{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ETS models\n", "\n", "The ETS models are a family of time series models with an underlying state space model consisting of a level component, a trend component (T), a seasonal component (S), and an error term (E).\n", "\n", "This notebook shows how they can be used with `statsmodels`. For a more thorough treatment we refer to [1], chapter 8 (free online resource), on which the implementation in statsmodels and the examples used in this notebook are based.\n", "\n", "`statsmodels` implements all combinations of:\n", "- additive and multiplicative error model\n", "- additive and multiplicative trend, possibly dampened\n", "- additive and multiplicative seasonality\n", "\n", "However, not all of these methods are stable. Refer to [1] and references therein for more info about model stability.\n", "\n", "[1] Hyndman, Rob J., and Athanasopoulos, George. *Forecasting: principles and practice*, 3rd edition, OTexts, 2021. https://otexts.com/fpp3/expsmooth.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:47.192049Z", "iopub.status.busy": "2026-08-27T06:59:47.191814Z", "iopub.status.idle": "2026-08-27T06:59:49.058036Z", "shell.execute_reply": "2026-08-27T06:59:49.057165Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "%matplotlib inline\n", "from statsmodels.tsa.exponential_smoothing.ets import ETSModel" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:49.060510Z", "iopub.status.busy": "2026-08-27T06:59:49.060093Z", "iopub.status.idle": "2026-08-27T06:59:49.063853Z", "shell.execute_reply": "2026-08-27T06:59:49.063034Z" } }, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (12, 8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple exponential smoothing\n", "\n", "The simplest of the ETS models is also known as *simple exponential smoothing*. In ETS terms, it corresponds to the (A, N, N) model, that is, a model with additive errors, no trend, and no seasonality. The state space formulation of Holt's method is:\n", "\n", "\\begin{align}\n", "y_{t} &= l_{t-1} + e_t\\\\\n", "l_{t} &= l_{t-1} + \\alpha e_t\\\\\n", "\\end{align}\n", "\n", "This state space formulation can be turned into a different formulation, a forecast and a smoothing equation (as can be done with all ETS models):\n", "\n", "\\begin{align}\n", "\\hat{y}_{t|t-1} &= l_{t-1}\\\\\n", "l_{t} &= \\alpha y_{t} + (1 - \\alpha) l_{t-1}\n", "\\end{align}\n", "\n", "Here, $\\hat{y}_{t|t-1}$ is the forecast/expectation of $y_t$ given the information of the previous step. In the simple exponential smoothing model, the forecast corresponds to the previous level. The second equation (smoothing equation) calculates the next level as weighted average of the previous level and the previous observation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:49.066083Z", "iopub.status.busy": "2026-08-27T06:59:49.065853Z", "iopub.status.idle": "2026-08-27T06:59:49.338085Z", "shell.execute_reply": "2026-08-27T06:59:49.336165Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Annual oil production in Saudi Arabia (Mt)')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "oildata = [\n", " 111.0091,\n", " 130.8284,\n", " 141.2871,\n", " 154.2278,\n", " 162.7409,\n", " 192.1665,\n", " 240.7997,\n", " 304.2174,\n", " 384.0046,\n", " 429.6622,\n", " 359.3169,\n", " 437.2519,\n", " 468.4008,\n", " 424.4353,\n", " 487.9794,\n", " 509.8284,\n", " 506.3473,\n", " 340.1842,\n", " 240.2589,\n", " 219.0328,\n", " 172.0747,\n", " 252.5901,\n", " 221.0711,\n", " 276.5188,\n", " 271.1480,\n", " 342.6186,\n", " 428.3558,\n", " 442.3946,\n", " 432.7851,\n", " 437.2497,\n", " 437.2092,\n", " 445.3641,\n", " 453.1950,\n", " 454.4096,\n", " 422.3789,\n", " 456.0371,\n", " 440.3866,\n", " 425.1944,\n", " 486.2052,\n", " 500.4291,\n", " 521.2759,\n", " 508.9476,\n", " 488.8889,\n", " 509.8706,\n", " 456.7229,\n", " 473.8166,\n", " 525.9509,\n", " 549.8338,\n", " 542.3405,\n", "]\n", "oil = pd.Series(oildata, index=pd.date_range(\"1965\", \"2013\", freq=\"YS\"))\n", "oil.plot()\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot above shows annual oil production in Saudi Arabia in million tonnes. The data are taken from the R package `fpp2` (companion package to prior version [1]).\n", "Below you can see how to fit a simple exponential smoothing model using statsmodels's ETS implementation to this data. Additionally, the fit using `forecast` in R is shown as comparison." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:49.341181Z", "iopub.status.busy": "2026-08-27T06:59:49.340935Z", "iopub.status.idle": "2026-08-27T06:59:49.628868Z", "shell.execute_reply": "2026-08-27T06:59:49.627587Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Jyem8FPH/f96lXscaderUQVEUDh8+XOnxQ4cOVRSni4iIQFEUjhw5UumYc8+pW7cuOp2OtLQ0mjVrVulPgwYXTn2x9fVU9Z4JIYQQQgghrr4lBxL4YcMZAD4dEUmjAHerY2VmnObpLa/zkJ8na+p2hh4v22qYMnG/UR08eJBvvvmmYrXcbDZjNBpxdXUFLOnq5WngAB4eHtjb27N582bAsur91FNPnRf3/593qdexhpubG/fccw/vvPMOGRkZAMybN4+NGzfy0EMPAeDu7s7IkSN55513yMnJAWDKlCmVUuC9vb0ZP348b7zxBgcOWIpMqKrKpk2b+PXXX6t87ctxPf//PRNCCCGEEEJcfceScnhhjmWe8FCPOgyOtL6OmbG0iBcWjyZRrxBsVmg35EfQ2W66LRP3G1R4eDgnT56kVq1a1KtXj+DgYCIjIysm4w888ABbtmyhdu3aNGvWjKSkJCZPnszjjz9OREQEAQEB+Pv7n5eK/v/PU1X1oq9jrS+//BJfX1+Cg4MJCQlhwoQJfPvtt7Rp06bSMSaTCX9/f4KCgvjtt9/o0aNHpTjffvstt912Gx06dCAsLAwvLy/efPNNWrdubdX7Zo3//55drGaAEEIIIYQQ4vLLLijloRm7KSw10a2+Ly/2b6Qp3pcLRrOdIpzMKl/1+B/uHqGXPqkGFFVyeAHIycnBw8OD7Oxs3N0rp0cUFRURFRVFREQEjo6OV2mE1jEajcTExODn54ebW+UehKWlpcTFxZGfn0+DBg2wt7ensLCQuLg4/P39cXd35+jRo4SEhFQ6t6rzLvQ60dHRODk5VdofHhUVhYuLS0XVdoDTp0/j6emJj49PpTGmpqaSlZVFeHj4Bfelnz17Fjc3N7y9vYmLi0On01VUxy9Xfl2BgYHnrZ7HxMRgMBgIDPyv0uPF3rdzpaWlkZ2dTd26dS96fVW9Z+e6nr/HhBBCCCGEuJ6YzCoTf9vJ+uOphHg5sfjxrni5VD3XqI5lG97ipeh5APyv7mj6dX2t2udebB56Lpm4l7lRJ+7i+iDfY0IIIYQQQlwZn/1znMnrTuFo0PH3I51pGuRhdazjJ5Yw5t+XKdIpTHRtyNPD59bo/OpO3CVVXgghhBBCCCHETWHFoUQmrzsFwMfDIzVN2inIYNm6VyjSKXTGmSeGzrLRKM8n7eCEEEIIIYQQQtzwTibn8txf+wGY2DWCoS2DrQ9mNsHfE3k6MYYw/3D63jUbvZ316faXIhN3IYQQQgghhBA3tJyiUh6csZv8EhMd63jzyq3aitGpa95FOb0WxeDM8GGzwLO2bQZ6AZIqL4QQQgghhBDihmU2qzw7ex9RafkEeTjy7d2tsdNbPxVeuel9njo5k1xFgSHfQEAzG462ajJxF0IIIYQQQghxw/p67UlWH03B3k7HD2Pb4uPqYHWsU6f+4fVTf7LOxZnZzftB8zttONILk4m7EEIIIYQQQogb0qmUXL5cfRKAD4c1p3mIhmJ0wFubXqFQp9ABR+69bbothlgtMnEXQgghhBBCCHFDmrs7HoA+jWoxvE2IplhnotZyQFeKnary4a3TsDNcuTbOMnEXQgghhBBCCHHDMZlVFu6zTNzv1DhpB1iy93sAuujc8KvVVHO8mpCq8qJKBw8eZNGiRWRmZvL000+zcOFC6tevT79+/a720IQQQgghhBDikradSScxuwh3Rzt6N66lKZbZZGRJ1lHQKwyufauNRlh9MnG/gc2ePZudO3cCYDAYCAkJYdCgQdSuXfui5508eZJ27drxyCOPEBwcjMFg4I8//qBv374VE/dff/0VX19fhgwZcrkvQwghhBBCiCsmu6CUWTti6Fbfl2bB2vZDAyzb8BYms5GB3d66rH2+xfnm7bGstg9uEYSDnV5TrN0HfiNRr+BqVunZ7glbDK9GJFX+BrZ8+XLmz59PQEAAHh4erFq1ioYNG7J06dKLnrd69Wrq1avHF198wfPPP4+/vz+PP/54pdX2efPmsXbt2st9CUIIIYQQQlwxBSVGxk/dwccrjjFk8mY+XHaUwhKT1fGmL3uQl6Ln8WrMIsbP6EhOwh4bjlZcTEGJkeWHEgEY3jpYc7y60dt4IT2Tic51cHTy0hyvpmTF/QYXGhrK888/X/H14MGDeeuttxg0aFCVx0+fPp0//viDtLS0SucBeHt7A5aV/KNHj5KYmFhxzEsvvYSfn99lugohhBBCCCEur1KTmUdm7mFfbBb2djpKjGZ+2HiGfw4n8eEdkXSq61OjeIvXvc6nqVsBsFdVXIpycPulP3R/Ebo+DXrDZbgKUW7l4WQKSkyE+zjTOkzjRLukAO+jyxlXkgvDX7bNAGtIVtxvMi1atODMmTMXfN7Lyws3NzcMBgMBAQEVf/7++2+2bNkCgIeHBw4ODri4uFQ8r9drSz0RQgghhBDiajGbVV6Ys58NJ1JxNOj444GO/DyuLQHujkSnF3DXT9t4df5BcopKqxVv046vefPsAgDGOEewtP8M3nFrjmIqgXXvk/NjDw4f/fsyXpGYt9eSJn97y2AURdEW7PgyKMkFzzAI7WiD0dWcrLhrUFBacMHn9Do9DnqHah2rU3Q42jle8lhng7MVo6xsy5YtNGrU6ILP33bbbRw+fJjk5ORKK+4LFiyo+PeAAQOYPHky9erVO29VXgghhBBCiOuJqqq8v/QoC/YloNcpfH9PG9qEW1Zo29fx5qPlx5i1PYZZ22NYezSF929vRt8m/heMt//QHzx3+EeMOoVBdr68cMc8dHo7uGceHJwLy1/kc2Mi87e/xfjDM3lk4C84OXtfqcu9KaTkFLH5ZCoAd9ggTf7rvZMJc3WhX7M7cNZdnbVvmbhr0GFWhws+1y24G9/1/a7i655/9aTQWFjlsW392zJ1wNSKrwf8PYDM4szzjjs4/mCNx3j69Gmef/55jEYj27dvJyEhgb//lrt7QgghhBBCAHy/4TS//hsFwKd3RtKr0X/Vx90dDUwa1pzbIoN4Zd4BotMLuH/6Loa0COKt25rg4+pQOVjKMZxXvIqblyOtde68N3KpZdIOoCgQOQJTne4ULRyF2ZjO1PxTrPmzB2+3epp2rSZeqUu+4S3cl4BZhTbhXoT7uGiKlZZ2jF/NaZj8fGhZrze1bTPEGpNU+Rucvb09AQEBFfvP/fz8CAsLu8qjEkIIIYQQ4uqbvTOGT1YcB+D1QY25o3XVvb471fVh+VPdeah7HXQKLNqfQN/PN7BgbzyqqloOyoqFmXdQPy+DmWZ/Ph+xFEMVGbN6V38+umc9kxtOoJZJJUYP9x34knf/HEBuTvxlu9abSXmavC1W25fv+AKTohBptqN27R6a41lLVtw12H739gs+p9dV3vO9fuT6Cx6rUyrfP1kxfIWmcZ3r3OJ0L774Il26dGHixIksXrxYU1zN+0SEEEIIIYS4ilYeTuKVeZaM1od71OX+bnUueryTvZ5XBjZmUGQgL849wLGkXJ6evY+F++J5pbcrBUvH0jInHnwbEnjPPLhE+nuPjs+yoMlovlh2H3OK45lTHM+Guf35qsWTNGvzoM2u82ZzNDGHo4k52Ot1DG4epDne4uTtoIPBgV1sMDrryYq7Bs4G5wv+OXd/+6WOPXd/+8WO1cpgMPDNN9+wZMkSVq9erSmWp6cn2dnZmsckhBBCCCHElbb9TDpP/LEXswoj2oTw0oCG1T43MsSTxU905fl+DbDX69h+4hQvrhjNRKdi1vsEw9hLT9rLubkH8eboFfza4hnCTFCKmeClL8HciZCfZu3l3dTml622925UCw9nbZX7T51eyVGdCTtVZUCHZ20xPKvJxP0m06FDB4YPH85LL730X1qPFfr378/cuXN5+OGHef7550lNTbXhKIUQQgghhLg8jiTkcP/0XRQbzfRt7M+HdzSvcTapQa/j8d71WfhoK1rW/ozTjiqOqsos/WOcKfGs8ZjatbyPv+/ayBT/vnipChyaizq5HTv+/QTVbK5xvJuVyayywIZp8ov3/QBAN50HXl4Xz8i43CRV/gY2evToKlfFP/vsM+bOnUtKSgr+/udXxOzduzchIZX39zz++OOV9saPGTOGevXqsXfvXvLz86UdnBBCCCGEuObFpBcwfuoOcouMtKvtxeS7W2Gnt24t02wyMm3daA46luJoVvFJvIOVubVZ/9UmnunbgAe6RdQotqOTF00GfQ2tJsDCJ1iZe4rnT82g2+l5vHnL9wQEtrJqnDeTf0+lkZJbjJezgZ4Na136hIswGUtYkn0c9Aq31RlkoxFaT1G1LLveQHJycvDw8CA7Oxt3d/dKzxUVFREVFUVERASOjo4XiCCE9eR7TAghhBDi8krNLWbElC1EpxfQKMCN2Q92sjqVWjWb+WTuUGYWRmOnqnzT5CHC603k1fkH2XTSkuLeLNidj4dH0jTIo+YvYCpl1vKH+SxtO6WKgrNZ5ZnAXoy85Yv/qtSL8zwzex/z98YztmM4793eTFOstGOLeHn9cxx3sGfN3duwd3Cz0Sgru9g89FySKi+EENcAVVX5ZMUxen+2nvt/28XnK4+z/GAi0Wn5mM1W3F+N2QbfduDzaZ358K/B/L3qOQ4dmUNR4fmtJoUQQogbXW5RKfdO3UF0egEhXk78dl97Tfuff1kygZmF0QC8V3sYXds/Qai3M9Pva89nI1rg4WTgUHwOQyb/y6f/HKOo1FSzF9AbuHvwL8zt8TUtVQMFOoUPktczYUYHoqLXWz3ucx1JyKH/Fxv5bv0pzbHU0mKYex/8OgBK8m0wuprLLzay4lASYJs0ed+jy/k5KYUVvr0v26S9JuR2jRBCXAN+3HiG79afBuBMWj6rjyZXPOdir6dhgBuNA93L/rjRMMAdV4cL/AhPOwmzRkFRFkscg0gtzIXCs5CwEt2Odwg362ho70lLz/rc02Ak+DcD9yBLf1khhBDiBlNUauLB6bs5nJCDj4s90+9rj7+79RmO6q5pnIjdBK4uvFSrC4N7vlfxnKIo3NkmhO4NfHl70WGWHUzi23WnWXM0hd/v73B+3/dLqBPRm9/CdvDnqqf4MnEDe3Ql3Ln+cT5tMI7enV+0+hrKtwyk5hbz7dpTTOgcgZO9dVtfzSYjr//VnzaJJxielw9Hl0CLUVaPzVorDiVRWGoiwteFlqGe2oKV5MORhQC4tBijfXA2IBN3IYS4ypYcSODD5ccAeKxXXXxdHcpameRyPDmX/BITe2Ky2BOTVem8cB9nGgf8N5lvHOiOkzkW4+93ElCUhRrchqcjOnI8/TDHCxI5YS4gU6cQpVeJMmWSEr+Re3bNtQRz8uJl/wC8XGrRwLsRDYM7U7d2LxwcrUjvE0IIIa4RJrPKM7P3sfVMOi72eqZNaE8dP1frAx5djLL0GT5SzQwK70ePW6dUeVgtN0e+u6cNKw4l8fqCgxxLymXcrzv448GOuDvWbKVfp7fj7gHf0jNhF++sepTtFFC49Rvwbwt1e9f4EtLyihn363ZSc4sByC8xsepoMkNa1Lx1mmo28+nfw1hsTGe5rzcdiooIOTD7qkzc5+2NA+COVsGaW1ef3jsNd3Mhfl4RENreFsPTTCbuQghxFe2KzuDZv/YDcG/n2jzfr2GlXzZGk5motHyOlE3kjybmcCwph+ScYs6mF3A2vYAVhy1pYY5KLo1qTyLX1chHxUHEN/4ffds1Z0jZyrxqNpOWdpTj0Ws5nrwH37x0MPpA2gnyi7JYqrhBQZTlT9xy9NtUapt1NHDwppt3U25r8zjUanzl3yQhhBDCCqqq8sbCQyw/lIS9XseP49rSPMT6G9LRR/4m7O9H0KlmdK3H0WPQ15c8Z0CzAOrVcmXUD1s5nJDDfVN3Mn1ie5ztaz4NCwpqy7d3b+TQ3LtpmbsG/rwHxsyD8E7VjpFXbGTC1J0VWwa61vPlz52xLNgbb9XE/delEyu2DLzv141DqQv4OO8Ab6Uexdfvyn1mSMwuZMvpdABub6U9Tf6TY7+xLTSY933bc9s1kpEoE3chhLhKzqTmcf/0XZQYzdzSxJ83Bjc57w6xnV5HfX836vu7MbTlf4+n5xVzLMkykT+SmMOxhAw8DG9yyFHF3aTjufzxxCxJYEyaHe/f3hwARafDr1ZT/Go1peu5L1JahJK0j3dPzONE+jFOFCRwXC0iW6dwWq9y2piO4+ll3LZvMbxwCuzsL/t7I4QQQmj1xeqTzNoeg6LAF6Na0qWer9Wxjh1fxITtb9HN25UPvPtgGPRFtbeY1avlyoyJHRj941Z2nc3kwem7+Xl8WxwNNU9NtzM40nLEn/DnXXBqNal/jiLj9m9o2HDoJc8tMZp5eMZuDsZn4+Niz4yJHTCZVf7cGcvGE6mk5xXXKJV//poX+TJjFwAv+nVm0MDvuSdlOwd0pbTf+RVjB1adjXA5LNyXgKpC+9rehHo7a4qVknKIbWoBZkWhZYvxNhqhdjJxrwEpwC8uF7P057zppOcVc+/UnWQVlNIixIOvR7dCr6v+HV0fVwe61HOo+BDy8V9DmFlYgkFVmej/ILsduhFzMJETyXmXDmZwxDm0I8NCO1Y8pJrNJKcc4MTZdZxI3kejlNVQnAe5CeBVu6aXK4QQQlxR07dG8/WakwC8O7QZgyIDrY4VG7uVh/99lTy9QoqLN6bbv8dQw8ruTYLcmXZfe8b8vJ3Np9J4fNZevh/TGoM1rejs7GHkDJJ+v537TDHkbnmNaXbO1K17ywVPMZtVnpuzn82n0nC21zN1QjsifF0AaB7swcH4bJYeTGRcp9rVGsKGbf/jndhloCjc59qAsQMt/c4HB3bmQPIGliRvY2zNr8wqqqoyb09ZmrwNitIt2/klZkWhlWogNLSL5ni2clUn7nPmzOHff/+t9FhgYCAvvfRSpceSk5OZNWsWycnJNG/enFGjRmFnZ1fjY6xlMBhQFIXU1FT8/Pw075kQopyqqpSUlJCamopOp8PeXlYybwZFpSbun76LmIwCQr2d+Hl8O6sLwgD8vvwRZhZGATCpzggGdH+KyOgMlh5MJDG70KqYik5HQEBLAgJa0h3g61aQnwfZ8TJxF0IIcU1bvD+BtxYdBuDpvvUZ2zHc6lhpqcd4aNWDpOsVGph1fD18AY5OnlbFah3mxc/j23Lv1J2sPprM83P28/nIljW6cV/B3hnXO3/Dfe5AYnVGHtzwDNPsfyQ0tPN5h6qqyrtLjrB4fwIGvcIPY9sQGfLfNdzeKpiD8dks2BtfrYl77PHFPH90KiadwhBDLZ4eNqfiuf7tn+bjRes5ojNxJnoddWr3qvm11dDhhBxOJOdhb6fj1ubW36AptzhlJ+hgcFB3G4zOdq7qxH3NmjVs27aNe++9t+IxX9/KKSwnT56kS5cutGrVivbt2/PWW28xdepU/vnnH/R6fbWP0UKv1xMSEkJcXBzR0dGa4wnx/zk7OxMWFoZOJx0ab3Rms8rTf+5jb0wWHk4Gpt7bHj+3mlWYPdeaLR/zcfImUBSe9m7LgO5vARDk6QRAUnYRZrOKzpoPBefY5+HLkdIUWibupEnta+fusxBCCHGuTSdTefavfagqjO0YzlN96lsdKzcnnkeWjCJWD8EmmDJ4Fu7uIZrG17muL1PGtObB6btZuC8BZ3s9k4Y1t2ph0NUtkCm3z2PCgts5pTfzwKqHmDZwBgEBLSsd9/2G00zbEg3AZyNa0K2+X6Xnb2sRyAdLj7AnJouz6fmE+7hc+EVTjhIy/3HudzRzwDuEt0csRjnn86u3dz266FzZqOazdO8UnrgCE/d5e+IBuKWJPx5O1rf4Azh+YgkndGYMqkr/Ds/aYng2c9VT5evVq8fTTz99wedfeuklGjVqxPLly9HpdDzwwAPUq1ePWbNmMXbs2Gofo5Wrqyv169entLTUJvGEKKfX67Gzs5NMjpvEpGVHWXG4rEjO2DbUq2V9ZVs1dhe/HpqK6mBghEMw9w36peK5Wm4O6BQoNamk5RVTS0PbG4A5BjOLfL15MnUvTTRFEkIIIS6P/bFZPDRjN6UmlUHNA3l7SFOrP18VF2Xz1LyhHNOZ8Tar/Nh3Cn61mtpknL0b+fPl6JY8+cde/tgRi4u9Ha8NamzVWD29Ivhp8J+MXzySGD08sGwc04bMxce3AQB/7YrlkxXHAXhzcBOGtjw/lbyWmyNd6vmy6WQaC/Ym8FTfC9zsyI6DmcNRirJ4yLcdppHz0RvO308+OHwAG6P/ZmnmER43mytN7G3NaDKzaH8CYKkmr9Xi/T8D0FPviYdHmOZ4tnTVJ+6nT5/m1VdfxcPDg27dutG583/pHaWlpSxbtowvv/yyYiUyLCyMnj17smDBAsaOHVutY2xFr9fbZAVfCHFz+m1LND9vtqS0fzoikg51fKwPlhGF8scofihMZ0ZESx4YvqDSL0Y7vQ5/d0cSs4tIyC7SPHEPcPKF0hSSClI0xRFCCCEuh9OpeUyYtpOCEhNd6vnw+agW1qWgA5hNHJ1/L/sowsUMUzp/QFhY10ufVwODI4MoKDHx4twD/Lw5ChcHO565pYFVsXz9GvPTgKmMX3Ev0Xp4aPEIfrljMTvjHXhl3kEAHulZl/u6RlwwxrBWwWw6mcbCffE82afeeTcRsjKjmDx3GM/mJuDs2xDu/gu9o1uVsXq2exLnM3OJ1yvsP/InLZvdbdV1VcemU2mk5RXj42JP9wZ+lz7hIlSTkdW5p0CvMLjuEBuN0Haual6uoih4e3vj6OjImTNn6NOnD0888UTF8zExMRQXF1O3bt1K59WtW5eTJ09W+5iqFBcXk5OTU+mPEEJcLquOJPPOYst+uxf6N6zyjnd1mfJT4fcRUJCGq39zHhm1GDvD+RPzQA/LYwlZ1u1zP1eAi6VFTFJJluZYQgghhC2tOZrM8O+3kJFfQvNgD34Y2xYHOysX23KTYfpQWh5fyw8pmXzd8mkaV6NiuzVGtg3lrdsseWxfrTnJTxvPWB0rKKgtP/X5Dh+TSrGxmPTf7+HFWf9iMquMaBPCi/0bXvT8fk0DcDToOJOWz4G47ErPFRSk8diC4cy2N/FaYAiMnQfO3heM5eTsTV/7WkQWFVN6cpXV11Qd5Wnyt7UIsq7Q3zmUqA38FRfHO9lFdGvzmC2GZ1NXdcX95ZdfJjz8v2IRo0ePpnfv3gwdOpS+fftSUFAAgJtb5bs57u7uFc9V55iqfPjhh7zzzjs2uQ4hhLiY/bFZPPHHHswqjG4XyqM96176pAsoKc7loTkD6G5M5l73EJS7/wKHqu94B3k6sScmyyYT90DPOpAISaYL/1wVQgghrqRSk5nP/jnOD2UT3ubBHkyd0A5XB+umOFt3T8Fu0+e0y0oGgwvthvwEjQbacsjnmdAlgvxiI5+tPMEHy47i4mDH3R2sS9GuHd6dn7t/hsffD+NXeIDJyqf81uAzPrzj0nvoXR3s6NckgEX7E5i/N54WoZ4AlJYW8PzcwRzQleJuVnm8zxfgcel9/m+3exnDrBGQtR5MpaDXtve8KrlFpaw8nATYppo8+//E3axyR92h4HCRff5XyVVdcT930g7Qq1cvQkND2bx5M/DfZDwrK6vScZmZmRXPVeeYqrzyyitkZ2dX/ImNjdVyKUIIUaXYjAIm/raTolIz3Rv48d7tzazeb2c2GXl9zmB2KSX86OlJyvAfwP3C1VPLC9QlZhdZ9XrnCvCx3KlPxKQ5lhBCCKFVfFYho37YWjFpv7dzbeY+0gnfGvQhL2cyljB5/mgeOjiZF93sSKvVGB5cf9kn7eUe61WPh3tYbuq/tuAgC/bGWx3LybcHL5a+TK7qRGf9ESYYJqGaq/c5YFjZHvElBxIwmsyoZjNvz7mNTWo+jmaVb9u9etGWc+cy1O0Nrv5QmAGn1lh9PRez/GASxUYz9Wq50jzYQ1MstSgHji2xfNFitA1GZ3vXXAnrkpKSigJwYWFhuLq6cuzYsUrHHDt2jCZNmlT7mKo4ODjg7u5e6Y8QQthSdkEp907dQVpeCY0D3fnuHiv7tZb5ZsFolpsysFNVvoh8Av/wi++3s2mqfK3mAOTqFAryZJ+7EEKIq2f1kWQGfrWJPTFZuDnaMWVMa94e0tSq9PiU5EPcP7MzP+QcRlUUejiH4DphOfhZt9/cGoqi8NKAhoztGI6qwnNz9lesJNdEZn4J437Zzrq8UN50eYMF7p48aDrLq7MHYDKWXPL8rvV98XaxJy2vhM2n0vhi/ggWlaagV1U+a3xfzfaq6+2g2XCydTq27v2pxtdSHfP2Wnq3D2sVrLnI86Itk7jb143l/hEQ3MYWw7O5qzZxNxqNbNiwodJj5X3Y+/XrB4BOp2P48OFMmzaNoiLLnaIDBw7w77//MnLkyGofI4QQV1qx0cSDM3ZxOjWfQA9Hpt5rfeoewJyVz/BznqUq7Nuhg+nY5qFLnlO+4p5ggxV3V7dAXM0qAEmpBzXHE0IIIWqq1GTmg6VHuH/6LrILS2kR4sGyJ7sxoJl1vbu37PyWEctGs0spxtms8lH4MN6+ayWOTl42HvmlKYrCO0OackfrYExmlcdn7WXTydRqn19QYmTCtJ0VnzteePA+fLo+jx5YYcrk3TmDMJuMF41h0Ou4LdLyXq7Y8BRT804A8HboIHp0rHlrtNh6PekZFswThcfJy02s8fkXE5dZwLYzGYClD71Wi2PXcNDRgZig5nCNdnq6ahN3RVGYNGkSnTt35oEHHqB///5MnDiR9957jx49elQc99FHH1FYWEi7du0YN24cvXv3ZsyYMQwdOrRGxwghxJWiqiovzT3A9qgMXB3s+PXedgR4WF/VfdOOr/kgwVLc5RH3Zgzt81G1zgvyKEuVt8GKO8AnJU7MSEgiqOTSd+2FEEIIW4rLLGDElK38tMnSneW+LhHMebgzod7ntyO7FLOxhG/mjeThw9+ToVNoYNbxZ69vGdTzXVsPu0Z0OoVPhkdya7MASkxmHpy+m53RGZc8r9Rk5rHf97AvNgsPJwPT72tPkKcT3do/wSf17kanqswrSeLTv4ehms0XjTW0VTBDdZsZn7YKH6OJp73bcnufj626npA6txBq1lGsU1iz8yurYlzIwn2WFnCd6vgQXLZQYa2kpH3sUC2flQa3feISR189V604nV6v559//mHPnj3s3buXW2+9lV9++YWQkMrFDgICAti3bx/Lly8nOTmZBx98kK5du9b4GCGEuFL+t/IEC/YlYKdT+H5MaxoHWr8VJyVqA88f/hGTTmGIwY9Hhv5e7XMDPS03C1LziikxmrG303avtptLOCSegPzqrwAIIYQQWq08nMTzc/aTU2TE3dGOT0e0oH/TAOuC5SSg/D2R2ILjqK4ujHAI5sWhf1yVVfaq2Ol1fDW6FQXTd7HhRCr3Td3JrAc60jyk6j3cqqry0t8HWHc8FUeDjl/vbUd9///qfN3S9VXeLcnl9dglzCyMxnnhXTwxbPYFX79V8W4i7X/ArsTE53bdaDXoe6uvRdHpGOTTgslZ+1gSuxZbLamqqsq8PWVp8jYoSrd051eoikIb1YHg4Paa410uV72Pe+vWrWnduvVFj3FycuKOO+7QfIwQQlxuf+6IYfK6UwBMGtacbvU19BTNjqPWvId4hlzW+gbx9vDFlXq1X4qPiz32djpKjGaSc4qsWpWopLyKbHactjhCCCFENZQYzXy84hi/bLassrcI9WTyXa2s/n1mPrkS3fyHUQrSecvBlf6RE+jT7Q1bDtkm7O10TBnThvFTd7AjKoNxv27nr4c6VZqQl/toxTHm7YlHr1P49u7WtAk//wbE0N4fUrAil0nJG/gx5wgui+/jvtt+Pe+4Q0fmYFz6HC0xsdDUmQWmCUytweeOqgxs/SiT1z7IDrWAlORD1PJvpikewIG4bE6n5uNo0HFrMytv4JRRzWYWp+4GPdwW3OPSJ1xF11xxOiGEuF5tOJHKawsOAfBE73qMbBdqfbCibPh9JOQmMtoxlCkj/sFQw9YkiqIQZMMCddHObsxyc+WftH2aYwkhhBAXE5tRwIgftlZM2u/vGsGchzpZNWk3lhbx1d938uyqR1AL0sG/OS4PbrwmJ+3lnOz1/DK+LS1CPMgsKOWen7dzNj2/0jE/bzrDDxssVfU/uqM5fRr7XzDeXQMm85S3pehaatQa1O0/Vno+Kno9j25/hwd83dgW2p7nSx9m46kM0vKKNV1HaGgnWqoGzIrC8l1fa4pVbn5Z1f1+TQJwc9TWZu7oiUWc1qvYqyr9OtR8H/+VJBN3IYSwgSMJOTw6czcms8qwVsE8e4v11WhLSwv4cvZgstOOWlqp3PMXOmdvq2IFetiuJdwBxcSHvt7MLYjWHEsIIYS4kH8OJzHo603sL9uz/dO4trw+uIlVW76SkvYx8fcu/Jx3nDUuzuxoMQzuXw0+dS/DyG3LzdHAtAntaejvRkpuMXf/tJ3EbMuN+AV743l/6VEAXhrQiBFtL71YcP9t0/jRtwcvZmShLH8B9v8JWCrrP7z2CTJ1CnUx0HzUDJqE+mIyqyzZn6D5OgYHWrYwL03ZoTlWqcnMorIx2SJNfvFBS+ZBLztv3Nxt0Av+MpKJuxBCaJSYXch903aSX2KiYx1vPh4eaXVbEtVs5t05Q/iFLB4KDMB815/gGWb12Mr3ucfboiWcVx0Akky2KXYnhBBCnKvEaOadxYd5aMZucoqMtArzZOmTXbmlyYVXki9m046vGbF8DHuUElzMKp9GjKDDsGlgsL5g7JXm5WLPjPvbE+HrQnxWIff8vJ35e+N4fs5+wFKk7+Eedaodr9PAb1A6PAxAyYJH2LjhHR5edg8Jegg3wXdD5uDiGsCwlkEAzN+nfeLev/0z2KkqJxQjiWc3aYq14XgqGfkl+Lo60K2er7aBmYx0SjhGz/wChta79rdcX/U97kIIcT3LLSplwtSdJOUUUa+WKz+MaaupCNyPi8ezoDQZnaryaPMH0QVfvAbIpZRXWi2/Q69FoG9jAJIUFdVsrtF+eyGEEOJiYtILePyPPRyIywbgwe51eKF/Qwz6mv+uMZYWMXnRGH7JOw46hcZmPZ/1mUxY2PVZvLqWmyMz7+/AiO+3cCY1n2dmWybtQ1sG8fqgxjVbLFAU6P8hRcXZPJW4mi3Rc0EHfiaVH/r/grdPfQAGtwjivaVH2R+bRVRaPhG+Nduudy5Prwg+twuj+Zmt+J5aB+HdrI5VniY/tGUQdlZ8b1Ryei3dM5Pp7uwL7R7TFusKkE9dQghhJbNZ5bFZezmWlIuvqwNT722Hh7P1e62WbXiLyVn7AHgtsDfdOz6jeYwVqfJZ2lPl/WtFAlCkU8jOPqs5nhBCCAGw4lAig77ZxIG4bDydDfwyvi2vDmxs1aSd7DhendndMmkH7nIMY+ZdG6/bSXu5YE8nfn+gI76uDgB0q+/Lp3e2QKezIsNPp8Mw+Gvc3Cyr6q5mle+7fUxwcIeKQ3xdHehW37KivaBssqxFr5b342s2w4E5cImWdBeSXVjKqqPJAAyzQe92Dli2CtD8TtBr2yt/JcjEXQghrLQtKp2NJ8rbr7TVVLVdNZv56vQ8AO51qcfI/rYp4GLLVHl7Bzd8TCoASSkHNccTQghxcys2mnh70WEenrmH3CIjbcK9WPpkt4sWWbuoE//AlK7cnRSFp8nM/+qM4tVRS7F3tL4t67UkwteF+Y92ZtKw5vwwto2mDD+9nT0fjljOuyG38nvPr2hYf9B5x9ze0jI5XrAvHlVVrX4tABreCvZukB2DOWarVSGWHUykxGimob8bTYO0/TfNy03k+4R1xNrpocVoTbGuFEmVF0IIK605mgLA4MggIkM8NcU6eeYfEvTgYFZ5dOAvNhidxX+p8tpX3AECFDvSMZGYcYJGNokohBDiZlRsNDH6x23sjckC4KEedXi+n3Wp8QBsmwIrXgKgZWAL/hk8BedaTWw02mtHqLczd3ewvvbNuQwOLgzr88kFn+/X1B9nez1n0wvYF5tFqzANve4NTuxq0IPv0nZQZ9t7vF57RY1DzN9jWfkf1jrY6lpC5VZt/5zvPFz5x9WNBYEtNcW6UmTFXQghrKCqKmvK0rX6Nq6lOd6GI38A0FHvhpOVFeSrEljWDi67sJSCEqPmeAF2lj1uSdnRmmMJIYS4ea07lsLemCzcHO2Yem87XrnVytR4LHvaH9v/JdPd3ShqOwEmrrohJ+1XmrO9Hf2bWvqk2yJd3hjRnZ1OjiwvjKO0OP/SJ5wjNqOAHdEZKMp/mQBaLIpbB8Bg31aWff/XAZm4CyGEFc6k5ROdXoC9XkfX+n6a4w1LieWd1HTuCutng9H9x83RgJuDJbkqwQb73B/yaM6MhCQGKq6aYwkhhLh5rTxiufk9qm0ovRppuwG+59BMNjoa+NnLE8OAT8DOwRZDFFiKwAEsPpBIqcm6venl2rWYQC2TSo5OYdPub2t0bnlRui51fQnw0NYVICFhF7uUYhRVZVDbJzXFupJk4i6EEFYoX23vUMcbVweNu47yUvGN28sdefl0af2QDUZXWVBZunyCDfa5N/ZtSsviEjxyUzXHEkIIcXMymswV2836la3oarH25EIAejoEoLez1xxP/KdrPV98Xe3JyC9h88k0TbH0dvbc6lYPgCWnF1f7PFVVKybutihKt2SXpY5QOxwJDGqjOd6VIhN3IYSwQvkHjr7WFtA518mVgAqBLcA9SHu8/6e8QJ0tWsLhXvYLM0d7ypwQQoib047oDLILS/F2sadNuIZ901iKu67NiwKgV8QAWwxPnMNOr2NwZFlPdxukyw+OvA+ADaZMcqv5WWJvWUs6J4OeAc203ehRzWYWp+0D4LbQPppiXWkycRdCiBrKLihl19lMAHprTO8DmHJkGjPd3Uir21NzrKqUt4SzRap8trMXs9xc+bFYJu5CCCGss/KwJWutT6Na6K1pZ3aOYycXk6hXcDKrdGo50RbDE/9P+Sr3yiNJ5BVrq5fTsP5g6pkUShSF1Tu+rNY55UXpBjQLwEVjluOhY38TrVdxNKvc0v5pTbGuNJm4CyFEDa0/kYLJrNLQ301TCziAkuJcppYk8rGPF8nBLWw0wsqCyvaC2SJVvsjZmw99vfnOScVkLNEcTwghxM1FVVVWle1vt0ma/BFLL+7Odh44OmlbvRdViwzxoI6vC0WlZlYeTtIUS9HpGOTbCoAlZQXiLqbEaGbxgQQA7mitPU3+7LEFOJvN9Db44uIWqDnelSQTdyGEqKHyNPneNqgmv+vAdAp0Cn4mlcYNhmqOV5UgG7aE8/VtjJ2qYlIUUtOPao4nhBDi5nIkMYf4rEKcDHq61ffVHG9d1hEAegf30BxLVE1RFIaWVXK3Rbr8wLZP0LGwkNvTEiD74vHWHU8hq6AUf3cHOtfV+P1iKmXwqa2sj4nn+VZPaIt1FcjEXQghaqDUZGb98fL97don7uvPLAegu1MQOr3GIncXUL7HPcEGe9z1dvb4lRWVTUo9ojmeEEKIm0t5mnz3Br44GvSaYhWnnSCgKB8ns5nurR6wxfDEBdzeyrLP/d9TaaTkalsICApqy0/29bktLx8Ozb3oseVp8kNbBmveVsGp1VCQjpOzH36NLs9iyeUkE3chhKiBXdGZ5BQZ8Xaxp2Wo9oI6G/PPAtCjtm3bwJ0ryOO/qvKqqmqOF6CztNlJyjipOZYQQoibS3kbuH5NtKfJO5xczeTkVDYrtfH0itAcT1xYuI8LrcI8MauweH+i9oCRIy1/H/jrgodkFZSw5pjl+8UWafJxe39DBWg+Ai7TYsnlJBN3IYSogbVlv0B6NvTTfOf31JmVxOvBwazSscV9thhelcr7nRaVmskqKNUez87Swz05N1ZzLCGEEDeP2IwCjibmoNcpNinuyrGlANg3Gqw9lrik8iJ1C2yQLk+ToaQYHPit8CxnTq+s8pAlBxIpNak0DnSnUYC7ppfLyY5laNEhbg8OJKvxIE2xrhaZuAshRA3Ysg3chrKCOu31rjg5e2uOdyGOBj2+rpa+trZIlw9w8gEgMV9bgRohhBA3l/LV9na1vfBy0dZvPT87jviE7ZYvGg7UOjRRDYOaB2KnUzgYn82plDxtwZy9+SCsPp/5eLFw3w9VHjJvTxwAw22w2r5yxxeUKAo6Owc8Qjtpjnc1yMRdCCGq6UxqHmfS8jHoFZsU1MlOP4ZBVenp38EGo7u48pZwiTZoCRfgYqnCmlScoTmWEEKIm8eqI5YbvrZIk1+9ezIDQgJ5MbQueIVrjicuzcfVge4N/ABYuM8GPd0jLCvfy7KPYzZVbjMXnZbPnpgsdAoMaRGk+bUWx28AYIhfWxTd9TkFvj5HLYQQV8HaY5bV9g4RPrg5GrQFy0/jubPH2Hw2jsFtL39l0yAbFqjrE9SVGQlJvF6oraiQEEKIm0dmfgk7oiw3fG9poj1rbW38JgBqezfUHEtU3+3l6fL74jXXzene9jHczCpJeoXdB6dXPF5UauL9pZYCuF3r+1HL3VHT6yxd/yZ7lBIUVWVgu6c0xbqaZOIuhBDVtPqoJcWvjw2qyXNyFaDi7N8MZ5962uNdQmBFgTrtK+7+fk1oWVyCb7YNitMIIYS4Kaw5loJZhSaB7oR6O2uKVViQwRZjNgC9m9xli+GJarqlsT8u9npiMwrZE5OpKZaDowe3OFqy+JYetWwfzC4oZdwvO1h9NAV7vY5He9bV9Bq/LX2Al8/OB+BOxxD8/SM1xbuaZOIuhBDVkF1Yys5oyy+oPo20rxTkHF9s+UeDWzXHqo7yFfdEG6y44x5i+Ts/BYzF2uMJIYS44a08bEmTt8Vq+9Z9P1OkUwgyQcP6UpjuSnKy19O/mWWrgy16ug9qNAqAlUUJnE1JYsQPW9gRnYGbgx2/3deejnV8rAtsNrNiwb18lrYNgLHOdXh9xBLN472aZOIuhBDVsOFEKiazSv1aroT5aFspKC3Op1/BAUYEBZBau6ONRnhxgee0hNPM2Zs5Hl587uVJaspB7fGEEELc0ApLTGw8mQpAv6baJ+7roi1VyHu71r5u9ytfz8qryy89kEiJ0awpVtvIe/E3qeTqFN6a8TYnkvPwd3fgr4c70amulZN2YwnMe4A+++bTvaCQ53078uKIheiuwxZw55LvdCGEqIa1ZWnyvW2QJr/z4HTydQppdgZ8wntojlcdQZ62S5VHUZju4cZUT3eik/drjyeEEOKGtulkKkWlZoI9nWgSqK2tl7G0iPXFltX7XvWH2mJ4ooY61/XFz82BzIJSNp5I1RRLp7ejh2Md7M0qgeynjp8Lfz/SmcZWfp8U5CZh+v1OODQXg86Obzp/wPhBP2ka47VCJu5CiGve7J0xfL7yOCaztiIoAKSdhIWPQUZUtU8xmsysO275xWSLNnAbzywDoLtT4BW7+1ueKp+cU2ST99Ffb4mXlHVGcywhhBA3tlVlbeD6NfVHURRNsfYd/pMsnYK7WaV1szG2GJ6oIb1Oqaj0vkBjdfmVh5PYdqwX62PieDf3BPPubUKIl3WZjWmpR7l37gA+yDmAau8Kd/+FrsUoTeO7lsjEXQhxTdsbk8nL8w7y9dpTFb/4rWUsLeLDBaOJPfgn/PNqtc/bfTaT7MJSPJ0NtA7z0jQG1WxmfV40AD3Cb9EUqyZquTmi1ykYzSqpudr3pQcaPABIzI3RHEsIIcSNy2gyVxR3tUUbuCYJR/hfcipPOdfDzqCt2riw3u0tLenyq44kk1tUalWMWdtjeHjmbg6XNCDLrjYGjHhGL7MqVvTZjYxZPJKjOhNrXF1JGT0d6vWxKta1SibuQohrlsms8vqCQ5R3G5m2pfqr5FX5Y9VTzDKUcG9gLUqPL6/2qnt5G7heDWuh12lbKTgdtYZ4PdirKh1b3qcpVk3odQoB7rZrCRfgZOnjmlSgLUVOCCHEjW332UwyCyw3v9vV1nbzG1XF+cQK+hUUMjJyom0GKKzSLNidun4uFBvNrDiUVKNzVVXly9UneHX+QcwqjGobSlD38QAkHphV47EcPDKHcWsfJV4PoSaY0fcH/OvcWJN2kIm7EOIaNmNrNIcTcnBztEOvU9h2JoOjiTlWxUpOPsDk5H8BeCTfiFGBfZs/rta5tmwDt+GI5RdSe8UVZ2dfzfFqItCjrLK8Dfa5B7haUuSSSrI0xxJCCHHjWlmWLde7US3s9BqnHsmHIess2DlC3d42GJ2wlqIoFUXqFu5LqPZ5RpOZV+cf4svVJwF4snc9PhreHFPTodwV5E9/JYHEhN3VjrdpxzdM3P4OmTqFJmY904fMJSy0S80u5johE3chxDUpJaeI/608AcBLAxpxa1nrkan/Wrfq/tmqxynQKUSa7WjT4036hgbxSPpm8vMufpc4Oi2f06n52OkUujfws+q1z7Uh/QAAPQPaaY5VU4FlBeps0RIu0DPCEstkgyr1QgghbkiqqrLyiOX3rC3S5Ofv+prvPd2JqdMF7F00xxPaDC1Ll//3dBrJOZdeFCgqNfHI73v4Y0cMigLv3d6MZ/s1RFEU7L3r4GTvjqooLN39TbVef/G613jiyA8U6hQ648SvI/7B17ehpmu6lsnEXQhxTfpg2VFyi420CPHgrvZhTOhSG4AF+xJIz6vZHu0tu75jhSkTnaryeue3CW92F97oydMpLNz83kXPXVOWJt8+wht3R4NV11KhIIO7UxMZmJdP9+b3aotlhaCyFfd4G7SEC/BtDEAyJs2xhBBC3JiOJ+cSm1GIg52O7g20Z5n9kbqD77w82e1fzwajE1qFejvTNtwLVYXF+y++6p5VUMI9P29n1ZFk7O10fH9Pa8Z2DK90zODgngAsTd2Dar5ImzlVhc1f4r7jZwAG2fkyefQ6XFy1FxC+lsnEXQhxzdlyKo2F+xLQKfD+7c3R6xRah3kRGeJBidHMnztjqx2ruCibDw58D8BdzhE0bjgUnd6Ou4IsbdhmJWzEbDJe8Pw1FWnyNvhlcHIlA/Lz+VgXRGBQG+3xaqi8JZwtUuVD/FsxIyGJeXEJUGTd9gUhhBA3tpWHLb9Du9X3w9leWxeVxITdHNWZ0KkqPVo9aIvhCRsYWpYuP3/vhavLx2cVcueUrew+m4m7ox0zJ3ZgQLPA847r2/4p7FWVU3qVE6cuUKTObIYVr8Dqt+hRWMQM355MGr0Kg8ONn4EhE3chxDWl2Gji9YWHABjbMZzmIZbq5YqiVKy6z9h6llLTRe7EnuOvlU8Towc/k8rjt/5Y8fjQrq/jalY5q4d/d39X5bk5RaXsiMoAoE8j7fvbObHC8neD/tpjWaFij7sNUuXtnb1pqTgRYDJBjrZWMEIIIW5M/6XJa7/5vXb/LwC0xAFvb1lxv1YMbh6InU7hcEIOJ5Nzz3v+eFIuw7/bwqmUPALcHZnzcGfaR3hXGcvdI5Qeek8Alhz45bznS4pzef+PvsTuLuvL3n8SzQdPvmKtda82mbgLIa4pP2+K4kxqPr6uDjzbr/I+pUHNg/BzcyApp4jl1algmnGGkfuX8lhmFi/VG4Gr2393d11cAxjmWheA34/+XuXpG0+kYjSr1PVzobavtju5pcX5/Jy0meP2BtQGAzTFslb5inu8DVbcAfAItfydLRN3IYQQlcVnFXIoPgedYpvirutSdgLQ2+/KZ6yJC/NysadnQ8t/3//f0337mXRGTNlCUk4R9Wq5Mu/RzjQMcLtovEF1bwNgWc5JTMaSisdzc+J55I9ezDam8oS/H8Y7foJOj9n4aq5tMnEXQlwzYjMK+HqNpcro64Ma4+FUeU+5vZ2OezqEAdUoUqeqsOxFHEzFPOzdmv7d3jzvkLs6voyiqvxLAWei1p73/Jqjlv3tfW2QJr/70O985e7Eg4EBqEGtNMezRvnEPS2vmGKj9r3pG1zd+dzLk+0JWzTHEkIIcWNZddhyg71tuDc+rg6aYmVnnWWXaskW6x05XvPYhG3d3srSaWbB3gTMZksP3xWHEhn76w5yioy0Dfdi7sOdKj6HXEy3No/ibjaTolfYdWAaAKkph5nw90B2KMW4mFVeafMMdpEjL9v1XKtk4i6EuCaoqsrbiw5TbDTTqY4PQ1sGVXncPR3Csdfr2BuTxb7YrAvGO7t3KsZTq0BvDwP/B8r5/ddDQzvRU2dJxd+x+/tKz5nMKuuOWybuvW2QJr/hzBIAujsEXLWULi9nAw52lh/7ydk1K/BXlY0Glame7uzMOKI5lhBCiBvLqrIaMf2aar/5vXHvT5gUhfpmHaE3aKuv61nfxv64OtgRn1XIrrOZzNh2lkd+30OJ0cwtTfyZeX8HPJ3tqxXL3sGNp10b80VyKi3P7iUqej1jlozmuM6Mj0llaucP6ND6oct8RdcmmbgLIa4Jq44ks+ZYCga9wnu3N0WpYqIN4OfmwOAWlpT3aRdYdS/IS2Hivs8ZHRRAbIeJ4HvhvXBPt3mKJbEJjD6+GQqzKh7fE5NJVkEpHk4G2oR7WX9hgGo2syHXMtYe4X00xdJCUZRz0uVt0BLO2fJhLLEwVXMsIYQQN47sglK2nbHUiLnFBvvbsxN24Wo209uzkeZYwvYcDfqKtr3PzdnHGwsOoapwV/swvr+nNY4GfY3ijWj3DH0LCjl+ainj1j1Ogh7CTTCz3880bjj0clzCdUEm7kKIq66gxMg7iy2rtg90q0O9Whff/zShs6WH+NKDiaRU0Td0yoqHSNYr5NnZ49ftpYvGqtNkBOHeDaC0APbOqHi8PE2+Z0M/7PTaflRGnV1PrB4MqkrnFhM1xdIqyNN2Ber83Sx73JNLpaq8EELYUnULsFaHyVhy0e4pl8Pa48mYzCoN/d0I99FY7bu0kDHRB9h4No572zxlmwEKm7u9rLp8bIbl88XTfeszaVgz6z5DhXVC9QjlSzcHsnQKzcx