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@LeeKamentsky
Last active November 28, 2016 15:57
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AQLM 2016 presentation on image analysis
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# AQLM 2016: Computational Image Analysis\n",
"\n",
"* Intro to IPython notebook\n",
"* Image correction\n",
"* Thresholding\n",
"* Segmentation\n",
"* Feature extraction"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"from pylab import *\n",
"from ipywidgets import interact\n",
"\n",
"rcParams['figure.figsize'] = (10, 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, I'll read in the images. Normally, I use Javabridge and python-bioformats, both of which are available from PyPi / pip, but I'll use pylab / matplotlib here to reduce the number of dependencies for the tutorial."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os\n",
"import zipfile\n",
"import urllib.request\n",
"url = \"http://d1zymp9ayga15t.cloudfront.net/content/Examplezips/ExampleSBSImages.zip\"\n",
"urllib.request.urlretrieve(url, filename = os.path.abspath(\"./ExampleSBSImages.zip\"))\n",
"zipfile.ZipFile(\"./ExampleSBSImages.zip\").extractall()\n",
"rawdna = dna = imread(\"./ExampleSBSImages/Channel2-01-A-01.tif\")\n",
"rawgfp = gfp = imread(\"./ExampleSBSImages/Channel1-01-A-01.tif\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's the DNA channel and the GFP channel, shown using Matplotlib."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f18b170a7f0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Y3qeT7jt6HQtP//YMwLY0m038h//wH8zKb7fbZjWRVIkSgLRaLfzkJz/BW2+9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hfoBW10x9npmjDz74QD/4wQ907949bW9vp3WpVCpaXFxMSQoxfsmfxZhcU/d5JAYA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twJ1qVyuYzlcon9/f1wJIC6sojch8MhAISs3/V6PRxXYTVlJRy9TmI/Pz8PBxsrETIQjgKZ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\na+utgqk0ZJgGGIjM1XyuPmcSgReAy2et8LADq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Fs/zvJ7bPqM997Z2UGtVsvtmXh4eBi8\naH5nDdXD2u7U003SQyJXKpWCLlTCvLOzE/YJ1FAbH9DP6V4+n/WlfSumR09CIVIjeOURG+C1w8QG\nbf1fvw7ARjY2NhYSt83Pz4frz507BwBh+wFWpo9n8e5FJU1q0elz9VpVUGT3a2tr2N3dxdzcXFA4\n5XIZV65cQa1WC1OAd+/eDY3Yk8f79+9jdHQU9Xod9+/fx8LCQk4xqjwx8nMSCVLlx0aqKzj6TR8q\nvPLUnFfqrdH38qSIYKOnXOpt4mCi76ckx1srnnyVSqWQI4f1Q8tta2sLw8PD2NjYCMurdWd2/65+\n8YC2dY2H0GSDVBxKEGmJaSAmSZpOJ/YjpKr8zLqeMBIpuvt138JSqYSFhYXgXldvok+eF1M2/p37\nkfbPO2J9R9+Vx9i0mycAvD42gKnXlPfT++ogzPrR++hn7R9ah9pH9KhtjKSfxJ+DG9snFzpQVo3f\n5G8fxaiLtSvtr778VedqOanOoq7ie9OjwXdXoypWlx5efzC7N6fv2HeYNNkbd6w79iklUwRlJtnQ\n7O0aBM57sV34vUO9rCQ9Gi/lnQIaCkBdRZ3op+OyLAvGNdtMjAj68AK+P1df6qpE6jteS6NvaGgo\nbOvl+9TBwUHQzfRUKdnd3d1Fp9MJ3ivGmKoXt18M4MNIVSHIlB/cY41XO4efLlHEBi61CldWVrC5\nuRm2F6AbvtFo4ObNmzg8PMTHH3+M27dv5zqlIpawUZ/ZzwLV99N8I4eHh5ieng7uWjaCGzduoNFo\n5BoF58M90eGgfufOnZwb1ZMJyujJaKw++pEu1kFshdlJ6Pc81hMVg5JSH3fE673FyrLU5/RrUzoN\nSaXCqRgSkk6ngytXrmB/fz+Xk0ZloSs59n5DQ0MYHx9HpVLB+vp6mJ7c29vLBWOqdXTv3r1AoNRF\nrfEU+m58jpaFj0PQctBFAgxOp3JkuxoeHkaz2USlUsHly5fxySefYGVlJSgbTjGoW1ynRvi8fuT9\naYM3BPnZ9yGN1yBiHnS1/PUc6wk4ShrLwUQ3QqZMXB7v7wMgxOAxeSXbvVrnMUOEgxt/x/Qb9ALw\n3uyLmo7FT8V53eKhAzC/6zEGvUZDMtT4JDi1qb/TcSVmDGt9x57baDRw7tw5lEqlEDPLjPc6fUYP\nCwmUGlAxY0unxqrVKpaXl8MG8gcHB1hcXAxhAVytp9nIlSQpgaHXXcMGVBezTHQqj9ndORXJ9Ask\nhAybGB8fD/dje+JYpkYyDUWSKeYpo8xqAJKss6w5batE7fCwu/q80+mgXC6HFDr8//7+PpaWljA+\nPo7t7e1A3uj915AYP/X4MEJlD2Nbjwtm9nT6/RMSEk5ElmVPBatKOiwh4f8f+umvgZGphISEhISE\nhISnAQPNM5WQkJCQkJCQ8HlHIlMJCQkJCQkJCWdAIlMJCQkJCQkJCWfAQMiUmb1sZh+Z2Y/M7JUB\nyfDXZjZnZrfk3ISZfcfMbpvZa2bWkv99w8zumNmHZvbSY5btipl918zeN7P3zOx3CybfqJm9ZWbv\n9OT7kyLJ13teycx+aGavFlC2T8zsv3rl9/0iyWdmLTP7p96z3jezrxRFtqIg6a+Hypb019llTPrr\n9PINRofpEtQn8YcugftvANcAjAB4F8CNAcjxswC+DOCWnPszAH/Y+/wKgD/tff4JAO+gm0riek9+\ne4yyXQTw5d7nBoDbAG4URb7eM2u94xCA7wF4oWDy/T6AvwfwapHqtvfMuwAm3LlCyAfg7wB8rfd5\nGECrKLIV4S/pr0eSLemvs8uX9Nfp5RuIDntsL3TCi/4MgG/L968DeOVJy9F79jWnjD4C8IXe54sA\nPorJCODbAL7yBOX8NwC/XET5ANQA/ADATxdFPgBXALwO4BdEGRVCtt4zPgZw3p0buHwAmgD+J3J+\n4LIV5S/pr1PJmfTXZ5Mp6a/TyzYwHTaIab7LAKbk+/3euSLgQpZlcwCQZdksgAu9817maTwhmc3s\nOroW6PfQbQyFkK/nhn4HwCyA17Mse7tA8v05gD8AoHk/iiIbenK9bmZvm9lvF0i+LwJYMLO/7U0x\n/JWZ1QoiW1GQ9NdnQNJfp0LSX6fHwHRYCkA/GQNNwmVmDQD/DOD3sixbj8gzMPmyLDvMsux5dK2o\nF8zsJyPyPHH5zOzXAMxlWfYugJOSQw6ybl/MsuwmgF8F8Dtm9nMReQYh3zCAmwD+siffBrqWWxFk\nS/jsSPqrD5L+OhOKqr+AAeqwQZCpaQBX5fuV3rkiYM7MvgAAZnYRwHzv/DSAH5PrHrvMZjaMriL6\nZpZl3yqafESWZR0A/wng5YLI9yKAXzezuwD+EcAvmtk3AcwWQDYAQJZlD3rHT9GdAnkBxSi7+wCm\nsiz7Qe/7v6CrmIogW1GQ9NcjIOmvUyPpr7NhYDpsEGTqbQBfMrNrZlYG8FUArw5ADqDL/JX9vwrg\nt3qffxPAt+T8V82sbGZfBPAlAN9/zLL9DYAPsiz7i6LJZ2ZtroYwsyqAXwHwYRHky7Lsj7Isu5pl\n2Y+j27a+m2XZbwD490HLBgBmVutZ7DCzOoCXALyHYpTdHIApM3u2d+qXALxfBNkKhKS/Hg1Jf50C\nSX+dDQPVYY8rEOwhQWIvo7vC4w6Arw9Ihn8AMANgB8AkgK8BmADwHz3ZvgNgXK7/BrqR/h8CeOkx\ny/YigAN0Vwq9A+CHvTI7VxD5nuvJ9C6AWwD+uHe+EPLJM38eRwGchZAN3Tl91ut7bP8Fku+n0CUM\n7wL4V3RXwhRCtqL8Jf31UNmS/vq/kTPpr9PJOBAdlvbmS0hISEhISEg4A1IAekJCQkJCQkLCGZDI\nVEJCQkJCQkLCGZDIVEJCQkJCQkLCGZDIVEJCQkJCQkLCGZDIVEJCQkJCQkLCGZDIVEJCQkJCQkLC\nGZDIVEJCQkJCQkLCGfC/QvYMcqRo3QsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f18d42d9c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"subplot(1,2,1).imshow(dna, cmap='gray')\n",
"subplot(1,2,2).imshow(gfp, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`imread()` loads images as Numpy integer arrays and puts the RGB colors and the alpha value in the last axis. The first axis in a Numpy array is the Y or, in Numpy terms, the `i` axis and the second is the X or `j`. At worst something to get used to, after a while, you start thinking that way.\n",
"\n",
"In any case, I have a background pixel in the upper lefthand corner, a pixel in the foreground in the nucleus closest to that corner at the top border and the bright rectangular nucleus in the center. Seeing this hopefully gives you a little context for the math that follows. `A:B` means the array elements starting at A and going, but not including B. `:B` means from 0 to B, `A:` means from A to the end and `A:-B` means from A to B from the end, not including."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"array([ 0, 0, 0, 255], dtype=uint8)\n",
"array([ 27, 27, 27, 255], dtype=uint8)\n",
"array([[ 28, 54, 96, 139, 149, 153, 161, 185, 201, 209, 202, 212, 224, 195, 143],\n",
" [ 40, 71, 121, 150, 160, 164, 177, 189, 213, 222, 228, 234, 227, 197, 149],\n",
" [ 41, 74, 122, 162, 180, 179, 190, 203, 207, 216, 231, 243, 232, 197, 141],\n",
" [ 42, 65, 107, 151, 180, 193, 204, 205, 194, 202, 211, 227, 218, 186, 142],\n",
" [ 46, 62, 99, 152, 183, 202, 203, 195, 190, 197, 201, 215, 199, 163, 120],\n",
" [ 46, 64, 91, 142, 185, 204, 187, 180, 187, 190, 193, 197, 175, 137, 92],\n",
" [ 44, 56, 73, 107, 152, 169, 154, 154, 161, 159, 153, 145, 113, 81, 64],\n",
" [ 42, 53, 55, 58, 65, 72, 66, 63, 59, 55, 47, 44, 41, 37, 42],\n",
" [ 45, 48, 52, 54, 53, 52, 50, 47, 41, 37, 35, 32, 30, 32, 41],\n",
" [ 32, 39, 43, 45, 44, 43, 41, 37, 32, 25, 20, 18, 19, 27, 43],\n",
" [ 20, 26, 29, 31, 32, 26, 20, 13, 9, 7, 6, 8, 11, 22, 36],\n",
" [ 16, 21, 20, 21, 14, 10, 5, 6, 6, 6, 6, 6, 8, 14, 26],\n",
" [ 6, 14, 16, 11, 5, 5, 8, 5, 5, 5, 8, 6, 5, 12, 19],\n",
" [ 5, 11, 14, 11, 5, 5, 7, 4, 5, 5, 6, 5, 5, 9, 16],\n",
" [ 6, 13, 11, 8, 4, 5, 6, 5, 4, 5, 6, 5, 5, 8, 14]], dtype=uint8)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f18b1651a58>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VN+rjiQBeCR7anI5GTzdAbZ2tDU1bb6EMMGU3bvT3SV5QisqqM/qqzfs6riryhIJQdV9m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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f18b16c7f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.set_printoptions(linewidth=200)\n",
"print(repr(dna[0, 0]))\n",
"print(repr(dna[20,200]))\n",
"print(repr(dna[285:300,315:330, 0]))\n",
"imshow(dna[275:300, 315:340])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Personally, I like working with floating point rather than integer - no roundoff errors or wraparounds because you overflowed the highest possible value. There are speed arguments for doing otherwise, but in CellProfiler, we scale things between 0 and 1, so I'll do that to the images here."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"dna = dna[:, :, 0].astype(float) / 255\n",
"gfp = gfp[:, :, 0].astype(float) / 255"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filters\n",
"An image processing filter transforms an image by performing some operation at each pixel location on the pixels in the neighborhood of the target pixel. The operation results in a value which is the new value at the target location.\n",
"\n",
"We will start with a simple and very useful filter, the convolution. A convolution takes the source image and convolves it with a kernel:\n",
"\n",
"<table><tr><td>\n",
"<table><tr><th colspan=\"3\">Image</th></tr>\n",
"<tr><td>1</td><td>2</td><td>3</td></tr>\n",
"<tr><td>4</td><td>5</td><td>6</td></tr>\n",
"<tr><td>7</td><td>8</td><td>9</td></tr>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<table><tr><th colspan=\"3\">Kernel</th></tr>\n",
"<tr><td>-1</td><td>-1</td><td>-1</td></tr>\n",
"<tr><td>0</td><td>0</td><td>0</td></tr>\n",
"<tr><td>1</td><td>1</td><td>1</td></tr>\n",
"</table>\n",
"</td>\n",
"<td>\n",
"<table><tr><th colspan=\"3\">Result</th></tr>\n",
"<tr><td>1\\*-1</td><td>2\\*-1</td><td>3\\*-1</td></tr>\n",
"<tr><td>4\\*0</td><td>5\\*0</td><td>6\\*0</td></tr>\n",
"<tr><td>7\\*1</td><td>8\\*1</td><td>9\\*1</td></tr>\n",
"<tr><td colspan=\"3\">7+8+9-1-2-3 = 18</td></tr>\n",
"</table>\n",
"</td>\n",
"</tr></table>\n",
"\n",
"The most useful kernel (IMHO) is the Gaussian kernel which blurs the image.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<function __main__.blur_>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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vXpEdp8LOH4UB2xnqc1hHwzowe2wEDNYR0tss/HhjSqTeNGBFDpzN26jDxH4R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UAAAL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\nmHNRoOXhtAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f18a728fe10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.ndimage import convolve\n",
"def blur_(sigmax10):\n",
" sigma_ = float(sigmax10)/10\n",
" sigma3_ = int(np.ceil(max(3, np.ceil(sigma_*3))))\n",
" gaussian_ = np.exp(-np.linspace(-sigma3_, sigma3_, 2*sigma3_+1)**2/2/sigma_/sigma_)/sigma_/np.sqrt(2*pi)\n",
" kernel_ = gaussian_[:, np.newaxis] * gaussian_[np.newaxis, :]\n",
" subplot(1, 2, 1).imshow(kernel_, cmap=\"gray\", interpolation=\"None\")\n",
" subplot(1, 2, 1).set_title(\"Kernel\")\n",
" subplot(1, 2, 2).imshow(convolve(dna[250:450, 250:450], kernel_)[50:-50, 50:-50], cmap=\"gray\")\n",
" subplot(1, 2, 2).set_title(\"Sigma = %f\" % sigma_)\n",
" \n",
"interact(blur_, sigmax10=(1,100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is an vertical edge filter"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f18a651e3c8>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+fv74P3T2NQV9yy7CZUhTNWQfsXZklfZ+Jj+7rqDuM6dQcX7RRFV91iciEqbK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\nmJI9kz5jnJShytTNvmfzqj6PPkwX0Nh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3HIXK6xExm8cjoKp/GUGy39n2ikfG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\nbTcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f18b271b198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kernel_ = np.array([[-1, -1, -1],\n",
" [ 0, 0, 0],\n",
" [ 1, 1, 1]])\n",
"imshow(convolve(dna[300:400, 300:400], kernel_), cmap=\"gray\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Often convolution filters are combined in interesting ways. This one is the kirsch filter which finds the maxiumum edge in every compass direction."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f18a646a860>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6l08OOAardBlThngPzQKp89nxMZWjApM/B/roWZoZOkVfOpF3BpyUEarKre5x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\npt4VyHPXXT6xjAqQO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kJQC9HdWiuc18d2ZQCFRwZGOkBgBiQ544Z8qLzVM0fK\nEGX8zEQlMM/PDHqC3NjG66pPVD6qHEcdsLSGVJ1UXRzNOJSuHSo7kAGgLK16j89dkOXGqXKysoXR\nrj1VXRQAiX38eJ0SAqawLbH1zBjjAHTe3t7kRzczf2uC+yVx3yqb4f7TjvttjOMZALXoHW1UTOfF\n2tUoX+mlrfXNRUFT5hmpRuR0+Nwp90w4KwCkrvF3RxE6xIzz0AiceM8KFPSXl5dD2Wz43f5IDjiN\nMU48FwZL1aH6agwPmliRhHC7to9BhiDz7u5Obj3Av92Xdt2v9bg9MSqlFpMzcFo6MFkhV0CK03by\nngFnVb5rlNLvASwhdaICfE/piG69M4C7BVDKdCOnmSUHMJ1+dmBJ2YJOpKkLmjrXqlxVN+cgOl3h\n2kfxy19FX19fn3wNF+cATfy3KFEWgp0sSs8OJjvjDJpYnhQ4VaCJv5TDD5gQgKk2wCPaF8GTamOm\ntXroIqAJN8oKcp4CX3feG+NUmGcjAOr5DFhiHhGUOMDEoAkjTe/v70dTSWo3VRVtccAJBySvuVKI\nXm08ppRXtItSGMrTUoMl8on2wvZXSkh9reeAkdu6X+1Iy215dXV1BJx2u9PF5FsMzsyTzagjj8oQ\nL1UaS3j8I1GnrgoszQAe5STOvtORySpa1i1L5Z85ps4JxmsHklykyYGnakEyL0lwQCpzzHkZQhZd\n5/eDZ1Wu2vzR7b/E+zDFGli1RIIBE25a7BxwBk9Kt7s+wG124pp3Hg8QhIu7eZmG2gCT+yxzWFjH\nujHSGQef4us552lk1EmjQoid9MqTzoBTdAh2kOp4nJ5D4IQCEWUgqn99fT1aEB3XIfD8/3BqII+h\nAYsSTP5KD//1WikUF2FSbcmgjL0HVGRKNlT0ar/fy53Gn5+fj77GiwMXncd1bOEf2/jH3iC73U4u\nJkeFwQvLlcxU5IBThyrZrhQIpss8a1Vuh7eMZgDFR9JM3yhnC2kr/baU1NhcAvAwfSVbWA47vHHt\nojxZpMkZawZPytA6vaMiT6oeClDwMgmlE7G9HE8qQoOLvhks4Tqnm5ubQz/wBzhqaxe3kbBzUFn3\nOV0yxjhskBy27uXl5egPgt/ff9sbcIx8eo7BUoAs1U8ZeNqCPgQ0jVHPXyvqeN4qutF9n9NkYCl7\nhsBCTdFxqJLRNh/Pz8/j+/fv45dffjmcf/nlF/v/cMrDcJ5WBph4Q06nWFyUSYFL9Drw2O1+zOPj\nv2yzUuNBEGcGTXHwlgX4Vd6vv/564Of6+vrw/0cI2q6uro6+yAsgi/WN0DJGoTKQ7eRxCXBy7Tyb\n/6yx3AIwYRpnmD4DrY3MuUiFa/OZvuim7dYhM4DZvaWGqooKqchRBZg4nVoflE39uEg410ltcaI+\n0ce1kZwH8xX6D3UvboisQJP6K63QRRGFR6eRI+5u0XcWQWPQ5IB4gKQAYjc3N+Pt7W3c3NwcjQM3\nPZc51y7ShOdz6JCL//fcGKfz31t4ttkCvG6ESf1WHhQP1rhGoYqvBJzXgehdzSPj86enp4OR//79\n++FwXoMSclZEHGliRaKAjVJs0UYMmlQ77XY6XKvKwp1rebAw7Xa7I+8o7uFich6gUXfkA/eC4j2h\neE0Z9ysvkGRApWROGdNMVjsGbWmEYnbcdcasAwuujM8adVqjfKv+dGBxazDEadcYE3YQMU/Wk5ls\nVGCpmqbjswJHzjFUf22Fa23YMDMoUJEmN6WlPiiJPFz0nx1r9f9yuMFxRJWen58P5bOziKCJbYYC\nfwyKMhur2meMcWLnOFLEkSoEUBhNwv7IZAPlDu91AXyHLr5Pk6OZ8K66x0d3UZhLo7x0vs5AU4XO\n1YDjvYbi+vHx8QQw/fLLLzKyght/4RkVDgqfCk0rhRLRICWgamCNoTciVREsB554Llv9tx4OChzs\nUV7811Hww+AQ15k9Pj6enHkzzZjGc5/hxiDHc4dmQQMrmiXvOODWeR+p65RUZX124DTGHNjo6r2Z\nKNsWYGprwISy1AFOCvwog5hNy/FUjYpM4H9oOr3DSxAU8MK+R4DgAJI63HpPBxazGQD1Jdp+/2Nn\n77Adau87txBc8exAtgJK7jq+csM1ohFM4Agc24oATtm6M5YLBEtKR64dV2N8UKQJyQ2uDDwpZeuQ\nb6fs7LdqbBVBQTA0c3CkSZ1xOgmBE6/fifTKI2DQlHl3PKUYB9Ydr9U8t8oXQZNTZHhWHmEoCQXg\nuL6hfMb4AZhYSeLeWTF1d3t7Ox4eHg5pwiuLdtntdgcl8PLyclR2tAcCp0oeWc6q6INK0wUu2Tts\n8Kp8loKCzKBWwMk9r/jeirDsrLxZALwFGFqaviMbfI+dlqz9K+DUBU3xHoIlPFzEWm3y6HQQLwdA\nUMLAQE3DqciTcmTZmWXAoKLs7sAgQfyP3MvLywE0xVpYBZpwewFeu+T6mmVGtQ0Cy+ivWOIQtkWt\nh+KZhNChairOHQzCkF8nizN00UhTBlKcp6IGokLAbLS7ir+bv6oPD+guUAoeGTB9+fJFfgX28PAw\nvn//fgKc1F4bMWhYkNm7w2uui5q2w09Yua3UoRRiKDaef3fXLvKkwJ5SrqHwAsDEQOUvGbGd1foA\nXus0xjhqu2iHGOAhCxhp2sqoK0++885svkFV/lW9lgKzDJzw80qpn4tcebNKON53YNmVmaVbSxmQ\nywCT61tlzFDXdAGT0lHqQxscw7hgGhdOYxqc7lJLAti2oJPMXyur2QKONrllDHHO1u1wuyjwFh+8\n8MFbreDsBOfDdgJ1nrObfKjpR17eoNoh9ChHmljvsx5m8KQwxaz+ZLpopMkNqEyRzoAmjnhk+cwA\nJ1WPOGegqfoMVQEn9Xl8RJrU9BzvUcRra5BnBZwUKU8uhJgHhbrHgwU9NwYl7nDTd7gjrCpDea3M\na3xNEoAp2pCVLa91UIYaATBGl0Ie1ABmOcO8MK2jDmhYQkpmHBhYCtyytuD0a4DmViB1trw1fdBt\nFy5TPdualGHHM/PjADg7cA4YONA0xvE0O0ah+X/W4hz/y6b+BJ0PdhRDr6glD+7IPt/nw7W1agcV\nGEDggV/J8d9QxZk3s0TQxDYLwRvqV+73IGUHMNIU9cC1vqibsX9xLHD5CjxiG2EbZsBpKV0UNKHh\