCe+hSUX8QnFMN4Eqa7nQlhm2raT/pb3NG2Dm3SuylrJ9LxnCjfYaIkxPHc50eWsFS1NI6MeOMgmS4Zbs2JYqyOj40c5RLZ3HvI7vvk/U3bqyD/+3u9mf3gT6zz9sOFLv/TL2L34gGkWJR1vpL8IUuHa4tb+SskSnHztrViB63yRDNlZ6fsYVU93rpoAJ5yV+Tln63A7wEmoOqOfT6tN74pCxJaYC8UWWk3Ki0JYuVQITdmXiPACtqdsOpbaeyLxy/+1byLEmZQDLk08fu0TfOwjP8YnP/ZBemvFMmpZVNw9S6A2MmrjnheasmqPrdxmidbJS7kWigbTUwKkveNSBBHPdSRIg2yR561VoDS05cWzDLmAEIuEkSqGD7EUSJLYlLWilINclrk+Xa4tDaZZq1SBVuMqGB9DUPeSBgwnB6DabVCI2RoxK88xEnNmM/RrQK+P14o6p7z2TA2oQptob0sgL9q2KisBL+fCZhjAQIhB+qKcNG9XR4KfYT0TQXOapIkcw8I4FYETlbHaDT3LMhPTor2+zLDd0TYyhiEZRMG0DcfDDWe7C8Iy4ijEZWI+3pCzZbM5I+fMnYt73OyvySDwLLJpXOzucH39VLL+sNA0nQTcFHHWcef8HiEs7A/XeNewHA8UxNpr3N/gvefJ1etagUSWeabresbxIIGubTmOB5Z5EvbssBGmcNczzxPjMrPbnXE43BBjoB82yv7dc/eFh8pQa0gpQc5462huscLCcRFVja7Fdh3TeJBMMMwsh0mVPHR+NAVSjDLnVeq81/PltGI74YjSH9IQgjF5zVCNyozJZnGiqRcD1m35yn/l12ANkosXhbVswSF2XFaDWzF1zs5grW6LRkZeqiRwMQZn5P+pGGwW1SHWzQbWN9e822rvcG1/YuUHk1FdPIxhhXtTgQZDIkuVrLqlhlrZnDatUgrGybvYuumVRMGy6Xus6bEODsHwtvO38Y73fTneRG6evMEnX/s4r3/yozx949PEZSZm2VSti6v11Rf6OkGt4sNavU21PpOqq8gcu/cVHTH6aCGmuKIFMiYifeqcIk+fPqVrhUxpjCrqKCNbXsayhEowsuv7NDrSF5dAUQ9UZxvtcQq8L6o+Fme8uC01hqG/BdnqtVKvpVP7QB9WFaN68BWMENF2swbYipJYY9dAnnPGGUvWmdT6nrVfaWvvVhnxtU3QNB1kMaKOWZnvfB4EzcF3WpZnoRVbmUOcNMhYzbhLySzLrNWYsEaXZWY8HtidnbO1F4QUGQZRSTHe023OmKaZ8bjn3r0XuTneiGmqc3RdT46JEBbyEhhUCai/c4/rm6eitRnj6iVXcmboN+SUuNicM05HZWhZbm6u6duOcTxgEf3cnAJN05Fi4BDEE/P87A7OOS4v32QYtuz3NxgD8zwxz0cdIUlM82PpmepnlI1aLhJrLSEnyZL0/Wm8zm0Jk244OyPFSCkJnwbB7nMiGyGoGGfwtOss6vMlc2uGOobBW0gQtQ8nfSVVDTFl9eCsZJ5KWHB1RhMh4ohhrvR2ZKSlhjZZxQmcZYyMmViMNFGNJSWpwlLJOBzJyOZU5cKkz1N0pASpTLXKrOQae2sjsMZgihWIy4ArBZPFiLop4haRTVn7RhiIqQ63n3RGDTL6UsUTlPivcJfBmUy2jugGIo72pbt86Uvv40u/Uobu95efwpuGMO+5urzi6ubJP+9T/HmxYkwrGacanac1ggBWjSVKoUSznova78xagQr0aFcPV1zLxb0XqUmhBCGjVZm8voi6VAKbsFybplUCDbSdXSuyUsDahsrYrTO6pRQRga/HbM1Jws4Y5a+dqmgKCsVyq78pCIygL3XMCj1GrYq1V1szw0xZTTVyLjgrM/kCKcv3I2NSnEwqNICK5R/kHD9LyHxGgmZXZM4oh8wSJvywwZXCYBqscTjbEOJCTonz/kxggSUwLwspJxwQpolZ2bSHw5Hd2QVLiLIBGji7uCui1ilQgoEgpfw0HdhuL0glEeJMXjJNCrS+ZZ5Hum6g3+6YpiNzXAhxoeTMPrRMYaIEqVS77ZbBtrS+YZ4FthiGjW6k0sNcwkycJvANF9sLmX+ySYg8ww5jDL5pOBz3olg07undXcIy0fiGXAROUDqksIlVqSilyNX1E2EhA/2wXQ1+9/vrVZhhuz3DN37ttxlj6Z/jYgC4OrsFVP1YYL3ZRTbspIu5QlXllDk7DMbktRdVl7e1ctNNrrIddVXBbIME71wMIef1vQwGr3BwKUYhsKqbebJUMgrJSUxX5mJ2GFeU3ejAJPm52DXrt85IVWItNgnTtw7Gh1zWehuqC4X2bLUqRgN2Xvd2YTSSVTLVZFIxLFhKNoTS0t59N40rfOjv/A1+8Pu/kzLtgT/4z/Scfj6ucZolcVLiHggsnoHq5CFQbGYpCWPdOiqlD53mc0tRqU15PFeZOH3pVDIpBJ35lmCzLIE669l4qRob5yhG2gNF1ay8F7/Uen+UUvRagNpjlSvBrslWzmkl5uSslafeP5lCjhq01uOGKkwvCahdq9OUkySX+p5JEbOYJXVb1plSPSINjlJk6t0bI6VWoWuv8/NA3CDnQtsMdO2GbORmKwVSXJjnkQZhUIWYCQeBO48aCDaDiA8cr644O78rWYj17J88oesHwqzQrnG0Xc/2/kNCjCshJ8Rzck4S6IwM4jJPRDXQTTFw+eQNrHNstztS0ootFZmZTJIVxmXhMoi6kFfvw3E+ElSfNoSFs92F9DJjpu8GZWx5clwoFnKKLOMozF8sXb9jVj3dprekmMgp0mw2AuF2PX7TEpNc9Lvt2SrNV0ohhkW0dtFhXmuEXETtjchM2Ge7SL5QVo1jRftJ9q1RbQ2Bt+XKVhDIIMQeIyL+2LxubgLtogPV+XQj26pDa0/+lZzgWilqTxuRbDJa/eWaiZ+q1bUcoL7UbfxWiQ+mWpRVlSCVIUPgYpOrWfEpuLtbE3ZZX6d2gaxZ+blrz6ggc5l+3Sjl5USAXr6POmYyU/g5X/UreO+/9HP57r/6F/8/nb//v6xS+3X6c0Ufci5QolyL1qybfMmJWGRMw5yym1NFGJP2ravAelKxlXyCfY1RZZ3E0HckVeoxep6maQFnaZuGtu/k7Jdyui+swxYd26hm9yqSULWcVy9WRHoxl4xRK7G1srWWGMUVqICiKUk7C4WYFGLVT5gpkHVUSgNeydUsrOh3xokNT2Xt3mpLqY/rnLL6hH4eEIFMD+NyQ98NwoBa5Ev3vqWzPW3b45dA31bYoTAMPWe7M+ZpIsfIxfaCw7in8w3zPNHSYJZMbzsaZwjHkeM40nY94zTi25Z+2DCPB9mISqZveoZuIz5sxjAMW55ePWGz2xFTYB5HQDH+ZiCEhXmZ2Aw7urYTrdd54jhe4b3YhIWwEKOn7Xoevf4JmZOcj/iuExiaTLGGOYkXpm8ajG3kQspZTKoFz6NxnrJMhEkq6nkcpcdQBNZuvWeJma7pmJeZfnPOPE/41qslj8AgTStWYcZa2qaTfufzJaMR5SQoDYZUHM4I4aqKA9QoVYlBsiNIdSmZb1bGHmufaB33wXA7+y0qc1gLBYMGNmvwxZKom4T2VZFgKcPcRglBrO+lNrwSyG451ZcacA1UE2OpUOV5Iv1XwOrwgQa7VIrMb+r8af1cchxyn+TKbFRYcNWjtZbGCCE3FGFBSlFRe00ZEoQCzdlDfvk3/o5/Pif282xJ7iPfpwzjp7U145zT9qAkOktIeHX7KCXX/X8NhPWcV1ePGMQPs4haB2MI1BaqcRBDZFkCTdsIzFnAWMtmu8H5FmMLKeq5NKwG9jklUhHHGm8t62yzJnfyOgBGzDNUujPlQhYvH+qclXOqTIQlESUZwJJJa1JGTdByoSDG8JWYBzp3mYuy16uowS1loDUR1dcswviN2X5+BE03OJrtlhwTZY50XQeaRTXGcTg+xTl1JNENqBjLp998xG57TjBZFH6GAWMMfScVaIqBtCxQWtrzhpiSQK5nd7i+esISE9t+w/G4p/UNMUwY55lKoh827PdXIttkDNY14BoJjMtE40X2qe96ZRgKhr7dnnN2dkFMkXme6Ddb6ZmWTD9sCWHGOMOjN35SvQw9MUb6zVYqxCRDwkGhBVsEhh2GDTdHqWQ3zYDFcn52jnOOcRzJZBIW41uO0xEoEARKjiGuYg3DsCOXKFlgMTRdK2Myz5dAoQXqCEbRXL5Cs4Xb0e1UeRYEGahB1axhCwS2tGDiWwLNWp9pVbf2C2vgXAkRJ+unWkXUSi9X+LXCvtxmCYqAgdHe0AqVFQl91Mq2OIzRndZaTDF4fY/JFN1MxAosZ/kOanW5/qcgFaSp2bx+NDn69Xs9gYca/jXAJt1Yjd/8sz6ln5fL2NMohHA9pPqXflxWIfMEWJx32g+Ua9ar4tepT6kkHQArTlGmGN2vzMo0TQppms0pocsqJ1pbEalkTDYnuLdItWqMEa6EilVUKKS2FuospM1QlCyUUqaUREHe29ZRSmWvllJIJmNUhs9URq7Cy7cddXIBU5IUVEggrJaSOQuxTYwUtApWkZH63FqJphgxOmHwmdYzETQtTk1wITExLUfOzi5EQKBp6YaGQKIZvJ6AjLMtzvYc8sjG9+IIYQzee47HA/scdPYITNtyXGbmeWS7PSeFyP2H7+R4PDCnwOb+fcbxyKY/x5aCbztSWJjmaR3TiFGsvyywTBMR+d1xPHD37guiKtRvScpcMzFxZ3dBSZm5qK1O15KbnmwyZ2dnq2eoi444L5ztzslF9B2LsRyPe5wXM+v9eCCXzNBsuJr2eO95Ol7LVukE/jXOEWIgLDNn53e5vrrk7OyOkEy8FwJQ04hmasr0w4Zxntcxmi/0lQtCjpH76RTINMjVTeC0bslwoXCnbnBWIW8JWBlj3AlG1R7QCf2VOdA1hS5Ost36uvqUqFqyFiusSn1PKlh6y44sV3KEBjEJ+mmtZLMMfeKdqALVKhhQ6A9JBHQW0FrVOVXd21KrxVxWyUCQyuGt6jNiELwgc6mlsoxrVNCqN692Vs9XFQuovclKGmucXQNHHcsoCJM5KxknxpXbIomJBriSpbJMOa/BJiVFV3IG1XpN5UQoyzlDhinMmALWezUHyOz3R7w1bHc7rX6NiFVYyCHjrIgLxBSBgjUiDxqnKOzcAr71K4qyss+r76etvUqV8bMn+8baC6jJQVmv/VpAWpky0KytpCzkOaCkxBoSixHmrHWQ0WOGtv/MydszETTHmwNhmWn6gWErUnNzSNy5/5BxPAqMSEOMQSy44oIlkXNkmo50GxE/aLzISl1cXMicUUrEGIlxpu87uk6YqH3fUWyh6Rp62xNQlR4rFWwsiWQNyULTd+Sc6b3MCsUY2WzOcbYRX8x5om07mXcsRjRu55m2GTAJcir4AjkkUl5EEDjLHOpZvxXJM2O5vr4hhQXrPLvNVgyFQ+D+iw85Hg9M01E3YgPWMIdFn2tEjN0gozLWMZxdkFNip7J9zjcK0WWurp6sc6PTPBLC8jxo6koUcpagU6s36enVAFirRLk5s2HNbo1hhYJOyi2nKus2LFvWiq9uDKwBNBu0J4Pc1LXy1D+wRjRerTWId3BWAgfUavL0ovVXlfAjsFmCFVJN0Yk4gpOerLiz6GcqBuO01yS/UHishlftb1qjIgySXKRbEJh8V+paYY32vVasjloZp/JTjvsLeOVbMGLShrDRkQ4RzTDkUsfFKl85i+axE6g250xYFjELGHoVEtABKk3YYk50bSstIUT2zq1oisE5pC3UCYnQOIuTKV3OdufolazJU14DnnN6LyhvBCNWjKUYXGPY9R2UU2JHqeXeqYIstzWZMeQSNVDq3yheYq2VZLf6Yha5hmNOor6mLbJKesRYnCnEmDQxNsRlYX8cefHFu6IxnT4PBNuH8zPM1KwzQykm9vsbxnFUqbyMycIy7fqBTbuDnCjW0m3P2A6bVZt2nidylkxju5G5xxQDpXhCCNy5c1dPcCaEhSXMqNSmKPhbi2/kWHa7i3WAV1T8LYuZ1XJH4GLrW2LKdMOWNE34ppV5UrNoA40AACAASURBVA3Y235LbMTsWfo/mXHZ472wZAH6fsN22FGAUcds2q6ja1rGm2uapiU7L5tLWHDe69xpYpyOVJcBY0V5yPuGcTxSQl7hZEAr8UYUkKyjbTpa3z7P8HWtfSROPTuniiQVrLUgfc281mWwukKsgC6192jW4Kl/rRvW7b5KrdwKWnFpoKt+hkL2gEYJcsL2Q3VHRQzDoGQec4vqfwskTqYybQsU6VXFIkxfr5WFc9KPNUXGkuRL0bEHI3Cc7IWaNtTAaMDZItUKMs6SStb+rub+BrLapXkrs6E/VaDdPI+ZAEzzLD3IrEpPqtzF+p2Ctw7rGrnalIDTNIjVm45E9cNGSJVq1WUUUs0Kbw6mtgXkP6f+p1lfE52dNMpaFUBVVsxgSCT1x7R6nZgiVbC3EixzSmtVCGoWsSaQIoiwOqPoSF29X1ZGN45E0mve6HzwKcjWWdNaubaNB+9JJdPZXt/OkomQwLtGRxkLhp7t2Y4YIsYamrb/jOfnmQia83wQ+rBtOR6v11nMs4szjscDMYrQQdP2zCFgUqQxgol76xinPdYpHJAjJktwuHz6Bs55nLcsYdJmeGDSQOg6hy2OrunIuXBzc4UpmcMyabCWZYwh2syiRCBvxWEgpYj3DcdxxEaPbR2HIJVnSIniIBaRZprTskIttt8SUqTZnElwzVkZY56u6dYA3ezukJcFax2D8TJuAhQnji9pWdi2g2jVOkdjPb4dhKjkPJuzHTEG7p7fYwmifARmZY0VZfbO+n08X1WL064kH1OrRwyFkyC7NYWoRr4WGTWxVipIawzGnig5t4Mmt4JoLnktDo2yFxXE1GAkr1NHSqTvBI1xRKP9phqYjFSGOQuJaA2XGUJtgemmdxKC0RlAU/DJEIooCVVYWMhGiZIlgMvxa/dMg7Yx2pfS4zYKM3vjtDd3SsmsLTRFe7DptOmhQft5zJTljMV4q+xTqTIzBWdbkinYLAP6JQuFxuq1syIYyuA2JRO0ArRVUlFJLyjJB4U2a+9RLkdBJawRR9mUE85Wko2cwLUi1GfEkmm8eALnUrDFsNi8wvZyq+j+U8dWKryao3BGSiEbIb+ZYlcUp9yyNDz5ZAqJzZywaHHuWU3fJRjX45b3kd9Z71R/ttK6BZp1vSem9FmLiGciaMYU8L5hmkVEvGk943jkON7IkKo2t/f7K8TuaiCXLNqybU8gse3POByl12eNZz8dBTZyEKIEnrZtuL6+1AFsw7JMbDZnMvahQutN2zI4xzgeiTGsLhSHUapDaTAbjuONEHj6AetgWo50Q0eymevxSo1iDTFEdtszcFaYYimSovS8chGHdue9ZJGth2TwXcvxuGc/39CiJzgJKzaERWyoXMOu3wpc3PT4RljDpRS6tsOpU4rJMvuEZnv9sBHJwKZjv7+i95uVyfaFvqTfJzfMSXYuUzVCjFZSTkNoZQM6VOFHK04pOs1bAqW+wQlBpQbSSjBifbCYsm4K1XHkLf1UV2Q0hOoMIe70J2RWs/gigZFsyKtyy6n6tKZoRSnVSixST7v1ABWGLmInhq0jC7xVaah+f8ZArj2orBu+JZtTdWKokLM6TVA3YG2/PV8Ya8ipiNqOlcrNWktUxmvIMiZEkes1a+AUKcU6jiKrFIPxmphwQlMAte/S796sF6UmM1JhyuuatRdaudPWynkVjFjOb0wJixUhfyVHGiNQKUAuiZzUUaWIdVdOEeu87IU60ytiDgLHGgsxlbUCdV7wnpgDHndyZVlZ21JMWdNgndxHXg0unPdYHTtJqfZDlWhloOQkloD5M6dvz8RuGcJIjDPjeGCe9+x2F5qxZnKJNL5jmibOzs/FHmuemMcZ4z2xqMPHPK0WWCELS6rfnhFTJGMpGVwRR5Q5zCJJVwL741PCvKiUl8Mlz3E8UtWHAIVrRQs3piAVKwnra8NKDFynOIMB1zXiD2obmr7jMB91rnLQLNAwbDYsyywejcbQNBusdSzLwrLMaoYa8G3LMs/YxlE6JwPvJHJO2jvtIEvDvVK5SylM04hznkFdYURfVi6qoROJvhfuPeDm5gr/fE4T4P8lOanhcw0Q3gihyxbpeTrQ/0tFuA6e6/NqfFwDzC38sRI1ilZZNbvN1Ars9ByBVPV5pQr7SYDLpvyUnumtXiFCwqlVRb71epXcVC2BS4FQVeOriMKtnlX9RGtPSQPuagaj1XJcob6TcIIUJ2atqFdqKDXG6+d9js8CqFiBfkfKYA1Jv3+QAKEBc+0n1krRGIxxQna5VRmKHGLSBEpg+tsG5RI4ha27OpIUqPo4dWSq+sqiQggFs4rPFq1yc9THU5KRunocqOhCle0rGefFtsyZrO+f1vaCUeUs7wx4J8hHlmvPqQmmAYzq8lYkrmorFyRQlyRi8THkVZw+q3yj914s+4qQMrNKs36m9UwETedaZmXMLstEzomu65jnkZQSyzJijOHm5jHDsOP6+pKu35FzovUdh8M1m81OhNvnibYZGIatBNCwSImugXSeJ+YwMc8TUEipcHl8k7btsckSsjSBt9szdufnHPY3bDdnhGLkOdZiGsemPWcaj1wdnnK2O2d/uKLrW3zTknPAe8s0i9XZHEeGfkPIgRgjKUZs46WfWmSz7UylSAe6Trwuh6EnzjNt38rcZ9Ng3ZZ+2BCWhbIv0sQ3FuccLjTEGFlSENZaCuzHvRJ96sZbtKr2eCe9kudEIFm16LpNvDGm4BU1cIaVSFFtltxaPp76d/LUWq/J5qAU21oYKmnC6sYnO47I21H3OQ1qhdozNRkwRTfEyqrkrcHNGIVztVdkROvWJRkgdwgRSPIkNaQuciwYmLWpukJ5+umiDDRRxw/WREsry6ywLah2i5oo59rXTejcXyVsyHdWJ2usk/7x8wVBzSGqBZfV60TyCkNJieIcxlkNEJzGTChQEtWe0iiEajTRKxicfukC++pYkK2wKcRS1vnFahaNVrK5iO5smuItwQC9W4ohlaRjKhqYrcO6KoWh75FEJD2lwjIfZG+OScdf6pOFrZ1iDWJFrxOrDF4gCXN4WaJq3Yonc0qzkI6MwzpJSq0xOCvOVyA2jQbRH89ZUMbrqxvatvusGsjPRNAs2dI1Z8QlUrInLNJEzlomD4PMOjrnWJZR53uE/JJLpm17wKixslSIIZyC3zSNxLhwo/DuvIz0/RbnHDEGhmELyOjGNB25c+c+V1eP8b6h7zdc3zyh7Xr6Rvp/yzTSthvatqXrXsBqRTe0YmU2Hg+07cDge+Zl4qUXXuJw3NN38rNpGpZxj3NO5itT5LBEGt9qZXikzkflnPBNi/FWIemZJSyEsLDbnpNSpGk8S1iIORPSgvcNu2GjqNsJzxeiiXw/BZjUWm1Jz+c0AbKp1Zpm8hRMETp9w4kW7zVe1J5iNqwjJqdxi9oZAjQhOkFjDtX0what7jTI1AzZFKHJV6kxUDKNBVukN1mXxRBv476Ih2U0NYgZsBmX1SVFg20qdSuTYkFYm1YrEUkYTj0psdA7wWDazSqQrH4W3Ame1lcVeNfc6omp8IFqwJySkCqW/3yV2uvWqrwmVllF8Y3VGitnRQTyKn4gM5luHeavll+lGk+nRARFH052bfX1rLOQiyBgmgBlVe0JRdpKVXKRLOMvOcrVaKzo3IpYikDJOed1DrOyzylFhPpT1oAGxllSjiIsQ5HxlhixTvyDiXlN5JLzeAPFC2zbtZ6MuAIVEGhW0Y6svJMYIzFF6Rdbo5MYch8WYFkC3WZLDBFnP3NYfCaCZmccuWSeHvcMw5bjcS9YuJpTxyXTdGK/ZazHuUjbD3pdWUqMAmUqeadtO2G2WkuIgWWZ8L6lbYQF23YigjCOe/p+o8Qjy6jqQI+fvM7DB2/jtdc+Jn1S9fM01mCtY5pGKgwWwsL52R2u91dcpoW27enajnk+YkBE3I837LY7rLEMbQfKdt3vb3DOY51jmSdCWDiO19x2Une+oZTEOMmcKFbg4pACIUdySSzzgcY1WO/YtKI5uyziHJNTousHYgpIYrEBNfYGsT2LIX4Ozvqzt4RUo4FNK73GZBq18gJu9ees3nBaSZ0QVFkS+VhxyFtBLZW8/lSFB4otayUp4gpWlVryGmzqrKjNhWzNSeUH3vLmJ13cU8XMqv5jVsShwsDZSODPya493XrIhuqwcYJp5TG5PlP14NTr1SJ9U5EIVL9F/b3MvN+qmBS3dqZWn8/bBCDARMqihCPVuSjt2CJ9TpEy1OF8ZdiaKvqLVHv/D3vvH2zLttX1fcac3Wut/fOcc9+9774f8CDIrwiVWFaCBngExR/BKhIJMUZeTGIiKatCNEWMJFXGGBPEaExMqpSKRhICGJQEMQQRLUsshTIKxQ+BABGFx4PHu+/+OL/23mut7jlH/hhjzO617znnHh4P3r739Li179l79eru2d2zx4/v+I4xg0BUcAYs5thJyi2SKqXQZol6g/MSbTfTlJf04yY3euNY0Kpc7a7oc0/uM13qsVxh8fy5zZokkzFFrUe2tSKt3lTddHgn8OK+UpJyr09sVhvWd06pw8CDB/c43ysy7HnpZN1qOMtYPWiKhvKKlkqw1qGSe2uFKt5GNFIdtVrbUoOhzfEY92rt+66xuq/LjTCaVasxR9dH7Pc7VqsN9+6+zHp9RO58rcfdgIwj2/0Vq9WGux9+iZOTc7psD2vdr9leXoIq28GW2RrGPTll7tx5nv1+b0t27XeWXJfE+dkda/Ler1Gt3Lr1Nvb7LeO45+WXP+SNDUa69Ybd3sgzw7Dn9PQcVSsPEZIt+bXfkZJwefmAnKzJwGq1pnpt5cXlJQ8evMbZ6S12uyvD3xWOj04M/kuZzWZtTZBzrFiS2O0tYg4Idbs1vXd+6xar9Zq7d1+h1sLlbgtWPOAJc5ukR0cn1v0iY4SqZF7nWKcarvXmyZPkWZEuuvkk934F+tQ5zd+zkJqc1l68s4o0gyVubBVtTs+hZI8uYyUKPIpwcDVNBdr2HKNMIwq5k+cFD2w7VWzJsRLohE55JosGp9KX2syoEZiKiK0760Z+tuIYwcx1IPXQMOOgmYZBVTLmxWdoq2aIeO9ZDyMjkk+A+nqiSbHA5Bf5/N4qEo6YqrFSkanOVYt3xvG7lVrz80JK3QxV8qgzTUxVxeaeOV9KR2KzHxCBh9ny3i+8+G4ePnjI9v5rnFWlr8qr657qq/TYoqqZ3MNpf2YGCG+ooGILRnj6QVLy5gkFKZZDHIbRnTcvcaqV42GACq9afgEdCg/v3uXiwQNQYawDHwBklan7vSMvYoRHgWGwXuLDfqTvs63KItbhp3owNY7F1w8VoqVglGcFn8WOOnEYHic3wmgOWjk+OSGtrL5QRKxxwPEZ9+6/Rs5HZIT9MHDUW75vndZs8prd9pL++Jj9fgASw7Cn69ZcXl6w2RyRc89+P7aSjtXKinVTSjx8+IBSRs9/2oLMlhy2HGDAthb52p3c73dcXX2Q4+Nb7PdWNHv/4WucntyiVoNGX3n1Q8RK5mdndzg5OfcVU47Z7ffkbk1KvdeWFnalUPcXBnXUQtdZr9j1+ojN5sQiy2Fn11MyV5cPkY1wcbFnvT4iJese1HVri4JFGcqe7faKtM3ujBgUe3u9ZrXu2e925M5YaKUskSZYUXbnMKzBTba8la31HBGSG89ZPg5wDLV6Li/ynPgXPOJTCEtmLccge8cd0cgMRZYJ2hJkOkWsSjRV8ChT550ys6eYAnSL73nza/XyAoi+Cd5ezK+1TvWiwqze042vtBrN6cqIYznM3Mi4Mt2clsv0UhhVy4Fmz5Wpsy31jbTVMyKleKQ4i/qrzhpiEE6TO29YbnMsxv6c5oOFVOq6KCdbv7UvlbPLHZenR1x1Fs3evn2Huh945QPv52gobJLw4GhFktwi0YQgGV/tpFhTDbXcKJKtNCV3DuFjkWU10mJR41IkyagWjzIt9fHQe+cOZSRKlszPN8Jlt1pZvbSCDtVbl1Z2+/1BOiR1idz3tkTYMHJxccHJyYl3PFIiExKlf/txAPVFqtXqTEWSrVf7BLkRRvNqfwUPk7Gg3CverI84Pj5t30kqrDmmqi1SXe8/sM/6I+4/eOD1mB0i2eFNW7Py1q3nuNpecvvWc+x2O1v6Zrvn5PgUKty59YIV0IpQysh6vWG1WqOqPHhwl83mmNOTc9abI+7fe5Wu6zk+PkVVbLHsYc/oOcacrcn8rVvP0eWei8sHQGYYRo6Pb3H//qu+PualRTHeLP1ofQxsrOHBxX36zhLWOWe22wfUS8tD3hf35ES4uLjHftjTdUYSGsuesdI8plIKpQwtDxxwxat3P+ywjJJSR9f1rfbpWZdOUvPcs6hzY2Ra/48wgRPJAibzCGFYnLgwY7Kac3xYl2gRJLMITvwA8Ze0qHDKFc5zhuJwcURxAcqmNoaWR/J1HwyhFdoaXs6ALb7odOtEBMQKmdZiQaYoN6xju/4wskxRblyzly0UP3dx5yM1i2v/1Pkfz7oIqBsJfP7pLL9MNYctiRFtxlLw6Urxex8E5Wge4ClIVAuDJF453SAa3Gl47f5rBgn0mQe9s1tL9VIqmws2f22VJ8XzgmL56t2w9/x0tPMbLUcfCIPiZXC2GktSr4cOp7JWJ2xajWXqsqEVktjtB/rO9N56tWK727Pd7disVr7whM2xYRy5uroie/OZo6NjtFpJn6wyWo0jUmrxnrnJUm9qyFBKU7riSXIjjOb58R0kW6SXUyKnzOXVA/b7D3mj9pHtfst6tbGbVAZuP/cCfd/z4P59un5tBmy/I6WuPdw7d57n8uqCMg689NLP2U3qe48GP8zR0QmvvPISd+68wH6/d+jNjNxmc0TXrVsZS86ZF198N6+8+pIxbVPXDHzO2ctFrkgpsd1dcVUu2e2vSLKilMJuu/UE9Gh50PM7XF4+YLM5ZiyF/e4hx8enDYZdr4+d0DRYHnZ1TEriS6ENnsM1A7nZbHjwYEsZH5JXG7a7PX2/YbgcOTuy8pKAbYJQtdvtWK1WrW/tIjTjo0nDTJiy8hcpvNTICYKl8tRDvygGaaUlOmPx6GRwLYqwJtYT7zUMj7SFuKLN2GRT/QwVsgR5Bw5zMIHdxn7a4N7rec8welbEDsbTnDogxTnbElCeK7UDRq7Us55SLQKOnKWb/CQJ0sQyLm6E425UZ0sepH+fcVGvywz2bDgq0exgHAd7ZlUYS6El1AXKONJ5C7tYjDoloeu8ppFsWYISEGWa9ENK3qO4Whonmh1IipmNkkjWjoeULZdYaqFzZ94YtrFak9WXFw0+SE+pA9QO1dHyn15yZw6XGVswp2o/DKy7HgSvUYXd9orNek3X9+aA1UpSYVC8H3MCEqlLUKz2WLSiY+Qya2Nwi2TGMrZ8636wCPnkDYoJboTRtByc9Qg8OTlj2O85OjprBmm323K6OiIpaCn0ecW9qwu6oef+5X1eeO5F9vst6/WJ9WjN9hB2uy3nZ3d4+PAe67UxbIMAdHp6Tt/bQtMf/vDPGe5dRs8tiS06vdtyenrLyDqy5uGDK5IcUQbYFiMRXV1dcLQ5ISVbaw6Bs9Nz7t17lfOzOwx7bY0GbK26DVrh4uEDRBL37t1lvdpQy8BuO1LK4Ku8NJ3GsN+b9+lRihGbekqp7d/1+oT1esPFxUM2qxXKyJ1bpwz7+558NxZZzrao7HqTqQzstlcORy/SoBtmHWoUyMnadvlPlINYy7BieSNNkyHxY5GmqFGbYrPvRScTA2QDuvWOms1eyRQxtmjSIDKj7gekaT/JiUmhabO2oNGO7Iuh67WkaBKDZotaK7NwDGz+2Xhr3AsRspMpwoBGs3lbOBmHX+18UWuXVBklDLgdp7XqY3aPFiF7mYSVDiWi05JFY5mud55HQK7Oaq4KqTMjGL1fa7WyDIqiOloeUa3pi2pmrJVUjEAD1uWqIRbJSD+1Do0EafPLjGOR6JRlpRvZG8oHwSjmgnhkOdZoWGCRqhZLIxRouXTJ3glIlXXfObwL6mt/Su7YDyN939P3nRF6qqI6sNkcgSpj2XPx8JKutzSXpkzfdxQvObSyFEMXc5eRUtAkbLrC+eqCPU/WhzfCaO52W9bJVihZeaOCaGV2cfHQivQ3R3S5Y5Uyd++9yvO338Z2e8XmubcxDlccra3F3jiOFp6LsFqtzYim7J2FrMZHfNmYhw/vkVLi9u23UYqx1UoprDbWe/Dk5JyHD+8DWz7wgZ/izu0XSCnTdT37wZqun5ycWcLZJ6g1WrhivT6h7/vWyWK323J0dMwwDKgKt249zyuvvEQZC3v2JFHbb3PE1ZX1ijX4d+Dy8gEnJ9ZrNknHfj8geMunqq0hsapyefmAs7PbXF4+ZL3ecO/+h3nh+XdxcfEAVeH4+IyLi/tsNkdcXV1w7q32FsEqQyT6Rc1w04gsJSDKMHg6RV8Ox4pMUHdEeDqLBOZBYVK8dGQqVwlmY4NR7Zs0vK2NJ+A2O3DQ8SMjGfnV2vJLkScN4ztbN1DxNWTTQd4TmcPDdg3JxxFRrpGTpoW1q6rBW2qNE0Qn1mUSIwsVMeNciSg+rngxmuCRv3sgsYBzzIrBF5UHnbgIYo0Ectf5GqpA6rzbj8ZEselb3UkzdpbNA/Xls0QgC0K23GUBEW93FzlrUnPmog2dJPEyE2XcD0jO1mA+W+lLwuaE/WusVW11xtX4KGJkx06sl3Ip1ThHXUf2CLGUwrjfW1RaCyLHiMBut+dye0Wfd/R9Z2hlNl0eJL7tbse4H6gCZfDcr1hKJmebw28/u8eHH55ztX0TwLPSw1gHdldWn7harbm6uqDvV5ycnNmqJikxei3i6bFFo6uu9+SxRYabo2PS2Slle8UwDBxtjtHVhuSlKJeXF4BwcnzKw4v75NRxemr9baO2M+cOyZY7vLy8YBh2nJ3d5j0f/ylst5ccH59a7nNjXX/u33/VCUYbxnFoXSne/sI7efjwPqU+YCzKerNCknU4yilxcfGQo6Njzs/v0Pc99+6+zGq1NsO62lNKYRh2bVWV8/M7jekFtrp5KZV+s/bc5xXjUDnanFHGavDsfs/tW88zjiOnp+fUWq094eUFJye3qGoTbj8svWchGLPWtky8j6Wpp1lt4owVKw2rdJbiHP70f1v05IYEFB1hlMgZuskNQoMfU5PnqDyjqGIlJnj+0VCT6vAprdOU+e3J2tNJA5xhDh1LjDHg1miZRuvTiX+OGkmisSj8eDr7LfogHToQUYnp1y3FoFy7KESsQxeuOJlDws+47IcCVJImh1QDdaDlOwUhHbS/NFJNSurpmx2p66zet6rXXxoqIBKNDGwdsYxArS2qLVQoEidmtV65obIWdWY9k5OLbD1PwQxZ7rItbahmLEsp7Ko1CGm+n2Ct8kqxyDn3bS3hq/2Oq8sr+n7Fer1yeNm6AZE61mKdjy4uL9kXuLy85G23zzg/O8NaW9r7W4FULbVm+dUMXQ91pO+yrUMajewF3n52nw/ePUekIvJkYuSNMJq3N+eMZaQ/MeWfkz3QMir7/aVFchgunary8ME9XnjxXQjCpu+4uBjt4XljgQ61ZcJEGPZbys6T0KVydHTEMAycHZ9z/8Fd7t19ldz1nJ/fIaXMMOzoV2vu3X+V9XrDer1BRHjw8B7rlRF/ShnJnXB59ZCzs9s8vLhvSiB39L5Cyr37r5FT5tat5/jgB3+KlGzFlFor56e3LSFdCldX97i4qKy6I7ZXW/a7PX3fs91dMgw7bt9+vtU07XYGpV5cPGS13jCMI0eSGcfCanXk3lfm+PiEu3dfAToePHiN5+68ne3VlovL+9y+9TaONuck6Tlan/rapAt7FiCHPQx4qhmXkJkH6hCt1cy5NpjxFsOD9z8cPlPGYgbOAgBtxnKCYs1QZmylENRb2klAx4c5zNTa1cVxumiMZ/BTQMCpthZqs0H6FRlPscaKJqrtcwutYZaRJQBjxMZVVZwUFUX07Ua63rURVW/9Zo3gsXtmFt/j4/y0j+otLcZWxZufWzPxqgUkNXZ2LYPNNm9iHsYILMeYMeMSnlYZR29dB7kzpisVcpeoYgScitVy59w5X0IZa2U/jo6+4CUj4nlSg4m75Ll4rZAz65XVgAfBUr33bPTxFqwu+eLiIevNhoQRN3G08ez8nL7r2nJjirXAUypd7tiP1qucOnJ+csy+FJLnZ8fd6AsmZMZiaxMbOhRReaUTPIJXPv7OJUPNvP/lEyOKlkK3ehM0N7h/91WOjk7YDlfsdlfgHsrJyakbjMIwjgyjNQ/I+ZgPv/Yax5sjri7us16vEYRVt+a5t73Axd1Xef6Fd/Dg4gFd1/HaKx8mdz3r9YYHD+55o+Bijd9LQXLi/v27PP/8ixYtDjvrzLPd0vU9tRSOj05ZrVZcXV0CwmuvvewR3iVdtmXHzFAnLi8vrEazVu7ee4U7d95+QBo6OT7l7t1XSSnR5Y7tcIX0ifX6CMCh00tyXnN1ZVD1a6/9HCcnpwzDaJ2Lri64c+cFLi8fUGvluefezv37d1mvM6+99orlpnLi/Ow5SjEm263z5wGhlMrdu6+x3V5wfHzqLN9FzEg4EFaZWty5NNvR/phBqI3wM4scZySg2KFeg2/bd2iOvedPleLGVuMzmdKitIWjq9vkiIkheJYRIUekGKUdcwkDmYi60Kn5gC0OfXgNdqj5Z+1ME2HIIWnFV1SpQp6teJLcoage8TQo+NrYnlUZ1RcL9+jOajAzUJhaJ/pz9aiz6zKVYmRGP04tVr5mDkoiuU9S8e5NCVvcGWOYjqOx7asqeyfk5Hie6o08vCXpONjSh8bcH1k5L0JLYVd9jddSW751Pw6+gEbXFmo/PT0jWkCWoozDztYMLerlM9ZsfRgVEiQyw2hOwKq385Zi7OBaLTLvVj1d13G5NXJjSlMf5SCtqfePfvHWfUZd8eAis06XdOtKmpDhdwAAIABJREFU3yWutm+C9TSLWFulZL2WpjZ4gucEM8erI1arY7q+Zxwru3Fkt9szFOX28W2Gcc/Dyy3377/M207P+eAH38873v0J3L33Ki+88E52+x0XD+/T92tQ2G4vvT3fgNTE0dExL7/8IV/JxPKJaKFLa4oqp6fnXFw+RNXIN88994J/1/oqXm0vHTZ4wNHmmFKsS5GVpyirlcGotRQePrzf+h0O48D5+R3GoTKMezbrY2otnJ/f8eM9ZLM+4oXn38nV1YV1BRJjim2vtpQCOfe88spLtt7nHu+xe8HJyRnRV1RSZhgGL83pEYSzszvGEu7XH+spcDOlGRwIHTXPNWojQsyixdg1uPzQlJaAd3VRP96U5IzSEPGG2dHyUDAYs0o0XJ+yf1G3p5GvUiOPgDaPfrqWqf6z5aRiiI1JG5Gh7RJrN7blvRrFdTbug3PMbpICYnWjIx7lKo0AJZHjwpR8adHtIpnkHZWUbuWkH9eFFsG541EGEj0lKbGmqsGntIdYfB8DdW1VkbFWshifuZZCpJRVld1+aE3bu5zZems78e5E1qqvUostkD2WyqrvreYRbe9L8eMVL2erxdfxpNBLslp0J/eo90Eu2GpWSRS8Vd8wqkXGpRiHQ42pW7zZelpZ68b9buckosp2u6VzBEZzoiMxFMu1rnOCOvCO85e4Kue8fHHKMBRqEV9GrZiNeILI4t0tssgiiyyyyNPJ0uxxkUUWWWSRRZ5SFqO5yCKLLLLIIk8pi9FcZJFFFllkkaeUxWgussgiiyyyyFPKYjQXWWSRRRZZ5CllMZqLLLLIIoss8pSyGM1FFllkkUUWeUpZjOYiiyyyyCKLPKUsRnORRRZZZJFFnlIWo7nIIossssgiTymL0VxkkUUWWWSRp5TFaC6yyCKLLLLIU8piNBdZZJFFFlnkKWUxmossssgiiyzylLIYzUUWWWSRRRZ5SlmM5iKLLLLIIos8pSxGc5FFFllkkUWeUhajucgiiyyyyCJPKYvRXGSRRRZZZJGnlMVoLrLIIosssshTymI0F1lkkUUWWeQpZTGaiyyyyCKLLPKUshjNRRZZZJFFFnlKWYzmIossssgiizylLEZzkUUWWWSRRZ5SFqO5yCKLLLLIIk8pi9FcZJFFFllkkaeUxWgussgiiyyyyFPKjTeaIvI+Efnrb/AdFZFP/uUa0yLPrizzcZGPlSxz72bIjTeaqvqNqvqbPtbjeCMRkX9bRL5PRO6LyAdE5I+LSOfb1iLy50Xkp0XkgYh8v4h84bX9v0BEfkxELkXkb4nIJzzhXL9ORP6hiNwVkVdE5C+LyLtn29ci8rU+lp8Xka/4SM+1yKG8iebjvyEiPy4i90TkJRH5OhE5920f1fm4yC+PvBXmnm//LhHZishD//nxa/t/qc/NCxH5VhF57gnnWovIfy8iPycir4nInxGRfrb9OdePF37ML/1IzxVy443mkySM0g2RY+A/Ap4Hfg3wBcDv920d8DPAvwjcAv5z4C+JyCcCiMjzwLf4588B3wv8xSec60eB36yqt4F3Af8f8DWz7X8Y+BTgE4BfB/wBEfmXPsJzLfKUcsPm43cDn6Oqt4BPwubgf+3bPtrzcZGPsbyJ5l7Il6vqqf98WnwoIp8B/E/A7wReBC6BP/OEc/2nwD8HfCbwqcCvBv7gbPufBvZ+rPcBX+Pn+EjOZaKqN+LHL/4ngQeYUfhi//zfAf7u7HsK/AeYofgns89+L/CPgZeBPwEk3/aHgW+Y7f+J/v1udvx/7Of9J8D7njDG/wFTNveB7wPe+4TvfgXwbU/Y/kPAl/jv/z7wPbNtJ8AV8OlPcd/WwFcDPzr77GeB3zT7+78CvukXe65n6eetNB+BU+B/A/7qR2M+At/lc+q7fZx/HXh+9v1fC3wPcBf4QeDzZ9veBfxfwKvAPwK+7GP9rG/az1t97vn8+d2P+f4fBf7C7O9fgRm9s8d8/3uB3zb7+0uBn5nN2z3wqbPtXw/8sY/kXPFzkyLNnwTei3m+/yXwDSLyzsd897di0dyvnH32xZjH8auBfwX4d9/ohCJyAvyPwBeq6hnw2cAPPGGXfwD8Ksz7/gvAN4vI5jHf/TzgRx5z3hcxryi2fwamXABQ1QvsfnzGE8b+HhG5iymz3w/8cf/8DqaYfnD29R+cHesXfK5nVN7081FEPldE7mFK8EuAP/WY834k8/FLgd8FvB1Y4aiKpwm+HYssnvPP/08RecH3+9+BD2Bz9F8D/qiIfMETrvFZlGdh7n21iLwsIt8tIp8/+/z63PtJ3PA9buj+M//740Tklu9TVPUnZtufpAvf6FzADYJnVfWbVfXnVLWq6l/EvKfPeszXv1pVX1XVq9ln/41/9n7sAf2Opzx1BT5TRI5U9YOq+khD52P8BlV9RVVHVf2TWJT3ade/JyK/C5u0/+0jtvXANwJfp6o/5h+fAveuffUecPaEsbxfDZ59HoMj5seK/R91rF/wuZ5FeSvMR1X9u2oQ2cdhEcdPXT/GL2I+/i+q+hN+zX8JU6AA/yYWVfxVv3d/A4sGfouIfDzwucBXqupWVX8A+J8xeGwRl2dg7n0lBtu+G/izwLeJyK/wbb9Q/fQdwO8TkRdE5B1YlA2WLnujY31EuvDGGE0R+bdE5Aec3HIXw6iff8zXf+YNPvtpzJN9orgH/duB3wN8UES+XUQ+3cfzI7NE9Xv9s/9YRP5fT3DfxTzBgzGKyG8F/hjmsb18bVvC4IE98OWzTQ+Bcw7lHHggIu+djeN1k1hVXwW+Dvgrntd4ONv/4FhvdK5H3aNnVd4q89GP+7PAXwO+6do1/oLn4+zvn5/9fsnkrH0C8Nvivvm4Phd4p9+DV1V1fpyfxpTnIi5v9bmnqv+Pqj5Q1Z2qfh0G8/8W3/wkXfi+2Ti+w7d9FfD9WFT8PcC3AgPw0pOO9UbnetK9uhFGU4yZ9+ewF/dtHkH9MIdh91z0EZ99/Oz39wA/579fYF5HyDsODqT6nar6G7GX+sd8HKjqZ+iUqP47Plm+EvjXgTs+xnvzMTrZ5s8BX6Sq//DaNQrw57GE85eo6jDb/CPAPzv77gmGr/+Iqv6d2TgeB6F2GEx2rqqvAR+cH89/D4P72HM95tjPnLxV5uM16bDnHNf4Ec3Hxxx7Lj8DfL2q3p79nKjqH/N78JyIzD3592A5+EV4NubeY64h9r0+9z4Ji2J/Qo09HOP4Qh/blap+uaq+W1U/CXgF+D5VLcBPAJ2IfMrsXE/She1cTxjrzTCaWMJWgQ9Dgzc/8xd4jP9ERO44BPT7mNh+PwB8nucAbwH/WewgIi+KyL/sSmGHeR7lMcc/A0YfYycif4iZlyIivx6Dub5EVf/+I/b/GuCfxgzq1bVtfxmDRb7E8wJ/CPihGVx2ICLyr4rIp4lI8lzRfwd8v0edYIn3P+j349OBLwP+14/kXM+ovBXm4/v8HOKK+KuAvznb/6M2H6/JNwBfJCK/WUSyiGxE5PNF5ONU9WewaOCr/fN/Bvj3sPdmEZO39NwTkds+NzYi0onI+zD+x3f67t+IzZ/3+lj+CPAt19AJZud6t4i8y8/1azHG938BLXr+FuCPiMiJiHwOluP9+o/kXE30BrDF1JhLX4Ux6l7GjMDfBn43j2aMffK1feeMsVeAPwnk2fY/jTH5/hFmQBTzft7p57nn278L+JWPGV/GPPP7WCT3BzCc/jf49r+FTaSHs5/v8G2f4OfcXtv+vtnxfwPm3V35OD7xCffqP8TYbRcYTPZNwCfMtq+Br/Wxfgj4imv7P/W5ntWft8B8/CqMcHPh//5ZLHL5Rc9HrrEfH3FPfo1fx6uYYv124D2+7eOA/9u3/STwez7Wz/qm/bzF594LGInogZ/n7wG/8drxvxR4v+//V4DnnnCvPs/PfQn8ONcYvxhR6Vv9WO8HvvQjPVf8iO+4yCKLLLLIIou8gdwUeHaRRRZZZJFFbrwsRnORRRZZZJFFnlIWo7nIIossssgiTymL0VxkkUUWWWSRp5Qb0eT347/oT6kRksQZShUr21EqRu9KQQxz3pL67zorUxJAayWlRCmF6r8H66nWAqKIgCCgiiCIZOLA6sdAISVB/AwqQLXv1FpsfxRRSGLnSCLMiVXloLmTIGJ7SUogsb/4Zt8W3xMbc2rfTZRa23ZSAlVUIOWM1alDhwAVVCGlg+OllO335OPUiiSBUvnR/+P3Pq7G6pmRb/uOv6H+WI0lh6Ba0erMOZRSE/vRmPgxz6gV1UpBGWtBq8b0BWy+gLDf7+m6zGq1PpiXKokac7RUFPtMtaLAOIwMwx6w51lrpZTaxhTjnf8uNplsAAo5J//Mxh2S/MP4fs6ZLveICFqVqtX3n+ZmXJwS57LzlFJBIPu8s3fOjlFrRRBSSlS/X6t+RUqJnG08IsKX/Y4vfubn4dd+wzdrSkIptekFYHqezKeX+qt+vZvcoUibC/bckoRmO9Q/NeZOPGNV1y3q5/XzqIKOIKaH4rlCOpjboeeSJKofo6q28YrM3rU4a4wxvgPUMpJEqGo6HZ3mmKIULYiYLjbxd0W1HXMu8Vfy+3KwXeB3/vbHz8MbYTRF7IWOG6gaFwLJJwVin+v84YkZnUlZVEj+cAQkSXvpRaDrYsUYbQ8GgUpthjRLQrreJldQjAWSCuQwNMkUmyvTYkekYueRRxGSVRFXprVW2gVj44zBxL5ZJicCIKUO0Qrqk0sVJJEAHUt4FdQ2aQSpoFJJSVAVUhJqBS0jcVOkauz6zIs5Evb7MA5kB2IUdUXvBiAct1qakkkI1Q5C0Uod1V9qqNW+UxGGUVFG+r4zQ1krmrQ5eBUglEE4iv76msOTyG37pDRwhVHd4cspTzrUjaZiSrjLXdvW5QyYIkOVnBI52bmqO4UiyY2uzVmB6X74uGKsWpVyoMTVnVOTWosr+TCUvwQP8i0gOjcsuKHxz83pDUNoDnHoCpEwp+HgXBMRMz7ugIeYETW9ImG9RGbG0PdzPSZJzGDaQZsxU9dPcR7Tk3a8OF8SN7r+z0Frg0eJzzvTm/Y+2dsUgUgii1JqdV1u92wshewGPMYZczIuvfo2kek9fWS7iJncCKPZdX7zVSm1PTGmhw8RZepsi720agakKpCmjR6JiR/Xvk/U2fiEiIllkaYpoEROqXksFiVAqq5UIyrAlF37TydF16LfmBwucRkxphbxQTO4MeFsos48RIRSCill/0tJ4obP75GIfSc8MPFrVBKSlHEcZ14gcRefPGGfManVIr1aKlWmZ1A8OlKFUqVFYradNg+qKqUUFCEh7d4GajCOIzpq8/IlCcMwolVJWZsyNJuioVuahOGy50hTJKgZQPXPA1GI+SfxuY8pp0RKmZRSUxigdF1HwoyaCqi6YsqZWiu1GPZTSiHn3OZajC2MeDOiMRZJB+iQtPcvHV7bIoZqERGmog0JwF9XafcwULkk0hyYuYGbSwsggZwzWguSMlqFUSsJRwkqFDGUIE1q2CNCmuMUwYxIagjH9XOLeXP2+8ww2/RQn5dPsFJqxjC5w2gfaYtwA5lUqQfvSXH9WV0PahjaGfoSx0oNQZlszJPkZhjNbF6LiNADqCufsUwQFqBV/aVPNm3UoVE3ePFC0h4K4JFm/Hn9O5MRdsOD3ehaRwTMSAmQxIwtSvaIz4aq7d8w4m2SVW2TbX4+wnCHZ1iVNFc8MyUsmMIrVR3CMw+LUqnJktIigkQErJjR1ZggrixnMIu6BxERfdXHNf54tmRW8MxYRoobuthWq8GMRe21kZSongbISVAxuHzUStf1iGSDUV0xiCT6VWfTI2dUlbEUxkDTDcW1iE/VYUtzjAwlCc9fG2piStPG1+A8gdzl5vhNBrQ258pg0XxwfWHYu7i25sUp1c8tomQ3oGMpqEPFfd9N5/Ljx5sV9y4C+T535Jzo3OiGg7iISRcIx8znDudCkjSlLiLgTg3qusCNl8oUejTnPcmkK5n0oKmsCpIopRqg5k5NktTQuoBbRZv68+McSug43EhWd7C0GkAbBjWi2LnjpX5dMjtwGOh2fg+OVMRSaeHcebqk7zIWhnB4rcwN/3R8VaWMPo43NJk3xGienp4yjiNjGYm8DqE0/OJqM35TrgQRKmbA4kaC+gMNwznBt6lGbDW57xPcy+zpTw88Jq44XGFGW8ieb/JgrynUjDhqIdSEPdQUk3/2SFyR2Mk9Kqk+2cPbEfOoVJWio19DJdw/m4BCsr1Js8garSjJ7qWoGVVJqCZX8tmV7PRCPutStU7GsVSbc/NtDseP/nlSKGqRqfizK7XSr1YMw2D32D2lqtB5fjre11Ir+2GA1FnUOHuRBXOkIjo0Axo56imPWGs4PmbMpvHaHDf41Qxp5He6rmsGM6U0cxQtahEKQiWhTUlPMJbnVGdISNfldrxadaZs/W3TabzjWOi6iHAPIcSl0YpJpEuKIwIS0Cs0IyOSwIOI6ohHTsl0lipdMg7EAdrljrv4Z/ZcPJJlMsoEeFHV0LTmcBPh5XRM+zDiYYNPS5kMos+x+bdfjyjMreM0DwKGnnR2asGGFkuDZH+ntFYk0BxH22BmJONM84Cqjb3BQS2IepLcCKO53+0AgwcQ6Fdrcu5AhFKLGdRx3xSIqpCyY/2SKU7MCNhR1D305hG5IZUwKvikgdE/k8mls+j0mrQ54m5KAwPCq1c3kEwQX1alpuSJbzz/OhnE8OICrAug3YzxYTSrbrQLlVTMQJIth6tqXmLVKfpuXr4fMXlOU12RjWVESNSi6GNbTD5bEvnAUotHlEbuuR4NzdGF8JKLQ7dmNNyw1oqGM+WRZSnVc1WhfwLW12kO4mrI3+6JfOMQlSsOgL7v2/5jmZ5jl1IjOYSOyh5lrsLIiZBywGP2XpUykmpHRSli86eUSnLHMOfO8pJVG4EnDKBBXbVBr9m9xbiWWit5JQ4LT3MxCE9P4eQ/E1IjSgwORJBfcJTAo7YDCSRLJ0JiCrIgM2jU9V1QLScTYfqi1mrkRBFH8aZtNG2ijUBmm8R/lWYoy9xw+fhmKjMGPelsmfRjXKfNOz+GO6XZNiKh3/3YwTOJozcHzN9NmaEu8+3zgGEe7T5JboTRTDkfhMqqyjDuoUqbBH2/IaXJoy3jnnEczKPv8uSlWMxlkRwTgcMejDrhAVQN4u2vuRaqNA+/RbYCWWUaI1D9XgswOuZukUbBjkyLKjI0BTGHzGqtJMl+TIuep3xoco/TFBCudMTHgzqxqBZEkr9glYRQZLRJrNk8R0BTpqhFDva+KarlIO/2rMt+cDKOJkgdUipFjdwyDIWcO3+OhaKwH0eGYhFeH1B8qYxDZSWJIY2TU+Q6o9SW7WxQvBlGUIrPU2EehTXPXAAnrcVkFJnYjjG+WpVeEqMzDiMN0HWZvutYrVZ0XUcphaKVSU1EtGDnS8lyuaUUJOcWodY6ORFzB8KMakIkHToGNmGvEdKqE6G0Ra2L0TS5Hn1L5I3cyaozg9S+P3+NZ3Onzo/BhHjNz2O6S6g6EmQzmJAJYhfXlcaENbNbq3qEq1QPUkQV3BmLpJTFc6npQWCWbhPXhzOn0ZHFg7ys6/QUeXY5NI7MUJj2uaODcwf38ejGzBA/QW6E0UQEwpMCqAYWKDNiAUbKiZe16zpyl+g3R+Zl1Mqw2xoJQ80QJVV0RmU1paTuudmla9XG6PMAFPH9W2KbMMZTxCnXoLsSf/oEjAeFJ+vDe2vgnKrBuDpFEmFQJ7r2zNiSphISBE2lsRvROeRSJ0OYdGLyhldfp4vQWtGcG9npWZdxrIhUh+ZNeTg4Sd+vfG5NHrMZ08EIWjmTU6JgjpOIMPhtFRE/Ni2ibBCbHamNQcJmNds1gzBnxjIIYfPkUhCN0GqGMSVSK+eAnIS+6+i6nr7rGNTg0tcp0pkDW0tp50spPwZClfZuxqtc67W5TDCEJwhZw6Gtb6SmnjWZlWDIddLZFI1VrSRJ1yJG2x/M4cmRm4YW7TWjIq6LPEqkHXeKLwP6bCiYQglkyo8RzOvQ0Xk2T4SpxGRi7ErALCgt23QwtywusAgymOWBDhYUrZZHH0d3IMJJcEVshl+bo9HujIbzNv19aEwPjeqj5EYYzflFN0MDkFPL0YnDOCYWiabUUccKWmwC5d6o9mXO4EsWzYmQGRumXf07Fol15vkS1PvkhnQqG7DIzCFPhaSWK0ImODbgEfv2ZGAhNTzEDhWMV4NRVYvnHOcUbxyF03YM8agSoKjlcCVNL4FiEEeKcbbxSDs+7j1OdYHj4uG7FK3OUE4tP2NlHF6yoUEGmnLTBrkqIyNIB5gSyY10NYegZP7+tvk8Z0hHjjklfyfmnvFs3wbXzZ6dkXGUgtJ1mW6zthpeH2cdB0RSM1aRw1SdGfTZqRps3CJHg5fdS5ulI0oj+sTczVna9cQcthyqw9ltDI+OAJ5lUQVJU2mPMJWEzCU9AlqMOaNMhup1x2dmOLH0jFDoPPdoEK0fjpnNkYgOgdn+IrmNLaXcYNL5fDpIafhZVY3FW8bRcp9ugNu1+vyLEpk2nsjDzz6L80uaapnjfZtHq1OqJQykjWnMkDwf/8iSwZncCKOp1+CHyeuZ6pEEWr3P5OHYZ1qjuDYw6kLU8BhsYIahqJLFYLYudQYLY3mcUGyq6p5UB6qUWkCFJIUoK6mqztqwMUorbHJF4ywxFTE4ThJVSlNAzpb2h6MeZWeoVgMoKTcncFK6U5kBuFJuM1qIGjzjBzjjqb4e6pn/Kx5eLwSMSao3DbACfY/sXflYiYV7s35bawW0MqhYVqCaEQ0nrrohDiYzElHmZChaPtBLMOaGdt4wY25YIkeaMOJcSgK1sMoJ6desu57Vqm/77Pd7upRZrVZorYz7AeqMocvkYMFMCYmQZJqH1aPo63HN9P7IbKzT53PlGe+IRe40KDdSCc+6zJ3bli+e1VVOT2mS5NwJPH9XgmU/IyEyewaTEZ6OWWttzz2Y+oaAiRvhdOD0pahXD33zCAhYvfZRa6BuE7Im7lRaNFmICoqWmzyIiO1dKLWSXAc/2snSVj4118kCpJzc6ZvGF9Glu8nGvXyD53MjjGbqBdQ9FPdeUO/6gL/Miid74XUv9ow1ZkzjyQOJAlxJwip3dH22hglV2e/21LKnkEi5o2pBpSDVX+AkdN5FJ+uKUkZndFWfGELjdiuoeC2fK86INABULQpoOVZgHH38OBXclUZu6MUUgSeicH1e5NzeCPBoWgAVU6iaQhEqKs7cFKeMOyS7OPczScJYizkbqx5BkTqVPYWBK7WikihjpYzusCHsh+JerSEL1Q1avPc5h5c7HQs5rL/FlVBRb5ggs445TIbFam6NWq91pKpwfHpK31spSu++mIiVh5ydHFOGAiLsx5E6FotmZHLGRKCUkTra2DVN9XbDYA0xwnmY+/eqTBHoTOVETfD88znHIOZrdac3LZOxSW16Qw1iDwOF3c3i9z47S/aARObEKitPez1MqapWrqGYw+/bIrqL74VxM3h1QlriGGaIZpB9OOMyIXIKjXUuB+cOoxpoS5qNof2PVlZDolb7114bbY5EwMOmD5mNwf7MOVvU6lFyvMNzcpVYkQPpzWI0czKDEh7KFJoXIh+Y1SeOgkYE6t+OyC7qh0TydONjQiiMZaDqAFQ2qyNOzs44Xh0hOfHa3Q+z3xdqFWthhjEfU96AZGrZ03unIEm9GTjVVqaAeoG4ZMjQZVqUYUlwizRCaZZS0W7GyKw2QQEa52iGOyRAAmqrwd2dCtjDP2vzzSNyCXZkyyX4HZ4VFS9xpknF0IhxHEldR5fihZ/lr53Is9+PDKMXVs494pnyGofhMJoEHvVK5pzp+34GmbmyTIm+7+k6f03FvO39sAd1yHgYSQg5ZbLIAfFHJCB8Y6ErVg5Q3GAaszfGM0WGVSeDH0auOXZRliKH8yYAa3PyFaqjNO2Kp+tqToirdElKl/SAJ/AsS7Bmgea4zOfgnAHaivfnhmuGpx7kCWfbDmBbmeZbM0DX5uLrxtgcHnsH5pBtQ7JE2isRQ0ppniOdnKn5+aZ91K/h8J1RT4cF/GzEJNeLaa48Z3NPZn/Ftc4MZ9f2U95oFt4QoxntyjBj6X9pnbqIgDQFFmSMCPJxZmgYU6RMxmE+aSiQPMwvhVp3bLcjuYd+fczR6R32+4Grq/vUoogUhBGtBu+OVoBArQNpnCaHkUAykg49sSyZIP4E8tWKySl0KbecTk2eM22Ro3kATRmhLT9FdHoJtu3U98q9dVN4U6mCNptp+QffnhwKX+BZgPYSxQtc3YOfIEYHjsQg/VIquevNYVIrMWroBzQoyCJFeymv11kmgdx1dJ0xne252CNZ910zmOIGMQtkOmsRhjIAuV+xXnXkLHQoKYv39PD3oEZKIbHb782Aqrb3DiJatPKufZ1HhFNe0xASJXPoyQtRT6dTymGueubv4IFyNFOcU6br0qzN5bMtdW4jZnPq+t85+A8Shu0QNp+eTtTtmsEKuDWeW+inUkaCzdpygkw6q1yvf/TILo6fAumK66jmnEd/bctZGtoRx7xeynWQTqoVSdEXfPa5/1nGclADGoHT4e3SlgJoxxdBa+i+cCLsXXmaFMGNMJqbozVgF9gaUVdFrVYD3+gGpOPAq/KXNdUJT9cZ0+rQs4/vFMY6kkh0uofhkjIU6jaz3RY2RyeQV/Src1IH4/6S3W5kv99ZpwyEElAnFlHWEqxVb97u0FnD7aE9sForfddbGcg4Wp4IQCfGocyi3WA0SptUQkkSX7dJ6OcVdXxeSmOSpYhU8Ib1aoZWGgPzo/cs38wy7HYISp8zaPVyXUMGzJM1FOKy7NnW0XKeoVzUIqU+daCJYRjp08jp6SnmtCR2+12Dm3DY8vj4yHrV1tKUSzQ8z12edXayx7TfD/R9z+lmg1Zre9f3PV1KyKyVWPFayqlBg1BGrz/Clf/6AAAgAElEQVSd1XOqXjeclWHwxg465flFSlNWQJuTQPP4J+VkTReK1712eTpHKNcYk3UGEo42Gzabo4/Wo3xTy+iQqTneEXJ6uDYzKsVRqzmD2gyHOvTt6YAD58jgUeAQ1mRGegzyiGpr6VfKSM6JMrrjLdZjOIJiy6OGQWuhAqJT7lKZEIlSRsLJj20xd6Y5dxiN2t5B8tSme9v1q6VJVHDS5ORE1Opwrudlxe1IO9aMyP5GHapuhNFcr6MlmLbVSRxnbZ/bTUqk1FHGoXk9sWLCPGfiZYjEP3Hra7E6pFqCdCHc2Vzx7ne9i3d+/Hv4iR/6Xi7v77lXB1R6xmFHHZVulTnJa85v30ZVuLh4wHa3a7BvKydRa92e7Kl4Z6PA6yGiZffNrS4qmWG1wboRm+W9Uo7SmCjQ1eahz98hVZ8kKUExJd31hyUCZiSdLUnkSfUpAIlnQ8bR5kfOyZw2qpds1NYg39BHhyzFkQWPAksZPdfYIZLYbI45Oz1BRNjtdqhD9cnb0HVd5zV3sQqJ5zfF8ntaon+mt/gSIal1e2mN/fPUP3aeE7RcT23OVCmVcawz2n98x9GSNHXpeSSUmnJTptdzWLVGXslKWEJhx3nG5uHbzK8SjFwbf86J1aqn62+EOvqYi1Q9gA4bnDlb/UkcjoiSjCCSNQM0SxnM84dtjoRhipSNd1SQxoNwMlCpvopSkOF65jYlzedSq7edouG2ItTMWMf53dpO56tEBbOnoabxJ1GK94IO9PE6EUiY+w/SApUGGR/Yk4nMd/0YbyQ3Ypbuhyty6qzvZd8RdP+gxktagcMHWquReTpxr8C9ZRVn9gWhYDKiISnZze67vtGq7+97fuZv/00+5Z+6zUs//MOk01u87dPey73LHUhPFWE3FmrZIsMeTULfd1hfUW/7595KqrkZaAFPbNq5w6uxtmQdWitBXFRRSh1tUqlADghX2wSUnJ3tOkEdczCwoQriDbGqWkPmnLGGQRaJ2FhyK6Wwz55mqrz1JQg3EbmHIYt+v1VtQYEuG+wekRTqzk21+uFhGDk/P2fdZ4fQK+vVaqLxC+yHgc571+auc6jJUIwgJGiDzQo5m3I8Wa2s1MBh1wb9zlIAwSaXbnoH9vuBcfQaOoJ4k5AutXaK0Q6v74VxHBlm705EpwkaPhbF6M3pCmj2GqSo0a5PIVz6lCalF7m0/W7/0Xycb16ZQZ0ij+7e83oijWuemaEUEZjVWEZzdGs17Q7/jJHfoky3LwbUCS2fqpUqBaPkMoOFPX0wK5ezy5hmgcZYo9WjeIBTQfWwYmIugWjE1IpVyqpayiFaB7ZUVNXWY7et0DeDfc23C4fCxya0SoOKIOnJZvFGGM1NXjn0QKuPhMlrGMZLzHOwDuVSE1kyxg1KgSSgmlqoHTDUQQ2YWkieELrUWcSweTsvfNp7edBfcv/kgnd86q/iYRVk3ZFZQan0klEZW81ULQVBDXbSaB0laHYAwj2bTqYoEWxyRCMB6Yz8ZNtt5YwGQTdvsLfick+oj56/CKWlaJtUdnwjROWMNVjIncGKLSKVVqBunpbVWHlzqmde+pwYqtJ3FinmnB0xMLLDMEwdeyAKua0V4aAjb791ZpGpKqvV1D1IEGoZWPWWt0sinGzWrNdrgzRz4mq3ZdgPpGznHfYDu92evu/p+5793ohovXeKsqJ1UwAx5+aOd0qpsWOrs72TTPmv7M0YtM9sd1tyyt70w5rDl+K9dl0Rt05a4mQoqa/rCmQyOXIxnohuc8rmuM7SFFRPYZSRrl/9Ej/hN4eEK2LTx991tTfefI5kOTmpB6UXAY3Oj6Rg91iMDJZSniKwSC85bBnRZxhlgRbJgiFm0WHISGFTuVAsq3VYI+njmgUxcyMbElUAKSX0YA1RmXSVCpIP6y9BKKHc1PRf29drR60nc3TKmi+HNkPgbEANAX9TwLObdd/aaokk9+KL12GaRxDehCqQjTST6vwhujdDcePhcIU0FMnMbnXPIwnURNUrUlIqlc/67F/PT718l5JWzmbFe2mqd9WI1SqiMYGdN0cD9VlO0hRN1JT4PirN0zaasxvELpM1gy9AHA4jWsl9j6TEWCppHA8gF6tvjSbZ1ozd8ggFkdxYeBMgDNLCnUyiWsekA6X37EpONp+S18mKz52UsjtzXmoULyhTLk/EOubUUug6c12jdjLuvkiy/q+xfqtaBKoo+eiIdHLS0JKh3yOSODo6QtWg/pys72j0jUWkNeSwqGC6Fq3qK+XZfzlnZJWpal2MIjIYJxVNkCYmx9WjRtXWkUaBxCFM24wnk84ORWRK2XovW9N7h9/8HRpKZagDfd/Rs/slfLpvIok8c/M/vCkEI6qxFI40h+kA3WJCKJqDFxF9lKKpIwa+rc0AAcheW06DgJVpLVWzqerwuw+vQbNTPfPckYryGBwOnkAxaZ8fXD60BatDXaWUGGv1q/V6Zg73my+ufnD+gxz+/MYeioRD+AZkoBthNI9WvvqGev9VVfrcWW0hoMluYRmjk4hFZ3gH/hIvtkOfVG3Y/MT+E2y5LycnpIwm+zyjSBbe/e538LOv/DwlrW1FClWDSlvxLqDzglv3ztBGxUdkSsRXGOron9nmJLl5YdEsWxD6nNFsE7iWscHHKfmPKv2qN2eiVGfDJZDclkXQyB0YRodKIUssv0PLtYFNpNo8uV/2R34jZRwHUmfRzpw9mtJEiNGAisSYgKKQck/fr4wNjXfDcZZgwO8BI4FOzwToO/OCi9AiAFBWqxXHaiUn26srjjdrcs50ydafVa3efkwhclUVCrSaxxTsRrEFDlK2nGMqFbD+xLoLEp0wDkoZBeqI1EJHttRDhYo5gOrnMCexzhyyuFfEVsQZiopCTUTnIRFhHCGlSk22RFjxUphFpvs5KW+vHHAH115hC/sPmgHYVy0d8/qAilqVkmS2vJiZoGJmsX1vaqZ/KNcXrmaGcoTByv4s5yz01it73o8YfGUg8YxURrX60or6SIMq0PgAtsn0bC3FmnZcc+IeLTr7v6cGUCjGGUmznO7j5EYYzaxXgEE/2hjGidyvLALNFUiUrlr7O51Rpaut56c4/KnGKjXYMnmdZDZoYd4Pk4KQ6LVDdEWvI//gr30ntz7xk5EsbdWS6nnNbnaztVpT7lYfilAb8yu8ck/IO4afalCfLQdlOR7z2y0S6KgOT5MyoomkqUXNmoSuEzrtiLxVl1dEC7PKtMIAMBUUqzLWkb5ft0lvkEViGAeP5CcP7VmWQibvKt0mUbC8nmKOf5KePgt1HBmHQu4zVQtd7liljqP1ilFGa+wUHnUV+pQptTKOSpc7VDq6XuhXG7quM2dGkrU5RLyzhbFfj9drVJXToyObfapIrq0xRfjkFnO4QnLGbBCAjERhCixJQno7flWDV3e7LRWhKL4AfKVmpRZhlGKRbNK28E+r75xFn4Si8YgYIsKhwcGaDhVR8tKvnBJ9l52E9Uv6eN80EvAnzKIxCQekw5c8QlUZ62SwpOXb1TvxNIqh6xppi0mEYYimFC0lphOLdv48XlcOolHXi+8vbbyB1ITxSj7eQLva2ocyRZ2RtlI1RrgFD2Va5YSpdjR0WLvu3LW+0K0mWifyzwFgHQbRHYdIPxBneYoA4kYYzZOz4xZhVl/Y1vJ4xtzae4yeJOoZ8Rd/9Gngl6GCrU04OmxrRnQcR6oWao3LFZ8sBplKEjpdcfud7+YSaxRAztap31um1dliryJC168o49CgOoM73Kgmy3UGlTu2qxaQqUuHorZ4MYpKdZZk8miwejmmTbiUEinHEkrGwCx1b3VQ2IOUznH8cbTmCyJIKWxWR4gkxlqoVFIFyT1HR0dsry4PYL1nWVISkq83WrA1I4dhpO+t9WEVq3+sXve4Wm1Yr1Ykhb7P0BpZ0zSOFneuqrVITJs1R0dHhzmfuQJAUFGSptYCTSRZpx6PDGKfgPIj0Ija3NaJR8MbZ1ImJVpDYvCtb8v42rTizmuyxhjJ91cihHR1