{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": [ "# Ordinary and Simple Kriging\n", "\n", "This tutorial will teach us how to perform spatial interpolation with Ordinary and Simple Kriging. We will compare Kriging behavior in relation to a different number of ranges, and finally check how number of neighbors changes the interpolation quality. Ordinary and Simple Kriging are the simplest form of Kriging, but they're still powerful, thus you should always start from those methods and then move to more sophisticated techniques.\n", "\n", "## Prerequisites\n", "\n", "- **Domain**:\n", " - semivariance and covariance functions\n", " - kriging (basics)\n", "- **Package**:\n", " - `TheoreticalVariogram`\n", " - `ExperimentalVariogram`\n", "- **Programming**:\n", " - Python basics\n", "\n", "## Table of contents\n", "\n", "1. Set semivariogram model (**fit** data into semivariogram).\n", "2. Create Ordinary and Simple Kriging models.\n", "3. Predict values at unknown locations and evaluate output.\n", "\n", "## 1. Set semivariogram model (fit)\n" ], "id": "e4960e75032a457e" }, { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2025-12-21T14:57:11.905840Z", "start_time": "2025-12-21T14:57:05.753121Z" } }, "source": [ "import geopandas as gpd\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "from pyinterpolate import (\n", " build_experimental_variogram,\n", " build_theoretical_variogram,\n", " ordinary_kriging,\n", " simple_kriging\n", ")" ], "outputs": [], "execution_count": 1 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:13.090943Z", "start_time": "2025-12-21T14:57:12.039193Z" } }, "cell_type": "code", "source": [ "# Load DEM data\n", "\n", "df = pd.read_csv(\n", " '../data/dem.csv'\n", ")\n", "# Populate geometry column and set CRS\n", "\n", "dem_geometry = gpd.points_from_xy(x=df['longitude'], y=df['latitude'], crs='epsg:4326')\n", "dem = gpd.GeoDataFrame(df, geometry=dem_geometry)\n", "\n", "# Transform crs to metric values\n", "dem.to_crs(epsg=2180, inplace=True)\n", "dem.plot(column='dem', cmap='gist_earth', alpha=0.6, vmin=0, legend=True);" ], "id": "4f7214d47cfcf42d", "outputs": [ { "data": { "text/plain": [ "
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Lz42M1+fnfu7n8EM/9EP4uq/7Onns13/913HixAm8853vxDd/8zfjsccew7ve9S782Z/9Gd7wBs04/OIv/iK++qu/Gv/iX/wL3HLLLZ/SfswB6xBYf3gFW7vnZAW70b+ENI+FwVeR0cYVeElnS2DQaEmjIXVojH58kNXnmrQdJBoYFmV9gTUmU+t4LpYDD2lZYERGoAUrBwiMK+55LoalRiwuf4xjt6lA/uUxCnINGAnriJ/LVxp0EydP4GEEQmDiwyRxlKavywAeWibSKiVNJ9sXtQ1JtIkR4JKswmgaYJoliIKRgJrskXwc/+W5knBNwIbpRJ67ICDLUVOoBB8CFgOwJvSGLtOg3E/zuKQi9cg0TefK+e16PEYgcM0x69nDlOBZAQsmUuV5Y9QXokToOLi88RAevfox3Hv8Fbi2/QSeuPDHKIoUeZ5KbZApypBBYVViLB+tZ1oxtURSMF1IAB8hL6ZyPRR8XPi+L+lBRrMX1h/EIxf+BItRB8PJluw7U5lpnqIsyAY1l0aiwkr2gWfxwrU/w8faK9jbexqjyRamyZ70/fHjmTbdG1yQ1/L+mkzW8cje0wLWnhcgChew0D2FW099Hm6/9QulhvpcNplu4aln/gDD4RVdgBUJhukEcZEjCJckeuY1Df334raTr8PLb/9ypOkQH3/sN7G1+xTybArHddEKl3B09V7cdfZL5THJSuyewyTekeiRz91x5ovR7Rx7Ib+mn5U2GAz2/R1Fkfx8Onb+/Hmsra3hrW99a/3Y0tIS3vjGN+IDH/iAABb/XV5ersGKxtczNfihD30If+kv/aVP6bPmgHUIbHd4SZxXEGjdgY6IfoWMQDLWMumV0kiHZpNyCl62DqVhDF0oaetpoSQJ66XoUJcDV2pVjLzooPk8t5lDU4muWQFz7UWgkn/5fpMulM9n5CeOn/ukqUJuW1JyDbCyEczsX93jChqRcI81ncY4TOtM+jxNj5cfTRIDiRuTpEJe6P64Xm6IHOp4ecx0vCUBU86H/oAAaCIqAqof6LE1wYrnreOVGJosISPGnNshqkm6kIdUouX7UvNLywqRq+lVvoHHPs5zdFxlTAr5g+lMAS9zPGWMP/7Iv8bHWz1xwGWZmDOj54ZgxfOYFIysZoQYa4wm6cwZfVUFo8ZQGKHWNBJx5do9cuFP8bLj90jtjsSVKOgiLUZmHaFnXjYt57vU6Csd4Iln/wiesM8SZY6aPST92UWJyeiSiWD1v6LQVCj3KcmmGEzWkKYT3HfXVz1nLezxp34Xw9FVadfIswkG8Z7UFuXeyWOsrrwMQdBDVsQ4d+m9iOM9bG9+HKPJukSjBEl+5mS6g0uX/xTr6x8RUGaKVY5N6rAudnafxsWrH8Rr7/vLOHHsNfC8SBm2TI1mU2HSMoPxzJUP4uLaR5EkQ7Rbizhz8vNw561vOvRkl+oFHC9y5syZfY+zDvVjP/Zjn9a2CFY0RlRN49/2Of57/Pjxfc9zsbW6ulq/5lOxOWAdApObhw4rG5s4Rvui6DYYU9mV/6x6pKZ1G40O6PRIyKATTA0YFeKZ9PdV30XkugI8/LGOywRXCBxg2fdwKdYaDFf9mYCUAStLL/C0j4lgxRQWn7PgOdsru6cam5EWrrhJR29Ti9bh8jGmBDV2s/EgQTvwXGR5iEHCdBmEBMF+MKbWGC1VBVN2ZBRC6llFQRDjF5H7qFGIjf4YDWqNav+5D1yCSwXfLZGS/ShlLBclAQgFcqYrSTYhoGkpUUkplYN+mcq5qIGf7D4yJA2BhS+mo1zwHPgVlUpSXUQYMLY1RJ5re+RynQ+SIMw5niUxFXw0CNPP0lpfiOF0C3l+mw0V5VzL+ZZ7QyM/fY6PFSiysaRu83xUR8ez66n3Ce8BgrXdC9kcj5e9e8ikgZ11MtZgw2gBd57+C9fd49s7j2M0ugbfa2E0vioDCCc5U8QaTef5BBubn4DnEUx4DQs8NXxWrqDrMJpTNRfeU0U2kvrdJOnXkbbsm0TDpexvMl3HRx/6vzVdGS3LIonN9QK2ZY7d8SYmcV9aEXiMu0NgffsJnL/yAbzuvm/UCNINRBKNkeRnax/WpUuXsLi4WD/+6UZXL7bNAesQWLdzRBx0UWRSkyFlPWGNxzTRWgdywNeK0UlOixItOneu7j1GPQ5C18HUpLkWfRdLQVCDVWg+w2P0ZmCFYMXAyZLeTXJPbMXzMCpLWXnLbe4og9Ak5Wbc92oGUrrzuse2BsbohWCgDltBj45XYdYHKh9R0EaBkShPOEgxyXzzXk2Htvyu0OADn4QDT9J+ZdkGy3X6cdymRkD8tyxJ8AjheVQJmR0TTRxvITx6tLwKaeZhmi6ayK+C52V1GpRpK6Y8eX5L+BiWOcZMZTEly89ipObqoqA68AUjkUUXBkKV2Rd/2irMvmtrw0tjBBmJekyUW5E84Si7k//zSKQg4YbtCQ4wHFzANN4Rp1ZUmdD6TfxrPl3Pk9TmitTUDiUnqenSxs5ozFJzVOpUpZJEzBYZnTuMAFM8du4P0GsfxfEj9+67T7d3npTPmEw29AO8EEU5lCqnYI1EygWKnCxR3U8COfenrDKkaYYsG0nDvBCGHE8AinfPDMz1nHApJK0YRYrtvfNa75R6Wwud9lHsTHYwTZkK47Fw3/UdaZ5gbetxvOfDP4fF3kmJarvto7jj1jfi9PH7PysbxxcXF/cB1p/HTp5UZZn19XWcOnWqfpx/33///fVrNjY29r0vz3NhDtr3fyr2OVq1PFx2dPkuKTIzXVQVCSA9SAasjPdoRkP2X9SREDAuS8R2FewAPZ/rZv3irnh+vVKmU2WN6ojvaZ3FddD1XEkJWmdKk9SbWbmfjiIsep7NkolD4HvpJFuG7k6fKM5HHJi6N6bEavct79UaEsHD81iPyOvUFFOF/EnyCt1gRepWJD3kpVbhWJcLXF8cZdc/iqWoh1BAxkFiwErAUPaZTpDpLB9l4aOoQpskrMGCjyfxKpK0J0zGOG1jEi8bQPVQZAsCdCSDRC6wGmrqkQsDkjMIVjxuIX1IDUp/Dlpb0od6LSW6MTarks2M19KmCZvGSNYuWWw0TKCUa2BoJt0qxrLL1CRBPZTnmHqM474sLurPOgBG2rigT9Rp5sa+2TS0NZ5/RiX7llGMbKopAkZb8SYeffJ3MJmwxWFmrFexDsYfpugE8CSSEtpLvVs1WNlFkwF6+WHEWuXyXpJNZjGftLAjEJCz1VZ9P0FLCUwE+lQIJWRY2gS0XEOX3w+FZeY0mGIMvJbQ/5l+fPjcH0id77ClBKvn+fNCGVmBBJ13v/vd+2pjrE29+c1vlr/5L+nupMVbe8973iOEJ9a6PlWbR1iHwFgovufsl2O0+wRGFQkCGnPQEXp0EHWCRtfJNvqxDpCOdMJagyFj8F+/Xvmz5uJCE30KQIEBobQCBlkuzECadbxMKfY8H6tOhalToed7OFEF2DNhTGFedzQIpaaTpco4JECRy6jb4s1VIZHVq917HquK7Cq9OhOmnzAETcRGZzhMSyw7i1iKFuBXvqQB2yHloQIsRktYaa9gd3oVF4tHsFMQVAxgCbjNUqVK9vDlM4qCoMxoKhdJqSxZkn+TisQHYDBdUPdFp+hW8HzupxJZFgMFm2nlo8NtlBQLLgVguN7nqp7n+gZYo+k+u8CwjEzzXF17NM6Vn5WQLFJHqwp2Bo0VMKV1wURpBscCj9GdkkAYQSwvnoYXdLC2e17617gIsoxNLiA04mrCxP4IXh63QbPtM7OMvX0Qy5SmaSsQxRS9Zwf9Z/DhB34Wq0tkDy5haeksomhRRJv1HnQNENnP0mOzQMmraNOkUsesz5chozRqrPJ6IR7NUqm6Xd4Pdrt6baQBXwBMI1X2vEkDvHznuAAx57XK0R9eQhC8DAvd48KOfPry+3Dq6CsQGfr/Z0sN61O10WiEc+fO7SNaPPjgg1KDuu222/C93/u9+Mmf/Enpu7K0djL/bK/Wy1/+cnzVV30VvuM7vgO/8iu/IrT27/7u7xZCxqfKEKTNAeuQWJmP0Q0XJDJYG20gleSckhr45Z4lYMzvBpis+5Dbr+LKv0THdTApLKliBnDyEvOl56r97k4HW2mGcc56mTqSFd9HtyhxX9RB23FwtUjkHQS1O4IAMSoMigItKmMwekCFFpUkWLCXFT9JCwQ0E61JtOUaIGjqlxnHw1qUrLRnqSoW8vtxH593+n6c6N2Bx9cv4OyqphoYca4PHsbu+DyGEzr3jt2SuhthItrtExhdVCXToVS8Z28XUGQtlKUH183Eye1Ou/K34zI1lst+VlS4QIHlKBOA0LpVhq3URSCJKNNuUJVoM516IGFbR3KNhJXjOpJ2pcPkw+x/a0IA94Xty6mkM/WZvKiQGPBgNGx74mw9jWabvoVHSoFkAAvtVYR+G7uDq+gPLkp6lNeIe9JivbQGpP3XgyljS6Kx27T3TzP1JmdcUsM2rjaRDiPOKkMy3cBmNhTa+t7eU3Co0iILCYID07hasWu2SthzRgCUxnGzOJPoydzHlh2rwKU9grJYMNmFOu25T6yFkZk+w/RgsyLM6+GSsWiiMH09pcym2N07j5WlO9BurWAwuiZ9aWdOaIrrc80+8pGP4Mu+7Mvqv7/v+75P/v3Wb/1W/Nqv/Rp+4Ad+QHq12FfFSOotb3mL0NhtDxbtN37jNwSkvuIrvqJuHGbv1qdjc8A6JLaz8zjybISgynGyvYz1ZIRhFpuVNyTtJ8YvZgOomkZwYk1rXFRSz2pLz5B+A1W1wjpHrW2RVNBzgcxlOhBIygoLnodTflv0BEPPxTEnxBb1BV0Ht7VbkrhbTzMkJdlr2mvVCxzkVJmwK3hGT9aRCO1b6efqvlnP2V8ls5k0y4TshC3ptVobreHW5TMSYW2P97DaWcLW6Alsj57CMGPtbnb7airP0uq1fiWfWPpwywJZ0kNcRAj9WNCe9TT7uWnOxgCtkzFlyX3oeYVEWaFrIlzD5CP1nGQWu3BgqrKi+oeptzTTjvydzD/WsOzx2fqKXC+zXWVgGsYg2YWVJkgJkmljsSJMTvsZFpRZm3GVncgFR5wMlGXiqDxW13EQu5r+bbGJW2qGpbD8dB+MHJcBUftZ5raRfdNUpe57c11uoyA+zvvFY+0wn2obgNtFmZPVWKDdOYZpvKUUe56TZA9FzuZ1PRB+Rn0PS1rPNHSbmpS0a/DeKEx8pT3mCPiYWTiYZLC8XkhFN/qC2KxE1YjkrN6YsSYgE7TY/3VkRdUarOrM52KE9aVf+qUH+jD3GxdbP/7jPy4/z2WMxj6dJuEb2RywDolNRuvI0yn8sIuW7+FWeLhWlJhUqTT3ehX7sWar8dJ8b7suMDLkN7vy1j4gLVqL1JIoNZBQoaw0iQyELq3b5LZ8x0PhlFh0Xay4PhKqw1PuyHXQLl35WxQxKBjrediTVCVX6royZR2sKFjkpxNQIGsJSpZIRM6JAGGqZLYYdmDNrtkzVZUIEUij8NrwCr7i3jfjj596AM9sX0ScnsOkyDHMXVTCCFR/I6lFu03ZvJI7NCWYoyxIVS6RVC0FHreAa3rbPJeQlEm/Fl3eyc4EnSBD364S6BjlmGZO2n7deZwmaabsRAJ245gIOGlZIvJ0UaDOl4CiUZRcLwJV7UcV6Bmp7hV6jq1pFNcoSJm8oK1P8rjcMsHW9qOI3A6KLEaWDBAauoc2WLuYGu2tujRmwanxWc37jLEQq4AW4S0YSCqOiyEb75isqJtXqLKxvGacXUEy3kOrsyrXc3XxdvR3nyK9QkG6wUq097CmL/VzyOJkFOQVej3LRn9eyBiYr5eFgIK27B/bDcxpsoBsr4jdV56TWVVzv+luEdRTTKbb6HWVrh0cErp7NRe/ndvNNtJ61al7yJMxyizFUS/EiK6UGnY5oxyukvWStaXirnUrfolFTqmxAPLrwrwDJvVq/l45W73b16mDKNHxHCwJC4tpI1Ve6FZAjEIiPOtUWAMhEYENs5YAQnIB3QbThXT/bK6VqMAFOn4hEZlSj+mEVZF9v81ik5zb8LhHOa4MLuP+ag/f9Povx589+wA+dP4BSXfSPK9C4bKQT/djt2gljkySTsgXofZ7sb+tdFF5bJjlMTvCNgz9CaqsK6nAJS9H19dzzXNsazgWFOq9NgyGGR3CNFrXtZ7ZEe7lJRbMKjQi27EiecMy4PQ1GnvOts/zTbCz1mQW1g9Y0oCJzOzz2XAHebVriDB6JqT9wDR6C1XcHI8Cw37CxcErI/toNi70eTb3MooyYGXPujSCZy4caeC2B8Z+sDEmHFMTteCHOTqd48gnGwiqRDIBBD5JRdY9Ygo6vKoue/0YWZn7T64BF24SZTGqm9W1aiIS2aGSkmZty5H7ncdMUoa0f5g+R43oq3o7Wl3VMyRNzKa5endwGSuLZ0SB4zBYORe/ndvNNCVZUGLIR5FNBazYBOlTB6JkrwpwwgkQVJzJBFBMgL0rCQkSsKk/7Zuy7CoReDXbtzUGrkItWGlTsUYiUVVK2m6WQjTitkbgNoIDrpe130ujNvt2+RxDLOj6SlLom6ZlW4/okrGes1nZBFcmXXcjk+Zb5EjKITbHsURbv/vIO9EOWjjVOYLMCPLS0VBJw/OnUn8C1SwkRUjQoHPOUGgjmj5vXREZin6iBA1KIvmxRFgU6NVxIzPmGcWEuc/0v806Dh2dqDOYVJ/2qdFJGud/gC3I53dz6jQWkrVkzUmiqwZMWwFf/p6UJQa5NjlbUxX968GEkS1rWwa/4JV07pZkoDUi/s1d1WiOtURN31lM0XuFC6MD18LWk0zUUQOCSfcqcWImv+VQKqtQQkV9iUUChSCTirAwYWFh4TaMxusqLUWgLdkooJGcBWZd/swiOtOxMNs325toIkxDUdHeN36XCIAm3cf713JmeU4ZtfFYbUTGtRYfEyA0+5xT6YOtJlUpdPrbb/mCQ0G4+Fy3OWAdCnMQRctIkj7i8XYNYPx6yZe6cASsbA6HLDbhEbpAWCozsDT5QAIGSQ/WwdSMKSPsVNcLGg6I+oKs4qhSu3oCrkblV0YaTAUWjJIIapZObXpeTOGdqUFlrLk46gYCnnTcZNMJpaJ2+laJwnYG0az8k8k6OYyAQtHBUxX2GKNkhKu7l4QKrStxgS0BGwQTZfyVUUOyqVJJppJcRT1gx0nhs4Zl4hmpeVAkl8AnorvaoFz3HAmjkqm8WfQqU4pLQqp+eaRAb1bq2qOkYG/jHYIEWZUkqDAykYGWlhXXiMb4G88904ckzuiwkv3GI2YkYN/HIyDBRsCS0Q61D9VL6/4z8ygo2qDgmUOR3i4THWuwQlo4H5u1NthakiUqSsQmix1DWGgkQwUsTedzjXuGzq+SIHwtJwsUGI2uGB1KRvOqUNGWc6KpbL6lbeDK3q41MUWAfcZYnFF1Zh/K1/gV7xC9B3WIqHlOdirXRZdeLnM+OLFAGbLSE8bvoBnj04sWcXTx+iGiN8uq+QDHud1M4xdw9ch9GHPV6bZRVLEV5xMn2jJORhw8mXYmAuK/qifuIKwqDBgx8BGy3BosQgtajZKFfKm50mfERMdDIIqptl43t+rqUr7UrjYiixitpBoJFFwVswdKoy46ZQuG3CduWxyw/Tzzf1SV4Mt8hzUxYJp7Mu5k9vVJ63QXGV3L7SW0/BYGyRAZj9dEIjOnSAAv4AUx8qKNIuuIl/P8DGTrZ1mXaK7pVjYPmx4t6dVSdDSlIBWGlZSXEVX13UoimKTUVCeNx8Qfxzh36dwxOoniQk0/m6hDmL4laWQWANfjEsg2LQeWOCHKERR5pRJ3jdz7aywZSS5kCpqnef4lyqPqiNwLRjLKnhoVUJHrJofEhUbuIufYFLPosOfda6TF7MfXqTY7J83mDWsgs3Ug81kWLE34bs7srGYi6VlG2hNhiYVcJolSvSqCUNJKAFTubxs12pSfYfpJKcveZw3A3P+F0voXGaKWMOOGcJ0QGWWqTERMUhH7gJSPq8fJVDj3Rz+KaistOMK8fG7CwecC6eKw2BywDokdPfZqbG8/imS0Dd+NgLhElefIAh15wVy+1wAR+R6q75VaAr+Ay2UgzsjGH5bVJV9GvkYcvqYNu1QVbzT9UnrIRl3il2T1qV92OhM2zGpsY5ljTP9pVMaVOgGKagwirCSAxDSUhxSUPCqEsEGNQ5+1m6pQRQ46dj9HzDEhxuErLCtJYCHqwK1yDKfbmOaZYDhHbUkpzDICZYWuWoRRawcIxvA9UtOVwj0YsnG4peBOQLKVHwMeWUF1jVglmRjNlRWWhH7mYsEtJfoki3LaVPoweyoAkxdY9H15nnU8iZ6E+ae1ItV918iWLD+aOEQBu9lSgiDFVKDQ1U0kZ0HeGl+Zcj8pU6VMkJr6zevB+qdjx0YISKpzl4gs53OlRFyZa1O5ldTJSF7Q7LADn8dZs+7MpswiYRaRWQLGjC7uljbumlX1avK48fVuyc/0UFBLUT6f6UySYtL6Pq2B13x23XdlobFmy86er5qUQOI/CTLCujD75oTynUryidDqbQxqtTb5nZhtQRcF3E9RnaEcVFUIY3BuN9/mgHVIrNVexV13///w6KSP8bXzmsphsMTmV5HOEQ8J9q3SYfELyWgq48woauUxvSXpHwc503iFgzwwEkOFh3YG5L5GToGvdScLVjLHyjbfyBdY2XpOoGksglDbZcptfwqGoETgY9Oy1Lc4AsRw07nyP7F4GmvTATYmOyoca1hy7UBBjyBFn9tx6agZobmQKVTSjMplfSoNz6JGbmZxSV9VrcmhqK1kEiBgVBWkUrMqC47+YLHPhAXGqR1cJ+c5qe6ZaAny89MqkP33yhwdU6zjsSx5PjZZgzHpPEuWYEREY5/atARaVGjnQbkeXL+NPB3IKj73mNbVeWE29WrhyjaAp8WsGdae5YPVPnXsdPoVjizdhhamqGLKDBEoefY0/GSmtDZTa3JFaBgIuEBwc6mRkthQNJh3VJIr6+huP8W9EZ/XKKakGyVH2NfblgL5u3LlXrUA7JU+8nIq9zbBg9uMXE+IRapscSBKrMHbKIbIes1EVlYFrHmW5JZoxH6yj5wZN0HuUFlF72nNBszAcNZEzR7FQMR2CaR8bxgsIDOsx8Ng1TzCmtthsHb7GG5Z/QI8c/WyEA9E9BMBcmciPS1kS0kqyasEpJg6cQvWtmYpnKDwUbo5PJkzVSLMHXSTSMBsRDgIclOfMk1P4stnX3iR9OEkYSmZaaqJX2YyBhc8F5OykmhKRp7U1HmlbJM52PXoBh1sZuxh8nDvsXsQrz0inqSTTZHKEEHty2J2U9JpppGZYzH20gky0cDj8UfSpBsfYN013ahGIerQKMujjLYSrp8gS1S01HEJeKH2ZLmZqdhbdpsv8kytiMMhM1Hy7naWcawcIgRHf5jUZunCzx1w6EYtBmx2Y1QWEmFRUYTn5ljYQu542J7sCnGD54bDLynpxFYCSlrxHEvEYlb4Nn0740rq8VnB4OaR8/1tv4Mj3aPIBuelDmQOZubA5RA1AjLJynoLAeuemQc30GOgmon0UlUAO432c+5m+2SjEiXGmJ4y8xlmnJneh/UawZFrXIOf66HlLCGrxlIXpMitwL/UCnV2ixAZ7VqEpBlTZ7InR7dnmpWlC9u83vDX3VxJH9bckJOiM5Hb4mgbebcoY1ixLntWrKKH/kWle6JxK1pCGHQ/6diUF9uqOWDN7WbbtL+Ja4/+KXbXHqV6kHEKDIsyWb2aNSa8zEdJ2SATNOjqtVR1I+O3fLK1KgdBDrTSFnxhyQGt3EERKMW3mV5RkoBxnvQ79FyGJCG5frOydz0PLdHRK4V4QPASNp0DLAW+AJQdsbGEAANSlx0HJ3rHsD7exKkwwtWkqBUXhKbvOOj5ARY9Fx2vwg58XEoK2XZVZKJxKumgummxAVYGqHg0vgkpRBWBKTNhEwYoXI1qJEEnjbM+PIfisUraUOfkY5L00AmBr7z3y3AmKrC39QlsTvbQCjrakJ1MsZ3tYC9Xoaz9REAt8E+KQgZfdqnrmA2E+s3PlowcyRpMCwqekvY/U65nnMH6UZ2+3b/pfb+SvNH2Iyy1FrCz+4Q4nmVLRrCNUIIs+6UsmvDDq9wiaLHwLlG8Rr4CH7Uy+8wsM/JgilLWPJKSa6bhGvtrWxnMtOtW9xgWV+5AMaDS+iacIJAhkcL046KnyPdFSdxerW9p6lL6uZZU4gioicaFY9KSDYaiH7RlUVbmKSpH2bZ1hqDR9Gwbvm2TgIwxQYEoWJSZWkwPLi3e9r//Es/tM25zwDoENt6+gksffRemwy2htfMb5IHFXs5xMj0yZtnqI0CVcUWrPDL52hG0zNJUlDEyD6VXSbQVFPrlo2uJGGXkTE+puK66cf2NLZE5p/yaz7LrTyvlxDSKnY3FFT4jj2tpJsDV9VWmSRW8XbT9EJ3Qw7PjETYGl9GOujgetuHlI3Hi7Ovifp5uRTgRsvRec8nghAF2igxxpiPu2Tclzn2fC9XBkKJjR6q+mSQsZA9Rq5d+ZYlOqCHIicbCcHN8VEUkJA+RZZK+N90io9lveM3X4v//+r+Ijz/8q8hbS9hLY4QBG41dBJmqJEoqzyzs7fnXWV4anbY9X5X2xQlbZh+pJIyKSwwJaJ4v6T8SWRih6rgXVQ4nWNDqVmTjgOmk2XYQuB7OHn8Nkuka0jJBEIQo0114NkcpfdkamWkAzc89mFg0yx/TLxWRRedpqlM2YV7ejPgOAlhNc7ftVgQsG13Jts0EaPMiz2tjcfV2Ba5wBePJGooqlZBJcFPeb8IkW5+1bMuDH26O0/SNK8zwWMxx1uxLYcJZemMhizheK3uc0uTekD6T46gKJLneocwyJKM13H3mSyTSOixWMTJ9no2/88bhuf25LB5s4+on/hfiIcdBaBpQGGuS06EDs0QBQ8NmV0kRIHUH9UqTbCY386UXSY1f4BIuC+12JpUpo7fTFmJPJw8WgdLIuEolkAgJwaRFhCQwS0zpZo33YtKPwyCXoy4GGQVsU+3/MqnJskpltXu2FWIzzTDMpohcnWN1x+IJXJwOcMzNcTwgIcI2MSsgdjyOOqHQbRv9dGKUI3Ro4uQAE7dtaG4kYtBpMSVJh5SVLiZpW4CMs5hlvpU4Mx8eqYNUcBfKfC60Zd8J8ZX3/AX8jTd/PbZ3HkOa9nF04RSujbbRn/ZllMXTo10R+mWdi0A3a/JVAKOzbnkBQoaEBFOXorx0LEzuktxgohfPQ99EaVTNpxSW7cGyELFfHknTZEJiMROA++N1ePlQIgF5neuJBJLWJI0MlJk4zRcw/WhrTDPnr0AmlG5/VlPT+6mp5HGQZTpTUm+GWza6kiDP3i6WOu568MO2RCqj0Rr6g6ckMhRQC7QmyTofa2w2mrbAV4NXQ0Jeli92KJfdSQvKRtTW7rU0yJr3cvtkp+aNBZJVhrHakEztpqJ3SHWNXNpNntl6FEH7KO6+9U2HYsRINQesud0M4xdk7yKZgbt1AwuHGZLRlJVTzecbo+Sq73bki87uFbcIUTJKKMnsojMIkVYjEW2tawb1l4vOjp1Wunr1EzryAqXpCtVUktLU7cAHcZ2m3qLafGzGbTgjYYYV6HIaLUGMKRw22grAaAMtZS/PtgJx1rHTFnA7deR2nBitIU+2MMopOmrkoowDidwAXZ9NthF6QYjduC+AttIK4GUlhpkZ8GjUNUTFgPUlpnIoUltWmBKsigi+lyDLWvXYERojLhlEIcDioB21cXr5ON7+SnVGMrq+LHBt9zKmWYI4j7GeJNhLE6RZhDxnyoiRAWt5qjBRz6US/0pnoo3B06JASBq2SbHxPBBYGNEwsiIjseuZ9KURnbVZvfq619JL9p4B9sbr6DqlNLKSrq0RBGtC3EYm4NPiVRCmYANIbMBhIp8Z1Z5kCA6tbLYyz0Z02AhL9ALNcZoWc3szmG3WsvRKcWeU5/kIo0VZjA12LmAYX9aIX/OJkkWwm9IxILZXyty5tiZnWipqqr2NKOvPb9T/eM4oZpw5Jn1ua1es02k0LoMcTWsCe9+slqYyJM05r0ocXbpDGp4fffbdaIU9nDn+6uf/xZ/bn9vm87BuoqXjvkRYUtA1dHWh+npL8J3IfKXM9F23p0MOzZfWrxhpufDKSMBM2H9lS1iF8pU3lGYae7sIhJYuLvWByoWXkupsnJPJ8QhNoXIQ8Xn2L0mNzDSgNoyD9NhMLPtdwgw2tMMJ1bFRBofpvg6n7lYJUExxbeMTcNNtARsOjZSmZEPeYG1muXMER8M28jLDAsVb5cfHie4q7lk5hls7bXR98iOd2YBEzwCrxD4+spI9N5St0phUbUZzFnA0ArnDOMYonuLe47fKq8Kgh8vDLawP12WI5BKVukkHh4NRpq0ABGaClY760BqKAk4pgMlzPM1j0XCUyKqxB+aC1r1NrAdqFXG/ll8TrPYlQwluRYakyDBN9iR9xf40LkBIDs+Y8rquEKZmVUaa27MpN26XZ7U57kQIHiay43HKdObr1P9v8Dn8ITGI4OaJwBJynufBZdOP1Yi+DLuVWDkTl9rPUNTfZ+ArfzdYifbY6mcLwC8iuJxALZMC6iIV3MxBmAbwKXhcKlhxQcTrJs3utsGeUXHJMSMX0GuvyrV95uqfmbT3YWgcLp/3z0vR5hHWTbQinaIqcnhRC5W0edgcvIeWzynEDpJsKF9y32vLQL6y7r2iHKkpFZt0HuMMRlvU1yMjSgvIETwDfsI4q0vLIVyqunuxNknms1lbBC0RE+XOSGrE0Jjr0VYOHDbwkF3Ghs868agmTt3KyUlTLUVnOYZED9GKuJIZ2KpcqYNxOyIMyzlbURulE2C34NBGFdUdxH14rofj3UWcXVnAKM0xmG7AKWIhHYxKTlzmxFpqwPHzCxRFhCxvjvzezzW0KdW14S5+/YPvxnd80VchroBRlolzDj1qEPI4fTgVx5GU6AR0ZTrEkcfIaIaK7Iz7yBAk4YOpQ+U9GCJD3felTtkKhPMzCGhMEfJczBy2WhOsmo3feUlVDlUmn3LMu+ugY8OhpqM/gCaWlFP/bbw8o6GSwsTuTOVcs622qbrJytwfAVmG+0GT1ouwJeCRTHe0G42paHveG6in2ztI4T+Ywmww+WrAshNNNRTTBm1GUZEuyjwKKPeQlgO4aaB1Ol8neXMxRj1dkQvTjpGa9NL82L3xJlZXUnSiZQzGaxhNtrDYPY6baSUV959nSu8wAO+fx+aAdRPN9UOpOQStBThYrx0qXVHgt+H5kRSG4mTPtofuS/MFaMvKmgAneW2Ns+BV6qRldLmZE6V1sUAiuMqZKq2YWjqGKqwpHCAPSgGs2h9J8VyTiqwzSOpLmOEVJ9oLtZ6Np/YdKqq634nRqfNPkgbqaUTmBSK+a8d1lLlouNHOLh7DbcEyLuyeR9g+CtfvICsydKMF3LZ6B1556nV496O/i49f+FMFv6rAgIQSV6nnBL80bxsn1+BFW5NIQ70m52T95kfej17UwcnuLuC1ETm59N64Xoi252GryBCxKZvHS2ds0ngEKzsCJLHSWEZiqNE6q+fWkhUME8+aUGKsEKsFEbubtr5SVgh9T98nRA1HgLFllE9yoWo/R33FkDZsk22dujMqJ5aGbstG4tBNP57ug0Zf9vo2dQXlJUZ9QupkJvLxGZ2uvgz9S4/P9DT282YOgFHzd1shbLAe6+vWALpahmsWfQmNn/cy71OfwMX6XksIGjK1umJGIhQR5l2X0920hmUHnB7cF75na+88jiyeNSnXQ1D7qaie8jwBZw5Yc/t0LeqtIOwuSw0raC8gnfaNCG6oM4W8EB3vmMwOksjENjMSpNxQiu5ZPjYLzeb6nDDladhPhp3xRNpL4iFnsykn74rG2yzdx3QJa0ElG4xtaUH+VbqwsA9dFsf3qwtYajN7tnThO3M2/DO/3tfUwMtojPAq+nwskKcThGEbjhuiyod4/enX402v+Ga0I+qdz2wUD7AzvCZEDjoSDpRkaiyRVBQdC5trffmchnyi2Y8ZWFl6/DQb4/963+/hlUdyHG+PsNhaxkoUoihjHAlauFBS6omDB2esAqaQskb0I2kkymM1JLHsL7KYkOYzG6bafZlJD1X1eTV1JyMDxUc4nkSjPRvNMmoFQhPFNZXelVU6A4WCTdFeiTBW9cNyNkhKGCszadhZjUDltqiAUqEtTXnKLNF5Xo2uLul9cuCnrA01wCSt0L9K2r3eu3KfSHN4PYHxOe05nzqgaKH/KEhy0UaChalmCrmF9bPIWwZG/MbECLEgaUL2gRXSm6Ujaoz4/w0/l9ufJgOJ5hfaR9FtrTz3js/tM25zwLqJxuhq6cy92HryIwhbC8iTkaSeJDLySMX2ZDxDt30CcborX0jWouhWQr9n2EJG+a/JXrJU46qQCKjmdMmMKFtYNxNabV3A1BPofDSsmjGybAOOrLwpo2EzQpalyBqK6S2yQyJvsDv72GbqePW1dI6O54rsEGtXobOAMGjj1JH78PKzXwLfC7C+/RiybCoziY4s3YGd8Qb6021EgUZRSZGgx+n1VYpRWmKakc7PsKE5fN1Mm9+vvQ6HJAohLfgYJBWOtkpc6E/w8cRFDtLaO6jA8e650RucqYNYgRAVilUQyys2EVPaRz+mE/aknytjvSmP4VelgJo5q3UNq9kDS1NZJ6O+X9MgLHPTnsdG5cektRi1am+Sqa/5RlKLqijaXKcLlToA1F/4aqYZpafJXB/eHyHTZzYEMysZe+94qQufWk+2LmWYmyRZNAQiZzeC1Qz7JJEWF1p1gtDsm1QGDemnrklZpoVIXbFWG6CzcArFiFE6vxOBUkhLZg0opxsJlV7o9FyGmcizWWNsUvnl3mZ/WJkLaL3i7JdLY/nNtmo+D2tuN8u6R24FXlZh98KjMuiuykWcyNSlrFEoNkReJfAYfUnTqaf6ZqZ3RxffJmpxI1V8lybeQqjc8rwMceR0LJXMkbH1N0i31Pps9XP71Ga1TsA+ldxShpkfM3WrG6yeD9YFbOLT/mWFT8meg9fCG1/z13F89R50oiVc3XwIz1x6L8aTbSUYlBla4SKWj9yHlOlDUyiTSceuj1OdDhYjH+d2UiTJrAFa9PtkZ+xOWialltg9dri5PkZZhM3JFFcnFeK8QOglWO30gGoJVTWW1wu9vOHYaimpxhHrFGGu97WRmr9Hfgd5niFhamrf9VXgk/lU9Xj6Gb3dNiZIgHagLUkByuoSzpYGjKr2YQHTlmwalyFcs0WDZQzWM79q9XZLvjGQarSCLbQJc7xw4BEQ7H0jKxI2rdsU8f7ilhAs2BfHepZw9W+QFqxZqAbGzUFI77tZb7E+awdMs1+cM7gkBei2kI9HBowdlHFWp88c6nPKN4kxcYWMgsmi0mEjS/2gJp1f94lRdYGl7gncffrNOAxWvQApweedUrxJNgesQ2Ddo6fRXj2FoNPD1pMPWKaCPKczjQg+MvxBvnKksHMFK1Nk2Ujs6JeQ7wi8jkn9scOf4xwoS6QjHHQ8OnumqJLNyMJEW8a3CFBZuZumXVdV145YpgplAiyL9aZL1vVnK1a7/82+HmvSd8N9oloGqe1+C44XYLF3EsdX7kK3tYxrmw/jsaf/O5IsRj8ZYppNdHjdeAtPbz4pERfdbMhaoPTmlEizCVqej3uWKvhVjKvDCIVEpjbN1gQW7rdRUydg+mwNSPFkn/06Bdoeo1c2MVfo+g6mJjoVcoowIMVnmy3NjBGjnZWl+oclJumoHk8f+m3Z55LpXHs+GsFHU2DXJC3NWW+KwloCBokpHCmjoGlnXlUudRGVzEJTJXcDTEalXj9D2xW0dqXjVAQQTF2tFp8licE06FZ5hTwqdLCiHV9iAE47qVxZVPHeO2gWtChHxUb163jKNjwnK980D5sAX78LvrnfLLuR6hYyA8xFnk9Repn08HEfJTUoIM8Uu1GEMd+t0s9kgcBFEnUM9dwbyabGoE5hsHJkzsJpBF6TwDO3m2FzWvshMSqbr5x9FVwSLbjSIyCJ5p7WLqhwXTHvXs92bTIEGZGxXkOyRqdWp7aXt2Ddiz1V/OIawSW3VjpwrtNSO0ghntnMO89eax4+EEbZ4YEMcixY7SMSEFyKXNJnjFZksF7QwdLCrWhHy5KGefbKB5BmCXbjPYzTEQISINh75EWYFKlJKZbIKL0jEZbmmkjc8JDgnuUJ7l1VdYPrKHONQ7LH4Ps5JnkfMes6ToBSzinrOFNk2FRxdJFysu0HOrBSoqKqQsd1sRr4IlPFmhqBq+0FWGov4eyRu/Fl93wV7jl+n4DIXjauyRrWGImRTUmlDGWsuWiHi7j16CvQbq0Ymn4jXWWOSmpp0tSs51yGTnKhwIyyIVmIwK1IKEHIMlQUqagub8GK/2cik6BBA6+ZhBJlmXuFc7cStjXY+0HvJWEhCmWaCyVbubzRKSfwuQhiNnEfLGnNUtQEJrZN1W103HfWKJshvOyznolKFmA6qZqzZeyrfI/iYgaETLew6ApWDhO+Ig82SwEqMPv2x6M4chu7g2dxdfNhHCYtwep5/rwUbQ5Yh8hYJA5aPVX6lnHu/DYTsDgSm6KxNpdjgUq/6hZyuLLU3DxXlp6mD8XpuhLBkLTBv9VUONduobnS3lfQPmg2LyWva2jO7aM5a2qFFHHVdGhs1tQM7NdFUpVeIH1Fe5MtbA0u49yl9+La1mMYTTZl9TtNJ2hTgNTxMEnHGMaq8rEgVHB1UWmeIBFZq7xObXGY5MleHwGJIgJa+2f22uOz6dS4GJhUnie0+rhsYZi34Ib8W6MFPsdPIEuPURRTmZyZtRwG6PmeRCiinC8pKhdL7RWcXT4rTMO7j9yFzf4liRRl3phsSyWCCDIknnDESOr48IJV+EFX6lDt1gKOLN0Jt752anUTrxGjteQBGskfco6NnJbN6iohg3+rIkeTPCORV612buuXRqfPjKm3F1Nkjowq+g1JEjfIOFUH/oPJCAThEvzWMhyPDRI2ejT3owEp7kNpaPH7zoHRD7QXUmqUaSE6lPXcLPMdUOkny3bUtgCeuwV4YCWUvXzaE2jOrZBMSvRalGVycHHtgUORSqtMSvD5/rwUbZ4SPERGogWZgyXrWKKFx5VQ3qDS2gJ9AUfAx6wsRX5IFPL0FSYNJADGVJEfwnN85EWCwGkjLScyNEScDZtRuJKtVQoaZifGNlCpGYlJ+rDOUc2iM6si0HyvZnr2C6ua4cZS14FxKMPJJh579t3SA5WmA2xN9pDmU/nhPC2m92QqMiq0ZKZXhaGZ4cSaRE1jkF4w6gwWCDiwUFKHSu9Pch8J5dPtSGUyxcopYqYYZXxJgZiKGuK42MvWV11DQykRlQcBbQedwBdFBEs2sVR2fjaTuIFTYbmziotbT+H3Hvj3SLORMifpUJkSdTnAkm+cRSRMTbqsNVJEN09wfv0TuP3ofYjCjqQ8eU9wG4zgrClg6YRcjcEd5KUOobRlRm2l00JQUU5M3WlWg6qvstwSjXCuodlXC8/aOtX+0t3+oln9OO9PPZ9Ny0OfBwsUHEcfovI5d4aSTXY4m60zmqx0s9mv/ryGyrqhtOuu+yaVrlG3tH6YOmfOOlvuwfdKiUCJTq3SBZs9mnc6U4Bh0JFJ4G0nwHC8Ln1vnfacKXizbA5Yh8hcP0B75QSy4Z58OWXEAVMshkAhitZm+rCOGOeXMpf0H9N+9bgGu6p0fRmNwPdRcojGJmIXnDPFiEGn7Grq8QaD8PgflVut0gXrFwao2Nciz9kopSZ1Mf2kGm2W3V6POTfRlY2ANIEjz2jjMBlYpKiHC+iPN2QC89SkDaX6UNOPVc5JfjhnyiNLUNXjLatOUjsOAS1H5GfIC9LcgVZQoddrY21vAkm82flLDoc+si+NtT9GVHRZBSo3QcGhG3WTEj/TR+CRRs20ZCkgYVMVZKopWCq7jL1je+MNxPEO4mwigEHF+5gjVFjHKzmunTUzBdrAAaIqlWZtBccKWTbBsxsPYzHgPBDt3etJky/V4Umk0OtHN2+lruw55TmTc1LLGt1gYVLb9QsXiihr6m+WDnY5Z0yuucnnNW8aiy72o0yatuK/ZuEli612F1N3CIc1R+pMMgNAIlHlo4z7B9kXz2ncP1FkkZfNVF4IyjpvS6+FgpptC/BkVIzS+9lHx+tsxpOYqc1MBbZIYWdfXRFjmuxKb9lshOfNs0q+Dc+TdHEIjuPPY3PAOiQmtYckRjlNlBXFgjl14nwXXj4GJy/4vi9TiJWS6kljJIcVytwh18790bqOpXTLwlSKyJoOqxstJdox48Br0cJq/z8CSMZMNkWdux3rblCpKStX977qJzZJBHbT9uVN5TrW7MpsJE4rTocYZ7HWtxgNHBBmrXX1bMpHesw0erOYqwP/HHQDD6utHAl1C0sfcU6nznQRiRgKbwQMLxhIrYuLA9eLUZZUCOF29Xooe1qn9FqfTEdIwNJUrSbHZIoyj77MRDCrzGNs7D4rxyf7JYDE9JMv6T8uMRgp2fNCQVxuM2O6zUSdQq4x570b9XBk4Vbkw2cxSYYCAhakLa2egGWZfvZ6zEgXB0ajNBiC8vsNouy6ZioTq8kP5R4aXRRDL58FVvsXPZIdMNv0/BY6iydRtVq4Mn4aWRHrYkxkknJ4TIG6eZPEObun9kX6ZvMyh2sGjlaWTEfJqAQUvxMESNkXagayfiNNziGi2IcTxXKTcjK2TW9y0dFqLdcnigzdSTKQx9uHQLW9kpTe86W1zwFrbn9OK7MM6WiE6eYaiiQWUgHXy0wNMkVC4CqQwI96cPwAWTpUaXQOcZRUhwIcb2IZfCgOBTUcqFK5MREYNQJB4shU10KFcW2NjGaaXgQsZtrckkFjzcSAGVf7WsA2TsWgUR1VNY6zuVi2FaV9xppXlWNneBVxqU2rTANaB2sdiqVk69RYA46GjVgz7ETjkNELcMdCgWkODNJQamF7Y22+lijELeD6lDrS1bjvU9h2iixVWrjrpdIf1vK0zqSxFMe+ZLJtCwKMnGTdK4r7uqonCUTGVWQci0j6uSspSqY/qT5P4Vye/SmjLTPrSmZvMbVnRtFLa5OMdPEQBT25ckU2kaiLV02nFxuShZno3FhTGCCdNQYLAaV5O9gBjA31in2YxaiD4MnbjRp9JgXnu4w2CPyaM7TtzDYxqh9oRAop4eWF8IIWEq/A1eHjKKukrr1SdVF62LO+pKcdjogpbqAEbFFdWIFm94JKGK9aj1XY1o8uzaKEkTWzCUyR8jowM0ESBk+ag2jahhNSTZ69WlQpKeH7HRUUbqhdcHvHV+6Whcbcbp7Nz/4hAKtsMkHa30GZpXBI0fYYPbWBUFfvXsjie4mSzDiqX7dWZGWZj4e1kKowf6pMdPfgtkyDqxXLpSm5XFaXpghN1mDg98TxxMWegFadKjAlBMWERrWdaTf2+HiBOO06jWhSWlYI6TkW3HVJ5MacPa2RJSRQkCln6MZ0ko2MVN0kbZ1wo5+1LnOQDOGRgFE5WPCBVy4XuDotkXkOdiYUbpSmIcDJdBVuIgamBZl29SlbZT40oaPmUEg2RnNkOkKhuTscQ0GQcH0BwpgRokS4CjBkfursEF0oqJo7CRGFOEtNa86O3lLQRWC2Do9MArjMpH5FwNlOdtAW6rmec5kS3ZDzqLHC1Nkk8pQnzD1QjzOZySqpzNGMMWmzei5rnDXw2Yijg8DtimIEO80yjIwWICkKPCca3UiPoI3QKDGGMbbH6yLQK3LNhr/DF5GCz3SoTNHmXWjENVTdo0EE4iWzon+G/FOEOfwJF3mzfVSCiqaFeXxketoDV9p6WQtEB5kPz/fQdQMwUUwCD7OgktYVwlOBXnsFd5z+QhwGq+Z9WHO7aWnAOBbQKpJEvoBBu4dsvCvLWYKCOGHPQde/FdPJFvJ0JFFWkaoAqo6WcFGKSC63WsjqlXppIlFUsDZjP1HTTDQ6HNa3JGaofHT8AGkxRiIjSlg7Yy3K9Mk0m4Z1xyWyktlLkmpRQVFxfFQwZ6RkOjKvA6YG8WIf4DTAiL1Z+oUyvWi1a569XhpcG2oRmUmbtUSQl47SRmDqjDt+hftWXLx/6xoctwuniERqqSmFVENpJZr1+skkYbgFxhnV5BVguHDgtWHkS9gIuYigKnnVQpYn8pi2JbBPTodV+FyEVJTUInZpFKXRmZnyXNf2lKXWnJ5hO7HcMpEXhZL+1QZwK9WkTcezY7HznSSKJvGg5nQ/591o84OzRYaMqTf1S5Fm0hBbev1YB6ra4tBJL2F/ny4v9qeqGFnlSJBjgoSEGU/H2KgahyWbN4Zo1csWM7R0Rhs0JCFLtXfqydxuFcAjYUMHq0kDMSNAG2ZqLcvMfrNn2bAkyf7k8YaUbAodLLsL0h9WhEy350KJJwyfveULsNA9gcNgJUH0eYvfvjRp7XPAuokm9Sgj82+JFaIw3VlCOqLCtQOXk3olmgmlTlUUMbJigrLY0eF0BL0iNl9Ks10hKRB0WDDmqrxjgMqIpyJDEFBw15AI/C6ybCgMwhBdcTAxdlEWLEYrPJBlSNkoMhdyl1FJDMfzRRwWTsziSU2dZjpLRq4bkoXKCu1Xw6bZFF5Nt5Z+olzqMKYS0SCeNQge5temHFXIvpuSiiBagK9rd6ahlv9dTUKMshFawRSjjE6fUkvcns5uYh+PNhbPdA5KOe8KZJNcwYHRFQkcman9cdpvGu9Kek9aCmTcCBXYA6x2jmIa71CaX6MNNqu6FJOdjQ6RyM2Mt2BjwvXq5zJYRoZ5cvXB+0HGvh9YDmitcj9oBbI/zTNtb5JGt7KlEVqHboBOzqEo9RtWjUx5JoNRGXj6Mg765BRnqn/EB/bahR/2kBaUtSIvVe/1ttT+dAqz3VtzampVsMZGGjeIodyXDoIi0kWdq/tjsZhyTAQrufMMUea6eo8Qh3KkfiyNxtrczroWSR8TBG4bKwsndTZakWBp4QzuvO0rcFismkdYc7sZVjUiFakFkVnBdNbCEUn9UfSWi8wiS1BmsXm9h2wybDT2Vihy0rHtiHG9Gfll86guTnjKpxINsA+LaSqVCuKlZ39WG3lByngqNF5pPna6KIzsEVOMJYVyM109M4LyKo5mUNaVAK4ZtV5PfCDjj2k1OODMYNEYZCrxgEq5tHSZxmLuf3N2FJ04ZxSZxJ2BEK3TaIZqfwuhqL5zJpdEdTMpYOnfMWv2Zwd9mYPluRMEPodkKgmfVpZUslfAaqphVHRiWQuel6Jix60kvnLkIdN6wFJrGaEXSLquLMaycuXfLa+Nu469AtPpFgoOzDQS9srYkxGSUndkdSVoKLYf4BuIuWZsyb4T9xzGxCbPAaM0ZiNDpocrbeS1ZBUBB6b6TBhnemhnm7d7IWKGJs0miiQSK85yjnZem0CGTg4oRXPRJIe5mBL6vNaLeIBM+4k4sKnTqcQVgXBWo6z3stYKrG91bVrOFISEZCFv4MLN9FfJQEvVEbT3iPQxin6g3VyOJByjpMyWSJSJVLREwzxnQaSLOTZrnzj6apw89mqEYe85z/ncDmnj8I/92I/NGGbm57777quf/9Iv/dLrnv/bf/tv79vGxYsX8TVf8zXodDo4fvw4vv/7vx95vr8r/o//+I/x+te/HlEU4e6778av/dqvXbcv/+pf/SvcfvvtaLVaeOMb34gPf/jD+56P4xh/9+/+XRw5cgS9Xg/f+I3fiPV1jvA4XOb4nNHhwQtU9kVqTF4AP+zC96kJWClYibySHS9i+ksMm1CUp8176TBZZKbzyIXK3iiCNxop+aWmsgS/1IzQmObRnhUtXGtdx0WQR/Ay6d6RlKVGUAEiLKAXnEDbXcZi7yx8ryWzt6wzVb14F12mjkwzpo1dmgMAbYrRDs+jCTvPRFACRKYp1j6vs6P2m7yWwG/ThOZ4a18nEjxayOf7O60+XI/OVa0sQhR5hCylbuBsu0ILLyKk6RKyjFqAEeKC5AlGSiRx8Lh9oeJTZYSOjjiwzF6dIsF4us3xhap12Kix2dqVTeuFXAg0JIGakCQpzsYxaTrrub+6VMvQ0mMl9ZhcGqsMIYGNtrmrdaDnAEhzwqR+VZePSg70NGQFQ/LQlKlZIJHYoEJ/5jUavol8lhGzZX2KtUU9FgXtqNHAO7tDzW8HwIpCu/whrV7ZiswYWPA00a7DhYevaVB7Lk3DtVmaIA1iASvp2bLBI1sgqhbC0kcnc3GkWsVKuYx21Xqu1uibZpWQQJ7/z+dEhPXKV74Sf/RHfzTbAB1uw77jO74DP/7jP17/TWCyxtU6werkyZN4//vfj2vXruGv//W/jiAI8E//6T+V15w/f15eQ6D7jd/4Dbz73e/G3/ybfxOnTp3C2972NnnNf/7P/xnf933fh1/5lV8RsPq5n/s5ee6JJ54QEKT9/b//9/EHf/AH+C//5b9gaWkJ3/3d341v+IZvwPve9z4cFpPIitFOEMBrdVCQdEHXRtZYGqNg2ocNpkwXMuVlVqbSK2TSLKIpaJqG9XvLKEGS+5qjN2PHrfqtNn6SwcYal9EAZ4rGODQCD1U1FBLsOHrWuQLTZEwCgHZQMfWSp1Ok8bbUKhi1xOWeyEhZ1qDo2Qo9XOciU0FimqeiYKH9VWr231kyzoh6m54iJVJwcGJTxVzZYowauXJPOV6C87CKEp6J+JQ950g/V9utMJJCOjfc9IZKWS8IVrKvuzIA0lbLbJynKT1tAxjlZPrlGCUDdMNFTee6dL9UYy/g5RPsDgZIM45/MdN3Tb8Wa3Q8JwRyG1UqOJsKy75eXl4TjpKhztJUqfOixMEp1Td2Otxfyj7xuGVBI/1i1FYkTZ5XQdz2vsGM++ib9lqY/itZpDCaYWRNma/GIEamVeuWCUlZHihcVrPX+qWDghfQXmMhxhix3YPAeYBe6iVs9mW9ivBm05z7Xy4RmmHxSU+iobVn5RC51dCkTJXHeluJwlcdFjnnlYeoZJ3RQzLaxoj9im6AwfYz2L7ycZx95f+Bdu8oDoNV85Tgp/EG3xfAeS4jQD3X8//jf/wPPProowJ4J06cwP3334+f+ImfwD/8h/9QorcwDAWE7rjjDvzLf/kv5T0vf/nL8d73vhc/+7M/WwPWz/zMzwgwftu3fZv8zfcQnP79v//3+MEf/EH0+338u3/37/COd7wDX/7lXy6v+dVf/VXZ1gc/+EG86U1vws22WjHARKJ+ryc09ipLkaeJ1ChkJWvShBZ06GN8jqpIR1qrkpWt6a+i4GjdPExnzpW49mI1b1BJxbE3RX7XYZEEISpi0BkUxahO8XAVq5BnqO1MmbGBuMyRjvfk8zJ3ijKnKscApTS0kuq+3wmKc3I58kMq8QgqV1TLp7lod+87N+omNRJyLV3bZURj+sYkQvHQjhZRFqzVxUJ/p9lx7tpoPKO9E8yORsBuRq091qb2jbyVCEKhDcizDsJooIwDEd7TCVpa49HPGaSB+Oa8Ys9WKWlAvrftR2gzZUj1BjMBt0nr4HFFDDeFxu7WuoHUIZT0biO1a6MqaiNOXBdtUVTyZUHAeyAnUefA/SQAp1wY+dwwWECntYpqfFVo/mCfl5AUZ+lQfb95t33oQPOcnYRFY13UczrmXtPKpI4zuf4+l1Y3e39KO1STUz87/fW/jWGT9TYKE+1JfUvBqglwNoWp0mO6qJN0ZDFBXk2RRDozDvxKkV3raTXNTi3mxGapBWcJHI6rkVaNCl4QwvMWMBmu4dIT/wN3v+6blPk5t5eOluBTTz2FW265BXfeeSe+5Vu+RVJ8TWNUdPToUbzqVa/CP/pH/wiTifag0D7wgQ/g1a9+tYCVNYLQYDDAI488Ur/mrW99675t8jV8nJamKR544IF9r+HqnX/b1/D5LMv2vYapy9tuu61+zY0sSRLZl+bPZ9yEaEEaO/XjQlG7cCVqVXAyL5rVLZhjDxm1KjVXWFqG8WQdg/5XIKumsgKWFGHFH21wlTlB9cdTczCAJ71fXt14zEJ65DCXryoBs1W01rJklUdihZ/riluaTm3jrlEVMMdnTQVvM+QV1SuoKnFjcntzWpWkjlyqQ6hmXM2kcwMBpg4K6tUrKcFEJ9T243P7FukVcCRycLZDNqHpqTINr7ISJ4/aiL6yabhkbUPqMDVFTcgZRdFCRXCrKkzLCGuTCJtTF2nOBuUlLPIaeiFWereYdCGjV20joMlIi3pfHbRNL1ZH9ln75wiAsxSgXmeqYuiBqCL9VKZQ2yhnRl6QWpA5cK1XcpbTnlEup/oG7wOyOpvoYjQEG2Clwsjm2f3BKPKSY15GjRqWyoU1NJwaixUlSYgwLQN0+7BpoqBJxNyceHwg3cmalYy8h6bnmn2Bs848jTzt47zfiypGFsS6eGJkHqaYkmhhjokJAw78lKZhKovIuR0jS8eYjNYw2DuP/u45qe+O9y5htLvf190sq+YpwU/NmH5jPenee++VdN4//sf/GF/0RV+Ehx9+GAsLC/irf/Wv4uzZswJoDz30kEROTNP9zu/8jrx/bW1tH1jR7N987pO9huAxnU6xu7srqcUbvebxxx+vt8FobXl5+brX2M+5kf3UT/2UHNOLHWHRM9UrZKGpz5wJ61mkUevzSlNPpkPxKsostJOISXO2enfKkCodDquzBWrm/QMtTvtaixDatUQtSp/XAZGa2mLqhwPvlFLOMR5GR7AeS873UeKJww89VByCaCMwWVbbA9XVvNQ8WPwnkUN+zCL+QC7I1jfs77YZVuo7RrFBayYp3IzFdJMuZHRpKkTSaOu4FFTCRKSt9Hlu93S7RNev8OBOJClJYQdKY3UDJu04eaMGbEdZlDmpzpQRmsLxcqQ5R5BUONty0XZjuAk18din5cEpJmgFrEF2MSXVXQ6Wc7e0b84K1Yqiu691Pl45lVUy6hQiYkxnXWLR99DyQtMszOuYCJHFUvxlIOQBMoaQIbwIWTKUhuWaVUnCA6PMfUSL2fWyYNYcNcNrKuxADZfl2s8677h4sXRD+wa7XUfmVTH9ZsuobJdg1ZWknLpE1QhD/bCNKss0eyB9V/xkgpWqfuy3/Qsi+y+j0II9dexHlPuS7QkVMt/0wzkVUnOfSr3VzPtSKDVsV78j+5DEu8gcH+PBNSweuQM326q5NNOnZm9/+9vr31/zmtcIgBGgfuu3fgt/42/8DXznd35n/TwjKdadvuIrvgJPP/007rrrLhx2Y0TI2pg1guSZM2c+I5/VnLnDdFzJvirPAzKOApmtfsgWFHBgapCsspQrQEZ+s0mzUpcQJl6i8ky1v7AytKWkR6QJ2Ym0k19qWnrjc/s1rdiQMfJ8JM8Frn5pU4wNZJn9Jlmjim0BQCMRU7dqLt6FYF+PMJllmrQKxvSXziFitGN7jyyG1coNB0oa6tQ5u0lVye2+8287q5YpxHbFWg57tDgNmQwwnYp8a9vB4/ClqkHWYDMpJZ/Lxmg2apcUbSVwkcbN6ESnPWfZAkK3D89NcHfHQ8/VuVN051IrckqMJ5smgmAqM0IidQdGhnrwpQGrxUAV89kVwGiLck0joptEzUp26fkOQhk3ZtRIGvRxPm+lnWqvbyIzah3GjK5MUzCPlcdVeBmcjDWxA9GQuXG0idhMFpaIkBElQcn2ajV1VMw1P0iZN+dTNSpnuRyOuSlYfmvqJjffx+NkOtWMJRbZMdZP5ew2yVkyQXLfB8qiTSIH3rm59M/J/tXSH7oQECalkS8TAqOZkyVJClmwqToGt8XarAxLTQaYjjef+ws9t8M/XoQRzD333INz587d8HkCGs0+z9rWQaae/dvWvZ7rNYuLi2i325Ju5ATdG72muQ2mDvf29p7zNTcyshL5Oc2fz7RVRYFsNJLmYY6Jl4ZIz5cRI/o7GYQEGM4ZIutKh/7xS8UeFKvYziiLDZMaDNC5WLKF1RBkanCKvOIQRK5eVaVBGFyGdSbbpJMk04r0YJN+CNBDiJ4BHL5Poz2+lvun0Zfm/VkaamSTjLaGRoOWCajRlYkOjIBt2Dwn5l+b1qv9qkkX8b82IyaJpvS1SuWeVT6sLBFBwPrknudh0XPQz8ikDFCxl8fOsLDr6kYKcOaS6bBn/MaqaCFNFrHqeVgJK7Q9SKRFUNE0nW7Lxh9OFaPlFDNVCxdouQ6Ohh7agmCzaJJ/SqrT89CWni0FZl5NynCFtiHbsM4tUeP6s2eWLNRopNyTniVdm7tAHhiBZCFTmJCuMQetbgwPXSnjCYFnH2DMPqVu7H4OMl1p2iv09Do3xEk5LSQ9xAHcKScZc96W7p/0WVkNTHnfjetIMhtN+g5nixxmFlTz0L5f65vk0Uqdy/7eGJtpwd8OoLRRf26+ezfbKjPU9fn93Dgd/1kNWKPRSKInRlI3sgcffFD+tc+/+c1vxic+8QlsbGzUr/nDP/xDAYZXvOIV9WvIDGwaX8PHaUz1fd7nfd6+1zDnz7/ta/g8mYfN1zA1yXqbfc1hMIJFOhyIIrudteFGkdayCFr2ay1iFp6QFRgxMU1Iqi4dmNVF0xQWV5SW+m6UAvbFJqognuTsRyKhwNy4UgerJ/kJy5BpQXt7cHOh00ULq+gEx9FqHRGWYRSt6OqUU4DpGJsrbSOkKnR0khPoGKTecv15INBEnotOw+fJ3ki600crWpSVrqVQ29UwDjhsfc8s7UUjXfyIyO4QvIBRQQKG1noUhHRn9bNSeAHTemzoJuOsUdSRSYIzFklZtLDottHlgoLnrtIoiBGj4RnUNTWzhZr1x59lX+tsHLzIfZxFkebaGYINhLFpFiiSwqzV+mqQOyguLA7N/MGzxebXCdOxBpR5uxVOgcQv4EZhvfARZmbQkvuLQrVUUGe7hdsOUVK+RK5pg7xj9lXUPG6osacsVablrMnvplhlI3a5BzIX4ZQq6q4Mh4zGbYRJC17BdLUFqH3FsQP/qrGnMM2ZDJ6FcTYdyO9QQDV4Q0SyFThpzDcN55oiZm14VjNkT6JHMoZ8J2++VfMa1qdm/+Af/AN87dd+raQBr169ih/90R+VaOev/JW/IsBFVt5Xf/VXS+8Ta1ikln/xF3+xpA9pX/mVXynA9Nf+2l/DT//0T0s96Yd+6IekX4rRDY109l/6pV/CD/zAD+Dbv/3b8Z73vEdSjmQBWmPa7lu/9Vvxhje8AV/wBV8gtPbxeFyzBkljZ4qSr1tdXRVA/J7v+R4Bq8PAEKSJgCzZgFkOj05DUjjqkEi88MKWrvZk5rmuDpXZZ2gHIpvE8SE9pJmuBpkO5GqUvDPrSuBTtXX/zZkVY0yTTXRax4UgwM+wauC26Zj1E0ZsTCtZ/TVJUDkeosjHqEjgu23Zf3GLlhHR8B9SrxKnNaOiy1Tc5zgfoe8hFLULU0NwPPS6x+W5KdVrG47aptsICHT4dPy2WbZ5tGTfqahsjmlJokQpTaJshgaaI8+p0s65XDrUoyw58FJZeDrKxRN9Od2DEoFXYiHM5TOTokKP2ndkMjJhxyZpS9e2QZsxggmjKx1rb+jt/JsFfx6DRFJMt7LuaCJZSygwTmbf+avlh7S2ZM+Plb+y/WsSY5P5ZsBC6oiSLAVWj96FfDJEMtkQhGV/kgKjSfgRdCKqifQgcve5WegIyCnQsQHXpqMbO1fPSbNCtrMRJ/z8UnQiSZ/3maLkmeb1rDpac80DtBGJgobGQvZ47VmYrbd1FE6Bwi2QOrGI4TJTQIAN/R5yJ5a6py84xOuvW2DLADMFOUWQZVSLknuk2ThPpXk9iHpw/RBRe39NfG6HHLAuX74s4LS9vY1jx47hLW95i9DE+TsbdUlXt+DB2g+bdQlI1ghuv//7v4/v+q7vEvDodrsCPM2+LVLaCU4Eu5//+Z/H6dOn8W//7b+tKe20b/qmb8Lm5iZ+5Ed+RECP9Ph3vetd+4gYpMGTUMB9IPuP7//X//pf47DpCNbpi9nQKHXevSUkg0LkkaS2xR4U15efglTumrThIvAXlABBcKnoRFsoRGuOk1cteMnGLW8YSdEX0d2Fzm0I/K7RhCOlnYI5Gg+wcbkorBabYQpS/shbwonb34z1jQeEakwq+76REKb/ieCgKhM2QUZ2ntatnsuE4u9wRpEKzXKWFM2VKHC2xuZ2OMpdamA8h8Z3MX3GxbFMjq0qASta6LgYS5QB7BU5qmAEJBxwqTGKzMIy6TZhD7J+JWoJuk8FaYVy+rhSp+gvC/szjDaZPdmXlgHQOr1kKjCkpfBhewyaEjWRoFDWyRLkJOISY45DEX1EV5yrCPlKYnB/FGVZgrxCbqMJm4Boh8TPYhF9nRUVFum9MsFk9xmsRBxKyONMZlR0OXdGKZf9dwGwsHQW2d4QeTrW+9EPxbGzJUP6But4z8wZkyZvT66JKEuwcdmfySyLpqKwACskToYWNR4ljafRNd/LZmDuMwH74GJHU3ylsgHJRDQHzIiQQMOm+zwfSwRIEhEXdD3Hxx7Gug/Sp8i6GkHaReZywZHKNYj8AEe6J9AKl4T4tHL0XhwGq2TW1+dmH5ZTvVSTmS+CkXTBaI19XS90PYunPd7aVH/AKEgyc+xlmsUHbCROR30U0xGS8a7M9UniPUzH6yYlpivqoiALjbpnU