2TL99PiEhHW055OuOTNyFEFfd12tOEZ9VSLCnE0/0rn/J45uHeNA23ItSk8rMbWcrPXfy1Apm5Fn2yb/adCKOTpdYLVcU6PAwAEk7f6wohGLLNnAbDluK37VXXHB2tUF1eg0CPcpawmVrL1AX4FUHgCSTjYrdCSGE4GBcNm3eW8XdP20jLU/btiZjaREPzOxMr+kt2bzjGxuN8NLK28DZIk2eMxugNB+DezCuoZ20xxOXRcc6PoT7OKNTYNKw5jzdt8EFsycvSadDaT2Oz1LSGKV48suoVdJJALg5aucLIa5ZJ5Nz+XnTGQDeGdIUJ/vqpVNN6BLBrrOZ/L49hsd618PBTo9qNvP+5tcwKgp9dO507/B09QYROZJ3d3zIPCeV/23/nPqNnuRkSh56nUKPBn5WXtl/1qftAwW6+7fTHEuroLKWcLZIlQ/waQxAkqKims0oOrkXLIS49hSVmsgpLCWnqJTswlJyCo3kFJWSU1hKo0B32tWuujVVVVRjKUpJLhRlYcxPZ2fKbnIL0sgpykCvs2Nw97cxGJytHquqqry16BA5RUa2nE5n6OR/+WlcW5oEuVsVb/66l9mpFIOi8NiRH3g29SDjbp1yWX9eF5Wa2HDCsoWqX5MAzfHSjszDB1AaDaqyXo24Nuh1Cn8/0pncIiMRGjvxAND1Wbzr9+P1gOagq1mq/Y1KJu5CiKtGVVVeX3AIo1mlb2N/+tZgH1z/pv4EeTiSkF3E4v2J3NkmhIXrX2WPUoKTWeWlW76u/kAMTnjUaoYp7zi/n5xLN0YB0K6213mV7WuqKDeRk+Yi0OvocQ1Uwg0s2+OeaIOJu3+tZiiqSrFOITPrjNwNF0JcVqqqcjw5l7TcEssEvGzy/d+/jRX/PneCXmKsOu3cR59AsNMJXuxam66eXlCUTVF+Gl+l7yDHWECOsZBccwk5aim5qokcBXoVFPBRarplPMCDEWGVYsYujuLJO+ZYfY1LDiSyJyYLJ4Mef3cHotMLGP79Fr4Y1YIBzQIvHeAcebmJTI5bDXqFRmYdx3RmPkvbysk/+/HOnYvQ21t/g+FitpxOo6DERKCHI82CrbvhUM5kLGF41hZcQgL5Ibw9oTYao7g8fF0d8NXYQaCC3g6CWtom1g1CJu5CiKtmwb54tkdl4GjQ8dZtTWp0rp1ex9hOtfl4xTGm/htF37pGPj+7BHQKD/u2JzCoZn1eR3V+jan/jGWnUozTgUVAPZu0gXOM2sT6mDgOBjQkOOgaWHH3tF2qvL2DGz5mSNNDYspBmbgLIS6LnKJS5u2OY+b2GE6l5FkVQ6eAm6MBD0eFRk6rKXZYx36HAqIUhcWH8+laNhnXAzPPnYwrZX8s/0Nu+Uq1wQWDkyfNTDrsdXYYFB3bKWJazlFuj9lMWFjXGo+xqNTER8uPAfBIz7qM71Sbx2btYfOpNB6euYdn+jbgyT71qp1+fHbjh9ipJmqb7Jg1dit/rX6OT5I3YZ9+Ct2MoTDqd7gM27cq0uSb+FufKl1m/5HZZOgUSrEjoMEgWwxPiOuWTNyFEFdFdkEpHyw9CsCTfeoT6l3zO/+j24Xy1ZoTHE7IIWbpO0SUFONtcGJs/8k1jhUQ2Iq+dt78Y8okxzgbeM0m+9s5vhx7oE29a+MDR3mqfIINVtwBfjB54RF/GN92ksYmhLCtQ/HZ/L79LAv2JlBYagLAyaAn3McZd0cD7k4G3J3scHc04OFU9rWj3Tn/tjzv4WTAWBjPoi2TmJO8la0VP64UAktVTEY3Uv0b4+fnj8HRgwdL4nA2uOLm4Im7oxfuzr64O/vh5hKAp3sIuIeA3pKN9UdZJNVs5uEZHdmiFPLx+hf4dtzWGl/vL5ujiM8qJNDDkQe61cHJXs+0Ce14f+lRpm2J5ovVJziRnMunIyJxtr/ER/jMaJru+YPF5lKShn6JweDMPbd+T9M9P9N05bso6Tvgx56oo35HCW5V47FeiMmssrqsRswtNkiTX3diHgA97P00bUEQ4kYgE3chxFXx2crjpOWVUNfPhfu71rEqhpeLPcNaBXN05zqanZzPVFQy7v4Dg5Xpf2NaPMQ/ez7iiGsOkb7ZmvdoqcYSlFNrLF80vFVTLFspT5XPKTKSV2zE1UHbr4EG7rUh/gDkJtpgdEKIm11RqYmlBxKZuf0se2OyKh6vX8uVsZ3Cub1VMO6ONdjCFL8bNvzCnalrOW5vAD24mlVucw5nZNunWHSmNl+vOckWD0dWT+yBs70dT1gxbkWn4+Uen3DH+sfZSB47dkymffvHq31+am4x3607BcCLAxpW1Hux0+t4e0hTGgW48cbCQyw9mEh0ej4/jmtLcNnP8yqtfhtMJThH9KBOi/+2abVsfT+E9YQ/RmNMP8lzi0Zxa9MxDOj+phVXfb69MZmk5ZXg5mhHhzrVrx1QFdVsZk3OKdBDr7Cr10pViGuFTNyFEFfcgbgsZm63VIN/7/Zm2NtZXyTn3o5hlO77FR0qBY1H4NtgoNWxWjS9i/rbPuakPTTxmgvcbXUsgJ0Hp/OunzO3FTvxUHDNUvcvF1cHO9wd7cgpMpKYVUh9/4u33rskjxDL39lx2gcnhLhpnU3P5/ftMczZFUtmQSkABr3CgGaBjOkQRvsI72qnXRcWZLBiy0cMPL0Nh8T9ANzm7obi5cPIkD4M6vRyRYePR0JN/L07jvisQr5bd5rn+ze0+hoiavfkMfem+J7ZRNusH6HV/WBwrNa5n686Tn6JiRYhHgxtEXze86Pbh1G3lisPz9jN4YQchk7ezJQxbWhbRWG9AwdnEX12JYNR0PWfdH5BN9968MAa5v11B2vVFNZGzeFU+hEeHTITnV7b1GDlkbKOLI1qYdDYSvV01Gpi9WCvqnRpdb+mWELcCKQEsBDiijKZVV6bfwhVhWGtgulc11dTvL0HXmeZbxaJuPCT0wRNscwouGVbUgYPcQK1rDWctdafWsxZg4EYr5BrqiJq+T73BBvscz/m4MDnXp78nr5HcywhxM3FaDKz8nAS437dQY9P1/PjxjNkFpQS7OnEC/0bsuXlPnxzVys61PGp1qT9TPQ6Pv7rNvrM7s6b8ctZmXsS9A4QOZp7hs/lr/F7GXHL55XacjrZ63ljsKXGyo8bzxCdlq/pmu4f9DO3K+7oMs/CluoVST2amMPsnbEAvD64CTpd1dfarrY3Cx/vQuNAd9LySrjrp238tSu20jFmk5GPdn3Ka34+/Ni4GwQ0q/pFHT0YfvdyxjvXBeCHnMM8O6sHBXkp1bzS86mqysrDSQD0a6o9TX7t4ZkAdNS54eKqPZ4Q1zuZuAshrqhZ289yMD4bN0c7XhnYSFOs1JTDfJW4nhke7rzg1JVf9+ZTUGK0Ot6+2Ey2pt/Gk2mF/BkXh3J0kabxbcy1tLnreY2l+AXacJ97jJ0dUz3dWVEsqfJCiOpJyS3imzUn6f7JOh6csZuNJ1JRFOjRwI+fx7Vl44u9eKxXPfzcLl2durS0gJWb3uf+39oxdMOTzCyMJlenEGICfbMR8OxRuOMH7MI7XrAFWv+m/nSr70uJycy7S45ouzgHN+j3PgAFmz8nPWn/RQ9XVZUPlh7FrMKg5oGXbE0X4uXM3Ic7MaBpAKUmlRfnHuC9JUcwmiyV85dteoeDOiPOZpU7e39y0Vh6O3ueH7GA90MHYVBV1phzGDPnFuLjd9Tggv9zKiWP6PQC7O10dLdBK9V16QcB6B3YWXMsIW4EMnEXQlwxqbnFfPLPcQBe6N+QWm7VSyG8kM9WPUaeTqGZ2Y5Y7ie7sJT5e+Otjrf6aAolqhPB9oNwVVXYPsXqWFHR6zmrBztVpXPL+6yOczkE2bAlXIB3fQCSzNqyE4QQNzZVVdl6Op3HZu2h84dr+d+qEyRkF+HlbOChHnXY8HwvfruvPX2b+KO/wIpzJdnx5K55mwEz2vPcmdlspwidqtJTceP7Jg+ydPxeBg74Glx8LhlKURTeHtIUg15h7bEU1pQVV7Nas+FsD2/DbQFevL/qsYseuvZYCptPpWGv1/HyrdW7me3iYMd397TmqT6Wn7+/bI7ivt92kZyRzJdn5gPwgE8bfP0aVyve0N4f8WvbV/ExqZzUmblr5X3sPTC9WueeqzxNvktdH831U8iO5/GUBEbm5NGj1QPaYglxg5CJuxDiivlw2VFyi4w0D/bgng7hmmJt3/Mjy4zp6FSV1zu9wbgulg8w0/6NRlVVq2KuPWpJEdS1uw/09qhxOyk8u8WqWBvKUvzaKc7XXIqfLVPlA3ybApCiA2Op9nhCiBtLTlEp0/6N4pYvNnLXT9tYeiARo1mldZgnX4xqwdZX+vDKrY0J87l0UVHVbObEgd/hz3vgy+a4bfqCiJJifEwqD7g1ZkW/3/hm3Ba6tnuixnu16/q5cl/XCADeWXyEorIq9lZRFLy6Pk+6Xs9qczZbdn1X5WGlJjMfLLN0V5nQtXaNuqvodArP3NKAb+9ujaNBx8YTqbzx+30k6xUCTTDmlq9qNOSWze7mz1tn0NispwgV56Uvwu5pNYphyzR5ji+jS2ERbzjXx9dXW3aeEDcKKU4nhLgitp5OZ97eeBQF3r+9WfVWVC6gtDiP9/dNBj2McgqnaaM7CC0q5fOVxzmZkse/p9LpWr9me+djMwo4npyLXqfQMbIxe2Jv4aPM3dTZ/Bofha+r8Rg3pO4DBXrUalvjcy83W6bK+/o2xE5VMSoKaWlHCQi0XVshIcT161RKHtO3RjN3dxwFJZZJsLO9nqEtgxnTMYymQR7VjlWQl8Kize8xK2EDsTozq2Lj8VXNEN6V91sMx6fpKAwO2rqAADzRuz4L9sYTk1HATxvP8ETZirY1GtQfyF17v2dmYTQfHZjC383HnzfG37ed5UxqPj4u9jzeq55VrzMoMpBwH2denPE3e13PAgojfAbi6ORZ41gBga34bdRaTix6kIbFq2DxU5B8GPp/CJe4EZKYXcj+uGwUBfo0tkFv+GNLLX83ujZaqQpxLZAVdyHEZVdiNPPGwkMA3NMhjBahnpriTfvnUaL1Kj4mlccHWNLZ3R0N3NnGUuF86r9RNY5ZnhrZJtwLT2d7HJrfyVEHe/4pTSU15XCNYmVnx7AXy+pzj+bjajyWyy3QoyxV3gYr7jq9AX+z5SZMUprGvaFCiOua2ayy9lgyY3/ZTt/PNzB961kKSkzUq+XKu0Obsu3VPnx4R/NqT9pjYv/l4zlD6DOnNx8krydKr+KgwrFmQ+DRbTBhKQGt77PJpB0sXTdeHWhJL/92/SniMgs0xXuk/3d4m1Wi9Cq/r3qy0nPZBaV8ueYkAM/2a4BbTVrc/T/Ngj1oGfI7RTqFukUKH27rys+bzliVfebk7E2LUXOg9+sA7Ns/jUdmdiY7K/qi560uS5NvHealeRtcTnYsn2ftZ5+DPWpDmbgLUU4m7kKIy+6XzVGcSsnD19WeF/ppS3krTjvBrLRdALxQZxjuHqEVz43vXBuAtcdTalwZeM0xS5p837KVgqaN7qCVao9RUfjr3/dqFKvo1Gpuz82no1FHSEjHGp17JZT3/k3IKrR6W8G5/HX2ACRlntIcS4hrWUJWobYU6nPk5yXV+KbgtSqnqJRfN0fR+3/ruW/aLjadTENRoG9jf36/vwOrnunOuE61q9d/XVWJPTSbx6d3YvCah5hZEEWeTqG2CV7x786aEavpOuw3qFW9/ds1NaRFEO0jvCkqNfPB0qOaYrl7hPJMmGXi+X3qdlKSD1Y89/Xak2QVlNLA35VRbUMvFKJ6EvYxIvYgzYuKae44FrOq4/2lR3lx7gGKjVZ8vyoKdH8B48jpvFrLj80Ucte82zh9ZvUFTynf396vib+1V1Fh876fmerhytv+gSi+1mUiCHEjkom7EOKyisss4OuyVYVXBzbGw9n6VQVUFYeVb/BXfCJPqp4M7P5Opafr+LnSq6Efqgq/bY2udti8YiPbz2QA0Kfxfx867ql7OwB/ZR6ipCin2vH8o/7l7fQMfgofVu1zriR/D0ul5mKjuaJfshaBBksv+MScGM2xhLgWlRjNfLD0CJ0/WkvXj9fx86YzmibwW3ZOZuCcvvRdNorXZvUmJmazDUd75ZxKyePNhYfoNGkN7y45QnR6AW6OdjzQLYINz/fi5/Ft6VLPt1qt3NSiXNjxE3zbHrd5D7PNlIOqKHRTXPi+8YMsHL+Xuwd8e9lrhiiKwjtDmqLXKSw/lMSmk6ma4g3p+QGRZgMFOoXPVz8BQFRaPtPLfke9PqgJdlr6nasqrHydVsXF/O7dlXfHPc8bg5ugU2DO7jju/mk7qbnFVoW2azKUL7t/RrAJYvVwz4an2bj9y/OOyy4sZevpdABuscHEfW2sZXtaL48GmmMJcSORibsQ4rJ6Z/ERCktNtI/wZlirYG3Bji+DEyvwU/U8MOjnKlv7TOhiKS40Z1ccuUXVm5RuPplKiclMbR9n6vj+l3LZu+Pz+JtUMvQKy7dMqt4YTUY4tcry7wYDqnfOFeZgp8fX1TJ5t8U+96d92rM6Jp5xysXbGAlxPYpJL2DED1v5aZNlC05aXjHvLz1Kt0/WMfXfqJpN4E2lHFn6JA8d+YEMnYJZUVhUmsqQtQ/z+qy+xMZuvUxXYTtms8q6YymM+3VHRTp8flk6/Pu3N2PbK314bVCTahWbg//S4R/9rR0sex7STuBp58J7nq1Z0vNbvhu3ja7ta15sTovGge6M7WgpoPr2osOUGM1Wx9Lp7Xi10+voVBVTVgzGqI1MWnaUUpNKr4Z+mtummY4uhuhNYOeIcss7KIrCxK4RTJ3QHjdHO3afzWTo5M0cis+2Kn6D+gOZdft82qgO5OsUHj/6M1OXTEQ1//eerD+egtGsUq+WK3X8XDVdT0lxLptKLTfSezcapSmWEDcambgLIS6b1UeSWXUkGTudwvu3N6vWqsuFFBSksWXVS5YvOj8Bfg2rPK5bfV/q+rmQV2xk7u646o2zrJp8n8b+lcZoMDgx2s9SXO73sysqfVC5kJgTi9inFmJy9oGQdtV6/ash2NN2BeoCvOvjbzKhz03QHEuIa8nSA4kM+noT+2OzcHe0tOD66I7mBHs6kZpbzDuLj9Dj03VM3xp96ZTkrBiYOpDGO39jcF4+Ix1CmN7qJbopLpgUhYWlyQxZ8wCx8yZC5tkrc4E1cG46/IRpOyt6r5+bDj+mYzgu1WgDpprNbNn1XaV0+M2OBo761YFbP4Fnj3DrsBmEh3e/AldWtWduaYCPiz2nU/OZtqXmdVPO1bTRHSzy7MynqekUL3yetUcS0OsUXhukLd2/tDifkdteY7KnBwUdHgbP/1LuezTwY+FjXajj60JCdhF3TtnCov3W/Yz29q7HT3dt4E6HIFRF4fP0Hbz8R29KCrMA26bJb98/lQKdQi2TStNG12bWmhBXi0zchRCXRWGJibcXW/Zv3t+tDg383TTF+3H5wzzkrvBxYBh0f+GCxymKwr1lq+6/bYnGbL74Hm5T2eoRQJ9G51fCvbPrWziaVY7qTOw/9Pslxzn70G+MDQpgUkhd0OkvefzVYssCdXhYigKSHas9lhDXgKJSE6/OP8hjs/aQW2ykTbgXy57qxsDmgYxuH8a653vywbBmBHk4kpxTzJsLD9Pz0/XM2Ha2ygn8+i2fkPVDN4jbgeLgwfs9PuON0ctpFTmG78Zt4/e2r9MFZ9oXFhF6YC580xoWP0VB2omrcPWVnU7N460q0uHv71rzdPiCvBT+XPEEQ6e15KHD37NBzUNVFLpiSYdv+PBO6PAQOLpfgSu7OA8nAy+V9VX/avVJknO0/awM7/cRqpMXLlnHGaNfzT0dwqhXS9vvxT/WPMMJPcz1cEft9Mh5z9fxc2X+Y13o0cCPolIzT/6xl0nLjmI01TyDwODgwpsjl/OKf3f0qooxKwbDb4MoTotifdnvUFu0gVt3xlJNvpdz6BXNshDieiATdyHEZTF53UniMgsJ8nDkyT7aisucPr2K33KPAdChxb1gf/EUzOGtg3FztCM6vYD1J1Iueuz+uCzS80twc7SjXcT5qd6eXhE85VKfr5NTaX7kn0uOdWOuZWWmQ2iPSx57NQXacMU9y9Gd/3l58rZZ215QIa4Fp1Jyuf3bf5m1PQZFgUd71uXPBzsS4vXfzx17Ox33dAhn3Qs9ee/2ZgS4O5KYXcQbCw7R69P1zNoeQ4nRTHFRNpNmD+KJkzN4w80ONbg1PLwRfbM7Kr1mZNNRTBm/na9unQZ1eoHZSNq+6fRdNIz3/7yVpKS9V/Q9ODcdvs//NvBbFenwrw+ufjo8GWdgxSts+qljRXV4F7PKPU61WdxjMt+Pv/Lp8NVxZ+sQWoZ6kl9i4sNl2grV4ezNnrqPk6TXUxy4nHtbW5+BBpCVGcWU5C0APBE64IJ7/z2cDPx6bzse7VkXgB83nmH81B1k5pfU+DUVnY67B3zLtFYv8F6BgpJ0CN2PvYg07sPf3YHI4Oq3+KuK2WRkXUE8AL3rDtYUS4gb0bX1E1IIcUOISS/gx41nAHhrSFOc7bX9qPl482sYFYWeihs9Oz53yeOd7e0Y3S6UnzZFMfXfaHo3unD6XnkbuB4N/DBcoEDQmB4fwJFOcHwpZMVWSkc8V/TZjUTrVexUlc4tJ1bjyq6eisryNlhxVzyCmeZpWSF7pSgbB0dtH96EuBpUVWXOrjjeWnSYwlITvq72fDGqJd3qX3gPsoOdnrEdwxnRJoTZO2P5dt0pErKLeHX+QeZsmI/i8wsn7SxZP7VrRWIa8jt2F7nx6Fi7K9TuCme3smr9y+SSweziOOatGMtwpzDu7/kR/v6RgKWd2J6YTHZGZ7ArOpMjiTkYy7bzKFgmheWL4OVTxPJVceWcBxVARwn1dSdoZ46hFUdpoZ7gtXAXShSlYleSAuQA3xyFbftKmZyRXx6UAbXcyDmn5oiCWjYKlaalZn5ISARUegMd3F3pFdSVoV3fwNUt8JL/Xa4mnU7h3aFNGfrtvyzYl8Bd7cPoUMfHqlj5xUYePdacML9gjjmBw+aneeeuVVaP7buVT5CrU2ho1nF7z4vXYNHrFF4c0IhmwR48P2c//55K57bJm/lhbJtqt+Y7V8sW46F2H5g9BruEvYQE/0i4w14UevPfd1vNJZ5ehaqacTXraBd5r9VxhLhRycRdCGFzq44mU2pSaR/hrXnPW3ZWNFuxrAq/2OvTap83rlNtftkcxaaTaZxMzqX+BVL111Tsbz8/Tb6CfxOI6A5RG1F3/IjSr+r2cBsOzQSgreJ0zX8grUiVt8GKu7t7GE5mlUKdQnLKQcLCumqOKcSVlFds5PX5B1mwz7IHuGs9Xz4f1aLa/agdDXrGd67NqHahzNoew8bt73DEeyeFOh0eJjP3eI3mgSGvVb96eHgn7hq/gfr7pvHtvsnsUor5syiWecvvpmtpAAl549mV4o213RydlWzquezA0/kIBU4pxDiW4ldUzIvJZVkzChTpXCm9QPp7EWYoya34OkdxJ1d37rEVtwrIU0sBFerdgqHDw/xctzdUUVj0WhUZ4snodmH8sSOGtxYdZskTXa2qAj9lw2mS84zUdxoGTvOZV5LEnYf/onnTkTWOdSZqLX8VRoOi8HzkY+jt7Kt13sDmgdT1c+XBGbs4m17A8O+38PHwSIa2tKJwrEcI5vHL+PyroaxwTQKOYJ7Vi3fumI+Ts3WFSoPPbmNtbDyxTQZhcHC59AlC3GRk4i6EsLntZyxtYXo1rKWpIB3A7iNzAKhtUggN7VLt80K9nbmliT//HE5m6pZoJg1rft4xcZkFHEvKRadAzwYXmbgDRe3u59fM/fwT8zd/FDyFs7PvecdsSN0DCvSs1bba47xabJkqr+h0BKg6olBJTDsiE3dxXTkUn80Tf+wlKi0fvU7h2Vsa8EiPuuh0Nf/ZZS7J4EzM/ez2TQF0NCrUEx33KB8bw/jz1Aae7F2foS2DLjnxM5tVjifncrSwJ24OLYiM/4NC13846WRmrX0ybh4f8VJGU1a53UXdOnVoW9ubVqGeONnrK03my/+t5CfjmLiTqWdmsqswhhM6I1GVfjbrOGPvQF54b4oC21Po346/fdyx15fHMZf9rQIqDnoDOPw3OZudn4jJbNnbr6KCqlr+Bhx0BvCuD26Xt43b5fRC/4YsO5jIsaRcft8ew/jOtWt0fkJWYUUW2pj+jxJ+4F8WlabwwY5JzGo0DJ2+Zm1S/7fpNUxlWWgd2zxYo3MbBrix6LGuPPnnXjacSOWpP/dxMC6bl29tVOMbEvuSi5mc8SQ99b+x3+cYy00ZnJndiy9v+YGQkI41igXAsaXogPAmw2t+rhA3AZm4CyFsymxW2RltaeXSvoo94zW1O97S37itc81XsCd0ieCfw8nM2xPHS/0bnddDfm1ZQZ224d54uVx8xcLQ4FYWbfMgXg9LN7/PiH5fVno+OzuWPRQBCt2bja3xWK+0oLIV9+TcYkxmFb0Vk5RzBegdiaKQpKwzthieEJedqqr8tiWaScuOUWIyE+ThyFd3taJdbSt/biUdwjj3XnY55qOz0/OwZyRjRvzMH7sSmbLhDGfTC3huzn4mrzvFU33qc1uLoIr/3xWVmjgQl12W9p7BrrOZ5BYZzwneA31Gd/oGbibTaQWtC3J5WP8PD5dsBLeJ5Na9HzcvS1aRajYTHbORvaeWcDbtMM+kJFn2mAPHA2px1MkRUAgyQSsHX1r7RtK67kDqRPRBp7fDmmZeoT51rXvPrhPeLvY8378hbyw4xP9WHmdQZGBFS83q+GTFMYqNZjpEeNO/qT9t/SezdskIDutMzF/7EsNv+bzasWIP/8U2Uy52CjzX40NrLgcPZ8u+989XHefbdaf5eXMURxJzmHx3a7wv8bvwXCsPJwM63IJe46fG+3lu72cc15kZvep+Po18nE5tHq52rKKkg9inn0SnM0C9W6y4KiFufDJxF0LY1MmUPDILSnEy6GmusVANwPG8GNBBm4D2NT63Q4Q3jQLcOJaUy587Y3ioR+UPl+Vp8r0vliZfRm9nz90Bnfk0dQuz4tZyp9lcqY/81n2/YFIU6poUQkM713isV5qfmwN2OgWjWSUlt6gidd5aAfbuUFJIUm68jUYoxOWTVVDCC3MPsKqsjVXfxv58NiIST+fqT1rKqWYz7PoV5Z9XcTcV86lXEEU9nqVdy/sAeLB7Xe7pEM70rWf5ceNpotLyeXr2Pr5Ze5IeDWqxPy6Lg3HZlPy/St8u9npah3vRNtybdrW9aBnmibP9YFTzJEpPrYKNn0LcTg7t/pH7EhZym1MIaaW57DNmk3HOjbh7s+LwQgH/Zozzr8Od3nVo1WAoAYGtNLyDN5+724fx544YDifk8OmK43x8Z2S1ztsXm8WCfQkoCrwxuAmKouDr15hH/bvwSeoWvoxbSd+saDw8a186mNlE6IYvWZyRwO6mA6ld2/oiqHqdwgv9G9EsyIPn5uxny+l0bvvGsu+9WTV/d686kgRY2sC1bXEvs/1b8syKCRzSGXn44GReS97HyFu//6/YwkX8vvNzZoQG84AhgHuuga4CQlyLZOIuhLCpHVGWNPnW4Z7Y22ncx1iUw48x0Zy20+M/8J4an64oCvd1ieDFvw8wfetZJnaNqEgFzC82svW0Zax9qzFxBxjW9U0m/92fU3rYtvfHSqsJt6TGMSMhibz/Vy36WqXXKfi7OxKfVUhClg0m7o5+UJJMYkGyjUYoxOWxKzqDJ//YS0J2EfZ6Ha8MbMS9nWtbta0nNzuOtxffRYfkM4w0FUP9fjS//XtwqbyVxsXBjkd61mVsp3B+2xLNjxvPcDo1n9Op//UH93NzoH1tb9rW9qJdbctNx6pSlxWdDvsG/aF+Pzi1hmUbX6FQV8RfxWU3zXQKDmaVZoojrd0jMA1/B+r0BidPru1eF9c2fVmhuuHfb2X2rlju6hBGy1DPi56jqirvLTkCwPDWIZUmxKNv+YJ5MzpySg+/rnyCZ0YuvvQg9kyHlMMEOXoS1P9rLZdT4dbmgdSt5cqD03cRXbbv/aPhzRnWKuSi551KyeN0aj4GvULPhpYCjgGBLZl213renzecJSVJ1N//N+QXw9DJYH/xPetr0/aTbqfHEFC9GyJC3Ixk4i6EsKltUZY0+Q4R1lXerSR2BzrVTH2XUPBrZFWIIS2D+GjFMeKzCll1JJlbm1tS7jedTKPEZCbM25m6ftVLDnVzD2aoczh/FsUw6/Bv/03cTUb0p1bRsrgErqNKuEGe5RP3QtqEe2mKFegWAjmHSC7JttHohLAts1nl+w2n+XzVCUxmldo+zky+u3W1Vxf/v4OH5/DC9neJ18O/3p4MaP8M7l2evWjhNVcHOx7rVY9xncL5fXsMcZkFtAq1TNRDvZ1qdvNAUaB+X16o25uOO79i7ZnlhLuF0qp2H5rUvw17B209wsX52oR7M7x1CH/viePNhYdY8GiXi9ZCWHowkd1nM3Ey6Hmhf8NKzxkMzrza6kk2b3yXh87+C4n7IbDFBWPl5SZyatOHtATo+QpYWQCuKg383Vj4eFee/nMv646n8szs/RyMy+HVgRfe916erdKpri9ujv9tQ3Nw9ODd0SsZ/+8n1Iv5FA7Pg7QTlI6YisG3QZWxUlMOc0BXCkDPFvfb7LqEuNFcP2U9hRDnycgvIaug5r1Yq2IsLSIhYZemGKqqsiPKdvvbOWvZ305t64udORr03N0+DICpW6IrHl97zPKho0/jmhXQu7vDiwBsMOcSG1M2vrgdUJQFTl4Q0s7qsV5pQWUt4RKztReo6xvak9Ux8UzO0xxKCJtLyS1i3K87+PSf45jMKkNbBrHkyW5WTdrNJiO/LbmfcTvfIV4PwSb4qf3buHd7vtrV0t0cDTzcoy7v396c4W1CCPNxtrqQp6LT0b3DM7x910omDP6Fls3ulkn7ZfTSrQ1xc7DjQFw2f+2KveBxRaUmPlp+DICHe9TF3/38DgXtWt3PM0F9cDabYNkLXKxNwM8rn2CstwNfBNWGdrZvN+rhZODn8e14vFc9AH79N4oxv2wnPa+4yuNXnpMm//8pOh31ur0M45eASy1OZBxn4KJhbNn5bZWx1u37CYBIsx21/JvZ4nKEuCHJxF2I61ROUSn9v9zIwK82UVRq0hzvo3l30H/VBDbtsD79Liotn9TcYuz1ukumEFbHs7FLecnPh+gA61bby43pGI6dTmFHVAaHE7Ixm1XWHrO0PerbuGbt6iJq96Cr4oKqKMza9jEAv+7+mnd8vDhSpzPor59EpvL0+IQs7b3c3bzr428yoc+WPe7i2rLpZCoDv9rM5lNpOBn0fHJnJF+OaomrQ83/v5qZcZrHZ3bls/TtGBWFfnpP/rpzOc2bjrgMIxfXolpujjx9i2Xl+OMVxy5483zqv9HEZRYS4O7Ig93rXDhgv/fB4Iw5djuxO6dUeUh8/A5m5FpuArSKHAc1rEJfXXqdwvP9GzJlTGtc7PVsO5PBbd9s5mBc5UyqlJwi9sZkAXDLxVq+hneCB9fzc2BtkvQ6Hjn8Pb8uvs9SF+IcaxO3AtDL98IZB0IImbgLcd36e3ccqbnFJGQXsedspqZYGeknmV1kWTn4+cRsq+OUr7a3DPXE0aDXNKbCggzWKYUsc3VBH6xtFTvAw7EiRX7qv9EciM8mLa8YNwc7qypIj28ynuG5edwRvR+KcliQdYS57m7E+De89MnXkCAbtoTDo6wPcEkuFEm6vLg2zN8bx7hfd5CWV0xDfzcWP9GFkW1DrVrdzsg4xYgFQ9lEPvaqyhuBffjs7g24u198L7C48YzrFE4Df1cyC0r5fNWJ855PzS3m23WnAHhxQEOc7C/y+9AjmKTOjzI20J9xh74lLzfxvEO+WPc8JYpCBxzp0f4Zm13HhQxoFsiCx7oQ4etCQnYRd07Zwrw9cRXPry4r7Noi1LPKTIJKPIJ5/5513GEfgFlR+CJjJy/M6klBQRpg2QKwXc0HoHezcZfngoS4QcjEXYjrkKqqzNh2tuLrTafSNMWbv+WDin/HlmSfdze8uraX72+voz1N/sCxuRgVBX+TSkhwB83xJnSpDcCifQnM3mm5SdG9gZ9VBfQ6tnmYt/GlfkE2MateJUqvYqeqdGl5fe3NK28Jl5itfcUdexem+Przgp8PsYm7tccTwgambTmLqsIdrYJZ+HgX6tWyPoW8+Ngihudk06UEZnX9hJH9vqzUWULcPAx6HW8PaQrAzG1nOZxQ+Wbl56tOkFdsJDLEg9tbBl8ynnfnp8k2OJCmV5iy4pFKz+07+Dv/mDJRVJUXOr19xb7n6vu7seCxLvRuVItio5ln/9rP24sOU2oyXzRNvir2Dm68Peof3gjojZ2q8o8pkzGz+xAb+y+b9/6EUVGobVKoE9H7cl6SENc9+Y0jxHVoy+l0zqTmV3y9+aSGibvZxPDTu3kiIwuAVL3CqTMrrQply/3tu86uA6CNg69NPqi0DvOiRagnJSYzf+yIAaB3o+pVkz+PokCHhwDYcHKBZZyKE27ul/6Adi0JLFtxt8Ued4DVLk6scHUhKuWgTeIJoUVRqYkjZROqZ25poDkLKDDpOI9k5TCl7mga1htoiyGK61jnur4MjgzErMJbCw+jlu1PP5aUw+ydlt8xbwxuctHideXsHdx4udmDAPyef4rTp1cBlnoKn+z6DIA7HIJo2GDQ5biUC/JwMvDzuLY82duy733almju+Xk7W05ZOrL0b1r9rWaKTsfI/l/xa+uX8TGpnNSZGbX6IfTHlzMhK4eRXrK3XYhLkYm7ENeh6VujARjQNACAQwnZZOZbWaTuxD94ZsXwYImezqplIrf1xLwah4nNKCA+qxA7naK5QjnA7uyTALT1a6k5VrkJnWtX/FunQC9rJ+4ALe7iqKsXn/hYrrW73/XXE7l8xT0tr8QmdRIC9M4AJGVHXeJIIS6/Q/HZlJpUfF0dCPHS1u4QgLidlr9D22uPJW4Irw1qjJNBz66zmSzYF4+qqnyw9ChmFQY2D6jRVqyu7Z+gl+KOUVH4cPOrqGYzyza9y0GdEWezyuN9v7qMV3JhOp3Cs/0aMmVMG1zs9eyIyqDEZKaOr0u1O7Kcq1XkGGYPmkWk2UCT4mJ6xR/h2cwsxrZ92vaDF+IGIxN3Ia4zCWVtzQCe69eABv6uqCr8e9rKVfedP1v+bjWW/v7tGJKbR6P0uIufU4Xy1fZmwR4422sr0FZSnMsB1ZK+3ab+EE2xzjWweSC13BwAywq8t4u99cHsXZgf/l+/2Z7X4d48T2cDjgbLr4EkG6TLBzhYbmIk5SVojiWEVntiLLU/Wod5Wl2xvVxOZjRrihJI0+sgpK0thiduAIEeTjzRx7IaPWnZMRYfSGTTyTTs9TpeHtC4xvFe7P0/7FWV7RSxcuNbOBz6Gz+jkft92uDrV/N4tjSgWQALH+9CHV9LP/aBzQOt/v+Vv38kU+/ewOcBfSx9qd1DIFj+fyXEpcjEXYjrzB87YjCr0LGON/X93ehW3w+ATSdqPnGPidnMuIKDLHNxgbb3cUerR/ggLYP2MXvBWHULmAvZHmVJnbPF/vZDx+ZTrFPwNqtEhPfUHK+cvZ2OR3vWBWBk21DN8SZ0eQt3s0ob1YGwMOtb1l0tiqJUtIRLsEG6fICzJYMhqUhbzQUhbKG86nWrMO0ZQHuPz+Npfz/uCw61tH0UoszErhFE+LqQmlvM03/uBWBC19qE+TjXOFZISEcmejQH4NPTc+mSHs+SHD3j+l2d1fb/r14tNxY+3oUpY1rzWFnbOGvZO7jhfvsUGLcIxi2sditFIW5m8v8SIa4jJUYzf+ywFFYb16k2AF3r+wKw+VRaxR676pq9/VP2OjqyxD8MvCOgVlNwqQWlBRC7o0axylfcO9hgf3tR0l4aF5fQ3uBl80I893aJYPfrfRnRVnsl6MCgNvxz5yp+vGudDUZ2dQTZsCVcgJvlZkhSSY7mWEJooapqpRV3rfYnWNpVtXDUsL1G3JAc7PS8dVsTAMwq+LjYa5rU3jfgO4JN4G0yk67X4dz3bRwcPW00Wu3cHA0MaBZ48Ur5NVGnB/hquwkgxM1CJu5CXEeWH0okLa8Yf3eHit6pHSK8sdfriM8qJCot/xIR/lNYkMH8vNMAjG442vKgToc5ogdH7A3sPFL9tnDJOUVEpxegKNDWivZq/1/nlGj+Skji43r3aI5VFR9XB82ps+Vc3QKxd7C+UvXVFuhRVqDOBi3hArws2QxJ5pplawhhawnZRSTnFGOnU4gM8dQcb39uNACRvs01xxI3np4Na3FrM0vNmRcHNMTd0fo+645OXvzc5mX+SEgmNLgjNBtuq2EKIa5z2jaiCiGuqJllLeDuah+GQW+57+Zsb0frcE+2nclg86k06lSzWMyKLR+Sq1MINkGXNo9VPL7MpxavBAfSNGUzf1ZzXOVt4JoEumv6wAKAqRRitgOgq339pZ9fb/5Llde+4h7oa1l1SlfMqCYTit5GKzJC1NCes5bV9saB7ppXBk3GEg6aC0Gn0KJOP1sMT9yAvhrdiqfS8mgU4K45VkiLeyC4PbgFWrqYCCEEsuIuxHXjaGIOO6MzsdMp3NU+rNJz5fvcN1Zzn7tqNvNHrKXdzKha7dHb/TfZbt/kLgCOKEayMqtXHXz7mbL97RE+1Tr+YvJit1NoLABHT6jVRHM8cXFBNmwJF1ArktUxCWw5G4dSmK45nhDW+m9/u6fmWKfOrKRQp+BiVqlbu4/meOLGZG+ns8mkvYJvfXCoedV2IcSNy+qJe2ZmJocOHeLQoUNkZmbackxCiCrMKFtt7980AH93x0rPdSvb577tTDqlJvMlYx048hdHdSbsVZVhXV6v9Fwt/+bUMymoisK2QzOrNTZb9m+fe2gqncND+CK4jhSruQICK/a4a5+46w2O+Dv5ogfIrnlnAiFs5b/97doLye2PstzkbK5zRm+noROFEEIIoUGNPhWnpqYyadIkIiMj8fHxoXnz5jRv3hwfHx9atGjBRx99RFqaVBMWwtZyikpZsDcegLGdws97vmmQB57OBvKKjeyPzbpkvNn7fwBggL0/nl4R5z3f0a02ANviNl0yVnpeMSdT8gDbTNx3ZRzBqCh4e0uxmiuhPFU+0QbF6QDwKCv6lxNvm3hC1FBRqYnDCdmAjSbu6QcBiHQ//2elEEIIcaVUe+L+8ccfU7duXVasWMGYMWNYs2YNhw8f5vDhw6xZs4a7776bpUuXUrduXT755JPLOWYhbjp/746joMREA3/XKqu263UKXepaVt03nbzEzbP8NPoknqRdYRF3tXy4ykM6hVnSQbcWJqKaL76CvzPastrewN9VW190LHtJ95hyAWhbZ4CmWKJ6ylPlc4uN5BSVao632MWJF/x8+CduveZYQljjcEI2pSYVX1d7Qr2dNMd7JCOLSalp9K890AajE0IIIaxT7eJ0e/bsYceOHTRq1Oi855o0aUKvXr146aWXOHbsGG+99ZZNBynEzUxV1Yo0+bEdwy9YDb1rfV+WHkxk86k0nrmlwYUD7plOn7xc+rjXhyYjqjykbfN7sDv6Ewl6hZjYfwkP73bBcNsr2sBp399+8vQKcsv2kjasN0hzPHFpzvZ2eDgZyC4sJTGrCPcAbcUFjxr0rHB1wT/rNP1tNEYhamLP2SzA0r9dc/eIggxC0k4TAtDwNq1DE0IIIaxW7RX32bNnV0za4+IuvHfR1dWV2bOr30ZKCHFxW06ncyY1Hxd7PcNaX7j3eNd6lhX3fbFZF145NZtg11TLv9vdf8FYzs6+tMKyErv16F8XHd/2M7bb3777zHIAWupcsDM4XuJoYSvlLeESbFCgLtDF0hIpqThDcywhrLE31rK/3RaF6Yjbafnbpz44a/8ZJ4QQQljLqspPoaGhVj0nhKi56VujAbijdQiuDhdOkgn1dibC1wWTWWXr6aorem/f9R0/kUWaizc0u+Oir/tIYE9+TUzmjswLp95nF5ZyNCkHoMoU/pralWbZS9rW6/zMHnH5BNtwn3uAu6UGQ2JpnuZYQlijfMXdFvvbVxyfy2/ubkQHNdMcSwghhNDCpiWbCwoKcHLSvp9MCGGRmF3IqiPJQNVF6f6/8lX3zRfY5z716Ey+9vbkt4iWYLj4/1fbNbuLdkXF2EdvBpOxymN2RWegqhDh60Itd20r5KrZzG5jFgBtI6RX8pUUWLbP3RaV5QO86gP/x96dh0dZXo0f/z4zk33f9w0ICYQ97AIioCCKC6Jgqdra2o0u1p+26GtX+7pVq/Zt1VarVXHDFRdEQREF2UJYQwIEErLv+56ZeX5/TBJFAiRzP4Es53NduTKZeebkpJVkztz3fQ6U6G3KsYToraKaZkrqWjCbNMZF+ynHe7NqH48EBbDLR/1NACGEEEJFj8+4A9x7773d3gaw2+2kp6czYcIEQxITQsArO/Ow6zB9WCAjw3zOef2sxGBe2nGSrdmnF+55eVvZRhOarnPDtN+c+5tHTHDMUm+pgcI9EDvttEt2dZ1vV19tt5ZlcFt1DXs9PEkZeY1yPNFzXSPhjNgqH+pYmawwQXt7My7neINICCN1joEbFeGDp2uvXuKcxmZt46C9GUwa4xMWGJGeEEII4bRe/VXbunVrt7cBXFxciI+P56677jImMyGGuDarnVd35QNw0/T4Hj1nxvAgzCaNnIpG8quaiAn07Hrs9Z1/BWCWyZuYmBnnDmYykxE/hffK0hi+/9/c0E3hvsPA+e0u+Tu5qa6em4ImgpuXcjzRc0ZulQ8MTMSi61g1jfLyDCIjJyvHFKKnjNwmn52zkaaOZpkjEi5VjieEEEKo6FXh/vnnnwOwbNky3nzzzb7IRwjRYUNGCRUNrYT5unFZSliPnuPr7sKEGH/2nKxma3YFN06NBaC5qYp3Go6DSWNF0vIe55AZFMsrrUeYWLmPG771WGOrlUOFjlnJ04apd5Tn5FeOz3EXqccSvdLZnK7YgBV3k9lCmF2jxKRTWXlUCndxXhnZmG5/zkYAxpg8MFvURl0KIYQQqpw64y5FuxB976WOpnQ3To3Fxdzzf6rdnXPf8NUD1Js0omxwUeqqHseaMXoFAAdopaG+6JTH9pysxmbXifL36FqxdZZut/NB8XbyLWb02JlKsUTvRfp3bpVvQdd15XivaZHsyc1nLFLsiPOn1Wojo9DRLNOIFff9Hc0yx/kOU44lhBBCqOrVivuyZct6dJ0U9kKoySyuY3duNRaT1rVq3lOzE4N54tNjbDtegc2uY0Ln1fyNYILloVN7tXIUFTWVOBucNGvsOriGeTO/Phtv5Pn2/IKvuNvXgotPJF9FjEUGwZ1fYb7uaJrjeEZlYxvB3m5K8fz94oAdUHvm0aFCGO1QYR1tNjtBXq7EfuOYkLMOtJSBGSZE9uBokRBCCNHHerXi/tZbb5GWlobVaj3rhxBCzUs7TgKwMCWcsF52ax8f44+3m4WapnYyimppzd9BYmMtPnY718y8p9e5TPd0zI7fnv/5KffvzHGMnJs2zIAxcEffBWAsbrh7SPfm883VYiKko1g34pw7vlGOz1K4i/Nob17nNvkANE1TitVYW0ChybH7ZNzIq5VzE0IIIVT1asX9pz/9Ka+88gonT57kBz/4AStXriQgQF5kC2GkupZ23t1bCMB3p597BNy3uZhNzBgexMbDpXx5rIJx1S/wvxVVtEReinvg8F7HmxE7l9ePrWFHY37XfS3tNvbnO863T01QP9++pywdgFTZknrBRPh7UFbfSmFNM2MVx2jtdzGxJiSIyKo9/Nqg/IQ4l86O8pPi/JVjeZUeZvvJfI4FD8M/IEE5nhBCCKGqVyvuTz75JMXFxfz6179m7dq1REZG8p3vfIdPP/3UkHORQgh4e08BTW02RoZ5M93J1ezZiY5z7vuyjkHG2wC4T/2xU7GmjvkuZl0n1wxFRWkA7M2roc1mJ9THjfgg9S2pe1rKAZgcM1c5lnBOpIEN6mrdvdng7cV2a7VyLCF6am9eDQATYwxYUCjYhZsOYyKnq8cSQgghDNDr5nQeHh7cfPPNfPHFF+zfv5+YmBhWrlzJsGFqK2Xvv/8+V155Jc8888xpjx04cIBVq1axbNky/vSnP1FTU+PUNUL0d7qud22Tv2l6nNPbPTsb1HnV/JcjZh0iJ0J0qlOxfHyjGKu7EmG1Upz9MfD1+fapCYHKW1KLi9IoNINZ1xk/6jqlWMJ5nQ3qimvVt8qHBY50xEKOTonzo7i2meLaFswmjfExajtGAMjf5fgcM0U9lhBCCGEAp7rKd3J1dcXd3R1XV1els+15eXmsWrWKtLQ0MjIyTnls165dTJs2DbvdzpIlS/j444+ZNWsWzc3NvbpGiIHgq+OVHC9vxMvVzDUTo5yOkxDsRbSfhYMhh1gWFcHnSXOV8noy9io+zi8itfQY8M3z7erb5NOOvAPAaN0FL+9w5XjCOZ0j4Qpr1H9vhoeOBaDGpNHcVKUcT4hz6Zzfnhzug6drr04BnsZmbeOW1qP8JSiAhvAxBmQnhBBCqOt14d7S0sIrr7zCggULSE5O5vDhw/z73//m5MmTTiVgtVq58cYb+cMf/kB4+Okv2u+++24uu+wynnrqKW655RbWr19Pbm4u//nPf3p1jRADwUvbHf+Olk6Kxsfdxek4mqZxSdhnlLmY8LXZmT71V0p5+SQuQgM4sYW2dmvXWVIjOsrvKdkNQKpPvHIs4byuFXcDCndfn2g87Y7jU6VlB5XjCXEuXefbDRgDdzz3U9LdXHjf2xuP8AnK8YQQQggj9KpwX7VqFRERETzwwANcccUVFBQU8MYbb7Bo0SJMJucW73//+98TFhbGD37wg9Mea2lpYcuWLSxdurTrPn9/f+bPn8+GDRt6fI0QA0FxbTMbM0sBuGlG75vSfVshnwGQ0hSh3qk9KhVcfbA1V3F43+e0tNsJ9HIlMdRbOc9fVVbweGk5S4ZfpRxLOM/IrfKayUS47vibUFyZqRxPiHMxsjHd/hOfADDW5NGr8ZlCCCFEX+rVfrInn3ySuLg4kpKS2LZtG9u2bev2up7Ocf/000958cUX2b9/f7eP5+XlYbPZiI6OPuX+mJgYNm/e3ONrutPa2kpra2vX13V1dT3KWYi+8srOPGx2nWkJgYwM81GKlZe3ld3mFjRdJ6NsMaV1Lb0eK3cKswvPxybzbFsRCw7/C/geU+LVRy5RX0JAxXHmo0HytWqxhJLO5nSldS1YbXYsZqWTVISb3TlBMyU1J4xIT4gzarXayCh0/A03ojHd/grHLpFxPtJNXgghRP/Rq1dm1113HZMnTzbkG5eXl3PzzTfz/PPPExTU/TnZtrY2ADw9T+1a7enp2fVYT67pzgMPPICfn1/XR0xMjNM/ixCq2qx2Xt3lGLd284x45Xiv7/wrAGNa3ChsS2LrsQrlmO7BydSZzRxtzQZgmgFj4Dj5leNz+Bjw8FePJ5wW7O2Gi1nDrkNpfeu5n3AO4a5+WHSd+sYyA7IT4swyiuposzl2AcUZMOXiQIvjv9kJUTOUYwkhhBBG6dWKe09X0nti7dq1NDQ08MQTT/DEE08AkJOTQ11dHdnZ2bz33nv4+/sDUFV1anOjysrKrsd6ck137r77bu64446ur+vq6qR4FxfMhowSKhpaCfVx47KUMKVYzU1VvNtwHEwaKT6L+ArYml3BdanR53zu2cxIvh5Kt3DEtR13rZ6pBpxvfznrVWr9/bg8ajyytnVhmUwaYb7uFFQ3U1zTTFTH1nln/TZsLr//4mHMgZcYlKEQ3Us/2Xm+3V95F1BtTS45Zkd/hrEjr1bOTQghhDBKjwv38vJyQkJCDLv2iiuuIC7u1HO8hw8fZuzYsdx2221omkZUVBRBQUHs37+fK664ouu6ffv2MXHiRIAeXdMdNzc33NzcevTzCNHXXtqeC8CNU2NxUdyinLv3OVztdqJ0MxfPWMUzB/eyNbsCXdeVXtTGxc4m3KZTYtYY77+dURHLlfIEeLP+KNkBfowMiJbCvR+I9PegoLqZIgPOuXsGdPx+ry1QjiXE2XTNbzegMd2Bo+8BEGeDgAC1MbdCCCGEkXpcIYwZM4bf/e535OXlnfGanJwc/ud//oeUlJRzxouPj+fKK6885cPX15eEhASuvPJKNE1D0zRuuukmnn32WSorHeOnNm7cSHp6OjfffDNAj64Roj/LLK5jd241ZpPGd6bFqgXTdUYdeo9P8gt5Kv46pgwLw8PFTHl9K0dK65VCayYTKTjmwwf7HcZsUlvZqq46TrbJDsCk0dcrxRLG6DznXmRAZ3l8O8YZ1haqxxLiLPYa2FG+qSyDyHYr4917tlAhhBBCnC89XnHfuXMnv/3tbxkxYgRjxowhNTWVsLAwdF2npKSE3bt3k5mZydKlS9m1a5dhCd53333s37+fpKQkRo4cyd69e/nzn//MnDlzenWNEP3VSzscI+AWpoSpNZADKNwDxftxMbuRMO0XYDEzNSGQLUfL+fJoBcnhvkrhLe0pYP6CApdStTyB9EzH0ZvhNo3AwBHK8YS6CANHwtV4+PG/IUFUW+p4xm5Hc3LyiBBnU1LbQlFtCyYNxkX7KcdbWFXCwoIi2hf/2oDshBBCCOP0uHCPj4/n9ddfJzc3l7Vr17Jt2zb27NmDpmlER0dz0003ccMNN5y2/b03/u///u+0RnXe3t589tlnHDhwgNLSUlJSUoiMjOz1NUL0R3Ut7by717EiedP0eOV4mdsfYyRgHrMUvBz/lmYnBjsK9+wKbpvj/NZPu11nV9k0tJgtnLBARflhgkNGOx0vrcgxlWKyZ5TTMYSxOkfCGbFV3s0/ng3eXgDU1xfg66e4m0SIbnSOgUsO98XLrVdte05nt0HBHgBcYqUxnRBCiP6l13/l4uPj+c1vftMXuTB79uwzPjZu3LhzPr8n1wjRn7y9p4CmNhuJod5MH6bW7K266jgrG/cTEh3Jq+OX0xltdmIIkMmunEpa2m24u5idin+0rJ68xiCW1JtIstU4OsIrFO57GvLABKkR05yOIYxl5FZ5D89A/O06NSaN4rKDUriLPtHVmM6A+e3tpRmY2+oxuXhByCjleEIIIYSRZO+iEBeIrutd2+RvmhGn3A357W1/oV3TCDC7EZgwt+v+kWHehPq40dJu73qR64ydJxyTGy5rm87Pa2oJztvtdKz6ukKyNCsAqcnLnI4jjBXh17FV3oAVd4CIjveGS6uOGhJPiG9LN/B8+7pD/2V2bBSPRyWAWXH1XgghhDCYFO5CXCDbj1dyvLwRL1cz105U2y5us7axtjwNgOWxl8E33gTQNI1ZIxxN5b5QmOe+K8dRuFvj5zruOLEZdN2pWCezP8JL14m1QWjYGKdzEsbqHAFX1dhGS7tNOV6Y2TFTu7gmRzmWEN/WarVxqKgOMKZw319+gDqzGZOvHLUTQgjR/0jhLsQF8uJ2x2r7tZOi8HF3UYq1Ne0fFJnB165z+cy7T3t8VqKjcN+aXe5UfF3X2ZnjmNoQPf4S6lw8+dReR/HJL5yKN6Yyj60nC/hPwFSnni/6hq+HBU9Xx1EKI1bdw938AShpKFKOJcS3HS6qo81qJ9DLlbggT+V4+1vKABgXKefbhRBC9D9SuAtxARTXNrMx09GZ/eYZ8crxXj3yOgDXeo/A3eP0lafOFfeMojqqGtt6Hf9ERSMVDW24WkyMiw/lt9Gx3B4WwicZLzuX8MmvMAPhCQuce77oE5qmEWHgOfcIzzAASloqlWMJ8W3pnfPbY/yVjxrV1pwkx+zYQTRu5NWqqQkhhBCGk8JdiAvg1Z152Ow60xICGRnmoxQrL38b22gCYPn0u7q9JtTXneRwH3QdtmX3frt85/n2iTH+uFnMTA92NILcXrG/17H01gYo2uv4Im5mr58v+lZXZ3kDCvdw31gsuk5be5NyLCG+ret8e5z6NvmDR98DINYGgYHDleMJIYQQRnO6+4qu6+Tk5JCXl4fVaj3lsQULZBVNiDNps9p5ZVc+4GhKp+qz3X8H4CI8iYm56IzXzRoRTFZJPVuPVbBkfO/OcO7q2CY/bZhjxNyMpKVQsYM99kbaWutxdev5mw87Dq3hT5GhLLSa+XWA+s8vjBVpYIO6S2MXsHDz45j95f9nYby9Hc02J8b6K8faX/gVAOPdQpRjCSGEEH3BqcI9NzeXZcuWsWfPnm4f151sWCXEULAho4SKhlZCfdxYmBKuFqytiVuO7mCS3oRl4QNnvXRWYjDPbs3hy2Pl6Lre462ljvPtjhX3aQmOIXOJwxYS/MVdVJg19mW8xtRJt/U45bS8zRS6WCjzCO7xc8T5E+Fv3FZ5l843ZuqKwG4Hk2zyEsYoqW2hqLYFkwbjo/2V4+2vOw7A+GBplimEEKJ/cupV1O23387YsWOprna8293c3MyWLVsYNWoUTz/9tKEJCjHYrOloSnfj1FhczIqFTMbbaC01jPMIZ/SE75/10mkJQbiaTRTVtnCiorHH36Kgupni2hYsJq2rc7NmMjHdLRSAr3I+7lXKe2odL5Anh07q1fPE+dG54l5kxEg4nwjQTGBvh0bnGiMK0Z29Hdvkk8J98XJTHN1mtzO1roppzS1MTLjMgOyEEEII4zlVNWzdupX7778ff39/ACwWC3PmzGHNmjU88sgjRuYnxKCSVVLHrtwqzCaNG6fGKsdr3PVvx43Jt4LJfNZrPVzNTI53FN5bezEWbscJxzb5cdF+eLh+/T1mRE4HYHtddo9jtbbUchBHQZiaeFWPnyfOn84z7sUGrLhjduF/wyL5bkQYWQXb1OMJ0eHr+e3+6sHKs/hhZTnPVjYycvgi9XhCCCFEH3CqcK+srCQiIgKAoKAgSksd3bGTkpLIy8szLjshBpn1B0sAmJ8cSnhH925nFRbu4hLXSh4ICoSJN/foOZ1j4b7sReHeOb+983x7pxkpKwHI1KzUVvdsTvfBrHdo0zSCbTpxsbN7nIM4f765Vd6IY0+Zbm7sd3cjvzJLOZYQnTo7yhsxv52C3Y7PUZPArLh6L4QQQvQR5QOHqampPPbYY5SUlPDYY4+RkJBgRF5CDEq7O4rgOSPVGyClH11Hs8nEIW9/8Ao65/UAs0c4vu+OE5W02+w9es6uXEfOUzvOt3cKCU3h4RY3Piwowq8wvUex0k5uAiDVNRBNzjv3S51b5RvbbNS1WM9x9bmFu3gDUFx3UjmWEOBo8HmwsBYwpqP80ZObqTGZIHqKciwhhBCirzj1ynnlypVdt++//35eeuklIiIieOihh2SrvBBn0Ga1szffsb3z20WwM/aUOFaJJvnE9/g5KZG+BHi60NBqZV9+zTmvL6lt4WRlEyYNJnfzAvnyuMuIsdrg+Oae5VxzFIDJweN7nLM4vzxczQR4ugBQXGvASDg3x3/rJY0lyrGEADhcXEeb1U6ApwvxQZ7K8e6qSWd2XDTbfQ1YvRdCCCH6iFOF+5o1a7pup6amUlBQQGZmJsXFxVx55ZWGJSfEYHKoqJaWdjv+ni6MCPFWjpfe7CiEJkWdeQTct5lMGjNH9Hy7/M6OMXApkX74uLucfsHweY7PJz6Hc22rtrUzqr