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@vvzen
Last active January 1, 2021 12:45
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Geospatial workflows in Houdini - Save GeoTIFF to PLY
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read the GeoTIFF DEM using GDAL"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'/Users/vvzen/Downloads/dem/europe-copernicus/eu_dem_v11_E40N20_wgs84.tif'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"\n",
"from osgeo import gdal\n",
"\n",
"dem_file_path = os.path.join(os.getcwd(), \"eu_dem_v11_E40N20_wgs84.tif\")\n",
"dem_raster = gdal.Open(dem_file_path)\n",
"dem_raster.GetDescription()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Use numpy to access the elevation data"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"shape: 2682x4000\n",
"max elevation value: 4778.4795\n",
"min elevation value: 0.0\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(2682, 4000)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.image\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Luckily, GDAL offers a way to access\n",
"# the raw pixel data as a numpy array\n",
"dem_as_array = dem_raster.ReadAsArray()\n",
"print(\"shape: %sx%s\" % dem_as_array.shape)\n",
"\n",
"# We can check how the values are distributed using a histogram and the 'clim' argument of the imshow function\n",
"#plt.hist(dem_as_array.ravel(), bins=256, range=(dem_as_array.min(), dem_as_array.max()), fc='k', ec='k')\n",
"#plt.imshow(dem_as_array, cmap=\"gray\")\n",
"# img_plot = plt.imshow(dem_as_array, clim=(0, dem_as_array.max()), cmap=\"gray\")\n",
"\n",
"# Clip negative numbers to 0\n",
"dem_as_array[dem_as_array < 0.0] = 0.0\n",
"print(\"max elevation value: %s\" % dem_as_array.max())\n",
"print(\"min elevation value: %s\" % dem_as_array.min())\n",
"\n",
"# Show the image\n",
"plt.imshow(dem_as_array, cmap=\"gray\")\n",
"plt.show()\n",
"\n",
"# Save to disk as a lower quality 16bit png\n",
"matplotlib.image.imsave(\"eu_dem_v11_E40N20_wgs84.png\", dem_as_array.astype(np.float16), cmap=\"gray\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sample the DEM data and visualize it"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Scattered points:\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# This is an arbitrary number, the higher, the better (and slower)\n",
"num_samples = 2000\n",
"\n",
"# For now, we sample random integers\n",
"# A more aesthetically pleasing approach would be to use a Poisson Disc Sampling\n",
"x_pos = np.random.randint(low=0, high=dem_as_array.shape[1], size=num_samples)\n",
"y_pos = np.random.randint(low=0, high=dem_as_array.shape[0], size=num_samples)\n",
"\n",
"print(\"Scattered points:\")\n",
"plt.scatter(x_pos, y_pos, s=4, alpha=0.5)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Other sampling techniques\n",
"\n",
"Randomly generating x,y coords isn't the best we can do. There are many other (better) approaches to generate these coordinates in a much more pleasing and ordered way, so that we have as least overlapping points as we can, and we describe the input data much better.\n",
"\n",
"In the past I wrote a [C++ version of another sampling algo](https://gist.github.com/vvzen/3b37821d5acb9568e971d6d587b95d26#file-2d_circle_packing_mbc_2-cpp), Mitchell's Best Candidate. This is a great algorithm that solves the issue for us.\n",
"\n",
"For this notebook, since I don't have too much time (and somebody else already nicely wrote a numpy version : ) ), I've grabbed the implementation of another algorithm, which is Poisson Disk Sampling. The technique is described here: https://scipython.com/blog/poisson-disc-sampling-in-python/ . All credits go to the original author."
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Width: 4000, height: 2682\n",
"Generated 32766 points\n",
"Points scattered using Poisson Disk Sampling:\n"
]
},
{
"data": {
"image/png": 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IxiN/8HXxaw/v6Pgj4Ya4FRasnO0XAKnMCTPo2GejN8DA8wXWmWqPA4iEmByhCuLeXddDOmZiNFI7PTHEWERhneeKKYTDoReGSM/qPWzstrHXdhCNhJGwzBfw84Gn/p6ywyg3FWSiwyDExHVcm1DEh/d20QsWUM/3UUzZUy055wg3Hx/ADIUQjYQFkiEEEzIMRCMmbDMEK2wIrkqojIcOV5VyUazvtFUHEmDU1z/dxl7LwVw6iuO5ONaeN7C+08aff+cbAIDrt7ZhhQycmVewnH5tHu93ETYMtB0PF5cyMh9h+862n9d6Lq2u84O9Flp9b6r1v73VEAjnxExcYC1CZvrwG1A4/Ad3yjBDahZy/lharjvPJwAZePNeJAZPOOMw9EBs+fCAVx+Sny4mZPbgeBPs2x2NX3iP+lzEDBloOUOcyCcm1yQbRbnpCFzxsNLG1ZN5ZBMWStm44N+/eLiPhGXKudGv++lCUv4u1+3TbRTTNt44V8Ta8+YULEjcffreUFDOaimN1WMKLru7Xcdo7AuWz67t5uPa1GvrUJ5AucE9s3rsxWeTm5L+Ovx9te4A3ljNzSbwTAQtZ4hsLDK1FrB7jUZCMkM4N59S76fj4urJPDJxS67dB3fK6A48hENA1FQFZCZmIhe3cWkp94WEgC9z/FHDOyk7jPs7LamIsvEINvZU5ZWyw6h2XLT7Qxx0B1g9plo8OxLCWrmFO08buLyUDYaGqvpru550ECvzKdwOFvVmb4C/+vnniJohuYndYdCSx0w0+0MU07ZATucX0oiEQ7h6Mv/SBT8bVxBUyx1iLh1FwjZRysXw4/t7+PXjGlLRMO5sqXb8nQvzWC1lBTK5cjKPc/PpqYpQ/yx2JIQP7+1iZT4Fb+wjFALgA8ezMRgGpCpnZ5GPW4iaasEnFJOJReCNgeViSqCrtjvCd8+pNpfww2unJxCOwCg7CnO/u91Az/Xwlz/dBKA2XQUT9RS8sqAgobXnTQXLxVTVU2m5+OjeHpzhCLXuAAnLRNQK4+JS8NoLKdzebqDScrGykJLKjpCeYaj/mv0hMjHVfV27sojNalfmAzNJC/d3WoiEDdwrN5GNR/DxZxU83G1jt+nIhvaw0sa1K4uIB9fn/vPgvllU5/rsXAr7HVcWGAC48Whf7tOx78vrbVa7eGtlDu5oLFW870OqRlbDH9wtwxkqaIiftdp2EY2E8KzRh++rhY2/m9+/sddGIWkjE4vg1RN5FNM2RmNVxa7vKriqmLax13JwpphC2x3B91WRVGmpz3ByJoHLS1npTvXrrv+90Rui0RtiJmmh1h3gw3u7AFTRw4pZh6hYka/vqE3B94EP7+2i2nGkuywkbWxWuzhdTODm4xpmkhYKKRuN3lCRNaodgamqbUVSGMPHdq0v0NN2rY8LpQweVboCq7Fj+PDernzWTCyC8wtpfO+VIoYjH7lYBM3+EGk7Ih1xZ+AhGgnh7lZTYKVMNAJv5Au0SKgIgHS3J2biSFgmuu4IzlAVovmE6gCz8Yh0liQG/KGPr+2iDyh4p9xwUMrGsFnpoNmbvvkI2QzG6uJ88qCCcqOHO08bKOVUNagGViNs1XpoO0Pcf94KKq4+2q6HmaSFTCyihocLaWxWu0KJ5OISMgwkrQhOzSRgmyHc3m4gZZtYzMcwHPsCvRAP5p92OIR4xEQ+YaGQtFFu9LGQjiITMwUX5wL+2vKMtIQp28R2rY/j+diktUyrByYXj+BnD6pI2WGs77bx7qUSohG1YBGDXi6ormCt3IIdVrDP5aUsqh0XNx7to+t6AHzpbghdHQ+qNC5Y0UgIG3ttgVJy8chkhuGOUMpEpzBq31cV/YPdtlqIdtpI2WH4PqZguXp3AM8fo9Z10XKG6lr5wHA0xnIxqaAHH2qYFpyns3NqwR2OfCQtE74PfGM2iVzcRrnRw/3nLRzPxTDwxiimbTT7QzT7Qzxv9HH/eQtrz9VcZjD20ewPsVZuodkfYLvWx/ljafzw7bNoOx5K2ShgqPuGnx+AQGFn51KotF3stRw83GtPQUacRRBH5wb93kcbsgjMJidzKVUNZ1FMqe6u1h3IRmMYeOH7AQjGDKjNs9EfoFzvybyDEEg/2Ci5UBkGZIZFXJyD1pX5FO5sBZtsAOc0ewM8q/cQDhnwRj6WCwlU267QInnf5ILNdGU+BTfAz581+ri/00LKDks3FzIMFNO2vL5lGmj0B1grt5AN7qu51GSWUcpFsdNw0Ox7SEVN3H/ewu3tBk4XE2oDCKC8lfmUQDq8bwspNXu7dmURjWD2c2Y+hVOzCXhjX95zte1iNPaxkLXRdtTM7Oy8wvRTtinXlhsnoc56b4h3L5Uwk7DRHXhwhiNU2uoZ4PN/r9z8ytbFr+2if/3Tbew2HVV9OJ4a2AQV7H7HxZ2tBmYTFgbeWAZrXORWS2m0nZFW5ZtYysdl8VvfaWG5oFrjuXQU+YSF04UksvGI4I83Hu1PLZrEyse+DzNk4Cfre7DDIXmw7z9vSVX+sNIWjLeUmyzc5xfSOLeQwtm5NN65MI9qW1W8KTuM929tCw2O8NOdrYa8HheVek8N0sgU+eBuGc7AQ7mhMGjDmAzROETmA8LN8+xcEnErgmtXFrH2vIlI2MDHDyrYa6mq7PXlWVRa6oEwDMhwlcPTuvYgfetEHteuLKI3GMEwANMw0OwPMfDG+O65AsoNB4ahmCCXTmRRbbtqiBYKYWkmjpMzCTVUzUWls3A9NVwli8cwgF9u7geD7zB+sr6HZl8tkIYB7DYdXP90WzaG2aQNb+Tjyolc8FpRrJXV9SkE/0YYabmQwPu3tnFj8wDvXJhHuenAGYywVlZdwrN6X2CWQjD3KQSQz8DzX8Bwm70Byo0efrmpNk0Oetl1cTFpO0P4PpANNs1wCPBGvmyw+oCdG+Z+xxWMmRtDvTvE0kwc5YYj5ILNaleGwHxmKi1XZlgr86p7AiBdAofOah5g4q9/uyMbHskDvg/pnBqH7oXDm92lpaximwVDZtcbww5PBsOZmIV6V234jQCC22u7WFlIB8/8CN9fncOVk3mUG32YIQPFlA13OMb9nRZq3YF07sdzccwGXSyfNQBTFffqsYx0qnzPvg8cdAcIGQaO52I4fyyN47m4vE8+u/r86mGlPbW5xKww5lJRWGFjasZlGJB50h/6+Nou+mzfKy0X71yYRzZuYTZp4c5TBYnocAEHPxcDGqDOYFiZT2E+M6kEnjX6mE1auL3VCKpbNZg9no9hu9bHJ1z82q5Uz/rFbjtD7DQczAWV9zsX5vGo0kUpF8VmpYPFXAylLAetimHDyiJlKyiCeHy9O8BCgMX++nENlZaDXzxUi4UTbGZj30e1rdpjbiocMpIhkgpa2dlUFLNJWx7ycr0PAIiE1W2iD42P52IAJrgxoRPLDOHjzyqwTPWFatvFs3pvavAYjUygCx3OqrZdNB1FGb16Ko9HFbX5WKbaFO9sNVDKRhGPmFg5lkY+YcsiVK478rr6ZySjwvU0aClgbCwXEgId8H1Xg4prtZRGNmFhuZjExl4HZhiyobHCfmtlDpvVLh7utfGbpzWsPW/i/EIaI99HxDRw83ENw9EY1Y6LuXQU33ulCGB6EP/LzX2UGz188kDR9W4+rsn7fe30pEPjsHN9t41LJ7LY7wyky7u8lEUxFcO1K4tCM/zJ+h722w4avSEuLuZw6UQWlZYrBQUHpt89V0B/OJZzwGqUrDRW1iyAuJkWkopZw8Ki7XjYDe7r9Z0WUrYpz59lhvCs3pdn8v7zliym71yYl0Ex7xMOwmEAMVNRmnPxCD7ZqGIurRgv1baC7trOSOAvPi+rxzKKobTVwH7HVZBWPILZpI3juThKGdUFsHOvdlRhwWeUmgK94l573nyhkDIMtY7Ue0PstRz8s4838azew+3thryXlK2KjOVCAm3Xkw6cA+JsLIK4bSIbFEadgYdn9R6qbXWt/l7gHcMwFg3D+KlhGPcNw1gzDON/E3z9R4ZhlA3DuBv89w+1n/nPDMPYNAzjgWEY39e+/k7wtU3DMP7TP/in0Y4fvLqIeDD4bPSGio4V4PKkTs6lo4ItFlOqI9ArHF4EMm5YCaQOsTt8H7izpfDpx/tdAKqqIz2QTJ7FXAzRiImLSxnsBYsVq5S2M8LKgtpoXlueQTYewfpOG3NpG78tN6WC1ymBO00H+YSid6VjJjx/jIRl4rXTszAMteDywdPxU1Ze0UgI4ZCBcMjAfkctzsQ7+ZDrOCsrKJ6jG5sHuFDKYDjy8b2zRcxnohh4SjewXFSbZaXlCo1vMac6hUhYUWO5aMWtMK7f2sbn+x1kYiYuLuaQiVuy+XAeUUzZCnvOxXBxMSeLWTlQJ/N1LdMADGC73n9hI1guJjEc+VguJuF4Y1w9lcdw5CMTiwhjhA+97wOvnZ5FwjaRian7htWrTg8lk4XCn4Rlyrxmr+Xg8mIWhqEwai7Ex3Nx6UrOFFOy+ZBxww2ScBsXYcJzcwETZGVeYfp2wO5aLiQCnn5KqL6EP0o5JXrqDBQVt9p2MQiooPoCzs6Q95xeALFrrrZduKOxzJGikTC+vzqP/lBBNEszcVw5mcfVU3kFJ0bDmE3aiFsmStkort/axrN6T57Xe+XmC3OgS0tZ7LVdfPdcIehQU9hrObLhsPi4/7yFZ/Ueyo1Dc6AAqy+mbXzrRB4XShn1fU0Hb1+Yk86dszEAUuUDkIU9boVRbauZSzFYB0rZuAzpeTw56OLBXgtd15N7TL2nNG5vN3D/eQvD0Rg/e1CFFQgCB54vxQdZXp8+qaHWHaCUjX8l1gx/K3vHMIwFAAu+7982DCMF4DcA3gVwDUDH9/3/66HvPw/g/wXgTwAcA/D/BcDx8waAtwA8A/ApgP+l7/v3v+h3/76KXErfL5QyWHvexMO9tkzdM3FrSkIOBOyNgImji0peOz0rbB+KZqyQ4ihTHFNpqZ07HDJQSCk2Bl/DNkM4no8JnqmLaHSVH9WKZGmIcCsQVlG9p4vHaEHwlz/dxJODLrKxyAvCM12I1Bl4qLZdYUq0HTWY3m06aPQHSFiRKUGSLhhyBh5SsQjCIQMXF3MiQiJ7gWKzO1vqHJIBxcXpJ+t7mEtHA5aOjb2WK+/NGXgYwUer7+HKSfWAXr+1DdMwEAoZiEbCsM0QFoNBHecJZISUslGs77Yxl47iYaWNM4Uk9tquMGFEpBZU+TzvFCJRZKYzJyi447XWlbPcGHSGEgVTo7Ev54jnkPfAnacNYaasPW9KF6a/Bn/Hx59V5D45XUhikZ1jUOFSmUsFbMgw4HrTSmiKhHj+V+ZTAZPki5k+/Gz3d1pTKtXDX9cZOPp71605bmweTInzKEpyBiMRWb17qSQspcP33JTIruPK76UgkIynlQXV7QFKZPas0RdmFFk5VK3zWZ6cC8Wq0QWWZ+eSqhALRHPRSAil3PT1Ixsoaann3BmOUOupAfLA8/HG2QK2630FTQUsp5tPamr9iSk9y37HRaXtirr3/vMW6v0BvJGPv/jeMv7xt0/9Tuvf78Xe8X1/x/f928Hf2wDWAZT+hh/5MwD/ve/7ru/7jwFsQm0AfwJg0/f9z33fHwD474Pv/UqOG5sH0lZ+8qASLGqKTfDTjQp+87SG659uTw1ciVtzSEvc7uPPKiJ+enrQw7sXS4haAVtjp4UHu6oimM8oeITdg94qc8FXuF9MoJLNahfVYLAHAI3eENWOg/vPWxh444D+OEIxbUsFdDwfk2Ehq6WLizks5lQ3czyn2CjkIB/GTUdjNVfgbKLScoUTruPHnYE3JRgajKcLhLXnSrR183ENKVvx+gfeGAgocb6v/v94LobOwMPKvKrUvlkKOp2F1BS+f24urZg4ZgiN3lDESANvLAwhirLOzqWkg2O1v1xMoj8Y4eqpvOC7rFA5fFTdU1SG1qeLCYH0yJxo9gYiuCP8pTNxyO9nZVoKOphmMFh8Hiw4ejfAe6CYtnGmOHnvvKb8Ux/CUkC3Mp8SmGcu+Awr8ynBnInZc9jK60yyglTswSwnFajBuWjzOSH2TIiLkJ+uaWBXTMhJr84J8VG38P6tbWTjkSlxnh0J4fxCGlFLcfQJq3EG0Rmo5+7pQQ+RsIHHB12BRApJpamptl3hrysoJY27Ww2YYYgQz/cVXbmQsoUF5PvqvHK28PhAdeX83IR9MzETd7eb6A083HxSkw6QHXApG0ejN8TZuRRK2Tg6Ay+w8vCRtCKB7iSEXzzaR7Wt7jEym66eysvmxAKhkLRRSEZhGGrDChsG3l6dQyMQmP2hjy+F6RuGcRLAJQA3gy/9R4Zh/GvDMP65YRi54GslANvajz0LvvZFX/9KjqzGUiFLodEdoNkfSFXDVpoD1yLxyOhEKGIYwHIhgXJT+ero7fedrYZglxQkRc0Q7u+0sLGneO5s2ZYLCTR6Q+GjW6YhlQQVhMS/CWcQ218uJFBpu4J3HqYEvh+0ym3Hw0FngGZvIINFwjjEjpu9AQ46A4RCwHJRMSWqbaX8PTWbkE1ov+1grdxSDIegPS0kFSzm+8C/+mwXv35cQ7neVzdy0xFIhC0zDzJzSOerC/7alsHV6rGMUinmYi8okK+eyuPjzypYPZbBa8szMAxgY68tODAhilJObYYDzw9gHLXhtF1PRDmnC2pj4ND6UWUytCTUxM0agAxNdbglFTUFc+VMRi3QbSzNxFHtKC3C+7e2RSzGDQYAPrhTxt3tuuDaXFQ5++EGxIWa55abJhfv/baDD+/tivCJBQqZM7qYSd9AqD5/GX1RL3RStlqIP9/vKnuA/kAWx9PFBKqBGE3fFOxICF3Hg28o2iIHtiQXPKoopS9JCcvFpPw777kbj/bRHXgCTZJNVm27CIeB0djH9VvBcxRW+oxSLo5MTInGWCBwgScWDyhYjh2zPidZLqjP03aGaDkeQgbgw5fh+4VSBsdzMSm0WBhk4xFZTziYz8dtlHIxxCMKyvrZg6qw27JxC6slVbQQ0uNmuXosIwymgTf+SvB84Ess+oZhJAH8DwD+Y9/3WwD+SwCnAVwEsAPg//aHeEOGYfwTwzBuGYZxq1qt/s6v0+gNhf1RTNsYjYDTxRR2mi5yAUTBqpzcYdLV2s5EWev7iqJ2Mh9H3DbxT7+3LCyDYspGNBJGLh7BfsfF3e06bm81cGlJYbiN3nDq9bPxCO7vtNDsD9HoD2Vwd+lEFnHbxGyw+BBz5yL9yUZVJP/6cI8DXj5s+x0lsvnrf72Dj9f38MmDiiykxI51mubxgI1TykZFsah/5lIuJuwncvRL2bhQGjMxU4aarL7JN+dCyuqKD81kAVKLRdv1UG70cP3TbQxHI6zvtGR4S0Worht476MNNLoDsT0g4wZQ6uFSNopHVTU3WCs3sbHXwmalLe+JMw13NJYFhQsEN2kd1+a5ehmXHFDdTjQSQiZu4a2VOey1HMwH1Xi1PWHL6KpQYs1UgXLR0VXc9Lgp1/tAINwivs7hvlK/vlig/GR9b2qOsl1Tnet3zxVQbjqi22BXd1ilbBhqUf/J+h6qHQfVAL7RF9RHlS4uL6pzoLoHpXm587SBi4tZJAJ212vLM7Kx6RU/6a4XShk55794tA8zbKDScvGd5VnELRPXrixiNhXFaknNHVp9VdhYIWPqPWXjEQxHPk7MxF9gL7kj1X02+wO899EGkpY59b18b5eWsohGTCzm4phL20hYERm+rz2fzBz0Lp4QDymlDyttmRNdPZWf0q5QJ7B6LIONvbbQZystF2vPG0In53P2VVkt/50UuYZhRAD8NYAf+77/3kv+/SSAv/Z9/4JhGP8ZAPi+/38K/u3HAH4UfOuPfN//fvD1qe972fH7YPr//BePxeTs9eVZcdTsuR4ywQ2iu1jq2CHNpQQvDsy1Xqa6JfZKp8aQYaDadtEdeDhbTKLcdESZaRiAHVZzA6p0w4GiVcfbX8B1A0498W9+psNuoXTrtM0QvLEvCl5W6awo1HmHqkizCten+naC96vPTEMzOme+c0E5Kf43Nx4rufy54tR8hG6Qh1WV5UYPdlhJ2RfzMbGYgA9x/6x3hy+oSzerXfn8pwtJHM/HAoO6NB5W2ohHTBmyy3kIvt8yQ/DGYyStCN69VJpyLCWMpmO0h62M9zvqXFB9qpuh1XtDOEMPtd4AZiiEYiqK47mYMmZ7UhMVJpWmpJ3y/tnvuDIDqHUVhvsyNS+LB5rE/bbcFCUz8f7lYlLwZhiQayo4/kIaw9FYFOg0CNT/n/bENFpTcI8yxrPChpiQ8Vp/8qAiz0okHMLNxwc4V0yhOxi94Bypn9cP7pRhhoGtgx6WZhI4N58SF9oP7pQRDkNU0rwmry3PiH2EMxwhFTXRdjwpuOq9oczedIfWSyfURhuNhFDrDrDTdPD983MvOKfq8xnO1nTVum4wxzkAZw98PwfdAd69WJpy7h14Y5lFnMjH8dtyE3PpKCLh0JRDq4JIDwTr1y20f9fj98L0DcMwAPzXANb1BT8Y8PL4nwO4F/z9XwL49w3DsA3DOAXgDIBfQw1uzxiGccowDAvAvx9871dyNHpDaUFJD3znwjzySXVDsEoGIO3lmaJiJew2HdwrN1HKxhVLoO5ItUVcklUKvVbCIQNzaYXLdQeewsx32yhlFRUzaoZQaU2q4O8sz2I0VpUKKXZWUJ0RIiKc87DaQT5hYX23NdVmk2dPWipphHYkjJMzivaoV7iHFbIUfNlmSHx5WJVywS/loiK8IUTV6A2xmItjKR8XRhEx6sOVsGJSNAQqOl1MCNZPAZU39jGTsLFcTGK73sd+xxV6rG2GUG4qVka14wpkUW70kbYnbCxCRMdzSvA2m1Rq02/MJkUHwE7mXrkZqH4VJdUOT1hEpO7dfz7hch/WF/DPgefDDIWw21QL5H7HxfpuGwsZNVTWDctYIarKWrHB2OJnYhGcP5YWqKWQtAUjp+cMZzO65w+/ruPN5xfSyMYjsM0Qbj6uiWCJMAefh8OsoP1OMN/YasAwJirv1VIaqVgEpqHuZ9IjR2MfM4HbZ9vxcPVkHjstB5eXFDX08/0ONvZacl7ZjVhmCJmYhUxciRoJabJCrneHODuXFEXuftvBjc0DNHrDoPPpodEfyJyH14LeV9RAsBvhzCqj0ZLZ0VE8p6uDKWikBqU38HB7uyH3Dn2fOHsYeAHdNWTIPIRw0lq5he16T3x13jhbwF7LweliYooiWm70cfVkHm1HdcQAcP95C+99tIFfff73w9N/HcB/AODNQ/TM/4thGL81DONfA/gegP8tAPi+vwbgOoD7AD4E8Be+74983/cA/EcAfgw1DL4efO9XchDTL2Wj8sDdKzfFYEo5R4ZFdMIbgFXKfsdFudFThm2l9BTnnjeTTr0rpBQHGADCIVWtfLOkBDwL6ahIw3nBuRhzkaSqkUKoSwFl8rXTs4hHTGRi09ghb/iZhIWxPw0VlLIKzmm73tSDrgu/2Mbz5/Wb8FmjLws+Fa2XTqiOgVYWHB5y88zGI3hteQazqajw1ymGuvm4hoQVBqAWMC5m5HxfPZlXD1zwvkdjH2PfnzKq0l0tdaHaXDoq5nj3yk1xSh37Ppbyila39rwpdNSNvTbu77TQ6A6wWekgZk0Mzjg34ObV7A+nPqOuHt3YU51Euz8UF1O6Nu40lUMnf69+zokjV1pqEbx6Ki8CNeLfXIhlcBrAeSvzKTjeGF3XQ707kMG2jjfzGPs+zLAhA+1qx526r3RI881XiiikbFnAGr2hQGvKzGyInZaDVNSUcA9Snvm7h2NfZkSq6AnBG0E+N4DAVHCM+UwUb55T9gZccDkQzcctEeRxyE4M/ZONKnIJJcrSoRnCh4DSQNBDyzZDcEdqAadRHXUhgKLjkvRACOpnD6oYjkZ476ONqc2C4rn9jis07V5AGhiOfGQTE4oxqayXl7Jo95VXTyFpC15f1gR7vJdXS1n88O2zYrfBzfKrEGd9rQ3X9tsObm9Pt8qWGRJ4gJTJ29sq6GA+ExXPcB0WOkxTAyAwDNtXmkLpHvfKv11BLqcLSVimMeU3L5RAzd+f1DHSQw9TLXVDNJ0+emY+9YJplzsaY63cghlWUvh3L5VeMJ1T4pnp308f/sP0VZ4T3Sdf/12kPL5/S6mhJewkgFtInzxdTOCXm/voOiNcXFJOhwzneOfCvEAHuqnXYi4mtL/DSU3vfbQhhnPsHh5WO4hHlKVurace3lfm0wEMpnIE0lETrb6H76/OyfvSve0JGbws2IRQoW/4GI0hC8NhCms0cGfk33/xaB/xiLJnLuViQm8l/ZTwmg6p6ZTfxXwMD3ancw8OJ5X9clOxRlRVHQlgvJf7//N3ElKMmiH8eG0XqVgE7f4QbweDal7Dt1bmBOLRaZCHQ2YYEMLPwrCRCTQTkueFFOdqIFgKGeprhNcmBn1qFvTdcwU8qqjrxfMHTKiipCADkNASGsYx3EQP+snELaHqrpUbAa1yRhhCU5Tu4HORqg0EkO1WQ4JYSKN+/9a2QGA/eHVxKvjmZQaIehYBoESjP3j1yE//73y8tjwDJ4AQjmdjOJ6LY/VYRrxfynWlrKVyFcAU20Cf/pO+xkW00RsGFD3Fxik3enJjzCZt/PDts2KaRb9+w4AML8mOEGVwQLNkNUGv8qe13pRNM2X9rOB/W27i8mIWUcsU6qnjjUV4xAoY8EVYRLEOTecuB8MrnY6YC2h2utUuOxRW9VlNIXl7q4FPn9Tw8fqeaCMa/YGoZdvuCN8sZaRafVTpIm1HsJBRCxGhCqp8CTHVNYjO8SZYPK/JjU2VjpaKmrj5pIZEJAwEtg+vnsjj3UslDLwxsrEIRiN1fdUm3EIpE8Wx7CQ3gSwcncUC4IUKn/dEKmpip+UgH7dliH2v3FR+SiMfdmA1/ItH++gNPBlw07aZkIxpGNhrObgebJS8JoTUUlElDCIN8uFeGy1nKPerDkmRYUQ2VjQSxmIuBvgqN4KML/r/k8r8eL+LvZYjA+9SLg5vrESId542piBGne5c7UzYNuwi37kwL4NXUoPJnFEiRG9KCa2z3qodF+GQmonZkdALBn1tZ4Q//843UEiq63Vnq4GDjoMHey1lAx4IJB/utXHQHaAdeCQRXrwTeO3o5/Yn63tCECBOf6aoRGirxzLYrvVhR0LSnV86oc4hjfIqLVdID1wjSKMmtAdgigpMgR2tQ8gc22s5GI196Xq3a5PO7Q95fG0X/T/9xoySXAewDM3WTheDgIrkJEyFBktU7PHBISSg2+nqcMz6TgtmyMBuU7Wjw5GPlK1aYN+H4tP7EKHIXFphvWxdSRE76AykctIVnvTjIN2P1gF6GAS9cTi3qLZdHHRd3H/eUnOJXAw7TVc2JbJijMDTRIc2AEhoCrnFrHz5oJBF8+G9XSwEQqti2kY6SCji0HIUpFvdfFwTfYOu8PTGPvJJC8WUsop4ctCVxY8BJGIBEPjJc/h662kNH9wpT1ETBVMOvpcb6NVTebz5yjx+9GerU9qFbDDsA1SBcP5YGov5mBil6bi3rnMgja5c7+P75+dwaWnim7NZ6chCMPZ9jMa+QHMAcDwXQ8hQsNiFUgY/fPsszi2kEA4Z6LoeGv2B8MyLKWUadvNxTawnlGbBl3mKYUBmOvyd+qYhnknBwk+Gjk5lBiaUQTLKsvEIrp6awWI+jt7QQ62raM46xKg7xuphLuePqao7aZlCDSZz5sN7u0Ij1o3fDjPUyHTi9Wd3sZiPTT/kPpCwImj1VTxiIWnDN3yU633FxAnStdZ32jLvoButvplQr8JuNBIO4Ydvn1WYvuvhl5v7Qpl9VFGsua1aD9v1HgwDas4SzIdYkOh03bWysnqQZyHA90nZZkFByJRsotPFxJH3zpc9lJXBhJvMAYsz9LBV64kDHml/H97bFarbaOxjr+XIgJKiGWLWrF5b7hBbtZ6It24+rkn1pT8Ul05ksReEgACQeQPN2Naeq+Hixl5bswawpOsYaBV8IaWopeFwCOePpaeEPdWOsl4ww+phbjseFtJRwe3vPG2gN1CLs54ipVsezKXtaW5xYPXAh5FDwSc11TI/3u9K6hYdRllBW2YIT2tdDEYjkeOTNnpxMSewgmxKYUNsBDJxC+9cmMdmtStGZHeeNmSASxocDGAwmmDKz+o9SSujre395y3RLtBjiNTJ929t472PNmSQzvOpz3H0IBE7EhKcfXqzpoeNEfD7PRTTNubS6vcxUOfykkpPurF5gB+8uoiLizmcnUui3h3KNQdUZ3iumFI5CSm1SFqmIfcuHTTHvi+0Sm4aHAZTe0LX2PVdNWNa323LPOE/fO0UvnUijxP5hFwLUnPTtrIUPjmTwHwmipMzCfndXJxy8YhoD65/uo24FcbNJ8r6eDDyg0KpLelrLDjYLSuGUUoG1O5IdXUSVxgUSmeKEy3Fh/d2celEFsV0FFdO5mX2kbAiuLg42TTuPFVDWM476Earu72+tTL3Qkrejc0DhenHI4gHnbDukrmUjyNtK7M7po/RV4hZ2LtN5cHF56aYniSmbdf7WMzHRASaiVu4uJhT5yoojB5Vul9JiMrXetFvHHKU5MOQikawlI/j4mIO164sikArFQ1L5cwKnIuN7m1OBd76bgtj30cmZopalVzdw6Zt+qI9SV6amIRRIMZUKw70mMTjBzDVs3pfRByEEHSBzNWTeXxjNglvBDGe4saUtEzAAAADhgGpbCk0Y7RkfzBGPm7h5uOabIj7wSCQrpWM7xuNfWSiE49xAFM86UwsghP5BKxw+IXqptlTlTbj5OYzUSwXU3JuntU1I7InKt0LhorAU+Etk6E3DcoOK2erbVcWCYqZ+CCRcaULeHSYgpsiGRv3yhPTLZ3NlA1YVFbYkM+gTNGU1YWu+NZ9WAgrZOMR6UAIofk+Jht74G9Tabmo94bIRCMSJUlB3tWT+cD7yJ8Sj+naE8JbD4LBMjsXDpw5BK22XaHf5pMWrpzM4y/eVPoU+idRNyCEgmADFZZOUMVbYbUJKVJDS6yyJ4K2lkA3/JxUvNJHaLmgGF+6hoKLop5RQIZeNmGJCpwRl7wvyATSmT8sDOhJRH0Cu3cOjfWBPqMfCfdcXpyw1nRfnoKW/jWbnCR6UTdDoSFhV+Y4E1L9KlS5X+tF/7XlGeEr66EP85koQoYhPurbNSVgYnB4KTBGox2ybkdL6AaAtLzeCLh6UlXnb5wrvhAVSFk8sdQLpYzMGyIhQwmkctEppgLhlnAY+Hy/I5gw4ZXtWh/17gC1QKjEPNv13Ymo6GX0ysuLWcQtJQSzA4OyxVxMpPWrxzJYLSn7A8sM4YM7Zfz6cU3oizwfgNrgcvEIvLEv1TDZIKRystK1zIl/OdOGfrK+J9itbnRF9pAdCU0FaBDqubiYw6WlnIItABF86apWLso0UJMcg6iJv/r557AjIRRSari/H8wMuOgAQcEQbNpkbOjCM3YB2XgE98pNdF0PLXc4pXIlLMY5EKC6T3ZNXNB0f3ffn/jW00iNEGN3oIy8dgIISe8ceI/plFmGw7iBMpnxgBTpNXsD/OhfruH/96CKB3stua8Yn3h5KSvOlHzvAituT2+QIcPAQQADvflKEdmEJd0qIUN2GLSBGI59nC4kJVOC7CougLq/Pg+KzR4fdKczClrKyuSTBxXB4attVzztGWV4d7suz5c+o6Gp2s8eVDGXtjXc3xS4U6fsvnuphBP5yeBff6+Ehb91Iv+CuIv3MTeQpGVK3CSFcuVGXza1oxCV3+FgkMpC4LeyeiyDH7y6KP7c1z/dRm8wVO6JAU2RF1JfREjpZKJVyDCQi1sYjaDFpplSSZK/r9