/mRtT1JA1Rrs71aNWyYfhoDGoyieu1b4LltZPlYZv802Wa6mDUVJ0Z5vofl216JU6/4Ynzwj38UU5ILXFY3zOra+Di6ljHB0qhW2HSgHZ0hunc3AC6ml6ZljrigZp9GlKqsrXR0jTZU4ol/s0YlDktSa5rWIXuOUkY6v0ojOzYT9/MC1+IEj0wTibbGoxOYpguSHOKIkZpXbRXhJdoq4ZShDICUiM5P4HJmU+Xi7l6G162qIl7HFtNs9GxAgUbKQCpTkXXr7L86GqoMkNat9Dry3LNnKisS9NOJ1Nqow0eaPudk2f4ijY5MhNAchEngMrJMqgaiQx3t/UbqPM8QR7fsSxRLe4CHDiWKmNoToQqSfOoD0oVR2MOJW74A5d4Y4/5VFMlUAMsOaYwnWxLFzJYnpLMDBQHKLSQK54y1nD+miZ3XZDkOpamZEexqsdwQDObgemWY8h7WKIvOepbQE7ZfOBWCRXPBxP3tLN4iteHQ6+hCjPqOQRteZxGbyTryigr4ZNyqegt7G5OK19Nmx7Ve2vG7eOXtX4077/vq6yj3L5a/aG7/j/7t30O308wOfPo2niR469/8+c/Yvn6m7HAkZT9HjUVtRlAU8UwHfXgtNi02CsrSe6QCuG4yEU1B5tvZ6Mt5SPxmEaAkbVezBcky5Go8kOZOMvhyKrBf9+mmB6ZMMJquSdpEaO3BoqpgSCPrDOZyjBG7Q2TFCNsXz+H82v9AMt2R/eUKOCcoNpTdmUqZpe+o3pEb3bj9u2CnENckDfYNFUwxeqA+g2+GUs7mOxn1CsfBsChxOU5wIgqUom/o75xAzBtbWlprJQmTTXJVXYI1rOWFTTjjEtPEqrGoWC4PJKforThEfj5TsIZaYPQGpd8rkJipUWGZ1VdsFGW5nKoqrvtCJiClnQJOghaKuYIC5Z1khlZR4dTCCZwKV/Hk2kPokvbu+tIkrcMnZ+erHoJiwErYh+YzD66hmXKstRgb1SASxhmZMibv+W2U+VTvPcMOZP1wmbOggjZGw4tYWboH6XRP0pR5NpWxOExnK8gx2p2lLxmRZzLN2WYQeG1Yd03RLzNpO7AjEUNpr9gnmjg7d2w6F6Ym721NMMtCxZvU89jqtxji0WR0TfsLfR+v+vxvM8M5AwTtFXzkE79qwPU4ptNtjONdxFx0ifr9jNxBksiknGJtegl3fRKwejGtmitdzO3FNqkJtdooBn0kgz0U0yncMFK9QJv2oROQdJWLaGEVk52ropYeRisqv5MMZkwmM1IjcHoCLvxiq3fnszrAQhNTds2tX0uNuMg+VFBTiSYOClTGIMFhWF5Bgj11SsI+dOFM2ZScoSpTTSE1NZWaxyngpfyyRquNCus2GYDm4cy8lg4vzmMBFurPESQUtHQrW1mBiwmnEleIqwrLnidzplYYrcrhaTShjbiQ18jk4gadmk28vWgsk4i1X40r+RaKUhU/qHThSJrJjOmoNesc3N6NcbSVIy7Z1GzIA41jV9mhZlpQKfqakmNkUWI10GhRFO1NVJvnE3Gq3c4JWUCstnqoCk7FjRBwIm/SR0VZrkbJkNeI0ZudzExWoJ2921wgMMqVHjXLuDQKJEqL1w1mZYKQihFC7JldGT/sSHSSJn2hxR85/VrsXn1MUm28B/OYRAcPvu8ibK/IkFGSFWI/RxaU8KhWwc9xfZ2YVQCjXOuFseeglbN+ORvroosHvfftQaiyRlY/X7LPyshE7bv3LDbKYMwU08kGnnn6XWj3jqA/eFY0NtMyxTSdYGnpLFrt49ibkLKuDenKuvURhT35DrCZeG3rYQxGV7HYu+XT/arP7QW0OWDdRBMa7niIYjKROhV7scgO5KpOXIWNtsSxuKKIwfUzV9oymK4eKTKTGWJKx/NWdAwJV8pOhTBcQlFMRf1dV/8WXeiUVdtOSz0lspyyO2Tk6fC6abWLxO2LBlsNViamqFuYbpBUNhKA4kwPlLfqiMq2mjaSaaKBV9dcxBErW09pKfrcKM9wJc2QMPXnALt5IcQHju3YTB2cbYXihM2pEzHYrZRpvAqBpySMzKTIqtwXKaOAE5tKpo60OVhG03OIIwkIhmyhTbuMF0vc0tGodi+rcCri+BVt/J0dyexEqNSQPsgvHMGE6cBhQao9VTr0rOb5VOqGrXARcdIXlt7Z46/B5u45ZBXFjDMhyXhkZIoCORXuNeKzYGQhUiUnr8+5WnKGnM9GTdC010rqrOAo+GCpJnTwnuD9RMDiTxzv4GWf95excuo+9DeeRhYPMdg4Dz9mWpmSYTnC1iLysoWhs67XwGeErYoYIvdF4KoMqSVg4y6p7HZBYCj5RoVd0qDSY2ia03m2KFHljm8MVo3fJZXoAusbHwF27UBTlfiipuXOeENrhCYeZR2Y361W0BHQolHUOE77uLz2Mbzi7psPWJURCHi+23gp2hywbpLl8RTDi08hpzoCV6ZhSwRvWXgnQ5DOhiQVApgUtEkUYM8U/07ZxLtfG1BXw7PyutLSWc9SxYSKjD/HTpv1apUMLd5LR4++s+LE1SFCf0EcX4qhUtcZacjmS1SFoa+T6mz3YcYkF6ND5BD0ZgRlk4TC0muAlVVgYCRmv0b2aOji8pJAPNv4oCglYhIFeJPCoe3kBQZFgdtaHKxotltBamlMA7YcBz3XFdUIYeRJbYZAwGbgCJmAla2b2fjPnmOSMhRqF8MSkUcnqvUi1stEbLYi4YLMRMqsatTFtJcmDiVWNgM5NbrlJ+xkudS07jx5P2478WpM411xst3OMRw98gpc23wYW7tP6SgOEZplqMea2gRJUWKQF+j5ZMTNzr1KIT+3xrgwCI36iM7Qsqk309DOyMQIILOuyoUO05Ry9cscoYj9uuit3iY/tCfe9x/hkgqfdzAdbQoRY+onyCg0K9GfngO9T3JMKOoMYMFxRXsxDSr4hS/3mqiZSJ8U615m0KIZWGm1N7VnUPvG6qnX+0J4yxxURiDvfYZ1DnsMJRoHhlQgqTkls3PAzaTZFC2jTSh1K9EmnGk33kyr5inBub3YNt2+JmkUL7TUcKWvZ6M+qnYGL2L9yYUXtXVqsEEDYWSJ6oWlt8+aXu04e9UPVDdJy1LOttJx8UoFJ+tK52vNNCd0Oq7q1qWI0z1p+GSxfL/mn4UeQ5Ez+krqBPUVOg9QR0kQWIRFV8NVJUQJqjlYEoWYYRU2P8VazSYjCLJ3zbzOvsayLAlM/AwSMFhDUxHYSt7D11Dtgvu55HnoM1kktbEcacY0IJlsobIGjZyPJbVQud3zOe+qVacS9UxD+ruE2l5WWPQ8LFOZxND56VQXXR+7jHSlDlgTDU0UpOeAURUjl0G8i+Or9+HEkfskurq28RAuXP0wJsmepEqlp6ksMaE8l5A4KiQkWZQVFgxNkWdGwNinwn5Tj3JmCuTGU5uFjkZnSoQgOCXDnZnKPxzsbTyGcbSEoNXFLae/UICLrEAKJkv6rL2EdLKHzsKtopQyne5iq3xmX7eUToF2sJWS0Vqi5XrosQ7GSJH3WbtAd5oblqDtEeRctImRIzLfATask8Shncima/zGYCUCLJIdMHU+Xvc4xoC9gzXLUgWDbTTMCJqRFqNNYcoy7c1r2btxv+ncXjybA9ZNMNED3NuBGyi5QVZMnD7Mfws60BRuOIXf6krBWHuy2HYVIp/qsMa681+iJdZeFKikgVdSJ80knOoLms6lWvFaYUdp73yvqFsYfrroGjBl09TQaULEvohOJXT2y83quAwbTYVmcCTTcXaTMxlTO8Rx/6c0TVUyZgQNQ0avB01Ik7KMIHGEeUYFCeKaHdUh/oiO0ThsRjVVUWIUM5I0+gdCcbej61XdgiQLPxjDC6ZIS2oDuohzpQZQ4aLlaaRHJfUlV4v0WoMDuq0lSS3GY6YbcwlItS9Nj4L9Y1R5X+1RmWWEzWQHG9uP4/yzXbTdCJe2H0WSU4lem7I1UnbB8XHCmjdBL8FL9oELHHMCCVqB1EOZxjSjEvcpx+t5I53eKlVITauoVPj2YJ6XC4XpLop0jMHmeexcflgo8J4fYeXEKxAtHsXWlYcwGW+gcFIkzgSZq03PNrXIKOtaQoZmia7rosvpyQR77QhH7GRwJb06RZCH8AoPGcxIFekBZA2sQu6zL8tG/I25Wc0bRwg2zf2vRNBKSD3SbqFgxYWGDpB05Vxoz6BqZ5FIxNlbSTpGr3MUZ06+AYfBKrkbnm9KcB5hze1TNKGvS0FZuk1RcEBjkSFoL6iTFIGDVICLgOa3F6Qvy/FdJJf2asoxV7YszMssp3LaSBXMnI0qQ+gICCnwS2G7lGGLOd9TJ6oIdHQNZlKrsj5mKRfr9ZtLZppt1eFW6EOsZpyZDkyXSYo1AYvbs7OoZOpsYzNWrfuAz9lnfI30Xbmu8MwkurAU97qvSQFLxGJdR+jrNaHDEB5sBaCoXEyylkwapvqp9FfLklwXA5w2zD4pDnp0KW7rskephZcvFhKtSeMAfVtVoeuq7l9eaF9P6ATwUrq+FEeiZXSrElOUiLNY6k+i7hGEOLFyL1qtJdOXt4tkfAXj/kXs8PXCiJul0uhK85wDO0up0bHX1o6UZ7MyR6gIaLFBmKQTJxIHvbJ4O44snMTF9QcRpwOjY2imNNsYm8xJk1y1i4nGHat1VV7fNMPa+feju3hK+gHZUrG7+ZSwUd2cgy3H0rybkK1qViDWOQ7zArFEVnYQqJ7vxhIJeaCpagrTBmS98ny6bG6nxFOGgjJPtiBo7kN5v42y7B6bFLIqwJQYc/6aWRQxGSn1Py7yzG1N4FLRZI00ZRo0GZBFiijo4f77/rIwdA+DVXPx27m9mMbxIaLBx6hK6lljAQmmB8kQk14s0oKF+acU4WBxEem0b+bxqKtXzb8MGedo1YKkn+RGlHqPfmmFui5lcNUG1H4XbkcJHXUdhw5fmplUhb1uhRUJGyPXY7Xk+Lj5eE0nOei4AXJXp9HyFXYAhIyFN2M+9p2bT3beRCLKDHE04NU1q2JuR2JJISJUuBSnuLUVYFIQPBzsFow0dOtjNkOjwiT3pT7G/feodOAQtGdOic3DeemKZr0wMMMRTvgVTrWAcUZyS46cTc4lsBIoOSAoSWjw9bMyRqglAt9BFHVwcvlWHDv1+YjCRTx96X/Kyp1gRSNYpaMrqHIVtpUWZzm3Jk1FEohJ40ndTABVz4GtQJZWnV6o6qyVddHrrOArv+Dv4aNP/i4y1o0cH3GZo025SssCFMagSX9apXZ7y9grK+IUei+yvsVISkkJjpIyqkwcOhdVjEo87pW0BMxAo2/ud1Uj0ZSmDCcwYsW6GNG7qQqZNVCF+YrIOi1RuMpSbcwokbEg9Q7faMVTaQQ35bVhKp7iuwaga7ksE4VPSlUhMZQiOdcnj74K9935VThx9OWf5M6c24tlc8C6CcbIqrV8FHsXHkcy6Rs17QrVXoGotyL9LpRnIsFCZvRMhsjWEsSbV5ClFK81U4XFkfISWiUKmhFHnf1lzIj6mS+0rXHx66lrT1uv0Blb1FtjQ7CsgO28Jc6B4mOmHiDzDW0dqsFNl1W/zC/SofASIdjnRCSe9S0XicO0oz7O1KECqmG43eC8qRqQg2NhC1mZoiV+TIkHTP+FpmbGmgjtqTHloxycCgMMilx0/yZFgVHO312McqNwUYZmnMQUVcZzbj9PhzoWeQt+QFHVEme6iVy/Uuj/eu75+Ud9H12qMshcEJ4nI5PkBUio2xdvYrg9xDTnaJIIg8kaFrvKOBNh4MmmWXRoPKWkgwZjzixIrDq7pcJTeor9aIwaa5agqQdSHeQL73wrBuM1PHP1QyL3xOGVlH6a1bZk/sssSmleyOZFEKSx865UP9Klqj+b1uVe1JEevB/JEIzKEGPOYGM9kKDBuqJpfJ7WI2YyLLi+kFaEvW5mcgkjVhZqJPsQYBJJjbM5mGzVet/tYqkw5ItmlGVS29OKJJ0ChaOE+JGJQms9jkbdlVfbRsxcICwu3okvesPfM60eh8cqmUc3ZwnO7UU0itwmk13pxHcprMmVajpGuj2UKKvVXUHQW0a8u4E8HomTlEGDGQkU6syE7ltwpIJdKzZVmJt9SzNTSjBJF5mEJTWfrMEakpSIr87CyTVSkgyLqHGQ7t2oXdkR9pan7sxWvZWnUVmzz0pM2HXsedEal8gK8XdZ/XK/LejuN/YXcUuLPveaTDl+cSvErOtUJRY8D3nO3qgSSzI/iuSOStiDdFakgG/kuURgisXUmUsQcygjtetcthUwDcS/Je6Sz82SJYStPQGsDlWyZBAmU1dWkw+I3Q5WpeGZIKiNrmy4HVdTZKammBUFNodrSLKh9K8NJ1voto+gG5heK/a9lTkyEmQOYIb9105UZjqURrIFHexEqN+GhccIDMCZ5bN41ek34f2f+I9IKFFkVL514vGssbtWILSLCrs4qD+5Ib9vyQtFohOPD9xfXEgl013JBAS+h4RpUEnJKWBxQUGnIzVEtgWUGY5xcSbRojIAtZ6ovXRSbXIKlFGh9bWD9wRnXHmF6BEGMljTMAkrVTd5IolF2Z/RHO8x4evMWrsE/NneIHqTpjbLpu7CXxDJslpM+RBZZaYxPN9tvBRtDlg3ySbbV0WSyfdDqQvkOb/8uuph3nycxfBHu6qfJgw5Kh3oIEVdfecyOp2rWsUbOw24EfGYmo7OfNJnhFYeRtroab7YnJFF7UHbxiv0dyKUUrtq7yVO3NQGbIVAU0VmFHxzgS6pOq21Nb/zMu5civqUOXIQSsSllbTZhCPbI7Q/MSXyQKT9W61DRqoUuK370YBbwgBXU6Y1Haz4bAnIJRXFSI41FKpocKcIaqSm536GsKSCB8Vuc3jBNuLpCqq8V58xlIsosgV4wUBqRV2fI0bKum5EIgRBkUqWdHpUIonCBYxzbpdTtxzElJxiL5NpM5A6WhFjMLyG2PWEgEAxY15vJs4s6S07MIHZXlOr4EGHSnBuEwyESah1w4VWD4utRTx88U+wtvNUzTD0mXLWduPZLWFWB0o20cVHs4Z1cGS9vqOhGXjd3a3pvCAn+4/RHs97gXFZoCUpXROxOC4yAakZONqxMAJavitRPNOHdSRv9lmiICa0Xc73quSHt4FfqI7jxOHiJEGf43vINEQlETD79lQSi3VVyLnj/swgvJKFDq9YRyg6B/OMc7uZNgesm8QSnO6uw486ogaQF7GOE5FvJVeBFL1lw+Os8181AXUkCB2PpmIkHjH1p1khtiZP1UoLpE+b2hdVwrOJpnQcnSAr5A9JEepMq9l4+4anrKl29S41aO0mlcMptvzDiuHWacDZQEC7YaZcAqITlQo4Q4t9VVzlmkL4bAcMXLGGI7UORkKqfEE2pChhCD/exdkolFTjsSCQWg5BgTOwWMcimCfazSSqEIzs6DfbfoKcdSdPSSesW5GEYXXRQ/a9ocBkchytNnBtGmMpKLGXZ4ilzqgouzbewa1RT2oxRTqR8zGtxnr6XB8Jm35NHU7qhGB9LBNl/bIoNeKgjp0clzR17etVq92mWUDwuHkc+pC2EGiq0JE02DhLcGnnaVzZPY90si71K1FRERajbluEgvddXmXh7RtoVtvMcdfXskkg3Wf8jAJTUWQXcXeMCwVTLjgUk8jKc3Hc9JDZQK0pmsKFkxyu5gnNMMnZMoYCtdQltKcl9wvsUJJJGLMVNkVAWId88jO4rNF+NjIqKyz4bBrXs2uSA3W8KYnyeB0bmx/HieOvw6Ey5wXA0JcoBs8B6yaYSC6ZFNxkuI4qL9GOVkXcVvpbsinCsFcjAinrnJur31Sde6U9PJQU0mbgsqLyuykXy+pbuFB11GTV0YKwKw6TzalUsy7SBDnJAXWXVHPEuUZOMiNoPydarVGzsvPWqUohiZtGvUyL7mYV30gtcTUsE30NASBiH1q9zuVj7r6BdZTKiUjzN+7Fjj5hbaonTsgTBh2dOVfJvLnZcyUptJiuvJAUGgfV04lOeQ5lWrBRlScomhqJBQmbzuM8rOn4BJ7Nxoj8dW1ENXWkHhuFRelCZ7NNEWPk5PA8M71WHi8kImQYwGNOhaquJlJFJoLgZGLB8cbp1o47NW17c+CbCEv2wowCYcptbCjbnbCDtt+RPqks3tKIhA3BTq4agAQPG13N7kxJZ0oqmNemMR1EohoyAQ05o75HDmprGR2/KSMfiRSVTMGaWouN8FSfN4C76nEci5JHZqlPTXWzzqY9gCYCq6N8c2V8VZ2vd0WUQygjxn5CTduyViakJhJmjHQVKS2MMY94vgC8tnSYbZgBjzSeIy4a19Y/iuPHXvtJRW9fbKukr6x63tt4KdocsG6CkVDhtzoY71wVSjuH5qXlWJh7dkyD5CsktaL9WaXUm2ZNtuarbZqEqQIw45RrxcbqeatJhp5iq8lYZmGImgHTjlFb+3ZYjzBQoRR1C1LanKkr3dlCWyjOllZtVuTapGk+8AC4sY9G5n3ZiEECKxdhQU04LaazN4d1GNZjNOGj0QZf3wtC9AKy7xgh0u3MJJ8YNXTMSllqDkZo1qoinAgDiWCYlqKM03LgYzvNMc1KJJzXLurmpIwHSDMK4VqS/Cx1JsBa0dV52E48LIY5QlebhQlajHa2yhzHQ5W7SqscEdfpnMFVaP0ocDhfrEDK2WUHQhim8+jErb6GdaIH3aQ9ZhIBCPCsyymkVpgU+jvrZ9RhvLrzhICka9T2JXIrUonCqoBj4BVMJMVorplGT4w0m7fPTGuw3m9DnrHzvupFCSM/RlZsBzBI27I3hQ39yWI0c8qa5THLgqSRICL3k0t2n0nZGeCSx/mfIWpYWj7Bmsb/X8t0QWCvJKMrgjyPlVOb2QOnNTO7a7oXOgE7qAlIk+kWkmSAVms+C+sw2BywboLRifaOn8Vw86KRSGKapJDxHlWaNqIKrVPZoYq+pw3E1hhp6fwqk+yQkQ02qpqtz32XetyzaEWK1xwSSMevhRCZE8SorHYfzWjI/L3vGPh/OaTY3aQZz56fOTBr2vxp92w20M8vXSmcsw9oxXPRppqDF4qYLQVkey6V0UN0oiW0W8vY2H7CuKDG4t54NDvIfvYcU43Aom8cpEkRdanoToKgaZLN8xBJ2pXng2CCIo9QmgWAsAXldwftcCTOkcfA2ofqAjKSciWqSJnqNMfeTzNRjidQCpAW07rP56AxsrQpVfXrs0iTIN18h4kBhPouDLa8xBg+xuYdnqR7TZqLgyCFUDAboKlOnNGsDoZsGSXBOuVn0nBy/Y36g6zqbenJAJVtz5vd11Ztw7IJ9bG2F6Ln51JDbMs+WVUV/TCqXlg1iqxk/OsiJGGnZvGZe8kAVPOesksKkipE+R6QuhWvsVwbzVBLAqAwyiQES70KdgloGqcFuHWRqJ85E5We2+GwOWDdJCNgda+dw3S0LpGOjBjPjXyqKFfoyAaOEWFxXs3omhm2nM4IUkbVTBdwf+MwHRL7taQ+JaQMTbmwqZQJEpF9MtuTKMyk/2bBlKHc1+MhDvTA2DqWYQvum7Ar3OvGQTdKY03zycpi/cX05PSCCKvRAloLt6A/vCwMupBK5cUUo8FeTc6wiuP7hOJNjxIdFj/QRg+M3OjQ2PArgq5GFUOmFJfsJWrrtDBXz0enlWEchw2w0gPwLNXfoWoHU5B0tBoBkCo/oTMuqWuYC536dCuU6E56jwyz0+rWNc+LRFa2pnTgVNcvkx4zCDXfigTTKU/KAltFLvU6jaU12uKVa/lUGLFjTmaEGUZ0PU+PX5YSlDsypA3R7vM0NUpRWqYC6112DZhlZp5Zk89j5q0JPBoWJdXPnbLA2e4SHhnsiWSWNQIuY81tkmFIXjFAynExfJ0o2DPVWkfM9sYzZB87jKBhfAnrZfyXx2YBjSnWlgFBC948XoaBtvLL6E32XWrD/Doy6+CKSv6hMudzt4Z1eBKzn2NGAc6Tr/5SdFZOKdDwy1M7qkrHfTDC4rwrU7NKsz6SZEcUsdW0jjXLr9salF2dcyXrm9co2LHOxdQjhwWGXld+l6hLng9loKMd37sPrOzqWhiBhuVnw6XmJMYGXgpUWI9CB5M72rulT9bG14UkO5hTwPRgmk8QTzbhVpn6JxIUcpJFOCWr5iha7G5sSwHLOjsbBTSlbIVeXSohY0Xm4DF1x/PEaIQ/CRxvpJOHrVeW/JOLLOeAy0aa1KS5uCRgTSgrSqxlGdbyTNQVLiYZxkYiypwG/dcgky4y9F/qBRJYWX8xWrN1lEVjAyxVPGKTBrMaETtZht00w3aSYZJxnpiKAPM88D86f5W2UrKLRNdmJUHySRgsSG+YaKKQIWquOQ9ZUoD7QKnpMBuQanaUiyJJ5kpEUyGVdGiGdpXhzjbTz6oHSfBOCOxFjmGpChisc5GIIUxKO5yUkkqim6g3FsFTd8nOLlPj9bbDOu2Ci2ofjNqZrqX+pAzZIZtWUracyKWMQXmvqfMaWWeNRssCg+FVXLryARwmq0wN6/n+vBRtDlg30fwgxKlXfgnay8fhUVeQ6hfGrTLVl6ZDM+/K6gRmSIsRJukmJsm6rv78DlyHQkWzr9os5aT9QGrKFOSwxboxk6tqWzuoi/usE3VuuASz6RP7R53as8/TiZt0UfMxixZG7Lzeyr50UkXSBdNTLbS9HrrBClpBV9Iz3CeRoxJSQKiCq/t2zGob2oK51rRsJMbRIxLdGJaeMAhF19DFsdCV9CDN89gUTFV2QVf9XUMK3Wey7xLKZ3mY5tLqrFOPHWDRU+e/nefihBlIMHW4l+d4cDTEg8Mx1tJMKNeM/qSX64AJaaLg2BC9mnafq8YMLTa2kpkvaiUeh6I42M0r7KQVrk2dWk3CqXudTFRlUmbUF2RfUuB4CmKM2vKJ9DsVZCbaJnHLzjM0xX2LjEat0gLu7LpSMko/t74Phb1YygiXrlG238kKOVY2XRNMNFqU8mpdW9LxMhWSIq/JJLPl2EyVwzFpU0bMBEnLlmRKlw3jg5yDIrVdgJ/F85upXGA9CbtxZ89uK9eXc/PU+f+GyWTruus1txff5oB1k23h6G049YovQWvxuArXSppP3VSc7tbNwHbsR15wOGOGdnRExjxQHieQ2hbTMEpYnnECabZmYtOJprFSaPT8PKUO68BCfsn5WEM81zqmZsG9thnQ2ZoXIyhLwqg3QSAzagSSorT7Z3fSjglxfLS8DjreIpw8xXh0TYCKs7zKwqjLW+ahScNR1zswfWCa7jSpMhbPZbCiOiV7TlS/zuy+kQK6tZ0j8NnPZkI8OV3s5VI2op5/rWVN4x6GkwX0MwfjvBTNQo73oNMjWG1lOTISScpKnqdT5iqeCgtPjad4Oo6xl6na+v5yDJ0tWYLqpGfLA9bAgCeHHvqpi7R0kBQOJrmLzUmFq2MXuxnvlVCiLzLjZtd+//ViBMhKpZ5rpjpno0WU5OCjpIpHoxeLEc2NVuPSPN68fp4nPVVXkGIk7cKWIKJ1VdapCLiiyl8A22mBzTSTSLeGbmnE1lSeYqA2/BZ2mrI5LfZelCR24zZdkKGdWlvk5+7lifR+yUJM6sSusDH13KvKio289x8hZ7BReiuE77VlIvHFK+/DoTHnBfr5NKwoCvzwD/8w7rjjDrTbbdx11134iZ/4iX3CBPz9R37kR3Dq1Cl5zVvf+lY89dRTL+ihzwHrEFjvyGmcfcPXoNU7ItI2pZtinG7JOHp7Q2TFFHmpwqlRsITQX5KCO1/PoX6B1xOJpWZB36YFcTASMrp0hUQt5lnNu6F0WFXQx2UIOecJ0SswjdBQuJC0Qj1fUnNU4tjl9QynbI5IQxPbp+UVvkg88UeFTz1RiWdqUodScsU/luNl2tT3Waa3mymFaizRoqgUuLKyrlluN/hOas2EyvG2xsWiu67gCXbMCLZ91noy2UffJ1W+RJ53lE3H45LRI1YewcM4jxAXIcZpIJ8vNceqwrWkwLVJhCnnawmpQQkOVDTaS9lcXOJynIqTHhQqvjqjxlToZwQ54MK0xJTPFy7O9dt454UlXBrPIjp+5CB18fGdFh7thwJiBUdyuGySVsIB04H8nOa5YATCOk2HE34dCvjaxQb1ARkV6pXfxy896OAa/8p9YRifTGdeLRMkjEwlI6BgqD9aMyPwjAtItESu4tVU+6RsypbPk5hhIx5GnAQwW3mzdS4LWqKCZcuoPKfmfLY9RuqaelSwUqHkQZ7LPTOxgrkybkSvn7aGWPAyrFcSQPxAXre79wwOi1XOC/Pz6dg/+2f/DL/8y7+MX/qlX8Jjjz0mf//0T/80fvEXf7F+Df/+hV/4BfzKr/wKPvShD6Hb7eJtb3sb4tjW4J+/zUkXh8S8IEL76K3Y2X4cWTnU5LoA1QS+20ZZKpWbUUgYaGQljcNkpfltSf0l8Z6MBBf6som0iiqFJ3qDGtfoF57UcEZqZJN5M3ByNLJS1iLlmUz9ajYWSc1UrgW0REVbdQXp8MtAC/byHrt6Zrov4wwjXdVr6pMqGDo80sqiSaoy4NTbGO3uMUyLoRbIHTbUqiNUWSplvVmqiD0uropt6lC2x5qTiO5yblSFzUw1BNuOg0XSvQ37Li5ceB4deIGscJGm7IHz4Ls5yMGsD1pqewWCcII8j7Di61RmWlpUuDgBxrmHtjRDm+tXutjLOHYkkZrYKPNkNDwlnvaKAsuivuDgSlzh/Bg40XIxzTw8mQTYnHSxNvVFtb0XekgLJUlMM4LVIpJCRfiiLBCAoEo705/rSYFbWr7o93UkxaZ1PYIrx67w8lA9ggQU9jvpyEemTvmonk++VrWNtTeLdUVhhJp7gMuaiafsR6ZyJ1WOEXIsctHRoKpbsWPezgRaEaItgMiDSjYVhQy8lPlh5i5l/W3ZZ8+aWQSZYZMULea+i6yXAUMLaKwXcnsy3aDR+8w7XxZBZY7tykPX96X3i2BuWyGkTsl7eZbnFpX7qqTcE0k4LtKsMd34c9De//734+u+7uvwNV/zNfL37bffjv/0n/4TPvzhD8vfPMc/93M/hx/6oR+S19F+/dd/HSdOnMA73/lOfPM3f/MLsh/zCOsQGC/25qUHsLn5UQWrxhKIY0M4BkQFRpnCYg2K6Tu3HuEtztVrwfc7hvE3k82RFGNdL9Goh3OMOKBOB21Y9QD7u46Hp2ipfNtt7k4LXPtXZvxie6UOyqM8jl8qyDG6YOOmW2LqlPAyDhNkbwuX9HQ6bQRlB14RwilcsFTkxy6CSYhyHKs0QqLUZx5LRFKAASVR9BBatO6AhS5N4QTSfM0XuoUr7EOY1f3lJJV6CX84YYmrcDsYUqMWMgBzVEVb9pPkCz6m/Wuzni42GsuesN4mrDOm6FxcnHiYcN4HKgxyNvHq6R5k2twtozFL1o08ARKmx7bSEmtpgatxiQ9t+3h6bxGDhL1aPj62sYrLo5bM3uJ53o0D5BU/w8XD2yuSEmTEyh6lsmJKkqlLNj5DtvnsJMPVSYCthClY/mfmk4lCvvZ8iUSSLE58AVy7z5KGk5EilfRUWeIFFyIyhboqMeDSiM97JSZ+gV2PNTA26Zp0oplkTCisVdFNmpH1o4mRULoaZ7I/Ur8y99lWVsg5IjNQ56QZBXdAVPc38gLbFDE25JKtIpOBoHKr2tSwyRqwZkdQlijOcbGRExCBUaFq8QQ8rfqpCSnFUIpkRlfSV2p+exWHxpzqhfn5NOwLv/AL8e53vxtPPvmk/P3xj38c733ve/H2t79d/j5//jzW1tYkDWhtaWkJb3zjG/GBD7xwpJV5hHUIbOPKx3Dh0f+OdLojorTs5NE+GNMcXHJ1p197/T6aOoTrCzlDiRmaVyGbTjuedEi76zLpZTtv7IRVlXSyjcdCxpCZQ/q71DBsuk8xxvyhjZxcadcPiaeZjcPgJzEVlnIURAWEhQdPIgNGAXpM/Jt6A6IKKPvbaCimq8xLxKMNYgKKqIIfdCWqJDtSanSSSrRkZFPLMOlEzdApcHhMDTFVl2sajirdfLWkyhyutlVZRIZKyjwwnr9IRo0wWqHW48Qy+oy2IbdNYOAYEirGy2mvgF0ZqujKe7PCxyCJ4LuZYG9eBgKGRakq4YO8wtHQFckoCrQ+vdfFIAmQpQu4PJiiHZTISg8FWZU+VdeZAgxwYaeNrb0FZK0Krh/LeYgnAZy0Ba+VI08jBK2JpidHi2g7IU5GCfop9fFYb9OoibEMAYvgz5HxSZkhll4xFSGmMZ0md5DhzKislNbzpiIopSK2MhbH58KD87ASHVhTVQhJLuFZNfVDhXkH/dSXqIrMEQZ3BJ1bWkqAsUE8wYrR8LJHUWOqYuh+cN+1XUGUBiWqEiL/LDCq09CS9jWjS2uB5pK6gsAmo9A0wx2dAEfYTF/moogixyoRM+9Xo8pBSSuvjZPHX4vDYtWfI6V3o23QBoPBvsejKJKfg/aDP/iD8tr77rtPvlesaf2Tf/JP8C3f8i3yPMGKxoiqafzbPvdC2BywbqJR8PaJi/8La4/9ETDpS1+IxkeFRCw+KdR1HUrXmOwNoUK7pakzqkrTPtJ0IOQEXRuay+pQMqhlJJusHJR+eXVIoyEiUGHDVBPU6TcC71n7jv5pJgZrkFFJqoh/9N0cC5J65PA9dRpc23scSCmoJwlK+DKG3gr4WnEhjZTqWpjkdEo4CcERyII+EFBDkNFKWqtxK9FEizpVA8TVuRVot49L4+w4Pi8ahIGvny21O1lJa1qM1OeOX2Jg1K8sXTzNrHCwqTKZ37OsKxEYI5jVKJdIgWAEMxRyOl1B5ieIWnuI0zbAYYbGYfP9W2kFN/PR7y9gvd9B1qZuJHUdHWzEIYJESRxFwfpezsuIPHXwyLWj8EISUyai1JBMfAy3IsAJsHRmU9LKbpYhL9oyEuXE4hShV2I3ZZtEgeORHSuiGhAkQmQVo23T6strZkRl+QoOnIzM3TSbWc36nPZ/1a0SjN4k8qXCBHDUzSX1yJoU50/pTVzhytTDhbEOEM04PytQVXmmK/laqTWySVzktFQrsebAGLV3yxJkbdI31PUZt3bGZqQCybbDHjWlynNflT/LCD+TOl7qBIjZa0WAFSV+OSoDgGQTCpsEQWsJx4++Cp+NdubMmX1//+iP/ih+7Md+7LrX/dZv/RZ+4zd+A+94xzvwyle+Eg8++CC+93u/F7fccgu+9Vu/9UXb3zlg3STjyv7Bp34PV699DN10KgQKmQ5MBpOR6qbum1dxDhDTMwXcXMVbSW3vyorRqKuXuRAyclFK0xQZv3C+E4oDb04hnqUH+cXUOgHrYrrk0hRc6PVQeZxXNahzOUHOHhqqmydCquBEWJ32y36WChSH6ohorIqUaglH3Y0MfuT+Sy+TGQwpmGDVKuxyUbnGIvckT7nwMsDLXRBjXN9Fq7WKY7e8DmvXPigRAlXRpY4kwwA5Pj5DIueC03H7kn6ycCjSUCaykGOStKqCw7FWIBJKZAbmJSPXAJOpKrabE1crHpQF07IFNmMf/YS1OaOZUDqYZl3t1WLa0qfUUxeez4nQ1HpUCnV/3MLVjeNw8gAeh3qJs9cRjATFpOQk6QpZ7MMtSnheinQUocxduFGFXGpWKcYbLZQZa34tZOdOYvnMDso2QTyU/VsKCaRaz+GgyX4BHDeEE3tMjCjYm2RljKzGoF2nSLTEGpaU8HwE0QKcZKA1JFMv9PwIRzqLeGbzIp6dDtH3HHR8F2eiULQbuZ2N2MGje4EAY+QFQrogICyFrKNpozej2hUvkLQlB2Dq8GcjKWVIJHZitUR8RmXdqtc3reUCJ8MAV1LeD4zKFXB77AnjIsUL4FIiy4y/GZSsBUfw7cLNtBWQgXtk9VVoRTpo87PNLl26hMXFxfrvG0VXtO///u+XKMvWol796lfjwoUL+Kmf+ikBrJMnT8rj6+vrwhK0xr/vv//+F2x/54B1k2xj9xyubT2KbmsFbn+oQGLo3XYkfennKEmLDpV155vaDNmDeZFKGixO91DkU+QVk1eECykzi4vWtXGzpkWbfbGldG1qVMLXc0jjjRD6i1JnSjGGU+bwqzb8KkRRxfByH2mQoZAoSBUEmP4rihLDkkK0OpPIJuwyistGgJemss26cVEYXXQWRv6If1GdWwpLJg9Za8s5Uucil6Ed9HD2zJcjjnewu/M4sjxG4LcUrMoM/aQPjmP03UBqX0HFKbJ9xEUG39Rs9BN57DrVmcB/NGpjN8vhVgl2Rwo00pXmUXxYZ5GZIoySCPII49LBB651cDwqUHojDPe6KDhoUKKxAEn/BNwgR5EswvcZ7aRyfKOtI8gyH34QCxvRy1rwIqMPz5pKYoBGtF89pEmIjPU9PkaA8gMkgxayKdmLKpGRZxG2z51E5+gEnSMUXeJrOZSSKVW2BpTYyT0skISh4S+GOWs8s+hEiAqmL0k4iWaOlOogMppvaZ3QDJBkIO75XRw59ipZGOysXZBtDwplG56vMizKOBgHH92NODRYwIUpb88pRAy3pqI7Lnq+K2r3jFiJu1ZHkhHgiClH2xxs7guJlgz6NtUf9ebW8TKUYWKrAdmTrFvq8EYla/A7lLjsw1NwnMBHi32NJFywrSRP0fU6OHbkXhwqcz59WvoNtwEIWDUB67lsMplcN8iSqUGrD0q6O0GLdS4LUEwhki34Xd/1XXihbA5YN8mubj6mUVDU08GEpoGoluVxKkwpyBqVaJmaTNVK4aeBzGJK8gGqIpPJwXQBZAfaDn8124tlUlEHVqDyCiEVWO0kOq9FWVGqsgYQVQuYYoCwbCGXGIqRE503KxUatyg7vURaORgXOXwnkLEdtsAuY81l6rCKmdriuynGNfamJhSrPBR/6iYbOisPrkeHGaG/eQ6nznwxhqOryNI+Epl/5WFaJNIYGrkBgkBVFejkTrQWcH6yYxS/QyTVEsLAQ55sYJxyFEek404q1pqm6EYtTOPZaBeHNH0OBzTq9axh8dxlaQ9pEeKZMdu2OigLB+FCLnWnuB+i8tpo9QYo8g4SP4XT2kY2jZAnIYIgQRYzUvKFBecGUx0eGAOTdRdBz5Gokim30bXIpHCpXcvamoNkwJrj7PzYqCmbRCiXKvhFhN2xi5VoFzFlvooIH7u0iGvtDHk7xiuWSywFShWX0fSm30ylnkrpGyMpgxESlTNW/ABLJPkUidS2WPci1PTdo3js8jVcG+1gM0nQ4zgWDnGsXEziAFdzRq4u9lKN2ej0qLJ+pu1iSlAJyMbUSIkNzTo6ZaZ9yGtGBXaqezBBToafEGgbAwEMafX6Gbps6vY83B5E8IMF7CYjAUNGXLkRlc54LWU4aondZAi/6IhgcJtDTsspwmgBJw8ZYFU3Qa39a7/2a6Vmddttt0lK8GMf+xh+5md+Bt/+7d8uz3MRwxThT/7kT+JlL3uZABj7tpgy/Pqv/3q8UDYHrJtk07QvK/vR6Cq8KkFAIgRZXqZRc+TlEp1wxan9q8poyFq5NOZOsImgjMTZ6cgKO8Fp1iRLx6GNsrZ52GTxDe3dvl6N1O7ApAe1+N5zT8Ir24bIofUxMdF2Y50hEikfwiWdAPtrqizD8ZDb0fQjWWNhqbUiFrB9kVoF8jBhaccQS2ZRpTU5BnPcUtgP2lJrY03h0UvvxSTykRUVgopj6TkXS8VcW60lGdVSxrvChuTgxJWwjY24hcd2S+mHIsdwOAlwa7eHE90pUpmqzKbnrgi1hu0Se0ONrOhgfc9Hh/Uhx8NoSoIC2Yg5ypw9OgosZdKC6xMYXOSxh3g3QPu4hyzpSCotnqwgTwLEu3xMU4bpmHqOFfyWLyDmeiXG1zzkUysSXKKaOEj3XERHDLkgB7IhkavZnK1yQ8IFLDxUeYrCzbE56eDU0hBZOcXTF1awuxdhfWWAHiM3P8a9C9oTxdQdjZHLUAYtztLHpH4T9DeLApHXw1JrAYvpGJvDa/j4ALi2tS3nU4aq5JkAe+iE2JmcwCQheHE2ViyqgZwzxr8XfOB0m2zDEEcDpgPJWFR5pGYuwLYdUMKJxkiPERUlnLquV8/1EsX5xqKMc9UsYUSSwV4LYwKs42G1s6TkirLA9mRX5pRdniZGJhfwU6aF9VwGno/Xn/x8hAGVXz637Rd/8RcFgP7O3/k72NjYECD6W3/rb0mjsLUf+IEfwHg8xnd+53dib28Pb3nLW/Cud70LrdZ+0e7nY3PAugkmuoCTbQwGl2Q2D+s7RxDIzB5GLIlTyg8bO7XOr/WTumnSq5DkY3F6mT+FL8BlZJB0mpK8MK8SuCVz0jb9NutZauyN0sQ5GNEqYXCdzSil1YOXhchBDT/2peQynZjQMHH4+TM9haIx4oHCr1SAYGGckQhjP0nxFGwUzZFHqZkJJpWlOlqbrfpmUhTKdGTUxsZYF9fSbWynIyxHt2Nx+Q5Nz6UDjCbbyLM+ljvHEXVO4Nx0gie2r2E7S0R5YmfSxShpicjtdNIRJ1kkC+h5GcYjD1c2e5gm7OMCgqhEsOTC9UMsd3qIAo22EipUZFMdMyLnQ0kMirU8jwGy2MV0vYKjw6ZQ5iFc9qaRHbe9jCIlBd9BNtbPIgClEetEIdIBR77owiSPK1SFgyI2LLuUwOZImpCPSQa5MRBTqXwOPO7DJEC0mMoA0CfXjsh529mNUHkFvJDXIMW1NEG/D6yGwBHfk2GGTEMSrCpDhCAYcMYUo6yWH2Bnsi7RdJvTlMM7cDVdl54z9lRlTIGCNSAfm4Mu0txFL2KrAFNr7PFiBOdhyU/x8sUMbQ9YZtO7mUU2W0IZHT9zF7Nupe0MSj9Pch3AyUWQ77kSMXH2Ga8AlU1EP1EWVFY9hYoksRJMihIDsv64APJ8eK6PS+ORDGs8GvroMD1Z95Dp1OSHL38Ir7njyxExYv8sTAl+qrawsCB9Vvx5LuP5/vEf/3H5+UzZHLBugm1vPoJ0eEXFbeEKq27Hz7DCiMOtBKwYmdQqCkzZ1IwpZeZxRIPjTlAwTJGiMres0QrnYXkIjfBprJFJo1Y0G3BhWHYShtGRsq7DFImy7ggqUWcZ5aREK1tBXG7DQ4RWEWLqkUPG6MpuV7fB7fVZw2DxnjUOkcrRybBuViL1JhJF+qlXy2arFqJoGdRQxWMUXQM6ITK6ygSu38F2chXdhWPoNuYT+dESFsNFmQ47nGzh/DTDx3Y2BaimaRc7UxfDaYh4vIA8pdgvG7UL7I5C/NnuMZlDzyGOHBNCRztMAiF6REsltssxjvQIWj7G01QICrwgZdGCS3aAVfSwTnXgIpuU8FrW7SnIxNsusnGFMneEaCEpT05C5nM7UOc7sg3PBqzImufFd4FiXElTtQCjckxwsHjDycWTUQqMGF+UGLRTXN4MEQaryHIPYSuF45UIQy4YGBdTzw/4yBbw+as6iZigJVVQ05lNivkg7eL40i1AuYujrRN49cu+Bg989H/hyKKPY90FjOIYw2mOqHKxOx4jzVoISLt3uLKmYjsPoMJqWOLOXiqj3uykaBnNYqSW2N/FWhaNKiCkpjM9SbBxTGTFWhQbjd1ciRf9nNut0PMJVjbgVKarNNUHTNsORY+Q2yHsEcR4b1xNUiRlgVtCTz7LKo/Y/CqzG1v9Z/H+x9+JL3v1X8FnI639pWZzwHqRjUCwfu0jCIoUHZf6b7E4oRGZUmGCI46HxEyztVpsMw0/9jfpdFrSne2YCqGizz7BdDMxGUaRWKZlmCxTaZ8GUVgByvVEEqq9fALFZIJ8PBKgotZgZ+UkvKiLIk7gemwuHal8EUJ0iyVM/L44PX6K+Lca+1zEpiYS5wVZ1+iyEZcOnilPKeqrtiD7gJiGZN3MrULkTozM0RGUW0hxJU+wQ5kqAMvpOpZDCpLm2N46jymHX7pM8yzjSGdVGISbg6v4+LgP3/GkNtVPOGfMR5p0UOShOHX5trK/OHcwHGn05Ivwq9ammLZyYgdV5CBvF9gY9FGOXMRpCSesBKgIKFJ74o/IMFI2qkJJljSlkjhqLKvghg7yqYNsysjIDEZkL5uJwMQ4/XhTJd3t6EqCnC3KqJo/kPZ5XWSErpxonRaj11IIlyorIn/3L0Wyr7JoCSO4Pp0+HTn/pSq8fn6/v4j1a8fx8MM+vuL+a+h1UlW2KIH1cReXBkuo3FVgg1dsFbft5Th9q4+tcR+9sIdntyZYH4yQ5sLBwzSndiLV6ytRaancTKJq3mdnegkCr8ROlqPFBm8K8FKMlizGssKorLDka4TEQ1MFd0NlN2rulK+KnQq7pYdzBRUyRLYXX7Ds4NaWjnsh0ULpPC7ifIpxnsn7ea1UBcbBMPFwblzgRGSayIUoZNiewjhl3EUCSIln1j6GN93zf6AdLbwIHmJun8zmgPUiGxXYR4PL4tyXwkWMylQYXGOmmDwXsZmdJMk99veYiySjH+hUjX5a4eUIOC1XIi8lNuh6fuYIqdhWUS1PkKoxVE86fJlv1CgqjYfourfC6VKJHMjHQwStBSGEZPFQIjhyvdruCvKS+X4XnbwHv/Qw9caizr3A1BrVMwhoFNaVmUwZHh3FeO0CpaNS7FZTnHEiLJJoYACZs7pEzJT6eOzn8jIUTobtLMdGmWGP58X0/cRlhlEOrO1chC/9VnSQDi7uDnFiYRO3L5/ARkYSxQQ9bwF7U9XLG+QeioxpvArZ2IUXargqEYyp2OeFTgquB0tSyiiOsBiFuHp1gMlOhvYtpNlTWso0smo7l7xf5ihqS4+Aius7mG6V6JzwUKYlZzfK1Ggap8NQItGoYum+mPlPVFH3OFeLgzyFfKL7KpeLtbJYo3ABTTrzlM81dbPMJlXaQejxlQChi3gUIloiwUBbeSfTEP21o4iHkQyyfHqjg1uOllJru7y3iI3porxvqVVhhb7arXBhO8d/fP/7kbgp1nYTbI9iRL6HxRap9BHSgYMMMTJwsjV3lu0PHhaDBJ2gwEaaCDB1fU+ahSkYvOhTklenOu9lldS4mN4bklwkJBpX66OspBZUquCxk4Ceo+XnaPs5Iq+lIsf1kGwOgQyxk0yQSv2N/YA69nOaA48NXakZtqmEIQLJ+uWo0+VloYQismCzCXZH1w4PYDmfvlLFDbfxErQ5YN0Eq3uhRN/Ng+Pp+HjpaSLv2agEULCTX1audj3K4pgMlGSiZIVtpsJKau3A+Ff9AFP0sqwgo0bOepgs4c1z8QDjvasCUnkxwTRy8YnkWaw//SG82juKE/5JM2qC49YVjAiSQdVGWHThlB6ORD7G+UPYKSaIE9LsHRF6HRU5drMMezIHqUIv8CTFx9VvKK7CxQQ5zlV9bGOKJa6eixKjijR5kSZFi/U1zxdViBbrdnmIC6MFjNKuyBLRzTy9k2JzcA2I9LFndypMck4s9qRvqcg8pGMHRWKi0k5zVpdtpp45fWENuh5211JMt7WZybXNwZzxoXiPioAROHAjh+J4yo1h8MBFxRgYX1MFCTM7s9ZNzCXFx+to2pTNgEfmftOU5IUGAAm9fdbEzW2wpmWvsImxZixTI3tYUK4xNhF410EyipAMW2h3fPhegv7uEqZxJBEh+882d1pY7sR48tlljIMFQ65Rlt5kmqHdKvGqO45ivT+FF1VYHwyxELURUvfPWMTeM/acuRlCv4PlFkkOFNvdwqToi5r8qHAkbct0HCWhFjwuJjzRdNyatrAXh7iDTc/BVLQRCWfEepsbSLhQQ6lA5WcSUSnLUc+ITLRhb2LlS0pRxIBFgss1uo1kvU5kMZPfoDlebgm5JtovyCj+MFk1TwnO7cWyMFxAu3MUk8m6Eaxh2oGVLEZPbDCthLTALwyZU93KQ0jmmadK1SrsoF9ORlw+e5YIXqR+8/eGsd9Fl/xN7pU2FWuTMYGDjDUP490r8MMOdpcX8cH+YxglQ5yBj0im2FK0dIq03EaEBZOGMdsUmacCraqF485JnM+fkeESSc7ZTJQ4Aq4kudCX6ZCvpimW2h4qL8di4SF1MlyuJlirxsL8yoQeT7VynZvEagwL725VyMwnpwzw7N4KhmmIll+gG2r6apIF+NgVD1ErRe6z1kR2Y4HBThtJGaBIXTKyNSqh1t/0eiVNK+3E89L2A8RxjuEgUfo4SSNT1r4qSfdJ+Y/nnVhG/SVLoJTHnRloTBVgJK1nQEsY6gQdTjRhbS+cdermqbYUaAQ1c6SS8jMrfgFA5kj5Nl0/qLOerUfknBBM5WGClhC1HAzXF+GHiYDgdLKIPGMfGkHYkxQgGfzTvA23TZZmIelBkaryHExiD7uDCkdXFnCpv4m8IOuP96XOVYvHJQabQNkbSwpyMqZqBbWpQumRq7qkkXNt5WDA0SsU9a0WcDRQUeQndpfQjxmpVRhvM9XrImqZAZ7mREidSlK3bHBXOS3WvZg+7IoYsc0yUBWG7Fl9H+tTkSwOKmzFAbpBKbW1QVbiRKiLQBMA6/nWgBKh62OpcwzLPW2MndvNtTlgvcjGQvCpW78Qe5tPAnGCqHSk61/Zeo6IeE7N3DzOeWrnvorLmjShjtIwUQLrQXZ9bb7UzZSgDD4UdTfbU6QsQu2pUm0D0dBzgbC3jN1yiv+18WHRAmS68mRBPqB+6eNiC1kVw0enZhvaTXJbl6cbeDxdx5K3gG7vKD68ts32aDkmpnZYaBdV7YS1HRe3Ry7G4uxG2CAtnZI/pY+EcEiqeINVIGSGqsSkAJ6edDBJAyyGZKgQcEk9L7EQVriwE4HkxZO3UsLJx8azESY7Ebwlqn1UUrMSV8bRHWMXfmSARpp4ZrEKU1idKML2cKIMPRl8qJMH2dQrgaHIQJhYk8BgWXtM61Gzj4BBBQwOj7QzNEw03JzdSOAqprNoqxF8SxqwDpwta9tKUtjdVQH7+urWIhZGXtLOHGNE57d5LD52LpyAF+QSJbF3LI+pJKKgeW1jAd2VQtoEtE9UtSc7QQftoIXNvTFOri4yQYylFhUkUwyTMeKBi/VzFbKkwrFXUeNKpZ8uX0kwuBTgjnuAqL3/eBioXhwsYsVLME5ZbwzRDTPNIPBeSSPkZIiGBUIBmwJLgYO9hIQIToamRJOm8UZ5ia5Xoe2pKofUAdm/RdFgJ8ckV9mlDmuKlY+g8tHxc2ymBfayQliCvM52jcBvBgGtF/Vw96nPQyf63zfXfjazBA+LzQHrJpifhVhwbsXAuSi0YM4zGtJxcdwCV+sGgIKSGm0KaFLHqQLTqWJYaYzI3EoUIJTurukjk+DS1IiMb58pSujcVf5t0hwssEvFIcWD6TVMctYkIviksFNVvNzCoruIskowdjiePkG7atXsQPWiLi5kOxhWUyy5C3h0a4rNSYmoZVTQDUU6KYCd8RKeSSM85LSxGOS4e3lXFC4WEeHJYQunFhj60Ml7siruT9tKgnBLZG6KQdyFT/kkuh8OUWS/LVf4QQiWfdj47FcVBv0JxlttjWpiA4CSUzVpUGoUTli30il+Ajaclsxpxe0QcZZLA2nmGwWS0EER2LleeugFSRamDuabKEkWEMbhUkuRoFVkJDrMop/rMrdSflSwkhqMiaKXFloYjSgoa+f3ctZYQwDEmERkhi1YR2CNyfbymtzU3ARsXeRFKCnDOk0pTeRMpbmYjF20IhdVpm0O7MlbancQhQHGcYKd8QSdsAXPd3F8aQGb/T4++tAeirhEtx3ALQIRt3VLHzuXOkinwGi3i+UjoxmgUkEjb6MoIjxJBbCiDZ/EnJo74mB3K4JbLmPhzi3ETA36QMsDOh6vv2VKagTOQ1hLcpyMfPg+73kHD13q4vH1CC9/WQqPiiWFg3HKtDYzAC0stRIs+T7WU4JTKYQPRvSVSR8SoF9++k141e1fisNl1fU5zD/XNl56NgesF9nyNEb/6pNY7J1FUCxiNP4QWobay8W75NSNkKtgl1lVR2Ub7XIBA39PG4WNUkUhOnUErX3VDKQBc05aF+NKk1EDe2iMzGmtVVg5KbadFLvJANvp2IzO4JgNKqMz189aEqOlEiOX0kJjhFReZ7toyXENKS6Ve3iy3JCV7aP9BFdHupL3Sx+hn0nhPy9dTJO2rJo5b2pchPB6QwxF+ocCtQ4e3lpEL1TdwYvri+gs7araNtfWjASKQFbUtKtXIqTDUMZ8MG0FjjZxHXQWfPSKe7G+exFOlSIjSWJMdh3zd1oAtM5eprSY9KqUK4xzDjwPy70OJlWGURIjYBOZzPgicNqoxjACDViQKCEsM8dBL4owmSgFnit9L2BzcaVgcWA8S/1YrTiudHcScfZGzCfOIhLpK6LgMIGHfBsj32Tnd8hxNCK06+oyRiKClHUhcZi0oq2G2fpXPgHKRX6GI/JOfHy7PxFWa5zkuII+vu4tr8GF/kVMkgx7V3wMd3Vu1mRcwNkO0T4+Qb7TRpWE0jJw7dkVnDizA7+VqDSUaBGqesg4ozK9j27A5l5lXu6sh9i6EqDVDnHHmREcnztC8k+OU50MV6hSr0eFYc45ZI5IO12MSyz4FfJpGx+71EPkO9jbXcaxo314gX6vjnZiPNOPkLc9dEi88AKR2UpTkjCYDaAWYgv33/lVeMsrv0l0B+d2OGwOWC+yTffWkMdjhN0VbO+dk+ZEFoV7riejFlge4d8hRVCrQrr76ZDaRQ8tp420TJG6Q2WKMa1RLsPLS2TOSEeSmEmwcZjDzXJEeWjEZzXKklU0a1qUQafel5OJ0jpBxTb3hKYHip1WHXjYLbbRk4GRJcbOSCKsovDx3vE2dqoxFqNY9nmaOdicsm6mTbHU2ys9jnTwMcl8xHmAPA+R5ZEUtIdpgLLwJGXziWuLmJYhHtpYRqdsY28QodUZo9WaSrTF0IKMdA4c7l9tS3REcCHLkTUlHru/4GGPauWrHtz4KLrBCEUco8xMa6qohmgSlSQJGScmI1M0yKFEUDsK0RKlDgUnUVsgq1Dwv6EiYnuhCCRmJIe1wPewstjBeJqIQ6cIpNsytSSTqqNpCrERLUntyZAnuH0WURh5Wekls68e29YIWJblKGLKjXoXIzWVWG/2YEuUZXrDNQKzC3UrdSTBpKn5DEqEy0qzT/eoJRdjD2xvcMCRbe+Jn8axW0M8M9jCs4/zGlXotCg1VSId9tA5MsZkwpQcj8WT83Xh8Vtw5uVXEHgZEmEqms5CYUNChltSxsktfGyvkWrpwvEiJHEPQThFWC3IUM2yHOH2joP1NEc8aKO/s4DtPMIrTw+x3EuRADi33sa08HFkOYLr3gFkPpzgHOBuYTUqsR14GMSncbS3TaEp6WvkPR+XPtqtBbzy7BvxRa/4S4cSrKo56WJuL5aVuc5QGgyfxXB4ARkVtYUJRwaTK+MOJmapPChLHEGODiWCygiZWyCsWvBSD5WfY7E6hiqJZYZW4HRRuInq+rmpNN4mXoygpOI3a0CZCKnKPnBQIR2xV6EvHU6qyM1GZZ0/pIy1LSfHGabb6ISoR+fJPGOsYRMPjICNtMDZBVLHXUSlj/WM6hasHegaOk2W4FM6KSRbkH1MIZKU05NV2WJvGpmBhS621jtwVhxsTkJgHGGxFWMyWBJnGkQJnCBDmLqI10MRfZWRG5z1qIIfEjl5bSohFHjimQ2EBedt+fDdEDmdnKE8S5REX2gIEzSrCsWIaDJNMRpzOrAiSc4wVzSE+X4dyiRNtSblZgFAAM2EQ3GikQLTigKOBEoGgyLkqj1VQtqwtSgbdhkKu/xqoijZvplDJek5njnzuBtW4O1kyRz7IqrqQJ3LRF8kedhzIE8pn9zQ4M3bqFwxUnKJRHtEADnWCu0owEKrhScurOPRZysEXSDPVFE9ywvRaOxUq0jXQkz3EmUqGjC9emmJZVvc8YprCNsE8kSU6POMklvavMC6UTrwURUuwraD0A+xu7eMkydjYW266Ipuo1e4OIo78OylkaSMg6DCo5dXsdrNcWQhwfbeAiJ/CWW5jEncRjvqoVV9IQrThIzhNk6eoBzWFqbpswh8qqeEOLl4Em+88y14zW1vRjukAPIhNGdew5rbi2Re2BEds729p3SahmF28Q4iULA5kjbMC2E2X0OK416EVaNSzQm9PSwhKhZQlSmSYiRTiGXwt7ckoz8muAbH5fuZxptiklXo5mTgsfE4lcF4BCuCDx2ojBzn2HhPGzlp/P9+lQmInRDZUQcUbxhzDlRc4Fru4Eg7EIdDpe7QDXRcOSfWZixesSjuYDI5gnawhqJwMRp1RHdOKeSaPntmdwkdav4NPUSdSmpFeeFie8L0YQB/3EYQpGi1Eww2O4h329KILPORCFZ2cj0D0QTwOg76kxg+JXgySvC4Qp2ugYH1CZ5oXJ8yY5RA0OL2mMJTB6/1Fnk5rxWDU+reccKyAQqesiQrBJSoY8fGZjbSSkRWp/QIWoyKVbbEpuNmO3K9BxHQMgMybX8Yo0BJMZpx8EyfCvvxoPKrOS9mAsh+s8QNqZmZEfGMPHl8GohqpE4gMkxDkkL4+aNJislkFyu9jtQK07TAaq+Lnd0pytRBr9OWc76zF4jmJZPccmSilO9gd3MZw/ctY/XYGF5nhNLzkbm8pi6C0IPPiiuLsbz3KJ/kuLh8pQOnXEFxrA/P68NzfAzHAZ6+1EIvWMLSIonvJBLpCuLSWhtrOwTDHKPJAGVF3U5yGTmZm4zECpMkwdX1No4t91DhPvQ6Dk7fdhJ/+Q1fjFOrR3CYrboJ4reHxeaA9SIb1SPyaoyiiBG6HI/H5atW28ma4shvRiwiDcc0iVcgdFKcQIoFtEFoki+e42Oa94VwINJLdI4cM8GkIkMq1iLKCtvFGBMqpvuOFK5vI7BIH5RRHjdj50np5ZgF9sjMyO8VNqoEeyiwjAAn3BY8pLiaUr2A76fcDfudSFl3wFYkir2WnNvF/jGOhy9aSFoD5KmHLA7htUnb1sKNsLuyANubLWSJg2qrQnTcjCfJgdE4QJnRU7bEybuMrOj4SVBJdQCkRiB6bkkhlwjC19W+pZQzIhGQonM2rECJOA5EJJKGI5ga1QgCkywSGik/OnCWwwgkMo5DFh3atu2Vrkg4Ua3PbtOmEWW+EoNrIXgQeeoZLPUO2P0R2rshT7Apl6lhi2cyy0ukTrSfj8xCsv2Ept+kZVtQOmAWGvUYGWXrowJs9lw2ojMR1WUAZGQqZcSJU2EYJ5L6ZP3R70botkOJTIcTDq6kcgS1/bjvBG4TKRqRkSwD1q8xetEIxm9XaK0UqJa5CGDdUWWVCO79fgKHtdK1k4jHS2j39jCclNjY6sngytDzMRw4aLc6uOOWo2j5IR7b3KhzXr12iL1BjOE4lhprrxUiyTLRhWT0fPepYzixuoDBJMaHH9vEePp+fP83fSV67RvPhZrbzbU5YL3IxgbYcHEF2FGH0C4ixG4Bv/CF7k2NM+X4qc9oUfcMFTadPlbQkyGIotDOOU5UqiCNghILXMsWU2RBLNES04o7RYYhx4Kb8QxM91Uex1kwV29GoLNGYRhi9KNHqJlXcBSIbcRUxzz2HVyocozTHDusmRUurkyB22Q0BL1rgOXIwbOS8nNVC491A9fD9t4pBNVYVvHspyqEtKGNL9NtF/G2IyoRFIZlMMfDyydGS8+mqujfs0IEYP3AFeDQGV5GX8+CFh833aAcdigRQkOkt8mu2xfYzNSv6hQWIy5LsFB2nYJYywlxz5njeOrqhjpUXseIza/sRSKYawOwjgeZ1Yea8y8kzeda0FLJKnHodrcM2IQRZaWK2bUQYDVSXJbqLik+k2psHFsdxZmISdXLDeGGK5Sc9TaSe/Q461NjWhDkeE0TdIOcasCe0ktMLQNZXmJ1pSNEEZIy0oopWLLydFuM0rVEOkNUGzHKfTt1MJp6oqnY6XkC5qJkkvpST11e7OjiIWth7WoHO4OxTKWmUkVeZLI/w2mJzZ1LCENV2A85l8wpsd0fYzrNEQSeTF3uj1kl1pogQetDjz2LN9x7G249tox2GOCxi2v40GPn8RWvvw+H2hx8TtocsG6C9VZOw73Ehl2gVyzg/2PvP6Bty47yYLRW3Onkc/PtrFa31MpqoSwZCRnBk3lgyTYmDYZIA4zBiIEJ/8Ak+wcbP0DwEGATBB4PfoL/H9mAkVBAGCEJoaxWq1udb84n7LziG1/NWXPXWnud2y363tv3oFPS6XvO3ivMNddaVbOqvvqKspDaeUh9dMu1bexNegNFm0C1oQfSiLIU7UJMM0FmC+dOtWb1Db7AlMaUIxRIGfWLlC5wfypUr6A4OWeWAVPBb3QnEIAg2RUkmqgTFHeyx2CNFjJSSTqh09OSzqeon4lomAc0TVrUoZQO9VKaTqC4ABlG/U1JeYZGf4ZjD9DlKZjQs4Kyiwn5bbCZBzQ6YxFppvGwUX4AJFoEXBN6N8fgEAbDZbOSnZH6cthKvApG/Pmc1+LQnf3MUFBYlJ0c1HL1lQpxxx/bEBkrc0u5hJBhfzDlouI7Dh2kh/OLDK7A30BjSosqeCU6pCjXqBWNadZpf0cNlnb5bEhvOJ1WPcGm/IUhIXEw9fp3BhhivUydLuOuxuZm82YmjWQ3MQaVIfJSY6ZYNLLcdJA2c1LQJEk5VAt3yoSGwXYObxR1aSElCeZHX3z9rQALCdEk8ygMAjZ+eZwyAAb5VPA04hwb/RG/E4aoF2AiA3NkCip0UJ6W9p3JqN0K+X6iwBnGio00A2lgqMH24XP49lMPnqDN4ZhGk4QubA3o5/7wPfz7y551G+1bVl2nrxMp7cLlyR5jN8qewXoKZHnfbRSj5XaSUZwvUphtMigCRZhcUIlCW7RMwCqVu70aKPY2jU0QBb19SlTqh9xjCton86bML5j5JY0QskFxbFFywSUMG0KNYATYKjLqBehUW9Kj2YS6kQnfIL8lhKMoXo5Bp8PtFozHh46vAFkw5LuzQPefKblr7kPDDoX5iFY7CSfKERZEYaZBUFe7BqMXVDYwDN4IAzEPHtJjFjnH3WMVjZEWDgUido96okC/uFBCMOi2H4WLeUkLMY9DWG4HVn4Wns5GSbwo06GXWXgEpCCFuvZ7XhuAvcIr6eyFPr3lTV9Gf/yBT9InHjjO4SVBDfItkv3Ec1Hf8XSIAbBchAbibiDtPA3hPNuFKxjWtVgKBdjYxdBSRcFDcR6ZLFDYi5x5Xg45KGLnqDJ+qfFiRCPa0hgY+sVtdME2nh8f23rFcv3O4DXk69w+yH/mORtDHht4CH2Pzl7a4tYgzqBbwAzuFRsqXYjNhc6oxwN3oEdJmhkOQX4gZ48BPk8z+16Np/SZh0+ZOSqJxtML9Ev/z1/S+z55P/3rr/lSetqR/U/43d6TqysNUe49udrSXT5M+w48m9q0RnluQkrITIGgqc3sFD4bGw7rZUYD4e8+2m8g31SMKQem2UOH3BYX3uZByivi1LYmAXiDC05LFFSiDstj2PyptKCNLKH3D7doYAuSsYKFzSiswcK7fWEa0D1b6BRLNMo8Ojc11DUhJ1gyZj5HTqq/2aVPPbZOD54zxLndOGXDBUPRDkEeu0BRGtP0gkfptvVksLLfNiCJcoxcl+VI5OIgHXoyq2azWrfkPBZc4QRABmA8JHTl6Kts6KvmtTgDAPQaji0wcwuoqNhJPRbrcWGsOP/Z8336Xx/6LJ3d6NPU0imJ4p8p5x2Wsqaq2NE7IcfGeTEYqZb5Ec/Gba+NncpzyTm4RssCI/R5+DPZTIyVeJLYJDJEvM6AyhxYuL7MY2UcTK9kPsCx0HZFT7M2evgVPaxm9qIBXKJ/t8dmg4j+apOEjRU3ZbSt7AXRiJAjPFdBQMp1GSNWUisO+d7Aw9L3w+U8UR+I4m/7jLVC9MgyQJ2t4Zg+8/BJ+vU//QCHDq8nKa/Q/3aj7HlYT4Egoby2/gwanTzFPbE4nOVF1A261C1jCsuctgltR9DvB2zWPq2AyZwGtE49Jo1lDjcPFfzQcAnnDFgPg1JHCkCBhipAJpvRuo8aJcCCwaoOZouSsG5EA7wR8viAo6OIMyM6OY6oz9saWh4Gg2QlTQFbR2gvDykH6nAEJniPPY5jmwt0fHOBYcgput6C2ibzqFPGNLwwpGSzMB4KFLXQEHIPJ7Mqh5LCGRGm5JdJKWtRUKwrLboNx4Kiba2CF9BWXIsHIICBwhok8WD4pFUvhL0qUZo6XFYzVlWAhPGg/vrTD5ieWGJIVEGy8xTFc5k1xHVKk+u/VONg41lZcIg6nzu2qtlyzooSHks8Y98QQIpCy8uUmvMB1YicIbwkbjJpjSTXcVnEBXfuLWdeozJaUtsGg6Rlh6ikuy+XfTcc1L+6bxwZVZUyi/1s0aH7gcmChGH5KLzeHvPzVR/MXIjVGnwB2Cz3wK4CJGFKD546T5966AS9+Bm30PUixfzj+Pc6xm6UPQ/rKZLpYJN8aAswkaPFgR/TutehRQ+FvqCWCQiVRAjVnQN7N4AP5ZROF1u8P/c5oilNvT4lPpCBUAjmTQcHIUJ6kNMTFCYbMll8hMDjNmfDiTaSggaZyVMdH4U0TOFRhdRPAorQ2t7Q53Ebis2tLo0mIW0NQ9ocBDQZxsyAjhyV8BuiyBKQY3SZhSBvcfZMn8bD1CTgd3hTAFjA2CZpOiOJ1aKVNyfXjFJCqwyEhcIQqDKDnGMlbT0FZmnATgpQYFgtwAAO6iGj4Ey9UbMydWFBM+nm3KiDQjhKhZrkPDYFOQN4SN6Ha7nUgS1XII9ZO1HOvanle8RIiAavzaPhkjTjg8cpczRTziokJh6ZZfrgU2A/rH3YgNVnwQJwJG+oh1cnEFZjrhifSt1Zs7Chb9gGxgNekvR/m5NyXpujLCGZGM+3clvVAkHvLnVk3VbEebNOHHPea3s4oePngJDak+tB9jysp0g8D8o2oDDsUJYaDY2w3Z3BGp3JhuxnIDw4KHM6l6Z0HsYl9WiL+rRS+rQWxVQCro6Ggwj+gZ2iKAyM2C9ofxzSxTyjrTzj8KDRBbM8BpTt5wddCpZMa/HT45g6/pSNFlbUoVVEl0YRnT21RmM/pfbqRfKLnIbbESVDsFWUhr0cOSH74g8HGU1B5go6o8KjdAKLoApia6tbhG84D6U8Kd5W8lRau+iQX0AUtDxqhTFFiz4VbY+2JmNWVNxI0S76xQhoAAVOMUpsUa94ZUJTJLDzuRs2g31LPZZD3+mx2vNxdFN5FEwDJY6IFBvXTlOZGy3KK53zELTytShGFrBz6J7z+jokdyY5Q2vA2MBZdg2NnuTckQau2AUTG+EdpM5lKHk7dz9r3pajqKrfa8k5MfO6oRqrlyNUJ8GwoQh4xoVndVhzpzCtJZeG4QJk34SUbaHxdSSFC8k+uWPsRtnzsJ4iaS3v48JdQIANI7nh+Tvstemgh3onwNlNeAwhuXu2rKLNS7oQjikNEBoJuAEkev5MyoIeLiYc/kMH1eXApxsAtcZRC4+22duwHOsl0dakzS06jg0DOjMG7RLCgfDofC5glij3mc0ubY1i6sLc5RGN+i0aXGxZpY1eXUYjgOB080xJg0tgNPfInwbkg/8vLQwbQ01putAWmCESFVLSYbjLid2/146ZhPWO29ap0wkd3ZIW4QqU/AYKYnnahV5JIxJt116no7RStQZtjlmifr4KKnHW5JENFfJUmu1HhUcbLzNQ+1fGqK5NGwEVHsQPe07oyWFBF2pYs3xW5Rp1zFGN0cVMbZjwMprDUDzNe5RyPe7+N+TGeOw2d2arN1w4l/NNde/7clILLe6EsJzltAx/IwAkDCLJMmpHEd1+9ABdT1Lu5bD25FoJVqufOPkx+thDf0nh+DE6Ui7RCuOBpVmSRzf5i9TPE+qho5Xn0WaeUuEBLo5uujGlXaIL3gYlHsp4YehKSvKEvbFlAB74BfTpSNyio60pbQPWm6NnlE+LkUeDSZeGU6M1z08CWkADQipoI0GY0bZ9t12OR0MQ4JY0LQKK+ms0vAiNW1AUTCjJu5SNI8pHCOOZlhoQoLPScUGLvTZD6cHs0RQKEmSaXs3PvrjMatgaBQaSTCY0mSB0c4rHG8YI9RVslDSKTtrMs6HSIS3rbThmO50b0ai7GrlsdTDVMUsRrsOQ2E7Ght3DFraxJyNju4xXpQEcKsTo/lbnr1yTeHZ2I6Gi4h/J2+ALVWCs83j6JjUZxLrHIp2R58Zmf9G3lEsKLCKxAtZguHnADSGB4kNLGfEEuGUIk0QrVdvwTGmPXINw6vdKepnp54sdfEvECFZ6MLY/65bD/LMn14fsGaxrLH/98Pvp3Z9/F0XJFnW9CQMNul6HYi9g04Pi0QOlRw+TR2PKaN2L6F4UFAchewfwfgIPDBQZeV7CYUOE5I5nCXWxMrUgAE4ge0RP77TpoXFGqMkFkGIVHYCHq5R6U1MjxUALj7kEk2lI4zynMM5oMSopQt8SsKFzfmiB8rRD+WRKi72Y8gShvIxGQ9MQ0YXHQOKA1T3jv01re462yWpZRJRJU4Zefm0K/SjwRDosKesZ7wy1O4BEc9FuWBrUHYyH8qLYWNVbc7j8lEm4O6MlsHStF7XitkrP5Z3U9qbHFdxom+9ynoyhZWJQg/AD1kUpWUdQao1LJR+jYe31eaofVjwLOyeuiFlwFUrB14uPm6JhzMARoXQBiFJDQeWKpHW9Vi2sp8OZ4oHVHTrMC+4jDDrfL/UscFduRqnU4o1Nog1q/StpIKwin24qLRckUInIZT3ntiMGvXodSfFFHBLcM1jXUC4Mz7PBavkhgcAHNfd9f0jjIKUwX+UXPy+GXMt0V7BI9xYD2ihyytFXaNqlo+0RGyuUBpsm9UT9MqPPToZcM7UJklsiWkeDOs/jUOKZwQqTk3reiLlxTvYXuBcQ2jXwahWs8KnP9ErFOOC+QUD9TTOgDSPy4pDySURhEDMxLCDr/U2EGVEcbFqbcBgOYhVqFITMNYdQHxgGJuNs5rGoXAyL6J+at2GIamfbuH2AJuTOsgVN+jm1I5CkGuZ2kKOWaU4luPYmJS31unycS1tDZnpnJVpL6ouXYQBxht/QXYuiIOSPVN5K/q3UWYmIVzCFMwoL3nDd+rpqf7ORk7mwhLRz4AE7HvESxMg26nEZry1+Zs8PoBELxHHjcq1TZruJ18ULEeZg9KjbiqnTjmhzOOKd2IN2Bqqa/xIghem5pe5Bba5ksZNmGS+62PbVKLRYyeZYjJiQpCzK5LnT11sxiLU5l7mtO15yzTj+XTcfooV2i+555BRdb1LsoQT35FrIfWfvpY3RJp0bXKL+pE/9ZEhBPqHEH9HA6xvWCsvmesDv0kuCdVou21QWIW0nbbo0AdksmNOBmDIr9kfGCddq8buc+/TAVofOjsGa7tPD/Q596tICtbP9FHmo7M84tDfNADv3KS8Bj/dp61SP0gm648FYBZROAajwTVI9RiuTgpLEo3bR5YR2wqwBMFqFqU1KbD2MhZuDEHWzP+bQIrePhyJQRa9OtCGwQAVHH1QPL9n9uaWIdXNQE7Zc9qiHdieTksYbGbfFYFh3QMwfB944DnDWw2/1Rbobi9R+VYEa9dBRpahWX5PKCbEN4bzLrJ7MuRp2o7oRclRIddHjqOd/ILXwVuXSagaCD4G5tGhHN15BVlo0IC8mZDcGyBCTxeLzzf6IkXsZnj32GA17RGXoNmfn5kd3Sxb2DdUPDALEp6m5Ujk3337OnjvRYqfFbWBQl4VC9roWa2ySKXNYm1tdsye/47k9tLZMnXZM/TGYRq4vd6Qsr8zPbpQ9D+saysZog84MLrB3gLwRwoEdHyE3eFpblHmgOvLJ98G1l3PzucU0MpQ2pU8PbfVYqR9qjZk7dTMt6HiS0LQoqJ+EdA45pjSmj5dTeuWBhB7e6rAHha6qfrlMQxjFIKepB0qaDkXBmJJhQOkg5rxTew1KzGgVv+hRmyHqHh1YX6fYX6bPn7xg2m2oUBSnZGRlbxv4Yps0mzIZKqhy3EpXFIvqjuu8K6uUcKnMGiE1W1YQCur1Ytq/0mPuuq3BmLrtmHq2WeJ0G0wIpvliOUJwteB8VjuOKSgD2kzGfGzWTayVastybZCUh6E9Kb1txavaKQRnGSu0wBnhfJI7gdpNqKWkx2alpkzNXe1Uc/VNtZyg1CY1DVnO4YAiotQ1xZXla4TBmOQJZch04ni2bACbwoAYvj9TDxhGpj6PWcFrCEMtcWwSWhPwRHo+UzLZ8i93zUylBP5IEEQnBY2nKS32WlwG0cb+gLDnzE7pCqqbQBZu0aTDkg1TlmQ5fezzx+i2w/voWbccue5Qgl/MsmewrqGcH16kYTqhxWiJLkyntB4WTEzL7OVQ1H5KGcPIzBsVBS1u3QFFjJc2KQL63MYCLUYZ7Wun1Eebd165+/TIxn7mduuGKZ2aePTBCzGdH4fUDkwtypK3ym1Ipp2UsjSl8aRDObemAIUN2joElF6KyYtT6nZbdOvSEVoMlyjNQP9U0pfd/Qz6T/f8BTOFsxeAAaFOC3FHm7cRoAEruBKemPHAeBUtClCUha2Y5S64SDuhH1ggTOdoMTLTKtI0EcoMeYWDax3a2B7RcIQWEj5tDyZ8PiTsoVyYbignuml1jdu6Q1F9avvELHTG3IxqPHU0mQAFbO2QZrHQsX/xwlyICYaIN7JDt0ZCjBvvCida5fPc4YQpXRdVWySjNh4iLvdnjYsAGDSIxYVXVZSuLjo0JoXBfM3K+zBeJAxQzuG6m9bWOIcFRvNRktKnP3eSpklKvU6L1pZ6NJ4m3EQ0t7UFbmFSB0GAkxAF8HaczEihmlqKIca4AMJAnjKMjNeKv2FEh0liw5U+g3BSLqC3xfPqPjjYvISGa/MgNV4IM2KRtj0c07nNPn3nc2+n6zMkWD7pY/yDDwn+xE/8hOV0m/084xnzrMZwob/yK7+Sv3/HO95R+a6+P35+//d/v7LN+9//fnrhC19IrVaLbr/9dvrt3/7tuXO87W1vo1tuuYXa7Ta95CUvoY985COV7yeTCX33d383ra+v08LCAr3pTW+is2fP0lMpU/Ro8ny6NMzozNinSeHRhNvWo5AVJLXWbeGXBsSdOe2LItNc0Qc8wrTeAEt6BiQe2kOUHo0mqzROW7w/XnLUUJ0aBUyvdH7q0fFhRGfHa3Sw+0ra57+I2pNlomlMyXCdWt4BaoVtioI2BV6Xlv3DdPe+F9DR1k20FKzwW457dMuBdTYba70eHV5apqU2vLfaSt6ypOOlByWSQ2HZ+6zVBJ4RAWiYv4lWez1a6rYdrx6MGsh7DWADubaMPn/iHN137CwrJeTILmz0TZIc21sgA1bI0kEY33/m8ycNMaw0TpQi3tqPuZ7ZGFUTZhZmhJDWIuL16Jb0svtO6DT7w/ROAgaR3USh2rkA6zx3FFbzq0OTWl3h2tEjy527HsasnUuLQz6Kx6y7ICtAhDXh1B9NaJwkdOPBVQ4Nnzm/zV6S2b2kUTKlcZ7SJEOPAVsELvOkxi5wfQMgsHyOypPFv6DTFKPJcwLvC55eTBT1Auot4LymhxmMHbdhAVUXuBPVfLr73QRIETsG+i97cpMqMyHcl1xHDBcieyHBL0Ce9axn0Xve857ZAcL5Q7z1rW+9rBv99re/nb7iK77C/b2yAsVo5JFHHqE3vOEN9J3f+Z30u7/7u/Te976Xvu3bvo0OHz5Mr3/963mbP/iDP6Dv//7vp1/7tV9jY4Xz4bv777+fDhwwNRNvectb6M/+7M/oj/7oj2h5eZn+9b/+1/TGN76R/uZv/oaeKoERirwF6mdTikOPTkwjavkF7QtLAMpYeYPYNURHXm7EWNIGJdySxAsm5BVd8oKcLqQlnR4HtOCDqiamycQwSk/zgJLMp3LsUdKPqGj7NPDQtgS9q6Z06uHHaLQNAjZbl4MOva2MkmlBrbhDN6+v0vrCAoMXRJCLkvYLYhDQ+mGpFVKa5DTMEso8S/xqQQLMQWdbpLByknwPewMKOmZXtl5ScjgJFD/DUcIACc5boC+YJfhjr803QBOsriFQVqlttIgwEXIaUFwYox8GTKuDdhczw1k1DHoclYSNEqM4PfbksgIehj2W5bBDF159MKFcqhT6yte6fgr7q/PrECOPt05ft0P40ozREL46VnWdq7M0ekCfzrFSSA8wAUTIVTS9utLUsSzpzMY2DT+L3CBxS44Daz06da7PMHRhQ+dUnvJyJMTHdhBRQAFg1MOZtfHJ92zYQHKMa4iJJtaas7EOfGalMJ2hhQXfojFrnr0OCeprk7EYbx6djgNaX17YtWi6f6jyBRssGKhDhw7t+P0nP/lJ+rmf+zn66Ec/ykamSWCgdjoGjNCtt97Kx4A885nPpA984AP0C7/wC85g/fzP/zx9+7d/O735zW92+8A4/dZv/Rb98A//MG1tbdFv/uZv0u/93u/Ra1/7WmckcawPf/jD9NKXvpSeCjm4cICKIiR0PSAvpUGW06f6eP9KenrXEMYGQcm8f8O8oL8eb9LFsqBe1KM0D8n3Jsz9hyLfT51apmLYJb+zRV4r5Jc7Gwe0fTymtB/wCj5a8qiDhohQShOi6TZIawuLGvSoW8TUSkMajUd0YTyiwUZCYXiBQ2uH15a4jgrv8s0H17ku5eDqIj16+iLnjjg8YxPeUIayIo9DE4KbZInLQfBK2zZErMdioFi8yCiYpExozCtzo+jQEsUmnQzjgNUtWNlL7yjRP+hdVdjtwTvXjSPuKsvnEGMl9EBmUI8vdj+s61c6LepPx8zPaI7ZtFQ3OwjLBTbh3+utUi6XEpE6LhmCndu5PJoOtcGIqhyUoBnr29av2xkr6/HUDZcbUu0z5Bg3+kO+/6DVwnz3uhFN0PIG6FHbxqbifeL4WfM4HEiiITwroBZDY2UbV4LdhZtJGqLmIss5/yfhWG7CiVpCJHrVgZytqs0jtoWBktII/A7i3H1LCxz6vN6k2EMJPnF54IEH6MiRI3TbbbfRN3zDN9CxY8fcd6PRiL7+67+ew3WXM2oI1e3bt49e/OIXs5HRL/+HPvQhet3rXlfZHoYKn0OSJKGPfexjlW3Q9wh/yzb4Pk3TyjYIXd50001umyaZTqe0vb1d+bmS8twjzyHfFu/4Nk4BP+RTw4A+PQppM/cpjSIa9Fr0Sb+kDT+go4uH6LbV/dQOl6gsYqLcp+mgRxP8JBGN+6uUjsDr59P2sZiSLbQOMYo57XuUbBlUw3Rgwias01kBeNRrxZw3wmdQ+CD7HIyntLE9pHseOkUfuedRuu/hM/R/vv3P6Y0/9F/poZMX2JM5eX6Tzlzcsggxg6jDqrQVRszFhhAdMxJoFCDnJCxaLp/9wEy32wGHM7dHs95PrN+rzpitxQGc3rSHj9HqZLHLHpDeEH3DwLbNOTRBBegwV2NoqNmCiVG4NBg5YyVukwOSsCI1B3eRQfsRVv9z56sj+nSoz3ol7uuaYq+PTT6XnFO9EFcj7SrnE3ZzUeb1tcTj4AxMXimn0xe3mbEe3m+vG9NCF8Vn8wbaEPtaVn0V6nPAFtphPly+y1yk5Op4gSLkwkKDpcbNbWMaQpuNXIWFCSOjNxbfN99jz/FLn3+HoWi6zqS03cCfzM8XBdMFwm/IJ9155510+vRp+smf/El61ateRffccw8tLi5yGO7lL385ffVXf/WOx/ipn/op9nq63S79xV/8Bf2rf/WvaDAY0Pd+7/fy92fOnKGDBw9W9sHfMB7j8Zg2NjYoz/PGbe677z53jDiOK6FG2Qbf7SQ/8zM/w9d0teTmlZtp38IqXTzzKIeSInRVJaJxPqVPbU/pbG8fHeks0rP3PZ2G+YN08+ptVGZt+sx9I7p0KWFDkOUZeWFuciDwWrKYJtOAgnZCSd8YQ7NaNtprct6jtC+rW9PVFitJ/ItwH15Uid2zHrWhFNZpYLxOx4y847wU5xCM0hhlqSFtsyEvKJBpmdIYRL04j81ROGCCNl72XUGYj6mb7PzA8OR19J7ku0SrWag58nTTtKDBEJ6c4iKU1aOK8NmOKMawitdX6GaFsiF/o7TfTHk6j8EWI7PyhC4LPcNDqBSsKGG2lfpY9VNpne66Ks+zaVQAC+ozl3PSB53zHqrGT/7W9FEuLFfPudWMpIyDw2QClMgK6udghfCoVVgKix3GIvk/PWAOtdqyDDmvGF93HDEymi1eiq9RiL1jbspm3gShYm8MP+N68u0zBg7BOAp4IfeC22+k177gzvmD7snuMVgAUog897nPZQN288030x/+4R/S/v376X3vex994hOfuOwx/t2/+3fu9xe84AU0HA7pP//n/+wM1lMpP/IjP8K5MREYyRtvvPGKHf/E9klmj2jHbRu+MpqpHbQ5L7Q1ndBK9wAdWL+Fphc+RwfCDv3dAyM6dymlKZgTKKTYD2maAbyBHkMlJSPDYp0MTYt2tIlwSsVKPqquxplJgD2e2dJTaJVcysFXK+nSvMgdQMiBAGOwhG9axwNkwfy2uYHfW2Vgy8lmBsoaCHNwq88YIAKFVThPGXDoqeYWFNGeg+OVKyiAwdD0RUr3Os8D4SIpcdPce3N5nYbqXO3JiKGzPbS4FQgPvMbJpwwAFgSSa5EuvPqYIuBbdPvqoehC1waDIgpcSF61nZBwoRjpCvmsOobMi/NG6jk+hfJrCqmZsZqOwK4kQJji9ba68aQVAVy4Z0WPXaMjXXix+nC7e6LHPXcPFdhHVjO203ZdsDh7zQvupG9/wyvp4OoSXY9SXgHQxG4FXTypwmF4MHfccQc9+OCDbKweeugh/gx5LgFjAJ33pV/6pTseA0bvxIkTHI6DIJRYR/Ph76WlJep0OhxKDIKgcRsJQ+JfhA43Nzd33KZJgErEefTPlZRPn/oMlZTRnftvpG7co8jrUDdcoE7YY+oBFOKuRCv0wIlNOruxTZ959AKdvTSlNDEufCv2DX1QAWxvSCV6WHHuBlRAUlCjl9SmwZ7pczQrXJ0hw8wfuvmd5DHcNlbxw4NCJ1hzfmsswG+YFFw/0wZ0S78F1tVgpSPHdaOywlRTVQ9EWHBY16nFsw4b41dOspOFMe+wwpaTcQjUEs5W+OMqnkyTtlbhK9m3mEeeVcJ39lpluChyXV/qMYlqHIRsoJGrxI87mybTVd6oHNN0RTZNCeWnkouTrr41Oid9WezlakOtvqt4M3pfNd/yfaWppBV4Sea5qCVY1BhlHuV4HB4EENYekOfYtm7RWkmDMqR8bjYuhURVc6EH6FBx1Usy39ucGBZSYO4Agwp+3viq53Pe9nqV4gr9fNEZLITyYKQArgDY4dOf/jSDLuQHArAEAA87CbZbXV1lYwF52ctexshALe9+97v5cwhCfXfffXdlGyRf8bdsg++jKKpsAwQh8m2yzVMhZ/pnKPRjKku8qS2CI7E9SWgwTWgh7pE33E/v/8gW/ff3fZ5OXxjR/SfO0IXNKY0mmWv3YdI1JeXTgIoUMHcUW86a/IDXD/RJcDsMC8XMULmwmlopS9dWkSYWbtPcrqDJNOfGeNgny0oaTzIGcIzGqTEgNc3HaEGrEHSXW+5BlRDlU6LxGG0jjPJByBF5J8lVzKzVTFGyp2IX2SgkbQwFacQbzTwp2NS693C5lebcXIhyVOzpvL9qB+9WvwVRL47plsPrtNhts9eIgmduyeL7nOtZ6nQcQ4iWCkgDF2rDv06a6KW8hrxVWM3bacPj2B2sgdD1WzoHVTFQO8wV3j9+xupasGb/ZWERRPgBFJ8oimcbiFHzLcN8hTZKpoONt54sdR+9eWNVDfvVroHDjaYcAs8SarkAkX/w5IXmC92T3RUS/IEf+AH6qq/6Kg4Dnjp1in78x3+cvZ2v+7qv45Bgk/cCoANQf5A/+ZM/YS8HKD3UT8EQ/fRP/zQfVwRw9l/+5V+mH/zBH6Rv+ZZvYc8NIUegAEUQtvvmb/5metGLXsTADcDaEVoU1CBg7N/6rd/K262trbGn9D3f8z1srJ4qhCAk8mM6dnFA03RsaIXaK+xVDUY5ffaRFg22QiqzhLwypWVvieJFcLWBXNTnupaOH5vOwilAFDOFxKtnKOPpjBcP72IOyLeEVjTEV1bjKvGuV8D8fW2RzmCHtCS/NVMkWoki/m/CXjYPRrOlnHgnfK5AFcTakKOPZbM3ozFyClgUjK3DMuP0CMAteJ0VEIUSrWRlhe7KLOpGTmqzhH1CVvP1lh5KXI8l/CMGRwyADBlF1XlOo0lCeWbatM+MY07JwPDvVUJfTUq1Fr4z986Q9DaF7gSRJ/fYxUe1Z1U/7w7Gyhln2abOHC/5wQZaKBcStmUAbnfMNVChiND0Olx8fOLEJhuK2hEaK555qPV8m3xRn5QGw+ZEnnf7WVqidg8k0KAtu76lUDVjT+YY/+ANFkJ3ME4XL15kA/XKV76SYeL4/YkIvB4gCAHOwIoMRcECUReBcYNxwja/+Iu/SDfccAP9xm/8hoO0Q772a7+Wzp8/Tz/2Yz/GIIrnP//59M53vrMCxIBnh5wIQpIIN2L/X/mVX6GnUsqyR/1xRsvtFsU2ZDodBXTiwQ5Np+DdMy8WdPPWuTVa8mAEcso8hAtzmqSo3wopGVgDAKUtdUElGuqZlvAwDBxak7oXq+SEdRrkuWY8tRe5cbVqjAowFhXlWVcktt29a4uBbWwew4EhErui1z2NLIErF+Mq1NqcskEozOaN4lZEWWoYDiRUqGuQ9H7iAWE1z0MKAJFXKD+ZAz0uYbi47M0014vC7UpYzQ4fYTKM7cyFLfZA66G0RtCEXKubG22l1C/8f/ugNNAQSSsRt5/OG+lDimel96+HDJuMgxqKe1bqk2VDywYNOFssBHaRhWcRBMlch6eMvRniPNLDncIiRR14Q43PsY7wokTO2TC3Ut6gFwf2OIB/bA6HdD1LeZkI+BdyjN0oXnm9MTteRwLQBbw11HU92XwWpvln3/P/ow8/+gkqvSm1gw5tb0T02CMBpan1TLKZsjP7FBS2Cu6FxXkMoKoyj8bj2SPLXH2s8M0bj467ArsDISwUAuLzCEHB2OHYG4MhjUEKC/qkqTVetVxGHQadj03eBB6WGCXtKYmXIorA6cGagt7pTeFiUlXga4fhjsGsKDZ8Be8UlFAmt1M1vNr70TkaNDNsoaElujKjdbo1BqwPwYwQmxyM4zBszItYAyl1UZLAlw7CarydFtq+AHmGEOo8FxAfUtWvVeaobrD8OjxcryaqHY/d7zs1OlSgD7lON+UCbtCGqu7FucE3H1eLhIONMTL3jwl3Q48W2jGzoWNuzpwF8bMOs9rclD6OTKyEHtnomHxqs2HVhVdK1BxpAXy9A15Cj+irX/Z8+olv/Cf0VOqLyx3/l373n1Gnq7uAfuEyHqX0vd/w36/aWK+W7LG1XyMBS8LmuE+3rt9Eq50VunixoBPHAWSwsFvJGdjwG8NshyX1T3uUDvGeGu0xQct5QDDKkjL0ohqbNhbFFN6VbY8REq0stGmh1+LCx7XlHudRgPRD6A5GDC0igPTjYl4s1jFIvdLViC33H+tFQVQI0RkqpTjmVrA75MfcOSQFJp6HgCWkhsoaKzHoIEOtDrAaQnS1V/a6+KuiNHyDtbYVui6IW6XUlbTXXGxrrtcCIuSHSl4Y7Fta5HCvmy91vAq3XVPOsIHRXq5P8mOaj08u3Y29Ej68zLFlPDJvDQXHlU0FFNH4Ze2cYoSxCCs9CjpEUYeYkBiMLuAbBFffxa0he1soaTDpWWWs5J1wSNNZngzPeSTcTWp+3GB26hdWN8JqgYH0xoHlRTq9sUX9MZr/7Mn1JtdfGfc/UMFLicJa9Pt5+voddOKhkxT6E4OQ5vAd+lwZpQFFl41nDezSbYT/PPLb9mWGJzUlU/9jxeWIxPMKSzZa6MYLNvMBTTjUAgN2+5H9XAB8aTikPB/RNDd1MDp5X8nJ6JwQglG2fQfnI+pUR3I9tZBejUpwTipgAa3w7HlNmMdA3x1RasNKv54TEuAHNkVh6MQiJuf2c9vPhyUluqS76lbiEtqb8Yj2rfY4NyN5GQcH9x4nbyS/14xRfaDM+K6AF5Xhas9IjVMY11348HIwsZrB04bd9Q6rh2zt3zBIjPxTRj1o2+aYqce8g2mRWhYQw86OeRLgTaMXXiPPhSx12jS2YWG5WISuDbjHkBuzCRSarCaP0V2jx/WD3dij/auLDCLh5+s6lcIW/z7ZY+xG2fOwrpGgA+8Lb3wG9acj2tyeUjIl6rXjitIRyDK6+epuqyypR8HE0IEzrFzqdkRqz99glDA7A+4waI2mKRL/OfeHevTMJVrotumfveaFdPPhNTq4vsi5nYrBcIMSWhzJWVgYPM6PH7MstppU5Qfqw7qcElbbak9tHpKMmi+DJpRPK4ZDcwXaH6OnzMm5BoqLkKvjqNRlNShMkwOs1imh0LfOWCF5QjB2bA0nnMTfaXUvx3S/a75Fbbx28M6E5V68IxupvHyiXjVR3HHjuh7TSl49D3UvUJgsgO6L4sCUEUg5AfKGQIXmZYUFBXnZPLFeqCq5aBJEA2YhYo9GSUKZLWrj+rbcLuBsHthwNdYO2HRvfaLVhQ4dWl1iiqmHTp2n9cUelyNcr1JeoZ/dKHsG6xrKS295Nh1e2kcnNi8wRHzQR7GtUaTcch6GyjbR0yINBbtRbPSNBkDsIAwTL0oObeDFPrJ/mdYWuxwaRKgwjHwu9FxZ6NILn3mj+QxKgYlDrf4AZROYxdNaEz6HGOAz2S+8xpBTJSR1GS9LwBGc89BvlHhxNvrDmxUl14BpBo0570UNi0EWLnyntpExSZuTugG8zMuNOQJJMCh8wBzCoVUbzoUXfeFSn1uhCHLSzUXdwNY9S/nK5mio6fokd5dZoIo1nJVxNhDdugtShveyom5zfezSfFHVnvN9AgsNim85Z8XereeQlBx9tmhTVJ+78dsTGDCG5ZzUl2Lb1cjpQxzT1aXZ5qHZfDi4woxRvy77GZ6jditmYwX+QHhaN+5fMzyZe3LdyZ7BuoZyYHGV3vyyN9D+9jr1BwnXIBk9aowV6pIYRDG3wjdeFWLsHrcUufx5hAyAOwMXqG3KaDhJ6O67bqKXP+82es7tR5gz8L7HznJOC4aLX9gonMGUa3VTjQnsSlOm2kpcK4r6703SEBLjdu66b5X9SsJIc8pc/4192dtSRbZis+rFpnoQEgZU+SJBMvKdYMMJ9nuzHXJiaCIIwlQ5HK/82duyRrzBU3L5Nfun6eWlPDm5DgvtrjcflL0dj6Kad/aALcVTBewi11NfWOx0T+qIUe2sKO9X8o2Mh8iIGffFm+XwtZ1vEKzIeNJJzqAgCDy2Fq6fW9NAKc04GU33YeRaLWu+79vaeOkKbT17baxkjJY7eU7UHKC5z8WtAW0ORvyeINR4+DpluBAxLVme/M9ulL0c1jWWm1YP0ZHgFloML9E0zJjpYZxmrtkhizUQvEq1HV+xckdNDxLYcwtG5QZo7jjoMqzyEZO/tD2gv/n0Q9zQEAof4cGHT6YcpjFeS2EomyAWXq4Noyk6VsZUioLror0JgbjL57XGfPbA8zkTAUwoeHaFGkjySU3nFo9Mgyos43rd89Jj1ZGyOXZ1dXypgeKVvQtP2q7LYAj3iA1/r92ilcUOgwtOXNicyw+yglcwfgPYmOUR3fCYDd/uaJGiMmZ4ImEYzNqt2GaPFZ5Adbl6jith04Y6Kr2TCzcKWlyBMyTHJXMoTSBBScHXwJ6rN49EFfwE3yePc34DmnLPM8f9p1k0GM5esD0CCTGDOeqGVDAYNcM6FwOFJ2c9OubILAxryzNvOMThXHSpvp6l+CLOYe0ZrGsspy9u0WcfOU2r7QU6tb1J/SzhOD43GJTIFb9QBjkFZgnTDNFwtZk8MuImBaWJMm4aTm6fRSgzbltulSsQWVCm7VZE02lGwzE4CW0IxvLcVSC/ql17BX2A1S7YoS7DOs5SV4gyTtsOQ4eTtBfgOv3KillyEoHimJbta7kl18rL6SfTOmKaZ7NVpfb47PyJp8Brd/Qjq903fB+HPsPURYMjN4gQkmlEauYRihCLAAA8wLuIewjvCUoRjOZaMFZp5Cj5GD132Nc0KBRFPBuVGBEc130mnnFDaBYLlyTJjKJ6IuHA+sVbr13ZkuriRArY1bFnCwbNutsQpvNL2krG/FyEpc/5Xn6+0QqnLJhA2JQTeIZpXFjaa+wfTSHX+sJExoR7pEON0ySnVhTRYofomTftTN+2J0+t7BmsayxbgzE9cuoSh+QC8qmYgLHc0O9AEFIxXkhBCX9mV6fAXTD9kUlAozPvxTr0tvaCIiTI8HeFeOIwIbqzTk1/KdP9wpKyChlsU55Hn2YHdoMmj4s3qXPXUfU8CPc4Ulgg4Pip9BxvHJSLsLQjPwL+QLHuUjB8Oci8ENDqvIaABJw3o429LsZVShG1XzNXyea8JDRldwZLFqwQDJYxQpYai5X2zFt2c6OaPbKelnAYexV2IdMEN/dg5EoUUjZMeLWgl8NpoS19kEPp+it1THNDDFhihjyVWKy1mTOO49k5rfflwoP6eLKR9U55HRIpL407D5uSjJWlDg2GU9tCxnpiuP+6MeVcaNoaq9o81eutZKp4DPxIWaNVlDQYTejjDxynr3/ti+iW65hHEKJLMv6+slurb/dyWNdYzlzcpq3BiJUROALZQDH3n93AtQO377it7+HamxIhJ49f5o1NZaz0S1x7EFPbE0p+kPsxXoIFMEgOv2xYtTbkLiqfS2iq1t7dDUsS4UrqzAomeW+LgnHt4DZUStIgvcx+8DqhFUGf47y1+pj1wVFobUlZYQZCFNzacCMKhf3QgAL4W2ZTqLkHro+G+annyUyvJEuTpO+F/R4LAwfIsB4AU+LU5k9AJfiBEoVHzY02xYOWw9b2q8xnXZErrwLIvQmQM4r/sFFh4Xsg/Vrq/lSKpC/DnCoAjDojvPKgufsbFlw9j8KuTyFovlxkwOyAOV1f6TEoKIoCWkIT0Sb8Q5Mn1TSeph3U4oRDgjYcC4DSyQtbtD26vmuwyitAfLtL7dWewbqWglzDf3/fJxjauzWY0HiSUDLNZh5Q/UXn8JhPkS2sPLC6SPsWFwxyr1b7MxeqFyegYSUsZLeX80r0sWVfzVzuvrZeg7Csy7greaB6CE5Cf07pljOoNK4F6DHwINpOxS5UCjRlnhtPEx3RMS9iLJ1Gtzkem7C3+AfrGJnJwOp+Jy/RjK2hHkjlbOQDDvPpi7bbYVzoygxliFxhZR5llDaEqItxxXjBw5yD68v9kjkTZ0+fvslg2YUAwAqR4oGUbdwuEu11beZnBqh+zLk5C4kCa+Qul9fkTbuqPxlf0yxhh/qtC4MBbU1HbKzwN2qtHk9qnMvu19lpq9as8vzaliL7lnrcPfnjDxyj3/jzv+F82fXOJVg8yZ/dKHsG6xoJlPJv/9mH6e/uPUaBF8yS99q7sVByaU9hFLTJYQEsAQUMYzeXfrBvZ0VpNSriGsecvNX63VT1uC76pYwWM2nXPCoJcc11ktXHVh6V28aBK4yHw0YLx7ZgC8mJcOKd63YKQXRTFAKZF7LXJRDw0P7gb64rsx4WUHycg5Ex2iR+xYOsowf1vFkPrLIoqPUcE1g2foC4NJ+VTFoMlpOyMTRlCmrdPFsIN/NCauWv71U9R1S/77XHwnkw1rvWIUi5vkp9mWBrZFExf9jKNcyMnPWSG0RCrrxQAMwfEHeZooAoagcUtnwKwNwelhy2RicA5rCskAZbhGYd4dhgsJyR531qwU/FgAIBQAZ1iaFvPLpPPXyCHjh5bocr35OnUvYM1jWSzx8/R+//2OdZGyD5LTx4j7dCNkarpOk0pfMbAy4Ivly+vHHhJHU6wtPGirIa7prb3oqssiVPxEYCPZ0sbRKMCRS09rAc0rpmEMzxPO4NFYW+07/wIMF6gNBgGHvcBgTeQBz5tLTYNjmufKbQkcPDASd5SpkN1XHdGa8cTejQAE1Mc0sUTRtWeI/P0TSumfJvaFmikx/iCbGHZH/UDcEmUzBq5AlllDsj4Vb89RyTeNL6dLWaMA0mYIPGv+gd7Ec1piLNQcgtQHSTycqqpGYc5RlQ2zS1WuGvVdlBJWRaGx4/RgjJSoixMnY7RzDehUeZhbs3CQfv9PNVf9Z0CFN53bowWww0e7g+sRd3YXtAaZ7RcrfD4KbPHdu5M/lTLeUV+tmNsge6uEbyifuO0/FzGzSeCNKvpjip1qm1FpFgZYx29pwIr60YtUjyu+EL7UFI24eZUrLH1ApNgSSQ/4GxSRGLQ+PFwOceQvAAJ3lRqR9ynLACDFPKFig6/JvZJD6OaboXFwawoOeGk/EF9ylKvYINJfMhFjlDm2XcZa0FCn9sFWDCnZ3F60N3YqvwJJgvSq/GX1efQE2wK8K7K4+U82wYs1eYz2v7VMNUss8slMg1Rjaf4mD8TZ6TKGWVL3JFvPYk7tHCd/i78BnVODtIlQtSvNlKTqw+aPW7K+YWj83Wp+FkDvou+0gYNpqVNTArSIjCdFPgzsaDOy9fxljJIk+QpjskY2Zh61qMcAd2eumWjDFsDEe8KLuuqZnKJ19HtVvrsPY8rGskZy4BbDHmODlqThhBVl/lSrfVhneFPS3kdeoN7PjLHf62LyWjAFUhMEvT+yhINus5CPmsq7WxBg1DR90YJ6uVl6DtHxsrqamyIUSGaANsMk2sl2eHIj20nMI0B8P1Tqeml5SB5xc0SVPL0We9EPsfhoerzr3G6Fs2BPlYiGhrhkcbnB2Xntozkn9rdIYYY7ttWLQFdRk4YEd1EcCn0vk82wgRx+h1Y0MGy+HQ2X5mjm1YT3kXrneXNPkUj9iCWIBCZaCNeia0sap4KU1z4G7qbJ85IIRlY3HjUcYtaBNFSybkZ54p5SWqscicynNhmFfkO/WASdsc5dFhO3QkACEun5ZDwvNSdUDNZOA+II+13Osw8e32aEyH15cb99+Tp1b2PKxrJCj6hdJYXYrMe4c2IKJkBJrNTQznwzUQXnnnTYwHDR6B+pt7BzWMh/MIjEqzm7oVMZsSVkjtOODOwmhBAoNSoFuQgpCLFwCl6opA7WE4NAfwgEDWheNNjXt1scsACqy2uXgT+0G5WoJanpPI1BCNs5QVvzH0theUHncl7GhzYKFGWmIsqhZIRM/lDnMqxq8S2qsklWb3CFyNnAMSktg6VZXK6fD8WY8aSlwY3wUhN5mafjMSMqwYCW1cFIxchwTZru/U9qMyGPXvZRjbXVG3ArVKWQGjXdmDMc8OtsACLFqwaExh7BAPq5i1STE5W/N8MxjAFmijfs7zQrPAyZvujynU5h5n+CAsaaEVU3+YzIMK8DwiV4rFm503LJ4QPl7strjVCTz5C1sDXiA977ajdL1K8TjcxU/0GLtR9gzWNRK0SseqmVnSN4cz9JqEAEUJ1F/Keh5KF/fWv6/lNZSzUt3eKicxjvbdn3knNjwIoMdkPGGlwNxqrIDLuSJXIBk95Ehq9Tnco8vWegVttDRpcQgRx4vayIV5tL7c49wc9svGxhtw14hao6ygcZGSj5YisLC5RVVqJSuKsBbVlDkRw8o2p67Ea56TQx0oWiqJpOmQmSmGrXoHgoSX2iVuSgkEpAAFFKQcqlO49ZBX60QA1fg0TTKu0YMCF7aQsD0D4ujxugaM0otMXQfbImGmUJ6dfCl0W84A142UzGWNqcRxOjYYefZgDa0IdxWOF+x1S6jXns/w9loDxc+gOTjyqmzY7LVP0ozaUUgRCuiFrcTeByAxmbmfuxqb7eHBMc2Z2g6QfkfYrGOlnDsNqNOOmQ8SLC8wjJ1WTPvXFq7rHE85491/UsfYjbJnsK6RPPtpR2jfygKdOr/JVfXO+Cg4dyUjqhVIjfuuQvoqH+Mld8rK1h8RjIvdQOfLmhLr4u0J/VBJ1B9M+F8YLuSO5DwZqObV8Tihr5W+Oofpc2TyVigKhae5f2WB1pa79NlHT9PaCnDORA8dv1DNX7DdMAeBgYJB7PY6NOXWx7MQWz3X45S2nieV0GEWCw2Fr8+1Or82VrOJtj/K24EidtFGq7T5vqpDs3K1cwWkexR4TEQM2DuAJfAecW3wtNJhTmEU0PJqm/rJlNIkc3V5MjaEy3qtiKmENNlr5bFpeE7sNMyuZQfBeLijsjCSqNBb3cNnA+3m04SJORRq7yEQgcLoIQNgHkG7oGGvTEAXYUl+7jMR7STJmEkk5lq2gksdsF0njmn/8gJtjsY0SCeuaBjeuvAH8m1FTVnMvh5zK0pvMolmPOOmg5QkOW0Px/yM3nBglXod01gSBnFPrj/ZuyvXSO669RDdfsM+V7TLIlDqOtJJS12paAMnoUKNYrNIN3gmlWM3HVOv2AVGDiSdNHaVgtvAY6MBolzhzhN3AiFHjtKpFIkYEuS4srTgsQCqfPrCFiMkoQwubgw5LHTq4jZN0qkBS+iQVC13geNzTVNpFOlOCadGtKX7zNYh1bbhU1Xmqb4amBmEergWf7LDxyEtmys0cchZnstC//E/EBiLxwp05VKvQ8++6SgdXV2hhbBNsR8xvPro+rJRuIFHUSuooPWEEHaCOFwdGajmoRExqq9dT6OM1eYCebxCgdSwv9xnNyc1r5Uh6lL4bQcoHihQgKhjRsNRXZeHnJIpJvbYkEihMXczyK0X5fuUZCmdvLhJg8nE5H0txQbKB6YoIZBcW2TDkFjARQZ9ykt0zH8UcNdtLkEA+0gJ6rIBA6OedmQ/e1rXqxR75Ld7ci0E3H544TJvVltiI0szD+Vyq18d+qmHajSdkMTo60+lbCcht3qoiDn7Ssptwt+MyZDuyu4CkGhsRV+/DsmTSw+q0qPRKKVHTl5iVNsoTVhpZBla1s9fc53gdjgGpN8YVLOBCSNV5qvcIbRl5xnJ9ays1kXVDdicqPmtGId63pCtV/WtEtZyRvEJAMMjNv5gdbhx/wqXPGwPjacASie0Jzm9tU25D6U9y7vxNFsjwNcg97eWu3JMKXnDGOsiC4SakZ/jf5RLrm+7g5NaSQ2qrssMgsl0fzXzOReBeyZ3l/oZRRTSeJRQin5ZXk7tVsiGfKEdM7/gpf7IsFnw2MxBuHgZfbesE+6Kw+33lo6Xv8vTnB46cYHDgaA5w70A0wXG98jJi3Rxe0jrSz26HqV8nMf1iR5jN8qeh3WN5PPHztFmf0QH1xYrn0uBsFME2oBoEQof3kn2bVDWO0B9sVJnBoXaMevn4FAXoMlq9S3hHONJqFCZDhVVh2bOaUM9XP8EQ42QDYcpUxqDd8jyGCYID9W9osassAkvOti/dKp9PK4Z953hVdSbclsQsKE3GLpKPugyxkroo+Rzs19lA+NRWB4shJ3QvPP2w/vo7KU+h6SQ+EfRKoeibPkAPEl4qAx6qVEquVPoEJ0GZThve2cQxeNpAFN3F9DaQm/WxmSHea58zHVz1jzYXm8u1ydwf7W64YUELHpJtNhqU1gGXP4xtfFsbI/Q4GAypQvbQ0bboqTCoE+NtQ476MiNcK9H0YIJBWpvWoiauYwihC9nSgiAOgWUfTSdcmuR5912I53d2KY//7t7LjNpe/JUyZ7BukbSH01YOYEhXTeoc8l4TbXUIIYNYk7/Not4YvxjeOyYM034CZvuel35QZEIx52mfrJeRLUI1ULHa8bWwPDtubOCw0yZrduC6cKqlmuPGvgL50BelgRVmA+ggLB/C7m1y3lX8q8zalUjD9i8Y+qo2pjqpvU5Uy011CK/ylCh58wiIKG8W35Iz7/9Bjp9qc+AE+Rr4GVu9EfUT8YG9CJAgdoixgFLLDBBUi2O1qreZFdyRw2eEbeRb/jc7WvDsNMk5bwOD+EyfbSczYYHA6SnDU+jxxuHfN1k2eagiUEX4r6OximjIs9tDmhrMOU8rwa7YMGDpywtcyY/ljyUPM/ghkS+DF0EwrbPBkzOVzem6FgARnjMO6DsyK9iAXH302+mI+vL3NT0bz77MHtc16MUe9RMe3K1BZ7BxtaY3zBDmtoQrtFhPr2vrjdpWu1rqTGXC2cdP5+uu6uq3VEK1R1T1fQ0Jdkln8OhHTUo/qeeG8I2NUiyhPEwpmSaV5m/1Xy4yGINdCIyzXJKOK+1w1zo0Kms9m3ejdFkMKhaudevUabD5j3mxlc2XDCzQDXfHL4PhC7QCe/79KP7TSF0ltPFwZAG04mZKniztgFjPdw3C7PaFYKqo6rk4nSYV/Xd0uJQhvXPlSHE9wA/LHe7TIdV3XCHObFcgQBWSLfhbGxyfJz3zC1zvEUJmvts7sl0bEgG6/eFyzOYvNg+y+6dsAsrMV72dyzUcN9gwPj+WcZ6FMBj0YMyCuQBgQ6E8j63NaBPPXKCzm5uc50k+phhAXE9SnGFfnaj7Bmsa+hhYSUHAlzTPViRndEOq3P7fYVmhrWJDUPJNmr7Sm7JKmmD1FNegVghWfFqJeeUn/IC7b5zwjBxs9Tl3JKlV3IKT62o3XH92dHTNKPUhrsaQ6H6zaobdEEHNnmm9ZW/AEpkXw7N7RR7VSt3zaReP6aE3OBBqvM6+qH6m8VciAbivtiO6fTFbfrY/cdMmUN/yLk8fO9CfkwtNRtvE+2RcQyt512LyTLfY33RUZ8jzflYE/EqedqLghV4NwYF1+zC5o6rw9ZYq4zRQXs2n+mwoOlWacAW4rbjmmGcrddsQEQNCyTVmLMyTgUscihAe/18LwRLr9gd8sIYKeQLYQi5ZAOtf0Zj+tyJM3T8/CU2Zqj/ux6lLK/MzxcqJ0+epG/8xm+k9fV16nQ69JznPIc++tGPqnGV9GM/9mN0+PBh/v51r3sdPfDAA1f02vcM1jUStA0HrB0PCuqYsDjWHHSQiqIXaVz1N3IvNa54ISj+ra5YzWq2Qno6V5BcyyvJtgqVNqtJmmk+YwzVrvU4pigPS6NUYZ3fSZQCkzCZ6mXYvL3ej1uzGCh4iztPzgM69NzgBFxkWleSDefUTRORN+HNsKKXVb9eFHAPK7SVSen4mUt06uIWDScJ97WS0Kl2Ldl5k8ae1hjwD9+vekLNLGZcvyoJ+YXVzs3VwVtvpWn6XD7TGGSAHNjMoIYuCgwE3RL+ulE0hELFw+JwLgIM4pWr7djTQnhQkKIVd9z+I/WK+kcOYRlg0DtMP0/YB16V4xH0S/JbJfmoa7P5zLRAY08wjPgu7PnI2Yt004E1hs7viZGNjQ16xSteQVEU0Z//+Z/TvffeSz/3cz9Hq6urdguin/3Zn6Vf+qVfol/7tV+jv/3bv6Ver0evf/3raTK5cqHVPZTgNRLQxiDUsL7U5eJQ145eeSCm71Ut9qe9i4o3ZnnxdlopqaaC7kVX7cxlG/O7KZYVJN1c+EjoorTitsYNMPcgtDVG9qBOcfnzxbhyDs6t1JGOTV6ABg/ozx9PakoNBghGMkkNl6O5bgED2I62ymNyjAxikDGPmjZLFV5XaI6skau0qVcGHkp1CNaOhut18y8h13orF3dfjHdSYaxQDrd4rFz6JddgDS++AvHwgZUFOrPdn3981L3lMULh29AnFlxef2iYScqc+qgBs2MVz0pqovR9cHPRyHPpNTzj8ze47k1zONqGauHF8WKhnM/ZwbAGsXmAOM+FfTKP/Mh4djBaWER0otjk3sBAQyUd2bfsFl/Xm5Rg67hcHPwJHuMLkf/0n/4T3XjjjfT2t7/dfXbrrbfOjleW9Na3vpV+9Ed/lL76q7+aP/tv/+2/0cGDB+kd73gH/ct/+S/pSsieh3WN5AV33khrSz1uw805rBowDfF9JKEzxPYVXHkuj6S8B+1wVRBiOmQlL7E0U1R1LzPEmTVqOidVSYzUzg9KHIEUWxoe/I+Z1H2fUVhMZlp74Vl5MHfbrMbHtJzYYekk41d/10NfO0rte7DKa1QlEvSzsKcFOFSKc214ybUN8SphXJcTFB1vyV/nvAyZNlHcTYa/acySQ6pMoIS1ZjlAdYZKPsedwp4DtXS4Z1Ho0cG1JQpAe1R/CGVMdp7Z4+d77dHyYofO9wfcqgXs5oMxUBVV7j/Zvx5yAkISP3L4unDUTvgJdYxSbVxfsHA+0ub5OGoxmnmm7Km5zselYf/vmRChLJTi2DSQ5GPnplcdwvZAcB7ev0wLPWDk6R98Dmt7e7vyM51OG8/5P//n/6QXvehF9M//+T+nAwcO0Ate8AL69V//dff9I488QmfOnOEwoMjy8jK95CUvoQ996ENX7Nr3DNY1ktWlLv2//9FzOMkOZmjNNgAFzi+0rDCFFFS+r8f0RVw/qZlilWM6UbkfHSlzRouqT3AldFQ/ZwWkYRgjuMU4s5T7tLrYoRsPrLInWWdHaLciVgbtVswFw3I8HjsS4wrowacWuLoysPVckjCF7BQK1cYKISlNwO0WBRIWU4wgkuODgW3ZxYU5rI5D1f6127gUjw6xPp6hko+FvDZC4W31HukyA1dbZFvFaE/VPSs2byd/c9ixBC9jzEYHHj4Y8vXY68bKfVB6NEWj0SynYQKePgO5bzR2bk5qX9p7OQf55xtkCHINK8UOImFS6amGueJGn9rbNXtzeBELP4R2o5x/ALzwLIUTTw8XN/vU6gXU6vnU7oV09NAyvfiZN3M0pHsdFw5fSYHXBMMiPz/zMz/TuN3DDz9Mv/qrv0pPf/rT6V3vehd913d9F33v934v/c7v/A5/D2MFgUelBX/Ld1dC9kKC11C+6lXPoXseOkX3nzhrQg/iQYj3Iy+jWhnPtZhQyoURZqkBLRj9YtkFECoUb0kXgMr+0qUhrOkXnYTXStXm25ADQl0QIMEgDjW8b8ZbAbBjazih8TSjlcU2DacJJ+uxsucVMFgyyLQhcaE0QdSh7suSpzqgQUMYtC4Vg7WDpvNk3EVujatq3yFcgwpFxzyHDLf3KIoDardD2hyNmK3DdWrWtsdTc6moolhCdW/r929uoDPeQ+7ZxYbLFtkqT23mZRrGD1ceJaHWpsWNiroNp1MaT1sMVee5bjKc7piW15EMnyOzTACwYFknmua8McSoQnR1A89sHqpb8cwpr8Wla4scLttSDCuorJJ3h+v+PJAIp0RspMxKwEcOq+NTOwhpMsopjgMGXKAPFiIDcSuk/mTKuazn3nIDXa9S/j1BE/VjQI4fP05LS0vu81ar2bPEuwwP66d/+qf5b3hY99xzD+ervvmbv5mulex5WNdQoOBB+QLCzdWFNrVirN7LZvgyKZiu7F/7GtBc93kluT/bUuL5Dsau8i2ul5Hdv+6h1aNViPWDJqjbNQ0YoVhhNFcWOnRodZkW0TYly2mzP2bSUlNsarwA5I8A30bdE87JhLD2DGz4BNzwBeBtHSz7Mi8v51ts7RbGo2vg2MtSng97grFp/3LjwVW66cgqFasZxWuaJVbR2tQABxzqVE4Lc7PW23fsJDIGzYQPZoxItXmx21W882x2XF4I1EAs85yThg5row8EhJU6UlSeGyFcVteIsGhFYT6Od1vZRi2aBETCno/dj2nBYjVnDVpZvE94SwBQCDAmbvm8MOE2NGBh76S8EOKCbckLW5aUoFMycwYWjebZMIsYdPO+2B/QK++6nW7ev0bXqxQ2h/VkfyAwVvpnJ4MF5N9dd91V+eyZz3wmHTt2jH8/dOgQ/3v27NnKNvhbvrsSsmewrrFsDkYMX15fWeD2GmAgn6uzUbkbVlwqn6HDPBXFKUpAeihpSLN6953CwOq/rvx008Fauy4ozF4bjOIev9hAtJkwpEfddsyUR6u9Hh1cXaJ2GDFjgcl/+BR6Pq+AQb3DnwnARE4tF9tUb/V4ee+6gauF23SRJFbaKBoV1gYoOPzOsP+AqNUJaGWlQ7fdvEr7b2zRYKlPfscAYWRuOa/jKIFqXgHuFYd2HVrDGB2rgLEfRxif4Ftn6pZsyJjRdjNXS4yt5CddCPVxvLlK+FOP/7JGX/KcJXtZcysZ1X+r6f7xnGEepN+b9UoF8VjNmcoiZn6e2JiFJQWtglorJbWXkZ8qKV7IKFicUhnmRHHO33uBeMRmWSShWjyn+KC3YhZeDLqAUcuIVnpd+pqXPp++/tUvvm4BF0+VACF4//33Vz77/Oc/TzfffLMDYMAwvfe973XfIycGtODLXvayKzaOvZDgNZabDq3xC4QXhRkgZK1Ti4CIJTHfefi6K6cAAQAASURBVPNGpyG8IuEoViohWNXx4qowFba3KZmddJRx1IzCZeOCVSmzZZTc+p3ZKixXm28tHmp0QCKK7ZmrL8vp7Hhs+yQBbqyyP8qbwcPHLBMNBrK8nCf1BDwV/TfaTxj2ehSMGuZ4NEkEEGZAYzqxfYk2zkyptxQTLWZ00j9H/sSjHCASBoWYFiBQuu2VgKhT0nQzo2S7NrcCyEhLJl7VRg3GBLmRWw6s072PnjY8j/XrsXPAhc0AKti+YKYOy1ARNZH3ckiz3i+q5l1pQ6WRehLS1Ia+koJSbVsA/cazBS8GZLRsqyK73w70WHq8nrvps3yUixY6vklr6El1D2APs2TPCAYq7JhjBwglL8GAmRPjOeNTxJay3XavBtu76VANgtySu16ja/XCSos8GD8/plc9/Q763q/4Mlpfuv6h7MVT0HH4LW95C7385S/nkOC/+Bf/gj7ykY/Qf/2v/5V/ILi33/d930f/4T/8B85zwYD9u3/37+jIkSP0NV/zNXSlZM9gXWN57d130G/8j79hPjQTLMMK3BZPSk5ByBucYplp+Tld3RDykQ69btGqm0QqKDQrClE2DjRg2tUzEhAs1kKhFHqUgKQWNSuCKrSoNRC3ItyHUBr2GyRgciioE8Q0LTPuHVWP7pgckseILlecSzsAP5rCTsqqOaVbX937M/ohXIcofxiehcMenWqdou00oWKJqDcJqUR4qGNCRFkKAwVkoUdRVNI0QAW2R9Q1J44WoQpLykcGLo/PTJt3M28LcYuva5pmnEdpW2OFsYAzEES+mDM9Leb+l1SOTRdcGa943ay/wfjQSM8+/5Gea2dQdM7P32H+GoTRnzBWpWGKx1xxczEcw0LJq8NSzPizj8xtkR5lFjEqZQSukbQylugFBqMYtgsqcnAGGq8Z94T8gqIIE+VTgYVIWFCeBubSFDij14opKdBbq0WjJGfmDuQ0gzCjteUOvejWm+nNr3j5rjBWdIWYKr7Q/b/kS76E/viP/5h+5Ed+hH7qp36KDRJg7N/wDd/gtvnBH/xBGg6H9B3f8R20ublJr3zlK+md73wntdttulLilTtVUO4Ju7RAzmxtbVUSk09Wfvq330n/919+gi5tD3nFx32Hkh2Ys3Ub8Vqh5uMFdFnhKbJaCduwwpPQjLBnW4EnwiE0ILd8nzqtiNqdgNtiAPYL4zWdZNz+IYoAZjAeoifQce7oWnLoDd4Ve5HM8GCYHvTTJmEfDJMVFsbRhFLUzQl13kj+UwOncOjJAirkOOx1wtB0idpHCop7GHdIZWlYwoPSp9F2SkG7pALlRVHAdTvdlkd5NqZLx33Ek0zbDNshF8cL85gmg5TzR3Hk02KvTe0oMjS9FsBx65F99MZXPJ/e+ZF76ZMPnKDzW31DeTRNzSWq+4g5M3VNFowCT8saG+RuuODchjAlBMjh3bqHVW89L7RcEtFTxeIzVvNqiFiOh/Ph3sJ7vuXgGl0Y9OnCNtjSJWSpQoN8DBvWqzH6VzxlO26d35LnUMKEjBwMkdcqKIzARQlGdiwMChv2NhdlclTG+KVjswYP2siVGqQnl1P4HucnO2FIaZFQO/Zoqd1hY4ZnY7HVoVfe/mz6que9lFnhryd9UT/+v/mNr6JW98mxcExHKf3it/3JVRvr1ZI9D+spkFc//+n04c88wkSfBrptlBNLfUVq+/nId05n18JQTatjLpYVWp96nZbzuIyHJ8g95myzTAr7Vnp0eP8Snb60zXUqJv+EMFnABksDDASNh2Eg3CKMHqxoba4LsDwTmqmu/NkBNN3gq6FD+4GzUU3GSm3Lp4iVAhZDbZf6Uc+j9mFjrAygEmFMbAZ29JLiFZOgRyE0jw0KOUTPpZTihZByCgyrgjQ1RIjJy2hhPaY7bzrIdT3POXgjbVwaMd0S5uO5tx2lWw/t5zF86fPu4MUJDBfmGZk9hIS1FynH5vyVFFfLvQGOgPXUbAcJyV2WPFkBayp7i3dtvdDZdVU9LgBrgKZ72uF9fE1bZyc2NlATCefp8q5aTnF2cHu+sIHvUJCAqJuCkYIXpQywMXyYP9vu3l4IM7X3MirQnhgVfwzoMGjWKAgZUTtNB+QHKfXai/T0g4epF7f5WBujAb3r3o9RO4rpK5/9JXQ9S3EFyGt3K/ntnsG6hnL24jb9wu+9j971wc/RMEEb9NmLKvF9UVRUN0oiCBlJuEVLPRFuhbn98NrCExJFYVe4DhbO/H/GGmJbtJS462mHGDDBZ2PvyOTcEE7J85wBBKZZCM3AFORTqxUyrB6kttMiM2GfGruBC1EJm4QK7XH6LTDs5azUpfuHguc3ggm4LbsKf5okmzOkCN9FKyXFXSDL4OkB7QbWeOsNkAJGoKjU82mcTigrp3yM3v6MRpsRb89DsUjHKPbpebcfoduO7KeHzp6nFz7jRrrr0GF690fvo7/65Ofp9979MTb2i502g1NOnts0Xm0Jh83na0eJgMGdWBi55fCrhPLwD+qOBFRjEaSVUoDHk6bwqvVeKzkNgcjb5w/MLAuLLeqPp3Ts3CXTAbpWNycT6FCpTXnGGuCjnrvUCxAGtsxsoDkeRwjMw8uM9hLnVjxdjKcJESXAPVehAzai8KpNHvbiYEwfe+xR2rewQAeXFqkbtyjNY/rrB++hVz/9OdRrXbkw1j+EkOD1InsG6xrJibMb9GO/8qf0oXseZQWKGpARaIKeCJCg0a2Y9zCaBH2WAN1FfyF0AK6IeC/89BqrgvAIDNPqYo8WF1rcxh4KFx2DkXNRu/J/DQLLeFCH9i0xS8CDJ89xvgPnFDJTnNt1sdWulF6NC2oRMOU44PNGEcJ2BU2n8IOqIaS56ZmL5BjASLcDeFlJ/iI4fATQWz+QhaT7CGGaXl1+AA40GBOfjx12CvIjmGWzXyv2aaEb0/pqj0Zo5R6GbFT+P3/4Hnr41AU6e6HPyh7MHyBWRT4LPIIALGBcdSCKgCeYAkrCeLVbBo+KP4LBtJ1V5hbLUl9WO76eM84hSThRbkkNPOHwEjAgvk+nL22ZUgpZ7OjjzxAT1fPpczZoyUoIUgFF4OHPwCCGSonZvZQLCAPUFFwoS3R1nj2rJlxsvBKAN4RrbJxt07HNC3Rim2ix3aaFuEf+MKYHzp2k59/4NLpeJUeY/Ul6SE92/6dK9mDt10Dwsvzu//o7uveRM+y9gBGCX/zLeUlNouP99e0bnj94SKDUWV9e4FyU3tagCW1NjXxmeeZAbnrvI6e5vurWQ2s0GCYmBGjPaRoyzk7e6US0b7VHtx5e56Q8d1XOC9dGBbmrDO3jNT0UD7AKCRfPDyzu8OSEhgjsDA41Jgqtaa4Uos2hxAKP0jylEt17bfiJD8XXP9PIklrxvIxKL6OcMqvc2Ec0IcU4567R8CIXevAkTegTHubpjU26df8++t+feJBJbdthyHOwttyl5YUO539On9/m7s1M/JuZAmxw2KFtB4dNZV6acplikO3nUjs0d+/rOShdHFxb61x2f/cMmdDyRn9gACRqux2ZRpqOVdlGJbJqVbBu+Lj5aCC5UCX65V819N2rVlabw5nQtDyvMGxJVhhPFpOM2gN/QGnZJ/JyfhcBKOpP+3RueJY+ceK+HS5oT55q2fOwroEcO7NBn37gFL88UOLwVCZpVolmSE0K4yRUKGhH6qGdQi5KoUvbBBig9dUFyos+t1Rgmh5bgCiC7RGyAvQa4IrN4Zj+4C8+zt4B56Jq4UnB6uC/43FCC60WfebBUwwkAPw9ybMqE3sdEOBAH0p/WSPDa2CLUETOZ5Knhq1CLJ1uXVJTsNK4D8AJPlWnpLJdUh6VFLHXgfClCWZ6nOWPzKn5pALJswertEYpqdf1KGgF1B+WNAXvI/jsQo9ObW7RTWtr9KIbbqa3fex/88GOndxkwwTmjyTJaLtvkJRybRB4kMijoaPv1mBEU5BJSnizaQFcJ7vVP/V51p/vsCydM/o612Uh4byoAGoSU1NvL6DDeZfx8t2Qbdi5fmn1+i0BCYVcIIzcnRmQj5wiOCC5kzUiAT4FAVApcEtDw9iemxeJvUeEhO0xuZg4SNjAsZHzUbzmm/ICMiUb3XiBn/VPnryPLg1fSWu9ZboepXwKyG+vF9kzWNdA0Gl4MJ4ycm4wHtDFAVpKmBopF8aqewdUo/qph//qiqpBkiSlC5tD5o6DMeq0I5r0Z2zlWr8ABQYGDuQpwHWIjBRCiYkN4Zn8kkEQMqGo9c7Ye0oLGgyn5nerlCvGqqbIKkZ4h+tgtCKOB3onL6Ag8hnwwOe3xgoKzbRgt/u0PAp75sCZBVmYxH3B8GhBWnIOEJB0zoEgKxWYJL6H8B+8R3N+sYwgozf9k1Ja6qS0FgW0Ncg5hLfQbZMXFbQx7dPP/69306lzfep1I65NS7OCtlG+kBsEm0OnSFDS83iu000zWeJF4tzwSJuEc2eS46p7YmqXChrTHrdyK/T86+3tfTZf2ZlysHcFtJBidhlDo7GqoYQaOtaIh++Go553L0SY1jx8RYp8H0og8BmsWGFpL9DBO6FkHFGRmV4q0mXbGGSEDfE/wNindhE4c/ENzRjC3SmNkgntX1ihaTalz5x6kP7R0++m61GKvRzWnlxNQRt3eAjddkSPnJuauh2raByiTWL4TNpn4d+mHMog/OosELV8hHyuocxQNONJwl7PYGTAA7yr9UxkN+SboDy3hqYjMvYFSIOUpyORm04cM+hibaXHBzh/aUApQiqpCa3g9AiF8bXoMcovotzmltnVP5lJAwi1MGCvkxtf2rEb5gTlCWAlzpQ7aJFuLHHYto0usVJvGzi0TBDDrh2839RneR64BgEmMNfAao5X3x5lJW6AqUHbGIJ2KqCFXoeKIqb9Swu02lugR89cpHPb8GBT8iYlTVNj0AywRgyUXe3LNcJFsw0FJddnUIvzz4WbRFnE8D20Cl3mr258atMq53e2yZLGahR3xetynpZPRcWdqhVL18RVyticGEPw1Zq+egqDBBQeRd5eipEto4dBmFqEDudCsR3CfgEVuWlvnCeoHzRsGmWCljdmXz8wOUjfN+zS8LDNgfFcF8aTxe9lwWHb2/YfprP9i7Qx7s9f2J485bJnsK6BPP2mA3RgbYH++lNnHct1hSPQryki9l6QzLHEoFjhTxrAChymqS6X9IJW/saxEKPnj1G4utCmLM1pNDZ1QIjt+wV6HKnmgUh02/qVwrpLnHuBMfI8JoNFAayMB56C7Mehn5ri07U+jVJbeq8v9ThMgzYWoqt0oatrrGgJa1Ezxe0iHEedzXPEhh3BDxAKst5VJd5mwp0+QkV25c2msvCozDpEYWJZzWMzxALGE0PJ6ea1Hj3twEHaGAzp/PaA/NjUnPWHaaUHVPXmzGt5R01l0XrMIDKPCZkR3DqmiBrAoUaKqo3PHFwd28pzp58f2YBrqgAHN5OOol2ARRxirza2CgKjPgb2kmYGuXrt6l/NqSlj5M7LtpQAC6uugbIjb8jjSgMqsogygHK4XkxyoTyRtmi94Ps/QxMKumTWwBJ5xPWFRepELT4v/3udSmFrHZ/sMXaj7BmsayAAEDx88gJtDhThqBKmpZFiUfs6wVMApRC46PjZVEWwLKJkNARe6Q3mxwPxqy3slR3hXaD7MVaUTslp1JD0MwKFjW/6W6XsKpjt0JYCK9E0L+jcRp//Ncd1F8NJetRbVfRYQ9ioibhWlNrSQocubg95A4bKwxvh1fM8eKC15pOH5nz2A2espKEiFBfPn0Ga6ZkyCji3K/BZrDLPweoQUlDiWqT2QEJiBkl5anOD9i8tMZy9Px7TdGiKykp9m2tepuYqceuPmfNn5l5yc9b4Sk2ZUf6z3B1vov/WucD6vDeEDR0q3ObMhAHdGHZzPuQ7majYMlrM3b+6V6bHIGOUGsO8rnGUFa09v1wwbac9G9iuxFFBrY54qfalQFg69aiY+uTDq+Y1gdxbayQ5lzVL6BUMDJqdCwXFaCODguH+dESduEXPPDRrTni9SbEXEtyTqyUIZf0fb/sf9OiZS2wATJJXt4MwbAZSD1NZnQq90hNdDFUMgscAj4gCmqamlYTRCyYv1LxPNafE21lgmChWZri2oIrZF2p3biVimDLka5e6aWq30SCYoodPnmdEHgiC8yCn1EsNAaywYVhF3N4fcPiP27VIkTRVKYg8IARnJrty0bIalwQ9lFlegMk7NAWaULYIFcJYWc0sinpapPTJY48SZhnXnCFFojvs6jl2inxmtoDcBPIO+Sp8EkY+pamtDOMYp23jITkdTaukrYQYrcp5qsTJetzu71pBseQdeQElfc7QuJLbdSD8ls3V8un93fSqaEF1zPac1nuTy9TH0kY3HVjjhPtq8714Bri7MNhh8O7kRPmkVKFX6c9jnvWZt4YCeVg9hA4jDgeCMQMLsuV2lxKbCL042KRX3f4CunGl2tdpT64P2TNYV1k+cf9x+ui9x1g5AWLNbcX1CwoljDwCKH92ki/Qe+ekua17gtHCiyxFoK5QV+vtulFUK3gGh2hFaLeHLQONkEFj1VweukxYinMLNUVbX+7B9rBTl9NtR/fRif4lSvKUQRJpUFJrv/DfeWysjIK1h7NGXsPlK9foVgUeFZlH2QT5jZL8LlhBwEMn1BFiXHJjrPS9UN4KDDdonaSbcGbSgOqabZ7MGYMZPRaHtsDdiDYYnMMST1BCndbTYaOpDLB4POJV2XtauY3aK38c4csUyLyCwZsoXcn9o5Z6HRqPp9yWRHuF+ra7j/RzpfNmYkThLFv0KQwGQsgIN7rDWqAPr4lQD4cGn3Z8ju0DhkpIlcUYwivLLBluDcxRwFvme4kFATYO+fdOHFF/OmAmjKVOl15+63Ppnzz71dc1W3v+RVyHtWewrrL87T2PMugBLbfBaD4cT2c6QQpp6+G+htXqZQ2M3l4UsgdC0JJrmqD8Zytdg/ri8E8tb9QYNqo3i1P5I0Yp87815tPLULFJ/smEHavhI70NjoGP7nn4FNEiepqXTLvU6RHFi7Y9OmJn9ppM2w9jWOokrEJ9pW0YVurp2CbqXT2aIDkKCnxDoiqel7FfyOfB4kpRK6w2QobGqPOK31JMVUYgfcHcjTd5mCy3np8FXAiVlfPk3HzYxpzilmtOPq8WntNQ/zoTRe2ZmfNGJYxqNxYiXywCEDYDEMcbTGybEcn/iLUwls9cjzqnvaF8X4Dwk8oBG2lAyNpwVpq6NXMo1EzZgxSz8KCPMDmiFOOCcqz7vNKgQNU85CPDjsLPiwULuftehCb0i/vG8+fTQrxAB5dX6B/f+WJ69e0vuG6h7FqKPWqmPblaArg3Xni8oPCysFLdwioVoQ4hvG1YCc9g5Io35/GeMQntcB4CsHmfCybr2+zYj8lrtl1OATP/q1kRIwTm0F21bSqrf3VcOah0/i2U4uVmh7Y3GHscUDaI4PTQ38goJays42V4Rqq1RW3SKtEyG5YC4s+Uks6Gkycew80NTBqGyzRrMtxzJZUBUH7mQkzUMDDGSl2ICSGavxHOQ4jJUQPWPU0mYZUGj8gNSrsTS28lJQPaI3XxVDuF1tWVOWskbXfdp/WH849OHQ3oQo9uQzOXMCKDSUK9dmKvVzwhG9pkkI0dD/ax+SrX60qCfzyVxhVcX1jg0CeAQEvdNr38rltp/8oiM6R89PPHaDCdumfLGDdzrAgUYLFHyahgT4sP3K4CfPDsTzcBtLGdm3lBWFCIXllMa2YSdcZr9mlfb51+5B9/E92wemB+MvfkupM9g3WV5ejBFa6BAoqu3YoY/YYF96WtsY67VNpGCP8df93UN6kuWqlVckkzY2WcIMtBqJjN5bvK4SVsWAmjAf5ui3IrO8s/ZvxsnO33jmbHhYXMCnxlsUNLnTY9cnrDsYhz8I3Dj7bhIT5GW4megSpjRc3wdc71+cz359By3HdLjUcRFBp2C9RZiRdk5rvIfOM9WaWaZxFDoR1AgGH1M0AJ1/7YE8g+6uJZUUurdw2MqN4nA7U3+AUbTuXQoEEXQphU3oYDea7rJLNM7Fi973PPgoT41P2Z26ZmsNy2FeZaI/DUz2322euENwSkKM9MoY2T8Fvifs1CdUJUy0AIGz6+6dAq3X54H/3tfY9SN2rTJx4+wcXqeEdA5+WeWgGa2HuAUgFvUA0xIgQr4UKuyYMhKz1Ktn0K1xE2lOabGENgaMR8om4rpm4cMxL1bx+9b1cZrOKLGHSxR810leUlz76VDu9bYgXUH04YoTfsp3MJb0a/WZGCXIbzcq3N3+Mu1nNH5shVPdsEaa7lJpzXxSE3g47zmvIT7gxVbYcuxQvt2NiPzOMi3+2tKZ06t12BfrtzhxZSHXoULXlsBIzRMgW97I2he61F/VVEs4RAcVYAB8ZLM0ZrtjDAD2q9Yq9FIfdrt+EwH7yBqieHhMls/slB4/mcxrhEbcMQzrMgoACZUHcun552dB+fk4eqFyTWQ4AHiWJsfAcSXhgJyVvNQ9AbZIY7qHjN9efCffQ46RqOBoD/EC3Vu23TqgOdm+2iipcQqqcWt7oXJhM1SIwfOavzm3365IMnuY/aYDKh7dGEFytgAnEkvGqRpgvn4VkxZkgZWf4sMf+KNk+2A0qGAaVDGCn0yfK5x1k69Sib+pQmJe1fXKb13hL93WP30fZkRLtFChsSfLI/u1H2DNZVljtvPkBvfM3zuWZpc3tMp85u0Rh9kHSCXQyHQpeZmieLfFM597kaGE3XIz87hBjdydzuQr7W5A2o352BM784pSLngYdo+e3qkuQ5jYYpZalR4BAwQHBdWE1RckoK4BMbVuQuvxaMgsZ9vDd7edZ4BDvk/Dg3KEZiFiMzoT94VrabsudTHEa01ltg8lPTRt307jJcgzac5fiz9DyA/gdgCxMTzUYlTS4Upv2IVrrIkSkw+0KnbUhyxWOtxFOrAsMV+wG95gV30D95xXPYSMzdp+JxFit1T7fBQM2FbutiO9zyIqosqddu0UK7Rcu9NrViQ9BY1HtcWQPLBt565my8C6IzF7bpsbOXuNgcpQuTaUJjMH4gIlAPpaqxVeZVfsTd0H25eBuPxpdii1acEWaGoUE9AgrfDTu03OlRfzKmc9sbtFuksKriyfzseVh70ijcB+nuO2jfyoKt1JdVo7UuitCUUU9Ax1mi2IB8bgYIRFUdbWcUQdUD2jHUIzxMTtnZFZbEVer7NISa2EGyLUY4ZMXFubUVvHYWrOFEm5EkKUwBqO3vhENwy48aRVO0WGNctwqP92Ogg7nwCoMGwmmJ9kJNby/MHYpIjW2TymPTugSdZ9EWBBYSHgxW9iudDhswNmy2fqfMA8rTyIA7zMmclwX2hywxZJDFyKPx+ZySfmHa2gvDhQu1mjlGhmx9qct90DAa8Zx2fHbA0zhNmaPx/IVt6sU7FLM2LJabdLv77LKLa4um0YOwP6AERhfmW4/u4/A2FL9pgGifIV5k1K7A3i+mk8rMM46iX27wWZQ0yQz3JNhTeI+aRmp6RJ3xqi+0tHGzvxTMgGH6nOEZwsJpsd3hdiLntwbs2QmwZE+uf9nLYV0Dec9H7qPJNGPAQoZePZJmsQYNBcIQruZn6Ll54/AiwRNBLsrVtahOs5BGfadCfmYj+x/J67Be9mZFuE3HqocFRTlYI2LGY/MVkkuSWjI5nUCTtf6zOQ2srvUJ/I5BgbFxsucvUkPDI5Bxhk5ks75XILgVBhDkn4zO8xzdERNXsMUDwAL7GXol3wspjDPKMo+S1KNeHNBCu00hQkUMgoDBCjmMZAYiSzt77IwoY5SimeTxpZzHkU9qc8832AApkLND7gdhsGkCDxs1erljPqmIzmGVJV3YHnCXYslzVe6RXojoXJRS9peVWp5Sfy4eEq8F7DaD6YQePHOOlntdiqOIttOxCwnGrYBSFO4JRzF7qLbsAByNKBoIfTq4ssTtWOBVyVw5wGhlYXUZqcHW69+J4cunYMIwMVKwdWCfjf6Ew9T98YQuDrc5NHjDyn7aLVLsoQT35GoJVsgf/NQjnLPASh7V9KgoqkLFJTFsSGgF3jzllh5VwlHmjquH5OrSAJiwJ5qFDJ/g88qhMeQqypLCOODVsCuOtY0SWclYRgkN4+b8TC320FRwyiG61jyNUwnosqDB7IUhB+ZxR+CSgRjG2/OoE8Y0ylOTY7NhKKye83Fp4NAozk08KkCfFE7ZE2j3Arp99SDnr4YJrA3xynucTZj123gGxgsyZLRG4cEwyf3KwNo+tgS8NcdEvD4Y4fZyTMNiTBvb43mPtoZhEcALh9BwDkurNW+A7B+6OFc2/ALucVNI2BX9SuVAJlySEYd5L26ZbtnLvQ4/ryBYhjbJQX5s0ZAwxoy4BKDIcR56dHTfKj18+hxTgvEl1oucpTZPrkONqV6U7RYGDWFN/hgAjFFEraWEPLQXAQVZntNgMqWM4N0t0Ktvfx6HhneLFF/EoIs9g3UNDBY3IgzRVA6ghYLiIOT2IvVOvBBuUS88oxK2E+UhS90nUNTYyERQh7QLoq1hHHobacEAhgs+dhNbhSRLxD3ii5HBNKz+uQGhWX0jT8UhIwtvL5nJAIrb575RAaiWLOMBJYaxmxW6rWGDQhSGCN+1VSlo2idKNkuKloiinm+OAwb4aQmSdrr5wD5625u/iY3RqY1N+q8feB+d72/SiY0LlDpFWlIyKTmhzzRZiiGdw0igvkJ+ThIDCtXmfqeSBoMJtTohDYsJf8zPg2Wkd9uruRTDW+FnbDJAtXl1QIvLGKuKvdTj1aFluR82xMcME1KXRR5NM5AFezSaTJmKC2hGtK5xRlXymnJsWxjcbfl0474VOru5TdQf7PR4VAZaDxQ4qQM01OfWFvL20+0WG864l5IXyk0CWXNEd64/jV799OfuPFl7cl3JnsG6ytJrx9TrxNxpFvB2IKJCm3AXvr1GhSFJZP5SGQNpEW6LZSsiRmqnFWc951UvHtYiqCxrgJxCaViN10WUlKNRaipgFZBGg6bCR4CtB7FR6DBUxXSWp8ou5BR2bd9fZpY34A5uoxK3aJKmtL2dsNfD8P5hSeXUo27PxiwzovEgo23KOEfY7sa0b3GB3vCc59H/9ZEPMVow8EDdU1IyNgg0zF1EPiXIeVjOR+RikN6CV9E4J5ZZBP+Ok4TKAHkfFHQbBCA4GXOgAfW1u5orNSdyn2rIUpdfkrzoTjfj8dY3ehsb+tTIPE/YJgq0Q4GHbb3noKRpWVLLD2iYTg3nYDjL4bkyAnWe4TihD3/uEVpeMC3o9fpmx/YztVBzxVA1XZt6xoQRZbLVpnQUU9gGCTJyxAEFWYve9b8fpbMn/phe8LQb6RXPup1uOrBG17sUX8QhwT3QxVUWoKhe/cLbmc/v0P5FNlRA/wEUEFoGAAivugOPbjm0buhqXNrYJu112KhhRVlvvlcPp7jv9G5KKT2uHZIQU1H7TEAjtfFIEz538AYxOTvrPVlqogIACuwflUx7BPQdwnrSbRehvenFkobHc/4cPwgbssdWBNQOI8r6JU23jKEJkO+yrTyYnHYKC2NqvdJxQSfObrrxfPmznkNvuvtLaN/CEs8/8lSo64HDFkeo5ZoRq2Kc2ycTGm8alvpmj9P+Gpi6q9EUfcZMiNUw6EtX5ce5D/VGnhLWFXDEF4oX8Hb4t6FZqPsqBGzfo6UFeCu2niwEsMWnOAbNkbmHDByyTowrcLZHkW2OX9ygz5861zy2Wj41st63fKaRtTuK8uJnmwEZGLC3Nb7UpmQ7ovGooOPnNugD9zxEv/Guv6Gf+t0/o48/cIyudyns+/LkfugfvsH6iZ/4CVuDMvt5xjOeMbcdXsav/Mqv5O/f8Y53VL47duwYveENb6But0sHDhygf/tv/y1lNtQk8v73v59e+MIXUqvVottvv51++7d/e+4cb3vb2+iWW26hdrtNL3nJS+gjH/lI5fvJZELf/d3fTevr67SwsEBvetOb6OzZs/RUyJe/7C6667bD/HKvLnW5FgchlFwh7trtkI4eWqWbjq6Rh9ob+5K70KBFb1VW2rKBLFPr3lVdakaPmb61Ym3ap/J9NX9WgdgrsIELj+140NqxQVwL4zCCN2Q/Bqhi6FG6XdJ006IMs4LGZ0sGODDIYYyVMkJ8BQMa+v0pPfbwBm1u4MtZMTGDQWCnipymWcq5k8gLKPYjDs2KwPv56uffTb/6jd9Czz5yA3mg4rDwdQ4JZj4jEtNJQaMLOSXDgibbzaAJ+dcZGosM5Vqj3PQOq0UBK15SzTGZFVQrMMTc+XYSZQX1PbNmZPZ3/T7WxoERLyzEtLgYc3gVqU1A7UFSDJJcDl1KuLg2J6idw/MvLCfwiPlzQbxKGYGagxCeLP9fEEqXeb7Vc1rRajIW59XXvHmLEByMJvS5x07Tr/2v/02X+ugSsCf/IDysZz3rWXT69Gn384EPfGBum7e+9a2NcF0kO2GskiShD37wg/Q7v/M7bIx+7Md+zG3zyCOP8Davec1r6JOf/CR93/d9H33bt30bvetd73Lb/MEf/AF9//d/P/34j/84ffzjH6fnPe959PrXv57OnZut2t7ylrfQn/zJn9Af/dEf0V/91V/RqVOn6I1vfCM9FbK21KUf+KYvo3/62ufTnbcepCMHV6jdCimOAw6NfMldN9M/edVz6IXPuJFfHGYSsO093PtZKYq14TSHnX5iyyXZ1OQUqqknUYZzeS4rBhAyUxxzK11h4nYnE+JXtZ1quss9qwJzTObVgxGyIApwBrIhSko2YvmYaHymoAlur0q6w5iZPFZJ6bCg8aWMphODqGQBGe3IhvQ8A54AEKDrtyjIQejapgMri3PXemBpib7xxa+gsIjYQCF82L+Q0oXHJmyskq3CMYQzvZZ4PDAkCJ3BqzPNbyuKFEodgnIjQ3yrm43YwyjdXLlvbMRNB+UnZKDkgPXP1OdQ1BYf01ibVSdJxjM3FnSfV3LdFKibwFAhgMzK+dQ5ca3wxOoahyN+vukswKhCdZDFbtvkIy1NmfumqfZQPqoVGs+JfX5gPHEuGFuE7UGZlhY53Xf8DH3084/R9Sz5Ffr5oshhhWFIhw4d2vF7GJmf+7mfo49+9KN0+PDhynd/8Rd/Qffeey+95z3voYMHD9Lzn/98+vf//t/TD/3QD7H3Fscx/dqv/RrdeuutfAzIM5/5TDaKv/ALv8BGCfLzP//z9O3f/u305je/mf/GPn/2Z39Gv/Vbv0U//MM/TFtbW/Sbv/mb9Hu/93v02te+lrd5+9vfzsf68Ic/TC996UvpWgvqsL7jja+gf/a6F9BDx8/Tz/3ee/lFPXpghV8ctJlAfmB9ZYGNGZSBFNrO4vxGu4gC0ymg+hvq8A96RTqXF5vPccH7AwiBi5aVbpTQJOMM6qGknZLfemgqPCQwfvyFupiK2HxFhWoJSGllZEVw/SnITqOZsTOchKbxIIABuF4Yw9hDXgow9oxGmWmweNeNh9lDOHF2gxXYofUlvhcf+/wx+m//629puJmC1YmKqUfpIOdzwDAyfN2i5pzYkgMJh+r7MFP4VWwW5pkjjDZ0hXo7PBMgxcV48DNNsvnW8XZCKyz59flWRd0upFiZPAOm2dH2qYWNFAPjeby0MTLhWwuqAKiI0Xv2XI2pETwzPlGK9h6g18pmvh3qsSR8yA0aKafUNorkkDDT9gufY80Y18OXPnFB82iaUA5iXFcpLQEIszPXa1sqtFZoVCC2BV0Tuil89tFT9OV330XXqxRfxDmsL9hgPfDAA3TkyBEOxb3sZS+jn/mZn6GbbrqJvxuNRvT1X//1HK5rMmof+tCH6DnPeQ4bKxEYoe/6ru+iz372s/SCF7yAt3nd615X2Q/bwNOCwDv72Mc+Rj/yIz/ivgf0GPtgXwi+T9O0chyELjFObLOTwZpOp/wjsr29TVdaVhbadN9jZ+jC1oBuPrRKm/0R3ffoWbqwOeRkPFaU3FwRD2VF2eFX9ZA1Ec/yhrNfNS2c28a2bJAPtdHDS5syJVD1e1Y4tsWV5gqsJMw1XU5lxauYxi3nnllFG0YJ2/+xel3lDOpemDKfOWEPDc1hYZAsvxz3SbJIS5QOaFudJBn5YD8YZTQuczZU7/rrz9F7P3Q/rS/3eKHwtBv20Zd9yZ30R3/9UfrkAydonKUUdGEUrQGFJ7jd7F02EgpXxg2QTcMm0kCRGwmGDGFnvVyU1IqRPCPDCgK97Qhl5eY0nUfmXXUmruemHg+0YHkh+Tdb7I2bL3VtRtnPirKd8mtauHA3aJNvc0AMtRnnwFBEnBseSYpC2hqBINAUqqMcZIKUgdrJnnYHKakbR1x+0W2jXGHK7xV0BP6X2FUPwr94lgGEEgEDSV6MuUZsT/4BGCzkihDCu/POOzkc+JM/+ZP0qle9iu655x5aXFzkMNzLX/5y+uqv/urG/c+cOVMxVhD5G99dbhsYj/F4TBsbGxxabNrmvvvuc8eAt7aysjK3jZynSWB8cU1XQ7AS/X/e90n60w98hu577Cxt9Ef0wGPnDGTcwrnFkOSASTOU3ViMikdlV+ROG9fYfapel/29FpZzeQrJN1iFxo0XVf2LO47dHvPuDJDdfyeEPSsmZTFceNCFo3yu6RkVSYUVghnawfLRUkwaTQpZyma0DUevJJsLgReE9Tr3okLIsMiNZ1QQe7Awahe2h3zozf6YQ1L3PHiK/uaeh+j4pUus8PjwoJibMfvMfq+v7rVHW/mi4e9aDgVoO4wLxeVgcDen8sgPArr76Ufp0w+fokma7Lwqrnu68rdQIapnZU6kiFy6MVcWSEoAa+fWNGYSxONh46VqvuqVDY6qyQIF6kMYwhuypMcwTvC4+LHnxUzBi7YvxBnA8Va6Hdq33KN/9Nw76WMPPEYPn77oLoq7qtmxLLRaxsOTS8yBICR62uF9dD1LsVeH9cQEQAqR5z73uWzAbr75ZvrDP/xD2r9/P73vfe+jT3ziE7RbBV4bcmMiMJI33njjFWni+Nbfex999L5jHO93JJ8qR8A1WfBkWE+athe8kVYcNmEtwitzX3sxs/CSI0AVSHRdYYnh04pGc7Hp7ezHXM9sORAFWFHuAADYKTQkP1hVQyHxtfJns3YlGYp9Y/u5KamaO44AKZhNQ/JxNtQDYlMu1m2FFIUhIzSZccM2tOx2YhqOpmwwcT34/oHj5+g1d99B999zlsaTjILI1BwBDYjVfyUceTmjJPNZnwtpAunmRQVz4bUihIV8Xo7WIz4t9lrUacW02Glxd1z2cCxNVf1ccRDUmEPmuwm750PlmjjXZnOIQE4amhW5R/YXy7oBCqbBYMrjdIsRqrb/cNdj77E8n5X8q/W4mKjWPpcIfwOFibYiYJ+IIrOyQZ8xqUerUzHNQebVcwq6p8GlKf3ZRz7DEQPpswWQSBCa2j6dI4bgWdwYTGh9sUdf8aJn0fUsxV5I8O8n8GDuuOMOevDBB+kzn/kMPfTQQ3NeDdB58MKA/EOYsI7mE+SehBDxbx3Nh7+Xlpao0+lQEAT807SNPgZCh5ubm5Xx6G2aBKhE/FxJefD4efr//l/vp88+As/OcpbJ2+aS6TOFMqNTMqtekTkQiw3TQDTIwPyN2JUxJmFskVtaGoxTof+25LCmcnS2DUPHbXjQeWHaY6gbxaZ3wlI6wXAkaeqKc93QYGDRXLFvYpCu0aRiKneABne8GRMDDJMoSjaIyH8x673tw1UUbKzsFFukpkf98ZTe89H7KUdFscwJmBGgmXWhdJOXskNNr9wbhu8r3sXZTspoeWDmyKkVRwzSYVQgeXTy0gZ7YLy+0J61EiyAnDRA02Uc9XwljJXzpLhQeIbSE28RobN2FFArCKlfTDn/aBYWtnGiFJ43Ne1UbT/csyl5xsjeM6wFioImKR4uMy7MAXKQkzzjcKiUPNRFnr1KDzFLroxfBuMpM8scWVuifjqhYZZQCAJkZh8p6GJ/yMdHGB5GDSHZb/vKV9LKQpeuZylKj/KdY6JP+BhfdHVYg8GAjRTAFQA7fPrTn2bQhfxAAJYA4AGCnBcMm0bzvfvd72ZjdNddd7lt3vve91bOg23wOQShvrvvvruyDWLU+Fu2wfdRFFW2uf/++xlSL9tcK3nXB++lUxeQ+DDKnr2rSqVoc+6njrKSNhVzK1kRUQgIKkFJZ/VwmsIp14xTE5EoKwg0+vVDDps4strLLcwez1jNDk5phvCLx3VqZUMuiI1sVq3z8toWhSdpB21ExLu018bDR+onL6kVRobBvSwpK0oGMqAGCnVR8K64WSQYEdKMkukMQo/QbA7iXjnX5dBnDdfrIP5aODfnMV2UMy72mqE4D68vMXckwCEL3RZdHAzZwOMe8Ontc6TH4Twn8Tpr42paTNcNjBDUCrs9jgGvCozsMOqGKNbWyNWvt+EcO4FXmcnEXjMbcYyZk6Oz2wjapM3RhO8HexMuhl2b75kTWAmJM1UUk+vi/hccdgYRE55hLIBWltqGSgqh+iThz287tI++/42vo3/x6rvnB70nu9PD+oEf+AH6qq/6Kg4DAiYOWDm8na/7uq/jkGCT9wKgA1B/kC//8i9nw/RN3/RN9LM/+7OcT/rRH/1RrpcSz+Y7v/M76Zd/+ZfpB3/wB+lbvuVbOMyIkCNQgCII233zN38zvehFL6IXv/jFDKMfDocONbi8vEzf+q3fytutra2xQfye7/keNlbXEiE4miT08fuP00I3pnNbJo9SMVb0BSTD9SpeGw7JQVkUlGOXsCEkab8+g1mpE3uPs4rxPIbdj5KEsmIGYmgKMc45IDulW6z3hhAWFMVSzzBTuKifQ4DM2L/Fs0BOqxBFp4pTmW+wYc5gpKC8uExAheq4Vpm3BxGuCX8Z5itn9U0jwMrA1TkazzUzApU50NtyOAzQdDt2AErEawKTRhTQrYf30ScfOM7PCTytC2f6xtBaMAbXJpkEj2lsKd6zHg/GoXqNVUEws1/4K3VT3eNhgTHI4yEsx3MjN8hdp7IWgoxU/IN8/rrR0pyHlqHEPb92THx51kg5Q1RDXu4o6jph7DBPGRU0yhJ+5uAtJoiuhj6tLHdpazBmFpoXP+MW+pF/9pWNJQ7XoxTcWtR/0sf4B2+wTpw4wcbp4sWLbKBe+cpXMkwcvz8RgXH70z/9U0YFwnj0ej02PD/1Uz/ltoFxg3ECgOMXf/EX6YYbbqDf+I3fcJB2yNd+7dfS+fPnuX4LRg/w+He+850VIAY8OyT2EZIE8g/7/8qv/ApdS8FLg9UychGGkkchpbTyk3+0cql9X1E6orBto0K3s+QTZNXKjAw2JCVsAaTCOTIIrxrqw78mNFRyXgEeLLc6aYc0Gk0to7w6NZ9IeWtNdVz2M1YcIPjNcuq0Imbv5toiZZFdYawUlHZmq3gelw4DWcUo0GpJ+pt6JpPz0yW6boolMivpGqbLAqTfeFiVcetOLDVQgT4wg1CsB8FXJIaWG2yZMBhat8t9ZRTkZIYSRH7z3mOnad/qAsOz2RNMM6t8FRRe3Jwm8I3LT9k2KTsW3FgkoFBkaeNi7yGHVMuCeRXdXioEaIhtZw+BcA9q78pxL8ocMYekCitXPEUDOUGo0reoQk7j1t+BJo9Rnj1b78YE0rkpWEaheOCBqaSkKbg9J8ZzMx53QR994FE6t7m9awwWqXY5T+oYu1C8sik4vCcOdAFvDXVd8NK+UEENyQ/+4jvo5LlNOrOxTY+evmBWxPViWvCv2d/5ZmTN3XuZiBTddgWlJwh8m4hghB1eUruSdYALbTA4xGZIXOGBiBZgA1dvgofCXpBw+z6Hq9A9+Pwl05lVFLhTnPK30DU1MB7g3IAaG5LUkm44gALqiB47d4HgY7lWGxIa5JoqSdgb48MKT+YLh7fdZqW1CRRTmgDNWJni2R9WqbuiXns+qd1CTkODE0yex/Ypq4ektDR4MU65W88q6FWVNY9duuRaaUUBrS8v0CueexvddngfvfMjn6V7jp2qKO0K24lcoPVunJdnyw+4sLk2RjMeQz7MiyjUAdf4HkH0K9fBXI6wWpJD5AWRMcK6CJ1BHPYzyZvycTVwxrP5q2Jm4OsLM/ZAVUCAw9t1mi9txBTDP4T7c3EbGEPpFbYZL8q8jQDo6FC6lGncdnA//eq//nq69eC+p0xfPNHjv+at/5jCzpNjl8/GKf3l9737qo31askel+BVFCj517zoDhqMptQfTGcUM7JEF4iwRuuRfrEV1yDuFP6uGQkX8hO7pUIuLHVvwbWWn21sPBoLsFDwevEEuXEjFaY1hhyraYHGik4pPzFgoii5gWGPnn/7DXTTgVX6ipfeRa950dOp2zXhYGZTl2JYndezXoBDJqpolFwNBB41UwYFYMV3IMtmUUrSGDrDssAFu+r66+O4bG6udnhHMySUSmKs4DBJnrHefsUv6cKgT//jg5+i333v39Lx8xtz+SHNqF6Z+6BumAwZ7dzYJKSsfuqgDFku1b0bAWto4yfgn8r+9edDe1n1MOYO+zUyVtQ/U8+81IbBo2YUHBZs9h2B8XLhU3tNDCyy796JCxv01ne8l6MJ17uUHPt48j+7UfYM1lWW1734Tlpf6dFwlNBSp8N5GxC4ClPAzIAosatQx5zNYUBp1263UWFAZ3/sKlvqn1xoSzwnp/zlNMKVZJQTjJZ0EpYmifJcI+fEdVrVYVZXutYjckql5n1hNY/wzMpih247up++45++ku64+SB/xitdWb1bVAEfoh6qwj+SHxEFar0ZKBts3+1EjQbVwa3lWPZvgBv2ry4yVRPuD1BqrPxCAzEHMER47dxx5iZC/So0TVZh8vZiOLKdi2mwPXJGjHCkks5sDhi9WGG0qN1rWRDsNKbZImU+vAz6K2c8XAdFdQ51LKmjw5w0zSsvVPTfuo9VbXt+9uUeanZ6PcamHRuu73LbcDjZohSFuUWEmeXtikJQgh9/6NjOpLzXY0iwfJI/u1D22otcZem0Y1pd7NKRA8u0uT3iPkwzhaA8Lp0fEYVv+z3xljW4slFYgEKbN1znxNxmtZffMdXoeh7tqTTlBux/HFXSTqKJXkX5aUNjr+3UuU0GQTztxn30k7/xZ0yCitCpUSCGLkgS7pXi1XIefecQZ1YpYSqWltpcuwRF31QE7YygKFZQ8sQxbW2NmRqrACOwLT6WCU3QSLMWWt1RLFJPVvzMzg9WDweUMSNxeSM90Xb+UgAqpFZGQA47YWRsCI69HpkoZZHZy0LxdM2b0o6+nJ+NSNDsuaBEQuZMXcZs+LV5cWhFHS5uCKnqZ7IxN9hUG7iDVI5h68f47xrQiddRnKgF2Aah4ICSMqPBeMKh+2fcsHPpy548tbJnsK6yIGkO6qVHT16sQNo5HIFCRrCnWd4zKEkkyrlPltDq6NBPTWnzscr51b0LMepeVEVDbZC0QOe6JXG/ZsqoAgypKw3lodRX7mBenxPJRxBxu/f+ZGKaAfpE08Ikwbm/lHQplifThT7NMXj67Ge2CbDzYrAAGA6ntNU3ebbLGXAJn/qlT2fP92dRWpsaSLmw1ORBnqg4r8cuRnwLR8czYKiJdljV2rCaVvo6HMdGhwtoDdKN+fVq3k0r9ilJxdRXr9WVCsjcSS2c71NaGr7FinclXtDcMcyxm5wh9+joRRXyf+hCrUAxetxzRs+GoDkPa/OUAhrROaqmQZjj1bjGJIqAeWcDVZ1fuSTOqQKAwYCW3RMSfDKyW0OCewbrKgoM1M/+zl/QfY+c4ZdBcwEiHMM5DQAboLgDn1fj/OJoaJc2GJo1YC7nIErYwujciWy4Rt9pVatUWS43KNTH62lVySlYZVMZXz3aaSHT8IIQikOoMR+WNE4TSpLCJeSdoZEkvnDa1fWJYoDvtEK67cg6PXzqEiV54rxDns6agsSxAm6XbmiBQAoOL0La0vO11Mhhd6KhcteqkGrSwwlIu7gVUBZYjkB1LDfdOxT7zkK41uO0jT+ZD7ayHWDOFvZvPXhG7DmvyKIUYVBLY0TBUo4N+6g3096eNgTaa98pd1SfCvW5w3PtwLM4B7gQkZChXjTJws0iKvkQlujYPRISHs6rbA4u9L3DWBl4QiW144juOFqlfLsupcSD9iSzOU92/6dI9gzWVZQPf+YR+r/f8yl+ITh8VU+wo7CVSW5LCmCoXIt3MHbXVoT1dw4vrnawnLdhqWxsaEfz8VUg9aJ/AEvmtr22kFXR6FyuWR7nZ6AgoDxFQWnPriZC6YSTwmsBgGM8SanXjWm53aHx2BgYzqlIODSwoT70SHycfgg4LWDg6Ox8dP8SPXDigg0HNbsE+ChJjSEAWk7mK/YDCsKARmNAD2fbc9NFv6jWPTWEuNxX1mWDFwnjwPkp8BnqjTQHX8M1VbxrM4k0Ud6V3hEURBp0YYy48ohg0KOICV5RewSmERjT7eF0x8UIFlXo+uy8T/nicgXk2vbpnJ8lzW3MUckzKYsduf9qf54K36MQtE0F0I1gpohoCLJq/tKEzZscpHroU3+u+Q3vOHyAjq6v7nBhe3I9yJ7Buory3r+9n7b6BlknNSVzYrn/+Dt4XBqHobWYKjB1tUeWOFXqeFBzwgtjWYUya0G13Tl/bEEWxoCp+q0aZ5sbQl2bChKQ2ddNI0hnHBpE52u0BwKWieFFg54UuLHA010PEzamDSGh+vEL5H5Kevj4RYM2FMNZuW61T2XuS74GhGQNq7fNM2FMjv7K1i1VVgnzMssHlmyooFSj2KcyMggMtMwYjk3n4cYw15xHWiPN06uNRg97dgxW8FzHYLwH3DIofNwzMKKDeso9Gw0euzwXVTfTjru+gND76/xXA0ijfjz2nhWQRl8LwpYoqAZSFfMP9o2FdkyX+iOuEXT1hfa+1HkO5+a2fp0SHg0C+uevfiHtBilBQvwkQRNPdv+nSvYM1lWUex8+zWFBhmRf5vkAMg0/eZlTHEamQR6k1hG4/lI7hYYcmO3858JgkpfSSkSHWOxn2iI5vajDeaKgVE6Mi0NlO+0hSPitLirR78YC7jxAjTm8Va27h/FG6AveQJpmHLbbSXhuFTwcphibN7Jx6NBWLT/DPIR5yfk0nkt9fTZsJLBp56nKNmIMrfKTv1cXutxjC4uK4xuXaKHVphc/8xb6yH2P0QaY4pXny8esGwcxlLa2qOKd2RPzaW0I2CsQ2jSdiYHoRNF64ZdMU8TeHU6QpeQl6MhtmMk5MmRDbY1hsxz9xmyhOUSjQHcSySuqlVel3FPVkjnjV1bvBRY0nNPlekYU30ccylzqdjgHWmkBUr+ngmVSp3T1fBpVae9vO4zoloNr9Opn30G7Q7zHuQFP9Bi7T/YM1lUSvKCnL27bkINtfGgb0dXFoONMwlzyMXPG4zKoKYHnyouKMBQyJq7w076YDIDjuD+0AQp1xbCZxDQvUmuKvnJ6BVcWMu8nUnYuXoRLdIPVYWrYG1gRcw5hFvphY5YXlKGZH0hRG8I5lWOLJlfe0I4rBBVm2mkBzv3Imq5fjK4yWro/GPJDpouvx2zrYNz/3PHT5hmIwVuX0oMnz9PTb9hP9z6c0nBsujPVc0FuTqVQtzEHNBuEvj/4D4hqI7/gIm0UQ8etkM4P+lw+0PIjSnMUbqv05eV0FwMWZp6Ls5VNuafafFauSz9Xnsqjani77fcl6E2EYQ3bhjGY6Gn28PaFuXtZHz/Pl04DWyOF8KaOIvDzaEtIXvrMW2ltsUe7Qco9D2tPrrQ8fPLizHOylEw7CZBf6DY7TXPmGyy/kIWUy13NolWSbBYjIOExCQOic4lw+mm2i7kh6k61daNRH5eMVfPYqeOIB1FyG3TjzTCUXcHHcS7kj8CkDc8LHYMr52oKWzXA8+uJvbpBMDVfMySm8ODVc218bOTQNGmrParhQWzzqp8XG8z8DgBDQaPJlENuFYNoiVgfPHWeHjl9wfxdz2kKrVbNE45iQytUjSnLPZ4BMmAwce/hTSHHkxQpDUAgO5EuW0QjNDS04VdXgF2jU3JG3RZUYx7Clk/JDonEOUi6NkwyyloBu0MhSosczTxinzt4hGigWVJO42lOOTO7zG5mE7LV3G8T0XDzwuz+s+fA0X7J4qgs6LFLl7hTMboO78n1K7sTKrIL5OGTF6jbadHyUodfCg5d6Q3sH8yCDqLRJOcXhznQRJ7IIkiHDGthEDEU9dwS1zpx8aA6yQ51Po1DkA8b8hs7jtkaBoSYRLgzcG7aR4iAY5ALlGvKU+tTd8imD90+UnukFgsqfMmfBTNgh3gO4py54ldH46QUpUe0uBDTkf3L3Kk4jAO+d/ydbfXuImhSQMwM8MYIIhQK1vh5T7kyTD439s+p4IJiFzus1XDNLs/w43FDRHh0QF6C+Ldhziq3HgsHqfWy/dXYGARQ5jDgHvcOW10whe/N873DvWl6HjTCUELO9W1AqdQzPJJRx6OwUw2F1i68cnBTLG0eRrmHhonentISKDMgyZYTHLtwiT756HHaHeJfoZ/dJ7tz1LtAoDiAxLr7rpuo3QUhX20DTxssUTbSJFFFtHayIjsZB/msCTKsPZV63Uy9IFSF/FziXYMydEhJ/lUhs8qQZPVsw3eu07HKK0nuotKXSw2lMcdS306Fqpz3ZDfUOt70wDLnjCKPAkDp9bGEj0+FqdwxLGvI9iChY6cvMUoNpLXIsSz1Opy8N2Esc35H3qp/mm6b9U4rtEn4jOuRlKWlyxzD/ou8FbdMsUSzj5dvMkbZYyNnWYNn50FE0C+Y7ePFd95Ktx/ebwxa7flzf3tVw2eaJNqwpV7oyPwqsmAZD/P/dWacgwbm3vTQm4lC6NWPcv7Xi2zzT2lZghCtvHuwwW2Pf8KWR0HLozAGorakrfGITlzcoN0UEiyf5M9ulD2DdZXktqP7qBOH9NjZS9RqBQzfjtu+SYqrWYdHhR+wlmu5HP2P+1t+KtDnmcJw34vGdIpopjnrurCy+GrqpaSh6/Lv4z37dixzsHetfxqYDsSZcKjInY4t+4lBuUz41YXBEBLl4l7f/FhjwQtz187EuFpuHJWxgck+oePnLtGNB1fpZc++jZF4/dGkem3aa6rrW/u3nLveHdqVJDTVac0hIA0PI5Q8s8BbmymM7HI+QPgrtElS7GzzcVKzJ721ZAwIcX7m0RNsAJa7bXtOZWDt39ge3ZrxI9RUxu2c5ae0OFSouw54VeY69MJI+sHNTgbDlFNreUqtpYTaywlFvZSNEHtPMF6IfRs/y1wfDJmgW7XD6hONy5S9/T25vmUvh3WV5Gk37KOD+5boI/c/yn9DcQCeG4QlTUcm6Q3Bapz72+hEtv8EjJW8t2HVW6nWyFivQJgGbBjKHE5rO/MPo//U6lrnOdymAkOWj2ueYFOYDtfuRxbNh9WdtLZQ3mCTsZJxPK7UPcmy3qRQhfNEsTI6raQ0NczurMD01s6bnGlNAQNwm3jrlWFKP/fYaTZUm/2RCd01DbFOXaQZzOsLDls/V2mYudMCxjJ8gH0dytoVz4InUO6rsKNbJe0MiWOR4EYss1b3tflk1CRQlLaRI8ODNODGzovzpOfGu3M5AFNKSY4XY7P9whx6ULAlzA5v6wVLoriXUbQIRCfyh4aVBOdPxybUHMTmCcUzzzycqk7L3Uf14hiGmd1isLwnsEp8IsfYfbJnsK6S4IXYHo8rKEEI8heSOzd9oGy0TLV6n0NXNRRqVjrGqmSyC59ZT0YKcSu5LF3opb00sSF6BV7TM5rehyHRtfDRTrVYhjnc8Lc5DkUtdWPVZKjqORFRPFhJ14lk9TU0nQut2MOQplNQEynGe/yHW9rP2rhojxDnqhsfFHkfO3vJ0DjZdjHOsHFP+Nr5lVcjrVh0PyfXoqUyf3a+FcjEXKcxFGyspKzAeslsO9nTMBtrZhPmFxSDoT4Ta6WAkhSrMCe8lnFii3VlYRBb1nP5TH0H7zXq+DSdpLOmmBZGz73BrFcJoAT3wcJ42XPz5uDuMLzF1DxDYSejIDQbsIfKNtE8Yz4AqIUx4lxLJ8a/ksyrPrsgOd6cWEqv613KL95+WHsG6yrJqQtb9NjpS9TrtLjYsT+aMnpMAwp49YeEdiviglJwCDZBmCsLXlVcW9XpNvzBitLSzUjvn1qtS2UX3zKz1/ILehMXVZQPmtgwLmdoXI5Dk1PtIA0r/KauvnJMLlzmeE+1QHlmxKveVSnwc8/jNumtIKISjA+jKX8HxCarckY0zo9Nc+ppUVgS65XasoIGCiOX/LceibEXZlVRzZs1hxBZbI6I2fXFWOmeUzAEbAjNCdirNDXEhjuSvV7zd+ShoaZxPZjP0TY2NPVQHiPnsPgaphPmHuTjw3gkREHXo6jrUTouqUSzUJkDa6c7YM6PC8pyNDA1A4ShytGni8OTJYW9nIKooHRs4o8wbAhrcp84m+/kCEW3pAK5Kj9nj33WMdou/PA3jG6MRQi8K59KNlbmoeFnxdXimS7T5vn2aJFpwh6P4XlPnmrZM1hXST7/2DmGMQN4Acg6XgYYK93mQ4zWaJoaFJOsjHc4pkCuJS9hPDNjmPidZPw1tAwov2u1UnOhJRvPl/CLWlFrkaFKeKZeI6a54y4HKtA5qso+leuzv+xUJ9yUT9OnsGGema4XRWZ+F/ACcleYm8EwoeWFDrWimAagYpL91Lw5L8u18pAuvTXvUt9XCZnCg65fi8ppuQJleJ6V62ieI74+9hRMMa9bcFgUovwtoV3hj3TAFnt+Dp+BAixG8TZROwgp8QrmdTRgDXFrDCUVmmyizTwT5dpqQc5VIQzZtbWDOA+epVrtWOZlhhG9W/LYs4nhO5SFR9gqKGwbAwPvjTsYY/5SQwtVhCBFNmPygoTCJftgO/r4mUsXBClljBxBHk2Mj08FG0sb5VA5PfkTP5Mspf2LC7QbpNyrw9qTKy0IoSx021wsevrcJiW2BxZLzYPgzrB4YTVDgMqpmDyUdNutori4266sHlVokPWnVqj2vBI6EVS75KTmwm3q3G649TyRDQG6MWujqLeVEJegA+teQ50TUb4ShVsLg1Vy7zWCbp2bYOXKOTNNhGqN/KSkKA7Z09rYHrmibvhX3A/L92iap+xxcJaxYW4cDZAGQOhQmWrLUZ+TyhRYj4rrsqz232nxwN/FluhWuvqq+WLPBBRfE8/kcSQ/pxCc+BcLqfXlLufewjykqIPhTV2+E8aLjQDmIcmo2465vgtQeYRF8Rwi/CZBbUbo2XujQS8wgRhA0MkoBn9hohGDMEqOR8x0Y7ZhTtRceX5BYSulIJxSnqOxphBomgeZ663kvsK7ClKK4iFlSZfK0qBvTTxQiujVAkZyf5YCA4fBfd8d4l8BvNzuxNvtzlHvAgFyDGEGvIEgWdUrcsMBqDZm1JLaRq8ALXLNFQCrsBC3FxFlLogn1PtIq3lJZNfzX2JcdOuRhq6zongc1LzCDjE7AQ+tiUndXkSdM68xp6Th7OIdqPCXGNsmcUABzU7uclLWY5BwoWVhxxThusC4IcBrCX2C4xD1YJjbwAtUU8qqwnMpQH1eNcc2NVSx3byJY8Cvur2up5V+Dtz9Vse227FXLlPUIvIB2WbQgsdhQg8lE74NGwYzFg6EqV/+jKfRaq9HUTugo0eWqOxk5LUNuwh6Q7H5tkwk68s9asUBxVFoa5js+VVTSz6nLKYqRgtGCckrA35o9YxnCbRsCIOHXBoWa9xxms2WWf3zcTIKAnBNovwjs4wsMqnmfTERBwBnEKVIKWoNKWwN7TAQ7rUT6mHRIYZLDB3yyQWXlhxYWqRHLygWjT25LmXPYF0lefqN++mGAyt0aWNo8w32C1F0Ntfk/mbuJvuyW9Zq1zkY+9mXWrefdy0YhPooNx4X96OqKP9Z4t/UOs0MTR1iLuEvObcIszk5ap5ZTZJRTnVkRvWY/Kvkc2pgAqfcavs4Ay0GQubwcmFHmRfpJ+bGMhuI7I72JviNO0H32tzqBESrAn4QDkjTe8p2p+XrNcrO1cup85qJ0nVnNidV38YaVxmj2xWGRfP26XvA+5Tkt5GnMd4Bk/wymMXs5xY4AQwXPispCDPyw4KCKGcYeNgievqR/cb4kDFeF8ZbjABEAXR70adWN6CwbcAcvXabjq6tMAtEPxnPPHkX4pUbbIxP0CrIj2Ec8AOLj5wTVlEmgrCwElBvGaUEXuUeSaNJXl3hOgOiqI3wH46d2rY08KLAmymrMDzD6NCckB8m9pxEcWtMQZyQ7+cUhAkbMT+Q2gjr0akoxMHlJbp5fZ0uDgZVzsPrVEoObz/Jn0Yf/vqXPYN1lQQv4DNvOeyS3pJz0s+JKcC0ylB5PvgTgACANZDwxu+srxCGMepzrsU6wkMaYejCP8h1SEGqLOCVB1dX/pUwopzDNnk0pLI1milnEHaaCPX7Tv2P3EXY62/K412eJL1iDMRTNHm3+bFxCxewltsDbw8nXAcHpe2YIOyCAQwWzkvjXIoi1Ks1lzS5IguhFtSaHYtz0DQC0HrW1cHZxoeVneAdldRey2jxUGbQluwdmFojAw2fGXXPyyhqD6i7skWd1QG1emM2GoalP6NjG2epPx7Ra591Jy11kb9LeREDL6rbjrjQvbUQ8M+omNLHH3uUhkliInEWlVh1G2FICgrinKJeTvFCTkHL8hwywsMaWz5/QdFCQQv7C+osmz5kYWQ8ucALLZDEeF84JiYVXpY+l+fD8wKkPXe/m/CgWFIAKlDzOKGotc25LVmuGANnfqKQaKXbpkmW0MZoSMudbsVLvr7Fe5I/u1P2clhXUQCb3rfUo+MXN6vsFTp/JYtnLtL0KUsNqwC8M7zwQ8tLN2MSMMqwwuyDX6SPlPZMJKxmmdvxUnPeo8YqLjanwhs4Bxaoey3VMNmOovM2l+ujpLfX4cq6PkfDvgokrx7GnLWZwDWCCw/oSzm/GMONwdgZRyjj4XQGutBzITyDzh7y/M6AF46+SXlMxoB5c6UCDI5Q4AcWoNlq+UdeYMgx+MOCOvtTinvGgwBMPB2GBsUniELkiWLjgXBITKjfAdnuoKA2oyIzBqEMM9r2z9GJQYdDn+0gojwoOO8KsmExvMiTpWlKSYacl8+Eyu6+cHmCmYAgTCnPDCSdPw88inoFG2N4NjC2ZQm3P6ckj9iIMWoRTBMeaK1yakUe+XlMSZJSt4XqZ0MpBWOE4xcpislsG2IJQ/oZ+QHQnbMHYLk1pYU4obNbPSq8KZVeRtO0Z4yUzWtJltOALaYUFhEbrJfefhvtBim/iEEXex7WVZTlhbapc3ycrr1QdvvXF00/Jm7gaDQYYMCD8YRfRyC1zGK8NApbNbhzSr7+DIp35/IoRgkBHdZuh9RpG364Vog8jU2Gq1Cf3YUdAtfCQ4cQxUBUP6r8Xc+fPRFhRcx5C0sBpO1TU1MxFSbk62AknEerix1aWeoyY7ljdNDjk9y1mr8KEau7CHW9DJ6ZcfoZbkTTPVoXWjN8WjdUFOPV5DruJOwtldRdt8bKGrZ4AV4W/kaSyUxy3JtQEE0piEfsYTH7Phf42ophvvcFBUHJDRxH0zF9+uRjdK7f5znbv7BIoW8MWhz61Ap9k1e1zw7AE5wDEqQlUyGhaSS8HOMNzXJM5rrCCMYGn+fm98CE6QxOE1GDkDKaUBBOOAc1Sif8PIHqCiFZzisCwh5OKAxRI2Uml8E0fsqfs0FEDotKWu+O+ScEWCMcUenB+GKVYFxCBm2UJkcmbVvQugTAqOVOh15y2+4wWF/MsmewrqK86Fk3cz8nyUvtlH8Jg4AZFxDiieOQ/0buZJLO6GIEtu4q9Xn1acMzTaLCf3zuzHSQhYfFigB1SK2IDqwtMpqxFQWN1DlQWlmqQBz8oQJ02B2wKl5f6Zlx1jdT2+uxuaFKqEzvaEl66xB6zh3t3B6LVSGMVRiGtLTQ4Ro35y3Vw4rC7CFGRodrVa7QrQuEGUKPH+OB81AQhbbY2HlU1ht2oAx17eJJPV50JlrIKF4E4MCoala8UUGd1YRzVDAgYWtKHnJUHCZLraGybjJ7WnLVqH/IqRvHfF6EwLAownM2Skc0SUdE3oRyb0yTbEIF1znNwtV+aD0ThNNaMEbIJyHPBMMlKBfjwppwnQnpcS6LUYAeLXRKardSiqKcWq0Jtdt9Wuwl9JwbD1C3E/EcUjClqHeBYeyeP2WjG4Rj8n1AB3MKwzGFEfJSqclb+QW1o5QW44TvcRyU1GnBCOL5wUrCGNtOZ0DdziZF2N/PqCgRSkRYsqTXPPMOWuqAYXc3iP9FS367FxK8ioIaHx+re1EZojc0/xrUSJ5THAUUpyF7ZUvdNp06v03TLGUocQZgtQ2F+JbaiJF70hqCFNBCvAFR7NzNVeB+5h+EdsZFyv2F9i0ucIO/wQSe3Azl4ZgfdkL/weuLQwMHR9gpDNhQzHXAsGOpvB9qjPozLhS1RoFDl3WPqInbsCYYD8aFmreLG0OKI5/SHHmo2TFYVB6pepJanlE2UXVOjefNzKLCACFmTPFzYVp9Ktbt8+1PZiDHklrLiTUGs4GWtn6pt3/CpLBeYKi+QFMEQ8HhHq7ZM/1RSgL3n/WAKKftSZ9iv0XLnRYb9MF4SFsJgBct6wFJcbFvmkOC+qgFAwQEakheYMEQYJlgqLkFEXFpAIjGAHaAMZCkJAyGz8YPqDyECItyQq04oTiMKfRjWuqGdMv+JXqEzlNKIKE1jDAwSgb0QpyPKovAeqvm2F4ZcG5sMc4oDgpifBF72Dm1gpQmRcShw257i3qdbb6+osDz0bKw9hal6WF6xe27pXkj7YUE9+TqyEZ/RAudFntNEnKz77/js3PxeM+nfSs9NnJryz3TOReKlvnqZjxvqAuS9vEmzGXRYrOyfSsz1CFLMZ/nAaXQo2cu0SQx0G4xPg691gSQUIoXHYHF05tMU7q4PZwzQvzPDkjAWTHuLBfDoTXleejLmeWmZrbAEceyATSt7qfTjENKg8mULvbHFbj+HKqvdl0VT0t7QHXvsOF9Z3iGdP+t5ODMBZsglFRfmxyVBsOY58DjBQQ83jiG9wQvQkJhanyW5SKIEWoTYzSrTzBQb6xWtHIz509QBFwkdGBxkQ6v9iho913XZ7RGAbTccD2aeDAT6nJxMkKf8OQEpWc8F7lQLkYOM4pieDezojIznwUXLMOLWel0Tc7KL9hgIVuV5imNizOUeudd9bEp55jx+xm2DhMCxE8vymi1lVAEtgw/538DiyBsIZSIJpbxmHrtbVroblJR+pTnPbS45DkLw4KiaIOOrPXpjkOH5m/onjTKf/yP/5Gfj+/7vu9zn00mE/ru7/5uWl9fp4WFBXrTm95EZ8+epSstewbrKgoUz9pyl19aJK173RaztgP9h8Z/LFaHbQ3HdHT/Cq0sdOhTD5zkOL5DLFnyCgAIkiznUJkTGDR4UHPgH5PnMo3/7EcCouJvTdI8mWY0GE0cbY4jIW0CE6m/uaA0y0yrDgv/ZtqpBmGgQVNYUJ4+HX7TPHuspMwv3OzRMi/Esc+wax/FrtIJ1xKjYmparZBiND1U4T5BaTqIvJxSX2fT9e5AQDs/PzafJNergSDsKtQ9VctWokKr+AEq9Oi+Vbpx/xod2NflMBxupCa1cu06VC1SC8wTvAIyIbuZop9Zfs9loxKa5kP66PHP0DC7QAEDI2zIFTk6TiLa3Bx7c2agyH9GbVsPxXNQ76AN7wmV7PWE6myyYCynxYTSYsKAh81Rn4bTId1z9h46O3jEGjpzbPxuCJTkKCWFoTk+mhustQpajDLqhCm1gFKUySyJunFGIQAoQUa99sAYcDtvJtTMhQEU+106vOLTuf4Z2jVSelfm5+8hf/d3f0f/5b/8F3ruc59b+fwtb3kL/cmf/An90R/9Ef3VX/0VnTp1it74xjfSlZY9g3UVZXWpSy959i1srKAIAB3mMEtZMlWTMLQjto9Qyb2PnqZPP3iSPQTrQ9kNjFOFpn8uPCWia44kzKbhg/K3/rF5F8NQXnLzyDQrXP3XDJFYa22hcj2tVsSoMrz8MKJ1LMQMYt3gjNTDZFq5S85NCaitup3YdIdFN2ILNpBaKO5Oixo0pucxdUzo3Dw7qP1X0V9pMIVDU+pr0O0waoaPbU3N8BrQxewAlTotDqvKMmFepKAXP8hZYvGyPZrQNEf+Bt/b+iFbf4NDoQGnzSgxHByLI7Q3mfWqkpOLt4VjwNgYtgjA9S8OhnRusMHeVRxlDCU3FwPqJ8vuIfeIu0EDAGGMmzmHeFilOk+Ne8yaCW7hAtRrOqRxMuaIQuSHpmSAc2YDYx4ZDDFb2ZS53BzkmlL2rPB7L8gp9EpCenUBbUYA/nCLnJK6YUH7u/DEDGUTDJ/JdxmPtB35tLrQpmceuYXCgOj09knaLVJab/3J/nyhMhgM6Bu+4Rvo13/912l1ddV9vrW1Rb/5m79JP//zP0+vfe1r6e6776a3v/3t9MEPfpA+/OEPX9Fr3zNYV1GgPP5fr3g23XRolT0DPGrjyZS5Aw0FjaXkyUuaMjgDCKmMiUeRE+LwUGgIWsEmPbfCR9hQ0HuNBLTVXkjuX1mIZg1AAuYlRIO7mTcyO6n9x4diRYjHZ7odhCnrD5LrIVWZkNq56l5Xw2ccZgp8DpHtX1vgnkbuGmyYlIEBAilHUXCvzYZLn9aFDZURdT+6Tbx+j11ld81YKSqrikfY5K1Zu6Htp75eeNrduMXXuL7QpV6rRQdXF2l1tUPBgtCb43ia18rMtoT6enGP1hdWKPRxL3Q81YQcEUYDctA57CCFzWEsZs9H7mUUtgY8qXkB44LrwsNgFjZceGuLg7XLbu6xLZCWeLf15OTgkRdTJ2pRViZUgI8QhLt+jOWFC12y78OrjzpBpNwH4y2hjopzexbkEfslxRwmtLOjvNvYT6gVgSkD4U4Y65w6UUgHF5fpjkNH6XlHb6MjS+v2ljxOcvQfqGxvb1d+plNV81YThPze8IY30Ote97rK5x/72Me4/EF//oxnPINuuukm+tCHPnRFx7sHurjKcsOBVXrti+6kE+c2aTiect5ImC9cXZJ9VzcHU6f4RxOsJj3KkaNiwxBSkacmBKc9kaYck1O6mghQfa+EiWAlNw69z/x3BtTBxgCcdWII7fmQ60KOCOMDOwTGBy+AvbRZSsMR+Xo75YxmEZwKiwX/LaAP+69hZrDADOmnZb8XnkCOujGZsOXEq9EiuXoqda6ZEdb5odmApSZp1jvJ/tS6Axvewx1WrVYHw2hh3QLj24oABvDoaUf2c/v5UxtbtDkc8XEH3oQmxZimZWZDoZgUMUT1uGpJm+MRLbY7dHhpnc70S+pP+qqfBvafoV5MjtLELkOuxQNXom3TEaXU8gaUpS2mNfLC3NhJvj+A6mj+PrUg4F8NPRK281VIsshbDPIp87bbGBGHkuAhxZSUI5s/k5AvarpmLq8BkcwSgsbjxLyU7GEVFuCSw5Ny+VWPhnlJmynASh61kOuDZ+WHFIcJFd4WbU/GNEzOUTfqUjtq0+Glo7RrpLxy7UVuvPHGysc//uM/Tj/xEz8xt/nv//7v08c//nEOCdblzJkzFMcxraysVD4/ePAgf3clZc9gXUX52888Qr/1jg/T2YvbdHB5kR4YzLrRNhbRSgTPKmCmCkSTQbzQQPQKsg37Ku+ofgzeXStn+3ml55L9zqKQTU8mUcLSjsRuZPIoKHC1TRhVLgghQSDNRiBF1SEkebLqHpTysnQhNYcnlRNhF+5sjBIg2wYTzuuV3JjPaF4p1hUGfI66AYaPVhlcq2PDnyp/1ejRVTy/We2a+x4ibPhSSKz1hTDo7yTqWMzAZcd066F99PSjB/ir9aUefezhx2i7HFN/aiiVsgKeNRB5iNU21y/YrAyd2DhLa70ehV7E9U3wZIyhMgPmfJDN28jltaOYkhRPl0w8wn4F+eGY5xCQ8DBKKA5CDrGi8JYvFyFqznmaUgg2LAFqogyjBOqtEHrj4wUTNn4FjckrkDPC+Qsu5oYBL2GQJRTIITvQMIVUFmBdNzfMPLOGmcQHxB1UTJ4pAkZrGBjEsAQ2kSj0DGPJZuqzseog3seHzzn0l+YTmjLtVpdDkpujS7Te28+5td0iJc/FkwuOyf7Hjx+npaUl93mrBcqyqmCbf/Nv/g29+93vpnbbLjyeItkLCV4leeCxc/Srf/jXdGlrSAfXFyluB7Oi0nrORsPIhbhWDJfknEDH5jgCsfJsUJA1RezCgzoXpfM5XE9Z9RwakYFW44JrDmSp3IqdiQVLzrn0JxPOH8mmzljJro+zGOTL1PyHte+Q/wMTBTMtiJLWcT2dX2Ly2llOLQQ11ewSmkXns3xbTyUGTFCM4Opr8hLFO3sCYlJLHjM7wGO7+cAa5wHPbm7TPcdOUz+dUNwK6KbVVepEMeVpSDkzPCBe2XwSzn1x6C6njXGff5APZa/EeWX2/NrjtPMFhJ6GOBtPEgXGpp6LzxFukx8M7aFK5UVZgIRvwm3wemC04AGRO7/pfZKXE8rLjJIcRcEpZTl+Bwu7PP9mFQBjGEYTA94wmScKkXMKzTE5fwrKJnh8diViwPumIzIM4Tj3KCs8wq3HXGMcrbBHOb9AqC3zaZpN+Znd14OH26E//ew7+LMvNllaWqr8NBkshPzOnTtHL3zhC7m+ET8AVvzSL/0S/w5PKkkS2tzcrOwHlOChK4y+3POwrpK852/vo0tbI+p2I/rEgyfo4vZgTnGyrajBzRm+7kJN81qWo0Pg9eOGe0rJ7xQarIQebQsHbhypvQvbhkLyQk3GkJ0X0O3I7/aEDsRg07jYV6JRTWkBTWkk83GZQmCZJ9aNoQo1Kt4/PgzHk0xvMGd84QkIC4VuNKlOXTGu7nxAo5k8TsrK324sLVJkf/xt2dCfaHf1XtymdiegUZLS50+eo8F0QhvDscnRLBhQyUMnL1AOpR96lIxbFIMbD0XCtWOxwbCeDHc29nD8mAbTse3/ZQyWBoOYi5eaKWOwZlFQ7SIb4lhGFXogljU31RDMSljQMEiwwWIPDrByUxMGA4R6pxI/1utyQxBaJ2uSigJMKxl56FkFUlwYvnhM3aBPoV9SUvhc6AtDhLBfxK1MPJpYiidGqeKe+fCqChoXCHPCjzPvSyts00KrTeMUBg91eQnvf/PqrbTW20dlWdDZ/ml64Pz99OzDVfTbdSnlte04/GVf9mX0mc98pvLZm9/8Zs5T/dAP/RCHFaMoove+970MZ4fcf//9dOzYMXrZy15GV1L2DNZVEOR3Pv6545ygvu/4OQ67cLsKJY7+SLRFDThhDIq4ZCpUZjsJS8jscsJV/L7H3IToaQRmbrzUl1AvZcfgiExtOIwpa7TH4o41Mxbuuwa6IxuhurwIrZQCT1QnpwG8oDwohl7boujKqcFSHphQ22iS0IXB0KgtKFjrLZkuvHYHXStVeX8NRdb68gJd6PcNKa5Q84nDZltpsMGzNEwVSqsGAUDllc++nSmn7j12mhXzpeGQKYQw9jQvKU9Lyqcl+a2CvBx9oXyaJG1mtmCEnza4tshX5geeA4f3pHCZFTZQqfjFGCYpihNFP9tQx47B8Qe0Rs4IPoPci2aoQPmxKwZXYcbnQMGvT3nWZqPlh1OKwgHlGco7bCK0krcMqChM62PUd0k+qxdNaTk2DSXjPKAxF7/DIMHnMv48/1d30gFYievIzAdAQvKrVRaUFQBgdCj0I5qkEwr8gPYt7Oc5g+GF0To/uPJ1Q1dDyr8nyq9+jCcqi4uL9OxnP7vyWa/X45or+fxbv/Vb6fu///tpbW2NPbXv+Z7vYWP10pe+lK6k7BmsqyAI88BAPXpug7ZBXMsvj9pAG6imvEpFgRvWXF4P413X310mFIUGfVFk8h4MkPA9bso3QVik3tTPjQurZYP8qoAT6l5JXdE/joc0lw+yn7G319SV/DLvEqPtauertKkIPIaEH9q3RFuTEaUZjLYwr5sLk9brotiqFwg0muFWzAtw4PmUp4blgcUWNqN9h+sebQ0/H2IHY43Nbj96gBY6sVkwhCWd3d6mHB4MDGJmjAjndRjBOQPDgCGeGx+2Zx6SMUDVCWW0pOXh4r5Swrtnu2waYzuDyI8z5JdMiNWAS2zBrqXuMp64yVWxd+68K2nCaLwqeRAMKXPpjFUQDimKx9ycVL6HYdAAEDPywOasDMinFZa0FIHwGdm4kErk8XhouJEwWoYFA9cI+ihXoowxY7SWWcOsxnIukh4lMFIw3jBeKXXCDp3cPE77Fw4y6IJv7Y48Z1/cHtYTkV/4hV/g0gV4WEAavv71r6df+ZVfoSstewbrKgigylAbW4Mxw9mxok6QpJ4Bt2beijJWOsTlQoOSy2pQhNzaB0pfQ8itsYHRBMILXVRR84VQU8YJa5+NWZoYeLE5kHvj3TFcsa8O79VRd7ZrqykyrRlf/T5oT5IaPDPtzdXBDPpYDe3m614NlBk6CF/qD3hzGAiwh+D6LwwGjCaTY88hKO1Yo8ing/sW6dxWnzK+EaZWKm6FTJVVIq0kdPnK4DIYAb+oml0TNjTQfLSZP3b+EhuqqZcykIFRblbZ8iLCrmwYgOLaeHiUDCJmYzcEs8qzsM8JjBW8Btx0pj4CSIKNhPG4zHFmRXWeUMfL7bGdmeW+AFSB/4WE5xcMEba9ilwX20YYdNOHis1i4XNNGEKRfpAwy7rZZ+ZKm9SjBcXYLsHG8IHhY5FW22t0dMmjrcmAj4U8F+oPQWjrewBsmDGjRj1SbWhs8JOnBunVduDRGKk9oBKBSSwSPg6MXBgALRjRmf4p2p5s0dHlmygKY7pp9Zbaw7AnO8n73//+yt8AY7ztbW/jn6spewbrKggYoJPM5hasIZAEvonvNzsRTq9YcQZFd+tVi2wcVDIBrCStAUT+Gqtj4L/yFCGZgA0YhHn2ioISoMjkiNYqVMYkKQp90p16UrmKTd1Nt7qIk2tzcH4Bn4jR1uzzMiw5ph6TChFWa85m36GAFj2OsAEMFVCM+NfvY0WeV8Oxc9dC3HF3azKmCF12WyGNxgklSc7MHggFBhFRPtX5ntnuzBghQEOL1ITCR+gJsHWEGLsLEddaoWEgq3q5jzrVJAsbmcvMp+lWRPFyQnkSUJH61OoBJ1+wL4V7jijlJDekr4aUVlY/AlLJuAYLKpx7dTG3n/HCxKy4xYrnUSdo08HlNTrbN3RJ1qS5gaJ1PcPOwe9nEpictzLzYIhpZzRRADzAmCGnBVDHlHNkgl7EMUExxlmzMqS8MF2PTe7MpEZRHDzN0Y7EPrNYA9qFEAwTBxSBKmVjiwcqoKzwKS+mhqmdi499WmotUSuKeSE4mG7TI5ceoFfc9qV009ruMFglh3mfJErwSe7/VMmewboKcvysIe8EzdLWcEIFV/cqr8JEaKq6uN4Y0X1RyyVxyK5GxSRABkl52SaAfCoUJeeGBQBewXiaUBAEM9vCCkVTkiughkbg2d8rTonOQ9WHrXWbUuCyn/EolAWswfwrHtgTmRdxDktij1I4/cDCgaJshENR7My5J03bro0q/oc3wieGda8tdWmSZcwicW4DTAymYSIr2IZWK3rskvODsYpQQ1cUTLu0vNihc6NtutgfznIw3LbDHAghsRwsJDa3pw+djUMqMt+xahRpwHx48Brg6k1pPMtRidfrHjRjlOAeGsCFQMmZObDy7KFH1dP2H6Gjq8jxIHR50dZh6acWDRmtl+5ccZNjYo5EGy7kDsEICQYFFQhHIwfFnYANIg+ACwkXdqMeTbNt2hxZSDxw6Mz87pPHheo5tXDd8OSwGGHGDuuIIuRbFDSeJe8oDjPOxbU4nGnvsAcjtUnjFPye5vhoq/Lqp73W5rN2g3iXj5s/4WPsPtktd2hXCbeg547Dh7iDK79w9jvTqFG1nFAwd/cICRChpqhNDkDarttwDuL5toyG0xcSuq/6agy4gLFD3RQ8QDSLbGonMjuZMl66+a0a6Bzvn9RwuSx4dezOIakfpw6w0PRJlYl5Yk9uhlW//R7Xe26jT5sD9FOqhk7rYgySGQ/m6OaD6xQHAS86uJULd9udNW9UO5ox6q4NVqcwVzoacu5fpVc8+2n0zJsOsUHdHI0q82xq5yznYN1z1KcCAg41RrlP02GLusEitSJ01005RDe3n/XukX8yoJrZZM4CgraPGK9fzc3ev7hC3ajFYTig7PiyuBhYrUTsc8iXjj5dfou6Yc+65uaZNzlPY8CYTT5EW5CJBYaYnl3YtxMQRWWf9seAryfshaXZhDLQU6E5pTU6CA3GaOqIFjLwKu3iAAuziSqq54Jh8mmRvVszrR2fqItxwsMrUwKA+0B3mfZ1121ubU+ud9nzsK6CHFpf4jDcwyfPG1SbhRCLCFM7qHQ0590cykyFhWY8aYD91hQdf2HABNyPqpITMitpKGDkcwajhFf9S702DYdTmljvb46WyJ6ropmZJsmjNLGKVXld7u+g2gF5zhjxydS/2oi5cJQFMegeYg3GWw6hf/djUzPF3psFlsC7MYAL6xnZ+TOUQ7VO0BzG8ziMiMWG6U1m+kLNpqg2mJo3KvVOklMBa/ydNx7iZ6K/DSVcNOe8a6z2c5tUQoRMBUvJVodWD5W0nU4ogffFFEzorisDM94GLyYybU1tC3vXfxcfG9c/LTL6+LH7abHdY2Z1hFPjAAXJJl+KHlwF32ibo+IFVkSlh35WLQqZ8zFmw8RGydI2mVYhQrI8W3GAZX01zqkDCq4wpEmGYLYEu0s2VlLRwIhNvn/mZsErQmEz17alE1NsD2opoNvaCEGa88VgZGFQBhgyDHx+IWpRno1oXAh35y6R8voDXVwr2fOwroJc2BzQxtaQLmwMuVnevuUF0zTP6SKjEFeWOrQIz8fy+mk9iMJcXtXbv3kVa2tUrBU0X4gWtW0gKkku5alN0swQyKJuCMdBh9aVrmlXIkhlOZcN2em3mAm8oYiUUub9MEa17HGeWJ0NQolBUyvSXtmx5lRp6qPZztWN9DlgfNBN2QAQfEbycXjPNoIURJuUDaBFO6pL+RqYd8/MDfaB0vzgvQ/TqYubsxQeFLUQEKs3x3hl1gOzgzL/zsa3NRzxeR87f9G0jdFWSZJHNtGnDbCJXppxc5hPRYOw3ThNaWs8oDwJKc87Lr8hdVB5HrE3xgz/tfvB1yNwUSaWNCUAAYAJfpsuDhJ68NwlrpW6efUIHVjczzB0PANofigPG8J6We7x4gvGmU110XbsFAZtKGEAa7xQ54VOxb5Hy1HG3IDL3TWKojabwrBGjRWrnwgcm0FMBxcP0gtvvJv+j3/8U7TUWeNtUTCM4OViBKOFkKExePhhY2fnE+FDNKlkxoeyoOF0m3aLlE8R+e31IHse1lWQP/7LT/FLe/OhNTq/NSAv82ip0+aXd5qkXI/znKcdpXYrpPEkpcdOXKLxKKU+cw2a1bxbTFu9Zsi+ayt7gWkLW7gLx83IYJ0URGcuoB06Ci9jPi/4CtE4Ms1N12ODC8NKGA7SzH2Tch10Hnbcqs5oiAWrJrgQ9ix3QPaJ5zMn4p3VGhy7XXWHYLu9eGE8JJxTFH6M6wDLu0f5BHkty+bNrBXG+IuXJccW8ANDs3PzBf7F3AeyPUB3kZ3r0OScHG2fgF7UNaMAGQbx9GiTkhMJnby0ZYw/PA9GeBpDFLZz8sKSsnFAmaA2LLgAqD+p93JzyPfdpxS5Kwb4oJYI4cK2MTrRxJYu+FTywkdWL+7hMaqPARGzzzAHaRbTZgqjgm7NHk2SET1wbpMiv029aJmm2dhwAJZywSGH3cyUoa0HSHhbFNEK5XTRsWfMQgO5WSSgxsovqBPBa0IpAeq3BP5ucmlsXLiXVkgtpl0CxVKLVjpr9OXP/qf0iltfY5pAYnXigQLKRCza0kzUGjh93QyHLwtmtmhHXVrsLNGjFz9Pdx15QcNDuSfXk+wZrCss4A38xP0n6NC+ZVrutenE+U169OQF2h5NGSLcXehyQSOQepDlXodpeJb3dci71OeaKTRDZCaJwoS2eOELxahPpENpkrdyrkDDhhJOJKzKE/asoIy67Zj2dRaoP5pwnmtlqU0nLm5Sn1fK6hCikIUdnbPhEsdr5kbkb9WYKkCOGuJQDC4rGRCDB4quybfXDy9SCnSzmVEsDFEEC6/mwTTvE3WiiMOzoAE6cXqLkklhKJbsXGrDYnLyNiZpQStB6FMAZvPMhhTZABkYPxsdhB8lV4Y2TZYwWJxbBjW0cgq6IDEm2pwMjUdjwTBstPySoq4xVuY+I07JlVB8UUEEdhF755E/w+/S6NIuZIosdMY6z1v2ulA7lilEmckpAb1XFLENHeoba64pS3tUFC1zKn9KPmiVMqP8c29C3dYilWCLYOIKc2yp+ZJ5BKQedEdtfz9NaUKpN7Reu7kuAzAyN7Hlg1/QeEVgoEDeikN3XKxsenwxrhHs7jBWXkhYWqXJNt177EPk5SlFYYvKPKWpXWTIgk/CijiefnccSwuVtNpdo8XWAo0TU0y/K6S8AiG9HXKk17vsGawrLFuDCXtRq