nwnNcVyjW/XbRDveuen+2HswrdkiHN/ZUeJNGBE7ZAj71tyEsEPwbjbmqP0ZJEBDwYM3qpkBXRHp4\nHVfU1605qDZGU94hAx0887qr6+vftnp4fX0dt7e3JwNZAUxuP1Q0rAzXGDMFqrI8leFaCiAYBKyp\nxywPawHgkjLXgh737gwfma7i/J0Oc0B3Lc2Cc5WOAUG1TkUZydAl7GjhX4tgRCmAEv4ROkaaMPLs\npufG+CEfHIVhnYhRMAeYIn3ki+ScIhXViqgSO9s4LYegSf1digN0UbeYAoyzArLBd9epVjIxI0cu\nDYMnR2qsd+X6IqAJjYgCFvysc18pibWgqWo0592rA59xuQyYeD6cvRTcrdp9iRHluSk3xZPzFsc4\n3d2VQSEO/owfPBCAxW7nkVfUNRZaq03NcE0TK1p87jbk5PCyWosVfONXd65u2Kfo7UU9Wc4wvTMo\nVXrnaKg+rPKuFIvK0zk+1djpgDxX7hqwNktrgRPS2nq4/toSCFXEOkzps47Bw3zUlIsDSApgXV9f\nn0SV+D89eQ8j3MsoFlCPMQ5O5n6/P6xTVHpTObxxH9tiDL9MI9MlPJ5UemUbXl9f5TYCuB8dLghX\nG1nil3II6KKNVF8qh9TJTmcdknLO2Fby1CgDs0x/cl/hO7N0cdA0Rj/KM/NModssj44xy4Qhzl1g\nwjwxcHJgye307dA6C6qbinO8uroosKGUAdaP+UGAhHkFWIp1XWpNAXp96lBfmrgvLzDEjHUL5RGe\nbFA17YuDerfbnQBbF4afoY7BVf28Jq+ZfJQ8zoCEjuGNcmYN9yytzW8tL1W7MX9dfbqGMtlyutaN\nVTcmlQFFpwgj1g4kqUNN+eMUeuhYBV7i2tmX4BHPqk1UH2VG3k37qb+I4s17cVNf3qeOv/p1i9QV\nsAtHkJchKJsZdeuCYuWUqaMCoI6qMTIzZi8CmhzDnevZfLkRZ0CT63xFHeTsBpNa16T2bGLgxAsK\n2fNksMQKSdXbCbNrF6yD4gWvw4vb7Y5D2pEuok7X19fj5eVFrk1SAFDxhWsb+K9p3MHKOMBNKOYo\njxUflst9iPWLdop6zxi0rYwfrkVzRgFJybvqf3XtDLmj4GdGYVWGeyuq+FoCjFgGZvXclsCwotmy\nMnlCfeRAU+asqTVMCJpwrRJu/hhntQ1B6CQ1ZZZFiLCumYPq6sPti2OAZYO/xlPbBai/hMKtUviZ\nmt1wAAWnJrk+uO7IyUvXRir9yCCp6hMnk8rJjbPSPx25/5BI0xge8PCzjLIGqfJR4CHuO0Hgxs0G\nhgIgCjVn03McSuVIEwMnFGhewKcMZngCDLRce0YeyDtPQzFP4ZHEffdlhvqt2tz1n9vHRClMBa5i\nK/8oJyJNKkQd7aCihNgG6I05j1LJWLyr0meUAd4lgClTIEr+PsK4n5NmAd05yuffrKeWgLAuOQDQ\nLZMBk1qLyE6dOkca/kougNFPP/10OBBABWhSOg71kdKzvF2AqrfSs1gn5QBmQAHzVmtdM4CEm1e6\n/Zhi40sFQKJcBwwxko52gPtbyUBnAbd614G5aJ9Mny3BF92xftFIU1Y51WGz+WfX3Tw6hiMDTJl3\nEeUwgnbTc91IE/OqFkijoOO7LkyehUCRfwWaghe1sLBj+Lmt8FrxtN/vjzaxyxaTR7r4Ui7O0Ras\n9HgqVIEmBLjYPm5qNNJkg1TJTQZ8HLh0+ag8svIrUgbdpeNytjb2W9JHAKfK2ev0X5eWtL8zmipP\nBE7ZtBw6a5wXR5pw0ff9/f346aefxs8//3wATQyekIIvBEYISNT0V4xrJv7Kjp0zvo/1jX50fclT\ncsGf2rBS/VWU+vNyXEeKdkiVz33QATmYHvuuAktsM5m/pZEm1e9sx5aM7Q+LNCFlqLD7Xud3Rgos\ndRuUIyXqSy61qysPLuV5ZUDB8cC8K4QeR3wRodqACfNApcNtiLxHWhygXJa7Vh6CqocLryOgwbaO\nP5G8vb09OquF5GOMkyif63fl0WaKMWvjirrGbguH4ty0BKDN5Lu2rmp8MJCeyeejyPHpHENH2B6q\nTjgm8KzyZWeADWjoUxdJRucoptQj3wAd/HVY6AWOzjjQhDoOCaNfKqLN95WeUPo91lkx4FERJv4/\nOawDLvJ2/erA6hinC/YzwMs2J66z9lC2TuluDhhkAEo52iybLGsscxVdfE3TlmkyIzAT0Zh5xumc\n4WTApCIeDjhxRzrwwHzwPDOmVcg97sUcfycSpKJjrCSRb1xcjWt+nKCyx4H1iLMCSVzH4E15gbG9\nAQImF5kaY5woIG77TInEwcaB6+X6S8mcUgRZnirvJTQD6D6azsGDcy4+GgxtSTwWZ9qRx3MWTRhD\nAyYuW61nUhvg8uazoXv4Y5q4xj/zxigNR5iqSJMCBOqfDNwaTeUI4uJ03lMJv5LD6JjasJJnJbh9\nlS5Dch/lOPDEfbzb7U72veIAAdsLBZjUJqHsNDvgFPkqOVXy+7sCTVm6yltW72VlohFTzzrkFIMD\nTCra5IATL3jmuirBUPxwet7xNaImkR6nlFx9WbDjM101cFCoM0WagScmLN8t5GTAxNE/DPEHYFJH\n8B315EgT8orgSSlGBk4OPG0J/jmfGcCUpVsDvD6CXESEyaVxY7HT9pdsJ67nEsCjfnfyUQbTORBI\nmQ5Do+ycT7WHW+iycOg4EpNNdSnQ5CJNahbB/VZf/oZuUE6fAnoMjhzAU3svcfsq+8d9XgEm1nmq\nvx2YxDxRFjLg5KJNGXCqcICTy4w+FDShcZ3JJwu/dRQfG7GllA1y5YVUC5W703MVclaKiSNEakF2\n1nYukvP6+nqYxooBkPHOg6paBKr4QP7j+urqx0Zsb29vR1/k8XoKnKLjzfFub28PeUedcCrSrXHq\nel6ZvGZy7folI857Nv9/oN/ojx5hUgBpqV50gCkjZ8CVE5r98S4aYVxviX8pwv/FxudZ0MTOL+r0\nCjSFPmCDj7rVfVHtAAXrKdRXGRB2gJen0qp1aXx267s40hTlqwXwWM/O1NxS3dkFTxdd07RkIDqg\nNGMAlAe2FjBhXixoalEgf7Gl1jVlc71cVwWcVH0Q6PC0WoAmXvSs2grzY8HmdAiyMCoUbZ5NY3Fd\nlBLnT3Fj2i/AUjZdFgNZ/efd/f39Ca/RLrg2Kw7u9yxsnUVDq7OSuUrmZ/Ps0GwU7KNoi3GtaG2E\n6Vx8cRlLdZsaaxVQdMZWAQSXF+oL5VSpNU1qOp3XNMVYDtCEf0MVO2QzgJoBTW7mQAEpBpAKNOGZ\nv+JzQErNHmQRcdevqq/cNi1ZxInvZZGmak2T+giKAaFbGF7ZStbfXcA0xgf9jcoY6xQ/Ps+MEYMO\nLBefucaaUTzKeDKyzkKUHKZUkSE+MiWulCe3Q1ZHhd6VkGYCqyJb2D5KSbJAxzXmrdpmt/vxtR6D\nJeyf3e63kLEDXqyoVT05v2qOvzMoZ4HS7PhRES3OP8u7wx+f14KsLUFZp706acZYztdWjlpFs3qr\nS1m9layrKDLmlbU3j63QlS5Cz1GmAE1jjAMgiv/s/OWXX8b379/lH9ryl8v8sQsS8uOWXPC0Ibe7\n0qGV3medqkAXl+P6QenHCvhmeo+BlVv3pZzKONzX5Ao4ZYeS2cqp6IyHi4KmLWhGYVVKigdu10vL\nBAmf84DnAR7pMZSc7fTK2+UjuIhyxxhS4AP1Y1Tp/f1dhpCjbdhz4a8xcJCg1xRplHDPtiW/l3kX\n8TzAmGqfOCIqVYV5OX8FjBEUx1ShMxiqfp1rzofzc5QpEMyDrxmocp4ZZcDpEqTGcJePj+L53ORk\nRxHrw+wdJdsqnZJtPiv+Mj3aWcrw/v5+sm4J1zKhXuWoRuU47HZ6g0wEWcGDqh87NeycchSp+/VY\nRqpOqq+wjqFLVf4OPKn+cgvBg7BOPN3o6u6cdq7rjO2p6MNAExsC19lVAyxVcp0BO0sKqWdChHWP\nQYoL/tRmZvjlhCp3tzvecVfxFWWOMU74wgGCQCnCpcFn5KXqEdfVwK68HKVUHFjCtNivDjRliwnV\negCWCe7TL1++HNZ3ccRJ1RHzUkaKr5HUfc6vAjpLZL4DlhgwxfnSQESBzi59ZuC0VC917mV1VmCe\nZZuvXf4KMCndwKAJxxuPrzFOjW6cee0STsnxRpAMTpQhjkPpEYzyhA6JKDbnwfniMwcQeGoq04Wu\nnVW/OF15dfXjL1NYF7o+Qmc6m2VRgJcBU7YIXNkU154sy1ldKvrwSFMFlvDapc2UnANF+IwNLuab\nlet4yQY7Ttlh/hjNUaAJB3fcc4LL/KsBgffVdFYAoABLuBAv2ikWgGPeKtTMYMe1F/LAba8UiRow\nDIQdaFKfrrpD8asUg4okZmBJgSEFljqARxHXw73H99V4ysagej/j6VLULasCsL9nWgKOg7p9nTkn\nDpwpw+Wucby5MRb5hg7FAyNM/MUcR5rU0gPkG+870BTprq6uDpFn9X7m2DgHTuWhQEPV3pze9SEC\nJua5A2xVpKkCTdX0pHN2O/pb8c73Kvpw0ITkOtw920KxsYFSpJQqPlNHFmFSn1pGx+OeHNlGZs/P\nzydlMZDBSJNbd6PqGdGkEN7Y14S/HuM68OCdFWAGbxHWZkXWDcli3lxONQCxDAabUXelFOKLvcxo\nxH1lNLC8SjYzIIRpsJ0y0OYMnLp2dVL16bz/EeT65rMCpy7YydIvAbSqHRxA6sijamOn35UuzRYS\no74KPaqm5x4eHk6WO8SSB8c36wcHmlB3YXtwlEhN22F7OFDkrvGMbc314HcxrQJNcXC0KdKpWRW1\nnsl9PRflV9Nzag1XxxZkenRGdoM+BWjKwFJ2PcZpCHIND533WajUcydEbGTZQIeQKOCkpuhUGdEW\nKODxW21W5jyr+I2RLza+CG7GGKkQu8GqAA3zj/xk0aFIh2cHmqq8HNhgRZ5Nz2WGxSkzJWsdcMTk\n5Fnl1QVeHZpRPh9JlZP02YDTpQCT06/q/Uq+lYy7tlV6gZ3QbD1T5IE6NHSlWvCNf2qLhyob80c9\nFDqKDTm3aVzz1F+kdTalcghV/6n7aCOxHqzf2EFUAA7L4v5xAQIFnlDXqzZS03Nq6rQLmLAtglS7\nd8bZh4CmrIPd7+47Y+QDfSlvnL+7r4y/i/KgUGZz2G7uGnnGA9E6/x+aA01YBn85wmFqbgenCHEg\nYlqOKFWGVtXd3VPv8m8X/uW5c9zCgOuM/R19qr7mYTCLxwwQydof66lkRIE/lYf6zfmvJZdPd5wu\n4UPlnQHRjwZJa0FnVq9MdzGoyd6fMTL4rjPSWV2UcVaATOnSbBGA6BaDAAAgAElEQVSxc5Cw7KpO\nSv+oe1x28KTqmOXXITfWXX2z/nbt4gATRwPdF+PMW2X/KgdX8Zv1p5LfrsP34ZEmZ/QyAOWoAksz\nA7xbXnYwQKoGBoIXN++tgJfzuIIiYoRCjcachRG9NVz4nbUJAgElnEHsJXJduA86clABZz4jKIq6\nXl1dja9fv8pFh5GfWgzpPCzVzqptlhro7rszwIyvua7dvDrGcMk7S9vK5b20fktpLRjagpb0DRN7\n6Jl+47Lxfc5z9sB8u0bWlT/Lb0bKDindpqbnVPmVw8Tp8XcFTitbV/GggJP7KxkETgrsKGCpIkuK\n767NDr7xzNcVfShoylD6GmOyFalBUykGBZgU0HGDSAEm5APz53sxQMLQxzWGQ5kXhdrRE+JPb5VH\niveUQOK7LuLGbY7t0hkgFXDCNFy/AE1qQ7loSwV8sC/curXr6+vDYlAFnJbQ1oCJ81bXM+V9BnDA\nVLX7OQHTZ2uPqi06/FZAptPWla5QTmjmXFXAabaOzO9s/Z1MOYdQvet45z7MymKdrfSqcow7oM3p\nQN7ok/doUrYO+7Ba8K3a0tkLxzff69JFQJPyXIMcWOoosXMrIxbMDCjFWaFvF3HCclBgss7HfLFM\n5hsXGsZ/MCkeFHpXR9aHwYdSxiyknQXpGVhS6TrEdWHAFKDJRZqwjgwi3XoLjjRlYFvVT5ECq66e\nXWL5VTxV/b8FGMzy2ALULAVOVb0yo/IRlLVVBZaWAu0MADFPFQ9On2b60xnfbHnDuftI2Q7UtaGf\nefpf6WR+rpzXIDVmXd9mzqbTIwowoR5UO6XzV3NjjCPdqsCuizR1AZLiWfE/SxeNNDGCDlIC0hn4\nLBz8nKnTuA4oZAOZy8ymnzLAVAkFgzFV3wxoOH5Vuyvlhfl0DIXKQ+1jpAzyzKBQwBIJ2zYUVQzI\nAEsBLtXnrZEnh9OxL/b7vd18D6dBFX9LaKmBy/Lja6VsnZJ2YOuzUccBmKVKH/2eqCtXmQ50slDp\njMywOb3rgJLTqxmdG7RjXk7nsnxmfCteWYcqG6bKn3XAuC9wXaf7O5k4FDBU6706EUPFa6e9VNt1\nx+2HT8/NAqZ47ipYeTFZ/pzvrBJ0gsSI3CHcrOM535gXrvJwi7jVO9gGHClx4Ab5U79dm6hpQs7b\nXWeUKWxuF9y9++rq6mRqLg6shwKxsc1DBpwCcKl2mqmbkovuuOnkr/JeCtA6huojaIanGQDU0Ukf\n3R7YnyjTSFWd2fhUxkiV38k/A06c58wHNM557NJah8WBJuybyvlV9509YLDk+MC6dZygTLfzDuC8\nCBxnQhj0qv5UAFgdGb/Is+Kf29bRxf97bqaCiirPhK9dHg6UKJ6UMXEDWSkUlbdD9fEeC9/7+/vh\nHOuU3KDDNU0MdNSgUXlgXdgwO8PN76kIm9r4DPONwRHvxzO85oHK9VKkeOQjyseF8LFAPN7B9WGY\nd7yvtnWIrxQdAF0LTriO+JufZ4CdfzsAn5FyND4aKCylJQb1HHlsSWvAgnuP9YzqeycDmYF2Dg/r\niq4xVQY+09FZ/XlpQegN165o9JEHvuY27uo1fi+jrH3iXAFVzKeK5mG+uKwE68d9mgEilT/q4A6t\nGZcXAU1u4HQVslL+1XX2ftxjA6Ma3iHvrBwnZI4UHwgqGCzh73gfDx58HYPo3g8QloEvrnvkoZSC\nAhRjHG/8hvzEu3iNxFNmGRhH3lwf4VqnAE3xLn49pxRfgKZs6wGWM3XOeHek5FQpQ0yvgBu+OwtE\nkfj93xtw+iMDJnV/iR5GUsAp0/sVsFJOWgaiskgTkop08xhmXrn+aqzitL9qN55eYt2R6STVZpy/\n41nlo9owc7AcbxlAzfLB+1k+HdDkZHcGQM3SRUFTXKuGUMKpyBkAl24mjeKbDVrniLw74El1LA5m\nNMAIlvAaFYdqozhXc/1YXz5m+ooBBS8UVKApFEtQRGYUcOoOZkWcnuuIoOn5+fkI7H358uVIwSCI\nCnDlNnfD6UAlK3FmoKPa3FEGYrgcpgpYZ+2J72Sy8nuhPzpgcjq008csuwosxTUTy0Ulhx3AVE3J\nIXBCvVRFmhyP2HYcaUL9xen5Ob+v2nUpVbrDgRLFi6u/an8HklX9Kn4y+4R5OltUtV/XPiv6sOk5\nvNehbNB3QFaVTvGKPM+82wFs2bsMMBxYirQosAE2MAKjDJkSzDhYmSA46NSZlRNeY50QNKnQdvDC\n14qU0nKeD/LIZQa4iSgTgldWekrBqS9F3MJ3BDksY1V7V57XEuAU+Tol1aHKWH52+lcFMK3Nx+U1\nK8eKlI1QBtStf3ELh51eyownOzHK2WF+XPsgPxy15vQZiFWU8Z/lpSL7yqnrgh2lb12enbwqpw3L\n6TqWSo5nANSHTc91G8LdmwFMnbSKv4pPJRDOKFdeFeerQAZP0QXQQODE5eNAwPpUawFQwQQQy9pA\ntYcKgzNgiugNt1GApOClE2lSIIZ55fbgtsJIEwIm3BldDbL47fZr6k7PYX6VnDjKgFNlHNwYWEr/\nAJg+lhxg6vI5q0PH6EccUUbd80wnK+DknMHg3TkxzgnC6yy9Gm9V22f9UYGdTjlZm2YgJ86ZDeO+\nUG3uwInKSx0cvVqrS7Yamx+25YD6jffd++eiylioTlPez8wzJgZLGLUIsMQLECO/LETNfFRtng2W\nbt84cOPm8ZWng/kqhemUWyUn1cDFT18RLHEZik8FlJyyVcCJ66Lq03nu8la0FJRV1BnbakzN8LH0\nXUWzQHMJddvuM5ECThWIcnXkNq6Ak+pjZVw7X8wh725tk9Mran1m5aS5OlT3Mmdqlrgc5/yig87L\nKOJ3FTV3et59ADPGkLq2u7D/o8bRxTe3XKqAOoOzYzwcOQNcdZ4z5p13gmcGS7yranwGz3Po+/3+\n5M8NnZeFC8e5bGWEVaTEtZdqyy4YdumUJ+fC8BhiVnVjOcC8q7oo/h0g3O9/TG3ytKQqtyrH8dVV\n1hl18l6ruLfg849IlwRODEpmdLFzpNQ4cGXjWfGknkfe2XR8vIe6welYrk+mczNHjMd2RRlwZJ6Y\nz0pndcrB/FXdMZKjwBEvNVAfuShwxddKT45xCpj4fz+7QYCqDbrUxScXBU0dmjW2bvAp5R/313i3\ns+BoKXBSf3SI4AVBBP4bdPxBr6oflqsUYhDywV7YDC01tEpBdECTqssMcMr6SPGnvCu3XoKNjcpX\ngdel7ehoBiBuAZwir5myl9IWYKSrONfSEtB+TspAdOfI8lBlZO2clYHvI2Da7XbSwEZ+Lm/WuTzu\nUV9w9IR5Vrzhb0yb2Tked/hMtQO/m9U5HDvmUf2TQRcsKcDlIlPcRmzDVHS/sqGXBExjfDLQpJRz\n9W5laBxg6jb4LAhS97N9LHAQ7vfHmyNGpOnl5eXwnz1YP0Tp8Yl87G6t2s+VjdfIj9rckgFI1R+K\nD5Xe8caDK/4Lj0GTqovqQ8eLA0tZn7EijWcu9K+Uv5N3NwaWAtGsr5y8RJoMOGVtqvjAd/6BfqMt\nwF6X0DjMAkQHZJYCa6ejVVn4DEl9EMPjl/PjNZZo9NW7Y/yYnsMztw2+5/R+BzhyfTmduu9AGOsp\nTIttw23C608VaHLvKBDFwC36DteQcrRpZqpuDVXtyPRpQJNSzt33sAx+zzVIBZqc0d3ywLKU14Nb\n0j8/Px9CncETCx2CpsxLw/o5L4qnl1ykybWfal/nJXE7ONCj1i4gaELFwAM07oU8qPyZN6eIFK+h\nRJVydX2g8lby7NKsIQa/rJSVcc3KnTXA56It2mfrumR5XQIsVfXJeHDAZSvgpMpXzk9HH1dTdGrM\nMnhyvGdrmpg//GCE+crI2a0lfce8oY7i/Lgt2A6pL55nI00sL9hnanouW9h/LuqO+w8DTWpwVYAJ\n31HvcpoMPWagSYE3Hpx8bwvANMaQgIkjTVi2ijS59TTcF2zc1dQSCzyvH1pqXLD91SB2A8wBJwR1\nyLdqdwcmVf8o0MfKMwOcXQBbKT8F/ipy6bh+zki5MZWNwVlw+K86rQEbM6RA8AwpOVYyvVUdqjHj\n9LEDKGrsqjVNqh7ZeOf8xxhHjhx/0t81/KqvZtp2v9+f6HbcEw/5VzaA26UDnGa+HA4e0elXf5ae\nfRGZ2dWl1MnjQ76ey4CRAzEqD0zvBFhdK0CUlcn8qTyzgc35ooAy8dTc7e3tuLm5OfkjxK9fv47H\nx8fx9PR0OB4fH8fLy8sJT5mC5DQMZuKs+kwBVByILkyL7cNKxa1JwPA5tiGG57E9sR6dfkCwGu17\nc3NzaP+bm5ujP6FkBZT1uWprBRQVKbDC6bvKgsGSk/+sjy8FdipD4cZ1/J4BoZ2819BaB2Nr6uoH\np9Mq8KXavzJqarxWaxjdOOJx7abJ8Yhn/LFM8IK6xtmAoMzgY135umqvDKjxbwY92BYMAhVgyiJN\n/Ae8oSvv7u7G7e3tuLu7O1wrBx7b2On9zrifoUq/ztCHfz03o4gVYKoAzFoF2AUcynjimd9TwoSC\nGgb7+fn5AJoQMN3c3IzHx8ej4+bmZry8vMgBmg1Ylz5TDtwXShGpcC2WHUoIf6uBw55SZy2Tq28o\nQOwHVC4VYIrD9bW65r7vgiYGNc7gK0DVVcbO8Cm+q3K7+VXjPQNE7jnzk4FMx/u5SYGnbr9tTV2H\nCh0mTN+VGyUfrlwe+wo84Z9o85IBBwDYaVMAQdUVxwoDtcwIoy5TXy1XbcVnlnGn8/D66uqqXIdU\ntYn6ICnskLJHt7e3R8fNzY2sJ+p9brMqUsj15LZj6tr8mXF38UjTGHOK1RkXB8Cyazw7L7viXd3n\nA+uAAsCeDYc9Q9AD/MRxe3t7EEw8Hh8fx8PDw+F8c3Mznp+fTwasU0ZKKSFYckZf3WPFkykm1T7u\nwPxVeBkVHfdzBmCYR1QQ2MaoABA8Rb4cKcNyK3nJ2hX7oAOKKqCk7nUNn6tHVd6WToqTu4yvqnzX\njhUvY/QjVUvePSdwqoyPSxtUyY0D0nhUgFbpJPwMPTb15Wl5rBNGpjuRJh6Xznl0OgavUY/iZ/3I\nnwLOmf6oeOaDo0P4BbaaAVCHA0xhi/iMejIOtf6UP1bCdsr0aCWrMzpR5d8ddxdf0+QGXKeBnEJU\nQo3X6pnLV/HSoU6dMC0KJU77xNxurE96fX09gCYU2Jubm/Hw8DBub2/Hw8PD4dnT09ORcomDB3Ec\nMZ/sBm7lYaKS4rNa3xN58OBwB+Yf5aHiVMrHXWfKFadEO9NzCJiyhYrOOFSgCdsa29zJf9ybld0M\nYDBoc21d5e3yV+V1SbXlknY4B0hZAxrjvXMDp478Ma0B2ZwPltl16BA4qYgEO237/d5GWDAdHple\n4vZSutLVgXnD+vO7XA7XT81S8DMGTNm2Ac7BxYgSAyZ3IJD6+vXr0ZdxcUZ+uZ8z4Mh9vJXzUZXJ\ndNFI0xh9T9IpHmcsKrCE12wIXGNVyo+9Buc9ZMaahY4/vXx7eztM0XHkI+aNUUgfHx+PFtbhppc8\nx84L2lloncfD11nIF89YFpahDi5TeYj4f3Xq/QwIs9Jk4KQ8JwRUocC79WBZZJlS6ykc3517Kh8H\nSuP5rCc3Q26sKUBWkQOf7FTNAqcM1C6hNeDp3MApypgFTzNtyulxTDgg3gVOMV64jRGUxPtZVIV1\ninLEsnHZ1Weow8b4sfi6ozPiWoG8apmHO3i9kgNN6kAbFNf4HAHW8/PzYcYk6ovtgG1c2QElY500\n2H4KZ1Q2j+nioMlRpbCZlKJ1wEmBKAZOnG+cuyAv3sVBzigbo0gYsRjjx8K93W539D9z+/1+fP36\n9WQgOMQfi8HjCKFFDw0jUfv9/uTPcmcEF9uYvR0npFwGf5Gn2rnqk2rQ4Tuu/XhOHpUDKoRQyhhp\nwsiemu7stKcyNEzqGddTgca1tFVeDjipdJ28svyd7HXz+qNTpt+YGOx0dQO/j79ZVjtgqfpbI7wO\nXRTvRuRDjVNcIxnOkOPb1a+yYQhoOLJVRc74XTfFhvcZxGQgSgEyt34JnUnUj+oLOwSH/O8ValYl\n7GX21VxHvmZpRp4/LWhaqsQyLzTODIwyga88kSAU/re3t/Hy8nIQoFikjV9ehRCFUChwpz6BDeHm\nUGl8tfDw8DCen58Px9PT0wE4oVDGzuH89yxYF/Wb7ytP3ylIzEsBGuYhSx8Kh0PdzKcCcbjQHkFT\nfPWBB369GKA26hnz8zHw0avi9nbK3smRO1ybcN9k95QH62S66gtHs07QLJ0T5GyZ92cBY5XHzZQZ\nJ6cP8LcaszNyn305xxEmN8WGDhnWnQEG6geO8se45bqqseHaB/U7R4TcOOd+2u30n4G7rQB4mUEF\noNSyiu5CcNSNY4xDm728vBy+6o7z4+Pj+PXXX8cvv/wyvn//Pn799dfD/bBVz8/PJwBKASmlTzOH\nkZ2pWeAf9ClAUwVc1ubdLVfx4ECTAhkYXbq+vj4SGhSuGCw8oNVg5gXQ+HUdTiOFkb+/vz8S0Ig+\nhUGP8xjjsJAS66TAklMErp0wHQMiJdQKNHH5Tvm5fuU2ZQ8Kw8vdKBN+Acj9jWDJeU6dhfmKlqR3\nv1nm3fhwRsGVkeU1O66VbP0e6bPw7frajXmkDtCp8nB8KF2jFoDzWib8Ii3qoL7OjTNHa7LpuVjK\n0AVN7lqNUeYDnUzWrwyY4h01vYYgCAGNW3PEaQM0MXCqNrLk/a2iDriG9uHh4ehjJQWa4n4AJtSh\nqt8ZMHWcObbz/GyGPgVoGuN0+mUJAuyUgWWpa/WOEvYgNuxhRHFAMmDiiAyCoficHQ28SvPy8nIE\nmB4fH8f9/f1BOONruoeHh8N7T09PR4ITUaasTh2DrbwmzMv1A/cJn3GA4JofBZqUZ4aDG685tMxf\nyPHibw43R70YNPGAV38N0PFuMqDKvyvQo34r4MT9z2cHnjBPdV2RUmSfBWysoU4dKjnotsMSXcn9\n1QVOytB3AFNGTr8wcFKRpjGG1JVc1w5o2u9/WzjOH9IwaKqMM9YJ7/F4YzvgQFZcq8iPiygpp5DX\nZSJwcg5mtQ4sfkfUHdvt9fX1YIseHh4OAOn79+9HgOnh4eFoRkSBJgWonZ6sZM2Bpy59GtA0hle8\nnYbI8nNgyIElZVBQQNjIxDtoRPH9p6enI8CEZWAYFAFTnHk9Ey4Wx+m3OAeS7xh8Bndcn0qZIciN\n9QABnrL+UQDH3cN1QwGcopy4F+mVt8SeGU/NqagSntEL4/5ToCkDTp1IExugKp1qW9fuLp0aH5ny\nz8rMxlxGFd9KPs9BWwC2S4O+zMl0uk+9W4GfNUCpAvesX9yBRjTyRYdI6WqO2rMuZkdyKWhiY8xj\nR4G5zliOs5seU+AI9VosM+AF27xOU03RsW52PAdgQtuE9iiOAEtxxkhT6EzWnagzszVOMzpBtXk2\njpA+HDR1FEy3MkgzA7kyAg4w8fsx0Pg+DuZIt9/vjwx7CH8Y9zHGkdHHxeFxYHQD1zAxYOKyMRrG\ng0N5PkpgWXEFgKmMLU+pOc8FAVOQAkyRt1oIiWu/lJJhpcKem2q/CjR1AVNGzvvMAJOTZVXeTARj\na8BUla2Mi8tna+D0ewRMs8ROCVPltSt5rOrc6SvUK7h8IVvThE7bzOaNvDM2lt8FTVhvZw8qMJpd\nq7GEdgL1FO7EjUs11G+3zkm1G/dh8MYANqbjop9jTS/OeuCU3Pfv34/ux1ISXnOL2+U4sFQBWZax\n4HGN/rgIaOp4w52Bx+nP5W1ymVguUhjxONTeQWMcg6YQKswXje/j4+P49u3bUdQiNlNU5QdxNCo2\nxcQtBxQIQj5QcSglo94PhcXz7JxnpGVySpdBVAAlNWgCjKn5drVokafk+K9q+KsSNWg5yoeHW9c0\nE3GqvCtsA1QEjvB5NuYyRb/FeOuUzdeuXk4HdKNt7p1zpEda0o5VpEa1hXL+8L1KXlw58duN7Qw8\nZ3pb5YlfW8WflrsF0PzBRpR3fX093t/fD3pUrSeK8tFoq+hmp+9URInbsfqdgSa3ZgnBkNqbyQEi\n1jMIXJVO4i/C397ejtbRxhGgiCNLCJRiAXjoS16/lulIbK9uv1TpOuP6QyJNanDPgKeq4tmgXKJQ\nq7wj3xjkcQ8Netxj9IyRiqenp/Ht27fx8PAw7u/vx7dv38b9/f24ubk58QJi7p2/wOPo1e3trd3c\nMtqTvc8AfwhYlLIMUosFoyyMSHX7Jaia6sN83aLFmQ3aUBGjcsG+ivbGL0LwjF8u4ry8W9DYAU7c\nhniw58TRwkp2M9oCJHXy5jGt+nwpSLmEc9WlcwG4Tl4VQHZGSZFLp4BTRaqv0RlF/YgRIhUlD2B0\nc3NzErXGj2kUaIojHJ4gHIOObxx3s22hgJkDoLyXnIo6oe7jSBpGiLgdVHkcTYozT6OF7XLACReA\n46Jv1Je8LU7mIPNvJUdL6dOApqxCzkuuPKtuuZz/0sZFkIEdpZQSGj0M7SJIQrSOX9khYHp4eBjf\nvn07TB3xFw8KmGDkJ/YlUQIYhJGyOMLL4sMZNvRi+OtAXoOg2orbEtPhmiUVxUMe2PusPpVlpcOL\nxtHbwr6KiCB7S3HwFg/86azqkww0KSPF7aYUd8f4VbS1UlpahgNOa8c15lHx13nnnHwszcsBpww0\nOWJgjusKs7LiXgWOMV8GTWr9olpaEM9xmQO+5yLnLGMx7jGS5trIAQ/VBhmxE4v30Rlmx4+jS65t\nEDRF/sqxRZ3HeyvxkhAGTXyNOhIjS7zoG21ZZ+2SAk9dcra7Qx++pkkBm4qqEG9Wzloe3T0UTFxz\ng0IQKB2NaiBuROUImB4fH8fd3Z38sosB3Bin03SVEWUwEqAJn2fEESn0XtQ0pGpXd4+VI69DYC+M\npwizPUZ4yi4W3POB/Rf9hX3GCsJ9Nrsm0uTAEspdNoYyQ6X6c/YdVZ4CxrN5ID8qX6S15WU8bE2Z\ngV0DnDrRDuxfF22pQCLLYOi6pXVRch/EXyMjP2qd6Rg/1oJGPqEfMHIc0XAeW9g+b29vh4i+sjlu\njChnz1EWLOB27ESa1MaSwV/onQCjWA7rm9B3av85dA55aQLf44hSACYVPKj0YaUL14zXmXH3Kabn\nxjgdzI4UUKnK6ubdySczJih8IbAc1gyhR7QegCk2p0TAFFsJxB5MIWRRnjpQaXD9VXvi4Nztdkfh\naaVQeGBjuXHt1ksxH+wtKMXIe4SoMhVIcsBJHS7v4AsBrwpDc5Sp2mukA5pQkbl2Q7ljb1jJsMon\nGxNrFNEasIS/Z8csy3umJ1ze5wBM5wJhSAo4OcPNY0/JlwJZDlizjnCRFo48M08InDDqzeWwEzXG\nD8CEDiMDutAXzhhjRDgAmxpfzmhzemxHbgu+zs6sz9R/YjrQFPwhWIp70Se8nog3SMYvtLMoO2+q\nnEWVsEzkSckEt/kWoGkJNvjQ6bk14KnKbyuw5PJXz1CpqC+9MDSMf3MSG1De3t7KueFv376Nb9++\nHd6JNUpqWiwoBllsY8BC58BWgCanUPDduOZzgMV4L9oga9MM0HEdea1VPKv+KgCVjlr/hPUY4/hL\nQwRMOE/fWQSuwFI1Z5+Fp53scTs6cOqedZyQLs3mM1O/7lhWAOIz1i9oK/BaRTeyfBV44rwcIHdj\nuAIQKJPYR7wGB8vBaA7mgWsZIxLjvqhTH2ZgmW9vb+PLly8nEXMes06uurLqdChf4ywCR5fQ8VNr\nMePafSXHH6rE4m48eLotdCBOueGaTt7ZO/soidvPgfwKsHJ6zCsbQzP44FNEmrLBFtcqrWo8vF4D\nlqr3ukAQ1zQhiMAylHDz33OEsN7f3x+MtgICuJ4Iy8MpuygbwQjm8/LycmLolYeStRcr7sxLUEoD\nvaK45s04ceDH+gU2kopnpRzR80Qecf0S72zL2/9Xu4Fjv7BcsIx0SEX+mGbz+qykgGHXIGWG7VLU\nKd/pq3PxnRmcMep1UUoXh7NYGSg1TtV7Tv+ofed4HIWhVg4UvoNRnJubm5NI2NXV1RGo4HWJfOa2\ncnYK688gCR3G4EE9cyDp/f398Ce5XJZqc7XVggJB6qthXpKAB28fwFF21ybOzuOz7rhYgwMUXRQ0\nqYqP4Y2b8y4dQlUeEp87tFRxsXLG3whm8KuwECJE4Qos4SLxu7u7wwaWyutQUSSe4w+ggWAp8nh+\nfpaDSHkHToCxLG4jVLCsZDBKh8+vrq4OoXqOOuHaoxnQxFsrIJiK/GK/kWxRo/rPpO6mlsyXA05O\ndjsyrfrIOSWfmZQeGCNvGx6TXfB0DpDV8XiDzg3wloIaPGM+PK6r96roFebLgGmMMZ6fnw/P+YMT\njhCrz/Ij0jTGjwjO169fpQ758uXLybYhap1itqeTGutYButAt4aTwRJurxB1x/8VZf6UDkLesV74\n91Dqr6LU30a5rVaUHZmhyqGsxmtm/9FOduji03PuGkkN2qzSFXCaoQowdZWNA20BBmKAY6QjkHkA\nptvb28O0Xax5wv+YU4vDcYNM/Hwep+qurq4Of8XiQJMLq6pQNrZLCLaLNDnPjA83QBRoiigRpsHy\nWVFhmDryCyWqvC0GSGqRI+41wl+dZGBT8cdt5mTNkXrHteVWdCngpYCSuqeiF7NAaMsIXjf9ucGS\nK8+BdDbaLo9MvuPdynCpfBmAMQBBgIRjFx3P0Jmvr6/j7u5ujDEOezdF3rgnG8pLOJe4xkmBJwWk\nWN8x71gOtjPORIQDyelQBzJoCruigI7aQkDdC9DE9eb6d9Ko5QkzNKPPZse3i8Rl9KHTcx0A0h2o\nKn8XqcrK7PDdfc584DmiI9fX1+P19fVorVN4RPFHvzc3Nye7u6odYOOaARR/chtRJ9zQET9h5amm\nbMC5CIoSSAZMDjThAmylcHhrAARNnBf2Q5xVqHu32x15SOg5qS9D+JNb3GtEKVHFh1MG1bhQ17P5\n/N5JAaWgLQDTFsR9lfGyxMFbSpn8MZ8ZYGLgjyCH3+c8sm63BqsAACAASURBVEgTXvMCYZTr0EEv\nLy9H0SDUWfilMoIkjCrtdjupJ3F9lAIEHFGJSHhEsHB5gVvLqACRan9sN440qbZhZy/OKiKUAafs\nQD3O0TaMKiknG2Wgo8cye8/tc+5xfvHpOYW0HbEAZe9l97YETJnn70CTKgMBAp6/fPntj3X5K4mI\nJuH/CEXECY/X19dxf38/9vv9IaKESiDm8+PA6FIAJ96gMXbiZaXBUTM8M3CJ9lADjQFTRIJw4CJA\nUwu5sU1Rsai+U8Zgt9udKFr8xJbn9Tk0rbYXQMWRycWMnClZyugS4OlSxl4RAxHnOX4GAKn0GdIl\ngROXi+TaULUlR314GYLLD/NQUUMGTqg7UEfE120RqUdQEGMXHZcASKwrlOMWukVFj9mx4h3EWR8q\nAMHOJZY9xo+/hlIOIS8rwHaK9Uz8v2+//vrriV6PWYXKGY46uXHEjnC1JKGK8HT14AxV46s79j58\nc8vqnUrpZffVYOyWx89cJ7pohiqXFQUq+gAPqBxcODgEngeu+9R9v9+fKAoF4NR2+yo9tokbKCoc\niwqBFYDaIiCUY6w9Cs+NAZNa45QBNu6PeIaACYGRiijx3L2KxKHScPKmiGWpa0w/Czj6CF65jbZQ\njhmdy6OtvOiZfLLoUMcoddsTy0N5Z4AT+VRjwvHGOjKOiO5gnVGHKrCBU/SoOzgSgtEcbpsqWsYO\nJNYf5ceBfQZwTi+rSA/qLV6LyY4ggybW28rpxDP2D/YLRthdfzsbrcpe6wB2ZbiiD9/cMkiBEeeN\nrMl3iQefAZ8lYE7dw0HACx/xGYOTAFa84SKvt+Et9nE6kD0njJKow30dxoMXQdsYP/Yvwem3uK++\ncFGh4ACArEjUH/PyFgVj/Aj3K54daMoWPqoN2irAlJFTVKholeLNZOxcBl6RG6fsXFySp3PRpaNY\nHaWunD+nAzt8zwI1zpeBUzVV3XE+43eMMdQrEXnCNKwDwkHCtZ9xrSLbSKi7cD0lO9bKqcS+wcgX\nnxHcsSOpthWIctDBVg50Z1mFqgu3v9M56v2gLLKUlTEjqzPpZtMifRrQFDQLlJTyVYamKqtTZgaY\nZstxadkzUc8RlOBXdrHfk1qsrHaOje0F1Px2BpQUyMpAU7QPR5qCeDE6fhaMyhFBFi/kdvsxYVui\nXKgFjAyUcD0En92ix0p5OKqUUtyvANNHUhVyx3uXqMOl2qhbzha8ZMDJ6cFMRzpa46SGDouxzsBp\nBsS5OqCeRMCE8oWgie+/vLyc/C9lOKvspCEPWK8MaLAujIXnCjCpaxeB5014oyzW086xc05u1vYZ\nkOV2VXpP1VPlVQG0jo5EWiLDnXw/bMuBMU4HQkeROkNUed0cDnU8RdoZ6iqlqkOi/hzWRL5D8GOu\nPdZAxcC/ubk52Zn16enpsA4q1kbd3t4evBP2RrpRJo5MoZJgL2uMcQRyOPTM/w3H+y4xaOJ81GaV\nody4jZU3pg6eAlUKiBd8K34ryjwslAu87joEmLYqew1lUznZNMZamnWyunkxVYr/kiBW9Wdl0DJj\nNcbcVJzjKd6Na5yW40iTex+vWcadvVBpcHmDAlL4wQ2eFQ/cz1En/moX32XAxLodr5kwyoS6Mdvp\nG+vLDp/SVxwBU5Enboesr1RbsZy6WRxX1iXH0wx96kgT0lrF6zq3Ak1rFbEqwwFFB5jiiLU9EYJ+\nfn4+WRQdi7o52hT7O8UAwjwrMOAWQuLXYryQkNuXw844vcaAKQ5HGD1S+fIiST4QLFabs/EGbf8/\ne28TatvXpXfNde8959z/+8ePqkYq2Al2RApBEAQRJI2kn5YFYiOVsimKtpLYSzMBEbsiSBo2KiqS\njg2pRtpaICJ20gj5UEkFCbxVxXvv+bhn23jfce6zn/M8Y4w519r7nH/FAYu99vqYc8yvMX5zrrnm\nyt42qRp799FK5kC4zrwHyXrMfF3mwPdKBwCOjHOmDC6R1k4+urrS0YcfHXV0YlHg1LnfgROeV/WJ\ngSWgCc9Fhyk6kTwi7tKO+/ySCV6D8cQLNDyh2wFTnHeP59SjRh5pclMJslEmhiUuA5VW9d9dG3Y6\nG7zYA00qvu59s7b0zaGpavh7DKzrBcRvVsDx6wyx6/3M6KMKjJ/ToxHAxsSggMO56g2J+B/hx/Xq\nMRW//eUASo00xXWRNwpueB4BwxJCkzNiajgbNzTUDKLcI3Nf3s5G4Kohbjcy4Zx41aPj+1VY7r5r\nAVYHno7UZSWcvfE7EFRhXzrPq/A7DsGNBqx2Fhl2eCJ42LFOGFU6nNMOO6Tm/jhbF8L2FG3YGN9t\nTcTNk8S3bXuBpXjkFyNN+HgOw+U6wyNN/HiO78WOIEJTd5SJganymyr/s3qv7HM2OOB06Nq7VemG\nc1VoWoENbtRdOq2cT0eck+o6LxZ1XXVMpQsNT+QBVsSAAfUqrRrWxWf4Vc8Dr3O9lUiDgjz3XTge\naYr5SFk+ucaJ53iOFc4DY7h065cwJKmGjuXAOu/pqR8hWbiubblrsmMcZwYYXf1WZKVDU12PjnsV\nKI6WIzuUWdnvSXMFbt2RwI7N5bYY9hA7SWqkRoFW9iZu7LsOE44QIVxFPKwfy4cPH86mU8SUirCL\nahVwZefUaDhPpWD773TLysmBTgXr7L87dqpjr+LcrN3tXn8VaOo2DL6GjQJXdJXhGSzhsSPAKXTq\nZPoKMCm9ccQp9kOvuJeBKUubOuZgic8rkMB08GM4/tgkT/zmfZcvrnfC18Y5HBmLCd9qGQH1Npx6\n40RBotO10xC7dXHFcc1Cw+x1szpda9RrjH5vlevtjH7XSgtLd/SOnUdmEzkctC17wcmlQdnUbpiZ\nrUR7hY/qMmCKUSE1hYA7nQwtmIf4Vl0cUx0uHnWL/YAmXKQ4g6YZcHIb68X1gMtM5Xn2n49lNnzG\nHmZQPltnu/FeFZoUgMzQYubk8XxVgLOGzoGTOheSjTgcMfKADQ5/T6eT7E3FedVrioYev1lldsDE\nDW2MIYeY8fEbGgK1ZWlHHRS8sEHEoWt+dBn72dylrFfmnHMGrZmTwzD2CJfd7IjREUCY3XdteHKd\nt2uC3BHiyrFTp9S5qiO4B5gqPWbyPrO9HEf8qvlNcR47VQxN/EIJP7LDuVkYJ0LTGN9tYPY4DO13\n3K8mqbM+EWcGTNl0Ah5ZcrpFulQdYLs/A+WV3w5x/rNTbyq4XpF3+XiugpQOpXZoeEaccVH/ld7c\nMKo4nM5cgfl69bwcJymzqJW1XR4rYMoaGxoQ9bkW7EHx9/L47TlMPxqI6MU5eEZD4har5E+gqGUE\nskeR+J/Lo4J+PHcpx81GXemmJNN9xYC99SgT6tG91oX9VqCVldksgKh9FUZVD6o4Mxjj8GfF+QrU\nKexEHGfIwBFm9RZuZwFdTEMATTwNyNZyws4V2ky17hyDG4aj0pWNLFU2nOsE7s/4Vm4rsZ/Fp8T5\nu9n6d4S86UiTEmXgO4l2RuBIw6YADvVS/9WoTmysZ0XEnfzj+U5hFFAvDBcbJlZwV5FVA2VYwcbP\nj+XwI8P4rJ5HpBDgOH1hELbt+0KgOLEQdQ0dwyiqz6HEPvfU3OhSNcqEecB14S0crZIuPKm2pwzY\nW6etGoFw11QO/T1Jx+hXuncdzFGS1fsVcFJlm9lF7Djhfx6ZQWjCzhv+qhEotHVs31EfhiXUm+8P\naOKRd5VHLj3uMd0MNDEUZr6rU2aqk8n5E3Fl+92O6IzMhPPmb89loiBlllA7spdAK1jiuLDwnaFW\nac8cMIbDPasxxllPiT8bgA0Ev+PG0KMAwjVk90Ycfkcvftko4ZwA17DYWLBusfHnBBia+IOeaFxw\nHtPe+qYcRzeso3pI70GOhJMqX6p2yHp0nLgz6K4D9Z7k6A5kSLccHDgp3SrodXEo3XjuENoThg0c\n6Y518Bim1KO70+l09tgs4uM1lVgHBCb8VaNdqDN2XnlBS7cSeAZIzq9i2R3RSXK2XInrnK1K5q9m\n5KrfnlO03b3X/Q/Jeo3ZfXjNXsl6PJkeXEErHbkyZZVBGQac2zPG+dyjCCvedAuQYvC5vb19aZhK\nT16w0kFUjDJFnKF3NsqjlklQw9Ix6ZsX++R1mXDpBIy7Y1Q47QzFXMau7LPyvoQoCJ+9t5Mm5/wu\nDRnK2GftU+nbcdwdADy6N3yE4T9Cj6PDWQVV/u8AKdo2dixjBCquQduBSwbEekvdR3fq8Z2yD26k\niuel4og62ie2ccq+ZeDULafOIEBXVLljHB1f95adkjeDJvydCYP3u7C06iBmxcWnHIlKk9KPG1kW\nPofNhiCAiRs8jiQFxETPKhpYfHoAezO4JhP+qjlK7r9a8A4BiEGI5x2p7+UFXKn1qtRbczNvx7Gs\n9Iq7cnRdVeCgepKdcFi/Kl2d9tkNa0Y6gJi1OXedM+CzoDYrb+Ew9sbpbHRVB50j7ThPvAa3eJSP\nj+zYTipIipEnN+8Jt9Pp9PKr1tNToOQ6Xawf2kQ15UB1CNEuol1TdZfPYx4q6UJMZ+DC/c6G15WV\nMK4KTbyfHeNzWcF0YQn/470rUvVyOiCH+13jofadI8DGxs/uEZzCIMS8pjHGWYOOffc5EQV1ypDg\nirYIbKgrbuotELcYJ0/e5u/JuQ/xYlqUDtxTdcZD5YEqD7XvwrqUcH1Bw7i31+ikM4qA4XX0qOJ2\nbarK+6os2Zk521R1aH4qktWLGWjGsDrglDlQBifXGcB4GZr4nAImflSGIIWdQDV6g4/q1DIGuFAl\n17kZe6g+0K4+o+JeZFHlx3avagczcJP5ccwDjiPT08klOmPvAprcuU5vIqQDSxiOg5COXhwep085\npEw3BU6Vnq4nq3on27a9eouM5ythT2SM18sFhMFQj8VUo2fjoNY7if9osLhXhaNjCH2sB6+vxKvj\nuk8L4H2qPNQ+1wP+3zUgDphd2KviRkNm45k1UDPXrIBF99ouFGa9fnc91guXz5UtmpFrw3YFIyr+\nmfJwYfB/5UQ5DKcfXvv8fP4NvNPp9OoLC9++fXsFOQqa4hHe8/Pz2QfGQ4cYtY//6msIcY7rGto/\ntI/Kvrn5mupTVxEW27OOj67gyd2j/me+2EGyu9/JpTqfV4emmXNxfqYXnBko1yC7Yc7ojPdmDqFT\nCbLeb5Y+ByA4VBxzjbBRjTFeGjjOPeJHZtGglaNRK+uqtU3GGK+ACY0Eg4/6Dp4yJOqTAlUYWVl2\ny0mVmQuzCmOvzDjnbvuqwsC4Z2QPWHSunbEjDPVZmE6HCpZmwalzbQU1M+JsHubhHnhy4JQ5ZY5z\nNf+ioxc6YMePAYphB6HJzRHatu1sWgN2Inn5FU5fSIx8c6dSTfh2czbVIr3VfCa0wfw/A93KpnWg\nLPNzs52MSwHTGO8AmlCqzJ8xCtwjwTBW4EkZyG7vVYWRHZsVl28KQqIRRaWMngq/CaIMATYenIvk\neui8oS4Mcww+2Ycn1feU1Gre7nEiAl+V/6qsuz2xrG50wpgFGderw3R0wlDXztZTlRdKXH510961\nCZmDx3PZZzM4XpU+NPoqL9EZdYBsFrK6tugIWanfnTBDKihz57rpdHWcbR0DBL+9pt7aVefU4zUG\npojP2TMEpvjFD7O7N+dYb7Z9WF/xaxMqP1dsQaf9O2DieGc6srPSqTstaNq27V8YY/zXY4x/bYzx\nPMb4nTHG3x1j/O4Y48+MMf7+GOO3TqfTzxd1xbjavcZueNn/Gb1W4lf3XkIY4LDBM6BgY4hPrqCz\n4MnXEYZ7vKb+c3ojDPdcXhkENVKk7ldzmrJ5TtkwtSozzs9ZuK96dmrfhVWF4cKJMFwcR4BSpVem\nA5+r2pfK4444Ix2/aqt0VeE6qOoY+syZZ/eu2LbZe1Q7uJR94/ytyiSuw+uzsFV+Iiw46HXwxG+p\n8Usp7qsHqu4wMMW0CmUfGZrY7lVzmTjvxnjdecjAKbMbGF9WN/ApxExnYla6nY9MuiNN/+UY4386\nnU7/7rZtn8YYP44x/rMxxu+dTqe/sW3bXx5j/NUxxl9RN3cNYUhWQFVPdKZ32tEjc6iz8FTFv9pb\ndudVDwmhaYxxNhkxrlWv+se17jVbhie8l5cLcD0mHlVi44BLA7BRyPbdm3jKgGR1SjkKZTCcE+nW\nO9VeOvd2rqnAKQtnxthUIxCql5vd53R1/ytd2CEocOqIswVZW2Qds/xWZXJEx29FLglKWRgZuLrj\nztl34400YsczOo7KRuKcTzWqhF89cJ+KwrKemX7gvqHJb9phOjr1SbWFGVjKfjneIzqFXdnbDkpo\n2rbtnx9j/Dun0+m3xxjjdDo9jTF+vm3bXxhj/NlfXfY3xxh/ZxhoClmFDBdGZqhm4skqUGb8Z+PI\nAMzJ3vwa43vvCYeD0QgwNHEvKvS4ubl5gaJt216MAMJS7GOcoQM+k3ev/7sP6KpXZxUIdTaVPs5r\n55RV7zOO430OApzRcSCj9Mmu60gGTkfJik7de10eu/9VWOwcug6XYa8DTrFloBj1s5uGSseV8x1H\ndYQ9r+LmfGVblXVyslESVXYcP94f5YbLCOASLdGBDBsVc0ARoNQq40r/0+n0CpjUiHw2jYFtooIl\nl29Z3nH5qGMzwFS1NXWv0+Fa0hlp+pfHGP/vtm3/zRjjXx9j/P4Y4z8ZY/zG6XT6gzHGOJ1O/3jb\ntj/VifDS4DRGPlrA4cS5Wb1WocwVdhbean5hXAgxbLzjWu6VYBhxHS96Gfu8REE0cjT+EX5MWMRN\ngVQ2H4l7UWpUi3tW2abyexac1LVcDup/R5yOWd2q6lQXnPa010vVdy6PuC/LA97HjVdynhFlfxjC\nVH3L8p/f8NqrU/ccX6PqLtrLo8GJ21bXvrMcZZ+5Mxn64Id44227ACceacLVxdWnojg+7GC6+Z7V\nhnYebSKmheONtM2Uq6ofqn5XsNbp6HTA7xrSgaZPY4x/Y4zxH55Op9/ftu2/GL8cUWLNbUrwzaRw\ntvhfyVEZ4wCq6u1dUhysqYq6AnZcWaMh4jFsRHEsG5nByhqVHJcReH5+PtvnN9+enp5eYOnr169n\nW/ZpEzU3yQGTgyH12wElPp85Z85vVQ7OiFSGQul1BIi5HnZXh0oc2PC5FVHhZG3J9aJ5Q927euC1\nLkwFTiq+uC46Oaz7qlzSvh0FxgrIKgjO6pEr/0yydoXlFvv4hl3AE9rSgCa3KKbTQc3LdC+6qLmc\nWM94VJ1/VT7OjvyovHLXYRzc7jLbWsnsoEdmnzPpQNP/Ncb4R6fT6fd/9f9/GL+Epj/Ytu03TqfT\nH2zb9qfHGP/EBeAqR1eqjMx6P5Uj4P1rwhMKQ1znWj4W4gw5XhvDytizYBiJyYcBO1++fHn13bh4\nZMeb6iHxmiK85D8PNav5AdnbKZG2qkfinKzK5+wX8zqrdxWYrBgKBSNv3QNzour2UR2W2XtdJ2pV\nh45zUHFVzjmuDXjCDo6Kr3JOe2VlVGm2fBkSVbl0AS37PwtzDqrD7vCoINpTtIPq+59K+N7q5Re2\n2WwPVXq4TVb+ku/tigo3G8johLVXVGeEw356Ov88GEoJTb+Con+0bdu/cjqd/u4Y48+NMf7PX22/\nPcb462OMvzjG+NszCs/KCjhVkjnKFeMwe9+sXh0gVIYNDTX3luIebuABTDc3N+Pr168vgBTfnot9\nnNOEcbkhZoSi7DEcTvh2I19uhCnSNGMAOvCE+84Yda6rdFGC5XpUz+wa4jo0s7DXaVezPc345dEg\n1t/FkcG0uj4z0lkdU+1V/a/0XRHVwZiVzr3VebZdVTgro0zq2g7ABdieTqeXeU1hu+JrC9W6dSzV\niywKkthGYr5V6T0anlQnic93ylyF19VR6ZQd69aT7ttz//EY47/dtu1mjPH3xhh/aYzxcYzxt7Zt\n+50xxj8YY/zWjLIrogwWnlNgocQZRhe+C+so6FL3skHsjmQ4vbbt+1ttmE/Y4PD7Sk9PT/JtD/4I\nL654i79q1ArfnsuGl1fnKWHasx5p13G7PHZ1j8+vNupZ0Mp6ju9BXEdmZvTCtcfVzo0Kp5P/rq25\ne8KRVoLx4+hS/LoOD8fl6sCqo+H7Ob7uPd1yVtDD91bO2IXTFZVvTi/WMewUfnpKfZJKLZyKZYQA\n5EbYV6YmYFwqH/eAyUoHaLYDeATEc1izdaUFTafT6X8fY/yb4tSfb8VyRcmMCl/njrkeRQZtqrJ1\nCyHrKbprOvCEgj2huB+HluN5/LZtr4aQ1TeY8I0RjAN1UY3bLQ2gDAI3fvUf050ZCJUXnJ+cl928\nxTiUfpkuq/KeoKgjDKgK9Jyo9oiQ0YUu1WYiHAcFmYPO6p3TKdNZ2RdV/1eBKfb3gNPMvV2buFqO\nKpwu5DjB+zK9lG3owBbWtwqanD3E86ruzfgElQZXj1frDYfD/7u2zNWjvXqpMs/kKiuCX0OUUcbj\nq2Gp49mxTtyuEbr7KmCqersRJ+ZNbNGb7Wzua91KVM8na/jdHhIfc/CK6WYni8d5n3XfIxgG538m\nmXPKAPCI3telRQFTpXMGIx1DlwEFh8XxOT34WNZmWdfMYcZ+NdoU7afSz0HKTN0+CrqysDtONKsz\nzvmtOFouo6xeZBCbwXQGj5WNxDArSO4K55OrS52OTtXWZiA50xX1jf1Vce1SyVWgqap0e8T1Zmbj\nynoTWSPGfU7nbGHO3lf1MqqwGCYqw8OLWKpKlsGH+99NS5YH1TFML1+XxVPpwOFlwJUBQqecqjBW\nJINH1OtIUeDU0ZPv7YpytK5jcKQRzv5X57DNxYgw1y/MB1f3svap/ju9OjZwNQwVJpcBjopn5cWd\npE56szxSHSqlL/93kNPtMLmN48xAsiOqrq+0Lf5/lN1wdVnZrNk4nQ2o5Cc50pRV3KN7Qi4+da6C\nnll4Usddb2k2zc7YqGvil1+DripYBkXOCMymQf1XMJulkfXNwCfTYaZ8LwEjq9IxPEeARFcUuM0a\n8uqYm5SrnHzWHpWODhS64MHhBjDFuQyUVJvDcGdgNdO9C/IZPGZtQOnGwIRhuGOZdPTvQLSDJnW+\nynNXdqFvB5yOtKWZqDp/lG3r1M3K387ITwaaXCJneiTu2KWdUhekVirxXrjq3LfSc+e87UAT67kX\nlNy9Ds5iX/WAnLHLHM8YvkwdEM5IVhbKIB0FMZwvHSd4RNyd+tdxNLNO2/UwYzRjBrY7cc2mie/L\nOktZvc1gazV+jLu6pnusW8YMRyqPXb6r/xW4zdpG3K/sSDe80LWrx0ob3Qscld+dzcPZeDnubliu\nDmXyZtA0YyRVZrjK6KhzD0TNGvQ9jqULFdm5GUPFFT7rnXZktle2IhkwuXrRdc6d/N8DgQ7gOvFk\nYNPpmXV042szB7faq3Xh8X73XpefmSN10ITnHDh12t6sIcZwlS7VfRk8qeNdqdKRgdNRNhfjwP0M\nmJz++Isg5tpXp506ndV+dmz1GtazA/gzcXTSvwc+XR7P6qYAatZvvduRpsz4dHo0nbA5vIqEu+Gt\nVvYV47nqCLsOuQImd21HtxnZY2iznnQFFln+OQejGmNVXnvK6cj7KumM1sxC9Iys1q8MmNjJVpub\nMzOjT9Vp6Tg4hjn3m8FRbJ1PClVp6TjFmXtUGLzvwGk2LpWX+D9z2mwj96bBXb9HnJ6sw4rdyDok\nVdvgx8rKh3C4e/JkLyh1OihjXAmaZkjbVdAZJ8X3OYPV0ad7flaPKo6ZNKJ0YUntd3RjOJnRo9Kt\n6tk5o8P51tXRNdpuz2w1H46Cnr1gMUbfsbGRnO2Fd/RT+9W1lWQgyJs73ulY4L0cd2VvKkeybeff\nxlPglAFTwCAfx/Ar4O+Av/vN0u7OZW1LlUcXmrDexobLpszaC6eb26/qOadH1SdeboB1y+LttB3X\nSep0qqqwnMy0/yzOWdDt1lmUq4807ckQdd0KzHQzlK+/tHDldD043leiHJy7ToWXwaVqgDO6OR1m\nziuAOsKZvifp1u/M4HQ6DCpe9d+B02x4SlRveNaQzujk4ALrUThUvI6vUaLAJksHHwtd0JkH5DDk\ncbzxy+00jvF8LfW5jaxd8zlc903d48LJ4smkC6V8j4Ji/j+rQxdOOudYHKywvc582dF+q1N3WZeq\nrSg7vkeq9pbVn275v9lIk5NrOrNLwlCnEjvjkvWkZvJn1olU4JQ19tleGAvqOdPI+LjKO4zjKDmq\n7nR6cmN4qO32XCMMF08XzhU4daRbN5SjV9d1epqxrzYWfJTA4WN4M3plBrzjONUaapXwNQFeDIYM\nT1m+O4hW/2fqcFUPO9dUdtE5RoYmPDbbtlVHsvuLYbDeqp1d0qY5caBWXV8dmzm+Yhur67POTSZv\nOqeJZaUCdO+5dGVbCU/10LICXwWnVX3w/sxBH5GXKw2xuuYael1DMkDg/arn2QEnVc/QYFaGPAvT\niXIq7MC7kOaAvoIP5bDZeVXOj+PAMFw6q7Qo6OMlEpTjd3mp4Amv65Sn+5/JHkfm4lXludopcG2j\nOxqi8hyvnyl7bmdKL9f+9tr87NrsmLM5nfBW7WxmXzp2rtsZQXk3I03XIGaUmULqGll33hnxLKyq\noawKG8UMktRxPlaBXkeflXMrkun4HuAIhQ1mJsoIq3uyepw5rcyxVKA9A/rotBlSsnRVxzHuqlNS\nAY+CuSysKp2ZcPtCWIrFHiMujtOBGgMT5nMc4/tRH0xfR3fOE/dfgWF1Pac506t7XLUhBe6qTnC5\nOoDqQFNlV1WbnJWZzkgn/FlYU79j9ME8A+dMFDTNhPEuFre8NjDNygy8zFC7ahjsjGYMVdw3cz6D\npG58RwBT5fD5WDf/33vdQtlr+LrXz0AD/zpgUvV01qgpx+Ouq8JB/RA6MgfDk635HgYMBjuM54g0\noq4YLj5yC1Ggx7CIYaoJ4rzyOOenSpcqf3W+s8+fZ8rAKYP8TAcWZw+V/eX6pO7NAMmdU/q6dqby\noAPxnXRnkK/uYX06cTmYZ0Dt2m1X/qr9sL6zsBVyS9ovywAAIABJREFU1ZGmmYzA+9z5brx7pdOT\nyc5lFdr1GFzlWQUnd8zldbcR8v2z+q2Ak9PNOYuu0azid8LxzVzf0atzvLqm03NV0JQ5JGeUlKPP\nDBTDSLbhqvQqra4zwudjn8PGz5ZwGp3xd448AEDppvTK5HQ6veiG8cdq5kr3js4BSXi/y0/nvHE/\nc1LVPm+YDndvB5pcGM5WuF91Dae5ApiOXc3CcPncgTG8jv9n6VW/szYvs2cZmOKxLMysLPga99uV\nq440OceKiXMQsSLOqK+GtVcq8sX9GdpW8UQYKm48pyreTPyu8Sp9+PwKMGVxuN5F14g4AzEj3XzI\njjn99ogDcIYZ5YQqcGJdO4ZK7SPARHi88UiIMuYOnFw6GMbwXoYIvk+Frba4luHEQZ86h4/TMFwG\nJgQrpy+f57xxemROqaqrXZuHeeXqnNOpir8DLHw925QsD/BtQleXOZw90KHCXrFfChQ5jMoGz+id\nwV2W5yisZ1b+bNeULezKm04E7/YM9oJTpcfM/UfBUxXWSjzKKM42HL63q4czKkqvrPFVwNTRnfXA\nY1n8RwGKit85DCWzehyhdxeWVHuo2nMXojInowAKt8yZOViMcDl+BT1Zujh96sPWOALUGS1zwuli\nYHKgqPRWaWBwVHopMJ2pg5l+GUQqqRxrN95KHExyfqk6yft8zEGgS6s67sCJr8vqcjfemfrqpAI7\nB+2Zrq7Nd9tzV97Ft+c6vYkjhA1VN/OOACUMSxXubIN25M3nVvORG3X32izerHfVabAdo5jp3YGl\nGcNb6ZuBW0dUXh1ZFyM87oFlTlXpkQGAu1fFxemtwIkXbJwFOIyX6w3nicsLlXcKnMbQH5xV6XWi\n6gGCU+QJPtaqQLj6VXVwBZhm7BzGqeqOc5hq36VN1ZMMMB2Qq/Bcne2AE4fdyVsOM7OtLt0d+Fy1\nmVVY3WscRDkf1bE7yuZU8i4mgrMcDSn8fwaYsrBWoc45Ij7mDHyli6v4HYOTxZ1JZkArA5yFWV2n\njFnXmM80lIijc01ltHHfGbgKLt39M5LBUQUILh3dPMoMGO47B4QTmXl1645kdZHT58BSXYewhPtZ\n/FhnunUW71XzklQ5ol5jfJ94zdfFr9NNtTUn7lwFTHyse31mf7I0crt1tjlLtwMghhl1rJOuLpxl\ntiOD0C4Ar4BGR7JwKt0wDa6tchtYTce7gaZOJZwVByCZEcvCUOf2ghPuZw6LpaLwTmPoGOgZeDoy\nbndtZmS6xnymsazCdQYRXPaX6qll4sDAAUH2y/uVfgwUeK+DGXYOAUwh2dwjFnZmTt8MODAchiT1\nFhhf/+HDh/Ht27c2MDkHGffzYzrWfYzxMmkc28YMSOyVjl3D9MZvtx3zPseNaZqFOWVbVD5mZaRA\nieuhSoMDbL7GxaFAW6W5gkaVPqXvJUTpVvlsV8+xfbg4MnkX0DTrnFfCdXF0wKETz17dZu5bPYaS\nNQplcGd07eS70jODZhdWp/eRneNfFX43LSvSMfiz4gxr1vOK8/irdO2CqQIhDsvFofZRN/WZkU4d\nc3mSOSkWnpuE95xO3yeq49t3CCoMXwx7vNik0kkBFF6DjwExXgeWytEq4bzKnLi7L7u+AzwcRsdx\ncz444Mk6AzPxxfnqWpUXHfuS2eRZ++XinwH46vosDVkc3WtduN37HGw6uQo0rcDBjFSVUlUaZyj3\n6DDrUNlRK51mIKFzvmpAlRM9uvdZCRtc1JWPqf9KsoaujIgy+HvgqYr3iPzNYIahGI9VosCJ4+Ny\nmum4dOovgkgcyxwxA4ZzVg5SWBDaAnLwrT7ex3AYolhXZQsqB4ywhPGpcq7yhsWBBsetdFptI6iT\nqq/qOvx1NoHru3PMrvPQgSB33SyUZp2S7NhePzTTRleBafYeBbghLi+qThTm17uEppBZeDoKZI6E\npYrAlcxQ9V4dulLplBmqa4BTBiirBtk5506ZZvVoFjicTpUueyWDpQyeFNw7A4/hZWCF4VbHWEeE\nkgg/y0dnGFnHGXAaQ4/oMCyptER6eKTKzbPg9GWg4nRS7dit54S6Yl65dt851rX9DHLKDnGZV3YX\n71V5oe7h+ytA6+ZNpmsGfVm+ZbDjRJXPjL+8tP2vxHXSZvMga2dO3mSkqaoEe3opHIaqCKiL+5+F\nm0nH6cyE182LFb2yeJjsnWNZkRljx/fw8Swcd80MMGWgoK6b0aNz/AjhclVbR1T7VW1L1Rm8X4XJ\n/xWEsa4KmFR4sanHU6pesyHN8oP1U8ZX6c2OnCGQ9an06OiF8fF6V669cx5xfK4tV23b3cNpVnqp\neJ19cHXd6VvF5+JSNsulMxO2Nx3ZY384LVU5Z/urMuu7VF5ndqIT/7uDppAZh+tIeOZeB06zhV41\nGHetc+4qLZeGSJYqvKrHdQQ8zcgsjOL5boPPnLpL+4qRq+I8QpQuDphmASoDJowrg+wKHlX7V79V\nWw5YUgs/qjLEBSTjmGuvfJwhDnXlt+oQWhDqEHIinsyYK4hQNs/lIcKpc0acVk5n1c4y4XuUA