HtAfQUoL8sVM2bvRDKONQ34pJbo8LYJd60R0WiTcbZ8LVYm689aEnFnOifkcMnJaq7WcvdfJ50lEfhNE6v1i/aFGP+wWbUpqBnDOrGa2/3VDExB/q8UMtG8Gnz7OQUre4WiefggjeXCamVFWplr/xgh/CuvncXJ7P55WboTRTEkCZGe1siHVqtRxpIx7ZwE68cZzd2jcNGltkqIfq/r+Huuhq56xFPb76rnTSt97l5QqkKxcRGVA8wr6lYfsTA0AZJpwiJBrtcS0aFSIWHK+xoMwyMNaRgkJhcZU1YahmH61zwxNq86cyy1StDtjK1bYJK0+0S2SJvvSYJjy7VLv3VgsCW5nKdw6O2Yshd1ua/CtVs5OTri6uvxlfd43XSra8j1DGcndmjoMSLacoNWjeSMCYL3qqRR6Nw5GFHObkeBotWqNKU6Oj1oz7jB0AaMCUx5SBElK1E8FMqGxQrB9DCLXmNSToYwoE2iRJ0y5n3Ec6fuOfSxG7uVbgpIFOm/JN46F4tBgwG9jsTrQsYzXShAegVoIU8s+SeQuc7Reu3GvrQmE5Efs+wxKxEbV0YdWGgItfxgOfJrl3wIFi20lS4vUkOQsf3fCZl0A0sGEshHYVPH0AtqcmzYXWwQ4jzqdk+ITv0V+SKwON+npqq2D2/UoVuKY/vdB676cGhgd54veyMz3i/zrtZB5Hn3bDlMkG6zaeW70UXIjjCZogw/CpiSE3K/oV+spdL8OF2AM2FrCIxLrmK+DF/inxqTtk7DOZsAkrWwS6YjWjlELuex5YfU2fn6/Y0gK1cP3GknvqGl0+C0JIta6bJRxuulFzTb6Q+zUADRSbsntcNUjB1kx6G4eRcRkm3Vqw9ajO/TSpv6JU8u0Lq1Za0W1UOrg24UkI5tVppMVYFH4drtl0y3KCqwzT9T9Sspx07nc7szzHitjNUhMSZRa2O12Bs2OI0d9byhJNNeoyunZEYKwWq1YrVe+8Pjoy9l5CdIsahQ9VB6mt8whcszBIsL25mtTpGMZ6aKut3n3s7CCgM+Sl6VYHilySzln1mtfY7br3DGAUYXRmYtNYYohOKmGgp2OP53HYTmBzqNKgFXf0/cW0ZQCyes2NS0sbqA9r4BYw2mPRdINIp8bGrvPY1Vj5RclK5becVLP6MYgUA/mjptOzVeCAHYIxT56mI0J23oXOzEORaLkHDOOCddbyRx89dKQg+MdXv7BOeI8r98+LTA9Z+ZOgbg0bgww1SW3CP3w3E8jN8NoFvNgFGzh5HjxMCXShxdRvTWdezL7pA6bttY40K8c9wdjME6NoOOBgpE+yJWsHTVn0r7yk3//7/GJn/XZvLi+w1AtF3q53bLb7hjKDjXKEGUsnjP0SUEhdb1NwA7QbPAsFVu2zHOo2tO4brPEeK0jtQxIymZgpQMRugqr3FHGMdIYBCU858w4TnmFUL7GsBys0TxCZo15jtaCLaVETrb6xTiMrDbdAou51FLspY7m1GrKZb/d+8uXKQpjiVo1pTvq2G4vOTs7pSej3iQgibDZbNj01rBAa6UTcW6QtFIp6wlrjlmt1kxhiipsXJELUiai3MG4Pa/fIFGiaUBmYjk6lJoSnXhdqJfH5L63ZdGqUsdEqp03GRHz7Hvhvq8bWkppy3olSWg6XDkiomgzrgYnJkn02VoFgpGfOi9lGMaB1WplBLml9AmwIiWAinW4ARwOT+35VqlT+1E9JOmkZM57lGAAB9AoCB0TlKsaBqy5/jMj6Ht42qiKlb7ZXJtSCo6ZGUu6YjXijoIgWP2kDzacRdt3Fv1dizjxaDfG0t4Dj36jo1l1Jdgay2NlVo1IpdM70wJeXm8oAxJ+I7kZRnPW8kjV+rsmfyhKZUze5EBNyeSUkeI5FyACbnHcW8UeSpLs3XWinZxZnlpqa3BArnRVSKs1L73yIT7jZM12GOn9WB0jQ93T5VgWKZFSYdUZwaMoNj72KBadRJ9H0UrKFkFYKYPh9dVp412fWeWOlDbWSLu6QmoTpTqBxxiUg8akMWM8KcOAFAzyzdmaHYjfm1izDs/FWs7YySGPUMLPrngdrdhqJ8UJL0HBt7yzvbSlVo7Xa0SE4+Mjjo83yB4zpF1ntHvsWeWcSMGSLQXpphxfYurs0tYqjNHMcp4RjVZfRSfEeACgBVargDxx9mxAeKbc9sPQug3VaPSfEjkJQsfl1aUtNSbBoCwoI1WVTdezr6Pp1oQvWCDUbKmAUqweNeepV64pTcxg9h05Jbqu805IWy99mRTnIWXj2ZUW/YQRMcVInUeX/ndKU/OByflSD+KmiEuwedzWM/VzZRGKWOlZILISuc8Y0Ky8DmiphmmdyuDvhlMHT3qUkeKqOqGHlmlILW8vOBmzLaXn5SB5QiOjhjR4RS2XL1MQEVH6Afx7PT/KNIb5/X+c3AijKYZBmQSNPZLeqhQZDb6NAtzou1qG9nLaOmhOvkmhfBRN3nR7DmUIDGVvL3jyhutk/vl/4XPYbq+QLhuDNgmnbDhZrRmKcrnbst3vra9sHcg18o+Ve3df4+zOCzTAPfIKHiVmERJ7o+R739ckIyuppGRKJeW+OWVj8UiAzG4/0MuaoRikWhBb+LhureFBFWuJ58ZUtfeeoxV0IIsTjkQhV8yXGCFXEtoYvs+6GOwFtQ4owna/Yz+MlMCa1NiG0WtYteMsHfP88TloRXqDGXuPqFRtWacoLdqPezeoNrdbgwF06u4ziwqj1/CcADSXxhAk0eWutcIDENHWsCDKErJvH8ahEUDi/SmxwLl4swE7COornViPWMvpdmkOAYOME6lpIgcZ0acTofPrtFVbOs/B5sZ49Lu/OG8zOcjzzazZ/8/ee8dNcpV3vt9zToXuftPkkTSjHBAKmJxWgEAYRBBRRBFswNfruDit2XXA2V7byxrj9fWCF6+xiQauEWDAIANKIAYhFFAYSaPRaEaT5039dnfVSfePc05VvSMQ/uPaDFdz9BnNvKGrqrtOPeH3/J7fkwLlMMkpRnAyJRxE2oRoUKkkp+c6QgSrzkNEMlZNmGmzwJR5pVqhb1/0kOtNPIDQ0hLb51xkb8eyfdiuETl8yOWE7zvvG8whHDZlvl1H3SUC+fa9JDEGn0xwWw9Ox47/aB1rp078ryEEHRtOU9nmRqiENssgqA6SQgiMcczOzLK8tEChomRT3hIoBDR3xUtHA0bECF34iBAIgcSSZeDReJGB1Vg74oRNG5h3Fi9NbGivyHKFs45CacoM7KBkcXGRSuRkec5kZUieKTauXYMs+hgRejOlDpG3LPtgNWVRogrwBHHuoizJ8wKJxOo6bDEfjLUSoJTDuwqPoC/BFwJH6FGyzqHyAuMyrHVUdY0xdYT9Om0MSAa9QaO4EQgsJujupk1jHN7rf+9bfkwu5wOyYU2N9YJMZayMJ4RZqKvrvqF+rsmKjLLIEcrjrAmKPslZdR7WhtzhWqWdJLiupMKmvs7VJwE8wnfqnp1lXdCpRSRyho99vRKpCH29JqA4zYQKEZR50qSTNLou6CRHYk8MDMJrgrMUErySSJWjjQ4VlRiAZkWOd6qBtNN7LXJFEZ1k+lxC1BsMVFEUjeM0xh53mnF5EXgO4rtUTWzUjc4aNjNNv3n6RpfVnAYyi/jvVM7pZmqBsEjTS+yT423g38SYDka6i3aoJrtLZJ/VMKiMtsdFze3mB12n3lx5WInIFM11m7mKjr+2HpEllng8p5TtQHbRcOiiW2jbUQStw5bNa/71vI5jwml63VKHEYHJp7yMmyE8zArPnTdv48yzzqWUYPUIIXuhP1HkBFq2iewq0fkgfXs3oiSdjOFSiITidAkl+OKnP8kzX345C9UEJYtGfgzvqeJG83j60wNk7XDWsHbtDNQ1o+VFVBFqns5YMi+RCEy9jJKSaukQ/akZ8l4PleeAp1pZJM9yirKPtZZM5hgyrNV466NYu0fmWWxsF63cmZDUxqK1Q0wNMC5DqgzrPNpojK5Dm4KOmqEqwGJClrF2JvAKZMEquO+RvIzRaGMpsiz0AztHpjJqvboCkoCELM8o8zw4qxCpxN7L8MSmek4gdJmm9cLYIL8n4nSQBB+1yJuPIEuMvGMNsZGyawxjMGBlEQQZMqVa56TCeVWmwnST6NC8CcFcV+FntZOMAamNmakKWaz3QRdaa421mjTbGJFk2AAfWriUlFHDtiCPJLNMZVFpKASO6fPsCpAcd5rtEtBouaYMMSKPD4U/k+MRUXrVt5lZ8zoRMlUPUXAoiRIIbEQrrO2+CFJBs804g9cK19DO3xTNC0JQlngXQaygzVulaolGIVvu9Iw28LxvnJqNJB/nXSPknlYQzHCNQ0+s9RAMBGWuJvv1qzP38NZCTTgJMTTH/VfswWPCaQZh7BQ1dNQebKjROSGQKM47/3FMRsusVMtkGeROo/JeAxmEDMrSijAFhyuEjwSjIFkWuhXDjRDRAQkgFxLlHL3eNEbrKHsXP2QvkcKhvKdQAmGWEQJyFFnuOOOsrSAqyv40mzZtRVjJzGAOJwwIgzUTyrJHrS2H5+c5vDDP4lLNynCF5QP7mdQ1WV6SFwNEXlJpQ28wFQTXCXVS4UJfqIoaoaUUrF2/juHyEj7Mw8FKH6TRshxnBUWvT1H0cYQWg8nKBONtiOxVGNbt3HElFiCwD4WIDfqhxlgUPaydoCPZJVMK70PgpYQP/ZkusAWLoujAox0j13G4yVCl2ouLEjurWptSnTk5zZhlJjg0wMQWvKfslRQqEseiwxYiQPHW2sapJSOSGJKp9Sq1iCTDmhyuysJEnOQAnYkcAiWwWExtm8TBdbIckJFsJlFKoES6ZtPCiaITCLg0xP04PJuWjylWo2nd+Viaxv2IPyaHkcZeOe9CmxvEbC7ApS5+3Z6EhxwjnNs3GWIzWUmwSshFRDnH7v3q+vEuvpLm+wKNKIbsePPUVxn+dqtf39TF01zlFOi1DhfR4jkJdTHGrEJ5gFVfp+crXEsITFK7Iv+KLXhMOE1c1UIFQuK9RXjZsMOkCJnZZDzEuYo8E1z83GfymDM28Nfv+yBeTGFEn5oMiUI10Y8EGQ2gtLgsOB0Zs02BwDpJISy57HPRCy8DrRG6IveOQoGZjCiLHNkr2LL1FE7cvIHZfslMUaB1hcBQ9kDK4Jh7RY6e1IxGI/o9cGQsD1foD/qUZR4k1E4eYOxJOOeZGaynNiYoGSEwXmNlyEa0dYxryXhS8cDuXeza+SCjlRUG07OsrIywSjDGo3WFz4FiGltNyGSFNZ6ezJCuwozGCCnJgDV9RV70cN6zvLyMtpD1jgtlA1Q6aPvmPsDfELK0suiB1g+REasmo6jOY5EovLctkaGpF4CIWqJhqoNrHnRlVcOYTVldeqCDQ7HxdT76m87fhHppWZbkcXRTylyTpKP3HmvCYOlEoPPOU+u6mYTSGr5Q286zMG1IRBJRqrtWVR3REEGvyKk7BSm5CsbzTbaasuegXLN6qHXKbkOc7PBOHneacQnXdT8tymFjmUllChMTDA9BtxogOqSkn+pcQibao6VDdpV1gEbWERI8mhxqi5OGXE90fjfCoGmcSFrxHkslH/LMJGfdbbeSUgUkptNSklS1utcPAi9sZ9D0akg1TBILZQpr01i/dNrgdH0kQ8mocZ6QoLZ9pjPi7HusY8Jpqiyk1pkSWFNFZqsOEb0IYtkCSa/XZzKa4Kzh69dey2lrL+H1b3gN73//h7BCY9UAsl4UyQbvXUBtvQ9OMxbSZdwUQgCyZHllmXUzU9hqQr/sUVVL5HnG5vWb2HrSuaxZu56MikwJyjwjVx6lNL1CAsHhKJUFKFn2UL2SDMV9ux/gztu+RW9qgDGWosiZmZlBSsXszBxPeuKTcUZROENqKnB+NhJAwHtLZVawLufMTedSX3g2QubURiOkpK4Vu/c9yI6dO7hnxwMYslDrLPrkWYFQCotFyNh+IMCLAu8MwsNMr4cWIg6EPb4CUxZyEduKCJJgWpsgoAEdA+Apy17oi+xA94l05jtOwkXCWFJGkTJks9a5NmKGxlH59F9qa0qEB+exMXKv6oqpfp9eFANJRsv7qCzVvitEbFxoVbfC8a0Jhir1IQOoTCY+R6iNRlEClakguEVw5rLIY8sCbesUnZYYER1kjOS7Wr6wOtMMknzueJnge66YAkQ0IsH0AZ1zMSCSTcaWApVu/bLNBUXjFH0UGFAiqAel309ZaspgE2SbwM02a/NRo0U08opCpFFdvoFyV72TeI4UsCUSkhKpZODj9KowVjGx1VvYWKwqv62GqWnKHVLJ2BPt2v5iAlrirA2ypZEwlJCgRkji+5CBjgmnece2f6acmmVmbhObTjyZLJeY2iOVwOgqtGpYz45772fLSSdTTzRL9RghFMOFRU45+QQe2HcYX3gqPWlrQrhQH3SBQ+VSWh97eELfZ42oK1YWa+749jZeetnL2bx1M72yR65kIDMoQyGDVr8SjkwonMiavqAsCxMufBwDJUXO5k2bec+7/5g/+N3/hnNgjGcw6OGcpN+Ha6+/jk9/5koufdHLQeZtPJllCOvw1qHI6WXTJPUeY0dYZzE+EDvW9nPWDLZw3pknYy8xaG0RqsfIZMwfnueB3Q9w8223gFRYldMfzODLCS4SR+pakqn8+AjquJTI8MIz8bZxenme44RDkCHiWDURpQvzIjzgNsKlUqqgFBVrjeEhDI5MN+KtNFJ8RMeUfi/ptqaMzbs0GcRHqC045AQ/lWXZ1JBMHchcyXC2CWTK7qJGc6ptNllryECdc6hMNUa3kS4LTXdAgKZtI3DQZkRtZJ76UP1RGbNrCEcJ/rO+HTwQWqgeOrXi+DpqBfS72V+N+IGI/ZSpnJSE3L1v7FxymE1Q1kCdnqYq2TjXWBuFpmc55bzOhn2S6pYh0Hcor9oSG6QLDTVJmxY2ybcAACAASURBVKRD2/fRljbjkRPMKgRgYyuJXIVeQGw7oQO3dmqa0AZw4T3EoespkwzFWGTUg27iCC+aaVg/NOzZWXeYxT33UK5sYPee77C8NGbf/gMsLi2A8lS+pswLTjv5ZL7y6R3Mza1jenoOPX83P/m2t/GaS5/Bwkjz4f/n0+jaszSuWanrQH6JEBY2RDNFr89kPEF4idGa9TMzPOr8C9k0N8szHn8+c1N98kGJVIpCKoT0ZNJh5HTQlJUKKyQ5dWg3SbWH2MvkvEPJjMXFedav34DWhvF4TFH0ueuuO1m7dj0zM2s591GP5r4d25kuFeMqQiEy9F7KXDM1VbCyMqJ0YXivKHIOTDwb1mzm3HOewMLSPNt33MRUv0Q7hZQ5PQx3br+dc855DGdvKHjsKet53pPOjJmkREpFLaapTJjduDyaBGq3Og7PAsmb0RUJ0CbW4mJ9PDykgumpKZSoWRmNUINBYAG6KK0XIatUXugauGCw4kzVo2CrVGdMD7kj/XFRM9ZR1zVKCvqDPr1er4GyALqZXFptPfS71RHBOAt5mDLRtJ4cdW0iMrG7GaF1vgksXKx3+egwXXTO4cXhupIggrMWi2+EEhIBaXUn4CN7uZiipWAK0v1o4UVI5eGu/WkTsO4+EBGXbbLPjponKUv0bb6FJyqpBcQAF1qp8B6BjAN8Yi+5AyXC91CrlYoa8X4pwPmOU3LNAIA011cK0WlBaXt2mzKjb38Gaa/FfzTv+6j9E4O/BMOmzHNV8bKtTsS//EMOc/Q6JpwmWrN2eho9HrG8OM8pp57G8y5+BqPxkFu+8228CIpBZlJx0eMvpK4Nc2vXc8rm9fzq23+O5zzrYt7w5h/jza9+GdNzMxRFzrAGH0m1gwwO7j3M3iPzjE3BjvvvY88DD3DiltPZMJhjUBYoaSkHOb1SQVailIjiCbGITiABiQgpBBm9FiJJsJsQshn2+pjHPAZrLXmc1nLqqadT15OQnVJwySU/Cmi8k40SjbRQZ0NqO8XeAwv882e/yNxszkXPejqD2RnG9RH+5m//kttuv5t+r0Qbh6gdRW/CcGXEbbfv5LKX/gpFb5F67LnsxU/h3X/xJ9SVQNcVOYq+mEICG2cs+JUf5J0/plYWdS29h07uFCZ0RGZeCpGt0ajMk2V5MC4ushYjAzWNY2uIG13Hlo7sk2EKyIeIWYCLo+i8lFgTvxZBB7euDbMzU/R6vRbW7ZwnObymncS5xmE2EmcENRgfv151fRGOW13XCSz2hkARM0fn2rorEFmYNIQOfCvWnQy+9x7jk5BHOobHcbzlpFmCFl0gQZipR5OOIpNqX/A9lrOuUWkSouMjOjJ2trlHrVB7Ypc654ODEquDGu/b/dagG43e9+rVBIyrYOUWuw1Ex9Y5pgBAyMQY79Qcm/M3u7/5ugn0UvLa+RkebDvU7mE+evGwP4djxGne+K3bqOsJSuaA5O577uOL//wltKkpywywCO940Qufz9VXX0u/N2D7Hd/hxhuuo18UXHfNNRw8eJBHX3ghm07Yyoa1a1HSMjc7zey6zexbrtn2zW9y9fXX89gnPpW9B/Zz7qMeTb/fp6cEeQ5CSQaDdYwnEwZWoO0IikGYdCKGeKZRKHAWhceRxaJz++CHspdERuj2vPMvWAVXWGvJMonWY5TKWLt2HddffwOPe/x/iNJsjkJYMrGWM048l6w8Ae8k01N9xr/xfpRY5Lbbr2HDxj7/7Q//kBe//DJ+/qffxOMeexE/8VNv5cpPfp4zzjkTqSyf+qcPcu7ZZ/KCS17Mqac8kW23/Qsn9Kew1qPrUJtSxQBr+pjpQz+oW39MrX6vIDOh1ljHpv5GjaQb+XqP0TqqQlmsEwgXSgjCO2RkkCbHBdE5dh50IQQ2Rb9CRM3ZjlEiyPoFTVmL1jpCYxm9fi9Kz8lYF41HTRpmpH7QLvmmdZAuXlcjTeZ8gKBduIbVBCFCahKhaWMtxpqYlAc5yeRgLa2yUfta30DEwdg7amOwxjSZq3MCcdxpNisxYVNNMDnOtJITXTWrulvDhGbfNizceK+T4+weMw1X705JSTBnaEmJTrMj33M0ipmOIWSC2Tuoh+j0RqbXydaJxstvVgq6ElnHi/Y9Ay3knJ4f12oi29hC2K1Txn+ExPqoLdZA2D59Hv7hYhDgGHGar3zlayPspJieniYvSnq9HsPhMnVdk2UCbzVYw5vf9BaM96yMK7KiRCKYm55FCNi1ay+33bmDycoKpbQo6fmnL13D/LBm7YaNPPGJT+YjH/wg+/c9yB/94R/yhSs/weLiClu2bGXt2jnWrVuPyiSPOufRSGVQ1iFFjsz6GOexPjST+zg+p2kBIEYzJgM0jhqVwZrZOYyIhWfhsNogpSXPpiKlW7Bt2zc4//wntMw4cqyWvPBFz+fKK6/is1/4JI973LkcXrA89ckv4NGPuoRtN32Fuh7w8stey0//zFv4vd95F7t3T/jqVVezMH8fxdQpvOwFr+RbN3+Oj3zkfTzpqa/iiRf+KLvuu5q7d82zefOprNvgsQbs4gK6/v44/iNhTff7OCGo65qV2lLXddPHlctkkVqDkud5+FqkqSEW5QEZDY+PbFYfYaj0UCZYTIhWJqw5bvtUmxiN29TLqSS9sowDe2PR6ah5qC5MjG6co08ZZmJSdr6npGyMV2g+b2caNj1ugLMegW1GLjnrMNbFvsv2GdDOhJaVZOSIilhNJhKnDFnXZpiOmKGY7wuLPVKWjBleV6GmEcdIGsMd9rLzDhUFRaEtAyRP0bQV0WZtUsjOxy0a7fTmqBG6T4IYHf/WVkEFgVxJ+p1QxkhkpQSLpuN113cjfTVoSXzPyTHGDdUcr61TEkoX+Ob3m3N64mi0o5ygD3Y2EfAa8XuZ0vDVz+B3W8eE05wtC4xSWGcYLx5mydSUvZJeb4pC5pSqoOj1mVszjbUGY8HaEBErVXLo0DyDQR9vHevXzuLXrSMvpulNrUXdcC9nnLqRW2+9lds+8GHOPOsMXvjCl/EHf/JnfP36r9EvSzyCLVu2cu9d2+nNTPNLv/hzvPQlzwen0XWGcCBk0JkNFRmB6EyZl3Ggae1DtojweG3p9/rI3DOpxiFziKzG6ULg84ylpUloN5GaTOY4J6kzhfIr/Pn//BP+x3s0ZlizsnIQpSTGLDGz9kT+9F1/xMXPfyK33HY/l7zgefze7/8FV11zFa+8/EW8850/zdt/+fe54fq7eeaz3kK/r+hNzVD7CWMLL37BC3jPX/4lX/3yl/nExz+DQnHzXTf8gO78sbVchAsDTBUi1zzP0VqDgCLPKIoiyuDF/uL4kDnrQSZtWtF5eNt2i25ztbAd2a5EvonEmmTk0ozJXClQGbWuKaWnVKG/2NkwdLgZLh4hU++C+HoaMOxsmMxiYm019PKBwVGQtTCZ91jdheDCv03ql3Y2QrsWE+uv3vmmNumtaEZOJcKRTbB2Or6zaN9h8rrggI87zHY5F9s10mAA2lpbV64wQZxN+wQ0ZaIWIW9cShPcNfcjKg9JCIOibYBsfXJUyREffW/ifpFSNqWEdG2h3m2bUXAtESk6vViC8Kne6IOqXqSJtRmw79QXVeot8GEWcEMqCjrJ4uhr9G3Q1l0pm0wZeWovaUsbbSb9cOuYcJr92QFJ6gvmVhEWFOCtZjSyrAyHTOoRHk9Z5Hz205/l8ldejrSWlSNL9MocxiMqK7nuthsZ1YqFpRX27t7NW37sx7n5pm9y+qmncvO2r3Hn7Xdw+lnnsLQ4xnrBpq2PovID+oMpLBnOC6rJhKJX4IQLm8q3mzXVMQG8b8dz+ch0FcoHQWovMdZEaDbI3i2OF1i3bj11XXHeeefR7/UZT+oQHekKj6We1BxZGnLqCSfzx3/8bv73+/9vHLMYY/j7v/kYt929jQse8xwO7dmH0AuMViTv+O23ow/O884//jUufsqr6Q/W0J9zjMfL/N3HPkbWL7nvrtuozTyXPf9J/M5vvp09DxzGyREw/QO7/8fKWhqH+q5SClc7ZFRjEU3rRZANK2RwqgpPrkAQYdDaxkHgbV0SOlIbrt0zMmabkR0Rjx01a6PjSa0DEIQLsjwLuraiNZ5NFpdg2CizmOqNwUmubvVIkLEUqTYfR5l1IDAgGu3wNqQQDRSWzim8iELfSY4ve0irjbVpoHB0mtbjRIM7xvfwfRGxR9Rq6oOepsbY3OfGBYbxVs64xnmJ5nOmqYemhDOhBo1gAYT4XsX2qFhHDb2SqzO+dOx0XQnONNa0RJvOyrIsQPiiPX+XCBeyQBEGnPskbxrfe8dhNoS4pEyUCHodCPph/VvnuOn3YxzbsrxjZp6ki7rn+17rmBikOB6uMBquUI3G1OMJ9XiCqWqwbV1GxykdvbLPzPQ0wjqueNUr+NyVn+D+e75N3lPIuQ3csQDv/cSXOLAMd979AELA+s1reM///CPWrxtw2603cvf2uzjplNM4NL+IFTkTLaldgZUDxqZgNNLkeS9MChEW63UgLcQak7UOa00zm84YE7MUu6qnzjnL0sIhFA49GTEeLmJshbU1Qjh+4zfewRlnnsVwuIyuK6pqQl1NMNWIg4cXeMvb3sYfveuv+IeP/SPDJc2jLjiPl1z+EvK8oD/V46lPexrv/au/4NWXv5yLL30Bd929ixrBn/7+/+CkE2aZLO/mt37tt7nmhn/iJ654DT/7H3+d5dER8tn1POu5L6WaVJx27gncdceRH/AOODaWQ2K9wEbKftOjqMJ0jrIsg86sEOCDoL6MogQqU1FFJ5XxUhZlGhJOavVw3scpKjaoU3mH9R7tLNpFdilRBzYaLCklZRH0ilNNNNUJ01T7xlEZE/aoc+g4yivs37BXa60xNrZ8dJ4xvG/2dBpm3CVwJEg5XU/z/qMatzEWXRu0Dn9MHAYbnHH4Q2yx6Ro+mUTrj6ebAHGAfAqaQotH2otetOzabj1OJmg/7r2U/YXjiMYBtSzbwAZ3rs2wNm3a2DhcOk5l1TFSxku7F5qVgkTvmrp4Q/5Jo8BECjiJpQVwKp6rE7Clc61qn6ItHTQBQfMe2/3fBKYEbRvpQSGQTSkgZNg+isknstS/dh0TTlMJSSYCgWC8MqIaT6jGE6w21JWOEJVAT8bMlH0yCzP9KVRecvnr3sD6085jzxBuf2Cez1x5FdXEAhWbN/UZLR7kWRddzKtfeQWf+dTnufee3ZSzm9izaNGDE/AzG7nirT/Hzv0PMlKOoV5BFjmjqsZ4mNQaXWtsbTDGYIzG4EA4HAaHwaMxrsa6MdbVaFNhnWU8nnDP3XczGo/Isoxer4dSCqkUy8Nlev0eMzMz7Nx5H+PxmLqu0WaCrWtUNmClUnz8U5/kltuuYvv+2zm8POS66z9LPbZUVc2OnTuYaMMv/fLPc/8D9/HLv/hfGPkx11x3I6bosX/+AL/9u7/Pa17yEm789peYX9Lcde8yP/9zv0ux7mReeNmb+dIXb+W///e/+EFvgWNjiRxPhnVhzJqIYhjBaUpyqYICkLNkArw10fikXsUAXaYCkIisC+sCecZogzY63Gdnqa1B2/B3ZWpqo9HWUOmaStdBMzYSkqA1kvig6qO1pppMGI9GTMZjqrpuHGJldXCY3mFc1J7tqLNkSqGi+k+TGR5NxInGM89zVBbUgrI8I8/z8CfL40DpnLwoUEWJFRKLxKsMmZfIvEDmOSILf1SeU5QFRVGQ5UEPOYgohF7n44vOPQlbKQVBqTbdBDPx95ueWmgdXvojW2finGvamLwICIqwwXHayjIoSh5z3nlxn62GclP2Jzv18yYr7Dq7VJ9nterO0e1QIqqpB+a5b16Tlvdh2o4QkEWHJ6yPAUKrQCV9JPd0ArpVyMtRzrVl4YomMEgav+k6v594+zEBzwoX4M4yyymnsjhKKWyWoigQQmBszXg45O577+FRZ51NbQzCK+7ZsZtTH/1Yrv2nL3D3jgfYtH4zg6mSXiE5dctW3vErv0RPTfGev/xzsqzH1NQaDh1agKkNeAHLwzEf/MDfMLt+DrzF2pqFw/vw3nQK4DEKJ5AiQjQWZta1bEHRZBJAwy48ePAAZ599DhAfAmcREoajIb/127/DaGXIfffczaZ1m/G+BllihaFXFigB09NT7D+wm5Eekec9LAsoVbJn135UXvLgg/tYWVxhuLTEujUbgYrpQZgeoUzOSr3EcDJEjxWbNp7Eu9/z53znO9sZbJzjvl0HuPa6bSwtjX5wN/8YWsI58tRbKVvyhWg4FhbvRNwnAiVFIP/IkPGlFZRxbDRU0Uh1HFMQDGgj7/S3JQwUULGe2rBdnUNrjbEGXA5x1mdQGWr1Y8Ncy7AHzVGQXjcCz9O8z2hUGrYishNxtwYsU1lzLUmKL9WYPGHEWe49XmUEaC8xeP13MWKEZ0k6hMhwwpF7scqhP+LXUbBicoaBRSrBiygZJ5ILXFWT6+q7dvsmj87jm6HN3qOyjPkjR5hdM4sgyHhmcR92W4i+22pqm3EdDdemzLQZzOJ9IMAhVykOHb0CmSgEo2kfS1JLn0wnC/u6VYZvoeVUEnDtIIJIKW7fiicIybvVPaYPt44JpxkmRAS6vIuwwWg85siRI0xPT1OWBVPTA9ZtXMf6jevJ+1M44/hf7/trXvvmt/ClL3+FCy54DC992as5+7SzKAqJUprh0mFWFhawPcsb3vBGzjv3fB7cu59v3vRt5scj+kWPQeZYOLiX6fU5KM/p55zMSy97MV5PqCLRQkBTB2r2gwjC6L4rDtyJVLwO0nT79+8PhsmGxvTAuAzi6bfcfDMnnLCZ++/fyROf9GRwCudr8JpNm3ucccopvPo1P87evYuoTPKcZz+N0045k1//T7/ADVffyEufeyn3734ANTtgy+bTuPg5T2VkMv76PX/K//77j7P//gd5ztMvZd26k3jm0y5lYWWFj1z5aX7s9a/hJa97Dbu338fjn/YMdu3Z/+97w4/RVUpPmCcp0FHP1Zg07NvhvABjkbGvEh90Lr2T7QMb/58yA5eyvE5NMTgQ0djGpPWaYu30QLvIRsRHkpAFIwREoxFaR1yoEUIsE0Tj1ckgk3MUiDg5IuxTYwwiEomklJHJG+UCO9eRvvABA27g5EQqSudUEnqFgjjCTqdnJn0qHoTPHnJdZKln87g2FcQaYhoHF9KojjFvPWrqk0R04UwZZg/HlZyNkGm6U3e1xxIxAZiMJ8zNznJo/giOVlc4icevOm4acPBwDvPo08XrJapdpVmzq1tgOtlg5zUiJiapfzT0Q8fALaI6q/osw+McB3MENq2lDTJVrMlb644KUh6+THBMOM3DC4fJlGJ2Zg0z0zOMJhOmZqaYnZuBWJMByPs9huMx3luGKzW/+Xt/guxN8agnPI1BJsmdIcuXkOQ4nbF5/Rbceqj1BGMqXnTZc8lUgJN27dnF7XfewdL8EifMrePM889h4+ZNzJZlELQWwUhqZ6GeoGzeXK8UFpXJJqLukjKAVQ//Aw/swmgDMSIPhIlQLN+yZQtZJti3b2+EPwzeGGqveWDHLn7yrW/kjW9+G94oemXOeHKYt//if2YwyPj4R/+eb9xwA1Nr1vHzP/4Ktl37ee749lVc+qyPYgz8zFuu4H1/9me898//AKEkeqJ51WtfSr+6m9e/5Dm89/d/C5V5Ljw1Z90Vl/773OhjfPX7U40zQUikEKg0zstYahtaUMqyxLhA3AmzQHzDVkzwmHHJca52EGmPaBPrLkKGB1sKMtnWghoIKjIPrQmOstaGXCmMTXVMcMZFkk2HhCPaf4sYXTsn8F6GsUs67EOpglC7J1L0k8IK7X422kR4NzhBY0xgO3YIPx4aR9pAYvEYvvO70snm5w0RQwoyoeD4MHSgcYkIEQKnTKkoQNDamyazjAGN82GIearPdQ1/lyy2is0qRegMIIwHWxqtII4cYfPmTSzML4AQjapPOk/q/2xk6NoLbohiycGFd7G6hUTGcVxKKqzwq67taOeb9ok82ln79jNwMWrwhFYSFyFk62wg9MlINIJG2cj7hxKs0vm6BL7vtY4Jp7lp06YAObhAhpB5bP62hkxBb9BnZWJYHjqkmqWXz3DWBVspev0opG2Q5FgpsGRkQmJcja/BG0Ov1ydXRdwslsmkYu3cLE970pPIspxeUVAbDcKzPBoxGa3Qn+4hVVBdOTpl94SU3/lAdIAQqaUhr92w5dChQyEat2HaRDCKLSJRVRULC/PU9SSqwwjwDms0J66b5WUvvJh//vxVVNWQG7d9nUm1wPoZSa/MeNtb38TGrSdRZhn/9LlPMTUoGI8OgxPsuOsWrvvqVayMlih6JVp7KjtETVW84vUv4hWveQXWVMwv7Wd6uvfvcJeP/VWb8KDJLAevV6ECzjmMBiEkWgeFKis9mWghSIjPmwo9i8kQNPVC3zFlqc9OxChf0DZoJ0EEAgQcvwi/68An2CzWuEwcE5YIJN55XKxlNf1wQnaMRBwhhcdp09YUvUCI1cYWgDRyKh7LOIf1rVNuYNcORUIkZnCEhlPty3VflwKKhzQJPrJXQiUSxJiE8RuZKumiD4vQZfxqlfIOUdzAtw4MVtcfm3/HhNN5QIWh42unZzgyWo77s8342lpre40JcndxkHrq00zSkl4I8jzjtDNO5uzTT8Vbx8EDB9l2663R3tE65bQX2oJtW/LyvglKHwKj+ijbFwMGKSUm1SnTxxbPIUWYeezi55ucphQyTi36IZhy4qPupfAW4zRKScoyZzwy1F4yGtV4VTKYWcPa9ZuYnV2HrlciSUMhpGpFpLMw31BKgVKKw4cOodYr6ETeUojGIAohqI0Ox3EglKIcTAcj4xxCaDAKlz7IZEdsp0JOu9EBbDQuUuaB4FNVjZEr8zzMNiRBHrC8vERV1dF4hgxWeIGerPCz/9eb+I8/8TqkLDiwZwf9geLxP3IBg5kBzlmGboT1BV4usTIpgsi9s0ytmeHwcB8q80yWF8nyPg7HeCSwdkwuTaCbyxJTHZ9yAiGAUVlgg6akpyUXtFMkbJxNqaQPmKRIwU7cA05gTHxgnV+VbSa4TGXh0QsOK7W0dDKJiIc610qKJeWeoB6VauShxakbsXcNgSUJEISOPO9DSSEoAnW6AL3FyxY9CSeNbycGAF0ZPRO1Y9vakkRgEUJG+Gy14QmZsEVGYfbuTMPWdn+fEP+RspK2LOCjUpToBFktIazNuLoqTt1+w+YzTbfjqI+48Vcu1OUPHTnMxz/8UX791/8L1954U4RfAW9R8VlIIxybc4jQ69nUrqMDAsEpJ2/hwvMfzcz0ACmhl0syBadu3cDjHnsu23fu5urrvhH2nVh9fUdDvc0UIO+bv2Un4BKZbAvAToVZrs40DtaR+psdmVRYSXguGgEST+i4+SFwmnme4b2jri1CQW0d9YrFOcVElpRTU8ytWU/RmyPPS7zqMTsbgLG0hBBorVECFJKiKLjm6i/zrGc8G6M1XrhmvNMquEKI5vvBuMUo37Qq+N3f7fYupSU7RIdwLRnWGqwIjlEpRRUd57iqmusFcDqIHxgtENICpoG7UDDWAbKzziBzgcoLRFYxHg8RQlKKjDGj2A9aN9dgvQcJdW1BZhhTh/M6gfCKOm4mKVUb6T/Cl8oEzhmQklwVjEbjZqSac6EHE0QDsXsfBc+jw2wSM1gNy/qIQESGeJ7nTQuBiOmA90T0IjrOuLdlzBisVFFMAbxVHcgzZagBTrYu9APLLNQO67rG49HGoRshdR/2R2QoYkO5QHiHsJ19LVuCUaodpazS+SgmHwUMnAUlVMOGDfKCvjHaxpim8b07Jsx7j4jPX8MbOL469qb5TsPyTDVpaKHWJPSvvMC14kBAu5eOdkJNpikEDh/ndFp+5EcuZHllyPmPfhS33X4X6SiItra5irjlZahIeoESgkefdx5LS8t861vf5sUvuBRjLJPKkEnBjnu3c+01V6N1zWhkOfW00zGTMeXUVNNDnNA4OAqCThJ/iTwnu1koTYbZZN8ikaIkxtqGEZw+RxnTVikkW7eeyOMfex6zM4NV2fh3W8eE0xwtL5MpicwktXGovMS5DFSPMu8zt249WTEgL8tAlRe2+VADEzHUCxcXF9l80ongPNtu+DrWOiaTMWVRYiNE2uSHHWHqlH0mKFY432xKIP5eO5ki6EK6BlqznRvsCTXPtNuDoIFtN5loI6Vw82UcHOsQ3uGxrfEVGV46bNw01jkOHpmn1ytjj51qIjQf61UQxblNlLNygDSdemtok0iF9JBVHRPb4Ae+skyRZSVSKqpq0iAZ3akSxoGxYbxQVgThi1AvDNNBbOx9DKzWsEEShBWMgQ37JUbrKovzLKXAmzYDS8tHpxn6KSNJJwsXk/ZinucIEWA1a22cfSnQJkDMoU/TIKM+qLVJuL1TtzQxIu8oXSUjk9oVmjoSsT80PkMCQnnFB7KbiM7b07IemyDC+mb/tYFmDPTsw0f4j5jlQCbTnAJ8EZNFGYiJMjoR5z15JJF556itRRVZk602S7T18ZaxHWbL4Ns2F+cs7/1ff8X8wiK/8o5f5Dt3bA+X5HxTkzTWBmlTR9SazTnxhC2sXzPL8tKQbd+4iUue/Uy+ungty0srFHmOBmSR87d/9yHWzs1wwuZN7Np1F8973iWcc84ZfPIzX6KaVGQx2Eu2tJnVGlnizQxX6NjQ8I0gDZjsXLCLyf4qJZFKURaKdWvnOP2Uk9m8eRMz032UFOw7cJirvvI1lpaXkFLyU2++/HvenmPCWvaLgrquMFYjyx7aChwlZW8tvakphOzhHFhrUHi8NDiRrYrUh8NlTjzxJD75iX9gPBrxYz/+Nh7csxtrLBM/IUpi0vQ0RUhDCtnUktIGTcVg51ONyMV5mcFJSxfkycA3BpFOpumcJstzhICiKBiPxw2s54Tq9AF5hNOoLItSbaYjd21PwgAAIABJREFUKalwrgobuw22wnivOsCpLg6PPrrOYLQObOQUCEZHmSL9VP9IxwX9b3Vrf6iWMRqlwrzKKg4QcM5hjA1EoLrG+bB/ikxRFAUTW+F9jGiVDHJ6aXoHkc0Y96kUApnlcR5m23PpCASZwKBtRdebTCIag1WsSBWyyzzPgxEVAbFRKsCj0ofZr14ItAiiCYUKBk9HYQbvBda28o7gEWa1jm2Y9ykBGeUAie1UgVgENJC2sSYaruAUrbQkxmMKBoQVjUDI0UyS45lmWvEz922m3uConX8mm7I4v8Ti4iJzc7MUUwMyETSRm4RAyUaX1XcP5GLwlIgw3lOojJ96+y/whc9/kec+9zJe/4Y3smbNgExkceqIQ4jAjp6ZnmPd2vUMBtMMhyvsfXAvt9xyK2efdSb/5/98gO3b72I0ejkMetQanCv4r7/6DnIlmRqUGKPJitBiuGHDBh58cG+wSb41eMYEh4cPOrNKxklETcAWSGqoHCMUmVM4r8kLz8b16zhz60mcfPJW+oMewkOtK/bsPcB1X7uO226/i8FgwMGDh5hMJkzP9jn99NOYnZ192LtzTDjNmZk5aqdZrjSVmmN+wTE1vYFc9nGEAc5KWZwOrEScgDxDCI/zGpUJdu/ZjTaaO++8gy1btrD97ruYnZ1FizBHU+rYd+kcUgXn453ARCHtPMswxpLlGdb4IFumcmxUUFm3bpbhyhBd15Gpplp5sAD648lx3iJwKAmj8TJWV3hXUWsdMkFZhDoYyZA6Bv1+zACDQkwA+GxocZC2cZirIGCikUnwnvP4mEEYY1aVLrpQmLEO61tWnFQSdRydBUL9aDLRIXv3YUhAbTW1ASkzEAWCmulBDzzkUmBFEN6vJmPMOEDxzgdx/yCLFzK6rMm4bHyAA+HARn1R6y0m+hFtUhM7gCDPJYWSFFkRRQlCbUdF1quM2eYq1m3QGmqUhaSSsQVEkqkC621UDUq10YikdITArXNBlQvf7JcEA5pIbBNAZmMAKwXW6Ob3fdAKjLX6qGCkXURt2vOoNno7voCgbycILU0JWqWpUQpoJn8okTG1cW0IlrKMQdFHN7MvM5Btycnjm5mSyUk2n3tM+AWCs08/gwve/p943/vez9Oe/AS233M73lmcE7zu8pewa/chtt+zA10b8qxg9+4H2b/3QXIleMoTHsO+fQd56Ysu5fdu+hZ1NcZjcNYxGikWsgznLOvXr2XdmmkKIcFBv9+LgWGCfqN6kRT8y5e/xCXPeXaspxq8UKg8Y/P6DZy89RQ2b1zHmukBeSisMhqtcP31N/C1a67hQ/fcjcgVBw4d5DnPu4TPf/4LGO0ZDlco+32KogiBp5SY+0bcdPOtOOf4mTe94XvenWPCaS4szCOzHJH12XHvXnrTmygGntqPyUwWMgAJNleUWYbPVQdSMCAUy8tLHDlymGdc9EzWrVvPhvUbQvbmPNaFeopQqekarK2jAkkwMvU41K9u2rYNJSTXXHM11hguee6P8u2bvoVzjl6/z4YNG3j60y/CaN2IMKTlfKhHZtIzMTX9XokxE8YrCwymBngH1k+oJzWj0YjhcMiBA/upJhXGTdDagMgCIaQJBttIM+DwEaITktDSGhrfAbBBn6jb0Ovj+08KqNVkgvYSo4MuaVZk5PkxsQ1+4KtLNzfG4rwh9C2Gh9VZT1EGZSeRKK8mDlQ2BudCMCZEEBCQieAmBEoYlAp7TwgTiUThc29k51yacxmYjN55il6ApHxWhKAvZa2Ruh/gKxmHR4f6fBBbcVhvqaI6kPcyOEnvgth6qk/allELUZw9Lm1sw2i0JpB/RCI3peHRQmKcQQjQWpNleYO6eI4WLOiiMS4OXFAN/f8hLJVH6PIiyCgGJKoDgaclBM5bFAqlMqrledzyMrUxVNMTZk7cFGuMMa9M8yk7h+iOC/ORx5Zil8loRJkV/OZ/fQeDmSnuvtuR5yWPe8ITeXDfEisrE3KVIUvBnXfeyf79+7G65r6dd/OYH3kL7/rV3+FDH/oov/Ybv4KzFYuHF2OtO0NkkixT7HlgyMrCHIMitMn0VA/hBFkucNLhTGihmZma5s2vu4ILznsUszNT9Ht9nAyJUCEke/fu5aYbruZzn/889+3chcxd0Dd2EiEUtfDU3lK5is987rNY7VFZTn9qQK1r0B7rDSvDIcZAXhQ/HIpA2mgm4wrKnNpk5L5kXFeIniPXfYT04BVSgiEqpFChpKIoM67+yld5xsUXI4CFI4dbFqH3QYLKOUqVYesgpB4Eql2jbAJNwsatt3yb0XBIr1ewtDThE5/4GKecfArnnHMu9+28j4WFRZRSoVfN2lUjblxkKRrvcVpHuCPnIx/6MIcOH2Z6ag4boVApJXWtKcopxuMJ1aQizwuMcxjTGhsvo6AyadO356vqKtQ6oyC89ALtDNqahvTRDB/2wahZYxibCmfC10WZkx13mu0SiTARyDIqRva9QpEP8kZpZVxNAlwpHFpbirLE6DijUqjoDFpoVkR0IhFlhArOTkhBrS3GeSrtG7IDBBZ2TtDEdXi0DY6ojMzbtEe0C/NmAUQU0fbeMakNk0qjjQ0Di31w2tpGwYXYR5qW957arBZc97FulJyciXB1WDI4VlriU6Ur0rDrQsWAQWXB2ULLQhcCqSTIgJiI+L3jK/U7hn3XZcU2nIv2F9m7e28IxqxHyBxb1eTjSSD2OMh7vRgU+eh8W56GEAnxSjKLYGTGsl5hSg6orUZpy9Oe+uwQpCH44lVf5dyzzmDf7geYKhVr+4q9owWm52Z47IUXYmvH333go9x6651475me6uFNTa/sNdwJrWuMNtx++ABH9u2m1+vx5IufyzMvehJbTtxEWfbwzlBry75DR8CEST/VpGbnfbv4xJWf5NZt32JkK/K6Iu8p5mvDwnJFfzDd2ENjLHmpqGvN1HQYSCFlKA0IIcjLHpPxmMyDVAW5FFEqtX7Y+3NMWEtnPX/3wQ9x0bNfhOptZTIZYcUY4yt8NkWe52RKkecZhcpRWYYzE/bs2U1dT3jK0/4Dy0tLlL0eZdFDSsVwaYgxhrIscc4z1kNmZ2eRImc8GUYWFg2kmWUZRhhe99or2LNnN957TjppS0OdX1xc4qyzz+bA/v1885vbOO+88/Gx+J6Ybg4de30CVKpry9ZTTufIkUOcetqZrFmzgcFghl6vx+ZNmymKgsH0VEhYjMW5CS7Wj3yM5JPBasY/+ahtSmALdzeIcJ7aakwa3eRcMy4qETfqumY8meC9R2tDUeRk2fGmcggZlFLtAGmkwnmYnepRqIxCKazzTHQFOKw3CBGY2t4HsYOQbcZWKNE2YksSe9uTZxnWeWrj6fVKlHUI7XBex7YWTwL8tXZY6XFG48qCXllQax0gz2gAK6tDlpkF/dawJxSLy0NqE9xUJlSAk52jMjoaydVNHt57rBdN/TGCq8HARkZjmymmgMw26kcNUSg+M1UM/pQKdfTEtgWaz0JIhTUmBBTHxQ2AGETIIEmYguRu9de6MAhA5pLZuVkGgwFHVoKWdQjUiWUai66rEBR7gbbBGYQWpywQepQiKdkpKdh5/w5OPeXEYB+sJ9eOPJOxhcozN9NH6xGT8TLfuXk7r3n1q0LNcKrP9PSA7dvvYmFxgbKnOHBgL3v3LTNX9lEqJ1Oh3W4ymVBNVrjv3puRMseIHm/7+QtwPhDSDuzbz1f++V/YdvPNvPO338ndt9/FRS95IUtLCyDgyRddxBtf+Rr++uMf4rRNJzE2lr37dlL2ZhjWFVprPDA9O8vi4UP0+gNWxhUC2fRLG2PQJuzV0mcIkVHXFUXZw4uHb8E7JpzmJ678LL2pKdZunGFkaqzzSCNg7FjyNVmWBXHooiSXikzlDAY5mzZuRuWC+fkjCOEZj8f0VI7zDqODbu1kNGZ6epqP/8M/cMlzfxSlBHNza2LfWxt5jUfj0A5QaKan1qKUYmlpHArPic0qFWvXrWNmdo661pGJ2E6c97EXNLT6hHaOJz39OeR5MMLGQJkrjNaB0Sgkw+UJzhuyPA/MwywjjXWCdpRT60DrpsCfWLmBrGJCD5IPbRCyceiJKRuK53YyRnlJXWl6eY7TukM8eWSv8Fm1tWIhQ7+wUoFwYI0GFLlSQd4sL2I2mlpRXKTfu6alJLUISAqsCcdfGY4wxtCb6nP48DzeS/K8xFVjXJTxS/e7NiDxOCXwbhIccIfub63DWA1CxDq7ZDweMxyFNpO8DAIdtdMIZ3AkRCQ6Zt99/z5kgj6oBAXYNIyS8qQpLWFMgYvjfy0BBnbWN8dojxeTx0jwsa5lcWcZGCvIRB36phGorFXdeiSvIApgQFiEzHHOoo2hzIpAgHGOTCgsHlXmGO+Y7efkmYhZFMwvLPCFz32O177u9UgBmZKIfIq6rtm1axfahH74peVlnn3xs1BFjwf37ua000/itJNO4rzzz0OoAb0sTPApsoC5nHHqpVhnecqTf4RBmbEy0oxrxz077uGO7dvZe/8OFuaXmZ8/yGCqQOsJO2rHSZs3seWkzdx7z04O79vNj7/xZfzSL/8Yb3nt6zj7gqdwxeteiZkY8rzAe88pp5/P6694A7fcfCsveO6zAlckEuW+8fXrsctjDjnLeOVBjANtJHZpGSEDY9Y7y/DQfGCqSxUQFR8CiTyPwwLyHOSE8coI7yTTc9MM+n3GKw+vxX1MOM23vvUnWRotUnmLWaxCzyKSzEvq6AB9jGaNyMgyi7XBgGROUlVjpqYH9Hp9PvD+97Nu3Xoue8lLWV5eJs9z7t91P5e/+rUhFc8Vo9EosGm9CrAVwTllWUY1qUKvHi381cwQlJrEXRuNxhH79rSkvzAyLL02MXUnk/a91mOAWG/ENozIqkrybWGEUsM4JDnH5ER1G+3HNhRvDUrkGJHO7RF4pPJAqH1aqxmNlrHGon3ON7+5jcc97nF885vbePzjn/Bvc2N/2FbTTuTDFA4ZmKg4j5USIyAntY8UZD7UnAKZLA19TliBjEhGyBxrCcY4JpOK8UQzNRhgHayMqiC+7avICoxkGyGx2hLK7oJKa7QSuFrgTdbUq4MYgYzGMuyfuvaQFVgzQTjTEEhczBRXZ5JhNSQz6RuhkAamxXVe48PGC9439Ft12ke6ogbdpntjQl29+zNrLUVkmEOosx9f8PpXv5SyKIlbr5G+EzLgD9YElnIuQz3QR8dQ14YsU7iYNb79p38i/MyHVDKNwfIE9re3mv/86+9k65YtnHPmWejx+Rzcv5eTTz+ZPCsRyEC8FOCMiUiEZzIecccdd0I95K6du3B5zmPPPQ/lapwzVJMlylxiteaJj38SO3fcy+mnbeXKT/0j8wtLnLhhA3t27+Mv/uR32Ln7Qap8OxWSpTpnOL+MtY7HP+0kHty/n1tuupG42ZiammFlOEJow679DzB34ukYoah1TVH0qHTFoD9geWkRKT39qQEDpZq9W01q8rxguLzMzNwc1WSMygzWaWZm1mLdhOXlUVOC+V7rmHCaE7cPVcBs3kfbnHHlkFnBcGVMFh9r6RxuojFSglY4HSn6Y09RFhwYLkccvGK4ssT1X7+Ws84+h6XRMlPT0xw4dCCwpLRERLaroI7RdLiOQIvuMMpoDYcUKrB1Y/amVMokYrTuAwDVEsJb9ZjuSucmjp3Cu9jqoAKs4D0I1WSwSeMzLRWl+5KBElIgZDBIihipiwjxOUNdV4zHFcYYRqMx4/GEnTt3c2j/fj7zqSvp9Upuuenb/xa39YduSRVmRDbkHQSZ8zgp0LE5WrvAbw6sU4GxjtAe224aLwTOd9pFvKeqKox2jMcVIGLZwOARoX/Yx17KNOEkOjVnA4vSWI8wHm81ToZeyKLIm9qkjW1QAX1yWBuMbXBWxBaqWOe2LsLAq9+/90H4OosTUB4ieZdY2jFqJ/3tE/nMrdrv3nsUbStJEoMPPxMYHRSxPJqkCXp8wQc+8qnAm7AWKaHIAunrMx/9ELaakBlPKSUms2g0k+EKa+bWMa48ta1xIvU7Olyl8DiWhgusXbuWalIx6Pc44YQTOHxknkt+9DLOOfU0Xv/aV/HVL38B7y25zPizd72bT/3jp8iKPPSIRpRgPB4zNZgOGt6qpvKeTSecyK7v3MLmTZuZjFbIRMiSDx48wlVf+hIXnHcuO3fch0QxHI752s5vcMttN/Ka113B1tPP4fBwyN0HJliX0e8plJTc/8C9rJstGB46GIbAe8d4NCbPctYM+vz0W36Sj111NfsPHqbf6zEerdCfnmJlZYiUkiyPAgYiwznHyvIyIgYZRVGELgirQRrWrJujGlfkRRlIb98neDsmnKaa9AKLq5ZsGKzl2/fcyqbNJzFX5hhvojq/C6m7c0jpgfaNmckwRPdK8pxLLuHI/BE2btzEcGUZlWUsLy+ivGNMUliJQ3QjfJRqN8mBmqzbeB1W7gTe28agSRmcayADQWLhJkfZEHniVIngVFs4LBTmHTiL0TW9XtmSL2S6LR7pWtq+lBIXFTMCc9GTRxm3WtdM6mWqOoiK69rw4J6DXHPN9YxGIzJVkBd5zBxEnF8omSyvcHhx6d/u5v4QrcR2DffIo9MEDxccgNEafKx/a4OQWWwwTxyWdM89VRRYF4LgKGUgeNXa0O8NWFpawTlNPanxpKkNPooChPMDeJfH7C2Sz4ymP9vHO09V24c4t7RSdphqiEkmretYWxJQu8eKomRVbyCdjDOeS0AkEQWkxNuuDFnLPLSxLaVZnXYWYjO6EhKJiq0+/x/cxP8frETkkiKQgcbG8uEPfpBLn/d8NmzeyF+99694/gtewHXXf52FI0v0sxm0rjlSaQb9KepRwfDIEKkkWWaR3vK4xzye3bt24vI+lcy5Y+ceLn/5q3jGcy7lX66/nq9++Yuxj0VhnOXnfuFn+fN3vZsPfOBv2b3nfmZnZ5memmLdpo14UZGViic84enc9K1v4bXlvp07yfIcpRQnbN1KP885dPBa1s+s5ezzHstHP/ox7tlzkPmlIS7LGCF58JDhG7c8iBj0cMIAhqpyICTfvPUmTtu6ic0b53jTay9n45at3HjjTbzi5a9iohwf+PBHODw/Ai8jobFktLICEFu9wn6cjCcBXi57ZFmGykJyUlcVg7kSbxRm4sCCIGO0tLxqZuh3W8eE0xyOHTILaimmHjIY9Oj1C+67fwdr1swwNTVFlimUMjgCvT9TRaPi42MdSHhHr5ezaeMGlARtHXoypiwLHDam3aHWZ63ANVPMw9PaQKr/L3tvGq7XdZZp3mvY0zeeUbMt2ZJsy3NiO3ESZx5IyEBGpoSCrgL6atIEGmggxZCEoSigSFJ00V1AN6SB4EBfEAhkgGBnMHYSQmzHsy3LtmSNR2f4zjftaQ39Y+3vSNBVzj9wX9H6I+myfCSdvb/1rvW+z3M/5+M3Z/6yZqNBhJaYatpvVVWHjcLPGKHin25I4jxPFB7hzyWnh8IaDgGi+breW5Q7/+80Uy+Gqiu9wNXB8Dsej9ksJkHJaTWHnzrBww89zPrGgFaWYXwdBvBZGykktZtRv4NnsLZ1mNlewOgB59IUZj7CPJ/i6opOu4NEEClNpDVJlpAXFUVZNUKXc4U22FMsxoKrzVbhCL5NTRw1s80muzWoT0OL1fPfECD4uhEGWaQK4Ovahs3U+ZlqdevCd96aRZM1RbM5sbmt4nruN89mr0pFoZ3qZmV7ZkcJEUq++bNmN0zR/PlbKk/OAxScV8RnfwdxHtBdShHoNk0beAZ1v7CaeW/tERLuvvtuDh97io3BOkdPPM1X7/kywpXc9lcfpywseaVwKdSlZmJhko/IWgm6G26IozwnLS2bg5yzk4IqyuhEkJuSzlKfaTnhzMljzRw+gPu9qYJ+JEuJO22cgyROqY3jgfsfYn5+nn379nHvvfdinSOKIpbmF9i+vExZFBx59BF27tzBy179LVTG8f5f/Q10FLE2KRmtD9i2fYHnXns9R48e4eipx9l2yRVoJUL7WYbMzLyS/OknPs13vPmNjCrDI3f8Pd005VO3fZH7Dj8MkSJtR+AFUiuqwuLqiu3bl5kWeYjAkwKpBFVZoqMIY2ryPMwrO90uzkqqokDJ4KOejkZESRwOx8/0fP4lXoJvtH79Nz8YCDqA1KEtUdc1SRSM91ddfRWXHTxIu9Oh0+kSJQolZixCtjYsgcC6mkQKrDdkkcRqhbMVQhE+5N4H3kaTR3j+Cr8UW7vP7OQ8k3l7b5qbXrieOttEO22doAO1JWxy5xVNcc68LcUMytDccn0Q6AgCFMHZGinCLVZJiSI89Lo2TCZTKltTVjV5XnDZZVfw4MOHuf1zt9FtL5GbQIbJ0jYQJP2ec7dphNgq1BBCtP0WDebCKstyyx5R1+F7LJqQX6U0SRyTpimTYsp0Mgkma6WaeKJ/KoKpjaFqbv3GWpx1tNoagaS2QfZe13Vzw1ShCKn/b9XwvkIrRZrECOGJIoWtQ/GatfBnFo/zLVSzv885Nuc5iId1trGNhCIfBDvBP7c1Upi1iM9r585+LWat2UYlLpq5mxQCs/U9OFdwQWy9h7NiKqRESKhdQFiaC+PMrXVq5TTbtu2kKAu+/A9fIUqCVenOO+7CqJo0TtA6BnI6acZ4PCF3OVEaI7Wk3+lgrGUwGNBudzCy5KnVVazOqEzJtHA4HfH3X/oSi+0u2+Z7zPXmmE4n1HVNmmQsLW9jOC246jk3cOzxJ/gff/CH+PB//jCve90b2LVrJ48+8ijtdsrb3/EODj92mBNHjzEaDFleXqIoLHd+9V6OfervEHGEdZpiUqA7XRayi4gl3PfYY1QqZnHnbiQWRIJ1dWBjiwBRr7TkI3/656RRRFGVnBgWVCsTlM7wpkApg1AeU0EcJSzu3I6Qll4nYzwtQxpRc9kxJniIVZMfWxYFOknRkcRUE+aW5lk7cxbvDeIb6NGE9//6x7tf+9Vf8c6ZYBFpMGNahd62dUGqHycJn//iF7HesbiwiCmDEGh5aRtpkm2ZZ71oiCOyEWwoiY4iRuMJWZYRN1/fWtN410Kr1/twrRc+AA/CuFGg4sbYLiK0dSCmqFhTG03t8q3Wq1QyKGabTWhrFjrbtESgXEBo185SJmpjkMIxzUvKIihjx8MJxgYZ/qErryDLUgSSqq4Z5xatY8rK059bZjStOXHiKB/96B+SpN3Ah1QBsj0znc9mrLPDxfkc3dnzH6+f+aavnb/5f9/qZ8KV0XiMtZa5LEUrTbvVBiHRWjMscwabY6Z5idYJzkCWJsRJgKobW7ExmDZF0aGVJkk1aZowzUuKvMQaj7VV0zJVIAVRE/m0pbz1HimDN1Rrfd7pxzcB1EFVHYLL//nt8Dx/n/e0s5Q0jpEqqGuDXSnYjpRSxHFEFMVbojfXzDHDCP6c7cn5oEC01m5FkQFUmIAbtI1C1oOWYfcJKL7m0Nl8nTiKQoE2PmQr2gCa/8iH3/9N/x7uuupm/7a3vZm/+fSng6hFJaStjHw6QVAyNzdHWZVoldDvt1HKYaxEeYFylkkZEJAqUgwnY9rdhLp2VKVBWoHSOsy8I8nOtuYF113H0SePcmblBNdcfR2rQ8+JMyc4O1on7WbkK6t475mbmydtJ0ipqWuH8YJESPrz8xw5cwpnPb42ZHFMMbO9CU8naYGxWB9mi/VoiBEeOvO4OoR0qDhQ0HAC6SVbXFwEeV6RoMkRSA1x4klainxSk8QpVTkh1hneg47C++2coq4sKo7DQY3wuapNhZYKbx1aRMSJoSyngEQqR7vTQQD3//2d/9338Flx05TOIHygqAgR/GZCBIB7cxVDKs+Lb7m5mcuBVhFFWbIxGLCyssJkMkVJyXyvT5wENNL6xjoLi4vUVUGvkxBrqKsJ3tRILRG2Cfxt5o9yayZVByuBUggkUniMm2CdQMm6QaAZ1Na8yDV0nvP+TVI0xvVyyx8Z8FhQFiVlWTEcjYKnztQsL21neXkbCwvzDDZLojgiyzIKUzOuPFna4vTaGR5//HHuu/8hNjZGxGmHyoDHEmUZAhmsNM08S0rVnOwbkVJTzGeii9nN+oKnPCwLW4HnWbuNFIIeDp1myCiirAylNeRVRVnVSKmb9qRkOs2Z5JYsjdGRpDbhGUqpiaNoCxxd13VTdM5vj3q00kHwIGUIE3YO4RoLCBJ7fmQXjRXJWUzjkwxfB87dHMNlUDfWkThtUVuDrQzGC6xQIRNThPxQqeLA1W1uhcHXe27+ORMmIQReWJyvqU0QrkWRRvlGbd58DgQe7YOfNFDhBI4AYZDC45s2rkbijCONY4x5Zqn/N8tK2pqP//mf0e/12b5jJ7auyeKIdLmNq0oirZhWksl0SjmtiaMMJVuU4wG9Xg9XO3wiKcY5vVY7dKyUQ8caaytghgltMTGGz3716xzcdwkdpXnw2ClWNycIBd35PlJKzmyOEUKQT0u88PR6XZwzdLt9VoZTNsY5a9Mg2oyUQKoKiMinU3QSYdQU7eDer3wFoWTIoPWe0hzl4oOXk6YxSoNHh4LmQ8tfKUmsJd1tfWRsidMOx54+TZKkrK5vIpMMZw3tznI4oBqDUAlRHHzv3jfpOn4Gmg9CtzhSxFlMHCXEaU1Ve0xtUTJhFgP4TOvZUTQjvfWhDMkKgalpCP3yuuHGSiWbb4anKmu01uzcvp0dS0uhXeocaxurDDYHrG+sMhwOqcpwG+xoSOI4tKcEyCTCex3aq823QUVQljm28UJKpdAyJtIJJ04/DU6wd+8ytjIUeRAPma2N0DSnfrvlm3TOMS3CjUNpzeLCAt1ul4Vt22hlHYQIoPYoiimKijhJMSgWduxkmuc8efw4H/uTj1OUwZQcxxllOUYpRdrqNRtcjXeBLuOEa5rUAqk14M+zwIST21abDL81d/1GL8k3y2op3RCBQttdKkmqQiGZTqesrG/Q6rQZTfLbOMwjAAAgAElEQVStOK66tlhnGpShD6pqmQAGpTStVhZudc4yzfNmdhdmirOufnjX/Jb52tbmXBdA2DBXmCnJmhWmnMExyWw2z7kZp2y477PPUNHktfrmEBXsfq6Z4zapJN6fO/id15UI/63JUBSEm62wiIaLLKUj9gKLJ4oEtbEo4UmjiDiO2L1rN1VVkrQS2u023U6bXr9Plqa00jatVos4ihrryYUlELS7bWItMCZvlM6afFSC91TSonVKFmtqa1CyzcbaJu1+hzODMXGSUpYVsYqD77goEMKjJMRNdJYzhsn0LNYorJcUR55AUoGH0agkThQnnlphuLpKv9+nLEvWN9Y5dGAf3UTQ68+RF4ZSGqajNbKkRyeN0KKm9A5b5cz1snPpPQStQCRhz76LkVLzxONHKKYDFhZ2h66D91tdFikVUlictWyOh+g0RYw3WEwjYglVnFFECePxAGOahJbGt44P+56UQWupdQDihDm8xdYlKk6o62HwGhsBvsNkOkUKRVX9/8CnuVAI8qIgn+aMx+PQPqoqjKlJoojhcERe5MRRRNS0V6uybk7uhulkgpAiMEFVOMEmUURbaezZId7DaRXmmGmr1Qy4W8StCCEVnc48KpKUdsTn7/obRvmUqgzeUFMa4jhl5fSYXfva3PblNXZu28mrb3k783NzpGlKWZZYF6TMNnQUEEIEIkdzm/MI4jhFiYis1ebBBx/h0Ucf5/jx45wdDCjKKrRUlMLPoMWAdRIVZ0DYlHTUAeEpKrt1tRWyEVF4B/ZcxBkKpArEFTG7sYvQdpZIxIwN6i5cNQG6SdSA0gM5x1lDjaQyNYPhmDiNGU0mpHGrmRE6tJJYG2bYzvnmEEYg/ahw029lGePJdAs/J2RIjrcqKLYljnI6Ik0SBCpYUJp3SEoQ3uOMOSd8a1qzQgikDfMaaFJ7ZraPRmktlCSO2/gqABACx1mhvUP7miROiKIwK40jTdZqkaYprSyj2+3SaqUkSdyI8QKnOIrisLkRuilSSqwxzMha3nu0D6d6GiUoHqwMxCXELE6MrVvoBSrVuSWKnEoIFpZbdLtdTF2TT0vareASHuaGvAw3RuUk0pXMdRXGF7QzCcKAskTKBZKaMfgoRBBmOiJLU8aTMTuW5ziztkplLbv6LRAaRMXe7V2Es3DRHj7xl0coqzH7Lt2J8y2eOn6USy6/ifX1U0Rxl2272pTllLgfUeY5iQJ0wmRYYiipPNRSURYlL3jFC0lE6GJY41je9nwCUjnsd1UdDmFRFFFXFZH2qDRhnDsmxYDJeMS2pe3kzmK0JRWCyw5eQRk5Hvz6Y0HwqC1+6unqKUu7lhhtVOg4ZWM0otPvU+ZjiqmhKgRCaYqibg6Plk6rjfHmPPfCf3s9K4rm2onTxFFEO45Z2r6TTruDFzDOx2Ezojn4ytCPz7IURDhllXVN5Uw4SQhBXU22xD6iiccy1pLJVthchAhWAiWRscWjsE6BNnRaYMWE7nKFFD7MP8uEtbOb7Duwl872dRaUxuRDklbCYDhmUSdYLymrClRE2gqMw6IoGE2mPPDwYU6cOMnZs+usrQ0QMkZqhaWZQ+gUYRVKBpqLNSLcLgjSJrWVSuCDcndrt2E2qmx+okNbVs4M7wTjuQhtWkGF96FAeu8ao/RsE79w04RzEAtnm1xIKfBoKht4vrI5Dbvahsudd3Q6WZNpqRhsjhqvLXgvsR6mtsJPy2BWF2WDrwtKxVoIBA6tFTfd+Dy+fs/XEHiUDKfmMCdvyDwuRNV5F3I6JYEcYwHZFKNup8Py8hKDzU2yNKPX69Jqtel02vT7XdI4JkliokbQJJtUn9AOa0YUDdxBbP048xPT3MIFQvzTbUNIj4tp7GABAalsKKaIECEmlKR2dWM1adS6srFSKUFdF00HpP8v+syfjWvPRQvkZUGkQNiKVqRIOzHjuiLxMYk0JC2IXAtLiTU5aRYFUbMKOapSBFGg9A6hY2pCck9kJ+TlhCRRTEenWegIhJbY/CQQQgTqagR1gSHipS+5jqeOn2bXnh79uYzp2LGxOcILycrKKulFOzHlBDcK4QbOepyBWCmyKGVQ1DhribVCmaCx0DrCN2ekEFkIWjqiRDEtPZWr6SQRo+mEThxhqimdrEM/6zMZ53gHaRaRKsnm4ASLS3N8+5tfz5984rOMJhMuWo7IZM1g/Um6aQZOsqufofSE3mKPw09NUGmEryrm+im1s0zzgPbzKmTqPtN6VhTN1v5dIMMGMBaCkQgJ9rkPwgPbAMujOML5CmFqECq0mYRDxhJBo0SMmgGy88SRwtcWGUVMXI1KwqzICzDeIp0AIXFCEsUSGTlE4vDxEJSgNgIRJXg1pSg3WE4VNR7lwUrBuIh44t4n+Nrdd3N2ZY2yqsIpu/ErKa2prTjXapNtdOwwtsJjabfaDDZX6WSLOBtac0IG07w/f4blfcC2+WbnOn9tCXdFYx4PeKwwVwLR5EO6OijwSluQJjHO5ugo5Jjm0ws+TYDSlI11whNnMc66gCQUgjRLqawLcxYVBaizAEHAmoW4ORH8smXFluNIBLxdXblGJDOzYEhEg9hTwI3XX8e9X/0yUkG3lZGmMd1umzRthcLXbpNlabgFtkKkkVYqBGc3uZxb3mBARQ5XR0gv0FKgZIWfpV0IjRSCWsXhZixn6nCPlDWzlyoIkcLuZl3TnsWHm0xTWGfvqa88WscIF+w0UggEMUJqalMAhlgHVKT1IehARMET6utwmI3jCxg9gERDlrQoi4rR5oh+p0ctLEXl8drS7iTktkbq4F3P8xzrw+feCRHsI0SYqkRrEFKhCXueEjAZDWi1Wlhn2VwriNsJ9WTMzt4it932NZaX+qSZYH7bEi6W7Nq9iHWW+cUuw9EK65uGOImIWhGnz67S6aS4oqLdmmNSTVhfO0l/sU8W5Sx2MyZjixeCNJKkiaYyNXZSgmwDDu8lxbSknUl2LKWcXh2A7LE8P8dkOiVRknYMSoFywa8cJZLNjXXm5zqIasKj99/J0hyoaB7KdWxVMd6c0NvVRQjH3FwU8of9GtdeuYR1grrU5IVhlIfgivV1A2imk/wZn8+zomhW7WA3mXm1Zsgj5yxKKSKpQ/unqom0RglFXYaTvxAC0XjFnHUY6VFCoaVGWEmUdBBShRaBrZAEU7p0EhfnSJmQymWsq1jbfITKejLXYXN9iHOebUsKLwxabpBPJGnPEfUS/tOHPkSU7EMpjbEekjYqajXye4n1ntp7ZilfQkq8syRpzHJvkcl0yHQyIY0cwhqcC60s4UPEU3AIzMQXM+tA47NsVrgBaAI3KORA6kYRLAHXBGynaYrxY+KoxtRDet0+UTLH8WNn0VoRRRdaY8CWctW7hv8poK5LkKpRezq0jLCmCvNj7ynLZj5pa6R3pJFmYzgGmWy1w01Z0GllCIJaWuOwpqSVRNxw3TXs27MLV+b85Hvew7Sq0DoUI+ftlgp2qxUqQvtNCLk1kwwT7fBebAH+ZbBvRUrjbIUX4XdBuNkJAVKUQSuwxVf24EPhCl9b42WFs42P2pmmqRFg6x7bCKECq7Y2FXiHjiTKabwT2LJCeUccR1TGkkTJVsEdVYIkTTB1hdSC4oLvBIB6vM7CXB8tS3QSxIutTsx4Ysi0II4F+TTMtIWFbrfT6DwcAoUSiijWgaJWTzDe0MoSRtMxq1WFUoLajAFQWlBNDMY6xuUIBWhvcJWgmhZk6TzTvKYoCpLYorQiSdoMBpskSYI1JcPRmE63zWi8RlFOKPKKaeVYmu+xWa2jhaO9sAhCUuYGFStaGdSmQEXgjMRVliTWbJ45QbudouSQp544ycEDh/CjKUkSDoVFPqHVioGSV738pSxv38na2lFuv/1zzLVaWGcwQlHWgiTKGGyOySLF+toI6x1VVdPtGabTCUmi6XXmWOxm5NOC9kVzPPH0Bs4/8374rCiaymmsVZjaUZXhA6ZFRtZVW97C1fV1Dj9xhDMrKwxHI1bOnG1mnQVaR1vKQyGDzw7R8D8boYNDNx/oED7tHGBioEko8VN0tslzn3cpzp2llS2G4NXK0E5S9myLyL2nm+3EuS5KKyrrUd5uJTZ4b4PFxAYpkwaMaszbjdk2z2PyfBNszo5tfepac/ixx+gsXIISUQj9bcKLt4QfWy3Zf24PmgHBLQKNEimlMGhVoKQlY47p6BR1vcGl+/Yw2NjgA+/9ScqyDu2yOnzPkujCTBMCAzVkR1qKstz6ts+A2dYHYIaSeqt7sDncDP5gKagsGFMRxSmYCh/eOoSCl73oJnbtWKTX621BNKwxaC2J1IyMY2hnYfYcymSCEKH7cE7Q5baEW1ujaB+KvbEBoOC8R8sE4wy1CyAMRxwuiVJQE+bhUnewZjaiCEIgLUKYcQjF9sTRPMeefor9+y9Fa8HJk2eJkoher8tkmjPcHLJz+zzeS/76k5/iykNX0uu3WRluUE5rdiwvI4XlqRNPsnffPm7/3OewzgVRXKx53vNupKxKPve523n72976r/HYn3VrcPYUmXZIJVhdGZC0MsZTx+JcQj6aotM2i1nG+sYKTgtG0wzhauZ7ffJJQZoqjDXMzbVRqsNgMGB9fZ2s02J9Y0C306I2FUkSY52lri1RErE6HCEixWhS0++1KHPL+Mw6pXVkaUaRB6C6kBaEoawMWatDMcw5cWJAFEm271qgrof4WnDmzDhwvGVNNF4BU7LQSxqRIrTbbWxhKYoKJRPWzk7JUkVZOKbDgrn2HGdOnUSnMcNBhbGGshJUVYUTMPnCbYzyMe1Oj7XVdXr9itGwoNPtcnZtCN7T6XeQ1jMeDRlNp+zZcxGnTq4RRYrJqObk8XWyLKbX71ANN9nTzYjac8/4fJ4VRRPZYjKZ8PjhJ3nwwYc4u3KWjcE6lbUIpYKqTsoQcCuC/F5YQHfJur3GlRJOr04GmosSIYxXyTCQcZVFSEWeG7SKQCikCmg86x1SRRR5xBc//zCxqvFIvBP0s5TTJ1e5/m0387X7jnPi1BSpNaZqYWyOFdBqZThnwzn+n4tq5AwoEFRrtakQwjHZXKXbrtGy4tBlezm9qahKS6oVxgXaiiD4O40IW6h0EV5YQAUTsKpQkQ/qSevQqiR2EllLnJ1SVY/yfd/9Ru578EFe9MJbWFi6mMqUKO3QxERJ8HOKb3Cy+mZZZVmSpEnjr7Rbc75Zq9vUJsyNrMFYs6WQds7hdIK1IRxXS08ri7ny8iu47pqriOOGoGwrvCmoGxm8VgoVJQga2LsUOBlC1SUxVRUSG1xdIlUQwc0U5FVVIWXcqMstSB2U3yh0lICDJI6wWBAa4RVCKKyt8dSMxkOET/nqP97D/Nw83U6H0XhEt6sZDkfMz88TRZqiFNx/30MYE/OlL3+FTrtD3Jjtl5aWuO7aK8iLHCki+r155ucW+cQn/oqFndu4ZN+lPPnU4zz/5ufw1XvvoShynnPtVTz99HF27dpBN1FoGcYrL3z+c5lONpjLlv41X4FnxdJxRF4W4GL688vUxnH69AqRdEQqYm1tjE5z0izGWpAeWmkrQNURCGugLlkdblLUDo/E1gY/mdJut4LNzQXAhhQQRZqyLPFIDu6/mCeOHGNjOCSaTth18cVUpmZaFEQi4tiJFfbs2IkWMWkmGE+mpHHCaGNKJDNWT49ZWp5jczCiKAq00thKMRwM6bRS1kxB1sqw1pHnU0xd02m3yFqNz1LC6sYGZV5SR1FIJbFN1mftGE3KcMgzNTv3L3P81AqLS9upqrrxHlsGwwmjSc7i4gJlaRo4RIwUFatrZ+h2O6xvbNDptBEiZjq2+HpCNJcynYyY/wZpO8+KovmBX/41qsqQJhlC6pBY35pDNoUGwh2rbtSJYbktpaMgeC29deH/ccGeMh6OuOiiHZRlzvL2RZROqCvLkSeeIEkSjJg2ohuNsxrp28QiQjqJFQ7hJRrJ8lxN0lpmOD7NymAN50ckemd4woC1QRzh/tlcCdhqs85UhKK5QbY7O3j8yFGuvnoHtR0xXhvQ6+6ndk0sVaArIIQjsoKQYFGBCJsfUiBR1MIjnCelRNkS6k1+7H/5dvrdNn/8Z7ex75JL2bH7IMiUug7zJ+cdta3xTQvS2mcOXf1mWbox3EdR1Jj3A7UHJTFNyo4N2vnw+3XYbAKf1mDrkGh/5WUHedHzbwz+RQlahnc0t54sTTEmcH8Dui5kFQqpwuYmw/vhrGNjkJMXJb1+m1YrQSUtpnmBtRJTKzYGA7QOtqWq9kRRxPETJ0L+bFVz6WV70YlkZXXA8afPkiYZ1157JY889hiHDh3krjvv4cW3vJBjT58gjiOeeOpJdLTI6tqAQ1dezSf+6q+57rprue45V7E2OMs1117B5nDItoUOu3fvYmVlBa08a2efpigsz7vxCoSAt7/tW5isrZJkEdGOHWizxutf+lyUUljruPbS7Xg8ReVw9RQpIUskd95xO+94y7f/674Ez4JlnGCcT7G1I68HJElMq9dlowyWiTjqMs0rrBSsnB6wbakDPojXjBNoDUU5xVuPUjFVUWGlQfqI4XBMmrRIspjxOCdGkKQCW3miKKY0Ja10hh2FI48fZX7fxUynOYkEJRM2NycI4ZmMLUI4ZCKZn29R1+HgefbsKgvzi0RR8NR3On3aacw0n5Dn4yYP1FFOJigRMRpXDIZnSNMIVzqMAmMD39shqPOa6bQC4iCU04JUa9AQxQmVscwtbWNzY4i3Aq8dkVAkSWhJW+Mp6ylz8wnjUcnq2U06/S7j6ZhO0mNaT6nqmrhOKMc5Ue+ZgT/PCiLQ3K5rvZJyC1xQ1waBaNyaEHSkNKSR8HOamdLMewgN4ca5wE90ljiWlPU6UBOpNnkJWqegNMZZlMvCfAiH942KUBg8Cq8M3kku3bPEci+mzNfZmNSoJOLkyRXKPA7CEBlCiMPsyZ1D49EId84jB4ggAcYHzSNKWEbDU+zfN4+KSjYGltEkQelumDHJ8G+KhAstZauajNAhWQve9a5X8/D9n2Hn9i4vf/ELuPXWzxInS7zwlldQVAZEFyXAVnXAQ+kgntI6YnO4Sbc3F4DezvBTP/cfvul7tL/9kT8IbmHPVuKMtTbMp62jth7j/BbIQsoQBF5VFbU1/PAP/ls6WUo9nRBFKiR4NOKhssiRcbpltJZSsrm5ydx8j9Bm90GQIwxaKLzXHDs15LO338mVV1xCHMVEkea+++7nrW99A3fddQ+RTijKIUrD0tICg+EKey++hDJ3LG9bZm4+oa6mnDl1loXeMkJF6FZGOa2Zb7eZmHW893Q63WYmVjEYF3RaLdIkwdYVSL/VipZSUpYl0qZIafE4iqKmcoGI5ExBK1EMNtbYLBytNMXVloX+HD/xsz/PT//kj7O4NMdtt93OZFzx+te8nPvuv59f+/Vf4+TJkxRFwcmnT3zTv4eXHNjthfCUhUPrmDyfkCQZzodgB60j2u2EfDohjjRS6SAGshYVg1YJVVkjZNg34iQJimalyacV3kXoWIC3tLM2Xng2xwVKStpUDM6eDfAXJxlNa3yvh44c7aRFXluq8ZQ4gU6nw0Ze0m9prJmysLTAmdOrWCvQUYIQiixWbK5PiFLo9XuM8gItBWmkGA1LlEyJ04TRcEJRlMz1WxjnyUuDUqJR/ofQ9rLIyZRlbnGZqpxyzZXX8chD97P34iWSWPO1B48xLixRltDWAtVSVLUhImNursv6yknSTOF8TFnXzPXbTDYnGGsxVOgoQSkB3vH4wyef3USgJE7IiwlSCbrdLoPBACFUwyY5TyC6lcogGpVY8/OGcgMgpcURmITDySZ7L1kEYaiLiFMPHmNpx+7GECwRIoB5w7nBEOaSIEXwO6pI0u20uO/r/8CVVx1i+/ZtHD/9dBD6uAqt4qCMNBWR1k2hDDYX4T1IUJyP1Wv+LY2NxHtFv7+dxw4f4eqrtzE/B6PNDeKkH+AONuAAhTLYeoryOW989bewcuI4yDPcdHmByPfyhS/cz2WX93jhK96Gc1C4BEdKJMIsTEQSb1UI9xaSqipZnOuzNhggdUSv3fqXedDP8jWpK2gikIRKyGtHUUKiJUIojC0x1oZZNw7rZGCoKsUPfdebiH2Frx06CkD8oNsSOKA0lnYSOhCy6SJESoVLq/ANC9khRRQyD50hiTVv/rbX0W0lW0zYG2+4mrX1dV7xshcxHk9ptSOEgLKsMHY3rayDsxLhLcU4FO89uy4GJ7HOUlUFtqrJhUeqjLW1dSLfYZrnHD9+nOVdc2RRj0/8xV/wipe+HBkpbv3Yrbzh9W+g3W7zqU9/mgP7LufAZfuIIs14POLn3vcLvOXNb+LGG65Hiwzn4aN/9FFe9bKXs3//fhCwtjIgiRK0jHjw/kc4dPk1/PB73sPjjx9m2viygzbgwnJCUuTBi64jT156kramFUWUZUlVWeqS8DleSBiOJg2AoEBqhYoUWSfFOcFklFNWjrIoSVJJu9+jyguqvEJpwXd+93fzqb/9W4bTo5T1mCRVtLo91leHVM6SLbdJ0g6mqrBCkZcF80tzFNWAqZvQ6rYZjjZptSOOnV6jHjuydkRvPkNHKYONFdJ5ibKQpTHHnjpFp9NlbMdctHcnm+tjTD6m1+1SVRbrAvJU6QTjQHlJkrSY6/boZZpO5FjevoujJ49y6d7LWOwkFONTrJw6zRte91oWdh/AyYR/vOMrvPpbXwfCsbm5ycb6Cp/+848R4Sh9TT4Z04oFiSiw1hFHSdAkCE8nS5/x+TwriqYxJXGk6HQSynwIrgKpMc2szdN0OBFbhn5jA3BaNH4k54KaVjqJQ+FFzWSyhqkVtqqo8oR+fzG0wvRMnNNAq/0s+DeUZ+MIKjRjefjrX+Ilt1zPyRXDYO0MRsC1z7mWL33xbjyBluKcx7oA9Z4Jdnwj5aD5urMLfRAp1gjpkSIFoZhb3I0gRrPBgYuWOHxshW6/Q20qysLw+td/C+tnnyTiOK98YYuVs33+4KMP8PnPGy6/5jW88a0vRDRF0niDcxYtCIpcAB9M5+FGE2654/GUJElxXjSIvwvLWUWkFAgYTyo2R1OKypEmjjRJw+zS2mCDEiH42dcVP/R9/5Z2UgVRzVYe63kdENcoWm0gRQkpwpxezIRcIpiqvQcV402JwDE/12I4LcjHOVmW4YxhuFGihcHUQySG6XjE6dOn2XvxAY48cYynnz7Oi1/0Ylqx4tY/uJXv/b7/gbKyfPCD/4mf+LH34E3NB973fn7xA7+EUpIf+5Ef5fd+//8k1pIPvO99/O+/82Em4zF//Id/yMtveQmlcdz+d1/gta/+VlQn4sjhJ9m/9yBaSaqqABy7tm/j4l27aDVwBms8V19+GZdesjf487TkXd/1nXTaHe7+2t2snFnh//nTX0aKIWVRBtuKEOgLKm4AKgkyjei3WnTaPQbjnDRNQFXEMqGdRtiipnSW9WFJOSno9jqMxwW1gU43RgtBUXoqZ0OMHUBRUUxzlApq/LTd4q//+i+ZDtfZs9gnSfuU9QD6ba5/7g08euQwhTSMhwVpO2GwXmBMzWi6idIBd2qrgkgIyknJ5iBkbU6mNeOj6ygJ7bmYzeGQdrvPZHWEJaMoJduWFzm7coZut8vuXTu5/OobqZxkYdsSCI1XKdYF7cVgcxguVtMVNg8/Cn5K1ooZj89w9OgRqnyThf4c/VZGub5Cv99FuQm+WGVjfQUtYM+85hXPvwIlcvYf2M+kLOn2+zxwz0PErRbtbo+NzXUWdi7x9NFjz/h8nhXt2aVd1/iD+/fy2CMPIATMLS4zGE7Qcdx42kQYKNtg0BVS4Gz5T4gkRREA7niFxJNPz9LvexYXMvDw2KOr9Bb2UVuHEwbpZwrVc2i50O31ODwKhRue5j0/+BZ+54//hI2hZH55mR27FhkM1lg5OUSnva0ZWF3XDTR+BheYMV0bjq5QNPdOBHlQ+xpNLGGcSSYnT3Bgh+amawTf9m038O6fvJ19h+b54R94DeOVmv/rI5/ktW/5LlzUJtFthFdEUZh9Cc4P8D0/XYItpSaIQGOhQa01cwUvFN4afurnf/Gbvi32Iz/z6z5WkixLGU4CvswJaLdkSEdoCmaAIAist3z5jjt42+tey6f/+uO89nWv4Z3vfOe5ufZ539FZGkldG377t/8r7373u0M7LUrI84Lv+Z7v4WO33sqTx8/wK7/8i/zub32Yz3z27/jIH/0xt/7RH/GRj3yEL95xB7//e7/Hj//0e9kYrPJ7v/u7fN+/+346rR7/5cMf5Cd+/N+zuDTPe3/6JxjmFX/ysT/je9/1LoSv+bvPf46XvvRltDPJZz/7BV78sm9BMOXr993Hzc+/maquePzxIxy6/LlMRgOqekSWCrRKgrWryXBVUuKFRshgVF9bG6CMY+eu3QzHI+IsZWOwyVKvi/Oesq5YG2zwW7/5f/Dgw/dSVTnTaUlVALIAT8g7jGOkiHj04ce+6d/DHRft8nVtqK3jqssP8tBjT4JUtGOPsMHXetHOeVxRUNSSU4Mh23fMMR6sszS3QCs1OCFZX59QCIHXEoNHuhifV+zds4w3NatrK7zqFa9iCpw4fpqnjj7BaHNIVRre8R3fzY5tLe784ueIs4xWOsfxE2fYGJWknTaPHX6U7f2ETpbQ7Xc4feY07VaXSWEQcUqStcEoTp48zo3PuY5eL+HYseNMJ1NuuOE5fOWr94Dz9Oe6eDHh0j0XccWBy1jYcwDrIsajIXk+pNuJSZMIKcF6QyoNZ86eJk0EykeYumI0GRDF4aAQqwhXOYT2DEYla2sTptWQxe1zPHn0FEtL29nVW2IwmmCSBErP0uICzjlawmHTFB1nvO/9H352t2cDoLrm2quv4ujRI1xz5eV8/ot3NApDHeT0dQAHbIl/RAATCARVZQJ/tUGXOF9S5Bsc2H8R5XSCtRprJVXdcDxnFpAtYHDdOf0AACAASURBVEAT1QWNV9KRT8ck9YjPf+4uFhYvZefuhCjNeOTwAywvzuPqGpmpxlsaimLIOLGNfSBB+IRalo1EOw+6ISGRKmMyLvC+5KKD+3n7Ddfw1OE7OPbEP/K6bz2Ayr/IL/+v+/nM7XDHnRtcsfv5vOM7D1BrjfcakGjpUTaEWDsxA3Y3XpuZH6+JXwpt7dlm74njGG/BuRorBFH8zASMb54VAqWn0xya/MoAUA/POYojpJCUVYnPK6JYsLDQ4pWveTEf//OPkqVpKCrNCWZ2jpFCUpuaOIk5ceIE3/u930ue52RZKwRTlxVZ1sJ72BwN6M11goCi1eXyA4dwUrH3wEG+dX6BcVnyju/4N0SxYFwa3v+BX2Xnjt0UZsRP/sx7abdbVDjOFjWvedObmVY13RRe+epX8pef/Cxvf/NrGU4rfuSn3sdSv8fVV1/F7/z+exkOR/zmh36dH/2xX8Qy4nve+Uauv/4gpijRSm15V50PQdpxPFMWO5YWFqjKPIjxvGhEeYYjTx7hs7ffxl3/8GVOPX0KLyqcrWi1uyhlgbQ59IYDyYUVlikKumnEfH+etgPhanYsdliKPVXdaCOMIdEZSgn6aYkpPYuLO3Fa0Ot2sCqmt5gw12/TSjO2LS1j64JTJ4+z/5J9jKYT/uIzf8Ph46soOWTf3ot5znWXk3ZiHvr6o6RZh/nFRfoLCzz51FPs25+QmzW2be/z1NEjvOtdb+KBr32VhfkeadZm245trG9scPVFe/BIOp0uztRYs492qlldXefKyy+i1+/gnOMVL70RFXdBFSx0+2ilaXW7WDfCG8XuxQ5Li7sZDgacObXCxnCIiGANTxz3sJXG+BZSaeYWJO12ineKOM6ItCKKIrZVBiEV8/PdIDD1goceeJCynLKQBIAOnZl9zJDLGFEJ6m/QeHtWFM041tRVgUwzcDWmHBNRk7VbFEVJ3RTMwOJsQp59KG5Sakxdo+QM+m4w1Yj5uZh8soGzEavrQ7JWD4HE+jAglyKIhc5tb77heoJyUJVDdi8mnHj6OHl6MX2RIyPJjm19knSItDnKO5x3WGpqV5GkGd72EMpifA5yEk7SKiYfW6KsyxWXX8bzbriajbVHufvu27h48etcc2nCC667jEceafOh3/oCP/19lyD1Yxy86GaS7S9iI1pBiQRdJiROYuI8BB+jYGZMb2hBs5QMOE+tOyukTZC1qSxWyBCbYy06ukBiAej3O0ihSBoVoRfghQ/UH9/kV8pw+FjqtPjTv/wzrrz+ACqB9nzCtVdfE/IlZ+Kv5gdjLZPphNrU7N69h8lkTFWFoN+ydLTaHT74Gx8iLyr27NvHL/3SL+CEZfe+A3z/v7uGex9+kmxuF9fvv4pJ7ticxlAMOXvX4+zfv8inPnMPb3jxfh5dqdg8dYztO7o89MRhti3sIh+f4U2veAl/85cP8Bd//nVe86LX8vwbbuCqa6/jtz98Gy+46QZeevNr+N/+y+/w8ENf4z/+hw8wnQz54G/8CocOXBLM7zbg8WxzwBQCjBFbtKMSS5EXdDodvK8p8wl/9YXPceutt1JVFaPRCCkcde2J4za2ss0BNQoeV+NCNi0XCifAdQf3smN5jpaIWNq5k+sOXUrSjplLY6yEujJoHZH0kkYkFDNZHZNohVXgKFFxRlFVQQ9hPdatMyoHpPNwenycdtLmla98Plq1Wdp2Gc6G8AElWjzvxufz+LEVjjxWs33XAeaWdrPYX+bQFTezY3EbrVaGRfCC62+hLkucjClzwWiyymg4xVlLXZVUSqBaklgJDl1+DVEcMjOdcygvsc7gfEXkEuqqZlIJlBAICadGU46fnuC9xroMshRTO/I8ZzQMlx8hcpQK4lFjhhhrm8SqGSA+7O62nBLpBO8FVQOJCcIogbRBTxDHEWUT1DELTf/vrWdH0YwUK2dOs3Iy55YX3MzaYJPxeMLUrGyBnKMmMcFaQ21rlEpQKhTboHiyQYBjKkw54MDeZYzLqeo2m6MJSwsdjBcNUNuDAYFFCI8VQbShvG7UtymptFx1wyH27n0Jf3vnnSz3Ig4/8RT9fhfnagrRRsaKshJ0ZArOMh2OwK1wy/NfxHOuu55d25f50hc+zYMP3cP83ilvfcvFXLoP1s7eyafvO8b68SEH97yA1bVDnB5oZPsA7/yBV/Lbn/ivvONVB7jpuffwod/5OgevfgtXXXeQkc7xIkW5NpUvAu1HRxgXEixmeLawzgUAWxcyE0UD8bbeYd25m2e4WV1YcaxQBAVrrANn1jqP0grvgkfOVBWve/nLufTinbz1HW/C+gpnDf/5g79Fr9XD+GCFstYGxnHzIfRAWVUUeQGCcz41C85WRHHCZ/7+XnLR5XUvOkjOmH88cpJLtl/MRKYcOHgJd951J887tI9duy9mYZvhicMFYzOlsBGTYgWnBJvjVdypsxgrQKY897k3M5hM+eBv/gbve/9P80P/8//ELS+5mde/8c0sLUt+5Ed/nHd+57/h0KHdzPfneP8HfpYnjxzhP/7Kz5JPRmSdNsA/2UhEA2v3eNrtNkIIkiTlgQce4JOf/CT3ff0+JuMRw+GI2Xuo4wBNqKqqyQaVaKW2MkEFNDFoF9bSbkOS5pxcP836kyu05tpsi7fztVMDts0t0e8vMr+0i/78NoTQVMaSJqu4EvLacWpjSGIUOEukA4c7UprutsabLgM8f5sHYTy1LbnvgQe56cabAs7Uwmg45MZXv5qnnzxKEiliLWm3F2m3eqyurlMUky1LVlk16MWGzhYCygXS19jKMraW4WAD4dmyWtGIvgJYpg7xit4jUSRxRmnD7F/6YIlTKiQ3ucaxEHSfHili4jhBRJAmGUAIkm/GUVJInFrCGIdzoFAIBbWpiLUiL0NYgZSeJJINve2ZR5bPiqLpnafT7jAaFHz+jrtAKJyKiZuUiMlkTLvdwlQ5cRyRaI3xFmMDz1NKDV4EoLWpWVrMqNwaKm4xXs1JkEhRgZs0mDuNlRWKiJBVEf5fiwn0lXqEko5LLtnHU08f5+d+5n289yd+kLo0LKqUsyefouUsqdXsv2gnL3nec1jup3z1K1/i6SfXGJ2+l+GOVfbv2sl3vnWOyWtv4YGHT/Dxjz/Mzl2WG170Em5+5Uu54eUFQjlsqXEShIvZXHc8fbzDE092aR3q8e/fvcCP/8Kfsu/K95NUllKURDr4NZVSOB/yDENHMBTN8ze4KIq27DCz23ptgxjImFkE1b/GU3/2rdoY6vOoS0KEWbppYuicrXnpi1/A/n07MVUd0GEjS7vboqoqJtMpURRtxcTV3gYlrPdNeo1DOBoKS8iatNZSy5QSzaAAIss99z/K1YcuYTgJc61Tp89QjIZURUkaaW6786uI+Cy23MFzb97DmY0Nai6mqirSqM3N11/FamH48j88xtEnH+ONr7qZn//5d3PllXt44Yuey/NuupFb/+hjvPglN3HDTRfTylJa7QXm5/r8wPd/B3O9PnWVEyczwkaYyWqtt2DzrrlRV1XJ/Q89wp133cndd9/NdDpltDmkrqswVjFN3qdUtFtt4m4XpRRSxyip8ARAfm3qC2E7zbrqijfjXc2unQatNbFUOGdZXlYYwmd2czxmNCqC99VZVHMIVlqxvChxzuJMQ0DzIb7Ne4dTiryuqGuBJGIyHBKriB3bdnP4yGMIYUmyedqtHpNpzdqZaRCmebDiaPCIe4lUPojTnMVZ0XiSVYDJKEGn195qcCkdAim0kCg54x/nRDpBiogoSiiKCo+gtjVxrILFSmlq67CVQ/y/7L1nlG3pWd/5e9MOJ1SdSjff2zlKnRVbWkrYEhayAeMBRJAEJpgRMIPBwgJkSWDkEXk0rJlhxmsERmPPzEIyIEDLSAghqWlJrVbnHG/oG6puhRN3esN8ePc5t5vxEvONZum+H7qru6vvOaf2rv08z//5B6Oxpca6iiSTECzeW3bO77K2uo42glk5ZW+0y/paF2cBbwDFsSMHOWQD/STwqNXUCvYmIxKlsRbquqEqa+qmpn37X/e8KIrmzvYO1XRInhvGkwnCpOikQ0wRkuzft4+mbpBB4RvAaQZLMJ3skCiJC5JGSNIkYXd8hqMHc1xVYfQyZze3WN04iEWDcgtOYxAhGhgrQyJTKspo+u5KeqmlKjz33PUw58aK//N3f5dxbcl8YKOZ8a/f+Vr+4x1/zVce3yMpAj2xwr6lPu/4zqvoHbyMk6em3PHFU/xvv/sYl19+Pde/9Gb2XX4T33K5ompqZCNpXABhCLaFnV0ACrSWvOMHvp9f/6UP8dv/47XgTvCB927wng//PO/63n+PHjyJIkWK6AUapMR72ULXEpCtvCV+zrJuDdxboNa3MK73kbE4j5i6eGJgLeKCw68I4GpLojVaSL77e94OoaapC3yA8XiE847JZNaSqxzltFr87BvXBuAKgXUWrRRNVbemBtEYQQiPRbM3deRpxm2vejl3fuZPuOGaa5lOSrSW2Lrh5LPP0usvUU0nXHnFVRw4fCW+XqfxpzChYjJLefbpM+SF48F7H0UP+lx32RXcc/8m5zZPc+UVB7H1mO98+z9FYfjBd34n6BnTsSDrOKqqpKkapK5oGo13FtvEHBwlFWmWIog7zW7WQUrF6dOnufvuu/nKl77Ezu5O2xgE0jRFiFZv3d6X3nkmk0nrcxtAqMVaoK3LoC6m7QCkEqwTKGVoass02NjQNZG7Ya2lqRuiVXcgMYZKEZsREaezzCSkxuCqQJIYPGGx60uzhJB7lBbsW1+LEXK+gxD7kVJx8sxJjh3Yz6zc49DhpDWMaRC+j7UVSknq2iPlGNFKp2Q3wWiFVESSYelRwmAd0XxGgpQqGqmEFIKgIeqbk0ZhZYOXMX1pyfW49cDlPHzqSc6KISmCamoRWUptK2ToMpkUlE3U1O+MZwjRULsSlUm2R8NWzuUxWnPy3FM8e+YcTzzyKEduuIk6gdFkRGIUZ8+eI01TpJTs21gnTTW2+vpLzRdF0dRSkg9W8d5x9MiBmGUZFBKLMRHSEU6is5jj53xgb1SQmA5JkrC9VxAEdHsp3cSThpI8E2wPzyETS2VHBKfJc41rYgJFV3VIuilSaMqixNuoaSudxbg9vuvbXsNX7j/JP/+hHyAVy7zyTa/ko//uw1y/f4VzT93LD3//rbxr/TBBpvz+x77CZz9/LyJoDl9xPbe/+i28/OUZN99aMWsqpBCUdUBrMGissjzvURGdZtzcHcbifc5Pve+9/Mz7PsBvvbdD7ib85i/dxq/+zkd4yz96Ky4T2LomMa1NmmURioyIXzvnW7MF+YLCGEXqEbINwbWd6MVRE8BbR0NMwSHE9BHpAkcPHOQ1t98GvsY1Fd5aGm8JRJjV2UBAYm35Auayb6Ha0E5ctk2G9t6jtcZai1KB2jUcP36GerzD1+66k+lozJ/80aeoXYrRjnObm3zL61/NH/7Zp3nb7S/h45+9D/nQSfJwkDe/6VIO5Jo/+/TnGJoO3/LyW6iGx3nkscfY3XmCV7zyWlb6CmyJD4q94QyJQtSWpF+TmHVWVhNCyMCuoNMpOE2iExIjqAOtPAbGozEhBKazGdPJlJMnT/Llu75CVUYWrLVNNPpoPT3iQ1LhfYgQXAg0TYOU0WGprmuscy1zVuL/thb/G+RoFeLEJgJJEndwUoi495Uuaom9w4kG65qYhepaZzQFMpV4I0CBrSypEHRzg1BxKhSyhcfrmlFPYAQoG00jvXdccjTl3LlN8IEDa4FcPUtAE7zCJDXOERt+N4YQGFQJr77sBu4//gjns0DhLCGtEQG8TVFKYoyJ1pSyoqkDOunjbPTtFu29UDc1QinO7xb87hc/TnbpOqYDHZUijMGYyKT1dodEeYwuKX2BauWIeRLvryRNoRGU0yllCDxdNuxf7nLophUKdQLrHCv9hE6QLF/SxbkGpRzG7NHUNdnfEob+opCcfOxjHwuBhqapGO7t0et1YyEhxdqGPM8BSV3FC9HNDY899GVefttL+PCvfIQf/r4fRHjLx//w4/zIO/bTkU9jQ+CpM6t87BM7HD50lCcfu5+ymLG6mkea8rjgmpdczrHD+1nuKR548Fm2tmac2xzzhpuu5lXXHOWLj0z5z3d/GUrDzE0ZIPhntx2kl53mbd93jB/90JC3fdu7qMsCoxw677F55jjXX3stEKfkJMnjjste6LptsC1s14rd5TxhQ8YyKmvqoOmn+/nMH/8y73y7ZVWOGKa38i/f8yA/+XP/Bl/WETYxCuV1tNWTcmGcYJ2L07m8UCznR0pFkhhms9niAf+zv/CL3/BPrJ/94K+EwtsIlQdQAUyAd779u1G6JDiPtx5nHZ5AEyxyniEYwLvofTk/op3opZRY27Czs4NJM4QQrK6s8PFPfIJv/ua30tTRVzNJQZoI3SrRIabXlKDyhSOPEIJgm8VrzA0/amExLoqaVIBa9/CuQc/3/cG1KAMYrVlZWUGruIsUrW2j1pozZ56jmBXknZwsy6mrCqViHNPe3h5eCKq6Zjga4ZzjrrvuYm80ZrqzBx72mgLVNFG/3OpSrW0Qbdzd/D6c/5jmqIhSCo/l4Qcf/Ya/D//3X/+2IFpTjDlXIaiICs3zTlUQGCVj3mkLeSapQUlwwTFt4opgeWZZnVY8kzuE6+Eyi7YSGjjz6fs5/PobaRLFeDYjz3OklBSzgNcdnjhjue26GynO/TXVpKLTXcP6MWVRoWTC0nqKSROakPPMM8/ykmsuQzQ1XnpqL5gVFXVTcO7cFlJJev2E0WhCv7+CMhqtREwRCnMcrGVoW7tw20JJqqqO03KIKVGCaOZRFg37NtYZTyYo7enkOYFAlnUY705joo6Hsi4xicFZhzSS2WwWiT9VjdGRONk0lnFZs7TUQwjBL3z4Ky9uycnO5tN08y5aadY6HWzVUM+mBD1jbanHePgcp06dZPf8NsVsxnhUsLN9lk994v9AiR73fukT9LqSI6vb9JuMaX2WkOUcO3qU9/zUVaTGQfNGApbxdEzdOLRO2d0a88TjD3N04xLktTn+uqu474HTdPcf5jf/8Iu84x3fw2u+9VuZVgGpDL/3v/4Cb3nbpSzpQDffoKzOkOQprpoxm+6xpDSJSen1+lRVdDhRQeKCi8Sb1iVm7g4UvF+4oESdaEua8HEHUBVTHnhmj6fPvZSDhx8jbR7hvT9xC+/7wHt578/9JlN1lo5fJ4gJwfvI7gRkC9NEKc+F/aacp6cQqOsmui5dhGYX5xW33MqX73mA2sWilErD2976JrSqKeoGvMc1FtdEYlXVWHZ3t3j4oYfQxnD7q161sOCDCwVBCMEjjzzC2uoak1nB8vIyp8+c4R/+g3/IbDZCiqzVQUaSm3UBZ8doLQjYBcN7gRb4ecWJ0yyADYLGCxQRnrPpbpRxxKU9hHivzYoZlxy7BISgqirOnj1Lnucx+J2AtZbhaMSZs2c4ePAQQsB0MuXRxx6l2+lyxVVXU4aYADMejiiKGVVRMZ5OqcqSmbOIpqKuYt6oMYbExAed1kk0ww8RKpz/jKy1KK1irN3FQ6DBWocQOjI7dfS1TnTLNvY+/r7X0bPYtc2cyPts7e0SLfgKggt0dyYc/dqzyP0pX7vlKmbPedIsxyN4VG/QrwaU25uYzjK1h8Ggj+5UqMxwkP34xJH1DDLJUImgGHlkNzAt95jtRYu7pq7pdhVPnnyMgKcq4z67qur4/jPNdDqlL9bJ8mj9mMuMTn9ACIqqrMizjKIoqKoaoQApSHSKEtDLM9I0YTQbY3GRXCc82gSeO32SwWCJ0WiCtZbBYJlyNiVNFB5HUJIk1zjXII2kahp6y3201iwNFEGBkLEwryTJAuL+eudFUTQ//clPMhrucP78Jt2uYG29w2BFk2lNt5OzurrClZccYXD9IVCCzCQEVTGcDCFIDu/b4P77H6Nhi2dOPMzENQz2HeP3/v3XKIv7Wcp7JNIitGT/4UNs7DtIkJrMDOivr/NX9zyJEH0OH1rjW779dZx77jjv/dc/zdbuiL3xHtZLTL5E6aeIpTM4f4Yz2z3SzHLi+HEO71tFiwQjJFoZnA0ooanLBqVCTBCYk0HwsTO0MStRShljCmiNCKREhpQgPEpaPvBzv80H/+1/xw3/9lX0+CJXHzvLd37bUX7rV/8d3/uT/xRBQqZVnHTafSUt/BdNF6JDUHx4g3Pzv1tCEIh2Mr144PLLj3HfQw+ydWaT7d1trrviWvr9LpPpiMY3Mbi5rNnd3mEwGNCEaMB+0803I4CdnR2SJIluVSG0sGQkzBw5epQQIBMsps/ZbErtaryPTGitJD7EqKYQBLKOBDVcCbRNFdA873rN/ZiDMsgAUbIbqGcThIj+oQqD1hFd2NjYQGvN8WefZf++DYqi4Ny5TWazaWwEqgLThqjfe+89baJKRZZmbG5tMhpPWOov8dTTTyGlZGfzPE88fYKsk3PJsUu4/977cE1EMGwbZwbxwXT0yBGEVihACN2+f4/UGjWXWV88lFNBUwum4x263S4hBEzo0NQFvV7O5t4OnU4MqVYyQudKStB7NGGKSRK63WW0V/jBOnc/d5pqJUV4j5U1dVXivWffFZKRO43VBcoOqaaWszuwvJrACLb2Njh0+A2cPHccrRQTNybLOhiV4Ywl0SHaiRqBdRXdTkaW5mjWSLOUNI0xYlKqCL/Wlul0ulgRCSK07BqP8zEwOyDxwmOMimiZ90zqgunejH6/izEa4SHrpNipY211Hec83W6fJE3odDqRuCY8tbU0wdPNEopZifeBlXzArJjR6XRizrArSTPNuXOnqYoKqSTdbvfrXp8XRdF87WtyppMDnN1c4tlnz3H8xCa7e0ssL2uaZkJVb3H3gyMuv/I69u3fT93AytoxVGJQCB6/a8bHfufz/Mr7b2U5GzHxy/zRF7Y5PlK8+53/ikTBtC4wqcI7i9Sx4xBB0zEJLz/2Omrr8MGxVTb0Ny5hexpAd2Jyigo0YovRqIvJD6H8M4iwxWVHBjz+yCOsDV5JblIaa+jkXbpZLzIptcALh0kTyrLAaINqQ4VRUV8Zd2JNDHR1HhkCdRD4EPMYT599mh/5sffx4+/7CB/50PWku0/wra+c8ebX3M57fvkv+aEfeQdSR/h3Pnm4JjxvpzknCLGYRL274GoTg44vPq0AtjbPcOmRdabTU3zxC1/gmmP7OXXyGYwWSKWwbfxQMSuZzc6Cjvvi0EpK3PMkJt5FDa93cy1wWywRC2chAEsUVkcTfw1BogScPnOCfRv7cE4sILmFaUK4wHiO5hrhBYVUCIELDUpIjhw6zJve+EakFC3hQaCU5tprr0USE9Ln0G90/GlzOVsiRfDxcyil8c5RV9Gg3jmP1orJZMKHPvybnN7eogngSodMorRpjnIEAlJJTJ4hrGubtvbNBkFTN5w5/dzF3Xp7RrMZ1jXUsmI2m6C0Iu+O8Wlg4keolYZKFvgMfEiQUjGeVewOo3RMV5Iw7YMIcb112zFqNNQwddHTVimNECnb0ynSGIpRlG9Y3zDeFHQNKGHIOsdwYR+ucKTdAcrL6EamPWkuFoYXUgaEb6LH7UpOUU0YjWuSJKPX7yKVQmewlC1h56uGJjZVJuuDTpnNphghUIliPB6Td7sIlbAiNEpKirJgNJ3ghUfpBLHcMHUVeSelq1Oa2uKImbJaC5TW+NkMJzXZUofRaMrMjqh8RSoVW7u7ZKljOvMoDalZjcEF9d8Dnabgdro9xXVrGbfeliGEo24KGqsikaLduTjnkUqR5gZf7eFm0OiK/+s//d/s35dh3S6Va0iSS7n7Kw9y8w3fjNaKygt8mlG0HpfdtIOmhqCwNlAUDUo7pGxIZEPtMmQ7uQUZYqZlbVE6obEJuchQ0nHDNet84lPn8V4wmVYkSoDwfO7zn+eWW24kyzKm0xoIdLI8eo0GjzYaEcLCkk17Wg/SNhilNSkIBKSAWuzwz9/9Y/zqR36Dn/mhDhvSU1ZfZikJ/P7v/S981/e/K0odFsL60C7dLzBptdYLSFiI+GC11kPrknvxwNNPPcG993+VRx+/l0w1PPzw11juL3HoyBGMjiHOSkqGOztkWU7lauqqbvWWUWIS5tO+YAGZR1mQidchiIU+FiDoLoGGQI0gRQSDFpbZbMx0llNMAw32BYxo5S/AmIsdoSijxs7HsHPhuxzY2McrX/Fqer0e1tZI1RZGBdEFy0crSkTcjbb3fNyjxQnBA1q0rEwhsI3j3e/+cW699VakhKefehKh+/T7SzzwwAP0+hmTRuJ8E80KXIMgkGiN8Q4l4n0vlUEpzdJSn7vv/hppksHF+xCATv8YoJBSU9RlGy8oUcJEeR2K8XBIkhlciA2ODA1pI3DOUpZRz93YGiEtRSjQJqCMp7PUoa8cSliESkFkGK3w6wGlQQgX74OZZdhMGBdbDPan4AqmcoYKjlQqXNOATmicQ8i4HpAKpIadcheNIO0mOCxbo62o5TUJjffM6gqpFbk0SKHxDvAFBMg7OUZpfJqRZ9ECVQiJ1AqpMrRQrKysMBmP8aKI2uemZlo7tNRUZYWUHmElwoNwCaNzBWVRE7xAiYS6DrhhhRCaUvSYzoakmUS7XdIkZTorv+71eVEUzTpItNZMy4qimSeQKKSO3rK0O0ApZeuD6XFOEXxGqjrMxs/xwZ96I930PhrvkeIQ2+dP8a3XvYLKjWlcikgCMni0lBTjYWsBEJBItLQQPJJo0zefHJRUWBmDXRV9ZuUORTVmKVMkWnPZsR6lGHLp0cOMN/c4PXmOtd4+iqKk0406JakjkxUVNUoySOp2JxVC7MCDd4v4pfggs0gRE0msEyQsI5PA1+6bcMe9V/DG6zzSb/P+f3UdP/9rj/Ox//BHvOsHv4MQPM7Fh1+0PnshjBeFxfEhPodIWlv5iwd44MH7uefer1HMD3z/EQAAIABJREFUtuh0NCeOP8Fs1nDDS28hz/IIdwoBXlLVDT4Ui6lPCIkNFaq1fZwXM8G8+WkbGB/ZynPCUGC0CCGYHykbCJLzm9tx5xdax6YWEVBcgD3/5nS2iB4LIw4fuIbBoBNzPgHfNDgcPkh0EFihWr+o9g6QIia4LEToF9KDIt9IIIzi/R/4Ja695moeuP9u7uwk3PfQs3SzDrfccjPlZJvGZwTbMNk5A7bCNg1SapqqxtF+9uCogRNPPc368qCNfrl4AJ5+5lmEjGYbecfQ7RvqZkKSaVxoCARMP2B9hbBxb52nkiACRkno1Ogk3oc+1EjRZbg7RZsUGQIqQDfJKUNkQ+dpD2pHUzu00qSdlKYRIHOqUQNuwlJakQtFriOkb4XDu3YyVBpBwCEwSU7ZVDH1IsTIu0SkJCahcQ2pFPRNjgqCqbMYrUjSnNlwFyFgeGaLyhYE7+l2O4xHI4QMKKNZWx3QTfrUw/MoGXe8urJ0rCRHoRKNTBKsh7px+KYhNJZOnmKNxZiUSpUUZUWnKxlPZoxKQbpsmJVjZFowDgmF/HswaeZ5t52G/oadWzsZKnWBsBK79JqilkihOfn4s9xyvSI196HVLo1e5wO//ml6gxvo9gyOPSQCGocU0SFCC986URhCNMFDSYPzBu81hhqLRwYJPiZfSK9IuxmPP1uxcl3A24Krj3RZzjxCJwwOrKFdgq8FL3vNKxnOJnS7XfI8ZzqdRpjOB4IAax1pmrQRUDFH8cJHDvhQMu80k8Qgg6N2U/7N+z/I7/xPv8pf/UXBz/7sy/no7z/MFde8lltueRPFNHZHEXbxC4PweYqGayE3EG0Mk4yTRAgvKK7fyOerd/05J84+R+kbNvQBdsfbnB+dJzQ7XH3VNfhG4oLCmF60cZS+JWU4pBRIE7WXzz+CF5JbpNQX7BPC4i8Ai2vV1FPOnjlDnnfY2Ngg6LTdkcbrJMWF/2defBeFr50ISyHoDwZoleC8xYYIxVrnEaHCBkFo2drzYHdBwNq6NaeP39/pdF6AVqR5xoEDB0jThJWVFV772tdyx199mWRlHZ1o0uU+ehpw0jMG0ryLoKZ2ltlkhvUx3Lue1qRJSq/TRQmJ1yrG6V08rKcglcBooK5JRqCsIQxrklQBDu8kJukSvKWppmgNaRp3irRkFhumzKbRv/vYvsvwrkElkr3xXnRCawIST33uHJn2lF7y8Ikxd951lpdes0pmMg5cusJsOmKwMmSl32fz9Gm0MtSVpcpSHnl8k0cfH0W/4cazumy47LI+3Y7m8JEB0lesLPfYGdeUZU1RVlRlxepqj/O7FXneYWt7zOqgR1l7njm+RW+wDE3FvkFKmsDKyhJF6Ti5uUOpNsmUYTqcsLHeZWtnTNCaTipQE0ktHCQVtpA4AklqqMZQFo48NyQycj3szhCtNEFNkVIymub86Z+eoihqXv/6ja97fV4URTM+DMLciem/8t8upHVE4oPDBhgsC77whU/xoZ+5GcFXkU7RW7qaU2fO8A/efBN1PUUY05pIG7yM1l82gJaCxtZIGZBCIxFI5UE1OBtvtOcX6+A9zivObo6RL9FIWeOrIaIZ0XiFdVO0MqjcMJlMefKpJ3jFy1+GEhJkjJvyIbqfSIj0ZyEvkHTaTl4KhUcQKWQRynM24KVB6Ix/9XO/yP/wK7/B+37jMd79I+/l9O4MZSyhiX6zktbFqv1z56QTIeawILEQy+g1Gf5/eC1+o5zRaIulwTJJgG9523/DX3z2z3HljM2t0xTTPW658ZWMd3YQYi9OkDoHMYdkPUKadhcY4+LihKlxzrXRbHEfCSzg97lWDeD48eMcPXqUEGqUhGI2YTpJaWxkoTp34bXmR+s4LQb/vOlWCJAJSSNQlcNLwTREWzJXx9g9gCD+pplAwNkGrfQCKa2qatHYCSHwAg4eOEgInkOHDnHl5Zfwi7/8QX74J/8l26MxdTlGuugWs3nuHKtrq/iyQWiFNBqpE1xV01nuR31mG8jtxUVwdn7Gs6cYrKRMxgphu1T5LpPJjO2tPZIkodftUgJFWWOtY7g7wSJIs5RgPAFBnkdC2vZOxeogQ9jYMHkv2BkVdPoJRVlzyeEN7n9om+MnG0ynw95ewSBd4r6vFpjOjFesj9jbTTmzLTCiRCQ5Z3fGzLzj0gMbsHyQy25KWdlYJUkzrG+4dN86PgQm3tI4y47ImNCg+zn7uzU5tJK4c9jKkomaJx88QeMCdZOzuVmy/3CfE2e3sL7icJmxdX6L1bUuS6bDY2fPIo1iZ+wQypN3PNtTh5GrpHXDdHieSePY2LfEdlmCkjzz7Igjh7vkWaCTp0igqRq8kHQ7fUY723zz6/ZRV5ad4e7XvT4viqIpFTBX6jzvF/8FQnF/YXqyjUWlhq3hk2xtPU1oPGnqEK7LF+7YIusscdV1l2GkxwWPQLXuQnF/l+gEbSRata441r/gNdPUROaj9xcKtRc0deC50zsImWJdgRETNlYEw+GU3iDgK49rC+Byr48kZlXO4bo52WK+W/Tz8OEm6ioRkWVIy4h0Yb5tDCgpcRRsj8e8+2d+msZusVtWJJlFWomcK/KlhRAL6FymMF+zhfbzeD8nCsWp9/nTzjf0CRnaZyQB/ujjf0hdlGRGk8qc4bjmLz77SZaWB1xxyZXRQYdo0xUf/Brno/GGbid6iNdTAGVomaJCt3BufEkh5CJWbn11wGwyhmARbWM3GY0IQeBMgrVNvJYyyoYCcyIQEPQLiqbXGbO6Yq8oqFPwRiCqClU7kB4vnlfAF51qLJpev7CJWiQLScHucMiRA0cgRCOOqnJ0lrqsrizTybuUow7j6R6VbXCA9YIkTahbd6SmrtGJgTTBqxg4gJJt9N9Fw3aAR483qFMOV0JZTth/oE8IBh+WKRvFZKxIsg61szjnWd1IUVmHgEabZZSKCU4CxWqvQQqJEnVLAFLsGwS8t4SVQBISbrmy4aWXugjtqoAbjbGupEp7lHuO6w9eTzE9hy+gmY4ZmDXKsqZ7rksiLcsDRT7ZQZaa8WSGGJ4kVZKuNtR1jW8Eq3nOeDJjT1kGvT6+brBbOxw7cgRbw/oVR9nbG7K7N8SsrLA6WKaslsiyhJ7qsm/tMvb2RoQ05VB+iKKskKOKfq+PGApUMcW5jG6ny8bapdRlyd7WiCWl6HRyjl4RzRVUzzCdFEhgKU3JhCTUgVTPSPvLhK7g2L6vb27woiia1j5vRxONLkEIEpNcsN3iQlHLTAfb8fzeb/0Bb3ndUVJzGkfCduP46Mce5Nqb3kCiPBCJB1KodvKKttBCSuoqFgvfFijvw6LrbaxtY45CW8MDeIdQHU48d56q2UdmwLkhr33FJTz0yBO8/PZLyJWhEdA0BYePHGRnb5u1lXVCCIu8T9WaVM8LMkRvRtoElznD1bmWGCQEgQLvErATEIJip0SSIFNN4hOCqEFEj8/gFsK8GJbcPqg6ne5CC/p8FmaMWLvY4wO85W2305QlOjTo9ucXpMKpJE5IQWLrEuUduD7eO8oKipmnnMHu7ogmVAu/2bquUCpZoCSRyaxaCD2+ppRqsWuuqio2PG3awrxlck3Nt3/7d/DHf/xJal8RRAbOxH2kkC1BaQ7VxvtW6ZJJZTnpS97z0f+Z1Vrzwe95JxmKBoeVkLS1McwRECUp63rxO+dsDC9O07QlZMCJk8+xs7tDMRnz+GOP4Z1lOik4cmA/57bOk6UrrK+t4KxFWSimU/ZcQBtBPR5TNyXXX3c9pYsmC4FoqmAlZPJi2g7AW9/8Q+1XAmTT3gd6QdbCeoSSC3hdS4HWOppi4LEehDIR4GqbZNmyDAMXyF4Rmr/wunNURAiJNCnCVjx08mmuvPylmHAlQQS0MIuMY+fiDeS9I/gY8bgvxOdZVZVI2SJ1Ij5rD4SAtGAJCK249KXgmgYl4sB0dP5GPCTSLKw+bVpBgEuloKPTdhURcCJD0N73IWB0QEmFt5raRSs8rRRSBbSJWcfCRAKakSlaGIxq2vABjxcKRMPzkZz/2nlRFM1oOP68nExaiAmBJ8RMyBa79QHq0nLi8TO4cpd/9E23kiZbTBtHf3A1S6s7vPz2VyO0QzaReRvF5rFQeO+RqrWl8m0cmAdoNYsewONbk/Pnv6deb0BR7pAkGQYICq67apk/u+NRbr7tCmSoEUoiiH/O8WdPsb6ygW4/X6Tqx25aSrVIzxBEQwIf4qQ6B80Wk6lUeKfBFRiTghKI6PxNkKot7KL9/hiCrZQmtN19mqY479rd1fOmkXmywMWiCcC5J6YsT+7in7zlVn77M/dR1o53/+M38P986h5EfoztcdR9YQRNM0MJjw1+kcST9BVUCiEi2Wd9/wo7o00EmrKs40NJNjhZIqVmd7vg1ptfh5SGc5vHefLJp+nkA5KlqLWTLQlOmsB/+cx/IQhFf7mD6RUEyva+iZNsotTCUB0BiYwJ9JfccBXXLa9z/cHLcGWNFQobAk7MyT0XtJ6RCSkX98lcTmOtbXftnrNnz7K5eYY8MXz5S3diq4qqbpjOKiazKE6XPtLLnj15nMQYmtahKtq0eTbP77K671Ak22lF3TQE6fH+ovcsRC/uOcO9hZ+i56xvIDgU8RmhTBIbJNnidCLgG4/UBi8kWqpWDwk21K19o8IL3RqryPiEnTdIrflJZE9LTJB0TbTz29naQgtPCPNVj8MLi1YRbfEiNvlKKYwzaGOQYq4Xj3m9UhAdeBBoIQlKIoRrlQQNkBBju+JELAh4q6gqkAaUzqmrEXnWAwQOiQoS73UkiApP7S0+8WSkxGddDAvwzqERNHUBGLyvaaiZBA9BI1Ug1mjx/yHm/c3zoiiatJ1GaIeeuJMRc/OaF4KHIYBu+OynP8fBQwqjthiOSkSu2NpbY2eyx/LGAFvtMRyW9JbzxT4pTrQCgmy79LYrb/Mn4z875rmdvjVHlq0PZJ51qEpBkJqkbiilYbCcsLNzKkIbtcWTkOc5IcDy0hKydeWZTwFSSlyrrZsH78bOTy52W8FFskSbLY3wguBLhEyIG9ELsV7xRxIWn4X2ml8oznOSBwsbrsWUoxQhuIuwWHt2w3Ps4Tk5qZl2r4cu/Me//CpDP8ST4XKobEAlBpNV6FABatF4BCDJEnzrp1rbLfqDmOTRJUHQBt62v3aDlRVqN+bQ+lWsry/z1TvvQgrFFTftBy5cQy0Tnnl0ypGDV5AkM6QZ4nW3lSe1Fmo6xiIZrdAmIYSS8+fOwmjG993+ekIlEU3AEa93ENCEC42kb1cBz7+vmqbB+dhgziO8dvd2OXHiBNV0wlNPPUldFDgPPghmZb2wjLTW4ryn0+uxMzxPnEwEick4eWqT5fVD3HTTjVRVzSOPPoSWkvH0b0n//QY5W0/fE9cxzi6eF1onIBKEErE5p8GHyD5NEwM+QrJFWZFlPRrvGPSXQAq8s8zKhuAdWZoghSdNDK527MxsLJ5GoluCWZ5nBA+zsox3bfYy0uoUUxdwM4vWiqapybTHInAqwag0ks2MxgqFEBptMoKUKDn3xhZIaYnPr4CzAaEavA8oYSjLGC7hXEUzHbZWexnldJukY2gamMw8R44cJTEp3jvGkynd3hLaJHjrIj9FmhgrplzrqCWYp7OIEBtDYxKcg6qetQhfXMFp/bevCV4URVNqtTCynkOYIRDdc8R8gorZbQRJmsPu9jl+4l+8lG66g7Qw9QP+4JNPcOU1NzMrhmhnWV3aYBaGqBC1RxEak204aVtw2my3CN/SFsgo6G6bPEQb/NpbWqLcFTin41QqGlwY4kOBnHc1xIeNUppLL72staubd41h8RCaQ7BSzqG7GJraNBYpiHCZmEdIX2AQP78JCu1rSalAhNblJ3Z7EXIGQsA6h9Yq6kOZr0wjhCvE3F7v4tndO4npraGXj3J2e5v9KwPKVBOaBzg/GbGeStBdGqKO1/iAkEnUMLb3KF7Hn73VKJETnIy623YnGLxHSI0UgabxzMYF8mCUpCwt5wxWUpRdi1mpJoq6g3dMirPc+8g9HBz0OXpwncHBQxG9E23Y+HxnKmU0MEhrzm+dotgbomYOJTtMhY2Em/ZeE21jap1luDdkeXkZ7xxSRQcXa21cK0hBUZQ4Zzl+4gRbW5vsnT/P6dOnybSmaizOC8rGUhYlJknI84zVjTUm0ylJqrjpxpfx0IOP85rbX8ub//Fb2R0OGQ6HaK156slHCM7x0z/1E3/Xt8CL4ojpUxE6JaC1wvjYWKdpQuUCKvF4K1DOtYb/jixLqVyD0YJy5Ggay85Ut+b4DhkUTeMolESFEHMvhcBbh0gURRNTpBKtGdsoeVNpyrA0XPUayVNP3MNSHignJb2lDq6sKZOWA5J1mDlBkuUMZ9B4jUpShNJxeg2C9Y11zpw5w3J/jSzLmE2nUc2gPASJUQ3FbIcsU1Rlg63GFE2FTnMyn7C1Naa3tIypJ5x46Cm6nQ7BSvJeh5PPzdBpSjH09HJPYiwYUDLBqJzxbIrzgqoBlWYEqShrjW2WqUqPSqakKSRqzmX5ezBpNk3zAr1ZaCevOBGJtpg0COI+8M7Pf4lbb9asZKfIvaXwKZW/mYce+wr/4sffTNM8hXIZ1qa4JICNxUFIF7uqVvbh/fOIMrHPxvmA8FwoZq3wOzWKlbUVtk7lzOoOfRlIlcXLXXwoeObkSY4eXEN4sC7us5wLCBmje7TWiweraw0GID68IhnnQmG1NspTrA0kSbrIJbTOLjSri+8LLQSSJBHidX4xUYYWYvPeoVSy2BVLKZAqwXuQz5ssvtHPf/vaW/mLx5/C7HyJtx4sWTNguym3fNPL+J3/9FluG6Q8UedsqzWkk3R8idc5or0+SWoiqSfVEd0IIGyUo6SZInK8HDqpgQYhBMZ0efixuxju7fG6199C3gukoW6vVYVzDQT4/h+4hO/4/rfzA+/8BW57xRs4t/WluMtUCqkUStbtnxf9M71wfPWJU3zur7/IJVdcQt/0QUKTRMPqTpJilG6tLeIkOTt9dmFzVlcV+XKP6WTKcDSiqiqapmFrc5O//Oxf4m2FFJD1l+j3lxDS4IBpcSHppWoakIp/8ra38fm/+hLf973fw9kzW/z3P/Gj5Ms9+plBAUuDQxDgl9//U/zQ97797/gueBGcjsX62OwmqUYRKKuGgikmEVTe0ThBkB6soJg1ZF5SzxxaSJxiEXyeBhnjrpxvA6Y9poXE9bIGExuuQjuW+122ZyUyk21Cz5TuxoCpk+wtpWzVT6BWE87JIaonY0B7IzDJiDzLmI7OkGUBYxMGnSWMVHhrUSpheu5JkrqG4dNMdhtKW9PNOhR10xLXElCBuoLp7ogKQdbP0GJG4x06gdF4i9pXJCZlVGts0VCKlNo6dic1SzpjUlhkFUM9SBWb2yNWVzawZRss31iaukJZy2pvGYRFCItymr1ZRZoYOp30616eF0XRnEOI868XwvvAgjFrdIq1ljzvcs+X7+M9P7+Ptc4mflSjOz2+8JfnmcxKpKjJEoMgw4oRmezgtV8wc2NBUe1EKxcZgHHqai0PwnzBHTu9ECCRkk6/S1kFdvYs+9cUSXAUfoZSgkcee5IDB9agaeLyWWu8d3zt7nt5/eteR11XkdEmaOHZC/o4HzyqJYRYG1PQjYmRSmVZRk3l/H3OC5+QaA2I+ICWQrAwLfO+3U/QTpdmsR9ZTLVtEPVFItCFs1qd5D0/9i72V5/jlpssnelZqqVD9HPPh37+pxnd+UeEE7DW3YeSOT0JOusRQsCkCXVdsbOzR1NFKGxvb4e6HGJMDLYV0oJoKKsOAouRCienpKLDaLjLzk7J5b0exfgMdV1jkgStIyHi2usuoQln+LUPv59f+7mPcejAKok+hel6YID0hiRJUShkkJSF5dCa4YmHvhpjpoxBSsXcA1lKGVGWFnoVQGjRnOgWZZmdfAYpFbPZDKUkVV1jywrv4ODBS6LPrrUUZYmvK5xzTIuCPFGkqeINb7yN3GiG4/NcffURbnv5DXzgA79IZjWvvu5a0lwwGKzwB//5c4Dgdbdf/3d7A7xIzvm8QXUi10HpLqG0DG1BbzkF4yhmjiuuv4zjZ07hC8vScoqdNphuEldBISCDRoWAbItsbeM+MltK2JvViFRhS0eSS5QBvdRjs6iolMWkmu5SzubmkDDZ4xbVxaZLVEGhlGBWWHIbyKXEB0FTO4rpiI1un+loxtJyRuWG1FZgK0dmUoIISG1xuaTTybAzi88DwkdkZG86xgKzccWBtR6ijsW/qmqyXDAaVZhEkKo0QsvOM25qhACTKYR11JQ0TRxAnNVkXqJ0l93xTmtXCkFo0lRRN57hrKAhkGeS2XgCqoP2jmI6/LrX50VRNJ+PIc8h2sUSnCgQjy4qgS/e8UXqWcP62hQmFoRjjxW+dPcJDH18OcH7TjS/xhL+Bjw9F/zPodiFP2bLKo2MMkEIosXubUvur9l38ABBpuwOG5pBIPUCZI0WgdPHdxFetXsrsLbGGAMByrLEOouS7f5yzv7ylqZpMMa0xVFFUpT37SQ8Z3G1zEsh2hggsdDNCSEXTF8pBL5laEopopBevDBoOuaTNq3ZQetC9LfAEd8ox4sdPvsfPkKvu8Tqck3v4Bp7Dz3O5rZkNPkcr7jxCFsPSOw164SwzcnxjL29R2JeZgvzS1cihAGhAYuij58mKBMIuLgzD2OCC3hXgPM0qeU1r3oNu9un2Tk/Y2crYJIuSipmRUEIcNNoidPP1fzoD/80nenV7O0pbr7hKqSQ1DZBhCFFYVtmrkSrDisrXR648x6OXHEVAYNsU20WhCGgrut2BUAkAzXNwnDeNhUhRK1mWRYEH9je2SLPswWEm6QJiTM0QH+pz7UvuQkVAgTL2dN70Sy7qSgrx0c/+jH27z/K5QevJlBSlg2f/ONPo3SMz7vzr+/9u7v4L6KTSDAuoyxrKjNlNKxJlCBTiso7dKZ54sRJ0sQiDIhUoGtJXXk6nQzhahprEYmgIOaXpkuaxsG4bqgVVMGhBeSZYlSXpE5Qq4DJDfvX+0xHBcIEOgZ2d06xvrrKcChIO5pLDizTVBVlUVIVluXlDKkM+Ipe1uHs3jaIwHRs6aQpRVMSgH4/R4aS4vyEonaIoUDLSO5UGlwQrA56NDIhuJqkk1I3NdUM1voDdveG9HoZ0+GM5UGX5RWFEgZfedaWMk49t0V/KUOJQFFNEK7L3nSKFjE+banfx7hAY2tUqgnekqsYML+01CHNU5yrCPbvATy7yAmkVRfOH+QBhFcEVVI5QTVzfOWOz/HqN27QnHsW7VcRq5b77s8ZzXp813e/baGH9N61rNBYoObFcP463vkXFMz5fmf+vSEEqsouzLJr69jX6ZIEyTNPeG47GlDa0w011125wVfvP8Eg6zCcjfD+AgX81a9+FU89/TSrKwO63bz99zZOnM6jtWmn3/g+50bec1JQlkWowLUxYhfg5ABCtpNwiP6NQmJ0aMlCtI2Gb3M2BVrpxYQtlVwYt180bI/nub0On/vMCd70lgNMz59j4K7l5MMj+ksr7M1G/PWXzzM4JHnwzGfIxRG8MORZgxIGFxIcKeX243hSdG8/IdEIXZGZCa4BKQ3BB5Q2kHUYzypO7+xQTM9wdmtIpnOO7tuHTw7jjSYISdKPvxV/dcdDXD46yUtuPsYdnzvO7okeKxvLpCbFiQrjk+hmlSTUVY3RUPtt9h08yFfuupNjx67EqISijKxbpRTamLgzDTFYWji/uDeLoqCuCybjCc47BsvL5J0Og+UBt95yK4gL9ovz3zkAFyI7MniFllEmoaRgqZ/igqfT1aiQ4bzjgQcepfFdrnrJVSgUjz382N/VpX9RHelqfFOyvpSyO6xQwjNYH2DrikRpisrRzRWVB2/AJQl6I8MMKma2xifQ73cZjyd0uj1c7WP6Ut2Q28DB5R4Bh1IaZRKy2ZDptGLQ61A3NaPRkNVBj+XeMtZXPLdzko3lAxSjht1tyzSvkDIwHjnyXHO+qGmagBeGpp5QzSyZzNjabch6jpWNJabbQ7rSMps0LCWSg90B01kgoWXw+kiiUzbWgqaw1LUjN5qQeMbVBJlq9uqSRjTU0zEhGEzi8Di6awM6roN3gp2yJu0aAoFerwuuwXvPeDzCGIkHCmdRDpbyLrWzeB8Y71XUdUUv//rSpxdF0ZwXyXkIs1QaL2pUvYQPJY4GoVL+9M/+BITlLd+0xJKBarpNaRWfu+Mc08Zw8403cubs2cWfOScTQdwXunZ/d0GrGCe3mDv4fAbqBdrxHKoKGJTRoOCZs1PGej8mzRjVCZ0lxdpGwayucb6BIBA+IJBMZ1NOnDjB+tpqzA1UamF9EidSGyFUKTHaLDSrzkWm73wKn+8otIqXTKJwMkBQSFmAztodJwg1f5wJlI4PtwsEKx/3xcR8T2PMRXi2PS+74Sp2zvUoRltcd+wQn/rzz3Lj9S9j9/STFNWUb/q2f4a0X+VVg8u5/45T1NIzEynWVSgtmRVDvvrAaY4cu4J77vkSr3rda0l7CTvHNzly5DDO1rEZk1O2xwV5t89tr3wJmye3ePzpp9id7rDSyVk9vITzDmOiZjh4z8F9+7n5pQe49aYb2dj3WczsKPUwWj1aYZEhX9zXedbHNo5cJaTC0h+scP7cZjQGsc2C/OOsa9N1HFmWEZxnb28PgCRJWD+8j97KUkQ1iJY90gm00YBoPZrD4muEQAiLDAKJAi+RwZMlWRvVVMfwBevRQjGZjP7f9u6nR47iDuP4t6q6e3r+r71rIEYBG+QoJpEQh/hAkHgLiBORcswr4B3kFeSYGxdOIOWYcw45IhSkYAvMKjjWrFnh/T/TM/2nuopDz64lH5K+gcTzWWmPs9Ks1E9316+eIsaM0WTMLJ9y33/5o/7/fyqWVaTxgcPzghhhkDseHS+5NnckSUU2zok2MHA01fl0AAAELElEQVQJtW9o4oaqbDFJJEuhxlBW3bKObwPj0YC2iWQjiyPh6OSCQOTpUSAYzyiNzOcZ64uCZeEZzAYcLM4ZZ4bBXs7JwUNev/c2R0dD/IXn/DtwKViTcnIcKMuKddHS2pLJOGGzCezOK2Z7GVXdsr844ZVpyjAGRvMxpqqI5QaHw2QJnhaTwPfLJfkgwTpHRXedsgQSIt5BiI47b9zlX5//m7CJ3L3zGq3ZUIc1T47P8euKzCTcvv0L9h8fcmNvj6lLeLI4wHvPIE+6sz4Th00tgch6U5Om20FIs31k+j+Xw59EaFqbXK0jXu2T2a4zRhcJ26q7xcE+v7p1nb3pIeG8JRtZLuKMbxcrpns3OT45AbpXTs51T4jtZY1c9+HP7o4vf203+l5uCr88s7Db+fSsWNtiaaOhbCJnZeCjv51y+GhCkxh+/ebvee/933BRQmYsSZJRFJvujLvtMJG1XSn95XCRMV01WgiXf9NsTyYxhDZu1yzds4lem+ACOFfhmyFkER88MWkwxhJ9QzCmez28nQy22+/g6nuF515HczWdLPDJx6c8OPwvv3v7RZhOefWte3zx4Ct+e+c2T5ff8Ze/fsrdm/fYb77CX7xAnRZEFrQENnXFdGfOos4pjluqfJe//+OfTKZDrps1y80Cl0QiDUmbc7z2LNuUP//pQ17/5Wv84Y8f8PT7BY8eR16+9c622NwTGvA+UJx7vr7/GTdfuU3TLjh7GmA9YWBmBNeSDLsbLGsMdRUhOGhauurbhNl0hzS1XZcsUJXl1VJFmmUMBgO+efgN77z7LiEEyqqiMd0pKHXdXL3CT+KzSeGu0ziyXm+6je9JQhU9ZQNt1fDiEF564QYP//OYOh1h0q7I3brA+rwkBEcIDcVyxZNvH5MP/3cTy8/F3q0hMRrm8xnL5YoQPS43pAxpqoq2qQjekLu8W2oJHptbmrrrss5yR1HUGGMZ5ZZVUbJZNdRlIFrDZGdAWTZsypbd3SED12xvthJWq5azi5JbN+ZMbOSorKmrU7JsSlUZLN0gZV03DLcDQy4xuLS76qSZxUWHC5HizDOeDZhMDWXbsKkCaeuxPrCsWsazOcVpybVrE3zjefn69GrP87pYUfuWlIQ2eGLlGbiE/S++ZJYF7NDw5OAho3FOaFtujHNWOHzTUpxdsOsSlkenlNbQeM/OzqQr0xgGup+IaboCEWe7AcpoDdOdKc1z/dHPM5qcFBER6UePGCIiIj0pNEVERHpSaIqIiPSk0BQREelJoSkiItKTQlNERKQnhaaIiEhPCk0REZGeFJoiIiI9KTRFRER6UmiKiIj0pNAUERHpSaEpIiLSk0JTRESkJ4WmiIhITwpNERGRnhSaIiIiPSk0RUREelJoioiI9KTQFBER6UmhKSIi0pNCU0REpCeFpoiISE8/ALDQTL8dT9HZAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 504x432 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(7,6))"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['airbus-a220-300', 'airbus-a320neo', 'airbus-a330-200', 'airbus-a350-900']\n"
]
},
{
"data": {
"text/plain": [
"(4, 4)"
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(data.classes)\n",
"len(data.classes),data.c"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training: resnet34"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will start training our model. We will use a [convolutional neural network](http://cs231n.github.io/convolutional-networks/) backbone and a fully connected head with a single hidden layer as a classifier. Don't know what these things mean? Not to worry, we will dive deeper in the coming lessons. For the moment you need to know that we are building a model which will take images as input and will output the predicted probability for each of the categories (in this case, it will have 37 outputs).\n",
"\n",
"We will train for 4 epochs (4 cycles through all our data)."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"doc(cnn_learner)"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=error_rate)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"#learn.model"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 00:37 <p><table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.720723</td>\n",
" <td>1.087879</td>\n",
" <td>0.412371</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>1.345054</td>\n",
" <td>1.032357</td>\n",
" <td>0.360825</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>1.135097</td>\n",
" <td>1.284560</td>\n",
" <td>0.371134</td>\n",
" <td>00:05</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.989248</td>\n",
" <td>1.182722</td>\n",
" <td>0.381443</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.836760</td>\n",
" <td>1.214321</td>\n",
" <td>0.298969</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.740798</td>\n",
" <td>1.125320</td>\n",
" <td>0.298969</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.647960</td>\n",
" <td>0.986564</td>\n",
" <td>0.288660</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.582319</td>\n",
" <td>0.956053</td>\n",
" <td>0.288660</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(8, max_lr=slice(None, 3e-2, None))"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mwtvTg7uHd+GRT9eyYEsuI7q3tbskpVQLpSOa3cQ1KTFEh7Tihe+1taCUso+Ggpvw8fLgNyM6k7b3EIu35tldjlKqhdJQcCNj+8UQFezHC3puQSllEw0FN+Lr5cldwzuzcvdBlmzPt7scpVQLpKHgZq4b0IHIID89t6CUsoWGgps51lpYvusAS3doa0Ep5VoaCm7o+gEdaBvoy4s/bLW7FKVUC6Oh4Ib8vD2ZPKwzP+84wDJtLSilXEhDwU3dMCiWiEBfXpynrQWllOtoKLgpP29Pfj20Ez9tyyd1V12XpVBKqcajoeDGbhzUkfAAH17QcwtKKRfRUHBjrXw8ufP8TizemseqPQftLkcp1QJoKLi5Ced0JLS1Ny9pa0Ep5QIaCm7O39eLO87vxPzNuazZe8jucpRSzZyGQhNwy7lxhLT25iXtiaSUcjINhSYgwNeL24fE8/3GHNZlFthdjlKqGdNQaCJuGRJHoJ+XjnJWSjmVhkITEeTnzW1D4vl2w342ZBXaXY5SqpnSUGhCbhsST6CvFy/P19aCUso5NBSakODW3tw6JI6v1u5j877DdpejlGqGnBYKIjJVRHJEZF096w0QkUoRGeusWpqT24bE4+/jyd++2MDW/RoMSqnG5cyWwjRgZF0riIgn8DQw14l1NCuh/j787uJuLNmex8X/XsTI5xfxyoLtZBwssbs0pVQzIM68upeIxAFfGGMST/H8/UA5MMCx3sf1bbN///4mNTW1MctsknIOl/Jlejafr8li9R5rUFu/jqGMSY7i+gGx+HjpkUGl1HEistIY07++9bxcUUxtRCQauBq4ACsU1GloG+jHxCHxTBwSz578EuakZ/F5WhZ/+Ww9H6Zm8OL4vsSH+9tdplKqibHz6+TzwB+MMZX1rSgik0QkVURSc3NzXVBa0xLbpjV3j+jC3N8N5dUJ/dhzoITLX1zMJysz7C5NKdXE2Hb4SER2AuJ4GA6UAJOMMbPr2qYePqpf1qEj3P9BGst3HmBMchR/G5NIoJ+33WUppWzU0MNHtrUUjDHxxpg4Y0wc8DHwm/oCQTVMVEgrZtx5Dg9c3I3P12Rx+Ys/kqaT6SmlGsCZXVJnAEuB7iKSISK3i8hkEZnsrPdUx3l6CPde2JUPfz2YyirD2FeW8MzcTRSWlttdmlLKjTn18JEz6OGj01dQUs7jc9Yza3Umoa29uXtEF24a3BFfL0+7S1NKuYjbHz5SrhPc2pt/X5/MnHvOIzE6mP/7ciMX/Gshn67KoLKqaX0pUEo5l4ZCC9I7Jph3bh/Eu7cPIszfhwc+XMPlLy7mp215dpemlHITGgot0Hldw/ns7iG8NL4vR8ormfjWCrbl6JQZSqkGhoKIdBYRX8f94SJyr4iEOLc05UweHsKVfaL45K5zae3rySOfrKVKDyUp1eI1tKXwCVApIl2A/wHxwPtOq0q5THiAL3+6rCepuw/y/vI9dpejlLJZQ0OhyhhTgTUtxfPGmN8B7Z1XlnKlsf1iGNKlDVO+3sS+glK7y1FK2aihoVAuIuOBW4AvHMt0iGwzISL8/erelFdW8ZfP1tHUuikrpRpPQ0NhIjAYeMoYs1NE4oF3nVeWcrWObfz53cXd+G7Dfr5Zt8/ucpRSNmlQKBhjNhhj7jXGzBCRUCDQGDPFybUpF7vjvHgSooL46+frKTiiI5+Vaoka2vtogYgEiUgYsAZ4S0Sec25pytW8PD2Yck0S+UVHmfL1JrvLUUrZoKGHj4KNMYXANcBbxph+wEXOK0vZpXdMMHec34kZy/fw8458u8v5pfztMPNGWPISFOXYXY1SzU5DQ8FLRNoD13H8RLNqpn53UTc6hLXij5+upbS83stduM7+9TB1JGz9Dr79MzzXE2bcAJu+hEo93KVUY2hoKDyJdR3l7caYFSLSCdjqvLKUnVr5ePKPq5PYmV/MHW+ncqTMDYIhYyW8dRl4eMHkxXD3cjjnN5CxAmbeYAXE3D9Bzka7K1WqSdNZUtUpfbIyg4c+XsPA+DD+d8sA/H1tunrrzsUwYxz4h8PNn0Fo3PHnKsth2/ew+l3Y8g1UVUB0P+g7ARKvBb9ge2pWys00dJbUBoWCiMQALwFDAAP8CNxnjHH59R41FFzrs7RMHvhwDX07hPDWxAGuv4Lb5m/gw5shLB5umg1BdYyZLMqFtR9aAZGzAbz8oOdV0PdGiBsKHjrVl2q5GjsUvsOa1uIdx6IJwI3GmIvPqsozoKHgel+mZ3PfzNX0jglm2sSBBLdyUTCs+wQ+nQTtEmHCp+DfpmGvMwayVlvhsPZjOFoAwbGQfIP1E9rRuXUr5YYaOxTSjDHJ9S1zBQ0Fe8xdv4973l9Fz/ZBTL9tICGtfZz7hivfhjn3QcdzYfxM8As6s+2UH7FORK9+F3YsAAzED4W+N0HPK8G7VWNWrZTbauyL7OSJyAQR8XT8TADcsL+icpZLEyJ5dUI/NmUf5oY3lpFfdNR5b7bkZZhzL3S5EG78+MwDAawP/d5j4ebZcP9aGPEnOLgbPr0T/tUN5twPGalW60Ip1eCWQizwMtZUFwZYAtxrjHH5tJraUrDXwi25TJqeSqCfF4+O6sk1KdGISONs3BhYMAUWToFeo+GaN8HLCS2SqirY/ZPVetjwGVQcgYgekHwj9BkHAW0b/z2VslmjHj46xRvcb4x5vo7npwJXADnGmMRanr8R+IPjYRFwlzFmTX3vq6Fgv/VZBfxp1jrS9h5iYFwYT45JoEfkWXybBysQ5v4Rfv4vJE+AK18ATxf0diothPWfwur3IGM5iCd0u9TqvdT1EvDUeR9V8+CKUNhjjImt4/mhWB/2008RCucCG40xB0VkFPC4MWZQfe+roeAeqqoMH6bu5elvNlFYWsHEc+O476KuZ9Y7qarSOn+w+h0YNBku/Yc9PYVyt0Dau7BmJhTtB/8ISLreCoi2PV1fz+k6WgQFGY6fvcdvi/Zb3XR7jYHI3tBYLTvVpLgiFPYaYzrUs04c8EVtoXDSeqHAOmNMdH3vq6HgXg4Wl/HPuZuZuWIPEQG+/OnynlyZFIWHRwM/eCrKYNYkWD8Lhj4MI/5o/4dWZYU19iHtXdj89fGxD8k3WmMfWtlw0cGqKijOsT7oD+2p8eGfAQWOx0cOnvga8YSgKGgVCvvXgamCsE6QcLUGRAtke0vBsU4cDQuFB4Eexpg76ntfDQX3lLb3EH+ZvY61mQUkRAXx8MgeDO0aXvf5hvIj8MFNsO07uPhvMORe1xXcUMV5kP6BdXgpZ71j7MOVVuuhMcc+lJVAYab1zf7Q3pO+8e+FgkyoOmkqD59ACOkAwTEQfNJtSAcIiDx+CK44DzbOgQ2zrcGAptIKiF5jIGEMRCZpQDRzjRIKInIY68TyL54CWhlj6jzo25BQEJERwH+B84wxtfZoEpFJwCSA2NjYfrt3767rbZVNKqsMn6/J5Nlvt5Bx8AjndArj4ZE9SIkN/eXKpYUwY7x1wveKf0P/ia4v+HQcG/uQ9h6s/QhKT2PsgzFQnFvjkE6G44O/xiGekpP+9MUDAts7PuhP8aF/pqO1i/Ng0xdW60wDosVwekuhgUXEUUcoiEgSMAsYZYzZ0pBtakvB/ZVVVDFj+R5emreVvKIyLu7Vjocu7U63doHWCiUH4N1rYV86XP2a1WW0KSkvtT5U096D7fOpHvvQ+zrrw/QXH/oZUHlSF15v/xrf8o992Nd4HBTlmpPcxfmwaQ6snw07F1kBERpvhUPC1RoQzYjbh4Kjm+s84GZjzJKGblNDoekoPlrBWz/t5LWFOygqq2BE97bc1sePIUvuRA7sgOvehu6j7C7z7Bzaa52YTnsXDu46vjwg8qQP/dga92Os4/zu9mFbnF+jBXFSQPQaA+37uF/NqsFsDwURmQEMB8KB/cBjOK7rbIx5VUTeBK4Fjh0LqmhIwRoKTc/B4jLeWrKLBctSebHscdp6FPBdn38z5OJrCQ/wtbu8xlFVZc235ONvfcv3auL7dSwgNsyGHQs1IJoB20PBWTQUmqjcLZjpo6koLeLJ4Cd5J6Mt3p7CqMT2TB7WmV5RZznOQTlPrQER5zgHcbUGRBOhoaDcR/YaeOca6+TpTbMgMpFtOUW8t2w3H6/MoPhoBROHxPPAxd3sm55bNUzJAcchptnWXFInBMQYaJ+sAeGmNBSUe9izDN77FfgGWtdCCO9ywtMFJeU8PXcT7y/bQ/tgP564KoFLEiJtKladlpoBsXOhNZ5DA8JtaSgo+22fZ11PObC9FQghpx7ruHL3Qf40ay2b9h3m4l7teOKqBKJCdAbTJqPkgDUb7fpZJwXEaMchJg0Iu2koKHtt/AI+ngjh3axDRg2YZK68soqpP+7k+e+3IgIPXNyNW8+Nw8tTL47TpBwLiA2OQ0xVFRDS8fhJ6qi+GhA20FBQ9lnzAcy+y/rPP+Fjq/vladh7oITHPl/PvE059GofxD+u6U2fDjZMLaHOXskB2PyV1YKoGRDHWhAaEC6joaDssfwN+OpBazDXuPetcwlnwBjDN+v28djn68ktOsotg+P4/SXdXH85UNV4qgNiNuyYbwVEzEC44M/QaZjd1TV7GgrK9RY/Bz88Ad1Gwa+mgbffWW+ysLScZ+duZvrPu2kb6MsTVyVwaUJk413DQdmj5IB1udUf/23N+RQ/FC74K3QYYHdlzZaGgnIdY+CHJ+HH5yBxLFz9aqNP0ZC29xCPfrqWjdmFXNSzLX8bk0j7YD0R3eSVl0LqVFj8LJTkQddLrZZD+yS7K2t2NBSUa1RVwdcPw4o3oN+tcPlz4OHplLeqqKxi2pJdPPvtFrw8hceuTODaxrzym7LP0SJY/hr89II12WCvMdalUyO62V1Zs6GhoJyvsgI+uxvSZ8K5v7Wmv3bBB/Tu/GIe+iid5bsOcGGPtvzjmt60DTr7Q1XKDRw5BEtfhp9fgfISSBoHw/9gdW9VZ0VDoanISoMvfw/RKRCVYt226WrPlcdOR8VR+Pg2a/DSiD/D0Add2oukqsrw1pJd/PObTfh5e/Lk6ASu6hOlrYbmojjPOt+w/A3r4kApN8PQhyCovd2VNVkaCk3FnmXWydmsNCgvtpb5BlnzydQMiuAO7tN1r6zYGpS2Yz6MfBrOmWxbKTtyi3jwozWs2nOISxPa8bfRidpqaE4Ks2DRM7BqOnh4wYA74LzfgX+43ZU1ORoKTU1VJeRtgcxVkLkSslbBvnXHr7bVOty6JGTNoLDjP8aRQ/D+9dZF7q96yboCmc0qqwxvLt7Bs99tQYDxA2P59bBOeiK6OTm4CxY8bR2q9G4N59wFg++x59KoTZSGQnNQcdS6tm7mKuuqX5krIXcz1RfDC46F6L5WWESlQFTyGY8LaJDiPHjnasjZCNe+YQ0+ciO78op5ef42Zq3OxFOEsf1juGtYZzqEtba7NNVYcjfD/L9bo6X9QqxLuA6abE1ZruqkodBcHT1szTqaucpqTWSugkPHLkkh1rQS1a2JfhCZ2Dhz+xdkwjtjrIvGX/8udL347LfpJHsPlPDqwu18lJpBpTGMSY7m7hGd6RQRYHdpqrFkr4F5T8HWueAfAef/HvpNbJSxMc2VhkJLUpx/PCCO3RbnWM95eEO7hBMPO0X0OL1uowd2wPTRUHIQbvgA4oY4Zz8a2b6CUl5ftIP3l++mvNIwbkAH7r+oGxGBTfwCOOq4vcutMTK7FkNQNAx7GJJvdM2lTJsYDYWWzBhrlGjN8xNZaXC00Hreu7U1a2V0ijX3THSKdVWt2k5k52yE6WOgsgwmfGKt28TkFR3l5XnbePfn3fh6eXDX8M7cfl4nWvk4ZzyFssGOhTDvb5CxwvpbHv6ode1vJ42ZaYo0FNSJqqrgwPYTWxP70qGi1Hq+VagVEMcOO0WnWD0/3r0GPH3h5tnQtqe9+3CWduQWMeXrTXy7YT/tg/148JLuXN03Gg8PN+nVpc6OMbBlLsz7P9i/FiJ6wog/Qs8r3afnno00FFT9Ksut6wpXB8Vq67GptJ4XD+si8zd/DmHx9tbaiJbvPMBTX25gTUYBvdoH8ZsRnbk0IRJvnaK7eaiqsk5Ez/875G+1WsUX/AW6XNiiw0FDQZ2ZshLYt9Y67HQ4CwbdBcELgD0DAAAWDklEQVTRdlfV6KqqDF+szebZbzezO7+EdkG+3DioI+MGdqBtoJ6sbBYqKyD9A1g4xeogETvYCocmck6ssdkeCiIyFbgCyDHGJNbyvAAvAJcBJcCtxphV9W1XQ0E1pqoqw4ItOby9ZDcLt+Ti7Slc3rs9N58bR98OITpCujmoKIPV02HhM1C0DzpfYE26F93P7spcyh1CYShQBEw/RShcBvwWKxQGAS8YYwbVt10NBeUsO3KLeOfn3XycmsHhoxX06xjKAxd349zObTQcmoPyI7DiTWv6jJJ86HGFdc6hXYLdlbmE7aHgKCIO+OIUofAasMAYM8PxeDMw3BiTXdc2NRSUsxUfreCTVRm8smA72QWlDIoP4/eXdGdgfJjdpanGcPSwNeHekpes+4nXWuHQprPdlTlVQ0PBzjNr0cDeGo8zHMt+QUQmiUiqiKTm5ua6pDjVcvn7enHz4DjmPzicx6/sxY68Yq57bSk3/W8Zq/YctLs8dbZ8A63xDPetseZR2vwVvDwAPrsHDu2t//XNnJ0thS+BfxhjfnQ8/gF42Bizsq5taktBudqRskreW7abVxZsJ7+4jIt6tuPpa3vTJkAHwTULRTnWVQNT/2c97jcRul1q9bwLigbf5jESXg8fKdXIio9WMG3JLl74YSsRAb68MiGFpBidkK3ZKMiAhf+E1e8e75YN1hxLxwIiONpx2+H4/aBo8PKxr+4GagqhcDlwD8dPNL9ojBlY3zY1FJTd1mYUMPndleQWHeX/xiRyXf8OdpekGlNRDuRvs+b7Ksywbgsyjt8/cuCXrwloVyM0Yqzb4Jjj9wPa2T662vZQEJEZwHAgHNgPPAZ4AxhjXnV0SX0ZGInVJXWiMabeT3sNBeUODhSX8dsZq/hpWz43DorlsSsT8PHSwW8tQlmJNdq/YK81ncwvwiMTyopOfI2HFwS2P6nFcVJ4tA5z6uA620PBWTQUlLuoqKzimW8389rCHfSNDeHVCf1opxf4UcZY15kudITEsaAoyHTc7rVCpbLsxNd5tYKgKEdQdKg9PM5ianwNBaVc5Mv0bB76eA2tfbz4yxU9uTIpSudTUnWrqoKSvBqBUUt4HM62LkVa07n3wiV/O6O31FBQyoW27D/MfTPT2JhdSI/IQB66tDsX9Girg97UmaussIKhsMZhqfbJ0GnYGW1OQ0EpF6uqMsxJz+K577awO7+Efh1DeejS7pzTqY3dpSnVJAavKdWseHgIo5Oj+f6BYfz96t5kHCxh3Os/c/PU5aTtPWR3eUo1iLYUlHKS0vJKpi/dxX8XbOdQSTkD48OYdH4nLujRVs85KJfTw0dKuYmioxXMXL6HqT/uJKuglM4R/tx5fifG9I3Gz1uvDKZcQ0NBKTdTXlnFV2uzeW3hDjZkFxIe4Mvt58Vz+3nxOsZBOZ2GglJuyhjDku35vLZoB4u25NKrfRD/vj6Z7pFn3gddqfroiWal3JSIMKRLONNvG8hrN/Vjf2EpV770I68v2k5lVdP6kqaaHw0FpWx0aUIkc383lOHdI/j7V5sY//rP7D1QYndZqgXTUFDKZuEBvrx2Uz/+9as+bMwuZOTzi5i5fA9N7dCuah40FJRyAyLC2H4xfH3/+STFhPDIp2u56uWf+GHjfg0H5VIaCkq5kZjQ1rx3xyD+OTaJgiPl3P52Kle9/BPfb9BwUK6hvY+UclPllVXMWp3Jy/O2sedACYnRQdx3YTcu6qlzKqnTp11SlWomyiurmL06k5fnb2N3fgk92wcxeVgnLu/dHi9PbeyrhtFQUKqZqaisYnZaFq8s2Mb23GJiQltx5/mduK5/B1r56MhoVTcNBaWaqaoqw/cb9/Pqwu2s2nOIMH8fbhkcx82DOxLq7/7XClb20FBQqpkzxrBi10FeXbideZtyCPD14s+X9+T6AR30nIP6hYaGgpcrilFKNT4RYWB8GAPjw9i87zCPf76eRz5dy1fr9vH0tb1pH9zK7hJVE+TUs1QiMlJENovINhF5pJbnY0VkvoisFpF0EbnMmfUo1Vx1jwzkvTsG8eToBFbsPMAl/17ER6l7tRurOm1OCwUR8QT+A4wCegHjRaTXSav9GfjQGNMXGAf811n1KNXceXgINw+O45v7z6dnZBAPfZzO7W+nsr+w1O7SVBPizJbCQGCbMWaHMaYMmAmMPmkdAwQ57gcDWU6sR6kWoWMbf2ZOOoe/XtGLJdvzuPi5hbw8byv5RUftLk01Ac4MhWhgb43HGY5lNT0OTBCRDOAr4LdOrEepFsPDQ7jtvHi+uvd8kmND+de3Wxg8ZR4PfbSG9VkFdpen3JgzTzTX1v3h5AOc44FpxphnRWQw8I6IJBpjqk7YkMgkYBJAbGysU4pVqjnqFBHA9NsGsnX/YaYt2cWnqzL5aGUGA+PDmHhuHBf3aqcD4NQJnNYl1fEh/7gx5lLH40cBjDH/qLHOemCkMWav4/EO4BxjTM6ptqtdUpU6cwUl5XyYupe3l+4i4+ARooL9mDC4I+MGxBKmYxyaNdvHKYiIF7AFuBDIBFYANxhj1tdY52vgA2PMNBHpCfwARJs6itJQUOrsVToGwL29ZBdLtufj6+XB6OQobjk3joSoYLvLU05geyg4irgMeB7wBKYaY54SkSeBVGPM547eSG8AAViHlh42xnxb1zY1FJRqXJv3HebtpbuYtSqTI+WVDIgL5YZBsSR3CCU2rDWeHjoQrjlwi1BwBg0FpZzj2KGl6T/vYu+BIwD4eXvQrV0gPSID6R4ZRM/IQJI6hBDgq+NemxoNBaXUGamsMqzPKmDTvsNsyj7M5v2FbMo+TH5xGQBeHkJSTDDndg7n3M5tSOkYip+3Tsjn7jQUlFKNKvfwUTZkF7JsRz5Ld+STnlFAZZXBx8uDlNgQBsSFkRAVRK/2wXQIa6XzL7kZnftIKdWoIgJ9GRYYwbBuEQAcLi1nxa4DLN2ez5Lt+fx3wXYqq6wvmYF+XvRqH0SvqCASooJJjA6iS0SAdn9tAjQUlFJnJNDPmwt6tOOCHu0AKC2vZPO+w6zPKmRDdgHrswqZuXwvR8p3Adb5iZ7tg+gdHUxidDBJMcF0axuIh57Idit6+Egp5TSVVYadeUWszSxgbUYh6zILWJ9VQHFZJQDx4f7cOCiWsf1iCGmt4yScSc8pKKXcUlWVYWd+MSt3HeSD1L2s3H0QHy8Prkhqz4RzOtK3Q4iej3ACDQWlVJOwMbuQ95btZtaqTIrLKunZPogbB8UyOjmKQD9vu8trNjQUlFJNStHRCj5Ly+Tdn/ewMbuQVt6eXNUninEDO5CsrYezpqGglGqSjDGsyShgxrI9zEnPoqSskh6RgdwwKJbRydEEt9LWw5nQUFBKNXmHS8v5fE0WM5bvYV1mIX7eHlybEsPEIXF0aRtod3lNioaCUqpZWZtRwDs/72J2WhZlFVUM7RbBbUPiGNo1Qru1NoCGglKqWcovOsr7y/Yw/efd5B4+SucIf24dEs+VSe21W2sdNBSUUs1aWUUVX67NYuqPu1ibWYCHQFJMCEO7hjO0WwTJHUJ0BHUNGgpKqRbh2Inp+ZtyWLQ1lzV7D1FlINDXi3O7tOHCHu0Y1TuyxXdv1VBQSrVIBSXl/LQ9j8Vbc1m0JY/MQ0fw9fLgkoRIrkmJ5vwu4S2yBaGhoJRq8YwxpO09xKerMpmTnsWhknLCA3wZkxzFVclRdI8MxNerZUz7raGglFI1HK2oZP6mXGatzmDephzKKw0eAjGhrekc4U+niAA6RfjTOSKA5A4hze4aETp1tlJK1eDr5cnIxEhGJkZysLiMRVtz2Z5bzI7cIrbnFrN0Rz6l5VUAtPbx5IIebbm8d3uGd29LK5/mFRB10VBQSrU4of4+jE6OPmFZVZUhu7CUzfsK+X5jDnPX7eOL9Gxa+3gyojogImjt07w/NvXwkVJK1aKisorlOw/wxdps5q7bR35xGT6eHvSNDeHczuEM6dKGPh1C8G4iJ63d4pyCiIwEXgA8gTeNMVNqWec64HHAAGuMMTfUtU0NBaWUqx0LiAVbcvlpWx4bsgsxxjrMNDA+jEHxbYhr05ro0FZEh7QizN/H7Sbws/2cgoh4Av8BLgYygBUi8rkxZkONdboCjwJDjDEHRaSts+pRSqkz5eXpwbldwjm3SzgAB4vLWLYzn5+25bNkex4LNueesH4rb0+iQvyICW3NgLhQRiZGNpm5mpzWUhCRwcDjxphLHY8fBTDG/KPGOv8Ethhj3mzodrWloJRyNwUl5ew9WELmoSNkHjxSfbv7QAkbswsB6BThz8iESC5NiCQpJtjlLQnbWwpANLC3xuMMYNBJ63QDEJGfsA4xPW6M+ebkDYnIJGASQGxsrFOKVUqpMxXc2pvg1ta1p0+2r6CU7zbsY+76/by2aAf/XbCdqGA/LurVjhE92jK4Uxu36v7qzFCoLQZPbpZ4AV2B4UAMsFhEEo0xh054kTGvA6+D1VJo/FKVUso5IoP9uGlwHDcNjuNQSRk/bMzhm/X7+Cg1g+lLd+Pr5cHgzm0Y3i2CET3a0rGNv631OjMUMoAONR7HAFm1rPOzMaYc2Ckim7FCYoUT61JKKVuEtPbh2n4xXNsvhtLySpbvPMD8zTks3JzL43M28PicDXQK9+elG/qSEPXLVocrODMUVgBdRSQeyATGASf3LJoNjAemiUg41uGkHU6sSSml3IKftydDu0UwtFsEXAm78opZsDmHBVtyiQlpbVtdTgsFY0yFiNwDzMU6XzDVGLNeRJ4EUo0xnzueu0RENgCVwEPGmHxn1aSUUu4qLtyfW8PjuXVIvK116OA1pZRqARra+6hpDMVTSinlEhoKSimlqmkoKKWUqqahoJRSqpqGglJKqWoaCkoppappKCillKrW5MYpiEgusPsMXx4O5DViOU1NS97/lrzv0LL3X/fd0tEYE1HfC5pcKJwNEUltyOCN5qol739L3ndo2fuv+356+66Hj5RSSlXTUFBKKVWtpYXC63YXYLOWvP8ted+hZe+/7vtpaFHnFJRSStWtpbUUlFJK1aHFhIKIjBSRzSKyTUQesbseZxORqSKSIyLraiwLE5HvRGSr4zbUzhqdRUQ6iMh8EdkoIutF5D7H8ma//yLiJyLLRWSNY9+fcCyPF5Fljn3/QER87K7VWUTEU0RWi8gXjsctad93ichaEUkTkVTHstP6u28RoSAinsB/gFFAL2C8iPSytyqnmwaMPGnZI8APxpiuwA+Ox81RBfB7Y0xP4Bzgbse/d0vY/6PABcaYPkAyMFJEzgGeBv7t2PeDwO021uhs9wEbazxuSfsOMMIYk1yjK+pp/d23iFAABgLbjDE7jDFlwExgtM01OZUxZhFw4KTFo4G3HfffBsa4tCgXMcZkG2NWOe4fxvqAiKYF7L+xFDkeejt+DHAB8LFjebPcdwARiQEuB950PBZayL7X4bT+7ltKKEQDe2s8znAsa2naGWOywfrgBNraXI/TiUgc0BdYRgvZf8fhkzQgB/gO2A4cMsZUOFZpzn//zwMPA1WOx21oOfsO1heAb0VkpYhMciw7rb97p12j2c1ILcu021UzJyIBwCfA/caYQutLY/NnjKkEkkUkBJgF9KxtNddW5XwicgWQY4xZKSLDjy2uZdVmt+81DDHGZIlIW+A7Edl0uhtoKS2FDKBDjccxQJZNtdhpv4i0B3Dc5thcj9OIiDdWILxnjPnUsbjF7D+AMeYQsADrvEqIiBz7Ethc//6HAFeJyC6sQ8QXYLUcWsK+A2CMyXLc5mB9IRjIaf7dt5RQWAF0dfRC8AHGAZ/bXJMdPgducdy/BfjMxlqcxnEc+X/ARmPMczWeavb7LyIRjhYCItIKuAjrnMp8YKxjtWa578aYR40xMcaYOKz/4/OMMTfSAvYdQET8RSTw2H3gEmAdp/l332IGr4nIZVjfGjyBqcaYp2wuyalEZAYwHGuWxP3AY8Bs4EMgFtgD/MoYc/LJ6CZPRM4DFgNrOX5s+Y9Y5xWa9f6LSBLWyURPrC99HxpjnhSRTljfnsOA1cAEY8xR+yp1LsfhoweNMVe0lH137Ocsx0Mv4H1jzFMi0obT+LtvMaGglFKqfi3l8JFSSqkG0FBQSilVTUNBKaVUNQ0FpZRS1TQUlFJKVdNQUG5HRCodszyuEZFVInJuPeuHiMhvGrDdBSLSIq/VeyoiMk1Exta/pmopNBSUOzrimOWxD/Ao8I961g8B6g0Fu9QYTauU29NQUO4uCGu6Y0QkQER+cLQe1orIsZlupwCdHa2LZxzrPuxYZ42ITKmxvV85rjewRUTOd6zrKSLPiMgKEUkXkV87lrcXkUWO7a47tn5Njvnrn3Zsc7mIdHEsnyYiz4nIfOBpx5z2sx3b/9kxyOzYPr3lqDVdRK51LL9ERJY69vUjxzxOiMgUEdngWPdfjmW/ctS3RkQW1bNPIiIvO7bxJc10UkB1Fowx+qM/bvUDVAJpwCagAOjnWO4FBDnuhwPbsCY8iwPW1Xj9KGAJ0NrxOMxxuwB41nH/MuB7x/1JwJ8d932BVCAe+D3wJ8dyTyCwllp31VjnZuALx/1pwBeAp+PxS8BjjvsXAGmO+08Dz9fYXqhj3xYB/o5lfwD+ijUidzPHB52GOG7XAtEnLTvVPl2DNXOqJxAFHALG2v1vrj/u86PNWuWOjhhjkgFEZDAwXUQSsQLg7yIyFGv6imigXS2vvwh4yxhTAmBOHNJ/bHK8lVhhAtYcMUk1jq0HA12x5sya6phcb7YxJu0U9c6ocfvvGss/MtaMpQDnAdc66pknIm1EJNhR67hjLzDGHHTM9tkL+Mkxs6sPsBQoBEqBNx3f8r9wvOwnYJqIfFhj/061T0OBGY66skRk3in2SbVQGgrKrRljlopIOBCB9e0+AqvlUO6YDdOvlpcJp54e+dicN5Uc//sX4LfGmLm/2JAVQJcD74jIM8aY6bWVeYr7xSfVVNvraqtVgO+MMeNrqWcgcCFWkNyDdZW1ySIyyFFnmogkn2qfHHOA6dw26pT0nIJyayLSA+tQRz7Wt90cRyCMADo6VjsMBNZ42bfAbSLS2rGNsHreZi5wl6NFgIh0c8w42dHxfm9gzbqacorXX1/jdukp1lkE3OjY/nAgzxhT6Kj1nhr7Gwr8DAypcX6itaOmACDYGPMVcD/W5TYRkc7GmGXGmL8CeVjTxNe6T446xjnOObQHRtTzu1EtjLYUlDtqJdaVw8D6xnuLMaZSRN4D5oh1QfJj5xwwxuSLyE8isg742hjzkOPbcqqIlAFfYc2SeipvYh1KWiXW8ZpcrEsWDgceEpFyoAjrnEFtfEVkGdaXrF98u3d4HHhLRNKBEo5PZfx/wH8ctVcCTxhjPhWRW4EZIuLrWO/PWOH3mYj4OX4vv3M894yIdHUs+wFYA6SfYp9mYZ3TWAtsARbW8XtRLZDOkqrUWXAcwupvjMmzuxalGoMePlJKKVVNWwpKKaWqaUtBKaVUNQ0FpZRS1TQUlFJKVdNQUEopVU1DQSmlVDUNBaWUUtX+Hx5La8vasenRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see what results we have got. \n",
"\n",
"We will first see which were the categories that the model most confused with one another. We will try to see if what the model predicted was reasonable or not. In this case the mistakes look reasonable (none of the mistakes seems obviously naive). This is an indicator that our classifier is working correctly. \n",
"\n",
"Furthermore, when we plot the confusion matrix, we can see that the distribution is heavily skewed: the model makes the same mistakes over and over again but it rarely confuses other categories. This suggests that it just finds it difficult to distinguish some specific categories between each other; this is normal behaviour."
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"\n",
"losses,idxs = interp.top_losses()\n",
"\n",
"len(data.valid_ds)==len(losses)==len(idxs)"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'ClassificationInterpretation' object has no attribute 'plot_top_losses'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-149-a7fe6964f6f7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdoc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minterp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_top_losses\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m: 'ClassificationInterpretation' object has no attribute 'plot_top_losses'"
]
}
],
"source": [
"doc(interp.plot_top_losses)"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp.plot_confusion_matrix(figsize=(12,12), dpi=60)"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('airbus-a320neo', 'airbus-a350-900', 5),\n",
" ('airbus-a320neo', 'airbus-a330-200', 4),\n",
" ('airbus-a330-200', 'airbus-a320neo', 4),\n",
" ('airbus-a350-900', 'airbus-a330-200', 4),\n",
" ('airbus-a220-300', 'airbus-a320neo', 3),\n",
" ('airbus-a330-200', 'airbus-a350-900', 3),\n",
" ('airbus-a350-900', 'airbus-a220-300', 2)]"
]
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unfreezing, fine-tuning, and learning rates"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since our model is working as we expect it to, we will *unfreeze* our model and train some more."
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 00:05 <p><table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.576541</td>\n",
" <td>1.492049</td>\n",
" <td>0.319588</td>\n",
" <td>00:05</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(1)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [],
"source": [
"learn.load('stage-1');"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 00:10 <p><table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.338458</td>\n",
" <td>0.934447</td>\n",
" <td>0.288660</td>\n",
" <td>00:05</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.300972</td>\n",
" <td>0.924978</td>\n",
" <td>0.278351</td>\n",
" <td>00:05</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(2, max_lr=slice(1e-6,1e-4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's a pretty accurate model!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training: resnet50"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we will train in the same way as before but with one caveat: instead of using resnet34 as our backbone we will use resnet50 (resnet34 is a 34 layer residual network while resnet50 has 50 layers. It will be explained later in the course and you can learn the details in the [resnet paper](https://arxiv.org/pdf/1512.03385.pdf)).\n",
"\n",
"Basically, resnet50 usually performs better because it is a deeper network with more parameters. Let's see if we can achieve a higher performance here. To help it along, let's us use larger images too, since that way the network can see more detail. We reduce the batch size a bit since otherwise this larger network will require more GPU memory."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"data = ImageDataBunch.from_name_re(path_img, fnames, pat, ds_tfms=get_transforms(),\n",
" size=299, bs=bs//2).normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet50, metrics=error_rate)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.lr_find()\n",
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 01:36 <p><table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.606218</td>\n",
" <td>1.132755</td>\n",
" <td>0.472441</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>1.239250</td>\n",
" <td>1.019962</td>\n",
" <td>0.401575</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>1.009364</td>\n",
" <td>0.877216</td>\n",
" <td>0.307087</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.850876</td>\n",
" <td>0.855348</td>\n",
" <td>0.322835</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.720221</td>\n",
" <td>0.789142</td>\n",
" <td>0.307087</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.602349</td>\n",
" <td>0.734370</td>\n",
" <td>0.299213</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.506447</td>\n",
" <td>0.718404</td>\n",
" <td>0.283465</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.440244</td>\n",
" <td>0.715660</td>\n",
" <td>0.291339</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(8)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1-50')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's astonishing that it's possible to recognize pet breeds so accurately! Let's see if full fine-tuning helps:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Total time: 00:45 <p><table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.279179</td>\n",
" <td>0.697863</td>\n",
" <td>0.236220</td>\n",
" <td>00:15</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.257509</td>\n",
" <td>0.656648</td>\n",
" <td>0.251969</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.245823</td>\n",
" <td>0.641655</td>\n",
" <td>0.244094</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(3, max_lr=slice(1e-6,1e-4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If it doesn't, you can always go back to your previous model."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"learn.load('stage-1-50');"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('airbus-a330-200', 'airbus-a320neo', 4),\n",
" ('airbus-a330-200', 'airbus-a350-900', 4),\n",
" ('airbus-a350-900', 'airbus-a320neo', 4),\n",
" ('airbus-a350-900', 'airbus-a330-200', 4),\n",
" ('airbus-a320neo', 'airbus-a330-200', 3),\n",
" ('airbus-a220-300', 'airbus-a320neo', 2),\n",
" ('airbus-a220-300', 'airbus-a330-200', 2),\n",
" ('airbus-a220-300', 'airbus-a350-900', 2),\n",
" ('airbus-a320neo', 'airbus-a220-300', 2),\n",
" ('airbus-a320neo', 'airbus-a350-900', 2),\n",
" ('airbus-a350-900', 'airbus-a220-300', 2)]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
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wAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6lox7AOj52nlfycte8sIsWrQom9x7Wd793iOydOnScY/FBHjo/TbIYXtuldaSq264JX//n+flhJcuz5XX3Zwkefvx384ZF1895imZFBd94+s59Pl/k8VLlmTdddfNu973oay73nrjHosJ48/MuTNvZ5iratOq+ofVrC+vqjfO4fOeXlWnVtUXq+qhw9rbq+qMqjq7qnYZ1tarqmOG9UPnah7unk03u2+O/NRxOfa/Ts4DHrhFjvvMMeMeiQlx5XU3Z/93n5N9335WLrn659l5601zwy9uy1Pfflae+vazxDKzaostH5RPff7UfPyzJ2abP3lEPue1jDngz8y5M2/B3Fq7orX2yulrVTUfz79ja215kpcmef6w9ubW2mOS7JrkNcPawUk+Pawvr6r7zcNs3IllyzbNOuuskyRZunRpliz2QxFmx1U33JKbb5tKkqxY2bJyqmXdtZfkY//n0XnrXz48G6zjrAyzZ/pZvl/cdFN+/0EPHuM0TCp/Zs6dOQvWqlpWVScNZ3iPrqotquro4b5Tq+pNST43bP7gqjq2qs6tqj8atvnytH2dPXx8TlV9qapOq6o9Zzzfoqo6frjvhKpaP0laa7cNm6yf5MJh7XvD2i1Jpobbj05y/HD7hCSPGs5+/9cw2/lVtfXwXE+sqi8MZ62fNqz9UVWdOay9fHa+i6zyo0t/mNNOOSk77/qkcY/ChNlsw3tkuwfdKyd9/crs9dYzs+/bz8ppF/0kf//EB417NCbM6aecmF0e98h88YzT8nsPeOC4x2GC+TNz9s3lGd5rk+zSWntckh8m2WHG/ce11nYZbm+UZI8k++VXZ3xXZ98kT2itbZ/kdj9naK1NJdljuO/Tw7apqk2q6swk70xy+oz9vS7Jvw23N0xy/XD7uiQbD7eXttZ2T/LiJAcOZ8UPS7JjksckeXZVLU7yj0memWS7JI+rqs2nP1FV7V1VR1bVkZdfdmnnS2SmG66/Ps89+IC87V2HuxaLWbXe2kvyr09/eF78ka9lxVTLz24a/f36s+f/OFvdd/0xT8ekedzjd8rnT/9SnrT7nvnQB9477nGYUP7MnBtzGcwbJzm6qk5LsluSzWbcf+602+e1kYuT3Hs1+6rh4yFJ3lhV70+yZVX9xXC2+l+qat0k76mq0zMK182SpLV2VWttuyR7ZRS1ox1WHZhkrdbah4elazM6C52M4vma4fb5w8dLMwr7eyXZMqOz0ScPn2+SZFlr7ZuttZbkq0m2mP4FtNaOaq3t01rbZ7P73v+OvmfMsHLlyjz7oP3zokNfni22dMaP2bOokrf85cPz1s9fnO9f9fMsXVxZa/HoJfHPtvidXHL1z8c8IZPklltu+eXt9dffIOusu84Yp2FS+TNz7szlxS37JTm+tfbOqnpzkkuSbD3t/qlpt7epqsooMn8yrK1cdVlFRoGaJBe21g6uqm2TvKS19owkH06SqtoryeWttadX1fOSbFxVS5JMDWefr0vy82Hbx2cU0E+eNsPZSXZOcniSnZIcNDxvm7ZNJbk6yTczOtN9W1UtHT5eWVV/kOSiJH+c5N13+zvGrznmE0fl3HPOyo033pA3vf51OeCZz8qee+0z7rGYALs9fLP8yQM2ynr3eFCet0vywTN/kGftsEVuunVlbl0xlUM+8rVxj8gE+cIpJ+Zdb/vXLFq0KL9zr3vlX99x+LhHYgL5M3PuzGUwn5TkP4d3obgpyQWdba/L6DKKZRmFapK8I6NLKL6e5PJh7d3DpQ7rZXSJxHRnJ3lZVR2X5McZnRFeluTDVTWVUaD/zar9JLkxyYlV9YvW2q4ZhfIHhzPPn26tXVZVW854jrTWpqrqdcNjp5JclWSfJC8b9lFJPtta+0H/28Nd8ZS9n5qn7P3UcY/BBDr2q5fn2K9efru1z5z34zFNw6Tb6YlPyk5PdD0pc8ufmXNnzoK5tXZ+bn9GOUk+MNy3fNp2pyY5dTWPPyLJETPW/qrzfJdldGZ3pu1Xs+2v/Xpya+2GjK6jnr72y9laaxclOWC4/fkkn5+x7dcyun4ZAIAJ4l/6AwCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOhYsrrFqjoqSZu5nKS11vaZ86kAAGCBWG0wJ3nRvE4BAAAL1GqDubV2SZJUVSXZIclmGZ1hTpIj5mc0AAAYvzs6w7zKx5JcmuRJST6bZNMIZgAA1iB39kt/926tvTDJFcPHdeZhJgAAWDDuLJhXVNWiJNdW1bOTbDEPMwEAwIJxZ8H8F8M2z87o7PJfzvlEAACwgNzZNcwPmXb7y0k2mMNZAABgwbmzYN51+FhJ/jjJrUlOn9OJAABgAekGc2vtpdM/r6pPze04AACwsHSDuaq2mvbp/ZNsPqfTrCGWLK6sd487O7kPv7lTXr7TuEdgDfDG07837hFYAzxv283HPQITbsXKqTvd5s6q7cXDx5bkmvilPwAA1jB3Fsyfa60dueqTqnpSkgvndiQAAFg47uxt5Z494/OD52oQAABYiFZ7hrmqDk7y10keXFVfyuhdMqaSnDp/owEAwPitNphba+9J8p6qenJrzTtjAACwxrqzSzKesupGjbx/jucBAIAF5c6C+f6rbrTWWpIHzO04AACwsNxZMN9QVXtU1cZVtXuSG+ZjKAAAWCju7G3lnpHk/2b0C4C/SHL2nE8EAAALyJ2dYV4/yU+SbJDkZ0m+O+cTAQDAAnJHbyt3aJIdMwrkjyZZ3lp75nwOBgAAC8EdnWH+8yRXJTkmyRkZvQczAACscVYbzK217ZIckuTBST6Z5A+HX/7bcD6HAwCAcbvDa5hbaz9qrb2ltfbnSbZNsnlGZ5wBAGCNcWe/9Jckaa1d1lp7a2tt+7keCAAAFpK7FMwAALCmEswAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYWfAOPeRF2XH5Y3PAX+6XW2+9ddzjMKGO/cTH8qcPuf+4x2DC3HrTz/ORF+2bd+z7J7n6kouTJDdcfUWOfe1zc9TL9s/ZH33HmCdk0ngtmxtzGsxVtWlV/cNq1pdX1Rvn8HlPr6pTq+qLVfXQYe2tVXVaVZ1bVfsOa+tV1TFVdUZVHbqa/fxJVX1heNyRVbV0WN+3qs6qqpOr6v7D2lbDfs6qqp3m6mtb05x/3nm58oorctKpX8gfbLVVPvHxo8c9EhNoamoqnzv2k7nPZvcb9yhMmCVrr509XvGu/P62O/9y7QsfeEN2eM4rs/frjsijnvo3Y5yOSeO1bO7MaTC31q5orb1y+lpVzcdZ7R1ba8uTvDTJ84e1F7XWtk/y+GE9SQ5O8unW2mOSLK+qmUfYZUl2GR73nSRPHqL5BUm2T/KK4X9J8o9JDkyyS5JXz8lXtQY65+yzstMTRn/QPGHnJ+bss7445omYRMd+/GPZdfc9U4v80I3ZtWjxkqyzwca//Hzlitty/U8uy+nve32OfvkBufyb541xOiaN17K5M6vf0apaVlUnDWd4j66qLarq6OG+U6vqTUk+N2z+4Ko6djjj+0fDNl+etq+zh4/PqaovDWd595zxfIuq6vjhvhOqav0kaa3dNmyyfpILZ6ytm+Qbw+1HJzl+uH1CkkdN3/8Q/DcNn96WZEWSLZN8vbV2a2vtzCRbD/ffp7X27dba9Ul+WlX3utvfQH7Nddf9LPdcf/0kyQYbbJBrr71mzBMxaVauXJnPHvPx7Pbkvcc9CmuAm6+/Nlf/4OI89sBDsusL35DT3vtP4x6JCeG1bG7N9l9Brs3ojOzjkvwwyQ4z7j+utbbLcHujJHsk2S/Jazr73DfJE4azvMdMv6O1NpVkj+G+Tw/bpqo2qaozk7wzyemrtq+qDyW5IKM4TpINk1w/3L4uya9OA0xTVb+bZKckn5nxmCRZvGqzaWu/tq+q2nu4rOPIH116aefLZboNN9woN1w/+nb/7Gc/y0Ybrfb/IviNfeqoj+RJe+yVRc7IMA/WXnf9bLTZ5rnnvTbNuhttkkWLFmdq5Ypxj8UE8Fo2t2b7u7pxkqOr6rQkuyXZbMb95067fV4buTjJvVezr1UBekiSN1bV+5NsWVV/MZyt/peqWjfJe6rq9CTPXPV8rbWrWmvbJdkro0slMqzvl+QhSV46XBpybUZnoZNRCF9TVS8Y9v+CJBnOWv9nkgOHs9TTH5MkK4ePU9PWNkxyu1OhrbWjWmv7tNb2ud/9XYx/Vz3yzx6VE08Y/RDgxBM+n0dvu92YJ2LSfPvib+YTR34oB+yze37wve/kNS9/8bhHYoItWfseWXvde+aWn9+Q226+KStX3JZFi5eMeywmgNeyuTXb/5Xul+T41to7q+rNSS7Jry5ZSG4fldtUVSXZIslPhrWVqy6ryOjShyS5sLV2cFVtm+QlrbVnJPlwklTVXkkub609vaqel2TjqlqSZGo4+3xdkp8P267dWrslyU1JbmitTQ2Xfeyc5PCMziAf1Fo7Osmbh8csTvKhJK8ewj4ZXcu8VVWtleQRGZ2xTpIrqmrLJFcm2bi1dvVv+D1kmm0e/vAs23TT7Lj8sbn//X83z3+hFwBm16GHve6Xt3ffabu84rVvGOM0TKJPvfqvc9X3Lsq1l30/W++yb7Z9+t/nmNc+J1Mrbsuj93veuMdjQngtm1uzHcwnJfnPqtolozC9oLPtdRldRrEsyUHD2jsyuoTi60kuH9beXVWbJ1kvycxaOjvJy6rquCQ/TnLpsL8PV9VURoG+6leQP1xVv5NkaX51CcjhST5YVQdm9Mt/l83Y/z5Jtk1yz6p6RZJ3tdY+VlVvSXJakpuT7D9s+3+TvD+jSzQO63zd3E3//C9z9oYqcDvHnnjmuEdgAj35sH//tbV9/umDY5iENYXXstk3q8HcWjs/tz+jnCQfGO5bPm27U5OcuprHH5HkiBlrf9V5vsuS/PFq7tp+NdvutZq1GzK6jvqO9v+RJB9ZzfpHk3x0xto3kjzmjvYFAMBvJ1eGAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwAI00AOAAAYIElEQVRAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANCxZNwDrIlWrGy58eYV4x4D4H/kedtuPu4RWAM87fBzxj0CE+7b37/mTrdxhhkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdgpkF7WvnfSW77bw8uz9xhxy0/9Ny2223jXskJtSxn/hY/vQh9x/3GEw4xxmz7cHL1su799sm7/yLh+W1e/xB1l17cd6679Z5134Pyzue9rDcZ4O1xz3iRJjTYK6qTavqH1azvryq3jiHz3t6VZ1aVV+sqocOax+oqnOH9RcPa+tV1TFVdUZVHbqa/Syuqg8Nj/lAVS0d1vetqrOq6uSquv+wttWwn7Oqaqe5+trWNJtudt8c+anjcux/nZwHPHCLHPeZY8Y9EhNoamoqnzv2k7nPZvcb9yhMMMcZc+GqG2/J333sgjz3w1/Lj669OY9+wMZ57We/led86Gv5j7N+mP0e6S9os2FOg7m1dkVr7ZXT16pqPs5q79haW57kpUmeP239wNba8tbaG4bPD07y6dbaY5Isr6qZr2JPSfK9YV/fSPKUIZpfkGT7JK8Y/pck/5jkwCS7JHn17H9Ja6ZlyzbNOuuskyRZunRplixeMuaJmETHfvxj2XX3PVOL/NCNueM4Yy5c8/PbcsuKqSTJiqmp3DY1latuvHX4vGVla+Mcb2LM6n+1VbWsqk4azvAeXVVbVNXRw32nVtWbknxu2PzBVXXscNb3j4ZtvjxtX2cPH59TVV+qqtOqas8Zz7eoqo4f7juhqtZPktbaqp/br5/kwuF2S/KeYbuHDWuPTnL8cPuEJI+a8SU9MMn5w+2vJnlski2TfL21dmtr7cwkWw/336e19u3W2vVJflpV97qb3z46fnTpD3PaKSdl512fNO5RmDArV67MZ4/5eHZ78t7jHoUJ5jhjri1bf+08cvONcsZ3rkmSLF5UOWi738uRX75szJNNhtn+a+61SXZprT0uyQ+T7DDj/uNaa7sMtzdKskeS/ZK8prPPfZM8obW2fZLb/Ty+tTaVZI/hvk8P26aqNqmqM5O8M8npw+Yvaq09OsnfJvn/h7UNk1w/3L4uycYznvub076GnYbtpz8mSRYPH2va2q/tq6r2rqojq+rIyy+7tPPlMtMN11+f5x58QN72rsOzdOnScY/DhPnUUR/Jk/bYK4uc9WMOOc6YS+ustTiv3O0hec1nv5WVU6Mzyi994oPyyfMuz2U/u3nM002G2f4vd+MkR1fVaUl2S7LZjPvPnXb7vDZycZJ7r2ZfqwL0kCRvrKr3J9myqv5iOFv9L1W1bkZnjU9P8sxVz9dau6q1tl2SvTK6VCKttZ8OHy9KRtcnZxT46w/Ps2GSa6rqBcP+X5DkM0lurapTkqyb5IoZj0mSlcPHqWlrGya5ZvoX01o7qrW2T2ttn83u63qiu2rlypV59kH750WHvjxbbPmgcY/DBPr2xd/MJ478UA7YZ/f84HvfyWte/uJxj8QEcpwxVxZV8urd/yDvO/OSXHrtL5IkB277u7n8uptz4kVXjXm6yTHbF4Tul+T41to7q+rNSS7Jry5ZSG4fldtUVSXZIslPhrWVqy6ryOjShyS5sLV2cFVtm+QlrbVnJPlwklTVXkkub609vaqel2TjqlqSZGo4+3xdkp8P267fWru+qu6dZO3W2srhso+dkxye0Rnkg1prRyd587Q5nz88/lVJTkzynSRbVdVaSR6R5IJhuyuqasskVybZuLV29W/w/WOGYz5xVM4956zceOMNedPrX5cDnvms7LnXPuMeiwly6GGv++Xt3XfaLq947Rs6W8NvxnHGXNnxIZtk6/uun3XW+r08Y7vfy2cuuCIHbfd7ueCy6/Onv7dhLrzs+rzrtO+Pe8zferMdzCcl+c+q2iXJTflVTK7OdRldRrEsyUHD2jsyuoTi60kuH9beXVWbJ1kvycy/kp+d5GVVdVySHye5dNjfh6tqKqNA/5th2w9W1cYZXULxwmHt8GH9wIx++e92F/pU1aZJPppkRZITW2tnDOtvSXJakpuT7D9s/n+TvH/Y/2Gdr5u74Sl7PzVP2fup4x6DNcSxJ5457hFYAzjOmE0nfPOqnPDN259JPu6/rxzTNJOrmt+enHd7PGXv9t4jPjLuMZhgN9y8YtwjAMyKpx1+zrhHYMJ9+8Ovyk8vOKV62/jtAwAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHQIZgAA6BDMAADQIZgBAKBDMAMAQIdgBgCADsEMAAAdghkAADoEMwAAdAhmAADoEMwAANAhmAEAoEMwAwBAh2AGAIAOwQwAAB2CGQAAOgQzAAB0CGYAAOgQzAAA0CGYAQCgQzADAECHYAYAgA7BDAAAHYIZAAA6BDMAAHRUa23cM6xxquorSb477jl+y9wvyY/GPQQTzTHGfHCcMR8cZ3fPFq21P+ltIJj5rVBVR7bW9hn3HEwuxxjzwXHGfHCczT6XZAAAQIdg5rfFUeMegInnGGM+OM6YD46zWeaSDAAA6HCGGQAAOgQzAAB0CGYAAOhYMu4B4I5U1cZJNk5yTWvtmnHPw2Sqqt9NskWS77bWfjjueZg8XsuYD46zueWX/lhwqmrHJK9OcnWS65NsmGSjJK9srZ00ztmYLFX1siSPS/LVJH+c5NTW2j+Ndyomhdcy5oPjbH4IZhacqjozyRNbazdMW1s/yedaa9uNbzImTVWd0Vp7zHC7knxh1efwP+W1jPngOJsfrmFmIZpKssmMtU2GdZhVVfWg4eaDuhvC3ee1jPngOJsHrmFmIfrrJG+qqvskqYz+o//xsA6z6TkZHWvLklyR5LljnofJ4rWM+eA4mwcuyQDWaFW1KMkmrbUrxz0LAAuTYGbBqar7JjksyUOTLE6yMskFSV7bWrtsnLMxWapq34zOMm+c5OFJPtRae+p4p2JSeC1jPjjO5odLMliI/iPJYa21L65aqKrtkhyRZMexTcUk+tskj01ycmttZVXde9wDMVG8ljEfHGfzwC/9sRCtk+ScGWtfSvK/xjALk20qozMyraoWx2sis8trGfPBcTYPnGFmIXpLkjOr6r8zek/JDZL8wbAOs+l1SU5LsmWSk5L843jHYcLc0WvZW8c6FZPGn5nzwDXMLEhVtSSjiNkwybVJvtNaWzHeqZhEw/sv3yvJ1c0LIrPMaxnzwXE29wQzC05VrZNkzyQXJfluRm+N8/Mk722t3TzO2ZgsVfWHSQ7M6F/FqiRprT1jrEMxMYbLfJ6cZEWSz7TWVg7re7fWjhrrcEyM4Th7Ska/j7FhRm+R+anp1zTzPyeYWXCq6tNJzs3ouqzlST6e5LokO3gHA2ZTVX01ySFJLl211lr71vgmYpJU1Ucz+kv/bRn98tUBrbXvVtXJrbUdxjsdk6Kq3pfkG0nOS7JTRn92XpPkF621fxnnbJPENcwsROu11l6djIKmtfaG4fa+4x2LCXRpa+3EcQ/BxFq26i/5Q9QcUVX/MOaZmDybT/vJ2ElVdVJrbceqOj6JYJ4lgpmFaOm024dMu714vgdh4q1VVSckOT9JS5LW2iH9h8Bdtriq7tFau7m19sOq2j3JB5NsPe7BmCiXD38ROz/JDsPH5PZ/lvI/5JIMFpzhutKLVl3vN6ytleQJrbXPjm8yJk1VbT9zrbV22jhmYfJU1R8n+VFr7SfT1hYl2ae19tHxTcYkGY6ppyR5YJJvttY+Pawv8y+Yzh7BzIJXVX/fWvP2OMyqqtosyaMy+lf+rklyVmvtx+OdiknmtYz54DibG96kn98Ge4x7ACZLVR2S5L1JNs/oUowHJHlfVb14nHMx8byWMR8cZ3PANcz8Njh23AMwcXZrrT1uxtqbquoLSd4wjoFYI3gtYz44zuaAYGZBmvHj8kuq6j5+XM4suqaqnpHk+Iz+Zaz1k+yc5KdjnYqJ47WM+eA4m3uuYWbBGX5c/vgkJ2T0/ssbZvTekqd4T0lmQ1Wtm+TgJI/O6Pi6JsnZGf3jODeOczYmh9cy5oPjbH4IZhacqjp9NT8uT1V9obX22HHMBHB3eS1jPjjO5odf+mMhuqaqnlFV96uq9YePz4gflzNLqmrnqjqnqr44/R/EqSpvW8hs8lrGfHCczQNnmFlw/LicuVZVX0zyv5PcmuS1Gb3B/98lOam19vhxzsbkWM1r2bUZvZYd7rWM2eI4mx+CGVjjzPxRZVUdkGSvJJu21h4xtsEA/oeqqpq4m3UuyWDB8eNy5sH5VbX5qk9aax9I8uYk9xzTPEygqtqnqs6rqg9W1V9V1beq6tzhn8iGWVFVLxw+bl1VZyU5s6q+UlXLxzvZZHGGmQXHj8uBSVBV52T07gX3THJ+kockuTnJiX4Zi9lSVSe31naoqs8neV5r7VtVde8kn2ytbTfu+SaFM8wsRCtbaz9rrd3UWntBkq8kOSbJemOeiwlRVVtV1Xuq6nlVtU1Vfa6qjqqqLcc9GxPlF8Pr2JUZ/YX/utbaLUlWjHswJsq6VbVVknu21r6VJK21nySZGu9Yk8U/XMJCdH5Vbd5a+0Ey+nF5VV2S5F3jHYsJ8u9JXppkg4z+MrZXkhuSvDPJE8Y4F5Pl/Kpa3Fpb2Vp7epJU1Vrx7gXMrm8keXGSi6pqo9batVV1z4x+YZ5Z4pIMYI1TVaesurynqs5orT1muH1Sa/+vvfsNubMg4zj+/W1hNWwY1XSBw3LrH0a6LAmqLSNYVCgSC3FB9CZ7Fy2mBClKojhw/TEpcTQKDWq5SvOFOOYzXZZTQijC9EVY1jaj2YuktrWrF+eeexrbw4bn/rP7+X7ePOc55zmH64yLi2v3dd33XR/tNzpJ0tC4kqHBSbIsye1JNiV5y6znb+ozLo3KgiQLm8eXw+TMcmDhid8inZo5Vn/e1ndsGg/zrBseYdbgJNkO3Mxkz+864I6q2jr7qKA0bUkWMLms3F/7jkXjkORRjq7+fIejqz+3V5WrP5qKJs++CizGPGuNO8waoldV1UMASXYB30vyDsD/3WmqkpwJfAZ4M5Dm6Rv7i0gjc7CqHgFIcm1VPdE8drqraTpYVTvBPGuT/5gaon8nWQpQVQer6vPN8x/sMSaN00+BRUyOyOwHzu03HI2Mqz/qgnnWAVcyNDhJFgGHqurAMc8vraq/9RSWRujImk+SmapaleT+qvpk33FpvFz9URfMs+lzJUODU1UvgeNydeJAklcDzyW5BVjad0AaH2uZumCetcuVDA2Z43K1bU1zI4kvAI8Dn+o5Ho2TtUxdMM9aZMOsITujqr4N/LP56dE/TVUd3Um7rqrudXyplljL1AXzrEU2zBoyx+XqyiV9B6BRs5apC+ZZizzpT4OVJFVVzUmAa4BfewRQbUhyZVX9qO84NE7WMnXBPGuXR5g1WI7L1bYklzUPn0xyV5LVfcajcbKWqQvmWbtsmHU6cFyutnyp+XkNsBnY2GMsGj9rmbpgnrXAhlmngzv7DkCjtSjJ64D/VtVjwL/6DkijZi1TF8yzFtgwa7Acl6sDW4CfA3cmeQ3wp16j0ShZy9QF86xdnvSnwZp1F7bNwF3At6rqfX3HJUmnwlqmLphn7fJOfxqy/xuXJ3FcrqlK8hhQTKZtK4C/VNV7+o1KI2QtUxfMsxbZMGvItjAZl29wXK42VNUHjjxOshi4o8dwNF5bsJapfVswz1rjSoYkAUnOBHZW1cq+Y5EkDYtHmDVYjsvVtiS7meRYgEPApn4j0hhZy9QF86xdNswaLMflapsnxKgL1jJ1wTxrl5eV0+niMPCuvoPQuCS5IMnPkuxKsi3JBX3HpNGzlqkL5tmUeYRZg+W4XB3YDKyrqmeSLAfuxrtkacqsZeqCedYuG2YNluNydWBPVT0DUFXPJtnXd0AaH2uZumCetcuVDA2W43K1JcnGJLdOHmZnkm8m2cnk6Iw0VdYydcE8a5eXldNgJfkNx4zLq8pxuV6xJKuah0fGly+rqpnuI9KYWcvUBfOsXa5kaMgcl6sVVTWTJMADVfXxvuPR6FnL1AXzrEU2zBqcJBtpjvw1Y/LfAhcBL/YamEalqirJ75N8BNjN5KxyquqlfiPTWFjL1AXzrBuuZGhwHJerK0l2HPNUVdWlvQSj0bGWqQvmWTdsmDVIjssljYG1TF0wz9rnSoYGyXG52pTk+qq6IclPOObKGFW1tqewNELWMnXBPGufR5g1WI7L1ZYkZ1fV3iRvBS4FlgLPMcmxH/QbncbGWqYumGftsmGWNG8l+THwZ+ATwC+Bc6rqqn6jkiQNjSsZGhzH5erQkqpam+S9VbU+yba+A9J4WMvUBfOsGzbMGqLvNj+v4ZhxeW8RaawOJVkA7E9yNXB+3wFpVKxl6oJ51gFXMjRYjsvVtiRLgH8AbwCuArZX1VP9RqWxsZapC+ZZuxb0HYA0hyVVtZ7J3YvWA4v6DkjjUlX7qupQVe2tqttsltUSa5m6YJ61yIZZQ+a4XNIYWMvUBfOsRa5kaLAcl0saA2uZumCetcuGWZIkSZqDKxmSJEnSHGyYJWkeSXJekheSPJxkV5Llp/j+q5N8Lsk5SW44wd+cleSkr/+a5JYkq08lDknqkg2zJM0/M1W1GriNybVbAWhOGDopVbWnqq4/wctnAd4wQdJo2DBL0vz1O2BdkvuT/AL4bJKLk+xI8kiSrwAkWZbk0SQPAB9unjsvydbm8fubv59Jsh74IrCqOYr99iRrmtd/leTK5j0XJtmd5D7gnX18eUk6Wd7pT5Lmrw8BTwOLgVVVVUm2A1dU1f4k25L8ENgA3FhVDya5+zifswlYW1XPN0eplwHnV9Wnm9+/D6wGDgE7mhssfB1YB/wR2Nny95SkV8SGWZLmn1VJHmZyCaqbgUvq6CWT3g1sSwLweuBcYDnwZPP648f5vDOq6nmAqjrcvPeINwIrgAdn/f4m4OyqehogyRPT+VqS1A5XMiRp/pmpqtVVdQWwFzg867WngMuaHeeVTBrlZ4GLmtcvPs7n/SfJUnh5D/ogsLB57e/AH4CPNZ95YVXtAfYmWZFJd71yml9OkqbNI8ySpNmuBe5tGt8DwOXArcA9zU7zi8d5z5eBrUkOAPcB3wBe2+w4bwBuAh5Kchh4gckJgV8D7gH2neAzJWkwvHGJJEmSNAdXMiRJkqQ52DBLkiRJc7BhliRJkuZgwyxJkiTNwYZZkiRJmoMNsyRJkjQHG2ZJkiRpDv8DkPs4JSuvPRcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp.plot_confusion_matrix(figsize=(12,12), dpi=60)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x792 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Other data formats"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/home/jupyter/.fastai/data/mnist_sample')"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = untar_data(URLs.MNIST_SAMPLE); path"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/.fastai/data/mnist_sample/valid/7'),\n",
" PosixPath('/home/jupyter/.fastai/data/mnist_sample/valid/3')]"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(path/'valid').ls()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"doc(get_transforms)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"tfms = get_transforms(do_flip=False)\n",
"data = ImageDataBunch.from_folder(path, ds_tfms=tfms, size=26)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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"source": [
"data.show_batch(rows=3, figsize=(5,5))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
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},
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{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
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"text/plain": [
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"source": [
"df = pd.read_csv(path/'labels.csv')\n",
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},
{
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"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"data = ImageDataBunch.from_csv(path, ds_tfms=tfms, size=28)"
]
},
{
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"execution_count": 62,
"metadata": {},
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"execution_count": 62,
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\n",
"text/plain": [
"<Figure size 360x360 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(5,5))\n",
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[0, 1]"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = ImageDataBunch.from_df(path, df, ds_tfms=tfms, size=24)\n",
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('/home/jupyter/.fastai/data/mnist_sample/train/3/7463.png'),\n",
" PosixPath('/home/jupyter/.fastai/data/mnist_sample/train/3/21102.png')]"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fn_paths = [path/name for name in df['name']]; fn_paths[:2]"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['3', '7']"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pat = r\"/(\\d)/\\d+\\.png$\"\n",
"data = ImageDataBunch.from_name_re(path, fn_paths, pat=pat, ds_tfms=tfms, size=24)\n",
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['3', '7']"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = ImageDataBunch.from_name_func(path, fn_paths, ds_tfms=tfms, size=24,\n",
" label_func = lambda x: '3' if '/3/' in str(x) else '7')\n",
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['3', '3', '3', '3', '3']"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels = [('3' if '/3/' in str(x) else '7') for x in fn_paths]\n",
"labels[:5]"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['3', '7']"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = ImageDataBunch.from_lists(path, fn_paths, labels=labels, ds_tfms=tfms, size=24)\n",
"data.classes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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