4tdGk4SOnlukyZJbnsVmRV7lhZ0YHmRX5wz57fo/ObAthbBdmalmU1QO6W8Fp1OUpx//G+tS+98gVX1V4SHWNlzKCShF911E/3T1z6fPvX5E/S5R8/Q2e0+LXgxG88ksX27BGBhf/dDQZbN/nVhSlVYXOmtVRMhr5VjQ+nGXY8NwXQbpIAzIAPGKzB7KdIVlo6gizwIIMwFlaDtQS4PEIIoYMLcaZ5S2POpAMKvVnjtCBscOMAQqOLftEyphCGRFiwwgmsBQ9yLCYyJugYByrkwYEntlYz82LhGgHVnoDiCx8WU+CYkF8ETDC1whvtGEcXLBWXbxrsIWvC6YGRNyFEANiZvmPPYklFMrSVDfQSIeTYNKEtCavWMR81ACw4RCvjBbsuLCHg+DIynomhz7olXA+AS9FDUDNh6yxbllrQx2ibyDIkzvB4YqwTHtcXGhqi3ZHh9OknN9QYzhF4Ag1maTgRtXCujCU1YejjZoA7YKIIu5Sk6RcO7Nf4ZeAgZwGnh63hHhkmf/vTTf8C6O+BqKxstt3Va0vRUHj/8bkidzO0y4XCAOxKmaNo1Uj55WPtO3JTXu+zOUV/Hgo7CaAUyHE3p3odP02A4paWFNoMcFrtt6rVjbjHygU88xN7YbUf30cpil9pcK5RTfzg1HYTxYukcTn1FpFNYnIO5PLqsniNCPQpAAAAkfPgzj9LRfcv0o9/6lfQdb3olgw1QcHzDgRUuuhWQiHTFDZCegBcDTwVehs2fCQfhEyEuF1IBQRr6HY86B31q70OvpiqQg7eV7SXHBoOrclk5FC+DTmYKaTiZ0NnNPm1PJxQsluS3TRhOfnhb7AOvC0ypLhJXUgmCVXyHnBiuE4asB08J4SkLJPAFOTgz5tIfqrOWUNCWjCUKbEsusmVOQG4xb1gtvBisxpJIB5SbqNMJKeyYei8YM55f2/DJjB0hxJSidsJzlU5aTJTL85BZZVb6lE27nF8qi7ZtKYLvYBQNFyC8OybOZeAE2tcgrIZebFPywIiO4l8YResVQVAfxQwUCNGFMaMozbOnH0DjPkdMkAyj2jYOuQ9XOGFkXw+oQL+kKQBBmGrfp16r59CAnbBta7DsM+eeHWN+ljtrNEhAa2X5AoOYAva9EDZE0bD10JRHxY0k7YICYA38bI0vsYd2+4FnPdFXfE+eQtkzWFdYjuxbpruedogePnWBtocTWui1+GXfHo7p3KVtOnl+g6ZpQqNpQlv9MXXaER3ev0STqeUKwso+xaq2nq8y/1R4TKVeipFvinPQbDnbsIH4lQlekWvASnWa0P/834bccjxNaTBOGIoNRQFDq5nh4f1AyQfWSMVLUPa28Je9IWW0ap6V+0wMkR0m9m+twhB6hifR9i1kxCM3IJxdnhyHu/T6M1RgxbsR0IL1YvyWSbTzVzBSUKQwNDBINg8lcHwOksHjUTVzbNgA6GibUJ7Jj83g7QzWMJga/qCzNqL2IopiTePDIAblQkp+BPYH8AYao4UaJUHZyVwgp4if7qLPTPO+gEPcgqOksJVRGKfWszMXPR20uS6rzDFZwhXoMwyeQ8uW6dyEQjH2mIlqXSv6ImQD5aOnFZjXmadQV16xujdTYt1Us3gAOMgYP2SbBPADY5OX8ORQJBybQmbDrEwtRuwZ6DmuZ4JQHwygH1IUmE7WMrmGeMk8uQilp3lKWRnQ6dGATm6fpUuTEW2nU2asAFsFjgjPDSwYZk4BVLIIT/UMieHK8pSetv+ZdHT1Vto94l2hn90neyHBKyx4gb/mS59Hf/l3DzBDAgxPfzyxHYVnVDrwph45dZFBFs+/8yjd/8hZy7Fk+iVVoN8zfIU5h/0PK3R8x9WTkom/fHy6cgzOyQRcXPvQiQv89+F9y+xBQGlw0W2WswLFv7yfbVMUoqgFK/QIPHelyeHwAe1iG/a3djLOTUBBch7KIh6RXIc30TJKBeSvHF3z7bZiTOQCOHdjr1MKbAR4IQ0jHbLOIgY7MDQehb2SstGMQNjsYz0rwY5YA2lulkWq2XFIyJC5BDuGpNb0cgK3oAl5xd0RxYtoyQ7PQ4wRApSmTX3UhqGJiTtZWFShIX01XuzaoilWzoOCeksBTdKcy7Okxg59soLY8EEK2IXVfo4wMlYRkkPD/ApZLR6tiAKaMtGsYUc3pIyGP9C0B0HvqrRYss0XbYE0G0QYIvTYAhADHltGKaAQNheKRpDo5NufKLove+OxIEIIEeeDn8T3gxkpZAvMjM8Fv0u+aVIK+ituC2ICd/wsAlGI/OR2RrSVj6gbjLmuKiOwX4BrsKAk9dmjWrTvRcqem4XD20WaaYgpJQo+rfYO0N23vGoXFQ0T3xddT/f3PcZulN1zl3aRPPPWQ/S6F9/JSnejP2KEGnsONcQcXsCT57foE/edYKMAVJsLqzUg6ypf1O4cKONY916Gv7N+TF4TAyVmw2J4oW87vE6rSz0e97nNPm2NxozSYuUeqVBaYFf+Nag59CN7ZPB8EDaUUF5IFK4i32TCaG48sDk2VCe5IE00K3VlxjsiCixoYlYgrbxPfXkIWwUexSsm3IdjRgslRT1bN6QWmgJzFyolMfpOqdpzuWoB22EY3tnsfCW1l8fUXR8bdoegoCCCV2FCT6Z+LqeoO6S4N6Kom1HQMu1acPy45dO+1ZgOLi/ZoliP0hKMEMabxUaYtzBGqM5SpXBuzDJYmCfKGCE/p7g9pKiFAl1Dl8G5rSymNOmatiMgjVW5kCCccPNEaVE/o0uaUhwBkJBxDiwvAiq4bQk8HmMsEOJmEIp4gH5A7RAhQ1x7yYbQzBRqpuBtmWsxIWZ4W+BZTGll8SgdXb+dWvEixVEPKxn2vhLOZRFt50SbDIBBIbGsV7A0KExKxisZHo/vhGxa17WZnlnGmEcBIgcR9VpLtNxZpd0l3heth7VnsK6SPO/OG7hAF4ZIFIqEsqQ7raEnKuj8xoC9MTxEAF2glsgpT1IMCpLYbyCPxSEBPLjcQtFBMbDiDgtKo4yysKCg49HZ4Rb9p99/F8PwQUnE9UbW4+PeUKygZ8eR+pgis12IBQFo80vxkk+t1YB6+0M2Gq01n4J2QCsrbYpbNgwnxkyUi+06zDkjm7fR1wMDIYbLdVSuhUjFwPG/QHi3Zx4R9o8WieJFYRtRWREbXqy+EZYVnPMqNodk7wPGhlyesIpE3TG1FkeO8dxAy5ELyoida8/w7rEX1plSZ3lA3eURra0V1G4XFLZy6rU7tN5bYFCCaR2P4gJu2GHplDLyuHmhvUaeJ8bIU9RNqLU4oSAGB+KEvABhZYQEQQuF58ynLO1ysbHh/POpyFoO3Ycuvvg8CMHAASOTUNzqUxgPKWpvUhibfm4AQpRoB1LGMMXsLU7TgLZGAOfAEMR0dHWZ9q0MaGnhJHUi7AePE5AN23TRubSGWR7s6ciNndg4RoN0zPVcm9M+56iQY8WWaVHQAC3v7YwwCTEXAc8cbRgq1GnJNUmxNwT3cVoU/IOygV5rmcONi+1lhrbvye6QvZDgVRKskqWlhw7r1eN1+CsD1x+Tkpp6Id4/RFuLgj0Vxytn80ZAipnw16zeileP4FtjCuvCocmwvdMNVjingzyN5cNDnu1pN+yjjz1wnO47dpbGWcq5OFASiW4pwolKXqP7McKBRMVU9YOyFwQDyDVGGRSfT3EnoLAF/jefxpOEw4oYZjoxiC+EFE2Frz0+jAHQcfgjtzVEFvjgrkEvEqW2yno8uHZcI0pz2DAymMEoSvwXeTc+9Ki64GQDxtvNvCzO8QQeH09Es46EDKHPKO5OOWcEj6LXCWmU4CYV7Okkky6zPLgaOQa9FMa4hBmVeUZeuUCHFlfodP8klcE21xW1QnA+ltRPEbqrroqB7oOSDtsFpWOMA2SyKXmB6cxb5AhJ2uSfALzZsyqtEetyaw4/TGdEuWyI0Wk4466/DI2XFvVlwPRPxgPzqRV0qB32aDidstEElH2xE7Px6acPUtvf5vqnbhRSlvp8JIxjmk14MWGpLt1bgD8vjM7RxdF5w5TBvaxQ8ItcWEHboBRzhggmcEYDI79FtibQeF/mXw5tlyWlnA8z4dNxkdNo+wyttLp0aPlG2m1S7pHf7smVFrwoB9eXuMVIxQtQNUlu9QeYuTSlK0wvK3hmozChArF7cIZacAKEPQFdHGxzY0Wr5FxKgBh3XlJr0dBNoDtxkdjGj+bNNrREnke9bkQve86t1Gu36OA60Uc/d4w6YUwvfMaNnGMD5B59pdhLtDBwRrcVYPqxMHF8DoNqmTa4hpO16ezfEtsC3RZiPDmVA486Cz7lU6IsyTkfpEOmCFG2opJSTF9qPS2Xn5MYoUHQ4bwMs4eHhuviEKcNYfI+wkgvoAx4jLzeN4diDSf1X45XaRZqxPEjjwrTtV0N0irKFsJ0piAVvbdaMVqHZJTmCPPm1Or2bf2TMRhgDmcPCJ4DoO0cOhtStzvkXN5yb5VGaUJnts/TaAqvZN206uBkHi7KGBIYrbiTUhghVGq8NxhME2a0DwvnzmYt6Pl544fAWPIs7VDcNhfGXhauA/FlYau084faLRwLCEM8eGj7Mc082t9dpjiKqT8Z0b6FRbo4eZD8cIu98wS5Ow+ACly7WZwElX4xdn6t8TcLIouQtYYJtVdgX095fzvt6Fkm75JKZ3YDE/KT8kAIwonoTIxn3ZQrGIQjwoH9NDVtf3adeFcgpLc7Q4J7BusqydpyjxbaMbWiiDLOsKsi2Jq3ZVaIPiMGERrkpHNiYdWI87eMsREGAOSQ3N++IMeQCzKVt6jZwSoVG4Bp3Is9miJZTz5NwR2IOD/5dNvR/fT0G/fRVjaiR86coyTPaZBNaGs0oQP9HvWWA7rk5ZScQkjHns/y8bHXBQfM1khBmQctomgRYULTNp4RfDAMU1P7VaKWBrkbRjYW3F6ieyjjfZNJi7IymnXwZQPlUdgt2ROagR8rmSrnXenGuexVWaok51e5voEmZijhP+yL0B4WBeCO1TVuEmplA2zDlzDWmrzYjBVGxSDxEPab5hMO7XppSQnDq01eKQwMz58g+9phTF0U2IYtGiVTOrF5mibZmNZ7i7Q13WCk5iTR912QLULNb8fXQs2UkNGKpjdPlsNm2Bk08wTvyzx16AScpTmFYZ88rr3CGF3M116jcmUtwzv4+ooio83JFvXQt8rbopPbF8gPz1NP+mNxGNO44BiSaa5oxg/ouRgazmUp78lALcwlutpx21fLhdft7wyssLVWMT+f0tyRmJ0fNLoGzm5pnQLk1to8M+M8o7ODC5ZQencq8C822TNYV0mee/tRuvHQKn36gVMzJBvVGB7s7wxiAC/cxOC5ATdnoIONz+NNdFRvjAqzOgTJ+m5J3f1GQSQjHAsMCkStok2TMfInpmkeG6nlhDnW0rGBTMc9ouODi7Q5HdlEeURxHFB/MqF7zz9KQdenSV8obmTMallrPTs2TC0UvNrPES6MfcNtKJsHBQMNGNLtFbRwZMJGC+g9LwDJbEn5NopaLQLKkqzC4/BaBY22xFNSk8xKXP0NQmELAdctPgzoQFwo268p4py+a8PCMHMYXqHIE6Q8aJHYwkqRMIyPrXvjD2eIK6zcsWlRDnmsLa7tyqj0+7ajrmn6xQhCqPKsoCnYyMljMMJ6b4k2xpfo3GDKhmxziOaFYOeYUDZtc/jOjH8WDkNOSaDpel6cV1mZL9ww4+XJn1DUGYAYhU9xvEV+ZA2WThAyPVRiOgnLc2tbiFB0hkblhNJ0gcEcPexvwQ3MN4h9LVWS8Z8sqtEaW2O0DDAFcHmD5BOckakXM+s8UCwR120xuwcbMBOXQMiQc4zWSxuDrNceBNELEN92APSQMKGd8+WoQye3HqWLowu0r7efdouUX8QowT2DdZWkFYf02i+5k9794ftomtqamR3CxgaNVlDEzOAGeos3C6StiCKxl2WJT3klCBjxClG8hmS76UI72TBqIILG9EpKJhl1FkLKMiABM+qsp1xHFGct2prAHBZ0sn+J/Minte4CF4CyR7OQUUwZBYsI1aFRYLU1CEuNZgmtSvx4BnGHkXHGisESACBAEZpQFsAIvpcx43eO4lbUDtkCXDaACKshf9OdkheiSSFqn4hGZ+HqIBSmXjb7K/YBAhE5swIUPQo4Z9DZ8H70rHumrsoZKIzZQu6xOLBEqRGMmj0H6qn8AEAI6wYa95ZzQp6X0EqvQ3k5pQwtOYKI0mJKYdRnsARfOSt6CdVJ00aD8kvyhM71z1FSTJmzEfRZ04ShBBS1xiYnhXPD4LgiXfMv2nZUhJV3lfuKjRqeIRhceGr8tW9qr5iYFgS5KL5FcW91evF8Yrs865h7xX2wMmp3LpEfTinPYobL89xwgbIl1rWhO/b27cGcJ6VCgdg2A6OGDQkyA4U9LwINBpIOhvuSHwVenKFDMYcKS8psFwHM5YibN6KJo5kfzAzqvjg0bgvtwKYBLwtdiPvDc7Q13thVBov22Nr35GrB228Fk8VCdy6SVZH/f3t/Am1JWpUJw8+J8Ux3zHmumRooqqiiiiompWQQkA8ElU/9bUQEUcQG2oleLbrQ1bi0Bf2U4VvK4Fpfs0C6RUQGQeahaLQGqHnMqsysyvlOZ4z5X8/e7xsRNzMZ81LFrTwbbuW958SJE/FGxLvfvfezn6cw5LJFLkwYkj5jas/0jMgq1E7STCVtApqbWKMiNJrQY06sOtnmDpkKSKCaYRBHKLwM4cZU0oqcnIVFwSM/nuZdkiLFQryC41FPkFlFc4TmhkybLS3gzcgklWadp9X2krScrmgJ+pDf65t7LO7TsaaKnBMxwIZEDXnmST3HodheU8NQQSe2R3ACRmR6zkHXOBSBhVXaW/a4CPRQ9o4GmgR91JysLY1IlFXntzIpwQp5SbBHjuZsjM7GCO1NI3htwr0Z2uYCKRdUXonhV9RKlomQPKJsCJeEsYUvBMe+T/QHe5xYuyO3n+ltqsJVHR8ZyxjDtCc1G17/RGi5DDeekyJs9+U4tEeqWmFLY7H0VJk+OXm5rg6spr19BAIlQo/EfRIJyH+VGaNygvVeKnWymkL0/KFpdPbRaS3KtaQxrWhPJ06bUm/ickQZ/u1bNR0x869UwwxjPH/oUJjio68l/qaXUkHZxmUaadEvEeWXFMBQ6mQlta4CKxihme8bZ4zKNLJSLkhGYGw+1ppdQ+hSchxdOfi9PdATW18O64/+6I+qSdT8XHjhheX7v/Zrv4Zzzz0XrVYLmzZtwote9CLceeedq/Zx4uf588EPfnDVNl/4whdwxRVXIAxDnHfeeXj/+99/0rG84x3vwFlnnYVms4knP/nJ+MY3vrHq/fF4jNe+9rXYsGEDut0uXvrSl+Lw4cN4JG37phns2DwrGj+kZ1JKHwPNtnIUJSZX0xzNjo+5uaYAL8QRtQs0fEZanKwLaX5lncjhBGi49CQSaGrdiPyDGel8Qq0b5X4KJ1QHRAzwcjqA28ngtA2dkTBr5MLc3hsPUFAczzdRntSDLEpE/60QcibdZNGBtBoxa90YAXCyZZTF1bnUKXIXWUpvl6NIXSRDDwkbX7nLMIPjcxKrUo/83mDGpvHMMcAiIRUm7wQZGs0xEI7hNpPVDdcGrKF/18+Dn21InYrHF7RiATBYWDrrTmhwgmdkYhnH7WdNDcl10fEovREI5x0TF4NsAXG+Ugo5KJmr9k3VTaTjHfLm0YnbZlkr1GkafxkJcfzcXNCG+romzeh8FFihP/a4VGxR62pKUEtpetMELO0Vuq+6W2PUWx6jfAdjFToeRpDaq8W0Ybt1BM3WUtlcrWAS3Qe5CCljr+rGhhjXpLAoV59S6sTcs3SiKrYIRBmdUwPjvCFR1SBl1GWOoTZkrH3pealgo/T9NRiJMdrSmh3HJqLTZBRG8lzjxEwSVdgtVsZUHR6gG3ZxtPcw1pMVZ7C8yPcdYV1yySU4ePBg+fOVr3ylfO/KK6/E+973Ptxxxx3413/9V7mpnvOc5wirQ924TX0fL37xi8v39u7dixe84AV45jOfiZtvvhmvf/3r8au/+quyP2sf+tCH8MY3vhF/+Id/iBtvvBGXXXYZnvvc5+LIkSPlNm94wxvwsY99DB/+8IfxxS9+EQ8//DBe8pKX4JG0qU4TP3bFuULAyqhGrUrl0AHVm2DDjQ3Em0bINsfw5wuEW3OEm1kPKtDZDMyeB7S2aD2I0Ua9DkHeuXCaHHMuCkYKwh6h/UeaRzHFcqagmhmas8qrRhAB1SlIOUS+O1tvl9WslyOYZr6/iqZK2h9jJptWRWM1yiUjU2tqcdmqlBBTS6QRyhMPWcTUoFnlc2JsVhGcOhid8MSx0GkTFt9kE21DIsZmy9Uojo26TioRB52eRiT2fPg7HY9dj+uxWXorRk5koeD5EdHGEwrCvhyHH4wUjHCiJpU5+ZlWC62gCTefwZS3DZfvuAgbOlygMDIx193CiEsnpE5F03G18SzH1ihLW8i5TaWJvDyjPtI8jeB4/VIihGlJNAZSZyuLTfY8TQRla11s3hVyWMmWqcwI03tKLMv0rQIwPHF8JmYRpxWj01oREIStnQnoxDgtRtEZYfMZ04SGTt8oZcephygN5V9K1I9SpiHZH8XoqBJAGTDNx+ttWTwMZkavYxU6W1yI7dooy8Qi4qhEUqosUI2p4m9yZEY4NeBDckKryY+8Fc7a/JwJNSzP87B169ZTvvfqV7+6/J3Rz5/8yZ+IM3nggQck8rI2Ozv7bffx7ne/G2effTb+4i/+Qv6+6KKLxCm+/e1vF6dEe9vb3oZXvepVeMUrXlF+5uMf/zje+9734vd///exvLyM97znPfjABz6A6667rnSS3NfXv/51XHPNNXik7CXXPREf+tSNuPPBQ9qMaxBbwpTQNFDpBGhtbwifnk6yBcKubkPVg3CGP1zhG5EIFpnNxGk50UjDw/6ivE8noE2y4Qzh27aIY/SKpJZjKZIaVCMXtoBWy0chkYVtjM3ghCprHoU50iEdoVGuNfUB2ZTPvWZWSrP8evJ7CalevaYrSNIqQIgCGZuPDYO5EslWHHZ2VUzqIXFaUisr4DFNBQez7TbaLQ8PDY+obpShQ2K6K3OpOMv6SyIpNULCCQ6AqW4I2tI6Y/YfCUxf64VBk02zI6TJtNa7AkZBfFwoPBhJmkxTakAzaIqESZRkmNvoouEflGil7fsYJmMZd21A1mtf0UZpJGcnD42+NUWm86zSOzGKIsME6ZHkDhAC3iE8j71SGqoIrF7YK1zkoiyskHLdryuQ7thwNNL4HXQIeijSDSjHwzqUOFVG7U6GVMAilfGcdZ+6TucFCvwhxlloUo7anjGOZtAMl4VNg9CIKG0iztj/5SFxSA1FxvZMW4f5udoyghGWyx6xVWAf628q58LscN0faa1LRRy5DOiQad9ofK3mjDJAG9a84j62z+75AZ/uiT3S9n272XvuuQfbt2/HOeecg1/8xV/Evn37TrndYDAQJ0Hns2vX6uY8puo2btyIq6++WpyMZYKmXX/99XjWs561ans6Kr5Oi+MYN9xww6ptuFrk33Ybvp8kyaptmLrcvXt3uc2pLIoirKysrPo5XaPK7xt+6TrMTLeMIq055pDRQgNkoGluytGcJ+ggl/6pdKyKqFwocwHY2mDkQAxXUMk4Xq7yyQMXmzSSTvhMGWovU6jqu56lFHeME2HDsqKw6AQyLxGnp1+g0hVMQfEzrXkSuOaro6ca3FEg9lwhmxSPZY/XY9H0X1kjsStimVQLiewo914C0iTFyMnW1C4sg7qZ8KVm4xZodVzMzAQ4Z/sGNAI2r5rmMJlUE4StZaEV4qebnZ5w8MGJazpQeo7KcVelOJX+KJJ9OA1C74n4o+PgZJyi01nA3PwDaLUXTWTpYHHYw+JwAVPTh9Dq3o+9i/cgzQZwCu3BE7i7jT4FIKExASdsxdDoa74boeUP1WmYbTS6JSCHxLR8XbeV45PFDZ2VcgGqY2edRnOmGgHxtwyFM5TIrExplnWkDF6wqO8ZJyQLA8X9lJFZmRUgWEacGfev3IGOO4bHnsGM8iQ+sqSJOJoSIIY4jyzAWCihdAw1glOyZ9MrLlatebQWla6KAio2fWtCBm/Tp8bvUuokJbEzF3Cy/wplKIssi/4URCHBRwXO37K+mNqLSUrwezPWilhP+tSnPoV3vetdkr57+tOfjl6vV27zzne+U2pG/PnkJz+Jz3zmMwiMPDztLW95C/7hH/5BXmdd6Td+4zfw13/91+X7hw4dwpYtW1Z9L/+m8xiNRjh27JikGE+1DT9r98HvZCT37bY5lb31rW/FzMxM+XOio/1B7dzdG5Uc1WaF2NxLTr2wQGf7CN0dhMZpL1MaN7Qx1zSieE1OtEq/I3ITQu9TPdq89bha1VoDkWRVGoj/Iyy6wdoKaXpE94j/VpB0gjYIS5e1qDgdm3rSY5LJMSwQTBM4YaKbFiHqPCajVstjp+OpKwlXGBHTvBxUD0nBv6mQmyNLqiW0P13AbWs0xW1WEf7KctuwLpjdu16GzOmjl6nzYNRE3jo/WIEf9NGePgwvHBr28UQcsESwFCbk33Ro4qiqpbz0tHlKU8TvCsIVoStidOW5MZrNZbkGzeYiOt0j2DA7xmx3jLn5B9HpHMaW6Xl0gi4CMl5Q8ZhyIQY4ouOhTsZjDYnHIj1KOQIvQejFgoSjIwvcFLPkAxTKJB1rPxjAdUaGSJfhUnKCEzQwfJmYuf8Mod9Hu7kAzxvA9wdmHM2ZFnTOjNRiOMZh2bGQ6EsYWyoHb8de8CBkpReYvUmtBUtw3AhxPCV1LOIDo/E84jTEcEztN12EaFNyXh6nvZOrxKiJ3MwZVS0Vq6PuauFkGBTFwVm9KzoshcfzmCPTmFVpY1lgBjDV2oDp5up5Yt2gBIvT/HmspwSf97znlb8/4QlPEAe2Z88ecUCvfOUr5XVGXc9+9rOlNvU//sf/wM/93M/hq1/9qoAjaH/wB39Q7uOJT3yiRGJ//ud/jt/6rd/Co21vetObpDZmjU7ydJ3Ww8eX8ecf/gx60RhB28W4nwq3Hp8cr5UinErkASeNkdZOzGKSzspXvrTVZtkA1GRlbZVyjTQ9U4KaTjJy76kW3yuFYFXNlVjGlhksNZERtbMihHZVSofF95MB9ap0ShE4uxEWtIWEElFYtQrpceREgaRomDqJroyJWdYpxJ9Slg4ROhwHyBJXwQ8WICF9Uqn0bREMkQc9JJ6DB3vHEFGjyQnhusYR+WP9nYwT4RRciUByNETLydZwYhk7VqbyVAW3mEjSyFBaXEW91/NHCFuLyNMxfNaOGkQFUrG3EEaLbnOE0PUEb0Iy2IXhcRQZ04CczF1M+wXGyDFkKFGwDyhHGIwlnTUy0QAdlTTGCgBBaUO6BI5QFyoYweM1JAIu9+AHjHBIRksghCHPlUFWRydNyuIUE8xPH5LIezCe0ZnfjaS2o6wVOTy3L3Uw25hrHZOd1GlEN7pZLGOhcQqjpAxRoY24PA+NB3nxGZU2jXQJnV4TabwdUcLFRU/dE7MBtbqdRHCr5k693srGwZormVt07OpPggGLlsYWENbB+HmWi8vaJZURpDeLTozjb4BBEu25OGdTBRpbL1asQYS0XiOs0+rDYgRzwQUX4N577y1fs9HJ+eefL7Wiubk5fOQjH8HP//zPn3IfdHp//Md/LOk4ogJZ2zoRzce/p6enBX1IRBZ/TrWNrYvxX6YOl5aWVkVZ9W1OZfx+/qyVMVXxt5/4Ev7jvgcF8cRIpr3BQ6OTI2VtqssUlZkoynSaEUYkOq8uh4vVEYtN/9XZtZkqo9NzA6VzsmzjRAuWOlU2r8JUoKFSKsvYgnCTmEpSXRYQwGiI8HOKGQa+iQTZrsM0mUtpCU7gQJyx30iRWrbmr/ODoiPztGuQkWNxRlmszVqUhXfJDMEIicwYrIOwLsNoghRGhQ/PSxCEKca9LvxQwRPsMUuJmiOU3+f2Y5lYWWPSqKQBzyNgQutfqkHFvqFWGckwakoIDsg96dVSVBqPN0OWEa3Jug6/r4+A/HpykXiOHjZ1Z7BzZiuagYO7ji4gSSM8tLTfEOUaslo00CJYRJgeCswEidSG5HIkriDdpF4oLsSRS87JmBEYJ+1CUpYF3MyX42M9i6lbokG5CyV4kqldxrhJqHm6jOnuAlw3Q5qybkRZDwINVOTRdUfwCFBpsMWAiBui+jS9KRGYLIJMjq1gjW6AMSP/3JXjkopXTlSfr5IhEt8zymbam2NaIMsSoaZqNOgkWyjSNhruED6Z2w1rhd4ilv6+/Ms+PeX7hLoze8BvsT1nFVy+dv+aV+x70vpogRlkzTCcggKkcRrouiEu3Xb5mj3vE/vh22lBRfr9Pu677z5s27btlO9r82UhzujbGZGAdGrWUVx77bX47Gc/u2obpg/5Oo2pPqIR69uQ0Zl/2234vu/7q7a56667pN5mt3kk7N6Hj+CLt94jK+9OJ5BVXdh2ETRdpQQKlNLHiuVJKiZwVHq9hvCqHt7KqmqY5eDjpMTJT4lz2x1F1Mna16REaoBs45BMelFqF+QcMhBiI6kukwTlJDKzrmEaSyKyqh5ge2norEiFUytElCbM5g6ZDJju1FSU39T+JO5HgFqmf4h7DDsr6M4fQrO7AN/vIwiXJM3HaKc900O7BQReIKzkrJ/wOJrhAH4wlJSgNLBaeQwhbK0y95TKECcmE6Xe/p4fod0EOkEHrhMYSXhtYPUwi8DpCouFrcERWddt+siKMVbiJYGyj5OR3IccC6IDqaBr2cLprDpeio6XyITPKIdH1/ZScV42OtZUYQZfUoU6HoLaE8AMnYkln+Vx0OlZOlhOwCStZR0sw3RHnZWN2DjuDPCs5IZC27m9ijLyOlBvihyHJTzdtAGoCGWBTnOA6dYYLd9B4FCUVGuiPD49WiXHJB9hEB5DEC6oo+VY+CNVAk6b8GQRtHoRporGq/vmyAhPRnl+T0YtrhowvRJitJRO9d626okRRKyph5WfK+tewIVbL8Ul29ehwyrMvXtaP2dAhPXbv/3beOELXyhpQMLECStntMPo6f777xe4OWHs7ME6cOAA/vRP/1Siouc///nyecLMGeUw8mKKkI7ov//3/y77tfaa17wGf/M3f4Pf/d3fxa/8yq/gc5/7nKQciQK0xrTdy1/+cjzpSU8S4MZf/uVfSmrRogYZ4TFFye3m5+clOnvd614nzuqRRAjefN8BLA1HmOFsGABxlErPEwc9aDlC+cMIIidbO2HZdqVbOg0DBijqK9J6/l5vXN3GQUj13EaEJPUFMcUUG2e7qk5k90C0Xwy/1UMWd5BRLsLWKYjcM3MDoeeaLrM1JH2D6cuKZw4Yp1ZQUDn5Cspu1IBZBJA0hG2ATpERA5uLc7SmYgyT1iooN6OZZmtR03VJYCIyA1i29Ro3xkyLXHBkbHAxHGvNrWik8H2i+Wrn6Y6A1IaSSv0UOH14jQSJAD9STDXH2DpDqLYnUVWBeRzsZUjysTAocPKmL3YcTxzKdHMG3bAtlEDHBwtYHCyKEq58YxojzhK0uXCQ1Ja6nXZApB8L/YoTtGQUgctG1ur6eKztmJSsBjlKQSQikiUyRVOLijJkjOUp+3uhQBGF7puxF+BKVdeSOI4AldJR0GGpuKikEi2WxmhK8RwY+zJTTIg72Vhm/Tb6kY+FYb8EjPDfmM7WH5hm5AbC5oJ8V5J5SPob0PD0Xj2pzln7r7D351w0MOVpgDSysOB5sO5pyHxXgfYtuUctgS6M7gLfkedN4kLTIqFpQw8/9fiXmoXI+rJCHPrpQfFPSNysG/u+rhadEJ3T8ePHxSk97WlPE5g4fycq78tf/rI4j8XFRQE4POMZz8DXvvY1bN68WT7PqIcNv+yRYuTFpmALUbdGVCGdE7f5q7/6K+zcuRN/93d/V0LaaS972ctw9OhRvPnNbxYQxeWXXy5AkDoQgzB4ogcJ7GCEx88TEPJI2uGlFYEPkxuQjb/+dANRjwqyVBNkqs2H20xRpL4RRpQyj5jckLYBVyaSU6VQ+Ks+joyuEubqpEbCOgd7YZgSo1MMMRIFYFvvoiZTTyaTguhCA59W0xqWpohcbQrltxrC1rK4b7a23HCKOtNGTkqOUO6+AhMyfWcAD1LHaMB3PARdTigRRgONXih4yJoKJ1CusEW4sGxaroCJlLLoJcsSFXAC5WTNVKgsAOQ76KhFcEXQYkVOtnAy5GqRn3Uu3++h1UpAUXU6CdI48jrRsnw/fHcGoU9nmiNJ6QgIX2wBGCLNY2R5UyLKlREjsZ7kqOqreaLVBKXG6ygkxvxefb8+qQrvI5vGBfydC18ely1CWWSUaURKvga0YVzDDwq4wB0izTqynU+AhIkCzXBJ+pBRDx1xA4osrKZ6Eth64vyUbp/X3QLMNc1nbgQZG9GfcgOcveEc3H7oIAKP0aJpEWCdM+hLxCupRenZIuIxFxqkNB4K8MbGP37N6ayCEElU7+mixqICbbpQjk/vJ15lGYdyEafCjUbCrezpo/5VJrU2hc6LQyyAudYcRpaUemLrxhpFHVM+sVVG0AWjNfZ1MUr7fu1/f/VGvPVDnxKpkF4yEsSeLPRFgFDlIcKpGHlOiiKVjc8I1qKUepeaRBaqXeMgqvemlP0wBtosBffKlXDi9l0fURRiFJE5Y4ycdQembVrsS9LaV5pyMtN6kjR7ms9LhGX0qCRCMkWpZAhhYLc1KutDy7+5EhJl4UraXcUYqYTbF0c035lGy/cRpTFW+il6IzrRJXFYTNGJSGB5LrYllDNSoOg2fwTP9YQ0Nk6VYy8rBjKVEWhA5nE7OXJck2S6XLW3wz7cRoomhSYFi6JVGLtSH8Qh+lGInXNbMd/ZjHuO3YO215bv60VHEGV9AQMQws3Hp0MYvMOeItNjJa1RPmZMapcpREvoWjdJlzONKDVJR5xbKKk53ZIprUGmzljqbHJ8BC0outCCZVJGaIWLkAAJSTHrbUKKpJgRM/9NunJtLRqUQBQ7ptI07EZVj5VBzDCd5zrsZdPGYgIWtk9txo6Znbjl4QcxTo5jnPoGsKGOlCCSLHPRojMj8a8mutEbTmE03IzZuXslFUruSrJZ2MnHOi4ukNh0TE5MLjjJCJ8JGlLlU0inJOlrZILErKJzo61mut5LKrOamUQ2uuEUds7uwv91yU/jqWc/DT8q88X3uv/H/+7vwz3NWnsWRbj1z/70h3asPyxbf/HwOrGjKz0ME8qLu1iKBmZlXyEcFDZOotamOqrIkLpyBS7Kuw3tE+Xq2sDL64WoqhmygcAjYEBTbdafMSLQGgopa8gbpySpJIYV1JykZrRGQUQdj0FF3VTgT0lmMzSE7NSuhc0jzyZVToqGONYKTJqGF7GUkQeX0ZYknTUbv41u00EvWcFgTEZyyms00Z4HvP4KRoLis7Lv9ZwPj9NUzqSgrxIh7KOx6bV24KMXcXI1yEo5N8vEwOi+JzWUwIsFpeY2PHgNSp2Y/iIDoRYYNCPeRoFDKwcxTjJESSQim9xtVFCoUT8jWBYnk6hJIgYDq9ZmWEecUVM0mtQdSqNr7R6hQ8gSH4OUDsmX4w5brK/Z3iFKlzWQCHBQIx5GumUKzKR2eAo8awnKa4CG8ntcspf3ZLEiU33CSNFGyyIYTxJKgACWEt4pcZ6eN8ef5yY1Uh+jZEimvhIaTgucAl0vRz9jlOzJQmApNUsNgTLqAmI4msfM9IIkD8jgngiHoLnMch/xGrpKK8b8sghV6rMROEQac6y4MJHlmdAuWTkUZai0rBiVZIh1VMri4eLcDecJS35IypR1aIXRfTvdfaxHmzisNTbWaz52wzfxb9+6A4uDIXKmq2qpMZvaE1omMk4Q2ky9J2pIGUoi5uwpXEhQhhVNLHtRZBNtg+Sj2QkDJBnVgDPRV6JMiBKJZgIGED0iZ6qEFGvUVtURRPjRsBRwZud26iwIWMhRkA1CGCksOtE4Ku0pNjtZXTC3xW2Zp8yDwRTg5bt2SSR4y5HbZcLojTxMtZoYJn2kjUXTUGo9skaWIrznEODANCejDUYBZKH3hCZoFEcSRXJilcnb8O6tTp0qA4Pjs6/JkKjSaYkUiJ5v2YVl6lXS15M2cGzA42ogTmNkIKpTtaek9mN6qthF4Atbg9FsMn0ulLlgulHWKYaw1S3rScAo6WBx7EoqUFgm6tGCOKIGur6HfpogM8S5J8pC6LrF9NyZayAdb7XN2LyrkX2ChjhjRV5WTBg6TgQ5MHoTF2YYzq1XFKdbNDBMMnQCgiAiAZDo4oLOSmHjdLCBkxuW9YqCl71egkgs3FJKROpjguDUHiqiDh0efaNA4JJai5GzOjRha5deQwu8IFuLyonQaTGy07u3Vq+qOS1hem94El3xfvG9AOduPH9tHvqJPWI2cVhrbJ/+5m34yDduQrcZ4tytm5CmGVb2PlTl6a0GEBt8OWESVWxV6kQbSleH0mybOMIeXiGoLO0OZ8hYoiY+yDnXsSQDTRNJdUktwq5qBZWlq2QCGvhRG6EosMI3khCGxVYmL4Nc40PuERSisGKJapjCMtmkEndxQlK50v7T6crzldbp7sNHJKKZDjZhMT4itEUpYqRYMWABOgrNIeqkyglaWbxlwpJjb5pJi6lN5Q0kqSonI3UZrMlVY63RkOlRE0Z2RTIqglXh9rUjLyOPTKif1CG1/A560XKVljIEsVzTM57iSj/KCommpJ9KHLYiMDkRt1hnczR9KFN4Qb49B8eHTGNK8k2BBk6GJI3hkaXeIjDzVAhcPY/pwUJrYidBue3pUoo+x4hgDsOnp2TnJjUq40mAhgI7UomeuQjQ9LRF3DH1p4sruxZRNWUe80NLCzjWH6LlsX0gFufE9wT9yJ4yV4ElQ97LZsEg0SLprsIlZXMx95u4RrMai9k6UbjwyZPJRZZRPSbQRSJpYYLXa8vapQwDF1UNKhNU6U2NrjTKVaYO00to4kFu348HuO68n5A61nq04uRulx9oH+vRJg5rDW0QRfi3W+9E0/exaXpKXvOZHvE8qV+Z2EWY2C2wwSgdiHHiIKSdRn+TRpTeSMS5CVGs9NNAZC44AbjwMU6Y7iNCTuH9LLJrM6bC2smETmg3P8vJgavoNCKXG2taKZKoqak707BqHZNF5imsmalEXQmXqb96Hc2ewgllA9lMAAWUVIekATvNEL0hGbM7mJtmimqFurGC8BMnwpQQe75cLZLJGJlUYZa1DU2S9hy5RRvTIZt2WQMbK4LMOZHT0Eal1ruyNlMR/FYVP4s2Y9rIyMyb91peC71oqXRChJ2zD6k8/4ZGCJykfVnJl1MnktxBS8ANBD8wqmGarYFB6iERVCgneq1RciExyoDQiBSOM0c+LxM+m4iZ2qRApeNhkJAyqpDIlT1FYzkgA0LgZ8V5s6/LLSm3GNkQgKALogSB76HptuXenGtNYSF6SJwwt7NnQHPhynGIY6OigM+aZ4o876PFZm6CLMy2PBdBVdYibh3fAn7YlwbyUeqiS9Qk72mB3mvHGvu3isZAok0B+0ijNRdh9rbTlJ9GsvpXVlQEiVblWFoyDHhIImvD4ajtFwmeed51+IkLno11a/kqpMoPvo91aOuTsvdH1O49dERqV5umu8LQfnxlIJMDJwbh8xPVU0KXqUdlWKiFAcFItQdGCbdplHRZbB94wvqgEg4FyHJFzafQC2VVTFSWKrOalJ04PiLiyhlbJn+uOVmninotpKOm/BuPiCQ0kG+zAtfaj0GilaYs5UbR4mSrz/qmzqQQdNOrZZFzaYr+eIysMUbqRFgYLWGYLSAvOHmpM7UpH1HoLRnGeWycwOhoCRBgHY4ghxTDGDh/nmwFNR2RWohVceERLl0xgo+JGDwxMizFNAVIXtJY2dW5/majK8O6XsOBc//jzEM/DowilTa9jimimWeI0zFig1YhqISEtsLoYPrByL5RODGirIFe4mEsMh1Vi4DWugL8pytfjtnmrFHq5apTJ2V77uYoDRWXTtaa2auW5uLACf0uIkl1jnMyXujxMFKi/0tTR37GCSm+9DoT5NIJ2gjdDuLCkzQkof4SrRNEIgAQC6Ko1ZAkfciIOBEJEUlfumNkzghpIzKOeyhtBvKMuKS0ytHhgkf6hpRzMTBN14yn69ROKJuoy7OVRms6UEbgRYOAE6Jg2rh4yxPWJZx9YpMIa00tTjPESYq79x/B0aU+klSjFNZXbFMpH6lRrArEJZaCzsAIIFqnICwUQnhL50ZJe0ZK/Dy7SxihcCMlvJUUn+lRElgw0RqNxIAo1PheMgyRJZ4Q49I5RCuzcEKypivkXKMs87BLNUhRXjrlqHy5Ch1WMHP9t6p1kM2jrAiVsrKaakxINlqMkeaq3eS6LJ4TMm6dpUUiah2PExUbgXVvRvxLaj2mYbRBmfkR7ju+1/TrsO6mOlAWJSnHIalPhTFIushMqFJTMlvzNUpexLkrfVF1wPRKvKAgbwFZ6DsitV5jURCFXaE8sidtx07lMzh50rE0sgy+18QobomDcyUc0+/xyVmIAiuJAmZEwapGOKys/CGizMFPXfx/4X/d/CHkBIEYqiLB+Jm+L/nV+CeRTzF1M954EtmI09SbUAE6qnbNSV0i9bJjyTQFG9fQCRmRJViJFhFlCogo3AJNqXOpDpXch+a+ESqkcigVus//DfMYvsu6l55XLAsA63KApizslLndRnACv7eOl5HwKmLe2r1ov7C2iPMdyr2oJtgth27D7rmdWK9WTFKCE1sLo5zEkcUeen0mZEyMQm2fOMd4SKl3o8zLGyZTkUSVGrHCjhXKiSaTlbCyO9JvNNNuYZCuKPVNwjQN0zFEmoVCdUS4utYHDF+gSfMRAUZIcxqx7qN7zymeyIhDGNuZOqr1O5mJyq5UCTrglCUOh+i6VoY8pTSKbW4miIQaVFbnyiAJrQMu5xMyyHMiL6TBVyiAyjcbtaZIIsUUvkwIvKVKkmORqMI4IkLykaEfLxpCVcHKmWZqrYEI+rF0Ikw96XfxVUY/QpKKBgZJgJhUQobxQXuJUtWIIlOHy54jmfnNHurABjpz5drTq8dFA2tgOgET8Zay6dXxJco8NgwwGitNUkX7yvSVOWYhLRayJeU9lnE0brvh4KaHb8Xrnv5K3LT//+D+43ernIpM4LowqIAZlbMg6EBSbEzvCouJRToqrnFptKzEx4z+bZJXPlO1VdBRDKMxBnEfqXGUbINnDYlcfayJUbyRgIoyqjWoRomezd3NiIxgFJ6L1Rizeml6XdnvpfdiWkuJal9W1Uch7Qg10Izu3TxHsone6/r8+NrA7bewMOT9sn6tMIrkp7uP9WgTh7WG9uBDC1hZGSMiOo9poKhAEmVlMzCdD8XU5UGTDlst0Ev6zzx1JZy74rOVB5HRG2sIjmg6RRiNCvgtQpTJzMAHlyk/nViUbFbTZzRpIk7pBBTqTYciMGZxXFqvyaV5mCvuEksuky4nEiLGQvZMOSmGmcLErVIwb3y/lYhgYhoFxtuq1tZqZ8XztyKO/NdS9NgoSNOadFSS0iw/ZKopoqwbSsqqDk4UTVsRptT6kkSuRJhJilPyTuVUJp+h1IeJaIgso9PiWLFfSfqbZJGgrBj8TrJfCD8jGUPo+EV6w2wn48YJlQ7KOivTQ8XGZ1InCSdggXFGcscEaRogjhSeTYeo+luK4NR0rl6nEiLP62QYT7QeV2AUj3D7wVsl0mn5bZmQCb1PithM11aZ146Qpj95f1RpOjPeYGrVHH+5YDGUTQataFWBWQ8apcMSHWndBOtPA6YDE+3zkmDWhIUWL2SdoPQYuuzp0vdtKzApm9Q1EqFYXV/bCCwMIVYPq2z+s/1o9m/9VNndVd57BXrRitB50UmSgmtdW37m1rAmDmsN7Z++8i3EvQJup4FxkiONDMLPPjgyL2lv0qbZKURpgsVoKI6JdSs6tjK1blJBwsFHiHBe4OhKX+d5j2g5B27ACUJX8lq094xsA0152GRiMXUpTbORGNcAK8ycRuAHVX5lIqpK91IzIkJu80xHEH20ludjaTQWzkPCmInKc0OmH5WmXZnVT4C8C4w/h+tr3YcMCBZKrQ6Kx8+pi043NOAHnRCVtJZOkuATZQ0XEtTSmXOKI4UTe4OUvX61DL2N3CyxrVkkmEmUDN8EPyjdokE1Og4Cn46GyD6u8tnNrX10aUZmiKJMAVaIfm3Y5bWy35mQ7b1BZJs5Fzq4lC0EUqA0w8PXuTBQ5KBGZ/pa3dsLk3/ewPIoxeHeEr52/1clddf0WxI9zDRnkPaPYZiMTOub9t3xPhHxR+PmS9oqQ0rMxROdXpSmQjVl+C3M3E9UKMdA7y8yhlBipopn9MzFOVI40iBLbUtBsQqBqUaUKKNa+V36u0S/VBZX0tBsYP96rJYLUI9Iqq0ldzOdOe93Q9hsvrfO9FE3jdIaWImW8bhNEzj7erWJw1oj4+Rx30NH0cgb6BZtjMaVRljZo2TSQ3wQB8MIUczoi6mRBhUZBNYuasH83cCROZerUjAnSM6CDTg5URnUkiJKw6xezZNcPavKrl32VTH9Ql68SCfEukMhGWwQDoQaiek4qvJKDauRYLo9hfnWHHx3iNlWLCmtXhSB/aROEMGhdpTAzc23mghNdbK00EPVYzodGpks2D9V450SZ8LvT1nXsZ3GJ67P6dT9vp5XFkgiTb+CoBIGhoYE2PIO6reVqS9F9lkkpCouCzODLAZsulAbZCWALDJpVCUoQaJRYZDQRKkQ0cqkqY5H0nV2Jq1dAS4mCMMn67x1zpKeFB5Ak7oztT86dN2fUmKtTutV+yQd1ENLR9Ab70PguGj6LobxSMaNUZYFuJTXXRyQf1LfVnmk0g/GOqGKTFYy81obtc3k+ll7PcxCgtfaIBqVIcWk/+r3l3bTmf1KlxybALQeKMqfhvhWxl4dmrU62pB7FnFr3lJZA0lKwko2VmvDvKADa8wXldtjLUxbCvjsMbW+ekGz/qyY1LAmdrrGlF1EiDmZCYjhZsmKsuTlTK7/JCS6dRpY6o20aTIBEjopRiU+HUoFB9esIdNcldRqRqoe8wCnrF2xZ8fVXP5qnjiDkMvZx2ImmMBBI7F1K0XxBc0hwimq86oUhtAc+go/9hpN6VlZjpawc24Oi8MUW6c3oDdOMUpSRBlRXTX5d5fNuKR04vep5AjYIC3OSicmP+gZ3S8rmUyY/kDTY1LvqPDkjKgkVSgsDFYjrAd4oUSTdCKh78L3E/jwBcyiZnuOdLIl9FrACIo+MO9zfaDKujZlJdx8joemHyDKEkT5WPqgBNhtamexNGQr5LqeXpQIS5roTKO4Mdm/CUbkOwg2oQaVRC7q1NiMLDWcMgqyQIe6s6r0qthLxAl4nI4wSgiN0fqdOD5zLlL5kZ4wRoqr71XhKTQAIGnGFr+h9EsmODIpSZur1nqepCTNMekw1qMsfp1xxuZzZZRW+EKiLITGOfkr6USqpmIFvdSalI3DtGrBTK1qelSdWiraXPzdtl7kpVPURnMuDBgZm2fPRM+8t3zHxd6Fvbh4y0VYr1ZMmC4mdrrGB2zDTBe94XE4grLiQ6j1nrIGbScLFuFJW8O6U0YH4aLRa6CYkl5+sNzhhrodBRL1gWPKT2s0iggsQVDGlFbCJFNK2iVJhckKlBFCA24zVwFGKbDnCDpk1zbFaUM4SjaKmSkCNAaYaU6jHYywPHaxbZZquk3MtJYRZ4tC3iORFsEedCYBkYyprMyTSMlmCUG3k27YpGMcAVmInAzqpbz6WIiAZcVuGpdlynaJiGSaiNhmnfCESspJEQaa3mv5IcbpGKHnwXfJn6dnojB4ZUP3pR7FuqE2UScmkrGIOmFUEHi/vjhipGKA6SrwUS02BGJdE9ATh2PqP7ye5iqX9wWbXq1P4wQr6tCsazEtKxeIVEaG7d4KOJbRZ3l3rYoK8kYsoAzeGmOp2SngwqbgNKXKlK2HmKk6s3gSZB2xn+b+VMdlgRp2EVPuoVZQ5euWh8vKylilACNPY2m/CheBF2LbzCY83NsnsPhE1KYV3MJGdp6jtg2Y6LLWfmAErxELnZUa70kLrYgNdRPdk8rcsxFaG93tENEJ+y5BO3SMTFUqSwpZaCiw+ck7PykLvOc+7rmSTp3Y+rGJw1ojawY+rrpwDw4dX8YwJpu3wa2fkE+n0yB4wqbRhH2BzGwjRdkJctwgCQnFlkV7xt+VocGixfieRzoDkVrXCU2pb3TCqyY4O/lotEH6NEHIDRnZRBIVWbYBq/PYCgLMdtrSZDlOhxjHGUYRdadSdWjeEpJ8KNGHys8TrcjZzhNAguxHNKnkywxaMIUbUEyRtZVY0Ia8/Tx/YJaMrEcwolImC/IbWtkLiQTYTGxW03TcFluX5UPZbhjTydThzYouo96UFPENhRL3TdJU0/5muAg5+dFJUD5EJ7C0iGWis56Eiw/LxK6IPj0maVYWBhETdZ1wXxgiJk1vCi8ex4qOnOrJrqRUbaxRggdq9SG7l/JaCgMIb4SmsFoI8lJWNOZm4zGb+pQ6OqeSeBGSX42mOOVXi2yT6pOPnIKlt0zPWsSmpkat0zJwWFNzDaSetrGzEUujBfQTq/MFkWUZZYvGVRl6F8OkzhCt7EkXbkTzvSbiU5CGpoCFlZB9jcjR8lwErodhFhn9KwXgeGBDNdsUGCWru+NnGX11/DY+f+/nZYxecPELsO6sOOH2+EH3sQ5t4rDWyOhIfvLqi3HL/Q/h8MIKhhGL7SaTbpgTDLCpoloycwRX7sKMZHQcHeO4ZFYm+jxVBWFhpLBmJgmtodTz94w8TtUPXk2EopMlC+vVeQGmU9qhOiud8hrGYY2QJC08tDRCgmXS6SIImwpr10SMka5olNBpBKxJVcfBupVVMBa2CH8obOeinVSOIetUQ5NqUzoepjStVIiel4Hqi1n0oAFwmNqSou5EPEMog5h+Eq45kftwZRVf1ohMVEo2EHUrZMyoo8+sW7NjyEWGJVOs637xb0NvVRtzUkYJ1ZVpiNW2AqZpycZPORhtmFbAiol8v4Op/hT/9ZBIVKggE15KxqWkN2K/kqIuqZpMp09gCxuxjcaUUTG251TRaNnISSMvq75s3HrlWMtsQW1MSM/kuxLVsYMsTvS8mFplGq4TtsRZsMabFYFEnkwf04R/sJEhMk3LjBztcIsopeNgxgP6mfZlyX3qZkK2y2vruOKesELEowF78LvGyVAj3ArGIchKAlNYl/33/f+Oa8+6FvNkX15HVhRrAGtfp0WsicNaQ7vycbvx8z/xJPzjl27G4eUVxCaHLn1MskRULj6mKYigkCIwmdY5QQZECVrknKZKhMMvJr1SbQFts2amHGOBCfWef/VDpihu4N06+Vi0VA4v1LqH0BBJ/YX9R2QGyLEwGKDpkRWArAsUMQzhIRSnQ6FCoZVySFWk9FNy/HRSggpRkT5RPnZXpM6mRX+rqmxRyRwHRlwWFMKTZXpHa1lKzaP9TPTkTHtV3IWWGaJSam7UajPCaM79GzRh+XpJ9aQMFjKWcl2YrqLm00gmXGvK3FC/wgpFt+ADOjnpGatGvhYRKEuFRJuyDWuNxkFSHdjCRyWqNUwlNd7DU1n5jtA76eTMdgRXaL/orPS8MiG25fXOajIoGjkqCs+64HrPgV6+kuG8pDXRfWpPn0ELmvEtHZdcC6ZkXTx592W4ZOvF2Hv8gDYYjx4Q4uJ+3DfNBYzKU8Btw21EktojtdSUR4CKAjiUh93ARZwc856LtutKZHxUnpscHQqeShqWk3eGtt9B6Ds4Nl5SJpNECaGF8V7EJ1X1mg7u6MoBtNxAkJT3Hb9v3TmsM9kmDmsNjQ/5i552GS4+axv+7IOfxpdvv1cmSkGysX7UcNAMfbRCDwvLQ/RXYmHDCPiwCqTbpArHBTzP9J0YjTnWsmxkZqdo6acqH22FPVuwgTiwVehuq63F4yS6TyXVuRo1bcESOaHBya2BfkwY+0hooOY7XTTyJh4ePKxhn0hFaJpP6gnCsHHyqo39UKG/gGg0X0LSKmLcEjst48Z6FQvz9n2R7chqMicnzePqhA3TrKGTMmk11tMaXO2r81Mn76hWk0zqdBCUZOFnbEOypjLpPoX2ivWRPEOajSkDqdsIs4jp/5FMmNZu5JpIXcxcGTp/V2tvSUY6IrpDEvRW3HcK41YJD9tsbPutTl78ao9X6WIKcjMq4wmPU8/Jjq8ZA0rMF4EgTK3IpzJlGALfWvrS1pBEL8zoZJVxlYGZay+a3f4kFIcswq7a/US84cd/TaibiDx819feh3uPHTDTDMeXTiZUbkl4aMqigswlbJ9wkSKRtK3UsoRUhWS6DlouIzDeIwU2BcAylaVN+4ZNL0YZ61SFbDtijThnd1lDyHg57nwG9Tx5sTIcXH4Q892tQqi73qyYgC4mtlbGCeSCXVvwX172bBx45xIOHF9EtxlIJEVRumGU4OiyrjY9v4E0JkNAJmzmugPW4VXI8dvlqq04HQlp+WMlz9OEKr1Ke2Rn+Hq6x3HIKUggh06a+uyGcLyxRiukyMlUtZY1FqWtddEMGkiyparuIDM0vzcWjSllRDAhX+14VWyQoo1EBpK3kJyKnPQtRFrZwwmf19QWHYxGnPaouRo/RTvP6jE3E7o6MGVxoEIuoe5U/uWEFXESEwJfdS46LyqkQlNoGqcywkzyRCbgpEgFzMEOoIKce0UmPVtaqzohQimPWNONRI0KsMCkA5ka3NSZxfJ4AbGwQtQ/U0UzVhG6Gsx67UhBGa40GStLuk7uZuouQRLKoafXSSMrlW6RmM/m2srvkXWSMPirBL0iH+2F1KhftNWsjlvtXM0ti3M27sEvX/V/i7OiffPhW7B/6UFsm96A4/0+us2mYXNpoBcvYpQuI0UKj6SBDS4mMkz5VA5w0BMkrNYZQ5Es0XuLn22zhcEQGmsKVFnirXlcHJpYmk5NRkEiUQt017GiJM8gWsJsaxbrzopJDWtia2j9cYT/c9f9aLbIz5bjeG+oHHRSo9CHn+mJdstHL4mFw01g7QIcM9l2Rla2d1QmlELAGNyGuACV/GggHZPZnCS4RBeq+iv7nqqaS3V3C/y3BFno24xsXM+EcZIiSwS1Jy2bbNItchwfHhfkXBUYKc2ORj48EDoCpUAXqXpbHipVcem4WMojwwB7ftQ5WYl2lRKxfUlc1bMRWRWQbTPzqUxTmYQqZ4IEJGN6zH0JH6CyfDOCJCsWe7AqDKXCy20atV7P0TqHMpYzSts2sw0LgyUMRbTQIuTM+FW6LyUy0yTI5BVJ1DWsjleBo4MjyszBFKnNz9Z6zeTc5aIoNVTdIUoUKpO2DXOoJ+Wi6bUwzvpIjeYLIyd1VnZbe52MRpjJK9frT/aaykgwfcmUXclkYSGOtm0CJ40D7+XDvUP48Df/Cb94xc9i6/QW3PjQN0URYMdsBwuDBRxZIRqVOlc+AreFIksQNkeYaU1Jc/pMcwpZvIgHlx+Wc206pHwiw70uOJRCyshLyj2iFO6VmIw6w5VEVZyFILcG37dXxu5LgfK5fO/E1o9NHNYaG8lv/99PfAnfuPsBbN4wjUYzx32HjyFOMqRDrri1TylLyDjuivNhlsiq9lqnZQvpFuHM+UionZoNJcYVQlcGCYzS2IukkUOSUja+Wk3r5GxX1lqMr9gAcrje2ECVG3C8kTC7S01FIMa60mV6R4lRtc5iG16VLkiJdFXavCkOiNBtW7C3QGvOL9PtEHHeQVIsmYm8KXWqjOwPWoRSp8oJm7ksiRxNwd8gwCxKTeuBLjoB00M6RsLnQJJdjjHh3BIx6OpanJXtRzOgBNVkERXBWiSjx8vv6gZd7JrdiX60ghGlxSTVaimzdAx0e5uSM6CQmpVpSx6D1JocbU+o1d1K+LxF5pRAiKq5esvURhHo3DO3TUADC6PjyulHNemc6TTDyyjAD+0ZEzkRIk3LJuW666/rsKx+XWi9WJMsT5bXRIU/CfZgUdWCM5jO85xApHVueuhWOavffPqrsThcxPLwCPYNDkktV0l7A0RpBMcZYCoMMB1Owylc9McJougYmlgx7l7RjLpeM83Uhk6YCsWJiDUS+l6R5UqPHNnyDRjBN5fVilpqulobxWVkHaYLA4xi7SVcT1ZMUoITWyu76f79uPH+fdi+YQYP9I5gf38BjTCDIw3EDZUVUdU+jTRKVgtL/KqM6FVPjDHWV+ICjWnjAgTUkMMPWSPhA8jmTEvtw94fApc5abPAHZfkqtIMaiKs0rEwbeaNy5W4HpslzlUtrwpRVpxQbCc8m7BGT2sgUjtjyo0s8JzIWSvTrUfxWArwbHa20HvrIOS/Ek3l8Bo5wiBGP66ABOos9XZV3ascLZeRlYIjNAJRHjrKsxNcALeLlYjOVml/1M9YIEoFIRd3Jn7FqgUr20SU5rj10D2yWvBcD7nTkOZwC18vwQilnSoWtHx8ysvICJS9QxLnWfJfcVqaEhTcikFDcjzIb8h0cj9aQG/sYMvUHLZOb8a26S0iVX/v8XuEiJZEyHo8ZoIXtFwq6WKtYVkzfBbljHUyolT78dTZV+fEe0qBF3o9NKJxHV5rjUqXR338+75v4qYD38KBxQew0N8vqD4OaeCP4BeM3NXL96IujjTamA6G8L1pYb+QJm1BCTYwTDOMWSsk40jTR0Cm9zzHIHHk2vP6WiVvGu/QYVxFu4TRK/WUebxspCXEui6m/LaAMkKfvI7ry4oJ08XE1sr+/e4H5AlZTHo4sHJYCsl+JxYxRqGvEaCEzhOZSW04YYGCDEdaDxanRQi71KqMgu2qm9SkkvxA+6KaXqj9XS5z80b3KiFruo+gRW65THqupHYjdDsWqWfckCFfVVJaA/m2fV2S+zErfXFmZPEgRNpGaQoeUGh2Rc0kRW46G3IDsu+KnHFZbCZpu36uWDyVO1AjwaZwBxK15yDJAjO32mijYsJgJGkdqSVGZcNoO+iIdMYgZS2KEHLtW9MpqxZxmM8yGmPCUMEqGt1s6MzJ70vjZWmQZvqNtSJZtcvxGFXmMm12wurCXGQ6KEmXSqpNORNLSEOp92UjPqayCPlWZgkuSFhDY/NzlI4xTlzc/NDN2Dy1CWfPnyVpSqLvpsMZ6dMbZ5FhSmeEwvNhpG0XELYR2LZB2OjJ9vBphEdIOtWNi4b2hwlHXznkBmBi/iIqMCCa1CBFme7rRQN88Kb/hcXBQYluypjRRORSP0pDIQEeJA1s6U4hyyOhmQqpBJBlGMYJBpalAsBSmmGT70jT8ChroCPqxhUulteXSsyatK5Jsqz63YLyGVkRAcvnpontM+tQZiSfkN9ObI1scTCUGsDdy/sE1uuFRu+JN4hEQKp/ZWHu8idpanyFsdOavodESsqaMpLOHZd6STrpcDUpbZ+SFmxgXDDKInUN61hEUzkqH0J9KH9cY9e29RrbP2UncF3ZSr+TTaHYlb5MMoZJwOynyixRriHFIMklfViJhZj0lqgCT8NpHEFu2MhLcIGN1gQmXo2F7aNiId0nqMNEG8pVp05WRTAN4zdTP+ZouB+/4aLjt2Q1HrOw7zINZduMbY1wNWBCuQXVWWkdycUgolYXhOmDqcGjvX2CzGNEQSdUKerWYY8izL7KgQmJrVFxFjqpUtPJSJA0qAat0aOeo36ekZVKamh9kUjSJNV+sqP9o+LAbAQ+jAdSL2v7TQxjplrNAsBwFvLK6HEY0ESNTkrGROqLcieKRM6oIA9muRRQvTaTuqyvzD3DEqEtA6TJCqV2eP/C/fAKRtNmzGvPBz8vPICiE0b5lj1w8wUB9QRMQecO+mxyRpW6G5KhIknF0cUpj5GExUrhJGrEFLeUBQmbkHnONuVaKSFbnIlNzZJt5NJtl0+EHNeZTa7WGtt8t43D2QFkGIrjKMlGy/q8oVuinVBSEERTZhqJGYHlhFgrkwAfQSrXsuRE/Sz4xtlI6k2LyGmqsiEZnZXsXx98q7MkK1w22grNkWkw5mreIARtfYjIwywPS8ZwQZgRYWjUg3U17qBF0lynwEjokkjNUykfi8lk3kMn7GOYNEupiMqUUVwnb43kVKTSHL70ahHqzF4uBW/YXYeMwspgVSMfofDJYhztHUVcOBimUvWQNBCdkExphq1dyWFNRCVOQhtMOR6UgycrOqMHRjih18VUawOG2RFBUTIis5IdtpfKHl8Fb7cFyEqLS1Jz5QAYxynjHdTSdgqS0OmXLIEpUjoy6W1jI7CPJAOWSa5sesK4GJAlSMb7Tc+navLNa+NsWgFMFCmMEnkDM2EHLb+Fo/0BYgxqFLgGmGNz1JZY2ERmrJ8FBEfwXzcQkApLj0kaoWPIjmtrGxMFa43MSqUATWyZvQLj6DAa43uwlNJZKjcgPam4pQJYzjLh3OT/hnFD6pQBswrslTNjKr10Un8lRVeB0GQwTsx+0YVvn96B6y74SaxLK+zYnd4+1qNNHNYa26ZNZBJnQyybXRUUwac2Swzs2yrRyWy3OjUlCEBPobmMMBg1tUMFJHBrMqVLPYYfMRRodX0g6ctyHDgEQHACFvFDUh4RI6/IPjbmMhqyMuokEvUJNRekooke8pZhXLArcE6MWvtgvUxqSDnTValMEGygpYSF9BbVAQ2MwMJFmSyFA5DnJSlEC5wwKUSCEGSi17qNpUDiZ3yhPapFWAZY0faUZFYInmoobSICxzlJizRdyHpI04eo4yaEtRusmWY9WdcjM4TJkBC8ILUuRlAk+M0kqloargiH4jW7r8E39t+AkQhnluV+OSbyGxIWIMS4q9CZ1fVdbRb+aRSiSySnIh9FQkUor3glDchBOIAZLbHHquKO5P3iu4Ecd5LHcBFJ+qwCb2i7gFVLNrGSMo64gYwBU6mtgHpXKaidKPGwRayWzs+yXaglaSJqw6EXYCrsYmU8wIjkHdyBPT0TwTIFmFKOxcqCyDVQsmHWy9rN7UgbDgYL/8c4U6aUTdrPiDKTYT/NGliWhY1+ReiS39HEtDJEhWTdGbUOM+3LKs/X7Ivu/PmX/DR2z5+N9WjFBHQxsbUySnS0Ag/RONL6E4EHrGMQ7u0RxFDJ8J608hPWg4aKO5raFR+w+amOTJDsZ2G/ivgDrqZNWlCBXBptmSy+TPIuQRdxB/AHIp6oUGkr855XkAOueFlkZ+FepNNtPUYbilXt16LXtJmTgGJhTXDIPTgQ5BZZtdOkaxpgCWWPhR2DTsz3GB2Qe6IwDaoV84XOJPqdpE4iDsWapP/cCLFh6IaZpOiIYmnGrRKNXFWPTd3Eji0nLAIxeMoJ5Vskq8jZTlNjrPPoxO+JNlaF3DNqttKkGyMZJzh3w4XC+nHD/m9isT+W8bJ1QF4DDgtjXaFBOslh2ROtIxLF3ZTnWd4Htb4pFWK0gBGNZAuHaUIT4ZHWyNVGZxkbspW42n8mjBuKhTfKvFVjgsguMoXqeoI2pERJkpOPURlPSKG0+v7UCNhqe+kxqzNgdEUCYhLdMqXH2qP0i7FBmK0GCWuKBuwjWB4FgiSkHKvV/hr+JuS8+sVQF3llA7ERcLQLPFODZKsCGS+kb1AOyVJ0ke2DvV2ONCKTIUO0tyQCL+CEPs7eeEE5ZhNbP3Yq0rmJnYbdf/ygsGnbuUkL2oyclMjWFlxk1XqixzKs1Cwgc4XISGMwivDw8SUcWephnBjEHR9I5uEys9I0+R06D+n5Ebiv8th5+SyyaNo8y3ZZ1SiZGyj3oQ8uJxuu3LX/ieY4Y3E4eg5VXUEmtpKZnGzzQ4RBH0GwIvujA1AknApIMkJrBgkyKuKK87OpsROjD9YwKq46pRlifYkIu2qwrKQHGeTUV1M5OJc6hjaR6tSsmVemAVkvUSZ6C3eWXjhxAMr8QCLa+iQskY4g4IwVwI0HbsH/78r/G013TgAQ1gGUgAQj0aE9ZhWgYfU51utHBpBRciPa9zUdWqYc9QWzEKhNsiaspMxIlI6kGZZunFGv+in9n/QkEVlXpiqtDAtTv/p3QpJY9j2JIm+3JM1dfXtygeAL+pRREUELruNJdLVzZmepD8ZmZTLic3zZWF46KwO60BS18rfffvBuDAy0fBQz7dw2JMqaSlVAhfbRSarQ9P3x81OeIf41wAsbaQna0/DBs+Y3zBvoZcBKCvTZmJxkAq9ft5av0c86tInDWkO7/9hB3HFwv0wuLZ8Pqi/9LJJ6aVv5dcLIJb9ROSzr3Ph7vRdVnEOOUZRiEMVIEuUflN4aOpiBj6bT1EiH30PdJ9mH7oQ9YaR+SoYbgGTKTKYVFZEfEFhgAQLmICxPnxuXDBqVGaVdoTgyWU1hNif1VIrAj9FqLqPTOYRO5wharePwCKlvMBHYR7vVE2Vd21t1ssdWAACdFOUzKFufZB6ihMg5rFbpNf9laMPojj9WqpApH2V2N3g5TnqGXUNg4m6Gppug6WUykYsDtJGSYp/NMWrdh86NNZ59Swdw/9GHcIyN4IZRoUTg1SJQNmN7HsmAleVCOfjqDBH1i2wvvo0LbUOz/rcChmoas5I70cjC+jOB9pNQloL3ElHkmA2IrgNmPUL91VHYfXNkyExPZF/o+VW0XRClNzBow/qxmvGQQybSLpTIjuhJojLZWK7USxz7DvKigyT3kOVE5FXjS+M1CH0CWHIM4zG+tvcG3Lj/NiyOVvCknVeg6U5LHZfZBKsKLfI4TCGSRJlwfTAlbUfQjC1pqoTS0oiXlPDEOlSRBLoZPn335805rt+UYHGaP+vRJg5rDe0be++QFfB0q6PSE5Kzd+B6OYKpBF6TdS2TfK//2JRQ7e9VZArWaqw9XBlHUY5omQzYJqrwDeLQSD4w2hiz7kX4YbQFncZOtL0WApfHRPRgpjWMVXr22h8kdRQjJCgaTbUVsk3dEZxQwu3NKt73YoTBGK2wB98fIy5YlDcuqhHDY1OzmWyVrcBM1hZqbUrudIKc7DIzhmaU5L+JREPqMAyPuxwVoydyx9khsw5Vpt5y/qIDqjtiewF0Y1IyVTUPZSTh4oO9O3zt03d+BWOBy7OVgHUhR9JuVluqZKQg+4ZHJ07nFcvkXCUrT3DUcr2UrFgDC1MzssrGJSC/ch5WHEQiScrOOw10XA3gmQKdCwp06SskV9YAK1xN259WRl5cGKhQJVOZosZMRklKA9TIilcdqrCfA+2giQ3teZy38Ww89eyr8JzH/Rh2z22X8dCFRAvjtLUqDclxdx115Kx7hkGkLCsNIh6H2DrbxBuf+Z/wwkteqHRY5RXS2qPWs3K0gsiIchKSQQqmSn5El0Orr619rIzwDnzHx40P3Yy9Cw98lyd6Yj9qNnFYa2h3HNonVDPnbtwJh6kTWW0GyhxAWpppk5Cv1zWMGONJdgogoULBFInHTA7ZJ/rREEmRqGosJ9gW5UN0Hc6UX2vqKGY378P8lgPYsSXGS694Kn79GT+N2Y6Plt/Ghs6UpMWs1LsyTaimkkUIElBge3U0jaWw7HEWSjS0uu+Fzk73N46nEKd0OuQHNFx00l9ktK4MSk6pgipVYq6mBWRR0JlyRa4AFCUw1WipGcxL/SUxbAesaYUErdSmKYlX5CtMbcNMmspMr5O3TnQakdC46mZNhhpLrMUI8EOQcBlmm9M4OljUvUtKMTTfZZqJ2TxtXYqRjhdoP699kMMTOQymSU3Pms3v2mur+awKEm+m2Prlt2NQB3ZIKq/IhGePyDm+2nI1Gh9mKaIiRcL6opJFGSdHl0fWCKZ3mR6zLQ2r47qTfheYfIqVqCdUUzOtDp644xJcvfsyzLTYTkAlarL6M3qvhBk91jOl9kZAjEZPJAKm46KIJ1Goe4/fi3+65aMock0r12VBaLxGbBb3HHO9DCMLFyodNozrVicjUYk2FcQpr60jESVJb285eBvWoxWPQoT11re+FVdddRWmpqawefNmvPjFL8Zdd921apvxeIzXvva12LBhA7rdLl760pfi8OHDa3ruE9DFGpp9UOba09g5uxF7k2W4ZEgoXCnc54lnpC+qnlMLL2Z0JGUhLrZFoe6Em8pGC+JLzCqZYAKfD66hBBJkYQEvbKDRitDuHERDiG2BtBHh4d4KPnrbQ9g6tQlbp+cwShJJNYrchdQIFKVnG2sFHSis4kbN1Vb+xZQGKC1m0MBQ4ccGXi2w4rSNLGui4Y5FcZZRBNODSnZL4IA2ygpEXOpGRolWIhVGblwLG7kSSV+pUm7oZGh6OdK0JzpLNDlyE9nQQbETIDYFjSgn0pAOTesZdFYy3saZKPaRriERjj+mxOKcNRVOzDpp9pIleI0QT9h+Me4/etSUjpiCYyqNnyZYwTibMpLjWDrG2aUqiRGGCJ0O+lFPoN+p1Pms86qxbxCUYkh/ed6kI+IoBB6bqMmZqKldreRIpQZTniO6UiSKLYRVhXBvEjZVEpIaoesVEnFKhUaahYZei8pprY66y9vQMsoLu38DNz50A249dIuOW6ojKWNiWD04Jp4/lkURYffqhDUDYAEcXiOQ/q2F+Bj++dYHTLN3dpLTaZUcmXrttP9LjQsQOq0wAwakKxMAjcLcrcQM624iACrXt4tjg+NYl1bU8vGns4/vw774xS+KM6LTStMU//W//lc85znPwe23345OhxyhwBve8AZ8/OMfx4c//GHMzMzgN3/zN/GSl7wEX/3qV7FWNnFYa2iP27ILX7rnW8DULLbNTePwyhhNz8U47yFayYQ6SWDhAo6oIisKNlJtOKX47gkpwbrV6ZpYsyLbu0KICQHWKIQbkRXeax8DXG1+ZTQWJYSkKw3RvuV9CFwXm6c2Cpv2KB7J5xLb6VmyH1jNI7umNwzgxgRyLRNDB05jRb+LtQawyZVoQbJDaLorzcgkryjEipJIYdqkleJkO+elGLDHiPRVohhsUmUy9eSYYY2MSEvTD0YHRHG/WKijzMTMOoeUCHVithEH2TOobVXWCa3MOyd5ppwEBxILuq4EO4hDI9SfcLtMQA3XnnU5bjt4r0S3/FbfaSMBqa8IeLCsHabmJHpaKjxJB0nHlefHJQ3G2mYRszeN0aepgolkhqZKSWqbFGOkbAovEZTU31LHImTCpn7DsZOEpam3MY1JiXlx0AZGmtloU3gWmeY1IBEzHFU9p15brMHzLQelZQphbSkj24iP5fGKcSoOus0WhuyXKrhQYEhNNKkueiw0vgKemPMiI0fRY0wux9oOprEYmUWAgeazp0ojYY26Vt+Juje+F5IhRu4hbstIminA0FBIMZ2cSPTci5aQZutPWuTRsk996lOr/n7/+98vkdYNN9yAZzzjGVheXsZ73vMefOADH8B1110n27zvfe/DRRddhK9//eu45ppr1uQ4Jg5rDe3JZ12IG/bdjcMri9jYncHm6TYeWlxGAhaxFd4uTOuEgIcN5GNzEZqcuRVFKKrsJxmZ2g0k2EZWVJ9nvUagh7pKFsCXAM5H8N2BBZbpKlwmqqpOxP6iQ73DiFucxVmH0SblcWooimSFr0RwdmLgRKhILYrteYgpIkg5EgNcUEohnU7SjNu48NJAo7TMhZ+TWFdJVBWurZM7m4C3BJQ6d+DnDQwGBGnodKyr4wQdf4y2q0wPKpBIuRZGrAkSc05lL44DyJCKw9EYSNqEGWUZOLn2grH2o1EdNbCWESFLc4RuS7YXgEuuToB/f/aeL+HqXSNsnd6AA0tHJIIglL5gmk/SqDoRkyCWnyG/X1lzKkludXGgulXm2hoHLqAQk7pyEAmARINtyqX40k4wTphSIwJP9c24Hwog0oHERo6D+2eEKS6G4BXpq6ruJVsNk2xs2VpgRTlMTa2WCrTp2hPvSfaqDVOjjSbHyHuRkix6DHQYGn1yYaPUVqsLteb+Z/+agdTz3iHVGJuQme61xjoVP2XHROpvJZaC9TnVG+MeOk6BsaPN9KoHxj5Ds50XYqo5jd54Rb5zPVqxhlyCKytcbFQWMgvA3s/vYnRQtPl5Fb+k40qSBM961rPKbS688ELs3r0b119//Zo5rEkNaw3tvM078NOXP00enAcXDqEZjuH4y0JOWohkRgEnKBDOAh7vCT6EBu7O6McjoreeiTGRlEDivQJeUx2VEzTgkuGVE6lEI3WIIX9NJM1XT6cof5yZrESl1QF5XI8NFiSfn+UK9ZV23Hr9zELamUoRbroGds5uw9nz22XVyoOX5k9hv26i408hZbGdzcu5gzRpS9+VpKiSpqmL1XF+BbqOyqSz0O7RxRjkneAFqErsjNB0DaO5OSvWQbKMKcZaWd/8TgACIyvWtaQGZqDgAmc3QAoyn7f9UJpepR/JCQSkwgbhp5/zFGxqb1KJEVfrXZzyo2yEr++/HlljCXPtthkTjhn7hiwcXdkl1FnZUeR7/LtfQu41wlayYQIRuB37lpok9DWCmDxWjgvPtus30QlaaPttAfRrzcxC+Okcc/RTOrMCg5SgFT0kOitVOLM/tZurBuEoq391HH8pA1ODMdTQfmVrhnF8FKvM8wShoBH1npbGcEnLKdS8rHbKpKsEySFZUkpgjC4kXKsWWXNxJMA9uXNKnZU4MEaVRNUKJ6LW5ITDUgQdteY7iCMsjpaFcqsXLa9LqfhiDWtYu3btkvSd/WGt6rsZMyuvf/3r8dSnPhWPf/zj5bVDhw4hCALMzq7WF9uyZYu8t1Y2ibDW2J5+3qU4a34LPnfXjfjkHV9Dp8kJr4k8bCBZgbKzc+BDwtvZBMyakxFSYDrDLxCvOMhGmiIKZ3IkAwcN1ii6BdIRHVztwWcKKyXqz0iCZJQJMdgycWSWO46mzo09R5puY9ZO717lxNNtVPRP44ETc5MUvHvc5vOxPF6WSSJKGyJ1kRUjiVbIDpGkvkR7Nq2nkiPKJk6n1WwMTZcM33XQcgw3nAk52Tosa/wG6Uy1yM7tyoylnLimh6ykJE3ZuwtRp12V2Cosywa56rUGFGdkaLcABEaLkXyADqEX9bAcMcVJcmGu3JVuKSe4JR/j6GC/EM7OdkIsj6k7wv8zTadIQnL+SQ2mYN0plXQkP0+NYHOIWh0jPJssIAbrGHhaeyKkX/uPfOk/Ikx+YdBD4OdwJIVIIItGkrYxTyppZPpIc0SGAooVRXUd1aQv6b9Vs/5q0t6SSqxcMX379HSdRlGYKIxoIpu12ZLANCPHg6AbZQAxYJISVKORnEOKaJOGFQVlCjjKukkXNOLcTcqPi4r64TMl7BpnxQzCmDW+Cu+6CqWo93SBiAwdhpF+XVq+duS3+/fvx/T0dPny9xJdsZZ166234itf+QoeaZs4rB+CzbY7GKUDKbJfvvNc3Hf0EO4/egTtmYY0nLruCFkaoDkVwfVHSNMZE4VAIidORKSX8VqMqjQVqGS5RAAqBVOp/MCHWFLxrvzLCCyNDStEyZBdpcFEdt7MQsLwzgiIr3k2SrAlelZ2KPioq3/27JAElqm4KInwIBukcxfDZIwopYwenUCEOO6adGBoUGKqAKxsGvp3mhHarOrAoWdkNwzAYZyn0r+jpk29p5o7mW46VR3D1jeq1ptq0hOuB6YBjYCfigLSX9MxqVDgKBngjkN3SDMrEX10dChYW2HTtkY+TNgtjlfgFKxBFWjkCXJGjWzozkMkiQ/P68NzUrRde5yFRDt1kz4xU98JiJaTOpP2HZHolY3ceu2YdswQ5Iy+EqRkjrcimqxHyblq+oy1Gx4TwRdEBdoITOM0nBThaORt6KpWjahBppQgjMpNlNpfktZUfkd7O4YOAS45Or6HYWIkU0w63N6HwgRidLbkNbl7WXfLMIhzrMQLwkCiR2LrXFo748LFrYkyWvkQnvNIACm13ljjeCUda1k5vBBplkpm4SlnbTrj2S6mp6dXOazvZgRS/Mu//Au+9KUvYefOiul+69atiOMYS0tLq6IsogT53lrZxGGtoR3pLeDz9/w7bnjwdtx2aJ88KEp7M1C0VkB1XKbExsiSAGF7IKm7TNBVJDg1EHGmALldQGflao3LKKwS5SyNx7YGxAeT0iTyhNLLcQLykEQdkaZX7IFJBxkkoNBFERcXhRgP5qRBuNXVNKKVgFCwBtNlqrvF1TKlI3pRH18Z9GWy4/mxbjEdTmE5Yp2Oq2mukIm2s9pYijxU8tVGydYd+my+VWgzU4FM0a0kEcZFBqqmM31j50iZhAQSr8ABTVvq959osuKW0KMyASDUmp5lnEVM0a7QgXEaS0qTbknAEYTLSzYrEnkW7sM6K4WtM+1nUZE6sRPNF0fkftSepiavYxm11sAqJZClAjNo2pKRAoyzqhYWRFYKdJ3OwAG6fowemTZMHUzAD5I/1ZiYY6QI+aqLq3RWRjlAnaGmL1lDU4CNdUyWdb6+SqhaGlRzrbr/yn957UwatkmxDxfop7auqcZUsXVeQgdWcOxVQoXaWTK+8iV639jvFd9Xwm9Yr1XdLAELCfO7Cjsy8pQoTb7DgkqU7USRt6beywhdlFDXnxWPApcgr8nrXvc6fOQjH8EXvvAFnH32ah7GK6+8Er7v47Of/azA2WmEve/btw/XXnst1somDmsNndXffe0fsW/xkDSaMj1EFNLBlSVV9iWrgN9Sp+BE4rAoV89HqjV1HKPBBuQknS0qxCCjKo1KtF6RxQ14BFvUF8JCcKvCkDIZiTaig9Fgo/S3eD7pkLQXiU5EGpqNEu94NCPORRktmLoLBcFm0WBSIyNbhzSUEs3HlE+AmDIXTN/RYeUexsnINJ4qea4lqlUWdi2N17WfuOImN2DgjSSZNcw84R1kdMUIru1T22k1Um2UFejaVKdMyqs5OgrDo8d6Rj2Q4cRkn03WeeRojPOQyZX0V5m+jmxsmpbtZEyEm03hqa1i6GDKS/7k+VLI0jSKu0T2aRTI865oksz0q7h4M4NaImDljlRouZGrFyfJlKDqninDoaaKu36KkXDm0XFq4zBTp2RBUUCEGbtVPt2OTJ0rUpuBFazCtK19zYIvbA+AAnCEYaUEzNgroJIeBM8oAF/pptjI3M9MRMSUrKQ63TKysz58lLpIKNBYQyXqcdjeP3VGRLHSD/HaW/YS4T4kiMfqYhnu/dXXSYlzBalJ1KWhn7Iky+vNikfBYTENSATgRz/6UenFsnUp1r1arZb8+8pXvhJvfOMbBYjBqI0Ojs5qrQAXtInDWiP79J3Xi7M6a367ABjuOnwAg4T9SaYhlo+Q1zOqrYDf7ht0XaIEsUWO0XCHrECZ9vNamu+wtQKCKwhqKjxS/+hDqywR/HajYGyg2sKInXQRjTbBdQ8aOijKpVuewBx5GorAoxCsZmxuZuTHiKEm7scfhwzk5Jjz0PY68r1JZtKH8rvEJCoLUhZHdBLj7VU2BHP/hupJOAIZhbkq/bGcaPTACcRjY6lAurTZ2K60GeFonUMnGU35FOKkyGBPs8V35RNUs5NbnhN5WHUVyZ7JM2dpm2S4OekGGMSppKDYw1NFsqIPXbviZTNX+Upen2Tld+XgkKQc01k1x6dmNZzM9Cpj7pRpVCtVotGPcW71/KhJITJaJipQgCaytNDqoM5sxrGsapewIAvdkToHc3ZGkkM0o4xTte0CjPozI0Bqnax1ZiL3Qm2uLK8BXvRHlQdYMyT7i9Zry8+Lo84EFGFIOcqEruUmZA8XkZMjleaSBUVqofpEBbrGWRk0pKaCK4FMe97SZOyQiiqU9HY3nDrt5/5MsXe9613y74//+I+vep3Q9V/+5V+W39/+9rcL0wkjrCiK8NznPhfvfOc71/Q4Jg5rDWxxuIJbD96LudYUVsY97F86KAwUNr8vsGjWQNiT4jICcJVj0NSI+GAxEvL9PvKsJRfd3+AiGhfCys4VLTEB0s80IppQBSAl1SNgQENzZGs2TIsQhEG5jKwJrzGUJl6RaScijZMcUzNmMi7EYfnwgkFZm1CzfH18SRNLg5iR1Yl9OmY/8l86ZK5iySNnJ8MK0CFISfaQkYxV5kzGZhkWY0ZwOlaRVNkrzieFnxfyOuHN1lhgbzGqoiyK1Dgq4lyaUFOZOtVqrJt5X2REDHbNQuPF6SoYXqKrmmhhHWFXgRiqMdD+pAqVaUdG5epXxze23N/lSZN5XmRELCOHRqeWLV+/VVsHipqMijorPXA6cy6GOK6sgUlKTJqXVwNnhOJoFepCYCeySNAFi6mVss3CHC0XK8rawd6u+kf13mC/leAgRSmmAcJV5gNF9PkNTdmVXfGmVbsqTFYyKaUEyAlID46nPUcOpGFRLC+KKEAbB6bXXSe2qoJX7ZLn2fRbmGpO4ZItF2FdWr4GjcPf5+e/FzRls9nEO97xDvn5YdnEYa2BLY/7GAv5Z4aHlw+iPyZBZ0VywwhFHIVpmrUZoUoJWBuAg7CHKAoR+px8SVkTIhoxbaVqwjLhU+BxwN4thUW7fqYEo2U3rFHk9YYSuYk0u/z4urqtUyKZA5GIJwnQaNaK2KtYEFy0/QCjlKm/uo9ShjcVLqwme1JCUSZCXhelW/Z1EWHHf805i8YV042sYWmvEMVHOFZjypAYWRaHsPJv84wxTcRaFAvx4tQN6s/WmAhvVtHC1VIZdromMlH+Lv2zgyGjtULTSvZUhV6JKL8K6VKqE1uiYc2+UcgwkV4qYZk3rBsyUebsntKpmuk7HpcHV2qadDCEr3MsyR9RNWtbIiX2qplalEl7VfrRyrQndR7yLyIUlKHyE6YakhgnL1GbRDirLqL8y2sh19LKtplD0D41cgdOox8NkNieLGFN50Z8X2tHjHp4PP0M6LJ/rayq6U6bnodUPJ4dd713LGhDWfiVn7KMwsSZaYrTZsKV76JG49XQe8FeY33mTnB75hcuUAK3iUu3XYrHbb4A69GKM1gPa9KHtQbW8kIpih9YelgRda4vD7ryxpn8v13p2r/LFFJlrt8XdFmUEBrtwZF+JFuvr62KCWwY5wiai2aytZOmMsG7/ljqHtVK1tYltH7AXRGdqMztZqUsxfgQTt6VdKHWYzQqCxw6H0X3sQlzNfO2Ub0VjSmrCqwUUXRcFYsMHaMiAgVyzTpWqtx7/N3WRVRahc6KxxpK87Gt450KZDHOCxyLC4yNPIhOfJzE1GGoGOOpAPoG+2ayqnQiWj9SVnACN1TmUvfqVspV5pXa3koqqwKBT148relI865xaHZ+YKpMjpFNvoaFQ1/XlKYw75fnqVE0Ix9GTlLCYzRmGTusy7IhBCmJCCFnnVK+l43VoVFJs66vls5bZdpEXXdnFtLPfylfIilb9laV/VqVS1IHrRE1v3+UOhIBUwstEFCHDjTHRUEe2vhcTwHqPWKPx8brNqlqKaEqE00s84ycaJbZvt55xr98N8TTzn4qXnbZz0g7w8TWl02u2BrY5ql5tINAIN4b27MC+5Z8uesjJzVP2Q1TEZ4S5q0OxERe5r0gPIaM5LAIEacEabAJV+XCazVpBO2BRB+Ol0ltweb7rbyFFuuTqqGVEV7WFNCFQsoZ1WXIEu1g1kZfsmRwna08fr5DpBd7ZFKRNpEJntLm0mOlK2ROQFrgV1Sb68ZIKdhH3KM/VIRbGpYaVpUYpNZlslJtVyOkUstIHCAnY+Wy4sQnarKMukzqjZMgqZTYq0TNoym5m5U7rpzEKCdhABx2JU+zq3Vp0OUkbLS3rH6ZRB0EUEjthSk9Nhc7ZZNuWcKyU6JJfZKNnsejjPf6fklla2o6rNtFkq7T1GCguUdJCU5RHVnYLAjayDAVxhIptkT3zGSDbIRuzkWZP8ieT3SlaaAmEz8dKK+xRUmuKmTZhROdUobQTcUpCpDBMFKQBHiuPYc4TXBsSKg5oylWGVe7CJH0ELi6r4AKskumOVrMFIgjbAg573QzxENJtKrGWN+VfVkXKDUgiqnzVclYdWy8R6TXTEAnjIBLrg4xYXGvErby3x1Tm/Bzl70UTZ9N7OvTikmENbHTMWV/2CIr1EEyhu/pQ2sphDS6qu6QCt+m8ugGnasOLG9q2tDtGeJarfmU0h4m50+HxYml2VmBFxKNofukE7IQZa70rdGRsFG1KAKRK4/GpFTxJKXI/aVxU+KITBpec7TCIYJwUFLisB6njk7PwJL2En2lkZWm+oSJXUQbI9HbIvJQM5Vm6ijpomxhXVNAaRoiySgpYQELtk9HHZKk1cy5SK2ELA5UTcno9Fj3IoTaKDYbiqiyfmSvUzn+VobD4CFPFEa025kmXarmjnOtmZHEVsl2HTQD8iOePOnaeI5QdUZUFihO65hGVzpezxwD/2WzM/dLApOZkGnFDPPNCIGXoOVq7U4ndI32zHReIjAZzUnyzDjO0CvQot6XccDa0lwdqF04USW65ak2lWBs6KgM1J/MFUujZfSjpTL1SSYJ1feqQdVNSlEJi/UtRr68Tlqx1VRzmg/FodeSjsbh2+tdYT4V5V9TGqsrApRXUW2cOSJ1YyQ45b8i1GlOlAtHRswB+yWQ4tN3fWJdMlyUNhFwnNjp2q65rdjUnUM7aBmUW4E4JXoulrpGRRxrVrayEiUzBetLmvhgM7Hy8en0xgiqwRqCxzSf7pOmukmMrKivlaE13UNndglBk2k+kwIxBWqLOJPVv9+XfWcpJcvJd5fBDxKE7TE2z04Jhx6h660wQcD6l0APMql7aU9VCSMw9bIqXSmRiYnwPK+HsLUkzornRjFIC+Eum1XNWJDBO03bSDOmVQ0rvJ5lmXoicS7HRclb9V1OhnRS1XPXwFICLAumxJW2ZxVwrBJOdQyj9JDVWmXr8Pj6EZA9grUZaX1jutAJ4LukSOpi1/RO7JndjqZX9fMoR6KOD1N4UvuqkR9x4vRdVeO1RK4q366Ny/xk20sxE0bCSp9Rct46PnPywvxRU01WZKhB2ZnvIcWTHo/qhskRmYWFjS8lohd9MpOKs9RIcOE1WtI8nmZjSW2zT46REmmjdPx0hLT+pfcYpWP0PlAJF0Z8/FHGeO1180k1VnNWpuxqourVumfazFz9fbLp9wv9lmh+kW9f06u2hqyRMgE+HnbN7hZl5JsfuhGHege//4d8Yo+6TVKCa2SP23w2ZlrToplEHrlBNMKh5WPoZ/uQss9HmB74/CizQbXqd1RGXJ5cVe61EGeVwiB9T4FGi1zivtAwKeTMEdkGGyX5QYygPRSWC7JM5MI0wZoMv4/TJp1bAifvoSimhaxV0Fei9+Rg43QbvWQKceYgcx5GbGhXFXCg6bnEQJo1JcMoQQlrK9M6FemyecycLCkUKcS40rRMpo1AmD7sOeY5UzN0LjqtC7+4OGy/jHxYW2KUpdpHOmEyaUpTCieDZCwawvTO1f2OpnIcUo/F4tJ4s9uKh67aGwjN5M+Jn3yF5OGzyMCMk77QC9FZajpvtjUn0dUgHuDAykHMNqdw8ZYLcfuR+xAlifAt6mSuKMN6FZE1Kr5Fglqm+Oo8hxr1KZiCwItOMKaoSplQhH3fTMbcXtCU5ScJw6cwomHar/diWVCI1NQM8a9JkvEYrUAnPxPnlEMxVGGUMHGZhs1K55hL9F7FePbseI15P1lov4wAU6Nupk3gZDXxqSipIIsKIWHhmWYRVKuPlndViW3R+16/Q1G2JETusNXDONBG4WEkelu6H0ZX8+057JzZgU2dTfLa/qV9uPvondg2vR3r0QpV5jntfaxHmzisNbLzNu3BBZv24OsP3oy235RIa/tcG/uXHcQNdvL7QpVDNdeUXHtSqLdaIUZvpCyI67Or6UApSgjPYMDoiNINqYsibcNpjlUB1rKEuw0ErRijPmtfMNENdYkImuCkRXkKpW0SUlMBF7johG0c6y0jZxrPc2VS0gjBFyYLHi+JcZXrXNM/OTWuZPKicjHEETHVKP02Aqzgv6koLFsYtTAQpHRQKhKpr1sAsjo0amcRUamr62plTedHQEnKYxa2D524tY+sYkTgg0hqIDaqBhTPbDCdpqk8DkHLOFjhpBOHpU6Ee6CM/KhBSRBNU1ZMfJqeItO3kOVyMm9O4Uj/MI4PlwQowrqUphfVyRNiXkEtbDRkGn8bqg5cT1Ha8ZH6Vs7+Ml7/DE1XG4QVAKIilkzL0UEwfcjxY9Mtj2FjCIziTLavx5R2/6ybUvKl0lOuvS/1RHIXKrFuXrLI2x6nTEQhRSnA0WtaVYx4H2ndVIEV1k0SCWpTlaQBUwou1bpSvbAyEyCPgU2cVss5yUIIkIP3HWmVQo0mXUrNJOgKh6ZGcryXRT27yCQl2PaaeNq5z6gpapePltzP69UKLjxOE9Z+up9/tGzisNbIvvXw7TjUf1jQVAvDRa11OCNJCW6Z2oq5Vgd3HLtHwAOkbM1IwFmEhunAajzpvmzireEwguooDRFVVhm5NAtMh02E3mYspkuqYySTpFOm2JS9QqMdLcDnEnU12IxbVkA0ZcbVJx3sIDmOUbaMcVyg2cxklqJKbZz4iGM9Bs/viRPMxenQtJZBMt04ZhOmwvGVKZ4OVAUbwfMsV8quMLgTkKG1KlMkk+ZieiFKTdAZ0lno5CmOVepiBZougSFqljGCqSqRKmQUa1KtjAoIHmE6a4PfxnI6hpOb3ioDQrCdTraONSIBrwRrFsBSvxqFpLSODxbQDbvq5EzvFHkHZ9pTiPvLKmeRE7CgSEBebz27ip3DohLtvGw6FuQgRnLcPF9HPi9pO88AUVCgFzPSrio5RBpOUXZE0HhK/5XGVQSlESodg+y1TCVqM7VJqRnevdRMB/Z4NH2ox+ALUawCSXwnRWwIdqWmKo3BKthYZntNqpIRm+ii8drAAIJMOwDHz3akKbiG8a+mFe3IC8o0a0m0xuMXUJFJazJKlbtQkKhcaLCdwoh0CtN9gaXRIubbG8rnVAl5ganwe+fPeyyT3643m9Sw1sDuPHwvPnzzPwtn4BW7LsTVey7BJVvPwYbOrPKqeQ6ODpgz50o8QJa15eGkafHXQHzNCl0nGlL8OPA8ZTCXycWgzOg8SCzadbfX2AFMcV3QZ7ahlM6FUsb80V4sGicX/u5CNaXG6SKGjQMClNBj0OU/55PRqKPs4xlp5l3p+VItKaLAUnFgrEFZzkCpmcm2Gv0wktJUoY0olS9RJyrbIKSoQN23pSVS9VsBZwslVI7ApO7q6DiVsM+xIcixo5VhPrBKWkzxNdDyQ8y3Z7AlnBKAg9ZxFMJdz0yVNTETgbC+Z7ud7AzMyCDKIiyPljCMR9oEbRw/I69uoI6cjoOIRYmqysZVTVXWF7bqPFQtV7iNTQxLYAaBD0R/cnolWS8jiOWkIepS5YKGLRVOgWnPcglyXw1MB2afEmUzamUNUBn6tf2bdwcnfzZ3azpP+fdMS7PhtJS+OZG390QE0dDwSQQbekQVmtocU4esXZYRkkZMghzMmKI29wyzBYIwqiJiO76WjNfyGmpak4sYMv+T1okAGFONkzEjilUXGKn03BHNylQgIzj1muN0jFsP3iKRsLXjg+OYbk7joi2XrOEMMLFHyiYR1mkaJ62v7P26TGC753aotpLroRu2MNdp49ZDSzi4chChy/4YH+PYRZKQM9DK0RN6Xq14VPaAKR/TXOqPzAOvMh2EV9MpbZ7pYtvMLvzHQ5T2IGmtqW0Jhy5h80qD4wrbukYy8l2CGBwrqgs+xukAYxxQwlaTKqTjaOSMmrqGJJX9XT6ypCUpK04m3ZAM5kBMoAi3sT1d4my4b34XgSGp1LGokaXeQXtwyslHP2JOnlyHBDYQ0Wh5CoCmnwmdTkPqHcNVTotnNutTokTTS6GrNUI2qWpDa4b+uCepWJFJZ+qrkcM3DafWfwi5qjTbctKsq+/qVdF+JzpkwlAa6Ec8Rtsb1sDyaAX9iLW5QmoqNII1KESoaS2Nakhd1JH+JlODswwlho2D9a2268p1pkCmPUeqJSvY3SZPFYQx47H5mPREWtdJpd5EjSnC7zNEOZuwTdpVfIRxvpKa4zYEU5CBRUMVQbaWUH2+x4WEi3FCD8xx5r2pTd4qaUOEnm0F4HupcS6GYNfUm2zvlYsmCkZZORGrFcGvjIHUt8yiR3bn1mRIbG0xkCZrx1mR72TUOpIUo94r0oBdlsXotEa4/dBtSDbqc0bne935zxOZnPVqxRkMa584rNM0isHdf/xBzLVnzCo1x5BksEUhq/vN3e14cOFOIZ4dj5tIhMVBmQKk6E2eP64KG0ybpfAdAjCUxVyMq3A3ktqT7yZoBx62z3WwZ34rjvd7ktoYZ1RPjYWihg9rpxVjPKaDoPfSBJpwNxjOOMdL4Tf6CN1pDNMlNDyla+KkQEi+02gjInW2qbEJ6IOQdU5lhluQ6LIRGcNZE5MJRidXlXnPhVKKPVwNsnwQJSnAEjNhlnU6mwetNZhJNKnwdk6MLZ9pzb6kJrmyZ43NKVJBgpGqZ9p10JQUl0rCS7JTwqhAUkQ8rrERerSYs3JcDZ2sRqRG9VfAC6mp1lUrCZseU4dcoSTpCJ3MRUStrII1MdJOGQcoTcumIVkIhCFEu4TH87i7hFmbXelIE4yhkbdwl4jOk1wBw6NoIyt1VuRCJGyd9b2WR/oknbQp06GsGB7i3BURykaDCwt1ZrIYMhG0gFycGXhkVkFSUlhxXCjFwSi8H3OBw/Mi+IWRTQU1r0h8NdwVBn7TO2edlSYFyBFpKMqMpImyZSjAQ+8zpSlTRg46vYoIuESZyh3MZ4N1SW01MMyJqoSw2gXqoiqL8MDiXlyz5yn48fN+ApdsvRTr2YqJw5rYD2rU1qGTcj0XB1eO4lDvmNA0cVJjpDXfmpZa1dIgwJgRitRiCCrQtB1X3axz5QWpcVz4LqOEFnqx0YhiuikYYSqYQ5pywsiw9/ghDKJExCFnpwoc6zFFEqIrnHoZEq+HNGODJ+sK2isk07WwMWhKbKrFNEtPJp8atEAK1zGBHYZxm8aJjakmqcs0MqU0EkBFCqR0LgprZzSoNavaJCMaRuq0slRX1OW31VBsigzU7yMZL6M0VvvCsIUkH0rtwXGVCZyTaJORWw4E5lMWFSZut+Hi4dFYmmjJ8M7Uap4RbWkAcyYtWPX1KASd7o3SHaOSa8+4h1US8QZazsWJykqK07ITr0ZMtlVVeRHpPggCUFolTWOxt0uaXnn9+SOKzSqt0SQYgbFkoewWdH6SMluVDq3aF2zfHY8pb2TS00Unx6iIx9B0PVEQcNyWEaYkmjECyUEYzbA+xchkc6eDI8Oh0IAxEmHj8MooFsCDpJElEmUdjP1bWvhn47Z1cKoIoJHziSg0RbaRbLmCqvN65AKY0QhQG7s1PWyRiFwsMequdsfIMBUhzqGMrTp7Hn9djrF0WmbMuM3FWy7F47c9YQ2e+ok9WjZxWKdp080pdMMO9h4/IJyCXMH6boBx1MDRXoYHD6+gGVKSw0YiOnPZSkRKSQ93LA23JKgdpTHGgmCqqAx8TrreCrZMbxUHxJx8wzuMXraCIsuwa24DjvUH6McDxPlAnJPbHANJVyZ/qr1yQuR+fH4PQetZJHINnurGG6fBFBGjtXYNdSeJFoEmc3oI/BRpTIYBhSdLP1geS62NjcqFTEC20dPU0kQGPkVOKL1obskWNXJbTQWRhimNp1Tgz5z8wYUGZqaamGkz3dTSpmknRUrCXjmKpLyJpdDu+gJNV62qHEtJJsdLdOA0j6/meqx8ICc/quSSwcJ3G4Kyq6cctUVXnRdTbYyOuJ+VROmIOJXzuuuUXgmJcPIepNp7ZZYP5ZHy+5QySp2l1GUEKMDXKcRIYAPJfV0DMqmACPbYOFkzwpjxKIlCeRaOcwPTknIkEKOBkQx2jlbQxY65PfjWoRuEE5IvNx1g3kvQ8Xri7Oigxl6BxZgOJ8NKtCIZAT0XBbTwdmDwTRAMMwVSMZRwzYPnkU/TIl/tqZr7yLQ12LdKqHo9ipUI2TlJWkT4Jw2RshJK6/PDmiDTvlx0WfmVestWvUaZZDFuPfRNXHfBs7DuLT9zQRcTh3Wa1vRDnLfhHHzjwVtkFctay7HlHINxIT1NsgpNOqX6qaY1LB0RzUWSduB7oxLeXTISmGiAqR4KJ/bj+zDTaqHhRVgmu7mkEzPsjRYkyhOKHEN2y9UrawUeG44LRyDZ22fnsBxHGEUNEf3jzKjwZMOw7tpjUIXgPNMeKV3psp+GKDCyqlPgkMwFyuLByEpWztJrRiTYuOrJMrUfL4hKQciSELWWCuRxpDGjUQd+uCxRJ9+Po2mMo2m0gwXMtAgS2YQ4WcByEks6jHRCITkKZbKio8rRT/ndOWLjIjh+w6yBpkSJStRKpJpAoWVBwNoROSEtXKCa9SoAuDqreV/rTw2H/WQhjo762nZA6Q2pO6VIXXU+K9LTxfQue6uqybp0aTJBc9JVhgjti3IwyBIl9jVhCkEcfN0uc+wxVUq8Opqs47UljNS0JXvMuOeQIJ2oh4dWHoTrNtBtdFFkfWxs8jNaBxIZtQZwxaYtuG+lh32D5bIdgbuUKFnqnErFxGqUNQFFEDlq0txWH6toaPRtzswceTWy+pqJWJ1EnE+aVcAcxZHwM0ospSoHhr3e0GhZvsgTnZW1ekS6NFzAY8GKSUpwYqdj3WZXUGJpnmB5uYHegBRH2l/Cmg6L1hWfadVjYk17kzSVYoOPutEZ0eHE+RiLoyVxjC0/wDhbQpJHhsuN38eaktZLlHCXzBlMTZJnbYyHe/vRDdvYNDWL/niEFbYiO76k+DKsSA3NaiPlWcdEVyofz2iFvTicslSGi5GAlueFAooTlEkd2fQRhAGBv/C8yPrBWpyLdjCUlTu5Ei0bd16EUh9rktBX0GZaf/B9qifPYhRNIyAApRijH6scR+HmUuvhdMbkFxFi5LAj8apMjWXDsk57i0kDrVz7rKZ8Ff6zLBMSYUi6Tvubxlld70rlL6ZcpsM0qtjcnhMWe9Z3hlnCZYcKBLJOldI52jSlTthRSlJk2zum7OJ0gHZRUrb/Ep5tUW68dlJTawgasC/pN+vuC0n9ddl7x0hKUom6Ix6/oCDDhiAL2aPlYojjgxUl9c1idN0cTcfT2pj0h3GsIgzSPgJ6cLBmpTppPCvXG1WqMybyrlhVuD3JjJsSZSn0nI6MNSmOKs3qc7EOatCC5hrzu5peLLU4o41do61l82+Gth9J+pEUTNp4bxGDem9WzBYn+y1dHOSigTWx9W0Th7UGFqXstWIXfQPfXFg0xX27gqxBo8sJcPUjpYJ/Jt1zqk5/YSAgyknlMsbkK3QSRBkbh3WFSxNElZkQdb+cMJpSMCfyLcljifrGo74wrzeDDuKEToo1uFSiDksSah2XEMNKg3ECLxhhGDP1w7qdMpvXjYhEZc8wKlENtkrrKlqgxk4m3HiBT/mVTFi9OfnLBJYBYXNJ04qlPDxTfEDSKDAct9ENtmB6Nsfx0X3S5FQgNFDzAplETOxjqpXG7L/GaRK0MUhZ53OxFCt90VTJkqBLBl6tKel74kRf4gMlVUdHwPrOTKuDNGMKN8Z8kMMTB0XSW6aePAypoGsk60W+xbYYCEuDgkIowcH9VdIpVnFYfyzDPFGFRAKyQbaRkuRXFbJ4j3VdYNbTxZDl/2uyedaccuDkmPETLKakVGIaOEOSunLeofRVab2Pxu9bSWMcSY5iOeIY8dv70gfoNGLTT2aqfoYct2q4srA8A9IxDd2hFyFNma40CtQmwapjYNo5hHyX9yd7CBuiNs3aI/u3uAn/JlVVggxRzAUDF0iabtWeRiUVrpTBTm1clJy76Xw8Fqw4gxuHv68+rD/6oz/SYnXt58ILLyzf/7Vf+zWce+65Ipm8adMmvOhFL8Kdd965ah/79u3DC17wArTbbWzevBm/8zu/gzTVVIO1L3zhC7jiiisQhiHOO+88vP/97z/pWCgSdtZZZ4lo2JOf/GR84xvfWPX+eDwWWecNGzag2+2KCubhw1U/xlpaJ2hhnAxxaOWIIOhUOqHSty0bMOW/9RuFD1xW1nWEWaAkyq1Qc7KlwIAVmEA5eWBULVDr3Gy1zwm4o8ECOyckxiEpRmkPaR4j8Hw0A06KEfLGwDTq1sz05ihqC3AkZUkknid9PcrooP0w2jtmmBGMw6XzTOKpMk1oOeaY+tFG0wLt5hi+S+fFCYswcdP8a5B76vRiBAEdJNNaDuabj9MetQaBGQFS/oBRiTbx1jn11HmvHiFbY+EEPUyBFQMd154qnfSYGtwcNtD1CEhgA6/y1UnTLJk/kiFGUQ9xGkmU1HYyifjY2K04NaYmVcxQUqtM0xp6J2nultStCg/a5mSTobXQO03MFooqFGAGG4QDZbPY4AMb5RjZGM2oltx/6lRtQnmUZdgXR1jIRpgOtNVYkYsaLWqKUSAMMk5sWO7lmTDbK6hGFzmseVrGi9rNUW9vLyHtTT+WXixGrqyrbW662NEmea9RsjbGeh+bwgXVZ1jtFZ3JMczhMXJ21KF3qEbQ4GLLJBStRAmfE6lrMeVZoQNPNJuCbfktXLHzKjwmLJ+Q337Pdskll+DgwYPlz1e+8pXyvSuvvFIkk++44w7867/+q0wCz3nOc5CZSYH/0lnFcYyvfe1r+Pu//3txRm9+85vLfezdu1e2eeYzn4mbb74Zr3/96/Grv/qrsj9rH/rQh/DGN74Rf/iHf4gbb7wRl112mcgxHzlypNzmDW94Az72sY/hwx/+ML74xS/i4Ycfxkte8hL8MGxzdx7L0THpzRENKCOrJ4CEVQgzi5FTjkD2J6lTMchBYYjQrSqzVYvKAZKSRh2A3bY4JdeYwp/pCMamrkR0l4+pcAqzrWlhbOg2mbZMdXVs0HMaHOh0Zps6tQFYIdF5UYEihEnDhofmcKWZOGZKkbU0LZIrDFolQqq1cCpCkxLJkRWjBl2WMxPkRoGZdoIgGEtP1b6FQ8hyOjDWr1w0faZ5dH0t06I0F1uHXzl/vibChma8yFLuMw3F9KepAzHWIDhD5d0ZneTYQAcRUBNMj4kADS5KGIEoa4Iu3JiOtPUvTVHZeo2RR8lcYQih8+L+WWiEAABBrElEQVR7ZGkgeGFMp2ZO2F5hOh4eE49cNbOqhmNGUfzsxsCTidpSG5XM8KLYnGFfFOF4zFQbddnUGej9oEPAdKVEYgUdKBF3yrkYJyYhx7pjA5gNU+lt+/bugP/QWdnFR4F538WUKBYom/9UkKBpSHPVuG9tjRBiaENTJosC08c2zc+wOdlcS+HpIPjCRKDCXcimaVebprVFAaf8CbwAe+bOws7Z3T/A0z2xdZ0S9DwPW7duPeV7r371q8vfGf38yZ/8iTiTBx54QCKvT3/607j99tvxb//2b9iyZQsuv/xy/PEf/zF+7/d+T6K3IAjw7ne/G2effTb+4i/+QvZz0UUXiVN8+9vfLk6J9ra3vQ2vetWr8IpXvEL+5mc+/vGP473vfS9+//d/H8vLy3jPe96DD3zgA7juuutkGzpS7uvrX/86rrnmGqylHewdFGbrcaSNssgoGWInS1tDqWepyIfHVW8qbOzSrOkQlMB3K+bvyrTzn8ZVr0fQg0FVVfBxbbxUNovVjNxKl0RWCl+aUZdHfSHnbQWh8hWyATPzhQSXKRydsHS1X52HngX7Uwm+yPM2Go0RCiNWqCojTGuxRsIIzDOqyTrZWbcrR2YY0OlAmEaUpJSwQGgkYtM7qrfFHWeY7ia4YsdmXLT5UvzjbXdJr9t8u4uiiDBmFENOResiCMbQ0a2QjDW3TvCAS6dv/u6ndE6e1HfUIVe1RIWIM7JUsEUlIqkQdKZZCfTIVy9HTuCjqAAGpM7yERmiWGWDkN4xs6XIu1vuO/LhSUMwWeMJwtBtqohCz4+1RdbwGIXxZjqaJBhlStpLUIXAFShjYs6Nr9BBtV1ferlGUp9UQiqb6+BR8buFVZ7XWK6P6RYzitHWmN5lVMRop+MpwwjlTqwFbo7ZFvsTgZVIORan/EQ5D4UbkuOhtVaVfWEtMRcaLpqlipQxY11Sxj6TNou2MIqopplvvlKuhThk1TCbClr4ifOffUoJmfVoBYc/O/19nBER1j333IPt27fjnHPOwS/+4i9Kiu9UNhgMxEnQ+ezatUteu/7663HppZeKs7JGJ7SysoLbbrut3OZZz1oNPeU2fJ3G6OyGG25YtY3jOPK33YbvJ0myahumLnfv3l1ucyqLokiOpf7zvdj1e2/Ecl+pbcRhmUhBGmhtvt80RNIsjFt59GyDjUrRn2w2xaeTEVkJZB+CrNKUl04ghtC25qwsWowOpL4/Nn+OkwTLwyEG0hQaIEmmEY27yIQ9nekgAiR0UubxKhcczyc1fysvoSXe1f9Xjb80V5yVZVKXKyWs69I3Zepukp6ioq5HUIayYxCFGPpD+fHdIbJiUeROnnrOxfiZJz4dl+24SAQziZwcxXxfRQoZEdQXBeUq2zQrK/KMKSfTtE3AjMseJBsp2omRTBkB5pqzmAo6ggakE7GRochjSKOykupaQUPLcyer/3ptpzb2jHZCRj1sfxAeQGVBRxlH55raMylROpmq+qNX1UZSFvyiFTI9Vzq2gTjQanxth8Scz4WGRnQxt8s41kR+MvLWGpSlBuOYcDwlHVkKlOjr2wJHmDXs2UkER7Sml6PjWadYuWueT9tNMd+MMdekbEoiqUOJIg1IZMZXeL+tR0mvlyAYNZKVhnQek8toLUPXU1oqy4jPMZnyPMzwxyV/ZIDNQYB5z0OzSHHXga/jS3f8M6KEqe3HBkqwOM2fx7zDYq2IKbxPfepTeNe73iXpu6c//eno9XrlNu985zulZsSfT37yk/jMZz4jkRPt0KFDq5wVzf7N977TNnQeo9EIx44dk9Tiqbap74PfOTs7+223OZW99a1vxczMTPljHe13Mmpe3fbwAQzGpBWi/pNhaiDiSbJsrD1pDUd7T0x/ie32F6CEAhgqPaD63VTLtXEf7FcypQ7CneUTdcZRw91np26S3mq0Y/jzCqbr2hgNNqDf24Bev4M4amuPjaT6dL3vepEgwwi2EKonNvNyr26Cls/+s8Cg3pSnUGROHE8oqLSSshrEbFfklK4QQlRZFeuES3g+QSR0xq1mXxyVONbUF+RZnHrojVN88MZP4j1f+zgOLPTRi4YYxn30kp6CSqyMvanrGXKf0pSNnSq8Cl5hqm1jEGBaqI0IhqhUn+WqZZxQcwGm6Hir6jP3o42/hk2inn4SXkOVg2eUwIncTvQcE+pbdak/Jp5Vay9EE9bNjlsVyem+rQQKf5QHkVGMlUihMrJhgRAnUJ0LUYDchpD3aZdNxC6SjD1VDfSyHCupulttVjYRudHoKjN+RhqFbQG7mj42hQ62Noma1AmEp8PFE8e/pHUq05vcl0ZMypbB65wjkZw1r4c6K4JGAmHhqL6TGQSiKVFzyBzXlqdRff0p4fFZGZnQYQrX1ug02mIf1rf2X48v3PFPklpe15ZPaljfkz3vec/Dz/7sz+IJT3iCRD2f+MQnsLS0hH/4h38ot2HUddNNN0nd6IILLsDP/dzPCQBiPdib3vQmSSfan/3793/Xz9y0/370R5ko5jKtlsRMUylvoMotkACU0vSMOmyPDD9pBPuEydyI81ktIXFuhJazF4pUTuz8Z4Fa8YeE9lpTLgMr7V6pseoqn/9rClKQEHPCm8ejeUTjWdGhooOSugqJZ02qiAVxtxGKFB4jpIZJ91C6RB2yg3GWSXSjrtMR0MnjNp2NDe05hB57pQza0BL5SsbP9twwwuP56OTD9JFKbjDS0joF3QB7vERDjH1Evo+mO4O7Hkrw/33jk7jzyF0iI89aFndkp3Z+su0wjUZwxOranq1qcQy511lyDZYM6spGIaq9RGFmKfrkIMwzLMYjofaRWo+pF3GytUsE0ieJqq0h0+16maThtG9LYfMykfNcSYnlsq7XIvwEbUFgVlAcO48kNrKSRm5lsGB/1bTrYSPBMpK65CStzcd6N5n7wURnWp9SzSx15EwZsh7H913EvK8KB0NRU9YIiz9CEGxQojYFybreWWGAzb6LWU+psFg72tIssDFQBn2tV+mB2F50njsXBlIvI/DHVmIbJgXZyAWlqWrKyrpvo0t7bepQdZ4ze8psawAdJd9XsIn+LqlR07tojb/FWYy5zibcf+R2HFi493SniomtR1g7Ixg6pXvvrW4AG52cf/75Uiuam5vDRz7yEfz8z/+81L5ORPNZ5J6ti/HfE9F8/Ht6elrQhy7VWl33lNvU98HUIZ1pPcqqb3MqIyqRP9+P3bTvfokE1DlRlkOjST6yVBAW7BkhukRGsQdFGmwZwaQSkbABUzEppu9HONgaSJOuRDV+QMFFRW1po6nKwfMRTRJlsZC2T84Ilh1AHnoHSdYWpBr3mWUtJDFTf81S3r5KG7oykUvqRSYSnfzFgZH/SCYgOrVQcufS89Jg4y4nJE4Ofexb6kniiJN+IU2gZNn24RZaFWEEVwnF64RuoxGXOkzs9TEzZEqi3cwVWY1O0JH64JEFnksGv7miqTLMAI1FAU9o86jS7XISl8QqHaK8VkUqHArPrMA5mdpJzYL5OaHSqXMyZcquG0zJmK9gBSlRmgI6YTRmOTLUwUmaTtCFnjBT5H6KhcjFiI3Wys2AkI3Zki5sciTBu8xGRScnDnWy5xKn63olZJ0s7jyuiNpeFkUpjsDecTphc7uI6LtMGeKTogHqB3O/rPlsc4Ah4eaNJjoBmUWW0cipa5YJiwjplxKmDg1XyebAwxbfRycj4ETPecRjQAPzgVJHrbDPzGmgxfGR4Izs+gpGoWkUS8eo0Strp3S8dFZybWp0ThodWh5F/Z30VWTrlwi6IFgFmBaKkHr7sWG9PwGxzc8PohXsmDsL+eAYHjh6F/ZsfBzWreXMtJwmLP1MgLWfaP1+H/fddx+2bdt2yvdVUqKQ2hDt2muvxS233LIKzceUIZ3RxRdfXG7z2c9+dtV+uA1fpzHVRzRifRumGvi33Ybv+76/apu77rpL6m12m7Wy/jgS+Q1tgDWVEakn8bgYkdRUVqVYzIipBQ+UHnHQpiQFJUcoXGjg70ncNvpVqhCrkY5OrDZCG8ShTCwyHarsrkDCbQ9TlrZk0tepIJf6VBLP2CuzKicgnxP+PtU4Yl9WmZwyqD+7krfUUxShp7vNoehDTXWqHhKdsh8MpSZHOZWCNS8LPDRQc9/lBE6EmlZgXJAZnCLnJD0NBXYdOE2MkgLHVgpEaQHX4z7Jxs5tSDabmRQgIw2tMdkUHYvwTVJRlaS1FR8fIwKVZVfHqSt2ndCZgtLogGmkSEiIfTo4VSaT1Ja6Kl39W8AEJ2RGQdKA7DSwpZljRzvDzk6KXW2i3hjZ5ZhqRJhzU8xQEkQm4irlVUKzzTFs8HxJ5bmmadk6LkvyapYbNQYMPW9GYS1JASuIfZBqRCNaX2wwdj2cv2Ebnn/+1XjSjnMZz2oUZvgiO76OYpRpupGRHc+padKtXIKo7L0hG3Ya2Bz62BVqilVTna6cH9+nE5eGbInezTNrvk+BJquSx5XVCi2Moji2tnvLRn+VvrGauthVL8CV2rBxbq6HUcz+svVrxRlcw/q+Iqzf/u3fxgtf+ELs2bNHYOKElTPaYfR0//33C9ycMHb2YB04cAB/+qd/KlHR85//fPk836Nj+qVf+iX82Z/9mdST/tt/+2/SL2Ujm9e85jX4m7/5G/zu7/4ufuVXfgWf+9znJOVIFKA1Qtpf/vKX40lPehKuvvpq/OVf/qWAPCxqkBHeK1/5Stlufn5eHOLrXvc6cVZrjRBcHg+MFPnqtXJV8ucf1COyqRs6MweNfFqiomE6kNRcEnXhhSsqI5IxCtInkqk0JRolPw5TaWRAV262kjbIUDLZ1KIIFMqyW+mNZFoTAIVGeOpMlZKpcDy4jaQU2MsdRThKVEiIviWyNdBvkRfMUnTY/OsQ7MAIjG5GYkpdQRPp5saSGqTDJbMEASEa2SlqUKIpM7OISjDrX56LYTIU95WL5hfZ6xltKYze9rNxpc7jqMr+Cq3WqMn8aeTnCQFvwkGUaVRCR+jzHM3nK047jaxojoyBh6bPqC7FFFlMpGNJRQetkpaFoHOE1JlYlKB+f4sAhdBBx2ngSAwMck+25/cEbgPznovDwttHRgsjrGgOnvuc8pQxhVEjPyfnXt5f1WrTLj8sFrLtudjjtHAkTrDMZmFGRkb7bLq1AbvndmO+NSdgldsP3SF9VyTA7Tgu+kjFMRGGTkkThcvrsck5GnhaKRBpuBCnDcs8MwZsWEbOxQQdstYLiQrlKRB5uMS6WQ3RV3tSVpllpOc2Iry5auFR9V7ZhYOOhdHRqvYihM7d5rR5LhJMt+Z+kEd9YuvNYdEJ0TkdP35cnNLTnvY0gYnzd6LyvvzlL4vzWFxcFIDDM57xDOm3YoMwjc7tX/7lX/Drv/7r4jw6nY44nre85S3ldxBVSOfEPqq/+qu/ws6dO/F3f/d3JaSd9rKXvQxHjx6V/i06PcLjCQSpAzEIgyd6kA3DjPD4eQJC1toWBkum1GyTaHYWPnlbNgizAZcrSz7YScq+lQZagYsocZEnM5oakSnRpNL4QDL6yRvC2ZcL15r9sVxq+tjrJM23UmSpJA2FXHf19GaZCoxTpSMT0Uc6RQ9pwvoK2QRUoM/Cu+2/+o/WY2L5bnVWolElkGwq4hpHAEYonD4C+K4oMJXfXZ6ccRaCa2swyvIMY7ymHj2ZCOuN0TROeAqDTxkB1SYzO/RW3FEclOuh6bJvx4xbkZWRYpKn4oRk1KVOSAdOouAAezacj5XBERxPR0LbtJyMy8HguHcdB7Oui4WU6UyzMDDHIDUnz0FXZNuN80kVGcfoY6vPCLKBsecgSirhE3V+HDGRhpSIkI6ivKUMd96qOo05V+uAFQ7v4qymB785h257C5ZHxzEYLyEk9XHcRxy0cXy8gsXxsiAihVM/HYlzp74Uj4jRFhdXbEym8whcBz5P3KT2aDwORlT8W+imWGMTmZ0MTa+FfLQkaWZGhdI719CUpTCty+t1ZOdqUxCHfdPQWEk0C4yZBTc9gxI9mlqhoEWZai0jsAaaQRtz7Y0C0gm9Js7erNmcdWvZj8g+HgVrFFanYGInGZGJjNYIwGCUdqJR6uMVf/927D16SNiydbVu1HJr60bXHSFoHhc5Do2AKv7AwPWxsTMrwI2VeCApsixRIlEWyT0vVkJQykcEfWF2t9xtculYHCccXAQhta9JKIiGG1R/SJgmFIaepUxq1adG0znElKUwTRh2CwF1xAhbWi9SuL1NPDEayrGhOcIYsfa6WMi4Od9hpuq9AtKWiNFXvkGJ9HRsqBLc9tkArONE5o0LNp2LUTrEPUePoT+mHpMrDOK9QYBRFIouWNhaMM5IU1JkiSdkmjl9Too2DVXWgsQBerKy5r+XbLtUYNz3Hb5Fo0ZxKGyu9QTqTaZ8OrluOIONU9uw3D8Ah021RY6VJEJEZydCMAW2BtTcyrAioAUbcygJLWXrmR6Tib0osJAokwSPna9vDRQuQwDHvaNIU5EmQqOzU65GnXX5d/0hldQe6gg+A1aQc3GlbtRqbpR0YLe7Bf2oJ9pWvdEi+qMl4bzkNV1IExwd6yTeTwhgydAh8o8RbKkt5uLZu56A3sr9Mt68rmSS72Wp1NIETs66skSH6vCZUubnPJd1zAz9ZCzNzGSftxCZo1GMjmiv1WD5J/RJWXASyYCZclWdZOVMXEq134soS4kwxfk5ldSI6WVzGx7O3nyhanllKZ6w+yl46gXP+6H0ZH23+WKt9j9z3uvRcL+/WvuJVlA5+96//KEd6w/LJlyCp2NM13i+iAoyoql6prTOIo223hit9qGK4E+KRBV8nWSuR4dHTYrPUl4ZByAyGoZolCvgrGXUcC0nghKPCvGqcQiEhisqz/ZDaXSlqTjpWFldv+K3FkQjsomYAol0gIRJtzATNjFIF2QysDUs/U7jvKThuYJC07jiJcedkriaF02BWBumzZmLmB+Pl5GPKwrBSTZC2wvR8hoYCPiCUOgxPDb5xoEUoFjr83yi9qwoIGmQXMwFlJsgQ3jZ+iUHRcVfrvTjhoPdc2fh6h1X4I6DNwqZcEQZF4IHRKKeuEiq17Kgn2E0XMKhwTGBgtMJkntPJO8bROn5aBaJRhX1QNHExnRYNuoodasMaIL7sOk9qUc1HOEKZJpMXzO1GpP2srwgdYdl+6No7IfShmDDR4hM9ukVYyylOeL+UezYcI445PnOZoziAY4PDmPvwj6MshSeGwipLFO7vDQcQ3EiZpFCh3rH0gHs8qgCkBjGel/GhA3KSenYmHoLBT4up2xAPEyriiUjaYynk+N+ydRB4yLBphbrVsHytTZMpyrUWFkqESjv4X6Wy6KGacPMob4bpWfYpmD520k4zGh9iPnZs3DJzqtw8Y6rHjMNxGeiTRzWaRgfhsdv34O7juyTCY+prChjnw9nD2U+D1tHavm0qsHUviRTTB4bDShOaCncYBlp2lawtaiu0nvp6pwRClNbfI8M1uM4MPIglBFRqLBob62qdihnm7JdnNycXNGzso7kIUpS6S8bjH04HqM9hXVr8lF1ndj4yxUtv882h9oqXoP8ei57wAxUW8hK7bcpFJ7bkBGdvH0EbyTpAAeWHpSJlXWrwDUy6zL5ZdITxmgxTaa0LkFuQ0FOkvOPaSgmIFUTykKjxWlmMeI8xubuFjx+0wX4yt2fQJrFmPJIk6Q1OP4Moz6KhotxRtVdhYLL+RKFaa4TJ0ZBXxYpNrqsL1ntr6p2Refh1dJ49sorYMByEqqD4Rjwva2BLxM/a0kdlzGEIhpJUFpGUzWIN2MzGp2H1gz1uHSzAkHQkfMeJTF2Tu+RMbXH2Q67eKh3SOqhUw3yQqYYpkyrsj04MeAYTYkyEgvcJg6PhtjU6UiaMc8YgRaY8V10XQf9PBdkKM8v4b0vrBqmByovMIyHiPJYlLERD6RhmG5d4EJFBj+jOpum8libLcu+9t40YJ5tM7vQ6z9UtkowOmPKleOWm3Rgx9V0ri5WFNG5obMZTTfARdsvx6W71rZ+/WhZsZrt7Qffxzq0icM6TXvSWefjY7dcrxLppuFT6jSEmbtM4dHRrMYysYF1LKzkVtW3ir6a4Ypwsg2Gm5BQfkMaejXvIdGVRCsOQjcWxoAkpfAhKw9jYQGQWkThwvfGiOKwTB1qZKbgBA1Dag5UIkGmK6m7NS77wVbGnFwZ0STwPAIqqjRNlAXoss5lIdiEUiu3lGxE9gKfCEc0MOZKv8bULW7M7IfOyWkohyLBEJxcGbewRyvNXLR9x9RXctHwIks8If+kfRJ2eIcSG4qG47exFsZVu1a+LIuEg7Yb4pv7viypwZbfhu8HGKZkE6c8C3FyhLSrs6pHTNwXtaAF1SZpLyXJFdBIbvqNassDwy6oooym3qSRngo9WpN6jwwB01oOdgY++qLgm2Ns6i/cF8l5tUVW+fLYEyVYVIF5VxGcLkoMA0eWoGjwysRyvdM0lnNjJJulMY71DsIX8A6FEQnKIMuIni+TauqcU2zxPcz57NfKEeWJQOA3dLdjGC0KUz3TfrNeE4PxCpaTSNCGIjPCSFccbCqkulyiDPI+ZoMpIO1LJMtziHKmfRtwyGWYaSM2nRZTnAJ5F22wDMs5kY2BRFvKVK9jHjIVmecCsRcUoek6NprHsojcNrtLHOlt+67HeVuegE7TImXXseU/Ivt4FGzisE7TLt1+FrbOzOGhxQV58BVsoA9k0zey32ZylpW2o6SfcZpL5EFTIAKLxUrIKgSg7WMYR7MYsxGZQpDksvNGQlHD1tKAukNC8zPGIJoSaDwdHemhaC5h48J6gYo2SOTG6ZxUbDE3EwbcSPL7WnuTI7Lhn/wTSi+WUk4Jrxwhy5Rcd8YCG7dMEXUjG0O30CiAouxUImY/UDVnN9DxtReLkUrH72K2PSNUS4gjIZ09NqZj1L4plfrgd5Px3UfgTSHDSAAXnKfIncep0W94FR9gwxE0XDOP0BgflcmTk9goXxEKIzoNOsgxG5ClJqnRov3hSHKSJMLOEG6BcTCBJTwNghC6DaBHJJ657gRiMCVVpYCrFKq9F6RCyOiJirnSx0bHqHeIgmiM3Af3S7AHr5mkEoEmU6llpKapVY/NyCXgg1jBDEGD1zfFweP3SbRkZDqBgm0YI3EA/KaNzRaWkyUUdCyGO5Koxp0BgSqeRpdybozcIwyTHjqtjZJKpGMcjBbgeyFCJ0R/sCBRk22HGObazsA6rSAhgw7mOxuw2DsgdFeEeozjgUZuBnIvsHiCPEzqk1EcQVMLi/eIg7bXVrcwlEzCeViryZoUJWdl7n+2uwXHVh7CvuN346IdjxHG9jPUJg7rNI2TDqMETkiUZxedJ0YaAkvXFa81pUcyfHZs0GS6qeQXhDgkYfkWCHADYUApEE6WVPUdGGFETk2m278gWGEsjiCXXi9tblWJDSoSJwIJZzQisG+XBLuMF6iyy1Uw4faMAHVlXDUec6Wrta7Z9gLCIEKcuogMYIKTV5L20KQWlKRedBKxbAMleMDV92Z9prrYXKpFe22MpSPSsWr5XUw3meojsW4sEG+ya2xoxhimAQaxRV/q+JHaqOV30BO2BtaxTOOpWXkLDJs9UYQzOwW6jRzjzPQrFSrXERt6HkZQ1mxKs8RhGqczThO0/cCAS6oeKOEcZGjC6El4+TjZagSkzcf6ea3/mUWJyXpxnOg0uf6g8xIhxdox0JmWjOo2ZSaxp9Id8T06KyJvWW9qBx3k6VgWHo0iFdQuQRSjhECeGKHfFrg6yXoF3s10XMMVwAT5FFm3sxyI24NQnFVOx5GnaBk2EkZacZpg4/Q0OuEMfL+JQ8fvQeh3sHx8r5IlG0y/pOpK9CidaAP90XEExZTUD8HjqAHzZzxfmtAtEpILHZtW3eCzAV3TpHL3mxYLiTSJXmw44vBLOJEBrfBaLw+OYK67Rbal83osWKFqrWuwj/VnE4d1GsYH/3/d+DWMkxzdsKW9Nz4bfhsYxTF6nJ1FZkHTeJIuNM4p9CNBA2qCic5DofHWtPk1RyscYtyg/AYjIAOdtkqvtrbiD5ULUFBxGtWJU/LZ4+UIQrBRqDYWa2RZHgh57HSzhcXRijTl1tnd7Wq1SQLagGkzZeog67bQ6wjigRBvoux0ghZnXHMAHBvWMuR3I7M+6xOszxShMndw4mW0QPVkK4SZEkLOfq9CNZGm/QzjNEDb5/scQ0ZkKfrxCgqHE7g6QZlsC5V8lzSgyIUUaObs61rds2ONI26ZGPg+0Wd0IvXqH8ET24JQ0k3s5XJNWk4gCRZwwP2zfmKmYL5Onj/PdMna6MzWsKxxrBj7kI2irP+Z95heXc0Nok6qn2UCpecxcspvkaOPVyWLkWWRUimxllqkAsjosWmYKMd4CCegUwgQOLHU6ig9kqYDzPsODkXavTTnOoK+i7IUbUuhS20vLlJ470R9HF46gJ99+i+JY/js8n4EfksWDoSyW/XmSJhLtJanLXfsYYsRR0sChOGBst0gyD35Lllk2NSraGFVyEg2UBOdaRcdvOdmXDopg6ws06/2R1OlvGep/TYcL+u19Ft4LFixBum89VrDOi2mizPdHl5awG0P78NZ81tw7sYdssLuRyP0xkPp7yHSruXOoUkIMydhrqQzps906iQrOZ3SdIvOI4DjKMu5EJ2a6KQdUAtK039CFkvpDKZqWAGhCKA5FoIflItPKYA41fBf1sTCYKSRAetKwQAzbRehF2IYm7qBSKprAV/WpqYvqxVyRUq9LPZqpcjdAQqHbNd5KfvAcypXtobQVepHhv9JJScN8MB1ZbKfDx3MeVp458TSj1awODyOhcFxraDU+AEpQcLG18Ado+kxMuDqnfWSofaQFS5WUq3nKM2P8tV5DWXtbsuqX/dnC/IKjrDtv2qsmWwJAklPWeNvhK5b1J5uV/HWaWRnrKLxMGrFyopfvmWscYIDItCiDlFXYttvb5FBX/KYUgPKICVvlo7kX0ZLBLFw3y2DQOTxsl8tY42uyDDvh4J6JF8lv5voxc0BkX8mncn6mlNn0bC6aASoZFgcHsH1d/4jfDdUerFcWwZsB6E6H3MPmJNn2m4rYezSO8jWAD3uKb8lkbAyluh1spGpyO6Y1CcXCha+b/W2FL5u7r0aRtcytQQEDAFYHBxFK+hi14YL8Jiw/Mwlv51EWKdh+xePiTzH5qkZTLfamG1N4fhwGeMk0vQQIcPZNnS7C7jn2L0YxqwxkYiToIkUochRNDHT7MhEdbQ/Rl6QIT03q1VHJnnfVdABnRv7aTZ2NspqdRQfFti3XXWw3sKohdLkUaKktpwUVG+IsQgpj4Cdsx7aXhtLozFWxiSZbWIqmMWBxaOG+klTg4xmWOdibShtqOKwpCpFQoIIrQQxayimoqBOUdOgihJTelw7ITP9J0lFsyq2oAhJNWWkWmLah2jLKpUqLOmmtbjlj6VCkxSxadNmoOZJSq0j8vVcdefoNlhLKkpoeWZQmWzGFai2qVVZWUJpZm2QjdzFvFsIAIDv0eGx8E/TaMHsr4yYKvSjCAyasRtnBJloL9o8yexN1CUNxybas2PCBtpV0iGG/PYkM6lIjt9IUojUq2LjNK+qHo2lcVKsnjoM9nAxvcYxEjJav4XpVhPD5UOm+ToXtWamMpkeLGutJ0C/LYeiMrU0cN+hm/GkC34K2zacj70Hb5I6lfSzmbQiHR/HgddgZ9OXhYA41yyT4/eKFCyNeo0UU2TCyEXXQBcWNZqpCo7E9Kv2/DHVrHUsfV3Z7XUBYXuyhK3EDTFKhgK3v2TnNZiaMFyse5s4rDW0ph9gx8ym8u9BRIfg4Neu/WnsX34AX7zvKzjcOyZ9QRvbLRTFGA8sHMPxIVN3QDekKCLRa0clZRYwIiGaLU5Mus/FbGtW8XBOiMDfgFF0yKCzlCiPkynlOlqNsZDIEmknaZoA2DbVwVQ4g23T52EQj3De5q04f/PZ+NydN6MfRTi07CHJdbpUAIBqbDEFp2hGR5gMROgxp/hfKvUgTp5Mp9n+Fo0+OHETIFHJ3ct+zUpaEIKcIA3ZrAVtcF+WPlijIjJuqFowo0dSJtUpY5tejLaXoO0FZAPCUkq9JI2S6DQ0mrWwczqjVAAaHU/h49xSOO4YOQkjhQfypRyJY4m6aFwEMDLk56xD5w7rOrycjJV/kBGQTrw8l6NJIVEPX7Dpwjogw37WsF9pEzXrb6ZeZSNDHsuspOt0caBQdu35ajMlJ3DzKkrR/epIJyba092P0I+Ghh3dFedsr07b49JDv6+MPk3kaJuYiSr0vSaidIx9h2/F+TuuwdGlB3Gof0SlZaReRVqqBkaNBrY3A4HqC5IPDYn48iQTJypRnETljtQ3ldGd96u9/iY9a6MsUwPmEY0yjaQ1UtMcOKM3OuaRaXxeGS7IfoLWPByfz5suuNa7FfVV4A+6j0mEdebZng2b0A2bWBkPMdMii8RqWxwOsGN2Hmdv2IHzN+/Gdec/44T3F3DP0btx77EHsW/xiERgoRdguuXjcO9BHOkfkubW+XYLx4dUWGV6qrpkvkMHR5mQsSDWGNFxpZtklJNPEVA7K8sw3ZqWCYYgiZ954k/hqWc/fdVxdIIu/vHmL2LjVBeHV1bEQXG1OoqbaJPf0PD/EXZOIlgVQlQAAScK1lvsRErjREpos7A31BgcbB3JTqlNr4kiZdSpVR5Vz7Vs6QbIQaSYH2Mxaop8u