sFUAVJqie9UZTYZhL2QSiq0nLR6nvIBpgwK3Ji683Appkc8Y/u7aLSUilMul0tnTSdgHPMEAv9Adbxet9HULEmEQ4DztBDJXiAeLMSvx6MfPkcry3PSOdE6wceqagpmwbnE1wUOYBUwSRD2QTvbDVk3vK9V4ovyOB/9qCKmBUSxSk3vWrbhRk2cHurgQslNYyzwoYaaNb7U4vxg922+P6z6uIicHigywWNKmVmqxqG2vzb/ZFc33cuzKPtjqZouaVsVDYFwoS3txq49XSyqbLSb/SG6LhD1Hsu7pXVYny2mETIAC4uZoSCSX+hbDwiFGNSZpu9Aa5/ui15r+I731KU0ptPajjoOBiMx9qg2xQhoL7hsUKmnQV8iA34+WNpZV0dKNF1ryrCnCvzk4zjm09qYj+uaxgYGG6HQ/KZFwNPei7szOAVS+yAH08rb272ei4vXVuZ4sUqmhX+hVJGChaF6YenNubD96lurdxzlT8PAOnG9loOfhoUbWvPmzLwflhRlHC9yxDYOQgtavYHgK/gyhdmGH+g42u96NN0DQC6Q9U+s6Uejcb4ZKMKyzSQiVmiXqV7Ia1913fbYrELQBKtXG88tZDprShvXrJtaBeg48C0u31rZQ7ZeEQqHS6Yt7ca4ocTtyJo9AZ4ctCFOxyJJe6Vk3kVERi8x/lsFJ4/ls+/9rwplfRs0lYim5CBD+/t4l65qTjlLUXj4/BvrdwSszTDUHqDuXQU+biFdy+VNGGS+j2FpC2sifdvbeNPvzEjXc2jageNnsI5246aozjDEdzhxEhOF47pDxkFcVxYaHCly+C/e66AvSD28v5OSzZV8qsLKRvXb22j0nZw91kTl04o+IrDvMtLWbQCGK/SciU0noNZvXvRvWZWj2UkMpNc9nzCEvsMuo+ys3SDRK9yw5mKoWTyWtqOyPsAIOc3E4ug2fdw/3kLqagppnLlhoNLARSXiUWwmFfJazRO02GKjb2WbIDlhpp1fPdcQc59wjZhGiFcPZUHMC0E062mqc+g4Z1uLfLeRxsS38niQTfnY0LcbMLC7e3GFPSjwyb7HVeG+PrfeR2KaVt86q+eCuCskY/TxQSycUusD9jZ0EiNA3/JsghsqattF795WsMnD9QCzc2YqnN39OJ9Sh98QDGPms4QZmClQPEZoNTuevdQykXFm0rPluAMY7WURikbFU3Lo2oHlhk6GuR+2SMbj+CjQLpdSNpwPEW5TNlhPDnoIR+3gpi96ZuFP0uWA3FKXbWoq3AJA+jV0WG2ja7+JfuFVRWHybrz4vljabjDMSqBoGvgKey81fdE7WoYk4e0mLYxk7CRtCIvtKupqBosh0PGVGdAv/7DgpI7Ww2JhUxYpuR36lUOh83fe6UobpiVlisYtY7ZKlpoGEv5OMa+LwuTzC2C9C79ISOPncwrPWBD98c/XVBWF6WsMlvTPfINAzBDBkZjFe1YSE6EXHzASe1khUqWF0Mvyg0VaPGLh/swQwoK+vDeLhq9af+fShCdx39nUZG0TKHbAgqK0qmW4SBQ/UQ+IUEnTFV6ZT6NKyfzQTHi4fxCGsezMXQHKh9Xhwb2O64Ii9bKLfzi4T4sM4S9lgtv5Iu7J51Qj+di+N4rRRRTMbx9YU5yjelLxC6VnRLPCztdUmyV06rSokiwytMGrHBINjHCo6lYBDMJS6CfbGAmeOtJHb1gbsIOyvchBQBnD0qd7MicZbvWR8xS3Ht2YYS5dHiVny0aMfH2hTn0vclzDgCP97tTi7/u6cQOnjOSQtIWN9ULpQxOziTQ7A/xtNYNNp/AAygfl+6QXlOblfZUupwOa/o+UG46uHpKsdCO4J3f4fjV5we4fmsb3niM7sCDYUDMx8pNB3FbcboHY3+KCx81FeTz4b1doVjyhtJVi5Eg6vDalUUZ7D496GG5kMDj/S7uPG3grZU5ON7E2KuQmnb+42BLpyByaAwEWPNwhI/u7eHqqTzOLaRw/lgazxr9ACceSFgIMIkUfFrr4oM7ZRkGlhvKpbGQsvH2hTlRj7JS1jcRXY3LBVsPr359eVY9kIHJ1of3dnGhlJEBYLXjCDZJlSY59iFjsulQ0SgZrrGIuIrS9O2wK+RmpYPjmipXV+e2HU/omm1XXY9GT3nanJpNTGGr1c70QFePkyT8xGHrg9026t1BIEgzBOe9GYTTHx5c8lrrUEZv4OHuVnMKZ2cYCyEIwwA+WlNh71wU2G09a/SlE9ysdpGJKfbSzSc19FxPRX8GauCHlQ5ikRB67ghJ28RMwn5hwL5d6wuFUqch8t/XnrdQC6yaaWdy95myJLh+a1sWcTsSwlq5JVoUKoRXS2npgvl7OfxsB7RequFvbzeQjploBtoDQnjVjisOo8/qPbx/a1s2pdlUVGjPey13agDe7A1wd7uOD+6UX4gntM2QOLLSFoWMJF473TKC11IPay+kbHhj9XworYKLdMxE2o5MmRY+rfUE3qLpmlCxTUMKHZI+qAXKxFRaG+ccX8XxtV30b2wewAwZsMwwZhJK9bZcSEjFdLaYRK2rWA9ciFnF399R7TQplnpikh8oPm8+PsDQm8i1AQh8Ew4Z6A48yd9kxapbAz9rTKrUtJbEZZnqQXqw18Lj/a4KXs5EpzJEKwFmfXdbibNcbzyJFAwojWZYtZhcxHmTE5tM2abAS7Mp1Xrq3jsUwrDd1S2A2cnc3W6i2lb5stW2K0Ic5gNU2q5I3Yn7npyJiy8NqxgyUGjl8LDSxpODruoqqh1xhaQP/uE5C60A3JGCVu4/V7OBem+IcBBzuPa8Od39BBsWnQ91t0c6W5ayUbScIXaaDpbycXhjH4WUPeWVojavIer9IebSUfE7emtlDu5IWSbAhyxW/MzP6n0FfQU23IB6GOv9AbrBYkCaIhdYLtLeOFCtBjGA5xfSokG4emoGe20XSzNx1LoDYZ5Q8HfzcW2qC735ZKKj4KZnhgw0gwze15ZnUEhGgwVJ2Qno1uLkvzveWLQtq8cyQpbQtQ50LC3lYrj5uIaYFQJ8IBWNIBGwvaJmSJxf+axGg2eCxRAhNXZ67mg8tWnTF+hw7i6rasnOCIbCZC2xm9Xts581+lK4GMZkcW47I4TDKtO51feEzABAOgKuF3SXFcuGuDVV6NAG4tqVRbF10Ykjf+jja7voZwNWySvzafzoz1ZxoZQRWOZCwM/97rmCtI5sWQEgFlGqTVbqAIR3u99xgzAE9XCloqZkoL5xTg0bFY0zIhGEDEz58N4u3tcqJVap+UAoxKorFQuj2R8iF1ezhnzSkkHdxp66oegJQurmLzf34XgeugMP+aQFb4QpnxV6/5ghA/UgwJoQBjAJkliZT8lCTzoiDco4LK20gpi9Y2l4geqSnObzC2nMJm00+gN0XQ83Hu3jWV1ZJ+sVcKM3xI3Ng6DtDotWgTd5Jqqun+8rHxnLNILEragMa3U4JRpgqR/e20UpF0XcMnFqNiGahWp7ArHpNN4f399DpaW6k6lg7iCYJR4xsTQTk5g+KlxZiRmGEjWlY6bQbfVZ0LfPzIolN6X+PBd3txswDUNcHYsZG6Zh4DsBbXH1WGZKwZmyA/57Qg18yYyiHcXxXAzDgEXSH04H6OhVJjnqm9WudCgsbJyhh5ajePkXShnx2vneK0WB83Rrcd5XhgHRttCs0DAg8wSdGEGDtq1aH2bYwGA0xruXSphNMijGlkE/F2hSIy0zJOwr3Tpa37QPFxF6wUK76/PH0ijXlZUG3+/L7LN1BXPSMiVn4HguhpmEjXxSPaMkM9BHiOeLG8XhLpasIh2+uf+8JZ0+YdQjeOdLHPfKTXk4bmweqP8PpvdUBhaSUXkQuRCXcipuby6t8lgBVW1R/AJAnPHeWpkTWAGYiLtO5BOIWyb8gHYIKCwyZYdfkK1fKGVkkekMPBzPxbCUT+AbsypI4dIJRZvjAJkKYnqWAIo1EI+Y8MZKM1BI2Simbdx52hCNgDhajnx4IwibiewMPROY54/89r2Wgwe7yqhMYdtqofjeK0XZlFjFMHhjNAa+szydBqWbsTV7A9zZquODu+WpXABW495YwTKnZlXrzfi5vZYzJePn4JBpSaqbU974vk+WlS2VIDCBjeq9IRbSUYx8X6pasq4IAyhRnSsdH6X4ZGk0egMkrQhmEvYLLC3i59GIggzfv7UtqWjPGn3ErTAQhI2obN0I/r1/cEyyFCgwqwfZEBwo8nMTo+dGIhAYU6a2G3AGauPlBnFmLjXFHjkzn5LEN8MAxsGw0TDokKqID3wvuonclDgsYHfpYeOVlgsfarPhcHl9ty0Onnr3oGcu9IdjrCykxXl2taTmMVQTz2lK8U82qhiNxiodKxiychNZe94UmxS9YGHHUEyrTonFmT5Y/fPvfEMKKl7PwzMC5jTrCmLalBAW4+/jIJwDabKKAOUdRciRnX6tp7Q5X4Wn/td20ae0vNJSKVD3d1oyvR96I8F0dU8MikSunspjT7Oe3dhrwworlSUrz5mEhc5A5ctu1/u4v6NCjz/ZqEpsnWEo5W0sokRFG5WOhEQcz6sKhYOwnz2oiqvi4ZvJMCBMBj2i7uxcSirYEzNxJO0IcnFlBsUWl7OKWLCwXz2VRyFl48lBT4a4yuBthA/ulF/ANYnFNvtDXF7MImEpOwD6FOmUuDdfKQodj6IcOlKy9ecAd323LeeRC5AuTGLlNxukdTFMgw8jqZzXrizKYDJlm2LK1ugNMfZ9pKMRxbQKOhkAsoASKmEIzvVPt2EYiqnFtnvgTXPF2Y2RIsi0pIuLOdwrNyUVjZoHxlM+2Gsp/5cgFc0ZjlUXYEWmjNp09anuqTMI5iKGoapEwjbKr90R9hLphezqxj5kFsLjl5sTV1n6y0RNxWvfaTgIa7AMGWm8Hx7uqWEks31JB6axmh42XkjZYsdRaU1gNbKXvvdKcYrL/smDCjb22ui63oRa+7QhG3ImbuGNswX0h5MIzjfOFrCjFQLsMImVS8HyfPrcUwMSDhl4ctDFxm5bKKSkoTKm8XBoEf8kwcAdjYXx9+YrRemQD/vr3Curz82OIRuP4Pqn26i0HHx0b++FTl/Pv/hDHl/bRf8Hryo71WLaxs839yWs+O0LcwLL/NXPP8fa88YU1LGYjyETs4RDzZs7FZ14t8+lozK43G2qZKFLS9M2CzqU8LDaQSISRs9V/Gbd61tZ106rMUnp5KJJ/FL/nsNiqKe1HmYS6v1dKGWwVethq9aTSljF7KlQjXrPxUI2KkNcZzihn+oLry5EYZTiiZk4hiNfMHnS+bhx6olGrI4AoNYd4NMnNWFB6KpnXVClMyX01vj8sTSe1XuiIzj8cOoKUVpahAzlLqpXabNBHikfUuLMhCao/NRNs47nlQrVMkOCgWfj1hQO/KzeE4dE0gg/vLer4im7A2FdkR3D2QG7gFTUxN0t5fXycLc9ZfPMoe71W9tY32nCGY6mxIaPKl2UslExm1PRkVHsNBy03KFw+eky+6jaEWEbNxvaLL99YQ5FbTZBGAjAFEzEtDZnqDZgvdqlgO14wDNnJOdCOoq7z5r49eOaikYMFv9PHigTt8f7XTT7Q+XJE3wWRgsyEpQsMxY8+vykkLKlw2S3wkKvlItOnXvOI5zhWHyj2HEIDdUOTw1nD+cpsOL3fUheMe+dtefNwJPHkUHy/R3VAempW/d3WugOVKDSzcc1OEMPYx/4xmwSP3h18StZG7+21sq/+vwA7320ITavZshAyx3iRD4haUa0bJ1L26qyDyyPaR38m6dKdMFKxjJDWC4mxU75zlYdtZ4rST9JS1EwnYGHEXy0+h4StolSEKqxspAS6EG3tNXThXQr3pfZHANqIewNRmLfqtvSzqWjOJ6Lv/S9DzwFX5XryiSt0Rtg4CmZ+dODHixTbYylQBVYTE0sZF9m21zKxuU9f7JRVf4pdQerpTSSlimpTdl4RFk8hwycnVdceFrMvvlK8aVWzZylMGHKMIAHO200HZVcFY2YUwlYuiWybosNBKIjWz1UxbSNN86paoyuirl4BE8PevJvpGwyOPz+cyWsarsj2GZIzrNhALtNR1KTdEvs35ab4jCqWwBfuzJtsctQHG8MdF0P4ZCBdt/D2xfmUEhGhfPP9Ke9loPx2MfFpdxU4tlaWWHQ+nu+vJSVASSN8CotFzErJPf7y+yduSTw/tNtgLmY8p67vJTFdr0PlzGYAcWxXO+L1fBmVRU4n2xUkY9bYkfNVLY7TxuYCaw1Cikb9wMhm/6srJVbuHQiK5RX2i5fOpFFIal8hfQkNGBioz4XGAO+tTInmho9CUu3Lef1qXYcOS+0FtfT9XgOaK98ppiasi3/5eY+3ADaO56NTT0flmlgMPJRTNk4no2JLbNpqAH6Uj4ultC/a4LWH6W18o3NA2HjFNM2vLGP15dnxaNFqSqV2VIkHMbKQhqVtjuloCUPH0BgHjWxQWV26GikKgsAckMNxr5kyBZTtpg6ZePKE+ReuSkWCFRKcph8e0tZBTA5i/YBpcB3hzAFoSkKcvTwCD3kxPeVlUOtp3y9s3EL54+pYWsqGoEZNpRF81I2SIIycHdrEryu2yPc3p54x9Cy9v5OC794tA8rHBJaIimdHNrR2iEfUPh0i9kP7pZxZ6susnsKePY77pS8/uFeGztNR3VsQdQlK3pyxqe4/4F9BPn0FEKNxr5cPyoz2c0UUvYUx/7hbnsSYu+qBegv3lzGt07k1QIZKCjJaGFXRQxez6O9vJgV/F3//AedAfIJZc/87TOzGHhjXFzM4M5WQ4zjiA3nExZWggD4cr0vmx4N7qhDiQY4OLMfAHX9P9/vBPGGYUnc4ryn2R8KLr4XqLqFpaPBIjoThoykYtoWMRitq8nqYWVNtlooZGA0woTTr6mu/+LNZVy7sohiysbdLQV70krbDBkC9RDepCaAtg00OATUgkwrZXbgOh2X16rteihllc3EXsvB+7e28dryjJwXOzLpIL+IDcTukGSLX27uoxow3Aqp6eF0Ma2eu5mEstd2R4oQce3VReQS6vmgEeRXFaLytV30eRNYYSXOKaRs8eHWYRHi8uV6X3jexGYB4HguLpUPH+5oZPIgF9M2bm818OuAt71Z7eLqyTwMGGj2PTS6AyXVflyTG5be3Gy79WHy+WMTzvlhHnrKDgsUtfa8ibvbdXx0bxfDYJDF11973pShdLUzsXLwfQgUst9xBasnFdIyQ8jEIy8IdPi6xZSyHyim7Ill7WIW8YCGV8pFsVntYrPSQW/godxw8M6F+UDMNHzBqOtprSdWAxSmUcADqIW71lOuoQPPx/dXVRQkr4NOM9XnG76vNulMLCLURAqhtus9OIG4SZfX8/XoHpqPW2g4QzT7Q5TrEyUt2/gJS0iFZ9OzRvfc6boejudjcj7Xyi2slRuyOHKzpQfQs1ofs0kb5YYjwfIUXZWyUZn1EGrkpkezMcOAKGWJ1Td7SkjEe4B5D7MpNQ/hgnp3qzE1IKfP/evLs1+IadNUjzkVXNgICR2Oi3x9eRbRSBiXl7KodlylLwlU14RIrn+6LTTlct0R2CwTj0hVTb8fxxsDxiTpi9AS5160UuYcyBmq6668k6L42YMJkaHSckV0BUB8jJgnoBeDNHz74K4qLKhg533+qKq0EnSqXczH0B+M8d1zBRRStvgUpexpzUQxbePbZ9S5ojXEEXvnSxxidzv20ewNUe24MlWnvSoHYayUGIBAbJZDzWLaloGTqCsDUVSlpQZmmVhE2tH13TYygZPnYOwrqXbYkGEYLYuHhxTApINR4k82ACli5ebEQ6jSUpRFhc07U8M23X//8uLEyoGCFuK3714q4U9O5REJh/DG2QKWi0lhcuiUyP2OK2IvnbJJJg4terNxC5GwgXpvILmvjd4wiExUkIbu328F563Z96Ra0427ZpIWiklFvzyc98tDfwAf73cldKTtDOGN/Cna7WzSxmIujhH8KfybQ3UOgkuZKDLxiLCwlmZUGLvu2Hm6mEC57ogFwuliAuWmg+M5ZZc7k7CQiUZwJzBRAzDltcQkKHZNVhAiUuu5cLyRWD4AyuKh3HBe6EAPb3q+P1HbKoJAEC5jhZGwTJybT0/RMAEIppyIhqfUzJzZ6AXSyzDtuBUWMV5/MJ6iiR6Oi6Qg6fb2xBmVm9R+R1kibFY6OOgOkAvmU2RIDUfqJFIpS88jultybqPbZTBCEVDFzngMmVvx/AMQIkStO0QpF5WNfbPaFWX4s3pfbE22a0pRLtf4aSOwyggLM2yv5eK75wq4+biG3aYjVNmkZYpP0cS+pS3PFRX0jd4QP3z77FfC3vlaY/qMK+Og9c7WJBaxlI1P4XbE8hixeBjLy8QtiVz76N4eFjIq0PvSiSx+uaki8Jhzuva8ibtbDZRyUWTjllRhlZaKreNrMrTB8YIouSCSbmU+JdF/l06oAdmbrxSxsdfGs3pf8GZG6109lUcmbklsHrFsPQZPj2H8ovhFHSP/6N4uFrJReCOIsnI+Ew0WxzDa7kjmDqxIfvQv1uAMRxj5Pq6czAtGvFZuyfzkjbMF3N5SGG7bGSIaMafiEI/nYrAjatBWCLB8PeqS2DJnMm1nJPF4jf4A9e5QYhn1aENlZaHO2Vq5haWZmIL15tVwewp/D3Dh1WOZKbz8MA6sPpfqEldLaemI9FnCF517xuj5PmS2MJuwMIKP3YaDi4vZF2YInIU8rLRRysbVrOR5U16LUZ+paFh5FxmQedLUfRYNTwXf87rMphQ8GLfC2NhrK6HQ8gzuP1cB53p8Z9v1ZN4CKBiE5y1pqflJd+Dh22dmBXPnnInzEP19X/90G2YY8EaQWM9n9R72Wg4OOgO8e6mEjT013NfP+wtzhiAakvfFmaLabMyQIfoDPoeHnzH92gNqQ73xaB+blQ7m0jb6g7Gc03LDkahDw5hEJpIuvXpsOkaVn+FwnCQANLoDDMbTGP9qKf07RyUCf6SYPo2/Xl+eFTtTMkt8f+KtEwsw8fvPW3hW70kVYhj03QiLv3a17SqmRC4q7aY7HCMe0NRY2ZQbfXx/dQ7RiInXTs/i0pJqy0u5GG4+qYnF7MpCWlMAhydVYKCKNMOYai+vXVnEOxfmBZNktX7YLfAHry6Khw/dI3+5uY8nB11xBWSFGDVDAdwwcQh9VOni4lIW3hjB7EOxbNiq0jiMnQWpZ+GwYkt8+8y0OZ1aQFWb7Xhj9IYemr2hYPOGgcA9cRI+U8pG4QbZA6xiD4fSELpRaWEDhGGIelIPIk/ZihK7eiyDQspGOmbis522bLI6hZNQCk3ezhQnRnm6v4sOixBHZkeUtEyhfLKj5M+SQktIwzBUlOF3zxVwZj6Fc3NprJYyco5pBQ5MZiHsQAmJUaB0r9yUIPpSVqloswlLKKf3nyta8c3HNbjDEcyw0o/wnL22PCMd535HUUHf+2gDa8+bUxV+Jm6JcpS0QrJhKEKaSaoqmEEgeody7cqisKJIW750IgtvpO43sqFStomD7gBW2BBuve/jBfHUi5YcI7kvPv6sAiusOsqTMwk4wzFiloIYOVfQU7roUUSbEEB1WlsHfQXFJZV+p5SLiu100jKlKyDTirTN2eREU8OOh99L5S0hzdnkxMbiTPGrUeMCX+NF/1efH4gHR7OvJOjZhCVVBt0G9wJDs+ufbgu//FGli4e7bXQHQ9wNhkE6dYuOfkqBqyySb29NW6Mydk/HAhnr1x2OsFxMio9PKRuVh4+KSkU3hNwcwERkZgbcYlooqwpHiTskzi9Q7xICcL1papru5knnwilbYEcJgY5nY9jvDASasMPqlhkECzKpifsdF4ZvIBE14Q7HU9oCYr/nj6VxPKc24rht4tqrSn5eSCkfIHoE8ffrOon9jotoJCQLuq4q9X3g3YslRC01W7i/08LNxzX5eW6mHAp6Yx9zGVsWegaydwYe8gkLD6udKTFNITXtssmheyYekTkG4Tbaaey3HRE18Wd/ubmPT5/UUGk7uL2lhtWHW3/lzkpBX1+cGXUDMQb1kCrLDZMmemeCtC0eutJ0r+Xg6sk8bDOMs3NprJbSYpUBQJhLzPDVF0+dn85ni/g58xhIN1ZRiYZATUykI7xEa2zCcVxwdQuC9d222BXo4TikaTLt6oM7ZThDTwojZlRTa5CJWQIPpaImHlY6WFlIo5hWJoyL+QkJAFBwD+EtCsz0ofV3z6lQGsOYWHDrQixSMz+8tytDZ92z6nQxIb9n4kmkCrfXlmdEif1VpGYBX+NF/8bmgTyE5BYDmHIlpPdMIRmVVmvg+TILyMYslHJxSbhiyMPh1CSKdcywIQwWui7StIpmUdmEFbTVMcE02YpHtFATWhMUUkoezxtpvzMR0MwmbVmAqBq8/uk2fvQv1/BgRy2UXDQpRDo5k5AUpNdOKwZGNm5hNmnh9lZjKv6PFe5c2sZH9/bgDL0pzxKGhSwX1E1c6w1wppiUVpsCm5+s72Gt3BAHTuLOPJKWKZ0YgzCY6kWIZDT25XwSC60H6UrVjitMpztbytogHIbMLphhene7jv2OqyifpqJ8UlBzr6xgHPiQeDzOf8gEKWWjuP+8hfdvbWP1WGZqjsFBMTMHqBQVUVDgkZSORoRYUGm7aPaURxB9cXSDr0rApNmstBUePvRkaAtAQuuZx8DNMxKkbZH9pIfdf7OUkfhFYt66VQYZb4YxSX7TNRu6v004sLeY+NWEcf3TbVz/dFucVWnKdnu7IQUCF0ometEX6/F+d0qhvRKohcMhA87Qk7nSm68UxT6E6Vh0b2UsJjAZatPDHlBq7DPFJMrBvUUhHM8TX59K5JgVRr07xKnAlI336jsX5rF6LCMbjs5wKmXUkPjw4Hu/404lr+nMsWgkjLNzKTF7/KpSs4Cv8aLPaiMcMnDtyiK+dSIf4NdhsWKlLPy15Rn80+8ti5hrY68tSVh0NByN/anwE6ZcUZ4+8NT3siKgXJ5KVIatr5VbUywP2TAMBRWsLKTEI4iKyWf1PkqZqNwsJ2fiGIyUyvS9jzYEQqH7IA2zdI/4TNzCuxdLqn0OBlW6idxhRojuG98fjJGOmaj3hrBMQ9xB2RVwYVAdQxsP99rY2GujN1QMHkJWvJFpfasvANxoAYiuQGWoDkRNTd97DqMpwy9pzpvFlKLnhg1DnClJXax1BxiN/ZfmEpP5ErfV0JhUUtobqAAWRRl9sNuWroqY9mzSxsXFnGQOUCnKbFrmvuYTlmQJX1pSv49WE1ag0WAVy3to4CnlcioaEUiO6t6VeZUtezwXkwWJnjUbe9OhHUywUkpdX2T/+nmm/1SjNxRKK58JBuPQVpxqWx1uM8MTv51oJKRsO8KQDlp3vuQ5ASBum7pCm3RK0ospjuwNJlV2paWgvWbfm9pU2D1Q3KhHR/aHEzomuxiSHCgMJJNrK7Bgv/mkNnWvMpVOxTFGpEBS18NBPmHhaa03tVkCipLdG3hiCf2FG0NARf3V50eUzb/zsfa8KQNIVuQ6fkqLhOFIOWUCmMLBWU1S9t52PGn5dQ6v/nDRdA0AvjGbwHDki//OZqWDWneAcBjC8mDkW703FKrk6jFFA611B7j/vBXgtKZgkKVcVDJOKYTRIZSkpTx4crFJ3CHl4ryZ2XoCqsohfbPtDJVlcxDBuPa8KZh2y/EQNhRHnhj4a8szU11B25lYyDb7Q6TtiKRMvbUyB3eoPGV02ws9ZasY0NnoGzSXslWoRCSM/c4Al4NZCystyvIZqM0HmyrbqBkSKuvlpay4U0YjE4omdQ56BZcJXBBrPXdKvr9aSiOXsMTK40f/Yg37HSXlByCKTMJQb63MYX2nLTOC88fSArOwe7DNEN44p+wIlovJqSr2G7MJwbT17IZPNqqiMF0tZVFMKZbLTzem84R1kzA9U7bZH04Z/NHvnQZ9hxOjWBG/dnqicymkbNEG8HXeWplDLm6j5QzRHXgo5WJI2CYyMQuNvupmOgNPZm2AgpOa/SHgA2HDmFJo08Nnv6MW9nbg/EmXTaq2zZAhholUvz7e76I38CROkYeeG0HIllTVO08V+WKKyZWLwjd8MQ9kngPXArLNgEkRWUzbgA/5Gf3enElaSEcj4ufEDeHpQU8yF0hFPQpR+ZIHW2AOvT68tysL2KOKqky/e66ArQPltPfPPt6cwsEPUxvZfrFS5U2zeiyD+zst1LoT//Fqx8Ff/3YHPdebiovzxj7OzaWnWm8AODWbEKokq8dmfzh1M+fjViArV95A5aYj3UA+EcHNx5NKhPi2nuzFG59QENOm2JpfXspiMPLFspkYJVvet1cDef7JvHweXXru+xNfmhMzcSRsE7mEJXj4+m5bMOybj2tTQ83j2ZgsJrp4bq/t4kwxqUIlgg7oMLR2mMbJoTXnFaeLCTF7uxbEZEbChjzY3Ph1/UO5oVKWdhuOsv811IP4g1cXcWkpJ1YeZtjAQdedEtnpWcidgTe1QVIwSEuEruuh3h1MifNuPNqXxU7HtAspNTR8HFhO391qykbPe13XkxB2E1ogxXLuCKdmEzKjYZD46UJSbCEopMomLLlXucjq0ZYUvulmasW0osVmYqYwsOYzUZzIq25G73zXyhOaYykXldnRJFNawSRAMLMJYDdi5ewCWGDoQ91MNIJmfzK/Wiu30OwNBJbU07U+2agiYYUBqKJQt+1YLqaQsCL4ThCFOBr7qLRdKSgMA5hJWGhoMwrfV1BnMWmLAR43zpBhIK8N17mJdAceyg1FAd/vuDANJUY74ul/iePalcUpuIZsDmJ2xbQSa62W0oChZOuWGRK2y7OauiDELIkpMuiEwRY//ayCg44rvi1kBZlhQ4IhFvMxZOIWrgVeGvsBBl1M2yI957COpl8MHNeDyvlaA88HfOB4dlJJse1958K8PJw0w2IlvVZuCRTUdkdS2ZVyUfx4bQ8HHXcqJ5jGcWQpLeYVB5247n5bdQxUzXIxr/eGAiX5/mTeoOcO6BkGbIv1NhdQvkV7LRffDAK9i2l7Clr75AFtDIbKDGy3rbyQAh9/ujMyLeunn1VkOM8Hm0EyKwsT/PpMkSlL88qfKBDt/ek3ZvDa8gzcoYo/zCdURvJc2p5K+PrFw31U2g5+/bgmamFgIhhcmU+JvqPpDFFu9PDPPt7EbhB4TqWqfg3Xyi3st9W/e4F46ebjGn7ztIZmX/HY3zxXFKICF29986NvkCxQgfkZ2UScQzHEhQeZMwCmrKfvbjXRGygYUR/6HnQGCBmGukfzsSmrYQBS8JghAw8rHbXhNCZpUUJ8CMJZGNnIZ5C+U+ze+azoUAn/n0603OQostP9mgjFUUXMAbGukXFHY5n7WSHjhaxeusBywJuPW3hS68ln4uygkLLhDMc4nleQpAyui0nsB3RT2pSvltJHLptf5iBlU4dryBQgvv6s3sMb54qIW6ZI37kwVjtKtl7vuai0XdR6AzjeSOxeRQXacZG0TYzHEA+dlYU0vJG66YhPH88pCuBey8Fo7MsFd72xOCpyYGuZoSncGVDc5tmkLUwcBrNcPZmXLoFDWBqSzSaDGywbmxLC/ODVgOEwVKrbct3BQjaKhB1GrTdANhhuAhDjr+O5uApqCUI/CDMwTwBQ7agO27C6opCNEBi95Q0DcIdjEbRxsMWUMnY4DPgAVNdEterkgRtPzQT4PlgJ//QzZej15KAbDOdjojAlC6jtjKaw8HcuzIvDJsNZ3vtoI6D2qgQ2crK3Dvoytzg7l0LCNuGNxwgbhnQB79/aFmbM+m47UOJGceVkfsq6m7g+uxeqcHntrp7KI2GZCIUwRX3Vze049OY9xu7WChlo9Aco19Wcpe2OgnmOEs1Jdq1pCDWUoSZRMzRV7Q+8cZDRqwoOfbZDeI2blz774gLeDWjG8YgpsxhaXTR6Q5WP4KsOixTPVDSCcBgyhyOlls+KLh7TIb61cksCV+jdQ1iUA26atgETR8/lgrKWYIdAGO7MfEoYbzQgvHoqL0wg3w+YXZmoMMQAyOyIwe1TGQPuCOeKKXHC/daJ/JHh2pc9fvX5gVTNxNW/SHAETFrjZn+A9R0llGm5Htr9IUrZGMbwsdNQCUp7bVV9Pq31YAVeMLq5FcU8NJqi2OtCKYNPHlREUEWBCwAZCEYDr51iyp4SVlHwI8ZZ7YkIJRoJiQDk8lJWfp8uaKLh2rUrizh/LI0bmwci5iIlcq3cwsWlLIYjlc3bdT18Z3n2BRMvinjWnjewvtPGWytzU+Iw8purHQc/e1DFd88VRPxC3PzDe7tTIq/Dn/tCKYPrt7ZhGgbyScVhpvHZw2oH8YiJEzNxEQt1BsqdcjD2JeyE5m23t5Uoj3xpinvWd1pTQi6KeLyRjx/92aoYo+lGWhTXUEi213LQ7A0Rt02Zs6zMp/D4oIu1chMnZxIIh0NfKDqjgI1urrpwqJBUmwqN/Lgg8n2koibWd1r4ZimD35abWEhH0Q3yoCkQEnGcJkaiedwP3z4LAPjRv1hDOKwwdYrlaFi3XeuLgdphARqNzw7fp1/0dT5nhEH53uu9oRiTsesjK4lpc+/f2sbDvTbK9T4uLioIiM/2YREli59mb6Cxmzx5FgtJG9WOK2Zwuukfr/dryzP40b9cgzMY4SBIIMsnLFxczE0F39/easAMq3uG/HqeAxrHre+ojlI30OO9crqYgDtUm839nZZieQVmhr+r2RrwN4uz/tZF3zCMRQD/HYA5AD6A/8r3/f/CMIw8gP83gJMAngC45vt+3TAMA8B/AeAfAugB+A99378dvNY/AvC/C176/+j7/n/7N/3u32fRf++jDVEvUpVrhUNIRU20HQ+NvpL6n5xJ4Hg+JjvvlDPkc+UMyYt9+Cbi4EVRylTVrLsW8mbkQ6TfWJMHKoy72+qB1Rc3Lq68SZyhh1Q0MqVOpDqXCle+D95IfCjoBtnsDxC3IqKk1VWizLzlIrzXUgrXxBd8f9v15H3yJqVC1PdV13Ov3JRNTXdl3KyqDeCje3tYyEaD4Wr4hfNE98x3Lszj+q1tOMMR2n0PqaiJke8jYZmi3gSmXVE3Kx0k7DC67kgWFv1z0vW03HBko6m2XTw56CITjeBcINHnZzn8uQxDDc1vPqnBChk4E7BE9E1vrdzA+q7aFKmAJnzzssVGLeRKXHX1lIpjPF1MyMZJXQc3/sf7XUkYK2WjuPmkhqsn81gtZWVBZ0AHX6McWIfobqN3t+uodQfYaTj4/uqcbPL8jLyHj+djoj4vpJR18s8eqI2VamV9Y3rZBkDlru7ASbX5/R31vHljX/7th2+fnXIl5UanGD2muMiaIVUccFHWXWv1hZ6WKS9TBfO66mrag66L7YMeFmfiaPU9ccCk+tkZeoqIEY0gl7DgepNzQNdY3V2XdEzCYXTYLGVj2NhrI2GbsEIGUsF7fO9/cfF3Wv9+X0WuB+A/8X3/PIA/BfAXhmGcB/CfAvhXvu+fAfCvgv8HgP8ZgDPBf/8EwH8ZvIk8gP8cwFUAfwLgPzcMI/c7faK/w0FlIS2HZxKWJNVnYhEs5uJYyseFxZOKqii6fNxCudFXOLAPAL4MWHXnyJX5lHjWN7qDKaw0FgmJs6MeDqIHn6+VWxiORrj5uIZIgO1S4XeYErpcUD4vzd5QhDmAEjERayRs8s6Fedx52sCtpzVJ2vJ9tRB6I0wpaQ/nppYbyksmZZuK7moY8v/0tuHA7uzcRKnKIA8yZTjkAiCY5fF8DDCUaI1e8nE7DPgTeIbzFzJ8uBGrh2uE0VhVU1ErjExAkyO2W2700O4PxbdnZT6FnabCicmM0D/nbNJGua6qaUKAxbQteDDprsBEWcwKlR3UT9b3UMrGsN8dyL/z/dzdruPudlPBALttUUDz2nIgShYIKZEbex0UkjY29jpwhiN8dG8Xc6kJ+YDw3munZyXQppi2JcKz3HBQbvTwz3/xWHQRhaRKLONr6G6jcSuM2aStIM6ljJi1Pav30egOZMDN5yQEQ6iTjypd8Q8ilZbRmrpRn56eRlU1xVwM2TEMSAyoFZoE8OhkAQVFqlwJfQPk/EwnbTAIiJGQY191gPmEha2a8tfi2gBMtDQ0Tttvq3skYUVw5WQeCSsyFaB+/dNt9AKIinAbnTXvlZvi/f/n3/kGVo9lJ91tNIw7Ww3xICqmbcncHnhjdNwhGsEskGrnP/Txty76vu/vsFL3fb8NYB1ACcCfAWCl/t8CeDf4+58B+O98dfwKQNYwjAUA3wfwE9/3a77v1wH8BMA7f8gPox/3yk21EHcHwtcnPasa0OyIk3MAowdNN3pDlHIx1LpDURGSOsmKMRMzxVQNUMMcDgZ1AzQOjw8//HstF1dP5mFFQkhYJlK2KVbBDDPf77j4ZKOKkzNxxG0Tb5wryhDqXrkp7Bfa9jIWMh2NiJlXszeAM1RmWnzw33yliMFogoE/qnRRSKmZwfpuWzBR/v9MwhJGBhkHtDiodlwZ1vL9UiFKky0KlHSGxbfPzMIb+yimbfxyczIsPFNMqc0wWKhTURPtvodcIGu/ejKv+O3BQ3iv3FSCu+4Al5ayU4tg2x1NBnDB57RM4wVjs0pLMYuYhMWNer/jTqWWxa2wWEIoqmNLFj7Oie6VmxiNfaRjpmS9MqeV2PrY90XNqhYJNSdIWCaOZdWfqaiJ+WwU/WCITnGgbsvBeQ6LEdoIcOGitcaLFOShDPgpxOJcg/bStAzhor6ykMIYvoTz8Gd0m2SdEEFbCj09jQNmbhK0dOAcLRzApamoKfYnOisKUIWDFTYEdvFGKlqT+gonCJangp5W59W2i0LKxlI+LgNrQBVFDARSxmmmCNRI4V3MxyTpq5i21RC+r4R1FIBeXsyK+ZodCQlNl/coozzPL6SRikUkW7rcUCppbzRGNhZBNqqKUxIQ/tDHlxrkGoZxEsAlADcBzPm+vxP80y4U/AOoDWFb+7Fnwde+6OtfyWEYyiO83HBU0EJgX3t7S3nrkAKn07d4US+UMrL4vnG2MPHUCf6fWJw3UhV0IfDXsMIG7mw1puwBdH93Z+gJnfBZrY/lYhKZuIVXT+Tx7qXSixVhQFFcmU+hOxiJFz8Xof2gshB/+7Ly8QkZBs7Np9T7CgN3txtIRcP463+taKRku5zIx6Xz0TsSXUBD5tJ2vYdc3EYhacsDQ0YEF1p+ZsrUmaGaik3EKzrDgtL7Ui6GR9WOVMsc9JUbfXQHSl6/kImiHgzCyRIig0iPCiSNdjE/cTE9NZOY+pwDz0c2FkE7iIA8noujmFbUv16geiU11Pcnmbo8P2R0DMe+ojYGbp1M36I6t9X3ZN4AAG1X4crlpoNyvY9ab4AP7pSnBDnFdHAvmcoGOhyUe40g2xmAdCYc2usWDTrT5cdrexiNxvirn38uGQHAZNBKIgG7Fp3iuRPYNYQDda+agbSRjSoW2XatJz9TTCvPGJ3/Xmm5eLzfhTMcTQ2YSXGlQJFMHWZG8N9EJ/C0Id2Q7r1EvxoObS8u5tAZeOi4Q4wxgawfVpTQstYdKM69P1FOc2DKYHnaY7cdD+ePpWGHJ7TMM8VJ3OHqsQxyCUvRkuNqNshzsFqanAMO/6sddU9w0HuhlMFcWuVV08+n7Y7w7/2DYzg7l0bDGaLnekLi+EMff+dF3zCMJID/AcB/7Pt+S/83Xw0G/iATYcMw/olhGLcMw7hVrVZ/59f5wauLwsrRW2O2pazadPoWT/K9cnPKaIsVmR63xqGoMxyrPNhKB2MfU4pCwg+FlBJljHxfourYousVkS4/F1+eXAxtdySxcYqrr7JBmRHAAG8uwJeWcvjBq4uoBn