{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# detect_cusum.py\n", "\n", "A function from [detecta](https://pypi.org/project/detecta/) - Python module to detect events in data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Change detection](http://en.wikipedia.org/wiki/Change_detection) refers to procedures to identify abrupt changes in a phenomenon (Basseville and Nikiforov 1993, Gustafsson 2000). By abrupt change it is meant any difference in relation to previous known data faster than expected of some characteristic of the data such as amplitude, mean, variance, frequency, etc.\n", "\n", "The [Cumulative sum (CUSUM)](http://en.wikipedia.org/wiki/CUSUM) algorithm is a classical technique for monitoring change detection. One form of implementing the CUSUM algorithm involves the calculation of the cumulative sum of positive and negative changes ($g_t^+$ and $g_t^-$) in the data ($x$) and comparison to a $threshold$. When this threshold is exceeded a change is detected ($t_{talarm}$) and the cumulative sum restarts from zero. To avoid the detection of a change in absence of an actual change or a slow drift, this algorithm also depends on a parameter $drift$ for drift correction. This form of the CUSUM algorithm is given by:\n", "\n", "$$ \\begin{array}{l l} \n", "\\left\\{ \\begin{array}{l l} \n", "s[t] = x[t] - x[t-1] \\\\\n", "g^+[t] = max\\left(g^+[t-1] + s[t]-drift,\\; 0\\right) \\\\\n", "g^-[t] = max\\left(g^-[t-1] - s[t]-drift,\\; 0\\right)\n", "\\end{array} \\right. \\\\\n", "\\\\\n", "\\; if \\;\\;\\; g^+[t] > threshold \\;\\;\\; or \\;\\;\\; g^-[t] > threshold: \\\\\n", "\\\\\n", "\\left\\{ \\begin{array}{l l} \n", "t_{talarm}=t \\\\\n", "g^+[t] = 0 \\\\\n", "g^-[t] = 0 \n", "\\end{array} \\right.\n", "\\end{array} $$\n", "\n", "\n", "\n", "There are different implementations of the CUSUM algorithm; for example, the term for the sum of the last elements ($s[t]$ above) can have a longer history (with filtering), it can be normalized by removing the data mean and then divided by the data variance), or this sum term can be squared for detecting both variance and parameter changes, etc.\n", "\n", "For the CUSUM algorithm to work properly, it depends on tuning the parameters $h$ and $v$ to what is meant by a change in the data. According to Gustafsson (2000), this tuning can be performed following these steps:\n", "\n", " - Start with a very large $threshold$. \n", " - Choose $drift$ to one half of the expected change, or adjust $drift$ such that $g$ = 0 more than 50% of the time. \n", " - Then set the $threshold$ so the required number of false alarms (this can be done automatically) or delay for detection is obtained. \n", " - If faster detection is sought, try to decrease $drift$. \n", " - If fewer false alarms are wanted, try to increase $drift$. \n", " - If there is a subset of the change times that does not make sense, try to increase $drift$. \n", "\n", "The function `detect_cusum.py` (code at the end of this text) implements the CUSUM algorithm and a procedure to calculate the ending of the detected change. The function signature is: \n", "```python\n", "ta, tai, taf, amp = detect_cusum(x, threshold=1, drift=0, ending=False, show=True, ax=None)\n", "``` \n", "Let's see how to use `detect_cusum.py`; first let's import the necessary Python libraries and configure the environment:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from detecta import detect_cusum" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:44.041485Z", "start_time": "2017-12-30T09:06:43.796931Z" } }, "outputs": [], "source": [ "import numpy as np\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the function examples:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:46.420185Z", "start_time": "2017-12-30T09:06:45.510049Z" }, "run_control": { "breakpoint": false } }, "outputs": [ { "data": { "image/png": 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\n", 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HOn8Jdkc9BbbMZCpbYEeMdUtZLBaAmzrvAgf9lgK4tWaTY7Ec1YwEu1m3gV2dV1phEx3WcmOxWCwWi6VOYS03FovFYrFY6hS1euC59PR01alTp5pOhsVisVgslipiyZIluUqpluG31NRqcdOpUycsXry4ppNhsVgsFouliiCiUL3X+2LdUhaLxWKxWOoUVtxYLBaLxWKpU1hxY7FYLBaLpU5Rq2NuLBaLxWKpbZSWliI/Px/FxcU1nZS4on79+mjevDkSEys/VJUVNxaLxWKxVCP5+flITk5Geno69FBrRzdKKRQWFiI/Px8tW0bVMMoX65ayWCwWi6UaKS4uRlpamhU2BkSEtLS0mFmzrLixWCwWi6WascKmPLG8J1bcWCwWi8USZwyYOABjZ45Fzr6cmk5KrcSKG4vFYrFY4ozl25fj1WWvostzXapM5Dz66KPo3bs3+vbti/79+2PhwoWYMGECDhw4EPWxpkyZgm3btsU8jRXFihuLxVIlbN8OlJbWdCosltrL4dLDKCopqhKRM3/+fMyYMQNLly7FihUrMHv2bHTo0KFC4qa0tNSKG4vFUvdZtQpo2xa4446aTonFUvupCpGTk5OD9PR0NGjQAACQnp6O999/H9u2bcPw4cMxfPhwAMCtt96KgQMHonfv3hg3btyR/Tt16oSHH34YQ4YMwdSpU7F48WKMGjUK/fv3x8GDByuVtlhgxY3FYok5y5cDSrHIsVgssSGWIuess87C5s2b0aNHD4wdOxbffPMN7rjjDrRt2xZff/01vv76awDsulq8eDFWrFiBb775BitWrDhyjOTkZMydOxfXXHMNBg4ciLfffhvLly9HSkpKTK63MlhxY7FYYs727TyN1Lo9ezYwYgSwY0fVpcliqSuIyJm4ZCKu/ODKCh0jLS0NS5YswaRJk9CyZUtcccUVmDJlSrntpk+fjszMTAwYMAArV67EKqPGcsUVV1T0Eqoc24mfxWKJOSJu9u+PbPuXXwZmzAA+/RS44YaqS5fFUhdISkxCIiXihv434IGhD1T4OImJiRg2bBiGDRuGPn364PXXX3et37hxI8aPH48ffvgBzZo1w+jRo1FUVHRkfWpqaoXPXdVYy43FYok5YoGJ1HKTm+ueWiyW8iQlJiGlXgpuGnATNty5AS+c/wLapLWp0LF++eUX/Prrr0f+L1++HB07dkSjRo2wb98+AMDevXuRmpqKJk2aYMeOHZg1a1bg8cz94gFrubFYLDEnWsuNFTcWSzBeS01FBY1JYWEhbr/9duzZswf16tVDt27dMGnSJEydOhXnnnsuMjIy8PXXX2PAgAHo3bs3unTpgsGDBwceb/To0bjllluQkpKC+fPn13jcDSmlajQBJkR0N4CbACgAPwG4QSlVFLT9wIED1eLFi6sreRaLJUL69QNWrABSU4HCwvDbZ2SwILrxRuDVV6s+fRZLTbJt2za0bds25Db0EFWJqIl3/O4NES1RSg2M5jhxY7khonYA7gBwnFLqIBFNB3AlgCk1mjCLxRI1pltKKSBUr+pKWcuNxeKlf5v+OLX9qUeNqIk1cSNuHOoBSCGiYgANAcRPj0AWiyUiSkuBXbt4XimgqAgIZaHeuxcoKeF5K24sFmbZmGU1nYRaTdwEFCultgIYD2ATgBwABUqpz73bEdEfiGgxES3eJTmoxWKJOfn5QJ8+wNNPR7dfbi5QVqb/h4u7MQWNFTcWiyUWxI24IaJmAEYC6AygLYBUIrrGu51SapJSaqBSamDLli2rO5kWS7VSUgLs2VMz516yBPj5Z2D69Oj2k2BiwWwxtW+fttIIeXl6Pl7FzcyZwOjRbIWyWCzxT9yIGwC/AbBRKbVLKVUM4EMAp9ZwmiyWGuWii4AOHdwCoLqQQOC9e6PbzytuxHLzyy9AixbAX//qXm8Kmt27y4ufeODJJ4HXXwe++qqmU2KxWCIhnsTNJgCDiKghERGAMwGsruE0WSw1Rmkp8OWXLDIiGcagtBS47Tbggw9ic34RJQUF0e3n7WVYLDcLFgDFxeUtQaa4UYoFTrwh92DTptDbLV0KTJjgdstZLFVBzr4cjJ05FgMmDqjppMQlcSNulFILAbwPYCm4GXgCgEk1miiLpQZZv167QbZsCb/9smXAiy8Cf/tbbM4v4iZWlpscZwicTZsAc/Bgr1UqHl1TYsUKJ27GjgXuvhv44YeqT5Pl6ERETZfnuuDVZa9i+fblFTpOYmIi+vfvf+T3z3/+M6r9O3XqhFznYz311PhzssRVayml1DgA48JuaLHUYgoLgbS08Nv99JOe37o1/PYiQjZsYCtOYmLF0ieIKCksjO54QeLGFDTz5wOXXsrzXjETj+JGOl7dvDl4m+JiFphA+XtgsVSWnH05eOTbR/Da8tdQpspwuPRwpY6XkpKC5csrJoy8fP/99zE5TiyJG8uNxXI08MEHQKNGwFtvhd/WFDeRWG6kAC4uDl0IR4rZ+V40vaoHuaVMcWPmhbVB3ERiuVm9GjjslDf5+VWfJi+lpcB99wEffVT957ZUHV5LTVFJUaWFTSg6deqEcePGITMzE3369MGaNWsAAHl5eTjrrLMwYMAAjBkzBmYHwGlObW3OnDkYNmwYLrvsMvTs2ROjRo06st2nn36Knj17YsiQIbjjjjtwwQUXVNk1AFbcWCzVyn/+w9NlEXRhEa24McXIunXRpcsPswl3NK4psVq0bu0+jtdyI4iYadTI/T9eKCvT1xBK3JjPtKrETaixur78Enj88di5JS01S1WLmoMHD7rcUtOmTTuyLj09HUuXLsWtt96K8ePHAwAeeughDBkyBMuWLcOFF16ITQEfw7JlyzBhwgSsWrUKGzZswLx581BUVIQxY8Zg1qxZmDt3LqqjGxcrbiyWakRGC4lkSAKvW2rbNuCBB4JdHqZ1xRgPr8JUVNyI5aZLF576WW6WLAEOHeJ5ibnp2ZOnVS1uJk8GjHw8LOZ92LqVLSR+VLW4+fBDHs4iKO1ffhn+3Hv3xsaqZ6l6rvzgSkxcMrHKLDXilpLfFVdccWTdJZdcAgA44YQTkJWVBQD49ttvcc013DvL+eefj2bNmvke96STTkL79u2RkJCA/v37IysrC2vWrEGXLl3QuXNnAMBVV10V8+vxYsWNxVJNFBay6wJpOfi6oW7lkJ0NXHstBxALBw64rS9btnArnL//PXjspXiz3Dj5GPbv51ZQElDcuTO7b5Yu5f8iZqpD3GzbBtx8M/dZE2mLJlM0FheXd7sJZvhCVYibd97h6Ycf+q8XcROqddv55wM9esRnizSLm2mXTcMtJ9yClHopSEpMqtZzN2jQAAAHHZcYfTNQqHFUPPua+9fEGJZW3Fgs1cTshTkoO3cscGcXrGusWzlMnswxOH//u9525UoWBN278/+cHN0CZ1vAoCRmIRwLcWOKpUibg5eV6YL9mGN4un8/Lzt8GGjaFBgyhJdL8/bqFDcLFvC0qEiLrXB4rWx+1nil3OIm1v0SKQV89x3PL1lSfn1+vhaLBw/q2B/vMZYs4WvPzo5t+iyxp01aG7xw/gvYcOcG3DTgphoROSann3463n77bQDArFmzsDsKhdyzZ09s2LDhiBVoWjSm0wpixY3FUpWUliJ/+hv4zzUn4bVXOyKh32SgfhFUgi59xNIxa5a2JohL6oQTgFat2BUybx4vCyr8a8pyoxR3cLd+PW+nFNC4Mf8AtkKJIGvbFkhP5/ndu3lbEQI9evC0ouKmqIgtK6FYuFDPB8XPbNrEgd9S2fQGU/u5dTZudAvAWFtufv0V2LmT59ev171Wl5WxO+zzz3V6AX8xmpvLwgeouV6vLdFTVSLHG3Nz3333hdx+3Lhx+Pbbb5GZmYnPP/8cx0jtJQJSUlLw4osv4pxzzsGQIUPQunVrNGnSpLKXEJK4agpusdQlcvZsQcGwQWi3eivOOwwMSwIWtgPOvhYoM6oV4ubYsYNr/5mZbLkBgOOP5559d+7UBXdQLJ4pbtav54IvoRLVl0jFzZdfsptnxAjg2Wd5WbNmHB8ixzHFjbjq8/P1oJlpaUC7dry8IuKmrAzo1w+oX5+FYZD1XCw3AFsvTjml/DZjx/JwC99/z+u9lptFi/iab78d6N2bl0m8TatW/KxiLW7EaiMsXQqccQbw0kvAH/9Yvpl+QQHgHZ3GtNZYcVP7EJHzwNAH8Mg33CS8VJVWOB6nNCB4TKwrADBw4EDMmTMHANCiRQt8/rke7vGZZ545Ml/ofCTDhg3DsGHDjix//vnnj8wPHz4ca9asgVIKt912GwYOHFihdEeKtdxYLDFGWjncdnsXtFu9FY0OA4kAGh0GTt4KnOsJ9jVjOD79lKdO60v06gW0b+/ePkjcmBaGQ4ci6xsnFKa4CeWWEnfZli26UG/WDGjYkOe9lpvmzXl+924tZNLTtUWnIuKmoABYu5ZFoWm12rdPX0dJiQ7oBoJdMyJUxLLjtdyMHw9MnAj8z//oZeJiGzqUp1UlbkQwynV88glPpZxKcir0fs/LtFRZcVN78Vpy+rfpX9NJiohXXnkF/fv3R+/evVFQUIAxY8ZU6fmsuLFYYoy0cui9tRgNPZWqhoeB/p7WTqHETc+e2qIhRGK5ASrfYso8nmm5OXDA7QKRWJPcXB2oGmS5ycjQlhtT3LRoocWNX7yKUsB77wXHyZjuf3E9lZQAxx0HnHQS///5Z3dTaj9xs3evTqscU+5D/frubc10iqA6+WSeVlTcFBcDV19dfiT2uXN5Ono0T5cs4euT/oKeegp47jlAOooV8WKO02Verw0orv2IyFk2JoJ+JeKAu+++G8uXL8eqVavw9ttvo6HUfqoIK24slhgjrRxWtUvCAY9r/EASsLyN/q+UFjeJiVwwb93KMRyJiUC3buUtN7m5/i19xMIgrvBff+VtjzmGhwSIhE8/ZVfLjz/6u6WysliI3HGHXifiJi9PF5rNm2vLzf79WpSYbimvuGnSBKhXj60O3tG3P/kE+N3vyg+6KZhiQsRNTg5bk1atYkuWLG/alKd+4uaXX8ofU+6rxAQJIt4ALW4yM/m57dsXPv7Hj++/B6ZO5f5qhJwcdjOmpQE33sjLliwBVqxg4dWlC1uRbr+d7yHA9/Dqq4FOnfR1WMuN5WjCihuLJcZIjeqF5zdga6922FcfKAWwz4m5mdVdb7tvHxfkDRsCp53GomXyZBY9Xbuym8FruSkt9Xc7iIUhM5Ona9eyO2PzZg74LSvjwvP994PT/s47LAY++8zfLbV4Maf3s8/0OcVCZLqfTMuN1y1lxtyIFapVK44P6tiR/xtufwC60z9TfJiYlgiJqzE7PszN1eLm4ot56iduxGIm6ZNrBIA+fdzb+lluund3i7doWbSIpzt36hZP0jrqxBM5DQ0asNiRnohPO03vL8KtoIDjgrZu1c/KxtxYjiasuLFYqog2Tdqh55JsjG3xBsb1OAnX/y4JI0bX9w0mbt1ax2tIPzbSNFosN0lJ2irj55qSQljcMKtW6ViQ3bu54B45ki0gQc3JN2zgaV6ev+VGLDAyqOdPP7ldVFLIhwooNmNupAWQ9GYsHf9JOoQff+RpUByRablZvpxbBZmtmnJzdT9C553H0+xsd9oBt7gRcSKWm65dgX/9i4N45ZgA35udO4HkZPf1VcQ1ZbbmkmuVGKABA9g1JmLmscd4aoobsdzk5+v0zZ7NUytuLEcTVtxYLFVJYiL+W3ItHl27EA8/ko0bT7gZKE4BSthfJeKmVSvg9NN5XgplETe9ewMpKSx+2rblZX7iRgphETerVzudBjq8+CIXeEoFB9OKqNi+3d1XiogbabZeVsaWIREdglhxQgUUm5YN8/qBYHEjrq+cHO2S27kTuOACtkyYVpKSEhYEpuVm1y59rl692MVTWFjeumLeL6/lplEj4IYbdNxLXh7fSxFNXbuy9SlScVNayu6kSZP0MlPcSPpNcQNwfE29ejqeRvoNArS42bBB36fZszmd1i1lOZqIK3FDRE2J6H0iWkNEq4nIp6GmxVK7kNiL9k3ZXdX09Q3A0ptwfHp/l+Vm0CB30KqIm4wMbgU0bZoOuhVxY8bsSCEsTaKzs92tgyZP1vN+lpv9+/WxvHhKCegAACAASURBVH25iFvKDOhdtcrdcR2gLTfNm2vLzd69er82bbTrZM8eLZZCiZsdO/R2JSX62j/7jJtsv/RSeZGycGF5t5R5r8X95RV5fm4pEY0ykntyMl9bSQmvk2vu1k1fu7l/EN9+CzzzDDfl3rmTn4mZ5iBx07evHj+qZUt3LJDc27Vr9bJNmzg+x2yFZsWNRfj3v/8NIjoyQGZWVhaOP/74Gk5V5YkrcQPgWQD/VUr1BNAPwOow21sscY9YQES4NKI2wKcvYMYFy1xumYYNOa5CEHED8JAFzZrpvktyc1lwXHIJC4Z339WFcNOmusAzY1RkLCfAX9yYgsIrbrxuKcAtblq04KnEypiWm02bWAi0a8fCoH59FgplZdrqEUrceK1D4q6RAnr7di0kpEfnRYvcQmHrVt4+MZHFh5+4KS52NyP3s9wIZrP1IHEzbx5bVYyuQQBoi8rHH+vzTpmi422ELVtYtGVl8X079li97v77gXvuYWuc2aePWG5McQMAr73m/m9bS9UySkuBGTOARx7hadAAZxVg6tSpGDJkCN59990KJi12aYklUYkbIhpIRFcQUarzP5WIYtIRIBE1BnA6gFcBQCl1WCll6xeWWo+IG+mDxIxFMa0JgI67AdziRhBxk53Nlh4JKp07lwvN5GR2WRx3nN6nadPynbyFEzfiwhCB4idu5s9ncUMEDB/OyySfM2NuJK5FxpoCtAAQS0momBuvdUjEjViTduzQhbWk46ef3AJNOkX0Bi6b4mbjRhYaMjSON+ZGLDeAFnN5ecHi5tlnWeBcfbW2PH35Jd/Tl1/W4gZg15QEQkvPzlu2aKtN3778XIWkJO5v57LL3PdGxI1cuzz3t97iadeuPLWWm1pEaSlw9tnAVVcB48bx9OyzYyJwCgsLMW/ePLz66qu+4iYrKwunnXYaMjMzkZmZie+dvgfmzJmD4cOH4+qrr0afPn2QlZWFnj174qabbsLxxx+PUaNGYfbs2Rg8eDC6d++ORV7lXg1EJG6IqDURLQSwCMA7AJysCE8DeCpGaekCYBeA14hoGRFNFhHlScsfiGgxES2ujmHTLZbKUFam8yApnEKJG4m7ad1ax6aYiLiZPt3tQpECVgrgXr30un79yrf0CSduRJBlZPDUzy01ezZbg4YN0xYTwbTcCCJcZL15XD/LjYgiETfJyTz1ihvTcjNkCIuXNWvc1yPiRu6zn7iR4GvpODWU5SYScSNDHeTl8WCdSvGwDocOcVP6rCy+7g4d2II1YQJvP2IETzdvLu+SCoe4peTejRjB901advXty1MrbmoRs2axn7WwkB9sYSH/nzWr0of+6KOPcM4556BHjx5o3rw5lsoAZQ6tWrXCF198gaVLl2LatGm4w+gDYtGiRXj00Uexyvlw1q1bhzvvvBMrVqzAmjVr8M4772Du3LkYP348/vGPf1Q6rdESqeXmGQDbAbQAYHSDhfcAnBWjtNQDkAngJaXUAAD7AZQb7EIpNUkpNVApNbClt39xiyXOkHibpCTtPhBxU1hYXtwMHw5ccQW7HfyQV17cDlJYSSCvFMCmuOnVCxg8mOcl2DicuBFateJ0HzjAraN27eL/pivkmmu0m0Zo1ozdT2YMkZ+48V5X06a8bv9+HVsjbqkzzuCpV9yYA0G2bcsio7RUt8QCyoubDh14Kq4rpYD/+z+eP/NMTvfBg3xssdxE65YC+DhNm7InYcECLVbkvRgxArjtNp4/dAjo3x+47jqdtmjFjXe4nsxM7rtI0t6vHz+7ffvcHfxZ4phly9xNFwH+7zVpVoCpU6fiyiuvBABceeWVmDp1qmt9cXExbr75ZvTp0weXX375ESEDACeddBI6G+bYzp07o0+fPkhISEDv3r1x5plngoiOWHaqm0hdSmcCOFMptdsz5Pl6AJGPnhWaLQC2KKWkvcD78BE3FkttwhtvA4S23DRowPEzQXhFxMiRHCwqeYdYbky3VK9eLJjatWO31+DBkYubRo3YTVJQwNYFpVjwpKXx9snJwKWXaveYIAV8aqq2EphuKVPcNGmirTIAi6AlS/j4qalshUlMBM46iwtqSbvZ149YsZo3ZyuVN+ZEyga5z9LqTCxRn30GfPUVp+uuu9httHMnu6bEcuPnltq8mdNTv74WTKa4OfFEFhQvvcSWLhFqqamcppEjuWl6//4cJ9W5s3YpScwNUHFx06oVC+Z587gZ+803s4Vozx52NZpptcQpAwbwC2N2GZ6ayi9NJcjLy8NXX32Fn3/+GUSE0tJSEBHGjh17ZJtnnnkGrVu3xo8//oiysjIkGx9qaqrbsdJA/LkAEhISjvxPSEhASQ0o6UgtNykA/EbnagmgyGd51CiltgPYTEQSNncmgFUhdrFY4h5vvA0QWtyEw2usHDmSpxKkKgVwjx560MzjjuPj//WvOtA4UnGTmqpjQCQ4OSNDi6cLL+QCVQp7gC0DUsiarinTcmMWquKS8m63YQO39pJBMSVexGu5AfSwCs2aaWsW4BZNgL7P4m7LyWHB9pe/8P/77+djmC2eQlluZPiDbt10fIt5baefrl2N//oXW4M6d2b31LhxLGwSEzmEQsRfRgY/u5wctgo1a6Y7ZgyHuKUEubd9+nDLLG9TfEst4NxzeVyPtDT+uNLS+P+551bqsO+//z6uu+46ZGdnIysrC5s3b0bnzp2xxYjELygoQEZGBhISEvDmm2/GbfCwH5GKm28BjDb+KyJKBPAXAF/GMD23A3ibiFYA6A+g+h11FksM8RM3IkBMceMt4IMwxU1GBlfezJG/pQBOTtb5oVnBa9GCrQx79rjHWSor44BaQIsIgMWNCBVT3Pzud3wsGTzStCg1aaLTZFbugtxSocSNBNkOGqR7ava2ljIRy43gjTWSc4m42baNfytWsDD44x/1cQAWN6EsNzLmk+kGNMXN0KG6kz2xrmVmsph58MHygd4Ax2ZJ+gDgnHPcwcSh8Fpu/ESz2RTfUgtITGTT4tSpwMMP8/Szz/xfniiYOnUqLpbuuh0uvfRSV3zM2LFj8frrr2PQoEFYu3ZtOWtNPBOpW+peAN8Q0YkAGoCDiHsDaAJgcKwSo5RaDqBqx0G3WKoRM+ZGkPxh1y4uOJOSyte4gzDFzcknc/7WqpVujWMWwJ98wsc3hQcR196zs9kyIEJm2zaO+WjVintBlibaaWnaciOun4wM4Npr+SeYlhtTuMi1NmjATdb9tgkSN+vWaeuMn7jxDkGRmMjizrTc9O+vRy0HdGHfqJF2Df30Ey/r1k1besJZbuR6RSCYbkBZl5DAA1k2bsz3We5pJC6m9u31dV5wQfjthQYN+CfN/v1EsxU3tZDERH4RonkZwjBnzpxyy+644w5X0HD37t2xYsWKI/8fc7rFHjZsGIYNG3ZkeadOnfDzzz8f+T9lypTAddVFRJYbpdQqAH0AfA/gcwDJ4GDiAUqp9VWXPIuldhMq5kbcQBK0GwmpqboAlhGoTdHgdZ106lT+GBJvIq6pkhLtljn2WLflwc8tZZ7PPJdg7i9uqc6d3RYmU9x4rQsnnMDTGTO022fQID5H/frsTjl4sLy4adqU72Pnzvoed+mi02+ei0hbR2TcKmlBZaZv+3a+P/XruwWqN/bJtNx06sRByWPG6HObQyRE4mKSITcSEthyEw2mULbixnK0EnE/N0qp7UqpcUqpC5RS5yml/lcplRN+T4vl6CVUzI20sjFdEOEg0gWrn7gxLTdBmOImN5fjdt55h/d97DG3FSbILeXFdEX5WW5MlxQQOuYmM5N/eXkc1Nu8OVtVEhL0ubduLS9u5JgJCTxkBcBBvqYQMYWUHEtcX6a4kWNJfz+maATc9whwW27q1ePg4Rdf1Msk7kauLxwibk49NfqgX3leDRqUTzegn48VN5a6TKC4IaLTI/1VZ4ItltpEKHEjLXq8o36H4+67ufM2ad5dUXHzn/9wTMqnn3KBN3s2HzNI3Ehh6CduzDGVTHFjWm5MQrmliACjwQYGDdKWLblX2dnumCHvMceMYZfUGWe4XXmmuJH7IP2LhRI33vvqdfWZvQf7MXw4exa6dIkseFw6c/z978Nv60WeV5BFUCw3NqC4ZlHeUVstMb0noWJu5gBQAOTzkLN6/wNA5SKbLJY6SqiYG2mUIIVspEgQrxDklgpCzvf22zw97TTgzTd14W5aCtLSOHjYHNwxyNKUns6WoEgsN6HcUgBw5ZU8vEBBAYsbQcSNOcCl3zFvvJF/ki7AbfUyr0NEW0UtN5068cCmoejUCfjii/Kt3YK46CKO9/HryDEcIl6CRJR1S9U89evXR2FhIdLS0kCR+qTrOEopFBYWor7pw68EocSN+RmeDGA8gEcBOB5qnALgfnCwscVi8cEv5sZrBYhW3HipqOUGAI4/ni02pvjyWm7OPBP405+4u38gWNzIfqY4uugi7rPm/PPd24ay3Mh5//pX4O9/5/GzBBE30pdYYqLuATrIfSOCIj3d3erIex1+4kY6B/Te14YNdeCu6ZIKhQwNEQlEFRM2gNty44cVNzVP8+bNkZ+fj30SrW4BwKKveYw6XwoUN0qpPJknokcA3KmU+sLYZAMR7QTwBICZMUmNxVLHCOWWEqJ1S3mpqOWGiEcKN9MGlBc3APDoo9zLb34+t6byQ/YzC+XLL+efl1AxN8Jf/gLce6/bteIVN1266N6Zg8SAWGu8lgyvqPQLKA6y3IgVaOtWdzBxPGDFTfyTmJgI28N+1RJpU/DjwD0Ie9kKwGd4P4vFAkQmbqrbcjN4MLfAOeccHZRsYoobOV5SEjBzZuhWXdJDbyTX06QJH0t6PA7Cez6vuMnI4CbthYXhLTdecWNabtLS3K2M5FgSAuB3X1u0YHETqeWmuggnbmxAseVoIFJxsxLAOCK6QSl1EACIKAXA/3PWWSwWH0LF3AjVbblJSQk95p63KbgQLjTgb3/jPma8I1X7kZjIQwHs3Rud+0WEk4w71bQpX7/05OuHiBjvfTbFTceO7uvzCiW/+9q7N/eRc8opkae/Ovjtb3kU8LMCRv2zAcWWo4FIxc2tAGYA2Or0HgxwvzelAM4P3MtiOcoJ1c+NUN2Wm3D4uaUiISMD+MMfIt9+4sTItxW8AqVJE7bIhBI3F18MPPAAcPXV7uXmfTddUgBbexIS9LAWfv0F/etfwCOPuHt0jgfOOYf75wkSo/KOmEMVWSx1jYjEjVLqByLqDOAasBuKALwN4B2l1P6QO1ssRzHh3FLJyZH3ThxE48Z8nKKi2IibIMtNPOAnbnr25IEhg0RGWhr3Wu9FBuwsKiovbpo2Bd54g5vr9+/v3zFscnL8CRshlJVNWnYdPFg9abFYaoJILTdQSh0AMCnshhaL5QjhxE27dpH3ThwEEQf5rl1bvufcilCvHhf8BQWxEUuxpGFDFh4SL9KkCbeouv56YMiQ6I4lvRRv3Fhe3ADAqFGVT288YsWN5WggInFDRJeEWq+U+jA2ybFY6hZ+MTemYKisS0qYNInFjQT1VpZ77uHjxSp9saRdO7e4adLEPbxBNLRtGyxu6ipW3FiOBiK13LwfsFw68otZJ37OaOOLAWxVSsVulDCLpQYIF3NT2WBiYehQ3attLHjggdgdK9a0a8fN0oHKu/RGjWILVTR90NR2rLixHA1EOnBmgvkDkATu2O87ALEefuFOAD79j1ostQ8/t1RiIncAB8SnZSTeMe+ZNHuuKLfeyi2eIhkSoa5gihs7AoClrhLxwJkmSqkSpdQP4B6KXwy3faQQUXtw66vJsTqmxVKT+IkbQFtvrLiJHtPaVVlxczSSmMiWRKX0+2mx1DUqJG4M9gCIZXuBCeDhHMqCNiCiPxDRYiJavEs6u7BY4hS/mBtAi5tYuaWOJqy4qTzWNWWp60QaUJzpXQQgA8BfACyLRUKI6AIAO5VSS4hoWNB2SqlJcFptDRw40BpVLXGNX8wNYC03lcGKm8qTksIdKB48WPm4JYslHok0oHgx3COECwsA3BijtAwGcCERnQcgGUBjInpLKXVNjI5vsVQ7QW6pyy4DPv4YyPRWGyxhseKm8ljLjaWuE6lbqjOALs60M4COABoqpU5VSq2JRUKUUn9VSrVXSnUCcCWAr6ywsdR2gsTNI48AK1bEXz8ytQFT3FirQ8Ww4sZS14nUctMRwPdKqRJzIRHVA3CqUurbmKfMYqkDBMXcWCpOy5Y85ERioi6kLdFhxY2lrhOpuPkaHGOz07O8ibMuZv3cAIBSag6AObE8psVSEwTF3FgqTmIisHQp9zBc2d6dj1asuLHUdSIVNwTdYZ9JCwB2bCmLJYAgt5Slcpgjeluix4obS10npLghok+cWQXgLSI6ZKxOBHA8gO+rKG0WS63HihtLPGLFjaWuE85yk+dMCcBuAOancBjAXACvVEG6LJY6gY25scQjVtxY6johxY1S6gYAIKIsAOOVUtYFZbFEgY25scQjyck8LSqq2XRYLFVFRDE3SqmHqjohFktdxLqlLPGItdxY6jqB4oaIVgAYqpTaTUQ/wT+gGACglOpbFYmzWGo7VtxY4hErbix1nVCWmw8ASADx+9WQFoulzmFjbizxiBU3lrpOoLgxXVHWLWWxVAwbc2OJR6y4sdR1KjsquMViCYF1S1niEStuLHWdUDE3IeNsTGzMjcXijxU3lnjEipvq5403gLZtgd/8pqZTEn8cOAAsWQKceir3QB4LQsXc2Dgbi6WS2JgbSzxixU31smsXcP31QOvWwPbtNZ2a+OPRR4F//AP44APgkktic8yIYm4sFkvFsDE3lnjEipvqZdcunu7YARQUAE2a1Gx64o1169zTWBBVzA0RdSWiC5xf19glAyCiDkT0NRGtJqKVRHRnLI9vsdQE1i1liUesuKle9uzR8xs31lw64hW5P/n5sTtmROKGiFoQ0UcAfgXwkfNbS0QfE1GLGKWlBMA9SqleAAYBuI2IjovRsWuUl14Crr4aKCmp6ZRYqhsrbizxSF0SN59/Dlx0kbaOxCOmuNmwoebSEa/UmLgBMBlANwCnAUh2fqcD6IwYjS2llMpRSi115vcBWA2gXSyOHX1aOMApFhQXA3/5CzB1KrB8eWyOaak92JgbSzxSl8TNM88AH38MfPppTackmLpguZk9G5g4Mfx2hw8D+/ZFd+zdu3laE+LmbAA3K6XmKaVKnN88AGOcdTGFiDoBGABgoc+6PxDRYiJavKuKpPottwCtWgE5OZU/1oIF+kHH8sEdraxeDTz5pBYN8Y6NubHEI7VJ3PzpT8CttwavX7uWp9u2VU96KkJdsNzccgv/Nm8Ovd1ZZwFdukT3bsn9EZETCyIVN7sA+A2aeQB65PCYQERp4N6R71JK7fWuV0pNUkoNVEoNbNmyZSxPfYRFi4D9+4FVqyp/rP/+V8/nxfROVY6ffwb2Ond33Tpg6dKaTU+k/O1vwL33sim6NmDdUpZ4JJy4mT0bmDy5+tITxJ49wFNPAS+/7BYIwqFDQFYWz8eiMlpV1AVxI7aEcCJy+XIgNze8CBKUqlnLzcMAJhDRETeRM/+Usy4mEFF9sLB5Wyn1YayOGy1iaYnWtOaHKW7ixXKzahXQpw8wejS/WL/5DfcvEIvrrWo2beJpPDWn3LzZP+NVylpuLPFJOHFz443AzTcDW7dWX5r8+PFHPb9jR/n169cDZWU8by03VUdZmS4fcnODt1NKbxdpZf7AAR2PWhPi5i4AJwLIIqIsIsoCkAXgZAB3ENEK+VU0IUREAF4FsFop9XRFjxMLYiVudu50W0TiRdysWcPTOXO4YM7O5hpQTWdkkSAZXLzcy717gZ49gbN9nLOlpTxNTIxdx1QWSywIJW5KS3VesGVL9aXJDzNO0a9CIy4poPZYbrKydN5QWygsZOEChA7cPnBAi81I82jz3sQyXw/ViZ9JdXToNxjAtQB+IiJ5pe9XSlV7mFhhIU/3lnOKBVNaCixeDPTvDzRowMu8rpN4KZB37uTp7t3caZK5vGfPmklTJChVPeImOxtYtgwYORIgCr/tgQNcw1TKvb212ljilVDiZtcuXUBVpYX06afZCvCPfwRvs2yZnvez3JjiprZYbg4f5rR26FBz6YkWsywMZbkxDQKR5tFmnE1hId+fWLjxIxI31dGhn1JqLoAwRUnVU1qqW0pFY7l59VVgzBigVy+eP+UU4KefeF3Xrmw+jZeYGzOTeMVo6yaiJ17ZvVsHEsuHU1wce/Ewdiy3vPjhB2DgwNDbyod+6BBnYM2a6XU23sYSr4QSN6YFxE9QVIQlS7jgGjqU/ysF3H8/fzd//rP7uzExLTfhxE1OTvkKRjg+/JDzwLffBpo3j3y/aPG6rTdurL3iJpTlxtwuqLxTisVdOyfIxXtvdu/mnpwrS9QDZxJRMhE1NH+VT0b8IFYbIDpxs2gRT1evBs48kx+eBFQNGMDTilgbNm/Wx44VpohZvVrPx3M/EYA7c8vPZ5df48bAhAmxPY801Vy/Pvy2Zi3GW3O04sYSrzRowCLg8OHyLhLTWhMrcTNwIDBsGLDCCVzIz2dhA/jHqwG8fuVK/3QJprg5dCj61jb/938cF2nGRlYFco1dna5va1vcTUGBnq+s5eaJJ4D27YFZs/i/95nFyiofaSd+HZ0O+/aCW03t8/zqDKa4icYtJXEsKSlcG1q+XIubfv14WpGHdvHFHOwbq0wGCLbQxLvlxitu5s0DioqA776L7XlE5EXiwzdrJ97tbR83lniFCEhO5vmiIvc68z2OtVvq6afLHzdI3Kxa5e741C8P/OUXnjZqxNNo426kpVV2dnT7RYtcY2YmTyOpOMUTkVpuIhE3S5bw9Oefeep9/tUqbgC8BaAtgNsBnA/gPM+vVmBGcgdhro/GciPi5owzeJqVpYPxKipuSku5plNaGtuPL0go1TZxI/9j2TdCSYkWLJFklGYtxru9jbmxxDNBrqnKWm4++ICbbgtmn1TvvsvHNM9hWgVMxCUlwsUrtPbs4TwrJUWLBu83OHEihwn4UVKiK6CR5q8SVBstUoD37s3TWFZWq4NIY24icUvJM5LnXtPiZgCA65RSryul/quU+sz8xSYpVc/YsUDLlqFf5IqIm9xcfpCNGnGsDcBmR2lx0KcPT6ONudm8WWcMoV6oaKkqy83ChcB111VdsK+ZueXn6/+VETfZ2ex3l0wrL0/Pm+f77DPgrru0YBGsW8pSWwkSN5WJuSkqAi67jDvdk/xuv9FD2qFDwAsvuM8RZLmRYOIzz/RPy6+/8rR7d6BtW543v8Ht27nTuTFj3AJrxw7O67Zu1S45seCEorSU8/dLLw2/rYlS+ho7duRpkKCLV8z0VtZy4xU3NeqWAvAjgKrpMa8a+f57/rjEHOZHRdxSYrXp2RPo3JnnFy3iDyo9XX94+fm6FUIkmKbLqhA3J5zAU4kJqmzMzXPPAW++WXWdf1WF5ebmmzmz+uEH/m/eAzMDfvhh4NlngY8+cu8fyi1lxY0lnonEchOtW2rBAj0v+ad3KJsvvojMciPxgEHiRvLHbt10Hmt+g99+y9PSUp3nFRdz/M8pp7jjXiKx3GzZwhW4jz+Orin3wYN83uRkoE0bXhYk6GJNSQkwalRkwyaEIpzlRjqFDSdulAq23EggeHWLmz8AGEdEI52RwY8xf7FJStUjNzXUi1URy40pbjp14nkJAm7fngu3Ro3cHSFFgiluYhXse/gwi4GEBOD224GGDdmiBVTeciMv5bx5etlPP3FriFiM1WVmboWF2qQs4kap6MRjSYlOq2S25j0wM0q5ti++cB/DWm4stRWJuYml5WbOHD0vFhuZShcZGzeWj7nZtYvH3zMtLGKZOe00nRbTLSSW8fbtgYwMnje/QRE3gD6fhAts2AB8+aVen50d3uUkYQalpdFZ4aW8adoUaNLEvayqWbQIeOcdDuIFgH/9iyt0EswdKaa42bPH/ZzWrmXvxPXXh3dL7d2rywKv5UZaj1W3uEkA0ArAvwGsBbDR+WU507inuFgXRKFerIq0lvITN/LyyAOTZobRPLh16/R8rCw3IpJatuSXcf9+4MILeVllxY28rPPmaZHxwAPA+PHAlCmVOzZQPqOVYMK9e1lIZGYCp58eucD5+Wf9oclzD7LcyLV9/rk7EwwVcyMZgI25scQjkbil9u2LrmJiihv5pmT/bt1Y6O/Y4c7bCgqAhx4Crr6aXcSSpk2buPPL447jyuHhw+68W8RNu3Za3Jhp/+YbPS/ixjzvv/+t5w8eDF+BNDs5jcaiZYqbpk15vircUsXFwO9+Bzz+uF4m1i/JOx95hC3r06dHd2xvek3hIr1I//JLeMuNX54q96dLF57GKoYyUnHzOnh8qRHgXolPcn4nOtO4Z9cuXShFarmpiFuqTRt3Tb19e56KuIlG8VeFW0oETKtWelmLFmwSzM93t06IFrmveXlaeIjfPBbN2b0ZitnK49dfOQBx3jx3BhuKhcawrFK7NAVeXp62vsi1bdqka5SAtdxYai9+4kYp/Z2JlSFS601RkdstJeJGvq1GjXTlb/58vd2ePbr7BclL16/ntHTpwpUDceeYaTHFjTfmJjfXHX4g12R+u96xA8O5pszemqOxaPmJm6qw3CxZArz3HvcfJPdRpvv380/ExYsvRndsb1loCkEZEic3171dQUH58sRP3IiYEXFT3ZabngBuUUrNVEotVkotMX+xSUrVEknTQ6DybqmEBB00BlTOclOV4sbsJCkxkQWOUpXraNC8r3Pn8n958U0hUVEkQ5Famok8AyC4dQTAJuWhQ7n3YTOD9bPcyDmLi90FgOma8sbcmFYdK24s8YyfuBFLTUoKB+oCkRfkCxa43R1ecZOaqgswsxIhbilA5xciQnr04KnkV2Y+LkLGz3Izd647bX6WG6FxY556xc277wIzZuj/priprOUmVuKmf+XX2AAAIABJREFUoAB47DEuH6TPn7IyjhEE3P2Y/fqrfj4LFnA/YZG6p7yWG7M8kvuWl1d+O68VJhLLTXWLm0UAOsfmlDVDpOLG65YK54ctKuJaR2Ki7qBJaieAtty0aMHTSB+cUtVnuTH/V8Y1Zb7Yc+fqDrsAFh+VMcUqpdPWq1f59WIpArgpapBpc8sW9sV/8glnXoI8d+/15+SUT7d0PnXoEL8jiYmccR886N7WihtLPOMnbiSfzMjwt5aEwmsxFVEjbqmGDXUBZlJQoL87ETdSUIvAEnHjZ7lp29YdUKyUjreRfDeUuBkyhKemuNm3D7jmGg7GlTIgFuImOZktUYcOle9fqCI8+CBbap580t2h4bvvsmXKrPSZ+TEADBrEz+STT8KfRywyqak8NSuBct/KysqPBO4t70KJGyk/q1vcvAQeFfwmIjqZiDLNX2ySUrVE0vQQcFtrysrC+5s3buTtOnXSAXOmuPFabvLyWEFLXMh33+kP2mTXLrfQipW4kcwh1uLm8GH3vZo71z2iL8BjbwGc6UXbb8+ePXyORo10t90mprg5dIiDE/0w3wOz1uJ1S0nk/vbt+iNMS2MhM3MmZyjyTMwWcebxbcyNJZ7xEzfy/mZk+FtLhF27ODjV3Fe+d+mXJpTlxsTPciMFtVhuvEJLuvAHOD9o1Ii/z4MH+XjSs/E557j3M91SAH/nErBsNgfPyWEr7969Ov2hYm7WrwdOPFFXfLzXB7C4IYpd3E1ZmY6dWbJE37O2bfn+PPOMdvcB+vkccwyLrOJiPsZ77/G1/r//F9xTs4gbESBmeWSWX96el72eAK+4Uarm3VJTARwLYBKA+QAWG78fYpOUqqUibim//17kgzAFjZ/lRsTN+PH8wb7xBhfwQ4cCV1zB6/7zHzYnmlYb2b8q3VIABxgDFW+VJR+qmF43bADeeouXpaXx9MsvuWVWRgbfI6+rKpSVTJ5fmzb+Y8BIDUUyDq9ZWggaXM/rlpKP2LTcdO0KTJrEAuexx7jWBHDt0K+fDWu5scQzoSw3bdpoQfHVV8Add7gL/3/+E/j97zkfE6SCIeOxeQOKg8TNtm16m02bOB/wihuv0MrL48pJkybamiB55ZYt2spy0kl6v+JifQ0nn8zTtm31OcwKl2khkjwhlOXmuee48nbeeTofO3CAOzMUQSV5UzjX1I8/RjYa+7x5Or9Zvlzf/7/+ladvvOFuXCGWm5NO4vJl5kz+v2ABu9ofeQT4y1/8z2XmgYC/5QbQQkcEbijLjYjHvXtZ9Ek3KtUtbjoH/LoCGBObpFQtFXFLAf7i5uuvuTb+/vv6wZpxNqHEjXxcixbxy6iUHlH69tuBceO41iHiRj7O/PzwfSusXcvNrr/+Onibyrqldu3iVkmTJrmXyz1t3pzNuXKNALeCAFgQvPSSvqdiyQG4tUR6evmalSCZTevW/uJGPmzpATRc75jyXORj9bqlpFdpU9w0aQLceKMOxhPrUHq69vnfuGgAxs4ci5x9OVbcWOIaETeme8TPcjN9Oo/BNGKEtmKI+JDBgYuLtctHegv2NgX3uqUk1sWs7RcVcUXO7KAP0GmZORN46imdj0qlAvAXNyK0tm/nvLqkhK3p0tlqp0467zYLabO8yM3lvNfbQaCJVOAAPRzMH//InRnK2HciakI1B8/P5zx/xIjy67xMm6bn8/J0APXVV7M1y9vhqFhuWrfm+3bWWfwOrFun87Kg/D/IcrNvnzsEQMSUlIGhxA2g3ViNG+t8fc+e6PoRCiIicaOUyjZ/AEoAXAvgSwCV7B5IQ0TnENEvRLSOiO6ryDH272f/48aN/CLfey8XqBW13Pi1mPrPf/jYH38cWtykp+u+JMT3K2zdqs2cBw/yCybH2rBBi5tjj+WPoqzMP92ffMIvRocO3GRy/Hj+qIKorLiZM4dbQHmbdpuWm1tuca/7/e/1fEYGcOWV7nN99x2Lm/z84JZOkll5xY24j+T8xx3H03Di5qab+D5L4J1kwFIjEXFjuqUkU7rgAvc+prjZdHg5Xl32Kro81wWvbh8LpOVYcWOJS6R27XXHAGy18Vp3f/6Z+0gBdF4lImTjRhY4HTtqK7Cf5UZq5wA3wADKF8I//cSVmeRkLVhE5KxYAfzpT5zPAW4XtcyvXs35dkqKjs/bvl2Lr27ddJxN3746v96wQbuSzfJi1y7Oq0KNc2VWil9+md1Tr73m3sZrufFzS2Vn8/1YtSq0JbukhCvXgLawlZXxvW/eHLjoIr1tw4b6Oszt69VjVxrAo6ID7h7aTbzixutG9CL3NMgtleAoD3n3mjZli3iTJnz+WDSVj3hUcCJKJKKLiWgmuH+biwG8DKBb5ZPBxwfwAoBzARwH4CoiOi7a40yZwoLm9NO5lv3kk8Cdd7p9j9GIm7w8Ds4yuxCXD3rtWn9x068fvwQjR+plXmuDKW4At68zO1uLm65dufAE/F1TM2ZwmqXwJ2IXjZlek6CYm1Buqa1buU+I4mKdZu9LbfqVe/fm+w/wfRk4kDOn9HQ2f0rGsmMHZ3w33qg/KPOemIg16sQTgWbN9HIzswTCixupfWVk8L4iWAoL3R0cynG8lhuAaz3HGF1Xpqe7M9nDpYdRVFKEbwtfBe7sgoUt2ZJjscQT0r/Va69pASJ5W9euWlgAXJFr2JBr+Js2lRc3ZotRsWJ4Y24aNuSKmORnxx7rny7pXK97d10IDhvGFTmxAn/8MU/N707SK+7u9u05P0pK4jxSLBfdugGXXMLHe+QRrnj26sXplZaQXreU5K9iKfIb50qYNk2LCzOfiMQtJXn84cP++b1Y2R5/nNPYo4euLALaxWaKm1NPdR9DxA2gLVhiKSkuLu+9KC3lZURatEQqbryWG8l/xYIn75Hk6U8/ze40MQpUhrDihoiOJaInAWwD8BQAp+cSXKuUekIpFatO/E4CsE4ptUEpdRjAuwBGhtmnHPJib9nCQwEA/MCWGA3W9+xxq9NDh4Df/pZFkDxYKfwnTACuuooLYEFqAL/84i9uUlP5ozeHIQgnbj79VM9nZ+tzdO2qhYe87CtXcmdygFbCzz/P19y3Lyt4bzAvwB+DiCZvrUyu13xZy8rYzdWlC2cG772nP/KcHHcvlaa4AdhHDwCDB3MGtXw514x699bn3rmTr9tswWDeky1bWFiWlmrxd/bZ7nvpbTkl/4NilOR+SSYlGfH+/Xqfli3dAcJecQPoTAHgzNEvlqAUh4H6RVibypYccVdZLPHAKadw7Mnu3TqvlKbDPXtya5qHH+aKxYUX6lr+woW6Ji+WBnELH3us+5sypxIbI99Kx47aNWby3ns8FRczwAXriBFstQF0Ie/nlpK+dtq35/2kMJc4vO7d9fHEoi6udLkPXsuN5Ev9+rGFwewDC9D5X1IS55uHD3Pl1uwFWa41lLgxK5dm3E1BAVvNGjbkiqPE+z3/PNC/v95OxM3QoVowDBvmPocpbgYNKp8Gb8VQKvyNGmlBumABpymoYYiUhy+8wG7KlStZQO/dy/dIxI8YHSStN94IXHuttjZVhpDihoi+A7AAQFMAv1NKdVFK/W/lT+tLOwBmQ7ItzjJvmv5ARIuJaPEuHzODxHHIA5SHLSQksEnvxx/5wc6ezYMizp7N42/IRysfjXwQ06dzvyilpdpHXFCgRYQpbjid7v8dOvCyDh04DTt2uF8MM04mKyvYcpOVxUr83HP5g5PC+oQT+JrF373E0/tQURFw8cWc5sGD3TUKgLvPJmIRIUHNH37I5l/5iFet0h95WZnbBy0fqgiASy9lF9Nzz/H/hg21GVyE1I4d2iwpGZ4pbu66i4Xl+efzudq04czFFDdi2ha6d+fMRywxXsyYAsBdyzR7bzb7zQgnbtLTuTYYRBmxJUfcVVbkWOKFu+7i6YQJ/L2sW8f5QI8enE898IAuHKVgM/t5Kivj/NC03IiI8bqlpMCSbz0jw/1NJSbyVKxB551XPr19+7r38bPcSAVN/ktZIC5vP4vRqFE8/egjLgNMy01urhYaptvNdOFL3MmMGXwv9uzhY3Xrxp6EDh20BUXSX1DA4x2azbXNSpmcc+NGvu7Jkzlf/u47LsPuuosr5eJCB3R5V78+b3///dqNLpgVWz9x460YSpnYuDFbu4cN42f65pu6DDPjTJOSdP65ezeHMbz5ptvlKQJPYrakVXEsCWe5OQXAGwCeVUp9E2bbykI+y8p5/5RSk5RSA5VSA1vKW+awbx+/KPXrc01i3Tpu3iakpOiCdeJEroHccw/3iwKwBUcKW3k4ppvqnns4AMosNPfv50zANOH60bEjv/iffcYvl1JuAWI2S165kj+cBg344xVxs2MHj7q9dy9nKuvWlS+sZTDMpUvd53/mGRZnxxzD1+sVXz16cNPOhAQOap4+XZt+xUWTleUWH2afBmbMjTB0aPlYI8BtuZEPWFovmMeX5/KZM+78WWdxukOJm9at9Tn9XFOmWwpwZ8RmPJKs375dZ1yhxI2f5caLuKsmLpmIKz+4MvwOFksVc+ml/K6vWcOu55ISzqv8as5ScIrVWPj118jcUvKt3Xknu1IuucSdXxx/vJ5PSPAXN4mJuuk24B9zI3jFTWEhX5cMxGnSsSNbRIqKuFLntdxIPtWunT6eXxxnq1Ysnsy84vHHWXBJPi7X/MsvwPDhbvHhtdzs2MECZtMmdu/Pn88NM+6+m6cA58/S3YRZmb/kEuDRR92WGvN+yPyxx3K+KvcrL4+HrpC4SsnbJQBcxiJ86SUtbqTcAbgS6833Fy7U5YUpaoOMA7EgnLgZCKAegO+IaBkR3U1EbcLsU1G2ADD1W3uwKyxili1j0dCnDz+Irl11fAfAD1LMX3JTV6xw94kirhbT3Anwhzl/PvD66+XP265dZH2ZnHceu03kIwwK3pWMonNn/sjlo3jiCR2JD/CLJTUMeWGDLDcidv7+9/IuKWH0aG6JAHBNTlxlt9/OUz9x8+CD/KGJADAzqyBMy00oceN1OZ19Nk+DxE1qKv+CxE1xMWceRDoNpgndtNw0aMD3vaREu83MDKt/f3eweGpq+XfGS1JiElLqpeCWE27BtMumhd7YYqkG6tcHfvMbnn/lFZ56KwyCWDy8rohff9VuKT9x47XcDBrEeW6bNu5vyiwghwzxrxgBOp4P8LfceP+bhflFF2mR5UXieWbODI65ad/ev3NDr1s+FLLN999zRXn9en0s02qydSswZgyvz8xkF9egQcB993FsiuQ/SUm8PDHR7aISZHgdwRtv+eGHbLEfPJj/5+VxI5AbbmDLilhu5FlddBHfg1WrdHNyKXcALntPPJGt6OLuW7xYW84yM8sP7WFafmJFSHGjlFqulLoNQAaAp8ExMJud/c4nomah9o+SHwB0J6LORJQE4EoAEfSdqBGXlDT/A9hSIR+AaQ4ze2s0Y0cEs6BKSuKCH/AfOj5a1enXCZ1gvoQSmS7iRlxVkvksW8ZusubNdQeC/fqxIFq1yt1/hVikQrlPAG5FlJbGPtX8fN5eRMXGjW7xsXIlt3KaMEH76iP9uCXIT0zQmZnaly3+dFOcEHENBmCBOnAg13rMjEs+WskUveZVszl5vXo8H+SWAvRzkjFozIw4KYkLhcREnekH3dt6xKLmpgE3YcOdG/DC+S+gTVpV1REslugQS4jEhwSJG6+LX763+fP5W23UiL9HEQ9BMTcmZn5hihsJdvZj6FA9b+bT6en+4/qZeYQIGD+kgrV8eXlxI/lnhw6hLTeR5H+Sj5juKKlsm5abzZv14J/vv68tJ368+y5bR/wsyPXq6TLELCuE445jq7jkmzt36uv97ju3WwpgQXzvvTwv6yQeC+D3oHlzbnDz5ptcBhcW6rLzrLPceSlQA+JGUEoVKaXeVEoNA9ALwJMA7gawnYh8+mSMHqVUCYA/AvgMwGoA05VSK6M5hp+4IdLWm4wM/fJ5WxOZH15Kivsl7daNY1wA7Qbq21evr4y4MQVX48bul9MrbgB+CcY4PQtJ8LQ51lLDhmzxKC11Czi/zgb9SEvT/meAg+46dOBCfNs2t/vM7LZbLEPel9YP03IiPYkec4w7zsUc5+qJJ7h5pYiOhAS+9i+/dLecEouU3C9THK1e7TaLCqZbyuxxGNDPSWKsvBnX669zpiSiRp7XEUqSgOIUXNXDihpL/GK6eYBgcdO5s64UAMAZZ/BULLw9e/K3Hc5yY2LmF/36aXESStwMGMB5Urt2biu06VoByoubFi24YA2iVy++vnXr3KEHu3a53W7eDgVLSriilpCg4wpDIfmI2ajFT9wsXMiiqUWL8Pl227ZucehF8luvi8pExM3Klbr11Ny5/jGHd9/NnQg+/DD3eeZ1S5mIaNy+ncuR4cPjSNyYKKXWKaXuA7uQfgfAJ2yzYiilPlVK9VBKdVVKPRrt/n7iBtA1fukzxuSSS/ijE9cLwB+n+YB69ODagul6Ov98PV8ZcdOunS4cjz3W/ZD9xM1tt+nzyYjb3oEkxUS4fDlPpeBu0CDYJWUi4gngTKZePf+YIgkGA9z9FUSCfGylpZwpZWTo+7J1K39QpaX8HP78Z+APf3Dvn5Dg7srcPKbXLTVjBtdOpL8d837Vr69bOIhVyituJBPyfpDNm7tbdMhzTFRJSK6XAiy9CfVf3IDXLreixhK/HHusrjgAweKmfn23gBd3logXyTfCxdyYmN9vmzZcu58wQfdrE5SOhQuBH35wiy3A300lLTb/+MfQ4QMNGrivXfKB7GxtmWrbVgsEyS/Mwj8hghLVL4+UvNq0Nourr2/f8jGS0SL5fqj8X/JNs6Xt3LnlLTfCqadywPnNN/M1ybUHiRuZb9LEnZdGErNaEaIWN4JSqlQp9bFSKurm2lXBnj3s4mjQwF3gAOw7/OQT9lV6C8Np09gEKa4XgB+O+SC7d+cP1uwvQCw5QOzETY8e/uJGMp6UFG4qJy2dxH3jFTeSHqlZmM3VI/n4BgwArr+e74n4Yc3+ZJqFcEZGKm7Mj6x1axYYprjxWlGCSEzUzypI3EjNUlxn3tgYyYzlPsn+XvdhOKtUt24AcvqjQ+5NmPnbDcCnL6BLqzZHWoFYLPGIad0G/AemFUzX1NChuoXTyJG6u4xo3FLmN9WyJbv/77wzfJozMsrne4AuJJOSdN7Rty9bVsaNC39cs+VRz558fdJ5n1imxGovg3NG45IK2s7PciOYXoKKEo3lRno6BtjaLf9DucUSEvT+3u1McSOWM/O5t21bNb24V1jcxBtFRdwz7lVXlb9RCQnsXmnc2P1iderEyj8tzV0jadSovOUGcJs0+/XThWS04sZUqe3asZgA2LRnHkvSNHAg+4qffZatBd5mc96PXAJupQOlSF1SJlOmcJCZ1HTMfc2X1Uu0lhtA3w9T3IgwCQoqNBGxJYLJK27mz3dv771fkumKuPFaboSIxM3EZUid8wIKtrbRyyyWOEdcU82aua04XiS+LCGB86rLL+dWTpMna+uCKW7MwYf93FKSXyQlRebSCYeZl5gVuYYNI7N+mEKiTRt35UqsOkOGcFpXruQ8I1px481HEhLY7XXggM6zzLiYWIgbyRsjETdmrCagww/C5X/y3nifo8RTAtqL4i2Hq4I6I27atOGmad4ur70E3VRTPXrdUmIiFXHTpg0LpZEj+YGG8nX6YRaabdtyTeXDD90uJ3Mgsfr1uXts6fpcWvMIQeJGWjCJuKlMczvzXg0YEKy0I4m5AdyWGxFrFbHcAFrciGAy+wXav98de/T/2XvzeEmq8v7/81T1ctfZhwGGZRRHIosBRUENiksUMV+NicYlohAj0eBPNOaXqDFf0eg38atRkp8aQ6IBY8CgRDQGREBQEVkGGBAYhmEZmH3mzt363tu3u6vq+f1xzqmu7lvV263eqp/363Vft7urq+pU9alTn/o8zzkHWHq+jHNjxsdo1bkxYvTJJytHehWEXud1r1M3oJe+tLYIMA96pofo1Ver6yt4ndq2cpmZ1Y2yEefmiCOWH3oByuKm1TBH0Lk58sjwcF0mU75JX399uZ2t5WgHCd6DNmxQgtF1VQjI89Ty4DhkcYibs89Wv1d1flWQ6rbW3EfMQ18wabjW+tXiZmRERU3e+c7yg3GwLRVxExNR4sa2y++rw1Lmgn7hC1UXPNNl8mtfU0m2jdyAg1SHpbJZNcBecOTGY45ZmtVuqE6cq75Zm4tsOc5NNcGw1LHHLhUkhlbCUst1bsxFGBaWuuce1WCcfHL5d4oSN6bXXJhzY9vRXUgNK1eqxjCfL3fZF+dG6AdOOkmFRsKGughiuhoHc1PCREnQvWnEuanlFjWDGSsnOGZOMwSFxIYNleUKhuvMGDzXX9+8czM2VnaVNm8uC6qbb1b/160rt4lE5XHGlsPv/74Kzb35zdHfqW5r/+AP1H/bVrlQwVSMMEy7GRa++uxn1QO6cXBE3LSBWnaY6akUFDdjY2Urj0hliQcHXapOaGuEYNirWhy86EUqlm0GSooiqOyrrcY4wlLVBNfduLEsbs49t9yQEdWOywapF5Zqxrl54xvV+TD5QUFxY4Zif8Ur1FDlb3pT+anLUC1awpybFSsae7I0jeoNug+hODdCv3DyyfUfJl70IuUyX3557e+ZB4aZGdXDkih8viDzkBNXQukrX6mSjb/whdbWD7o1UWEpoCxubrml3IO2UXFjWeV2cvPmsmA0g5WuX19uezZvjmcqAiD6YdlQ/du/7W0qGvLzny/t0BFGlHMThoibNtCouDn+ePXjfvzj8dil1UR1Hx4eVoMdfazOnOjBvJtGw1JxihsTe3/JS8rnbcWKxhKWgXDnxuQwNevcXHKJsk7NOQmKG5Nvc9ZZ6ve87rqlYsY0xIA6/6YxCY4J0Wi47aMfVf9NV0pxboSk8eY3NzakBFAeqDQq5+WVr1S9o/7u7+IpGxHw4hfXd1lrrW/SDI47rix0UqnKa/moo1R4Pp8vd1hoNCwFlO9DmzeXO6qY8HnQuYkjJNUoK1ZUPqwfe6zKY62eeDOK889Xv2etbvyGYHvajtGJARE3FRhlvn69ukl/5ztqbo52cOWVaoK4Vp/sa4mbdoSlNm4sV/yNG1XPg69/XfWqMsfQqAAAajs3e/eWew00G/ILrjMxUXZugtMlVBMUN0ExRVQuU6PHdt555RFULat9TyWC0MsYcWHETZTYsG31cBJH6CUuLrtMubyvfnVZ3JxwwtJu5CZ/xMw/2KhzE/zuc56j3LCgq7J+fXnokep5odpJ9dQ2tQabDeO3fgv46U+XDvYYRjpdnki0XW1kC0GV/iZYAasV44UXqv9vfWv7y3HqqeqvVYy4GR1dagMGxY0Z4yaTqZ0pXw/bVoLmwAHluhCVx7Uw4qaZizvMuTEhwP37y2MWNeLcVFMt7o48sraIDDa81WJq40aVINyouCFSc8m89KUqRt+OLo6C0OuYBwYz0m9coZVOcOKJZWfaiJuw7vEmBG3G82mm/XvpS9VggS99qQrXnXlmuWv5unUq3J/L1Q8lxc3atUqQrlsXHkaMk7e+VbWtwXzOOBk4cbNhg1KNGzcuveDGxioH8+tlTM5N2FgPQ0Pq2BYWyiMANzrGTS0+GTEffCviZt06deF6XuW4M6eeqsSNGdSqFecmlVJlMYl+F15YO7QY5dwAzTs3gAqB3X57fEmSgtBvVIelWg0TdZs3vEFNIhyWc1L9cNpMWOorX1Hz+BkB8fKXl8WNaTc6LWyAcnvbjkH1qqmXvL5cBk7crFwJ3HRTa45AL/HCF6qLKWyGW0DZiwsLZZEQTECOm7POUv+jRjYNI5UCrrpKdRcNPiGceqr6fcyowK3+TmvXKnFDVD8ZLm5xAzQepxaEJFIdluon5ybIpk3l+Z2qqR4stpmHu+oE62AX7W4+FJn2rxPipt0MnLgBKide61eOOEJZvlG9tVavVjPZmpEv2yluTj9dTerZ7AXxe7+39LPqLpytODdmvSeeUN0X68V0a4WljGXayLQVgiAokuLc1GLtWuWcN9tbKoyXvESF/l239TYvDpIkbgYuoThJpNPR4RaTGGbETfWoxnHz7GfHk19SbfW26tyYGHkjQ7nXcm7OP191K/3IR1orhyAMItU5N0kUN0Ble7UccTM+rhJyibrbw9I41UkYwqInnBsi+gKA/wU1CecTAC5k5unulqq/MeLGTG7ZbnETFyedpC5wZtUgtprUdtllwIc+VJ7aohZBcVP91LRiBfDnf95aGQRhUElKWKoep5wC/OQn6nUzOTdhXH21SrA1yczd4IMfVA94735398oQF73i3NwE4BRmfj6AxwB8vMvl6XuMuMnl1P9+ETcjI+GzoTfLypWNCRug8qmy33OxBKEXGISwFFAZRl+OcwOoEJcZiLRbrF+vHgqXeyy9QE+IG2b+CTPruVdxJ4AERPy6S/VTRL+IG6Bs9XZKaNRybgRBaB5zTZnhGJLq3Ji2Kjhui9Ab9IS4qeKPANwQtZCILiKiLUS05VDY/PACgMrBmID+FDedEhq1cm4EQWieaqcmqc7NySerzgann96ekeyF1ulYzg0R3QwgbBi5v2LmH+jv/BUAB8B/RG2HmS8HcDkAnHHGGdyGoiaCoLhZubKx+T56BdON2szG3m5q9ZYSBKF5gg8MQHKdm+FhYMeOpaMXC92nY+KGmV9TazkRvQfA7wB4NTOLaFkmwbBUP7k2APDa1wJ33NG5eVXEuRGEeKl+mEqqcwP014PjINETYSkiOhfAXwJ4IzMvdLs8SSDo3PSbuCFS4z50qkE04iaTWfrEKQhC85x1VnlwTyDZ4kboTXqiKziArwDIAriJVODyTmZ+f3eL1N/0s7jpNEccoQb6e9azJG4uCHGwYoWaguSrXwX+53/UYJqC0El6QtwwcxeHLUomIm4aJ50GHn00erRnQRCax7ZVt+IPfajbJRFADU9pAAAgAElEQVQGEWnOE0o/59x0g25MUicIgiC0h57IuRHiZ8UK9eQEiLgRBEEQBgsRNwmFqByaEnEjCIIgDBISlkowH/sYsG1bdydiEwRBEIROI+ImwfzZn3W7BIIgCILQeSQsJQiCIAhCohBxIwiCIAhCohBxIwiCIAhCohBxIwiCIAhCohBxIwiCIAhCohBxIwiCIAhCohBxIwiCIAhCohBxIwiCIAhCohBxIwiCIAhCohBxIwiCIAhCoiBm7nYZWoaIDgF4uurjdQAmulCcJCLnMj7kXMaHnMv4kHMZL3I+4yN4Lo9n5vXNrNzX4iYMItrCzGd0uxxJQM5lfMi5jA85l/Eh5zJe5HzGx3LPpYSlBEEQBEFIFCJuBEEQBEFIFEkUN5d3uwAJQs5lfMi5jA85l/Eh5zJe5HzGx7LOZeJybgRBEARBGGyS6NwIgiAIgjDAiLgRBEEQBCFRJEbcENG5RLSdiB4noo91uzz9CBHtJKJfE9FWItqiP1tDRDcR0Q79f3W3y9mLENE3ieggET0U+Cz03JHiH3VdfZCIXtC9kvceEefyUiLao+vmViI6L7Ds4/pcbiei13Wn1L0JER1LRLcS0TYiepiILtGfS91skhrnUupmkxDREBHdTUQP6HP5af35s4joLl0v/5OIMvrzrH7/uF6+qd4+EiFuiMgG8FUArwdwEoB3ENFJ3S1V3/JKZj4tML7AxwDcwsybAdyi3wtLuQLAuVWfRZ271wPYrP8uAvBPHSpjv3AFlp5LAPiyrpunMfP1AKCv87cDOFmv8zXdHggKB8BHmfl5AM4CcLE+Z1I3myfqXAJSN5ulAOBVzPybAE4DcC4RnQXg81DncjOAKQDv1d9/L4ApZn4OgC/r79UkEeIGwIsBPM7MTzJzEcB3ALypy2VKCm8CcKV+fSWA3+1iWXoWZv45gMmqj6PO3ZsAfIsVdwJYRURHdaakvU/EuYziTQC+w8wFZn4KwONQ7YEAgJn3MfN9+nUOwDYAGyF1s2lqnMsopG5GoOvXnH6b1n8M4FUAvqc/r66Xpr5+D8CriYhq7SMp4mYjgF2B97tRu9IJ4TCAnxDRvUR0kf5sAzPvA9TFDeCIrpWu/4g6d1JfW+ODOlTyzUB4VM5lg2gr/3QAd0Hq5rKoOpeA1M2mISKbiLYCOAjgJgBPAJhmZkd/JXi+/HOpl88AWFtr+0kRN2EKTvq4N8/LmPkFUNb0xUT08m4XKKFIfW2efwJwApSFvQ/A3+vP5Vw2ABGNAbgWwIeZebbWV0M+k/MZIORcSt1sAWZ2mfk0AMdAOVrPC/ua/t/0uUyKuNkN4NjA+2MA7O1SWfoWZt6r/x8E8H2oCnfA2NL6/8HulbDviDp3Ul+bhJkP6MbQA/AvKNv7ci7rQERpqJvxfzDzf+mPpW62QNi5lLq5PJh5GsBtUHlMq4gopRcFz5d/LvXylagTuk6KuLkHwGadaZ2BSuL6YZfL1FcQ0SgRjZvXAF4L4CGo8/ge/bX3APhBd0rYl0Sdux8CeLfumXIWgBkTIhDCqcr7eDNU3QTUuXy77k3xLKhE2Ls7Xb5eReclfAPANmb+UmCR1M0miTqXUjebh4jWE9Eq/XoYwGugcphuBfAW/bXqemnq61sA/JTrjECcqrWwX2Bmh4g+COBGADaAbzLzw10uVr+xAcD3dY5WCsBVzPxjIroHwDVE9F4AzwB4axfL2LMQ0dUAzgGwjoh2A/gUgL9D+Lm7HsB5UAmGCwAu7HiBe5iIc3kOEZ0GZUXvBPAnAMDMDxPRNQAegerNcjEzu90od4/yMgDnA/i1zm8AgE9A6mYrRJ3Ld0jdbJqjAFype49ZAK5h5h8R0SMAvkNEnwVwP5SYhP7/70T0OJRj8/Z6O5DpFwRBEARBSBRJCUsJgiAIgiAAEHEjCIIgCELCEHEjCIIgCEKiEHEjCIIgCEKiEHEjCIIgCEKiEHEjCIIgCEKiEHEjCEKsENEVRMT6r0REB4noViK6WI/w2sy2ztHbWRdzGS0imiWi5+r3O2S6EUFIDiJuBEFoBzdDDdS1CWq06/8G8GkAv9AjYHebUwAUmPkxIjoCwHFQI50LgpAARNwIgtAOCsy8n5n3MPNWPVz9OQBeAOAvzJeI6F1EdA8R5bTD810i2qiXbYIajh0ADmkH5wq97Fwi+gURTRHRJBHdSERhE+9F8VIAv9SvzwZwPzPnl3G8giD0EDJCsSAIsaIFyDpm/p2QZT8E8GxmPkW//yMA+wE8CmAdgM8DsJn55Xpo9jdBTVR4MtSw63lmniGi39ebfBDAMIBPQgmnk5i5WKNs0/rlENRMw3kAWahpWxYA3B5WbkEQ+otEzC0lCELf8AjUJHkAAGb+ZmDZk0T0AQDbiOgYZt5NRGbm34PMPBFY79rgRonoQgCzUDMy315j/6dBiZp7AbwTSlT9BMClAO4AsNjicQmC0ENIWEoQhE5CUBMMqjdELyCiHxDR00SUA7BFLzqu5kaITiCiq4joCSKaBXAAqj2ruR4z7wSwHsACM/8YQAnA0QCuZeadzLy/1QMTBKF3EOdGEIROchKAJwFAJxbfCJV8fD6Ag1ChqV8AyNTZzn8D2AM1A/MeqFmXH6m1HhHdAJVfkwKQIqI5qHBUFsBhIgIzj7V8ZIIg9AwibgRB6AhEdAqAcwF8Vn/0G1Bi5hPM/JT+zu9VrWbyZ+zAdtYCeB6Ai5n5Vv3ZC1C/PftjqPycKwH8F4AfAPgiVGjqX1s7KkEQehERN4IgtIMsER0JFSpaD+DVAD4BlevyRf2dZwAUAHyQiL4KJVj+pmo7T0OFsd5ARP8NlQA8BWACwPuIaBeAjQC+AOXeRMLMe4goBeD5AN7FzE8R0fMBfJ6ZH1/uAQuC0DtIzo0gCO3gNQD2QQmYWwC8EWqcm5cz8zwAMPMhAO8B8LtQIaVPAfiz4EaYeY/+/HNQeTVfYWYPwNugRMpDAL4K4K+hhFI9zgAwrYXNMQA2oJznIwhCQpCu4IIgCIIgJApxbgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibgRBEARBSBQibnoIIvoEEf1rt8vRDET0h0T0kw7v881EtIuI5ojo9Aa+fw4R7e5E2ToFEe0kote0uO7ZRLQ97jL1G0T0ASI6oOvR2g7t82EiOqfG8huI6D2dKEurENEVRPTZbpejHp1uT5PYzvQzqW4XYJAgornA2xEABQCufv8nzPx/Ol+q5cHM/wHgPzq82y8C+CAz/yBsIRExgM3M/Hhni9WbVJ8PZv4FgBO7W6ruQkRpAF8CcBYzP9Cp/TLzyYEyXArgOcz8rsDy13eqLElCC8ZvM/Mx5rN+bE+F+BBx00GYecy8JqKdAP6YmW/uXomWBxGlmNnpwq6PB/BwF/YrJIcNAIYg9UgQEomEpXoIIrqUiL6tX28iIiaiC3UIZoqI3k9ELyKiB4lomoi+UrX+HxHRNv3dG4no+Ij9DBHRt4nosN7OPUS0QS9bSUTfIKJ9RLSHiD5LRLZedgER/ZKIvkxEkwAu1Z/dHtj2bxDRTUQ0SUTbiegPAsvOI6JHiCint/3nEeWziOiTRPQ0ER0kom/pcmW1+2UDeICInghZ9+f65QM63PC2wLKP6u3tI6ILA59nieiLRPSMDlN8nYiGa/xO79PnOaeP5wX6cyai5wS+59v3xrImor8IlOF39Tl5TJ+vT4StG1w/ojwvJqJf6d9yHxF9hYgyUecjuC0i+hgRfa9qe/9ARP+oX0fWh4hybCGiWX0evxRVdgqE1XS9/66ukzki+jURPZeIPq7P1S4iem1g3QuI6En93aeI6A8jypMlosuIaK/+u0x/9lwAJiw3TUQ/DVnXXH8X6XX3EdFH621bL1tHRD/Sv8ckEf2CiKzgcRPRuQA+AeBt+nd5QC+/jYj+WG9/mohOCexzPRHliegI/f53iGir/t4dRPT8sPMQ+E136d/mXiI6O7DsUiK6htR1liMVOjsjsPx0IrpPL/tPKFEYtZ8LiOh2UtfTlP59Xh9YXqt9sYno74loQq/3Qf0bpPTyC6l83T1JRH+iPx8FcAOAo/W5nCOio6myPf0xEX2wqqwPENHv6deR7VbIMa4hon/Tv/sUEV1XtTyqnXkDEd2vf4NdpJw7s8zUt/eQaocmiOivAsuHiehKvb9tpNqR3YHlRxPRtUR0SJ+7DwWWhV6XiYeZ5a8LfwB2AnhN1WeXQlmrALAJAAP4OlRj8loAiwCuA3AEgI0ADgJ4hf7+7wJ4HMDzoBy5TwK4I2LffwLgv6FCYzaAFwJYoZddB+CfAYzq/dwNFTIDgAsAOAD+H72PYf3Z7Xr5KIBdAC7Uy18AYALAyXr5PgBn69erAbwgonx/pI/l2QDGAPwXgH8PLGcoOz/q3FYsB3COLvdnAKQBnAdgAcBqvfwyAD8EsAbAuD43fxux7bcC2APgRQAIwHMAHB+x3ysAfLaqDP9bl+F9AA4BuErv82T9+z67et3A+rvD6o/+/c7S53wTgG0APlznfOzWr4/X58L8/rb+nc6qVx9Czs2vAJyvX48FtlFR9pDyX6qP/XX6GL4F4CkAfxU4V08F6tgsgBP1+6Og61dIeT4D4E5d7vUA7gDwN1XXVypiXbP8ar3PU/Xv9ZoGtv23UNdtWv+dDYAijvvbVfu9DcrRBYBvAvhcYNnFAH6sX78A6vo/U/9m79HbzkYcz7sArNXn96MA9gMYqjr/5+lt/S2AO/WyDICnAXxEH8tbAJQQqJtV+7lAL3+f3tYHAOwNHH+t9uX9AB4BcAxU+3Bz8DcC8AYAJ0Bdd6+AqrcvqFHH/PML4N0AfhlYdhKAaQBZ1Gm3Qo7xfwD8py5jGuU2+BzUbmfOgapHFoDnAzgA4Her6tu/QLWrvwmVtvA8vfzvAPxM7/MYAA+ifA1bAO6FalsyUO3mkwBeV+u6TPpf1wswqH9oXNxsDCw/DOBtgffXQt/EoJ5c3htYZukL6/iQff8RVGP8/KrPN+gLajjw2TsA3KpfXwDgmap1LkBZ3LwNwC+qlv8zgE/p189ACasVdc7NLQD+NPD+RKgG0zRyrYibPAI3Mqgbw1lQDeU8gBMCy14CfTMN2faNAC5pcL9XoFLc5AHY+v24/v6Zge/fi3Jj568bWD9U3ISU48MAvl/nfAS3dTuAd+vXvw3giUbqQ8h+fw7g0wDWVX1esb/q8kPV+5sCy/4XgLmQc7UK6kY0DeD3g+WKKM8TAM4LvH8dgJ1V11c9cfMbgc/+L4BvNLDtzwD4AULqaMhx1xI3rwHwZGDZLwO/0z9Bi6nA8u3QN9p6fwCmAPxmoBw3B5adBCCvX78cAXGiP7sDtcXN44H3I/o8HlmvPgH4KQLCWR9/rd/oOuhrMaKO+edX16F5lB9EPgfgm/p1zXar6vOjAHjQgiWknoe2MxHlvwzAl6vq2zGB5XcDeLt+7YsV/f6PURY3Z2Jpu/xxAP9W67pM+p+EpXqfA4HX+ZD3Jo/neAD/oC3qaQCTUDfujSHb/Heom/R3tLX6f0klWB4P9cSxL7Cdf4Z6wjLsqlHW4wGcadbV6/8hVMMGqBvSeQCeJqKfEdFLIrZzNNTTouFpqCeqDTX2XY/DXJkftAB17tZDNcD3Bsr8Y/15GMdC3dhaLYNJIM/r/1G/Z8OQCuH8iIj2E9EsgP8DYF0Tm7gK6iYDAO/U74HG6kOQ9wJ4LoBHSYU6f6eJMlSfh4mQczXGzPNQN6P363L9DxH9RsQ2w+rR0U2UCais78H1a237C1DO4090+ORjTe7T8FMAw0R0JqkQ82kAvq+XHQ/go1XX2rGIOD4dKtlGRDP6uytRWUf2B14vABjS4aCjAexhfZcMHGst/G0x84J+OYb69eloVJ7viraGiF5PRHfq0NE0VFvSUD1n5hyU4/J2/dHbUe4IUa/dCnIsgElmnorYVVQ7A/073qpDRzNQdbi6/NW/g2kPap2b46FCcsHyfwLl9nI512XfIgnFyWEXlIVdt+cSM5eglPyniWgTgOuhnvquh3qyWsfRicIc8bkpw8+Y+bcj9nsPgDdpIfVBANdANRbV7IW6YA3HQdm9B0K+u1wmoG6eJzPznga+vwvKGg9jAUooGY4E0GrX0PmQbUXxTwDuB/AOZs4R0YehwgeN8l0Af09ExwB4M5RzBahjrVcffJh5B4B3kMov+T0A3yPVxbriWEjlWESJx7ow840AbiSVF/VZKCv/7JCvmnpkkoaP0581w7EAHg1ZP3Lb+kb6USjxcTKAW4noHma+pfpQau2YmT0iugZKeB4A8CO9baB8vX+u3gGQyq/5SwCvBvCw3u4U1MNPPfYB2EhEFBA4x6E1gV+vPu2DCrkY/LaBVD7TtVDhpR8wc0nnuphjqHkuNVcD+BSpPLRhALcGyhXZboUcwxoiWsXM0w18P8hVAL4C4PXMvEhEl6HxhxBzbh7R74Pt5i4op3lz2IpR16V+UEgs4twkh68D+LhuTE3i3lvDvkhErySiU/VNZhYq5OMy8z4AP4G60a0gldh7AhG9osEy/AjAc4nofCJK678XEdHziChDakyclVpczaLcDb6aqwF8hIieRURjUE7EfzZyg9UcgIo714WZPaib45epnKi5kYheF7HKvwL4cyJ6ISmeQ+XE7a0A3kkqMfJcqLyAVtkK4DxSyYtHQoWaohiHOp9z2sX4QNXymueDmQ9BhUP+DaqR3KY/b6o+ENG7iGi9Pqem4XcBPAblBLxBC9tPQuU6NA0RbSCiN5JKIi1Aha9q1aNPkkrEXQeVk/DtJnf510Q0oq+rC6FyLWpum1Si73OIiFCu52FlPABgk77pRHEVlFP1hyg7aoCqs+/XbgAR0ag+v+Mh2xiHejg4BCBFRP8bwIrGDh+/0ut+iIhSpBJwX9zguhU0UJ+uAXCJvv5WQQkyQwaqzhwC4JBKUn5tYPkBAGuJaGWNIlwPJUg/A9WeePrzyHYr4hhuAPA1Ilqtv/vyBk/BOJTrs0hEL4ZySRvlGqj2fTURbYR6ODTcDWCWiP6SVOKxTUSnENGLgJrXZaIRcZMQmPn7AD4PFWqaBfAQgKgxM44E8D2ohncbVKKaafTfDdWQPAIVl/8eVJy5kTLkoBqct0M9xe7XZTI3svMB7NTlez9UkmMY34QKnf0cKrF0ESqJuVEuBXCltmgjez0E+EuoMMKdumw3I2IcGGb+LlS8/ioAOai4/xq9+BKofBFja18Xto0G+XcAD0DlaPwE5ZtqGH8O1VDmoG561d+9FPXPx1VQOQ5XVX3eTH04F8DDpHq0/QNUvsAiM88A+FMoYbgHyslp1dGyoFyRvVCh11fobYfxWQBboJIvfw3gPv1ZM/wMqm7cAuCLzGwGrKy17c1QdWgOShx8jZlvC9n2d/X/w0R0X9jOmfkuqPN1NNRN1Xy+BSpp9ytQv8vjUPkuYdyo130MKqS0iNrh5eD+i1BP+xfo/bwNKsG/VWrVp3+BqusPQjmR10MJK1e3LR+CuslPQdX3HwbK+SiU4HxS1/Ml4TlmLuiyV9TzBtqtas6HeiB8FCqnptaDR5A/BfAZIspBieFrGlwPUIJsN1R7eDPUeSvo8rtQ7c5pevkE1LVmhF7oddnEvvsSk8EuCIIgaEiFa58CkG7CMRRiRLszX2fm4+t+ecAgog9AiZTluMOJRpwbQRAEoevokMp5Ovy1EcCnUE6gHmiI6CgiepkO5Z0I5V7KuamBiBtBEAShFyCojg5TUGGpbVDhG0GF8v4ZKvT8U6ihBr7W1RL1OBKWEgRBEAQhUYhzIwiCIAhCoujrcW7WrVvHmzZt6nYxBEEQBEFoE/fee+8EMzc1NlZfi5tNmzZhy5Yt3S6GIAiCIAhtgojqjYq9BAlLCYIgCIKQKETcCIIgCIKQKETcCIIgCIKQKETcCIIgCIKQKETcCIIgCIKQKETcCIIgCIKQKETcCIIgCIKQKETcCIIgCIKQKHpO3BCRTUT3E9GPul0WQRAEQRD6j54TNwAugZoNVhAEQRAEoWl6avoFIjoGwBsAfA7An9VdYft24Jxz2lwqQRAEQRD6iV5zbi4D8BcAvKgvENFFRLSFiLaUSqXOlUwQBEEQhL6gZ5wbIvodAAeZ+V4iOifqe8x8OYDLAeCMM85g3HZbZwooCIIgCELnIWp6lV5ybl4G4I1EtBPAdwC8ioi+3d0iCYIgJJPiwSIeeecjcHJOt4siCLHTM+KGmT/OzMcw8yYAbwfwU2Z+V5eLJQiCkEhm75rFwasPYu6BuW4XRRBip2fEjSAIgtA52GEAgDcfmeIoCH1Lz+TcBGHm2wDc1uViCIIgJBYuKXHjzrtdLokgxI84N4IgCAOIcW5E3AhJRMSNIAjCAOKLmzkRN0LyEHEjCIIwgIhzIyQZETeCIAgDiMm5kYRiIYmIuBEEQRhAxLkRkoyIG0EQhAFExI2QZETcCIIgDCAiboQkI+JGEARhAPFKKtdGcm6EJCLiRhAEYQAR50ZIMiJuBEEQBhARN0KSEXEjCIIwgPjTL8ggfkICEXEjCIIwgIhzIyQZETeCIAgDiMwKLiQZETeCIAgDiDg3QpIRcSMIgjCA+Dk3Im6EBCLiRhAEYQAxzg0XGZ4joSkhWYi4EQRBGECMuAEk70ZIHiJuBEEQBhATlgIkNCUkDxE3giAIA0jQuRFxIyQNETeCIAgDiIgbIcmIuBEEQRhAKsSNjFIsJAwRN4IgCAOImRUckIRiIXmIuBEEQRhA2GFQlgBIWEpIHiJuBEEQBhB2GKmVKQAiboTkIeJGEARhAOESI7VKxI2QTHpG3BDREBHdTUQPENHDRPTpbpdJEAQhqQSdG8m5EZJGqtsFCFAA8CpmniOiNIDbiegGZr6z2wUTBEFIGhKWEpJMz4gbZmYAc/ptWv9x9BqCIAhCq7DDsIYsUJZE3AiJo2fCUgBARDYRbQVwEMBNzHxXyHcuIqItRLTl0KFDnS+kIAhCAuASg1IEe9QWcSMkjp4SN8zsMvNpAI4B8GIiOiXkO5cz8xnMfMb69es7X0hBEIQEwA6D0lrcyCB+QsLoKXFjYOZpALcBOLfLRREEQUgk7JSdG0koFpJGz4gbIlpPRKv062EArwHwaHdLJQiCkExMWMoatSQsJSSOnkkoBnAUgCuJyIYSXdcw84+6XCZBEIREEnRuRNwISaNnxA0zPwjg9G6XQxAEYRAI5twUDxa7XRxBiJWeCUsJgiAInUNyboQkI+JGEARhAPFKnhI3Y9JbSkgeIm4EQRAGED8stdKGM+N0uziCECs9k3MjCIIgdI6KhOKcC3YZZFO3iyUIsSDOjSAIwgBixI2ZX8rJiXsjJAdxbgRBEAYMZgZcVIgbd8ZFelW6yyUT4sZ1XUxOTqJUKnW7KHVJp9NYs2YNbNte9rZE3AiCIAwY7Kg5ia20BXulupFI3k0ymZycxNDQENatWwei3g07MjPm5uYwOTmJOKZWkrCUIAjCgGHETUVYSsRNIimVShgbG+tpYQMARISxsbHYHCYRN4IgCAMGl0TcDBK9LmwMcZZTxI0gCMKA4Ts36cqcG0FICiJuBEEQBoxgWEpyboQkIuJGEARhwJCcG6Eb3Hbbbbjgggs6si/pLSUIgjBgBHNurCELlCYRNwPAjh0fxtzc1li3OTZ2GjZvvizWbcaBODeCIAgDRjDnhki5N5JzIyQJcW4EQRAGjGBYCoDMLzUgdMthOfPMM1EoFPxxbE477TQAwOc//3m87nWva8s+RdwIgiAMGF7JA1AWN6mVKRE3Qtu46667AKicmyuuuAJXXHFF2/cpYSlBEIQBo9q5EXEjJA0RN4IgtA1mRvFgsdvFEKoI5twAaHvOzeHD12P//m+1bfuCUI2IG0EQ2sbk9ZP41bG/QnFCBE4v0emcm717v45du77Qtu0L/cE555zTkZAUIOJGEIQ2UthbABcZzqSEPHqJYFdwAEitSsGZbt9v5HlFeF6hbdsXhGpE3AiC0Da4qG6iXtHrckmEIMFZwQEdlsq5YJfbsz8uibgROoqIG0EQ2obplWOcAqE3CEsoBgAn1x73hlmcG6GziLgRBKFtGOfG/Bd6gyVhqTZPnul5RTCLuBE6h4gbQRDahglHSViqtwhLKAbaN7+UhKWETtMz4oaIjiWiW4loGxE9TESXdLtMgtAuJm+exJN/9WS3i9F2jEMgYaneIqwrONA+cSMJxUKn6RlxA8AB8FFmfh6AswBcTEQndblMgtAWJq6bwJ5/3NPtYtRl+/b3YXr6Zy2vLwnFvUlkzk0bnRvAA7PMXyV0hp4RN8y8j5nv069zALYB2NjdUglCe+Ai9/wNn9nFvn3/isnJm1rehiQU9yadzrlhVuMciXsjdIqenFuKiDYBOB3AXSHLLgJwEQAcd9xxHS2XIMSFV/TARQYzg4i6XZxQPE/dkMyNqRUkobg3qQ5LtTvnxvNK+n8Btj3Sln0I9dnx4R2Y2zoX6zbHThvD5ss2x7rNOOgZ58ZARGMArgXwYWaerV7OzJcz8xnMfMb69es7X0BBiAH/pu/07k3fPGUv52lbEop7k86HpcS5ETpLTzk3RJSGEjb/wcz/1e3yCIPDYxc/huFnD+PYjx7bkf2Zmz0XGUh3ZJdNY25Iy3JuJKG4J6meFdwaskBpilXcHLr2EFa8ZAWyR2cDLqCIm27Siw5Lu+gZ54aUN/8NANuY+UvdLo8wWEzdPIXpX0x3bH9c0Im2hd51NMwNyfxvBUko7k2qnRsigjVk+fVyuXglDw+/9WHs+8Y+tT8uh6WEweKrX/0qTjvtNJx22mnYu3dvx/bbM+IGwMsAnA/gVUS0Vf+d1+1CCYOBV/Bia9gb2oIBQN4AACAASURBVF8fhGvicG4kobg3qc65AQAra8Umtr2CBzDgzqkEZQlLDS4XX3wxtm7diq1bt+Loo4/u2H57JizFzLcD6M3MSiHxcIE76qL0Q6JtHDk3/XCcg0i1cwMAlKXYxLbvTOY9MDOYVbhLxI3QKXrJuRGEruEVvY66KP3k3CwnLNUPxzmIVHcFBwArE2NYSj8oKHFTKu9Xcm6EDiHiRhDQ+bBUPzgasXQFl4TiniTMuYk1LKXFrJt3K8TNcoSyIDSDiBtBQOcH1esHRyMO50YSinsTX9zYgbBUpj1hqWD9kbCU0ClE3AgDD3sMLiUj52bHjg/h8OEfx7KtOJwbP6G4hx2qQYQdBqWoYgBJKxtjWKoYDEuV64+EpboDc39cf3GWU8SNMPD4oZME9Jbau/dyTE7eEMu2Yk0o7vOw1MGD38WWLS/sm5tEPbjEFSEpIF7nJphzY0YnBsS56QbpdBpzc3M9X3eZGXNzc0in4xn4q2d6S/US09M/w8TEdXjOc77c7aIIHcBviDsZltL7jFNQqV4pBXjeYkzbi8G56YPwWyPMzW3F3Nx9evqAoW4XZ9mwwxXdwIF4c25MvVY5NxKW6iZr1qzB5OQkcrlct4tSl3Q6jTVr1sSyLRE3IRw+/CPs3v0POOGEL/XsvD9CfPjipgthqThv+nGPJRLLIH4JSSg251SFVRIibqqcGytjwc3FM3FmZVhKnJtuYts2BnGqIglLhaCefLniohSSSzd6LlVMvxDXNituwMsnlukXEpJQbNywuFyxbhMalspSvIP4YWlCseTcCJ1CxE0IceQaCP1DUpybuG/AcTg3SUkoNjflpLQJoc5N1ortdzLbcRckLCV0BxE3ISTtKU2oTdBF6VTSXTudm7huIHHc0JOSUJy0NiE05yYT8/QLkIRioXuIuAnBNGBTP53E/CPzXS6N0G6CSb2duAmzy4BObegH50YSipPn5oY5N+0KS4lzM1hMT/8cBw5c3e1iiLgJw1yAT158EM/87TNdLo3QboI33k6EpkyoBuh150YSig1Jc268kheaUBx3WKrauVmOUBb6gz17/j889dRfd7sYIm7CMA2YO+f5s9oKySUoaDqRGxLcR7y9peIVN7FMv5CYhOIEOjdt7Aoe3I6bF+dmkHDdPDwv3+1iiLgJw4gbLjC8xf5ulIX6BMNSHXFuiu1ybuJ1F8q9pUot5yIlJaE4ac5NaFiqDYP4AYCXl5ybQcLzFnviOhFxE4L/lJZXg1AJyaYiLNUBh6FdYiruruDBG1Er7k0wt6j/w1LxnttuE9YV3Ey/EEdSfVDMOgtO+fOEnD8hGs8T56Zn8bxFwCNwEeLcDAAVYakOTMHQLjHVroTi6tcNr1/qrGhsJ4Pg3FhZy1+2XMS5GVyMc9Pt6R5E3ITgeYtAMaNe5/u7URbqU5ED04GwVHB//ZBQXP264fVL7TnObpDEcW6sdGXzTxklduK4BiquKe1+E2USc/6EaMqD4HY3eVzETQjMhbK4Eecm8VQ8ZXbAYWifc2NuwDE7N66FqZunml6/4gZX6u/raKCcmxjcy4qEYh2Wsu1xETd9TKGwF3NzD9X9nglJdftaEXETguctAoWsei3iJvFUOCkdCEu1z7kxN+B4B/HDr16CR87bjYUdC82Vp01d3rtB4npLRcwKDsQjuCvDUuq1bY9Jzk0fs3PnpXj44d+v+z2/t7Hb3bwbETchSFhqsEiKc2NuHMzFWOLdvnOTGwcAONNOjW+HlCco4vo+oXhwnJu4w1KmU0YqJc5NP1MqTcJx6ju44tz0MJ4nYalBokLcJCDnpvp1q/gx80U1C7a30Ny5McKNsvF1Me4WiXNuIqZfAOKpk1HOTVLO3yDieQtw3fruba88CIi4qYKZxbkZMDodlmp3bykgni63vnOjQ7TuQnPDIhi3xh61ExCW6o0GOy6iZgUH4hH4FXXcFzfjXU8yFVrHdRfgeQs1XWH//omyg9MtRNxUwVwCwH6Dzg7Dc0TgJJlGwlKHDn0fDz74+tj3F6eYqnRuln8T9m9EJv+sSefGCBp71G5bQvHCwmMVw/u3A89zAOjBCBOSMxIalorRueECwxpV23MXdD2wR8W56WM8bwEA1/wNm2mDpn8xjUPfPxRX8ZYg4qYK/8fRzg0goamk08jcUjMzv8Tk5I/1jW55+DcPq33OTRw3EX8bOizVrHNjBE27nJtSaRL33HMKDh26JvZtB6k8r/3h3BQP1HZIoqZfAGJybgoeUqtSal+LDKI0iLIibvoYE5JSIiecoFtTz7nZ9YVdeOoTT8VTuBBE3FThN176aRUQcZN0KmYFj7gJe958xf/lYASNPRbvTT/unBvPK4Iou3znZsxuS0JxqXQYzCUUCvti33aQoFvTDzfn3P053HHkHZh/OLquRs0KDsTUW6roIbVSiRsvr8SNZYm46WeMqKmVd9PMg4A757Z17saeEjdE9E0iOkhE9TvTtwn/Bwk6N5J3k2gacW5cd77i/3II3vTb0VsKiC8slUqNl3NumpyKxBybNWqBHQZ78Qoc81vEIThr0W/OTeEZVQ8Ku2uEDyJmBQfiCZVygcviZhGwrAwsK7skrMce46G3PITpX0wve5/9BHsMd7G/pvYp94KKdmQqr5Xazo0778KdHxBxA+AKAOd2swASlmqdXO5e3HffSxvKqO8lvILnj/ER5aTEKW7a59zEHZYqwrbHWu4tFUwoDr6PCyNq4vhNau+nv5wb8zRc66m43V3BvYIHe9QGpQi8iEjnxplxMHHtBKZvHSxxs+dre3D35ru7XYymaD4sVce5GSRxw8w/BzDZ7v1M3jyJ3NZc6LLQsJQ4Nw0xO3sXZmd/hUJhd7eL0hRcYNjj6gbcz85NOxKKbXuspd5SnlfAjkcuAVAWN3EnFcf5m9Si35wbc8OodeMIy7mJdRC/onpgsEYseHkCUSY056YRIZYUDh78HmZm7gAA5B/Po7C70FdDJDQblqo3iJ8374GL7euw01PiphGI6CIi2kJEWw4dai3TesfFO/D0Z58OXRYalhLnpiFcN1fxv1/wih5S49pCjxA3/ZFzE3dX8AJse7ylnJuZmV8hn1PJgr5zE3NSsevOVfxvF4l0biJmBQfiC0tZWQvWsAVeJD8sNcji5skn/xK7dv09gP47bs8rgdnRr+NzbgAlctpB34kbZr6cmc9g5jPWr1/f0jacGQfuTHil8m8KknPTNJ262cSNV/BgjVgAdSYs1RnnJp5B/Gx7vKXeUtPTtwClNAB1nED8YSlxbsJpxLnxCp6fY2OI27mxshbsYRveIvlhKcAFc7lc/XaTj6JUmsJdd52IXO7+yO+47mz5AbDPjjsoaBpPKK6fc2P+u+489u+/MtaZxPtO3MSBm3Ph5MK79Ipz0zr9Km64qJ8ysxa8ggfHmcHs7JaK78Sac6PdIXvcjnVEZM8rwLJ0fkwMN2E/56YF52Zq6hbAUW6YGe8kbgu+cwnFRihSX4xzU+/G6ZW8ilCsIe6cG8qQdm4sWFYGRHpgVK/cTb3fbvJRLC4+iXz+MczNRYsbx8mVxU3Orfjf6wQFTS3nJhiKqtUGscd+e+LOu5iYuA6PPnoB8vnHYiitYuDEDbvqpEZe+L64GSl/JuKmIRwnV/G/XzANsZkmYNeuL2Hr1rMrnzDjdm4swB6JPyxl2yv167icm7GmnRvHmcXs7N2+uGlXWKpzCcWqTUilVibCuTE31ChxE9sgfiYsVbACzk1l3UyKuHGc2Yr/1aiwTqH8ANhnxx23cxOMhrjzLhxHJZSb/3HQU+KGiK4G8CsAJxLRbiJ6b9z78C/8CMVsLjyrNFZep8kusINKt5ybmV/O4KG3PAR2W2uUfecmY4ELjIWFR+B5ixXHEXfOjZWxQJl451xiLiCVWqH20UXnZnr65wBcoKSe1Ps9odi4NanUqkTk3Ji2L7UiVfG5H5aKafqFcs6NDaKML26C7le/3eSjqJdvaNoS8+DXb8fdqHPTaM5NUHh7815dcdgKPSVumPkdzHwUM6eZ+Rhm/kbc+6hnB5ofhALiRpybxuiWuJm6eQoT106gdLi1Yfi9glcRlsrnHwdQeaHF7dxQhpSYitm5SaXic278hOImnZvp6VtgWUPIpp4FINq5mXtgDrNb1DnO55/Cjh2XVLhl9ehcQrFqE2y7T5ybOjdOE5Jvp3Nj3FB72AbnU7CsZDs39cVN5fJ+O+7WnJvGxI3KuZnV206ouOkE5sJ2c25o8lJZ3IwCWRUbloTixuiWuHFm1W/qzLQ2NYIfltJOysLCDgDlC01ZyiX9We86N0qMGHGzvJuwEhkubHuk6Ulk5+cfwejoqbA8VZaonJsn/t8nsOOD6lxPTHwfe/b8IxYXdzZcxmrB+fjjH8GTT3684fUbxdyMVViq950b0/skqheKOxseljK9p+Jwbnw3dNgCF2y/KziQTHFTz3nod3FTmUtTfxA/yxqp+b1qcdOOlIZU/a8kC+PYsMNqoKmhygvcXHhUHAHG54FCpm+dm9ktsyjuLWLdG9d1ZH/d6gpuRI1ptJslmFDs5PN+6MlxZtR2A4Kmt52bgu/cLDfxtTwZZQZYHFafNRiWcpxppFJr4LlqvahB/EqHS/5vVizu1+vONFzG6oTiqamfKjEWE5M/mURqdQrexj7LuWk0LDVeFZYinXe2THHDHquu5n5CccrvCg4kU9w0GpZiLsHziv5vENWxpddo3LlRgiaVWl3zWgkKb3FuYiJ4EYVdUGXnZgg0ripkvzo3uz6/Czs+tKNj++ukc1OcKKI0pd0U3a1/Oc6NlTHiplx28xQWzLOJO+eGSxxb90cVljI5N8sTN2ZGcCqVB7NsPKF4BqnUSpARN2PhYSlnxvF/s7K4aTyhsDqh2HGmY01IfPzDj2Pnp3f2nXNTL6HYD0utsJcsi0Nw+9NuaOcGhVRFQnESc25MWxF1cw46Eo4z23fH3XjOjXkQWFVzEL/q+7A5f5P/MoqnPhXPZJqDJ24CuTZheTflEYqHwKMLAMWXc7OwfQGlydbyQlqhNFmCM9m5J4NOiptt79iG7e/bDqAsaloWN0UPlFVhKScfdGlMg9U+5waIb/wX1RV8BESpZTsMfnddnW8DNOvcrAK5QwB56gaHpQnFzrQDZ9oBMy/LuVFPw6XYxU3psLp+Wsm5eejND2Hn3+yMrSzN0KhzUx2WAuDnnS0HI47MODdcSOmwlOkKvlTceHmv5Q4BvYBxbKLCKkFHp5ibBfSh9ou4aca5IUrDtkebSig252fh1hWYvCGeSQpE3FThX3ilDJBZhDVkxebcPPDbD2Dnp3fGsq1GcKYcuDm3bcNbV9PJsNTi04soPK1+q+WKGy6w79y4+fIFWX4ai1fcBBOYzfs48LxFWNZQ6DD3zeI/XS+qp20aKTXs3LiucW6GgJTj53IEHQFmVsKmxPDyXkvOTeXvMgvXnY1N3DAznCkHzpRT4dwwFxpy2mbumEHu7u4MidBoV/DqsBSAWPLATH02YSkU0nUTimuVtx+oF1YJtoml2fLrfhE3RtDY9lhd58ayhmFZw5j/3Ksw/bPw6zEyoXjaQmp1PNkyAydugjHOKOeGKAteTAOZPKxhKxbnhj1GYU8BhT2ds7WdKX3Tn26/e8PMHXVuSpMlPyzl59xEjDpdD9NtlTIEt1BAOq1Gvm6Xc2Pm3ak3WWezMBdgWVk9zP3ynJuZO3PA7S/zu4HT6sWGnBvPK+jw2CqQkwVSDthWdb5i9vUFD9A/lzPjoFjcp1435dyU61mhsFfvfzGenmJ5D1xSAkydSwu2PQqgHLKLgpnhTDoddWmD1O0tNRveWwpQbstyp18w4qYclsoAqJ1zU6u8/YDfxbtOzg0AlGYC7UmfDOJnBE06va6mc+O6efWAVRxD8bsvxsQPJ8K/F5FQ7M2kkF6TjqXMAydugpUpLJlLKc8sULSBTAHWkBXLODfOrAN46GiYyIiaTogblUimGsV2ixv29FP1ZKWoWVZvqSxpS97B2NjpantVOTdE6VhybrionaJMfCP3MrtgdrS4GVr2DX7vF6eAr/0psKhCCdaqvErCrzNWjREnqdRKwMkA6RI4pWLvwfBbsE6WJhdRKk3o9VtzbgqFPUvKsBzMg0FpqqRF41Bg9Ofa59adc8EOd/RaNzBzQ85NMCwaxMpay66Pflgqo8WNZ4GcbCDnZukIxdWv+41mwlKl2YC46ZNjNoImlVrbkHNDudUAEDk8h59QbFU6N95MRpybVql3MZmGjBdtIFuANUSxODfOYd1YtjgWS7Owx+VwzVT7G9mgoGm3uPGF4rQDdjm0K3hhfwEH//NgQ9sLhqW8gouRkefCtsfhupW9pdLpI3rWufEHn7SGYFnZZfeWKh1ygZmVvrihVapBq+feFBemAEDn3GSAlAPP0rkxgeMM/laLE+UJcM05bwTPm0cqtVbttxgUN8sPTRlXkAsMd6HoO2Jqv7VdMSNquuHceAXliFGG1KzL3tK65ebcJQP4GSiz/N5Sflgqq8a5AQAqDdfsCl79ut+oF5aqSCieDeSv9NgxLz6ziPvPvh/FQ5XupOctgCiNVGpl3ZwbyxoCZlXHBnPfq8YI7/T6dHkQP4/AuSxSa0TctEQjCcWWNQQu2ECmCGsont5SpqHr1NOcM+P4SWudETfm4rViy7kpFg9i374rlnzuHw8DpYmSf8MN3jD3/es+PPL2R+q6Oewx2FFdwTlVBEoWhoc3w7ZXLMm5yWTiETftcG78IQzIODfLC0s5h11gYRTerLKIaZXumVQj72bqlince/Q+YGoVUqlVgJPWYSnl3ARdn6Bzs3j4cPnzJp2bTOYIANXOzfLFTfCacaYQ6tzsv3I/7j7p7iU5OMFrPc6JABvBPBFnNkSPTeTm3NCQFKDDUssU28GEYpNMjsJQZFjK9KbrtRt9M/hhFS8Pz1va5lQ4Nzndi8juvWOevXMWM7fPYO6+ygdU112AZY3AtkfqOje2PQzMqiEpoh7m3XkXsIH06jTceUc54gsjgGchvVrCUi1hLFnzuhoTluKCBWSKoKF4ekuZH7lTzk1l49w550YJgHicm/37r8T27Rf6+RSGoEBcfLp8Ew/m3BT3qyeP4sHa+RFGWFCGwKkFoJTG0NDx+gmlUtxEOTePP/4R7Nv3zYaPqz3OjRk8a0jn3CzPuXEOqzI5+7Rzs1KPKVND6M89OAfOA9h7tBpM0E1r50aP8VEMD0sVDk+VP2+yt1Q63X5x404zLCsbcB7UuZ69ZxYL2xaWhH1N/WSHO37zMvsz4iZs/07OiRQ3cTo3VsaCNaJuMVQMhqUqxU3myOiy9gtBxybs4c515/z64+RUm5Q5MtNzx2zay+p20/PysO3huoPzGXMAM2qE/1rixh61YY1acOb0vnLjACDOTas4OQeZo/TFFNFbSjk3FKtzYxo8L++1lMOz79/2Ye6hxkVDsHE2Fns7KYubo2ITNybJ1PSkMQTt/sWnAr2bZgPHfLBU8T+K4FMm23mglEYmcyRSqRVLcm4ymSNCc2727/8WJiaua/i42uncmJvwcpwbdhmu1gelPbqhWaUTJms4N8UDupGaWq2cm5JxbvR4UYHjDDpqxUm17Wz2WMz+7Yux/aLtdcuoRo0uIpPZAAAoFHaXtx2HuAkIFneGQp2b0gFVt/zj1gTrZ6fzbszNMr0hXfG+4juztZ2bOMNSJvzFuZFI5yYZ4iYHyxrxX4ctz2aPBgA4s6q+ZI/K9lxCcelQqeK/wfPKzk1UWMoreli84QQQDYPriBtv3oM9asMetcviZm4VAEjOTau4cy7Sa9OgNEUO4kc0BF60gGwBlOVYnRug+QaPPcZjFz2GPV/ZU//LZh+BxrkTCcXGls1kjtI9Vpa/z2LxQMV/f1+B85d/qvwUUXHD1Dec6htPNcFuq8a5Sac3wLZXhDg365c4N55XgONM+kKsEdrh3Jin4TgSiktTJT+kWdqjn7xXaNu9Rs6NLySnVuuEYls5N7bOuYlIKC5OKfEzMnIinHuOxeHry2GqKMqhQiNuajs3U7dMwV1s/EZS4dzMkA73VTo3pm4ZkeOvG6ifnc67MbkMmSMyFe8rvlMj5yaOQfyCDwxGZHkTI5Hj3PS7uGFmOM4sstmNAMKnYHDdHNLptSBKwZ1TdSLKuSmVpmrmtbQTcw1XOzeuuwDbHoFlDcOdptCOBRM/nED+438A3n48eEYJPWfKCc/70s6NPWrDnVfXSzq/Sf2X3lKtYeLN9rgd3VvKUV0+VVjKiyeheBkNXulQCewwintr36gr1gm4NZ0NSx1Z8X45RImb4LEZ5ya1NlURloq6SKsJNsSePa+dmw0Vzo3rzoMoC9seh+flwVyuD+Uy7l+68ah9FnhZ49ws7l7E7D2VDWicYanSRPn8lowhslInVzfj3DgpIF2CS0oYhYalCChNFZBKrUY6fQS8iTEU9xThzNWus8ZBM2GpWgnF+Z15PPCaB3DwqsYSzIHKOubO2BXOjRGSURZ+Lzg3LYelYph+IRiWSm/QdXxiZIk4ZI/hLXg9L24Ke2uPbaTCNJ4vbsKcG8fJwbbHYdtjcHXdjhI3W7e+Ek888RfxFL5JTF2udryNc0M0AuddX8KuL+5asm7hGXVd8IG14Bk9+KcX/nDtzruwRi3YozY8LcBT+eMAAHp6vGUzkOImNZ6CPW5HhqX8GcGzBVDWiyehOODcNJt3U9hbqPjfCL6goU6Lm6Mq3i8HIxhKpWjnxoiboeOGKp2biIu0mmBD7Nk5oJSGbQ8vcW5se9Qf5yT4VGXKWCweqBA9NfcZmH7BvG+GnZfuxK/f8OvKbXrVzk3rYamguClqccMrlGBoyLmZXg3bHgOXLJ1zo8N7VWEpyhDSa9NwpkvIZI6EzauBKdWy5R+LjusDlUneAFAqTcC2V4AotUTcLO5U5yIYwqyHM+UA6ueBN5MK7S0VFZbqBefGD0tFODeRYakYp1+gLCG1Qe/z0JA/uFuppHrHGaHsi5seHMSvsLeAOzfdiYkfhI/XApTFTCYTLW5cd06Lm3G4c6ySadell4gbZg8LC49gYeHhGI+iceo5NzS7Ephcg/mHlobnzf2JD62GN1Me2TzsfufOq0Rye8yGq5Pg7QV176CV8YwFN5Dixh63kRpPRScUl+J3bpbzNGccm2acGyNossdkO9pbKps9quL9cjCiJiznxggDc+PKHpf1xY1X8vxzXDehOJAf4NmzgJMGM2vnRrkVnlcpboJ5N6ZszCU4zhQaYcn0C03eTBafWETpUKnC3fDnRNPhk+V0Ba8QN3t03dfiphHnhqaPABEBjhI3LnRCcVVYKrUqhdTqFJwZD5nMUaDp9f7yhUdr2/LlUGF5UthUSjlG1eKmsLtQ8b8RnCkHmaPVTZdn00tybryC5z+RVoelSpMlf1TmXnRu3Fk3dHRiIKbpFwqBcW6GHGB0Dt5EFkSEbPZYFAq7KsqWWpMCUsDeJ74VS2/EOFnYvgAuMeZ/HV0u4/DWC0v54mbeUzf2cVuN0F0MOsEHwVyqyCHrJKYLeFTOjbdfPXwsPrP04cPcn3hiBbzpjP95qLiZKycUe/O6viyoBxVaEU9IbuDEjZNzyooxam6pgp5ZOFMEZZx4BvE77PhPKK06N8UDxYanUnCm1LD32WOyDScU7/2Xvcg/UfuJOYq4w1KeV0KppHIvwnJu0uvTsMdsv7fU0HFD8BY8eCWvMqzSREKxqx0GLrJ2bnJg9kKcm6Xipvp1zWNbpnOz+Iw6ZmMDA0vHuYnLuYELIOuAszopOMK5YeZAWEqNPcNFACkPnpdbMqy/O+MitTKF1MoUvFlL1ZvDZaGysL0xcWPbK/xEzlRqVbi42aXOzeKuJpybaQeZ9RnY4za82fQS5yY4Dki1gHYmHWSPV9/tWs7NhnA3hD3Vg6tmWCqm6ResrAXmErBmEu5BdT6Gho7D4mKluLHHbVgjDgpTBzE//9Cy9h03pn0JXmvVlB/sajk3OaRSStx4c+Tfg4DKji1G+BUKuzs+jAAQ3RFDdQUfBh9UPZoKe5ZeS2b0fe/QOLypDDCiJ7QNGesmmFBsepZbuTVAuggvHc9QIgMnbsyFbY/bEQnFBVApIG6ybmzOzfBmNUtyq84NvPo3a4Mz7SC1Wj8ZN5BQXJosqaTlrzWetBxEiRnbH1RtueJGWdfq4l4ibqYcpNekkVqT8sVJ9ljVeLqzbsU5atS5UWGpKf+zVGqlfxyuOw/LGoVlhYmbciJxodBYUvFynBv2uHyzfqbcwCwNS8Xg3KxT4QMacsHZ2uPcuLNu+Tim1eikKnFa9yTJWKHOjb3Khjeb0uJG9ZYANSJuVP0Kis5IcdOic2OuH282s8S5Cbo1S3pLTZWQ3ZiFNWx1xDUNUu3cOLOVx2zETtiM4IAOSy13+oVAWMrzisDaw3AOqjBZmHNjj9nASAHIDyOff3JZ+44bI2qCQ05UY5yaTEb1hgobyM84N6nUOLx5UqkRIeP7GMfG8xb9h7tO4ZU8v74u7QquwlLuPnWtFXeXliQKm/uUd2AU3rQNHKOOJTIspcUNFyzAtYC5FcB4Dp4n4qZp2GOlGOskFPviJlsAsk5sOTfZY7KgLLXs3FS/rrm/qVJZ3FQ1sMwu7rnnVOzff6X/WX5HvuJ/s6iY8hhSqXH/fd11Ft3IHixG0BCllyYUT5aQWlOeg8QaspBer14/+eDf+DebzJGZJSGDaoINsUvT/me2rUfYdGZ7yrkpHij6IqHSuSknFC+3K3hpogQacYEjVAIuDbvwMrWdG/8GP5YHJtW54xKD0nqMjzQtSShOrUqp5MG5YWQyR8I7pOrOyKkp5LfXrocmNNisuGn0aTh4/fDs0JJxbszx2uN2aG8pI7477dyYQfxMzs0zj32pYnmtSTOBmKZfCISlfOfmkNpfNnssisV98LxipbgZzgP5YSwuqUEPlwAAIABJREFU9pa4MaKmlrgpOze6q3fVFAye5+jB7cZULtqCXenczC11bqpfLxd2GYeuPRTac8lgHmqGNikXvGL+JzcPyxqBe0A9oHOpMnTFzP69yTs0DHeqvrgxCcUAgMUh8OwIMJ6LnMKiWQZK3Pgx3poJxYtAUSdDZYpAtgQucs1K0QjOpIP02jTSa9JNN3jFvUU/ht9o3o158kyvTi8RN/n8U5iffwiTkzf6ny08tlDxv1mCtqt5X49t79iGR976SOgyI2hGRk5aIhqcSQfp1Wl/PAR7pe13bZ3cdYf/1DF6ymj93lLmKTXlwrNn/M9SqRX6OGa1cAuKm7JwKxb3I5s9zn9dD3YZ8FDh3JTmp3D//WdjcfGZuusHBU3QuYm1K/hECfZqx+8hZQ174KxOCo4Q+uY8WyfsBc8Owyt6yqFKExxnaVjKmXGQWpkCRnLA/ChGRk6Ed3AEsFyMnuVh4bGFmtdcOSxVdtTqiRtv3sOhp25EIzhTOidoVQo8O7zEuTHiZvTU0dBxboz47kbODaXJH+W1ODONUql8Pkyb19ZB/IrlsJTnFYE1k3AO2GBmZLPHAmAUCnsrxA0P5XrSuQmGpaKEsXFqVFfv7BLnpuwy6rDUfC1xszv09XI5fMNhPPyWhzF542Tkd4zjPXqKdmcCoVfj3Dh7s/5nwTCvM+OoBx/LhbtvCO40AUfvBazazo01agZ5XAVvJg2M5yKnsGiWwRI3gQs7KqGYuQAqKnWqekupH2Y5oSl21ezCqTUppNakIufbiKKwt4DR54/6rxsh2Dg705VjDZi4djC+bRybxScWG87rCWKcG9se89/Xgpkx/bNpTP98OrTRMEJhbOz5cJzD8DwdCy5NojCR888lAKRWpsAjqgEvTE6isF8dy+gpo3AmnZqTPZqG2LWmgXTJ/yzo3NRLKB4ZeS4sa6QhcRNs+E1X8LnphzAzczsmJ39cd/2goAnPuTGzgi9P3FirS764oSEPbOVBKYoMS/nuxbN3qveHSvBKHqwM1QxLeSOHgbkxjI6erPIyVk8hvVnNQG5i+GEYcaPChWOAa9UUN6lVqq488rMPLBnxOozgwwHnhpeMc+PfCE5dKqC76dyYmwYsABkV6gn2vKk1IzhQnhXcXJP5nfmmcw4rxo7iErD2MDhvwZ1zMTR0LADlSpibujUCcHamrnMz9+u5ZQuvZjHXmLfoLUmyNRinwbZXIJVaseTBzrw34obnM35CMYCKCEKhsMtvQ+MUN3Nb5yr+h2Hq8cjJKnJh6jgz+9MvOPtTwLB6AA6Gef2H7k074eVSgEfAyhnYq5emYTCrIQBMWAoA7OJaJYhWzMY2fc9giZvAk4I9FpVzswgqBZybjI4jLkPcONNqnqf02jTSa5t3bgp7Chg7bQywgOKexp0b393gytF7TWO3sLDdFw3GsWGHUXi6+Rtjs+KmsKsAZ8qBO+v6PZ6CmJ5SY2O/qd+r/I/duy+DM1UErViAvVL/fqPzKGZ2qtfzw1jYux+UJj/HqSJBtgrTWLo0WRY3BS/g3MzUybnZj0zmKGQyRzYmbgINvwlL5WdVIzY3d3/d9U1jO3rKaFXOTeU4N4Db8kCKStwUA84Ng7kIa8SKDkvphpGftcN/r5wbyw9LVTg3Wty4w/uAxWFk7OPhHLSBNZNIPUs1brV6TJWdmzF4N50JvPn7sBbWLhE3XsFD6WAJK85SvycOHoFcbkvN4/cKavgH//rJjS4Z56Z4oAhr1MLws4bhzZctfDfvwst7XXVu7DFb5YLpUM/8fFnc+GGpGhNnAnrqiEUXW56/BU//zdNNlcEPS2UtNQP4GuUWFPcVfZczKG7czEF1w1wcRj7/VOg2C/sK2HL6Fuz+x9Zu+K2E2h7bfgnyT89j+LmqHQleb/Pb5v0HxmrxUh1WMct9ZzufiXRuFhd3YWzsdBClYg1LzT+grpfc1mksLob/nr5gP1k7N+aa5hIAF7Y9ogb1fN42AOVEfSDw0H1iYHTxFbNIrfaWODde3gMYleKmtBbuNANjc6G9zVphoMRNaUZVTpNzwyWueBJgdsHsAAVtvWWKQFaLm2Xk3Rgx00qD55VU45w9NovMkZnGnZtAQrF5bzCODXMR+fzjANS4IubptpXQVLmr46j/vhbBJ4iwp4li8QAsaxRDQ8/W75VwmD7wK6AwBGd4F5wR1dC5wwdQTD+mD24Ui/smkT4i7SdV1krCNg2xax/2xY3pLQXUzrlhZhQK+5DJHKnFTf2EYr93VmD6hcKcchJyufvqrr/49CLscRujp45WODcz3x8Bvvqn/sSZqnytuTdK3BSAleo3pGFd5mEr0rkpHigCBPBxj/rvTW5RtXPjFZV4sFfaKGV1cumsh9J+AtZNwH6WuhmGjaVhKFv9I3BuOwnIrUDpvo1IpVbpyQvVdWvcn/EzVbgUh9bXFTfmWvGvn9zo0t5SB4rIbMj4uS0mNGVCwF1zbuZULsP8/MPA0GKkuKnl3ABK4OXuzsHNuZi6ubEhDgxe0QOlCGSVE4oBI26WOjel1C5gOA+rsAaFwi7/twsy84sZwAWmb21+ao3iwSJ+ue6XOHhN44M4el4B+7ZdAxQtrPwt1bnAPPTNPzyPe06+Bwe+rR7AVBiFYNuj2rmJCkvph7/8EKxRRIalhoaORyazMV7n5kFVhql7n8K9974o9MHHhKFMWMo4VWZcL6JhlPYC2LwDlOFw5yYobsZzsFYtFTfmQSCYc2MVVsOZ9LRzI+Kmafbs0JMbDudDLUHfyi9pcZMtAOnlOzfmx02vTSO1NtVUQnHxQBFgIHt0Ftmjsw3l3Pz/7Z15eFxXleB/571Xm1RaLC+yHS9xYjt77GQSnMZDyBA+CGtoGpqlCRkgnWlIGJjQHx/wNQ10JzMGujv0MGFJQ4YMhJgQQvadOCQO4NhOnMjyJtuSZUnWVlKVat/enT/uq1LJKsmWrcSKuL/v06d6r957devUefede+655yilxgREwthEfsnkTgKBJeXXSinSbWmarmoCjp1ArRolz42IrQPPjuG5SexI6CRp1kTGTS9+f3N5aXku14fr5hnp0aOGXKCNXOCA/m7+I6QtrwNPNpDtS+Jf4Me3wHvwTBJ3UxrRFWTwKM9NAwzNIdufmNC4KRRiKJWtMG6Of1qq0nOTTQ4AFsnkq8f0tmQ6MwSWBQguD+oA2aI2GKK3zYd7P0y+V8Ylm5sq2rjJlCuBW55xY0/iucn35XHmOuUVVvm+PCqvsPwOxWJ8TEBxKR+R0+iQ83u/YbRAvtfVo/y5EUKrQww/NfFD1XWTWFYIEArbvQfmVu25gdECnKUOOLgmDeIel3FTSp3gzHGwGy3IhJBiCBELEZ9eLdWfx7/AXy5zUE4aeRIDmemglBwtmdypDYZ80xjjptTfHcu4iUd20PP4n/Trl+LHzBhdiZt1Rz1AXkAx6GK2jhPGcRrJZA7T234PAFmrHUJpJFMHuFVjz2Kb9e8ZeyFW1vnjZeixIYrxIv2/On7jZmTkRdQRrUs1l41dnRh5JAIKIg9po62UfVhEdB6bSaalHKcO0iGssDvOuFGqSC7XTSCwhEBgybR5borJIum2NFaNRbG9nnwiRjy+ddxx+X6dn6ns8fYGheUq4LE6VBaYP4CzqDjWc9NdxXPTEMOeUxgXhlFesVfhvZLUXB0vVp8xAcVTRSnFUPdmABLFzeWbuzLupvwwyJU8Ny4E9L6TyXVT6uB8TaMBxce7aqNkzPgX+/EvHu+5Sac7aG39CLncQHlfMVGEIuWYARg1blw3Tyq1l3nzPoh+oLaS69UrF+rX12M32CfouUmUp6RsO3xcxk1oVYias2om9Nxo46a5vJ1I7EDF9PfJ+FrI+nWWXjfYR6zwJAC+3HLy/UX8zf7j8tyUPHcFBsYYN5aqg8/9gIOXLEf9+/VItm5czE3JmNHGzaLjCyiu8NyUgsTJC3PnvhfXzZBK7Zn0/GxnluDyIIHlAVRe55bJHMqQ26PbFn0sMa7A41Rw8y7FWBFpTCON2si1QuL9h2IyzyuvvJOBgfvGnJfrz+GbLzBnuLytl7zbelqqIqC45BmRcI5iUHfghUhB/07zhikWYzRd1UR0U3TC+65kcKb3pXEjNSAumS21FcaNF4PlGTeF+Xv1lNfwauLxbZPef6V7xZnj4F0O4joOoZRDKNeXw9dc4R30Yo4q73WnyTnhQrknSik5WjLZioQKOPlFY2JujiegGGDfrpvof3on2EARRv50/KPpUnkRoBxQDHpqCfSKqWRyJ4n+vWAViaWfhlAWldKyrBZ3E3s+pmO+RoqTevSqEXlMGyHDTw1PGn9XSTT6LPTpvqd4+o4xObVKQbnDTw/jFlyKxZHyQgo9LTVWVqMxOXVYljZupGa0BEbJuNEJ/AoEAksJBpdOm+cm2ZoEBY3vs8G1oOP0MYtJSuh72IcTdrBqrLLBXvLcuL1e5v4F/TiL8+M8N3ajwGkVqUTqR7Dm5Md7brzaWnZNRUDxoE7gZzUUZqfnRkSuEpG9IrJfRL4yndeOx7dSiOmbYjj7SHkpZFXjJqsfoBIE5RsNKDtRSj+uM9fBN9eHyqpJ09hXUjJmJvLcdHR8k4GBezh8+F/L+8qdsxdQXLkvnW5DqTx1dZcSCq0kmdxZ9tTUrK6hZnXNCS0HL6UXB7zRy7GNm/DaMOG14UmMm4Vl4yaf7yMW2wxxL4lUoJVcwJuKCifIqQPgL+LLLqU46MO3wDfqualYzaKUy65dHyvXbikZG3npxQr4yvuiD2egbyH+/xSB+z/AyG0rvcJ/dtlzU2ncOO5iCvetJzc0ecc7xnMjgvhdKDgsXny9lssx4m4ynRmCy4IElwXL25GHvXwYtQkiDw9VLFmeunFT0lWrMTVq3HiZEaRGSEe7GB5+koMHv4JSo/dOri+HM1/pEXhIG11u3sUOOBQKY6elSp6bYrAbarW8UntToMCan6ZQiNL0ribcjEv099WnIbRxEyb6nPf+5c+RfsVBMtWNm0zdNlgwiC92Hvn8QHlU3Hd3Hy/955eq1mJzGh2set1mFdfGY2kl2kTTUmXPTZWBxetByXOTSrVi19lItp5crrecM6U4cuyl4ADp4f3Qeg7h90fB8qaFjpNSYVjwPDf1I4hPe25AGzex2O8h7YNQmoGBe7DDftykgGLciqlCrEDilQTN1+i+IPp8dZ3oub2H7tvG5ulyCy7DTwzjP81PMV4k9sLxfY9odBP+6FoAknWbCCwLkO3MUkwWiW2OEVoZohAtEN8a91aK6mnsYwUUW9k6UBaEctg1YwfYJZ0c9dxMTyK/xCtegtX36sGg03kZw8PjjZt8f77cZ/oX+Md5boq9XkcwfwB7YXZczI1vIRBOlKexqR/BasyNM2669t+u21X8U3laSvXr/GhWY3H2xdyIiA3cBrwLOBf4mIicO13X7++/BzLa8owVnkKFdMddOd9Zfhjk9AjCClplz81JBRQfNZqD489cerTnJj+YL3sb0ukO+vp+gWUF6en5Afm8HjWX5/0rlkuXOu9SvE1t7fnU1p5HMrmTVJtW3tDqEKFVoRPy3GjX7KjnZjLXYiFWINOeKRs32c7suCzKpWkpPR0UJpfrJRZ7AV9mpT6gbgTq9U0gYc/VXq+wM80wXIczT6+iEp+MmZbq7f0Z/f0bOXz4uwwPbyrLMq/68NXoDsrNuvT8oBcW9lH/o/vhbc8Qu6OZXG8O266tatzEbjkPbr2J3de2TtohVXpuAHCKSLGOOXPeiWWFSCQmjrspJosUIgUCywIElmkDJtuZZfChQZzTE8g7n9XxEdmS56b6tFQxU6Tj5g6GN42f9ikFX0tjEmvO0Z4bRTrajW2HSafbGBx8YPS8/jz2XF2PyZnnTUvlFJbfh3YjKoqZDC0tH2Cw/Wktv0A7hHXHm9qtdc5ZkKNQiNH41kasoMXQY2OXrmYOZ+j9eS+FTBrLqiX6+yjWvCy85xEoQma7Nn4rjRu7wSaptmAvzKH6dfxEPL6N7JEs+z67j5EXRjj4ldEHauX9Yzd6UwYjWqYiAYr5LPlBb1pq/thpqdK9Xrma7/WMu6n03Ni1QSSjjbLS1FQhXgALrJrqXX9JL2XfhZCqJX/Rg4TXhKdm3GTdspGklI7FcpqF3JFR4wbAzi1AaouAi7+hFlwgHx7nuYn9MQYKmv+mmcDSQHmKqpLo81H2/d0+2m5so++u0bxY8S1xCtECK/5pBeKTcfpUjWIxw8jIH/EPXYiEc4y4TxJcHiRzKEP02Sgqp1hxywqwYOjxIQqFyT03pYGe49RBRh8nNTnEEqxaq/wMKnlqAoGlBAJLpy2RX/LVJHadTfqcX0MwS6jn7YyMvFh+XpTID+TL+uyb7yvH4JQ8N8Veb6HNgn6cRSmy3dlyUHW2O4uzUIGAb6FoyyKcwGrUKx9L+cyy2V76OrTXtzd6OxLS/a/q14k/7YbjSyNyPFQ3308NbwL2K6UOAojIRuBqoHoilCp0Pfoc+ZHqD+be7j0EOt5BFiAYJ5K8G1hHz8NbGOr0HnD5QeheR26P/hGtoEUOHVl+5PEXGe46MQMnttkBsYkVnyLjt4EAnRufw7f02NeLPuOAbRO3fke+Xp978KdPYTcpotFnILaOpcu/zqGOb7J7z/epq3sT2d0W4CdlbUe5LlDDwLO7yIZfJRbdAdHLyMSbsQbeSrq/l74trYjfIVmzCZY4ZDt9tN/1BNjHP2pwO84nt2AZkX0R3P0Xk1QZ2lurL23O7dftU2fsRtkAQQ58fxOB1Z48lKJwaCWFBecQ2R/B2vN2hn1JMtkE/l3vIQ9Ql0JsPwoIzVtACnAafBTa5kHOIRPawdBQO/a8IMMvdtC+sQ1UkcNdvyQU+BSFwjC7X/4+tds+C/jIFPfghJaTRc+lR5+NYn/2GdLZXfCpZ1G/v5IDXzqAXLyeWDBP+/bHGRnZC0PrGNhiE/tFA6zey/DDZ7HrpqepWTdB4O1B/d0Tme3kezpRziJ8R85h+PEYgf1/zeDL/djN1eVW6BUgQH7OHlLhIlDDkQdfJbrJJvCRPaiLXqZ433sZ/mk91K6jq3MLfv9RKyOKQv+/OaRfssFSLPhyntCaUT0s6U6+9pAOKmb0QZi3OnEHAyzpvIO+vl9y4JXfkGjWo7lsTwBnvR41+xbYJHdpV7g2bqBAP+nOYdQjvURaHwGuIaE2YzUoXEZjKpyFRdLp/URTT1CzPkD/A4dx/kLH5eS7LHpv9uHGBOvc9+L/dC3RTVFC6+Ikz9dTKLF7fXDhOo4caCFWW2R4qw9nkRCPbyO45K/JbBXY8ma69ryIe389bsam4eoiR24/gnV2B84iRfwZG/ARV8+SsqLAYtKbG4jYEdSeS4nng+BCLtzGcGI3VkOIyAv7URv3MLLJARzibCLtWECQrnv/QGDn67OEORcJkLMHKRbjhOprye7xwZ/WcbhtM8N1KaIvOVhhm6Ghx6qen8gKEML33MfJAdmzHiZ08fuI/bKR9rsfLxcTnYxEmw/lCJHIo4yMbAHAv9Am2Zok8mgEt/9C6F2H03cBbl2QPOCrrycN+F68msjeIaz5o/dA7Le6D8yv/CPBS/0Mb8rQvrEiHkVBz1f9+JeDb5Fiz3W7GHz5VUJrXEYescG2sa94mZrLAvTfdwjrorZJ25/NduMeWYO7dxm+JUWddHDeIVJ/CNP5Hy8jIRtZv43QRQH6ftOOamzA51tBpC9CrmclhaHVtB8ebf9IrAeG1xGLF0geqgFcMrKbSGQEqzZE9NVDtG/cTzy+EyLrSMUayKVWwKF1dHQ+is8rDnuiRH7vJ3C2YiTxPP6zbqTw8jI461La2n9BKLSqfFyqw0/tepdI5FFoDJDcJ7RvfJxMpgN615Ha6texc41RCnPaUfnFHPzpk1h1inR7gMBbdEyTf5GFO2JRsBT50CHgNNr/79PYc/QzS71yFgA5q43uyHeAt1HYq+M9nabqGZ5PhJlk3JwGVEZQdQHrjj5IRK4HrgdYtmzZmPcOfvEwbttpE1z+7ymg55p9c5bRN3IrsJG+/+WvOGYJsIEYeuQVCM0nbj8JXEPfLf5qFz1+mnvZ2foxyKwGfkzPl6dwvaWd7Nx1LXAh8O903VBKpPRu4N2e+bWBIaByXNKevA7auyH8IMN31TF8lwO8A3gHrewF1gBriAGs3svOXX8HdetB3cyhTwSYGhvoB/ppAT4JwKQLSO0CHb6Pg10E5156v3G0PCqv9wVKY980Optw3fKzsQtNRP1C/VlnkrFqCS4NE3tWW/0R34+ItDwH879HYtMaEptKMQb/QOWkWw4glCKZ3c68hZeQBHp+2INVYxH8q70kEjvgNJj7SZf+O/rh7i+TAK8U5FuBt9LBEcKX+Uj8043wT//IwPfeAvgmldah6E2wbzc03kX+uVW0PNcC/Ndjyw3okv8OHftg7q8ZvkvXY8pceiehi4R8k0P/zTXABiZcuxVKwdduhRfW07/hiqqHJGueINy0lOJch+ASbyls6CU4/C66PgGl36SyrfHa+wEhdEYtkV97WVvna29eyvcHOHQlfHWDPtgqErXuoX7hpcQDoo0bW2dHHYpvpaXlPXDh++B3N3HoY6MVhjm3FT79BO5PriPz99cCOZr+h0261ib8F2Eidyfg7g0MVLSLtzwHxRjhc+eT/LkLX7mF8tj/b28n9pe/ha0/ofumir4jmGZ31/sh3QTcw+B3Ghn8zlhdPKL+kSMtW6D5R8QfP4v44153Go6zq/39kDwN+AW93zrJvmOKxKz7AahZOpfEAwX46gYiQNkHsLyDlpZPVT95ZA3wPXKblhFaHSC3KEP0jO9C+n9y6OPB6udU47ydtLR8vrwZOjPE4K/iXjX7c4ENZIH6y2soWjXULm1mBMh//bpxegXABa+yq/0LcOa74L4vj9UJAKsI3/siuaWH4RvfYuDW88H17sGLXmJX55dgzQfh+c+PP3ccZwIbSAFNH6xnCCFafyfEbiT2gAPrN9Pa9nVY+zfw0+vgps+RBVpoQY/R33RU+68ErqSVUaNq0P0xgy3boeHHJJ5eTeJpG7gcuJzddAJ1wAaOnZHpOPnQr0Hlqb9sDoM/VvCK7l+PJha6i5aWOyD8eWj/oCers4ENRIGac0PkA/NIzLkPWM/h60efE4XGhwCoOacGKQopu4F4zf3Am+n6XOUzS1O//By6Bm+B0GXkWxu0h2+hIj9N01JyKopzVUNEPgy8Uyl1nbd9DfAmpdTnJzrnkksuUdu2ja58GHhxB4Vk9XgRwUeoZpWu+bIgTibTTma/SzE29vuLBAmFziC4JIjMj5PJHCTT5lIcOTk5+ZdY+JoFpRSZfQo3cfzX8y+18C3wzt2jcFOlc4VQaCWW5cctpklXuHPteiG4So+4cz0u+SOjn+f3L8bnm6NXSaUPoFSWwOkWzlz9GelWNeX6MoJDqGYVIhbFQopMtnq+ihJOkxBY4S2F7nApRI76HSquVyjEyWY7y/sCC4M4p+UACzfix5lnkS8MYqXmkm5Lk3O78J0dRyyhMKTIto+Omn2+Zvx+bRBkMz0UisP4Fgr+0yxqa88je1B0RehmP9aiBJnMQSwrRMh3LsmWJPlslFyuu+J6C/D75xNeGyZTaCOfjZJ6xS2VxaqKVSMEzxZ8vrnY8aXlJaZuMUc6s5/JTrZqhdDZnielV5Hrdsv7gsHTUQMNZLoyZDLtuG71e6FSn6r91naDEFxpEQqdiYrVYdfbpHO7KCRSFA8sHNWdVBvKe9SLJYQuEHzBufjd00ntSiGOUHthDanMTvIjGVTHEhynDqVc8sED+FcUCYVWUewJ6QDdeT58ywqkUnpFnCoq0jsVqqDbJ7YQOl8QR/+u0rMMJxSm9oIQBXcISc4h3ZYmm+mmUByNywiutnDqA9QGLyDZkiKfiZHNHsYKCaFztSyLI4pMW4WeNAv+Jd79c9CHL3sGIkKhECOb7UICQug8HTdViCiyHRXnLhL8i/W509F3TJXQ+Ra+mjpCztkkXk2Qyw6Qz48+yvzLLB38XQWlFLm9NQRYrtPw1/eRzfZMuU8IrLBwmvRnOE5TWSdKn5HPR/D75xFaGUKFh7CtJtKtWfLJRNW+I3CGhTNHxulECd8Cwb90dKqtGFdk9unfJHCmhdMoqIJ37nGstnLsJgLBRdScU0PObiefGSLdojPVB1db2HWCynvXcxWh4BlYdgjXLZJJt6EY67n1OfPxB7QHJsdhfGclquuO15+ADjuoTBh6MoTOs/DVhgnaZ5NsSY7TifJxF1hYfsHNKNKto+2y7TDBoNYJ1TBIJnOYzG6Fm/ZkKVBzgYUvNIcAZ6LyimKwj0ymi8wuhZvx7mEcQjWr8TX5CJ7pkEjsIN8t2LGV+OcFYPFhlCpSWzs2IkVEtiulLpnKd55JnpsuYGnF9hKY3HDdvn37oIgcbeTPAwanuW1/rhhZTh9GltOHkeX0YWQ5vRh5Th+Vslw+1ZNnkufGAfahfXjdwFbg40qp1klPHH+dbVO18AzVMbKcPowspw8jy+nDyHJ6MfKcPk5WljPGc6OUKojIjcAT6