6SEW1tpI64osc5i/Mvws/AWe7ejskJJS1VyrGEAEjvGgMX0OPpGGdSV5vHCbPjd1fSiMXKuQkhhBB9xZC9qi4uLiQnJ+PtrV6MCDFYdW6TnxwXiMmk9mKzqiqbnI4XmxOTr+vVc+d0nHPfeuzcXb47x8CdcYdA3Eze9PXjl27NnMz78uzBivZxR0UF71S1kThMOjf3Z5Fd59zVO8tH+DpGwpVaG5RjCQHGNqY7ePQ9AGJtEBg4QjmeEEII0Vd63IVl9erVADz44INdt8/kwQcfVMtKiEFod9dZcfXtmHsz3wRghE3DP6B3fSVmJTrOue8vqKWupR3f7lbSO+z61vz207h68lFgKLu0VmZkriUubs6Zv/HJrY7PcTNlnnc/17nibshW+cCRAJTo7cqxhADYa2Bjuv0d0w7GuQUrxxJCCCH6Uo8L97S0tG5vCyHOzW7X2Z3rWCWaEm/A+fai7QBM8ozs9XOj/D0YFuzFiYpGth+vZGFKeLfXVTS0kl3mWCU9W84zAlPYVZ3OV2Xp3HiW73s8dzMxgGtcz7f2iwvj65Fw6ivuYSEpWHQdF7sNW1szZlcP5Zhi6Cqta6GwphmTBuNi/JXj7a87DsD4oDHKsYQQQoi+1OPCfdOmTd3eFkKc27GyBmqb2/FwMTMmyk85XmxtKeNtrUyNn+HU82clBnOiopEvj5WfsXDv3NqfHO5DgJfrGWPNSLyKJ3als9tWR3t7Ey4upzeLslnb+G77CdrjonkzOIF4p7IW50vnVvlCA864BwUkkpZfitnWBo1l4BqnHFMMXXs7tsmPDPPB201tdJvdZuWgvQlMGuMTFhiRnhBCCNFnlPertre3094uWyCFOJvOkWoTY/1xMSv+s2ttYEXhUdYUl7Jwwg+cCjG7Y7v81rM0qDvn+fYOyYlX4W/XaTRpHMp8u9trjmSvp8Gk4YJGTMJ8p3IW58/XW+XVV9w1sxmzb5Tji7pC5XhiaOua327AGLgTuZ9Rb9LwsOskDluoHE8IIYToS05VELqu8/TTT5OUlISHhwceHh4kJyfz73//G/1cnaWFGII6V6+N2CZPwS7QbeAXC37RToWYPiwQs0kjt7KJ/Kqmbq/Z2XW+/ewz4s0WF6a5OH6u7cc/7PaaPSc+AmCi2Ruz5cyr96J/6FxxL6ltwW434Hd653+ntQXqscSQ1tlR3ojz7cGVOfypvJKfaAFYXNyV4wkhhBB9yanC/fe//z133303N954I+vWrWPdunWsWLGC3/72t/zxj380OEUhBjZd17/RmE69cM8//gkNmgZxzm2TB/Bxd2Fix/nQrdmnr7rXNrWTVVIHwJQeNNObETYFgO01R7p9PK3yEACpAaOcSVecZ2G+7mgatNnsVDS2Ksd71d3EdyPCWJsvx6yE89qsdg4U1gLGdJT3Lz7I0oZGbo2WXUBCCCH6P6cK96eeeoq1a9fyxz/+kSuuuIIrrriCP/7xj7z++us8+eSTRucoxIBWUN1McW0LFpPGRANebP6haBMXxUXzid/ZV8LPZVbXWLjTC/fduVXoOgwL8SLU59wrUTNSbsSi67i2NmBrOnVet91mJd1aA8DkBNmOOhC4mE2E+rgBxjSoK3d1Z7+7G0cbZMVdOC+zuI42qx1/TxcSgr3UAxbsdnyOnqoeSwghhOhjTh+2nTZtWrf3yVZ5IU7Vudo+JsoPT1e1ZkrtrQ0c0Fuwaxojhl2qFGt2Z+GeXYHtW9uhd+ZUAmcZA/ctkZGT2Vbvyn9KSjGf/OqUx47nbKLGZMLDrjM66SqlnMX509VZ3oiRcN6O6QclrdXKscTQ1Tm/fWKMP5qmKcVqqCvk5dYCMlxdIHqKEekJIYQQfcqpwn327Nm8+OKLp93/4osvMmfOWeY4CzEEGblNPuPoe7SaNALtOglxc5VijY/2x8fNQm1zO4c6tp922tXD8+3f5DlsnuPGic2n3L8n23HufbzJs9uO86J/iuxoUFdowIp7uF8CACW27vspCNET6QbObz9w5B0eDArkrvAI8A5RjieEEEL0tR4v//3lL3/puh0ZGckvfvEL3n77baZMmYKu66SlpbF582Z+9rOf9UmiQgxUuwxsTJeeuxGAiRY/NJNad3qL2cSM4UF8criUrdkVjO84897QauVQkeN8e6/ebBh+Cex+hrrjn+H7jbun1Zbz66pqIpNmK+Urzq8IP8cRiWIDRsJFBCUBUIJNOZYYuroa0xnQUX5/oWNn0Di3YOVYQgghxPnQ48L9gw8+OOXradOm0dTUxJYtW065b8+ePcZlJ8QAV9nQyvHyRgAmG/Bic091FgCTAlOUY4Fju/wnh0v58lg5qy4Z4fgeJ6ux2XViAj26tkv3hC12JrdEhHHArZ2PCncRFTUVdJ2E/HQSGuph9EpDchbnR4S/cSPhwkPHAlBr0mhqqsDTU4ol0TtldS0U1jRj0uh6k1HF/trjAIwPMuZ3qRBCCNHXely479ixoy/zEGJQ2p3rWCEaGeZNgJfaGDS7zcpeWz2YNFKHXWZEeszqmOe+52Q1TW1WPF0t7DzhON8+Nb53ze/MngGY3HzQtTa2H36NZVFTofI4NJSC2Q2iUg3JWZwfUR0j4YoMOOPu4xuFt12nwaRRUnqAYQnzlGOKoaVzm/zIMB+83dR6hdhtVg7YG8GkMT5+gQHZCSGEEH1Pba+tEOKsOs+3G7FN/tiJj6k3aXjYdZJGXKkcDyA+yJPoAA/abTo7Tzhy7TrfPqz3Oc/wd2yJ3l7q6Na85/DrfODlSXn0RJA5yQNKRMcZ9yIDtsoDROsmotqtNNaeNCSeGFr2djamM+B8e07uZupNGu52nZHDFynHE0IIIc4Hp9+21nWdnJwc8vLysFqtpzy2YIG8gy0EGNuYLqQ8m3srqqgLHo7FoCJY0zRmJwbz6q58vjxWwYzhQewvqAF63lH+m2YMv4In0w+ys70am7WNN/M38UFoMD/y9ecXhmQszpeIjhX3svpW2m12XMxq7/OudRmBdvxTmKS2WiqGps6O8kbMb9+f8zEAKZq7Yb9LhRBCiL7m1Cuo3Nxcli1bdsbz7DISTghobLWS0dHkzYgV98DCfSyvb4DUK5RjfdOsESG8uiufrdnlLMgLpd2mE+7rTmxg7zvAj0m+Du+0B6g1aWQeXUdaazmYNVJj5hqas+h7wV5uuJpNtNnslNa1EB2gNhFA84t23KiVWe6id9qsdg4UOCZfGNGY7kD5AQDG+8QpxxJCCCHOF6eWUG6//XbGjh1LdbXjHfDm5ma2bNnCqFGjePrppw1NUIiBKj3P0eQtyr93Td66peuQt91xO26GenLfMHN4EJoGR0sbeH9/MeDYIeDMnGSLiztTLH4AvHngWUrMGhZdZ8Lo6w3NWfQ9k0kjvKOzfJEBI+HoLNzrpHAXvZNZXEer1Y6/pwvDgr2U4/2mqpbniku5ZtgSA7ITQgghzg+nCvetW7dy//334+/vD4DFYmHOnDmsWbOGRx55xMj8hBiwducYt02+rHgPa6nnhKsHRE1WjvdNAV6ujI1yFNtvpOUDzp1v7zQzZBIAb7UWATBad5Uu4gNU10g4AxrU7Tbb+W5EGKtr0pVjiaGl63x7jL9TbyieoqUWz/IjTGlpJSHR2N1LQgghRF9yqnCvrKwkIiICgKCgIEpLSwFISkoiLy/PuOyEGMB2GdiYbnvWm9wXHMjvIyLBVW3LcndmJzoKa6vdcczFmfPtnS4avZxFDY1YOo7MpPomqCcoLogo/84Gdeor7nbPQPa7u5Fha1SOJYaWzo7yRjSmoyAN0CEgHrxD1OMJIYQQ54lyV/nU1FQee+wxSkpKeOyxx0hIkBfpQrRZ7ezteLE5NUH9xWZ6qaOfxCSfeOVY3Zk14usXsEFergwP8XY6VkzMRfy1zYuIjqaVk6NnK+cnLozOBnVGdJaPCB4NQKlmR7fbleOJoePrxnTqv0vfyXqNhwL92R8xSjmWEEIIcT451Zxu5cqVXbfvv/9+Fi9ezKOPPoq3tzevvvqqYckJMVAdLKyl1WonULEI7pTeXAJmSI2+yIDsTjcpzh8PFzPN7Tanz7d30TQqEmaSX/sVmq4zcZScbx+oOkfCGbFVPix0DADNJo3a2pP4B8ibvOLcyupbKKhuRtNgfIyfcryPKw+wzc+XGN8gxhuQnxBCCHG+OLXivmbNmq7bqampFBQUkJmZSXFxMVdeacx8aSEGss4xcJPjApTPZFZUZJFrBk3XmZC8zIj0TuNmMXPRCMd2+c7PKoKTlvBZXgH/tAXg4xulHE9cGJH+xjWnc3P3J7DjKEZJ2UHleGJoSD9ZA0BSmA8+7i5Ksew2KwfsjqMa4+Pnq6YmhBBCnFdOrbgvWbKE999/v+trFxcXkpOTDUtKiIHOyMZ0e7PeBmCEbsbPv+/GF/3lmjEsGBXKstRo9WDJVxBy9b8JiZqkHktcMJ3TEIxYcQcIw0IVNkqqjyF/MURP7M3vaExnwDb53Lwt1Js03O06I4cvUo4nhBBCnE9Orbhv3ryZpqYmo3MRYlCw23XSTjpebBrRmC69yDEGbpJHpHKsswn3c2fF1FgsZuXWF6BpMO56CBquHktcMJ1b5aub2mlus6nHMztGeZXU5CrHEkPD3o4V94mx/sqx9h/fAMBozR0XF+ObfAohhBB9yalX6JdeeilvvfWW0bkIMSgcLauntrkdT1czKZG+yvH2NjpGtKVGTFOOJURv+Lpb8HI1A1BkwKp7jHsQUe1WTK21yrHE4Ndus3OgsAYwpjHd/vL9AIz36budS0IIIURfcWqrfGRkJN///vdZt24do0ePxtXV9ZTH7733XkOSE2Ig6twmPyk2QH31uqWOZ/Lz2OfmwtjFyw3IToie0zSNSH8PjpU1UFzTotxo8c6o+dx5eAsEuJ77YjHkZRbX0dJux8/DhWHBXsrx9reUggnGR0w1IDshhBDi/HKqcN+zZw+TJ0+moKCAgoKC0x6Xwl0MZbtyjdsmT8EufOw2ZrtFQ4iMLxLnX0RH4W7ESDg6GxXWFqrHEoPe3q757f6YTGpNPtsay6m3t4HJwviRVxuQnRBCCHF+OVW479ixw+g8hBgUdF3vWnGfYsD8dk46zrcTN1M9lhBOiPTr6CxvRIM6vxjH57rT3/AV4ts657dPjFH/XepacpCN+UWUBsQSHCytEYUQQgw8BnShOtX27duNDinEgFFQ3UxJXQsuZs2QF5v356/nsQA/isNTDMhOiN7rmuVuwEi4Wg9fvhsRxiIfKzZrm3I8Mbh1Fu6T4vzVg+XvRgPCo6VXiBBCiIHJkMK9vLycv/3tb6SkpDBzpqwMiqFrV8dq+5goPzw6mno5q621nreo5zl/P5ojxhiRnhC91jXL3YAVdy//BA66uVJosVBZeVQ5nhi8yutbya9qRtNgQoy/esCC3Y7P0XK+XQghxMDkdOFut9v5+OOPuf7664mOjuaVV15hxYoVHDhwwMj8hBhQdud2zG834Hx7xpF1tGkagXadhNiLleMJ4YzOWe5GnHG3uLgTanfcLqnIUI4nBq/O1faRoT74uLsoxbLbrCxpPcwvQoOpDB1pRHpCCCHEedfrM+4nT57k+eef5/nnn6euro6VK1fS1tZGWlpaX+QnxICyq6NwN6Ix3Z6TmwCYZPFHMxl+qkWIHonoOONeXNuCrutomlqTsHCTKyW0U1x1lHFGJCgGpc7GdEZsk8/N+4Jci5likwe+suIuhBBigOpVNbBw4UKGDRvGJ598wp/+9CeKior4xz/+0Ve5CTGgVDS0cqK8EYDJ8ern29OrswCYFCTn28WF07ni3tRmo7a5XTlehMUHgJK6fOVYYvAysjHd/hMbAEjR3HBx8VSOJ4QQQlwIvVpx/+STT5g6dSoPPvggc+bM6auchBiQ0jpW25PCfPD3VJtTbbO2sc/WACaNScMWGpGeEE5xdzET6OVKVWMbRTUtyv9th7sHQmMVJU0lBmUoBpt2m50DBTWAMSvu+8v2ATDeO045lhBCCHGh9GrFfcuWLSQlJbFo0SKSk5N59NFHqaio6KvchBhQduV0zG83YAxc9olPqDdpeNp1koYvVo4nhIqvt8urn3MP84oAoKSlSjmWGJyyiutpabfj625hWLC3crwDLaUAjI+QjvJCCCEGrl4V7nPmzOHFF1+kuLiYX/3qV7zyyitERUUB8OGHH9La2tonSQoxEOw28Hx7af42Amw2Jpg8sbi4K8cTQkVXg7pa9ZFw0X4JRLVb8W+Xvxeie13b5GMDMJnUeio01BeTrdkAGJe4RDk3IYQQ4kJxquOVn58fP/3pT9mzZw87d+5k1apV3HTTTQQHB3P99dcbnaMQ/V5Dq5WMoloApiaoF+5zqorZklfIX2OuVo4lhKrIjhV3IzrLXxy/gA0FRfyhqlY5lhic9nbOb49V37108Og6dE0j0gYhoaOV4wkhhBAXinKr6gkTJvCPf/yDoqIinn76adk6L4ak9JPV2HWIDvAgws9DLZiuw8ntaIDvMBkDJy68iI4V92IDCnf8YhyfG0rBKqvu4nTpHR3lJ8b6K8fSyo8wqaWFqW7ByrGEEEKIC8mwGVPu7u6sXLmSzZs3GxVSiAFjV45x89ttVdnoDSVgcoGoVOV4QqjqPONuxFZ5PIPA0nH8o65IPZ4YVErrWsirakLTYIIBhfv08lxeKC7jvhEr1JMTQgghLiAZDi2EAbrmtxuwTf69fc+yICaSp6ITwUVx9V4IA0R1nnE3YsVd07grLIz5MZGk5X2uHk8MKtuyHbv2xkb54evuohbM2gontztuJ8gkHCGEEANbr8bBCSFO12q1sS+/BjCmMd3esj2UWSy0eEcqxxLCCJ1b5UvrWrDZdcyKDcOqXd0oQ6e4OtuI9MQgsrWjcL9ohPrW9qrjn2K2t+LnHQYhycrxhBBCiAtJVtyFUHSwoJY2q50gL1eGh3gpx0tvdowuSo2epRxLCCOE+7rj7mKi3aaTW9moHC/WLQiA7Kos5Vhi8NB1vWvFfZYBhfuajP8yOzaKv0cNA03tzSYhhBDiQpPCXQhFndvkJ8cHoCm+OKwoz+SkGTRdZ0LyMiPSE0KZ2aSRHO4LwOGiOuV4yQFJABxpKFCOJQaP4+UNlNa14mYxkRqn3lF+R+0xdE0jNmyCenJCCCHEBdbjrfKrV68G4MEHH+y6fSYPPvigWlZCDCC7c4yb356e9RYAiboZ387u20L0A6MjfdmXX0NGUR1Lxqsd40iOngkln5Fpb0S329FM8h6ygK3HHKvtUxMCcXcxK8Wqrc0jQ2sHNKaPlsZ0QgghBr4eF+5paWnd3hZiKLPZddJOOmYOGzG/Pb14JwCTPKOUYwlhpJRIx4p7RpH6/PXEhEsx7b6PKpNGeflhQsPGKMcUA9/W7ErAmPPtaYdewa5pJNg0wsMnKMcTQgghLrQeF+6bNm3q9rYQQ9mRknrqW6x4uZoZHeGrHC+9MR9MkBoxzYDshDBOSqQf4Ngqr+u60rEQD89AEuwmjpt1snI3SeEuaLfZ2XHCUbgbcb59e8EXAEz3kp1LQgghBgfZnyiEgt0d59snxQVgMav9c9Kba5lWX0NKaysTk5YakZ4QhkkK88GkQWVjG2X1rcrxpriHMq25BZeakwZkJwa6AwU1NLRa8fd0MeRN0J2N+QBMj7lYOZYQQgjRH/R4xf3222/vcdDHH3/ciVSEGHg6G9NNNeB8u1awm/9XVQ0B8RA2VjmeEEbycDUzPMSbY2UNZBTVEubrrhTvf+Kugo2/g4AKgzIUA9nWYx3b5IcHY1IcN1hctIdcM5h0nSljVhqRnhBCCHHB9bhwz83N7brd3NzMJ598QlBQEGPHOgqMgwcPUllZyWWXXWZ4kkL0R7quf92YzoDz7eR95fgcO1M9lhB9ICXS11G4F9YxLzlMLVjEOMfnkgPqiYkBb5uB89u9ivbyp/JKCgJj8fGVfiFCCCEGhx4X7u+++27X7VWrVhEXF8ff//533N0dqy4tLS388pe/xNXV1fAkheiP8qqaKKtvxcWsMSHGXzlexsktJGgannEz1JMTog+kRPrx7r4iMgwYCUe4o3CvrT2JZ2MFLl7qBZsYmBpbraTnOZp8GnG+3Td3O0sbGmHSEuVYQgghRH/h1KHcdevWcf/993cV7QDu7u7cf//9rFu3zrDkhOjPdnWsto+L9lceXdTaWsdNplIuioumOCTRiPSEMNzojs7yh4sNKNw9A7klOoZZcTHsP/aBejwxYO3KqcJq14kJ9CA2yFMtmN0OJz533B42VzU1IYQQot9wqnCvqamhpKTktPtLSkqorq5WTkqIgaCzMZ0R89sPZb1Lu6bhq0N4lHSUF/1T50i4vKom6lraleP5ujriHekYgyiGpq0d2+RnjQhRjpWfu5mXLS2c8PCB6CnK8YQQQoj+wqnC/ZprrmH58uWsX7+e8vJyysrKWL9+PTfccANLl0o3bDE07M7tnN8eoBwr/eSnAKRa/NFMMuxB9E/+nq5E+XsAjrFwqkb5xAGQWX1MOZYYuLZ1Fe7q2+Q/y3ydB4MC+Wt4NFjk6J4QQojBw6kK4amnnmLGjBlcffXVhIaGEhYWxtVXX81FF13EU089ZXSOQvQ7ZfUt5FQ0ommQGqe+4r6n+ggAk4JlnrXo37q2yxtQuCeFTQAgq7VcOZYYmMrqW8gqqUfTYMbwIOV4OyoczQ6nB49TjiWEEEL0J04V7j4+Pjz77LOUlZWxY8cOduzYQVlZGc888wxeXl5G5yhEv5PWsdqeFOaDn4eLUiybtY399gYAJiUsUs5NiL7UOWPbiAZ1o+LnA3Bcs9HWWq8cTww8X2U7xsClRPoS6KW2Qt7e2siejt+l00derZybEEII0Z/0uKt8dwICApg2Tc7jiqGnszHdVAPGwB09/hENJg0vu07SiMXK8YToS53n3DOKapVjRYRPwteuU2fSOJ7zKaOSr1GOKQaWrQaOgduf+QbNJo1Au07icHkTVAghxODiVOF+++23n/Xxxx9/3JmwQgwYRjamSz+xAYAJJi/MciZT9HMpUX4AZJc10Gq14WZxfqKCZjKRrLmzi1ayCrZJ4T7E6Lpu6Pn2HTkfATDNNRiTSW3ShxBCCNHfOFW4Z2dnn/K13W4nOzubY8eOsWDBAkMSE6K/qm9pJ7NjHJYRK+6za6ugsorwUXOVYwnR1yL93PHzcKG2uZ1jpQ2M6SjknTXPN5HYwu3E+ctEkqHmREUjxbUtuFpMhrwJur3mGJhgRvhUA7ITQggh+henCvcPPjh95q6u69xzzz1YrVblpIToz/acrMauQ2ygJ2G+7mrBdJ3Y/HRWNjbAqBXGJChEH9I0jZRIX746XklGUa1y4b5y+DVwYD145huToBgwOlfbJ8cF4O6itkLe3FDKUVoBE9NHLTcgOyGEEKJ/MWzulKZp3HXXXaxdu9aokEL0S0Zuk6fqBDSWgdkVolLV4wlxHnx9zl29QR0RHd2/Sw+B3a4eTwwYW48Zd77doyCNLXmFPNtoISJSfpcKIYQYfAwdGF1dXU1trXrDIiH6s905xs1v33P4dd7x9qIochy4KK7eC3GepEQ6VtmNGAlHUCKtFncyaKO29KB6PDEgWG12tp9wdJSfnaheuHPiczx1nWlx89RjCSGEEP2QU1vln3766dPuq66u5oUXXmDhwoXKSQnRX7VabewrqAGMWXF/J/8z1oUE8UPvAH6lHE2I86NzlntmcR12u47JpDkfzGzh1qhIDpis/PXYOhZFjDcoS9GfHSispb7Fip+HS9cbQUpOfO74PGyueiwhhBCiH3KqcH/kkUdOuy8gIIDFixfz+9//XjkpIfqrAwW1tFntBHu7khDspRwvvaUUzDAperYB2QlxfgwL9sLNYqKxzUZuZSPDQryV4o30COVAaxFZ5QeQIV5Dw7aObfIzhwdhVnnjBygp2ccvXeu4KMCfX8bNQi2aEEII0T8Z0lVeiKGic377lPhANE3t5WF5WQb5ZtB0nQmjlhmRnhDnhcVsIjnCl/35NWQU1SkX7qMCkqCkiKwGaVA3VBg5v33n4dfIdHPF4uKJ5ql+hEkIIYTojww94y7EYGdkY7o9WW8BkKSb8fGNUo4nxPnU2aDucLH6OffkqJkAZNkalWOJ/q+pzUp6nqNXiCHz24t3AjDdL1E5lhBCCNFfObXiDo7xbzk5OeTl5Z02Ak5muYvByGbX2ZPb2ZhOvXBP73ixOckrRjmWEOfb6AjjOssnDrsMU9pfqDRrlJdlEBKaohxT9F+7cqpot+lE+XsQF+SpFEu329nRWg5mjekJlxmUoRBCCNH/OFW45+bmsmzZMvbs2dPt47quKyUlRH+UVVJHfasVbzcLozqKFhXpTQVggkkR0wzITojzq2vFvagWXdeVjo54eAYSbzdxwqyTmbNJCvdBrnN++6wRwcpHjrJPfEKFWcPdrjNhtMxvF0IIMXg5tVX+9ttvZ+zYsVRXO1Yfm5ub2bJlC6NGjeq247wQg8HujvPtk+IClJspNdUVka3ZHPGSrlPOTYjzLTncF5MGFQ1tlNW3qsdzdexiySrt/g1hMXhszXaMgbvIgDFwO46+A0CqyQtXNx/leEIIIUR/5VThvnXrVu6//378/f0BsFgszJkzhzVr1nTbcV6IwWB35zb5ePXmR54lh/g8r5CnG02EhI5WjifE+ebhau5qSmfEPPcrQlO5o6qai5ualGOJ/quioZXMjr4IM4cHKcfbUXEAgOlBY5VjCSGEEP2ZU4V7ZWUlERERAAQFBVFaWgpAUlISeXl5xmUnRD+h6zq7DGxMR95X+NvtXBQ5Sz2WEBdI53b5jKJa5Vhzhl/J92vrSSqVqSWDWec2+dERvgR7u6kFs7UTWl9BoM3G9MSrDMhOCCGE6L+Uu8qnpqby2GOPUVJSwmOPPUZCQoIReQnRr5ysbKK8vhVXs4nxMf4GBNzu+Bw3Qz2WEBfI14W7+oo74eMcn6tzoMWAeKJf6jrfbsA2eQrS+EN5GZ9XtJI04gr1eEIIIUQ/5lRzupUrV3bdvv/++1m8eDGPPvoo3t7evPrqq4YlJ0R/0bnaPi7aD3cXs1Ks1pZaVllzGO/vx4+jJuNqRIJCXAApkX6AMSPh8Aoi3z+KQ+3VjMndTEzy1eoxRb+i6zpbjxk3v50TnwOgDbsYzGq/l4UQQoj+zqkV9zVr1nTdTk1NpaCggMzMTIqLi7nyyisNS06I/qKzMd0UA8bAHcx6h53ubrzt64tL8EjleEJcKJ0j4U5WNlHX0q4c7+FAf34TGswXORuUY4n+J7eyiaLaFlzNJqYY0Csk/8RGdIBhc5VjCSGEEP2d8lZ5ABcXF0aMGIG3t7cR4YTod3Z3rLhPNeB8e3repwBMcg1AMxnyT1CICyLAy5VIP3cAMg3YLp/sEwdAVvUx5Vii/9nasU1+Upw/nq5Obfjr0lBfzBJzGZfERFEbnWpEekIIIUS/1quqoaGhgX//+9+n3PfCCy8QHByMl5cXS5cupb6+3tAEhbjQyupbyK1sQtMco+BUpVcfBWCSdEEWg8Doju3yRpxzTw6bAEBWa7lyLNH/bDv29fx2VWkZr2DTNLw0M36hKcrxhBBCiP6uV4X7P/7xj1O6xp84cYLbbruN+fPn89BDD7F//37uv/9+w5MU4kLaneMYA5cc7oufh4tSLJu1jX32RgBShy1Szk2IC62zQZ0R59yT4y4BIFuz0d7aqBxP9B82u85Xx407374j73MApntGKccSQgghBoJeFe6vvPLKKY3p3n77bWJiYnj11Ve5/fbb+e9//8vbb79teJJCXEhfb5NXX20/kr2eRpOGt10ncbgU7mLgG21gZ/nIiMn42nWsmkZ27ibleKL/OFRYS12LFR93C2Oj/JTj7Wg4CcD06DnKsYQQQoiBoFeFe3Z29inj3rZt28bChQsxdZzT7WxU11NNTU387W9/Y+HChVx00UX86Ec/IjMz87TrNmzYwBVXXMHkyZP5/ve/T25urlPXCOGM7ccrAWMa0+0+vh6ACSZvzBbpJy8Gvs4V92Ol9bRabUqxNJOJZM1xZj6rYJtybqL/6DzfPnN4EBazWm+PstJDHDfraLrO1DHfMSI9IYQQot/r1V/P4OBgjhw5AoDNZmPbtm3MmPH1HOrq6moCAnq+KnnbbbdRVVXF6tWrefDBB2lqamLGjBmnFN0bNmxgyZIlzJ49m0cffZSamhpmzZpFTU1Nr64RwhkF1U0cKa3HpMFFw9W3d7aVZ+Jjs3NR6AT15IToB6L8PfDzcMFq1zlW2qAcL8nLsfU5q/KwcizRf2w18Hz7jsOvADBad8HPP145nhBCCDEQ9Kqt6xVXXMFtt93G6tWr+fTTT2loaGDRoq+3++7Zs4dp06b1ON7zzz+Pq+vXq44zZszAw8ODzZs38/3vfx+AP/zhD6xYsYLVq1cDMH36dMLDw3n66ae77uvJNUI447OsMgAmxwUS4KW4Qt5cw215h/me3Yr1yl8ZkJ0QF56maYyO8GX7iUoOF9UxRnEb9FXRl5D65U7GBIcblKG40JrbbOw56egVYsj59qIdAEz3Ha4cSwghhBgoerXift999+Hl5cV1113Hc889x//93/8REhLS9fjf//53fv7zn/c43jeLdoBPPvkEXddJTXWMdmloaGD37t0sXry46xo3NzcWLFjA5s2be3yNEM7alOko3OePClUPlr0J7FZcgpPwCB2lHk+IfiKl65x7rXKs5GGXMb+pmbCSw2C3K8cTF97u3CrabHYi/dxJCPZSC6brXFdRxPdr6pg/YokxCQohhBADQK9W3IODg9m8eTO1tbV4enri4nJqh+3XX3+doKCgXiWwbds2fvzjH1NXV0d9fT3vvfce48aNA6CwsBBd14mIiDjlOREREWRkZPT4mu60trbS2tra9XVdnXpjJTG4NLRa2dFxvn3+qDDleOVZ7xEMaEnSlE4MLilRxjWoIzgRzG7Q1gDVORAkq6oD3bbsr7vJa5qmFqz8CKnVxaRa3GH0cgOyE0IIIQYGpzrE+Pn5nVa0A70u2gHGjx/Pa6+9xosvvsjixYv5wQ9+wPHjxwGwWq3A6Svzbm5utLe39/ia7jzwwAP4+fl1fcTExPQ6dzG4bT1WTpvNTlyQJ8ND1FaJrO0tXNOQzuXRkRTGTDEoQyH6h5SOWe6ZxXXY7bpaMLMLe8MT+Ze/L/uyPzAgO3GhdTamm5Wovk2eE587PsfOABd39XhCCCHEAKHW2tUA3t7ejBkzhrlz57JmzRr8/Pz4+9//Dnz9RkBlZeUpz6msrCQ4OLjH13Tn7rvvpra2tusjPz/fsJ9JDA6fdm6TTw5TXiXal/EadSaNRrOJ8BELjUhPiH5jWLAXbhYTjW02TlY1Kcdb5+3FPwL82VLwpQHZiQupqrGtayfGTAMafL6T/Q5bPdxpiZ+lHEsIIYQYSC544f5NmqYREBBAba3jnGR4eDiRkZHs3LnzlOu2b9/edQ6+J9d0x83NDV9f31M+hOhkt+tsPuIo3BcYcL59S/Y6AGa7hsoYODHoWMwmksN9AGPOuY8KTAYgs6Hn40VF//TVccdqe3K4DyE+bkqx2tubeKi9kJ+Gh3IidIQR6QkhhBADxgUr3Jubm/nTn/5EY2Nj132vvPIKu3bt4qqrruq678c//jHPPvssJ06cAODFF1/k6NGj/PCHP+zVNUL0xr6CGioa2vBxtxgyv/3zOsfxj4tj5ynHEqI/Gt2xXd6Ic+7JUY4xo1l29fFy4sLqHANnRDf5jKx3aDRp+Nl1khOvVI4nhBBCDCS9ak5nJDc3N9zc3EhISMDb27ur4d1TTz3F0qVLu6675557yM3NJTk5meDgYJqamnjuueeYMGFCr64Rojc+zSwF4OKRIbiY1d7fOnnyS3LNOhZdZ+b4W41IT4h+p7Oz/GEDCveRwy7DlPa/VJo0KsozCQ6RKQwDka7rfHnMuPPt24+vB2CaSyAm8wV7+SKEEEJcEE795dN1nbVr17Jt2zaqqqpOe3zNmjXnjGEymVi9ejW//e1vycvLw8vLq9sz6RaLheeee45HH32UiooKYmNjcXNz6/U1QvTGpwaOgduS8RIAqZoHPr5RyvGE6I9GRxrXWd7DM4g4u4kcs05mzkZmS+E+IOVVNVFY04yLWWNqvPrOpR01WaDB9LDJBmQnhBBCDCxOLSXeeeed3HrrrZw8eRKLxXLaR29omkZcXNxZG8kBBAQEkJiYeNaCvCfXCHEuBdVNZJXUY9Jg7kgDCveydADmhp6554IQA92ocF9MGlQ0tFJW16IcL9k1AICskj3KscSF0dlNfmJsAF5uaivkjQ0lHMAxwnX6qBuUcxNCCCEGGqf+kr700kts3LiRmTNnGp2PEBfcZ1mO1fbJcYEEeCk2kmuu4QdlRSR4uDJ3/i0GZCdE/+ThamZYiDfZZQ1kFNcR6qs2qmuU33A+qqriaF2OQRmK861zfvssA86378l4FaumEW2DmOjpyvGEEEKIgcapFXdd1xk/frzRuQjRL2wycJs82ZuY2dTIvVoo0dEz1OMJ0Y+NjjDunPsVw5fwVkEx91epxxLnn82u89Vxx5hWIxrT7cv/AoDpnpHKsYQQQoiByKnCfd68eXz44YdG5yLEBdfQamVHx4tNQwr3ox87PictUo8lRD+X0nXOXX0kXGjcbEa2t+NSlQMtUrwPNIeL6qhpasfbzcL4aD/leL8oK+bdgiJuSVxmQHZCCCHEwOPUVvmQkBBuuukmPvzwQ0aMGIGmaac8fu+99xqSnBDn29Zj5bTZ7MQFeTI8xFsplrW9hSdLtjDT3Y1JiQsv3OxFIc6TFANHwuEVDD6RUF8EpRkQJztWBpLO8+3ThwVhUZzMQX0pWlkmw9Egeem5rxdCCCEGIacK97S0NCZOnMiRI0c4cuTIaY9L4S4Gqq5u8slhp70h1Vv7Ml7jGW833vAM4fMo6YIsBr/OzvInK5uob2nHx91FKd7nYQlsdGth9tG3WCSF+4CyNbscgFkjgtSD5WxxfI4YB14GxBNCCCEGIKcK9x07dhidhxAXnN2us/mIo3BfYMQYuOx1AMx2DcXsIpMOxOAX6OVKhJ87xbUtZBbXMzVBbQTYIS9f3rN5Yyrfhxw2GTha2m3szq0GjJnf/teM/1AWEsTN0eMZqxxNCCGEGJhk964QHfYV1FDR0IaPm4UpigUHwOd1xwG4OHaeciwhBgojz7mPCp0AwJHWCuVY4vxJy62mzWon3Ndd+ciRbrezobmQDd5eNISnGJShEEIIMfD0eMV99erVADz44INdt8/kwQcfVMtKiAvg08xSAOYkheCieCbz5MkvyTXrWHSdmeNvNSI9IQaE0ZF+bMosM6SzfFLcXMh+mWOalfbWRlzcvNQTFH2u83z7RSOClY8c5Zz8nDKzhquuM3H0ciPSE0IIIQakHhfuaWlp3d4WYrDoPN9uyDb5jJcASNU88PGNUo4nxEDx9Yq7euEeFTkVH7tOvUnjeO6nJCddpRxT9L2u+e2J6ufRdxx5C4CJmgfuHgHK8YQQQoiBqseF+6ZNm7q9LcRgUFDdRFZJPSYN5o40oHAvSwcN5oakGpCdEANH5yz3Y2X1tFntuFqc372imUwka+7sppXMgq1SuA8A1Y1tHOo4JnHRcPXz7TvK9gEwPVC2yQshhBja5Iy7EMBnWY7V9slxgQR4uSrFam8oJ8/WCMDFY29Wzk2IgSQ6wAM/DxfabTpHS+uV4yV7OXasHKnMVI4l+t72E5XoOowM8ybU110plrW9hd02x5sAM0YsMSI9IYQQYsCSwl0IYFPHNvl5BmyTd8n9go/zi3iz0Y2YmJnK8YQYSDRN61p1P1ysvl0+OSgFTdepaSxTjiX63jfPt6s6dOQdGkwavnad5EQp3IUQQgxtUriLIa+h1cqO45WAMefbObIBE5CUuFg9lhADUOc8dyMa1F2avIwdJwt4sLgQ7HbleKJvbT3Wcb7dgMK9tWA3Ka2tTLcEYLao7YQSQgghBjqn5rgLMZhsPVZBm81OXJCn8ugiu7UNjn3ieEdspEyeFkOTkSPhPMLGgskV2uqhJhcChynHFH0jr7KJvKomLCaNacPUG9NNK87itaJSbFf8xoDshBBCiIFNVtzFkNc5Bm5+cpjy6KL0Q68wL8SLR0PDIXqqEekJMeCkRPoBjhV3u11XC2Z2gdBRjtvFBxQzE31p23HHavvEWH+83RTXBVobIH8XAObh81RTE0IIIQY8p/6y6rrO2rVr2bZtG1VVVac9vmbNGuXEhDgf7HadzUccZ2fnGzEGLnsdlRYzFe5hYJYNLWJoGh7ihavFRGObjbyqJuKD1eavfxQUxquEMuvo6/wo5RpjkhziWtptlNS2EBvoicmk9oYlQEHBDrYfaQKMOd9edXwjbroVL/9YCEhQjieEEEIMdE5VFnfeeSdPP/00CxYsICBA5qqKgWtfQQ0VDW34uFmYEh+oHG9L3XEww8UxlxiQnRADk8VsIjnchwMFtWQU1SkX7rXeYextdMerLsegDMXPX0lnU2YZwd5uzBkZzNykUGaPCHZqqsamrQ/w6+Ov4KLrTImzoFWP5/jx7zIsYT6aybmNff/J+C+vxEWzyjOBHyruhBJCCCEGA6cK95deeomNGzcyc6Z0zBYDW+c2+TlJIUrzpgHy8raSY9ax6DoXTfiBEekJMWClRPp2FO61XDEuQilWcvQMKP2cLFuDQdkNbcW1zXzaMQKzoqGVt9MLeTu9EE2D8dH+zE0K4eKRIYyL9sfcg9X4N46/A0C7ppHlaSOrKZ1nt6bz0ft2oofNhxEL0BMuRvPw63GOOxpysZo0osNTnfshhRBCiEHG6a3y48ePNzoXIc67TzvGwBnRTf7zQy8CkKp54OMbpRxPiIFsdKQfkG/ISLiRCZeipd1PhVmjoiKL4OBk9QSHsA8PFKPrjrPod12WxJaj5Ww5Wk5WST378mvYl1/D45uO4e/pwuzEEOaODGHOyBBCfNxOi1VVlc1OvQk0jeH5F5MQXE6zRy5lbbVE1xRD+guQ/gJ3hoZQ6enPrMAULkpaSnLikjOuxldUZHHU5JggMHXMyj7930IIIYQYKJwq3OfNm8eHH37IDTfcYHQ+Qpw3BdVNZJXUY9Jg7kj1wv2Lsr2gwdwQWSES4uvO8uqFu6dXCPF2EzlmnawTG5klhbuS9w8UA3DNhChmjghm5ohg7l48iuLaZr7oKOK/PFZBTVM77+8v4v39RYDj/1PHanwoE2P9cTGbKM94k+S2Nlo0d/Y1XM5Vc0dz66wE7K0NkLcDsjfSnr2RbR6tNGqt7KlO54kd6QRv+x9muocxK2o2M8bdgv83zrHvyngVgGS7icDAEef/fyAhhBCiH3KqcA8JCeGmm27iww8/ZMSIEad14r733nsNSU6IvvRZx1bR1LgAp851flN9bQF7aAY0Lh57kwHZCTGwJYf7oGlQXt9KWX0LoT7uavFcA8ixVZFVsodZBuU4FOVVNrE/vwaTBpePDT/lsQg/D5ZPiWX5lFisNjt782vYcsRRyB8sdPQryCiq45+bj+PjZuGiEcH8uXojr1WV8r/6CvYBsxIdjelMbt6QuAASF+DCQ7yRv52vDr/K1tI0dtrqqDBrvNdexnu5bzEp6xVeMMfCiAUwYgFfFW4FYIaPjP4TQgghOjlVuKelpTFx4kSOHDnCkSNHTntcCncxEGzK7OwmH6Ycq+3Ep9xUW0+Olz8xMRcpxxNioPN0tTAs2Ivj5Y1kFNURmqRYuPsN46OqKjLrThiU4dD0wUHH6vmM4UFnfTPFYjYxJT6QKfGB3LkwifL6Vr485ijivzhaTnVTO3szDhPstgc0+LB1JiE+biSGencbLyZmBstjZrAcaGutZ2/Gq2w78RFb608wq6kZandDwW5qvniIdXHRAEyPW2D4zy+EEEIMVE4V7jt27DA6DyHOq8ZWKzuOVwLGnG8POrGVO6prYNTNyrGEGCxSIv04Xt7I4aI6LklS+3eWHDGF0LId+LXWGpTd0PT+fsc2+SXjInv1vBAfN5ZOimbppGhsdp2DhbUc+ew+GnPhiG0kRQSzcnTYaTvwuuPq5sO0ST9i2qQfcQdgry2A45shexM7Olbb/e06E1Nu7O2PJ4QQQgxaMmhaDElfHqugzWYnLsiT4SHdrxD1mM0Kxz5x3E66XD05IQaJ0ZG+vLe/iMMGnHOfkXw9n35wt+OL1npw81GOOdRkl9WTWVyHxaSxaEz4uZ9wBmaTxoQYf/5q/4yH4qJ5MPwSXkmcxoQYf6fimfyiYdJNMOkmFrS38PLRdQT6xeHhqT6iUwghhBgsnC7ci4uL+ec//0lmZia6rjN69GhWrVpFRITa2B8hzofOMXDzkkN7tEJ0NjlH1lGgtTDVIwC36KlGpCfEoPB1gzr1VXLNOwR8IqG+CEozIHa6csyhpnO1fXZiMP6ean09Cgp2cMBkxaTDpNTvExwSbESKWFzcGZey3JBYQgghxGDi1ODqbdu2kZiYyNq1a/Hw8MDLy4s33niDxMREtm3bZnSOQhjKbtfZfKRzDJz6+fa3D6/hZ+Gh3Bc9DMyyiUWITimRjrnduZVNNLRa1QOGjwWgrXCveqwhRtd13j/gON++ZHzvtsl35+O9/wJgiuZBcMgo5XhCCCGEODunCvc777yTVatWceTIEdasWcNLL71EVlYWP/vZz7jzzjuNzlEIQ+0rqKGioQ0fNwtT4tW3Ym6pOw7ArJiLlWMJMZgEerkS4edogJZpwDz393x9mBsTxV9y31KONdRkFtdzorwRV4uJS0erv2G5oSIdgEWRs5VjCSGEEOLcnCrc09PTWb169SlbjDVNY/Xq1ezdKyshon/7rKOb/JykEFwtTv0T6JKXt5Ucs45F17lowg+NSE+IQWV0RMd2+UL17fKeASOotJjJaqlQjjXUdK62z0sKxcfdRSnWiZzPyDLZseg6Cyb/woj0hBBCCHEOTlUtfn5+5ObmnnZ/bm4uvr6+qjkJ0ac2dZxvN6Kb/OeHXgQgVfPAxzdKOZ4Qg83X59zVV9yT4y8BIFuz0t7aqBxvqNB1nff3G7hNfv+zAMzQvPEPSFCOJ4QQQohzc6pwX7FiBcuXL+fdd9+lqKiIoqIi3nnnHW644QZWrFhhdI5CGKaguomsknpMGswdqV64f1Hu2GFyccgk5VhCDEajO865HzZgq3xU5FR87DrtmsaJk5uV4w0V+/JrKKhuxtPVzLxkxd97us7HVYcAWBQzz4DshBBCCNETTnXSevjhh7FarVx//fVYrY6GQxaLhdtuu42HH37Y0ASFMNJnWY5t8qlxAQR4qXVVrq8rZI/eDJrG3DE3GZGeEINO54r70dJ62qx2peMpmslEkuZOGq1k5n9J0sgrjUpzUOvsJr9gVBgerma1YKWH+FdhAZ/4+HLJtasMyE4IIYQQPeHUKyh3d3eefPJJysvL2bFjBzt37qS8vJwnn3wSd3d3o3MUwjCbOs63zzegm/yuA89j1TSG2TRiYmcpxxNiMIoO8MDX3UK7TedYWb1yvGQvx1bvrMrDyrGGArtd58ODxm2T59DbhNls3BR+kRwPEkIIIc4jpdlV/v7+TJs2zahchOhTja1WdhyvBIw53z6vJJd3C4qoGne9ciwhBitN0xgd6cuOE1VkFNV1jYhzVnLQaGjKIaup2KAMB7fduVWU1rXi425hzkjFWeu6Doc6OvqPuU49OSGEEEL0WI8L99WrVwPw4IMPdt0+kwcffFAtKyH6wJfHKmiz2YkN9GR4iLdaMJsVLXsjw9utDB93szEJCjFIpUT6seNEFYcNaFA3JnYuk4++xSRrC9jtYFKbDDHYdXaTX5QSjptFbZv8ocw3+bt7E1f7BnDFyIVGpCeEEEKIHupx4Z6WltbtbSEGik87usnPHxV6yihDpxTsgpYa8AiA6KnqyQkxiHWOhDOicB+eMJ/ny2vB1go1uRA4TDnmYGW12Vl/sASAKw3YJr8+Yw3bPTzw9w7kClcv5XhCCCGE6LkeF+6bNm3quv3f//6X6Ojobq8rKChQz0oIg9ntOpuPOM63LzDgfPu/0h4nOySI74RMZaJZ6cSJEINeSlRH4V5ch92uYzIpvHFmdoHQUVC8D0oOSuF+Fl8dr6SqsY1AL1dmDg9SimW3Wfm4/jiYNRYNu8KgDIUQQgjRU07tMYyJiXHqMSEulP0FNVQ0tOHjZmFKfKByvA9rs9jg7UVp+CgDshNicBse4o2rxURDq5X86ib1gOFjadA0ivO3q8caxDpnt18+JhwXs9qRgvSDaygza/jYdWal/tSI9IQQQgjRC4YeDmxqasLDw8PIkEIY4tOObvJzRoYojaMCyMvbSo5Zx6LrXDThh0akJ8Sg5mI2kRzuA0CGAdvl3/NwZUZ8DPeVfq4ca7Bqtdr4OMOxTd6IbvIbjqwFYJ5bOK5uPsrxhBBCCNE7vdrje++993Z7G8But5Oens6ECRMMSUwII236xvl2VVsOvQRAquYh45CE6KHREb4cKKglo6iWxWMjlGLFRqRC8UayrA0GZTf4fHm0groWK2G+bsq7jKztLWxsygOTxuWJ1xiToBBCCCF6pVeF+9atW7u9DeDi4kJ8fDx33XWXMZkJYZCC6iaySuoxaXBJkgGFe3k6ABeHTFKOJcRQkRLpOOduxIr7yIRL0fY8QLlZo6LiCMHBScoxB5vObvKLx0ZgVukpAOza/xxVJg1/u87UCbcakZ4QQggheqlXhfvnn38OwLJly3jzzTf7Ih8hDPdZlmObfGpcAAFerkqx6usK2aM3g6Yxd8xNRqQnxJAwumN+uxGd5T29Q4mza+Sa4UjOxn5buO/Nq+aBj7L47aJkUuMClGK1tzZyzxuXM8w7hp9e8/JZr21us7HxsGOXkRHb5F1ObmNacwvx/sNxcfFUjieEEEKI3nPqsK8U7WIg6TzfPt+AbvLb9j2LVdMYZtOIiZ2lHE+IoWJUhA+aBmX1rZTXt6rHc3Vs/84s6b/jSf+zNYddOVX8+vV9tLTblGLtPPAcG2zVPFl7gB17/nXWaz/LKqOpzUaUvwcTY/yVvi/WVqYc+5JnS8q4Z+rdarGEEEII4TSnCvddu3bxq1/96rT7f/WrX7F7927lpIQwSmOrle3HKwGYn6y+Td6l+AApra1c7DtCOZYQQ4mnq4WEYMfs74yiWuV4SX6OMXBZtSeUY/UFXdfZnVsFQF5VE//aopZnev6XXbef3vdPsLad8drObvJLxkeiaWrb5Dn+GbTUgnc4pnh5s1IIIYS4UJwq3G+//XZuvPHG0+5fsWIFd9xxh3JSQhjly2MVtNnsxAZ6MiLUWy2Yzcr83D28VlTK7am/NiZBIYaQlM7t8sXq2+VHhacCkNVWrRyrLxRUN1Na9/XOgic/zyav0vlReHvrHIW/n83G3wvzYPs/ur2uvqWdzUccu4yWjFdrAgiwbd9zVJhNkHItmMzK8YQQQgjhHKcK97179zJmzJjT7h8zZgx79uxRTkoIo3z6jW7yyitPBbuguRrc/THFzjAgOyGGFiMb1I0atohr6xv4bnU1eku9cjyjda62T4jxZ9aIYFqtdv70foZTsdpa6zmotwDwYuRifO06fPFXqMk/7dpNmaW0Wu0MC/FidISv8z8A0NxUxR1NmcyPiSI7frpSLCGEEEKocapwj4iIYNu2bafdv3XrVsLC1M8RC2EEu13vWnlaYMD59qOHXqNB0yDxMjD3qq+jEAK6CkkjGtQFBI3gz61urKivRytzriDuS52F+9SEQP54VQouZo1Ps8q6msb1xuFj79Nq0giw6yRc+hDEzkRvbyLto1+cdu37+4sBuHKc+jb5L/c8SZNJI9yuMTzpKqVYQgghhFDjVOH+gx/8gFtvvZVXXnmFgoIC8vPzefnll7n11lv5wQ9+YHSOQjhlf0ENFQ1t+LhZlOcYA9xZ+jmz46LZFdk/O1gL0d91rrjnVDTS0GpVDxg+zvG55KB6LIPtznVs4Z8cF8CIUG9+ONtxJv+P72XQ3Na7RnVxlXn8pbySn7pGoZnN2BY/zE/CQ/l+23G27vq/rutqmtr44mg5AEvGqW+T35C7AYCFfoloJqdeLgghhBDCIE79JV69ejXLli3jlltuISYmhtjYWL73ve9xww03cPfd0nVW9A+d3eTnjAzB1aL2ojMvbys5Zh2AUaNXKOcmxFAU5O1GuK87AFkGnHNvDxtNlqsLe/O/UI5lpKrGNrLLGgCY3PGm4S/mjSDSz53Cmmae/Dy7V/ECCvdxdUMjNyZcCYA5fCzDg0YD8MChf9Pa4mj2t+FQCVa7TnK4D4lhPko/Q2NDCV9YawC4fMwtSrGEEEIIoc6pasZsNvPEE09QWlrK559/zpYtWygtLeWJJ57AbJbmNaJ/2PSN8+2qPj/0EgCpeODjF60cT4ihyshz7p+7u3J9VAQP1PWvFfe0jm3yI0K9CfRyBRxd9X+/xFFs/2vLCXIqGnsWzG6HvO2O27Ezu+7+2aKnCbHp5Jnh+Y9/DsAHBxzb5I2Y3b457Z+0mjTibZCcuEQ5nhBCCCHUKC1DBgYGcvHFFzNnzhwCA9W3IgthlILqJrJK6jFpMDdJvXD/ojwdgItDJynHEmIoG91VuKuPhEuOuwSAbM1Ke7vzHduN1nm+/dtHdBamhHPxyBDabHb+8F4Guq6fM1Zh3pe86Goj09MHIsZ13e/tE8Gdw68D4NmqvRw69iVfHa8AYMk49cJ9Q94mABYFjJFt8kIIIUQ/4FSHrdtvv/2sjz/++OPOhBXCMJuzHNvkJ8UGdK14Oau+rpA9ejNoGhePucmI9IQYsoxccY+KnIK3XafBpHEidzNJiVcoxzRC5/n2KfEBp9yvaRp/vCqFhY99wRdHy/k4o4RFY85+Fn3bkbf5a1AA03DnWbPLKY9dPvsPvJXzIbtMrTz+xZ3Y9d8zPtqP2CBPpfyb64rYZasDk4lF425ViiWEEEIIYzj1Nnp2dvYpH0ePHmX9+vU88cQTZGT0v+6+YujZ1HG+fb4B3eS37XsWq6aRYNOIjZ2lHE+Ioaxzlvux0gbarHalWCazhSSt48x8/pfKuRmhqc3KoULHboLummImBHvx44sdjer+/P5hmtrO3qQvveIAAJN8R5z2mGYycc+cB7HoOjstTUzy+cCQbfIe2ZvYmF/IIy3uDB9+qXI8IYQQQqhzasX9gw8+OO0+Xde55557sFoN6BQshILGVivbj1cCsMCA8+1b8j8HYK7vcOVYQgx10QEe+LhbqG+xkl3W0LV13lmjPCPY05xLVkUGVxuUo4p9+TVY7Trhvu5EB3h0e83P5o7gnb2FFFQ383+fZfPbRclnjJfeWg5mjYmxF3f7+PBhC1i+ewQ76jL5kfYp40f/r/oPcegt/Ow6C0ctV48lhBBCCEMYdnBN0zTuuusu1q5da1RIIZzy0aES2mx24oM8GRHqrRastYG78o9xZ2U1i5LlRawQqjRN65rn/uaeAuV4ycEpAGxuyKW66rhyPFW7czq2yScEnnGOuoermT8sceT97JcnujrQf1tx0R6KzRpmXWd80tIzfs/AoN/z94I2FrWVEnHgaaX89fpSyOno0j/mzN9TCCGEEOeXoR1nqqurqa1VbzgkhIrXd+cBcP3kmDO+cO6xjLcJbKnnFksoo1OkcBfCCDfPiAfguW05PL8tRynW3NSfEW7TKTHp7H3nFmi7sE3q0k52NqYLOOt1l44OY35yKO02nT+8d6jbRnXpR9cBkKxb8PQ+8+6hD7OaeKC9o//G1sfRK3o3bu6bXt/2F1aGh/BxdAoEDnM6jhBCCCGM5dRW+aefPv0d/erqal544QUWLlyonJQQzsouq2d3bjUmDZalGjC2Lf1Fx+dJN4PqmwBCCACuGBdBbmUSf/34CH/+4DAhPm5c6WQndD+/WP51yRMUvPsj5tTmw5u3wvI1YHbqz5sSq81O+snOxnTnnrTyhyUpbM2uYFt2JR8eLD7tf4O9JbsBmOQde8YYJysb2V9Qy0FtKo1xF/NaTToZH97Eozdtc6ob/EclX3HA3Y2S4DG9fq4QQggh+o5Tr2weeeSR0+4LCAhg8eLF/P73v1dOSghnvb47H4B5yaGE+borxTqWvYH/tZ7kBm8fFo+/0Yj0hBAdfjZ3OGV1Lbyw/SR3vL6fIC83ZgwPcirWsIT5DLvuZXjxajj6EfUf/BLvJf8472PMMovraWyz4eNuYWSYzzmvjw3y5GdzR/DYpqPc98Fh5iaF4u329Z/lA01FYIZJETPOGKNzdvvM4SFUzruLf27+Ke008Nn2vzL/ot/2Kv+Skn2ka20ALEz9aa+eK4QQQoi+ZUhX+ezsbHbv3s3f/vY3/P39DU5RiJ5ps9p5K70QgBVTzrxC1VNv732SPR7ufBIWBz7q3emFEF/TNI3fL0lh8dhw2mx2fvRiGpnFCiPiYqfDdf8h38WFFeWf8dS6lcYl20Od89snxwVgNvVsh86PLx5GXJAnpXWt/P3TY18/0FzNC/knea64lKmjz3xM5/39RQAsGR9BbNxsvuc7GoCHjrxEU1NFr/L/ZM+TAEzSXQkPn9ir5wohhBCib53f5Qgh+tCmzFKqGtsI9XFjblKIUqy21nrebzgBwNKRNxiRnhDiW8wmjb/dMIGpCYHUt1r53vO7KKxpdj7gqCtJm3ozeS4uPFV3iLWf/Nq4ZHugq3DvwTb5Tu4uZv54laNR3XNbczhaWu94IG8nHrrOFK8YfM9w1vxYaT1ZJfW4mDUWpoQDcNuip4m0QbFZ45kNvVs131Dm2Jp/efjMXj1PCCGEEH2vx1vlb7/99h4Hffzxx51IRQg1r3Vsk79+cjQWs9p7Up/t/Bu1Jo0wm85FsmVUiD7j7mLmmZsnc8PT2zlSWs/N/9nJmz+ZSYCXq1Pxrr30bxS+s4J/1WXwv0UbCf7qr8ybeZfBWZ9O13V25zrOt09N6HnhDnBJUiiXjQ7jk8Ol/O7dQ7z2o+loedsdD8ZOP+Pz3u/YJj8nMQR/T8f/Xh6egfw2+SZ+dewl/luXyVW5n5MQP/ecOeTnf8VBkxWTrrNg8qpe5S+EEEKIvtfj6iY3N7frIzMzkyeeeII1a9awf/9+9u/fz5o1a3jiiSfIzMzsy3yF6FZBdRNfHisH4IbJMcrx3sr5EIBrA8ZgtjhXQAghesbPw4X/3jqFCD93jpc38sMX02hptzkdb9XVr7DUNRy7pvGbIy+w7+DLBmbbvdzKJioaWnE1mxgb5dfr5/9+yWjcXUzszKnivf1F/KHgIx4MDKAwfHS31+u6zgdd2+RPbWp3yfQ7ma15YdU0HtjyG3S7/Zzf/+O9/wJgquZJcPCZ58oLIYQQ4sLoceH+7rvvdn2MGDGC2267jYKCAjZv3szmzZspKCjgtttuIzExsS/zFaJbb6QVoOswc3gQcUFeSrEKCnawg2Y0XeeaqXcYlKEQ4mwi/Dx48dap+Hm4sOdkNT9/ZS9W27kLzu5oJhO/W/Y+czRvWk0aq9Ie4ETOZwZnfKrObfLjY/xwdzH3+vnRAZ78Yp7j7+fDH+7mPa2Jl/18sEWM7/b6jKI6TlQ04mYxsWD0qT04NJOJuy95FFddZ7fexPH0Z875/UcXZzGvsYkl0XN7nbsQQggh+p5T+4nXrVvH/fffj7v711273d3duf/++1m3bp1hyQnREza7zhtpjm3yy6eor7a/s+tvAMzQPImKmqocTwjRM4lhPjx7y2TcLCY2ZZbyu3UZ3c437wmLizt/XfY+Y+0W6kwa93/6S6grNjjjr+3O6f359m/74ewEhgV7EWDbilXTCLbpxER3f978/QOO1fZ5yad2ou8UE3MRfw6+iLcLixmx5XFobTjzNy7LYmZxFk9U1HDVjNVO5y+EEEKIvuNU4V5TU0NJSclp95eUlFBdXa2clBC98eWxcopqW/DzcOlq0OQ0m5WxhQeZ1tzCdcOuMiZBIUSPTYkP5IkVEzFp8OquPP7+abbTsTw9g/nn1W9yebuJh4oK4eVl0FJrYLZfS+ua3x7gdAw3i5k/XZ1CgNdhAMaZ/bsdaefYJu94E+Lb2+S/6YqFj5PgHQ31RbDloTN/44y3HZ+HzwdP5994EEIIIUTfcapwv+aaa1i+fDnr16+nvLycsrIy1q9fzw033MDSpUuNzlGIs+qc3X7txCintqieInsTcyuLeLbOxmUz+r6hlRDidIvGhPPnq8cA8Nimo7y2K8/pWAGBw3n4unUEeYZA6SF4bSV6e4tRqQJQVt9CTkUjmgapsWqF7+zEEHSfUgDsDVHd7jjYm19DYU0zXq5mLkkKPXMwFw+4/GEAMtKfIefEp6ddotvtvHxkLXkWC4y5Til3IYQQQvQdpwr3p556ihkzZnD11VcTGhpKWFgYV199NRdddBFPPfWU0TkKcUbl9a1sPOx4kbtiqvo2edJfdHwefyNY3NTjCSGc8t3pcfxi3ggA7nnnIJs6/p07JSAeVr4Jrj68U5HO6tcXYrdZjUkU2NPRTT4pzAc/TxelWDZrG8ddWgHIKh/FW+mFp13TObv90tFheLie483KkQt5a8QMbgwP5r4vfntao7ojxz7gQQ8bS6MiaBo+Vyl3IYQQQvQdpwp3Hx8fnn32WcrKytixYwc7duygrKyMZ555Bi8vtcZgQvTG2+kFWO06E2L8SQ73VYpVXpbBf0q2UmE2wcSbDMpQCOGsOy4dyQ2To7Hr8PNX09lzUuEoVsQ4iq75O/cFB7LeVsVf37q2R93We2JXR2O6KQrn2zsdO/ExDSYNL7udEy0TeGB9JrXN7V2P2+w6H3aMgbty3Jm3yX/T9Ev+jJsOu7VWPvryT6c89tGhFwCYY/HH0zusu6cLIYQQoh9QGnYdEBDAtGnTmDZtGgEBzp/rE8IZuq53bZNfYUBTunU7/8rjgX7cGTMMQmUckhAXmqZp3H/tWOYlh9LSbucHL+wmu+wsTdbOIXL0Uv6S4NgOvqY5l/+uv82QPNM6VtwnK5xv71SZv4Mwq5XxJm8SQgOobGzjb58c6Xp8V04VZfWt+LpbmD0yuEcxo6KmclvQRAAeOf4WDfWOwl+329lQexSARfGLlHMXQgghRN9xunAvLi7m3nvv5brrrmPp0qXce++9FBf3XcdeIb5td241Jyoa8XQ1c+VZGjT1hG6383b5HgCuiVlgRHpCCANYzCb+8Z2JjI/xp6apnVue20VpnfNn1Bdf/CfuDJ4OwN8qd/H+5nuV8mtotZJR5Gh4NzVBfcX9oqoiNuUX8Vjs1fz56hQAXtpxkkOFju/R2U1+0Zhw3Cw97+nxvYVPEmeDcrPGPzf8GIADh9dSZAZPu87s1J8p5y6EEEKIvuNU4b5t2zYSExNZu3YtHh4eeHl58cYbb5CYmMi2bduMzlGIbr2229Gwasm4yG7HIfVG2v7nyTeDl13nsul3GpGeEMIgnq4Wnv/eFIYFe1FY08wtz+2irqX93E88g1uueIabPIcB8PuT7/LV7n86HWtvXjV2HaL8PYjw83A6DgC6DnnbAfCMn83M4cFcNT4Suw6/W3eINqudjw6eu5t8d1zdfLhn7E8AeLXxBEey17Ph8MsAzHUNxkO6yQshhBD9mlOF+5133smqVas4cuQIa9as4aWXXiIrK4uf/exn3HmnFD2i79U2t7O+4wXscgOa0r15+CUAFntE4ekVohxPCGGsQC9XXrh1KiE+bmSV1PPjF/fQarU5He/OpW9xuTkQq6bx60NPUXh8o1NxOue3G7Ha3l51HHt9MZhcICoVgP+5YhTebhb25tVwx9p9VDe1E+TlyoxhQb2OP3PKKi41+WPTNP6y9XdsaMgB4PLhS5RzF0IIIUTfcqpwT09PZ/Xq1Wia1nWfpmmsXr2avXv3GpacEGfy3v4iWtrtjAzzZmKMv1Ks2ppcNrVXAHDd+B8ZkJ0Qoi/EBHry/Pem4O1mYfuJSv7f2v3Y7aePS+sJk9nCX67/gGm48/3aWiLf/ilU5fQ6zm4Dz7d/tP855sRG8Vj0cHD1BCDM153bFyQC8EFHU7rLx4ZjMTt30u03C/5OuNXGmLoKGjUdH7vOzInye08IIYTo75z6y+/n50dubu5p9+fm5uLrq9bZW4ieeL1jm/zyKbGnvIHkjA+2P0ybppFkNzE66Voj0hNC9JExUX48/d1UXMwaHxwo5i8fZnY767wnXN18ePr6j/mJexxaYzmsWQqNFT1+fpvVzt58R+E+1YCO8umladSazei+p26Dv2VmPElhPl1fL+lhN/nuhEdMZP3IH/Lbqhq25BXyjO8kXN18zv1EIYQQQlxQThXuK1asYPny5bz77rsUFRVRVFTEO++8ww033MCKFSuMzlGIUxwqrOVQYR2uZhPXToxSC6br1BTsxNWuszRiFppJadCCEOI8mJUYzCPXjwfguW05PPPlCadjWTwDHTPe/WNpqs7h0dcW09RQ1qPnZhTV0tJux9/TheEh3k7n0Cm9uQSAiVEXnXK/i9nEfdeMwaRBXJCn8tg5lxk/h5BReOg6Kamy2i6EEEIMBE519Hr44YexWq1cf/31WK1WRyCLhdtuu42HH37Y0ASF+LbOpnSXpYQR6OWqFqwonVWF2XzX4o7LdfcYkJ0Q4ny4ekIUZXWt/O/6TO5fn0W4nwdXOTtdwiccvvs2d751FV9amjn+9lX8Y+VWTOaz/4nc3TG/fXJcICaT2s6fqqpscsyOnQMTk6877fGpCYF8+MvZBHi6Kn8vLK7w/fWOowHRqWqxhBBCCHFeOLW8aLFYePLJJykvL2fHjh3s3LmT8vJynnzySdzd3Y3OUYguzW021u11jEO6cWqsesD0FwHwG3UVnr6Kq/dCiPPqtjnD+MGsBAD+98PDWG1254MFJ/KTWX/E3a7zpd7Itj1PnvMpnefbpxhwvn1v1lsADLdp+AckdHvNqAhfwv0M+hvrGShFuxBCCDGAOFW4u7o6Vjn9/f2ZNm0aU6dOxd/f38i8hOjW+oPF1LdaiQn0cKqr8jc1NZZzLPMdxxeTbjYgOyHE+fbbRckEe7tSWtfKp1k92+J+JuNSlrPM2zEmbm3Wa2e91m7XSetYcZ9iQEf5vYWOMXCTPJ0/vy6EEEKIwcupwj00NJTS0lKjcxHinF7fnQ/A8skxyttFP97xV5aG+fGbqDiIn2VEekKI88zVYuL6yY6RkC/vzFOOd/3k2wH4wl5HSfGZp6ScqGiguqkddxcTYyL9lL9vesNJACaFTVaOJYQQQojBx6nC/cc//jH33HMPzc3NRucjxBkdL29gV24VJg2WparPbn8rfxMASeGTQLEzvRDiwrlxSiyaBl8cLSevskkp1rCEeUzR3bBrGm/tOHPPls5t8hNi/HG1KDa1bGvkorpqJrW0MGnk1WqxhBBCCDEoOfVq47333uO5554jNDSUcePGMXny5FM+hOgLaztW2y9JClU+55l9/BP2a+2YdZ2rp//WiPSEEBdIbJAncxJDAHh1twGr7sOuBODt6oNY21u6vWZ3Tsc2eQPGwFGQxqrqal5odCEyUv6GCiGEEOJ0TnWVX758OcuXLzc6FyHOqM1q5630AgCWT1FfbX87/Z8AXGz2IzhklHI8IcSF9Z1psWw5Ws7a3fn8esFIpVXw+dPuJOrYG8xoaqQx6338xl5/2jW7TxpYuOftcHyOnS67f4QQQgjRLacK99WrVxudhxBn9VlWKRUNbYT4uHFJcqhSrLbWet5vOA4mjetGLjMoQyHEhTQ/OZQwXzdK61r5OKOEJc6OhgNc3bz5MOY6zF89Aftfg28V7iW1LeRXNWPSYGKsv2LmcODkZ8SbNHxjZyjHEkIIIcTgpHQwLzMzk7fffpu3336bzMxMo3IS4jSvdWyTX5YajYtZ7TzpZzsfo8akEWrTmTnpp0akJ4S4wCxmEyumOEZEvrzzpHI88+TvO25kf+qYd/4NnfPbR0X44uPuovR9rO0t/NBeyKzYaHKC4pRiCSGEEGLwcqoCKi0tZdGiRYwePZobb7yRG2+8kdGjR7N48WLKy8uNzlEMcYU1zWw56vjvavlk9W3yn+SsB+CagBQsLgbNRBZCXHArpsZg0mDHiSqyyxrUggUmoA+7hANuLmzcdv8pD3UW7kZskz+S/SHNJg1vHeLi5ynHE0IIIcTg5FThftttt1FbW8vevXtpaWmhpaWFvXv3Ul1dzW233WZ0jmKIeyMtH12HGcOCiA/2UgtWnctDOZn8rbSc66fdaUyCQoh+IcLPg3nJYQC8uku9Sd32kXNYGRnOXyq2097a2HV/Z0d5Iwr39JxPAJho9sZkdur0mhBCCCGGAKcK940bN/Lyyy8zYcIENE1D0zQmTJjAyy+/zCeffGJ0jmIIs9l13khzNKVbMVV9tZ29L+MCXBo+jfDIKerxhBD9ysrpju3yb+4poKXdphRrSupPCLXpVJk0Pt35KAC1ze1kldQ5Ho8PUEsWSK/MAGBiQLJyLCGEEEIMXk4V7uHh4Xh4eJx2v4eHB+Hh4cpJCdFpa3YFhTXN+Hm4sDBF7b8tu60d+941ji8m3WxAdkKI/mZOYghR/h7UNrez/mCxUiwXF0+WBowF4I0T7wGQnleNrkNckCehvmpHbXS7nXRrDQCpcfOVYgkhhBBicHOqcF+5ciWrVq2ioqKi676KigpWrVrFypUrDUtOiNc7ZjJfOzEKdxezUqytaU9yuR+sCQqD5CuNSE8I0c+YTRrfmdbZpE59u/x103+DSdfZpbVyInezofPbT+Z9SZVJw1XXSUm6RjmeEEIIIQYvpw7UffDBB+zfv58PP/yQ+Ph4dF3n5MmTtLW1kZOTw0cffdR1bVpammHJiqGloqGVjYdLAWNmt791dC1FLhaK/EaCxU05nhCif7p+cjSPbTzKnpPVZJXUkRzu63Ss8IiJzDH58rlez5u7Hyet0jEO1Yht8nuzPwBgDG64uvkoxxNCCCHE4OVU4b5ixQpWrFhhdC5CnOKd9ELabTrjo/0YFeH8C2+AivJMtthqQdNYOmmVQRkKIfqjUB93LksJY/3BEl7Zmcefrx6jFO/6pOV8nvUs7zUcp7awEPAwZMV9Rl0Vf6ioxHfkFcqxhBBCCDG4OVW4r1692pBvnpaWxqOPPspXX32FxWJh1qxZ3HfffcTGxp5y3b///W+eeOIJSktLGTt2LI888gipqam9vkYMHLqu81rHNvnlU2LPcfW5rdvxMDZNY7zdhRHDL1OOJ4To31ZOi2P9wRLeTi/kt4uS8XJzvmP7Rak/JTLjGey6jVHmz9jrdi0JqhMugPCCdJbVN0LS9cqxhBBCCDG4OXXG3Qg2m42f/exnXHPNNXz55Zd8+OGHlJSUMH/+fBobvx678/LLL/PLX/6S3/3ud+zZs4eUlBTmz59PUVFRr64RA8uek9UcL2/Ew8XMkvERSrF0u523yx1HNq6LkQZQQgwFM4YFkRDsRUOrlff3q/0tMFtceTZuKRvyi/iRfTeT4wLRNE0twfpSqDoBaBAzVS2WEEIIIQa9C1a4m81mdu3axfLly4mNjSU5OZmnn36a7Oxsdu7c2XXdAw88wPe//31WrFhBXFwcf//73/Hw8OCpp57q1TViYHl1Vz4AV46LwMfdRSlW2oH/kmcGL7vOwul3GZGeEKKfM5k0buwYIWlEk7qYqT9Dx8wU01EuDa449xPOYf/htbzq482J8GTw8FeOJ4QQQojB7YIV7t2pq3PMxvX09ASgpqaGjIwM5s//epXUZDIxb948tm7d2uNrxMBS19LOhwcdK2Qrpqpvk3874yUALnePwtM7VDmeEGJgWJYag6vZxMHCWg4U1CjFsnuFsZnJtANRta8q5/bRyU+4PziQVwPUz8oLIYQQYvDrN4W73W7nrrvuIiUlhcmTJwN0bXUPDT212AoNDaW4uLjH13SntbWVurq6Uz5E//DeviJa2u0khnozKdZfLVhzNTcWHuXa+gaWjb/NkPyEEANDoJcri8eGA/CK4qr70bJ6/q1P5bKYKH7dnEZTk9qqe3qjY1dRarhskxdCCCHEufWbwv3nP/85e/bs4Y033sBiObWJkMlkOu1rXdd7fc03PfDAA/j5+XV9xMSojxsTxnh9t+MF7fIpMernSA++ybimBv5sjiRl1HUGZCeEGEi+My0OgHX7iqhraXc6zu6cKtJap+Cqm2gwaWz46kGnYzXUF3NEswIwMelap+MIIYQQYujocZvd5OTkHgfNysrqVRK33347r732Gp9++imjRo3qur9zFb28vPyU68vLy7se68k13bn77ru54447ur6uq6uT4r0fOFRYy8HCWlzMGksnRasF03XY84Lj9qSbQfVNACHEgDMlPoDEUG+OlTWwbm8hN82IdyrO7txqdCxMs4zhHTJYm7+JpU7mdCDrbeyaRpQNwsLHOxlFCCGEEENJjwv3n//8532SwB133MGLL77Ipk2bmDhx4imPBQcHM2LECL744guuvfbrVYktW7Zwww039Pia7ri5ueHm5mbwTyNUrU1zrLZflhJOoJerUqzDWe/wlrWA69y9GD1Wxi0JMRRpmsbKabH88f3DvLwzj+9Oj+v1Th5d19mdWwXAxRP+Hx/s+z4ZJhsZWW+Tktz78n1PwRcATHIL6fVzhRBCCDE0XdDC/a677uK///0vmzZtYtKkSd1ec/vtt3P33XdzzTXXMG3aNP76179SVlbGT37yk15dI/q/lnYb7+wtBGDFFPXdD2/u/zdv+PrQEBjEQ57SAEqIoeraSdE8uCGLrJJ60vOqSY3r3e+DwppmimtbMJs0ZoyeyKUZway3VvLG3qedKtz31h4HDSaFyGq7EEIIIXqmx4W70SorK3nkkUewWCzMmTPnlMf++c9/cssttwCwatUqKisrufbaa6mtrSUxMZH33nuP4cOHd13fk2tE//fRoWLqW6xE+Xtw0fBgpVhNTRWsby4Ak8Z1o79rUIZCiIHIz8OFJeMieWNPAS/vzOt14Z6WWw3AmEhfPF0t3JDyPdbvf5T1LUX8v7oifHwjexzL2tbEYb0ZNBOTEq/sVR5CCCGEGLo0/Wwd3L6h84x7VlbWOc+79/SMe0NDQ7f3u7u7n9agDqC9vR0Xl7PP9O7JNd2pq6vDz8+P2tpafH19e/18oW75v7azM6eKOy4dyS/nJyrFevfT3/K7gvXE2OCDW/ZiMl+w96iEEP3AvvwarvnnNlwtJnbdMx9/z54fxbnnnYO8sjOPH85K4N4rR6Pb7Vzz3wmcMOv8NepyFi14uOeJ5O+m8blLOeAbzPRfHUUz9ZsesUIIIYS4AHpahzq1Vd6obfPe3t69ur4nBbkzRbu48E6UN7AzpwqTBstSFZvSAW/nbwINlgZPkqJdCMH4aD9SIn3JKKrjzT0F/HD2sB4/N63jfPvkeMdKvWYy8T/xV+G342mSGrfCfL3nzS/zvsJL15kRPhWkaBdCCCFED13Qwl2ITs98eQKAi0eGEOnvoRRr38GX2au1YdZ1rp7+GyPSE0IMcJqm8Z1psfzPO4d4ZVceP5iV0KMmddWNbRwtdewOmxIf0HX/1Bn/D756BsoyoGA3xPRwHnveDsfn2Om9/hmEEEIIMXQpv91vs9mw2WxG5CKGqB0nKnl1l6Ob/E8uVutL0NZazx92PwTAVW7hhISmKOcnhBgcrp4QhZermRPljew4UdWj5+w56TjfPizEiyDvb0wi8QiAMdcB0Lr72R7Fstus/Kh+H48E+lMfNaFXuQshhBBiaHO6cH/ppZcYM2YMHh4eeHh4MGbMGF566SUjcxNDQEu7jdVvHQDgO9NimTYsSCmeZesTrKiuJNZq5/9d/h8jUhRCDBLebhaumRgFwMs7T/boOZ1j4KbGn97QrnniSv4nOJB5Nduorck9Z6yc3M1sd7Pwuo8P7hGpPU9cCCGEEEOeU4X7E088wU9/+lMWLVrEK6+8wquvvsqiRYv4yU9+whNPPGF0jmIQe3zTMXIrmwjzdWP15WdvenhOJYcwbXuMG+sbWDf9Pvz844xJUggxaHxnWiwAH2eUUNHQes7rd3/rfPs3ucfM4IiXL3VmE+999cA5Y+05vh6AcZo7Lm5evUlbCCGEEEOcU4X7448/zssvv8wjjzzCsmXLuO6663jkkUd4+eWXpXAXPXaosLbrbPv/XjMWX3fnGwta21toem8V2K2QfCWWlN7PVhZCDH4pkX5MiPGn3abzRlrBWa9tabdxsLAW6H7FXTOZuCFyLgBrS7aj2+1njbe3fB8Ak/xG9D5xIYQQQgxpThXuhYWFzJs377T7582bR0HB2V8ICQHQbrPzmzcPYLPrXDkuggWjw5TivfzJL1hqKmOnTyBc8ahBWQohBqOVHavur+w6id1+5omo+/JraLfphPq4ERPYfdPMKy66G0+7Tq5ZJ+3Af8/6fdNbKwCYGDPHucSFEEIIMWQ5VbgnJCTw3nvvnXb/unXrSEhIUE5KDH7//uIEh4vr8Pd04Y9XqTWQy8/fxj/KtlPoYqFg/HXgE25QlkKIwejKcZH4uFvIr2rmy+yKM163O8exTX5KQuAZO9B7eYdzhYdjhOUbh144Y6yS4n0UmcGs64xPlh1BQgghhOgdpwZc33PPPdx6661s3LiRqVMdI3B27tzJq6++yjPPPGNogmLwOV7ewBOfHgPg91eOJvibnZp7Sbfb+dNnt9Ni0piKO0vnPWxUmkKIQcrD1cx1k6L571e5vLLzJBePDOn2ut0dHeWnxAV0+3in6yf+lDd23MtGayWVFUcJCh552jXpR98BIEm34OUtby4KIYQQonecWnG/5ZZbeP/99ykoKOC+++7jL3/5C4WFhXzwwQfccsstRucoBhG7XWf1Wwdos9qZMzKEazs6PDvrnc9+w05acLfr/HHeE2gm5QmHQoghoHO7/KbMMkpqW0573GbXSe8s3BNOP9/+TaOSrmas3YJV01i3/cFur2muyCLIamOSV6xi5kIIIYQYipxacQe47LLLuOyyy4zMRQwBL+/KY3duNZ6uZu6/dswZt5/2RFnpIR7J3wAmjZ+HziAmZqaBmQohBrPEMB+mxgeyK7eK13fn86sFiac8nllcR0OrFR83C8nhvueMd2vCleTs/S9X1aaB3Q7fehPxurIClpYW0rbsz4b+HEIIIYQYGmR5Upw3RTXNPLg+E4DfLEwiOsDT6Vi63c7/fvJj6k0aY+wWVl72f0alKYQYIlZOd6x+v7Y7D6vt1I7wnWPgJsUFYDad+w3GBTPv5rYWjeCqk3Bi86kPNtdAaQYa4BY324jUhRBCCDHESOEuzgtd17n33UM0ttlIjQvgphnxSvHaMt7CXl+CRdf546y/YHFxNyZRIcSQsWhMOIFerhTXtvD5kfJTHkvL7dgmH3/28+1dXD1h/IqOJz93ykOtJ7eho0PgMPBRm6AhhBBCiKFJCndxXry3v4jPsspwNZt46LqxPVrBOqOmKtw23MPfyyp4I2IxSYlXGJeoEGLIcLOYWZbq6Aj/8s6TXffrus6ujhX3Kd3Mbz8TPfV7bPDy5LaaXZSWHuy6/6mM57kkJorXwuKNSVwIIYQQQ44U7qLPVTa08qf3DwPwi3kjGBHqoxbwk99BYxlacBIj5t9nQIZCiKHqxqmO7fKfHy2noLoJgLyqJsrrW3Exa4yP8e9xLC1sNK+GRLLDw513djzUdf/e+hwqLWbcghLP8mwhhBBCiDOTwl30uT9/cJiqxjaSw3348cXDlWJ9lfYkdxd+RLXJDFf9H1icHyUnhBAJwV7MGhGMrsNru/IB2NUxv31ctD/uLuZexbs+fjEAb1buw2ptpbWlloO0AjApcYmBmQshhBBiKOlxV/nk5OQeB83KynIqGTH4fJZVyrp9RZg0eOi6cbhanH+vqKmxnD8feIpCby9CQsZwR+w0AzMVQgxV35kWy9bsCl7r6C7feb59ck/Pt3/DpdPv5KGcdyg1a2xN+ye+HsG0axpBNp3YmIuMTl0IIYQQQ0SPC/ef//znfZmHGITqW9r5n3cOAfCDWQm92nLanf9b/wMKzRBh0/nJ4mcNyFAIIeDS0WGE+LhRXt/KxsOlXR3lp8T1/Hx7Jzd3P672HsELTcd54+gbTAwYCcAkF380k2xyE0IIIYRzpHAXfebhDUcorm0hNtCTOy5NUoq1/9BrvNx4AjSN34/9MZ7eoQZlKYQY6pp8fw8AAC6ISURBVFzMJpZPjuEfm7P55+ZsTlQ0As6tuAMsm/JrXtjyc76011NUsQ9MMDEoxcCMhRBCCDHUyNv/ok/syqnipR2OLs0PLh2Lh2vvzol+U3trI3/cdT+6prHEJYRZU35hVJpCCAHAiqkxaBpkFNUBMDLMG39PV6dixcdfzDTc0TWNbJNjPvykYQsNy1UIIYQQQ0+PV9y/LTs7m/fee4+8vDysVuspj/3jH/9QTkwMXC3tNla/dQCAFVNimDkiWCnesx/dRrZZJ9Cu85vL/2NEikIIcYroAE/mjgxhc8c8996MgevO9cOuoiZzDc0mjTA7JA1fbESaQgghhBiinCrcP/roI6677jqmTp3Kli1bWLhwIfv376ekpIQFCxYYnaMYYP7+6TFOVDQS6uPG3YtHKcVqLd7Pusq9YLFw9/Ab8A9IMChLIYQ41cppcYYV7pdN/w0Ld7wIjWUw7BJwcTciRSGEEEIMUU5tlb/33nt58skn+fzzzwHYsGEDubm53HzzzQwbNszI/MQAk1FUy7++OAHAfdeMwc/DxflgdhtuH9zB2sJi7jFHsHDWvQZlKYQQp7skOZQRod54u1mYOSJIKZbm4gbTf+r4IvkKA7ITQgghxFCm6bqu9/ZJnp6elJWV4e3tjcViob6+Hg8PD4qLixk/fjxlZWV9kWufqqurw8/Pj9raWnx9fS90OgOS1Wbnmie3caiwjsVjw3lyZapawO1Pwsd3g5svrNoJvpHGJCqEEGdQ29ROi9VGmK8BK+S6DhXHIGgESEd5IYQQQnSjp3WoU68kmpub8fb2BiAiIoLjx487gplMNDY2OhNSDALPbs3hUGEdfh4u/PEqtQ7KBQU7WLfjYXSAS/8sRbsQ4rzw83QxpmgH0DQIGSlFuxBCCCGUOd2crtPixYv50Y9+xM0338wbb7zBzJkzjchLDDA5FY08tvEoAPdeMYpQH+df+Op2O3/69JfsCPQhNyCKX026xag0hRBCCCGEEGLAcWoZ4I033ui6/dBDD5GUlMTjjz+Oj48Pzz77rGHJiYHBbtdZ/dYBWq12ZicGsyw1Wineus13s4Nm3Ow611zyoKxWCSGEEEIIIYY0p1bcly1b1nXb39+f559/3rCExMDz2u58duZU4eFi5v5rx6JpmtOxKsozeTjvQzBp/CxkKnFxsw3MVAghhBBCCCEGHlnKFEpKalt4YH0mAHcuTCIm0FMp3v0bfkS9SWOU3czNC580IkUhhBBCCCGEGNCcWnGPj48/6+O5ubnOhBUDjK7r3PvuQepbrUyI8ed7M+OV4m3a9gAb7TWYdZ0/X3QfFpl7LIQQQgghhBDOFe733nvqPG273c6xY8d4+umn+eUvf2lIYqL/e29/EZsyy3Axazy8bBxmk/Nb5NvqS3jgyMtg1rjVdxTJI5cYmKkQQgghhBBCDFxOFe4//OEPu71/9uzZPPPMM0oJif5N13W2n6jkP1/m8GlWGQCrLhnByDAf5+LVFqLtfgbXtOf5q97M8yER/HixNDgUQgghhBBCiE7K4+C+af78+Xzve98zMqToJ9ptdj48UMyzW09wqLAOcIwovnJcJD+bO6LX8bKOvPf/27v3uCqrfI/j370BUeSuoCKIAl7TzEzTvGSFN8qytKymZixN89hM06mxMTNznC521VPO1JRlZiVZeRodPZk2lmJpNopaXkDFC17yAhsQRGCv84fjfg2CttlseLbweb9evHrttReL31N7xfNlPc+z9N7GWbLn7tMzx45Lkq6MTNSVN74rNQzzau0AAAAAcCnzanBfvXq1goKq93Ay+BZHUYk+2rBf89KydCTvtCSpYYBdI7vH6v4+bZQQFez2WM6yUq3d+Lrm7/hA63V2LL/GjfRIUC817f07qd1Qtn4DAAAAgPN4FNyHDBlSoS0nJ0cbN27Us88+W+2iYL0DJws1d+1efbzxgArPlEmSmgYHavQ18br76nhFNm7g9lini3K0dO0MvX9gpfb4GUmSnzEa5N9Ev+n+OzXtOKJGjgEAAAAA6gKPgnvnzp0rtEVEROjFF19U//79q10UrPPDvhy9vWaPvvjxiJxnM7baNwvR2H5tdPMVMQr093N/sIJj0vdva9GP8/RCSAPJTwp2Go0MTtLdfaaqRUz3mjkIAAAAAKhDbMYYY3URviAvL09hYWFyOBwKDQ21upxaVeY0+uLHI3przR5t2p/rau/fLkpj+7ZRv7ZNZbO5/8T43bu/1Kn0Bbr8x+VSWbHy7Db9pmWcbm3RW7f1m67gkBY1cBQAAAAAcGlxN4d69R53XFoKikv18fcH9O66vTpwskiS1MDPruHdYjSmb4LaN3f/SfHG6dT6TX/Te9vmaa1O6bLiYn1UVixby+4K7f2QPuswTDb/gJo6FAAAAACoszwK7tnZ2XrssceUlpamkydPVni/oKCg2oWh5hx2FGleWpY+3LBf+adLJUkRQQG6t1e87ukdr+iQhm6PVVJ8SsvSZmj+vuXaZXdKkmzGqHmjKBXd+6aCEgZINps83+EdAAAAAOo3j4L7mDFj5HA4NH36dEVERHi7JtSQn/NO6/nlO/T39EMq/fcN7AlNG+v+vm004spYNWpQhfvXnWVa/OUjei37Kx3zs0l2qZHTaHhQvO7pPVmtWvWtoaMAAAAAgPrFo+CelpamnTt3KiYmxtv1oAYYY7Rky2FN/d9tchSVSJJ6JURqbN8EXd8hWnZ7FdfDT+6R/ve/1OhEuo5FN1VUmdHdTbvr9v7TFRbe2vsHAAAAAAD1mEfBPTo6WgEB3K98KTh56oym/u82/WPrYUlS55ahemZ4F3WNC6/yWMbpVPa3ryp29UtSSaGGNAhW47ib1avPEwoIbOzlygEAAAAAkofBffTo0Xr66ac1e/Zs+fvzfDtf9eVPRzX5sy06XnBG/nabHro+SROvS1KAn73KYx05vEnTVozXjrICLS47rcj4vtLwOeoX0dr7hQMAAAAAXDxK3Z999pk2b96s1NRUxcfHV9gqbOPGjV4pDp7JO12iPy35SZ/8cFCS1DY6WK/ccYW6xIZVeSzjdGrJ6if1/L6/K99uU6DNrm3XjFP/65+T7FX/AwAAAAAAoGo8Cu6jRo3SqFGjvF0LvGBtxnFN+iRdhxynZbNJ4/ol6JGB7dQwoAoPnvu348d36E/Lx+ifzjzJbtPlTn/9ecAratPmuhqoHAAAAABQGZsxxlhdhC9wd+N7X1V4plTPL9+h+d/ukyTFNwnSy7d31VWtIz0ab8XaZzQj4yPl2m3yN0YTI7tr9NA35R/g/lZxAAAAAIALczeHcoN6HbAx66QeXZSufScKJUm/7h2vPw7toKAGHvznLTwpLZ+ktMOrlBsSrPZOu57p+6zat73Ry1UDAAAAANzhUXDPzs7WY489prS0NJ08ebLC+wUFBdUuDL/sdEmZXv1yl/62Zo+MkWLCGuqFkV3Vt21Tj8Yr2bFMAUsfkQqO6A92P8W17K3fpLzFE+MBAAAAwEIeBfcxY8bI4XBo+vTpioiI8HZNcMPWgw7998eblfHz2T+SjOweq6eGdVJow6pv03eq4IheXPJrHcndo78WHJOtSVsF3/qGxsZe5e2yAQAAAABV5FFwT0tL086dOxUTE+PtevALSsqcmvPPTL3+VaZKnUZNgwP13G1dNLBTM4/G+37TXE3dNEvZfpKCGin9yjt1xdBZUkAjr9YNAAAAAPCMR8E9OjpaAQFVX9lF9ew6mq///niztmXnSZJu7NJCM4Z3VmTjBlUe63RRjmYv+bUWFGVJflLLMmlGt9/rim5jvFw1AAAAAKA6PAruo0eP1tNPP63Zs2fL35/n29W0MqfR3LV79NKKXTpT6lR4UIBm3NJZw7p6dsXDlh9TNWX9M8ryO7uhwIjAGP3hpvfUOLi5N8sGAAAAAHiBR6n7s88+0+bNm5Wamqr4+HjZbLZy72/cuNErxUHK/LlAf/x0izbuy5EkXd8hWs/f1kXRoR5sy3amUGVfv6CpWQuV1SBAUWVG0zuPV7+ev/Vy1QAAAAAAb/EouI8aNUqjRo3ydi34D8fyizV71S59tOGAypxGwYH+euqmTrr9qtgKfyj5JWWlZ1S2+QM1+Hqm/PIP60+BDbSwVWf98ZZ5CguPr6EjAAAAAAB4g80YY6wuwhe4u/F9TSs8U6q31+zVm1/v1qkzZZKk5I7RmjbsMsVFBlVtMGOU9v0cvfzjWxroOKkJuXlSWCtp8DNSp5troHoAAAAAgLvczaFevUF9586deueddzRz5kxvDlsvlDmNPvnhgF75cpeO5hVLkrrGhmlySkf1SmhS5fF27Py7Xvnuz/pWRZJdyg8N1dgejyrg6gmSf6C3ywcAAAAA1JBqB/fCwkItWrRIc+fO1Zo1a5SYmEhwrwJjjFbvPKbnlm/XrqNn92SPi2ykPwzuoJu6tJDdXrXL4g8f+kGvr/6Dlpz5WcZmU4AxuqtxosYNnK2A8NY1cAQAAAAAgJrkcXDfuHGj5s6dqw8//FB5eXmaMWOG5syZoy5dunizvjptW7ZDzy7brnW7T0iSwhoF6LfXJ+ne3vEK9Per2mCnHVq+4hE9eXKDzthsks2moX6R+t2AmYqN7VUD1QMAAAAAakOVgntOTo4WLFigt99+Wzt27NAtt9yiTz/9VAMHDtSTTz5ZUzXWOQdzCvXyil1avClbktTAz67RfVpr4oAkhQUFVG2w0jPSxnekr2eqc0menLEtdJUJ1KM9/6jOnUbWQPUAAAAAgNpUpeDeokULxcbGaty4cbrvvvsUFRVVU3XVSY7CEv1ldabeXZelM6VOSdLwK2L06KD2VX7wnHE69WXas9r+08d6+PA+SVJc0/b6pOtEJXS9Vza73ev1AwAAAABqX5WCe3h4uHJzc3XkyBEdP36c4O6m4tIyvf/tPr3+z0zlFpZIknonNNETKR3VJTasyuNt2rJAL/3wirbYS6SGUnJYM13Wb7LU7V4l+nn1eYMAAAAAAItVKeUdOHBAS5Ys0dy5c9WlSxf17t1bDzzwQE3VdskzxmjplsN64YsdOnCySJLUNjpYk1M66Lr20VXejz0r62vNWvOEVjnzJLvUyGk0OuJytRkxSwqOroEjAAAAAABYzeN93A8ePKh3331X7777rvbu3auxY8dq+PDhSk5OVmDgpbfdmLf3cV+/54SeXbZd6QcdkqTokED998B2Gtk9Vv5+VbuMPe/kXr325UR9UrRfpTab7Mbo1oYtNfH6VxQVfVm1awUAAAAA1D53c6jHwf0cY4xWrVqluXPnavHixQoICFB+fn51hrSEt4L76ZIyPbYoXUu3HJYkBTXw04PXJmpsvzYKauDBZezpqTq17FGlNAvVST8/XWsL1iN9ZygxIdnjGgEAAAAA1nM3h1b7hmibzabk5GQlJyfr5MmTev/996s75CWrpMyphz78l1Zu/1l+dpvu7BGn3ye3U1SIh1cgbP1EWjxejWX0lDNOod3Gqke3Md4tGgAAAADg06q94l5XVHfFvbTMqYcXbtY/th5WoL9d797XQ9ckNvW4nlXrZqrhmlnqU1QoXXW/lPKyxJPiAQAAAKDOqLUVd0hOp9GkT7foH1sPK8DPpjfv7V6t0L5mw2t6bNf7sjVrovnBN6gzoR0AAAAA6i3SYDUZYzT182367F/Z8rPb9PrdV2pAe8+f8L5h09t65Mc3VWqz6Tr/SHUYPpfQDgAAAAD1GImwGowx+vM/tuuD9ftls0mv3NFVgy9r7vF4m7d9qIc2z1Kx3aYBthA9f8f/yd//0ntCPwAAAADAewju1fDKl7s0d+1eSdLM2y7XLVe09HisH3d8pgnfP6siu0291Ugv3bFcAQ2CvFUqAAAAAOASRXD30Jx/Zuq1rzIlSdNvvkx39IjzeKyDe1dr/LdPqcBu05UmULNuX67AhmHeKhUAAAAAcAnj4XQeeGftXr34xU5J0uShHfSba1p7PtjxTDX/5AH1b1SmrMZhmnP7UgUFNfFOoQAAAACASx7BvYo+2rBff1r6kyTp4Rvaavy1iZ4PlpMlzb9Z/qd+1p9DOqtwRKqCgz2/Rx4AAAAAUPdwqXwVLN50UE8s3ipJGt8/Qb9PbuvxWEePpGt26jCV5WVLTdvLfu/nCg6N9VapAAAAAIA6ghV3Ny3feliPfpwuY6Rf947XH4d2kM1m82is48d3aOyye5TVSCqJiddjd/1dauz5vu8AAAAAgLqL4O6Gr3Yc1e8WbpLTSLd3j9XTwy7zOLQ7crM0bskoZflJzcuM7r7pXSmEy+MBAAAAAJXjUvlfkJZ5XA8u+JdKyoyGdY3R8yMul93uWWjPz8vW+MXDlWF3qmmZ0ds3/FUxMVd5uWIAAAAAQF1CcL+I77NOaux7G3Wm1KlBnZrplTu6ys/D0F546pgmfjZMP9rLFO40emvALMXH9/NyxQAAAACAuobgfgHpB3J137vfq6ikTNe2i9Jrd3dTgJ9n/7rMmUI9tuhGbbKVKMRp9Lc+zykpIdnLFQMAAAAA6iKCeyW2H87Tr9/ZoILiUvVKiNQb93RXoL+fZ4OVFsv28a9159F9iihz6q89p6pju2HeLRgAAAAAUGfxcLrz7D5WoLEf/ihHUYm6tQrX27/poUYNPAztZaXSJ/dLmV+qv38j/d+1ryko8XrvFgwAAAAAqNNYcT/PA+99rxOnzuiymFDNu6+nggM9+9uGs6xEL6emaH/m/0l+DaS7PiS0AwAAAACqjOB+np/zz6hds2C9P+ZqhTUK8GgMU1amGR/fqHklhzWmRbROj5wrEdoBAAAAAB7gUvnzTAxZo/+6sq1CtmyTnGWSKfv3P53nvb5w+6s56fpEObIbo0fb3aWGHW+2+rAAAAAAAJcogvt5JpTMU8g/PdvyTZJO2u2a16qlZLNpeqthGtLvKS9WBwAAAACobwju52s3VApuJNn8JLvfv/9pP+/1hdszTx+TObpCcQ2jNPz656w+GgAAAADAJY7gfr4Rb0mhoR5/e8b2D6SjK5QYdZkXiwIAAAAA1Fc8nM7LMnMzJUltw9taXAkAAAAAoC5gxd3Lrom5RpLUo3kPiysBAAAAANQFBHcvGxg/UAPjB1pdBgAAAACgjvCJS+VLS0t1/PhxlZSUXLCP0+lUQUHBRcdxpw8AAAAAAJcSS4P7wYMH9eSTT6pVq1aKiopSWlpahT7GGE2ZMkXh4eGKjIxUmzZt9I9//KPKfWrD0VNHtf3Edp0uPV3rPxsAAAAAUDdZGtw/+OADBQYG6vPPP79gn9mzZ2vOnDlasWKFCgsLNWHCBN12223atWtXlfrUhuV7l+uOpXdoytoptfpzAQAAAAB1l6XB/fHHH9fUqVPVokWLC/Z57bXXNHbsWPXq1Uv+/v6aNGmSYmJi9Oabb1apT23IyM2QJCVFJNXqzwUAAAAA1F0+cY/7hRw7dkx79uxR3759y7X3799f69evd7tPbWErOAAAAACAt/l8cJekqKiocu1RUVGu99zpU5ni4mLl5eWV+6qOMmeZ9uTukSQlhbPiDgAAAADwDp8O7jabTZJUVlZWrr20tFR2u93tPpV57rnnFBYW5vqKi4urVq3ZBdk6XXZaDewNFBdSvbEAAAAAADjHp4N7TEyMJOno0aPl2o8ePeq6L96dPpWZPHmyHA6H6+vAgQPVqvXc/e2J4Ynys/tVaywAAAAAAM7x6eAeFhamyy+/XCtXrnS1lZWV6auvvlK/fv3c7lOZwMBAhYaGlvuqjsycs/e3c5k8AAAAAMCb/K384cXFxcrPz1dOTo4kyeFw6Pjx4woKClJQUJAkacqUKbrnnnt0zTXXqHfv3nrxxRdVWlqqCRMmuMZxp09N6x/bXw38GigxPLHWfiYAAAAAoO6zGWOMVT984cKFeuihhyq0T5o0SZMmTXK9nj9/vmbNmqWjR4+qS5cumjlzprp27Vrue9zpczF5eXkKCwuTw+Go9uo7AAAAAAC/xN0camlw9yUEdwAAAABAbXI3h/r0Pe6XiuNFx/VF1hfKcmRZXQoAAAAAoI4huHvBxiMb9djXj+nJtCetLgUAAAAAUMcQ3L3g3FZwPFEeAAAAAOBtBHcvOLcVXNuIthZXAgAAAACoawjuXpCZeza4sxUcAAAAAMDbCO7VVFRapAP5ByRxqTwAAAAAwPsI7tW0x7FHRkYRgRFq0rCJ1eUAAAAAAOoYgns1nbu/PSkiSTabzeJqAAAAAAB1jb/VBVzq+rTso1cHvKpAv0CrSwEAAAAA1EEE92pq2qipkuOTrS4DAAAAAFBHcak8AAAAAAA+jOBeDQVnCvT21re1+sBqGWOsLgcAAAAAUAdxqXw1ZOZmava/ZqtZUDMNuH2A1eUAAAAAAOogVtyrISM3Q9LZJ8oDAAAAAFATCO7VcG4ruLbhbS2uBAAAAABQVxHcqyEz9997uIez4g4AAAAAqBkE92pwBXculQcAAAAA1BCCu4dOFJ3QydMnZZNNCWEJVpcDAAAAAKijCO4e2p27W5IUGxKrRv6NLK4GAAAAAFBXsR2ch7pFd9Mnwz5R/pl8q0sBAAAAANRhBHcPBfgFqH1ke6vLAAAAAADUcVwqDwAAAACADyO4e8AYoxnfztD8H+ersKTQ6nIAAAAAAHUYl8p74GjhUX2862P52/x1V4e7rC4HAAAAAFCHseLugYycDElS67DWCvALsLgaAAAAAEBdRnD3QGZupiQpKTzJ4koAAAAAAHUdwd0DBHcAAAAAQG0huHvg3KXySREEdwAAAABAzSK4V1GZs0x7HXslSW3D21pcDQAAAACgriO4V9HhU4d1uuy0Gvo1VMvgllaXAwAAAACo49gOropiQ2K1/u71yi7Ilp/dz+pyAAAAAAB1HCvuHggKCFLbCC6TBwAAAADUPII7AAAAAAA+jEvlq2jK2ilq5N9IY7uMVfPGza0uBwAAAABQx7HiXgUlZSVatmeZUnemWl0KAAAAAKCeILhXQVZelkpNqYIDgtUsqJnV5QAAAAAA6gGCexVk5mZKkpLCk2Sz2SyuBgAAAABQHxDcqyAjJ0OSlBieaHElAAAAAID6guBeBedW3NkKDgAAAABQWwjuVfCfl8oDAAAAAFAbCO5uKnGWqLisWBLBHQAAAABQe9jH3U0B9gCtun2VHMUOhQWGWV0OAAAAAKCeYMW9igjtAAAAAIDaRHAHAAAAAMCHEdzdNGXtFD345YNKP5ZudSkAAAAAgHqE4O6m9YfXK+1QmowxVpcCAAAAAKhHCO5uyDuTp6OFRyVJieGJFlcDAAAAAKhPCO5u2J27W5LUvHFzhTQIsbgaAAAAAEB9QnB3Q0ZOhiRW2wEAAAAAtY/g7obM3ExJUtvwthZXAgAAAACobwjubjh3qXxSeJLFlQAAAAAA6huCuxuCA4IV2iBUSREEdwAAAABA7fK3uoBLwezrZ7MNHAAAAADAEgR3N9lsNqtLAAAAAADUQ1wq/wtYaQcAAAAAWIng/gtmfDdDKZ+laOmepVaXAgAAAACohwjuv2BXzi4dyD8gfxt3FQAAAAAAah/B/SKMMa493NkKDgAAAABgBYL7RRw5dUSnSk7J3+6v+NB4q8sBAAAAANRDBPeLyMjNkCS1Dm2tAL8Ai6sBAAAAANRHBPeL4DJ5AAAAAIDVCO4XkZlDcAcAAAAAWIvgfhFxoXHq3KSzOjbpaHUpAAAAAIB6ymaMMVYX4Qvy8vIUFhYmh8Oh0NBQq8sBAAAAANRx7uZQVtwBAAAAAPBhBPcLKCwpVElZidVlAAAAAADqOYL7Bcz/ab56ftBTs36YZXUpAAAAAIB6jOB+AZm5mSo1pQoPDLe6FAAAAABAPUZwvwDXVnARbAUHAAAAALAOwb0SZ8rOaF/ePkns4Q4AAAAAsBbBvRJZeVkqNaUKCQhRs6BmVpcDAAAAAKjHCO6V+M/L5G02m8XVAAAAAADqM4J7JTJzzwb3xPBEiysBAAAAANR3BPdKdIjsoKFthqpn855WlwIAAAAAqOf8rS7AFw1qPUiDWg+yugwAAAAAAFhxBwAAAADAlxHcz+Modmh/3n6VOcusLgUAAAAAAIL7+dYcXKMbF9+oiasmWl0KAAAAAAAE9/Ptyd0jSWod1traQgAAAAAAEMG9gj2Os8E9KTzJ4koAAAAAACC4V7DbsVsSwR0AAAAA4BsI7uc5VnRMEsEdAAAAAOAbCO6VaN64uYIbBFtdBgAAAAAABPfKsNoOAAAAAPAV/lYX4Gvuu+w+tY9pb3UZAAAAAABIIrhXML7reIWGhlpdBgAAAAAAkrhUHgAAAAAAn0ZwP8/RU0etLgEAAAAAABeC+3ke+uohq0sAAAAAAMCF4H6ehLAEq0sAAAAAAMClTgX3Q4cOafPmzSooKPB4DII7AAAAAMCX1IngXlxcrFGjRikxMVG33367mjVrpr/+9a8ejZUQTnAHAAAAAPiOOhHcZ8yYobVr1yozM1MZGRmaP3++Jk6cqO+//77KYyWGJdZAhQAAAAAAeKZOBPe5c+dq7NixatmypSRpxIgR6tSpk955550qjxUXGuft8gAAAAAA8NglH9wPHTqkI0eOqEePHuXar776am3atKnK4wXYA7xVGgAAAAAA1eZvdQHVdfLkSUlSZGRkufYmTZroxIkTF/y+4uJiFRcXu17n5eXVTIEAAAAAAFTDJb/iHhBwdoX8P0O4JBUVFbneq8xzzz2nsLAw11dcHJfIAwAAAAB8zyUf3OPi4mS323Xo0KFy7YcOHVJ8fPwFv2/y5MlyOByurwMHDtR0qQAAAAAAVNklH9yDgoLUq1cvLVmyxNVWWFiolStX6oYbbrjg9wUGBio0NLTcFwAAAAAAvuaSv8ddkv785z9r0KBBmjp1qnr37q3/+Z//UWRkpMaNG2d1aQAAAAAAVMslv+IuSdddd51WrVqlnTt3aubMmUpKSlJaWhqr6AAAAACAS57NGGOsLsIX5OXlKSwsTA6Hg8APAAAAAKhx7ubQOrHiDgAAAABAXUVwBwAAAADAhxHcAQAAAADwYQR3AAAAAAB8GMEdAAAAAAAfRnAHAAAAAMCHEdwBAAAAAPBhBHcAAAAAAHwYwR0AAAAAAB9GcAcAAAAAwIcR3AEAAAAA8GEEdwAAAAAAfBjBHQAAAAAAH0ZwBwAAAADAhxHcAQAAAADwYQR3AAAAAAB8GMEdAAAAAAAfRnAHAAAAAMCHEdwBAAAAAPBhBHcAAAAAAHyYv9UF+ApjjCQpLy/P4koAAAAAAPXBufx5Lo9eCMH93/Lz8yVJcXFxFlcCAAAAAKhP8vPzFRYWdsH3beaXon094XQ61a5dO/3www+y2WxWl1Pv5OXlKS4uTgcOHFBoaKjV5dRbPXr00Pfff291GfUW88A3MA+sxTzwDcwDazEPfAPzwDr1aQ4YY5Sfn6+YmBjZ7Re+k50V93+z2+1q0KDBRf/KgZoXGhpa5yenL/Pz8+Pfvw9gHliLeeAbmAfWYh74BuaBtZgH1qsvc8CdDMrD6f7DxIkTrS4BsBRzAGAeABLzAJCYB/AtXCoPn5CXl6ewsDA5HI568Vc1oDLMA4B5AEjMA4A5UBEr7vAJgYGBmjZtmgIDA60uBbAM8wBgHgAS8wBgDlTEijsAAAAAAD6MFXcAAAAAAHwYwR0AAAAAAB9GcAcAAAAAwIexjzu8qri4WCtWrJCfn59SUlIq7bN371799NNPaty4sa655ho1aNDA9d6+ffv07bffVvp9gwcPVkREhOt1Tk6O1q1bJ39/f/Xt21eNGzf27sEAHjp27JhWr16tNm3a6KqrrqrwvjFG6enp2rdvn+Li4nTllVdWOk56erqysrIUHh6uq666qtLP+J49e7RlyxZFR0fr6quvlp+fn9ePB/DE9u3blZ6ermuuuUatWrWq8H5RUZE2bdqkY8eO6fLLL1ebNm086iNJP/zwg/bv36927drpsssu8/qxAJ44dOiQNm/erNDQUF155ZUKCgqq0OfMmTNKS0tTfn6+evTooRYtWtRYH8AKO3bsUEZGhlq2bKlu3brJZrNV6OPOOb07GaPOZwMDeMmkSZNMTEyMadWqlWnfvn2F951Opxk7dqwJCQkxKSkppmvXriYhIcHs2rXL1WfNmjVm1KhR5b46dOhg/Pz8zKFDh1z9lixZYkJCQkzv3r1N165dTXR0tNmwYUOtHCdwIUeOHDG/+tWvTExMjImIiDDjx4+v0Ofnn382vXr1Mi1btjTDhg0zcXFxZtCgQebUqVOuPg6Hw/Tp08dER0ebm2++2VxxxRUmMjLSrFixotxYTz31lAkKCjLJyckmNjbWdO/e3Rw/frzGjxO4mPXr15vrrrvOtGvXzkgyH330UYU+69atM3FxcaZz584mJSXFhIWFmSeeeKLKfYqKisyQIUNMVFSUGTRokAkNDTX333+/cTqdNXqMwMXk5OSYkSNHmri4ODN06FDTtWtX06xZswr/D9+9e7dJSEgwbdu2NQMGDDBBQUHmb3/7W430AWrbpk2bTM+ePU3Hjh1d5ztdu3Y1+/fvL9fPnXP6X8oY7o5zqSO4w2teeuklc+zYMTNlypRKJ9W8efNMw4YNzU8//eRqGz9+vOndu/dFx+3evbu56aabXK8dDoeJiIgw06ZNc7Xdc889pl27dpyswVIZGRnm/fffN6dPnzZ9+vSpNLiPHj3adOrUyRQUFBhjjCksLDRdu3Y1kydPdvV54YUXTHh4uDlx4oSr7Z577jGdOnVyvV6zZo2RZL766itjjDF5eXmmQ4cOZuzYsTV1eIBbVqxYYVatWmVKSkouGNxbt25tRo8e7fp/dkZGhgkKCjJffPFFlfrMmDHDNG/e3PWH3W3btpnAwECzYMGCmjxE4KIOHjxoFi1aVO6c5OGHHzYRERGmpKTE1XbDDTeYG264wdX21ltvmYCAALNnzx6v9wFq29q1a8sF59OnT5uePXuaYcOGudrcPaf/pYxRX7IBwR1ed6FJ9eCDD5qrrrqqXNvKlSuNJLNz585Kx0pPTzeSzOeff+5q++ijj4yfn1+5UPOvf/3LSDLfffedl44CqJ4LBfcOHTqYxx57rFzbk08+aWJiYlyvZ8yYYeLj48v9spk6dapJSkpyvR4/frzp1q1buXFeeeUVExwcXO7EELDKhYL7kSNHjCSzdOnScu19+/Y1d999t9t9jDGmffv25pFHHinX5+abbzZDhgzx5qEA1fb1118bSWb37t3GGGMOHTpU4fympKTEREZGmueff96rfQBfMX36dBMXF+d6XdVz+gtljPqSDXg4HWpNTEyM9u3bp6KiIlfbjh07JElbtmyp9HvefvttxcTE6MYbb3S1bd26VTExMYqMjHS1denSRTabTVu3bq2h6gHviImJcX3uz9mxY4cOHTqk48ePS5ImTJig2NhY3XXXXZo3b57+9Kc/6f3339drr73m+p6tW7eqc+fO5cbp0qWLCgoKlJWVVePHAXiqSZMmCgwMLDcPzpw5o7179yo9Pd3tPsXFxdq1a1el84DfBfA1K1euVEhIiOt5D9u2bZOkcp9ff39/dezY0fX59VYfwFesWrWq3GfVW+f09SUb8HA61Jrx48frL3/5i4YMGaJ7771X2dnZSk1Nlc1mk8PhqNC/uLhYH3zwgSZMmFDugVsOh6PcxJTO/pIKCQlRbm5uTR8GUC1TpkzR4MGDNWbMGPXp00fr16/Xhg0bJJ39bDdt2lQhISHq3bu3UlNTderUKe3fv1/x8fHlHsxV2Txo0qSJJDEP4NP8/f01ZcoUTZs2TQ6HQ61atdLChQvL/S5wp09+fr6MMZXOA+YAfMm6dev0wgsv6MUXX5S//9lT73Of44t9fr3VB/AFL7/8sr777julpaW52rx1Tl9fsgEr7qg10dHR+vHHH5WSkqJ169apqKhIixYtkjFGwcHBFfovXrxYOTk5GjNmTLn2wMBAFRQUlGszxqiwsFANGzas0WMAquv666/Xli1b1Lx5c33zzTdq27atZs6cKUmuefD0009r4cKF2rx5s5YsWaL09HR17txZQ4cOVWlpqaTK58G518wD+LqpU6fq008/VX5+vtatW6cHH3xQt956a7nfBb/UJzAwUJIqnQfMAfiKzZs366abbtL48eP129/+1tXuzufXW30Aq82bN0+TJ0/WggULyu22461z+vqSDVhxR62KjIzU448/7nq9bNkySdIVV1xRoe/cuXOVnJxcYfufxMREHT58WCUlJQoICJAkZWdnq7S0VAkJCTVXPOAlHTt21DPPPON6PWnSJDVv3lzNmjWTJH399ddKTk4u99fjkSNHas6cOcrKylJSUpISExO1f//+cuPu27dPdrtdrVu3rpXjAKpj8ODBGjx4sOv1Cy+8UOF3wcX6hISEKCoqqtJ5wO8C+IL09HQlJyfr7rvv1uzZs8u9l5iYKEnav3+/YmNjXe379u1T9+7dvdoHsNL8+fM1btw4zZ8/X7fffnu597x1Tl9fsgEr7qhV5+7hlSSn06lXX31V/fv3V/v27cv1y8rK0qpVq/TAAw9UGGPIkCE6ffq0K/RLUmpqqoKDg9W/f/+aKx7wAofDoZKSEtfrEydO6L333tO4ceNcbXFxcRXug9++fbvsdrtiYmIkSSkpKfrmm2/0888/u/qkpqaqf//+lV7BAviS//xdIEnffPONNm7cWG4euNMnJSVFn376qZxOpySpsLBQS5cuLfdcFMAKW7Zs0Q033KA777xTr7/+eoX3O3bsqNatW2vRokWuth9++EG7d+92fX691QewyoIFC/TAAw/ovffe05133lnhfW+d09eXbMCKO7xm5cqVOn78uH766Sfl5+dr4cKFkqThw4e7LlMZNGiQbr31VrVo0UKpqanauXOnVq9eXWGsd999V02bNtUtt9xS4b2EhAT9/ve/1/3336/HH39chYWFev755/XSSy8RWGApp9Opjz/+WNLZ0LF7924tXLhQoaGhSklJkSQdOHBADzzwgO666y4ZY/SXv/xFnTt31hNPPOEa5w9/+IP69u2rkSNHKiUlRVlZWZo1a5YeffRRBQUFSZJ+9atf6Y033tDAgQM1btw4bdy4UatWrap0PgG16ciRI1q9erUrTH/77beSpKSkJNclkosXL9ayZcuUkpKi7OxszZo1S5MnT9Z1113nGsedPtOmTVPPnj112223afDgwfroo48UHByshx9+uBaPGCgvOztbycnJatasmfr27es6H5Kk5ORkNW3aVDabTbNmzdLIkSNlt9vVqlUrvfrqqxoxYoSuvfZaSfJaH8AKy5cv1+jRozV8+HDZbDbXPLDb7brjjjskuX9O/0sZo75kA5sxxlhdBOqGqVOnKiMjo0L7m2++qbCwMElnVxfnzJmjvXv36vLLL9f999/veu8/TZo0SYmJiRo/fvwFf96iRYv0xRdfyN/fXyNGjNDAgQO9dzCAB0pKSnTvvfdWaG/ZsqVefvll1+tt27bpnXfeUUFBgQYMGKA777xTdnv5C6D279+vefPmKSsrSxEREUpOTtbQoUPL9SkqKtIbb7yhzZs3KyoqSmPGjFHHjh1r5uAAN6Wnp+u5556r0D5w4MByzyxZtmyZPv/8czVq1EgjRoxQv379KnyPO30OHjyoN954Q/v371f79u01YcKECg8pAmrTzp07NW3atErfmz59ermrDDds2KAFCxYoPz9fffr00X333Vfugbze7APUpsWLFys1NbVCu5+fnz744INybb90Tu9OxnBnnEsdwR0AAAAAAB/GPe4AAAAAAPgwgjsAAAAAAD6M4A4AAAAAgA8juAMAAAAA4MMI7gAAAAAA+DCCOwAAAAAAPozgDgAAAACADyO4AwAAAADgwwjuAAAAAAD4MII7AAAAAAA+jOAOAAAAAIAPI7gDAAAAAODD/h9t11ZSrkzkEgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = ETSModel(oil)\n", "fit = model.fit(maxiter=10000)\n", "oil.plot(label=\"data\")\n", "fit.fittedvalues.plot(label=\"statsmodels fit\")\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")\n", "\n", "# obtained from R\n", "params_R = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n", "yhat = model.smooth(params_R).fittedvalues\n", "yhat.plot(label=\"R fit\", linestyle=\"--\")\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default the initial states are considered to be fitting parameters and are estimated by maximizing log-likelihood. It is possible to only use a heuristic for the initial values:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:49.630905Z", "iopub.status.busy": "2026-08-27T06:59:49.630680Z", "iopub.status.idle": "2026-08-27T06:59:49.934233Z", "shell.execute_reply": "2026-08-27T06:59:49.933565Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model_heuristic = ETSModel(oil, initialization_method=\"heuristic\")\n", "fit_heuristic = model_heuristic.fit()\n", "oil.plot(label=\"data\")\n", "fit.fittedvalues.plot(label=\"estimated\")\n", "fit_heuristic.fittedvalues.plot(label=\"heuristic\", linestyle=\"--\")\n", "plt.ylabel(\"Annual oil production in Saudi Arabia (Mt)\")\n", "\n", "# obtained from R\n", "params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837, 34.72584983]\n", "yhat = model.smooth(params).fittedvalues\n", "yhat.plot(label=\"with R params\", linestyle=\":\")\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fitted parameters and some other measures are shown using `fit.summary()`. Here we can see that the log-likelihood of the model using fitted initial states is fractionally lower than the one using a heuristic for the initial states." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:49.938731Z", "iopub.status.busy": "2026-08-27T06:59:49.937887Z", "iopub.status.idle": "2026-08-27T06:59:49.957093Z", "shell.execute_reply": "2026-08-27T06:59:49.955776Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(ANN) Log Likelihood -259.257\n", "Date: Thu, 27 Aug 2026 AIC 524.514\n", "Time: 06:59:49 BIC 530.189\n", "Sample: 01-01-1965 HQIC 526.667\n", " - 01-01-2013 Scale 2307.767\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.132 7.551 0.000 0.740 1.259\n", "initial_level 110.7864 48.110 2.303 0.021 16.492 205.081\n", "===================================================================================\n", "Ljung-Box (Q): 1.87 Jarque-Bera (JB): 20.78\n", "Prob(Q): 0.39 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.49 Skew: -1.04\n", "Prob(H) (two-sided): 0.16 Kurtosis: 5.42\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit.summary())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:49.959036Z", "iopub.status.busy": "2026-08-27T06:59:49.958808Z", "iopub.status.idle": "2026-08-27T06:59:49.973182Z", "shell.execute_reply": "2026-08-27T06:59:49.971964Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 49\n", "Model: ETS(ANN) Log Likelihood -260.521\n", "Date: Thu, 27 Aug 2026 AIC 525.042\n", "Time: 06:59:49 BIC 528.826\n", "Sample: 01-01-1965 HQIC 526.477\n", " - 01-01-2013 Scale 2429.964\n", "Covariance Type: approx \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "smoothing_level 0.9999 0.132 7.559 0.000 0.741 1.259\n", "==============================================\n", " initialization method: heuristic\n", "----------------------------------------------\n", "initial_level 33.6309\n", "===================================================================================\n", "Ljung-Box (Q): 1.85 Jarque-Bera (JB): 18.42\n", "Prob(Q): 0.40 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.44 Skew: -1.02\n", "Prob(H) (two-sided): 0.11 Kurtosis: 5.21\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit_heuristic.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Holt-Winters' seasonal method\n", "\n", "The exponential smoothing method can be modified to incorporate a trend and a seasonal component. In the additive Holt-Winters' method, the seasonal component is added to the rest. This model corresponds to the ETS(A, A, A) model, and has the following state space formulation:\n", "\n", "\\begin{align}\n", "y_t &= l_{t-1} + b_{t-1} + s_{t-m} + e_t\\\\\n", "l_{t} &= l_{t-1} + b_{t-1} + \\alpha e_t\\\\\n", "b_{t} &= b_{t-1} + \\beta e_t\\\\\n", "s_{t} &= s_{t-m} + \\gamma e_t\n", "\\end{align}\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:49.975444Z", "iopub.status.busy": "2026-08-27T06:59:49.975221Z", "iopub.status.idle": "2026-08-27T06:59:50.209261Z", "shell.execute_reply": "2026-08-27T06:59:50.207898Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Australian Tourists')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5Bvwve3aT6CcHApopN56jZga9Zczp6/5lyo9NL+HU3DJikRCu2DHQ1J9lUE5ERERERGcEM1Pem0Q4HEIqrmfL/R4Q5qYDY9YatKD1lKuqhslFPVM+4ihT7t/zeN8hvXT94q396K448LGDQTkREREREZ0RxI5yEfDJEMy57cD4gvnroGXKZ5eKKCl6P/xQupmVaPrhip/r7axVaM31kwMMyomIiIiI6AwxXpEpB4B0Qo5VWm7JFco4MbNs/n82XwrUELuJrJ4lH0zFEY/aD1UzYiVa0Z/nsayo+MUz0wCa208uMCgnIiIiIqIzgihf79RM+aEJvXRdBKmqpk+XDwrR87+uiX5yAOZ8AL8y5Y+dnEO2UEZvVwznb+pt+s8zKCciIiIioo6nqpq5bktkys2y5w4Jyg8ak9cv2NyLWCQEQM+WB8XEQvP95EDlSjR/nkdRun712YOIhENN/3kG5URERERE1PGmc3q/cihkZWLNXeU+77d2y34jKN8z0oNMUr+3heXgHDg42VEOWG0IfgXl9xlB+TVnN1+6DjAoJyIiIiKiM4AojR5KJxCL6GFQOtFZ09fFOrQ969PoMbLHQcqUmzvKM01myo2gfKmoQFXb20O/kC/hkRNzAJwNeQMYlBMRERER0RlgdNWQN8DqKc92SFB+wAzKKzLlAQrKnWbKxfMItH/Y2y+fmYaiatg+2I0tA92OHoNBORERERERdbzV69CAzpq+PpMrYtKYXr5rOI2eLpEpD869iUz5uiYz5YloGFGjl7vdJez3HTZK1x1myQEG5UREREREdAYYm9dXhVVmyjspKD9g9JNvGehCKhFFJiF6yoOTKReHCs1mykOhkDnsrd3PZav95ACDciIiIiIiOgOMza+d7N1JK9HMfvKRDABrLdpCQDLlldPxm52+Dlhr0dpZGXBydglHpnKIhEN43s5Bx4/DoJyIiIiIiDre2EKHZ8rNfnI9KO/pClZP+eySPh0f0IfxNStjZsrbN0lfZMkv3NyLXuPv2wkG5URERERE1PHGjEFv6zs1U26Ur+9elSkPSk/5hFG6PpiKIx5tPky1nsv2HULca/aTOy9dBxiUExERERHRGcAMyisz5UkRyAV7T7mmaWsz5clg9ZSLlXVih3yzrF3l7XkuFVXDz4yg3OkqNIFBORERERERdbRsvoRcUQ/WVgTlHbKnfHQ+j2y+jGg4hB1DaQDBzZQ76ScH2t+K8NTpecwtlZBORHHRlr6WHotBORERERERdTSRhe1JRtEdt3Zapzqkp1xkyXesS5ml30HrKZ8wnqNhh5nylHHA0q5WhHuNfvIrdwwiFmktrGZQTkREREREHW20Suk6UDGxO+BB+ep+ciB4mXKxo9x5plw/hGhXUC6GvLVaug4wKCciIiIiog5n9ZN3rfi4KHkullWUFLXt1+WWA6vWoQHB6ym31qE57Sk3MuVtOIRYKpbxq+OzABiUExERERERNWRNXl8Z8InydSDYJewHRKZ8/dqgPGiZ8nUZh5nyZPtaEe4/OoOiomJTXxfOGkq1/HgMyomIiIiIqKONLaxdhwYA8WjY7MEO6lo0RdVwaGIRwKpMeZcepC6XlEBUAUyag96c9pS3rxVBlK5fc/YQQqFQy4/HoJyIiIiIiDparfJ1oHJqdzDXoh2fzqFYVpGMhbF1oNv8eLqiCkD2bLmmaWb5+nAApq+bQbkLpesAg3IiIiIiIupwZqa8d20W1praHYze69UOjltD3sJhK2sbjYSRiuv3Jntf+exSCSVFAwCsS7e6p9zboHxiIY8D41mEQsDVZzMoJyIiIiIiasjqKa+WKRdTu4OZKd9fZfK6kAlIX7lYWTeQipvtBM1qV1AuVqGdv7EXA6m4K4/JoJyIiIiIiDpWoaxgOlcEsHYlGmBN7Q7qoLeDVSavC6KvPCv5rvLxFneUA+3bOX/fYXdL1wEG5URERERE1MEmjKne8WgY/d2xNb+falOG1Sti8vqe9bUz5QuSB+UT2dZ2lAMVmXIPqwI0TTOD8ue7VLoOMCgnIiIiIqIOVjl5vdqk7FQbgjmv5EsKjk0vAagelPcYa8IWJL+3CRcy5eZKtKICVdVcua7VDoxnMZktIBkL45Lt/a49LoNyIiIiIiLqWKPm5PXqWdh0vH1Tu932zOQiFFVDb1esakBrZsolH/TmZqYcAHJFb55LMXX9irMGkYhGXHtcBuVERERERNSxxuer7ygXRIZ10aNAzkuV/eTVqgAySdFTLve9mT3lDneUA0AiGkbUmD7v1Xq7e4yg/Pku9pMDDMqJiIiIiKiDifL1DTUy5e0aEOaFA2OLAKqXrgNAT1cwesrHjb7/4YzzTHkoFKqYD+D+/eZLCh44Og3A3SFvAINyIiIiIiLqYGIdWq3SaGv6evBWopk7ymsE5UHJlE8a5eutZMqByrVo7j+XDx+fRb6kYl0mUXXSfSsYlBMRERER0RoTC3l8/YFnsRTAsu5KdjPlsgeu1ZiT12sEiT0B6CnXNA0T2foHJ3alPax6uLdi6nq1VoFWRBt/ChERERERnWn+9kcH8Y0HT0DTgDdcsdXvy3HMzJTXGvQW0PL1bL6EU3PLAGoH5UHIlM8ulVBS9Gnp69KtZcpTRtWDF/d776FJAO6XrgPMlBMRERERURWHJ/R+ZZFpDiJV1cwhYjUHvYmgPGAVAQfH9ednfU8SvVX2rwPB6CkXz89AKo54tLXwNG1UBrh9wDKTK+Kp0wsAgGtc3E8uMCgnIiIiIqI1RBZW5tLnRqZyBZRVDeEQsK7GDmxrOFjQgvL6/eSAtadc5ky5WIfWyo5yQcwHcPu5/NnhKWgacM76DIZbLLGvhkE5ERERERGtUCyrZoZc5oCukfF5PeAbSicQi1QPfczhYAG7T6ufPF3zc8ye8gBkyt0IdtMeHbCI/eReZMkBBuVERERERLTK2Hwemt7mi6zEAV0jo/N6tr/WkDcguD3lIijfXWcSeMYIyrP5MjTxhEpmwgjKR1zIlHtR9aBpmqf95ACDciIiIiIiWuXk7JL5a5mzrI2ILGy9qd7mnvKiAlWVM3CtRpSvn7O+p+bn9HTp96aoGpaKcq58E+XrrU5eB4CMBwcsR6ZyOD2fRzwSxhVnDbr2uJUYlBMRERER0QonjX5yINjl66Pz9dehAVamHACWSnIGrqtNLRYwnSsiFALOHq5dvt4ViyAS1td3yfo8WuXrcmbKnzYGvO3d3IuueMS1x63EoJyIiIiIiFY4NWsF5UHOlIu++Frr0AAgGQvDiFsDU8IuSte3DXTXDRRDoZA57E3W59Ea9NZ6pjzlwXwAcWiwsa/LtcdcjUE5ERERERGtcHK2MzLlYzYy5aFQyAzmgnKvdvrJBauvXNKgfMEIyl3IlIu97G6ut5sU5fUu9LzXwqCciIiIiIhWODVn9ZTLPCSskTEbPeWAN73IXrL6yRsH5aKvfGFZvnvTNA0TWXvPkR2puHeZcjcODWphUE5ERERERCtUZsplHhJWj6ZpFZny+qXHqYAF5Qds7CgXMgl516LNLpVQUvQDn3VpF/aUJ93vKR9fcG8QXS0MyomIiIiIyFRWVDOYFYJS1l0pWyibhwnrGwRUXgwI84qqajho7ihvIlMu4XMostADqTji0dZDUy/2lItM/rozoXx9bm4OuVyu5u/n83mMjY1BVdU2XhURERER0ZllPFtAWdUQi1hDwmTtR65n3DhY6ElGG07N9iKY88qpuWXkigpikRC2D6Uafr7MPeXWkDd3Al5r57x7lR0TZ0Km/L777sPFF1+MzZs3Y8eOHXjzm9+MbDZr/r6qqnjXu96Fvr4+7NmzBxs3bsS3v/1tH6+YiIiIiKhzicnrG/u60Nstb+lzI6M2S9eBymBO/qBc9JPvXJdGLNI4nOsxg3L57s3q13Yn4LV2zpdd2Tm/VCwja7wmOjYof+yxx3D99dfjhhtuwOzsLMbGxnD99dfj0KFD5ud87GMfw9e+9jU89NBDmJubw4c//GHcdNNNeOqpp3y8ciIiIiKiznRyVh/ytqmvywzoZCx9bsTOOjTBKl+Xv3de9JPvsdFPDlgTyReW5TtYcXuyuThc0TR3ds6LLHl3PLJin73bfA3KP/jBD+Liiy/Ghz/8YcRiMYRCIdx88824+OKLzc/59Kc/jVtuuQXnn38+QqEQ3vnOd2L79u3453/+Zx+vnIiIiIioM4lM+eb+LjOgkzHL2og55M1GhjOd0Mvbg5Apb2YdGgCpn0O3J5snY2FEjKXzbjyX4zan97fKt6C8VCrhrrvuwmte8xqoqorx8XEoysrTjImJCTz77LO46qqrVnz86quvxoMPPtjOyyUiIiIiWkHTNHzm7mfwwydH/b4UV4nJ65v6us1+ZBmzrI04y5TLF7iudqCJIW8A0NMlbwuC20FvKBRCypgf4MYhhOh593LIG+BjUD41NYV8Po/JyUns2LEDe/fuRSqVwlve8hZz4Nvk5CQAYHBwcMWfHRoaMn+vmkKhgIWFhRX/ERERERG56ZnJRfz1D/fjg9990u9LcdWpOSMo7++Suh+5EWsdWucE5SVFxZFJPVayW77eI3Gm3O1Bb4A12I6ZchtCIb2s4Itf/CLuvPNOTExM4KmnnsKdd96J97///frFhfXLK5dX/oWWSiVEIrUnKN52223o7e01/9uyZYtHd0FEREREZyqRUZ7JFV0ZKiUL0VNeWb4uY5a1ERGUN1qHBlgl3rKXrx+fzqGoqEjFI9jU13iAHWANepOx2kH0bLs16A0AUkYrghsHLBMu97zX4ltQvm7dOiQSCdx0003Ys2cPAGDnzp347d/+bfzwhz8EAGzevBkAMDY2tuLPjo2NYdOmTTUf+33vex/m5+fN/06cOOHRXRARERHRmUoEFKqmT3vuBKqq4fScHsxu6usyS59lXKfViChfX28nUx4PRqZ8v1G6vmskg7DRO91IRtJqh4V8CaPzxvwCmwcMdri53m7C5Z73WnwLyiORCF7wghdgfn5+xcfn5uaQyeilGJlMBhdffDHuvPNO8/dLpRJ+/OMf44UvfGHNx04kEujp6VnxHxERERH5Q+mgLHIlUdoKBHM6eTVTiwUUFRWRcAgbepNSlz7Xky8pmMkVAdjLlKcCshLtYJP95ADQ0yVntcP9R2agasBZQymXM+XuPZfjbdhRDgDezXW34SMf+Qhe+tKX4qqrrsLVV1+N+++/H1/5ylfwyU9+0vycD3/4w3jta1+LSy65BM973vPwiU98ApFIBL/3e7/n45UTERERkR3/cu8R/N2PDuLrb78SF2zu8/tyXDWerQjKl0u2y4lldsIoyV/fk0Q0EpZ6nVY9ooohEQ2jz9i1Xo+b2VUviXVou232kwNWpnypqKCsqIja2G3eDj87PAUAuPrswQaf2RzxmnXjuRTf48OZDu0pB/Qp6t///vfx7W9/G69+9avx9a9/HV/5yldwyy23mJ/zqle9Ct/4xjfwzW9+EzfddBMKhQLuueceDA0N+XjlRERERGTHTw9MIFdU8NCxWb8vxXVj8wXz10ELWmupHPIGILCD3ipL18Usq3rSZk+53HvKD44vAgDOaSoot/KwMj2PZlC+0924zs1WhEmz593b8nVfM+UAcN111+G6666r+zmvec1r8JrXvKZNV0REREREbpk0BiXJXhbsxERFplymYKcV5pA3I+svaz9yI6JX2U7pOmDtKZc5U75cVHBsWp+8bndHOQDEImF0xSJYLinI5svoT8W9ukTbxhfyODSxiFAIeN5OdzPl5iT9Fl+zS8UyssbroWOnrxMRERFR5xNBuczBjlMre8o7JFNulK9v7hdBuZz9yI2MNzHkDVjZh6xpcs5AODyxCE0DBlJxDKWbC6xl6ysXWfK9m3rR1+3uIYFbk/RFC0R3PGK2N3iFQTkREREReaJYVjG7pAcB2Q4LysuKah44AJ1Tvi7WvJnl613BzJSL1gK7mXIRlJdVDYWy6tl1tcLsJx9J2yrJryQqHuQJyqcBAFe5XLoOWM9lqz9z2rWjHGBQTkREREQemc5ZQWurpaSymc4VUTlUvlOmr4ue8s393QBWDs0K0hT9sQWjfN1upjxuZUJlreo4aATl56xvfrNUjzmwz/970zTNzJRfc7b7QXnapenr48ah27DHO8oBBuVERERE5JGpbNH8tayBjlOVpetAZ2TKNU0ze8o39a0sXweCdbAyNm+Ur9vMckbCIXTH9b5yWecfiB3lzfSTC9ZsAP9fp89M5jC2kEc8Gsal2/tdf3y3JulbO8qZKSciIiKigJpctALXIAV0doigT5ClLLgVM7ki8iUVoRCwoU8PRBLRCBJRPWQI0j2aQbnNTDlQMSBM0qDc3FG+Pt30nxVtCDJUdPz8GT1Lfum2fiRjEdcf3wrKW5ukP2FkykeYKSciIiKioKrsue60nvLxinsD5CgLbpXoJx/OJJCIWsGSbP3IjSiqZgZUzQTlVtmzfGvR5pdK5pq3XY4y5UaftQTP4X2HxH5yb1Zcp9wqX2dPOREREREFXWVQvljwPxhwkyhtFb262Q64P3NHuVG6LojJ3UEZ9ja9WEBZ1RAOAevS9rOcKXMtmnzP5cEJPUu+qa/L3B3fDPFn/D48KisqfnFEH/LmRT85UJEpb/H1OtGmHeUAg3IiIiIi8khlUC5j9rEVojxa9Pf6Hey4wdxRbgx5E4K2q1xklNdlEohG7Ic7bpU9e8HqJ2++dB2QJ1P+5OkFZPNl9CSjOH9TrydfI+3SSrTxrNFTnmGmnIiIiIgCamqxYtBbQAI6u0T5+i4jSApKaXc9p1atQxOsyd3BuMdRs5+8q8FnruTW1G4viH7y3eubL10HKio6fP4+FFPXn7dzEJFwc2vd7DIrHoqt7ZxnppyIiIiIAq8yU15UVBTK8mUgnRLl62cPi0x5MALWeqx1aKuDcnkmd9sheoHXNxlMudWL7AWxo3yPg35yoHLQm7/Poegn96p0HQAyCf1eNQ1YKjr7mZMrlM2Bf+wpJyIiIqLAmlxcOQytk7Ll5tCtYZEpby0rJwMx6G11T3lGkiyrXSJTvqHJTLms09c1TTN3lO9xmCmX4TlcLir41fFZAMBVHgblyVgYIgnv9LkUgwJT8YhZQeElBuVERERE5InJVRPKZQt2nMqXFMwt6RlHUb6uqJrjrJwMNE0zy9fX9pQb5etByZTPO5uanXFpQJjbJrIFzC2VEA4BO9c56ynvkWCC/kPHZ1BUVGzoTWLHUMqzrxMKhVreVd7OHeUAg3IiIiIi8sByUTHfEHfH9R7PoGRaGxGHDYloGOt7kogaabmgBK3VLCyXzbV1a6avB2zQm5Upby6gMsvXi3Ld5wGjn3z7UMrxXm8ZhvXdd9hahRYKedNPLrQ6H0DMjBhuw45ygEE5EREREXlgyihdT8b0wBXonEx55f7iUChk9usGJWit5uScPnl9KB1HV3xl4CdD6XMznO6XTkk6ff1gi/3kgLXWbmG55Fubxc8P66vQrj570POvlWqx6oGZciIiIiIKPNGTuS6TMIM62cqCnRozB4npb9iDNp28mlr95ICVZQ1CJYCmadbz02SmPG1M7ZZt0JvIlDvtJwes57CsasiXVFeuqxmzuSKePD0PALh6p3f95IJYi9ZqT/kIM+VEREREFFSixHtdOmHtDZasLNip8VWrkmSZbN2KWv3kQOX9yf/8LeTLZm//eqeZcsnus9XJ64A+sEwMP/PjdfqLI9PQNH3Pejuyz632lDuttnCKQTkRERERuU5MXh9KJ8w3yEEpf25kYtUbdnOI1nJw7+9kjR3lQEX5egAqAUQw1dsVW1OG30irgZwXVNWavO50RzmgDz/L+LjaTuwnv6oNWXLAhZ5ys3ydmXIiIiIiCqjJivJ1WVdNObW6fD1o08mrOWX0lFcrX7cmd8v//Dkd8gZUBHISVXScmF1CvqQiHg1j28DaKoZmiL7yeR8Oj0RQ7uV+8kriZ062xfL14Qwz5UREREQUUJVBuayrppxanUWzMuXBDcpPmuXrdTLlATh0cLoODaiYvi7R4ZHoJ981nEY00lrolkn4kyk/ObuEY9NLiIRDuGLHQFu+ZquZ8gmjRWWEmXIiIiIiCioxfX1dJtHy0CXZWG/YjfJ1Mdk6wIcOp+Zql6+LQ4dCWUWhLNdk8tXcyJTL9Dp9enQBQGv95IJfr1Mxdf3Czb1mCb3XrKC8+ddrrlA2XwOcvk5EREREgbVi0Fsi+CvDhBXTvVf1lAchk1zNYqGMuSX92quVr4tDFUD+53CshQFdIpDLl1SUlfZPKK/moWOzAIDnbu1r+bH86im/r82l60BF+bqD16soXU/FI+ZrwmsMyomIiIjIdZXl61amPJhBa6XFgjXde8309YAOehOT13u7YlUzmZFwKDDD+sbm9XtxkilPVQRgTjKsbisrKh5+Vg/KLzur9bJvPwYSapqGnz+jB+VXtzEoNzc+OKh6GG/zjnKAQTkRERERuUzTtBXT1zMSlgU7JdahZZJRdMf1+7LKgoN56HByVh/yVq2fXMgEZBf7mGgtcBCUx6NhxI2+7UUJhr09PbqApaKCnmQUu4dbL1/3YzbAgfEsphaL6IpF8Nyt/W37umLnvJOfOdaQt/b0kwMMyomIiIjIZQv5Moplvfx3XSZR0avrf/axVeOrSteB4A96M/vJq5SuC1aJvv/Baj2tZMoBIGUEczIMe3vg6AwA4NLtAwiLJeMtsPbNt+91et8hPUt++VkDiEfbF3qKlhlHQXmbd5QDDMqJiIiIyGViyFsmGUUyFrHK1wOaSa40XuUNeyZAK8OqOWVOXq+9cisIE9jzJQWzRm/8eocBVTopT5m+6Ce/dLs7GeYeH+5NrEK7+uzBtn1NwDpccRKUm+XrzJQTERERUVBV9pMDck61dkqUrw9XrEoyy9cDmikX69CqTV4X/MiyNksEU8lYGL1dzqZ8p+JyrEXTNA0PHtMz5Zdvd2eNWLsrOkqKivuNbH87+8kBa/2bk+dRlK8zU05EREREgVU5eR2oCMolyD62qlqm3Ax28iVomubLdbXi5FztHeVCRqIMci1j81ZrQSjkrNy71f3WbjkylcN0roh4NIy9m3tdecx2P4ePnpjDUlHBQCqOc9f3tOVrCq5kytu0oxxgUE5ERERELhNB+ZDIlItJyEUFihq8oLVS1Z5yIytbUjTkS3Ks0mrGKWPQW72e8iAMemtlHZqQkqSq4yEjS37R5j4kohFXHjOTbG+1g+gnf97OQVd64ptRebjS7EGZNeiNmXIiIiIiCigxeX11phwAchJMtW6FlSm3smipeAQi5pC557qafEnB1GIRALClTk95TwD65kWm3OmQN0CeVosHjopVaO5NLBdtFu3KlItVaO3cTy6Ig0BVA5ZLzQ2YnBAT/JkpJyIiIqKgmlrVU56IhhGL6FFr0EvYrZ5yK/ALhUKB6LmuRvSTpxNRM2irJhOA6etmptyFoNzv8vWHjuuZ8stc6icH2vscLhbKeOTZOQD+BOVdMeugrJmfOblC2TyQ4Z5yIiIiIgosM1NuBOWhUEiaDGQrVFXDRHZt+TpgZZLnl4N1f5Xr0Or1YZvl6xIfOpiZclfK1/1b3zexkMfx6SWEQsDF21zMlCet70Gv20geODqNsqphy0AXtgzUrsDwSigUctSKIErXU/HIigofrzEoJyIiIiJXrZ6+DljlpEEOymeXiigpejCzbtW6pCAErdWcNPrJ6w15A6y+eZnL80WmfH1LmXL/95Q/YPSTn7u+xzzscUOm4rG8rlj52eFpAP5kyQUnB4HVBjm2A4NyIiIiInLV6unrAJA2VhQFuXxdlK4PpeOIRVa+jW73uim3nLKxDg0I2PT13vr3Uk9KgvJ1sZ/8Mpf2kwvxaBjJmP669frwyNpPHsygfPWhm9cYlBMRERGRa1RVw3ROHxy2IlPewooiWdTLopm7yiUOWqsRPeUNM+WSVwIoqmaWHq9uLWiGqOjI+pkpN3Z7X3aWe/3kQjsmsE9mC9g/lgUAPG/HoGdfpxHrgMV+K8KkDzvKAQblREREROSi2aUiFFVDKAQMpOLmxzthV3ndoDyomXKzp7x+32+P5IPephYLUFQNkXCopSyn34PeFvIl7BtbAODukDfBPFzxcPaBmLp+3oYeDKbbm3GulDFbZux/T5o7ypkpJyIiIqKgEkPeBrpXlninRVAX6Ex57VVJVs91sO7Pbk955eTuZvc+t4MoXV+XTiDSwk7sVNzfoPzh47PQNGDrQLcn2VrrefTu8EiUrl+zy7/SdcB6LpsZ2jfBTDkRERHRmUnGIMepakPegM7IlI/ZyZRLWt5dTbGsmkFIo55yUZ6vqBqWiv5NJq9ldL71IW8AHE3sdtODx9xfhVbJWt3nzf1pmob7DulB+VU7/StdByqeyybu1cyUt3FHOcCgnIiIiMhXC/kSrvnrn+K9337c70txRa2g3EkpqWwm7PSUB6h8fXR+GZoGJGNhDFa0GlTTFYuYGWgZqwFEMNVKPzngbDiYmx40hrxdfpa7Q94Ea2CfN6/TY9NLOD2fRywSwuUe9MQ3Q9xrM1UPE0Y1zHCGmXIiIiKiM8bjJ+Zxam4ZP94/7veluEIE5UPpGpnyIJevZ0VQvjaLZg3QCs79iSFvjXaUA/reZ5nXvrmVKU8nmx8O5pZCWcGjJ+YAAJd6lSk3Zx948zoVpesXb+1Hd7x9e76rSTkYLmmVrzNTTkRERHTGEBk+LwcvtVPD8nUfgh23jM3X7je1BmjJF7DWcsqcvF5/yJvQ04Z+ZKfGXdhRDliBXK7Y/t75J07Oo1hWMZSOY8dQypOv0eNxplyGVWiCuYbRZlC+WCibnzvMnnIiIiKiM4foUy4qKvKl4AaswtTi2h3lgJWBXJQwoLOjpKiYztUJyruC11Muhrw16icXrEy5fAdI5o5yl8rXNQ1t750XpeuXbhtoWLnglJevU0XV8PNnpgHIEpQbmXKbr1fRnpKKR8zXQbswKCciIiLykXgjCMjZq9ssMX29dqY8mPc4tViApgHRcAgD3Wv7r70uC/bCyTmrfN2OjMTVAGMuZcq7YhGI4e3tnsAuhrxdut2bfnKgsqfc/Xt7+vQC5pdLSCeiuHBzr+uP3yyzFaFoMyj3afI6wKCciIiIyFdjFUF5kLKstTQqXw/qwYPIxA5nEghXWbklBr3JWNpdy0mzfN1eUC7rrnJN01zLlIdCIXNqdzvX96mqhoeMoNzLAWlebgm4zyhdv3LHAKIR/8NMayWavedRtEC0sufeKf//toiIiIjOYGPGtF9AvmDHiZqD3pLBzpSbO8prZGJFWXChHJw2hFNNBuUZSYPyheUylo2/81Yz5YB1gNTOTPnBiSwW8mV0xyM4b0OPZ1/Hy0y5TP3kQPNrGMXkdWbKiYiIiM4wleXrMpYFN6OkqJhd0u9hzUq0gJevT4jJ6zVWJaXjUYg2YNmC1mrKimpWadgd9Cbr9HVxH33dMSRjkZYfz49d5Q8e1bPkF2/t9zTLbG4JcPlnTb6kmOX318gSlDe5Em2iznYFrzEoJyIiIvKJompmHyMQjGCununFIgC977rPyBwL1qC39k+1doMoj671hj0cDpkHD7IFrdWMLeShqBrikfCaoXy1iGoA2Ur0R+f1jH+rpetCKtH+tWhiyNtlHq1CE6w2C3d/1jx8fBaFsorhTAJnD6ddfWynmm1DGPdpRznAoJyIiIjIN9O5AhTVClBlC3aaVVm6vrrvWpSSllUNhbLa9mtrVaPydcC7LKQXRD/5xr5k1R75ano8LH1uhVvr0ASrqqM9z6OmaWaW+TIPh7wBFa/RfMnVw7H7KkrXvZoc36xMRRuCnXsVmfJhZsqJiIiIzhzj84UV/x+EDGs9k4u1ByWJoUtAMEvYG5WvA5XrpuS/P9FPbncdGlA5YV6u1+moUcWwwaWgXOwqX2xTpvzk7DJG5/OIhkN47lZvg3JxsFJS3D0c++UReVahCSJTrmowZw7Uw55yIiIiojNQ5eR1QL4MZLOsTPnalWHhcKjpwUsyEdnYem/YeyReGbaaOXm9z14/OeDtkLBW2HlumpFq86C3h47rWfLzN/WiK956T3w9qYrZB24eAh6b1nfeezmkrlnd8Yh5r3YOAsXraJjT14mIiIjOHOOrgvIgBHP11FqHJlgZSLmCOjvMlVu9td+wWz3X8t/fqTk9iGomU57xcJ1WK9zOlLd7+voDR0U/ubdZcmDV7INld+5vuahgJqfPk7C7874dQqEQ0nF78wEWC2XkivrnDDNTTkRERHTmWB2UByGYq2fKGPRWKygP6q7y5aJilqTXe8Pu5Q5ot52aa24dGuDdkLBWWUP43M2Ut+vw6CGzn9zbIW+CtdrOndepGLTXHY+YrxFZpGxW54gtGKl4xPw51U4MyomIiIh8IoJykV0KQi9yPWamvMY077QRDAQtUy76ybtiETPLWI0ISIJQ8SDK15vJbMq4p1xVtYpMuTtZ2na2Wczmijg0sQgAuLRNQbnbsw/E3//Gvi5phrwJ5taHBj9zxn3sJwcYlBMRERH5Zsx4IyhWCAUhw1qPVb5e/Y1tu6dau8UqXU/WDTqCkilXVQ2n55of9JapCHAqtwb46R9/cgjzyyUkY+Gmsv71mOXrRe+DcjF1/ezhNAZSa2cxeMGaDeDO61RUXbjVPuAmu1UPfk5eBxiUExEREflm3Aj2dhlBuUwZSCcmF+v3lAd10Nt4Vuwvrv+GPZN0t1fXKxPZAkqKhkg41NRub3F/gBzP4Z1PjeHv7zoEAPhfrzrfDMBaZQVy3k9ff+h4e/aTV7Km6LuUKZ8zMuUuVSq4KWNzPsCEjzvKAQblRERERL4ZN7Izu0aMTHkAyp7rqTd9HbBKSbNBK1+3Od3bKguW+3kUQ97W9yQRjdgPBxLRCBJR/fP9vsdD41n88TcfBQC8+arteN2lW1x77LQxkLAdg94eONqe/eSVelzOlIue8o0SDXkTxHDJRj9zzJWHzJQTERERnTnyJQVzS/qb4rOHMwDce5Psh+WiYpaINsqUt2uqtVusQWL137DLusd7NXMdmoNybxkOHuaXSnjbVx9Crqjgyh0D+MArznX18dMJY/aBx9UAy0UFT56aB9DmTLnLz6FZvt4nX/m6eC4b/cwZZ6aciIiI6MwjyiUT0TC2GMHRYqEMVZJe3WZNGaXryVi45vRisydZgtLnZojy9caZcqN8XfL7M4e8OQjK/d5Vrqga/vAbj+DY9BI29XXhU2+4GLEmsv12tGt13yMnZlFWNWzoTbrWD2+H28+hOehNwvJ1u1UP5o5yZsqJiIiIzhxjC9bwMJG5UrX2DJfywkTFjvJaw9BEr27QytfH7Zavu7xqyitWpry76T/r9wT2v7lzP/774CSSsTA+/6ZLMFhj0n8r2jXo7UFjP/ml2wfaOrXczYoOTdMwOifK1+XLlKdsrmGctHnw5hUG5UREREQ+EEH5SCaJRDSMWER/Ux7UYW+N1qEBAR70ZjMo7+1yd4CWV8wd5Q56gHuS/q19u+Ox0/jcfx8BAPzNay/Eczb2evJ1Um1qs3jouN5Pfnkb+8kBdzPlC8tl5Ir6QDy3VtK5ScyxsJ0pbzDM0SsMyomIiIh8YA4PM9ZsBWWdVi1i8vpQnaA8Y3NnsEw0TTPfsDeaVC6ew+WSgmJZ9fzanDo5qw96c9RT7lM1wJOn5vEn334MAPA/XrgDv3HhRs++lgjKS4qGQtmbCexlRcXDx61MeTu52VN+2hjy1t8dQ1c80vLjuS1tYyXaYsE6WBhmppyIiIjozGEODzMyM3736rZqMlt/HRpg7w2ybBbyZeRLeoDdqN80XbEyTNYSdk3TcMqFnvJ29s1PLxbwP/71V8iXVLxw9zr8yUvP8fTrVc5E8Kqq4+nRBeSKCnqSUewZyXjyNWpx82eNzJPXAXs/c8QBaToRrTkPw2sMyomIiIh8IIaHre/VMzMieyVrMNfIVIMd5UAwy9dFlry3K4ZkrH4mMBIOmfco67C3qcUiCmUVoZCzcuN2v05Liorf/7eHcWpuGdsHu/GPNz4XkbC3/deRcAhdMTEgzJtM+YPHrCx52OP7Wc3NnvJTxo5yGUvXgcqd87W/H63J6/6UrgMMyomIiIh8MT6/sk/ZzEBK3o9ci61MeQD3lNstXRf87Lm2Q/STj2SSiEebDwUyNgdnueUv/3MffnlkBql4BJ9/06Xo7Y615evaCeZa8aCxn/zSNveTAy5nyiUe8gZYr9d6PeViR7lfk9cBBuVEREREvhhbNTwskwh2ptzOoLeMzZ3BMjGzaDbfsMuwx7ueUy3sKAcqy9e9v79/f+gEvvzzYwCAv3v9RdjdxjJvc5WWBxPYNU2rGPLW3n5yoGKCfqEMpcUVjOY6NEnL162hfbUrHiZ83lEOMCgnIiIiartqw8OCsuO6FhGUD9nIlC8VlZaDgXaxO3ld6PF5ZVgjYsibk35yoLJ83eMd3s/O4oPfeRIA8Ee/tgsvec56T7/eauK16kWrxdGpHKYWi4hHw9i72ZsJ8vVkKmYftFoJICovNvTKmSm3VqLVPkSyvseZKSciIiI6Y8wvl1Aorxwelgnw9HVN08zp6/Uy5amE1ZMdlGFvTZevdwWjfH2Tw8ym9Tr17vmbWMjjHbf/CkVFxUvOG8EfvmiXZ1+rllTcu/L1B4/pWfKLNvchEW3/xPJkLGK2LrT6OpV90Js4gMgVFWha9YPACZ93lAMMyomIiIjaTpRE93Vbw8Nkz7DWky2UzRVg9XrKE9EI4hH97WfQgnK7WTTZV9udNMvXux39edEzn/Xo0KFQVvA/bv8VxhcK2DWcxt++/qK2D0IDrKGEXrRaiCFvl53V/n5ywY2fN6qqmVskZA3KRaZcUTVzi8Jq4nu83s8urzEoJyIiImqzsSrZ14zkA8LqEaXrmWS04YRyL8uCvWD1lNvLosk+sK+VdWiAt5lyTdPw4e8+hUeenUNPMop/ftOlvq2o8nLQm8iUX+ZDP7lgHq60cHg0tVhASdEQDlmrHWXTHYsgZJzp1HoumSknIiIiOgOJzMxwlaA8iJlyO5PXBWtvcDAOH5ovX5c3U65pmtlT3uqgNy8GEn7t/mfxzYdOIBwCPvmGi7F9KOX617BLHB65vRJtYiGP49NLCIWAi7f5lynPdLV+uHLayJIPZ5KIRuQMK8PhUMNWhIkm50Z4Qc6/PSIiIqIOJtahra8oiZY5mGvEzuR1Id3mlVqtUFWt6Syamzug3Ta/XEKuqAeZTnvKxeu0UFZRKLsbsH72v58BALznpefghbvXufrYzfLq8EiUrp+7vsd8rfjBjUz5acnXoQn1WhEWC2Xze4J7yomIiIjOIKvXoQGdkSmvN3ldMMvXA9BTPp0rQlE1hELAUDpu68/IPEVf9JMPpRMN2wxqqSwnd/O1qqqauV7rN5+7ybXHdcrKrrp78GCVrvuXJQfcOTwSQfkGSfvJBTFgstrPHJElTyeiZsuCH1wLylW1euM8EREREa0k+pQrg3Jr8JJ8GdZGpmxMXhcyHg7QcpsoXR9KJ2yX58r8PJ5ssZ8cACLhkBmYu1kN4OQAxEsikHP7dWoG5Wf5108OuHMIaO4ol3QdmpA2vierzbEwZ0b43BPvKCg/cuQI/uzP/sz8/w9/+MNIJpPYs2cP9u/f79a1EREREXWkan3KVuZK/mB1taZ6ygNUEdBsPzlQ0YYg4fPYaj+50OPBcyj+rgdT9g9AvOTF9PVsvoR9owsA/B3yBrjTLmOVr8udKU+LA5ZilUx5Vsz3CGBQ/u53vxuXXXYZAD1A//jHP44vfelLeMELXoBbb73V1QskIiIi6jTjdcrXl0sKSkqwKhDNHeVNDXqTL2hdzaposP+GXeaVaGJH+eYWg6iMB+v7JrPN/117yTw8cvF1+qvjs1A1YOtAt69DxQCrYqWV51AMetvQK3dQLloRqt3rRJWqJT84Kpy/55578LWvfQ0AcOedd+KVr3wlbr75ZrzsZS/D7t27Xb1AIiIiok5SVlSz3Huk1wpARFAO6G8eB1L+l/Da5Wj6egAy5WNVpuQ3IvNqO2tHeatBueibd+8eqx1U+SnlQab8IbGf3OcsOeBOpnw0KIPekrWfS3MTRhDL1yORCKanpwEAP/zhD/HiF7/Y/L2QWARHRERERGtMLhaganpv7mDKeiMYjYTRHdfLLGXsR67HyfT1IGTKJ1ooX88VFZQlq3hodUe5IO7RzdepLL29ghfl6w8Y/eSXn+XvkDeg9Z7yYlk1K2TkL1+v/TNnXIId5YDDTPlLX/pSvOENb8AVV1yBu+66C5/5zGcAAHfffTeuu+46Vy+QiIiIqJNUBh+R8MpkRk8yhqWiEoh+a0FVNUznigCa7CkPQFBuZW/tB4qrKx76Jap4EOXrm/q6W3ocLzYFWL29cmRd3Z6+XigreOzEHADgUhky5S1OXx9fyEPTgHg0jEGJXuPV1AvKxcGbnZ9dXnKUKf/Upz6Fiy++GIcPH8Y3v/lNbNy4EQDwgx/8YMUAOCIiIiJaaWy+dpmuzKXPtcwuWVOz7ZTcB6t83ThAaSJQjFVUPMjUV57NlzBvvK5azpR7sIvdSf++lzJ1Sp6dePLUPAplFYOpOHYMpVx5zFa0erBiDnnrTUpfKV2vFWEiyJnyP/3TP8VnP/vZNR//0pe+hHe84x1Vf4+IiIiIrIxgteDD6tWVP2AVRAnrQHccMRtTszMB2lPupHwdkLPiQWTJ+7pjK3aNO+HF69TMlGckyZQnrMGLZUVteSL8/rEsAODCLX1SBLGt9pSfnjd2lEs+5A2o/zNnQpJZBo5eXZ/73OeqflzTNHz+859v6YKIiIiIOpnIlFcL9Lzo1fVaM0PeACCdMHquJQ/Ki2XVLMtv9g17T5d8FQ8nZ9wZ8gZ4M33dSauAl8SeckCfD9AqMWRviwt//25o9WDl9JwxeV3yIW9A7VaExULZfG79nmXg2hJAVVVx7733Ynh42K2HJCIiIuo49SZ6Z8x1WnIHrJVEUD5kY8gbEJw95aICIB4Jo7871tSflXEtmtVP3npQaB46uHR/iqphatHZAYhXEtEIYhE9o+3GAdIpc/J9a/38bhE/a4plFflS84cOo/PuvZ68ljJbZla+XsVBUDoRNT/HL0199cpSi1plFx/5yEdauyIiIiKiDib24lbLlFt9nvIEc400nykPRvm6qGgY7kk0XW5szQaQ5x5Pzi4BcCcotDLl7rxOp3MFcy6BTEPDUoko5pZK7gTlc+5MvndLJhFFKARomn5AloxFGv+hCmamPEDl67lVmfIJc2aE/9UZTQXlP/rRjwAA119/vflrIRaLYdu2bdi+fbtrF0dERETUaUSmfH1vlfJ1c4CWPMFcI2LnupOgXNM0Kfprq2ml19SNHdBuczNT7vahgwiOhtKJlnu33ZQ2gnI3NgWIQxFZMsvhcAjpeBTZQhkL+VLT08fFoLdAlK/XOAi05hgELCj/tV/7NQDAI488gosuumjF76mqinBYnm8iIiIi6hz3HJzE//fwSfz5bzwHfd3yZNKcqNc7G+hMeZPl64qqIV9S0RVvLkPXLq30OHsxnbxVJ2fd6ykX95ctuHN/9YYf+smtXeXFsmpO+Xbj798tPV0xZAtlR60ko0YliSyHDPXUqs4Zl2TIG+Cwp7ynp2fF6rMPf/jDSCaT2LNnD/bv3+/WtREREREBAD7108P43qOn8eN9E35fSkuWitYb4GpvBK1Bb8HJlE82mSnvjkUgkuNuBXVeGFtwvirJ6rmW53kUPc1ulE/3uDwXQKxDk2XyulBvlVYzRueXoWlAMha2tTawXZyuYMwVyuZ6vQ1VKn5ks7o6RzDL1yXIlDsKyt/97nfjsssuAwAcOXIEH//4x/GlL30JL3jBC3Drrbe6eoFEREREIiszu1T0+UpaI/qUu+ORqmupepLuDtBqh2Z7ykXZLCD3rvKWytclG/S2VCybk+Td7SlfGeQ4JdvkdcEqe25t+rqoUtjU1yVVu0aPwyn6YshbJhE1Xwsyq6zOKZRV8+PjkuwoBxzuKb/nnnvwta99DQBw55134pWvfCVuvvlmvOxlL8Pu3btdvUAiIiI6s2maZgaz8xKVAzsxXjHkrdqb80xAJpNXanb6OqC/Sc4WylIPextvoaTa7CmXZDaA6P/NJKLo7Wo9iBKVAIqqYamotDy5WpR2y5Ypz7iUKZdt8rqQcXgIKIa8bQxA6TqgV+cIiwVrqN14nU0Y7eYoUx6JRDA9PQ0A+OEPf4gXv/jF5u/JdPpDREREwTeTK6Ko6NmNuaWgB+X1s6+yZVgbKSkqZo3npJlBUUGYwC4OgkYcBIqyPY8nXCxdB4CuWASRsP6e340DpAkzOJItU64Hb62+Tk9KNnldsNplmg3KgzPkDdCrc1LG7IrK6pzJbMDL11/60pfiDW94A/74j/8Yd911F379138dAHD33Xfjuuuuc/UCiYiI6MwmppUDnZApr599zTgsJ/XLtLFbOhoOoa+JDKwoJ5W7fN0obXXQM+u0V9crp1wc8gboSTg3Wy1EBYmTAxAv1Zra3SzZJq8LTitzTs8HZx2aYP7MqXguAz/o7VOf+hQuvvhiHD58GN/85jexceNGAMAPfvCDFQPgiIiIiFolMpYAMCdJkOOUOGCoFeiJsuBsvuRKr67XKkvXw2H71ZKyZ8pzhbK5BquVlWiyHK48PboAwN3yaTd3lVvT1/0Pjiq5NX3d7UMRtzjdEjBqrteT6/mqZ/UBy2KhjKWiPitAhky5owaQvr4+fPKTn1zz8S996UstXxARERFRpdGKoHw+4IPezMxMjYygCHRKitzrwoTJRf1+mt1xLHtQLp6nVI2BfI30SJQpL5ZV/NcTowCAF50z7NrjWv3IrT2HiqpZZcSSla+79ToVO+JlC8qdZ8qN8vUAZcpXzwcQ3+PpRLTlmQhusH0F5bJ+A9Fo1Px1zQeN+n9jRERE1BnGFzonU24OequRKU/FIwiHAFXTM5DSB+Vmpry5NU8i2JElk7zaeAul60BFprxQhqJqZv+1H+45OIm5pRLWZRK4auega4/r1i726cUCVA0Ih4BBidaFARXZ1RZep2VFrdjpLdegN3MgYZPVDqPGoLeg9JQDazPl45LNMbAdPcdi+pOmaZr561rsllt96Utfwo9//OMVH9uyZQtuu+22FR975pln8MUvfhHj4+PYu3cv3v72t6OrKzgnM0REROTcikx5wINyc3hYjTLdUCiETDKG+eUSFvIlKaYC1zNl9JQ3nSmv0t8pE7Oc2mGPs8hAAnpA19vt39qo7z56CgDw6xdsRDTiqHO1Krc2BUxUtEC4eX1uMMvXi87vcTxbgKJqiEVCUpRJV3JS7aBpmpkpl61Hvp7VVQ8yDXkDmgjKf/rTn1b9dSvuv/9+HDx4EH/4h39ofqyvr2/F5zz++OO45ppr8IpXvAJXXnklvvjFL+JrX/sa7rvvPsTjcp2mERERkfvGVgXlqqo11b8sC03TKnpna78RzCSjRlAuZ8Baqdkd5ULGhQykl6zDE2dv2BPRCJKxMPIlFQv5km9BeTZfwo+eHgcA3PDcja4+dsalCfOyZSwrubGnXPSTb+zrku7nlpNqh9mlEvIlfRtGrYofGa2eDyDTkDegiaD82muvNX/d19eHiy66yJUL2Lp1K974xjfW/P0//dM/xfOe9zx8/etfBwDcdNNN2LZtG77yla/gbW97myvXQERERPIaNbIyAKBpembOz8yjUzO5IkqKXk1Ybx+z/kZ5WdrS7kpmUN7EjnJA/kx5q+XrgP485ksFX9ei3fnUOAplFTvWpbB3U6+rj20NJWztOZR18jpgrURrZdCbrJPXAWfVDmId2lA6jkRU7vaaSqtbEczXnSRBuaMakUsuucS1C3