44pVwc6zttREzVBhNOeVrriYUAKZS9wVC8/1mRp6IRpKLKEpYtJwfEs0kL7nAsVZUunrpQyihRTX+IStsV6wQyLHRRDCmTNItjoMh3lmcVLTWg5wEQiIt0xFJWQUfDsS8bIzdPWhWwyv34swqunsoHvjMZON5YPE68kY9vB3BUKReVvGP6AlXarmQa0EuGsY3XrizKYpK0TDjDMS4uZVFuOFMb8u2tBi4uZjEYjVEM7gsAL5pwRRUEGY2Ycm31cB0VYtOU/9erfzJdFjJRpXGYT+HJQRf5xETUxO9/58L8BKYJujgKyxgCc6GUkXtuMPYDG3FPDAMBiF05oSvDgHwfIcWDjoqN5CyFttT0vlevqXyDTheSGAYdNP3maQuxMp+asrwgdLpWbsHzFOGi2naFy08RX9sZ4dqVRWFDre+2JYzoL3+6qTIgms6USpgq3Y8/q2Cz0sHH63u4fmsbhZSNdy+WkImpqpxd5+qxjCzurO7vPG0Ea9tk8ziei0vuM1XTbdfDs3ofYUM9p18Vx+bvtOgbhhGBWvD/n77v/3+CL+8FsA2CPyvB18sAdK7R8eBrX/T1qcP3/f/K9/1Xfd9/tVAofJnPMnX86TdmlHGXRpliy6ebZ1VaLiptBz9e230hFFyv1EkB1B0S9TDrhXQUO00HbceTthmYGCgxJ5UqRz2ghB5BuoshBWCU2K8ey4htAm9+UhIvlDLCHX9W66PcUD4qpWwMtcDb/o2zBWTjFk7OJARO6bqK8seZRbXjYq/pIhyGnAP6n4xGEI8d3Z5i7Cs/owuljAzNKXL68N4uLi9mEbVMXApYRTrXerPaxaUTWVHz6hgucWiG0sxnoooJE8B0fuBfhEC8RuiIG6Oe+sQNRQ/OUcZmBp7V+y9s8rl4RPzWCymlUVDDtqhcaz0XoNkb4MbmgQj5WC2zYjzcEVGhnE9YOOgMZLbS0BO1gs3SGY5w52kDb63MTYXriNPkIrUWMfGeubNVx3a9h1AIythv5CMRNQEYAYYcn+oWBKZJ2WK+pquSP7y3K/Mj4uLnjymyAytimsvNJJQPTiGlaLWlXFQSr5i1TM0F1eBT3dPIl2AVfs67201R17Ib4bnW/YAuL2URChn4/uq8dDzsEmZTKkDpsNkb8f9Ky0UmFkEhqdLT7EhIRG4A84HH2Gs7OGirboX2DYd1K1zcOVPQnTs5sN5vOy8EpbPjs80wTs6oIuXvxYYhYOP81wDWfd9/T/unfwngHwV//0cA/oX29f+VoY4/BdAMYKAfA3jbMIxcMMB9O/jaV3Y0Ar8RVmZkJOjxddWOi67jYSEblQqSeCMXewDyOsPRaApaoTtmdzDCxcUM9juu8OL1h+HSUjaoWBUUoNseh0OG2AP8cnNfBpkcQu21HPz0s4qYxel4N280AC/w/lmdGQZk8XS9MSIhA4+qHZydSyq3yyBL4PJiFjE7jJEilMgCWcrGJcSEniTVjot2X4VO04enlJ12HE1Fw1I9ukMlf6eHChPLntX6qoKOhvHXv93Bx+t7+OSBOucchHMTfO30rJiQ7XdcMVcrpm3pwB5W2pIaZQVhN8ORL+rLjz+r4OFeG72Bh7tbzanZCz9zvTcUHyFqFErZmNBTw0HoDDulj4Ng781KWzZKVnsp2xSLAneoOT/GLZHl1wNjLZr9Udymq6ozcQs/fPssnCB3lapZ+tfcedpAbzDE9U+3MfZ96RLknigkUeuqLkR3yNxvOy90QhSZtR0Pu4eu7+uBMpUzCUKmfF5YgfO8HfbMARBscMMX5l0c+lKDQg59KRNVA97wRBTFa6bDheTbkzpNUsH1IFSdAew3n9Sk8qdLp2WGEDIMVDsuhqMxfvagKgv6bBCYfu3KImYSNooZW7plYOKWKbqV9jRRgos9n/dLAXuL/kGE5gop5fq5WkrLfO3vy4bhdQD/AYA3DcO4G/z3DwH8nwG8ZRjGQwD/bvD/APA/AvgcwCaA/zuAfwoAvu/XAPwfAHwa/Pe/D772lRy/+vwA5UZPKr3b22rA0gjEQk4g0ihlohgDyMVt/ODVID4u8LFnV6BDEEzEASBDwdHYhxWo+xbSUVnoJO828G8pZaNTObcUbjnDsbT21cCqgD4qnORXNYe+3tBDud5Hb+jh55v76A08qTw4NCSu7XgT6IWzCFoNM/np/vMWyo0eHG8s84VCSt3olZZKNCKObhgITM6iiFom3r4wJ4wRMm6onG07I5w/lpYq9EIpI4sC2THVthuYzTWRss0pFgZhJ93nnQKi2aTKlc0Ew10uSPTBZ2pUKRuTjYIuluX6JEBEn70AkweYlT4tEriBcrNyvLEYovHgos3hJIfgy4UEbj6u4f7zFhJBelizpwzOmn0V9D4cqYB6zn7o2cKCoNzoiTBMd2MFVHGjhtUGekMPIWNaiR2NhMRzan23jVpngO7AQ7OvbJkTtnpPhxfgaCSMty/My/Uly6g3VHOhameSOkfREytw2mTQM0cNLHsCWdSDBZFiOJIDdGuR+zstSalT3SVhGjUjiYQNPK31xEhuuZCQLo7D5M1qF2ZQODESset6oqh/fNBFd+Ch7aiYw1KQRPfGWfWMc+ZCGui1K4s4N5cW33/dLZNurnQcLdcdNPvq2nBYTaEYDfL0GRrprbtNRwqIr8Je+e/C3vmF7/uG7/v/wPf9i8F//6Pv+we+7/87vu+f8X3/3+UCHrB2/sL3/dO+73/T9/1b2mv9c9/3l4P//h9/8E+jHQwN5w1DUYoywJosQm13FPjKKPfJ/Y4rKsNq28VH9/ZQCrqAtqM431MMGI/MHRUVFw6HZKED1A1thgz5ed3Xg/OFqcCHkIFmf4BGd4BmTyX9zGeiKKZsyRQ9U0hiMBrj26TtxZQJHF+bakWabnGT4fBUhbSrm6nRG+Cvfv65mKwxiIXMAR3DZ2XGQa3uEqp76gATdovu9fPhvV1ZFEjP7A3VA1zKRRG1wsgFQ1+6fPIgG4vXM2Urp8q5dFQG73qXtL7TwnzaxvpOS1X8UErTTzaqyCUiAexlTVFFWYXXA1X1+k5boJt3LsxjNhWdMmmjqR7tDwibHTaV26x2YYZVKM5OsKDcfFyDaag0p4Hny8JB10ZW074PGbZe/3QbPdebcmOlPQOgXETPFJIS2nPYIO1RRUFXOy1HzPPeOFtA1x1JR3i4etZZXXSZPVNUXcPVk3lZrDhQJmPrzlYdP/2sIjOuJwddPAi8eb51Ii/OogCEuUQFMa1FePD8VDsuHG+sMn6Ttizgd7YaUzYaVLyqbiOmTNE6A4lEZEehbJ+bCIcg0GvbGQmsSHprrauekWrHmWJa6eHs7L54L6/vtHFxKQMvYMgx94A/x+E7izAAh1Tmvrh5/qGPr60NAz1wSpmosGHKDQXFlIPIOA6HGJrym6c1yeP0fWDsqwzacsOR1ClaAvAB0WXYxA0NA/jFw304nicXrZCyJdxBt01ezMcka3e5kMCZ+RTiVgRXTs1MUTR1KwV+Dt3a4OqpvFAlmYHKDYVwEN+7PjNQFe3E+pjDbFoXAGph5abyMh8ebnyU7wPTFFV6/XCg98GdsihQX19WtE1S3qKWKdAXaYc3Ng9k8+HDwNcGpgOp2XGtLKSwGzCflospJZ+fS2FlIY3dlsoapg8/KywzbOAXQYWtM7WoQaDXC+mp+kNrGJjq1MQbf3eSZRDSkr2KaUUPjmt2BdFISLQGlqk+cFVj9tC6oJSLCQZPKEQ2Y3eiE9B9anSL5e+fn0PUUgHz5JLPpqJfmIWr6yEUi01tXLyPuNjz2hPXp7UEACUi02iIp2YSOOgM8Hi/i+FoNGUzTFaZvpnqnfL95y0YhopW/PaZwMIhKEL2O64KBgqop3YkJNkUejXO7IWlfBwDz8erJ3NiA9EZeFMZCTsNB3NBgUYbBS70hGM4gL+8pPIxTheS4jXEe/KwIyyT2mgPo68nJ2bif3+V/r+tR6M3VKyLwI2SPuGRcCgY/jmyIPZcD48PesrHJFhUSJ3zRopHztQpPgD6A3K4wj5TVP4rozEwm7QQt02sHlNcf9+HJGFR9KO8dKJikayHpjPgmhgnKy+9iqO30MpCCuW6g7vbdbx/a1uqU52OyOQnOlR+M2BmvLUyh4E3xq8f1/DxZ3t4WlMDLFJdzbCBnwfDaX1QRTbMXDoqHjAMfjm8ubH1NcOQQBQZkuZUNqgzHOGDO2XB3X++uY+723VU267YLhOy+OWmSilK2eEpK2D6CdHLhClIvg+UG32cKSTxoKIsj1l1cZBHLxjmE8iDaauAECZdkUXCjZWOpLp/DTdh3flUjxhk9blZ7cIKK5hwMPLx7sWSbFTXXl0Uq92zc0l4vq88gQIMnZ9b34ypE+DsBJgMC3Nxpd/out4UPET2jQ4vHSYk3Cs3Vbpc8Pl1y24+DwBkCF1MqWfo1GwCZ+dTuHZlUTby9d22mlXEvthmuO16ap4iA3v1zDIHAJhOcPvJ+h5qnYE4yxIOJfWYHv6rpbREK0bMMFYW0vhtQIX+8N6uFCTMSPj+6hwi4TB++PZZrB7LKE/8oYdI+EX7atI2OfswQwZ+uTn53ecX0jiej2Gt3MLNJzXMpWys76hK/2Ub7lGl/yWO15ZnxPc+ElAqS9ko7m6r4R+NrSyTalgLnu9PQQvcuQGIAIR++SnblAeEgyxW2Bt7bRRTNk7NJrCYjwuNkJxyLlbkTrOtJObK9pNmUQ8rbTEe4xCVdDvdrbJcD9r8zkAFhQcP82zSFjoiRVyHc09pcxw2lOgkG1DRkpapEqUCRu5u08HD3fbUEI5Us1gkhB+v7clDQyYIN0J2XNQ3cLBeyihediFly+CSoTQJyxQDscP2y643xqUlFSD+59/5xlQqWTFtC12x0RvixuaBmHj1A6FaueHIglBIKQtgCnwqLVeMt6iqnSw0/mQ2EsA3eiQnuwpSPXV65MZeG58+qWF9pwUzyFLQuyXef4YBwZE5/KOwR7ccZpc2ZYr3vIW24+GgM8DDvfbUTObpQQ8dd4hwyJiCh25sHkyFgtBxs9pRc6f3PtoQSw292yItUs8C5gZ3PODdR0KKJfXJgwqqbQc/XttDLh7BVq2HZn8ow1cyu9jl8BywY9eDSsjZ50GIp+VOsgLc0ViYQBVNffuDVxenVO1tx8Nc2sbNxwdIRZVCWdfrOIG1Ap+bmaSFtB2RiFHCtcxB4CZgmYZ0c4xL5Hs1wyoHYK+tRG+VlivVvw6xHVX6X+KgURH94eeCMPJSRoUilOtqAJSNqySjxXxc7cIB3s9sUwqkWBXeKzcRt5Q/SnfgYTyGWPiS88tWnw6JbH9/fH8PzmCkPGgWs4LvdgYejudUJcxKV6c0xiMTuf1mtSvB7Xo4zLNaP6iYo2g6CiLg+4kGs41njb5wxtfKramKmWybMfxgTmDJg82FmoK3wdifgrg2K6oq3zroYyEblSqelgq6jP5ZTRl36YHnbXeElYU0nta6impoGLh6Ki+w2XwmKgEirKjYSbhDhfGeP5YWcQ3DMQ7DHT9e2xPfdAqqqEVgSHdn4EkG8fu3toMhrtqQl4tJzGeisEwDHwWGcZL6NVKqz0rLlQf1Wa2Pruuh1hlgv+NK1ZaOTnQB/Ez8nLNJW4Z51z/dFgUwIyYvBI6gHDSu77Qwl46qMJKAiljKRgXSOAy9WaYBM6RgJCusYiXZTd3drouVc9dVg14rbEinMxt441umMaW0LTd6U1nA3OA2q90p6FC3ha73hljKKysUDl/HAYbOLucHry6Kay1x78ObLTU05xdUABGJCCxiOKwvJG00+oOggIHAUmvPmziei6lC4KTyO2KMJEOEANWVVztqGHzQGSCftAT7z8Uj+OBOGbee1iQH4c1XipLNS6hmvzN5r2fn0uKrTwGp79MN2MRvg/N5VOl/ycP3AR8+4lYY/YF6ULIJC/WuuuG4OJCtAihBBhk3A28sQ9mbT2pIRSeMkmJa+YTQ8x5QN8l+25EFlQse4aCFdBQj35f2mMpdCkmc4Rhj30d34OHxQVcojfTdByALne9jKhzG9cZCKzw5k8C7FydxgFQhS6xdsJDrFTMVlyfyCbEhYC6rO1Tn4dunZxXclbK1XFQz6DCU6Zc39tHuT25UDgBJuTxsJU0LgPWdFkIwsBioY7lQkDJ67cqi5NlOePaqvQbwgk2GEfD32WWNxkraT1iHOD4Xr0eVrvKXLytGTSYaUTbcmwfy7xdKGRE+zQezHrJOCkE3dXkpO3VNMrHIC4ykc/MpvDKfDmYdnlSLzCV4vK+gNcs08MFdNf/QPY0I29FCZK/liGhsZSE91V1w8+QmvlxMoZiK4vur85IDDSjztu1aD04gtPv2mVnErQiWiymBSQHlO1PvDWGGDWEp0XJbp0IzSjMTi2C5mIQbdFeGATSd4ZTAivMsJpvtd5SdBVllnK/MJhW233O9KTYZef4ARC+iihhTjM4MA9htOChlo3g/oHByCC2bRmBUR8M4Qnb7HVdiVg1DefM7w7GEqfN89Acj/HJzH87Awwd3y0L51IWIDysKbmQQPT2BBt4Ynz6podJ2cHd7oi4/ClH5EsevPlcV92gEfGd5dsomYGUhrdoqTbTFi19MKcYHI+4ulDISptx2JqyWN84V8eYrc4JTsnq+vdWQBfVMMSWD0QulDM4tpHDlZB7LxdQUdtnQmB7e2JfQjEZvMKXg1cPBuWhOeXIHtEI9pISioztPlTCK9g8cZrGlPGw1AEwGcmQAHVaNUiB0cSmDuBXBmfmUtPb6wn6YzUKRGQChNX73XEF8XX79uIahp4Z7XCzfv7U9xS9XbpQHGI7GYizGz08ohj7wVIOO4StTsqaD+89V2pmuGWDF9Sen8nhzZS4wIgvLBsRhLvNhCylbIAzLNCQ3gBuBbYaQT1i4cjKPq6fyIvArZePCiCHPvTfw8LTWRbM/lAHiwPMlz5b0QxIQ2OE5nhrEtt2R6mYDmEwXWRES1H12bm83YIUMzGeiODWbQCYaQavvCV+f84ELpYyovpkfkYlG0HKGInzivdUbetiu9wUyItuH3XPb9cTosO16ipOfVQP17Xofq4FPzeP9LjaCHGIy8BxvrCrwl7DJ6Hu/9rwxFY/ZdjwxOqt1B5gPLKX5rBNuufFoX6AkircovOJirbKeU0LfpkUHRYAtZ4i5VBTxiCkWEcDE1oTRi9s1FUPKTaXZU9RX31fD7tHYFx/+dy7MH4WofJnjxubBlMqyofGC9cVB2S+0JFxFGUulUW46IujIJywcdAdSNcatsKjp2NayeiYNk5gcF61Gb4gfvLoofj/sFpr9oQyoOgMP5xfSiEbCuLiUEbMu9VCNsFXrCRZO2qBeKfLmogc5oG7oJwddHHRdjAP6n+58uV1Tr0HcmvOBSkuZXzX7nlJDBmyUSnCedLk+mRN8CCh4IbbPhV3H/xvdgVgI0Nbi1RN5LOXjKlGp2sFKkAnwwd0yfv24JkM6NcBs40whia2DLnqDIe6Vm8KOepkS991LJZycSSg/H1cFU+80HbT7QwnO4eZYbbsvDDb5oN8rN8WmoUqmSEDvvLyYla5JbQRKg6F3KbpfEJlDhZTqGrOxiNAuuam2gkD4pGUGw3BHNiBuGlTV7gUzDF1kpXd6LET0GEb+/nzSwmoprWjBmPDFKZSj2ZsVDsEb+ziRT0jnUUzbGI0VbEWG2e2thnS6arNS3TONDg1jAtXo7432x3RIfVTpij9SozeUMPnlYhKniwk8rXUVbGcryDVlh4XBE40oU8KUHcZOU9FUCZFRGdvsD+RaUZ2r+xgRYj1/LI22M8KlE1nJBuZAfjEXQzxi4ux8CldP5cXQjhx+NZBWRUUqqrpJJufRFlt5ZgEJ2wQMNYfkGvOHPr62i342HpmyAya26fsQcQ1xRzNkoN6bGEGVGxOXS53VQYl/bzAK1Lzq4S3X+9LC6qwe+nbceLQv1gj0+wEUba3WHWBpJiZdCFvNbNzCbNJSfu9pNeBcyqtMUJ02OHG1NIWa+cmDCt77aEP8YXQMmXGK0cDXnK+xvtMWGiPpcc5wjJMzCWRi0/ME8qnJGjpdVCwoCmDWd5U2YTT2X1BOUsm8vtsWgy0ryKylEZVthgN81RPTtnTMhOf7mEurABfbDGGrpvjSmZilIigDdtRiwPYYeL5Uq4TYVJgK8LDSwcXjGWUREaRSiUfS2H9hsEk2jyxWwSJPO4LlYlJso2n+dndLQRF/+dNNyYW1A393nseoqdwl59JRgVJoHbJZ7eJEXuXZMrGNQigOPVlUkL3FjVuntYoNsub2SYbN/R214elJbhQRcUbBokUpbE3ZeH+8totKoBE4NZuQGQV9o+yw8rMic+uyZnTIIHoqlTnLOpGPw/XGuLiYQSZu4Z0L87i91cDd7fqU3TagnoG0rTyGuu5IhvOVIL+Y99/6bhsXFzOSscvPUgoiJ+fS0ReSrKjApdp5v+NKmhoJCGeKqvJnxi7zgi+dyGK/M5iKHZ34C40EHnrt9OxkM1lSdOV3L5bE/Zabyh/6+Nou+o3eUB7wnz2o4sRMHAedAZ7WulPe6IRUmn1P8FCqNW9vNYQHf+3KInqDEX7w6qLQ/+48baCUiU4xFIgp8uGnK6AeNUg8nrBGJBzGOxfmBWPWseOZpCXMkpBh4NbTGh7stIV95PsQlWIxbaPZGwZe/RNmUD5hYSZhS2oWef9cyAH1Gk9qPbE1aLsjiULUvfoPdzHEOsm4eFrrojfwUOk4OOgMAECgrO5giMf7XYmuKzf6slBxaHXtymKQCaxsB2gfnI/bWD2WViZVSRsd10Mo5AMwRFdB36RPNlSmAZ076ZK6H1j3Rk1TvOc5XF7MK3+jcEi5W97ZqguUs1XrSfX/g1cXp3yBeK3YPb0eQIltd6Q2pCAykzOb15dnUUjaylM9YH5xMA9AwslpKV1tuy84iG7X+hiPIYvvBN5TA+fDIiteg0zcklwI5gCUsjHc3m5MMYw2q10lLBpP2Gyk+YqBXstFKqZiIQtBCM1M0kLb9cSOg/cnIRod+pFhZzAX4GZS16jWtKnmRsz7hLYqxbQNz/eRS1jScRZSNi4vZtHsD+X+U+ExjpAWOLQuNxxcPZVHfzCa0p2QhSPrSNJCrTNxOSU0xG6dGbuEfLiBUPFO3yxCa/ozlLJN0QwQ+rTCEyuLr+L42sYl/vNfPMb1W9vouh6+fWYWjypdCdH2xkqhq6c4Me0KUOk+jypdifHbrHYlDYdJVoyQY+rN+k5LItEA1QXo0XhMTGIqkZ4oxQDxvZaqmhjhSG+T2aQt/jgff7aHZjAoXcrHJQKQqU58b8TomYTFz7SYj4mvfDQSQq07QLM/xJ+cyqPSclHruRiNILOK5UICjjfG8Vxc4hA//qyCN18p4sajfWxWFAwzHI3hDMdwBh5SsemEL8MAfv6wqqhxqSiK6aikJR3PxdHsDXDzcU0iHRnn986FeUmsYmVFqt2vH9eQiZnwRsrIi6leTHj62YOqMsFrOZhNWKgHw9lzCyl5PXZWL4tABIBvncgDmCRyHY7W1GMAq20Xjd4AA0+Zjb2+PCuf/eFeGwPPl3hHxlsCk9Q1/X3bZggdVzHDmGTFZDKa/JUbKgCmythM7XzpcZ08z8DkM0fNkBQEjFA8nIDG5CneNz98+yyuf7qNvZbazC+dyOIXD/eRsE1ce3URa8+b2G06U6lStJXW348emclrm7KVZUYhaeN7ATed9xohV8s0kIlZqLZdxKwQ9louZoMujOcwFTVRbvQlJevSUjZgxClB5GunZ/HxZ5WXJt4dDzY//mwpG0W57sizydd7VuvD9cZT0YxMiONzCgDXP93G/Z2WsnEP1oS4FcYHd8qYSSq4+N2LJXk/jNxczMew25zcf0xA+7LH75uc9W/l0QhMq07NTkKIQ4aKYiskbalEKL4pZaKCt1PQkbJNgU6I90m49Y66kc8HOZ5vrczhzlZDKkRikdWA70zGzsPdtsAgh9ksIUMFQzzcbcuFJwRAxkHIMJCwTOTiEdV+B8wOtq0UkHC4RxEPRUQ6/Q+AMFUAhe22+oqy+NPPKqIWpivgYaiGCVXrOy2BFM7MpzCXjsIyQ1NdSzEZRdI2EY2EFeYfsFLIhQ+HgccHHTjeCHefKVfF/+bGY9x8fICNvZYwKejZ8yen8jg3n5ZK9LC1s26MNhj7CBsGdoLzzkpNZ+8I7rzTQjvA0bPxCLIBn5zBIbtNRwzf9PdDO2TdXOxCKYO1cgs7TSeAEIdT8xKG+OiWHCvzKbT6anMk3ZBuqpwftZ0Rrr26CNcbI2GFA2aZ+YLpHSGglG2qOUpPwTkyi3FVAAqFgYRyiCWnbBM/e1DF0BsJT7/ZH6qsg3ofCctEKaPooqvHMpjPKFYUNSA6vESHVXZVgPKvZwTp5UU1D9NpyLyuhEtooNcfjIP4SLVxsuO8+fgAsUhYkR8yyt2TQ/9K2xWKMv2MlNGfiUrbnZp7EPZxPZXWVkgpn6dyvY9qW8GTN5/UxGYZmAguaZB2PBfH5cWJrz7TxNiNd11POqu5dBSe78u9sVXrYTsYkn8Vx9d20adBF6MM266HS0s5vHux9IKVwAvtZMBa0aXTunnVdoDhb9f7Qi9ru578HOlqFH8BE0HLYOyj2VPqWL4exWCuN8blxawkcVU76oblA0kTrHcvlXBmLoW4ZQpFjjayAEQZ/M6FeRSS0SnztQuljDxslZaLXNySeMCzcynxrqeZFqmguiGXzCs6rhh5EVJIWmbAuVaKUArEzs4rC4Tzx9JyrurdAd77aAPN3gC7DQfxiImoGVZGasGQ0QyFsNNwBEvnjIR+LzRzo78Q36OOB1thA1ErjIuLGeGRGwamVKvUSVxezIqH/Yf3drH2vCl8cqq0DzoDGXjz9VbmU9iuq82Bi/Ta8ybCShYAb+xPCoxsVLBtRlFKEpU7wqsnc4jbJrLa8Jd0z0IyKrRCPeyk7XgCwVC1PfJ9dIJ8BClUgqEoB8sciq8spGQDvb/TEr75ykIKD6sdDEfKIdQb+fjO8iRz4OaTGoajkbBmqG4m3feXm/uotF04gxHqPZVexWQvznbm0tObDofULMJ+9qCKuYDGS3vqR5WuKMGLaVugmr2WYtkwMS0cBu5uNWTITv3MpaUcLi9O7KnpTcRrcKaYRKvvCYWUhRoDUgpJG01nCDNkSAGw31Hv//qn2yg3etiuqw1O5/vPJhUk9e0zapNo9FQy3+qxNNzAeHEpH8diMLj+Ko6v7aLfoNIxiEq7v6NiA/mA7XdcPNhp49bT2gvxhMQtyVChaOtRtSMeOKzSmZbEnwsZhiy6b75SRDZuiciISl1v7OP15VnpAvh+mYJVTClefjGlclxXFlJCuTtsbfCs0Z8yvHr/1rak9XBgzJuOfjbD0Ug5UOYmIh7xEgp8T07k4y+lglIURU42H0B9eEjOdThkyEbEwBk7ouYp8xnF6eeD//aFeZyYSeDalUWZo/yvXz+FqBlGKhrB4/3u1IyEgjcKh3QTOzpz6oNYDtG46K0eywjLgpGSpAbq1gsU47Qdb8pFkp9bX0RJR+QiXW0rqGwhE5PNjgXGWnmysOpFhq6S9v1pbJ6bCQBhxby1MofVUnZKMcrNsdX3kI1FpMuk8lWn0AITzLvadnH/eQsxM4SfPZgoxc8FsBqNB/XMgTNF5TzLLonVLD8Tq+626yETjQjVcmU+JRkQ/YES5+n3OHUu98pNfPdcAf3B+AWyBJlgkZAhg/vlYlIG+ACQjVkSlnMY0yfd1fHG4nHUdhV9tz8Y4+0Lc7i0lBMNTzFti2X2914p4uSMus8BRe18vN8VV047HBIvKN1Hv9kfAL4S7t3fUULJv/r556L29n2oTjMQV34Vx9d20WfmpYhmFrO4+aSGjjtEvecqjqwzRDoaEdES6X2XF7PY7w5wPKtuHHKpVxbSAgkxi1Nv09+9qEReOteXPGIqCo9nJ8EftKjd7yjb2Wc1tfkcz8ZQ7bgTy+bAGVT32vnw3i4a3cEUF12Gq9EwPrq3i18Hfvs0c3q410Z3MMTWQU9R9wJKqJ4hcNj7Q7cSJuX0tdOz0rKTHcXFlhzwQtIW1e2NzQPc2DwQLxSKja5dWYQbYKps+xlowkG7GtaNEQ48begf/7DSxuP9LiwzhIfVzgs+MQDwrN6TVp5DNHrGfHhvF6VcVFgWrCK5gNNCodpR1V00Ep5ib+ndEytsVvo5rctUlhJqsxPBXxArSBiRcBKVnfS+qQbwg/KFCUtmLJlFvD4AhEpcabnSTfzJqTzefGVedCF6Hi099AFMOoOxj3AY2Gsr+3B2QN2BYsa03Ykf/tODnlqMhyPRfUxtqN3BhBzRdLB6LI2z8yksF5NT7+VwEI5eUJH88KzWl2eH1T+TrHoDD3e3mwLN6JBpIaXsFN44VxRnTNcbo9Z18fl+B4YB/ONvn5K8BOZk6L4+XHhJZuD541B3JmHB95WGIh1Tw2hSPVcWJqK+Z/W+uPxSx3NpKRt0OjZ+9qAqit1oRLF4jir93+FgyhWrEytkKBVtMKjkTk0jM3KcucDf3lIRd43eMLD0VVj45/tddF0P44DjrHPv9zsv958fjsa49bSGH6/toZRV9qrfPj2LuGXC95WnTbXtCh5LGfwgqDzvBpgo2T+6L76eCkUL54WsCp7Q/23g+TBgIG6b6A9HIm+nmIUDto29tlDo6PlPd0Nik4WUPRWW7vsQfJ5VHhdIYprsmkZjX8Q3RmC2xqqIP0M2DgAkLSVaodcKs2EzMfX1eMSUTswOh2STOTuXwmzSFhoiK+n13XaAAavg77ajvHsG3hjP6pNcACtswBmO8OO13ReqbW5OVFZ+eG8X6WgES/n4xE9nPHFZ/NkDxSgiNZWZsq8vzyIaOG3+ttyEGTKQCgoRit8Y6DKXUosD+feT2MSG8P6rbaUzabtqYyJrSa9w5f4OAs859znoDDCTsPHWypxEikbNUJDfoHjzlbbC9UkGKCSVEIzc9XJDaVtmEhZOzSaweiwjGbtkt+n2HOyWdF8dnVLMjUDn/t8rNyXJCvARt8N4VutLF6zrRGT4bYfl/vZGCjZcK7fwz3/x+AXV76NKF6WsElLxOgOQVDcOpOkiWkzbeOfCPEaBpxSpnlQDN3rDwBRQhfAUklFh8XyzlMFey8Vc2pZO4av03QG+xov+jc2DKe+c5UIC2YSFhBXBtSuL+MffPiUYvx65dqaYwvljajh7/lg6GOociEWzqBIDCwYuTrqQQne0LKSUB8xeyxFOMZWCDGQnXU8epCBqrtYdSoWVsk1JWLp2RdEG//w730A2HhHBCZXF71yYRy5uo+UMJeP0YUW9F2KyVB7TWoLt771yE9W2i3pvADOkKmRCHTrWymqOYel7LQd/+dNNieprBxmf2XgE129t48FuWxhLbcfDTtPBaDTGWvnFUHMAU9z6dy+V8CeBdbXvQ8RNVLteu7IoPi+b1e5U6IoeHk9zNYaKXD2VR3eo2E3nj6XFj0X8dMY+vPEYC9no1D2iG+dRf5GKKgFQyDCE760Hz3/3XAF7wRCQsJuec/DJhmIbHTYMm01aKNcdvLUyh4gZFlM+Ko5pn6HHKOr2E3stR8zqqOheLaVlMeZmr9uRkBrJhTgdDKgV1TOKWncgIfOEBWn4Ru46AInh1HUl9KNn0Du7L332RgqsvhGQ+68XBldP5QN//KRU+RL1GNA8OTtgJi+gvLKiZhilXFRlSQRF3Xa9P7EF2W3Ls3E44lDsUQIXUUAVAe9eKmE2qTr9Tx4oVs7a86byb3JHgQZDdWakh5KiutdypVP4Kh02ga/xoq8PtHTP8TdfKWLteRP/yfW7uLtdn3Kr5J/XrizKzaoWB8XpZvV79WQe5wI7W1ZRvCmASZgFKXKDADvMJy0Z6PGCkkly0B2g3hsIN5uVB1vsMXxkohERIZFWp3uy+L6im1IluZiLy2C5lI3jeD4muDV9W8oNRyiMtc4Anz6p4clBd+IZo1WOXMz4uzkUrwasDgZ/MKovaobwVz//HM5gJP/OYfTFpYz44JDXTg/0tedNibjTNzOyOsi0uLiYw7Uri1rOqyc5u2S6VIJzqeeuckFpO4q9wlkIg1jEt+ZkHiFDqZL10HqK1HQIYmOvg4WMjULKRtv1pvILuOjNJm08q0246nrOwRtnC+gOR4hHTMni9X0II4iDaXK8f/agirmUjXKjLx799ORZLaUFiiIjbCVgVVHRnY1HprznubgpCqXSXiQtE9FICM3+UGZc9NLX7TrefKWIe+WmdIHXriwqW+iAZqxbKRgGlIVG4GXFc1APaMi0Q/jgThlPDrqiVKeZnt5VdgYe8gkLDysduWaH9QT0qlotpWWALBkPzijoolrSUVCxzO4qaSklsTMc4efBc057lEhIufc2ekPcf67ccA0DArMBilnEEJ5CMir/rmdQc7aRjys9jv6cfRXH15an/95HG4hbYTystLFd62O5kMCzRl840bRZnc9Ep7jJ/LPc6MEKBFbFtB34wCt46DB/ezjyhX+sc+L1v9MDZLmgqs6ZhIW2M1SLY8CX32s5ws3me3WGnnCRCyn7BQ42ufJzaRv94Rhd10MmZiIEA4OxDytsYLmYEg7/ciGB2VRU2l7bDGEx8LLvDT2koxHkEwqXvP9ceRCVmw6KKXUOLp3Iiipxv+OKAym/hxtIozdAue7g5Ewc3aGyBE7ZE0M0VlJtR1XaOl/+k40q8nELmfjkXMetsOgDyL7hexiNfdEF8Hv0607PGrbXOnecuon7z6fPK/NcD19j3g/8nGR08JqSy7/bdNB2PEQj4an7Tb9XeN0rbQf5uNowyNVXw1WVH2yFDJwJbC54nvT77excSobXnCfdfFxDMT2Zq6hB7LTWgnz1g+4gEDJO7rFLJ7ITbUtviFpvgDfOFqaeodeXZ/HLzX243oQHT+2F/jzp991ryzN476ONwAzNE81COGTg4mJOvr/neoABSZ4q5aIinLy8lMVsKopn9Z7oBi4vKfjn/LG0aDpedr9cKGXkfX3yQM3AVDftYT/wwGn21b17MfDv6Q2GaPSHSFoRXF7KKo3DQnoKenvjbEHlHmBag1PtKEddfvbrn25PaUQ29tp4Vu/jdDGBQnJyfvj/XwVP/2u76P/q8wO8f2t76kJPCT6Ch2kQOCNuVruy4KzMp9QNBkjVNZeysVXv4/xCGt8LugV6y3ABmE3aUwtbZ+ApEVFUQUGXTqjhXTdgMsjXngYLrh1BKGTIQvH68qyIOebSSkew9ryJ9Z0WvlnKoN4bTol6vnuugDtbavHRxR8vE8QAqiu4s9UAfOUc+KzWR7XjopC0hTO9vtPC6UISY99Hsz9AAKPKQmeGlOAtYZnyMAJqsWz2lBDu/LH0Szed67e2UUja+Masmk/k4hEVVRicu0rLRTFtI2lNzmnb9aYeGp4fbqB8jXcuzOP8sbR0RWzzB94Y27W+CHnOB/4+VqCKpJhuNmkrnn1wnfkAm4bySD8IfID4e/meD99vPMd8XR58fS5wmfhEZMTPSXHPo8pkg+e/83elbFMWeN9Xro1bNcWY0sVo3NQowGr2Brj5pAYrZIhwzRv7U0K3XDyCp7Ueuq6Hs3Oqk6Jg8fZ2Q87dmWJqavEv5dT9uLKQEl8mvsc3zhWnxEw8xxzs39g8UMLGpw2sltLSvd552lDPY7D4n19IT10fvSgLGQZcbyz3AjckfWO8u13H5/sdZGIRnJtL41l9UiBwo6MiudEdYDD2FTU22BwAiBhPF91RAPbmK8UXnj3eg+5wEtxuGMqu4vaW+rzKxdRFs+/hT04pe+nfxXTtj1Kc9affmJnyzAYwxeUmQ6eUi4oM/fZWA3PpaEBnjInFb8IO42G1g5OBLwiHO/TLZ0oOw7f1+QB578W0sk/tuorx03SGKKRsoSGenEkgbpsvYKX0WQcw5ST5tNYThTEHQo8qXcGRr57MC5uGAhudS00Rk85RNoyJs6aijnnSyh90BsgnlEhFHzYj8N8n+4mRem3Hk4fm7NyEl317u4Fn9Z4Ko0hYqPdc/GR9b8JSCeiX1C3Y4RBuPqmJ6RuAKQdP0jvJUDmMh3Lwx/ZaQSYqaYvQTrXtqkD3oNLerHTQ7A9wPSgaZpO28vPxgVBInYvD+gs9OpDaBMI6PMeVtotaYCWsi+nySUu4/zqzheIewo4cyOu/iwlUDDxp9odo9ocYemPstBzB2nnNeB+t76o5wCCYOXhjX5xA+T6eHvQwk7DEf4k+RnqmQ7WtBG7UUdCFcmUhhbvbTbFBDoeB9ect/LOPN8UTis/mdq2PqBmSECJamq8ey7yQFcEgGZ4/4v+FlDIv3Kr1xNKYLrakTOr+V5WWi2wsglGQE8H5H8VbZwP4lmlmlxezUwy8zUoHY9+HGTbE+342OaE0EyYcBJm+1FXcedoQv6PjuTh+oCWjWYEPUyZmIWErp1qKvf6Qx9d20QcmAi3dlIo2s2Qw8CYizrvXcnAssKilr03XHeHqybz4a+hiKPrlF9MTLq/Ofrl6chKOoRgnyq8kYU1i+dxA+MIMWlIoU1ElT6f5lT74YizfwBu/NGaNVD5ywzlE1DNq+Vr6A8sQDWBiwft4X9nCOkMl7uJQ7eycyvO9eiovi1OjNxTc/vJSVmGampMmH1jfD7j6IwiuqvvwcJNgAEazP5TBsm7NfFicRbOsbDyC9z7awIMdpYDWF2IyUSis0qP+fvagKiE5zmCEjb0W7u8oy+xSLob9wIJA11+wguT9RoteXY366RP1eozc3Nhr4+52Hdc/VYpO+ujw63e26njWUDTW88fS8t439tpTGbg5jSp69WQeccvElRM5DEc+FtJR3Cs3Zb5VTCs75+ufbqM7GOLnm/tB7q7qxijY0kPrmwFtlkNaiv7I7qHAjedOZjTOCKVMVAqe0QiAAaRi5pTXD5loZObcf96STYBxoo+qHSQiCp5758K8+GDp58EwICK6QsqeeiYNA1POrr/cVA6XubgtQ+1CUs1CjgfMOno88ZkmRMh7YS4dxU5DbbJ0wjWMCdxY7bg4nlUutlyLaE1OemizN5DQJW7w115V85CrJ/NfGa7/tYV3AIhI6bAHDnFpYNrfhq3WJxtVvHG28IJPDg/eDLr3yuHX0f0zAEjLyhuRnjs/eFVraTX/H/qj5OMWYPiodVWos47lswWv94Yv/EkPnMOwh+77ouPUhJfOLaj4u2rHwc8eVJFPWOgELe3Vk3lk4hae1fsYeiPstV38+Xe+IaETfBC5Od18XIMZNiRchAZ2ukfJ+7e2BT7RoZzDUI/+PcDEh4e4/e2tBmaSFkKGgUtLOUW97A9xN4AhvvdKUeClZ41+MAeJIhIO4Z0L87hXbsoMY31XOY4+qfUQt8L49plZuMNxsLmExa+G95Hui7NcSKiYPkw8evZaDpq9IVruEPGIiWtXlFfNzccHinY6AsJhlf2wWkrLvTMc+YJJ399pwTQM5JMWnOEYvcFQkpmIzX/rRF5w41tPa0jbEfn+5UIC23XlG8M50UF3IPDRD98+i/vPWxLS0ugNUe04L8CCOkz3rNGXwJeTMwkcz8emZlmHYa3Dc5DDs6XXl2cFErmz1ZA5UikXFdyc8BRhGs5cQoaBalt59CiH2gnUSgj0o3u7mM9GMQr8mggN8p6hJcTKQgqrx7JT9zLnQJdOKHbUYc8pQjv6a7pBljHvHfpY6VDSm68UBRqjnw8/G5+p3wXX/6OEd4DpfE36nFMIQhXr2PdR6w7wrN5XkMJojNMFZZMLTHZueuXoalB2EbtNB2Pfn1A620rFGQ4ZAncQxplN2nCGYwml5uCNnGeKeJ41lBNlPmnh7FxalIPsIHRLhDdfKQrcQ8YIOeKDYOHg9wEQ5TArtstLk0jGalsJxUijbDmKuXGmmETbHUlXQAEP07lYgZITvb7bFp94VkphLRD9xuYBrn+6Lb41ry/PopSd2AMwbegn63todAdwhmMJHqEPDz3mtyl0CwIpyI5Y32nh4vEMLi3lsPZc+fnc3mpIlCITpyi0KeViuLvdxGzSQncwwvfPz+HUbGLKWne1lJ0SV5GJc/3WtgS505+f+g3G6zHKj6wrMxTCbkAdTQRDwkorUIQHdNsbj/YVeyToEsirZ86wbU68ZPTO4UwxiVpvgEZvIFU9bT0GI2VRfS1wDKWal/x3XlMK5qjopqe9dGApW6prwoVkAukce1JFLy0pOPQw554KYmYx6Px/ZV1tie2Jnumrs3QmIjpTVPLsGqsdN2DwZJCNWS90MrxnqHtZ32mLkVokbODm45qIvR5V1CZHzykAkjOhJ5V9YzaB47kYBgFjiedMpWYpJX00okKMimnVad58XMNvntbwzz7elGfqKDnrSx4NzaZVF3voC7eKa3PQcz188qCibIfzKkh5tzmJriPsQryuEsAl9GPZrvfgDDw8rLSF83xxMSdwB2Gc+89VjJseSq3fnLrVwOvLsyL+On8sPWVBq7+fG4/2lZgraMWpRJ7PRKVNpG1rpeUKxsxW3fHG8jkqLeUWCQPIxBUP/u0L8+gPlaZg9ZiCdyiJ933VHem5wjrPm9DWynwKo5GaE/BzHzZwo+iIAhty12nAtlnpSKKRPjdxPXWuvICt9MGdMgAIXJSNKx8fPwh3J0S1XFT5pIS9lG7BRCo62ah8H4KZ67OhzaqaAZAOTOGfPt+gFQT90wlBZeMReQ9LM/FDAevKEnzg+ZLfe3kpi6gVxskZdU71nOHXl2cxGzhDru80sbHXwn7Hxd2tJmwzhEZ/iGxM5UBfWsoKp5+KZ75HnUZYaU1sBBrdgYR+6MI1huYwgL3RG04tkBRrESOfSytmymvLMwKlMMSd9zwwyWfgTIuGfRTwlQKmGTcMJrVdCjpJ/fexqCllonhW7+ONc0XMpaNiq8B7ppiyhbpN2u+H93alw6d1BO+72aTy+sklFPTCGQffPxX4UVMJwKpttelwmMuZxmunZ6X4vPFof2oT4iZ7lJz1JQ/eYIWkLU6XdB8klvvupRLySVt8z5cLif8/e38XI1d65nli/xNx4vs7MjMyk8HMJMUkKVayDZJiiQNKWpW0VqlmbWDKF0WsfeHxeBt90TM31oUxvtqGDQMLG24DA/cMMCuMdxawd0FduHrQWJRKmFJpJdU2xRJJtJhkkcwqfiSDmRmZGRnf3xHHF8/7f857gqXplroKra5RAAJLyWRmfJzzvs/7PP//76+VBiDhEEoPrDSVvcMe3MaxnASVxCLIJCIasfj2nQpuPztSHMPGsZyp7hxUjnqavUu10O2ndbghyUUlkZCB5QetvsYFPqv5xif2VGUwKJXda2dLKOeTWCn4qVhciAFolXVvp6nxco4DPcVcXMvjzjN5LpSw2WwiDkgZUEHdPG9Usub53tgDxzcvlhGPhOU5WG5Q2/hkJ4K9dmYB4XBIAWycX8yngxswtdivHMuqrh0gSCyLzRcNOA6EIBqGv7mbTAGygxjZaA9VOcRu9Uf4xWMhK3JYP5+O6bA7n/J7/DbF9Or6nBJOuSC8c3dXmTJ7hhD5o/t70jo66gU273gkhOdGZUTPCd3LNujLDTkAHIxNjOOyYRudmEsplIxRmXbFbOfF2q5uO9Scm1YsIvgGOzRnOJ6aAHZpafF5s5VTLvg9csB3tXoedLFnQA2RJfw8GAjEk/KiMRRGww52G31sVVtaNNCTw548FVRvnF9Cpd5Hdzg2P6unBq/BSAaoxK3w+0mn9Tyouc5mITGP1zHZjbMVPTefW8/qeroFfO7V+w/3A6FCdtZCMuZ+rv184Ave0//LTw5VnjWZeqpHBqCRbXYv3tbwUgrG/v1es49Gb4Rk1NV+tfLfCwk8qraQjLi4crKI+7stdIdj5BKRX9uXtTX385k4KvUudhv9gNwuGXMDemxy3vkz375TMXp/6bmfW87qDfXh0xqy8YhSAs8tZTCaetp/pKyO+mIqMTxPglCyMTFnrRaTeFbrilmrN8LJeQFL5eL+37f6IwzHnkryyHynXM/u0fNP9QcYwBxgdM0tP3eAX2NvtpCM4OlhN6A/53tAjTnZ9QsZUdyQkR93Q/jhvT1ZDCee6tCZL2DPU2xde6UunKK3b1dw2JHK79xyVmc3G8dyOg+4tJrXnm0mFkZrMNFe+fWb24i6knvLvjDll/d3W5hMpnhQbeFsKYNwOITvvX5G+7q2LPWgPcRiRjwZgEhnn9d7Km+1JZHaQ2/J6e7Wdh2uQUyvFpPYM1kDmUQEi9m49uttaaw9Y/lVpSG/26jQ3JCDiefh8loxIL3ke/hwr4V7L5pwQw4KKWHhuyEnIFXeKGfx1uXgfGc+HQv4LygP5hyFsuRnta5en7wOD9pDI9AYa9+cPglbz095JPMjaN6y51Ls089eC7Lwm+zkhbReZzobMlLbwWiK/dYA++2BngrfvbuLTMJFqzfBdzcWdc5iz7CICeH183vJ5t/w8ZefHOJP332IzUpdMmLbQ6yZC+RZTXgkbA0QYkZXISWZrG6Y7VlMRXG8IDjmuXQUte4Ablgq4aThp7Cao3yMpwrHAS6u5hVjzExWyhzfuryi0kxKOsUBKb2//ZavrGGvly2c9VJa07MoyUxGXK2OGcE3n46pSocRj5xdAAjAqmpdAYDpwwO6gwlqbbHgJ2MuTs4LsGs49rQFQmXInWd1rW4/TV3kOHIsjppYu2pzoGqm+UxcE6JikZC+p7+qNOCG/VPGex9VEQ07qPeG2Kw0EHVDAqsyFExiLigzvLCSQzIqG/Ptp1KNbRzLqXTVcWSRtMFtG8cE7hV1JVEsHgnrgk81CyWRthKKbQr2yjtDCUVh3CEZ8Pd3pa0QDodw5YSPhbj3oqnKFJWHTjycW85iryULvO00JwLgnbu7aHT9GchkKuHqVHw9rXURCTnYa/Y1awCQUx3nMUymKueTaA/HM4C1KeABZ0qCPvi6uXc4p7DnXefLOZOCFsHTmuQ077X6yiIq5+V6/2BLPDV2mD2r7CsnixIqno8DRr5p4w8YJM/rkL12oi0y8bDKenlNlLIx7Db6eHLY0R4/AMVqMA+AEkwAWnXzZMmgdCoBGVgPiBKHap5SVgCO1aY/V5hMgWzCVTWPLS+VxDQ/I+H3ks3f4PEDM1i7s91QdshRd6SDJ8DH1r59W4K3H5rwErvXzIuTA9i4ORpyeEbZF9smxDF/9aSEfGfiEb0obb2xDULbfNHQfNczi2kMx5JNy5bLZOph6nnqC1jR4G0/W5YLHPvGa3PJl9oN542WnzMDezC93xooObRy1BPeiRn4/ZOvnUQy5uLCah6N/khREgsZuZmunCzqQK07GqM7mCAVdxVTzJkCYyRpjltf8LOLSekke+euIUsS8ct2Q6M3DrRf1ksZpKIRXDA3GmccNm6aevh8Ujbt9nAc6NPzKM5AlH0zz7l+c1tplqcXM/hPv7yEE3MpZauzKnx+JMCumBtShAZnHpRaMuybLa9yIaE3NnNkRybRjXJFyiGp0lkrJjURbSHjt5ZsDn4mHtYNhzOrYkoQDkPz86KRkKIbKBFkQcBhJv0UNCDSZwJIy6ZS7+vPEONaHx8+rQVEBqz8l3JxbTPNpWJYL6W1dUQ5teeZQfByBree1WXobG2KzJFlkSbXbRq1zhDfOlPCUi6OqOvgznYD55YzyrRp9Qmek3ZeOZ/Unj5btyzCWPB4HlSVx83dlo+qh2enhVQkbMQhfW1xEoVhZ+gmotK2PDmXQioqc6PjhQTSUdcUFSEJVxmOlQvFjITP+vHXLvqO4/wbx3GqjuPctb72J47jVBzHuWP+959Zf/d/chxny3GcB47jfNf6+hvma1uO4/zzz/yVzDxIYSwXpLdJDkerJ6xqW/0ylzbB21NPB482DKlS75sbylWDy3w6hv/NV9dwcbWg1SJ7rs+PekhHXe0F33wiubYa4VbvBxZoXvgMKGegBRdJbjAkE2q/daelECs7hWh9IRXQ62/Xemj0hirHG0z8YG3q2hkaPoEnF3G9rwYc9jo3juXw1ZNFXFyVoO56d6j9dw7UTpfSZhCVVviVPVPgcJJa5Ssni4q/BXxEsOMArf4Er51ZUO5Mqz/GiTkJCt9vi/4fgKpqNsoyJ2G1aOver9/cDoR8UMHkeX6YCjceVn4MyHlUbelmxA2cf/74o6puAlNPVCp2cPwHW4eiA8/E8d2NRVXGVI56OL2Qxv2dpi46AlCLK2SMz5HVoH098nXT+g9A0b006gEICAoureRRysRxea2ocLJXjklLKxPzg8rzyYhuPvPpWMBncmk1j4o5HUbMAJ/FhHB+Bnha6ygBNG4wxQuZGIqpqMxdYn6cJzcsgs5afXn/iR1mat1stiy/1w6Dz8QjWM7Hta1oe0fYa7+zfYRqc4ClXByvnS0J08fkYdM7cO3VFXge9HOl4Uq8PRkF1J1bygg/KhfHKyYEBYC2WKnMObecwaNqG5PJFH/xVztwww6GEym2yB6C56HWHeLMYtrMsKIKiPusH3+TSv+/AfDGp3z9/+l53gXzv/8BABzHeQXAfw5gw/ybf+k4TthxnDCAPwPwDwG8AuB/bb73c3ucL+cwmkjl5IaASl12eibOOw60sm31x5hMgCsnixJIbtEPuZhfWpE+LICAySMgOzPqGx6RKSHLmv53NOzokNimOXKxmU/HAqAnoqEXMj4e2B9O9TCfjmqcISs8IqFZ8W5WmsqdWV9IqYuRA0+auM6XJRR8t94PXMSbFQl6eOfurj+AMxf//R3h59x70VQDVuWISU6TgFyVUY3cyB5VWygmo3h8KIvT3UoD++2+/izP8/n35LhQ2nf7WVCFRRUKh4NMYqIb1Q66oQqDVWMm5gZCUvLJCObTvpKp0RsqYpeoZzuI3cbrMlXLDo4/aPV1s+WwkuoWUjMdR/Dbi9m4hml/ctCBG5IZx8axnLqrP65KhsBuo6+DyVg4pAXDYjaGX1UagrswA2+aCO12F79Oh6odVG5HLtrIi4P2QM1yxD6vL6T0pCLu1Sl6g4n6YahSi4VDAdc6K32bzsnnAPiRl+zNz7YJmfNQORLZ7b2dJkJOsAVrg+B4yq51hph6Hsp5kZ/y3ihlY4HIw4P2QJU0ABQfzcX4fDmH1kACZu5s11XpEwsLZLDRletm41gOrb4QQXeafWTirqCpQ45W+ABQ749QTEVRqfdx7dUV9fr8wMQxfpaPv3bR9zzvfwRQ+xv+vH8E4L/3PG/ged5jAFsAvmr+t+V53iee5w0B/Pfmez+3h52cVe+NkDFsebYbPE+QA5lERBUlf/FXL/DvP9pVdcZs/7mUlbxOBm7Y+bZkcLNK5uLbH43R7I+MlT2KSNhRNCzt9awipQKSSv/G4xo6wxFuGaogYxO5AM6lJBGKYQyVIzlu5xIRbJSzATUOj+LbRz09LSzl4gg5jqo4Nl800B9NcWG1gIqJJzxoC8/kznZDXbJnFjOS6FWXIWDlqK/touNMK0pF1Xpuy1X5+Nr6PJIRF3A8bFYayoOfTcbijc4bl3//yrL0/Rmm8vyoi3/54y3sNfuIutKvJsnU1nJTnUVmOhcTqopiEblhKam7uJbXzZKfmZ3FS3wyT45Ug/G64cyGOGWbbQ9AF3EqhyJmzrPb6ONprYN6b4RwGCoVbQ1kAawcdVHvDVX9dOtZ3dBQJcWK1569YDMw/cFeU9VLsYhsFow2tCmVtoOXmyVPx+yNz6ej0opp+bnFy9kEFnMxRF1HNyg37OBnH4v7t9EbGceutKb4Gdluaip3Hh921IfBIsZ28iotczBBOS9enPl0DHEln7a0PUPF3Xjq6am50R3i/o4Y8ZihS1ruQiaGZEyIp/xZbBNF3RA2XzQkYGYk2RWcM3HzZovtbkW+L5+M4jvnFhGPhHFyPoXTSybYxog98okIcokIFgya2eZ6fdaPv01P/585jvNXpv1TMF8rA7C3pufma7/u6y89HMf5I8dxPnQc58P9/f3f+sldXZ/TeMJiMoa4G9bJuIZGWCaY20/ryMQjelGysrIvdgABzk0hGdH4RfYdOZzKJyMqIVwpJHFxtaBtg9kHq0jbHBJ1HZWE2ZvB7ELGYS+lZ7zReYME0rhMr/r9B1XtbdrVGCWDgMCkNisNtPtjJM3XecPNp2NwHQF1MYrPnn+U8zIzsVsjXGSY4nXlZBHJaASrcyL/K+fiqu2mAY1zgA+f1vBgt6VxdWy72Ax8omw57KQ+nwjoeNTVAPBMzH1pMeE1wJ4yZaDfObeo4eSVuizaH3x8gMcHHXSHI+XT1LoDXRx43dA8Rpzyw72msu3typb98uOFhN7ka8UUvjSfxmQCPNpt4b2PdnHzSQ23ntVxYTWPyQQqw+yOxhiMJni419aN/5VjWQv7LIukG4YirimNZFuPsyfbpEWJoi1f5evarvUwNR4Gnig8D/q55k1br3LUBSBBN99Yn8d4IsoqIj5uPzvSiMf7u7Lp8D7hjIV9fEqUAWh6Vjrq4nghgYd7bXSGI8VFE9mxcSxn0sgmOsOwQ3VeO7OAnWbfD2tZ9RlF9iyBxjRbUnpmMWOwIlk9GZ5bziISDqlsmZJMzxMNP3EmPL2VsjGdbS3lZNjMGcdo4uF8Ofdbr4G/7vHbLvr/CsApABcA7AD4f3xWT8jzvH/ted5lz/MuLyws/K1+FiPSmANLFchtM7S7aNovVI1cWivgS/NpzKdjCqXKxF3tH39apCABZQxXYOXLR6svKp4720fYOJbTwRGP/bNsbVZA6yUTfG56m7ZTkAvZcOKp8qWcjwcC1CW4OmhoofmDv//eTlNZ4+VCAvfNwnrJmHg4tAw7jrHD++lHY0/0y7bj1w6Y/8GH22JOMXLFTDyM20/9QBv26feafZwtZVBp+Fx/GtDYasjGZDOeT8cC7RoCuhgQQzMa+8Wsrh9V/WHgN88u4MbjGh7sNnHvRQPH8wntx5eyMWwcy6uHgvMKuiV/8biGWluUMdmEi7rZ9A47QzR745dCx23z2MW1vLpo7YQnexHlHIKOThqzeFrNJlzl2rAdMRiLR2Q8FfAdZwm2K/Z4IYlrr66gmIohbVhJPCnJNTo2JsVB4HqkGYmLPRf/G49r6A4F7EZJMPv33MjoXr2wKq+7lI1h2xQn9e4IP7q/B9dxMPU8jXjMxML4YOsQb5E/YwBwbJexFfJpSqNU1EU+IVLoV46Jr8PzoDnJU89TAyFPzYVkBLe265hPRTWG0w5r4T09GE21VUkeEhPA6FVZyMRQzsdxx0RgPj7soDMc4fFBRzn7TGvLxP3QpY1jBmC3lkc5n1S1GN/7zyNI5bda9D3P2/M8b+J53hTAfw1p3wBABcCK9a3Hzdd+3dc/t4edyUoTT380wS3DA7EzStlDPl/OqUKHfBEGLPAGvG0NfOxhG7k9DItgJRCPuFgtJlUpsl3rIRUNBwwa9a6kBn1y0NGBEatRKmDshYyuVRvyxqEWIWKkayajISFKZsS9OTaLG4NIeDJgaMtCJqYois5wgsVsHBPzb9gS2XzRwCvLWZxdyqiRROcfBiWxWWkqetkNw0dVzzgqzy1l8MTgeynVY2+cDt1QCKJ4iLmG4DnSv6fqycY4cLhXbQ4QMxGFrxzLqkMz6jqBlt/sCYyDSRuu1x2NMZpMsdPoo5AUXs6X5tNYL2Xw5gVJ9rJDx1ld8rq7/bSOKyeL6I+mOgDlhsLiwg76Yd7A+w/3ceVEUat+wD918n0fTz2cnE/pIsnBMK9FAuDYfuIcZ/NFQ+F4HI7bADqCy2ZbWiIhdZCKub4sNOwEhqHMEM4ZSeRk6uHJYQeu4+COmQkxJcxxoLLifDKihjE7XerbXy4hn4zoPCWgNDJMp5CZrp8v59SH0+gO5VrpjfTzrBz1UUxF8bQmp7QpPL1Gyvmk3OeGhhl1Q1rl80S52+ibto3c17umYGkNpNXDjazRGyGXcFVJVmlIgXN/p4Wtagu/fFpTAuztpzJk5qmn2hQsxe8MhsFxnGXr//6vAFDZ8+8A/OeO48QcxzkJ4DSAXwC4CeC04zgnHceJQoa9/+63f9p//YMqFzI8BuOpVpDs0S8YGzsX+u//9BOMJlP88N4e+qMx+mP/eF+Y+Xms6HgsTEflpk1FwgHqY8G0YqgUWV9IYcdopDVL1cgWGYbOaLqYtTjYEjdatP/4W+tqK/fbS4nAv9ltDrCcjSt/xCaKkpR4ZjGj/WdWndGwAziiJ05FXZycSykzxFZlsF1mzz/Y5uHGcGYxq7waKj+YNlRp9LGciyObcLUPzcWJlTK19/d3W6YPLaTLG0+EVXLQDsonH1XbiLkhPDns6BCZYeLC1Pfwpfk0VotJHC8kcHIuFRjOUuJp+wVOL6QRchx8d2NRWjrG9es40KKB7bMbj2uYS0c1Be2oO0R/NFHXLWMq2XpR+7/ZtFULftTXgPJqS+YrgD9bOFUS7wKZTjzJcjCcioTVGGZjLx7tyoLDhYWtrUsreX1NXLgBaFVbNUHtw4knED3jbVjMxnF2KaOzJEDcp3XDtLL70rlkRBHJeSMmqBu0A5U2D3ZbuPlEPtdH1Rb6wzHevlPRSMVGbxhUGgEaem57J9hCY9wmAYqlbAzwgM5gjFZ/hJ26MImu39zWLOeNclb19tzIVVrZG+HeThP5ZESTyTIxFzE3JKwqQ1L90nwaZxYlcyDuhuR3jkSRNjThMFTHUUJM6eqlVan8/04wDI7j/HcA/icAZx3Hee44zn8B4P/mOM6vHMf5KwDfAvB/AADP8zYBXAdwD8A7AP6pORGMAfwzAD8EcB/AdfO9n9tD1R5tH+3LY6w9kGLvXgYwglZezsW1x8kbyR7OUQbIkGlWHa+dWcCTWlcZ4jaTnEfu7aNgvB0rdrYm7F69jTcgE4TVGKs3QAZVfnuppzd+qz9WJDRvUKKVZ9+D+XRMAWeZuIs7zyWkeziWYA3a7qnKIJeG0Xo8tXAo2RpMlJvCvuRgMtXF//6OEC3hCSGRPWoOxm2VD9sgdkwgTxUcaKqL0g0hGRH5bc5i6PDUwGEw+fYPd1u48aQWuFYo8SSX5lQphUrD16XP9pzt7ORGV7wKlAZH3RByiYhZ1LM6VK8c+Z8JvQKVI1FOfbzfVnJmxSATGDk5mzt7btnHY9unBfaq3TDghp2AL4SGLMeBKsRoinMcKAqDiirbdMSTr10kkAv/1mVBHtOgdmdbmEncGE7Oi1b/9GLmJSgghQJ5c3LJxSOmZZJEJhERHhG/32QYtAZ+jCJ5QG/fruDOto8/seduPH3Pp2VI+/XTEkr/+vlFtPoTPa1Tcs1ToD1/ySUiqHWGSLh+LOmbF6QgsaNCr56a1zhPzwNubddRLsj1/rwuBjOeTHgaafXlBEal1+dR5QNfYAwDHbm0YjMVy458I8p0NuGo0RthOJ5qfB0vKBpF6t2RIl3ttKNcMorbz44w9TxFGvdHE0w9Dzv1Pr67saixeoyHe37URdwNBXABn/Y8iXYtFxKfmmBE2zpxBGxXfRpOAoDyhDjsorqDVRit6/7rCMY22phdoiKIxGWqEVtkRMjOYqi5gdBWb6dQcbO1ERWH7aFidr9zbhGtwRg3n9Qko2DiW/SjYUeQD2bmMBsvybi/o64c+0/MpTAYTwPJSfXeEKloRLHCNjLj6vqcIgP4sLHBRDx8GgI7HgnheN7HT1SbgibIGUUVU73u7zQVpX2qlMLPtw4CmA87/lOTtgwKgl8ntiLq+pGZRDQsmN9NDAGzhm1ENBHUNsJjNo2KEZfEENS7I1HF7LYU7817hMll9nVn/06iO2yUs50MNpu6xSr5/k4Tf/iNL+FupYGbT2oIhxx1omvko0l947V5t9IIYDSInCBaudWfBLDHiiy37ufXzy9iMJrieCGpEZVEOwNBXDuHw7x+eY3zTxubbid8XV2f+z2G4W/6+AdfmsMb55e0NUNiIyseVrUHLZEnDsdTDc/m4JdSTHsRonyQSASGnVAtMpvktF5KIxl1sTrn0xgb3VGANPnDzT3sm/+m8YoOUcoKT5cyeOWYzxShPCxh2kn23s2hoAai5xO4tyO0Pw6WuWDZYdGlrEgxY24IX5pPGdhUVB2ptkmHMsDjhYQqe+zBoW2ImZXZUY2xURYvAAmhrODsHnejK5THek/SqghRu7/bwplFk0yWiCLqhjT9KhOPYLWYFPqi5ZT++daB+bxEX19MRXFyPqVqEkp6l3JxNHtjdAdj3K00VLdOzwDnCLai5MlhR6F+quy6XcHjg07gpDifjumsgxtEw8woNo7ltNXznXOLGEymGj5DLDPbabPXR9wKH2dF/7TWVSf6XtPvQ5cNjM9xoBiC6ze38d5HAoL73utn0DeoiEWTHgcE06jqppLm+8ZK3Q4rqpvXZZ8I2U4s58UYZiebtfqTgNkw7oa0VQbIAr/fMiEl5vrlLIrMm7DjaKuM9+5hZ4hGb6wzrOs3t/HQtErr3ZHKOm88rqGQiqBy1Fc5tW2Mk1bsVGXRC+m4nmJbgzEureZx0B4qZI6UTanyiXXv6/XLP5eNr8SmzTIL5PcYht/g8ZefHGrF8rTWRTEZxX5noE7Y9x/uIxWTQRn72GUDTpqVato3GqPOiESwTSrv3N3VozH7oI4jx7VIWIw4p5cySMZcnJhL4oebe3hy2EEmLu0Iz4PR9IrkjgsNn8/5ck57zQBQTEXx7LCr7Rz2pe0Fs1LvqoRt6nmBwTJ7t7YUk2okW05I/sgsW4U3MBc+SirpBSDFsFxIBLg2/H1vXV7B8UISXz89r9GKvslLbub7uy1cWs0jFY1gvZTBa2cWUDEs8p9vHSiHZWgqdcDPC1A2e8af61B7f2klr58h6ZF2VGPKkBQP2oMAW952DM+mMwHB/AI6vfkZvn1HEsuiJlc46jpYSMfx1ZOyoG++aOg1S+USB9TXXl3RRDaG8ZBWylYg8b5s4TFdDUCgD337aV3CvjtDvWbCYaBucWzuvWiiPx7jmWHuUL4ZdeW5EzvQGoy1rWi7vLf2O4o/YZt00cyWaGr8wYfb2r/nwr+1LzJH8uf5/j4+6OCXT2t4sNfE01oHT2viAeBGR8NdPBLGxjExUX3v9TPCyUpFVWjALN1GX4xX++0+fvG4hrfvVBB1Q7oJ8gQCBK9Z8vJPzsm1Zl8PUrAJMbc/GuOHm3soF4Tye3+niXIurviMPyjnUDnqaXaDPeO78biG7mCM20/rvzuD3L8Pjw+2DnXxi4YceI6HTn+ssjLGIHJhWV9IiWvXcvNxwaMWvjMUPfTPDFs8n4ygb7jsDEXg4NAeJtGxODD63OOFBDrDCZZzcYQggyBAFg5qeh0HyuDm8yOj5+r6HObTMcVMbO2Lq5XPmbJPoooB2SAWs3GpfAwegqcDDt/IFOL3UU5oR81xc2Ds5AfGdFPvyWugQ1Tkkj2Uc3Hcfio+gHpnqP3q50c9GeQaJAEAxeJ+bX1ee8YcoDMmbz4T12G0zWFhRc+8gIurBeSSUbPpd3QxWkjH8Yff+BIGk6l+hh9XO5qNnImHcf3DbQl8N6ElNpeFG146KpsCh8DkvywYzfob55cQDsms4o3zS8glo7qhDqceVotJbQOQv/Jot6WGvHwygkq9qwskABwvJDH1PHm/reAdezB/YIkBTi9l8JW1Ir59toRaZ4hyLo56d4SNchbwHFQa4mbdbw8QhoN0LIJ01MWfvvsQg/EEkylQLiQ1P1kUNFHUOkMUUi5+8mBfwYX90RTTKdAZjtVUxWtuIeOH1lD4QMYN+/eUYa4vyMlrMJpipegP2Qn/i7lhrBVTyMf9gCTOFIhBICpZnbVmk2JxNJ56KCQiKGViuP2sjlzCNfOrqXyGGdHK8wQ8GE9x3Agk2kNfccXFnkUR0RBRV9qL2YSr8lriM8gU+lVFZmbTKQAz62Mh0x1Jb3+jnP09T/83eVxdn9PF7/SSgXKt+pXz1n5Hj9CEpDG/lYNEe1Hsj6bIxWXIlIy4OLMow9PnRz1Ewg62qm0czyfUYGRP/LlwcDjGo3ghFUU8GsZaMYlcIqLpO7PDNEr3qKP+wYfbOhxjG8k2yJDJoi0XM7g8XkgGjqHxGSY704H4ffYphy5kVuysLPujKc6U0jjqjFRKxyGvVIIT9QHceFLDcjauLtfrN7ex2+irB4DZAgx7YVtkfSGF6x9u4/rNbeSTEVXM2NJZOkjtVKZGd4j3H+4jBEeCuS3D1iyMLRIO4crJIir1vgS+eyITpaFLn1fLb6nY+AIyjpiIVu+OVIVkG+pCjoMrJ6RarHeG+OXTmg79h1NPK00Cvmgk+tN3H+qQMxxyFD/ADQ3wAz6WcnEsZuOqvrHVX42ubM7jqYcLK767PB51cWklryce6v7Jkrflm988u4DuUHrmdhh4oz+S67jpX0sAAhA6e3E7MMjhM0sZVSOx9w1IL5wsKWYSv7KcFQdrypfm2lmzvI4O2uJFqTYH8lpXc5r2RbPe8bwJu4fA8Mr5uMoruXErd2e7LnA8EyjD1wDIyYqqLarxcvEIYpEw3ji/JOgQns4s38146mHseSjnfT8NA4GSMVeR05/14ws9yLX53Dbvmz08O2OVci4Od67f3IYbFmUJM2Y5FGMGJxfnnzwQ6/Ves6+ZsQetvi4WzFQtF+K6qOQSEZxdyuCtyyu4fnNbBpLxCAopuek5OBxMptiu9Yy7sadDyK+tz+tg1B7UkmPOHE4O9WaHapPJVILeS2lcPTUfGHAeLyY0o5TvSb07VE49//6VZYFnyfDLzwvl4JmMdw7IktEQusMp/qCc06FYJu76HPSlDDbKeQCiaLm/08R3zi1+aj7Bex9VdTjMz5BscjtvNRMP4862HMG/sT6vQ30OwJmhwOFjzA3p7IC/+1QphYV0/KXn1RpImheH/lFXPBFkrN/aFmFAKevPQbpDEdsftPrC98/GUTSuVg5YPU/aMfbr5xAUgA7c7++0UExFkTM8fHou+JooUPjZowN0BxNcWBFeDDOFFX5mDRQzcVcd3uW8XK/2+8RNk+/X7L+T1oh/rUzN+jL7ub33URXdwRiN/kgR3bxeOOiWe0aECyvFhLLs+fwBfzD62pkFbB/18PG+P3iWHOQYekMJ2OEaQCHB44MOcgnZSJkVzN/zcK+F4wWfoW/fUxy48rUw7yAccvRzBKCbHjOPmZvL+4OD6h/d39OMhIVMTGXL115d+a0r/f8oB7kfbB0GmPjv3N3VG48ogH2jO7adrAQxscfJ4eJRd2QYLb7r0fNkAPydc4sv8V5sBocyeY6EXMkKivvt8UISJ+dTklFrKm6bK8/WEKshVnezkkFW7VvVluaiMtaRcjf5fQntIwIIGMQavZHq7Nlq6Y+mCmhTHb45VueSUe2zszq/8aSG3UZfmSysbHaNTX3WbJNPRgPohHwyomY0OndtUuosg4UnIceBtp1srfuF49KjZwuOpxQOnO2KnUY36uNtRyZbUa+dkb97ftTD1PPghsVjQSQ1GevkM8XCPg6BP+fWszourOSRjLl47WxJ0b/cZPmzuLB+XO3g0Z6gv6NuCK3+BH9Qzun7YnN2rt/cVv/Cx9UOcgkX2YQfhvL+w32RD8KXJPO1ckg5G634zt3dAHjPjgVUE6M5+WXiEYTNexJyHCzl4oGqmZ+NfTJgS2ohE9P4QREWCLKaLTCe0u3BKAF7tsnL84BCKoJnh12UC3E9Ndvtmu5gAnhANOQE8hWIqeZJgWlZtlny7dsVHLT7ePt2RTHmr50t4XghqZ2BWDiEXzyu4VlNhB8cClNqylYzMxKiru9QjkXkdPeXn/x+kPs3fpC9wxaHTYPk4gRAFpfljLoNuehMJkAxGcNCxh8u2kc+GpToAmXPjiEMEjgxUU32RRMLNzQ678VsHNdeXZG+Y0uyeA/bQ1w5UdQ2DXXi9nD446qkWtk5uRygAdDjJXNRL63kVYpK9Y1txuKwmgax4XiqBE22NOzcUfZniVvIJyPaZ+dgkWqcqOsE8BJC3xzrvIBmm3pniPs7TSxmYoEoQb6fP/6oirBFSu2P/B7r+XJO3cjVliy2PC5HjMGsUpej+1bV/5q9kNuDOs5cKC08XcoAgLZb+L4xBGWn0VdlyEZZdPj90QTd0VgZ+7e2ffczf44QGyM6HLaFAvXuCHCAh1Xhydx4XDMnvT4a3RGOTNj5h09quLSSN0jrjPaXidsAgJViAiE4aPbkfT/qjhTpYQ9MPS+oUSdjiq+VLb5M3MX3f/qJYsbZGv3Db3xJ0Q42rZVae2Y8cxZTLiSQirri6mYeg5mhxCOiWJpPx+CGHDw57GjrxB4cl03oUG84wbnlLKqtgQ7cHUfiDFNxN8C6tzHJF1Zl0z29lJFQpM5A40MvmlYwF2oq6FjozKWjGE6mqo6yfQa290dOv0IdJW9HPBVh/HBTTKAkzh6Zz8x2v/9evfMbPthvBxCgQdqJQ5I45VvN692RsG0MefFr6/PKZtlv+RIv/gwqZJjRGguLTIugs0jIX2TeuryiARr2IPPWszqyZphENjgrNhtNTKzy2Ojn2X/kAI0yurW5pDEGOTqrOF5MYPOFyDbtPFTHgVEuOLoR2Rx73qh2f3ZofmYsElIX4/lyDgvpuJmLSF4v5Z68UXNJUVSQTaNmm6mHb55dwLNaF53hCFvVlqpuTpeM6clgE6hW+enWATrDEX78UVWZRxdX8ypr5cZVzsWDUrmZ6pXD5eP5RMBuT1MZ5x08TXBWsd8eoFLv4/WNRXz1ZBEL6TjeuryCV45lMZl6yMYjelJ6ZVk2e2Kut/Y7SmwkFpkzCdsARZ4MF4ELqzlNLGtYGAkWIvutAe69aOJ0KY2xkZE+2GnhqDfCUj6Gh9U2+qOxYBCWZDOjrJFzGi7utkyxlJXBqhQwPd3EbUbRK8eyWqTMp2O4YHrXB22ZQzEbl0WA7TrNJaPSZ4+4OOoM8fhANqFrr64ETHaswO1N0Q072lYr5+KBIXGtM8TphbRKg/n+cOPPJcSHQfTHeAJFIBDRYp8wSHSlmSoaDilK+ycP9gNMHWY8j8YeYNRRNm+n1RdkQyYeMcRZOeGFHEcd9p+XQesLu+hTvXPjcQ2JqC/tsjk2jiNOuZgbCjDG88lIwBFqOzCT0TD2WwM9Idhh3ozlu7iW9+WBZlB2vCDkSbpCKfGkPn4yAZqDkVYkrAhiEXnuz+s9PD8STfNFM4htdEVRw2PyUXek0XY2OZHuTQKuKAHsDidYyPiURUAGkDbH/ur6nOJu95p91DpDTev6uNpBfzzGLx7X8P6DKgAEKm+6hzlDcRz5XDjgXismNRHq46oc2R04gcrs7TsiPSQplWqVVMyF4zkqoeUpCjBqmURUFikTBkNV03fOLSrXfpbfYnNz7mwf4f0H0nd+cthRJILd3uJivHEsp2aa8+UcXj1RRDEV1dPD+XJOwzoYoMPq3nbKLmRimM/EFf3BtsHJuZQka008HC8k8NrZEq6cnDPuz5AGv0+mHsJh2eAAWUAa/ZFWvd2BGIuW83FtgUTCDn78sKpto9mgEqK/pYCSa5EtN15XmVgYf/ruQ1y/uS2ZCDtN3WSrTVF48cQ2i0y2BQ/nljKyyCdEzfPB1iGuXV7Bt88t4o+/tY7jheRLm+JsJChPkWz1kPkEQBlBsxs/4yWvnCyqUmkuFcVRxw8lmm3JSDxlXFHaLB4dB6rqIc5hOZ/AZAIdLl+/uY14JIRiKqohOeOJh6+bU1AsLO3o39aY9dc9vrCLPtU7V04WsWdkfADMTZ5Ba+AveKRk8kMlGI1KjAVjmWa1MZ+OmT62GJl+9ugA3eEoAE/qj8YYmmPvQjqOfDKCP333IerdYWADoh/gzYtlXF4rquzs6voc3rq8opx+pkEdtAd410Tp3TFtg6+eLOLbX17UCrA7Gms7hsd2OEAxHVWW+L0XTQAiF7Shcfvtvl7olIjmk3ITPqt1FVxF7MNkCu3LJqNhlaey8j5e8MmBpHva6V7kx2TiLoZjYbpcWMkFsb8m84CGufc+quLKiaL4HYpJDUwhZplyWUoZbz+tq0mqNfBDYyjfpB47am5oclCqzQEa/RGycfFNDMdTPD4QfXilLsx1Hut/8OG2IguuvbqCCysFZTQpyqEuA31q5tmKOF/OWYtrV7EQfH9+dH8PUcP4pymOaOxae4hfPK7h0W4Lh50hismYqcDjaPXHKCQiODGXkvd1NYfxBBo0Qk0+Z0vD8TRgwGLAzeaLRgA+qKckU3FX6n2NZ+SGyBMXr91YOKSYis1KUySn+21FHFMBtZCJqWclGfUrZ56Kn5vwoFvP6pq6du3VFSyk44FTJBk2Ntoj5Ego+6e1rew/q8bEuNPoI23giGyF8aRptwRZJDFd7r2PqhoOc/XUPOKRMC6tSk7urWd1hE3O83w6pvMFW6Is2b6fTz4u8AVe9AHoII8fshzTXdzZbiDmytCGREf+HYe69n9z+MOjbCbmBoBtdIXSFu6GRKfredA4uvcfVCWz91kD5Xw8oPkl/+Z82T/yX7+5jR98uK1pVIvZGN5/KPkCS/k4Iq6DDbNwcbEAoBUDpZc0oiUiYQ3Ljhq43EGrL1XLhbKeZuzkKS7S3//pJ6i1h1gtysCZ7+XpUgYn5lJIRl2szSVVa77bkAVxOJ7q6YSpV7e26+pA5DGfp69Lpi+eS0o6USbmYvtIgux5vOY8pj0UFEW1PUAxFcH7D6oBXTurR88w3wl0u7fTVBOULd8s5+Oax0uI1tpcEqmoi5C1OGYTrkg6AY3JXF+Q12bjgdnKCLT/lrMo5+O48fgw0Irgwna30sBesw/XcfR9sVlDLBJsNHajL9dbpdFXJo5j2lmvbywqfjvqOmj1J7oh0Q8ymnj49tkSFrNxRN2QBrE3er5rvNoUp7i9WNqbwCvHxJ2qyW+7LR18Vup9/by5UV8wQ+LFGScq26hkVb19u4KbT2rYfFHH93/6iW58s6lvfHBj4OkyEhbIIVtf+60Byrm4JovxpDKfjuJ5Legqj0dcfHdjEe2hPy+ygYW2dp/hNpxH8b8bM67li2t5PdWHDe/fDsFhIfTamQVUzCno94Pc3+DxwdahKgJsC3yrP8ZyVvCn9e4IF1YKuLgmuzCVGY6DlzI8+6MJ3jUMb1YEVImUTED4xrGcLDjmRry308QPPpQ4umpzoMqIylEf3eFI8zcBf2jL3jG1v1PPk2g94+gFYIbMUYVvkTny7LCrRo9fPK7hvft7uPG4psYY4htEYhoL4AkYaVcy0Dm2v4ivIAYXEIVMtSXH9n2jDmJ1eNSTYRRhXjyd2OTNcDikChgGgp9aEIObLam9v9vCSkGC7OlQ5Syl2hwg7oZEAuk56oX4eL+NunUsdxwEKmC2B3hjajaxafO0h2MN0zjqjnBxTVppTJmaTKCVG2csHITaeGCb9x4LhxR2d2e7jmNG1cXFjn1vrUY9Tw1d3zy7gIgb1iqW6iSqg07Op5QNYxcp7GN3R2PDkvJ0ZqUbUm+og2LAzzGgAWt1LqEh5fbJbL89wPZRT5ASBgMOBFt7fN0bZf/z5mxnaAyNPbOg/qrSUJMY1T4LmRjcsIP+aKIoZmLN+T2eBy1KNit1/Nl7W3iwI/cTZ1C2o3cwngSC3+nOZQIdT4b08tB4aZ9az5f9UBbOQASlsotqq4+tassMcIWqeqrkZ0cwt5izRQ7Mqd/naWE+E9cEtb+TuMS/rw/bDMMKidVHKIQAr50GJn7g9e4QxVQUD6ttAFA8bibhojWY6AdIdyFPAJSE8UYsmwvz4Z4kYR22h3jtbEmzNktZqcZpvmF827llOR3w+b91eSVw0XAhIqPjoD1ALh4R45V5TrmEyeU1fVr2sqUay2LPaKIZtJKI+oNK9kKrzQHOLWUQDodwea0oR9TWIGDMYsYAo/AKxkQD+EYtKn5I3qT0jSjixwcdlarZklobSz0rmeRndcFE4DEjwOaa0KHLqponNL4XvC4A6GmDVSwlfLef1vVEQrMVTzuB7F6Drn7j/JLCw2yuyqPdFh4fdJBJuGgPRRJK4xk3UG54c6monlwqR+ISt4f+nFEwwencUga7zT7OLftFCh9fP+UjLigZpfN1OPHQ6Ilf4t5OM6DQYvRiKRvTEHtNR+P7aTYJGtXsICEurLZZkPMXe4Flrq9Im8WctHEsB88Dmv0RFjNxbJRzEm6znNUEOPoRyKq6v9tCNuGi0R+pTp4US94f46mH9VJaOVuJSAg7jb5KgR/uSRgPxQcMYSJnh4UZQ1kAqEdjOR/HeDrFcOKZImug/B8bKFdtymmX7aT1hZQWnMcLLwehfx42qi/sor/5oqHHRFtTPMtn5yD1JfmiB3QHE+1F5hIRTKbSMmL4B3tw797dQ7XVw1a1pYuIvcg9P+phOoVhh4+wcSyHw44ggekazcQlVaeYihgmR0zbLoyw4wVCpK4ahzIxfPvcIv7pt9YV0hVyEHBU5pJRVQJQgVFt+T9rzzD+CZljlGJrMMH3Xj+D8+Wc6LtN/5FzC6qDvrEui8twLDRFwFeGMKTleCGBzRcN7bHK6/eTgShBZXvtV5WGtiykhzzUkwwAVZEwRcoe1m4cy4ne3AzTM3FXKy+2BXgsr7ZEicNBLaV61IIPJ562m2wmEwNtZkFzDNv+zrlFrXKHZkAZd12N0lPNvPFE2LGPjw866lY+s5hRqScAlTOy6q/U+7hyck4HuAA0KnH7yI/LnAXhlTLCfI9HwrhoubapLuHJknLaX1UaWMzGcGe7jv5oomE2lPaKsmaIzlDkqgtGHqxIjnyQbcX7JBIOiwltRyI7bUT2maUMXjsroTFc5N2wYwHkEhhNpCLPxCX7wQb7nS6J2/fMksD56HotFxJ4tN/GhZUc4lbiGABtD3HzB6CgPTuU5dJqXhV0xZS8lwvpmDJ1KkdyYr5+cxvVZh93ntVxcU02r8FoqtLRcsGf2b1zdxf7bfncl3KipvusH1/YRZ87pB0ePRtTx+M1EIyFW5tLotYd4sRcUm+OM4sZvHqiiFp7iJtPaoHw9OV8zCx4XiBLl6jZTFz03K3+SHX8Ntjsm2cXlNHBE8B+a6AccLYgxFQjlUc+GcWpBala2NOn4/hr68IJt9OQOEiOu9LCoWmMpw7yg2wKJQeNgK/qub8jDJ3OcIzpFIGcgM5gjP54jJ898r0QpGFyUaPFna7SZMzFt8+WVKVCPjrVUcrtN5ui3QvXwVvTl6Hyd+aTEd1sTi34UkNygEg45aLLdogEhUhF9rNHB3AdJ2Ay40JrU0NZNFDtxAWzNRjrjb1WTCIZ9dHIHNTyVMUEN3o46FKdzXxIRCUJjLOaskF/bBzL4ZVjWd1Qbz+tww3JKdVGU+STEVU5RcJOQLVix3jOhrbvtQZ6QlzKx5GJu4hH/DhPAGroyiX8sCL26tcXUmj1x8qSysTCgQq3NRjre6EGurU8ABkaH7RkkY9HJMSkZYbhje5QESgs5vh7uRlxMb+0ktf7stUf43Qpjfs7rcBMgb4MwFffxMIhbSH96P4eLq7lA7OtM4sZhffNmhnv77YQDgNjz8SXVjs4X5YhLxlBlbqcjLgh/uSBmOf+zkJU/r4+rr26or1BAr0I+moNxqoaoUnLruDEwJLBTlMGkhzYZGIudpp9ddfR6BEysKorJ4uBQBIOC1v9CV4/v4jh2NPqjQPkc0sZDcW2E5zsgRafGwc8rC6OFwWR+/6DqoRmPz3CvRdNDR75yQMfvawGINPLPLecRavvy/Foerq4lsedZw24IYjOe7eFP/nzTd92v5zRqnXseYGqiqehVMx9iRDKMAsezcuFBO48k5t4lvPDoBFKFNkrVnevZRpja46tEfZZ37m7q5sNAW6twUQreA7Fv3l2IVAhy6C1hnI+LgP6ZARRN6SvQQw1E81GteMFqXbigrlVbeOTgzbcMHSuZOc0a6i9BwmYN4uX40hPmrb+q+tzaA3Gqkcnytu+HsgkIg9GetmOmsQAqf6J2y4X5HVyRsWih8oRe4N7XutpW2S9lEYxGdOsXzvoZyEtctPxBGq0Yq9++6gXMKLd323h4lo+4Ca3iajM2N2qtlBt9fHDzV1sVaVFlotHBJttcWxsv4Kdw0zoISWULGJWign0DD9oNiCJbSi6nG9t221Dn9xqx1bS1Ml+P0N0zi1lUEzGkI5JWDyvk+dHXTHtreVRMuRNznGkuGqpquyzfnxhF/1/8KU5XTzJLSfoiy0Mqge42Aepmn67g866H93fw2pRWCCeB2V7D010HCtMe/GxmfMcqpWyMR0g398VZcFes48bT2p68x22h3rTU/kymJjKIxLCvRdN1ftXm9KzbPbGAcPLa2eCA1xSGVlJ8yTCzaA/EpxruRBHLiEEyEZvpKYxnkiuXV7B2aWMMlnoaQg5DlJRV3X3dg4BQ+SPDK2zctTDci6OmkXvfOP8khi8jmWVVb/X7OP9B1Vzk0705gMQGLxRTcReN6s3O9GLcjzOBYCgrO+gPcD9HWn5tQYTBaOxRfb0sIuQIzF71eZA/Rls+/BUxkWU7PVGbxyQ+bElZhNC2dvmMDbqhrBVbQfmNuPpFEu5hLqa2YaKRaQStWmgQop08XXzO8r5ON69u6upUnydrKzZzxa9ufz8H27uoj+aYL81CFBNL64WVJLKxZnU0dZgrLgS26diU0rp9uU1YoPseA9yeDwcexhPp1jOxzEce3BDAkcjMfU75xb1+c4aJ+2FeL810EATDnypMLPhaYBs/JzD7DX7iIYcxSEz5IXSTMAPMGe/PxN3EY+6ePNCGa2BLwwgnnq/JSKEzmCM24YhFCgSB3JS/DxC0YEv8KIP+IxzDjMpOUtHXV1EuLCzlQIEFxMAqn7hcGs5J+ofOkW7o3GgwiTOmFZ+VpxfPzWPZNTVdoy9aANANOwEdPuEL7GaBaTymB08XzlZxNnljBI+mRU7mPj2eNuBy+qIFQerzVZ/jM5wjHwyqi0GBm/bJxJAlDmN3kiZRtJSEi3900OJjPyLv9pBJh5WbTO1z5wLjKcySGQ/nPJWLqISwO33t9mz5yZm33TAy6c1+89ZU9XWfkcxEGw58QTUG00+FbHdHY2RiocRj4R1rsF2kt0e5EZz5WQRZxezSBmiIxdNXps2IfQPyjkd/nHjmp3b0JC1UkwE5hF2bKKNxF4pJpQ3VKn3sZSPYzL1W4q94QRw/H7/W5dXtBr+5KCDUMhBZzAKFEM2P+jnWweCCo6HNZCInwuvF7bWaHTkdcjPhdX4xdV8gLBJNcuVk0WkYxGEIKfrmBvGdzcW1W9hnxIPWn1sVpqo1KWVRwmlnT+7td/RgS8VZvxseCJge852jNvPmQv8+kIKTw6Fg8UNhtjyeERerz0bIFa52hzgp1sH6I8mcB0p7BhEQ0UYB8Cfx+MLvehvHMsFKjX7iD07wGWP3XFkAXh80EF34HPLJYRZ+ughR1oza8WkWr1Z8ajCwWBaGWhxbimDwWSqbsxYRN76wWSKa6+uYDEbx1F3hO5whEZvqBWByu8mYuO3NxkucHQLRkKOtnLOLEpvkgs7K/KqWVh4WolFpKIsFyQtKhzy4wzFWCJ9UkomGSDPgG97AaaDs5SNianJ8MRZ1VL73OqPVQnz1ZNFzGd889rmi7rKLU8vZpQeabNkto96CpIDgov9LI+IzwmAKrIY8F1p9PXkVc4ncWk1L3iBT0FsO47Z2FwXqZgbwGhzMQSgjujAgma1ut6+I9pzoWD2dNHS/r5pNdmuYuYw0JBFgBuVPNLTz/v98rgvFe2PfKUM9eFvnF9SE2A5Hw8kglEq/LQmJ+FE1FWCK4edNvaZffxzy5lAmhdR08eL0jZcMWldNKK9cX4pgDVgy4SvjfOk1mCsKORyIaHXPmWuvPY4FE9Ew4AHVBq+YYy5044j7+ultQJePVFUcx2LEiqoeOLkSW+tmAxc3zY0LxuPwA1DNxhiyyMhB9u1YNYu21EX18RNvJiNY+x5psefUG3+5ouGbi6fx+MLu+gzOSsTDytvhnQ8Qo60ddIeqBKBNxclj8Oxpz3I2YqWNyp7xf48IKvcEXoFuGiyf8mNAYB+uNmEGyB72ox8z4OmdGVjPsXw51sHuLfTVIlgJu5qX9/zBOu61+xrL/fSah6Vo746QaXNJdK5yycKGI49lPNxlU3y+M0hICVylUYfpxbSGEz8eD6qYk7OpZCKulgpJtWubzsX6QHgkdqXtLm6gNh8moVUDDXDgef84NJKHref1lXps29kjwDM4Ddo4PE8cQ6noq4apFaLCXV/NrpDfW6ALPYbx3LYrDTxcE+knByAlvNxlSMC0JkP/3/UdRTlwASxlWIC7aGkOOUS7ksbJpOdyBuyXcVcaO14zcFookyc/dYAz4+6AQMgF2G2Lh4fdBAOI3C9XVzzr4XNFw31kwDAWjGFs0Z59WCvqcq0WWGErVSJug7csKMFiT27ICvpbqWh0keegm3CKQmblPMemKE55zeEDXqenM4fH3R0KM52JhUyNIxx06ARjlwlAAHDle14BoDHh53AJs7TxeaLhu9yT0WV2UPlF+9/m2MEINDWumJc9Ncur6haiWROMvufH/3enPUbPT7YOpQ3faeFckECpx8fdtAZjtHsj1UBwSM/K1rK8Ch5pLKBNyg3DftozoXCx/lKz3g+HdOBLT0BzGkldvnRbksxuGcXs7hycg7XXl1RVj4AxI387nldlCjFdBSTCVSTf3E1L1Z4c5S2B5vUXrM6eV6XoV69O1KVxp7R49ubGLksrcEYxwtJRI2c7I3zS3Ls9CRP2Ob40DpPNsmCoWZG3ZC2lXgj2JI66sYr5vXlDZiNR+gdIycF/PYJqyduhDS88IjO9519dscR9+mVk0W0+tKvj4TDeGU5i7gbwl/8agfdwRjvPahirylY6Hfu7qI/nqBunQYuruX19BKLyOfys48P0B2O4TjAV9aKWC9ltKVAuWLUDcHzJJC+mIphvZQO5NnaxqeHey1cXZ9TE5WdqDWfjmE5F8fY2PiPFyT6cq/ZVwMgw+2jbkjzZHMJF43eKKAGu/1U/BWxcEj9JFQP/dNvr5vixw2Yu0rZWED9s1Vti+ggHZXwkIQgK669uoLBZKpM/FTMhQMxLP7Ze1v45dOabiRshzEj+ONqR1uklJFSPltICbd+v20C5eMRvQfpGv642lHDGFuFs0Y4cq9ouLK/h++Rtl0NLZb/lm2ii6t5zKdj2ChnBbAIX0ZszyzIuLK7DSxGNl80Apsoh7ucZ12/+Xtz1t/4wSxQViE68ExE0OqNtRdLTDAlc4z1O2gPcWk1r2469vdlUCO9Ng4pbzz2+fHH8wll69DybnsCCGKjLj7IuReNdL070g/90V5LpXlUoixkxF2q/VojlzzqDKX6m0xx74XQCPsjeR6bLxqqHLJzfe2AZg7Hvvf6GXUyMiOW/WtyicqFhMoAaRxitc3+rYRE+IHYmVgY727uoT8c+yevO5WA3v9r69Lzpibatv/P9usBBP6eqAbPkxCKi2t5fU62ouN7r5/BRlnaIYCoMzIx6fPywe+fTD2EHEc9FTaV8vbTOsr5ODr9MQBPlTb2Zmu/B5mYi3I+KYu1pQhjIXH7WV3ZNh9sHeoxn4laG2UZnI+nfnxgoztUVAUBbVSJDMdT47odo5CMaUHBdld7OEI4JJU5HcOTqaews3wygmIqhnRUlGl2VjKHz+eWM2j0xtLuNL8/E3M1PJ7mvYW0QMUurYiMGEAgq4LtjLuVBrqDMY66ImSgMolmSA6Ry7k4dhp9hBxp+bEqv78rFM0bj2vKeeJJgDMQm5tjm9Xs+Q9nMl9ZK+L0YkbXj59vHcBxoAUfBQQsYG48rsnpoOafDp4fyb1BsUJ3KKjlXz4VZhLFBFdPzWMhHTObnsyzOJf8LB9f2EWfQSi17hBRwzSPhh0UU3LzPDfhDENrsVElhSUDs1sP1eYArf74JVYPqxIeT8v5IDrZ9gZwwMXoOOJZbUv5QauvQ2IaPBgGTn04h8PlQgJb1TbCJtOV9nM35ODOdl2Z3HbrYdaVageWXF2fww8+3FZZKZUkDHXhsb1inRi+/9NP8GC3hann6cbEIzRlbpRMLufiyCQiqjDiLMVWwfD0Y3sh7PCYWQ6PPRRkC40KLZ4A2Fdn75qfa9wNoZSJYQp5g759VrJuS9kYntd7SEVdZOMR9VSsL6QCiIFWf4ILq3mY4hfXb24HYic1mWo5ixuPa1rh2tJIFhKvLPvvMWmuhMt9Za2Ity6voN4dBeIuiarIJVyVIHseDEMnhPEE+PppUdzw3zNj2Q2F0DKnmNMl3xhmw/PouqZD1UZBf+fcInLMbVjNK4rjxuOanq6YtfC19XmdTUXDjm4Ssy3Eg/YAe62+MugZS8pZzp3tI9zZPsLDahvLuTiGE8+0RBpo9IaB6/z9h/tIRiXZzjfCJQLcnLsG9mczgFhc2IZG+gZmF3fizPlvuVhHQ/7pYK/Zx8QUd3z/WVRxSDyfjuk8jKqlpVz8c4lM/MIu+lfX5zCZAHmDXiWtkYMte3Fi9cPdW4a2ER26ZmJhgWTl4wFiHts466U0vrJWxGtnS4hHQrjz7Aij8URldAxesBemq6fmsd8aoNYdoD+eKE+Fm821yytIRl1cWM1ZcYuisuDz5VH43HIG8UgYr54oah8agDj/TAD4+XIOSzkzLB6M0RqMcXV9ThdlBpYwt5YL+CUTI8e81fPlnH9sN9LPxUwsYGdnP5JhMpV6X3EBTHrizUuOOR2z6wt+yhf18fxc2M/le8jQFp4s8skI7mwf4e3bFWwcy+F7r59Rh/JwPNWWEY/3vNnrHVksiLKgooOvfzyRXFoGohCtQIUMHdx25rAt36SevjOUcJPh2FNp5Bvnl7CUiyvllETTt29XdIOlFPgHH27jzvYRbj2rB2Blh50hGr2xXjulbEylgzSdVepdbav82XtbAIQh9N0NOe3QlDiaeLoYs3+/td9ROJiNgrYH1bee1TW8he0QIqft+U21OdCoTG5Stp5eyLcxA4DzF05W05OpAOToNlccx2oByWgE/+RrJ7GYlc3g3HJWs3xtkBn9BZx/8T7mpkW0OXHZp0sZvHLMd9GyDQaIW5uFCRfrkONgOPXE5NcaqGaf7SG2bEKOg1JGlFHXXl15aYP5vTnrt3hslLMopmJqdKGhRPJgRd3BUGVGwNGswmqaMK6zRrtNZ2QqGlYlQSbm6oJZ6wyxlI+rg/HWdl0VCraJg1WBtJtEtriQ8ePhXjmWNc7BCRbSMV187UqV8q6NY3lcu7yC44Uk3n9QhRuWqt/OZuUglwNqxwF+8OE2usMxHhnGEKs4qh2oKSdPhnF5PN7TRNUbTXFhJYeDzlAXy7grUXE82nNgx6Eab162qipHPdWpk7MPz9O5gobHWBsGh3BsCb1zdxe1zhBho6a496KpChIA+r7RV8CbnWaz5mCEey/E/ERFx/O6BITMG6JqKRPDjgHSsWW33xZw10+3/DaS7Qrtj6eAI5/D2BPi5S0TZFLvjvDW5RVcXC2o87PWltfwtNbBDzdFjPDO3V08MPyeUjaGSDiki9mllbwhvfqhIK2+LDTpqKsVOtsq+8ZFap8s7IHl01pXozNtlMbQXAvclHgtsz3BQO/1Ugbf/nIJdysN/Om7DwP+ASJNGNbO0xdPxMRnFEySVHc4Qr3jV9MaLn+yGMgaoN7+bkWyBS6t5FGp91T9ZPsaykZ2zPkXT7FcyBcyMV3wma9AMx5x2a8ZF7mt7CFJc781MCfthiabvXmhrCHy93aaiLqhgIT3g63DwCnx85RsfmGD0f/03YfYb/fxkwf7eO3MAvrjaSDYmIlah+0h5tJRHLaH6lLkBcWg8JVCQh1/129uK3dkOScXT607RDEpZqax56lpafNFQwPOGabMfup+u6/h4wA0aP3BbguN3givnijieCGJZDQckA0SP/us1sVqMYlwyMGFlQKeH3VxZjGjIc2H7SHevFjWgTABVe8/kAru2qsrivI9bA9xcU02leOFBM4sSivqVCmlX4tFQnj37h6W83ETFh9GPBLC1VPzGk6eibuo1HsoZWKoNuUEM55OJQAlEkYhKUEv55YyeHwotv+FTExD3hkA/3FV3qu371TgGuokZZTvmSAOQIaifG2AVNp+oHZcIx/1pGTCQ2JuCFPPCwRZM5A87oawte+/D3w/RXvtIh4JIRIWZ6wGvJvQebmGEhqO/rX1ef28Nyt1GWQvpF8KCycq4BePaxhNPHQGY+STEeTiEXiOh8kUKGVi6kY9u5zBxrEc3rm7i0Iygg+fHCGTCOPSqlwzB60+3n8o1/2t7TrckCzgRDvwemPY+Z3tIwlgMdfS7WdHOOoOsFPv47sbS6oh57Ww1+zr+z/7ufPn3q00cG+niXI+oSeau5WGvtfpqAQclbLyb2bf9/c+qqIzHKHRGyEdi+DNC2UNIud7moyGA0HrvC4o892sNKUlM/Lv/cFkiu2a/9+UVc+nYy+FxM+uFYtZud7o1I27IUGEL2fUtGW/n0zB2qq2MJx4uGbaawetvq4n9vfb19jVU3LtfO/1M7/V+vcfZTD61fU5lSMGQhCe+Uahw7b0+6l9f7jXNsCkvh5hS9mYGlbuVhoWRyOJseeh0ReJ5tjzcGYpoxX3K8eyfgvCks5R+sjBFNtNfDR6I+RM4hVTq+xoPVZrHPA8Oeyo+ofHTga+UHdsV/scLLMiWszGVaHEASVnEIyAYw+3nI+bhC6TbdsdBVQXrf4YC2ZICUeCIthemw3nYJ+dbBmbJMr+6FpRGEiJSDjg2qUyh+x+VmHbRz1sGOUIEb+twUTze20kdqM7QrXlm/EAuflZgTsO8MHHB9qSYSoZ83ypdmI7yo+aHGs4uv1502VZysqp81mti/5oEkgWS0VdRMIO5tIRpGIuiukozi5mVVL41ZNFfPvcIt66LBs2q/PlfByTqT90t9uEC+mYSlWP5xOKerBD4efTMW1PAsCX5lOodUY4MeffLxzkH7QH6havNgfoDke48+xIr2U7xIbVNg19z496ql9vDcaqcKLUkbp6VvXMqS5lYi8NX9nGs1O+eF2cL4vsmhkJdgAKdfjzGemX2+onyit5nfhrxVh/LttQ5DalYmHFWTAX4TWTT1DKSkFxZDI27lYaaprkgn91fU7ncDa7i12Bz+PxhV30gSBfA/DpkQHTUSKiBqtU1MUx4xbl4scFt26iCYtJoekNjVb8qyelj87F/m6lEcgEtX/nYDwNSB9tvC/7lvaNzcePTdVz61ldDSPnlrKi1IhHZAGz3MSkCJLcx9fCBWiWLzJLIT1eSKI1GKOYFOUTj/8wssdCQi5GLuZ0KNr8lnJeHL3JaER7xFHX0eSk0WSCnzzYV/s+AP0ZtpuWbmiqWupdGVa/ebGsvX876IYBNPFICLmEH+tHfszzmlSkzDw4aA9UbkpPBd+H/miKr58WeigNYsOpF1A72YN7XnMSxJ5Qtv91DcPxuUkAMDU/F5Cedykbw8n5FCZTwA1JNX7t1RXdgDwP2ve9tyNGvagbQtOojuqdoYk9dHTzoQTz2qsrqiG34WsM7wGg1y7nEJ2RVNR2shMVOf3RFI4D5BJRbJRzalKzQ2y46ZASaqdT2W1EwFfD1E1BcX+3qeHjNgKCm5VEHwK/Miyf9nCsMxhmBnBeRdwC5y6zaVwsAAsWO0d5XeYaKRcSgeBzIis6g4nIgAd+VCI3PQ7Hw46gIwhnK+eTWvH/6bsPkY66KicmkiITd/HO3d2/G52+4zj/xnGcquM4d62vFR3H+ZHjOI/MnwXzdcdxnH/hOM6W4zh/5TjOJevf/GPz/Y8cx/nHn/krmXlwAGPTE+1eKyuERm+kTk1WYdXmAPXOEM+PelZUnDBEKBnjEJE34t1KQytuOg2ZCUpnZ8z1Kybu8lxwacSi0ebei6Y6VO/tNOF4jqZKBQZHUw/jqYeLa/ng73nmW/NZ0dimHzLSZ802vGkP2gPkkhL6okMrU4mcXsoEkpbsOQWpjAybX1/wwXanFzOanETkAO373CSlf9pXlQ6VTn2DtKBOujv02Ti2CoToXaolbPeovXhwEMhHJuYGZhkffCyV5fNaD3CgBrErJ4po9ccaCkIn5Wzm8f2dpnLi3ZCDo47QIBu9obLrmwPZANnfLRdkHnJyPqVJbLyOOSdhFm3ZcItyiYgGzSg2YOIFVEbcLKkhj7oOdht9zTXmYm9X2VywqXqyUc4cglZbA22Rsd/NjZdD+SDPyu+xL2QkBP6gMwxEJg7H8hpUhWNUMLYb9s72kYnuHEu4iiGnZuJh3dA2XzRkc95pqeGSp+4Pn0rA0PWb22aOJfLso+4IbhiodQc+r2tXmEg3Hh9qNU958rZ5PQQDbhzL6QCY98OVk0WUsnG8vrGoPX3b6GgbuDjQtoN+Po/IxL9Jpf/fAHhj5mv/HMC/9zzvNIB/b/4/APxDAKfN//4IwL8CZJMA8F8CuALgqwD+S24Un9fj6vqc6oodx2d5zA6tCMUCoLmodivA86Bh1RyuaAVvqpgPtg61YlvIxFQ2yFYMv0baoy0dpCLi2qsrKOf9o6ZWRjstXFjJIRlzNZmLC9KtZ3WUDZ6ViGVm+76yLNZ89gT57xj8zoWLrk4AAQbJfDqm6UR2JcL5wkFblEduWBYNap1p3iEd064uAd+8IqAsacFw2E1OynAylT66paTh50idNMmT9mfJJK6QAdbZslouGjxZUakSMJSZITNhbzQ2XVrJq0GMv6M/lkr3zKKP8yjMbHy9kaFSpqLCLzKL0KoZPK4VUzqgP7eUkVyGZl9NXHQK25iBTFykkGwXOQ50s2KC27XLwaqeKGldWCf+Ccle7G0fBCF/HN4SIsgAl/s7TZRzwRwA+3kuZ+MBV3Uk5FNE+WAbyi44eDL5J187ia+sFZFPRREJO/jkQHwydysNTKaeRncSSS6zlJY6mqvNgeK5tY2SlpZLbzjBXqvvp2RZz2GvKWE4UdfRDOVIOIwrJ+e0mt9tiAST0s+tahuxSEh/D/MvqNNnYcA1gsHnxD2QDmqfkOg9+TxaPH/tou953v8IoDbz5X8E4N+a//63AN60vv7fevL4SwB5x3GWAXwXwI88z6t5nncE4Ed4eSP5zB/Pj3qod4YCYTLcbhvCZhsw7FDxwUhAZQNzhL26PqcVtt3KYD+a7HaaSXijUoUiCoquDlUjYQebLxq6eZxbymilq/3eoQSrf+fcIipHfVUmsOoj4fD+ThPlfFyPjNxEeGQH/GqRhq8ff1RVGBcHxCQTcuHKxFyNO6Qm+fFhR79Go1ujNzYYCFdPPpwhkDA6mkz1PberGqqToiYUY6valjmL8S7Yi/ZBW/wCH++3EXVDgY2WnyXbPGzdMR6TVXml3sWNx7WXov/YL+Zmakvyom5InbA8bdjMdTttyTb3sCi4empeXZu5RATfObeIveYAi9lYADksgDOgY5y9fJ/5fineY6elUtHBaBrADBy32kwxN4RKvScFx8xne+VEUbHjNK5l4q66gRXLbdj9DL5hOHzVPH878tFx/A2DrSFKnlnNcs7AGcYrx7Kq1rFPYTyZsN/NIPnNipx62Y7hJrWQ8T9nnuQdB0YWOwko3qqtAVIxFwkzyyAxc6MsqVxTT+ZcpxcziotgocLvtaFqP906wMSb4t27e0pE5fMkIiUWCalbnLOA0WQayGnme2J/3p8Xf+e37ekvep63Y/57F8Ci+e8yANs3/Nx87dd9/aWH4zh/5DjOh47jfLi/v/9bPj0LwzDD7V4w1dBwPFUwFCDDl/HEQzYWwX5roB+EHWVoB12z3w9AAWf8HTwlsK1x43ENe6aCI7yKNn/20m0zTC4eCRiYwmHgk4N2gEPChYn9ZZ5Abj8T3frsbEF66vJxP60FU5m0KjLDyVMlaQ1wIecwkwEr7z/cN6HhEZyYS+HSig8qI5qAubvcINww8LNHB4EWEquh4dhDoztSCV3UDWMuLWoo3syUsbH3a2+0w/FUg1+4gPNEYEf1PdiRQItbz+qaecxQFno3GH3JbINcIqKad8fx6Zi8Np4fCVRrFuNsOzs5r6Ffg3F6RA4z5SoccjCdQjHQlI1ygM33wp69ENnRH43xw8097QUzj4Fk0tfOLOhna3Ok5DULi4jZCww02TPyU1JI+bi4lsezWg/FVFRPWWTh2O5qmuS4OVWOenjj/BLeuryiswS6Ve1BbbU5wHv39/Anf76JjWM58aus5BTTPBuWwk2wb6ILuRHYAoyDVh9/9t4W+qMx4m4Yl9eKavwCBM4o8Zs5jM1J6PrNbXX1MtHrbqWh6Gi2CaPhMJbz8QBmhJ8tkdb90Vg3WCbVkcpLOqh97fK94Azns3z8rQe5nmg+PzPdp+d5/9rzvMue511eWFj4rX8Oq+jvnFtUUwUNInZlyyNuvTsyPfMInhx28N79PfzicS2QZ2kTOh1HLor37u+9xBDhwkTlUNQVydy9F001SbG6sm9s3uxjT+Re7P3RZAZAcztZ5T7ca6GYiuD9B1W8c3dX+sfdgapdWK18+8slrJfSftugN9STSikbC+AomAvLhZzDzFJWlE2zwRO8uc6Xc5+a2NQdjQHPUQXJx/tt1Lsj3RyIWb5g8LqdgWwyrMRsHHbO4vJwoyUSgCwiVo2cYQBAfzTBs1oHYchAeup5WMrHAwgOW6Vih4jQXLPfGgQWejsA2z490DkM+JUoe71X1+cwGDFwu6fv94XjOYQcB9/dWEQpG5NcAaPaoRrseCGBwWSqLSp6TAiYW87F1XwUchw9edqigZ882MdoPNH3ntkRV04UNXuBCzVnKddeXYHnQfk+w/EUyWgYgKcGqkZvhPZgpKRa25DFjGk35GjQDK9LulXtQW0pG8Neq4/DzgCbLxp6Ipy9l4n24OyCD5uNbxNJswlX5K+WUENaW7u4fnPbXPOTQL7C+w/3lZNFqNpsmxCQPF97BvW85iOtl/NxTD1gq9pGIhrC/Z0W/sDcK/3RBD/dOoAbdvC01pGWYnug78Xvkjlrz7RtYP6smq9XANi+4ePma7/u65/bgwsdhyP2QiDmleBxsGEojuTIN/ojgUcty5GWrk9+2FK9OkrinGWEf+/1M+iNpiimosgno0gauiPNTXSzLqRjWl2eL+cUC8He5OaLBjbKWZxZFINQJu6zbE6XMsaUE1VTULM/wk69j3I+roNAKnaoL/766XkkoxGV6KWjrrYjVgzYiu0XAKpksEOibW475aSbLxqAA7T7E22TbZSzatrxFSSCfrAXaVakpWxMnp/5fn6O93dbGlpy70UzINmzsxJmw1MYajOeTrE6l0Q86uKSCVOfS8UkP9bgf6+e8lEBGtm3GjTX2MM3PwA7G5A20jnMxf6tyyva6wVkQeT8iHiCXDKK+bSEu886WWn8i7shlTvyPWFP/rAzRMFU9hxi90dTxCIhpUZqBd/yTxn63g8mgbwJu7ggcrnRHWG/PTDtuzRqnVGA85NLRDCeyDUWC4fM5j7EvRdNjCYedszp8qDVx5/8+SbubB/p5tQfjfH/ufEUd7aPsHEsh7lUTM2Fs/cyC4dyIWEGreJO3qqKhHffnKxUVhkRvGgmHglk6DoOUG0NsNcYoD8e6+bNgSur8kg4pDM9OyyG9/xqMYlsPKInKLrtJ1MPUeM456aw1xxo0cQTJEUFs8Prv1NzluM4JwD8hed5583//78DOPQ8779yHOefAyh6nvd/dBznfwHgnwH4zyBD23/hed5XzSD3lwCo5rkF4Cue583OCgKPv40569/87LFSJNvDsQFf+eaL1mCMg/ZAAWRb+x01Y8waSWzTjm3s4d/x59rmo1wyitvPjjD1RMN9vpzD93/6Cc4tZ5BPRtWINBwLJ98NA4VkDAPTdnpe76k5jOYlAGr24t/z9e23Bto6ipnFBzDyunHQnFLOJwOgKS5kt5/VAeO2XUiLEYUGmPUFaTe8siw6+A+2DvXvGAR+aiGNFXOCoiGOGw2NQI3uEDce1xB1HayXMvre0ZAibumpvoeN7hA3ntQQDTsYjj39rCJhkX/WukM100jPu4nXziwEzHD5ZATXP9zGQjqGb5k+KRfhg1Yft7bFJOd5CLiY7efC64XfQ3NR1A0hl5CW4KXV/EuGH75umue6wwmeH3Wx1+yrGeeN80vYfNHAjceHyCci+PaXl1Cpd7Hb8I1z9mdTOZLPntebbZLbfNGEG3IwngrcjAN0PjdAKm8+PE+8Hrm4OLVXi0k8q3UNXXOsXB2amnjNiikrjMpRHxvlLNJR/95qD8cmAzmhbUPKQPlzusMxcokIvrJWBAD88mkNT2sdrBVT+MpaUT+ffDKi2c+24bFciKNyJMNYii9uP62LAKA3QjxKI52wgE6X0thrDvDamYXAvRUNi3M2GQvjzGIGlaMeNsoS5lPvjnB/p4k//MaX1NNAM5gtaKh3hqg0+rhwPIfRVEyd/dEEmbgowt68UMbPtw4wGH/6tbRxLKfrDZVQp0uZvztzluM4/x2A/wnAWcdxnjuO818A+K8AfMdxnEcA/ufm/wPA/wDgEwBbAP5rAH8sF5ZXA/B/AXDT/O///Nct+H/bR93qTTOwoj0cq5SN/GrbPBWMOExqtW2bRwhCqzYH2DgmZo32cBxQPVCGWMrG1DVqS8jSUVcn+vzgc4ko9ts+68Q2h1FHHnWF4c0QETL091sD1NoiBczEXEXT9scT/HBzT80pVFMA8DNzrQr10kpeK3nbGk8pZDQkA9d/+eMtHUwzz/Pcsv8+sWLk8JVgK6pkCBhjj3s23NyuYu/vtoSbFI9oaIm0arpoDvzsAp4eZhOkOCh780IZpWxMF3wAeH5kUNOer1xif/3nW0EyJ008R50htmtyLbFS22/5GAZAFqf+aIpGd6iB2my3ka1z2JaTJYf6nge4oRB26n2dVwACDrMTvxhWbpvdCP2qNkVpNJ54iIblei5lYwF5MStRnmyYbUw0BwDV36eiftaxXOv+NcvPnQHeFDrYAUVUac2eYr73+hmcXcoEWpjhkIOQ4yhm4/rNbW0BcXBO+a0MgPM6AOb7opTRVFQhZq2+6OgpEWbQSyYWxtNaB3e267iwmldu1UImpvMudgOIjrbYswAAiqJJREFUW7cH/nxcPTWPeNTFhRU/IF4YPFMxPp4o6mCZJ0TKW6nqk2uxh8jMjOj3GIbf8PGXnxziT999qCwdIVWKfbxsLl5awAFTHRtOzJPDDnIJF4VkTCsJ3hCeB63qWE2ydVJtDrDfGkgVUu/jlWWpGM4sCkXQxkCcKqUEa5CL67Gcv8e2stsV42xlTsTErWcybM0lIkhGXUEY3K6gMxwj7DiIR8Nqkd9vCcaBVSZPErMV9qdVpkQ/EPGgiIEXjQB6wK6GPs3yDgRf480nNeTiEZxZyujrZBVbSEbwtNZFNOTgtGHAEANAuz3D1nmqYLXO0xkraZ6SZpEcPOUQH8HPluiB771+BvdeNHH9w210BmN8/fQ8ntd62G8NVOUzmXr6vhBh8ZMH+3r6+ObZBT09/fKp1DtEgFDrfu9F86WKvNoc6PUK+BV7OZ9U+z5/Lz/DeCSkLR5pnUw/9XNmxVnvDjEci9+B77n9J0++RHbYr/H207pJ7gper7zueQ2wsl/MxnG84J80T5VSL50qhfszRDIa0VNCPBJCuZDQzwMwg9aZ0zrvR0CuB/tEtl5Kw3GkePrJg30UU1EAHsYT4XS9dXkFP/hQgIOch+y3B1gw3CUb+cBrZsFU5k8OBQhYTEfRH02Ribto9UWuGTcKMH5+fYNkJaaCno5H1bb4QAYTPaX+HsPwGz44+PvOuUXc321pTzqXiGg2KABlo7PHzAQrSueOOkNMpj42eFaXTXlj1LhWSV1sdP3Q72uvruhQkoPejMnqZEDH8WLCGHgk4MRxgFpniJtPaiqz3DaDOspK++MpStkYTsylUExFtRLh1+LRcMAib7PMbckizWussG0XLxfqQjKKw84QUdcJZKVWjiSTlAPM2VAMv1JMqoSR7uUzi2YuYXrv7N8S+vX0sKuSRA7lKNmj3Z49Xlbr/L6fbkm4yeaLRsCcoxJTo+K5/bSu8krVbptsgTfOL+GDrUO8/6CKuVQUhWQUH1dFdkhnKpU+dFTan8/GsdxLHg9K/qhJnzd+D4K/mBrFxazVH+OVY9lA1Q0E7f52ZoDn+dp9Kq4ox6TJyg6XpxpmNleYf26+EI5OozvSkyc15hvlrLrM+fNsEqy0P8OGfS/u1l8+reH6zW3JV7i7p2HtNlSt0RsHBBSeJ/do3MSMfrB1GBjk21p/FmiUQNrqKwD62ZxdyuDMYhYb5SxOl0Q2/dblFXxlTaIUbQWUPbzVSNRcXHv3ngfkkhEsZGL43utnNMuZp9+La3k9qTqOFD+uI/hz9vrpBbBPqZ/H4wtb6f/puw+RjIZfAl6xP7ff7uPjagcrxQSibiiwa9tws3IhgYd7LaRiLtaKUgmxaprd+e3Kbjkbx4NqC1dOFpE3KGC7emafORqW3jYrXD2ZLGdQOeqjOxojG4tg7HkvQaeurs/paaY1mGhV8cPN4AnibzLPkKhCHyLGCos9XD5/u8q+Z/rHrG5YzdkgsedHPa167Kpttn/Pucts9R8KAfGIG3g+H1f9KpwEUP4O/n9WoaykOX8BEKi83JCDXDKiqia72uZrlvd0V4LFJ7LYz4LdXjuzgPmMX7HaaF5+7j6YLqwtsVZ/4s8kZmZBBKBdXZ/DvRdNnVHZnwtPUvbJZKWYwOlSxsxbXNx4fIgrJ8ToJPeCgMj4uTa6w8Dvt/+/35+XNC5WnlTg8F6zT3OOIxLIzRcNPa3w93HmUEzJNdMZjpBPRPWa4fXNan2r2sJw7AUG1Dzh8WTMipwzDBuQN3u983WQfcOZQbU50P767Owpb9pTPCXLzCOC8cR/Xvys2E7kLIpzJLKuOC9SkJ+ZP9inKhvK9r3Xz/xWCp7/KCt9OnKJ4a3URWrIoHA6DT0Pmli0b5KDStmYpPMYhc2JuRTevFBW9IFtYnn7TgX94RiVo57GFZ5bymCn2ZdKY6elioV7O3725d1KAxdNGEajO9QbmiqK+zstlPNxXF4TFs+1yytaRdqKjlOlFO5sN9AdyoW9td9B1pwgqGKw+Tq2mskO9iZm2A6Pp1LIVpMwEcpxoOolADheSGhgPN2vjgPNIuD8wQZKeZ7Pi7ehcMcLSZGJeh6GY0/9FDQkEcy2vpDSgA1ihWmmsXu8tlrDcaCRkeVCAmOzuHJDYDXNZCO+pxdW85hMpHVkB5KLqziICOZnfP3mNvbb/udOVAAX/Ps7PvPInmM4hnF0ck6omFzw6fnoDsb42aMD/OJxDdVWXyFx3ATfurwSwEefLqVxZ7uBXzyuod6RWQLD1gFficIM2NZgHPhc6HalifD6zW0ko2H84MNtfLB1qF4IPhiB+WCnhfs7TXTM/bFZERfv2Hwm8UgIxWRMkeePqi11p7IqZ9ax5wHPapIQZvP1qZQJh6AzDMDn3LeHEvfJJDW+5+/c3Q3EJtrRndTmXzKeALrkeUoGJG95IeNj25maxoHvjcc1TbOjbPij3SZuPqnh51sHiLpiQOT8gWsLDVvcxP+uMAx/Lx/cHR8fdPDssAsY7TF7vdu1Hn78keShLqQlYrAzGKPREz22bBYNdU5yiPPTrQO4IeHpMPmJ4SyU322U88Z52VfoFTM1KaO7t9MUPfyyX7lxYf5VpaGOR2Z9ik7bD1/ZbYiD1aZfArL4UppG1rdtqqK5jAAvDpXsDcA3h7RRTEVwt9JQV++FlYLqtkOOoxK4WERY/IyYZBVYqfc1l5ZRcfaQepau2OgOcWf7SFsu9iJMoiYX9lvP6rj5pIZ6VzhJP/6o+lLiFjdpmsVi4ZCCuSr1njDlTXuF+vSVokgVGz0hcb5xfgm5RFRbgqVsDLfNQJB+hnNLGR00spV20B5oG4BtiMqRZBDkEtJ2ZCvJNt0RFcIEKjvwJerKySQVc5FNuBhPpb3Ha4cLDHEcpWwMe80Bsgn5fpoVbcomteeOA92kKGo4aA8CChz7+4mw4EbNtho9D83BCPCAXMJVE5hIbx08OeygZuI9q80BDjtSifP5c5MOOQ4OO0M4DrBaFMYQU6bYBom6IeQTUZ3RhUN+OAk3761qS6W90tYbBxzYdrLdLJqh1R/hWa2LaDgUQETYiWN7TTF/UUrMrIzx1NOCqdEbIZdwMRhLz5+b2Sxm425FnOzD8fR305z1u/xwHD8NiZRGMkTYzwagPXXq1z1PNotswg04J21QF0FrxLkWkhG8faeCanNgEf6yOjxmJWb3AzfKWeSTUT0hcFOJuSE8O+zhm2cX9Ea7fnNbFQRMKCLl8vRSBl9ZK+riFY+EAz1aUVJM9OcR5XBmMaNuS3sD0NcacwE4uPeiqVp/njDs30P1BJUzbGvEwqI2yiXEt/DKsazOCOhoZvVOJ+X93ZYQFE349WA0DWT2Pj7o6MI+l47KQmaqt6e1Dp7WOhhOJoEbiRF53EB4Y5OdxA3H9hx4nsxTEpGQzlcIqfM8aMwjq/QbT2roDsdadb/3URV10wq8s93AuaUMBqMpuqMxau2h4eeMlSsj6g0Hzy1GC/EShWREF958UlohV04UMWfya+vdITrDEX5qToA/+HBbNwnPExxBLBLGnAlkf16zYgctZ3k66r6kFAIQoIqy7UL/gz3b4QmIzuZkxMVyPoHxBOY1yAlnOPGQi8uC6HmAG5YF8WmtEwhMT0dd42pNaHwn5c+AfyI56g5xaE4w7PMT57DfGgSC3X19vCAZiHa2PwueHKkOikdcrBaTyMRdNcrx/Xr7dgW1rvwOdgrm0r4359qrYk/yPOBL82mcWczi3FJGZy5U7JEo2+pPlOn0eSVnfWF7+n/5yaFmvVIRo8qVmT7arNb9oC0SyOZghLViSnt97FFygbR/JpUYgBzNqWuf7fvaapFXlrOBf//mxbL2+uyAD2p3qTpgvKEdwEIN82z/PpeMIp+MaHgKFRrsddp9xp9vHWC/PUA07CjlkX1/u19ta5Tt388eKXuaP7q/h8VsHL2RMO0P2gN8ctBGLhHBf2pp0W1SYzrq4saTmqpkBqOpqj0YOFHrDNHsC+/dDr/oj8bIxCMBhYntveD7A/iBK68sZ1UXbQfHcNZjh/DYMwxA3psrJ4toD8f4xeMacgkXZxazGn5DBVUuHsG3zwmp5L2P9jQkx3GABzst7DT7WC0m8dFOE4vZOLIJN6Csmg204VyIn4cdnHNp9WVtfjmfDPgS3n+4j2IyilxS1DQvKZl+jcfDvgbs50S1UKs/1rCcX1Ua2q7UQBwrzGXW7xBQQRltu4gkwrjxpIYrJ4ramqzUuzhd8mcknAuEHAeDse9foA7//m4rMKv65KAj13nIQSYRQciRAoOBPW9eKAcUefacb8EovOx73lYasY9fysaEFWWupZiR0HLDmA1gsec6nEEQrf37nv7f8MF2BJG1dgXFMGK7f83qNxYJodoaoJCKIhlxxaEK6LGTlfBsn4+a/MVsPFBJXlqVPuJyNo4fbu6hP5pozJ+tpiGmOOqGdBHk7zteSOKtyytaTbf6soiS8NfoiR486gb5+GyzXL+5jfs7TYNoCLob6VyctdLbbs2t/c5LbSE+NxviBrzMZN9r9jEYTXDzSQ2PDzrIJyJo9sZ4ftQNBHGzsmkNxnDNB0XgHblEAHByLoVaZ4i5pAwCGb5+qiTo5q+sFXHlZDGACGYsITc3VVSs5gFINUiUM9s7dCl/59yiKi5K2ZgqNC6sFOSzNX1vnhLPl3N6xL9ysoivnizizFJGkcCNnmxWrFbHUw8XVvLYa/axmIth7E21KqVb3H5e58u5AGKYv4cqHlr6iccApCq/ftPP1z23nEVzMFKone3XGI6nqhS6tV0HAL2eqT7iHIvICn6OdlhOIRXBw2pb24WdwRjwgJShmLKHfn+3pXC8hUxMc2MVEVHv48rJOVTqfYWu/eJxDW/friiaIwy/BWSjvOk0trEhrcEYA5OFwROy40ANbdTV23MDqsLm0zGNfJR7Vn5vISm4kPu7ggIpZaUYfPeuMHuqTXEGD8YT7DX7ev3ZiVu8hsnpenzQwV6zr3m6n+XjC7voX12fe4lh73nQozF7gryAP/j4QL+X0k3yeR7ttvDLpzU82mu9lNJDYuF8OqayxMeHHc0Y3dqXhSMcDmE5Fw+Au36+daA43PVSWqVldk/YZqyQDcJkp1vPJKT7xuMaFjO+cYf9e9IFw+JCR8OQAe2gi/fMYm1b6Ru9sfY6bbNULBzSYBY+t6grC/R+O4jp5YL7nXOLiLlh5OIRFJIRJA2kLRaRFDAmd9nIBCIwbL7Qfkt6s+89qKKQiuBZravAqvUFOTl5HrS1xiOzbZaz2zhsKxGJMJeOoj0c4/lR7yUaqOMITrfeHSk1le0M8li4KG++aOjPaw3GKOeTipMgEvjiagH17kgBeKOJ8Fqy8QjS0QiunCwGZh98Dg92W7h+c1s17jVTadrDebYfKYuNupK7+9C0zUikXCum8ObFMjwvGC7EivZ5raehI3w/37m7i80XDZ1jsSDgwJyS1e5oDGeGtXRmMa38JhssxqxqRSi0BkGMgQmEKWVjuGg22WzChRty1Hh50BminI+j2hroPWEH17N1yuqdmxzXiXmTLvbKMcFhcCMj6G527kR6bj4ZxZsXyljIxPDO3V2MJhPleU2mHpZNPGcpK4ErMTeMkLmo7Xv5nbu7GI0lVIj3k22U+6wfX9hF/x98ae4lhr3jIKBSeHzYkcoWXmAQO5hMXwrOBvwQkdZgHBhMcTj8/Z9+goNW/6XKhxybsZF2cRDLC/x4IYnz5SCy1Ub22u5U+2SyUc4iHA7hyskiembRycRc7Z3SSVhMxvCfnFnAqyeKgQQv0gPphr326grOLmb1ZgX8zYmOZQ64qAm3e8xcqOxqqz0cCztoKYPTixmtYH/yYB8J49aleoQh4SfmUhgbNg1pkjz5OA6QT0RRLiQNsGqsrtpGb4Tv//QTZGJhpY1yWG47MX90f09DcjaO5XQD59//5MF+gN3Dkw0/T77/rxwT97IdUiNDSfkc771oYvNFQymt7OPShSpwOgntOZ5PaJgHT2g2e4cnqsPOQFVbvJ7sDZwL8PlyDnkzP1o0QLtwSAao3eEIjd4wgER2HODt2xXcfFLTUBfq3/ujMd69u4fReILNSlPds/R22FX0c6MWCrKWsqgc9QEHiBgmT7mQMANNUeeQtCqxpT7aut4bqeuYg9jJBMaNnfGHzCbkaMEKrr/xuKZ+B95nG8dyxrEuQTL/8sdbcBzorEBnE2t5+f1GRskgJhYTNkiPGwm5OowsHU89nFsSN/G2wTtw+DsbzbjXkn/L0+q3zkjwOuctn+XjC9vTB6Svf/3mtmqvt496GIx9LsazWhfhkFi//5f/s2Mv9bjt3rXdx/+0/jq8oNP30xyi/Jlk7RRTMf15s/pdXoSz7lT7T3sW8Wma+1MLaRwvBl2MP/hwW78/Yfrzs16CWCT0kt77218uqa6+PxxjAg9Nw2aZ1Xz/6P4elrNxdEzfmYHk7FvG3BCOFxP4yYN9fPPsgkTZQd4Dm+szq+OvNgdo9MQ9upCJ4ag7RMPE7eUSLnbqfVxYzaPVn7zUZ7Z/p+2Spdb9VCmFylEPW9W2Hrttds+nfQ72zMTWpCtzxsgy7VkOf788Lz7HEQ7aQ6RiYXQGE/zhN76EzRcNZe8w4J4a95AjOGleV+wvX1zL6wyC/ffNF3Xc2W4oxO/BnsQshhwHK4Wkvj98LuxPU/5Kb0ajN0KtM8Q3zy5o0HgmHtZq9cbjGrqjMU6X0gEdPDX//eEYU3jyGa3kZSZl3ScAVM/PE1i1OVB3/HiCT3UCk/ljc4jKhQRuP6uj1pH7djknfHx7nkMvC1PnPq76XC0Gmt/bacpGYhzDB0YeW8pKK4qafvvzV49Py/cNuGEEXvesg9l+sI/Pe+C3deX+R9nT/8tPDlXjStVGKRvTNgYAnJxPoZSJ47sbS4EeNyVpTP1hT4+zgY1jOU3VafUnKOfjRqUiR0RbAcPeJY+GNIjUOiO8drakR3DyXrqjMSr1Hu7tNJU3T8YK2eWfNosoFxL44b099QyQIPqTB/vIxHxNNdkrIuXr6006K21jhWIfxVkJVxp9OJ7cqW5YnJJsv9x4XFOfAgM8bjypIRMPaxgL2yHEC5MJwzjAfDKCR9UWHh9IVfreg6qejFgZlrIxjI0KRBYNB6m4i+HYw0oxYcJsRhplSNf1fDoawN9uVppyMnhaN+EgMnTXOE3jobArWn4eN57UAlpvSkFZfVKeSRc1kdWMwlvISCD56cUMzi1nsNPo6wltsyIOWKKL01EXpYx5zYbxTwwv4DN6ktFQQJpbOepjORdX5PHZxSyunJzDWlE8ADy9AND+NJVWgIgCJJpwpGhjcTQLbG2lmNCQ82w8gkq9j+OFxEvy2eHUQy4RRbmQ0JbH1VPzGj/KkyUXfPbTSfO0IzFvP5WFtNoc6PyKnw3gB9iU0nHEI2Gsl3x8B30XJ+aSEn95sqieD3s+x9hCOqmV0+RIced58Fn4Lxqa8MZ5nxtydM2p90bIJCIqlyU5FAhykNjWpfGNBr/P+vGFXfR/8OG2mmsY30eQ0dpcEoedoYKj7EElWdwcflVbfZVR3n4mswG2Te5WfNa3LQnlfMBGMROS5Th4qf1izxG4QSRmNoKG6QHzwqeum1rjylEPy1nhdsMB+mbw9M2zC2gNgos6+/jnlrPYa4oOfdbUwg3F3rwYI3nBoIkdB4DJ7mX7xR6eEbp15WRR3cWNrgSbAz5eOO6GAtrweneEcj6pOAw+ODhr9Ud6Kji7nMFaMYXxxMPphTQ+3m9rLmytO8TqXFIBdpTqzb6m1mCCjXIW5UJcP7OgSc0NJE+x7xoNOwGMsz3H2Cjnzc+UnnbE8N7zKV+fT9Ob50GZ9q2+6N8vrsl7THMapaxzaenv06h05URRN45vnl3AUWeMYipqyJLiEWn0RGcuoD9pcbAFEXUdvH27As8D3rxQxsXVAgBx2TJikfp4FkZiWvSjCQmQCznQOYC9gD7ca+nsii2+hYyfF9voDkVaW0ioaMHP1fXzG/g+zAIKOYT+4OMDLRQavSHGnocTcykNl6fvgkUJT5AMYLl2eQWLWanqGVvIEwuloJdWhOZ5b6cZ6OFzjnbO5EcXU1EcLyTw2tkSvjSfRtwN4w/K0lo6+JT5F2eLj6otXXsq9e7nsjZ+YRd9HuXm035mLSvNp4fdgM7aDpG2nXluWDjsqaiL48UEOoMxbm3X1Si015Th3vdeP4P5TFxJmFvVNlYKiQB9sJSV4POq4a9XjvpqFiplY7i1XZcqvd4TKqDFPCePfr2UfonUR61xKRtDMR3FTqOPcj7hu09rPTUbAcBRV3qkgGQKnFuW17pxLCcKEEs5wUGW7e48tZBGPiknmtOlNGrdIdJRV400CxlRMgxNtKBEzImiIRN3MZ56eOvyij4f27i2UZbsgudHshBMJkAxGcPJ+ZRpaXgo5+I4aA8Rd0O6OXAW0xpM/JlDS97n3nCisw721PujSSB4naHWQmQUpQgHjDRf2W7l9VLGpK95wROA4QU9PuxoIpRd3V8yaiFuJO/c3cUPPtzWnF22wPi5dUdj9McSshGPhDTMBUBgIebGQeVNLhHREwIduDnDe591oWbiEbhhR13mlHba2cKM8LyzfWTyleV9tnk+l4y7vFxIKKraluLap2T7FM2hOd8jihZ4fdMvYJuXAJhYTWlzUU/fH/ncrOHEU7LqB1uHSEdd1DpDlHNxH8O9K/cjg3EAvDTIZxA674m++X3lfByPqm0sZuPYbw90c2KLmMVM3YQBzaWjuLfTRHc4xpPDzksxmxyO8wTxYK+J3Ub/947c3+RxvpzDaOIhE5N82g8+PkBnOMaLek/ok6Y3GhhQbtcDFfrYLDqlbAy3n9aRS7gKYKI8087fBBAYHHJgx4t8u9aT/rYBaFEdBEA/dAaaf+fcIm4/q2tWLsOpbSVSdzjBQtrX6l9YKeC7G4to9ceKHuAmxlbCyfmUvkeCyu0rzoAGIVamvBHo7uSwmw+iLRhwwir7bqWhGa+UWgJQ1+QHW4e6ySxkYnpkZ080FpEhc7mQwEF7oMdmnjT4WXFzsBU5NNVcWhHHLeBn8755oYzhxNMUp5yZY8QiIQkpiYS0Rcc2Umsw9q+RpYzmGhy0Baf8M8vVyc+CQ9eaWXBHUw/z6ag/TI77aAqa46rNgW7o/Nyy8QgmU09ljnaYC4fPzGWNuyGU80l868slHLaHWhlLW0XYTeeWZGbUH431Gj9si+eBJ9UffLiN28+OtEWYS0ZxYaWA1aKgpe9WGohHQrjz7EgH8ZmYbBDJaAj3d5ooZWIqJ467IVUI0TF8dX3OuIzDClGzr6VkNKxB6/XOUAs1mpfsU1s5LycXVsxSKETVkUvXMENvKvV+ADviONDNRJVgRiDw9u3KS9JNblyt/gSnS2k8qrYkpMVs1HYsJ42KthKn0RshG/NBanQDH3aGCDmOyk6bvTEOO8O/m2D0v6+PzRcNtbLzaPaNdTnSf2N9HhdWCgpLkuNiBPCgFTp56cOxn6h0ZjGr6hu2F2hlf+furl+x9SeqDnj/QVVdrJm4i9Zgogs4LzwA+qFTv90ejl/a/XkqYPD51fU5lLKyAAD+kZTVot2PB6RlxYxgm+zIDFkZALcCfefrN7fRHY612rSzb0uZmN4g3OyokiK/nzcdAOXgUHdvV1XsURNdsGhC37mBklz5nXOyqZHtz56xnay1cSyH+YzEDV5alQASO1fYDTnYafTR6A7x/KirPeKaUfQw0pKMIVvSORsM73nQ572QkWLgysmiv5gah6o9i2j1J7hyoqhubUAMfFQNycI8QTEVxasnirj2qrQ7uBBlYq4fE2lODT/cFFrl5ouGOpVvGVx0MRXFK8tZ7b1zscwlo3jzYhkn5lIB1MXU8/Q6s8mg4ZCjBrtMIoI9o2a58aSGYiqKo44kc3meLKTL2ThuPavDcYJt1D/5801Um30NYJmt6G1V0XDqodETVQ9PrfapjW3W9YUUPnxyBNeE7dhpdH6rSIqAiKHhMlP3m2cXUDnqByr5TDyiyiouzO8/3MfEBJq/cX4JkXAYV04WsdPs+zLvfBw7zT6KRrvPAmcpF9fI06Jp0fF6bQ/HKv3cN7LTk/PC+/pdCkb/nX+wvcNjrt1vnc/E9UjMwG8Aakjh0bzeG6JjNPwkQPZHUzyrdXHzSU3DRGyGB49sw7E8Ad5Ibhio1Hs4XpCgZiIKntd7Gn5RysaMFrqu0jguPOxdUipZ745w/ea2StLiRoLJvqddnbACf+furl5omZgbQA+U83FU6qZ9Y/WdyRBJRV3tT6eiYbX4cwHtDMcYjj3EIyHstwaoHMlr5e+xZxocaK8v+KRMVq6eB3zz7AJ6GqYtKg/exLTeVxp9VI6kBcLNjacgVpOOubGZNUv1VcwN47sbgtvmxndmMYuxcVITxXy+nIPnSRtMJZ1WMPxo4qFgKjHbYJZLRnFpNY9kxMXzuuTg8mcQN90aTBANy8a13xqg1Z9oC4l+jYVMzMrHTerGwZakVslHPSzn4or4DYcchcPZFTdjFW3ZKBk6HLCzlfPRThPdwRh3Kw3Uu/7m5XkiWJhMPZxaSGM4nmLB6NzLhbhip187s6Dqragb0tbqjSc1hMPA2JvqHMlGe9tyyEfVFqJhBzv1HuaSUb2OeWqLR91AyFEm4aLRG+kGwuod8AemNEuWTdVOEx4Hy1TStfoj7DT7GhlJ8u1Os68/l0wmZglTOnqimMRgPFWjIk++06m05S6sFNRsSU8ADWEsMOxc5c/68YVd9K+9Klzs9VIGp0qiG8/ExdL9/KiLey+aOGgPsNPoIRUN496LplQCnoSGi8EC+Ma6P1UnsrfVE2s9b3Sb9eF5MsglfY9/nlnMopQRxcxWtWWYMD6I69Z23VAYpdq+ZDTHHLwtpKUVEg4DP90SiuOBSfHqjsZqShHX7zhgLJnNcJ0lO64vpCQQ2jDEAegsYr0kuuFrr66oqmen2cdrZxY00JxQrcF4ilpniMcHHXUUshLnYm8v/rZbdj4dw5sXy3Ac3yxkQ6moQuK/Wy0mcdAZ4PRCWjc3porxZMXEJZ569IRiMfPZeqPjtj+e6tD70xhDZBhRwQNAjUmPqi08P+oqJbFciOt8Jx4J4+JaHu/c3VVVFgsDQFptEuM3xrNaF62+II03K3Vf52+qbVbNXKg2ylmcXc6ozJeL20Impp8/h9n2YsnWm20A6o+mCDsOWoMx9oyhzTailbIx9XJEXQfbtR6+9eVSYMYBQJ/fpdW8LqoAsJCOqYKIg+DBeIqLqz4XiVkM5bxsdEv5OPbMjIbDVTL9yQJ64/wSVotJpKIuTs6ljClLWpefZhgk7546+WproO0g+cxdfPeVRaWDZmKiVjq1kMbDvTaqrZ66Zdn2aQ1k9rPTDP5eup7pgrbNlrZ/iG27ZzUpOq+uz/1OBaP/vXlkYi7e3dzDxPNwZ7sB15Hq6p27u+qa22n2tZIpFxK48biGcl6GmrMURGZonlnKBOz+731UxX7L3wRWCgm94bl4+yYfD+eWs7iz3UDfBIizFVGp91Tmt1lp4qDV18p1vz2AA3E6nlnMYD4dQzLq4uvmxqfrdzqF9uP5nO0FYj4T1xsmHglh+6inMsd6b2jkgkMNiAGE8vm9188gn4rq8wNkcz13LKtQrZ16H8PxFI3eKCA5JEZ5vz3QwA/2sEl2tCMKHQcBKJUNr5OjtZjSOHT94eYeyvl4QAH19p1PMRtt+6el9lBMencrooknfGvfhIDPqqX4u4fjKTrDMRq9EY66I3SHI9x4XNMFQ+I2E6jU+zp/sDfcg/ZASYx2q41toNViUjcJYrNvPKnhzYvSAmBLhwvVW5dX1CC2+aIRiMY8XkhgNJkGTl28XqtNUZHMp2MK7DtVSqHVHyGbiGA6BerdIXYbfUTDjpJFAWlH3XhcQybmUzYpjaaTeD4tm+hKMREIfGH4DYe6NhaaxcbdSgN3to/wrCbmwj/8xpeQS0SwUkyILNpgjB0HeoolPlmcusOAim3WMEjFDjHdl1byapK0NwjGTVbqYi5bKSSQirqYTAUtrqeMuIt7O030x1M9JQPQU8tCWjDpl1bz6hBnwfX4QMKHzpdzqoKrtYefyxAX+AKbsxii8t5HVXTNDXpiLqVcDNtslYkJ5CsacjCcembY6oeSbO0L6CoW8Q1Zrf7k15qXaELKxF0ZJhoJHv0B1eZAAU+e4yFlxcLNQrYIZgN8SBijD23IGv/bDq34uNrRajQcEgelHQ5OcJUdb7hZaaI/mqDVH+O7G4uBCLrjBT8IxjaRETA2GybzaQakxWxckdNUq/zo/h4WMzHstQZYzsombEcvEgZGCBoXiFnzEEMtPE94Oq6ZdSRjbuD9PV5MaNA4oy35ngJ+dCY8H1rGsBLb9HR/p6XtrGTMRcEMEGmUI7OHMY12MAvDaBgCzug/wId7AT7tNQxH0sPcUCB8nq3KP333oWrn7RhQBXsR6GUZxhgQbpvMaBji7232xhKR2RliLhVFvTfEZAo1IzK4Zjbak6EhgAgKGKhjh9uEHAcXVwt6TT3ca2nYSSkbQ609xF6rj7mUGJY4aJ3PxP1w+Z5gGM4tZzGaTLFVbWPR4KQJyuNnYMdO0jBIEB9/JyCbyPsP902vv6cRlJGwg/s7Am97ethFKRvDH39rHfdeNPH9n35iRY32kImF8Wi/jWTExZWTRX1/iclmIVZtiiCAUZL3duT+i7th/Mk/2vitK/3/KM1ZNnunmIri5HxKXXT90RTHi34F3hr4Q9MFE6Z8bkmqxR9u7mIyEcLi7Wd1vWkysTA2Kz47fDZIW/T7Y4WukQ0DQNAQGWmNNHvjQLvFjmajyYQcHkLcrp4SBQ2Hu/Z/z6djeOWYSB+pzmCbyTU2fIZg7LcGWsnSfVzKxjDxPB0E8rXd22li80UdHz6taZUKQI//HHbRAMXqkg+ebh5VW1jMxlCp+8aeb55dMMd3v3XEdpANTfM8vNS3P2gPpBpMRQPGuHIhgZ1mHyFHYjPJQ3IcYCHtD3lt+/7xQlKD5cnyv/WsruEnnPdQtvjamQVE3TDW5lIYjz2NpWTFe75sFFuFeID1QuRGOOSo+guQNkHfYKbZg/7G+jwmE/FPZOJhPDns4NazemA2JRJLMb8loiIZZlSn8pme1LBsjGeKpWj5py17uF4uJJCKuXAg79dSTgK+DztDNHuCKaer9Huvnwno2O0gnNPGFPVwryVCgVhYWz2N7gj3dpoBJtKWMeS5plDZacqp0Q1LHq6Njz4wp7FKo2+McDIbW87GsdccKDf/w6c1FUC0+mMsZGKBAfj3f/pJQKrteT4MjYY9nqpszwAhcR9sHWLzRUP9MI4DSSt7UkMIDtww8KP7e9is1HUOsHEsJ3MaY0grpqI6u7u4mkc8ElZz3Ofx+MJW+oBU+3Ys4umSANaIUCXpkjK8WRs9g5NrnZEGq7MasKtpxrxl4mG1vFP18esCyGcjA2et/ax++Pd2hcrw9nDIQdwNY6OcRb07EsVNKY2rp+YDgebUz3/4tKbhzRdW/ArLxvTa6Am+xtvPhBGzUxd3J+MF7QhIDcAejJFLRny8tJVmRPTDnlXJP6q2UM4nA1Umv5efA8PfGYM3nHgabfn4oAM35GAhEw/gaXl05knFRlYz1s6u8GxcLrEH5bxgfHm6sLHGXGxnowV5iuSJw0ZaxML+qfHT3ncbB2FfE/FICMcNy7+QiiCfiOr7z/fNDtlmYSItMTlpzqIw+DNtAxIlsHe2GygXpEc/e9Lh6eCN80t45VhW5cqzGALAR5AA0ia6v9OSfvpgrM+3ciQu14umMOoPJ2gNxnhlOYuVQgI/+/gAyYjMDzLxiGKX/ehJV38GNfjEXkTCDl7UBb3C6+3l07iPkrA/R76OuolNPL2QRm/kD589T9qA5Xw8cLqyY08rDR/PIp9LVk9GdF0TO0F8+N1KQ7Ex85n474PRf9PH1fU532JtqtqoyUQli579ZQBqMmE6PcOcTy2kUWn0cXHN7/sDMDfnWMPA5QTgYup5FnTNe2mQyYm9HWZtO0DtdCL2I/fbA3Xu7rcG6I8m6Bj6oDg6ffkn8QH3dpoa7nBmMYNXT0j04mtnxa5+vpzT4aOtdyfgjEM4qjPsgeFbl1dUIcOEomqrj2c12Yw4RJ59z3rDCc4tZ9TYIyadrg4VgyoL4cszMYrvJ4111eYAuXjkpdMST1oMr5/tnx+0ZKbjeXLqKueT6lytdQeK7QWg6g7KYBmFeO9FE4AfNUjNv62Wsumb6airkj+eligZfVRtaf+9ctQTV+lgjKeHXblWWgPtFU8m0HjH/XYf3//pJ4i7IXNCHeMPyqIh57CSVXkuGdWTlf0zuQA9P+rifDmH1mCCpXwMmbhP0eT8hfMQqld4YqRJzsaO19pDfLzfRr0rMyJWyVRM8fmWsjHFHVw5UcRwMsUFo2Trj6dIGtXYcOzpiYODXp6mSeCsNPoBJc1he4jx1FPRwcO9lqqE2NcntuOTg45KvGnWSkdFVHG6lBZOl0E/8DMu5+TkdHEtH0CMrxQTGE48bBzL4tqrK9g4ljPIlrFGIhKYuJCOKz6cJyT6d34fjP4bPsjeYfjGp1XO7BnbfW9WATce18SRa0BPdkXOOMO95gDFVFTDwBmc8spyNhBkwnBpVk2blSbCYWAy8asAVkCEu9nBLawIWAH2RxM0eyOtiOyKma+TvfBb237gOxAMfgk5jva+G/2R9G6tSpfVjh108cffWgcADfzmzCMeCeGTgzbyiQi+/eUlXF2fw7/88ZYGjbCqIpyOlczzI5G/5hIRnDW8H4bZsGpihVltDgJB1Z8WFjMbQG1/vks5049nf9fEJbIHzZAUONBTDYFc724KRM5+nxiQztCMdNT1g2OGgnawn8f6QioQYMIwcPtUdtgeSvawCRvpj6Y4VUop5Iz/zT51IhrCXnOgJzzOZwiKu/7hdiDU4+dbB+j0J7iwmpcKvdLEYWeAVCyMUiaBN84v4ccfVbHflvkPT5ecVdinL3smMBtsf2+niUQkhEfVNq6cLGI49rDfGiDqhrBeSitf5+dbB9hvDbRStsNtAH8mwf48++WtwURPTByyy3XkopiKmaG4XG98/fbJi/+W79fbdyqYS8lJsNoc6P3J03w8EtLwnmTURTmf0JjMQIBPZ4hLK/mXZi48FTJs/fRiJgBs43XLa+jcUgYb5fznUul/YRd9DnJ5FP/Bh9vaU7cXfztJhxe5nQZEKzmPXLe266pNv3A8p8MaO5Eql4y+1BaIGfXGRjmrrHBuMvZFbF/kW/udwEbC524PxWxCpT3M5df2Wz59Uxj/Q+w0BrqgMc0IEA2x3f7g0Imtrlwigq+sFQFAKZhb1bYQNUci+bRbGxxW2ostNz5uKI/2Wthp9JGIhvG/u3pSF3kOPe1NmwPbZNTF914/oyRCtufsz9duU9W7PpnzeDGhyVBseXAB4L/hMG0y9XThrbZE3cP3iYNpm8gpLT6fcMrN2POArWobw/EUa3NJ3N9tinT1bElt+7wm2L6KhhycXsooRTIeCSESkhSo9VIax/MJTWazC4LZRLSHey3sNfuIR8JIRd3AcPt4IYEHe01pbU2B724sBtKx+Ply6G6362avLQ77+Xu1zRF30epLVb3b8D8/u81U6wyx15Rr4PJaUYuS/3B6nLSuuKDvtyTLFx4wZ+YxJI7a9xG/n5TLrWoLw7FIbu3Pwk5n4yyQ1yaHw7yGT5cyemqPur45jEUFn/e7d/cQcoDFXAzf/vKSvs92m89OJPve62d+P8j9TR55i4dOExMAlWRRL55LRnFxtYA3L5QDVMr5dEzDURzHN251BmMAMg/YKOdxea0YyKO98biG9z7axS8e1wISvdtP6+gMxzps/cpaEa+dLYmeuN7XkAYJfwgr4Ov9h/tIRMIBdyEdjh9XO0hHXXWJcpi7VW0H0AUcyIZDDsYT4MJKDuOp9MUZbv7tsyV9TgDU5Xh/p4nFjN/qshObPA+qS760kseFlQIurhbUMENXKw1qUdexpIQy6BtOPCxm4khGXbz/oIr9Vh8/3NzT4Jr3HwgcLhNzcdiWxaHa7ONP/nxTW1I2C2k277ZcSCAecdUD8JMH4o8gqycTD6tcFBAJ6rXLK+pXoOY7G3cD75OQMbPqYKZunJwetvP4PKbGdHPUHWGlEASY2ZiM04sZXFrJ46AzVCMS6ZFEUMyng7yihXRcZZJk2jNFbWw2Krs9V0xHVcI5mQDLuYQ6s5l3S6aOnY/bH081HN4OGeLrdxwJm3m41wwMLd84LwscGfPrCyk1awHAeCLPMWuIqfvtASr1HqqmeKFwARDUAemsdMHGwiFsVppIRV3MGTTxcDxV9AX18OV8XFtvbKXYuA3mIwPQdLatahv1zlBfDxd8QIoLGqsAqNuZQ27ODKtNcZm7xgnc6I0DGQh0PVO4wCyIz+vxhV3071YEw/Djj6ra25bBzCigkpm9yMnnsFsEhFnBA84sppGMRvAtcyPOap+jbgj13gjZhKs9Uc+TC8INOXj/4b4iFN65u6t6YoaDv3ZmAe2hH/H2zbMSOWjzceqdYcB9a5MG7aCTeCQkCUiQG3U+HZP+biKKhbQYsYYW04baZxIAaWSJuGG8vrGojmEmNlGj/AflXIBUyl49U6PYL7c5P4RYRcOOQuKqzQHGUw/LubgG11SbAxy0+vjR/T1cXMtjLi3qItdkn54qpYyjVRyvAAKmM7pW6ZY+tywVpp+q1FewXdSgne9WGlgpJJFLuAri48ZBwBngz1Fag7HiALjA1LtDdaBm4i52jLwwHgmh1fdNOvb7Val31YZPIxLNSoBssK3+GOfLfv8f8EPKqbIiKhoArl1ewTdOL6CYEpMb1WtMxHrzYhnxSDigCKt3h+ra5qZPyN9Fc9rtj8a48+wIi1n5O4bNsLA4VZLPGQB+/FFVi66NY1lsH/WMz2GI+XQMf/KPNvDlpawG51xaEXnzxdV8wOBkx5/SiMdr/sRcEsPJFFdOFjUakygFH+jWQirmp8rlk5LAtm2MjnRb0xVOQxivM95/sXBIF3vbWLWUi2syFlVa/J5vnl1AIRnFueUsUjFXN3T2+GnYO+qO4Dq+yu7zeHxhF33uxvttuYjGxqKeT0a0B8gWBodurMjZ/7z3QiSZgGwA0s9sqS7Z5oWz0s8nJfIu7DhBo5E1VKp3RyKzi4XVCEbnLRdRDg/Jnd8+6inHXKFjFpOGcsWNclYHQLPV/r2dpmmV9BT+1LGyTjkDsSMUW4OxRgt6ntzMjf5I0dSfxvd3HFk86CYl4bCQkmHmQVvIhh/vtzGdQlsia3PiqCymo7hyoojRxMPaXBLvP5T0p4+rHVy7vIKT84JSLiQjePeu5A4Px1M1L9mms+5ojFp7qC0ve6BI9DDfaw79iSto9MaB95kpVtdvbkvUoTH/OI5EGd58YvHjTRJUZyD5Bt99ZRFxM5QUGmUcP7q/h6gbwvFCEvXuCA92RLIYdR2N+GsPx2rwodHpbqWhEkkSYXVBzCcUP3y6JPLJa6+u6EJPVzlVO8r0uVMxC5/Mb0aTKf7ir3YQdR08M6qianOgg306ZZ8ddtEdjtS9zMKC8LHNF42AoICf+3w6hlpnhEzMxQdbhyhlY0rF7Ju8g4FBcXz7yyV4np8XTDMVEdmvHBNj4mtn5HM9aInZL2xybylLfe3MAjqDid6D9a7MZ1YKSRMj6SPBF9JxHYbbSGRuDFzs+bwyMVcFASweNl80dGj+vCamzoWMDJ3tIo3GLrrox54XiAv9rB9f2EX/rcsrWMqJq3b7yM/7tKvl7//0E2TiYa3Gyb2YT8tCQJcuee+s7OgEBBDQ1bNtJNWTq8dffu2rJ4uYz8T1dFGp93G2JBUIZW8kCrKKZ693vzUwkryWUWiI5pgWcJ44WGFTK86bpJSNoZyPC93RtK+SURffMFji/niq1epsFBzVDNSwn5hL4eJqHvvtgck5naiCie0W3mj885tnF9AdTvHNswsBPMDY8xCPhPVkw/ecqpij7gjnlrN4VhOGzSvHstJGWsvjV5UGsgkXEwMI42YO+AH22XgEjb4sOFRMDMfTX+ut4LXw5oUyTs6n9H22A3GIiiCZEpANNBf3kcZrJqTjzGJaT3wFjS+Ma1uIIR2VeheN/ghhx0Gl3ocbdpSlw9d10JY21kF7EMAQ8CRDUB49DVRx/em7D5X9buOkqQU/6o6M7FUUNacXhB7pug4mUwSYOqdKKTytddQpu1HOAZ6jMYfscQ/GU5Rzcr0VkrLprxW5gYtBj4u0TdVkOywSdrSlyeswEnbwyYHIX5/Xe/oZOo44pek0l1aOeB6uvbqCgZFI98dT/OE3vqTDVYLkWv0R9luDwMn46vqc5uX+qtLQWNGHe21E3ZDikRnMxM1ms9LE7ad19fHcelbXkyTbUM9rctKpdQaIhh3c32minBcVz91KA6VMDIVkFIAIUj7rx99q0Xcc54njOL9yHOeO4zgfmq8VHcf5keM4j8yfBfN1x3Gcf+E4zpbjOH/lOM6lz+IF/IcedpoNF0FeuKyWGe3mONBjdybmBmza7Aeysru6Poe3Lq8EeuBcpNjLtTns3BiYd3m30tCMVVYodlpSKRvDrWd1dIYjPK2JnTvqhvSGPrJaVPy+G49rSsW8s32EwWiK771+Rm3tAFR+xvYVe5R82AlftmRR0LOu9pfZG0+4rNb9fjWf19Boo1mxDkZyww1GU73BhuMpNo5lceVk0dA6J4GwcRt9kYm5eHLYwZ+9t6XBM+eWMhgb9PCnpZDFI2LMOzGXQikTU3Ce5yEQokLT1eaLhj5/W95nG8VsjHPfZAacLmXw1ZMih2VICFtzlaO+Jo75qq++bNwDP1bwdCmDk/MpDCdTrBYSaJprkdTV3UYfjw/kWvA8vCRzPV6QGQHbV6xEufE+O+yhmIri8WFHZ0Dk1ufiETT7Ah6MR0Lojaa4cnIOMTeEVNRF3rqGfvJgHyHHwWpRquMFYzL82vq8boB87yv1Pq6cnNPNnu9JJBxSVAERF/vmlPGj+3sYTaaKeLDR3AB08ybvihux/X3HCwkJaB+O8OOPqpp+B0DVMjRVsUCbTD1Mpp7+PIaYsNXG1CtBMHj+/KE10NwFSpQ5L+J/s8j46daBZhco99+c/pmvwQB7Po/fVZ7+tzzPu2BNiv85gH/ved5pAP/e/H8A+IcATpv//RGAf/UZ/O5f+/hg61B73Yr+XcposAWrZd50UTckx+58XPu4xwtJ/O+/fhJvnF/C/Z0WEhFZUJi7C8gCzuMkJ/hswXBR3W8N8PyoG/heVii8WDRGsTvEa2dL0qZJRJE3ctBcIhLg9XDwWMrGlFO/td9B2EIEA/5Au94dopiKaggHh1kcvm1V24G2DisXyse4eLM3bvc8mwNJZiLojdkBK4WEhryIikZUQrM3GNHKmbirNwmVN5Oph6gbQmsgGQh2xb5RzuOrJ2WQ/mkpZFdPBRHaBOTRAzHreqaXg4Nm9q8/zUvBip/afbYOyce3T1h2DgDxAPxZdBbT67CYFRzFibkULq0KoI2GtYKReTqOKKMe7La0BUmncKXeRzEVRb070o3q46oULblEBI8POgFnazrqIhlzsVZMYerJ5yJznwiSERflfFzZMBzc08TGPvtCRk7GDCT5eF+EBK8ck1ajvfk/r8mfN57UcKqU0mH2pZW8Gsv2mn2jppkoips984V0LOCCt3Hf9F+cWcwgFXNfSte6t9PEflu+xz5dFKyKn6dWvjaG0jBes5SNoZCIYDz18Gi3peZAnhQprjheSGA4nuKtyyvqYUhFXQAeOoMxiskYrpycw5UTRWX8lAsJ7DT6xtApuR5/Xyib/wjAvzX//W8BvGl9/b/15PGXAPKO4yx/Dr8fgNyAvOlsJO3Eqko5RGl0h+bYLUOpZWMI4tH4bqVhBqqiad9r9nH95rbGD9rETBtERe33/Z0mbj2rqS2+bMwd9kDWcfwYRQ7AFrNxrJcyWn22+mMs5+LIxCPYb8lRv94ZYjTxVGVSTMZUIXH95jauf7iN7mCMem/k38iW+cOHwPlZqTypsAXDOEFWlBvHpMfJjTOfiMCDh6nnaX+avc+okQhyIHtvp6knKlbOjJij6cgzrbjNSsMEoU/x+sYi4m4Y0XDoJfMUW0p2n52tjzvbR/jF4