9ScTBOblVlXLTGt3XieTmqiaEzkoGh2aZH5cBQJ2wRTSS2pGaoOlAAhTO2Kx0gRQEklmh8r48EeLwIQFLxhWMTNOXP+YIpOGguMsCJrTHTanCi7nmqAqcMzCD/j/FYI3Kn1Vdn0l44JIz9gziOwxzowPVdBzYmOFOthrF0qSTEdFKNbG4nxNUql0OiMLRQ+EfaJTByJXVTUU2tWYNEqf1m6o4T3EkJhQJ+b2o5rLv4ZDL/1AfSib2pmQGp/LjYbQuChOHqiBfXcZn322BktMekd1PMlgpW1S147bf41Y8sUaO1+jdLcSKJoD5pQMfFc81zEK3k3cWyafkvSlmEwhS/c9TFBOV519upncD1acQbXsCYO6zRs28w8Lt1xFr563x3KoWbAA7Tl0UCom552/sWGD+9km2vP4+o918gPrb4C5IN/fHBModLhFP7fr/1/+NJ9X8fiaBktQsoJz07pmMjxFqJLYACL2F4IPwsxjnvipKTJmCwGjosrdz0ZTznraScdx4+ddzlmW118+d5v4psH7sP+xeMYRIQ/d1GElJ1gXYyIRJ10eWxSh5CGVCIFdSotypUu04VagNeJz4BDtAhnojcyKjBiC5FnTAkpuaysnnNN+2izbYHZgA40xrFhB7lh8pAIgQwYIg5IOiJVrmWhjg5oKmjK+JPclz1HS2kkk5mygKhDlFqUqbv1CK2nQzI1JEZ/kmoTAEiBB6II/bTA7iY5AHXcZNKtkbCKczAPFTOJjLZoQ9adEpLouspQzt4zCakSDI1UhuMTgMP/aYTLBYAwwJN+yNTbrHCn1HZMrVNayDPWKOWIJMIgGIFfbcUPGd0w6uNxLWc8R7M4YP2M4A4TkcLsU+tiug86qxPlRIUEOI2FxorX8fh4gKn5i9Fa2o/R6LiSCxcJpgQ8YVCwJk3I9gSadVI2RUxnPcpiJRnOlfC5XmBX5J8ey8jI7FiLmYI1Kso2KmWtjojJXRsvRLc1h6XhAm588Mu4YOvjMdOa//4e9In9yNjEYZ2m/eyVT0U/Ggv4QnpNXBdRmorzetZFl+Gp5170Pe+rnq6gg9k8VZH5/vpT/xM2tOfx5fu/juPDRfmult/CU/ZciblOE1/a+yX0oz46pueHjaPM2W+b2mag2A6e87ifPGVKhK9dvvN8XLbjPHG0LKx3whYeXjqOf9/3DfyvWz6IYTpUyLRQ8LjoeB34DTYuq+Q4WRuEya1MC9rW2yqqouPS5mNlTuf3NP0OQMdHyfaUKDcVGJRJ3Eyg3N4X0MU8Umne1YlSof3aebSUFNgaalFfSVGZ5mO0pqrIZGSweRQ6perYGjLRMSJkNMiVua3fhC4jlhwH4wSLSY5x6uGYk2NLqMz2AqQxEaSALUwKTjI2jHLKlKFSGY8a7FfysWF6h/QxLfQOI46XRbnZ90g6TFj/GH6RoMkGYTketkBo5GRrOyohb/ZdLnI0kuK5CGzdwOY4PgKft5GvNLW34BYRigbVwlbfD9Y5WQkR43PLc7HtC4zCv/rAV/Gx+79aLqxmgxa2UIfLMLXLNRCuyapP3e6HDqpEQRrKfB77iMwXRSYtFBSLtMrHRMiyr4vRJEUprSOk02XqVxqma4oIopmVRTjeP4xOaxYzrVkcWnkIDxy7G5etd8aL/PRh7etVD2visE7TppotvOYZP4lbH34Q3zrwAHrjETZPz+KJu87B+ZvVWayF0Tm9/OqfxYsvfS72Lz0sTcrnbNiNmda0ABY2dzfif9/yj7LqZU1j69RWbOyQADfH0f5RXLX7Kmyf3v4dv4PHOtvuln+fs3Ebtk4/G3cduwN3HLkdUTaWiIg1OE5+WTpkVajsp1GmAkMFZTWP3EBSfhZSbuXfBZ0WTmGmvREPLT+kmlPixBRFJuktWT0bkUcvQDfsIGuQMsjDOBsZJgd1DospozLC4JX4lLRLRMGJsr03Bd8n791A0mCMXuR5NXUlkWs3ERKbgJnG4vEwUiMKkjx/sYBPgGNxLim6mUB7fWja9Kv7sqhI664lAmOvmgUSeE10u1uVG3K8LMAbpkYJ5xd0XmsDplrzkrYcL9+PRj4qm45lj6xTnuAkbWRqIyqapMoEgGEFJjW96Lo+2n4HAZn8HV/qcnrdbL8XULDpSb6ndi4mepTUZ1HgSDRGb7zPICP1Ow+nMWZbLYSejpUsWgyLfV77vKQya5B9nkMvTZXVg2PAyLs5K/yPYT6Sni3yHiqPi+4bhvrJCuhYauayVmrGn6wec93NmG7Ny2vDx0AvVlHXU/lB97E+/dXEYa2FMVV2xe5z5eeHbXRQ/Fn1/a6PFz3+Rdg1uwsfv+PjWBwxAstxhIVwL8QVO6/Aiy958Q/kPNtBG88456k4PjyGheFxAWUMjAAeiU6bjUCOx80jSU3ZtV/T9SUVJRx3IuURYsvMDqkYrwyOyvFt7mxR6Luo+bLO05S6D/ux6LQsTJzEp7PhDNzuNhxcWcCANEH+lEm5sX1AAdUPRWywnsGcS5CGdBtjqr0RG6d24kB0G1wnlsmOsiJKmaRoxFwln+W7JLWU5fAKNjsHGJWsFHSoekgHIqUI2uCr09JmaWU2J9O5jS4Dx9PoxrLdFzlmWhvk7x5lPfy2oPa6wTTaoa2BWon6AlkwjSwaq/6ZmWREC6xMG9cirRolcv06W2ooZSnRSNYV4l7et10ECYEzGvFarghGpaLBdgpnxW2W0wTLZeuBOhGRHzFHwX6plkv0JkChAX4X62r2QK1umZyjOe6D5K+UGiEXEwWiuI/MCfBQHKHV4CJCz0XvMO6vAsBUIA0D9pF+NQIvuHjJ0Dh2Py7bMSPjx7rWxNavTRzWY8jomM7feD5uO3wbFoYLwrzBvynYZ8lRfxB7+jlPEUdFlOORwRFlOS8K7Jjeiedf+BwU+Qg3PHg9Di3dh4wyHg0HrSBAkYwxSiM5ju2zezDX2YTl8RK6HRd7ZncK5J70PjtmduL48Ljw+k37bal/kTSVkWPLa2L7zA50gw4u3PZkfPRb35CG3B5TaY0poRJyMJSJKvDaOGvrxRjHK4hW9qMldcUORtGyoOwGclxdlW6RxmvlzatMoxBNqboYyoTHo9T6nCj9mnE8RiKJIsd8oH1Ots7SdltSOyTTetvrwEnHEvVyD4ycmKY9PjgiasZX7nkGjvcP4YHj90i0WTdJmXotIKrBIAx0W1knDEqu0PqPHKE9FQNksOAVEjcVFq3JaI9IUDoYv4lu0EIvJpGwvs/PKkN6Bccv++xk38BiWqP8spE1gSKeJ/1tTL/yGhF4kbltuAXjoFicllTL2IIg9aZq35QsYYTYku68Bo5EQ/SyFQOEcbA79KXFgNeFxxlL1F4xvRPl6WYZDifkJdS9EhjE8bp/5Tgi3IoL5rfj7I0XYr1bsRbkt5MIa2I/CjbVnMI1BsSxVsaa1bMvuA5P2nUF7jpyN0bJWKiULtz8OHQClY94yjk/jr3H7sY3930Ve4/dJZyA28IOPLcLuIFM4HRWGzqbcPWea3Hlrqvlc0zdMb35b3d9HF+59zNYGS2KU2i5PuaaM5huTksE+eSzn4Gr9jwFR/tDfO2+W+AEIZJ8JCS8ebGCtp9hy/QMFodH0Qm7uPqC5+O8+bOxMjwm33H+zga+/ODXcbh3CFHSE2fJ9JpGQ5qgsqt1nQA9WaXPu9SjaqBvSY0ld6YT7WLmYpyGmHUJXSeAhKCUBubaO8VBDKKeaTdg5NeU4n9vvITZ9jyesPPJuHzXNTJmB5YewMLgKObaG8q+M8qA9NMMWzrbMBoclChIUXs6SbMWVabCTPCiooqahiNknBEoARVzzTYW4qGAUJhazgrKhCisn1D0Imih4VDehS0Mym5B5zAy9cmShUMol7THDPU504BqylmQ9SQ6FLJ/eB1keYgoOVYiMZnKo7M6cd5lRN7OM2HnYGrWEg5L+lmapUvO5LL/iuhKG2GtpHRWih600Hxz4Dg0WMD5my6UsV/3lp++wzrdlOKjZROHNbHv2eZas7hmjzqaE41Ixkt3XCk/RBHGRCg2XIR+U+oGLMxz8qTMByMuaw7RgK6PF176M7h6z1Pwxbv/FXuP312yqm+a2oYn7noyLtn+RJkwf+FJzxZWka/vvQ1HeosS1Vy6/RxcvvMcZatnqnFqqyAwT7Tt8+fik3d8DPcfuwdxtAjPIPLaXktQZWNy8QmnniMAE7671PCwZ2oeK0s9jCkZL6z5LlzHh8t+JE6wjWmctekC/NTjno5b9n0ZSwQhSDOuB88NsXvThbji7GdimAzFIW2e2iZoTto5my7Ej13wfFx/37/h4PL+EgbI9y/acQWeft5z8Y1b/x4PHLpJIjcb+WjfV43iifUpilgaHj8hyiVYo+EJCpKsFwQtDNIRfM8Hlxkc461T29hajkO9Q/B9lXZJ0iHghhIZ2kqTrdedXKuvWnu5/7RgJGQalV2yYBDhqVyJlgElPqHeRJt2XYnclrNMqKr4pqAt6XgcRm1kbGcqkQTG5PIwSw3Tl8UxWMn0/FVMspqTWdOd6WzGQjRAL+ph6oRodmLrxyaKw4+igujETm2sjS2PFmWSZNRRh11bE0aJJBZWDKoVf6/GdOa9R+/Gw8v7cP+hb2EcLZfciUcGCxgk2o5AR0jV4fM2XYjnXPwifOqOj+Pjd35ZiHB9pr4EJMI2ghZ2ze7EL135s7hwywXiBA4cvwfLw+MSmW6Z3YONU9u/a/1webiA+47egZXRkjir3RvOw/ZZTeVy0t936Abccu+nsH/hXtFcE9JhHQltejZqvAIiEYdGzkkXQTAj/I2OG6DT2QLfnxJ29cHSXeIQNs+eJQCQY8NjONI7gpXxkoz3OVsux6Hl/Ti0vA9xpq0EChcH7hsPS4mPEgcp5UYHm30fGz0HecPDeXM7kcR9aVmgo2CkyR43bQJeff5sYP7WYCgtDRJJSsTINCXTgGxVcLAt8OGZdgn22HFsiKJkgpLR8P4x2WO0AdzWEblo2r3xcZjvbsXBlUP4tWt/FRdsOh8/DHukFIfD9m+h0ThNxeEiQjT8f9bd3DaJsCb2I2cERWzsVpD+UxknrVbw/T+0BKFcsu1S+cGFL0B/vCzOhZP0hu5WSc09vLxfwA2buluxa+4see8V1/46nnzOM/GP3/pn7Ft8SN6fbs7ggk3n4brzn44LNinghtHiWZsv/r6Pa6Y9jyv2PPWU7zE9efb2J2PPtquwuHIAX7r1g1joHVTJ+lilQRTr5yAMOphrbZDUXrc5j8vOex5mO1sw3akYWGjHlh7EDXd/FIu9h2X/dPlbWlPYPbsdjz/72Th76+W4Ye8X8MU7P4pjvUPIDQMKI5g2OTONdIhK21eLiCNRBBcBzp3ZCN9tInNjJImSz3IPTG0y3ViPEGmkbjqv1cKtA3WGXEZzW9IziVRNOI3Y9ZAkKyBDIJ2V9va5CAtWMTVRaehxTVrXVWCLiWYfAyQXYpMa1sQmdoZatzkjP9a2zuyUn1PZxVsuxMXPvhBH+8ewEvVN+8DmR4zuRxR0Z3bjeVf9Bu556N+x9/A3sdR7CKNoSZxOJ5yWfi6mIzdMbcdVj/tpYaI4lW2c3YNnXPbLeOjYHTi+/KA44A3Tu7Fj40XoGM69y/Y8VYhj/2PvFyTNabkkWZt8YNQXfWIRvDF6blozamBq5lz83FNeI04xSoYYRSu46+H/wNJ4WfgnfRP/aI9cCW3ExqCFrWmOY1GESIAvTDV3JTVM58NJdiV3EXshHr/tQjjpCEu9/dKY3yxcHE4OSzQnQBPHx1RzRlKIJMFdHi1LPXTb9Fase8tVAuhM9FgThzWxiX2ftqm7UX4eLWsGXVx69jNx0e6nicbT8uAQDi3cjcX+IalBbdt4IXZuugRtytJ/B2uF0zhvx5Pl59tFutdd8hLs3nA+Pnvb/8ZDi/dJfbLt+TinO4cDo56IX4qiNRvVm9O4atdVePlVrxTnsNOwowuYxfFxy/6vYhT3KQUpoBfpz7KN0ObfTb4nKsPTVDJmHYysGWZBwHQuwRwburvxk5f+nGh2/csNfyuOkZHWprCJh8cjEYfksaRZpGPANoK4j2ftuW5Sv1rnNnFYE5vYOjWmH7utWfnZ8UOCa9NhPG77E3HBtstFsferd38CR5YPSOLt/A3novCaaLU2YsfcWXjc5ouwc2bnSREn/77qghcIlP+ugzdiPD4GdkMpzk9rX64biELyRhJAt7ZjKcvRRoGV8QoGEeuK7NXLsWNmF37hyl/GWRvOkX3/wtN+B/9609/joeN34xxGYt4YR8cDHBuyz60Jr/CEGebKnVfgWRdch8eCFZOU4MQmNrGJfXuj09mz8XHyw7of4flEe853tpwSFHOitcMp/Pilv4DH7bgaew/fgoeO3Ybx8DCKPDY0Wh5mu+fg0vOejy0bLsJX7v88bjl4s9SfxslY0oKXbLsML3z8T69q/mUE9cKrXoMHj96G+w/djG2DI1iMY4waARy3jU3dLXjC9scL0MIT7sv1b0VdJuAMc1gTlOB3sAlKcGIT++EZ62ZLvQMYjpfQbs5htrt9lfMbRH0c7R+WCGzL1DaJmL6bPZoSIo8UStBrvG5NUIJp8dfrbm57bCw5Jjaxia07Y2Q1P71bfk5lbADnz/djjwW9q+9qBWnHTvc8bfv3+rKJw5rYxCY2sXVkhTBcZqe5j/XpsH5wgrmJTWxiE5vYxB5Bm0RYE5vYxCa2jqzA0LRhn84+Tu/zj5ZNHNbEJjaxia0rG7BL7jT3sT4d1iQlOLGJTWxiE1sXNomwJjaxiU1s3aUEvdPcR6Vptp5sEmFNbGITm9g6c1jFGvx8v/aOd7wDZ511FprNJp785CfjG9/4Bh5pmzisiU1sYhNbV9ZjG/Fp/nAf37t96EMfwhvf+Eb84R/+IW688UZcdtlleO5zn4sjR47gkbSJw5rYxCY2sYl9R3vb296GV73qVXjFK16Biy++GO9+97vRbrfx3ve+F4+kTWpY38EsaxUpUSY2sYlN7DuZnSd++Gx3d66Zwv2Jc1sYhvJTtziOccMNN+BNb3pT+RoFTp/1rGfh+uuvxyNpE4f1HazX07B5165dj/ahTGxiE1tH8wY5/9bagiDA1q1bcejQoTXZX7fbPWluY8rvj/7oj1a9duzYMWRZhi1bVouq8u8777wTj6RNHNZ3sO3bt2P//v2Ympp6zHGUcWXFm5Xnt57IL9faJuOgNhmH0x8HRlZ0Vpw3fhjWbDaxd+9eiXjWwk5FFHxidPWjZhOH9R2MYe/OnadWn32sGB/KM3mCsjYZB7XJOJzeOPwwIqsTnVaz+d1Z69fSNm7cCNd1cfjw4VWv829GfI+kTUAXE5v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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 2 }, { "metadata": {}, "cell_type": "markdown", "source": [ "In the beginning, we remove 90 % of our points from the dataset, and we will leave them as a test set to calculate interpolation error of Kriging models.\n", "\n", "> **Note**: probably you have realized, that we put much more records in test set than in classic machine learning. This simulates real-world problems where we have only few samples and we must deliver a large surface of predicted values." ], "id": "fcd467c31682d25" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:13.269242Z", "start_time": "2025-12-21T14:57:13.259535Z" } }, "cell_type": "code", "source": [ "train = dem.sample(n=int(0.1*len(dem)))\n", "test = dem.loc[~dem.index.isin(train.index)]" ], "id": "cc4f9a8f5524fb1b", "outputs": [], "execution_count": 3 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:13.398403Z", "start_time": "2025-12-21T14:57:13.390486Z" } }, "cell_type": "code", "source": "len(train), len(test), len(dem) - (len(train) + len(test))", "id": "e8e2bbb8ec5c5fa0", "outputs": [ { "data": { "text/plain": [ "(689, 6206, 0)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 4 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:13.958836Z", "start_time": "2025-12-21T14:57:13.597701Z" } }, "cell_type": "code", "source": [ "train.plot(column='dem', cmap='gist_earth', alpha=0.6, vmin=0, legend=True)\n", "train.head()" ], "id": "91fbbe7089ac0eca", "outputs": [ { "data": { "text/plain": [ " longitude latitude dem geometry\n", "1478 15.168636 52.628530 19.145895 POINT (240802.993 536090.593)\n", "1229 15.158352 52.723126 56.446690 POINT (240668.961 546640.642)\n", "3055 15.226381 52.715467 18.290354 POINT (245214.816 545546.353)\n", "1970 15.185643 52.595825 46.901897 POINT (241760.565 532394.821)\n", "3945 15.261187 52.681934 18.407000 POINT (247370.181 541696.816)" ], "text/html": [ "
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longitudelatitudedemgeometry
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394515.26118752.68193418.407000POINT (247370.181 541696.816)
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" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 5 }, { "metadata": {}, "cell_type": "markdown", "source": [ "We have removed a subset of points from a dataset to be sure that Kriging is working. In this scenario, 90% of available points are removed, but in real-world cases, you will probably have even fewer points to perform estimations, down to the ~1% of known values.\n", "\n", "We have two variables right now:\n", "\n", "- `train`: training set used for semivariogram model derivation,\n", "- `test`: test set used for the model error calculation.\n", "\n", "The worst idea is to take sample as `k first values` from the list. Let's imagine we have a sorted list of Digital Elevation Model points. The western part of our measurements covers a mountain, and the eastern part is plain. When we use the part of the west for modeling and the east part for tests, we are going directly into a catastrophe! **Points for each set are chosen randomly** to avoid bias related to the geographical location, but we cannot be sure that the sampled points are not from the neighborhood, thus in a fully controlled scenario we perform this experiment multiple times sampling dataset dozens or hundreds of times.\n", "\n", "Having datasets, we can start modeling. Kriging requires fitted theoretical semivariogram." ], "id": "66a538a74a90c3e9" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:14.073957Z", "start_time": "2025-12-21T14:57:14.026392Z" } }, "cell_type": "code", "source": [ "step_size = 500 # meters\n", "max_range = 10000 # meters\n", "\n", "exp_var = build_experimental_variogram(\n", " values=train['dem'],\n", " geometries=train['geometry'],\n", " step_size=step_size,\n", " max_range=max_range\n", ")" ], "id": "41d41a2d5c2c54c7", "outputs": [], "execution_count": 6 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:14.298698Z", "start_time": "2025-12-21T14:57:14.130053Z" } }, "cell_type": "code", "source": "exp_var.plot();", "id": "ec6438db494028dc", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 7 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:14.564023Z", "start_time": "2025-12-21T14:57:14.329973Z" } }, "cell_type": "code", "source": [ "theo_var = build_theoretical_variogram(\n", " experimental_variogram=exp_var,\n", " models_group='linear'\n", ")" ], "id": "4a2d5c881765736f", "outputs": [], "execution_count": 8 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:14.785420Z", "start_time": "2025-12-21T14:57:14.594869Z" } }, "cell_type": "code", "source": "theo_var.plot()", "id": "42fa5149ea1a984b", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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WPdqqYVvob9q0aSiadsstt+iaa64Jo/hWhRoAAAAAgHSV9EJ0ixcvDlt3HXbYYWFLKpvubmz7qaKiIg0bNixxrU2dt62w4vs121fbDsoCe5xtB2VV+Gz/5r3tX27XlL4BAAAAAJBqkhrajzrqKD300ENhP/F77703bL00ZMgQbd68WatWrQoj5bbncmkW0O2csa+lA3v8fPzcntx+++1hun38ZvtzAwAAAACQapI6Pf6kk05KfN+9e/cQ4tu0aaPHHntMOTkVVzDg2muv1fjx4xPHNtJOcAcAAAAApJqkT48vzUbVjzjiCH3yySdhnXthYaE2btxY5hqrHh9fA29fd64mHz/e3Tr5uOzs7LB5fekbAAAAAACpJqVC+5YtW/Tpp5+qefPm6tOnT6gCP3ny5MT5RYsWhTXvAwYMCMf2dcGCBVqzZk3imldffTWE8M6dOyflOaQL287Nttjb+UORVGd9fvrppw/a/R166KFJ39bu888/D89r7ty5+/0zxx57rC6//PIK7RcAAACAah7ar7zySk2ZMiWEFtuy7dRTT1VGRoa+973vhbXmF154YZjG/vrrr4fCdOeff34I6lY53pxwwgkhnJ9zzjmaN2+eXn75ZV133XVhb3cbTa+uSu97v7ubVdZPddZH2w1gZ7atX+llFZXRD3vNTjzxxF3O/e53vwvnLEADAAAAVUHUe+0oKU7c7BjVeE37l19+GQL6+vXr1bhxYw0ePDhs52bfm3vuuUeRSERjx44NFd+tMvxf//rXxM9bwJ84caIuvvjiEOZr166tcePG6eabb1Z1ZsE27r///a9uuOGGMEshrk6dOnrnnXeS0jdb8vBttuLb27KHimIzP+yDI3u/tmzZMtH+wAMPhN0MAAAAgNIs6BZFSxLHmZGMsId4qssvLNDd8ydrVcE3u2s1y8nV+O5DlZdVcTXHkMIj7Y8++qhWrFgRArkFIjs+/PDDE+dr1qypv/zlL9qwYYO2bt2qp556apfQZoXrXnjhBW3btk1r167VXXfdFfZ+r87sNYrfbMaCjQaXbrPQHmczGPr27atatWpp4MCBZcK9eeaZZ9S7d+/wZ2Hb8t10000qLi5OnLflCqNHjw73acsSzjzzzDJ1BuIj5n//+9/Vtm3bcD/GpuX/8Ic/DB/Q2M8dd9xxYbaEsR0F7HHsOD47wNp2Nz0+/sFPgwYNwoc29lzefvvtcM6WWljfbEcB61+/fv00adKkcr+eTZo0CbM6/vnPfybabGbIunXrNHLkyDLXRqPR8KGRhXub7WHP3XZHKG3WrFnq1atXeC2sv++9994uj/n++++HGQXWb+u/zSaxxwMAAEDqB9+b5jyvn814LHGzY2tPZda/u+ZN0pqCzWXa7djaU73/VVlKrWlPJ75ox55vxUX7f21R4X5dW1F+9atf6fe//30YebcPOy644ILEuWnTpuncc8/VZZddpoULF+r+++8P4fnWW29NBFQLxfahii1zsHoCn332mc4666wyj2GFBZ988snwoUt83fYZZ5wRahG8+OKL4YMD+2Bg6NCh4b7s53/+85+rS5cuYdaA3Xa+z3gNhGOOOUbLly/Xs88+G0L+1VdfHfoVPz9ixIhQF8GCsU1xP/nkk8MHDeVlr0v8g4P4KPvZZ5+9y6yBP/7xj+H1tA+P5s+fH2aHnHLKKVq8eHGiT6NGjQrLOux524catkykNPtAwz7EsGBvfy4W+u2DEPtABAAAAKkrXYOvzQywEfZ127coqrLT4e3Y2u08U+WTo3oPSX8L0T//ZM8n23ZTxqnfFAmL3nu5VFw2nCe07KCMM6/+5tq/Xy0VbNnlsozx/1BFsABuwdf84he/CCPH27dvD6PANtptbbbkwNhI+y233BKC8Y033hjCsBUCXLJkSWLLvH/9618hbM+ePTuMbMenxFt7fNnD9OnTw2izhfZ47QELuTaC/sQTT+hHP/pRGGG2DxH2Nh3+kUceCbMr7LFspN20a9cucb5Hjx7hFmd9nzBhQgj4l156ableJwvaP/7xjzV16tRQJNG2JbTnYeG9NHse11xzjb773e+G49/+9rdhar0Vu7NZI9Zn+1DhH//4R3iN7bWy2QK2xCPuf//3f0Ngv+222xJt9jj2Gn/88cdhhwUAAACklv0Nvjf2GZlyU+VtKn/pKfE7s/7bebsuO4MIWdl4xau57t27l1m7bSxM21ptG7l+8803EyPrpqSkJIR6W47w4YcfhiBZeo97G0G2rfvsXDy02xKGeGA3dr824tywYcMyfSkoKAhT2veXjdpbuI0H9p3ZY9hI9vPPPx9G621avz3GgYy0204GP/jBD/Tggw+G2QQWnEu/dmbTpk1hucegQYPKtNtxfOq/vS72c/FlAia+G0KcXWtBv/Qyhjh7fQjtAAAAqYfgi4rCu+UARX76TUG8Xbiyqw4iF+9tS7Gyn7JFfninKpOF0URPvv7Er/T0chttP+2003b5udKhc19srXlpdr/2AYFtO7czC/z7Kydn78UwbNq5Tdm30W8bgbfrTz/99DDyfyBsivxRRx0V1puXXkZwsNnrY9P4bZR+Z/EPVgAAAABUD4T2A+Qys5N+bUWzdeZWmK70lPPSOnXqpGXLloVbfLTd1r7bmmwbcd/b/a5atSpMf7d90nfH1orbqP7e2Ii1FbizdfC7G223WQLnnXde2EowHoZte8EDZVPZ7WZr1b///e/vct4K6rVo0SI8bnzJQbwfRx55ZOI1+/e//51YgmBsx4SdXx+rAWCvTXUvqggAAICKZ9XtrUq8rb3feWq/icipSU7dcB0qH4XosEe2VZytRbfR9g8++CBM7bYK/9ddd104P2zYMHXr1i0UZHv33XfDOnUrXGeB1aqi74n9nE0JHzNmjF555ZUQpK0auxXFi29FZ4HV1srbFHirmm47DOzMqsbbmne7HwvGNm3dwu7MmTPD+fbt2yeK39mUcwva8VkEB+q1114LU+33NCPgqquuCiPkttWefeBhNQHs8a2Yn7E+2IyGiy66KHzAYTsf2EyA0i655JLwQYQ9P1uvb1PiX375ZZ1//vn7/CADAAAAyQ2+FnB3x9rtfCoGX1tjb9u6NapZZ5f+27G12/lUW4tfXRDasUdW+XzixIkhWNv69P79++uee+4Ja9SNhU/bEq5+/fo6+uijQxi3YnUWWPfGfs7Cqv2MBVFbo22F27744ouwvZkZO3ZsqPb+ne98J6yH/89//rPb0Xjrm23JZlXi7QOEO+64QxkZsf8R3n333aFvtpWdTTe352Oj2N+GTfXf2xT+n/3sZxo/fnyofm/9scrvVvjOPkAwtk79ueeeCwX8bD2+fVCx8zT4+Gi9BXTbas7u5/LLLw+PG4nwVxYAACAVpXvwtX3Yr+wxLIyol2bH1s4+7cnjvKduvxUQs/3M8/PzwxTn0mwas434lt5jHEDVwN9vAABwsNm2blYlvnRROhtht8CeDsHXquBbsbw4mxmQqh80VOUcWhoLZgEAAACglDCuacG1pEgqLo59LSmRq/fNjkh+1efStnypuEi+2M7brVh1i4t0QzSi4oFnJq6t8dEsubcmak8LNd2gU+W+rigfXTRLWv3FHvvmBpySqIPlF78rv3LPuy+5I0fI1YwVhfafzZP/8uM9X9t3uFyt3BDQs5Z9JL/0w8S5nfvteg2VqxurKeXt2iUL9ny/3Y9NvG5++WL5T+fu+dqug+UaxAov+1VL5D+OLZ3d7bWdBsg1bhm7du0y+Q+/qRPljugn12z3tbPSEaEdAAAAQMry2zaHQBwPiaFtxafSjm2xwByC9deh2b5mZinS/djEtdG3npM2rgnnfTyAx6/PqqmMsT9PXFvy5D3S8o9j53cuyGbXXvqXb+73zaekLz7Yfact+PY7KbE7U8mn78l/8u4en6MbMFqKL3X/bL78hzP3fG2/k6R4aP/iA/n5b+z52p7HSfHQbuF6zit7vrbLIKlWbLTXL/9E/p2X9nxth35SPLSv/Gzv1x7WXYqH9jVL935tq45SPLSv+3Lv1zZrK8VD+4aVZa9t0JzQDgAAAAAVyUZPo1OfkL54P4SwjPN+kzgXffUhaf2K3f+ghclSod1GmLVqye6v/TrQfnPHxVLxbrYHtlHwnfZWdw2aydsHB9ZeI1PKyJT7+mtos9H6r0O7O7ynlNdoz0+2dN2itt3kapVdV16GPUa8D607hQ8p9ijrm+V/rmUH7VWp18K1OFzqc8Ker/063CfC896urfPNhy2uSeu9X1vqNXIND9n7tfWbfnNt/WZlrnUNW6gqYU07a9qBaou/3wAApB6fv05+xgT5D9/+ZrS7YQtljLslcU104r3y+WtjATkE5RrfhGab4n3sd7+59oPpko3Wx6/9+npnx5nZcm2+2arYb94g2W5Dpe5TNWrIOYoB4+BjTTsAAACAtOELtsjPel5+7mthbbhxHY6Mrfeu16TMtZFRF+/3/Ua6DN7va0tPwQdSBaF9PzEhAah6+HsNAEDqCOuz42uuW3VUZMgZVWpdMnCgCO37EN/zu7CwUDk5qb9FA4D9Z3+vS/89BwAAlcfbNPSNa8La8ERxsyUL5Dr1l9p0SRRxA6o7Qvs+1KhRQ7Vq1dLatWuVmZmpSOkiEQDSVjQaDX+v7e+3/T0HAACVONPts3mKTn9SKtiiyAW3y2XVDOvG3Uk/THb3gJTDb6r7YJ/wNW/ePBSr+uKLPe+XCCD92IdwrVu35pN8AAAqiW3VFp32uLR88TcVy9ctl6xaOYDdIrTvh6ysLLVv3z4xlRZA1fm7zewZAAAqnt+wKjayHt+r3Cq99z4+7DnuatZKdveAlEZo30/2iz1bQgEAAADlY9uoRf91gxQtCfuWu86D5AaOplI7sJ8I7QAAAAAOKh8tkYvECr1aOHfte8sXFSoyeKxco0OS3T0grRDaAQAAABwUvqRYfv4U+dkvKnLWNXJ5jUO7O/GHimSUL3pEvVeRjc5/LTOSoQh1aFANEdoBAAAAfCveR+UXzZZ/c4KUvzbWNvc1uWPOCt+7cgb2/MIC3T1/slYVbEq0NcvJ1fjuQ5WXxTbMqF4I7QAAAAAOmF/6Yawi/Oqvd1qqlSs3YLRc18EHdH8W2O+aN0nrtm8p076mYHNov7LHMII7qhVCOwAAAIAD2m89OvFeafGcWENmdqwavFWFzzqwAs42Jd5G2C2wR+XLnpMP7Xb+xj4jmSqPaoPQDgAAAKDcnFWCb9hC/tO5ct2Ples/Sq5W7re6T1vDXnpK/M4suNt5uy67nFPugXTFOx0AAADAPvmCLfKznpc7rKdcqw6hzfUdLtd5oFy9JsnuHlBlEdoBAAAA7JFt1ebfmyQ/+wVpR4H8l4sV+f6vYiPttrac9eVAhSK0AwAAANiFj0blF86Qn/G0tOWrWGOjlooMHF1hj2nbulmVeCs6t/OadhORU5OcuuE6oLogtAMAAADYtSL8649I61fEGuo2kBt0qlzH/nKRSIU9rhWXs23d4tXjSwd3C+yNatYJ5ylCh+qE0A4AAABUYVaR3Qq3xdko9b5Cr9+aHwvs2bXkjhol1/M4uRqZldBbhe3cbFu3nfdptxF29mlHdURoBwAAAKoo2/N85/Br0893Dr/+q1XSpvVybbqEY9fxSGlbvlyXwXI1a1d6v61vtq1beT9sAKqiipvbAgAAACCpgd2mmdv68NLs2NrtvI2oRyf/W9GHrlf0pX/IF+0I1zgXUaTP8KQE9jgL6LatW/xGYEd1xUg7AAAAUAWnxNsI+87rwsM5eW3eulFznv1fHbNyifR1UFfTQ6Ud26TM7OR0GsBuEdoBAACAKsamlZeeEh+XEY1q0NrlGrFiiXKLi2KNzQ5T5OjT5VrG9l4HkFoI7QAAAEA10aJgi7679OPw/ersHDUaeq4yO/QLe64DSE2EdgAAAKAKa7ijQOuzY0XnltXO1RtNWmplTm292aiF/tC+N4EdSHGEdgAAAKCKsUrr3Uu8hnw6T0ds2qCbug3Qhq+D+2NtOoQ9z20LNbsOQGojtAMAAABViN+0XprxtP5n4Uw5eZU4p3abN2rW16HdAnujmnXCtm9UZAdSH6EdAAAAqAJ8wRb5Wc/Lz31NKimWxfGidr11X/2G+lDRxHU2wr7zPu0AUhehHQAAAEhzvqRY0X//WtryVayhZQdFjj5DNZu11c+8D9Xk42xKPCPsQPogtAMAAABpyPuonIuE711GDbkug+Q/navIkNOlQ7smCsxZQM/O4Nd+IF3xtxcAAABII957acl8Rac9qchxZ8u1iu2v7o4aJTdgtFwkFuQBVA2EdgAAACBN+JWfKTrtCenLReE4Out5ZcRDe43MJPcOQEUgtAMAAAApzn+1WtHpT0qL58QabDp8r2FyR45IdtcAVDBCOwAAAJDCom89J//Wc1IoJufkugyMTYPPbZjsrgGoBIR2AAAAYB+iyazAntsoFtjbdlNk8OlyjVtWzuMCSAmEdgAAAGAv8gsLdPf8yVpVsCnR1iwnt0L2Oret2/yCqVLN2op0PCq0uU5HydVrLNei3UF9LADpgdAOAAAA7CWw3zVvktZt31KmfU3B5tB+ZY9hByW4h4rwi+coOv0paeNqqXae/OE95TKzY9u6EdiBaov9IAAAAIA9TIm3EXYL7FH5sufkQ7udt+u+Db9skaL/uVXRiffGAntO3bB9myIZ3/IZAKgKGGkHAAAAdsPWsJeeEr8zC+523q7Lzij/r9V+wypFp/w37Lke2Kh6n+FyfU+QO8jT7gGkL0I7AAAAkAw7tsUCu4vIdT9arv8pcrXzkt0rACmG0A4AAABUAr99q7TiE7nDeoRj1/wwuWO/K9e2m1z9ZsnuHoAURWgHAAAAdsO2dbMq8VZ0buc17SYipyY5dcN1e+OLi+Tfmyw/63mpuFCR829L7LEe6X18hfUfQNVAIToAAABgN2wfdtvWrVHNOiGglzknF9rt/J72a/fRqKIfvKnog7+Un/Z4bDp8vaZSQdlK9ACwN4y0AwAAAHtg27nZtm4779NuI+x72qc9bN+2ZIGi05+U1n0Za6xTX27QGLlOA+UijJsB2H+EdgAAAGAvLJjf2GdkqBIfZ1Pi9zTCbiPpYfu24kIpu5bckSPleh4nl5lVeZ0GUGUQ2gEAAIB9sIC+t23d/JaNcnXqhe9drbpyR46QdhSEry6nTiX2FEBVQ2gHAAAADpDftkl+5nPyC6YocvqVci2PCO2R/icnu2sAqghCOwAAAFBOvnC7/JyX5d95WSraEWv7bF4itAPAwUJoBwAAAPaTLymWf3+a/MxnpW1fF6Zr2laRIafLte6Y7O4BqIII7QAAAMB+ij79R+mLhbGDvCZyg0+TO6Kv3J6K0gHAt0RoBwAAAPbCtnCLh3LXaYD8mmVyA06R63a03F6K0wHAwcD/ZQAAAIDd8Ou+VHT6U3KH95LrNiS0uY795dr1ktvN/uwAUBEI7QAAAEApfvMG+RlPyy+cYcPsIbz7LoPkIpFwE4EdQCUitAMAAAAW1rdvk5/1vPx7k6WSolhj+z6KDDotFtYBIAkI7QAAAKj2/MfvKPrqP6Ud22INh7RXZMgZci0OT3bXAFRzhHYAAACgTv1YYG/YImzfprbdqQgPICUQ2gEAAFDtqsHr8/flN65RpNfQ0GYj6pGxP5dadWQqPICUQmgHAABAteFXfa7otMelZR9JGTXkD+8pl9swnHNtOie7ewCwC0I7AAAAqjz/1Wr5NyfIfzw71pBRQ67ncVJWzWR3DQD2itAOAACAKssXbJGf+Yz8/ClStMTG0+U69ZcbNEYut1GyuwcA+0RoBwAAQNVVUiT//vRYYD+0aygy5xq3SnavAGC/EdoBAABQZfiSYumLhXKHdQ/Hrk59uWO/K1eviVzrTsnuHgCUG6EdAAAAVaMi/OI5ir75lPTVakXO+oXcIe3DuUj3Y5LdPQA4YCmzn8Udd9wR9sK8/PLLE23bt2/XJZdcooYNG6pOnToaO3asVq9eXebnli5dqpEjR6pWrVpq0qSJrrrqKhUXFyfhGQAAACAZ/JcfK/robYpOvDcEduXUkbZtSna3AKDqjLTPnj1b999/v7p3j01jirviiiv0/PPP6/HHH1deXp4uvfRSnXbaaXrzzTfD+ZKSkhDYmzVrphkzZmjlypU699xzlZmZqdtuuy1JzwYAAAC7E/VeRaEYXExmJEMR5w74/vy65YpOf1L6bF6soUaWXJ/hcn2Hy2XnHIwuA0DSOR/mEiXPli1b1Lt3b/31r3/Vb37zG/Xs2VN/+MMflJ+fr8aNG+uRRx7R6aefHq796KOP1KlTJ82cOVP9+/fXiy++qFGjRmnFihVq2rRpuOa+++7TNddco7Vr1yorK2u/+rBp06bwoYA9Zm5uboU+XwAAgOoov7BAd8+frFUF34yAN8vJ1fjuQ5WXVf6A7aNRRR+8VspfJ7mIXLej5fqfLFen3kHuOQBUjP3NoUmfHm/T3220fNiwYWXa58yZo6KiojLtHTt2VOvWrUNoN/a1W7duicBuhg8fHp78Bx98sMfH3LFjR7im9A0AAAAVF9jvmjdJawo2l2m3Y2u38/vDb98WwrpxkYjcgNFSu96KjLtFkWHnENgBVElJDe2PPvqo3n33Xd1+++27nFu1alUYKa9Xr+z/fC2g27n4NaUDe/x8/Nye2OPZJxrxW6tWbPsBAABQUVPibYR93fYtiqrsBE87tnY7b9ftiS8uUnTOy4o+8Av5hbFlkibSeaAyTrlErkGzCn0OAFAtQ/uyZct02WWX6eGHH1bNmjUr9bGvvfbaMAUhfrO+AAAA4OCzNew2JX7nwB5n7Xa+9Fr3OO+jii6cqehDv5Kf8pi0fav8olmV0GsASB1JK0Rn09/XrFkT1rPHWWG5qVOn6n//93/18ssvq7CwUBs3biwz2m7V463wnLGvs2aV/R93vLp8/Jrdyc7ODjcAAACknlBy6YsPFJ32hLT268GV2vXkBo6R6zIw2d0DgOoR2ocOHaoFCxaUaTv//PPDunUrJGdT1q0K/OTJk8NWb2bRokVhi7cBAwaEY/t66623hvBv272ZV199NSzi79y5cxKeFQAAAL4tP+0J+Xdeih1k5cgdOUKu11C5TAZdAFQ/SQvtdevWVdeuXcu01a5dO+zJHm+/8MILNX78eDVo0CAE8Z/+9KchqFvleHPCCSeEcH7OOefozjvvDOvYr7vuulDcjpF0AACA5LNt3axKvBWd290U+YicmuTUDdfFuXa95N+bJNfjO3JHjZKzfdcBoJpKevX4vbnnnnvClm420n700UeHKe9PPfVU4nxGRoYmTpwYvlqY/8EPfhD2ab/55puT2m8AAADE2D7stq1bo5p1QkAvc05OrSOZ+sXGDdKMpxPtrkU7RS66S5Fjv0tgB1DtJX2f9lTAPu0AAACVu097VkmJRq9frWNXLJEr2i5l1FDkot/J1eJ3MQDVw6b9zKFJmx4PAACA6iMvK0c39hmpouJCuQ/eVOSt5+S2xQK8mrRR5OjTCewAsBuEdgAAAFQKt/oL1Xjx/6SvVsUa8hrJDTpNrkM/OZfSqzYBIGkI7QAAAKgctfOkTeulnDpyR50s1+NYuQx+HQWAveH/kgAAAKgQfv0K+U/nKnLkiHDs6tZXZMxPpWaHyWXnJLt7AJAWCO0AAAA4qPzmr+RnPiP/wXTJe/lD2ssd0j6cc226JLt7AJBWCO0AAAA4KPz2bfLvvCj/7iSpuDDWeHgviQJzAHDACO0AAAD4VnxJsfzc1+Tfniht3xprtL3Wjz4j7LkOADhwhHYAAAB8O9Go/JxXYoG9QXNFBo+VDu8p51yyewYAaY/QDgAAgHLzyxZJtlY9EpHLzFLk2O/K79gm12WQXCQj2d0DgCqD0A4AAID95ld/oei0J6SlC+WGny/XZXBod0f0FePqAHDwEdoBAACwTz5/rfz0CfKL3o412Gj61vxkdwsAqjxCOwAAAPbIb9scCsz5ea9L0ZLQ5jr2lxs0Ri6vcbK7BwBVHqEdAAAAexR96e/S5+/HDtp0UWTIWLkmbZLdLQCoNgjtAAAASPA2ml5SLJeZHY4j/U9WdNtmRYacLtemc7K7BwDVDqEdAAAA8t5Ln76n6PSn5A7vJTdkbGi3fdYjZ1/P9m0AkCSEdgAAgGrOL18cqwi/4pPYcdEO+YGj5TJivyoS2AEgeQjtAAAAaSTqvYq+LghnMiMZihxgqPbrVyg6/Unp07mxhhpZcn2Ol+t7YiKwAwCSi/8bAwAApIn8wgLdPX+yVhVsSrQ1y8nV+O5DlZeVU677ii6cIf/yAzYvXnIRua5D5AacLFenfgX0HABwoAjtAAAAaRLY75o3Seu2bynTvqZgc2i/ssewcgV316qjfKSGdGjXWEX4Bs0roNcAgG8r8q3vAQAAABU+Jd5G2C2wR+XLnpMP7XbertsdX1yk6LuvKvrKQ4k2V7eBIhfcpozRlxLYASCFMdIOAACQ4mwNe+kp8Tuz4G7n7brsUmvRvY/KfzRLfsYEKX9drK3b0XLND0sEdwBAaiO0AwAAVEH+iw9iFeHXLI011M6TGzBaatom2V0DAJQDoR0AAKAK8Zu/UvSVB6QvFsYasmrK9TtJrvfxcpnZye4eAKCcCO0AAAApzrZ1syrxVnRu5zXtJiKnJjl1w3WqWVtav1KKZMj1+I5c/1FyOXWT0m8AwLdHaAcAAEhxtg+7besWrx5fOrjXLSrS8RvXqf+IH8f2a8/MUuSkH0p1G8rVa5zUfgMAvj2qxwMAAKQB287NtnWzEXWTWVKi4Ss+100LZmjY5wtV99O5ZbZzI7ADQNXASDsAAEAaBfcbep2okvenK/LWc3JbN8ZONG4ll9so2d0DAFQAQjsAAEAa8LYHu42mT39SGRtWxhpzG8kNOlWu45FyjgmUAFAVEdoBAADSRPSdlyQL7DVryx01KlZorkZmsrsFAKhAhHYAAIAU5S2g2/7q2bXknFPk6DPkP5sn1/ckuZq1kt09AEAlILQDAACkGL/lK/mZz8q/Py22x/rgsaHdtWgXbgCA6oPQDgAAkCL8jgL5d16Un/OqVFwYa8xfH9az20g7AKD6IbQDAAAkmS8plp/3hvzbz0kFW2KNLdopMuR0uUPaJ7t7AIAkIrQDAAAkmZ/+pPycV2IH9ZspMmSsdHgvRtcBAIR2AACAZPDFRYnK767XMPlP3pXrN0Ku62C5SEayuwcASBGEdgAAgErk1yxVdNoTUlZNZZz8k9Dmchsqcv7tchH2WgcAlEVoBwAAqAQ+f538mxPkP3or1pBRQ37zBrm6DcIhgR0AsDuEdgAAgArkC7bIvz1Rft7rUklxaHMdjpIbdGoisAMAsCeEdgAAgAriV3yi6FN/kAoLYg2tO8Uqwjc9NNldAwCkCUI7AABARWncKqxdV16jENbVpgsV4QEA5UJoBwAAOAi899Jn8+Q/fEtuxI/CGnWXma3ImVeH0O4ca9YBAOVHaAcAADgY0+CtIvzyxbGGw7rLdR4YvnX1miS3cwCAtEZoBwAAOEB+wypFpz8pffJurCEjU673MLnDeia7awCAKoLQDgAAUE6+qFB+yqPyC6ZJPio5J9d5kNzA0VSEBwAcVIR2AACA8qqRKb/2y1hgP6yHIoPHyjU6JNm9AgBUQYR2AABQ7US9V1G0JHGcGclQZC9V3X1JsfyCqXKd+stl1woV4CPHfV8q2iHXskMl9RoAUB0R2gEAQLWSX1igu+dP1qqCTYm2Zjm5Gt99qPKycspc631UftFs+TcnSPlrpS0b5QafFs6x1zoAoDIQ2gEAQLUK7HfNm6R127eUaV9TsDm0X9ljWCK4+6ULYxXhV38Ru6hWrkQleABAJSO0AwCAajMl3kbYLbBH5cuekw/tdv6G1t2laU9KX7wfO5mZLdfvJLnex8tl1UxO5wEA1RahHQAAVAu2hr30lPidWXC389E5LytigT2SIdf9GLn+J8vZKDsAAElAaAcAANVa7eIi1YhGlZ+VHY6j/Ucrw3u5AaPl6jdNdvcAANUcoR0AAFRLmdESfWf1Mp2w8gt9lNtAf2/XLXYit4EiI36U7O4BABAQ2gEAQLVg27pZlfi12zbpyHUrNGr5Z6pftCOca7x9m2qWRFWvTr1wHQAAqYLQDgAAqgXbhf2quk20+Z1JarJtc2hbn1VTzx1ymOY0bK6GOXXDtm97268dAIDKRmgHAADVgl/4pnJeflC2oVtBjUw93/xQTW1yiIq/HoHf3T7tAAAkG6EdAABUWb6kWC4j9uuOO6Kf/FvPyx3RRzl9T9KYrGyN+fo6mxLPCDsAIBUR2gEAQJXjt+bLz3xWfvXninz/V3IuIpeZrch5tyRCPCvXAQDpgNAOAACqDF9YIP/Oy/JzXpG+LjKnZR9JrTuHb+OBHQCAdMG/XAAAoEpMg/fzp8i/9ZxUECsyp2aHKTLkdLlWHZLdPQAADhihHQAApDW/5StF/3unlL8m1lCvqSKDT5Pa95FjnToAIM0R2gEAQHqrXU/KqSMVbZcbcIpc1yFMgwcAVBn8iwYAANKKX7tMftaLcsPOkcvOCaPpkRE/kmrVlcuqmezuAQBwUBHaAQBAWvCb1svPeFp+4Uw7kuo1lht0ajjn6jVOdvcAAKgQhHYAAJDSfMEW+VkvyM+dLJUUJ/Zcd50HJrtrAABUOEI7AABIWVHbvu3tidKObbGGlh0UOfoMuWZtk901AAAqBaEdAACkrrXLYoG94SFh+za17UZFeABAtUJoBwAAKcF7Ly2ZLzVoLlevSWhzg8ZIrTvJdRogF4kku4sAAFQ6QjsAAEg6v/IzRac+Li3/OLZefdSPQ7vLbSTXpVGyuwcAQNIQ2gEAQNL4r1YpOv0pafGcWIPtr57XSN5H5Rwj6wAAENoBAECl81vz5d96Vn7+VMlHbUxdrstAuYFj5Oo2SHb3AABIGYR2AABQ6fz70+XnvRE7aNtdkSFj5Rq1THa3AABIOYR2AABQ4bztr741Xy63YTh2vYfJr/xUkT7D5Vp1SHb3AABIWYR2AABQsRXhF78TW7eeVVORs68Pa9VdZrYyxvws2d0DACDlEdoBAECF8Ms+UnTqE9LqJbGGWrnSxrVS/abJ7hoAAGkjqWVZ7733XnXv3l25ubnhNmDAAL344ouJ89u3b9cll1yihg0bqk6dOho7dqxWr15d5j6WLl2qkSNHqlatWmrSpImuuuoqFRcXJ+HZAAAA49d+qZIJf1D08d/FAntmttyAUxS54DY5AjsAAOkz0t6yZUvdcccdat++fZg+989//lOjR4/We++9py5duuiKK67Q888/r8cff1x5eXm69NJLddppp+nNN98MP19SUhICe7NmzTRjxgytXLlS5557rjIzM3Xbbbcl86kBAFAt+VVLFH3kVvtOimTIdTtarv/JcrXzkt01AADSkvNhsVnqaNCggX73u9/p9NNPV+PGjfXII4+E781HH32kTp06aebMmerfv38YlR81apRWrFihpk1jn9zfd999uuaaa7R27VplZWXt12Nu2rQpfCiQn58fRvwBAMD+K72nuv1aEf3PbXK5DeQGncbIOgAA3zKHJnV6fGk2av7oo49q69atYZr8nDlzVFRUpGHDhiWu6dixo1q3bh1Cu7Gv3bp1SwR2M3z48PDkP/jggz0+1o4dO8I1pW8AAKB8fHGRorNfUvSh6+V3FIQ255wiZ1ylyKiLCewAAFSFQnQLFiwIId3Wr9u69QkTJqhz586aO3duGCmvV69emestoK9atSp8b19LB/b4+fi5Pbn99tt10003VcjzAQCgqvPRqPyHM+VnPC1t3hBr+2C6XO/jw/cuc/9mugEAgDQI7R06dAgB3aYEPPHEExo3bpymTJlSoY957bXXavz48YljG2lv1apVhT4mAADpLqyoW7JA0elPSuu+jDXWbSA3cIxcpwHJ7h4AAFVS0kO7jaa3a9cufN+nTx/Nnj1bf/zjH3XWWWepsLBQGzduLDPabtXjrfCcsa+zZs0qc3/x6vLxa3YnOzs73AAAwP7xJcWKPnWPtOyjWEN2LbkjR8r1PI6RdQAAKtABrWm3LdUmTZqk+++/X5s3bw5tVgxuy5Yt37pD0Wg0rDm3AG9V4CdPnpw4t2jRorDFm02nN/bVptevWbMmcc2rr74aFvHbFHsAAHBwuIwacrXrSfa1z3BFLrhdkX4nEtgBAEi1kfYvvvhCJ554YgjPFq6PP/541a1bV7/97W/DsVVvL8809ZNOOikUl7Pwb5Xi33jjDb388suhit6FF14YprFbRXkL4j/96U9DULfK8eaEE04I4fycc87RnXfeGdaxX3fddWFvd0bSAQA4cH7bJvm3npPrNSxRUM4NOV1u8GlyuQ2T3T0AAKqNcof2yy67TH379tW8efPUsOE3/2ifeuqpuuiii8p1XzZCbvuq2/7qFtK7d+8eArt9EGDuueceRSIRjR07NnwgYJXh//rXvyZ+PiMjQxMnTtTFF18cwnzt2rXDmvibb765vE8LAABYWC/cLj/nZfl3XpaKdkgFm+VG/jicc3XrJ7t7AABUO+Xep92C+owZM0IBORtht/B+2GGH6fPPPw+j3tu2bVO6YZ92AEB1Z2vW/YKpYXRd277eCrVpW0VsdL11x2R3DwCAKmd/c2iNA1lzbnuq7+zLL78MIR4AAKQX/+lcRac8Jm2MFXNVXpPYNPgj+oZ91wEAQBoVorN15H/4wx8Sx/aPuRWgu/HGGzVixIiD3T8AAFDB/NplscCeU1fuuLMVOe8WRTr0I7ADAJCO0+NtRN3WltuPLV68OKxvt6+NGjXS1KlT1aRJE6UbpscDAKoTb3uslxTLNT00dly0Q/69SbHt27Jykt09AACqhf3NoeUO7fEt3/773/+G9ew2yt67d2+dffbZyslJz3/oCe0AgOrAb94gP+Np+Q9mSE1aK3L2dXLugHZ/BQAAqbqmPfxQjRohpNsNAACkNr99q/ysF+TfmyyVFMUa8xpJhdul7FrJ7h4AANiLcof222+/XU2bNtUFF1xQpv2BBx7Q2rVrdc0115T3LgEAQAXwxUXycyfLv/28tOPr3V0OOUKRo8+Qa37Yt77/qPcqin5TnDYzkqEI6+ABAEhuaL///vv1yCOP7NLepUsXffe73yW0AwCQKpbMl5/6eOz7hi3C9m1q2/2gFJjLLyzQ3fMna1XB19vDSWqWk6vx3Ycqj3XxAAAkL7SvWrVKzZs336W9cePGWrly5cHqFwAAKKdQpmbLRrm69WMN7XpJh/eSO7ynXOeBcpGDs37dAvtd8yZp3fYtZdrXFGwO7Vf2GEZwBwDgICn3v96tWrXSm2++uUu7tbVo0eJg9QsAAJSDX/W5ok/cpejDN8sXFoQ2KzKXMfpSRboOPmiB3abE2wi7BfaoytaytWNrt/N2HQAASMJI+0UXXaTLL79cRUVFOu6440Lb5MmTdfXVV+vnP//5QegSAADYX37jGvk3n5JfNDvWkFFDWvGpdGjXCnk8W8Neekr8ziy423m7Ltv6AgAAvpVy/2t61VVXaf369frJT36iwsLC0FazZs2wlv3aa6/9dr0BAAD7xW/bJP/Wc/Lzp0ihGJyT6zxAbuBoudxGye4eAABIVmi34jW//e1vdf311+vDDz8Me7O3b99e2dnZB6tPAABgL3zBZkUf+KX09TR4G1W3InOucatkdw0AABxkBzxvrU6dOurXr9/B7Q0AANhjkbl41XeXU1fusO7yX61SZMgZcq07VVo/bFs3qxJvRed2XtNuInJqklM3XAcAAJIQ2rdu3ao77rgjrGNfs2aNotFomfOfffbZQegWAABIVIRfPEfRmc8qMvqncvUah3Y37By5zOxQbK4y2T7stq1bvHp86eBugb1RzTrhPPu1AwCQpND+wx/+UFOmTNE555wTtn47GHu9AgCAXfkvFyk69QlpVewDcT/rebkTzgvfuyRuqWbbudm2bjvv024j7OzTDgDAweV8+Ah//9WrV0/PP/+8Bg0apKpi06ZNysvLU35+vnJzc5PdHQBANefXLVd0+pPSZ/NiDTWy5PoMl+s7XC47dQKxbetmVeLjbEo8I+wAABzcHFrukfb69eurQYMG5f0xAACwH6KvPyI/9zWbFy+5iFy3o+UGnCJXO0+pxgI627oBAFCxyr0Q7pZbbtENN9ygbdu2VUyPAACozmrWiQX29n0UGXeLIrZ2PQUDOwAASNHp8b169dKnn34aCuMceuihyszMLHP+3XffVbphejwAIBl8cZH8vNfkmhwq16pDrK1wu7RuuVyLw5PdPQAAkI7T48eMGfNt+wYAQLXmfVT+w7fkZzwtbVov37SNIt+/LlSCd1k1JQI7AAA40NB+4403lvdHAABAfPu2Lz5QdNoT0tplscba9eS6f0dh5zRquAEAgJ1QPQYAgErg1yxVdMp/pWUfxRqyc+T6jZDrNTTstw4AAHBQQntJSYnuuecePfbYY1q6dKkKCwvLnN+wYUN57xIAgCrPf7UqFtgzasj1PE7uyJFyOXWS3S0AAFDVqsffdNNNuvvuu3XWWWeFBfPjx4/Xaaedpkgkol//+tcV00sAANKM37ZZfvnixLE7oq/cUaMUOe9WRY45i8AOAAAqpnr84Ycfrj/96U8aOXKk6tatq7lz5yba3nrrLT3yyCNKN1SPBwAcLL5oh/ycV+TfeUmqkaXIBbfHissBAABURvX4VatWqVu3buH7OnXqhAcwo0aN0vXXX1/euwMAoErw0RL596fJz3xW2hr7t1H1msa+J7QDAIADVO7Q3rJlS61cuVKtW7cOI+yvvPKKevfurdmzZys7m0I6AIDqJUxY++Q9Rac/Kdm6dZPXSG7QaXId+oVt3AAAACottJ966qmaPHmyjjrqKP30pz/VD37wA/3jH/8IRemuuOKKA+4IAABpaf0KRZ/7S+z7nDpyR50s1+NYuQw2aAEAAElY076zmTNnhlv79u118sknKx2xph0AUB6+YLNcTt3EcfSVh6TaeXJ9T5TLzklq3wAAQNXKod86tFcFhHYAwP7wmzeENev+o7cVGXezXF7jZHcJAACkqYNaiO7ZZ5/VSSedpMzMzPD93pxyyinl7y0AACnMb98mP/tF+XdflUqKYm2fzpXrfXyyuwYAAKq4/Rpptz3YrWp8kyZNwvd7vDPnVFJSonTDSDsAYHd8cZH8vNfl354obd8aazykvSJDTpdr0S7Z3QMAAGnsoI60R6PR3X4PAEBV5aNRRR++RVq/PNbQoHkI6zqsR/iQGgAAoDKUax+aoqIiDR06VIsXL664HgEAkAJcJCLXvo9Uu57c8ecpcu5Ncof3JLADAIBKVa79aGxN+/z58yuuNwAAJIlf/YWi055Q5MgRcq07hTbX78TYLTM72d0DAADVVLlG2k18X3YAAKoCv3Gtos//TdGHb5aWLlR0xtOJcxbWKzqwR73XjpLixM2OAQAADmik3RQXF+uBBx7QpEmT1KdPH9WuXbvM+bvvvru8dwkAQKXz2zbLv/2c/Lw3pGisiKrr2F9u0JhK60N+YYHunj9Zqwo2Jdqa5eRqfPehystiv3cAAHAAof39999X7969w/cff/xxmXOs8wMApIPo/CnyUx+TCrfHGtp0UWTIWLkmbSo1sN81b5LWbd9Spn1NwebQfmWPYQR3AABQ/tD++uuvV0xPAACoLFk1Y4G9SWtFhpwh16ZzpT68TYG3EXYL7FGVnQ5vx9Zu52/sM1IRPhAHAKBaK3doBwAgnXhbI/7pe2EKvDuiX2hzHfrF1qof1l3Olbu8y7dWFC0pMyV+Zxbc7bxdl53BP9UAAFRnB/SbwDvvvKPHHntMS5cuVWFhYZlzTz311MHqGwAA34pfvjhUhNeKT6RauYoc2k0uq2YsqB/eM9ndAwAA2KdyDy88+uijGjhwoD788ENNmDAh7N3+wQcf6LXXXlNeXl557w4AgIPOr1+hkmf+rOh/74gF9hpZcl2HJLtbAAAAFT/Sftttt+mee+7RJZdcorp16+qPf/yj2rZtq//5n/9R8+bNy98DAAAOEr9lo/zMZ+Tfn2bz4q1CagjrbsApcnXqK1VkRjJClXgrOrfzmnYTkVOTnLrhOgAAUL2Ve6T9008/1ciRI8P3WVlZ2rp1a6gaf8UVV+hvf/tbRfQRAID9Y6F9wdRYYD+8pyLn3qzI8eNSKrAbKy5n27o1qlknBPQy5+RCu52nCB0AACh3aK9fv742b94cvj/kkEPCFnBm48aN2rZt28HvIQAAe+CLi+SXLUocu2aHyg0co8hZv1DG6J/KNWyhVGXbudm2bjaiXpods90bAAAo9/R4C+ddu3bV0UcfrVdffVXdunXTGWecocsuuyysZ7e2oUOH7u/dAQBwwLyPyn80S/7NCdLWjYqcd6tcXqNwLtL/ZKULC+a2rZtViY+zKfGMsAMAgHKH9u7du6tfv34aM2ZMCOvmV7/6lTIzMzVjxgyNHTtW11133f7eHQAAB8R//n6sIvzaZbGG2vWk/HXS16E93VhAZ1s3AACwJ86HDWz3bdq0aXrwwQf1xBNPKBqNhpD+wx/+UEOGpH813k2bNoXK9/n5+crNzU12dwAAu