j66afx9re/He95z3twxx13rPi9YrGIu+66C6973evMjw0PD+NFL3oRfvCDH7h2DURERCQv8eZJCGoJu5i8PpiKIx6t/RZMtnVa9ViZ8ube2KYT+qGKtEF5i+XrQOXz6N89fs8oXb/hok0IhdzN0ro1fV1Uj8jYqpExXqetBOWyTl4HnPWUi6B8o4SHDPVYB4F61cOEZOXrjoLyrVu34ujRo61/8XAYe/fuxUUXXYR4PI43velNuOmmm8zff/bZZ1EqlbBt27YVf27btm04cuRIzcctFApYWFhY8R8REREFTzZfMgO3XuMN5NxyMCewT9jMzARpV/nkorPyddn3lI836P23w+kQLbdMLOTxs8NTAIBXXeRu6TpQOWHenUy5LMFRJZEpb+V1espcHybXkDfAOjhaLJShqvZmgo2aO8rlO0Spx+op178frbYJOe7D0Zj0D37wg7jlllvwqU99Crt370Y47Gwow5//+Z9j3bp15v/fcMMNuOKKK3DzzTfjla98JZaX9RdxOp1e8ecymYz5e9Xcdttt+PM//3NH10RERETyEL29PckoNvQmMb9cwtyS/BnkakSmvFEfpigL9rPs2S6n09czsq9Ey4rnynmg6NZ0cqfueOw0VA24eGsftg2mXH/8Hrcy5ZL19laqHPSmaZqjaoOTRqZ8k4yZ8qQY5A0sFsvm/9cTxHVoQGVPuZ4pl23Qm6No+vd///fxk5/8BOeeey7i8TiSyeSK/+yqDMgB4LLLLsPWrVvxwAMPAAB6e/Xel9nZ2RWfNzMzY/5eNe973/swPz9v/nfixAnb10RERETyEIHsht4uM1Me1PJ1a7BQ/TeBbgU7XlsuKmZQ3WymfPV6IplomlaRvXUjU+7PPX7v0dMAgBueu8mTx3d7+rrToXpeEq9TVQOWS86Gvcm6oxwAkrEI4sbEe7vP4+k5sd5NvvupRzyX2ULZ+B6X6zDIUab829/+ttvXYcrlcuavt2zZgr6+Pjz55JN4+ctfbn78iSeewN69e2s+RiKRQCIh3zc2ERERNUeUSq7vTSIZ0988BnVXud03gT0uBTtemzJK15OxsJmFskvmPeXzyyUUy/p06VYmgvf4OBvg8MQinjg1j0g4hFfs3eDJ13CrPN8sI5Zw0Ft3PIJQyMgkF8rojjf3OldVraJ8Xc4gNpOMYjpXxMJyydY1jhr3E6Qd5cDK6euLhTKWivohiyyZckdB+Stf+cqWv3CpVMIdd9yB17zmNebH/umf/glTU1N4xSteAUDf1XnjjTfiC1/4At7xjncgk8ng5z//OR544AH8r//1v1q+BiIiIpLbWEX/oqrpPY/zS8HsKbc77Tfjc9mzXRMV69CaLeu1elnlu0dRndHfHWtpurQIWv04eBAD3l64ex0Gm5yMb5cbmXJF1czDHRkz5aFQCOl4FNlCGYv5MoYzzf35qcUCimUV4ZC868N6umKYzhVtP49WT7mchwy1VAbl4mdXOhE1M+h+c3QVi4uLdX9/dQ94NZFIBN/+9rfxgQ98AOeeey6effZZHD58GJ/5zGdwxRVXmJ/3V3/1V3jJS16C888/H895znNw77334t3vfjde8pKXOLl0IiIiCpCxiuyyKB8NbE+5yPo3DMrlzSJXcroODbDeIOdLKkqKiljE2XwiL7i1KqnHpT3ezdI0Dd81gnIvBrwJbgwknF4sQNWAcAieHR60KpXQg/Kcg13lJ42s8vqepFSv8UrNbHtQVM38mSxr5r8WMbQvmy9XDHmT5zXnKCjPZOofE2la4+l94XAYX//613Hs2DE89thj6O/vxwUXXIC+vr4Vn9ff349f/vKX+NnPfobx8XH87d/+Lc455xwnl01EREQBU5kpn87pGfLg95Q3GvTm79Ruu8Tk9SEHwVRldipXKKOvu7lBcV5yq9fUr9V2Dz87ixMzy0jFI3jJees9+zo9FZO7FVVDJNz8EDRxADKUTjj68+1gTmB3MP/AWocm3+R1wZxhYaNqZSKbh6JqiIZDTc+R8Jv4fswVy9YmDIlaJhwF5b/4xS9W/L+qqjh06BA+8pGP4N3vfndTj7V9+3Zs37697udEIhG84AUvaPYyiYiIzij/+fgo9qzP4OzhxhVrQVHZU64Yh/5B7CkvllXzUKFRmW5QMuVTWWfr0AAgHg0jEQ2jUFaxKFtQPm9vIF8jfh2ufPcRfcDbS5+zHl1x5+X3jWQqJnUv5svo7W48uXs12YZtVVNZ9twsmSevC5kmVtuJIW8jPUlpD1FqMYdLdlKm/Morr1zzsauuugq7d+/Ge97zHrzrXe9q+cKIiIjIvl8dn8Xv/9vDuHBLH773+1f7fTmuGa9YIyYyVfMBLF+fMFZsxSIhDKTqB6A9AdlT7nRHuZBJRlFYLEo3gd1ch9Zy+bo7e7ybUVJU/OBxPSh/lUdT14XKg5WFfMlRUC7z5HUhXZFhbdapuSUAcpd6N7Pt4bRRjr8xYEPeAOtwpaxqODGrPy8yHQa52txwwQUX4PHHH3fzIYmIiMiGx0/OAbDKJTtBvqRgxsgub+jpQl+XHswGsXy9csVWo6FofpU9N2uyhUw5YL1JXpTs8MF8rloNyn3IlN9zcBKzSyUMpRO4eueg51+v1XsUh27rJCojXi0Vd165YpWvyxuUmz9vbNzfaEB3lAPW8wgARyb1bV+yTF4HXAzKNU3D5z//eYyMjLj1kERERGTT/tEsAGBuqWhrtksQiDfsXbEIerqi6DMycXPLwZu+Xpnxb0SUBS8Wy1BVeZ/LVga9ASv3BsvErZLqHh+m6H/X2E3+6xduQLQNg8VabbUQFSRSZ8o7vHzd2hJgJ1OuP18bJc781xIOh5Ay2jnMoFyiTLmj8vXNmzev+djc3BzK5TK++tWvtnxRRERE1Jz9YwsA9NK8xUJ5Rb9nUFX2k4dCIfQabx6DOH3d7uR1wAp0NE0PWMV9y0YE5UMdlyl3qXy9yxqEpqoawh734C4WyvjR02MAgBsu8rZ0XWj14GHCpUn3Xko5DMo1Tf4d5UBzmfIgl68D+nOZKyrWVg+JMuWOgvKPfvSjaz7W39+Pyy67DBs3erd6gYiIiNZSVA0HxrPm/88tlToiKF8dHIme1UJZRb6kIBnzboiV20Sfsp3BQslYBPFoGMWyimy+JGVQrmnWfmmnmfJMxfRuWSiqZh42tDzozfgeVDW9H9nr78k7nxxDvqRix1AKF2zu9fRrCa1mys3vC4mCo9XS5uu0uZVoc0slLBX1PyNzZrmZg5Wg7igX0smoOccA6IBM+Zvf/GaXL4OIiIicOj6dQ76kmv8/u1TElgF5V/DYNVqxDg0AMokoIuEQFFXD/HIpWEF5E5lyQH+jPLVYkHbYW7ZQRqGsv+Y6qad8ytibHQmHWt6bXXm4spD3Pii3dpNvaji3wC3NDAmrxq2d8F4yX6c2VoZVEqXr6zIJqX9WNXOwInrKg5opTydWhr4yHQa11GySz+exb98+PP3008jn825dExERETXhwFh2xf/PBrC8uxpR8j1iBOWhUMicaB20EnYRfNjpKQcqJ3fLeZ8im5xJRh0HHCIDKVNPuTl4zKW92e16Hieyefzs8BQA4FUXta9qVZTo2yl9Xq2sqJheFEP15AmOVhN9yLkmM+VBmLwO2B/Wly8pmFrU53lsDGimvHLYWyYRNVsTZOAoKC8Wi3jve9+Lvr4+nHfeeXjOc56Dvr4+vPe970WpJOc/HkRERJ1q36qgfG4peIPQqhlblSkHYO6zDto9mntxbU6Zln1XeauT1wEgndCDAScDtLxiZW7dCRLbNezt+4+NQtWA527tw/ahlKdfq1KmhUz5dK4IVQPCIWAwJXFQnnDWZnEyAJPXAfs/a8TP42QsbA7dDBpxEAgA6yQ7CHJ0PPCBD3wA3/jGN/DZz34WV155JUKhEH7xi1/ggx/8IFRVxcc+9jG3r5OIiIhq2D+6sOL/xRqxoButMnBL9FcHaS2apmnmYCHbmXIf1mk1o9XJ60BFT7lEBw/ieXKr1zRjPo/e3uP3jNL1dg14EzIJ54dH1jo0d6oSvCJep80eHgVh8jpg/+DotFm63tW29gi3VZavj0i2hs9RUP6v//qv+O53v4srr7zS/NiePXuwZ88evPrVr2ZQTkRE1Eb7jUz5jnUpHJnMdVD5uv4mcP2KTLlYixace1wslM2BT3YzsEHJlDudvA5U9urKc48TLk1eF9pRvv7M5CIePzmPSDiEV16wwbOvU00rh0dBmLwOOM+Ui8nrm2UvX09aAzQLZQWJaPV2FHMdWkBL14GVQblsLROOytdnZ2dxzjnnrPn4Oeecg5mZmZYvioiIiOxZLJTx7Izeu/i8HYMAglfaXU1ZUc3ArzIoNzPlATp4EBnBTDKK7ri9fEirA7S81urkdUDOPeXWjnKXyteb2AHt1Pce0bPkL9g11PJwuma1cnhkTV7v0KDcLF+Xe+hmZUl3vedx1Dhk2GCz2kdGlT3ksh0GOQrK9+7di0996lNrPv5P//RPuOCCC1q+KCIiIrJHDHkb6UngLKOXtBMy5ZPGFOxoOIShin7TvgCWr5tD3pp4E9jM7mA/uNNTLsrX5XkuxXPlVvm6WRrs0fOoaRq+++hpAMANz21v6Tpg9ZQ7qQSw/q7lyliulna4p/zkrDHoTfLy9Ug4ZN5jvaD8tNFTLvN6t0YyFQcQMk1eB5osX/+Xf/kX3HLLLfjrv/5rvOIVr8B3vvMdXH755QCA+++/H0899RT+8z//05MLJSIiorVEUH7O+h70B3QIWjViHdpITxLhin7TXnGPy8G5x7GKe7GrlQFa7TC52HpQLuOecitT7lJQ3uVt+frDz87h2ZkldMcjuP68EU++Rj09LWTKJ41MuWy9vaulzKDc/vT1bL5kHsTIPn0d0L8XFwvluq/T03PBXocGWJP0Abl2lANNZsrf9ra3AQBe/OIXY9++fbjmmmtw6NAhHD58GM9//vOxb98+vPjFL/bkQomIiGit/WP6kLdz1mfQn9IDudkOCMrNvd6rSiVF+XqQVqKNOQj0es6oTLk89zjuek+5twP7xIC3lz5nve3WCDdlWqgEcHvSvVfE67So6D3Xdoh+8v7umFRrt2qx2mXqlK/Pi/J1+Q8ZallRvh7kTHmls846C3//93/v4qUQERFRs/aPGpnyDRlzXdhsLjgBay2jNYLyIJavTzjoU26lLLgd3Ji+Ltue8kJZMVs/3FuJJjLl7t9jSVHxg8dHAbR3N3kla0+5k/J1MeleruBotcrsaq5QexBapZMzwZi8LljtMrWfx9G5DitfD3KmnIiIiOShaRr2mZnyzipfH6uRsRTT14MUlDe7Dg2Qe/q6qmqYNtbutVS+XtGrq2maK9fWCjENPB4NmxUZrfJytd29hyYxkytiKB3HNWcPuf74dojDo2LZfhZZMHvKJS9fj0bCSMb0kMluX7nIlAehdB1oPJBwIV8yD88CXb6e6JCecgC45pprGn7Offfd5+hiiIiIyL7T83lk82VEwyHsXJfGsrF2K1dUUCyriEeDe/Yu+rBXT/oNYvn6uIPVTzLvKZ9dKkJRNYRCwEAq7vhxRKZc1YDlkuJL+XWlytJ1t/Ywe1m+/t1H9AFvr7xgI6IRf77XK1dMZfNlJNKNs8iAvl1hOheMlWiAfp/5UtH2/ANzHZrkk9eFTIOKDpEl7+2K+f592grxes0kotK1FTR9NWeffbYX10FERERNOmBkyc8eTiMeDSMaDiEc0oOcuaWidOV5zRirVb4ewEy5k+FhMmfKxZC3ge44Yi0Eg12xiPl6XcyXfX+z70WPszXozd3ncbFQxv99egyAP1PXhUg4hEwiiqwxJGzIZjvD1GIRmqb/+cEWDnbaJZ2IYmqxaDtTbk5eD0qmvMFgydPzYshbMO6nlnPW9+C8DT24/KwBvy9ljaZ/+n35y1/24DKIiIioWfuMfvI96zMAgHA4hL7uOGZyRcwulQIdlI8uVN+J29ulv4FfyJegqBoiYXcyml5RVA0T2eZXosm8p9yNIW8AEArpq5gW8mVkC2UMu3FxLRgze5zd+77x6nn8v0+NIV9ScdZQChdu7nX1sZuVSepBeTMHSOKgal06sWK7gqxEVtXu/AOxozx4PeXV78+cvB7gHeUA0BWP4L/e9Xy/L6Oq4Na1ERERneH2V6xDE0QmOcgT2DVNw/h89dJWUb6uaXIGrKtN5wpQVA3hEDCUtp8RFMFcvqSiWFa9ujxHRFBuNytaj0wT2CdcnrwOVLYhuNs3L3aTv+qija6V2juVsTG5ezVxUCX75HUh1eSucqt8PRhBeaN2GVG+viHA/eSyY1BOREQUUPtHjSFvGzLmxzph2NtMroiioiIUWjsEKh4No9uYhhyEvnJxuDCUTjTV95tOVvbqynWfUy7sKBfSEu0qH3cwJb8RkYFUVA1LxeYGodUykc3jvkOTAIAbLvKvdF1wMoHdzJRLPuRNSDcRlC8XFUwt6j9/N/d1Rk+5taM8GIcMQdRUUP7Tn/7Uq+sgIiKiJhTKCo5M5QAA51ZkyvuNTPlMgNeiiXVoQ+lE1WF1QVqLNu5g8jqg99qKQEC2XeVula8DVrAjQ++8k33yjXTFIoga5dluDXv7wWOjUDXgoi192D6UcuUxW5FxUKLvZE2gn8yKjkLjgxWRJU8nouaBhexs95QHeEe57JoKyq+99lqPLoOIiIiacXhiEYqqoa87tuKNrbmrPMCZcnPIW43gqFdUAwQgKDf7lB1kBK1hb3Ldpxs7yoW0EQzIkCmfcDAlv5FQKGSVBrs07O17j54CANzg027y1RplWauxyteDkSlvpny9snTd79YCuxr1lI/W2IZB7mH5OhERUQDtF0PeRjIr3viJTHmQy9cb7fXuNbJPQbhHK1PefADb46BXtx0mXSxfzzTZq+slJ1Py7ehJNl/eXcuRyUU8dnIekXAIr7xQjqDcyTC7cfOwKiiZcr1lxs7hUdAmrwP195Srqmb2lLN83TsMyomIiAJov7EO7dwNPSs+bmXK5cquNqPWjnKhT0xgD0Cm3Az0WsiUy3afXpSv+50pv+fgJHJFBdFwyNVBb0DFEC0Xnsf/Pqj3kl+1c9CVQXtuaJRlrWbcg6oEL6WaeJ0GbfI6YB0cVTsAnK6Y8dFsGw7Zx6CciIgogKzJ65kVH++EQW+iVLLWG/Y+sxpArmC1mjERfDh4MyvrrnIxxMqV6esS3ONyUcEHvvsEAOC3n7cNXcYgQbe4WfHwzOQiAGDvJn/XoFVqNLm7GlG+PhywnvJmy9eDorLaYfWWgFGjn3xdOoFYE8MqqTmOpw88+uij+PnPf46ZmZk1v/fBD36wpYsiIiKi+sSO8nNWZcr7zZVo8gestYjscq1MuViLFoSe8lbWbDkJdrxWUlTM5PSg3N1MuX/3+A8/PoQTM8vY0JvE//uSPa4/vpPp5LU8M6EPd9yxLt3yY7ml2cOjkqJiOmcE5R04ff2kyJQHZPI6YA3rUzUgV1TM+wU4eb1dHAXl//iP/4g/+qM/wq5du9Df37/m9xmUExEReWdqsYCpxQJCIWD3yMo3550w6E1kZmr2lHcHZ/p6KxO9nZQFe23ayJJHwyFzCn4r/N5Tvm90Af987xEAwP961fkrghG3ZBLula+LTPnOdf5PXReanb4+tViApukbBgZTcS8vzTWpJrYEBLF8PRkLIxYJoaRoWFgurQrKRT95MA5QgsrRT56Pfexj+MY3voHXve51bl8PERERNXDAKF3fPphCd3zlP+X9qeCUdtfSaPq66CmX/R7zJcW8RkeZcgcDtLwm+smH0gmEw61PlvZzT7mianjffzwBRdXw8vPX4/rzRjz5OlamvLV7XMiXzLJvmTLlPU1OXxdT7ocz7ryG2sHMlBfr32OxrGI8q//8ClL5eigUQiYZw0yuuObgQRySbuA6NE85agzIZrN45Stf6fa1EBERkQ37RvUhb3tGMmt+b6Cip1xVtTW/L7tsvoRcUd8FXCtT3mdmyuWuBhDBRyIadrSvWGQg3Vql5YbJRT3gcKN0HfB3T/ntvzyOR0/MIZOI4s9+4zmefZ2epDuZ8iOTeun6ukzCbOGQgZkpt9mCELTJ60DlSrT6e8pH55ehaXrmOShVAEKtLQGnOXm9LRwF5Zdffjl++ctfun0tREREZIM55G3D2qBclK+rmnwDwuwQWfLertiaKgDB7CmXPFNeudrNyb5iGfeUW5lydwIOvzLlY/N5fOzOAwCAP3nZHk+ngLs1G+CZCflK14H6k7urGTeHvAWnHNrulgBRur6xLzg7yoVabQinjUz5Rk5e95Sj8vXnP//5uPHGG/Hud78bZ5999poX3Wtf+1pXLo6IiIjWEuvQzlnfs+b34tEwUvEIckUFs0tFs/86KEYblK4DVlAue095q3uvZRz0Jiavu5Up92tP+UfueBKLhTKeu7UPN1+xzdOvZZavt1jxYPWTy1O6DlTuuC5D07SGweik+X0RnEy53UFvYsjb5v7gDHkTMjXaELijvD0cBeWf+MQnAAB//dd/XfX3GZQTERF5o6yoODiuvzk/t0qmHNCz5bniMmaXitgOubJqjZj95HWyMuZKtOWSrSDAL60G5TKuRHNzRzngT6b8/z41hjufGkc0HMJtr97reV+zW7MBZA3KxetUUTUsFRWz1LuW8YVgTV4HgFRCX5O3VFSgqBoiNV4zJ+fE5PXgBbDVXqclxeqR38BBb55yFJTPzc25fBlERERkx7HpJRTLKrrjEWypkY3pT8Vwam5Z+vLuasYarEMDrEx5sawiX1Jd3yvtlnFzHZqzANbN/dZuMYNyF3aUA+3vKc/mS/jw954CALz9BTuqVpu4zap4aDVTrveU7xyWKyjvikUQDYdQVjUs5EuNg/Js8DLllfeUK5bN783VTs0Gb0e5UG3bw/hCHpoGxCIhDKWC83wFETfAExERBYgoXd89kqmZ4es3+srFPukgEeXr9bLL6UTUzFTJXMI+ZmQEHZev1xi85CcrU+5O1kysCyuUVRTLqiuPWc8n/u9BjC3ksW2wG3/44l2efz2gsizY+fNYVlQcnzaCcsl6yvXJ3fYPV8zp6wHqKU9Ew4gaP3PqlbCfnF0CEMygvFq7jPh5vKG3KzCT8oOqpWWMmqZhfHwc5fLKF+fmzZtbuigiIiKqbv+oPuStVuk6EOxd5WPm+p3ab9hDIX1H9nSuiLnlYt1Sdz+N2zhgqCeTbK5Xtx0mF90d9CbKggE92IlHvZtY/eiJOXzlF8cAAH95w14kY+2psDCnr+edt1ucmF1GSdGQjIWxUcLVVJlkDLNLJVsl+hPZ4E1fD4VCSCejmFsq1Q3KTwW4fL1aT/npucY/j8kdjjLlMzMzuPnmm9HV1YUNGzZgy5YtK/4jIiIib9Qb8ib0dwdjOnk1IrvcKNAOwgR2Uabr9NBADAgTvboymHK5pzwaCSMZ09+OetlXXlJUvO8/noCmAb/53E24ZteQZ19rNZGBLCka8iVn1QBi8vqOobSUGUu7w+xKimoOC/Ry4r0XUvH61QBlRTVnYmwKYqa8Sk8516G1j6Og/NZbb8X4+DjuvvtuAMAjjzyCz33ucxgeHsbHPvYxN6+PiIiIKuwzMuXnrO/sTHnDoLxb7gnsmqaZb9BHHJZ6d8UiZpm+DH3ly0UFWSNwdisoB4B0wvve+S/edxT7RhfQ1x3DB19xrmdfp5pUPAIRRzttRRBD3nZIVrouiDaERvc3ZVRaRMMhDHQHa493usGu8vFsAWVVQywSCtQQO6FaT/moWIfGIW+ecxSU//CHP8TnPvc5XHnllQCACy64AG9/+9vxta99DbfffrurF0hERES6hXzJLI/sxEx5vqRg1rjmDT31MzN9Yi2apPe4sFxGweiRHnY40CoUClXsgPb/PkVAlYyFzQDFDRmPJ7CfmFnC3911EADwgf/nXAy6NKTOrlAoZPXrOjxEknXyumC3p1xMXl+XSUiZ8a9HtFrUep2KIW8bertqTmeXmbXarjJTbt0TectRUD46OoodO3YAAHp7ezE9PQ0AuOqqq7Bv3z73ro6IiIhMB8f0LPmG3mTd/eP9Ac2Ui2nlXbGIWQ5bi6gGmFuW8x7FFPm+7lhLvcuZpDy7yicqStfd7G+3uwPaCU3T8IHvPol8ScXzdgzitZf4M/fI6it3do+yTl4Xqg0Jq0Z8jwdpyJuQNp7DWq/TU3P6kLcg9pMD1QcSWuXrwXu+gsbx9HXxw/i8887DN7/5TQDAHXfcgZGREXeujIiIiFbYN9a4dB2w9njPSppFrsWa9JtsGPTJ3lM+Zq5Da+3NbLWSUr+4vQ5NMNeieRCU3/HYadxzcBLxaBh/+Zvn+zYsz+y5dnC4omkaDk+ITLmk5es2M+XiYGckQEPehLSRKc8Vq9/jyZngrkMDqq9gtMrXg3lPQeIoKL/kkkvMX3/oQx/Crbfeir6+Ptx88814//vf79rFERERuenuAxN43388jqUab6pkt3/UGPK2of5uZZEpnwtYpnysiWnlIiiXtadcZARbHWZlZlgluM8pc/K6y0G5KF93+eBhbqmIv/jB0wCA/3nd2djhY+m32XPt4HmcyRXN1/mOITkz5ZkqQ8KqmTAz5cELyhsNejMnrwc8KBcHR8vFinYilq97zlFD0EMPPWT++uUvfzkOHjyIhx9+GHv27MG557Z3eAYREZFdf/3DA9g3uoAX7l6Hl52/we/Ladp+m5nygVQwy9dFdtnO+h1RDTAnQbBajbUOrbXgo5n9z16bcHnyupBJiJ5yd5/L//1/9mNqsYizh9N4xwt3uvrYzbIy5c0/j6J0fVNfF7ri7Vnj1qyeKuu0qjEPqwI4CC3VoM0iyOvQAOs1mi+pKCkqThtZ8lQ8Yj6/5B1X/oa3bt2KrVu3uvFQREREnigrqrlWSJThBommaTgwJnaU18+Ui4A1X1KRLylt28fcKpEpt7NCrFfyQW/mOrRWM+Vd3k8mt0PTNNz19DgA4Kwhd0uoRbDjZqb8/iPT+MaDJwAAt716L+JRxx2brmil4uGIGPImaT85UH2dVjVm+XoAe8rFAVmtoPzkrChf727bNbmpcnhjNl/GaMU6NL/aPs4ktoPyL3/5ywCAN7/5zeava3nzm9/cwiURERG579j0EoqKPg1b7MkNkpOzy1gslBGLhBoGRelEFNFwCGVVw+xSMTClh6M216EB1sGDrOXrY/N68NHqQCurp9zf+/zvg5N4enQB3fGI68PSRPm6Wz3lhbKC933nCQDATZdvxWXbB1x53FbYHYRWjTV5Xc5+csB+JYA5fT2I5etmRcfalWiqqpmZ8qD2lEcjYaTiEeSKChaWS9bk9YBm/oPGdlD+wQ9+EIAecItf18KgnIiIZHNoPGv+eiYXvKBclK6fPZxBLFI/6xcKhdDXHcfUYgGzuVJggvIx4w27nexyb5fc09fHXRv0Zi8D6bVP3/0MAOANl281J9+7Je1ypvwzdz+DI5M5DKUT+NOXnePKY7bKypQ7L1+XdR0a0HxPeZDL16u1WUzlCiiWVYRD9g4VZZVJxpArKsjmy2b5+sYA30+Q2A7KT548WfXXREREQXBwfNH89XQueOXrYsjbuQ36yYX+7himFguBGvY2Nm9/J67s09fNoLzFN7R2e3W99KvjM3jg6AxikRBuef4O1x/f7T3lX/n5MQDAh155bt3Vge3UyvR12XeUA/ZmH5QUFdPGgWirsxb8YE5fr5IpF6Xr63uSDQ9NZdbTFcXYgv46rSxfJ+8F91VDRETUhIMTVqZ8OoDl6+aQtw12g3I9mzkTkKC8pKhWv2lv4zfsonw9my9DUTVPr61ZZUU1J5W3OmXabq+ulz79Uz1L/pqLN3uSBTQz5S4E5XNLRXNi9EvOW9/y47ml2ropO/IlBSdm9P3XO4clLl+30TMvZnlEwyHz51OQiOnr1V6np2aDPXldqKx4OG0ekjJT3g5N95TbwfJ1IiKSTWX5+nQAy9f3jRnr0NbXH/ImBG1X+WS2AE3T37APpRoHsiJTDuiBQH9Knjf5U4tFqBoQsXkv9YgMq1+D3vaPLeDH+ycQDgH/w6MJ5m4G5c8aAey6TEKqSeXmbIAmZyAcn16CqukT6t3eD+8mcwhaUYGiaoiE1w4GE9Ujw5kEwlV+X3bpOoPegj55XchUVOaInnJmytuj6Z5yOxiUExGRTEqKiqNTOfP/pxeDVb6eLyk4Zlx/o3VogrmrPCAHEGMVe73tvGGPRcJIJ6JYLJQxJ1lQPuZi8JFJOh8Q5obPGL3kL9+7wfWp64Kbe8pFUL5tQK4J2E4HvYnS9R3DaaknYIvXKaA/j9XaBkQlTKvDD/2SrrMS7eSs/roL6uR1oXJX+eg8y9fbyVFPORERUZAcm8qhpGgIhwBV03dblxUV0YD0/h0aX4Sq6fvH7e6I7ksFK1PezDo0obcrhsVCWboJ7GPz1gFDq/zcU/7s9BK+/9hpAMDvebjnO5PQX6tuZMqPT+vB0VbZgnKHg97EGkeZJ68DQDwaRjIWRr6kYiFfqh6UVxxWBZEY9FZtS0DnlK/r93hydhlLRb13nuXr7RGMdyNEREQtEEPeztvYg1AI0LTgBKtAZel6xna2zMyUB6SnfNRhUA7Id48TLu0oB1rbb92qz93zDFQNeMHudTh/U69nXydlDNByI1Mu+q+3yBaUOxz0FoQhb0Kjqg6xDi2IO8qBlZlyTVs5x6JTytdFRcd+49+cgVQcyZg8bSCdzHamvBpN0zA+Po5yeeUP0c2b3d1fSURE1IqDRj/5Oet7cHouj5lcETO5ou2ss9/2j1rXb1e/2VMuV8Bai+g33dDEG3ZZd5VbmfLWX192enW9MJHN41u/0qsk33mtd1lyoKJ8vViGqmotlfyb5euDsgXl+mu1WFaRLym2A50jU/KvQxMyySgms4WaVR3isCqIk9cBKyhXNSBfUs2ZBZqmmdPXg7qjXBA/bw4Yg0U39gXzACWIHGXKZ2ZmcPPNN6OrqwsbNmzAli1bVvxHREQkk0PG5PXdI2kMGr3HQeorF1kLu5PXAZi7pINSEdBaplyuezQzgi6Ufa7u1W2XL953DMWyiou39uGKswY8/VqifF3TgKXS2nVTzZC1fD0dj0IUudjNlmuaZpavny3x5HWhUVWH+L4YDuCOcgDojkfM57Cy1WJuqWSWege9/1o8h+LfDTvrKckdjoLyW2+9FePj47j77rsBAI888gg+97nPYXh4GB/72MfcvD4iIqKWifL1XSMZDBhB+VRABqBpmmatQ7M55A0IXvm62FHeTFAua6ZcZP1HXAg+RK8u0L5hb/PLJdz+y+MAgHdee7bnA8aSsbBZAdDKwUOxrGLUeB3JFpSHwyFkEs3NBxhfKCBXVBAJh7B1QP6gvNH8A3P6ekAz5aFQqOpaNFG6PpROBL7UWzyHwkb2k7eNo/L1H/7wh7j33nuxc6deznTBBRfgoosuwo4dO3Drrbfi1ltvdfUiiYiInCqWVXNy+e6RDIaMtUIzAcmUTy4WMJMrIhwCdg03E5QHbNCbKF9vKlMuDh7kukdxL27t9M4kY8iXCm0Lym//5XEsFsrYM5LBi84Z9vzrhUIhpBNRzC+XWhr2dnpuGaqmB/kytqZkkjEs5Mu25wOIfvJtA92IR+UfA9VowryYvh7UnnJAn3+wWCivmMBuTV4Pfla5p2vlgL6gZ/6DxNF3+OjoKHbs2AEA6O3txfT0NADgqquuwr59+9y7OiIiohYdncqhrGpIJ6LY2JvEYNooXw9Iplz0k28fSjW1d1msCFvIl6CoWoPP9peqahifb/4Nu1m+vizXczm+4N70dQDoaeME9uWigi/edxQA8HvX7mzbPmk3dpUfn7FK12VcH2YFrfbu0VyHFoB+cqD+67RYVjFj/MwN6vR1wJrAvrgiKO+MyeuA9RwKGxiUt43jYzfxw+68887DN7/5TQDAHXfcgZGREXeujIiIyAViyNvZxp5fUb4emKDc6Cc/t4khbwDQ12X16cpW3r3azFIRRUVFKNRcv6koX/djMnktS8WyGZS4NdAq08YJ7P/+0AlM54rYMtCFV16wwfOvJ2Rc2FX+7Iyc/eSCCHhsZ8rFOrQA9JMD1us0WyVTPmlUJsUiIbO1JogyVXaVi/L1zR0QwPYkV2bKN3HQW9s4CsovueQS89cf+tCHcOutt6Kvrw8333wz3v/+97t2cURERK06NG4NeQOAQaN8PSiD3qzJ6/ZL1wEgGgmbgY7sE9jFtPKhdKKpMt0+CQe9iWFWqXhkxZC2VrRrV3lJUfH5e44AAN7+gp2IRtpXMm1lyp0/lyfMoFzOILZRefdqz0wGZ/I6UHnosPZ1avaTZ5Jtq77wQr1MeSeUr6/+mcVBb+3jqKf8oYceMn/98pe/HAcPHsTDDz+MPXv24Nxzz3Xt4oiIiFolhrztHtGDWmv6utyBqmAOedvQXKYc0Ie9ZfNl6Ye9iaC82b3evd2ifF2eoNxah+ZehqnZYM6pOx49jVNzyxhKx/Fbl7R3vW2qySFo1Ryf1oPYrQNyBhLWdPLmytd3rpPzkGE1M1Ne5WBlwjiskrHXvxnVgvJTnVS+3mWFhuFQsFsNgsbx9PVKW7duxQ033MCAnIiIpHPQWIe2a1VQPhOA8vWSouKwUcLabKYcsIa9zeTkCVqrGXU4GE30lMtUnm/tYnYxKG9DplxVNXzmv58BALzlmrPaPkXa3FXeQk/5szPG5HXJdpQLIuCxc7iyWCibawJ3DAUjU16voiPoO8qFdJ3y9U19cr7umtEVi5ibENb3JNtaLXOmc/Q3/U//9E8oFuV/M0NERGe2Qlkx9xavLl+fCkD5+tGpHIqKinQiik0O+hWtXeVy/5st1qE1M3kdsO5vfqkETZNjmN2Yg33rjfTU6dV1y4/2jePwxCIyiSjeeOU2z75OLaJX12lPuaZp8pevN/E8HjVK1wdTcXNoo+zq7Sl3e/ihX6w2C30veTZfMg8FOyFTHgqFzENADnlrL0dB+eWXX27uKCciIpLVkckcFFVDJhE1S6MHzankZRTLqp+X19C+UX3I2571GUd9mCJTLn/5un5A0mwgK3rKi4qK5ZLi+nU5MebBLuZMnV5dN2iahk/frWfJf/t529YMe2qHVqevzy5Z69Rk7e1t5nk8MiVK14ORJQcaZMoXgr8ODbDK10WmXGTJ+7pj5ms46EQbQrOHpNQaR6+eX/u1X8ONN96Id77znTjvvPMQj688wXvta1/rysURERG1Qkxe3zWSNreG9HbFEAmHoKgaZpeKUr9JNPvJHZSuA5WZcnnKu6sZW9Df2DbbU94djyAaDqGsaphbKqE77v+bYhF8NHsv9dTr1XXDL45M47ETc0hEw3jLNWd58jUaabV8XfSTr+9Jtr303q5mZgMEbfI6ULEloEpQPp7tjJ7ydEJ/bYmKDrOfvIOyyqLNopPuKQgc/ev1t3/7twD0MvZqGJQTEZEMRD+2GPIGAOGwvpJnarGAqcWC3EG5kSl3MuQNgLl6SPZM+ajDku9QKIS+7himFouYXy5howRvIsc8KNM1e5E9ypR/xsiSv/6yLRhK+xM0tZopl30dGlC/vHu1oE1eB+r3zE90SPm6OeitqL9OT3ZgUJ5JMFPuB0dB+dzcnMuXQURE5D4rU74y0zyU1oNy2Ye9HWgxU96f0t9czUo86E3TNLMP28n6nd4uPSiXZS2aF72z4k2yFz3lT5ycx72HphAJh/C25+9w/fHtanVPudlPLumQN6AyaG18j9bk9eAE5SJTXiyryJeUFRULE1lRvh70THn18vXN/fK+7pr1qos2YiKbx3XnDPt9KWcUR0F5Op3G4uJi079HRETUTofMdWgr39gOpuVfiza/VMJpI1jd03L5urz3mS2UsVTU+8GdlHxbE9j9v0dN06zydTcHvXWJoNz9TPmn7z4MAHjVhRuxxccsc1ocPDguX++cTLmiajgyFbxMeSYRRSgEaJr+WhVBeaGsmAegw5lgZ1/XBOUdtA5NuPHyrbjx8q1+X8YZx9Ggt1wuV/XjpVIJpZIcJ9VERHRmy5cUHDP6THevypQPpOSfwL5/TC9d39TX5XjwljXoTd5/m0WWvLcrhq54873A5gR2CdaifffRUygqKqLhENa5WAZuDghzOVN+eGIRP3xqDADwjmt3uvrYzUq3mCkPQvl6r82e8lOzyyiWVcSj4UAFe+FwCOm4GPZm3eOkkSWPRULmz6SgSq2avn5yVn/ddVL5OvmjqUz57bffXvXXAKCqKu6//37s2rXLnSsjIiJqwZHJHFRN3/E8vGq4UBB2lYshb+ducJYlB6yecpkz5VbpurMMmpjA7vfBw90HJvCebz0OAHjrNWchHnVvv68VlLubKf/cfz8DTQN+7dyRNQdX7WYO0HKYKQ9E+bpxuJYvqWbQXY0oXd8xlDJ3RgdFJhlFtlBeUdUhSteHM0lz4GZQWUG5/vPGKl9nUE6taSoov/XWW6v+GgBisRi2b9+OT3/60+5cGRERUQsOTehB7e6RzJo3giIol7l8XWTKz1nvbMgbAHO/8Zyxx1vGN8QiKHfag90rqgF8zJQ/8uwsfu/2h1FWNbzqoo1478vOcfXxRfl6tV5dp07PLeM7j5wCALzzOn+z5IBVvu4kKC+UFYwavfwyZ8pFNQCgZ5IHa1RTmEH5uuBMXhd6umI4PZ9fUQ0w4cGaQL9Y5esK8iUFU8a/IQzKqVVNBeVjY3qJ0/nnn48nn3zSkwsiIiJyQ60hbwDMN8PTAciUO+0nB6zy9aKiYqmomFkemYy2mCm3esr9CcoPTyziLV9+EMslBS/YvQ4fe+2FjnbK15OOV+/VbcU/33sEZVXDlTsGcPHWfheusjWtlK+fnF2Gpukr8sSBm4wi4RDSiSgWC2Us5MsNg/Ig9ZML1XaVj4sd5QHvJwdWru4Tk9dT8Yj5c4jIKUe1VasD8oWFBXzjG9/AAw884MpFERERtepgjSFvQMWgt5ycPeWqqpmT11spX++KRcwSWVlL2MUKMaeD0UT5+rwP5euj88v4nS8+gNmlEi7c0ofP3Hyxq2XrQtgI5gB3JrDP5Ir4xgMnAADvvPbslh/PDeL+ioqKQllp6s9W9pPLWA1SqUe0ItQ5RAriOjRBTGCvfJ1OZEU1TAdkyo2e+WJZxXFjZsnmfvlfdyQ/R/9yfPvb38aNN94IQO8lv+6663DLLbfgqquuWtNrTkREwXJwPGtOlg2yQ+NW+fpqspevn5hdwlJRQTwaxvZB5yWsoVBI+mFvY/N6tsnJ5HXAGvQ21+bp63NLRfzOFx/Aqbll7FiXwpfefJmnlQjm5G4X+sq//9hpLJcUnL+pB8/fNdTy47khXfF3lys0GZQHYPK60GNj2NuRAGfKrUOHtZny4YDvKAeAVMKqUhHVTEEaxkfychSUf/SjH8WHPvQhAMB9992HyclJjI+P4zvf+Q7+5m/+xtULJCKi9nn85Bxe8nf34I+++ajfl9KSfEnBcSN7tqtqplzP2Mg66G3fqDhQSCMaaS3zKvuwN1G+7jRT7kf5+nJRwS1feQgHxxcx0pPAV99yOQY8Lpu2yoJbv0/R2nHt7mFpMnyRcAjdxvT9ZkvYgzB5XbDWolW/x7mlotmnHMSe8mqZ8nHRU54JfqY8GgkjYVTDiO8jTl4nNzj6l/7gwYPYuVMfCvKTn/wEv/mbv4lUKoXrr78ezzzzjKsXSERE7fOLZ6YB6H2yQXZ4YhGaBvR1x6quphIB1GKhjHypuaxcO7gx5E3oMzLlsh5AiPL1Db3O3tj2trkSoKyo+J//9jAeOj6LnmQUX33LFdjc730w2CiYa8YRozz6rCG5gj6zRL/Q3HMpgvJtEk9eF3q66q+3E6XrG3qTUs6AaMS6P+t1KlaiOR3mKBtxQCZajDjkjdzgKCjfuHEjfvazn6FcLuPb3/42XvziFwMATpw4gU2bNrl6gURE1D5PndaDQVmzqnaZk9eH105eB/QSy1hE/7iMwap4s3dOC0PeBJEpl7F8PV9SzOtyXL7exp5yTdPwvv94Aj/eP4FENIwvvPmylgbxNcPNTPnRKT3wky0T63TYmyhf3xKgTHmt5zHIQ94AK1O+UC1T3gE95YC1Fk08VyxfJzc4Csrf9a534RWveAW2bt2KcrmMl770pQCAb3zjG7jppptcvUAiImqfp07PA9BLgRVV8/lqnBND3qqVrgN6r/VgypjALmFf+X4zKHcjUy5v+bpYh9YVi5gZtmaJ8vVsoYyyorp2bdX8zZ0H8K1fnUQkHMI/veFiXLZ9wNOvV0n0Imdb7CnPFcpmdcKOIbkCv3TCmmxtl6ZpwSpf76pf8WAF5XIdmNi1evp6oaxg1jgw64Tp6wCQMoa9lRT930iWr5MbHP0L+Ad/8Ae4/PLLcfz4cbzkJS9BIqG/sdm0aRN+67d+y9ULJCKi9lgqlnHEyKBpmh6Ye90n65V6Q96EgVQcYwt5TEk2gX2pWMYxY6rvOS1MXhdkHvRWuQ7NaW9z5SqihXzZs9fsF+47is/crbfo3fabe3H9eSOefJ1aRLBTb0CYHSJLPpiKm6X/snASlE8tFrFcUhAKoS1tBK1q9Dw+M2FMXh+W68DELqvNQr8/Uboej4TNVpqgS69qKwjC647k57hZ5YorrsAVV1yx4mNvectbWr4gIiLyx77RLLSK5PhMrhjYoLxRphyw1qLNSJYpf+zEPDRNXx80VGOPcTNkHvQmylpb6TWNRsLIJKLIFsqYW/LmNfvdR07hL37wNADgPS/dg9ddtsX1r9FItf3PToiDN9n6yYGKnvIm7vHZGf1+NvZ2ebKOzm2rg9bVgjx5HVj7OhWT19dlEtIMFWxV5QT2RDSMoXQw/50kuTgKyj/72c/W/f13vOMdji6GiIj887RRui7IGMTZsVxUcGJWL2etlyk316JJlim//6g+bO/yswZdeTyRnZqVPFPeit7umB6UezCB/b8PTuLWbz0GAPjdq7fjndfudP1r2NEomLPr6KSc/eSA1VPezEpGUbq+ZSAYJcTVBqEJxbJqbo0IblAu2kn01+nEQufsKBfSSSvjv6mvq2MOG8hfjoLyj3/84yv+X1VVnDp1CsViETt27GBQTkQUQGLImzAr4QA0O8Tk9YFUvG6mWaxFm5bsPu8/MgMAuOIsd/qVrUFvct0nULGjvNWgvCuGk7PLrq9Fe/TEHH7v9l+hrGr4jQs34kOvOM+3N+AZl/aUH5nSM7E7JAz6Mg7K15+d1l9D2wbkO2Sopt7hyrMzOSiqhlQ8EtggtlccOhg98xMdNnkdANIVmXIOeSO3OArKDx8+vOZjS0tLeOtb34pLL7205YsiIqL2E0F5JByComqBzZSL3bG7GvRkivJ1mQa9FcoKHn52FgBw5Q6XgvKUyJTLc5+CGDjWalAuqgHcnMB+eGIRv/ulB7BUVPD8XUP4+G9diHDYv4yYyLC2On39qMzl6w5K9I8b5etbA7AODagY9FbleXzGrGJIBzb7Kg6PFgtlaJrWUTvKBTHoDeA6NHKPa8033d3d+MQnPoHPfe5zbj0kEZGUfn54Cp/4vwc8n/TcTiVFNddwPXdLHwA5y53tODjReMgbUFG+vihP+fpjJ+ZRKKsYSsddK181M+U5+Z5PMX3d6To0oa/L/WqA3//aw5hdKuHCzb347Bsv8b1f2Y1MuaZp5o5yGad7pxNWQGfXiZngrEMD6u+bD/rkdcDqKVdUDUtFxewpH+6gTHnl/nhOXie3uPovTDQaxejoqJsPSUQknQ9890l88ieHcf/RGb8vxTXPTC6iqKjIJKLYu7kXQHDL1w8ZQ9521xnyBsBciSbTnvL7j+j95FecNehapkwE5dlCGSXJDpKsnvLW3tiK7ON8jTVTzZpfKuGAUXHxz79z6Yo34X5xY0/5ZLaAxUIZ4ZCcQayTPeWip3ybhPdTTb2KB3PyuoStBXZ1xSKIGhUlC/kSJrKtD3OUjfheBDh5ndzj6F+Zu+++e83HZmdn8clPfnLNRHYiok4yv1wyyz9FQNEJnjqll66fu7HH7MOWsdzZDrN8vUGmfMAoX5+SqHxdHPRc4VLpOqAHrKGQvuZubqmEdZKUkZYUFZNGlcJIb2vXJMrX55bdeS5FSfRwJoFhSXYruzHoTUxe3zLQjUQ00uCz20/06trNlOdLViY2CDvKAaviIVdUUFZURCNWfszMlAd0HRoAhEIhZJJRzC6VkM2XMSEy5ZL83HHDikw5y9fJJY6C8uuuu27NxzKZDK655hp8+tOfbvmiiIhk9dQpa0L5lERlz60S/eTP2dhjBjgzEpY7N5IrlHFyVh/81Kh8fUiyTHlJUfGr43o/+RUuTV4H9BkBvV0xzC2VMLdUlCYon8wWoGlANBwynwun+rrc7Sk/Nq1nX7cPylNG3JO0hqBpmuaokkKUrsvYTw5Y5etZm0G5KF3PJKKB2YFdmWXN5svoN9poNE2rKF8PblAO6AeBelBewngHZspZvk5ecBSUl0pr/9GLRv0v7SIi8toTFUH5ZLaTgnL9vp6zsRepuJ6tknFadyOHJ/Q3tUPpeMN91WLQ23JJwVKxjO64v/+OPX5yHsslBf3dsYZD6prV3x3H3FJJqjkBotJkpCfZ8gC13i6RKXcpKDcyytskGh4mSvRVTc+yph2U1B8Vk9eH5Az6xD0t2izRF6XrWwe7AzMYLRYJozsewVJRwUK+ZAblk4sFZPN6a4FMrzsnxMHDZLaIOeNnTlCnyVcjKjqi4VBHHTaQvxz1lEej0TX/CRMTE65dHBGRbJ7owEy5pml4erQyU66/SZwJYFBuTV6vnyUHgO54BAljeJcME9it/eQDrk/5tqof/L9PQUxlbnVHOVAxfd2toHxaD8q3S5RRTkTDiEWMXl2H92lmyiUdJJYx95Qrtj7/uFHREJTSdaHasDfRT75loBvJmHytBc3IGBUPIvMfj4bNg7NOMGBU9mwd6EbEx40M1FlcGfSmKAr+67/+C69+9auxefNmNx6SiEhKT3ZgpvzEzDKy+TLikTDOHk6bGeYgDno7NGFvyBug9z4OSbSr/JfmfnL3StcFGXeVm5lyF4LyXpenrx+XsHxd79U1yrsdTmAX8zB2SnTYUCnd5J5yM1MetKBc7PKuqAjolNJ1wLq/Z4yfx8OZRGAqGey4YFMv/uRle/CXv7nX70uhDtJSUH706FF86EMfwrZt23DzzTejq6sLX/va19y6NiIiqSzkS2avKdA5mXJRur57fRqxSBj9FVlHRdX8vLSm2R3yJgxIshatrKj41TE9KL9yh/tBucgky1S+Pjav9/5vcKH80+1M+fFp+crXAauvvNqO60ZKimoGsbJmytMVffOqjZ89JyrK14Ok2tC+TliHJojDo8PGPXVaiXc4HMI7rz0bz9vp/s9qOnM13ZBUKBTwne98B//yL/+Cu+++G9deey1OnTqFUqnEvnIi6mgiSx4Jh6CoWsdkys0hbxv0VWiifF3V9DeN/Q16s2VirUOzF5SLvnK/y9efPL2AXFFBb1cM56y3d+3NkDlTvt6VTLkVlDsdgiZk8yVzIr9sQbmVKW8+KD8xs4SyqqErFml5L7xXKvvkc8Wyeb+1HA9spnxtxYO1Pz74mXLRhlCZKSei+prKlL/rXe/Cxo0b8Ud/9Ee49NJLceDAAdx1110AWh/0ls/ncfjwYUxNTVX9/Vwuh5MnT0JR7PUZERG5TQTll2zrB6BnHWXb++yEOeRtUw8Avf9PvDkO0lq0xUIZp+bE5HV7b2zFrnK/y9fFfvLLtrvfTw7ArH6Q6fkUPeVuBOUiU15SNCwVW3ufIErXh9LxhkFhu1k7rpsvX6+cvC5rKXFl33yjEnZV1axMecCC8kyVigeRKd/RAUF5T8XaN6DzMuVEXmgqKP/Hf/xH7Nq1C/fffz/+9//+39i5c6drF3LLLbdg165d+OhHP7ri44qi4Pd///cxMDCACy64AOvXr8c3vvEN174uEZFdTxi7vJ9/9pA53MXvDKsbKtehCf0p+YK4Rg4ZpevrMgkz29+IlSn3t+pB7Ce/0sX95JXE34dM5esiU+7GoLeuWARxY99zqxPYzSFvEvWTC2KAlpNBb6KffIfE5dGhUMhcN7XY4OBhcrGAQllFJBzCxoCtpVpdvr5cVMwDxc4oX1+ZqBvuoMnrRF5pKij/3Oc+B1VVsXPnTrzqVa/Cf/7nf7qSuf7yl7+MI0eO4Pzzz1/ze3/zN3+Df//3f8ejjz6KmZkZ/OVf/iXe+MY34sknn2z56xIRNUNkyi/Y0odBo6Q76H3lk9kCJrIFhELAOeutoHxABHEB2lVula7bzzSJ59HPqeSKquHBo94NeQPkK19XVa0iU956QBUKhcyS4FZ3lYtM+TYZg3Izw+ogU26uQ5PvviqJKp1Gu8rF87SxL4lYxJW5xW1jDXrT7/HoVA6apld8NFrlGAQ9qypMhjPMlBM10tRPsbe//e144IEH8Mgjj2D79u1405vehO3btwMADh8+7OgCDhw4gPe///24/fbbEYmsXQHxmc98BrfccgvOPfdc8xp27NiBz3/+846+HhGREwv5kplp2rupF+uMHrmg95WL0vWzhlJmhgpAINeiNbMOTRBvgKd8DMr3jS4gWygjk4jivIpqBTf1SzbobWapiJKiIRRyr99UlLDPLbf2XIod5dsl6ycHrF5kJ4PeRPm67OXRaZuZ8qBOXgfWZsorJ6/L2lrQDHHoIHTSjnIirzg6Wty7dy/+4R/+AadPn8bHPvYxvPjFL8bu3buxd+9efOhDH7L9OIVCATfeeCNuu+027NixY83vj4+P48SJE3je85634uNXX301HnroISeXTkTkyFNG6fqmvi4MpOLmKq3JgGfKrdL13hUfF8GqLJlVOw5ONDfkDYC1Es3H5/GXRj/5pdv7Pdt52ydZpnzMKF0fSidcy3L2uZQpF+Xr2yTMKItMuaOe8imrp1xm1q7yDg7KVx2udNLkdQBrZjGwp5yosZb+JUwkErjxxhtx11134ciRI7jhhhvw5S9/2fafv/XWW7Fr1y78zu/8TtXfF0PfBgdXlvMNDQ3VHAgH6MH+wsLCiv+IiFohStfPN4ahdUqm/Okq/eSAlXWcCVT5up4pb6p8Pe1/+brYT+7FKjTBOmTRp5P7zc1+ckFMYG+9p1zsKJcv2HO6pzybL5k/q2TuKQfsl68/axyebB2Q+36qsTLl+j0+00GT14Fq5evMlBM14loTzvbt2/EXf/EXOHbsmK3Pv+uuu3D77bfjPe95Dw4fPozDhw+jWCxifn7eLIUPh/XLK5VW/gNbLBarlroLt912G3p7e83/tmzZ4uymiIgMTxhB+d5NekZZZFiD3lNuTl5fFZRbPeVyZFYbWciXzEDP7o5yoHJPedGXYFVVNTxo7Ce/wsOgXByylFWtYbDTDmNGP7mbGbReF3aV5wplM3iVsafc3FPe5D2K1pt1mYR0E+VXSxvX19Hl610rp6+L1WGdEpRXDnqLR8PmgRkR1eb6YvF6wXKlsbExDA4O4qabbjI/duLECZw+fRr33nsvDhw4gM2bN5ufu/rPit+r5n3vex/++I//2Pz/hYUFBuZE1BIrU64H5Z2QKc/mS2ZWcHX5el9KTOsORlAuhryN9CSaegMoVqIVFRWLhcZ7kd22fyyL+eUSUvEIzveonxwAkrEIumIRLJcUzOVKazJZ7TY2r0+adjNT3tdlVQM4JYaHDaTiUgYSTveUV65Dk53ZU96wfF1/DQUxKK+seFBVzRzCt3O484LykZ5ER/TJE3nNt3GVb3zjG80Mufjv3HPPxZvf/GYcPnwYkUgEmUwGl1xyCe68807zzxWLRdx111249tpraz52IpFAT0/Piv+IiJzK5ktmP6aVKQ/+9PV9o3q594be5JqJv2amPDBBuShdt58lB4CueATdcf0w2Y/1dvcf1fvJL9k+gKjHE6Rl2lUuqhrc2FEu9JmZcuf3d1z0k0tYug4431Mufn4FoWdZBHT1gvKlYtn82btV0ueqnsqKh9Pzy8iXVMQiIWzpD9Zqt1oqDzc5eZ3IHul3SHzkIx/B7bffjn/4h3/AAw88gDe96U2Ix+N4xzve4felEdEZQgxD29ibxKBRtt4JmfJapeuAfNO6GzloZMqbmbwumLvKc+1/Lu8/IlahebOfvJJME/XNdWhulq93tV6+flTiHeVARS9y05ly/fsjCJnyVLzxwYMoXe/tiklZ0dCIGPSWLZRxyChd3z6Y8vxgrl3i0TCSMf1eOHmdyB6pvvu3bt2KdevWrfjYr//6r+Nb3/oWvve97+F3f/d3AQD33HPPmuFvREReWV26DgDrzJ5y/wMcp8Rhw3mrStcBoD8VrJ7yQxPND3kTRAl7uzPlqqrhgWNiyJv3QXl/yhiEJkFQ7mWmvKXy9Smxo1zO7KvT6euip3zHkPzl0WkbmfJnp4PbTw6sLO9+7MQcgM7pJxdEtpyZciJ7XO8pb8Udd9xR9eM33HADbrjhhvZeDBGRYfWQN8DKlM8vl1AoK0hE7c3TkMlTNSavAxXTupdLUFUNYY9WdbnF3FHeZPk6AAyKYW9tPoA4NLGImVwRyVgYezf1ef71+szhff5WP2iaZq5E29DrXrmuOX29haBcrEOTNaMsMuVLRQUlRbW1Tk7TNDMoPysI5evmnvLaz6M55E3Sw5NGEtEIkrEw8iUVjzw7B0D+qfjN6klGMZktYJiZciJbpMqUExHJSATl52+2gvLerhhiET1Q9aMXuVWFsmL2YVcLykXWUVE1RzuR22l+uYTxBb30fJeTTLlPa9FEP/ml2wYQj3r/z3F/txyZ8oV8GUtFBYB85eti0JuMk9cBK4sMNJ5OLowvFLBUVBAJhwKRWU6be8qVmp8T5MnrgjhgebRDM+WiRH+EmXIiWxiUExHVsVgom1mmykx5KBQy16IFsa/80PgiyqqG3q4YNvWtzVYmohGkjAFoMgwGq0ccLmzoTTqaKj6Q8me9XTv7yQGg3xze52+mXPST93bF0BV3r8JEVAI4DcqXi4q5qk3GHeUAEIuEzcGEdg/LRD/51oFuW5l1v9nZU94RQfmqQ6ROmbwuvOHyrbhsez+u3bOu8ScTEYNyIqJ6njo1D03TAz4RhAtB3lVeOeSt1roamQaD1WMOeXNQug5Yk/TbWfGgaZqZKfdyP3mlPkkm6o+apevuZtD6jCBnsVBGSVGb/vPHZ/TDt96umPl3JSPRj2x32NsRs59czuz/alZPeePy9W0BDsor+8qBzitf/61Lt+Bb77jKHI5KRPUxKCciquOJKkPehCBPYK/XTy4MBGTYm+gn3+0w0+RH+fozkzlMLRaRiIZx4Za1ry0v9LswCM0NYkf5iIul64CVeQT0VVPNOmYMeZM1Sy5kmpzAHqQd5UBlT3n1TLmiajhp7CjfEuCgvGfF2rCEoyofIuocDMqJiOp4ssqQNyHIu8qfNoPy2gFhX0DWolmT151lyv0oXxdZ8udu7WvbkMB+STLlY/P637PbmfJIOGRmH+ccBOViR/l2yYNXa8e1vfL1o1N6JcmOgPQsV05f1zRtze+PL+RRVFREwyHXX0PtVHmI1Gn95ETUPAblRER1VJu8LgQ1U66qGvaNdlKmXJSvO8yUp9qfKbf6ydu33tONlWGt+tnhKdx+/3EAqDrLoFWt3OMxyYe8CSJTnm2yfD0omfKUkSkvKRoK5bVtCKJ0fXN/V6D3evdUlK/vHA7Gc0NE3pFqJRoRkUwWC2XzDW218vWhgO4qPzadQ66oIBEN132jLktmtZ65paJ5KOK0p7yyfL0d699W9pO3Z8gbUHHI4sPzWVZU/P1dh/Cpuw9D0/R98jddsdX1r9PXFccJLGN+ufl7NDPlkpeviwyrnUFvhbKCE0YQuzMgPcupeMWE+UIZydjKShKxozzIpesAM+VEtBKDciKiGp4+vQBN09c2iax4paBmykU/+TkbeupmmoIQlIss+aa+LnNqc7NEsFpWNSzkS54P+To2vYTxhQLikTAu3trv6deqJO5rqaigUFbaVjZ/am4Z7/r6I3jo+CwA4KbLt+LDrzzP1cnrQitr0Y4ZB3DyZ8rtD3o7MbMEVQNS8UjVn2EyioRDSMUjyBUVLObLawZsdsLkdWBlTzmDciJiUE5EVMOTdYa8AcGdvm5nyBsADKSMnvKcvD3lYsib09J1QF//lklGkc2XMZ0reh6U339Ez5JftKVvTRbQSz3JKCLhEBRVw9xSCSM93n/tO58aw598+3HML5eQSUTxV6/ei1+/cKNnX6/XYfl6vqTg9Lzc69AEEZTbyZQ/Ywx527EuXXPLgozSyagelFdZi2ZOXpf8eWqkp6uyfJ1BOdGZjkE5EVEN9Ya8AQjsnvLKdWj1BGElmthR7nTImzCYiutB+WIROz1eq3v/UaOfvI2l6wAQCoXQ1xXDdK6I2aWi69PPK+VLCm77r334yi/0/vELN/fikzddjK0eB1JiLVqzQbko8c4ko2blhKxEhtXOhPmjAesnF9KJKMZRqBqUH++QTLmYDZCMhbHBw+9FIgoGBuVERDWYQ942Vw9eRTlotlBGvqS0NevplKZptiavA1ZZ95zEQbk55K3FTNNgOoFj00uYyXl7wKJpmpkpb+eQN6GvWw/KvRxq98zkIv7g3x7B08Ywwbe/YAdufckexKPeD+VyWr4uhrxtH0xJn1HuaSJTfmRSTF4PWFBuBKzV1qKJA5Sg95SLyfHnbujxfI4FEcmPQTkRURVLxTKeMd7Q1ipf70lGEY+EUVRUTGYLgXiTOL5QwHSuiEg4hHPW188ui0nWMxKXr7e6Dk0QBxBeD+07ObuM0/N5RMMhXLytz9OvVY0+JyDn2QT2/+9XJ/Gh7z2JpaKCwVQcH3/dhbhuz7AnX6sa8ZptNigXQ96CUBJtDnor2M+UB2UdmmDuKl+VKc/mS+aBUtAz5Zdu68ffvf5CXLC5z+9LISIJMCgnIqri6dMLUDVgpCeB4Uz10sJQKIR1mQROzS1jajEYQbkoXd+5LtUws1+ZKdc0TboM4kyuaAbRZ7eYKRc756c9Dsp/aWTJL9jci+54+/8J7vNoeF+uUMaHvvsk/uORUwCAq3YO4u9ef5GnJfLV9HU5q+4Qwet2yYe8ARWD3mzsKT8iesoDWL4O6FVIlUQ/+UAqbpZ/B1UoFMJvPnez35dBRJJgUE5EVEW9/eSVhtJxnJpbDkxf+VM2S9cBa/p6WdWQLZRXTAuWgRjytrm/y9xt7NRgSm9F8Lp83eonb3/pOgD0e7Cr/MlT8/iDrz+Co1M5hEPAH1+/G7937dmI+FCS2+OwfP34dHCGh9ndUz6/VMK0kVUOXE+5cfCwuny9U0rXiYhWY1BORFTFEw0mrwuirzwou8rtDnkDgGQsgq5YBMslBbO5onRBuVtD3oCK8nUPe60BK1N+pV9BudhV7sJ9apqGr/z8GP7qv/ajqKjY0JvEP970XFy2vb0D7CqJ8vW5pnvKgzMQzRz01qCn/MiU3n4z0pNo+dCq3dJm+frK59GcvM6gnIg6jPdTV4iIAqjR5HUhaGvRRKb8PBtBOWBlVmc96kFuhTnkrYV1aMKgWb7u3fN4am4ZJ2eXEQmHcMm29u0nr9Tn4vP53UdP4c++/zSKiorrzxvB/3nX830NyIGKnvIm7q9QVnB6bhmA/DvKgcqVaCVomlbz88x+8qFg9ZMDFUH5qoMHUdEQ9H5yIqLVGJQTEa2yVCzj8IQe8DUKykWmPAjl6/NLJZyc1YOP52xoXL4OuJtZdZsoX9893Hqm3Cpf9+4+xdT18zf1mkFHu4mWBDcm6t99YBIA8MYrt+Lzv32J5/vd7TB7ypfrB6yVTs4uQ9WAVDxizhaQmSjRLykaCmW15ueJfvKzAjZ5HagoXy8oKz7+bIesQyMiWo1BORHRKvtG9SFvw5kEhhsMqgpSpvypUT37v7m/C73d9krRRVm324PB3HDIODhxo3x9sA2D3u4/oveTX3mWf9lkq/Kh9ft8/KT+err+vPXSDAEUK9EUVUOuqDT4bN2xKTF5Xf51aIB+eCDa9evtKrcy5QEMymuUr7OnnIg6FYNyIqJVnjhpr3QdCFam3NpPbq90HbCmdXuZQXZiarGAmVwRoVDrk9cBKyifXSpCUe1lWJt1/1FjP/kOP3uuRaa8tfL1+eWSGfTZ+T5pl2QsbO5Dt1sNYO4oHwpGoBcKhcygtV5f+TMB3VEOWCX6lSvRyopqVvoEYSAfEVEzGJQTEa3yxCk9eG005A0IWKa8icnrwoAH07rdIErXt/R3oytef7WbHaKsW9XcKe1ebXwhj2PTSwiHgEt97Lt2q/LhKWPmwpaBLvMxZRAKhdDX1dxrVuwoD8I6NEGUsC/UmMCuqpo5vK5TespH5/MoqxrikXDbV+0REXmNQTkR0Sp2h7wBwcqUNzN5XTAz5ZKVrx8aF6Xr7gQcsUjYHBI27UFVgJi6ft7GHl+n2JuD0JZLUFuoCHjc+B65YFOfG5flKlHCXq+0u5KZKQ9QUG6tRaueKR9dyCNfUhGLhLC5v6udl+aKanvKRen65v4uX9btERF5iUE5EVGF5aKCQxN6FnbvZjuZcj1ozRUVLBXrryjyU76k4Blj8FNTmfKUe4PB3HTAyJTvcqGfXBD36kVf+S/NfnJ/VqEJYhCaqtXOstrx+Mk5APa+R9qt2bVoIlMepJLonooJ7NUcMUrXtw50IxoJ3lu9anvKj4shbwF6noiI7AreT2oiIg89bQx5W5dJ2CqRTCeiSMb0H6VTWbkC10r7x7JQVA2DqThGehK2/5wIcGTrKf/FM3rm+UIXg8IhYwL7dM79qgern9zfoDweDZtZyFbWookhbxdI1E8u9HbZ75svVfQpbw/QQDSRKV9Yrn4QKPr9zwpg6TpQOejNuj9OXieiTsagnIioQjOl64Dewyr6yicl7isXpevnbexpasK02YOck6en/OhUDkencohFQrhm1zrXHlcMe3P7AGIim8eRyRxCIeByn/d4A60ftMzkimYge76EmXJRvj5vI1N+cnYZiqqhKxbBcMb+YZXfGmfK9aB8ZwCHvAFWUL5UVMzBiwzKiaiTMSgnIqrwhBGUn99E33UQ+sqdDHkDrAFoMq1E++n+CQDA5WcNuLrvWxxATLlcvv7AUb10/Zz1PbZX0Xmp1V3l4ntkx1DK1/74Wqzy9cb3d6yidD0I69CERoPejpiZ8oAG5Unr+zpntAU9O82gnIg6F4Nyktbo/DJu/dZj5oAkonYQmXI7k9eFIExgF0H5eU0cNgBAf8W0bk3zZlVYs356QA/Kr9sz7OrjDhrP47TLz6PYT36Fj/vJK/WZu8qdVT88IXE/OQBz+vq8jfs7PhW8yeuAtTKs1qC3I+Y6tGCWryeiEcSNXnjRV/4se8qJqIO5l2IgclG+pOB//Ouv8PjJeYwv5HGlz32YdGbIlxQcmtDfzDYTcMieKS8rKvaPNr+jHAAGjKxqSdGQKyquZqadyBXKZpB73TkuB+Upb8rXRT/5lT7uJ6/Uaqb8sZPNtXi0W18Ta/zE5PVtAdlRLvTUmb6eLyk4Nae3FwQ1Uw7o2fKZXBGLhTLml0pmO8KW/mA9V0REdjBTTlL68+8/bQ4SEm8uOs0PnxzFR3/wtNkvR/57enQBiqphKB3H+ib24MqeKT86lUOhrKI7HsFZTWYEu+IRJKL6PxWzEgx7u+/wFIqKim2D3djhcsAhesrdnL4+vVjAQWN92+U+T14X+s1MucPydTHkbXOfW5fkqp4mesqPBXBHOWBlyqutfTs+vQRN0z9HbIcIInMtWr5sZsmH0gmkfD4YJCLyAoNyks6/P3gCX3/gWfP/R+fy0pTNuukjdzyFf7nvKB5+dtbvSyFDZel6M/2lsmfKRen6uRt6EHaw33cgJU9fuegnv27PsOs9wIMeTF8X/eR7RjLm36Pf+sw5Ac2Xr08s5DG2kEc41HzVRbuI+7OzEu24yJQHrCS63p7yo1NW6XqQ+uRXq5zAbg15C97OdSIiOxiUk1SeODmPD37vSQDA/7zubADAckmxlfEIkrmlIsYX9Df+pzu0EiCInnBYlrsuLQaEyRqU6/flNIgSQY7fa9E0TTP7yV/kcuk6UJEpd/E+7zeC8iskKV0HrEy5k/J1MeTt7OG0tBlLq6e8/v2VFRUnjGAvaGXePV1GprzKoLdnjMnrbleStFvlrnJOXieiTsegnKQxmyviHbf/CsWyil87dxh/fP1uM7N0ei7v89W5S5SzAsD4QmfdW5A94WDIG1CRKZc2KHfWTy4MpOz36Hrp6dEFjC8U0BWL4HIPhqaJnvK5pRJKiurKY4pBlVdIUroOVAzvc7Dmzuon73PzklxldyXa6bk8yqqGRDSMkYz9dhUZ1M+Ud0hQbmbKSxVD3oJ9T0REtTAoJykoqoZ3ffNRnJpbxvbBbnzidRchHA5hQ6/+Rml0vrOyyQfGs+avx+blDOTONCuGvDUZlJs95Vl5JpQLmqY5XocmyJIpF6XrV589hGQs4vrj93XHIar73SjVz+ZL5ve6F4cITvW1sOZOTF6/QNLJ64A16C1XVFAs1z5cOVqxDs1JW4efxJ7yaplyMXn9rIDuKBdW9pTrzxUz5UTUqRiUkxT+/q6DuOfgJJKxMD7725eYmY4NvXr/2On5zsomH6oIypkpl8M+Y8jbYCpuHgbZJYLy5ZKCXFHx4vIcOzW3jPnlEqLhEHaNOFuPNCDJrvKf7PeudB0AIuGQOZncjWFv+0az0DRgQ2/SrKaQQX8T08kraZpmVpPIHJRnkjGIVup62fLjZlAevOBVZMoXC2Woq4aFHjEz5cFchyaI8vVcQWH5OhF1PAbl5Lu7nh7HJ39yGADwv199Ac5Zb5XYbuwzMuUd1nd9sDJTzqBcCk6HvAFAKhFFd1zP3E5JNuxNZMl3jWSQiDrLLrc6rdsNM7kiHjkxBwC47px1nn0d0VfuRlVAq738Xul3eMgyOp/H1GIR0XAI526Q654qRcIhZIwsa72g/NiUHuhtD9iQN8Cavq5pwGLRKmGfzRXNw5btAVvztpp4DmeXimYLW9AG8hER2cWgnHx1bCqHd//7owCAN1+1HTc8d9OK3xeZ8tGOy5RbPeVjHXZvQSUygE53L8vaV95qPznQWg+yW/774AQ0TZ8gL34ueEHMsXBjaJ/4uz/PYduAV8TzWSirWG6iskOsqdw9kvGkfcBNokR/frn2wYPIlG8PYO91MhZB3FhVWNlXfsSYvL6xN4nuuJyD+OwS5esHx7NQjN7/dWl5Kk6IiNzEoJx8s1xU8I7bf4VsvoxLtvXj/f/PuWs+R2TKO2lC+dRiYcV054lsZ658C5onTukBVLND3gSrr1yuoPxpF7K1MqxE++n+SQDAdXu8y5IDwKDxPLpRvu7GgYgXUvEIYhG9GqSZ5/TxAPSTC302SvSDuqNc6Kmyq/yIMXk96P3kgFW+/vSo/n20ZSB4vf9ERHYxKCdfaJqG9/3H49g/lsVQOoFP33yxeepfqRMz5aJ0faPRt1xSNN8HaJ3p8iXF7PPf6zDgEBkceTPlzgMpvwe9lRUV/31QD8q96icXhlLu3GuhbL2mZAvKQ6GQo+fUrCYJQFDeaAK7omo4MaMf9ga1JLraBPZO6ScHrEy5OFjZxn5yIupgDMrJF1/9xXF899HTiIRD+NQbnouRnuqDtcTArbH5/JphNkElStfP29hrrmBiX7m/9o9lUVY1DKTi5mFJs4YyRtmzRJnymVzRPNA6d0PG8eOIQW9+rUR75MQc5pdL6OuO4blb+z39WgMpI1Oea+15PDS+iLKqobcrhk193pXbO9XssDdN08zy9Qs393l1Wa4RQXmt+zs9t4yioiIeCXvaDuGlapnyoyJTHsCS/NVE37ywhUE5EXUwBuXUdr86PoO/+MHTAID3vfwcXLGj9v7e9b1JhEJAUVFXlHwHmciU7x5Jm4cRnMDurydaGPImrEvrz6VMmXIxaGz7YLeZVXNClALPLPmz8k1MXX/h7nWIeFy+Kga9tVq+Lv7uz9/U4/g15aVm16KdmNGn+McjYewecX7A0y5m+XqNTPnxaX3I25aBLs9fU14xM+WFivJ1o6d8RweUr6cSK4NyTl4nok7GoJzaaiKbx+/d/jDKqoZXXLABb73mrLqfH4tYg106ZVe5yJTvHslgfa8IyuUJ5M5ET54UQ96clxmLTPlkVp7DIzdK1wGrp7xYVrFcav/Kt596vAqtkqheafUQ0K2/e69YmXJ79/n4qTkAesVFtVYj2fR1GYPeatyf6CcPcka5p8va4w3oJfnHjMOGTipfF4LaZkBEZIf8/7JSxygpKv7nvz2CiWwBu4bT+JvXXGArg7TBKP0UK1GCTNM0HJwQmfKMmSnnBHZ/tTp5HZCzp9ya/t1aT3N3PIJ4RP/not195afnlrF/LItwCHjBLm+HvAGVg95aex7Fij3Z+skFay2avfJ1UboehH5yoHFPeZB3lAuZhH6Ponz99NwyimW9JH9TfzBL8iutLl9nppyIOhmDcmqbv/4/+/HA0RmkE1F89rcvWVOaVovo8e2ETPlktoC5pRLCIb28cKRHDwBYvu6ffEkxWwqcTl4HgKGMfNPX3dqTHQqF0J8ydpW3eS3aTw/oWfLnbu03V3l5ySxfb+HwQVE17BuVc8ib0Gz5ujl5fVOfR1fkrt4G5etHA7yjXBBBq8iUiyFv2wa7A1uSXymdWNlyw55yIupkDMqpLX7w+Gn8y31HAQAf/60LsXOd/dK6TprAftAoXd8+mEIyFsF6kSnvsKBcUTXc/svjODyx2PiTfXZwXB/y1t/d2kCuyky5DCvucoUyjhpv0t0ooe5vMohzSztL1wGrfD2bL6NQdlaqf3Qqh+WSgq5YBGdJWkbczKA3VdXwpLEy8IItwciU9zUY9NYJmfIe4x4X8vo9HpnsnH5ywFqJBgAjPQkkYxEfr4aIyFsMyslzY/N5/Mm3HwcAvOOFO/Gy89c39ec7aVe5yMjuGtHfqI/0dmb5+tfuP44PfvdJfPQ/n/b7UhpyY8gbAKwzMuXFsopsodzgs723f2wBmgYMZxLmtbXCj6A8X1Lws8PTAIDr9rQnKO9JxhA1soxOS/VFhcI5GzLSZiybeT6PTuewWCgjGQvj7CYOVP0kytcXqmTKVVXD8RmRKQ9uACsy5QtGplwcwsl6ENSs7lgE4kcyS9eJqNMxKCfP3XtoEktFBedu6MGtL9nd9J/vpEz5oYp+cgBmpnxCopLnVmmahn+7/1kAwMlZ+Q9SnnShnxwAkrEIMkZLxqQEz6c1aMyd8mkx7G22jT3lvzwyjeWSgvU9yZZWujUjHA6ZZfJOJ7A/7fLfvRfEdHI7PeWidP05G3sRjQTjbYMoz69Wvj62kEexrCIWCZmHvkHUs2pP+RFjHVqnZMrD4RDScf1nKkvXiajTBeNfVwo0kYm85uxBR2/oNhhvmkY7IlNuTV4HrKB8Jld0XCorm8dOzmP/mH740OqwrHZwY8ibIFNf+ZMVFQBusNaita+n/O4DkwCA685Z19a1Yq1OYJd98joA8+DBzvR1c8ibS6+ldhCv1/nl0pp2EjF5fUt/d2AOGarJrNpTLsrXd3ZIUA5YJezMlBNRpwvuv0YUGNbU3j5Hf36jkSkfzxagqP736jqlaRoOjq3MlPd1x8z1QhMdshbtmw8+a/56dqmEkqL6eDX1FcoKDoy1PuRNkGkCu+gBdiswHGgiiHODpmnmfvJ2la4LQ8bzOJNr/nnUNM21AXteMsvXbRw8PGH8DL8wIP3kgFW+rqgaFle1kxwzhrwFfcWWuac8X8JyUcFpo5qsU8rXAWtXedCfKyKiRhiUk6dKiop9o3pw4DTLsi6TQDQcgqJqmMgGt4R9bCGPbKGMaDhk7sYNhULmBPZOGPaWK5Rxx6OnV3ysneXOzTo4toiSoqGvO4bNLqwQErvK/c6UF8qK2SrhVmAoyoHbtRLtmckcnp1ZQjwSxtVnD7XlawoDLZSvj87nMbtUQiQcMg/fZCQGvS3kyyjXOTgrK6qZ+d8bkMnrgN5OkjAOPFcPe+uEIW+Atad8IW8Ndezrjpmv307wwt3r0NcdwxVnDfp9KUREnmJQTp46NL6IQllFJhnFNoflZ5FwyNznHeRd5ebk9aGUmR0HrBL2TliL9v3HTiNXVLBjKIUhY7XUlMO+3HaoLF13ozxalkz5oXH9sKG3y53DBgAYSNmf1u0GMXX9ih0DttcnumWwhdeuCGB3DaelnhYtMslA7V3egH44slxSkIpHsGMoWEFsZQl7JVG+HuR1aEBlT3mpYshbsJ6jRj70yvPwqw9ej40tbMYgIgoCBuXkqSdOzQHQg55wC1OIN3TArvJD46J0fWVpoThw6IQJ7F9/8AQA4PWXbTFLgKckKOWu5QmX+67Ne876exBh9ZP3uNaL3e5M+U/avAqtkugpd1K+bpWuy13qHY2E0WP069Yb9vaYMeTt/BZ/hvuhr0u0XKzOlBuT1wMewIqgPF9SccD492VHB5WuC7JuMCAichODcvKUW0O0Nhin5KOBzpSv7CcXRjokU75vdAGPnZhDNBzCqy/ebGYbpx0ENu1y/1F93dZFW/pceTyxeszvTLnI1p7vYmA40MaVaNl8CQ8emwHQ/n5yABg0DleclK9bvfzy9pMLYthbvedU9JNfsFnuQ4ZqRDVAZaZc07SKTHmwg/LKPd6PnZgD0DmT14mIzjQMyslTT5hD3lp7Q7fRyJSfCvAE9gOrJq8Lonx9LOCD3r5pZMmvP28E6zIJDKacBzbtcGpuGUcmc4iEQ7hyhzv9irJUBzxpZGvPczEwbOee8vsOTaGsatgxlPIlm9nK9PWnAzDkTeizMezt8VMiKO9rxyW5qtcoX59btu5vfKGAfElFJBzCJpdaO/wSCYeQiustEmJtXdBaDIiISMegnDxTLKvYN6pnh1vOlAe8fF3TNByuVb5u3Nt4gMvX8yUF//HwSQDAjZdvBVAZoMoZlN93SF+3deHm3hX9ta0wM+U+DnpTVM0cruhWWT4A9KesUtnlorfr+8yp6z6UrgNwXOUxmyuaE7DdPBDxihj2VmtOgP4zXH8tBTFT3te19v5ElnxzfxdiAV6HJvR0rdw3fxYz5UREgRT8f5FIWgfHsygqKnqS0ZZ3jJrl6wENXE/NLSNXVBCLhNZM/DUHvQV4svz/eXIUC/kyNvV14fnGpGxrWJacFQD3HpoCADx/1zrXHtPcU75YWLMbuV2OTC4iX1KRikdwlovluelEFLGI3tvpZbZcVTX81NhP7kc/OQDHVR6ibWDbYLe5rkpmjaof/v/27ju+rfreH/9Lw/KU9x5xYickIYMkECAk7D1LU1Yp9NIvhd62ty3cjls6LtDbltIChV8Xo+zZAmWUMhMoJCGBJCRkEeIsx7HjPeQpWdLn94f0OZI8JflI5xzp9Xw8eDywfCwf5diJ3ue99rT0wuVW5+9wLcibbY6g8vVEmbwu2YNK2E0m45fkExElKwblFDPbg8oepzpsSu4qN+r09Tp/6XpNYdao7Exp0KA3rQK5qXruY1/p+hXHVSnDoOT09Q4dBuVer8C6vTIoV2/dlnzNwx4x4UTrWJKl63PLslUdzGUymeIy7G1HUw/a+5zItFmwdHp+zL7PRPL913HA5YmoKsAI+8mDyenk4w1623ZYvb/DtZA7RiXAQf+QtxkGn7wuZQfd/CnPSdf1xH8iIhofg3KKGfmGTo0S2rJcX+Da3ueE0x3b0tlYUIa8lY7eW1zs31PudHs1C+SmYn9bHz460AmzCbhiaaXyuCxfj6YvN9Z2NjnQNTAMe6oVx6g05A0AUq0WZaK1VhUCctCYmqXrkhz2Fsu1aO/t9mXJV8wqDFkdGE/2VCts/ptnkZSwy0y53ievS3nK9Rz7d1RuzzBi6ToA5MjXF9RTnsiZcg55IyIyLgblFDM7GtWb2luQaVPeoLf06C/zOhm5ruao4tHratJSLEpGp9mAE9jlgLfTZhejLCcwOKlAWQ+mv+v1gb+f/MTaAtX7SmVfeatGrzuW2Vr5c9oZw/L1dz/XbhWaZDKZlPaLSKoCdsZgwF4s5SmZ8rFf4zYDT14HAj3lwTc7D7TLdWiJkSkPbpPgkDciIuNiUE4x4XR7sLvZlzWa6pA3wPcmWQ57azLgsDdZvj6rZHSmHAgtYTcSl9uLFzb7B7wtrQr5nJxg3d7v0l1Z/hp/UH6KiqXrkpYD7rxegZ2NscvW5mdOnFmdqvY+pzJFWotVaMHkaw23r3zA5cb+dl8W1jjl67KnfHTlw9CwB583+wd1GnDyOhDoKZeVHUKIhMuUZ6cHZ8oTb0c5EVGyYFBOMbGnuQ/DHoHcjBRUqrR2xqgT2L1egb2tch3a2G+a5K7yVoOtRVv9WQs6+l0osqeOmpQtg1OX24s+p1uL0xvTgMuNzfVdAIAVKg55k7ScwN7QNYBepxs2ixmzxvlZm4pY95T/+/M2CAHMr8hGsf93QisFEa63++xIL4TwXf9iu7bnHq6Jytc/O+KA2ytQkGlTVlIajazskJnytj4nBlwemE1AVV7iZcpnMFNORGRYDMopJrb5exEXVOSoNiDIqMPeDncNYnDYA5vVPG52JrCr3Fiv7Vl/6frlx1aOKgNPt1mUHbp62lX+0f5ODHsEKvPSMT0Gw5603FUue5rnlNljsu4p378WbaK91lPxnn8V2hkaZ8mBQKVHuDcgjLSfXJJr7sbKlMtBnQsq1fs7PN5y00NnINT7h7xV5KVrNq9AbcGD3thTTkRkXInxrxLpzvYY9CLKYW9Gy5TLIW8zi7JgGWcadol/2JuRgvKGzgGlDPzKEaXrUqTZxngIXoUWi2BDy0y5nOMQq8Awb4Jy56ka9niVXv/TNOwnl2RQHu6gQnlDZL5BhrwBoZnykS0mwZPXjUqWrw8Oe+B0e3DA316QSGvD5KC3VKtZuXFNRETGw6CcYkLJsqg4AVoOETtisEy5MuRtgnLiEn95aIuBesqf39QAIYDlMwvGrQAI7CrXT6Zc3khQcxVasCINb0TsiPH078n2Wk/F5vou9A65kZ9pwzE6CATlDaVwqzx2GDFTnhFY4dc/YvWbcmM1BlP848WeZoW879YzOBzUT54YpesAkO2/8TCjMFPVFYhERBRfDMpJdbEaEFSR6y9fN1DgCgB1/qB8vCFvQKB8vaXXGK/N4xX4+ybfgLcrl04b97jAWjR9ZMqbe4ZQ19oHswk4qbYgJt9Dq0y5EAI7G9VbQzgWOfwsFkG5LF0/7aiicStK4imQKZ/8Og57vNjT7JsbYZR1aICvxSTVX8Yd3JIw4HKjrlX+HW6c1zOS2WxSsuU9A8PKjvJEypSvmFmIZTUF+PrJNVqfChERTYF18kOIIrO7uRdur0C+ygOCjFu+Loe8jR+UlyjT1/URvE7m/T2taHYMIS8jBefOKxn3uEKZKe/VR6ZcZskXVOYqQ8vUplVPeYvDiY5+FyxmE+aUjv+zNhVycFZXv/rl6+/6g/KRAwO1Iqs8wsmU17X0weXxwp5mRVW+sUqI8zJsaHYMoWvAhap8XwZ5Z5MDXuFrqynReODeVOWkp6B7YHhEpjxxgvL8TBuevfFErU+DiIimiJlyUl1w6bqaPbuyfL17YBiDI0ot9crjFdjXNvHkdQAo9d+86Oh3Ytjjjcu5TcWzH/sGvK1cUolUq2Xc4woy9ZUpX7vX108ei1VoksyUt/e54PXGbxWc7CefWZSFtJTxr8lUxCpT3tA5gLrWPljMJpwSg4n40ciPYNCbsp+8LNtwQ9GUGy1BcwJkP/mCilwtTklVcld518Aw6v07ymckyI5yIiJKHAzKSXXb/XuG1RzyBgDZaVZlmrdRdpUf6hyA0+1FWop5whU8+Rk2pFhMEAJo1WBAWCRaHUNKVvPLx4894E0qjCDbGGter8Ba/5C3FTNjF5TLDKvHK9A9qH5GeTxy0Ni8itj1NMvqggGXB0PD6t0Y+/fnvp+nY6flIScjZZKj4yO44mHkELSRdsa4lz+WxlqLJv8OP8bApetSjv/1HWjvQ6/TDZMJqEyQdWhERJQ4GJST6mSWRe2+VpPJhLJcYw17k731s4rtEw7hMZtNym7jZp33zD+/+TA8XoHjqvMws3jiMmk9TV//rNmBjn4XMm0WLJ6WF7Pvk2IxI88fWMazrzwwaCx2gVR2mlXp9+5WcQK73krXgcDNFafbi4FJKnN2KUG5cYa8SXljrLnbFrQOzehkpvzTBt9rKs9Jj1klCRERUbQYlJOqhoY9qGv1lWurnSkHgDJ/mbdRMuWBIW/jl65Lci1aq47Xonm9An/z7yYfbw1asMD0de2DcrkK7cSagpjvKNair1wZ8hbDwNBkMik3HMLd3z2ZQZcHH+7rAACcoaOgPMNmRVqK7+dkokoPr1dg15HYVynESu6INXe9Q8PY3+brvVZze4ZW5KC3rQ3dABJr8joRESUOBuWkql1HHPB4BQqzUpWJ4moqN9hatD2tkw95k2RfuZ53la/f34FDnQOwp1px4cKySY8PTF/Xvnx9rbKfPHal61K8J7B39ruUrQRHxzhbq/ZatPX72+F0e1GRmz7h3AUtyJkI7RPMRDjUOYA+pxs2qxm1Rfo6/3DImyyyfF3OBKnITVcqXYxM9sw3dvtu5CbSkDciIkocDMpJVduVAUGxGXhktAnsdWHsKJeUCew6Dsqf/fgQAOALi8uRYZt8eYMMyrsHhjUdYDfo8uDjg50AgBVxGCQW70y5HDQ2vSAD9rTY9mSrHpT7s+Snzi7S3ZA0WenROUGmXPaTzym1I8VivH9S80ZkyuXf4cdUGT9LDgQy5dJ0ZsqJiEiHjPcOgnRNmbyu4n7yYDJTboRd5cMer1IGOmuS3msgEJS36PS1dfa78PbOFgDAVRPsJg+Wm54C2UqvVrlzND4+2AmX24vynDTUFsU+UxbvTPmORlk+HftAaqwe5Kn43L8yUI+l0uHsKt+p9PIbr3QdCC5f911PpZ88ASavA2ME5YXMlBMRkf4wKCdVySzLwhi9wVYy5d36z5TXd/TD5fEi02ZBRe7ku4tLdZ4p/8cnh+HyeDG/IjvsIX5mswn5mdoPe1vr30++YlZhXLKxMlPeFqfXLIe8zY/D9O/AWjR1Br1FUk0Sb4FBhePfgNhh4MnrQHD5emimPBYzQbQgbzpI01m+TkREOsSgnFQz4HKjrtX3BjtWU3vlrvIjOs0mB9vjzwDOLJl48rokM+WtDu2Hoo0khMBz/gFv4WbJJT2sRVuj9JPHZwd2vDPl8Zz+LYMcNSofHEPDyu/yZJP8tVAwya5yIQR2JVCmvKvfhUOdvl3e8bjBEw+5I1bsTctn+ToREekPg3JSzWdHHPAKoNieqgSYaiv3Z8r7nG44huK3Azoae2QGsDi8DGDwoLfJ9iLH2+b6Luxt7UN6igVfWFQe0dcGhr1pc7Oh1TGE3c29MJmA5THcTx6sUJk6H/sbEb1DwzjQ7muTiEdgmD/GXuto1flvXJVmp40qM9aDAuWG0tg/u629TrT3uWA2AXNKjRmUy8qH7oFhpf1oekGGbvbFT1Xwz1VpdhrSbVyHRkRE+sOg3OD2tvbhw73tWp8GgMB+8lj2hmbYrMqbLL1PYJcBRziT14HASrQBlwe9TnfMzisaMkt+0cKyiAeJKWvRerXJlK/1/37ML89RApBYU8rX45Apl1ny8py0uEzLlpnHThXK1/e2hr8yUAuy9WK87QGyn7y2KMuwwZ4sX+9zurG5vgsAsDBGM0G0kBsUlHMdGhER6RWDcgPzeAWu+etHuObhj3DQnynTkjJ5Pca9iEbZVf55BDvKAd8NB3uab6K5noa9OYaG8dq2JgDAVcdPvpt8pHDWSsVSPFehScX+8vXOfic83thWPcjp30fHqdw4kFmd+k0W2eIRziBELRRM0nqxszF+bQOxkp0WGMa4xj97IVH6yQEgOygon8Ehb0REpFMMyg1sa0M3mh1D8ArffnCtydLHWL+hK8/V/65yl9ur3CiZXRp+wCGHvbXoqK/8la1NGBr2YlZxFpZMy4v46wvt2vWUCyGwxp8pXxHHoDw/0waTCfCK2E+dV4a8VcQnMFSzp3yPjoe8AUBh5sStFzsNPuQN8A1jlNVHWxu6AehzEn600lIsSE/xVTFwRzkREekVg3IDW/1Zi/L/+1r7NDwToN/pxt423zmEO5k7WjJTrudd5Qfa++H2CthTrUqgHY7gvnK9eM6/m/yq46dFNbm8UMPp65+39KKt14n0FAuOrY78hkK0rBaz0nsd69cts7XxGsylTF9XISiXLR6zwmzxiLf8rMANiLHmPOw8Yuwhb5LcVe4VgMkUn9V68SRvOnBHORER6RWDcgN7d3er8v/72rQNyncdcUAIX6a32B6bIW+SzJQ36ThTvieodD2SQFbZVa6ToHzTwU7sbHLAZjFj5eKKqJ5jshLgWFqzx5clP6EmH6nW+Pb8xqOvfGjYo9wMmxenTLnsQe53eeB0e6J+np7BYeXmk157yuX09WGPgGModM5Dz+AwGjp9NwaPNnhQHjyhfGZRFrJSrRqejfpOmlmA7DRrXG/MERERRSKx/uVNIoe7BrC7uVf5eF+btj3l2+LUTw4YI1Me2L0cWQZQ2VWug55yIQTueGM3AGDlkgrkRTkkTZm+rkGmXJaux2sVWrAieyo+b+mNaaZ8d3MvPF6BgkxbRBUZUyF7kL3CN7G7JDu6mx1yyFtpdhqyIxweGC9pKRZk2izod3nQ2e8KmeQtB+xV5KaP2oVtNHlB5x+Pv8Pj7e7Lj8GwR8BmZR6CiIj0if9CGZTMkssAdV9bn6ZrtLYf7gYQn15EI+wqDwx5iywolxPY9VC+/tbOFmyu70Jaihk3n31U1M9TELQeLJ4/o0PDHny0vwNAfIe8SXItWiwz5Tv8cxzmVeRE1VoQDbPZpARxXVMY9hYoXddnllwqGOem0k6D7ycPFnxTYWGCla4DgMlkYkBORES6xn+lDGrVZ76g/JoTq2E1mzDg8mgayMkhb/HIsshd5U3dg7rb5y3JgGN2xEG577W1ahyUD3u8+O2bviz511fUTGnvvJy+7vJ447rqbdPBLjjdXpRkp2JWmLvi1VRkj30vfWDQWHwDQ2Ut2hT6yvdEuDJQKwXj7JzflQBD3qS8oPL1BQm0Do2IiMgoGJQbUJ/TjQ37fBnAc+eVKrtX97VqU8LeOzSM/f5J4/HIlMthaE63F10q7EpW29CwBwc7fH8ekU6V1sugt79tbMD+9n7kZ9rwjVNrpvRc6TZfCTAQ377yNXt9651WzCyKWxY5WDx6ymW2Nl5D3qTAWrTof//qWvU9eV2SfeUjb0DEe+p9LMnWFIvZhKPLjP96iIiIjIZBuQGtrWuHy+PF9IIM1BZlorbI96ZWq2FvO5t8Q97Kc9KUQCSWUq0WpTS4qVt/feX72/rhFb6JvzJbGi7ZF9zW64Tb443F6U2q3+nGvavqAADfO3MW7Cr0+xba499XLoe8nXJU/EvXgeBMeWxuRAx7vNh9xBfYxjswVGMt2p4oWzziTVZ6BP/sDg17lDkeiZEp913Po0rsSLfFdyAiERERMSg3JLkK7Yw5JTCZTKgt1jYo3xHH0nVJz33lwRnASDO0BVmpsJhN8IrYBXOTeWjNfrT3OTG9IANfPn6aKs8ps43xWovW3ufEriO+8uLlM7UJyuUNqli95r2tfXB5vLCnWlGVF99VT3LdW3eUPeU9g8Nocfj+XLRoLYiEXIvWEXQDInjAnpwDYWQnzyrEnFI7/mNZtdanQkRElJQYlBuM1yvw3ue+fvKz5hYDgOaZcmXyehwHBOl5AvvnzdFnAC1mE4r8wZwWa9Fae4fw4Af7AQA/PHeOasORCrJimzUeaZ1/6vrRZdlxqd4Yi8yUx6p8Xd4MO7o8G2ZzfMvzczNlT3l05etyO0FZTpoqlRixJG8oBQflsm3g6PJsTVoj1FaVn4E3bzoFV6l0E46IiIgiw6DcYD493I32PhfsqVYcNz0fAFBblAlAu57ywJC33Lh9Tz3vKt8T5ZA3qUTDvvL7VtVhwOXBMVW5uGBBqWrPG1iLFp+gfE2dXIWmTZYcCLzmzgFXTFoR5JC3+RpMy86f4vT1ulY5eV3fpevA2Cv9dibQkDciIiLSHoNyg5Gr0E6ZXaRkMWv8mfJmxxD64jjdGgAcQ8M4EMchb5KeM+WyfD3aVU+l2dpkyve19eG5jQ0AgJ+cP0fVDGBhVvzK14UQWFPnG/KmxX5yKT/TBrMJEGJqvdfj0XIl11RXosl+8qN0XroOBIbadYZkyrWZek9ERESJiUG5wchVaGfOKVYeCx4otj/OJeyyhLYiN1158xoPZf5M+REVM+U9A8N4bVsTXO7os5qDLg8OdQ4AiH7Vkxz21hznfvnfvrkbHq/AWXOLcUJNgarPHSgBjn1Qvre1Dy0OJ1KtZhw3PS/m3288FrMJ+f4hYW0q34zweoWmmXI5rbsrypsNdQZZhwaMXonm9nix+wiDciIiIlIPg3IDaewexGdHHDCbgNNnF4d8Tilhj3NQvt3fT74wjkPeAN+kdwBoUjFT/ps3d+O/ntmCW1/dEfVz7GvrgxC+7Fq0vcxalK9vOtiJt3a2wGwC/ue8Oao/f2GMJ5EH+8Bfun78jHykpWg7STpWfeUHOvox4PIgLcWMmsJMVZ87HPn+nvJoVxIGJq/rP1Mup693Dbjg9Qrsb++H0+1Fps2C6QXx/7MnIiKixMOg3EBk6fqx1XlKpkpShr3Fua98uwaT14FAprzFMQSvV6jynHI42LMfN2CtP7CLlDLkbQpluSV2X1De6ojPpHIhBO54YzcA4MqlVTHp8x1rrVSsrPWXrp+iYem6VDgiy6oWmSWfU5oNqyX+f43LlWjRZMp7BobR6r9JMdNA5eser0DP4LDSNjC3LP4D9oiIiCgxMSg3kOBVaCNpNYFdCcrjXEJbYk+F2QQMe4QqfcotjiGl7BwA/ufFbVH15+/x95PPLo0+sC2Nc6b8rZ0t2FzfhbQUM24666iYfI9YBacjOd0ebNjfCQBYoeGQNylWmfKd/t+7eO8nl+Sgt16nG8MRDrGTMxfKDTB5HQBsVjOy06wAfO0XOxtZuk5ERETqsmp9Au+++y7eeust9PX1Yd68ebj22mtht4cGNPv27cMjjzyClpYWLFiwADfeeCPS09M1OmNtDLjc+HBfB4DAKrRgWuwq7xkYRn2HL5CNd1ButZhRbE9Ds2MITT1DKPb3YUdr08EuAL42AKfbi8Ndg7jzjd34v0vnR/Q8sld2KtnmEv9raYlDT/mwx4vfvunLkt9wco3yvdUmV6L1DA7D5faqtmptpM31XRgc9qAwKxVzpnBjRC1FMdpVvsOfrZ2v0fTv7PQUmPxD7LoGXCi2h/9zs0eF35F4K8hKhWPIjY4+FyevExERkeo0zZTfeOONuOeee1BaWoo5c+bg0UcfxaJFi9DR0aEcs23bNixevBj79+/HggUL8Mgjj+DUU0+FyxWf1Up6sbauHS63F1X56WOWfMq+0oPtAzFZvzQWGRhMy89QylnjqSzXP4G9e+p95RsP+rOrMwtx55cWAgCe3FCP9fs6JvqyUdSYKi0z5b1ON/pjPE3/bxsbsL+9HwWZNtx4Sk3Mvk9uegos/lLfaCd2h2Nt0Co0PeyPjkWmXAiheWBoMZuQm+7LcndH2Feu/I4YoJ9ckoMK2/tcgan3GlUpEBERUeLRNCi/9dZb8dprr+Hmm2/Gd77zHaxevRr19fV4/fXXlWN+/OMfY9myZXj22Wfxve99D++88w62b9+Oxx9/XMMzjz/ZT37mnJIxg42K3HSkWs1weXxZ3njYdlib0nWpPMe/q1yFjPKmel9Qftz0fCyfWYgvHz8NgK+MfcAVXmDc73Qrf/ZTmSqdlWpFps03oCyWJez9TjfuXVUHAPjumbNiWkpsNpuU3ly1S7mD6WE/ebDCGGTKG7sH0T0wDKvZhKNKtQts5Vq0SNe9BVYGGidTLn92tx3uhmPIjRSLCbOKjXP+REREpG+aBuUVFRUhHx85cgQejwdVVVUAAJfLhVWrVuGKK65QjikuLsYZZ5yB1157La7nqiWvV2C1DMrHKF0HfEFPTZz7yrc3dgOI/5A3SdlVPsVMeZ/TjV3+zKNcofWTC+agPCcNhzoH8Ns3Pw/reepafX/uhVmpowbxRUpOYI/lrvKH1uxHe58T0wsylJsQsRRYixabTHlnv0up3lgxUx9BeSwy5Tv8Pc1HldiRatVuuny0a9H2GGgdmiTbL97f4xsieFSJPWYtGERERJR8NH9XsW3bNlxzzTW45JJLcPbZZ+OBBx7AaaedBgA4dOgQhoeHUV1dHfI11dXV2L9//7jP6XQ64XA4Qv4zsu2NPWjrdSLTZsEJM8bfHx3vtWhaDXmTlF3lU8yUbznUBa8AKvPSUebPvtvTUnCHv4z98fUH8fGBzkmfR5blzlYheyl3lccqKG/tHcKDH/h+h3503py4BBgyQI3VBPZ1e9shBDCn1D7lGQNqiUWmfJcsn9Z40FheRuRr0boHXMoNCiNMXpfkoMLd/u0KWv/ZExERUWLRPCgvKirCeeedhzPOOANFRUV45JFH0NnpC4AGB30Z0Kys0Ddvdrtd+dxY7rjjDuTk5Cj/ycy7Ucks+SlHFU0YPMVzLVpXvwsNnb5roNWwKbV2lW/0D3lbOj0/5PFTjyrCFcdVQgjgRy98ikGXZ8LnqZO7l1Uoa5VBeXNPbALY+1bVYcDlwaKqXJw/vzQm32MkJVMeownssp9cL1lyIHAjomtgOOIp5ePZ4a/qmK/RzTBJlq9HMiNAVpNU5KYjK1XzOaNhyx9R+cIhb0RERKQmzYPysrIyXHPNNbjpppuwZs0aHD58GL///e8BADk5vjc+XV1dIV/T2dmpfG4st9xyC3p6epT/GhoaYvcC4kCuQjtz7uhVaMHiOYFdZsmnF2QgJ0ObtUZKprx7atnkTQdlP3neqM/99MKjUZKdioMdA7j77YnL2NUsy41l+fq+tj48t9H3O3HL+XPiNhCtIEaTyAHf8LM1/v3kJx+l/X5yKXjAnVo3I3ZovA5Nyo+ifF1Wk8wy0JA3IPCzKzFTTkRERGrSPCgPlpGRgZqaGhw8eBAAUFVVhdzcXOzYsSPkuO3bt2PBggXjPk9qaiqys7ND/gOAoeGJM5161NwzhJ1NDphMwOmzJw424lm+vl0JDLTLGMlMeWvvUNQT54c9Xmw51A1gdKYcAHLSU3DHSt/P2sPrDmBz/fhl7HUqTpUu8WdYYxGU//bN3fB4Bc6aW4ITasZvh1BbQQx3le9v70dTzxBsFjOOH+M6asVsNimlz2r0lbf2DqG11wmTCZhTqm1gKDcudEaSKTdgPzkQqPIAAJMJmFvGoJyIiIjUo1lQ7nQ68corr4Q8tm3bNmzatAknnXQSAMBkMuGqq67Cww8/jN5eX8Dz4Ycf4uOPP8bVV18d8fc8MsUyZy2s3u3Lki+uyh2VrRmpptAXDHYNDEc8ETlS2/2T1xdqNOQN8PXrplhM8AqgJcqAZ1eTA4PDHuSkp2Bm0djB9BlzSrBySQWEAH74wrYxb+44hoaVKfBqTJWWa9HUnr6+6WAn3trZArMJ+J/zZqv63JOR/dUd/epnytf4B3AtnZGHdJt2w8/GomZfuVyFVlOYiUyNy7/zMyNfiaZkyg3UTw4EbigBwIwC7f/siYiIKLFoFpRbLBY8++yzmDt3LlauXIkzzjgDJ554Iq677jrccMMNynG//vWvYbfbMX/+fFxwwQU499xzcfPNN+Occ86J+Hs2TbHMWQvvfianrk9cug4A6TYLKvwl3bHOlgeGvOXG9PtMxGw2oSR7ahPY5X7y46rzYDaPX8b9vxcdjSJ7Kva39eP3q/aM+rzMAJZmpyEnferl/PJ1taiw7k0SQuCON3YDAK5cWhX3lVSFSqZc/aB8m//ncaJBiFpRcwL7Th1UqEi5UaxEM+LkdQAoyAzcED2apetERESkMs1u91utVjz33HOor6/H1q1bkZmZifnz56O0NHToVF5eHjZs2IB169ahpaUF99xzD+bMmRPV92ya4uqseBt0ebB2r2941Xir0EaqLc5CY/cg9rX2jVmOrYaOPica/X+W8zTuay3PScfhrsGod5VvkkPeZkz8Z5WbYcOvv7gANzyxCQ99sB/nzy/Doqpc5fN1KvfKliql+U54vWLCGwbhemtnCzbXdyE9xYKbzjpqys8XKRnYxGLQ26GOAQDAjMJM1Z97qmSmvE3FTLkeepplT3l3mOXrXf0u5YaMkSavA4FJ8wCHvBEREZH6NK/Bq66uHrXybCSLxYJTTjllyt/LaEH5ur3tcLq9qMhNx+wwM0u1RZn4YE9bTDPlMkteU5iJ7DRthrxJZbnRZ8qFEEqmfOkYQ95GOvvoEnxhUTle2dqEHz7/KV777gplT7TaGcCirFSYTIDbK9De70SxfWorvjxegd++6cuSf/3kGUomPp4K7YGgXAih6oC5+k5fUF5dkKHac6pFzUy53MOu1caDYDJQDTdTHjx53Wjl31aLGXkZKegaGNbFDREiIiJKLLoa9BZrRgvK5Sq0M+cWhx3AKGvR2mK3Fk1Of16gYT+5JPeKR7Or/EB7Pzr6XbBZzWGXA9928TwUZtlQ19qH/291nfJ4Xat6Q94AXxAgM6ytDhWCucYe7G/vhz3VihtPqZny80VDDstyebzodbpVe94Bl1sJeKvz9Zspn2rZfs/AsLKGUA/ZWrkSzTHkDmvQ4h4VByFq4Run1uKco0twQo1+BgkSERFRYkiyoNw4PeVCCLy7O7xVaMECQXnsMuXbDst+cu0Dg3J/pjyaGy6ydH1RZa6S8Z5MXqYN//eF+QCA+9/frwy8+7xZlq+r1ysb2FU+9Z/bjw/4KgJOqMmHXaPqhrQUi7Kbul2FrLF0yJ8lz0lP0Ww930TUypTvPOL7WavMS9fF6wyendA9OPmwt8B2AmP1k0v/eWotHvzqcWH/XUFEREQUruQKyg00fX1nkwMtDicybBacMEm/c7DaYl+msKFzIGYr4AJD3rQPyqeSKd84wX7yiZy/oAwXLiyDxyvwwxc+RVuvE63+gEvNqdKyxFyNCewfHegAABwfwc9SLMgp1h0qbgeo79Bv6Tqg3oC7nY2+fnI9lK4DvmoOGZiHs6tctnjEe8AgERERkd4lVVDe2uuEyx3dPut4W/WZL0t+8qxCpKWEn5kpykqFPc0KrwgEK2pq63XiSM8QTCZgni6Ccn9PeRQ3XDbV+4e8RTEQ7xeXzEN+pg27m3vx33/fCsDXK6tmFro0R51d5V6vCGTKNZ5OrqxFU3ECuxzyNi1fn0F5sUqZcqWfXOPhisHksLeuMNaiyRYPo61DIyIiIoq1pArKhVCnFDge3pX95HPCL10HfLvdY1nCviNoyFuWDoY1lftXwLX3uSKqDGjrdeJAez9MJmDJtMgy5QBQkJWK2y+ZBwBYU+ebkK/W5HVJrfL13c29cAy5kWmzaD6kSvaVt6k4gb2+0zc/Qb+Zcl9Q7hhyw+mOvnolMHld+5thUm6Yw946+11o919zo01eJyIiIoq1pArKAeBwl/rZY7W1OIaw7XAPTCbg9DnhrUILpgTlreoH5bKffGFlrurPHY28jBSkWn0/xpEEr5vrfZnj2SX2qPtzL1pYhnPnBW6aqN0rWyx3lU8xwypL14+dng+rRdtf+YIYZMqV8nUdDnkDfL3XKRbfoMb2KG9GDLjcyk02rdcQBsvPCG8tmuwnr8wz3uR1IiIiolhLvqDcABPYZZb8mMpcZUhUJGRfeSwy5bKfPNxp5bFmMpmUbHkkMwM2+oe8RdpPPvJ7/9+l85Vs4ZxSdYNymSlvmWKmPFC6rv3U6CLZU65iplwOepum00y5yWQKTGCP8gbLZ0ccEMJXCj/V9XhqyvUH5Z2TBOV7WtVdGUhERESUSJIvKO/Sf1C++jNZuh55lhyI7Vq07Y3dAICFOliHJil95RFM19+k7CefWqBabE/DI9ctxTdPq8WFC8um9FwjleZMfdCbEEJXQbmSKe9XJ1Pu9njR6P+d1mv5OjD1CeyB0nX9ZMkBID/Td0Oqe5KecpkpV7vFg4iIiCgRJF0dYaPOg/KhYQ/W7m0DENkqtGDBPeVCiLB3nE+mxTGEFocTZhNwdJl+goPABPbwru2Ay40d/iDnuCkG5YCvJz2avvTJyOnrPYPDGBr2RDTwT9rX1oeOfhdSrWZdtBzI6evtvepkypu6h+D2CtisZpToKIM80lR3le/QWYWKpGTKJ+kpV3aUFzNTTkRERDRSEmbK9d1Tvn5fB4aGvSjPScPcsujewFYXZMBqNmHA5VFlnZb04T7fQLO5Zdm66gtVdpWHWea99VA3PF6B8pw0VPhL3/UoO82KdH8gHu0E9g37fVnyJdPyYLNq/+tekOkPTlXKlMshb1V56TCb1bn5FAtFWVPLlO9o1N+QNyBo+vokQXmdsg6NmXIiIiKikbR/lx5njTrvKZer0M6YWxx1hjvFYlb6a/e1qlfCvrbONzBsxaxC1Z5TDUqmPMxrG+gn176ceyImkwkl2b5gLtoJ7Erpeo0+XmuRXd2e8sCOcn0OeZMK7dHvKm/oHFDWiemtfD3PP0+ha4Ke8o4+p7KXnpPXiYiIiEZLuqD8SM8Q3B597ioXQkS9Cm0ktdeiCSGUsvqTZxap8pxqkZnyI2EGrpvqZT+5+iXnapMl7NFUPAghlMnrx+ugnxwIZMp7Bofhck/997ChU987yiUlUx5hUN7ndOPrj2/CsEdgybRcVObpq7IjL2PyPeV1/iFvVfnpyLDpp8KGiIiISC+SKihPsZjg8Yopr5iKlV1HHDjSM4T0FAuW1RZM6bnUDsr3tvahxeFEqtU8pYnlsaBMXw8jU+72ePFJvS9TvlQngepE5LC3aMrX6zsG0OJwIsViiknPezRy0lNg8ZeZT9aHHI5AplzfQXmhXU5fD/81e7wCNz23BZ+39KLYnoo/f+VY1eZDqEUpX58gU17HfnIiIiKiCSVVUC4DnMOd+uwrl1PXl88sjGqoV7DaInXXoq2p8/WTL52eP+VzU5ucvu4YcqPf6Z7w2M+O9KLf5YE9zWqIIEGuRWvuifxGkixdP6YyVzfXzGw2oSAz+lLukeo7jRGUR5Mpv+vtz7Hqs1bYrGY8+NXjlL+/9EQOeusZHIbHK8Y8Zo/ST67/3zciIiIiLSRVUF7u7z3Wa1/5an/p+llzo1uFFqzW37upVk/52r2+oFxv/eQAYE9Lgd0/eG6yCewb/avQjqvO0/VgMEmWr7f0Rp4p3+AvXddLP7kUWIs2tUy5EAKHOnw/39Py9d5THtme8pe3NOIv/94HAPjdZQuxqCo3Vqc2Jbn+nnIhfIH5WOTk9VnsJyciIiIaU3IF5f7eYz3uKm/tHcKnDd0AgDOi3E8erLbQ9wa42TGEvkmyx5Nxub3YsN8/5G2m/oJyACiTE9gn2VUu+8n1PuRNUoLyKAa9BfaTT60VQm2Fylq0qWXKO/pd6Hd5YDL5+pX1TO4p73W6MTTsmfDYLYe68KMXtwEAvnVaLb6wqCLm5xetFIsZ9jTfDbHx2hFkT/lRzJQTERERjSm5gvIcX4mrHneV/3u3b4jawsocFGdPvUw1JyNF2Y28f4ol7FsbujHg8qAg06ar/eTBwtlVLoRQJq8vNUhQXprjn74eYU95Y/cgDncNwmI2YUm1PvrJpUIlUz61oFz2k5dlpyHVqo/y/PHYU63KSrqJ1qId6RnEjU9uhsvtxVlzS/CDc2bH6xSjJvvKu8foK+/oc6Kz3wWTiZPXiYiIiMaTXEG5zJR366+n/I0dRwBMfep6MLX6ytfW+W4YnDSzULcl3+VhZMoPdQ6grdcJm8WMhZX62vc8Hpkpb3U4IcTYPbtj+dhfuj6/IgdZOtopD0DpKZ/qWrRD/h3l03TeTw741ttN1lc+6PLgxic2o63Xidkldtx71SLd/r4Fk33lY2XKZT95VV4G0m36vnFCREREpJUkC8r9PeU6y5Sv39eB9z5vg9kEXLiwVLXnVauvfI2/n/xknZauA+FlymWWfEFljm4Gn02m2O4Lyl0eb0TTyj/aL0vX9VcRUBDlerCRlMnrOu8nlybqKxdC4EcvbsP2xh7kZ9rw1/84Tnc3U8aTP8Gucrlf/agSZsmJiIiIxpNkQXkgm+odZ1JwvLk9Xtz+z50AgKtPmIaZKk4EV2MtWs/gsNLrvlyHQ94kOYF9ol3lm+SQN52tdJuIzWpWerBbHOEHsR8d0HNQrlKm3B+UGyFTDkw8gf1P7+3FPz9tgtVswp+/sgRVOt+7HmyiXeXKkDf2kxMRERGNK6mC8pLsNFjMJrg83iln6dTy1IZ67G7uRW5GCr5/trr9o2qUr6/f1wGvAGoKM1GRq99hWuHsKpeT15dW6y9QnYjMloe7q7zVMYQD7f0wmfQ50K5IrZ5yg6xDk4rscsBd6M2IN3c046639wAA/u/S+TixRl+D+SaTJ3eVT1C+zsnrRERERONLqqDcajEre5/1MIG9o8+Je97xvRn/wTmzlTe3apGZ8oPtA3B7vFE9x9q9vn5yPa5CCxacKR+r97qjz4l9bb4y/mN1NvhsMnI/dbjD3mSWfG5pNnLSU2J2XtFSK1NutPL1QKY8cB13NTnw33/fCgC47qTp+PLx07Q4tSmRg95Glq8LIVDXIsvXmSknIiIiGk9SBeUAUJHny6ge7tJ+2Nvv3vocjiE35pVnx+TNeEVuOlKtZrg83qhvQqzbq+9VaJLsKR9weeAYHL0CbnO9r598VnGW6jc/Yk0Oe2sOcy2asgpNZ/vJJWVPeZ8rouF1wfqdbrT7q12MUr4e6Cn3Ba/tfU7c8MQmDLg8WDGzED+7cK6Wpxc1uau8sz+0fL2j34WugWGYTIEbhEREREQ0WtIF5ZX+oLxxgjLnePi0oRt/29QAALj9knmwxGDKstlsQs0U+soPdw3gQHs/LGYTTqzVd0ltus2CPH9w0DTGsLdN/qBcj+Xck5HVHa294WbKfTdS9NhPDgSmr7s8XjiGRt9ACcchf+l6bkaKLqsBxhLcU+50e/DNpzajsXsQMwoz8aerl8BqMeZfx/kZY69Ek/3k0/I5eZ2IiIhoIsZ8FzgFlbkyU65dUO71CvzvqzshBPDFxRUxDRSn0le+ts43dX1RVS6y0/Qf+Ew0gV3pJzfQkDdJ2VUeRqa8s9+l9PHqdRd7WooFdv9k8Y4oZzsESteNkSUHApnytl4nfv7yDmw82AV7mhUPffU45GTo//drPMpKtBFBeZ3ST87SdSIiIqKJJF9Qnud7E6/lWrQXPjmMTxu6kWmz4Jbz58T0eykT2KNYiyZXoem9dF0ab1f5oMuDHY09APQbqE6kWJavhzF9XZauzyrOUsrE9Uj2lbdH2Vcud5QbaUq5zJQf6hzA3zcdhtkE/OHLizHT4EPQZE9594jp63tauA6NiIiIKBxJF5Rr3VPuGBrGb9/cDQD47pmzlIArVpRd5RFmyr1egQ9lUK7zIW/SeJnyrQ3dGPYIlGanKe0LRiLL18OZvq6Uruu0n1wK9JVPMVNukH5yIJApl35ywVycNrtYo7NRj2wb6R5whayaVDLlDMqJiIiIJpR0QXlwT3m0Q6am4t536tDe50JNUSa+tnxGzL+fLF/f3x5ZpnxnkwNdA8PISrViUVVuDM5MfWX+TPmREZny4P3kJpP6vfuxJoPyzn4XnG7PhMfKTPnxM/Q9A0DuXm8fY41WOGRPuVEmrwNAps2CTH9v9eXHVuL6FbH//Y8HWb7uFb6bjoBv8vqeVv+OcpavExEREU0o6YLyspx0mEzA0LAXHVEGBNHa09KLx9cfBADcevE82Kyx/+OvKfRlqTr7XeiM4PWu9WfJT6zJR4pBBlCV+zPlIwe9bfQPeTNi6TrgG2Ymf1ZaJyhh7xkcxq4jDgD6HfImyUx5e+/UMuVGmbwOACaTCT+/6Gh8fcUM/PKL8w15g2gsNqsZWf4ZAfLvmPY+F7oHhmE2wfDl+URERESxZoxoS0U2qxkldl/mMZ595UII3PbqTni8AmcfXYJTjyqKy/dNt1lQ4R9utz+CEnZlP7lB+smB0F3lkscr8Ikyed14Q94AXzAXTgn75vpOCAFML8hQ1qjpVaG/D7mjP/Kg3O3xKtsTjFS+DgBXHT8NP7voaKRaE2saeV6mr4Rd7iqvC5q8npaSWK+ViIiISG1JF5QDwX3l8QvK39jRjA/3dcBmNePnFx4dt+8LRN5XPjTswcaDvkB2xaz43DxQQ3mu7CkfUloTdjc70Od0IyvVijml2Vqe3pSUZPsnsE8QlH+037+fXOel60Cgv7ojikFvTd1D8HhFyA020pZci9bl31Uuh7zNKmHpOhEREdFkkjIoD/SVx2fY26DLg1/96zMAwH+eUhP3ktvAWrTw+so/PtAJl9uLspw05WuNoCQ7DSYT4HIHWhM2+W8uLKnOi8ku+HiRme+J1qJt8PeT633IGwAUZEYflNf7J69Py8+A2cDXNJGMXIu2p1WuQ2PpOhEREdFkkjIor4jzrvK//HsvGrsHUZGbjm+eNjMu3zNYYC1aeJly2U++fGahofpebVYzCv29ynLYm7KfvNqYpeuSLF9vHacHu9/pVta+Ha/zfnIgeCVa5OXrRtxRnugCa9FCy9ePYqaciIiIaFJJGZTHc1f5oY4B3P/BfgDATy+ci3Rb/PsrlaA8zPL1tXW+oPxkg6xCC1bu7ytv6vFN19+oTF7Xf6A6kdKciTPlm+u74PEKVOSmKz/felY4haBcTl430pC3RJfrX4vW2T/sm7zOdWhEREREYUvKoDyePeX/969dcLm9OKm2AOfPL4359xtLbbGvBP1Q58CkK7Xa+5zKBO/lBhryJim7yrsHcbhrEC0OJ6xmk2HWuo1H7rMfr6dcrkLT+9R1SVY0OIbccLm9EX1tfYevfJ2Zcv2QPeXdAy609TnRM+ibvC5vCBIRERHR+JIyKI/XrvL397ThnV0tsJhNuO2SeZqVghdlpcKeZoVXBEp/x7POX7o+tyxbCZyMRNlV3jOETfW+QHV+RY4mFQpqmmz6+kcHOgAYo58cALLTUmD194NHOoFdKV8vMM68g0SX6y9f7+x3oc6fJa8uyOTkdSIiIqIwJGVQLnvK+5xu9AwOx+R7uNxe3P7qTgDAfyybrmlvpclkCruv3Mil60DwrvIhZYL8UoOuQgtWGjTobeSNpKFhDz5tkP3k+p+8DgBms0npQ45k2JsQguXrOhTIlA8HJq9zyBsRERFRWJIyKE9LsShZ4FiVsD+67gD2t/ejMMuGm86eFZPvEYlw+sqFEMqQNyPtJw+mZMq7B7EpQfrJAaDYvxLN6fbCMegO+dyWQ91webwotqdiuoECVfk7GElfeXufCwMuD0ymQMULaS9P9pQPuNhPTkRERBShpAzKgdj2lbc4hvD/ra4DAPzovDnITktR/XtEqiaMtWj72vpxpGcINqvZEBO8xyJ7yuta+5Tg4DiDT14HfDeSZOAzsq88ULpeYKhp+XICeySZ8kP+dWjlOelItbI0Wi/yMuWechcnrxMRERFFKGmD8uC+crX95o3d6Hd5sKgqF5ctqVT9+aMRTqZc9pMfV51n2F7Qcn+mXLYl1BZlosCAvfFjKRln2Jsc8ma0GynRZMplP/k0DnnTFWUl2mBw+TqDciIiIqJwJG9Qruwqn3jwWaQ2HezES1saYTIBt18yD2azPjKXM/0T2Pe19o073G6Nv598hUH7yQGg2J4GS9Cf+dIEKF2XZFDeErQWzeX24pNDvt75Ew0XlPsz5f3hZ8oDQ94YlOuJXInm8Qo4htwwmwLVOUREREQ0seQNymWmXOXy9YfXHgAAXH5sJY7R0RquafmZsJhN6Hd50OIYnZkc9nixYb+vDPrkmUXxPj3VWMwmlNgDmfFE6CeXSsfIlG9v7MbQsBf5mTbMNNhgrYIoMuUc8qZPqVYLMoM2HEzn5HUiIiKisCVtUB6LnnIhBDbV+7KWlx9XpdrzqsFmNSt7nccqYf+0oRt9TjfyMlIwrzw73qenqrLcwACwRJi8LpXkjF6LtmG/v3R9er6h+skBoMBf8tweQU+53FHO8nX9yfVPYAdguBtERERERFpK2qC8Ms/3pl7NnvKmniG09TphNZswvzxHtedVS80EfeWydP2kmYW6KbmPVpk/eC2ypyZU8DbWrnKj9pMDgZ7yjigy5dX5LI3WG9lXDnDIGxEREVEkkjYol7vKewaH0Tukzq7yLf7e3rll2Ui36a90szaor3wkuQrtZIOuQgsmr+1x1XmGyx5PpMS/Fk2Wr7s9XmXt2wk1Rg7Kw8uU9zndSlad5ev6I/vKAa5DIyIiIopE0gblmalWZcWUWtnyrYe6AQCLdNRLHiwwgT10LVrv0DC2NnQDAJYnQFD+lROqcc7RJfjumdrvh1eTMn29x5dZ3tnkQL/Lg+w0K+aUGq/lQFmJ1u8cd/hgsEP+IW+5GSnISdd+zSCFYqaciIiIKDpJG5QDQX3lneoE5Vv8ge3iabmqPJ/axluLtmF/JzxegekFGahKgHLvaQUZePCrx2FumfEC1YmU+svyO/qdGPZ4ldL1pdPzQybOG4UM4oY9Ao5B96THyx3l1QnwM5qI8vw95RaziZPXiYiIiCKQ1EF5Za56feUutxfbG3sAAIun6XO4WK3/jfKRniH0OQNB0Nq6NgDGXoWWDPIzbEixmCAE0NbrxEcHfNPyjVi6DgBpKRbY06wAgPb+yfvKA5PXGfDpkQzKqwsykGrVX/sOERERkV4ldVAemMA+9V3lu5sdcLm9yM1IwXSd9rvmZtiU3dAHgkrY1/j7yVcYeBVaMjCbTSi2+7LlR3oGg4a8FWh5WlMSSV+5sqOcmXJdKs/1/WzO0+GQSyIiIiI9s2p9AlqSA8HUyJRvCeon1/NwsZqiLLT3dWJfWx8WVOagqXsQ+9v6YTYBy2qNG9wli5LsVDR2D+L9Pe1wDLmRYbNgvoFX2BVk2nCgvT+sXeXcUa5vFx9TjmGPwGmzeXOPiIiIKBJJnSmvVHFXuZy8vrhKn6Xr0si+cjl1/ZiqXA7PMgDZV/7q1kYAwLHVebBajPtrrAx7CyMoZ6Zc39JSLLj6hGko99/sJCIiIqLwGPfdvApk+XqjCkG5nF6+SKdD3iTZV64E5XWJswotGcgJ7Af9AeqJNcaubpDl6+2TlK8Pe7xKRUs1e8qJiIiIKIEkdVBemefLuHX0uzDgmnz683g6+11KkLSoMleNU4uZ2mJ/pry1H16vwDp/pjwRVqElg1J/UC6dMMOYQ96kAtlTPsmgt6buQXi8AqlWM4rtqfE4NSIiIiKiuEjqoDwnPQX2VF9bfdMU+sq3NvhK12uLMpGToe8S8Jn+8vUD7f3Y2eRAR78LGTaLbifGUyhZvg4AqVYzFlQae6iWHDzY3jtxplyWrk/Lz4DZgOvfiIiIiIjGk9RBORAoYW+YQgn7VmXIm/4D2/LcdKRazXB5vHh24yEAvhJomzXpfxQMQU5fB4Al0/IMv3qqMMxMeb1/yFs1h7wRERERUYJJ+kisUoW+8i3+fvLFOu8nBwCL2YQZhb6e3Jc+8Q0LW8HSdcMIzpQfb/DSdcA3fR2YfCXaoQ7fCr9p+ewnJyIiIqLEwqDc31ce7QR2r1comXIjBOVAoK98cNgDADh5FoNyowjuKT+hJgGCcn+mvG2S6evK5HVmyomIiIgowST1nnJg6rvK97f3odfpRnqKBbNL7GqeWszItWiAb+/1zOKsCY4mPUm3WXDevFI0O4awJAHmAMie8t4hN5xuz7jl+NxRTkRERESJKumD8sCu8oGovv4Tf5Z8QWWOYfZFy7VogG/qusnEwVlGcv+1x2p9CqrJSU+B1WyC2yvQ2e9CWc7oHddCiEBQzh3lRERERJRgjBFFxtBUd5VvNVA/uRScKWfpOmnJZDKhIGvivvK2PicGXB6YTIGbaEREREREiSLpg3LZU97a68SQv8c6EltkP3lVropnFVs1RZlISzHDajZxPzlpriBz4r7yQ/5+8vKcdMNPmyciIiIiGinpy9fzMlKQnmLB4LAHR3qGlMnk4eh3uvF5swMADLXnO8NmxaPXHQ+vECErtoi0UGhPBY6MnykP3lFORERERJRokj5TbjKZou4r397YA68AynPSUJJtrOB2WW0Bs+SkC4XKWrSxM+XcUU5EREREiSzpg3Ig+r5yWbq+yED95ER6I3vK28ctX/fvKGdQTkREREQJiEE5giewRxqUdwEAFlcZp3SdSG/krvJxy9dlpjw//NYSIiIiIiKjYFAOoCLXl4GLZFe5EAJbDDh5nUhvCv1BeXv/2EF5A8vXiYiIiCiBMShHdLvKm3qG0NbrhNVswvyKnFidGlHCC6xEG12+3ud0o92fQWf5OhERERElIgbliK6nXJauzy3LRloK1zQRRavQvxJtrJ5yuQ4tLyMF2WkpcT0vIiIiIqJ4YFCOQKa82TGEYY83rK/ZKveTs3SdaEoK7TJT7oIQIuRzhzrlkDf2kxMRERFRYmJQDl+mzmY1wyuA5p6hsL5G9pMvqsqN3YkRJYF8/0o0t1fAMegO+ZzcUV7NHeVERERElKAYlAMwm02ozPVlyxvC6Ct3ub3Y3tgDAFg8jZPXiaYi1WqBPc0KAGgbUcLOHeVERERElOgYlPtF0le+u9kBl9uL3IwUTGewQDRlRcpatNCgXPaUT2OmnIiIiIgSFINyv0h2lW/x95MvqsqFyWSK5WkRJQVlAvuItWj1/p7yavaUExEREVGCYlDuV+EvXw9nV7mcvL64iqXrRGooGGMC+7DHi6Zu34wHlq8TERERUaJiUO5Xmed70x/OrvKt/iFvnLxOpA6ZKZc7yQFfK4nHK5BqNaPYnqrVqRERERERxRSDcj+lp3ySTHlnvwsH/X2ux3DyOpEqCsfoKZdD3qblZ7BNhIiIiIgSFoNyP9lTfqR7CB6vGPe4rQ2+0vXaokzkpKfE5dyIEl1hVmBXuXSoQ/aTs3SdiIiIiBIXg3K/YnsarGYT3F6BFsf4u8q3+oe8cRUakXoKskb3lNcrk9c55I2IiIiIEheDcj+L2YTy3MknsG/x95MvYuk6kWqU8vWg6evcUU5EREREyYBBeZDABPaxh715vSIoU54bp7MiSnyBQW+BTLmyo5xBORERERElMAblQZRd5Z1jZ8r3t/eh1+lGeooFs0vs8Tw1ooRW6F+J1jvkxtCwB0IIHJKZ8nwG5URERESUuKxan4CeTDaB/RN/lnxBZQ6sFt7PIFJLdroVKRYThj0Cnf0uWM0mDA57YDYF1hUSERERESUiRpZBArvKxw7Kt7B0nSgmTCYTCjLlWjSX0k9elpMOm5V/TRERERFR4uK73SCBnvKxg/Kt/iFvi6s4eZ1IbUpfeb9T6SfnkDciIiIiSnQMyoPInvLGrkF4R+wq73e68XmzAwAz5USxoKxF63Vy8joRERERJQ0G5UFKc9JgNgEujzdkCjQAbDvcA68AynPSUJKdptEZEiWuQn+mvKPfhUMd/QC4o5yIiIiIEh+D8iApFjPKcnzZ8oYRfeVK6fo0lq4TxYKyq7yPmXIiIiIiSh4MykcYr698y6EuAMCiqtx4nxJRUijIlLvKXYEd5VyHRkREREQJjkH5CHIt2uGuAeUxIQS2KJnyXA3OiijxyZ7y+o5+dPS7ADBTTkRERESJj0H5CMHD3qSmniG09TphNZswvyJHq1MjSmiyp3xHo2+gYn6mDfa0FC1PiYiIiIgo5hiUjyDL14N3lcvS9bll2UhLsWhyXkSJTvaUuzxeACxdJyIiIqLkoIugvKurC729vRMe09/fj8OHD8Pj8cT0XCrzfIFAcE/51kPdAFi6ThRLck+5xKCciIiIiJKBpkH5ww8/jLlz52LmzJkoLy/HMcccg3Xr1oUc4/F48O1vfxv5+flYuHAhSktL8dxzz8XsnIJ7yoXw7SpnPzlR7BVkpoZ8zH5yIiIiIkoGmgXlHo8H69evx8svv4yOjg50dnbi5JNPxsUXX4yOjg7luN/+9rf4+9//jq1bt6KzsxO/+tWvcM0112DHjh0xOa/yXN8O8qFhLzr7XXC5vdje2AMAWFTFdWhEsWKzmpGdZlU+ZqaciIiIiJKBZkG5xWLBX//6V8yePRsAkJKSgp/+9Kfo6urCxo0bleP+8pe/4Otf/zrmzp0LALjxxhtRU1ODBx98MCbnlWq1oNjuy9g1dg9id7MDLrcXuRkpmM7MHVFMyb5yAKguyNTwTIiIiIiI4kMXPeXS7t27AQAVFRUAgJaWFjQ0NGDZsmUhxy1fvhybNm2K2XlU5gWGvW2R/eRVuTCZTDH7nkQ0MijnTTAiIiIiSny6Ccr7+vrwne98B+eccw4WLFgAAGhvbwcAFBQUhBxbWFiofG4sTqcTDocj5L9IVMhhb12DyuR1lq4TxZ4c9paWYlYqVoiIiIiIEpkugvKhoSFceuml8Hq9ePrpp5XHzWbf6Q0PD4cc73K5YLGMv5rsjjvuQE5OjvJfVVVVROdTGTTsbSuHvBHFjQzKp+VnsDKFiIiIiJKC5kG50+nEpZdeisOHD+Pdd99FYWGh8rnKykoAQHNzc8jXNDc3K58byy233IKenh7lv4aGhojOSe4q397Yg4MdAwCAY6pyI3oOIoqcnMA+LZ/95ERERESUHDQNymVAfvDgQbz33nsoLS0N+bzdbsexxx6Lt956S3nM5XJh1apVOO2008Z93tTUVGRnZ4f8FwmZKf/E309eW5SJnPSUiJ6DiCJ31twS1BRmYuWSCq1PhYiIiIgoLqyTHxIbHo8HX/rSl/DJJ5/gxRdfRH9/P/bu3QsAKC4uVgLpW2+9FStXrsSiRYuwbNky3HPPPbDZbPjP//zPmJ2bDMqlxdPYT04UDwsqc/DuD07T+jSIiIiIiOJGs0y5w+HA7t27Ybfbcd111+G8885T/gvOjF988cV4/vnn8corr+BrX/saAOCDDz4YNfxNTRW5oVOf2U9OREREREREsaBZpjwvL0/JjE/m0ksvxaWXXhrbEwqSbrOgINOGjn4XAGAR+8mJiIiIiIgoBjQf9KZXsoQ9PcWC2SV2jc+GiIiIiIiIEhGD8nFU+IPyhZU5sFr4x0RERERERETqY7Q5jlnFvuz4CTWx610nIiIiIiKi5KZZT7ne3XBKDWYWZ+GMOcVanwoRERERERElKAbl48hKteLiY8q1Pg0iIiIiIiJKYCxfJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijTAoJyIiIiIiItIIg3IiIiIiIiIijVi1PoF4EEIAABwOh8ZnQkRERERERMlAxp8yHh1PUgTlvb29AICqqiqNz4SIiIiIiIiSSW9vL3Jycsb9vElMFrYnAK/Xi6amJtjtdphMJq1PJyJLly7Fxo0btT4N1TkcDlRVVaGhoQHZ2dlan05M8NoZF6+dcSXqtQMS//rx2hkXr51x8doZF6+dMQgh0Nvbi/LycpjN43eOJ0Wm3Gw2o7KyUuvTiIrFYjH8D+NEsrOzE/b18doZF6+dcSX6tQMS9/rx2hkXr51x8doZF6+dcUyUIZc46E3nvv3tb2t9ChQlXjvj4rUzLl474+K1My5eO+PitTMuXrvEkhTl66Q/DocDOTk56OnpSYg7YMmE1864eO2MjdfPuHjtjIvXzrh47YwrGa8dM+WkidTUVNx6661ITU3V+lQoQrx2xsVrZ2y8fsbFa2dcvHbGxWtnXMl47ZgpJyIiIiIiItIIM+VEREREREREGmFQTkRERERERKQRBuVEREREREREGkmKPeUUG0II7NixAwcPHkR1dTUWLlw45nGtra3YsGEDMjMzsXz5cqSlpUV1TH9/P9555x3Y7XaceeaZqr+eZLNr1y7s27cPlZWVWLRoEUwm06hjOjo6sH79eqSmpmL58uXIyMiI6pj6+nps374dubm5OPbYY5Genh6T15QsPv/8c+zZswfl5eVYvHgxzObR91e7u7uxbt06WK1WLF++HFlZWREf8/e//x1erzfksSVLluCoo45S9wUlkbq6OuzevRulpaVYsmQJLBbLqGMcDgfWrVsHAFi+fPmYk2cnOqapqQkffPDBmN//9NNPR0lJiRovJens27cPn332GYqLi7FkyRJYraPfQvX19WHt2rXweDxYvnw5cnNzozrm8OHD2L59O1JSUrB8+XL+nTlFBw8exI4dO1BYWIglS5bAZrONOmZgYABr166Fy+XCSSedhPz8/FHHeDwevPvuu+jq6sIVV1wx5vcK5xgKX0NDA7Zt24b8/HwsXrx4zPeHQ0NDWLt2LQYHB3HiiSeiqKho1DFCCLz33ntobW3FFVdcMea/mx0dHdi8eTMsFgsWLVqEgoKCmLymZNHY2IhPP/0UOTk5WLx48ZjvD51OJ9atW4e+vj4cf/zxKC0tHXWMEAJr1qxBU1MTVq5cOer3d/Xq1Whrawt5rLq6GsuWLVP3BcWaIIrC2rVrxcKFC8WCBQvExRdfLEpLS8WyZctEe3t7yHFPPfWUyMzMFCeffLKYO3euqKqqErt27YroGJfLJb7zne+IsrIyUVFRIZYvXx6X15ioNm7cKI499lhx9NFHi4suukhUVFSIY489VjQ1NYUc9+KLL4qsrCyxfPlyMX/+fFFWVia2bNkS0TGdnZ3i0ksvFbW1teKSSy4R8+fPF0VFReLtt9+OwytNPNu2bRMnnniimDNnjrjooovEtGnTxMKFC8WBAwdCjnv99ddFdna2OPHEE8WiRYtEUVGRWL9+fcTHWCwWceqpp4orr7xS+e/111+P9ctMSLt37xYnn3yymDVrlrjooovEjBkzxJw5c8Tnn38ectx7770n8vLyxHHHHSeWLl0q8vLyxHvvvRfRMZ988knINbvyyivFwoULBYBR348mt3fvXnH66aeLmTNniosuukjU1taKWbNmiR07doQct3btWlFQUCCWLFkiTjjhBJGTkyPeeuutiI/58Y9/LDIyMsS5554rjj/+eFFaWio2btwY89eZiA4dOiTOPfdcMWPGDHHhhReK2bNnixkzZohNmzaFHLdp0yZRUlIiFi5cKE466SRht9vFyy+/HHLMvffeK6ZPny5qamqExWIZ8/uFcwyF58iRI+Kiiy4S1dXV4oILLhBHH320qKysFOvWrQs5bseOHaKiokIcffTRYsWKFSIzM1M8++yzIcfcf//9ora2VtTW1goAYnBwcNT3u/nmm0VVVZU4//zzxfLly0VGRob4/e9/H8uXmLA6OjrEypUrRVVVlbjgggvEggULRGlpqVi9enXIcXV1dWL69Oli9uzZ4pRTThEZGRni4YcfDjnmscceE7NnzxYzZ84UAERbW9uo77d8+XIxb968kH/z7rvvvpi+xlhgUE5Reeedd8T27duVjx0Oh5gzZ4742te+pjzW1NQk0tPTxR/+8AchhBAej0dccMEF4sQTT4zomP7+fnHfffeJrq4u8Y1vfINB+RT9+9//Fp988ony8cDAgFi0aJG4/PLLlcc6OjpEdna2uOOOO5THLrvsMjF//vyIjmlsbBTvvPNOyPf/f//v/4mamhpVX1OyWLdunfjoo4+Uj4eGhsSyZcvE+eefrzzW29srCgoKxE9/+lPlseuuu07U1tYKj8cT9jFC+ILyN954I5YvKWls3LhRrFmzRvnY5XKJs846S5x88snKY0NDQ6K8vFx873vfUx779re/LSoqKoTT6Qz7mLGceeaZYsWKFeq9oCSyZcuWkJsew8PD4oILLhBLly4Neay6ulp84xvfUB77/ve/L4qLi0V/f3/Yx7z55pvCZDKFBB7/+7//K2bOnCncbnesXmLC2rlzZ8hND4/HIy6//HIxd+5c5TGv1yvmzJkjvvKVryiP3XrrrSI3N1d0d3crj/35z38WBw8eFI8++ui4AXc4x1B49u7dK/75z38qH3u9XnHdddeJqqqqkOOOPfZYcemllwqv1yuEEOJ3v/udyMjIEC0tLcoxDz74oNi7d694/vnnxw3Kn3rqqZDfsQcffFAACHkeCs+hQ4fEiy++qFwTIXz/ThUWFoa8xzj11FPFOeeco/y5/+UvfxE2m03U19crxzzyyCNi9+7d4o033pgwKL/11ltj94LihEE5qeY73/mOWLx4sfLxH/7wB5GVlSWGhoaUx95++20BQNTV1YV9TDAG5bFxyy23iFmzZikfP/roo8JmswmHw6E89uGHHwoAYuvWrWEfM5Y777xTFBUVxeBVJKdf/epXoqysTPn4+eefF2azWbS2tiqPbdu2TQAQa9euDfsYIXxB+W9/+1vx0ksvia1bt4b8Y0pTd9999wm73a58LN90HDx4UHls/4P3Oy0AAA4ESURBVP79AoB48803wz5mpAMHDgiTySQef/zxGL2S5PPAAw8Im82mvOl87733RlUiHD58WJhMJiXjGs4xt912m6isrAz5Xjt27BAAxAcffBDrl5UUnn76aQFAed+xceNGAUBs3rxZOaajo0NYrVbx1FNPjfr6cAJuBuWx8corrwgAoqOjQwghxGeffSYAiPfff185pq+vT6Snp4v7779/1NdPFJSP9P777wsAYt++feq9gCS2evVqAUAJuBsaGgQA8a9//Us5xuVyidzcXHHXXXeN+vrJgvLrr79e/OMf/xDr168XAwMDsXshMcRBb6QKj8eDf//735g/f77y2Pbt2zFr1iykpqYqjy1YsAAAsGPHjrCPodgSQuDdd98dde2qq6tht9uVx+R12b59e9jHSO+//z6eeeYZ3H777fjjH/+IP/7xjzF7Pclm9erVo65dSUlJSE/dvHnzYDabQ67dZMcAgMlkwhNPPIGHHnoIZ599No4//njs378/Dq8qOaxatWrUtbPb7aiurlYemzFjBjIzM0Ou3WTHjPTII48gOzsbl19+eYxeSfJZtWoV5s2bp8zi2L59O2w2W8i8hYqKCuTn54dcu8mOKS8vR1tbGzo7O5Vjdu/eDQD49NNPY/66ksGqVatC3nfIP/vg38X8/HxUVFSM+ztF2li1ahXKysqUfv+xrl1mZiZqamqiunY7duzAc889h9///vf4xje+gZ/85CeoqalR5+ST3KpVq5Cbm4uKigoAY1+7lJQUzJ49O6pr9/bbb+Phhx/GV77yFcyaNQvvvvuuOiceRxz0Rqr42c9+hgMHDuCFF15QHuvp6Rk1KEUOzeju7g77GIqtX//61/j000/x4IMPKo+NdV2ysrJgs9kmvHYjj5HWr1+PTZs2YefOnSgrK8OMGTNi8lqSzX333Yc1a9ZgzZo1ymNjXRez2Yzc3NwJr93IYwDg1Vdfxfnnnw/AN1jsvPPOw7XXXqsMGKPoPfzww/jXv/6F1atXK4+NdV0A39+JE127kccE83q9eOyxx3DNNddwWJhKnnrqKbz44ot4/fXXlcd6enqQl5c36tiR126yY7785S/jrrvuwtlnn40bb7wR3d3dePTRR5GRkYGenp6YvJ5k8tJLL+Hxxx/H888/rzzW09ODzMzMUcOjxvudIm289dZb+POf/4xHH31UeUz+Toz8vYr22u3evRsvvfQS6uvr4XQ6xx1gTJFZs2YN7r77btx7773KcFN57caKASK9dj//+c9x9tlnw2w2w+Px4Fvf+hauvPJK7NmzZ8y/c/WKmXKaMvmL9o9//CMkA5Camoq+vr6QY+XHcnpmOMdQ7DzwwAP4xS9+geeeey7kH5+xrsvw8DBcLteE127kMdKPf/xjvPDCC/jss8+wYsUKXHjhhRgYGIjRq0oOTz75JH74wx/iiSeewAknnKA8PtZ1AXzbCya6diOPAaAE5ACQnZ2NH/7wh/jwww9DsngUuRdffBHf/OY38eCDD+K0005THh/vuvT19U167YKPCfb222+joaEBN9xwg3ovIIm99tpruP766/GHP/wB5557rvK4WtcuKysLmzdvxrXXXouNGzeitbUVr732Gjwez5gbFCh8q1evxtVXX43f/OY3WLlypfJ4amoqBgcHR22aGO93iuJv3bp1uOyyy/DTn/4U1157rfK4rHbo7+8POT7aa3fZZZfhb3/7GzZs2IDf/OY3+PKXv8wKlSnavHkzLrnkEvzXf/0XvvnNbyqPy2s3VgwQ6bU799xzlWn6FosFt912G9rb27F+/fopnn18MSinKbn33nvxs5/9DC+99BLOPvvskM/V1tbi0KFDIY/V19cDgFIOFM4xFBsPPfQQvvvd7+K5557DF77whZDP1dbWorGxER6PR3lsrGs32TFjueaaa9DW1qaUZFLknn76aVx//fV49NFHcdVVV4V8rra2Fi0tLXA6ncpjzc3NcDqdIddusmPGItdujVw9QuF76aWXcPXVV+OPf/wjrr/++pDP1dbWoqurC729vcpjDocD3d3dIddusmOCPfzww1i6dCmOOeaYGL2i5PGvf/0Ll112Ge666y5861vfCvlcbW0t+vv7Q25YDQ4Ooq2tLeTaTXYM4AvMb7rpJvz1r3/F3XffDYfDAafTiUWLFsX2BSawd999F5dccgluvfVW/PCHPwz5XG1tLbxeLw4fPqw85na70dTUxPchOrB+/Xqcf/75+N73vofbb7895HO1tbUAEPI+UgiBhoaGKV+7yy+/HDabjZVhU/DJJ5/g7LPPxnXXXYe777475HNjXTv58VSvnWyrNNx7Fa2b2sm47rvvPpGWljbuiiQ5PCV4cNSPf/xjUVpaqkxaDOeYYBz0po6//vWvwmaziRdffHHMz+/atUuYTKaQwVG//OUvRW5urjIgJZxjjhw5Muq5H3roIWE2m0Vzc7OaLylpPPPMM8Jms4knn3xyzM8fPHhQWCwW8cILLyiP3XvvvSIjI0P09PSEfUxzc3PI5FQhhPjWt74l8vPzxfDwsNovKym8/PLLwmazjTmASAghWlpahM1mE4899pjymPxdlROAwzlGamtrEzabTTz44IMxeDXJ5fXXXxdpaWnjrtnp7OwUaWlpIdf2qaeeElarVRw+fDjsY4QQowYZXX311WLOnDkctBil9957T2RkZIhf//rXY36+v79f2O32kOFSL7/8sjCZTGLPnj2jjuegt/hZv369yM7OFj/5yU/G/LzL5RKFhYXitttuUx5btWqVADBqhasQ4w966+zsDBk4LIQQ27dvFwDEq6++OvUXkoS2bNki8vPzQzaFBPN6vaKqqkr84Ac/UB7bsGHDqJhAGm/QW09Pj7K9QnriiScEgFFrK/WOPeUUlWeeeQbf+9738LWvfQ09PT147rnnAADp6elK1vW4447DV7/6VVx55ZX4/ve/j5aWFtx99914/PHHlZ6ScI4BfBmK3t5e7Nu3D+3t7cr3u/LKK5VBOxSel19+GTfccAOuuuoquFwu5c8yJSUFX/rSlwAAc+fOxTe/+U1ce+21+NGPfoSenh7ceeed+NOf/qSUFYVzzBtvvIHHHnsMF1xwAYqKirBt2zY89NBD+MlPfoKSkhJt/gAM7O2338a1116LSy65BFarVbl2AJSMeXV1Nb7//e/jhhtuwN69ezE0NITf/OY3uOOOO5RMdzjHrF27Fr/73e/whS98AUVFRVi1ahVefvllPPLII7Ba+U9HpNauXYsrrrgCZ555JnJyckKu3WWXXQar1Yri4mL87Gc/w3/913+hsbERAHDHHXfg5z//OYqLiwEgrGOkJ598EjabbVQ1BUXm448/xsqVK7FixQoUFxeHXLuVK1fCZrMhLy8Pv/jFL/Df//3faG1tRUpKCu644w78z//8jzLYKJxjAN+/a8uWLUNtbS1effVVrFmzBqtWrVLKMyl827dvx0UXXYQlS5ZgxowZIdfu4osvRmZmJjIyMnDnnXfi5ptvhsPhQFZWFu68805897vfxaxZs5TjN2zYgIMHD+Kjjz6CEEJ5rrPOOguFhYVhH0Phqaurw3nnnYejjjoKCxYsCLl2559/PnJycpCSkoJ77rkH119/PZxOJwoLC/G73/0O119/fUhlyaZNm7B371589NFHAIDnn38eKSkpOO2001BaWoqDBw/iuuuuwxe/+EVMnz4d9fX1eOCBB3DeeefhwgsvjPdLN7xDhw7hrLPOQnl5OU488cSQa3f22WejoKAAJpMJv//975V/nyoqKnDPPffgyiuvxPLly5Xjt27dit27dyttBC+99BLsdjtWrFiByspKtLS04NJLL8XKlSsxY8YMbN++Hffffz9+8IMfYN68efF94VNkEkIIrU+CjOeJJ54IGXIj5ebm4v7771c+9nq9ePLJJ/H+++8jIyMDV111FVasWBHyNeEcc9NNN6G5uXnU93vmmWf4RiVCf//73/GPf/xj1ONpaWl47LHHlI/lG4pVq1YhNTUVl19+OU4//fSQrwnnmC1btuCFF17AkSNHUFlZiZUrV7IMM0qvvvoqnnnmmTE/F/yPHgC88MILePPNN2G1WvHFL34xpP813GN27tyJ5557DkeOHMGMGTNw9dVXc0hflN5++2088sgjY37u8ccfD9lA8eqrr+K1114DAFx00UW45JJLRn1NOMfcdtttyMnJwc0336zGS0ha7733Hh544IExP/fQQw+FbKB4/fXX8corr8Dr9eKCCy7AF7/4xVFfM9kxfX19+POf/4xdu3Zhzpw5uP7660M2JVD41q9fj/vuu2/Mz/3hD38I+XNdtWoVXnzxRbhcLpxzzjm48sorQ47/05/+FDJUU7r99tsxe/bssI+h8GzZsgV33nnnmJ+76667UFlZqXz8wQcf4G9/+xsGBwdx+umn45prrglJ2Dz88MN45513Rj3PLbfcorT2NDY24oknnkBdXR2Kiopw2mmnhcxVofDt2rULv/jFL8b83C9/+UvMnDlT+XjDhg14+umn0dfXh5NPPhn/8R//EZKUe/rpp/HPf/5z1PPcfPPNyjydlpYWPPbYY9izZw/Kyspw4YUXYtmyZSq/qthjUE5ERERERESkEaYYiYiIiIiIiDTCoJyIiIiIiIhIIwzKiYiIiIiIiDTCoJyIiIiIiIhIIwzKiYiIiIiIiDTCoJyIiIiIiIhIIwzKiYiIiIiIiDTCoJyIiIiIiIhIIwzKiYiIiIiIiDTCoJyIiIiIiIhIIwzKiYiIiIiIiDTCoJyIiIiIiIhII/8/RZgarpL6OfUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "austourists_data = [\n", " 30.05251300,\n", " 19.14849600,\n", " 25.31769200,\n", " 27.59143700,\n", " 32.07645600,\n", " 23.48796100,\n", " 28.47594000,\n", " 35.12375300,\n", " 36.83848500,\n", " 25.00701700,\n", " 30.72223000,\n", " 28.69375900,\n", " 36.64098600,\n", " 23.82460900,\n", " 29.31168300,\n", " 31.77030900,\n", " 35.17787700,\n", " 19.77524400,\n", " 29.60175000,\n", " 34.53884200,\n", " 41.27359900,\n", " 26.65586200,\n", " 28.27985900,\n", " 35.19115300,\n", " 42.20566386,\n", " 24.64917133,\n", " 32.66733514,\n", " 37.25735401,\n", " 45.24246027,\n", " 29.35048127,\n", " 36.34420728,\n", " 41.78208136,\n", " 49.27659843,\n", " 31.27540139,\n", " 37.85062549,\n", " 38.83704413,\n", " 51.23690034,\n", " 31.83855162,\n", " 41.32342126,\n", " 42.79900337,\n", " 55.70835836,\n", " 33.40714492,\n", " 42.31663797,\n", " 45.15712257,\n", " 59.57607996,\n", " 34.83733016,\n", " 44.84168072,\n", " 46.97124960,\n", " 60.01903094,\n", " 38.37117851,\n", " 46.97586413,\n", " 50.73379646,\n", " 61.64687319,\n", " 39.29956937,\n", " 52.67120908,\n", " 54.33231689,\n", " 66.83435838,\n", " 40.87118847,\n", " 51.82853579,\n", " 57.49190993,\n", " 65.25146985,\n", " 43.06120822,\n", " 54.76075713,\n", " 59.83447494,\n", " 73.25702747,\n", " 47.69662373,\n", " 61.09776802,\n", " 66.05576122,\n", "]\n", "index = pd.date_range(\"1999-03-01\", \"2015-12-01\", freq=\"3MS\")\n", "austourists = pd.Series(austourists_data, index=index)\n", "austourists.plot()\n", "plt.ylabel(\"Australian Tourists\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:50.212239Z", "iopub.status.busy": "2026-08-27T06:59:50.211335Z", "iopub.status.idle": "2026-08-27T06:59:50.955758Z", "shell.execute_reply": "2026-08-27T06:59:50.954456Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fit in statsmodels\n", "model = ETSModel(\n", " austourists,\n", " error=\"add\",\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " damped_trend=True,\n", " seasonal_periods=4,\n", ")\n", "fit = model.fit()\n", "\n", "# fit with R params\n", "params_R = [\n", " 0.35445427,\n", " 0.03200749,\n", " 0.39993387,\n", " 0.97999997,\n", " 24.01278357,\n", " 0.97770147,\n", " 1.76951063,\n", " -0.50735902,\n", " -6.61171798,\n", " 5.34956637,\n", "]\n", "fit_R = model.smooth(params_R)\n", "\n", "austourists.plot(label=\"data\")\n", "plt.ylabel(\"Australian Tourists\")\n", "\n", "fit.fittedvalues.plot(label=\"statsmodels fit\")\n", "fit_R.fittedvalues.plot(label=\"R fit\", linestyle=\"--\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:50.958076Z", "iopub.status.busy": "2026-08-27T06:59:50.957840Z", "iopub.status.idle": "2026-08-27T06:59:50.975600Z", "shell.execute_reply": "2026-08-27T06:59:50.974339Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ETS Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 68\n", "Model: ETS(AAdA) Log Likelihood -152.627\n", "Date: Thu, 27 Aug 2026 AIC 327.254\n", "Time: 06:59:50 BIC 351.668\n", "Sample: 03-01-1999 HQIC 336.928\n", " - 12-01-2015 Scale 5.213\n", "Covariance Type: approx \n", "======================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------------\n", "smoothing_level 0.3398 0.111 3.070 0.002 0.123 0.557\n", "smoothing_trend 0.0259 0.008 3.157 0.002 0.010 0.042\n", "smoothing_seasonal 0.4011 0.080 5.041 0.000 0.245 0.557\n", "damping_trend 0.9800 nan nan nan nan nan\n", "initial_level 29.4478 8.74e+04 0.000 1.000 -1.71e+05 1.71e+05\n", "initial_trend 0.6150 0.392 1.569 0.117 -0.153 1.383\n", "initial_seasonal.0 -3.4428 8.74e+04 -3.94e-05 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.1 -5.9583 8.74e+04 -6.82e-05 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.2 -11.4853 8.74e+04 -0.000 1.000 -1.71e+05 1.71e+05\n", "initial_seasonal.3 0 8.74e+04 0 1.000 -1.71e+05 1.71e+05\n", "===================================================================================\n", "Ljung-Box (Q): 5.76 Jarque-Bera (JB): 7.69\n", "Prob(Q): 0.67 Prob(JB): 0.02\n", "Heteroskedasticity (H): 0.46 Skew: -0.63\n", "Prob(H) (two-sided): 0.07 Kurtosis: 4.05\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using numerical (complex-step) differentiation.\n" ] } ], "source": [ "print(fit.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predictions\n", "\n", "The ETS model can also be used for predicting. There are several different methods available:\n", "- `forecast`: makes out of sample predictions\n", "- `predict`: in sample and out of sample predictions\n", "- `simulate`: runs simulations of the statespace model\n", "- `get_prediction`: in sample and out of sample predictions, as well as prediction intervals\n", "\n", "We can use them on our previously fitted model to predict from 2014 to 2020." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:50.977882Z", "iopub.status.busy": "2026-08-27T06:59:50.977650Z", "iopub.status.idle": "2026-08-27T06:59:50.995284Z", "shell.execute_reply": "2026-08-27T06:59:50.993998Z" } }, "outputs": [], "source": [ "pred = fit.get_prediction(start=\"2014\", end=\"2020\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:50.997979Z", "iopub.status.busy": "2026-08-27T06:59:50.997013Z", "iopub.status.idle": "2026-08-27T06:59:51.013661Z", "shell.execute_reply": "2026-08-27T06:59:51.011924Z" } }, "outputs": [ { "data": { "text/html": [ "
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meanpi_lowerpi_upper
2014-03-0167.61102763.13605572.085999
2014-06-0142.81463538.33966447.289607
2014-09-0154.10645149.63148058.581423
2014-12-0157.92839053.45341862.403361
2015-03-0168.42195663.94698472.896928
2015-06-0147.27763842.80266651.752610
2015-09-0158.95463054.47965863.429602
2015-12-0163.98215359.50718268.457125
2016-03-0175.90525071.43027880.380221
2016-06-0151.41790446.65382756.181980
2016-09-0163.70312458.62928768.776962
2016-12-0167.97799162.57576073.380222
2017-03-0178.31558471.73568084.895488
2017-06-0153.78003146.88324460.676818
2017-09-0166.01800958.78812673.247892
2017-12-0170.24657862.66874777.824409
2018-03-0180.53879971.89263989.184960
2018-06-0155.95878246.96805864.949507
2018-09-0168.15318558.80512977.501242
2018-12-0172.33905162.62189582.056206
2019-03-0182.58942371.86466193.314184
2019-06-0157.96839346.87580269.060984
2019-09-0170.12260458.65206381.593145
2019-12-0174.26908162.41123786.126925
2020-03-0184.48085271.65639097.305314
\n", "
" ], "text/plain": [ " mean pi_lower pi_upper\n", "2014-03-01 67.611027 63.136055 72.085999\n", "2014-06-01 42.814635 38.339664 47.289607\n", "2014-09-01 54.106451 49.631480 58.581423\n", "2014-12-01 57.928390 53.453418 62.403361\n", "2015-03-01 68.421956 63.946984 72.896928\n", "2015-06-01 47.277638 42.802666 51.752610\n", "2015-09-01 58.954630 54.479658 63.429602\n", "2015-12-01 63.982153 59.507182 68.457125\n", "2016-03-01 75.905250 71.430278 80.380221\n", "2016-06-01 51.417904 46.653827 56.181980\n", "2016-09-01 63.703124 58.629287 68.776962\n", "2016-12-01 67.977991 62.575760 73.380222\n", "2017-03-01 78.315584 71.735680 84.895488\n", "2017-06-01 53.780031 46.883244 60.676818\n", "2017-09-01 66.018009 58.788126 73.247892\n", "2017-12-01 70.246578 62.668747 77.824409\n", "2018-03-01 80.538799 71.892639 89.184960\n", "2018-06-01 55.958782 46.968058 64.949507\n", "2018-09-01 68.153185 58.805129 77.501242\n", "2018-12-01 72.339051 62.621895 82.056206\n", "2019-03-01 82.589423 71.864661 93.314184\n", "2019-06-01 57.968393 46.875802 69.060984\n", "2019-09-01 70.122604 58.652063 81.593145\n", "2019-12-01 74.269081 62.411237 86.126925\n", "2020-03-01 84.480852 71.656390 97.305314" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pred.summary_frame(alpha=0.05)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case the prediction intervals were calculated using an analytical formula. This is not available for all models. For these other models, prediction intervals are calculated by performing multiple simulations (1000 by default) and using the percentiles of the simulation results. This is done internally by the `get_prediction` method.\n", "\n", "We can also manually run simulations, e.g. to plot them. Since the data ranges until end of 2015, we have to simulate from the first quarter of 2016 to the first quarter of 2020, which means 17 steps." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:51.015717Z", "iopub.status.busy": "2026-08-27T06:59:51.015501Z", "iopub.status.idle": "2026-08-27T06:59:51.024995Z", "shell.execute_reply": "2026-08-27T06:59:51.023821Z" } }, "outputs": [], "source": [ "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T06:59:51.027782Z", "iopub.status.busy": "2026-08-27T06:59:51.026892Z", "iopub.status.idle": "2026-08-27T06:59:52.336612Z", "shell.execute_reply": "2026-08-27T06:59:52.334284Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(simulated.shape[1]):\n", " simulated.iloc[:, i].plot(label=\"_\", color=\"gray\", alpha=0.1)\n", "df[\"mean\"].plot(label=\"mean prediction\")\n", "df[\"pi_lower\"].plot(linestyle=\"--\", color=\"tab:blue\", label=\"95% interval\")\n", "df[\"pi_upper\"].plot(linestyle=\"--\", color=\"tab:blue\", label=\"_\")\n", "pred.endog.plot(label=\"data\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we chose \"end\" as simulation anchor, which means that the first simulated value will be the first out of sample value. It is also possible to choose other anchor inside the sample." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.14.7" } }, "nbformat": 4, "nbformat_minor": 4 }