OwKd0zVsDEYDAaDwWCYMcYNgFLqUeDRU90Og8FgMBgMb1xmTJ6baeT2U92AWYSR5fRhZDl9GFlOH0aW04uR5/RxUrKcMTE3BoPBYDAYDNPBbPTcGAwGg8Fg+DPGGDcGg8FgMBhmFbPGuHkti27+uSAiHSLSIiI7RGSbt69JRJ4SkTbv/5xT3c6ZiIjcISL9IrKzYl9V2Ynmf3u6+qqIXHzqWj7zmECW3xSRbk83d4jIuyve+6ony70i8s5T0+qZiYgsFZFNIrJbRFpF5AvefqObU2QSWRrdnCIiEhSRF0XkFU+W3/L2rxCRLZ5e/kp0tWJEJOBt7/feP/1YnzErjJvXuujmnxn/RSm1tiK/wFeA3ymlVgG/87YN4/kZcNVR+ybs1qzwAAAGzUlEQVSS3buAVd7f9cAPX6c2vlH4GeNlCXCrp5trvZWVePf5R4HzvHN+4PUHBk0B+JJS6hzgMuAGT2ZGN6fORLIEo5tTJQu8TSm1BlgLXCUilwHfRstyFTAMfMY7/jPAsFJqJXCrd9ykzArjhoqim0qpHFAqumk4ea4G7vRe3wl84BS2ZcailHqOsaW9YGLZXQ38P6X5E9AoIoten5bOfCaQ5URcDWxUSmWVUu3AfnR/YACUUkeUUi95r+PAbnQdP6ObU2QSWU6E0c0J8PQr4W36vD8FvA2419t/tF6W9PVe4EoRmbSM62wxbqoV3ZxM6QzVUcCTIrLdK1AK0KyUOgL65gZOrkTtnxcTyc7o64lxozdVckfF9KiR5XHiufIvArZgdPOkOEqWYHRzyoiILSI7gH7gKeAAEFVKFbxDKuVVlqX3fgyYO9n1Z4txU82CM2vcp856pdTFaNf0DSJy+alu0CzF6OvU+SG6XPNa4Ajwr95+I8vjQETCwG+ALyqlJiu7bOR5DKrI0ujmCaCUKiql1qLrSL4JOKfaYd7/Kctythg3Uy66aRiPUqrH+98P/BatcH0lt7T3f3wpWcNETCQ7o69TRCnV53WGLvAfjLr3jSyPgYj40A/ju5RS93m7jW6eANVkaXTz5FBKRYFn0XFMjaLrTMJYeZVl6b3fwDGmrmeLcbMVWOVFWvvRQVwPnuI2vaEQkVoRqSu9Bt4B7ETL8VrvsGuBB05NC9+QTCS7B4FPeitTLgNipSkCQ3WOivv4S7RugpblR73VFCvQgbAvvt7tm6l4cQk/BXYrpf6t4i2jm1NkIlka3Zw6IjJfRBq91yHg7egYpk3Ah7zDjtbLkr5+CHhGHSMD8YyqLXWimKKb00Iz8FsvRssBfqmUelxEtgL3iMhngE7gw6ewjTMWEbkbuAKYJyJdwDeADVSX3aPAu9EBhingU697g2cwE8jyChFZi3ZFdwD/DUAp1Soi9wC70KtZblBKFU9Fu2co64FrgBYvvgHgaxjdPBEmkuXHjG5OmUXAnd7qMQu4Ryn1sIjsAjaKyM3Ay2hjEu//z0VkP9pj89FjfYApv2AwGAwGg2FWMVumpQwGg8FgMBgAY9wYDAaDwWCYZRjjxmAwGAwGw6zCGDcGg8FgMBhmFca4MRgMBoPBMKswxo3BYDAYDIZZhTFuDAbDtCIiPxMR5f3lRaRfRDaJyA1ehtepXOsK7zrzprmNloiMiMhqb7vNlBsxGGYPxrgxGAyvBU+jE3Wdjs52/RDwLeB5LwP2qeZ8IKuU2iciC4Bl6EznBoNhFmCMG4PB8FqQVUr1KqW6lVI7vHT1VwAXA18uHSQinxCRrSIS9zw8vxaR07z3TkenYwcY8Dw4P/Peu0pEnheRYREZEpEnRKRa4b2JeDPwgvf6LcDLSqn0SXxfg8EwgzAZig0Gw7TiGSDzlFLvrfLeg8AZSqnzve1PA73AHmAe8G3AVkpd7qVmvxpdqPA8dNr1tFIqJiJ/5V3yVSAE/APacDpXKZWbpG1R72UQXWk4DQTQZVtSwOZq7TYYDG8sZkVtKYPB8IZhF7pIHgBKqTsq3jsoIp8FdovIEqVUl4iUKv/2K6UGK877TeVFReRTwAi6IvPmST5/Ldqo2Q58HG1UPQl8E/gDkDnB72UwGGYQZlrKYDC8ngi6wKDeELlYRB4QkUMiEge2eW8tm/QiImeKyC9F5ICIjAB96P5s0vOUUh3AfCCllHocyAOLgd8opTqUUr0n+sUMBsPMwXhuDAbD68m5wEEAL7D4CXTw8TVAP3pq6nnAf4zrPAR0oyswd6OrLu+a7DwReQwdX+MAjogk0NNRASAiIiilwif8zQwGw4zBGDcGg+F1QUTOB64CbvZ2nY02Zr6mlGr3jvngUaeV4mfsiuvMBc4BblBKbfL2Xcyx+7Pr0PE5dwL3AQ8A/4KemvrJiX0rg8EwEzHGjcFgeC0IiMhC9FTRfOBK4GvoWJd/8Y7pBLLAjSJyG9pg+eejrnMIPY31HhF5CB0APAwMAn8rIoeB04Dvor03E6KU6hYRB7gQ+IRSql1ELgS+rZTaf7Jf2GAwzBxMzI3BYHgteDtwBG3A/A54PzrPzeVKqSSAUmoAuBb4AHpK6RvATZUXUUp1e/tvQcfV/B+llAt8BG2k7ARuA76ONpSOxSVA1DNslgDNjMb5GAyGWYJZCm4wGAwGg2FWYTw3BoPBYDAYZhXGuDEYDAaDwTCrMMaNwWAwGAyGWYUxbgwGg8FgMMwqjHFjMBgMBoNhVmGMG4PBYDAYDLMKY9wYDAaDwWCYVRjjxmAwGAwGw6zi/wMdDGJ3Yv3BSAAAAABJRU5ErkJggg==\n", 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R+/grjsPhCEM1rPtmC9ZV9Qg++6UkM65lxuFwOBwOR0rjWmYcDofD4XCkNCk9gFvt2rW1cePGfovhcDgcDocjRsyZM+cvVa1T8p5BUtqYady4MTk5OX6L4XA4HA6HI0aISNQ5g1w3k8PhcDgcjpTGGTMOh8PhcDhSGmfMOBwOh8PhSGlS2mfG4XA4HI5UID8/n7Vr17Jrl0vmHKBixYrUrFmTzMzMMh/LGTMOh8PhcMSZtWvXUrlyZWrXro2IrwNMJwWqyubNm1m7di116kQVuFQkrpvJ4XA4HI44s2vXLrKzs50h4yEiZGdnx6ylyhkzDofD4XAkAGfI7Eksy8MZMw6Hw+FwJAFtR7Sl7/t9yd2U67coKUfSGDMi0lBEporIDyKyQERu8Fsmh8PhcDgSxbyV8xg1dxRNn2gaF6Pmvvvuo2XLlhxxxBG0adOGr776iuHDh7N169aojzV69GhWrFgRU/nKQtIYM0AecLOqHg4cC1wnIi18limmrF0LP/4I330Hf/wB+fl+S+Qo76xbB4sWwfz5sHw55OX5LZGjvLNhA/z0k+nksmVQ3oJ/dubvZHve9pgbNbNmzWLSpEl88803zJ8/n08++YSGDRuWypjJz893xkw4VDVXVb/x5jcBPwAN/JWqbOTnw5QpcPnl0KgR1KoFhx8ORxwBBx4INWrAaafByJGwfr3f0jrKAwUF8OmncNVV0LQp1KwJhx0GRx4JDRtC9epw8snw9NOwZo3f0jrKA6rwxRfQqxc0b246eOihppONGsF++8GJJ8Lw4fDnn35LmzhibdTk5uZSu3ZtKlWqBEDt2rUZP348K1asoHPnznTu3BmAPn360KFDB1q2bMngwYN3/79x48bcc889HH/88YwZM4acnBy6d+9OmzZt2LZtW9kuNhaoatJNQGPgd2DfIrZdC+QAOY0aNdJkJD9f9Y03VA8+WNUeVZuqVrV1LVqo7r//3tvuuEN13Tq/pXekIwUFqhMmqLZsuafe7bOPavPmtr5u3T23Va6sesstqqtX+y29Ix0pKFB9/33Vtm331rtmzUwnDzhgz21ZWar9+qnm5votffT88ccfJe7DEMJOWUOztPK9lbXPpD66YuOKqM+/adMmPfLII/Xggw/WPn366LRp01RV9aCDDtLVIQ/5mjVrVFU1Ly9PTzzxRP3222937/fggw/u3u/EE0/U2bNnRy1HYYoqFyBHo7QbkqZlJoCIZAMTgAGqurHwdlUdqaodVLVDLGLTY80vv1jN9tJL4eefoXFjuOceazINNJ8uWACrVllX0+jR0LkzbNkC990HdQa15YynnAOYI3b8/juc1DWX81/sy4Lj23LggTBoEMydCxs3mp5+/z2sXGnT669bi+H27TBsGNQb0pZTh/dlxUank47YsHIlnHVxLmc905e5R7elXj0YOBBmz4ZNm2DxYtPJFStg9WoYNw7OOsu6nJ58EhoMbctJj5QvnQy01IyYM4JLJlwS9f+zs7OZM2cOI0eOpE6dOlx88cWMHj16r/3efPNN2rVrR9u2bVmwYAELFy7cve3iiy8uyyXElaRKmiciFTFD5nVVfctveaJlwgS44gozTPbf34yTK66AihWL3r9+fdt+xRUwaxbccgvMrD2PD1ctpOEjL3F1ux4M6TyIA6odkNgLcaQNr0/M5aqXh7LziJdACqDCThYvBq+leS/q1jVD/NJLYc4c+Ne/YGqdeXyyZiGNHnmJq9r14O6TnE46Ss+EKbl0f34oOw4L6uSSJVClStH7164NF11k03ffwW23weT95zF1vb0ne7TtwdCT018nszKzyJRMerTpwaATB5XqGJmZmXTq1IlOnTrRunVrXn755T22//rrrwwbNozZs2dTo0YNrrzySrZv3757e9WqVct0DfEkaVpmxALORwE/qOqjfssTDapw991wwQVmyFx0kbW+9OwZ3pApTMeOMH26t1BhJ/mynedzRtH08fh4tTvSm9xNuRx3f18um92UnS1HQcXtUGEnEN6QKUz79vC//3kLFXaSn7GdF+Y4nXSUjtxNuZz4cF8umN6UHYfvqZPhDJnCtG4N77/vLVTYSUHGdkZ9M4omaayTWZlZVKlQhZ5te7LkhiU8fdbT1MuuF/VxFi1axM8//7x7ed68eRx00EFUq1aNTZs2AbBx40aqVq3Kfvvtx6pVq5g8eXLY44X+LxlIGmMGOA74J3CSiMzzpjP9FqokCgrghhtgyBDIyIBHHoGxY602ES0Zhe6GZu5ke749rPEK1XOkF7mbcukzqS+NHmnKzG17fjBKQ+GcVk4nHdGSuymXvu/3pdGjTfl8Y+x1ksyd7MjfzgtpppOxMmICbN68mSuuuIIWLVpwxBFHsHDhQoYMGcK1117LGWecQefOnTnyyCNp27YtLVu25KqrruK4444Le7wrr7yS3r17J40DsJivTWrSoUMHzcnJ8e38qtC/Pzz1FGRlmRFz7rllO6bcHT4jYlZmFhmSYc2M/5f+zaqOyMndlMvQz4fy0ryX2LWrgHwJ/7HQwdE9804nHaVhD53MKyCf8q2TK1asoH79+sXuI3fLXt1JZTFgUoGiykVE5qhqh2iOk1Q+M6nGkCFBQ+a998xpMp7szLeXwYg5I1iwegGfXflZfE/oSBkumXAJX/z+BQVaAAnMmO500hGOPXQygaSyTrap14a/Hfi3cmHExJpk6mZKKV5+2aKUMjPN0z7ehgyAFFizY+/2vRl3wbj4n9CRMoy7YByn1ugNu6pAXlbCzut00hGOcReM48z9fdDJ/NTVybm95pa5O6m84oyZUjBzJlx7rc0//TT84x/xPV/FjCzYVQXN6cnVm8ved+pIP3J/rsf0gU/D40voWKknVSpUISszfh+QrIwsyDOdvHil00nH3qxfHtTJ9hmJ0UnJq4LO6clZi5fw1JlOJ8sTzpiJkj//tKilnTuhXz/LWhkvAg5g17Trybi/LSFzytM89Z96vPNO/M7pSD3Wr4fzz4etW+GK8+sx446nWXLDEnq2jf0HZLdTYruevHfyErI+eZrRT9XjtddidgpHGrBli+nkhg1wfpd6fD04MTr58dlLqPrZ04wfXY9nn43ZKRwpgDNmoiA/Hy67DHJz4YQT4NE4BZAX5cV+0Zn1eOgh237llfDrr/E5tyO1ULWhCX79Fdq1g+ees2iPetn1ePqs2H1AitLJszvV46mnbHuvXvDDDzG6KEdKowp9+8LChTZ8y+jRFqmZCJ08+Zh6jBpl22+80XIlOcoJ0aYMTqapffv20WZOLhPDhllK7Tp1VJcvj8852jzXRvtO6qu5m/bO111QoNq1q8nQsaNqXl58ZHCkDiNHmj7st5/qL7+E3y93U672ndRX2zzXJupzlKST3bubDEceqbpzZ9SHd6QZY8YEh8r4/vvw+8VLJ1VV+/QxGQ4+WHXLlqgPHxciGc6gJFZsXKF9JvUpVZklK7EazsB3g6QsUyKNmR9/tDFDQHXSpISddi/Wrg2OV/Loo/7J4fCf335TrVbNdGHMGP/k2LRJtUkTk2PIEP/kcPjPypWqtWqZLowY4Z8c27YFxyG7+Wb/5AilLMZMwIipfG9lzRqapQyhVMfJyMjQI488cvf0wAMPRPX/0HGcOnbsWCoZChMrY8blmYmA/HzrVpo1y7p4Xnop7qcslkmT4O9/h8qVbcyngw/2Vx5H4lGFLl3g44/hvPNg/PgikoklkGnTbIyxChUgJ8dGPHaUL1TNn/Ctt+DUU2HKFH91MicHjj3WEpt+8QX87W/+yQKR5ZkpTGiungIt2B12DtHn5gEbn2nz5s1R/y9A48aNycnJoXZpssKGIVZ5ZpzPTAQ8/rgZMvXrx89PJhrOPhsuv9wGAuzRw4wtR/li1CgzZGrVgmee8fejAdCpE1x3HeTlmcG/a5e/8jgSz5tvmiFTrRq88IL/OtmhA9x6qxlZPXpAEiSpjZhA1uSmTzRl1NxRbM/bvochE2saN27M4MGDadeuHa1bt+bHH38EYM2aNZx22mm0bduWXr16Edr4kZ2dDcC0adPo1KkTF1xwAYcddhjdu3ffvd8HH3zAYYcdxvHHH0///v05++yz43YNzpgpgUWL4I47bH7kSKhRw195AgwfDgccADNm2CiyjvLD77/DTTfZ/FNP2eCQycB//gNNmsC8efDAA35L40gkf/5pxizYSOuNGvkrT4DBg6FFC/jpJ7jrLr+lKZl4GzHbtm2jTZs2u6dx44J5eGrXrs0333xDnz59GDZsGAB33303xx9/PHPnzuWcc87h999/L/K4c+fOZfjw4SxcuJAlS5YwY8YMtm/fTq9evZg8eTJffPEFq1evjtl1FIUzZopBFfr0sRaQK66wIeiThRo1YMQIm7/9dli2zF95HImjf3/YtMmGzrj4Yr+lCZKdze5IknvvtQ+Io3xwyy2wZg2ccgpcc43f0gSpVCkYTfXoo2ZoJzOXTLiEEXNGxK0lpkqVKsybN2/3dHHIC+S8884DoH379ixduhSAzz//nMsuuwyAs846ixphavNHH300Bx54IBkZGbRp04alS5fy448/0rRpU5o0aQJAt27dYn49oThjphjeegumToWaNZOje6kwf/+79VFv2wa33ea3NI5E8PHHMHGiGQ5PPeV/U35hOne2UPFdu4KtR4705ssv4dVXzXAYMSL5dPKoo6wCEBgUOJndRMddMI7e7XvHPcFgUVSqVAmAzMxM8vLydq+XCG5o4L+h/0+0P64zZsKwbRvcfLPN33uvGTTJyLBh5gg8Zow5uTnSl1277GUMcOed5sOVjNx/v/lNvP8+TJ7stzSOeFJQYIYCWOtM06b+yhOOwYOhdm34/HP473/9liY8sc7FU1b+7//+j9dffx2AyZMns27duoj/e9hhh7FkyZLdrTyhXVrxwBkzYXjkEfjtN2jdOrmaTQtz0EHm5Ab2UnHOwOnLM89YYrrmzWHAAL+lCU/dukH/hBtvtGzZjvTk5Zdh9mwzrAcO9Fua8FSvDvfdZ/O33GLZspOZeBk1hX1mBpZw0wYPHsznn39Ou3bt+Oijj2gUhTNUlSpVeOaZZzj99NM5/vjjqVu3Lvvtt19ZLyE80cZyJ9MUrzwzy5ZZwidQnTo1LqeIKVu2qDZsaPKOHOm3NI548OeflhgPVN99129pSmbHDtVDDjF5H3nEb2kc8WDDBtW6de0ev/aa39KUTF6eatu2Ju/gwYk/f1nyzAQSDFa5t0qZ8swkmk2bNqmqakFBgfbp00cfLSI5WqzyzLiWmSK47Taz3C+4wEJOk5199oGHH7b522+3sXoc6cWgQTbOTZcuFpqf7GRlwWOP2fzdd1u0iyO9uPdeWLXK8rdceqnf0pRMZqal2QB48EFreU8VCrfUtKnXxm+RIuL555+nTZs2tGzZkg0bNtArjoMZuqR5hfjmG2jf3pzZFi2ybpxUQBVOPBGmT7dQ8nvv9VsiR6xYtMjCS0Xgu+9svJtU4ayz4IMPrAs08CFxpD6//27JOnfutG6mDlGlN/OXbt1g7NjEJ0AtTdK88oBLmhcn7rzTfq+/PnUMGbAPXWAgyuHDrcbkSA/uusscLa++OrUMGbDcMyI2AGYq1YQdxTN0qBkyl1ySWoYMWEWvQgV45RU3OGo64YyZEKZPt+iLatWS25ktHMceC+ecA1u2uKRl6cLcuZZZtVKl1Ej6VZjWra0LYudOuOcev6VxxIKffrIWjczM1LynzZpZUEdBQWo+U46iccaMh6r5m4CFZMdw6ImEMnSo1YSffdaagh2pTWhLYYMG/spSWoYMsZrw6NHgZUl3pDB33WVRk1ddlbrjwt15p6W0GD8e5szxWxpHLHDGjMeHH1qellq1LJw0VTniCOsTdjXh1OeLL8zfJDs7NVsKAzRvbl1kriac+sybB+PGWUvhoEF+S1N66teHfv1sPjBcjSO1ccYM9pINKPS//w377uuvPGXl7rutCXj0aHMedaQe6dJSGGDQIKsJ//e/5mTvSE0CLYV9+0LDhv7KUlZuu81cCqZMgc8+81uaxPH2228jIrsHk1y6dCmtWrXyWaqyk1TGjIi8KCJ/isj3iTzvxInmm9CggT2kqU6gJpyf71pnUpX//c98uOcq1MwAACAASURBVGrWTI9hARo0sK4ysGysjtTjq68sq3N2tlX6Up1atSyBHiRpi2F+PkyaZL4DkybFLCPqmDFjOP744xk7dmwpxUrOzKxRGTMi0kFELhaRqt5yVRGpEEN5RgOnx/B4JaIaDGMeOBCqVEnk2ePHHXeYn8LYsbB4sd/SOKIloJM335z6LYUBbr3Vnq9Jk5J/wD/H3gQy6F53HdSp468ssWLAAMsO/PnnVnlIGvLzLalUt25m/XfrZstlNCQ2b97MjBkzGDVqVJHGzNKlSznhhBNo164d7dq1Y+bMmQBMmzaNzp07c+mll9K6dWuWLl3KYYcdRs+ePWnVqhXdu3fnk08+4bjjjuPggw/m66+/LpOcpSKSzHpAXeAroADIB5p660cAj0ebqa+EczUGvo9k31hkAP7gA8sIWa+e6tatZT5cUnH11XZtV1/ttySOaJg+3e5b9eqWZTWduPFGu7YLL/RbEkc0zJ1r961KFdVVq/yWJrbcdZddW5cu8T1PVBmA33tPNTvbBAtM2dm2vgy8+uqretVVV6mqaseOHXXOnDn666+/asuWLVVVdcuWLbpt2zZVVf3pp5808I2dOnWq7rPPPrpkyRJVVf311181MzNT58+fr/n5+dquXTvt0aOHFhQU6DvvvKNdu3aNWKZEZwB+DFgJ1AJCR7X4L3Ba2U2qyBGRa0UkR0RyVq9eXaZjqVoLHlgNOF1aZQIMHAgZGTZ+iotsSh0CNeD+/dOnVSbALbdYduDx412Oj1Ti/vvtt1cv2H9/f2WJNf37W9fZlCmWADApmDvXcmyEsmVLmZs0x4wZwyWXXALAJZdcwpgxY/bYvmvXLq655hpat27NhRdeyMKFC3dvO/roo2nSpMnu5SZNmtC6dWsyMjJo2bIlJ598MiKyu+Um0URqzJwM3KGqhYfM/AWIfOSpGKCqI1W1g6p2qFPGts5p02DWLPNL6N07NvIlE82bW+tkXl4woZ4jucnJsci67OzgaMTpRP365s+l6nIhpQo//GDGZ1ZW0McknahVK+grGahI+E7btlC16p7rqlaFNqUfxmDNmjV8+umn9OzZk8aNG/Pwww8zbty4QI8IAI899hh169bl22+/JScnh50ho8RWLSRPpUqVds9nZGTsXs7IyCAvL6/UcpaWSI2ZKkBRY9/WAbbHTpzEEvBLuPFG+3ikI4GImBdegNxcf2VxlEzgZdq3r71k05FbbzV/rjfegF9+8VsaR0k88IAZn1ddlbq5jkrippss2m7iRJg/329pgDPOgGOOsQ+TiP0ec4ytLyXjx4/n8ssv57fffmPp0qUsW7aMJk2asHz58t37bNiwgQMOOICMjAxeffXVpHX2LYpIjZnPgStDllVEMoHbgP/FWqhEMGsWfPqpNeMHoizSkRYt4LzzYMcOGDbMb2kcxfHdd/DOO/ZSTYcIpnA0bgyXXWa+jA8+6Lc0juJYssSMzsxMM0LTlbp1LSswBLvUfCUz0/q9xoyxkNQxY2w5M7PUhxwzZgznnnvuHuvOP/987g+54L59+/Lyyy9z7LHH8tNPP+3VGpPUROJYA7QAVgMfYy00bwGLMD+aZtE66hRznjFALrALWA5cXdz+ZXEA7trVfKpuv73Uh0gZ5syxa61aVXXtWr+lcYTjssvsPl1/vd+SxJ9Fi1RFVLOyVFes8FsaRzj69jWdvPxyvyWJP7//rlqxompGhurixbE/flQOwOWIhDoAq+pCoDUwE/gIqIw5/7ZV1Zg1FKtqN1U9QFUrquqBqjoqVscO5aef4N13LYtlOvolFKZdOzjlFPMfGzHCb2kcRbF8uYXRZ2SYM3q6c8ghcO65lqn6qaf8lsZRFGvWBEeVTudWmQANG9o4YgUFNlivI7WIOM+Mqq5U1cGqeraqnqmqd6pqSnphPPaY9QH/85/WvFgeCDjuPfmkfUAcycUTT5ij9oUXWjdMeSCgk88+u3fghsN/nn0Wtm0zN42WLf2WJjEEKhIvvghr1/oriyM6whozIvJ/kU6JFLisrF5taf4hvf0SCnPaadCqFaxYYS0AjuRh48Zgi1l5aJUJ0LGjTevWBZ9JR3KwfXuwxaw86WTr1vau3Lo1Pq3YGhI55IhteRTXMjMNmOr9BuaLWp4aM2kSwLPP2oN61llw+OF+S5M4RILG27Bh1jLlSA5GjTKD5oQT4Kij/JYmsQQ+lI8+GrNs7Y4Y8PrrsGoVHHkknHSS39IkloBOPvGEBU7EiooVK7J582Zn0HioKps3b6ZixYoxOZ6EK1gRCQ0MPQYYBtwHzPLWdQRuB25V1fdjIk2UdOjQQXNyciLef/t2aNTIWmc+/RQ6d46jcEnIjh3WhbFyJXz0EZx6qt8SOfLyoFkzS2o4cSKcc47fEiWW/Hzzn1myBCZMsMg7h78UFFgr7g8/wKuvWuRZeULVjLjvvjOfoSuvjM1x8/PzWbt2Lbt27YrNAdOAihUrUrNmTTILRWmJyBxV7RDVwSLxEgbmAKcWsf5UYG60XsexmqKNZho50jzz27VTLSiI6q9pw333WRmcdprfkjhUVceMsftxyCGq+fl+S+MPTz5pZdCxo9+SOFRV33/f7keDBqo7d/otjT+MHm1l0KpV+f1W+AlxHM6gBRYqXZg/gMOisp58oqDAmrLBmhFF/JXHL3r3hn32sZaZpEgOVY5RDeb+uekmi2Qqj/ToATVqWO4nb1w7h4888oj93nADxKgHIOXo1s2yVX//vb0rHclPpK/PBcBgEdk9epE3f5e3Len54AP48UcLv7vwQr+l8Y+aNS2TJwSNO4c/fP45zJkDtWvD5Zf7LY1/VK0KffrYfOBD6vCHuXOtCz47O5hErjySlQX9+tm8SzaaGkRqzPQBOgN/iMg0EZmGtdSc5G1LelxtI8iAAdYy9cYbFt3k8IeATvbtm36DnEbL9dfbB+Ttt90QB34S0MmePaF6dX9l8ZtevczQ/uQT+PZbv6VxlESkSfNmA02AgcA3wFxvvom3LamZM8cGldx33/Jd2wjQrJk5Wu7aZXlnHIln0SJ47z1L3HjddX5L4z8HHADdu1vX22OP+S1N+WTZMhg3zjLm33CD39L4T40aNigquBbDVCCapHlb1UasvklVb1TV51U1JVJdBbI5XnONGTSOYPjhiBGWU8GRWB5/3H4vvxz2399fWZKFQOqAl16C9ev9laU88vTTFl13wQXlJ3FjSQwYYL5sY8daFKgjeYnImBGR84qb4i1kWVi50mobGRnpPaBktHTsCEcfbQnL3njDb2nKF+vXwyuv2LyrAQdp1cqG3di6NZhG35EYtm2D55+3+QED/JUlmWjSBLp2tVZsNxRMchNpy8z4MNN/vSlpGTnSFPGcc1xtozABB7cnnnBJ9BLJSy9Z+v6TTio/aeIjJaCTTz3lkuglkjfesPT9HTrAMcf4LU1yEdDJZ591Q8EkM5H6zGSETkAWlkhvOpC0wxns3GkKCOVjQMloufBCG5vqu+/gs8/8lqZ8kJ8fTBPvdHJvzjrLasNLllgEoiP+qFqFBkwny2vainB06mSthqtWwX+TuupevilVZgtVzfMcf28HnomtSLFjwgTrZmrVyhTSsSeVKpnHPjhH4EQxebJ9qBs3hrPP9lua5CMzM+gQ7XQyMUyfbjmn9t8fLrrIb2mSD5FgxcPpZPJS1jRd64FmsRAkHgRqG/36udpGOHr3hgoV4J134Lff/JYmjcnPh0mTWDNgKGcxiev75FMog7fD46qrLLHjxx/DwoV+S5PGeDq5oo/pZO9r8qlUyW+hkpPu3S266auv4Ouv/ZbGURSROgC3KzS1F5GzgRFYmHbSMXs2fPmlKWD37n5Lk7wccIDVxgoKgl1yjhiTnw9dupB/cTcu+2UwY+hG//e7OKeQMNSoEUwiGOiSc8QYTycLLu7GhQtNJ2//zOlkOPbZx3LvgGudSVYibZnJAWZ7v4H5d4FMICkztwQU7uqrLfGRIzwBB7fnn3dh2nFh8mT46isyt24mE6Uam6n4zVe23lEkgcjDV15xYdpxwdPJjBCdrDTP6WRx9O1rUbHjxrkw7WQkUmOmCdDU+20CHATso6p/U9Uf4yVcaVm1yvICZGS4hGSRcMwxcNRRFs3gwrTjwNy56JZCKZm2bIF58/yRJwVo2RJOPtmKyYVpxwGnk1HTuLFFxbow7eQkUmPmIOAPVf3Nm5ap6nYRqSAiSRfN5MKxo0Mk2Drz5JMuTDvmtG3LroqFmgerVoU2bfyRJ0VwYdpxpG1b8rKcTkZLwBH4uedcmHayEakxMxWoWcT6/bxtSUNoOHbgZegomYsusmiG+fNtAERH7CjocgazM49hE9moiI3id8wxcMYZfouW1Jx9tlVGXJh27NHTz+Cbik4noyUQpr1yJYwf77c0jlAiNWYEKKq+XgtIqiENJkyA3Fxrpu7c2W9pUodKlSyyCZyDW6yZ/FEm/7dtCjfUGYMOuQfGjIEpU3DhTMWTmRn0nXE6GVu+mJXJ3zZPoc9+Y8i/y+lkpBRuxXYkD6LF9CmIyLve7FnAJ8COkM2ZQCvgB1U9PW4SFkOHDh00Jydnj3V/+xvMmmV9mtde64dUqcuKFXDQQRbZ9Ouv0KiR3xKlB126wEcfwUMPwb/+5bc0qcW6dXDggeaYvmABtGjht0TpwYUXWsvCoEFwzz1+S5NabNkCDRuabn71lQ0L44gtIjJHVTtE85+SWmbWeJMA60KW1wDLgeeAy6IXtWhE5HQRWSQii0VkYLT/nz3bDJnq1V04dmmoX99ecgUF8EzSpkJMLX780QyZKlWCI/A6IqdGDfjnP23ehWnHhmXL4O23Lb9UoDXWETlVq7ow7WSkWGNGVXuoag/gbuDqwLI39VLVB1T1r1gIIiKZwNPAGUALoJuIRFUPCyhWz54uHLu0hIZpb9vmryzpQOADfNllULMorzNHibgw7djy7LPmUH3BBVaBcUSPC9NOPiIdm+luVY23b8zRwGJVXaKqO4GxQNdI/7xqlSmWiCmao3Qce6wNNrd2Lbz+ut/SpDYbNsDo0TbvnNFLT6tWNijnli3w4ot+S5PabNtm0Z7gxgYrCy5MO/kIa8yIyHwRqeHNf+ctFznFSJYGwLKQ5eXeusJyXSsiOSKSs3r16t3rN2ywF17XrjZQnaN0FB6HxIVpl57A6NidOkHr1n5Lk9oEdPLpp12YdlkYMwbWrIH27a3i4ig9Lkw7uSiuZWYCQYff8d5yuCkWFDV60l6fUlUdqaodVLVDnTp1dq8/5BBLXvnmmzGSphwTGqY9fbrf0qQmBQVudOxYEhqm7ZLUlg7VYFe8Gx277ISGaU+I1VfQUWrCGjNe19LWkPmwU4xkWQ40DFk+EFgR7UEqVoyRNOWY0NG0A4N1OqJj8mT45ReLDvv73/2WJvUJHU3b6WTp+OILS/C7//5w8cV+S5P6hIZpO50sHYsWwWuvwY4dJe9bEmUdNTuWzAYOFpEmIpIFXIKN/+TwgdDRtH//3W9pUo9ADfi666wcHWXn6quDo2n/8IPf0qQeAZ3s1Qs3OnaMCIym/eWXFk3riI5HH7VoxTvvLPuxivOZKdZPJtY+M6qaB1wPTAF+AN5U1QWxOLYjeurXt2iH/Hw3mna0/Pij5R9z4dixpUYNiwoDF6YdLcuWwVtvuXDsWFO1avAZd2Ha0bF2Lbz6qs3H4j1ZXJ0x4cmaVfUDwCUuTxL694c3x+az9KnJ7Ko4l4pHt7V05y5LaLG4cOz40a8fvDAyn1WjJrO9+lwqd3Q6GQmBcOxLLnHh2LHmuutg+CP5bHxjMpsPmEv2CU4nI2HUKIuu69IFDjus7McrNgNwslNUBmBH7NC8fGbX7MLhm74iW7YgVava+C0u7XlYNmywjLWbN5sDtYtiijH5+cyp04VD1n1FVbaQke10siS2bbOMtWvWwIwZliXdEUPy8/m2Xhea/uV0MlLy8qBZM3NheP99OPPMPbfHIwNw4RM0E5GzvalZNP91pB7y4WTa7vyKamxGVO0L/dVXLpykGEaPtmJy4dhxYvJkjtxmOpmB08lIGDs2GI7dsaPf0qQhkyfTcovTyWh47z0zZJo3h9NjNBhSRMaMiNQSkXeAn4F3vOknEZkoIrViI4oj6Zg7lwo7C+VK3LLFQiIce+HCsRPA3Llk7nA6GSkuHDsBzJ1L5nank9EQiP7q188yKceCSA/zAtAcOAGo7E3/BzQBno+NKI6ko21b61oKpWpVaNPGH3mSnA8/hMWLbYBOF44dJ5xORsWMGTB3LtSp48Kx44bTyaiYPx+mTYPsbLjyytgdN1JjpgtwjarOUNU8b5oB9PK2OdKRM86AY46hYJ9s8hE2kc32I4+x9Y69CNQ2XDh2HPF0UqsGdXJLK6eT4QjopAvHjiNF6OTGw51OhiPQUnjllbDvvrE7bqTGzGqgqLGZtmIjaDvSkcxMmDKFjHFjmND6HroxhqHHO6e2oli0KBiOHRhR1xEHPJ2UsWOY1MF0cmBbp5NFsXy5C8dOCCE6+fFxppP9D3U6WRRr1liSPAgOIBsrIjVm7gGGi8jusZK8+Ue8bY50JTMTzj6bA5+7k/c5mxEvZLrRtIsg4CvTvbsLx447nk42fdF08qVXMtmwwW+hko9AOPb550ODvUa5c8QUTycPffVOPpCzGfNmJn/+6bdQyccLL8D27eb0e+ihsT12pMbMAOAoYKmILBWRpcBS4BigfxwGnXQkGR07WjTEmjUWHeEIsnGjGx3bD1q3hs6dzdcyUP4OY/t2Nzq2HzRpYqNp79wZLH+HkZdnA8VCfHQyUmNmPDAMuBd4yZvu9dbFY9BJR5JReBySFE5PFHMC4dgnnghHHOG3NOWLgE4++aRFkzmMsWPhr7+gXTsXjp1oAjr5zDNuNO1QJk60TNQHH2yJ8mJNRG6KMRxM0pHCXHwx/OtfFnE4bZrViss7+fnw+OM272rAieecc2wwz19+sdwVXbv6LZH/qNqYN+DCsf3gpJOgZUtYsADefDM4BEd5J6CTsQzHDiXqQ4pIZRHZJ3SKvViOZKRy5aDT1iOP+CtLsvDOO7BkCTRt6j6kfpCZCQMG2LzTSeOTT+C77+CAA2z4AkdiEYGbbrL5Rx5xrdgAs2bBzJlQvTr06BGfc0SaNO8gL0HeRiyqaVOhyVFO6NPHjJr333cjFwMMG2a/N97oghf84uqrYb/9YPp0+Pprv6Xxn4BO9uvnwrH9ont3qFvXWrE//dRvafwnUNHo3dvyy8SDSFtmXgPqA/2As4AzC02OckKdOsFER4Fmw/LKzJnw5Zc2mnO8ahuOkqlWzfKogGudmT8fPvrIcrYFysSReCpVCvrOlHedXLIE3n4bKlaMb4BEpMZMW+ByVX1ZVT9U1SmhU/zEcyQjN95oTamvvAKrVvktjX8EXlJ9+tjHw+Ef/fpZPpXx4+HXX/2Wxj8CFYyrrnIpAvymd2/LOzV5svnPlFeGDzfn/Esvje+I7ZEaM98CdeInhiOVOOSQYPhhINSuvLF4sdU2srJin/zJET0HHgjdutlLM+CQXd5YsQLeeMOcKwN+RA7/qFXLjEoov63Ya9fCqFE2f/PN8T1XpMbMtcBgEenqjZzdKHSKp4CO5CSgmM88A1u3+iuLHwwfbo593bubo6XDfwI6+cILsG6dv7L4wZNPwq5dcN555pDu8J8BA6wV+7XXIDfXb2kSz4gR9n047TTLCxVPIjVmMoD9gbeBn4BfvWmp9+soZxx/PBx1lCXRe/llv6VJLGvWwIsv2nwgasHhP0ceCSefbEn0ylvCss2b4bnnbD7eNWBH5DRvDv/4h7ViB7KElxd27AiODZYInYzUmHkZG5/p71jW36O96Sjv11HOEIFbbrH5xx6zfCvlheeeg23bLCV3q1Z+S+MIJaCTTzxRvhKWvfgirF8Pxx0Hxx7rtzSOUAI6+eyzZmiXF8aMgZUrrUXm1FPjf75IjZnDgN6q+r6q5qjqnNApngI6kpfzzrOEZT//bAnLygPbtwdHfXU14OSjSxdLWLZiRfkZdiMvzyoU4HQyGfnb38zAXLcOXnrJb2kSg2owQOLmmxOTuDFSY+ZroEk8BXGkHhUqWGQTBHNbpDtvvGERXIEuDUdyIRL8oJeXhGVvvw1Ll1qXxjnn+C2NoyjKWyv2Rx/B999b9FK3bok5Z6TGzLPYqNk9ReQYEWkXOsVTQEdyc9VVltVxxgxLWpbO5OfDf/5j84mqbTii59JLoV49y7nywQd+SxNfVOGBB2zeJW5MXv7xD2jWzHKuvPmm39LEn/vvt99+/SziMxFEasyMAQ4FRgKzgJyQaXZ8RHOkAtWqBcckuu8+f2WJN+PHW5dakyYuTXwyU6lSsCZ8773p3TozeTLMnWvGm0vcmLxkZsJtt9n8/fen96Co06fD559bJbdv38SdN1JjpkmYqRlQ5jyTInKhiCwQkQIR6VDW4zkSS//+lqJ6yhSYnaambUGBfRgBBg60bJaO5KVXL8vz8eWXMHWq39LEB1UYOtTmb7nFErQ5kpfLL7d8SN9/D+++67c08SNQqe3fH/bdN3HnjciYUdXfQicgD/gn8D9gRAzk+B44D/g8BsdyJJhatYIWeLq2zrz3nr2EGjSAK67wWxpHSWRnB/25AkZoujF1qhlrtWq5oQtSgUqV4NZbbT5dWwxnz7ZKbXZ2sMU+UUQ8araIZIrIuSLyPpZf5lzgOaB5WYVQ1R9UdVFZj+Pwj5tusgEoJ040X4V0QjX4Qbz1Vjd4X6pw3XVWM5w61Xy60o1AxWHAgPgN3ueILT17wv77w5w55iSbbgR0sk8fM7ITSYnGjIgcKiIPAyuAR4C53qZ/qupDqprQpHkicq2I5IhIzurVqxN5akcx1K0L115r8wHnr3Tho48gJ8deQj17+i2NI1KqVw8ObJduLYYzZ9pozPvu64bTSCWqVAlG2w0dml6tM/PnW2W2cmV/kokWa8yIyHTgS6A6cJGqNlXVO0tzIhH5RES+L2LqGs1xVHWkqnZQ1Q516rjhopKJf/3LfEnefBN+/NFvaWJDqF/CzTfDPvv4K48jOgYMsHs2ebIZpOlCoKWwXz8z2hypQ58+UKOGtRZ+9pnf0sSOQIXhmmvMIT3RlNQy0xF4BXhcVctU7Kp6iqq2KmKaWJbjOpKHAw+0UG1VGDzYb2liw5Qp9tKpWdNeQo7UonbtoD/XoEH+yhIrZsww4yw72w0omYpUqxb057rzzvRonfn2W6vEZmVZpdYPSjJmOgAVgOkiMldEbhQRH2wuR6pw553mU/Lmm/DNN35LUzYKCuD2223+3/+2l5Aj9bjtNrt3H35oIaOpjGpQJ2+80Yw1R+oxYIDduxkz0iMX0p1ef02fPtCwoT8yFGvMqOo8Vb0OOAB4FOgKLPP+d5aI1IiFEJ5j8XKsJeh9EZkSi+M6Es+BB5rjJQQVPFWZMMFyeNSvH7wmR+pRu3bQT+GOO1K7JvzRR2aQ1azphi5IZapVCxqld9yR2nlnZs6ESZOgatXgNflBpKHZ21X1VVXtBBwOPAzcCKwUkcllFUJV31bVA1W1kqrWVdUuZT2mwz8GDrQm8MmTUzcrcF5esFti0CCXwyPVufFGi6744gtroUlFQltlBg6E/fbzVx5H2ejTxyp/334L//2v39KUjsIthfvv758sEYdmB1DVxao6EGgIXASUo7FpHZFQp07Qm/3221OzJvzqq7BoETRtan5AjtRm332tqxBStyb81lvWdXvAAa6lMB2oXBnuusvmBw2yClSq8ckn5sRco4b/LYVRGzMBVDVfVSeqalTRSI7ywc03W1N4KtaEd+yAIUNs/p57Eje2iCO+9O1rXYZz59rQFKlEXl6w23bQIBdVly5ceaUNEPrzzzB6tN/SREdoq8xtt/kfVVdqY8bhKI7QmvAtt8CuXf7KEw2PPQa//w6tWrkxmNKJKlWCNeGBA2H7dn/liYaRIy3dQZMmcPXVfkvjiBUVK1qFCcxI3bTJX3mi4fXXLd1BvXrJkevIGTOOuHH99dZNs3AhPPec39JExooVwRwejz7qRiFON66+Glq3hl9/hUce8VuayFi7Nui/NWyYaylMNy6+GI49FlauTJ3kjps3BwfOfOABc/71G2fMOOJG5cpmEIDViP/6y195IuHf/4YtW6BrVzj1VL+lccSaChXg8cdt/v77Yflyf+WJhMGDzaDp3BnOPddvaRyxJiMjqJOPPQaLF/srTyTcf79V/I4+2gbQTAacMeOIK+ecY0bB+vXJn7Tsq6/glVes5psqtXZH9HTuDOefD1u3BmuXycr338OzzwY/eCJ+S+SIB0cfbf4zO3f6MxRANPzyS/D9+MQTppvJQJKI4UhXRGD4cOuuGTnSwhCTkYKC4Dg+N98MzZr5K48jvgwbZi2Hb7yRvINQqsINN0B+voXxtm7tt0SOePLAA5Z/5r33LPN4snLzzWZ0XX45HHOM39IEccaMI+60aGH+MwUFwd9kY/RoG76+fn1/Ez85EkPjxsG06/36JWdY7IQJNphkzZpBJ1FH+lKvXrD1+oYbktNB/cMPbTDJ7Gz4z3/8lmZPnDHjSAhDhlhCpS++gGee8VuaPfnjj2DT7sMP24PqSH9uuw0OOshCtR9+2G9p9uSvv4K5ZO67zwwaR/pzww1w6KGW4+ruu/2WZk82boRrr7X5u+6yfEfJhDNmHAmhevVgRNNtt8GSJf7KE0DVHtANG+Dvf4du3fyWyJEoqlaFF16w+SFDYMECX8XZg3794M8/oVOn4AfEkf5kZcFLL1n3/EMPWWtxsvCvf8GyZXDUUcGBMpMJZ8w4Esa551relq1bLUQ2GbqbXnnFBnoLGFvOwbJ8ccopZizs3GkOmMnQ3fTWWzB2rCXGGzUqeRwsHYmhY0drKS4oMJ3cscNvieDjj83nMWBsVajgt0R74x4TR0J58kkb7mDaNIvSdahq8QAAIABJREFU8JM//rBmXbBIkfr1/ZXH4Q8PP2wj/ebkmGOwn/z1lzn7Ajz4oOVpcpQ/hg6FQw6xHF1+dzdt3Ag9e9r8kCHQsqWv4oTFGTOOhFK7dtCIufVW+Oknf+QoKLAHdMMGOOss+Oc//ZHD4T/77hvsbho82L+IO1UbcuHPP+HEE23eUT6pUgVefNFaih98EGbN8k+WG2+0jOjt2wed5pMRZ8w4Es7555tvytatcOGFsG1b4mV46CHzzK9ZE0aMcN1L5Z3TTgt2N114odVGE82zz9roydnZrnvJAccdZ2HQBQWWJXjNmsTL8OqrZlRVqmQRn8nYvRTAPS4OX3juOTj4YJg/35wdixpZO3dTLn3f70vbEW2jPn7bEW3p+35fcjfl7rXts8+Cg/a98go0aBD14R1pyPDhlsvl55+t1S6ROpmTE3SqfOEFl+fIYdx3n+VyWbbM8rrk5++9T1l0sjgWLIDevW3+ySdtrLqkRlVTdmrfvr06Upd581QrV1YF1ccfD65fsXGF9pnURyvfW1mzhmYpQ4j62AxBs4ZmaeV7K2ufSX10xcYVqqr6yy+qtWrZOW+9NVZX4kgXfvxRNTvb9GPo0OD6eOrk8uWq9evbOfv0idWVONKF335TrVlz73dWLHQyHKtXqzZpYufs3l21oCBmh44IIEejtAdEi6p+pAgdOnTQnJwcv8VwlIGxY63LKSMDRo/PZVbWUF6a9xIFWsDO/J2799PB0emp3B3sN8rKzCJDMuh2WA++uH8QP39zAGecYZk23UCSjsJMmmTDcKjCc6/l8m31+Olk9xY9mD1sEPNnHsCJJ8JHH7mBJB17M3WqdYXm5cGwEbn80iA2OlkU27ZBly4wfTp06ACff24+PIlEROaoaoeo/uOMGYff3DQ4l8fmDIU2L1Exq4BdunOvfcry4di9Lj8LLcigxm89mPXgIA6tn2RZnxxJw10P5TL0c9PJClkF5MVLJwuy0PwMqv3Sg5n/GUSrg5xOOormoWdyue0DTycrFpBH2XWyMLt2wXnnmUFfv34wK3qiKY0x43xmHL4R6Ot9NqspGR1GQcXtRRoysUIzd0LF7Ww5ZBRtXmoa1n/BUX4J6OTDu5qS6elkUYZMrNAM08ntLUZx1GtOJx17E9DJwetCdLIIQ6as7NwJl15qhkzNmtZKmErpKpLYN9mR7lwy4RK++P0LCrQAEhhNtLNgJxTAiDkjWLB6AZ9d+VniTu5IavzSyV0FO9nldNJRBInQyc2bLYrvww8tVcHkycmbTyYcrmXG4RvjLhhH7/a9qVKhClmZiXMUyMrMokqFKvRu35txF4xL2HkdyY/TSUeyEW+d/PlnOPZYM2QCCU2PPjrmp4k7zphx+Ea97Ho8fdbTLLlhCT3b9ozZw7prV9HrAx+Mnm17suSGJTx91tPUy65X5vM50od46WRRIbXgdNJRMvHSyYICG/S3XTsLwz78cJgxA9rGNsI7YSSFMSMiD4vIjyIyX0TeFpHqfsvkSBxFPawVZM+H9ZZbYMWK4o+zcye8/vrezaPug+GIlkh0sl8/y4xaHLt2WSK8I47Yc73TSUe0FKWTFQvp5LXXljyIb34+vPuuZfS97jrrYrroIvjyS8v9laokRTSTiJwGfKqqeSLyIICq3lbS/1w0U3qycvNKhn42lBfnvsTOXfkUZOyEIUpGBpx8Mpx0kiU3q1HDsgj/9hvMnAnvvANr13oHGSJUkCwqZmbSo00PBp04yH0sHKVmD53My6dATCdFbOiBU04xg6VWLQttXbbMdHLiRBueAHA66Ygpu3Vynvee9HQS4Pjj4dRToU0b08kdO2D5cjNYJk4MVgzr14cnnrCs7MlEWoRmi8i5wAWq2r2kfZ0xk94EHtZPfppJ6xlzeffd8F1IAVq1ggED4MldbTmu4d/cB8MRUwI6+b+fZ9Lu67m89VbJoxofdhj07w8jaMtxjZxOOmJLQCenLp7J0XPn8uabJQ8R06wZXH899OqV+BwykZAuxsx7wDhVfS3M9muBawEaNWrU/rfffkukeA4fWbPGvOxnzbKm1HXrYJ99oF49S+500klw5JFunCVH4li/PqiTixdby2CVKlC3rjXjd+5sv04nHYli06agTv70k+lkpUqw//7mH9Opkw2RkMw6mdTGjIh8AhRVHblDVSd6+9wBdADO0wgEcy0zDofD4XCkF6UxZhKWZ0ZVTyluu4hcAZwNnByJIeNwOBwOh8MBSZI0T0ROB24DTlTVrX7L43A4HA6HI3VIitBs4CmgGvCxiMwTkef8FsjhcDgcDkdqkBQtM6ra3G8ZHA6Hw+FwpCbJ0jLjcDgcDofDUSqcMeNwOBwOhyOlccaMw+FwOByOlMYZMw6Hw+FwOFIaZ8w4HA6Hw+FIaZwx43A4HA6HI6VJurGZokFEVgOFB2eqDfzlgzjphivH2OHKMja4cowdrixjhyvL2BBajgepap1o/pzSxkxRiEhOtGM6OPbGlWPscGUZG1w5xg5XlrHDlWVsKGs5um4mh8PhcDgcKY0zZhwOh8PhcKQ06WjMjPRbgDTBlWPscGUZG1w5xg5XlrHDlWVsKFM5pp3PjMPhcDgcjvJFOrbMOBwOh8PhKEc4Y8bhcDgcDkdKkzbGjIicLiKLRGSxiAz0W55UQ0SWish3IjJPRHK8dTVF5GMR+dn7reG3nMmIiLwoIn+KyPch64osOzGe8PR0voi080/y5CJMOQ4RkT88vZwnImeGbPu3V46LRKSLP1InHyLSUESmisgPIrJARG7w1judjJJiytLpZRSISGUR+VpEvvXK8W5vfRMR+crTyXEikuWtr+QtL/a2Ny7pHGlhzIhIJvA0cAbQAugmIi38lSol6ayqbUJi/QcC/1PVg4H/ecuOvRkNnF5oXbiyOwM42JuuBZ5NkIypwGj2LkeAxzy9bKOqHwB4z/clQEvvP8947wEH5AE3q+rhwLHAdV55OZ2MnnBlCU4vo2EHcJKqHgm0AU4XkWOBB7FyPBhYB1zt7X81sE5VmwOPefsVS1oYM8DRwGJVXaKqO4GxQFefZUoHugIve/MvA//wUZakRVU/B9YWWh2u7LoCr6jxJVBdRA5IjKTJTZhyDEdXYKyq7lDVX4HF2Hug3KOquar6jTe/CfgBaIDTyagppizD4fSyCDzd2uwtVvQmBU4CxnvrC+tkQFfHAyeLiBR3jnQxZhoAy0KWl1O8wjn2RoGPRGSOiFzrraurqrlgDzWwv2/SpR7hys7pavRc73V/vBjS1enKMQK85vm2wFc4nSwThcoSnF5GhYhkisg84E/gY+AXYL2q5nm7hJbV7nL0tm8AahV3/HQxZoqy2FzMeXQcp6rtsCbn60Tk//wWKE1xuhodzwLNsKbpXOARb70rxxIQkWxgAjBAVTcWt2sR61xZhlBEWTq9jBJVzVfVNsCBWGvV4UXt5v1GXY7pYswsBxqGLB8IrPBJlpREVVd4v38Cb2PKtirQ3Oz9/umfhClHuLJzuhoFqrrKewkWAM8TbLJ35VgMIlIR+/i+rqpveaudTpaCosrS6WXpUdX1wDTMB6m6iFTwNoWW1e5y9LbvRwld0OlizMwGDvY8o7MwB6x3fZYpZRCRqiJSLTAPnAZ8j5XhFd5uVwAT/ZEwJQlXdu8Cl3sRJMcCGwJN/469KeS7cS6ml2DleIkX9dAEc179OtHyJSOeb8Eo4AdVfTRkk9PJKAlXlk4vo0NE6ohIdW++CnAK5n80FbjA262wTgZ09QLgUy0hw2+F4jamCqqaJyLXA1OATOBFVV3gs1ipRF3gbc+/qgLwxv+z995xclXn/f/7mbY7Zat2hboEQoAqGFEMGFsmYDAkbjguiQt2XHDsOC75xj0mjh3HLXH8sxO3OLgE29iAwQ4BV1zAgCRUkFa9oC7tatvMvdPn/P64d1aj1ezulHvvzKLzfr300s4t556585xzPuc5zzlHKfWQiKwF7haRvwIOAH/ewDw2LSLyfWAN0CMih4CPA/9C+Xf3IHAzVmCgCbzJ8ww3KRO8xzUicgmWi3k/8HYApdRWEbkb6MOacfJOpVS+EfluQq4BXg88bccoAHwYbZO1MNG7fK22y6qYDXzbntnlA+5WSv1MRPqAH4jIJ4ENWMIR+//vishuLI/Ma6Z6gN7OQKPRaDQazbTm2TLMpNFoNBqN5ixFixmNRqPRaDTTGi1mNBqNRqPRTGu0mNFoNBqNRjOt0WJGo9FoNBrNtEaLGY1Go9FoNNMaLWY0Go0jiMidIqLsf1kROSEivxGRd9qrqFaT1ho7nR6H8+gTkVERucD+vEtv3aHRTH+0mNFoNE7yS6wFshZhrST9U+Afgd/bq0s3mhVAWim1U0RmAguwVhDXaDTTGC1mNBqNk6SVUseUUoeVUhvtJeDXAJcCf1+8SEReJyJrRSRue3B+JCJz7XOLsJY5B+i3PTR32uduEpHfi8iQiAyKyMMiUm7Duom4GnjU/vtaYINSKlnH99VoNE2AXgFYo9E4gi04epRSf1rm3APAeUqpFfbnNwPHgO1AD/AZwK+Uer695PlLsTb3W461nHlSKTUiIrfaSW4GwsBHsYTSMqVUZpK8Ddt/tmLtyJsEWrC2PzGBP5TLt0ajmR48K/Zm0mg0TU8f1uZyACilvlVybq+IvAPYJiLzlFKHRKS4Q+4JpdRAyX33lCYqIm8CRrF2Lf7DJM+/BEvErAf+AktE/Ry4A3gMSNX4vTQaTROgh5k0Go0XCNamfNYHkUtF5H4ReUZE4sA6+9SCSRMRWSwid4nIHhEZBY5j1WOT3qeU2g/0AqZS6iEgC8wB7lFK7VdKHav1i2k0msajPTMajcYLlgF7AexA4IexgoVfD5zAGmr6PRCaIp2fAoexdik+jLUzcd9k94nI/2HFxwSAgIgksIaXWoCTIoJSKlbzN9NoNA1HixmNRuMqIrICuAn4pH3oIizx8mGl1D77mleMu60Y/+IvSWcGsBR4p1LqN/axS5m6HnsLVnzNt4F7gfuBz2MNNX2ztm+l0WiaCS1mNBqNk7SIyCysoZ9e4E+AD2PFqnzevuYAkAbeJSJfwRIo/zQunWewhqVuEZGfYgXsDgEDwFtF5CAwF/gclndmQpRSh0UkAKwCXqeU2iciq4DPKKV21/uFNRpN49ExMxqNxkmuB45iCZZfAS/BWmfm+UopA0Ap1Q+8EXgZ1hDRx4H3lSailDpsH/8UVlzMl5VSBeDVWKJkC/AV4GNYwmgqLgOGbSEzDziHU3E6Go1mmqOnZms0Go1Go5nWaM+MRqPRaDSaaY0WMxqNRqPRaKY1WsxoNBqNRqOZ1mgxo9FoNBqNZlqjxYxGo9FoNJppjRYzGo1Go9FopjVazGg0Go1Go5nWaDGj0Wg0Go1mWqPFjEaj0Wg0mmmNFjMajUaj0WimNVrMaDQajUajmdZoMaPRaDQajWZao8WMRqPRaDSaaY0WM02AiHxYRL7Z6HxUg4j8pYj83ONnvlxEDopIQkSeU8H1a0TkkBd58woR2S8i19d477UissPpPE03ROQdInLctqMZHj1zq4ismeT8/4nIG73IS62IyJ0i8slG52MqvK5Pn431zHQk0OgMnA2ISKLkYwRIA3n789uVUv/sfa7qQyn1P8D/ePzYzwPvUkrdX+6kiChgiVJqt7fZak7Gvw+l1O+BCxubq8YiIkHgX4HnKqU2efVcpdTykjzcAZyvlHpdyfkXe5WXZxO2QPyeUmpe8dh0rE819aPFjAcopWLFv0VkP/AWpdQvG5ej+hCRgFIq14BHLwS2NuC5mmcP5wCtaDvSaJ5V6GGmJkBE7hCR79l/LxIRJSJvsodUhkTkdhG5XEQ2i8iwiHx53P1vFpFt9rUPi8jCCZ7TKiLfE5GTdjprReQc+1yHiPyXiBwVkcMi8kkR8dvnbhORR0Xk30RkELjDPvaHkrQvEpFfiMigiOwQkVeVnLtZRPpEJG6n/XcT5M8nIh8VkWdE5ISIfMfOV4vt3fIDm0RkT5l7f2f/uckePnh1ybn32+kdFZE3lRxvEZHPi8gBe9jhqyISnuR3eqv9nuP297nUPq5E5PyS68bc8UUXtIj8fUkeXma/k532+/pwuXtL758gP1eIyB/t3/KoiHxZREITvY/StETkgyLy43Hp/buIfMn+e0J7mCAf60Rk1H6P/zpR3qVkmMy2+x/ZNhkXkadF5AIR+ZD9rg6KyItK7r1NRPba1+4Tkb+cID8tIvJFETli//uifewCoDjMNiwivy5zb7H8vc2+96iIvH+qtO1zPSLyM/v3GBSR34uIr/R7i8hNwIeBV9u/yyb7/CMi8hY7/WERWVHyzF4RSYrITPvzn4rIRvu6x0RkVbn3UPKbHrR/m/Uicm3JuTtE5G6xyllcrKGwy0rOP0dEnrLP/RBLBE70nNtE5A9ilach+/d5ccn5yeoXv4h8QUQG7PveZf8GAfv8m+RUudsrIm+3j0eB/wPm2O8yISJz5PT69CERede4vG4SkVfYf09Yb5X5jt0i8t/27z4kIj8Zd36ieuYWEdlg/wYHxfLMFc8V7e2NYtVDAyLykZLzYRH5tv28bWLVI4dKzs8RkXtEpN9+d+8uOVe2XD5rUUrpfx7+A/YD1487dgeWqxRgEaCAr2JVHi8CUsBPgJnAXOAE8AL7+pcBu4GlWJ62jwKPTfDstwM/xRrq8gOrgXb73E+ArwFR+zlPYg2BAdwG5IC/sZ8Rto/9wT4fBQ4Cb7LPXwoMAMvt80eBa+2/u4BLJ8jfm+3vch4QA+4FvltyXmG55yd6t6edB9bY+f4EEARuBkygyz7/ReABoBtos9/NpydI+8+Bw8DlgADnAwsneO6dwCfH5eEf7Dy8FegH7rKfudz+fc8bf2/J/YfK2Y/9+z3XfueLgG3Ae6Z4H4fsvxfa76L4+/vt3+m5U9lDmXfzR+D19t+xkjROy3uZ/N9hf/cb7e/wHWAf8JGSd7WvxMZGgQvtz7Ox7atMfj4BPG7nuxd4DPinceUrMMG9xfPft5+50v69rq8g7U9jldug/e9aQCb43t8b99xHsDy2AN8CPlVy7p3AQ/bfl2KV/yvt3+yNdtotE3yf1wEz7Pf7fuAY0Dru/d9sp/Vp4HH7XAh4Bniv/V1eCWQpsc1xz7nNPv9WO613AEdKvv9k9cvtQB8wD6t++GXpbwTcAizGKncvwLLbSyexsbH3C7wBeLTk3DJgGGhhinqrzHf8X+CHdh6DnKqD1zB5PbMGy458wCrgOPCycfb2Dax69WKsMISl9vl/AX5rP3MesJlTZdgHrMeqW0JY9eZe4MbJyuWz9V/DM3C2/aNyMTO35PxJ4NUln+/BbrSweiZ/VXLOZxekhWWe/WasynfVuOPn2AUoXHLstcBv7L9vAw6Mu+c2TomZVwO/H3f+a8DH7b8PYAmp9ineza+Avy75fCFWBVms1GoRM0lKGi6shuC5WBWjASwuOXcVduNZJu2Hgb+t8Ll3crqYSQJ++3Obff2VJdev51TlNnZvyf1lxUyZfLwHuG+K91Ga1h+AN9h/3wDsqcQeyjz3d8A/Aj3jjp/2vPH5x7L7X5Sc+zMgUeZddWI1PMPAraX5miA/e4CbSz7fCOwfV76mEjMXlRz7LPBfFaT9CeB+ythome89mZi5Hthbcu7Rkt/pP7HFU8n5HdgN61T/gCHg4pJ8/LLk3DIgaf/9fErEiH3sMSYXM7tLPkfs9zhrKnsCfk2JULa//2S/0U+wy+IENjb2fm0bMjjV8fgU8C3770nrrXHHZwMFbIFSxs7L1jMT5P+LwL+Ns7d5JeefBF5j/z0mTuzPb+GUmLmSM+vlDwH/PVm5fLb+08NMzcvxkr+TZT4X43AWAv9uu5yHgUGshnpumTS/i9Uo/8B2lX5WrIDIhVg9iqMl6XwNqwdV5OAkeV0IXFm8177/L7EqMrAaoJuBZ0TktyJy1QTpzMHqDRZ5BqvHdM4kz56Kk+r0+B4T6931YlW460vy/JB9vBzzsRqyWvNQDPhO2v9P9HtWjFhDMj8TkWMiMgr8M9BTRRJ3YTUqAH9hf4bK7KGUvwIuALaLNXT5p1XkYfx7GCjzrmJKKQOr8bndztf/ishFE6RZzo7mVJEnON3eS++fLO3PYXkWf24Ph3ywymcW+TUQFpErxRoyvgS4zz63EHj/uLI2nwm+nz30sU1ERuxrOzjdRo6V/G0CrfbwzhzgsLJbxZLvOhljaSmlTPvPGFPb0xxOf9+n1TUi8mIRedweChrGqksqsnOlVBzLo/Ia+9BrODVxYap6q5T5wKBSamiCR01Uz2D/jr+xh4JGsGx4fP7H/w7F+mCyd7MQa4itNP8f5lR9WU+5nHboAODpz0Esl/SUM4uUUlkspf6PIrIIeBCrV/cgVs+pR00c2KsmOF7Mw2+VUjdM8Ny1wEtt4fQu4G6symE8R7AKaJEFWO7b42WurZcBrMZyuVLqcAXXH8RydZfDxBJGRWYBtU7VNMqkNRH/CWwAXquUiovIe7CGAyrlR8AXRGQe8HIszxRY33UqexhDKbULeK1Y8SGvAH4s1pTn076LWDESE4nFKVFKPQw8LFZc0yexXPPXlrm0aEfFIN8F9rFqmA9sL3P/hGnbDef7scTGcuA3IrJWKfWr8V9lsgcrpQoicjeW0DwO/MxOG06V909N9QXEio/5APAnwFY73SGszs5UHAXmioiUCJoF1Cbop7Kno1hDKEXG6gax4pHuwRouul8plbVjVYrfYdJ3afN94ONixZGFgd+U5GvCeqvMd+gWkU6l1HAF15dyF/Bl4MVKqZSIfJHKOx3Fd9Nnfy6tNw9ieZKXlLtxonJpdwyedWjPzPTnq8CH7MqzGGj35+UuFJEXishKu1EZxRrCySuljgI/x2rY2sUKxF0sIi+oMA8/Ay4QkdeLSND+d7mILBWRkFhr0nTYYmqUU9PSx/N94L0icq6IxLA8DT+spEG1OY41bjwlSqkCVmP4b3IqsHKuiNw4wS3fBP5ORFaLxflyKtB6I/AXYgUy3oQ1rl8rG4GbxQo2nIU1dDQRbVjvM2F7Kd4x7vyk70Mp1Y81vPHfWJXiNvt4VfYgIq8TkV77nRYr+jywE6unf4stZD+KFatQNSJyjoi8RKygzzTWcNRkdvRRsQJne7BiCr5X5SM/JiIRu1y9CStWYtK0xQrMPV9EhFN2Xi6Px4FFdiMzEXdheaL+klMeM7Bs9na7ty8iErXfb1uZNNqwOgP9QEBE/gFor+zr80f73neLSECsgNkrKrz3NCqwp7uBv7XLXyeWACsSwrKZfiAnVlDxi0rOHwdmiEjHJFl4EEuAfgKrPinYxyestyb4Dv8H/IeIdNnXPr/CV9CG5dVJicgVWF7QSrkbq37vEpG5WJ3BIk8CoyLyAbEChf0iskJELodJy+WzEi1mpjlKqfuAz2ANHY0CW4CJ1qyYBfwYq6LdhhVYVqzk34BVcfRhjav/GGucuJI8xLEqmNdg9VKP2XkqNlyvB/bb+bsdKyixHN/CGgr7HVYgaAor6LhS7gC+bbtcJ5yVUMIHsIYFHrfz9ksmWIdFKfUjrPH2u4A41rh9t336b7HiPYpu6p+US6NCvgtswoqx+DmnGtFy/B1WxRjHauTGX3sHU7+Pu7BiFO4ad7wae7gJ2CrWjLN/xxrvTymlRoC/xhKCh7E8NbV6rHxYXo8jWEOpL7DTLscngXVYwZJPA0/Zx6rht1i28Svg80qp4gKRk6W9BMuGElhi4D+UUo+USftH9v8nReSpcg9XSj2B9b7mYDWixePrsIJsv4z1u+zGilcpx8P2vTuxhohSTD5cXPr8DFZv/jb7Oa/GCsivlcns6RtYtr4Zy9P4IJaQytt1y7uxGvUhLHt/oCSf27EE5l7bzs8YblNKpe28n2bnFdRb43k9VgdwO1ZMzGQdjVL+GviEiMSxxO/dFd4HlgA7hFUf/hLrvaXt/Oex6p1L7PMDWGWtKOzKlssqnj2tKEaaazQazVmPWMOv+4BgFR5BjYPY3pevKqUWTnnxWYaIvANLlNTj/X1Woj0zGo1Go2kY9hDJzfZw1lzg45wKeD6rEZHZInKNPTR3IZZ3Ur+bMmgxo9FoNJpGIlgTE4awhpm2YQ3HaKyhua9hDSX/Gmvq/380NEdNih5m0mg0Go1GM63RnhmNRqPRaDTTmmm9zkxPT49atGhRo7Oh0Wg0Go3GIdavXz+glKpqTappLWYWLVrEunXrGp0NjUaj0Wg0DiEiU602fQZ6mEmj0Wg0Gs20RosZjUaj0Wg00xotZjQajUaj0UxrpnXMjEaj0Wg0mlPk83kGBwfJZrONzsqUBINBuru78fv9daelxYxGo9FoNM8SBgcHaW1tpaenB2vP0+ZEKUUikWBwcJDe3qomLpVFDzNpNBqNRvMsIZvNEovFmlrIAIgIsVjMMQ+SFjMajUaj0TyLaHYhU8TJfGoxo9FoNBqNZlrjiZgRkW+JyAkR2TLBeRGRL4nIbhHZLCKXepEvjUaj0Wg00x+vPDN3AjdNcv7FwBL739uA//QgTxqNRqPRaFzikUce4bbbbvPkWZ7MZlJK/U5EFk1yyUuB7yhrC+/HRaRTRGYrpY5OmvCOHbBmjWP51Gg0Go1mWvOGN4CvSSJItm+H3bvhzjsnvqZQgO98p+5HNcvU7LnAwZLPh+xjZ4gZEXkblveGVS0tnmROo9FoNJrpxq7uu0iEDjiaZiyzgCWDf+Fomk7QLGKmXEizKnehUurrwNcBLrvsMsUjj7iYrbOb9OE0eSNP5IJIo7My7RkZeZS2tivw+YKNzsq0JnMiQ/ZklujSaKOzMu0ZGXmcWOxi/P5wo7MyrcmezJI+kia2MtborFgcOQJz5lh/79oIiYyz6ceWwZLbJr3kyiuvJJ1Oj60jc8kXvwjAZz7zGW688cYz8/vmN59+rIZZTs0iZg54QcjiAAAgAElEQVQB80s+zwOONCgvGptdf7OL9ME0q9eubnRWpjWGsZ0NG57H8uX30Nv7ikZnZ1qz5//tYfTxUa7ccWWjszKtSaUOsmHD1Vx44beYPfu2RmdnWrP/jv3039PP1UeubnRWzmDJki825LlPPPEEYMXM3Hnnndw52TCTQzTJwBoPAG+wZzU9FxiZMl5G4zqJTQnyiXyjszHtMYxNAOTziQbnZPqjbdIZDGMLoLRNOkBiU4J8XNtko/HEMyMi3wfWAD0icgj4OBAEUEp9FXgQuBnYDZjAm7zIl2Zi8mae1L4U4cXaBV0vhtEHgFK5BudkeqPyCnO7SaCjWRzK0xfT1DbpBEopjK0GKl82KkLjIV7NZnrtFOcV8E4v8qKpDHOHCQpdSB3gVMOhe2/1kNyXRKWVtkkHKAps0DZZD9n+LLnBHBKaHivues2aNWtY49GM42YZZtI0GWafCWgx4wSnPDO64aiHok3q9rd+tMB2BqPPAHQ92QxoMaMpiy6kzlAoZEkmd9qfdMNRD9omnUEppQW2Q5QKbGuAQdMotJjRlEX3gp0hmdw9FpegG4760N5CZ8hkjpDPjwLaJuulKLABKDQuHxotZjQTMNYLzumGox6K7nzQwZb1om3SGU7Fy2ibrJexTh9aZDcaLWY0Z1BIF0juTgK6gNbL6Q2H7gXXiioozG3aM+MEpQJbu17ro9Qzo+2ysWgx4wCJxNOMjDxKMrm30VlxBHOnCQUIzQrpAlonptlHKDQL0GKmHlIHUhTMAqFZId3+1olh9BEIzEAkoG2yDrIns2SPZy2bRIuZRqPFTB2Y5g42b34x69atYsOG5/HEE+ezY8fbyGYHG521uii6TqMro7qA1olh9BGNrrQ/6YajVkptEixPjaY2TLOPaHQZ4Ndipg6MbZZXpmiTung3Fi1masQ0d/DUU1czMvJHzjvvs6xa9TDz5r2Xo0e/xcaNLySXm74raxp9BvggsiyiC2gdFAo5THPHmJjRDUftFN35Y2JGi+yasGYybSUSWYaIFjP1cIbA1rFcDUUvpVkDmcxxNm++CZEAq1c/STi8GIDu7hfR3f0iNm++me3b38Dy5T9GZPrpRbPPJLw4jD/i1wW0DlKpfSiVJhpdAehgy3ow+0xCs0IEe6yNOlVO2WuIa6ohmz1BLjdENFoUM9oma8XoM/BFfbSe2wpogd1otJipgV273kUmc4xLLvndmJAp0t19I4sXf4E9e97L0aPfZM6ctzUol7Vj9BlElkWQgOgCWgfFQMtodDnapV8fpTYJuuGolWJAuuWZCaBdr7Vj9plEl0bxBa0OazPa5K737CKx0dlRgtglMZZ8cYmjaTrB9HMbNJjBwV/S3/9jFiz4CO3tl5e9Zt68v6W9/Rr27/84+bxR9ppmpZAtkNyZJLosivjF2tJALwZVE6cajqXapV8HSimr4SjaJOg2uEZOCWw9zFQvRYGN3/rcjGLmbEJ7ZqqgUMiye/ff0Nq6mPnz/27C60SExYs/y4YN13Dw4L+yaNHHPMxlfSR3J1E5RWRZhNT+FGAV0mKPWFM5ptlHS8t8AoE2RPzoFrg20ofT5ON5IssiqIzVYOiGozYMow+/v4NQaDbaW1g7uZEcmcOZphfYjfCgfOUrX+Eb3/gGAA8++CBz5szx5LnaM1MF/f0/wjS3s3jx5/D7Wye9tqPjanp6Xs7Bg58jlxv1KIf1MxbU1uSFdDpgGH1EIssAdC+4DkptUveC66M4k0lEtE3WQXEmU2RZZKye1PGFFu985zvZuHEjGzdu9EzIgBYzFaOU4uDBzxGJXERPz0srumfBgg+Qz8c5fvwul3PnHEafAQKRi3QhrQelCpjmNnsKLPaaHjrYshaKM5l0w1E/ZwpsbZO1UK7TpwV2Y9FipkKGh39NIrGR+fP/ruIZSm1tVxCLXcKRI1+dNnEnZp9J66JW/BG/Drasg1TqGQqF5FjDoV36tWP2mQR7goR6Q9om6yCTGSCbPXGawNZu19ow+gx8rT5aF7Vqm2wStJipkIMH/41g8BxmzvzLiu8REebMuR3D2EQ8/qSLuXOOsaA20D2OOigNtAQ9zFQP5WxSt8HVY5rbAPTQpwOYfeYp77Ue+qyZQiFDPm860tnXYqYC0ukjDA7+H7Nn/9WUsTLjmTnzL/D7Yxw9+k2XcucchVwBc4c1awTQhbQOSmcyAToAuEZKZzKBFtj1MF5ga29h7WiB7QzJ5G76++8mkdhQd1pazFTA8eP/AxSYNeuNVd8bCLQxY8ZL6O+/j0KhucenU/tSqLTShdQBrD2ZZhMMdgG6F1wrmeMZckO5MZvUArt2rJlMMVpa5gPaJmsll8iRfiZ9psBuojiu6RLWkMn0A4pI5KK60/JMzIjITSKyQ0R2i8gHy5xfICK/EZENIrJZRG72Km+ToZTi2LE7aW+/ikjkgprS6O29lVzuJCMjv3M4d85y2qwRmrOQThdKAy1BBwDXirZJ5zDNPnvNI+sd6gDg2jC3WzbZrMPxwWCQRCLR9IJGKUU8PoxSw/j9kbrT82SdGbF87F8BbgAOAWtF5AGlVOle9B8F7lZK/aeILAMeBBZ5kb/JiMfXY5p9XHDB12pOo7v7Rny+MP3999LVdZ2DuXOWsVkjS+1CqgPbakIphWn2MWvWm0qO6l5wLZTOZAJtk/VgGH10dd0w9lkHANfGGQK7yWyyu7ubwcFB4vF4o7MyJQMDTxAM7nMkLa8WzbsC2K2U2gsgIj8AXgqUihkFtNt/dwBHPMrbpPT3/xCRIL29r6o5Db8/Snf3TQwM3MuSJV9q2v2azD6TlvktBNoss2i2Hsd0IZ0+RD6fGOeZ0WKmFsw+k0BngNCsEKCHPmslmx0mkzlSEi+jbbJWjD4DCQqti+34ySYb+vT7/fT29jY6G1NSKOTYtevzzJv3XkfS86pVnQscLPl8yD5Wyh3A60TkEJZX5m/KJSQibxORdSKyrr+/3428jqGUor//Prq6/oRgsLOutHp7byWTOcroaPPOaioNagOarpBOF84MtNQBwLUytidTcWhEC+yaGD+TyUKLmVow+0wiF0bwBazmUwvs2kil9qBU1t67rn68EjPl1sIfXxu9FrhTKTUPuBn4rpRxYSilvq6UukwpdZnb6tMwtpBK7aGn5+V1p9XdfRMgDA39vP6MuYAqKMxtJTOZ0IW0Vko38yuie8G1UTqTCdACu0YmEtjaJqtnfKdPx3HVRrl6sh68EjOHgPkln+dx5jDSXwF3Ayil/gi0Aj2e5G4CBgbuBaTiFX8nIxicQSx2KUNDv6g/Yy6QeiZFIVnQhdQBTLOPYLCHUOiU+eoA4OrJ9GfI9mfHYrhA22StGEYfPl8rra0Lx47pAODqySfzpPamytukFthVYRhbARyZyQTeiZm1wBIROVdEQsBrgAfGXXMA+BMAEVmKJWbcHUeagv7++2hvv5pQ6BxH0uvuvoHR0cfJ5ZovMGt8UBs0X2DbdGH8TCYL3QuuFnPb6bNGQNtkrVgzmS6yhzstdABw9Zg7TFC6nnQCayPehQQCMUfS80TMKEv+vwt4GNiGNWtpq4h8QkReYl/2fuCtIrIJ+D5wm2rg3LJU6iCGsYmenpc5lmZX1/UolWvKKdrjZzJBY3oc+VSeQqbg2fOcpjiTqdSdD9679AuFHPl8aloLqKJNNnroM5/KU0hPX5uE8gJb22T1FDt9jY4tLKQLzwqbdCpeBrybzYRS6kGswN7SY/9Q8ncfcI1X+ZmKwcGHAZgx48WOpdnefg0+XyuDg79gxoxbHEvXCcw+k9DsEMGu4KmDHhbSkcdH2PPePYw+bu0w3n1TN+d/6XwiS+pff8BLMplj5HLDZRsOL1rgfD7JwYOf58CBz1AoGPj9HSxadAdz574Ln8+z4u4IZp+JP+anZX7L2DEvBXb8qTi737ebkd+OANC5ppMlX15CdHl0ijubi1wuTjp94AyB7ZW3sFBIc+jQl3jmmU+Rz4/g98dYsOAjzJ//Pny+kOvPdxKjzwA/p9VLXgrsxJYEe963h6FfDAHQflU7S768hLZL29x/uIMolcc0t9PdfcPUF1dIc84RbgIGBx8iFJrrWHASgN/fSkfHtU0ZN3PGTCa8K6RH//soG67aQOqZFAs/vpD5H5jPyGMjrF25lqFHhtx9uMOUC7QEb3rBuVycDRuuZf/+f6C7+0bOPffTtLdfyZ497+Xpp2+hUMi6+nynMfoMIktPzWQCPBPYJ350gvWXr8fsM1n40YUs+MgCEpsTrLtkHScfPOnqs53GNLcDZwZaemGT+XySTZuuZ+/ev6ej43mce+6n6ey8jn37PsTGjdeRz6dcfb7TmH0m4fPD+FpONZ1exXGdfPAk65+znvi6OAs+tICFH1tIck+S9Zev58TdJ1x9ttMkk/tQKu1o+zq9umoeUSjkGBr6Jb29rzy9InWAzs4Xsm/fh8lmTxIMznA07Vop7n8z602zTjvuRSEdfHiQHW/dQdcNXSy/dzmBmGWS8/52Hpuu28TWV25l9ZOrCZ8Xdi0PTjJRhL7bAcCFQpa+vleRSGxk+fJ76e21ZuAtWPABjhz5Grt2vYM9e97HkiX/n2t5cBqzz6TrRV2nHfPCJod/P8y2122j/ap2Vv3vKgIdtk2+Zx6bX7SZvtf2cekfLz19llUTM7nAds8mlcqzbdvrGRl5lIsu+i6zZr1u7NyxY99l+/Y3sHPn27noojsdr2fdwugzzvjdvfAWxtfH2fqqrURXRbn45xcTnGF50Oe9bx5P3/I022/bTvj88LTx0JimFfzr5DCT9syUIR5/knx+hO7uGx1Pu6PjagBGRv7oeNq1kj6UJp/In+mZcTmwLXM8w9ZXbyW6IsryH58SMgAts1tY8cAKKMDWV21FFaZHcJ1p9hEIdBIKzRp3xt1e8IED/8zg4ENccMFXx4QMWDu3z517O/PmvZ/Dh7/MiRM/ci0PTpIdypI5mjmz4XDZJrPDWba+ciut57ay8v6VY0IGINQTYsX9K/CFfWy9dSuF7PSIWTCMPkSCtLYuPu242wHAhw59iYGBe1i8+AunCRmAWbNez6JF/8jx49/h2LFvuZYHJymkCyR3Jz2vJ/Nmni23biHYE2Tl/64cEzIAwc4gK+5dQbAnyJaXbyFvTo94pPEb8TqBFjNlsOJlfHR1Xe942m1tlyMSYHT0McfTrpVyM5nA/R7H3g/upWAWWP7D5QTaz3QSRpZEWPLlJSTWJzh+13FX8uA0xUDL8T1NN136yeQ+Dhz4F3p7X82cOW8pe83ixZ8hGr2YvXs/QKGQdiUfTlJuJhO4P/S5/+P7yfZnWXbXstMajSKt81u58JsXYm43OfqNo+5kwmGsmUwXnhEz5aZNptNH2b//43R338y8ee8pe83ChR+jvf0a9u37KPm84Uo+nMTcZUL+zHrS7aHPA58+QPqZNEu/u5SWWS1nnA+dE2Lpd5eSPpDm0JcOuZIHp7FmMs0nEHDOk6TFTBmGhn5JW9vlYzseO4nfHyEWew4jI486nnatjN//ZgwXC+nIH0c4ducx5r1vHpELJw7ynfmamcRWx9j3kX3kU83f6yg3kwncDQDevfu9gJ/Fiz8/4TUifhYv/gyp1D6OHPmqK/lwknIzmcBdgZ3YnODwlw8z5/Y5k7rrZ9wyg44XdLD/jv3k4s2/Tkv5pQLATW/h3r1/T6GQ5vzz/33CISQRYfHiz5LJHOPgwX91JR9OUnYmE+4OfZq7TQ589gDnvO4cOq+deBX6zhd0MuPPZnDg0wfIDGQcz4fTTGyTtaPFzDjyeYN4/ElXN4Rsb7+aePzJpgnINPtMgr1BQj2nzyxwsxe872P7CM0OsfCjCye9TnzC4s8tJn0gzdGvNXdPOJPpJ5sdKFtI3eoFj44+ycmT97Nw4UdobZ036bVdXS+iq+t69u//J/J50/G8OInZZ+IL+2hd2Hr6CRcF9v6P7yfQEeDcT5476XUiwuLPLibbn+XQF5u7J5zPm6RS+yYU2G7YpGH0cfz495g///1EIudPem1Hx9X09LyCgwc/Szbb3MH+Rp8BwhmdLzfryWf+6RkkIJz32fOmvPa8fzmPfCLPwc8enPLaRqJUAdPc5mi8DGgxcwYjI4+hVI7Ozhe49oyOjmsoFFIkEhtce0Y1lJvJBO71OOJPxRn+1TDz3jPvtDiZieh6YRftV7dz+D8ON/W29hMFWoJ7AcAHD34ev7+DuXPfNeW1IsLChR8llzvJiRN3O54XJzH6DCIXRU41FDZu2aS502Tg/gHmvnMuwe4zh5fG035FO103dnHka0co5Jo3dsY0dwBqEoHthk1+AZ8vzLx576vo+oULP0o+n+D48e86nhcnMftMWs9rxR/2n3bcLW9h6lCKE3edYPZbZtMy+8zhpfFEl0XpvbWXo/91lHyyeb3YqdR+CoVk2XqyHrSYGcfw8COAn/Z295a8aW+/CqAphpqKM5nKzcxwK7Dt4BcO4m/zM+ftcyq+Z87tc0juTDL8yLCjeXGSyfcacb4XnEzupb//HubMub3iseeOjucTiVzU9ENNZp9ZXmC7ZZP/ehAJCXPfNX7/24mZc/scMoczDP7voKN5cZKpBLbT7oR0+ijHj3+PWbPedNp2HpPR1vYc2tqu4MiRrzZ1Z6XcTCZwzyYPf8nqvM177+Qe11Lm3D6H3GCO/h83dPH8SXF6T6YiWsyMY3j4EdrbL3dsieVytLbOo6VlPvF443fQzhzLkBvOTe6ZcbCQpg6mOPHDE8x+2+zTZopMRe8rewl0BTjy1fFbejUPptmH3x+jpeXMyscNl/6hQ19ExM+8ee+u+B4RYc6c24nHnyAe3+hofpwiN5ojfTBdvuFwwaWfGchw/NvHmfWGWYTOqXwRtxl/OoPQnBBHvta8Nmk1HH7C4SVnnHPDJg8f/gpKZZk/vzKvTJE5c27HNLcxMvIHR/PjFIVsgeTOM2cyAa4MfebiOY587Qgz/3wm4UWVL0vR+cJOwheEm9omJxPY9aDFTAnFeJnOzjWuP6utbTXx+HrXnzMVYzOZlpZZM8OFQnrs28cgD3PfWXkPGMAf9jPrtlkM3DtA5kRzBrhZQW1LywY8Oh0AnM+nOH78u/T2vpKWlso9XADnnPMGfL5Wjh79umP5cRJzux1oudQbgX3if05QSBWY++7qbNIX8DH7rbMZfGiQ1DPNufibafYRDp8/wUq7zooZpfIcO/bfzJhxC+Hw4qlvKGHmzFfj93dw5MjXHMuPkyT3JFFZVbaedGPos//H/eRH88z9m+psUkSY8/Y5jD46irG1OWeIGcZWQqE5BAIdjqarxUwJp+Jl1rj+rFhsNcnkLnK5EdefNRlFg4+udL8XrJTi+LeP07mmk/C51S+CN+uNs1A5xcBPBpzJkMMYxlai0ZVlzzndCz558qfkcsPMmnVb1fcGg13MmPFS+vvvacp9ciazSbcEdmx1jNiK6r2xs94wCxRN69Y3jK3EYt7Y5NDQL8lkjtRkk35/hJkzX8XJk/c35arA5la70+dBPQmWTYaXhGm/qr3qe8953TkgNO2qwFY9ucLxdLWYKcFycfpob7/a9We1ta0GIB5vbBCwscWwZjLNPLPn5nSPY/SxUZK7k8y6bfyCcpURXRWl9bxW+u9tvobDmsl0fMJC6nQA8LFj3yYUmktX15/UdH9v7yvIZk80pVvf2GLgC/vKCl6nbTLxdILEhgSz3libTYbPCxO7JNaUNpnPJ0kmd09ik84GAB87dieBQBczZvxpTff39LyCfD7B0NAvHcuTUxhb7JlMHngLk/uSjPx2hFm3zappZeTQzBAd13YwcG/zdfqsPZn6tJhxm5GRR4nFVjm6kM9EFMVMIvGU68+aDONpg+iK8suyOx3Yduzbx/BFffTcWllg4Bn5EaH31l6GfzVMdqg5prUXMYzi8twTFVLnesGZzHEGBx9i1qzX28NX1dPdfTMiLfT33+tInpzE2GLNrhs/kwncsUkJCjNfO7PmNHpu7WH0sVHSR5prMUIrNkFNKrCdcifkciMMDPyEmTNfi8839cybcnR1XYff38HAwD2O5MlJEk8nCJ8fPmMmEzhvk8e/cxwEznn9OTWn0XtrL8YWA3Nncy3BkEzutWcyaTHjGoVCjnj8CU+8MgCh0ExaWuY1NG5GKYWxZRIx42CPo5At0P+jfnpf0VvRdOyJ6HlFDyqnOPmz5trszzC2ABOLGSdd+ta06jznnPOGmtMIBGJ0d9/IwMC9KNVcU4srsUkn2mBVUJz4wQm6b+4+Y42lauh9RS9A0w1/emmT/f33USikmDWrdpv0+UL09PwZAwMPNM0aXEUms0knhz6VUhy/6zidL+ykdX7r1DdMQM/LrQ5js3kMp7LJetBixsYwtpDPJ+jocG9K9nhiscYGAacPWHsyeVFIhx8ZJjeco/eVvXWl035FO6G5Ifrvab5CGgh0l9mTycLJAOCBgfuIRJYRjda3r0lv762k04eIx9c6ki8nyA5myRzJeCKw42vjZA5n6rbJ6LIokYsiTWmTIi1n7Ml0CufEzMDAfbS0zKOt7Yq60unpuZVcbpDh4d86ki8nyKfyJHclp7ZJB4Y+zW0myZ3Jum2ydX4rbVe0MXBPswpsZ2cygRYzY4yOWmu+eOWZAWuoKZncSS4X9+yZpRhb7EDL5e73ggfuG8AX9dF1Q31bRIhP6PmzHoZ/NdxUG/0Zxhai0eWTLN0ecKThyGZPMjz8O3p6Xj71xVMwY8YtgNh7kTUHY8G/E9ikkwK7/75+JCDMuKX+3etnvGQGI78fIW80T0C1ZZNLz9iTqYhTnpl83mBo6Of09Ly87t2vu7tfhEiIoaHmsUlzuwkFJhYzIiA4Vk8C9Ly0tqH4Unpe0kN8XbyptjcwjC20tp6H3+/8jvNazNiMjDxGKDSH1tbJl9d3EituRpFINGa9j6KYiSwvvzeSUz0OVbBmIHXf1F12zLlauq7vIp/IM/rEaN1pOYFSym44JnadOhVsOTDwUyB/2s7YtRIMziAWu5ShoV/UnZZTjAlsl3vBSikG7hug84WdBLumXvF3Krqu70JlFcO/a55FHSuxScjXvVDd4OBDFAopRwS23x+ho+MaBgenj02CZZdOCez257bTMqe2uKNSuq63Oo7Dv5o+NlkPWszYjIw8SkfH1XX3LKohGl0FgGE87dkzSzG2GLTMayHYWb4ydyqwbfTJUTJHM/S+vD7XaZHO6zpBYOiXzbGXSzp9mHx+ZIpC6kwv2HLnLyAWu7TutAC6u29gdPTxhnkHx2NsMfC3+2mZV74yd8omi+78YmxBvXQ8rwNpkaaxyWx2mHT60BRipuixqc/D2d9/H4HADDo6rq0rnSJdXTdgGJvIZJpjarGxxUCCQnjJxMtJSKB+MZM6kCKxPuGYTbZd1oa/w980NlkopEkmd05/MSMiN4nIDhHZLSIfnOCaV4lIn4hsFZG7vMpbOn2MdPqZsW0GvKKlZS6BQGdDxcxUvQ2ov+E4ef9JJCB039JdVzpFgl1B2i5ra5pCWklQmxMu/XzetN35L3NMdHd1XY9SOUZGfudIevVStMkJh+scGvocuN85dz5Yizp2PK+DoV80h02a5lSz6xibCVePXRYKOU6e/Bk9PX824XBWtXR1XQ/A0NCvHEmvXowt1j5hvuAkzaW//npy4AHbJh0SM+IXuq7rYvAXg02xTYRp7kSp3PQWM2KVmq8ALwaWAa8VkWXjrlkCfAi4Rim1HHiPF3kDxrYVaG+/0qtHAtZYazS6kkRis6fPBSjkChjbJhczTsUnDD40SPs17RN6gGqh64YuRh8fJTfq/EZ51XJKzEy8C6wTAcDDw7+jUEgxY8bNdaVTSnv7Nfh8rU2xtsdUs+vAipkCZ2wy9pyYI+78Il3Xd2E8bZA+1vgp2pXNGqlfzMTjT5DPj9Dd7ZxNtrVdSiDQ1RQ2CVN3+sAeZqpz6HPwoUHC54eJLCk/7F8LXdd3kX4mTXJP0rE0a8XNmUzgnWfmCmC3UmqvUioD/AB46bhr3gp8RSk1BKCU8szHODr6JOB3zHVfDdHoSgxji+fKObUnhUqrijwz9bTB6WNpEhsTdN/ojFemSNcNXZCH4d82fjzYMLYQCs0mGJw4kNSJAOChoYfx+Vrp6Hh+XemU4ve30tFxbVPEKGSOZcgN5qZsOOrtBedGc4w+Nuq4TXbfYKXXDDEKhrHF3idswYTXOOGZsYLHfWPeFCcQ8dPZeR1DQ79ouEchN5oj/Uy6IjFTTz1ZSBcY/s0wXTfWN0FiPMUJF83gMbRm1wWIRC50JX2vxMxc4GDJ50P2sVIuAC4QkUdF5HERualcQiLyNhFZJyLr+vudmQoZjz9JLLYKv7/6JfbrJRpdST4/Sjp9wNPnVhrUBvUFWw793CpE3Tc523B0XGXFKDSLmJmqt2E1HKquNV0GBx+io+MFjttpZ+d1mOZWMpnGTuOsxCah/l7w0K+HUDnluE3GLokR6Aw0lU1ONhx5SszU7t0cHHyI9vYrCQYdboS7riOdPkgqtd/RdKvF6KvCJusQ2CN/GKFgFhy3yfD5YVrmtTSNTYbDF0ywT1j9eCVmypWo8b98AFgCrAFeC3xTRDrPuEmpryulLlNKXdbbW39AqVIF4vG1da+PUCuxmBUEnEh4Gzcz2fLcRZwIthx8eJDgzCCxi53dhdzX4qP98nZGH2vsjKbKl+eurxecSh3ANLfT3X1jTfdPRnFtpdHRPzqedjVULGbqDLYcengIf8xf0743kyF+of2qdkYea+x+a0opEomnKxDYxRiX2mwykxkgHl/nsk0+5nja1eCVTQ4+PIgEhc41ZzR5dSEitF/T+HoS3J3JBN6JmUPA/JLP84Dxe5QfAu5XSmWVUvuAHVjixlWszR6HaW9vjJgp/riG4W3cjLHFILw4jD8y8VTpeuMTVEEx9PMhul/UPQ1d+ZsAACAASURBVJaWk7Rf3U58fZx8qnFreyST+ypanrtel35xLRg3Go62tssQCTIy8qjjaVeDscUgODNIqHfynls9Ln2lFIMPD9J5XSe+kPPVX/vV7ZhbzYZut5HNniCXO+m6TVoxLYquLudtMhpdgd8fawqb9EV8tC6aYjXeOoc+Bx8epON5HXWtjj4RHVd3kD6YJnWwcRt45vMGqdTeZ4WYWQssEZFzRSQEvAZ4YNw1PwFeCCAiPVjDTnvdzpgVL0PDPDOBQDstLQs9n9FUSVAbUFchTWxMkB3IOj4OXKTj6g5URpFYn3Al/UqoNKjt1B5KtTYcP6elZR6RSH2r/pbD7w8Ti13aFL3gSmyyHpd+ck+S1L6U4/EyRTqu7gBg9PHG9YQrD7SsV8z8gkCgk/b2y2u6fzJE/LS3P5eRkSawyeXRKTtj9Qx9Zo5nMDYbrtlk+9WWB7KR3hnD6APcC/4Fj8SMsgZl3wU8DGwD7lZKbRWRT4jIS+zLHgZOikgf8Bvg/ymlXN+AJx5/Er8/VvfS8PUQi630dJgpn8pj7jIrbjhq7QUPP2KN03a90B0xUyykjXTrFxuOSGTy5bmLLv1aGg6lFMPDj9DZeZ1r6yB1dFxNPL6WQqExq4WqgsLY6r7ALtpk53XOuvOLtF3RBv5GNxzVCexaxYxlk2tq3ux0Ktrbr8EwniaXa+C7rEJg11xP/tZdm4xdHMMX8TVFPTntxQyAUupBpdQFSqnFSqlP2cf+QSn1gP23Ukq9Tym1TCm1Uin1Ay/yFY+vJxZ7jmsFshIikeUkkzspFLyZZpzckYT81OPAUF+PY/iRYcJLwrTMdW76aymh3hDhJWFGHm1sIW1tPZdAYPKYoHqCLU2zj2x2gM7ONbVksSI6Oq6hUEiRSGxw7RmTkXomRcEoeGKTwXOCRC50bvprKYFYgNjFsYbbZDDYQzA4+U7g9dhkKnWAVGqvyzZ5NVBgdPQJ154xGZn+DNnjWde9hcOPDONv8xN7jrNxhUV8QR/tV7Q33CZ9vlbC4fNce8ZZvQKwUnkSiU0NmZJdSiRyEUplSaVcH1UDKg9qg9oD21TeWtrd6YC28XRc08HoY6MNm8JZeVBb7b3g4eFHAFxtOIp7kjXKre+JTSrF8COWTbq50nfHNR2MPjFKIdeYvcMqmckE9QUAFzeCdNcmnwtIw4Y/x/YJc9EmwRIzHdd24Au41xy3X9NOYmOiYXuHGcYWIpFlrjoNzmoxY5o7KRRM2toaK2aKQ1ymuc2T5xlbDCQw+fLcRWrtcSQ2JciP5F0XM+1XtZPtz5La631wW6GQIZncMelieUXqcekPDz9CS8sCWlsXVX1vpbS0zKa1dVHDZjSNiZll7rn0k3uSZA5nPLHJglnAeNpw9TnlsPYJ20ok4r5NBgJdRKMrq763UgKBdqLRFYyMNNgmJ9r0tJQahz4zxzOY20z3O31XdUAe4usatKmxvRGvm5zVYiaReAqAWOw5Dc1HJHIRAIbhjZhJbEoQWRqpbDZHjYV0LDbhBe4W0rbL2gCIr/e+kJrmNnt57lVTXltrAPCpeJkXuL5vWFvbZcTj6119xkQkNiVoWdhCoGPq2Ry1Cuwxm3S54WikTaZS+8jn42NLPkxOfWLGskl3m5C2tstIJNY3xPNqbDIIdAcIzZl6XZRahz7H4mWexfVkJjNAJnOkonqyHs5qMROPb8Dna3Vlhkg1BAIdhEJzMM3tnjwvsSlB7JLKxmdr7QUPPzJsLdjkUrxMkeiKKBKShhTSRGITALHYJVNeW2sAsBfxMkVisdWkUnvJZr1fLdTYZFRsk/UIbDfjZYqEF4fxt/sbMsuuOpusTcykUgddj5cp0ta2mmx2gHT64NQXO0yxnqykE1FPPemP+Yld6k68TJHQOSFCc0MNqScNo3KbrIezWswkEk8Rja50bIO0eohElnoyzJQZyJA5kql4EbtaehyqoBj5wwgdz++oJYtV4Qv5iK6MNkzMWEFtUy+HVGuw5fDw7wEc3cJgItraVgOnPJZekU/mMXeartokwMjvR+h8vrvxMmCtz9R2aRvxpxolsH0VxXHVapMjI97ZZCxm2WQ87q1Nqry1T1hVNlmDwB75/Qjt17S7Gi9TpG11G4mnGimwL3b1OWetmLFWydzQ8ODfIpHIRfawhbvuVGOTPQ58cQXjwNQW2GbuMMkN5ei4xn0xA9B2qVVIvXZFJxKbiEZXVCiGa+sFj44+RjA4k3B4cQ05rI5i7JjXQ03GFgMKVN5w1GCTqUMp0gfSntlkbHWMxKYEhay3QcCGsYlweAl+/9Tep1oDgEdGHrOXs3AvXqaI1QD6SSS8tUlzl0khWXDVJrPDWYythnf15Oo2q26Oe7s5byKxiVBoNqFQ/Sv2T8ZZK2ZSqf3kcsO0tTU2XqZINLqUfD5OJnPU1eckNlrK3M0eR3GNDS8LaW4oR2qfd0HAlhjeSDRaWW+jVpf+yMhjdHRc47o3ASAYnEFLy0LPxUwtNlmtS79ok+3XOLuFwUS0rW5DpRVmn+nJ84pYszPdtcnR0Udpb3+uJx5tvz9MNLrMe4FdZacPf/V72I0+PgrK23oSdaq8eUU1NlkPZ62YKa6n0TyeGW9mNCU2JQjNCU25ZPwYNcQnjDw6QmBGgPAF3mzcGVttNYJeDjVlMkfI5U5WPA5cSwBwJnOcVGrP2LRpL2hrW+29mNmUwN/mp/XcKZaMt6lFYI88NoIv7HN8j7CJaFvtfcBlLjdCKrWvioajejGTy8VJJDY3xCa99LwmNiaQgBBdWqEHu9ZOn99eaNEDGlFPFgoZTLPP9XgZOIvFjDUG6/fEVVoJRTHj9oymxKZEVRV6Lb3gkcdG6Li6wxNvAkBsZQwJehsEXO04cC0BwMU1X4qb7nlBW9tqUqk9ZLPe7bJrbDKIrpp6yfgxahDYo4+O0nZFG76gN1Ve+Pww/ja/xzZp7e/mpmfGWsCuYC9o5w2x2Gqy2ROk04c9e+bYjM+Wyuylpnry0RFiF8dc2Y+pHC2zWgjNCXkamG6FTmQr9mDXw1krZqzg32X4/ZX1Bt0mFJqF399OMrnDtWcUMgXMbZUHWkL1wZaZgQzJHcmxrQa8wNfiI7oi6mkhPSVmKptuWEuw5cjIo4i0eLoOktdBwKqgahLY1dhk3sgT3xD3zJ0PVhBw7NJYgwR2dd7CamzSWsBO7AXtvOGUTXrnMaxmxidU75kp5AqMPjE6tpeXV7StbmvqTl89nMViZkPD15cpRUQIh5dgmrtce4bRZ6CyqvJxYKoPbBv9o7fxMkViF8dIPO2lmNlIa+siAoFKv2ctveDHaGu7DJ/P3entpRR7UF5tfJranyIfz1cnZqq1ybWjkMfzhiN2cQxji4EqeDM8YhibCARmEArNqej6WgKAR0YeJRpdUYXd10/Re+7V/nXVzviE6m3S2GxQMAqexXAViV0cw9xpkk95sxJwNTM+6+WsFDPp9FEymWMNX/l3PJHIEpJJF8WMHdTmZo9j9PFRJCBjizR5RXRllOzxLJkT3myUaAW1VT4OXK1Lv1DIEI+vp6PjqpryVyuh0DkEgz1jQxZuk9hkB/9WaZPVuPSLO1i3P9fbhiO6MkrBKHgWmF4MtKx0eLdam1TK2iepvd1bmwwEYrS2nodheGOTVQf/QtUBwEWb7LjKW4EdXRmFPJjbvAlMt2Z8erP8yVkpZk4F/zaPZwYgHF5CKrXftZ2LE5sS+MI+IkuqWDSsyviE+No40ZVR/GFvN+6MrrIqHi+WkM/nTZLJXVWNA1cbAGwYT6NUhra2K2rIYe2ICNHoKs88M4lNCfBVtv9NkWoFdnxtnNbFrQRnBGvJYs3EVlkCzQuPYaGQwzCertKdX52YSSZ3k8+P0N7urU2CNZzrqU1S+ew6qM0mgzODtCzwzusK3taT1tYa3sxkgrNUzBQXYPIiwroaLFdcgVRqnyvpJzYlrBVz/ZUH5lbTC1ZKEV8X99wrA1YQMHjTcFjb2ReqKqTVBgDH4+sAazl3r4lGV2IYW1HK/TVSjE0G4SVh/JEqxG+1ArtBNhldHgXxpuFIJndRKKSqtMnqxEyjbdI0d5HPu+/lSmxMEJpdxYxPqvcWFm3Sq0kSRcLnh5EW8cQmM5kjZLMDngT/wlkqZhKJDYTD5xMIeOt2noriuKIbcTNKKRIbqwu0hOqCLVN7U+SGcrRd7n3DETonRLA36EkhTSQ2AtUFtVUbbDk6upZAYIarm0tORCy2kkLBJJl0fxd3t20ycyJD+kCa9su9L+v+qJ/W81oxNnthk9UvGV+tTcbja+3tX9zdMLAcVtxM3pNV0qsN/oXqPDN5I4/RZzSknvQFfESXRT3p9HkZ/AtnrZh5qmnWlyklErHEjBtxM+nDaXKDueoLaRWBbcUdWRvRCwZrPNgbMbMJv7+9SqFRfS+4re0yz3tucCrg0m23fm4kR2p/6lltk7GV3gSmG8YmRIJV7TNXbQBwPL6OWOw5Ddn+xSubrGXGJ1RpkxviUDg76kmofMZnvZx1YsZaWGq/Z2qxGoLBGQQCXa6ImZqC2qiuxzG6dhRpkariH5wktsqePVLDHinVYAVarqpqx+BqXPr5vIlhbKG9/fKa81gP0ehyQFwPuExsrj42Aapz6cfXxkFwfSO/iYiuipLclSSfdHf2SCKxiUhkKT5fFUMjVdhkoZAjHn+KtrbG2GQ4fD4+X6vrgenmNrPqGZ9AVQHA8bUNFtirYmSOZMiezLr6nERiE62t53o28+2sEzNWvAOub0deK9b07J2OpzsW1Laqykq9iviE+Lo4sUtini1MNp7oyiiFZIHk3qRrz1CqgGFsrnocuJoAYKtHk29IbAKA3x8lHF7s+lTYWgItoTqBHV8XJ7I0QqCtMZvJRldGoYDr2xrUtmR85WLGNLdTKJgNEzM+X4BIZJnrnhmvbLJlXgsts7wN/i0SXWkJNbc9hl4G/4KHYkZEbhKRHSKyW0Q+OMl1rxQRJSKu1OTFCtor11e1hMPuTM9ObErQem4rgfbqKvVKe8Eqr0isTzQkNqFIsZC66UJNpfaTz8erLqTVBADH42sBGtZwQDEI2N2Gw9hkEJgRIDSncm8CULHAbmRAehEvAtMzmX4ymSM12GTlYuaUTTZGYIM3NpnYmMDX6iO8pLqtWKr1FjYiXqaIF/VkPm9imjs9C/4Fj8SMWKXmK8CLgWXAa0VkWZnr2oB3A0+4lRfD2Izf30FLy3y3HlEXkcgS0umDjkft1xJoCZUHW5o7TfKJfEMbjugyu5D2uVdIawn+heqCLePxdYRCs2lpqWzxMzeIRpeTTO6mUEi79oyiTVYbF1SpTaYPp8kcyzS04QifH0ZC4qpnphibUKu3sFKb9PvbiEQuqD6DDhGNLieTOUo2O+TaM4ozPn2B6prGSj0z2eEsyV3JhtaToVkhAt0BV22ylhmf9eKVZ+YKYLdSaq9SKgP8AHhpmev+Cfgs4Nr8O8N4mmh0RUMCKyvBmtGkSKX2OJZmbjRHcmdybKOxaqg0sG1sHLiBDYc/6qdlQYurC0LF4+sRCdQwTFldL7iRXhko7hVWcG1F6kKmQGJzYmxDxmqo2CYbHPwLViMXuSDiqk0Wl/mvdhHQagKALZtcXVWcmNOc2ox3uyvpq4Iivj7uaj1Z3HKlkfWkiBC5KIKxzb1O36lp/Ktde8Z4vLLMucDBks+H7GNjiMhzgPlKqZ9NlpCIvE1E1onIuv7+/qoyoZQikXi6aYeYAMLhxQAkk86tNVPci6OWIaBKexzxdXF8UR+RC6tYkM8FIkvdbTji8bVEoyur3tOrUpd+LjeKae5oqDsf3N/F3XjaQGVUTZV6pS79+No4EhDPdsqeiMhSdxuO0dG1tLYuJhjsruq+Sm2yUMiQSGxquMCORt21yeSeJPmRfG1D5RUGAI8J7BpEvJO4X0+uIxjs9XQExCsxU84NMvbLiyX3/w14/1QJKaW+rpS6TCl1WW9vb1WZsIZvRppmp+xytLaeB0Aq5dwaH8UCVEuPo9L4hPjaOG2r26pakM8NokujmNtNV/bDUUqNTZmulkp7wdaCjqrhDUckciHgXsNRj9ekGoEdXeH9atTjiSyNkNqXcm0/nFptslJv4anVqBsrsFtbFyHS4p5N1jHLqFKbHF07aq1G3e3tatTjiS6Nkj2RJTvozoymonfZyxEQr8TMIaBUos0DjpR8bgNWAI+IyH7gucADTgcBF4PHmtkzEwz24PfHHF2wLL42Tuu5rYR6qgy0pLJecCFbILEx0VB3fpHIRREKyQLpg87HeqRSe8nlhmoSGpX2ghu5ymopfn+ElpaFrrn0R9eOEpgRoHVRDbvWVyCwx4J/G+jOLxK5KAIFSO5yfpZdJtNPOv1MTdP4q7fJxgpsET+RyAWu2WR8XRxfq4/I8uq9yxV7CxsckF4kcpH1Hc3tzntn8nkDw+jzvA7zSsysBZaIyLkiEgJeAzxQPKmUGlFK9SilFimlFgGPAy9RSq1zMhPFNQqi0RVOJusoIkJr63mOe2ZqLUCVBFsaWw0KqUJzNBxLrULqhlu/HqFRabBlPL6W1tZFhEI91WfQYaLRpa56Zmpdzr0Sm0ztS5EbzDVHw2HbpBtufS9sspGrUY8nElmKYbjnmYk9J1Z18C9U5pnJ9GdIP9OY1ajH465NbgAKnotfT8SMskrLu4CHgW3A3UqprSLyCRF5iRd5AMsz09KywNPt62shHD6PZNKZAODMQIbUvlTtYqaCwLZmCLQs4mYhHR1di0hLjWK48l5wo70yRSKRpZjmDsf3aMqbeYwthrs22QQB6UUiF0RA3Go41gJS04rmlQ99Nm416vFEIktJpfY5PttT5RXxp+ro9E2zerJ1YSu+Vl/TdfrqwbPQdKXUg0qpC5RSi5VSn7KP/YNS6oEy165x2isD2LvKNu8QU5GiZ0ap+uM+6o2er6THEV8bJ9AZILy4urUZ3CDYE7SmHbrgPrWWc78En6/68e5KXPrZ7ElSqb1NJGYuolBIkkodcDTdxKYE5GsLSIfKXPrxdfGGrkZdij/ip3Vhq2s2GYlcRCBQQ5xHBTZZXI26mWwSCo6vxWVsMyiYdXiXKwgAbvRq1KWIXwhfEHbJJtfS0jKPlpZZjqc9GWfNCsCFQgbT3N7Uwb9FwuHzKBRSZDLH6k5rdO0oAG2X1lFIpxIz9nTGZui5iYgrkfpK5Ukk1tdcqVfSCy7u5t48DYc7s0fqXc69IoG9Pk7s4satRj0eN2Y0WQHpa+uwl6nFjDU037jVqMfj1oymer0m4hcoMGkHNL4+TuTCxq1GPR63ZjQ1yrvcHCXdA0xzO0rlmnYbg1KcnNEUXxcnfGGYwP/f3rlHyXHVd/7z62d1z0sajR62pdFIsowtY8cYW3YwAQec2CRZGychQBbHgWTJ2YVsdtlkl5AsIZBkQ2BDNgeThA2snYSEOBCD2WMQxGuDYxmQbCQhyS9ZL2ukkebZ73ff/aOqZloz3T39qOqpGt/POTqa6a7uunPPr+793d/93t9vqLMHaLlVcLVcJXM403axQDfpu6rP8Yc0m32BSiXdcb2kVlbBCwn5Wq987CauOTP7U0QuiRC9rMN07ss42PMV4j1kk/Gr4uSezzlaN6xYPEuxONGxNsGPNhmLXQGIKw52sD/YcWqJ+VOcTXZkvWaTfVf1mafsHKwbVirNkcu9oJ0ZN1k4yeSPyAzgyImm1L7u1PPLiS1zz+dQBeWphzR+ZZzSVMnRQmrdpnNvRWyZTh8kGt1MOLyuo3s4TSQyQii0zvHTI27bZOFMgfJsecXzy9QSvzJONV8lf9o5rUcy6b5NZjIHCQaHMIytHd3DaYLBGIYx5rxN7reiy4HOosu2M9PIWS3NliicLrRfwNJF4lfGQTl7yi6dtqPLvT/59opxZtLpQ4iELc/e20SjWwHpOjJTOFugeLbYlXp+OWFbp4XZ3CR2handyb7oXHQmldpPINBn7dl3wvKr4EzmYE9rmbRCPO5srbByskz2+WxXwtyWbdJDDrZd68fJicMUWgY7jpqY6b2EZqFXu4ClF7aQbcxivM7ZZLVoppbodpyExs5M5pC5xbj6bdJ2sHuX+dfmFePMZDI/JB7f1ZF4s9cEgwbR6GVdR2acUM8vp09IH0wjEZnPW+AF3HpIBwaur6l+3R7LhfQrlTzZ7HM9rWXSCk5PHKlnUqC6t8lmW5+Zg+bEYRfU8wLxnebz4bRN9vW9mmCwc+G9SLChTSpVJZ0+5EmbzOVedOSABNRko+7mlJE1LDSKGHpy0bfT+UWfmY16+4pEl18xzoz5UHp/i8nGMLo/np3an4IA9L+miwdoGX1C+kCavl19nhFaAsS2xyDg3MRRrZZIpw90FTpdTgCczR5FqbInJ45icZxKxZkBzykHG2iY5Tl9II2xw/CM0BIgcmmEQDzg2MRhZ6PuVMO1QGNnJpc7TrWa8ZxNxuM7qVSSlErtlbNpxLxNdhMtXGabKX0wTXh9mMim9hOXukVoIER4Y9jxaOFKicW9MwO5SKk0S7E47gvxr41hbCOfP9nVd6T2pei7uo9gvPN07sutgtMHvSVqAwhEAhhbDcce0kzmCNVqvquHdLnIjF352CtCSxu7SnIud8yR70vtSxHdGiWyvotB3V4FN5k4vLQCBvOUXWxnzDGbzOdPUC7PdD1xNIvMZDKdVeN2G1sq4NT2Z3JfktBwCGNbB9moLeYFwA3GStsmvbRdB2YOJKds0s5GvVKZol8Rzowt/vXDsWwbwxijWDxLtVrs6PNOpXNvJrYsni9SOl/ylKjNJrYz5tgq2Il07na14UZiy3T6IIFAfL7QqFcwq7g7N3Gk9qe6zoA6vwquY5eVTIXcsZznnBkwt5qcmjicKjFgOjONbPIAEKCv7+qu7uE0tk06tf3ZTTZqm2aRGfvEp1fHSedtUkdmXCOTOQrguYeyGebpAUWh8PKy19YjfypPaarUdbbJZpoZL+4D29gPqRP76qnUPkKhNQ44Gs1XwX1913SsyXELJyeO0nSJ/PHOs1HbNJs40j9Mg/KW0NImtjNG/kSearn7jMqp1D5EIl2XZjHtrXG0MB6/sitNjhuYBSdDjjjY3WajnqeJZsaLJz5tYjtjFCeKlFPNS1q0gp2NemCg/WzUTvCKcGay2SMEgwNEo5tXuiktY9dByedPdfT55FNmsrzBm7pcBYcEVP1kUF52ZuI741SSFUqT3R/PTiafYmBgd9ch4kYhfaXU/KkRrxEKDRAOb3Rk4kh+10rgeFOXzkyocUjfFv960SZjO2OosiJ/svvj2YnEUwwMXE8g0J0GQyTUdOvTizYZCIQwjG2O2GRqf8rMRu3EOEkDB9vj4yRA7lj30Zlk8ini8asIhVam9tQrwpnJZI4Sj+/y3H5lM+y8Dp3qZpJ7kwT6AvRd22Vos4k+IX0gTXRzdMXL2dfDqRNNpdIcmcxhhoZu6bpNpgh46cRRKLxMuTzryYkDnDuenXgygYSEwd0ObTM1sMnQmhDR0Q4T8rmIUzZZrRYs8W/3NtkoWlgqzVIonPasTdonmrolsTcBwODrXLRJD574tHHKJpWqkkg85cg42SmvEGfmCH19u1a6GW1hRpECHTsziScTDN482FEF2FqaCdu8KP61cSrXTCr1PUA55MzUnzi8Kv61cXLi6H9Nf1eCdKC5g30wTd+1fZ5cuDh1PDuVegalCq7aZCZzCPCe+NfGThnQ7TZy8skksVfFiIx0GeFaZpz02olPm9jlzjgzmcxRKpWEdmbcpFSaplQ67yu9DEAgECEavbSjbaZyukz6YJqh13VfHbyR2LKSr5B9LutJURuAMWYgIen6IU0kngQCDAzs7rpNjcSWtjPjVYG6eTx7gnI51fF3VEtVUt9Pdb0ChsY2qaqK9CHvnWSyCW8IExwIOmSTMDT0uq7btJxNejUyE4/vpFrNdFW/TilFYm/C2XGyjoOdOehN8S+YRVAjl0W6XvQlk3sBGBzs3iY7ZdU7M5mMWcMjHvdXZAZM3UwnkZnU91NQ7T50Co0f0uzRLFS8uQ8MEAgFMLZ1fzw7kdhLf/+1HVUlXkqjVfBBDGOHQ/dwnoUTTZ0fz04fSFPNVV2dOHLHc1QzVc/apH0824mJwzB2EIlsdKBN9QXA6fQBwuH1RCK9rXzcKk6cssu9kKM8U2bolu5tspEAuHi+SHGi6FmbBGdO2SUSewmH1xOLXe5Qq9pn1Tsz2ewRwF8nmWyi0a0dRWYSTyZAYPBmB5yZBsK29AHvitpsYjti5F7q/CGtVsukUt9zSJvQbJvpgGdXwMD8Ka5ukjgm91qCdCcc7AYC4Hmb9OjWJ5g2mT/euQBYKUUisdexcH4jAbAp/r3Ok9t14IxNJp609DK3uDhOerC0xmKMHUZX4yRAMvkkQ0O3rKi9rHpnJpM5SjDYTzS6ZaWb0jaGMUahcIZqtb1jc8m9Sfqu7iO8xgFhbgN9QvpgmkBfgNgObx3brMXYbnQ1cWQyP6RSSTsSzof6AuByOU0u95Jn9TKwUPi0m1phiScTREejGJs7T0xm0ygykzmYgSDEr/ae0NLG2G6QP5nvuHp2Pn+cUum8YzZZL1pYrZbJZI542sGORkcxNYVd2OTeBKHhEPErureXRjbp5ZNMNrHtMUrnS1QynVXPLhYvkMsdW9EtJnhFODNHiMev8uwKoxnmiaYKxeJ4y5+plqsknkww9HoHQqc0FralD6bpv6Z/4X0PEtseozxXpjTb2fHsROIJAIaGXu9Ie+pFZsyEjsrTE0coNEQotK7jWmFKKRJPOGeTzRzs+KviBA1v5eqpJbY9hiopCuOFjj4/N+e+TeZyz6NUwbPiX4BAIIxhjHZVvy7xnQRDtwx1XCm7lmbjpFdPfNoY280FRu5EZ9EZp8fJTumZMyMid4jI8yJyTEQ+WOf9D4jIURE5JCKPiogjNeez2aO+4SoEbwAAHtJJREFU3GKC2lwzJ1v+TPoHaSqpCmtuXeNIG+qJLZVSnha12Rg7zIe00+jM3NzjGMY2DGPUkfbUE1t6XWhpE4tt73gVnHshR3Gi6KpNgjfLGCzGjmTmjnc2cczNPU44POKYBtDPNmkYOzq2ycJ4gdyLOedtsk600OvjpG2T3YyTgUB8xTL/2vTEmRFTZXYf8BZgF/BOEVn8NP4AuEEpdS3wJeBPur2vWZPpnC/Fv9BZrpm5x+cAGHqjs5GZ2oe0cKZAea5M/7Uenzi2dz5xKFVlbu7brFlzq4MtqheZOUQwOGSFzb2LWfi0s4nDtkk3J47SXInC6UL3eZVcxl4FdzNxrFlzq2OR5noC4HT6ECJh4vErHbmHW8RiXdjkt521yXoC4GqxSva57KoeJ8G0yaGh1xMIrGz0qVeRmd3AMaXUcaVUEfgicFftBUqpx5RStsz/u0DX6XqzWf+VMajFnuDaEQHPPT5H/Mo40U3OJA2rJ2zLHDazrPZd4/GJY1vnE0cmc5hyecZRZ6b+NtNh+vpe7flt0FhsO4XCqbb1W2DaZOTSyHxOi26pJwDOHjGHjv5rvD1xRLdEIdjZxJHLnaRQOOWwTS4VAGcyh4nHr1zxyWk5DGM7pdIFyuV025+de3yO4FDQsUhevXEy+3wWVVaeHydDwyGCg8GOxslicZJM5rDDi77O6JUzcxlQW2TojPVaI34F+Hq3N7VrMvk1MhMMGoTDG8nnT7d0fbVcJfFEwrnVBtTVJ2SOWM7M1R5/SAdChNeHO5o45uYeB2DNmjc61p7FAmCllJXQ0fvOtmFsR6kyhcKZtj6nlGLu8TnW3LrGuWhCnciMbZNeFv+ClTJga2fC9AWbvNXBFi11sLNZf9jkgjD9RNufnXt8jjVvWOOY5q+ZTXp9nBQRYttjHY2TicR3AKdtsjN65czUs5i6cn4ReRdwA/CJBu+/V0T2i8j+ycnJpjfNZI4QCMQd0zysBIYxSqHQmjPjtF4G6gvbMoczRC6JeFrUZtPpiaYFvYwj0i1gaWTGTEQ303WxwF7Q6Ykmp/UyQH0H+3CGYH8QY7T701Ju0+nE4bReBpbaZLmcJp8/6QubNIzObNJpvQw0HicJQvxV3nawobtx0gt6GeidM3MGqD0bvRk4u/giEbkN+B3gTqVUXbm/UuqzSqkblFI3rF+/vulNTfHvLkT8e2grGh1tOTIz95izehmoL7bMHsl6frVh08nEoVTFBb3MUrFlJuOfHEj2xNGuRmH2sVnAQW0C9W0ycyRDfFfckZMpbtPJxKGUYm7uMYaG3ujoluRim7S35uNx79uk7WC3a5PzGq43umCTlYvHyfjOOIGo9+ef2HazoruqtpcyYHb2MU/oZaB3zsw+YKeIbBORCPAO4OHaC0TkNcBfYToyF5y4qV1g0s/YkZlWapDM7Jmh75o+x/QysPQhVVVF5miGvlf7w5kxthvkT+WplqstfyaVeppyeYa1a3/C4dZcvArOZA4D+GIVHI1uRiTU9ip4ds8s0a1Rx/Qy0CCkf9g/NhnbHqM0WaKcal1/lM0+T6FwmuFhZ21ysQDYTzYZCq0lGBxq2yZn9swQWhdyNpFdHQGwn2zS2G5QzVcpThRb/kw+f4Zs9ogL42Rn9MSZUabr/35gD/As8KBS6oiIfFRE7rQu+wTQD/yTiBwQkYcbfF1LlEpzFIvjvlj1NiMaHaVazVEqTTe9rpKpkPjXBMO3Dzt6/8XCtvzJPNVs1fPaBJvY9hhUoPBy63k9Zmb2AOL4Q7o4pJ/NHiEcHiES2eDofdwgEAhhGGNtrYKrpSqzj84yfPuws9GERQLg4mSR0oWSb6KF8yeaTrQenZmd3QPA2rW3O9qWxQJgc2veIBbb5uh93EBE2j7RpKqKmW/OMPwTw47myFo8TlZyFXIv5fw1TtKeMH129psADA87a5OdEurVjZRSjwCPLHrtwzU/3+bk/bJZ/9ZkqsXWbBQKp4lERhpeN/f4HKqoWHv7WmcbsEifMH+SyUcrDjBPNMW2tRYdmJnZw8DAa5v2dycsFgDbJ5n8gmG0l2sm+d0klVTFeQd7UWRmXmjpE5usnThaPbY7M7OHWOwKYrExh1uzNFoYj++yIjbexzC2z5esaYX0oTSl8yXHx8nFNpl9NgvKPzZ5UcqAFnPfzczsIRK51DNjmPc38zpkQY/gd2fGPp7dXDczs2eGQCzgXJZVi8XCtvmJY5c/HlLbgWl1xVEqzZFMftfxFTBcHJmxTzL5QZtgYxjb2loFz+yZgSCsfbO7DrZ9LNs3kZk2UwZUKnnm5h53ZQW8OFponq7zxuTUCrHYNnK5EyjV2jby7B5TwzX8k+442EvGSb84M1sNkNbHSaUqzM5+i+Hhn/RMWolV68xks0cJBGLzWXT9ip1rZrkTTTPfmGHNrWscT+W+WGyZOZwhOholNNizoF5XRC6LQBDyp1qbOObmHgUqLk4cpk6iUHiZSiXlq4nDMMYol6epVDItXT/zjRkGbx4kNOSsrdSzydCaEJFLI47exy1Ca0MEB4It22Qi8QTVas51m/Tj1rxhjKFUgWKxNZnlzDcsXeGlzukKoU608HAGiYijWjE3CUQCRC6NUDjV2nZ8MrmPcnnWlUVfp6xaZ2ahJpO//8RweIRAwGgamcm9lCP3Ys7xcD7UD+n7ZQUMZl6P6OZoyw/p9PTXCQYHGRy82YXWLKyC/XSSyWYhI/XySRyL54ukn0n3zCbjV8c9s0JcDhExc82cbM2ZmZn5OiIRV3J51AqA7e0aPznY0WjrWdLLyTKJJ53XFQJLBMCZIxniV8YJhPwz/7RrkyCOC9K7wT893Sb2sWy/IyJEo81zzUx9ZQqAdXeuc/7+NcK2arlK9tmsb0KnNsZYaw+pUhWmpx9mePgtrhw1rA3pL5wa8ZMzMwa0NnFMPTwFCkbudFZ3BBcLgJVSvjo1YmOMGS1FZpRSTE19hbVr30ww6PzfWCsA9rNNFgrLO9jTj0yjSsr1cRKsk0w+WvRB6zYJMDX1FYaGbiEcdr4vO2VVOjPlcpJC4Yyv9AjNMIzmuWYmH5qk/7r+lgWubVGjT8i/lEcVlf8e0q2tPaSJxF5KpUnWr/9ZV9pRKwDOZI4QiVxCOOzCKtEl2onMTD00hbHdcKVWUm1kpjhRpDxb9p1NRrdGW3KwM5lD5PMnGBlxxyYXRwuDwX7P1wmrpZ36dVMPTRHeEGbodc7qCuFimyynyhROFfznYG81KLxcWFIsczG53HEymUMu2mRnrEpnxi5jsBoiM0DTyEzxfJHk3iQjdzu/AoaLhW1+O8lkY4wZFMYLVEvNRYJTUw8hEmV4+C2utGNxZMZP4XyASGQTIpFlJ45ysszso7OM3D3iztZPjYPtZ5usJCqU5kpNr5ucfAgIMDJyZ9PrOmWxTcbjV/tmuw4gFBogFBpe1sGu5CvMPDLDyF0jjh7JtqkdJ7NH/SVItzHGDFRZUTjbfEt+auohAEZG7u5Fs1pmVTozfi8wuRjDGKVYPEe1utTIpr5qhfNddmZUWZkKfYH4Vf7InWBjbDWgalb7boQZzn+ItWtvIxQacKUdtthSqaq1Deov+xQJWFHC5hPH9CPTqKJi/d3NM3R33I7FNok/Jw5gWS3X1NRDDA3d4louoloBsN9OMtkYxtiyDvbco3NU0hX3x8mK8t1JJhtjq3XKbpmI4eTkQ/T3X+dCmoDuWJXOjJ34ye8nmWwWTjSNL3lv8suTGDsM1x6cix7SwxmM7QbBuD9yUNjYE0ezhzSd/gH5/EnWr3dztWGugvP5E1SruVU7cUx9eYrwxjCDPzroShsW22R4fZjIBn+cZLKZnziabH9ms8escL57NmkLgIvFSUqlC75zsMHcalrOwZ788iTBgSBr3+RwmgCbGgFw5nCGQCwwfwTfL8yPk01sslA4RzK513NRGVilzkw2e5R4/ErfJH5ajka5ZgpnC8z+yywb3r7BtdBwrbDNbyeZbFqZOM6f/1tEwoyMvNW1dthiS/skkx81XdHo1qZiy9JsiamvTbHhbRtcq5NUKwD2U52wWlpxsM+f/1tAWL/+511rx2Kb9LOD3ajkSyVbYfJLk4zcPeJanaTF46Rf6oTVEh01j6s3t8kvAIoNG97eo1a1zqp0ZsyaTP6bKBqxEJm5eBI5/4XzUIVNv7TJvZtb/mA1VyX3Qs53oVOA6JYoSOOHtFotcf78F1i37k5X1fn2Knjh1Ij/NF2GMUaxOEGlUr8vJx+cRBUUm37ZPZtcvM3kR5sMj4QJxAINbVKpKufP/w1r196GYWype40zBC1nxn8nmWwMYyvVapZSaaru+1NfmaKSqvTGJq1ooR8d7GAsSHhjuIlNKs6ff4CBgZuIx1/V49Ytz6pzZsrlFIXCaV9OFI2IRjcDF0dmlFJMPDDB4M2DrpaYtx/S7LNZVNl/J5lg+YRQMzPfoFSaZNOme11thy22zGSOEI2OEgq5sw3jJrXlNeox8cAE8avj9F/vYBG/xVgOdv5knkqq4pv6N7WISNOjsInEE+TzJ3tmk9nsEUKhtUQil7h6PzdYSBlQP2I48cAE0a1RR6tkL8YeJ0tTJYpni750sME60dRgnEynf0Amc9h1m+yUVefM2DWZ/LjCaEQwGCMc3nDRBJJ+Jk32SNbV1QYsPKTpg2nAf6I2m2a5ZiYm7iccXs/w8B2utsEWW/rxJJNNs1wz2ReyJJ9KsuneTa6eiHml2GQwOOC6NuFim/TXSSabZjZZGDe34jfds8nVbR/bJjOH/ClIt2lukw8gEmHDhnf0uFWtseqcmQU9wuqJzMDSXDPj940TiAVY/wvunBixuWjiCOJqFMhNGuWayedfZnr6YTZuvMeVRHkXE6RaLZDNPudbZ7tZrpnxz4wjIWHjuza62oYlzoxfJ44GNlksTnHhwj+yYcPbCQbdfd4Wtj79eZIJFrIA19Nynf2rs6Bg473u2qQdLfS9g73VIH86j6perD8ql1NMTDzAyMjdhMMuiai7ZNU5M9nsUUSixGLbV7opjlKba6ZwrsD5vzvPpndvIrzW3QnYFrYVTheI74y7JqBzG2Ob+ZBWCxfnmjlz5n+hlGLz5v/oehtEQpRKF1Cq6NuJIxK5FJEwudyxi14vzZY499fn2PDODUQvcbbuzWJqbTJyacT1Z8AtjG0G5enyklwzZ89+hmo1x+bN/9n1NoiEqFTSlMuzvtUZhsNrCIXWLLHJSqbC+H3jrLtzHfHLXXYKa2wyOBA0dXo+xNhmoIpqSRqLc+c+R6WSYMsW922yU/w5MzXBFP+unpNMNubxw9MopRj/83FURbHlA24KAy1qutGP2gSb/uv6oQLpQ+n518rlBOfOfZYNG35hPuLgJrU26dfITCAQoq/vGlKppy96/exfnKWaqbLlN923ydqkZ36NyoBlk0D66QWbrFRyjI9/muHhn+6R7q/WJv3pYAP091+3xCbP/Z9zlGfKjP6W+xmNF9ukH7frYMEmU0+n5l+rVkucOfMphoZ+jMHBm1aqacuyCp2ZI6tK/GsTjY5SrWbJT05y9i/Psv5n1xPb4X5F1oseUp+GTgEGd5ti29S+hYd0fPwzVCoptmz5zZ60YcGZEeLxq3pyTzcYHNxNKrUfpcwoVyVT4cyfn2Ht7Wvpv9ZF4a9NjYPtZ5scuMFMzpjcl5x/bWLi85RKk4yO/lZP2rAaHGyAgYHdpNMH5xOLVgtVzvzpGQZ/dJChW5wvX7AYEQFrqPT7ok9CctE4eeHCP1AonGbLlt7YZKesKmemXE5TKJzy9UPZCDvXzPHfPUY5WWbr77ofSYDVswqObokS3hAm+X1z4igUznL69B+xbt2/YWDg+p60wZ44DGO761oINxkYuJFKJUEu9yIAp/7wFKXzJcY+PNaT+68WmwwPh4ldHiP1fXPiKJWmOXHiwwwNvZGhoTf0pA22TYbDG4hE3NXfucnAwI0oVSSdPgTAy596mfyJPGO/N9azNth26WcHOxgL0ndN3/w4WS6nOH78t+nvv5516356hVvXnFXlzNgnmVab+BesXDPHdjD5uQKX/YfL6P+RHqyAWT2RGRFh4MaB+RXHSy/9JtVqicsv/7MetsKcOPwczgdz4gBIJveRfSHLy598mY2/tNGVAn71WC02CVxkk8eP/w7lcoKdOz/ds20K25nx+wJwcNC0yVRqH/mX85z62ClG3jrC8O09LORqBbn87GADDOweILU/haoqTp36KMXiWXbuvA8Rb7sLPWudiNwhIs+LyDER+WCd96Mi8o/W+98TkbF277FQk2n1OTPh0mXwxx8kuLbC2MfGenZfW9gmYSF2ufvbWm4yuHuQ7LNZzh1/kAsX/oHR0f/WU6G4WTXb/xNHX98uAoE+kpP7ee7e5wjEAmz/eA/7MbQw0cd3+TfCBebEUThTYOLII5w791k2b/51+vt75+wu2KS/HexodJRweAOJqf089+7noAo7PrWjp22w7dLvDvbg7kEqiQoT+x/nzJk/Y9Om9zA0dPNKN2tZeuLMiOn+3we8BdgFvFNEFnscvwLMKqUuBz4FfLzd+2QyRxGJYBi9NWK3qRarvPBvL8CJbaz9k2cIr+nh6Q1rtRG/Mk4g7G3PfDkGbhwABc8//AmGhl7P6Ohv9/T+C6tgf08cIkH646/lwm9cTvJ7Sa78/JVEN/Xu9IadLyS6NUpoINSz+7rB4I2mluv5hz9Jf/9rGBv7WI9bsDoiMyJCf9+NTH/oCuYeneOKv7yC2FhvF18SFEJrQ0Q2+atO2GIGbjS1XC987c+IxXayY8cnV7hFrdGrkWA3cEwpdRxARL4I3AUcrbnmLuAj1s9fAj4tIqIaFdyow9y3E0SSdzObSTjTag9Qmilx+o9Ok302S/h3/o7Sa04wPd27ybCaA4gTujzB9PQjPbuvG0yt+w5wB6Fv38ml2+9h7lwGyPTs/vmJDXDhJkrTO5mOTffsvk5TTpbJ/f4HKD83xCV/WCBw6z6me/3nBGNEdmZ9b5Oza56EwJuQ79zG5l2/QOJCAWheSdtJcheGYeImypO7mO7zr01WMhUyf/BeKocG2fDBPOGfeab3NhmIEXlVlZmZr/f4xs6SjO+D2G544ha2vPaPSU5VAXc7c+gNQ4T6u3NHpA1fofObiPw8cIdS6let3+8BblJKvb/mmsPWNWes31+yrpla9F3vBd4LMDo6+tpTpxYSJX176xdRp93NiLsSxC6PseNPd3Bu7D1MT3+ttzevBOCtX4Ffvh9+7p97e2/HEUK/+hDll3qj7VjNhLdUKb3no3Drt1emAW97EO58GO75u5W5v4OEf+MfKR3asNLN8D2hSxTlX/4f8BPfmj9Z1FPuvR9etxd+7bMrcHNnCX/obyg91YPUHxY3Hr2RvqsWtudE5Gml1A3tfEevnJm3AbcvcmZ2K6V+veaaI9Y1tc7MbqVUQ5fwhhtuUPv375//fep7h6kWVE9yhvSMAPRf208gEqBcTpLNPtfzJpSmFKE1F2sV/Eg4vIFg6tKmVWHdpFotU6mkCYfdqxHTE8TUBeQqR6hWV6YvyzOKQD8EIn63yXWEsqPkXsqtyP2VqlIuJzyb1bVlxNRP5dVzVKvZFWlCeVYRiEMg6m+bDIXWEi6OkXuhdzbZd00fwdhCmoBOnJlebTOdAWrdvM3A2QbXnBFTlTYEzDT70qeffnpKRBbnsB4B6pdP1bSD7kfn0H3pDLofnUP3pXPovnSG2n5sOyLRK2dmH7BTRLYB48A7gF9cdM3DwL3AU8DPA/9vOb2MUmpJYgQR2d+uR6dZiu5H59B96Qy6H51D96Vz6L50hm77sSfOjFKqLCLvB/Zgyuc/r5Q6IiIfBfYrpR4GPgf8rYgcw4zIeLM0p0aj0Wg0Gk/Rs3ONSqlHgEcWvfbhmp/zwNt61R6NRqPRaDSrA38nDqmP/6Xk3kD3o3PovnQG3Y/OofvSOXRfOkNX/diT00wajUaj0Wg0brEaIzMajUaj0WheQWhnRqPRaDQaja9ZNc7McoUsNc0RkZMi8kMROSAi+63XhkXkWyLyovW/zzNruYOIfF5ELlhZrO3X6vadmPy5ZaeHROT6lWu5t2jQjx8RkXHLLg+IyE/VvPfbVj8+LyK3r0yrvYeIbBGRx0TkWRE5IiK/Yb2ubbJNmvSltss2EBFDRL4vIgetfvx96/VtVmHpF61C0xHr9bYLT68KZ6bFQpaa5flxpdR1NWf9Pwg8qpTaCTxq/a5Zyv3AHYtea9R3bwF2Wv/eC/xFj9roB+5naT8CfMqyy+usU5FYz/c7gKutz3xG7EqemjLwX5RSVwE3A++z+kvbZPs06kvQdtkOBeBNSqkfAa4D7hCRmzELSn/KsslZzILT0EHh6VXhzFBTyFIpVQTsQpaa7rgLeMD6+QHgrSvYFs+ilPoOS7NVN+q7u4C/USbfBdaIyCW9aam3adCPjbgL+KJSqqCUOgEcwxwHXvEopc4ppZ6xfk4BzwKXoW2ybZr0ZSO0XdbBsq209WvY+qeAN2EWloalNmnb6peAN4tI0zoRq8WZuQx4ueb3MzQ3OM1SFPBNEXnaKuYJsFEpdQ7MhxrQ1fBap1HfaVttn/db2x+fr9nq1P3YAlZ4/jXA99A22RWL+hK0XbaFiARF5ABwAfgW8BIwp5QqW5fU9tV8P1rvJ4B1zb5/tTgz9Tw2fea8PW5RSl2PGXJ+n4i8YaUbtErRttoefwHswAxNnwP+p/W67sdlEJF+4MvAf1JKJZtdWuc13Zc11OlLbZdtopSqKKWuw6zNuBu4qt5l1v9t9+NqcWZaKWSpaYJS6qz1/wXgIUxjO2+Hm63/L6xcC31Ho77TttoGSqnz1iBYBf43CyF73Y9NEJEw5uT7BaXUP1sva5vsgHp9qe2yc5RSc8DjmBqkNWIWloaL+2q+H6XFwtOrxZmZL2RpqaHfgVm4UtMCItInIgP2z8BPAodZKP6J9f9XV6aFvqRR3z0M/JJ1guRmIGGH/jVLWaTduBvTLsHsx3dYpx62YYpXv9/r9nkRS1vwOeBZpdSf1rylbbJNGvWltsv2EJH1IrLG+jkG3IapP3oMs7A0LLVJ21ZbKjzds9pMbtKokOUKN8tPbAQesvRVIeDvlVLfEJF9wIMi8ivAaXTtrLqIyD8AtwIjInIG+D3gj6nfd48AP4UpDMwC7+55gz1Kg368VUSuwwwxnwR+DcAqVPsgcBTzxMn7lFKVlWi3B7kFuAf4oaVRAPgQ2iY7oVFfvlPbZVtcAjxgnewKAA8qpf6viBwFvigifwD8ANNxhA4KT+tyBhqNRqPRaHzNatlm0mg0Go1G8wpFOzMajUaj0Wh8jXZmNBqNRqPR+BrtzGg0Go1Go/E12pnRaDQajUbja7Qzo9FoNBqNxtdoZ0aj0TiCiNwvIsr6VxKRCyLymIi8z8qi2s533Wp9z4jDbQyISFJErrB+f1GX7tBo/I92ZjQajZP8C2aCrDHMTNJfA34feMLKLr3SvBooKKVeEJENwChmBnGNRuNjtDOj0WicpKCUmlBKjSulDlgp4G8Frgf+q32RiLxLRPaJSMqK4PyTiFxmvTeGmeYcYNKK0NxvvXeHiDwhIrMiMiMie0SkXsG6RrwOeNL6+ceAHyilcl38vRqNxgPoDMAajcYRLIdjRCn1M3XeexjYrpR6tfX7e4AJ4DlgBPg4EFRKvcFKeX4XZnG/qzHTmeeUUgkR+TnrKw8BMeB3MR2lXUqpYpO2zVk/GpgVeXNAFLP8SRb413rt1mg0/mBV1GbSaDSe5yhmcTkAlFKfr3nvuIj8e+BZEdmslDojInaF3AtKqamaz3259ktF5N1AErNq8b82uf91mE7M08AvYjpR3wQ+AuwF8h3+XRqNxgPobSaNRtMLBLMon/mLyPUi8lUROSUiKWC/9dZo0y8R2SEify8iL4lIEjiPOY41/ZxS6iSwHsgqpb4BlIBLgS8rpU4qpSY6/cM0Gs3KoyMzGo2mF+wCjgNYQuA9mGLhe4ALmFtNTwCRZb7na8A4ZpXicczKxEebfU5Evo6pjwkBIRFJY24vRYFpEUEp1d/xX6bRaFYc7cxoNBpXEZFXA3cAf2C9dCWm8/IhpdQJ65qfXfQxW/8SrPmedcBVwPuUUo9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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " >>> x = np.random.randn(300)/5\n", " >>> x[100:200] += np.arange(0, 4, 4/100)\n", " >>> ta, tai, taf, amp = detect_cusum(x, 2, .02, True, True)\n", "\n", " >>> x = np.random.randn(300)\n", " >>> x[100:200] += 6\n", " >>> detect_cusum(x, 4, 1.5, True, True)\n", " \n", " >>> x = 2*np.sin(2*np.pi*np.arange(0, 3, .01))\n", " >>> ta, tai, taf, amp = detect_cusum(x, 1, .05, True, True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Function performance\n", "\n", "Here is a poor test of the `detect_cusum.py` performance:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-12-30T09:06:52.079630Z", "start_time": "2017-12-30T09:06:48.972270Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detection of onset (data size = 10000):\n", "41.8 ms ± 478 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "x = np.random.randn(10000)\n", "x[400:600] += 6\n", "print('Detection of onset (data size = %d):' %x.size)\n", "%timeit detect_cusum(x, 4, 1.5, True, False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "- Michèle Basseville and Igor V. Nikiforov (1993). [Detection of Abrupt Changes: Theory and Application](http://books.google.com.br/books/about/Detection_of_abrupt_changes.html?id=Vu5SAAAAMAAJ). Prentice-Hall. \n", "- Fredrik Gustafsson (2000) [Adaptive Filtering and Change Detection](http://books.google.com.br/books?id=cyNTAAAAMAAJ). Wiley." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }