{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Theta Model\n", "\n", "The Theta model of Assimakopoulos & Nikolopoulos (2000) is a simple method for forecasting the involves fitting two $\\theta$-lines, forecasting the lines using a Simple Exponential Smoother, and then combining the forecasts from the two lines to produce the final forecast. The model is implemented in steps:\n", "\n", "\n", "1. Test for seasonality\n", "2. Deseasonalize if seasonality detected\n", "3. Estimate $\\alpha$ by fitting a SES model to the data and $b_0$ by OLS.\n", "4. Forecast the series\n", "5. Reseasonalize if the data was deseasonalized.\n", "\n", "The seasonality test examines the ACF at the seasonal lag $m$. If this lag is significantly different from zero then the data is deseasonalize using `statsmodels.tsa.seasonal_decompose` use either a multiplicative method (default) or additive. \n", "\n", "The parameters of the model are $b_0$ and $\\alpha$ where $b_0$ is estimated from the OLS regression\n", "\n", "$$\n", "X_t = a_0 + b_0 (t-1) + \\epsilon_t\n", "$$\n", "\n", "and $\\alpha$ is the SES smoothing parameter in\n", "\n", "$$\n", "\\tilde{X}_t = (1-\\alpha) X_t + \\alpha \\tilde{X}_{t-1}\n", "$$\n", "\n", "The forecasts are then \n", "\n", "$$\n", " \\hat{X}_{T+h|T} = \\frac{\\theta-1}{\\theta} \\hat{b}_0\n", " \\left[h - 1 + \\frac{1}{\\hat{\\alpha}}\n", " - \\frac{(1-\\hat{\\alpha})^T}{\\hat{\\alpha}} \\right]\n", " + \\tilde{X}_{T+h|T}\n", "$$\n", "\n", "Ultimately $\\theta$ only plays a role in determining how much the trend is damped. If $\\theta$ is very large, then the forecast of the model is identical to that from an Integrated Moving Average with a drift,\n", "\n", "$$\n", "X_t = X_{t-1} + b_0 + (\\alpha-1)\\epsilon_{t-1} + \\epsilon_t.\n", "$$\n", "\n", "Finally, the forecasts are reseasonalized if needed.\n", "\n", "This module is based on:\n", "\n", "* Assimakopoulos, V., & Nikolopoulos, K. (2000). The theta model: a decomposition\n", " approach to forecasting. International journal of forecasting, 16(4), 521-530.\n", "* Hyndman, R. J., & Billah, B. (2003). Unmasking the Theta method.\n", " International Journal of Forecasting, 19(2), 287-290.\n", "* Fioruci, J. A., Pellegrini, T. R., Louzada, F., & Petropoulos, F.\n", " (2015). The optimized theta method. arXiv preprint arXiv:1503.03529." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "\n", "We start with the standard set of imports and some tweaks to the default matplotlib style." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:10.640275Z", "iopub.status.busy": "2024-04-19T16:44:10.640047Z", "iopub.status.idle": "2024-04-19T16:44:14.123522Z", "shell.execute_reply": "2024-04-19T16:44:14.122747Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pandas_datareader as pdr\n", "import seaborn as sns\n", "\n", "plt.rc(\"figure\", figsize=(16, 8))\n", "plt.rc(\"font\", size=15)\n", "plt.rc(\"lines\", linewidth=3)\n", "sns.set_style(\"darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load some Data\n", "\n", "We will first look at housing starts using US data. This series is clearly seasonal but does not have a clear trend during the same. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:14.130332Z", "iopub.status.busy": "2024-04-19T16:44:14.126762Z", "iopub.status.idle": "2024-04-19T16:44:15.962468Z", "shell.execute_reply": "2024-04-19T16:44:15.961666Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reader = pdr.fred.FredReader([\"HOUST\"], start=\"1980-01-01\", end=\"2020-04-01\")\n", "data = reader.read()\n", "housing = data.HOUST\n", "housing.index.freq = housing.index.inferred_freq\n", "ax = housing.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We fit specify the model without any options and fit it. The summary shows that the data was deseasonalized using the multiplicative method. The drift is modest and negative, and the smoothing parameter is fairly low. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:15.965709Z", "iopub.status.busy": "2024-04-19T16:44:15.965406Z", "iopub.status.idle": "2024-04-19T16:44:16.187451Z", "shell.execute_reply": "2024-04-19T16:44:16.186710Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: HOUST No. Observations: 484\n", "Method: OLS/SES Deseasonalized: True\n", "Date: Fri, 19 Apr 2024 Deseas. Method: Multiplicative\n", "Time: 16:44:16 Period: 12\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "=========================\n", " Parameters \n", "-------------------------\n", "b0 -0.9186771048351511\n", "alpha 0.6160097690686192\n", "-------------------------\n" ] } ], "source": [ "from statsmodels.tsa.forecasting.theta import ThetaModel\n", "\n", "tm = ThetaModel(housing)\n", "res = tm.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model is first and foremost a forecasting method. Forecasts are produced using the `forecast` method from fitted model. Below we produce a hedgehog plot by forecasting 2-years ahead every 2 years. \n", "\n", "**Note**: the default $\\theta$ is 2." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:16.190855Z", "iopub.status.busy": "2024-04-19T16:44:16.190474Z", "iopub.status.idle": "2024-04-19T16:44:18.231924Z", "shell.execute_reply": "2024-04-19T16:44:18.231236Z" } }, "outputs": [ { "data": { "image/png": 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DQEfH4RGoyNdIW5Li8dgwzAQAAAAAMFwIVAAAABwG2tvbjOM+n3d4JzJIhWRUpFJ2QQENAAAAAMDYQKACAADgMOBW+imVyt3vYbRJpfIHKiTKPwEAAADA4YRABQAAwBgXDoddG0ynUrZs2x7mGQ1coZkSsRiBCgAAAAA4XBCoAAAAGOPy9acopJzSaJFIFDbXWMwcmAEAAAAAjD0EKgAAAMY4t7JPaWMpUFFo6ScaagMAAADA4YNABQAAwBjn1kg7bSwFKij9BAAAAADvPAQqAAAAxjDbtvOWfio0S2E0KDxQQeknAAAAADhcEKgAAAAYw7q7u/P2dRhLGRWFzpWMCgAAAAA4fBCoAAAAGMPyZVNIUiqVGoaZDI1CAxXRKIEKAAAAADhcEKgAAAAYw/I10pakZPLwC1TE45R+AgAAAIDDBYEKAACAMaywQMXYKf1UaI8KMioAAAAA4PBBoAIAAGCMSqVS6uwspPTT2AlUJJOFBSri8Zhs2z7EswEAAAAADAcCFQAAAGNUV1enUqn8i/VjKaOi0LnaduHZFwAAAACA0c030hMAAADAwBRS9kka3kCFbdvat2+venp6VFVVrbq6uqKOTyQKn2s0GpXf7y92igAAAACAUYZABQAAwBg1GgMVq1e/rr1792a+PuqoozRr1tGO/WzbVjKZlNfrlWVZmfFCSz9JUiwWlVQ+qPkCAAAAAEYegQoAAIAxqqOjsEBFKpU6xDPp1drakhWkkKRt297StGkzsjIfurq6tHbtGrW3t8nv92n+/AWaOHGSJHNQxeOxjCWu4vH4ED8CAAAAAMBIoEcFAADAGJRMJtXV1VnwvsOhqanJcO2UOjo6ssbWrXtT7e1tkqR4PKHVq19XJBKRZO47UVJSarxeNBod5IwBAAAAAKMBgQoAAIAxqKOjXXb+PtqShi9Q0draahzv7u7K/DscDqu1tSVru21L+/b1ZmKkUs65lpSUGM8bj8cGOlUAAAAAwChCoAIAAGAM6uwsLJtCGp5ARSqVUkdHm3Fbd3d35t9dXV3GfdLZEaaMilCoRH3aWPQ5hkAFAAAAABwOCFQAAACMQeFw2Dju8ThX9E1ZCkOts7NDyaS5F0bfjIq+/+4rGo0qlUoZs0T8fr98Pr9jnIwKAAAAADg8EKgAAAAYg8LhHseY3+9TMBhyjA9HRoVb2SdJ6uk5OFe3jIp4PGbMppAkn8+rYDDoGCejAgAAAAAODwQqAAAAxiBTRkUoVCKv1+sYH55ARYvrtnA4nJlD3zJQfcVi7oEKj8erQCDgGCejAgAAAAAODwQqAAAAxiBToKKkxC1QYS7JNJTa2tpybk9ngLiVforFYq4lqnw+nzFQke5rAQAAAAAY2whUAAAAjDGJRELxeNwxXlJSKo/HGag41D0quru7FYvlzm5I72OatyTFYlHXjAqv16tAwFn6KR6PyzY1tQAAAAAAjCkEKgAAAMYYU38KKZ1R4fx4d6hLP7W1ufenSOvu7nLNppB6sz7cek54vT4FAs5m2pLyBkgAAAAAAKMfgQoAAIAxpqfHWfZJ6s2oGIkeFbkaaad1d3e7NtJOcwvA+HzmjAqJPhUAAAAAcDggUAEAADDGuC3ol5aae1SkUoe2R0VhGRU9ro2000x9N6R06SdnjwpJrlkYAAAAAICxwzfSEwAAAEBxIpGIcTwUKhn2HhWxWCxvAEKSenq65Pfn/ujpFoDpLf1kDlTEYjTUBgAAAICxjkAFAADAGGNa0Pf7/fL5fC6ln1KybVuWZQ35XAop+yRJ8XhC7e1tOfdxy6jw+Xyuc6dHBQAAAACMfZR+AgAAGGNMC/qlpaWSZAxUSIeu/FMhZZ/S4vFEzu09PebMjFylnwhUAAAAAMDYR6ACAABgjDFlVJSUlEiSvF7zx7tD1VC70IyKQqRStnHc6/XK7/fL43FmVUSjlH4CAAAAgLGOQAUAAMAYEovFlEg4gw4lJb0ZFaYeFdKhCVQkk0l1drY7xquqqobsGh6PJY+n9yOr3+/MqojHyagAAAAAgLGOQAUAAMAYEomY+zikMyrSi/r9HYpARUdHuzELYvz4CXkbZxfK6z14nmAw6NgejRKoAAAAAICxjkAFAADAGOLWcDqdUeHeo2LoAxWtrS3G8ZqaGpWWlg/JNfo+HlOfiliM0k8AAAAAMNYRqAAAABhDenqc/Smkvj0qhq/0U1tbm2PM47FUVVWtsrLSIbmGz3cwoyIQcGZUEKgAAAAAgLFvaHLyAQAAMCzcMyp6AxV2MqmebeslSaEjjpLH55ckJZOpIZ1HKpVSW5uzkXZlZbU8Ho/KysqG5Dr5Sj8lkyklk0nXAM1YkmqJKPlMg+xIQt5TJso7s3KkpwQAAAAAw4KMCgAAgDEkHHZmVASDQXk8HiViMb187+3qXPuKOte+ovaVz8i2e3tIDHVGRUtLi+LxhGO8urpaklRWNlSlnw5+XPX7/cZ9otGxn1Vhd8QU/+0WpbZ1yG7sUeJP22X3OL+/AAAAAHA4IlABAADGrK6uLjU2Nqirq6uo4xrWr9brj/5OTTu2HqKZHTqmjIp0f4pXHrhX7Q07M+OxA41KdrVLGvoeFfv37zOOjxs3TpJUWjr0pZ9MGRXS2C//ZEeTiv/hLam7T2AinlJqe8fITQoAAAAAhhGlnwAAwJi0c+cObdiwTm8nDOjoo4/WkUcelfe4jc89qZfu/4Ukac2yh3TBl29V7dTph3KqQ8qUUVFaWqKtLz+nzS885dgW3b9HvopqpVJDV/rJtm1joMLv96umpvbtOQ1V6ac+zbT9AY1vC6muM6T20pgaanskS4pGY0NyrZFgp2wlHt0uuyni2Jba2SXv/NoRmBUAAAAADC8yKgAAwJiTSCS0adOGTJBCkjZv3mzsmdBX046teuWBezNf26mUNj735KGa5pCLRqNKpWzHuN3TpZd+83PjMbH9eyQNbemn9vY2Y7ml8eMnyLIsSb0BhnTfjMHo26OiZFNY83fXaEJ7iWY3VmliW+/54/GxGaiwbVuJp/cota3TuD21ozNTugsAAAAADmcEKgAAwJjT1tZmbA69Zctm12MiXV165n+/r1S/Bfs9b64aM4vBpmwKOxHX5sd+p4RL+aNY836l4rEhDVTs22cu+zR+/ISsr3OVf3o7npFXOqMiublN3hUtWdsmtvYGKsZq6afkqialXm9y36ErLrt1bD42AAAAACgGgQoAADDmRCLOPg2S1NzcbMyqsG1bj/34u+pucS4K97S1qK1PX4eR0tzcrG3b3lJra4vrPv37U9i2rY41L6m7yRw46N0ppVjT3iHtUWEq++TzeVVfX581lquhdsiSuresVXTf7pzX8vl8Su3tUeLPO9Q/tlEZDsiTssZk6afU9g4ln9mTPei1pGD2x3N7Z3H9V4aDHUkoubZZybc6ZCfHRpAPAAAAwOhGjwoAADDmRKPOev5pW7Zs1pIlJ2aNvfmXR/TWqy+7HrP7zddVM2Xk+lRs2LBeO3Zsz3x95JGzdPTRsx379c+oiOx+S5Hdb2WN1UyZpq5wRPGW/Zmx2P7dxgyUQti2nSnnJEmdnR3q6XFmdtTXj5PHk73IXlZm7lORjPRo5zN/VOrtkk1lc45T+ezjjPsGopbif3lLSjgXxD22peruwJjLqLA7Y4r/eYfU7yH5zpum1LYOpdYfDLaldnbKe3y9Rgs7nlL815tlt7z9PS/3y3tCvbzH1skK8acFAAAAgIEhowIAAIw54bB7oKK5uTkrK2Hf1g167Y+/yXm+PW++PlRTK1o4HM4KUkjStm1b1dPVpY3PPak1TzysSFdvD4OenoMZFalYRJ1vrsw6zh8q0bs/caOCE6dljUf371EikShqXu3tbXrhhef1xBOP6/nnn818T03ZFJI0YcJEx5hbQ+3wzi2ZIIUkdW98Q5HGHY79vElLtS/0SN3uc6/pCigWGzsZFXbKVvzRHVI4O8PFe+pEeefVyDO9Ims8tatLtqEvyUhJrW89GKSQpK64ks81KvbTdYr/dbfsjrHzXAAAAAAYPQhUAACAMcet9FPa1q1bJEmpVErP3/sj2ak+2QSWpXln/X3W/ge2bVK0Z2RK7LS3tznGbFt68Vd36aX7f6FVf/yNHv2ff1G4oy0ro6Jr/Wuy49mZBKf807WqHD9JpZOOyBpPRcLq2t9Y8JySyaTeeON1dXb2Bki6u7u1cuXLamlpNvan8Hgs1dePc4y7ZVTE9jvLPXWsWq54R3bZrtkNVfJ3ZGeCpDzZi/bV3cFRGaiwW6NK7eyUHcsOSCSXN8re05015plVKe/Jvf09PNP6lcuKJGXvz/16H07Jtc3mDYmUUq83KfarTbLbx1aGCwAAAICRR6ACAACMOZGIe0aFdDCronX3dkdfimPfd6lO+MDl8vr9mTE7lVLD+jWHZK75mBbZU9GI9qw+mC3R3dKkv/38++rp6g2mxFoOKLxzS9Yx0084STMWnSxJ8lfWyFuaveDdvuNgo/FkMqmdO3do06aNxkDJgQP7Hf0wUilbr722MhO86Kuurl4+n7PsTygUkteb/XEzFY0o3ursFWInE2p/5WmlYr3PrS9paXx7KGsfqzaoPQuzj6uI+JXsGl2BiuT6VsV+sV7x321V7K43lfjbHtkdMaW2dSj58v7snSv98r1vWqa8llURkFUTzNoltdP5PR8JqQNh2Y3Osl9ZuhNKvdUxPBMCAAAAcNggUAEAAMacXD0q0rZu3aKqiVPkD5VkxibNXahj//5S+QJBTTz6mKz997y5asjnWYh43LnIHj3QoP4NDPZv3aj9K5+VnUqpc82KrG2+YEhLLr3y4Nc+nwLjp2Tt075zq6TeIMVLL72o9evXadu2t7RixYtqbGzI2vfAgX6L6W9z63MxfvwE47hlWY7yT72PzSzZ06X2V3sfY8JjK+7tc70Sn/yXHqn4pIASnux5lLd7ZNujozySnbKVeLbPY4ymlFx5QLH/Xaf4n7Zn7+yx5H//DEdvB2tav/JPO0ZJoKJ/NkWZT5651erf5dwaXyIAAAAAKAYd7wAAwJgSj8eVSCTz7tfc3KzO7m6d/8X/1IZnn9C4yRM14+RzMg2fpxxzvPasez2zf8O6N2SnUrI8w3sfRzzu7L8Q27/HuG94xyYluzuU6Fci6fjzL1NZTV3ma6/Xq+D4qQpv35gZ69nfoGhPl1raOxxZEevXv6kJEybK4+ld8HcLVJhYlnugQpJqa+uyrmcq+9RXrGmvuta/qopj3qXVM1p0QnSa/KGAvGdMklUVVKApoPbSTtV1Hcy2qOnqLf8UDAZznHl4pLZ1SF1x5wZbUjw7wOL9u0nyTHKWx/JML1fqjYNZJ3ZDt+xESpZv5O4xshMpJddlv+68C+rkO32S7DNiSq5plt0SkefoalmTzSW/AAAAAMANGRUAAGBMKSSbIm379m2qmjhFJ19+tU665ENZ5Z6mHHN81r6Rrg4173xrqKZZsFgsu56/bacUdQlUSL0L+X2Vj5+kuWeelzXm9XoVqJ8gebx9T6yG9WvU3t7uOGc8nsg0yW5razUGT9xUV9cqEAi4bp8+fYZCodDbU0gpuj87o6Js9rHyBLPvwO95a70S3Z3qKkkoef4k+S+aKU9t7zkCgaBay7OzUHobao+OvgipNS49HPrxHFUl7yJnXw9J8hzRr09Fwpbd0G3ctxipA2ElN7XJjpszY3Ieu6VdivRrAL6gVpJkVQbkO22S/B+YKe/cmkwZKwAAAAAoFIEKAAAwpoTDhQcqWlrcF40r6ieoasLkrLHdb74+0GkNWP8eFfHWJtmGclBujrvwH+XxZifJejxeWV6fAvUTs8b3vLlK8bjhbn9JDQ29wZH9+wvPppCk8ePH59xeUlKi0047Q8ccs0BTKssdj61k2tGqWnKm1C+TJdnd2+fA2++x9QYqsoMSJXGfYk15eicMA7sr7ujPYB1RLvn7feSuDMh33hGuC/pWyCdrQnbwJrVzcM3ekxvbFF+6UYk/bVfsnvWy24oL7CT7BWCsaeWyqkc+gwUAAADA4YFABQAAGFMikbBxvLq6xjGWSCSVTLqXieqfVdG3FNRw6R84iO3LzqaonnSEFrz3QuOxoSOO0pS5Cx3j6QbWwX59KhrWvWHsiSFJTU0HFIvFiir7JEkTJkzMu4/P59PUqUcoYcgG8ZaUKVA7TpXHnZrJAPFV1ipQOz5zbF/BYEDdwYRi3uzn1do9+IyDwUq+2ZLdWsTvkf/imQpcO1/ev5ssa3qFPLOrFLj8KEdfiv4804euT4WdtJV4uk/JrY644g++JbunsMwZuz0qu1+gxLugzmVvAAAAACgegQoAADCmRKPmO8FrapyBilz7S9KUY07I+rp5x1aFO9oGPLeB6J9REe3Xw2HKghN0/AcuV+URR2aNW/6Aqo5ZbOzL4PX2Lvj3b6gd6epQ515zWSnb7m1A3t3tXPCvr69XRUWFEl0dann+MTU99Qf17Nik6uoalZQU3jh597rshuUT5xwMspRMPVL1Z12kmlPPU+1p75Pl82c9ljS/PyBZcpR/8uwpPNPGjR1PKdXYLdvUYyLfsbbtyDrwzK2WFfDKCvnke9d4BS6bJf8HZsqqdC+VlTm2X0Nte1+P7EjhJbn6Sm1pk7qzj7Vbo4o/9FZBZaCSa1uyB0JeeY6uGtBcAAAAAMCEQAUAABhTwmFnRoXHY6m8vNywt7MHRF/jZ82VLxjKGmtY98bgJlikvhkOyXCPo1H21GOOl8fj0fhTz5W/5u2eBh6vqk44XWXVtcbyQenFfV9Zhbzl2QvK+19brlTMvKi/c+cO4/jkyVN0/HHHq+OVpxRvPaBkd6c6V6+QvWuTbNs2HtNfT1uLWndnn79/Rou3tFyBugmy3s6isCxnoCIdmOlf/imwP17wXEzseErx321R/FebFfv5+t7siGKO39UltWcHT7wLB551YE0uk7x9nltbSq1vld0WlR1OyA4nlNrZqcTK/Yr/eYdiv9yo2G+3KLXPWQIruarJMSZJdmOPEo9sl51y/77ZKdsRqPDOqxnRxt4AAAAADj+5c84BAABGGVPpp1CoRIGAuV5+NOre78Hr82ny3IXa+cYrmbHd617XrJPfPaC5pZIJrfjNL7Tz9Zc17sjZOunyj6u8tt51/2QyqWTy4B3t/Zto+0tKNW7mbElSPJVSzWnvU6K9RZ5QibyhUtdsBk+fJtrB8VPU03WwgXZ47y5F25pVdcLpCtRPlG3birfsV3jHZsWaGmX5A6o87lQFanuDIpYl1deP0+Znn1C8K7v/wqZnHpNXtpb8w1V5Gyj3L6vlLynVxKPmacOeveYD5AxSSL2loLxej1rLsgMV3rhk7w/LmlCacx5ukqubZDe+vcifSCmxbKdU4pX3yMIyB5Kr+/VwqA/JmjiwuUiS5ffImlKWVXIp8dQeSe6N1iUp/rstCnxsnqzy3oyU1IGw7D3uZbFSb3Uo8dfd8p0z1fgcpra2S/0yTDyDCMAAAAAAgAm3QgEAgDElEnFmAwSDIQWD5nI6uTIqJOdd/bvXvKZtr744oLmtffKP2vLi04qFu7XnzVVa9r2vq+OA+0K8oz9Fv7JPk+cdK4/Xq1QqpWg0Isuy5K+ukzfUuwAeCpkDFX0X+Eumz5b6NaRORXrU+uKTan99uZqf+aNaX1imyJ63lIqGlexqV9tLf1Gyp3eBvLq6Vql4VKuX/cF4rfXPPK4Vv/5fpVK5Swjt6deofPK8YxUMheTxuAc4+jfSTvP7A4oGUuoJZJczGmjDadu2lXy9X9aBLSX+tF2pxvy9L+xwQqkt7VljnoV1eYM3+fQv/1SQaEqJZw4GMxyPq8QrBbMDQKnVzYrfs0GJvzUotbtLdiyp5PpWxR7YqsQft2fta00slWdc4eW+AAAAAKAQBCoAAMCYEo06AxUlJSHXjIq8gYr5x2d9nYzH9NzdP9QL/3eX4m9fq7Npn17742/0wL99Vr/83BVacf/PlUxkL5KHO9q09ok/Zo11tzZp2fe+rrbGXcZr9y37ZCeTih1ozNo+9e0eGolEQqaqRqGQ+TH3DVT4yitVveRMWYFQv71sRXZtVbKrXf3ZibjaVz0v205p/PjxWvP4Q4r1uC/Yb37hKT1/zx068NYmJWLODJZkPK6GDWuMj83vd+/XYMqokNzLP6W2dcjuSchO9n6z7O64Uts6lHhpn+J/2q7Y77cq+XqTo0RUanun1GbIvEnYij/4llItuftfJNe3Ssk+5/Ra8s4z90wphufoKilHIMdNamObUts7ZUcSSq3LLiXmPa5e/otnZpeVkmS3RJVcuV/x+7codvsaJf68Q7ahgbd3YW3R8wEAAACAfCj9BAAAxox4PJ5VKimtt/STecE7V+knSSqtrtWsk96trS/9LWt8y4tPa/9bG1VWU6fGfovsm577i/yhUi2+6B8zY288+oAShqBIuKNNy77/DZ3z2X9R3REzXecWa9knO5kd/Jg8/zhJvYEKE7eMA683+16U4PjJqnv3+2Vte1MHtqw3HtNfvGW/ujevVekxx2jDs8uyttVMmaa2xt2y+2RRbH/tRW1/7UVZHq9qpkxT/fRZqp8+S3XTZync3qpEvwBT+rEFAgHXhuc+n/nxpZ/r1rKYprSUZcbtXV2K/WTt2wdbUsIZ3Uls75RPkvf4gyW5Uv2zDvqKJBX//VsK/NPRssr8js22bSvVv4n20VWySgb/MdtTG5Lv/GlKrjwguz0mRRNS35e/1+otMTW+RKnN7VIkmdmU+Ouu3hJNiT4HWJL32DpZFQH5zp+uxJ+2Fzehcr88cwcfgAEAAACA/ghUAACAMcPUn0LqvcPesiz5/X5HOaW+WQtuTvzQx2TbKb318nNZ4x37GtSxr8F4zJt/+ZMmz12oSXMWqK1xtza/+LTr+aPdXXriB/+pRRf9o8YfOUdVk6bK4/FkzS3Wrz9FsHa8Sip6+yMkk+ZAhdtCvmU5k2a9oVItueLT+ttv7lbXxtfVP0XDW1YhO5lUKnKwGXP3pje08v5upfoESjxer8785E1qbdipZ+/+YdY2SbJTSbXs2qaWXdu06fm/pCeUtU/d9FmZx+YWYJLcAzHp7Jm2sqhs2bJkyDowBCkym55rkOeoKlnlftltUaXeyu69oXJ/dl+GjphiSzfKM6tKnlmVvSWZeuJKrmvtbbo9hE20+/POqZF3Tm9wwLbt3sBDJNmbwVERkPV2ZkRyYpMSTx4sHWa3xZR8PjtDx3NUlayK3u+3d3a1dOGM3r4X/XpQOAQ98sytke/ECbIC5iwXAAAAABgMAhUAAGDMCIfNJXjSvRqCwaAjUJEvo0KS/MGQTr/qek2au1Av3f8Lx93/Rrat55f+WB+4+b/12sO/zsou8PoDqpl8hJp2bM2MxSNhvXT/LyRJvkBQddNmyl89ThHbkr+6XtF92YGK0MSpmX+7ZVS4BSrcSibF4nGVHb1Q/vqJ6npzpZI9XQrUT1DJtNny101QvPWAWpcvk2RnHmPT9s1Z55hzxntVMW6CKsZN0FnXflHP/Ow2JeN5Frr7BUX6lttKl3EyPw5zldL0MQmfrdaymGq73c9hFOvt4+B//wwl3+iXTRH0KHDlbMUffEv2vj6BsZ6EUmuae7MnvFZ2qae+qgOyjigvbj4FsixL8nt7/+vHs7BO1tqWgw3BpczTmNY3i0SSvEdXy3NUley9PUq91aHU1nbZBw6+9q1p5fIuqOsNcPipGAsAAADg0CFQAQAAxgxTfwqpt0eFZL47P1+Pir5mnXiGxs08Ws/dfbuad76VtS1QUqa66bPUuGF1Zizc3qon7/gvte7ekbXv/PdcoAXvvVBP3fkd7du8znGdRCyqfVs2SNrgOpfA+CmZf5vKXUm5Sj+ZAxXpRuSBmnGqPf3vndesHa+y2ceqe9MbxuP9JaVa+L5LM19PmX+c3v/Vb2vdU3/Wgbc2qW3vbkdQwmTqghMOnjNHjwq3QIzff7AE06bJ7ZrdWKXq7oA8tiGzwu+RNa5ESqayAg+pjW1KzmlTcm1L1u7eBXWySv3yX3KkYr/ZbO5d4RakkORbPH7QTbQHwrIs+c45QvH7NjoCFJJk1YWMARTLsmRNKpNnUpl02iTZHTHZnXFZlf5M9gUAAAAAHGoEKgAAwJiRXmjvLxgMvf1/5531xQQqJKly3ES976ava+0TD2nbqy+qrLpWs076O007/iR5fT795cf/nRWs6B+kCFVUasE5H5A/GNL0916i1o4Oxfbt7n+ZnDzBkDwV1Zmv3Us/mQMSboEKt14QfZUdvVCxAw2Ktx5wbFt47kUKlVdkjVVNmKxT/vGTknqzRpp3bVPTjq1q3rFVTdu3qrs1O2OhfvqsrF4dAyn91Pd5jgSTWj2jN9hw4qITVV1SKTualKJJKeSVVR2U5bFk9yQUu3t9dh+HR3c4gg7e43qzDqwyvwKXzVL8sZ2y97g3Ek+z6kLyLhonzwg2m/aML5F30TglX3U+d97j6wsKoFiVAVmVBCgAAAAADC8CFQAAYMww9ajwej2Zxe5074K+4vGEUilzRoIbr8+n486/TMedf5lj2+lXfVp/uvUrinR1GI6Ujjv/MvlDJerq6tKuPbtV/a4zFdmzXdG9uxRva1IqnH/RuzebwlIqlZLH4ym69JPH4xaoMAd6vF5PJmvD8nhUtegMtTz3qFJ9gjxlNfWad+b7cs7bHyrRxKPna+LR8zNj4Y42Ne3Yqpbd2+X1+TX7tPfI8hwsI5S79JP5cZieZ0mKpRKyyv2yyp1Nr61Sn3x/N1mJJ3YdHOwXpPDMrJBVc/DcVlVQ/suPkt0aVWprh1JvtfcGLdKHvd27wbugTtaEkhHJpOjPe+pEJTe2ZfedCHjkmU8TbAAAAACjV9GBinA4rOXLl+upp57Sq6++qoaGBnm9Xk2bNk3nnnuurr76apWVlRmPffDBB/WrX/1KW7duld/v13HHHadPf/rTWrRokev1Xn31Vd1555164403FI/HNWvWLF1xxRW6+OKLXY/Zu3evfvCDH+i5555Te3u7Jk+erAsuuEDXXXddzj+GAQDA6GbqUZHOppDc784vJJOgUCWV1Tr1iuv01J3fcWyrmjBZR596tiRpw4Z1SqVsWZZHJVOPVMnUIyVJqWhYR0+epK59u7V19avq2d8ou2/Db8tS6Yy5knp7UwQCAddAhVtAwr30k/n7MHv2XK1ff7BElb+8Qu+67GN6+dd3ybZtWZald112lbw5yjS5Kams1hELF+uIhYuN2wdS+ikQcAYipPzZM54Ftb19HBrMwSJPvx4O0tulkWpD8tSGpHeNlx1OKLW3R5bHkjW5bNT1brACXvneM1WJh7dlxrzH1dMEGwAAAMCoVnSg4pFHHtEtt9wiSZo1a5bOPvtsdXV1adWqVbr99tv16KOP6r777lNdXV3Wcf/1X/+lpUuXKhQK6bTTTlM0GtULL7yg5cuX64c//KHOOeccx7WWLVumL3zhC0qlUnrXu96lmpoavfjii/rKV76ijRs36itf+YrjmB07dujyyy9Xa2urZs+erSVLlmjt2rX60Y9+pBdffFH33ntvzhIDAABg9DJlBIRCBwMVbjckFFv+KZ+pCxZp7rvP04a/LcsaX3TxP8nj9Wrfvn1qbm42HusJlqj2yNk6askp6qmZpI6ODiV7upRoa1IyElZg3CT5K3vvfk8mk2//v9hm2ubFc7eMiqlTj1BpaZkaGnbL6/Vp+vQZKi8vV83EyWrcuEbjj5yjSXMWGI8drGAwV+kn8+NwzajI8zxbliXfe6cq/suNUv8km6qAPDMqcx4vSVaJT96Z+fcbSd6jqqTzpym5rrW3HNSpE0d6SgAAAACQU9GBCp/Pp8svv1wf/ehHNWvWrMz4/v37dd1112ndunW69dZbddttt2W2vfDCC1q6dKmqq6t1//33a8aMGZKkVatW6corr9TNN9+sE088UZWVB//oa2tr07/8y78omUzq9ttv17nnnitJampq0j/90z/pF7/4hc4880yddNJJWfP76le/qtbWVl155ZWZgEoikdCNN96oJ598Uj/96U91ww03FPuwAQDAKGAq/RQKlWT+7b6AHTeOD8bii/9JTTu2qmn7FknS9BNO0tQFi5RMJrVx4/qcx6YzPGKxWO/ieVmFfGUVjv3SAYpEIunYJuUKVBRe+snr9cjj8ai+vl719dkZBeOPnK3xR852fyBDIFdGhVuPikAgIMty9u2ORg2Nr/vx1JfIu3i8kq/sz77W8fWyPCNfummoeOfVyjtv5PplAAAAAEAxis5Vv+SSS/SNb3wjK0ghSePHj9e///u/S5KeeOIJxWIH/1C8++67JUmf/vSnM0EKSTrhhBP04Q9/WB0dHXrggQeyzve73/1OXV1des973pMJUkhSfX29vvSlL2WdN2316tV67bXXVFdXpy9/+cuZcZ/Pp//4j/+Q3+/XL3/5S9fyCQAAYPSKxWJKpWzHeHZGhXnRe6gzKiTJ6w/ovBu/plM+cq1Ov+p6nXH152RZlrZvf0vhsDOg0ld6ezyee2E9nVFh+uxiWe4BCbeSUKbvn89nLqM0XHKV5XQLxFiWZQxwFPo8e0+ZKFX1OT7klfcYFvUBAAAAYKQMaVHduXN76ynHYjG1tbVJkiKRiFasWCFJet/7nA0Y02NPP/101vjf/vY3SdJ5553nOObd7363gsGgXnjhhaya088884wk6ayzznKUd6qvr9fixYvV3t6uV199dQCPDgAAjCRTNoWUHahwy6gopkdFMplUQ8MevfLKS3rqqSf1wgvPq6mpybiv1+fT0aecpSNPPEMej0c9PT16662tea8RiUSUSCSMgYO+0pkUptJPbov4knsAw8TvH9lAhdfrdS3xlOtxmEp5Fpo5Y/k9CnxwljxHVcmaXiH/RTNllRSdaAwAAAAAGCJDGqjYtWuXpN4/eKurqyVJ27ZtUywWU21trSZOdNbHnT9/viRp48aNWeMbNmyQJB1zzDGOYwKBgI4++mhFo1Ft27bNcUz6nIVeCwAAjH6mRtpS/9JPbhkV+UsCtbW16s031+qZZ/6qNWtWq6WlRfF4Qp2dnVq1aqU6OzvynmPTpg15gw9SbwmmQuaUK6PCLWtCKi5QMdIZFZJ7gMmt9FPvMQPPqJAkqyoo/0UzFbhsljxTyws+DgAAAAAw9IY0ULF06VJJ0umnn57547GhoUGSjEEKSSotLVVlZaXa29vV1dUlSerq6lJnZ2fO49Lj6fNLUmNjY9HHAACAscGtEXQodHCR2+PxyO93Lm7nyqhIpVJas2a1XnpphXbv3mXsB5FK2Vq3bl3O+cXjce3fvy/nPmmRSCRv2SfpYCZFOmDR19BlVIx8JoF7oML9o6qpZNShKPEFAAAAADj0huwv07/97W964IEH5Pf7deONN2bGe3p6JGWXZeivpKREHR0d6u7uVnl5ubq7uzPb3I4rKem9e7Lvvulrpbf1V1pa6jimUNbh01sRGPXSP2/83AHoKxqNGN8XSkpKssaDwaAjAyEe713ANh3f2LhHjY178r7ntLe3au/eBk2aNNm4vbu70/Ua/UWjEcXj8bz7plJJWVZvoKL/vj6fz/V4r9dT8Huo3+8f8ffbYNA8B7/f/TEGg0HHtkQiIdtOyeMZ0ntxACM+rwAYSrynABhqvK9gNCjm9TckgYqtW7fqS1/6kmzb1pe+9KVMr4rDSV1dxUhPAXjH4ecOQF87d3pUWZl9M4LP59OkSdlNkMePr1FzcyprLBTq/chjel/ZurXTcV43e/fu1Lx5s4zZDIlEt/E85eXlmazRvsrKfHmvW1kZUn19hcrLA7Lt7H3r6ytVX+/+PlldXaZUKuW6PW38+Oqc5xkOEybUKhp1fo8mTKhRWVmZyzE1am11ZrBUVgZz3iADDDU+rwAYSrynABhqvK9grBh0oGLfvn265ppr1N7erquvvlof/ehHs7ansxgiEXO5BkkKh3ubY6b/EO37B2kkElF5ubNucP9j+l4rva2/dMaF2x+8uTQ3d8rOX3IawBCwrN5fpPzcAehr794WdXRk/44vKytTU1Nn1lg4nHDsF4n0ZliY3lf27m1RV5f5s0N/HR1hvfTSKs2Z47wpY9++Vsd1Jam0tMo4vnPnXuN4XwcOtKuyslPNzR2Oz1KhUNTx2Pvq6ooae1s494vlPM9w6O6OG78Xra09CofNwRa3YxoamlRZWTXkcwT64/MKgKHEewqAocb7CkaD9OuwEIMKVLS1tenjH/+49uzZo0svvVRf+cpXHPtMntxbHmHv3r3Gc/T09Kijo0NVVVWZgER5ebkqKirU2dmpvXv36qijjnIclz5f+vySNGnSJK1bt871WqZjCmXb4ocaGGb83AHoKxwOO94TgsGQY8zvDzrGYrG4bNs2vq/EYjHHWEVFhSZOnKTNmzc55rF9+zZNnjzVcSNFNOo8jySVl1fItp2fTdrbO/K+xyWTKdl2uqRR9jav15fzeI/HK9vOH6jId57hUFZWbngeffL7A65zMz3PkhSJxFTBTWMYRnxeATCUeE8BMNR4X8FYMeACvt3d3brmmmu0ZcsWnXvuufrmN78py1B0aubMmQoEAmppadG+fc70/HRjyjlz5mSNp8tHvfnmm45j4vG4Nm/erGAwqJkzZzqOcWt26XYtAAAwutm2bWymHQo5SycFgwHjOWIxc/NqUwPmqqpqHXnkLNXW1jq22ba0YYPzs0Y8Hjeev6LCfHd/V1eHcbyvdEaEKTPC6819v0mhDbUDAfP3aziNHz/B0WPsiCOm5+w14fY8F9KkHAAAAAAwugwoUBGLxXT99ddr9erVOv3003Xbbbe5/jEcCoV08sknS5Iee+wxx/bHH39cknTWWWdljb/73e+WJC1btsxxzDPPPKNoNKpTTz1VwWAwM37mmWdKkp5++mnHYkRTU5NeffVVVVVVadGiRQU+UgAAMBrEYjGlUs7bgEy9CAKBoGNMkqJRZ0AiHo8b7y5KL97Pmzff2PyrubnZcQOGKRDi8ViZ0pTOa+fPdkgmk0qlUsY5mvpk9FVooMLn8xe036Hk8/l04okna8aMmZowYYKOOWaBjj56ds5j/H5zoML0PAMAAAAARreiAxXJZFI33XSTVqxYoSVLluiOO+7Ieyfe1VdfLUn6yU9+ou3bt2fGV61apfvvv1+VlZW67LLLso754Ac/qPLycv31r3/VE088kRlvbm7Wd77znazzph177LFatGhR1j5S712IX//61xWPx3XllVfK7x/5P8gBAEDhIhFzLwdToKKYBWy3Re30Z5vy8gpNmzbDuM/WrZuzvjbdye/3BxyZAsVIJhOufSZ8vtyBCI+nsECF3z/olmVDIhQKac6cuTr++EWaOvWIvPv3vVmlL7fMGQAAAADA6FX0X6b33XefnnzySUlSTU2Nvv71rxv3+/KXv5wpl3Dqqafqqquu0tKlS3XxxRfr1FNPVTwe1wsvvCDbtvWtb31LlZWVWcdXV1fr1ltv1Y033qjPfe5zOvHEE1VdXa0XX3xRHR0duvrqq3XSSSc5rvutb31Ll19+uZYuXaoVK1boqKOO0po1a7Rr1y6dcMIJuu6664p9yAAAYIRFIuaAQjGln6LRqCOw4VYmqO8i+FFHHa3GxgbHAnhnZ6ei0WhmX1OGRCAQkMfjkd/vdy0NlUsymXQNVOQLRHi9hd2PMlZv4PB6vfL5vEokklnjplJeAAAAAIDRrehARUfHwXrK6YCFyWc/+9msus7/+q//qnnz5um+++7TCy+8IL/fr1NOOUXXX3+9aymm8847T/fdd59+8pOf6I033lA8HtesWbN0xRVX6JJLLjEeM2PGDD300EP64Q9/qOeee05PPvmkJk+erOuvv16f+tSnRkUdZgAAUBz3jArnXfW5Sj/1T8Bwu/u+b1aGz+fTzJlHauPGDYZzRvoEKkwZFf635xkaUKAikUgqmXTLqDh8Sj8NlN8fUCKR/dqg9BMAAAAAjD1FBypuuOEG3XDDDQO62KWXXqpLL720qGMWL16s//3f/y3qmEmTJulb3/pWUccAAIDRKxJxNtKW3DIqCu9R4Rao6J+VUVJi7jMRi8X7/Dt3oKKzs9N4jlxSKfeMiqEKVIzVjAqpNygVDmcHKgYSEAIAAAAAjKwBNdMGAAAYTqaMCr/fZ1ysT5cE6s8cqHDrUZEd7HArJ9X3eLceFb3HO3tpFCKRSDhKG6V5vbkDFYX0qPB4rIIDGqOR6XkhowIAAAAAxh4CFQAAYNQLh50ZFbkW/03ln8zNtJ3BBctyZhm4lZNKZ1EkEgnZtmkevQvpJSUDC1Qkk7lKP+XrUZE/ADGWyz5J5ufFre8IAAAAAGD0IlABAABGte7ubnV0tDnG+zfG7qvQQIVbFoRlWf3O55ZREcv6v/NcvYGAgWZUJJMJJZPmjIqhKP00lss+SebnJZWyKf8EAAAAAGMMgQoAADCqbd++zZitUF1d7XpMIOBcgDcFE0wZFabFb5/PJ6/X+bEpHfxwu4s/fS5TL41CJJPuPSrylX4qLFBhDsCMFW4BJMo/AQAAAMDYQqACAACMWtFoVA0Nux3jHo+lKVOOcD3OLaPC7hfxMPWocFv8Ni3qpwMUfZtq95UureTW4DufXNkB+TIqPB4r53apt8/HWOb2fXXrPQIAAAAAGJ0IVAAAgFFrx47tSqWc6RSTJk3JWfrJtIBt285Ff1OWhdvit2n8YI8KczAhndlRUjKwjArJPTsgf6DinVn6SRKlnwAAAABgjCFQAQAARqVEIqHdu3cat82ceWTOY917Shxc9DcFLiT3ckimRf38PSp6z+X1egecvWDKDrAsyePJ/TEuXyCjd5+xHqgwB5Uo/QQAAAAAYwuBCgAAMCrt2rVT8bizP8OECRNUVlaW81i3rIi+PSncggvBoDlQYVoUTwcR3O7g7xswGWifCtOieyFBiHdqM23J/bkFAAAAAIxOBCoAAMCok0qltGPHduO2fNkUUmEZFW59DNzu0jcFP5LJlJLJpHFh3LKyAwoD7VNhClTka6Qt5c+4kAoLeIxmfr9flqEVh+l7Fg6H1dbWqkgkMgwzAwAAAAAUY2z/dQoAAA5LDQ17jIvNtbW1qqqqznt8ISWB+mZX9FVM6af0OdNNtfvy+fyy+qyiB4PuPTVyMQVUCgkwvBN6VFiWpUAg6Hit9P+e7dy5Qxs3rlcqZcvn8+qYYxZq4sRJwzlVAAAAAEAOZFQAAIBRxbZtbdv2lnHbzJmzCjpHIU2WTcEFyb30k1tGRDweM5Z+6j+HkpLcgQpTZoAkYzPxQjIqvN5CMirGdqBCMj/XsVi8z79jmSCFJCUSSa1b96ZSqdSwzREAAAAAkBuBCgAAMKo0NTWpp6fHMV5RUaH6+vqCzuH3++XxOFf+szMqzKWf3DMqzOPRqDlQ0X//fBkVxWRc+Hz5syUK61Ex9pNrzYGKg89tc3OTI9gTj8fV1tZ6yOcGAAAAACgMgQoAADCquC0gF9Kboq9cza8l9wbYbpkTbpkWsVjU2KMiEMjOVsjXTLuYZtuFBCHeCc20JfPz1fd5dutJQcNtAAAAABg9CFQAAIBRJRx2ZlN4vZ6iewqYFrD79qUwZVR4PJZr/we3vhexWMy1R0VfoVDuZtqlpYUHKoauR4U5+DKWmB5DIpHMlHZyC1TQVBsAAAAARg8CFQAAYFQJh50LyCUlpVmNqQuRrySQqUm1WzDC7XxS74J3Munsd9B//6HNqCikR8U7I6PC7XlJB6KiUTIqAAAAAGC0I1ABAABGFVNGRShUeP+GNFPQoW8WRd+GywePcc8w8Hg8xt4Q3d1dxv37BwF8Pl/O3hIlJUObUZEvUOHxWAUFM0Y7t1Jd6UBUJGLuReLWowQAAAAAMPwIVAAAgFEjlUoZF5BLSkqLPpdpAdu27UxvCnNGRe5SSKbgR1eXOVBhOleuhtnFZFQU0kzb48n9Ma9/aaqxyi0LJl3mKxIJG7ebnn8AAAAAwMggUAEAAEaNcNi8qDyQjAq3skbpkj/Fln5y2+5WQsjUOyHX4wgGA/J6C/toVkjpJ4/HI4/HvVzW4VD2SXJvch6Px2TbtmtAgtJPAAAAADB6EKgAAACjhluD49LSocmokHoDFMlksqC+Es7thS/u+/3OYEKujAq/P1BQA2ypsNJPUu7yT4dLRoVbQ/BoNKpoNCrbNh9H6ScAAAAAGD0IVAAAgFHD1J9CGroeFVLvnfRui9QDKf3kvq/zXLn6UAQCgSEJQPRlWe4f9UyBlLHIPSAVc22k3bs9KtstigEAAAAAGFYEKgAAwKjhllExsB4V7nfax+Pmsj9ui95p+QIZfRVT+snn88rj8RQcgCik9FPvfu7nO1xKP3k8HmPQJRaLur6eJMm2Kf8EAAAAAKMFgQoAADBqmDIqPB6rqABBWu6MisL7SmSfs5hAhTMQ4Fb6KX3dQgMQhTTT7j3f4V/6STI/b7FYLGegoncfyj8BAAAAwGhAoAIAAIwa4bBzYTkUKpFluTeFduP3+43NpHt6ul0XqN2yMNIKDVSkMyT6C4XMwZP0eQttpj0UJaIOl4wKyb3Jeb4+FG4BKwAAAADA8CJQAQAARg1TRkWuvg65WJal0tIyx3hHR4dryZ98PSgK7VHhlpkRCpkfSzpoUHgAorD9cjXnPpwCFaYAUzQaVSQSznkcGRUAAAAAMDoQqAAAAMPKtm21tDSrtbVFqVQqa9zU/Nhtcb8QlZVVjrHu7m719JibdufLmMiXcZHvPH6/35g1cTCjorCSToUHNHI10z58AhWmAFI8HjNm6PSVL+MCAAAAADA8CvsrFwAAYAgkEgm9/PIKdXZ2SpIqKiq0aNEShUIhRSIR2bbzmNLSwQQqKtXQsMcx3tR0wDHm9/uM5Zqy9ym09JP7R6y6unrt378/a6y2tk5SMT0qBl/66XDqUWEKDNm21N3dmfM4AhUAAAAAMDqQUQEAAIbNxo0bMkEKSers7NT27dskmcs+SVJJSemAr1dV5cyokMwL1IUEIQrtUZFrv6OPnqNQ6GBT7XHjxmnSpMmSCsuosCzlDaik5e5Rcfjcr+L2/Y7HEzmPo/QTAAAAAIwOh89fqAAAYFSLxWJqaNjtGN+/f5/mzp2nSMRcpqfvon6xKioqVWgf7kL6T1iWJb/fr3g8nnO/XEGP8vJynX7636mtrU1+v+/tOfZOspBMiUKzKaR3Uo+KwnqH9EdGBQAAAACMDmRUAACAYbF7906lUs7aTuFwWLFY7JBkVHi9XpWXVxS0byBQ2MJ9IYvi+c7l9XpVV1enysqqTJBCKixTotDyUOnruDncSz8Vwq2pOgAAAABgeBGoAAAAh1wqldLOnTtdt3d0dBgbH1vWwO+WT6uoqCxov0IyKqTCSkQV2suiv6HOqMhd+ulwClSQUQEAAAAAYxmBCgAAcMjt27c356JwR0ebMaMiFCrJyjgYCLc+Ff0VGhAJBgsJVAwsCFBIj4riMirMH/Usq7iAx2g30IyKeDyuVCo1xLMBAAAAABSLQAUAADjkduzYnnN7e3u7sUdFSUnJoK9dWVlYRkWhwYVC7t4/tBkV+YMZaW49Kg6nsk9S73Pn8QwsoEX5JwAAAAAYeQQqAADAIdXW1qr29vac+/QGKsKO8VBo8IGKQhtqF5pRUUgvi0L7XfSXq/l1WiFZF/n2PZzKPqUNNDgUjZqbuAMAAAAAhg+BCgAAcEjt3Lkj7z7RaNTYaLu0dPCBCq/Xq7Ky/A21Cy0fdGgzKvIHIYop2eTWnPtwDFQMtJdJNEpGBQAAAACMNAIVAADgkIlEItq7t3HAxw9FRoVUWPmnwgMV+fcbaM+Eoe9R4Vb66fDpT5E20O95LEZDbQAAAAAYaQQqAADAIbNr107ZzkSJgg1FjwqpsIbahWRK9O6Xe0Hc47GKKs/UVyFBiOIyKszzGOii/mhW6PPXH4EKAAAAABh5BCoAAMAhkUwmtWvXTse4ZangxsfDlVFhWUPXTHugZZ+kwjIqimmm7Z5RQemnNEo/AQAAAMDII1ABAAAOiebmZsXjccf4+PETVFlZnfd4y5JCodCQzKW3obZ7cMTvD+Tc3le+bITBZCsMfemnd06PioE+JpppAwAAAMDII1ABAAAOie7uLuP4tGnTCyrFFAyGXJtBF8vr9aqiwr2hdjF34/v9fuWKaQwmCFBIWadiSj+9k3pUkFEBAAAAAGMXgQoAAHBIRCLmO9Wrq2sKClQMVdmng9etdt1WbHAhV/mnwQQqLMvKWxarmCBDMGjOSCktLS1qXmNBIT0qTGWz6FEBAAAAACOPQAUAAO9w0WhUGzas19q1a7Rv394hO28kEnaM+f1+eTweVVTk7hkhSaWlQxuoyBUcKfZu/FzlnQbTo0LKX/6pmNJPgUBA9fX1WWN+v191dfUuR4xdwWD+73tFhfM1QKACAAAAAEbe4Zf3DwAACpZIJPTCC88rFustf7Nnz27NmTNXM2bMHPS5o1HnAnBJSW/woaysTD6fV4lE0vX44cyoKORu/Oz93RfFB9OjQuoNRMTjiRzbi7vP5LjjTtDGjRvU0tKssrIyzZ4997As/VRIgKiyslKtrS1ZY4lEUslksqD+IAAAAACAQ+Pw+ysVAAAUbPfuXZkgRdrOnTuGJFARDjszKtLNsS3LUmVllVpaWhz7pKWDGkOlsrJSliXZtnNbIFBcuaZcGRiDbVSdb8G82CCDz+fTMccsGMyUxoRCmpy7NWePRqOHZTksAAAAABgrKP0EAMA7WP+7y6XeAEMi4X5HfyFSqZQjACJl90yorMzdp2KoMyo8Ho/KyswNtYvNqMh19/5gAxX5AhHFlH56J/F4PPL73b83JSUlrgGmaNTcTwUAAAAAMDwIVAAA8A7W3t5uHB9soMKtkXbfO9rzNdQe6oyKXNcstq/EoexR4fEMbUbFO0mugFMwGHTdbgqqAQAAAACGD4EKAADeoaLRqLGPhCQlEvFBndvUSFvKDj7ky6g4FIGKykpzE+9CGjH3lbtHxWAzKghUDFTuQEXI9Xl2+zkAAAAAAAwPAhUAALxDdXR0uG4bbEaF28Jv34yK0tJS11I9wWBQHs/Qf0wZP36CPB7Lca2qquqizpNrQXywGRW5elR4PNYh+b4cLnIFnEKhEBkVAAAAADBK8ZcuAADvUB0dba7b4vHBBSpMjbSl7B4VkntWxVD3pzh43pDmzJknr7f3I5Df79P8+QtkWVaeI7PlWhDP19Q5n1w9KPI12n6nyxVACoVC8vv9jkCVREYFAAAAAIw0agcAADBAyWRSkUhEZWVlIz2VAcmVUZFMHvoeFZJUVVWt5uZmx36lpYcmUCFJ06ZN1/jxExSLRRUKlQwosOCWNWFZgy/NlCsYQSPt3HKV3QoGQ7IsS35/wBGYiMUIVAAAAADASOKvXQAABmD79m3avHmjUilbpaWlWrRoyZgLWLg10pakeHxwPSqiUWegIhAIOMoWDXdGxcHzhxxBk2IEg+Y7930+f9HZGc5zuH88oz9FbvkyKtL/7x+oIKMCAAAAAEYWpZ8AAChSZ2eHNm7coFTKliT19PRozZo3RnhWxcnVSFsafI8KU0aFqTl2VZU5UFFeXj6o6x9qXq83Uz6qr8GWfeo9t/vHMzIqciskUGF6jghUAAAAAMDIIlABAECRDhzY7xhrb28fdBbCcMqVTSENPlBh6lFhymAIhUKaOHFi1pjf79OECRMd+442pkXxwTbSlnIHI3w+elTk4tY7xO/3ZUpqmZ43Sj8BAAAAwMjitjwAAIoUiZgXNaPRqPx+9xr5o0ln56ELVCSTSWPQpn8j7bT58xcoEAiqpaW5T7Pr0b8gX15e7gjIDEUmSK7HTumn3NwCRX1fe6ayXamUrXg8PmZ+fgEAAADgcMNfuwAAFMnUf0GSEonDKaNi4I+l0EbaaX6/X/PmzR/w9UbKtGkz1NzclCkB5vV6dMQRRwz6vLmCEZR+ys2td0jf155bea6xFGgEAAAAgMMNf+0CAFAkt3r28fjgyiUNp46OjpzbB5NR4RaoMPWoGMvq6+u1ZMmJamxslMfj0ZQpU1RRUTno83o8ZFQMlM/nk8/nVSKRzBrv25zdLWDWW/5pdPdGAQAAAIDDFX/tAgBQJPdARWyYZzIwkUgkb/PgwQRd3DJO3O52H8tqampVU1M7pOfM1YdiLJTEGmnjxo1XY2OjYywtV0YFAAAAAGBk0EwbAIAi2LbtuhA/Vppp58umkKRkcjAZFc5G2lL2Xe1wl7tHBYGKfObMmaeqqmpJkmVJRx45S+PH9w1UmANmBCoAAAAAYOSQUQEAQBHi8bhs233bcEomk2pra1NJSYlKS0sLPi5fI21pcI8lHHYGcizLveQOsuXqQ0GPivyCwaBOPvkURSIR+f1+R+DHLbMnFhsbGVEAAAAAcDjir10AAIrglk0hDW+goq2tVa+9tjJTomnatOmaO3eeLMvKe2y+RtrS4HpUmL5HgUCwoLkhX0YFH90K5RYY8/l88no9SiZTWeNkVAAAAADAyKH0EwAARYhE3Bczh7NHxbp1b2b1kdi5c4fa2loLOraQ0k+JxMCDLqZm2pR9KlyuYASBiqFhKv+UKwgJAAAAADi0CFQAAFCE0ZBREY/H1dnZ6Rhvbm7Oe2whjbQlybZ7S0sNhKlHRUkJZZ8KlSujgtJPQyMYdL4eKf0EAAAAACOHQAUAAEWIxXJlVAy8XFIx3AINhQQgCsmmSBtI+adkMmn8PpgWhmHm8XjkViXL6+Wj21AIBgOOse7uLqVSKcPeAAAAAIBDjdvyAIyY5uZmrVu3VuFwj+rrx2nu3PlFNQQGRsJoKP3kdp1Crt/Rkb8/xcHzxV0bD7sJh53ZFBKNtIvl8/mMAR9KPw2NyspK7du3L2sslbLV3d2liorKEZoVAAAAALxzcVsegBERi8X02muvqKenR7YtHThwQGvXrhnpaQF5jYbST7GY+TrR6NAGKpLJ4jMqTP0pJKmkhB4VxfB4zOWfKP00NCoqqozjhTSaBwAAAAAMPQIVAEbE/v37lErZWWOtrS3q7Cy8LA0wEnIFAxKJuGzbdt0+VAaTUVHMQuxASlm5BXKKzcx4p3PLnCCjYmhUVpqzJoopjQYAAAAAGDoEKgCMCLfyMAcO7B/mmQDFyZVRYdsD6+tQLLfMjVz9MySpu7vb2DC4oqLCuP/AMircSj+RUVEMt4baBCqGRjAYNJYjKybjCAAAAAAwdAhUABgRbuVh9u8/MMwzAQpn23beYMBwlH9yu0Y8nsiZ0bF3b4NxvK6uvqjr5BIOO3+2LYuMimKZSjx5PJY8Hj66DRVTVkVnZwcNtQEAAABgBPDXLoAR4XZXent7m/GOb2A0iMfjjpJl/SUShz5QketnxG2bbdvas2ePY9yypIkTJxqPGUh2iOlnOxgMybKsos/1Tub1Oj+iuWVZYGCqqpx9KtINtQEAAAAAw4tABYARkWuhtamJrAqMTrnKPqW5NboeSrl6UbhlfLS2thhLro0bN16lpWXGYwYSqDBlS1H2qXiBgDMDJRh0lirCwNFQGwAAAABGDwIVAEaEW+kniT4VGL0ikdxln6Thyqhwv4bbtoYGc9mnyZOnuvY9GFigwhkMKSlhgb1YEyY4s1zGj58wAjM5fJkyKiQCFQAAAAAwEghUABh2qVQqZ+37AwcOUCMco1IhGRXD06OiuIyKZDKpffsaHeN+v1/jxo2TZVny+ZxlhYp9LIlEQolE0jFOJkDxxo8fr7lz5ykYDMrv9+mII6Zp1qyjRnpah5VAIGBsqN3Z2TECswEAAACAdzbzLZQAcAhFo7nvSk8mk2ppaZFE812MLvkaaUu5gwh9JZPJAfccKLZHxb59e40BhEmTJmeaM3u9Psc+yWRxGRWmbApJxsVg5Dd9+gxNnz5Dtm3T4+MQqaysdGT4pRtq07gcAAAAAIZP0YGKtWvX6oUXXtDq1au1evVq7du3T5K0ceNG4/5z5szJe86TTjpJS5cuzXz90ksv6aqrrnLd/7jjjtNvf/tb47a9e/fqBz/4gZ577jm1t7dr8uTJuuCCC3TdddcpGGTRExgNCrkrfd++fZowYdowzAYoXCGln+Lx3Iv7O3fu0ObNG5VIJDV+/Hgdc8xCBQKBgudg23bO8lKmQEVDg7OJtiRNmTIl82+/3+8IIhabUeH2/aFHxeAQpDh0qqqqtH9/drnBVMpWV1enKivNpaEAAAAAAEOv6EDFj3/8Y/31r38teP9LLrnEddszzzyj1tZWLVmyxLh92rRpWrx4sWP8iCOOMO6/Y8cOXX755WptbdXs2bO1ZMkSrV27Vj/60Y/04osv6t577y1qMQjAoRGN5r/jnEAFRqPBln5qbW3R+vXrMl/v379fPt8GLVx4bMFzSCQSsm337f0DFeFwWM3NzY79ysvLsxZivV7nR4Jk0pmFkYt7RgU3CmB0qqysNo53dHQQqAAAAACAYVR0oOL444/XnDlztHDhQi1cuFBnn312zhIU3/72t43jHR0devTRRyVJF154oXGfxYsXux5v8tWvflWtra268sordcstt0jqXdC58cYb9eSTT+qnP/2pbrjhhoLPB+DQKGSxt7u7W93d3SotLRuGGQGFKSTIlqv0UzoLsa/Gxj2aN2++a0Pr/nL9zjVdv7HRnE0xefKUrK+HokdF/xI6aWRUYLSqrKw0jre3t2vqVPONMQAAAACAoVd08d1rr71Wn//853X22Wdr3LhxA77w448/rlgspuOPP14zZswY8HnSVq9erddee011dXX68pe/nBn3+Xz6j//4D/n9fv3yl79UIlFcvW0AQy/fQmvagQP78+8EDKPCMircf8+YjrdtGTMe3M+f++enfzBlzx5noMKyevtT9OX3+x37Ffs7Mxx2ZlR4PBbZjBi1aKgNAAAAAKPDiHUJ/OMf/yjJPZuiWM8884wk6ayzznIsiNTX12vx4sVqb2/Xq6++OiTXAzBwbndd90egAqOJbduDbqbtFqRrajpQ8DxisdxZDn2v39bWqp6eHsc+dXX1jsVZU+mnXL0wTEyBmGAwRI8FjGpVVc4ST+mG2gAAAACA4VF06aeh0NDQoJUrV8rv9+v888933W/79u267bbb1NbWppqaGi1evFhnnHGGPB5nfGXDhg2SpPnz5xvPNX/+fK1YsUIbN27USSedNDQPBMCAFHJXutRbzz8ejxvv9AaGWzweVyqVozlEn/2K3dbc3FTEPHJnVPQNpjQ0NBj3mTJlqmPM9HOWStlKpVLG37smpiAkZZ8w2lVWVjrKstFQGwAAAACG14gEKv70pz/Jtm2dccYZqqmpcd1v1apVWrVqVdbY7NmzdfvttzvKRTU2NkqSJk6caDxXetxt0QbA8Cm09FNvSZwmTZw46RDPCMiv0ABbrkCCW6AiHA6ru7tbZWX5e7Lk71GRyAQX2tpaHdv9fp/Gj59gHHebczBYWDNsUzNtGmljtKOhNgAAAACMvBEJVKTLPl100UXG7RUVFfrEJz6h8847T9OnT5ckrV+/Xt///vf1+uuv6+Mf/7gefvhhVVRUZI5Jl7YoKTHfuVlaWiqpt0HvQFC1Ahg60WjE8TNVVlZm/PlsajqgSZMIVGDkRaPRgn4X2LatVCopr9fUnDrmeo7m5gMqL88fqEgk4nnnkUj0BhcikbBj37q6Onm9zgwJn89nPG8ymZBl5Q829GacpBznKCkpGRW/Q9NzGA1zwehSVVVpfF10dLTLsmioDXe8rwAYSrynABhqvK9gNCjm9TfsgYo333xTW7ZsUWVlpc4++2zjPvPnz3eUcDrllFN04okn6qqrrtLKlSv1q1/9Stddd91wTFmSVFdXkX8nAHnZtq1QyOsoBzNjxjTt378/q55+ZWWJPJ6E6uv5+cPIC4fbVFlZWBmjqqqQowdEMplUebn7gn8yGS7otb5njz/vPCoqAiopCam01C8pu6TTlCnjjdeJRGrU0OA8b1VVSNXV+efV3t5unNfkyfWj6meY3+cwmTCh1tEMnt8/KBTvKwCGEu8pAIYa7ysYK4Y9UJHOpnjf+97naHqdj9fr1TXXXKOVK1fq+eefzwpUpDMm+v+RmZZe/CykrIZJc3On7PylyQHkEYlE1NHh/Dnt6UlICqijo1lSb5CioyOszs6IDhzoOGyb8aZSKTU2NiiZTKq+flzmvQyjT0NDk/G1a7J3b4vKy7M/DIbD4ZzHd3Xt1IwZc/L2g9i/vzXvPBobWxQI+I37hcNJNTV1Osbb280/m/v2tSmRcGaHOPc74HK9lPF6w82yej+g8/scZn51dLRkjXR2RrR/f3vBPVrwzsP7CoChxHsKgKHG+wpGg/TrsBDDGqhIJpN69NFHJUkXXnjhgM6RLgW1f//+rPFJkyZp3bp12rt3r/G49PjkyZMHdF3bFj/UwBCIRqPGn6VAIKjy8t6fs74xid6Gpt0qLy8fvkkOk2QyqZdeelGdnb2LuD6fV8cfv1h1dXUjPDOYRCLm165JNBpT/7h4PB7PeXwymVJLS2ve5z8WS+SdRzQaVTxu3i8UKjWOe70+47jbefrr6elxuV5oVP3+5Pc5TCoqKrV3b3ZDbdu21dlJQ23kx/sKgKHEewqAocb7CsaKYb1F7MUXX9SBAwc0ZcoULVmyZEDn6OjokCTHXcdz586VJK1bt854XHp8zpw5A7ougKERiUSN48FgSGVl5ghrd3fXoZzSiGlo2JMJUkhSIpHU1q1bRnBGyKXQZtpS7+J+f7GYuZF2X83NTQWcO38z+lgspnC4x7itpCRkHHdrpp1I5J+31JstZdK/zBswGuVqqA0AAAAAOPSGNVCRLvv0gQ98YMBlXJYtWyZJjh4WZ555piTp6aefViyWvYjT1NSkV199VVVVVVq0aNGArgtgaLgt9oZCQdesia6ukS8bcyi0tDQ7xtraWmRzq8OoFI06AwQej/l3mSmYUEiAoanpQN59+v+Oc9vHLXBQUmIuL+b1mgMV8XihgQpn2Se/3yefb9irTAJFq6ysNI53dR2egXIAAAAAGG2GLVARDof15JNPSpIuuuiinPvec889amxszBqzbVu/+c1vdO+998qyLP3jP/5j1vZjjz1WixYtUnNzs77zne9kxhOJhL7+9a8rHo/ryiuvlN+f3VQUwPCKxcwZFYFAUKWlpcaF38N1ocjUU8e2C1uIxvAzBdlKS819j0yL+4U8r52dnYpGzT8jB8898IwKv98vr9fcb8Lt92MyeTA7pLGxQZs3b1JjY4NjP1NgxC0oAow2gUDA2DvtcM3oAwAAAIDRpujbHJ955hn9+Mc/znydXoz50Ic+lBm7/vrrMxkOaX/5y1/U09OjhQsX6sgjj8x5jaVLl+p//ud/NH/+fE2dOlXRaFSbNm3S7t275fF4dMstt2jBggWO4771rW/p8ssv19KlS7VixQodddRRWrNmjXbt2qUTTjghq/k2gJFhKv1kWb2LRJZlqays3JFBcbgGKnp6zKV5YrGogsHgMM8G+ZiCbBUVFcbXZyLhLP1USIBB6i3/NHnyFOO2fH0u0mKxqDEQlqtZu1vmQ7qM1Zo1q9XQsKfPPJu1YMHCzNem13MoZC4zBYxGpaVljoCi2/s0AAAAAGBoFR2oaGlp0RtvvOEY7zvW0tLi2J4u+1RIE+2rr75ay5cv1+bNm7V161bF43GNHz9eF154oa688kode+yxxuNmzJihhx56SD/84Q/13HPP6cknn9TkyZN1/fXX61Of+pTxTjkAw8t0V3ogEMyUgysvdwYqenq6lUql5PEMa7W6QyqRSLiW1IlEoqowt+vACInFYkqlnBGC0tIyeTyWY5spe6KQHhVSb/knt0BFodk2sVjcWIopV+DA4/HI6/UomUxljScSCfX09GQFKSRpz57dmjnzSJWVlSmZTBpfz/SnwFhSVlamtrbWrLFwuMfx+yeRSGjfvr3yeDwaN2485c0AAAAAYAgU/ZfVpZdeqksvvbToC/3sZz8reN8rr7xSV155ZdHXkKRJkybpW9/61oCOBXDomRZa+y6emvpUpFK2enp6XHtYjEVujY6l4po2Y3i4PSfBYFA+n9/xujY1oC40o6KpqUm2bRt7ORXa2Lqnp9vY0DtfKSav16dk0vlY2tvbjPu3t7eprKzMmL3Rez0CFRg7TBlHtq2s3z89PT16+eUVmRJtpaWlWrLkRF7rAAAAADBIh8/tyQBGle7ubq1fv05r1qzOukPVVMe+b5mjsjJzKsHhVie8p8e8sCu59/HAyDE10pZ6s4FMvR0G2qMifWxnZ4dxW6FZGW7XyreYanosvRkV3cb9u7t7x90bd7N4i7GjrMwcDE+/ziXprbe2ZvWR6enp0e7duw753AAAAADgcEegAsCQ6+rq0ooVy7Vz5w41NOzRSy+tyNwlblqEDwQOBircsib6l4Ma63JlVJj6eGBkuWVUhEJB+f3OsoKmQIWpb4UhaUJSb/knk0KzMtzkK8VkKmHTG6gwB9bSAUS31zM9KjCWlJWVGcf7BupMP5umkqcAAAAAgOJQVBfAkNu9e5cSiWTW2JYtm1RRsdjYCDgUOhioKC0tNZa86duwuLm5WVu2bFYiEVd9/TgdffTsUdu/oqenRx6Px7Fg63YHukTpp9HIvfRTSH6/81dpoRkV1dW1am9vdfS4aGtrM16v0KwMN6WlAwtUuJV2Sv9cumdU5C41BYwmvb9/5Pg9lc6oiEajWdkUaYWWZAMAAAAAuCNQAWDIdXQ4y9a0t7e7lm8KBg8u4luWpfLyCknZCz/pBdGenh6tWrUy0/C3q6tLyWRS8+cfM0SzHxqxWEyrV7+u5uZmSdLkyVN0zDELMgGVvnfo+rq7ZSWTildUSJblWmZoLIq98LzCD9wv7xHTVHb9DbKCY/MOe7csl2DQrfST8zk0jZWUhJRKVTl6QLS3txuv59aAvVADzagwZYNIBxsNmxp3e70eBQLObBNgtPJ4PCopKVVPT3aGUDpQ0dlpzuxz+/kAAAAAABSOQAWAIed29/m+ffuM431LP0m95Td6etqyxnp6upVKpbRjx/ZMkCJt794GzZs335iJMVLeemtrJkghSQ0Ne1RbW6spU6ZKUuYO9brXV+mIJ/4sbyympuNO0I73X3TYZFREHn9UXf/1dUlS/JWXZHd1qeLfvj7CsxoY03MSCARkWZax9FMikcxqiJ1KpRxZRpLk9wdUXR1wBCpisZjC4bCjx8NgMir8fr8xENGXz2cOuvTP+EhLpWyFw2Fjaah8QRFgNCotdQYq0oFlt94xySSBCgAAAAAYrNFZKwXAmObWDHrfvr3G8b6lnyRzn4pUylZPT7fxHPF4YtB3mg+1hoY9jrHGxobMv8PhHlVt3KDpjzws79uLz/VvrFLV5k2HRTPt2KuvqOvb38waiz75uJKG78toYZvqkr3NlOWSbgJvKv0kZWc/uAUYAgG/qqqqjNs6OpxZFYPpUVFIY2tTIMMtSJHW1dVlzKigPwXGIlND7VgslrPJfTyeyPn+AQAAAADIj0AFgJxisZg2b96k9evXZWUIuEkmk8Y7xyUZa3tLzoyK3tJPTrt373Y9x2ha3O/u7jYGTtJlQ2KxmIK7dunIPzwgS9mLW+NfelGplD3qAi+p7i5F/vyIYsufy7sgl9i2VZ23fEVK9nsd2LbCD9x/CGc5MKn2NrV99lo1v+d0dfzHLbIN/RZMGRUHAxXm8kZ9n0O3GvZ+f0CVleZAhan8UyzmPI/HU1gmUSGBCregSy7d3Z3G7w/9KTAWlZaaX7c9Pd2upZ+k3t99AAAAAICBo/QTAFfxeFzLlz+XuRt8584dWrjwWE2ePMX1mFxNok0s6+CCb5opo0KSdu/e6XqewTYZHkqmO+Gl3jlGo1GFt7+lo+7/P3kMi9eVO7apZG+jotGIsffBSLDjcbXf8GklN2+UJIUu/geV//NXjPummpvU8aUvyO4y9yOJPvonlX7iWnkMdy2PlO6f/liJN16XJMX++oS6QkFVfPXfsvYxBcLSvVXcnqfe7Ieyt493y6gIqKysTH6/T/F4dvkYU0NtU8CjrKw85wJqWiGlmLze4j8WNDc3O5oPS739N4CxxpRRIfUGmt36LEm9fSrylVYDAAAAALgjowKAq127djgWWLdu3ZLzmGIzG/z+gKO3RGlpqbxer2Pf/r0psq87egIVpgXmtM7GBsW/9q/yd3e77jP+5RWuzZtHQuxvT2eCFJIUeej3ijz+qGM/u6dHHV+5SSmXEl+9+3Qr+sgfD8k8ByLV063oX5ZljUUf/ZMij/8583UsZu7RkC5tZOrrICkr8OCWIZMOcpiyKjo72x3ZK6bXeUlJSUFZFYVlVBQfHGtra3W5HhkVGHvcMir2799nDMiluWVNAQAAAAAKQ6ACgKumJmepp56enpxlidxKM7kx1bG3LMs1q8LNaApU9G+MnJFKKvFf/yFrz+6s4UQw+3tQ++Yaxfa7L/YPt8gjDzvGum77byW2b8t8neruUsfN/6zExg1Z+/nmL5D/lNOyxsK/v1/2KCmTEvvrk1LY2V+h67v/rcSO7ZLcm8OnM4ECgVwZFW9fx+X1mQ4MVFVVO7YlEknHHdymHhV+f8C1/FRfhQQOBnJHuFsPC3pUYCwKhULyep0fj5ubm3Iel0jQUBsAAAAABoNABQCjVCqljo4247Zc5S+KLf3Uv+xTWkWFuU+Fm8E0GR5KyWTStfRT9YYN8m1YnzUWHjdeGz5xrVJ9Su54kknZf37kkM6zUMmGPYq/+opzQySizn+/WXYkolRzk9pv+JTir72atYtn8hRVfvv/qfSKj2aNpxobFXv+2UM57YJF3LI7wuHM4zM10pYO9lZxz6iI9/m3W6CiN8BgClRI2X0qEomEMSgQDAYVCBQSqMgfOHB7LANRSKkpYLSxLEulpWWO8XxN5fuXbgMAAAAAFIdABQCjzs4O11JL3TnKFhWb2dC/kXZasYEKt8Xk4dbR0e5aHsTfk/19i5VXaPOHP6JobZ1aFh6bve9TT8ouMjvlUIjkCJgkt72lzm9+TW3XX6Pk5k1Z26yKSlV+5/vy1NTKt/A4+ebOy9oe/u2vDsl8i5HYtlWJdWtdtyff2qquH9zmmlERCqUzKsxBgr6lYExNsPseW1WVv6G228+Wz+crMFBRSEaFs+TaQFgWGRUYu8rKnIGKfJJJAhUAAAAAMBgEKgAYtbaa685LuQMVbou6btwWM8dqRkXfheX+WufOV3jceElStLpGWz78EcXfvpN+34knZ+3r6exU9MnHD9k8C2Enk4o+9qfswX79RGJ/e1qphj3Zu9TUqup7d8g3bfrbh1gKffAfs/ZJrH5D8Q3rhn7SReifTWHV1sl75FFZY9FHHlby6b8Yj08303Yrl9Q3OGF6ffp8Xnk8nrfPFTT+LPQtI+b2Gg8EAnkDFX6/r6CyTkOVUREMhhy9Z4CxwpRRkQ+lnwAAAABgcAhUADBy7bOg3KWfiu1R4bbAWmyPitGSUZHr+5YoL9f6T1yrtdd/Tm9e9xmFJ07KbIuMn6COmUdm7R/+7a8dzZSHU/yVl5Tavz9rrOLr/yUrx535nslTVP3jn8k3Z27WePCs98hTPy5rLPLbXw9qfqm2NoX/8IAiTzwuu8gAmR2PK7rssayx0N9foIpv3Cr1azod/O2vJduZXZR+7VqWJb/fGQTom1Fh6uvSv6+EKauis7NDqVTq7XOYF0L9/oBrZlJaoY2tB9KjYjDXA0ajgWRU5OrdBAAAAADIj0AFAKOBZ1QUF6gIBs0ZFaWlpZm7zQsxWjIq2tracm63fX5Fa+tk+513ru876ZSsr5Pb3lJs+XMDnkuqo13tX/qCWv7h/er64XeV6nF/3kz6Zxx4Z89V8KxzVP7lm437e4+ereof/0zeqUc4tll+v0KXfjBrLPrUX9R914+Vam0pal6SZMdiav/nz6n7u/+jrv/8d7V94iolNq7Pf+DbYs8/K7tfUCl0/gfkmz5D5V/Mfnyejg55+i1CBgKBrNenKROhb6kmU+knf7/XQGWlM1Bh28r0PHHPqPC7NvROK7QMU/85DVQh/TCA0WpgpZ+Sh2AmAAAAAPDOQaACgEM4HM4ZcOjp6c7c5d1f8aWfzHeCW5alsrLCsyqKDZAcCpFIpOhm4n11zDpKkbr6rLHOm7+ojpu/qPib7r0U3HT9v28rvmK5Uvv3K/K736jt6isUX7O6oGNTrS2KLc9ueB16/4WSpOA55yl04SVZ2/yLFqvq9jvl6Tf/rOMvvFjq2zw9mVT4l/eo5bKL1PW97yjZ2FDYA5MUffqvSm7acPBUO7ar7bqPq2fpL2QXUIIl8mh2EMZ33Anyvl2qKnTu+1Ry5ccy29pPPUOpfhkL/ZvAmzKD+mZAmIIM/YMC1dXVxrmmy4m59agYyowKj8cjj2fwJZtopI2xbCCln8ioAAAAAIDBGZoaDwAOK21t7tkUUu9d3j09PY7yTKlUyrU8jZtcC6zl5eXq6Ogo6DyJRFy2bRddFz8Wi6mtrU2hUFAVFZWDqqufqz9FQSyP9p14sqY/lt3AOvb8s4o9/6z8ixYreO758s2bL+/0GbK87o2Pk40Niv3t6ayxVMMetX/2WpV85CqVXn2NrBx3z0eWPSb1XfAPBBU857zMl2U3flFWaZlir76iwEmnqPRjn5AVzL1Y7qmqVuiCCxV58HfZG2JRRR78nSIP/k6eqUfIP3eefHPnyzdvvnzzjnHM07ZtRR74jeFBJ9XzszsVe3G5Km75urxTphrnkdy3T/GXV2SNpYMwmcd37fUKnne+lErqzZ07pX4BqP6BClPJpL7BCVOgon9ww5RRIfXNqHBvyN2/jFR/xTS29np9SqUGt+haUkKgAmOX3++X3+8vKvhAjwoAAAAAGBwCFQAccpV9Suvu7nYEKgaS1dB/wbevYvpU2HbvQm6+psJ9tba2aNWqVzPBlYkTJ2rhwuOKKjnVV67+FIVqPvZ4jX95hUqamxzb4q+9qvhrr/Z+UVIi3+w58i88XiX/8CF56rMzGSIPPiCZsl5SKYV/eY9iK15Uxb99Xb5+fTGk3kBAtF/Zp+CZZ8vTp8G55fer7DOfU7H3HZde+2nZHe2K/vXJ3iet//R271J09y5F//KEJMlTP06V3/2hfDNnZfZJvLlGiQ3uZZ4Sa9eo9eqPqPyzX1DwAxc5gk/Rxx7JurZVVqbgme9xnMc3fYYkKbZls2Nb/5Jl5oyK3kVO27aNAbz+wQWfz6fy8nJ1dWX3gEmXEzNlVFhW73H5Sj8V0zOi2AVaEzIqMNaVlZXnDdr31bcnDQAAAACgeJR+AuBQyIK7qaF2sWWf/H5/zqBAeXmF6zaTWKy4QMnGjRuzFpD37t2r7dvfKuocfeXrT1EI2+/Xxqs/qYbT3y3lKn0VDivxxusK33eP2j//adl97vi3w2FFHnk453WSmzeq7ZNXKfy738juF9BIvLlGyR3bssZC77+o+Adj4CkrV8XXvqnqX96v4N+/X8qRFSJJqaYD6vzPr2WVcwo/cH/WPslgUHb/TJhwWF3fuVWdN39RqZZmSZKdSin2wvOKPPxg1q7Bc86V5ZJxEIvFlEo5Ayr9MxRMPSrSC5fumRDOY0xZFT09PYrH48asDJ/PL8uy8pZ+Ki0tPHCQr6G215v/owMZFRjriu1TQUYFAAAAAAwOgQoAWRKJhDo785dbMjXUjkaLa2idrxxNZWWlcby+3twHwa2Gv0kikTAGZLZu3aKenp6Cz5Nm27Y6OpznG4hkqESNZ56t+I9/ptLrP5ez74MkJXfuUM/dP8t8HVn2Z9ldnQd3sCyFLv8nqf8CdCym7h9+Vx033aDk/n1KNjao+0c/VMeXvpC1m2fqEfIdf8KgH1dfvukzVPEv/66a+x9S6IMflpXjjv/k5k0K/6631FPywH7Fnnkqa3vj6e/Wxo9+QnHD9ym2/Dm1fvSf1P2zn6j1Ix9Ux1duUqrpQNY+wQvcgzBuwbf+GRSmJtS23fs6y9Vbor+qKnP5p/b2duN50vPIl0lUTIZDvkBFXZ7XY+/1aKaNsa20tPAsJIlm2gAAAAAwWAQqAGRpb283VeRxMAcqzIu6bgGH/IurIU2cODFrrLy8XNOnzzTuX0y5mkgkbBxPpWytX/9mwedJ6+rqVDLpLLXkFlTpy21BLOrxqPQfr1DNbx9S+VdvUeDdZ8kzfoJx3/D9v1Jiy6a3+zf8Nmub/+RTVf7ZG1X907vlneH83sVffUWtV3xIrR++VOHf3Jcd5JAUOv8Dg+rdkYt3wgSVf+4m1T76pKr/916V/fNXFLzgA7Jq67L26/nFXUo27FHkod9LfRYEk36/mo5fpO6pR2jL9Z9T8AMXO65ht7UqvPRupXbvcl7/qKPlmzvPdX5uwbf+pZ9MgQqpN3hmyoSQzK9/t4baHR1txtd3OtjRm51kfo78fp/r/EzyBSpqampzZlUEAgF582TKAKNdWa6MNgOaaQMAAADA4NCjAkCWtraWgvbr6TGVfjKXXpowYaKxKXb/xV6ThQuPy9QKLy0t08yZRyqZNJfYKKZHRjjsXqaqqalJe/c2auLESQWfz63s09SpR6i5uSln8Ke6utqYxZF+PFYgoNAFFyp0QW/D51RLs+JvvK7Ob/zbwYbXyaS6/udbKv3EtY6yTSWXXS5J8s2eo+r/Xaruu36syG9/nX2xsDlwY5WXK3TBB9wnP0Qsv1++OfPkmzNP0j8ovna12q+/5mAviUhEXf/v20ps2ph1XMvC45R8u8xQWLbKvvhVBU47Q13//V+yW3O/lj119Sr/0r/kDMK4Bd9CoexSS26BgEQirljMvIBpKhdVXl4hj8dylJtyz6g4eA6/P2D8GSi2X4RpXn2VlpaprMy90T1ln3A4KCsrLqOC0k8AAAAAMDhkVADIUkgjbUmKxxOORVHTIqnHY2n8+PHGcxRSHsbj8eioo47WkiUnav78Y1RSUuJaj9/tznUTt4yKtPXr1xV1h6xboKKmplalpblrnZeXV8jnc96B7tZzw1Nbp+BZ71HJFR/LGk+sf1Od//nvWWPe6TPlf9dJma+tYFDlN3xBld+7Qx6X56V3R0v+U09X1e0/ladfdsNw8C84VqGLLs0ai7/ykux+5br293lsti1FIhEFTztDNff+SoHT/854bu9RR6v8q/+mmvv/IP/8Y3LOwy1Q0T/I5ra4H4uZe0v0nsOZUeHxeFRR4Sz/1NbWZjxP3/JRbhlKxQYO8mVUlJaW5qzfT9knHA5KS8tUTCIZzbQBAAAAYHAIVADIsG27oEbaaf0bapsWdQOBoMrLK1Re7iyjUUhZJBO3u9eL6ZERieRu/B2LxbR586aCz9fR0e4YKy0tVSAQUEVF7qbgvfs5gy/55lh6xUflPWJa1pjdnj2P0GUfMmYMBJacqOp7fqXge8/LGrdKyxS67HLV/OoBVf33d+U76uiccxgqXV1d6upXcqr0us/k7M/RMfNIRcZlB1vCb2eGeGpqVXHrd1T+lX+Vp36c5Pcr8HdnquqHd6r6F/cpdMEHZAVzN6CWpEjEHCzqHxQwNcaW0hkV5telW3DD1KfCral333m4ByqKuzM8X5mokpKSnIGKYq8HjEYej6eobKRUylYq5Sz/15dt2+rq6sy8TwEAAAAADqL0E4CMrq5OJRLOhqA1NbVqNZTR6e7uVm2fu+1NGRXpO8/nzZuv119flclSmDr1CNXU1A5onpZlye/3OzIeismoCIfzN8zetWunpkyZoqqq6pz7xeNxdXU5S2GlF5wrKiq0d+9e1+NLSkoUDIYc5Z/ylbKygkGVf+lf1P65T5m3l1codN75rsd7KipV8e//qeB55yv2wvPyzpip4Lnvk6fI2uyDEY/H9cYbq9Tc3CxJqq2t1aJFS+T1euUpL1fZ5/9Znf9+s/HY/See7BjrfV57X5OWZSn0/osU/Pv39349gL4JpqyWQCAgjyc7zu+2uB+Px11LwrgFFqqrq7Vz546C5tf3um7nKzbDIVd/iWAwKK/Xm7N+PxkVOFyUlZUZgwo+n9f4uzKRSLj+HIbDYb3xxuuZmwGmTJmq+fOPcbyXAAAAAMA7FX8dAchw77Mw1Tjev6G2OVDRu2hTW1unv/u7M7V48bt06qmn6ZhjFgxqrkHD3fDFZFTk6lHR1+rVb+TNbGhvd2ZTSMoEOMrLzc3E00pKSo1lgNxKP/XlP2GRgi49JELvv0hWAWV/AiedovIvfEkll1w2rEEKSdqxY3smSCFJLS0teuutrQfndubZ8p96uuO4SE2t2g3ZHqbnyvJ6BxSk6D2f6TXtfO31LcHUVzweM2ZUeL0e14BAXV29a2Ps/rIzKswZIkOZUZE+V+7ST/SowOHBLSDnFrzO1adi69YtWRmLe/bs1v79+wYzPQAAAAA4rBCoAJDR1mbuT1FfP864eNm39JNt28YF2b61/H0+n+rr61VRkXvhvhCmheGh7FGR1tPTo1deeSlnqY6WlmbjeHV1tSTlLP3k83nl9/uNjcXj8YSSSeddu/2VXf85WdU12YMej0KXXpb32JHW2NjgGNuzZ3fm35ZlqfymL0v9Ai4HlpwoWc5fYYVkyhTDVM7MHKhwy6hIGF+XuRpWBwIBzZhxZEHz63set/JTJSXFZTjk6lFRWpoOVLgHtEpLCVTg8GAqWSgpK5Owr1x9Kvbta3SMHTiwf2ATAwAAAIDDEIEKABmmRtplZWUKBALGhcm+GRVuZYpCofx9AAbCtCjr1gugP9u2jQvQpobWUm+wYuXKl12DFfv2Ocs6eb2eTECmpKREfr958Td9h7pbuZB85Z8kyVNZpbIbvpA1FjjzbHknTc577EiKxWKOcldS72Pu2/PDO2GiUp/8lOy3e230jJ+gphMWG8/Z0zO0td9NWS2moJLH45HX6/yVGo/HFYs5Fy/dnu+0I4+cVVAJpb4/B1VVNY7tfr8vZ1DBJFcQJR2E8Hg8rk26yajA4WLixEmO9+5Jkya5ZhS5ZVSEw2Fjqaj+5QsBAAAA4J2MQAUASb2Lw6aF+Oq379Q3LcyEw+FM81C3MkVu5WgGy3TeeDwm23Y2HO4vEonItNv06TONjYwl98yKzs4O42J7ff24rNrjbuWf0ou9bovSpoCKSfC956n0M5+X94hpCpzx7t4shFHOrWSW5LzTeNeso/TmdZ/R5g9foQ1XX6OUax34ocuocGtg7fZcmRb4o9GIMaMiX8Nqr9eruXPn5Z1j38yi2trazM9r2owZR+bsOWHiFrCTpNLSg+8DprvN0xlCwOHA5/PpxBNPeTsTsELTpk3XvHnHuAbz4nFzoMLUw0iSMXgBAAAAAO9UNNMGICm7jFNf6fJFbneQ9vR0q7y8wljLXzLffT4UTHek23bvHar57lZ3K/tUWlqqRYuWaOXKl9XZ2enYHg6H9corL+nkk0/NXGPfPnON8QkTJmZ9XVFRYWxIns6ocPs+FZolYlmWSj/8EZV++CMF7T8a9K3X3t+BAwc0a1ZvD4pIJKLm5ibZ9eMUrR+X85zRaFSpVGpIGtS6BYncm1aXODJgeh+js99Evteo1Psaqq2tVUuL83VjOo9lWXrXu07U7t27FI1GVVNTq/r6+rzX6S9XRkXfLIr6+nE6cOBA1vb6PM8PMNaUl5dr8eJ3ZY25BfOSSXOgwu33a65SUQAAAADwTkNGBQBJci1rlL5r2q18TLr8k9ui7qEr/WRe6C1kYd+tOXYoFFIgENCSJSe69pUIh8PauHF95mtT2SePx9K4ceOzxtzOl174NTXTzjXXw4FbTxSpN9sivei/Z88uYwaMqVeE5P5aLpZbc3a3oFJNjbP0Um+PCudipFvz7f7mzZsvK0df7f7ZCx6PR9OmTdfRR88eUJBCyt2jom9j7qlTj1BNTW2fbSWaNeuoAV0TGEvcgnlupZ/cMyrcm28DAAAAwDsNgQoAktwXd9P15t0yKtJ3ig5/6Se3QEX+ng5u5YH69ovIFaxobGxQd3e3urq6jAtQ9fXjHIu9biWlyst7r1FIRsXhtKhl23bOjApJamo6oFQqpV27djm2WZY0Y8ZM43FDF6goLvjm1mDXpJCMCqn39TFt2gzjNr/fLytXFGOA3Eo3eb2erOCQx+PRiSeepCVLTtSiRUt06qmnZ17PwOHMLZjnliFBoAIAAAAA8qP0EwBJ5sVdj8fKLEyWlpbK47EcNfvTCzCm0k+WVfiCbLHc7kgvpDlpOOxcgLas7Dv008EKUxko25a2bXsr01i4v/5lnySpoqJSNTW1WeWfysrKVFtb+/bj8Ru/v71lj5r15ptrFA6HVV5eroULj1VlpTnwMdrs2bNbzc1NCoVKNHXqESot7Q0GdXd35a3PfuDAfnm9XmND8fr6ccYMBsm9tFex3AIVuTIqLEvG7I/+iunjcNRRR6uxscGRLeTWzHqwvF6v8XH07U/RV11d4QEa4HDgHqgwv6d1dztLCUrupaIAAAAA4J2IjAoAksyBilCoJHPHtmVZxoXKdCNpUyZDIBA8JHd8S+6lkkyL2v2ZFrIDgaCjr0EgENAJJyyWx+N8DI2Ne7R7927HuKnsU9rxx5+gqVOPUFVVlSZNmqR3veukrO+PaQG8o6Ndq1atzDw/XV1deuON1zNNzEezt97aorVr16ixsVHbtr2llStfzgSS2tra8h7f3Nyk7du3G7dNmzYjqwxRX4e69JNb8M3n86mqyhw8KfQcbuedN2++Y3zixEkFn6NYptI2hyowAow1Xq/X+HvBFCiPRCKuAYxUyh4T7+UAAAAAMBzIqAAgybx4339hsqyszFHCIl36yRQgcOshMBTcMyoG1qPCbdG7pKREkyZN0Z492UGJVMo2LojX1ta53i0fCAR0zDELXOcVCAQd5zSVDOnp6dH/Z+++w+M6y7SB32d602jUe7Fkudtxi53eCx0S2hIIS5YNgSxtl7osS28fZdlQQoCl94ROgIT0aieOe7dkuah3Te/nfH9MZqSj854p6rLv33VxkXlPmTPjmdHM+7zP84yNjS3qlezBYBAdHe2qsXA4jDNnTmP58ra8AhWJRFJYHsrhcKCsrAySJMFoNCCZVE/06ZX2KpQoo8JisWRt1F1WVpa190ZatobVItXVNUgmkzhz5jSSySTq6uqwbFlLQecoRElJCQYHB1VjZWXT63lBdC4yGk2QZXVgQpQhoVf2KS2RSMxZ5iEREREREdFSwowKIoKiKMJARbo/RZqooXYikUQkEhFO/s9loEK/R0Xu0k/ioIy4nA8ALFvWkrWh8WSisk/5KqTx+OjoyLTvZz6cPNkuLIHU09MNRVHymszX09jYlMlEEQWYQqHZyagQlTPL9ZpOl/LKxWIpLFABAHV19bjkkstw+eVXoqVlbptWt7WtVD3W0tJS1NbWzel9Ei0lovJPop4TgYC47FNaPuUKiYiIiIiIzgfMqCAiRCIR4aTy1B4Meg21A4GAbumnuSJJEsxms2aSJ1cz7Xg8LizDMTUoM5nT6URNTS16e3tzXBNQWVmVdZ9sCnm+RkZG0NY27buaU36/D319fcJtkUgEg4ODCAaD0zq30WhQTZjb7XbNiuW5zKjIFajweEqEWR5T6WUELRYulwuXX34lRkdHYTabUFzsmbMybkRLkShQEY8XnlHBPhVEREREREQpzKggIt2J3amr1fUCFV7vmDDQYbPpZynMBlFWRbrhcCKRQHv7CezduxsdHe2Zla56jZZzXWs+ZXZKSkpnVMKjkIwKn29cuHp3MZha8mmq48ePCseNxtx/kmpq6lSltUQZFbFYDMlk9kbd+RAFvfQaaacZDAZ4PLn7VCyFUi9GoxEVFRXweEoYpCCaQlS+TRR0yBWUXayf40RERERERPONgQoi0m0+PHXyXlT6CQD6+/uF43NZ+gkQZyCkAxV79+5GZ+dJDA4O4uTJDuzduxsAEA5rV8kD2TMqAMDlKkJVVfZsiZk2Ny4ko0JRgLGx6ZdPmite77imt8FUeq+3xsbmnOdvampS3dYLMM20oXYsFoMsa6Nv+bymS0uz9w4xGCThamwiWjrMZlFGhbaMUzCYvfSTXqNtIiIiIiKi8w0DFUSkm2UwdbW6yWTSNNgG9EtbzGXpp9T5tStaY7EYvN5xjI6OqsZHR0cxNjaa5bHmzv5oaWnNun0mZZ+A3Kv1p1qMfSra209M6zij0YDm5mVZe4GUlJTC5SpSjTkc4iboMw1UiMo+AfkFKsrLszedXuxln4goN1GwcWpGRSQSEZaDynYMERERERHR+YqBCiISNh82GCThpGwhWQOFlDKaDtGEbzwew8iIeAJ/dHREdwJbVEJoKre7GBUVFcJtJSWlM84gKfT5Ghsbzb3TPBoZGdF97nNxuz2wWCzwePSbUU/NpgAgDJwB+sE3EUVR0Nvbg46OdgwPDwMAotGYcN98gklFRW7hauu0yaWrFrPT+4bx1/85gIe+cxhjfbPT94PoXGE05m6mnU8vHpZ+IiIiIiIiSmGggoiEk7o2m11Yl76+viHv8xaaIVAoUWBAUYChoSHh/qOj4owKs9mUdykevayKXGWh8lFoBorP5xWWGlko082mAACPxwMAuoEgq9WKiopKzbhegKmQjIp9+/bg4MEDOHmyA7t370JHR7tuRsXkYFI0GMezv+rAA984iBM7JsqfSZKEkhL9gMtSyKgYPOXD878/heBYFGO9Iey89yQUQSksovOVKOCoKOrAQyCQvewTIC4XRUREREREdD5ioIKIhJO6erX/HQ4Hysqy1+BPm+uGwXor071ece+G8fExhELaleG5+lNM5vGUoKZGnVVitVpRV1ef9zn0WCwWGAza4JDZbBIGSBQFmhJXC2VoaAhe77hm3Gw2Y/ny5TmPLy72AIAwGAEAjY2NMBi0f7LMZjNMJqNmXK9B/FRjY6OanhqdnR26/T/SwTdZVvDMrzrQfWQMvqEI9v2tCwOdvsx+ZWX65Z9EJcsWk1gkged/dwqYFJfwD0cweMqnfxDRecZo1H7uAFMDFeKyiJMlk+xRQUREREREBDBQQXTeUxRFmGWQrRRSQ4O2BM9UZrNZOLE8m/RKLSk6C79lWYHPp51s1QvK6Fm7dj1aW5dnghYXXrh9VpojS5KE8nJtRkFraxuqq6uFxyyW8k/9/b3C8WXLWlBf35i19wQwkVHhcrlQWakOVlitVtTXN+oeK3qt5ptRIerzoShAX1+PcP908O340/0YPqOehOzYOZD572wNtRd7RsW+v51FyKstfXVylzhTieh8pBcoLzRQwdJPREREREREKTOfWSOiJS0SiQgn9h0O/SyDyspKWK1WRKNR3X0Knfyfjtma8C0kowJIraRdvrwNy5e3zcr9T7Zy5WoEg8FMbfOGhkY0NqYCQ2azWVMmZLE01PZ6vZoxi8WCxsYmGI1GlJdX6JbkstvtqqDTunUb0N5+AuPjY7Db7WhrW5E1O8dut8PvV5dYEWXO5HvdQCqoNVUq48WA8b4QDj+qDWT0Hh9H2BeD3W2By+XSfY/MdabRTHQfHsXpveLXVM/RcYT9cdiLFldGSCQQx2hPEGX1Tlidi+va6NylF5xOJCY+o4PB3KWfGKggIiIiIiJKYaCC6Dyn13Q42+S9JEloaGhAR0eH7j7zMRk7WyV05iOoki+Hw4FLL70cwWAAZrNFNYFfVlaG/v5+1f5+vx+xWGxBJ7+TySRCIW3T2PLy8kx5lLq6et1ARTqbIs1sNmPNmrV5378ooyIejyOZTOqWZ0kbHx/P+36sViuSCRnP/a4TclIbyFBkoHP3MNZeXQsg9e/V26vNNJnvZtqKrMA7mHqfe6r1M6XC/jhe+POZrOc5vWcIq6+snfVrnK7AWBSPfu8IIoEEjGYDtr+uBfVrShb6sug8IGqmDQCJRKqUUzQaRTyeOwgxObBBRERERER0PmPpJ6JzRCwWm1ZTTr0SOXZ79iyDurqGrOV85rqRNlB482k9uR7rfJMkCS5Xkaa0lV6D5oUu/+T3+4RZOUVF7sx/V1RUwmwWT+yl+1NMl16gKVefilAoVNB7xmq14tAjPfAO6JeVOrV7KJONoVf+ab4DFfse6MI/vn0Y//j2YTz3207ISVmzj6IoeOGPpxALqSdWXaXq12Dn7uFF1VT70MPdiARS15yMy9jxm5PoPrw4yqHRuU3v8ywdeAgGc5d9Su3PjAoiIiIiIiKAgQqiJU9RFBw6dBCPP/4IHn30Yezfv7egiQ+9ydxc5ZBsNptu4+P09rk2W1kEiymjIhu9ie+RkYUt/yTq+wEAbvdEoMJgMKC6WrwSf2pGRaH0+qmEQtn7VPh84rJPehJeC44/o85ocRSrX4Mhbwz97anzlpWVC5ujezzzt+J/rDeI9h0TvTPO7B/BznvVwQpFVnDo4R70nVA/H3VrSrD9dS2qseBYVNU0fCGF/XF0H1Y3PVdkBTvuPYmuQwxW0NzSL/2U+vubT38KgM20iYiIiIiI0hioIFriuru70NPTnVnR3t/fj/3790LR6yg9RTgc0YxJUn6T99maas9HKSJJknRXtRYiW+PwxSTd92Cqhe5ToReomJxRAQANDdosHKfTCbe7eEb3r9dPJVdGhV5/ChFFBvqejwOT3lYGo4TLb22Dp0b9+ul8IVXiymazobVV3cekvr4BTqcz7/udqfbnBjVj3UfGsOPFYEUkGMeTPzuBo0/2qfaxuUzY+qomlNY7UVylfn4XS1Ptzl2DuiW4dt7HYAXNLf3ST4UFKphRQURERERElMJABdES19PTrRkbHh7GqVMn8zpeNJlrs9khZavr9KKysjLdsknzlaUw0/JPkgTh5P9iVVqqLf8UDAYRiWgDTvMlENA2jLXb7ZoSR0VFbqxevRYmU6pvhM1mw7p16/N6rWWjl/2T6zkpJFCRGDcjFlRPiq+7rg7FVQ60XlihGu87Po6QNwYAaGlpxUUXXYyVK1dh8+atWLt2Xd73OVPRYBxnD+g0xj4yhqd+3o6H7j6MgQ5toGnra5bB6jRDkiS0XqjOnOo9No6wPzYn15yvZELGyV3aIEwagxU01/RKuDFQQUREREREND0MVBAtYbIsw+/3IaEksE/eg93yLkSU1ORsR0d7XiWBRJO5+fZskCQJ9fUNwm3zFagwm2eWuZFvUGax0Cv/tFB9KtKvwakml32arKGhEVdccTUuu+wKXH75lbNSBslsNgsza7JlVCiKAp9vPO/7kMzqIEVFcxFWXFINAGjcUAaTZeLPqaKkelWkFRd70Ny8DBUV6oDGXOt8YQhyQj+zaqDDh7BP3aNDMgAbX9aA2pWezFjjBaUwmic9PlnBqT3Ds369heg+PJbpTZFWu8qjuq3IwAt/Oo1YmBPBNPtylX7Kt0dFMsnXJxEREREREcBABdGS5vWOI55M4D75l3hQ+SseVh7Ab+VfQ1EUKApw4MC+rKvKFUVBJKKt45+rP8Vk9fUNmjJPdrt9xuV80hRFwe9O/QbvfvYd+NaR/0UsqV7JbbXOPFCxlOgFKgYG+oXjcy0YDGSaR0+mF6gAUoEFp9MJg2H2/gSJynfpNYoHUlkgSUFTaT1GVwIrryyHu8KG+rUluORNyzP9J8xWIxo3qP9dOncPCcsSzRc5KaPjeXXGQVmjSxVQmcpWZMZVt63CiourVeMWmwmN69WZPJ0vDKHvxDhGuwMIjEWRjOf/XM6G9p0DqtsVzUW49JblWL5dnf0RjyQRDXEimGafJEkwGrXvp3g8jlgshlgsv6yjRCKZd6lGIiIiIiJKzRN1dLTj6aefxHPP7URX11nI8vz+JqW5MfPi7kS0YLxeL55UHsNZnMmM9aALnehAK9oQi8Wwf/8+XHjhNuGkcDQaFU4y69X8F7FYLNi0aTOOHj0Cv98Ht7sY69ZtmLUshd+e+jW+c+ybAIAj44dgM9rwryvfmdmeK6PC4ynB+PiY7na7fWk00k5zOByw2WyaANTAwADOnj2Dxkb9viFzQb8/xewEqvJlt9s115Ito6KQsk9AqkTYikurccF14vdG64UVmd4UABD2xdG+cwAVTS5YnGZYHSaYrcaC7nMmeo6Oa7IlNr2sEcm4jKd+dgKJmPpLXGVLES56fStsLnE5m5YLK1RZFKHxGJ76WXvmtsEooX5tCdZcWQt3Ze7PD0VW0HN0DMmEgoplRXC48w84jnQFMNodVI21XVQJSZKw6eWNMBglnHh2IPO4nJ6lU9qNlhaTyYxkMqoaSyYTwnJ4QKrMYDQa1YwnEgndUlJERERERKR27NhRnD2bngcLYnx8DKdPn0Jb2wpUVVUvqaoZpMZABdEipigKenq6MTg4ALPZjGXLWuByFWW2P933BJ5XdmiO2yO/gFZjqonv+PgY2ttPYOXKVZr99CZyC20u7fGU4OKLL4WiKFn/IPQEu/FE36OodzXi8qorc/7xODJ2CN87frdq7E9nfo83t/4z7KbUZGiupt1NTU3w+726q+eXWkYFAFRUVKKr66xm/NixI3A6XSgrE2ddzAW/XzwhV1RUJByfK6J/x3g8gbGxUZSUaPt66AUqKioqMDQkbhadrZdJSa0TJXUOjPVMvKf2P9Cl3qfOgVWX1aB+TQkkQ+4vTv7hCMb7Q3B4LCitcxb0ZWtqxkFZgxOldakm3pe/dQWe/nk74pEkAGD1lTVYe01dJkNEpLTOCU+1A+P94s8MOang7IFRnD04ioa1pVhzVQ2Kq8SfI4qiYMe9J9F9eCKAWN7oQv26EtSvLc0ZtJj62BzFFtSuSpUQkyQJG1/aiOZN5YiFEyitd8Fg5JdUmhsmk0kTeEgkEggGg8L9PR4PBgYGNOMMVBARERER5WdsbHRSkGJCKBTC/v374Ha7sWLFqnmdF6HZw0AF0SJ26lQn2ttPZG4PDQ3i0kuvgNVqRV+oF78c+6nwuE50YFwZg0dKTd6dPn0KVVVVmn4AemWhpttfIttE6lh0FO/dcQfGYqnJyXeuejfe0HKL7v7eqBef2fvfSCpJ1XgwEcAjvf/AKxpfDSB3oKKkpBQeT4luv47Z6qURiPtx99FvoCt4Fq9sfA1uqHvprJxXpLl5Gfr6epBIqJ8bRQH279+Liy66BA5HYcGm6RJlVFgslnnrUZKm11fl+eefg8vlQl1dPerq6jOTgV7vuPAcy5a1CAMVFoslZ6mq1q2VeKHntO72sZ4QdvzmJNwVNqy5qhb160p1gwODnT48/Yv2TOaDw2NB/doSNKwrzRm0GOsNYviMuj5+20VVmf+uaCrCS967HoMnvSipdeaVASFJElZdXo2d93Vm31EBug6NouvQKOrXlmDLq5phdai/apzZN6IKUgDA8NkAhs8GsO9vXahe7sbmVzbBVap9DYX9Mc2xrdsqNcEIT/X8vP7p/GYyaYMLiURCt5G2210sDFSwTwURERERUW6yLOPIkcNZ9/H5fHjhheexcuUqNDcvm6cro9nCHhVEi5SiKDh9Wj0pGI8ncPr0KcSSMXxq938hAv3+E3uV3arbnZ0nNfvMVkZFPv7W9ZdMkAIAftrxQwTi4tX4siLjv57+LwyEtRM6QCqrIl3TO1ugwm63w2q1orRUu6I+bbYyKu4++g080P1XHB47iP+3/3M4OLp/Vs4r4nA4sG7dBcJt8Xgc+/btyTR0nUuKosDv12YmZOtPMVeyvWYDgQCOHz+Gp556An6/D8lkUliapbi4GCUlpcIgTz4N5hvWl8Luzr0q2jcUwc77OvHgNw5h4KQ20JOIJfH8H06pyjOFxmM48cwAHvnuUfzt6wdxZr848AYA7TvVvSnsRWbUry3RjDVtLM8rSJHWuKEMW1/TjKpWN4qr7LAVmbNmK3QfHsPTPz+BZGLicURDCU2myVT9HT784+7DOHtA+xhPPq/u/WE0SWjZOr9NyonSTCZtObdUoEL7+WK1WnU/R+bj85qIiIiIaKk7ffqU7qKgqdrbj/N79hLEQAUtmLGxUZw82c6mNzr8fh/ice2H6sBAP75z7Jto9x9XjVugLktzQNmHuDJRo35oaAg+n3pSORTSNhuWpNnLMpjssb5H1PedCOEvZ/8o3Pfezl/hie4ndM910t+OQ2MHAAAWS5ZyPCUlL/6/fqAinwnoXEKJIB7tfShzW4GCX5wUZ7vMlqqqKixfvly4ze/34/Dhg3N6/0AqtXJqVgeAWWukXoiSkhJhY9vJ4vE4DhzYD693HKLetenrbm3VPq/V1TU5r8FsNeLyW1egYV1pXhP5/pEInvzpCQydVk9qHnm8F6Fx/Ua8wbEonvttJ577bSfiUfXzHwnEcfageoI/lXEwO3/uW7ZU4Mq3rcSN716HV314I177yS141Uc2YvWVNcIeHCNdQez920SZsoMPdefV3DoRlbHzvk7s+sMpxKNJ9Hd48eRPjuPI472q/RovKNNkbBDNF5NJ+9qLx+PCH08ul0uYgQFA+DlKREREREQTQqEQOjs78t5flhXNHBgtfvx1Twuiq+usKl2rp6cb27dfzIY3k4yNiRtAHwsdwZ8Cv1ONlaIUrzTcjJ/I/5cZiyCMo8phbJA2ZsY6O09i48bNE/tEtIEKm80+6/8OZwOn0enX/kH53el78drmN8BinAg2HBo9gO8fv0e1n8figcVgxWBkIsPij2d+h/WlF8Bi0V/BXlzsyfy/0WgQ9qmYjaDMjoFnEJPVE8vPD+3ASV8HWt3iYMJsaGlZDr/fLywl0t/fj2XLvHMaNNBrGDvf/SkAwGw2Y8WKVTh27IgwCJEWCARw9OgR4bbi4tRzVVtbh0gkjNOnT0OSJNTV1aOpqTmv6/BUO3DxG1sztxVFQSIqo7/diyNP9MI7oH7PKbKCHb/pwHXvWguH2wLvQAjHnxFnEk11Zv8IRroCuOgNrXAUW3Dy+UF0PD8IOTHxBBiMc5txIEkSbC4z1l9Xj5WXVqN9xwBO7BjI9L8AgM5dQyipdaK40qZqOA4Atas8aNlage7Do+g5Oq46DgBO7RnG2YOjSMbFwey27VXCcaL5IAo8xOMx4WeQy1UkzMAAgEQiLhwnIiIiIqKUY8eOCOd0HA4HFEVBOKyd3+KCoKWHGRU072RZRkdHu2rM6/VicHBQ54jz0/i4OFBxXDmmum2CCa8xvA7VUg1aDK2qbXuVFzIlkgBgYGBAtdJT9EE+F82lH+97VDg+Gh3BQ70PZm57Y+P47L5PQJ7Ul0KChP/a+Gnc3Px61bFP9T+O0ehIXhkVBoNB058DSE1ui1bEFuqxvoeF47/p/MWMz52NJElYt26DbmBgNt5TiqIgGAxicHAQXV1nMTAwkMmAEvWnAICiovkv/QQAjY1NuPjiS1Ff36A7IQhAuNpZktSZIC0ty3HNNdfh6quvxYoVK6cdvJMkCWabEQ3rS3HDnWtx6ZuWo6RWXVoqEkjg2V91IBmXsfvPZ6DI6kDDpbcsx+ora+Aq077WA6NRPPr9o7j/q/tx+LFeRIPqbIXGDaWwueanSa/FbsLaa+pw9b+sgtGs/nqx9/4zeO63p1RjJosBm1/RiNqVHmy7uQWv+OAFaN5UrjmvXpCidqUHnhr2oqCFI/r7oRcodTqdun9vmJJORERERKRvYKBf2EsSANatW4/16zcIt8kyAxVLDQMVNO9CoSBiMW1Zk7Gx0QW4msVLL6OiGuoSNDdIL0OFlFpVfKX7GtW2fvShD+pSKadOpXpVKIoizKiYjVJIU00t+zTZbzp/iaSShKzI+OL+z2Ioop5cv3X5bdhSfiFeUv8KWAwT/SgSSgJ/PfvnTHPkqYxGA1yuiQn8urp6zT5VVdWFPhSNQNyPXcPPCbc92vcw+sN9M76PbEwmEzZu3CxsyhwKBad1zmAwiCNHDuPpp5/Eww8/iKeffhJ79+7GkSOHsW/fHuza9Tzi8bgwjdJkMs5bI2+RoiI31q5dh6uuuhbr12/I+/WcWu08t0mGkkFC3ZoSXHvHGlQvVwdzRruDePi7RzB8Vh1EWXlZNepWl2D9dfV46fvW46I3tGhKLMlJRdW3YfL9rbx05q/xQnlqHLjwNc2qMTmpIDgWVY2tvbYOjuKJ4IvZasS2m5dh++taYLLofz2xOExYc1UtLnpDy6xeN1GhzOb8PzNcLheMRgYqiIiIiIgKkUgkdKsi1Nc3oKSklAuCziEs/UTzLhgUN3DWKyNzrhgdHUF/fz+MRiPq6urhcrl09w2Hw4hGo8Jt66ULkEQCvejBSmk1lksrMtsurroUf4v+BQPh/szYHmUXnHCiQ2nHSaUdgS4/LlOuxCvqXwVZ1k5uOhyzG6g45e/EmcAp3e3dwbN4duBpdAXP4PmhHaptm8q24Na22wAAbosb19begL9335/Z/uezf8CbWm+F2WxCLBaHHz6YYYFdsqO42KNaBV9dXYPR0VH09HRBUQCPp0TYi6BQzww8hbgsLtshK0n89tRv8O4175/x/WTjcDjgcDg1mQKiHiS5xGIxPP/8TmEwMW18fAyHDx8UZlS4XO5FUcLNaDSitrYONpsNu3Y9n3P/+eyrYTBI2P76Vjx8zxHV5P3UslDOEitWX1mbuS1JEhrXl6G03oWd957EaLd+IKqypQjrrqlDcdXCBI0aN5RhtDeIEzplrDzVdt2yTU0XlKG03omd957EWO/E3wt3hQ1tF1eh6YIymCz6GTNE80Uv8CDichWpMhwnSyb5A4qIiIiISGRwcEA4P2axWLBixUoAgMEg/n2YTDKjYqlhoILmXTAoDkgEg9Nb/b0UDAwMYP/+PZmSED09Xdi27WLdYIVe2ScgNVm5SdqKTdiq2VbiKcMr8Rr836QeD4eVgzisqBsr/6H7Pvyx+7dowXJsMmxFC1ozk8tTSz+FEyH8uP0H6PR1wGK0wmFywG60w25yYLm7DdfUXg+jpD9p+PiUbIpyWwWKzR6c9E+U/7rn6DcxEFFPaJbZyvDxjZ9SnfvVTa9VBSpGosP4ecePcdp0Cgci+zCOMUiQ0IYVeI3zdVAUJfO4JEnC2rXr0Nq6HIqiwGazZbYl5AQSSgJWg7XgSfap2SIGGCBjolTN37r+jFuX34Ziy9xOhNvtdk2gIhwWBwWzOXPmdNYgRZqoLwYw0edhsSgtLUNNTQ36+rJntsz3dVsdJlx6y3I88r2juqWNtryyCSazNrPAVWLFNf+6Coce6cGxp/uBFz9XDEYJjReUYcXFVfBUL3xJpA3XN2C8L4TBzimf+RKw5VXNWRuNF5XZcM3tq3F67zACI1FUtrpR3eqGJMgcIloo+WZhWSwWmM3mTNm8qVg7l4iIiIhITK/ayKpVqzMVNvS+lzNQsfQwUEHzTi+jIhKJIJlMwmg891bKnjlzWlW3Oh5P4Pjxo9iy5ULh/qOjhZfBkqTUZOvLXK/ET9p/oLvKP02BgpNox0m5HaUow82GN6BMKteUyvnC/s/gmYEndc+za+g5/OcFnxBO8CuKopnIv6r6GqwsXo3P7/9UZqwvrC5PZYABX77iyyg1l6metxXFK7HGsw5Hxg9lxn7a8UPN4zqB4/jy6c/jN8O/wKsbX4sb618Kuyk1cTu5ebaiKPi/4/fg96fvRVSOwgAD7KZUEMZtLsb1dS/BG5a9STd44Y15sXtYvVr/thW340ft/5fpsxFJRvDnM7/PZIbMFYfDCUBdszEWiyGRSKj+aHd1nUVPTzcURUFTUzNqa+tUxwwM9GMmFqKRdi4rVqzC4OCAsPFWmsfjmb8LSt9ntQMX3tSMnfd2arY1rCtFdZt+8MRgNGDDDQ2oXVWCswdH4Ci2oHlj+bz1o8iHwSjh4je04qHvHEHIOxH8at1agbIG/YyyNKPJgNYLK+fyEolmRK/04FTpRQkGgwEGg6TJZozH2UybiIiIiEgkkdB+Vzabzaipmag+oDePyEDF0sMeFTTvsmVOBIPaJrfngkBAWyJneHhYN3PC6x0v+D7SNfY91hJcVXNtQceOYgS/ln+GmBJTZVQcHT+cNUgBAA/3Pojfnvq1cNtJfzu6g2dVY1fXXoeraq5BlV2/dv4/r3g7ttVsE257TdNrs17PZGcCp/GNI1/Dnc/+K4Yi2sZLzw4+hV91/gxROZVGKENGMBHEcGQInf4OfPfYt/Drzp/rnv/pgSeQnNT422Kw4Kbm1+HqKc//78/ch0gykvd1T4deL4bJWRU9Pd04cuQwvF4vfD4fDh48oGpIFQgEZpzZ5HYvTCPtbGw2G1pa9Mt8GQwSnM7cE+dzoXF9GVZepn4vmK1GbHxpQ17Hlze6sPnlTVh1Wc2iClKkWZ1mXPaWNhSVpQKElS1urL9B2y+GaCnKt/TT5H5JJpP2fcrST0REREREYqJFPVMXDDFQce5goILmXSikH4w4F8s/ybKMeFw8CXHyZIdmLB6Pw+8vvF9HcbEn899vWPYmmCT1BIoddqyTNmCLtA1W2DBVAAHswk7VhPdP23+o2U/ku8fvxt6R3Zrxx/seVd2usldjVfEaGA0mvH7Zm4Tn2lJ2Id68/K2693VF9dUosZTkdV1pZwKn8Y3DX1ONKYqCn+Tx+H5w/LvYNSRulj21rNVFlZfAYXLin1rerBr3xsbxYPdfC7rmQqUyKrQm96no6urSbD95cqIE1+CguJxTXV09li/P3c9jISf8c2luXqbb5Nvt9sBgWLg/h+uvq8eyLeUAAJPFgO2vb4Hdbclx1NLhqXbghnevxav/cxOu/OcVsNiYzEnnhnybaTudE5/PorR0NvkjIiIiIhITfVeeGqiQJAlGo/Y3Pb9nLz0MVNC8ikajupP2wLkZqMhW71+UVTE+Pj6t+5lcuqbV3YYvXfg/uLHuZfinlrfgvRX/gXcb/gMvN7wa1xluxJ2G9+FG6eUoQanqHM/LOzAeS13PsfEjeG5Kc+ura67Fm1puxcsaXqkal5UkPrP3v1VNvFNlnx5W7XdVzbWZMkovrX8F3GZ1aZsyazk+tvGTWXteWIwW/OvKd6nGVhavxm1tt+Pbl/wf3rPmP9DobNIc98zAkzg0eiBze+fgs+jwndC9n8xjg4zP7fsEekM9qvHx6Bj2juzRPD4g9fxfWL5dte2vXX/JeV8zoZdREQql3lOKoggze7xeL/z+1Pjg4KBmuyQBK1euQmtrG2pqarJeg8tVtKAT/tkYDAasXr1WuG2h+2oYjBIufM0yvPLDG/HKD29E7UrPgl7PXDCaDLA6TOwxQeeU/DMqJgK44kAFV3oREREREYmIMipE36lFDbVlmd+zlxoua6R5lZ401RMIFJ5JsNjF49kbE5882aHqVaFXDspsNmetYz05owIANpdvxebyVMPtQCCAnTufydTot0gWbJQ2o1apw4/k72WOiSGGn3X8GO9d+x/4WcePVefzWDz44PqPwW5KTYhX2Crxk/YfZLZ7Y+P45O6P4a6LvwOr0YoT3mPoC6l7T0wuiWQ32XHr8rfh20fvAgCYJBM+vvHTKLGqgyciL214BVYUr0J/uBcri1ej3FaR2bbaswavaXot9o7sxmf3fQLe2Hhm23ePfxvfuCjVaPynHT9QnbPe2YhPbPoMwokwdgw+jV93/iKzzR/345O7P4ZvXvJd2IypbJQn+x/P9KEAAJvRhu0Vl2Ru/1PrW7BreCITYyxaeN+RQuhlC4RCocz/6/Vo6OnpwbJlVmHJsZKS0sxqhdWr12J0dBTRaFR4nqKixVf2abLy8nJUV1ejv1/dh6O+fnGUIrIXLb7STUSkL99m2pNLP4mCGyz9REREREQklk9GBZAq/zR1zoyln5YeBipoXuXKmDgXMyqi0eyBinRWhceTKmc0NqYNVJhMRjQ3N6O9vV2zDUiVn5hcWmIql8uFjRu34NixI6rnuFKqwjppAw4pE5kGfzn7B2wo3Ygdg0+rzvGGZbdkghQAcOvy23DCe1y13wnfMbzzmdtgM9oxPKUnRK2jDm3ulaqxm5vfALelGB2+dlxVcy1We9boPoapWt3L0eoWlyOSJAmby7fi1uVvw7eO/G9m/PDYQTwz8CRMBjOOe4+pjnnL8n/GcvcKAMC6kg3oCfbgqYHHM9tP+tvxtYNfwrtWvxeRZBiP9P5DdfzFlZeqnp+NpZvxioZX4/6uP8EAA97Uemvej206DAYDbDYbIhF1L4x0j4pAQL/kWm9vj26go7KyKvPfZrMZ69ZtwO7du4T7Lsb+FFOtX38BjEYTBgcHYLVasXz5CtUkIhFRvvJppm02m2GxWCbd1n71ZjNtIiIiIiIxUTNtUd830SIiBiqWHgYqaF7lCkSEQkEoipIpD3QuyJVRAQAdHe3YunUbZFmG16sNVBQXe1BZWa0bqCgu9uR8zsrLy3HZZVfA7/dhaGgQg4OD8Hq9uFy6CkeVw0gi9QGeVJL43N5PqI51m4vx6qabVWMGyYD/vOATuPPZf1U1zD4TOC28/8lln9IkScL1dS/B9XUvyXrt0/XKxpvwu1P3oi88kdnx/ePfgdOk7qNQ56jHtTXXq67rIxf8F84+e1r1eB7p/YcmQJF2Vc11qtuSJOH96z6E1y37J5gMJtQ66mbhEWVntzsEgYpUj4pgUD9bKR6Po6NDXAZrcqACSL2OGhoa0dV1VrPv5PJji5XBYMC6desBrF/oSyGiJc5oNEKSAEXR32dqIFT8A4oZFUREREREUyWTSciy9su2XkbFVCyxuvQszmLidM4KBvVXdQOALCuZUjXnCr0yOZONjIxgfHwMPp9X+CFcUlICl8ulqnM9WSETxEVFbrS0LMdFF12CK6+8GldtuRYvq36Vah8Z6hJBb1j2JthN2hX3LrMLn9n8RdiN4tX4k109ZSJ/PpgNZvzLyneoxrqCZ3HMe0Q19ubl/wyjQT155DA58ZnNX4LTpJ+pMrGvA9srLtKMGyQDGl1N8xKkAMTln8LhEBRFyRkkFPWOcbvdwt4XK1euQlGRevKtrKwMbvfC9nogIppvuco/Tf27LSr9xCZ/RERERERaepnHou/gokAFe1QsPQxU0LzKp7TTuVb+Kd+SDsePH8fw8LBwm8eT6tswdXV7WnFxybSuzWazoaKiAm9fdwdcJnH5G7fZjdc0v1b3HM1Fy/DRC/47awPsVze9VrdM01y7uuY6rHCv0t1e46jF9bU3Crc1uBrxsQs+lfM+rqm5HhajdbqXOGscDm1QQVFSWRXZSj/pqaysFI4bjUZs23YRGhubUFZWhmXLWnDBBZsKPj8R0VInSjufbGqgQvSjSlGYlk5ERERENJWo7BNQSEYFFwQtNSz9RAXp6+vFiRPHkUjEUV1dixUrVuZVoxkAZFnO1MvPJpV1IZ4gXYryyagAUk20RY20JWkiY6KmphanTp1UlZmwWCwoKZleoCLNbXHjltZb8b3jd2u2vXbZG+HIkVVwefWVuOfSH2HfyG5IkgF2ox02ow02ox11zno0uppmdH0zYZAMeMeqO/HB598r3P6W1rdpsikmu7jqUrxv7QfwrSP/i6SinkiyGx3YWr4N71j1b7N6zdPlcIj/nUKh0LQa1esFxoDUZNvq1fn3FCEiOhflyqhwOqcGKsRB/UQiIfxxRURERER0vtJb+JtvoIKLgZaeggMVhw4dwrPPPosDBw7gwIEDGBgYAJBaDS7yzW9+E9/61rd0z3f77bfjgx/8oHDb7t27cc8992D//v2Ix+NobW3FW97yFrzmNa/RPV9/fz/uuusuPPXUU/B6vaitrcXLX/5y3HHHHbBaF37F81Lm9Y7jwIH9mdvd3V0YHx/Dli0Xwmaz5Tw+FAplreOcdu5lVOTuUZGN212c+cB1uVxYsWIV2tuPQ5YVmM0mrFmzblYmN25qfj3+cOa3GIoMZsZcpiLc1PT6vI7P1tx6oW0u34oLy7dj1/BzqvFqe01e/TFe3fRa3Fj/coxFRzMBGKvRCoO0uJLSRGWaAGBkZFhYUizXuYqKFn9zbCKihSQq5TRZPqWfgFSggt9TiYiIiIgmiEpUA+KsZtH3bJZ+WnoKDlTcfffdeOSRRwq+o82bN6OpSbuqeu3atcL9H3zwQfz7v/87ZFnGhRdeiJKSEuzYsQMf+chHcPz4cXzkIx/RHHPmzBm88Y1vxNjYGFasWIGtW7fi0KFD+Pa3v40dO3bgJz/5CSwWS8HXTik9PT2asUAggOee24GtW7fB6cy+6j7fAMR0StQsZrGYNgJst9uRTCYRi+UOYng86myJ5uZlqK6uQSQShsPhnLXXtNVoxe0r34Uv7P90ZuyfWt8Ml1ncF2OpeceqO/HC089DwcSE/S2tb4UpSzbFZDajDTWO2rm6vFmhl1ExNDQoHM8mWzYFERGlmM36f0PMZpMm+KCXhcqG2kREREREanrfkUXfwdlM+9xQcKBi48aNWLlyJdavX4/169fjmmuuyWuy9fWvfz1uvvnmvO5jfHwcH/vYx5BMJvHNb34TN9xwAwBgeHgYt9xyC374wx/iqquuwvbt21XHffSjH8XY2BhuvfVWfPzjHweQWqH2/ve/Hw899BC++93v4j3veU+Bj5jS9BphRyKRF4MVF2ZtppurkXZaKHSuBSq0pZ8cDgfa2lZg9+4XcvawEJV1stlseWWxFOq6uhsRSUbw9MATWF9yAf6p5S2zfh8LpdXdhtct+yfcd+pXAIDVnrW4sf5lC3xVs8tsNsNsNmlWHUwnS6mi4twpv0ZENFeylX5yOrW9n/QyKvRWixERERERna/0m2lrF//ofS9PJpMssbqEFByoeMc73jEX16Fy3333IRAI4Nprr80EKQCgvLwcH/rQh/Dud78bP/rRj1SBigMHDmDPnj0oKyvDhz/84cy4yWTCpz71KTz++OP42c9+hne961056wmTWCik318iHo9j167nsGnTFpSWlgn3yXeyNB5PIBqNnjMlEESlnywWC4qLPbj44kuxf/8+eL3jusdPzaiYa69ofDVe0fjqeb3P+XLHqn/DlvIL4Y/5cHHVpTAb8uuvspTY7Q7E476c+xkMEoxGk/APv9lsQmlp6VxcHhHROSVbM+2pZZ9S++uXfiIiIiIiogl6zbRF36mNRnFpbgYqlpbFVWD9RU888QQA4MYbb9Rsu/LKK2G1WvHss8+qmhQ//vjjAICrr75aUwqnvLwcW7Zsgdfrxe7du+fuws9hyWQSkUgk6z6JRBJ79+7W3a+QVd35Zl8sdrIsC1dJWiypIIzdbse2bdvR2ChuNu1yuc6ZgM1iYJAM2FZxEa6tuyFng/ClyuFw5LmfE7W1dcJtFRWVkCRpNi+LiOiclG3xizhQIf6RxNJPRERERERqelnHonKqBoP4ezYXBC0t8xao2LlzJz7/+c/jE5/4BO6++24cOnRId99jx44BEPevsFgsaGtrQzQaxalTpzTHrFmzRnjO9Lhe02/KLhzWz6aYLJFIorPzpHCbqKSTXn+Fc6Whtl5ZNItl4kPVYDBg9eo1uOCCjaoJDEkCli9fMefXSOcWvT4VU7lcLtTViQMVlZXVs3lJRETnLL3AAwA4naJAhTgDgz+giIiIiIjURBUgjEYDDAbtdLbeAiI21F5a5q0G0p/+9CfV7bvuugs33ngjvvjFL6qaMAcCAfj9fgBAdbV4sqy6uhqHDh1Cb28vVq1aBQDo6+vLeQwA9Pb2Tuv6z/fFxaFQKO/nYGCgD6tXr1Z9cMRiMSQSCc05Kisr0dPTLbi/4KJ+zsPhMCRJytknIpGICR+H1WrVjNfU1KCkpAQ9PV1IJJKoqqqa97JPi0X6uVnMr4HFyuGw5/W8FRW54Ha7UV9fr3oPFhd7UFVVyeeezjn8XKG5YDabdV9TRUUuzTaz2STcP5GI655nbGwUw8PDMJvNqKqqht1un9lF06zh5woRzSZ+phDRbFvqnyvJpPY7st73b5PJKBxPJrVzkTS/Cnn+5zxQ0djYiI985CO44oorUFtbC5/Ph127duErX/kKHnzwQSSTSXz729/O7D95Jb3eJHD6B9rkfdP9E/R+vKXLoUx3pX5ZmbYh4rkoFovBZDJpopNe7yDcbu1z63a74fOJ6uFHUV4+0Yx3dHRUeHxLSz1isYCqjBcAmEwyysvn/zkPBoMYGBiA1WpFbW2tpvxNMpnEnj170N/fDyAVANu8ebNuvTtFiQgfd3V1qc7jK0J9fcWMH8e54nx5382uSnR15Z7EamysQXl5Ea644iJ0dXVhdHQUTqcTLS0t7OND5zR+rtBsikQ86OnRfuaazWbh3/Nk0qHzfcom/F5w6tQpHDs2kYXc13cGFRUVaGhoQE1NjXA1Gc0/fq4Q0WziZwoRzbal+rnidFo0352LioqE35sTiWLh92yPx7Eg84s0PXM+G/XqV6ub8jocDrzyla/E9u3b8cpXvhIPP/ww9u3bh40bN871pczIyIgfirLQVzF3kskkDhzYh8HBQQBAY2MTVq5clfkB3N09CJ8vrDlu+fK16O5+QTN+6NAJbNgw8QHR3d0vPD4aVZBIGDTbYrFBDA/7hdcaCAQQCPhhs9lmNeNgYGAA+/fvyfw7ezwl2LZtuypYcfJkBzo6JkqO+XynIMsmtLYuF56zv39U+Lj9/ihMJvHjo1S0tays6Jx/382FcFgWvuamikaReY85naVwOlPNs8fHcx9LtBTxc4Xmgs8XFX7mejw23e8xfn9Y8xocGvKiokK9f39/H/bv3ye4z7M4efIsTCYTGhub0Nq6nAGLBcLPFSKaTfxMIaLZttQ/V4aGvPD71d+1DQbx92yvNyL8Xj446AXA3q8LKf06zMeCLZutrKzEzTffjB/+8Id46qmnMoGKyWWgIpGIsBFhOBzW7JvOmEhvmyqdcTH5mEIoCpbkmzpfhw8fxsDAYOb2mTNnUFTkRl1dPYDU8zf18dtsNpSVlcNisWoyIgYHB5BIJDOZBoFAUPj82e1OOJ0ujI6OqsbD4Qji8YRmZXd3dxeOHj0MWU6drLl5GVauXJXXYwwGgwgEAiguLtZk68iyjMOHD0GWJ8bGxsbQ29urajjc09OjeRy9vb1oaREHKiKRqPBxm83Wc/r1NFvO9ffdXLBabZAkKfMeETEYJNjtDj63dF7i5wrNJqPRKHw9ORxO3deZ0WjSNAZMJBKq/cfGRnHgwP6sr9V4PIGTJ08iFAphw4aNhV88zRp+rhDRbOJnChHNtqX6uRKPxzXXbTKZhI/FYDAIx6d+z6bFbUGXXzU3NwMAhoaGMmMulwtFRakoS7q8zlTp8dra2sxYTU1NwcdQis/nRW9vj2a8r2+in0c60DOZw+GAJEmorq7RbEskkhgamgh8hELakltmswlWq1U3eDT1mGQyiRMnjqsmYE+fPpVXOa/Tp0/h6aefxL59e/Dkk4+hu7tLtX1oaEjY+HpwcCDz35FIRPg8BINB3abZosY/gH4TcaKZSvVOyV76yeFwcvUtEdEsMJvFzbFFC23SjEbtOqHJzbSDwSD27t2TNeA8WX9/HyKRSF77EhEREREtFYmEdk5Nr1S1Xkn2ZJLNtJeSBZ2p8nq9ALR9JdINsg8fPqw5Jh6Po729HVarFcuWLdMcc+TIEeF9pcdXrlw58ws/x5w4cVw4nu49IcsyIhFtpordnspi0Qv+TA50BAIBzXaHI/Uj3ukU/5ifGoDw+bzCif/R0RHh8WmxWAzt7ROPUVGAI0cOqc7f26tt6J0+t/Ji6HVsbFS4DwCMj48Lx6dmmgCp1ex6ExtEsyGdYaYn2wQaERHlz+UqgtWqTiWXJKCiolLnCPGPq3SgIhaLYc+eF3QXOogoCnT6hRERERERLU2KoqgW86SZTOL5NNFiIADCc9DitWCBCkVR8PDDDwMA1qxZo9p25ZVXAgAefPBBzXGPP/44otEoLrnkEtUPw6uuugoA8Nhjj2lWtw8PD2P37t0oLi7G5s2bZ/NhLHnDw8MYGRFP9MfjcYTDYWHZJ2CijJbbXSycGB0eHkI8HocsywiHtZkI6eP1MiqmBjdE2QwAcq4iHBsb1axKVBTg7NkzAFKTApOzPyaLxxPw+1M//vWeJwAYHx/TOV6baWE2M5uC5pbDkb3EHQMVRESzQ5IkrFq1GkbjxFfqZctas5YaFf24SqWkK9i7d4/u952Kioos35kYqCAiIiKic0cymdQppa4XqDDCMjqK4uPHYJq0MFmWmVGxlMxpoGJ0dBS/+MUvNBPOwWAQn/zkJ7F//35UVFTghhtuUG1//etfD5fLhUceeQT/+Mc/MuMjIyP4yle+AgC47bbbVMds2LABmzdvVu0DpH74ffrTn0Y8Hsett97KleyTKIqiyjQQ8fl8uj+YJ0+GirIqZFnBwEB/lkBHKrhht9tVP/DTgkH160av/0iuQIXe9p6eLsTjcfT19WatV5cOUEwnoyIW066IZNknmmtTs9Smcrnya2JERES5VVfX4NJLr8CWLRfi0ksvQ1vbiqz7m0zatPREIoH+/j7dhQ+VlZXYtGkLLrnkMhgMkma7KHOViIiIiGip0sswnpqdLIeCiPz1zwi9/9+w/u67sPy+X2Htd74J63CqzUAyKYtOQ4tUwc20H3/8cdx9992Z2+kXzhve8IbM2J133omrrroKoVAIn/nMZ/DVr34V69evR0VFBcbGxnD48GGMj4/D7Xbjrrvu0kyqeTwefOELX8D73/9+vPe978W2bdvg8XiwY8cO+Hw+3Hbbbdi+fbvm2r74xS/ijW98I376059i586dWL58OQ4ePIiuri5s2rQJd9xxR6EP95zW39+Xs1SA3+/Trf/mcEz8u1VX16Kjo0OzT29vr24GweSST06nS3MtU0s/ifpcAEA0mj1Qodc/IpmU0dV1BgMDA8LtaSMjw6ipqdUN2ACA1zsGWZY1df9jMW3pJwYqaK6ly7Lp0Su3RkRE02O323MGidP0Sj9NLpk5WXFxMTZs2AhJkiBJEpxOF/x+v2ofBiqIiIiI6Fwi6k8BTGRUyMPDCH7/O4g+9jAwZWGzKRJG4wN/Q/ub33rO9KhQkkkkjh4GFMC0dh2kc7TvaMGBitHRUezfv18zPnlsdDS18tzj8eD222/H/v37cfr0aezduxdGoxH19fW4+eab8ba3vQ1VVVXC+7nxxhvx85//HN/5znewf/9+xONxtLa24i1veQtuuukm4THNzc344x//iG984xt46qmn8NBDD6G2thZ33nkn3vnOd3KCeBJZltHefiLnfj6fV7cx7+SMCqfTieLi4kzfkbRsWQiTyxe4XNpARSgUhKIokCTpxduzm1EBAKdOdSKRyP6hNT4+hpGR4az7yLICv9+H4mKPalxU+omvQ5pr6WwlEYNBylqShIiI5paofm4ymdAEHwDAarVi06YtquaALpc2UBEMBoQLJoiIiIiIliK9jAqz2QwlkcD4O/8F8kC/7vHu050o7jiBRH3DXF3ijEye78wmefYMIn+7H9EH/wb5xSwR60teBtfHPpnX8UtNwYGKm2++GTfffHNe+7pcLnzwgx8s+KLStmzZgv/7v/8r6Jiamhp88YtfnPZ9ni/Onj2jW0ppMp/PB1nWpklZrVbVj2YgVfpgaqACEAcrJEkb6JhKlhWEQqHMNlGfCwDCRt+TZcu4yBWkAFKZF6dOdebcb2xsTBWokGUZ8bi2aY/FYtWMEc2mbBkVTqfrnPxjRkS0VIgyKpJJGcmk9vtKRUWlplm3qM9Q6jtTkKX9iIiIiOicIJpPA1L93pJdZ7IGKdLqH/4HRi+9bLYvbUbi+/fC/7lPQfF6YX/LW2G/9TbNHI2iKIg99jDCv70XiYPaZIHoA3+D9ZrrYbn40vm67HnDZVfnoXg8js5ObZkmkWg0Cp9PG3wQNeutrq7J+xrsdodq1Z9eKZp0+adEIpG1hJNepBXQL/1UiKllqESm1pXWu1+LhX1SaG4ZjUbNxFYasymIiBaW2Zz/OiG3260Zc7m0YwDLPxERERHRuUO/9JMJxsZmGGom9co1GmG59HKMXHq5al/byDBsTzw2l5dZkORAP3wf/QDk/j4o4RBC378Hwf/9KpRJjXOVRAKBL38B/k/+lzBIkRb89l1QEuJgzlLGQMUiMjo6grNnz+g2UpwtPT3dwsikqDkjII5iOhzaFds2mw2lpaV5XUNNjbr5tt7kaSCQKm2gl02Rli1rIldpqNkyNqb+dxOVfQKYUUHzQy+rQrQSl4iI5o+o9JOeoiJthoTe57iodBQRERER0VKk30zbDMlohOf7P4bjne+G8z8+jNLf/gXuL30Nwy9/FYJT5huL//5XyP7s/XlzUeJxBO76GkZe/RJ4P/zvSL5YgqmgcyST8H/2E1CmLC6K/P4+BL/2JSiyDDkUhO+jH0D0/j/lPF/yzGlE/vT7gq9jLinJJALf+l+M3Hg1xm//ZyQ62gs+BwMVi0R7+wns2vU8jh49guee25lX/4jp0mvW2Na2Mu9ziAIVAFBbW5fz2JqaGjQ3L5tyPidE1WjSmQx6/SnSIhFt02ogXX5JP9tCJN2Yp1CxWEzVcDsaFQcq9JqLE80mvfcoy4IQES0sUeknPaLPbLvdDpPJqBlPL+4gIiIiIlrqEjrZAuk5O0OxB443vxX2m14HQ3k5AMBotqDr+peo9jeGQgj9+AcAAEWWkTh+FOE//BaR+/+E2PM7kTh9CkpIf3G0IssIfPGziPz2N1BGRxHf8Qx87/83yGOFLTIP//zHSOzfJ9wW+dMfEPjCp+F99zsRf26HZrvkKYHtjbfA2LZCNR764fdmHISZTeFf/gyR3/wSSiiIxLGj8L73XUgcP1rQOQruUUGzLxaL4dSpk6qxU6dOora2btbLtAQCfk3TagDweErQ2NiE9vbjkGVFcKSa3nVVV9fg1KlOTakks9mM2to61NXVoahIW7LAYDDAbneoJvqByYGK7KWX9PpURKPiAIYem82GhoYGtLcXHvUDAK93PDNBrJdRYbUyUEFzz+GwC8f1yqwREdH8yDdQ4XA4hPtKkgSnswhe77hqnBkVRERERHSu0M+o0P8ubTQa4G1swtjqNSg5eiQzHvndvZBHRhDfvQuKThUbqaQU1hteAse/3A7DpHL3oXu+hehDD6j2TZ45De8H3oPiu74DgyADWvNYDh9E6EfZezBHH/y7dtBihesDH4H1hpdAMpkQ378X3nffkdms+HwI/fgHcL3n33NeQzaJ9hMIfOWLkEeGYb/lVthufn3BvU3jhw8h9IPvqsYUvw/e9/8bir/+beDybXmdhxkVi8D4+DiUKbEBRQEG8mgMI6IoCvx+H3w+r6rOGQD09fUJj6mrq4PBYMh7tbXeam2j0YhNm7aguroaLpcLlZWV2LhxE6666hqsWrVaGKRIE5UyCIVSKVG5Gn/rlX7KVhJKpLa2DmVl5Tn306svPbn8k16QhBkVNB8qK6s0Yy6Xiz0qiIgWmMmUX+amqOxTmug7UzgcRjKZnPZ1EREREREtFqIeFSaTMesEutGYyjruvuZ6yMZJGcjJJGKP/EM3SAEAytgoIr/5Jcbf9mbE9+4BAITv+zXCv/q5cP9k+wn4PvS+rNkYACAHA/B/5hPA5O/pBgPs//x2wKjNkk6TiotRfNe3YXvZKyC9GJwxX7AJliuvUe0X+f19SHadTd1XIIDok48j/NvfIPrIQ4gfPIDkwEDWXhaJM6fhff+dSBw9DHlwAMH//SrCP/tR1sckfoz/rX6ML1ICAfg/9qG8z8WMikVAb+X98PAwWlpaCzxXHHv37sHY2CiAVBPGLVsuhMVigaIo6O3t0RxjMEioqqoGABQVuYUZF1OJmmmnOZ1OXHDBpoKuO3WcC8CgaiweTyAajebsUREO6wUqCmukXVNTC6fTCbPZJOzNkVZRUYWRkWFNMGJyfxG96K9ek2Oi2VRU5EZLSys6O1PZWhaLBatWrSk4Kk5ERLPLaMxvnVC2QIXetkDAj+Jiz3Qui4iIiIho0RCVfsq14CedbRErKcXgtotQveOZgu9X7uuF973vhOXKqxF78vHs13j4EHz/+QFYX/FqJE91pv7XdRZKMglDUREkVxHk8XHIU+ZiHW97Oxy33Q7TylXwf+I/gSmP1VBXj+Kv/C+MDY2a+3Te+R7Enn0KSM85JhLwferjkKxWJI4cEgYLYDTCtLwN9ttuh3VSw/Hk8BB8H3wflCnzwKHv3wPJZof9DW/K+vjTgl//iuYxTqbkqJIzGQMVi4DehPb4+Cji8XhBPRPOnj2dCVIAgM/nw6FDB7B581aMjY0KG0tXVlbBLCVh3/1dXHzwFwjFgecqb8WIbZlmXyA10W7MEvWbLr2V3sFgQFMSaqpCMypKS0sxOjqqGvN4SjIrFEtKSjE4OCg6FABQVlYGWU6iv1+d9RII+JFIJGAymYQZFQaDVFBtaqKZaGtbgdraOsRiUbhcRdPuv0JERLMn389ilytbFqo4UOH3pwIViUQCJ092YGRkGHa7HStWrGJGHREREREtGbGYdq401/dog2FirrLv0itQtn8fzIJJckN9AySbDfLggGaSPnP/TzymGXPc/i5E/vBbyJOaacf37EZ8z27NvrLONZrWXwD7rbcBAKyXXwnp81+G7+MfyQQeTGvWwf2lr8JQUio83lhbB/vr3qjK9EieOKZzb+kdkkgcPwb/Rz+A2EteDud7/wOQJPg++D7I/eLKO8Fvfh2SzQ7bq16T9dSRfzygKVtlWrcBksuF+M5ns1+XAGdMFwG9QIWiAKOjI5lsh3wMDWk7zw8NDWFgYABDQ4KJd0XBysQRlP7yXTD6uwEANgBX9n0bf2r6PJIG7ep/u11c9mmm9H5ABwIB3R4UaaIADKAuv+SMD6E8chpD9lasXXsl9ux5IdMDw2w2Yc2aNZl9S0vLsgYqSkpKEY/HNYEKRUmV8iovLxdmyrDsE803p9PJySkiokXEaMzv67fbrR+o0M+oSJXMPHz4YOY7it/vx9jYGK688uo5WWhCRERERDTbksnpZ1QAgGyzof2WW9H85z/AmUzCvHoNzNsugmX7xTDW1mX2U8JhJM+eQeCb/6Pb7BpIBSkcb70Nliuugvfdd0CZ0i8uH5LTiaL//nSmlBMAWC65DJ7v/RiR+/8EQ3UN7De9FpLVlvU89rf+CyJ//2vWUlZ6og/8FfHdu2CoqETyZEfWfQNf/SJkvw+S2YzE6VNInj4FeWgQks0GyZXKGEkc2Kd+jC4Xij7xGRjKyuH/xH8i9sxTBV0fAxWLQCymX55ocHCwoEBFMBgQjh89eljzJi+NnMHWkXtRefKEZn9H0os231M45rlOs22uJj31mvyOjAznbPCtlzkRiURgTfhwweifsNz3FAxQEDPYEQhvwSWXXIbBwQEkk0lUVFTCYpkIImTrU2G322G32+HxeITbx8fHUF5eLiw7xbJPRERE57d8MivNZhPsdrvudovFAovFovkOGQj44ff7NAsp4vE4Bgb6UTvpRxkRERER0WIlWtSt1y82beqinHB1DY6+405cd90Nugt2JLsdppWrUPyNexC579cIfu87QExdIcV20+tgv/VtAABT8zIU/8834X3fu6AExHOw4juS4Prwx2CsqdVsMi1vg+v9H8z7VAaXC45/vQPBr35Ju9Figal1OWSfD/LQICCYc5aHBlPbJp+zvgHWa65D+KeT+lMoCkL3fCvv6wIA1wc+mnmMRZ/9Evyf/jgSLzyf9/EMVCwCogYxacPDQ1AUJa+68pFIBImEuIni1DJE1aEjuLr3GzBCv+ni2rEH0O6+AkmDOgvA4dD/4TwTZrNZ+KN7ZGRYdbs8chL1gX0Ytrei27kRQKqXRbrkUkYyitrTv8Fl3ffCIk9kZFjkMFzPfBbeV/0C1dU1wmtxuVywWq3C8k0lL6ZfFRW5YTQakEyqE7rSfSrEGRUsvUNERHQ+yydQka3s08Q+Lk0ZS7/fj66uLuH+gUJ+SBERERERLSBxM+3sc2p6veASiUTOzGLJYID9jbfAfPGlCHz+06l+DwAs194A5/s+oJqXNa1YCff/fAuBz30Sya6zMFRVw9jcAtOyZTA2t0ByOKAE/JADASgBP5BIwrz9Ilg2bcn1sPNme9VNkIeGEH3wb5BsNpgv3A7Ltotg3rgZki2VkaEoCpTxMcSefhLBb98FJSjuFSGVlKL4a99IZZpIBoR/8oNpXZP1pa+A9bobJs5rNqPoU59H7IlH8j4HAxWLQLaMilgsBr/fB7e7OOd5CvkBusL7eNYgBQDYk160+Z7UZFVka6Q9U6If3ZMDAaWR07i++yupax8Hnq+4BSeKrwaQCtSke0yYe59D0SP/gQrfGeH9WLqegKnvBSRqtupeS1lZGXp7e4XjAGAwGFBc7NFcr9c7DkVREItpgxx5ZVQoL2aPsOkxERHROUeSJOFCh8myNdKe2Met+Q4Si8XQ29st3D9UQBM7IiIiIqKFoiiKcCF2rsW/eiVWk6IG0zpMjU0o/s7/pcpAGSSYNmwULh43r16Dkl/cB0WWIRnEAZK5JEkSnP96B5z/ekfWfaSSUthe+RqYt12EwP/7POK7nlPvY3ekGne/mHntePs7oIRDiNz7q4Kux9i8DM73f0B7DSYTbNfdmPd5GKhYBPR6VKQNDQ3mFajQK/skEjKVqG4nixoQuOS/YD/yS1i6nsyMi7Iq5rLevdOpDVRMtmH0z6oAy+bh36LPvgZ+S1UmUGEcPoLiP98CKakNFKjua9f/wPuqX+puLysrFwYqSiY1tPF4SjTXm0gk4fN5dT5Us/eoMPXvgfuh90CKjCG09X0Ib9L/wCEiIqKlyWQyI5nle0o+gYr04oyp9AIgoVAov4sjIiIiIlpAevOkhZZ+ShP1u8hGMhhg3rQ5732XAmNVNdxf+waif/kjgt+6C0o4BMnuQNEXvgzTylWZ/SRJgvPd74fkcCL8q58BBgNMzctgbFoG47IWGOvrgVgccsAP5cWMEanYA9srXgXDLCxsZ6BiEcgdqBhGa2tbzvMEdVJ4RA6UvgoetwulyUHEmq5FeMNtgMkG2VmtClSIsirmqpk2kD0I4o71oT50UDVmUmK4ePDHeKjuQ4hGI5BifrgfuEMYpBi1NqI0ejZz29L1JEx9u5CouVB4f9XVNTh5skP1w762tk5VM9rjKREdqqkNnblPS5ZAhZyA+x//BqM/VbLB9exnkfS0ILbsev1jiIiIaMkxmUzC8pJp2Rppp+kFKvQwo4KIiIiIlgK9eVK9jImJ7XqBivwzKs5lkiTB9qqbYLnqGiQOHYSxbQWMFZXC/Zxvfwcc/3J75vZ8WRphn3OcqJfBZF7veNbyUGmFZFTEjE5Er/sqvDf9FuHN7wJMqfpliZqtiNZfrtp37dgDMMqp+7dYLHnVVp4uvYbaALB6/GHheGWkAyu9jyAaCaPo0Q/C5D2l2j5kXYa/1/8nHqz7CMJGdWaKc9fXde/PYDBg27aL0NDQiIqKCrS1rcDatetU+3g8HmGFpr4+bSYGkD1QYT35t0yQIs31+EcgRcZ0jyEiIqKlJ9t3KUkCXK58Mipy7zNZMilnDY4QERERES0Ger18sy7+hX4gQ6+f7/nK4C6G5ZLLhEGKySRJmtcgBcBAxYKTZTlrjeK04eGhnPsUklHh8ZTA4RBnRoS2qWuKpbMqgLntTwHoZ1RYk34s8+/QPW7jyB9Qe+gbsJ78q2p82NqMh+o/hBFbC5IGCw6VvES1PZ1VocdqtWLNmrXYvHkrWlpaYZiS0mU2m+F2ezTH6U0EWCw6PSoUBfZ939UMG0ODcD31Cd3rIyIioqUnWzM/p9Ol+b4hYjKZVFme+WBWBREREREtdvG4uFQTMyrOfQxULLB8MiWA3IGKRCIhnBzXKx1QW1urf66arRjxbFKNrR37O6pDR+Cyzu1Lxm63w2jU3scK72MwKRMRVRnqDx+TEkdD9x9UYwmzG09V3wFZmmi20+G+AnFbhWo/5/P/M6NrLi8vz3tfi0Xc+Mfc9zzMg/uF22wn/gBL5wPTujYiIiJafLJlVOTTn2I6+wJAOBwuaH8iIiIiovmm11MiV48Kk0kcqJBlBiqWCgYqFpheOtNUw8NDUBRFd7te2ae6uno0NTWrxoqLi1FXV5/1/vpX/avqtj3pw3W9X8cVz74RxX98PRzPfw3Wo/fCfPYJGEeOpsoTZbm+Qkwt/2SUY1jpfVw1dqpoO44VX5P1PKc3fRxBszqIkDRY4Ntwu2rM0v0UTL3PT/t6CwlU6DXTtu/VZlNMVvT4RyGF9ZuMExER0dJhMokXLgCFlXQqtPwTG2oTERER0WKn30xb/zs0wIyKcwGbaS+wfDMq4vEExsfHUFJSKtyuV/bJ6XShsbEJbrcbo6OjcDgcqK9vyFlSwNB0KXr3r0Ft+Ih6XInD0rMDlh5tGaaEpxW+G+5GsmJtXo9Jj8vlgs/ny9xe5t8JW9Kv2qe9/CUYk0pRFzqIorg22yS0+U4MerYCoyc12yJr34LkoR/AGBrIjBU/8A7Emq5BrP4SxOsvg+yszvt6i4s9MJtNuqlpk1mt2tJPxvFOWE4/pBqL1V0CS8+zmduG8DBcT/03/Dd8O+/rIiIiosUpe0ZF7kbaaWyoTURERETnGr1ARbbFPgBgMIgDFYlE7vk6WhyYUbHA8pncThseHtbdph+oSPV8qK2tw7p169HS0pqz+QwAlJaW4nDtLUhI2T8EJjONn4T7H+8CZMFjkhOwHr0X9j3fgfns45Ai47rnUfWpUGSsHldP4vfa10Cq3oCkwYpnK98GBerGLrHa7Qhu/7CwFJbBIMHicCO05d/U4+Fh2I7dC/fD70fZj7ei9Eeb4bn3pXDf/89wPfZhOF74BgzjpzTnA1LNZUpLy3Qfz+T7Fk1M2Pd9HxImslFkixu+l/0Q0ebrVfvZ2v8ES+ffc94PERERLW4LVfqJGRVEREREtNjpBRZyZVTofcdm6aelgxkVCywezy+jAgCGhgbR1rZCuC0Q8GvGTCYjbDbbtK7LYDCgcdsr8YjRhtqhR1ETOY6y8ClIyN742zTeCeuJPyK66nUTg4oC94PvhHVKn4VEyXIkqjYj2nQNYq0vA6RU3Gxy6ae60CEUx/tVxx0ruR4ejwdDQ0MYsq/AwZKXY8PY/alzOutSWQcGE6LRiOb60s2sI2tugWPP3TAG+zX7AKkm1sbQoGrMvvc7GH/9X5H0tGj2Ly+vwMDAgGZcdN+TSeFR2I7dqxqLrHsLFIsLgau+BPOvnoch6p24hsM/R6zlpVnvh4iIiBY3vbR0s9lc0Hc3h8MJg0GCLGvLb0qStionAxVEREREtNiJMiokKftiH0D/O3YiwUDFUsFAxQLTS2dyu92q8kcA4Pf7EY1GheWDRBkVU3s9FKq0tAyea9+AePwmJM1mjMQDMPfuhLn7GRjHO2EMDsAQGoAhPKK+311fR7Tt1YAxFem0dvxZE6QAANNYB0xjHbAduxfxygsQuPwzSFRvyWRUVIaPY/Pwfapjxix1GC3ZggrHRNbFgbJXY8i+HI7EKMovfwc8L5ZtEmVUWK0v/vg32eC78TtwP/x+GH1n8no+DDE/HDu/DP9L7lFvkJNY3v4drD71ByQkC4ZtLS/+bxlGrY2ZZt6iTBb7oZ9CSk5cp2IwIbz+ttRpnVUIXP5ZuB9+76Tt2n97IiIiWlr0fmS53fmXfQJSC0scDicCgcCUcQnV1bXo7e1RjcfjccTj8Zyr0YiIiIiIFoqon2+usk8Ae1ScCxioyNPx48exYsXKWT+vXqCipqZWE6gAgJGRYdTW1qnGZFlGOKxdIacqoTRNBoMhExhRrG7Elt2A2LIbVPtYTj+C4r/+c+a20XcGtuO/Q2TNP0GK+eF8+jM578c8uB8lv3s1IqteD2Pbzbi69y7UhQ5p9jvquR4Op1MTrOlzpPpiOGQzPC+OiQIVNtvEcYmaCzH6lqdhHOuAuftpWLqfhrlnBwwx7fOeOf7k/QgNH0GyfE1mzL7vu3Ad+WnmtiswgubALgBAUjKhs+hi7Ct9DcxmdXkoKeaH/eCPVWPRtldDdtVM3F5xEwKhQTj2fgdJZzWCF31E99qIiIhoadALFBTSnyKtoqJSE6iorq5BcXGxJlABAOFwCGZzccH3Q0REREQ0H0RzpfkutDGZjJoMCgYqlg4GKvLU3X0WFRUVus2sp0vUTNtgkFBZWYXjx49ptg0PD2kCFeFwWJjyPxuBinzEmq5BvGoTzAN7M2OOF+5CZOVr4Xj+66qm1QCgGMyQZHGAxnbsPtiO3SfcFjCV4nTRNtTYHbDZ7MJ9IpFUuSdZloXPbSajIk2SkCxtQ7K0DZENtwFyEsaxEzAG+mAIDsAQHIB9//dV5Zecu/4Hvpf+HwDA4O+Bc9fXhdcCAEYlgTbfU2gKvIDThrcAyU0AFNgO/wLOF+6CIazuOxLaeIfm+sKb3onwpnfq3gcREREtLUaj+Ct4oT0nAKCpqRkjI8OZBS4OhwMrV64WLngBUuWf3G4GKoiIiIhocRL1881V9ikt1VB7aqCCzbSXCgYqCjA0NDTrgQpROpPZbIHD4YDD4dDUEh4eHoaiKJCkiQbSU1fRpTmdhf/YnRZJQnDbB+D5y1syQ0Z/F5zPfk6TMRBrvArel/0QpuEjMPfvhu3wz2Aa68h5F35zBR6reQ9kyQyHwy4sfwVMBCpEQQoAsFpzNBI3GJEsW41k2WrV43M+95WJc3Q+ANPQQSQq1sP19KcgJcI5r98ih7Gi8/tI/OZxSMkojL6zmn1i9ZepMjWIiIjo3OTxeDQ9JAwGaVrfM61WK7ZvvxhjY2NQFAVlZWWQJAkOh0O4fyikLRdKRERERLRYiOdK88uoEJV/YkbF0mFY6AtYSoJBcUBgJmIx7Zsv3cugvLxCsy0ej8PvV6+Q07uu+cqoAIB4w5WIV29RjTkO/ACSMvFhoBit8F/+WcBoQaJqI8IXvB1jb/wHApf8N2SzuJ9G2OjG8xW34C+Nn4HPkiqJlGocaRD2fEg30BY10gYEGRV5CG/4F8hWj/qxPf8/sJx5FNbOv6vGe5zr0eG+DOOWWiiQMJVprF0YpJAtRQhc+omCr42IiIiWHovFgmXLWlVjzc0tsNvFGaO5GAwGlJWVoby8PLOYxW63Q9J+FUEwyIbaRERERLR4iUo/5ZtRIdqPzbSXDmZUFCAczr1yvlDZGsSUlZXj7Flto+fh4SFVyr6okbYkQXcl3ZyQJAS3fRCeP79Jd5fQpndB9ixTDxotCG+6A5EVN8G184uZsk9JkxMH3dfjmOdaJAzq4EL6R7zdbtdkTqQzKiIRbX8KYHqBCsVShNCmd8K180sT5zn9EMwD+1T7ybZSHF31QfR7U9dkT4xh08jv0eLfmfX80ebrELzoP5Esm/0eKERERLQ4tbWtQGlpGYLBAIqKimY9a1eSJNjt2uzcufg+S0REREQ0W6bbTBtIl35Sk2UGKpYKZlQUIBQKQlG0vSBmQlSiyGJJvflKS0thMGiXwg0Pj6huiwIVdrsDBsP8/vPG6y9DvGabcFvS3YjQln/TPVZxVsJ/7dcx8pan4X35T3D6pn/gUOnLNUEKIJVRAUBY/mmi9JNeoCJH6Scd4fW3QbapJxAM4SHV7cAl/wV31UQgJmwqwbNVb8eDdR/BiLVRc854zYUYu+n38L38xwxSEBERnYfKysrQ2Ng060GKNFGGBks/EREREdFiJcuysA9vIc20p2Lpp6WDgYoCJJMyolHxBPh0xePaQEU6SmgymeDxlGi2j4+PIpGYaAQTCmlLP7lc4lJKc+rFXhUigcs/A5hylzOQi5sRa74W9pJa4Xaz2ZT5cBI11I7FYpBl/X+n6WRUAAAsToQ236m7OV69FdFVr0d5eblm25B9OR6o/y8MbP8U4tVbEGu4Et6X/xjjN/0eiVpxYIeIiIhoptKLOyaLRqP8sUZEREREi5Ko7BOQmg/Mh6hHxeQ5VFrcGKgo0GyuQksmk8Io4eTeC2Vl2olvRQFGRlJZFdFoFPG49g3ndC5AoAJAvP5SxGovUo1Fm29ArPm6gs5jNpuFGRN2+0Q5q2wNtdOZFZMZDJKwr0W+wuv+GbJd2zdEkQzwX/kFQDKgqMgtvC5FMiCy5haMv/ZP8L7qF6nnQ1Q4moiIiGiW6JUBDYfZp4KIiIiIFh+9QEW+pZ/YTHtpY6CiQFPr/M6E/ptvIkpYUaGdGAeAkZFhAIujkfZUgSu/ANma6qGRdDchcOXnpnWe0lJtGYTJpRH0Gk5GoxFhM22LRRzYyJvZLixfFV5/G5LlazK3RcGl1P1PP0hCREREVChRRgXAhtpEREREtDiJ+lMA+Zd+Mhq1mRfJJDMqlgoGKgok6gcxXaKyT4B6QtvlKhJOcE8EKsTXs5CBimTpCoy89XmMvfbPGH3Tw5Bd4jJOubS0tKpSu6xWK5qamlW3RSKRiLD3x7TLPk0SXvtmJIsaMreTzmqEppS7qqur0xxXWlqqCkARERERzTWHQ7yog30qiIiIiGgxElWNAWaWUSHLyqz3HKa5wZnTAs3mD7tYTC9KOBGYkCQJ5eXl6O3tnXIdIQSDwSyBioUp/ZRhcSJRvXlGp3C5inDppVegr68XkiShtrZOFUEV9agA9Es/TbeRtorJDu8rfw7Hrv8BAIS2fQCK1a3apbS0DC0trTh9uhOyrMDhcGD16jWisxERERHNGb2MinA4PM9XQkRERESUm35GxfR7VACp8k9cQLz48V+oQLNZ+infN195eYUmUAGksioCAb9m3GKx5J0StdhZrVY0Ny8TbrPZxBkS4XB4zjIqACBZ0gr/Dd/Ouk9b2wo0NDQimUzCbrfDYGDyEhEREc0vg8EAm82mWcDBjAoiIiIiWozmokcFwEDFUsHZ0wKFQsFZSxcSTaYD2l4GpaVlwv2Gh4eEGRULnk0xTwwGgzAg4/P5hPvbbDPsUVEgm80Gp9PJIAUREREtGLtd21B7NhfeEBERERHNFr1F3fkGGfQCFYkE+1QsBZxBLZAsK8KyQtOh16NiapTQarXC7XZr9hsZGRZey0L2p5hvoobaPt+4cN8ZN9MmIiIiWmIcDm2gIhIJQ5blBbgaIiIiIjqfKEph/SH0elSI+veK6AU0ZDmZ9zXQwmHOyzSEQiHhBHmhCnnzlZdXaDIFZFn8Rj+fAhWihtp6n3+zVfqJiIiIaKkQBSoUJVUq83z6zkhERERE8ycUCuHgwQMYHx+DxWLB6tVrUF1dk/M4Uekng0HKu1oJMyqWNmZUTMNs1fUVlX4yGg3CN19Zmbj8k4jLVTSj61pK9Bpqi/dlRgURERGdX/SCESz/RERERERz5ciRQxgfHwOQmv88eHA/wuFwzuOSSW1AId/+FABgMOj1qGA28VLAQMU0zNYPO1HdNbNZnMrk8ZTk1eFekoCiovMnUOHxePLelxkVREREdL7RywIOhxmoICIiIqLZF4vFMDIyohqTZQV9fT05jxVlVIj60+oxmfSbadPix0DFNMxeRkX+bz6DwYDm5pac56ytrReWQzpX1dTUwuMpybmfJBX2wUZERER0LnA4mFFBRERENJdkWUZ3dxdOnz4Fv9+X+4BznN6CmKkl7UVEJZoKyajQK/0kytSgxYc9KqZhtn7YiZppZ5tMb2lphd1ux+DggCbCaDQaUVpahsbGplm5tqVCkiRs2rQZzz23I+u/i9VqgyRJ83hlRERERAvPZDLBbDZrvjvO1sIbIiIiovOZLMvYufNZ+P1+AKl+Chs2bERVVfUCX9nCiUSiwvF8AhXijIr8p6+NRvG+zKhYGhiomIZQKAhFUWY88S168+XqYl9TU4uamtoZ3e+5xmKxYPPmrXjuuR3C5xQQN90mIiIiOh84HE54veOqMWZUEBEREc1cX19vJkgBpEocdXaePK8DFdFoRDgeDocRj8ezLtKeaekn/YwKBiqWApZ+mgZZVhCJiN90hRBlVBSSzkQTnE4nNm3aDINBHDxioIKIiIjOV06nQzMWDocQi2m/ixIRERFR/kZHRzRjPp/vvJ4Yj0bFGRVA7qwKUT9fln46fzBQMU0zXYWWSCSgKNrxXBkVpK+kpBTr118g3FZcXDzPV0NERES0ODgc2kBFerUfEREREU1fIBAQjp/PC0IikbDuNp/Pq7tNb660sGbaeqWf5LzPQQuHgYppmmldX70PLDZ8npnq6hqsXLlKNWY2m1FbW79AV0RERES0sCorq4TjXV1nWAKKiIiIaJoURUEwKA5UiKqonC+yVaHJ1mxcr5y7XpaEiMFggKhSv6hJNy0+7FExTTPPqBC/+RiomLnm5mXweDzo7e2F0WhEc/Myln4iIiKi81ZRkRuVlZUYHBxUjcuygo6OE9iwYePCXBgRERHREhaJRHRX6sdi4nm/88F0Sj8pioL29uPCbYXOlRqNRiQS6tJb53MprqWEgYppmnlGhV6ggqWfZoPHUwKPp2ShL4OIiIhoUWhrW4mhoUFNOn1fXx+am5fB7WaZTCIiIqJC6JV9As73jAr90k/BYBCJREJTouno0SPo6+sTHmO12gq6f6PRpAlUyDIDFUsBSz9N09xlVDB2RERERESzy+Vyoa6uQbjt+PFj83w1REREREufXtkn4PztURGPx3P2g5ha/qm9/QS6us4K97VarSgtLS3oGkSlolj6aWlgoGKaQqEgFFGHlzzp96hgRgURERERzb7W1uUwGrVf/0dHRzE8PLwAV0RERES0dGXPqDg/Sz9Fo/r9KdIml386daoTnZ0nhfuZTEZs2rRZt0G2HlGggs20lwYGKqZJlpWszWFyYY8KIiIiIppPNpsNzc0twm0nThyb0SIcIiIiovNNMKhfFv58zaiIRPT7U6SlAxVDQ0M4cULcl8JgkLBp0xYUF3sKvgajURvYSCaZUbEUMFAxAzMp/6TXo8JiYUYFEREREc2N5uZlwoUxfr8fAwP9C3BFREREREtTMOjX3RaL5Z6wPxflk1GRLv2k1zxbkoANGzahtLRsWtcgyiBmM+2lgYGKGZhJQ21RUx2TyQhJkmZySUREREREukwmE5YvbxNuGxwcmOerISIiIlqaotEo4nH9Vfp6C5TPdfkEKgIBP0ZGRuD3iwM969ZtQFVV1bSvQVz6iYGKpYCBihmYSUaFqFYd+1MQERER0Vyrr2+A1WrVjIfD0y9rSkRERHQ+ydZIGxAvUD4f5PN9UlGAY8eOCLe1ta1AbW3djK5B1NOCpZ+WhsK6kZzHTCaTJlI6k4wKUWSVZZ+IiIiIaK4ZDAY4nU5Eo+qSBOdriQIiIiIiPV7vOLq6uiBJEhobG1FU5AaQvT8FcP72qMgnowIQNyI3m01oamqe8TUYDMyoWKoYqMiTw+HURAULyagIBoOIx2Nwu4thMBh0Sj/xn4OIiIiI5p4oo+J8XflHREREJDI2Nornn38uc7unpwsXX3wpiorcwon2yc7X71VTF8IUora2Xli2qVCic8iyAkVRWHJ/kePMeJ4cDgdGRkZUY6FQMK8X+dGjR3D27BkAgM1mw5YtW4Wln5hRQURERETzwWIRBSoSkGUZBgOrwxIREZ1LRkdH0NHRgUgkjIqKSqxcuYp/7/Nw4sQJ1W1FAdrbT2Dz5q05Sz8pSqrsu9lsnstLXHTC4fC0j62vb5iVa9BbCJ5IJM67f4+lhp9KeXI47JoxWVZyvgGHhoYyQQoAiEQiOHBgPxIJbaDCZOKbhYiIiIjmnt4CmZmsgiMiIqLFJxgMYvfuXRgbG0U4HMbZs2dw5Mjhhb6sRS8SiWB8fEwzPjIyjEQikTOjAjj/yj/JsixcmJ2P0tJSuFyuWbkOvSAcyz8tfgxU5MnhEL9Z/H5f1uP6+noEx/ihKNp9mVFBRERERPNBVPoJYJ8KIiKic83g4ABkWT0JNTDQB0U0MUUZg4MDwnFZVjAw0J/X4o5zofyToijo7u7CCy88jwMH9mUN0EQi4v4UZnPugj4NDY3Tvsap9DIqGKhY/BioyJPLVSQc9/n0AxWKomB4eDjv+2CPCiIiIiKaD6LSTwAQi01vFRwREREtTqLJ40Qied6t9i+UXqACAE6d6szrHOfC96rTp0/h8OFDGBkZQV9fH3bufEY3IKHXSLu8vCLrfVgsFlRWVs34WtP0+lwkk4lZuw+aGwxU5MnhsMNk0r7QfT6v7jE+n7eglCdmVBARERHRfLBYxCVHmVFBRER0bkkkxJOz0y3Rcz6Ix+MYHR3R3R4MBvM8z9IOBsmyjM7ODtVYMimjp6dLuL9elklFRWXW+6mvb5jVnin6gQpmVCx2XMKfJ0mSUFRUjLGxUdV4toyKkZH8sykAwGxmoIKIiIiI5p5eRgV7VBAREZ1b9FaRL/VJ9JlKJBI4evQIRkaGYbc70NbWhtLSMgDA0NCgsGR7oZZ61srQ0BASCe3kvt5cqF6mhdtdDKvVqvs9c7aaaKcZjXqln+RZvR+afcyoKIDb7daMxWIx3Tfi0FChgQrGjYiIiIho7un3qFjaP6iJiIhITS+j4lwoSzQThw8fRG9vD6LRKMbHx7BnzwsIBPwAgIGB/lm5j6WetTI4KH4e9PpU6M2P2mw24ZwqAFRUVMBut0/vAnUYjXrNtFn6abFjoKIAem8qUSQxkUjA6x0r6PzMqCAiIiKi+WAwGISLZFj6iYiI6NwiWhEPnN8ZFYlEQtODIpmUceTIESSTyYIrpOhZygtAZFnG0NCgcFsoFBKWURL1qDCbTTAajSgqEs+p1tfPXhPtNDbTXroYqCiAXqDC79f2qRgZGSk4TYw9KoiIiIhovogWybD0ExER0bklkRCv6l/Kk+gzFYmEIcvaSbuxsVEcPnxw1koELeUFICMjI4jH9TMQQiFtn45IRPt4rVYbAKC6ulqzzel0oqIie6Pt6TAYxD0q9LKLaPFgraECOJ0uGAyS5sNMlFExPDxU8Pn1In5ERERERLPNYrEiFAqpxs7nSQsiIqJzkd7k7Pk8aSuaUE/r6+ubtfvJVV7rzJnTOHmyA8lkArW19Vi9es2sNpWeiVzlrwKBgCZLIhIJa/az2VKBiqIiN1auXIX29uOQZQUOhwMXXLARkiTN3kW/iM20ly7OjBcg3VDb6x1XjYsCFYU30jbNyZuTiIiIiEjEatVmVDBQQUREdG7Rq8t/Pv/NF5UoysZqtSIejwmzMNJEC5uzldcaHh7GsWNHM7e7u7tgNpuxYsXKgq5tLiiKoimNNdXUPhWKoggzSNIZFQDQ3LwMdXX1iEajcDqdczYPqrcQXJYZqFjsFkeYbgkRlX+KRCKqD/hgMIhwWBtFLC4u1j0v+1MQERER0XyyWLQNtePxGJRC65cSERHRosUeFVqFBiqqq2tQVlaedZ+iIu2cX7bnuKenSzPW1XVmUaz6Hx0dzdkIPN14PC0WEwdy0hkVaWazGS6Xa04Xa+tlVOi9F2jxYKCiQPk01NYr+9TU1KwbrGCggoiIiIjmkyijQlHO7xWWRERE55Js5Z1ylSU6l4XDhQUqKisrUVlZpbvdaDQI5/vi8YTuApCpGQlAaiJ9OqXkZ1t/f+7yV1OvXy/4MzVQMR8MBgNEcZDFEASi7BioKJB+oGKiobZe2aeysnLU1zcIt5nNrMJFRERERPNHlFEBLO3Gj0RERDQhW6CCGRX5MZvNKCkpRUVFpe4+DodTuAAEEC8AURRF2IwayC9IMJfyKfsEAOFwCLI80XRcr+/H5NJP80lU/kmvDBotHgxUFMjlKoLBoA3L+f2pjApZljE6OqLZXlxcDIvFgurqGhiN2qfdbnfM/sUSEREREenQC1REo+fvxAUREdG5JHtGxbn7916WZXR2duDgwQM4c+a0JqshGs1/UUZlZRUkSYLVakVxsUe4j8vl0q2UIgoIBYNB3X4XQ0ODC9rofHx8LK/XhqIAweBEVoWokTYA2Gzi75tzzWDQln9iRsXix2X8BTIYDHA6XfD71bXY0qWfxsbGkEzKmuPStexMJhOWLWtBR0eHant1dfUcXTERERERkZbFYhaOn88rLImIiM4l2VaQJxJxKIpSUK+AeDyO48ePYXBw4MXGz6tQVaVfEmkhJBIJ7Nr1XGaerre3B17vODZs2JjZJxLJP6Oiqmpivq6yshJe77hmH6fTCYsl/4yKYFCcTQEAyaSMoaFB1NTU5n2Ns6m/vz/vfQOBAIqKUpVn9II/C5VRIepTwUDF4seMimlwu7V150KhEBKJhG7Zp/LyiaY7LS3L0dLSCpvNhqKiIlxwwUaUlpbN2fUSEREREU2ln1HB0k9ERETngmzNgxUle8aFyIkTx9HT0414PI5QKIT9+/dknXSfb4qi4MCBfao+skCqnFI4nFrxL8uyMHgg6qVgtVpRVjYxXzc5aDFZcXEJzGa9BSDaXiDBoF+w54S+vt6s2+eKoigYGNAGKkSVZQB1wEUU/DEYJN0AzlwTlX5iM+3Fj4GKacjWp0LU9MZkMqrSwyRJQlvbClx55dW45JLLUF1dM1eXSkREREQkZLXq9aiY+PEuyzK6u7tw+vSpzA98IiIiWhpyBSIKKf8kyzJ6e7tVY4oC9PR06xwx/zo62jE0pJ2XU5SJSih62RQNDY1oamrO3DYaDVi7dj0MhompU6fTibq6etVxRUVFKCsrKyijQtRIe7KRkWFhgGOueb3jwgUremXsA4GJgIuo74fNZp/dCyyAqPSTLDNQsdgVXPrp0KFDePbZZ3HgwAEcOHAAAwOpBivHjx/X7CvLMvbs2YNHH30UO3fuxKlTpxCPx1FdXY1LLrkEt99+OxoatM2ln3vuObz1rW/VvYYLLrgA9957r3Bbf38/7rrrLjz11FPwer2ora3Fy1/+ctxxxx26P8YKpReoOHmyQ1MSCgBKS8tUH2xERERERAvNZDLBaDRoypamf6Amk0ns3Pls5sd0R8cJbNq0VbWykIiIiBavXM2DU+UenXmdKxQS91VI92xdaP39fejsPKm7PRwOAdBvpG2329HS0oq6ujqEQiGUlpYJsyTWrFmLoqIijI2NwuFwoqWlFZIkFdyjIhtZTmU21Ndr50znkijIAwBVVTUIBoPwer2q8ckBF1EAaKHKPgEQBlYWsvcH5afgQMXdd9+NRx55JK99u7q68OY3vxkAUFFRgYsuughGoxEHDhzAb37zG9x///343ve+h61btwqPb2xsxJYtWzTjouAGAJw5cwZvfOMbMTY2hhUrVmDr1q04dOgQvv3tb2PHjh34yU9+MispR0VFbkhSKiI72ejoqHD/8vKKGd8nEREREdFss1ismkyJWCwVqOju7lL9AE0mZbS3n0BZ2cXzeo1EREQ0PblW5cfj+U/c6k2uL4bST36/D4cOHci6TyiUDlTo9VJILW4uKnJn+i6IGAwGNDU1q7IvAGTJqFD/GyiKompCrae/v2/eAxWi/hsmkxHl5eUYGOjXBCpSwSsZBoNBJ6NiYRppA+LST+xRsfgVHKjYuHEjVq5cifXr12P9+vW45pprdFPFJEnCpZdeittvvx0XXXRRpkFPLBbDJz/5Sfz+97/Hhz70IfzjH/8QRim3bNmCL33pS3lf20c/+lGMjY3h1ltvxcc//nEAqWjZ+9//fjz00EP47ne/i/e85z2FPmQNo9EIp9OVM1ULSL2hWdqJiIiIiBYjcaAi9d1+dHREs7/XO45EIiH88UdERESLS34ZFfmZXOZnsnA4jGQyKWxePB9isRj27NmtyRCdKhRKBVT0Sj/NdPV/KqvCpAn+pBeApKWer+zXCqS+h0Wj0VmrDpMPUZUYt7sYBoMBTqc280ZRUs+rzWYX9n9Y2IwKln5aigquR/SOd7wD73vf+3DNNdegwPka8wAAvLNJREFUoiJ7pkBjYyN++MMf4uKLL84EKYBUlPGTn/wkioqK0Nvbi7179xZ+5VMcOHAAe/bsQVlZGT784Q9nxk0mEz71qU/BbDbjZz/72ayl+RQVFeW13+rVa3Ub6hARERERLSSrVbv6L73SUG9Rjs/nFY4TERHR4pKrefDUhcfxeByBgF+nAbR+5kQ6CLAQOjradYMPk6UXZujtK2qmXShR+aepz3E+i56BVBBA1Nh6rkSjUeFC9HR2icslngcNBAJZgj8Ll1Eh7lGRO0BEC2vBGifYbDY0NzcDAAYHB2d8vscffxwAcPXVV2vSrcrLy7FlyxZ4vV7s3r17xvcFpCKKudTW1qK2tm5W7o+IiIiIaLaJflDH4zHIspyp5TxVuhklERERLW65FutODkgMDPTjqacexzPPPI2nnnocfX29qn2zTbDnO/kuur5QKARlam31PCmKgr6+nrz2DYdT9yMqUWQ2m2YlI0T8vUod9Mmn7FNaf//8BSpE2RTAxEJtl8sl3B4MBnTLadntC9dMW/TvmUzK036t0fxYsJxtWZbR25v60CsvLxfuc/r0aXzta1/D+Pg4SkpKsGXLFlx++eXCxtTHjh0DAKxZs0Z4rjVr1mDnzp04fvw4tm/fPuPr12uoneZwOLB69doZ3w8RERER0VwRrXSTZQVe77imH1vaYmmaSURERNnlKv2UXkGfTCZx+PDBTNmieDyBo0cPo7y8AmazOWdfhekEKk6fPoX29uOQZQVFRUXYsOEC3VX7ekKhkDBrxGCQNI2/FSWVVRGJaCfVbbbZmVC3WLQVVfLJqJCkVObC1MUgY2OjiEQis5LtkYteaa90oMJut8NoNGjKVgUCAd3nbyEzKvQCT7IsL1iZMsptwQIV999/P0ZGRlBaWorNmzcL99m7d6+mLNSKFSvwzW9+M5ONkdbX1wcAqK6uFp4rPZ4OjhRqUuUqAKlAxdSxyftecMEFMJtZu5doOtLvLb33GBFRofi5QiRmtVqE74uxsVHd94vf7+N7CfxcIaLZxc8UmgvJZCLrayqRiEGSUn/3Ewn1volEAiMjQ6ipqUU4HIaiKLrnCoUCBb12AwE/TpxILTiWpNTtw4cP4aKLLs7/JEit5hfdb2VlJQYGBjTjkUgY0WhYc4zNZp2V957Vqj1PPB5TjYVCQc0+DocDtbW1wsUgvb3daG1dPq3rKeRzRfT9LhVAKYIkpXpwOJ0uzTUGg4HMPlPZbLYF+0wzGg3C+5blJEwmBirmUyGvgQWZSe/r68MXvvAFAMB73/teTammoqIivP3tb8eNN96IpqYmAMDRo0fxv//7v9i3bx/+5V/+BX/6059UfSJCoVRqul5akcPhAJC9pl42ZWXaqG5NTbnwfKtXr0Zra8O07oeIJojed0REM8HPFSK1WKwMvb3a78+yHIHbLf5eLUkySkocXI32In6uENFs4mcKzSaXy4pIRD9bwOm0oLy8CMHgqPDvvsGQQHl5EQYGQrrfCwDAZFJQXp7/a3dkpFdzPkWJwmJRclYwmWxsrF94XatWtSIc1k7622wSbDYjLBb1MdXVZQVdv56qqhL4/SOa8cnfm4zGpOaaq6ursG7dCvT1ndEc6/UOobT0AmF1mXzl87kiui6Xy4XKyonS9w0NVejuVpeyMhgU2GwG4b9DXV35jK57Jny+YgwOaq+ppMSxoCWpKLt5D1SEQiG8+93vxtjYGK677jq86U1v0uyzZs0aTQmniy++GNu2bcNb3/pWvPDCC/jlL3+JO+64Y74uGyMjfk36u83mRl/fsGqsrKwMxcWVGB4Wp0wRUW6SlPpDKnrfERFNBz9XiMQCgRh8vrBgvCdrw8FTp3rg8ZTM5aUtevxcIaLZxM8UykcikUB3dxfC4TBKSkpQXV2Tdf/hYZ/w73yaLI9jeNiP3t5h4X6nT/eiqqoRZ8/2Zz2P3x/B4KA370np7u5B4fmOHj1ZUPaA6LokSYIk2YTn7+zsxvi4dsFxOJyclXk8ve9Vvb0jsNvtiEQiGB3V3k95uQGBQBxmswMjI1MDHWEcPHgcdXX1BV9Pvp8rsiyjp2dQ07/B4ShWPS+xGISPz+s9oTnWarVidHThmqx7vWHhtQ4MjMPlyl4SjWZX+nWYj3kNVMTjcbzvfe/DoUOHsGXLFnzta18r6Hij0Yjbb78dL7zwAp5++mlVoCKdMREOiz840xkXTqdzWteuKNC8qZualmFkZARerxcAUFpaivXrNwKQ+MWCaBaI3ndERDPBzxUiNbPZKnxPTK0/PJXX60Nx8fkdqEjj5woRzSZ+ppAeRVGwa9cueL3jAIAzZ86gpcWPtrYVusfE4/Gsr6dYLJbp3SDaz+sdRzIpw+8PZD1PqodFSLfh8lSpBtra8cHBIbS05B+o8Pu1E/AulwsWixVGo1HTv2JsbEx4v1arbVbed2azRXieWCwGm82u+zw6HE4oCtDU1ILhYW1GxunTp1FbW3igIi3X50owGNT09AAAl6tIdZzTWSQ8j6hBtdPpWtDPMkky6HzHTfIzdhGbt/wbWZbx0Y9+FE8++SRWr16Ne+65Z1rNYNKloAYHB1XjNTWpKHJ/f7/wuPR4bW1twfepx2KxYPv2i7Ft23ZcfPEl2Lp1m6aMFRERERHRYjXdJodTmz0SERHR3Ort7ckEKdLOnDmFeDwuPgCpDIxs4vFUo+dwOCLcLsupJtr5lFEvpNR6KCTe1+sdRzSqbXYtvjZZ2OA7HSxxOLQLldOLmKeyWmenWbXZLJ4TjMVS/0Z6DavT11xeXq4qc5/m9/sxPDysGc9FluUXg1XZZ+b9fr3rck+5nV8gCgAaGpry3ncu6JUoTSa1zddp8Zi3QMVnP/tZ3H///WhubsYPfvCDgmrOTZb+UZTOoEhbtWoVAODIkSPC49LjK1eunNb96pEkCSUlpXC7iyGx6xURERERLSEmk2laTQ5FzR6JiIho7vT29mjGkkk56+KBZDJ7oEKWFSSTSUQi+mWdxsfHEQppAwJTBYP5lU6Kx+OIx/Wva2hoUHfbZKFQULgy3uVKTfQX0ofAZpvewo2pLBazcDwdENIL5jidEwGApqZm4T6nT3cWdC1dXWfxyCMP4YEHHsDzzz+nG6QB9AMVU4MmDocDBkPuL461tbWoqqoq6Hpnm8GgF6jInjVMC2teAhVf//rX8ctf/hK1tbX40Y9+hLKysmmf68EHHwQATQ+Lq666CgDw2GOPIRaLqbYNDw9j9+7dKC4uxubNm6d930RERERE5xJJkmCxFP7jPBDwZ+1hQURERLMn1dtgVLjN5/MKxxVFyWtSNhqNZg1UDA4OZA0spOWbUSHKgpgs30BFICA+TzpQIcqo0DP3GRWpeUrRNdvtdtXq/5qaWmHG68jISN4LRQKBAI4cOZz5rjY+Pobjx4/q7i86r9ls0gR7JElSBVVEioqKsGbNuryucy4xo2JpmvNAxY9//GPcc889qKiowI9+9KO8Si/9+Mc/Rl9fn2pMURT8+te/xk9+8hNIkqRpwr1hwwZs3rwZIyMj+MpXvpIZTyQS+PSnP414PI5bb70VZrM4uklEREREdD6aTvmndCkIIiKipcrn88Ln8+Ysi1OoeDyO9vYTOHr0CEZHtf0GpkOUTZGmN3mdq+xTWiCQvf/EyEh+JYf0AgdT6fWWnXx/+Uwm65crSk2k55tRYTBIs1bGXe886UCFKOtkai9dg8GAxsZG4XlOnz6d13UMDPRpxgYHB3VfE6LncmrZp4lx/UCFyWTEBRds0g0SzCejUTzlLcsMVCxmBTfTfvzxx3H33Xdnbqdr4b3hDW/IjN1555246qqrcPToUXzpS18CANTX1+Oee+4RnvN1r3sdtm7dmrn905/+FF/+8pexZs0a1NfXIxqN4sSJE+ju7obBYMDHP/5xrFunjc598YtfxBvf+Eb89Kc/xc6dO7F8+XIcPHgQXV1d2LRpk6r5NhERERER6f+ozsXr9aKoaHrlXImIiBZKIpHAvn17MDKSCiIUF3uwceOmafVRnSoej+OZZ57K9Fk4e/YM1q1bj7q66TdCBoC+vl7dbXqln/INVPj94oyMtHzjOMFgAIqi5CyLrtefIi2ZlDEyMoLKysqs+4n6PZhMxkyAIt+MCpst/xJRuZjNZkiS9jmLxWKIRqPCzJR0BshkDQ1N6Ow8qcmI6e/vRVvbipyvVb2eI+FwSPPdLX1tU4l6ZaSuVz9QsW7dBk3gZaEwo2JpKjhQMTo6iv3792vGJ4+l09F8Pl8mMr13717s3btXeM5t27apAhW33XYbnnnmGbS3t+PkyZOIx+OorKzEq171Ktx6663YsGGD8DzNzc344x//iG984xt46qmn8NBDD6G2thZ33nkn3vnOd7LRNRERERHRFNP9jsyG2kREtBR1d3dlghRAqoHzmTOnsXLlqhmfu7e3RzPpe+pU54wCFX6/L2u2QigURDKZ1EzM5upPkTZbf8+TSRmRSCRnJkO2XglpQ0ODeQQqtM+J01mUCZTkm1ExW2Wf0sxmi6YkfTwe081EFU3sm81m1NU14OzZM6pxWVbQ1XUWbW0rsl5DLCZuSB4KhTWBinz7U6S53R7heFNTM6qqqrNe13zS61HB0qWLW8GBiptvvhk333xzXvtu374dx48fL/iibr31Vtx6660FHwcANTU1+OIXvzitY4mIiIiIzjfT6VEBMFBBRERL08DAgGZsaGhwVgIVon4RwWAQiUQCJlPBU3AAgN5e/WwKILV63+/3weMpUY3nn1GRXxPsfAQCgZwBgmAwv0BFtuyMZDIpDHhMXu1vt9uF2Q1TTW6k7Y/78PvT9+G0/xRuqHspLq66NOe1TmWxaAMVsVg8S08NcYZCY2OTJlABAF1dZ9DauhwGg341f1GGBJDKqJhKr3SYXqCirKwMRUVFqtdNSUkpVqxYqXs9C4EZFUvTvDTTJiIiIiKixWm6GRWBgG/W63oTERHNNdFk7dSJ5enSmyDO1qw6G0VRspZ9ShMtHkgk8puQzdUzQkTvu0M+/atylX4CUs+jXpPwbPczedJfkiTY7Y6c92W12iArMv7edT/e+sQ/4SftP8AT/Y/iv3d/BPtHxJVhshE11E5lVIgft15zaqfTiaqqKsG5Ehgezt43RP91qC0JJQpUSZK4JFVqm4QLL9yOpqZmVFZWYvny5di69cKsgZOFoBeoYI+KxW1xvYqIiIiIiGhe5dNMW7Q6MpmUdX90ExERLUbJZFI4iRuPx2cl+K6/kl3cMyCXkZER3XNOJgpU5Fv6aToqKsRlmXI11I7H45let7kMDQ3pbtPPTlBPrudT/qlf6cN7d9yBrxz8Aryx8cy4DBnfPPJ1JJXCJratVm2gIhaLCXtqWK1WmM1m3XM1NTULxwcG+nWPURRFt/TTcHAIf+v6Cx7vezTzuETX5XA4szbENpvNWLVqNTZt2oLW1rZFF6QAsmVUsPTTYja9vDMiIiIiIjon5FP6qba2DidPdmjG/X5f1qaKREREi0m21fzxeHzGvU31ggrR6PQCFX19PXntJ5pszrf003QUFxdjdHREk42RawFDPtkUaYODA1i+vE24Ta9c1dTvJA6HU9WPZKod8tN4qvNxKBAHqTr9Hfhb11/wysbX5HfR0M+oEAVXcn2H8nhKYLVaNa+roaEByLIsDBDEYjFNuStZkbFP3oOnBh9HeCD1b/bS+lfgg+v/U/ja0Sv7tJQYDAZh6S+WflrcFl/Ii4iIiIiI5o1o5d9U1dU1wnGvV78sAxER0VxLJBI4c+Y0Ojs78sryC4X0yxzNtPyTLMu62QKikju5JJPJrCvnJ/P7fZomwflmLkyH0+kUTrIHg9n7Xeg10hZlFfj9ft2yVKLJdbPZBJtN3Rjb4dAv/dSv9OFJ5THdIEXaD45/F/54/n25RMEuRRG/vvTKPqVJkiRsUN0d68K/P/tv+NBz78Nfzv4RseTEuadmU5yNn8VPkj/AP5S/I6xMPJ9/774fz3Y/DVnWPv5zIVABiLMqGKhY3BioICIiIiI6j+XKqLDZbHC5XMJJBDbUJiKihRKPx7FjxzM4duwo2tvb8eyzT+Ws3Z89o2JmgYpsJZqm0wdicHBAWKbGZNJOvsqyounbMJe1+J1Ol3CSPR5PZH0e9J7/hoZG4fjQ0KBwXJyd4NaMZetREYE2eFTnqMfbV9yhGvPFvfhp+490zzNVtlJOXcpZPC0/gW6lC0DujAoAmj4VI8owfin/FAd9+7F7ZBe+fujLePPjr8N9nb9COBFGJBLFiDKMA/I+/DH5O9zjvwcDEAe8vtv+bciK9jUmei6XIoNB9F5hoGIxY+knIiIiIqLzWK4yF06nEwDgdrs15RP8fi8URYEkSXN2fURERCI9Pd2qFfqyrKC9/TjKy8t1j9Fb0Q8AsdjMMhCylXeaTjPtnp5u4fiyZS1ob2/XjPv9fhQVTUwwx+NzU/rJbDbBarVmvh9MFQwGdPtfiZ5/g0FCQ0MjOjtParYNDQ2isbFJNRaPx4UZKqJJf4dDv0dFE5rRKrXhpNIOm9GOW1pvxRuW3QKL0YLj3mN4euCJzL5/PPNbvLLx1Wh0NeueL02cUaHgCeVRPKc8CwB4RnkS10svwfaii3Ker6SkFBaLBbFYDFElit/L9yIGdVBtJDqM7xz7Jn5x8idQZAV+OXtmS1p35Cz2SbuxWbpQNb7QGRUHR/fjif7H0OhswvV1N8Juyt0UXURUGosZFYsbMyqIiIiIiM5jkiRlXf2XbkzpdhdrtiUSyayTPkRERHPF6x3XjPl8vqwlnMJh/b9ZM8+o0D++0NJPiUQCo6Pa3goulwu1tfXCY6ZmOc5VjwqnsyhzLSLZSnAFg9rn3253wGazobhY+z1jbGxUU9JKVPZJ73ocDnEwBUh9/3mz/Z/xy6t/hz9f/yDesvxtsBhTQYZ3rn43zIaJ70ZJJYm7j34T4UQYR8YO4c9n/oAfHP8u/t51P7wxdRnMqT0qYkoMf5DvzQQp0h5SHsCj4w/rXt/k66ysrIKiKPib/GeMQr/nhi/ugz+pH6QoQzlqbXWqsaeUxxFWJv5dzGZTXk3IRU54j+HQ2MEZNaZ/pOcfeN/Od+H3p+/F/x7+Ct702Gvxs/YfFVR+K42ln5YeZlQQEREREZ3nrFarbi3ryRkVIn6/T3dVJRER0VyJRMQlhsbHx1FZWSnclj2jQr9kUT5mM6NifHxc0wQYAGpqamCz2TIr7CebGqhIJqcfqCgpKcXY2KhwW/pvvl5/BVFZpjRR6ad0H4ny8gpN76tkUsbo6KgqS0bv/KIsAKPRKHyu0mw2G6rt2j5ctY46vH7Zm/DLkz/NjD0/tAOv+Md1mp4WxkNGbC7biqtqrsWlVVfAYpkIcPgUL34n/waDGBDe/7eOfB2yIuN1y94o3J5WVVWN3539DU7gmPr6JTsiSu7XlgUWXCpdiS3ShTBWGfD/znwusy2CCJ5WnsD10ksBTASiChFOhPH/DnwOT/Y/BgC4qOISfHLz52E1Zi8vOlWH7wS+evCLqjFf3IsftX8fv+78BV7ddBNuaX0rXOb8rlEcqNCWuqLFg4EKIiIiIqLzXLbyT+kVipPLSUzm9/t1m20TERHNRCAQgMmkbZIM6AcGvF5xoEKW5awBg5mXftIPdMiyglgslrPcYtr4+JhwvKwsNWHvdrs1/TimlmOcSUZFVVWVbqAi/b3AbDYLgwBTe2WkxeNx4aKIdNZDWVkZTp7s0GwfGRnOK1CRzgAVnV8vUKFXogoAbmm9FQ90/xWj0YkMBlHj7aSSxK7h57Br+Dl85eAX4DA6YU6aYYcdXowjjOyBhLuP3oWEksDG0k3oCp7F2cAZ9If7YDfaUe9sQL2zEeFEGE8oj6qOs8GG263vQtvGlfjlyZ9g55A6Y8MFF+qkBiy3t6AlugIOpP7dmozNuLL6GjzRP3G+vcpubFQ2oxyVkO1J7BraCQXAGs/anEGBwfAAPr77w+jwTZQj2zn0LP7rhQ/hc1u/DJtR+94V8cV8+OTujyEqi99H4WQIv+78BV4Yfh7fuvj7meyXbNijYulhoIKIiIiI6DyX7Yd6esWk0+mE0WjQrEQrtJwFERFRLrFYDHv2vJBZYV9TU4N16zaoas7rBSr0JvnD4bAwSyFtLptpA6msinwDFaIggdFoyJRhdLuLNYGKdDnGdMZDIjG9CVmDQUJFRSWOHTsq3D45k8LlcmF0VH2teoEEvbJb6YwKj6cEZrNJ01tjZET9OEWln6xWq24ZS4fDrvuasFr1J9EdJiduX/ku/L8Dn9PdRySUTGWNeDGu2WaDDRcWb8dT3idU49879u2C7gMAXmm4CY64E3VSHb5w4VfR6TuJ496jOHvqLEpCJXCjGAaDBLfNDl9s4rUfDodwx+p/w7MDTyOupF7zChTcK/8KMpIIdYeAF9ujmCQTtpZvw5U11+DSqss1QYuj44fx8Rc+grGY9vW6Z+QFfOyFD+LzW74Cuyl7KamkksTn930SfeHenI+7w9eOM4FTaCtemXNfo5E9KpYaBiqIiIiIiM5zFos4UJFeLTl5v3BYvTJwpqUyiIiIpjpx4riqDFBfXx9KS8tQX98AIBXIkGVx1MHnU2cWpOXqqZStt0U+spV+AoBwOCLs9zSVLMvC/hseT0nmMek1Ow4E/JlAxXRLP1mtNjgcDpjNZmEGxOReEE6nNlARjUaRSCRgMqmnHPWe/3RGhSRJKC0tw8CAukyS3+9HJBLJZNX4/dpAhV6/jNT59RsxizJ1Jru+7iV4ou9RVbaCAQY0uJpQbivHwdH9iMn5vW5KUYZ3VNyJ67e+BL/q/Bn+7/g9eR0ncpl0JVqk5QCAgYEBlJSUosXdihZ3K546/QRCkv5rPRwOo9peg5eUvRx/Gf5DZjwA7fOaUBLYOfQsdg49C5NkQqu7DcUWD9xmN+xGOx7o+RviWR7/vpE9+M8XPoAvbv0qYnIcXYEz6AqehT/uQ6W9Gg3OBtQ66vHLkz/FruHnVMeu8azDe9b8O+499Ss80fcoZKQWyrhMRah1iPu0TMUeFUsPAxVEREREROe5yfWUJ5taf9pisWgCFXq9LYiIiKZL1Eh6cHAgE6jIFhRIJJIIBPyakoWi/giTzfTvWa5AR759Knw+r7COfklJSea/9cox+nw+VFVVAxCXfhJlRk5ls6VWvxcXa7M2jEaDanJfL0AwOjqqKb+l9/xPDiSUl1doAhVAKquirq4e0WhUJ3iiX57Ibp9+oMIgGfCZLV/CjsFnEEwEsMzVguailkzvhXAihB2Dz+CJvsfw3NCzukGLZrTgFvdbcdWmayBJEm5pfSsMMOB7x+/Oev8iy9GGS6TLM7cHBvqxatXqzO1cC0jSr8PLLVficTwCP/JrUp1QEjjuFWfZpNU56uGLe+GPTwQ9Dozuw00PvyzvgA4AlFhK8anNn0e5rQL/vekzuG3F7fh71/0Yi43ipqbXwWnOrzcaAxVLDwMVRERERETnOb2MiqkTEKKyCjNdgUpERDRVIqGdjJ5calCvkXba+Pi4ZjJ/aqB9qpn+PctVCjFXaai0sTFxmSKPpzTz3w6HAyaTUVPeyeebyEIRTejb7Y6sza5T+6Qm72tqajWBiqqqalWmSnGxOENkeHhIE6gIBrWr/A0GCXb7RFmgdA+OqdKBCv3+FNPLqMhW+inNZDDh8uorhdvsJgeuqb0e19Rej0gygr5QL3xxL3pGenCk8yBCchjFUjE22DZi26aLVFkm/9T6FliMVnz32LcQl+MwwIAaRy0anI2oczYgmAigJ9iN7uBZjMVSr4nl1ja8PP4a1b9BJBKB1zuO4mIPkslkzpJf8XgC8XgckUAE1xluxB/k+zT72Ix2JJUE4nL+wbstZRfiE5s/i/5QHz70/Pvgi08EQAoJUhglIz65+XMot1VkxuqdDbh91bvyPkcae1QsPQxUEBERERGd5/QCFenyERP7aWtrs/QTERHNJkVRNH0KAHVGQq4yS+Pj42hoaFSN5c6omH6gInXNs5NRIeqnIEmAx+OZdFuCy+XW7OvzTUwOi0o/2e32nIGKdEZFKlAxhL6+PgCpclOtrW2qfd3uYmFD7aGhQQBrVWOi0k82m1016W632+F0OhEMqv+thoeHoSgK/H7x6n+9Ulipc04/o6IQNqMNy4paAAAXlG7C5dVXYGBgACaTCbW1dcLvUDc3vx7X1t4AX8yLKnu1boPoQNyPmBxDdCyGA/v3abYPDAyguNiTdzAsEPAjGAxihbQKrzP8EzqVk7DCilWlq3H1uutQ66hDKBHCjsGn8UTfo9g1/FzWoMWrm16Lf1v9PpgMJhQVu/G17d/EB59/H7yx8byuZ7J3rX4vNpRuLPg4EXFGRfaMIlpYDFQQEREREZ3n9FYiTl0pKQpoJJMyksmk8McgERFRofRKs8TjiUzvg1yBClGPh1w9KhKJJGRZVjXszlc0Gs3aqBtI9ajIRVEUYSNtt9uj+TvrdmsDFbFYDNFoFGazWdjDI9ukfVp68l6SJGzYsBEtLcuhKDKcTpfmuZEkCeXlFejt7VGNRyIR+P0+VVaLKFAkynYoL6/QBCri8TjGxkZx5sxp4TVPLVU5mdVq1S15NZuBiqmKity6JbomK7YUo9iSvXdJuol1siIpfCzpUmm53hdpg4ODmf9uldrQKqUCUCurVqHe2fDifbpwfd1LcH3dSxCMB7F/dC9Go8PwxXzwxr3wx31IyHFcUnUFrqq5RnX+Vncb/mf7N/Hh5/8dI9GJrByTZEKdsx7FFg/6Q30YjKjLfL2q8Sbc1PS6vB5DPvS+m073fU5zj4EKIiIiIqLznMPhQEVFBYaGhjJjHk8JSkpKVfuJSj8BqYmRyaUbiIiIpkvUWyEtEgnD5SrKWfopGAwiHo9n/m4pioJwOHugAkj9PUtPXgeDQXR0nEA4HEZZWTlaW5frTm7mk12YT0ZFMBgQZpNM7k+R5nbr96mYnH0xmcViFpaMmiydUZGWrawSAFRWVmoCFUAqqyI9UZ9IJISltdKNtCcrKysXBiQOHNgvzBhwu92axt2i+5nahNtsNi25RRZGoxGlpWWq72vARBAo3/Jlg4PaPiCA/mvKaXbikqrLCrhSYFlRK350xS/wwvDzsBpsaHA1osZeA6Nh4t8qkoygN9iDvnAPSiylWFOyrqD7yMVoFL9fk8kkAxWLFAMVRERERESEjRs349Spk/D7/XA6XVi2rEWzj6hsAZAql8FABRERzQZRf4q0cDgCl6sor5Xj4+PjqKhI1bmPRCLCDIOp4vFUoCIej+O5557NBA28Xi8ikTDWr79AeFyuwAmQWu2uKIqq1NFU+v0p8g9U+P1eTenGNKPRBLPZgkRCP2iS7lGRr7KychgMkub5HRwcQkvLcgDQDRKJMipKS0uF59Mra9TU1JzzGl0ulyZQ4XBkD8AsVi5XkSZQEY8nEI1G8y79pJdd5HZnz+wolMtchKtqrtXdbjPa0OJuRYu7dVbvN03UowJIBSr0Ft/QwmL4iIiIiIiIYDAY0Nraho0bN6OtbYVwdaJeL4tYLP9mi0RERNnkyqgA8mtMPbn8U66yT2npv2cDA/2azIbe3l5h/4jUcbmvR1FyX7eo7BMgzqhIlWLSBj18Pp+wPwUAmEymnBO0UzMqcjGZTJoMTCD1/KdX+E8t5ZQmyqgwGo3C84l4PCWora3Lud/UfiUAUF9fn9d9LDZ6zcGDwUDegQq98+bKTFlq9DJm9MrL0cJjoIKIiIiIiPJiseiVfmJDbSIimh3ZyhJFIhHV/2czOaiQT9knYKKhtl7D6ZMnO4Tj+fYGSAdaZFlGV9dZHD16BN3dXVBebHAhyqhwOp3CjEaDwQCXS9tEOhQK6QZ7cgUqzGbTtCarKyoqhePDw0MvXpNeoEI86V5WVp7zPiUJWLNmTV7XV1JSik2btqC42IPi4mKsXbsO9fUNeR272Ohly4RCoRkFKvQydJYy/R4VDFQsVudWqIyIiIiIiOaM2Swu/ZRvTWQiIqJcspV+ikTCkGU5r787Xu94ptRS/hkVqfPqBR6Gh4cxPj6mKcWUT+mn1H6p8+7fv1fV0HhwcACrVq0RBmCyZRc4HA74fD7VWDgc0g32GI0m3TKOQOHZFGnl5RUAjmrGh4YGUVtbh1BIW2pKkqBbNrKiogInThzPep/19Y15NatOq6ysRGWlOKCylOg1Dg8GgzNaOFLIc7lUMKNi6WFGBRERERER5UW/RwVLPxER0ezIVvopHI7kHRxPJJIIBlOZEXor+qdKZ1SEw/oZEh0d7ZqxfCeIw+EwxsfHVEEKABgaGsKePS8IjxGVfUqz27UZCYlEUrdxt8lk1F10ACDTSLxQTqdTuNJ/eHgIsiwLA0V2u0O3obHLVQSrVVxuEgDMZjPa2lZM61qXOovFArNZu+58pqWfZrs/xWKg36NCnucroXwxUEFERERERHkxm83Cetgz+WFMREQ0WbbgdyQS1p2EFxkfHwdQeI+KbPcxMjKi6VWR79/BaDSKkZFh4Ta9Pg6iRtppehkJUxtHp5lMJt0yjsD0MyoAcfmnRCKJ0dHRTMBoMr2yT2nZyj+tWLHyvG6GLGoEztJPWnqBMGZULF4MVBAR/X/27jtMsrO88/7vVI6d0+SsCZoZZY1QFmAJsMFClgxmhRd212vAYINfY9mwe9lrG2Mv3n0XMBasveCVWV5jWIyxDUhIKIBmFBhJkzQ5z/RM5+7K+bx/tKqnq885VdU9PR2/n+vSpennhHqquut09XOf+74BAEDd7O7ELN+BCgDA5aq2iJjJpCe1GFsOVEymR0WpVKr5GBOzKtzxs1qW3KtNwz/Szb1/p7ee/wu95fx/17Lk3or90umUBgbsG2bb8fv9VRf07TIqpGqBCq88nmqBiqllVEij5Zrs7Nnzim0WjF0j7XrO19jYqGXL5mcj7Olil72SStmXfnIKZo0XCASqlgSbr9xu+2VvelTMXfSoAAAAAFA3n89nWcAp34EKAMDlqlb6yTSlkZER220ul6FSyawYGxkZVjabrdqge7xcLldXIGRgYEBDQ4Nqbgir8fv/Xu8484ztfl3pQ3py6SfUE9osafSu93rLUElSS4tzfwrJeRE6kYjZjo9mVDgvSNezqO2kqalZXq9H+Xzl98/pta8no8Lr9VoybDZt2izDsGZ3LibhsPW1M02bHTVaOqynp3pwbCFmU0hybAxPRsXcRUYFAAAAgLrZLXBcTvNGAADGq9X3qJwlMZFdqaBEImFpNl1NLperu7TU8ePH5D/yT/I5BCkkyZCp23v+RoHCyNh8JgZTqqlW9klyDiw4BQc8Hs9YZqS/GNeWoce1fuQ5uUujv8erZlQUMnIPHJbv+PcV3PO/5D3zbMVml8v1RlPt2lwuQx0dnVX38Xq9uvrqbWP9GAxD2rZte83XZDFwaqhtp1qPk7KFGqhw7lFBoGKuIqMCAAAAQN3sAhWUfgIATJdi0TmjQpJisWHLmNs9ukje19dn2Xbhwnnb89jd/T8aqHBupD3ewMCAku68ai3xBosx3d7z13pq6W/LNCZ3v3CtRWaXyyW/319XFojb7ZJhGPL5vPIVk3rb2c8qWhh9va4e+oFe7PhVBQJ3VxzjufCygnu/Km/vHrliZ2WoMsiSuv6jSr7p98a+bm/v0IULF2rM2dD27dfVlb3R2dmp1tZ7FI/HFA5HFmR5oqmwK/3kJBQKvZEN6/xZLRpdeI20JXpUzEdkVAAAAACom32PioJKpdIszAYAsNBUK/0kScWi9feN3x9QU1OT7f5OC+eNjdb98/mc0un6m3Ufcm3S8Op3Km/4lXFF1BdYp+PRW9UXWFexX1f6sLYN/nPd55VGAymRSLTmfk59KiZyu0fvVfZ6vLql97GxIIUkRQv9emv3f1f7rv8sIzsi79mfqvG7D6n5O+9W4Ng/yx07YwlSSFLolb+U78QPxr5ubW1TtapMPp9PN998izo7q2dTjOfxeNTc3DL5IEUhI/fQMWkB9iOo1d9jPL/fX7NJ+kLNqHC77TMq6FExd5FRAQAAAKBuPp99E858Pi+/3z/DswEALDS1AhV2/P6AIpGo3G6XbSBjIpfLUCQSVX9/f8V4qWQqmbTvIWGXgdE/NKJT135a+93v1PgVen8xrnd1f1b+7KVgwLahf1VvcIN6AxvUmL+gpuw5BYpxlVqvUrz1enX3DVWce8mSZZZeDO6h4wrv/Iw8vXuUXfcOJW/5PQWDATlUw6pQrtffeOI7aky+YrtP8ODfK3D0uzIK9WWVSFL0qf9HQ61bVGpcJZ/Pp8bGZg0PD1n3i0Z13XU3XFYfjHq5B4+q8Z//jdyJbhWjy5W48zPKrX7LFX/cmeJyuRQMBusKqgUCAYVCQcfeLj6f77KaqM9lzoGK+suvYWYRqAAAAABQN5/PPhiRz+cWbaBiZGRYr7zysuLxEW3deo3Wrt0w21MCgHlrKoGKQMAvl8ul5ctX6vTpUzX3D4XCjnfox+PWnhY+n08dHZ06d+5sxXg2mx3tmTEhoJB1R3Xuls9qzbP/US6NBk4MmbrnwhdlmKWxMUnSgGR6ghpovFZH3VfpfGi7wp1rtG7d+so5HP9XRZ/6bbnyo4GU0L6vyXfup2rZ/ClVL7Y0yuPxyD10TA3P/5eq+9UKUpSCrXKlB8a+duVianj8Qxp+4B8lT0Br1qzVq6/urjimo6ND27Zd49jceFoV0mp4/ENyJ7olSe74OTX+679VZsP9StzxX2QGW6/8HGZAOByuK1Dh9/urZt0s1GwKyTlQQemnuYtABQAAAIC6OS3sZLM5Rerv7bggFItF7d79kl5+edfYwtq5c2f04IPvU0dH1yzPDgDmp1rNtO34/aN3hK9fv0EDA/1KJBJV9y/X7beTSMQtY8FgUC0tLZZAhST19Fy0PY97zR16bf8Dun7g25fGTPsgjFFIq21gl9q0S6YM5Qu3KxN9SNm1b5fcXoV3fVah175iOc4zdFTbX/yIEm3v1+noTaOPUcqpJXtakXyfUp5m9QXXq2R45TVMRZ/4qIxC5eL24Ya7tTa+S17Tvs9FMdyp9LW/rvyyN6nYuEamN6zojz6mwNHvju3j7dunyPN/rMRdnxkNSmzdqp6jP1NRbrWv2a6VK1dZskPsuIZPKnjwmyr5Ispsfo/MUH3NuceLPP/H8gwetowHjn5XvrPPKXH7Hyp71bstwaX5JhyOWDKCJvJ4PGPZF04aGhZmf4oyuyyrqQRDMTMIVAAAAACom9frVPqpdkPtVCqpQCDo2NxwPrlwoVv/8A9Pqbe3t2LcNE29+OJOvfOdD8zSzABgfqvVTNtOOaPP4/Ho2muv14sv7rSUaRovGAzZ9lySJNOmKkwgEFBzc4vt/naBFa/Xq1AopOebf04d6SNantpbx7MYZciU79xP5Dv3E5W8EZWiy2wX3svcxbTu6PmfWhN/UcHisJqz5+TSpTvG84ZfPcFN8g4E5B3aX3Hs4Ya79XLHv9GB5rfp57LfU/TizrFtxegKpa7/DWU2PyS5KzMm43f/uTz9++UZOjY2Ftz/v+VK98uV6FbbwGEZhZQkqXB+rXKrf0651W9VfslNkst+KdJ/5LuKPv3JsUBKaM//Uuy+v1J+2ZvqfOUk34kfKLj/McftrsygGp78TaUGj1Q0AZ+PQqHavUnK74tqPSoWckaFJLlcbkuggh4VcxeBCgAAAAB1cyr9lMs5Byr6+nr03HM/1sWL3QoGQ3rXux5UW9vk75KcCwqFvHbufE779r3muM+ZMyd18WK3urqWztzE6nDixDHt3PmscrmcWlvb1Nrarra2drW1dbzRAHV+310KYP4rlUp19ZiYaHyN/XA4rO3br9Mrr7xsG3SQyhkV9oF3+/MHFQgEJtUXwDAM+fxB7ez8d3rbuc+qId9TsU/c066iv1GNqRMyTPvn7Mon5LIJUpSCbXKlK++mX57aY3sOr5kd3ZaqHE+GVmpv13vk8/i0YuNtyqz6NyqdelLe87tU6LxG2bXvkNwOr5EvrNh9X1bzt3+holSU//i/Wnb1DJ+Q57WvKPTaV1TyNyq3+ueU2fig8stvlQyXVMwp8vwfKbjvbyufe7pPjf/0HiVveUTp6z48um9ZITPaJNt3qam0K9Gt6I8/WXEO0xOQ6fbLla3szxB65S+VvPG3JO+V75dxpYTDtdNYy4GKahkV0ejCDlS43W5LMLFUmvw1BjODQAUAAACAujmVyrALVORyOb300k7t3fuKzDdWi9LplJ588gd6z3veP+8WxgcG+vXEE/+qwcHqpRYk6cUXn9cv/uJDMzCr+gwODujxx/957I/zc+fO6Ny5M2PbOzo69Y53vFvhcNjpFABwxU21dvzEHkltbW266qpNOnz4kO3+oVDYMaPCTjkQ0tzconT6fM39y78rA4GgRrJh/WDFp7UysVuGWdKwf5mGfctUcAW0YcMGrVvSIt/pH8t/6kfynnlmrAeFHdPlU+KOP1Jm0y8p8tx/VvDg39f9HCrO4/Yr+86/0V2tmyt+F+fW/Jxya36urnMUWzcpftdn1fDUJ+p+XFd2RIHD31bg8LdVjCxV9qp3y3t+l7w99s29DbOkyK7Pyntht7Lr3i5vz6vyXHxFnoGDMsyiCs1XKbfybuVW3a3Q7i/KlR2uOD5xxx8rt+rNivzkP8t//Ptj4yX//C93VM/v6/LNJU6BCq/XU1dmxnxm16eCHhVzF4EKAAAAAHVzKv00MVBx4sQx/eQnT9nWCR8Y6NPx40e0fv3GKzLHyxGLjWhwsF+hUEQtLa3yeDwyTVOvv75PP/3p07Z1jVtb27VkyVLt33/pbtZz586ou/ucli5dPpPTt2Wapp577sdV7yDs7e3R/v2vaceO22ZwZgBQaSr9KaRLPSrGW716jeLxuLq7KwMLLpehhoaGSQXLywu9zc3NlvNVm08wGNDIiJR3BXW84XbLfs3NLTKDLcpuelDZTQ9KhbT8Jx5X4PC35D37k4pMi2JkmWJv+4oKnddKkhJv/gsVum5Q5Ln/JKNY2V+iJENJT5sihX4ZsqaVJN/0KRXbtuhybxfIbnpI6e4XFDz4zUkf6050K/TKl+ra13/qCflPPWEZ9wwdkWfoiEJ7/qdlW2bdLyiz+b2SYSj2tv8p3/HvK7j3f8nIJZXa8cl5nU0hjQbP7PovjFcO4Lndbvl8PstntYWeTSE5BSrIqJirCFQAAAAAqJthGPJ6vZbFpPE9Kvbs2a2f/vSZqud56aWdWrt2w5zqV3HmzCl9//v/NFYf3TAMNTW1yO/36+LFbsv+Ho9HN998q7Zvv16mWdLJk8eVTF4KzLz00k7df/8vz9j8nRw/fkTnz5+puZ/Hw5+HAGbXVPpTSJWln8a7+uqtymYzGhgYGBtbvXrtWMaDYdj3pJiovODr1KfCaf9qvQHcbpcaG5sqBz1BZa+6X9mr7pcreVH+w9+R98JLKjauVuqG35QZrHz8zJZfUb7jGqV+9CcqZhMa9K9Sf2CdBgKrVHAF5C/GtST1upam9mt59rA8Zl7p7f9O6e3/rq7nUY/EXX+mUniJvBd3qxTuVKF1kwqtm1Rs3SRX4qJ8p34k36kn5e0/UPNcptuvxJ2fkSt5UaGX/pttkKUexcgyJe7584qG2bl171Bu3TumdL65KhyOKBaLOW4fn2nU0dFpaQbf2dl1xeY2V7hc1kAFPSrmLj6JAgAAAJgUn89nCVSMv0tv9+6XLMcYhjFW/kmShoYGdfToYW3cuPnKTXQScrmcfvzjxysWyUzT1NDQgO3+ra3teu97f1mGEXhjkcutG264Wc899+Oxfc6fP6tz585o+fKVlzW3QqGgeDymxsamSQd2crmcnn/+mYqxSCSqTZuuVn9/nwYG+pROp7Vs2XJt23btZc0TAC7XVDIqvF6P47XR5XLphhtu0oUL3UqnU4pGG9XR0THuWOtd5nbKAYdwOCy/369sNlt1/0uBCvsAiiQ1NTVXvaaXwl1KX/8RpfWRqo9VbNuiI1sfUXe3NaCedUd1KrpDp6I7tGnTZq1atbrquabE7VVqx+/YbiqFu1TovFapHZ+UK94t//F/VeDQt+QZeN2yb7FhlUbe9j9VbL9akpTvul4NT3xUrszgpKZjGi7F7v1LmQugvFMt4XC47kDF2rXrFIuNjO3f0dGh5ctXXPE5zja32/oeo/TT3EWgAgAAAMCk+Hx+JZOVNbTHL/SEw2Gl05e6di5fvlJ33fUW/fCH/6KBgb6x8Zdf3qkNGzbOiayKn/1sV0U2RDXbtl2r2267S+3tzervj4+Nb9myTa+88rISiUtjL730vJYtW2FbYiSdTuncuTMqFotau3aDbf+Pc+fO6Mknf6BkMqFQKKybbnqTNm/ealvKwM7u3S9aym/ddtvdWr/+qrqOB4CZVChMfgGxWtaCNBooX7p0me02u3I4E7lcRsWCb3Nzsy5evFhjToGac2tpqS87ox7BYO0+A7OdNVeKLlX62l9T+tpfk7v/dQUOfUv+o9+TK92v7IZ3KXHnn1QEF/Ir7tTQe36o6NO/K9+ZZ1QMdarQdZ3ynder0HW9TJdXvjPPynfmGXl6XpUhU6bhUuL2P1RhyU2z+ExnTihUvU/F+JJowWBQO3a8SYlEXIZhLIqyTxI9KuYbAhUAAAAAJsXns/apGL/Q89a3vl07d/5EpVJRmzZt1VVXbZJhGNqx4zZ9//vfHdtvZGRYhw4d0JYt22Zi2o4GBwe0Z499I8/x/P6A3vzme7V27QbZlTZ3uz268cZb9MwzPxobu3ChW88++5Ta2toUjTbK6/Xq3LkzOn36pHp7Ly10vfji83r7239RHR2dY2MTS1GlUkk9++yTeu213dqx4zatX3+V8vm8Bgf7NTg4oHg8pmg0qhUrVisabdDw8KBee+1nFXNcvnyl1q3bMNmXCABmxFRKP9kFeetVT0Ntvz9QEWxubm6pGagozykYdM6oaGlprXOWtTk1Sx5vtgMV4xXbtih5+x8oefsfSMW85Lbvf1WKLNXIO78umSVJhib+8i103aDUzb8tIzMkT//rKoU6VGxZPL/jajXU9vsrf75dLpcaGhZ+psl4BCrml7lzlQIAAAAwL9gt7OTzOZmmKcMw1Nrarne+8wHLPqtXr1VHR1fFAv3PfvaCNm7cUneGgJ2RkWHt379HwWBQGzdeXfMP9/HsGk27XC49+OD7VCwW1d/fp8HBfnm9Pm3bdq0ikWjV823adLV2735R8filUgwHDuypcsSoRCKu73zn73XPPT+njRu36OTJ4/rhD//Zto7yyMiQnnjiX/TsswFlsxnb87W2tss0TcvzuuOON0+qgSwAzKSplH6qlVFRjV3gfaKJjbqbm5vrPsauybc0Wo5mOheM63kN3O45ugToEKSoYFTPvDQDzcovv22aJjR/1Pq84/P5q25fDAybnx16VMxdc/QqBQAAAGCuGl8Co8w0R3speL32Cw75fF7Dw8Pavv16Pfnk98fG4/GYDh7cp61br63YP5VK6ezZUzp9+oQGBwfV2blEb3rT7ZbFmPPnz+pf/uUfVSiMLm69/PIuXXPNDbruupts5znRsWPWRtPXXnuj2ttHMxu6upbWPMd4brdbN954i55++olJHSeN3kn85JM/0IkTx3Tq1PGKIIMdpyCFpIoSW2Xbt18/rXfwAsB0KxQmn1FRz7XeST0LuROzIiKRqLxej/J557mW5+T3++VyGSqVKptC1+pPMVn1ZVRM/YYAzE3VSj+5XMZlZRstFGRUzC8EKgAAAABMilMwIpvN2m4bGBjQa6/tVqFQlGmaamxs1sjI0Nj2Z599Srt3v6SGhkZFow0aGhpQb2/PhHP06dy503r7239RbW3tkqylkaTRRa7du1/U/v17dP31N8nvD2hgYLQ0Urkx9tKly7Rq1VotWbLMttH0jTfeMqXXpWzTpqt18OB+XbxobWw60cQm45J04sRRy35r1qxXMpmoyEaZjHJ/CwAzL5VKqVgsKByOzImePHPZVAIV1RpW11LPQu7EALlhGGpublFvb6/t/l6vp2JxtL29Qz09lb/TurqWTGG2zoLBoAxj9KYBJ3Op9BOmh8fjcWzuTjbFKLtAhWlKpVKJ6/EcxFUKAAAAwKQ4Lezk89aGpOl0Wnv2vDLWINUwDIXDDRWBCmm09NH4JtR2YrER/d//+w29+c33yePx6Ic//BfH9P1sNqNdu35iu+3YsSM6duyI7bbbb7/bMRBTL5fLpXe960GdOHFUAwN9isViisdHFIuNKJPJqLm5RStXrtGqVWvU1bVUu3b9RPv2vep4vs2bt+ruu39OhmHoxImjeuGFn2p4+NLrZxiGmpqaFY02qKfnom2mxW233cWdlcAMM01TBw++rrNnR7O2otGorrnmukmVp1tsphKouJwF2Xqu93aBkKamZsdAxcT5rF+/QfF4XKlUSpLU0dGhZcuWT2G2zgzDUCAQVDqddtzH47m8322Ym8LhsG2g4nIyjRYSp9KixWKRQMUcRKACAAAAwKQ4NR/N5Spri5umqQMH9lnKY4RCYbW0tGlwsH/Sj10oFPTEE/9qm4lwuVasWKW1a6enCafX69XGjVss4+U+HuPdeeeb1d7eoWeffdJSjmDr1mt0551vGTtm3bqrtGbNevX0XFAymVRTU7Oam5vHao+XSiX19FzQ6dMndebMSRUKBW3Zsl0bNmyalucFoH79/f1jQQpJisfjOnbsiK655rpZnNXcVi7jNxnVGlbXMpWMCklqaWlx3H/iAnEkEtWb3nSb4vGYXC6XGhubJj3PetQKVFxOLyjMXaFQWIODg5ZxAhWjnIIRxWLxsm9MwfQjUAEAAABgUvz++jIqzp49o4GBAdt916/fpFOnjlpKPI3n9Xq1fPlKJZNJS8mjiUGKDRs26YYbdujll3fq+HFr6aRaZqrRtNP5N2/eqpaWNv3wh/+kRCIhSbrmmht02213WY5xuVxasmSZ7XnK25YsWaZbbrl9eicPYFLsrm+9vT22AUuMssuoqFXS6PIyKmoHKuwCIQ0NjXK7XSoWrb2E7BaIPR6PmpudgxvTIRgMamjIeTulnxYmpwwtSj+NcgrQ1eoDhtnBVQoAAADApDhnVFwqPZBMJnXkyCHHc5RKph566GFlMpk3yiLFFIuNKB6PyefzafnylVqyZJncbreKxYKee+7Hev31fbbnKpdGcrlcetvb3qWenovavfsF9fX1yOfzq6WlVS0tbWppaVM2m9Hp0yd19uzpisDKjh23XfFFpFo6O7v0vvf9O50+fVKRSHTaa5gDmFl25fBKJVOZTKau5seLUblM4HihUFjJZNJ2f8O43Gba9ZR+sn6vyiX37ILxfv/UMzwuRyjk/DPldrsIji1Q4XDEdpyMilHOgQoaas9FBCoAAAAATIpTqYxy6SfTNLVv317bO03LUqnRRadAIKBAIKD29k7Hfd1uj+655151dHTpued+XPHH5bZt11oyITo7u/SOd9zveL4tW7apWCzqwoXzGhzsV2Njs1atWuO4/0zyer1av/6q2Z4GgGkwsRxeWSqVIlDhwK70k9frk8+XVy5nDfz4fP7LWoCvlVHhdrscy8O0tLTYBipmqx9QMBhy3EZ/ioUrErEPVHCNGVWtRwXmHgIVAAAAACbF5XLJ6/VYek+UMypOnjyukZHhqufI5XIqFouTqpl99dXb1drarp/+9GklEnFt336drrvupiktUrndbi1fvlLLl6+c9LEAUA+7jApJSqdTklpndjLjDA0N6vDhQ8rn8+rs7NK6deuvWP8C0zR19uwZnTlzWoZhaMWKlVq5cpXj/naln7xej4LBoG2gwq7R9WTUCirYZVOUNTU1246HQs4Bgyup2mtB2aeFKxgMqrW1tSJo5na71NHhfAPIYuJyEaiYT7hSAQAAAJg0r9dnE6jIKZGI6/jxY3WdI51OKRKJTupxu7qW6MEH3zepYwBgNuTz9hkV1RoeX2mpVEovv/ziWM+HkydPqFQqadOmzdP+WKVSSfv379WFCxfGxg4efF0ej0dLl9r32bELVHg8HrlcLo2MjFi2XW55G7fb7dhrQqq++N/c3KJoNKp4PD5urm61tbVf1pymqnpGBct/C9nWrdt18OABDQ0Nyu8PaMuWq2kU/QbnjAp6VMxFXKkAAAAATNpouYxUxVg+n9fJkydVKlXpejpOKpWedKACAOYLp4yKcum72XDxYrelMfX582e1ceOmae1hUCwW9dprr6i/v9+yrbv7fJVAhTW443Z75PPZLzZORz8Ir9enYjFju61aRoVhGNq2bbsOHDigkZFhBYNBbd267Yplp9QSCATkchm2v4Nna06YGYFAQNddd8NsT2NOcrtdtuP0qJibCFQAAAAAmDS7BqTZbHZSdwrP5mIdAFxJhULBMWg7uxkV1scuFIrT2uA7n89r9+6fOZYAzGTsgwLFYtESRJFGe/c4lWgKBC6/YbDP53OcU63SUtFog2655U0yTXPWm1UbhqFAIKhUKmXZRkYFFit6VMwvXKkAAAAATJrPZ10cymaztvsuWbKkovRH2Wwu1gHAlWTXT6HMbiF5plTrm1ErUHH69CkdP35MplnSkiXLtHHjJssiYCaT0e7dLyuRSFSZg31JLLuyT9JoOSWnuU1PRoVziZx6e2DMdpCiLBAIEKgAxqFHxfxin/8CAAAAAFXUakA6XlfXUtv9RxvKAsDCY1fCqCyfzzsu1l9pudzU+mb09/fr0KGDyufzKhSKOnv2jE6ePFGxT6lUqhmkkJxfG6dAhdvtUTTaYLutocF+fDKq/T6rVvppLnLqU+F2E6jA4kRGxfxCoAIAAADApNXbpNHlMtTS0mK7eEJGBYCFyikgUJbJzM71zzmjovp8zp49bRk7d+5sxdd9fX01gxSSVCqZtouETgEMr9erUCikrq6uivHW1lbHAMZkjPZcsldvRsVcEQrZB1bIqMBi5RSooEfF3MSVCgAAAMCk+f311QVvamqWx+NRKBS01CunRwWAhcopIFCWSqWmZZF9spwyOapluJmmqaGhQct4NptVLpcby0iIxUYmNY+JC4iFgv3CYTkbYPv2a9XUdFrxeFyhUEirV6+p+/Gqseu5VDZdfTtmilNGhcdDM20sTs4ZFaUZngnqQaACAAAAwKRVuwN1vNbWNklSKBS2bCuVTGUymXl3xyoA1FKtR4U0e30qnAIodk22y2KxEeXz9mWZ4vG4Wltb3/h3rO55jGZPBGzGrLze0aUrwzC0atXquh+jXk6/z7xej+Mi51zl9PuU0k9YrFwu+2JClH6amyj9BAAAAGDSqt2BOl57e7sk57tS6VMBYCGq1qNCmp3Sd/l8XqZpv63atXhgYMBx2/jgRDwen9RcJnJupn1lF9mdMgTnW38KSYpGG+R2W5f6pqOXBzAfGYYhl8va7J5AxdxEoAIAAADApNWTUeHz+RSJRCVVC1TQpwLAwlOrR8VslL6r1sA7m82qVLIvhWJX9qmsHJzI5/PKZDKW7aGQfSkiuwwNp/ld6WwAp55L8zHbz+PxaNWqypJYzc0tampqnqUZAbPPLjOKHhVzE7lfAAAAACatnh4VbW1tMozRu9jsSj9JZFQAWJhq9aiYnYyK2uWoIpFIxVipVKoaqEgmR5tnO5V9am5usS1zZZdxUizaZ1Q4BRKmS7nHxkTzMaNCkjZsuEoNDQ0aGhpSOBzW0qXLxn4XA4uRy+WWVHl9IaNibiJQAQAAAGDS3G633G5X1WaEbW3tY//2+/1yuQyVSpV1R2arTjsAXEm1elRkMmmZpjmjC8i1sjzS6bQlUDEyMlz1Oh+Px2SapmPZp5aWFp0/f84ybl/6yX7h8EqXfvL5nEo/zb+MirLOzi51dnbN9jSAOcEuo4JAxdxE6ScAAAAAU1Kr/FNLS+vYvw3DUDBoLQFSrYGrE9OpyDoAzBFO/RbKSiXTtlTSlVQ7y8MaOK6WTSGNPo9kMukYqGhubrEdt8uosAteuFyGYzPc6eLz+dTY2GgZ7+jovKKPC2Bm2AcqnAOwmD1kVAAAAACYEp/P57jQ1tDQYCkPFQwGlUxW1mWfbOmns2fP6OjRw8rnC+ro6NDVV29zLNsBALOlVkaFNHr9c+rfcyXUmpNdOapqjbTLEom4EglroCIUCjlmJdj1qLAr/eTxXNmyT2Xbtl2jV1/drWQyKbfbpY0bN1uySwDMT6Olnyo59eTB7CJQAQAAAGBKqtUNH1/2qWy0T0V/xVg2m1WxWLS9222iWGxEr79+YOzr3t5eeb2HtXXrtvonDQAzoFb2gjRa+m585tlkDQwM6ODBA0qnU2pra9fmzVdXLVdUK8tjYuC4VCppeHio5jzicftARSQSkWEY8njclrJOdq+P3fyudNmnsnA4rNtvv1PpdPqNUoUUIAEWCrfb+n6mmfbcxJUXAAAAwJRUa6jd2mpdfHO6c7jerIpz56x1zi9e7KYUFIA5pVQqOfZbGO9yGmpns1m98srLSiaTKpVM9fb2at++PVWPmWxGxfDwkKWvkJ2enou2ZVQaGhok2WdF2AUl7LIsZipQURYMBglSAAsMPSrmD66+AAAAAKbEqUeFx+NWU1OzZdyuR4VUf58KuxroxWKprhIrADBT7Hot2Jls6bvxLlzotgQRBgcHNTIyXGVek+tRMThYvT9F2cSSfmWRyGigwi77zq6xt33pJwqBALg8BCrmDwIVAAAAAKbE57Mv/dTS0mp7R2oodHkZFcmkfbPWTGbqdyUDwHSrp+yTVH+Q1o5T8+ru7m7HY2oFdfP5QkWmQz39Kaop93iwz6ior5k2gQoAl8u+RwWBirmIQAUAAACAKfH57Es/tba22Y47ZVTUU/4knU7blgWRpEwmW/N4AJgp9WZ5pVL2mQj1sOsJIZUzLeybxNaT6VEOHBeLRcViw1Oen8fjVig0es33eq3BBru5zGYzbQALFxkV8weBCgAAAABT0tjYaBkzDPtG2tLonbE+n7VcVD2LdU53D0tSNpupeTwAzBSnoKp1v3zNBtd2TNN0DFTk83n19/c7bqulnOUxNGTfn6KtzT4QPVE4HJVhGJLsywROzKgwTdO2rwcZFQAul12Wb6lk0uNsDiJQAQAAAGBKotEGtbdXBiVWrlw9dhetHbusinoyKhKJmOO2bJaMCgBzR72lnyTn0ncj6by+9Vq3vv6zcxpJVy7qlxtoO7lw4fyU51Wez+CgfdmnVavW1DyHJEWj0bF/2wUbisVSReaH093NBCoAXC67jAqJrIq5iCs+AAAAgCm77robdO7cWSWTSTU3t6ijo6Pq/qFQ0NLstZ4eFdUyKjIZMioAzB31ln6SRjMYotGGsa+HUjl9/Wfn9a1Xu5XKjy6ifW//Rf3t+65TyDe62OaUTVHW29ujfD5f0cS6WCyqWLQvCTVeOXBs10jb43GrtbVVgUCg5nV3fKDCqZ9RPp+X3+8f+7cdAhUALpfbbX+ffrFY5Bozx/DdAAAAADBlhmFoxYqVde9vl1FRLJaUzWbHFqzsJBIJx22UfgIwl9RTYqmsXPpuIJnTV158XX+367QyhcqAwsmBlP77M8f1n+69SlL1wK00WtKkp+eili9fMek5pdMpFQoF2/4Uzc0tMgxDkUhkUoEKuz4TqYL07NE+bVnequVNQdv+FKPHsmwF4PLYNdOWyKiYi7jiAwAAAJgxTmWhUqmkY6CiVCopmXQOVJBRAWAusQsKuFyGbbmmdDqt04Mpfegf9qo/6ZyJ8U/7Lur2NS26e0Ob4nHnUnhl3d3dEwIV9WV5pNNpDQz0y650e0tLq6TRsn9OfTDKxmeJjM/siOUN/bTfq5cHPcofOiGP66T+/F1btK3FsD0PgQoAl8up9FOpRKBirpn0FX///v3auXOn9u7dq71796qnp0eSdPjw4arHfec739E3vvENHT9+XF6vV9dcc40+/OEP6/rrr3c8Zvfu3fryl7+sPXv2KJ/Pa926dXr44Yd1//33Ox5z8eJFff7zn9dPfvITjYyMaOnSpfr5n/95/fqv/3rVO7QAAAAAXHnBYNB2PJ1Oq6GhqIGBAblcLrW0tIw1P0wk4raLZmVkVACYS+yCAj6fX6ZpWnrqpNMpPXuwt2qQouxPnjiirUuiVTPMyoaGBpVOp8euublc/RkVFy50225rbS0HKqK228uCwWBFgMHj8WooNxqg2D3kUcG8FJQolEz94Q8O6y9/YbXtueyyMQBgMuhRMX9MOlDxV3/1V3rqqacmdcxnPvMZPfbYYwoEArrtttuUzWa1c+dOPf/88/rCF76gt771rZZjHn/8cX3iE59QqVTSTTfdpObmZu3atUuPPPKIDh8+rEceecRyzOnTp/We97xHQ0NDuuqqq3TjjTdq//79+tKXvqRdu3bpf//v/y2fzzfZpwwAAABgmtiVfpKk8+fP6dChg2N3IkejUd100w55vd6ai3KFQlGFQoE7bwEoHo/JNE2FwxHHxakrzS4o4PV65XZ7LIGKVCqltmjlOoXbkN6+pVMrmoJ69PlTY+MjmYL+8AeH9PPRtFz2CQgVLlzo1tq16yTVn1FRLJbU19drGQ8Gg2NZErUCFeO3F0um/n7/gP7P0aCKpv2k49mC/uKn5/VQmyzPy+OZne8hgIXDOaOidt8ezKxJf5K/9tprtXHjRm3btk3btm3Tm9/85qqNonbu3KnHHntMTU1N+uY3v6nVq1dLkl599VW9//3v1+///u/r5ptvVkPDpbTA4eFhfepTn1KxWNQXv/hF3XvvvZKk/v5+ve9979NXv/pV3X333dqxY0fFY/3e7/2ehoaG9P73v1//6T/9J0lSoVDQxz/+cf3oRz/SV77yFX3sYx+b7FMGAAAAME0CgYBtCZSJjVvj8bhOnDiujRs31azHLo2Wf4pEItM6VwDzh2ma2rPn1bGqD5FIRNdee73C4fCMz8UuKOD1ehUIBDU8PFQxnsmk9c5bOnVhJKM9F+Pa2BbS+25YruVNQZmmqUO9CT199FKZpRfPjKhtiUdvarXv6TDe+EDFZBp825Wo6upaMvbvUCg8dh0/kXDpxUGvGrymbmrOqyNgjgU0hlN5/efvH9ILp4ckVY+s7OtJa6m8uqO9MsgzvmwUAEyFc48KAhVzjX3b8yr+43/8j/qt3/otvfnNb1Z7e3vN/b/2ta9Jkj784Q+PBSkk6brrrtN73/texWIxffvb36445lvf+pYSiYTe8pa3jAUpJKmtrU2f/OQnK85btnfvXr3yyitqbW3V7/7u746Nezwe/eEf/qG8Xq/+7u/+ToVC7V/mAAAAAK4MwzAUCNiXf5qou/u8TNOsqx77xLuUASwu58+fGwtSSFIikdCJE8dmZS52PSp8Pp9CIeu1r1QyZRZy+q271+p7H71dj7x1g5Y3je5nGIY+9XMb1BauzLh4/KJvtITSuDU2u+oRiURCsdiIJKlQuDSnfEl6adCjJy56dT5d37JQV1fX2L9dLpfC4Yj2Drv1tVMBHYh5tGvAqy8cC+kbZ/y6mPNqX3dM/+bvdr8RpKjkNkaDGm3BysXDJ3u96p4wH7ebTDkAl8fttr/OUfpp7pl0oGIyMpmMXnjhBUnS2972Nsv28tjTTz9dMf7ss89Kku677z7LMXfddZf8fr927txZ8cfIM888I0m65557LL+g29radMMNN2hkZES7d++e+hMCAAAAcNmcGmpPlMvlNDw8VFdGBX0qgMWtu9vaV8GuhNFMsM+o8DmWvkunU47nagp69Ydv21gxVjAN/eN5v/7iSFDP9nmVLkrr1q1X0ZSSBWkgayj9xvrbhQsXJF0qR3Uu5dJfHQ/qe91+Pdfv06PHg/r2OZ9G8taMh0xR6k675A2E1NDQWLHtdDag/3veL3NCpsTrMY8+8YMz+g9//5p6E5Wvg0umbmnJ67evSusXl+X069dGK44umob+4axfuXEBmNks6Weapp483Ke/3nlaL50eklmtWRKAOYtm2vPHFb3inzx5UrlcTi0tLRXR97ItW7ZIsjbiPnTokCTp6quvthzj8/m0YcMG7d+/XydPntSmTZsqjimf0+6xXnjhBR0+fNhSMgoAAADAzHFarLNz9uyZukqWZDLpy5kSgHmsUChoZMR6534+X5BpmjKMOho6TJN8Pi+79Wyv1zvW2HqidLr69WvH6mb9yvXL9P+9cr5iPFFw6Uc9Pv241yvP0bPKFi6VuTJkak24pNtzA1q5tqh0Nqsne7x6rs+r0oTgwmvDXh0Y8eiO9rzWhos6kXTrWMKtcymXSjIU8RnqiZ7XL21fIp/HpX3dMX1pT9qx54QkTaweFfWY+uUVGa0JX4pCrG8w9G9vXqG/fens2Fh/zqXvnvfr55dkFfZMLVAxks7rJycG1B7266ZVTXJN4ftvmqb++PEj+ucDl7J0NndG9IEdK3X3+tYpnRPA7KCZ9vxxRQMV5Tsa7IIU0uidVA0NDRoZGVEikVAkElEikRi7Y8rpuK6uLu3fv1/d3d1jgYryXQLVjhk/JwAAAACzYzI148uf82vJZCj9BCxWg4ODtn0VpNHAgV1ZpCvFKbDq9XoVCtlf+1Ip54yKst+4Y43ODqf10xODlm1F01CxUFlr3ZShE0m3Thwp6tsnX1DEU1Jv2vl1yJuGftzr049ttiVypv7708f196+c13uvX6b/teu0ssXK19ttmI6BixtWNOodzQPyT2hcWyjk9R9vXaUXTw/pYE9ibHzviEcHY27d0FLU5uGMVjZXBnhKpukYKHjiUK/+/KljimVGy35v6ojoE/es1fXLm6zPuVhSyZT8nspiI6Zp6vPPnqwIUkjSwZ6EHvne61rTEtIHdqzQ2zd3zGgQDMDUOPeoIFAx11zRQEX5l20gEHDcJxgMKhaLKZlMKhKJKJlMjm1zOq58F8L4fcuP5XSHQjm9fPwxk8HvHmDmlN9vvO8ATBeuK8DcsmTJEh05cqiijIZhSIFAsOadxU5yucyMvse5rgBzx9DQgON7MZ/Pye+fuUBFsZi3nYvf71Mg4Jfb7VJpwoJ9JpOueU0JeF36k/vW6Kvf79ZP+706kbRfeLOTyheVsrbNkCFpMsWMukcy+u9PH7eMX9NY0LuWZfXyoFc7B/2K5S6d9YM7VujXb1utF3f9VIlEZUC5UMjL53HpT35+k37lb39WUfIpbxp6YcCjB7/6sjZ0hJXJl5TIFpTIFlQombqqI6J3bOnQ2zZ1qCXs03Aqrz9/6ph+dLiv4jEO9Sb069/cq3s2tOljd65RPFPQi6eH9MKpIe3tjsllSD9/daf+462r1B7xS5L+9qWz+j+7zzm+DicHU/qDHxzWsb6kfuvutZN4BYGZxWeVUR6P2/Y1KJWKi/61mQmTeY3pSlSn1tbobE8BWHR43wGYblxXgLkiqvvue7P279+vdDqttrY2bdy4UclkUi+//PKUzhgIuNXWNvPvca4rwOzL55NqaLC/abGhwa+Wlpl7n5ZKadu5dHW1qK0tqs7OFssNlIGAa+xaUu2aUiymdNNyn25aLp2Jl/RUt6HX+mUp5VSLyzB133JT79zSqn86ntMTxxKWXhP12txk6gObXfK4gvr5Zun3HrxWL18s6lhfQvdu6dINq5olSW1tjXK5Ku9eDod9amuLqq0tqg9dH9aXdicsWRmmpCO91htOD/UkdKgnoc8/e1J3bmjTvvMx9SecM+uePtqvp4/22277x70X9YODvfr3t69RS9ivL/3kVF3P/XsHevRHv7SdrArMeYv9s0qhELS9Ljc2BmflsyOcXdFARTmLIZNxbmxXvmOqnP49Pg08k8koEonUPGb8YzndgVXOuJhMmvl4AwNx2zqTAKafYYz+IuV9B2C6cF0B5iKfrr76+rGvslnJ5QoqmcxNKRU/my2pv7920+3pwnUFmBsymYy6u/sct1+4MKhSyTtj87l4cVCxmHVdIhbLyOWKK5czLdvz+QENDMRrXlNOneoeO7ZJ0i8tke5rkzo2XKOmaES55IhOHD4gr8vU0bhbrw55dDThrghCdPhLenBFVsuCJflLRf27bY26Sn36/gW/jr+RpdEZKGl9pKgNkaKu2bZVf/tKr/acj1nms7k9qPctGVYqMVpmqaOjQ5FAVPeslu5Z3SRJY9flZDJn87wvbd/gz+o31qf1kz6v9gx76g6+FEumnj7s/P2vVyZf0pdsskUk6Q/edpV8Hpe+9sJZHeu/FDRZ1xrSwEDC9hhgLuCzyqhSqWR7Xe7vj6m1deY+Oy5W5Z/DelzRQMXSpUslSRcvXrTdnkqlFIvF1NjYOBaQiEQiikajisfjunjxotavX285rny+8vml0fTx119/3fGx7I6ZDNPUon5TA7OB9x2A6cZ1BZjbDMOltrZ2x8/01WSzWZVKM9s0V+K6Asy2/v7+qu9Bp+bWV0o2m7N9PI/HJ9OUfL6AZXsmkxnrsVHtmhKPWxcboz5Dt21YIsMwlEi41Hd8dIdtjUVtaywqnjd03tul184MalmwpFta8/K6Rh/D6/UpGAypM2Dqg2syGs4Z8rpMhd9YKQqFQrr9qqW6bcMSPXd8UF/6yUmdHBy9CXRjR0RffHCbAq6ShoeH5PV61dLS6jh3j8dr2Tb+e5PP59XhN/VLy3N6a2deLwx49LMhn9JTKCHfGPDok29er1i2oK88f0ojb/SrmIrfvmedfuHq0Z6nP3dVu356YlBPH+2X1+3SB3es4PqPeWGxf1YxDJcMw7D0MioUiov6dZmLrmigYs2aNfL5fBocHFRPT486Ozsrtr/++uuSpI0bN1aMb9q0SS+//LIOHDhgCVTk83kdPXpUfr9fa9asqTjmqaeeGjvnRE6PBQAAAGDu6OpaUjNQ4fG4VShUrl6Z5miwolp/PAALz8CAfTmfMqfm1ldKoWC/KF5u6G3XV7NUMuuaZzxuvfM3HI6MBWjLlSbGi3pN3dVZ0iZZyyL5fN6Ka2aTr3LFrqtriSTJMAzdtb5Vt61t0Z7zI4plCrpjXas8rtHH7ezsqjl3j8ea1ZLPF2SaowHm8a9bo9fUfV15vWdri5INKxVL5xUNeBTxeRTxuzWSKegHB3v19NF+ZSc0Eb99bYs+fe9VaguPvt73bWrX/3rhjP7h1W4V3likXN0S1I5VzbphRZNeODWkf9p3QUWbxcp/f8tK/cr1y8a+NgxDd6xr1R3rWms+XwBzi9vtVqlUeX2mmfbcc0UDFYFAQLfccouee+45/eAHP9AHPvCBiu0//OEPJUn33HNPxfhdd92ll19+WY8//rh+8Rd/sWLbM888o2w2q3vuuUd+v39s/O6779aXvvQlPf3008rlcmMfAqTROyx2796txsZGXX/99QIAAAAwN7W1tcvtdqlYLDnu09LSqt7eXst4JpMmUAEsIqZpqr+/eqAin7fpIn0F2QUcDEPyeEaXX5yuUZmMfRnrslKppFTK2qshGr1UTsPlcsnv9yubrQxKjIyM2J6znFHhpKurMgDhcRm6YUVT1Xk68Xrty28VCgV5vV4Vi9YAT9jv1Y4NbbbH3bqmRclcQU8d6ddTR/qUzBb1wDVL9PbNHRWZdQ0Brz5x9zo9fONyHelNal1bSF0Nl74H92xo06/csEyP/vSUfjyuh8VD1y7Vr9+6akrPFcDcYxguy1ipRKBirrF+l6bZBz/4QUnSo48+qlOnTo2Nv/rqq/rmN7+phoYGPfjggxXHPPTQQ4pEInrqqaf0xBNPjI0PDAzoc5/7XMV5y7Zv367rr7++Yh9p9Jfef/kv/0X5fF7vf//7HX85AgAAAJh9brdbbW3tVfdx2j5xcQ7A/JXNZpVMJlUqOQct4/FYzUDETGdU5PPWx/N4vGOL54GAfdPvdNq5t6ckJRL2NeYjkcq636GQtS+nU99Qr3c0o8LlspbMC4VCikYbqs5pMsqBmony+bxKpZJtcLrW+k3Y59G7tnbp8w9s09/8yrV6x5ZOx/J/7RG/blvbUhGkKFvdEtKfv2uLHnv4Ov3WXWv1Px7Yqk++eR1NsoEFxO12W8bIqJh7Jp1R8cwzz+iv/uqvxr4ufyj45V/+5bGxj3zkI7r77rslSbfeeqt+9Vd/VY899pjuv/9+3Xrrrcrn89q5c6dM09RnP/tZNTRU/vJramrSn/7pn+rjH/+4fvM3f1M333yzmpqatGvXLsViMX3wgx/Ujh07LHP77Gc/q/e85z167LHH9MILL2j9+vXat2+fzp49q+uuu06//uu/PtmnCwAAAGCGdXZ2qaenx3ab2+1Sc3Oz7TanxTgA88vx40d1/PgxmeZoxsD27ddYFuQl1cymkOwDB1eSXeBkfMWHqWZU2JV9kmQJJgSDQQ0N1ZrlKK93dF4tLa2W13Kq/T2dH8spoyKvQsF+acrjsS4sXkmbO6Pa3Flfw1cA8wuBivlh0oGKwcFB7dmzxzI+fmxwcLBi26c//Wlt3rxZX//617Vz5055vV696U1v0kc+8hHHUkz33Xefvv71r+vRRx/Vnj17lM/ntW7dOj388MN697vfbXvM6tWr9d3vfldf+MIX9JOf/EQ/+tGPtHTpUn3kIx/Rhz70oYoPBwAAAADmpvb2Drlc1qaHkhSJNMjvt1/oI6MCmP9GRoZ17Nixsa/j8bgOHz6kG264ybJvrf4U0mgfhJlkF6goBwSkaoGK6oFW50BF5cJ6OOxcymkin280eLB+/QaNjIyMzT0ajWrNmnV1n6cedj0qJCmXyztuc7uvaLVyAIuIfaDCOWMPs2PSV/0HHnhADzzwwKQfaCrH3XDDDfqbv/mbSR2zZMkSffazn53UMQAAAADmDo/Ho9bWNvX19Vm2RaNReb1e2z4Wte5IBjD32fWf6e/vVz6fr7grv1gsani4durATGdU2JWaKgcEpNHrm9frsQRQstnapZ8m8nq9Fb07JVXtOWE9fjSA0tjYpNtuu0NDQ4MyDJc6OjqmvezR+NdgvGKxoELBvnwXpbsBTBeXyxqooEfF3HPFe1QAAAAAwGR1dnbZjpfvHrar857JkFEBzHdOmQUTG0kPDg7aZl1NNFd6VIxnd/2q1qPCNE3FYjHL+MRsCmm0t0S9xled8Pv96upaos5O5z4Pl6Naj4pCwT7rxekYAJgst9u6BE7pp7mHQAUAAACAOaejo1Neb+UilWFcaqQ98S5iqfYdyQDmPqf3cSqVqvi6nrJPkhzv1r8SnJpCTyxDbVf+qVpGWG9vj21JKbtm1/VmVLhchm0plCtlfPmr8XK5nGN5Lko/AZgu9KiYHwhUAAAAAJhzvF6vNm++euwOOMMYraNevlvYbqGPQAUw/zllQCSTlRkV9QYqSiXT8Y796eY094kljOwyKrLZrEola5DDNE0dP37MMi5Jzc3NljGfz2cJ8trPaWZ7eDo30y6oWLT//tTzPACgHnaBCko/zT1c9QEAAADMSUuWLFVLS6tisZiCwaAikcjYNruG2sViyVLHHsD84rTYP770UyaTUSKRmNQ5Z6KMkFM/DGtGhTUjTBoNVkzU29tj20g7GAyqvb3D9jzBYEj5vLVUVLU5XWlut1sul2Ep11Wt9BMZFQCmi12PCjIq5h4yKgAAAADMWX6/X+3t7RVBivK4HbIqgPnLNE3lcva9ZsZnVIyMjNju09RkzTCQZq78Uy5XX1Nou4wKSUqnK8s/maapY8eO2u67du06uVz2SzrBoP35q81pJtgFHgqFPM20AVxx9hkVpkyzdq8jzBwCFQAAAADmHaeFPhpqA/NXPp+X05rR+IyKRMI+W6Cjwz7DwCmAMN3qXXC3K10nWQMVvb09tpkjwWBQS5cuc5xHKBSuNdVZCQLYPWY+n1cqZd+fg0AFgOni1JPHruQeZg+BCgAAAADzjnPpFDIqgPmq2vu3UCiOlUayW7x3uQw1NTXZHutUkmm6OZWtspZ+qp1RMdVsCkljvXyqmekeFU6PWSgUHIMx1Z4jAExGuefZRJR/mlu46gMAAACYd+x6VEhSJmN/Zy6AuS+brR5QKGdV2PVsiESijovvTgGE6eYUEPF4Jp9R0dNzcUrZFKP71A5UzHSPCsm+OXY+n7fNkIlGozMxJQCLhF2PColAxVxDoAIAAADAvOP3+2UY1nFKPwHzV63Mh2QyqVKpVFEGqiwSiTguvs92j4qJ83K5XLZzLQcqTNPU8ePHbM9VK5tCqjejYm6UfkqlUioWraVXIhECFQCmj1PpJwIVcwuBCgAAAADzjmEY8vms5Z8o/QTMX5lM9fdvKpVSIhG37WMxmlFhv/g+Uz0q8nnr43g8btvAgl3D63KgYqq9KcoCgYBcLptI7jizkVExMbOkGjIqAEwn5x4VBCrmEgIVAAAAAOYlu/Ip5Rr2AOafWiWaksmE7QK+JEWjDTIMw6G80OyVfnJanLe7fpUDNd3d522PWbdufV19GwzDcOyDUWteV9JksjjIqAAwnciomB8IVAAAAACYl/x+a0ZFrTuyAcxduVz1QGMqlbLtTyGNln6S7Bs2z1SPCrvMDafMBbtAQi6XU7FY1NDQkGVbMBjUkiVL655LrfJPPt/MByo8HmsQyY7LZSgcDl/h2QBYTAzDqZm2tfQcZg+BCgAAAADzktNCX6nEH53AfFQrIyqVSioetzZe9nq9YxkKdoEKu5JMV4JdRoVTFoFTQ+2BgQHb+XZ0dNaVTVFWq6G2U+PxK6nejIpwOCLDrgkRAEwRGRXzQ33hbAAAAACYY+wyKqTRxU67+u8A5rZamQ+lkqmhoUHL+PgyQXaZAuMX/lOplI4cOaR0Oq2GhkZdddXGaWssbRdgcMqocLpGXbjQbTve3Nw8qbnUzqiYu4EK+lMAmG5ut32glx4VcwuBCgAAAADzktMdyZlMmkAFMA/V02OmVLJ20h6/sG23GF7OdCiVSnr55RfHSsTFYjFlMmndcMNNU53yGNM0HZpp2y/OOwVae3t7bMebmiYXqKiWUWEY9Zdhmk719sWgPwWA6UZGxfxA6ScAAAAA85Lfbx+ooKE2MP+MLvRPrZdEZaDCmilQKBRVKpXU19dn6WPT39+vVCo1pccdz6m81GR6VEiyLV0XCoUcAxtOwmHnQIXH452V0kp2jc7tEKgAMN1cLgIV8wGBCgAAAADzknNGBQ21gfkml8vJtCZL1KXcSFtybhKdz+eVSFj7W0hSIpGY2gNPOL8dp3JHfr9fLld9wYLJZlNI1TMqZqPsk1R/RgWlnwBMNzIq5gcCFQAAAADmJadABRkVwPyTy039fTv+DnynJtH5fM4xcyKVStb1OOl0WrHYiAqFgmVbNmsfIHUKChiG4ZgVNtFk+1NIo4tyTo89G420Rx+3dqDC6/U4XtsBYKqcy91NMUKOK4IeFQAAAADmJbfbLa/Xo3y+ctGw3kVHADMvm83q/PlzkqRly5aPlTTKZqdW9ikYDFYsQDkthudyOaVSadttyWTta8bRo0d08uRxmeZoNsS1115XkenglJVRbdHd7w8onbaf03hTyaiQpFAobNugvN4STNOtnr4YkUjDDMwEwGLj8XgUjUYVj8crxqPRxlmaEeyQUQEAAABg3gqFwpax6SjjAmD6JRIJPf/8czp69IiOHj2i559/buz9OtWMiollgpwzKgqOQcx0unqPioGBAZ04cXysNFU2m9XBg69X7DNx8evS/JwX3oPB2pkDXq+3orTVZIRC9n0wZiujwjCMmkESyj4BuFI2btwst/vSUnhXV5fa2tpmcUaYiIwKAAAAAPNWOBzRyMhIxVg6nVKpVJLLxX1ZwFxy8uTxigyofL6gU6dOauvWbVMu2Tax8bJTj4pMJm2bXSDVzqg4d+6MZSwWiymVSikUGu0FYRcgDQQCVbMInBpqjzeVsk9l5blNNFs9KqTRPhUTs+DGm2pQBgBqaW1t1e2336Xh4SEFg0E1NDTKMOrrFYSZwSd3AAAAAPOW3aKWaUrJJFkVwFwzMDBgGRsaGpQkxyBCLfVmVMRiI7bjkpTJZFQqlWy3FQoF9fX12m6Lxy81504mrRkVtbID6unFMNWyT5JzQ+16ekVcKbUem4wKAFdSIBBQV9cSNTY2EaSYgwhUAAAAAJi3Jt5NXVZPzXkAMyebzdpmTZQzoKZa+mniNcBpIXx4eLjqeZwabff29qhYtA9ixGKjgYpMJmObJeB0fSqrJ6Oiqamp5j5O5mZGRfXCHrVeMwDAwkWgAgAAAMC8FQ5be1RI9KkA5pryov5EpimlUknbIEYgEFC1G15dLsNyDXC73RU1yMucAhFlTsHNCxe6HY8pZ2k496eovuheq0eFy2WosbGp6j7VNDQ0jjUrH6+1dfZqslfLqJjYGB0AsLgQqAAAAAAwbwWDQdtFyUTCfuEQwOyIx51LLyWTSdvST4FA0LF8kTTao8audIfHM/nSRnaNtrPZrAYG+h2PKQdfnK43tfot1MqoaGhouqxeOy6XS5s2VTaPXb9+vYLB2pkcV0q17w39KQBgcSNUDQAAAGDeMgxDkUjU0lCbjApgbnHKOpBGF/rtMir8fp88HrdjNoRTxoLP55t0c267x+jpuSjTdD4ml8spk8nYBioMYzSQUo3X65Xb7XIsLXU5jbTLurqWqKmpWYlEQoGAf9ZLK1UrOxWNNszgTAAAcw0ZFQAAAADmNbvyT6lU0rE5LoCZ51T6SRoNLObz1owKn89fdbHfadF9Ks2i7TIqurudyz6VxWIx28BoKBSuKxuiWlbF5TTSrnyMgNra2mY9SCFJHo/bcRsZFQCwuBGoAAAAADCv2S1kluveA5h9hUKhao+IoaEh28wFv9/n2BBacg5UTKVZ9MT5pVIpjYwM1zwuFhuxzaio1Z+iLBBw7lMxHRkVc43XWy2jYvYDKQCA2UOgAgAAAMC85rRYSfknYG6Ix52zKSQ5lmny+fwKhawZU2VOC9vVFsOdZDKZiiysixdrZ1OM7ndBpZI1ylJvdoBTRkUkEplSZshc5/ScXC6j6vcaALDwEagAAAAAMK85LQgmkwQqgLmgWtmnakZLP9kvXnu9HsdshKku8I/Pwrpw4UJdxyST9plbkUh9/RacnsN0lX2aa5yaaYfDkctqHA4AmP/4LQAAAABgXgsGg3K7rX/akFEBzA1TDVT4/T4FAgG5XIZlW7VAwFQDFcnkaPmneNy+78Rk1J9RYR+oWIhln6TRAJMd+lMAAAhUAAAAAJjXDMOw7VNBoAKYG2qVfnLi8/llGIaam1ss21pbrWOXjpt86SfpUkaFUzaF3TzsuN2uqr01ap3T5TLU0tJa1/HzjVNZrrnQ6BsAMLsIVAAAAACY9+zKw6RSyYqa8wBmXqlUsm02XQ+/3y9JWrduvTwe99h4IBDQypWrHY+bSo8KabSBtmmaunDB2p/C7XZp/fr1dZ0nEonKMKxZIHbC4bCWLl1WMbZ69dqqTbbns1AoZMmeMAypq2vJLM0IADBX2OfcAQAAAMA8Ylc2pFQylUqlKCkCzKJEIi7T2mu6Jo/HLbd7NDjR3NyiW2+9Qz09F+VyubRs2fKxbXacygvVkkolNTIyrEwmY9nW0dGppqZmGYZqPh+7DK9qtm3brs7OTvn9UrHoWbDZFGVXX71Vr732qrLZ7BsBoKvqzkABACxcBCoAAAAAzHvhsH3ZkGQyQaACmEWX00h7vGAwqNWr19R17OVkVPT29tpu6+xcIpfLpUgkqni8eoZINDr5MkadnZ1qa4uqv39qgZ35pKmpWXfccZfS6bS8Xu9Y5gwAYHGj9BMAAACAec8pGJFM0qcCmE3TFaiY3LFTC1RkMhldvGjtT+F2u9Te3i5JamhorHke+i3U5na7FYlECFIAAMYQqAAAAAAw74VCIblc1prwNNQGZtdUAxV+/9SCDZLk8XhUq0WEU3AznU5bxtra2uVyjS6f1JMtQRYXAACTR6ACAAAAwLxnGIZtXXgCFcDsMU1TiYQ1UFFPxsPlZFQYhiGPx1t1n7a29rrP19nZNfbvhoaGqvt6vd4F2wgbAIAriUAFAAAAgAXB7i7mZDIhc6EXfAfmqGQyqWKxZBnv6lpS89jLyaiQagdD6g1UuFxGxb61Sj9R9gkAgKkhUAEAAABgQbALVJRKplKp1CzMBkA8bl/2qaWltWYg4XIyKqTqDbXdbpeamprqOk9LS6u83kvZGW63W+Fw2HH/qTTSBgAABCoAAAAALBB2pZ8kyj8Bs8WpP0VDQ4Pj+7Xs8gMVHsdtwWBIbre7rhJN48s+lVUr/0R/CgAApoZABQAAAIAFwWnhM5mMz/BMAEj2GRVer0fBYLBqVoJ0+aWfqmVUhEIhSao5B0lqb++wjFUr/0SgAgCAqSFQAQAAAGBBCIfDcrkMyzgZFcDsiMVGLGPR6Gg2Qq0gweVmVFQrLRUMhir+76SpqVl+v3Ue5edghx4VAABMDYEKAAAAAAuCYRgKhayLn8lkchZmAyxu6XRa+XzBMl7ORqi1oG8XIJiM8X0lJqo3o6Kzs9N23Kn0UyAQqPq4AADAGYEKAAAAAAuGXdmVRCIu0zRnYTbA4lWtP4VUPUjg8bjldrsv6/HryaiwC2yO19FhH6jwer1jwY7xaKQNAMDUEagAAAAAsGDYBSpKJVOJBH0qgJmUTNqXXCuXTQoEAnK77ZckLrfsk1RfRoVdsKGsoaGh6vbly1fYjK2cxAwBAMB4BCoAAAAALBhO5WSOHTs6wzMBFrdUKmUZM4xLwQHDMBQO2zeevpKBCsOQgsGgpNG5GNa2NpKkjg5rE+3xVq1arTVr1srjccvr9Wrjxk01jwEAAM48sz0BAAAAAJguzc0tcrkMlUqVpZ56e3s1NDSo5uaWWZoZsLjYBSoCgaBcrkv3S4bDYdsSUX6/c9mmejmVfho/B5fLpUAgqHQ6bdmvs7Or6vldLpeuumqjrrpq42XPFQAAkFEBAAAAYAHx+XxasWKV7bYjR47M8GyAxSuVsjaxn1hKya5UmzQ9GRUej31GRT1zCIVCNZt9AwCA6UWgAgAAAMCCsnbtOnm91uTx4eEh9fT0zMKMgMWlWCwqm81axic2r3Yq/XQlMyrKjbTLli2z9ppYu3bdZT8+AACYHAIVAAAAABYUn8+n1avX2m47evSwTNO03QZgeqTT1rJPkjWbwSlQEQgEL3sOLpdLLS3WUm/t7ZV9JDo7O7V16zZFIhGFQiFt3LhJy5Ytv+zHBwAAk0OPCgAAAAALzqpVq3XmzGnLXd3JZFLnzp3VihUrZ2lmwMKXTDoFKiozKiKRiJqamjU8PDQ25na71NHROS3zuOqqjXr11VfGrgNLlixRe3u7Zb9ly5YTnAAAYJYRqAAAAACw4Ljdbq1fv0EHDuy3bDt27KiWLl0mt9s9CzMDFj67/hSSNaNCkrZu3aYDB/ZreHhQgUBQV1+9TV6vfX+JyWpsbNJtt92hWCwmj8etxsamaTkvAACYfgQqAAAAACxIy5Yt1+nTp5RIJCrGc7mcTp8+qbVr18/SzICFLZWqr/STJIXDYd18844rNhev16vW1tYrdn4AADA96FEBAAAAYEEyDEMbNmy03Xb27NkZng2weNj1qAgEAnK5WIIAAAD2+JQAAAAAYMHq6OhQc7O1oW4mk1E8HpuFGQELn11GhV02BQAAQBmBCgAAAAAL2qpVq2zH+/p6Z3gmwMJXKpWUyaQt48EggQoAAOCMQAUAAACABa21tU0ul2EZ7+3tm4XZAAtbOp2WaVrHyagAAADVEKgAAAAAsKB5PB7b8k8jI8PKZrOzMCNg4XJqpB0Oh2d4JgAAYD4hUAEAAABgwevo6LQdp/wTML1SqaTtOBkVAACgGgIVAAAAABa89vYO23ECFcD0csqoCIXIqAAAAM4IVAAAAABY8ILBoKLRqGV8YKBfxWJxFmYELEx2GRV+v19ut3sWZgMAAOYLAhUAAAAAFgW78k/FYkkDAwOzMBtgYbLLqAgGKfsEAACqI1ABAAAAYFFob2+3He/t7ZnhmQALk2maSqetgQr6UwAAgFoIVAAAAABYFBoaGuX3+y3j/f19Mk1zFmYELCzpdFp2b6VwmEAFAACojkAFAAAAgEXBMAzbptrZbFax2MgszAhYWGikDQAApopABQAAAIBFwy5QIUm9vb0zPBNg4bFrpC1R+gkAANRGoAIAAADAotHa2iq32/pnUF8fgQrgcjllVNBMGwAA1EKgAgAAAMCi4Xa71draZhmPx+NKp9OzMCNg4bBrpO31euX1emdhNgAAYD4hUAEAAABgUXEq/9Tf3zfDMwEWFruMCvpTAACAehCoAAAAALCoOAUqkkn7+voAajNN07ZHRThM2ScAAFAbgQoAAAAAi4rf75fX67GMZ7OZWZgNsDBkMhmVSqZlnEbaAACgHtZP51fAiy++qF/91V+tud/HPvYxffSjH5UkffGLX9Rf/uVfOu77a7/2a/qd3/kd2227d+/Wl7/8Ze3Zs0f5fF7r1q3Tww8/rPvvv39K8wcAAACwsAQCQeXz8YqxTCY7S7MB5j+nRtqUfgIAAPWYkUBFW1ub3v3ud9tuKxaL+t73vidJuvHGGy3br7/+eq1atcoyfvXVV9ue7/HHH9cnPvEJlUol3XTTTWpubtauXbv0yCOP6PDhw3rkkUcu45kAAAAAWAh8Pp9ljIwKYOrsGmlLUjAYnOGZAACA+WhGAhXr1q3Tn/3Zn9lue/bZZ/W9731PS5Ys0Y4dOyzbH3roIT3wwAN1Pc7w8LA+9alPqVgs6otf/KLuvfdeSVJ/f7/e97736atf/aruvvtu28cBAAAAsHgEAtbFUwIVgLNYbETxeFzRaFQNDY2W7WRUAACAyzHrPSrK2RTvfOc7ZRjGZZ3rW9/6lhKJhN7ylreMBSmk0YyOT37yk5Kkr33ta5f1GAAAAADmv0AgYBkrlUzlcrlZmA0wtx09ekS7du3U/v37tGvXTp04ccyyj10jba/XY5u9BAAAMNGMZFQ4SaVS+vGPfyxJ+sVf/MXLPt+zzz4rSbrvvvss2+666y75/X7t3LlT2WxWfr//sh8PAAAAwPzk9PdANpthYRWLyoUL3Tp8+JAKhbw6O5do06bN8nq9Y9uTyaROnjxecczRo0cVDIa0ZMnSsTG7jIpgkEbaAACgPrMaqHjiiSeUSqW0ZcsWrV+/3nafF154QQcPHlQ2m1VXV5fuvPNObd261XbfQ4cOSbLvX+Hz+bRhwwbt379fJ0+e1KZNm6bviQAAAACYV/x+a0aFNNpQOxqd4ckAsyQej2nv3j1jX3d3n5dhGNq6ddvYWG9vj0zTeuyBA/sUjUYViUTV19enRCJu2ScUIlABAADqM6uBin/+53+WVD2b4p/+6Z8qvv785z+v++67T5/97GcVDl+qdZlIJBSPj34w6urqsj1XV1eX9u/fr+7ubgIVAAAAwCIWCDhnVACLxdmzZy1j3d3ntHHjprGsioGBfttji8WSXnvtVW3atEV79rxiG8ygPwUAAKjXrAUqent7tWvXLrndbv38z/+8ZfvKlSv1yCOP6M4779TSpUsVi8X08ssv63Of+5wef/xxFYtFfelLXxrbP5m8VA/Trt6sJAWDQcu+9brM9hkAJqH8fuN9B2C6cF0BMFEgELC9JuRymbquFVxXsBAMDw/Z/gwPDg6oq6tLpVLJcR9ptC/FK6+8LMn+vdDe3sZ7pE5cUwBMN64rmAsm8/M3a4GKf/3Xf1WxWNQdd9yh9vZ2y/aJWRahUEjvfOc7tWPHDr3zne/Uk08+qddee03XXnvtjMy3tZX8b2Cm8b4DMN24rgAoM82IGhtDMifcBh4MetTWVv+1gusK5qtCoSC3u6iGhqBlW7GYUltbVP39/YpEptbfcd26ddqwYdXlTnPR4ZoCYLpxXcF8MWuBiu9973uSJt9Eu6OjQw888IC++tWv6ic/+clYoGJ8GahMJqNIJGI5Np1OW/at18BA3DaVFcD0M4zRX6S87wBMF64rAOxksyVlMpWlni5eHNDSpdZa+xNxXcF8NzAwoJERawNsSTpy5KSWLVuro0dPKxZLT/rcy5YtV0fHCvX3134vYRTXFADTjesK5oLyz2E9ZiVQcfz4cb3++usKhUJ661vfOunjV69eLUnq6+sbG4tEIopGo4rH47p48aJtc+6LFy9KkpYuXTrpxzRN8aYGZhjvOwDTjesKgPF8voDS6cpARTqdmdR1gusK5quhoUHHn91sNqeRkRH19/dP+ue7s7NTW7Zs5X0xRVxTAEw3riuYL1yz8aDlBtn33nvvWN+IyRgZGZEky7HlBtkHDhywHJPP53X06FH5/X6tWbNm0o8JAAAAYGGxa6idzWZnYSbAzBseHq66vbu7e+xv7/Gq/Q3f2tqq7duvlUFBdAAAMEkzHqgwTVP/8i//ImnyZZ/Kxz/55JOSpC1btlRsu+uuuyRJjz/+uOW4Z555RtlsVrfeeqv8/qnV2AQAAACwcPj9ActYLpdTqVSahdkAM8c0TY2MDFfd5+zZ07bjq1at1tq16yzjjY1Nuvba6+Vyzcr9kAAAYJ6b8U8QP/vZz3T+/Hl1dnbqlltusd1ncHBQ/+f//B8lEomK8WQyqT/4gz/Qnj171N7ernvvvbdi+0MPPaRIJKKnnnpKTzzxxNj4wMCAPve5z0mSPvjBD07zMwIAAAAwHzndwERWBRa6ZDKpfL5QdZ9Syb5OSGtrq9av36ANGzbI5RrNnFi2bLluuOFGeTyz1gYTAADMczP+KaLcRPsXfuEXHO+0SKVS+qM/+iP9xV/8hbZt26b29nYNDQ3pwIEDGh4eVkNDgz7/+c9bUk6bmpr0p3/6p/r4xz+u3/zN39TNN9+spqYm7dq1S7FYTB/84Ae1Y8eOK/4cAQAAAMx9gYA1o0KSMpn0lErUArMtHo8plUqrsbHR8edbkoaHh6Z0fr/fr0hktCHm2rXrtXbtepVKJbIoAADAZZvRQEUulxsry/Sud73Lcb+mpib92q/9mvbs2aNTp07p1Vdfldvt1vLly/XAAw/oAx/4gDo7O22Pve+++/T1r39djz76qPbs2aN8Pq9169bp4Ycf1rvf/e4r8rwAAAAAzD92pZ+k0b9bgPnmwIH9OnfurCTJ43Fr+/br1N7ebrtvrf4UTlpbWy1jBCkAAMB0mNFAhc/n00svvVRzv0gkot/5nd+Z8uPccMMN+pu/+ZspHw8AAABg4XMq/ZROp2d4JsDl6em5OBakkKRCoai9e1/Vm950u0KhkGX/qWZUtLa2TXmOAAAA1XDrAwAAAIBFyak0Dj0qMN+cPHnSMlYoFLVv316ZZmWviXw+r2QyOaXHaWmxZlQAAABMBwIVAAAAABYlj8cjj8dtGc9mM7MwG6C6YrGoYrFoGR8aGtTIyLDtMcPDQzp16uSEMft9Ozo6qj5+JBKp2vcCAADgcsx4M20AAAAAmCv8/oAKhcq7yzMZMiowd5imqUOHDurcuTMyTVNdXUt09dXb5HaPBtkmBiImOnbsiNrb28eaYDsFNdasWauBgX4ViyXb7WRTAACAK4mMCgAAAACLll2fCjIqMJecP39OZ86cVqlkyjSlCxcuaN++PZKkZDKp3t7eqseXSqb27durUmk0ADE0NGjZx+Nxq7GxqWowgv4UAADgSiJQAQAAAGDRsitlQ6ACc0lPz0WbsR6dOnVSp0+fquscsVhMJ04cl2maisVGLNsbGhplGIba2+3LPxmG1NLSMql5AwAATAalnwAAAAAsWn6/NVBRLJaUz+fl9XpnYUZApVQqZTt+5MghGYZR93lOnDimTCajQsHa56KpqVmS1NbWbntsY2OzPB6WDwAAwJVDRgUAAACARcuu9JNEVgXmBtM0lcmkHbaNlnWaaMmSJYpEIqP7SOpzezXs9sg0R8tI2SkHKoLBoBobGy3bazXaBgAAuFzcEgEAAABg0bIr/SSNNtQuNx8GZksmk7ENRlSzcs1avZrO6h9PnNb+QEQjHq8M09Rb4oO6Lz4guxyMpqamsX9v2rRZu3e/PJZ5EY1GtXLlqst4FgAAALURqAAAAACwaJFRgbksnbYv+2SnIOmnnSv0J+cGNFwsSZHmsW2mYejJhtFG2W+LD1QcFw6HK8qcNTU16/bb71JfX6/cbrc6O7vkcs2tYgz5kqmXk2n9OJ7UmWxeOyJB/du2JnkmUQoLAADMLQQqAAAAACxadj0qJAIVmBvSafuyT3aeirbqR56gVCw57vNkQ6t8ZklvTgyNjZXLPo3n9/u1fPmKyU32CiuYpp6NJ/WjkaSei6cUL116nruSaR3J5PSnyzvkJlgBAMC8RKACAAAAwKLllFGRyWRneCbzWy6X07lzZyRJnZ1LFA6HZ3lGC8NkAhX9wVBd+32/sV0+09TtyWFJlWWfJsM0TZ3NFZQolbTO75X/MrIuzuXy+kk8pfUBn24MBSxNwo9ncvr9cz06mMk5nuP7Iwn5DUN/uKxdLoIVAADMOwQqAAAAACxaLpdLPp9PuVzlAigZFfXLZDLaufMnyucLkqQTJ47rhhtuUnNzyyzPbP6zK/1kGJJhGJbeFfc3N2hfMq/CG8ObAz69pSEiryH9vz2DFft+t6lDWcOlNcWcVja1qL9QUMTlUs40lSuZypqj/zW4XGr1uCsCByOFov5lJK5vD8Z1LDv6vvEbhm4IB3RrJKQ3RYLa4PdZgg12TNPU3w/G9LmL/cq/Me/tQb9+s7NFOyIhmaap/28wpv9+cUBZs3avjn8cjsvvMvSpJW11Pf5MMU1TJYlsDwAAqiBQAQAAAGBRCwQCNoEKMirqdeLE8bEghSQViyWdPHmCQMU0SKWsGRWhUFjr1q3X/v17x4IVXV1dumb1Sl2bzelcLq91fp+W+S71nfAZhv78YmVvih80tkmS/urUxapziLhcWuX3arXPq5Kkp2JJ5SYEDbKmqZ2JtHYmRufrMaQWt1utHrdaPG51eDy6ORLUmxvCCr2ReZEolvSH53v1eCxZca696az+w6kL2hEOymNIzyecs0quDvp1JJMdC3JI0t8PxhRwGfrtztYpBysOZ7L6zmBchzJZBV2GbnkjAHNVnQGY8X40ktD/2zOg/kJR90TD+khHs1b5fVOaFwAACxmBCgAAAACLml35p0yGjIp69ff3WcaGh4dnfiILkF1GRTAY1JIlS9XQ0Kjh4SEFg0G1tIw2yl7r92mtzSL4w21NSpdMfaF30LKtlkSppAPprA6k6w/eFUypt1BUb6E4NvaPw3EFDUP3NIR1eySkr/QN6XQu73iOF5P2AYq1fq/e29KoexrC6vJ69EwsqU+cuajCuH3+tn9E3x9OqNXjVrPHrWa3Wy5DypZM5UxT2dJohsNSr0er/V6t8vu00ufRnlRW3xmKad+E51oOlrR63Lo5HNQyr0ctnkuBmNU+n7p8lcsruZKp/3ZxQN8YHBkb+/5IQo+PJPSLzVF9qL1ZS8YFkwAAWOwIVAAAAABY1OwaaudyWZmmOafKx8xFqVTKto9CPp9XoVCQx8OfnFNVKpVsM3uCb/SiCIfDk+oF8msdzUqbJf113/B0TXHS0qap748k9P2RxJSOf7i1UR/vbKnoh3F3Q1h/tqJTv3u2R+PbiE8MlEyHgUJRP3CY+7agXz/fFNF9jRFlSqY+ebZH+22CO0VJ3xmK65+H43pvS6M+0dUqL9cZAAAIVAAAAABY3IJBa6DCNEfLPwUC1m24ZHBwwHFbJpNWJBKdwdksLE6NtIPB4JTP+bGOFnV5PfrhSEJ9+aIGi0XFiqXaB07gMaS3NkT0QHNUmwN+vZRMa2cipV2JtLrzhdonmCDqcumPlrVrqFjSl3sHLQGGNo9bf7KsQ7dF7RuG39cYUa5k6tPne1W7k8WVsS+d1b50Vv/1woD8hqF0jZ4aeVP6u4ER5U1Tn17aPkOzBABg7iJQAQAAAGBR8/mspZ+k0YbaBCqqqxaoSKUIVFwOp0BFKGS/WF8PwzD0yy2N+uWWxrGxvGlqpFBUumTK5zLkNwz5XYY8hqG+fEGnsnmdzOV1OptTolTS5oBfv9AUVbPHPXaOexsjurcxItM01Vsoqi9f0GCxqIHC6H+7kxntSqRkl9+wNejXX6zoHOup8c6miP5hMKb/3T+swUJR9zZG9HtL2ioez847m6MqyNQfd/dV9KyYqg6PW7/QFFW8WNLORErn6wzAlCRLkMJvGLqvMawnRpLKTNj2aooycwAASAQqAAAAACxygYD9HeqZTFaNjbab8IbBQeeeB3b9FVA/p9fvcjIq7HgNQ21e+6WBpT6vlvq8urXOcxmGoU6vR50Tzvcf2qWBQkE/HEnq+8Nx7U1n5ZH03tZGfaKzVT7XpdJHAZdLv9rWpPe3NipnmhVlnmp5d3OD3toQ1qlsXkNvBEqGCkUNFYsyZMhnjAZifC5DRdPUmVxep7J5ncrlNVAoyi3pjmhIDzY36LZoSJ5xJZnOZvPalUzpaCanoTcCMIPFonryBSVLzpGR1T6v/mJlpzYG/PpEZ0F/3Tesbw2NjAVTfq4hUvfzAwBgISNQAQAAAGBRCwScMyrgLJFI2PZQKKMh+eVxLv009YyK2dTq8ejftDbq37Q2arhQlClVzZIw3ggqTFbU7da2UPXsCzvJYmksk8TOCr9XK/zWyGXeNPViIq1/HY7rqXhS6XFBi7c3RvQHS9sVdo8GW9q8Hv3+0jZ9oK1RLyTTavW4dUdkfn4/AQCYbgQqAAAAACxqds20JVVdhIc0NOScTSGRUXG57F4/j8ctr9c7C7OZXk01yjjNhnIwYbK8hqHboyHdHg0pVSrp2VhShzM5XRcK6M5oSIZN4GOJz6t3++b/9xEAgOlEoAIAAADAoub1euVyGSpNKN9CRkB11fpTSM4ZAaiP3es3X7MpFouQy6W3N0X19tmeCAAA89DUbhkAAAAAgAXErk8FpZ+cmaapgQECFVdSKmXNqJju/hQAAABzBYEKAAAAAIuez2ftU0HpJ2eJRFz5fL7qPvl8XoVCYYZmtLAUCgXb15eMCgAAsFARqAAAAACw6AWD1j4VZFQ4Gxys3p+iLJMhq6KWTCaj7u7z6u3tlWmOlh9z6u9BRgUAAFio6FEBAAAAYNGza6idzxdULBblds+9xr+zrVZ/irJUKq1IJHqFZzN/DQ4O6NVXd6tQKEqSmpqadfPNO5RK2Qd4yKgAAAALFRkVAAAAABY9v99a+kmiz4Id0zQ1NFRfRoVTZgBGHTlyeCxIIUnDw0M6c+a04+sWCpFRAQAAFiYCFQAAAAAWPac71e0aGi928XhM+Xx9vScyGcpnOcnlchoZGbGMX7hwwTFARkYFAABYqCj9BAAAAGDRc7pTPZVKzvBM5r6BgfrKPklkVFQTi8Vsx0dGhmWaJcu4z+ejDBkAAFiwyKgAAAAAsOiFQmHbcTIqrOz6UxiGFApZ7/andJazWGy4yjZrEINsCgAAsJARqAAAAACw6Lndbts+FWRUVCqVShoeHrKMNzQ0KRq1Ns0mo8KZXdmnauhPAQAAFjICFQAAAAAg+6wKMioqDQ8PVTR/LmttbVUgYF1Iz+cLKhTq62cxEwqFggYGBhSP25ddmklOpZ+ckFEBAAAWMnpUAAAAAIBGSxcNDQ1WjGUyaZVKJblc3OMlSefOnbUdb2lpVSIRt92WTqcUjTZcyWnVZXh4SK+99qqy2awkadmy5dq6dduszCWXy0260XgwSEYFAABYuPi0DQAAAACy77FgmvRZKMvlcurpuWgZ93o9am5udrzjP52e3IL8lXL48OGxIIUknT9/blKNwafTZMs+SbLNWAEAAFgoyKgAAAAAAEnhsHNDbadti8n58+dUKpmW8WXLVsjlcikYDNgeNxf6VOTzedveGn19vWptbb1ij3nkyGHF4zFFIlGtW7d+LCsiHp98oIKMCgAAsJARqAAAAAAA2WdUSOWG2u0zO5k5xjRNx7JPy5evkOTcQ2EuZKQ4NUXPZK7M3HK5nF58cddYj5ORkRHFYiO65ZZb5XK5Jp1RYRgEKgAAwMJG6ScAAAAAkPNCOw21pYGBAdvXobW1dSzbxOPxyOv1Wva5UsGAyXD6Hk62T0Q9SqWSXn31FctjxuNx9fb2SJp8I22/P0CfFAAAsKDxSQcAAAAANLrQ7vf7LeNOd+MvRJlMRkeOHNb+/fvU398/Nn7u3Bnb/VesWFnxtd1d/3M5o2K652aapvbt22NbZkqSLl68oGw2O4VG2vZBNAAAgIWC0k8AAAAA8IZgMFTRcFlaPBkV2WxWO3f+VPl8XtJoT4qlS5dq7dr1Y5kA4/n9frW3d1SMBYNBS7bAXOhRkUzaBypyuZxKpdK0ZSscPXpEFy9aG46X9fX1qqtrie22UCjk+LNG2ScAALDQkVEBAAAAAG+w61ORTqdUKpVmYTYz6+TJE2NBirLu7m7t2vVTmdYe2lq+fIVlgd/uzv98vqBCoTCtc52sasGm6cqqOHv2jE6ePFF1n1LJ1LFjR223bdhwleNxoRCBCgAAsLARqAAAAACAN4TD1oV205wb5YuupFKppO7uc7bbikVrkMYwpGXLllvGA4GA7TlmO6uiWvmu6ehTMTQ0qIMHD9S1r112h8tlqKOjU5FIxPYYSj8BAICFjkAFAAAAALwhFArbji/08k89PReVz9ef9dDe3mFbjsi5IfnsBXry+XzV55bNXn6g4ujRo7ZZJ/WKRhvkcrnU2dllu53STwAAYKEjUAEAAAAAb7Ar/SQt/IbaZ8+endT+y5evtB13KlGUydQfqMjn8xoYGFAikZjUnJwkk9XPM3FuiURcr79+QAcO7Fc8HnM46pJ8Pq/h4UHbbU1NzXXNsaGhUZK0ZMlSuVxGxTa/36/Gxqa6zgMAADBf0UwbAAAAAN7glFGxkEs/JZNJDQ3ZL7TbCQaDamtrs90WCNgHKup9/Xp6erR//x4VCkVJUjQa1dKly7R06TL5fL665ziZx06nL2VUjIwM66WXXlCpNJoece7cWd1yy5uqBgoGBvptsynWrFmrZcuW66c/fa7mHBsaGiRJ4XBYmzZt0eHDB1UsluT1erRly9Zpa/YNAAAwVxGoAAAAAIA3eDwe+Xw+5XK5ivFad+VfKaVSSX19fYrHY2publFLS4sMw6h94CScO2efTRGJRGyzGlasWOk4B4/HI6/Xa2nKXU+PimKxqIMHD4wFKSQpHo/r8OFDOnr0sNrbO7RmzdpJZxfY9YQYb3xGxenTp8aCFGVHjx7RjTfe7Hh8f3+/7fjSpcsUDofV0NCgWKx6ZkZjY+PYv1esWKmOjk5lsxkFgyF5vd6qxwIAACwEBCoAAAAAYJxQKGwJVMxGj4pYbET79u2tCBY0NTVry5YtikYbpuUxSqWSzp+3NtF2uQzddNMO9fX16uDBA2MNtZuamrVq1eqq5wwGg5ZART0Nq4eGhpTNZh3maaqnp0e9vT3atu0aLVmytOb5ymqV7cpkMjLNogzDreHhYZt5DapQKMjjsf/zub+/zzIWCATGGmN3dS2pGqhwuQyFw5VNtP1+v/x+f9V5AwAALCTkjwIAAADAOHZ9KjKZtMzL6ZY8CaZp6sSJY3rhhZ2WjIbh4SHt2vW8Dh8+pEKh/ubXkpTL5XThQrd6enrGju3t7bEEFSSps7NLPp9Py5Yt1403Nmr1mie1fsNruuGG2mWI7Bo/15NRUU/5KdOUjhw5PKnvRbUgk893UoHgn2nf/pt16vQjSqetAYVSydTAwIDt8YlE3Da40tp6qTRWV9eSqvOLRhsp7QQAABY9MioAAAAAYJxw2BqoKJVMpdNpx2bb0yWZTGrfvr0aGRl23Mc0pVOnTurChW61trbK6/XJ5/PK6/WpsbFxrDHzeIlEQj/72Utji+per1dr165TX1+v7WMsW7ZChWJMFy78Nw0N/ZMkKZuVTp06qLVr/1oul/Pd/sGg9TXK5wvK5/NVyxgNDtbXJyOTySiRiNedVWKXUWEYGUUbfqhw+MWxsVjscTU1XdTw8HskVZa26u/vU2dnp+U8TmWf2tvbx/4dDAbV1NSs4eEh233L/SkAAAAWMwIVAAAAADCOU0PtVCrlGKhIJpMqFPKKRKJyu91TetyhoUG98srPKno0VJPNZtXd3W0ZX7ZsubZu3VYxduzYkYo7//P5vA4fPmR73lAoJI/nVR058mcqFCoX4lPpvTp//o+1fPkfO/apsMuokEazUpwCFcViUbHYsO02OwMDA5ZARaEwqHT6oAKBDfJ6OySNZpHk85WZJ37/ITU2fVdu94h17qE9yhc6lUzcM+Hx7AMSdmWfDENqaWmtGOvq6nIMVIzvT+EklzuvgYF/UMnMqrHhLQqHb5z2XiUAAACziUAFAAAAAIzjFIwYvTO/zTJ+6NBBnT59StLoIv21115nm9VQy8GDr9cdpKjm/PlzWrp06dhiealUsl1Qt2MYObW0flenz7zouM/Q8L/IH1ivjvYP2G4PBOwDFalU2hJcKJUySmeOKDaSVKlUkFQZ5FmxYqXOnTujiZWehoYGtXr1mjfOkVZv39fU1/e/ZZpZSS41NNyplpYHVSxsGn1erqSCgf0KBPfI7z/p/AJIamh4QoVCp7KZLWNj6XRaiURirO+ENBpcsStX1dDQJI/HrXT6iBKJF5XLd8vn75TH41Oh0Gyzv3NGRbGYUl/fV9XX/5hMc7RvysDA38vnW6XWlgfV3PxOeTxNVZ8PAADAfECgAgAAAADGsStdJNn3OhgaGhwLUkijC9qHDh3SzTfvmNRjJpNJxeNx222GIbW3d6i/v0+lUn29GXp7e8cCFfF4bKwZdi0Njf+sYvFnNfe7ePHzCvjXqqHhTsu2UGg0UOHx9MjnOyVThkqlsGLxohobr1aplFIi+ZISiReUTL46tgDf0RlWNrNFmczVymbXSfJo6dKlisVGNDJSmf0wNDSoUqmkkdgPdfHC/1C+ML6EVUmx2DOKxZ6Ry9WplpaofP4TMgz716BU8srlKki69No2NX1TA/0fUqFwqb9Ef3+fIpGISqWM4vGd6u37oZqaj8g0gyoVwyqVQiqZQUUbEjp46NMqFCqDGO0dUi63TJnMVmUzG1UqhWQYHgWDLplmXqNBGkOGYcg0Sxoe/oEuXPwfKhSsQaZc7rQuXPxvutjzRbW0PKAlXf+PXC7nsloAAABzHYEKAAAAABjH6/XK6/Vamkzb9Tro6emxjA0NDSqXy8nn89X9mE69IkKhkLZt266mpmYlEgm9/vqBuppODw4OjPt3fb0fJCkYtC6KR6N3qKHhLp0//xldWsw3debs72ntmv+pQGCdDCMgScpkjioef0Jt7d+T11v5nNJp6chR58d2u5MKhV9WKPyySqWAisU29Q98U+FIUS53TjI9bzz6aMmjI0f/Rrnc4arPp1TqkT9g/R6VZbPrNTL8bi1ddkGFwtfHxl2unJpbHlMicY9M0yfT9Gpw8LgM1znF48+pVBoNWvltWnUUqyTF+Hzn5fOdlxoeHxt7/eCfVH0O1ZhmTgMDfy+3K6yuro9N+TwAAACzjUAFAAAAAEwQCoUtDa3tMirsgheSlEjELX0KqnHqdbBjx5vGAh6RSEQ337xDFy9eUHf3eSUSCeXzOdtyUfF4fCxYUk9go6yx8R2KxR6VJLndzVq69HfV1Pg2GYahYiGmiz1fGNu3VErp2PGHx83X/0bpJalKz+y6uFwZuVznlEqdkyQFAtZ9crmpn79UDCkWe7vS6RskGSrktyidOahgcPfYPh7PsJqa/rHiuBFrW4sZ5JbPt0S53DnLlky2ejkrAACAuY5ABQAAAABMEA6HLIGKdDol0zQrmhjbBS8kKZFI1B2oKBQKtsGExsZm26yMrq4l6uq6VJLozJnTOnjwdct+Q0OD6ujotG3iHAwGZRhGxfyXLl2qVSvfplTqFuULPYpGbpHbfal/Qnv7B5XJHtPw8Pdtn0c5SDF5hsaXXZqqSOQWdXV+VOnMIQ0MfFuZTGWzcLPkVSa7SZn0dmUyGyVdiqYMDQ0rk7lfbneffL4zlz2XMp93mQLBjUomX1GxODzl80Qib9LSJb8jv3+tksndGhz8tkZiT8o0CzIMn1pbfmna5gwAADAbCFQAAAAAwAR2DbVLJVPpdHpsm2maVQMV9RoYGLDtPdHebm3cbccpIDIwMKBQKKR8vmDZ1tnZpQ0brlJfX59isRE1NDSqvb1dhmEoHL7G9nyGYWj5sj9QNntG6fT+uuZWLDaoWGyQy5WUy5WSyzUazPD5Vika2aFI5Bb19TXr1KnXFQjsVyC4Xz7f2brOXebzrdCSJf+PGqJ3yTAMhUJb1dL8S0qn92vf/i/LNFPKZq9SNrNZpmlTq0lSJpOR5NHQ4MNqa/uS3J5aqRMuZbOrlc1eJUOFsecXbTAUDncpEr5Rkegt8vuWS5JMs6BEcrdiI09qJPaMbd8JO37/ai3p+m1Fo3eMBcgikRsVidyoQmFQmcwxeb1L5PevqPflAgAAmJMIVAAAAADABKFQ2HY8lUqNBSrS6bRM0z4TwKkxth27sk/SaAPtekQiEfn9fmWzlRkNg4MDikQitsc0N7fI5XKps7NTnZ2ddc/V5fJr9ar/oTNnH1Eyudt2H693iRoa3qJjRxuVySyV5BrbFo0GtGPHzXK7L72+R468qGKxRcnknUom75TLNaJA4Ky2bFkvKa+SmVVf3wUNDfZKMt9oUTH6uq9efbuWdP2CXK7KzBPDMOTxbNTw0C/U/dwkqVSKqn/gQ4pGfiy3Z1CGkZNh5N/4f1GlUqdWr3pI5861a3AgbTn+mmvuUcCmTpVheBSN7FA0skPLln1apVJWpplTqZSTaWZVMnOSWS7h9UYnDldAPu+yigye8TyeFkUiN0/q+QEAAMxVBCoAAAAAYAK7jApptPxTWTJp359idFv9gQq7Rtp+v1/RaIPN3vZaWlp04cKFCXNIWsbKmpub6z73RF5vm9at/V8qldIqFpMqmRmVSmmVSmm5XWH5/WtlGIZ6e3Yrk6l8bvF4RoWCR2736NelUslSYqtUalQgsEatrTvGxlzGgM6eeckyl2xmgyVIUebUP8QuqFPx+MUmjYw84Lh941V3aGBgl2U8EonYBinsuFx+Sf6x1wEAAGCxc9XeBQAAAAAWl2oZFXb/niifL1RdDC+Lx2O2+7W1tdcxy0ucyj/Z9aeIRqPyXm63a0kuV1Beb5v8vuUKBjYoHNquQGDdWAaA03MYGOgf+/fIyLCKxZJln5aWloqvm5qa5HJZMwsGB50bhTt9f1pb629ybudnP3vJtpxWa2t9pboAAABgRaACAAAAACbwer22i/nj79Kv1YeinvJPfX1OZZ+mJ1Bhp7m5pfZO08Bp4X58qSu7JuKSdY5ut1uNjdYskKGhQZVK1kCH5ByoqPe1amxstB13CkBNNrgEAACASwhUAAAAAIANu6yK8cGHahkVkpRI1A5U9Pf3W8ZcLmPSd+eHQqG6yw5dTtmnyQiFQrYltPr7+8d6e9hlRLhchpqarHNsbbUGWEol0zZrRLIv/eR2u9TY2FRr6pKkpqZmx2CF3Xln6nUFAABYiAhUAAAAAIANu0bU6XRahcJo2Z9qPSqk2hkX+Xxew8PWhfqmpmZ5PJNvJ1hvpsBMZVRI9lkG+Xxe8XhMpVLJNsjQ2Ngsl8v6p6rT83PKyrALJAWDIQWDwVrTliSFw+G6syTWrl0nNw0nAAAApoxABQAAAADYaGiwb2Ydj8dkmuZlByoGBvr1RmJBhamWEKqn90IoFJLf75/S+aeiWvmnWGykrv4UZY2NTXK7rX/CDgyMBiry+bxyudzYuF1GRSgUktvtrqtHx2igonpmi8/n09VXb9Xatetrng8AAADOJn+bDgAAAAAsAtFo1HY8FospGAw69kYoSyarl35y7k/RUd8EJ6gnU2Imsymk0eCJy2WoVKqMyPT3D6hQKNoe4zRHl8ulpqZmDQwMVIwPDw/q6aefGgtSeL1eLVmy1LbhdTg8miUTDAaVz+erzj0cjsjn8ykcDluCUh6PW6tXr9GqVWumlP0CAACASmRUAAAAAICNaNQpoyJesz+FJBUKRWUyGdttpmlWNJUuCwaDtiWn6hEMBm17QoznlK1wpbjdbtt+E0NDgzp58oRlfLQ/RZPj+ezmb5qqyKTI5/M6c+a07fHl16dWPw+v1yO/3y/DMLR9+zVj5aLcbpdWrlyl22+/S+vWbSBIAQAAME34VAUAAAAANjwej0KhkCUokUjEbcsK2YnH47aL4rHYSMXietlUyz6VtbS0Vg2i2AUNrrTW1jbbptl2GhqaqvZ6GO1TcXTKc7kUqKjepyIUuhQsamho1B133KV0Oq1AIGDbPwMAAACXh09YAAAAAODArvxTPB6r2Z+iLJGwL/9kl00hTUegwjljIhAI1My4uBLa2+t/TkuXLq26vbGxSR7P1JtWh0JhSbUzKsLhcMXXhmEoFAoRpAAAALhC+JQFAAAAAA7sAhWlkqm+vt66jndqqD00NGQZc7mMuhpiVzOacWCvuXnmsymk0RJaPp+v5n6rVq3WihUrq+5jGIaWLVsxpXm43a6xRuK1AhVTLb8FAACAqSFQAQAAAAAOotFG2/F6elRIUjJpH6iIxUYsY42NzVXLHtXD7/c7LrLPdCPt8dra2hy3ud0ubd9+jTZt2lzXudatW68lS5bIMEa/DgQCam1t1cqVq9TZ2Tk2PlFTU7OMNzbWzqggUAEAADCT6FEBAAAAAA7sMiomI5GIyzTNsQVySUomk8rnC5Z9GxvtgyKT1dzcYpvJMZuBio6OTnV3d1vGw+Gwrr32+kllMHi9Xm3ffq22bbtGpmlayjElk0mdPn1K58+fValkSpI8HrfWrVs/tk+tHhUTSz8BAADgyiJQAQAAAAAOgsGgvF6PbWBhIpfLGFsYLysWS0qn0xW9IeyyKSSpqanpsuZatnTpUp09e6ZiLBqNzmo5o46OTjU3t2ho6FJT7SVLlmjLlq3yeKb2Z6lhGBUBoLJwOKwtW67WunXrNTDQr3w+r/b2jorvQSAQkGFIpmk5XC6XMSu9PAAAABYzAhUAAAAAUEU02qDBwcGa+7W2tqmvz9okO5FIVCx8j4zYByoaGqYno6KpqVlr167TyZPHZZqji/JXX711Ws49VYZh6MYbb1J393llMhm1trZe8QwPv9+vpUuXOc7H7w8ok8lYtoVCYdsACAAAAK4cAhUAAAAAUEW9gYqOjk6HQEVcHR0dY1/bBSp8Pp+CwerliCZjw4artHz5CuXzOYXDkcvufTEdXC6Xli+fWiPsKyEQCNoGKij7BAAAMPNopg0AAAAAVdTbp6Ktrd22kfP4htqlUkmx2LBln+nqTzFeMBhUQ0PjnAhSzEXBoH1DbRppAwAAzLwZy6h4//vfr5deeslx+1//9V/rzjvvtIx/5zvf0Te+8Q0dP35cXq9X11xzjT784Q/r+uuvdzzX7t279eUvf1l79uxRPp/XunXr9PDDD+v++++fjqcCAAAAYBFpaGiouY/X61EgEFA4HLE0sh7/dSIRt/SxkK5MoALVOTXUJqMCAABg5s146af77rvPtjFZZ2enZewzn/mMHnvsMQUCAd12223KZrPauXOnnn/+eX3hC1/QW9/6Vssxjz/+uD7xiU+oVCrppptuUnNzs3bt2qVHHnlEhw8f1iOPPHJFnhcAAACAhSkcjtg2yh4vGBz9GycSsQtUxGWapgzDcOxP0djYPH0TRl0CAaeMCgIVAAAAM23GAxW/+7u/q+XLl9fcb+fOnXrsscfU1NSkb37zm1q9erUk6dVXX9X73/9+/f7v/75uvvnmirubhoeH9alPfUrFYlFf/OIXde+990qS+vv79b73vU9f/epXdffdd2vHjh1X5LkBAAAAWHhcLpfC4Yji8bjjPuXF7UjEWjaoVDKVSqUUDoerBCrIqJhp7e0dOnTodZnj4k/lclkAAACYWXO2R8XXvvY1SdKHP/zhsSCFJF133XV673vfq1gspm9/+9sVx3zrW99SIpHQW97ylrEghSS1tbXpk5/8ZMV5AQAAAKBe0Wj18k+XMirs+1mUsyxiMWugIhQKyev1XuYMMVnBYFAbNmwc6yvi9Xq1efPVMuwajQAAAOCKmpOBikwmoxdeeEGS9La3vc2yvTz29NNPV4w/++yzkkbLS0101113ye/3a+fOncpms9M9ZQAAAAALWK2G2uXytk6NmJPJuAqFghIJa1YG2RSzZ82atbr99ru0Y8ctuuOOu9Te3j7bUwIAAFiUZrz007e//W0NDw/L5XJp9erVeutb36qlS5dW7HPy5Enlcjm1tLSoq6vLco4tW7ZIkg4fPlwxfujQIUnS1VdfbTnG5/Npw4YN2r9/v06ePKlNmzZN11MCAAAAsMDVyqi4FKgI2/azuHjxopqamivKDJVRamh2hUIh2z6KAAAAmDkzHqh49NFHK77+r//1v+rDH/6wfuM3fmNsrLu7W5JsgxTS6AfJhoYGjYyMKJFIjDWsK9eMdTquq6tL+/fvV3d3N4EKAAAAAHUb3xvPTig02qPCMAxFo40aGRmu2B6Px3Xs2DHbY8moAAAAwGI3Y4GKG2+8UQ8++KCuv/56tbe368KFC3r88cf16KOP6gtf+IIikYj+7b/9t5KkVColSQoEAo7nCwaDisViSiaTikQiSiaTY9ucjgsGg5JUsW+9KFMKzJzy+433HYDpwnUFwOXy+bwKBgPKZDKWbR6PW4GAf+zrFSuWKxYbtuw3PDxouQ4ZxmiggusTsLjxWQXAdOO6grlgMj9/Mxao+K3f+q2Kr9esWaMPfehD2rp1q/79v//3+su//Eu95z3vqRqcmE2trdVr0gKYfrzvAEw3risALseKFV3q6empGGtoCKqxsVFtbZeuLy0tm9Tf3610Ol3znI2NjersbJruqQKYp/isAmC6cV3BfDHjpZ8muv3227V161bt379fe/bs0Y4dO8bqg9rdrVRW/tAfDocr/l8+LhKxNrGbeMxkDAzEbevJAph+hjH6i5T3HYDpwnUFwHQolTyKxS4FHxoagorF0gqFGtXfX9kku7m5Uz09B2ues6GhzXIsgMWHzyoAphvXFcwF5Z/Desx6oEKSVq9erf3796uvr0+SxpprX7x40Xb/VCqlWCymxsbGsYBEJBJRNBpVPB7XxYsXtX79estx5fNNbN5dD9MUb2pghvG+AzDduK4AuByRSHTsGjI+jT0YDFuuLcuWrdDx48eVy+WqnrOhoZHrEoAxfFYBMN24rmC+cM32BCRpZGRE0qUeEmvWrJHP59Pg4KAltVqSXn/9dUnSxo0bK8bLDbIPHDhgOSafz+vo0aPy+/1as2bNtM4fAAAAwMLX0GDf9Noum9vtdmv16tp/dzQ1NV3utAAAAIB5b9YDFYODg9q9e7ck6eqrr5Y02gz7lltukST94Ac/sBzzwx/+UJJ0zz33VIzfddddkqTHH3/ccswzzzyjbDarW2+9VX6/37IdAAAAAKoJBoPq6OioGPP5fOrs7LLdf8WKlfJ6nZPY3W6XwmFrkAMAAABYbGYkUPHKK6/oySefVLFYrBg/d+6cfuM3fkOpVEpvfvO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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = {\"housing\": housing}\n", "for year in range(1995, 2020, 2):\n", " sub = housing[: str(year)]\n", " res = ThetaModel(sub).fit()\n", " fcast = res.forecast(24)\n", " forecasts[str(year)] = fcast\n", "forecasts = pd.DataFrame(forecasts)\n", "ax = forecasts[\"1995\":].plot(legend=False)\n", "children = ax.get_children()\n", "children[0].set_linewidth(4)\n", "children[0].set_alpha(0.3)\n", "children[0].set_color(\"#000000\")\n", "ax.set_title(\"Housing Starts\")\n", "plt.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could alternatively fit the log of the data. Here it makes more sense to force the deseasonalizing to use the additive method, if needed. We also fit the model parameters using MLE. This method fits the IMA\n", "\n", "$$ X_t = X_{t-1} + \\gamma\\epsilon_{t-1} + \\epsilon_t $$\n", "\n", "where $\\hat{\\alpha}$ = $\\min(\\hat{\\gamma}+1, 0.9998)$ using `statsmodels.tsa.SARIMAX`. The parameters are similar although the drift is closer to zero." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:18.235008Z", "iopub.status.busy": "2024-04-19T16:44:18.234567Z", "iopub.status.idle": "2024-04-19T16:44:21.103809Z", "shell.execute_reply": "2024-04-19T16:44:21.102992Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: HOUST No. Observations: 484\n", "Method: MLE Deseasonalized: True\n", "Date: Fri, 19 Apr 2024 Deseas. Method: Additive\n", "Time: 16:44:21 Period: 12\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "=============================\n", " Parameters \n", "-----------------------------\n", "b0 -0.00044607000625078154\n", "alpha 0.6697434942364275\n", "-----------------------------\n" ] } ], "source": [ "tm = ThetaModel(np.log(housing), method=\"additive\")\n", "res = tm.fit(use_mle=True)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The forecast only depends on the forecast trend component,\n", "$$\n", "\\hat{b}_0\n", " \\left[h - 1 + \\frac{1}{\\hat{\\alpha}}\n", " - \\frac{(1-\\hat{\\alpha})^T}{\\hat{\\alpha}} \\right],\n", "$$\n", "\n", "the forecast from the SES (which does not change with the horizon), and the seasonal. These three components are available using the `forecast_components`. This allows forecasts to be constructed using multiple choices of $\\theta$ using the weight expression above. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:21.106939Z", "iopub.status.busy": "2024-04-19T16:44:21.106640Z", "iopub.status.idle": "2024-04-19T16:44:21.136224Z", "shell.execute_reply": "2024-04-19T16:44:21.135457Z" } }, "outputs": [ { "data": { "text/html": [ "
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trendsesseasonal
2020-05-01-0.0006666.957192-0.000969
2020-06-01-0.0011126.957192-0.007192
2020-07-01-0.0015586.9571920.003105
2020-08-01-0.0020046.957192-0.003966
2020-09-01-0.0024506.957192-0.004147
2020-10-01-0.0028966.957192-0.003889
2020-11-01-0.0033426.9571920.008512
2020-12-01-0.0037896.957192-0.000737
2021-01-01-0.0042356.9571920.005350
2021-02-01-0.0046816.9571920.010091
2021-03-01-0.0051276.957192-0.004445
2021-04-01-0.0055736.957192-0.001713
\n", "
" ], "text/plain": [ " trend ses seasonal\n", "2020-05-01 -0.000666 6.957192 -0.000969\n", "2020-06-01 -0.001112 6.957192 -0.007192\n", "2020-07-01 -0.001558 6.957192 0.003105\n", "2020-08-01 -0.002004 6.957192 -0.003966\n", "2020-09-01 -0.002450 6.957192 -0.004147\n", "2020-10-01 -0.002896 6.957192 -0.003889\n", "2020-11-01 -0.003342 6.957192 0.008512\n", "2020-12-01 -0.003789 6.957192 -0.000737\n", "2021-01-01 -0.004235 6.957192 0.005350\n", "2021-02-01 -0.004681 6.957192 0.010091\n", "2021-03-01 -0.005127 6.957192 -0.004445\n", "2021-04-01 -0.005573 6.957192 -0.001713" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.forecast_components(12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Personal Consumption Expenditure\n", "\n", "We next look at personal consumption expenditure. This series has a clear seasonal component and a drift. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:21.139573Z", "iopub.status.busy": "2024-04-19T16:44:21.139210Z", "iopub.status.idle": "2024-04-19T16:44:22.775356Z", "shell.execute_reply": "2024-04-19T16:44:22.774600Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reader = pdr.fred.FredReader([\"NA000349Q\"], start=\"1980-01-01\", end=\"2020-04-01\")\n", "pce = reader.read()\n", "pce.columns = [\"PCE\"]\n", "pce.index.freq = \"QS-OCT\"\n", "_ = pce.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since this series is always positive, we model the $\\ln$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:22.778546Z", "iopub.status.busy": "2024-04-19T16:44:22.778310Z", "iopub.status.idle": "2024-04-19T16:44:22.849986Z", "shell.execute_reply": "2024-04-19T16:44:22.844668Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: PCE No. Observations: 162\n", "Method: OLS/SES Deseasonalized: True\n", "Date: Fri, 19 Apr 2024 Deseas. Method: Multiplicative\n", "Time: 16:44:22 Period: 4\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "==========================\n", " Parameters \n", "--------------------------\n", "b0 0.013033717713127177\n", "alpha 0.9998852832562729\n", "--------------------------\n" ] } ], "source": [ "mod = ThetaModel(np.log(pce))\n", "res = mod.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we explore differenced in the forecast as $\\theta$ changes. When $\\theta$ is close to 1, the drift is nearly absent. As $\\theta$ increases, the drift becomes more obvious." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:22.853105Z", "iopub.status.busy": "2024-04-19T16:44:22.852811Z", "iopub.status.idle": "2024-04-19T16:44:24.446759Z", "shell.execute_reply": "2024-04-19T16:44:24.445980Z" } }, "outputs": [ { "data": { "image/png": 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vvrvVsTV8D/V6PRISEpo97/jx4wDa9j3sqhYsWACgvmn75s2bW3xdQzkxIiIiIiJrmKggIiIiImqFu+66C0B90+ojR45YvK7X6/HJJ58AAAYMGIABAwa0eo05c+ZALpejrKwM//73v294rlarRU1Njek4MjISI0eOBAB89NFHqK6ubtGaDWWT0tLSrCYOfvnll2Yf6t9oVwIAqFQqALBIgDSsWVlZ2ey1LZ27NSWvBg4caNoZ8Omnn5pKbTX1yy+/ICkpCQAwffr0Fs/d1c2dO9d0T//5z3/GyZMnb3i+wWDA8uXLcfDgQTtER0RERETOiokKIiIiIqJWmDp1KmJiYgAAL774IrZu3QqdTgcAyMrKwuLFi00Nn1vbX6JBREQEnn76aQDA559/jldeeQVpaWmm1/V6PS5evIjly5fjjjvuwMWLF0XXv/HGG3BxccH169cxf/58HDp0yBSjwWBAcnIy3nzzTdEuhIkTJwIA0tPT8c4775hKV9XW1uK7777DCy+8AB8fH6vxrly5Eo8//jg2bdokKoml1Wqxfft2rFq1CgAwadIk0XUND7wvX76MM2fOWJ37z3/+M1544QXs2rVL1NS6pqYG69atw6ZNm6zOfTMN35tTp07h+eefR1ZWFgBAp9Nhy5Yt+P3vfw+gfofKlClTWjV3V6ZUKrFixQoEBgaipqYGjzzyCN555x0kJyeLEj7Z2dn45ptvMG3aNCxbtow7KoiIiIjohthMm4iIiIioFWQyGZYtW4bHHnsM6enpWLJkCV577TW4urqadgZIpVK89tpruPXWW9u8zrPPPguDwYBPP/0UmzdvxubNm6FSqaBSqVBVVSV6KGy+m2DQoEH45JNP8OKLLyItLQ2LFi2CQqGAu7s7ampqTEmLhuQEAIwdOxbTp0/Hzz//jHXr1mHdunXw8vJCTU0NDAYDhgwZgtmzZ1vtMyEIAg4fPozDhw8DgCnOiooK0+6Mvn374tVXXxVdN2rUKPTu3RvXrl3D/Pnz4e3tbdpl8corr+DOO++EXq/Hzp07sXPnTgD1fTDkcrloF8Ytt9yCp556qlXv72233YbXXnsNH3zwAfbu3Yu9e/fCy8sLdXV1pvdnwIAB+Pjjj2/Y+Lw7ioiIwIYNG/CHP/wBx48fx7fffotvv/0WUqnUdM80vIcAEBMTg6ioKKtzbd++3XTfNCckJAQbNmyw6ddARERERJ0LExVERERERK0UHByMDRs2YN26ddixYweuXLmCuro69OjRA6NGjcIjjzyCQYMGtWsNiUSCF154AdOmTcO6detw4sQJ5OXlobq6Gl5eXujVqxfi4uLwm9/8xtSXoqn4+Hjs3r0bX331FQ4dOoTMzEzU1dUhKCgIvXv3xh133IExY8aIrlm6dCliYmKwYcMGXLt2DQaDAQMGDMBdd92FhQsXYtu2bVZjvf/++xEcHIwTJ04gLS0NhYWFqK6uhre3N/r164c77rgD8+bNg4uLi+g6uVyOr776CsuWLcPx48dRUFCAiooKADA1An/mmWcwZMgQnDhxAleuXEFxcTFqa2vh7++PgQMHYvr06Zg1a1abkgkLFy7EyJEjsXr1apw8eRLFxcVQqVQYMmQIpk2bhgULFlg0FKd6wcHBWL16NU6dOoXt27fj1KlTKCgoQHV1NVxdXdG3b1/ExsZi+vTpGDVqVLPzaDSam/ZhMb9viIiIiKjrkQht6VxHRERERERERERERERkA+xRQUREREREREREREREDsNEBREREREREREREREROQwTFURERERERERERERE5DBMVBARERERERERERERkcMwUUFERERERERERERERA7DRAURERERERERERERETkMExVEREREREREREREROQwTFQQEREREREREREREZHDyB0dgLMrKamCIDg6iq5DIgH8/T35vlKnxvuUnAHvU3IGvE/JGfA+JWfA+5ScAe9Tcha8V8kZOMt92hBnSzBR0U6CgE59Mzgrvq/kDHifkjPgfUrOgPcpOQPep+QMeJ+SM+B9Ss6C9yo5g650n7L0ExEREREREREREREROQwTFURERERERERERERE5DBMVBARERERERERERERkcMwUUFERERERERERERERA7DRAURERERERERERERETkMExVEREREREREREREROQwckcH0B0ZDAYYjQZHh9EpSSSAWq2GTqeFIDg6GupoEokUMpkMEonE0aEQERERERERERGRgzBRYUdarQbV1eXQatWODqVTKy2Vwmg0OjoMshOpVA6Vyg0eHt6QSrnJi4iIiIiIiIiIqLthosJO9HodysoKIZPJ4e3tD7lcAYCfIrdGJpPAYOB2iq5PgMFghEZTh7q6auh0Gvj6BjFZQURERERERERE1M0wUWEnVVXlkEql8PML5oPYm5DLpdDruaOiO1AoAJXKFW5u7igtLUR1dQW8vHwdHRYRERERERERERHZEZ+Y24EgCNBq1XB1dWeSgsgKhcIFKpU71OpaCGxOQkRERERERERE1K3wqbkdGAx6CIIRCoWLo0Mh6rRcXFxhNOphMLDRPBERERERERERUXfCRIUdNHxCnLspiJonk9X/fAgCy34RERERERERERF1J3xybldsnk3UPP58EBERERERERERdUdMVBARERERERERERERkcMwUUFERERERERERERERA4jd3QA1H3Fx49ASEgPrF+/tcPW2L59K9577x3RmEwmg5+fP4YNi8WCBQ8jKmqg1Wv1ej22b9+KX345gMuX01BZWQGlUonQ0DAMHz4CM2bMQq9evW+4ljX//vd/EBc3on1fGBEREREREREREVEXwUQFdQuhoWEYNiwWAFBXV4tLly5i377d+OWX/fjrX/+G+PhbRednZFzHq6/+HllZmVAoFBg0aAhiY+OgVtchPT0N33//DX78cR1ee+1NTJt2d7NrWePvH2DrL4+IiIiIiIiIiIjIaTFRQd3CsGGxeOONt03Her0e//jHB9i6dRM+/PB9jB49DgqFAgBQWFiAZ599HOXl5bjrrhl49tkX4O3tI5rv9OmTWLHiX8jNzbnpWkRERERERERERETUPPaooG5JLpfj+edfhqurG0pKinHhwnnTax9++J4pSfH6629ZJCkA4JZbRuI///kS48dPsGPURERERERERERERF0PExXUqZw5cwpjxsTh3XffRmVlBZYufR8zZ07FbbeNxUMP3Y9t2zbbbC1XV1eEh0cAAAoL8wEA165dxfHjR+Hi4oLnnnvphtcrlUoMHDjYZvEQERERERERERERdUcs/dQJGIwCKtU6R4fRIl4qBWRSSYevU11dhSeffAR1dXUYNmw4KirKkZR0Fh988BcIgoAZM2bZZJ3a2loA9UkHADh+/CgAYPTocfDy8rLJGkRERERERERERETUPCYqHGxvahE+3H8ZpbXOkajwc1Pg/27vhylRgR26zuHDv2Dy5Dvwxhtvm5IIhw4dxOuvL8Hq1Z/bJFFx7dpV5OXV95jo27c/AODy5TQAwIABUe2en4iIiIiIiIiIiIhujokKB3t3TxqqNQZHh9FipbU6vLsnrcMTFe7u7vj9718xJSkAYOLESejTpy+uXr2CvLxc9OjRs01z19XV4fz5c/jnP/8Gg8GAESNGISwsHABQUVEBAPDx8W1z7Dt2bMOOHdusvubh4YGdOw+2eW4iIiIiIiIiIiKiroaJCuqUoqIGWW1iHR4egatXr6CkpLhViYrmkgcDBw7Gn/705/aEaiE0NAzDhsVafc3FRWXTtYiIiIiIiIiIiIicHRMVDvbGbwY4ZemnjhYYGGR13M3NHQCg1WpbNV/T5IFcLoevrx9iYoZj5MjRkEobe8p7e3sDAMrLy9oQdb1hw2Lxxhtvt/l6IiIiIiIiIiIiou6EiQoHmxIViNv6B7CZtpmmyQNbaGnyoF+/Adi9ewfS0lJtuj4RERERERERERF1Xga9EZoaHdy8XRwdSrfEREUnIJNK4OumvPmJ1OHGjh2PTz75GCdOHENlZSW8vLwcHRIRERERERERERF1oJKsahz6Kg06jQFhQ3wx9v6+kNjhw9rUyLYfWydycr1798HYseOh0WiwfPlHNzxXp9Ph0qULdoqMiIiIiIiIiIiIbE0QBJzafB06jQEAkH2+DNkX2l4WntqGiQoiM//3f6/Dx8cH27dvxXvvvYOKinKLcxITz+Cppx7F0aOH7R8gERERERERERER2UR5fh0qCupEYxlJJQ6Kpvti6SciM0FBwVix4nP84Q+/x/btW7Fnz04MHjwUgYFBUKvrcPlyOvLz8yCTyXDffb+1uD45ORHvvvt2s/P/5jd3YtSoMR34FRAREREREREREVFLZCQWW4zlpVVAU6ODi7vCARF1T0xUEFkRGdkLa9d+j+3bt+KXXw7g8uU0nD9/DkqlC8LCwnDbbVMwY8YsREREWlybk5ONnJzsZufu338AExVEREREREREREQOZjQKyEwutRgXjAKyzpeh36ggB0TVPUkEQRAcHYQzKy6uws3eQZ1Oi5KSPPj794BCwabZNyOXS6HXGx0dBtmZM/2cSCRAQIBni37+iRyF9yk5A96n5Ax4n5Iz4H1KzoD3KTkL3qvdS/7lChz6Ks3qa/4RHpi8aJCdI2oZZ7lPG+JsCfaoICIiIiIiIiIiIqJuJyOx+V4UJZnVqC5V2zGa7o2JCiIiIiIiIiIiIiLqVvRaA3Iult3wHDbVth8mKoiIiIiIiIiIiIioW8m5WA69trH8vEQKhA3xFZ2TkVQCdk6wDyYqiIiIiIiIiIiIiKhbyUgsFh0H9/VG1PgQ0Vh1iQalOTX2DKvbYqKCiIiIiIiIiIiIiLqNuiodCq5UisYiY/zhF+YODz8X0TjLP9kHExVERERERERERERE1G1knitB04pOcqUUoYN8IJFIEBHjLzo361wpjAYjqGMxUUFERERERERERERE3Uam2S6J0MG+kCtlAOp3VjSlqdFb7L4g22OigoiIiIiIiIiIiIi6hYrCOpTl1orGesU2Jic8/VXwD3cXvZ6RyPJPHY2JCiIiIiIiIiIiIiLqFsx7Trh6KhDY20s0Zl7+KedSOXQaQ4fH1p0xUUFEREREREREREREXZ5gFCzKPkUM84dUKhGNhQ/1g6TJmEFnRM6FMrvE2F0xUUFEREREREREREREXV5RRhVqK7SiMfOeFACgclcgpL94l4X5TgyyLSYqiIiIiIiIiIiIiKjLM082eAe7wqeHm9VzzRMYBVcrUVeptXoutR8TFURERERERERERETUpel1RmSniMs3WdtN0aBnlA/kLk0enwtA5rnSjgqv25M7OgAia+LjRyAkpAfWr9/q6FAcwmAw4ODB/bh48TwuXjyP1NSLUKvVmDbtbrzxxtutni8j4zoOHz6IEyeO4+rVy6iuroa3tw+GDh2G3/52AWJihtv6SyAiIiIiIiIiIuo08lLNGmJL6vtTNEeulCFssB+uny02jWUkliBqfEhHhtltMVFBDpGXl4u5c+9BbGwcli9f6bA4OmtCpLa2Fm+99ZrN5nvxxWdQVFQIV1c3DBkyFF5e3rh+/SoOHTqAw4cPYvHil3D//Qtsth4REREREREREVFnkpEoLvsU1NsTbt7KG14TGesvSlSU59eioqAW3sHWy0VR2zFRQdQJyeVyTJ16FwYOHIxBgwYjMzMD7733Tpvni4johSeffBa33TYFLi4upvFNmzZg6dL3sWLFxxg5cgx69+5ji/CJiIiIiIiIiIg6DU2NDnnpFaKxyJiAm14X2MsTrl4K1FXqTGMZSSUYdgcTFbbGHhVEnZCrqyv+9Kc/Y+7ceRg6dBiUyhtnd2/m448/wZ13ThclKQBg1qw5GDVqDAwGAw4c2NuuNYiIiIiIiIiIiDqjzJRSCEbBdCyTSxA22Pem10mlEovyUJnJ4rnINrijguxu1arP8OWX/wUAJCaeQXz8CNNr06bdjbfe+rPp2GAwYN26tdi2bQsKCvLg6+uHKVOm4vHHn7L68F6tVuPHH9dh//49yM7OAgD07t0X9957H6ZNu9t03vbtW007FPLz80QxNC1HlZ6eij17duLUqZMoLMxHTU0NAgKCMHr0WCxc+BgCAgJt+M44Rr9+/ZGQ8CuKi4scHQoREREREREREZHNZSaJyz71HOQLhUrWomsjY/yReiTfdFxboUVRRhWCenvZNMbujokKsrv+/aMwadLtOHhwP/z8/DF69FjTa8OGxYrOfeedP+L48aMYPvwWREREIjn5LL79dg2Ki4vw5pt/EZ1bVlaKF198FleupMPf3x+xsXEQBAEpKcl49923cenSBbz00isAgNDQcEybdjd27NgGV1dXTJo02TRPREQv05+//no1Dh7cj759+yM6uj62y5fTsGnTehw+fBCrVq11+mRFbm4OAMDf/+bb3YiIiIiIiIiIiJxJVYkaJVk1orFesc030TbnE+IG72BXVBTUmcYykkqYqLgJbZ0ep7dcxz3PDW/R+UxUdAZGAySackdH0SKCiw8gbVm2sTkTJ05C//4DcPDgfkREROKNN962el5+fh5UKhW++26j6SF6bm4OHn30QezevQOPPfYkQkPDTOe/9947uHIlHXPnzsfTTy827bgoLS3BK6+8hA0bfsDYsfEYM2YcYmJiERMTix07tsHb26fZGGbOnIMXXlgCP7/GX15GoxFffbUKq1Z9hpUrP8Hrr78luua5555AYuKZVr0nr7/+Fu66a0arrrGFnJxsHDt2BAAwfvxEu69PRERERERERETUkTLMdlO4uMsR3Ld1SYbIGH8k7842HWenlCFueiRkCnZWaM6pTddRcLWyxeczUeFgysvb4Hnoj5DWFd/85E7A6BqAqol/hbbf3Tc/2QZeeGGJ6JP+PXuGYurUadiw4QckJZ01JSrS01Nx/PhRDBo0GIsXvwSptPGXhJ+fP1555XU8+uiD2LRpPcaMGdfi9ePiRliMSaVSPPLIImzZ8hOOHj1k8fro0ePQo0fP1nyZCA0Nb9X5tqDX6/Huu29Dq9Vi8uTfYODAQXaPgYiIiIiIiIiIqKMIgmBR9iki2g9SWesSDBHD/JG8Jxv4X2sKncaA3NRyhA/1s1WoXUpVsRrZF8ugcGn5B96ZqHAwzwOvQKpteWbJ0aR1xfA88ApK7JCokMvlVhMF4eERAICSksbkTkLCrwCACRMmiZIUDQYMGAhXVzdcvHi+1XFUVJTjyJFDuHr1Cqqrq2A0GgHUP+ivqKhAZWUFvLy8Tec/9NDCVq/hCP/611IkJyeiZ89QvPzyq44Oh4iIiIiIiIiIyKZKsmpQXaoRjUXGtLzsUwM3byWCenui8GqVaSwjqYSJimakHcs3JXVaiokK6rT8/Pwhk1lm3dzc3AEAWq3WNJaXlwcAWLnyE6xc+Umzc2q1mmZfs2bPnp34+9/fQ11dbbPn1NbWihIVzuCrr1Zh06b18PPzxz//udzp4iciIiIiIiIiIrqZjCRxFRvPABV8Q93bNFdkjL8oUZGfXgFNrR4ubnzE3pS6RofrZ1tfPYjvooNV3fZ3pyz9ZA/WdkY0RxDqdzkMGxYr6lvRHvn5eXjvvXcAAM8//zLGjYtHYGAgXFxUAICnnnoUKSnJEARxenDt2tXIzLzeqrXuvnsWYmJibRH2TW3atB7//e+n8PDwwD/+8W+Ehdm/7BQREREREREREVFHMuiNyDpXKhqLjPGHRCJp03yhg31xZmsGDPr6Z4FGg4CslFL0GxXU7li7kisJhab3qDWYqHAwbb+7UdJnWrdqpt0RAgPrfyFMmDAJ8+c/aJM5jx8/Cp1Oh/nzH8L998+3eD03N8fqdSdOHGt1M+3hw2+xS6Ji795d+Oc//w6VSoW///1f6N8/qsPXJCIiIiIiIiIisrf89Apo6wyisYg2lH1qoFTJ0XOgD7JSykxjGUklTFQ0odcZcflEYZuuZaKiM5DKILi2/YfEGSkUCgCAwWC4yZktM3LkGHz++X9w6NCBViUq5HJ5szFUVdX3DmlIgjSVmHgGpaUlFuMAsHz5yhavb0/Hjx/BX//6FmQyGd57bymGDYt1dEhEREREREREREQdIiNR/OwuINIDHr4u7ZozMiZAlKgoyaxGdakaHn6qds3bVWQkFkNTo2/Tta1rb05kI97ePpDL5cjNzbZJsmLIkKEYOXI0zp1Lwj/+8TfU1FRbnJOenoZffz0mGgsICERpaQmqqqoszm9o2r179w7U1dWZxouKCrF06fvtjrkjvPDC01iwYA4uXEgRjScnJ+KPf/wDBEHAO++8j1GjxjgoQiIiIiIiIiIioo6lrdMjN7VcNNaWJtrmgvt5QWnWkyIjqbSZs7sXwSgg7WiBaCyoj2eLr+eOCnIIhUKB0aPH4ujRw1i4cD4GDBgIhUKB6OgYzJw5q01zvvnmX/Dyy4vx008/Ys+enejffwACAgJRU1ONy5fTUVhYgLlz52PMmHGma+LjJ2L9+u/x6KMPIjp6GJRKJSIiIrFgwcOIj78VvXv3waVLFzBv3ixER8dAq9XizJlT6N9/AKKjh+HcuWQbvSOWli79AGlplwAAlZUVAOp3RTzxxELTOStXrhZdk5OTjfz8PKjVatH4K6+8BI1Ggx49QnH48EEcPnzQYr1hw2IxY8YsW4VPRERERERERETkEFnny2A0NPZJkMokCB/q1+55ZXIpwof64UpCY3mjzKQSDJ7Uo829L7qK3NRyVJWIn0n2HxPc4uuZqCCHefXVP2H58n/h1KkT2Lt3FwwGAwwGQ5sTFb6+fvj00y+wdetP2LdvN9LTU5GSkgxfXz/07BmK++6bhylT7hBd8+STz0EQBBw+/Av27dsNg8GA2Ng4LFjwMBQKBVas+BwrV36CEyeO4dixIwgICMScOb/FI48swpIlz9vgXWje9etXLXZGlJeXo7y8vNVzVVfX7xjJy8tBXp713hoAmKggIiIiIiIiIiKnl5kkLvvUI8oHSlfbPAqPjPEXJSqqStQoy6mBX5iHTeZ3VqlH80XH3sGuCOrd8h0VEkEQWt+Cm0yKi6tws3dQp9OipCQP/v49oFAo7ROYE5PLpdDrjY4Og+zMmX5OJBIgIMCzRT//RI7C+5ScAe9Tcga8T8kZ8D4lZ8D7lJwF71XnV1Omwc//FFdBGTe/H8IG+9pkfkEQsONf51BdqjGN9R8ThOHTI20yf0t0tvu0JKsa+1ZeFI2Nmt0bveMCEBDQsmQFe1QQERERERERERERUZeQkSzeTaF0laHHAG+bzS+RSBBh1u8i81wpjIbu+8Fr890Urp4KhEe3rtQWExVERERERERERERE5PQEQUBGojhRETbUDzK5bR+Dmzfm1tToUXCl0qZrOIvqMg1yLpSJxvqPDW71e85EBRERERERERERERE5vbLcWlQVixs69zJLKtiCp78KfmHuojHzBEl3kX4sX1R+Sq6Uos+IwFbPw0QFERERERERERERETm9DLMm2u6+LvCP6Jgm1+a7KnIulUOnMXTIWp2VplaPa2eKRWN9RgS2qXE5ExVERERERERERERE5NSMBgGZZv0pImP8IZFIOmS98Gg/SJo8XTfojBYlkLq6qycLodc29uaQSOvLPrUFExVERERERERERERE5NQKrlRAU6MXjZnverAllbsCIf3ETbrNd3R0ZQa9Eem/ForGwob4wd3HpU3zMVFBRERERERERERERE7NPEngF+YOzwBVh65pnggpvFqJukpth67ZWWQml0BdrRONRY0PafN8TFQQERERERERERERkdPSaQzIuVguGuvI3RQNeg70gdyl8RG7IACZ50o7fF1HEwQBqUcLRGOBvT3hF+rezBU3x0QFERERERERERERETmtnAtlMOia9kqQIDzar8PXlStlCBssXqc7lH/Kv1yJysI60Vh7dlMATFQQERERERERERERkRMzTw6E9PeCyl1hl7XNd26U59WioqCumbO7htQj+aJjr0AVevT3bubslmGigoiIiIiIiIiIiIicUm2lFgVXK0Vj9ij71CCwtydcPcVJkYykYrutb29luTUoNHu/B4wPgUQqade8TFQQERERERERERERkVPKTC4BhMZjuYsUPQf62m19qVSCiGHixEhmcikEo9DMFc4t9ah4N4XKQ47IYe1PDDFRQUREREREREREREROKSNRXPYpbIgf5Ar7PvY238FRW6FFUUaVXWOwh9oKDbJSxM3C+40OhswG7zcTFURERERERERERETkdMrzLftB9LJj2acG3iGu8A5yFY11xabaaccLIDT2LIdMIUXfUUE2mVtuk1mIbCw+fgRCQnpg/fqtjg7FIfLz83DkyC84duwoLl9OQ0VFOTw8PBAVNRizZ9+H+PhbHR0iERERERERERGRQ5knA1y9FAjs5Wn3OCQSCSJi/HFuT7ZpLPt8GeKmR9pkt0FnoFXrcfVUkWisd1wAXNxsk2Jo9SwpKSk4duwYkpOTkZycjIKCAgBAamqq1fOXLVuG5cuXNzvfokWLsGTJkhavf/XqVRw6dMi0flZWFgBg3759CAsLs3rNxo0b8dprrzU751133YWPPvqoxTFQ++Xl5WLu3HsQGxuH5ctXOiyOzpoQeeedP+LcuSQolUoMHjwU/v5xyM3NQULCcSQkHMdvf7sAixf/3tFhEhEREREREREROYTRKNT3p2giMsa/3U2d2yoyxg/n9mab+mXo1AbkpZUjbIifQ+KxtauniqDXNNlOIQEGjAu22fytTlR88skn2LdvX6sXiouLQ2RkpMX4kCFDWjXPunXrsGbNmlavDwADBw7EoEGDLMaHDRvWpvmIOkpQUBBeeun/MG3a3XBzczeNHzt2BK+99jK+//5bjB49DqNGjXFglERERERERERERI5RdK0KdZU60Zh5rwh7cvN2QVAvTxRea+xNkZFU0iUSFUaDEenHC0RjYYN84eGnstkarU5UxMbGIioqCtHR0YiOjsbtt98OrVZ70+vmzp2L2bNntynIpgYMGIBFixYhOjoaQ4cOxWOPPYZr16616NopU6Zg8eLF7Y6BqKO98877VsfHjYvH9On3YMuWn7B37y4mKoiIiIiIiIiIqFsyL/vkE+IG72A3B0VTLyLGX5SoyEurgKZWb7PySI6SlVJmkRSKig+x6RqtfoeeeOIJmwbQWnPnznXo+tR+q1Z9hi+//C8AIDHxDOLjR5hemzbtbrz11p9NxwaDAevWrcW2bVtQUJAHX18/TJkyFY8//hSUSqXF3Gq1Gj/+uA779+9BdnZ9WbDevfvi3nvvw7Rpd5vO2759K9577x0A9f0gmsbQtBxVenoq9uzZiVOnTqKwMB81NTUICAjC6NFjsXDhYwgICLThO9My/foNAAAUFxfd5EwiIiIiIiIiIqKuR681IPt8qWgsMtZxuykahA3xxZltGTDq6+s/GQ0CslJK0c9GDacdQRAEpB7JF40FRHjAP9zDpus4dyqnizAIBlRpKx0dRot4Kr0gk8jaNUf//lGYNOl2HDy4H35+/hg9eqzptWHDYkXnvvPOH3H8+FEMH34LIiIikZx8Ft9+uwbFxUV4882/iM4tKyvFiy8+iytX0uHv74/Y2DgIgoCUlGS8++7buHTpAl566RUAQGhoOKZNuxs7dmyDq6srJk2abJonIqKX6c9ff70aBw/uR9++/REdXR/b5ctp2LRpPQ4fPohVq9baPVmRm5sDAPDzc/wvXyIiIiIiIiIiInvLvVQOvbaxX4JEAkQMc3yJJaVKjp5RPsg+X2Yay0wqcepEReHVKpTn14rGosbbdjcFYMdExa+//oqLFy9Co9EgJCQEEydOxNChQ+21PADg/Pnz+Nvf/va/T8UHYMyYMRg1apRdYzB3MG8/lp3/B8q0ZTc/uRPwVfpi8ZCXManH7W2eY+LESejffwAOHtyPiIhIvPHG21bPy8/Pg0qlwnffbYS/fwCA+of0jz76IHbv3oHHHnsSoaGNDdTfe+8dXLmSjrlz5+PppxebdlyUlpbglVdewoYNP2Ds2HiMGTMOMTGxiImJxY4d2+Dt7dNsDDNnzsELLywRJQWMRiO++moVVq36DCtXfoLXX39LdM1zzz2BxMQzrXpPXn/9Ldx114ybnldVVYWdO38GAEyYcGur1iAiIiIiIiIiIuoKzMs+BfX1gqunZfUVR4iM8RclKoozq1FdqrZpPwd7Sj0q3k3h4e+CHgN9bL6O3RIVmzdvFh1//PHHmDp1Kt5//324u7s3c5VtHThwAAcOHDAdr1ixAqNGjcJHH32EgIAAu8Rg7h/nPkCNvtoha7dFmbYM/zj3QbsSFa3xwgtLTEkKAOjZMxRTp07Dhg0/ICnprClRkZ6eiuPHj2LQoMFYvPglSKVS0zV+fv545ZXX8eijD2LTpvUYM2Zci9ePixthMSaVSvHII4uwZctPOHr0kMXro0ePQ48ePVvzZSI0NLxF5y1d+h7Ky8swZEg0Jk68rVVrEBEREREREREROTt1tQ75lytEY45som0upL83lK4yaOsMprHM5FIMntS654WdQUVBLfLTxe/1gHEhkEolNl+rwxMVERER+MMf/oCJEyeiZ8+eqKysxMmTJ/Hhhx9i165dMBgMWLFiRYfGEBgYiMWLF2Py5MkIDw+HWq1GcnIyPvzwQyQkJODJJ5/EDz/8AJms9SWNJC34nrTkHLIkl8utJgrCwyMAACUlxaaxhIRfAQATJkwSJSkaDBgwEK6ubrh48Xyr46ioKMeRI4dw9eoVVFdXwWis31am1+tRUVGBysoKeHl5m85/6KGFrV6jJb7+ejX27dsDLy9vvPnmXyDpojeWRNL5f2Ya4uvscVL3xvuUnAHvU3IGvE/JGfA+JWfA+5ScBe/Vzi8rpRRCY9UnyBRShA327TTfM7lCivBoP1xJaOwvm5FUgsGTetjseZ697tPUowWiY6WbHL2H+7d43dbE1+GJipkzZ4qO3dzcMGPGDIwePRozZszA3r17kZiYiNjY2A6LYcKECZgwYYLp2MPDA7fffjtGjx6N2bNnIyUlBTt27MDdd999g1ms8/f3vOk5arUapaVSyGQSyOXih+ivxL6GfyUvdarSTy8OW2LxdbSWTFZ/vURi+Z408PcPgIuLwmLcw6O+UYterzNdW1BQvwVp5cpPsHLlJ82uq9Vqra7XXAy7d+/EBx/8FbW1tVZfBwCNpg5yuW+zr9vCjh0/47PPVsDV1RX//OfHiIyM6ND1HMFolEAqlcLX1x0qlXNshWvJzz+Ro/E+JWfA+5ScAe9Tcga8T8kZ8D4lZ8F7tfM6kHJJdNx3eCB6hPo4JphmxE6KECUqqorVEGqBwEjb3lcdeZ/WVGiQmSwusTXstjCE9PTpkPUc1kw7KCgIs2fPxhdffIHDhw93aKKiOe7u7nj44Yfx5z//GUeOHGlToqKkpAqCcONzdDotjEYjDAYBer1R9NqEoNswbvJEp2umbf51tJbBUH+9IFi+Jw1JA4lEYnUdo1Ew/X/D6wZD/VaqYcNiRX0rrLE2p7Wx/Pw8/OUv9f0nnn/+ZYwbF4/AwEC4uNQ/RH/qqUeRkpIMvd4oun7t2tXIzLx+wxjM3X33LMTExFp97ejRw/jrX9+GXC7Hu+9+iIEDh7b7/e+MDAYBRqMRZWU1UCh0jg7nhiSS+v8QtOTnn8hReJ+SM+B9Ss6A9yk5A96n5Ax4n5Kz4L3auVUW1aEwo0o0FjLIG8XFVc1c4RgyTwncfV1QU6YxjSUezELcdNt8+Nge92ny7mwYDY2TS+UShEb7tOq9boizJRyWqACAXr16AQCKiopufGIHioyMbFcMgoCb3gw3e10mkcHHpWM/kd/VBQYGAagv/TR//oM2mfP48aPQ6XSYP/8h3H//fIvXc3NzrF534sSxVjfTHj78FquJirNnT+NPf3oVAPDWW3/FqFFjWjWvM2rJz1Rn4UyxUvfF+5ScAe9Tcga8T8kZ8D4lZ8D7lJwF79XO6Xqi+BP+Kg85gnp7dcLvlQSRMf64cDDXNJKZXIKYqeGQymxXr6mj7lOdxoDLCYWisV6xAXBxV3TYe+3QREVFRX0jDldXV4fFUFlZ6fAYuiOFor6kU8NOiPYaOXIMPv/8Pzh06ECrEhVyubzZGKqq6u+NhiRIU4mJZ1BaWmIxDgDLl69s8fo3kpp6Ca+++nvodFq89tqbmDRpsk3mJSIiIiIiIiIicjaCUUBmkvh5XMQwf5s++Lcl80SFpkaPgisV6DHAx3FBtdC1M8XQqcXPTAeMC+7QNdvXaKAdBEHA3r17AQCDBw92VBjYtWuXw2Pojry9fSCXy5Gbm22TZMWQIUMxcuRonDuXhH/842+oqam2OCc9PQ2//npMNBYQEIjS0hJUVVluWWpo2r179w7U1dWZxouKCrF06fvtjvlGMjOv4+WXF6OmpgYvvPAy7rprRoeuR0RERERERERE1JkVZ1ajplwrGouM8XdQNDfnGaCCX5i7aCwjyfoHnzsTo0FA+rF80VjPgT7wCuzYD/p36I6K0tJS7NixAzNnzjQ1QAaAmpoa/O1vf0NSUhICAwNxxx13iK5LTk7GK6+8guDgYHz11VftjuOzzz7D3Llz4efnZxrT6XT47LPPsHPnTqhUKsyZM6fd61DLKRQKjB49FkePHsbChfMxYMBAKBQKREfHYObMWW2a8803/4KXX16Mn376EXv27ET//gMQEBCImppqXL6cjsLCAsydOx9jxowzXRMfPxHr13+PRx99ENHRw6BUKhEREYkFCx5GfPyt6N27Dy5duoB582YhOjoGWq0WZ86cQv/+AxAdPQznziXb6B0Re+ut11FeXgYfH1+kpl7Cu+++bXFOREQvPPTQwg5Zn4iIiIiIiIiIqDMxf8jvFaiCTw83B0XTMpEx/ijNrjEd51wsh05jgMJF5sCobiznQplFQihqfEiHr9vqRMXBgwfxySefmI51uvqmt/fff79p7JlnnsGkSZNQW1uLP//5z1i6dCmio6MRGBiIsrIynD9/HuXl5fDy8sLHH39sUXaprq4O165dg1YrfkMA4Pz583jnnXdMx7m59dtnnnvuOSiVSgDA3LlzMXfuXNM5//znP7F8+XIMHToUPXr0QHV1NS5evIjCwkK4uLjgww8/RHBwx25dIUuvvvonLF/+L5w6dQJ79+6CwWCAwWBoc6LC19cPn376BbZu/Qn79u1GenoqUlKS4evrh549Q3HfffMwZYo4Kfbkk89BEAQcPvwL9u3bDYPBgNjYOCxY8DAUCgVWrPgcK1d+ghMnjuHYsSMICAjEnDm/xSOPLMKSJc/b4F2wrmGHR3l5GXbs2Gb1nNjYOCYqiIiIiIiIiIioyzPojMhKKRWNRcb4QyLpnGWfGoQP9UPijkwIxvpjg86InItl6BUb4NjAmiEIAlKPindT+IW5IyDSo5krbKfViYrS0lIkJSVZjDcdKy2tv2l8fHywaNEiJCUl4fr16zh79ixkMhnCwsIwe/ZsLFy4sNUJgurqaqvrX7x40fTnCRMmiF579tlnkZiYiGvXruHChQsQBAEhISH47W9/i4ULF6JPnz6tioFsw9fXD3/605+tvnbkyKlmr7vrrhnNlkJycXHBfffNw333zWtRDK6urnjppVfw0kuvWH3dy8sLS5a8avU1W/WisGb9+q0dNjcREREREREREZEzyUsrt+iZENGJyz41UHkoENLPG3lpFaaxjKSSTpuoKM6oRmlOjWgsalyIXRJCrU5UzJ49G7Nnz27RuR4eHliyZEmrgxo9ejRSU1Nb/Vpznn++4z75TkREREREREREREQdx7zsU2AvT7j7uDgomtaJjPEXJSoKr1SirkoLV0+lA6Oyznw3hbuPEqGDfe2ytsOaaRMRERERERERERER3YimVi960A8AkbGdfzdFg54DfSBXNj6GFwQg81zpDa5wjMqiOuReKheN9R8XAqnMPuW1mKggIiIiIiIiIiIiok4pK6UURoNgOpbKJQiz06f8bUGulCFsiDjeTLMdIp1B2rEC0bFCJUPvOPuVqGKigoiIiIiIiIiIiIg6JfOH+j2jfKB0bXVHA4eKNOunUZZbi4rCOgdFY0ldrcP1xGLRWN9RQVC4yOwWAxMVRERERERERERERNTpVJeqUZxZLRrrrI2obySwtxdUngrRmHnfDUe6fKIQRn2TXSsyCfqPCbJrDExUEBEREREREZnJr1Tjm1PZ2JtaBL1RuPkFREREZHMZSeJeDko3OYL7eTkomraTSiWIGOYnGstMKoHQCf6OodcacDmhUDQWEeNv92bfzrVHhoiIiIiIiKiDVdTp8OQPycitUAMAnhwXicfHRjo4KiIiou5FEARkJInLEUVE+0Emd87P3kfGBCDtaGMfiNoKLYozqxHYy9OBUQHXE0ugrdWLxqLGhdg9Duf8rhIRERERERF1kB8Sc01JCgBYdyYHhk7wiUciIqLupDS7BtUlGtGYea8HZ+IT4grvIFfRmKPLPxmNAtKO5YvGQvp7wzvYtZkrOg4TFURERERERET/o9YZ8MPZXNFYpVqPS4XVzVxBREREHcH8Ib6Hnwv8wtwdFE37SSQSRJglWrJSSmHQGR0UEZB3qdwiGRQ13v67KQAmKoiIiIiIiIhMtqQUoLxOZzGekFHmgGiIiIi6J6PBiKxz4v4UkTH+kEgkDorINiJjxH0qdGoD8tLKHRMMgNSj4t0UPiFuCOrjmFJUTFQQERERERERAdAbBXxzOtvqa0xUEBER2U/+5UpozPomRMY6b9mnBm7eLgjsLU4EOKr8U3FmNYozxTtGo+JDHJYMYqKCiIiIiIiICMD+tCJRb4qmknIrodYZ7BwRERFR95SRKG6i7R/uDg8/lYOisS3zPht5aRUWSRl7SDPbTeHqpUD4UF+7x9GAiQoiIiIiIiLq9gRBwNqT1ndTAIDOIOBMdoUdIyIiIuqetGo9ci+Vi8YiYwMcE0wHCBvsC6m8cdeC0SAg+3zpDa6wvepSNbIvineLDhgXAqnMcekCucNWJrqB+PgRCAnpgfXrtzo6FIfIz8/Djz9+h0uXLiA3NwcVFeWQyWQICwvHpEmTcf/9C+Dq6uroMImIiIiIuoyTmeUWDbPdFDLUNtlFcSKjDON6+5lfSkRERDaUfb4MBr1gOpbKJAgf2nX++6t0laNnlA+yzzcmCjKSStB3ZJDdYkg7VgA0vsVQuMjQ55ZAu61vDXdUkEPk5eUiPn4EnnvuCYfGER8/AvfdN8OhMVhz5cplfP/9N8jOzkRYWDgmTJiE6OhY5OXl4r///RRPPPE7VFZWOjpMIiIiIqIuw3w3RbiPCvNvCRWNJWSU2zEiIiKi7inTrGdDSH9vuLh1rc/bm5d/Ks6oRnWZxi5ra2r1uHZGXFqrz4hAKFQyu6zfnK71HSbqIqKiBmHNmu/Rp09f0XhNTTVef/0VnD6dgDVrvsBzz73omACJiIiIiLqQ1IJq/GrWLPvBEWHoG+COVb9mmsYuF9eguEaLAHelvUMkIiLqFmorNCi8XiUaM3+o3xWE9PeG0lUGbV3jzs3MpBIMntSzw9e+klAIg85oOpZIJeg/1n67OZrDHRVEnVBAQIBFkgIA3N098Oij9btQzpw5ae+wiIiIiIi6pLWnskTHfm4K3DU4GENCPOGuFH+68GSmOKFBREREtpORVCouSaSSoWeUj8Pi6SgyuRTh0eJyVhlJJRAEoZkrbMOgM+LyiQLRWPhQX7h5u3Toui3BHRVkd6tWfYYvv/wvACAx8Qzi40eYXps27W689dafTccGgwHr1q3Ftm1bUFCQB19fP0yZMhWPP/4UlErLTzGp1Wr8+OM67N+/B9nZ9f/Y6N27L+699z5Mm3a36bzt27fivffeAVDfD6JpDLGxcVi+fCUAID09FXv27MSpUydRWJiPmpoaBAQEYfTosVi48DEEBNi/dptcLv/f/yvsvjYRERERUVeTU1GHvalForHfDg+FSlGfoLgl3AeHrjSWoDiRUY5pg4LtGiMREVF3IAgCMszKPoUN8YVM0TU/ax8Z448rCY1/B6kqVqMstxZ+oe4dtmZGcgnU1XrRWNT4kA5brzWYqCC7698/CpMm3Y6DB/fDz88fo0ePNb02bFis6Nx33vkjjh8/iuHDb0FERCSSk8/i22/XoLi4CG+++RfRuWVlpXjxxWdx5Uo6/P39ERsbB0EQkJKSjHfffRuXLl3ASy+9AgAIDQ3HtGl3Y8eObXB1dcWkSZNN80RE9DL9+euvV+Pgwf3o27c/oqPrY7t8OQ2bNq3H4cMHsWrVWrsmK9RqNdasWQUAGDcu3m7rEhERERF1VetO58DQ5MOLrgop5sT0MB2PihAnKhIyyiAIAiQSiT3DJCIi6vLK8+tQWVgnGusVG+CgaDqef7gH3H1dUNOkN0VGUkmHJSoEo4C0o/misaA+XvDt2XGJkdZgoqITEAwGCE7SGFni5QWJrH2NVSZOnIT+/Qfg4MH9iIiIxBtvvG31vPz8PKhUKnz33Ub4+9f/UsrNzcGjjz6I3bt34LHHnkRoaJjp/PfeewdXrqRj7tz5ePrpxaYdF6WlJXjllZewYcMPGDs2HmPGjENMTCxiYmKxY8c2eHv7NBvDzJlz8MILS+Dn11gLz2g04quvVmHVqs+wcuUneP31t0TXPPfcE0hMPNOq9+T119/CXXdZNvWurKzEsmX/BACUl5fhwoUUVFRUYMKESZg//8FWrUFERERERGLltTpsOif+B/u9w3rA27Vx9/LoSF/R60XVWlwvrUNvfze7xEhERNRdZCSKGzy7eSsREOHhoGg6nkQiQWSMPy4czDWNZSaXIGZqOKQy238gIi+9ApVFatFYVHzn2E0BMFHhcJoDe1H90VIIZaWODqVFJL5+8HhpCVxum2KX9V54YYkpSQEAPXuGYurUadiw4QckJZ01JSrS01Nx/PhRDBo0GIsXvwSptHFLmJ+fP1555XU8+uiD2LRpPcaMGdfi9ePiRliMSaVSPPLIImzZ8hOOHj1k8fro0ePQo0frGt+EhoZbHVer67BjxzbR2O23/wYvvfQKXFxUrVqDiIiIiIjEfkzMhUbf2ExSJpVgflyo6JxIP1cEeShRWK01jZ3IKGOigoiIyIaMRgGZyeLno5Ex/pBIu/YOxohhfqJEhaZGj4KrlejR39vma6Wa7abwDnJFSD8vm6/TVkxUOFj139+DUF3t6DBaTCgrRfXf37NLokIul1tNFISHRwAASkoas6wJCb8CACZMmCRKUjQYMGAgXF3dcPHi+VbHUVFRjiNHDuHq1Suorq6C0Vj/Dxm9Xo+KigpUVlbAy6vxl8dDDy1s9RrNCQoKxpEjpyAIAgoLC3Dy5An897+f4He/m4cPP/wYUVEDbbYWEREREVF3otYZ8P3ZHNHY1IGBCPESfyBIIpFgdKQvtp5vbDx5IqMM88wSGkRERNR2hVcroa7WicYiY/ybObvr8Ap0hV+oO0pzakxjGYnFNk9UlObUoOhalWhswPiQTlXKkokK6rT8/Pwhs1Jmys2tvm6aVtv4iaa8vDwAwMqVn2Dlyk+anVOr1TT7mjV79uzE3//+Hurqaps9p7a2VpSo6AgSiQTBwSG4++6Z6Nu3H5566lG89947WL362071C4WIiIiIyFlsSSlAhVrcTPKhEdZ3Oo8yS1ScyaqA3mCEXNY1m3sSERHZW0aiuIm2b083eAW5Oiga+4qI8RclKnIulkOnMUDh0r7y+02Z96ZQeSoQMczPZvPbAhMVDubxyutOWfrJHqztjGiOINTvchg2LFbUt6I98vPz8N577wAAnn/+ZYwbF4/AwEBTyaWnnnoUKSnJEARBdN3atauRmXm9VWvdffcsxMTEtujcQYOGIDw8EleupCM3N8dmXy8RERERUXehNwr45nS2aGxcb1/0C7TeTHJUpI/ouFZnwLm8KgwP69gPLBEREXUHOo0B2RfKRGORsV1/N0WDiGg/JO3MxP8eb8KgMyL3YhkibdRIvKZcg6zz4mfP/ccEQybvXB+4YKLCwVxumwLlxNu6VTPtjhAYGAQANm0yffz4Ueh0Osyf/xDuv3++xeu5uTlWrgJOnDjW6mbaw4ff0uJEBQD4+PgAAMrLy5moICIiIiJqpf1pRcitEDeTfHik9d0UAODnpkT/QHekFzV+2jEho4yJCiIiIhvIvVgGg66xZ5RECkREd59EhcpDgZB+3shLqzCNZSSV2CxRkX68wJQEAQC5Uoq+IwNtMrctMVHRCUhkMkh8fR0dhl0pFAoAgMFgsMl8I0eOweef/weHDh1oVaJCLpc3G0NVVX3yqCEJ0lRi4hmUlpZYjAPA8uUrW7x+W9TUVCMtLRUSiQQ9e7auaTcRERERUXcnCALWnhTvphgS4om4myQdRkf6ihIVJzLK8eT4DgmRiIioW8lIEj9jC+7rDZWHwkHROEZkjL8oUVFwpRJ1VTq4erbvfdDW6XH1VJForHdcAJSunS8t0Ln2d1C34e3tA7lcjtzcbJskK4YMGYqRI0fj3Lkk/OMff0NNjWWD8vT0NPz66zHRWEBAIEpLS1BVVWVxfkPT7t27d6Curs40XlRUiKVL3293zDeydesm5ORkW4wXFRXinXf+iNraGowdGw9f385VS46IiIiIqLNLyCzHpULxvxceHhl2095vo83KP13Ir0S1Rm/9ZCIiImqRuiotCq6IK810hyba5noO9IFc2fioXhCAzHPWPyTdGldPFUGvbbJbRQL0HxfS7nk7QudLnVC3oFAoMHr0WBw9ehgLF87HgAEDoVAoEB0dg5kzZ7Vpzjff/AtefnkxfvrpR+zZsxP9+w9AQEAgamqqcflyOgoLCzB37nyMGTPOdE18/ESsX/89Hn30QURHD4NSqURERCQWLHgY8fG3onfvPrh06QLmzZuF6OgYaLVanDlzCv37D0B09DCcO5dso3dEbNeu7fjb3/6KXr36IDIyEnK5HIWFBUhNvQStVovevfvglVfe6JC1iYiIiIi6srUns0TH4T4q3Nrv5qUVYkO9oZBJoDPU96gzCMCpzHJM6m+bsgxERETdUea5UjRt/ypXShE6yMdh8TiKXClD6GBfUVPxzKQSRLUjqWDQG5F+vEA0FjbEFx6+Lm2esyNxRwU5zKuv/glTp96FysoK7N27C9u2bW51b4emfH398OmnX+DFF5egd+/eSE9PxcGD+3D5cjp69gzFM8+8YFEW6sknn8OcOffDYNBj377d2LZtM44dOwKgPpmyYsXnmDXrPiiVLjh27AiuX7+GOXN+i48++gQyWcfl+RYseBjTp98DADhz5jQOHtyPzMwMDB48FC++uASrVn2NgAD+g4iIiIiIqDVSC6pxIqNcNPbgiDDIpDfeTQEAKoUMMaHi8lAJmeXWTyYiIqIWafpgHgBCB/tCrux8/XHtwXwnSVluLSoK65o5++ayzpWirkonGosa3zl3UwCARBCa5qyotYqLq3Czd1Cn06KkJA/+/j2gUCjtE5gTk8ul0OuNNz+RuhRn+jmRSICAAM8W/fwTOQrvU3IGvE/JGfA+7Vr++PNF7LrUWKfZz02BzY+PgkrRsgciq09kYsWR66bjCF9XbHh0pK3DbDXep+QMeJ+Ss+C9aj8VBXXYtTxFNHbrwgEI7nvjvlFdldEoYNuHSVBXNyYXBk3sgejfhFmce7P7VBAE7F5xHhUFjYmOwF6euO2xgR0Se3Ma4mwJ7qggIiIiIiKiLi+nog57U8XNJH87PLTFSQoAGN3LV3ScWVaH/Eq1TeIjIiLqbjKSikXHrp4KBPb2clA0jieVShAxTNyPNiO5BIKx9RmzgiuVoiQF0Ll3UwBMVBAREREREVE3sO50DgxN/p3vqpDivtgerZpjQKAHvFXiErAnMspsER4REVG3IhgFZCaXisYihvlD2oJyjF1ZZKy41HttuRbFmdWtnif1aL7o2DNAhR4DOvdOFSYqiIiIiIiIqEsrr9Vh0znxP9jvHdYDXipFq+aRSSUYGeEjGksw63lBREREN1eUUYXaCq1ozLxHQ3fkE+IKryBX0VhGUkkzZ1tXnl+LgsuVorEB44Ih6eRJICYqiIiIiIiIqEv7MTEXmiZ98GRSCebHhbZprlGR4vJPCZnlMLKIORERUauYP3z3DnaFTw83B0UDCHo96n5Yh+qPPoQ+9aLD4pBIJBYJm6yUUhha0c/XfDeFi7vcYqdGZ8REBREREREREXVZap0B35/NEY1NHRiIEC9Vm+YbbZaoKK/TIb2wps3xERERdTd6nRHZKeLSiY7eTVG78hPULPsI6o0/ouLF52AoKnRYLOZ9KnRqA/JSy1t0bW2F1qKkVr/RQZArOn8aoPNHSERERERERNRGW1IKUKHWi8YeGhHe5vl6eqsQ5iNOcrBPBRERUcvlpZZDpzE0Dkjq+1M4irGqCnUbfzQdC9VV0Oz42WHxuPu4ILCXp2ispeWf0n8tEDXflskl6DcqyKbxdRQmKoiIiIiIiKhL0hsFfHM6WzQ2rrcv+gW6t2te810VTFQQERG1XEai+KF7UG8vuHkrHRQNoNmzE9BoxGMH9joomnrmO0zy0iqgqdU3c3Y9ncaAq6eKRGO94gLg4t66nlyOwkQFERERERERdUn704qQW6EWjT08su27KRqY96lIzKmAWmdo5mwiIiJqoK7RIS+9QjTmyLJPgiBAveUni3HD5XQYsjIdEFG9sCG+kMobm18bDQKyz5fe4Arg2uki6NTinSoDxoV0VIg2x0QFERERERERdTmCIGDNSfFuiiEhnogL82733CPDfSBtfHYArUFAUm5lu+clIiLq6rJSSsWliRRShA32vcEVHUt/8QIMVy5bfU1zYJ+do2mkdJWjZ5SPaOxG5Z+MBgFpxwpEY6EDfeDp37aeXI7ARAURERERERF1OQmZ5UgtrBaNPTwyDBKJpJkrWs5TJcfgEHHt6ASWfyIiIrop87JPPQf6QKGSOSgaQL11U7OvaQ46LlEBWO40Kc6oRk2Zxuq52edLUVuhFY1FxTvPbgqAiQoiIiIiIiLqgtaezBIdh/uocGu/AJvNPyrCR3R8IqPcZnMTERF1RVUlapRm14jGesU6sIl2bQ00+3Y3+7ohPc2h5Z9C+ntD6SpO4mQkW+6qEAQBqUfzRWP+4e4IiPC0OLczY6KCiIiIiIiIupTUgmqLxMGDI8Igk7Z/N0UD8z4VqYXVKK/V2Wx+IiKirsZ8N4WLuxzBfb0cFA2g3bsbqKtrHJDJIPESx+PI8k8yuRThQ/1EYxmJJRAEQTRWdL0KZbm1orGo8c61mwJgooKIiIiIiIi6mLWnxLsp/NwUuGtwsE3XGNbTC64K8T+pEzJZ/omIiMgaQRAseixERPtBKnPc42nzsk/KsePhcvtvRGOdrfxTVbHaIimRekS8m8Ld1wU9Bzmu70dbMVFBREREREREXUZORR32phaJxubFhUKlsG39a4VMirgwH9FYAss/ERERWVWSZdlfwfwhvD3p01Khv3RRNKaaMQvK26eIxgzpaTBkiz8AYU/+ER5w91GKxpomfCoK65CXViF6fcD4YEhtuIvUXpioIIeJjx+B+PgRuPPOSaiqqrJ6ztq1qxEfPwKrVn1m5+gavfvu24iPH4EzZ045LAZb6mpfDxERERFRU9+eyoGhSUUEV4UUc2J6dMhaoyJ9RMcnMsosyjEQERERLHZTeAao4Bvq7qBoLHdTSIOCoBg9FophsZD4icstObL8k0QiQYRZQifrXAmM//vLjnlvCqWrDL2H264nlz0xUUEOV11dje+//8bRYRARERERkZMrr9Vhc4r4H+z3DusBL5WiQ9Yz71ORX6VBZlldM2cTERF1Twa9EVnnSkVjkTH+kEgc86l/oa4Omj07RWMu0++BRCaDRCaDy8TbRK9pDuy1Z3gWzHeeqKv1KLhaiZoKjUXfj76jgiBX2nYXqb0wUUEOJZFIoFS64Mcf16GystLR4XQLTz75HL75Zj0GDx7q6FCIiIiIiGzqx8RcaPRG07FMKsH8uNAOW6+vvxsC3MXlGBIyyztsPSIiImeUn14BbZ1BNGa+S8CeNPv3QqipaRyQSKCafo/pUHnbZNH5ji7/5BXoCj+z3ScZiSVI+SXHtLMCAKQyCfqPsW1PLntiooIcSiqV4p577kVNTQ3WrVvr6HC6hYCAAERG9oJKpXJ0KERERERENqPWGfD92RzR2NSBgQjx6ri/90okEovyTwkZbKhNRETUlPmn/gMiPeDh6+KgaAD1tk2iY8XocZAFhzQexwyHxLfzlH8CLBM72RfKcO6XbNFYZKw/VB4ds4vUHuSODoDowQcXYuvWn7Bhww+YN+8B+Pv73fwiAGq1Gt999zX27duNnJwcKBRy9Os3APfeex+mTJna6ji2bduM9eu/R2ZmBjw8PDB69Fg89dRzzZ6flHQW+/btRlLSWRQUFECr1SIkJAQTJkzCgw8uhKenp+j8M2dO4fnnn8K0aXfjmWeex3/+sxzHjx9FbW0N+vePwjPPPI/o6BgAwKZN6/HTT+uRlZUFHx8fTJ9+Dx55ZBGkUnFuMT5+BEJCemDduo1Ys+YL7Nq1HcXFRfD3D8TUqdPw0EOPwMVF/Iv/3Xffxo4d2/Dvf/8HcXEjTOP33TcD+fl5OHLkFLZu3YT1679DVlYWPDw8EB8/EU8//bzF1wQAeXm5+OyzFTh16gTUajUiI3tj/vwHMWRINObOvQexsXFYvnxlq78fREREREStsSWlABVqvWjsoRHhHb7u6EhfbL9QaDo+mVkOvVGA3AmbWBIREdmatk6P3NRy0ZhDm2hfvQJ9yjnRmGrGTNGxRCaDy623Qb1pg2lMc2Af3B5aaI8QrYqI9kPSzkwI/9s4atAZYdAZRedEjQuxcqXzYKKiEzAaBWjr9Dc/sRNQuspt3jU+ICAAs2bNwffff4tvv12LxYtfuOk1tbU1WLz4KaSmXoSPjy/GjYuHWl2HM2dOISnpLFJSzuHFF5e0OIZPP12Gb775CnK5HHFxI+Du7oFffz2GM2dOoV+//lavWbHiY1y+nI6+ffthxIiR0Gq1SE29hG+++QrHjh3GZ5+thpubm8V1VVWVePLJR2A0GjF8eBzy8vJw7lwSXnrpWaxc+RW2bPkJW7f+hLi4EQgO7oHExDP48sv/Qq/X48knn7WYTxAEvPHGKzh9OgG33DIK/fsPwOnTJ7F69ec4dy4Z//znMshkLa9N98knH+PHH7/D8OG3IDQ0HOfOJWHLlp+QkXEdy5evFNUPzM7OwlNPPYry8jKEhYXjlltGoaSkGO+880fcd9+8Fq9JRERERNQeeqOAb06LP1U4vrcf+gV2fJPOkRE+ouMarQEX8qswrKdXh69NRETU2WWdL7MoTxQ+tGUfUu4I5k20JX7+UI6LtzhPedtkUaLCkJ4KQ3YWZGEd/yEIa1QeCgT39UZ+eoXV13sM8IZXkKudo7ItJiocLCulFGe2ZUBT4xyJChd3OeLujrT5L5QHHvgdNm/eiI0bf8CDDz4MT0/vG57/2WcrkJp6EXFxI/DBB/+Am1v9P0AyMq7jueeewPr132HkyNEYP37CTddOSTmHb79dAw8PD/z73//BgAEDAQC1tbV47bWXcfToYavXPfLIIkRHx8DDw8M0ptVq8a9/fYgtW37C999/g0ceWWRx3ZEjhzB16jS89tpbkMvrfwRXrfoMX375X7z55muorq7CmjXfIzQ0DABw7dpVPProA/jxx3V46KFHLJIfBQX5EARBdE1ZWRleeOEpnD6dgA0bvsf99y+46fvQYNeu7fjqq3WIiOgFACgvL8dTTz2CpKSzOHPmFG65ZaTp3A8/fB/l5WWYNWsOXnrpFVNC5MSJ4/jDH15q8ZpERERERO2xP60IuRVq0dhDI8Pssnaghwv6+LvhakmtaSwho4yJCiIiIgAZicWi4x5RPlC6OuaRtKBRQ7Nrh2hMNX0GJHLLeBrKPwlljU3AHb2rIjLGv9lERVS8c++mANijwuFObb7uNEkKANDU6HFq83Wbz+vn549Zs+5DXV0d1q5dfcNz6+rqsG3bZkilUrz88qumJAUAREb2wu9+9ygA4Mcf17Vo7U2b1kMQBMydO9+UpAAANzc3vPji/4l2EDQ1dux4UZICAJRKJV544WXIZDIcPvyL1evc3d3xwgv/Z0pSAMBvf/sAJBIJrl+/iscff9KUcACA3r37YOzYeKjValy6dMHqnAsXPi66xtfXF888U78zZcOGH27yDog9/vjTpiQFAPj4+GDmzDkAgMTEM6bx7OwsnD6dAA8PTzzzzAuiXRujR4/F7bf/plXrEhERERG1hSAIWHNSvJtiSIgn4sJu/OEnWxod6Ss6Zp8KIiLq7gw6I1L25aA4o1o07siyT5qDByBUVYrGVHfPtHquRCaDy8RJ4usd3KcidJAP5ErLx/m+Pd0Q2MuyXLuzYaKCOo0HHvgdXF1dsXHjjygtLWn2vNTUi9BoNBgwYCAiI3tZvD516nQAwLlzSTAajRavm0tKSgQATJ58h8VrvXv3abb0EwAUFRVi06b1+Pjjf+C9997Bu+++jaVLP4BCoUB2dpbVawYOHAwvL/Gnqzw8PExjI0eOsbimZ89QAEBJSbHFawAwZYpl7GPGjIOnpxdycrJRXGz9OmusrR8eHmGx/rlzSQDqkxLWSlwxUUFERERE9pCQWY7UQvFDkIdHhjX7gaOOYJ6oSM6rQo3WeT6QRkREZEuF1yqx+5PzuHAwVzSudJWhxwD7fZDAnHnZJ8XI0ZD975mbNcrbJouODempMORkN3N2x5MrZQgd5GsxHjU+xK5/7+koTFQ42IiZveDi7jwVuFzc5Rgxs1eHzO3r64t7750LtVqNr79e3ex5xcVFAICQkB5WX/f09ISHhwc0Gg2qzLKk1pSU3Hi+kJCeVse/++5rzJ17D5Yu/QA//rgO27dvxY4d27Bjxzao1WrU1tZYvS4gINDquKtr/cP+wMAgK6/V15jT6XQWr3l6eol2lYhjr9/21fCetURQkOX6DYmIpus3JD+Cg4OtzhMc7PxbzoiIiIio81t7UvwBoXAfFW7tF2DXGIaHeYuaZxuMAs5kWS/NQETU3eh1Rlw7U4TUY/lQV1s+16CuQ1unx8lN13Dwi1RUFastXh8wPgQyuWMeR+szrkOfdFY0Zt5E21xD+aemHL2rotdw8Y4UN28lwoY4rueHLTnPE/IuKnyoH0IH+3brZtpNLVjwMDZtWo9NmzZiwYLftWOmjs0ipqScw/Ll/4KHhwdeeGEJhg+/BX5+/lAqlQCAmTPvbHb3g1R641/IN3u9ozl6fSIiIiKilkotqMaJjHLR2IMjwiDrwH+zWOOmlCG6pxfOZjcmJ05klGFCX8eVtyAi6izObMvA9TP1z0gyk0pw+6JBDntYTR1DEARknSvF2e2ZVkvcS6RAVHwPDJpg/UPC9qDZtll0LPHxhTL+1hteI5HL4TJxEtSbNzbOs38v3B5szzPL9gnq44W+IwNx5VQRlC4yjJnbB1KZ8++mAJio6BSkUglU7gpHh9Ep+Pj4YO7c3+Krr77E119/CX9/y90HDTsSCgryrM5RXV2N6uoquLi4wNPz5g3s/P0DkJeXi/z8PPTq1dvidWvrHDp0AACwaNEzmDbtbtFrGo36hqWrbK2qqhK1tTVWd1UUFBQAaH4XR3sEBASI1jBXWGh9nIiIiIjIVtaY7abwc1Ng+hDH7OwdHekjSlQkZJY7JA4ios6kplxjSlIAQFluLfLTK6yWryHnVFOmwemtGc02efYLc8eIe3rBp4dl2XB7EbRaqHf8LBpTTZsOieLmz2OVt00WJSoayj/JmvSKtSeJRIJb7umF6Cmh6BHmg9KyGgiCQ0KxOaYvqdNZsOAhuLm5Y8uWn1BcXGjxelTUILi4uCA19RKysjItXt+1azsAIDo6pkW7A4YNiwUA7N+/x+K1jIzrSE9PsxivqqoCYL1M0v79eyHY+TeEtdgTEn5FZWUFevYMNSUVbGno0GGmderq6loUExERERGRreRU1GFvmrjE6by4ULg46FO65n0qrpXUorBK45BYiIg6i4wkyw9yWhsj52M0CEg9mo+dy1KsJinkSimGT4/A7YsGOTRJAQDaw79AqCgXjTXXRNucImY4JD7i/8Y7uvwTALi4KyCVda1H+13rq6EuwdvbB/fd91totVpsM9uWBdT3a5g+/R4YjUb8859/Ez0kz8zMwJo1qwAA9903r0XrzZo1BwDwww/rREmJuro6fPTR360mHRqaS2/bthl6feOWtmvXruI//1nWonVt6Ysv/ou8vMYGReXl5Vix4mMAwOzZcztkzfDwCNxyyyhUVVXi00//LWpcfvLkr9i3b3eHrEtEREREBADfnsqBsclf1V0VUsyJcVxJiYHBnvBwkYnGEjLLHBQNEZHjCYKAjETLpERuarnTlEAn60pzarBv5QUk7cyCQWe0eL3nQB/c+fxQ9B8T3KEl5FvKoon28Fsgi4hs0bUSuRwut04SjXWGREVXxNJP1CnNm/cgNmz4HjU11htSP/XUczh/PgUnT57A/ffPRGxsHNTqOpw+fQparQb33TcP8fETW7RWdHQM5s9/COvWrcWiRQ8jLm4kPDw8kJh4BgqFAuPHT8DRo4dF10yfPgPff/81jh49jPnz52DQoMGorKxAYuIZTJgwCRcvnkd+vvXSVLYWHByCvn3746GH7sctt4yEXC7H6dOnUF1dhbi4ES1O2LTFkiWv4umnH8PGjT8iIeEEBg4chOLiIiQnJ+Lee+/Dhg0/QNGCbXRERERERK1RXqvD5pR80di9w3rAS+W4v3vKpRKMCPfBwcuND+VOZJTjbgeVoiIicrSy3FqrDZWNegHZ58vQZ4Tty1RTx9JrDUjZl4P04wVWyw2pPBWImx6B0MG+kEgcn6AAAENONnSnT4rGXG7SRNuc8rYpUG/+qXHOtEsOLf/UVXFHBXVKXl5euP/+Bc2+7ubmjuXLV+Kxx56Et7cPjh49hKSkRAwcOAhvvfVXvPjiklat9+yzL+APf/gjIiN7IzHxNM6ePY2RI0fhs8++hJeXt8X53t4++O9/1+A3v7kTer0OR44cQnFxER5//Cm8/fa7rf5620MikeCvf/0b5s6dj6tXr+DYsSPw8PDAww8/ig8//Bfk8o7LR4aHR2DlytWYMmUqqqoqcPjwQdTW1uCNN97G5Ml3AIDV94+IiIiIqD1+TMyFRt/4CU6ZVIL5caEOjKieefmnhIwyu5eFJSLqLG5U4onln5xPXlo5di5LQdox60mKvqMCcefzQxE2xK/TJCkAQL3VrIm2lxdcJt7Wqjk6a/mnrkYi8G9N7VJcXHXThiU6nRYlJXnw9+8BhUJpn8CcmFwuhV5vuW2MLMXHj0BISA+sX7/V0aFYWLt2NT77bDmeeuo5PPjgwpue70w/JxIJEBDg2aKffyJH4X1KzoD3KTkD3qedj1pnwN0rT6BC3Vg25K7BQXhn2kAHRlUvq6wOs78Qf2pz3cO3oF+ge4euy/uUnAHv0+7FaBCw9cNEaGqaL/E0/eVhcPdxsWNULcN7VUxdrcPZ7ZnIOldq9XWvQBVGzOyFgEhPO0d2c4Jej9I5d0MobYxdNXcePJ7/favnql76vmhXhWzAQPiuWmOTONvCWe7ThjhbgjsqiKjNNBoNrl27ajF+5swprF37JWQyGaZMmeqAyIiIiIioq9qSki9KUgDAQyPCHRSNWJiPCj29xA/dTmSwTwURdT8FVyoskhQyhfgxJHdVdG6CIODq6SLs+Pic1SSFVC7B0Mmh+M0zQzplkgIAtEcPi5IUAKCaMatNcyknTRYdG9IuwZCb09bQyAr2qCCiNquursJDD92PiIhIhIVFQKlUIjs7C5cv1zclf/bZFxES4riGhkRERETUteiNAr45lS0aG9/br8N3LLSURCLByEhfbD7X2D/jREYZHhjBGtZE1L2YN9H2C3OHTw83XD1ZJDpn0MQenapMENWrLKrD6S0ZKLpeZfX1wN6eGHFPL3gGqOwcWeuYN9GWDx0Gee8+bZpLERsHiY8vhPLGDyBoDuyF2wO/a0+I1AR3VBBRm3l4eGD+/IegVLogJSUZhw8fRHFxIcaMGYcPP/wY8+c/6OgQiYiIiKgL2Z9WhNxKjWjsoZGdKwlg3qfiTHYFtCxtS0TdiE5jQM6lctFYZIw/ImP8RWNVxWqU5dbaMTK6GYPeiPMHcrB7xXmrSQqlqwwj7+2FSY9EdfokhSE/D7qEX0VjqntmtXk+iVwOl1snicY0+9mnwpa4o4LIiR05csqh67u4qPDssy84NAYiIiIi6h4EQcCak+LdFENCPBEX5u2giKwbGeEDCYCGctEavRHn8ipxS7iPA6MiIrKf7PNlMOgaE7QSqQTh0X5wcZPD3UeJmnKt6bWMpBL4hXaOXXHdXVFGFU5vvo7KIrXV1yOG+SF2WgRUHgo7R9Y26m1b0LR5g8TDAy63TWnXnMpJk0V9KhrKP8l6hrZrXqrHHRVERERERETU6SVkliO1sFo09vDIsE5XMsTHVYGBwR6iMfapIKLuJCOpWHQc0t8LKncFJBIJIsx2VWSdK4HR0Ik7AXcD2jo9Tm25jgOfX7KapHD3UWLiwwMwZm5fp0lSCHo9NNu3isZc7pgGiap9u0AUsXGQePuIxjQH9rZrTmrERAURERERERF1emtPZomOI3xdcWu/AAdFc2MjI8Tln05klDsmECIiO6ut0KLwmrhkUK+Yxt/V5uWf1NV6FFypsEtsJCYIArJSSrHz3ymi3iENJFIgKj4EUxcPRUj/zrV78Wa0J47DWFQoGlPNmNnueevLP90mXusAyz/ZChMVRERERERE1KldKqiyeNj/wIgwyKSdazdFg9GRPqLji/lVqKjTOSYYIiI7ykwuaax9B0DhIkOPgT6mY69AV4tSTxlJ4sbb1PFqyjU48k06jn9/Bepqy/8++fZ0w5QnByNmajjkSpkDImwfjXkT7UGDIe83wCZzK2+bLDrWp9aXf6L2Y6LCrriVjag5gsCfDyIiIiKybq1Zbwo/NwWmDw52UDQ3FxPqDRd54z+3BQCns8odFg8RkT0IgoCMRHHSIWyIL+QK8ePHyFjxroqci+XQaQwdHh8BRqOAtOP52LUsBXmpljtZ5EopYu8Kx+QnB8O3p3P2DjEUFUJ7/KhoTDVjls3mZ/mnjsNEhR1IpfVvs8HAX7pEzTEY6jP4UqnzZeqJiIiIqOPkVNRhb5q4JMW8uFBRIqCzcZFLMTxUXCaD5Z+IqKsrz69DRWGdaMw8KQEA4UP9IGnyK9ygMyLnAnv5dLSyvFrsW3kBiduzoNcaLV7vMcAbUxcPxYCxIZB20h2LLaH5eStgbNLM3dUNLpPvsNn8LP/UcTrv3+y6EJlMDrlcidraan5qnMgKo9GImpoqKJUqyGRMVBARERFRo29P5cDY5J9Rrgop5sT0cFxALTTKrPwTG2oTUVeXkShuou3mrURgpKfFeSoPBUL6iZO5LP/UcfRaA5J2ZWHvf86jLKfW4nWVhxxj7++L+Af7w93HxQER2o5gMED98xbRmMtvpkLi5mbTdVj+qWPIHR1Ad+Hu7oWKimKUlRXBzc0dMpkcgPNmJzuS0SiBwcCETtcnwGg0QqvVQK2ugdFohJdXkKODIiIiIqJOpLxWh80p+aKxe4f1gJdK4aCIWm5UpC+Aa6bjnAo1ssvrEObj6rigiIg6iNEoIDO5VDQWEeMPSTOfzI+M8UdeWmPpoYKrlair1MLVS9mhcXY3+ZcrcHpLBmrKNFZf7zMiEMPuCIPStWs8ItadSoAxP0805mKDJtrmGso/CRXlpjHNgX1we+Bhm6/VnXSNu9AJuLrW13WrqalEeXnxTc7u3qRSKYxGyy1o1DVJJFK4uKjg4eEDubzz/4OTiIiIiOznx8RcaPSN/zaQSSWYHxfqwIharn+gO3xdFShr0kQ7IaOMiQoi6pIKr1ZaNGWOjLEs+9Sg5yBfyF2k0Gv+9zteADKSSzAwvvPvmHMG6modEndkWiSPGngGqDBiZi8E9rLc8eLM1GZNtGX9B0AeNcjm6zSUf1Jv+ck0pj3IREV7MVFhR66u7nB1dYfBoOeD+GZIJICvrzvKymrAKlldn0QigUwmh0TC3UVEREREJFanM+D7s+IyCncODESIl8pBEbWOVCLBqEgf7LrU2F8jIbMcs2N6OjAqIqKOYd5E27enG7yDmk/MyhVShA3xw/UzjR/mzUxioqK9BEHA9bMlSNqZCW2dZa9cqUyCQRN7YODEHpB14l5PbWEsKYb2yCHRmGrGrA575qS8bbIoUaG/dBGG3BzIejrHByo6IyYqHEAmk4Nl+K2TSACVSgWFQsdEBRERERFRN7Y1JR8Var1o7MER4Q6Kpm1GRfqKEhUnM8thMAqQOXGTUiIiczqNAdlmzbBvtJui6TlNExXl+XUoz6+FT4ht+wl0F1UlapzefB2F16qsvh4Q6YERM3vBK7Br7uxT7/gZMDRJzqhUcPnNnR22Hss/2V7XSp0RERERERGR09MbBXxzKls0Nr63H/oFujsoorYZFeEjOq5U63GpsNoxwRARdZDci2Uw6Borh0ikQMSwmycqgnp5wtVLXAKaTbVbz6A34sLBXOxanmI1SaFQyTBiZi/c9ujALpukEIxGqLdtFo253P4bSD08OmxNiVwO5cRJojHtwX0dtl53wEQFERERERERdSr704qQWylu/PnQyDAHRdN2IV4qRPqKHwolZJQ1czYRkXO6bpZcCO7rDZXHzXtQSqQSi4RGZnIJjEaW2Gip4sxq7Pn0AlL25cCot3zfwof64c7no9FnRGCzjc27At3Z0zDmiD/goOqAJtrmXG6bLDpuKP9EbcNEBREREREREXUagiBgzUnxw4YhIZ6IC/N2UETtMzrSV3TMRAURdSV1VVoUXqkUjbWk7FODXrHic+sqdSi6br10ETUy6I04vTUD+z+/iMrCOovX3byVmPBQf4z9bV+4et48aeTs1Fs2iY5lvftAPiS6w9dVDL8FEm/x3080B7irooEgCFDv29vi85moICIiIiIiok4jIbMcqWblkR4eGdZhzTA72iizREVSbiXUOssGp0REzigzuVTUY1SulCJ0kE+Lr/cOdoNPiHjnmXljbrJ0ZlsGriQUAmabKCQSYMC4YExdPBQ9Bvg4JDZ7M5aVQXv4oGhMdc+9dvl7Q335p9tEYyz/1Khu3deo+fu7LT6fiQoiIiIiIiLqNNYkZImOI3xdcWu/AAdF0363hHtD1uRZic4g4Ex2heMCIiKyoYzEYtFx2BBfyJWyVs0RGSv+HZ99oRR6LRO6zakqUePamWKLcZ8ebpj85GDETouAwqV13wNnpt61HdDpGgeUSrjc0XFNtM2x/JN1xvJy1K7+vFXXMFFBREREREREncKlgiokZJaLxh4YEQaZE9fV9nCRY0gPL9HYCZZ/IqIuoDy/FuX54rJDkTGtTyxHRPuh6Yff9Rojci+VtzO6rivtWL5oJ4VMLkHMneGY8uRg+IW6Oy4wBxAEAZqtm0RjLpMmQ+plv3KRVss/Hdxvt/U7q7p1a4E6y7JkN8JEBREREREREXUKa816U/i5KTB9cLCDorGd0ZE+ouOEjHKHxEFEZEsZZk20Xb0UCOzt2ep5XL2UCOojTuiaz0311DU6XDfbTdFvTDCixodAKnPepH5b6ZMTYcjMEI3Zo4l2Uyz/ZMlYWoK6jT+2+jomKoiIiIiIiMjhcirqsDetSDQ2Ly4ULnLn/2ereUPty8U1KK7ROigaIqL2MxoFZCaLkwkRw/whbeMOOPMG3PmXK6Cu1jVzdvd1JaEQBn3jdgqJVIL+Y50/od9WFk20IyIhjxlu9zgsyj9dvNCtyz/VfrsWUKtbfZ3z/42PiIiIiIiInN63p3JgbFLKwlUhxZyYHo4LyIaGhHjC3axm+8lMln8iIudVdK0KdZXiRIJ5sqE1Qgf7QqZofEwpGIGslNI2z9cV6XVGXD5RKBqLGOYHNy+lgyJyLGNlBTRmOxdcZsxqVxPta1VXcCT/F6gNrXvIzvJPjYzFxVD/tKFN1zJRQURERERERA5VXqvD5pR80di9w3rAS6VwUES2JZdJERcmfoBxguWfiMiJmZdm8glxhU+IW5vnU7jIEDrIR7xGIss/NZWRWAxNjV40FjU+xEHROJ5m905A22R3olwO1dS72jzfvpzdeOzwQ3jzzGt45uhj0Bo0Lb5WIpdDOWGSaKy7ln+q/eYrQNvkvZO1vLE7ExVERERERETkUD8k5kCjN5qOZVIJ5seFOjAi2zMv/5SQUQZBEJo5m4io89JrDcg+L97tEBnb+iba5sznKM2pQWVR65rxdlWCUUDqUXFCP6SfV7uSQ85MEASozZpoKyfeBqmvr/ULbkJn1OGTi/82HV+vvoa9ubtbNYfV8k95uW2Kx1kZCgug3vKTaMylFckjJiqIiIiIiIjIYep0BvxwVvwP+TsHBiLES+WgiDqGeaKiqFqL66V8AEdEzif3Ujn02sbkskQCRET7tXve4D5eUHnIRWNsql0vN7Uc1SXiT/hHxXff3RT6CykwXL0iGmtPE+3D+QdRphUn347k/9KqORRxIyzLPx3oXrsq6r7+ymKXi+v8B1t8PRMVRERERERE5DBbU/JRoRaXsnhwRLiDouk4kX6uCPIQ1xE/kcE+FUTkfK6blWQK6uMFVxv0SZDKJAiPFve5yEwqgWDk7jPz3RQ+Ia4I6uPloGgcz7yJtrRnKBRxI9o83+aMjRZjp0tOokZX0+I5unv5J0NBvsUuF9WMWZAFBbV4DiYqiIiIiIiIyCH0RgHfnMoWjY3v7Yd+ge4OiqjjSCQSjDLbVcFEBRE5G3W1DgVXKkRjkbFtb6Jtzrwhd025FsVZ1Tab3xmVZFWjOEP8HkSND2lX02hnZqyuhmb/HtGYasYsSKRte8x9pfIyzpUlWYzrjDr8WnS0VXN15/JPdWu+BPRNPniiVML1wd+1ag4mKoiIiIiIiMgh9qcVIbdSXMrioZFhDoqm45mXfzqTVQG9wdjM2UREnU/muRIITX5tyRRShA5qW18Aa3x7usErUFz6r7s31TbfTeHqpUC4DUptOSvNnp2AWt04IJNBNW16m+fbYmU3RYPDbSn/5CXe6aI5uL9NcTkTQ24O1D9vEY2p7rkXsqDgVs3DRAURERERERHZnSAI+CohSzQ2JMQTcWHezVzh/EZF+oiOa3UGnMurckwwRERtYJ40CB3kA4WLzGbzSyQSRJjtqshKKYVB3z2TutWlauRcEO++6z82GFJZ932kq966WXSsjJ8IqX/bmrlX66qxJ3dXs68nFB2HxqBp9nVzVss/dYM+FbVrvgAMhsYBpQvcHmjdbgqAiQoiIiIiIiJygISMcqQViWs/PzwqvEuXsvBzU6K/WVmrBJZ/IiInUVlYh7LcWtFYr9i2PSC+EfPyTzq1AXmp5TZfxxmkHSuA0KRFh8JFhr4jWl7zv6vRp16EIT1VNKaaMavN8+3O2QG1oc50LJXIIG3yuFxtUONU8YlWzely+xTRsf7i+S5d/smQnQXNzu2iMdW9cyANaP3vBiYqiIiIiIiIyO7WnBTvpojwdcWtfW1X57yzGhVh3qei3DGBEBG10vUk8W4KlYeiQxo6u/u4ILCXp2gsI6n7lX/S1Opx7UyxaKzPiEAoVLbbweJsLJpoB4dAMWJUm+YSBMGi7NP4oAkY5hcrGmP5pxur/WqVeDeFSgW3BQ+1aS4mKoiIiIiIiMiuLhVUISGzXDT2wIgwyKRddzdFg9G9fETHF/IrUa3RWz+ZiKiTEIwCMs2SBRHD/CCVdczvbfNdFXlpFdDUdq/flVcSCmHQNZa8kkgl6D+2++6mEGprodkjLtOkunsmJLK2JW7OlpxGZk2GaGxm5GzEh9wqGjtWcAR6Y8vvve5U/kmfmQHN7p2iMdfZcyH1a9sHT5ioICIiIiIiIrtaezJbdOznpsD0wa1ruOishod6Q9HkwZ5BAE6ZJW2IiDqboowq1FZoRWORHVD2qUHYEF9I5Y2/K40GAdnnSztsvc7GoDMi/dcC0VhEtB/cvF0cFJHjafbvgVDXpPSYVAqXu+5u83xbMsW7KSLcIzHc/xZMCBYnKqr1VUgsOdOquV1umyw61l88D0N+XtsC7cTqVn8OGJsk01zd4Dq/bbspACYqiIiIiIiIyI5yKuqwN61INDYvLhQu8u7xz1OVQoaYUHHDcPPdJUREnY156SWvIFf4hLh22HpKVzl6RvmIY0jsPuWfMpJKoKkRf4p/wPgQB0XTOZiXfVKOHQ9ZUNs+5FBUV4gjBYdFY/dEzoZEIkGgaxAG+QwRvXa4oJXln24Z2eXLP+mvXYFm727RmOq++yH18WnznN3jb4JERERERETUKXxzKgfGJo1B3RQyzInp4biAHGB0hI/o+AQbahNRJ6bXGZGdIv49FRnjD4mkY8v1mZd/Ks6sRnWpukPX7AwEo4DUo/miseC+XvDt4eagiBxPfzkN+ovnRWMu7Wii/XPWFhiFxr4KKpkr7gidZjo231VxJP8XGJqcfzNWyz/t39u2YDup2i8/R9NO7xI3d7jOe6BdczJRQURERERERHZRVqvFlhTxw5dZw0LgpVI4KCLHGBUpbqidWVaH/Mqu//CNiJxT3qVy6DRNHtJKLJMIHSGkvzeUbnLRWEZS1y//lJdegapi8X8Torr7boqtm0XH0oBAKEePbdNcOqMO27LE8/2m51R4KDxMx+Z9Ksq0pbhQltKqdbpy+Sf95XSLvhuq++dD6uXdzBUtw0QFERERERERdbhzuZVYsvkCNPrGWsYyqQTz40IdGJVjRAV5wFslfvjGXRVE1FmZl30K6u0JN29lh68rk0sRPtRPNJaZVAKhyae4u6LUI+KEvnewK4L7eTVzdtcnqNXQ7N4hGnOZfg8kcnkzV9zY0YJDKNWI7+l7ImeLjsPcw9HHs69o7HD+wVat05XLP9V++V/RscTDA673z2/3vExUEBERERERUYe5XFyDlzedx6PrEpGcWyl67c6BgQjxUjkoMseRSSUYaVb+KSGj3CGxEBHdiLpGh7z0CtGYPXZTNLdWVYkapTk1dlvf3kqzq1F0vUo0FjU+pMPLbHVmmoP7IFRXNw5IJFDdfU+b59uUsUF0HO0bg75e/SzOizcr/3S44JdWJcnqyz+J5zDfheCM9KmXoD10UDTm+tsHIPX0bPfcrU49paSk4NixY0hOTkZycjIKCuo70Kemplo9f9myZVi+fHmz8y1atAhLlixp8fpXr17FoUOHTOtnZWUBAPbt24ewsLAbXrt//3588cUXuHDhAgBgyJAheOyxxzBp0qQWr09EREREREQ3l11eh5XHMrDzYiGs/bPeRS7Fw6PC7R5XZzEq0hd704pNxwmZ5TAKAqTd+GEUEXU+WedKITRpLCSTSxA22O8GV9iWf7g7PPxcUF2qMY1lJJXAP8zjBlc5L/PeFK6eCoRH2+/97ozMm2grRo2BLKRtva2uVV1BcmmiaOyeyHutnjshZBLWXP7CdFxQl4/0yjQM8I5q8Xout02B5uetpmP9hRQY8vPaHH9nYLGbwtMLqrm/tcncrU5UfPLJJ9i3r/XZn7i4OERGRlqMDxkyxMrZzVu3bh3WrFnT6vVXr16N999/H3K5HGPHjoVSqcTRo0fx5JNP4k9/+hMefPDBVs9JRERERESt98PZHGy/UIiBwR548dY+UClkjg6JbKi4Rosvfs3ET8l50Butf/Iw2NMFf5o6AH383e0cXecxKtJHdFxep0N6YQ2igrvmwzcick7mZZ96DvKFQmW//25LJBJExPjjwoFc01jWuVLE3hkOqaxrFYqpLtMg+7y4DGD/scGQybvW19ka+mtXoT+XJBpTtaOJ9uaMjaJjX6UvJobcZvXcPp590dMtFLm1Oaaxw/kHW5WoaCj/JFQ27ijVHNwPt3Y2nXYU3cUL0B49LBpznf8gpO62+btLqxMVsbGxiIqKQnR0NKKjo3H77bdDq9Xe9Lq5c+di9uzZNz3vZgYMGIBFixYhOjoaQ4cOxWOPPYZr167d8JqrV6/i73//O5RKJdasWYPhw4cDAK5du4Z58+bh/fffx4QJE6wmUoiIiIiIyHb2pRXhw/1XAADn86vgrpRh8cQ+Do6KbKFKrceak1n47kwO1E36UDTl46rAI6PDMSemJ1y68YMXAAj1dkWYjwrZ5Y0NU09klDFRQUSdRlWxGqXZ4jJLvWLtV/apQaRZokJTo0f+5Ur0jPKxeywdKf1YPppWFpIrpegzItBxAXUC6q2bRMcSPz8ox09o01w1uhrsydklGrsr/B4opAqr50skEkwMmYTvrn5jGjtS8Asei3qyxWs2lH9quqtCe2Cf0yYqar9YKTqWePtANWeuzeZv9d8Mn3jiCbzwwgu4/fbbERho/x+WuXPnYsmSJZg6dSpCQ1vWdG3NmjUwGAyYN2+eKUkBAL1798bTTz8NvV7fpl0aRERERETUcnqjgE+OXBeNbUkpaPZT9+Qc1DoDVp/IxMzPE7A6IctqksJdKcMTYyOx6fGRWHBLWLdPUjQYHekrOmZDbSLqTMx3U7i4yxHc19vucXj6q+AfLt6Bl5FY0szZzklTq8e1M8WisT4jAqF0bVvD6K5A0Gig2bVdNKaaNqPNTbT35OxEnaHWdCyFFDMiZt3wmgkhk0THGdXXkVF9vVXrutw2RXSsv5ACQ0F+M2d3XrqUZOh+PSYac13wEKRuttsd2y3+dvjLL78AAKZOnWrxWsPYgQMH7BoTEREREVF3s/18ATLL6kRj5XU6nMrkw1lnpDMYsT4xF7NWncSKI9dRpdFbnKOUSbDgllBsemwUFo2LhLuy+z5wsWaUWaIiMacCap3BQdEQETUSBMEiURER7QepzDF9dCJjAkTHuZfKoFVb/nfHWV09WQi9tjHRL5HWl33qzrSHD4pKJgGAasbMNs0lCAI2Z4rLPo0NjkeQ643f4yjvQQhQiT+ofzj/YKvWVtwyEhJPL9GYMzbVrv3CrDeFrx9c773PpmvYLVHx66+/4t1338Wbb76JTz75BCkpKXZZt7KyErm59dvDBg8ebPF6jx494Ovri5ycHFQ37SBPREREREQ2o9Ub8d/jGVZf25NaZOdoqD2MgoAdFwsw98tT+Nu+yyipsSwFLJUAM4eGYMOjI/HSpL7wcbNeVqG7GxHuDWmTZ35ag4Ck3MrmLyAispPizGrUlGlEY5GxAc2c3fHCh/pC0uQXpkEvIOdC1/igg0FvRPqvhaKx8KF+cPdxcVBEnYNFE+24EZCFhrVprqTSs8ioFrcOmBU556bXSSVSxAffKho7nP9Lq9aWyOVQThTPoXGyRIUu6Sx0J0+IxtweeBgSV1ebrmO3RMXmzZuxZs0afP/99/j4448xZ84cPP/886ipqbn5xe3QkKTw9vaGm5ub1XNCQkIAADk5OVZfJyIiIiKi9vkpOQ/5VRqrrx1IL4HOYL2nAXUegiDg8JUSPLDmDN7cnoqcCrXV86YMCMD3C0fgj1MHIMRLZeconYuXSoFBwZ6isQSWfyKiTsB8N4VngAq+Pa0/V7MHF3cFegwQl53qKuWfMpJKoK7Wicaixoc4KJrOwZCZAd3Z06Ix1T33tnk+8ybaYe4RGO5/S4uunRAiTjKkV6YivzavVes7e/kni94Ufv5QzWp/L2pzHb7vNiIiAn/4wx8wceJE9OzZE5WVlTh58iQ+/PBD7Nq1CwaDAStWrOiw9Wtr62uPqVTN/wXZ9X/Zn7YkTSSO2fHWZTW8n3xfqTPjfUrOgPcpOQPep91HndaAL09kNvt6lUaPExllmNDX/g06b4b3ab0zWeVYfvg6km/waf+xvXzxTHwvDArxbPYcsjS6lw/O51eZjk9klOP5Vt5vvE/JGfA+dR4GvRHZKaWisV6x/pBKHfvN6xXrj9xL5abjwutVqKvQwM3GOw/sea8KRgFpR8UPrIP6eMIv1HZ1/52R+ufNomOJtzdcJt7apu9JsboIRwrEuyBmRt4LmbRln9+P8YuBl8IblboK09iRgl8wt8+8FsegHFFf/kmoavx7lPZg+5pq2+s+1Z45Bd0ZcdLI/eGFkN7gWXtTrYmvwxMVM2eKa4e5ublhxowZGD16NGbMmIG9e/ciMTERsbGxHR1Kh/D351/COwLfV3IGvE/JGfA+JWfA+7Tr+/TgFZTUij8pGOzlgoLKxh0Wv1wrw72je9k5spbrrvdpSk4FPtyVil/Smi/PNTzCB69MHYixnTDR5AzuGBaKL37NMh2nFlZD6uoCP3dlq+fqrvcpORfep53flbOF0NaJ++XEToqAV4Bty7y0ls94N5zadB1a9f9iE4DiKzWIm9oxJansca9eP1eMyiLxDsVRd/VBQED3/TkRtFqU7hQ30fadPRuBPdv294wfE7+GQWi8n13lrlgQcz+8lC1/jydH3o6fLv9kOv615AieHrWoVXHofjMFFRsbd3YYDx9EwHNPtWoOazryPhUEARlrVonG5MHBCH3kIUhdbF+azGGdzIKCgjB79mx88cUXOHz4cIclKhrKPanV1rclA0BdXX1DP3f31mcrS0qqIAhti40sSST1P2B8X6kz431KzoD3KTkD3qfdQ7VGj08PXhaNje3li/g+fvhw/xXT2O7zBcjOK4dKIbN3iDfUXe/TjNJa/Odoxg37h/QNcMMz8b0xsa8fJBIJiourmj2XmhfpLodKLoVa31j+bOfZLNwxMKjFc3TX+5ScC+9T53HuULboOLCXJ7TQd4rf86FDfHHtdLHp+PzRXITH+UJiw4+V2/NePbld3DfBK0gFt2BFp3ivHUVzYB8MpeIdPcKUaW16T/RGPX649INo7PYev4G2UoJitHy+Ub7j8RMaExVnC88iLfs6/FQtT54IYycCTRIVdUlJKEhJhyykbWW+7HGfak8moO6UWQmuB3+H0iotUGXZo8yahjhbwmGJCgDo1asXAKCoqOOa5/Xs2RMAUFFRgdraWqt9KvLz67dYhYaGtnp+QQD/A9sB+L6SM+B9Ss6A9yk5A96nXdvXJ7NRqdaLxp4a3wtBni74x4ErMP7ve1+rM+Do1VLcPiDQAVHeXHe5TwuqNPjv8QxsS8mHoZmvt6e3Ck+Oi8TUgUGQ/a8MSHd4bzqKXCpFXLg3jl1r7E1x4no5fhPV8kRFg+5yn5Jz433auWlq9chLqxCNRcb4d5rvWWSMvyhRUVlYh7K8Ovj2sH3/jI6+V0tzalB4TfywvL43haTTvN+OUGfWRFseEwtZRK82vSdH8g+hWFMsGpsZObvVcw33GwE3uRtq9fUtBgQIOFJwGDMiZrV4DsUtluWfNAf2wbUd5Z+AjrtPBUFAzarPRGPS4BC43HVPh92fdmumbU1FRf0vPlcbdwhvysvLy5SsuHDhgsXreXl5KCsrQ2hoKDw8PDosDiIiIiKi7qa8VodvT+eIxib188fgEE8EuCsRF+4jeu3/2bvv6LauK1/834sOsIG9F0mUqE51qlFdclWPHTtuco+dxJmZl8y8eW9+mTd5b+bNPCczk0xix73FLS5qliyrUl1UZVEj1Qj23omOe39/0CJwLgCJ6AC5P2t5Ld+Ncy8ORZAEzrl77zvdvU8Cq9tgwX+W3MSmd05je6XrTYoEjRy/XJGPL5+eg/snpw5tUhDfFeXGM8elui4Io3mVihASMnUXO8E7/BGQyDhkTYm/wxnBlZwbA00cWxpPV97uZnR4E/emUMXIkTN9dJdRtDU2wHKmlImp1vrQRLuWbaI9JX4a8mMneHwdhVSB+cmLmNiR5kMeXYOTy6EoZhtzm0oOeDyXYLGcPgXrxUompnnyGXAKz0tTDlfINioEQcD+/fsBAJMnTw7ocy1dOvgi+O6775weux1bvnx5QOdACCGEEELIaPPBmTroLfaawBwGsyluW13AZk8cvdkJvZmtiU0Ca8BsxVsnddjw9ml8fK4eZhc7FDFKGV5enIdtz83DwzMzIJeG9H63EWmeaKOiuc+E2i5DiGZDCBnNdOUdzHFGgRYKdUgLsjA4CYecQnYxv7aiEzwfWZu7A90m1F1iyxuNn58KqWx0/4017trBHHPRMVAu827NtqbvFso6zjOx9TmbvJ5bcRq7yVDWcR695l43o11TLl/JHFsvXYStpcXrOQWKIAjQi7Mp0jOgvP/BgD5vQF/9nZ2d+Pjjj9Hf38/EBwYG8I//+I8oLy9HcnIy1qxZwzxeUVGBe++9F0899ZRf5vHkk09CKpXis88+Q1lZ2VC8pqYGr7/+OmQyGZ588km/PBchhBBCCCEEaOs34YuyRiZ276QUjEuy94VbkZ/E3JVvsvI4eoNdICGBYbby+PR8Aza+fQZvntBhwMUGkVImwVPzsrHtubl4uigH6jDrHzKSjEvUIFHUPPt0bXdoJkMIGbX6O43oqGXX8HIL/XOHP9/bA1tzk1+uJZ6Tsc+C1pueLRiH2rWTLRDsrYkgU0gwbm54lr8MFsFqhWnXTiamvPd+cEqVV9fbUbuVOdYqtFiS5v2N6vOS50Mhsf+ttgk2nGo97tE15LPngotm+zWYwzCrwnLiGKxX2MpEmqeeBScL7Kalx1cvKSnBa6+9NnRssVgAAA8//PBQ7OWXX8ayZcug1+vx61//Gr/5zW8wbdo0JCcno6urC5cuXUJ3dzdiY2Pxu9/9zqn0k8FgwK1bt2A2OzfluHTpEv7pn/5p6LixcfDDz09/+lMovk89eeihh/DQQw8NjRk7diz+9m//Fv/3//5fPPbYY1i4cCHkcjmOHz8Oo9GIf/iHf0Bubq6n/xSEEEIIIYQQN949VQuTQ3NgqYTDCwvZ99xajRzzcrQ4WWOvzb+3qg33TPK8Nj8ZHisvYPflFrx1QofmPpPLMVIJh43T0vDs/BwkRSuDPMPRieM4zMvR4tsrrUOx07ouPDQjI4SzIoSMNroy9mYBhUaGtPFxPl/XuPsb9P/b/wF4HqqHH0X0z/7ap+vFpagRn6FBV6N+KKYr60Bavu9zDQazwYqbZ9lyl2NmJ4dV5koomE8eB9/BlvFSrd3g1bX01gHsbdjNxO7PXgeF1PuyRWqZBnOTi3C85ehQ7GhLCdZk3Tfsa9wu/2T69puhmOnQfqh/+COv5+Vvg70p3mRikswsKO8Z/tfpLY9/Ajo7O1FeXu4Ud4x1ft+ZXavV4vnnn0d5eTlqampw4cIFSKVSZGVlYdOmTdiyZQtSU1M9ev7+/n6Xz3/lypWh/y8uLnZ6fMuWLcjJycE777yDs2fPAgCmTp2K5557jso+EUIIIYQQ4kcNPQZsrWTrLq+bmoosrXNvujUTk5mNipM1negzWhGjGt0f1v1NEAQcutaO14/XoKbTdUkhDsA9k1Lw4sJcl98rElhFufHMRsWZ2m5YeQEy6gVCCAkCQRCcyj7lTEvwuRQRP9CP/v98FeAHb14w/uVTqO57ALJ8z/sEMHMrTGQ2KhqudMFqtkGmCP/svxtn2mA122/m4DhgwgLP1kdHIqO4ifaUqZCNHefVtfY37B1qfA0AEkjwYM56X6YHAChOXcZsVJxpK4XBqodaNvxm7soVq5iNitvln6QerpEHivnoYdiuVTExzZbnAp5NAXixUbFp0yZs2jS8el7R0dH4xS9+4fGkioqKUFVV5fFjd7NixQqsWLHCq3MJIYQQQgghw/PWyVrYHGpFK6Qcnp3vOoN5WX4S/kV6DZbveyNYbAJKrrdj7dS0oMx1NCjVdeG1YzW43Nzndkzx2AS8tDgP45Ojgzgz4mherpY5HjDbcLm5D9MzYkMzIULIqNJZP4D+TjbTzh9ln0z7vgMM7Aa56eB+3zcqpiWiYk8dhO/fbljNPBqudPutVFWg2Kw8rp1iexJkTUlAVPzozmC0tbTAcvokE/O2ibYgCNiu+4qJzU9ZiDR1utfzu21B6iJIOSlswmDJTDNvxum2U1iaPvz15tvln4R++/syc8mBsMiqEHge+nfZbAppTi6Uq9a4OcO/RneHFkIIIYQQQohf3erQ49vL7AfwzYUZSI1x/QE8WinDwrwEJravqs3lWOKZS029eOmLCvz0y0q3mxQzs+Lw9iOF+PeNU2mTIsSSo5UYm8jekXla1+VmNCGE+FeNqOxTdKISCVlRbkYPn/gueQAwHToAQfCt+bU6Ro5UUakncUZIOKqr7ISxz8LEChbTzRmm3TuGsm4AgIuKgnLFKq+uVdlVjlv9N5nY+lzvm2g7ipHHYmbibCZ2tPmwR9e4Xf7JkSlM+lSYDx+C7cZ1JqZ5OjjZFABtVBBCCCGEEEL86M0TNXBIpoBaLsGWouw7nrO6gG0eeVrXhW69xc1ocjc32gfwy+2XsOWTMpx105C5ICUav9s0FW88PB2FmZFR03s0mJcbzxzTRgUhJBhsVh51lewif25hIjjOt9Jz1qorTiVkAICvr4PtxjWfrg04Z3y0XO+BoS983z8IgoCqY2xpzOS8GCRk+r4hFMkEmw3Gb3YwMeXqe8GpvStDKc6myNRkYXbSPK/nJ1actow5PtV2HGabc5/lO1EuX8kcWy9WwtbS4mZ0cAg2m3M2Rd4YKJZ7t2HkDdqoIIQQQgghhPhFVUs/9lezTRAfmZWJBM2dGxcWj0uE0qEGtk0ADl5vv8MZxJXGHiP+154q/OjDcyi57vqu0px4Nf7lwUn48PGZWDgmwedFKOJfRaLyTxVNfRgwW0MzGULIqNF8rQdmg42J+aOEkqtsittMB/f7fP3MSVrIFPb3D4IApw2XcNJyvRc9rWwZLMqmACynT4FvZRfpvW2i3WnqwJHmEia2LmcjJJz/lsAXpRaDg/39k96qx/mOMx5dQz5nHrjoGCZmDnFWhfnQAdhqbjExzTPPg5MGr+8LbVQQQgghhBBC/OJPJ2qY42ilFI/PybrreRqFFMVjReWfrra6GU1cefukDpvfPYNdl1qYjJbbUqIV+B+rx+Pzp2ZjdUEyJLRBEZZmZWmZ5tk2XsD5up4QzogQMhqISyYl5UQjOkHl0zUFvX6wP4Ub/ij/JFNIkTmJzUQL5/JPVcfZbIrYZBXSx1NWo3HHVuZYVjARsgkFXl1rV+2Oof4RAKCUKHFv9gM+zU8sQZmIqfHTmVikl38SbDbo33uLiUnH5UOxNLi9nmmjghBCCCGEEOKzisZeHLvZycSenJuNWJV8WOevnpjCHJ+r60F7v8nNaOLotK4Lb5zQwepihyJOJcPPl47FV8/Mxcbp6ZBJ6SNgONMopJgmap5dSuWfCCEBZDZY0VjVzcRy/NFE+8BeCAa928f5+jrYrvuh/NMMdq5djXqnrIVw0NU4gJYbvUxswqI0cJLRfeMA394O88njTEy1zrsm2jbeip1125jYiozViJHHuj7BB4vT2E2G4y1HYeM9y4AMp/JPpv17YavVMTHNMy+AkwT3fSO9SyWEEEIIIYT47PVjbKp4gkaOH87MHPb5C/PioZHbU8sFAAeqqfzTcHxR1ugU08ileG5+DrY9Nw+Pz8mCSh68tH3iG3H5p9Nu+owQQog/1F3qAm+1b3RLpByypybc4YzhMe7czhzLFy6GJC2diZkO+V7+KWVsLFQx7E0R4ZhVIc6mUEXLkDvd9w2hSGfcvROwOZQdU6uhWLXGq2sdbz2GdmMbE1ufu9mX6blVnMpuVPRaelDRVe7RNVyWfzp80Oe5eUqwWqF//20mJh1f4JTxEQy0UUEIIYQQQgjxyWldF86KytM8NS8bGsXwF8dVcimW5rMf2PdWtbkZTW5r6zfh6A12Qeb+ySnY+txcvLgoD9FKWYhmRrw1L4ctY3KrQ4/WPsouIoQEhq6MvSkgfUIclBrf/nZYr1XDeuUSE1Ot2wjlMvYOcn+Uf5JIOORMZzdWass7ILiqgxgi+h4T6i6yWaf5RamQykf3sqzA8zB+w25oKVeugUTjXXPxHbqvmeNJ2imYEOddCam7SdOkY3wse22vyj8tXsLE/LF55ynT3j3g6+uYWNSzL4Skj9no/okghBBCCCGE+EQQBLx2rIaJpUQrsLkww+NrrS5IZo4rGnvR3Gv0ZXoj3vbKZtgc1mJUMgl+uSL/rg3MSfialBaDaCW7yXe6lso/EUL8b6DLhHZdPxPLnZHk83WNO7cxx5LkFCiKFkAhKnXjt/JPheyc9T1mtOn6fL6uv1SfbIHA24+lcgnGzUtxf8IoYTl3BnwTmxXqbRPt2v4anO84y8TW527ydmrDsiRtGXN8rOUweMdv9DAoV6xijoNd/slVNoVs0mTIFy4O2hwc0UYFIYQQQgghxGtHbnTiUjO7GPDsglwoZZ5/1JifF48YUQbAPsqqcMvGC9hWyZaSuGdiCmVRRDiZhMOcbC0TK9V1h2QuhJCRTVwiSaGWIn2Cb82dBaMRpr3fMjHlA+vAyWSQTZrsXP7poO93kGvT1IhLUTOxcCn/ZDZacfMs+15mzKwkn7NWRgJxE23puHzIJk326lo7atlrxSm0WJYW2EbQxaI+Fe3GNlT1XPHoGqEu/2T69hunzSLNsy+GJJsCoI0KQgghhBBCiJd4QcAbJ2qYWJZWhXVTUr26nlwqwYrx7F2RtFHh3smaTrSISgJtKkx3M5pEkqJctvzTaV2Xz+VRCCHEkSAITov5WVMTIPXiRgNHpoP7IQwM2AMcB9UDa7//X865/FOJ7+WfOI5zagBef7ELNotnd7cHws2zbbCa7PPgOGDCQu/eJ40kfFcnzMeOMDHVuo1eLZAbrHp8V7+bid2X9SAUUqVPc7ybnOg85EbnMbEjzSUeXcN1+acDPs5seASLBfoP3mVisqnTIJ83PyjP7wptVBBCCCGEEEK8sr+qDdfaBpjY8wtyIZN6/zFDXP7pSks/6roMXl9vJPuqvIk5npgSjclpMW5Gk0gyT7RR0am34Ea7PkSzIYSMRF0NA+hrZ8sr5hX63txZXPZJXrQAUocsCoWo1I3/yj8lAA5r3BaTDY1V3T5f1xc2K49rJ9kyPpmT4xGdoArRjMKH8dtdgNVqDyiVUK6+16trHWjciwGr/f0oBw5rczb4OMPhWSxqqn20ucTjjTelqCSa9WIFbK2BL/9k3LUDfAubmRvKbAqANioIIYQQQgghXrDyAt44oWNiYxI1uGeibzWXZ+doEa+WM7H91ZRVIdbca8SJW2xjzo2UTTFiZGtVSI9l7wQt1VGfCkKI/4izKaLilUjMifbpmtZbN2C9WMHEVGvXM8eyiZMgSfd/+SdNnBIpeexmfajLP9Vd7ISh18LEChalhWg24UMQBKcNLeXyVZDEeH6zhSAI2CZqol2UshDpGs97pXmjWNSnolHfgJt9Nzy6hnxuEbho9mfPXBLY8k+CyQTDR+8xMVnhDMhnzw3o894NbVQQQgghhBBCPLb7UgtqRZkOLy3Kg1Ti211YMgmHFRPY8k97r9JGhdj2ymbwDjfsaeRS3DMx2f0JJKJwHOeUVUEbFYQQf+FtPGor2c3u3MJEn++kNu7czhxzCYlQLCxmYxwH5VL/l38CgNwZbEZIU3UPTAMWN6MDSxAEVB1j71ZPyo1GYrZvm0EjgaXsPPj6OibmbRPtS12VuNl3nYmtzwlsE21H42MnIFXNbj4d9ar8E5uZEejyT8ad28C3tjKxUGdTALRRQQghhBBCCPGQ2crjrZNsNsWk1Ggsy/e9ZAQArBEtuF9vH8DNjgE3o0cfKy9g+0V28eO+ySmIUlBjzpFE3KfifH0PzNbQ11snhES+5uu9MA1YmZh4kd9TgskI0x62T4Dq/rXgZM5/m1yWf7pW7dPzA0DW5ARIZfaFVoEXUHcxNJu8LTd60dPC3tBB2RSDTKJsCmnuGMimTffqWtt0XzHH6ZoMzE0u8nZqHuM4DsWi8k/HWg57fJ1gln8STEboP3qficlnzYZi5uyAPJ8naKOCEEIIIYQQ4pFtlU1oFjVxfmlxnt/uwpqRGYfkaAUT20dZFUOO3+xAW7+ZiW2cTmWfRpq52VrHcuswWXlUNvWGbD6EkJFDV8aWRErIikJMom99E0wlhyD0sb+jxGWfbnNZ/skPd5DLVVJkTGQ3eXXl7T5f1xtVx9kbCmISVcgo0IZkLuGE7+mGSVTWSLVug1fvITtNnTjSfIiJrcvZBAkX3OVucfmnm303UD9Q53qwGy7LPx0+5Ga0b4zbvobQyf4O0DzzQkCey1O0UUEIIYQQQggZNqPFhndL2Q9fMzNjMV9097cvJByHVRPYrIp9VW1+KQsxEoibaE9Ji0FBCpWSGGm0GrnT95XKPxFCfGU2WtF4lf1d4ms2BeCiifbcIkgzMl2O5TgOymWi8k+H9gek/FNH3QD6OoxuRgdGd7MeLdfZTZsJi1LB+VgecyQwffctYHEoxyWXQ3nPfV5da3fdDlgFe2aQQqLAvVkP+DpFj02Jn4YEJfu6O9bsWVbFYPmnJUzMH71bxASDAfqPP2Ri8rlFkBfO9PtzeYM2KgghhBBCCCHD9pcLjegYYO/mf2nxGL/XtF1dwG5U6LoMqG6j8k+NPUacqmEXmDZRNsWI5dynojs0EyGEjBgNl7tgs9o3BDgJh5ypCT5d06qrgbX8AhNzl01xm2K5qPxTQ71fyj+l5cdCqWHLTQW7qbY4m0IZJUPejCQ3o0cPQRBg3LGNiSmXrYAkTuvxtWy8Fd/Usj1RlqevQpwizocZekfCSbAold1kOOJhnwoATpt3gSj/ZNj6JYQutj+N5pnn/focvqCNCkIIIYQQQsiw9Jus+OAMm00xPy8eM7P8/6FwanoM0mOVTGxfFZV/2lbZBMf7TaMUUqymJtojVlGuljm+0tyHHkNoGsMSQkYGcdmn9PFxUEbJfbqm6RtRE21tvFNzYLFAlX+SSCXInsZuvNSWdwQtK1PfY0ZtBbsQnF+UCqmclmCtlRWw6W4xMaWXTbRPtZ1Aq5FdxN+Qu9nbqflM3Kfias9ltBo822QIdPknXj8AwyeibIr5CyGf6l1/kECgnxJCCCGEEELIsHx8th69Rrb55kuL8gLyXBzHOWVV7LvaOqrLP1ltPLZXsndpPjA5FWq5NEQzIoFWmBkHpcz+sV0AcK6uO2TzIYRENn2PCa01fUzM5ybaZjOM337DxFT3PQBOfufNj2CWf+rvNKGjLjhZmddOtUDg7V+DVC5B/jy6oQBwLg8mycqGfMYsr64lbqJdEDcJBdpJ3k7NZzMSZyFaFsPEjrUc8eganELhXP7JD5t3txm/+gJCTw8TC5feFLfRRgUhhBBCCCHkrrr1FnxyroGJLctPxOS0GDdn+G5NQQpz3NhrwuXmPjejR77DNzrQqWfvpt9YSGWfRjKlTIIZmbFMjMo/EUK8pSvvhGNanlwl9bnBs/lIidPip+rBO5d9uk2xIjDlnxIyoxCdyGZlBqP8k8Vow80zbPZn3swknzNWRgK+rw+mQ2zPBdVa75po1/XX4lz7GSYWymwKAJBJZFiYupiJedqnAnBR/qmyHLa2Vp/mBgD8QD8Mn/6ZiSkWFUM+abLP1/Yn2qgghBBCCCGE3NUHZ+qgt9iGjjkAPw5QNsVtE1KikBOvZmJ7R3H5p69FTbSnZ8QiPykqRLMhwVLk1KeCGmoTQjwnCAJ0Ze1MLGtKvM8liZyaaM+aDWlO7rDOlRW4KP/khwbCHMcht5DtCVFX2QGblff52ndy81wbLCb7eyVwwISFqQF9zkhh2rcHMJnsAZkMqvu8a3y9o3Yrcxwrj8Wy9JVuRgdPcRpb/qmiswzdJs/+ZsvnFoGLYt/bmUsO+jw34xefQ+hjG7wHK5vies+1YY+ljQpCCCGEEELIHbX1m/BFWSMTu3dSCsYFeJHcVfmn/VVt4Edh+ae6LgNO13YzMWqiPTqIG2o39BhR320I0WwIIZGqu0mP3jYjE/O1wbOtvg6W82eZmMqDngMuyz+VHPBP+adCtk+F2WBD87UeN6N9x9t4XDvJ9iTInBSPmERVwJ4zUgw20WY3FxTFSyGJ97yJu8FqwJ76XUzsvuy1UEqVbs4InjlJRVBJ7TfY8OBxovWYR9fgFAooitkND1/LP/F9fTB8/jETUyxZBtmEAp+uOxwlTQfwN6U/HfZ42qgghBBCCCGE3NG7p2phcrgLUSrh8MLC4d0t6SvxRkVrvxnlDb1uRo9c2yrZbIpYlQwrJ/i2wEQiw/jkKMSr2bIhpymrghDiIXHpI02cAkk50W5GD49R3EQ7Lg6K4mUeXcNl+afqKp/mBQDRCSqnry+Q5Z/qLnZB32NmYgWL0gL2fJHEeuUybDeuMzFPNrQcHWzahwFr/9AxBw5rc7y7lr8ppUoUJS9gYkebSzy/jp/LPxn+8imE/n4mpnn6ea+vN1wDlgH87tJvwWP4mUy0UUEIIYQQQghxq7HHiG2iBs7rpqYiS6t2c4Z/jUuKwrgkDRPbN8rKP5mtPHZeZO/SfGByKlTURHtUkHAc5uZomZg4u4YQQu6EtwmorWAX6XMLE8FJPO8PcJtgscC4m22irbznfnBKz+5sd1n+yU8NhMVNtRurumE2WP1ybUeCIKDqOPteKSkn2ueNoJHCqYl2egbks+d6fB1BELBd1ER7XvJ8ZGgyfZmeX4nLP53vOIt+S7+b0a65LP90+JBX8+F7e2D8y6dMTLF8JWT54726nif+cusT9Ji7PTqHNioIIYQQQgghbr11Ugcrby/BoJByeHZ+cLIpbhNnVRyobmPmNNKVXG9Hl0HURJvKPo0q4j4VZ2q7YRtFPwOEEN+03OyFsZ9doBcv4nvKfPwohK5OJubNXfIcx0G5nM2q8Ff5p6wpCZBI7ZsxvFVA/SX/Z6S13upDd5OeiVE2BWCt1WHgj7+Dae8eJq56cD04iedL0pe7L+J6L9vvYH3uJp/m6G9FyQshl9izIC28BaWtJzy6BqdQQLF4CRMTNyIfLsNnH0PQDzhcnIPm6ee8upYnOozt+OLWp3cfKEIbFYQQQgghhBCXajr02H2ZvZN/c2EGUmOCWwd4dUEKc9ypt+B8XXdQ5xBKX1ewZZ9mZsVhTKLGzWgyEs3L1TLHvUYrrrZ6docmIWT0EjfRjs/UIDbZt8xIcc8B2fRCyPLGeHUtxXK21I2/yj8pNTKkT4hjYoEo/1R1jM2miE5UIn2i1u/PEwkEkwnGvXvQ/dMX0f3YQzB89jFgdmiiLZVCdf9ar669Xfc1c5yuzsDc5Pm+TNfvouRRmJ3IZoscbSnx+DoK0eadtcLz8k98dzcMX37OxJQrV0M2ZpzH8/HUh9ffg9FmvPtAEdqoIIQQQgghhLj0xokaON60rZZLsKUoO+jzyIlXY2IKWz5h7ygp/1TTqce5Orb552bKphh10mJVyI1nFxWpTwUhZDgsJhsarnQzsdxC37IpbI0NsJwpZWKqtRvveI4gCLDwFpePDZZ/ymBifiv/JPpa22r6MNBtcjPacz0teqcm3RMWpkHiQ1mtSGS9dQP9v/93dG58AP3/+1ewll9wOU6xZBkkSZ732OoydeJw80EmtjZnA6Rc+JXBLE5bxhyfbjvl8aK9wg/lnwyffgQYDPaARAL1lsBnU9T267CrbodX59JGBSGEEEIIIcRJVUs/9lezd2A+MisTCRpFSOazZiJb/qnkWjsstuE354tUW0XZFFq1HMvHUxPt0Uhc/ok2Kgghw9FwuQs2i/3vJScBcqb5tlFh3MUuQnLRMVAuX+F2/Pn2s3j44Hps2n+/U48B4Hb5JzarwnRov1/KP6UXaCFXsYvZ/syqqDrOZp4qNTLk+VhWK1IIRiOM336D7peeQ/eTj8L4xWcQ+nrdjpcXLUD0K//Nq+f6tv4bZqNLLlHgvuwHvbpWoC1MXQyJw5K70WbE2bbSO5zhzNfyT3xnBwxff8HElKvvgSw3z6N5eOPd6jfAC7ahY4Vk+J8daKOCEEIIIYQQ4uRPJ2qY42ilFI/PyQrNZACsEvWp6DFacVrXHZrJBInJymPXJXYB5MEpqVDI6GPcaCQu/1Te2AujxeZ6MCGEfE+8KJ+WHwdVtNzN6LsTrFaYdu1kYsp77gOnVLkcb7aZ8H/KfoUOUzsGrAP4w+X/RLO+yWmccgVb6oZvbPBL+SepTILsqQlMTFfW4ZdNEEOv2alJ+biiFMgU4XeXvz9Zr1ej/z9eRefG+9H/L7+G9WKF27GcNh7qRx9H/MdfIO43v/Mqm8Im2LCzdhsTW56+EnEKrcfXCoY4hRbTE2cwsaMthz2+jlP5p8qKYZd/0n/yEWB0yOKQSqF56lmP5+Cpy10XcaS5hImtyxl+HxF6h0sIIYQQQghhVDT24thNtkHmE3OyEavyfmHDV+mxKkxLj2Vi+6o8q9UbaQ5Ut6HHyDY/pSbao9fsbC0cesLCYhNwvr7H/QmEkFHP0GtGy032Dndfyz6ZTx4H38FmXN6pifahpgPoNncPHdsEG46KFjIBQDphoovyT941EBYTNw7vazeiq1HvZvTwXTvVAt5m3/CQyjjkF6Xc4YzIJej1MO7chu4Xnkb304/D+PUXEPrd90qSz5mHmF//CxK+/gZRL78CaU6u189d2noSLQa2D8j63M1eXy8YilOXMccnW467LX3mjlP5J0EYVvknvr0dxq1s5pLynvshzc7x6Pk9JQgC3rj6RyYWK4/FD8b8cNjXoI0KQgghhBBCCOP1Y7eY43i1HI/MygzRbOxWi8s/Xe+AyTpyyz+Jyz7NydEiJ9635qckckUrZZgi2qwrpfJPhJA70FV0AA6JAzKlBBk+Nnk27tjGHMumTIVsXL7b8eIGyIDru8tdl3864JfMh6TsaERp2fIzvpZ/sphsuHGG7ZeVNzMJqqjQ3dQRCNaqK+h/9f+ic8P96P9//wLrlUtux3IJiVA/vgXxn32NuP/4A5TLV4GT+/7vIS4XNiF2IibGTfL5uoG0OG0pc9xv7UNZx3mPrsEpFFAs8rz8k/7jD5wamGueesaj5/bGqdYTqOwqZ2KPjXsK0fJoN2c4o40KQgghhBBCyJDTui6cFTVv3lKUDU0YlDFYNSEJjq0pB8w2nLzV6XZ8JLvRPoCyBvYuWGqiTYpE5Z9GevkzQohvdGXsYnzW5ASfyhLZWpphOX2Sid2piXZV9xVc7bnsFL/UVYkOY7tT3HX5p6teztaOk3DIEWWS1FV2MNkQnrp1vg0Wo0P5PW6wifZIwA/0w7DtK3Q98wS6n3sKxh1bIRjcZKBwHOTzFyLmn/8NCV/tRNSLL0Oa6b9SoQ0D9TjTzvZ3WJ+7CRwX3s3Kk1XJmKydwsRcZRLdjWKFi/JP7W1uRgO21hYYd2xlYsr710KaEdgbjmyCDW9VvcbEUlSpWJ87/LJPAG1UEEIIIYQQQr4nCAJeP17DxFKiFdhcmOH6hCBLjlZiZlYcE9tb5f7DWiQTZ1MkaORYmj86mnMS9+blsA21r7cPoH3AHKLZEELCWXezHj0tBiYmLoHkKeOuHQDv0Jg7Ksppc8HR9lrnbAoAECDgWMsRp7jr8k8HvJwtS1zyythvdSqLNVy8TUD1CbaHVOZELWKSXPfpiASCIMBy6SL6/vV/o3PD/Rj47b/Bds19jxBJcgrUW55D/F+2Ie7V/4RyyXJwMpnf57VD9BqKkcdgeYb711w4WZy2jDk+3nIENsGz3lIuyz+VHHQ73vDnDwCzw/sCmQyaJ5/26Dm9sbf+W9T0sxnZzxS8AIVU6dF1aKOCEEIIIYQQAgA4erMTF5v6mNizC3KhDKPmzWtE5Z+O3uiAYYQ1FDZabNh1mV0AWTs1DXJp+HwfSGhMTY9BlOhu6DO1VP6JEOJMXNpIHStHSl6M19cTbDaYdu1gYsrV94JTuy5J2GPuwcHGfW6vd6zZTfkn0caHv8o/xSarkZAZxcR0Zc5ZHcNRf6kT+m52k7hgUWRmU/B9vTB8+Tm6tzyGnh8/M9go3bEJsyOJBIpFxYj9198i/i/bEPXsC5CmBS7b02gzYk/9LiZ2b9aDUEkjY0OoOJUt/9Rl7sKlrkqPruGy/FOJ6807W0szjDu3MTHVg+sD+j0CAJPNhPevvc3ExsbkY2XGGo+vRe90CSGEEEIIIeAFAX8SZVNkaVVYNyU1NBNyY8X4JKahsNHK4+gN3+pMh5t9VW3oN7GbLxumReYCCPEvmVSCWaKsolIq/0QIEeF5AbWijYrcwkRwEu/L5VhKT4JvbWViqnXuyz7tqd8FM+8+4+tC53n0mHuc4uI+Ff4q/wTAqfxTw5VuWEye3ewgCAKqjrONnROzo5CYM/w6/KEmCAIsFWXo++f/hc4ND2Dgd7+F7eZ1t+MlqWnQPPsi4r/Yjth//S0Ui4oDkj0hdqhxP/os7A0063Lcv+bCTWZUFsbGsP1bjrrYoLsbhehnwlpR7rL8k+HD9wCr1R6Qy6F+YovHz+eprTVfoM3I/m54YeLLkHKel5mjjQpCCCGEEEII9le14VrbABN7fkEuZGF2F3+8RoG5ovI3+0ZY+Sdx2af5efHI0lITbTKoKJd9/Z/WdfnlbmNCyMjRdqsXhj4LExOXPvKU+E5t2cRJkI2f4HIsL/BOJXsWpRZDKVE6jLHhZOsxp3OlEyZCIqqn76/yTznTEsA5vK2xWXg0XPYsK62tpg9djWy/hoJFaWHfMwEA+J5uGD7/BN1PPIKen7wA057dbNNlR1IpFEuWIfY3v0P851uh2fIspCnBu3lFEARsEzXRnpc8H5lR/ut/EQzFoqbaR5tLPP6brZhbBE5z5/JPtsaGwdJsDlTrNgb8e9Zr7sUnNz5iYjMSZ2FuUpFX1wuvTx2EEEIIIYSQoLPyAt44oWNiYxI1uGdiSohmdGerC9jyTydudaLfZHUzOrJUt/ajUlR+axM10SYO5ok2Ktr6zajpNLgZTQgZjWpETbS1aRrEpWq8vp6trRXmk8eZ2J2aaJ9pK0WTvpGJ/XDMY5ibPJ+Jubq7nOM4p6wK08H9ftmQVUXLkZbPZqWJS2TdTdUxNpsiOkGJjEnxbkaHniAIMF84h75/+gd0bnwAA3/4T9h0t9yOl2RkQvPCy0j4cidi//n/QVG0AJzU+wbs3rracxnXetkeGetyPGvMHA6KU5cxx63GFqev6244pRKKxXcu/6T/8F3A5pAdpFBC/fhTHj2PNz658SH6rez71hcKXvZ64442KgghhBBCCBnldl9qQW0Xu9D540V5kPpQIiKQlo1PhMxhbmabgMPXR0b5p69F2RRJUQoUj00I0WxIOMpLUCMlWsHESnXUp4IQMshqtjllCfjaRNu0eye7CKpWQ7Fqtdvx20V3wo+NyceU+GlOd5efbT8NvZXN5gQA5XK2TwXf1Oi38k/izJLWm70w9LovUeWop9WApmq2XNWEhWmQhOH7Jb6rE/pPPkLXj36A3ldegmn/XsBicT1YJoNixSrE/scfEP/pV9A8sQWSpKTgTlhku47NyElVp6EoZUGIZuO9MTFjkaXJZmJHm0s8vo7r8k+DPVZs9XWD2TEOVBs2QZrE3tjjby2GZmzVfcnElqWvxETtZK+vSRsVhBBCCCGEjGJmK4+3TrLZFJNSo7E837dFjUCKVckxP2/klX/Sm23Yc4Wt8btuWlrYld8iocVxnFNWRWkNbVQQQgY1XOmG1cwPHXMckDPd+w1vgedh/EbURHvVPZBoolyOb9I3orTtJBPbkLsJHMdhQcoiyDh7bwMLb0Zp60nxJSCdUOBc/ungfm+/BEbGRC1kSvvfVUEAais7h3Vu9Qk2m0KhkSFvZvi8XxJ4HuYzpej91d+jc9OD0L/+X+Dr69yOl2RlQ/PyK0j4+hvE/tO/QDFnHjhJ6N9z9Ji7caiJzRhYm7PBq54HocZxHBY7lX/yok+Fq/JPhwfLPw28/w67kahUQvPYk17N1xPvV78Ni0MfGiknxbMTXvTpmqF/9RFCCCGEEEJCZltlE5r72PrELy3OC/tay2smsneJndJ1odvg5k7BCLH3aisGzPYPmhyoiTZxTdyn4lxdDyw23s1oQshoIi5llDIuFuoYhZvRd2c5Uwq+mc32U63b4Hb8ztqtEGAv0xQli8LKjHsAANHyGMxKmsOMP9oyzPJPhw74pfyTTCFF1mR240ZX1n7X8wx9FuhEJbXy56VApgj94jnf3g79h++h65FN6P2bn8F86ADbVNmRQgHl6nsQ+/vXEf/Jl9A8+jgk8eGVuflt3TfMArhcIsf9WWtDOCPfFKctY45rB3So6XNffssVTqmEYlExEzMd3A/TzVsw7d3DxNWbHoIkIbAbaDd7b2Bvw7dM7MGcDT73EKGNCkIIIYQQQkYpo8WGd0vZO+1mZsZifm741lq+bcm4RChl9o8zNl5AybW7LzSEM3HZp0VjE5AeqwrRbEg4m5ujZY71Fhsu1HaHZC6EkPBh6LOg5TpbmijPz020peMnQFYwyeVYs82E3XXfMLF7su6HWqYeOl6cyt5dfqr1BMw254bOwSz/1N1sQHez3s3oQddPtYC32TdKJDIO+UWh7eVlPnsavf/zb9H5g7XQv/U6+KZGt2OluWMQ9bO/RsLX3yDmV/8bipmzw/KmFJtgw47arUxsadoKaJXh/97UnYK4iUhWsa+Voy0lHl9HsYL9mbBUlKPl//xvgHfIoFJroP5R4LMp3q56ndmQVEs1eDL/aZ+vSxsVhBBCCCGEjFJ/udCIjgG2LvNLi8eE5QdXsSiFDIvGsHcA7o3g8k9XWvpwpaWfiW2kJtrEjcQoBcYns2VXjl2P7I06Qojvais74Jh0IFNIkDnZ+wVevqMd5mNHmJhq7Qa37xNKmg6i18JulIgbIC9KLYbEYTnSaDPgTPtpp2sFsvxT8pgYqGPlTOxOTbUtJhtunGFLM+bNSIIqWu7mjMDTf/geev/6pzAfKWHL/jhSKKG8937E/fEtaD/6DOqHH4UkThvMaXrsTNspNBvYGzfW50ZeE21HEk6CxalsM2x/lX8aOMGWTlP94GFItFpvpjls5R0XcKrtBBN7eOyjiFf6nplDGxWEEEIIIYSMQv0mKz48w2ZTzM+Lx8ysuBDNyHOrC9jyT+fqup02XiLF1+Xsh/KUaAUWjgmvUgwkvMzLYRcfj12L3I06Qoh/1IoW2zMnxftUmsj47S52EVylgnL1vW7HbxM10Z6VOAc50blMLF6ZgGkJhUzsmItF28HyT+wd5P4q/ySRcMiZzmZV1FZ0QOBdX7vmQjvMBnYzYMLCVJ/n4S1bexv0H7zj9nHp2HxE/dUvkLBtF2L+5/+CfHphRNyEAgDbRE2082MnYLJ2aohm4z/i8k/Xe6vRpHefAeOKq/JPzOOaKKgfecyb6Q2bIAh44+ofmVi8Ih4Pj3nUL9enjQpCCCGEEEJGoU/O1aPHyNYvfmlRXmgm46XFYxOglts/0vACcKA68u4q7zdZ8d1V9k7NDdPSIZNExqICCY2iPC1zXF7fg36Tm5rkhJARr6fVgK5GtnxR7gzvyz4NNtHezsSUK1ZDEh3tcnxV9xVc7bnMxNbnbnY5tljUXPhE61FYeeffX+I+FXxTI6xVV+469+EQl38y9FrQWtPnNI63Cag+0cLEMgq0iE1WO40NFsNH7wNm0Y0ZKhWUD6xD3J/ehfb9j6He/DAkMbEhmZ+3GgbqcabtFBNb/30j9kg3LX464hRaJuZqg+5uFKKfCUeqhx+FJDawNxwdaT7k9HP+5PhnoJZp/HJ92qgghBBCCCFklOnWW/DJuQYmtiw/EZPTYkI0I++o5FIsGccuNOyvanUzOnx9d7UVBou9vrCUA9ZTE21yFzMz4yCX2hdvbLyAs9SngpBRS9wQWhUjR8pY7xeqLefPgm+oZ6+5dr3b8dtr2Tvhk1UpWJiyyOVYcZ+KPksfyjrOO42TTiiAJJNtzms+dOCO8x4ubZoG2jR2s0HcLBsAGq50YaCL7aFRsDh0f6NtLS1OfUMUK9cgYdtuxPz3f4B8ytSIXdj/pm67qBF7NFZmrAnhjPxHKpFhUQqbDeGqkfzdKObNZ8s/fY+Ljob6Yf9kNbhj5a14p+oNJpapycID2e5/L3iKNioIIYQQQggZZT44U4cBs72EAQfgxxGWTXHb6gK2OeGFhl609Dk35QxXgiDgK1HZp8VjE5ESowzRjEikUMmlKMxgFyFLdd2hmQwhJKQEXkBtRScTy5meAIkPmXlOTbTHjoNsyjSXY3vMPTjYuI+JPZizHlKJzOX4FHUqCuLYhtyuFm05joNyGXsHuenQfr+UfwKAHFFWRf3lTlgd3h8JgoCqY83MmISsKCTlus4qCQbDR+8CFos9IJcj6qWfQRIVujn5g8lmwrd1O5nYvVkPQCVVhWhG/icu/3SpqxIdRs8ygd2Vf1L/8DFIYgJ7w9Guuh2o17NlY58t+DFkbn7OvUEbFYQQQgghhIwibf0mfFHG1sS9Z1IKxiU5350VCRbkxSNaydbfPlAdObX6LzX34VrbABPbWEhNtMnwzMtl+1SU6rpCNBNCSCi11fRB38OWAsorTPL6enxX12CTZgd3aqL9Xf0umHn788s42V3vsl4iWrQ91nwYNsG5KbRyBdungm9q8l/5p+mJg3drfM9q4tF4tXvouF3Xj84G9m90waK0kGUs2JoaYfxmBxNTrd0AaWro+mX4S0nTAfRaepnYupyNIZpNYMxMnI0omf39tgABx1qO3OEM1xSinwkuJhaqh37o8/zuxGDV48Nr7zKxiXGTsTRtuV+fhzYqCCGEEEIIGUXePVULk9WhzJCEwwsLcu9wRnhTyCRYls8uxuy9GjkbFeIm2umxSswXLT4T4k6R6LVS22VAc68xRLMhhISKTtREOy5VDW269zXjjXt2AVaHnhEKJZT33OdyLC/w2FG7lYktSVuOBGXCHZ9DXP6py9yJK12XnMZJx09wLv90cP8drz1c6lgFUkXlsRz/La+Ksimi4pXInBS6v9H6D95lm5srlFA/sSVk8/EncSP22UlzkR2dE6LZBIZCqsB8UTk0r/pULFwM+fyFgwcSCWL+9u8DnlHzxa3P0GVms7ZemPiy3zftaKOCEEIIIYSQUaKxx4htleyH7nVTU5EdH7qGkP6wZmIyc3ypuQ8NPYYQzWb4+oxW7K1iN1U2Tk+HlJpok2EqSIlGnIotuXCqhrIqCBlNrBYe9ZfYn3txo2hPCIIAk6jsk3L5CreNmc+0laJRz/a9Wp+76a7Pkx2dgzHRY5nYkeZDTuNcln8qOeC38k/if6vm6z0w9lvQ1TzAZFcAwISFqZBIQ5RN0VAP055dTEy1YROkScluzogcV7svo6qHzZLZ4KYRe6QrFm3QXeg8j15zr5vRrnESCWL/339A++5HGH+4xKnpvL91mTrx+c1PmFhR8gLMSJzl9+eijQpCCCGEEEJGibdO6mDl7R/sFVIOz86P3GyK2+Zma50Wa/dFQFbFt1danLJb1k6lJtpk+KQSDnNztEyM+lQQMro0Xu2CxeRwlz0H5Ez3fqPCWnYBtrpaJqZau8HteHET7bEx+ZgaP31YzyWu2X+05bDLDYhAln/KnBwPqdy+PCrwQG1lJ8r2s7X4FWop8mZ6X07LV/r332azKZRKaB57MmTz8aftOvY1lKJKxfzkhSGaTWDNTZ4PhUQxdMwLNpxsPebxdTiOg3xCAWTJgd+o+uj6+zDY9PbnBofnCl4KyHPRRgUhhBBCCCGjQE2HHrsvtzCxzYUZSB0BTZtlUglWTmA/qO2rCu+NCldNtJeOS0RSlMLNGYS4Ji7/dLq2CzbeP3caE0LCn66MLfuUMiYWmjjv/5Y4NdHOzYNs+gyXY5v0jShtPcHENuRuGnY5GPFGRYuhGdd6q53GBbL8k1wpReYkLRO7froVVafYDNRxc1MgF/XEChZrrQ6mvXuYmHrTQ5AkeL8hFS56zD041MR+L9fmbHDbiD3SqWVqzE2ez8SONpeEZjLD0DBQj52i0m5rMu/DuNj8gDwfbVQQQgghhBAyCrxxQgfHtUu1XIItRdmhm5CfrS5gNyqq2wZQ06l3Mzr0Khp7cbODnd+m6dREm3hufh67UdFrtOJKS1+IZkMICSbjgAXN13uYWN4M7xev+Z5umA4fZGJ3aqK9s3YrBNjfXETJorAyY82wn29szDhkaDKZ2FF35Z+Ws1kVgSz/1NdmhM0h41Ei5ZA/P3QNqw3vvw3w9vlArYb60SdCNh9/2uOiEft92WtDOKPAK05jyz+daT8NgzU837O+W/0G0+ReLlFgy4TnAvZ8tFFBCCGEEELICFfV2o/91WyGwSOzMpGgGTl378/MikOiKBshnLMqvq5gsyky41SYm6sNzWRIREuLVSEvge0zQ30qCBkd6io7ITisX0vlEmRO9r7Zs+m7bwGzfdEYcjmU99zvcqzZZsLuum+Y2D1Z90MtG34Tb47jsERc/slNc2FxHX6+qQnWq/4p/5Q6Lg7KKPd38OfOSIQ6Ru6X5/KU9dZNmPbvZWLqH/wQkvjQNfX2l8FG7GzZp6XpK+7aiD3SLUxZDClnz86x8GaUtp0K4Yxcq+q+gkNNB5jYxtwfIFUduDKltFFBCCGEEELICPen4zXMcbRSisfnZLkeHKGkEg6rJrC1o/ddbfPb3Zb+1GOwYL9oE2XT9HRIhlkqgxCxBXnsog5tVBAyOojLPmVO1HpdnkgQBKeyT8qlyyHRal2OL2k6iF4Lm82xLufuTbTFxOWfagd00PXXOI2Tjp8ASRabCWo+5J/yTxIpd8e+HhMWhq5/lP69twCH9zKcJgrqRx4L2Xz86UxbKZr0jUxsvRevoUgTLY/BrMQ5TCzcyj8JgoA3q15jYtGyGPxoXGD7otBGBSGEEEIIISNYRWMvjt3sZGJPzMlGrCo0dwYGkrj8061OPW60h18q/a7LLTDb7IsOMgmHB6eGrqQEiXzi8k8Xm3rRb7KGaDaEkGBoqu5GZ8MAE8v1oeyTtbICtppbTEzpQRPtWYlzkBOd6/HzFsRNQpKK/fvtatGW4zgol7FZFaZDgSv/dFv6hDjEpahdPhZo1uvXYD7E3tGuevhRSGLjQjIffxO/hsbFjMeU+Gkhmk1wics/nWo9AbPNFKLZODvbXooLHeeY2I/GPYFYRWxAn5c2KgghhBBCCBnBXj/GLjrEq+V4ZFamm9GRbVpGrFNz8L1VrSGajWuCIOBrURPt5eOTRlQZLhJ8s7LioJDaP97bBOBMbXfoJkQICRjTgAWlX93E0Y+uMXFVtAyp47xfwBZnU0iysiGfOdvl2Oqeq7jSfYmJrc/d7NXzSjgJFqeyi7ZH3NxdrlzB9qngm/1X/ik+Q4OYJJVTvGBxiLMpHHDRMVA//GiIZuNfrhqxr8/dOOxG7JFuYeoScLB/rQabHufaz4ZwRna8wOPNq68zsWRVCjbmPRTw56aNCkIIIYQQQkao07ounK1jyzJsKcqGRuFdWYhwJ+E4p6yKfVXhVf7pfH0PdF0GJkZNtImv1Aop5o5hsypKdVT+iZCRRBAE1Fxox7e/v+hU8gkA8mYmQSL1bpGX7+uDSVRGSfXgereLxtt0XzHHyaoULExZ5NVzA3DqU3G9t9qpJBAASPPHB6z8E8dxThkp8RkaJOfF+OX6nrJWXYX5SAkTUz/yI0hiQjMff9tZu81FI/Z7Qjij4EpQJmBq/HQmdrSlJDSTETnQuBc3+tiN0C3jn4NSqnRzhv/QRgUhhBBCCCEjkCAIeF3UmyIlWoHNhRmhmVCQiDcq6ruNuNLSH6LZONsqaqKdE6/G7OyRUcKBhFbxePa1f7KmK6w26UhgtNzowf43LuPQO1fR1Thw9xNIROrrMOLw+9U4/fUtmPXOZd1SxsZgygrvsyVN+/YAJoeyMzIZVPc/6HJsr7kXBxv3MbEHc9ZDKnHfjPpupsVPR5xCy8SOuWiqHejyT+PnpyI2eTCrQiaXYPa63JDd4T/w7pvMMRcbC9UPfhiSufjbYCP2nUxssBF7aEpshYq4P8uJlqOw8aEt22i2mfBuNfvay4segzVZ9wXl+WmjghBCCCGEkBHo6M1OXGzqY2LPLsiFUjayPwJMSo1GlpYt3bBP1Lg6VLr0Zhy81s7ENk1PHzVlDkhgLRFtVDT2GFHXbQzRbEgwmA1WnPz8BjrrB9BW04cTn90Ab6PNqZGEt/G4cqQJe/9wEa03e50elyulmLU2F0ufKoDUy7/vgiDAuH0rE1MUL4UkPsHl+D3138DMm4eOZZwMD2Sv8+q5b5NKZFiUUszEjri5uzyQ5Z/kSinW/GQKVr4wCU/96yIkZkX75bqesly+BMuJY0xM/egTkESFZj7+VtLsn0bskW5x2hLmuNfSi/LOstBM5nvba7eixdDMxJ4veBlSLjjZ2CP7UwohhBBCCCGjEC8I+JMomyJLq8K6KSO/YTPnpvwTHwZ3ln9zqQUWh0VEhZTDA6Pge0KCY2JaDBI1ciZ2qobKP41kdRc7YTbYho4HukxoudFzhzNIJOmo68e+1y+jcl89bFbnv2FZk+Nx7ytTkT8vBZzE+w1v6+VLsN28zsRUbppo8wKPHbXspkZx2jIkKL1v4u14HUeXuirRYWx3Guey/NNB/5R/AgCJVIKknGioouR3HxwgenE2hTYe6k2B7w8QLNt1/mnEHunS1OmYEDuRiR1tcc4kCpZ+Sx8+vv4+E5sWX4j5KQuDNgfaqCCEEEIIIWSE2V/VhmttbAmQ5xfkQiYdHW//1xSkMMctfSZUNjrfiRpMvCA4lX1aMSEZWnXoFkLIyCKRcCjKY/tUnKrpDNFsSDDoyp37FLjqXUAii8Vkw/ldOhx46wp6WgxOj6tj5Vj0o3wsfDQf6liFz8/n1EQ7PQPy2XNdjj3bfhqN+gYmtsHLJtpiMxNnI0oWxcSOtRxxGsdxHJTLReWfSvxX/inULJUVsJSeZGLqx54Ep9GEaEb+5c9G7COBuD/LsebD4AU+JHP57ObH6LWw75dfnPiToGb+jo5PKoQQQgghhIwSVl7AGyd0TGxMogb3TExxc8bIMy5JgzEJ7Af6UJd/Olvb7VSGh5poE39bINqoOFfXA4stNAseJLD6u0xo1zn332m42g2LyebiDBIJGq50Yc/vK3H9VCsgXnfngPHzU3DvK9OQOSne5fme4gf6YTqwl4mpHlwPTuJ6uVDcRHtsTL5TQ2BvKaQKzBc15D7aXOJyrHK5i/JPVy77ZR6hpn/nDeaYS0iAesPIWcgXZ1P42og90i1OW8ocd5janTZygqHN2Iavbn3OxIpTl2Fy/NSgzoM2KgghhBBCCBlBdl9uQW0XewfmjxflQepDWYhIw3EcVk9kyz/tr26HjQ/d3ZbibIoxiRrMyIwN0WzISFWUyy5e6i02VIQ4m4gEhrvMCZuFR8NlKvkVaQy9Zpz49DqOf3Idhl6L0+NxqWqsfGESZj6QC7nSf7XiTfv3AkaHTXSpFKr717oc26RvRGnrCSa2PneTX++2Lk5lF23LOi+gx+xczsxl+adDB/w2j1CxXDgPy7kzTEzz+BZwKpWbMyJLn6UXBxrZjTFfG7FHupzoXORGj2FiR100kg+0D669DRNvGjqWcFI8W/Bi0OdBGxWEEEIIIYSMEGYrj7dPstkUk1KjsTzf99rRkUbcp6JjwIwL9aGp3d4xYMah6+yiIjXRJoGQEKVAQQrbbLVUR4vWI40gCNCVO9fuv62Gyj9FDIEXcP10K/b8/iLqXWwwSWUcpq3OwuqXJgeksbNxxzbmWLGoGJKkJJdjd9Zug+CQ5hEli8KqjDV+nc/c5PlQSpRDx7xgw8nWY07jRmL5J0EQMCDKppAkJUO1bmOIZuR/e+p2+b0R+0hQLMqqONpSEtTXck3fLeyp28XEHshaG5K+IbRRQQghhBBCyAixrbIJTb0mJvbS4rxRuSCel6DBhGS21vXeqtaQzGXHxWYmm0Mpk+D+yaOnFBcJLnFWBTXUHnk66wfQ32Fy+3jrrV7oe8xuHyfhoafFgIPvXMX5nTqX5bpSx8Xinp9NxaQl6ZAEoMeUteoKbNVXmZi7Jtpmmwm763YysXuy7oda5t++CWqZGnOT5zMxd3eXK1eMrPJPlvNnYS2/wMTUTz4NTql0c0ZkCWQj9kgnziRq0jfiZt91N6P9753qP4GHvUykSqrCk+OfCdrzO6KNCkIIIYQQQkYAo8WGd0vrmNjMzFjMz/VPHetIJM6qOFjdDmuQ6/XzgoBtlc1MbFVBMmJV1ESbBIa4T8XVln506WnReiQRN9GOiley5YAEoLaCsirClc3Co3J/Pfa9fgkdtc59RpQaGeZtHoMlT01AdELgSv44NdFOTYN8bpHLsSXNB9FrYbMS1+UE5k5/8d3lZ9tPQ28dcBonHTdyyj8JggD926JsipRUqB4YOdkG59pPo0Ffz8TW524K0WzCS37sBKSp2b5lwSr/dLGzAsdbjjKxH4x5BIkq15lVgUYbFYQQQgghhEQoGy/gSksfPjpTh599VYmOAXYx8qXFY0ZlNsVt4j4VPUYrTtd2B3UOpbouNPawTbQ3UxNtEkDTM2Khlts/6gsATuu6QzYf4l82K4/ayk4mljcjEVlT2Q0qXVlHRJfBGalab/Vi7x8v4crhJvA25+9P3sxE3PvKVOTNSAro329Br4dp73dMTPXAOnBS1/0vxA2QZyXOQU50XkDmtiBlEWScvWeBhTejtPWk07iRVP7JcvoUrBcrmJjmqWfAKRQhmpH/iV9DY2PGYVp8YYhmE144jnMu/+Smkbw/CYKAN6r+yMTiFFr8cMxjAX9ud2ijghBCCCGEkAjBCwKutfXj0/MN+MW2S1j92kk8+ecL+P2RWyhrYBvmzs+Lx8ysuBDNNDxkxqkxJS2Gie2ragvqHL4uZ5toj0+OwtT0GDejCfGdQibB7GwtEztJfSpGjOZrPTDrrUwsd0YicgvZ8ik9rQZ0NxuCOTVyBya9FWe23kLJu1Xo6zA6PR6doMTSLQWYt2kslFGBz7gzHdwHwaC3ByQSKB9w3US7uucqrnRfYmLrczcHbG7R8hjMSprDxI62jNzyT4IgQP/Om0xMkp4O5X0PhmhG/tdsaMIpUSP2dTn+bcTuD5ypBzH7XoH2y3VQVm8L6nMXpy1njm/130Rdf21An/N4yxFc6qpkYk/kb0GUPMrNGYE3etuqE0IIIYQQEuYEQYCuy4Cztd04V9eNs3U96DZYhnXuS4vyAju5CLFmYjIuNfcNHZdcb8ffW8dDIQv8PVtt/SYcvcGWX9lITbRJEMzPjcexm/a77ktruiAIAr32RgBx2afEnGhEJ6gQpVVCE6dgelPoytoRn54T7CkSB4IgoK6yExd218I0YHV6nJNwKFichsnLMiCTB+9eYnETbfn8hZCmpLocK74TPlmVgoUpiwI1NQDA4tSlON12auj4VOsJmGwmKKVsv4bb5Z/4envpS/Oh/ZBPnhLQ+fmT5eRxWK+wG0Gap54DJx85JSK/qd3O9EDQyDRYnXlPCGfkWsyBv4Hy1mCmkexABaxJk2FLmBCU556snYIEZSI6Tfbf8cdaDuPR6CcC8nw23oq3q/7ExNLVGVgboJJuw0UZFYQQQgghhISRhh4Dtlc24f/bfRX3v1GKh947i387cB37q9uHtUkhlXD48aJcTE6ju/YBYOUEtvxTv8mGk0FqLry9shmOlT1UMgnum0RNtEngFYn6VLQPmHGjXe9mNIkUZoMVjVXdTOx2JgUn4ZyyKmorOl2WFyLBMdBlwtGPruHUFzddblIkZEVh9UuTMX11VlA3KazXq50WxlXrXC9O9pp7caBxLxN7MGc9pJLA3ve8KLUYEoclS6PNgLPtp53GcRznlFVhOhQ55Z8EQcCAOJsiMwvKe+4L0Yz8p9/ShyNNh/Dbyn/F1povmcfWZPq/EbuvpO2XhzYpAIDjrVBe2x6055dwEixOXcLEjgSw/NO39btQO6BjYs8UvAC5JLQbZJRRQQghhBBCSAi19JkGsyVqu3G2rhtNvSaPr5ETr8acbC3m5GgxOzsOCZqRU9PYV6kxSszMjMUFh9JY+6pasTQ/8Q5n+c7GOzfRvmdiCqKV9BGMBF5uvBrpsUrm98kpXRfyk0NXzoH4ru5SF3irfQFWIuWQPTVh6Dh3RiKuHLGXmzP2W9B6sxdp40d3GcBg420Crp1qwcUDDbBZeKfHZUoJpq3Kwrh5KZBIgp/lZNzJLr5KklOgKFrgcuye+m9g5u1ZOjJOhgeyA9/gOV6ZgGkJhSjvvDAUO9Z8GItSi53GKpevhOHD94aO+ZZmWC9fgnzK1IDP01fmo4dhq77KxDRbngMni7z3CrzAo7rnKs60leJMeykud18CL9hcjg3HJtqaC39yiilv7YO+6JdBm0Nx2jLsqN06dFzVcwUthmakqtP8+jxGmxEfXHuHiY2PLcDy9FVuzgieyHvlE0IIIYQQEsE6Bsw4V9eNc3U9OFvXjdouz2uIZ8QqMfv7jYk52VqkxCjvftIotqoghdmoOHKjA0aLDSq566ah/nCyphMtfeym06ZCaqJNgoPjOBTlxjObZadqOvH4nKwQzor4SlfWzhynT4iDUmNf1olNViM+U4OuBnv2TE1ZO21UBFFnwwDObq9Bd5PrDKaMiVrMejAXmrjQ3FAgGI0w7f2WiSnvX+tyYZwXeGbRFBhcSE1QBnaj3/5cS5mNihOtR2HlrZCJsjmk48ZDmp0DW529nr+55EDYb1QIPA/9u2w2hTQnF8rV4VcSyZ0OYzvOtp/GmbZSnG0/jV5Lz13PmZU4B7kBasTuLUlvvcvsCVnHZUj6GsDHZAZlHoUJMxEjj0GfxV6y9HjLEWzKe9ivz/PVrc/RYWL/nrww8WVIuNAXXqKNCkIIIYQQQgKox2DB+fqeoYyJmx2el19JjlYMZkxkazE7Jw6ZceoAzHTkWjkhCb89dB389zciGyw8jt3sxKqC5Duf6IOvRE20J6ZEUzkuElQL8tiNigv1PQHfoCOBM9BlQruun4nlzkhyGpdbmISuBvuCbcOVblhMNsiV9H0PJIvJhksHG3DtZAtcVR1Sx8gx88FcZE2Od34wiEyH9kPod3gdcRxUD7rOkDjbfhqN+gYmtiGATbTFFqcuxR8u/+fQcZ+lD2Ud5zEneR4zjuM4KERZFaZDB6B5+ZWw7stjPnwIthvXmZjm6efBScP3Z9VsM+NiVwXOtpfiTNtp3Oi75tH5Y2PG4a+mBi9DYbjU5W+Bc5P9odAdgHHqk0GZh0wiw8KUYnzXsHsodrT5sF83KnrM3fjs5p+Z2JykeZidNNdvz+EL2qgghBBCCCHEj/pNVpQ19OBM7WDWRHVrPzytlByvln+fMRGHOdla5MSrw/rDdrhLjFJgdrYWZ2q7h2L7qtoCtlHR3GvEiVudTGwjZVOQIJubEw8Jh6ENOrNNwIWGHizIS7jziSQsiZtoK9RSpE9wzpTImZaA8j21EL6vOGSz8Gi43IW8mc6bGsQ/mqq7cW6nDvpus/ODHDBubgqmrc6EQhX6JTinJtrz5kOa5vrv0zbdV8zx2JhxmBo/PVBTc5KiTsXEuMm42nN5KHa05bDTRgUAKJeviqjyT4LN5pxNMWYsFMtXhmhG7jUM1ONMWylOt59CWcd5GG3DzwSWSxSYnlCIeUnzMSe5CHnRY8Lu/Sxn7IL68iduH1fc2he0jQoAWJy2lNmoqOwsR5epE/FK//zt/vP1DzBgHWBizxe85Jdr+0Pof0sSQgghhBASwYwWG8obenGmrhvn6rpxpbkPnvYujVHKMDs7bqic07hETdh9kIt0awqSmY2K47c6MWC2Ikrh/49E2yubhxaHAUAjl+KeiYHL3iDElRiVDFPSYlHZZC97dqqmizYqIpAgCNCVsRsV2VMTIJU5l+lQRcuRlh+Hpmp7CRZdeQdtVASAsd+CC7trUVfZ6fLx2BQ15qzPRVJOeGTTWW/dgPViBRNTrdvgcmyzvgmlrSeY2PrczUF/b1KctpTZqDjWfBivTPkbSDk260A6Lj+iyj+ZD+2HreYWEwuXbAq9dQAXOs7j7PebE036Ro/Oz4nKxZzkIsxNKkJh4kyopKoAzdQ/1JUfgLO633xRNJwALHpAHpzm33OS5kElVQ9tCPHgcaL1mF96wzTpG7FdtAG5MmMNxscV+Hxtf6GNCkIIIYSQEaSp14jyhl7MyIxFWmx4fzCIVGYrj8qmXpytHdyYqGzqg5X3bGdCI5diZlYcZmfHYW6OFuOToyENQUPN0WT5+CT864HrsH3/vTJZeRy50YH7JqX69XmsvIDtF9km2vdNTgnIhgghd7MgL95po4JEns6GAfR1GJlY7gz3fQJyCxOZjYrWm70w9Jqhjg1NX4SRRuAF3DrfjvLv6mAxOpeLkcg4TF6agYLFaS43k0JF3ESbS0iEYqFzc2oA2FG7FYJDPmiULAqrMtYEdH6uFKctw1tVrw8dd5k7cbnrIqYlFDLjIqn8k2C1Qv/uW0xMOi4fiqXLQzIfXuBxs+86Tredwtm207jYVQGrYB32+VGyKMxMnIN5yUWYk1yENHUEZZBaDVBXvMuETLkroag7DI4f/DfgbCYo6o7CPDY4vUOUUiXmpyxESdOBodjR5sN+2ah4r/ot5nsr42R4ZsILPl/Xn+jdMiGEEELICFHV0o9nPyuDycojSiHFO4/OwLikqFBPK+LxgoCLTX1DPSYqGnthsvIeXUMpk6AwI3ao+fWk1GjIpOGzeDEaxKnlmJ8bj+MOJZn2Xm3z+0bF8ZsdaOtny39snB5BH9rJiFKUF483T+qGjm926NHSZ0JqjDKEsyKeEmdTRCcokZgd7XZ8xqR4yJQSWE2Df6sEAdBVdGDiYvpd5KveNgPO7dChrabP5eMpY2Iwe10eYpLC62YRwWSCac9uJqZy00TbbDNhd91OJrYm8z6oZcG5o9xRVlQ2xsaMw82+G0Oxo80lThsVQOSUfzLt38tkfgCA5tkXwUmC976w29SFc+1ncLp9cHOiy+w6K8gVDhwmxBVgTlIR5iXPxyTtFKcG55FCdeUvkBjZr31g/t+BsxoGMym+p6jZF7SNCgAoTl3KbFScbz+DfksfouXeZ2dd763Ggca9TGxd7iakazK8vmYgROYriRBCCCGEOPnjsVtDC+gDZhv+cPQW/mNjeH04izR9Rite/qICV1v77z7YgUzCYVpGLOZ+3/x6alosFGF0V+VotbogmdmoOFXThV6jBbEqud+eQ9xEe0paDApS3C8oEhJIk9NiEKOUoc9kv4OyVNeFdVPTQjgr4gnexjuVFsopTBy6S9xadRX6j94DJ5dD8+yLkGZlQyaXIGtKAmrOtw+doyujjQpf2Kw8rh5twpXDTeBd1HdUqKUovDcHeTMTw+4OfgAwHT4Eoa+XianWrnc5tqT5IHotPUxsfe6mgM3tbhanLmU3KloO46VJzpkSrso/mQ7tD6uNCsFqhf79t5mYdMJEKBYvCejzWnkrLndfxJm2UpxpK8W13iomY+Zu4hUJmPt9OafZSXOhVYa2Kbxf8FZoytg+IeacpbAlTYY5bxW7UaE7CAg8wAXnvXxRygLIJXJYeAsAwCpYcar1BFZler9Z8tbV15nvuUamwRP5W3ydqt/RRgUhhBBCyAhQ12XASVFJj2M3O3G9fQD5lFXhtbdP6Ya1SSHlBhcEb/eYKMyIhUoe+jrDhLU0PxEKKQfz94tMVl5AybUOrJvmn0Xbxh6jU2mdTZRNQUJIJuEwN0eLg9fsC9anamijIpI0X+uFSc+WYcktHCz7xOsH0Pt3fwO+Y/D7a9XVQPv2h+AkEuQVJjIbFT0tBnQ366FNC/5d8ZGuTdeHc9tr0NtmdPl4zvQEzLgvB6po/216+5txx1bmWD5nHqQZmS7Hbtd9zRzPSpyDnOi8QE3trorTluHD6/byPC2GZlzrrcKEuInMOI7joFixCoYP7GPNhw5A+MnPw2bzyPTdbvAN9Uws6tkXAjK/Zn0TzrQPbkxc6Djr1ED5TmScDFPjpw9uTiQXYWxMPiRBWqQPFuWNbyHt1TEx/cyXAQDmvFXA8V8PxaX6VshaK2BNnRGUuWlkUZidNA+nWo8PxY42H/Z6o+J8+1mcaS9lYo+MfRxxCq0v0wwI2qgghBBCCBkBvix33ejuozN1+Kf7Jrp8jNxZt8GCrRVNLh/jABSkRA+VcpqRFUs9CCJAtFKGhWMSUHLdXkZlX1Wb3zYqtlU2MfcnRiulWE1NtEmIzc+LZzYqTuu6YOMF6osTIWrK2pnjxOwoxCQOlhUy7983tEkBALZr1bBeuQT5lGlIzouBJk4BfY+9FJ2urAPae2mjYrjMBisq9tXj5pk2l49HaRWYvS4PaePjgjwzz1hrdbCWX2Bi7ppoV/dcxZXuS0xsXQizKQBgbMw4ZGgy0ahvGIodbS5x2qgAAOWylcxGBd/aAuvli5BPmRaUud6JYLFA/8E7TEw2eSrkCxb55fpGmxHlHRe+35w4hbqB2ruf5CBdk4F5SfMxJ7kIMxNnQSMbwTc6CQLUF15jQpaUQlgyFwIAbNqxsGrHQtZ9c+hxRc3+oG1UAIPlnxw3Kk63nYTRZvS4OTkv8HjzKvu1JiqTsDnvh36Zp7/RpylCCCGEkAhntNiw82KLy8e+u9qGHy/KQzo11vbYXy40wGCx96KQcsAPZmRgTrYWs7Lj/FouiATP6oJkZqPiTG0XuvRmxGt8azJrtfHYXsk20b5/UirUlFlDQmx+Hluio8doxdXWfkxJ877WNQkOs8GKxqpuJpY7I2no/407t0LMdHA/5FOmgZNwyJmegKtH7b+Xais6MG1NFiS0SXVHgiCg/lIXLuyqhbHf4vQ4JwEmLEzDlOUZkCnC/3e8aec25pjTxkOxeKnLseJsimRVChalLA7U1IaF4zgsSVuGz25+PBQ72nwYzxb82GmsdFw+pDm5sNXa75Q3HToQFhsVxt07wTexN8BofMymaBiox/GWIzjTXoqKznJYePPdT/qeSqrGjMRZmJc0H3OTi5AZleX1PCKNvP445G2VTEw/8yXA4XthzlsNWdkbQ8eKmv3QF/0iaHNcmLoYkotS8IINAGDiTTjTVoriNNc/u+6UNB1Ade9VJvbU+Geglqn9Nld/Gll5O4QQQggho9B3V1uZ+uOObLyAj8/Wu3yMuKc32/D5BTZLZc3EFPxiRT6WjU+iTYoIVjwuESqHfiE2Aczd5t46fKMDnXp2QWtjIZV9IqGXHqtCbjy7IHGqZviNU0no1F/qAm+152lJpByypyYAAKzVVbBeveJ0jrnkAAR+cJPdcVMDAAx9FrTe7HU6h7AulzTh5Oc3XG5SxGdosOrFySi8JzsiNikEsxnGb3cxMdV9D4CTO7+P6TX3OjXbfTBnPaRh0Ci5OG0Zc1w7oIOuv8ZpHMdxUCxfycTMhw5AEIbfjyEQBLMZhg/fZWKyaYWQzy3y+prf1n2Dpw4/gj9d/QPOtZ8Z1ibFuJjxeGTsY/ht0X9h26pv8S9zXsWGvM2japMCADSibApbbC7MY+9jYuY89nUkb78ISb/rDPZAiFNoUZgwg4kdbS7x6BoW3oJ3qt9gYtlRObgv60EfZxc4tFFBCCGEEBLBBEHAF2Xs3VniGyW3Vzaj2+D8YZu4t7WiCb1GdvPnqXnZIZoN8Se1XIricYlMbO9V12U9PPG1qIn29IxY6g9DwoY4q6JU1EuFhCddeQdznD4hDkrN4KKxUXSX/G18ayusly8CAOJS1IjPYEs96co6XJ1GvtfXYcSlQw1OcZlCghn3Z2Pli5MRnxE5v9vNRw9D6OlmYqoHXTfR/q5+F8wOi90yToYHstcFcnrDVhA3CUkqtpTikeZDLscql69ijm+Xfwol4zfbwbe2MjFfsim6TV3445X/BA/+juNi5XFYkb4afzf9H/DFih14q/gDvDDxJ5iZOBsKqW+ZpJFK1nYRirojTEw/88eAhN14tKTNBa9ky7opag4GfH6Olog26E62Hh9qsD0cO2u3oUnPbq48V/BSWGw+ukMbFYQQQgghEayyqQ9VombP/215PqQOn3uMVh5fXAjeHUCRzmzl8fE5NgtlybhEjKNF5xFjTQG72HGhvgdt/Savr1fXZcDp2m4mRk20STgRb1RUNPWh300mHgkPA10mtNX0MbHbTbQFgwGmvXvcnms6uN/pnNsarnTBarb5caYjS/WJZkB08336hDjc87OpmLAgLeLKZjk10Z45G9KcXKdxvMBjey1b9qk4bRkSlIlOY0NBwklQnMqWvDnafNjlWOnYcU5fo+nQgYDN7W4EkxGGj95nYrIZsyCfNcfra/75xvvQW/VOcQknxdT46Xh6wvN4beHb+GrVN/iHmf+Ee7LuR6IqycWVRh/1hdeZY16dBOPEHzgPlMphzlnGhBQ1+wI4M2eLUpcwxwPWfpR1nBvWuQOWAXx0/T0mNlk7FYtF1ww3tFFBCCGEEBLBvihjNyAyYpXYXJiONRNTmPjnFxpgsNDCxHDsvtyCtn42fX4LZVOMKAvGJCDKoWSHAGB/tffln7ZVstkUsSoZVk6gBQESPmZnayFzWGC18QLO1XWHbkLkrsTZFAq1FOkFWgCA6eA+CPoBt+eaSw4OlX/KmZ4IzmHlx2rm0XCZMmpcMQ5YUHOe/VuQPz8Fix8fjyitMkSz8p6tvg6W82eZmLsm2mfbTzPNqgFgfYibaIuJyz9d7612ulscuEP5J/7O2QeBYty+FXw7m7kZ5UM2RaO+ATt07AbUtPhC/K+Z/4xtq3bj9wv+hCfyn8ZE7WRIufAvTxZMkt5aKK/vZGKG6c8Abvo1mPPY7BxF/THAYgjY/MSSVMmYrJ3KxI4Ms/zTX259gh5zNxN7ceJPfOqJEgy0UUEIIYQQEqE69WYcqGY/+GwuzIBUwuHJuezCeo/R6tTolziz8QI+EvX0mJ0dh2kZsSGaEQkEpUyCZfnsXaL7rra6GX1nZivv1Mz+gcmpUFETbRJG1HIpZmSyv8dOUvmnsCUIgtNGRdbUBEi/768jLvskzR3DHPNtrbBeGix1o4qWI3UcW76kppzKP7lyo7QVNoeeIJyEw8Ti9LBf2HPH+M125piLjYWieJnLseIm2mNjxmFafGGgpuaVafHTEafQMjF3Nftdln+6cilAM3NPMBig//MHTEw+Zx7kM2Z5fc13qt6AVbBnxMklcvz9jF9hSfpyRMtjvL7uaKApexOcYN+wEmQaGKY+4Xa8OWcZBIfNHs5mGtysCCLxBt3xliOwCXe++azT1IEvbn3KxBamLMa0hPD6mXaFNioIIYQQQiLU9spmWGz2D9QKKYd1U9MAAPnJUVg0JoEZ//HZelhtobmbLFIcvNaO2i72TinKphiZVhewWUeVTX1o7DF6fJ2S6+3oEvWA2Uhln0gYmp/H/k04RRsVYaurYQB97ezvo7zvSzhZr18b2oS4TfPiy5DmsZsVpkPuyz+13uiFoe/ujXdHE6uFx/VSdsM6Z3oCNLGRWcdfsFhg3P0NE1Pe+wA4pXNmSLO+CadajzOx9bmbw26DRiqRYVFqMRM72uJB+SeHkmjBYtj2FYSuTiameeYFr69X3XMVh5rYr2ND7g+Qpqb3HXfDGTqhuvIZEzNM+REEVbybMwBBFQ9LOluiK9jln8SlmrrN3bjYVXHHcz649i6MNvvfEAkkeK7gpYDMz99oo4IQQgghJAJZeQFfiZr3ri5IhlYjHzp+cl4W83hznwl7q3xvGjxSCYKA90trmVhBSjSKct1/gCGRa16uFnEqtpngfi9+Pr6uYH8OZ2bFYUyixs1oQkJH3KeioceI+u7glbAgwyfOeIiKVyIxJxqAczYFnxCP30UdxvnJKibuWOomc5IWMoV9+UcQgNoKdvF0tNOVtcOkZ/u2FCxKC9FsfGc+ftRpgVy1doPLsTtqt0JwaMwRJYvCqow1fp0Pp29H9OH/iZh9P4O0zfvMhuLUZczxpa5KdBidSzcOln9isyocS6IFg6DXw/Dxh0xMXrQA8mnTvbueIODNq68xsShZNH407kmv5ziaqCvfA2e1L94LEhkMhc/f9Txz3mrmWFFzYPCXaJBkRmVhXMx4JuauPwsA1PXXYlfdDiZ2b9YDyIsZ4+aM8EIbFYQQQgghEej4zQ609LHNfx+akcEcz8yMw7R0ttTHh2fqIATxzXUkOVnTheo2tub3lnnZYXdHIfEPuVSCZePZPhL7PNyoqOnU41xdDxPbTNkUJEyNT45CgsNmNkDln8IRb+NRV8kuMOfOSATHcRCMRpj2fss8tneqFXua9+CDjGr2Ou1tsF6sBADIFFJkTWE3qnRlVP7pNp4XUHWcLY+Zlh8LbVrkbjqLN7Rk0wshy3NeqDTbTPi2ns28WJN5H9QyP37tgoC4b5+D+uIHUFVvRdzuLYDZfY+VO5mZOBtRsigmdqzliMuxSlGfimCXfzJ89RcIPd1MzJdsirPtpTjfwfYc+dG4JxCniHNzBhli0UNd+T4TMo1fDz4m866nijcqpPoWyNoq/Tm7uypOYxvJH2s+7Pbz3DvVfwLvUBpKIVHgqfHPBnR+/kQbFYQQQgghEUjcRHtSajSmiDYlOI7DU6Ksihvtehy/RXdRuvLB6TrmOCdejeXjqSHySLamIJk5vtra71T66062irIptGo5vWZI2JJwnFOGWCltVISd5uu9MA2wd/bfLt1kOrQfQn//UFzggJ1T9ACA+mQOtaJfP2z5J/bB7mY9elr0/px6xGq62o3+Dvbmj4LFkZtNYWtsgOVMKRNTrd3ocmxJ80Gnhrv+bqItrzsMebN9gV3a3wRF7SGvrqWQKjA/ZRETc9enQjp2HKS5eUwsWOWf+IF+GD79MxNTLCqGfPIU764n8Hjz6utMLEmVjE15D3s9x9FEdeUzSIzs3zv9zB8P61ybdiyscXlMTFET3DJi4o2KVmMLqnuuOo273HXRqdn25rwfIlmd4jQ2XNFGBSGEEEJIhNF16lGq62Zi4myK24rHJWJMAntX3IeiBXkCVDT24nw9e2f8k3OzIJVQNsVINitb63SH+b6q4TXVNll57LrENtF+cEoqFDL6iEXCl7j809m6bupdFGZ0ZWwZm8TsKMQkDpZ1Mu5kmyNfy49Cm9b+d+rURPb3j2Opm+QxMVDHsr/vaiirAgBwVZRNoU3TIGVsrJvR4c+4awdTmoaLjoFy+QqXY3eImmjPTJyNnOg8v85Hc/41p5jSh4VecXPhss4L6DH3OI3jOA6KZWxWRbDKPxm/+BxCXy8T8yWb4kDjXtzou8bEnh7/PJRS554jRIS3QlP2JhMy5a6ALXHS8M7nOBfln4K7UZEXPRZZUTlMTNyfRRAEvFnF/qzFymPx6LjHAz4/f6J30YQQQgghEeZLUW+KOJUMq0V3ht8m4Tg8PpfNqrjQ0IvyBucPdKOZuDdFSrQC909ODdFsSLDIJBxWTmB/dvZeHV75pwPVbegxsnc9UxNtEu7miTIqBsw2VDb1hWg2RMxstKLhajcTy50xmAlhvXUD1spy5rEd09gMsJOT2M31wfJPg01XJRIOOdPZptq1FR3g+dFdDrK9tg8dtf1MrGBxWsSWfRSsVph27WRiynvuA6dUOY2t7qnC5W62FNL63M1+nY+spQyKhhNOcYXuIMDbXJxxd3OTiqCU2BfoecGGk63HXI5VrmD7VPCtLbBevuhyrL/wfX0wfP4xE1MsWQbZhAKvrme2mfBuNbvQnhc9Bmuy7vN6jqOJ8vo3kPbVMzHDTM8aS5vz2NeRvK0CkoFmN6P9j+M4FKeyWRVHmkuY8k+lbSdQ0VnGjHls3FOIlscEY4p+QxsVhBBCCCERxGCx4ZtL7BvjdVPToJJL3Z5z36QUpEQrmNiHZ+rdjB59rrcP4OhNthzWY3OyIJfSW+XRQLzJd7NDj+vtd6+dLS77NCdHi5x4tV/nRoi/JUUpMD6Zre9+qobKAYaL+ktd4K32hSeJlEP21AQAztkU+hgFzuWzi+kNSRxqRfctOJa6yZvBblQYei1ouzW6N6qqjrOZcZo4BbKnxrsZHf7MJ4+D72Czctw10d6u+4o5TlIlY1HKYr/OR3PhdZdxibETspYLXl1TLVNjbvJ8JiYud3ObdMxY5/JPhw549bzDZfj8E6ZEGwBonr5702Z3tuu+RouBfe//fMHLkHLu3/uT7wmCU0aPJXUmLBnz3ZzgmiV9HngFm2WlqAns60hMXP6pfqAWNf23AAA2wYa3RKXBUlSpfi/jFgz06YsQQgghJIJ8e6UV/Sb7HWgcgM0z7nwXt1wqwY9ms1kVR2504GaHd40MRxpxb4o4lQwbptGd8aNFYWas00be3Zpq32gfQFkDW9KBmmiTSLFAVP7plKiUIAkdcYPr9AlxUGpkEEwmmPbsZh7bP42HTep81//JO5R/ikvVODWI1pWzi9qjSV+HEQ1X2Lr14xekQhLBNyo4NdGeMhWycflO4/osvTjQuJeJrc3eAKlE5re5SLpvQXFjt9vHlTX7vL72ElH5p3Ptp6G3Or+vdV3+6UDAyj/xPd0wfvEZE1OsWAVZ/nivrtdv6cPHNz5gYtPiCzE/ZaHXcxxN5HVHIOu4zMT0M18CPM2YksphzlnGhIJd/qkgbhKSVWyviaPNg+Wf9tXvwa3+m8xjzxS8AEUElgaL3N++hBBCCCGjjCAI+FLURHvR2ARkxt39Lu4N09MQo2Q/fH5EWRVo6DFg31W2J8EPZ2ZCo6C71EYLCcdhlSirYn9VG5NOLybOpkjQyLE0P9HNaELCi7hPxZXmPnTrLSGaDbltoNuEtho2u2GoifbhQ0717vdNd/076tREUfmnjnamZFSuKKui/lIXrGbvSvBEuuoTzYDDP6NcKcXY2a5LaUYCW0sLLKUnmZi7Jtp76nbBzJuHjmWcDA/krPPrfDRlb4CD+7+lviz0zk9ZCBlnf19r4S0obT3pcqxz+afWgJV/Mnz2CQS9w4YJx0Gz5Tmvr/fpjT+j18L+7L848ScRW5os2MQZPVbtWJjH3OPVtcx57IaXov4oYDW4Ge1/HMc5ZVUcbS6B0WrEu9VvMfGxMflYmbEmaHPzJ9qoIIQQQgiJEOUNvbjWxt4t9gM3TbTFohQyPDSTHfvtlVY09xr9Nr9I9NGZetgcPkOr5RI8PHN4/6Zk5Fgj2qio7TKgqrXf5VijxYZdl9lSIWunplGpMBIxCjPioHJo+i4AOF3b5f4EEhS6cjabQqGWIr1ACwAw7tjKPHZ1rBIt8faFypyo3KH/b0jioLtD+aec6QnMzcRWM4+GK92+TT4CGQcsqDnPZpOMnZsMuSpyb1Qw7d4BOGQKcFFRTov0AMALPLbXsk20i9OWIUHpvw13Tt8G1dUvmJhZVG5H1lkFSS+b1Tpc0fIYzEqaw8TEzYVvC1b5J76rC4avPmdiylVrIBsz1qvrtRla8VUNe70lacswOX6q13McTWStFVDUs71LDDNeBCTe/Yybc1dA4Ox/OzmrEYp65/4rgVScuow5vt57Da+eeRVtRvamqxcmRm5pMHo3TQghhBASIb4QZVNkaVVOJTzu5IczM6B0WJyy8QI+Pd/gt/lFmvYBM3ZeZGv+bpyejji1PEQzIqEyOS0GGXFso1F35Z/2VbUx5dcAYMO0tIDNjRB/U8gkmJ2tZWKnamijIpQEQXAq+5Q1NQFSmQRWXQ2s5Wwt/2+nsxkwv5z+PxArjxs6PiUq/2QqOQjBNvh7Sx2jQOo4tta6eJNkNLhR2gqbqB/I+AWpIZyRbwSbDcZv2D4mytX3glM7Z92eaz+NRj37/s/ftezVFe+Bs5ns85Mo0Lf69+BV7PtWhQ/lnxaLmgufaj0Bk8Nz3sZxHBTL2Q2bQJR/MnzyEWBwuMNeIoHah2yKD669w2S9SDgpnpnwoi9THFXUomwKXp0MY4H3zeIFVTysaezmWLDLP01NmA6tQsvE/lL9F+Z4RuIszE0qCuKs/Is2KgghhBBCIkD7gBkHr7F3/m0uzIDEg9TvBI0Ca6ewH8K3VjShxzA6S358eq4BZod0CpmEw2OiXh5kdOA4zqmp9j435Z/EZZ/m58UjS0tNtElkKXLqU9F1x3JnJLC6GvXoa2czHPO+L/sk7jkwEC3D6Qn2v/0FcZMwJX4aFqUWD8VOTmLfGwidHaLyT0nM4y3Xe2DoGz3vBaxmG66Xsncg50xPgCZW4eaM8GcpPQm+lf2a3DXR3qZjsynGxozDtPhCv82FM/dDfZHtq2As2AQ+OgPm3BVMXOlDQ+JFqcWQOCxrGm0GnG0/7XKscjlbtsff5Z/4jnYYtrIZJMo190GWk+vmjDur6buFPfW7mNgD2euQE+3d9UYbSU8NlDfYfz994bOATOXmjOEx5bEbXgrdfiCIfzulnBSLUpfcccwLBS9HdGkwjzcqLl68iDfffBM//elPsWTJEhQUFKCgoMDt+P/6r/8aGuPqv9/85jceT9pms+H999/H2rVrMX36dMyfPx8///nPcePGDZfjv/766zvO4a//+q89ngMhhBBCSDBtq2iClbe/EVbKJE6bDsPx2JwsSBzeuxosPL4sb3R/wgjVZ7TiK9HX/cCUVKTERF7TOeIf4o2Kpl4TLjax9eKrW/tRKYptoibaJAItyGU3Ktr6zbjZoQ/RbIiujL0RISpeicScaAhmM0x72MW2/VNsTBPtDbmDdwg71i5vTOSgY3uuMqVuMidpIVM4lP8SgNrK0ZNVUVPWAZPeysQmLIzszDinJtoTJ0E2wXmtrlnfhFOtx5nYupxNfl3YVF3+FBJTz9CxAA6GmS8BAEx5q5mx8oaT4MyuSy3eTbwyAdMS2A2WY813Kv80hok5lkTzlf7jDwGTQzaHVArNlme9vt5bVa+Dhz3jQyVV4anxz/gyxVFFU/YmOMH+78fLo2Cc+oTP1zWLXr/S/ibI2i/5fF1PFIsayTtalr4SE7WTgzeZAJDdfQjrtddew4EDnu94zpo1C7m5zjt/U6ZM8eg6PM/j5z//Ofbt24fY2FgsW7YMXV1d+O6773D48GF8+OGHmD59ustzJ06ciEmTJjnF3Y0nhBBCCAkHVl5wuot7TUGyVyWKsrRqrC5IxndX7WVtPjvfiMdmZ0Elj8xapt74srwRAw7NQyUc8OTc7BDOiITahOQo5Maroeuyl23YW9WG6Zn2Eilfi34Ok6IUKB6bELQ5EuIvuQlqpMUo0dxnX1g7VdOFcUlRIZzV6MTbeNRWdjKx3MJEcBwH05ESCD09zGMHC+0bDLHyOCxPH7xTfFbiXGhkGuitgxtOJydKkNtqX6gzlRxA1Ct/A04qhUwhReakeKbkk66sAwURvlg/HDwvDDbRdpCWHwttmiZEM/Kdrb0N5pPs5oO7bIqdtdsgODS4jpJFYXWmd82FXU/GDHX5m0zIPGYNbPHjAACWnKUQJDJw/OBGEcebIa87AvO4+716uuK0pSjvtJdGO9F6FFbeCpmEXe4cLP+0Eob337bP6/BBCD/9K3AS34rN2NrbYNzOZqko730A0kzvsnQrOstwspXtrfDQmEf92kNkJOP07VBdYXt7GKc8DkEZ5+aM4bPF58MWmwtpr24opqjZD2ty8PqGzEycjShZFAasbN9CKSfFsyOgNJjHGxUzZsxAQUEBpk2bhmnTpmHFihUwm813Pe+hhx7Cpk2+17z76quvsG/fPuTl5eHjjz9GUtJgyuJ3332HV155Bb/4xS+we/duyGTOX9qqVavws5/9zOc5EEIIIYQE05EbHWjtZ99viRtje+KJudnMRkW3wYIdF1tGTRNpo8WGT8+xtZlXjE9GTjyV7xnNbpd/evtU7VBsf1Ub/nrZYBNMvdmGPVfYshrrpqVBRk20SQTiOA5FefHYXmlfsD2l68Jjc6j8XbA1X++FaYC9uz93xu2yT2wT7St5MjQ5rFXen/0gFNLBTECFVIH5yYtwsGmw5v/JiRweOWIfK3R2wlpRDvnMWUPP4bhR0d2kR0+LAXGpI/tvYePVbvR3sH0MChZHdmacafdOwObQO0mthmLVGqdxZpsJu+t3MrE1mfdBLfPfJo3y2g5I+9lNff2sl4f+X1DEwJIxn2lyrKzZ7/VGxeLUpfjD5f8cOu6z9KGs4zzmJM9zntsKdqOCb22F9dJFyKf5dvOy4aP3Acd1UZkMmqe8y34QBAFvXv0jE9MqtPjh2B/5MMPRRV0p7o8ih6HQ++wWBsfBlLcKmop3hkKKmn3Qz/0r/1x/GOQSORakLML+xr1M/MGcDciMivy/4R6/q37hhRfw85//HCtWrEBycvLdT/Cz9957DwDwy1/+cmiTAgDuuecerFixAjqdzquMD0IIIYSQcCVuoj01PQaTUmO8vl5BSjTmi+qTf3y2jiktNZLtuNiMLlFfji3zKJuCAKsnsp9v2gfMKGsYvJt579VWpyycjdREm0SwBaK/Axfqe2C02NyMJoEibqKdmB2FmEQVbLU6WM6fYx7bO92eIcGBw9qcjczjSxxKgjQlcqhJYcv5mA7ZS92kjI2FOobNzNSVsyWoRqKq42w2hTZNg5Sx3r+nCjWB52HcKWqiveoeSDTO2VGHmw+hx9zNxNb5s4m2wEMjamBsTi+CNW02G3Oq838A4L373ZOiTsXEOLbUzdEW1+WfZGPGOZd/OuRb+SdbS7NT2S3VA+sgTffu5p+jLYdxuZstJfRE/jPQyCjbbVjMA1BXvs+ETBM2go/2381Y4tevvLUc3ECrm9GBsVhU/kkt1eDJ/KeDOodAiajbf+rq6nDjxg2oVCosXbrU6fF77hlMVzt06FCwp0YIIYQQEhC3OvQ4W9vNxB6a4fubbfHCfGOvCfur2tyMHjmsNh4fnalnYgvy4lGQGh2iGZFwMjYxCvmi0jf7vs8++rqcvUN04ZgEpMX61pSRkFCam6NlehaZrPzQxhwJDrPRisarXUwst3DwhkzjN+zi84BGitMF9m9YUfICpGvY9wNzk+dDIbE3hD45UbRRcfgghO/vvJdIOORMZ0vJ1FZ0QhjBNy201/aho5bth1CwOC2iG89azpSCb2b/Prkr+7Rd9xVzPDNxNnKj8/w2F4XuEGSdVUzMMOslp3HihsQSQwdkrWVeP69jfxZgsE+FTXC98aEQNdU2lxyEwPMuxw6H4aP3AIvDzS9yOdRPeLdgbOOteLvqT0wsQ5OJB3PWez2/0UZ9he2PAgD6mT/263NYMorAK9jNTaUuuDfML0otxrR4e3+Wn035K8QrR0Yp0qBtVJw6dQr//M//jF/96ld47bXXcPHiRY+vUVU1+Atv/PjxkMudazLf7ndxe5zYpUuX8G//9m/41a9+hd///vc4ffq0x3MghBBCCAmmL0XZFFq1HCsn+J7VOisrDlPS2DfZH56pgyCM3AUKAPjuahtTkx0AnqJsCuJgjSir4kB1Oy7UduFyC7u4tZGaaJMIF6uSO/0dOFXTHZrJjFL1l7pgs9r/7kqkHLKnJUCwWGD8lm2ifXAqD4vMvqC+/vsm2o7UMjXmJs8fOj4l2qgQOjthqSgbOr5dYuo2fY8ZbTV9Xn0tkaDqGJtNoYlTIHtqvJvRkUGcTSEdPwGyic69Wat7qpzu1Hf1GvKF+vxrzLE1oQDm3BVO4/i4PFjjxzMxRY33mQ3i5sJd5k5c7nK95qhcwW5U8G2D5Z+8YWtqhPGbHUxMtXYDpKmpXl1vd/03qB+oZWLPTngRconnPelGJZsF6jK2P4opbzVsCRP8+zxSBczZ7OaYL69fr6bASfHvRf+F3xb9Hjs37MR92Q8G9fkDKWgbFdu3b8eHH36Izz//HL/73e+wefNmvPLKKxgYGLj7yd9rbBz8oJ6W5jrF+nb89jixQ4cO4d1338Xnn3+OP/7xj3jiiSfwxBNPoL195Kc3EkIIISTyDJit2HW5hYmtn5YGpcz3t3Acx+FJ0QL9tbYBnKzpcnNG5OMFAR+crmNi09JjMSvL9+Z6ZORYXcBuVHQZLPjbLyuYWEq0AgvHjIw718joVpTLLtKe0nW6GUkCwbFHBACkjY+DUiOD+dhhCN3s3+MDM+x/+zM0mZibXOTymk7ln1LZzQrzQfuCmjZN49STokY0p5Gir92IhqvdTGz8wlRIIrTPkGAwwLhrB8zH2DJHqrUbXGaI7NCxzZ6TVMlYlLLYb/ORNZ+DoqmUieln/hjgXP/7isvnKGv2ef3cWVHZGBszjokdbS5xPU8/ln/Sf/AO2xtEoYT6iS1eXctgNeCDa+8wsYK4iVia7rzRQ1xTXt8BaT+7Hqyf6ZzR4w9O5cvqjgBWY0Ceyx2pRIZZSXOQF5cX1OcNNI+baXsqJycHf/d3f4clS5YgIyMDvb29OHPmDF599VV89913sNls+OMf/3j3CwHQ6/UAAJXKdYq1Wj34B1a8+ZGcnIyf/exnWLlyJbKzs2E0GlFRUYFXX30Vp0+fxosvvoi//OUvkEqlHn99EZwhGJZu/3vSvysJZ/Q6JZGAXqcjw54rzjXxf1CY7rfv67L8ROTEq1HbZRiKfXimDovGBmcBNtiv06M3OnCrU8/Enp6fDYmEflCIXXa8GpNTo5kMimutbDbFhunpkEvpdUPCh7e/TxeMiWcayN9o16N9wITkaKUfZ0dcGeg2oe0Wm72QNzMRHAcYd2xj4leyOTQmOmZTbIRU4noBeGHqIsg4GazCYIPukxM55LXYszZMhw8h+q9/ewms8AAA8/pJREFUAe779Y+8mYko32MviVh/qROzH8yBTOH5+sjdhPL9afXJZsAhaVSukmLcnOSIe69sqa6Cccc2mPbtgSC+8VephGrNvU5fU5+lFwdEjXfX5myATOq/JUHNBTabwhadDvOE9W7/fc1jVjP9LGQdVyHtqwcf610z4OK0pbjZd2Po+GjLYbw8+RWXmzbKFSuhf8/eVNtcchD42V+Bc/iZuttr1VZfB9Oe3UxMvXETZF728v2q5jN0mthNwhcn/sTtzzkREQSn/iiWtDmwZc5DIH7ELXkrIIAD9/0vFc5qgKLxBCwuMogCKVI+83syv4BvVKxfz9ZS02g0WLt2LYqKirB27Vrs378fZWVlmDFjRsDmUFxcjOLi4qHj6OhorFixAkVFRdi0aRMuXryIb7/9Fg8+6HmqTGJi5DZdCmf070oiAb1OSSSg12nkEgQBX1eyJQpWTEzFtHG+l31y9JMV+fi7ryqHjs/V9aBOb8XMnOCVQgjG61QQBPz5c/au+ILUGGyYm0sbFcTJhtlZuLz7qsvHpBIOzyzNR1Ic9acg4cfT36dL46MQo7qEPqN1KHax3YCH8pL8PTUiojvLLkoqNTJMX5gNW1M92s6yZar3z7D/nVJKlXis8BHEKV1/r5MQg6KMIhxvOA5gcKPiUYeb7oWuTmhuVSFq/mBGxsxlClR8V4/blR+tJh59DSaMn+td+ZrhCPb7U0OfGTUX2H/vqUsykZ6pDeo8vGXrH0Dvrl3o/uILGO9QRj3ugQeQkudclnDXpa9h4u1lL2WcDE/O+BGS1H76PrRVAzfZjRDpwp8iKTXRzQkA4pcC38YDBnvmUEL7MWDs815NYa3kfnxw7d2h4xZDM1oldZiSOMVpbMymdbjpsFHBt7Uiqv4mNLNmOo1191ptfPVDJpuCU6mQ9bOXIUvy/N+009iJz299wsQWZS7C6onLPL7WqHVtH9DBvm+TL/sbJHnx/RieGCB7HlBnzyKKaz4CzA5NP5GR9Jk/4BsV7qSkpGDTpk149913cfTo0WFtVGg0GgCA0eg6ncZgGLwbMCoqyuXjYlFRUXjyySfx61//GseOHfNqo6Kjow8jvJRzUHHc4A8Y/buScEavUxIJ6HUa+c7VdaNaVBN/w5RktLf7t3Z0cXYckqMVaOs3D8V+v68Kr653/mDnb8F8nZ6t7UZZXTcTe3x2Bjo7+12fQEa1hVmxbh9bPDYBMosF7e0Wt2MICTZffp/Oydbi0DV7OeT9F5uwPE/r3wkShiAIuHycLVGSOTkeXT0D6P/oUyY+oOZwyqGJ9vL0VbD0SdDeN/h+QNLfBNXFP0OQymGc+hQEdTzmJywe2qhoTuBQkyZBXrO9YXDrth2IyZ88dJwyNhYtN3qHjiuP1iN+jMZ/X/D3QvX+9OKBBtgs9q9fIuWQNSPe7++p/EkQBFivXoFxxzYY938HGAx3HC/NzYP08aedviZe4PHp5c+YWHHaUmBAifYB/3z90Yf+HSqHdBVeGYeuvM0Q7vLvG52zHKoqe0kq88Wd6B37iFdzSBDSkanJQoPenh2088pupE7McR4cnwZp3hjYam4NhVq37kB0Tv7Q8Z1eq9ZaHXp27mRiqk0/QDeUgBevqd9f+i8MWOzZMRw4PD32xbB+fYab2JLfQuFwbI3PR3fiYq++H8OlzlqOKIeNCtuV3eia949BTW+IlM/8t+c5HCHbqACAvLw8AEBbW9uwxmdkZAAAmpubXT5+O3573HDk5uZ6NAcxQUBYvxgiFf27kkhAr1MSCeh1Grm+uMAuYOTEqzE3J97v30+5VIJHZ2Xi90fsH9ZKrnXgVrseeYn+X6RwJRiv0/dK2eaEGXEqrCpIoZ8P4lJqjArTM2JR0djr9NjG6en0uiFhy5vfp/Pz4pmNilJdN2y8AEm415KIYJ0NevS2sTdg5s5IBG+xwriLbc5bMgWwyO3fiw25m+3fY5sJsTseh6yzCgAgazqH3rUfYWFKMf4Dr4LH4OL8iQIgz2EZxVRyCFE//wU4mWzouR03Kpqv98DQZ4EqOjBNfIP5/tRqtuF6aSsTy5meAHWMIix/l/P9/TDt2wPjzm2wXau+82CJBPKiBVCt3QDFgkXgZDKnr+ls22lm8R4YbKLtr69dMtAC5dWvmJhh6pPg5dFMqS1XzLmrmY0Kef1JCKYBQDG8m49ZHIrTluKzmx8PRY42H8azBT92OVqxfCUMDlkVppKD0PyULf8EuH6t6t99C+DtG19Qq6F+5Amv/k0bBuqxU7eNia3OvBdjY/LD8vUZjmQtF6BoOMnEDDN+DAGSu74GfWHKXY2ok/86dCztb4Sk/QpsSZPvcFZgjKTP/CEtdtbT0wPA3lvibgoKCgAA165dg8XifAfTpUuXmHHD0dvb69EcCCGEEEICra3fhEPX2RIFmwvTA7ZotHF6OqKV9lrUAoCPzta5PyHCXGnpQ6mum4k9MScLMir5RO5gTYFzmbX0WCXm5wavLBohwSB+TXcbLLjaQtlmgSRuoh0Vr0RSTjTMx49C6GQbmjs20Z6knYIJcROHjlVVXw9tUgCAsvYQJN23EK9MwLSEwqH4yYns3zuhuwuW8gtDx5mT4iGV259H4IHaypHRVLumrAMmvZWJFSxKC9FsXBMEAZaLFej7l1+jc8N9GPj3/3fHTQpJSgo0zzyP+L9sR9z/+w8oi5cObTqJbRM10R4TPRbT4gtdjvWGuuIdcLw9K1eQKmGY/sywzjXnLIUgsc+b481Q1B/xei7FDo3kAaB2QIeavlsuxyqXr2SO+bZWWC9WuhzryHrrBkwH2Mbf6h/8EJJ4794bvFv95lA/GQCQS+TYMuE5r641Wol7U9iiUmEs2Bjw57UlTIAtJpuJKWu8a8xO7EK2USEIAvbvH/wGTp48vN2m7OxsjBs3DkajEYcPH3Z6/LvvvgMALF++fNjzuH3OcOdACCGEEBJo2yqaYePtt8UoZRI8OCVwtaKjlTL8oJDNSN19uRWtfSY3Z0SW90vZTZcEjRxrp4bXIgUJPysnJDk1YNw4PR1S2uAiI0xGnAo58eyNe6W6Ljejia94m4DaCnYTILcwERzHwbhjKxO/mgnUJzs20d5kf1Dgob7wJ6fr314oc1y0bUngUJPGNsc2H7IvqMmVUmRNZhdadWWRv1HB8wKqj7MVOdLGxyEuNTgZo3fD9/XC8OXn6N7yI/S89BxM334DmNy895JKoVi8BLH/9u+I/8t2aJ5+HtLUO783bNY34VTrcSa2PnezywbT3uBMvVBd/IiJGSc+BEEzvH5qgjIWlvQiJqbwYaG3IG4SklUpTOxoS4nLsbIx4yDNG8PETCUH7voc+vfeZm5d5zRRUD/ymOeTBVDVfQWHmtivd0PuD5Cmdu4zQlyTdt+E4sa3TMww/TlAqgz8k3McTHmrmJCiZp+bwWS4ArpR0dnZiY8//hj9/ezdGAMDA/jHf/xHlJeXIzk5GWvWrGEer6iowL333ounnnrK6ZpPP/00AODVV19FR4f9D+fevXtx8OBB5ObmYuVKdmf0jTfeQKforgSLxYI//OEP2LNnD1QqFTZv3uzT10oIIYQQ4g9WG4+vK5qY2L2TUhCrCkz5hdsemZUJhdT+wdXKC/j0fENAnzMYajr0TEkTAPjR7CwoZSFNLCYRIClaidUOWRVatRzraIOLjFDirIqTNbRRESgtN3pgGmDv8M+dkQhbUyMsZ0qZuGM2RZxCi2VpK4aOFbf2QtZ9w+n6txd6F6cuYeLHJ7J1QUwlhyBY7fPILWQbH3c16tHbeue+COGu8Wo3+jvZhf9QZ1MIggBL+QX0/e9/ROeGBzDwu9/CdtP5+3ibJC0dmud/jPgvdyD2//4GioWLwUmlbsc72lm7DYJD7RuNTIPVmff4/DXcprr0MSRmew8AARwMM17w6Bpm0UKvsubgYEqPFyScxOl1f7TZ+Sbn2xSirApzyUEIvPvntl6/BvMhdjND9fCjkMTGeTxXQRDwZtVrTCxKFo3HxjmvgxL31BfeAOfYH0URA+MU7zaOvCF+/cpaysDpvWstQAZ53KOipKQEr71m/2G6XYLp4YcfHoq9/PLLWLZsGfR6PX7961/jN7/5DaZNm4bk5GR0dXXh0qVL6O7uRmxsLH73u985lV0yGAy4desWzGYzxDZv3ozDhw9j3759uO+++zB//nx0dXXhzJkzUKlUePXVVyETpbz9+7//O/7whz9g6tSpSE9PR39/P65cuYLW1lYolUq8+uqrSL3LTjQhhBBCSDCUXO9A+wD7HuihGcPvv+WtxCgFHpySxmySfF3ehKeLsgO+SRJIH56pY8rTRiul2FxId6qR4fnvq8YjK16FPouAdZOSkRiluPtJhESg+Xnx+EuZvTdSRWMvBsxWRClC2tZyRKoRZSokZEUhJlGFgbd3MHdq65XAyUn2Gwjuy3oQitt3CQsCNOfZRc7b5E2l4Ey9SFGnYmLcZFztuQwAODWRw2Ml9nFCTzcsZeehmDMPwGBDbVW0HMZ+e5ntmvIOTF+d5cuXG1JVx9gbP7TpGqSMHV5DV3/ju7th2rMLxm+2w6arufNgqRSKxUuhWrcB8jnznPomDIfZZsbuerbh85rM+6GW+SmbxGaCuvxtJmQedz9s2rEeXcaUtwrRx/9p6FhiaIOspQzWtFleTas4bRm26r4cOr7eW40mfSPSNc7vpZWiPhW3yz/Jp7sujaV/903mmIuOgfrhR72a59n2UlzoOMfEfjTuCcQqYr263mjEDbRCVfUlEzNOeRyCMnj/hpbM+eDlUZB83wydgwCF7iBMk34YtDmMNB6/6+js7ER5eblT3DF2O3tBq9Xi+eefR3l5OWpqanDhwgVIpVJkZWVh06ZN2LJli8cbBBKJBL/73e/w4Ycf4quvvkJJSQnUajXWrFmDV155Bfn5+U7n/OQnP0FZWRlu3bqFy5cvQxAEpKWl4Yc//CG2bNmCsWM9+0VKCCGEEBIoX5SxTbSnZ8SiICU6KM/9+JwsbKtswu2qU3qLDV+VN+HpopygPL+/NfcasfsK20DzoRkZiFbSwhsZnhiVDC8vHoOkpBi0t/eNmEaFhIjNztZCJuFg/f4PgI0XcLa2B0vzE+9yJvGExWhD4xU2WyV3RiIEqxWmb9gm2oencjB/30SbA4d1Ofaa6/Km05C3nHf5HBxvhaK2BKbx67AkbdnQRkVLPAddugy5TfYsCvOhA0MbFRIph5zpCag+0TL0eG15B6atzAQXgSXv2mv70FE3wMQKFqX5rezRcAiCAMuFczDu2AbzkUOAi16rjiSZWVCtXQ/VfQ9CkuDbz97h5oPoMXczMaZ0mI9UVVsh1bcwMf3Mlzy+Dq8dA2t8PmRd14diCt0BrzcqpsVPR5xCy3ztR5tL8PDYHzmNvV3+yVZj72NhKjngcqPCWnUF5qNsdob6kR9BEuP5xhcv8HjzKttXIVmVgk15D7s5g7iiqXgXnM2eMSVIFDAUPhvcSUiVsOQshfLG7qGQsmYfbVT4wONPaZs2bcKmTcP75RYdHY1f/OIXHk+qqKgIVVVVbh+XSqV4+umnh8pA3c0rr7zi8RwIIYQQQoLtevsAztf3MLFgZFPclh2vxorxydhfbU9Z/ux8Ax6dlQmVfHhlBsLJx+canHp9PDIrM4QzIoSQ8KRRSFGYGYtzdfa/QaW6Ltqo8LP6y52wWR3q20s45ExNgPnkcfAdbJlCx7JP81MWIU1jzwZUi5rHiilq9sE0fh2K05Yx5WWOFfDIdUgyMB0+hKi//uVQI+bcGUnMRoW+x4w2XR9SxkTeXd5Vx9jeFJo4BbKnetfw2FN8VyeMu7+B8Zvt4Ovr7jxYJoNiyfLB7ImZs73KnnBlu+4r5nhm4mzkRuf55dqD/VHY16A5cyGsqTO8upw5dyWzUaG8tQ/6ol96dS2pRIZFqcXYXWfPJjnactjlRgUAKFesgv7dt+xzOXQAwk//CpyU/T4MOIwBAC42FqofeLcYvb/xO9zou8bEtox/Dspg9FUYIThzP1QXP2RixoJN4KOCX9rNlLuK2ahQ1B4BbKbg9MkYgag4LyGEEEJImPhSlE2RoJFjxfikoM7hqXlsiYdOvQW7Lre4GR2+uvUWbBP1+lg/NQ0JGirdQwghroj7VJyq6XQzknhL3KA6fUIclFFyGHdsY+LVGUBtiv3O/w0Od8JLO64ONcy+zZo4mTlW6A4BvBWZUVkYG2OvOnFyIptNcLv8023aNDXiUtjS3LryyGuq3dduRMPVbiY2fmEqJNLALYEJPA/zmVL0/n//HZ0bH4D+T3+44yaFNDsHmp/8HAlf70LsP/0zFLPn+m2TorqnCpe7LzGx9Tn+y6ZQ3Nrn1B/Fm2yK28xjVjPHso7LkPR53yetOHUZc3ypqxIdxnaXYxXL2D4VfHsbrBcrmZjl8iVYThxjYupHn4AkyvOMZ7PNhHer2BJSedFjsCbrPo+vNZqpLn8Cibl36FgAB8PMH4dkLubcFRBg/93KWfWQN5wMyVxGAtqoIIQQQggJA/0mK769zJYp2jAtDYogN32emBqDolwtE/voTP1QOZBI8dmFBhit9oaIUgmHx+dGbp1tQggJtPl57EZFXbcR9d2R3Uw5nOh7TGit6WNiuYWJsLU0w3KaXdRyzKbI1GRhdtK8oWNN2RvMWF6pRe+aPzIxiakb8ubB+vfFaUuH4q3xHHQZbN8p00H7pgfHccidwWbR1F/sgtXiXXPjUKk60QzHBlVylRRjZycH5Ln49nboP3wPXY9sQu/f/AzmkoOAzeZ6sEIB5ep7Efdff4L24y+geeQxSOL9n+WxQ/c1c5ykSsai1GL/XFwQoLnA9kexJk6CJWeZ15e0pM0Br2QbUit0B9yMvruZibMRJYtiYsdaXDfVlo0ZC+kYthy86RC7Eah/h/2Z47TxUG96yKu5bdd9jVYjewPQ8wUvQ8pFXuZyyNjMUJexmz3mMWtgi3duBRAMgiYJ1tSZTEy8mUyGjzYqCCGEEELCwO7LLdBb7B9sJRywcXpomj4/OTebOW7oMeKgQzmocDdgtuIvF9jslHsnJiM9VhWiGRFCSPibkBKNeDW7iF2q63IzmnhKV97ptHieUaCFcdcOgLdvBOgVwAmHJtrrcjZCwg0u3Uj6GqGs3spc1zBtC2wJ42FNnMTEFTX7AABL0pYx8aMF7CK6+cghCFZ734qc6YlwuDkYFpMNTaLshHBm7LdAd4G9e37c3GTIlf5bCBZsNphPnUDv//glOn+wFvq3Xgff1Oh2vDRvDKJe+RskbN2FmF/9GvIZswLWK6PP0osDjXuZ2NrsDZBK/NOfS9Z0ZmgT7Db9zJcAX74eiQzmnOVMSHFrn9eXU0gVWJCyiIkdbXa9UQEMNtV2ZC45COH7n0lLRTksp08xj6sfexKcxvOm5P2WPnx84wMmNj1hBuanLPT4WqOZ8tp2SAfY0m76WS+HaDaDzHlsVpCiZj+osZl3aKOCEEIIISTEBEHAl2VsmaIl4xKRFqKF9bk5WkxKZdPZPzxTDyFC3nB/Xd6EPpOViT05L9vNaEIIIQAg4TjME2XUnaqhjQp/EAQBujJ28Tx7agIkHA/TLraJ9tEpHEyKwUVfpUSJe7MfGHpMXf42ON7+902QqWCYPti70+S0UDZ4R3pe9Fhkaex/A53LP/XAcsG+8KyJUzj1pKgpd102JxxdP93K9AGRSDmMn5/ql2vbWlugf+9tdP1wI3p/+VeDzZXdZU8olVDe+wDiXnsb2g8/g/qhRyCJjXM91o/21O+Gibc3GJZyUtyfvdZv1xdnU9iiM2HK9/364vJPioYTgEXv9fUWizboyjovoMfc43Ksy/JPlRUAgIF32Dv3uYQEqDds9mpOn974M3otvUzshYKXg9rgPeIJPDTnRf1R0otgTZsdogkNMuWxryFpXz2knVdDNJvIRhsVhBBCCCEhdrauG7c62Q9jwWyiLcZxnFNWRVVrP07rukMzIQ+YrTw+OcfWNV6Wn4ixiVFuziCEEHLbgrwE5vhMbTestsgq+xOOupv06G0zMrHcwkRYSk+Cb2XLPjqWfVqZsQYx8sFNA87YDdXlj5mxxkk/hKAeLNVkzlvFPCbrugZJTw04jkOxw6Jtm5ZDbSbbr8mx/BMA5InKPzVf64VxwHK3LzPkrGYbrpey/5450xOhjvW+P5VgtcJ07Ah6/u5v0PXQeujffRN8S7Pb8dJx+Yj6618iYetuxPzPf4R82vSgLUTzAu9U9mlJ2jIkqvzT70zaUeVU0sYw4wVAKndzxvCZc5ZBcCh/xNlMUNQd9fp6c5OKoJTYmxnzgg0nW4+5HOu6/NMBDJw+Dcu5M0xc8/gWcCrPbyRqM7Tiq5rPmdiStGWYHD/V42uNZgrdQci6qpmYYZb3/VH8xZY4CbboTCZ2e7OYeIY2KgghhBBCQkycTZEbr8bcHG1oJvO95eOTkK1lP4i9f8Z9U8hw8c3lFrQPmJnYU5RNQQghwyLuUTRgtuFiU5/rwWTYakRNtKO0CiTlRMP4zXYmfj0NqElzKPvk0ERbffEjSCwDQ8cCJ4G+8IWhY2vqDPBqdkH69qKyY58KADg8gc06FJd/ypwcD6ncvlwk8ALqKsO/uXpNWQfMevZrK1jkXTaFrbkJA2+/ga6H1qPv738x2EyZd7Npp1ZD+cA6xL3xHrTvfQz1pocgiYnx6nl9ca79NBr09Uxsfa53d/+74qo/imHyo365tqCMgyVjHhO7Xb7MG2qZGnOT5zOxI80lbseLyz+ZSg6i7fe/Z2KSpGSo1m3waj7vX3sbZt7+/lTCSfHshNA0f45kalE2hTV+Asy5K0I0GwccB/MYdrNY6cPrdzSjjQpCCCGEkBBq6TPh8HW2pMIPZmSEPA18sPk0u8B/trYbl5vDd8HKxgv4SLSZMic7DlPTY92cQQghxFFStBLjk9kMtFPUp8InvE1AXSW7UZFTmAi+ow3mE+wd3gdm2pdoJmunYEJcweCB1QB1xTvMWFP+WvBxufYAJ4Epl11sVXy/UVEQNwkpKvuC/Slx+afeXljOnx06liulyJykZcboRJst4YbnBVQfZzMd0sbHIS7V814Chi8/R9cjm2D44B3w7e57dMkKJiLqF/99sPfEf/8HyCdPCen7t+2ibIox0WMxLb7QL9eW9LvujwK55/++7jjV+dcdBATvM7rE/VnOtZ+G3jrgcqyr8k+Gs2wvDvUTW8ApPc+muNV3E9/V72ZiD2SvQ3Z0jsfXGs1kzeegaCplYvpZLwFceCxtm3JFWW3N58EZwvv3ZjgKj+8mIYQQQsgotbWiCTaH1g9quQQPTvFPLWVfPTA5FQkaNp3/wzDOqjhQ3Yb6bra0xpZ59CGQEEI8MT83njmmPhW+abnRA2M/e5d/3owkmHbtZO7QNyiA4w5NtB3vhFdd/QoSA3tTg2Gmc7kT8R298sZT4Ey94DgOix2yKtq0HGqz2AVXcfmn3BlsdkZnwwB62wwuv8Zw0HilC/2dJiZWsDjN4+vYmhox8If/dNt7gtNEQbV+I7RvfwDt2x9CvX4TJFHRLscGU7OhCadaTzCx9bmb/bZxoi5/BxxvL//l2B/FX8Tly6T6VshaK7y+3vyUhZBx9ibiFt6C0taTLse6Kv/kSJKSCtWD672ax9tVfwIP+8+6SqrGU+Of8epao5nmvKg/SlQaTOO9+54EgiVzAQSZfeOOgzC42UY8QhsVhBBCCCEhYrHx2FrBln26b1IqopUyN2cEl1ImwY9mZzGxg9XtqO0Kv4UKQRDw/ml2E2VSarRTY1hCCCF3VpTHblRcbu5DtyH8+xOEK3EmQkJWFKLj5U5ln45P5mBUDi4qaxVaLE37vpwJb4O67E/MWHP2EliTnWvbm7OWQJDY+zFwvBWK2sMAXJV/Ysskmo+WMOWfUsfGQhXNvh/RlYfv3cFVomwKbboGKWM8L7+k/+Adl5sUsslTEf13/xMJW3ch+hd/D1nBJK/nGgjf1G5nFsM1Mg1WZa7xy7U5YzdUl/7MxBz7o/iLTTsWVi27WeBL+adoeQxmJc1hYncu/7TK7WOap54Bp/C810lFZ5lTb4yHxzyKBKV//+1GOmnXdShu7WVihsLnAan3/Wf8TqaCObuYCVH5J8/RRgUhhBBCSIgcutaOTj27+BPKJtqubC5MR5TC3txQAJzKK4WDEzVduNbGpvNvmZcd8hJahBASaWZkxkEpc+hPgMGm2sRzFqMNDVe7mVhuYSIsZ0qdGjLvd2iifX/2Oii+X4BT3PwWsp4aZqzeRTbF4OAoWLIWsCHdYKbE1PjpiFfYN6FOuir/5NA4WCLlkD2NXUzVlXdA4AWEm3ZdHzrq2PcAExenefwewFZfB9MetkSPfMEiaN/7M7RvvAvVg+vBafxX6shfzDYzdtftYGJrMu+HRhbl5gzPqC79+Y79UfzJqfyTjw2Ji0Xln0rbTsJkM/3/7N11fFznlT/+zx2e0YiZJcu2zJbMbCdxmJ04HAcabLvt7v4W2i3tdrubwlK/u03btCGHmRo0xI4ZYsvMFjNLo+G59/eHYo2eGY0tGA1In/fr1Vdzz9x759iZCJ5zn3MGPFfnM6fiAlVmJvTX3jDk91YUBc+c/J0QS9Al4I4JwZnrMZ4YD/4BErxfe2RdHOzT7w1jRgPz/fxqq7YCHmeAs2kgLFQQERERhclbZXXCcWl2HCamBueXymAx6zW4bXamEPv4eCNaLAP/khcuL+6pEo7zE41YNSklwNlERBSIXqPCnJx4Iba7IvIHKUeimuNt8Li8T7lLKgl5M5Ng/+h94bzz6cD5b7oUqaDCDXnftDNRFL92J67UmXDlLAv4no6B+vzLHqglNZamr+iLt8RLqM4VF90dX4rtnwpKxEKFtcOJlipLwPcOF9/dFKZ4HXKmJwY4OzDrC38Wd1MYDIj9wY+hmTh5pCmOqq0Nm9Hh7BBiN/cbxD4ibjtMhy4xHyWIfNs/aVuOQmWpC3D2pS1JWwZVv6VPu8eG/S17BzxXU1AI9YQiv7jpgW9B0moHuOLitjVuxfGOY0Ls/okPB62ANF6oehpgOCXOX7HPWAdFF/6Wa74cBWKxS+XqgbZud5iyiU4sVBARERGFwZlmC8pqu4TY7RG2m+KCu+dkQ6v2PpXo8ih47cDwf2kMtkO1nTjo83e5bkEuVNxNQUQ0LIsK/OdUKErkPUkf6XzbPmVOiofW1gnnjm1CfFOJCvjme9aitCXIMPY+IKCt3Qlts9ij31b6ZN+5A3H6DHRV2duhaegdCuz7dPmXk8S5Ts6vtgrtnxIyTYhLFWdZVJSJszLCrbvF7rdrZfKSdKjUQ1vucldWwLHhcyFmXLMWqqTIb9HjO0S7JHkO8s0FQbm34dTbUNnEgeK20ieCcu+BuDLmQdaLhdKR7KpI1CdhZpI4UHzbxdo/+QzVVmXnQH/1dUN+X7fsxp9PiS3bskzZ3iIkDVrvfBTvrgRFrYd1VmTO+FBMqXCllQgxXcXGgU+mAbFQQURERBQGvrspkmN0uCxCdwCkmPW4fpo44PudQ3WwONwBrggt39kUaWYdrp2aFqZsiIii3+KCJOG4yeJEeZs1TNlEJ2unA00V3UIsvyQZ9k8+Ep7at2uB7dMHHqJtOugzPDYuH46iiy+aynE5cCdPEWL6b9o/lSTPgVnjnduw27f9U7fY/kmSJL+h2jXH2oVdIuF2amcD+nWEgdagRuHc1CHfx/bCn4Xh5pLRBOPd9wcjxVF1pvMUjnccFWK35N0W4Owhkj0wHvSZj5KzHO7UmcG5/0DUWjjzVgmhkS70+hbodjZuh1se+GdYw21roUrr/RlS0moR+3c/gKQZ+uy4T6o/Qk2PuNv3W5Mfh1Y19J0Z45nk6PKfj1J8O5SYyP0531ko7mrTV2wEWOgfNBYqiIiIiEKs2+7Gp8ebhNitMzOgHeLTf6F037wc9F/O6HF68M6h+oDnh8qZZgu2nxdbktw3Pzei/y6JiCJdQZIRaWZxSOnuivYwZROdKg+1+S2gZ06K8xuivXOqBNs3Q7RzTLmYmzIfAKBuPtY3CPsCa+njgOrSi6Z+7Z/Kexd6tSotlqR720a1xEuoyRPb0Dg2i4vC+bOT0P8HAJfdg7pTHZfMIRTsFhcqDoo7PIrmp0KrVwe4YmDu8+fg2CQOvTWsvROqhISRpjjqfHdTJOtTsDR9eYCzh0ZX/pn/fJQ53w7KvS/Gt/2TrmY74LIN+37L+rU8AwCLuxtlrQcGPFcVF4/El95E3C//ExM+/QS6+QuG/H42txUvnhHbZRXHT8HKzMuHfK/xznDsFaic3oKvAgm20sfDmNGlOXx2tam7qqBuOx2mbKIPf4MjIiIiCrG/HG+E3e19ak8tAbfOyrzIFeGXn2Ty2/Hx2oFaONzhfaryRZ/dFPEGDW6ZmRGmbIiIxgZJkvx2VbBQMXiKoqDSp0VSzvREyIe/hlwv7qjsP0T7pvw1UEm9x6aDvxfOk43JsE9ZO6j3913o1bSfhqqzEgCwPGOl8Npmv/ZPW6C4XH3Hpng90gpihXMqD4ktrcLl7J4myG5vNUilljBpUfpFrhiY9fk/CU88SzExMN55T1ByHA2yIuN05ym8enY9NtV9Ibx2Y94tUA+imHVJA81HSZlx0fkoweLMuwyK5C02SR4HdDXbLnLFxaUZ0zElfpoQ29a4NcDZgGQyQb9sOXQ5OcN6v7fL30C7U3yI5rEp3+n7b5sGyeOA8dCfhZCz6Fp4EiaEKaHB8aRMg8cstvPVVbL902DxvxIiIiKiEJIVBW/7tH1aNSkFabH6MGU0eOsW5ArHrT1OfHK8MUzZADUdNmw4JfZNvmtONozaoT1JSURE/hb6zKk4UNMZ9uJ0tOiot6KrWSwAFJSkwP7he0KsIg04+816ll6lxzU5vW2dVF3V0J/9SDjXNuthQGMc1Pu700ogG8XZCvqK3h0D81IWwqD23mdXsXitYukW2j8BvS2r+qs/3QlHjwvh5HZ6cHavuDs1b1YyjHG6AFcEuM+Z03Bu2SzEjHfeA1VcfIArwqPd0YYNtZ/h38v+BWs33YgndjyEP5/+Axyyo+8ctaTG9bk3BeX9tHW7oG06JMRsc7590fkowaIYEuDKnC/ERt7+SSzQbW/YCo/iCXD28LU72vD6+VeE2ILURShNnhv09xrrDKfeg9oq/p5hLX0yTNkMgST5FYv1nFMxaCxUEBEREYXQvqoOVLWL29fXRugQbV/TM2IxLy9BiL20rxoeOTx9V1/aV4P+b23SqnFHaXT8XRIRRboFeQlQ9VuTdLhllNV2hi+hKFLhM0TblKBDUqwDzm3iU9z9h2hfkX0VzNrenQvGsmcg9VtEVTQm2GasG3wCKjWc+eJQ4AsDifVqPRamLu6Lt8ZLqPXZMeHb/ilnWhLUGu+HQZEVVB0VnxgPtYqDrXBaxTkDxUuHvqPS+twzwrEUGwfD2rtHlFswuGU3DrUdxJ9P/QGPb38It226AU8d+jk21n2OdufAu5tWZKxCsiE48858d1N44vIuOR8lmPzaP1VsApThF0p951S0O9twvP3owCePwMtnX4DN453nI0HCo8Wj3y5rzFFkGMt85qNkL4Y7vTRMCQ2N79dfTcPXkGzh/ZoZLVioICIiIgoh390UhckmzMmJrKf2LuaB+eI2+OoOO7acbQlw9uhpsTjw0bEGIbZmdibiDBxSSEQUDPFGLaZliAvYbP90abJHQfURsVCRPzsZjs8+FoZoOzTAtn5DtG/5Zoi2ZGuD8cRrwvW26fdAMYg7XC7F4bPQq63bDembXu8rfBZtN08UH6BwbtsqtH/SGtTImiq+f2VZ+No/ybKC0zvFnwEyJsUjPn1wO04ucJ08Duf2r4SY8a57oTKbR5zjcNRb6/Bh5Xv4ydc/wC0br8Hf7P4OXj23Hme6Tl3y2jRDetAWxNUtx6Gr2iLErCWDm48SLE6fOStqayM0zcMvLOTE5GJCbJEQ29awZdj3G0htTw0+qnpfiF2ZfQ2K4iYG9X3GA135BmjazwoxWzTspviGM2cplH474CRFhq5q80WuoAtYqCAiIiIKkYYuO746J/5if/vsLEgh2EYfLAvzE1GcJv4C/+LeaihKaHdVvPp1LVwe73tq1RLumZsd0hyIiMa6hfni4vSeShYqLqXxXCfsFvFJ//xZSbD/5UMhtmuqBKuh9/v/9MSZmBg3GQBgPPICJLe3bZSi0sA2+9Eh5+HKXQFF5W2DJMkuaL8Zzr0wbTG0Km9hf2ex+D1csXTDtX+vECvwaf/UVtOD7haxvVWo1J1oh6XNIcSmLBvGbopn/yQcS/HxMNx+x4hyGwqb24bdTTvxv8f+C+u23oV7t9yO/zn2G+xo/ApWt/WS1+eYcnFL/u3493m/wfqVryPDFJx5Z6aD4pPssiEJ9imh+3sBAE9iEdzxhUJMV7EhwNmDsyxdbP+0rXFrUH9+fe70H+FWvP/ta1VaPDj5kaDdfzzxndHjTp4CZ95lYcpmGDQGOHPEofa6crZ/GgwWKoiIiIhC5N3D9X6tiq6blha+hIZBkiSs89lVcaLRgn1VHSHLocvuwjuH6oXYDdPTkWqO/DkfRETRZLHPnIozzT1osTgCnE2A/06DpOwYGKqPQa6pFuL9h2jfkte7mwIuK4xHnhfOc0y6GXLs0Avxis4MV/ZiIXahT7pJE4O5KQv64q1xEuoKxd2dvu2f0ovioY8Rn6gPx1BtRVFwcru4myIxy4TUwtgAVwzMdfQwXLt3CDHjPeugMsWMOMdAFEXB+a5zeOP8q/j7Pd/HLRuvwT/t/zu8V/k2anqqLnm9UW3C0vTl+P70v8PLq97C+lVv4HvT/xaL0pZCpw7Oz0Cqrhroz3wgxGyzHga0Q9utEgz+7Z9GttC7IkNc6G60NQxqt8pgnOo4gS/rNwmxW/JvR4YxOMWj8URTtxfahv1CzFr6ZEjmowSTs9Dn81u9FfA4w5RN9Ajdvi0iIiKicczplvH+YfEX6+umpcGsj74fxy6fnIrs7RWo7fQ+Sbl+XzUW5A+tLcVwvVVWB6vL2z5DJQHr5ude5AoiIhqO6RmxiNGp0eP0fs3dU9mB66enhzGryOVyeFB7skOI5Zckw/6hOFy3KgU4/U3tIUGX0Nc/33DiDajs4q4Va+kTw87HUbC6d3HsG7rKzYDsAVRqrMhYhd1N3oX6zRNtuK/ce61z+1YoTickXe+uDJVaQt7MJJzZ7R1gXXmoFdMvD+3O0NYqC9pqeoRY8dKMIedgfc5nN0ViEoy33j7i/Hx1ObtwoHUf9jbvxr7mPWh1DK1d5sS4yViQugjzUxZiWuIMYSfMaDAe+pPPfBQjbDMfGNX3DMRZsBqmQ95/T9rmI1BZ6iGbh7f4Xxg7AdmmHNRaa/pi2xq2YHL8lBHlqSgKnjklzvSI0Zhxb1F4/t6ine9uCo85C46JwRkSH0q+cypUzm5o6/bClbssTBlFB+6oICIiIgqBTWea0W5zCbHbo2SIti+NSsJ988RdFXsqO3CysXvU39vu8uD1A+Kcj9WTU5GTEPon/YiIxjqNWoX5eQlCbFcFB4IGUnOsHR6Xd+CvpJKQk6uG86svhfP6D9G+Pvcm6NQ6QHbDVCYOdnbkXw5P8tRh5+P7RLrK3gZN4wEAwOK0ZVBJ6r7Xtk/2COcqFotf+6f8EnFQc0+7Ay1VlmHnNxy+uylM8TrkTE8a0j1chw7CtW+PeJ/7HoBkHPnPEh7Fg2PtR/DC6T/jOzsfxZqN1+HnB3+Cz2o+HlSRIl6XgNVZV+EHs3+Ct6/4C55Z9gIeKX4Cs5NLR71IIdnbYTz+qhCzTbt7yPNRgsWVuQCyLk6I6So3BTj70iRJwvIMn/ZPDVsDnD14+1r24GDr10LsnqL7EeeTO12auu009D4tvmwljwHq6JtBJ8ekw5U2W4jpKtn+6VJYqCAiIiIKgbcOiq2K5ubGoyhl9NoLjLYbpqcjyST+0rB+X02As4PngyMN6PAp+KxbwN0URESjZZFP+6e9lR2QQzyXKFpUHhIXojMmxUH56jPA7e1b71QDX83oLVKooMINebcAAPRn/wJ1t9geaqTDY+W4XLiTioXYhfZP8bp4lCbN6Yu3xUmonyD+u3Z8KS6qJWaZEJtiEGKhHKrd1WxD3akOITZ5STpU6iHupnhWLAipUlJhuPnWYefVbGvCJ9Uf4V8O/BhrNl6Hv9r1ONaffQ4nOo5BhnzRa1WSGjMTZ+PhyY/hD0ufwztX/AX/VPLPuCr7WiTph1aAGSnjkRchub2D1RVJDdvsx0Kag0CthTNvlRAaafun5T6D5Kt6KlHRXT7wyYPgUTx45qS4myLVkIY1BaGd6TFW+M1H0cfDNvXuMGUzcr7FYn35BoDfPy8q+noNEBEREUWZU40WHKnvEmJro3Q3xQUGrRp3zcnG09sr+mKbTjejpqNg1HY3uD0yXt4vFkOWFPoP9yYiouDxLVS021w43WTBlPShzQQY66ydTjSVizsL82cnw/HU+0Js9xQJPcbehfXF6cuQbswAFAWmA+Jipyu9FK6sRSPOy1lwJTRt3j78uoqN6Fn8QwDAsoyV+Lp1X99rmydace/5ftduE9s/SZKE/JJkHN1Y23dO9dE2lF6XB7V29J+DPb2zEei3xqc1qFE4N3VI93B+vQ+ug+LT78b7H4SkNwS4YoB7eBw43HYI+1r2YF/zblRYhrbQnW7MwIKURZiXuhClyXNh1kbAzzEuG4yHnxNCjkk3QY7LCXBBaDgLVsNw1juIXle9DXDZhj0zozh+KlINaWi2e1uYbWvcgoLYwotcFdimui9wvvusEHtw0iPQB2lmyHiistRBf/o9IWab+SCgi94Hu5wFqxGz9z/7jtVdlVB3nIMncWIYs4ps3FFBRERENMreKhNbFaWadVhZlBymbILnttmZMGm9bSNkBX6FhGD67GQTGrrFIa4PLsgbtfcjIiIgO96IvERxUXBXRXuAs8evykOt4iK6Xo00RwU81eKQ5I2l/YZo5/cO0dZWfwVN63HhvGANj3UUXikca9pOQdXVm9Oy9BWQ4H2Prya7hXOVnh6/Fkn5s8WfX1x2D+pPd4w4z0uxW1yoKBN3rBTNT4VWrw5whT9FUfx3U6Slw3DDzZe8rspSiXfK38AP9v1/uHnDNfiHfX+Nt8pfG1SRQq/SY0HqYnxn6vfxworX8Oqqd/A3M/8ByzNWRkaRAoDh5JtQ2cW2btYR7ugJBmf+ZVAk738zkscBXe2Oi1xxcSpJhWXpK4TYcNs/OT0OPHdK/DwVmAtxVc61w85vPDMeehaS7N01raj1sM18KIwZjZw7ZQY8MRlCTFe+IcDZBLBQQURERDSquuwufHaySYjdOisTGnX0/xgWZ9Di1lniQMOPjjagtccZ9PeSFQXr94pFkNlZcSjNiQ/6exERkWhhvrirYk8lCxX9KYrSW6joJ2dGIlyfvC/EapKBk988oJ4Tk4fS5LkA4Lebwp0wAc7Cq4OSmzutBLJBbCF0oX1OsiEF0xNn9sXbYyU0+DxI4dv+KSZBj9QCcTdNRQjaP53d0wTZ7a0EqdQSJi0e2lB3197dcB85JMRMDzzct2Okvx5XD7Y1bMV/H/k17tlyGx786m787sRvsbd5Fxyyw+98XwXmQqwtvBu/nv8/+ODKz/DL+f+J2wrvRJ45P6TDxwdFdsNU9kch5MxbBU/KtDAl5KUYEuHKmC/ERrrQ69v+6WzXadRZawc++SLer3wHTfZGIfZo8behlgZfPKNekqMThmMvCzH71DuhmFICXBElJMmv/dNI25eNddH/GzIRERFRBPvoaCMcbm9/YrVKwq0zMy5yRXS5Z242NCrvL9xOj4LXDwz9l71L2Xq2FeVtViH24ELOpiAiCgXf9k+HartgdXoCnD3+dNRb0dVkE2J5E/VwbNksxPoP0b4571aoJBU0TYf8nhC3lTwOqIK02KlSw1lwhRDS91so8120/XKi+Odwbv8KilN8ACG/RCxmNJzphMMq7sYIJrfTg7N7xAXhvNnJMMb6FxgCGXA3RWYm9Nfe4HfuZzUfY+3mG/GzAz/ER9Xvo9HW4HeOL7MmFiszLsffzfwh3rjsfTy34hU8OfWvMC91AXQR3gZIf+4TqLvEnT/WOd8OUzb+/BZ6KzeOqM//zKTZSNAlCLHtQ9xVYXF145VzLwqxWUklWJS2ZNh5jWeGoy9B5erpO1YkFawlYZyPEkS+n19twz5I9vFT7Fd1lCPh7ZsGf/4o5kJEREQ0rsmKgncOiW2fLp+UghRzZP/COhRpsXpcNy1NiL19qA4WR/AWLBRFwQt7xQGjk1JjsLQwtEMmiYjGq7m58VD3K0q7ZQVfV3eEL6EI47ubwhSvQ+yxrYDL28bE1W+ItkFtwNU51wEAjAd+L1zrMaXBXnxbUPNz+C6U1e6C5Oydp7E8faXw2pZJDij9nvhXenrg9Gn/lDM9EWqN9xzZo6D6qNg2KJgqDrbCaRMLY8VLhvbQh2vndrhPHBNipgcegaTVCrEGWz3+++ivYffYL3o/CRKmJkzHuokP438X/xHvrf4YP5vzC1yXeyNSjWkXvTaiKAqMvvNR0mbDlbU4TAn5813oVfc0QtNydNj3U0tqLElfLsS2NQ6tUPHquZfQ7RJn0jxW/O3I2y0TDdx2mA49K4QcRddDji8ITz5B5sxZCkXjnYEjKTJ0lV+GMaMQkt2I+/wJaNrPDPoSFiqIiIiIRsmeynZUd4i/6Eb7EO2B3D8vF/1/LbM4PHjvcH3Q7r+vqgPHG8RfBh+Yn8tfBomIQiRGp8HsrDghtptzKgD0LtJXHRYLFXmzk+D46H0htqdYQrep9/vW6qyrYdbGQtVRDv35T4TzbLMeBjSDH+w8GK7cFVBU3gV5SXZBW/0VACDDlInJcVP6XmuPldBcJLZbcW4WW5XoDBpkTUkQYpU+8yOCRZYVnN4p7mjInByP+PTBD1NWFAU9vrspcnKhv9p/lsDzp/8EV78++f0l61NwTc71+EnJz/Hu6k/wuyV/woOTH8H0xJlQqzSDzieSaGu2Q+uz6G+d8+2gzEcJFk/iRHji8oXYSNvnLE9fJRwfaz+CVvvgPsNNtka8W/GmEFuRsQrTEmeMKKfxynDqHahszULMVvpEmLIZBRojnDnLhJCuclOYkgkt4+HnoG05dukT+2GhgoiIiGiUvHVQ3E1RlGJCSXZcgLOjV0GyCSsnim0gXjtQC2e/llcj4bubIjvegCuKU4NybyIiGhzf9k+7OacCANB4vgt2i7iLMMfYAk+lOGR5Y4l34ffm/DUAAFPZM5AU7/dKWWuGfcb9Qc9R0cXClS0+IS+2fxJ3VXw5SXzIwrn9KygOcS5DfolYzGit7kF368V3IQxH3Yl2WNrE9y5eOrTdFM5tW+A5c0qImR58BJJGLC6c6zqDjbWfC7FJccV4fMp38edlL+HNyz/AP8z6ES7LWo143diYkeU3HyW+AM7Ca8KUTQCS5DcUfqSFitLkuYjRxAix7YPcVfHimWfhlL3t0FSSGt+aPIYW1kNJ9sDoOx8leyncabPDlNDo8G9f9iXgGbggOlaoumsRs+c3Q79uFHIhIiIiGvfqOu3Yfl5sg7C2JGvM7gJ4YIE4L6LZ4sSnJxoDnD14xxq6sa+qQ4itm58jzMUgIqLR51uoqGq3oa4z+AvT0cZ3J0FitgnaLe8LsbpE4Hhe7/etGYmzUBQ3CZK1GYaT4lPZ9un3QtGPzgK4b/snXcUmQO5tp+RbqNhcZBXbP1n92z9lTIyDPkZc6PdtgTVSiqLg5HZxN0VilgmphbEBrhjgHrIM67N/EmLq/ALoV1/ld+4zJ5+GAu/sA5PGhF/N/y/cOeEeTIgrGnM/w2maj0BXs02I2UqeCN58lCBy5vu0L2s6BFXPpWeHBKJT67A4bakQ2zaIORXl3efxeY24C+qG3JuQa84bdi7jma78c2g6zguxSJqPEizOfHFOkMrZBW393jBlExrmr34CyW279Ik+WKggIiIiGgXvHKpH/zF/MTo1rp2aHrZ8RtuMzDjMyREXV17aVwN5BMMOAeCFPeJwx+QYHa6fPnaGkRMRRYviNDMSjGI//90VozeXIBq4HB7UnugQYnlTzHB8eZEh2t/spjAefh6Sx7tTQFFpYZv9yKjl6vtEr8reBk3jwd6czQXINxf2vdYeK6Florhz0bf9k0qtQu5McVZU1aFWKCP8vt9fS5UFbTU9Qqx4acaQCgbOLZvgOX9WiJkeehSSWlyMP9CyH/taxGLMnRPuRYJeLNCNJcaDfxCOZWMK7FNuD1M2F+fKWgBZJxaodJWbA5w9OMt8BsmXtR1Ep7Pzotf86dTvIcO7C8qgNmLdpIdHlMe4pSh+O3pcKdPhyl0RpoRGj2zOhCt1phDTVYzd9k+6859BX/HFsK5loYKIiIgoyBxuGR8cEWc03DA9HSZd5D2hFkzrfHZVVLbbsPXs8J+uLG+1YovP9ffOzYZewx9hiYhCTSVJWJifIMR2V3aEJZdIUXu8HR6Xd9FSUgHp9XsBp7cA4VYBW2f2Lqwn6pKwIuMywNkD49EXhXvZJ6+BbM4ctVzluDy4k4qF2MXaP22dLLYlce7Y5tf+qWC22PbR0uZAa7UlGOkCAE757KYwJeiQMz0pwNn+FI8H1uf+LMTUE4qgu0x8ullWZDxzUlwwTdIn4/aCu4aYcfRQdVZCf/YjIWab9a2gz0cJGrUOzrxVQkhXPrL2T/NTFkKv0vcdy4oHOxu3BTz/UNtB7G7aIcTuKLwbSfrkAFfQxWjrdkPbVCbEbKVPRtR8lGDya/9UsSFMmYwuyWmBedtPhJhsGPx/I/wtj4iIiCjINp5qRqdd7Fd9++yxN0Tb15KCRExKFfv9vri3ethPV764T5xNEavXYM3s0VvEISKii/Nt/7Svqh1uOXhP0EebijKxmJ4xMR7KZ+8Ksb3FErpiehfers+7CVqVFsbjr0LlEJ/cDsXw2IstlK3webr8iwld/u2f9u4WzknMjkFssriwXVkWnPZPXc021J3sEGKTl6RDpR78IqZj0wa/WSGmhx+DpBKXwrbUb8LprpNC7IFJ34JRM/iB3dHGdMh3PkoMbKMwHyWYnAVigUlX8xUwjNYyFxg1RixIFWe3bAswp0JRFPzJp5iVoEvAHRPuHvb7j3fGg78Xjj2xOXBMvCFM2Yw+36+/ms5yqH3aXo0Fpr3/CbVFfGDPsugfB309CxVEREREQfZWmThEe35eAgqSTWHKJnQkScK6+eKuimMN3ThQc/Ft9ANp6LLjsxNNQmxtaRZidJoAVxAR0WhbmC8WKiwOD47Vd4Upm/CydjrRVC7+2XOSe+A5f06IXRiirZLUuDH3FsDjgvHQM8I5joKr4EmaNKr59r6Pz0JZ2ymounofCiiKnYRMo/ehig6zhNbJYstK55fiE+ySJCG/RHxStvpoGzxuGSN1eqc450prUKNwTmqAs/0pbjesz/vMppg0Gbrl4s4Rl+zCs6fFYb65MXm4LmfsLphKtlYYTrwhxOzT7oViSAhPQoPkzL8CiuRdxpTcduhqdo7onr47ib5u2Quru8fvvG0NW3C845gQu3/iwzD5DOSmwVG3noDep3WXteQxQDV2f853p86ExyR+TdWVj61dFZrmozAeflaIOXOWwzmEAhQLFURERERBdLyhG8cauoXY2pKxv5vigtXFqciK0wuxF/dWBzg7sJf318DT7yldvUaFu0rHz98jEVEkSjXrMTFFXJjbXdEepmzCq+pwK/oPo9Lq1Ug8+LFwTkMCcCy/t1CxJG0ZUo1p0J/5wO9p01ANj3Wnz4FsEFsn6b5p/yRJEpb77KrYNlncHercvg2KQxygnu/T/slp86D+9NAfUOjPbnGhwmdIedGCNGj1g2+h6fjiM8g14s8fA+2m+KjqPdRbxQdMHil+EuoxvGBqPPw8JLf336Oi0sBWMnrzUYJFMSTCnTFPiOkqRtb+aVHaEmgk779rl+zC7iax+OGW3fizTzEry5SNG/JuHtF7j2cm3/kohkTYp47dVmsAAEnlvytoLLV/kj0wb/lHYaeWotbDsvLfhtTOi4UKIiIioiDy3U2RHqvH8qLx07tWo5Jw77wcIbaroh2nmwbfs7rd6sT7R8S+1LfMzECiSReUHImIaPh8d1XsqRx/hQpFUfxaHGVPNsP95edCbFOJqq990i35t/UOj/Vpd+LKnA93prj4OmpUajjzLxdCF5tT8UlBu9j+yWaFc4/Y/ikmUY+UfLMQq/QpMgzV2T1NkN3eKpBKLWHSorRBX6+43bC+IM6m0EyZCt3S5UKsx9WDl86+IMSmJ87EsvSxN8y3j8sK45EXhJBj8q2QzdHxMIjDd6G3ciMwggHuZm0s5qTMF2LbGsT2T59Uf4Sanioh9kjxE9CqtMN+3/FM1V0L/ZkPhJht5oOAduzvPvdt/6St3wfJ3hGeZILMcHQ9tE2HhJh17nfhSZgwpPuwUEFEREQUJB02FzacahZia2ZlQqMam0PhArlpRgYSjOIvb+v3DX5XxesHauHo1zZCrZJwn0/xg4iIwmOxz5yKYw3d6LK7Apw9NnU02NDZJPbGz7SfAhziEO0t3wzRzovJR2nyXOgqN0PTdkq4zloamt0UF/i2f9LW7oLk7H2YYGrCdCTrU/pe6zRLaC8WF7B92z8BQH5JinBcf7oTDqvb77zBcDs9OLtHbPuUPzsZxtjBP6zg+OQvkOvFB0dM33ocks9Tva+ffxmdzg4h9njxd/zOG0uMx1+DytEhxKwloz8fJVicBVcKx2pLPdQtx0d0T98C3Z7mXXB4ev9btrmtePGM2MqmOH4KVmRcNqL3HM+Mh/4MSfZ+fVA0BthmPhTGjELHmbMcitq781xSPNBVbQlfQkGi6mlAzO5fCTF3QtGwdguyUEFEREQUJB8dbRAW2DUqCTfPzAhjRuFh0Kpxp0+bpg2nmlHbeemBhxaHG2/67Eq5ZmoaMuIMAa4gIqJQKsmJh17jXUqQFWBvZUf4EgoD3x0DpngdYja/JsT2T5LQae5d8L4pfw0kSYLxoDiM15042a8VyGhz5a2E0u9JcEl2Qlv9FQBAJamwzGfRdvtkcd6EY4d/+6fc6YlQabyL+7JHQfXRtmHlV36wBU6bR4hNXjL4n6UUpxPW9c8JMc2MmdAuFIcmt9ib8Xb560JsafpyzEiaNcSMo4jHBWOZ73yU1fAkF4cpoaHzJE6CJy5fiOlH2D5nSdoyqPotj9o9Nuxv2QsAeLP8dbQ7xc/yY1O+A5XE5dThkOztMB57RYjZp94FxZgU4IoxRmuEM2epEBpp+7JIELPtn6FyibvnLaueAtT6AFcExv+yiIiIiIJAVhS8c0jsOX3F5BQkx4zPdkVrS7Jg1IoLWa/sr73kde8drofF4V2gkAA84DOgm4iIwkevUaE0J16I7R5H7Z9kj4Kqw+LCZU62DPncWSF2YYi2QW3EVdnXQtPwNXR1e4RzrKVPACFe8FR0sXBlLRJi/ds/rfCZU/FRfhOU/nMdbDY49+wSztEZNcgqThBilYfE1liDIcsKTu8Qd1NkTo5HfLpx0Pewf/wh5EaxfeRAuynWn3kODtm7A0YFFR4pfnLIOUcT/dmPoLaIP4vZSqPszyxJ/u2fRrjQm6hPwsyk2ULsq/otaLW14o1zrwrxBamLUZo8d0TvN54Zj74EyW3tO1Ykde8Q7XHEd1eQrupLQB7eDrRIoKvYBMO5vwgx+5S1cGUvGdb9WKggIiIiCoJd5e2o7RSfMBxPQ7R9xRu1uHVWphD78GgD2qzOgNc43DJe+Vr8BXrlxGQUJo/9nrVERNHEt/3T7op2KCPoEx9Nms53wW4RW12lV2wRz4kHjhT2LoxfmXU1zFozTAfE3RSemAw4Jt8ymqkG5DfQtXITIPc+JDArcTbitN5CVKdZQkdxtnC+Y/Mmv3v6DtVurbLA0mb3O+9iao+3o6fdIcSKlw1hN4XDAdv654WYZnYptHPFGQRVlgp8UiMurF2Tez3yzQVDyjeqDDQfJWMuXJkLwpTQ8Pku9GqbyiD1NI3onr6D5Hc2bsfvyn4Hm8e7qC5BwqNjvJg1qtw2GA+LbbQcE2+AHJcXpoTCw5kvfv1VOTqhrd8XpmxGyGWD+asfCyFZnwDLkp8M+5YsVBAREREFge8Q7UmpMZiVFRembCLD3XOyoe43n8PhlvHGwbqA5398rAGtPWIh48GF4+uXFyKiaOA7ULux24HKtku39xsLKnzaPiVmGKD98n0htmm2d4j2zfm3Qd1+FrryL4RzbLMfBdTh2XXp8FnoVdlaoWkqAwCoVRosTReHTu+cIl7v3Onf/iljUjx0Jo0QG8quCkVRcGqHuBMiMcuE1ILYQd/D/uF7kFvEWWExA+ym+NOpP0BWvLs39So9Hpz0yKDfJxppq7ZA03pCiFlLnwSicB6HK2shZK04wF1f6V88GwrfAeoWdzfeOv2WELsy+xoUxU0c0fuMZ4aTb0NlE78mRN2OniCQY7PgSpkuxKK1/VPM/v+GulucQ9iz5McjauXFQgURERHRCNV02LCzXGwDsbYka0wPYxyMjDgDrpmaJsTeLquD1enxO9ctK1i/r0aIzc9LwPSMwS9QEBFRaExINiHNLC6y7xoH7Z9cDg9qT3QIsSxtPWDzFmk8ErBlVu/3/5mJszEhrgjGg3+ABO+OE1kXB/v0e0OS80Dk+Hy4EycLsf4LZb5Pl3+QWw/4tn/aLbZ/UmtUyJspLk5VlrUOeqdNS6UFbTU9Qqx4Wcagf5ZS7HZYX35BiGnnzoe2dI4QO9p2GDsavxJitxfeiRRD6qDeJ1qZfOejJBTBWXhVmLIZIbUOrjxxlspIF3rTjOmYEj8t4OtalQ4PTX50RO8xrskemA7+QQg5c1fAnTojTAmFl7NgtXAcjYUKdetJv5k3zqyFsE+9c0T3ZaGCiIiIaITeOVSP/r+Gm/VqvwX68Wrd/BzhuMvuxvtH6v3O23Sq2a911oMLOJuCiCgSSZLkt6tiT8XYL1TUHm+Hx+UdLi2pgJR97wjnfD1JQnts7+L6Lfm3QdXTAMOpd4Vz7DPWQdGJT4SHmrNQXCjrP5B4TvI8xGhi+o47YoCOKeL3ZMdm/4U13/ZPljaHX/EhEN/dFKYEHXKmDf6pXNt7b0NpEx8aMX3rceFYURT88dTvhFicNh53Trhv0O8TjTSNB6GrFQtLtjDMRwkm311BuuqvAPfQWo358p3P0t8t+bch3Tj4NmQk0p3/FOquSiFmLf12mLIJP99ChabjHNQd58OUzTAoMmK3/ABSv9kaikoLy8pfjniXlubSpxARERFRIHaXBx8dFX+5vnF6BoxadZgyiiwTkmOwoigZX53zbvV+ZX8N1pZkQafp/QVZURS8uE/cNjwtIxbz8xJCmSoREQ3BooJEfHTMO/j46+oOON1y39f2sci3lVF6phrqzQeF2IUh2kn6ZCzLWAnj7l9Dkr1tDRW1HtZZD49+spfgyF8tzM3QtJ6EqqsGclwOdGodFqUtxaY6b7uq3VNUuOa493rnzm1Q7HZIBkNfLCknBuZkPSyt3jkTFWWtSM69eFGmq9mGupMdQmzyknSo1IPcTWG1wvbKeiGmXbgY2pmzhNiOxq9wrP2IELt/4oMwa8NbNBptvk+ye0zpsBevCVM2weHMvwwKpL6dSpLbBl3tTjjzLx/2PZdlrMQzp572i5s1sbi36IFh3zdqyR5IbisklxVwWSG5bZBcPZBc1r645LJ5/7nvXP+YurNCuLUrdSZcOUvD8+eKAO602ZCNqVDZvK3qdBWbYCuZEMasBs9w/DVoG/YLMWvpk/AkTRrxvVmoICIiIhqBL041o9PuFmK3j+Mh2gNZNz9HKFQ0WZz47EQTbprZ+2TajvNtONMsPnH54ILccd86i4goki3IT4QE9O0otLtllNV2YoHPTouxwtrlROP5LiGW0VYmHDfHAYe+GaJ9fe5N0LlsMBx7WTjHXnw7lJjw77p0Z8yFbEiEyu7dCaOr3Aj7zAcBAMvTVwqFindza3GNSgXI3+wosdvh3L0T+lXehWFJkpA/OxnHNnvnUVUfaUXJtblQX6SAdXpno3CsNahROGfwrZhs77wJpbNDiJkefkw49shu/PmUuGCfaczCjXm3Dvp9opG64zx05z4RYrbZ3wLU+jBlFByKMRnujLnCYqmuYtOIChU5MbmYEFuE893nhPg9RfcjThehc+cUBZKzu7eA4Lb1Kyr0LxTYxOJCX5Gh/7k2IS65bZA8jku//zDZonQ+StBIKjgKLofxxBt9IV3FBthKIr+9mGRtRsyufxdinrh8WOf9VVDuz0IFERER0TApioK3fYZoL8pPRF6iMUwZRabZ2fEoyY5DWa13geelfTW4YUY6AOD5veJuisIkE1ZOFNtHEBFRZEkwajE1IxbHG7r7Ynsq28dsoaLqcCv693nU6FVI2PqqcM7m2SooKgkqSY0b8m6B4djLUDm9fz8KJNhKxXZEYaNSw5l/OQynvK2r9BUb+goV81MXQa/SwyH3LlZ2mGR0Ts1H/LHyvvMdX24UChUA/AoVTpsHDWc6kT114M+F3eLyG1BetCANWv3gdqbKPRbYXhOLQbqly6GdJg6r/bTmL6jqEVvPPFz8GHRhGmgeKsayZ3zmo8TCPn1stLpyFKz2KVRsAFb8YkQL4MvSVwqFilRDGm4tWDuiPEeLprEMcV98x6+lUqTzxOXDUXRduNMIO2fBlUKhQlu/F5KjE4o+PoxZXZp5x8+hcnQKse6V/w5ogvP779jdk0lEREQ0yo41dONEo0WIcTfFwB7wmTdR3mbFtnNt2FvehkO14hOq6xbkQDWen7IiIooSiwrExeddY3hORWWZ2PYpK7YbKqv3+5csAV9+M0R7WfpypGrjYDz0rHCNs+haeBIip7WHM1/sk66t2QXJ2ftzjVFjxPzURcLre6eJz7o6d26HYhfnApiTDEjJE1sp+f7d9XdmdyNkt3chXaWWMGnR4Hec2N96A0q3+HOE724Km9uGF888J8QmxRXjskzxzz/WSD1NMJx8S4jZp98HRR+huwOGyLfPv9pSB3XriRHd89aC25Go652NopE0+JsZfw99BO4+kZwWxH36SNQVKRSVFt2rfgmo+Ny8M2c5lH6fLUl2Q1e1NYwZXZq2ehsMp98TYvZJN/sNtx8JfjKIiIiIhuktn90UmXF6LJsw+MGP48nSwiQUpZhwrsXaF3txbzWSYsVf/jJi9bhmSvhbYhAR0aUtyk/Ec7ur+o7PNPegpceJlJix9ZR6R70VnY02IZZ2+gvh+ECRhLa43kLFzfm3wXDqXaitYkujSBse68xbCUWl6RuIKslOaGu2wTnhWgC9w4W3N3oXzt7JrsaVvu2fdu2A/rIrhPvmlySjpcr7IEfdqQ44bW7oTeISlNvpwbm9TeK1s5NhjB3c50fu7oLtjVeEmG7lZdBMLhZi71S8gVaHuGvjsSnfhiqKh0kPhvHI80L7HkWl6237NEZ4korhic2Futu7M1dfsRHWlGnDvme8LgEvrHwV+1v2Ym7eLMS706Aol74u1Ex7fgN1T8OlTwwiBRIUrQmKNgbQGL/5ZxMUzYX/9495z4uBoo2BK2MOFMPY3HU3ZLoYuLIXQ1e1xRuq2AjHpJvCl9PFuO0wb/0nISTr4mBZ+rOgvg0LFURERETD0GF1YcOpZiG2ZlYm1CruBBiIJElYNz8XP/v0VF/scF2X33n3zcuBRj22Fw6IiMaKmZmxiNGp0eP09MX2VrbjumnpYcwq+CoOiYvcxhgJsVs2CbFN3wzRzjcXoCSxBMbP/lZ43Zm9GO70klHNc6gUfRxcWYugq9neF9OVb+wrVCxKWwKNpIFb6S1ktBnd6J5eiNgj3tY4ji83+hUqcmck4eDHVZA9vSu8skdB9dE2TFwgPohQfqAFTptHiE1emjHo/G1vvAbF0m9nqyTB9JDY473D0Y7Xz4utoealLMDclPmDfp9oJDktMB4VB4zbi9dAjhn832/EkyQ4ClbDdOT5vpCuYgOs8743otvGauNwedZqpCTEoqWl+9IXhJim6TCM/f7M/SmSul+hwAhcKCL0LyT0jwlFhQsxY7/igzcGtWF8z5UYBY6CK8VCReVmQHZH5I4T09f/B01nuRDrWfzDoM9cirw/OREREVEU+OBoA1we7yNWWrWEm2eOoV/+RsFVxan4/fYKNHQPPJwv0ajl3yERURTRqFWYn5eALWe9rX12V4ytQoUsK6g63CbEsjwVQt//1ljgYFHvAt5NeWugr9gATYc4kDfSdlNc4CxYLRQq9JWbYFFkQFLBrI3FnJR52Nu8u+/1/dP0uOxIv+t3bodis0EyevuT64waZBYnoPa4txVY5aFWoVAhy4rfEO3MyfGITxtcn3O5swP2t14XYrrLVkNTNFGIvXzuBVjd3t2cEiQ8NiUy/10Ek+H4q0If+d75KE+EMaPR4fQpVGgayyBZm6GYBj+MParIHpi3/ACSIveFFLUe7bd/BE9iEaDSsZgQRZz5VwD4Ud+xytEBbcPXcGUtDF9SA1C3n4XpwNNCzJU+B/bp9wb9vfi4GhEREdEQeWQF7xwS2z5dWZyKRNPYanURbBq1CvfOywn4+l1zsmHQDm54JhERRYaFPsOz91S2Q47EXinD1HS+C/ZulxBL3Sf2/d88S4KskmBUm3BV1jV+Czru5Klw5a0a7VSHxeHT519la4GmsazveHnGKuH1t7MqAVW/79UOB5y7d/jdt2B2snDcUmmBpc37oELt8Xb0tIsPLhQvG8JuitdegWLt6Ze4CqaHHhHOqbPW4sNKsZ/6FVlXYWLc5EG/T1TyOGEse0YIOQuvgidxYoALopcrexFkbUzfsQSl96n0Mcp45AVomw8LMeu878OTMg1Q61mkiDJyXA7cyVOFmK5iY5iyCUBReotjstMbktS9s0ZGoX0eCxVEREREQ7SjvA31XeIv12s5RHtQbp6ZgXiD/6beGJ2af4dERFHId6B2m9WFM009Ac6OPr6DoONjXDC1ettfyAA2z+5dWrky+2oktByDtvGAcI219MmIXUCU4wvgTpwkxPovlC1NWw5Vv6WjZoMDPTOKhPMdm/0X1jImx0NnFB8+qDzU+3epKApO7RD76ydmm5BaEDu4nNvbYHvnDSGmX301NAWFQuzZU3/sa1sFAFqVFg9PFgdtj0X6Mx/4zS+wzhmju0jUer9BvvqKDWFKZnSpLHUw7fmNEHMnToJ1DO6UGU8cBVcKx5FWqNCfehu6ut1CzFbyaG9xbBSwUEFEREQ0RL5DtKekmTE9Y3C/XI93Rq0ad5T6FyRum52J2AEKGEREFNlyEozISTAIsd2V7QHOji4uhwc1x8U/S0bjXuG4rEhCa7x3iLbx4O+F1z3mbDgm3ji6iY6Qs0CcMdF/oTdBn4hZSSXC619P14vX79oBxSYOG1drVMidmSTEKspaoCgKWiotaKsRi1nFSzMgDbKYY3v1JcBu7/dmapgeFIdEn+o4gS/rxQW/W/JvQ4Ypc1DvEbUUGaYD4mfQmbkQ7oy5YUpo9DnyxV1BuqqvAM/AbUajmXnbz6ByWYSYZdVTgJo7uqOZ79dfTfsZqDorwpOMD8neDvOOfxVintgc9Mz/2wBXjBwLFURERERDUNVuw+4KcdFibUnWoH+5JuCOkmwYtd4fQ/UaFe6ekx3GjIiIaCQW+bR/2l3RFuDM6FJ7oh0el7cXvCQBqYc+FM65MER7dlIpJjqd0Ps8DWsreQxQa0c/2RFw+jzRq2k9AVV3bd/xsgzxifW3s6oAtU/7p13b4St/dopwbGl1oKmiGye3i0/7xyTokDNNLGoEIre0wPbu20JMf/V1UOfm9R0rioJnTontt2I0ZtxT9MCg3iOa6So3Q9N+WojZ5jwZpmxCw5l/ORR4fw6X3FZoa3eFMaPg01VshP78p0LMNvVOuLIWhSkjChZ3eilko9gqz/f7SLjE7PwFVHbx+7llxS8ArWnU3pOFCiIiIqIh8J1NEWfQ4KopY3Rg3yhJMGnxr9dNRZpZh7RYPf7l2mKkmPWXvpCIiCKSb/unstou2FyeMGUTPL5tn1I0rdD1e6K5zQwcKLqwm2INTGV/FM6X9QmwTbt79BMdIVfGXMj6BCHWv/3I8nSxUNGg64F1ptguyrF5k999k3NjYE4Sv7/v/eg86k52CLFJSzKgUg/ugQ/rKy8Czn5Py6vVMD3wsHDO/pY9ONj6tRC7u+g+xOviB/Ue0cxvPkriZDjzLw9TNqGhmFLgzpgjxMZU+yeXFeatPxJCsiEJPUt+HKaEKKgk1TdDtb0iof2Ttm43jCfEFnuOCdfC6TPXKNhYqCAiIiIaJLvLg4+ONgqxG6dncAD0MKycmIyPH1+IPf90BVYXs9BDRBTN5uYmQK3yLjS7ZQVfV3eEL6EgsHU50XS+S4ilnfxcOP5ylgSPWkKyPgUrTJOgPy0ObrbNfHBUnzwNGpUGzvzLhFD/hd5UYxqmJkwXXi+bLv65nLt2QLFahZgkScj3GapddVx8OldnVKNwjrjzIhBPUyPsH7wrxAzX3wR1lndXpqzIeOak2PooxZCK2wruHNR7RDNN/X5o68XWZNY5T47KwNtI4/Rt/1SxCVCUMGUTXDH7/gtqS60Qsyz9CRRDYoArKNo4fBb/tXW7ITm7w5QNAI8T5i0/FEKyNgaW5f8y6m899r9aEREREQXJZyea0O3wDmWUANxeMsZ7HY8iSZLYMouIaAww6zWYlRUnxHzbJEabysOtwjqnRi0jpda7CNx/iPb1uTch9sgLkGTvzwiKxgDbrIdCle6I+bZ/0tbsBJzeORLLM1YJr7+dVSm2f3I64Ny1w+++eT6FCl9F89Og1Q/ugQ/bSy8ALpc3oNHAuE78O95Y9znOdZ8RYg9NehR69djfuWnym4+SCcekm8OUTWg5CsWFXnV3DdRtJ8OUTfCoW47DWPYnIebMXgxH8e1hyohGgyt3BRSVd9aIJLuhrdoatnxMB/8ATbv4ddS68B8gm/3nDAYbCxVEREREg6Aoit8Q7cWFichJMIYpIyIiosjhP6ciygsVPm2f0qxnoJa9i+SHCyU0J0hQS2rcmH4ZDMdfEc63T70TivHii/SRxJm3CopK03csyU7oarb1Hfu2f6rRdMI+q1iIOb70b1cSm2xAcm7MgO+pUkuYuChtUPl5Guph/8sHQsxw4y1Qp2d4/wweB5479YxwToG5EFflXDuo94hm6vaz0JV/IcRssx8dN4OWPUlT4InNEWL68vC3zxkRRUbslh9AUrxt9BSVDpaVT/UOzKExQ9GZ4cpeLMTCNadC1VkB0/7fCjFX6qzeHYKheP+QvAsRERFRlDtc14XTzT1CbG3J6D9VQkREFA1851RUtttQ32UPUzYj09FgRWejTYilnxAH2V4Yor0sfSVyz3wClcv7M4IiqWCd/djoJxpEij4OrsyFQkzXr/1TdkwOimLFuRSHZ8QKx85dO/3aPwFAfsnArZ3yS5JhjB3cQrr1xecAt3fHCnQ6GO9/UDjn/cp30GQXW3Q+WvxtqKWx36LTePAPkODdAiTr42Gfdk8YMwoxSYKzwKfPf2V0FyoMx16BtvGAELPO+TY8iRPDlBGNJt/2T7rKzYAc4llPioLYrT+C5PHOAVIkFSyrfgmoQvN1lIUKIiIiokF4+1C9cJwVb8DigqQwZUNERBRZitPMiDdohFi07qqoOSbmbVDZkdBxtu+4IwbYP+mbIdo518N4+FnhfMfEGyHH549+okHmOyRVX7EZUOS+4+UZ4q6KdwZq/7Rzu999c2ckDTgsu3hJhl9sIJ7aGjg+/YsQM9y8BupU726MblcXXjn3onDOrKQSLEpbMqj3iGaqngYYTomzO2wz1kHRmcOUUXg4fNqXaRoOQLK2hCmbkZF6mhCz6ykh5o4vhHXud8OUEY0236+/KnsbND6FqtGmP/shdNViyynbzAfhTpsVshxYqCAiIiK6hDarE5tONwux22dnCoNDiYiIxjO1SsLCMdL+yWlzC8fpdbuFp9UvDNEuMBdiYeNZqGziYqit9MmQ5Blsvk/0qmzN0DQd6jv2LVSUq1rgnD1NvMcA7Z/0Jg0yJ8cLsczieMSlDa59pvWFZwFPvyeL9XqY7l0nnPPauZfQ7RKHzz4+5TvjYhaW8dCzkGRn37Gi1sM26+EwZhQerqxFUDTeIe8SFOiqvgxjRsNn3vEvUDm7hJhl5VOAxhCmjGi0yXG5cCeJ7fRC2f5JcnTCvO2fhZgnJh3WhX8fshwAFiqIiIiILum9w/VwebwLFHqNCjfOGNxTgEREROPFQp/2T/uqOuCWlQBnR66i+WlQa3uXS0wGD/LOfiy8fmGI9s15t8J06I/Ca87cFXCnzghNokEmJxTC7dNWRtdvoazAPAE5MXnC60dmikPUnbt3QraKrTIBYPpl2VBpeosGGr0Ks67M8TtnIO6qSji+ENtuGW9dC1Wyt51Uk60R71S8JZyzIuMyTE2YPqj3iGaSowuGYy8LMfuUtVBMqWHKKIw0BjjzVgghfb/2ZdFCW7UVhjPiPBb75DVw5S4LU0YUKk6fXUG6EBYqYnb9Eiqb+GCeZfm/QtHFBrhidLBQQURERDQAl0fGFyeb8OSbh/CHHZXCa1cWpyLBqA1TZkRERJHJd6B2t8ON4w3dAc6OXPHpRtz4D7Nx2bemYHHDS9C6vXMXDhdIaEyUYNKYcL1TgqazQrjWGqW7KS5w5ot9/vXl3oVeSZL8hmq/m1Xl0/7JCdcA7Z8SMk247vszsfqhabjmuzMQn27yO2cgthf+DMje9lMwGmG8537hnBfO/BmufjsKVJIa35r8+KDuH+0Mx16Gyun9b0yBBFtJdM1HCSbf9k/aqq1Av377Ec9tQ+zWfxJCsj4elqU/DVNCFEq+u9o0baeg6qoa9ffVNHztV/B0FKyGc8K1o/7efrmE/B2JiIiIIlhNhw3vHW7AX441oM3qGvAcDtEmIiLylxarR1GKCedavAv7eyraMSsr7iJXRSadQYNEVRs6yvYJ8QtDtK/MugYph54TXnOlzoQrJ7qfenYWXglTmXeXiKb1OFTddZBje3/2WZGxCq+df6nv9TOoh6t0JrT7y/pijs0boV99td+9YxL1yJ+UgpaWbiiD2GjjLj8Hx8YvhJjxtjuhSvQWxMq7z+GLGnHHxQ25NyHXLO78iDiKDMllBVxWSG4rJJcVktvW+/9+sR6fc219r2uajwi3dRZdC0/ChDD9ocLPmX85FEh9rdpUrh5o6/bAlbviEldGBtP+/wd1l/iAVM+SH0ExDTyQnsYWd3opZEMSVPa2vpiuYiPso9nKzeNC7JYfCO0NFY0RluW/AMLQOo+FCiIiIhr33B4ZX51vw7uH6rCnsuOi5y7IS8C0jNBugSUiIooWC/MThULFrop2PLok+gZLA4Djo/eF404TsHdy78LNbYZCaJv+R3jdVvpkWBZ2gsmVMQ+yPh4qR2dfTFe5EfYZvTMhJsdPQZohHU32xr7Xj8+Mx+z93ns49+yC3GOBKmZkw5ytz/8Z/SsakikGxrvvFc7508nfQ4Z3x4VBbcS6Sd8a0fv2kT2Q3LbeAoGrx1tIuFBEGKBwILl6gP7HfXGfmNsenBx9WEu/PSr3jRaKKRXu9BJoGw/2xXTlG6KiUKFuOw3TwT8IMVfmfNin3hWmjCjkVGo48y+H4dTbfSF9xaZRLVQYDz8LTesJIdYz/28hxw2uPV+wsVBBRERE41Z9lx3vH67HB0cb0drjvOi58QYNbp6ZgYcWRvgTekRERGG0uCARr35d23d8rKEL3XY3Yg3RtfygOJ2wf/oXIbZlZu8Q7ZKkOZh+4l3hNU9cPhxF14UyxdGh0sCZdxkMZ97vC+nKN/QVKiRJwvKMVXin4o2+19/PqcVsjQZwfzOE3OmEc+d2GK68ZthpuM+ehvPLTULMcMfdUMV5h3Ifaj2I3c07hXPuKLwbSfqkYb8v0NsuyPzVj/zaekU6Z/ZiuNNLwp1G2DkLrhQKFfqKjehZ/vPILiIqcu9T7bJ3N7ei0qB75S8BiV37xxNHwWqhUKGt3QXJaYGiG1nhdyCqrhrE7P1PIeZOngLb7EeC/l6DxU87ERERjStuWcHWs63463eP4uY/7cVze6ovWqQozYnHv143BR8/vgh/tWICzProWmghIiIKpZLseOg13qUGWQH2VbWHMaPhcW7bCqWzU4hdGKJ9a9IC6Kq2Cq9ZSx4DVGPjZwRnoc9A19qdgMu7S2Z5hjin4pi7Ap7SWeI9No9sCKz1uT8Jx5I5FsY77u47VhQFfzz5O+GcRF0i7phwN0ZC1V2HuM8ei7oihaIxwbLsX8KdRkTw7fOv7q6Guu10mLIZHMOJN6Ct3yvEbCWPw5NcHKaMKFxceSuhqLyzECXZCW311otcMUyKAvO2H/fuGrsQgoTuVb8C1OGbxTg2vosSERERXUJjtwMfHmnA+0fq0WS5+O6JWL0G109Px62zMjAhOSZEGRIREUU/g1aN0ux47K70Fid2VbTj8smpYcxq6OwfviccH82TUJ8sIVmfgqvK9wivycZk2KfeEcr0RpUzbxUUSQ1J8QAAJI8DuuptcE7onTsxPXEmEnVJaHd6+6ifnJWE6f3GeTj37h52+yf3qRNwbhMX5ox33QNVrLf15taGL3Gy87hwzrpJD8OkGdnPbeZtP4HK1TOiewyHAgnQGKFoTb3/u/DPGhMUbQwUbf9jE6Ax9cVkXRxc2UugGEe2k2Ss8CRPhcecBbWlri+mq9gAW4Qu+ku2VsTs/Dch5onLQ8+8vw5PQhRWii4WrqxF0NVs64vpKzbBWXR9UN9Hd/5T6CvEgrJ9+n1wZ8wN6vsMFQsVREREg9Ta40RluxUzM+OgVXNTYjTwyAp2V7bjvUP12Ha+FfIlBjfOzIzDbbMzccXkFBi06tAkSURENMYsLEgUChV7KtuhKAqkSG690o+nugquA/uF2IUh2jelX4aYr/5HeM028yFAYwxVeqNO0cfDlbUAutpdfTFdxYa+QoVaUmNZ+gp8VP1+3+sfZNdhum/7px3bYbhq6O2fep59RjiW4uJgWOvt0++W3Xj2lNjLP9uUg+tzbx7ye/WnO/859OWfB3xdgdSvSPBNoeDCP/crHCjamH4Fhf7FB58ihDamLw6NIbJbE0UTSYKz4EoYj77YF9JXboJt7nfDmFRg5h3/CpWjQ4h1r/g3QDt2vqbQ0DgLVguFCl3lJkD2AKrg/H4qOS0wb/upEJONqehZ/IOg3H8kWKggIiIahP1VHfird47ALSsoSjHh2btLEKPjt9FI1WJx4MOjjXj/SD3quxwXPTdGp8Z109KxZlYmJqZy9wQREdFILSpIxG/7PRBf3+VAZbsNBUmm8CU1BI6NXwjHXUZgb7EEtaTG7S31fTsNgN6WO7aZD4Q6xVHnLLhSLFRUbgYUua9f/vKMVUKhosx1GsrcEkh7vAUe55cbh1yocB07AteuHULMeM/9UJm8P6N9XP0Baq01wjnfKn4CmpG03nL2wLztJ0JINiaj45a3IRuTWEyIMs6CK4RChabha0i2tojbdaKt2SHMIwAA+8Qb4cq/LEwZUSRwFKyGefvP+o5VtlZomsqCttvBtOc3UPc0CDHLsp9B0ccHuCJ0+DgoERHRJXhkBU9tPAP3N4/jn2ux4s2DdZe4ikJNVhTsqWjHP354HDf8aS9+v6PiokWKaRmx+PFVk/DpE4vwD1dMZJGCiIgoSIqSTUg164TYnoromVMht7cJx1tnSnBpJCxPXYLcU+IQbdv0e6AYEkOZXkg4ffv8W5ugaTrcd1ySPAdmTaxwzunZKeI99uyCbLEM6X2tvrspEhJhXONtq2V192D9meeEc6bET8PKjJEt7Mbs/U+hVRAAWJb+BJ6kSVCMyb1Pt7NIETWc2Ut6i0vfkBS5t9gWSTwOmLf+UAjJulj0LPvn8ORDEUOOz4c7cbIQ01WMbO7PBZqmwzAeeV6IOXNXwDFpZDvSgoWFCiIiokvYcrYFVe02IfZ2WR3cHjlMGVF/7VYn1u+txm3P7cN33zmCzWda4AnQ48mkVePWWRl46b5SvHhvKW6emQkjWzwREREFlSRJWJgvLt73bwUV6Qw33QJZ2/t0flM88MGi3qWTOx0qSG5733mKSgPb7EfDkuNo8yRMgDthghDTVWzo+2eNSoMl6cuE1z/KaQQ0/XY1uFxw7tiGwXIdLoNrnzj/w3TvOkhGbwucN8+/hnan+Fl6fMp3RtRWTNN8FMbDzwoxZ/ZSOCbfNux7UphpDHDmLhdCwVroDRbT17+DpuO8EOtZ9APIMelhyogiibNQLBbr+339HTbZA/OWH0BSvOsYilrf22osQgqxLFQQERFdhKIoeHFvtV+8yeLElrOtYciIgN5/L19Xd+BHfzmB6/64B/+7rRw1HfaA509OjcEPV0/EJ08sxD9dORlT0mMDnktEREQjt7hALFTsr+qA0x0dD3loJk7GMz9dgH+9S4W//5YaXTESCs0FWHzyL8J5jkk3Q47NDlOWo89ZcKVwrKvYJBwvz1glHO+3HQPmia1JnF8OfnHY+uwfhWMpKRmGW73FgjZHK94sf004Z1HqEsxOLh30e/iRPTBv+UexnZdKB8uqpyJm4Y6Gx3dXkK5qC+BxhicZH+qO8zB9/X9CzJVWAvv0+8KUEUUaR774+dW0noSqqybA2YNjPPICtM2HhZh13vchJxSO6L7BxObaREREF7GvqgMnGgfesv7mwVqsLk4NcUbjW6fNhY+PN+LdQ/Wo9Nnl4kuvUeHqKalYMysT0zJio2aAJxER0ViwIC8REoALexztbhmH67owLy8hjFkNToOtHlus+yEXep/tvF2TDbX9K+E8a+kToU4tpJwFq2Eq8xYPtC1HobLUQTZnAQDmpSyAQW2E3dP7M5kMGWdL0jBxd7977N0N2WKBymy++Hsd2A/Xga+FmOn+ByHpDX3H68881/deAKCCCo9OeXLYfz4AMBx7CdqmQ0LMOu+v4PHZTULRx5F/Bfo/mqRyWaCt2wOXz06LkFMUmLf8EJLsLZookhrdq34VtGHJFP3cGXMh6xOEQeu6yo2wz3xwWPdTWeph2vMb8T0SJ0Xc9zHuqCAiIrqI9fv8d1NccLC2C6eahtZ3l4ZOURSU1XTip5+cxHV/3I3/3nL+okWKohQT/v7yInz6+CL85OpiTM+MY5GCiIgoxBJMWkxJFxend0XJnIqNtZ9Dhnf3h0ltwi3ntgvnOPIvhyd5aqhTCylX5nzIPsNV+++q0Kv1WJS2RHj9k5wmQKvtdxMXnNvFAo8vRVH8dlOo0tJguPGWvuNqSxX+Uv2hcM5VOdeiMLZoMH+UAal6GhCz+1dCzJ1QBOucbw/7nhQ5lJg0uNJmC7FIaP+kP/0OdLXiwHjb7EfgSZ0epowoIqnUcOZfLoT0I/j8mrf/DCqXuHZhWfUUoNYFuCI8WKggIiIK4ERjN/ZUdggx3+XuNw/Whiyf8abb7sYbB2px14tf49E3DuHTE01wegaePaFTS7huWhr+fNdsvLZuLu4ozUasgRtHiYiIwmmRT/unPVEyp6LV3iIcX2uegrgu8eEVW+nInuSPCioNnHmrhJDOp0/68vSVwvEuaxlU8+YJMccl2j+59u2B+7C4q8F4/0OQ9Pq+42dP/wFyv/ZMOpUOD00a2XyQmG3/DJWzW4hZVv47oNYHuIKijW/7Mn3FRkAZ+PeJUJDs7TDv+Fch5jFnoWf+34YpI4pkvp9fbc1OwNkz5PvoKjZBf+4TIWabcidcWYtGlN9oYKGCiIgogPV7xR6QSSYt1i3IFWKfnWhCh9UVyrTGNEVRcLS+Cz//7BSu/eNu/MeX53C+1Rrw/IIkI/5m1QR88vgi/Mu1UzA7O567J4iIiCKEb6HiVJMFrT2R0SP+Yq7LvRFaVe+ugDRDOp6oOSm87kovjcgFntHgN6eiZgfg8v5stjBtMbQq7xO5HsWD86WZwjWuvbshd4sFgQt6d1M8I8RUGZkwXH9T3/Hx9qP4qmGLcM6agjuQakwb0p+lP13lZhjOiTNH7FPWwpWzdNj3pMjj8Pn8qrsqoW4/E6ZsgJhd/w6VTZxzaFnxC0AXE6aMKJI581ZCUXkfvpNkJ3Q1F9+h5sdlhfmrHwkh2ZCIniU/CnBBeLFQQURENIDqdhs2n2kWYnfNycZdc7KhUXkXwp0eBe8fqQ91emOOxeHG22V1uPelA3jo1TJ8dKwRjgADN7VqCVdPScUf7piFNx+ch3vm5iDeqB3wXCIiIgqfWZlxMGnFnut7qyJ/V8Wk+GK8ftl7eGref+KFwseR0SIWKqylT46bQcvOvFVQJO+/Q8njgK7G2wbLpInBvJQFwjWf5raI7Z/cbjh3DLy45tq1A+7jR4WY6YGHIX1zvaIo+OPJ3wmvx2pjcXfRCIYOu2wwb/VZuNMnwLLkJ8O/J0UkT8o0eMxi4Sxc7Z+0dXtgPC4Og3dMuAbOwqvCkg9FPkUfB1fmQiE21M9vzL7/grpbfADTsvSnUIxJI85vNLBQQURENICX99dA7rcrOEanxu2zs5ASo8OVPgO03z5UD7ccvi3E0excSw/+7YvTuO6Pu/GrTWdxpjnwVtbcBAO+t6IQHz+2EL+4firm5iZw9wQREVEE06hVfsOzd0fJnIpEfRIWpi1G+qHnhbg7YQKchVeHKavQUwwJcGXOF2K+7Z9WZKwSjndY9kM9XyxeODb7L64pioIe390UWdnQX3N93/Hupp040i62hbq36AHEauMG/WfwFbP/v6HuFlt59Sz5ccQu3NEISBKc+auF0Ej6/A+bxwnzlh8KIVkbA8vyn4c+F4oqzkLf9mWbAWXgB/p8qVuOw1j2J/F+2YvhKL49aPkFGwsVREREPlosDnx0rEGIrZmV2Tfz4M7SLOG1xm4Hvjor9jKmS9tT0Y5713+N9480wOYa+IcttUrC6skp+N3tM/H2w/Nx//xcJJoia+AXERERBebb/ml3RTuUMPaIHwpN0yH/obcljwMqdYArxia/9k8+C2WL05ZB3W/XhVN2onJOjnCNa98ev/ZPzm1b4Tkt7lYxPfQIJE3vz9wexYM/nXpaeD3NkI5b8m8b9p9F3XoCxjKxOOLMWgj71DuHfU+KbM4CsVChadgPyR7agqmx7Blo2k8LMevCv4dszgpwBVEvR/4VwrHK1gxN06EAZ/ejyIjd8gNI/Wb7KCotLCufiugdgSxUEBER+XjtQB1c/YY2a9US7p6b3Xc8PTMOMzJjhWteP1gXsvzGAkVR8NuvziPAbGxkxenx7WUF+MtjC/HUjdOwID8Rqgj+gYqIiIgGtihfLFS0WV0X3UEZSYwHfi8ce0xpsBcPf5E8Wvk+0au2NkLTfKTvOE4Xh5LkOcI5n+e2Arp+D5e43XBu39p3qMgyrM+JBQN1bh70q727Vb6o+RQVlnLhnIeLH4NuuMOuLyzcyW5vSKWFZeUvI3rhjkbGmbMEisbQdywpMnSVm0P2/qrOCsTs+28h5kqdCdvMB0OWA0UvOaEQ7sSJQmww7Z8Mx16FtvGAELPO+TY8PveKNCxUEBER9WNxuPHOIbHocN20dKSaxV+I7vDZVXGwphOnmyyjnt9YsaO8zW+RQi0BqyYm47drZuC9RxbgoYV5SInh7gkiIqJolptoRHa8QYhFQ/snVUc59Oc/EWK2WQ8DGkOAK8YuT8IEuOMLhZiuXGz/tDx9lXC8zbIXmvlib3XH5k19/+zcuhmec2eF100PP9q3m8LuseP5M2LLkqLYSVidNfy2W4bjr0Lb8LUQs5Y+CU/SpGHfk6KAxghnzgohFLI5FYqC2K9+BMnj8IYkFSyrfgn0G5JMdDFOn10Vep+vv76knibE7H5KiLnjC2Cd+1dBzy3YWKggIiLq551D9ehxerdHSgDun5fjd97qyalI9llEf5O7KgZFURQ8v0fsC5yfaMSHjy7Eb26ejiWFSdw9QURENIb4tX+qjPxChansGUj92hvJWjPsM+4PY0bh5df+qXKTcLwsYwUkeH9+s7qtqJmXL95j3x54OjuheDywPicWIdQFhdBd5m3R827Fm2ixNwvnPDblSaik4S1jSdZmxOwSF+48cfmwzov8hTsaOWeh2P5JV7UF8LhG/X31Zz+CrmqrELPNeADutNmj/t40dvjuatO0HoeqO/Dag3nHv0Dl6BRilpVPRUWhnYUKIiKibzjcMl47UCvELpuUgvwkk9+5WrUKa2ZlCLHPTjahwzb6P/BGu4O1nThc1yXEHlyYi7TYYW7jJyIioojm2/6prLYTNpcnwNnhJ1mbYTj5phCzT78Xij4+TBmFn+9Cr7b5CFSW+r7jJH0yZiTOEs7ZkNvm1/6pe9NmODZvhKdCbOlkevgxSOreORedzk68du5l4fU5yfMwL0XcoTEU5u3+C3fdq54CNMZh35Oih+8T6SpnN7T1e0f1PSVHJ2K2/7MQ88Skw7roH0b1fWnscWXMg+zz/UdXOfCuIG3VVhjOfCDE7JNvhSt3+ajlF0wsVBAREX3j4+ONaO1xCrF1C3IDnr9mViY0Ku+TYw63jA+PNAQ8n3r57qbIiNXjmilpYcqGiIiIRtu8vASo+22WdHkUHKjpDHxBmBlOviW2alFpYZv9SBgzCj9XxnzIujghpqvw3VWxUjje2rUb2gWLhFjXxx/776Yomgjdysv6jl85+wJ63GJL1cemfBvSMHfcaqu/guHM+0LMPukWuHJXDHwBjTlyTDpcPrsYdBUXb58zUjG7fwW1tUmIWZb/HIouNsAVRAGoNHDmXSaEBmxf5rYhdus/CSFZHw/L0p+OZnZBxUIFERERAI+s4OV94gL6vLwETM8I/INkilmPKyanCLG3yurglgNMiCacbOz260t9//wcaNT8kYSIiGisMus1mJklLnJH8pwKdXeNcGyfvAayOTNM2UQItRbOfJ+FMp8nepf7FCq6XF2on18kxHp27ICnukqImb71OCRV78+CDdZ6fFD1rvD6ZZmrMTl+yvDydttgHmjhbtnPhnc/ilrOAnFXkL58A6CMzu9tmoYDMBx9SYg58q+Ac8J1o/J+NPb5tn/S1ewAXFYhZvr6/6DuqhRiPYt/CMWUOur5BQtXBYiIiAB8eaYF1R12Ifbg/MC7KS64a062cNzQ7cC2c61BzW0seWGvWAxKMmlx04yMAGcTERHRWOE7p+Lr6o7wJDII9ilroai0AABPTAasC/6/MGcUGXwXenXV2wCXre84w5iJyXFiQWFTXofY/smHpngKdMu8OxueO/0MXLK3lapG0uBbxY8PO2fT1/8HTWeFEOtZFF0LdxQcvp9fdVcl1B3ngv9GHhdit/wjJHiLIIrGAMuKXwCcw0fD5MxdCUVS9x1LHkfv1+BvqNvOwHTgaeEaV8Y82KfdE7Icg4GFCiIiGvcURcF6n90UU9LMWJCfcMlrZ2TGYZrPros3DtYGOHt8q2izYvPpFiF295xsGLTqAFcQERHRWLG0MEk4juQdqO70UrTdvxOd1z6L9js/hxybFe6UIoIzb5X/QlnNduGcFRmrhOMtnbugXbg44D1N33q8r6XT2a7T2FT3hfD6Tfm3IsuUPdCllzTwwt1c2KdH18IdBYc7ZQY8MeIDUrry4Ld/Mh5+FprWE0KsZ/7/Bznu0g/BEQWiGBLgylogxPraPykKzFt/AKlfkVdRaXrn8EjRtfQfXdkSERGNgr1VHTjRKPbBXbcgd9B9cO8sFX95/bq6E2ebe4KW31ixfm81+i9JxOjUuL2Ev/gTERGNB1PSY3HzzN5FQgnAQwsje9FONmfCOeFqKMbkcKcSMRRDIlyZ84SYb59/3zkVrY4WNC8oHvB+mmkzoF20pO/4mZNPQ+n306JJY8J9RQ8OM9lAC3e/jLqFOwoSSfLfFRRgIPFwqbpqELP3P4WYO3nKuJ9xQ8HhLPBp/1SxCZBl6E+8CV3dHuE1W8lj8CRPDWV6QcGvzkRENO696NOOKCfBgMsnpQQ429/qyalIMmmFGHdViBq67PjkhDhM7o7SLJj1mjBlRERERKH246sm4+2H5uGLJxfj2qnp4U6HhmHAhbJ+ff7zzPkoMBcK53yZ3wXo9H73Mj3i3U3xdcs+7G/ZK7x+14T7kKBP9LtuMPQnB1i4m/1oVC7cUfD4Fiq09fsh2YM0L0dRYN72Y0hubzs0BRK6V/0KUGsvciHR4Ph+flXWJuDcZsTs/IUQ98Tmomfe34QytaBhoYKIiMa14w3d2FfVIcTun5cDtWrw/UN1GhXWzBIHLH56ogmdNleAK8afl/fXwNOvxYNeo/Kb70FERERjX36SCQkmLtpFK99ChdraCE3zESG23Kf905cdO6BbJLZ/0syaDe283jYmsiLjjyd/J7yerE/BbQV3DitHydYG80ALd/Ojc+GOgseZsxSKxtB3LCke6Kq2BOXeuvOfQl8h7tCwT78P7oy5Qbk/kSdhAtwJE8Tg2w9B5VNss6z4BaA1hjCz4GGhgoiIxjXf2RRJJi2unz704c5rZmcKxQ2HW8aHRxtGnN9Y0GZ14v0j4t/FLTMzkGQKPFiRiIiIiCKPJ2EC3PEFQsy3/dNyn/ZPDbZ6tKy5AtB8s5PWaIT5e3/bt5viy7qNONt1WrjmgUnfglEzvIU2885fBFi4Mw3rfjSGaIxw5iwTQrqKkbd/kpwWmLf9VIjJxlT0LP7BiO9N1J8zX9xVAUeXeFh0PZwFV4Qwo+BioYKIiMatqnbbgMOd9Zqhf3tMNetxhU+7qLfK6oRdBOPV6wdq4XDLfcdqlYT75uWEMSMiIiIiGhZJGrj9Uz9FsZOQaRLnkH1prkDiS68j419/jsRn10NT3NuCyelx4tnTfxTOzYvJx7U51w8rPW3tThhOvinEon3hjoLLf07Fl4BnZDvhTXt+A3WP+GCWZdnPoOjjR3RfIl/OwtUBX5O1ZliW/0sIswk+FiqIiGjcemlfcIc73+nTyqi+y4Ft51qHfb+xwOJw462yOiF27dQ0ZMQZAlxBRERERJHMr89/82Go+i3SSpKE5emrhHO2N26FJjcPiWvXQpOX3xf/qOo9NNjqhXMfKX4CatUw5ph5HDBv+aEQGgsLdxRcznyxaKVydkHbsG/Y99M0HYbxyPPie+SugGPSzcO+J1Egroz5kAMUwHoW/SPkmKF3h4gkLFQQEdG41GJx4OPjjULsttkjG+48MzMWU9PNQuwNn0X68ebtsjpYHJ6+YwnAA/Nzw5cQEREREY2IK3MBZF2cEPNtn7PCZ05FpaUCld0VQszisuClsy8IsemJM7E0fcWw8jIdeBqajnNCbCws3FFwyeZMuFJnCjFd+TDbP8kemLf8AJLi3T2uqPXoXvnvgDT4mYdEg6bWwpm3yi/sSpsN+4x1oc8nyFioICKicem1A7Vwebz7KbRqCXfPGf5uCqD36bE7S8VdFfurOnC2pWdE941WdpcHrx2oFWKXT05BQTL7AxMRERFFrQEWynzbP01JmIZkvdgWdVvDFuH4jfMvo8vVKcQen/LdvtkVQ0qp4zxMX/+fEBsrC3cUfH7tn3zmrAyW8cgL0DYfFmLWed+H7DPHhSiYfD+/iqSCZdUvAZU6TBkFDwsVREQ07nTb3XjnkLjF/Ibp6Ugx60d87yuLU5Fo1Aqxtw6Oz10VHx5tRJtV7Pf64ALupiAiIiKKdn4LvTXbALet71glqbDcZ1fFV/0KFc32Zrxd/obw+tL0FZiRKD7pPiiKAvPWf4LkcXhDkgqWVb8aEwt3FHy+c1Y0neVQd5wf0j1UljqY9vxGiLkTJ8Fa+sSI8yO6GMeEa+FOKOo7ts7/G7hTh/G1MwKxUEFEROPOO4fq0OMU2xHdNy84C+g6jQq3zs4UYp8cb0SXfWQD2qKN2yPjpX3VQmxRQSKmpMeGKSMiIiIiChZn/mVQJO+SkuS2Q1ezQzhnecZK4fhM12nUdNcAAF4882c4ZG9hQSWp8Wjx8BZ49affha5muxCzzfoW3KkzhnU/GvvcqTPgMaULMV350HZVmLf9DCqXRYhZVj0FqHUjzo/oojQGdNz+Ebov/0/g/vdhW/A34c4oaIZcqDh69CieeeYZfPe738WKFStQXFyM4uLigOf/7//+b985A/3vP/7jP4actMfjwQsvvIAbb7wRs2bNwqJFi/D9738f586du+h1mzdvxn333Yc5c+Zgzpw5uP/++7Fly5Yhvz8REUUvh1v2a0d0xeQU5CUag/Yet83KhFrl3bJud8v48GjjRa4Yez4/2YyGbocQ424KIiIiorFBMSTClTFfiPnOqZiVOBvxugQhtqlqEyq6y/FZ9cdC/LqcG5BnLhhyHpK9HeYdPxdiHnMWehb83ZDvReOIpIKzQByqPZT2T7qKjdCf/1SI2abeCVfWoqCkR3Qpij4Ojml3AkWXhTuVoBryxNCnn34amzZtuvSJPubMmYP8/Hy/+PTp04d0H1mW8f3vfx8bNmxAXFwcVq1ahfb2dnz++efYunUr1q9fj1mzZvld98ILL+Cpp56CRqPB4sWLodPpsGPHDjz++OP4yU9+gvvuu2/IfyYiIoo+Hx9r8GtHtC7IC+hpsXpcPikFG04198XeKqvD3XOyhQLGWCUrCl7cK+6mmJUVhzk58WHKiIiIiIiCzVmwGrr6PX3HuoqNgKL0DRFWqzRYmrYcn9R81HfOxsqN2KnaDRne4cMGtQEPTPrWsHKI2fUUVLZWIWZZ/q+ALmZY96Pxw1lwJYzHX+071tbvg2TvgGJIuPiFLivMW38khGRDEnqW/HgUsiQaX4ZcqCgpKUFxcTFmzpyJmTNn4vLLL4fT6bzkdWvXrsWaNWuGlWR/77zzDjZs2ICCggK88sorSEnpHc70+eef43vf+x7+7u/+Dp988gk0Gu8f7fz58/j1r38NnU6H9evXo7S0FABQXl6Ou+66C0899RSWL18+YCGFiIjGDo+s4KX9NUJsQV4Cpo5CO6I7S7OEQkVdpx3bz7dh5cTkoL9XpNl6thXlbVYh9tDC3GENRiQiIiKiyOQsWA3s+re+Y3VPAzQtR4Ve6cszVgmFirLmMr/73FZwJ5INKX7xS9HU7RUWmgHAUXg1nBOuHvK9aPxx5iyDotb3zTaRFA90VVvgmHzLRa+L2fdfUFvEHfqWpT+FYkgcrVSJxo0ht3567LHH8P3vfx+XX345UlNTRyOni3r++ecBAH//93/fV6QAgKuvvhqXX345Kisr/XZ8rF+/Hh6PB3fddVdfkQIACgsL8eSTT8LtdmP9+vWh+QMQEVHYbD7TgpoOuxAL9m6KC2ZlxWFKmlmIvXmwNsDZY4eiKHh+T5UQm5Qag6WFSWHKiIiIiIhGgydxIjxx4gOfvu2fSpPnIkYTeHdDvC4Bd00YRocLjxOxW38ohBSNqXc3BdFgaI1w5iwTQr6fX1/qluMwlv1JiDmzl8BRfFvQ0yMaj6JqmHZ1dTXOnTsHg8GAlStX+r1+9dW9VfMvv/xSiG/dulV4fTDXEBHR2KIM0I5oaroZC/ISRuX9JEnCHaVZQmxvVQfOt/aMyvtFir2VHTjRKA6Ve3ABd1MQERERjTmSBEfhlULId6FXp9ZhUdrSgLe4f+KDiNEOvU2TsewZaNpOCbGehX8POTYrwBVE/pwFPp/fqi8B2T3wyYqM2C0/gKR4vCGVDpaVT/W1OyOikQlZoWL37t34t3/7N/z0pz/F008/jaNHjw75HqdO9X4TmjRpErRard/rF+ZdXDgPALq6ulBXVwcAmDZtmt81mZmZSExMRG1tLSwWi9/rREQ0Nuyt7MCpJvHr/AOjvIB+1ZQ0JBjF71dvHqwbtfeLBC/sFXdT5CQYcPnk0O/AJCIiIqLR58xfLRxrmw5B1dMgxJZnrBrw2kxTFm7Mu3XI76nqrETMvv8WYq6UGbDNemjI96LxzVlwuXCscnRCW79vwHMNx16BtvGAELPO+TY8iUWjlh/ReDPkGRXD9cEHHwjHv/3tb3H11VfjqaeeQkzM4KrnFwoOGRkZA75+IX7hvP7/HB8fD5PJFPC69vZ21NbWori4eFC5XMCiaXBd+Pvk3ytFMn5Oo9OL+8TdFHmJRlw2KWVU/z0atCrcOisDz+/xvvfHxxrx3eWFiDWM7rfgcHxOj9R1YX91pxB7YEEutGr+x0ID49dTigb8nFI04OeUwsWdvQCyLhYqZ3dfTFe5CY7p9/YdL0hdCL1KD4fsEK59pPhx6NT+D6FelKIg9qt/6psrAAAKJPRc9ktI6pAtcdEYocRmwZ06A5pm78PUusqN8OQuBtDva2tPE2J2PSVc64kvhG3ed/l1l8ImWr73DyW/Uf8qnpeXh3/8x3/EihUrkJWVha6uLuzbtw+/+c1v8Pnnn8Pj8eB3v/vdoO5ltfYO5jQYDAO+bjQaAQA9PT2DvibQdYOVnBz8AazEv1eKDvycRo9D1R3YV9UhxJ68bCLS0+JG/b0fu3wS1u+rgUdWAAB2t4xN5e14ZPmEUX9vILSf01c+Frffp8fpsW5FEfQadchyoOjEr6cUDfg5pWjAzymFxaTVwLH3+g5j67YiduUT/U6IxfKc5dhY5W0LNS15Gm6feQtU0hAbfRx9B6jaKoSkBY8iYfry4WROBEy9DuhXqDBVbYYp+dcA+n1N3fJ9wNklXKa++bdIyeDOcQq/sfS9f9QLFTfffLNwbDKZcOONN2LhwoW48cYbsXHjRpSVlaGkpGS0UxkVra3dUJRwZzF2SFLvf2D8e6VIxs9p9PntF+ICenKMDivy4tHS0h3giuDRArhsYjI2nm7piz2/vRw3FqdArRq9Rx9C/Tk929yDjScahdjdc7LR3WHF6P8tU7Ti11OKBvycUjTg55TCSZ+1CrH9ChXKuc1obWgCNMa+2O25d2Nz9ZeQFQ8MagO+U/zXaBvi7DbJ0YnET34g9DD3xKSjY/ZfQwnBz/U0NmnSVyABv/YGWs+g/dwhJBbNRmtrNzSVWxF/9B3hGnvxGlji5gD83FEYRcv3/gt5DkbY9sWlpaVhzZo1eO6557Bt27ZBFSoutG6y2+0Dvm6z2QBAaCV1qWsCXTdYioKI/jBEK/69UjTg5zQ6VLRZ8eWZFiF2z5xs6NSqkP37u6M0WyhU1HbaseN8G5YXJY/6e4fqc/r8HnE2RbxBg1tnZvK/ERoUfj2laMDPKUUDfk4pHBx5l8MsqSApMgBActuhrd4JZ8EVfedMjp+K55a/hLOO4yjST0W+uXDIn9WYXb+GytokxCzL/gWyLg7g556GyZU6Cx5TGtT9Plva8k1A0WwoLhvMW/5JOF/Wx8Oy5Kf8WksRYyx97w/ZMO2BFBQUAACam5sHdX5WVhYAoKGhYcDXL8QvnNf/nzs7O/vaQAW6Ljs7e1B5EBFR9Hh5f43we0uMTo01szNDmkNJdhwmp4rF8DcO1oY0h9FU02HDhlPi9/I752TDpGPLJyIiIqKxTjEkwp0xT4jpKjb6nZcfW4A7p9yJgtjCIb+HpuEADEfXCzFH/uVwFl0/5HsRCSQVnPniUG1d+QYAgGnf/4O6q1J4rWfJj6CYUkKWHtF4EtZCRWdn78DNCzMiLuXCoOszZ87A5XL5vX7s2DHhPACIi4vrK1YcP37c75r6+nq0t7cjOzsbZrN5aH8AIiKKaM0WBz45LrYjur0kC2Z9aDcUSpKEO0vFYvieyg6Utw5cQI82L+2rgdyvGmTSqnFHSVbgC4iIiIhoTHEUrBaOdZUbg/eIr+xG7JYfQOr3+JGiMcCy4t8if4osRQVnwZXCsbZ+L1C1B8aDfxDirsz5sE+9K5SpEY0rYStUKIqCjRt7K+zTpk0b1DW5ubkoKiqC3W7H1q1b/V7//PPPAQCXXXaZEF+5cqXw+mCuISKi6Pfa17Vweby/0OjUEu6aE57dc1dNSUW8QSyQvDkGdlU0Wxz46Ji403HN7EzEG7VhyoiIiIiIQs3pU6hQW+qhaTkWlHsbDz0LTav44GnP/L+FHJcblPsTOXOXQ1Hr+44l2Q28uhaS7H1IWlFp0L3yl8BQB8AT0aCN6n9dbW1teOWVV2CxWIR4T08Pfvazn+HQoUNITU3FVVddJbx++PBhXHPNNXjggQf87vnQQw8BAH7zm9+gtbW1L/7FF19g8+bNyM/PxxVXXCFcs27dOqjVarz++usoKyvri1dUVOD3v/89NBoN1q1bN9I/LhERRZBuuxvvHq4XYjdMz0BKjC4s+Ri0atwyS2w59fHxRlgc7rDkEyyv+hSDtGoJ98xlK0UiIiKi8cSTOAmeuHwhNlD7p6FSddUgZu9/CDF38hTYZj864nsT9dGa4MxeIsbsncKhreQJeJKLQUSjZ8i9L7Zs2YKnn3667/hCC6Y77rijL/btb38bq1atgtVqxc9//nP8x3/8B2bOnInU1FS0t7fj2LFj6OjoQFxcHH7729/6tX6y2WwoLy+H0+n0e//bbrsNW7duxYYNG3Dttddi0aJFaG9vx759+2AwGPCb3/wGGo34x5owYQL+4R/+AU899RTuvfdeLFmyBFqtFjt27IDdbsePf/xj5Ofn+70XERFFr7cP1aHH6ek7VknAffNywpgRcPvsTLy8rxoX1vVtLhkfHm3APXPDm9dwddpceOdQnRC7cXoGUs36AFcQERER0ZgkSXAUrIbp8LN9IV3FBljn//Xw76koMG/7CSS3TQh3r/oVoObuXQouZ+GV0Fd9OeBrnrg89Mz7fogzIhp/hlyoaGtrw6FDh/zi/WNtbW0AgISEBDz66KM4dOgQKioqcPDgQajVauTk5GDNmjV48MEHkZ6ePqT3V6lU+O1vf4v169fjnXfewZYtW2A0GnHVVVfhe9/7HiZOnDjgdQ8++CDy8vLw7LPPYv/+/QCAGTNm4JFHHmHbJyKiMcbu8uD1A2JbpcsnpSI3cXAzkUZLRpwBKyemYPOZlr7Y22V1uGtONlRR2F/3zbI62Fxy37FKAu6fH51FFyIiIiIaGadPoULbdAiqnkbIMUNb97lAV/4Z9BUbhJht+n1wZ8wdUZ5EA3HmrwbwTwO+1r3i3wBteH+XJBoPJEUJ1nSj8amlpTto86Godw5WSkos/14povFzGvneLqvDrzadFWIv3VeKKemxYcrI60BNBx5/47AQ+59bZ2DphKSgvs9of06tTg9u+tMedNq9rauunpKKX1w/NfhvRmMWv55SNODnlKIBP6cUETxOJD83Gypnd1+o+7LfwD7tbgBD+5xKTgsSX10FdY93FppsTEXbPV9CMSSMRvZESHz9Kr95KPaJN6H76qcDXEEUPtHyvf9CnoPBCTBERDSmuGUFL++vEWIL8xMiokgBAKXZ8ZiUGiPEXo/CodrvHa4XihQA8OCCvDBlQ0RERERhp9bBmbtSCA13ToVpz2+EIgUAWJb9jEUKGlWOwiuFY1kXi55lPwtTNkTjDwsVREQ0pmw+3YzaTrsQe2BBbpiy8SdJEu4szRJiuyvaUdFmDVNGQ+d0y3jla7EYtHxCEib6FGCIiIiIaHxxFqwWjnXVXwFue4CzB6ZpOgzjkefF++augGPSzSPOj+hi7DPuh6yL++ZIQs+Kfx126zIiGjoWKoiIaMxQFAUv7q0WYlPTzZiXmxCehAK4ekoa4g3imKi3DtYFODvyfHy8Ec0WpxB7aCF3UxARERGNd878y6FI3qUmyW2Drnbn4G8ge2De8gNIincOmqLWo3vlv/f2DyEaRXJMBtrv2gjLil8AD38Ox5Tbw50S0bjCQgUREY0Zuyvbcbq5R4g9uCAXUoT9UmPQqnHzzEwh9pdjjbA43AGuiBxuWcH6fWIxaF5uPGZmxQW4goiIiIjGC8WY5Dfseijtn4xHXoC2WZznZp33fcjxBcFIj+iS5Ngs2Gc9COQtDHcqROMOCxVERDRmrPfZTZGXaMTKiSlhyubibi/JhKpf/cTq8uAvxxrDl9AgbT7djJoOcfs+Z1MQERER0QWO/CuEY13FRgxm0qvKUgfTnl8LMXfiJFhLnwhqfkREFJlYqCAiojHhWH0X9ld3CrH75+VArYqs3RQXZMYZ/Ioob5XVQR7EL3HhoigKXhigtdaC/ITwJEREREREEcdZIA4kVlvqoG45fsnrzNt+BpVL3B1tWfUUoNYFNT8iIopMLFQQEdGY8OI+cbhzSowO102L7MFnvkO1q9pt2FXRHqZsLm1HeRvO+LbWWpgXca21iIiIiCh8PEmT4YkTd9zqKy/e/klXvgH6858KMdvUO+HKWhT0/IiIKDKxUEFERFGvotWKLWdahNg9c7Oh00T2t7k5OfGYmBIjxN48WBumbC5OURQ8v0fcTVGQZMSqiclhyoiIiIiIIpIk+bd/Kt8Q+HyXFeavfiyEZEMSepb8OMAFREQ0FkX2Cg4REdEgvLS/Gv0bJpn1atw6KzPg+ZFCkiTc4bOrYmd5OyrbrGHKKLCDtZ04XNclxB5ckAcVd1MQERERkQ9nodj+SdtUBqmnacBzY/b+J9QW8WEdy9KfQjEkjlp+REQUeVioICKiqNbU7cAnx8Vfem6fnQWzXhOmjIbm2qlpiDOIub5VVhembALz3U2RGafH1VNSw5QNEREREUUyV9YiyFqzENNVbvY7T91yHMZDfxZizuwlcBTfNqr5ERFR5GGhgoiIotqrX9fCLXv3U+jUEu6akx3GjIbGoFXj5hkZQuwvxxrR43SHKSN/Jxq7sdtndsZ983KhUfPHCCIiIiIagFoHV95KIaSr8Gn/JHsQu+UfISmevpCi0sGy8imAu3aJiMYdrjAQEVHU6rK78N7heiF244wMJMfowpTR8NxekgVVv9/FepwefHysMXwJ+Xhxr7ibIsmkxU0zIntQORERERGFl6NgtXCsq/oKcNn7jg3HX4G28aBwjnXud+BJLApJfkREFFlYqCAioqj1dlk9rC7vE1gqCbhvXk4YMxqerHgDVhSJQ6nfOFgHWVECXBE6Fa1WbD4tDiq/e042DFp1mDIiIiIiomjgzL8cCrxP40huG1CxHQCg6mlEzK5fCue74wthnfOdkOZIRESRg4UKIiKKSnaXB68fEIfurZ6cipwEY5gyGhnfodpV7TbsqWwPcHbovLjPf1D57SVZAc8nIiIiIgIAxZgMd8ZcMXj6UwBAzPZ/gcrZJbxkWfVLQGMIVXpERBRhWKggIqKo9NGxRrTbXEJs3fzcMGUzcvNyEzAh2STE3jwY3qHaDV12fHpCHFS+tiR6BpUTERERUXj5tn/Cqc+grfwShrMfCmF78W1w5SwNYWZERBRpWKggIqKo45YVvLxPnJuwqCARxenmMGU0cpIk4U6fXRU7zrehut0WpoyAl/fXwNNvULleo4qqQeVEREREFF5O30JFVw1iN3xPCMn6eFiW/CSEWRERUSRioYKIiKLOplPNqOtyCLEHong3xQXXTktHbL/dCgqAt8rCs6uizerE+0cahNgtMzOQZIquQeVEREREFD6epGJ4YsWf01V2sb1pz5IfQzGlhDItIiKKQCxUEBFRVFEUBS/67KaYnhGLubnxYcooeIxaNW6akSHEPjzaAKvTE+CK0fP6gVo43HLfsVolReWgciIiIiIKI0mCs+CKgC+7MhfAPvXOECZERESRioUKIiKKKrsq2nGmuUeIrVuQC0mSwpRRcK0tzUT/P0mP04OPjzeGNAeLw+03H+O6qWnIiONwQyIiIiIaGkfBlQPGFZUG3SufAiQuTREREQsVREQUZV7cK+6myE80YtXE5DBlE3zZ8UYsLxL/PG8erIWiKAGuCL63y+rQ028Xh4TeYhARERER0VC5shdB1sb4xa2lT8KTXByGjIiIKBKxUEFERFHjSF0XDtR0CrF183OhGiO7KS7wHapd0WbD3sqOkLy33eXBawdqhdjlk1NQkGQKyfsTERER0Rij1sOVu0IIeeLyYZ33vQAXEBHReMRCBRERRY31PrMpUs06XDM1LUzZjJ75eQkoTBYLA68frA1wdnB9eLQRbVaXEHuQuymIiIiIaASspU9A+abBqaLWo/uyXwMaY5izIiKiSMJCBRERRYXyViu2nG0VYvfMzYFOM/a+lUmS5LerYsf5NtR02Eb1fd0eGS/5FIMWFSRiSnrsqL4vEREREY1t7oy56LjzM+Dqf0fH7R/ClbM03CkREVGEGXurO0RENCb5LqDH6jW4dVZGmLIZfddOTYdZr+47VgC8VVYX+IIg+OxkExq6HULsoYXcTUFEREREI+dJnQ4s/k7v/xMREflgoYKIiCJeY7cDn55oEmJrSzIRo9OEKaPRZ9KpcdMMsRDz4dEGWPsNuQ4mWVH8BpXPyopDaXb8qLwfEREREREREdEFLFQQEVHEe/XrGrhlpe9Yr1HhzjnZYcwoNNaWZKH/mHCLw4NPjjeOynttOduKijaxtdRDC3MhjbFB5UREREREREQUeVioICKiiNZpc+G9w/VC7Mbp6Ugy6cKUUejkJBixdEKSEHvzYB0URQlwxfAoioIX9lQJsUmpMVhamBTgCiIiIiIiIiKi4GGhgoiIItrbh+pgc8l9xyoJuHdeThgzCq27SsWdI+VtVuyt6gjqe+yt7MCJRosQe3ABd1MQERERERERUWiwUEFERBHL7vLg9QPiAOkri1ORk2AMU0ahtyA/AQVJ4p/3zYPBHar9/F5xN0VuggFXTE4N6nsQEREREREREQXCQgUREUWsD482osPmEmLr5ueGKZvwkCQJd/jsqth2rhW1nbYAVwzN4boufF3dKcTun58LtYq7KYiIiIiIiIgoNFioICKiiOSWFbyyv1qILS5IxOQ0c5gyCp/rp6UjRqfuO1YAvHWwPvAFQ+A7myLVrMP109KDcm8iIiIiIiIiosFgoYKIiCLSxlPNqOtyCLEHFoyv3RQXmHRq3DQjQ4h9eLQBNpdnRPc929yDbefbhNh983Kg0/DHAyIiIiIiIiIKHa5EEBFRxFEUBS/uFXdTzMiMxZyc+DBlFH5rS7LQvxlTt8ONT483juieL/jMpog3aHDLzMwR3ZOIiIiIiIiIaKhYqCAiooizs7wdZ1t6hNgD83MhSeN3bkJuohFLJyQJsTcO1kFRlGHdr6bDhg2nmoXYnXOyYerXYoqIiIiIiIiIKBRYqCAioojz4j5xN0VBkhErJiaHKZvIcUdplnB8vtWK/dUdw7rXS/tqIPercZi0atxRkhX4AiIiIiIiIiKiUcJCBRERRZTDdV04WNMpxO6fnwvVON5NccHC/ETkJxqF2JsH64Z8n2aLAx8daxBia2ZnIt6oHVF+RERERERERETDwUIFERFFlPU+synSzDpcOzUtTNlEFpUk+e2q+OpcK+o67UO6zyv7a+HyeLdTaNUS7p2bHZQciYiIiIiIiIiGioUKIiKKGOdbe7D1XKsQu2duDrRqfru64Prp6YjpN0dCVoC3ywa/q6LT5sK7h8Xzb5yegRSzPmg5EhERERERERENBVd+iIgoYry0r0Y4jjNocMusjDBlE5lidBrcMD1diH1wtAF2l2dQ1795sA42l9x3rJKA++fnBDVHIiIiIiIiIqKhYKGCiIgiQkOXHZ+eaBJit5dkIUanCVNGkeuOUrFNU5fd7fd3NxCr04M3DtYKsaumpCEnwRjgCiIiIiIiIiKi0cdCBRERRYTXDtTCI3vnJug1KtzlM4+BeuUlGrGkMFGIvXGwFoqiBLii13uH69FpdwuxBxbkBj0/IiIiIiIiIqKhYKGCiIjCrsPmwnuH64XYTTMykGjShSmjyHenz66Kcy1WHKjpDHi+0y3jla/F1loripIxMSVmVPIjIiIiIiIiIhosFiqIiCjs3ioT5yaoJeDeedkXuYIWFSQiL1Fs2fT6gdoAZwMfH29Es8UpxB7kbgoiIiIiIiIiigAsVBARUVjZXB684bPAvro4FdnxnJtwMSpJwtoSsTXWV+daUd9l9zvXLStYv69aiM3LjcfMrLhRzZGIiIiIiIiIaDBYqCCisHO4ZTy/pwr/sfksylut4U6HQuzDIw2cmzBMN0xPh0mr7juWFeDtsnq/8zafbkZNh1jAeHBh3qjnR0REREREREQ0GCxUEFHY/fSTk3h6ewXeOFiHJ986jA6bK9wpUQg43DLePVSHZ3dXCfGlhUmYlGoOU1bRxazX4Ibp6ULsgyP1sLs8fceKouD5PeJuiqnpZizISwhFikREREREREREl8RCBRGF1e6KNmw+09J33NrjxAdHGsKYEY22LrsLz++pwk1/2oOnNp5Fu09hat2CnDBlFp3Wlortnzrtbnx+sqnvePv5Npxt6RHOeWhhHiRJCkl+RERERERERESXwkIFEYWNR1bw263lfvG3y+rglpUwZESjqaHLjv/ecg43PrMXT2+vQJvVf+fMrKw4lGbHhyG76FWQZMKigkQh9sbBOiiKMuBuisIkE1ZOTA5likREREREREREF6UJdwJENH59dLTB70lvAGjodmDbuVZcNiklDFlRsJ1t6cHL+6rx2clmeC5SgJqWEYt/vqaYT/oPw12l2dhd0d53fKa5BwdrOhHX7cLhui7h3AcW5ELFv2MiIiIiIiIiiiAsVBBRWPQ43fj9joqAr795sJaFiiimKArKaruwfl81tp9vu+i5C/MTsG5+LubnJbBIMUyLCxORm2BAdb+B2a8fqIPvnpXMOD2unpIa2uSIiIiIiIiIiC6BhQoiCov1e6sHbP1zwf7qTpxr6UFRSkwIs6KRkhUFW8+24qV91ThS3x3wPJUEXFmcivvn5aI4nYOzR0olSVhbmo3/+vJcX2zL2Rb4bmC5b14uNGp2fSQiIiIiIiKiyMJCBRGFXEOXHa98XSvEFuYn4HRTjzBY+a2yOvxg9aRQp0fD4HTL+OR4I17aX4OqdlvA8/QaFW6ekYF75mUjO94YwgzHvhunp+P328thc8kA4FekSDJpcdOM9DBkRkRERERERER0cSxUEFHIPb29Ag633HesloC/vawIn59ownP9Bv9+fKwR31lWiFgDv1RFKovDjXcO1eO1A7Vo7XEGPC/eoMEdpVlYW5KFRJMuhBmOH2a9BjdMz8BbZXUDvn7P3BwYtOoQZ0VEREREREREdGlc/SOikDre0I1PTzQJsVtmZWJCcgzWzM7Ci3ur4fnmSXC7W8ZHxxpwz9ycMGRKF9PU7cDrB2rx7uF69Dg9Ac/LjNPj3rk5uGlmBoxcJB91d5RkDVioMOvVuG12ZhgyIiIiIiIiIiK6NBYqiChkFEXB/2w5J8RidGo8tiQfAJAeq8dlk1Kw8XRL3+tvldXhrjnZUHHIckQob7XipX3V+PREE9y+vYX6mZQag3Xzc7G6OBUaFf/dhUpBsgmL8hOxu7JdiN9RkgWznt/yiYiIiIiIiCgycdWCiEJmy9lWHKztEmIPLcxDUr9WQGtLs4RCRU2HHbvK27F0QlLI8iR/h2o7sX5fDb4613rR8+blJWDd/Bwsyk+ExOJSWNxRmiUUKvQaFe6akx3GjIiIiIiIiIiILo6FCiIKCZdHxv/76rwQy4zT+y2glmbHY1JqDM409/TF3jhYy0JFGMiKgm3n2vDSvmocqusKeJ5KAi6flIL75+diWkZsCDOkgSydkIRVE5Ox5WxvUelvVk3gXBAiIiIiIiIiimgsVBBRSLxVVoeaDrsQ++7yQug1KiEmSRLuKMnCv2040xfbVdGOyjYr8pNMIcl1vHN5ZHx6ogkv76tBeZs14Hl6jQo3TE/HvXNzkJtoDGGGdDEqScKvbpqGE43dKMxKQIwiQwncpYuIiIiIiIiIKOxYqCCiUddpc+HZ3VVCbGZmLK4sTh3w/GumpuF/t5Wjy+7ui719qB7/32VFo5rneGdxuPHe4Xq8dqAWzRZnwPPiDBrcXpKFO0uzhLZdFDlUkoQZmXFISY5BS0t3uNMhIiIiIiIiIrooFiqIaNT9eXeVUHQAgL9eVRRwhoFBq8ZNMzLw8v6avthHRxvw5NICmHTqUc11PGqxOPD6wTq8c6gOFocn4HnpsXrcMzcbt8zM5L8HIiIiIiIiIiIKGhYqiGhUVbZZ8VZZnRBbPTkVs7LiLnrd7SWZeGV/DS50rOlxevDx8UasLckapUzHn4o2K17eX4NPjjfC5QncG6goxYR183NxVXEqNGpVwPOIiIiIiIiIiIiGg4UKIhpV/7etHB7ZuwiuVUv47oqCS16XHW/E8qJkfHWutS/21sE63D47M+BODBqco/VdeHFvNbaebcXFRhfMyYnHuvm5WFKYyL9zIiIiIiIiIiIaNSxUENGo+bq6A1vOtgqxu0qzkR0/uMHLd5RmCYWK8jYr9lZ1YGF+YlDzHA8URcGO8jas31eDgzWdAc+TAKyalIJ183MwI/Piu16IiIiIiIiIiIiCgYUKIhoVsqLgf7acF2IJRi0eWpg36HssyEtAQZIRFW22vthbB+tYqBgCl0fGFyeb8dL+apxrsQY8T6uWcP20dNw3Lwf5SaYQZkhEREREREREROMdCxVENCo+O9GEk00WIfbo4nzEGgb/ZUeSJKwtycZvNp/ti20734q6Tjuy4g1By3UsUhQF7xyqx/N7qtBkcQY8z6xX4/bZWbhzTjZSYnQhzJCIiIiIiIiIiKgXCxVEFHR2lwe/21YuxAqSjFgzK2PI97p+ehqe3l6OHqcHACArwNtldfjeyglByXWsemZnJf68uyrg62lmHe6em4NbZmbArOe3AiIiIiIiIiIiCh9VuBMgorHn5f01fk/xf3/lBGjUQ/+SE6PT4Ibp6ULsg6MNsLs8I8pxLKvpsOH5vdUDvlaYZMJPr56M9x9ZgPvm5bBIQUREREREREREYccVKiIKqhaLA+v3iYvk8/MSsLQwadj3XFuShTcO1vUdd9nd+PxkE26emTnse45lf9xZCY+sCLGS7DjcPz8XyyYkQSVJYcqMiIiIiIiIiIjIH3dUEFFQ/WFHJWwuue9YAvDXKydAGsHieH6SCYsKxAHabxysg6IoAa4Yv043WfD5iSYhds/cbPzprhKsKEpmkYKIiIiIiIiIiCIOCxVEFDSnmyz48GiDELtxRjomp5lHfO87S7OE4zPNPSir7Rrxfcea3++oQP/yTYxOjYcW5oUtHyIiIiIiIiIiokthoYKIgkJRFPx263lhkdyoVeGJpQVBuf+SwiTkJBiE2JsHa4Ny77HiYE0ntp9vE2Lr5uciwagNU0ZERERERERERESXxkIFEQXFzvJ27K3qEGL3z89FqlkflPurJAlrS8RdFV+eaUFjtyMo9492iqLgd9vKhViSSYu75mSHKSMiIiIiIiIiIqLBYaGCiEbM7ZHxP1vPCbE0sw73zcsJ6vvcOD0DBo33y5ZHAd49XB/U94hW28634VCd2ArrW4vyYdKpw5QRERERERERERHR4LBQQUQj9t6RBlS02YTYt5cVwqgN7iJ5rEGD66alC7H3D9fD6ZYDXDE+eGQFT28Xd1NkxRtw66yMMGV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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = pd.DataFrame(\n", " {\n", " \"ln PCE\": np.log(pce.PCE),\n", " \"theta=1.2\": res.forecast(12, theta=1.2),\n", " \"theta=2\": res.forecast(12),\n", " \"theta=3\": res.forecast(12, theta=3),\n", " \"No damping\": res.forecast(12, theta=np.inf),\n", " }\n", ")\n", "_ = forecasts.tail(36).plot()\n", "plt.title(\"Forecasts of ln PCE\")\n", "plt.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, `plot_predict` can be used to visualize the predictions and prediction intervals which are constructed assuming the IMA is true." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:24.450013Z", "iopub.status.busy": "2024-04-19T16:44:24.449674Z", "iopub.status.idle": "2024-04-19T16:44:26.227650Z", "shell.execute_reply": "2024-04-19T16:44:26.226965Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = res.plot_predict(24, theta=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We conclude be producing a hedgehog plot using 2-year non-overlapping samples." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-04-19T16:44:26.230642Z", "iopub.status.busy": "2024-04-19T16:44:26.230411Z", "iopub.status.idle": "2024-04-19T16:44:28.149177Z", "shell.execute_reply": "2024-04-19T16:44:28.148346Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ln_pce = np.log(pce.PCE)\n", "forecasts = {\"ln PCE\": ln_pce}\n", "for year in range(1995, 2020, 3):\n", " sub = ln_pce[: str(year)]\n", " res = ThetaModel(sub).fit()\n", " fcast = res.forecast(12)\n", " forecasts[str(year)] = fcast\n", "forecasts = pd.DataFrame(forecasts)\n", "ax = forecasts[\"1995\":].plot(legend=False)\n", "children = ax.get_children()\n", "children[0].set_linewidth(4)\n", "children[0].set_alpha(0.3)\n", "children[0].set_color(\"#000000\")\n", "ax.set_title(\"ln PCE\")\n", "plt.tight_layout(pad=1.0)" ] } ], "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 4 }