3NA\nUgFW7Fd1nPPOxcm6cp5l7YHjQXF5rK5R4XVskIKhDDgrMN5rt/ben5U1X5PFr9pgJe9iIjjKXkDI\njFsGTFUhdgy/aoydnkf1fxZQZoCouudoWDtSXK+xOrbSYDv1cibc7rVH5b8yKM6JdOtbVf9n7886\nJ84pZvFHGGpRyQz2lJ4zkMbhxP7Hjx9fHXPLBXQhdrYu83IECHIoDpw4Tga6WceaQRMDbAY78VuB\nS+d+jGsWmhRIu/uVZHpXMF8B04yd7ABHJi7d3furMLNzle4KHqvOCcqbQxMnwgGOu9f9d+FWYfxJ\nENdz6PZI+L74vwIFK4111uhVYbpzLFlDrxx2V65Z3/bA8Wx5j+HLo9tTdefdd9FW9FX1S5U1Q8tM\nuaseK7dJPh9xIVjFfe6bcHuE7+c3EmcciRsFqWyM2uc4VTiZjcjKK6ufDrw69dTZ1axOzpRfx4+5\ndHXCnZWss+rK5K38LLbh0IHXeJsBpjHe6NtzzogeCUwYJu+r+9+zzDp8dW8HRpwxwHOrjrSb9zM9\nqCy8LI6OMVc9XGW8Z+SoOrdi7Dr3HDXihMcyB+nCUOHxp0e6zgnF2Rc8zhtOzs70QzujoCmuYRjD\nOqYmj0d4apJ4JZVNxTTjaBy/8efEOc9KzwpecHN2KwMV3s9GqCpfVKWT9cPfWduX6e06vyzdPJ+1\nsdk9WRngeZUfHemOIvE9nO+ow0yngOUq0NQBoKxxu0qvwnYVO9NjtvK8R6moX+Vx1Zgro1HpsQqp\nKt7M8GVxrPbo8H+23xVXT2fCOgqWsnDC2DBsj+HzktusasezbRbDQZjAOUkuHVX6lE3gNLvwOzYE\nR8bYKCtwiuP8NhvCUucDv11xUOoeYzrbstKm1X/lyPBc1vay/1X5MTRxvZi1e66jNQNK7njHllb2\n74hyrPwz6+t8+qys+mWVb6ETjzJ1Aerqj+ecAc5oVBk2F0YW54x+7xmeKqhU17kemwpv9ry7bm9D\nGaN+Pu3iOQKWKnhalcwpVDru0WMW0GbKfRWSOnVGzfOJOF1vHP9naXPwFBDDywKofQX0alL3tm0v\nq4Cr9ZTG+D7vCY24G+1iJ9ARFY4aZXLXd0Giui+DJtyvALg6VtVLBWzdesTXuP0qDGWbeb/bwXXp\nzKSjo7relbECp/jvwG2vZHVF1YHYVMemkjd5PFedd/C0J+xZWenBXUOqBpMB1Gov6q1EOTJ3zWo6\nZpzuan2YMWAd2QNMl6rTzoHP9H6zvEFIUqNAGQipY10wVmE5B4U6YD6EvgFM+DYfxsOjOwxObrSp\nI1m5zDySWxWXR/zbac+zo0sRZwZnSp8KDlT68DzarSoMB05c36sOitNJ5euKn1Vp4LrO4WW+ZqbD\n6PI9gyVV51X7mgGnN58IruQ9Ovi9DjODGdyvekp7dXSN+Mi8dWFlBk3dr+pA/K+MRrd3daS8NYDO\njiTxfwckeI1zMCgz5bHSkYrjSmflfNAoZvCk7nUT0LuOFB029m7xMWP8xr5ajgDBKa7N8nTGfqpy\ndcJtrwJkdX/2W92n4s2Osc4OzFydzQCp6qCyrVV55WyckyxclUdVGo+wgw5iZ/z2jO/CfQdUVV1w\nwNTR9V1C04rMwEUnrKPFET6fr8DJpXMWmI7Mrwh7VZwumcOM306PK5OuseqEc0lxjnBGMhiq/itg\ncXlfAdKK7i5+BR0K/DKny+GwuMd03fyMewKYtu2Xo06oK+seGwLU7HIEKn3ufMSdQdZMZ4jPzZZ5\nZZ9Umqp6p5xjFseqXahgKjvese0qT5V9WLVJl/B/R8WTtb2sXXCnZbYuoPwkoMlVNtVrfO8VZYy+\nMerKjO5HgFPHAK+Gk/X42HHOVnYVZif+TlirslrvZsEJr832q+vUI6JZA8SGr0qHat+qTjgAqaQD\no9k1M/CC8DPGOFvo0gETz2nCazNQUCMbWdr4fr7vqBEDF1c3LAXNWbjV70zcmXTqRabzrE3Kwr90\nJ66rz6UEbULVkWBoxg3Pd+UnAU2VvBdYOrqistNSzsM5uU4vreqZOX047ks0UAV3GN9shVcjDV3j\n+15EOcJK78yQq/0KNLjMuSzYIFU6ZfWwGklQZYqbG0Ha4xD3QG4AE4enHAADE845yj74y/87QOra\nmoOMLC/ZRh3drjptVoHetYCpcy/bsiMADcN6i07cnnBWOuHKrmU2jG3TnnXPfjLQVFWuvaMnP0XJ\njFeVD0eMzsz0Zlm6PUSVjo4BXAG6a9ebPb3yyuh2j+HxCjDCYfNKzXEujFEGTcrhdZxfds5BR3dE\nqLIrvIq2grVMT87D0+n06vEchoVpwPQxMHXqeAeu8DqnrwNUl/4usM1IpqNLo7IRbwlMqINKQwcS\nMmhkIPuTJpimTvtWvqPq1FXyLtZpmgnnyJ7LT2F0AYV7pXj8WrIHlPbGl/Ug1X2dcPeC9mr8eyVr\nCxUwKYeX9dKq8lbAlOXLDORl8fE+ggaucO3S7uKPeHEUJsufTF+Vdwxh+PgNoUnBE+uD8Wb5lUk2\nwsR5rfJK7VfxOemAVrfj1h1dqvKnA50ZVDuZ8WdVvVJ5cIkBBFUHjpCOrhlQVuCKdbnq1FXyJiNN\nRxYk97i7TvASoHGJSlrFoYzWJRtNNgqh4p+RWUfb0fPI9F8bGDPpAJOCBf5wrPrleoPzmOLNL9yq\nnpuCMNy6acBjyhE62HBxqXjYhnA+cP7MAqY654y5gya1ddt61caqEZmsvLLRDyVHdFoy4fC7jrly\nwN14Mcy94bl6ldlc1+HMZO/AxKqdxv2qvqA4CMI8w45GZne68maLW15KsIG8hVzCWas4OI2q58n7\nnXBXr6sMZyaXBrujwenIsFbqqXP26hr8ZaBwwIRlySNIsY/QhNdmOmb6Vvdl1zmjqPIg00c5WRY1\n0tPRUYXBozjsAKJc3DVRDll7dyMUqh5XxyqHU9leDsvl9Z425tr7HkDr3lPVidn2nnUqsnLlej6b\nbnf9zOhMlVZug12flYGTCxvjwG21nv2kHs+xHAEKs9LtNawagRVwUfnA+XGUKOfsKmwme8pnZlTj\nT5rMOGsGBwdKavRJOWcEJoapStcMWKo0dPOggqYsfPx1TpzhzEl3hCauZShS96m1m2JRSgVhlU4d\nsMnSwHnA+Yb6KEBSwHSk/XZ2MAMI5eg5PSvxHiFcHzNw4mtWdFoBJs67rD6q6/fAaeaDZuxCR34y\nE8E7sgcUssLqNrBMr048K+Ic00rDne0FuftW0oiOw52vel2ZMz0q31cAsQpvpR5V59k48OZGmNiw\nIDA5aKr0UL+Z/tk92b5Kcye/FAAo4ZGgKtxMOqNMGF4GTKqn7YCl0omvU2XRKQ8XPuuI9UwBzhEy\nA07V/SgzbXePVHbNpU9ds5Kve+t7BU6xzejHoI3HVfornWfy5CcLTVlFGuM4OKlgarbR7KHp7BpH\n7VV8K/qvXDMLpbPXXcN4qd7XNeIdozda4u5jWKoezTHkh5P+9u2bdN5Oj1mIUWnKfrP9zCjiiJHS\nTenZWVhytbPAm4JBB0z46jRex2mdbWPseFAXPIZxV2GyKGC6NCzxvtNRlfOM7Z7t/Kkw1G81yqRA\nVIHwtW3ubL7NQD6Gr/KX262ycTPc8ObQtOp0qsrnzmUN2BHpTI+kE2eV5sqAV9e7XkdHrgUBs5I5\nwW4eHT1KdE3p1ndnINhYZM4f43RbFW+mC983xph6dOj+q3jdaE7VVvH327dv4+np6WX79u3bK4DE\nOFxYWf7iSuGcNk4TjjAhKKnPvaxKp+yye91xziM8PgtM2UhVHKv2uzLr0GfiYmjEYyt68j7Xm1n9\nsjicHAW+nXi5HWRtnOsy15tO2t4UmlYqxREVK9PHgVPEp453wl3RZeaaCpyOinNGVLwVmFZlq4xL\nVxREzgLl0cZgJv4qj2aBKYuDnYwzKg6QMsCJ0S4Eo48fP6YbXoP3K7jiNPJSCPyfz/H29PQ0Hh8f\nX35jX11fQaYCTgSe0+n1gpb8YV/8j+nZts3qMCsVUGf34f1KDwy3Y6cy/TswtBeYZsXZvcy2Oehz\n17p4ULAs1KPcDqhmAKzS2DmWXdNNmwoD85c7IxWoz9j2Nx9pcuISoBzfkaIaNJ+7Vvzqf+eeONYx\nSEemY8XooR7KofA+/l/pne5Nb6f+dY3Z7P17YAkNKN+H8TpHp/TAex0k4W9sCoo+ffo0bm5uzn55\nPzYGqfhVeYFQwfOyYvv27dsZIMVIUuw/Pj6Oh4eHs9/Hx8eX6yIMDIfjy9oGL+kQ6VHtgfMXnQK/\nyZiNPM3YFVd/Ii7VPtUxBZCu8+NsQXVtJkc4Z5SuDehAn7N/q+DLbdPViW64M/Zutiy5DuwBJ7xX\n7bMOKz7kzaBp1XkpOrw0wDh4WgnryGszmIj/qnd3CVk1ZCiqMrtzcSwr/5Ue1KyeR95b5ZlzULiv\nQImvdb1ErC8zeefWflJbABJvd3d34+bmZtze3r7a4nj8IjjhvgJEBiQEJQSk+I8jSbH/8PAwHh4e\nxv39/cv+w8PDq0d28Rvhhx5uBXXcx+sDALFMOb+xDQQ8xf9Io5r35Mo/K+es3oT+Wd1TdkiNvGSw\nx05P2Zuq86jCyq5TUl2XwZJKc3atSpMCCweomX9wQF35Opf+PR1mvG4FlEKv+I/tnkdlQ7K8r+Td\njjSxdB3lJcTB0+z97n/3vpnwO6NMR0nVq1qBTjcywuFm6btmHQnpwIZqsN18c50FHhVgeOg4QGe4\nsaemwsxGlXA06MOHD+Pm5uZlCxC6ubkZnz9/Hnd3d69+1cbAdXNz8wqaYgsgQZh5fn5+AaPYGJAQ\nku7v78+2r1+/jpubm5d7You0BwDFp1IwbxlMuUfM5RDpwJG0yHNV3jGyFZ+7iWv5m3cdydoeC9ZH\nBa6cbuXkQlBfdT3HG7+qTVQQc6SsjFo4fbjtqXSo/FT5jv/xM0gcJ16HYbl9Z7tWwWf1fr4H9zGt\nIXuAaYyfCDRxhjhav7SswNOM4ele07n2WuCU9Z6ze1bBKf4zPFwaDDtyhA4rYXSAyZ3L9MhgFDee\nW8SwhI/Tbm5uXuDn9vb25feHH36Q2+fPn8fnz5/P9gO2Aphiv4ImNaKEj9wQir5+/Xq2H1vEhaNO\nkbZt28bT09Mro4zAwnmqFg7FdstrMam8x1EqLjuM+yjb0rlPwQs7ct7nNwHxGged8ZuNvChRdXtP\n/igwVPFkAIjXVHagYye4LHj0JZvvw/9VetXvHjnKhnc6rup/N/53CU0d5TuVb0Zcg9nbuC4JeapH\nwOd4/4j4rhFXhJUB0UqDVXVmppG5MOJ4Bhr8q9KXhc2/Co4q3V0dVL1cDKdy3DxB2z2GC1DiLYAI\nR5pi//b29gxMUEd8FObgENvJhw8fxqdPn87+f/z48dUI2OfPn1/ACAEKf3kkKiCKH+89Pj6+6Orm\nVaEDizwM3dVyB/wxX6wDMZqg5j2puqHaUde28PGIV/XwWfi8GxFTtj6zqUfZ2NlOZwVOs36gO9Lk\noJQF60ZVl7Ly5zC7vvhI38eyd3RqjL5+7w6a9g7toRxRSN0G05WqwayAlWqUfG5F1L0dcOqG3cmH\nCihWgGmPqB40n18dLXJOjY9lwORGFFR+d3rHaFgdNKk33AJE8BFczFFSj+IYpuI/TgTn1coRmAI2\nnDMI3RG8EO6+ffv2oh9O9sYRKPWYjvfx8R5u+GiQJ43jPsIO6o6OLnvEwuXV6Vg4p5zdl9mGPTZZ\ndSo4/AoOjhAHAlm6sW6qa4/QOQMyF76CSp7rg7aAw8kgzIFHZctmpfIV3XMZ4L17aHJGfG8YLrw9\nBbcXnLLG37m+e42qICuSGYluj0tJJ03uP5fBUSCLxmeljqyA02o88etGVLrhurqDeaHajhrtiF/1\nNhzCT+zjiBKPJqmJ3zjZGw09j2SoeVVq4U18jf/5+Xl8+vTpbORHTe5285v40R0+1sMtoAwni+Mk\n9HjEpkbMIq2RBkwX5genEUco2Jmr+hDpn2nffC2OMiFko24seJ7LawaYjuwwqg5b975MB9S9GhHi\ncLOODecNhqHyn9sC1hUVZiUZPM3Iyj0zHXt1ftZ2jvGORpqOcPAs3OjeEzjFsQh75vru/Z3rqnuy\nePdKRv2s81FxdvVRMtvjcgaMr8nqFhs7B0pZ488MNRpMBU0KOlgPhiV8FMeA5OYp4dwkXGqAJ5Wj\nfjgHqFock+ddKTmdTnIESI0c3d/fjy9fvpxtX79+ffmNLdKDE88fHx/Hhw8fxtPT09mcpG07nzwe\nOo0xXuAqyoInS7v6ohwiCz4exDiVHrifXccA5EYvVP3G/coOZB3PI6TrNzIb2QGlKv4s/10+OdvA\nLwlge5oVTtdMZ3FvGbn6x3lQxTMLTm8KTatEPxP+GPPPkp0cAU6oT+d4pzJmhkU13q6euN8Fp729\nhRVA6/aGuvGv9pIycJoJQ8XvgEkBFO/PCC6UGOLe1IpNzWGKCd8BRz/72c/Syd4xmoRLCKi1l8YY\nZ8C0bdvZyAvDEs+FCl1RdwyfIfJ0Op29VRf7AU2/+MUvXn5/8YtfjLu7u/Hly5cX6It04CO/bFHO\nSB/+sjPD0RyuI/GbjUyo/3Esa4scHu7j5GIFpVmdVv9dnrjwVJr3SAYk7toOOPF+Vxe8V8XHeaXy\nh9s01nEcJVRpYXG2Tfkgl9Y9/rS6r3M+s6WZvPlI01FOsYrjSHDK4pnVR92fGQs+5q51ulRxq2Od\ncFmX7rkjDdyMPrOievB7w8uMTueYg6SqjqreoXKYzqgoaEJwwjlMDpx4BApHkyJOfu0c9cJ0IhDx\nyBKPgMU+jlwxVHE+Y9oeHx9fHiPyWlFuAc54a5DftsPRpnjrLsoGHxliGamJ0s5BqrzKJOLAe10H\nKoMyNXFdQb/SnyGl00YULLLOq8K6dPNxVbpgxu21E4a7NmtTTg8VxqwO3RGg2fzsDjbwtT8ZaHoL\n2QtOR+kQwrrMVJIjoIOFjWant1WdewtxPS6VJpU+ZUAyA92Rjj7q2qwnpOpPdqzqkXcNKF7P4IRz\nk3h5AZyfFPN7WFfc583piHow7PDGSyK40R+cb4QTuMf4PmoVo2qYHxw/ThKPeU442Rwf2+GjwW17\nvd4Tvw2n4LZTlqqOdMEJ92d69RlE8ZIL3Y7fJWygk07crr1UZYT/VRicNyvpVu1JdZpm8ncFaipx\nID0rlW9d8Vn/zECTquzvxcl3G94lejCd+7p5tRrHNY3eGL432wUmFY6SS5VX1mvHuJ3ByOBpprxZ\nHwQUXt0bJ4MHtIwxXiZfq7fIcLQFf10+8WhVLC+gNvfGH68xxY8xcLQnwsdHhQxMCJE4MTxAKvYf\nHh5e9I75SwGTGGfkmasLqm5k/9kmsgPtgpPadzDndHUOXIly8BkE7JW9/qKyJ1nYavSMAdfN01Nh\ndWApK/OuHAU6Sp9V6eZ5JleBprfqFbB0Rkvei2S9rEw6aesYAAcWWVxsGFRjr+SoxtGRVWDq5A2K\ny++ZfF2psy7emTrUjRchgdc8YmjCR2MBTbxCN36ShD9/4nStoAknmqv5U3ws9lV9iP+R3thHEGOA\nxMnuONcJAW2M8WqBTJ5nwg5TbRieghUcTeNw+c1EVV8yh8ojVaqcMnDjNO4Z6dgLO9zO93QiHUC6\na5QuDnjcXLKZMJTemNajIcrZRN6/tD+Yta9XH2m6plN0Mlv5L63LEfepCrY3bQ4qVLyVo3WNr4p3\nr6wAIv66/UrH7JwylKpHr+KuGjinNxtxUuGvCDppNdLE6y5hXAFD6g21+Cgur3HkhN+027ZNfgiY\nlzJQk9jVG3wMN5FefEzHHyCOfPjy5csZsCFk8mRwbCc4QRehBuFGgZCCFrwG8yjCxbxz88nYcboR\nqaw+M+yxs3eQ5gBK6aRGvWZl1gY5n8Ll2rUxrAtu/OboGDU4YVmr0SoX/6qdq67L4p3pZKrrVBhH\ndUbf5PHcewCnt5bZ9M/2tioonO0tZaMl6lfFNTM6c2nJAGWmIV9Cr058Mw1e5X8cd3HPSOjCi1qq\nx3O8LhJCE76q/+XLl/Hw8PBqPtG3b9/syAZDE8IMjvKoESdcJkF9IJivReiI42OMV/DFYTA08eR3\ndva4HEEcw3wbY5zBD4MTl5HKI3TECFVu3SbXdlW5uPrCI13VqEM3fjcaMgtO1ehZlrZsvwtOmV4K\noAKWlF5Yd9S9le4Y94ogSLNes53aFTnabr/Z4zmXETOU24lzDwnvlZkwLxF/l7jdsWzUqjIIXWBz\nI1CXAKus9zKr63sUNuwhFch20scjFjxqoUZs1EhKGGpc3PHp6UmucYTQhCtpO8eoRlHcRHAHTWoV\nc3cf58kY4+VjwKEn5g/GwY8eeaI5rxXVgRcemUK9XBvlMg19OezOI7sZye5nJ6/OuXBc5+yIzk/W\nMURdZsEpk2oUTV3P4WJdUOCk0hj7ygd04JgQiMuXAAAgAElEQVSBeAaMs/yp7PVMOav63KnXb/p4\nrkOas/CjnHtnePFIZ3j0KNKsZA01u5Z1cnnfqZjOYGVxXAuUKulAFDeytxg5mwW6o8BQgYmDJrWE\nQKyyjW+PqVW14/MjanJ46Ir7/NYbA52bv4S/OCrFC24yZGE+4KgNgw/mGcajRtFiUjynN8pl27YX\nIHMgxcsSxLWx7lWcQyfK5epGWlz9mZE9HWFuf85+qGtmHarrNGadkOzaKs4qXzqjW1U4UT8UNHWh\nRsWTQdFKZ7MCp2qf/7uOFurerZdXHWmqegCdMPbEn0mVYUeEsSorxqpbmbL7q5HACs66Zca9kbcA\nkEyUgcbfSo4EctRJgQ7nZWZ8FBhnbTPCw40nPvOaSPzo6du3b6++6YaP5vDzJPGh29jY2LPhV/ox\n2MR/NeFbTRiv3r7jLetEYD59+/btDJyenp5e4nagyE6AnZ6ql9mIAtYPPKbmGCmQ4rhWpBopYmEn\n7Oot59cKyMx2NN01K/Z3DO3csw5s937XdmZ9MocxM5rkdOT7OvDE9TiLx8HTTD2+6kjTasFcWjrw\n4fR293Yrtyq4FZB0gNMldqUXg8weSMrS/x6BSRmAblm/laz06JQzHsP3EBWIdEeaAnxipCn7ZtvX\nr1/H09PTK2PHBp9HYlBHtx+w596Yyx7fVY/7eK4SwxrOs4rHb09PT+Pm5uYFnHjSt3o8p9KP+cQT\nuXlEAb8Ph2WOcMR5riaIVzYok6zNZ7ZAdRD4vhVw6tifqvNRxdWRyrF38lnVF/5V9aYDii7szGY4\nHVX5MdBnfkfBv4pHdTAwbgWkTt7k8dwY8730SzimbuXjCpM1rux4l7hXnJ+rsHFO7btrWA8HgLO9\nqay3eklgms3Lrszoe6QO3NNWcDdjtFdgnSFgBZrwUyT8kdv7+/tXr96jvrx2U9ZJUY7HQZP7z4/y\n1GM8NdE8liMInT5+/HhmqAOaEJzc48i4J9KNb02x8XdgEcAUG44qYblyflfhxv3dNtEBpsymuE6d\n64TNOGCMw8XPeqg0VPdlxxTkdIXLic8pWMpsCucjw4aKF+/F3yzNShQ8MVgxOKk0c0eE0/7uoEkl\nZhWe9sqKY+72qC7l9LuS0fcMLOE5Z3SqxuDi4HLPKvpe2Vtn9uhwKVBz4nrX2bXqOIoygAxMasSp\ngqZ4RBfghKNMcezh4eEMmtgoqgUwXVrRWMa+A6TuHKh40w7fsuMt8hnXS4rwx/jlauidR34fP36U\n6eVFNdmR8QRgzEdexgDLGN/Eco6Jf1ftKtevatSCr+384j28n9mxWds2e05BEu53wGkGRhgS1DEH\nTFU5d4BJ+VAXrqtzuO/W+1J5iaOkmS/v1OM3ezw3xvuAjA7pvqXsjZ/hiSUzXHvKp+O8Ly0zIHFN\n4V4w/7oenzufpZPv2SvKiDmAcq+/K33QCGIYThiGqnWFVA877mXDy2+e8fX8lpua0K0W5nQTvLGM\nlCNQnSHMewU3Ki8ibaHzhw8fzt5GVO2e4xrj/E06Bysz4gB+LzhVcXTjWZVu50TleweYsjicr+34\nXwYQzh+uE1wfZuBU1TW0A+o+B1oZhHI8ar8r/8x8RsUJVq5LO1bnBJVObyXdxsrXO6kM0jXBuWtg\nrqHDTP6qPMyAyRmIPfqisNFkcOJ1iDJwUr1HfoPLGUCEDrXhvcrA8sbGn69n2MigKQOk0EXNVVLg\nhPooYFIjQ6x7xMfLGbhrq56/c5Kz4NQBpi448f2876Sj82o7cu2S/1fANOOjqjLtwJI6hzqouon7\n1TH3n+2K04nzVJVhBohxP8/T68jVH89FwrpOw4XVuW5Pw83iuZaD7YDGHqe4F4iye2aNlnN6Si4B\nlZeGuq7x5GvdvVXPuXtcXYfiemVs4BwwxVYJhxdzf5TNQD0DZtSK2Xh/Fh9uaggfF31EHRGY3Kdf\nQh+VhzxnKQOTTGeGKKwrbGcRltghZc6tgqasfq+I6wxUDrTbTlR8Kkx1ftb+zMIS7rt6v6pDBkzu\nuLPp0Qa43qkwVd1SaVHgNJO2yraqtLpHd07+RI40cQHNNOJLOGSUrOF3ASMLLzNwGXlncXTliMbd\njWfGGHbz9tIyk69KXwdTLo1s6Ks86ICqctQKnNwoU2acORx+u8v1wBGUeM4P6455wVuMNDHojKE/\nkovLBnz69OkVNHG4vI4UG/kOnHA+cU8bH6FhuWKeBBzyauMMUap8GBqdfUFnuyoOmDp1eC/AZRC1\nx5Z0IAmP8fEKIGfjc8LxOGjstOtqP+JwtgX17aYngyWlq2qPTv7EzWlarcyuQEOO1rVbaY8UZciO\nSpdr3O66I+JbyaP3AE9dwbx0vWgFTiGXSmcGTGpzAID7CghwAjSnz0EPb6xztWWv6jOgxCgTTg53\nc5l4FA4Bz4ET51WWFjW3SQFhgFJ8w0+Fo8qby53ngrF02vmM0+9cy464E243zFVoUfF19x0oHAVO\nTtgXZvF07Lzyra4DiO0f67ULn+2BumYG8jrykxtpcoW+WpnfwoFWaViV2fuzyrhXpxljd23pGA53\nTQYlM6A4UwecoTwSAJ1hZp3Y6CjYYVjCcKuRFXUf31+BEp6PeJRBdeFxWtmBKXCL/+rtu1hMk9PN\n/9WaTip/1OT1DGC4jBVM8bwo1A3zUeUlg0UVf+Y4OUwXjqufrFcXjlY6c7P3ZB1WNzLCnYVZSMJj\nXZujyleVnfqv7q/sVNZBUHpxm+X0ZfFX+dfJ36tC00rFnA1bVbSZuN+Dk68qmDIuyomt9oS613OD\nqcKI693EWHXtXsC8BEji8ZX6cnQ7mNED20Zm8FSYK44aw+V6iyNKMcE6A08FS7Gv6lEGXjgcz/UX\nH+tlxhkhJkaTsrflEE44TzuwxMDEjxScDVAODjdVHyobVIWv8p33Z2Eg04WPcZlW4TtfkYHOqnTC\nYD/WgcQMlvYAnur8cNvIytzBawbJ2M7xP6fJtU3WNQTbYQaHmVx9pGlvpauc6B5geg/SMR7ckDJS\nX4UGdV/VI6mu78Qb9+01pityCQN5KXEGdTaM7D8K1q0K1BmmnJEL4xUjMjzHxt2rJn0zOKkRDEwf\nTmBVhh/fpIv/DBoMOwqU8HGdghwFRtUjToyP83q2zWF6srJ3DpDL2cXD+11QUzZH2Tv85bYxAxzO\nAb+Fbei0b+X3GBpV/c86FK5OcB7jfRw+n+sAifPhrmwcOCm9uLPiQK/Tfq4CTSsVbpWMs8KpHPE1\nHfTeuDNgWgUlrnAdY8NhzMbLlVcZik7YR4GDOpY1rllo2WNslWFcSbe6z5V9Zjj5VwETx8HAUD3O\n498OMLGuLiw2trjPDoLjYf0ZqrLHhhhuB5rUNe4RHaY9K4/MATl4UbDk6mTVrvi6PfXZgRHb+6xe\n4j6XY+XEjxCn16ptqXRVNpY7OahX5V9cPK4uVL7FpSWrt5ke0WlR4c/KT/bxnDOQlUNw17ylrOpS\n9bhWpALLa0jWmI+SCqyr+N5bHRpjTieXr87AcR1zm4onfhUg8/IECpzUpt6WizDx1+nAr0szNChH\nyuBTPY7jhST5jTyGIQeReKyaz4Qw06kDM21KwVEXlPjXAdNsu8rqnqqveJx1HGO8qk8IxHzPrD2a\ntRcVTDipICLTQ8Gs0km10a6eqpw7tkMdq6AJ40Fw4pHkmbJ5s4ngq7ReObuuwWB5Dw5QGfrOPa4n\n5dJU9QIzvWbuy6Rb/lkD7tybxe2O7U3TNSTrKc6Ekf1XoupXNsIR4bJxQxjg5QlQn8xIMjixDpgv\nHI56XKbqpIovzgcMxVt+eF02OZ3zWcER/ndgpF7775adg9GuOHDK7C/na9bRdXqr4w6cHOSj/qwb\npgXnovF1s/7L5ctekHJ2a489U3nhOkdVPjAMsy13/iqDoPidASd80QFlxe//5N6eyxrlHvBxjjmL\np1MAl9B1NbxZWOj2Tmb0UfHN5L2TGWhQdUj1fI8W5zQqqa7LwsrqqKvHM/pk8c6CXOXk+H9ATxhE\n13nA9ZfwHrUODOqOxxkqslGLDJ54YjiGx+CUjT51gDVzdApoOR9cGTnn7+xFBkgz+nMeqYVU8Rre\nV6OZnBZe6b0qQwXvKk8riJlpKzN2fKZtc/l1wHYGQhmcOC4XdpaGI3z+rLzpOk17whljn1MP4cqg\nHPgq+HQawpHwlPVC+FjWyLjBzMSJx50+R/WIWFZARBkK3nf37pVL1Y9Ou2Bn5QzaiuwxcpXDV9co\naOJfdmYOmlzv1enp0p3BUxzj/Gagc4/qOO4ubLhOURecnAPkdsP/I0wHS1xWGezEPn48GX8zoOJR\nTVVuAUvqszjVvlsNXr1EkNUtluy6vfbTtUfWc69/VX7FQVpmi1wYXbvC92Cd76bx6p9RuUS4e0Vl\n2Iyu7t4jgWhGF6e76j3zudjv5oczhOy4uCFU8bm4ql7abANn41n1errHM1ltByouBf2d67I4Ovop\nxx3xxO9sG5rd8LXhqu5xvVNQFk4OYcddnzkbBib+5bfpMHwHTNkoU5VPnC+YD90y6zg1B0t8P9/D\naVAjbAxCnz59Gjc3N2e/sSFEuU29cj7GOPssDv7ihufUhqNUvEK8e2mByySTzr2Vvc5sQRcksjaA\n92eAXaVZxZFBudPZ2cQV+ck9nruUzILOSmXqxH+EcGV0BrIT7wzJV9d1oY3D5GMVOB0tztAfIZne\ns/FksJsZkgwWK1EAsVKuKszM+aODdWHPdNYYdNDRcVzs6F1YCpTYcWL5RPgr4OTyDY87x8pQ6Zxb\n1/Epp4ZxdsGJQSm2AKXb29uz39gYqHDF9tjnehPiQIgh6du3b+Px8XE8PDyMx8fHs32Eqw8fPoyn\np6exbd9Xm1ejjJV0IWuvH+EO6FHhrdSfrB6x7eJ9Ja7TkB1TcvXHcyFHFMglpAMJRzrRGerOJDPg\nvO/iUUZ1Jm17wUldW4V5CdisesVvIVXcbDzcfatwOZvPq+WC5Y0TneOYgyW+3/1XOjpgwrlH8emT\nDJh4lAnDU2Er3bvzmRQUYd4g7Dm7EPWcAc7la+bwXNvpticFTPwoDuHn7u5u3N7evvpFkIp9Nxql\nJKDo8fFR/uL+w8PDuL+/f/n99OnTuL+/f7kO8/7p6elV3mc2/6jjmbBtdaCyEjb7nQycUB9VnzAM\nlQbXWezaudn0vdnjuZUC6WRCFd5sRlbXr57PDA/elznAzCi6+GYgiq/L0tORbnyVOGOzCgTXkL1A\nPBNPVucqw1Pdn8VbbXidChedJu7Hoyz1uj2P/nSlC0z8GA31xP9VfqjHdCqMFXByIKV+QzdsQ1l5\noWD96HbyXN1SwMSPz/gxXGwBSbF9/vz5ZT9giSEqwol9ntcUoqDJ7d/f359tX79+Hff39y/X4eiT\netwXIKXah7L/Rw8yVJBbtduQDlB3dFD3dcDJ6YRxcJxOl46828dz78X5qYJfLUiUbqXC69X/yhiq\nX3cMpdM7yHoN/798lxnDN9tD6gJPVz8n6JArIFLAsG2bfLuI40YHGtfHKE/84rUYNqalqusIME4f\nBJYKUjr56dqjA1kGJjcxnGGk0pPT6crNddIqeFZxcDoV/CIYxcaP3wKEApQ+f/78snWgKRtp2rbN\nPp5T8PTw8PACSrw9PDy82lQ41aRxl5dK9xXJoCVr5yp+5xezDoaCm6yOOaDM0jfzvyNXHWlimYGG\nt5ZVh5SJKvysUnWuqWDIXVNdryCvW+Heqnxn9euC5N74ZnTaC0Gr+s7E2wWnMUa6bpEChQAltbwA\nAlPWO650y6AJ9cpAyeVpBih4TAGFA6YuyPEx5zAy59jNA5VGJ2qO1sePH8/mJcWmHsMhLP3www+v\noIl/1WiVG2nKJntXI0044sRApSDq4eHBvqnHj28zAHXSselqP8Lnthtlx2A92+mvrq/saNfOZoCk\nwuiG+6YjTR0gGOP4YUklLo7OCNNeoOreOzMCwfvul/erMGdHm1QPRJ1Xci3Yesv61ZEMUjHv1WiT\nq5udOlu1xQo+1ArY2VtEDAsITLiPekQ6+K031le9Fac2N7rCr/rPApQDOM5nNQIT6cePGsdxfmSp\ndKvAqQNMqJ/a5zRxGHi9AsKAJhwhCvDB0STcApgQnBw08ebmNKklB9wju5jLhI/mYl9teD7ADaGM\n85NHT12+q3OZzVXlw3UR7Qm3aWfnOcyuzhxfXF/ZzNmOHf7y/oy82UhTVhGygry27AWijsySevzP\nQEj95+OzRM+VOq7pANM18rGSrLFn1/D5FXg9QipD0gWkmTS461Td431ncBmYGJwQknALB4tpiPAC\nnHD+E+uTvcGG9VqBSzXS4vKH9zl/nLPBeKvHcxU4MfxUsOtgVkGUS7uCLwyL346LuUo8X+mHH35o\nb3gfhoMTyHGkiWXbNrm4Zbwpl0ETA9OXL1/sFtC2bdtLWFw2IeqFAdS3OpfZ5ziP9yjozYAf71O2\nNKszzn8dDU/q/q6vVPJmI03KWCgwiGveUpxxy4xeJe7a6jgboBmC3kvZK5WawWlFjoCtKk9m9OuU\n9RF1dgbOXEeje9+KHhUkIayEZJ8UQQjIHktxnFx26tMXCpz4OENS6OSAScEI/nbySOUxA1u2ZZPk\nOawM3tTmOmodgOJ6qHTiUaaYsxSjSz/88MP42c9+Zrc4H78ITQhOnSUHQje1EGlAEz+ic4/nfvGL\nX5xtMQIWjwgDmMYYZ3UN66fKQydZGczaNQyTQQlfinB1F+Plc6rj1gGaTDJgc+Gqdjojbz7S1CHR\nS+qB51acZgVOzjHNHOfKhvpyBb40YM4CDDaOWVDkcytgMKPnJa93sicNWd3jPOqUA16PTk7Fy8YU\ne+exxXU8gRvjYifPcVQwxr+8oKCaWJul2+Wtix+BJfZDh2ykiEeLFEiEg1fQ55YtyGTbemsFVeCk\nys4tAcHzl9yE79vb25cRowAm3gKQYlQpHr0hSD8/P5896jqdvj/exV+uc1zW/Dg3W8gy7g/4u729\nfXUcz+EjR162IN6+47ftnp6eXtXj7HcvjLC9mAEwtjPOxyu/1YGfLN7sHpWe2TjGeAcjTSwuAd2E\nqYLtOqbVTNwDTkq/yrHFNbOwhHkzA4l4f/bfHcOKWsXZDfNIYHqv4kAI913jV4BZ1VPlRLJ8ZmfO\n80Bi3giPdCiHi9coQFDAUm3s/FQ6Xb5h+nCfJ8UqYIq8cIDBEMH5jusTZaDooKlj/6L8GR4cILq6\ngWnHSfp4jj9lwotRxlwmBUk4yZsnfH/69OlFF3yFP/YfHx9frlEbpwXzDsse67aa8xTHo04EBEa+\nBfzyKNqPP/5o37pTI1vuW3iqfriOwqzN797rAGsGnNT/jh+sfJnye6oz2ZU3fXsO5cjC7fSks/g7\nmagc2go4YdyrIMm/SrKKMyvuvizNDvC6YalzVRr21KG3kgyus//OGHXzyjl4DlNtDAvRC8fw1OMQ\nBARuS+wQ1KvZPP9EXZc5EE67EmxbOLI0xvfRmm37/gafgiXO15gAHOdw2QAEDdQ52mwFTQw5rj7x\nhHpOq8qvCnzRAUWZqk+Y8JIA8TjNPXLjyd34mCvifX5+flmN++PHj+Px8fHV41xOpyofviakghUM\n89OnT2f7AYX39/d2dMmBE/66tZ5Qp6iLXDcqH5NJZjsUfGTAxL618rWrNpz1VXZQ6dyRdzHSdCQw\ndeJz52fjPRKcOvfjdbzf1X0lnXHfynmVR7NhZD3lTrg/FVnpXLjjDKvKWPF+BkwclwInHmlih6ri\nwGtQZ+eg+Di/ps1gwXkz4zRUO8N5HQqaApy4DHBkKT6vEceen59fRuUibHy7C+NgYHRl0ik/VdYO\njFkXBUx4baQZ5xHhat64IGWMIKl5S2pUCpcMCN0xP9hZc71x6ed9DkPliXv8GMD47du3cXd3N56e\nnsbnz5/tsgVqvSeGK1w0M+7/8OHDqxGwEKz/ezuXVRtyfkXZlm68la9w0MPQpvTBOGZ94pt+RkUl\nAH/dvatxdq51TsbJJcFJnav2u9JNXyf/qmtm49kb508RoFz6uT51hXuWVb1TwKTgSY1GuJEmnKzs\nnK8baVJh43H1iATv4fg4Xpdnqhc6xndYin3OM4QmlRae34T5w0CJo3LokN1ohyoXJw6uKjhQeRi6\nqflRAX7qw7o8b0kB048//jh+9rOfvfp2XAATp1eN/GBd4Q/vMjRlMO8E52fhBPMYKWT91BpQakVx\n/MV9hKiHh4eXeoGPJrnORdlgHVHlqc47m8G2hcNSEMN2xQFP18Y52JkBJk5PV95kpMkZpkvFUx0L\nXeJ8VincvTNw1iXo7H4XRnZvVlkrmYXP0GUmzAwcuvpUvY89MtNLmrnW3YeiwqjqEV4z2+noQCk6\nKzfXQ00CZ2DCOS8V1PAvglXm8NloYzguzXye5y/FfujgdA8HFqMCAUyYP1hO6Kj5TTneMA6GIRx1\ncFCEThXDQhByABX3ObDAyc/4dhw/gsvekuMJ3AiQOMKiHtcyxPMEbgRSBiV3DtMd85QibVhm6j5V\nfghNnz9/tms9xeM93j59+vRqDSkcfVJz7LhuK1jCdHZF+RduEwxOGN+sfXa2nfmiywHd+N98cUvl\n5DO6D1lxgFkl2ANys5WrI7NOkhtBV6cMcFZAyR2bCX8lP7kucQM+GtAvBftcdsrIrISzR1flPLMJ\n0OqRWYSzbdvZBHGev8OOH7c4jp9VyXRU4KTyp2u02UaMcT6vKYMuzJv4RIyCPcyXSFMAQzZixzqE\nk4wtAIrtBOch54cCwgpIY8PJzzh/CSEJwSke2eEbcZFmfOQZ/9VkbPWroEnVLwU7CpYwfQiDse86\nAw4SYsQqIBhfBMA845Gm2MfHdvj4juc+4bw/9avaX9UW3HE+z23vErZzr3T9zruY08THs0ytKNjB\nQ9eps7NdTYfSpxMGG3MFNVkvQYXj4nR0zjpVacyu7fRajoJO1VBVfXiPDbYjR+teQbgqSwVP2Twj\nBQOYHoQmFnZaGC+v6Ix2g+NV7SXrJPE+TyZmQHOjNSgBS+6TGXw9dxzV+jhZHjnHr3R0+RRpw/xy\nzlDN7YkJ0Dx/SY0u4VpGAR5jDOngEYbUozee44MAgSNNbtkHzFeV9gqa4lEdT4Dn8sK8iwnysR/A\nhG/Q8cRw3ufJ4zj6FL+cN7Gv8liBsKoD7piSWT/WDdP5ciUzvk3JVaApyxAsCDawfF8GAtl9Kj53\nHI2oApYqrJVCYHhxaakqWRdQsrzKeggqrGzf5eFRkLQSnqtDK432SIhRenHbmI2zSqur304XBUzb\ntklYUjDADkpBDm6oD8ahJknjnCaemMwAlcEzXzfG+eRvzB/OCw4DxY0yqbSrx0MKbBwwqXOcNrxe\n5U+kW9UL5UTxMSJCAH8GxT2Kw0UoY4QmdFBzgdTmRp/UdQhN+Mui7FoFTfidO3zTjx81IkjF6Fo8\n0lTwp0aUcGVyHolSYMX5gI+Koy1jWWN6OT+UcH4pn+U6NHtkxb+wXe3Km85pwv8KHLoOonttBjns\nlFSGHuX4s3A6sKacnLvOpblynEq36phz+hkQOL27MttrOKqRHiEzdWgV0FR9ysLKOiZxXgGTG2li\ncELH5KBFOfEIi0elVKdLwR3DDTr+DCZYLwYUDJPvQVFzvjK45Ec8GF8FRMoRZNfyaI5LH+qGeYi6\nIhzESBOuwaQme8dbcpguhKYYJeFHUWoURW1qpInhlF9GwHxSdS2Dpth3IBVbhBdpxc6Aqr8BTvwt\nPPXmndsYuDDP8REuL4PBdUiJg6ysXah8vqTM+CEnbz6nSR1DaKmcxcy1nXhn75s5n/Vs8f7qWBZe\nHO/omsWzCkwVBGaQ03HqWXrUL48ArMLHNWQWLrvhuP+z+R3XITAxODEUKBiIfTSuClTGGK/CDefM\nBtqNVqGOOILC0IF5w5saucK84LeUOLwxvj+e44nKHC7mE64Kjnmo2hrDpbrOASnnCUMm3h/lx04V\nwSlGVtQnUQKUEJh+/PHHcXNzY8vv6enpZRQl3iJz83h4VEo9xnPQxI9AuT52oIk/Noy/cT7C5NE5\n9TIE/rrRNn7LjrcvX768QBu/eadEgXfXDmG7Zrui6t97kFkbe9XFLd0vG3E2TEqUc3cOOnPk6ry6\nplPAHViZlSxeB1QzFbxbcbMGpkCX9cKydRDldJuFYVe23PvhNLCuR8nRdQLD7YIzG/8VgHQwgnNM\n8G2eWJE5fm9ubs6cFDrcmAjL4MBOLZyHemPKzX/BLcLDt4nYyGMaw7m6N6IwX5SdifTw2kzb9suP\ntarFH/E+hhMGFLeh3phuPIaggDrHeRSe44J1KTaEPPcB3th4gUquS/HrXsfnFbPVSBM/ssP/mD/8\neI6duvIlyl9lo65PT0/j9vb2TI8oA/WGID86xDZxOp3OVjp3j8G5zvDjT4zv48ePLxDGwJPZiBn7\n4Xy1ajfV/Vkcrp0eZYevAk3qDY3MwKheZwYGXUesQIv3nfHrFqyKg69316xKBh4zkoFEdZ9ywOr/\nDAy5a7u9Hz6PPUkXd+fcHuncX9XnLuyoNrNaxnE9Q8UY4wyacMif53KEMw6nOsb5m0KhD6/vw1s2\nf0WBlNoQHNRkWNxH58WODPOZ84fDQCOuYDDO3dzcSEeIo1MK+Fg/5TzwmgCHrM7wMWWbsRyx7HgL\niMLFKU+n72/Gqcdo7jHTzJwmN3cMN9e5QuHjmHdRh/B8lD+C0+Pj47i5uRkPDw9nE78dOPEoGHcO\not5GvJj/3AFhqMX1pRA+EWKdT65sPR7jesx5yyN8XThyx7i+O1ntHF8dmsbQoOKgCY0zChfEigPg\njEWHqZw035uBUEefFSfcqQRHwVgWp8p/3ufr1P8qnqwcusK9Q65neFyVP+vfhRalA++vNlwMqwpj\nbxwYjmqX6KQQmpQDQH3wUR2uiB1GP0au2AnHqAI7WZ44W8FTPO5DeFLgpKCDe+Jc/+NeNVLE4XC9\nxvjj2tCPR+McMDE44fU8+pTVEdQjyh/97rQAACAASURBVFs5OXTMDprw7TKMN8pJjR7xp0ZwQnPn\nzTk3GunEtdMMqqKs47EfHsN6iot8BjghLKmJ4gijXB7cDrkDgvoqWEKIQl0iXW70FuuGqi9Z3mIn\nhG1JZRcriM2uyXzSrFwFmtA4omCCFDDhpM0Q5UCVs+PM4ozKHLRzzmwY2QmjLuo+pceMVNCwAhUK\nJKqwHAhloOHi5f8MOC7cbl6oOqecHOraAadV4fSpRn2UVOXi9MvKi400Owd00jzKxL1LDCcMKX6k\n9tu3b3akCSfE4kRg9VZQ6OhGmxCenJNwhplHMDBforeezR9x0ITnw2kqmIrz6pEOP9rhMNl2hbAt\nYMem7sPy47k+vIXTjrBihIZfn+f1iPBzIg6QqxFH5WuyMuHy4f1IA9cDbBPxLTy1OjrDEu/jVnW8\nsPPBdUfBEm9YXxBmcUS5axPZDzp7HMLwzvbf5X8nbGfLV23um480jeGHt8cYZ8bNORkHOyqz1HUY\npttX1ykYcvB2pKyEuVJBKv1VGaxc6/LKgdNK+nEoXdUz1nUGNCpRBrgDS12ocgbhqDRgODh6giNN\nbHBPp9OZIXZzmCJ8fkQVwOFGmnhjmPrw4funShiG3CgTAxamkfMWf2M/ro28j7Rg3VNOl8PGeo6j\nDOjAVL6p/woA8NqszPHRD8KAAyYcuVBvj2UjTafT6exbbDyyxK/QVyOI6rhr82yL3KbyiMsMdYg6\nxuDiRnwYlvA8f28P9xHW4xe3WMYAR245fm6/0S4iHSqvOO3O5jjoif9YLsrHOjhyYOv0RN322MU3\ngSYl7MgwUThErhyng534z/uqIHCfM1g1mG6mq/j5fFXgR4NXxxE7cZVuJizXu3P7q7CUhcnO0NWb\nGfDI9Mt6SBXguPyq9GLDM1verp6gUY22qQyrm9gaTpXnDPHjiOfnZzkPg18/x30Vn3KePMrEo008\n4hTpch0mBiyGPzyWlRcDU+QFO5e4RgETz5NS4ITQwh0KPI7/o6x5xAb15fJSI06oU4Qbj3bxLbl4\nU06tNYRlw0CsyjsrT1XHFZxkZabKhcuDP17sRnvcvCNuH9Uj7237/liOIY63SB9CH9tDfITWtVVZ\nJ4FtuyqLDihxuM7eHdGBHOPKj+ecuMRkvaEMhqrMyYzXnox1BYy6YRxdCHDOr3N/lh5XabuiKves\nOGDcA3ZKtyqdWb6u5M2sjivhV+mqyqTqJFSG0TnUbdvOvoOF4bHDCiPNziEmiuMjvHh0p3rvasG/\njx8/vnp0E/sIesqwI+ywU2RgUOWh8so5d5woHOlUc7IwPHYYyuaw7p1NlW9VBzJo4Dk6Ua5OX8wr\nHDXix24YZwVNCqDG+D5qGstBOKhw8Onyl0GGz4cuCkp4WQp8w1KNIFUwx+nmpUAY7rCsuGOEoKvq\nQoizH05X9m3qOtcBRh0UeHXt6oz/akHTtm3/6RjjPxhjPI8x/o8xxl8aY/w4xvjdMcafGWP8/THG\nb51Op5+r+3mkSTkL7knF8Sg4vAbvc0BRpCftPcyIcrD8y8Dk7slEObZLOPKqcoYu7thMnioDvydd\nqi7M5FkGS64nNKub2sdrMK4j6ueKnp1rOH9jwxGngIC4R61NFEadFwFEgz3Gd2iK3nMY9njkEI/t\nHh4ezsDLfYMLbQDqrEYgMc2xX+WTut4BUzxKDMel3gYLG+oAr7JnzoE7cOL7XJjuPtSJR6BUuCqv\nGBrx/wwIKgAb4/wxFgOTghRMT5aXETY+yg494n6GJqzvoQ+Cp9IFR5o4H7nM45ehKe7htCO8udE2\nTK+zsUqfrJ52wYn1cGlmPV04h0LTtm3/0hjjPxpj/Kun0+lh27bfHWP8e2OM3xxj/N7pdPob27b9\n5THGXx1j/BUVBs785180uixYObnnF79qP3OOXYfXhS9VGO53ryOccfgzUkGnOqecCetYNQ4lFThV\n6XT3V2l0jXUW4rrOVOVldr2To0B6JgzV7tgJjPHLib1jfB/yj29+4T0BBTxZ+HQ6nS3qqB7b8cTv\nAKYYZcK1Z2KukwOMzF5E2hRQVGXH1ypgwk0BE49MMJA4eFL2FnXJgMm1EU6PA6b4VaOCfJ/KVwdL\nCrxV3rrRPF6nSYEJjrK4N0ARhpwucQ3WH/wfx9yIjtoYmrC8VYeXz3P+ufTjyFsHyNmucR1097vO\nbSaZ7+ja1T3g1H0893GM8eO2bc9jjB/GGP/3+CUk/dlfnf+bY4y/Mww08TNzBTqhtGqMXCiq8fO9\nmXR6ZpXMAJOqDKvwxpVR6cLXzqRjRh82esoRrVTOo+CSGySmVeUfG50uSHTKorrvaMmMVHa+o5Nr\nczxKE9eG08I3wNiZff78Wa5DpObpBFAhVMSIEwJTvLWEc51c+jNoit+Ojck6F+gcGZzQHmHaEBhw\nxD1+FSxlZdaBpaoOsP1FJ4z5EOXGk5sZnDFNDoL4MasDwAyYshXBFeB9/Ph9kdDYd/nKeYDAxPDE\n5bVt29k5JwzKXJ95X41K8RtxfC1PSEewr2yGspdYrqswlIkrE3c+0+cwaDqdTv/Ptm3/+RjjH44x\nfjHG+J9Pp9Pvbdv2G6fT6Q9+dc0/3rbtT7kweI0JV+FVBiii797rRBH5HmGn635Dbxcvp6GqEBi3\nCjOLK0vDKrR04uuGq4B0RZ+VdCngzXRUvarqvsxpr+g7U9aZXtk59Vgi/vP8H55HEYZYPXJBhxhp\nDiONbw6hI1OOUU2qVQa/064wza68MmeBx9mpK3BCp6fWnWKn6oDJ6dmxnwqgsvqQ2V90xAwimP4x\n9CPRbMSIASV+3aNfBqeAJs4/HGXC+9UjRWzzauQLHysjMDE8cZ5l+av0dfWBR43wkRtCJ5dT9WjS\n2S0HTNh20K5xurv2y9XJju/kODm+w6Bp27Z/cYzxF8Yv5y79fIzx323b9u+PMVgrq+XPf/59qlN8\nawgrJle27L/bsutUD7jqleFvdr0DJieVQ+Uwq2u5UiodZh3qXpBUDUWdUzoqPWbSOKuni9P9z8Kq\njIOKu6N3F56OksowMQCg04p0x3Hs6cbjOQyPHSGPQvDq2JgP3ItWjsUBVDy640djOJ9k216/ZRnp\nDMcfeqCdcWXPTqdjy5xdmy27LM7OfdkoA0MK77MdjXLCkTN+M8xNflZ5qGC1gif3KAyvjVGx2Fej\nTa58uLO/UkZcDxQwuS06GZnPjLxn0MIyUMBU+U5nBzt+zflcdb2qv6v1mJdWyKTzeO7PjzH+3ul0\n+qe/ivR/HGP822OMP9h+Ndq0bdufHmP8ExfAb/7mb44xfpkgt0prd3PGJApCGZ8xXvdmfpWWs/9d\nx8uF7yqBAoZZYVjoSAYWHRBT8eN/bgROhwycqng4HZymTho65YSNrerxMCBfUzK94ng3X9U9mfGJ\nNCtY4GF+Nq6c/2jwI2welcI5SuoL8sphhD442Vj1tHGBTJ7vxJ/wwAU7ebQqwIqdGuYf5iE7/2rj\ntGGYDrQqm1k5UK4/qjyx3DBetOsuH/HbZhEePoW4vb19tdI31uGIj/MC7byyNS6PGAK4PJ+fvy95\n8e3btxdwiuOuTFRZxj3xq2DKlbMagY06xeXF4ahRLQaTlfqYARSGHzYj9lkXvqfrL7mdOf/rdIzj\ncU2Uc1z78PBg4+5A0z8cY/xb27Z9HmPcjzH+3Bjjfx1j/PEY47fHGH99jPEXxxh/2wXw67/+62OM\n888tqCFo93owP8vmHo2CpigghCXXYz1Kqgq0ElYGQC5OFzc71gpAVoHJ6TKjazfO2TBVr1Tp6PSt\nznNYnYafyQykdaCPzzmQdLozOLFDjY0hCdOBeRh2AB1uvAUXX4fHDd+OU6sZhzOLnjYvEBjf/sJP\nduD/OMYjUTGpXeU3259IG/5y791tvP4OlgnbtygPBqSqg+nAOBPl7BQ4qflDPLldzSXatu3Vt+R4\nVBJ1x7RiXUUYUsCE+5g2LE+s4/jYl8GHfU7EySOg+DgSgamyDW5gAOsGjtY5YETQdHYB9eV6ym3b\nAZSyI9lxl27WzV3XASdOt8oD7txV0pnT9L9s2/bfjzH+tzHG469+/6sxxj83xvhb27b9zhjjH4wx\nfsuF8Wu/9mtjjPGqEXGDct8Tiv88FwAbjOr1cWVxlEvpPft1onrRl5CshzAr7FCzNHaBKQtLNeKO\nqHscMM2Wk9KF48iAY1VmDIe6twtre/RkQ9QBJwdNDFBxDYavRiZwnaX4qGlsAVG8wjTGFYY+Hk3E\nZyxwWQLc4hiuKB4TyHk+lOrIzEJTF5gye8UAlMGBgyV1nCVzlBwOg1Nm38cYL9CBDhpHmtTjPYwH\n7X/Y+gAKXkJC6amePEQ5RT3CSdAxOT8e2eGoBJc11kPcd+WhRJVR5eyVL1TQpLbuaFPEi/VD6Y6/\n6lFoVxxEufqvpOOjZ/x46+250+n018YYf40O/9Pxy0d3pSA0qU8gqGFy3GK+QTQO3GL0SRkw0P/l\n1zmCGSfGosLMCjALxwk7zkqqCtSNl89n8NQBJ6djBYfVsY7MglOme5YmPsf1bqWuHQ3mVV1zx91Q\ne6cnyh2bcKS4fADCzP39/bi7u3uBpcfHx5f/OMKMjhd1GWO8+madgidcIFOBC+fBKjQd9WgO/7vH\ncZ3Hcpwerh/c5lQbxQ6qAiY18hRlFr8IuLe3t6/AJnRUTx9iH9srO9bssSULO3gEHly7KNYMU3af\ngSnSuQeYsO1FeahBAy4j1bFhAFKAp0ab4nr8xbqibNwRvpbTxFCIYOjyM7PjlQ9jucqK4PF4jnuR\nuCy+gillxPhxHVceHq4d43sl5ALfA0oRjsrwqkGgDjNxxf1Z4VZpcvDBjcDtz1YwjHNGb1dGs9A3\nk18KnLrxOAPaLbdLizJ2lXScSgZNHB92evhV5gClmMcU85fCRtzd3b3YBHz75+PHX35XK8LnEZvn\n5+eXL8xHHGxv4pEff6rCgQtPCUCb04UmdFAZOHF5YLhqFIV/q9EmFTZK6OEcD0MJPyFQI00BEJEH\nNzc3L1CkoE+Fjb4gJCszzqe4j8vJ1WccZcJRLiWoB/otBLWOnXagi3rhOVVfQiLPQh8GzKw+Zm2b\nO0Qufjw26/uUz+Q6n9VfFbfzZR3drgJNIUzvOGkTr3FD1jFkis/GeUJ5VFBX6TISVuccWPC9Tlxh\ndO7N7ulW0ko3lb4q3azj0SDQgSA+loWFDo4bURbHShl1wZLLstNYXTpmdcSwVgX1V71zFQ/vh9HD\nnmyc41ETHrHg0Qs11ylGMNRyBvgm1La9fsuOw4nw8VGeGr3AvOEyVqMP+MX7+I3HkbhCOj4Owvxz\nc0HVizYVSLHOKJm9wTLCEUT1uPXh4eEl7QgR8QgsAGqM198uxEdlCsi43vFv6MmjRGzvGQrQD2Vt\n1XWyHPxm+a4At9oqfdR5ldbZUVCnYyazPoPteCeOKn5nlyq5CjQF1XMjicqIkj3nj8mZ2EiiF6B6\nBh8+6DWeeCgvy6jZDM3C6Uo3PtXwV/Ti+Ngxz0BEpiv+rjRy1Hn13k7YnK8OIBmQLgGQs1LBkCpv\n1rnKy6o+BAg5wZGZaKN8Hp07v1GnHPLd3d3ZR2JjnyEtdA+7g06RQYknj8eHY2O0ih8RqTk4mF/s\ndGKUjMFJQVMAIKeFQSmDpqxXzg58xukpXbCMEJju7+/POszoDz5+/PjyQd8YgVJvPqrRwsfHR9s5\n4DxTbRzLicGAQdqBA4/aMJRkuqlzM+DE4XC86lcBk9pXG5f7HpDp3jPTYZzxJbN2+yrQxM+mxzg3\nViHY48smTfI8p217PVQbcTE44Xn3XJtlpqCy3kN1XIWBxzviwu46Uvw/C4wzund6QTMVWRkMPt8N\nUzkUB04uPo7raKDqgv6sVHo6qGRIyh5fcDhc9xhEwgkHQDhowsd6sc9ODp1CpDdGPfhNO/4QMM+F\nUiM8ytFFPPHroAlHmlQ6GHzU3J7sf/WIaKaTxvdhnDFPDd9QjHK6v79/yV/UZdu2F8iN0aR4lIeQ\nFXmGINYZBWLQ7EIT1hceccFydWWswCmDHdanA02qnKpf3Od0rzwyztKjdFNpze7BerLi4zjOGQBj\nuSo04QgPG65oGNH4eISJ93G9jzHGGTCNoSsc6xSVQBV4ZVBmM7vrMF08bHz3xFHdixVKOTWWI4FA\nGaHKifN9FeRUMpOWawNTlZ6OQeg4x+w6dTwbXXJ1iA03z3fCCeIKZHC+Ey5PgPsIQjhagB2q0Cns\nDo5ouLmW6k3fWGlaOTrlPBU0KfCLNPCIvYIjNdKk3kZzjrdj95SNVPOaFDBFunCkbozzt9ZwUUYc\n8cNyub+/P5uDxiMgnP+YXw6aMI0OnFQ5ZrDE4IT5quJ3fqgDUJwG/OXjqC/uqzl3Kv3cnh3AZZL5\nZxYGp+z8rKDN7MibjzThflTs0+lkockRb1aIrlKuUCaGM0O2aj8TB0t79e4IO14X56VgqaOfO6by\naaZnkUGzK4MszCPzSOlS6bpHqjhYqsdy6r6II+4Nh4ajygw9OEE83rC7vb0dnz9/fpkwHt+yC3Di\nuUFoe2KL0aZ4yw4nkPPjIPdKPY/ksM1DCWjqbGgfI2wFS515TVV5dpygSqN7PKde/rm7uzub0K+c\n8rZtZ48nEZqyuV4qHZwPDpoy4MmAI7s306/zy2lZASale6Y3wxODE+vFU144TiczwFV15qr7XPxd\n3xByFWiKheGqAt+2769mRkKyRo4FFqB1Op3OjC9XhLhHVZyOY0BdLwkwnC9ZXEc75QiTwWmvzOSV\ni7PSI4MbvL9qSFVcyhAeBSqdvD6qXGYgPjPqfE1XtzC2cT2223jRQz2eZ6cca/zgKFA4b3yNPeJi\nB83OYIx8mQCeAxVTBrJJ1iwITQwG7k2+CJPhhPcVOKnOZKdDV0FJlCPq9OHDh5eyub+/P0tjjKTd\n3d29zBNjoI18xTixrFAHNc3C+RqsBxi28gsKejgOts1stytRZZGVSVW3KmDKrq+AadZ+Y7hHibLp\nK75Y+YmuLbwKNP3hH/7h2X+uHIrYeXJlHM/ouCvVvStOK8t0vq4bh4rraJDZK5fQxzWKFVHlFMc5\nro4D4XD3SNYT5LjUcTw2a6z5no7M1MGZ+o6OFw236r1Gp+jp6enlP89/wkdDuDgmTrLmx3XhoNVa\nQDxi45yWs0NYV/BXjaxgmiLuOI6jNvir1rtzo02Y385hqw4b76uyw0erAUIxhwlHhLjNPT8/vwIr\nXFsr0oOjkDj37ObmxpYRx8P5oPIFywxh1Qm33SjXqKsMenxflr98TIG+y9es86h0cZBU+Vc+r/ZX\n4Un5ghXYORLcrgJNf/zHf5yeZ6rFoWiGpvh1lWUMT+0cBoaF92aiKrgruI6z7jou56yuAU5HAEJX\njoiH9VU9wQyeZuIJ6ZRJBj28PwtByrhk9+6tN1gXM4PY7YCw8ETyaNMMTAqa8K0t/gwLQhPOl8HP\nYqDdyd4+QztT5YOyXW66AaYJ84fXluKN51upUSbO725HIbM9DvJwkjaP8nM6saxwTtfz8/MLDGJe\nMzjhxPJMv4gvjmE9wuudfa7qM5ZrXBvApNp0x/dg3sd/tbFk6VB6uLqJ4TmAc3ZM/c/E2cgOuK10\nHENmfNxVR5oU6Gzbdtbrwzfq0HDh/S4clqyicAWJuFQlU+E4ku/0FDiMrrPt9vIvIapSHa2LC39F\nurDK//fEl8GzipPPV8e6+l0ScDudhUzc9a6XH//5LVh0uDEHiYEJR5Z446UJcN4Q1gUFTupxEOaP\nSqdycm4hTYwXw1Kg5Eab1CgZOz2X966cHDjFxm8vh22NdLEeODKIE/rv7u7G09PTuLu7e5X/Y5wv\nARDlHus7KcfuoClAjOGJIcXljasDOHIZ5ZrlZ0cyuKnACe/PwM3BfAUryh8r3bN0VWlW13N93Gv3\numVxFWj6oz/6ozGGH1rkV32zyX0zlM2iiFiFkwGTchhV5Xf6daFDAdo1gUnpEaKgcEW3Szn6Diwd\nFXcXaFycmR6Z8XP3XipPue539K6O4TnOo/jP4MSPg+KREMKQgyZ+Qy0mnEd8mFYFTAwhbD9cefCb\nSe7FFoaL0+mUjjQxOLk357J8dzCgHBXeEzqqDiHmCb5hiMAb6299/vx5/PDDDy/Qp2xd5B2v35Sl\nT73Vh/mrOk4cL6eZj3Feor6hszquysFJBktVW68g3/lVBY6uQ4DhdUT5CuVfXByVD72U/bs6NKlX\nGtHQxRssvBaGKkgFQShZRXFbZVhwf4/jnYWLvfEdLUfGf420ZLCkes97wlbiGnpXFPRlYcyCzKw4\nCHVxZB0RpZ8CszjuXvJQi1PipGMFT3Ec1wRix8Tg4UZtVJkgPGC4CpowTzmtz8/PLWCKDfXM9J0t\nG1dePFrDb+rhKKCae/bw8DB+9rOfvVqKQJUJjzQ5YIp7ENAQmvBNuiofEBAdQLH9iLgZmFC/mXxX\n9UgBVCUOelQeuzAznzwbP4bp9rvhX8OXXPXtOUXJ+GgMGze+SYHXhqjKw1KBSQZPGcEeKewcOr3w\n2Mcw8PcoyZzCEeC2cv+RMODycybeLAxXVtlIRKZrJdcG6U4n4giH7I4r0ECnzR9J5REHfgMtOmu8\nzAnf4+Y7qXlPOLVgNb0RTiyx4OYxIXCwPcVJ9V1IYJ0rp6zyGhcgjmsQhFyaIz7+NA7qEeUU3x5U\n948xZDnjh6L57USXHwqSFCxxHqjHo5wnaMOzjpACHNaRR/1QEOIykHb/nczYnq7N5Ws7fqfrl/b4\n9Kuu0zTGd/pWZIwJicLliYQsGfSwKOdVhcGFVfUYVFwz12UV6tpOkaVTcbuVsQN6sxU7g87ZRr0H\nwN5Crhl35mBVO6k6Lp1jKj7ubPCIR5xjB8XOLJxqQBN/lSADJJ6Ezs40NtYRe/On0/dlUvCbeOjU\nYt6PG13iz7ooHTCv9tQXbrscVsSF8BYTxGMiP36MPbPbOP8s9EZ4YpBSOkV8seZWPLplYHLCcOHA\nNoMmhFjOR3xTFP0c6+SWv1B6ZPZZAZODRdaV8yrLtz0dBTznbIsrE5d/nfg6cnVoCsFCcIXIn1jh\na5i4M2DCcJ0eqvE6YMqcvirUWUd8bQfcpf4MHrvSAaa9YY+xD2SO1K2TX1V8XRC5lKGowlBOeSbN\nDp6UQ1ZxuJEB/o+QxPNq+G26+FUAwsCF8MT2DHWNDiM6vYAlt87T6XQ6gyZ8RMejTEoHZTdnOz7u\n2qxeMjgEOAXE8BMCtR8LlEa4CFoBDAFPDppw3lqAE4MxdpJdParqM16HIzpuTlmVdtyPNKqFnpWu\nHE78V1DN+se1FRzPdkRRVH1UgKT2VTgq3aqOH2EHr74ieEiX3NEYu8dzDnYqgOLK2QEm5wyc8VD3\nO12OKNBLCjssPD4rqiEenf5Lg6dy4NeGXZRLxe3Khet0dV2Ic27qP4ej8pud1en0+hMpCB/8aC5G\nIXjV6Rh94jQwOMVjKDXShHojMMU+wlKMcvHIRAAHwxJ+vFiNNHHaO3ZI5beSrAxVHsWbddu2nX1c\nF9OZhRP5FiA7xvelanBBZKUTLoLKa0AxfHB9YqfsoErlN8JT9ngu0sJlhelA0GZwUvFjOWG63Dy3\nyvbO+NXsXj7Wtfmq3mZl4upSFnZXrgJN/CqqolwWPIeVjsXBTldcZcB9BqaKwDmtGFdGzW8lFcCG\nKP33pIXz+KcAjpWsgNORsHNJCHXhqjoxE/dK+lU8+NifQSocd6zejUsUxPfs8BMd8Rp7jI6wwUeY\n4flOES9DU2yoJ44yhZ1zjwCzBS15pAnLifXI8rQSBbnODkQ60f5v23b23dAONI0xXoCJr1UT91li\nkVOEJh614XqjdKjyh8EFJ/E7n6f0dT7JPZ6L8kYgUmGFbm401PnXTNeuKJ/p8lr5Fzxf7WcdKxXf\nrLzJt+eySoSCvTJ1PQOT2uK6EJe5DphmnFCEpypkpwA5rG68q8K6dIzCrHNURjbTBfNwRTKArY7v\ndd7V/StQ2IHSI6ErwlOOotPJqdLIRjjT3TlRlSdYb7jt4GOSACecx4Rv2qmVpdkpR/gKbFTvHcPA\ndKPO7ATVoz9eckB9NiXu5XKZyeNKqnscPDhgctAU98SjUl6KQAGEcvKRZ/zJGgdOmAZOkzvGacat\n83hO5THXF37zXNUjLn8OQ+lX+Zqj7EvWBmZl1m91j3d0uQo0ZRWq2qrn82NoMs8ASjUIDtfpHMcc\nzaLzwHD2SBbWXqOX9e5W4sL87fRSZir/exdXL/A8X8v7mcwAawd6snJSkL9q4Cods7rRAVG1r8JC\nm8LzTfgtXtzCQTH84OMRXJAX04ZpdHaKHaHSV8Gcm/TN+ZvJUQ7LlSWnY4zxMgFbTaRXbzWqFc4x\n7xCA8Hgc4/JkW64gNa5TIKx8kBP2P1leqnNsPxhEx3gN7zipnHVg+FL6VT54j2R+laXToVI2Sv12\ndOrK1SeCZ0ODymB1C01VDGxcbLQiXhbWS52flU4BdsLdS/yqJ1c5eqebC8udU+LS/Fbw1IUXvrYC\nIOfIVsBpjNcjpFVcDpZUuBz+pcBpJr1Ouu3KbQhPyv6go1f2IxwzSjgqVc4OmtyxuJfhIrOPeF+W\nJ5iHM6DFNhuPsf1QwDTG94/7qlE1hCX+JAymH+c1xSghzhmroEkBMsNZPFas8tfZRwZ611Zn2hP6\ntLhXQTSXi9rUfC4VZtaGnLjOeNQRZZNc582J81kZOKm6P2vT3nykCY9jAWXAxJnujA8aRDzOFT4L\n31UQ51RYLkG6mXTi4wqmKh/nbyd8zocMnhiw3gqU9kgGPVwvMkDsgFMFthwm76v4s/BWDcoKDHFd\n6IgzjBUsKGByIxE4qsHh4lIBqJPKb7Y/Sm9OF+qrRhKUvh1n5tq4c/wuDM5PzgOXjjHOV+iOPOHR\nJhxhUuAUceAil2OMM1iK+WoMFOxfGNQ+fPhwNg8r0sCjiB1RsJTlKf5XeRh6MJhy2rgcEJLUKJMC\nug4wdeuNsiVVPlZtQ+k8075YMQzWKAAAIABJREFUj265vitoUhXAHVPiiLpq/O6Yqsho4LtOLK4/\nQvaEUznGDAD26Nd18DPnLiWzTl/lm6sXrnGugJMLJ4srAyeMQ0ECHpsFqUxUehx8Zvmi9MQwMluT\njTbh6AXDDwOT6uWzns6Yu/JyjwwVMM3IyvWuLrNDVMBdPU5SwOQezWE88XguFrgM4MHv0rnHmgxM\nMd8K511hOXTrvXLcGZx08175Qz6Ourr4GaBQVyzTFWCq0sH7s+DEx5V9qMBJ6TMjV388pzIfj88+\nnssqhHo8lxlVNgS8z/dUDaALVB3ZGwY7Ftx3TlsZwSN1zirtKrS9hVTgtBqGkg7YskFayT+Vnq5U\ndaVzHnXIdGRHxPqq/wFK2WgTbrywLgIT2hQHs5W+mT2sgGkFnhz8Ohuh7mUd8Z6szihQ2rbtDJjw\nzUYHTxEHjjQFMHH4zo+oUSYsH1cuM7ZppsPY8TOYDpxr5+oR6pGNMqk0d8BpRZx9YvCp6qOytRkw\n7fFHKFcfaUJxhZcVqurlnU6ns/VNVEXHRepQFwYrjAP1dBlaOZUjYYePzzbYmQpUhbc3XZXuWX4r\n6QDHJcVBdOVIQ1Tecj10ca2ATabHUWFVoozdqnRBlTtD4YS27fWHeXHFaF4OAOMJ3Xl1ZqUj/o7x\nfb6M0ql6JKdG5DGNmQ5xXQZHrlPobKyLg8PkfHQjTR8/fjxbViH24024mKQ9xjgDgszBR1k6SIh1\nsGJyOT6ui/oQoIfwjWGotZSqhShX7CHXQ04n+kr3piHbJ1X/MlDCc6ttGNuug6VO2F1QcvWza/fe\n5DMqY5zP7Mfn0LgSb1Q8/I1KiT1AfGuiA13YYFXPL3552N7JjHNU4hx+BkzZeXUuC1fF73pUMz2n\nI2TGsOB1rmFcUhQEdB0Y/q+giQ2l6m2pX6eDagecrplyWDGeqn7NGmIGmarNIjCx887eLnL6ZnmI\n17AOp9PpbISE5/Dw4yl2ZqjPjFS6OifJ/105KXvCYBi2XC04+uHDh1cfKP769eurBSojb9RISqQT\nR6Ti0yzob+I/f9vv/v7+1XpYsTG8hp9DX6aWNUAocWWhbEFVRnit0iHSqNalQp1UfXPlrsq7arfq\nmo7fVuFwHvC5Slb89lWhSWUIA5MCJ6x4Y5wDTRY+03RIZgSxt1D1nvbCEksHbDr3ZmHxvkqjgo6O\nge3mxQz8zN7D+szct+Lsq3irno7aZ2PRTUcnzXvTeBQwOQOr6lpmjLG9K2By+cHOO6AJJydnMBk2\nomPkWQfXq89ete9+IqXT9mZti8u77DynmwG+A04ITff39y9rLMV6S/FpFFzQk/0JvkkX997d3Y2b\nmxvpd75+/Tru7+9ftpubm3F/f3+2qnh8hiVGuhieVGefP/MSoMz1qwPenMf8G74v5nvhhrpwear5\nZWqkaQacWTrtuGp/7GcqQHM6q+s6ctXHc7FfAZOjdPyYJYaHmcfApCQqa9yDOmIFwdVWs8w/wtmG\nHAVLzhlnx2Z6+85oroDkEcC5Gu6RZYfxqjzolpWCpgyGVHzspFw6MzBQ8WSympcrkO7imwHMDjBV\nYVRvIynnFPvxqyYlV6NMFTwpXSuAd/epfFPnsnjYB7j5ZAFLkYcPDw8vgHR/f/8CPre3t+P29lZC\nE4IVfkcw7gsYUp3zu7u78fXr1/H169ezhTDxkd3Hjx/Hw8ODfVyqHoVxpx/rnpqMjf9VXVL5jfnm\nBiLU40KGWJ50r0aasvqRgZFLh2o/Kl/c/owoezMjVx1p4kdyXKHcCBOPNEUYIZEJamgWhQFLHWcj\nhAXdrTirBn9PGK6BVaDkwnP5xNcqIM56+bMV9FJAdQlYQslgCY+pXwVNse/yluNj41Xpkx3vyMq9\nDHuqTXcACvOoSifDSgBTXD8DT7FWEJYPr3uDwIuPY1CfGHXA1+srcOrCEqe5sgHqPtZVnePw8T/X\nWYYGzPcPHz68vL22bdvLSBNCUIwW4TpOWIaxbtPd3d3Lo7ibm5vx8PAw7u7uXn4ZKD59+jS+fPky\nbm9vz4Arzj88PJwBh4MLrAfukSGmf4zxChCy8lFtg2Gj82gOw1Pz+dxIE9cP9qtVJ035Fn6xQq0f\nle27fMryrhsOy5tNBHeFW402KYcSGYEZ7ibexbW8Dkdco4iXj1/KkUeaVu6poGmW0PkaN3qizjnn\n/s8KMLGwkavKy12zEl9IZsQ6dSMriz35mYGTuo6vyYC0qqcKZCI/cDS6iosNvrMhY+gVw3GUZWak\niSeRu3xzUjlmF4Y61wUmB05qLtkY4+yzMfi5m/iMDDv2GGm6vb0dnz9/Hp8/f36ZOI6gdXd3J/2P\n+swK+iDUzS1nwI5fgTeOMqkOelVG3LbZ92HacLSNw2b4RmjK5jRldSNrk7iv7FOWbzPw1PFXq/7l\nKtAU4hxEto/3cmVkGsXRqnj7Qr3JEIZJgZXSGY2o0s0VvhNuJHyvy7dM1MhCt/J2xIGQgqLqV+nN\nx5R+l4bVzDkcEbZzKvzL18zqVBkoda0DFx5d6NbZmWtWw3X3uvgzB4ROA1+Dx2uen59fPhqLr8dn\nPfnYV5OGcdIzzplxI00MCKgb/s6Iqx/oUDmP8D+HMyOcBh7lO51O4/7+Xj5K4nseHx/Hjz/+OH74\n4Yfxww8/jM+fP7/8qny8v78fX758eZn4jRO7QxA+bm5uzuySWt6AocnBkwMcfozn6i23b/UokGEp\nNq7r2HFgcMoeA1f2pCtsd2bafdzv7DbXL1d3Z+Uq0KSMeJcgs4qGI0pYib99+/ZqePX/a+/bQnXb\nkrNq7LP32mut1k4rtEdim6gELwSM9IO3IIIRDArRJzGIGME30aAial589UUkoC+ihhBE0YikBUEJ\n/eCTqKgYc1GhIacTSYtIBzx7rb0ue/qwdv37+7/1VY0ac85/rr0Ps2Dyz39exqhxq/qqRo0xsUN5\nIN/t7W25DJni6JUV3z8l9QAT0ihgUtcUuMk6qrqvQEHFusos4VHCPvkU7dTLM7ufKa4ICPG7qg2W\nCpa1KLMiK/WnDDX8xTQYOGF+qExQMbksUcG++IvKx88rgd8o0yJF5jziL59X6zkybJh3fG9pP4nq\nfpqmw5SYmR1549A754Hir169OoAlBE8IDvy4vb216+vrA3DCqT4GRw48vK/4tQpoQsAUxTlFYSgM\nvFV7mVkpXf/PAffsUcU2iPoc86H6e8V5wLpK6XvuJ+p99Uzldy6Ieq88TfxclAZ2COwojJDZw8Re\nJyclfNQ5DpoMRPVABqY5x0JjwnQ4zYy/UeDEZcjezyxUfgbPM8AUKbo16vCUFPHOQkOVa7R8Ud9D\nXtYqy9r1HgGbKj9KqGbpYxr+qxZ++IIQN8yU4cYhASzPGOio2BFWVJFS7gGmJW3MdYl58dGr14wU\nz8rj4eQAib1xDpiur6/t8vJSgiYlZ9zb5IeniaAQdQ3/9w04GYxF03MjoSiYXw+ARI4EjqnyA72a\nKF9Q7kTTwFl8E/eFiN8I+ERAKQPlUX8fAU5ZOhE9qacpE5IKdWInQBckW4p+8Lw0x0Up6wl/vfNy\nulFAZ9ZhliqrHjHoUCBkVMlF7VZRTkqw82DLgGdULkyLn5lDvXzXpAjQYhlVvhGgjHjv9cMsD3wm\nUpJbUK+vZmBpNC1Pg8c3/mcliP/xt5J+ppzYqo/OTwGYerxH3oYl6XL6+N/HgwMmj2Xy6bTb29sD\nYLq6upKA6fz8XE6PubcJD/RgObmu8ffcw+QfCFaHAk0ccM5TZ7wIivVkBJxYL2axv621Q/153Wae\nJgbuUd+bY+xwGfiXZVgm7yOdosZE5bxHT+Zpiio6QtMKOHmHc2HFlcSeJuzI/hx2DJUGCzmFhlUZ\n8XxLhRMpWKbRMvTAl3ouUrwVQZ+VIwKtHwopha8AkwLCEXiNhKl6X4FOdX0rmgvsM7DN6UXyhevf\nx7jfU4qhqtAwj8rBoCQyOnrjaQ1SiioD0XMVJvPuY5sDxN2rhCvZfLPLq6uro6k5BE8OmlTMkIod\nizxNOJsRgV73PClgjUHmuBJQHVEMVCR32auEz3I7+X0HTHd3d0dtwTF3KqZJpbsEOPH4z9KIABL/\n9sbGkrGyKWjCAri7m+ebHfly4DZ3RGzEDIypAY6dgrfj54r3vJBfJXiV0mJSinFryhTUqCDsWQiR\noPd64F98rwrqes8/BWBlisrLdZWl22sDHgd4P6tLrv9eH62CEH4++p+R6kt8b0n7KvDq5OO8UveK\nVz6PFE8V/CiFoPjptV2kiJWMzA58ZxToZteUkndPkwrFwE+s3NzcHHmN/DoHRvsMgvKo8I7fysOC\nfR+9iw7y1PQYgiXf0sC3Q/B76HWKgFO1Xb18DMbRwYB6kDcW7cXTjVJPLoykUQVLlfE0hzYBTRhU\neXd3d9QJMSjSV7w9f/7cbm9vH+3+iod3PO9sylWuLAYHSZ62nyuw5AeCJ+50TioWomoFL33G84ve\n4QE3qkhHeWElzNeVgFbAqZpu5GmsUNROowB3qSDp1W2UPiv+nqJXbVrpq/xOBJrmCEN+r5LGKM8Z\naO2lFd3P+ivfmwOUIlJ1ngEYvFcZ+8ynAkw9vjLDJkorq2eUHRlPaFhz7CuXHb1Y/H07Ds5nABLN\nTJgdf0aF6wT5QsCEh4ecqNkRzkuBBI6Xw+Pq6urgnfPzV69eHf13Lx4CULUn1ch0bWZccburftAD\nSNE9piVgyWnzb89xwbzyVeQ/b2jm+2/4TrAInnjFAHZsBE3TND0CTL6clMGcAk1opWB5sHw9K3gE\nfMwh5EGBJb6XIfEqeOopT04nAkksCDNvDJYjUloV8BOBxLUoU9jMb0YjZam8G7URKyieDs28TT1h\np/jqnUdUAU49UFkFXwrgZkCJ/yvgFL2XUcR3NpbVcwo8jQCmOWMlkjOV9oh4w2tOCjDx1BV6qhwg\nYKwUgqhoryysR+fZvUoof9jrhF4v9jyhE4Df4/L7f7V4wLdhwOD5u7u7R6AJ/+MnZLxOeLNVBI5K\nVkcyZq7cUu2v+oO6Vzmfo2M3BU1YybwiBTtXa8dzwAiasAOcnZ0d7ZeCe1Gojvv8+UNxlbdJzVX7\nShkETYzoewob//u1tZXznPS8nhVgyIDfiGciUsqRJVC9FpVjiWDvKZvs+dF8FICs8NNLc4R63gkk\nH6v4buWXy5qVOfJc9agC6CPgxM9X60O1fQQOM2G/hCIee54mfk6N/QpoyvKt1J+qp8o4UEqb+WCA\nomJ9zI5X5OEqOgQb2VYQKh83zM3s0WwHGu8OnHDmxI8XL17I1XCqPXBKEfUSTlniwUAJwZJ/Pgbr\nAQGTWqgQjW0l57BvRLJegXnuCwpAc5rROIzOR+TOptNz2PDoyXHCgYyB3gyaVCf21QzcSb0hcNCo\n6TkO6OOOqkBTFR0zzfUg9SjqAGgN8cF8RkI9UjQVYTmihPx/r+56SvbUQHWUsr7S4y0SQHOo115+\nLfIu4bnyWnC/6inHLN05FI0BBZyid0bAkxLaFYE92pZL6iRrZyRWxlXAVKWRcR4RGqqKPwYnPtXF\nxzS92yfLwcX19fWjFXU8XYcgorX2aOWbG+Zu+PvMhF+LpuccMPnHhBnwse70c+fDz72OGAw6GFKg\nCbdeQIAVxThFdd9rSwXQ8TzqpxEoquafjb9IJmS0uaeptfZoCa8SOgiasIO9fPlSrnhAwITLRM2O\nBTkG5SF4QtDky0oz0ISo+BQgaKnFvTZVO5VSfKyglELOFA0/x+3q17mfbQGU5uQxB2xXgZUirv/I\ny4OkvEtsCap2wP9qWn4UcCuq9EWV3yg4yu4rxTHH0s3yj6jSflHevWeycrEh0juPeFB1xd4JBXr5\nfQW6GJjgnkfMH4MLj+dBwBRN2XlgOscjoTNAzXYwYEJv08uXLw/fy4s8WGqLAwdMuGiJwaDHLbGH\nCXdFR88UT0tWth7wcmayW7VpRbapd0ZBWwS+RoHTJqBJeZPM9PSWn/NqOv/1YPHb21vpcmWAhOBM\nCXnlBlWWSXRgvpmgXAqsMmEUNXrEK7+fWW09njh/dV29h9YiX1OKmeuBy4WAHP8rQL6EojKOprsG\nH5liQcq2ylD9NrpWoWx8ZFSpS677jAd+B++h0cP5u0xQ+Sp+qqCpl04EzFTZIvA3lzLApKgHmCKg\nquQj5p2BQR73DIx4BVrv0yEc78Or79T0FAeIYz/BPJROYV7RIeAbTXoZcbyi/uLgbgd96ClCzxIe\nDpLUVBzuiI7gMJqOy/pbpI96+mAOsFd9SfWhpeODaRPQhC7KDFiYvRscChBhx8dvxynlMU2TDATE\nPEdBUeXZUcE4hypgRtWLqkslUKp5qkERKSklUPGeCxvmI1L0fO7vIfjiWDo/x9+IlOCfIxCempRV\npRRZ1DeYFNCIKKqfHijqUQ8wZcaKkj+skP0ar1ri9Kogo8cz84HPry3wo7zVGOHzKqhRz47UTSZ3\nzY4DvaMV1ghM1E7rvEKMp+LUajH+NXvnrcKysOHt5YjilHAVn68aV23BoM0Pjlvywz1IOPXG57hZ\naG/F4Jy+2ANL+EymfzG9DDxF+aw5jjYFTZmQUYMuAkzuiuT9m5g8Vkm5aRk4KQ8T3u+BKLx+SuAU\ngUTFG/OJz+M5DwxUrr0Oj/lze7JyjoAT8sHn/Lwi5Jn311HpqnKNtI0CH379fSEFjPx6BPz8efzf\na4cM3GbvRXlUqALAKm2i2hEPFOZ+XwGKCmiqkAJ0URnWVARKLvfK0wNMqo1U/UXjMVKiKK8RGOEW\nNAyeUL75tFUUuxStlouAE26n42XJZkDY8+Q84Y7nuA8V8lHxjPUOfAfP1T5N2D4ZcOr1xZ4+yXRV\nNI4zkJ/prEh2j9DmoAmXa/KAiQadE77v03WZQH7z5o2cV44AUzY159QDVKpxFcBgUkqc76nOlFEG\nKD0PHhAcb+TpqHLw/d4584XXewqC+eZf593zzAJGleKbA5gq7are34qqYKkHgOeAmqiPq7ZTeVRB\nM5ejwqsCi8h3NP5Vn+U+OEJZuVS6FeU0h+YAJb6mZGImM7gNsnGoAFO0Ao23qHHD2VeXYaxP5GlS\nO4SrX+bfdVNUBo5R8thZ3JfQA9d5ShC9YxywHXmgOHAdtyHAqTgVu8QbPvf6VqYbehTptwgDKMBU\n0Rtr0aagSW09oISWcm/i8+p7OXiu0sd0kVSekXs1EqSqgavo19PIiIFlL7+IzwhsKPCkwGIk2DKh\nHtV3D9Dxu9zeivcIMDEojMBDldR7lTZ8CooAYgac+L1qPhVjIOMrE4CcXu+ZrG0jJVABTZh2BpqW\nCGyVZq89lvQvVQ5Vnl75MpnT41v1n0z+RsBJeZp8RsJ1B3psGDhlu2Cr6SqUK759TlRGFd/kMboI\npsxM8oar4DAeSW2HEG1GqTxKqpxqEcccwrHC41LJdzXuojFQHRuebk83VWlT0MQAqLV30ylqUChB\n7s+z+xCfQfK0EOWj8hgFTJgu3+f8M8tqboONgg3+HwlHHPy9dDPw1BOmvGGbqmv1i5RZf+o3AlOV\n9oiEuqqDqiI/NYCqph/VwUj/zJ5lIcnvRMAp4p+Be6W+OX0+Z56yA5/pAb2KgM74V4ApK3sEjisU\nyQJF2fjuPRfxjGMyAk+YD4KPbFdt/pabgyY1JaeCnzG2MuozZsffy0O5hs+1pj/aG8U5cdwRfpiY\nA7vVVB46KLCN1eo7BQJ77R/dj3ReRkqPZjRiTKi8KvI+o01AE1YKghazxyvc1Eq3iuLCTueWhQOl\n+/v7w/yx6hCREh8BKEopKsGtgEevA6qG7r2HgqhqNfSAoiq3epbbQ1lY0W69+Kvqwsuj3MksOKJz\nNT1cGSz4TKaU51AVfDE/c8B3rx9y2RToUellYEi9xyAt4iUrQ6Roo2sj/ys0V3hX0s0AWWQIKd7M\n+lOBSmFGoFalp/oUp81p8fNKXrm+YBmYGWLqYH56K8JYF/F91mP4HuaFQd7KC4RlwNhb5tOnGKNv\n06k24fpWbZIdqkwZZeOe5UP0G6XbA3NZPmvT5lsOOCnrDTuqk1dS5gHB9HCgqE7KK8R61uUoUq50\ngEhBVpV3NkhYuOHA7KVX7WSZ4PKDXc7KysJlt/wVchZ0/jtN06O5ejV3z0IK+wMq295AVBQpp9H6\ny+5vAZxUfgow9QSV+u09h8QCTo2hrK/j/15dqPyXAp5e2UbzyEBL5X8FMDJvEbCJ0o3qmtsuG2Oq\nDO6tYXmvwAHLn+hg+Yc8MXji9Lk8nhd+Q5XLgnWEm2DidJj/Okhy2ffixYujusDDPz6MclLVCfKu\nysz/o4Pbtwe8o/MRgJTxrs5Vnj2K8q+msamnyRUhdnQGTQimUPH3BjV7mVxx97Z/j5R+DzxxBVc7\nBL8bAajsOcyvmg8LBEW9QRINJDXlxpuSYuwBr3Rh8OTnarC48EC3Ou/aqz66yQKGBaYC5awksrrP\nhGf23ho0Fzjh+2baw6P6TSZwquXLFC6fR3nNeTdKJ2rrjP+K0J7T3iNgKXo+A0n4rDIgIlmL70R8\nsxyMlJ8iBEyYh+qXCjBFAEoBJtYHXE+qv3P6rE9chmA/6nmavK5wqhG3IsDDZaXyNDGozPpjBJx6\n7RnRXMA0AqZ6fXKUquNX0ebTc86sdwzukNg4HMEfKTYzkxaGuzOjncOdsjgbJWhYMTLY8+uVhpir\nRKtKDM9ZEKlzf76ndLjcahoOV7L4ue94658MQACVbUrnB65+4WBO/8VvFDo/t7e3R3XB/Spyt3N9\nZO3F9RaBTPXeUpoDnDKA1AOJ+HzvOcwjSj9Kk+/3eBith2iczBm7pxrvWT4jgl/V+RIlquo6AnBV\nUImecZTtka5QU3NKJjGQ6QFF1FmYp4Ml3BYAp9qwTjAMwA14pYc8XZeZnofyNCFoUqEsGaBV7ZG1\n/1x5gudVwFRJV7VTNP4rgC8zfjPadHqOKynrpFxBWWf3PFiRR54mzFuhddUZFSnhzwM+o8ozKu9I\nEat6rQCmSIFVCestWtGCQOn8/PzoFz9UiQe2uf/e39/Lzdlev3592Ofk5uZGzvmbHQdtYv2g0Ivq\nW4En1U+jd7L6cxpV3EhVQZcJiggwVUEjU++9HoDKlAD/Zkoj42cJaK2Ayeq9al7RbyX9kb6s0hvt\nY2psZP2N83EAkYV49GKauF+wLlE8RQfLIlyR1trjTwfhFy14eT/qI5edDooUaOJQBuaN+c/6h5Jb\nUdtXjJYRIMPXPI8IRDFfUT5zSZUho02/PRdRBFB6jeUHu1qj1QGRp0l1PvWf32HgtRZQqpR/JN1M\nYfH/HjJXANNdywyY8MvdDpj8OD8/PwJNDLDQ04Tt5/FJlRgpFjBeFy7cPD2sJzWoFaBXddQDqD2K\nBE+1/TLeRnjIylZNw/kbqT/OZ2k5VDpZHSshjsTXojrp1dVcYV8FS3PSj8D/CF/ZPQa3eE3Vqz+D\nXmClPDOe8Z0IFLB8MTsOI0Fixc73M154eg73UcL3WK5WFs9k4CkCItwmS/tPlXrySfWPDNAxLZVd\nFdoENOE2804oSL2iIuCEgybqIE6qonuDx/NhwBSdRwg5skxGqGrFZWXhuuilNcofD2oGLexZin5x\nWg4FAtYDDiLvB7hhqQo0V9934pgmB0xuBWJdqIGL8RYqUFUBphFaU2gtAU5LgEo1bwWmovqspMHy\nQ/HU45l5V30gS3MpEBpJY0lfiQyDUypKzBt/I5DKXpLoYGMYvT69kAzmC1fVIg8uj5ThzZtC+qHI\n92TKNqH0tDFUQMlbPrA+WPdUgJPShUtlCKbZMyJHDcso7TnpzaFNQJPHk0QAJAJLyqvB6eB7CuXz\nAOsJCJWu4lF1zLkUNbKqF6eqIlD/s06VlQXbwX+j6Tj0KuGBgIpjmVTgJvPqeeK58jDxHi1eB95e\n/L0oZSUiMDOLgZMSMKOCQJ2r/yNpjgqPXhlG02Ng1Ot3/N4IcBrlsadEFbAYTWeUjzmgaW6eChA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+D41QAzO4AmBEwo51BG+CdTpund51VQF7EMUjIgAiuKcCENrjRGbxN/lw5lg9p+QIEnBkxc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\nV9M0/TYz+y4z+znb2++9p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"text/plain": [
"<matplotlib.figure.Figure at 0x7f18b170ae48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kernel_ = np.array([[5, 5, 5],\n",
" [-3, 0, -3],\n",
" [-3, -3, -3]], float)\n",
"rotate_i = np.array([[1, 0, 0],\n",
" [2, 1, 0],\n",
" [2, 2, 1]])\n",
"rotate_j = np.array([[0, 0, 1],\n",
" [0, 1, 2],\n",
" [1, 2, 2]])\n",
"result_ = convolve(dna, kernel_)\n",
"for i_ in range(8):\n",
" kernel_ = kernel_[rotate_i, rotate_j]\n",
" result_ = np.maximum(result_, convolve(dna, kernel_))\n",
"imshow(result_[300:400, 300:400], cmap=\"gray\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Morphological filters\n",
"The morphological filters are filters that are designed to work on foreground/background masks and do things like fill in holes, and shrink or expand objects. Some of them can be applied to grayscale images as well, most notably the tophat filter which enhances the foreground / background contrast for speckles and other round objects by subtracting the lowest pixel value in the neighborhood of the target pixel - effectively subtracting the local background."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<function __main__.draw_tophat_>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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e5d3oI1Xj4HvRSR5Pzhnh+FRZltWyM7pUIDSbbcqOuW2z8cuACZ2+Akczbb8C\nlBztYROyLEpVbqareMxraLisrIxLj18ely4rpAK1ysfi/SsZJi6XgdPxeHzLNCFouru7G3d3d+P+\n/l5+NVzVO6OLZpqwoQLp4R/ouWdUJFShebw2g/yzhlwZxJceFKt0SrlnoutZHr82yjIh36tuIbmM\nChtnHsOn6P9uoOAyM8oRONulnEhWTpYx2kLd5ytZZ0j13R7gQunGqYIM7A/lkFkOBibnom7AsAdl\nYEkdV3JkH3qNNn96ehp3d3dva5yOx+O7N+yen5/ftsfHx/H4+DgeHh7eju/u7sp6XcV/z+Exfsgy\nKHMIs2li9Zx6vvpdna/KDVpV0nNnfm50PcTG6NegB1kdZqLaPcrbSlsi6EpGBZY6z1aZgEqPHFh1\n9zLvDs1ks1TWg59V/Gb7faaeeOxAk3L4s7ac63XKzOgMzypIyPpK3evKzwKreIsOARN+miAA09PT\n03h8fByfP39+A0wBoCq6+JqmIARL+EqgUkY3yLsKvgq0Mj7dsvn8Cvhho/BrcJo38qR0SwGJc5d9\nSsqyKqcETF2bUrVBJxOTReGurC0Zpq7Ny+To2LktfdfJHGZ1ZYCiiP9dQj3fPc8ZJicjAibcttp+\nBudbxuapx3XFX40XBoUuwxSY4enp6e38Tz/99O5bTU9PT2/bt2/fxufPn9+2AFBXA5oUKSVUWaYx\nPoKljJ8z8m5qrpNlqgZDRZkyzyo71rMytjf6/qmTtj4nYIrzpyqzyqSsjL+ZcrvkpkhRpi7IcPzc\n/RlQVjYhy3zFfXv1pwMRHaoAD9fNtZnK6KA8W3TIycX+idt4z7Hk2mkLcOqA/Fk+eI4pA6FVlulw\nOLzhBNX2AZheX1/fTccp0PTly5e3fUzZVXTRj1s64BQNwIvpKqVnZcqMrZNhJrLspJMdsFlRUlXP\nG1j69dJqtL132coInkL3MlBQBR17lLsXZSBliwwd0OT47dFOlWwMmGbKVFNYGfDr8EMeCswhzyzr\nVI1D9FXME4GNAnNY1sy4cry26jLLsKIzrq+yIF/Vn/tf3Rd7/k+6AEx3d3dv320KsISA6enp6Q0w\nXRVoyoBJ1ikzaUyFvrFhx+gZDhWFBXFkqPaKnwNcLlLN5Dql4bsU7eG0rhk8zkRaHT7XXNdZ4jG5\nkqlQ47Jzr/q9ShlI2bO/tuiAc1Tq+mrwqKL+GXuvzjlHrmx7ltXhOji/1B2bCsS6NmS5qna4xBjP\nQIsao3w0HdfyAAAgAElEQVQP86qOka8CQk7GeA6xAbZvgKZYEP7y8vJuTVOApwBSce75+fn6puec\n0ijlxZXy+O2EWaPnlCCTrZK1ilAc79lowsl2o98NciD/3EZVAYA9ItoxdDQ5k3XZWv7W5zq2ZS+6\nBtDsMhsIlro2lolt4wzgUrxwr+TgrFanrCwD4/jyf52pusZ1lVHB+10dZ4KMFZoN6DOg5EDZjG+M\ne/m7SuolMuSPf+6LQOrx8XF8/fr1ekCTUkalQPxMNAgCqLg2G73PgBs+lw3eWUCDg0BtM/Rryjjc\nSNOqA5rlN/PcHoClE6GuyLZCztjPntubVsqo6hLnlV1blU0BFGczZ9vaBagduWfB+CwoczY7A2NK\nvkyGbhbnGgB1kBrfKsOkQGHXzmBWCcEpr3XCadP46xV+iy7+q+6qPjkwAzii4aIBGK2jonYVxKUZ\nOzJ3DMuK4QmZojO7dA2D4kbfL3HGaJb20r+VjOuefNyYzQz3rNPlLEKHsjJmy++0y4qMTh7lwNne\ndzP/ysl2ZXRyMT8FbFZBpKqnA02cIVK8ulmm6pzi26UtIDPrA84qrdikwAhIgRdUGQiYYtoOP4CJ\nH8Ks6OrXNGG2id+uU0qVGcMtslfgaSWTpT6xoIiN0A04/XqpE13x8Qr/So/OmUk5ZdYsM8iqPTtj\nMCsnk7VzT+dcVX4HmGzJMmWyZe2DAKIDbELGzH9k5bNNZR+xJSPkiPnFN4MwSGbZMkCB57bIxMdb\ngqYVPebzDjhVsmGbBCZg4v+jCzCFf+x7OBzevhQef7ESxxVd5ZqmIMw24dfC8Tsbewz+Dm0pQw3W\nQMqdbBMOmhtgutFWXewCp3PRHtkmRR1gOJO5cE5uRs6OY97SHmxjVuWpqGuPMtCTTcnwOQY6HbkQ\nmLCvcJkh5pOR4808OcOmeDAflWnK9JBpb5/o+gPL6upw9IsCiO55xw/xAd5XAW0HbDvtdhbQVKE3\nh755PpLPcQYGae/odSWTlF1XA4zL5kGcRSndPR/f6DK00gcuMuvqepVtmXnuktQBSR3Q0ImYZxyV\nk1E5wOzec9EejjVr5wwgKluWUQawqjLVWOk6yQroqDLCCSu50Xc5Pl0wmcmQndtKimfmZzI96IDJ\n7Jy71tHJ6H/OTFV09um5zKmjIjFIYrDEf7q3JWpy5JzTXuVgJykFy5QTj3nv2krde6NfF2XRchbZ\nqeeDR+bkr4kYnIzRA0b8u2uAsUxVNh67691yZmkrYKyoyjQ4eTpBXfDM+qEDHhhE8z3OSc4Emlnm\nCp91m+LlqHv/ChDEa13wpQBhxZ957TUWqj7DxERWlw5dZE2TQ91qc6ApA0wr4GYGqa5knVSnVgNu\nFUDForfYQlnc65g3+v5IDfLsd6evO8ayAl2XJm6XLJqPY8dnBjx1r2flbaGZftkz6OPfLkOQZYkq\nW8v3dsDCjA/IbHq3PSseGWjirFTUOQNYSoYOderTDTiYXxfUdu5ZGQ8ZeOM+wjbugH6ks07POTSo\nQJICTPg6IfNhygZW1/ih8vA2W27wQ7Tr+Krfao8yxvHx+POfFOL3KA6H95+d53a80fdDPMgz3Yh7\n4nzmWGeczPcAnII6UWVm7LvGvwpqZvidkrJAbAZwzerLSru6+12Q7MZDln3olqdI2Wt+qUcd45Zl\nPzpUBU6zQIafreyK4jvrlzvPd8dXnOc2xv7p8nF0sem5OHYAKQNNiheXk51X8qjBpQZntj7LGaRM\nwYIn7isglSkwg6XD4ee3BvD6NTu8G9XkjCzqhtPrjCpHuBKVXZoyG+Ei6hUnfw1tUznfDDCtlKFs\nEeqba8OOU62cJGdluG64Ybn4u2qDLohEh8zfCoq9A0/Bo+o7JXN1vAUwOXJ+cpW6OsFg1403BUzH\nGO/6htecdeUIOnumSUWpqqJuTdMMdQxDx9C5zI/jxXsXYcSrjtGhDjS5LUiBpni98uXl5S3TFBmo\nOHaKo/je6Psijr6Vw6gMseKpjNf3RCq6d87le6vbGBo4rQCkmewH2yJlm2acEvJ1NikDSRyExnNK\nBuajbLXTCQWY4rhaTqIAoKqnazPli1wgtSdg2uv5mUCO+1xhCOTLGCL83xgfP++j+qais4Cm+/uf\ni8FPBYzxPlrgTwpE5fC+SoGZVpQFlRHlqwATPp8BnDhGwIR7LoOjOscP68yficfpOgRNuO4plMwN\n9q3Gj6l63hmAjgxbB3eHzulQs7ZQ0b7jwUDB9UtmwL8nqgDgGLkBVm3VcWCdQKyic7d5FywqfesE\nWwq4q3u4DJfZ50AzjvnbO7MzAypYd7MfKCv7jazucb8CgJl+Zcfu2T316BJBtQvyXNkK6KrrLhvY\nobOAJgUGsHIKMClkyBV0irdKKkLrACYVfbhBHcfqw1rV10idcWa5EBQpoITnAlTx5gwHtnlHyZSM\nznhmEbKKCJFfdn+HZiLryokirTrQKltQ6YDj2TU83fMr7dyhim8XMHfkU32fAUoVrCkwsRJZqzJP\nTTPjeOY51jUF3FU5qk15bCtwFF90xq87R8Du+omPVUDJdhNtJNe1A5iy9nL65X5nvNTxDCmbvYXf\nFqrslkusqDFY7Ss6a6bp9fX17RwCIQWYONOUZT+CZo1UB8F3ARNGECryUVsMbDxWyDcz6gzs4n6V\nQWIAhX9YiPuXlxc7jTczGDvZEAY8WdurQeueXwHRq0CrAyYykJI96+rj9LUaE5XR7tApjWa3D5Qu\nZKC5cvoVnw5gymTvAH0l34zeZNTJSrjz2ZhaBcFV3bBNGTyhXWWg9PDwMB4eHt4dMx/1B7rxGwNH\ntpOxxW+Vqcd+rQCQakvlwCvdcnq8RW9mxsssH0UZP2ff3Jiq+OHfrcwCpjHODJpQ0ABFGWBSAIJT\npXF91hk45N9x2syX+TNgwkHs/u8mjrO5cFUHtannVdT0+vo6np6e3rb7+/vx9PQ0Pn369G4xeYDd\n4IFt3gFOLBu2WdXe6ti9EODuV9QFOu5e5FMZ/ypKUmVWurcCClmmTJ7V7MMsD8ery1vVoer7ip/j\nk2VGOmU6WbN7TgGYHHUdV3Z/pw3w+az/FNiJPYKkOH58fHz749XYHh4e3mX9MeOv5MIlDbiPP3jF\nTWXnFVhybYC2eqZNqzG7VWf2CKxmqOKZ+e8t5aj26vA86/TcGL0ME7/hxRkXRPTZ349kkeRs9qYq\ngx13DE4c0DiQGUA9PDy8ZZo4glHAKYAnGhMlM7aTAk3fvn0bX79+Hff39+Pbt29vPGIBuQIO3Tfw\nXLSo5Mv6gIEDv6Gi+nHGcSIPB+JU+ztQpQDPirHJgFPlzDN+6KwyJ50BwdnyZqjDn8EonndAEwnr\nzuNrVme5XFWPTlt2y5qhGRtWPa/600X+nbbIQKQDS4fD4S3IDDuKYOnz58/vtvjnevXSjSoXM0qx\nPT8/vwsun56ext3d3VtmHtvF+aMqKOA2dWOf7Z2yS7Pgt3P9VHq4yne1jgpTzMpy1rfnwtk6hUCn\nyIZ9jF+UkgenQ5BIzrG648qAqWMFmCLThFsMcpVxijriPjNSvFbKDU6elotjFYHFW3doFA6Hw7vs\nU5D75lPXsSpSBqULEiqHp/hlZeN5dgirQChrq2psOCPKgUVQ1narYM7Jrojly+6vAITiG8edZ/ge\nB7o6PHjMu+e3jIMtQLvLt5tRjC27n/uk6mtuf17/iRuv/+SMUmwIluJYvXTjFojzVFzYQbbXAdwi\n64T88HMvM+2Mtj4L5GYd/hYdrHjvafe3kMIDM+0/M9bO+oe9FXUNFirkirJkjsiBJY5InaPjqTlc\nt8TnMEOEFKAR13VlbaEyTiwXgyaVUkaw9/z8/G66LoBUTN1x+2T9odB9FhGpDMjM87Ok+tw5167x\nQ8CvDEuV3XJyKTldO3XBnQtCsvp2QGflOLs8q3tXwLF7LgPbs/cpZ5fpBet3l3dGM8GlAnwOBFZO\nysnBhM8osMQgJQNMblPgy9Xr9fX1nZ1+eXn5sPY0Nsw6oe2NTDgub5j5MHOHusBJ2Zis/Nkxu4X2\nst8Z/25duu0zxoVAU2YcsJOVcZl1Ku6ZTnSPMnLWh8GbA0xuDZOLeDIAp8AVgyUFnKIN1VtyTm40\nBpyBcgrmnAHeg22K512EqiIvBWJnaNYoKCDRjborZ5HpXueZbhS4CsCq+xVvpR+uf1cpA0rqdyUj\nnz+l41A65AKLWRkzZ5j9ruyhA5gzWT71PB6rzwZwlh6z9ZhR4qUPuHXWNAUFaLq/v3+3CFwtNo/s\nEwOxWAvl+memr9XzfNzRExXMXAo4nRIsKf+xd12+20wTUtYwSnEyA5opOi6ERsCDAKoCTgyYUK6o\nB69RyhysA0wu8qlAE8uqeIasvOaKB6IzBm6wr2Ss9qBOlOGAUyZHJ9NROSYna2WQ+Z5ZMOQyFN2x\n4+TbG5RkzqACTB15KnBR2Z04ZtkcYKp0XOlLt887OpABJqf33bZT5WAZ6m1jzCohOOJ1S58/f5Zr\nRe/v7+USBtfvvOYzPssS2feHh4fx/Pw8Hh8fx9evXz/YxOPx+BZc4rkxPi5lWA36VvTE+cwOyO7Y\nR0Wr9qfLt2t3K1DJxxVdDDS5Tu46mlng5J7Dsp2cCJj4y+R3d3ctwKSm69QCbuaV3ZOBJTYUCjTF\ndBvKFgvSsV5Zm7isj3NgfOzaXA2MU0Qo7BDwnNLRClAxKcfiHFLXyLDB72YXWA7HuzKoHZk65WRU\nle3KmQHU1biflaWSMwPaPIaq/ncGf0YXMlldfyoQPZslcYBJ2c+Hh4d3AOnLly/v9riF7WJ7q+yk\n6zO082gzAyzFFtknFUhyH2P77Pk3VhXoqvzeqgwd+WdAyGzZHepkmNQ9Hf5nAU3OAFVGnQ344XCw\nbycEP9UIlfJ05I8BEet5lOFywEl9cA0HWxV1ucwTn88WUjJoikHPBoqNQbQ9GoAwKHd3d/ITENhu\n2H5VGyuH3XWCCnRXEYbbuyyLuqdLrJuqz2cMmxon2TOqffh6Vm++twKByIcBg3quyg65+mRtpvqu\nYwMq0Ojar6IMmKvAQz3vdCiTexb8VuWo+lTkdJLtFweckWn68uXL+PLly/jhhx/GDz/88A5EBYDC\n7DjuZ3wA2je0+S8vL2/AKRaIx0wD3qe+a4eBdseZd9tzRj/jvHqmO+b2opVgTt1T6Z+z3Y5vt/5n\nzTR1sw7OaXKEg4NNETbCrIK555ShqjZ+PtvUtJ2TWwGmygFXg41BFxqw19fXtz1OMfLXwlU5GQCp\nzs0Sl7sHH/Uby3CL9jOwVPHtnOd2zp7JgFPGwxkn1DNn0LI+7hirCkTwveo7bzNGkQOESgZ8ToHE\nGeDeBSA8xlczBuckFSSgzVIBHE7N8bFaT6TsPYOVLmhisBOkMmI8qxAA6u7u7t2bdNV4yWTCYx5X\nW4DrKikdd3WYtU9dmhmfFZ/MXjGdNdOkDJK734EmdojKWaloDh36aueE0iulnQFOKLsCTG6xYgW4\nnFFQjrUCocogRCSlvnfCfdaJJladZUbVc9XgmHGYGQhx96ryOrrpQE6lZ6qs6p6sfKVjDgRldWF+\nfL8DBBWQRMA0A56dvelQx4m59uqCpY7DX6XKfiCtjkuuP68xwgCNAZPaeN2lA06zICPuV9/IU7Y6\n+8eH+KSL03duFydPp035may+XXvRka+6Z0+gpnht4a/k7vC7yPRcxzBVRgyVl+9Vhohl6BqfjvNH\n+Rxg4oGnjAYDKSxLRWpqy+btMzCjgBsDJzW1h58tUO3FvzOD4YDKrPPK+oxlXRnwzhl3HWDGD2VS\nfc8BwYzcW3Te8asAE8urHEgGorhtWD4HHrtOwRniCjRnBteNBddeuGXjRfGJ35nur1DldNV5vsfp\nhFp3qabl+MOV/HacyzRh+8/a/UyH2OeoT8lwJt7ZdOxv3MdxxwY6HeS+U+NoRb/VPR0bmZ3bu4wZ\nvqu8zp5pin2nURXAwns4qszAEkcMrFxdJXEDs9oUH7UGSTkSfpb32TPO0VRGgdcXIGCK75fg9ByW\n7ers6hDPYP+tDojKeXQAU8eoKJ5xvOqsmWclI8raBQodnk6e2Cugo/Z8rJ6vNmU7uN6uHbrOB68p\nnq4u/KwDS67+FXE7qrbcCyTtSc7B48YvqvBSAJVpwnPuDd/KGXYccDb2ETSF3LzwPGxlx6Zn49z5\nLrWP+zIf2KnfLGXgOpNhhrcCfVuoM/Yyuuj0nHPoeNwxYIjOnaFlXl1H1wFaM6DJGQ+eknMDzPHA\nPbePak8mB+Rijj7m6QMw8acTcBE49oUrB4/3HMSKD/YdG58ZPoqUHjl96hhsx9vd3wVLcW9mnJ0s\nmU7NAqYxPr7AoHRY6YYaz7zuBG2BesbpG7chP++cmzvHxzzdno1zpgw8nQI4VeAwI667AsIOMGV/\nj8LgiT8SrNa1Or2unLD6zXVwWSa0i+4lHtWHWVs634d8ULdngJOiVVDRKXeGl6JTBQkzfC8CmjKQ\nlN2fGXTkkaHf6jrf23VKs4BJveHWMax8rNpBtUkFlpRsOC/PIKm78Nwpv6rHKQZy5vQyZ6uez2TC\nujgDVhmVrL34fuf4Z/i4tsBrau+MfnYO99nUNJ9TYwnXm8Q96i+H8HlX/z2MsOLlAJjrm2ycZNcv\nRVucobOBCoRkf3LubFFH9ipQyMYpju0MDHbBUuWDcJ/pyakAhSNlP1xQ8muis4CmyELwn9AiKVTd\nAS2VI3IGShkjJwOf20I8oNhoqPtR5gyBc9SheGVbRGsZoHOGAWXd0jbcxp2ILOqcETs21V4ZIHEy\ndcpn560McBy7rQouKjk6MlfPOqPfuZ/1jJ2emqoOmXgM4nd0cHoYbYV68wnrmI0jV5+MOo4X66BA\nlePLgL8Dis9FGVDMZMzAk9vUPxRkABT1rxOQZX2odIt9WXfsVbrH+tsFeJ06xn17g6w9+DkdPwf4\n4j7Jyjw7aMqULANMeA0HxazCVEZfvTWxSuwcO4bCyd+NorDsrN4MlMZ4/4fKyom5DFMHOGVArmrn\njDfrhDMq6HiUcZ8BHk7mGX1hoIRlzDjpFYDneGXPzoJjpRcImNQ0RifTFA4lvtaMOqvsCz6j6s2A\npKpT1WaqDJQlA9AZj0s5ky51xg+Tsy+c1VYAu8ouccDRtTMuOGGQ5HyT4onysHyVv6vszMy4V22Q\n2ctZmmlrR5l+7wXKVP1m6ntW0OSUwYGnrmI6PmP4tQjqWTay+HXX4IX7jiwVcFLRtSIFUFyZVYQX\ne4zSEUBl0R7K64BT1SaVfApQKP7cr9mAra5l8qjfOLCxr9X9rOtOT5m3qq8z6jP1yIwRX3P9W7UL\nEuoKT8GoaV/UL+WoYsqYPyaI90dd8G+Psg/jOppxIFn7sw1zzjIruwJP5wJRmd51nLCyG1VmKQNN\njvA6j39nC9x4Vf6h66M6dqzauC07ABD3fFy1w6xN3FP3lJ/YW7dRJ2f8+hhXNj3XUVBnrGc6WZEC\nTAiaZhvWycGgo5NpqurhDLsyVigHG62ob5ZlYrAUMneBk5OLwaUDmxXPGXCUgTjlnNQ15tV1sjxo\nFWhysjlj6uoQvKs2qcZQV/ednqEzzP6PUU3PoR0IwBR84yv9ob9obxAsOYDt2pifcdRpwyhrBug6\nOWeA3Kmpqz9MGVjqTNGhnXKADM+FfAycqvpsBUvutwNOblrOyej44bnMd+0FRvYGTmOcJghwY2fG\nvl3V9Fycy5Q07skAhCOlqKpsfFsMgYHikcnAjh+PncFw8lXldo1qBpii/DhW4ImNlVK2zgCqgJOT\nN6vvzCBzxt4ZOpbD6S46OHy2I9sMMO863UyODo8ZY8LP4fOsS+7PoVnX0AYgaHJ6x9kkXvcU9e0A\ncPyd3VvdgzxZV53DdfLw8bVQNh4czQCn2YXfPFZn2ywDT/w/pJkOVAFRVs6MjMhTla+urepP5V+u\nSS8VuYD1qkCTUwz+rc4pXpnTmpGleq5qSHa2LLNC+tUgR96VwcnIAUIlo3L2bsvWNGWRVFZXliW7\nZw/qDurMcbpIM4tkqnOs27N9nNGWMcN81DllhJTD47eg4vVy5SRDPgRNOJ3MGwY6fJ6Po8+U42IH\n6xzubNtVwWLneaUfLgBYpayeCuzt7SSVveHzla3J6lA5dueb3KbK20IrvNiGMx/Ueeen9qBrB0xB\nW+S82H/PVUrY4cPH3WccucHZQaIZ8MJ9l1YV2RmLziDP6s/nXbapkltFQl2D5pycq88qufpwWV19\nZd7qGPlF+RVw3kJ7tVcFsHnBNwIl3FRWIeTkP1B1wB2n5xg8uQXjGWCqdHG1LRmwZf3MYDwbA1vk\n6V4/tVOsbLC6F48r+ZB/Np7dNdRH95kLphU7sYUQVG/VjaqcbrtfM83KfpFMU+xnkLzimTl+V351\nbwcodQxpB2zNgLKs3M79MdjZMDDPDCh1QWXX0fP9ONhVXSpnUZ2fJayTA2fdsiqwmPFR4KpLmV51\nAxQ3TlQ5CjAhcFJZpgBN7j8N2Uk53QugFABJAaeQVa1NUYCpcjwzfdHRHTUWVoDTHvJ15N5jrDng\n4WxjFng4OZ1tmgVO6nMDbLdOFehUlIEY1pk9gdz3CpgycJnRVWaauEOVAign5qJzZ5yck54BAizn\nqhOt7nEG3JECR659VTkZIELHqK516uUc8Uz9+Hjr4N0CmLv8FTn5txpf51z2NHKqzdRaOPfRwgBN\nbk0TAqZseg6fe3l5SeXDjFQ4QGyjDmBabcMsgFOgTT1fjZMV2ZBv5ny3lDHDZ0tgpsYR1smNhQo4\nxcb6yGVV8p2SKiCwN8BRuvI9gSju/06/nRU0jTEHmFynK0VmQ9d1Eqxc+Hz1NltlwLJBn8njfneB\nU9WmDty5CK+7IZ+sTdRvNdgV+GXepx6oKjpzgLNrKJVuZoB7BfBkssxGVhmfCjBlX3nGTFMXNKk1\nS+4tKifjGL+0I78hi0GDc0CroCRrRz6ugNMpaGsd96KurcT7cT+GD0AycKrsJB53fFZF52pXpbt7\nlt0FGN8Dzer9xf5GpVI8hfSZJ7+eqTpRPaeMJJJThgygdQdPpsCVA97L2SEv1QbKGbk3V7LrHRlm\nzo+xj2HvtqMCbdjHTn8qPsxTHbMDULq1pz4wOR3Aa6r/FWBSQAn/sf7x8dF+2gI/YslvdapyWWZ+\nHheCIwjjNU9IewOXCnQzsNuDTsFzb5qxOXG/AkxIbO95P9O3mb9SY8LZ8E477NVPM3xWQdApdeqU\nNm6VLvKdJjcvvIr4kaoIbaYTOnyU4+xGJhnIypwxy6WibBUduzZV++in+/v7t/vVf0DhH/piVoGN\nNAINlMnR7ADmzECXf3aPApOZjEoPMn1TIKgjG0fK6t7KGSh9wfPu1W92WBloYrCE/17PwEl91iLk\nQOCDmSae/os/kn59fX3bq+k9t8X9vK/sVdZX1bVTk9PZc8qU6Rave+NPUfB3vJT+4W9XvstGKt1X\nNip4YN/f3d190KHsY62hQ/gJDLUpO3JttAqwVsq4NuB0sY9b8pzwCnAK6jiMDmWRvro3y0QomTvG\ntyoDB5UyFPibpxezdmQ5lFNx/+gd59gBufplbbvFWLBDyAZ2l7fSiVXHo3TW6Zx6zrXVDDjjtnGG\nm//ihP+xnZ9VoImzSwyacGPHFmWoN+LwI6wIjuL49fV13N/ffwBNbHcYGMWzsb28vLxdx2fjONqz\nC57OTQrwXwIs4bHSGQWeHGDKNlUul4n3oh1lGfk6yoyBpfpUBr/8EFsGlFy7XSOAOidgwt971b0j\nf1bWxTJN6u0D59Q7GRIsB2mlgzuRfFDHYeHmXnd2pO5RERFfd0Yia1cFmvAaG7Is04R80dEog6DA\ngGv7DGR0wBKX2x2MMwBMyeHAKfLPnnPyVHXJ6ojZHJ7acn91Mgua1Mbrme7v723EjaAp9hith95x\nhig21j88Vpmll5eXN7AUi8rdYnQ3nrJ+uwRxBmNG708hB+qZeklAZZqypQEVcGJ9VefHGO+ATZx3\nwGmMITNNCkjxuEDwpNpmjI82BH+fo9/OAYw6ZZ8bLHXoLKAp/uZAGS6M2HifOfmg7Ng5oow6HaaM\njzOibutmmyo5XaSCgxRf3+5uYRBQVmfUMLJn0ISAWfXBDCio2mhmUGQgI+OJDojvr3SN21gZzUwW\nJ89sXVh3lJEPZ8VAeQU0cWYJp+viWMk3xpCfEQjHowCRm1rr3Pv6+jqen5/H3d3deH5+fqsbXldB\nCAdrlwIlipQ9O6dsGcDpTNFx1kaNGZ62c3XHYxd8Kf2ONsPMPYL6bIoOAR9nmlz7qICRfdkp+++S\ngAnJ2bpT8GbKyjn7H/aqTBMK6UBT3K/IPasGUkYcWahysAxWcHWvAkmz2SaWsXPMA1bJVAFT3tCR\nqqk5zDqFs8G2YkNQOfVTGXiWI8j1pZKNSWU5mVQ7qz504MfdWxlU5SCc84o9A5vo81nQpNYvKeCt\n2hb1BgFLFoiodUzqPsxIYZbJZTRQp0NOtEnXDpywbS8tk9M5l23qZplUUJDJ4M6zH0B+aEt5Wi70\nqPqj4W7GjMHTtejTuWnvem8FhWcHTatgoUsO2CCh4WXgww6In0O+LnJygyOT05EzBFm0woYIMz9c\nNjuVGPhqYL++vo7Hx8fx8vIyHh4e3q35QINxd3f3jqcDoa6eysArQ7Kq/Kp/nZwVOEb5M1Cvrjk9\nw2sd3WDAVIFp3DP4jWO1gBsX+GNbKV1h0OQAU5Sr6saROYJwB+5VhlQFKgyYIluqxnCslQpQhdkv\nzKA64FT1I4PaPexjplPnoso+8hfi3dQcg3Uek2wT3DHK5YJENQ0b90e2CNc1se1U2THlD9SYYfnY\nF3WA0579vsJrL73dCmxOyf8ioAmpckgdx6IUyQ2sTqdW9znl5wHjUsuVDA4gdTdVvgIiccxO5uXl\n5d00RQz4cBwBnHD9BzqfuD94Ynuquqt6MimwxHuuV9W+7lxmnN3zfJ5lqQKGGWOjjCzK6+rkAAE7\nLIObbUsAACAASURBVAWYOCNUOamY4lM81DhR7Rg6x9dUW2bn1FSeW8+kxk/oOR6HbJh54jKxX51N\nUcCqA5grcoBtD0CWEetcBZbU+jbOaLPtjPZFEBN7LlfZR24L3tSUm9IjxYPXdirw5GRCgLbis7j9\nQ76u39lK5wbll6KzgqYx3g9a18EceTHx866zZpSOSfFm5XbGIFtAq+qsyuVBVUUpamElD1pVhjIM\n4SACMEUZ+EYRgqZ4Pp7jOfysrtiXbECYoj8rQ+PKU2Xj84pUFkDxQvn42cpROT2dAfgOCGI7qTfi\n3LeT1PojjPizforzLquUBRTcnlwXfCsza9sqg6AWjqv2CaD0/Pz8BpZ47PGazTF+WVSMslR6poKL\nrY7oVHyZVCCTAfVK9xgwoc6F7AyYOLDC8tlOBh8HmFhn1DXmoTJNqEu4SNzZsTje4rMy24nttydd\nO2BS9mWVzg6amNjhOAcQNNv5eyiLMt48Jx+RdRZlqChHkQNKvGaEwRKCJreIkjflTNzaDswyhXFD\nEHV/f/8GnNSiR1dXV//sGQecsL+6ehT3OsfC4C7rN1VO5qic3s8CJt4r8K0A9cPDw/j8+fN4fHx8\n2z5//iw/FeCm51jm2Ku1by4Ty+3HbY4ZJxXls0yoExVg4iwpgybMtvL4QZkiMAl7p8C8A8eroLlD\np+LLpACLs5cKOKlsk5qaw6wSAieWIVtTFLyyLFP1G+XBNZ0cMHcyTQowdcETjxtn92b5dmkvXlvB\nzEpZK7KfFTQ5B8k04/Q6oKgb5WM2RpEbkOwA3Lx2BQawHAZIauPrh4NeoxJrNVTkpRyJAk1jjLfM\nEho4zjwpA6H6QQ1055BU+/CWZRuyvqyeYV3Msjp4v8t4VcBplhxgUhvqRegGAqUvX76Mz58/j8+f\nP9s33aJMBRr45Q4cG8phqoCCHSQCJuxrBUbVuDkejx8Wh7uPWIbe87SccnhMmO3ALKsCToq+5+g/\nG8su04RTwdmaN5xywzop4KSCW9Qx1L/ghWCpyjbxFjz42coHsB6pAAfr2rENynZmAdlewOnaM0xI\nzm7P1uHsf6OijKNzSFwZpwyzCNpFejgQuUxlGNgBuPUaHC1l1DE4GZBSgEktcA2ZlPPA161RZpyS\nwymLyDJh3fk/wjq0BTTtTbhuYYyPBkzpBetjlmFi6gQKrs7KMLIexZ6dUmSavnz58m5T31RSmaYo\nm53MGONduUqHca/swhjjHWDCabDYY9uqMkImB5RwQbjLgmEbYn+hHOxoT6WX10pqTHZs1P39vZ2a\nQ71QYxHPuTVNDqyH7XOZJqXTqDeh45FZQsDkZhqqTNMe+uL4XAKUrwKzU46bqp078p4FNLEx53NI\nDijFNQWc+P4tCsLRikPr7IxcChbv5zpnhsaldt0gzLJRalAqw6McIvPmtDoDqTCEbJAcCOG2d3px\nioGU6aDrq1PJskIuYOB+OxwO75wUZo8eHx/Tt5aU4c8MvYr28ZlMT+MZrE/oHE+TMGiJe3lcVtln\n5oVyd+TPHKAbd1tt1LlJjQX+7dpJrWVzAAkDVgU+8VjZv86SCJ46VXoUx64tlC1Q+uT4Z7qHsqHc\nKqvqbCgfX1LXVnQ98wOnpK6cZwdN6jeTEn4GPavoZIUcgIrfDHJw7ZBzLtnvLDJymSLlKJxhV3Wr\nHIaqI2exFIByb5w4g6LavDJc7tosOWCOv7m/ZnRrDwPQ4YE6qsCuejuuenOJdZHBmJpqcI6OnWsW\nYATx1IfTITU2x+gFYZmsCjxlmV7n6K8JJM3qo+sbZwsRxDhbkX1WIPozFudjGar9eQqObTHqAgKn\nOIf77JjlUDbV2dXqN/J3wDrTZXV9BkCdEqR09V8lReIY95emi4CmLc+vOKtuhzkeiO75Wpb9yZxB\n/HYGWTmuKpPUiYC5rplRYF4sGwMlNIQONKlpnCpicu03ey+DQ76/A5j4+UsPZDZIytGrKeQuYKr0\nL9scsU6pvsJ6qQhdAaggd8x9G5kofMvTASc1PvHzGngf6o1zrpeizB6N4TPP1Z4BEwN1Bk0KOKEu\nYL84G6SmebNgUWWasvpnGaCsXzvgqQoeM7m691WgS9Ge4InbawU4nZoYkHXKvDhoyoRUDqF6VgGs\n2UivQvQKWHSnMTLjzNETOrAKMLGTVPdyHbNIXRkqlstN0fH/dSFIOhwOH17XdX2mqDOoMwCU8cvu\n575a1S2WcQ9SvLI+i35zH550a3uUc1L3xBo6BXocKOkS62yVfUInieXidRdgqLHlxmEVqFwDOdAT\nVOm84+HaxmWXnL4h0EZ7gTI5neMpOdwziMnaxoEYtCmqjSrAtAqWMpmxfLz30oHcGB+n2fk4I2Wr\nzwmgKjo7aJqtfBYNKVCV/e5QdFgFyHhgskOpDA3y4Y2d3OxiwirjVbUJ88I6MmDibzY9Pz/bNU2x\nkDJkYIPm5FtxPA4AKVCWOQ8Gk8oYrMrFMq3yYV4KQKtI3721lGWZ1DV2iMGDQQ1Oi1RtqSJ6dmwM\nyNWxAi4B3N0Y6YIl5aDVpza22L9TkWrTTOdV++CxAtMuw+Tekot2jP6Nl0kCTHFZPP3H96GcCqiw\n/mHZVds5x67KycBTnFP8mTfKzMd4f+W7Zq6tkBpvW4DTtYyZoItmmjKAUvHrKNosoTxdRcqMirvm\nnnVgpRPZZrJE3biufKzaNAwUvkr7+vr6Bpg40/T4+PjuA4T8mi47MXakqn2z6+5erBsPWseb72Hn\nkVEVye5JGdhwuqScWfb3FVXGSWWX+JtOCtioOiBlBj/qEzzjGM8H4ZSbaxc878pSU07ZOr24F98e\njTeuUEf4xYg9qesgq7FVtZnSMV4Dh3qG/0MYGwIpztg7+6eAfBxjXTpj1gGmFQDE+q6Chlk7rO7P\n6uV0akXXTqmfXeB0Dpot5yygCUk5pIqySu0Blli2ynmzbDwgXJS8Epmo+ysDh/fzN7IyvnyMRmmM\n8Q78ZMAJQZNyKiw/OjuWca8oKNMTB0LUMwzCVMSoznH7z+itclwsO/JWz2TgqcoyVdmmWMSLcii9\nzsCJayduewfG3Xd1nB4qB+VAAU438XVuE/5uWRyr4IHX9G21Y92x0gk+MlDZ0S0G5/zxVPwd4Ell\n7JVuqmUHaF/YRrrx7QBMBoZUIMCfI3B7pX+qbJYtA0Jsi1YI26vrl5V8Mzz29NtbaVaWEjQdDoc/\nP8b4z8YYf26M8dMY4z8+Ho//0eFw+P0xxn8xxvgLY4z/bYzxV4/H4//rhApSBtRR18G466foFDQi\nakAxYFLriRzxYFKAA691Io6QLwN9qqyoQxiumHqI79o8PDy8+x0OQhmIznQJy9Kl6t7ZAaGctgK7\nsXegScnpAE4lizqfAfvM+av1TbNZJnaOyoGhDjj5lWNWBpjbVQEmN0VXbartXLvFdZV9ijbF/20M\nEBWZJ3SiqAd7OL4OZfrkzqlA0gEmlX1k0BSAKT6iyqCJQboD8i4IVbKqOmZj1wEm990m7NtqqwBT\nBqzw/iy4WKEZ4DQD6DK6JuA0Rl+eTqbpZYzxbx+Px//pcDj8I2OMPz4cDn9rjPGvjzH+2+Px+B8c\nDoe/Mcb4d8cY/05HMCTXuGxMZqnTsXuQAk5BLipzPJz86l4VUUWZeK96BdqVrUBTGCnMLqlsUxVV\nOfCGdWE5VN2ZqoHZAVWx577LBr4yulUfKqNeyRXHSn8yp5FlA9SUWgaaXJaJ1/BhO6jXuh0wcfV2\nAYSL8JWTc1mnrN1Vu8U1XAvFzvz19fUNMAV4YoD18vLyoc/2AEyZXrj73DXHSwFdN30WG06/IVDi\nPYImN9WnQHrX0au6oZ4Ejwww8bECSi7LVOlgBuAU4Zg6FXDq3O+e5+uZrTo1cKr0QvnTTKYSNB2P\nxz8dY/zpnx3/f4fD4e+MMf78GOOvjDH++T+77T8dY/x3w4CmjmObAU5ZhVjRuh0yO+CUw+Rppgos\nOdmd/F3DgPeijAoIKEPBzneM8baWgwETR1vKgaHxUOXydJ6brnMDryKlQ1l07QZ0dlw5467cLkru\n6FHnWTU111kIro5xag6BUwALJ2MnkIh2UgBcOalsnZF6TvWZA6q80Pt4PL6BJFzn9/r6+tZ+/GfX\nLy8vdtzhFPpWB9KxM+o+1peMH7eLAuRVpomPFWjK1jGpDL4b40rf4t4I5NiWd3RvZXou9o72tCUr\nVPmYqlxnq5mwzc8BnPakqTVNh8Phnxxj/DNjjP9hjPHnjsfj3x/jZ2B1OBz+0RUBqkhhBjBVz+5B\naqDyAMP7KufA0QXzxWMFipxcijcaDM4MKAPOi82dgYhsEzskdb+TjQ0KAyd+DutcgZBKD5QD6eiO\nApp7UNdpVc+z43dOjQETvrGZ7XkBbhDrkarHChAc4312IJv+yBxf1l8KZKKOxgL34M1ZVjVdyfVA\nudBps0PfmzqOrNMfSq/UejnMZmbrmQI0OX58XumOctZo5xjo4T14rPTGgaMt03Ou3FPZlBnKgNMM\nmLsm4NQBgl0Z2qDp8PPU3H81xvi3jj9nnJi7Le3HH398O46Bo8CCixTwelZ5BgNdp5r9Rl6s0PiG\nzBjjLS2Pf14bayG4DDSyuFdG4Xg8SmMScuD0QZzPDHbX4caejRa/RedS1coAcP2wPWIf5xAsKuBY\n1Ufp0+rAVCDvXEatcmRxT/Y7SBlrNe3gCP8LDvlwf6rylByZnMq5YP1CL/GcCmDUc3EexyfrYewV\nLxz/sWYpZHHOD+0GgzHU8T0p04us7TtOhvkiKFHAurNODm0N20EHwDN58H7FJxtbDpy7cZPZQdaj\n4F/19yWB0978lO1eLa+rnx19j/JdoM7UAk2Hw+F+/AyY/vPj8fg3/+z03z8cDn/ueDz+/cPh8I+N\nMf4f9/wf/MEfvAk2g6QrECXk/HCMBim7v+LPhi2MKn53CNcyoDHguqJhCAOKgIll4XUUKrJj8MR1\nmgWgymDxehg1X+8iKgWaUA6O3rL5/6oOp4peFGA6lVGrdH3WsSnnjbqMX7dG5x+6pcA/gnZ2epmB\nxN9Z32a2AgETBheYuWEAhMfIBzd8JsalazcMfhBgOUfLgRLKtZXQPil+XfDk7CWOV9cvKsBS4Cnb\nlN3Z0kYOdKn6ZXVUYyabnsvWMjmblp3fg/a2h7OUjXVHK/3eBUpcNgZgGYDqZpr+kzHG/3I8Hv9D\nOPdfjzH+tTHGvz/G+FfHGH9TPPdzIX/2qq5D6F1CZxjEBjLuQwOiDMEMYOLyubw4F2sZcM9TF2xY\nFGjiwfvTTz+9W5CNUyTK+TjH5erD5IwWG8GHhwdpQJyhQUeH9Qv+4Xz4OkcBSg/4/N5gKQNMpwRO\nMwagc58y+vibMya8VxvqoQoSsOzQAeXks/Jc/RQvBZgQoDiHyWApjjPHiYBJZRXU/QhQUf+3kgNO\nLnDic5mddGNO8VPAyWWaHOB2gKkK9HjPx+4cUwWQnC9z03SsF6ocPLc3cdtcEjwhKTm2AGQ+drxc\ne3fapfPJgX9ujPGvjDH+58Ph8D+On6fh/r3xM1j6Lw+Hw78xxviTMcZftYUAaOK0t3N8Qo539yjQ\noxrKASjHWxHLxAPmeDy+MwoInDANrwAIgyYuEwdklBHAKRwW14PL7NbNGR1Ouf/000/j/v6+BEzc\nxqqvuW1wagiNTQBG1X+qTsr4bzUU5zJwTKrdOrpcOQPuP5xuQjCkdE0BJycrHzOQdiDUgdUohx0A\nZpkUYOIp4OCD0+w41jpvguIzfC+3rXttfg/AhG2cASc+Vs/jfR07wmPYAaYMSCmw5NYvdUiBI6xH\nh2cGgB2YqsAVb1Wb7kFYZ+7PU9qvPXh37bbqX9w7eVZseeftuf9+jPExN/8z/YudQh4eHsYY4814\nAO+38/G7QobuegwyNJxxXjlRfC4jB+xiEISDQVCDgImnENioZKCJByYDJgVM8LhC2xkpA4aGTjmI\nzCA4wKSAED6PgKkycHsAo4oqY3fNpECLMv48JaWeRR3EsRb95cpV5TNwUvchZWAAQZECTFEegnSU\nGzMFoXfK+eE13EJufi4yTAweEHztRRWYrp5lYhvqxjnbC/cGpgNQbHO22C31G/k6uaMNOuAIr6sF\n4UoPnO1Q1/cCHWrP/vEaSYG97D787Xyfa9+ZNjjLF8EDNGFE9/Ly8qYk7BQzI+mAFQOlilc38nJI\nlSO6MMC4ABxfyXbgw4EmReGsUDaOkkMmPFagRB1XZUeZaBQDxMX/zam36JQTRAet2hnlyhyLGvyn\nMASXBktq8KP+KVIOruMMOCPTCWS4z/E6HnfaUEXE7tjZApSfHX6MN7xPZZsw84bgHscXj+0YozEe\ncHyEbWCQgDJfkrhvWMcyXcN6YN3c2iX3CQHVHgpEqd8sjwNhWZurcdYZP3wOAbazg1m7/66SG9fO\npnd0YIx92/QsoOnLly9jjPHu7wWwQpgurzIKDARUY1SofouxUiAEZceoI74GjMYjos3MWbl1FEoW\n3LOMnQyeI46aQ/ZqgeMYPqum3rpjQORkrwYAG6HKELH+oF65wdmJdk5l8BSIwH5lYKDAqQO1wRf7\nyK0xwbKV48C9c4DdrIJzVtge3DYBcDDDqxwW6rMz1PEMZp14H2Xifd01PC7jdAodymzhXuUpEOnA\nU6YHDixlv7kM/M1lVXKv+gcFirJ2r3hkz2dUyZsBtmsh5bPY1nV4MLHNV+fds0FnB01PT0/W8OO5\nDlXAiXm5wVaV31HgGCgMmHjDNL0CUGiUXXkZIORoOBxERs5p8DSH+yYJO9/YK8CEjpsBKDriqH/I\nztFuBpaz367NVikb2KcgN164bRC4ZBklBrqYBXBjRIEyBkw8Lc1lKEemHJUDTgocxjM8dtT4xcyS\n+8SC4qEAE9aXM8id6amsnVepevaUesp97Da+L56dAUoONFVti7Li85xB5PYKYoDUCeQq2hModUDA\ntQCmLiiduT/zEytlIp0FNP3www9jjDGen58/GETMMsU5VyHVCHx/B+UHLzWgFD+15/LZOTFwCkPK\nH8JTjgyNfgYC1HXeZ4rD7cAAho1G9y8BmC/WE9+6Q4eNzi/aCkGVkjPrky5YUs45aysHwhXfFaPU\nGeSqnxxgCkfgPsCH5aFjr5wNjzMHnBDIZBkmd43LUUDNZaezYME5QTzGc9yeDJhUlgnHebaOR01P\nbdEhVy+sexdUIZ/K0WRghuuZZYFmgFIFmlAHFLDo8ndtwjQDTty4yp6p+KjjzGdckip9Qv8w+xzq\nePd5PJ99q+6smaYwxmP8Ymj5bSnlwCuaRdFqQCsFUyBEOXKUP+rExiEMJ2aasuhfOYusjgpcdY2j\nS10zoOWpnpnpOX7rjgETg814Nu6N48wQrBiHFd1BOXi/l7NTMrnxoEAkAoyQz02lxfPRV/G2K9YL\nywrKMlkI/BUwUA5JOVI1BhEEctsw0HL1UP3G9VN9yNPJnBlmh43r/roLoF2/ztKMDah44O+MR9Wf\nGVicBU78bAWauF6OL5fpnuVzyl53+q4Dxjqk9GcPvqegDMhU9rdD7F/42S4fRWcFTWFY0DniWzh4\nXTVqpgTc6O5aNvhUBB+yVABmjPegInhHHV2kzwCKnVk1QLkdqoiZ25SNnHou9tUUD/Nm56HqhKAJ\ndQJBEh470MRt4+qQUeUwUWbeq0G/N3hS+unK5HGUfbEd68Bfsc/k5zHB+hvETi3O4Z51BbNU3If8\nPS8Ehlgml5/1lxpTCCjZXmC5aLcUYMLzna9fZ8HBLHUAk3Iqjlem0w6AZNNzHdCizqsslStHjWvl\nX1RZeF21a+YPnO3Zy3nj89w+lQyXpNn6s+3vAiy8juNqa/uf9e254/H45hjjv67cW3RVw3QGLp93\n1EXkruPwmTCemHHCtUC8IaDCgR6/cfqBDSsaagc2M3LAAvmreqlrDjgh6EFHgs7VReHKcSHvUxiC\nLk+nB3h9b4fngD0/o0A+9h/qp1sY7upRGRylExycZDwUT2xrBjHIX8nsnMqWTYFiVe+q3ZQ8qs33\noEpvuveslq30UdkwZ7+DWL5MTtcXrOcdoKfAMz6byYoyZ20xSzM+bSvPveW7BM1ggozOApoi3R8g\ngf9JXQ2gMXzWpAOYsvUMzI/Lcnz5OH4jT65LBphw3RMvHMeBq0DT4fD+GzQMNmdBIxqgbHCreqp2\n5bZDp+kiwk4Eqoym6i9Xr4qUI1RtWIGHraQcmHIUDA6Yh9JJnmJVW1VXpWuVA3EOkft1xokofcf2\nUeddGVzPTGaUlddXqXZXtszV5xTBQJSb2QiUzekbP5f1udM9DCgxo4g2otowg4R7XFIQttPVkQl5\nc9ZQ9Wc2tajaCsvPsrKcHYtnZoAktr+jawA1XK9M3hk7PkYeqGyhs4CmSPerf1LHNS6oqGpAKEVS\nhg8BU9XA6CAyoBHHSqGVTGq9hwNM/K0mBEsu05SBJjR0XSVRAw7r45xAFS2xkVOg0K174DoFv9nB\n0yXFUzmR+H0q4vopB6aMTSWTAk7ubcgg5yBZt1gW5oF60Kl/Bob5dzZuFW+1Z1kVL1VHblN1nI2R\nrmE/FZBy5PQMKQMHbB8UMMe1n8EjylOAhO16+AteQ4fgScme2Q4FnFRgnwGlrG2YT6YP+MyMHefj\nbCxlgPdc1LHnyiZm1AGwq3W8aKYppud43p+nm1gRKqOKTlo9z8fcEQ758nUlAw8sdkz4O4ASZpsY\nTLjIC0GFA1Ysd0UOlCqQxMeKnNzdTBPWkdufAQWW6cBGJqeqv7vvFIDNkTKqFXDKgK6bnmPghM4s\nynWgKQPnDnRV9Q15lUNl/jN8uQwnmxtLjjc7wg5g4npgPc9FmX1EubLnnb10uocfDeXvZEVgFXsE\nS2ELMqCE19RSD5aN68m2Ku7jdWsOODl9V8BJrSt0/dIh54+YlD3le7s2cS/qlIPjv1uvru+boYtl\nmnBjQ+4MlmtYNqZqPQwbYR7czigHZQrGhp6Bk5umw+wSTs9hxgnbB9uEDQhfD0OzqjSZ48Xr6l7V\ndpxpcmCpM0XnABOX2RmIWftkvGfuXyHW1QwMdvoYjTSCJLeuiYFTBZpwz9QBIHxerc/L6ln1owKT\nFS92YoqvA6QOMM04MXf/HpQ5aBdoOBDA5MC6Au2o4wxSsBy0a7yOE8FTBWo67ZKBpmy5hGonLpd1\nJc6pe7O+UG2ujqt6xjHbkXMC9xnK2gqp0++zbRZ0kUwTr2viOW6XYQjKjB8rAt+jIqE4zoxk1vDK\n6GB6mKN5BZrUNB3/zYoCTbxXhoXlcw4ga+NqU6TkUeCoyjJV4AnLy851gZRqD243BZ73JqfbysCp\na855ddY1ocNQY8GBqUr26px7dhbkMLm1RhWvqm7crp1xUtWFx+o5gBPL1QHjlQ4EHwec+C1IVU+0\nAxlgwmcrUOPKY8CE8qt1ThX/Tpuo9lT3d8fKrK6wvrOtPKX+bSWU1dHegGmMM4GmUED8Mm7sERh0\nswxbEfFeStBxnGgoVzZ8Fo1BGJzYcypaZdsywnYf4/3fqMS+WrMRbYJRWvDCyJH7GNszM3aVo8vA\nkdKdjBxAYf5d8LYndQC9A088NRd/a4Tb8/Pzu7cZY02HcxQVeK6ucx2UM8c2nQEjymmzLncBDZLL\nKGVZJqxftc3IskJuHKHeOLnUmMXf3fLZpil50HagHlRj2bUdyxp8sM0x2MxsUbeeSgb0Z+q6ql91\nb0cm19bMf3Y8XAO5NtuKF5jOCpoUYMLXzTMD0jEoMwo003huQCMPpYzKyLOx7kSnysAwYMJorOOk\nWG4EOyizk185nOCHaxBUxOb6tQJNTn4EMNjufM+KM3IA5dTAqCLlwJi4D7uAKb7Yjgtg45hBL0f6\n3CZKh5T8FRBkh+mAkypbjbkM+Ct+1bhU05uVfGocxPGeupU5yazds/FXAamM2J45eVG/8LkVsJSV\ngYTTcAyctpSXyaB4OuC0pexuH31vgCkDRtVYWqnj2UETAibMLlX//s0GpWoM5SC7QALL7d7r+Doj\n2wVKbGAiAxTl8pRK3KcMtjKQDJjYaKg6qLUbjh8vznSAyIEoJTeW1wVDeI/Tjaxfu7pwTuo4QwYb\nDJwceGKwFLx4bZqaIqkARwZEM2IQpHRcle0ypJ2sEPOcAU9ZFsuBE9a5rY5LtakbAw7IdgKXzn0s\nQ7SR4sc6y8Fg1V/4PAZyLKeSHZ/r2CE+zs51eLKPc3ZO+UKlMw4s7QnITkXdMeDGlrI3W+t2EdDE\n4EkBJreNkRuWTiNXznVm8KPidp5V4KmbdWIDw+DEAScs20V2yEsZIwWWWF6WSTmLbj/PGmyUs3M/\nGxt+lg1Vl/ZwdHuQMrKoRwiYEDjFMfZrvMgRv9EBOeCE9ysnxyAZiY2eqkMXNCmQpEBU1zBnYCmT\nzYET1nXc9gRMShey+7L9lvEaZWf2jHk6wIT8VBnqtwqEuM1n67fST6z3LJMjHteVnlQAUfG/BmK5\nZ+XKQORWOvuaJrV11zN1AZICVd1IYIYU0mfelSGd2djIYNaA36LLHFUcM1jC9sfUeQboMNMUfHmh\nJq9pygySOj/TZ2xQMnKOdk/ae9B2wfkYHx0j60v8ZQ2CJZye68rTvTd0xjnkqh5K7zLQxKAmA/yZ\nU0ZemRwuy6T4Od0/BTkHlAGn2aBlVv4oG9tJ2aSsb5zN5d8cwDl7w+WpBeUrlIE0lon9litT+Z1s\nLM6C2mujrp3htu74gVk66ycHeMG3A074VlWm5A5NuuMgp5CzjesMNfNShrvzp734W8nn7kUjoEgZ\nCzYcHQCD/Fw78x77NgNPSk7VBkhdA1I9y/K7+/cGRBWt6is7gtC/w+HwASzFMes29wFfV8CAy1fn\nqjbOgDrrPj4X1AVMM3Jnx/yMAnEdfhlljnSGlNPtAoTOmMzsI/LBax0A60C3Gx/KzjgA48BjBbC7\nm2vLU9iRmeCk0s1uWXvQFl7q2b3rcZGF4AiU3MLwMGzVIEYA5CKRjkNUA8mRM5bIl43o8Xh8pBVD\n/AAAIABJREFUF+EHcMDPDeD/0PGnBo7HXxZRKyeSRc5YJwZL3TfZMFrDumdrn7itGaQxQGYZMgN7\nCpodXA60XwuxfAyYxhhvmaYAS/EtNaTu2qUZEMf3qvZTQCmO1bellFzqeiVbNY5i74A+10nJ58Yw\nrxNknitjgNsbbVQXJK2SA5MOuDBQYXLPhP3gexz/bp2539SaQAfMO5nHjq9Sdle1a6e9XFkdOc5B\nWZ9kdnZ2jCgb1KWLrWly03ScdQqFYwolQMCElDlvPq6uMd9sr3gohxWAKPsD3zhWsmXgiUGOAk7Z\nlCi3MU+xBc84H7+5H5SRVOUrwMSUOaUtNONQvydCo8BG/3D4OcM0xvjw5hyDJuwrt1Zuq5xuDKGz\ncWuTHNDgOnf6uWNDxqgzHayjLJcbt5msincHrCsbgM87EJiR46HKVccVWHJ81HOcJVf8HLjNAIU6\nZtDuPhDr1s25vu0Clgo8OVJ2PQNOl6Ku7mWAR40TJFXfWfB08e80uT2u08k6XTlqBFoOfVeNy1Qp\neaboDJqiTbCuDjghqEDZldGNjefmVd1dlofLYcAUCou/uR+UwcfnuDwVJWbGEuXYMtBXnmX5tspw\nasJ24gAkgC8Cpthj32Dm19HMOOI+jGPeO1DhtooPb5mM1f0ObGTGutoU+GOeCrCoulQ6WYGIDjm5\nnEPObLECTt37lS3DfbcNkJxP4SynO+5k/137ZM680kt8lp9XvlLJcW6aBS2qXh1+qr4VCFN0Nd9p\ncpmmLPpBpc8GKDeSizL4/swYKYDgGp+j+zHGu0W4AZIwauEpO2xLNrS4CJwHK7eXMiwMXLidsMws\n26TaXvFDQ8d97Qif3RswZU60kul7AUyHw/vPVcR1Bkzxtf7oo9BH/GNtNZ5WZYvj2PNxtdZvBjQp\nGVz/OZmwzpUd4XIqsMRrs5AUyHHE/R7lKOfCcq/0ZUbOqWP5nfGPpICTsym8rGB2vDp9zP63cWYd\nXearuK2UbB1wzP3ctX3XTl2whMS+ehYwjXEF32lywCmiWwec0GHF9U4a3g24MfLUrNtjWexE0WAF\ncIrnDofDWz0ROPFe/X1KBZyySCQDTsoJMHDCNuFF46rtlLFnA6fKr/pOtfkKiJm5n53L92BsWEYE\nF6GT+BVwNw4rvdoiH44TNbaqtSIVaOJ9Jnvm0Jg6QCYDZSE/1zN4KUDWAU3BXwWTY4ypMVeRe145\nZu4LfF7JUgF0ZaP4S/ZqHd6s/ma62AVOVbmZvcY2O8X4uySt6t4s0Hf+nH1yhy7yyYH7+/sPhq5C\n5XEewdEY44ORmTEEKgpSBlMN9swQBCFQ4ucQsOA19e2ch4eHt//qizUn/DuyAWyE41g5Q5XpwXVk\nKprqGgfX1p1pFpY9MxgrjrxzXxXFnNrYOLBZycGDXwUEoZeHw/u351AfWQfiPtS/0Ms4dtNLKD+D\nfAfIUQbVxxglBo94hgGDAxA8Tri+TtczfeP2c7qO17mNVP9nhG3BjkD1ARO2qauP+53ZwcwOzJAb\n/+o3+gP0L6xLTla2v2iHn5+fP6wBVF/Uj+eqKbqOzcr6c4sN2hN4ZWUocjrdCQTwuNLNSo6ZspHO\nnmlixz6GB01BDJpwQIwx3hlfpEzJKkOqlMoZBAecuGNx8I7x0cDy15kfHh7eNgWW4vzDw8OHQcrt\nqQCTmhLFz0NUYInPKUfATq4DvBRwUjpzqkE/E82fqvzZTAO3C4IUlQWM86FzCDoQPIQDeH19ffss\nQegd6ihnfFAWpLu7u7fxG2MWn+E6ZUA86oXZBMxaqfZR/FmneWMA5ECc6hMOPirwpQBvB0g54ORI\nAarOc4qHs397Erd5AG8HRKLflP1wNmqMIQHT8/PzO4CkfjOIQt2pQFIHOKk26LabasdL0qyenYu6\nyZaLrGnit3McaMLzMWXFDkBF4s6AuXNKGTsKzve78qI+OJ2F97HBVtELgqbYwmm9vr6Ox8fHD0bC\ngSa1tuz+/v5dxM9GvpNhYkfgAKNzTq7/nWFU7T5DmSPGfeaA9zZASo8rEJfpLDtTfu5wOLx9AgMd\nDq+xe3l5GY+Pj++APDoIBW4QULAskdUK8MT1U+NS1U3dW5HSRQY3DJoyWZydUOMwCw7ZbrljR1lf\nZ20xC7j4edy763uQs9Fs98bwGT8GTbxXGSYHlirAxLaM6+HaaY8247G3F99rolWd3Upnn57DzsTU\nfJYGRyM2ho6qkSfy7Rg35NUx0mrAMQDj6QP+zQM9QGFMgeAHB9V0SEzJocNyWabgzXP9PF0ai33D\nmTnQVPVX5sAqR9IBS67996IOcDo1oR5nUyr427UDP68yO6yHCsA/Pz+/AafHx0c7DeEitsPh8CHT\nlGXVuF5YPwXEMifKbaaAkwPymbNWfcblu8BD8ammHCrnMONEHGByzzs9zAAA3lPZhkxObnvMNPE9\noVtoy7gv1HPH48flEZFhzabiFKjicaHaaks7zBCOmZX2PyVlusr+tvPMDGUBakZnAU2YRnevMzvn\nzEYMCQ1vlBN82Vg6wMPnugPbDTouE8tGWXHhNq4rCtAUgCmyTHysQFOUr4y/+4NkXF+GTs9lkrIs\nk4ussE0yMFZlrjptvhdhX7FTPmW5WDa/No1lI5DLdFZFmuq56IvQD17LEYApMk4qmlZtx/VBUNXZ\nqrHI/cRAKcYZt1ncz9k0BaCwzfDZDPAwIFvJNKm6dkiBfAf8K6CUld3Rv4xWAENnYweYBWfIe4x8\neo63bG2Ty1JyeZ32UON2pt3YVlTlnYNW9G3m+VPSWf9GhRd/qm8U8RbTT/GGGSog8htDr/0IYuCk\nnGAGmpTRqZROOTll4NE5shHHqbg4DvCEg9Mt1o3NTc0F+MJ1KSGrAkXVMTotHqDH4zFNbXem65wR\n4nKq/tjDYMwYvlVSmRdXHtYri9KczmMQwk5fTVfw9Bxv7EBwit19q8t9XycDgzymVH1VXVlW1j10\nfEoWBfIre+ambrDfHBBjUjbO3TejlyrTGvu9HBWDY/X5E9aRoEp/0c6qANBlgI7Ho9RzB5ociMr6\nWNmtyl6pezv9yX5nBXR16ZIAbFYGF1RcVabp8fFxjPGLkcEsy+FweLc+Io7RwCBwYNCE03sIPFxk\nxMCJj7s0o4CONxrfuAcjW87IBMiJ/fPz83h6eno3ZcJTePjmHW+YwcK1Khids1HiY74vAzg//fTT\nm8yxPT8/j2/fvr1tT09P0oFlACraS/3mtuZ7HYDKwEnWl9nxKjknkdWhAk+V/K+vr++MCIOocCbR\nj9++fRuPj4/j8+fP4/Hx8cP6p/jtXj6ovtulMld83AFHDJIUsGPwo3TLZUtDn6NNUM9dWZUuMq3Y\nKsXXBZsVaHK2VbW5qlfwQDukwHT2HTkFljCTiXtVf8xCMWhSWVa0WWivvn37lgIntayB7WTUB+tW\nHXeI20sB8kuBHZfcCMrkWgHuKps6A5SQzgKaHh4exhi/GGPMqBwOh3dgCY+Vsw/Qpb410omIMuAU\nz6pnqmNFGXBTz2KGhp2UevsN356LvTqnMk8ImvCPWgM0oRzsLCrnzcYhjmN9ABogNELhXML4sFPq\nlDsDmhy5PpoBHntQyMnGvwP6WCYHnvh8lBftHucYJOALCk9PTx/AUbaxs3RvdKrx7TZsL6WLDL47\noEllknhcMsgK/UY9R51mx8rjpSLlbJSeVrqh7KWzn6pMZWPd+Fc6x9/sww+qOqDU6WflHBmYuLHN\n/eoAEwPiChQ7wBT2nvtQ9dlWv+Oe6wCGVbtW8d6atayAl7s/9OOqQRNmmmKwxDFmmhxwCuOKa6Aw\nIlVZpm5DqAFWIfQ4n1FWPvNk8BYDKtaWoJFBwKi+14RAiD9ZoBaVq3twwT7L3QEq7GTRGLHxUQYp\nm/KZAUzK0FTgyfV31pcz57vUBUsOJHZkUU6P7w++GIGrjKUC6g40qfvdhzXRebppm9hUm6hsEE9n\nq6kzB57wNz7Li4az6Rt8DtsYQXLWX7hXtkT1P4NnB5QcQMJjpzdcFweYGDSFPqg+VmW4slSmCfWC\n5XB2izNNCjC5QC/LkKtMvapbZjuya1tBSMZ3qz1TPJlWfGpVZ9b7OFZjqUtnBU2RZUIwwJkmnJ6L\nSNZlmjgqQcBUff9FDUiVgcLr7jdTNxpUvzFiqjZ0LrhhtN+J/HGLL0NzXVBO5ah5z84pNgZMkd5G\n4xMGSEVnswDC7bN+VAMtI8fzXMCpkktF31kdxnj/mQwct2rjaeM4VmCJp5LjmHlUf62kMhJKBxjs\ncGYoc3Rqqk4BLvdWlZqywfvYPqHss8CJ+WQ60gVOeC/+dg6P29zJwLYrA03VGEd7qTJNatxzmznQ\nlGXFETQp4FRlK+M4o1X7wXVX9VfHe8pQyXYOPkr2Kijo0Fmn5/hVZpdpwj0DJ1RCB5g66FE5xsqx\ndFPoijLj5u6vzjsHxo4p1pjwbwec1ALMaiByPZxjURGbmrrg9WuZ0VwFTRXN3rtShuOlAPwMaFI8\nHBh0bRSOKI7d5j6cyhlM1L1Y+xR7NYWMLzCor9gzeFJ1cNNoDgyp7CjrMTrV7A0qlVlCHmGzkDrj\nPgNMWHenD8xDAScnj7svynDACZ/noA/7WgHhbI0UAyfMLjmAh/VAPqrPV9YzqaykyjLtCUgcGMjK\n2AvAdGi2LAfyurwqwLSl7mcBTcrRMWWDGPfME/muytZ5dm/EvVqeqjdOdYaTU5E2AlH8BhRPmWTr\nxZQMfMwRW2aEQhZ2SFVmCeuojt1+th/d4OoAly2EPLO2qORGwKSAWFauAvnK8IT+RZ9jNvn19fXd\nd8dwe3x8fFsPpdbbZV+vD8fKoAnljjbiqTm3JslNw6msVAaOFEji8lT/YT+pfnN9kvHh8921oJmj\n4mPMCDnAieuDVN8dj8d3gDh+KwCGZWF9M2K9doA47NLXr1/lpmwXZxOrJQXnIhfEOd1SxLq4RRZV\nVqbb1bOKB9+vxkb1fEVnAU0xd8/GKHOKHcdXOVGmTHE7/PemrYo4ho+sUWk45fzw8DCenp7s4nC3\nCHem3TiSj99u6kI5sUo3WAbVHpk+qPMZOK/qnAGOFWJ+XV2sAJHLevI150CVbAjWA0ThbwYR8ZYZ\nAiY11cxZVJVlwvUvXC+cFkG7k4Ekl21S2SkGUhkYU4BJgVnlJCo9RFKAJ3gq4OT62PHL7mfwFH2N\na9QY+ER/qP7He7jtMBOVya/GKcqGoPfr16/jt7/97RtIimM3JaeyiSyv83V70gwQUs91qBNoVWVl\nfNj28P3dOqrgcGsdkc4OmioUPrONoSP+jrPJeDGPVeoo5B7AKcoKPrjANIwDOiV3jH+nkmWaVLlq\nUw7DORqlF6wf1RqAkIePuwAqrnVAAu/3BEzOQbryxui9eDAjn0v3KzlxLUmUxWDl06dPb4vI4407\n1rnOZwgUYMpAE+ukA1EKKDkQ5YAUgv2OTqv+ccdcH9dn2G/qeZdh6vZ5pQ8IYhAgR3/yfQiaOHir\n7D7qHQN11nfu/wjgeMOs0m9/+9s30KQ+IeHWq1U+y1Fld7rUeYb1LJOlE4TNytcFTq5MdZ3r457P\nxkaHzgKaXl5exhi/KHoHNMX9bu8cVeZYMuXNwFNH4ZmXUshO9DhLKGc4q/iNWadYQ6amOtQ0CBpW\nfpOFy3dOyTmPGfCM1xg0KSPv2tQBJgU+KuBU6d4ehIO74t8Z7JkeOn7OcKo2DF0JRxbHkUHIFpIz\nGMoAEgMl3Ls2Uv3G+lnp6oxOO/3tgiV3zekCZoKr7JECTK6fnVPJ9EKBpugvvEeN7QCfDw8PH9rJ\n1ZuBkwrwVP/xcoHYM2AK0OSWFagpWa4nyj07hmeCamW3smc74CTr68ruZnXl55WuZ8TydW0Vn3Pj\nIKOzZppwgGSRF96bKV91D/PK+Kt7Z8ES859F4Kuk5MeUtXM8yknh1JxK4wc/VZ7aO8fh2h/J8eRo\nOWvrCkThseOl9Es9vzcpnc2oazDV+ZmMguLjDFFkmFT2Mu7hzYF2/q2m55y82fhnXd0C6p2TdG3l\nwFGmg6x/AUjUWFV9ovau3dy1jj0IMIHj1NmFn3766e1fCZwzd4AJbZ0i1a+8zio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HAAAg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\njlvp0AW3LXpsTUNVP90zDnKdo6zq2DmlqhOzwMThOvuk4ld1BcNxALZGr67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"text/plain": [
"<matplotlib.figure.Figure at 0x7f18b1663e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.ndimage import white_tophat\n",
"def draw_tophat_(diameter):\n",
" fdiameter = float(diameter)\n",
" radius = int(np.ceil(fdiameter /2 ))\n",
" k = np.linspace(-radius, radius, radius*2+1)\n",
" strel = np.sqrt(k[:, np.newaxis] **2 + k[np.newaxis, :] **2) <= fdiameter / 2\n",
" imshow(white_tophat(dna[300:400, 300:400], structure=strel), cmap='gray')\n",
"interact(draw_tophat_, diameter = (3, 30))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deblurring and denoising\n",
"First, denoising. There are methods that clean up a noisy image and make it look better. The simplest is to take the median of the nearby pixels. But, the noise is there for a reason - the measurement apparatus is at the limits of its detection capabilities and perhaps it's not wise to remove the noise. This is a case where aesthetic improvements may hurt your quantitative analysis."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/leek/anaconda3/lib/python3.5/site-packages/skimage/util/dtype.py:110: UserWarning: Possible precision loss when converting from float64 to uint8\n",
" \"%s to %s\" % (dtypeobj_in, dtypeobj))\n"
]
},
{
"data": {
"text/plain": [
"<function __main__.draw_denoise_>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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LUzsvsp/kgbncH4kv8swtUO/taSIdXRb5M5Q2gR/3zvE6fpbnXdpJLR6ZNpcF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\nhR1wBQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f18d415a4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.filters import median as median_filter\n",
"from ipywidgets import Checkbox\n",
"show_orig = Checkbox(description=\"Show original\")\n",
"img_ = dna[300:400, 300:400].copy()\n",
"img_[np.random.uniform(size=(100, 100)) > .9] = img_.max()\n",
" \n",
"def draw_denoise_(diameter, show_orig):\n",
" fdiameter = float(diameter)\n",
" radius = int(np.ceil(fdiameter /2 ))\n",
" k = np.linspace(-radius, radius, radius*2+1)\n",
" strel = np.sqrt(k[:, np.newaxis] **2 + k[np.newaxis, :] **2) <= fdiameter / 2\n",
" imshow(img_ if show_orig else median_filter(img_, strel), cmap='gray')\n",
"interact(draw_denoise_, diameter=(3, 30), show_orig = show_orig)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Deblurring is a little bit less disruptive to the statistics, but can introduce noise. You remember that to blur, you convolve with a Gaussian, so to deblur, you typically deconvolve with a Gaussian.\n",
"\n",
"The idea here is to find or estimate the point-spread function of your optics - what you see when you look at the smallest point of light. You deconvolve with this impulse response to get the original signal. The classic algorithm is Lucy-Richardson. You estimate a rough scale at which to start the refinement and then optimize by gradient descent."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<function __main__.draw_sharpen_>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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TrRQrijqwn4ovrKOlBBXHXJmIChCqdnru0Md6s+MtQ9vSBQaxlfZVO/xfgaaW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