+FXfxEL60sXxhqycuT6nSTXe1hsz3UAAIAqmEP3O7THWeE526P9oYceCkG+Xbt2uvDCCzVu3Dg1a9ZM6YjQDgCpze8oUPRvP5eKdkiRDLmex8kdNVJup/XgAAAAqu6hvbRPPvkkjL7/+9//1qpVq3TiiSfq2WefVbohtANAagZ1l/1NMbbojGekjWvkBo2Ry2uc1L4BAACkRWiPj7w//PDDuvbaa0MF+ZKSb4rppAtCOwCkDl+0Q/7dSfKzX1Rk9KVyrTrG2r0PW4wCAABUBfubQw+48s3UqVP1wAMP6Mknn1QkEtGZZ54ZpskDAHAgfLRE/v3p8jOfkbbmx9oWzkiEdgI7AACojsoV2lesWBHWstvNpsYPHDhQf/rTn0Jgr127dsX1EgBQZYUJX5/OVXT6k9KGlbHG3EZyg06V63hksrsHAACQHqH9pJNO0qRJk9SoUSOde+65uuCCC9ShQ4eK7R0AoMrzL/6f/Edvxw5q1pHrP0qu+7FyNTKT3TUAAID0Ce22H7tt9zZq1ChlZGRUbK8AANVH2+7SJ+/J9T5ert+Jctm1kt0jAACAlPGtC9FVBRSiA4DK4bdslJ/5rNSsrSLdhsTafFTaukmuTr0Dvt+o9yqKflMINTOSoQhr4AEAQHUuRAcAQHm2b/PvvCg/51WpuFD6bK58p/5hCrxzEelbBPb8wgLdPX+yVhVsSrQ1y8nV+O5DlZf1zZZxAAAA6YjQDgCoML6kWH7eG/JvPycVbIk1Nj9ckaPPOChr1i2w3zVvktZt//q+v7amYHNov7LHMII7AABIa4R2AECF8Es/VPTVh6T8dbGG+s0UGTxWatfroGzfZlPibYTdAntUZVd62bG12/kb+4xkqjwAAEhbhHYAQMXIqhkL7LXz5AaMlus6WC5y8AqZ2hr20lPid2bB3c7bddkZ/HMHAADSE7/FAAAOCr9mqfzqLxIF5pwVmxt1sdS2m1xmdrK7BwAAkJYI7QCAb8Xnr5N/c4L8R29JGTXkW3eSy2sUzrkj+ia7ewAAAGmN0A4AOCC+YIv82xPl570ulRSHNteujxSJVMrj27ZuViXeis7tvKbdROTUJKduuA4AACBdEdoBAOXiiwrl35skP/sFaUdBrLF1J0WGnC7X9NBK64cVl7Nt3eLV40sHdwvsjWrWCecpQgcAANIZoR0AUD47tsm/9Vxsv/XGrUJYV5suB6UifHnZdm62rdvO+7TbCDv7tAMAgKqA0A4A2CvvvbTyU7kW7cKxq1NPzoJ6di25TkfJucqZDr8nFsxtWzerEh9nU+IZYQcAAFUBoR0AsEd+xSeKTntCWr5YkTOvlmvZIbRHeg1VKrGAzrZuAACgKuI3HADALvyGVYpOf1L65N1YQ0ZmaIuHdgAAAFQOQjsAIMFv2Sj/1rPyC6ZJPio5J9dlsNyA0XJ16ye7ewAAANUOoR0AkFi7Hn3y99L6FbGGw3ooMnisXKNDkt01AACAaovQDgDVmLf91W00PZIRqr+7fiPk572myJAz5FoekezuAQAAVHuEdgCohryPyi+aLf/mBLkjR8h1Ozq0u079YzcqrwMAAKQEQjsAVDN+6YeKTntcWv1F7HjeG/Jdh8RG2gnrAAAAKYXQDgDVhF+7TNGpT0hfvB9ryMyW63eSXO/jCesAAAApKpLMB7/99tvVr18/1a1bV02aNNGYMWO0aNGiMtds375dl1xyiRo2bKg6depo7NixWr16dZlrli5dqpEjR6pWrVrhfq666ioVFxdX8rMBgNQVnf2Sov++KRbYbf16z6GKXHiHIv1PlsuqmezuAQAAIBVD+5QpU0Igf+utt/Tqq6+qqKhIJ5xwgrZu3Zq45oorrtBzzz2nxx9/PFy/YsUKnXbaaYnzJSUlIbAXFhZqxowZ+uc//6mHHnpIN9xwQ5KeFQCknnhROdehnyLn/UaR474vVys32d0CAADAPjhve/ykiLVr14aRcgvnRx99tPLz89W4cWM98sgjOv3008M1H330kTp16qSZM2eqf//+evHFFzVq1KgQ5ps2bRquue+++3TNNdeE+8vKytrn427atEl5eXnh8XJz+SUWQHrzRYXy702SSooVGXDKN+0b18jVa5LUvgEAAKB8OTSpI+07s86aBg0ahK9z5swJo+/Dhg1LXNOxY0e1bt06hHZjX7t165YI7Gb48OHhBfjggw92+zg7duwI50vfACDd+WhU0fenKfrgL+WnPyk/63n5zRsS5wnsAAAA6SdlCtFFo1FdfvnlGjRokLp27RraVq1aFUbK69WrV+ZaC+h2Ln5N6cAePx8/t6e19DfddFMFPRMAqFxhwtSS+YpOe0JavyLWWLeB3KBTpTpl//8JAACA9JIyod3Wtr///vuaPn16hT/Wtddeq/HjxyeObaS9VatWFf64AHCw+a9WKfrKP6XlH8casmvJ9R8l1+M4uRqZye4eAAAAqkJov/TSSzVx4kRNnTpVLVu2TLQ3a9YsFJjbuHFjmdF2qx5v5+LXzJo1q8z9xavLx6/ZWXZ2drgBQNrLzJZWfy5lZMr1HibXb4RczVrJ7hUAAAAOkkiyp3RaYJ8wYYJee+01tW3btsz5Pn36KDMzU5MnT0602ZZwtsXbgAEDwrF9XbBggdasWZO4xirR20L+zp07V+KzAYCK57fmKzr3tcSxq1NfkREXKXLBbYoMOZ3ADgAAUMXUSPaUeKsM/8wzz4S92uNr0K2CXk5OTvh64YUXhqnsVpzOgvhPf/rTENStcryxLeIsnJ9zzjm68847w31cd9114b4ZTQdQVfjCAvl3Xpaf84pUtEO+UctvtnFr1zvZ3QMAAEBVDO333ntv+HrssceWaX/wwQd13nnnhe/vueceRSIRjR07NlR9t8rwf/3rXxPXZmRkhKn1F198cQjztWvX1rhx43TzzTdX8rMBgIPPlxTLz58i/9ZzUsHmWGOzw6Qa+97OEgAAAOkvpfZpTxb2aQeQaux/zf7j2fLTJ0j5Xy//qddUkcGnSe37yDmX7C4CAACgEnJoShSiAwDsxEbYbQu3TeulWrlyA06R6zpELoP/bQMAAFQn/PYHACnCr1suNWgmF8kI27W5IWdIG1bK9TlBLqtmsrsHAACAJCC0A0CS+U3r5Wc8Lb9wptzx4+S6DQntkQ79kt01AAAAJBmhHQCSxBdskZ/1vLxt4VZSHGtctyzZ3QIAAEAKIbQDQCXzRYXycyfLz3pB2rEt1tiqY2yf9WZtk909AAAApBBCOwBUMv/yA6EyfNCoZQjrOrQrFeEBAACwC0I7AFSwsLNmtCRR+d31Pl5+5adyg06V69hfLhJJdhcBAACQogjtAFCB/MrPFJ36uFzzw+SOPiO0uRaHK3LB7WzfBgAAgH3iN0YAqAD+q1WKTn9KWjwndrzuS/n+Jye2biOwAwAAYH/wWyMAHER+a778W8/Kz58q+ajFc7kuA+UGjmGvdQAAAJQboR0ADhL/6VxFX/ibVLQj1tC2uyJDxso1aql0EPVeRdGSxHFmJEMRiuMBAAAkFaEdAA6WJm2s6pzUrG1s+7ZWHZUu8gsLdPf8yVpVsCnR1iwnV+O7D1VeVk5S+wYAAFCdOR/KGldvmzZtUl5envLz85Wbm5vs7gBIA+F/nYvfkV++WJHvfP+b9nXLpYYt0mr7Ngvsd82bpHXbtyiqb/5JiMipUc06urLHMII7AABAknIo+wwBQDn5ZR8p+sitik68T/69ySG4x7lGh6RVYLcp8TbCvnNgD+fkQ7udt+sAAABQ+ZgeDwD7ya/9UtFpT0ifL4g1ZGbL9R0uNW6ldGVr2EtPid+ZBXc7b9dlU/EeAACg0vEbGADsgy/YIj/lv/ILZ9qRFMmQ63a0nG3hVjsv2d0DAABAFUZoB4B9ycwOU+ItsLsj+soNOk2uftNk9woAAADVAKEdAHbii4vkF86Q6zpELhKRq5GpyPHjpOxacs0PU1Vi27pZlfg1BZt3WdMeL0bXJKduuA4AAACVj9AOAF/z0aj8hzPlZzwtbd4gWWDvOiScc4d2VVVk+7Dbtm57qx5v59mvHQAAIDkI7QCqvbB925IFik5/Ulr3ZayxTn25arLNmW3nZtu67bxPu42ws087AABAchHaAVRrftUSRac+Ln25KNZgU+CPHCHXc6hcZpaqCwvmN/YZGarEx9mUeEbYAQAAkovQDqBai055TFr+sZRRIxbULbDn1FF1ZAGdbd0AAABSC7+dAahW/NZ8qUamXHatcBwZMlZ+/hS5gWPkchsmu3sAAABAGYR2ANWCLyyQf+cV+Tkvy/U8Tm7I6aHdtWgXbgAAAEAqIrQDqNJ8SbH8gqnybz0nbYsVWfMrPpX3UTkXSXb3AAAAgL0itAOouhXhF89RdPpT0sbVscZ6TRQZfJrUvq8cBdYAAACQBgjtAKok//bE2H7rJqeu3IBT5LodLUehNQAAAKQRfnsFUGX4aFQuEpvy7roMkn9vklyP4+T6nlBt9lwHAABA1UJoB5D2/OYNYVTdF25Xxsk/CW2ubgNFLrpLrkZmsrsHAAAAHDBCO4C05bdvlZ/1QhhRV0lxrG3DSrkGzcP3BHYAAACkO0I7gLTji4vk506Wf/t5ace2WOMhRyhy9BmJwA4AAABUBYR2AGnFr/tS0Ql/lDZviDU0bKGI7bnetjsV4QEAAFDlENoBpJe8Jrafm1SnvtzAMXKdByaKzwEAAABVDaEdQErzqz6XXzBFbug5IZy7zCxFTr087Llu3wMAAABVGaEdQEryG9fIT39K/uPZsYYWh8t1GRy+dY1bJrdzAAAAQCUhtANIKX7bJvm3npOfP0WKllhEl+vUX65Vx2R3DQAAAKh0hHYAKcFHS0I1eP/OS1LRjljjoV1DkTnXuFWyuwcAAAAkBaEdQGpwEfkvPogF9qZtFBlyhlzrTsnuFQAAAJBUhHYASeGtAvwn70qtOsnVrBW2a4sc+135/LVyR/SVc1SEBwAAAAjtACqd//JjRac9Lq38TK7fCLkhY0O7a9Y23AAAAADEENoBVBq/brmi05+UPpsXa6iRJWXVTHa3AAAAgJRFaAdQ4fzmDfIznpFf+KbNiw/r1123o+UGnCJXOy/Z3QMAAABSFqEdQIXzM5+V/2B67KBdb0UGj5Vr0CzZ3QIAAABSHqEdwEHni4ukwgK5Wrnh2EbU/ab1igwcLdeiXbK7BwAAAKQNQjuAg8ZHo/IfvSX/5gSp6aHKOOWS0O7qNlDG6T9PdvcAAACAtENoB3Bwtm/7/H1Fpz0hrfsy3ii/fatczdrJ7h4AAACQtgjtAL4Vv+rz2PZtyz6KNWTnxLZx6zVMLjMr2d0DAAAA0hqhHcAB85+8q+izf4kdZNSQ63mc3JEj5XLqJLtrAAAAQJVAaAdQ7qnwzrnYQZuuUt0Gci07yA0aI5fbKNndAwAAAKoUQjuA/eKLdsjPeUX+8/cVOfMauUgkTH+PjLtZLisn2d0DAAAAqiRCO4C98iXFYY9122tdW/NjjZ++J7XvE74lsJcV9V5F0ZLEcWYkQ5H4zAQAAACgnAjtAPZcEd7WrE9/Uvpqdawxr7HcoFOldr2S3b2UlF9YoLvnT9aqgk2JtmY5uRrffajy+HADAAAAB4DQDmAXvmCLok//SVr5aawhp45c/1Pkuh8jl8H/NvYU2O+aN0nrtm8p076mYHNov7LHMII7AAAAyi1S/h8BUOXZ3uo2pbtGltxRoxS54A5Feg0lsO9lSryNsFtgj8qXPScf2u28XQcAAACUB7+BA5Df/JX87BdjFeCza4Xq8JETzpOycuTq1Et291KerWEvPSV+Zxbc7bxdl80HHwAAACgHfnsEqjG/Y1sI6/7dSVJxoZSVLTd4bDjnGjRPdvcAAACAao/QDlRDvrhIft7r8m9PlLZvjTUe0l7usB5KBVRgBwAAAGII7UA1E/3obfnpT0mb1sUaGjRXZMjp0mE9wrT4ZEvHCuz2oYL10YrO7bym3UTk1CSnbrgOAAAAKA8K0QHVzRcfxAJ77Xpyx49T5Nyb5A7vmTKB3SqtW/jdXQV2O5+KbBaAfajQqGadENDLnJML7Xae2QIAAAAoL0I7UMX51Z/Lb1ybOHYDx8gNPk2RC25TpNvRciky+pvuFdhtFoBt62Yj6qXZMdu9AQAA4EAxPR6ooiyo+zcnyC96W2rfRxkn/yS0u7oN5I4cqVRTFSqwWzC/sc9I1uMDAADgoEnN33wBHDC/bbP828/Jz3tD+jo8uhqZ8tGSlBlVr8osoKfqhwoAAABIP/xmCVQRvmiH/JxX5N95SSrcHmts00WRIWPlmrRJdvcAAAAAHABCO1BF+PlvyM94OnbQpLUiQ86Qa9NZ6YIK7AAAAMCuKEQHpCnvfZgKH+e6Hxvba33EjxQ5+/q0CuyGCuwAAADArpy33/yruU2bNikvL0/5+fnKzc1NdneAffLLFys67YkwDT5yzo1yrup8/paO+7QDAAAAFZVDmR4PpBG/foWi05+UPp0ba6iRJa1bLjVupaqCCuwAAADANwjtQBrwm7+Sn/mM/AfTbV685CJyXYfIDThZrk59VTVUYAcAAABi+K0YSIfR9YdvkYoLYw2H94pVhG/QPNldAwAAAFDBCO1AqrNw3rhlGF2PHH2GXIt2ye4RAAAAgEpCaAdSiPdR+Y9myb87SZHTx8tl15JzTpExl0k1a4fvAQAAAFQfhHYgRfgvPohVhF+zNHb83mS5/ieH711OnST3DgAAAEAyENqBJPNrvoiF9S8Wxhqyasr1O0mu9/HJ7hoAAACAJCO0A8mcCv/SP+Q/fCvWEMmQ6/Eduf6j5HLqJrt7AAAAAFJAJJkPPnXqVJ188slq0aJFWKv79NNPlznvvdcNN9yg5s2bKycnR8OGDdPixYvLXLNhwwadffbZYTP6evXq6cILL9SWLVsq+ZkA5edcJBSXC993PEqR825V5DvfI7ADAAAASI3QvnXrVvXo0UN/+ctfdnv+zjvv1J/+9Cfdd999evvtt1W7dm0NHz5c27dvT1xjgf2DDz7Qq6++qokTJ4YPAn70ox9V4rMA9o8v2qHo28/Lf7Uq0eYGnarI2TcoMuJHcvUaJ7V/AAAAAFKP8zacnQJspH3ChAkaM2ZMOLZu2Qj8z3/+c1155ZWhLT8/X02bNtVDDz2k7373u/rwww/VuXNnzZ49W3379g3XvPTSSxoxYoS+/PLL8PP7Y9OmTcrLywv3byP2wMHkoyXy70+Xn/mMtDVfat9HGSf/JNndAgAAAJBE+5tDkzrSvjdLlizRqlWrwpT4OHtCRx11lGbOnBmO7atNiY8HdmPXRyKRMDK/Jzt27AgvUOkbcLDZB0/+k3cV/deN8pP+FQvsuY3k2vVOdtcAAAAApImULURngd3YyHppdhw/Z1+bNGlS5nyNGjXUoEGDxDW7c/vtt+umm26qkH4Dxq/4RNGpj0srPok11KwTKzDX/Vi5GpnJ7h4AAACANJGyI+0V6dprrw1TEOK3ZcuWJbtLqGL8skWxwF4jS+7IkYpceLsivY8nsAMAAACoGiPtzZo1C19Xr14dqsfH2XHPnj0T16xZs6bMzxUXF4eK8vGf353s7OxwAw4Wv+UrqWCLXONW4dj1HiYVbJbrM1yubv1kdw8AAABAmkrZkfa2bduG4D158uREm609t7XqAwYMCMf2dePGjZozZ07imtdee03RaDSsfQcqmt+xTdHpTyn6wC8VtT3XfTS0u8xsRY79LoEdAAAAQPqOtNt+6p988kmZ4nNz584Na9Jbt26tyy+/XL/5zW/Uvn37EOKvv/76UBE+XmG+U6dOOvHEE3XRRReFbeGKiop06aWXhsry+1s5HjgQvrhIfv4b8m9NlLZviTXWyJK2bZZq5yW7ewAAAACqiKSG9nfeeUff+c53Esfjx48PX8eNGxe2dbv66qvDXu6277qNqA8ePDhs6VazZs3Ezzz88MMhqA8dOjRUjR87dmzY2x2oCDaS7j+aJT9jgpS/LtZYv5kig8dK7XqFrQsBAAAAoMrt055M7NOO/eWXLFB0wh9iB7Xz5AaMlus6WC6SkeyuAQAAAKiCOTRlC9EBqcJv3yZl58RG0Q/tKrXpLHfIEXJ9Tghr1wEAAACgohDagT3w+evk35wgv3ShIufflgjukdPGMw0eAAAAQKUgtAM78QVb5N+eKD/vdamkONb2+ftyHfqF7wnsAAAAACoLoR34mi/aIf/eJPlZL0qFBbHG1p0UGXK6XNNDk909AAAAANUQoR2wwF5YoOhD10tbvoo1NG4VwrradGFkHQAAAEDSENoBm/KelSPXqoP88sVyA0+V63SUnIsku1sAAAAAqjlCO6olv+ITRd+coMiwc+XqNw1t7tjvhWrwrkZmsrsHAAAAAAGhHdWK37BS0elPSZ+8Gzue+YzciB+F711OnST3DgAAAADKIrSjWvBbNsrPfFb+/WmSj1oJeLkug+UGjE521wAAAABgjwjtqPKis16Qf+s5qbgw1nB4T0UGj5Vr2CLZXQMAAACAvSK0o+qzkXUL7M0Pj23f1vKIZPcIAAAAAPYLoR1VivdR+UWz5erUk2vZIbS53sfLNTwkjLBXp+3bot6rKFqSOM6MZChSjZ4/AAAAUBUQ2lFl+KULFZ32hLT6C/kmrRU5+/qwbZtVhFe7XqpO8gsLdPf8yVpVsCnR1iwnV+O7D1VeVk5S+wYAAABg/7ERNdKeX7tMJU/eo+gTvw+BXbZtW7veUjSq6sgC+13zJmlNweYy7XZs7XYeAAAAQHpgpB1py29aJ//mBPkP37YjKZIh1/1Yuf6j5GrlqjqyKfE2wr5u+xZF7TUpfU4+tNv5G/uMZKo8AAAAkAYI7Uhfq5bIf/hW+NZ16Cc36DS5ek1Undka9tJT4ndmwd3O23XZGfz1BwAAAFIdv7UjbfiiQmnDSrmmbWIN7fvK9Rwq13mgXLNDk909AAAAADjoCO1IeT4alV/4pvyMZ6SSYkUuvF0uKydUgnfHfT/Z3QMAAACACkNoR8ry3kufzVN0+pPS+hWxxroNpI1rpCZfj7ajDNvWzarEW9G5nde0m4icmuTUDdcBAAAASH2EdqQkv+JTRac9Li1fHGvIriV31Ci5nsfJ1chMdvdSlhWXs23drEr8zsXoLLA3qlknnKcIHQAAAJAeCO1IOT5/raKP3h6rCJ+RKdd7mFy/k+Rq1k5219KC7cN+ZY9hu+zTbiPs7NMOAAAApBdCO1KCL9ohl5kdvnd5jeU6D5BszfrAMXI2JR7lYsHctnWzKvFxNiWeEXYAAAAgvRDakVS+sEB+9svycycrcvb1iS3b3PDz5Vwk2d1LaxbQ2dYNAAAASG/8Ro+k8CXF8vOnyL/1nFSwOdb2wZtyg04N3xPYAQAAAIDQjiRUhPcfz5afPkHKXxNrrN9UkcFjpXa9k909AAAAAEgphHZUamCPPnGXtOyjWEOtXLkBo+W6DpZjGjcAAAAA7IKkhErjrLBcq47yq5bEqsH3Pl4uq6ZSWdR7irkBAAAASBpCOyqM37RefsbTcp0GyLXpHNpcnxPkuh8jVytXqS6/sGCXbdOa5eSybRoAAACASkO1Lxx0vmCLolP+q+iDv5RfOEPR6U+EqfHGtnVLl8B+17xJWvN1kbw4O7Z2Ow8AAAAAFY3QjoPGFxUqOusFRR/4hfycV6SSYqlVR0WGnhOmxqcLmxJvI+zrtm9RVL7sOfnQbuftOgAAAACoSEyPx0HhF7+r6OuPSFu+ijU0aqnIkNOlQ7umVWA3toa99JT4nVlwt/N2HfugAwAAAKhIJA4cFN6KtVlgr9sg7LXuOvaXizCRAwAAAAC+DUI7Dohf+Zm0bZPc4T3DsTuij1R0vlzHo+RqZCa7ewAAAABQJRDaUS7+q9WKTn9SWjwn7LMeadVBLitHzkXCfutVgW3rZlXirejczmvaTUROTXLqhusAAAAAoCIxfxn7xW/NV3TyvxX95/WxwC4n17ZbrNhcFWP7sNu2bo1q1gkBvcw5udBu59mvHQAAAEBFY6Qde+ULC+TfeUV+zstS0Y5YY9tuigw+Xa5xS1VVtg/7lT2G7bJPu42ws087AAAAgMpCaMfebVwj/9azse+btQ0V4V2rjqoOLJjf2GdkqBIfZ1PiGWEHAAAAUFkI7SjD297ja5fJNWkdjl2TNnL9Rsg1bS2175t227d9WxbQ2dYNAAAAQLKQRpDgl36k6LTHQ2iPnHerXL3GoT0yZGyyuwYAAAAA1RKhHfJrlyk67Unp8wWxhszsENz1dWgHAAAAACQHob0a85vWy894Wn7hTDuSIhly3Y6R6z9KrnZesrsHAAAAANUeob2a8sVFij58s1SwJRy7I/rJDTpVrn7TZHcNAAAAAPA1Qns14kuK5b4uquZqZMr1PE5+2SJFjj5DrlnbZHcPAAAAALATQns14KNR+Q9nyM94RpHhF8i17hTa3VGj5PqfUu0qwgMAAABAuiC0V/Xt25bMjxWZW788tEXfm6SMeGiPZCS5hwAAAACAvSG0V1F+5WeKTntC+nJRrCG7ltyRI8OUeAAAAABAeiC0V0HRKf+Vn/NK7CCjhlyvYXJHjpCrWTvZXQMAAAAAlAOhvSpqeqhNfpfrMlBuwGi53IZJ7U7UexVFSxLHmZEMRVhHDwAAAAD7RGhPc75wu/ycl6W6DRXpOji0uQ795Jq0lmvQPNndU35hge6eP1mrCjYl2prl5Gp896HKy8pJat8AAAAAINUR2tN4+za/YKr8W89J2zZJtXLlj+grl1VTzkWkFAnsd82bpHXbY3vBx60p2Bzar+wxjOAOAAAAAHsR2dtJpGZFeP/xO4r+8wb51x6OBfa8JnLf+b6Uma1UYVPibYTdAntUvuw5+dBu5+06AAAAAMDuMdKeRvzqLxSd/G9p1ZJYQ05duQGnyHU7Wi4jtf4obQ176SnxO7PgbuftuuwU6zsAAAAApArSUlrxscCemS3XZ7hc3xPkmF4OAAAAAFUWoT2NuKaHyp1wnlzb7nK185LdHQAAAABABWNNe5qJdB2SFoHdtnWzKvER7X5rN2u383YdAAAAAGD3CO2oELYPu23r1qhmnV2Cux1bu51nv3YAAAAA2DNCOyqMbedm27o1yalbpt2O2e4NAAAAAPaNNe2oUBbMb+wzMlSJj7Mp8YywAwAAAMC+EdpR4Sygs60bAAAAAJQfSSpNRL1ntBoAAAAAqhlCexrILyzQ3fMna1XBpkSbVV63Qm6sCwcAAACAqotCdGkQ2O+aN0lrCjaXabdja7fzAAAAAICqidCe4lPibYR93fYtisqXPScf2u28XQcAAAAAqHoI7SnM1rDblPidA3uctdv50mvdAQAAAABVB6EdAAAAAIAURWgHAAAAACBFEdpTmG3rZlXiI9r91m7WbuftOgAAAABA1UNoT2G2D7tt69aoZp1dgrsdW7udZ792AAAAAKiaCO0pzvZhv7LHMDXJqVum3Y6tnX3aAQAAAKDqqpHsDmDfLJjf2GdkmSrxNiWeEXYAAAAAqNoI7WnCAnp2Bn9cAAAAAFCdMD0eAAAAAIAURWgHAAAAACBFEdoBAAAAAEhRVSa0/+Uvf9Ghhx6qmjVr6qijjtKsWbOS3SUAAAAAAL6VKhHa//vf/2r8+PG68cYb9e6776pHjx4aPny41qxZk+yuAQAAAABQvUP73XffrYsuukjnn3++OnfurPvuu0+1atXSAw88kOyuAQAAAABQfUN7YWGh5syZo2HDhiXaIpFIOJ45c+Zuf2bHjh3atGlTmRsAAAAAAKkm7UP7unXrVFJSoqZNm5Zpt+NVq1bt9mduv/125eXlJW6tWrWqpN4CAAAAAFCNQvuBuPbaa5Wfn5+4LVu2LNldAgAAAABgFzWU5ho1aqSMjAytXr26TLsdN2vWbLc/k52dHW4AAAAAAKSytB9pz8rKUp8+fTR58uREWzQaDccDBgxIat8AAAAAAKjWI+3GtnsbN26c+vbtqyOPPFJ/+MMftHXr1lBNHgAAAACAdFUlQvtZZ52ltWvX6oYbbgjF53r27KmXXnppl+J0AAAAAACkE+e996rmrBhdvXr1QkG63NzcZHcHAAAAAFDFbdq0KexktnHjxrCrWZUeaf+2Nm/eHL6y9RsAAAAAoLLz6N5COyPtXxeuW7FiherWrSvnXLK7Axz0T++YRYLqgPc7qhPe76gueK+jKrMoboG9RYsWikT2XCOekXYroR+JqGXLlsnuBlBh7B85/qFDdcH7HdUJ73dUF7zXUVXtbYS9ymz5BgAAAABAVUVoBwAAAAAgRRHagSosOztbN954Y/gKVHW831Gd8H5HdcF7HaAQHQAAAAAAKYuRdgAAAAAAUhShHQAAAACAFEVoBwAAAAAgRRHaAQAAAABIUYR2IIXdfvvt6tevn+rWrasmTZpozJgxWrRoUZlrtm/frksuuUQNGzZUnTp1NHbsWK1evbrMNUuXLtXIkSNVq1atcD9XXXWViouLy1zzxhtvqHfv3qE6a7t27fTQQw9VynME9uSOO+6Qc06XX355oo33O6qS5cuX6wc/+EF4P+fk5Khbt2565513EuetVvANN9yg5s2bh/PDhg3T4sWLy9zHhg0bdPbZZys3N1f16tXThRdeqC1btpS5Zv78+RoyZIhq1qypVq1a6c4776y05wiYkpISXX/99Wrbtm14Lx9++OG65ZZbwns8jvc7sBdWPR5Aaho+fLh/8MEH/fvvv+/nzp3rR4wY4Vu3bu23bNmSuObHP/6xb9WqlZ88ebJ/5513fP/+/f3AgQMT54uLi33Xrl39sGHD/HvvvedfeOEF36hRI3/ttdcmrvnss898rVq1/Pjx4/3ChQv9n//8Z5+RkeFfeumlSn/OgJk1a5Y/9NBDfffu3f1ll12WaOf9jqpiw4YNvk2bNv68887zb7/9dnhfvvzyy/6TTz5JXHPHHXf4vLw8//TTT/t58+b5U045xbdt29YXFBQkrjnxxBN9jx49/FtvveWnTZvm27Vr57/3ve8lzufn5/umTZv6s88+O/xb8p///Mfn5OT4+++/v9KfM6qvW2+91Tds2NBPnDjRL1myxD/++OO+Tp06/o9//GPiGt7vwJ4R2oE0smbNGvtI2k+ZMiUcb9y40WdmZoZ//OI+/PDDcM3MmTPDsYWWSCTiV61albjm3nvv9bm5uX7Hjh3h+Oqrr/ZdunQp81hnnXVW+NAAqGybN2/27du396+++qo/5phjEqGd9zuqkmuuucYPHjx4j+ej0ahv1qyZ/93vfpdos78D2dnZIYgY+9DJ3v+zZ89OXPPiiy9655xfvnx5OP7rX//q69evn3j/xx+7Q4cOFfTMgF2NHDnSX3DBBWXaTjvttBCuDe93YO+YHg+kkfz8/PC1QYMG4eucOXNUVFQUppDFdezYUa1bt9bMmTPDsX21KZdNmzZNXDN8+HBt2rRJH3zwQeKa0vcRvyZ+H0BlsunvNr195/ck73dUJc8++6z69u2rM844Iyzj6NWrl/7v//4vcX7JkiVatWpVmfdqXl6ejjrqqDLvd5sibPcTZ9dHIhG9/fbbiWuOPvpoZWVllXm/21Krr776qpKeLaq7gQMHavLkyfr444/D8bx58zR9+nSddNJJ4Zj3O7B3NfZxHkCKiEajYW3voEGD1LVr19Bm/8DZP0z2j1hpFljsXPya0gEmfj5+bm/XWNApKCgIa8uAyvDoo4/q3Xff1ezZs3c5x/sdVclnn32me++9V+PHj9cvf/nL8J7/2c9+Ft7j48aNS7xfd/deLf1etsBfWo0aNcIHu6WvsXXEO99H/Fz9+vUr9HkC5he/+EX4f6x90JqRkRHWuN96661hfbrh/Q7sHaEdSKPRx/fffz98Mg1URcuWLdNll12mV199NRQQAqr6B7E2YnjbbbeFYxtpt//H33fffSG0A1XJY489pocffliPPPKIunTporlz54aBiBYtWvB+B/YD0+OBNHDppZdq4sSJev3119WyZctEe7NmzVRYWKiNGzeWud6qadu5+DU7V9eOH+/rGqvOyqgjKotNf1+zZk2o6m6jJ3abMmWK/vSnP4XvbbSE9zuqCquQ3blz5zJtnTp1CrsflH6/7u69Wvq9bH9nSrOdEqzCdnn+TgAVzXbxsNH27373u2EJ0znnnKMrrrgi7JJjeL8De0doB1KYFYu0wD5hwgS99tpru0z56tOnjzIzM8M6sThbt2W/9A0YMCAc29cFCxaU+YfORjItoMR/YbRrSt9H/Jr4fQCVYejQoeG9aiMw8ZuNRNr0yfj3vN9RVdhSp5238LT1vm3atAnf2//vLWSUfq/a9GJbu1v6/W4fYtkHXnH2b4WN4tta4Pg1U6dODfUgSr/fO3TowFRhVJpt27aFteel2TR5e68a3u/APuyjUB2AJLr44ovD9idvvPGGX7lyZeK2bdu2Mltg2TZwr732WtgCa8CAAeG28xZYJ5xwQtg2zra1aty48W63wLrqqqtCNe6//OUvbIGFlFC6erzh/Y6qtK1hjRo1wlZYixcv9g8//HB4X/6///f/ymyBVa9ePf/MM8/4+fPn+9GjR+92C6xevXqFbeOmT58edl4ovQWWVeC2LbDOOeecsAXWo48+Gh6HLbBQmcaNG+cPOeSQxJZvTz31VNiO03bziOP9DuwZoR1IYfa52u5utnd7nP1j9pOf/CRscWL/MJ166qkh2Jf2+eef+5NOOinsVWr/SP785z/3RUVFZa55/fXXfc+ePX1WVpY/7LDDyjwGkCqhnfc7qpLnnnsufMhk21p17NjR/+1vfytz3rbBuv7660MIsWuGDh3qFy1aVOaa9evXh9Bie17b1obnn39+2DaxNNvz2raXs/uw4GThCKhMmzZtCv8vtw9da9asGf6/+6tf/arM1my834E9c/affY3GAwAAAACAyseadgAAAAAAUhShHQAAAACAFEVoBwAAAAAgRRHaAQAAAABIUYR2AAAAAABSFKEdAAAAAIAURWgHAAAAACBFEdoBAKiGnHN6+umnk90NAACwD4R2AACqkPPOOy8EcrtlZmaqadOmOv744/XAAw8oGo0mrlu5cqVOOumk/bpPAj4AAMlDaAcAoIo58cQTQyj//PPP9eKLL+o73/mOLrvsMo0aNUrFxcXhmmbNmik7OzvZXQUAAPtAaAcAoIqxMG6h/JBDDlHv3r31y1/+Us8880wI8A899NAuo+eFhYW69NJL1bx5c9WsWVNt2rTR7bffHs4deuih4eupp54afiZ+/Omnn2r06NFhJL9OnTrq16+fJk2aVKYfdu1tt92mCy64QHXr1lXr1q31t7/9rcw1X375pb73ve+pQYMGql27tvr27au33347cd76bc/B+nXYYYfppptuSnzwAABAdUBoBwCgGjjuuOPUo0cPPfXUU7uc+9Of/qRnn31Wjz32mBYtWqSHH344Ec5nz54dvj744INh9D5+vGXLFo0YMUKTJ0/We++9F0b3Tz75ZC1durTMff/+978PQdyu+clPfqKLL744PEb8Po455hgtX748PP68efN09dVXJ6bxT5s2Teeee26YJbBw4ULdf//94UOHW2+9tcJfLwAAUkWNZHcAAABUjo4dO2r+/Pm7tFvQbt++vQYPHhxG022kPa5x48bha7169cLofZx9AGC3uFtuuUUTJkwI4dtG7eMs2FtYN9dcc43uuecevf766+rQoYMeeeQRrV27NnwQYCPtpl27domftVH1X/ziFxo3blw4tpF2exwL9jfeeONBfnUAAEhNhHYAAKoJ730I5bsrXmfF6ixI24i5rX0/4YQT9npfNkr+61//Ws8//3wYgbcp6wUFBbuMtHfv3j3xvT22Bf81a9aE47lz56pXr16JwL4zG3l/8803y4ysl5SUaPv27dq2bZtq1apV7tcAAIB0Q2gHAKCa+PDDD9W2bdtd2m3N+JIlS8Kad1uXfuaZZ2rYsGF64okn9nhfV155pV599VXdddddYXQ8JydHp59+elgfX5pVsC/Ngnt8+rv9zL4+GLDR9tNOO22Xc7bGHQCA6oDQDgBANfDaa69pwYIFuuKKK3Z7Pjc3V2eddVa4Wfi2EfcNGzaEUXAL3jbCXZqNgNsIvRWoiwdsq1ZfHjYK//e//z3xOLv7MMHWv5eeMg8AQHVDaAcAoIrZsWOHVq1aFYL26tWr9dJLL4Vq8Dbt3Qq77ezuu+8OleNtqnokEtHjjz8eprHbOnZjRems4NygQYNCZfr69euHNfBW1M6Kz9no+fXXX19mH/j9YVXjrbr8mDFjQv+sD1awrkWLFhowYIBuuOGG0GerOm8fJFjfbMr8+++/r9/85jcH7fUCACCVUT0eAIAqxkK6BWAL2zZiboXfrEK8bZ+WkZGxy/W2Hdudd94Zqrzb1m02Yv7CCy+EkByvAG9T4Vu1ahWCfTzoW3gfOHBgCO7Dhw8PI+PlkZWVpVdeeUVNmjQJBeu6deumO+64I9FHu8+JEyeGa6xf/fv3D4XsShfKAwCgqnPeqtIAAAAAAICUw0g7AAAAAAApitAOAAAAAECKIrQDAAAAAJCiCO0AAAAAAKQoQjsAAAAAACmK0A4AAAAAQIoitAMAAAAAkKII7QAAAAAApChCOwAAAAAAKYrQDgAAAABAiiK0AwAAAACQogjtAAAAAAAoNf1/a6tHDRy/8LsAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 9 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:14.832826Z", "start_time": "2025-12-21T14:57:14.823984Z" } }, "cell_type": "code", "source": "print(theo_var)", "id": "ccb5150e6b5af9a", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* Selected model: Linear model\n", "* Nugget: 0.0\n", "* Sill: 480.57557214875214\n", "* Range: 8028.237650988341\n", "* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n", "* Mean Bias: None\n", "* Mean RMSE: 25.496114727814966\n", "* Error-lag weighting method: equal\n", "\n", "\n", "+--------+--------------------+--------------------+---------------------+\n", "| lag | theoretical | experimental | bias (real-yhat) |\n", "+--------+--------------------+--------------------+---------------------+\n", "| 500.0 | 29.930327989829088 | 16.982943545110665 | -12.947384444718423 |\n", "| 1000.0 | 59.860655979658176 | 30.336797059220284 | -29.523858920437892 |\n", "| 1500.0 | 89.79098396948727 | 55.19369693532188 | -34.59728703416539 |\n", "| 2000.0 | 119.72131195931635 | 72.64214325577524 | -47.079168703541114 |\n", "| 2500.0 | 149.65163994914545 | 119.83419152308294 | -29.817448426062512 |\n", "| 3000.0 | 179.58196793897454 | 127.38055541167519 | -52.201412527299354 |\n", "| 3500.0 | 209.51229592880364 | 173.80396800141062 | -35.708327927393015 |\n", "| 4000.0 | 239.4426239186327 | 221.17530533500022 | -18.267318583632488 |\n", "| 4500.0 | 269.3729519084618 | 244.3961592666817 | -24.976792641780094 |\n", "| 5000.0 | 299.3032798982909 | 279.82078294996256 | -19.482496948328333 |\n", "| 5500.0 | 329.23360788812 | 332.5369149543105 | 3.3033070661904844 |\n", "| 6000.0 | 359.1639358779491 | 367.62601681181036 | 8.462080933861273 |\n", "| 6500.0 | 389.0942638677782 | 397.55117274410134 | 8.456908876323155 |\n", "| 7000.0 | 419.0245918576073 | 432.9732345205596 | 13.948642662952295 |\n", "| 7500.0 | 448.9549198474363 | 451.60459167886455 | 2.649671831428236 |\n", "| 8000.0 | 478.8852478372654 | 462.7533281080885 | -16.1319197291769 |\n", "| 8500.0 | 480.57557214875214 | 488.04251358205227 | 7.466941433300121 |\n", "| 9000.0 | 480.57557214875214 | 489.5822318182907 | 9.006659669538578 |\n", "| 9500.0 | 480.57557214875214 | 510.8951955564648 | 30.31962340771264 |\n", "+--------+--------------------+--------------------+---------------------+\n" ] } ], "execution_count": 10 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 2. Create Ordinary and Simple Kriging models\n", "\n", "This is the essential step of our tutorial. We've fit semivariances to the model that is utilized by Kriging algorithm. Knowing this model, we can interpolate values in empty locations.\n", "\n", "We will *predict* a known and arbitrary point in the first run. It is not a real prediction, but test of Kriging. When we perform Kriging, we should get the same exact values as in training data because Kriging is an unbiased linear estimator. Then, we will interpolate values at unknown locations given in the test set, and calculate the Root Mean Squared Error (RMSE) between those predicted and real values.\n", "\n", "Functions `ordinary_kriging()` and `simple_kriging()` are similar, there is only one parameter that is different - `process_mean`, and it is passed only to the `simple_kriging()` function. Kriging parameters are:\n", "\n", "- `theoretical_model`: fitted `TheoreticalVariogram` model\n", "- `known_values`: observed values at known locations\n", "- `known_geometries`: coordinates of known locations\n", "- `unknown_locations`: locations where you want to interpolate a missing value (or a single location)\n", "- `neighbors_range`: optional parameter, the maximum distance where we search for point neighbors. If you don't provide it then it is equal to the range of theoretical variogram model\n", "- `no_neighbors`: number of the closest neighbors used for interpolation, by default it is set to 4, but for datasets with many point samples it is recommended to use more neighbors\n", "- `max_tick`: If searching for neighbors in a specific direction how large should be tolerance for increasing the search angle (how many degrees more)\n", "- `use_all_neighbors_in_range`: boolean parameter. `True`: if the number of neighbors within the `neighbors_range` is greater than the `no_neighbors`, then take all of them for modeling. Otherwise, take only n-closest neighbors\n", "- `allow_approx_solutions`: Allows the approximation of kriging weights based on the OLS algorithm. This is by default set to `False`, and parameter is useful for debugging purposes. Do not ignore errors coming from the Kriging system because usually those errors inform you about data quality (duplicated coordinates, clusters, etc.)\n", "- `process_mean`: The mean value of a process over a study area. Should be known before processing. That's why Simple Kriging has a limited number of applications. You must have multiple samples and well-known area to know this parameter.\n", "\n", "We use only the first four parameters and `process_mean` when we run Simple Kriging. Let's start! The first step is an interpolation of the value known by our model." ], "id": "e5035b8d27c7c02e" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:14.915189Z", "start_time": "2025-12-21T14:57:14.893858Z" } }, "cell_type": "code", "source": [ "# Select one known value\n", "\n", "known_value = train.sample()\n", "known_value" ], "id": "c8be4791a7c4ec5f", "outputs": [ { "data": { "text/plain": [ " longitude latitude dem geometry\n", "6260 15.34741 52.732855 48.885471 POINT (253481.516 547057.061)" ], "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 11 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.046302Z", "start_time": "2025-12-21T14:57:15.040177Z" } }, "cell_type": "code", "source": [ "# Predict with Ordinary Kriging\n", "\n", "unknown_location = known_value.geometry.iloc[0]\n", "print(unknown_location)" ], "id": "9c47c2897d202592", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "POINT (253481.51620009867 547057.0611242605)\n" ] } ], "execution_count": 12 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.232765Z", "start_time": "2025-12-21T14:57:15.184279Z" } }, "cell_type": "code", "source": [ "ok_interpolation = ordinary_kriging(\n", " theoretical_model=theo_var,\n", " known_values=train['dem'],\n", " known_geometries=train['geometry'],\n", " unknown_locations=unknown_location,\n", " progress_bar=False\n", ")\n", "print(ok_interpolation)" ], "id": "a3f1a26933fdcbeb", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[4.88854713e+01 0.00000000e+00 2.53481516e+05 5.47057061e+05]]\n" ] } ], "execution_count": 13 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.313526Z", "start_time": "2025-12-21T14:57:15.306224Z" } }, "cell_type": "code", "source": "print(known_value['dem'] - ok_interpolation[0][0])", "id": "be13e85646cf7a2d", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6260 0.0\n", "Name: dem, dtype: float64\n" ] } ], "execution_count": 14 }, { "metadata": {}, "cell_type": "markdown", "source": [ "The first value is our prediction is precisely the same as the input in the training set! So far, the algorithm has worked well. The second value is prediction variance error, equal, or really close to zero - as it should be.\n", "\n", "Simple Kriging differs from Ordinary Kriging, and we must set the process mean to retrieve valid results. It is rarely the case. That's why Ordinary Kriging is the first choice for many applications. We know the global mean because we have the whole dataset, but in the real-world scenario, we cannot divide the set into training and test sets and then get the mean from the entire dataset - it is an information leak from the test set into a model!" ], "id": "fdc511a195e72b80" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:15.376467Z", "start_time": "2025-12-21T14:57:15.353345Z" } }, "cell_type": "code", "source": [ "sk_interpolation = simple_kriging(\n", " theoretical_model=theo_var,\n", " known_values=train['dem'],\n", " known_geometries=train['geometry'],\n", " unknown_locations=unknown_location,\n", " process_mean=np.mean(df['dem'])\n", ")\n", "print(sk_interpolation)" ], "id": "916b79d95568bd7d", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1/1 [00:00<00:00, 614.73it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[[4.88854713e+01 0.00000000e+00 2.53481516e+05 5.47057061e+05]]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "execution_count": 15 }, { "metadata": {}, "cell_type": "markdown", "source": "The Simple Kriging algorithm returns the same output as the Ordinary Kriging: `[prediction, error variance, pt x, pt y]`. Simple Kriging has returned the same value as the actual value fed to the algorithm.", "id": "bfc23929248804cc" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 3. Predict values at unknown locations and evaluate output\n", "\n", "In this part of the tutorial we interpolate values at missing locations. Kriging does it (usually) better than other simple techniques like filling missing data with the averages or inverse distance weighting. Interpolation quality is driven mostly by a good semivariogram model, but we can make better predictions when we scan more neighbors around the missing location. We will test this assumption in the next step, validating output with test dataset, and calculating the root mean squared error of prediction.\n", "\n", "We will perform those tests only for ordinary kriging, dividing dataset multiple times to get distribution of errors for each number of neighbors." ], "id": "7bdfb1395d2ac8c0" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:39.419106Z", "start_time": "2025-12-21T14:57:15.411123Z" } }, "cell_type": "code", "source": [ "from tqdm import tqdm\n", "\n", "\n", "neighbors_number = [4, 8, 16, 32, 64, 128, 256, 512]\n", "number_of_trials = 10\n", "\n", "outputs = []\n", "\n", "for _ in range(number_of_trials):\n", " for nn in tqdm(neighbors_number):\n", " # Divide dataset into train and test set\n", " train = dem.sample(n=int(0.1*len(dem)))\n", " test = dem.loc[~dem.index.isin(train.index)]\n", "\n", " # Take sample from test, we don't need a whole dataset\n", " test_sample = test.sample(n=100)\n", "\n", " # Fit semivariogram model\n", " exp_var = build_experimental_variogram(\n", " values=train['dem'],\n", " geometries=train['geometry'],\n", " step_size=step_size,\n", " max_range=max_range\n", " )\n", " theo_var = build_theoretical_variogram(\n", " experimental_variogram=exp_var,\n", " models_group='linear'\n", " )\n", "\n", " # Predict new values\n", " yhats = ordinary_kriging(\n", " theoretical_model=theo_var,\n", " known_values=train['dem'],\n", " known_geometries=train['geometry'],\n", " unknown_locations=test_sample['geometry'],\n", " no_neighbors=nn,\n", " use_all_neighbors_in_range=False,\n", " progress_bar=False\n", " )\n", " yhats = yhats[:, 0]\n", " avg_rmse = np.sqrt(np.mean((test_sample['dem'] - yhats)**2))\n", " outputs.append([avg_rmse, nn])" ], "id": "d1b147e09750dcd0", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 8/8 [00:02<00:00, 2.74it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.60it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.54it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.55it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.37it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.34it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.43it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.36it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.25it/s]\n", "100%|██████████| 8/8 [00:02<00:00, 3.36it/s]\n" ] } ], "execution_count": 16 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:39.471289Z", "start_time": "2025-12-21T14:57:39.460238Z" } }, "cell_type": "code", "source": [ "# create dataframe from results\n", "\n", "df = pd.DataFrame(outputs, columns=['rmse', 'nn'])\n", "df.head()" ], "id": "cdc73ae0181fadb9", "outputs": [ { "data": { "text/plain": [ " rmse nn\n", "0 3.572057 4\n", "1 4.489833 8\n", "2 4.091741 16\n", "3 5.458568 32\n", "4 4.077269 64" ], "text/html": [ "
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" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 17 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:39.691760Z", "start_time": "2025-12-21T14:57:39.553601Z" } }, "cell_type": "code", "source": [ "# First plot average rmse per number of neighbors\n", "\n", "plt.figure()\n", "plt.plot(df.groupby('nn')['rmse'].mean())\n", "plt.xlabel('Number of neighbors')\n", "plt.ylabel('RMSE')\n", "plt.show()" ], "id": "21823db28f44491c", "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 18 }, { "metadata": {}, "cell_type": "markdown", "source": "As we see, there could be too many neighbors - interpolations become wildly inaccurate. 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" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 20 }, { "metadata": {}, "cell_type": "markdown", "source": [ "In general, too much neighbors might worsen the results; we are assuming, that the closest neighbors are the most important, and introducing more distant neighbors may amplify the noise in the model response.\n", "\n", "The best idea is to look into semivariogram and limit range as much as you can. Then you will be sure, that only the closest neighbors are taken into account." ], "id": "91d8be3681ebb30f" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Changelog\n", "\n", "| Date | Changes | Author |\n", "|------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------|\n", "| 2025-11-07 | Used **values** and **geometries** parameters instead of **ds** in the experimental variogram initialization, and **known_values** and **known_geometries** for kriging process (instead of **known_locations** parameter) | @SimonMolinsky (Szymon Moliński) |\n", "| 2025-04-30 | Tutorial has been adapted to the 1.0 release | @SimonMolinsky (Szymon Moliński) |\n", "| 2025-07-10 | Changed behavior of `ordinary_kriging` and simplified tutorial | @SimonMolinsky (Szymon Moliński) |" ], "id": "358511491c09b06c" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }