\n",
"\n",
"**This is a fixed-text formatted version of a Jupyter notebook**\n",
"\n",
"- Try online [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy/v0.12?urlpath=lab/tree/detect_ts.ipynb)\n",
"- You can contribute with your own notebooks in this\n",
"[GitHub repository](https://github.com/gammapy/gammapy/tree/master/tutorials).\n",
"- **Source files:**\n",
"[detect_ts.ipynb](../_static/notebooks/detect_ts.ipynb) |\n",
"[detect_ts.py](../_static/notebooks/detect_ts.py)\n",
"
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Source detection with Gammapy\n",
"\n",
"## Introduction\n",
"\n",
"This notebook show how to do source detection with Gammapy using one of the methods available in [gammapy.detect](..\/detect/index.rst).\n",
"\n",
"We will do this:\n",
"\n",
"* produce 2-dimensional test-statistics (TS) images using Fermi-LAT 3FHL high-energy Galactic center dataset\n",
"* run a peak finder to make a source catalog\n",
"* do some simple measurements on each source\n",
"* compare to the 3FHL catalog\n",
"\n",
"Note that what we do here is a quick-look analysis, the production of real source catalogs use more elaborate procedures.\n",
"\n",
"We will work with the following functions and classes:\n",
"\n",
"* [gammapy.maps.WcsNDMap](..\/api/gammapy.maps.WcsNDMap.rst)\n",
"* [gammapy.detect.TSMapEstimator](..\/api/gammapy.detect.TSMapEstimator.rst)\n",
"* [gammapy.detect.find_peaks](..\/api/gammapy.detect.find_peaks.rst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup\n",
"\n",
"As always, let's get started with some setup ..."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from gammapy.maps import Map\n",
"from gammapy.detect import TSMapEstimator, find_peaks\n",
"from gammapy.catalog import source_catalogs\n",
"from gammapy.cube import PSFKernel"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read in input images\n",
"\n",
"We first read in the counts cube and sum over the energy axis:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"counts = Map.read(\"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-counts.fits.gz\")\n",
"background = Map.read(\n",
" \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-background.fits.gz\"\n",
")\n",
"exposure = Map.read(\n",
" \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-exposure.fits.gz\"\n",
")\n",
"\n",
"maps = {\"counts\": counts, \"background\": background, \"exposure\": exposure}\n",
"\n",
"kernel = PSFKernel.read(\n",
" \"$GAMMAPY_DATA/fermi-3fhl-gc/fermi-3fhl-gc-psf.fits.gz\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 948 ms, sys: 97.1 ms, total: 1.05 s\n",
"Wall time: 10.8 s\n"
]
}
],
"source": [
"%%time\n",
"estimator = TSMapEstimator()\n",
"images = estimator.run(maps, kernel.data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plot images"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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cnFueqa6H03z5Nwj5o8Nx06ssW4iw9WlnfjnJOm/dyjgeoB+9H/K5Ec8vL8vydR3/4d1u94d9wbIsp0m+keQfTPKfJfm/ktzb7XZ0jb+R5Pte9qLX/g0OBf96kv93t9v9umVZ/pEkfzTJX03yr+92u1dGwTB/aSs1jhN1e5D1ZI8CthvWSb+T9ZOTl5NB9STHhPVkVFrNM7Ir9nmOFZFTZdht50mHgdplRJFiSNu9ZdcZKT6SbYXcRr1d3qRa4Z0XWY3l5ga1UG67B5s/Zjf9wxwHUNld1Hy25sPaaHGdmrPn407ThUHSgSiIjZ0tzq8NGtxKvAtj28aCDSfXaWsSsbHo8cB1XniZpoBx5L53P6tL63HWvkSdmsNmZWNXYhsZHlt8pw4M83dJxlQv7fa2+5N351B2G9fNK7bhgOHFd2Hx6BRA/hY9CdtNv6V0m9rTHME2zL2oseH+pawBV12O5h8SxOO2dZ83ZQSdhy46zWiIJnsd4QWRjYPWtS4X5b/YOMe7twwqrrWRDx+Q+7+UkY7j/mGDLVl1q+twkTVllfsH43+Ll5usOs3G0adZ9bxThm3pvi1ja0tou16Yu9/YyN0S3oOO97VO3H41+8Tul32L1L0uV9cFIIjre+y8TNznl4wbFRhAATDZ6tPvvnxuU+qj3W731RddsNvtnif5lcuy3EnyXyf5h7cue9mL3sQ3+G1Jvpl1zvodSX59kn8pyT+d5H94FS9t4jyTtwesB3tzVKxEQfBs8BhpMtn9JGPU4YOMih7ljfGBcehJiq8IjwjZWl3Ca6ROVu4+1wRt3nsZB/Bh1hyGHUzE325LK53kODLUQU6+tyeZDgCx8YfiMlJzkWPkpgMRkvV7ebKzQegJyNcbxULoV+4PHblsg9n//zR7w4i+xmRl5K2DCb6UcXLsiF9ztdxHnLc0GflaJBpnUMK58o4glC8bf0dlxNDryNJGl42U2ziyMUjbmofWwRPOvdh80a36N9rc3gnOndS5rYWc9UU/yx4AjxXqZy5de1jaKPOCqOvod12t/7eRbvR0a/HldzkYxh6aZD/RO2glGccM34xnd1Cb9UEHlNFv+RZ4EDjnenZicBa8lPNKnX+S1Uihnf0dTrMGycFx9QIql9ybjPqT8tJv29BqFH9LWjf7ehva5jiymOKYfmxefC+wmuPb3gUbps/z8kVAsu/f3vmOslAu2nZrrvL1XNuBnR4Dfq55tK4ToMn7Y3i+2gTyu93u3rIsP5HkH09yZ1mWswPq+UuT/M2X3f9aOZ7LsvzSJP9M9ggnQvBbe2CnTJkyZcqUKVOmfG65+Jw/L5ZlWX7xAenMsizXk/xT2YOIfyHJv3C47Dcl+TMve9brNv7/0yT/XtaMK0nyB5L8uSR/LckfelUv9r64ybrqZuUN/8+IRrtwG+3Z4kAlI3pxX8/mPqOpRPbZZWdkzfnujEAk6wrUZUhGvqBRyC6HV5kgKe3iQ9pdY3doIyWgG95bmHI0l4d27Chmc7TaXWi+UrvejTSClhlduQylAwlrRMIImO9vhMZu7a0MCEYDOqK5EQhHiNOOzpFpfuOVXF7frVyKRrhcDtq1OZ2u95brdAsBfZZ1JzBf6/FhZPZ6RmTqo4xuy0Z6jNo8zYiu+2+QVRAsyu997lP3+p3N//T53ooT16sRx47y93ew7oBraRTbNBV/UxA954i9Wue9FW4y0nisA5p6YJ3Hu72bjvsq+s6ccHMrb+U4h6pRaZ7BvdYn3fZG/JsTDVruOkZ17H3Mn2Xta6T8QagP7fc4Y9YLI564hrtvd9vyu8v3MsTH/Q0ebiPXvNfzAO1jr8d5xq0qPe5v6RzfoZF3+iXbRrdu2xLu41rGKQjwafb8zi30FJS20zyZEtN0E88fydre59l76j7Rs94PeSWI5/cm+WMHuuRJkj+52+3+7LIs/2eSP7Esy3+U5C8l+ZGXPei1fYdlWX5dkp/b7XbfWJblV/P/3W73l5L8Yy+590eT/IYkuXv37osuvVR6omQysCF2NaPy30obgfT+t36W78WVYUK/eTMYnVbw7eKz0nAdmgzOM0wJ4L0Psje+uytaQTpAqtOOJCNfx+mjcH3Yleb2sKJDYV+msDr4pe93OXrC4pt2MEVz2HjmSR0/3bjXbW8uYrvtnYi5f2OQ2HXkieGxnnU9Y95XruU8e1jTT5/kmA/XW/x5Anfb28WNkWpqRTIaXs0BtqHhye1xxn7psvEuG3EmBC3Z7huehD0ZYpg3hYYy2e2Igcc4+fnDs+7qfFMt7Cq2sUw93fe8YOycjg8y1t883ubpbXH2EAyH/uZejF1kDEikfaG4NPXESb/v5zgZO+/ogBi/tzETKEbWe+7znT7JY/Fi47cpIuYHe1xx7eOsQSvoGxYfDuw08IBYF2Pc263t+eJhjr+3jWlzda9mP663nnWZNC/RxnbTehD6htvaOpW926njh1nb9knWBQbvb25o6+fmz/fmFG0cerw8yvjNu1/2BiVue0svWtiQIFlpLV5k/kLMsZ/92Z/Nsiyf6l8/ttvtvvYLeOQrlC/W8Nztdn85yfdv/P//TvKrPs+zXqer/QeS/PplWf569slGf82yLP/VZ7lxt9t9bbfb3dztdje/8pWvvMoyTpkyZcqUKVOmHMlXvvKVYIscft5SozP5ol3tX6S8NsRzt9v97iS/O0kOiOe/u9vtfuPren+vuFgZdnRoRzRajKrcqPMmXT/I8eqf1RuuDSdkxzWZjKu8ZNzZ5ixjgnBQAu69fygbq3sHIm2tMLxCxRW2hZYiXq06WTL/uywSt6Pp2zXSUc1bQUB2U7cL87JgGlCodicj3uWGYA8jfLeyD+RBLktCjBvJkdgnWTMkEHTyoihWt9VJXUMAQbJ3Gd3LmIbEqIFR20Zz3I7JiNglo3vvQV1Lv3Xbn2U7Ob+RH0sjWXZztnfB7WGEjz5K23bEvPsAfZJnklaHftvoUOrv9hg42TxtBQp1Pes3yeEdT3TvVqBfu0NNr3BwlXUNKJ3bIznu93bFp65l7HXAGH3Hz6b/Q+nYQsCokz0mTnBOue09MArFN7A73fVxmdpTRdaQ1gmNCF/T9Q5auq3rnmbvljVaFpXbVAQQ8PZUeHMEj6GnGfXllg7oMeM6f5jtwNKea7ZQVM97bOvaQXPJmtgfYU6zkUDWgOTYu2LvS1McKJupCWcZvSR+hz1XHajZ0h4CB+4ZKe0yvNvyaoOLfqHy3lAeUPada7LT0mwZB0wy/K+Vb6eMaC6cjaV+djJGh5IP0sYmcp5xa7FkdH9hZFlRmqPkyEA/c6tOTHieHG2U2sW1tV7y9W4PXNZ2q3giwZBqQ9Nt73becsvzv/6Wza20UYqx6/a5ndXAeZ69gW/3oDmsJ/XsO1knNTiJTvnhOnyQ0UVnQfFzL8/ZMsRpG6dAsiH2osmO7+IJw1xSeKdub08OHkvQSbpv2W1rl/+isjVn84au51ntHj6v835WL0x6J5aWpmIg6Aa7jl0HJt0LHdt47MXWlaxjs/nl5uU2JeRUdb6s3D5vncYEbmO1s3O4Tl5osOC1cdyZK5p6dE/PMr0I8bNsEHTdrB+43kaqd99Bj9rItXvdRihti5HOby8Y3OfNt2dMU2cW/5flkYEOclmfsxG2Rc9yUETztqkX5WrjygsZFnJb3GW+Q3/TXig6VZEpY76WPut50AsXL0i4HgEA2sqk0ddS7uYe+1lNRXk/DM9kGp4lu93uJ5L8xOt8J5OGlZs5KF6tt7DKu4xXYwXN9R1ocxla1nzOJXvlxiD3Cj3ZTwBGu1p6YnGZtlIV9bUv4l11Z7ksBQGTwdnGtbSVuYSNLjcS6zZyW6KsjY612Fiw4j/JuEcy/D8bj11fT1oXet/N7CcccwuNjl3LmK/TzwY5NkJlBX6e47Q1rqdR6qsZ88kyeb2IT2uxwQIaZMPSxvVJxskxOfYeeHHR/DcHn/n7Ps44YflvyuHJg+/QiJjrhGDgedI1P8zvIfDEnohGU23kG6XnvY0Ygx5ey5j0eos/6b5jw4uAn8t0Ff2K/uTJHtTV37ADoqzX3P+pu9Eu60G+d3NteZfzVibjmN/yVLRuaoPGCJe56+gdo4OnGdF4xAFwycpxRGgP92MnRLcew2Bz0Ggvgu/XscWL3GRMGYZYjzXCa0Sz6+W+hQG8ZZJYFyZr3+ugUi9WqQ8Lc/dLewRY0HAvY9j62ONvy9toA9n3uq/0YmjrWe/HlpkT8ZwyZcqUKVOmTJny2mQanm9c4HN61WjeVervjpTrtD1epeP68GrPqJN/40bwcSOedg11Mly7e5MxUpJVsCNacdH6nVzbKG5HThqJ6hWpy+GUTtx7Wv/37hfmg97LKCCcl7nTO/G0ET+uN2ppJMq82iUj6gbyQ7uDOuM6A3VpSkAO9WzKg3mroKlGYfycZyojdBDa7lFG5OgkI3JwVn/j4uTaWxlRfX9HI0ndP0A63I/NJ2v3IK5H6m8XN7st0T7367yFMtmdd5rx23msMaaNSjWtw/cZHYOXalTfaI4RT97REb+dGszphZBr2SNaIJ7mkicrnWCL07ZF62ml/STjBhQeM88zUj6MiPMsH3fEPPXv7As8/76OXefOxvA4425Kli10C+437/b39Ray9Fve/TwjNWVrhyXz/z7JmFHkadYx737B9fZEuP82JQSvj5/hMdYIr/ut9QTSaaCYF0BdOTalIIf/m4vtTAWUo8dtewE9Xk6yIrMupyPJEdM8zA31s2kP60dShBnx7p3OHurY81h7AtoDYi71uy/T8HzjQgc0FyrZ7qjJOKkywdg4SMYBu8XNs/QE1UatjZSb2eZOYaR4QLJFGOXqSdk5C3sAeqKEg+bUMnYlWuleZEw7cqGfHOr2JCMH0gbKlrvLhpV/U842rnlWu/uuqBxMfJD6vd88Ze+JlGuvZzSeHdSFeGL05EdbnOg6B9/4XigMtM8vPtSh+XDmCyajojXHeMt4dHvcyvqNbSzTlr0wc9BO0zjsSnNaFiacTmPlCdwTkWkcvQD6IOM3xYXtPuQ8j53mzBNt89968nM/u5vx+3Odx9MWX9rlMkfvesbdqbbastuaZ9qAeXooE/2Uhardjm5rL6ZoU3ajeprR/ctkb5pD18XUAhsl53XdWfaGNkbcR7k8mKgBAIz6rUVvG8uUwdxBUtIl6042vp6xg1FtTqfLRb+0PrVeZzwlIxUmWdvdwUYvMgO8ox2LLOvA5xm3N+Z9NpqT/Q49rgPGHGPtw4wLW/f5j3PMD7bw3Zp+w9/u/7Rbf3Nka76kfowFL+I8rugDnjO6//UiyIsrUxreXZmu9rdCWBXdqePePg4xNwqlcRm60UEMHhQ9iJmQfb6NumRVDFYyHDtBvIN4OhqwFaVRXJQ5ExgrSkfpen/25lZaAYGEGS3qSFQUMBzWHhJWSuYgoYS2JsEOpLjIOAnfzTihe7KHGM97ruia5FihP89qnHNdb9XZYr6br2+0w2jXtzNy0nYZOWvspWwyvYOA/F4vbpCOAL6sr/Q3xTh2HYw0OssBY8nf0IYa39eLreZXUsal7iUwrZFXG7XmqLnPU05PcM3h4z33Mi6IQCFtaHX7JMfjmuc+yhh4Ql7dZJ38+9nUwfrifsbIfPqlv6nzZzY/3Nzb9tLQTu4T3vLR+SMvQ+6i62/m2Dj3tV7Yuy23yuVsH+4PlwUieUHZm244+M5jgDI4+IixS5nbu9B18piz3mtxfSmzEWEvIl+UnaI9aoxbL9SN8rGQs2xxJV8k9lZhJINSeoHg8eM5kXI1d5vnsvUz5aSPI+gLxo/zqbJNp+dqB6c2F3vKm5H3xvCcMmXKlClTpkx5P2Qinm9c4Kb0LkDNwTHy2AgnAqrildN5VuTJnBq7oJPjCPktpNWuQ5fhJCPXDT4OK8l292zxIx2VveW+wB0Ib9E7gBjBo6zUaautjEIhj3IcDWkB0bVrpMt6Udfb3ePVPu7yji7mGexqQbn8bFbRjaxsRc53fUFGQIvuHN5lFydCfzCidZ41F+vN7Ff+HD/JyFN0W/p/0ftBEsiduMXxpMxu2z7fUexGKcyj4z6j/L63t0U1UoI7u9FR0zY6j6U5k+3Su55xnJqqAqJlHrVd670zk/vrChCxAAAgAElEQVR5u4vdZ6lzu3c5vlLHWxQJxF4XyuF7z7L/znbjP8uoC4zaGg1E3xm9NNp6PyP6t8XJtbjtyepw2dTnb4r3CN3sHJ/JcWR+c3qT0ZXsune/dq5K+mCjYdaRyegVMgppJBF07pmOjdR2LtduS/elk7oW1BbE/ElWTxRu6B63dkO7/zcCa09WUx64v7mu1pHNrW5PhHmru6z9lDblW5gWdpEVQeVZoKDce7Xu9bVdB/fLLf39bsp0tb8VAjzfFW6Dgg7aE8OWq/cyLllzPnvw2jjqtBqUxQPTLknzzhjsvOtZRr4gARIIgSo8tw0guzRO63pzbnC52bVugWhvw9MTiQ26TqfEJGOXjScH89tw53hybteqc176GzEJtxL1eQdi2EiinG1o9WRinpXdPw5M6FQ+TPDea7jzujZXykZaS7vdqBvv8gLM7na71Tk+z8jL9HfxeOmgr94mtVOb3de5XohB/3D9XQeMJ094Nmg+zNpfLrK6m6Prfa+3SfTYxBiyMWBDpI24NkI/zvjNOx2b3ZIW+qj7WrswbeRvBcXRl0il04sv6tTvv8jqzrTxx3v9DbeMEvOP/TcGjgMs72Q0+JqqYwOn+fde1JB+zsFFrpvzQ7ZbuWkbravtdqc+7tP+DuhSzpPX9jKKArlvk5WTeFnAoXUNfGkvEJIxZ+y1jJQhj2sbvNTH7X4n66L3UcYUdK4/38zGs+dbcqC+yBRqXexntTjgsMcOC5not9vus9AJ3g2ZhucbF1ASVnwMFBueHsDPs+fbJetAcGfuIAav/lrMZ/Ie58m2kWrD0wq6EadkTShNmW0gLhl3y9hlRWKbjM1EyModhY0yvJXx3c3J8uTo+iIoO5STJ6QeHh1c0Yqkd2S6jEje+94TmJHsEYMtRYmS3WX/Tbu93F9shG0ZDQ7EsCK9q2tQ3o7ipuw8OxmjVp3Y34Z386iYOM3h8uRp46e5tOYncmzj8aSuN0rVz+/vy1ijT/TuKxaQRwengfRz3uVsBPhZLufZwaW90DGyyzgJ90Kt85wSmOFJ2X2m8ypGdXLwkOtkMUppZOoi+8Ad2uNu9n3YBoGDUqzw0WHWBVuBPvz2Ihc90zzn5kC6Hxn960X7rayGxHnGbBdXM6L3bXjbKH6Ykbv9OCNX3QYtQpuQ5N5t5+9i/jhjoQNtevMOZ8m4o3r5G7MYMFf7ScY94w0KtIekYwTIopEcI/qnGfWrF+r2YHDudtbk9cwl/ubWn0ZPCeo019Zjor/DFrLqwE6PTQI9mQduZ9W1eOaI5cAT0VzY90Om4TllypQpU6ZMmTLllct0tb814lQayTGPyGhJp+1p1I3daniu3ZR+DkhBI57etcTIERGrrEKdL/NhxtXrsxy7x1kdu17R/zrSmXLeyHFncDS1V/sX2ee/gxeJ25k6OnI4OY4Gdbuz8m2u1uP6/bSupy5OcQN6Y9pEIzj8fS/H7j9HwDby14iOUZYtN7vL/FH2K+8vq45GaKhLDtctWfvH44xtSfos7ze+5SJ1nfytjRY3EuB+ak4l5ejI0kaE293qdreLF7d9R4JzT0cHN9K61d6U827Gb5SMbsZndU9H1BtlaRqHUWvazuOncwsa5Tca2mgZKBjtY44r129lRPB5Uw+gybTQF8y7ayqP9Zi9JzfqOBk9MCDp5rwaQXMdOiMA7Yxu6/68xemkHUCsnY3AaFgypn5rb0syutJPdS/UC48/u7KXjFk/7M0CHT6ve2/p+s4S0l4o6vgsI+fR5+hXPOtGnU/GXbLwmNgLxDdqLwe/PZ84w4JpMeTDNfXCfNrnGXeGwkPotqZtmhPecxX9cCs7B54ZyghybJrT+yPT8HzjggF3GdSP0nyiY4TUQnbr2e20lWqlJw7f2wE/NjxPsh8onxyOzck5yV5xOJWK0ykxYP0uu9qXjAFQTR94lmMXr8nz5p1eyTq5oTQoB+WyMrBydzqg5k7eqv83B7bdlnbVX9Sz2z3cXLn+Lt5goFM1JcfGTrurXA74p77Xefq8mHA/7FQiyThxYvB6ksIV1kErbnfq1ErYdeoUJ8nISbPB3OmWbBy4XThuoyUZv7W3z7yW0bXq91D3nhwp99bmCz0Wae8OALnIakjYQE1GgyLZt6FTN93OSL+xoX3rUG5z65oP6knb+oH+3f3Q/dht35tZeEJvPmiPpWSkHnRfsP44ycj3wyCxoenvvcWXtr68p/OdNN+6BA50L0Sbe9ybNWwZHN2HknHrW/oi7eBF/2W0KgROY3PqDWy4HdjQAumNQrwYfZbjhUjzuP0sb4TQ9BLTGrZoK6abPMkxn9L9x4t+aD++tg1EJ40/q7+tx1lc+7swF/LeXryyIKYMfH8W9u++TMRzypQpU6ZMmTJlymuTaXi+cWF11K4QBHdPR9Qme6TvPMdbvjnRsv+/FTDje4x+NVrWEeBeJRqxS1bEwsjJZYE2yRhl2FH+/O6E6Y6Wvahzi+7dQgNd7kaHLX6P3dfJujp3OU2cf6Zz/Q37Pe3ebRe8V/9Egzai1wgiv6/nOCDMhHe7pV0/yvKpjr3zSieyp460k4MyQAHsxjdFpBFOo5Anh+c4uXpyeVQzz3JCfX8HBy0Y6eNd/t1j0f2pg1Soj98bHXfydFNPGsWnrH4v9Qe19zhNRvdo00uS1QvwNGug2pVsB3VdRk1wkAmUEM6BdhI8AbLobAs9xoxa+5xRoGQda6YI2C1vJJ5xZ1pLu2GTcdxuudApl8c4bvoOfuPc86zj5X7GwJyLHKeSMk3E7m7K5TpyT78XseehkViyjiCndcz7khGlJujR1zYybeTR5aPNPQeYfsNYNNpsKpjTZPF8+jSZBqz3PZb9vZ/WtWQb8DM97qjfVqR+z4mU1yjtedax5jkQHe36U0/Ovz8yDc83LrjYPJH4szzMXsm3O4zfVthbUbhWYG1UOFoeJdIuOxtePeF5Qrd7i3dxr90cLbgbPBFczZi30655Jgobgj257XRslz+GgyPbHTl5ktG12m7q5s71d8PQwlXqvZXb4LW0Yc49/o3gwmsl75QnlPF59kaGJzS70FGMf0vH5k5eZDUsP8r4HUiPYwqE62WXE/n9eq9lG0vN5bUB65yn9BdPWBcZJ3i3tRdIvMffwRMcxrMNd39fL74w/h/r2EYcxrOjidtw6AWhMwjc1/U3slJtcHW6jHCoEY89DAe7Pr0Q8bMwBC4zQDufcPdNH98+/PBNezceyoJsGXT+Lk3V4e82jE4zRvVTHxsxpq70wqIXxa4XRpwjpG20XNHxxcZ5f/NnWbMo8Czvzmb+Iv2/3ddNu+C91tt3szfUWkfSPmQYsXF72fjACO+FisX90nqKnJbNF/Xc5ah3jz1085cOx+RE9fzivtQLc3+zzlva6caacmZ3uJ/LubOs4wnuqA1RG6nuC52R5kqdf3dlutrfCiHNgic4ryIZ/B7kl302DC3nywT1SkZ+Dsrcz+2E1eY/MWl7srSCNp+F/Ia+18alBzfnjJzAJ6XMyTq4aRsTz63ErHQ7MKUNcBvaW3yrNiTa4OMZXMsEiPJ3AMjLyOMuG+lCeG8y1tfvBWl1/1l0jY00jHr3D5ft44ztYcSX78d7e09mt6l/J2MQBGK0kP7SHFje25OBJyVyQHZfs8JvtLqNVi+ujFJ40qUdjcg40KAXV0yyNnqbd2ZkyeUD1eyF4mXnjJ4S1Ob298R8JyPH1DxEyuwNBdwGfu+W16KDWJLR+9L7yNtTs1XfRuK96HMAlL/Lzazc4hzq4gVzNsrhMXw7x8gq7bXFPe0+dbV+v2gicz92TtiTjGmbzjIGa2J429hycIzr28bSefaLQBu2vYBoTqXHttuxubE2aH3e19A/DIgk+zZ33lyuSVaePobnzYx5kHnW1jbTeNCMLHpRxze1TrTesy6Cl3xR5zDam7vd6L51DTqNOu5yjEK/uzINzylTpkyZMmXKlCmvXCbi+VYIiI1Xf171eWWXjEgRCJRRGaMwIKmsyPwsVq9GVp9kRadAEkHe4F2ao9KRguatdHoTl8tcni3ejJHVi6wpL3hvp8to7iBCHY3kdqShV+3NlTRayN920fT1TnnjxOWsbreQo2Tk5D3NflUNVw7E6dt17Gc7IbLdkGQDsDt4ydh2L+Pipo7pSyADRvxcjxt1n4/NBfV7/M2NJBnBw2Vl16ETnfd38t+gaHZZmj/LtUZ4nErFCEWjQbjdjAi6bZtv3NwxC5kqPNbcD93PG4HvRO7c73Q5S11rdMxo2dUcu8s7otd9Cbc/5TRFqLMANDd3aypqF+eWi5e+xHPvZExP9bCuR9dsocnUoVF/l8dt29SLi6xtey0v1t2dBuxKxs0YXE/z1qmTx8CzjB4RvhvPfVLnjR7b9d/Cs9znzVVtvd4eNI8fPG/uH37/RUbE0/xYxp2pTBbXh3I7Sr/nG96FQAuhnOc5jpugfkaaG01G1/K/1nlG5juWwWjouy/T8HzjgkKlozfpODlWlP7bndvpjZLV7brlWmaSsMvUKTseZj/w273h8nnieKBzTO5W4J4cmqN3I6syaR4T/2NyuJ/jibddG1Y6FxkDZNr94YnD7q7mgjEZN9eWOpv/2fXFZc+xXT2Uye7gh1mVLO3g9FN2u3HsScqGeBt4Dvpxfkaub6PL+UtZBGyVgYnQrkMWC59mDS7g2U2vsMI+qb9NNWnjkOPLdp/pRV0yuvvcRj3OMHoph3eP4b02ytpo9yKg3WyuE2PFhqYnOBt4W4rR7vCTHOfbdJ/YMjp877Wsix6MDAdA+v3Xcqy3zHG8l7H/mebRZbRR323L7mS9kEvG8Z/sucj36rzbHiPEvOcOMrOc5/Lcv7R1VF5TUZrT+1z/o9zNeeTeUz37PCO9oBc5pCLK4f+mG5we7uNZ7HPvwK1kNTxbn1pvMZcwrvn2/m5eEN7KmFKNoMvkOBgxGfX882wvYpN98M6TjLv9NUfSfGmuoQ4GXFrPJaMxzZailPmBng0nFZ34JCtw0OVGfzoYzeU6z3S1vw3y3hieKNU22rzKvIzfufX5Gm3cZTTEbDhE1xpR4Nmgab7X0bXIFjJwP6PyT8bV3uM6x0DEiMI4omwMyutZeTrc3+3gwW0+KGiO69yGRk9o3prT5HgUiY8dDOG2xJDYCmhIjrmjNgCfZ1xZ38xxAIC5ZzZiG1XgmLY9zWgMuD7wRnsbUEdpG+Fh4wIvbFph2/D0u+jzRhGNpPa1XX8vIJov6WAhB1lQLlDfLfF3AcF0QF0vHlxu3udJ2e/tPuBxjmFho8T1MUp5OyO/mP4CT/PicOxtQD0+jGJTT0emN2/PwVKMAZfZ/FgrcYzaLZS3g/7gqRpZtGwtRBD6io3Dszrv/tQIt3mMoKX3dK3HsfUYxmFvhGCD3N+RhYaRNy9UneS8t5+kfOjgDzIaMkZDKc+nOp+sbXKakV/o9sK4dZl3GQ1TjxEH0/WcwLu9uUkvShq5tJHqsnefxFBvlBPxWFv0rhzKaI8a76XdrmQMoLSx3Ata3uWyuW3au+TFphf177ZMV/uUKVOmTJkyZcqU1ybT8Hzj0qlk2gVzkXHVabHrid/mMOJmNFfGHKMnGZEl/wa9YSXIFm3c/6zK6AhwELvmT9pFYaSkeareHg+UFWTNqT+oRyN8jar4/90+dg0aHaUMjry+npEr5zr1N9vi95jPZDEFguscDWxXmsuK2JXWCI6Rs+ZzPc+xixiE92aO3YU3MqKlvu95jlP6cC/IEe+/nXHrxu4Dbg/4m9xL9CtidIcyGk2x+w/XmOkkrn+7nu3OpF2NhjXa5us5h8fA2812LsnOMAEKbTTNZWrk2buGNer60UYdm6rTqbiaTwjiZ0SL79+cPlMTTDeBs2dUz+1tqkpHxJ/U8WeZtvxeo+9n9RukMln7t3Wx0TX6ofsiggv/MsoQ383Itb015jfezPGOSs3FPcvIywQtM/LX/6c8zcVsWkbzxT3OrT/7O7g/gF6S0/K56sF5I+CgkFuR+jvdk6w0Da6lzk3V4JzvfVrnGbNGG3HdUwYjns4RSt9o3rf5tP5m1uv3M1J3tihBU16/vDeGZwcXfTnH2yv2APfkZsV5rX6TT9ITEYYkhpUHtRUDxg7nP81+AHrrzubGtQHcYkVtBWXyfLuFcbt1ag1zHzEGccPa6POkjbuj+V45PM/bj6KczJf0xMk9dlM/rP+7PTyBtVvWiwOUqieoaxk5nu1KtKFuYVFjo/RxRjcs1/G7lZ/bw4OSrfJQ2J3XM/rb3zJZFbL5fmdZDSAboZSz84si9G+78c2180SKUeUNBraMR4+jDjLwN3NZKL/reL/O2xii3slqVNhVaHdg82O5huNd1nGJi9b9unmvdll6kdQLtXvZ9xUHNrmM7ncXGY2ndrXjhjcH2Ll6u285sTeL2q2FHYvp1ifmMHohgoFCe97Mi/dPJ2l8crxwtfHTxjJjmGT9p1XPk43f3thhS++b596BbPwNt/pi475k1Qfm5trFbd3NfGDaj+tAW3rxbddy00W2FrLWLydZv4U3XCAegbnoWUYdyF7rpiJ0Oivr0+Zp9iLec6p52vSbXph4LHphawOffmMDuGlx09X+5uW9MjyvZUWSiDz2JPCiaDdzaa5mT+bGSCG/H0rGQUwMPiN+Jr8zYV+2f+yWMeBgiEZWbNTeU5lRXibwe0AuGQ3xnqSdwxLjj2d31KWVM+8x16nRoi6zg01aKXvFzaqa73AzoyGx9R7znbyq5pvRtiAyrpP7hzlaPLfRrg5y8cThjAkWztlYctveyfYOKTzLCAvRst7lx8jKbd3LJMq5XkgRHdpcVP/tACAHJXgfbq61odqTv42OXsSA8F6ra+/regcdXGREfG1ckjvSxkCj9M/r3u5bNjxtyLs+XGeU0pxXUDc/+2Ndu4WGGV2Onk073D38vpkRpcUw45hFCMfmx1nXtIHDhG6uoTnTGM+0zwcZDWAvnEBK3XZGT90fWPS6r3lBxK5fDlrxuDDfj4VCe6PsQWiE70z3Ui/e63KxGO1If+91z7l7OdZVyahvHUFv/cHfHrdXMn7jHnsXWbmoXhzANW8DsRfyHl/28n2a4xyfl3nJzFHmWT5nbwOLKS9Kb2bse/5mbstrde9WO7+7Mg3PKVOmTJkyZcqUKa9cJuL51sh5xmjzJxlXcy0ddejIySu6hxWnI36bs+ZVZbvP+T/vOs0xopHsV/vmJIESNG9xq7vhRj6ta8/rGnNAnZewV4nNtbRbHj6OEcF2jbltjfaAnNhV1G3fSIjLaDcKqIP5gg/rHMLKHqTpTo4RPR/7/uaRtYDSGcU0Nw13cXI599greLuNkrE9snGtUW+jqR1Z7O9yKyPyDBrsHXO2uGfUgXv87L52K4cfKHO78I3Cteu1aR6WTi1k1KqjuM1jNtoU/W33ufs8lIYtfULqJLsh3da4Qn38omwSyVpfULvmD/J+Tz8XOc43ez2rF+TbOea5uj5bXiGPW9M4+B/lMkKPuxa0cItra9fsw/rbfL/uczyPjAE3s0daO8o5WdE/Z2O4yMq15Z4bG/cyjtwfQEiTlapkvX4lq65aMupayp2s7m7TwHyd0b77GT1b6Epzbc1bhRJij5K9XuZafjvbVASPkZ63jHhf1HHrT+umJWPE/0nGVHft9ehtU00BcUaJGxn1/vuDdiZftOG5LMsvS/JfJvl7Dw//w7vd7g8sy/IfJvnNSf7O4dIf3u12f/5Fz3pvDE9zZJIxaIfzQPrJqJDovHbRJC/mhyIYdygz+Is2Fj7OnnOa7AeUB9VZVpclitLltvuGwWkla+kUHc4RigHroKcrGfdut9h4wrhrA6KvT8aJit82rChHk+M7eIBzHSzi70bCYtry2xmVuF3YtK0XD3Y3m9/l+znnic/14Forx+TFE7r/7n6FQeJADW/d6ffezpgzlfeYH2naQtM4XC4WItzrvHuIv3m7/7p+W/04WVNzucw2Hh9n3DIS8bilzTxuKJ9deFxPOcyN5nvb5d+8XAexUAeu8bPu5DgPYd/nfJdtbDatw4ue3hOb53G933WRY56y3eePMi5G/N0wIv2epxm3nHSC8BzOeWw6eMmGCBx5+jFc2suMhOZH9mLb5aS/t55LjscW37v7qoPsmuPahtZ5XWf38Xkup8VAZUnWhPj+bnDfk5GX2dzJ5uLSF5z26XrG9qOPs8VnB36aimCd8LHefTv774exyEK729jl7nSE1ktwqnmvF59PMgaCtkFLvaLy9hh4P+QLRzzPk/zO3W73U8uyfJjkG8uy/Pjh3O/f7Xb/8Wd90HtjeDKw6aQdocekvYU0bCm2j3Vs7gm/e0L3BG4lw6AwCuXdJHzvi5CPZB2gXs0icKFstF3UsVGsK1kJ+9TDEeDJSBz/IOtEf5a9AoIP2EYYRozLaIPUCutW9krNyAJijg/Pvsg6+V0/1MGTsCOezzOiGY00mktog5fzXAs62GUzJ8tItevbqFsy9p9WnI2ufzljJK0NPn5j8LTR5YmT+t6ra9swvyziufuwUcnmuvWE5udhDHewlSeZjtR2vW6o3p9kP5le1L3ui0xylIF7zdemXJ0Voz0ZLreTZcMHdw7DRxn5b21Mup27L5mLjYF8Vtc7KwL1A2k0WtrvuoxnSN1aF3lxYa4tz+c6Gz9bqGlz+Hr3N+vpRkfbkHZfbKTL33ArYKqNOC/UthC7Lpc5vxZQt+YuUwcQ0WSNTDe6agP4JOuYP83+Wzuq3v2hx20yIq+92E7GfkldkxWZ97d37tXbWRPZf3C4z8nvb2dsF/en5pJ6oU996dPM2x2/EP3feovyIVs6992TL97VvtvtvpXkW4e/P1mW5ZtJvu87edb7hTxPmTJlypQpU6a883LxOX/y5WVZvq6f33LZk5dl+eVJvj/JXzz8699eluUvL8vyXyzL8j0vK9l7g3ieZ+T/eYXFea94vcpmtX4ZAtrX273Jbhh+D6gmz/Z+48l+Zee9iHkXHKQHutf7Z+MK9WqvXaVe6Tay1oiGd5NwxGKjUE+zjQywKseVRhm77beQN6+IzP8xKmM0xuXyXsP+5t5dinI3crPFZUVw+/N/r9abA+pygQCaM7bFB+Yeu6E6XRBl5f6/lZFr2tcZ7WjU9W5Gd9dHGdvBbX0ro5v2PKtbHLEL85aOQct6O0mjeEaCenvaRrXcd4yM8y7fCwLIOe96c5Lj/KqXIdGMn3Z5wyXsHXPMfzP3jXOnGcdTjwejOe4PuE6NRnm88BzvfGbE032E73tex+bAuj90H7ceAw0DAaPvWRc5dQ5b8vJeo3REVptC1GXqZ7mfGhFuXWFEHHTM7WF9ezXHY8/cYuv5ZHT/Xsmo5xyFn4x93t+Acni8nOt/yTElxPWDx++0cHZj48VpPch7W4fZCwCHtbf35bpnOncte2+T299ZNJ5lRMR77jGtp1FcxhpzZOsH12nr3Pth9HxHiOdHu93uqy+7aFmWW0n+dJLfvtvt7i/L8geT/J7DS39Pkv8kyb/xome8H9/gIM6PSaf35Li1tViyug2dx7InCrvPnbJjq9ObO8mgsqJ8lFFxNIHbfDC7957W9R50KC6UVqcOgUvn8jbdoMnc7aJBbuQ4ZQpyWd7Fdg8jbMVoIn4HUiBWTi4XCsrKDPHE2snovcDA0OL53gObtjEfzgFDuI2cNJ7296SJmHSPS64NIfdNT5RNCTGxnt82FjDSMZ79vekTPGuL54o4tUqycpW51xN6f2uPHdJ2ecLGcKeODsTpidT9Y+t3uzCdFsx8Oa7rcWxjwe50uHFbbjzalmvhe3ph8nFGmkMbsG5rt/N5xnFutyPl2ulaT/BwZZ1uqhc9bncbbecZFwnQaZpuYtezU3E5x2XTXnoPbhvmvLc3mDBI4PFDmXqRyvNtAKLjzXHsRSHvpUw2+Mixm6ztYZe46Upcw++L7Kkhyao7mkLgwD6X0fqT9/rZbF/Jsx/r2PEEjIfWwZ5D7OJ2n76akR9KvZuqZDqB27M5wH4veYyd9zUZU525XXsu7wXQ++Pm/WJd7UmyLMuV7I3OP77b7X4sSXa73d/W+T+S5M++7DnvzzeYMmXKlClTpkx5L+Rzu9pfKMuyLEl+JMk3d7vd79P/v1eX/fNJ/o+XPeu9QTxxTzZK5R1xjB6ZwP40yfdkDbY5S/JzWa12R07zrMuCMB5nv4JjRbjL8crxcfYR2IhXhU5cj3ujo6svSxHlIJVGP3g+xyBUWwTuZHuV6eCB3l2F93ZKG1ARp9bxuyC/G1mx283oBqt7r4SNcBntBL1x/RpJNjJLxPIWMnuS0S1Judt9zLOeVf3dPk2X2GqP1DF9jx19nC6H8nGPXWd2lYHK2V3uftmE/+haxChlp0q5ruMOuDNSvdWObkv6rNvnJKP78Wr9tgegN0nwu+2GJqDHqFwjSR73BOn0O6lTMqJA3tmJ5xnV3/p/VF6+CwnTO7DL48leHfdhvvdZXes+H93rdu9yNVWlEfDzrEnLk1H3WCdzrd9t5PGqfrind7HpAJamFG2VIXqG+4fHhM91VHoHszQdCZ1kl7/1NmmOkvXb+b2mrrRe9nX3Mn7T/g7QSxCj0AQLvSgwx+9zuzZl6DR776KDz0wRcXmScSx5M4jkeKehTw/l3vKC9bbB/R6347strySP5w8k+VqSn1mW5acP//vhJP/ysiy/8vDSv57kt77sQe+N4YkLxQMyGSe0HjxWdld0L1weBgYTiXNkWjE0j8rne0D2wCE6MFmVhJWouxfGYg9uxEqjDUfESsUuPPOskvEdcN2cSgYXUHJsOJgbhqFtg4rdRniWDUYrcwx8c392GSkAnbbDYgMP15mNFqfwaKPLSpdMAj3M7Tp0VOq9jN+wFwSOvH6a0cVPGR2db3fm1To2NePLGd32NqwxrG7puPuSFwzNebQ72FuaUofmMZrWYCMVF2xzHJta4AnNrkf38cxYQPAAACAASURBVDP98B4b6g8ztqX7LO/yxNhbud7KOiaXjAtZu53hmXKtx7/L3LQG7jVNoxW2F6HUweOp+aLtlm591xzQ5niaT8z7ktX97bFpHMVue3RPjxcbojbE3O/4BqYmmWvcfa+5+zYYt+grD+t/XpD6XKcxgj7VlA8vgv3tbNB2tD8LAPOWe9Hrfubnwp31sy9yvOhxJgzzUtkKNNm7/pvmcyMrAPMko661nn2UUb8AMHh+sfvc/R+Ki3NuP8/I83+UdeFmvvSWHk7GPt90q3dXvljDc7fb/WS2N1l8Yc7OLXlvDM8PMq4Ub2VMptwd1gPpalYydLJfcfUq2s+2wcbAviyYhGTxJo4b9UFRJCvpvo2BRq2M4noCcv7DDmhKRiQF1MRoRJO7fWw06OKS6ymveUKPc5w+qfcWbiO3OXvmaJl7mozplLx4wBjyJNvJ6bd4Z57E6Q9tHHOdJ8PuE+b3ebLnnFfwnTTeRk0bz81n+lL2aD31/yTJ3z0cf5xj1MYLInMrWRyZW4eR7HIh5orBLXZfdB9IxjL7vclxX7pf591+XsS5j0Z/m+dso4UFgutiA9nPYjHKZEi6pMsWfcnI/0tW7mXzSG3Anh+ejeGJJ8ZGbfP0zHn198Gg41n00UawrIsafTWXtI3r9oq4D1g/dAJ9OL3Wi1tjyuXwmG+usfsxwV8OdLS4jlscacqbHDskzVsmPZ/7tJOxc72N3taX3ecRFpA2tn2v+38HVZEU3uOjF+JcezP7voHB90FG4xH9YmPa6arcP3oTEBapXhQ/yYqCu506Ny3t6jnDdTbi7/9xr+fM7tPvrsydi6ZMmTJlypQpU6a8NpmG5xuXTzOuMpPR/QfquLUyvMiKcibHK3ajVxy3S7tXWUbaHuc42p7rnZD5NGNi5XbjUyc/u1FJl9Ur0HZhUmavIKkTKZyM6D2o43avu63Os719pMUIWEc/9uq201UhRNdflsKEtk+OUUUQmHav2x3Eu7x7i8ts97EjYB3tC0LpdjaS0EhI9yfX4aOsaUuSfZt9T5JfcjimX4IuOKKb99hlbe5Ut8e1jG1mVyoog9HTZKyj28dKCLTOu4Pdz9h/2p1ufqcj5EFljcS2m95IipF2+qzR066/09Qs2SNEz3S9XaiPM6aaIbURdfS7/B543c3TdDJ63sez7dkwyvbgcEySb7ZltE60d6b7Wf9uF3ZzJl+k85J1TMOl9Vjs3WXaVWoUzm5pI33Jvq4eX/ZkNfcaNJRvuKVnrD+tX/v8eUYUr6lLRoCtz/ntfnmaEbU0TxFd6m/oZz7J/ju7/5zWtVu0jGTfhh0DcCPHyH1yrD8vk+bIM36MrKI7zJf2XN16udHPpte4v7TH8d2Wt7em743h2YYUE60nneZievJvZe7O3qk0uCZZ09lYUXiAd+qdDniwgmKisLJPXXtZYIINBN5rlx5usSaW+3fzH+1y+TjHkxTCPt/UzwoYRWHlbgO5f7fBvxXwQF1xo1JnB5bgVvN3eJBxYomub6oCnD6e5b50te5tl6GNSVydNo7McbxR57ZSQrntLrJOwm0c3jgkEDVFALlVz3UwF2UiOIc6mUJhIwUXrIM0msf6ICMlxLk1bZRi/NodfTXH/RZp48CLEu5rOgXiCat5mDzb/YWFIHVwnlhP2k0voWyeDE+yuoW9MCEPp/luyegytmFhg5VyYISxC5j7pxcXJxmDFZNx3Pm45XH2OsBjzzSF+xl3hfMzeXfq/z2uOdffxjxFUu/4eot1DXq9aQneIcg8by8we9xuUU9MWzCNgmdbL/G/ZOWxcq933/L7ea51HudMzXiesc6UDen4A44fZaQbtXFpQMAAhp/J/zsANxmpTw1AeIGIvuS8d1TrOlBOL5g9zz3OMVDwbsp0tb8VwsTqAeEJDYPGE1rzZTw59mr+JOM+vM0lMhrY3Epz0YwaJaPh0XnWUDoekCb4JyuHZpf9BHRZtH0PbtrDSCOBDCRmZ0XPfZd1cyuRnsgwBmykPcio0C1GogkUsAHo70KdrITcrl9SHT7OGD0PEuIcmP18vvHdjAuCa3WvFV8yTjpMft12zS01+tJcuq2JPFlRF5f5g7Pk+vlaLgTjuQ1t98tO+OwgKBsDjVA0ysAixlxCf1MHMFxkj+R6onVb9oRlA5hzRnuM6CV7I8MIWPS3F5IsNPkeZE9o/pvr7Ha/o2vbkCAwBy6uE2/zPPraadZMGBw7J+gWOoR8mHEbXNrKY9O895OsBgyLMo7N5eM9BMIl+ywGH+i6znvrPsw38oLB5TL39l62F8iN2vl6G2b+ps8zGrVX6prTww+Gu8vc/GHKuxXklqy6Z2uhxvhoL0+PxYuNe+/XvegaL2IeZ8wRSvmS40Wv9dhS53shd5YxH3V0rw3OZP2G1ueLrt/yLrkP23NxsXF+y/OSrH2Fe09zPKdMef3y3hieU6ZMmTJlypQp74VcTMTzjQurXpAjkEMjOF5lG6VhxWS0wCgeLnAjKwjoQ7+nuYW92nM5+iMZRfD7SPnC6s95D3rHomSMPGwXydXskTy7UowufJpjxNOuZrvE7YJiBd7uHbvPXUa+yVZ0PQiWrzdSQFubSwhadicj0nqeY1dac9hOMm5jZ1TSXDpSq7Ar0PNs7/qSHPNj29XveiQr9cKucPdpo+0XGRG9s4djP3P/aDTCSHoyegKQ5mlexsvtKHQiq83jNBLkLVY7rRUegKaU+Nm9tSsCh9XItMcmCJelUTijY74eF66jlo0OXWREre2Kph/bS9Jc0eapUmZSzXA9Ee7maRrt29W93tXGKZ+S48jyRr+au+1x/TzH4zy6F5Q3Kl/TCRiPfg/91P3OevzsUKczPcNI7M2MEe7+3o+zthHleJbjnZ+StS08pt33Wq867Rni+aLniKt1bFSPsvJe94f2euGJcxube+o+DNWCtiVTg8c8ZeNdbstdvdeoMF4yo7b+vSWuP89M1rFG2xvlZMx7hynP60tWFPadlt1uGp5vgwDNd/qPnsAu4ynaZXua/UCyu8mk9eYOesLa6gp2BWEc8+yPdQ9u6TYSEZSAAw/aLe/Bu7U9Gh3i7uGnJ+Jkdd208kAhwa20G9YTliewdmHalZ6srkO7NF3/5gK1C8Z8wHaPWXivJwxPuhi4rrPL2Ur2albD7lGOJw4bMH8n44RmI7WTKZs3Rh05R5lxq+3qWpQy9AunnmIyx1i2qztZOVp8t/sZOaIuR9M26HeeSNzH2y19lnGydy5WFmm03+2MBl+nS3macUHRgQY8MxkTVV/J8eYMW2PXASk2ALwQgdPqsWeONOKFnDnQzrv4OGt/4rzHqN2KHPdkjzzKBhWjymX+YXOvrT8772vTPzyuGe/OS9wcvc7NiLS+grfKs3YZjWvoI5Tb6dVYLJkG1VuMnup6L/LO67f5zpS53dK9wG5j3H97MdZzh/uZudDJvr5PsvYBp0byM57UMdK0GNMHCPzbclV3/ekv/t+zjHNCczotpnUwV10G3mw9y9/J8++HGak677RMw/PNSw9U0C9zlDxZ2AhtvhV51ZpX0gEj/G0y9BZfxUYME6tX+/x9JyPB27uVJPuBDQeKOiIMvg54aeVnjqMnNE9QJPluI93Kz5NfJ3G3MrPBlewVpFEH2sNoiCfDi4yK0IZm5wY0mvNpjnmIVp5twBABvmWIdI46jJCelJ3E2cjAs+x5jMlxP6X/mPPqd7XxSNmT1VDAEGWxRZ09EVAm3guHsSeT3s/e48c8M48l+GkeT0Z9z+uco+up11agCcf+Fs3/c//g2BP4Flc2WXNyeiHiZ1NP+iXfwQuTywwLFl7Pdc7G8y7HXGU/1zsA3ch+seD+1IFM7IL2MOM4dNldRrdXc54R2rzbnedfz5j72Kjltex1mftaMnLojbS1YeH3eHOFZP3eRnzd94z20ccfHY7v5XjB7D7hPsnY6vHqcfs4K9fyw4zjyTusYSh5LNqDxnzBu+wh8RyGfKJ6dnDi86zoY7Kveyfq5zs8ybhgQj80kp86Txk9DzzP8YKqF/fRudvZb3iRQ5ng4HO+x/GLxDrA88c7Lbskz6fhOWXKlClTpkyZMuWVy3S1vzViNwsrcOB855FL9itpcyiNFLCS68hAIwXNd/PKDn5hDu+4lxFZ6Rx25rKc5Fi4F7d8c1OTYzd0owjRdTzT/Ca75dtF/zIk6bTKfZFjpIx7vdpOjtHDXmGT487/M3Jj15FRW9rSbnnnx2vuGO5SI0uOlo/uPcmKonDeiOdO5+AjGbU0YgUKsdQ9jgh2vzOPFVTN6Giji+b/Ncew8xBaSPliFMbt0Jxgu928dzTXm05yK6trkPvNj3S/7lycLit7eHucOl8g13K++Z/tuWj6gPsHHoBOW5bD8x3VfpbxG4J6e0wg1ivJSp/wWLMrnnK5n4N4g6o5PY4zGTzMmDfY2Rj41vRDaEvue9eyUjW2cjp67BghJw0VzwYpvYwf6m9mb4+lPTr8vqdyWLdRJ48JXOtb+vSyFGrua6YQ3czIebXwTdzXtnjtzm7SGSM8rzV1xfoafUNbW3+g3050n5Hq5lp2po7oPYxX89yN6vZOgv3c5u73+1sHWteYP0wd7LV8LxDPJNlNw/ONy0lWNy7i487vZeXdrhAmVSt3u0bape0BhJFqXpmDLzoNihVOuyVagW9x5XryN0l/q1t68nMb8D6e647Tk2NzlEzCx+XSE4LL0oT/3n7N6ZPsDuzgEMrlOnXSbj/3ccZJud1KNzIS061k/f07aKVddk90jrYxTaHzifbEax4egTq8x984WfMaJquRbm5ju+HsCtwKnqEscN+cf/YyfjSTqt2u3vfc/ZQyOZCPa5LtsdYLPYQ+721gfU33Y49p2rLdjDbqk7X+HTzS7t9k/U5XMi6Cn+Q4f6YXB9cz7vPucp9n70rnGzfXzmWh/7uO7qe4h7cM8aYIUTYbWl4wdNon86MxjmhLgnw6WMTlRgh69LmmNXjB0IGOpkOcZ1xs9ri9nZVfyLOaA+4AMZ7JsbnsBIF5f3HnQW596fc2P7QXxP4OrbeYWzyfQN+hXF1mjjuXL8918CrGO9+M8fAg4wITA3drDuO3Az+3ONXWt+YFO5io01Zxvhc977y85cFFWwDaK5NlWX7Zsix/YVmWby7L8leWZflth///fcuy/C/LsvyZZVkaEJkyZcqUKVOmTJnyWeXi4vP9vEZ53YjneZLfudvtfmpZlg+TfGNZlh9P8q8m+XeS/ANJfmOSP/QqXt5uBa8yG37vyGGfP6n/2R3DsZFCoy52VyV75ONu1uCSRmWuZUVKWI0bAfXqtV30dhv5vq6fr2+3rMWE/uha0hKZmuC2dbuDYF7m7qRsuM4a9eiVkpGRGxnbtoM07KKibYzo2LUI+f+y9EHJiBz1QAKJ4V19r9Pl8GzucxAIGx/QfvSFU51H7mdE3kAoHHmbHKPqyGnW7RRJrXNZ2hZQxi3EupHyjgCm3zp4woiN+8tp9mMEJI3+43FrlM47MBkV5djfiV18tugTIHjtOnSZ/WyQWr/LSGvvfHYz49alz1Q2I2tnGWkH/I9rl6zbAScrSu1n4e4kW4JRJoJfkhUdc5YEpLfBxe3ciLCzMbQ3wQheI56NhhkttD4l6MRu+a2+Rh2uZA2S6WvYIaypB/RldifrSH3K17roSv3Px48y9lM8P8lxVhS+rwO7TINor1aL9Rq6x2hyb09pioznDMph+tVldeAbuf0Jwk3WVEvU4eN6dqOSDqptneh+Fl3DufY4Rsdui3dadnmrEc/XanjudrtvJfnW4e9PlmX5ZpLvy75/Mq8tlz/hO5eLjDwqFKkn/jsZJ5o2ji5z73G/o3QRjJluaFxnuE2tGKwkPcngBmEwYQx0ig8bMebGmUvXgw++K3WAs+Y2sJvJueI6yr5d45bmh9JuLnNHEzfXDjnPqOyeZz+hO4/lRUbuout/kWNFSTkwnu2y87ex8sNF5e9ityTuPAyIJ1k5oB05jvi9diX1BN/3mhqAQWd3oKkbyTipdOaBPs+kxbNsiPobnmUcP1u/TUExz5AxaWPgesYxYE7jg4zjuN9jw5zdpzxJmW5wJathzzm4xkRZ+/vbqLudMRvDg6y65nb2i0sbfOT+pf5XdG/rJQxTytG6BqMmGfMq8izqwBi3a9lR4feS/E2V28YgBquNaRvqLABbdzkav2ksNiT8G9e46SgI1Jnu0whjj0lkV9fA+3UdTGNoA/gy/jBldBqv2zp/Jccp97qu/tvjku/7uI55ltuDnK2Ume2JnV3gNMeLTb/bepzcndE9vRDxXNVULK4lK4oXrm5HnsX49PyKbrZRe1bX9uLWusdp8QBrTur8uy9vt6v9jXE8l2X55Um+P8lfTPJXk/xo9nSlf+VVvA8DxoRtfxaQRU+4HjTmr6BwjGjdzaoMPSjgc/VE7knmNCOK6HK2klmypkehDo2uepvFru9l3Io2ABvRctmZwLn208PPZelPGonl+dTJvMmn2beHifSe8BzAQVtR/7+bvdKk/j0JN+/OEwzGjzlZTeI3+tkpjozC0TaNEDt9jRWvvwlGKvXFsOmk157wKJf7J3I7I1/yWZ33hGQU/2nGMQL668mveb4IKViM8hPYw7O5Lhn7bwfALBkTfXf/pf+AjhjNsZFAGRtNdOCBjTC+Ke3zaY7RdTYKSEYeJnKha204EKjGs5eMqOaTjIaB+97jjLqG6/+unu1UTTwjWevvbS3vZO0flPFvHI6N/rHo9UK2DbRuWy8gmx+76NwW99a6x/zQi6xIJWV2P3WZk3VhYl5zG63e7tHP6vHke5MxnRjlY7w+ydpnkBt17LHkFGtOgE+53DddH/qvvRn2gvVWlvSn5nEijzbK2JsRGCW3cexvxnuNLjfXnW2L/W7K6lzGjEOjo214Otdoe/o8bpun/M7KTKd0LAce559O8tt3u9397PvlP/EmyjJlypQpU6ZMmfLuyEQ8B1mW5Ur2Rucf3+12P/YZ7/nRJL8hSe7evfsdvfd+Rn4Hq/N2JRohbOTQCKcRLtAvEA8n6AU5XHTsVeSTrBGPvNfv9hZvJP990UczAtioLmWlTu22BslEtlyyXGtOxKOMiesbcfKqulMP9Yob1NEopflhJMxOVjea77Wr+YO6xjxLVudGg/ydTjOu4HErNR8sOV59N13gPMf8L6M7zXVq9yG76CBOx2QuFK51o+dO3s+uLHZDup2d1JpnU07qSP0ZhY7qtgvO/QWqievs7UrN8aXt7DHY4sY62t7uU/drxrcRK1MbmpvrvgMi6e/qCOiTrPygZB2bW3KePfrFecrVrlP3PYS2sScC2lCy7+Pmi4Iuu887BZLb8lr2iNMNQcPWiR7TuHSdbon/U0e7wNGRRvY70pxE+BfZc4ud3sh9yCgtCFa7e+2Nid7byfGNFtInjWLfrvPml7qvfJDj8WF+NW3VVJQe58maXB6B1mFXtykiW9H01tUPM25AYtcyCLHbpbm41s3eoQwk0Rt0WOe7Tt7RC2k0+mFWb5dpLe1taUpVU918bc8vtFunq/tO5Wd/9mezLIv3cPix3W73tV/AI1+dTMNzL8uyLEl+JMk3d7vd7/us9x0+7NeS5Ktf/eruJZdvSnOUcP21O/0yfpOlP2e7YS2dMw7FZ9eheUbN4TpVOZ5m3VGFZ/ckb0XavDe7yraUqXl3GAfmvG65Nriv30f5kpH7BE/SxHkblihzysHktcVvQpHbYLiqZ7E48De/o3MdlOLyk/+y+UBbVAWMUBuxlI97bDyeZ3RRmc+FAjc/1K51tsPj/AcqY7sVcY869ZJ3oLESxig1P7L5W813635n6oGNgbO6nm/G9eYWw6NsV6LLSW7XHN5zWve3MYCRfCXj93yWkVtpSght6YkRY4r3mBLQwQz3MrpqnWqI8vs7eYHQ+VS7/9swXbI3XLxlpMe0t4Ak2I5nnR7uXw4Ndu1izDd6NatxyDawtC26wn3Pi57zrIv9ZOS5+9txb/RsjP6mKnDPFmXKqbocXJOsRnMyGs4Y6DYOvyeryxfD0a53L5Tt0mbh5TnDQIcXiLybnXmgYvGeB7qfZ3XOVIQAOI8XAxvoP7d9u/Gja+EU86xOt+VvamF+bU5n64C+x2Ou4y9sPG4FnlnfmB9qvUYfdbl+IfKVr3wlP//zP9/Z3t4+2WXm8ZT8QPYG5M8sy/LTh//98G63+/Ov+sWsmttwQVBeW0ExGEc9EXswe8Jzx19yrBgoT7I3JK5kVAAO3DG3NBm5QB54lCMqZ3e75mUZScDAe1DnPfH6nBFgkALqj/FghdUIp8nwngxRwE2Gb34p5bPR2hGNFxmRSQfadLDQ44zGgVElyuUVPc9OVmPWBueTjIuNi6wTmtHBexknKCYG8/CS0Ti6pfM3dK4DsTogC7SC9nH9GuGFn2aU0hM8/f+yhOFGywhG6/7qxYeRRCPRj3MwjvTsXY6TfiPmKcPBo62uZsxrmuy/kxcuDrQ4y/ptQd7dD70YwzPhOvcixYiO0fnbWTmjPIsyfppjVO5aLs9H/Dxrcm7e1WUwj/XTJM8PhYZb7aAfv8d9HuPO38F7pmPseaHbgVlGLbu9OljPfze6txXM2IFr1iM26NorZK5tG3pGfDtoJRnH8UnGbUExPO0NMmrPgopzNhabb+zFNGio5xcji9Sx+eeXLTB9zlkIeNbjrAb03YxeQYMReEccENRxETZybVi3d6X55IAEDlxDGLcd+Nrt8e7LdLX//7Lb7X4yryhqfcqUKVOmTJkyZUqm4fk2CCtbI1Z2lXn1hdhVnBynCvFuCUYm/R5z25J1RerIbLvPze/k2FxJu0qJHu7ydYRxsr3KM2KxhY42P867XTxSuW5lzKHZu6dczbjacFu3y7JRWVbgXrH63s5T2e1tNOAkK0Jnvp1/I86FyL2k9kGMUH2Y9Zs+yxjlD7LqPHyXIQ68y9H1RoTtcuZa0wWScZXfaLJRzk7hY3Srtznd2j7PXFyj1HyDjl5vt1sj1ZTR/YGyOOfleUZE1JQJ/ufnNvpHPa9mj95QPpBHpKkFjj6H/8e9pI9xflX3uz52echRyPcjFU+y7v5jVMfp157nGPExHzD6G2+JdeA9lRkkFff6J1m322wuIAiwdeJJxvZppMrop93fjG9Hqt/OiC5+rOc0Gtj3cg/PJg9mMvYtvBjPdex7z7PuXoQYBewUYn4G/+ObQpmgDUhdxHWmxDAGmvdsMYJ5u+7tLAikeuJ6j5dGDjt63BHiIPymldjTYUTcyK6Pratuq5yNeHseMO0tWd39W3NCe734nz0G78WWmW/5zkXvjeF5I2PwiHPZJWvQjo0DT5x26VnpJePklhy7YDx4k9Hl0BxHgo/s7moj1kRqG16csyHmAWsDjgFqRW1FybV2U3eQip9rxYgSsZFnJWK3iuucrJOmjdpuHxsuW0E9NuI7Wb3J7zbwMOpt2DmtCYa33en8fTfJLzpLPjj84+HDkc/VARDt3muXrNuzDWMmKdz2TqBtKgDPOc2Yl895K/udJ1m/6/OMxiR5GL3to126dqs2LYVnm9bhxYepJHA/bXg/Vx1o1zYQzQd0gMHjuud2RjqFDZGm4bgc9FHKgSvQRq2/scvEOEL3MM48cVonPMr4Hc1ZZOxgiLN4cD9NthU7AVCdBqypFxibn+byftoLwmTcB/00++9q49H6svthgwKmMbgt0Vvmkvo338RbNzroxxxWDBq3lY2YzmNpF/fdjEYpnFbX0XMI9fd3Mq3lUdXXPF90mgEI2q4T6F/JmI8aQIR3NV/SC4qeL0jhtEU/o1z9XZCrG8cOAoROZoOUOjFem7uOoCPQRe6HzJFeRDSAMuXNy3tjeKKonMTbHXaXsTNb8WG8eLVmg+ZGne8oQaNwDFArKHMPO7jCAT7JuOKkjDbS/G6Trm9l5VNG73R9u06Un/fSdihF5+1sxKmNbUf1N8/0Rh3TvjzbefxeFCCFQjZXyOVoju8ux4ZnrxFtqCYrsmBD/HaSO3dWw/PsLDm/v5b5k7xcSdsIMc/uPHtFbDSxd2jyYqoXQI5iPz/87cWF0YsnGSPercB5vrlT3tmp+b8uB1wvLwg8vrxYQIzeN2qbjEaBjU33rV50MAkZGTan74OMi8uTjEhSL4A83jBKfb0XUx6nGFIOgHic1VhyABEBX16A3M/6Hb6UUX94kYe4r1zkGC1vZMmGO1EU8NCpE4syBwSdZ80ByjjvBVSyGq327FhX9U4+DhgEwezAE6NYzg0M+mXDo1FKP9uLjeZHOkil9Rv9476uvZbViML4dZ28qLNxTEBh60Aj5O7v1mPUy4u8Hj9e9LXuNk81GduaOhot7ZiF5mojcKB93XNd44WX512kF3L+7frBmW/96sXWZYb0OycT8ZwyZcqUKVOmTJnyymVumfl2yGlGPhSrWbtVznQ+WVfNTzOu9FglemVmFMsuz4cZV5WsuJrT6fRK3pnD73lax17xUYfOs8Z7cXubk9ZueaOpoEGN+iZjzlGfa7TIK2ejbm4P3DlcS8obVqgf5bi9Gj1hdY/70kiSMwT09ole/RLxDLIJ2oX7kb89YJ7p9/Pz5PzQAOfnq6vedaI/Nbpnl9O9OgeqYGTtmsppLiZ7qxsNucjIS7Vb9kpGpN3pxUBD7f7zN+XZ7nuNSrZyMUL8UdXR95xkRGRSx9BmeKYjYE2JAX1yZK3pGaCw3vXE6Lu/E+1jdMxUjad1j9Fknm0Xr3lojTSeZe0rZ9n3L8Yt34g6kovViFd/N3QLXFnrQLuDGVtPN+6lrq5f8/vQXclxH283vcc8COgWrYdnuZ86FVcy5ppM9q5m2u92RlrDWdbxcD379qMvonetPzx1+xs9zqinyY5glzZ5MHnvHZV7yUprAfE0xzd6ViPk9ojRHs4+0vQR3+u6JCOtCz3uecV9nDr43fY2tSfHPMxn2c6p4kX8RAAAIABJREFUjA613qIv+TvY3U4/dP5io6CeE+grZzp+P2Q3dy56G4RgDw9mE9wZZFt8wOYjNb8LBdScJa7tz+9jztsFYa5hc/bs4ul8Z5TBew+3i9qTjDlL5FL0xGFFciOrW5LgBisG/8aVY66OuaS4y5LVlWeF5aAXgjg8kZlYb2OhE3jbvYk0J8/P+iCrsYih6eCbRxknDrhwV5Ls7o2LCwdm8NvJtZFOCdKuZAwDG1o9aD2pNk/LLkwWXgSPfJjRKLFLFvdUG6JIp1q5ldFoZpKizOZX0x8o5+2ME4dd9RiLnaql28Bjzy5tG5adXgoKQy+gKL8nYQw+886cjxZjysEUpsTYuO5FrxdtnOeYpP7dP6jL9azJzBEv1Myd22VvID3TdXa9EwDjcd35IJGLHPOL/Y3oP17Ymj7kxQU6zW2w5Zr3e2xYb/FB3Z/sak3WMd1p6TCGHbzYdALrZafmYhHWgEEv3BBTIlw3ziWrgdw8d+c1hZrFvUvGxQW61vxZp5+C9uJyeO7yszEGqYdTpqF7OnG8aRzNqe8xYPE8hzHpFFIfZ1xsRNee17m31/x6hTIRz7dDtnYisQKjc7ehl6wTnY0EDwRWwjzLRin3mTvZ3JjOQ2c+nBEJDN6OtvdONXD1KL8nWRvBXukme8Pjep1vHpMVp3lGlKFRXZfbXB4rnDbqrTQvE97j3KHUwRHB8FZpSyOYvRLmb573KHsDzf3FvDNHWj/PGDxCPX7+8PfPZ3sBwjONfsEd9ArdxsOdjHuX827udTJ1T/xcey9jsJEzIfteOJ68F0XvCe0sa3L22zqHQWOEwt+8jemrGfOVepLdGrctHiPNUfM3drtSJ5ezvRZbhoP5j+a8nmTdKStVPwwnP8tGbiPz0XvM9Uv2378RTxuTiNuWvtI5TLe8L9GxDX6QZT+3uYAu192MhuvjjJ4Jf9Nbh+uNHvpd3tnnasYgHvRho6Wug3mKPJ96GmygfCygKKONNBtD3nChx3frQNrL/Sf1t3WRd79Ljo1W/9+LBTYnaI/BZUi+hcWFF5X2EtG2ncmAc0Yw6e9e1J1kXYwynhq8QIyA8/3scbwMUed7eqw5wLCR+ndXdm91AvkGhKZMmTJlypQpU6Z8N8vFxef7eYksy/LLlmX5C8uyfHNZlr+yLMtvO/z/7rIsP74sy187/P6elz3rvUE8iUC1O6Gb2u5B82J6l5KLjJHGW1FydkF4d3lcP3bjOx/g7Yxogt3juOs6KtzuC5fTKS3OdT/lMjL7POPe06yiud9oSW/5l6y5CLeko7RdxvsZo4NBCRxJmWyvkFi9mnfoXV1ArajTJzmOlEQok9/rVTWoY3OWkjW623kwSQPEs8wPa9qAt+vsKG3Od5m9/ab7tF3aoF073fMoa07Ex0l+0eFvUFS7ypzl4WlGV/pFxjHU7nGjg4/rmHb2zk9GktyPyMTgsep+jLub86YitIsVZJXvYvQ2GXdawfvRkdV2d9qFSbm2dlTqrBfUh2d/OSMidT8jB/ZpRrTwg6zf/9sZUW9oDOgxeIzJumXmlt7jN7qNciBXs+83dp0biUca4Wp3qf926qfTrFQepwpK1Y9325tiDqf5h/zucUw57mWMiCcfsfm1fT/Pv58xnVLToOD0GoltV73R8m5HI57o2y0deGvjXKeIMh3ppM6RR5m/t9LP2dVub9TdjLr3qd4Dqm3qlikT6NdG83mPPWp4BBqZN8rpndz8XurQO6698/Jq8nieJ/mdu93up5Zl+TDJN5Zl+fEk/1qS/3m32/3eZVl+V5LfleTff9GDPtM3WJbl70/yD+12u/9pWZbrSc52u90nL7vvbRIbexZ3Xhtafa4Nkad1bB6jU18weaNEMH6sKM0dw/XsSdHpXzrYyJM/xqFd3g5YcJqiZHRncV0ndbYCt2vQE2Wn7OBeE8+dtqaDVOw6439WlJ5otjibXXYbgHYlP8noRuoABZP0eS91IDk45e4UNScZgwKe6/m3MypZJjzeY5J+MlIzTuq4KSFuy2Tkx3KuOVsc387Y7hb6Tit3vguGut1uNpZtDLb6w2DjWfAUk3Fbya17kRNd52ts0Pq5yLOMfdzbGrpPP8loiNto5LfTDUER8EKJ593JSM1gMelJ2sFH5kfzbvdD6wcWBBzD1TZf0LSfa9kbq9Tfiy36y9YCie0eTZk5yxjU4tRvWwZuB544kfvjjOPW/dj5QC9bgHZKpKYymTJAmdtAYRw7MKdpG5fROC4ycpX5RpSj6VnXsuqQpxnHEXxX35uM9ArupW9xzaOMxjP9jDFBGqyt9Hbdtugeu9NNmfiS3vvtjPqTDRVseHt+JTevv1svnprWg7CooRx3MlJ1DEYY1KFO/ubvtHzBhudut/tWkm8d/v5kWZZvJvm+JP9skl99uOyPJfmJvMTwfKmrfVmW35zkTyX5zw//+qVJ/pvvoNxTpkyZMmXKlClTXrV8flf7l5dl+bp+fstlj16W5Zcn+f4kfzHJLzkYpRinf8/LivZZEM9/K8mvOrwgu93ury3L8tIHv23SCCWrz1t1nVf0RnsuW2lz3sibV2+4GOzytrS77yJj2p5bGZM499aLTtnB1migPEYK2xXUUfONUoIcOcjD7mAjvLhcjKy5vZyomx1vQLYa7aRM3N8pb4zwEdHaKK4jjR0tazSM/sC7cYN1ZKm/1xP9bXcniDUoAtHBoNzXMyIFHVV6UWUGteHYrjPQ5Ts6b3mUEU132zaq72hpUkm5/ztAhjKZ1mFE3d+b/u9yGE3EPe4tWBtl20JfECPu/X4jz0Ttd9S2t7a1R2GLHuByG9GjfYza3c+IVKIkCbTBRcRYsofEabFMcUhGd6+zPfBeI5GN5Fvv0Q6dxsc0hdaTTZ9oWoc9Jlezpw3wXlNqOhuD7z3PfmxRro7M9sYX0F2amuD3tPel6Sj2FrgcPLuD5PgWd7KiZ3aVc2xp2hFlsvuYMqEDrZsuMqagcwopUzxOM3p1kjE7B7tgWd/bC/AsYx9OjjNW9FbR7WGLyu7x4XmAvuX5znqwA9EspFriHQTo8l1uZh3zbNbR3jfPJ54v3lnZfUfplD7a7XZffdlFy7LcSvKnk/z23W53f1mWl91yJJ/F8Hyy2+2e8vBlWc4y7pj4XSEMbrtCvpyRV+KB4UmbzsvA75Q1zT3BrcLfP5exoR2NzSTEez/OcWoRR8p2zrp2adsd6gkJVzJ14DqOGdxdF6R3FzrJaBB3ZP4HWdP2+L0o3J4orexcfya7NqCS1WXZk2PzSdtVFN1nxWhOLBGrNszNt+10QB1Ja0WJ8cN3syHZXCcmlc5b+aHqb2MdQ56/mxNsNySGo7+lDbdOD9MLF/922ftvOGu8l/L2IgiuqakGdvvy28YBBoz7g8cTHEjutcsWrqB5zu6bdsuZZ+xn2TgwP7DzoLYhHpUDw8nPgmNNHcy7S8a+1frBHEE4znbTut1t/HCf3b9u24/1HiZ5uynNRcbt3ml+bER06jDrALcldKItri77e7tdzvXeOzle6Lcb19lItniHCOPfi0IbqYvqAhWBdmIhYb3vcd4LM0eQs7j2FquXfe/mv7L1s8cl10XnfGxD3MLCpCk0PPNeRt3qLTHhA9vQ9vM7bsL9hHbzQr23/dzKhpLsFzDWgTyPe7dSML2z8grSKS3LciV7o/OP73a7Hzv8+28vy/K9u93uW8uyfG/2Js8L5bMYnv/rsiw/nOT6siy/Nsm/meS/+04L/qbEnS9ZlYwnuKWud86+k6xBQh9m38FNZHcKmF7dG1ljErXys8JDCdl49OTW+9Y2wmeelK+DQ2Ze2fWMqTmMHjIZnNT9ycp3NJLUioOyRddwzkqlSfe8pw0dG2oonKd17iT7iQfU5XH2QRpGS2xoP8268ICv5fMPMhrM/k5Givgu0b0uHxOJr3GCYxtDcD6dW8/t2IE6VuhMds5X2WiHkZgnGVNvGRHm2g564BjjhuuZeKmD+94WsghanewnFZexJ8BbGYMHklWz9XdkgcA5B9c0yt1GnbmBGHcf6xqnY7qVEZXE+HGfZCxiZDzROXsMSIdkT4XFngekPRM2Lh9lHI9eADaKbUOMb+YJv5HoDjSxwb+onOad8mwb9TwjWY0Z95lGbpvv15xb6/Hm4rs9vdimH9pj5O+KwWrkz0Eqj7Nv6+j/na+YfpmM33ArN7Hr0KifOdPtIXKgI8hxmxzmgBokMN+TdjXP3XruIqOxeS3rnHiSfX/3Qr2/g4OxADl6juK364iOw5tA3+iFIe9tI90poujz77y8guCiZY8+/kiSb+52u9+nU/9tkt+U5Pcefv+Zlz3rsxievyvJDyX5mSS/NcmfT/JHP2eZp0yZMmXKlClTprwO+eLzeP5Akq8l+ZllWX768L8fzt7g/JPLsvxQkv8nyb/4sge91PDc7XYXSf7I4ee7Vlg12QXxcUakDZ5WMm6HxqqpOT1P617zjEANcK941WhksTmfIBheOfIev49jI2kX2SM8IC1bz0YeZI3cTfaoyMcqF6iVEQ6QkQ8O932ie80dgt9lPpR3FzLqABpkF54Rs0aA3XaU75aubbcsXESe67ZzVGuvouF6gRTgAjcyZx4vkZbcS6LrZHS7t9zK2Ne43/3FbmrKadSuuXONWBkdMyJgRAskwClebtW9jvI+zR49MV8S8Tfh3JdznKrqpO6hTNH9V7NHVYwudmoz91PO8x67rf1u/oZiw7vMo+sdkx5mRXjYltGpPYwoezzQbxwBv2TMguBv/jgrOvo8Yzt1BDjtw/W7jH3Rkdggy0b8mndnuo2vZcx6bBnx/FL2yBvtwYYVdoEjoPJGK7sveKxZB0KNMAJutJ1vb76g+6aRWMpxVsdN3TEi6jnhiY5pH/OWXf8lI9rermdHcTfa2WPe36VNi2eH8jqjArtf8eyPMuo1U2+WjN/cKGW7sE2HIK1T023sNXygY/TN1pzJe9yHm0LkFHxNieqNYTyGzzL2xXdavvio9p/M6Bi2/JOf51mXGp7LsvxMXsDl3O12/+jnedGbFm/vlazKrDlZdpPSOPCGHtS1NtKsKG1kMAC5p8n7vsbvuti4nnd4gHqQecJK1t1nqK8nCga2+W1WeE005x7K0WRw0nokq+u9J0yeRz7FHH6bN7RFUvekfLWu8TuYNDwJuy3dVp3uxHwkl9mGpiclTypQGNol5/7hCa6NRadhgUrQRuwtHduwMJ+LtnVgUhvInoi9IMLF3a5EB8Bcy2osma/o3/xtWgcTuA0+cyhNLeCbuhyesJccT7ZeqLhPc+xytQvXPEVPdnz72zpu997DrG5suJemvSDUyROpy8WOUdTxXo4Xbf3NOIZ3+qHO27i2IcGEayqC6+R+k6x8SpfDqaq8ZeaV7I1OqAm0pSk1CP25KUPup16cug+3Dj6pa5P/j723jdFsy+67/uep6qrq6uqauj137tyxx5MxEMuRLePYQwgOIJMIHIcIAybIDrIJDjgf8Bc7UkgCIiRGchRiEMJRIjvYGYyUgDGCEOdFyLxExlJiYyzjwMgO4/F4PDO+c29P37rd1dXV1c/hw3l+vX97PU/fl56u61t1z5JKVafO29777Je1/uu/1u7n3zrf2lBnbqgUEI9Fp3JiLCZ9f0saZ556wsU3jcG0KH/TZDJKoCPxjXkWhif1qHlfk/XYBAwkFDTv/LRXrqdOr2aaO/3sm2l9ayeT0lpd70n71k/6plDEbMh63/eamsrPQen0+lrd8R47ntdsGCTrc8eVlYvJ4/nM5PUQz9+/+v3vrn7/6Or3v5FLGBhGp6+TEAPH0dtcX5ECKy1O+s3kZ/7kI/3tRfd2eqWMyezF1fF7Vr/NibTSdayyMlhrlC5KQU1+XBE9I4AsjlU5skLgwW0E6iCN1J6scwkhhydNeTFyxj2I3+V6cj91uJeWFBsxZ5Vv7m/rtvR76wYDLJyblDTuq8eesDcFPZnHi9TAJOpuDltViq3UVbSTe3xcc7MaDfA9KE/J+sLI9c5FaQSoIjKV57wpS8Qm1H+RXkmjnWseRyNv5kDaMMOgMVpmgwHDs0bLJtNiey190ILbDiW/8rydc9cIZp0wjR5zP9eYl3yQngPNmPZ4IIdo0vLH8u5R11ZlEUS48uM8Rvx9PQfCbeS9d9PmNsRoclU6HIhEvazE7Or8SXojxghofTZ/O+vDkwKiqgegIrEoe+6LLi/PyKq8bh+Cpfwujwk/F6WVvkafXz7heJOnwMYD/P1kPRBtmZZlgWODLlZEmYf4DuT99TponvYm70ENJKsBhjWIjnIYqeQ61hzGncttpNv94TCbc3m+K+QyKp7jOP5qkgzD8LvGcfxdOvXHh2H4P5L8mYsu3CyzzDLLLLPMMsssV0feTHDRjWEY/umVfz/DMHxd1lOHveMFrkrlpBkdMr+pXmNXOla30YBlevKDOQq76a1mu06JujzQtTXSz+4Ko18VHQL9sVVtzlx1FVar2ggO92+y9qvbaLGqb911xq4zIzRb6fMderelivjRzjfK/Tx/E5JUo5iRSocwCll5ZTXN1SbXjb9LRQvheCXr/YqycW+1S23d+538bS5mdTcZZeCbml5RXVSVH1tT6xgdTRrSxe5LdkXzTeH4OtfmSXokstJcnOXBvDKQYyMp7pfUx+huTb1zrHP+bqBQRlKMgCe9B8Q0BTivIEvkeLyr8+b3nZVzRse9PSJi74K/Ny5/UyA8DuzeThqFImkInL+po74rrcEeECKWuRfqUo0Wdr88So/E+e/n0rZr3c7k5nVEuJFXI1pJjyaDslJmUspVdLUit4i/KfXbKdd6PBnprO3jLBEghebl+5v7O9Hfn5RDttKkNlG5vNvSvbT5slK9kj5LhPOngrpX74vFtCDuyeq62+kRf9eBdvU8WKlONfsA13oXJn7b6+MxjafOc031/F06d+3TyCV2tSN/OMkPD8OAF/hOku+4uCJdjNxKP2CY2MwtrJ+JxvEWZMn6BO6FjGdVpcO8GE9YKK01AIaJw5Odc5lFf3vSsYvCQSnkUrRiwWSZtIHvwV+Va9eztqV5ZUw4dr3z9276BYvzVcGtiwFuKLs/z7K+n3SdwJx7sbqobIhUpa0GNVU3pAOPavAQnD0HRDmQzYvfaTmmT1Zuqd3YVphrnj33reqWXmZd0XX+UH/vTfxQf/elfpL1ND2VS2qpSr5pCyyUVqwcTMT3dYBMzVXpdrZShiHCvXDl3F4ODnJg1vWszw9bad/4ZqaJ0emXTnSdjaC99EFD9FGe73yIfBMbzN63uioH21lXFtxnq0ITPZt+6DaodBI/sxoENqgrNcLbGh4l+ZIk71vlPdtaJK/cTq6tKnU7k/JU3elJMxQqH70GpT0q5zdxgDFgPLYqjcWuZ/dplB/OPcpklFUF2Jt9eHx5TbmWthVqMs39j9KC00xxqfXhfqcisiFzlsnweVJEyKOsj+kKxhiA8RxaDaKkn2s39Z1bOnY+YhtmSZ/Kzt8oqzIdpl/L/F08P1CnSid5V8hlVjzHcfw/k/zjwzAcJhnGcXz1je55Jwo5Do3wmIfHgmyiua23uhh4ATMPMlkP6nFEHkghg6Ymx30ufRL4+nzz0PbSB7F48U16Sxc0xgpdtZw9IFHCrLxUbhj3owwaGbDV6ejxV9NPbrZsOfb/UMI28Xkg8FfUlsnNbcV55yXk+mR90qUMPvaiXrlwbo/ttF1yeFdddBzxbvSYcuyVe6syRT3MPb2VPtH8vfQKcuWAWnGsATC1jtvpF3P3K57lsVODH6xoUg/v8+0FaCeN/1iRXXIQur1sYLlMViqTVkcvWNfTJ81HHq1+HEzjPbGp06H+9je3km6lnHIs9V7y4lLWI73HwS28x0bvXnoFgEV4k/FJP7LCT3k4f5g2JsxBhcNYI8Lt9TD/nLnVSg1988UkH/pg8v4Vsf3R+bTJyudebu/dTY/iVoMZr8d+1jfUsIJUFY2qEBkdxnA1oHBWjj3G/btG4VaeNWNrUzL6rfK7Bumc6BzP9neoRu+1tKC3TfV3+Wy0nZTfXLdd/u95zIpmDXS1Yr5Tnkv/sWJuoMe5Ru+k73vUq24igFT+p+cmkPgrL2OeZueit03eUPEchuE/LMdJknEcZ47nLLPMMssss8wyyztKLr+r/Z7+3ssU7f7/XkxxLk6uZbKCcDnUdD813dJh+shAoydYVDWfpKNn7d5KegvZXCksO7uSjGA8TG81Vxe33cO4ymyZmr9ml3DlYYI02vXuOtndyf+r+9duWtfBSCKpgCqP1ZGS13UvWwma/4WAbDwpChWLm3sdwUu726XrMmGh4zplxw7XGSEFFuVg73GjcI6mNTJUqRdY8pWnaYTTFj4oVTIhSjfSf1vQgmRCRM/Tp7ypqJxduofpET0jbfSXTX2+5nysiAT8UPNpjYwdZz3rgPuW01FVKov71p30vDLa2WipvRNn6fNybqWhdJWbjMcDVBCE1M+qCJHRZWcNoI97jjCvzX0e/qK5hp6bQFLdfvYeJD1KWekU5sg6fRb1cf83asfYs0fAvM6Hqu+1JPv7ye7q5N2z5P5JH5nvtFmVAvIo/Z71lbqUcr3bz/M86K4Rw4qqJX371TnwpFxvpM3lwSPCmgKCjJyn30HI72Ltwt1uzwOoMu8jjyf9GAQUt30dV9V7UjnxzoOL98SeLEelew7gm7ygZzm7A/Oc5333eSPZXsc4b1TT8xjPqpxw1+tds23ms08g/8zkzbjav9/HwzD8+UxbJF0qYYKhA7J1WOXHWTzQvTCgiDqFy2F65coToF2+TBTmFm4Suoy3P8ONZsXC7g4I3c7TxyRxK/1EucykgHghgXuWbA7ycVJvL/ZD1tuuunf2y//tJjGXbpPUZ9mla+WwBvCcp+UJpZxWZJx4mgXNaZ6sxNRAJQ9pFHo4KN6XnWt97AAv+t2TeHiVp2mOWlbvxXWEK9jf0O/bZLjUhcJl9nt41q5+P0ivuJuKssmt5jo6F2my/k2RSiM5T7+Q0Of9Xa1Y2h1cebt76ZNrD2kKDd/BdBvzdnk2db6XplAnfV5cFlUHPOylWfQYl5XXmzTlyNQMu4erMC5NA0HZebjhenPrHAjDb+drrfOHDZO7mfqh56oXVI9lmtL+UpJbLyXnq494507yyZPk11bn7SZ2OamfOdFwKZ1TGCpQsq7024BGean5h6ub3Aa06QmmUBHA5DFno6cG79XxYFdz0m8wAGfTiru/UdJv3Wnl+nr6vnVjdX+l31AnB0myJniO9NplQxyD36mYvFbRJx1UmvR92e1cgzVdjkoL2itlqt/BrvVqLFxZuQLBRVX2k/wjz7ogs8wyyyyzzDLLLLM8A7nMimfZwWgryfuSfO9FFuoiBFdYjeCraUncIHd0rdPBGE1ImrW6KWq5uk1wwRoZcBqW1zJZpL6+Bi/5PZveZRenrUIjNHb38p7regfWPHXcT285PkqLvD/IhH4ZKTDKZ2QMd64J6sv0W2p66z2f434/y98MRMrIrN1ouMB5rn/zLNAPAsqMYuNuT6a2qKith/mmbR2N9hqx2c76No9GWt0nudeIx6B7jeKDvNdUPEapqnu8ugjtet9Pv8VqDfKp9TMqaWQf9MLucqNtDp6gLaoL1wERFYmsgRdGUozcO+tA0s8PlSrBXGGEyC5P3JD2ZFTEjvGD+9J96256t31NHVM9CnaHGx0DiXO/9nzgiGf6ixEtzydOc+bUUdTXHgTaxv3Hfe80U2J8/s6d5Gg1wd5J8qk0jwEeEI8fu3RNkamUKbJHuP7Uld91nPrZmwIwqWOdD9zXGD+UazdTW/s7+t1nabSm+6v/M7ZAJY02e3evIW0MLzKNRb4p34z33k/z2CV9wBj3ey62F4R1y2uI57XXo1eReaD2cc+/puNU6lX1bFW02XV0dHytA2uYvTfvGrnMimfaDkbJ9M1/YxzH6tV8x8v99JGHLMLu3DX1ihfDGh1q5cGLd9JHINbIUfOgkvX0NkS4m4PD+Rvpt7GDv1PTgbiOVkLsVqsf/jRtdxaLOUG+x8oPiyiTX+U5seAlbbL2hGXXIPfd1rEj5HfSXIa0EzwilDgvOjWfpnl3piVwDTnDttIrgCw01cWFHOsZTH41Mt2ZDOySssuqcjy5j2d532jqZAXPCr9de0lTLGhLZ2rYW/3tvHte7KqLu+4vT70ok/mflQNM25hr5zFRF7Sz9N9/kZ6n6ryNB2kGI8ZVzffncj9QG5h6gbLn3XSseLMjUDVUHFHv+aPSKZbp5wTz5UwH4Hw1NqNrH2Y9d23lJ1IH73LEGK6R1ty7lWbU8HxvgWlFm37nPuDr4RsnzVhA0SQbgPe2r5kKKoeTZ7H/dzUuDAp4PCXNAMB45Fk8x+3rMX+rPIf3J1M7OMXPw/S81vNM83elm0TlczYBczofpt9j3nMl87+pJp6n2XXPXOz3pP+uD3Sty4HS7XHr47p1p43guqVusr4+Wam3YPx4jrRyyfio6wxlrPNHdFyN4CsrV8DV/h+P4/ht/scwDD9a//dOFxZNKrybdfK7O6zRHyY384S88EIc98RQkTSjpCi9PItn+LwVJCa+G+nJ3iwyNeefJ2lzzjwBsyAZxSUYI1mf/DcF39haNfrDpOuJYlfnagolty2oU0Vq67N5r5Uy0Byn6LBS54WRlFUc306/CDsPXrIeFOVvyv/dtp7gUGDdXlYON3Edo/PmVVlB5djvsdJBGUBHzHVN1gn7/r60qxWJes0yDcWqC4UVPNrV7WPksaYqMy+TvlGRWL45HF9zMe0BcPuCnKK0gra7LT0uXF9Sd7ktnaoqWee4OZDP6WSOdY5y1QURQ40xbL7bzbSFnaTlT9oWsgYLVePL47ou2ka7HqZPL8V8aoXGvDz+Z6PIhmqynp7LY85tUbnGde5x3ZP17Yw9Zy7TFE/mWvowY8VzsfuA52Xq67l2Wa51v00Cga9vAAAgAElEQVTWU4zV9cTBNYv0uTddT3vBmB+dRs0BQxiBNlgfpM3HdYthnpmsG5Z7aQGKSY/wspbCz63GFYFEXl/tQXM6uopSV0XRz+V632NvRQ24tRfvystlTqeU5Ct8MAzDdpKvvZjizDLLLLPMMssss8zy1HJZEc9hGP5Ekj+Z5PowDBhM7P72g29D2Z6p4JZ1QlvzbB7p/1xvHpFTiVSeAXwkc/6cRiPpXVK2hG31Js1lt2kbv2uZPgDuPT6GERuekfQWNvXnuUQ+2j1slKoiTC4zu2zYbeRoar+P6xEQKfNViSj3vUYdakoYfzO3z5iJG1rTZZgSYbe7eXZJn+IGNKOmstnkwgR5df9gy03ef5g+FY/pGXbTg7QbhXK/hXawCT2t/bLuHgNS5Lb3OX/T6u4CVTCnz+lQ/Fza2fc6ip33mJpijqaReRAdt21NqWWkyRPaJi6lUbplOe8+C/fPyKrLPOg66lj5x0ZsvEnEWbkWNNBoWh0P7kujng3K73p7THiMs73kppQ6vHc//Zj3cze5KGtbIs+X83b3gm5yPGSd/+gxbJSqonDQGyrSbPTOlAhTKyqHkX7r8+5rLhdj4UDXeg3Y1k/SvC2Us6YW8vxKX3Ff2k3/XTw/nKch4LQr763R9nhQ7um40hjMl6w0KLdtpUzdS4uuZ7wbeaw7OeFJ5NgcV/PxSa/n97pfV665PQS49z1HVprUlZXLqHiO4/h9Sb5vGIbvG8fxT7yNZbowcW64ZJqE4Bmdp3fbnqZ3q72cnhtlN0FV2rw9nPcZTZpCYvdvdUHc0H2Uhd9Or5RMg5UgHxZ0K1p2d/pZTHRehKy4VDflUXr+kicz+KEIk5WVFNzj0B3sRrqW5iraSpuUknX3rpUjFmAvDs57igLHd7TiSPmrAsnEyB7ZdeFlVyRPXkyy9X/mnfHOpF+E4fhSjjvpqQjmhXLsZ9vtSN/a07HfS1msaLmMdh2jCJhOUl2FdumaIoDLmjratc215td6Jy/kvPxdFQ6PRQKykj4AiHFBoBrf2wqOlaWd9P2uKjwnaW7ZWiaMFLefc226D9NnbUy5rzlIB7ch/RI3Pd8Nnh2LNi7U83J/0oxNt7W5c7jiPe95LLm+Vih5nxWJuuTZuEomJcUJou+W86bYmOO7m5bqjPd6Pj1KPzdBS3DeT7eNedDVXV4NBtOvKnWLPcxrflWEMW9wIvq7Xp9SRxsXz6efp/bTcyu9FsGfNlXHlJCofvCjDTrU3K1WAE01wFi0UWslr/4+TZ/2yaAIbWuOa00h5WC1pOemJz0H3nOCje0rL5cxj+cwDF8+juPHkvzYMAxfU8+P4/hzF1qyZyy76Yn1dG6Oq6XszgmCYEvQk3JtxIM0i/8o06SAoupIxqRFtPtZIJvJ5khsb7F2I73itZd+j1+eez3refyYLJP1oATQIgb7UfpJw0obddrXsRNxV95XVSRJfJ40BMcTs3OoWmE90w/Pqha6J9299LxGLxy2pvltBY8FbhMHOFmPDvaz+A5WFl9S+Yx2+Rv4PUaW/N2MJNZpBhK+F3AbBC4Ti6ZRLR+jeJl7ac4r13DObQNi6XFyquMaHOHn0u5Geypnr2acMG+b8iSNA2v0pwZLcC/R0Uj1TKAsOCLafdsKy3kmg8V97XbWlafKiXX93D9P0uaXZVqQYdK8B3w3G24oc7QVmSvctxbpFc+KKrm/VK567Vve7nORNgduZ90rUfsRyBXXM6dhoBrFrUqbDYCH6ceIlXbQMCOPFfH12Lyb/rt4rPINn9Q+zE1G7m2YVx4r5aYOjgg3SskaxhzsOTuZ5svd9AasEWIH+VGO6tVw5L6VZyOL1RDD0LDnygry/XKPz52kBTohz2V9vfX4dP+3EbfJS1k9Q1dSLqurPcn3JPnOJN+/4dyY5HdfSIlmmWWWWWaZZZZZZnl6uYyK5ziO37n68xvHceyySAzDcOloEnuZkICaLslulIrKmHMFZJ80VzooHda934Wr/Xp6NwFoBBY8u/6YP7lIQ2scabvJ4quuYKOl++m3aHO+0JqKCf6RLeEnccUqqsJWgec6tlVpN7ytdY69JSZ1h+PGtd4VqEY02nVWUTqjK9Udbi4piJNdNnbRYO3bgvawNtoDmueoZqN4dluSHsvucUe4nmR954276V3b5kPalbiJH1rTkjj617+hhnjXH6Md/j/1MLJodx9taWSpIhCMH/qcd25y2h5QFCOQ7pvus9S/Zj2wV+Nhene6Eb7b6ecHo/58T6PcRnrdl+pWhKBf/uaOeq/XmtoD+m2u4FaaK5nUSo6A5tqj9KguWSxMW/D19i5Uekzta/5f0tqn8geTad6sXMvXc3+epbnlna+U9xjtvJ31FHVJG08ee3xvI3x+ds0wsslV7vR0Rl75nn6XkXvP63vpv39db+jH9nI4hsDzFFQKc4C30uZT6u9nmR7g3aiof5236hyKmCKFZ8aIr9Mt7ab3OHpNYNtPz1Pmj9LPnsT7NbXFdaGM7wq5xIgn8tNJqqt90//e0UJ6H3PrnGqmpjPxQEchrR3dCmB1UXi7s4WOTXJPpkXCvETu9QTnCci59Vhw7VYz/8mk+toF4QK5zofpFwq7rIb0E45z1EFRcF667fS8TSY+JjbuvZeWbJnnmv+F+9KuOXiW0B0cuFWNCSfJrwEO5kdu+v5Vwa2J3ekPh+ndirhKuRalgTpYwUeh5Vq77niPk/cvM3GbbOj4XnMxUeBsPCR9v/X7nKalUi/Yj9790py+l9PnbHR7msKSrCumVYHjHp51J/2CVnPo2l3oRYd2NRWj8knrolwXUnOcWZh51sP0gXNVmUBq/0WR5NkoKB579HE2LbD715zGRSZFjnsxCGs9kmaImjLjFFEoWVamqN8i08LPuMRlX12t1fXsFEGUmWAy5hbnT6Wc7numDJ2kzamUy2OBPsn/bqefb7iH37Vv+jtVnvVOegPIRs15+vnT/SJp3FTkLD2XknRdPMtGcdK7463gM75NETIff5E+fzXKsw3Hhf5O2vrCuLQCeKp7j9LPmVb4a1DgpsC0a+m/MeUc08+R9KvX40SjlCY9JaTSgTC+Z/nNldfjeL6Y5IszRbX/9vTp/yoP+h0v7GHrwX664TpbaA5YcETj8eqcUcuHaQjozawnk6+Ikjkp19JbsB7stjAfpkd34Fra4nM0rCd78l9aOfSCxmLmhaPmAKQcD9Ln9APpsfV6M03xNLe0KmU8h2c5EIBymuPmzneU3mrG2ndARHSvF9kaiDWk53fVye4svVLjIA36inPjLdKMC/ZGrkivn2PEry66d9Lz45x/1EiiF3rqX/lgvAOp/D5kPz2vDAWoujqs9Dui91bWk4f7u3jy9zetY5K28C5DlUtnAxKlljKfp7Ud/cwIjo2LapzV8eHFjoWVOm1lWvwovxXLRdZ3fLFizph2fsnKybPybKR6J21XtqTNU5v6xE6mvsjcA1JmQ9VjwO81XzFp/cVR/lbMmA949t30Ed5Wlvx/ymUUr/Jl91WHurED48XH7hMGEJJeibfyx702tvbS+nQ1CCjbkwzI+1lXEB1fUPOwOrE93wher3Nv0ueqkbxTrqU8KPz+5u5b52nzFvOfDVbX10Yta0Wdf2wwnZdzXo9qbmevz8xhjvrf17vY7Q6pa6LH9aVz1X4hckkRz29I8oeSfDDJf6r/v5YpzdIss8wyyyyzzDLLLO8kGXM5Fc9xHD+a5KPDMHzzOI4//jaW6ULkTnqXDpayLdTtNIv2epq76156KwoL1KhC0qwptrZMkmvbU1YD94FlGkJhaz1Zt1D9P/L72VLelIaC8w/S0EMQTiMlvpZz1eXl7eVu6BzcIa5zR4KHZ/e5EQeXC+rAls7v6b1b6TmiRqJBFo1uGJXkWZsifPnbiNU11YPnVN4Vz7IbjGeC8ILoGi16qHLeSW/pgxBy7YmOeaevt7vLiNYy63062Uzb4NmgKrQHqAMu+8phMzriHYeOs44keXz42Z8tZTGSWFHq/fT5/w5WP/4ufnblVlJ2ylxdi25L84FxWbpt8U5YNrm0k4aA+v/8Ptzw/6XqeFSeW9MxeRxXtzrnjDab4nGSnj9uccS2r6eM2+Uac3Prs6A/GNU0L9Vlfj49Akhbuxymh5iLW3mZ3O9x6mf5XnMbqYNdebiON7n8Qbvd78y95hvU9FykFnPEN14Le9uqS/ggPXXJeTgtIPFGtb1XO2PNfcLeBkeqMz7shXAOYSPiuO9NiXD5eI7b3vxZI9wp1/IN7H0yAlqpOvYI+PpknZt/dWW83DsXjeP448Mw/IuZdjDa0///zEUW7FkLSqcnIAuTO/+/md7NtpV+H+/KZ/KitJdkb3Xz3l6y0Mu2Vi1+uBo1d+/2gxs3tgcKSuq19ImE99K2oMzqb7v7lmkTjoNAqK9dqXVCX2RaAN+3On5vq8Jj4jvPhjheFcCa8iPpqQAWBxNdz/qiY/conA+CKnbKsRXz6F4rXUxcDjzyIk45vMDXIBEHjNXnW1l4NZObwIYL5+6k54Ylm1N1mS5QXXp2Z72se6BtePox/aJuiuD6syWs292LDguN3XAOcvqs3sli5wXOQR0OSsCN9qQ6mN6QtP2zPSYWOmfDzgsZv23I2O3Ks2qAGAbTcfq2f5T1dGWmtZhXl/RGDO+2MWFahNv5TtYXVqeTwlh0/8K44D4H0NHPk8mwtNvXSgl1ruXyeDGdhG+MAek+XcclBr85v+ZQm5d7M9M3eU3XOoXQeSblDsPNCd6zeofpI+ZyL9MHXyV9CiXXj3qZQ36k81AWeDZ7prvONnI8r9CuDir0fOu+VlPbUXYHm1nxZK6hTyTte1BPzvEdrOR7u1enNfP1/O3y1xRJi/TUN3NYGe82DNwfOLaRbHDBdBrW9MrrvfJyWRFPZBiGv5SpT/5zSf5ykn8tyd+/4HJdiBihOczmYIJN6FjSE7aTaUA7V9xemkW6nWR71bJ7e8nOTrK/unl/f1I+H65edOdOcnw8/U7aQsGgshJaF4LTTEoN5YTrcqbzvr4iIzUgyigNViIo537aZIdiMOhe82xAD51PlIXifppynTSF3XxZl3NMHw15T/Vb6H7qv5sWAY9y4MXAfFAvJCDgOzquC0KNWvZiZjI8ZeXa19IjGlEdQY2MrD2v6+ijvpfyJS03JfVN2qLLQueAiMpdtrJTOW630iM0bksQHmd6IDcpSivlqIgWi8MtHfvcMskXrY6vp/HjkrboPKf32tgi6CdpfdcL9m76Se+a2sDtjFFiVHI7vbLsxXun3F/RcvfpZfkfiteejmvy/6osOdiscvasmO6rnETpu08beUOsABrdcoYF3rvJmEuah8XzbeU4o/CSFYM5gDmNZ9tAIkOIx6HnD/oP5aRueE3gySNGFelb/g4OTLJHjLnDyrSPKdemvdC53++xwbRdzuN9cACZEWDzzZ39gPMux83V8xgTn0s/tqzE3sn6Omge51Fauyf93Ex2DkeTG+HkGp59W/cCiti49NgCBHA/RZiXq+fuSev61ZXxHZ1AvgJ/m+TrxnH89iSfH8fxTyf5p5J8ycUWa5ZZZplllllmmWWWp5Ll8q39vI3yhohntP3qMAxflOSVJF96cUW6GAGOx4o8TM/BAaWp/J+kWd/cu59+d55H6d3SB/vJ9ZUJureXHBwkt1bwztFRsruXPFiZpNd2kvPz5LVVQYbzdBxQR3izR7ojotliMmloh1E8p7TxvUP6vHxbabs7Jevu8+1Fcm1187XzPpXMziIZTCdYTPUG9T07Sxar+u1majtQKVAoyuKcp4jRgK30SBM0CP7eSbPCQaHsPrZrx4gfyKDbsqZXciSlXem4b3gWrjLzqJL178T/qpvxdno01bzEpEfEzaWsKaH2sh4RnTQUczsNXcWdCQJEyiLqW13LbNvnKGan6TlMj44ZpSKl1ibOa01vww4nSI16Z1cr80Xtduf9yTrKb5SUOhvRMrUCN6KRE0fq8z+jRzyLecauQ6f8AQ00nYLn4GKs0dYu+17adwIt3ZS+Bp5lpaLYTV2j743CuX+BhhqJd3vBD/U7KCN5e0GkQbxHXWv3uZFX0F33A+YUrnU5mdftFfEaULNTmIsKPcCot5FkI2u30rxotIXnIsaiUU73eY+Hyt0Hidy0XSsoLH3taPVcOKB4KYyWElGOeF5aZB0BReBb2+XtjCtWJuwBStYRrppx47BcY5c4nj6uvZ3eY1Cf4zzQzCfmIr8ZpefSy2V3tSf5G8MwHCX5T5L8XKYq/dCFluoCxAsOQoqlpLkhPWGZ23KSNlEOaVyjZJrMjnaacnl4OLnXk+n34eGkcCbTNXt7yclq1jk5ST7z6eTB6mV1UkjaAHuUSdllgq6LcF1IHByyl54fmrS9zrM650UbTisT9rCYAqWS6feZVradnUnJRNHc2p6UT3Ob4bbueSZLmxSZKEjwbQW5bgloJc1KR9JPWEfpU/eclnN+Fq7Umi7kVH8/lz5giu9EINqLq+Nbeytle9me7ZQw3iKVxbsmTGeRQSH0QmOXtwPmqoGEW4nzJKq3G5fnsCiaW2mFF/5odenxrtvpF4qTNAWX62uKG7qCFd5luRZOYqVAOEDGdIsbG8rGueuLnnN9924fbGP3LkqJBV5a0lytdQvN6vajfg7EuZMW9JL0fc738fex/vdi+vGBMe3vxHxFOWsgXDWYrCxZ6V2kT+FjI4D6mqrj9rLixDHX4hp3sIhdp1Wpq7n7Xk2/RaTlZqbvaSXN/ae6xz2WOO+8gQu965Huvb4qh/n0VvZP029AgNFWeb3Uz2PvXD/U0XOCFT5c7Q4eom5Jo4Qtdfwgrd9W7rGNUQwmByAepwdlXH9Tk1Cml+U6r01WoJ/Pk7fTZI405cFrVb3WQMZuei6py3615Z2dQP4NXe3jOH7vOI53VpHtvyXJlyf5iQsv2SyzzDLLLLPMMsssb12esat9GIYfHobhpWEYflH/+4+GYfj1YRh+fvXz+95M0d4S6jyO44MkD4Zh+LEkH3or974TxK72Gjywk8nqqqklkoZC1UToz68uBtG8sYIWbuz3wUUHB8nNlfl/82BCCPnOwyJ5cNasys+lD3qxYFXXlDP8vpd+Vw+jNjuZEMzqvuLe65nQgtr9Hu8IcZ5c18nzpVCW5YQi7Qh+WCwmCkEy/Ybn/KR0FkY4N9WNtjeq4vKrmB0q42/O7jOI3S41vVJ1rSZTW9iFA/K8m6mtv2gFtb3wQnJ6miw/OR2TBss75Hg3IyOejtZMGrphC7G66ezCNnpBW4N4geLbfQyKAkJVgyecxNr0gb20QBfOu90d1EJQnyP0jawZZamoIWgQrsNKOzjNhHLijThKC/LbzdQn8US8+OI0TumXt28nL7/cAvseaRxurZ7ljBJOP0XbEiBFcJrHm/uwkXja0CmPTtNHYtvz4uhgUHhnJkh69Ox6erSxvs+uVbtEK2pnVztb1fpe0yLYCMKI1076wC7+vpE+g4Bd+9TBfY33IVvp3dBJH+h4T88CEaxRz9TXtIVb6eeH6nr3/A9qS5uepEeAcY1TDm8OkPSpl6D1VMTYgZDeQtLZBOh3BFRCvfK8SYBm0kfHUw5TPiyL9K515sNKJ6C8nnuMyvIsz6fn6b0zHi81XZKDI3mWN9HwfPog/e59r6ZHdfEgXHkZLySd0l9J8gNJ/qvy//9sHMc//1Ye9LR0h+GNL3nCjcPwe5P855n6x18ex/HPDsPwFZki5n8pyb81js8+HAu3Yl3UkFtp0XPJulJi2Uqyv9cWtBdeSJ5/flIyk97tvLc3RbJzDuUMxfPBaXLv7kScTabf3ru8Kmpwzzg3pC2OpP4wx9PcF7tz7mUapCzY5ijy7PM0N9N2kmurgnhBsrif+++FOKC4n70gXUuyj5t+kZye9ZH5Vjaq4jnoHNxR8xTdBuYs4b4hshZXYOWs1ehRquXJG3cd37Z+6+2zqX1R4v2N+CZ80zv6v397wfKkS9m4prpVTUVYpHf/1feYGweH0VtVJus5KJEvUhmJUPWC5S01ceF6N6bonJVYOHlcw97qXrRNxdhP8tyqIx8cTOPyy75sOv7yL092X3jPY83zlU/ey8c/nnziE6s6fSx5aVXR++knOWexSJrCtom3m/RKHNzJhe7dUx1eTqNBJD3nFw7wpm+WNDpJ5UBazMv0Yp9M/d88cr/rKE0ZZltfK97OVAD/z+9yWSrf0dHFfF8rj4u0ec38wWV66gnzFH2N/MKVbuIo+L1yr7nZlZJVFyKecz99P8S4sOJpLqoNQMrhucjGBHO1Fa8z3e9xikHH8UvpufyMf7/bCuBeelqCM2rg4q9ufe8SVt3hzKf0F9qDjCmmOUTH5kDXXaEYP75nkX5uoi1fS//9aDvXoWZxuLLyjF3t4zj+3WEYPvwsnvW0iuf4xpesyzAMW0n+QpJ/PsmnkvzMMAx/Pcn3JPmXknxLkn8hyd9+ynI9UUxuT9qEUju3ERyELdo8mJ0i6eioVzyHRbIrJWRbrfxoOSmbj9Mn3UnunrZJhmAJJ5j3YPVkX8vpenGO3KNMZpyvW1NSr5p+6XGdF60eOzuTMmme5/l56+eLxbryDa9u6yxZnvXI4f5Oa7tkem5FOp2WZEu/n5QXNFnnByb9AuS0IljJOzq/SJsMQUfMG6zI2/FK493fn+pwsmqfs7RE+bzLi585SEz0Rh69oMObtIGEcoAyVFErBwPYcPHiRlJ2pxPyIsxE74CpmmLMC0Mth5/Fgo3iaQXP+zdz7EAUFlkrGtd0/ub2NBaT5IMfTL7yK5MP/I5VEo6PfCT50IeSs8mceu8v/VLe+9M/nZ2dqRXu3Ek+/enpUvh7jJGKnlMWB+pYIbqtv0ECaSvzO2kPKwtGh1HKrKTYmBjSc7Xvpg9Os0Jcl6GzTMaa055t69jf9zzTWFzq2EjiXvptdHm+lUvOkYeS+t5I22M+aYo55facdy/9+AGJf6hjeOKukxEvj3Er2nAlPd86iBIuKvd633sQS6Np8Dqp0076lHs1QLCOW3/DJ83LBBZZ4fU3GNLPnbXta5J7PxvxRgyeT428Uj7aij5pA9X8YvqODRPPD1ZaeU8Fgnh2HU93y98OqLOyfKXl6YKLnh+G4Wd1/IPjOP7gm7jvu4Zh+PYkP5vkj47j+Pk3uuGJiucwDP9TNiuYQ/p84m9FfkeSfziO48dX7/hrSb4pLff3Ml8AmjrLLLPMMssss8zy7panyuP58jiOH3mL9/zFJN87vTDfm+T7k3zHG930eojn6/ns35I/X/LFSX5Nx59K8k9mcr3/RJJfTvKXnvLZryu4rMzvsdVZkzzv69rn05L4Jk0zflKS+N29ieeZJMPOdrJc5uHp9PTTuxMy9soKurpzp/HXksYd4h2P0lvo1sqxTrH2iVx3OiFbv07cbm4W791P8vwKPtvfT7fj0rlM18ViMqZOT9s5eJ6c39npaQX8TTQ/1+7s9Igoz6R8JPzehGzW9C9EwLu9/I39fXGr27Vs97kRKM4v029p6jROryb57KrsDz81UQaq29GR+060nDQXF6hjRT/ulvNGA2raFRAK3LucP0uftNlUAv72e40kvJz1NnFaK6MZoFBGsIw0kVHAtAXvtJI0BPMgE7Jkvps9EzfTb+36/heSD394+vurvip579d9WfL1Xz/94wP/TJJ/NI+/xPt/NlmO+dCn/9ckycc+lhx9urWH0zwZCU4ailmRJ8RR/cw1bh+PTdJPbUKP6zaWtK2RJmdf8Pspl3l4FdE6T5svyOxA2xvxJ0WNkUQjnvCH7dKslBx7MYyOevMJjj1Xs2VxMvWThyrzIj3V4kH6ubzSpGqaPLcH3xN6kfscYrTN3OykJVxPpu9phJxne9thqDeMyYroMW5px2U5pg4VHa5cUfNljThyXFOI1Qwb9g4aiYTKhJgCwDe5X641yus6H6ZPiXWeHsVdpk+JVBFgzsEtNm/Z7fGkGIMrKW9DVPs4jr/B38Mw/FCSv/Fm7nui4jmO4//+DMpVZROaOY7j+H9lUkA33zQMP5rkX02SWxArn1KqC6aS0GtgB7/tYtjKpChZMXNwzY39ZDhaObl3riWnD7I4m7J+np8n906S11Yj5f5p7zrC1V7djwiutazKStADspfmznFAVFU067WHSQ4Pmpvy1q1Jscadfn7eBwvdtT8jzb2eTIrk9f2WfunsrG+r6oZfe0/WOyb1sFsaDirtcT19W3nhyupaL+hWylG83B/sKkORchqXA/39MI3gP5z3O3pQJrvTKQeu0MqvtYvbHLWs7vXOLOaReRLmWp7Ftn1eaJ2myG3CBG1Op78JSuy57ue5t9LcmNTB3DrqSh5ceHmIdxciGMKuF7ttD5McLqYAv2TiW6N4vvcrP5B89VcnH/ja1dVfm+S3qdTnyYd/IQergi4WPSct6du2prEx3cJuv6RXjt3OlN/3oLC5rU1bsBu2biH6MNOcUIMGKZf5xCgNpgeYe7xY1Yk5wooC/R5BCdm0C1bSG86UizrwLMr4Wnrju7atqQS0FXWqeYAZW7TPrdX1NtwclELZea/7Oe3utrRbepHkhVJu91s/q85nW/ofiqH5kodpFBr4kX43bb23qru/aTUurIyyxjlOwGWsBuRh2ly2uzrHveaKsvVv5Za6PaoSaGPtus6xNlduvsfacdbnI661wUSft3Jd+elvRX7lV34lwzC4u/734zh+2xfwyIuRMRmXT8WIfEsyDMMHxnH8zOrwX0nyi693PfK0HM+nlU+l3/Xog0k+/UY3rT7styXJRz7ykadqTdBCW8IeZIgXYk8MlbQP6pdMUelnZ00xGxZJFkN3sRWvR1Lirm1PgwIFkHyPTCxG+0DN/NEepbcqzUlK+gWbCT1pEzsW+OGij74/OuoVwrOzhkae2MxNQzsJINrZSa4LxVwspjZSczxWPIl+hx95fKfWGIUAACAASURBVLcFPlE/9qCnfZxLsRLpXV84WjzLygCToL+/J2GiI5Ht9AvxdtZzCZqHdpq+ra0gnujvRZoSRxkcxezIcMrtMpsP6Ihizpl3CG/MSeH5LKD6lItFyGjq7fSL9UL3ezE8TJ8su/JWjzK1rXnNRoKS9W/mdh9SFt5FyxO7v9+C/vL886sDrnYW1kxPPTt73DeXy3WEzgEP3vZx017cruNBWtBGsp4vkedTp4rM1+AyBBSKcuxmaj8rJTY26pjfSetTL6/eVYO8+C4PSpkO9Cxvpcuza/YB19GGE4q4lUEjk59aPcfcUydEd0Dho/QbUsBDZkxWbrvHGoqRg7rc9sz7DvCjPUA3zXE9Sm8wgEYn0zeqBiTC9/JWlO9LDyC4HEkfiJW0eQ8k2d6517KumNaxybM8/+ykNwod0U4dvdWvI/OZa+gvgDd1vXX/4Js+l35+qAg4gUgVEeU55jjTFkZtC2byluRLv/RL88orr9Tp6h0pzxrwHIbhryb5+kxc0E8l+VNJvn4Yhq/O1AU/keSPvJlnvd2K588k+a3DMHxpkl/PFEz0B9/mMswyyyyzzDLLLLPM8iZlHMdv3fDv//JpnvW2Kp7jOJ4Pw/BdSf5OJqPmh8dx/Advx7tJV2KOjiMHcTttch3RSFiZi0woi1MinZw0jufDs+Ta2coGX47J6f3HCCf3PHbLH0zo4skKhsA6xcqs6GbSrEjQD6ML3snGCA2oitEPI02kfSIaf2dn2s6TcjqC/fR0Qiw5NyzaNpk8q3I8t1fm6+liFbW+bM+6ezd5ZWWG4koHwcA1UvlxSePRGcW8mR7XsnvdkcXX0lMrKu8Ol6MtZbtLl1l3Ixq1GdNvA8o7+G03kpEQ3KxGaDbluDNlwNwwdgTxs7n2Vvq2NDLGc4507PZxvkLkMA3VO0i/baMjSe9kQgQd1W23vnNvPkxDjBFviegUO1k9d+c8uQ43eKm+enJvStT5/l9VrT6Xhp//TPL//IN8Bl7nSY+c3Mt6einX0bSGlzPtKgSaaP7acVrb86xNHDWjun4v/0vWt2Ed0qei2YR42t1pt/xONu9c41y6dmGayrLJdeqUU06zxHPtGTDvEP7948+WKa2c+7XntK1yrVPt+FrE/djjxd+DcjGn+rzb8v16jrMrcGykbU/n4aI66tt9/FbaGHtPeg8ASCOopvnllMFzU9JTteBFc6/nUEf142nzFqKOK2Bces5wG5lSArWmIu9GsU/T5+gkFdNe1nfvc1tSX0fbO4Wey7GXfmvfSgm5qjKOyfL1Ur78JssbKp7DMPzPSf7AOI53VsfPJflr4zh+w9O8cBzHv5nkbz7NvV+InCf5bFqF2bLP6XKcauEwLXQf12BVIFCeziePXcdTvLZK2ZLzh3l0cvbYPX162gfq7K6CkvZWKxYTCkuj9xb2oE5aGgDzd3x8nD53nl1Udd93XOW4wLe3+0T4Z2fp0kIlzbX+6Hyd47m/3xTxR8t2brmcjs9W7XF8nByfNFcaSqfd1k7/UVO0sGjRPuYHkv7FCiFtaUUn6RfopAUAeREyT3Gpe0mzYle6F1o4ilYi8AZjDHHvy1lPcGw3HIusk4/TNtX9TSomL0o7er4DWmrQCguUXYtclzQl3go07yGoxm7I40wu1OidN3We+plWkjSXm7/DIx3jNtxbrayfezn55Cenvw8OPp7r54+mTPFJ8sFfnsigJ6ve9ou/mLs/9fP52Memw1//9JQHMZkMwM+rPRZpQVFJCz5C8V6mpyJwD21jPmR1y6PsOAjI7WwlFqFtX8v6d3OaMMrKb6cgI50WSsmt9OPLXMFF1jfQiK49Sc+vrnxJ1xfO4k65HsWDOethOY94fNRgM5RHK5ceXw7MY+yZD2ij4Lz8dvokz89J+wabviHvcn2d5J7E9TZ63Y/Ye72CJn5uNdQtNjahIfi72kjYFIRRjb1N6elqEJdzwHIvwa9Jm5dt6NWgKNrjQda3uqxKv40IaA6I10TzPa+6vA0Uz6eWN4N4Po/SmSTjOH5+GIYXXu+Gd6Kw+FmJq5Gou+kVk/et/j7MNPj8HR9K0dy445S00pOTlrfz+Hi1R7QU0Qdn/cD1wDb/iYUA9Odh+sm9BhaYy8Le8kwi3Pc4Mnsx8U2dq9PKY5LHQRg7O41TRx2S/t6Dgxbw8WjZAo1oq/ur+j84m8rJBDamBTkkk+XvaFFbyUkf5APJnsmT9jEKgYLDN7WCE137MA3l4r1OrlwjXc/1rGtpSpXLQblAj7K67iz9PsyehI/SKxa3yrEVGgwp73teI9GNBhgZqwsBO6s4Qt5cOa43v9a8VYwC3uPflS/N/dy7mx7dQcnbJPQV3v2ZT7csIsfHyQc/9av54McmxPP68zeS/euPI+N+4xOn+YVfSH7pl6brf+18Mk6pb0V8a/1R8qLrrHjQds5YwG+MhKR97/rdXA4W8Yqs1WhlB90k01xxrHNGzzEc6n7z/hYI3gXn4txKU0aok+fTyme0snQ/bcyh0HGeeZg62vBAibQheif9s2kj6lyNc/OYF6o//HrOH6Yfi1bwKmrNxgZeUP2u0/TemDF9X+F6nu0yUz7vqufxb69XVbQfZ2BZ/eYb2YCyUvYelYu1BiWbb+7zHtMuI9/TuYsdcIkx5X5ug9XZOrxu8a7bpRz0yxfLc+mXtf9cdXm6NJ5vn7wZxXM5DMOHxnH8ZJIMw/Bb8pQJ5GeZZZZZZplllllmuUC57K72JP9+kp8ahoH0Sv9sku+8uCJdjJjXkuRxCpsnubEdQbgp+rm61r1zz/l5HuftPD9PXj1u3r47d6a/jYAeH/fopC3p47TtNJMJATS/ibpwn/ferRGZzpeHO+qxK37Fy3S0uXOTbu0ssrfXWuHsbNrqk78Xiyl/aTKhnUdH0w9yfXWO54P4bi16d/h5eqQJt5ItVqM83o8exNdogDME7KehLLjZPDbvp7UdEd9269cUTJwj+pf3vDcTukFbQyNwihnnIUwaEvJ8elQXl9JC590GNTWT3XBGfji2W2pR/jYSAOp2onuNSvHcuuc810bHL2RCpeyKN49rLz2n7UEaqn8/EyuT1Evb+uFec8nuniQf//j092c/O7ndX3xxOr516162t+89HrcvvTRd+/+tGvPX0meIMOIHomt+rBE+U3aSHikjvQvnQJzMeT3UM4xIVf4n33eh85X/tkjfj92H3Xb0Bbv1vQuU+8Rxerc80c+OqjYST/2M2pnvd54+RZOjpys/Es5n0jiGdq3XPp/0/b663qsrOuXaitzzrDtZd8Pb1Z70Uf32ApxkQq3xorkOlUtqLxblsCu+egvwzlAO82e5HsT8NH3fNiWAOng3N7cVmVC4fkibx0ApmQ+MjCPOFAIX2d/NfQtPB88yTxXE36mYvLa73yH2LtzOu0MuNeI5juPfHobha5L8zkx97bvHcXz5DW57xwkTmSfd6+n3Kid1TzINEha7ZXpi9CLTR4WrSSqle6uRcu24Tz10fNwUzZde6hXP186m99zVs53+gRRJyTSYHLTCgDzXtTXFB4P3lbR0TMnkUlmkpTwit+YjKc8OAtpaLLJYbO7JBBJ5C9Gjo+ZqXyjwaHt7ejb139lJ9s56Dt9pWk5MJjtzDR1oYFcZdWbSw4VHne3q2ZRSw8Eid9K75knT4knfbjTzMBdZdwk4L+Fu+vygJ7p+Jz2HE1crdWaR9SLuCbqmT3KgSnXHOr/hcTlmATaHczvrypPTx1SXujmOL5Q6WGG+l6bwVdf1nUzjw8+0q3UvfZ7HpCk0L58kx59oqboODtJt9Xr7dvLp0+ZeZzvGZJoXrLjXoC/ceaZx2AVet060MXmQPoDEbs+kd0veTM/TvZ7NHNfq4rayyXiAWuMNJupvc6TN96Nf+htvpVFKrmXdbev28V70jEnzLmu6ICtEnpdRmmzk1D3Qzf9DubFyVakmTidlygNl4Hr6AH9XQIKAxWQaR4e6F0DAyhJSKQ7Ug2OUcpTcylm30oaRYkP9hbS5aUgzIpKem32WNu8m6zxd3NQOmmTeQuF2XzrV/6kD15+mV0TtLqdta25jx1/spH2396SnZSQ9V7wGUb6e4XFVZBwvKcdzGIYvH8fxYyulM2n5Nj+0cr3/3MUXb5ZZZplllllmmWWWtyKXFfH8nkwu9e/fcG5M8rsvpEQXJLZ6LJUGgTVUrTEHHuGSBvE8OZnc6ciD03RbQN6921CXO3emn9dWZuu99DvAXEvven6Ufts8R/uBONkdZsvQEcy/msndAkJxY3Xf2apzPjibykrQz92dPiXS/vL8MYp79+50LXXc358QTRDOw8MpTdT1xyHTDS09P8/j3YpoS1u2uHewvEGZNiE4ILrVlbhXrvVOT96VxfJaJlSYIBYQcie5NqpntO8sLWk6simRv7+Ld8bx94cIX9PSOF1OtdrtovOzyNxgBNxupk07sYDIgPZU17H7os+7rWqaHtAb12kv61tuJpMr8kZ6xMIIJ8ExRk9dR2+oAAXibFXp/dtTUNzDVQPdzhTUBZrm7wUq54Awu7BBiowsGWk6St+WNZra7nS2ejXa6z59M+tBS59bHTNXgPKSqLyiZ5yz+7QGSIHuOXiRdj1cXUf/gR7hBOmOQqePGwF11LaRVeRJiChzJGWOykVfMjJvYUwY1bPHxN/BFJak0QNov5p6yBHxbtPonopMc9399Oi5+zAIt9cme7aWafM4kei1H7q+Sd/HHWzjOp2nTzZ2PevZEfzs96SPPLfw/fAa1qCvmrnD69ZReqR5kamvub+QVot3O6OC02vxbFNX3hXplHJJFc9xHOFxfuM4jl0g2DAMextueUeLXT3J1JntwsEN7QWejv04jcRqJOA2RvG8e3f6yHAedzT7seMPnEaUTm9lOaRPAXQvbcDW6Ee7vxarMtqNZPeoFVj+dn3N2dq90yLPk0kxhPeZTHWoiieC0gmn8/BwlQ9U2zUxCNjlyGmbdnaS5Vmr06hyvZxeEbP7m0nWUbg1atXf2JMmk68jjc2lQ9G02/pE91vhZXFjQns+veKJgubFyBO2J9ll+n5aFzIUOC+Gdv9ZUFJ5Hsqj+4fbo6ZeWqZXDh15mvTuLi/QKAKVN+1yHafnj7ptvJc9XMoaIW+XNnlBk6Z48TcuvWSlKJ33OUCr0VfLipCKjLbEnWvupZW4L07PZ2Oc8yx/B5QB3m0Fbje9wcR5jit33bllk3XubeX0ub8RSW1OI/Ji1mkcjlqGNuCFwhQip6LKqkzcM67K4Byy7Lme9HkYqxLP2DKfdk/XkzHDxpjLYIXYhkV0blPKIO6tCrANsUqJsaFmw5e+Y2pB0tN1PJdX4zvpDaSkNyjt8qYsHptWpv39Oef1x/c6QwLbaXp8us+epYEqSd8/OfYuabwf8b7vSZ/68DStreij7muug/++0nIFgot+OsnXvIn/vaMFfhoDgwWHBriVPjHx7fT53cYk26uT29u9NcGWj0bxEPifjxOmn/ULR9IH/ZxnmvBZ4LfT0rEwMF/Tbyc5RymzBe8UHOagnafPl/naeXLtTqvD9f1kX7PjsJhSSCVTXU9Ospa3k3RLj/N3njWUE0X1wYo3SjqmxWLilVIHlPCK4nnxZMGqKNRpqT+TLRPWedpEzTcwt5RtEJOmlNDmIANOeMy1NcAB5ABh0TECaLlZjr1IVKXVCE0y9R1/47r4HaUpXq+lX/BseBCAQPDD/fRGDM9z4IU5f17AjtNzOn0d1zrAYT+9YbFVrjWqD9LoflwNEyctdx2P06dFOy33ViXOiJYRW9fXCLC5uVWJJRUNf59mfUFHKgf4Vb0bnpyVNqf5OU2f8sYK7fnq2UaHzPtG4XcKLaNDDnBBaaVcbN3Js0mB5TYz+rmVpmg+yvqYeJT1bUCT6RuyDWbStqn0N7QxjiJij4I54FvpFc9DvQvknrYklRnlqMGbDohyv0qaUVc9Lcl6wNzD9HMeSh3iMcI3YE3AeOZ65rSaQshrhOvvQEb6uOvocez1BF4x5wk8Mm/T8xr/Q2qgr/PNwo/l+sP0Xg8jnox/I81uO3t1rrKMubwczxczGe7Xh2H47WlGlfNOzzLLLLPMMssss8zyTpHxkrrak3xDkj+U5IOZeJ4onsdJ/uTFFuvZy0GmgmPN4b4xrG9O5MvprUK2skyS504my6puXWmreqF7t5Psbrdrt9MjNkYZaloWuz7Y/YH3whPCUtxkVYMqVK7kMi0FCs8+OW1c1P39yfV+oocRDXxyMnVqEE5SL+FZXy4nHt2jVSVPT/t7T04aevrwfEr4bffSJm6T3cP39Lejo0Eg/E3NnbOFTqS0XUN20eBKrNay3UxO+M3zkxYl7e0V2c0o6bMWLLKOQJmjtJeJS0WdtzMhL5vc8UZ+uNeuQnZPMqLlcpiKgVBmKA/2EDjK3+lyTlbXU39Sn3B8mt7V7sha0F1H9ZvygPuTNuP7boqOhSfHxFWj++kDm9zSoNQ1c4Eja7fTLHDSIfndph4kPY3H//cOULzbyLu3EOW5NY0RY4YdcdzXjEo/St92RsPIsODMBTU1lvmi5l7CU0WO06fQepTWh0FG93TMHJs0zqq9ERXh5l03V8/m3vt6RtKi1u2KR9hS13UylYcx4e/EN4TuYvew4wiW5TxlsofhSNfyTOpYXc/+5kZ02dWoovaMH8pBuep4MjoKb7LuglS9Fdz7IP2Oc/aw1dRd99J7hXCVczykp5/Z81BpTtX7AD+d91KvZH1jkJRnX2W5lK72cRw/muSjwzB88ziOP/42lulC5OX07j1S8dj17omlpt14JX2Ov1tpE8ew+p8VPk/ue0kW6vnmdCa98sTEwXlvw0cQi++z+5j7Ko+Gez2ZbaUf7NRtsdKmCJ7Cnf5o2RTJ8/NJyUTRvH/aK6iklUK5vHcyBVwlEz+UACuuOV/2O9VcS+8qrPwwK5rep/o8fVDLMr37zzvcwGeq7k7TFrzw1uvrTjpWQsxN41675ZyzEqW6UjzqwHRqFfPh7O5Mpu9JW7KI2PVuV4Un7MXq3ebCOS0P11AHFrBNwUX12qQFo/C3FynnsGTxthJzXq69rjrS7r7eC3g1YlwnAr7M6+UcAQ7mdJougVLv3KyVk3ZDf1sBZiGFAjGkT9fmhZEF1wZSDTyxVAWxLuJWiJO+z1ej1wqMqS9Jc8ube+v51GnPuJ4y30/jX/MeB4Xh/uf+G2n9nVyafG/aFkFRoi9up+06Rd1c36XqhovXc6wVMxttnGOM4961wm8jmLZygJC56EnfD037uZG+fyc9H9jUDHYYcxnNxXQAU9LGIuec5snvQWx8eW5h7rUhi+Gf9Oshz9nT+x6lzakYk7SHARLE9CPPQ6ylPIt+WdeIqy7jJUY8ka8dhuEny17tf3Qcx//gYov2bGWZftJJWrLupC1ANZdc0iYzIzqOpKRjOwEuA21X93Ptpv1wvTg81LOtlCaTcuD37qRZnUyEnty49yT9BMx76j68jye4230AUe3Ei0ULrlosJqWUoCs4rqCcd+8+3qXw8fahHN896ZWBRfl9kF7R8KICT472MIKNONqyRsTVyMeKUtUFut7vCczIErwyzoP8mMPlcrn+KFlWgL24sgUiCpAXiuP0fECQNCstXjyt0KA4eu9xLzJH6ZORs92sFXFPJkcqB/xYFIu99Ps4U7aovDaenKeS3KymL/l6o5Rub97xalpb3ki/wFnRsheBc0Zo+J48C4WF89fSzwHck1X5yBPLtbtJDlcXLBYt8n7vvN9qES+HFUsj9/TTTcoS33NTsvuofkb1PQasODGP2SsELxrR/hGd0b/MOqqPIZxM39bBebvpvQc2nshd7I0xnE+UtnBy/rrFrNEwc0Afped8GjnEg8a9bIrAtbfSb25RQYLjNB4/SqZjCjYZCN5+0v2QLXmpk+fIpF/zGE8OeqrKMGNrkfV1zn3AmV/guFZdh77v9SzZbDjR766lR0vp0zUDx57OR+fupimeeHUo87uJI/hO5nhWg2aTfGPdqz3J77u4Is0yyyyzzDLLLLPM8jRCOqW38vN2yptBPLeGYdgdx/FBkgzDcD39JjCXQqqbGrSmopoHOl/heb4Nbia0cRAprDlH2T3KuguiumB8PRzGOzrGSsON4nyJRo7uZH07NL/X9X2Uyeo2V+o0zao+TXLtpI/EtZW6lYaILpcTkkk0O3k6QTy9c9Pdu8nx3cbJOk2P8MLfodxkGwDRuJPeQjfKQLSzEayaauaB7jUSkvRcO7iRRk5IoYO4nY26gY7Tl+gXNcUJ91a6hNMH4UZyVK8jol9Ij1qTBSBpblrXwXWy9W/kKpnQGCNWO5k8BEaiq5u/pmJymY0kJRNv1d+0RiG73zqS/zT99oqkH7um++nDIIO0Dy58o81G0DzWjJxynevIdzKNwzuzQPPIqjw3VEeyUdh9ukyjriwWE+85ad4T19feF1zBpmLspu/ndodX74LnBBDRTe5gxK5Tj0vQUvdjo3hOU8Tc62ur4PbmXabemIcM2uk6VXe631HRTbcPmT7MpeT90TX8XpZ6ef1gHq9pr9yeFaW3G9xrBAigy2AU0r/hnvPs59OnwWKds0fBbeU+DepqZPy8HLsu9fs7u0LlWrJe2tNBW52lHx9eS3kG2//ybtoObrDbxd6qw/Tf88rKFXC1/9dJfnIYhh/JNK9+R5KPXmipLkBwGZgs7w5qZSWZOqf5Subo2R2RTO6/a+nT1nght6sdzmFNxYPLdEzvsnLfsVIUna+IugezJze7VVDCTKT3Htlj1tO8mB+5n2Rr9fDt25OS6TynTinVKZ6nfV4+tgR1oNaDtMWF9ElWHjzJOmcfkyhK+3kaV4/yOx2SJ0omftqrcj7hk9ZFmjK6fSDO09Y1iOBE156Xa2vKpdpfeI4TmSOk1rELalvXYrh4j3ArBnYlwtczx89BL9A6bJzZsLMSx/3cC6fRPE0rlk6QX9MnnWXqD7zrXpprlvfa/WdqC2OaMt/P+vaTNf2Pg4t2knzR6vjm6sepaNxvzX+kXfdXH3VruZ4iZ5HmXt9aJHdXJ2seSuaSmj7oSQETlZfoRZq+YB6rFTEbOIu0eQ5B6adcB+ndwZ5fqQtlcD9kG9Caioc50dzs19IrntuZ2p2+hLFlnqpTrPE8P7fyH+HmQsNwujbapm5l+/gb6z339EyMU5/393cfN7+TZ/N+fjuPp+cx5j7PUzXAyfPHk+b4pM8hnUzfxTQgz48EYfl7e11iMwEHXwGUUEeX+STrCqINxmqMeUtVc+SdestlmeU3V95Q8RzH8c8Nw/B/J/k9mfre947j+HcuvGTPWOBUeWF1FCv/Y6KoyeS9cNLRrbTup09MbW6cgyWI4HRksSdKJjNH+daAB1vxXljhenmgmc/lRYe61mcx8Qyr59gKZWJk0D9eDM/73Zu2Ful2PSLKPavnmw97lj7pN2Xy4mLr35w8UAQvBkYx+S7mVTHhgmBWdMcR8OZwMTG6PSvPLrq2omdWaj1BE0jgBclcVVCYStq3UWT0y0gr/DfeVfuxg6WMqictsKoiJTaoPMHXPrudHrV38FHNo+f2Y3H3e2pbR+fpO1bqfc4IDgqq32VUblOwGUJb8h6UX6Mx52k8VisVeDVurCpxczvZ15h4vGiet3J67nHU8pjeQNzPpAAbUbIi5ihtFAW4hRUQgTvoQBwrEnZz3c/0fe1tqIhXdH5/w/9sSFfOnxFPf98xPWq5SJ8HGZ6uDQKPlx3VA/SU+RNkzPze8/TKdeUV2gh+Pn0kussJqs95G8TMPW6PhepUc2Se697qUdvO5CWyZ8JlYfzbcIn+tjLtsiUtsHETPw/utNexlGN71PDO2Chy252kz1BgVD9JPl+OK4+98pRtQL0ZfuFVkEsZ1W4Zx/FvJflbF1yWWWaZZZZZZpllllm+ALm0CeSRYRh+Z5L/IslvSzNE743jePi6N77DBIvLaTaMeBGRavTM6JgtpRr9DiflgY7dsOaZ+d1Js2SNgFXOX/S3rVvS41QXvCNx7cK063BTCg/n2ttJjy7YioTb9RgtXSaL095luXMmvuxB247z0XkfhVtRKb6J+bSVbkA97cqizLd1PailET+3u6OyQTP9/e2GO8iEJIAW2Q29v/q/kbSDNBe7vxnvdl5GIxS44c3jpXxJQ39dD6cksdv1LH06Lvp35TXXMnFs9Ke6bCt/1v1wmT5HKMdMGLjRQLTMaQXdqJH5CH341dXx/dWzaS8jfFxv9PR+1tva3wKUdj89KoVr2DSFQ0En95d9OSvY8DDJg1UldxbTTmCmU9BXsyoPcwlbvlZ+tREc70A2po82JwsA4t2IiK53Hb0ntr8vbc44ZXxYlmko3Y303ESjdLiKOUfmDz/H3hdQXP72WKq5Uek7lfdtjijvxaXv9GNG+Y1wJ71rGeTQXgzTb7jGqYoqXcZcUs/Vi0yUAtraiDfv8ntup81L0IuMWuNlQnbTe2M8bv0bvrznde+UZl7mbnpEk3zMnhNNVeL5myLToTG4j1fvitPm3UrvMXJdQTs31fdKyxXgeP5Akm9J8mNJPpLk25P8YxdZqIsQB4IkbeFkskf5M0SPoEgwAFmQzZe0u9id27wgizkodiNAAbCCyHPJjeeyWREbVs/zgEXOdQ1i9w0TlF3LdVtD5wB9mLZIn67+560pzdNbnCTnq0q8lmk7Sa49yLRIeUI3d666v1yva2lBSkny3Oo5L+s6K5vVeDhLz780jaGS9vnbLjwHEpgOwCJkd1NVeu364n/8rgucFUQ4Vla4zX1y30Mhdv9z0vfT8n94ejyn9h/nTGXh3ZQfEYWd/nJWfu+kT9ztxQz+ohU8uwape3Vpe4HzWCc4J2nGkgNCKs3F73EeV8rRKQ/L1rYofM7r6TyVdtmeLRs/mnI5BYwVT1zr5sN6Qa90oVrGyiW1Mlh5gfQNDJnqLn4l1ARTAAAAIABJREFUfb+sSlql45jmAq83aUYuQp93II55iB7jNli419/c/ZA6QEdIprnGc8mg4wfplWf6Gn1iK72xZOrNXtYDO01rweXrOcE5Yb1+JFP/pg/ATSeQ9IbKeD/99s5Jr5yTIo06HKZXPG2YoRzSHqSxqyn4ENNRSIfFN6xpqnCtO6bAYy/p28aKOf3DwZp+/nna990t5dhJz5F/lHeH4jnmarja/+EwDFvjOD5K8iPDMPz0BZfrmQuDxJbPfvqckI7gs4IHYdlcqZ20ReY8fQJpR55XsjdcJyMS3pcWxMEKkBdu50qrHBkWPislKecZzPfTI62gBNWq5NjoYNLz0Byww+/rLqcW6JeS/IaeVZPpo2TeKMdc49xxBN7wnmvpc+eBOFgpqbwgf59NxHlzh6y0cZw0dNM8w+h4kyHgcjg3637Wc1waPXSfRMyZtJLKorKJx5X0hgb3ON+h/89zHJhC2bjO/d/jh7ap91Kn3TTenY03yujfRgaTqQ/Y+LIyDRcSpY228TvqfuKVQ+ogjsr5tJLDHvD2blXk6KGuRRGhzC6DN3YAsbYCA4LMs/fTL8rmKvM+yuMckCzolfOGgnhD5dq0X3bSI001ADPpc3G63T32qIPHlgMBX9K5w6wj2kbOUJp59iKTUvKe1bENb5RK9w/XgXpUhTj6zbX0B/r4URrfNGmbkxhdR1DKav0rz7mOBd5L+3GtDVeMRb/Pm2oYTa+8bcaWjSmMJGRb50A9ESPPzK/M6+bvcu1Ouc+Gqsda5e7bWMA4cC5SAnbrtVdargDieTIMw06Snx+G4c8l+Uz6zVdmmWWWWWaZZZZZZnmHyKXmeCb5tkxGxHcl+e4kX5Lkmy+yUBchuCBdYR9jcdZI5GQ9HQMomy3Qmj7F6J/dGdUVxi42Zzo28mg0BNSlWol2aVREB4Ezg6WLO9QolblDNYrYrsJrq/O2Wp3SIpkQVa53hGaNDt7OhOp4KzW75aqbfZk+HQrILPfaRYMr2N/llq41qoLri3YHZTTyZ1e83bKg2EYPzUEiD6U5jkZBjbrhjsJ1BMLA94CTZxdzjSw2OljznB5lPa0N7639YRNX2X0X93zSI2fwzOwhsMtyE6qEMFaMqpCeinJVDp+RJNMYoMD4u9hjQFS2x4ujlI1Y7aV34b1Wyr2VJyc3pkyV8mH0rbr8zTU2BYLyGzlblGNTIryjFii0j80/ZjtS+q3L92j1bpBE+qGpJx6ruMrpL07Nw9zh/nCUhlYyBzrjgtOvua1qH8VlbYS4y8CRHsHD84PUZ7mfGjmjXKYaGLWkXp6L6tpTaT/2VBh5rPP+pnR95nF7fLgf8N7K9zTVIOn7IfckjYsMn5T8vMmERN1M7wV0u5LWyLzW6nHxmuAx7fGfrMc2OAMCFBdvT2vvlNf1qyyXfsvMcRx/dfXn/SR/+mKLc3FiDl7SJkY6PhxOLw5O4eOOTxCOU3jUdDnelu04vSvVCweThl0S5gZRVq61guMBlaxPFNU1ZDcDvJcanOM0HHb5WfFE0bI7w8mkeRaLtDlYcEXdzkk/cdj9xf/8d029U3l+nmQrwR/hG9klZUI7E3rlfPp+c7SqK8iBSbhCnW7Ie73b4KEv0NYEzlg5qnn5nJrLfWdZrqccVmq8CJlHdZR+IUURsCvVPDUnm0/6/HlV8WLLT7vrXT/zt1DSrLQwpqLrKMdJ+ra1yxn+tO/FBZr0RspRemWIlD019RJ1QGljwbMxiYvbdAlTRmpQWHX9+z0O9qIcVlQ3KR410TbH7C9uA4lnUi4H3lhxoG9Ul7PLQb2TqV1MkUnafAG/1bx273XP83jPXpqShIHAe49LHTEwGU8OLuNc5fMj++m3662Uh8rb9pzAnFfT+FTKRNL6uxVNu+0xgEyRscJf9x53AnnPb8k6PesoPS/T9xynH8cEPXnNsSJ5sxyb584WsnWv9hs69ppYdSZz17mvJrpP+qBVnlXX5ncDxzO5pIrnKnfnE8HacRy/6kJKNMsss8wyyyyzzDLLU8k4Xt7got//tpXibRAQGbsh7WbChWPkxkiarWoQGqzX6kY4SLMKa7LmE12HGFmqQS5ddPjqXZXA3aUxSnP5OQAoq/diSVQXlV2UlNNWpq1XW6ZJQx+cpsQIjy30vUzu7ru61gmgSQxsNNEUAKNdNUE6QQbcC+pkpNPXOiiF5ziysg6Os/Tf2IhejbJ0e25yWRv9wl3MvXatg8Sa+uC0JDVq/yg94u0y17RgB+nRQfc7EM3qtne2ASO1dumC3tXoY7dPRWk81oykMk4X5VojOka1KRvnasRzjbatc4DvdWT6/ay7NP17O33QxrW0tr23ep6DxuquLov06CLIKShsdUmaIgT9IGlbyoJymz6By9qegffovXg4mLPsSq8BHW7XpM15jGtcoQ4u4l7ahmvZAYsy30zvWjZq7x2vKFdUJ8rl9jGa6rkTJNEBUs4o4uf4nqRRUeqWu77OSCrt7jazp+IgDXEm4NJUL1Nmqlv6MP148PxgFzPlMjXD6wdtaS+Pgz+ZLzdlvsAThYegIvNn6TdvIBgXSlFNA5f09BK/ay8ten2TOA3gcda3Wa4bWFxVuZQcT7nYr4RYeUt613ay7ipJ+rx65sORzqEuQju6z+47T0AsunbRWNGyQsH1LnvlAvnag/R5+8xf8kTOPaTPoBwuKzSE6uLj2pq+w4opbni7+xwpW+v5QPcyaXqh2UsfhYnbjB2QPOmyN3HSFr3KdU2am955MquLyi5tDAZ/y4XOeRcXT3Kc9zevrmAbMfQrP8sLr9uYd7j/HaRvK3OaWAxpeytdLFiOtLaCvEhPTUh6JdcL5YP0ey1vpVf46O9OreJFz4s/aWp4L9xRu6VdTvil1NcuftrS24BWfqgnRNNpqiHmfkCd/dspg8z/pr7+bUUaYZw8Sp8jlr5i4yJZj2o+KOeRygk3LxVl20q8txjGBU65TNVAGarKElKj+q3woFRQJ1JI+fq68xtrKu+srlRHm7s/uZ2XmfqKKQbuxyfp+ebOCIAC53HI+/ltKhNl5Hr3S/LDOgemx3U1lhblb39T+jBtSU5P959qyLhMNiAXaXufu26V9540zibPIp2Wy3qWlhrrWtb7pvmhi7R25znVWLVQxtcyjVsbufW6OnavqlxKVztyVRLI1/QwcO7MgSHQowopeujEe+Xa22kBJMk6quAFuiat5hqLlRRPbkygtvy86F5Pz4vyQkB6DupA7jcrA0bemFjdPjWvmhdQL55MfE7FQjlQGmxlO/AkmdrLC+lrenftsP4uKE8up1E3oxDHq3fWbdo8UTmQIFlPTOz3blIekLP0aJC/4culTkZk/T9zhI0Y7qVH6euzfC1cwU2Dnr5hRbOml6oLWFViKPtupm/moC9zCTHwKoqZTOOoBiK5XJVbCWfTgV5+rnmbdctOkFUbmE5L5EWZfmUk0d/7PBNaz/8q39noH8iog/OctsfIKWOc+jEXGTH3OAWJp61ruhxzBSuXjv5vrh/zCdty7upelDo/24q5ESnzLJNJuXK/3YRCV0OW6xbpc406fc5JekOl7qlexf/fW9WTctIHNm1zub26zoCB1xPECGnSK7X+ZltZ34CkGsnuezYOzA/FM+Gcy/YoPSjXV2+SlWPWG69752l94Lr+NoeXMgIaIDVg6KBcbxAEpTdZ37O9el/gbifTJgfeRth5mrnXa81VlYtwtQ/D8MOZPOEvjeP4lav/3Ury3yT5cJJPJPnXx3H8/Bs9qxodm+QHknxrkl/O1Nf+7UyK6CyzzDLLLLPMMsss7zBZLt/az5uQv5Lk95b//fEkPzmO429N8pOr4zeUNxXgdRUSyB+lT+HxIC31SDJZREa4tjO5bZMWZWikwFHLICd229pNYq4U6F91lTp1iPtAddPb8uU+I6A1EtUo7EvlWZUL5e0lz9O7Vp1apkaxV34o91fuENca0bVLjGPzrkB7Kp0haciALXSjzbio7ZY0l9LlAkWrEcVGAEnjwbG5ppV3xzVJQ/w2oYOgD1jmuGWNJBnBqoiO0xY9LL9ddt7lFEiULWmbKdhleCs9UmCUxf2fd/At4ffZlWxkFpQFRKNGi7tcRiw5X9MvuSxGivh+Rk/9TXH3e4z4OVBqeFa10qsL3VQF8yFBPBmXuFJr2xrVNT3L/Zb6VQ9Adds6ehoEz56RpLnVzYczkr+fnq5iRAv3uOdAj0Vc695Bhn55lpZ+B3lN19I2dU6hvkbt2fYSATkzN7lyNT0uXd/F6lmUEyqSv+l13Zv038FcZHZjqx4lxM+taz5l9jf07ks1a4G5ydBY+Fbcw7vG9LQrlwk03Tto+TdtD1fZ/Yzv7z7s/kEfN3oKiu53cK/XiLuZvovraO/VJp4qwjdwfd8NUe0XsVf7OI5/dxiGD5d/f1OSr1/9/dEk/1uSf++NnvVmvsGVSCB/mF4pM3cl2TwJeBCZ11iJ9UxsVnCcH/I4fQqXnfTbCdb0H3Z/eEFiMvKxy2GXGu+yVEXKXAkvujzD7lHuSZqLFeXIAQWUw8R7K9Oe9OszeW8tiwNVrExXZZH6WYm1km8XP/wrl91ps3C9W4m128gKEe1UuZM8q6bjwi1Jme06xm3EeRaVUx3DxaKcPJu8pmwniQvaBpPTB7l/WKncJCwqm3KA1vuhT9hQsQuPtveWgOb7OTgPiogXfxb5pAUOcN5bSEJL8De3MsB7bbj5nBflOlEyxl3u+l1sENiVynnkJD2f9Ex/s3+4dwmr/D8v6HbH8h4v7idpBgD9yoqGg0eO0tycuGh578PVO2wEW8Fj/jDn0RQYc/zOM80Zdq3bnWzFKtm8aJlbW3fW2dP/zKenr5nnz/8psw0u961NCpPHGvMFxzfSj9Vludbu5Epl2ktPv/A2lsx3lYqB8E2o25D+O/nveg5ahg250/TbTDvn61b6Me81gDnRcwD1Sqbv78A8z5eANe5Ldb3luaa1cY6yJz2d5krL0+XxfH4Yhp/V8Q+O4/iDb3DP+8dx/EySjOP4mWEYXngzL3oziue3Zfp+lzqBvCNUk7ZQGOExwmcEtKKSDHZf60m5KqXky+NaKzxMRvUe95mai9CKgwcgk5OVFFvmFeGtiI0Xh2pBevJikfCkYguUqEKjR1bKHNQDesPxnfR7CztYhnKZ7+XJHCTASkrlXXkC8jetAuJrpc2IhrcfRbE0l9Lf3FY+x1YUrFiyeDkorAb1ePFM2jeFN+h+asNlE4pk5dh5bVHYqoKDoOTTN93OlN8GgvsaC5IVQhtBdWF0kIb5fdEzahS8z/EskBpv1Xg7fdu6DF4oq7JupIw6HCR5bnV8M33fsgLzML0xdpYWrJP07XyQfm/tiuhhTJnT6LLZ2KJtjI66vVDEPN+YqwpSy7OW6ZVYK48ofFY0Humcy8xcYaPPCOu99AvVaXol3ls13k6PCBOcFh37b481jAOPRQcq2UDyXuec81i7nX5uSvo9wxlvyeb+52efZZ1DWQ13z2uALK7Dk4xMz82P0vd5lFgHF53qeq8BGPhWYp1wHzTdCKy3iub5yaSku64YWzYQ8FhmdS1IGAqtjZrKGZ+Di54oL4/j+JELKMqavKHiqej201ziBPKzzDLLLLPMMsssV13exjyevzEMwwdWaOcH0jP6nihPVDyHYfimJB8cx/EvrI7/XpL3rU7/sXEc/7svtMRvp3w+fTQfEXcVeXL6i5dXfxsxSHo0K2noqK1sUAPcBLaQjXjCV6muTvNF/ZGMFFFep/tYpt8doqJUdvHvpFmkoGhG2sx/q1aiOUuVawrS5nLu6lp/B9+fNLcY34WdV4x62q1Wn8Xzktb2m1LL4Cr2NpZGNI0Ecr0pE0ZCNvEja3vVCHlHh+9mHXn2ebsdQZ7dJ81ZNFpVERfcd+YbPym68CwtnyPlABHjvL+xn1Pz7oG0Gon3bl41jVl1fxst5Teo56207RuTfocojzF+G9HZS4/yuhygRI54N4WGZ5nHeZiGAPqb0k5G6e6lH7eum+eW3dV1bnf3+eqNqVkjqgegIuAex/RbI2A10trjw3MT7tHanyp6yHvssqUOdoFX7qb/ZqwmDd00emo+OvXlvOdpxkdN0+P2onybpG6pyfuQynM2agelJmmp2OzS9lxs70EytUXlw7rM7DqXTN/vga5nHFK362n9j5yXiCkrHNuTVb065m3zfnu9dtLP4/d0v1Nm4Up/oGN7yZbpMyTspvUPqFju427bTX10li9I/nqSfzPJn139/h/fzE2vh3j+sSTfouPdJP9EJlT7R5JcKsXzpfSco8P0A7RuiVfz+1XOSdIrmnZje6KoLjmkuqxQcpn4zfnzZGaljC3NrulauzOupXejmUvI4m+xC5hrub4m/4V7xrVuoyH9pIQrnnLYRQPHykEuTonD4s79XgxxfXnRwTWdtBRGdhVZoecanoWyTTkrJ5Z38NsLWFUA/c1RkL04VI6i272mbbJSS91syHgBr0qqBzjfpAbrJOu82qRXWuhbNia8OHphQIGz+7cu7jaK2EIzWSf/swj7We7HQ9aV/JqezGNtU2Ab7zvS/3Cd2gAwBYBy+tjBi968gTyc7tN2YUfXJf14wUVd54Olrl2kz13q9qs0BY8txgt93rxipPYJ03rIqZk04xqDYMz62HR+Xc+LVQGmHxuwqZzYJxm5UGTcb2s/9XxgvjBGqhOXR9cPqo/d7kkLJqv0C//t8/f03loHymJFfTtNMfNzH6anqfAO3zuk8b4ZA9TDKY+Yh7yu+ftXSoSVOMq0qV8njfbkd72W5BXd5zkg6Tc7qUDPQu96j+45LdfX+Y4YgneDPOvgomEY/mqSr8/EBf1Ukj+VSeH8b4dh+MNJPpnkD7yZZ72e4rkzjuOv6finxnF8JckrwzBcuuAiFn9Pdv7Norop8ILJi4HBIu3J3rkqvQgbffNzK7Lme+vi4Mm9KsFOxP0k5C+ZJpi624MHM5O1SerOW3eSNnmxyFpJqxzApFcWrJRV695lR+muHFcrirynBgDxPC925+XYiqcVQKN5iJEj9x2kBnE9KWddnbAd/HCWPu8c15vgXxHgW5km26TtAMJzHdXPc/bKsfm1tT9WJC36v9uLe7wI8iwMDyN8RiFAJZ0VoCr2XjjN6TTaRTmTXnmwkma+NMFA1egzZ807vZi3TL+ifLeyvtPTvTRlCcWL9xjFpS34TnfKs72gbxrzRsvo095BytdXNLB6axwhDueuZlRIGpJKGamfA4DO0ydB93usOIFOue3c1nANbWCyhu5suLcaiNXTUw0oBL6sFXP3B9qOcpiTSF9yeXbS78RTsy1Qlqyeyf9eSI+8VuWwGpSOV0Dhr94FjzXnjMVQNR+9Br3VdYN72dzDwVbLct+TPHnVIKDsr+pZznpR55W6NhsUcbAV84O/aTUu3g2I55in4ni+/jPH8VufcOr3vNVnvZ7i+ZwPxnH8Lh2+L7PMMssss8wyyyyzvLPkEu/V/veGYfh3xnH8If9zGIY/kuTvX2yxLkYq9yPpLSOsMs7f0d+bdlqxy66iDE53YWu2IkwH6flPIFS20GsEuF1AdklV16FdG5SjIonmJW6Kgnd9TUNwe+DeMypXcyDW/Jmb2p/fdiU63UYyWed2jxuFxNr3d/Oz617Kbudl+ih2EAfXoSLZT+ofdcePilhZKlfwMOv0CgsojV2xdnGfpUdhzPsECTDy5ucYwanIe7LuOrX71ClrHmY9XZndgTzX6KbLXNHfe+nHmrli99KjvO6HFaXjm3oOcP3upB8fHnv0SY8B9x+e5x1i+HuR9TFtdJVvUlFL3mOUEq+EEa0691SPAggj3ECjhSfpkX7zXI0sg/Z53G6qA1I9GufpOa1sqUidPN88TB9BD5pKfStlqHLojR7z3TbVqVJgDjN5EtynPc97TDPH1T5eaU/+5ps8TFG9jbybMoGXiLauaCi0MY7tIdlO77mqyP3trNPP/B3NraVs9ih43aJsSUtbZETc8zqZDTyXE5UCgu+xVzOyeJ4wN9VzNM+qcRHvinRKefaI57OU11M8vzvJ/zAMwx9M8nOr/31tpr74L190wZ61sNh5oiT1RtII6ZsmqKR3jzK5+Vnu8FZgcE1YAfQEhLJX3eVWUL2omie0k+lj4IaCC1ZThiRtMkcWmSbJ13TerjMWoE2u1NNyLbkVzYn1YuGFcVMgFQsPclrOe3HwgsR38Pja5Hbj2UflXrvXcdG4zC53DVIwV6y62usiTDnqFnFJmxitALot6VtWnk/TOMF1AbMiuilooi4s0bXmNHLtkY7vpFeAbMj4mbjgvMhcS7+/9sP0/dicaIJPksbJsuLhFFso7qYmbAposdT28gJWFaazcuzv7zFV5/hHaYonioC/sSkDi0yueyvfzpGL8pm0sWYDyIE6TkOT9OPKimLS5iZz3q6lD9zive/JpEybblMX9O30wVgup8f8w/Tz2DI9fxIetxUvSw3g8ZwHN9IKYqWU8LyaLonUVf5OlJd3eQ6sXH4bHvU78K1v6vcmOhV18NwEHaLOCbzX/Zw8prTlZ7OujB1mszKN8b2tcw/Sb0ea9Fxd5zM1l5u50zx4z1ue/6iHDY06dm1ssJbXOvtajyW3bTUWr6qMY545x/NZyhMVz3EcX0rydcMw/O4kX7H690+M4/i/vC0lm2WWWWaZZZZZZpnlLctlRTyTJCtF89Irm6ROMUJT0TITp412VTc1lq8jnE3wT9bT3dgdWgNVbM3yHgfQ2BVjN/WtTIiUXWk30n9Up0PZtHMKFrrTbSQNAXNqJkcOWirCVV36tjBPyv+oX00t4+9wNy1o4TjrKFQVu5IPVV6nD8J9Y4vcQS6Q5XnHy+mRhuP0KWxO06cfqgmiD9K2YHX9KJPLVSNajUTiZqvBBJSZDANuB7u/Kopt1N7tSf0dbGR0cFMfPivXVlTDaJHL5bKC6Ll9XLZFJkTOHgS702tfq2i43ee3Vsd1q1zKWtuD8nHsCF4CtxhH99MHTxlZY2zZy2EkxuhNDSwhyIvykBXBaZ6Sfgz4G3ouwpvitk7WXa/87fngUXpXc/3GLmv9Pyikv6m/Gygb95oSROANQh/1fOuk8dUrYpc37n2j2XVuwzOUtMwnlKm6nR0sw3xZvTNGC5m3QQudbH0/6xHijjannFAPPMfVKG4j5tfTu8DtuapzHuVycKvnhOoNq+/2HAF9xGumxeioA58Q9/nD9NuxVu+SKUI15Z6DhK+yXERw0bOUN1Q8r4rUgY/SYeXgPH30G99tP5OCZ5cEKVKQqpjVSGu7obfLfea/1cUyaZM/iicT4XvT83fgTtnNw3sfZOLD2WWd9JOf046QbomyPExfLnMHa9Qu7nQrHlVRqnw3XHi4Uj1B3UnPb0JQODZNYpz3omM+G4t1jXL3hJz0i7QXyMrLNP+POi3KvXbJO8rVysB2NivulQ9mA8Fu5hrFXHlVLpcV2Op+YoGpi7IpJFaWap93f3AZOa7uwkrjcN9xHc7Sb33LuLMy64WxLko7aTsYeWFznZJmTNm9Fx1DH2D8VIPAVAxc6c6KsZ8+AjrplacaEW5KiPsLZaTvHaefE7zo0q/ulnPVEHF/soFK5L6PrTzXjAJ27ddsCuYi76Yfp2MmBYn2cXoyymelo7p4N9F8NmVrYKx4brZSV13xzkFZjTye63KYukX7cH4vfWS6jQsMT4AC5u1qUCdTBPC1bOZ/Jk0Ro/8M6dMKVgNqWcpVs4bUjAGVu+++Zq4y95oSYcXdCi7XUUfmA39DU3f8zfbSR0XT572evINjbp6dXOLgoislKFZw1ui4XrAqx8sTlLlSBHf4WjijyTonzxMhi4gXFlt7FaXyoCG1DHV43+rvba2uy2VvsTp9UuUoOidmVs9m8B9nHSH0QurfTMI1hYW5U540/v/23j3IsvUs73u+7p6ZnssZjYYjCYQgOjECR8igEEkIQ4LAhpL4IxhMgmJHAWJMmQK7Qm6Qf+zgqhTkUgEcZEChMMI2BhJLWEWwDIHCkHCxDrLgAMGKwpFAlsTR0TCaa09Pz175Y+3nrN/37LX7zIzO9PT0vE9VV++91+1ba32X93ve530/GgfXND436pnSMCNLkVpaGsc0sKRxsN/S9F54D36uZOmou8vZfd6Hc4T6WOqqfO+85wzU4XX5jm14JvOez5LBEzSWNzS9cw6Mwj6p45SmASufBwe7ZEXTmKCG1XkNfW6yeDZgyUKkXpq5JRdxPCdB9jTMafj8nHgsk7zbaElDhJ8zII1l3tL0rHOA48Dpe818kcJ2vhcavGTYfawDN/jdsFFKA5nG45xxtK5db2gySnY0TgCp4WRQz1lNz8Tbpb6NrEs3ZhbKz97aQdY91ulH1BsP2Zcm63pcfeq33TX7+1myDrDNkz22Bn5d8Iz7RD+fG5rqm8tMBpOBW1LfN7lMrNcuh58V60NOqH0Ol8tLGkv9Mp6+/2R9CV77WuybWlupH8+yvpA04HiajKQnuLyX7F85cWVOUJfnUhz7MOCB1HgWCoVCoVAoFB4sDEO52g8FMg2L6Xm65cwASL1rI1kmaXU1jNSEpWuHTAlnXGZKyEJsa2JleN695e+fvPz+2HnpxS+WzsJXf+WKdHGZW+LCBT0zxbZrzEyBo27tOjNLS9aObhXOVqV+xmnX50Zsp7aQ2jmyNKnNu6Geqbuq/rm7bNIq0+rzbMS+ZE/JJC3ULxGXWsLU15ItSh0VQYkGr8X9U9PL6GCW3/Uh3XBktLzNS++ley81sUy9QoaOKUvMslDfRtf1cfWSjmQa083I/5lBYE5ess5Ft6E+s4HLdhbH2f1NZmfdeefYeF+H7nIziXQlJktJFpdpiS6ql+a4jlICks+AHoA57wo1nazjXuaWdcisJVfLUZzX1+IzsHRHmuos60t6DE5oek9NvXdigTJnFgjfu13rXm6ULBYZzhOaPDVg3x6LAAAgAElEQVSDVtsDGe7UYp5R3y+xHrqcfC/JtiYbTE8F25739XbXRfYfPlem/fLx2VdlhgL/5/2fU99P+378TOx54diV7m9KDej5sxyJDHH2l8mAul7OLZJAD8OW+vpxTr1X4KYmOZbrC1M9kbVlthrfB9/TIbbHnlOUq/0QwNS+K6+XgORgzMADGovuZOmWT2NCWm2Evi4HfxtVNFbYYDOtE697SqPR+VlLy/NzPkf6zM+UPumF0zBz+eJCH/jD8fP/9z5J7xs/71zpxd/UKxkMBvB9G3vxnfewqb6he+1c6v8yXRBXiBG2W8Bvg/hpreo4M3CC39ONQncQDTx3auzseC6vCLUVx6aROYc0LDwo8Vo0Qnh/rnfU6OXgSEOUA6XfCTvhNPJzEpQ6VD5La0alfslUY1AflEYXZboOKer3esp0wxp+bjT4afBRRpLXlaYAO2m6f1/X79Dv4fka5SWcFHFAZ1vwc2Xwm+Uo0jRJoX7W8Dvkc08XOesL5QF2QVPnnUFsdHGeWJbRxiaNdJ/TRrqNCAZzpCua98D+w4a1z3lBq4GOXOqT9X+h3jC/hmOk0dBjH0AZi+svJy2USM0Z9TTMj6tfEYlyEgewsJ2y/3gE57mlqZ5JU5uloZ3tnIMt2/MF9QZRyq12YjvPa9g43tbYh/LZcZyz1phSCMplOGHxWOWynlkeP5fWiRML3wMnHikdIdGS2FCf1sq6bk6KeS6XzeelNGtOPvFQBBcV4zmitfaXJX378usVSd88DMNvLbe9UePa8D82DMP33ovru+FmpeWgTabNg6M0DaI0RJPFI9jJZGduTSI7JHYi23HtpqnRPirpM85Jn/2K8ftrXyu1z3ul9JJPW55sQ4985MN6xe/9P5KkY1uXdXnZWj/2vnGQZVJrr7nu+2dlyOCi1OOwc99WP8Cx/FLP8vodHF/zPQMtOFs1aCzRKLGujp1Osoc0Qn1f0mRoUWeUBmAaZpltgMYgtYM+FzvO1MdyIOCzSybEAzj1Yf68o36AN6uQGkCyepmJgYNMBt+kRpV6qWRtb6IcGbnvupI6NF9jF78l0+ZBhQYo74MTniwzDRAty8hJE5Peu+6k9pp5O3OiRvY99cS8fzPv3pcMtNSzo54QZWQxJ3Wsp24/nljeVJ+Zwlp3aXxWnBSn4cEyUf/s3zMYz0FT0tjXJDvG9sAJAJlNaezzrmq1jUrTvbvupGHldpwTe2NX0zv0pCWNI2JPU67juXWibSxbP8tysJwO1Mm+TFplyz2ZSJZ7LgsExyjhs/saG+Xe/yn1S99y4mHNN71+vK7ZXwaUOem72yjrD7+buWdflMw0n/9N9RNTLvOZk4/8zFzFF7Tqbbod8uAooDSeI56U9MXDMPxJa+0Nkt4i6fOX294o6dWS/mFr7cwwDFfWnaRQKBQKhUKhMI9Kp7TEMAy/iq+/Lukl+G5PwaA+EPs5gzVHRq4G4dloslj+vKl+RnZKfZ4+qZ+h+p2b+chVZAjqeRx1SNe89Z4v3pBe+lLp3/rTy3v6nD8z0p4vetlU0ssfkI6P8/DPuPgr+sOl2/1ff1C6vNOzbtfUr8oxx2jN1V2zjGRt59yMdOeTwZL6WTOZ1bmVYMgg83ezFdQS8tmbDSTrYqRrnfpN70uNktlEMhq8BzJ+mfKGZfS5yW6QKbMWilGZqfOly5/P3a5P6kczEj2jQ5NVIfvTNDEpW+pXfjKDxXvk86X7kyyiz5XRx2SlyH6kXMDMCVk6H6Nlmckm76pnVpgPcE/9MpmM6PW7T7kJWd1TmlgwM6e5covLRlaf+3lf7k/tm+sRmSKmx/Hv1iq7zjMvbi6pa1zVKrvKFFl07/p9sh2SxUxNtL0gdmuznl6LYzOfZrrPzWJ5G8vhz6xLlAW5n2IKqXVaW+9PDwK3Mx2df2PqIe5r9nAbx15UXzdzPGKbn3Pbk31nW7M0weUgS5lSFNdh1i/DHgG2gdPq2yaj4DdRjqfUI6UF9BxJq8uVsu9xphPWpezHqNdPiVy2JT6rHU2rJx1plKt9Fn9F0j/F97dJelzSPxiG4fL8IZ8YTmhs/NRScnk4N0g2dlbYLU2dqN1sDABYaOr8OVA+rd4Ymkv/wjV+pVVNihvYqVNjINF5JyJ88adIL3qppM+a7vKRbemlH5Ukbb7wd3Xu3IVnjj2203fuDkbxdTa1Pv1SGhnpojmFY60H5ABGl5y0qjHldpbhmXuP/XwPLg//M5iFGiW6Wm2A0I1EY8C6MrrKUqOVOQo52NF4tKyBgzQNSafJ8nVYD6XeGLDkgcZcDixpnOcAz3ySqbVi/ZCmgfW0puTTUr9Ovf9nsJ0xN2nIyZjv19pa6kF5v1LvAvf90eW4h8985342rGtsa9SD2uB3GW3QU4rRtU2N/UMGffi8OUGgAXRJq3WTQRmUX5xXHxDlekjXO6Utp7U6AZxL1ebv1MelHCKfpfXoLjMnrpZT0PWfwUTZFucmiC7H3OSex2ZQS0p55upjGiXe3xPK8+rb/S1N9Z510OW6pv55sS6auOCEkTr31JNTyuP4BL/H6+rbXeZY9jnnkFIE6mf31Os0r2mcbDJgLAOKOIFme3Yd5SSYbd5GZ6bYkvoxyf9343ca6ly60+2B4yefDXXZRx0VXAS01r5Eo+H5Rf5tGIa3SnrrPsf8fUlfLUnnn7G67gzOu8hKmB0yG3vOhMky2Viwvscd35xhkTrDUxqDGnKlIM6c9zRFePo3Sdrdnf4k6cSu4yp99GL8jKnOBi5+S/2gm3nY2IGTFTDSyOAgy9mrgxvmmBMOyNJqhLKNAw4sUs8IG+6MOMDzXNmRmYXgecjKcbs1bcmsccLAgXJH04BFltXbya6yM7QBQtaNRq0H/2QPePy6QccDQwYTrXunhI1faqJPaarz1sNSe8gBKQ0L4fuOVlc54fXPq3eBkIn0JIcRr8Su+tW4WA4af7wmjZn0TLieZGCZ7531h/eQa17T4F1oyhHpc21ptb/JskkT08pzZQQ06wozD1jDSm1l6nxdtrwnG3OcXLHM/uxnb6PT36+rZx35n8nDDRpHvO5C4wSIEc1c1z3rt5/XnLZyN36/oj7X87ZGfScJB7L2mdlhJz7vaAryMUuZ71OaDD4axDTIPHH3uRgQ5fafRqsxp9kle8oybcT/XU1BYy4XJ5UcL50zmXEAbDNpaNjo9LlJ3Hh/jqEL9atoSf2z9HtoUQ7f77pgxDvFk08+qdbaVfz0tmEY3vQJnPKhxLqJ0XOC1tq3tNbes/x7cWvtcyT9sKSvHIbhY7d7nmEY3jQMw+lhGE4/9thj967AhUKhUCgUCjN47LHHZFtk+XcojU5Htd/J30HinjKewzC8WdKbJam19ukaXepvGobhvffyunPwWttkzMhS0j0urebs44zcs6icpdMNleB1uLKCy5HMiZmCy5pmcxd2pY98RPrgB8fvf+r9T0ov+VfSn/LZT0qX/+iZHYanLzyT0/PatX52m1GWF9WzSHPuUboGpZ41ZLRsRgLbReN96c4jY+D7zxkrXYfOP+rrpxs2dZkEXUl8H8bWzHffU7IyG7Et9X8ZiZ0sKKUDXH/exyebTJcWGa+sg6l3IttjV+pufPdn/t9Vz0A4LQ0je69rYgjpZszVuuyWTaZrDlvq12E2Q5f9YrpS/XyoSzUzREY8l9Rkahky3G6HWbfoLt/WxOI9vTwfl78lgyUc66wEXBKQnpFkg3m/LiddlnNpseZcqZbWZD18FOfy+Xws6wA1i04TR/bUmkBv39Kk2SZrLa16QciAmJl2OejudZktTRmW5bTG8JJ6F65ZOV+bUc7JxtHrQLDe5nMWvku9lyU1zBx/yOheUj8WSasyAPY/mRIol5tkf5EZSOx5mfMCuF/xNtdDH+u+mv06+2+ugmXpQWpeqeNke+LzshyAjLjv2+W4pfkof+9jvR417w8bKqp9xN/UuLz4322tSdLeMAyvOqiLp77LQm8OYBxo2DHaJZ0dJRsKdVnp2mGn6cGPibl53TSOr2pq3B+T9P73S+eW/omzZ9+vFywG6UP/enmhk9LTH5WW6ZTe+17pQx9a3u/OvIFL7SmNtjltDI2ddHdy35SWsJOwXo1ueHaU2Umk+5zXSt2ZgxvoWs91m9NQS2T+yDTaWIZ0HbLu8LoZ5MPOPl0OmRLKAzvd1euCvlyfGXhCQ8vyEAaUcSm51IamTpfbrVnjPbMcNLRTh5fPI9/hVZQxjc6FerektLq0Jwe/7bhHDsKu79TiUvNLg5buXpcjy8X0UnQFu46nLIH1lM+XRpf7LbpG83mxnHPBaJxU0OiYq9Nsm0y742dn1+gZ9QZPluuY+rRqWT9opLjOsz9d54qzuMj9p98Zjca8x+xf+ZzZXixbYHvOtkqDL3WjXsLXxxJ+1p5sPE9THae0xmVkfs3UkFPDasOK7z/1+NmX0zBnnXc5M0DO93lDq/We7Y7jxxWtymE4MTun+Umzz8X6QmmANE1mSAx5jPT74rNl0BuD1o4yBpXGU5I0DMM3SvrGg7peItf1zhmmjUXOnCjYl1b1fkYaQI4IlqYwfdcBdzC3sJ0dRUYlslF5fXm9Z/y+WEgvv/ABffrvf2C87rZ06ZKeiWR/73v1TDL5p9UzJb5/aqeu4XvqqDZmjp3TWwq/7+B/JgvPoBayxTQGFPtLfQJsl83/2TFmDstnA4NJnM8uAy3ISnEbMaejnDPyvW8OyjlwULfFuuHtOQDyuQvX8uSIzIXP67aR2kIaIVK/8pWfiTStqc7rsT4wYMyDQRpP0qoO2/fOwBRqk23UkW1le03WhdttwNJIS+aZmmB7OnhvNKxoyDEzhdtOBrLREOe5pJ7RdFldDibj31bP1OZ5yJ7yOUqToZyG6bpJc6rJ2U59DushL2pagUjq24SNbp/7jPq+xuU4hu806K6r76fz3tnfWC/J9kOwD/P7zwUH5rTIbs9plK4zxH0d32dmG8iJKXWe7scajmU2g2QLk/jgs8+YguOx35xhSXLG9+ZzcXKZ42l6s1K7eh33RONQGp+TDUyTHn6WmTWEgVmetDAX6QXNZ5s40qio9kKhUCgUCoXCQaEMz0MAzz5zxku9GxlPurw9m01XO905nMGTCbi5/PPszbNXpnWihnFD4yyWM0nPTi/HsR//7VHO+cmfvDz3trSzs1yjXaMe9CPLfZ/WyAKQdSETkOtn+zlw1ROyP4xotD52Edt9LeuupH52KvWpYKTpWfJcnE2f1MSE+Pp+PsfUMxTJpqa+kUjN5xX1M3QzwJyhW1eWjCaXUfS5qQeka9gME3VkLJvZZbJnrHtmvITvZJfpWs5MCo4Alcb3Qu2t6+Cp2G44YpnPOJlKw++TEa8sZ0aMp/brrCbt4Jb6tZjdFtk21z3LDa2mj1lX7jnpTbooE3aR5nb3O8nyr4smTgaT+0pjWybrz76JbU3qGX8zYQt8z9Ru/J992hVN2jkvaUivw4amJYmvq/f8kNFKtnRDo7yC9UPqmXlKdcjwbWuV8aOrfgN/wm++DvsWvyNup9wko/w3Yl9q961n9P0fW56LaX8Mpw9jn08mNyVCG5oY4OzPXL/JcPIejmtsS6nX9DmSxea181nTo8TxTBrv/xkP3RJeztXlpsSKLL7d5DwnGc70NtATxTy+3jd12ofYHnvOMKg0nocC2SDTpZkNmO5Nb19H57tDysbu89xS3wEL+/qcbpAeRPw7XZjS2KG7c78g6aMXpEcvTOfe1eTuui7p48vPH1efADlzo7n8mXuSdZe6VOZOSxcrB0KDrlDuuxu/20BJbeUnLb+fU9957WjqqG6q72hs0PBZZofNDjm1cXuaBngOIC4/U9i4rAbT6TiVFwcbD6Q2xM9hXw5wvn+63jkQs/O2VCBdg943gxJuxb7MtejOnu2Frlq/AwafsIzHNRm6fi80KJhuiwP4lvoAHerXfD+J45qeH430NN5ctzhgMciDMgW785grNl3cNzUZYqnb5ERkTlOW+jfmF+QEON2cUm+o20ihG5uTQu5LKY20qhe2EbYuRVBKAVg/LGGgPpJu62Oa3pGPzwUbDBttnEDkcokMauOEgIaykVKUNMzZflgXU6pBraGfOSe1TM93Qv078yQmJ+cuEyfUnmRR55yphtZNoP0bA8Q4uXf/6WtR4uCcsUmwUB6VfRP7Vvbb0mRs+1w3NPWji9iXk5QkPaRpTPN21o9L6vPJLmKbz89yHnmUq71QKBQKhUKhcBCo4KJDArsbcmZE0XlG0HoG5lkyZ8YZ5EGXXYvzJLOUwTM3tBrUxO8+l12bnP1e0bQE2NzL9HWH5bk8i3TEKRnYDU2shAM+cnUibzOTy3tyihO7f+nC4+w+mWSyH4vY3ywSr5WuFF/HUgTOsueCd/ifrjFKEaT5FDB0UTEwK5mjDHLJWTbT9jBNTQaiSKvCe0buL9Szx5maxvtIUyYHvyevCuR9rmqVLSTrRLbI0fF0D7scp7W6AEKuFsLnyqhesxU5WSfjwVVSzO4wGTvrNJlH13FGMfMepT6anK5mJwvPunRdPZg1I8uRYKJ2sq2sW2YhydCzn/I7Zznnktd7XzLPC/zm72c0MW7st9LL42uxnZKZ9PObY/h8P3SlZvvIoECmbuOzdHAZ2xpZTD9XBrqt81SZScv3wrrGZ8W+zPfLROaWWfGe2J/SQ/CIVgOPmBaM7Tr7HsJjC8/N9+AAMbKzrKdkLd3nM+0Xn8GepvHieRrHGK54lmPghiYP2rFlWZk2zfs7Y0ay1inHySBBaXy3Ka2gpyalSUcWxXgeHpzS5LI9oV5LZSOMA7E7DbuWczDeiGP9MKkFHNQbCrsaGweXlxxw7CmtamPoKqMrxOflMm40aukOPqPedT7XYbGzP6Z+mUcO4HSz+/txrebsowueLnyeix23Qe2YXV1+BpdRJud4ZKRxnpvu0S31hpTLQ+T3NMS4JnjKJtJlOeeCz+tsxb52NXv7ldju8+V9+JzpSroS+9Ltlh10Grxz5UwJAI0J6k45sXL5/Qw347p8h7mU6TX8Lk0D3EZsz0HJZU5DfE99Lle6UtmGfTwNno04Nt2lfO4c7F2mFy4/p2aP+ml/n8sMwHKkFIcTF2re6Ia3wcpJD7WFzi/qdmwDwOVgf5Iu/ZvqJyZO65QTF99L9lOcXNmoSM0n758ZNni/NKR9LhrbrJvbmtzLPjfrS74X9r02/jghZru00U5DM/+nrIPG4A3cR8rCsq7QWPazYL30NfyffbWzrvhYEih+R2mkZrml1UlZut0zwv2WeuP6Is7ruAaf25M7ZtzI8YVZDGh4n1evD6Wu/aijNJ6HAO5E3ECdW5IsAztHznQ3sJ3nY6fs5dak1dxv1M558PZ13WG7cVO/KPVskIMqOHtjOVJryTWvPQNnQAfhgYIDHQcedrCb6g0LDxQMzKG+KxlM/nenyesmc8LnScPIhlIaQ8n++NnSwDdbwUE33y+3+50x3RLZcupBzXaybiWrwwkBNVvenxq/TAfD7fzs55ZaW66/nNoqnpcpxjypyTLT6E/9LA0EItlxLwLACQMHexowLi/1bxks4cAXqa/D67RcNB64T6bOSRaSRvy2en3oHLPORQLOaGKHbkn6Exzr9596OR9LY2guJyoH1mOacgP7XhkglQwwPSr2PnBC5efuwT7vkddJbXZqT3PwpzHEpSq3tNr/GlnH3D/kBIR9URq5JzWBbTonF2fVtz22tazT23Esn6PPzefh+uRtZLHdV6ShTiOe9eGcJg+DvRisPwzotF6URp77LfeXrC8eB6TJmGZcxBXsmwsZZFtMYyPzOxvuexicyn7Ln7djf2ny6rje2vA0PFE56hiGcrUXCoVCoVAoFA4I5Wo/BPDs6OryP2e6Us/8SPNRd9R/8ficZVMbxhQS/n5DUzSsdTJmxR0BTDbArnS6yFzm8yiXo3A5cz6DfW+o19TcUJ+aiMzbVU06HB9POcDZ+O7oSWly53JmmSxUJion22FJge+JejCuEOXzknXiPfs5km31s7E7OxngLWw3CyxNLBNn1llnCLIOZtvTvSqN7M8xTUwBl4uUJjckGRyf39vPYFsuVZnMtrXMBl2UUq95pUfAbDKjUm9odcUQLY+hey4Tpd9Qzz6fwz525/JZ7WhqL5m5IJErVc3B5bCul+8p2UBuy5V69lsxhrIFM4Pue5xcPsvJtkYvBr0HftfLRBbPsEGst3w+dA/7WEbq06th/Zv3f1S9Vvey+rbGPvCYRpco6xavSW/TjsZnQe0k2UBprGdzqav8PNiPUNbgZ5EaWG5n3WQ9y8wW7C+k/r1IYztN9oz6WbJ8ficcU/j+0zNhyY00vQOuOMZk8sc06UP9O6VEfMf2xHDsoqcsNdCUo1mby3LTlU+9rPu/zAqRSxbP6av9/ngP6X2ZqxP+3RISXzd1qw8F46kyPA8FUqSfbln/pyHCyk1XmF2BmdKCxhUNJakXe9N9LvXG0S2NA7O3zw1QPI6uIDf0uUZtw9Kd10X1qZmaevew3Zl8PvmZBh075RSCz4nqF9jGPKY2YGhk5ySAhvU59QNYXpsDKTtzu1HTHUs3Na81N8DlsZewLdOS8B1TpnBCo/uYK1nRneV3wvqQWMRnGkfsaPdie54jXacceD1RsaF5VWPd8T253Frux1VJrHM27ApmeiXXQ9cjX9fyktQx54SILr6UcxCpaeXgaUPUx+YyhnM6243YPqeJdtu7HsdTi8qOmMaNND4fulKvq69b0mp/k25J75PP5Dq2Z0AhjbBBq277rNN5bta9dDtTLuFnnSnDUkPtfdlPZTtMd3H2CewDU6bgJUJppKSeNjXenDBuaArMYvCLr0s3L9t4tjXeizTFF7gcJ9W7v2+pd3mnDCDPmcbvBWxz2X0uPg/3+SkDMihdydRLPl8+W0oGculaXjf7LOpvTXz4uvxvY5pBXvx8lHEv7M7W2vs1zkFvSXe/7PlDY3hK83q1dYEWUs9m5MxsS6s5IQlq1rgPO3NpldFzx899UphOUBvkTtazXxosUs+suUwul41Jdhw5IFLrxFnkjvrBwEFJyTpI8wNjsg7sHH0sBxIOdgxKSK1U6lZpPJsNJcPFYAlfZ86IXwfqRefecbJpwncaoxyUPajk5IOaVzKcuQ876LnBgKBhkcEB1jD7+dxQz9Ckfo1BYDYkObm4pT5DAOsOAws4qPh7TrZYj/d7TzZq2SZZ165ptb0ex7FzgSvUcSYjRsMzB+Ws82yX/OxnnjkN2Z7IrLmtcKLCvoh13u+UBtIitpPF9m++jsvucx9Xn4OVTD37V5eJAYRs49b0+p421Qdbpt6PmJvkJavtbRkEybbi8rNe8535fdiIcfnIPLJeu5+iwUjigu/Az4aTTxqePr80BaLuxrYM5pmb9Eo9i+/tfh70eEgT857vkeBkgWMAf3N5aPTnJJd96Nx5GIDKMcAeHU9Us83znRx13EPC80uGYXj62Xdbj4fK8CwUCoVCoVA4yrCH4rDioTE8k/2S+lQiuW1D0+w9dVMbM8dS38KZ/wn1+c3sYiGzQk2nZ5HUZiYLQxYuNTp7mmbfmUrHriRp0thR70YXuFkDz+CTZeK5r2h0vQ7Y7shlnkvqZ57CZ1/XOeayYpLhoIvunPrZbrpD09VDjaLvyyDL4HfKyNKcoRspS5BWXfzOLyf1jJRdg9T0Mf/fdT07SzmnUZzbvq1VtmiOMeJ/shvUNPo8PD5lDNx2U/MZEnhuaaxHZCHNOPm7swD4PbpOZ55Qlt2wNCPrCyUSdPcdj++7sW9qgNPlS/Yn3ZvpAue7Izu8qdXctMzj676Jbur0mLCdsq3RiyCtulLphk1Ntq+VGTXIqFGfnuclg5dehWQYMw1c9tPsE1KKYTaYbDPvn/II1w/KGBbqdZP0ntCFa71nyivYnk6q12smi0eGL6UJ3Dc9ABux77amftttxW3ObS2lGr4u399FrfZzzJnJcczbmfLJuX5d5pQxSL18i/Ug32n+pxxL6uswx0R/Potjb8d79ZDi0dba4/j+lmEY3hL7DJJ+rrU2SPqhme23hYfG8HQDXNe4013O7dkhz2mZhP05uGXy+D38uVxMzePfHGxDY8YdRmo66Uahy+qSVl0ldOnb5SlN6ZbSBe4Onw32ikZ3nzsVXzONQ+baSyOAmit2ntadMvBrztXiY1NL6o7X27fiOA5gOXDSeLAxQOPhjFalAtKkq6Uon4OFA4Do/vLgcVGjLowdPoNpMs1T6s5SejCnPfY9nFavY0z35pxxy9+oUdvV6jtJvSMnTKmt8+/+78AbD3Y5IUp3OFNX8X/efw7+HBxTw0Zdp41OSj5y0kMdr6/NAZ2avBtaTdvDeprSFE5wLqoPykjXONumJ7KZB9Tg5NPXphs93c2+bhoMLnO2efZXnFAT7ltpfPB58Xjek6+bE0CWY26SR40gz8V25O9zfQ315nwOOVnY09Ruj2ms7zTuWa5tTe3B9ZvjyJwekvWa95MT5BxPqPn088o+wp95j1l3vD0n4943tx1XP1HL/xuxv+EJMvveS+rrwHGtLjph5OSIY3eSE0cZd8F4Pn0bms0vHIbhQ621F0r6+dba7w/D8Mt3eqGHxvB0p2q4AmaHNDezdNSgj7+m1Q6M0cUcKOcivDlwnFEfIZ7GFDtVG57M+clreXWXbNy+P17b+3Kd84X6jiKNER8zaAo2kSbjmoMujRqWKZkTG/VkdFLjljqsZNYyu0BqkM4vvzspvsuR7ztn2cfjO40r3sMcu8HOzXVlnZ7pT9RnF0i9V4JMHA0nd/w0HMgseWGD1LlKo3Gzzvh0meeSy/Od07Ci0e73kBkVbuJ7Gjg+r5Oa05Dguf2bkWuvb6jPCsEBzANpGg++N96Tr3sK3xdxbLJ6c9kDpNXk6qw7WQ6XOycRNMQzYwIHV5bRngrD7GgOxKk/5Wcyq8mGpWKX6qcAACAASURBVNcoGSk/AweS0MDZi+0+RuoZ33MaDXnWYbYZZtdgGeY0oX6fPJZ1+rR6A5GTS/dbrtPJ4grH+L8DR6U+4fo5rRrHO+ozArAu0vD0pJeaZJbBx7HfTW8dy5pGabKgc5kcWCY+7xbnp0fJRjsn0GRL55hU9ifUSa8jJXxN9nPZPx5V3CtX+zAMH1r+f6q19nZJr5F0x4bn3LhWKBQKhUKhUHhAsbjDv2dDa+10a+0Rf5b05ZJ+527K9tAwnl5JYl1Uc7IMZHj21M+SzHYwz5zzLfLc3te/+VzpkrqlPoLT5ZXG2bZnyVxRQxpncw3ntv6GM1JqGjkj9XV8bs8gkwE0e5CuwYV6TeeGJl2Rc/RR1pCz92Sh6JbmDDtdaWSHrZVcp60z88box6vYN9lLzu49+yebSHY5Xdx223rfbfX1h2t353O+pundmkUxA3pOo84u3YOsT3R3ndW4rKSRqXeOqWexyNqSlfI1FrGvr+t7JnNt+DlRE009nDS6JMmuJxPF58z2l9q0S+qZ2IV693tGsCbrR29EPsvUuJENcr3yPbhP4Ds3LqrvH7aXZUgZzFxf5MhwelDSu0BmdS79GEFmyW53tgOy+nyWqQF3e2E5Mzqfq1nxHaVe2u87U9u5b6K3wKvAMXOH+zhfZ87TMseK+X2R5U5GeEd9/kxqb7N9+HffA5c+vrL87O9kg103MnMA2WVmCEi3MxlM9x9kxLMvJlJClv0pV5RyO2WfyJRGZGXtlcjxjytI0VtlKQLvm2U8h3JaejL3Tu1N8LbML3p25vxHFfeA8XyRpLe31qTxtfz4MAzvvJsTPTSGp10o6Rqj+zwF3hyErqg3NOnu9HnovqB2ha4iaTUZPfP72QXja2eiZZbL580UJ3ypbmSptbFhQxE6Bzg3WLqx2TGkViaNRYLucbsF2clSA+rzunw+lzu/U+qN5XQP0zjywOjn40Avl4nG9Lq8c3NpnLzN93xafUCUO2d20Ol+N9ZJIfysTyzPl+lBWCeILfXPLo1UaXWxAm/jBGFL/QBn0L21zj3merOLbUzafVP9YJgTB+oQ/X734jtdi2fjXDTwOKmbkxIwEDDbEtux3YSciFGj5j6AibpTikHjiQN+1gGp13SmUZqTw0S6WjmZyIlZ3j8D39g+vMxkGkd0j8+1EcpLfMyl5XHsE2g8phuY7mO3fdYnB+D5Hmg8+52nce3zsu75/c25cKW+n3K74iR/T30+XmrmPWZkEKE0aUE5cfUCF74n9h+sD84tyj5vUJ/XkqSADWbmVXY/5tRKHAPn9JFsa6z/C03BaBfUG8sGv3NympPa45rqnGVuc+Nb3sM5TWSGtDrOS6uT0aOIe+FqH4bhDyR97nNxrofG8CwUCoVCoVB4GHAvNJ7PFR4aw9ORnpztcvnF45oCLKR+tr6nnuEU9vF/CqnJhm0vz8tZFmevLg/TcpBpuIXPFr8zWnguuThnxnRL063mFD4+t4NO6Fbi7HZD0yw53TGOQtzF9mQOjasaWYsMoKKbjbNfu9lOxXbeJ8Fn6xVMPAvnzNfPJtkjJnx22XxeMgWnNLnV7P5jEAJZbjMuyY7wvIzQzHqZSZ1zGTsyjXS7minMoKuMPHY5yCwlU5T1Ic9J9pN1iPuYpfJKRsmG+Lpzy17yXGT9Tmpic6Q++EHLbWbLn9ZqQAPZMboszW6RASaL6ePp1j+OeyQL5/e5wDbeo/sm9jfZPlgPEymvmZMAeL9z6tsAvS87Gp8R662vt6m+rrmdJZPI1cvIEJLhdtvzddz3WAZjNyrfS7LClG2QLZSmyG7vT+8M+3U/J7LrmU1D6vtVvtO8f24385r9icH3fXVZjlw1i+fmO2bbycBKj3Fs1+yr7AXKeuzzpveBfZXrEsvFJTFdTpcn32F6X3hPWa8XmtoSVzJbh/QmsH/lKlJzXpyjiMrjeUhgwyijlNkp081C16EHeldmr7+eA/gutnvbMfWNKgdwNyo2WHbw1JZuqE+v4w42l1OkK56dPTsCDzo0LJnuh/pNlt2/ZTQ1Dc90ae5ochUvYrvXffe1T6jXrbnjoCvO7iy7gdL9m25rg+/QUanszHkuR96yw+K56Ybf1DgQXse+c9HCHuDPa3oPXmWDekiWy2sxux742XCwoOHAe3Z9Ts0bdVgZhcznnq70ubXbF/FdmlbIohyA0aR09/qeeZ4cGCiX8HV8vOup6wddg64nNkyd85LPMgdSun9zgM3crDQ0XRZfMyUxGRnMZ2vjj7prurI5gUyjbFv9BDL15nNR3qlNpgHsc0q9ge92mK7VXF+bE6T98s/SSHX74cR2boLg67De+r/fm7XYnBCwb2b9SO2kjTIa+Ve02iZcpiwj667fL8cbalX5jqTR+Mw24OeRUdhzukzDbSMNPPYBJA4yUwEnPeclPYrj5qQJfGecuLocadTy2bO+UI7liXbKGuiW39BqnZCm9sdYDh57mI2x5xqH+V4fGsPzvPpBd26Ac1CItNoh0xg6q3EwcyV3zjYapql1Sn0k82lykDLzxIGU56Gu5pimda99T+sYvIRns76OmdZNbCerQO3cyeW+F7FtjolhObiWMDskG3hcAo7P3myG75maV2t7UifEZ+mBJ+/BRhnPlctYbmnSGbnzy5m9y7SpXle1n/aOa9M7Qfi69eZpyAj7JPPo+/O9aVl26socPJEGoY/NgZPBIzZYMjiB98bJE418T6Zo1NuQUeybzy2ZLg9QuTQljTxOJqSpTvt3G6JeTtH1hynR/F7Mwvmdki2TVtPp8PnxvOltoS7NgygDT9JDwnvNiSnZVHtfnKicwWTua/hcGIiypz4gaEM968SlGf3+zCZb/0qNLN9lMvM5+cg+hIYF23SuCb+7/M1rpPvZnsQ+ZCL381yZGWMbn/NcsIzUeWf/we9O4s5zue5wiVhhO+srl0nd0pQizm2WhtUcWcDxJvsPGq6pa2Ywp/sPj4P0oKUh7YkHDe+Fpmfiftv1h0z0VtxvehrsUaTBzLYkbLsl6ePqn8/DYvSU4VkoFAqFQqFQuOcoV/shwfPUs5LrtB5zM8dkg8yq2LVqPRfdpXTBkSk5qZ6hMAvn/c32mWkh63hRq1GHZA7OqWfbUhuzE8c2TWzQsPzOcm+oT/Lt2arZ3nV6QLOJZLHoFiFLOZcQ3GXx/pl6huXj/zOxr58VZ8vUoSbDQtbFM38ykyznpiaG6prG90V38LM1erqlGS0t9TpNz+x9T5nEncxa1gdmLOD+dLXTrZqu0fxMtmnOjcrVUebA90J2kW3HdYku3ZSmbKuXhWT9ct3ZxHZpYqH8XJp6SQA9D9JY9zOxPRkb7puaRiLdv5m6ykyb6wA10qlpNXO4wL68R+obpWkpR2li7VluRzL73NRTmvFyGXNZ0tSAZztm26PXh5In7st7OK9eQsKlO8muzz3vPa3XW3P/Xa0ymuyr89xki8/EvqfVM5e7GuvXgONZLo49KZHh79L03pLl5n0Q9HLMZdRI2Qevzfck9f28tMqWUpoira7OxXYprWYrOYXfT2BbejG4zK6zIHDRjZS8sJ/mNnqtjjrK8DwEGLQq2p/DnAtTWtV7pT6FD5JLVXqQsevL+lA3pE31nb31kO5oc3DL/yc1uZns7mUHTneOz+//qclZqDd081o+b1seazeJjXh3dmfVSxPSHZzBI9mBLTSlTUnXkMtq5LbUP6173yluT/emNL4Hd6hpALDzssueg7C02vDdKV9Wb9BnHso99etx89h0YSaOazK4PLGgyzJzR859NugepTxC6vXQhq/rwYouTLra/SxdB85Iev7y83WN906NXsoDpN54tKaU1xLKwEEu8z7ynGnwcbBPHWRKZNLoZ92jdlbYJydmc8bBlvpJstMfsW1lH0HXMl2nfp90Yea63zSet2eOTSkSDfMNTe3Y5aAMiNIDBjmlnMS5I932buA8T6lfL5zuW+G3lEDQiEm5DLfxPXiy5XJR8jNn8NLIyXadRj/rrA1YGtpSX09SQjT3zn0uPhO3M75TpmqiPGJOxkKjz30xJ4W8hx31+YgZmGRJhNuty8wJuJFBijQ6fQ98/hzH3O78fDy+OrfxTc2/u6OGYjwPCRzwwUEoI/hSw8OHk9Hj1Le4kTEAwJ2O9/O+jISWVpdl86BxO5F32xoNWnYyu+qjihloQUPCA0cGJLEjsZHIc0uTjopLVzLZtjs+n+uC9teAJgshrTJgc/Bz574ZhUkdVnbAqUmioeF3YAPQRgUNcTKK1JL6eD4P3ttH1ecPnXvXPsaTGL6nNJhT88ZcgtRHeZDJd+3Pc8+ZDB+Psd6LDDKDMjjAO1AnDd0FtrsupT42gxQchEMGZRP3SG1d0/iOOJAx2jy1YzSkfB7eN41lT7RYX1m/pP6dcdJiT4T7gtQcXlRfD9kvbajvT/JdehBm/WBCcgeJSVNd4DsmG0n9p0HW0oty+HsyngTvn+9bGidi+R7oMeH7zomAP9v7ZM+M+1f3haxTvv9MNm7QGGI/wedqrT7f9y31QZlX4lhOCHx9aWLeuRwnNdA+X064876kaZLDSQ8N0+Px/3xcJ+ui9eu+Ft8vg5i8yEXWR5Z5TxOh4POlfllaNTQN1kvuQ7LEBldOnphRg2U4yijDs1AoFAqFQqFwICjD8xDAzBXzRc5pycgkkP6Xelch2ZJ0W2+pZ3cW6qM9qcPaxO/+nxWGLstkuMhE2lXOGSC1cNQGmcGhroxpWcyU8FpcDYKR2WYDmVOObkeutGN2kOwxmVm74detzEOYVchZM589dWopcZB6LViuvpM5EHNVk1wFic822VGpZyHWZRvIBpn6LO9DTVWmS2Kapxta1SmSDdiPVSGDlcxjsoVk1hzdTddgav/WdTy+JusS2aCzGuUldOszOwFZOus5malBWm1rZnmSsWE7NgOazFEyS8QcsyxNeSvJClm+4u/sL+ged/3Odkz9H1nfdPkzV3G2LTNFjAi21tyZOhjxzOtYK5jygXSJGtc0tUW7P3lPKT/J1EKUCDj6XFp1U7tcyQj7OnNaU5/DDCalABmJz2fLcmb6Ne7jcqWbOtnRa7F9rt36mtkWk21PxpzZCtjnUbvu33j/1DbzWaXXxv1ltgEy0GSMB3z2UqMD9qVHxm1tTlKVzLsZfR97Q/2yyUcV5Wo/RGAFdAXNICAOShyobTAJv3FAv6S+s1Psmy5LY09jw06BN4/lergUgy/Ua8f8m0GXgsvA1Drp1qTR60FmThNoVw7zIWbgEvdPI4RaqUxr5MEr3a38zEE/O7zd2Jcd1Ancj9cwp4CfA3waGDZCfH522DZ2mPKHAv8sYw6qvCdr35iaac6gobzA8HkyvZRhWQIlIhlMxeeemsVbcWymj0l9I8+VxhPT3XDAZo5WHksXp1P7SJMRz+flen9e/VKm6cJz3WCSeLpyPbHhvpxMNfVGKwfHHOzZ93jwtUHMsvs/+x4uIZpaUsswKKfge2QwhffLAWm/VDO31nz2ve7M/OZr5cTe23KZ3DSeT2p8RiYL0uhKI58TG29jMB5dxGdiW05aqfG0fIRGHLXWLJfvl2NCBur4HCyntNq+pVV5jdS3L+E3voNTy2vyHtYZv9IqSUFNuK/FtIF8lovYV1p9pxxPaLR7ssFnwKDAhu8bUa6swznxYF3aU5+u77rmn/dRRBmehwAesNjpsAP3Z674YWxpHMQyKjP1kHMV2lpI512jLsbHsgO35o8NmJ13slAUsac4/Jr6Nb6JTfUN1Mmkfe6mVTY1y0zGlx2Sy5VryPtYdth7mn92vH8+Mxp0vjaPyckBAzvSwM3Oi/frgYM61mR0OBCTobBROqdXdbnSSPc9eUUpGrw5eEh9vc0odV/PRgjvgQMF9/U1yVrynny8r+to+7mB1HWWRmoOUAzEcOCftGqI29jn8WRk3A5ZDgZmUQ/GSZe0qtPzutfSeN8XsM3363P4vHweGT3NY5mQfmN5D2R1aZiRldvFdmkyftZp/PwbJ0EZ4Zz1kc+O5Z6L0s8JJDMqZB/AtkgPgFkoPsuruNYJjXWD5aShze+eEKSnhteyJp3ll1bvLffxeTjpyaAtPrtcUeycpqCWW+oXfmD2DZMa7NfSa+bfXI4MkPO2sxp1/wP2nZtAue3R++J+i+emZ8fvO8cvqR+nDPaXGxonFIxtuKmefSQDzr7VfQVjF1jGY5rqmicTLuNFTf2g1L/Pwv1DvYNCoVAoFAqFI4JytR8SeKZPBo9uWLvkyFKlS4OMSa7rvND8iz6lke3kCg3JvJGVc546Rn2mO8fXyYhos1Zcl5eaIl7Xs1sya5vqNaHrYPckGY09fD+pcSabOk5pYplYLiKjx5PFI8ObjIBzQ5IdYioe6sLSfTXnwiPzJK2y3EzZQpbFs+50pfn5nEVZUiO1q54NdD2gvpbR1jy/6+G6CHi6vXwtlo3u74txjFmEdNOz/Ov00xvq05gk00SGIiN/k7Hy0or+bpdceh+kKSUZ8/2xTTjVipGSDt+LNDHRbh9eb50MF9/rnqY2b1cfI62vq089wyUzqaOzJpOZGeakPNR4khFkn2Rdpq9rDXe6Vlmf+H6ZL9HPfJ2m81H1bHwyTWT4HNXOvogsZrrS2Rdf03zbY/vm80wt6X7eFrPLZMhZfjL+bg+sDyc0Zb5wXWE7N1xGl8vtmCxuysDYhqU+3yq17NYS+x7MulJrSf2jdZ4EWVpKytgu8zmnN2FjWSZK245pSgXIFel8/973hMb6xvRKt7Sq3ZamrA18lnzuqdM9yijD85CAnU66e6z/o9stO3jS/3SLnFWv/6GBY0PK13X+NjcEJx6f0+lI8xokGp7e39eiDm/OPU7B+qnY152D1K+dLK26DtlRbsV2XlPYh2WlhpIDxVn1CeY9kPDcc+5//85O2Z31OrfknH6WBh5dVDbgXI5cqz7f09xgRiOGZeb+17Sa6um0+neexiWNtrwug35c59Nt6c+sH1Kva3Y5aYhk8BUnSKnB88SGyBRivj8emwO8jTbWp031gW776Q6lfnEGdoA5IXJqHmlV+8bFF6TViSeD2jwg+/pOc8X3tov9NzTpVN1XcOLG/sT1m8aB8J1GmgNHaHhx8rmnvn7QDet6yaAuadWIY/7VLfXBNnPyIS3vdUf9JICLfaRuOyeELKfBd84gya34nBMztlOeX+rrAzXLvB4nZr43H5v5i/nseA8mH5jXk/dHY1iajD5p1dC8pb6ee2Li9FO8D/Z1LheNS/fDlGLk5J9gXcr4h01NRrmRemKXw2519xdX1Qdj+Xy8po3WGxonoAtsf1hQhuchgNkwDrQMEKGQWVpN6j6X/5CDXbInnL1djmP2tBr4k8gEyP6cRgdZB2qGvD21L8I+GfDBwdTBN2QEKf535KHBDuqGVlfYoWFFdsyDcuq7DGo7fZ5sUDQsMxKfHU0K6zkAWjfF65At9b5pLGQZeO4E9XBpHBnWL+Xz8DNxrkUaSPt1MDQWbbTMMXse3Hguajw9IGcgDOs1GRoa9VyhyNtTO2fmw5pW1tXUipEBM4viczHzgI2MZPj4HjgJ4DWTObuqsU0wAGLAPafBkZMAGubJuizUG483tbqAAnNx5oSS9djGAZlqw2t+s0ypa01jivXMmS94f0x0n5OxhSbmPA0UTnJyUnMV+0j9s/I7Jfs3522am6h6f4KeKwdMno396Y3yucyq8dxs02loZb/EOuA6m30CA6J4H5yIsP+XJm+J972psZ66Xz+psQ5wDMkysi47i4TLyXdBzarLxedOxtfthjmG9/Cdk8etZRk9vljzmRkDfN/OXiFNWlCXw23U5cwVx44qytVeKBQKhUKhUDgwlOF5COCXYObI7j26F3LGSRaF2kIv/UWNyTH1uhqyOx/TxDScUD8b8cyNM0UyPNSnZEUyY5EuTmrtyPjRRZPX3dKULoPXMqNhRkqa2E7uy9VCnLIimRnfG/97Zu8ZK5+rNGUaoLuHbqVrWk1PRKbkBMp+E9f1fmShrCUS7i/d2HP3lNjAn9S/H/73NkYeG4zapG73uEZGyGwA66nd8Ov0tGa3fO5Tmurlx9Vro+yyznRaqekjc83O5LimZWIf0fjs6Q6mho1sh+sBWVpGTyfDN6hPCZNMF1kZ1zU//1PqtWL5PsmkXNeqhIbbN9QzfnTp3lS/gpK3G2Q0eY/8bpgpTh0vPRsb6r0v1MN6NR5p0ktSD3pJvf6YbdwuYB9LVi4ZO9eVOVesGVmy5fx+VavteB1zuO78rMc8N9tDylx8LPuf1NCnqzxjAig/okfIv6U208hsHWxbzlubWTKkqV0t4je/wxvqGXAj00LxnphejPWQ7uu8h3TLb6nPqet7z7XreW16ELnOvXNvUkZiTbXUr953S/3qZO6zH7ao9mI8DwlcMZmUNo2WDfVBQHS/0+1o4446muzAqM9hihcPCrlMmRu7ByFqMdMYZIfNHGXWCrEBs3M4p2mgdJlp0FHjOue+4rrv6eLn/WQ5c4CiAWf3XeaANDx4UZflZ3Va/YTBHUyKx2k0p0aRUovM85iBCHOu+jn4HbsuHVfvPmVdsYFKFz+X3lssP9NVxc6bg5mP58DBVEzHNQ5ifld0yXlgoyG5oVXNa4KTHOb7o4bLg3ka4qlD4/34OdvonDMKfU80ejgxScM5XYWL5bU5kKa+zUaIy0UJDXWJC/XvkcFCufTk3KTH78r3kJMVf7eeL43DHJSZIod1JwM+uNSp2xbTURHUC9vYdfnSIJxbAIL3cF5T/eBCDL4nurX5fuf6pbwGJRQZ6Ma1yaW+L/Jzo5yAz4fac/dLrC/ex/+b+jbvADWpT4nlST/HKE5ivCgIJxvsi9MA5HjjPo775MSFoF7UUiwussHlaRdx3Jn47vL5WOKGVokA9iW8jt3yJIJ4PfbvDvpjW8qE+6kHPqoow7NQKBQKhUKhcM9RjOchgYM0yB7m7JmuBQa4eBZFFw1ZCQcL8VxkAJMpykhTskFm1ZLpMHgNR/ZlGhIzLUyfJI2uCQrVL6p3fZMZSCaFwRKecfJYbqcb3fvv9zwYPZ4uqGRSyLwlk+RzJTtiZoVs11wi5GRWyQAyYEvqXWEZxX1K0vM1JY/2syIDZpbHaULIpPCdOziAkZ18T6wrC00yEF+HblczeN6eEb7rGNz9kEFG/nxCfQBIRkhnu2NAEOF6SLaM9+zz+tx0+R/XWMfZbu1elnoW3uVkW5Imxmah1QTirEOWMfB5minycoDr3LL2XHj7RfV1k+yO2VFmhyBrZ8afz5dBGvTyZDDi89W7k+fc2N52KvZNCUS2CcIShVvYl5HqeQ9sE/uxnQb7xIzE9vml/p0Iv1EWlAwx2eG56PpMNeRnv4NjXC72eWy3mfouM3/4eF6XHhQyfulB8rHrPDfc1rTaHukVYnCq23h6vnJMJPvO9kY2XRr7Kbcfjy+ZXutWbPfnfP+Uq2XbOMo4zPf50Bie1nKloZVuYRsHJzRV/IyyTbhic3Dk4Jc5OdPA5fq4Lg/zsvnaXqqSHfIlTasiOTrSUaFskGe16pa1q01aHWwW8Z3374bPbeywbZRRV0MXt/eRpkGUrtU5HSV/oxtpzg3LjjSX52TKKw4kzpdIwyON69R78b3SpW2XGgewXJqOAykNaL8zGlY5cFATSoPfv3MA476+Lsvl9+86zoFkXVoiwmXLVX4ogfC5LsQxNDa5b8onaDxbP53GJI2DNMLStebnQVcoy+1y0OD1+59zM7KcfLY00vg8PTjSNbkVn6lvPDWzL41Yts3jGiUe6caXJmOGbvANfLdcInV5Pk+2h4X6iQdz6FpbO1dnrENNgz/11Om+5nX3M0BpxMwZxOwP/JuwX+rQ2QdRWsH35P6AkeqcXOREhufNsSXHJK5M5nJlP81j1tVNnyM1rZQ58Z2fUD9WeZJH45JLhArnyrLvanUNeD6vqxqzv0hTX8J7ZN3LNu/UUNKUvcbIejrXnx5VlOF5CHBJqwOctMrycBa1TgcjrVbwZEANp3ph0AoHvBQ7u0GZLTuHbRclfVT9zJDXs94nc/lpeU6uCT8XLDN3DDs23l92lhkgw3tiwEJej1pIaZXhWmgyuP3d185z2uClXpazfwaIeQbNTpcDhYPAfN00iKU+dxwDysx0uCN1Hr2555P5EM1QpCZQ8d3PJ3VVNPgdWECW4SbKvaMxqMj3x2vlYOeOP+vDXJqra+rLaOMmO/wMRvF5OQGQ+nea9TYDWLJecoDajn38rDnZ8LZcUtflXdeZe1Cm4cHBjgZeMo1p1GaZqS934EVO+gwbT5lGzPum0cb2RI23r810UTZEpMmA3ZvZdx1ywsxr0YC2Ecq65/d/fnkeTz7n8vzynjKvJZ9zpo9y++HkQSgHWUpfx+/bQYw0NGnk7Mb+6YlY4Ho3tdpX0HjeUm/wJaPLersTx55RT6SQGHGfmB4SkiL5vNh/Sj1xk0GybNc+lvdJdpjtOvXVfq6cFOU4zsU6nIPWeBgMz3K1FwqFQqFQKBQODGV4HgKYkUhtGTUmC03uwGTH0l1xThNT1zSlEJL6WaFnHmSKqLvxLJMv4pT6VDSeRVp3SqaELM1lzSeKlybGk+zfXKqZnNHOMSuZpsfbk/1I9zrBcx3T5B62251Rm3MM69y50s3kyGyzIymZ2J357P9236S7jXXAZT6tVUYrIyvPa31jS/em1DNNZA7s0nNSZ+qWPfM3m+5E/jw3l0W1flSalkA1k+LnwNV3rmC71EfAUmdp9mZOMuHPfFfUhpk1pLaWLIzZ1HRTJkvFa+ViBdyXLFRKDehKNZu+Lq0TmU6X28/wknrG18xRuvXnnldqnO12T3d5RgQbTK2TchHfV3pqjq/Zn0yzmUE+fz7L7Tg2GXBm9kiWeyv239ZU3x3BzGWB56RQfrZn1ev12R/M6cOTlfP1pdUV5vjcM7o8NeF+3/Y+MCtKPtPulAAAIABJREFUakW5tKrPxXea2lrLqKRVJlrYz/eQsilvy5Ro1pOzb2TawDmXPdOiNfX9VtY1loUsvTOMsJ0mw8l2neww5QLZPh4WFON5SJCphaT5PJdpgBjpzmJnKPVubHbADvBgJUg3Pju7M5qW1fR25nB8niZjwTpF6hbTVc5cZ762NB/AwAAHDw7Ul6ZRRFcUXVQud7r4WC4O2JvqO2SvVCFNbuo5jRa1X9zm7V6JKAcBg+XaUN8xuvx5DF1Wfv82cGlIceIije/G90iXpfPO+brn1BviPtbP+pHln++daxhbR+jrOhVRBntlwIzwn9qsDJbINFXp5qbEwQaz9yM84aMG0vfj+syJWgYEMLjmpPp1z3OCmK5Vwu93gf15v9SGeaDjgE83pfsXah55/3N1LwdugnWJsJaYx55V348xN+l+cpFst5luyuV0OXI51YX61F2EDZG5SefWTJlTdkG5wZ76SfeeeplL6lxZ7j31q9Cxrbkf4jPJ8tIFnv1bSivYX3g9ccOaRU8KOTFx/882yHt0aiFeny7+56l//hdjv7xW9sVGanx9Dwzcc/+c5XD/530du+D6YWOS4+tFTXXgDM7FwCKXi7Ie4RjvT2OYa8KTpHF5KU86yijD8xDg+RoFzJxhsaHM5fbKwSCZNTcOL+d1Bds5myWsI+T1OJC6wTLogQ0yo9jn2FSWk/nsbsW+hDv6fD6p8fOxabTmjJKBK3MNwPdgvVrmpSNbSIPAM3xpNDooWLeeie9tv+hazoQdGEEjhLNwswhnsb+NQ+ugaODkIM/Z/QvVG9I08DwZ8j14+Tfv707Z52Z051xQRho41KnR4PM2DujSan0hSyf19ZyDEJPC2/iloUn2kPBEjPWQ92/jz+/htHqDKScTNNrNrHLSR+OS3gMPdNSVZf04i3KkYUb2KCdsUj9J9KSPxtJ+Rmu2PfYxNnDIFuVzJpN4Ht/nnr0nV2ZOaRBzELdxQy/Rqdhf2MbFLGxYJXvq7xc1PUNngLB+es7o9Dm0LLMnt4p9Xf406Kif5rvgJD/LaDYzmWi+e5aVwTMOgOSzZN/jZ8tysD9gHbmlvj92/chlY42F+nGLnhznE6XRxn6O9crtigulNPVLzArf/b6pXWYbtjfP2zjO2QMyN3Gxseyx2cfxHkgYHWUcZsMzbat7jtbaq1trt1prX4Pfvq219u7W2tcedHkKhUKhUCgUjgoo8bvdv4PEgTKerbVNSf+9pH+G385IerWk10j6x5J+8l5c265ms0PHNc707JZIRoezqY3Ylm6FXfWR19zXLErq33hu5nCzhiY1ji5Tzub2g3WdPk/q3ajXS9dR6jg5W0+GwbNxrniRTETOcOimz4jNZI/pKuI9J1OSLLbLlu/NcOoZaWTONjWlorqp3k1vtoPvic/mpqYIccsY1jFVO+pzrZKVJessrWqhzKS4DpDB83+yyXRpp5aMsgRrfslYZbnM8mlZJjLRrONmmChLSJem1D+/jP5Nd2iL797fDLHbNxkcapi9LxmubLOpQWNUMtlJf9+K/a3Xllb7DzJJhst5RuNzZfu6FPvkuagdJIvFdyqtsqPJ+JE5uqFJJ+5ypbbQcDsje0oWb53MguXis83lWukV2pH0FK7zbBlHMsKdeuNkbfnOyDL6O7W46cEgW+73wvZDRtjeBd/TtdiX9dbst+t806oMiBIISrUG9Wz7hvp8nPvJCy6oZ16l+UwOi5lt9BZIY133eOV9ma/Yx3K8tXvcrK1hLyBXRmNfZnbduKZeq07vk13xhbtDa+31kr5P4yv54WEYvvtuznPQrva/rtG4fDV+Y6ahe4bbtehd4XOtYxpHdiUyATKPSZcTtXA5u0hdFbUtc6Dh6cabhiwbs10fg6ZAHm/LASuTb1MvuN/zcwdMSUDqiDhA0aBZt2QmO4rUXdGlyYGBRpA0yQdSt2cwEGNQn9jdx9IAoiHvjtTXu6YpMG2d68+/X1A/QHP/i+oN5KwvdqVz6ULD7ioOrBwc5gKl/Nnlz7Lz/vm8fM+8FusSB/CUYqwL6mDZciLIVDM0Us5olC7Y8Bw0vQfXyzynDUAae75Hn9dLK84Zri4Pt/s6NKA5mdrS/NrdRrbhdbDxn4Yd6zzPS6Mk3b02OtOYpgxE2Ma65PedSxOu0xLyvqyNZUAM982gpnyu0vpz+7PP7etkvmKfIwNc2J9Yl8jtCb7/1ABT9nJW/cT2IzP3QFJgV5OcwLpUn4tL3fq++I63tGpcebvrPMcn3gulOBkkSnmEy0n3/5wO3Liq0RjMts9JMsvMSZrLwQU4KCHhcqMuJwmlNLQPswv6ucRzfZ9L4vDNkr5M0gclvau19o5hGH7vTs91YIZna+1TJX2VpC8VDM9hGC631p6Q9Lik//FeXd+r9HBAy7yE0moghvdlh+xKnuJwPsxciYfHcpD2TJiRyDQ+t/DdORhp8PJcNO78nwYey5j3ad1MPg+yAWR4yXbZkPQs0+fh6iosExlNqe+wbqnvKPLe5mb+fA9zLJz3T0Z6Q9Nzd+fO65HFc9l9LhuqWp7DCej3AwdtDhhzTCyNxDTi+V6TwZL64KIcWOYCbLhvdlbJnvG6nPQkg8LrOnCAxjaNiTw+y0dD03Xe9ekRSY9KOr+sbIuFtLUznXND6/VtrCu+J2Id0+PPNJBswJGF4eecYCQTz2Aa6vmkvi/yc2PWA95j5m0kC8nf/b3hu4NBsl37Hhgw5XqZ7XLOaPV2n/dRjR4GTuLYB8wFSaaGl9eV+na7ocmTcVL9Ouc8xgww28SO+lWiMivEXNYElpET5jO41qYmr4rvcU7jLE0MZxqXLFe2Q2qzb2p9X5R6SRr9fn98dpvq20/GDQjHSpPBaAaTRmv2L7xHxjTYk0V9KANuHZDp5/IIyuLnkITKXJDbUcY9imp/jaT3DcPwB5LUWvsJSV8p6fAanpK+V9K3D8Nwq7XWbRiG4bskfdcBlqVQKBQKhULhSOIuDM9HW2uP4/tbhmF4C75/qqQ/wvcPSvr8uynbPTU8W2vfIumvLr8+T9JPLI3ORyV9RWttbxiGn76N8/x9SV8tSefPn3+Wvedhl0pqochK0B1KRs4sk2d6nilTr7KtaYaW55VWl/yjxlHqUyRRi0n3lSPymPOSzEm6scn2mXGaczn5O5mUZHDJWJk9JcNGN8olTctG+tzp7k5dJl3665gA78/oTx5rlonuLrIUyXZxm91Ifk9mbckIZ45Ew4w0sw3wPcx1AHxnZP9OaZU5kfr3yBQ4qfejPCIZ4LkIfzJHc+wq6ynrgxk+Mvvr3J/JcCZrxbqVDLfrCqPstzSt7PWIpNNb0vZyh8VCOrUs9Cn1y5r6/pyjlSyjvxtzdTC1wwv10hzeU7KWZDznvCxz3ghpYtLyva1LAyetRmIb7Ff8nanL/Gwtx+F1b6h3O7tupYSCTCtBJs2advYBZBaTnTJrJU3Pkawbo83dhkltpFeImSysz5em95f3kB4V75sSGLKHZzTlHJWmZ+xrn1W/+lA+a5bD75Jtje0l3c5Sf/9SvyoQ6+kZ9f3jWU3vyX0p22J6TOb6J6mXMM3tl58XmsY198t0vbPvuqo+HSDfqesVvUv5TvcbX54NTz75pFprV/HT24ZheNMncMp7hrswPJ8ehuFV+2zPaiXdpUTynhqewzC8WaMmoENr7Ucl/cztGJ3L87xJ0psk6VWvetVd3WimxvCAnAO8MedmY9Jiwu4dJip+/vK/0wNRN8RBPN3FqW1LQ4pBG+6g2JHSdbSrfs13unRtvLBzpYFoA8iNf1OrHfFcLRT2oVFDw5NLwrkjoCYnjR/+pw51bl8aMR4Y0y3l8nF9dZ+LHSuNASfunjMsclDxNX1dD0g0ANNQ4PNxeXhfLDcDuahF9tKkOchS8sAJAgfkda4oGkcvUD+Y8hjmDkzjcZ0hzmdreLLE58CJipZlYCLxW3vS3nKHvb1eD8h7dHv3AJ6D6O3owFhf5owrShd8D643NHDmjuckh4FalMDYPclUZTuxPScIadDxnTLAcE/jwG0DoGFfp3jju/OiAz4XJwjpws6UVzn4MzBnnVHnbVxgw/WAqbyoPbRLmzpw9vmcmNmA43vhs/W7MFhOvwcea5exNGlA2c4ZE8B3fkmr6biy/0jZBtMYbakfq6xH9v2QRKF0ic9Jy2vQBe4yUl/OZ8d31tRPLngdn+tM/JbEACVlVzXpY00i+dg99fI0ti1/dj2h+/9u8Nhjj+ljH/vY6Wff8/7iHrnaPyjp0/D9JZI+dDcn2k/HXigUCoVCoVB4wLC4w7/bwLskvay19lhr7bikN0p6x92U7aCj2iVJwzB8/UFf85T6xNt27cy5Yeew0MQpcwZs8EHmyjQU8WdKlTnXLd3YdFHaHeNZ5PXY7hl8uvmlVVfI8fh9zkWWgTye/Zrd2C/YKF2pdJPcwLEb6lmpLINBN3a6+3hPZDRczrnAgnUu/QzG4vPJCGDvm5kINtQzRw4G4DPn8prp4t+N+003Ldm0hIOmpNVAHLvpKbfI4KMEXXLP05R82WzEXAeSdc3uvEwNRDYo0/6QSeM5pZ71H5b7bCxPvruY2Nen1Qd9uZ6tS/JNRnxDqywNXcve18zRGfzuc5NhZIJ4B2kwipnn5raUgJxcno9uWiKDKejCdplSTkI2LINHsn7wnVJelEE+c4yu4TbJdpwR8bk/mdYN9YFJ/H5Mffogl4MyqXw2GTA1l8JK2If/yaSmF4P3YXbZ7YfPx4xueh24mhf7BF7fdSWZ9mNxLL1AlEEtYhsDG8kqSpOXzPflNGl5Hmns59kvmt1kf5IJ4H1PfJcGl361JGQudZnHW0psttSPu/eACTx0uBeM5zAMe621b9WYDnNT0o8Mw/C7d3Ou+2J43i9w+bg0SJ4NdlNKq53qnBHAzp5uepeD0Y7perKeUOr1O+kys1vV3y9p1dVs+DwsFwddN2R2JDc1dR5072X6E3d+jICnFpOGljv71PxktG2u2rEV3w2W2eXk80rjmxkJ5rbRWOA7l1aNWj+PXP+4qX/fdpXTBZwGDQ1/LjVn5GC4boDPlCYcdOiy9/f9sKV+laimafLlyFkOgOvkAQv1RowHGRoeRA7gCWpcPYHYW/5wRdIfL7c9pcnI8/2kS5D1lIO/9aHUqtl9aDT1ekjWPU82pMmFmdKCnMSwrdEYogvXhvPcc+H+3J5pxmjw7mlV9005UrY1Tiq4XKsNo3XuYEo+PHmkwetjng1+jtl2/WxTDmVjKg1Rf876IHz3/bCvYjulJOSM+lV+pL4f2NGY5osGX7rLU+phoz7rlicyvD/KBzI9HxktG3wkRjL1mftqjne+Z8opqC93G8/+NZcVZtqn7DMoXbqpqa9JqYEnH7xP6kG3tbqctUmTm+r79KOMe2FgD8Pws5J+9hM9z0NjeDroInVO615ODsoLTUyKc0+SoWAnk4MuG75Te7CjoHHJ63k7z5XGFGEjY04PmcEO7ig4Y+fA4oGQndC64AjNlN8aUZ+Lxg+Nqgxa8T5Mr0SheTIUFPx7QMpy8nmQSaMx54GR958dOgdG5orbif9mnVyuE+pT7yTDSYMuJw1mHZLF5rWSxZ/TcAr7c/DMxMtpaHApV74HD2gcDNLw9HVOqmeLL2i1Liq+Z31i8Mg19Yso3NCUvP+ypvyHbjsc7LJ+0ABym5DG3KBnNdUHB+G4jTu9S96zt2cwHuup64b3dWoYsuBs46mlmzPQMliNelFOYmnwuE3ns557N9m2duO/NdCG759t0IbUMfULMGR6Ne8/1zfvLvdP4z09NisTE3zn5HE/lt/3xEnzXP5LHkdvww31/S/vk8FW57S6mMmupjpuQyt1vy6HGUCXmW36xkxZF5ra8RC/M/l6Ph+36TkPgScx6QWzAWjvEdef53+ngZJGtpRadbcXBpUmecH7YIDcoPEZzI1jRx2Hmdl9aAzPQqFQKBQKhaOOexRc9JzhoTE8Pfv2bNDs0LrI0gRnyskkmVHg8pSeyXn2RU0SNXpmIHg+LuXHa5n5cBk9w05XPLWEnOmnW5psiN1mTK1yuyBz4euSwSDbahaBusNN9Wk3MtKSbhQyPmYG1rnhXRa63cgM5bPjucn2SdNqTGbTrs5ci+zohqbZvlNg8flQn9RQjqtaZbXJHmdasFxOM114mdTc55N6RmJzua9ZF7vKfIzLSCaJdZEuSbM5TCFG6UGmHkqGbw6sj1c0pUS6Gv+vaVV/us51nxIIMu2ZTsxlSL0f+4RrUQ4+K7Z5t2OzMjc0z04bZLHS9W5W3ucmS+v9+V4oe0lXaoIMsNsRdbn+Xerft0E98Y6mtnNTfUJwa1LJYPGd8Tn72qzT7MfpUpWmzBWZvWI/ZB9xO/u6LSSbPuc587lP47PLamSKMWq3eR5fgwnUU/rFeuxnRwnJXmzfL+6BdZF9r99hurEzBc1N/M57Su8ZMyJwWVdpes70EPC5Sv0qRwS9B0cdZXgeAmQgirSqVbSLVOp1ZEy7o9jf+0pTo6LhKfUiaTc2dlh046b7L++BbpU8l88z5/48rjHF0wnsO+diu47v7BiY0mWd0W4s1K/MkUY6DZ4TWl0ujcfYMGC+zXT/UCvIgcWDJTVtfDYc/FxeuuF4rPflBIJloPvruEYD4FF8v6zJqMuVqaR+8sKl6TY1PqN1Oitp6uwzPZDLnwYYA2Q8UNvQogZtgXN7IEy925xx58mF3/Ex9ZMai/9Zf+bq+zrsqV+elHWZbjZrdrM+5EQlDURpvG+2Y9ctGhZce/qG+gnjfoZ0ykvYRl1upkTLlXVSqpETFeb6TS1lSlWk3i1PSQCXtdzB39yxri85yXO5KK9w+TkBogbYOsN1aW/cv/j+2Cf6POxPqT3NiescUht/Db/PBeX4no5juyVPqevm+GJYfsXJKJ8dJxlZbk9EaIjy/H4nWd/mUlvZmOO7pfxo7n2QBOH9e+LutrilsY14fFloNe6BKbBykkepBvN9utxzchktr8FUgNtaDfA9iijG85AgBxlpynspjY3mjKaGwvVw3bHNRZpLU6OjLpEzPQbpmHVNndGcbsbnZudOViZn++z0eLw0DiKP4FgbEW7s1hlSQ0hmck4InudKI34ukGeuMXD9+Tk90lwAhDTlEfTA4H04+CWry+uTHbCWi+88WSsauYxS9nfOtpm83NtcJzgI31JvAKdBZ3AwOKs+n6Y75LmADjKRqfHLSHJOyjzgcDCQVgd4GiK8B2qe00jzwDcXbHU7nSUZ9RwMz6gf0LbjMwd0R/Ayyt3bnlZvDEi9FtfPkgF32QYM10OyqRvqA3OkySg5rel5XNCqwT+Xh5HMKyfNt9Tn280JE69LDZ3iPOsm3nPLOEpTwvk5vSifm6/D7Wk8Zb3mPp6k5WQ8GTL2zWalrffLd7Yb23Niy30U29g/nFRvaNGLsqnp/V9Xz2KbMNiIfTmpSR03n4f7bp+rqU8KnyChwGfhMZEGYOo+M/sCCZUzWp/r2e2OdYKfpb5PoKHqID9OiqjDJcEgreqlHxaU4VkoFAqFQqFQOBCU4XkIcFyrkXLJhpxWn/7CbkizlGSZrqufgZLRELZd1jjD9szfDBwjocmOOd+by0n3f2o8zbzmjJQzdDISUh+VzJmzZ8ZMO5JpgnhvZBLNqpE5otuF2NbI8NGFyTLf0OoqScl4uIx253rfuRk7WZsb2Df1rmTnfCxZObvJmeOQ97SlXi7QuYk2pM1Ffz2f1ywatzX12krh3C4X3UWul9c1pdSSxjrlei9N73uOvfI784owjDpmeX1us/ZkgPjsyOKa7Uz36O12jHyWZlJSt8p9kxki470Vx7A9MU3RnsZ3Tt3iVhy3TqOW5TbTxVyLLIOfhX8ju5Xnsos6062xf6FHhtusyUt5BxkmtpcE28OeennJpvp2nJKDjMxPrw77z934zoj//fSo/k9vS7qpN9VrK81s8xzrvDOL2Jd1LVfTsXadx+5EudZpxLOt2W3K8u3nQWL9OqdeemHPn/W2KZ/INk89rZl1t+NccUy4Py+vyu+b6tMc7Sd74Ds8qb6dSmNbJkPsz/aOuczux3hs5l0+iihX+yFBdvbOrUf316amhnBVU4qW1DPabcoOmzn9fIw0afZSdJ5pazLBcRqqvg5fmF1IdDnMueqlKXjoJvbNHG6ZKy5dYjwnXWs5YKU+i7ob636olaRhbkM6g6+ITKHCfHf5jhW/+Tnf0rzw3BOAE8tyUmtHDaDUpwrZjHv6OMq5u1h1S69zQTlYxPWDGkyXkb8zmfpJ9e7hU3HMftjQOCDbJbep+XdPg4IaLrYHG8cb2JYBA3SHpjFIuI1ywnga13W+P7ZF6oFZDi9fy+dDl/eGVpe1pHzDMgdp1bCZKzfdndRqpmRmzvBJdyP1nyyXDQdOCI6pD9bLNDyUE93UVJf21PcRLIeNxQzU4jvf0TRB86SPLnDWR2rRXZb99OeJ1MhT5sH+1W3TRiAXdnDfPDcRI2jg5Dtj32uCQrEPy+X6xf4yJwKpRTZ47f30qZyYeVxiP7+jqX7wOnPyAS/f6fIlycF9pb7e5nV5rUFTneF23wM1wK5HPjdzfPo47+t4jDmtq9QHmh11lOF5CPCu4a6WeC8UCoVCoVB4YHDYGc91E/ZCoVAoFAqFQuE5xUPDeBYKhUKhUCg8DDjMjGcZnoVCoVAoFApHCGV4FgqFQqFQKBTuOQ67xrMMz0KhUCgUCoUjhDI8C4VCoVAoFAr3HMV4FgqFQqFQKBQODGV4FgqFQqFQKBQOBGV4FgqFQqFQKBTuOcrVXigUCoVCoVA4MJThWSgUCoVCoVC45yjGs1AoFAqFQqFwYCjDs1AoFAqFQqFwIDjMhmcbhuF+l+GOsL29PbziFa+438UoHFI8+eSTeuyxx+53MQqHFFU/Cvuh6kdhPzzxxBO6ceNGu9/leDa01t4p6dE7POzpYRhefy/Kk3jgDM/W2tVhGE7f73IUDieqfhT2Q9WPwn6o+lHYD1U/nhts3O8CFAqFQqFQKBQeDpThWSgUCoVCoVA4EDyIhufb7ncBCocaVT8K+6HqR2E/VP0o7IeqH88BHjiNZ6FQKBQKhULhwcSDyHgWCoVCoVAoFB5AHErDs7X2I621p1prv4PfzrfWfr619v8u/z9/+ftGa+3HWmu/2lr77PtX6sL9QGvt/a21J1pr72mtPb787cWttV9srf2T1tqZ+13Gwv1Da+31rbV/1Vp7X2vtO5a/fXZr7ddaa29trR3KPrDw3KG1tt1a+xettd9qrf1ua+07l7//aGvtyWXf8Z7W2iuXv7+utfZx/P43ca43ttbe3Vr7z+7X/RSeW9xF/Wittb+z7FN+u7X2eTjXty3rx9fer/t5EHBYO90flZT5pL5D0i8Mw/AySb+w/C5JXy7pNyR9laT/4qAKWDhU+JJhGF45DMOrlt//hqS/LumHJf3H969YhfuJ1tqmpDdLeoOkl0v6j1prL5f0n0v69yU9rrH/KBxt3JD0pcMwfK6kV0p6fWvttctt/9Wy73jlMAzvwTG/gt//Nn5/o6RXS3ptTWqPDO60frxB0suWf98k6QckaVkfXi3pNZL+0kHewIOGQ2l4DsPwy5IuxM9fKemty89vlfQXlp83NSbpX0g69IldCweCqhMFaRwA3jcMwx8Mw7Ar6Sc09iObmpYzrvpxxDGMuLL8emz5d7fBDa4vg6ruHAncRf34Skk/tjzu1yWda619ivq6UdgHh9LwXIMXDcPwYUla/n/h8vd/JumLJb1D0v98n8pWuH8YJP1ca+03W2vftPzt+yX9kKS/Jukf3LeSFe43PlXSH+H7B5e/fZ+k/0PSF0j6uftQrsIBo7W22Vp7j6SnJP38MAy/sdz03y3dpd/TWjuBQ75g6Xr9pyHheptGpvzxYRguH1DxC/cYd1g/ZvuVZX14QmP9+MmDKvuDiAd+rfZhGPY0uj8KDye+cBiGD7XWXijp51trv79kzP+9+12wwn3HHCM1DMPwLyV9/kEXpnD/MAzDLUmvbK2dk/T21torJP03kj4i6bikt0j6dkl/W9K7Jf0bwzBcaa19haSf1uhW1TAMb9XkeSscEdxh/ZjtV5bn+S5J33UghX6A8SAxnn+8pLO1/P/UfS5P4RBgGIYPLf8/JentGt2rhYI0MhGfhu8vkfSh+1SWwiHAMAwXJf2SpNcPw/Dhpbv0hqS/p2XfMQzDJbteh2H4WUnHWmt3uu514QHE7dQPVb/yCeNBMjzfIenrlp+/TtI/uY9lKRwCtNZOt9Ye8WeNgSK/s/9RhYcI75L0stbaY6214xo9I++4z2UqHDBaay9YMllqrZ2U9Ocl/T6IjKYxZuB3lt8/efmbWmuv0ThOfux+lL1w73Gn9UNjH/KfLKPbXyvp45YBFm4Ph9LV3lr7R5JeJ+nR1toHJf0tSd8t6adaa39F0h9K+g/uXwkLhwQv0ugWkca6/OPDMLzz/hapcFgwDMNea+1bNerANyX9yDAMv3ufi1U4eHyKpLcusxxsSPqpYRh+Zply7QUaXafv0agJl6SvkfTNrbU9SdclvXGolVaOMu60fvyspK+Q9D5J1yR9w30o8wONWrmoUCgUCoVCoXAgeJBc7YVCoVAoFAqFBxhleBYKhUKhUCgUDgRleBYKhUKhUCgUDgRleBYKhUKhUCgUDgRleBYKhUKhUCgUDgRleBYKhUKhUCgUDgRleBYKhTtGa+1FrbUfb639QWvtN1trv9Za+6pnOealrbW7SvDfWvv61tqL8f2HW2svv81jX9da+5m7ue7torX2q8v/L22t/aW7OP7rW2vf/9yXrFAoFA4XyvAsFAp3hOVKHj8t6ZeHYfg3h2H4dzSuCvSSe3jZr5f0jOE5DMM3DsPwe/fweneEYRj+7PLjSyXdseFZKBQKDwvK8CwUCneKL5W0OwzDD/qHYRg+MAzD/yJpWoOGAAAD+ElEQVQ9w/r9Smvt3cu/P5sn2G+f1tp/3Vp7orX2W621726tfY2kV0n6h62197TWTrbWfqm19qrl/q9fnuO3Wmu/cLs30Vr7c621f7m81o+01k4sf39/a+07l+d8orX2p5e/v6C19vPL33+otfYBr+HdWruyPO13S/p3l+X8tmQyW2s/01p73fLzN7TW3tta++eSvhD7vKC19o9ba+9a/j2zrVAoFB50lOFZKBTuFJ8t6d37bH9K0pcNw/B5kr5W0t+53X1aa2/QuC7y5w/D8LmS/odhGP53SY9L+svDMLxyGIbrPslySbv/VdJfXO5/W0vptta2Jf2opK8dhuHPaFxy9Zuxy9PLsv2ApP9y+dvfkvSLy9/fLunTZ079HZJ+ZVnO79nn+p8i6Ts1GpxfJomyge+T9D3DMLxa0l+U9MO3c0+FQqHwIOBQrtVeKBQeHLTW3izpizSyoK+WdEzS97fWXinplqTPnDls3T5/XtLfG4bhmiQNw3DhWS7/Wo0u/ydvc3/jsyQ9OQzDe5ff3yrpWyR97/L725b/f1PSVy8/f5Gkr1pe552ttT+5zWvN4fMl/dIwDB+VpNbaT6p/Bi8fFQ2SpLOttUeGYbj8CVyvUCgUDgXK8CwUCneK39XIxEmShmH4lqXL+fHlT98m6Y8lfa5Gr8rOzDnW7dMkDXdQljvdn8fthxvL/7c09ZPPdswc9tR7lrbxeV25NyR9AZndQqFQOCooV3uhULhT/KKk7dYaXdOn8Pl5kj48DMNC0pskbc6cY90+PyfpP22tnZKk1tr55e+XJT0yc55fk/TFrbXHYv9nw+9Lemlr7TOW398k6Z8/yzH/l6T/cHmdL5f0/Jl9spzvl/TK1tpGa+3TJL1m+ftvSHpda+2TWmvH1EsEfk7St/rLkhUuFAqFI4EyPAuFwh1hGIZBow7zi1trT7bW/oVGV/W3L3f5u5K+rrX26xrdx1dnTjO7zzAM75T0DkmPt9beo0lf+aOSftDBRSjLRyV9k6S3tdZ+S9JPrin2n2utfdB/kv5tSd8g6X9rrT0haSHpB9cca3ynpC9vrb1b0hskfVijoUn8tqS9ZaDTt0n6vyU9KekJSf+TltrYYRg+LOm/1Wg4/5/qNbN/Q9KrWmu/3Vr7PUl/7VnKVSgUCg8M2jiGFAqFQmE/LKPebw3DsNda+wJJPzAMQ7GRhUKhcAcojWehUCjcHj5d0k+11jYk7Ur6q/e5PIVCofDAoRjPQqFQKBQKhcKBoDSehUKhUCgUCoUDQRmehUKhUCgUCoUDQRmehUKhUCgUCoUDQRmehUKhUCgUCoUDQRmehUKhUCgUCoUDQRmehUKhUCgUCoUDwf8PLmiSborQ1qoAAAAASUVORK5CYII=\n",
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