xoavaGml3le8PjONhUXd5qVhgbLbCugROorhrz9ll91nlmU6nCv2Rf8sPnZVYOZPrWQxmgyDWTmPtxrBTAMF9fy2GsOAkz6TNyF5wnJkxX3QkZUVzuNPhKRkKKT690RXlmWRYqfp86aUlFFQecTUaRirm64PL0RDcFUq1RUqLThEAKD+7zJ6GXriQur0kvNHIRiCMIHy4UE9lvC9ekPJ/i42tE2C2dZrf5E/yQKhTAypqTZVf7siY2f0YIhVpYyMW3ZJIzcU/OPe35ACyt+kl15H8jQPBnAexx0hri4mteAmkZ/FGiN0oBWzicBQEULkuss4pCB2RB4Evc84P5OExdWctoa3jbP+7N+/G0XfQ/Au47j/NJxnD8yX1v0PG/H/PcugEXz32UA9jj6ufla4OE4zh85jvOh4zgf7u/v/9ZPrG4W9WprEFhkuKNziHKqJPKxQiqCg/YQ66U0OsNJoN940B7oIjeeiqnJzpS1QxgqR3KkJYcjLPkhaPUmuLiaxyvHshpTyOpva78TCHOwB650zXqenApYVUeNpGtoBlUcCi5kYihlpO2zVW3jsDXA9lEXniebyJWTRW0T1bsjTRi7crKo1eb6QgqtwVgiEus9DUlnRfljY3ji7KFy1Dd6/zHubB/h9rMjPNxro5CKAI7QMqOuo/1NKmG4ILWHY3UBsxLf2u/gwmoB46mcZjis5k3Jz8ZmFtl99np3pIEf4ZCDZDSC186WtLXBNphN52QLkO5Kz4P2hClVtANR5tOyidgBLYDPI+LrZeKY4LplPsNZDAPED9oDHVzeflpXJn3lqIf9tnwm82lpE751eQUXVwt4fWNRT1tMamPASNR1tM9vn+BOL2Z01jUben9pNY/5dEwxAjum4p5MoYP79YUUKvW+tiFZpd9+Wtd4zFxCPve6xf85t+yffHKJCOLRsIaMsK3G6+GoO9JrmkoxUjfZSiFX61FVTtSDkajr+BnNbg4X1/LYaw0Cebv262ArkYl6bO1Racb3kgE/t5/WtfeeirmmUzAItAFZNMbCIZ3NRV3p4WfiYW0h8dohv4cnBoorPuvH33bR/7rneZcgrZt/6jjOf2L/pSfOr9/I/eV53r/2PO+y53mXFxYWfusnljca93I+EVhkuKNfPTWvx9Ko62j1QwVM3x72WQEPbB0oKtaqJCIhGWhVjvyFMgwHc+kYLp8o4OOqQLgYpv6dc4tyAxhSIxc2DsCIrWXG7/3dlmq810tpvXnZumJg87NaF53hGEfdIUo5Aa19/bRI8kharNT7Wp3Yubs8BRy0xSAzl4pqKtVWtY1YREKvbY7/hdU8SpkEvnqyiMlUKv5U1EU+EVVsAvXLw7G4oRke/8HHcjTfb/e17bJxLKe9/IW0HHuZf8ANfDYcngsOHc8Hrb6mW02mnqpeeAJh62jZsFM4d/je62cCizf73rbiguE21171j+58MAjGttmT/86fG3UdjehjgDggOOymUVQBwHwmbvJY5TMh5vreiyYq9a7OSQjw0laZeb/Z57cH83a7YbZS5syL7UlW3CfmUoL/aIuc9EQxqdnIlXpX06Zs2NpFA7NTDEQiinhEohOLqSg2jmWx+UJCRtgSs3OZP64K9IxKMTtgRJEXRamGGTLDE9mssIAtru+cW9Sh7q1ndVxYySMZk3kQh8cE3pHvbwsZWgMp1vaMg/jqqXnjaBcQoJ15a89T2L4BBCMi0tugSIKZGVQGcvD8O9fe8TyvYv6sAvj/AfgqgD22bcyfVfPtFQAr1j8/br72uTzq3ZFUSia5iH1WeyfmsCuXiJqg5ZDyye0j3azEytbslgv+oPjOdgO94QRuGNr3jUddXFrJK8t780VDZXPsZ7LHTZ43/y0X5nwyojdFqy+VPnENKtNMyZGU9vCwI4TEuZQsmref1lWSd3+npQEWjCccjSeGkSIbVrU5QMhxBOpm3MTsU1+7vBLg+OeTERwvCF+GsY9XTgqVMRp2AqlRngccdYTHEnUdOfbn40ohvbo+h7uVhvZKWcG7YZkFcAOnmSYSdrS9wYSiciGOrf0OrpwsIhWN4OR8CrEwFVjCuK+2Bmj1RipbPW7C5BmizWhHKjIUyVtI4MJKAddeXVFrPQmRnxy00R+PNTOAfX4ODwHZFPJGr31/p4UrJ4r4yloRC5mYnrDCptK8uj6HjWM5H6Jm5iwkQ/I658/W3NuOnGbZ5+dGSrkpn7O9KNIQRN7MueWgYIBmsFI2hp1mX5+Pzalhdfv8qIvKUU/NUQyp+eSgjVp3IBgUo2ThbIvXMl/TG+eXkE9GkYq6uLiah+cB20ddPKt1VWNPIyWlxn471w0ICxh488lBR+9Zzi1Wign8+KMqusMR7lgiAm4O9E3w65Wj4MxETtxiuto4lguoqXgCWSkmcHIuJWuM62h+hS2S4CB680UDe82+rge/UyEqjuOkHMfJ8L8BvA7gLoB/B+Afm2/7xwD+3Pz3vwPwvzUqnn8AoGG1gT7zx9X1Oc1JJVTLlmAx4YeL/1xaIF72AJRZpQND12Oe7kI6bmRzo8BiWM7HjRFpHJDR2Xmhm5UmRuMJfvJgX28QLopcIKhwYPVmA63iERe5hItPDtrYqra1t+wZkuL9nSYurxUwnEy138x2BABdQKhI4YD3Wa2nppdKva+bGQB93flUVHHJTHqye/A/ur+Hck5aJa3BGG7IwVFvpBp6Do4bfTGvcXEhjTDuhvCDD7dxb0cYOOOph7cur+B7r5/RfGK+r6rCMj/DVmZRkXV/t6VSO7Za2F67tJJHPOpitZhU0xxdwHba1/sP91E2ofBEZD8/6uLP3tsKfO9w7CGfiKDVm6BsRRRyaMjQHraFqOxikMvGsZxUzMeyEqCymscHW4e4W2mgmIrg4V47YL7b2u+YdsIu/uy9RxqMnktGJR0r4mqgC+AHxew1+9oSs9sphNix5UhJKeWivMY5zOV7vLXf0ZOi3c+2r7u6iSRt9cbYPuwGlC77RoZKIcFBexAA4l1aldbRfnuAEBx9LZsvGiimoqjU++q3WV9IwfP8vGkWeVFXUCO2cY0Yid1GH08OO8glotgoS7XNmUatPcRk6mlHgCcqe2ayXkojaQo7FoKRkIN7L5rK0wmKFSIBAQNbePbplIax3zngmuM4X4JU9wDgAvj/ep73f3UcZw7AdQCrAJ4CuOZ5Xs1xHAfA/wvAGwC6AP6J53n/QbDO3xat/JefHOIHH26j2hyonKzaHCAVlX6lzTCJhkQfvVpMIOKGcbyQCLBeYm5IIWUXVwu4s32EydRTxO1+u69sHTp5ydTYrNTlqLeQNnmhh6JOsJgtDDEBgsAxVnLvP6gqvOzG45oCoebSUTS6I4w9L4BxpRb6D8o5PK11EdXA6HgAekZkcchxMBhPA0hY++8JouJiTLbJueWsom1TkTAeVFu4cnLO+A6acB0HRbPQOaYasl8LMdI2CIsQNyqruBnaPCPSIe33ioEyrML323385IGEYcwyioS70sZRV9RM31ifx63tOuZS0QAOe6WQUGnhjSc1dAbjme8dIx4JK3Op0R0qdC0SDim8j6A4G6ZnY3QJEyN3iFwX9oKJFP751gEGFh3zxuNDuKEQSkajTly040CDVMiaqrZEF543GnC+H0QID8dihvuVcRYzEMRGVNsobPuzsfHKhOG9ZxAa3z5bwo0nNRy2+yhl4zi7mDVrCAJIa7KtZnlCxED/8J5A784uZ5TtxOt2MpnqPV0uJAI4a/7MckFaeXCASyt5/QyZN2EzgyaTKZ7Uuigbd/illbx6bN65u6vYayImrt/cRnckuRyPqmI+K+cTWMwKy2g2IMcOmyFm2mYUARKw83vg2m/w+MtPDjVN6P5OS2zo8DCRdVg42GZxI0mPqU9MzKk2B+gM5SYnUXCWg0/A1c0nNeTiEZxZyuDaqyu4fnNbFzm2c4bjqWGA+wlHnifGnuFYeokkf5KUeHV9Dn/y55s47AywmInjjEH88gJ9/0EVm5UmLqzm/eSgTAzPaj2Fqr15sRygbsKDbnzfObeohEqb6DkcC/CMvPiYG8JRdxigP2ZiYa1Wntd7+rt7ZjZhL8RAcCMkKG12AbEXLQ4XueD8fOsAH+/L7+DGPEtNnP2ZfP7cQJivEDMGm7DjYAovkHA0S2Tlv/3l05okR5nQcTudipuUstTrfTU/2SlZfO18H+y8B2YifOfcop5S+HNIFOX1xwqcILdrr64oQsOGdrFHfG+niYurwfyHT/vz7TsV2dgnIt2MutLai7oh/T2vHMvKvWVAgTaP/9Ooq8loBKdKKfx8S9j4Gtg+s7HzPiFf3s5qsK9Fm+p50B6g1hlgp97HhZW8RmpeWs1j+6gn10vWXJMW/Exek4PhxMO1y8H3jjRUwtq4hvzhN74U+D5C5p4fSY4EHJFLMyzI84CT8ymlh9pZCnxNd7aPUGsP0RyMcHmtKCl+Fonzrcsrv1WL5z9K4Bp1+jymjqey4NNkVan3FVg1MLhi6vd5jLVdtLSDA8GAbx5nUzEXuWREh38A1DQijJeeDhs3jsnvLRcSAXPTrAmIcj43DIzGU+wYNyb7qIAEWa/OSXVPZkjEBKvkkhFE3RDevlNBfzRGf+xn8TKhqjXwc2LZJ+ZzzScjygchvKuQjGA+HZOeayqKUwtpDCZT5Rb1TEUdi4QCQ2gqG2y4FDNaKVGlaY1MdjfsBHAB++0BFrNxPNpvIxMP6zyCgend4UT78O/c3dXnn4mFA9LcTEwGqLlEROcfh50BbjyuBTg2HODTAxAOOTi7mFX5KnX67PkqldRgEPi6mfV7Z/sId7aPVAXV6A4VAeF5QKXeU9UYWyYX1/IA4LeqTC6u48gmOhxPMZeO4v0HVVTqXdWw2wljxwtJlPPxgFzx1/0ZDUl034LJmxiMZEjLPnm9O8IPPtxGdzjGne2Gpk9tVuqq1CGyQYJ3Bji3lNGM2DcvllWOOplM9XNiH38wmuKgLb4W22V+dX1Or0XOvI4bfALgIBV35Z5ey+sMgsybveYAF1fzKjcm/JBCBX6+VDPRuUsxB9Eds9/3wceGdRR3MZ56KJr86NFkimTERTjk4JODtnKsOBfoDieoNgf45dMaHh90kDPS6b1mHzce11Rs8rtszvqdfHCww0q2lBGkKhf7UlZUL2SyZOIuwmHgV0bNMuuipR2cE3obv/D27Qqi4ZC2QDZfyLGdu72t5eYCR637YjaOZ8bWPsuyoVyskIxhKZfAdzcWFWHAReZUKaWGH+IB3ji/hD/+1jqWcnGJm3McTMy8IhNzFaQ2n/EDHCiTtAMhrt/cDoRnUG7JXvF2rSeDqZqPaLDjIe1wFr42Mk9s9/JWtaWeB9ssU0xFtRIE5Eguxp05tPoTX+Zqqjsu2D/dOkB3OMb/++eP0RmOcPNJTV3LdFdeOVHE2SUx35BE6YacAMeGA/zNShOxcEgjFW1vgM3vkSAdCeDh4ryQEaZM3PCHHh908Pigg71mH+89qGpwB4NFiGugRNhmvtx4UlPiKkPF7VQym7DKhY+bLIsfu4//aX9Sz89eNE+VlDJW6l1VRXGGRH8LZyYLaVE2lTIJvH5+USF13Ez327IR7BiQ4Dt3d3WjBmSGZM8eyKritWh7HAChdH7dMHgGo6lu1p6HwPvIzWUuLZjwRm+Mw85Q/RaD8RTH8wntxwMyXObny8+bqqf+aIpLK9KGIlenTE9CPo5WbyQeFg9q1uJ6wnYzDXfELhDjQXLp75x653f5QZ3+/V05Bk+mHmqdAeAInlWSgyY6EGX+JwdWNjLhoCUL4POjrt5s/PvWYKxuUjvx6ZJRHPBCtweQdAWeWxL3YTEVw2oxGaj0375dwc0nNdS7IwzGQg/c2vfdfrbDkYYfJi79+KNqwPDTHIywWx9oO4ZVJG8aunv52plSFXWd4EJuESuFYhhWI9qNJzXD6x9pli9lpvYCb5MleXoaTgROVqn3VRr75sUyLqwURG9vTF1Mj+JrZ6oVlUhcsFNRV7TigLiaU1F1LdvBF54HHC9KHuxyTgJS+qOJfl5q6jGoa55M7Ndqp6EJZiGOR1VJVeKDP6/ZFz4Pb3hC77qjMR5VfY6LvRD7Bi/Z7GziKiDoZxtMt5yNB1zE3GRtDbhC1izNu/25EnnMkxNBauTHOI4xi6WicrobTtWx6jjQNh1lsAwRsTfT1mASqKZ5QuDJyB7E8poZmBYNTYLEV3CDy8SE25OIBKFos0VUqzfC2GQlvHmhHPBb3HpWhxt2AphuFiyzJ3HmNxNux02GkuiNcg6FZExAc0auShBhtSXquKEJX1ovpbGYjUsWsrlPr67P/W6pd37XH1fX57QitqmJhB9dXM3rTjwcT33AlskR5YfDI2t/PMHNJzX82BhdbKRCqydaYl4ERA3bNElKAj0P+NmjA3StyrPWGbxU6XN4Sr3+p6kjbJfgx/ttTcDabw+w3xap4XA8xeW1Ii6s5rQfevtpHd3BGNdvbuuNSDXB+kJKo+nyyaiGiZOlXi4ktK1ROerrv4uGHNR7Q1SOuqo/p3rp7TsVPD7oIBMLK+ICgPJ1rl1eQTLm4sKKL40l0ZJuzbIxM3GTnUw9fb5Pa52ALnttLonRRDIPDttD5BMRDeSws1FtcFo8Ikqe6dTTz4vvLaWQvOmDr9VV/bpgFsTQVKnLtcHQ7eP5BJJRF4WUoDUOO0N860xJpa+ce+h7dltacre2xcENR5j4BIY5DhSTQa7PuaUMOqOJDi1p2MonI6oBp2mNkLX2cIztWg8R0zKcJTuyxXJgXLc0ErLVSZmkzcF55+4udhu+7BBAoC0ysOYkjoOAZwaA0jbZ0vrR/T3FPTNTgq0ynqZsXfxes6+yY9ugxvvxwKRb0exGv8XxfALd0RiN3khzpU+VUirBncVx8M/5dEwLOjGnRQO5AzSv3dtpClfoSc03BJrTpOPIfMINObizLd2Gz6O1A3yBF30AQuMzVf2lFeG0UH8rR7IcziwK8Gu2T689VdMKavV99st+u6+bwcVVkf69eaH80sUAQKmCbBM0ukMZ4nmO/tzVYuqlSv+wI3IxMkhmPQY2woB94YkxRa0Vk///9r41Rs7rPO85c/vmPrO3WS6HuySlJSleXJCMZDmyHFEJIimJUetHJKQ/iqCtEaBOgLZG0SYIULg/irYp6qYF0gat4SbpLaHTVgiMVJEbS64cIZRkkbF5EcmleFkOd3d2d64798vXH+c875xvdsmYMrlUyDkAwdnd2Z0z33zf+d7zvM9FwkLoaU/b2FQ0ZOH9atPf1BRF/XuTcQelRlvyfokLE0qA0pm3zx2YQjoWQrHWwdxEVEQ5FAdNxEKaomkpkG34oGQSx7ZytCTWe8HQ7ZSCWDawMvNBodbWmbI2L/v6el1ocoTX6PiZKzWlx0J3Rp9SWKo0MZMMC2PnwlJFTOp40ct7HY/qXd1sWnxm5jNxQ/9LIpsOi7Mlee6trqEyxnRwB98DvV4Ajd8HfDoI/NDMgGK6aywqzWHacEvIyUxSWFnZsTCqTW2dYZuRsVA5l9O2w5VWB+9eLSBfaeLMjZJAItQo2IpnAHKeAfDYVnDR48262enhRkFX1LmSprcul5seJfK5W4O5EPLh6w87tZJCavcomMNrQ10saCbjjqEdh6VQ4OLMY7awWhMzO4rdPrhRQjIcxNx4VGAzejnRYoXhRvZ1wx0Gw1YAr5iP4rVjc+lBUWAEgTcLmvkWCmiPfhcuoo5fdkj3Yzy0i769ncymI/iTcyuC3xOPs90JidNzm0e/FJ3A42jvl6AfU0Ymf3w2LdXJWDQozVIbyiHmHPT79IdujLeoaBS/nHgI08mwR9F3bC6NmKNFQrvGIh6rYft/CXjuaQbK8bm0uBlWWz1pBrNJlitpiIpbyeHKhQvi6RtFrYLsaSaEdiHtSe+AameqbPOVFmaSYaxUWtIvSEeDokPo9YCfPjjtSVIinMCK1Xa0JEecqmG+H5qh0Qo7FFBixhYK+ISXXWq0UWt3PQIzLkinr5cEfqLhWcnI8V88NI1aW0cobrS7YpI2lXBEtSqfa8AvbpEJJyCurhxsANpmXLbP0PmlCgq1lsfrhQK6JUNHPJJNyY2BnyWb3zrYuy/NQ0DvxHLFpoh/uIByVzpQUOvGaioSRM91RYW+utGSRrfHpqHaEssSLuBUwHJ3wJs1U8faPRf7MglRHVOJ3OlpIeAHiyUc2532VLy2jw+zJFKRoBxn9ijWDePl8UxMPkPeLPt9V5M1ioNEOpqo0SZidjwiiuDXzy6LrYlPKaxvtD2FDb2cWDgNX4N65xiQwByKu6AgFtGEIqlypi06A9av5Gt49alZxEJBfG5+Utaw+2Gt/FBTNsnRZ/g3DAOFYdhb8YuBQZD1cO4nf0a6Va5Ux76MN3y703OFLkcogbROqmgZ7DLMfS7X2zh1rYCQTwk3mM+xg9mL9Y78Ty75W5dWJa/Vfl1CIK0e6aKDzFJy3vk8+2/ywrXD4kmTA4Byo+2hsa1Vm545MMOW3z+xf0pyb0/fKIrmIZN0BkHlhpHEHN3FQkNC0W3qZDTklyBr8ruH6XCkxlabgwxc+3Oy3xePUbOrqYL8XCUjdiaBTs/1UHS3ym2dSYaxVGli0uwuCCnx/GG+MemITtCH715eQ8wJYCqu6bqkAHI+pAOmokHsSIWxWm0hXxnYANgUw4M7Eh7Kon1+8bPPlRrIJBzh0p+6VsBU3MHzT2Tw+tlldHp9XM5XN+lIyNVndrStZbCzgNc2tKFaKhyEzweEg4FNudGkRTPgXSi61RYiQR30zvOKlNbhz5bHB4AcXx7PeruHufEoGp2eZEuTNjudDHuO766xqGgrmAVsHzNSrbeiAfN9SZ60odhmkiZEPh0W2xM20klxHr4eSa1d22gJc2pfRjdzPw5X/5GkbH7msQlx5TucTWL/jgS6PddjyMUKz2bXEGe2G6+hwCBE5LUzOeQrA4m8Dcew+URa4KlrBdTbXXzz+0twgj4RooR8SlgaNnWRvil9aKEVKwybNXS9oKGLC8sV1NtdXC/UBE9mhcddASsQNiF1UpfuEaxWW8L04U6HsIhSelGkj8ywnTCgqygGyhB310lDPSQcP776xiX5Pg3BqDpk5UebZMJctJflfIkhs7l4NlcWuufu8ag0MAnFAPD48ORKTdTNAs3tP6X8AMTUKxH2C8TCZr1YHSccXFiqep5fbrRFcSvNO8NGObF/Cu3uoJBivJ4d+0d4sNXp46k94+JrM2y3LVW/sds9l6uIARlhED53OhkWquiwKyjN+hjWYUNdLx/N4tjcGM7dKqPe6uJGoS7sKEKKB3ckBAKbSjiYToYlN8AOr6GQbO9kzJMtYKuOmUhFHyrbOVOzs7QpGq/P09dLqLc7wuzieWHvMHheTsXD+PTecbx4aBorFc3SY/+JfTe7N0F4Z6PdlR0ur3sqwafiYYG62Dzn9UVWksCTrZ4o9/1+TQvXeb5NDww3yImOoNPrixXEe9cKKGy0kU1HZW25H6rch3bRBwZe8prxorHtZrePd68W8O0LKzj53qInkHg4UJsVBDnPsii7Lt5ZWBeG0A9yZWnMVFtdgSKm4jobNhHxS8Or3OhIEDq3h8NY/kqlhYBfiQe97dM+ZXYj5PU2zA2BJ0ep3vFEr9lB3WdulhF3NJ+ZzBn+fcIiHGQi8aIm2yNf0UwEbnsZPF9vd3B1veYJeicezwWdi1HGWANnTLQhb2hMbuJ86QdDlgupdFvBXBeWq3C2shm2LpqNdlcM65iONp10xIuIVEHbV4nOjHy+VG0zCVl4eMGzgc9GMhlOTE+zg0jI7iHPn3i/bXcMDNvthgX2ySQdwbxfOrIDQb8Pzx3QBoVkNBHG5AKvvaiacjPg/zeLhoYZ1T0EeilxcbO1HOw7AJDsBN7YbPM4YOBFw5s9F01GQNrnHoPXGZNIKEu7cobQNjvoVeNGyn4FizRe74DOzp3PxCWXgR5YLx/Nyk1amtqmr0BsPejTcMz5WxXx9CED7/xSRcgdJBp84/1FT+9j0lg6U8BnR5gSqqKIL2xw/OVyEx8uV9Ds9FBuDopRHqN7PR7qRb9kLQjRkF+aQPTAZsVv+/FIoLapTMMBnyfujkIbm1nChYD4IamNzz+Rwaf3jmNuPIZdY9p0qVBrY248IieebWdcrHfw8tEsJmLafpZY7Nfe/ki8VX75J+cxnQxj72QM4aAf04bJsVhoCG/a3s0wyCVf1VVj0K/fj1IDq2QupPumE2L+xWqKo+e62GhrgzIuWqTN+f1AqdERHjN7HdwOz09psQ4vLLIaKHDiDe3wzpQkUk3GHUzEQijUNZzR7bnSW7AphnY1ykWZ2C93LDyOq9UBHfBIVr9Wo93HwZmkRAD6lN7paOvdhoeKSGEddzSkitpeNhKvZ1g9xPWp66CIjdbbwzx/uwAB4KlAc8WmBNTbLLA3P8x7cow1nXSzqRqptLuMNxBtiLnDXd9oe6Aoe3dCi3GbSsyGLHeTNI+bjDtCcz5/q4JIyCfOpnTVtPs1vLGcv1VBodaWc5fP7fRcPL1nXJhWu8aieOXJWaFO86bDvGuyrwg3kdn12ukcrhdqItbj9Wv3FUjisD2TBr3BsId54/h9ePdqwcMcSziaun1sd1p2Y/GQt9+jRXx6d0m2UCTkx/5pncAGQGjN96OZ+9Bi+gDw9e9eFZ+M6+t1ZJIOThzIiNQ/k3QQDwXEK6XR7mlpdlebLDGicD4TF/yUGOcwbj+Mh9Ozh9g2pduUdFM0ZvvOsPqwMcMLy1XxFbF/Z7i3QAn/p7IpFOsdkesLnuv4cXl1A9FgYJPdg20psdHuyrHhxX85r6u1gB/o9jT3nz5D8VBgk7cMexYMDae1A60u7ONGTHjYnsF1gYV8FbliE0dnU+IiOtxbIb7bMo3MrXozDF5/fCq+6bVsGX0qGsSP7R7HM/MT+Mb7iziXq2zyHzo6O3ZHe4ALy1V0ej1czm/ocPf+oBdAb55hKwFAWzkQlxf762ITh7NJ5CstFGttlJsdfHrvuHwu0tcwvjyXVqrarE4pdF0XLx/NbrJZsPF9W7PQ7HRRrGsdAb1tzi9VkE1pr6aphOabB3wKgItCreOx3zi4I4F0LCTY9+tnl7FabWKj1UW/D7xwZFq8dOhHFPBrwVc46Ec46ENhQ7/HPRMxwcVXN1rIpsIeuwcWE+T/0/dKsHT2hxTQbPeE1TYRD6Hc6KBQa0tPAdjsi3O7//OVFiIhv3ha/SBXhhPwYWc6go4hRXh6K8bjR1s5BGQtCfp9OHOjiFg4gH1TcTm+maSDV56clfXi4+L5wCOK6QN6O0rqXsCncHWthrcu5pFNR6VKO3W1gPFYCI12z4R0aGdA4swn9usts62SIxODHGIbqskkNebZNSKLr75xyWNlq6GBJE5dKxgV6obAGBzcVutwkQhqBo/+1oUVrFUHohE7PYrKyB8Yz/h8pSWL5+MZrT94ao+WwSsFcRDl1pjK0IvLVVxb13zpI9mUvI72S9f0VlsQdepaARNx7ZtvW1GTlklWRK6oLa7bpk/BHRXho1xpoN69vFzFSqWJdtfVi0W5KW6ejomsHAjEBj2L4d4MP6vhrGIGkduh2gdmEqI4PX+rIhbNOoO4i3JDq2kZeHJppSoxmDbG++UX9iPo9+PpvRMemuepqwWPKydZMGsbLYF4iPvOJHX6WiTow6LZZZSbHfh9A/Xztz/MS2X99J5xqcAjQT8KdR1Cbp+z3BEx37fd7Xv6P+3eIAUK0IscK19Wwsdn08aKQzeCPzB22M8dmEKurGGSc7mSCA8rjS5ijn+glDXHgiybcqODYl2nV5VqbbH5WDWw5pVVrWw9s6hzoG2NTDTkxzfeXxTR1lTCQWFDM7ZSkSAO7UwaEZi22ah3uiLKoq/++SW9k292+sKkCZqdAl1mbS2MTVEuGhy/0tB/13ZAZdIcrwM7sJ4OqzPpMJLhoDx31iRlkT5K+OgTF4z+SR9s9IQCOlouYLb63KoSx05FggJ5MKSD1MKFVb0ADjduXjqyA9VWD9NJzV2XgGdDC331qVlUWz3BXbntFz56nKEKfekTcEvJuTHTlUIV8scn49p7nTcB4rUrlZZwmm1FMBfc1aq+EUzGHVERM7EKgIlzc5EK6x7C2VwZtXYH3/z+LYQMtk5hE/8W34fN+Wcln6+08MbZFWke8sRmcMsHiyWpdG2YpG1sEWxFMOGGYTyc/v82xZBYM+EDNjt5k7Q9fqgFeOXJWbS6fYSMHTItmg/tTOLZfZOIhoLYMxFD2dgEKzWwCyCunCvpBjFvNCG/gt+vF3T2c+qG1sttvW3lUG128alsCkuVJvZl4lgxNEkAiIUC6Luux8aYWPtHazXU2l34fbrPY6dDUXnNc9CmXBITr7d7eHrPOKKhAPZOxkRdSjooc21vlho4NKPtBhLhAAJ+CMbOWElb43J0LoV218XzT2Q8ISfhoA9jsRA+vXcceyf1+2sbY8BwMODJy80Vm4iFA1CuwrX1Gv70w2W8d60gN33HEpWVm1pwRtLFlXwNn//UDDLJMJ59fFJwfWYxZNNhT06GhmkrHu0Lz2medzZNW79HrdMhdJOOBoWSfLOgffPZKK62egIr+qBveuGgTzQXhJXsc/N+CLQeWniHlE0ufLRYzRgL1dWqdnAkHZAwg01PI62RW8etXBVPvr8o9sHNTh/5alMYDKTrEUKaSYZRMzQyUkZtmmY6FpLXcII+nL5REspZOKDnz9+luVeu2JC50dWS/vo2NTToV9qC2Xjj87hMJbTNL90wafeqlD5GH61tIKB8yCTD4mqpLZUT4qleqmszsfVaC8ulJl4wOyFaFXR7rmy9bctc0k2/e2XN43JJCKTZ6QkMQQgg6PdCbja1jhFzpG+uVHQcXqHeFsdEQhzEeyfjjlgxr1WbskAP2zXzMaGqmwUdY2jTHeenYphMhJEr1bFcbmKxWMfsWFSse9+9qp1Yu31XKJWEVwjHvXY6h4Bfu1w+vXfcA4EN03bldyxnTFpvE6YchtXCQR8KtTYqBkbh++T8bVtnwkjDEBFtmmutLp7dN4mp+GbL4bFoUBc5M0kxTHtnYV3osPZnMDx4TtJOu1TX9ODJeAiFelvOR+5+D84k0en1Pa64/KzpX8OmrG3Rffp6CTA7Ght6qra6HtvnG4U6kpGA2bkEkE1pptR0QofY0xWVDqE3iw2Bcwj1HNqZlPOMUC/pw9PJsIe6atsvv/rUyGXzhx4n31sUX2reSRm9p7dvg6p5WJhFHxB2+rPpsLBC1jZaEnV37lZZwiBJJaNyl+rbxcIgZm2p0pSqlSrJaktbQ6zV2iKFTzgBT7P0iGGFhEwo+5sf5rFrLIJ0VG9j2RAt1TuSQERRGjHG6WQYXVdTyQq1NlrGynlfRpvAnctVcGm5ijc/zEtjDADiThDJcEBShHKGGXFpZUOaiBzlRgeJ8KDSv1Goo9zoCJOEDUsyWdggTxpIjdS+j9b0DYNe98V6G/V2F9fWa8gVtRMl4/9IfaMfz3evaLM1+imVmx0JurdDQQAtZLJDc+ijwgSn188ui/z/bK6MUMCHWrsrGbYvH81iKuF4GnM0JAOAPRMxTCfDyFe10IdOrJmkg+YQvMKmH3eeh3YmPcHt9CraKgRo93gU0VAArz6lg7apQj60UwvnqPxkglOh1sa+qbhAYZz/W5dWRfxmM2Mo0PLk6c6msXcyhtPXSzizWMRZMyfOrVjvSEDIzaKGzHgt0mWSFEUKJQmz2IHgh3emRBSVjoYQd7SYjLsJHeiildwvH9NWKryZcvd1/lYFN4t1nLtVFiZcuzuIJv3OxVWBQenVZYvKlILEqRLyOjiTlHxiMqgkXKnVxRnuHAw8phQ8SWs0FfT7lBSl529pSu619Rp6Zrc78t65i2GbWpUsvF0MkQynPeEEPOlT9uKUcPRid2ax7IFWyNZh5Rp1AoJ1f/5TMwgH/EhE/GI9KzF9FgxxLlfBuVslnL9VkfStC0sV2ZLbilpelLmyrlyvF7RLI6EkVk02NEQYifbJSgGZhAM/NNRFVeQ7V9Zw/lYFrW5PfHvIY56MDxwie30XxZrmpwd9yjRDtS1FNKTT33mDmB2P4KM1DYvRYMz23+EiRi70uBFZEXrjxSYOhJGg+KFAQRK7npmfkHi5fLWFZx6fRDQYkGSjl49msWcipuP9TOOUNzT67jB8mucIMFDGzk/FhJXF56ciAUm/qrc1A+fxTEzCOUKG7UWFNTCQ5JOqOpVwsCaJUVVPdOe+aX2DXtto4cxiUeicpBzbNgLDNwFa/5KTTh78M49PSkLVqasFweBJwx30mnQxwgBy3gBul6c7lXDEB0kpeDQZtv0Abyxk0D0zP4HVjRb8SltB2BRS26aazpt2ahc9slhY8ObJmwnpv4RwyOpZqTSxXNZ/b/90QtaGXEnDYUoBb5xdQd4YrRHyonfTdDIsDCKtqtVQHO1BSvWO5vWbzzwW9iMVCYkmwdbikOn18rGs7Ow/uFFCMhIQVqG9ht3r8dAu+od3ptDpuTi8M+Xh68+OR5CKhLxB0taJa1MoT13TfteJSAC1jlZ2JpxBzB8XAgqcWClkko4WWGQHvinE5WNBP66sbiAW0g6VkZD+CNIxfYIw2DlXbGDXWGQQXL5UxdHZFKJOAHsmdJVHzvxiobHJ+pn2DM2u9ic/dXUdhVoL4VAALxyexooJKCEfv2dgvpBfSVXIhuFYNGhETQMR0NHZlIZtEo5Uf9lUGGu1NkIBn/jVd03cHP13ztwsI2CqGwCimiYd025Q7ptOaEVk38WeiRjCAb/4oOyf1ngn0ckp45TIBffpveNC0ZsxcxZhj+klkM5qN5FtPj0FZ4zQmx2PYCyqedhrGy3kSnWP0yeNtbg9ZwbxadMMZnNwXyYhu4F21/VU+tSJMKqPBUi53hY7jcM7U/jyC/t1iI7xdqKIzeak01XyzxbWUGt1kSvVUWt3BYPvGxru9UJdFxnNnthbTMQ3+8zb7qO0eWC1yuNDOwgaDALwUGvL9Ta++sYlZFNhhIN+RIMBBH0mK3ksMijMTB+G1g82DRWAx0GXfZln5iewWh1YLpB2HA765EbIxjaPFa2gJ+MOZtJhuQ6AgYNuvw+Ph49NzaWtNN9XPBRAod7GvkwcADx5FLa9CHtPaxstXFyqotbuYnY8ij0TMdkhvvKkHSl+78ZDu+izcrODyO0gZ7r1hYPaB58H2W441UznPxzQnjsMOSB3Ol/RPufk/LJyBDS3+MSBjDSDXVdni7Lq1M26BC7nNxAJ+QQGYlYv4SQqDb/4uceQioQwOx7BiQMZzdrYOy6h5sPWzzyp2ailf7jtK9Tq9cVw7Mnd45gbj6LnapdJx+/zVCWzY1HMTkQR9PuEpx4KKPT6rviwnFksIxRQOH29hKf3jMuCz8D08aijBVPGY/ydhXUsl5vS7KRqmM1HCuOOz6ZxbG5MKl1yost1zemmWMl1IYZePJZJJyhKWd6kbd8dQhmnrhZQb2mFs237zOa9hno6Aov1+i6WywPPd1a6DE/JVwa2vBOxEFJhHT7Oi/3pveOiKLYrfWLDlVZHFNFs2pMZQ+ESPYka7d6mmzR3K2wKPrtvEu2ui8/ND8Jfyg3NdJmKOxLgnXAGCznPISptCTtcW69huazzAOgbRI48OeofLA5yCIDB4sf3R0pjdiwiFNUr+QHcWm11xTCRTe92zxURn+2gawcO8YY1ldBZ1gy84Y1w2NtfKb1jPJJNafZQJIh8tSUsOUKE9mvxhkRfpucOTHnYWSRTrA3tmu0dCEVgrqsb0KlIUOyrecO8X947D+2i/8z8hCx+FFtx+5gIB/D62WWxdT06OyZNFqYZTSUcPLtvEuGgTqFi1UIjKLjaZ51+8kzIorCIW9Rzt8qiJLxpxD7tnov5TByNdg9P7x3HitlZKKWbOt2+i+mkg7curQrjBNDVRqmunfyemZ9AtdXFWCyIG4W6eICzV8CbWq5Ux5FsCj/1xA58eu84nnl8UhpUq9WB4pdCpl4PInCy2QtctL/8wn7BmnOlJnJFfVG2zVaeOxy6azJsm3L/55/IoNNzkXACGopodkS9eGx3GmdullFvd3Hy/UVR/t4sNTwismK9I5YItC5mVa37LQG5YMdiIXzxc4+hZRp9hGqGvf0zSUfTItWA/WEvJhrqqYgTpE8pqRwvrVQluGPKqIzpGplJOtiRCmMsFgLcQQVM22BCM/w93pRpnqcUzHngF0Ovk+8vCnWUXPNSrS2mdbTTKFn4MQOFJhNhWcw/vXccP/XEDjz/RAY3iw2d32wouMDA+pqOkxzD8IO9g6J1Mtk8dmA9q+6WidNkAMnjU3GkjSkdX5M7pVa3j31TcRRqbTy9Zxz1dg+vPDkrtGlA/+2T7y/izGJRKnqbzrxVGh1FXI7fJ/De8VndWyOr5+paDX6fjjy0Kac00MsVG5iMh9Dq9OUY2VTvybiDdrcvCIFtUS0suI0WxsyOmLYbb11axWpVw0Gj5KyPMY5kU5hMhCV8IZN0cGGpgk53gGnfLNZx8j2vnDqT1JUCYaDJ+BBOu3tgk1pt9bBabeHishbHsBGbCPulGXx8VidSsTIm77djbgCLpqF4JJvC4Z1JNNp9TwXBFCtazL6zsC4NpsPZlODil5d1CtXZXBm7xqJCQbS9gmi3YCt+mQx1OJtEKqJP6lPXTPW7XhebANuG9uhsCu1eH88+PolsOooTB/SCriEK7a65vtH2NNW4cNPLJxwM4OVjWQCmaZ4KIxUJIuRX0swmnGNXWrb6ljcn7qaqza70IzJJRxrc2bFB086ew64xPfdYKIBaq4t6q4tTVwuS6pSOBsUiYNHynJ+IhfDRWs3Q/yICG5Hjzq9feXIWx+bGZBGkPcOpawUdemKUz6yoKTCifcPBHQncMjvDXLGBWquLcr2DybhO8sqOaaXotAlQ0bqCDtpd3fDkjWW4ygUgFOSE48d3Lq4i5BucG/ScYlDLoZkkOj0XB3fo/5/fr3ecrz41q4Pn3YGrJCmTLx3ZgVeenJWqm81zJrhlko6Hymv7OxFOIu7ORv/5WxVhG5FCGVB61xkOacqnTWe2+x6EgRZWa9Lg581fePbGljoVCQgRgceZz3/97DICfiARDmLXWBRfen5e1gfuno9kU1gsNBAODHbNU4mBe2iu2BRrdq4Pl1aqGI8FUaq1R947dztIjbIr38t5jeuy825HA65ttDzyfiZj8Q5Nz+yQYfCwckpHQ9g1piXf5UYHAaU8PifAwEArFPCh3OgIA4T4NIUhbDrZWCP53bV2V5gz9LwBII3BybhmL5DjTsyZvkEn31uUhnC7N3C45InOxYgX+lsX81jfaGGl2kQooMREjvPTPjkDvxnS4eygl3DQj5ePZaWBymO3VS4AF2LG9aUiIWFG2M+x/WYO70zjyy/sR7XV9YS92FCHrcug0+Ewvpor1fHmhxqqcIK6KV3vdKWpSBiIUXoXlwYCtmvrNdTbHeSKmsO+f1rDIaeva3gwHPAJXZBYtdYX6IKhZtTB7IOQy2/rD3Ilw9uvNA18FMeSaeSno0FUmz08vXcCDROgMhkL6crYkAsOziTwwWJJihu7yj35nhY45UpNHJxJoGR0KrsnovKZc8GycwpsnQAAEbOxKOHvnM2V5f0DXh8r2nPYqVl2DCWbx7wWXGPD/bW3P0Kv1xe20Zdf2C/iOu7mbcaW3fy2rcb9fp9kEhOG6vR0ZR4PBVBudKGgpC9IYSWNDJdKTVSbXZy+UcQ33l8EAGHDARjoUcwO53K+KhCyTRiRvIXd2k49FQmh2OiIyeC9Hg/tom+HbzOe0HW15WyuNPDKt7eu9MdQCsIesBOr5qc0Rc3e5jH4WyktoNF2sj4JIXeCPlHtzmfiiIYC+Nz8pMfPx465Y8OMjo8nDmTkd+wMALqDEtqwRTY0+9qXSeBwNilJS9wpHJ9NywVFMyhuQXmh5ystxJ0A+ho9wFgsqBcGU1UTgy5avZObxbqkTNmL6rlcBZ1ez1NlE6JhJjEXYmAQTXdhqYLphCNVmlKQ+dkyfJvrTcaGvWOj7cJ4LIRL+Q2BYuybERlDeydjiDoBfHZ+kOZED/e3Lq0iGNDpZHsnY8KvhqtwOJsUBbPrQnJYF1ZrUk0Tmw8FdL7C4Z1pHM4mJVM45FNYKjUxEdXJS7lSU6dmAWh09M6PN9uZVBjFekvYLRT8Hdudxo1iA+OxEK6u1wy1NyQ3JEJgbP4SRtGkg57QZ+1MBjq92gIzNiG5C9W8dG0vwghEmpSRhRMKaLhu0dBr315YQ8CvxOIbgIeiyvMo4WioJuEEZO7X1msYjwVlUaTKnuc0F/RqqytuluGgvsnR/I1w7MEdCQkPYhF46moBc+PanI+Rk7qQawgE9+LhHWh3+7i2XsP3rhVFKa5vXlpERnO4Z8xuWJ+jddE6aOfbgsBevH6ZmXs/GDwP7aLPi2zVGKBx0Wj19DZ0dizigSRYRdICuGMqCTuhajIRljAUVk7paFCMtI7tTmNto+2JFCQdk1ayrERKtbZUTSf2T8Hv9wkE1er2Re3JXsHNklbVEo5KR4MeFgB3JuS4k+lAqGW12pI8XVo2k+pJEY6dKpVJOnACfrx4eBrtnmtgpAF3PF/1hmy8e7WASyZ3ls8hu0JDYYPw9uHEr9OmiUv1KRfO5w5MCRfaDi/JlZtSta5u6Ib6jlRYeilkQJF2+Mz8hGHLaA8WyuPZ77mSr+HVJ2c92/NWxwSKmP7P2VwZJ/ZrrvhTe8Zx4oDGwfdlEhKsTuhKKYhG4eCOhFS6NOcjw4fN6pulBuACfbiYSYf1LnROh/TQDvnQTFJcI186sgPjsRCWSk30en1PAI0NkVHRDQzw+amEg4MzSdwo1OEEfOKECQz+LiE5O2IxHQ1iKuFICPmusahAnTaOnYqGPDRPO0GKu1sWHMwybnf7nqqfFFVaftMwkTtoHUqUQioSwtpGC1994xJWN7z2JHYiGeNFe30XzW5XzN8I7aWiIaFh2/nQNFdkNONisSF9GRZtoYAPqXAQ1dYg3Wwq4aDU6CAZ0Yp32yb5nYV1mQ85/34/hJfP4nI+E8eP7R6/Lwyeh1aR+/XvXsXX3v4IB2cSSEe9Zl00OLPN0Kh2dAI+7BqP4DsXdfDHsNkW1aJ2eARNt751YQXTCQcNg28e2532BDC8fnZZjL3Wa20dmWfCKA7uSODquubz7p6IikHcpGGaUA352umczKfZ6ePxTAxTcW1L4AkXMSZcVP7RaGo45MR+71QjnjcLzeX8hkcpm44G8dbFPM7lyjg6l/aEbNQNjrx3UuOsVK62u5uN0Hj8bdO12bGIYNvZsTAurWwgFtKvvdHuiibBNlMbNlyjwjNvrKlTEW2gBkDCOGj2lUk62DsR84RhMNxlOqlFcRIMsyOBXLnpUVLfLNZFmU2TPX6WVL2WGx3EQrpnQWXoyfcWcd44ofLcWq+1cWwuLYEqu8ejorilApmqT6p+AWwKrrGDRiSU52pBVKoMHTl/q2KM04CoE8Cuscim9+JTCsfmBuZytzPnc11tOUKc3f5+wglsUhTrXoFCKhLyVLF5c6OzrxeGivDapVqVRokXlqtotrvow0W50UUsFBCl81ZhORvtrpyXDHCh2poMPypzqXbm9VNqtFGsdUxuxSDsh8eU6m5bFU9F7cn3FnFpuYpu38WrT83KTZTvr1Rvo23oz9mxiJgZvvLkx1PjAo+oIrfE6L+ixtVZzZIC+dKRHVKBsVJnlXb6RgmT8RCaBv4pNzpiJsUgam5BKYpildwwzJ5sOozTxpBKmmVhv/ihcxuXtqoZ0s2Y7coT3a6o650ucqUGzuW0KOT0jRJO39CVyJ8trCGT0GyRp/eMS4SjT2mJPqsZNoLJcJpKON7KfC6NC0tVJJ0gAj4lFMrXzy6jsNHGjrR2XnQCGqdkhRgLBTywEpklFL3Zux8b97Xpjsd269dORQII+PVrkztOLQXtcm1/pHylpRcuQ4G9UdBhKWzSkVs+HKxuV5IeBWZ0EHJ/YbmKbHpgJc3oQe6YVjdaKNc74vmer7RQaWrHSnoSEdOm5wvfb7neQa3VlUCVl49mJSgHgFTQpDoSl75ZrA/YYF3X08cgc4XvlTCTUhAvp67reqiIOsZQm5CVGx0R3dnNc/s6sUN1SB+1jeRWqy2ZM0318lV9M06Eg1LtE7K0dzK8XlgRD4vDhn2aUkYta2fYrm+0UW12jKW4vj4P70whk9Rxp0eyKcmkeOtiXnYiwECnwfe9IxXWrDYDo8lufygqkucHqatHsimBH8vNDgJ+5Qlv4u+Fg16v/0zSgeP34atvXBpRNu9msHFGq4FhZ8q3LubxvesFnLtVFs9qViIBpU9MjqVSE3MT5BPrRo6dykM1IfG7Y7vTElJtN/IuLOl83Fa3j412F49nYri2XsNrp3M4uCMhaVVs+J6/VUGp3hZ/8FZXM2Xa3T6Ozg1eo1jXrA9eGNl0FBvtLjZaHfRdLfDJJB3kik1P4xWAQD92M42qQ3thoNfPUqUJP5RAZIC+wbKRTPiGIiM71MW+IRD3tTnxAAav3dMXZL3VxUK+Kj74w+IhVmjcbpM7PWfCUtiku7K6gVK9jfNLlU1CHWLHu8ejWN9oY7Xawpumwru+XpfigSIunQ88uAlk0xFxtvzOxVVEgj5EQwGMxUKSQ1yqd/DOwrqod6m3iDoB7J9OiHak3u55gnJmxyOCgduCPS6I2bEIzi9VcHG56nHwpDGZ36cwHtNkA2o4JuOOZDDTofK5A1NYqTRxdNdm0Z2tnSBMxGPGnhk/Y/bISFm9kq+J530k6JMUMH727BeQ6eIY3N3uD9mOsIOvu7icr+LVJ2exIxVGJuFIdgHVruFgQAoYMrF47pTqA+VrvtISh87SkEiv2uoim44KS4/iOC7O9tpis4BsT37A9PuU9sn/928uGIfdqqf3xXxiu7k9omzexSCThIuQTdOLhvyiiKRISHC23WkRxizkq/hobQOJSABBvw7BpscLG7qO3yeBFDyJuP3LGsiCVMUT+6dwbb2OequLyytVfOfiKnxQuhqLhnB0dgwvH8siFQlK2AoZA2zyMhWIvjvZsbCwCDYlIUWC6PbgWSjJwHjzwzy++sYlXDI7DDYtiXP/IFcWfxXCItVmFy8emkY4FBBKISmilK7bleD8VAxnbpQQUAqr1ZYsGFwE7N4Hb7i0qX75WBYTcQepaBDtnis8/1efmpVgce52uLCwYTeficPng2DTvBmwiU2K3IVlHVJB7LhY78guwA7zvpKvIRRQuLhcwTe/f0vbeJR0X6Fcb4ux1vVCHeOxEG4UGkJxZf+Ads43ja+M4/dJMzFnMlvZlHxsUlMkba66nYLFnU6zo1lgCUdTC7mrCAU0nJeKBDAZdzRcEfDJ32fDPmKYWlQV//TBaRzOpqXxSMsFO1iE4kaqU9lcp0/Ul56f1zTOJ2eFSUUWy0qlpc+fYEBEdBznbpXlJsEdSTYdRbXVRa3dRb/vCv5Ob6FsOopDO5M6RrLWQsivcPpGCU3TaGa/aDIewmKxgWanJ0E5LHqmk2G8+tQsun1tLU0BGNeNhXzVY4nNpq69GwC8FGBaSdPmAoBm1nW1oO+qsShhQeDZYRuvHptEcK/HQ7vok71jm3vZVd3Te8c9HiesOlqdvghj2l19IoQDfhElTcRDaPf64rlv833JbV7Iax/warMrPP+1jRYWVmvIjoX1QtZ18dyBKfThYn2jvUko9NyBKQQDfnzxc4/pD97VUW6s+jlyxtWybZq/th3zgekkDmeTHpUl4arzSxUdzmIqL1ZmFAPZXkNUphJK0V4teqEjRZSD1NimoTxmxzT+fH6pIuZlb36YR73dkRvncrkpVgxMHXvnyhqmTPTcVNyRm9n5WxVplnFHxYVl/3QC+WoLhVobuWITx+fSMu9qs+thlry9sIZau7MpMvNGoY7FYh1P79HnBy/Mds9FqdFBIqIpkmTD2Lu/kE/3EQ5nNxud2XbOtmiJtsrMxLW1IjSVs9lQpB2TI55JOgiH/NgzERvYVvRcPDYZx1jU0bqRcAAf3CgJk4YK2MurGwJ92DbMtDKwRV16EevhT85p2i/ZYkwCy5WaYm4GAId2JrFrLKqNxEwe8E8fnMYHiyU5N+xqOF9piXPt4Z0pvHY6hzOLRawZO49KqyM7LTu97uR7i5Lc1u67mIiFhDtPgSDhpEQ4gLnxKDJJR9hEu8b0jeNwNomxaMi7wwn7kSs2UW60PVkMwr4xLD5aaJD0cSSrPYuYzcHPkbugvZMx2Z0M77B5rHk9PhRxiUqpl5RSF5VSC0qpX71frzNc6ZPFwROccmh6nNCYbW1D445vL6whk3QwEXNwaKe2N06bRaHd6aPa7AiTgvQw8m7px3Fwh+Zsv3YmN+ChRzUP/em945iKa/uDl49lPUKhwztTnmAV4UAvVz2c+v3TCWRMRTBgHfiG4BXdYD5u2CBkYBzdpX3bXzw8LdtgLvIn9k+h1h54DXHryixcgTxKTTERu7pWw7cvrODND/NYLDTQ72va4r7pBKJOAEdnB9ts7cujb5rEw0OmkRgK+OTm9dn5gXqYN7PXzy5jdUMHdnBHZQePh0w4RyISkF0Wq0hWVGSOKFfh/JI3d3duPIpZs2AoBQR8Ct+9onslj03GcXxuTHxv2DMhp54c9xMHMmJ0Ro9+wh82awmAxz3TZkQNdkR1EYqRInxsdxrlRldsGihCs20rphJa0p9NDYoPuq7SYO1AZmCPTVuDk+8vajttP4RWe2FZK2QT4YDu5xSbEiBDERahjpPvabXwb317QaCObDo8sMaIhYQGfLPQEJZVudFG3dyEz+bKsuOajDs4sCOBaDAgVFyaAPK4+qEQd4IanjMwIHdWfp8S/j6zMghZfefiqjBqeEOmZiY7pnfZR+dSiIaCOHFAV/bnbpU9qMAHN0piUkj6Mj2PhtXBJw5khCFGyxBAIwO8gZBGHAtq19O/8pW+UsoP4LcA/AyAQwD+hlLq0P14reFK/9ytMr76xiWxwGUFRCiH6tRzuQrgagyOW2onqJsqZ3NlzI1HsW9aK0n3T2shBulhNHSjmvbCchV9V1cfdkYqDdGAgfiLGZ60qZ2IhVCst/C1tz8yvvlNzGfiIh7h7/H9zWd0vu18Ji588ISjoxntnQgx9VQ0pAMyDO/YNlmzPWTsZicrKgk3Mbzo1Y0Wmp0eVqpNuQC6fRc7UmGRzNOVcGG1ht3jg+Bw4uGpSFA35gwbgs2/eqeLWyVt9fDOlTU4xgeddtexkL44AIg521gkiF7fRb3TRanWxrlcBW8vDCyXXzud032TZgd+HwRbte1un5mf0PTTSBDRoD4XqMwEdIHAKvJwVqclkeNuB37bARy7xqIiJDt1tSA3eXoKHZtLY7Wq8eXztyp462Jec727PbmB0SZkLBI08X/tTYE7bGwnwgERsh0xjpAHdyTE9rjW6SEc1LAPd7m1Vtd48+vGpa3bWK+1dT9HaXvulcpAx2JbQwMa07f5/6xm6WXDNK5EOGB2z3on1ez2cH6pAp9SYjsMQJq0tmHZ6RslMfnLpsICSdLuulTXts20yw6bHTwFb88dmNpkKvfBjZIu2kz0qJ0ZwR2JbW0xlXDEnplzO79UQSjgE78fQspnc2WPyyt3/jSbs2nE9It6GCr9TwNYcF33I9d12wB+H8AX7scLDVf6A7/7nvh+VJtdPLl7HMd26xPhgxslHJ1Lo+tqjNteZOanBict49HoEUK8nNW6na5DFgEATyPMZv3YeHKhpi94Py+8mYRUajaua4uPKAi5WayL9/7BmSRyJX2jqLV7shOx/eRt9sQwK8L2gmGF2usBj03GsW864YHMpuK6URwO+pExMvNXn5oVMQo/i+LQ/+R3U3lqG5GdOKDTlp41c3vWzPWzRth2YbmK6aQjF8dk3BG7i3BIb+OT4aBgpDYnnKlhMSeAdCQkrJsf5Mo4PpfGZNzBOwvrOJJNYToZRijgw2unc6LuZWOe5wKgF8hKs4MbhbpHnUyRE+GPNatX8NqZHE7fKOL8rYoEm9MDKODXKW+pcBBOwO9xhbXTxQg/8fgx1F6Hsjdk4ShZ87DFg72+i0vLVbx+dhkA8Oy+SWQSEXzlC4cH/HVT6bPCPj6bRsVUzcNNyHbPFRti7rDpk+O6OjM25gQkjYtWHbvHo9orv+/i2Jw22Ds6OwbH7zO7uqYRi+lKeFc6gkMmmpDwGnfBelcy8MVyXQhMppvwEblGh9W/h7NJBP1+aQizYLShV9tp076BUKNwfDa9KXnL9t1ZWB30oKiEZpOeRRd9kv7KB6MrpX4ewEuu637RfP03ATztuu6vWM/5JQC/BABzc3M/dv369Y/1Wn/+0TreWVjfFGItTB1DWQSAr75xSbje2XR0EzeZvzv8fXKvmdBFDjfTgYYTh4Z/z07zIW/3/C0dxs0P3J7n8PNtVer3rhcAQIK9b/feyc3n94b/3vDfZUAzAHlsz+szj03Iseb7vt3zt3oNHv9hvcGdfo/JR3aY/PAxYvoXE5iGj/Pwz2hRUW1qx0r7ffDY7kiFNx1H+7MlzdL+DPi6W4XZM+SnY5qHNpffnt+dPn/OncfvmfmJTeez/fv2Z2QHwNuaEvtz5Wdj8+ft98NjtLrRxHcurmrV8NDnyMfDKWdbXRuXVqpa3DV0bvD17c+eoeH2cbF/j6lrX35hPz7zmD4ua9WmpOIxwct+X1sda/u92p8rj7t93Oy1Zfgc2eo65PsdXjN+lFB04M48/U/com+PH0WcxcEFiSfyD/Mcfm2fCHf6/u3+3p0W1B92Lj/se+SNx45X2+pv3c3ft58L4K6O4w/z/HvxOvcqWeh2cwBwx2Nrf7aMVtwq4m6rc2y4WPi47+d25+9Wf+9uz4nb/Wyr47XVwnm7xz/stXE37+1u3qc9p7s5P+80t9v93lbv7Yddcz7u+CQt+j8O4Cuu675ovv41AHBd959v9fx7seiPxmiMxmg8auOTpMh9D8A+pdRepVQIwC8A+KNtnsNojMZojMYjOwJ/+VPu3XBdt6uU+hUAfwLAD+Drruue2845jMZojMZoPMpjWxd9AHBd948B/PF2v+5ojMZojMZoPMSK3NEYjdEYjdHYPEaL/miMxmiMxiM0Rov+aIzGaIzGIzRGi/5ojMZojMYjND7RyVlKqVUAH0+Sq8ckgLV7NJ17OUbzursxmtfdjdG87m48jPPa7bru1FY/+EQv+j/qUEq9fzuBwoMco3nd3RjN6+7GaF53Nx61eY3gndEYjdEYjUdojBb90RiN0RiNR2g87Iv+f3zQE7jNGM3r7sZoXnc3RvO6u/FIzeuhxvRHYzRGYzRGwzse9kp/NEZjNEZjNKwxWvRHYzRGYzQeofFQLvrbFb5+h9e/ppT6gVLqjFLqffO9caXUt5RSl83/Y+b7Sin178xcv6+UOn4P5/F1pVReKXXW+t5dz0Mp9Yvm+ZeVUr94n+b1FaVUzhyzM0qpn7V+9mtmXheVUi9a37+nn7NSalYp9aZS6rxS6pxS6u+Z7z/QY3aHeT3QY6aUCiul3lVK/YWZ1z8139+rlDplXuMPjI06lFKO+XrB/HzPXzbfezyv31FKXbWO11Hz/W07983f9CulTiulvmm+3t7j5bruQ/UP2rL5CoDHAIQA/AWAQ9s8h2sAJoe+9xsAftU8/lUA/9I8/lkA/weAAvAZAKfu4Tx+AsBxAGc/7jwAjAP4yPw/Zh6P3Yd5fQXAP9ziuYfMZ+gA2Gs+W//9+JwBzAA4bh4nAFwyr/9Aj9kd5vVAj5l533HzOAjglDkOJwH8gvn+bwP4u+bxlwD8tnn8CwD+4E7zvQ/z+h0AP7/F87ft3Dd/98sA/juAb5qvt/V4PYyV/raFr9/l+AKA3zWPfxfAy9b3f8/V488BpJVSM/fiBV3X/X8ACj/iPF4E8C3XdQuu6xYBfAvAS/dhXrcbXwDw+67rtlzXvQpgAfozvuefs+u6S67rfmAeVwFcAJDFAz5md5jX7ca2HDPzvjfMl0HzzwXwkwD+0Hx/+HjxOP4hgJ9SSqk7zPdez+t2Y9vOfaXULgA/B+Br5muFbT5eD+OinwWwaH19E3e+QO7HcAG8oZT6ntJB7wAw7bruknm8DGDaPN7u+d7tPLZzfr9ittdfJ4TyoOZlttLHoKvET8wxG5oX8ICPmYEqzgDIQy+KVwCUXNftbvEa8vrm52UAE9sxL9d1ebz+mTle/0Yp5QzPa+j178fn+JsA/hGAvvl6Att8vB7GRf+TMJ51Xfc4gJ8B8MtKqZ+wf+jqPdoD58p+UuZhxn8A8DiAowCWAPzrBzURpVQcwP8E8Pdd163YP3uQx2yLeT3wY+a6bs913aMAdkFXm09s9xy2GsPzUkodAfBr0PN7Chqy+cfbOSel1OcB5F3X/d52vu7weBgX/RyAWevrXeZ72zZc182Z//MA/jf0xbBC2Mb8nzdP3+753u08tmV+ruuumAu1D+A/YbBd3dZ5KaWC0Avrf3Nd93+Zbz/wY7bVvD4px8zMpQTgTQA/Dg2PMJXPfg15ffPzFID1bZrXSwYmc13XbQH4z9j+4/VZAH9dKXUNGlr7SQD/Ftt9vH6UhsQn8R90BORH0A0ONqsOb+PrxwAkrMfvQOOA/wreZuBvmMc/B28T6d17PJ898DZM72oe0BXRVehG1ph5PH4f5jVjPf4H0JglAByGt2n1EXRD8p5/zua9/x6A3xz6/gM9ZneY1wM9ZgCmAKTN4wiAtwF8HsA34G1Mfsk8/mV4G5Mn7zTf+zCvGet4/iaAf/Egzn3zt09g0Mjd1uN1zxaXT9I/6G78JWh88de3+bUfMx/IXwA4x9eHxuL+FMBlAP+XJ4850X7LzPUHAJ68h3P5H9Db/g407vd3Ps48APxt6GbRAoC/dZ/m9V/M634fwB/Bu6D9upnXRQA/c78+ZwDPQkM33wdwxvz72Qd9zO4wrwd6zAD8NQCnzeufBfBPrGvgXfPevwHAMd8Pm68XzM8f+8vme4/n9W1zvM4C+K8YMHy27dy3/u4JDBb9bT1eIxuG0RiN0RiNR2g8jJj+aIzGaIzGaNxmjBb90RiN0RiNR2iMFv3RGI3RGI1HaIwW/dEYjdEYjUdojBb90RiN0RiNR2iMFv3RGI3RGI1HaIwW/dEYjdEYjUdo/H9KxcHAHbuplgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Choose up to k points around each reference point\n",
"# as candidates for a new sample point\n",
"k = 16\n",
"\n",
"# Minimum distance between samples\n",
"r = 20\n",
"\n",
"width, height = dem_as_array.shape[1], dem_as_array.shape[0]\n",
"\n",
"print(\"Width: %s, height: %s\" % (width, height))\n",
"\n",
"# Cell side length\n",
"a = r / np.sqrt(2)\n",
"# Number of cells in the x- and y-directions of the grid\n",
"nx, ny = int(width / a) + 1, int(height / a) + 1\n",
"\n",
"# A list of coordinates in the grid of cells\n",
"coords_list = [(ix, iy) for ix in range(nx) for iy in range(ny)]\n",
"# Initilalize the dictionary of cells: each key is a cell's coordinates, the\n",
"# corresponding value is the index of that cell's point's coordinates in the\n",
"# samples list (or None if the cell is empty).\n",
"cells = {coords: None for coords in coords_list}\n",
"\n",
"def get_cell_coords(pt):\n",
" \"\"\"Get the coordinates of the cell that pt = (x,y) falls in.\"\"\"\n",
"\n",
" return int(pt[0] // a), int(pt[1] // a)\n",
"\n",
"def get_neighbours(coords):\n",
" \"\"\"Return the indexes of points in cells neighbouring cell at coords.\n",
"\n",
" For the cell at coords = (x,y), return the indexes of points in the cells\n",
" with neighbouring coordinates illustrated below: ie those cells that could \n",
" contain points closer than r.\n",
"\n",
" ooo\n",
" ooooo\n",
" ooXoo\n",
" ooooo\n",
" ooo\n",
"\n",
" \"\"\"\n",
"\n",
" dxdy = [(-1,-2),(0,-2),(1,-2),(-2,-1),(-1,-1),(0,-1),(1,-1),(2,-1),\n",
" (-2,0),(-1,0),(1,0),(2,0),(-2,1),(-1,1),(0,1),(1,1),(2,1),\n",
" (-1,2),(0,2),(1,2),(0,0)]\n",
" neighbours = []\n",
" for dx, dy in dxdy:\n",
" neighbour_coords = coords[0] + dx, coords[1] + dy\n",
" if not (0 <= neighbour_coords[0] < nx and\n",
" 0 <= neighbour_coords[1] < ny):\n",
" # We're off the grid: no neighbours here.\n",
" continue\n",
" neighbour_cell = cells[neighbour_coords]\n",
" if neighbour_cell is not None:\n",
" # This cell is occupied: store this index of the contained point.\n",
" neighbours.append(neighbour_cell)\n",
" return neighbours\n",
"\n",
"def point_valid(pt):\n",
" \"\"\"Is pt a valid point to emit as a sample?\n",
"\n",
" It must be no closer than r from any other point: check the cells in its\n",
" immediate neighbourhood.\n",
"\n",
" \"\"\"\n",
"\n",
" cell_coords = get_cell_coords(pt)\n",
" for idx in get_neighbours(cell_coords):\n",
" nearby_pt = samples[idx]\n",
" # Squared distance between or candidate point, pt, and this nearby_pt.\n",
" distance2 = (nearby_pt[0]-pt[0])**2 + (nearby_pt[1]-pt[1])**2\n",
" if distance2 < r**2:\n",
" # The points are too close, so pt is not a candidate.\n",
" return False\n",
" # All points tested: if we're here, pt is valid\n",
" return True\n",
"\n",
"def get_point(k, refpt):\n",
" \"\"\"Try to find a candidate point relative to refpt to emit in the sample.\n",
"\n",
" We draw up to k points from the annulus of inner radius r, outer radius 2r\n",
" around the reference point, refpt. If none of them are suitable (because\n",
" they're too close to existing points in the sample), return False.\n",
" Otherwise, return the pt.\n",
"\n",
" \"\"\"\n",
" i = 0\n",
" while i < k:\n",
" rho, theta = np.random.uniform(r, 2*r), np.random.uniform(0, 2*np.pi)\n",
" pt = refpt[0] + rho*np.cos(theta), refpt[1] + rho*np.sin(theta)\n",
" if not (0 <= pt[0] <= width and 0 <= pt[1] <= height):\n",
" # This point falls outside the domain, so try again.\n",
" continue\n",
" if point_valid(pt):\n",
" return pt\n",
" i += 1\n",
" # We failed to find a suitable point in the vicinity of refpt.\n",
" return False\n",
"\n",
"# Pick a random point to start with.\n",
"pt = (np.random.uniform(0, width), np.random.uniform(0, height))\n",
"samples = [pt]\n",
"# Our first sample is indexed at 0 in the samples list...\n",
"cells[get_cell_coords(pt)] = 0\n",
"# ... and it is active, in the sense that we're going to look for more points\n",
"# in its neighbourhood.\n",
"active = [0]\n",
"\n",
"nsamples = 1\n",
"\n",
"# As long as there are points in the active list, keep trying to find samples.\n",
"while active:\n",
" # choose a random \"reference\" point from the active list.\n",
" idx = np.random.choice(active)\n",
" refpt = samples[idx]\n",
" # Try to pick a new point relative to the reference point.\n",
" pt = get_point(k, refpt)\n",
" \n",
" if pt:\n",
" # Point pt is valid: add it to the samples list and mark it as active\n",
" samples.append(pt)\n",
" nsamples += 1\n",
" active.append(len(samples)-1)\n",
" cells[get_cell_coords(pt)] = len(samples) - 1\n",
" \n",
" else:\n",
" # We had to give up looking for valid points near refpt, so remove it\n",
" # from the list of \"active\" points.\n",
" active.remove(idx)\n",
"\n",
"pds_points = np.array(samples)\n",
"\n",
"pds_x_pos, pds_y_pos = np.hsplit(pds_points, 2)\n",
"\n",
"pds_points = np.stack([pds_x_pos, pds_y_pos], axis=1)\n",
"\n",
"plt.scatter(pds_x_pos, pds_y_pos, s=4, alpha=0.4)\n",
"\n",
"print(\"Generated %i points\" % pds_points.size)\n",
"print(\"Points scattered using Poisson Disk Sampling:\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sample the elevation data using the X,Y coords that we've generated"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shapes of the separate arrays: x_pos: (16383,), y_pos: (16383,), z_pos: (16383,)\n",
"sampled z points: 16383 / 16383\n",
"Shape of new 'points' array: 16383x3\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Let's collect the 3 arrays in a single one\n",
"x_positions = np.floor(pds_x_pos).astype(int).flatten()\n",
"y_positions = np.floor(pds_y_pos).astype(int).flatten()\n",
"z_positions = np.zeros((np.array([y_positions]).size))\n",
"\n",
"# Remove the points bigger than the width or height\n",
"for y in y_positions:\n",
" if y > height:\n",
" print(\"kill me! %s\" % y)\n",
"\n",
"print(\"Shapes of the separate arrays: x_pos: %s, y_pos: %s, z_pos: %s\" % (x_positions.shape, y_positions.shape, z_positions.shape))\n",
"\n",
"# Sample the depth from the source dem array at that x,y coordinate\n",
"a = 0\n",
"for i in range(z_positions.size):\n",
"\n",
" x, y = x_positions[i], y_positions[i]\n",
" a += 1\n",
"\n",
" z_positions[i] = dem_as_array[y, x]\n",
"\n",
"\n",
"print(\"sampled z points: %s / %s\" % (a, z_positions.size))\n",
" \n",
"points = np.stack([x_positions, y_positions, z_positions], axis=1)\n",
"\n",
"print(\"Shape of new 'points' array: %sx%s\" % (points.shape))\n",
" \n",
"axis = plt.axes(projection=\"3d\")\n",
"axis.set_xlabel(\"X\")\n",
"axis.set_ylabel(\"Y\")\n",
"axis.set_zlabel(\"Elevation\")\n",
"axis.scatter3D(x_positions, y_positions, z_positions, cmap=\"gray\")\n",
"\n",
"\n",
"# We could even triangulate the points if we want,\n",
"# leveraging scipy built-in classes\n",
"#from scipy.spatial import Delaunay\n",
"#tri = Delaunay(points)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Finally, let's write out a simple ASCII PLY file"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting to write file to /Users/vvzen/Downloads/dem/europe-copernicus/eu_dem_v11_e40n20_wgs84.ply ..\n",
"..finished writing!\n"
]
}
],
"source": [
"import textwrap\n",
"\n",
"PLY_HEADER = textwrap.dedent(\"\"\"ply\n",
"format ascii 1.0\n",
"comment export ply from pts using python (by vvz3n)\n",
"element vertex {total_vertices}\n",
"comment {comment}\n",
"property float x\n",
"property float y\n",
"property float z\n",
"end_header\n",
"\"\"\")\n",
"\n",
"def write_numpy_points_array_to_ply(points, output_path):\n",
" \n",
" print(\"Starting to write file to %s ..\" % output_path)\n",
" \n",
" with open(output_path, \"w\") as f:\n",
" header = PLY_HEADER.format(total_vertices=points.shape[0], comment=\"ply generated from python code\")\n",
" f.write(header)\n",
" for point in points:\n",
" x, y, z = point\n",
" line = \"{x} {y} {z}\\n\".format(x=float(x), y=z, z=-float(y))\n",
" f.write(line)\n",
" \n",
" print(\"..finished writing!\")\n",
" \n",
"# Let's write everything out as a simple ply point cloud\n",
"out_file_name = os.path.basename(dem_file_path).lower().replace(\".tif\", \".ply\")\n",
"ply_path = os.path.join(os.path.dirname(dem_file_path), out_file_name)\n",
"write_numpy_points_array_to_ply(points, ply_path)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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