{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Interactively rendering weather maps from the KNMI database\n", "*Peter Kalverla, March 2016*\n", "\n", "In the process of analysing any kind of meteorological data, it is important to comprehend the synoptic situation, *the bigger picture*. Therefore, I often visit the KNMI database to view weathermaps, but to get to the desired map requires an unpleasant and time consuming amount of mouse clicks. Therefore, I developed a small script that is able to automatically find the correct weather map given a date and time, and to visualize it immediately in the Jupyter notebook.\n", "\n", "##### Note! \n", "*Unfortunately, the widgets are not visible when the notebook is viewed outside ipython. As far as I know, this is currently not possible. If anyone knows how to do it, please let me know.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing and displaying the weather maps\n", "Every weather map is stored in the KNMI database with a standard format, e.g.:\n", "http://cdn.knmi.nl/knmi/map/page/klimatologie/daggegevens/weerkaarten/analyse_2012052812.gif.\n", "There are several ways to load such a figure in the notebook, the most simple solution is\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Required package\n", "from IPython.display import Image\n", "\n", "weblink = 'http://cdn.knmi.nl/knmi/map/page/klimatologie/daggegevens/weerkaarten/analyse_2012052812.gif'\n", "Image(url=weblink)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a good start. The next step is to automatically generate the correct url, given any date and time." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The nearest operational analysis time is 2016-03-19 18:00:00\n", "As a string, this looks like 2016031918\n", "The corresponding map: http://cdn.knmi.nl/knmi/map/page/klimatologie/daggegevens/weerkaarten/analyse_2016031918.gif\n" ] } ], "source": [ "# Required package\n", "from datetime import datetime, timedelta\n", "\n", "def find_weathermap(timestamp):\n", " ''' Given a datetime object, find the url corresponding to the closest operation analysis map on the KNMI database'''\n", " # First, find the time corresponding to the nearest operational analysis\n", " nearest_6hour = round((timestamp.hour+timestamp.minute/60.)/6)*6 # yields either 0, 6, 12, 18 or 24(!)\n", " nearest_analysis = datetime(timestamp.year,timestamp.month,timestamp.day) + timedelta(hours=nearest_6hour)\n", " print 'The nearest operational analysis time is',nearest_analysis\n", " # Then, convert the datetime object to a string\n", " timestring = nearest_analysis.strftime('%Y%m%d%H')\n", " print 'As a string, this looks like', timestring\n", " # Finally, embed the string in the url\n", " url = 'http://cdn.knmi.nl/knmi/map/page/klimatologie/daggegevens/weerkaarten/analyse_'+timestring+'.gif' \n", " print 'The corresponding map:',url\n", " return url\n", "\n", "# Demonstration\n", "x = datetime.now()\n", "weblink = find_weathermap(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This result can be plotted, but only if the current 'nearest weather map' is already there." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding interactivity\n", "This demonstrates how weathermaps can be viewed interactively with the help of widgets. First, I will let the user choose some dates. Then, I will use a slider to visualize weather maps in a 'loop'." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Required package\n", "from IPython.display import Image, display\n", "from IPython.html.widgets import interact,fixed\n", "from datetime import datetime, timedelta\n", "\n", "# We use the function as above, but without the print statements\n", "def find_weathermap(timestamp):\n", " ''' Given a datetime object, find the url corresponding to the closest operation analysis map on the KNMI database'''\n", " # First, find the time corresponding to the nearest operational analysis\n", " nearest_6hour = round((timestamp.hour+timestamp.minute/60.)/6)*6 # yields either 0, 6, 12, 18 or 24(!)\n", " nearest_analysis = datetime(timestamp.year,timestamp.month,timestamp.day) + timedelta(hours=nearest_6hour)\n", " # Then, convert the datetime object to a string\n", " timestring = nearest_analysis.strftime('%Y%m%d%H')\n", " # Finally, embed the string in the url\n", " url = 'http://cdn.knmi.nl/knmi/map/page/klimatologie/daggegevens/weerkaarten/analyse_'+timestring+'.gif' \n", " return url\n", "\n", "# Then, a function to show the weather maps interactively:\n", "def view_map(year=2010,month=1,day=1,hour=0,minute=0):\n", " ''' View weather maps from KNMI database for a given date and time '''\n", " # First the input needs to be converted to a datetime object\n", " hour = int(hour) # because I will use a float text box below\n", " timestamp = datetime(year,month,day,hour,minute)\n", " # Then, find the corresponding url\n", " weblink = find_weathermap(timestamp)\n", " # Finally, visualise the map\n", " a = Image(url=weblink) # somehow, using Image() directly\n", " display(a) # does not work inside a function\n", " return\n", "\n", "interact(view_map,\n", " year = ({'2010':2010,'2011':2011,'2012':2012}),\n", " month = ({'January':1,'February':2,'March':3,'April':4}),\n", " day = (0,31),\n", " hour = ('0'),\n", " minute = fixed(0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This script is not fool-proof yet. For example, it will give errors for 31st of February. Also, I have not included all months in the dropdown menu, etc. This is just intended as a matter of demonstration. In most cases, the datetime object will be part of my (time series) data, and interaction won't be necessary. This is just to check that it works." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The best tutorial for widgets that I could find:\n", "http://nbviewer.jupyter.org/github/quantopian/ipython/blob/master/examples/Interactive%20Widgets/Using%20Interact.ipynb" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RwLgJC/fe1riribb2BkbXjuSbX/08fr+fBpslmYgTjfW9XE5ROIDn9T9fD6Cq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YcnQV+fCqQAjfGs9qZyOYYMEo0EGTtuEjW1dbhdDvSQm7MuTGHdegVVg8fvr+WSSxJJcO5+wMWj\njyfEncUCqtVBsg9GDhtESE9iU0kpyUk+sFrwJqcSCQdbxOPtCgh2BBQKknUcuw29oahOeVjj/SIH\nHxQ7ONO3iMIdX5MXriNv4NEcOb4Qa9OQ7enf1NR0pk87BwCr1Yk/VN/meH3xyWuMPnQwg/J7U1vf\nwOtvf8hn1Q3M+P2tKIpKVUOY4UMP2eeYt4VuGMxbVsTz4dPZFXNzw6gg09OiDMmoRcjcRNIzPU4w\nFMbrScSc5vU/hIU/fMWhijhoUeGhONwxLxWbFuPP4/yd+h1K8TkJhQThcBSXs/2CuSEQpCEQweV0\ndvzmncQUnyYmJiYmJv+9ZEgpdwFIKcuEEI3pCnsA8/c6rnT3toNCNAovP2vw8JMW4rE9M6r5PwrO\nPzfh7vhLPiiGI3sZnFOwu+5e34HEho1CXTCPwM13oeyZ3aJpNmw2CIXqsdmcLdwhK0Jw24+CM/Il\n0/JAFZJgsIawcLItYKEuAt+UKNSGJKVBOKoXHN0bkv8NBtEsJ4zrLtnhF+S2XhUCSJQ+iIUbsDjb\nLi1iaArQMQFaH+3QaU0IIXB6k9pcDDj6TBtVVc335ecrTBgXZ9BIgTZQ8l2pygMTlC5ZDJj7TYif\nfnLhdMLkyQZ//rOOJwn2NgqpKk3vYp8+0KdPogzQJZcmEr2sWAHFmyTvvasxd67gk89U5v2kMOUI\ng4suNhg0SKLtnZVLaM2EimCP+2RjmZzykOSxJYIcryTPt++YRZ8vCaHa0WSQdJ+FtMwjOfp0F+vW\nq2gWuPf2ei6+OMSGYpXnn0vimZf2fA8kkrgRo6q2nsKCfny3YCPbdjp45/2/cslZx5OcnHjZGl2D\nl1dorK+28MFGGwOSgjzRkESaNUQcC3VRlSxXlKEZcT6ZXoXb2geO+R3P/fNNihZ/z8j+eWRm5rT6\nDOvXLSOvb2HiO7sPt2VFiTIovzdCCJJ9Xmb+5nzWri/is4/fpFdOPqH6rZx80vFtnt/03Hs5c2xv\nUJlbauXzLTY06yncOjLOEb0TyYd0w0AVCuz2ntA0C9F4iEg0hs1qQVEUFEUhpgpsQmA0+FE8XZc5\nOW7A/Qt8IMPcMjrU6Xc+UVbIQSzevqxjUkpqAxEsQtAjM6VzN+8kpvg0MTExMTH5/4dfPbGClPDF\nF7B6o8q1M+IcP12i+XWiSRbc7j2TfU2JETcsGBL+uQY+2yx49bi9rmNz0HDZ9XhqbiM4/bwW97FY\nbCiKQAil6VoSqA7DzNlw8QDJ1NzGWKYQLlcSLiB19wL/pGxJ3EgI1b+vSLj73jhK5+Q8gSJ+XWto\nXx/cswBeOKr1GEcpJX5/VYs4z67kjXUalw2O09HCB/F4BG0fcbiaCupehRWlhA0bBBs2WOFDsJ0e\nZuhyjRUOyciRjfGYHR+Evz3ppMGv8Gy36zl9Yh7BlN+2+9zG+w4ZAkOGCE48QWfpUsGNf1Qo2qjw\n9jsqb7+jctJJOjfeKOndu/XYzr23qCLOdr/GjK8Fd42VDGtHFQvDMDj6mOksXfQFa7aE+fS9KVRW\n+dAskkfvreN3vwsRiRhc8JtMxo0zWPpjDf5YhAf/krj4jl2lhEObKK/2M3LkEUSjMYJVRWgWC2uW\nLWDg+Gk8MM/DB+sU7HYbvTwGTxxRTTe3BKqIxXWEoM3SK+NGDyclo4HNm7e2EJ+GYfDWa0/jcgiS\nkjPIyuqBze5qNQ72s8/eIyWp5btd2L8fqT4H9cE4uWMmNnMnbRkxINAlrKzUuP07O9uCTnQJlw3x\nc+eg9RCqpE+vgU2j0ppralqyl227ashI8WKzqAwZdRhbvvkXhZEIsfk/I46a1Kl3spGYbnDT11Zc\nbp2/HN51pVuEEFgtFiLRGJFoDK+7dWtm4xi4bWq7kmIdbEzxaWJiYmJi8t/LLiFEppRylxAiCyjf\nvb0U6LnXcdm7t7XKww/f3fTvsWMnMW7cpLYObUZMh3+8KPi/1wV/fcBg9Eix2/rTcqIXNyxUheHB\nRQKPVfLC0RLrL+a40bGTUIwYir8e3deaq6MVKQ3q60LYnIJ5ZSpflQjuGyfp40vULGyoK8fSRq1H\nTUlkn73tUDiv0GBuqeDPCyUNUYULBhgc0oUZf/fFUb3h222SRbsEo7Na7o9GQ8RiETyetINyf0NC\nKCoZ373j7q6RSACHw9tmHO5HH+tEImCzJWKBt20TLFoEny2RbEpRiL1rY0GV4IwzFfJz4gwaArfc\nBh0pNVhZCXUNuz8EglgbKgh2+MnAYhGMHg2ffGrwzVdxXnlN48cfBR99pFJTY/D663Fai3NVrIk6\nrP4YvLtBpSwIt46GIektDm2Vkq1FNNTXsbbIYMHCG6msSrzH99zawCWXhPn2Ryu33uxl0oQID9xT\nhaZpgODNlyqIx3VefWcJitaN/oWHkJqaRX3NDqQ9m11V9SxOOotnv3MzvkeYd08JkepoIMnWaDVP\nPItlPxle++b15vFZd3DbHY+32FdTsw2fz868BUuYOn1G0/aG+nK8voxm/TVhwmSWLvy4VWGXkZVN\nW6/Aju2bUYRKhS2Pl9fY2VRrIculc+XICPnJVdgUnbI136FFs+idP2ifz9KIz2Vrqndrs9lIzS9E\nCqjbUYIrHMJmd3RagN45LxmLU+eGUYFOXactLJpKTV0DdpsFq6Wltbm23k+S142llX1dxXdz5/Hd\nD/PadawpPk1MTExMTP57EDSf9X4EXAQ8CFwIfLjX9leFEI+ScLftCyxs66LXXXfHATUiYV0UnHGG\nwsZiwVtv6gwc2PbxMUNSXCu4fxFMy9M5pW/boid85Amoi5eh9+jV6n4hFBxuD//aFOWuH1TePFmS\n400Iz0jEj8Pl2+/qvqZA36TEHxCsrpJcMVvl0cN1DklLFKM/mFgUuHKY4E/zYUSmRG0xuTVITe3Z\n6rldhVQEsoOGcikNYpEQzn24BGdn73082DMly3wGoWyN+/PjbOmmMu9nnbUrLazfpLJ2o6B4s8Fl\nlxkceyytumq3xdq1ULYzccI05V2kvLxDz/VLXC444kg/J5xo5bpj7mOd5T6mTdPbFNxORzIl9XDL\nj4IcXyLO2H0A8/2c3P7k5PYnv/9A7ry7ms3FLo488QN+/7thrJidylkzXHz60S5GDRY0TuEbLYL+\nYJi0jN4MHTYaw9ARQuBL6cHQMcdy4eslnDzBysvHVaGIvS3MB/aiWzSNKZPGUbazhNw+Bc3Ov+dP\nf+TBe25l3YZNzbY7nEmEw4FmVnyvNxnQiESi2GytW88bs9QC6PE4m4tWo6cUcMccwaaoiwcOD5Gd\nNJtN61eQlz2a7vZ+NNTXkpSaTu+8dmbzgiZrYaN1MDU5HaEoJGf3Zv3G1SDBZnfQq09/VFVDSmO/\nNW0bxyRuwHVzUnFaYjxwmL/dbTpQFEUhKz2F2vpEZmybNfHSxXWdXVX1dE9v2z2+q5g0cRyTJo5r\n+nzvg4+0eawpPk1MTExMTP4LEEK8BhwOpAohSoA7gQeAt4UQlwBbSWS4RUq5RgjxFrAGiAEzu7LW\n2Y4dgrvvFmwvFbz04r6FZ2UInlgmiMQlVw8TDM9oW3gaMQO9Ww8caxcQPemkNo/7YYfkoy023jwx\nQg97DHDjb6hAKhpee8ui9ftjYCq8dbzBE8sEc0sFlw1OJCk6mPTyQMYvvOSEMIjEEzGuB5NtDZBk\n6/gzNjRUYXMl73NCG9UhGAdVwDclkgVlgvE9FD6appPhVGCEpCGssHGtzprVsGy5wldfwlVXqcyY\nYXD55QYuV/smzNHonlfbHQoio3FiMYnF0vkJ9wUXn87ggfnMfPZ6UlJj+GtbFx6BWKKMSkUIbhol\n6Z9Ch/tXCMFxU74gK9nA7tzCex8fxjvvW3jh79WMaMWgF45EefCx57nk4qvRNDuN3vfra2L8eaGL\nPqFlXJJnIxazNwmTjhAOR9hSsgN/ZDm5fQqb7UtOSScrM4OpR02gZOtGcvv0b3oWXW8eYLxhwxqC\nwQAWS+syRErJ5o3rqKupxJuUSkN9DT/FhvN5cXfOGh7imN61+GwSIUbRr3Ao9XXVVJXvpLamkoJD\nRnbo2er9IXweJ0ZMRzgSFuz8AcOIxWKEQwG2bSkiHAxi6HFsdgfdeubicu+7UOyHG+2kOKJcO+Lg\nCc+9cTqdTVmZw+EQu2qC9Mg4+MLzQDHFp4mJiYmJyX8BUspz2th1ZBvH3w/c37VtgIUL4ZzzVBw2\neOMNnUFteLdVhRJlT94pUnjoMJ0RGfufACkWhWjhEDx33EDddXclAgd/YZ2pDMEVszU+nm7Qy2MD\nbBiGjsudhtKJouvpTrj9UPj9bMkHxXB8rsSpHdxJW1lAYBh7rHyGIYgEq3A695GJqAuoi8KwDB2P\n9cD7S8qENcpha66co7okGIeiGsGXJQbFtYLVVSpClxzXF/44sjHB054+9dhh2LDEn3PPM/h0ssEf\n/qDx+OMq386GN96UeLxydzxu22PxyiuJDhwxXMe+UaXBl9YlwrO8vIzKXaWUpyfTLycDFJXUVoam\nPgozv4ECTz33TNi3IGkP4XCQgr69OPXEQfz2ijTmzxd89HYNXo/RqpCYO28x1TX1pKQmoxsKcUNn\nQ7Xk+u9t3DXWYFlpDff/9WlOOv5wRg0ZQJKvY210Oh2cNv1Ylq+vbbGvV04hq9asY2dZBQWDhzRt\n1zQrfn9z8bli2QJOP3FCs2eJxaJIw8AwdHRdx+FwkJM3gUBcYdZ8N6Dx6tQaXBaaMggLIbBYraSm\nN/quC4rWLCN/4LADFlyG1InrOkKXKMEQeiSKqmqoqobd7iApeY8LfDweo2jNMjJ79CYpufXfneUV\nGi+scvH+CTux/0olTayaAijouoGiKGRnJKOqB3kVrQP857XIxMTExMTE5D+SpUsTlqnDJ0o++KB1\n4RkOS97bKLniW0GGEz6Z3j7h2Yjs3QuZnoY254tW9z++VPCPY3R67TZwRiJBgsEa6v1VxGLhjjxW\nE1YVnpwsEUhunCuoDh/c/E2FSRJ9r1s0tv+X2Xy7mqIaKEjpqDgTuNx7JuKGhNfXwU0/KFwzRzBn\nGxyXo3DtcJh7hsHccyR3jmlfZuGpxwr+/vc448cbrFipcvoZKj8v3nc7YzEI7A7w7NMn8bcl3FIc\n7U08HqOhtrrZtpUrl/DNN59iGAYCg6qqchoa6rnxptu55ppbkKL1B9gZgGvmJOq2XlbY0OoxB0pW\nVjZf/1TDDbd4mDg6wuv/rMfraT2rsWEY1Pp17rnnUQypItF5emmcl9fAn8cbjMiEiy6aSVZmBlWV\nVbzyxrudaltebg56uJJYLMrSpQuaXEynTz+TT7/4luoGhZSU5rHKHk9qs8+nn34+n37xTdNnvz/A\n1uJ17NpRQkNVBUF/PcmZvVhRaeGab5MZkhLjnnEJ4QkJa2pr4rJ7r1xcHi81VeUt9u0Pt9NJdZ0f\nYVWRKckoDz2CuPVu9K++a3GsplnI6tGbnds2IY2W47Ldr/LH7308NrkOm7XtpFxdjZSSispqahv8\nBELR/0jhCab4NDExMTExMdkPUsL8+XDhhSqDD5E8/neDvn2bHxPTYVGZ5LdzBBtrBS8dLTm1HzgO\n0Hqoqw50pxe1eF2LKiI1YUltRDaJWcMw8AdqcLtTcXkc1FRt67QAdWiC0/oJpvSETzYJYh0vpblf\nkp3w4prEDaSUBIO17U4yFDM6ntq4LACDU1uOSzwOS5dKqqvbvnI4XI+xlxtl1IDiOiiuhasGStQl\ngrmvSQamJMT8gbieCkVw+CSFRx4x6NtXsnqV4JxzVD79Qml7HCI6My8J8+qrcX47Y989IqWktqqK\nr754lx9+/LJpu27EePGlJ5DhUl56/n6enXUvTz52K7W7luGv2kxRUVGrYqc6DDd8D6f1g6m5oIiu\ncShcv07nhWfOZNOWBYw8dDE+b32rgquuvp4vZ89j0OCxCKFQGZLcNk9hS4PCHWMEg3cnOlIVOO3U\nC1i/fhMl27Z1un2KAl9//SnfffdFU1xmUlIqu6pCjBw1Hqu1uaVPVS3U1u5sEnSszdAAACAASURB\nVKpSaGzaujORjTfgZ9vmNfTMzadnbj7W9FyqtJ7c+qOPmd/4uGign/MPCTfVIN0X4VCQcCiIqh74\nOFg0FYsq0JOT0I+firZ8OepTz2CZcQWxuYuRevMXMBIO4UtOQ9X23EtKiZSSd9dbOD0/RP8U/Vdz\neZVSUlHjRwqN1KSEZXvt2rVEo5Ff5f4Hgik+TUxMTExMTPbJ8uVwwx9Vrr/e4MGHjBZJVJaWw+3z\nBD/sgFtHS/4wHGwdnIdLu53g5CNwzPkuoYb24uIvBUfszsNjGDqBQBVJ3kQmTYtwk5qWSzTamTyn\nezi6t2R1FczfefCsn0PSJEW1jaUg4tgPIF51Y61kcLqBtwOGldXVEq+t+XOFQpJZzwhOOUXjtttU\nInrr54ZCDWjanhdAxGF0raTqJcHFz2g8sljhmVc1Nm8+8HY1kp0N77+vc+UVOqGA4IrLFO78kyDU\nWpUKW4xDDw9x+OFQsFcYYrwVsVq+q4iSLT/RPzcVrzeRLKmmpopvvv4XSW47Z546jRuunsEt18/k\nyUfu55gjJzNx/FgM2ejquYfaCNw4F84rTNSMBdpMnnMg7NoFv7vMSr++Bk8+PRappfHS659y0Yyr\nKN5S2iTgysvLmfWPt8krPIz09CxWVcKd8wUDUwV3jgiA0XwRJiUti/MvvpZBAwe1UrbkwAhGJSNH\njiUe2+MGLIRg9OjxZGZ2a/UcRXOh6zEgEQ/cJ28ggUCANSsWktd/MFarjfKg4MrZSXy4ycnxOQE+\nP7WaidntL0hbuauUzO698CZ1rI5lss+bKH10eaJMjwREXS22Sy/FqKwBoKaqnNKSTQQa6khN79ai\nL9dVa6ystHB2QdeVVNkfUhrU+wPU1NQQrN1ByaZ11FWWUrFzMwu+/4K6mqpfrS3twYz5NDExMTEx\nMWmB3y9ZuFCwcaPgmWcUrr7a4JKLY+jGnqnDlvpEzcziOsGVQyQTszu/yq9ogvA1t2I7bhyioRaZ\nmjDf/LRTUhVWOLJXYrIXi0VwOpOauaiqmoZLSyEWixCPh3E4Oh476bQIZg6BG39QyHQa9E/uegtG\nhhNml6hUBWOkOi3Y7e13tw3GINcrsXYgNa9VAdcvZoAOh2DDOohG4cMPFc6fEmHkSVpTHdJYDLZs\nDRMKWaitVZBSUloKL72o8M03KnFd4FgNmUfE8F0W49ntGpelCXp7O1ZDNSUFrrveIB6XvP6GSrIX\nWi0rKgQWNeESu3dXaK2YV1755yzuuuU6br77L1x+bSIcWsoYm9bP56Y/zEQoCiCRMpFcZ96Cn9lQ\nUsuJJ53V1A9xAz7fAu8Xw0l94NicPdd3u7ydKrRb75fcdz+kJMNjjxskJdlJSiokKzObHaU72Lq9\njC1bS9hVUcu6jSUUDpnIxkgqsxfBknLBn8YaFKYIYjE78XiE+voIO3eW0L//IQB4PEmotlTKKyrJ\nzGhn/ZdW6N0jjQ8/eIPsntnNxNcxx0xr8xyLKonFgmiaFasKvXP6sXLFMnpnd0OzWFlbrfGbL5O5\nYWQDJ/frmLUuHA7Rw9O5eGlVUfCnpeAcNRrbooWg6xAIQFwnFAywc/sWMrv1wpecisPpanZuKC64\nZa6LU7uXsnnVSvRYFJc3mV65+Vht9i61gjb2ezQWp7ayjIC/HqfFgtuzR3iPmZBLLBZlR0kxvuTU\nti71q2OKTxMTExMTE5NmfPqx5LnnVVavEeT1kbzwQiK+s1F4GhJeWi1YWiE5pS8MTTdItnfNxEqi\ngMOD7D8IV0Ux/t3i860NgllHSDzWRI1Jm83V5jU0zYqUOg0NFbhcKfstjdAWvb1wyyiDp5YJHpwI\nji6eNeX6BP6gQSDkJ/UAkwytrBT0T+6Y1IlLmsWaNnLvfZK4bvDRRyoX3mwn/0VJYy6VWAy2l7oA\nJ8ruUiOhEAQCiXHv1Uty9906ubkCT3cLP+0U/HEu9PdJrhguyGp7uNrEYhHccovkjDN18vIkaitC\nW1MttKdkSFlZKW+//xGpaRkMG344nt0ZTevrGxg+fBQ9undvmtALIfjbMy8wdORRTD1xKjaLFVWJ\nE4xq3DoPMp2Ca4ZJCn9hYKutr8bn7bioe+oJhaU/C955xyBtr5qzTreH3152I8FgIqa07wAv+gAH\nTy1RGFgsObtAcNFASaZzd71Oi51gMMTjj91LZmZWk/gEGDRkPH957F7uvPk6PJ4DzwwNIDCYP382\nhx7avnrAADabh0BgjwWucMAInnnqM669eiJPLfWwpFxh1pRaBqXF93GVttmxffPuuqd0WuSFIzqe\n3t1h0e4NUiLiEVTVS0paJqkZrRTnBZaWW9m2s4IxA0rJyR2FZrEQCgbYsW0z2zavZ/wRJzZz0z1Q\nYvE44aAfz26rfemuamrKt9G9e3eyevTG6WpZ39hqtWH3ZjSVkvlPwBSfJiYmJiYmJuzcAUVF8Nxz\ngm/nqEiZmKhccaXOsGGJY+IGbKqDF1ZL7Co8fFgiru9A6wW2B9mtO8xbCAVj8EfBbZUMSpOEwkGQ\n+w7EFEJgtTqR0iAQqMbtTm2zNuP+GJwuyPEKZi2XXD0sET/XlcQVBdmBBEOBGEzN7dp+9/ngoSck\nHo/Bd3MES5fueVghJE4nNI513zxJSir07mUwbbpk6FCJ1bqnfuS0vIQ76psbBFd+qzChh8FhPaC3\nV5JyAAsViirIz99z318SjQaxWp3N9z/0F7L+9liz41J1eMyRhufQYxgwcChCCD777F0sqk5pyXrG\njR6Cx+MlEhcsXruFoRNPpW/eIHSgIQobajReXA0XDICh6XL3e/8LZBu+yvtB1+Ff/xK8+67Cg/fr\nZLaibVwuNy6Xm/oI3LVQUBuBm8ZKDs1q2S+bN61n0fxPuePGGXz4+XzC0SgVu0rp1i2b7llZnHnu\n1XzyxfecderUDgkSaUgGFvShe7fMdmeYVhQFRdFQhI4hVWJSof/0Gzj//7YweqCdWUfGsXdClXTr\nkcOWjWvZ7Szb4esIIUhL9lA3YjTJH/8LEY8Tv/B8lB7dsKgqiqJQvGEVPXP6NYttDYQiPL7Axrnd\n1tI3f2jTdofTRW6/ASSlpFFVsZOMbom4ASklsVgUi8W6zzGQUqLH42wpXk8o2IAvOZWy0q3EpAWL\n1Ub/gsIWMba/ZOvGVdgsGunp6f8RAtQUnyYmJiYmJv/jPP644JVXFPwBqK9rPjkZOzER77YjAE8v\nh7XVggcmQK4XLB0zKLaL8KGH43v6XurOuZy/r1ZItSsYkRjhcB3JST3adQ2bzY3FYqez4vjqYZI/\nfC+pjgjSHZ26VKs4rM79H/QL1td0bJK93Q9WRcGhtS7gPRa45x6DVavgm2/2mEczMmDihBiIhO+r\nzQbJyYm/E8aclm1xaHBBIZzS16CoBr4uMfh2m8qkbIPT8iHP1/mJcChYh9W6x6zacO1tWAI1hPda\noHjqtVfI7zecSWefxlIpeGbWQ/zmkj9QvGY5N97wW2zWSaiqwqtrHTy12EpZTX/sbhdiSeJ8xaow\nrW+ciwYqjMxsuy2NNRYPlKoqeOghwUPP60we3Pa4VodhxtcKJ+UZnJEPtja+fyXbtjJy5EiSfR4c\nVoVYIMKGDavo1r0XAD175rJzRzFxXcfSAUtcMC5RVA1F3bdw+iUuVzKhsB+bzc19C2FX0MmEzDou\nG+bD3kW1bQ1DNpUu6ihCCJyjRqBEIhhnnoa89QaEpiGA9KxsfMlpbC1eS9+CREmZBr+fmZ9bGd9H\n44qhg1u9pt3homTzhibxWV5Wysol80lNy2DQsLFY2siKaxgGs//1FhOPnI7D6ULXdWKxKAgFm7V9\n/X/IkFGsXLMBQ0JqaiqKIlCEwDAkIV1BERKH1nmLcXsxxaeJiYmJicn/OF9/LZg5U+e44+Cf/xTM\nny9YvVow+XCd4hD8ZaVEIpieZ3Df+F8nV6EcPQL9sTjhqp3M3d6Dxw6P4Y9Uk+RrPaFJWyiKBkjq\nG6pQhcDpSt4dv9f+iZaqwO8OEVz1reCRSQbdXF0zSYvHo7gsdjoQtomqgMd64AK0LAB2Fez7yEJs\ns8GIETBypETKxHg31Fdgs7s50MoRigCvFUZkwohMhbMLJHO2wZ8XKAhhkOMVjM6CfkkJK7pLg6R2\nlGWBRKIVSfMssHWXXI2q7plICwzSC3JRU7tRkjOInz99jc8//4CNG4uRegObt2wlK7eQWYtcbKkK\nM2rDn8lKduO05SDCW9hVXkX/giGI7VCxHT5DktWjP8OHjzmwjmi1/ZJtJfCbywwmTVKYMsxIuJ23\nQm0E/rxQcGKezvmFrY+dwCAcC1NRtpmjDzsOQwrsNguqTWHKlBObjlNVjUNHH8mll/+Oe267ht49\nu++3nZDoUyklsWADmuYgFj9wsT2nJMwbm5xM7qlwx+g4X35VyaQjf89P332ORVOb7tF4v/YihEgk\nIfPX4fV1LOHQ3ljye6Pn98Pol4dw7VlxEkJgszuw2R1s3bSe7N79WFnnI1hbwszBArXVwOSEBXTQ\nsDGsX7WYWCyKoqiMmXQMFs3Clo1r0CwWeub2R9M0dF0nGGggGglRsnkjhwwfj8PpIhCKEA2HSE5O\n2m/7QzGoDivs9Es21aTyaekhuKvtOD2p2NU4G2qtBGM6miIRUsdmsXJ6foDDe0ZJshooSsfGoT2Y\n4tPExMTExOR/nNdeN3A5JYoiuOEGSTgs+eznIK//ZOPVdRqXDoKCZLD+ynXjFL+fxTfMInvQBPoM\nyEHvW9DhiZDHnYKhh6iqKiE1JRtxgHGghSlww0jJ08sFfxrTNe63iqIQjLcef3mwqAobQPuevVF4\nRo0AUoLV2nmzb7Ybzi0QnNVfUhMRrKuC4jrJ8ysVQnoinnhgKsw4RCIEuCyQ2YZhOBYLY7M1b5P2\nC1FdVl7KD/MXc8edjxCLx+nWM4/fXnQ+5bWSdavmMXvuz8zfNI6pfYJc1r+Kn63DSEtLYWBBPnbH\nURi63syRMxaP895ni2iNxEJH+wnWGVx9tYXVKywIPSGk2+LJZYnY6rP7t9wX06Fsx2ZWLF/IrvIy\nTj9pMhZNJR7XiYQjKK18ZxRN4667H2fp0vl4fT6Sve0PytUNwWGTp7G9snr/B+8mFIcnlwmW70ri\ntjGSfimgCo3C/L4UFA7itRefprCgH7n5g1GEYOf2zQT89aRnZZO3V8xqW1RX7qK0pJieOf3a3aZ9\n4vUSv2IG6vufwPUt+69Xbn8qy3eycNEinto1iesnas2yQLeGqmr0GzCMWDSCxWprKp/Tt3AI27YU\nUbGrjG49stm5fTN1NZVoFiv5A4bgdHkoq6zB67Th83n32/SoDtfO8bGy0sKhWXHGdA/zm0EhhL8I\nZ1Im3TLTUTULSTYDRSS+c9saFD7bbOesT5I5oU+IcwrDpNoPzg+TKT5NTExMTEz+x/G4AQSheCKr\n7LIKQYXq5KQT4IRcSepBcDXdH0bMYJs1nU+yB/DCSxfh3Dyeqr+/Ax0SnwIhQNWceL0Z+IMNeNz7\ntx7sjSJgeAa8UyR4v9jgtH6dswaE/A0oNgWLYu2Y5bODt39jncYlg3QOxGIaD8exOzqQMagNhABN\nQLoD0rNhYnYiYQ7AmqqEQH5+lYouoaRB0ssjmdBdMDJT0t29p92aZsMw9j1B9nrSGTJ4KPX1DaSk\npDFu/FG8/+YzHFJQwE/re7At70ImpYc5q38Yi+rjuKMnNztf+YVb6sLFy0jJ6N4Uu7g3Pt8+fHJ/\nQShkMOtNjaXLEs+zeaugrk7gayXv1CtrJdsbFG47tOU+KSWLfvqKJGeEKeP7k93jCIQQRGNxpJQU\nbdnBFNseU3JNTRUV5aXk9x+M2+1h6JBDmfWPfzD92DEMKGhbuG0v3cnGTZtRFAtbt1Vy5sRTGNwO\n/9Yt9fDVVlhSDr08kmem6KgygioSIiocCnDhBZeyfesaRk04hp2lWxBAXsEQ7A4nK37+Yb/3CAX9\nVJbvZNihh2O1tdNs3g7UIyahPPgoRoO/8UeyiXgsRnnZDl5b7yKvn43R+Vnt+mlSFAWbvfkPqhDi\n/7F33uFxVOfbvs/M9l1p1btlyb03XHBvuFBsA6Gn0EJIAgmBdPglEEggQIAQSojpJfRiqg2mGNu4\n994tN/W62l7mfH+sJVvWStqV5bRv7uvyZe3szDlnZmf3Os+873le8gt7smvrWhrrq0hOSWPgsBOR\ndV8gQLLdis0a37ktPmigwBHir1MbTlpHmw6ks3LJQkobczhrxPAWx/RM0fjJcC+X9/Xxtw1Wbvo8\nlcGZQfqlhRmQHqJ/Wrh5rKeLLj51dHR0dHR0+Pqo5N41CsVOuG2EpNgJxs7UyOgiXqnL5Z05f+Pe\nd3+N01NHqLaBSCSIqpze5NJksmI0WpFS4ve7sVoTc/z84WDJtZ8p9EnVGJLRuesTCvnxBupIs3cj\nGEk88rmxEqp9CoL2jZdioSqJGf5IqREMerHZEkt37iwD0gEUJuZHL4o/LKnxC9ZVwK+WKfjC8KOh\nGucUChRFxWJpXxQfLNnDvPOvwWCLRqU2bVjN6LEX8uTn61iTfhUjy77kxumTju/d/nVpaGhg8ZLV\n/OimO4mleRsbq0hK6tjtVkp46GEDT/1dNBt7edyCzz6VXHpZyzE8t12y/JjCo1Ni3yRaJEI41Mik\n8dFzaBIHRkNUGGZmZuD3+7AdLwtisVrJKyhsPt5ktdC/bw+2bdsRU3yGIxFef+8zNm/ZxUUXX4nV\nauGSy89B7UB4+sPw9y3w5h6FGwdr3DsenGYQGKkoP4jZbENRDNQ31DPirAnU1VUDgryC4hYCJyUt\nk4Dfj9nS9ve+ovQo3Yp6YbW1dns9LfLzoHcPuOcBeODuFm+VHT3I3/cW8XWoO4uGuGOW9kkEVVVb\nCE6AYDCAqhqxmuNfD/tpiYkntth49fyGmAZOYybN4sC+HVTV1pOektzKMCrTqnHPeA++sI9qr2Bt\nhYnffZNERaPgqoF+zi0OUJQcOS0RqotPHR0dHR2d/895aL2g3At/HC8ZmkGnakd2FUuOSpYdg1Bt\nHe++ciXZFQeb32trPVWiNK35NBhM1NYeJTk5C4MhvrYLk+GpcyTPbRcMTu9cIDYcDpCSkht15VUT\nj2J6w9Antf11m7EIHE9rtSVgriuEQkrKv0Z4xsJiEOQ7IN8B0wsly49Jvjyi8PlhSb03zJzeBs7O\nlaS3IagH9D9hACMl1KWP5YVDdqotFt7/rp2zsvNarDNsj5LDpUyZel6bn3kkEt8ayC+/kLz7juAn\nP9Gw2yAUBosFBg5qud/6Csn2asGDE6MlhmIhkfg99a23S0ldg5v8LAdrVn+JFg5RWDSUXr17Aify\nmCMRwcJFi5gyfniLYwGCoRAff/oVvXsOYeas7yA6eBjVEIAt1ZIPDwgsqsRuVHjrfI2CFs93FLIy\n+tBQX82uXVs4dHQ/EKZXtzSEaB1ZS8/K4UjJ3uY6mZk5eVgsJ8YfDAZwNdSSnt3196gEwlMmob7+\nNoHqakwZGQQj8NEBK89tHMyk7ipvTfGSn5T4Q6D20DSN2gY3iqKQ0tYHH4PPSkzM32LjocmNpJhj\n389CCGw2B5FAIzUNCpmpya3eB7AZJYVOSUGyj3k9PWystLDsmInfLksm3xHGYZSYlTCjcqKmVb1S\nQhQkxXf/xyU+hRCzgb8CCvCslPL+GPtMAR4BjECVlHLqqfvo6Ojo6Ojo/OcxJENya6GMuTbsX8WB\nBsn3PwGLReGZGRqZ9UEypeeM9mk0mklNzcfjqcNgMGGxxBc56eUEVXTObTYSCRKJhFGPl1cxKIlH\nPmOW+YiDap8kySQpSop/3F5vA0aj+bhr8L8XhxFmFwlmdZeEImF8gQBP71L49VcK3hDcNFKjWxLM\n6aG0qsl6zA13rwKJg6fO8bLi62WMyJnJh58s5sOFn/G3B+/uMHK2dt065l12a5vvyzhKrSxfBtdc\na2DuXMmvfqWdIrZO/F3qht8sV3h2Zvtp76FQiPsfehRkmKsuu/hES0IQ0iQXnDsdpOTI0VJ2HjwG\n9GxxfNnRbeQkR7j04rnHz+HEzdjg8mC2F1Dce0iHka6lx+Dh9YJ+afDzsyDDCgoyplBXjAovvvAY\nP7nxWs6bOoiIJjEZDTH7aKyvIxj006PPQKSmsXXDSrJyC8jIzmP7xpU0NtQyYMQkHI6O10J2igED\nEJVVmMoqCKWm85tlTqrrG3hucgWZWfGl2iaCPxCkrKqOvMwUTHG62UK09NIbuy08dU4Dmbb2f1Bq\nqyro1X8I5jhSlAWgKgqjckOMyg0R0aK/V6FwhM8PW1lYkoQ7pLDwoIJJ1fj+IDd909tvs0PxKaKF\nsR4HpgOlwFohxPtSyl0n7eMEngBmSimPCSEyOjwbHR0dHR0dnf8IZnSHM1GrMx6+OiL56GA0/fD2\n8ZJxeRI14iMiZDT0AEijEf8553ZyvWf7CCFwONLQtAiBgBuj0YrSgRmREGBSBGsrYHTsevMx0TQN\nTdNw2FNoqkcY0hKPfD62UXBlv8TNQKSM/kvkMvr9jQmnJp9phIheMwNBbhth57qB0BCIrlWu8Qvu\nWyOQSCJadK2uUYWKY1V0967ngjF53HbbA1RVHCMzPY2d+w4zaOAARDtmQVJKdu07jDW5Wwfjaj/3\nMhCQ3HqbgXPP1bjrzlOF5wkaApI/r1X4vzGSgg6ehyiKwgN//D+mThzXoj0hBFLT8PsDvPP+IoqK\nepKf0+OksfhYs+prykt3k5SezyeLPue82TMwqAqffPo5OdlZ5OXmsmLFVzS63ZSVHePii7/Ni88/\nyXlzL6N7t+6sWrmEBlcDRT37o1h788Q0SX7zmtz2b7Kc3Hy279hCitPJiGGDTow9HKayqoyKsiNY\nbQ6cqZn0HTg8mh6qKAwbPZG1yxfj9TTSf8hoLNbEyxTFixACOWU8VclpvPpNhH3V6QzPaOSCoS4I\naV36cxTRNEKR6OdZmJuJGqejmZSSQy6F3y5z8qNhXtItEWjDMbmutoqayjKKe/fHcnzdqaZpBAJB\nrG2sJz31HlWVqF2ZSVWZ1zvIvN5BpIzWwq31q6yvMFIfaP/CxBP5HA3slVIeOj6I14F5wK6T9rkK\neEdKeQxASlkdR7s6Ojo6Ojo6/58h5fFUwbDgue2Sl3aovHxuhL6pAhCEQgHqGirINRlAgP/6G/GN\nnoz/gkvO6LgURcVsdhxPw81E7aCG4egcyQPrBG+dH7+YC4V80TbFCXEb0hKPfPrC0COGMU1H7KoT\nZNvj78ztrkUIpUNR9e9ASg1VNaAISLNAmkVQ3HxNYp1jJjCLAwf2UlTYnXDQy4uvvMr5s2cwbsxI\nLDHWFEopiUQiSCl59/1FfO/629odk6a1/dCivh6uvUHDZpPMn9921FxKeGaboFeKZHJBu90BUQdV\nb9gWc01kssPKzh07yeo/ln07tnDB4KlUVJTy0kv/YMWKr/jWjXewQpnB/uq9WINZvF1fz5/nZTBm\n1AjKyipIT0shFGhg+vTzefofD2Kz2ek3YDBoUfMZXyDIxo1r6VVczIT81ucjpTxe+1S0WiM6a+a5\n/OjH1/GPR++LlszRYO03nyOlhjMtgwFDR6OqsWVKr35DUA3GMyo8gxE42KBwz6psll67mus9i/jl\ngP3kZTrx+xQaPCE0TWt2rO0sTZHmY+XV5GWlYYiz7qqU0fJX68uNXP5xKv88r4GxeUHaEp5SSuqq\nK+nVr2UdUiEEZTVuslI17DZrp85FCEg2Q7I5QpEzGv3/YTv7x3OG+cCRk14fJSpIT6YPYBRCfAU4\ngL9JKV+Of9g6Ojo6Ojo6/8uUeaDcI1ldrlDmgSONcHlfWHGFhuH4WjJNixDwu8lILyRUUwGAd9oc\nAlNm/svGmZqaR8DvwR/wYrMmtxkFHZoJVV5BmUeSF6fPSTgYxGpvqRqNSvRfInR2Sa4vBKOz4zs4\nKrxCpKa2XwPy34UQCgZD/EYsTfTq2ZML5n6b3Ts2sW3bKtLS0jC1YejS0Ohl/YYN7NpfyfXX/xrV\n1P60OS0tK+Z2TYtw661GSvaqPDm//dTcr49GU4TvHR/f+QCo0h9zu91qwRcMc3jfJoYNG0EoFCQz\nK4f8vGy8I37Kw9tzuXaAi4svHMrS1VtwlezGoJ2DpkGDq5HDR46R5Ije3I0+hZqaSrRIsLn90WMn\nMHHCVL5espiefZpEjUQgOXBwPwf278BuhvLKBkaPnUpeXjRy7HJV8Oz8R3jovjsJums4fDCIEDBs\nzGSMRlMrE5xTSU5Np6qilEgkTGp67GveWdaVG1leamJtuZEih59L+/h4YtBuUifdRP1lq2hoaEDI\nCMcO78NkNpOemUDqQww8Xj+hSIRuuZkJCT9vSHD/2iRcQcHiS2rp4QzTXrQ5EPCjxIymCrrnpeNy\newmFI821Vs8kXWU4ZABGANMAO7BSCLFSSrnv1B3vuuuu5r+nTJnClClTumgIOjo6Ojr/6yxZsoQl\nS5b8u4ehEyeekORwo+DjA5J39qkMTNe4rI/GhT0hxx6NdJ5MTU0JzrSeKGo0VfLfgRAKlpPSTKXU\niJZqaTnWXLugyClZVwFz4xCf9fVlGAytJ9ZGJRr9TITO1gX9/Ijkh0MgnhRrIURCpUP+1QghUJQE\nnJOIRhUbPW569eqH1ELkZRlRFYU77vwzD99/V3P0MxwOo6oqKcl2Jk0Yiz+wlM+/+phZs+a1235j\nYy1JSWmn9ClZsMDA2nWC9xdE6Nmz9XFNyyyrffDmXrhnHDGdSmMhBIRpW4SvXruBSdMuo6ioN0FN\nsqVK8PeGmVwypxvXZq0hJS2TC6/8DgsWfM3y5V9RefQgr7+1gDUbtnLNtTfTo88oHrj/1+zatZPf\n791IY2MjkydN5XtX/5gNq9fw1ZJPmHXuibWmwVCIV954nprD2/jTH+7AoKo88fQrzdkBoVCQLxYv\nRCIp6t4NZ5IjYbGjqgZy8grZuXUdSc7UDutrxkOdX/DmHgsf7bdw3SAvWD04swAAIABJREFUPxsR\nXW+uaRoykI0cMYzwXx9k58Uzyc5IodFVj9/nRUqZ0PibIp3NxxmtpNgSayMYlty9ykmNX+GJafWY\nDdDed1pKic/jxm6ProuNRCK43GGsZjCbTaiKIMlmIRDwYzLaEz6nRInn1j4GFJ70uuD4tpM5ClRL\nKf2AXwixFBgKtCs+dXR0dHR0EuHUh5Z/+MMf/n2D0YlJrR8+OiDZV68QkZKiZMHYPMm8XhF6p7Q9\noQmHQ2RmnpiZh7vWQLLThMMBfD4XVquzlenOb0bCP3fB3BiC4mSk1DAazdjtaa3e84YSj2TGuRys\nFRYDJMU5T49EQmha5D/CaCgWDQ0VpKTkkMhaZU3TOHSohIMHdqGogpdeeJLc7GyWLF/BubOmMee8\naIR90/rNlJSVUpCXx/qtewmHFa64qr1EwijhsK/Vtu3b4Le/Vbj8Co2iotjHSWBhSTTqObeHRrol\n/g9YUVS83taRz0gkwhPzn8OZkY9GgNs/OkSluRvJ9Vt59kIb43s3Av3x+oJMGHs2+w8cYMjQkWze\ntJaJ0+dy/Q9/R1JStBbuzJlzefH5R6mrLcVgcnD9938GwMRJU5g4aUpzn15vHetWf8klM0fSo+iE\nIL3uu5ex9Jt1rF29lGCgHjQ/t/3kRpIddkLhMEZDbLOhjijuNYDDB/eQkZVLsrP1dyse9tUpPL3V\nDggKkkK8MLuedOsJgXjsyCH271jP8F7dSfrkM4befiuO9DS69+jXYY3ZkzkhOqHO5caoChx2Gw5T\n64dw7eEJwV0rnKRaNO4Z74rLfMzjdrFj8yrGT5sDwOYtW9h3NIjPU8WMySPJy83BYFBRVRterw+T\n2YQhjhqunSUe8bkW6CWE6A6UAVcAV56yz/vAY0IIFTADY4CHu3KgOjo6Ojo6Ov+ZRDQ44oblxyRv\n71UYkiH4Vm/JgDSBUT11fVvriVYo5CcQ8OFwpJ5oU55oO1GTnK4kakBkwO9vRMoIJtOJupL900EI\njbbWWTUhpYwpPCF6XgnMYfGGJJ6QgkEkFv4sdUOFRyGrAyfM5n68da1ShP9TaEoJTpRt21bxz5ef\n5cpL55KUVkBR92J27d1HXk42r7/zIQP796FHcRFDRwxh0V9X8vrbH9C7ZxHZWVm8+9bfGTPuPLp1\nK467v2AQ5j+tkpEhuenHkrbm85uq4MUdgr9PlwkJT4hGgI0GAx6vH5vV3CziFEXBF9CQmp2rX62k\nfx8r441fccUFo3jz1cc4++YbAInFbCA1NZ/cnGws1mTGT5gRs5+rr72FhoaaNuuquv0htmxYwZyZ\nZ2MytYzE2qxmZk0f1zzek3G5PKQ7O1ef02K1UdC9N/t2bqbfYGeHRmFwQgQGwvDhAQsv7bTzoyFu\nZhZ6miOomhahoa4Gn9eDFvYzaeJs/BEHllffwXD4KFqqEyGiUcNEiEQ03F4vJqORJHviD3WkhKc2\n26kPwB/Hu+N2vXYkOTGZbXjcjdjsDo5V1DN02ESenv9XZk8d1WLfsAZ+t5/UZNsZi352KD6llBEh\nxM3AZ5wotbJTCHFj9G05X0q5SwjxKbAFiADzpZQ7zsiIdXR0dHR0dP5j2FsHz++AuoBkUr7g4cmS\nouSoy2g8aJp23FG1ZamEpgmKqkD431cBJjoG1YjVmkI47EdKjaD0YlbimzCHQgFCIT82W2whp4rE\nhHWlDzKsku4JVpYIaRDSBCY1PvHp93twODIT6+RfhJSR42Y0id0Y27btxB8IcKzax44v3sNssTJ3\nzqVYjGG+d+WFGAzR2bzRaOT/fnlzc/qhlBK3x8MXi79ECIWCgu5x9ffmG4JlywRPPx0mO8ZaWylh\n0SF4cbvgzxMk6Z0MMo8fP4mFn3+OUQSYe8G5CCHwhBQqii7jg9VHuP2SwVzUL8L6ldVs3bqW3v3G\n8M+3PmHvvj3MmTUZg8WKw2Yl3MGt4XTGrqEh0FjwxmNcfeW8VsKzIwyqgiYlaieFjslkwmy14nG7\nSUpu+2FJk+gMS8HiEgsvblNJtao8Pq2BwqQwQkSFZ6OrniMH95CTV4jdkYxQnCgOB5bzZiIL8uCr\nr9EGD6Ch0UN6akpCYw1HItgsZkymztUrDmuSlaVm/j6j7vj3OP5rNuLsKezZvoGyugDegIHa2nom\njx1CVlbLNbMOm5lGtwe/34/V2k6Nn9MgroxyKeUioO8p2/5xyuu/AH/puqHp6Ojo6Ojo/CfiC0fT\na1/eCUuOCC7tI/neAJGwcQ5EHVXN5qRW5jEdeI7ERUhL3MynLRRFwWSKumv6XR40k4bZbKfKqxLW\novU6T0VKiddbT1JS24XvzGo0uhsv4ePnFKu/9nh5J1wzIExHUVoAj6eOtLT8M248cjoIEY8xStSt\ntsk19aqrrufiS64kEtKoOHaIQ5tKGDEyhbz8vrgaGyksyD+lD9H8f5LDQarTzLtvz+fiS75PQUHr\nCKjBcEI9rlgR4U/3mrj4Yo0hQ1qPU5OwrBRe2yV4cbbEfBpZjhZbOmMnzuPpfzyAavicwmHnc9NX\nNmo3fsnPB/mwl5TgyxvD6DFjeOmNRVxy2fWEgkGmz1J58dn7WbT4C15+eT4PPPgPhg0d1XGHp7B3\n/w5GDutLWmrb4q+tz8piMtDgcpPqTOr0/ZaRmcvOzasYNWFmi76aBKcmBVVehS+PmFl9GLyYuGVo\nNYNS3HgbG9m+vxSL1Y7X04gjyUn/ISNbODw3P4SYNwfxxVIYPQ7ZqzuBYAizqe08dk2ThCMRvP4A\nKUl2zCZjp89Rk/DWHiujc3xkWhOvMawoCgfKGtm6u5LLr7iWP919Cw/c/esW+zQ59yYnOThSXkOO\nwXhGDIi6ynBIR0dHR0dH538cKWHxYXh2m4LVoDGvJ1w/UJLZyYoHmhbBZDLHjJZoIQ3NGF+EYG89\nfHmkqYzLiahrjQ9uGS6xG7t28uR0ZhOJhAgEPNg0hUDEEVMMhsN+LBYHSjs1JEflaGyuhpmxsxlb\nYVDijyq3GIsWf4TVbLa1O+Z/NwY1Wps1Fm5/HZ9+9D65OdkMGdSbJ556ju/fcAvp6VHzJKPJSMDb\nyIYN6/jprXfSvbCY9euWEgh0XKK+W7dCfj9xOn9/7m2u/M7Nrd6320+kjb/8spHiYslvfxPGFCM/\n8tND8PRWwUOTT094NmE0mpk0ZTZPvvYxfv9lPDixnje3Lmf2rF8RCEoWL1vB3t2bEaqV5Us/5sCB\nAxiNJqorj9KrRyG3/uJ+0jObomCSfft2snnzBubOvRSjMXY00+Nx8/bbLzN4QDemjh/ZqXGbjEY8\n3kAnzzpKQ101g8+aEPM9X0jy2CYHnxwwMSXpAFPMu+iZrpIUdBAOpWFzJFGcPBCfz01aRg4Wq63N\n0kKR82diePzvmK+4kpRrr8Z1649Rk5ObI+YnI6WkzuXCarGQZItGEE9HxNX4BHetTOKjCxOvZiml\n5Isly8jMG8z1E/qzZs0yfv6T60lJSYk5JiEEeVmpiDNU+/k/95dFR0dHR0dH599OREKdH3bXwcIS\nSblb4VcjNc46TSPUQNCLqpqwWJJivm/cuRXFqMYssyIlNAQlGyoFnxyUlLoVJhVoJJla5g1We+De\n1YJfjJSkWrp2IhVNxTXicAhcQQ2zCGEwtBTLgYAXm6391LzphRr1gTNbR7MhADtrBdcNjK+faFSx\n5b6RCOzfF6HRrVJcDGmd83c5baQEj9+H1dIy7TkQ8PPZojcoObCdK6+8it/feQ+DBvSif+/u/PWR\nuxg8cAiKIggHNS658gf87s7HycnNobGxgeqKg/SefWoVwRMEgwG8bhcWixWDQSUvO3aEz+9vxGJx\n8sx8yQcfKAwZqmE8RXgebYyaC22qErw0W+I4faNWIGrYday6gb1Zs3liaBlD0kK4Z07i97/7JYOG\njGbokLOYNu185s//CwsXfsDNP7yegtwMnnmxln6DupGdnYsQCm53I3v2bOfN159m2qTRfPzRW1x4\n0Xda9CWlpL6+lu1bljF7yiAGDejf6XErikJ6ajKaTDSWF6W2uoJIJIzVZm+OdO6oMVDrEyw8aOez\ng5KBpkPcX7yHvOx0CovGxmzHntR2HntzBDwjAwEItxvLY08ghw1CXDinxb6apiGlpKKmgazUJAzG\n0/+ANSl5fbedc4tC9ElL3ORoxep1mPJGUpSfj5SSkoN7+cuDL/LYX/7EoAH9Yh5rUFWklBwqraFb\nbhpqV6SiNLXdZS3p6Ojo6Ojo/M8xfwssKlGY1zPCDwdDjl0mnPJ5MlKCx+ci6HeRmlrQ/s7B1qYy\nriDcvw58IcGwTLhmIPRPkygxyqEEI/DabvjTmmjdxHgNOhKhV4rk1V1w08AgLlc9qc5MxHH7Wqs1\nucOahYkS1sDf0eK8GCSboDCOdaKBQLTERFOq6sk8+JCRxZ8JrrpK4957O1nv5TSRUiMcDhAtK3/S\ndgSffb6YX958NeXHDnH1ty+hMMeJMDmYOG4U+blZGA0GFnzyFQaDgZzcaH3GpV9/yoUXtF9H9vD+\n3WRk55KTf6L4g6qEiWgtr1Eg4MblSubtd6M32tatCpWVGt26RVPV39unseSowk1D4ap+EnsXCU+I\nCo3PqnLJaFhGdjhMWangk4WLuGLuNDRTDv36D8RitfH9G35OKBTmyLHD3Pnjn3PbL+6hf/8hCKGw\nc+cW7r33t/QsLiYj3cnBQ+X06DW4VV/Lln7E1s1rueVHV5PiTHDxcRs0NHpJTU48hWLfzk0MHD4O\nTwiqfSqPb7TREFQZmR3kguJ6xoRXMXZgEWlpI1C62MHVtPBTvOfPxoQRRRH4AyE8Xi/pqU5yM1O7\nNF31i8NGXphV36kyKIeO1jK5Xx5CKASDAXoXZ7JoweuYjO3LQCEEmakOvD4/ji6I3jahi08dHR0d\nHZ3/AoQQzwIXABVSyiHHt90J3ABUHt/t9uM+DQghfgtcB4SBW6SUn8XblzsIO2vhnX0Sh1Hw/CyN\ntC6KHIbDfoJ+F2lp7QtPqUXglHS2LdXw7DbomwqX94F0K7QXLzGpcPUAeGmH5JtSwaT8zpcpaYui\nZI11FQpGs4MUk5VGdyVGkw1VNWFqI13xVBKZzxkUSDYltubLoEQj2MuPwYT89vd1uarIyChstV1V\nwW6DUEjgaoh/vGcC5ZQL5vV6eOjBO8jJdDJk8CBCQT91NVUA5Bf2aLHviGGDeO3lJ7jiOzdRWlbC\nxrVL+N5lU5ujRADVNbVU17pIcTrQAo2kZ+WQknbCfCk5yU51dQ2paS3D/5oGjz6qsGNH9CaTGrz9\ngaDfTMmbB2FMjsJ945vu267lkNfM8v11zNCOUFHTg/Fnj+Ch++8loiks+OgTIpEwUoLN5qDR7eaV\nFx/nd797kqIe0c/a43Fxz50/41e33UTPonwenf8qk6ZM5qOP3uHA/j1MnnY+PXv24b33XmPU0O58\n67yfdvEZaJ2qmZld2Ic3NtTzcV0e/jCclSO5f2IdVRWl1FaVM2zMYKy2OHPaE0R4fBgUQZ3LhUEo\nCIOR9FRnl4pOKSXPbLEyOCOM05z49Sk5UopERVUEmzat45WXH+dPv/sFq9duIC83lzSbjdTsjDZ/\ng+w2C26vn0aPjyR719y4uvjU0dHR0dH57+B54DHgpVO2PyylbFHeTAjRH7gM6E+0PvfnQoje8uQZ\ndgy21cDKUlheKihKlvx0GOTau7bMSSDgxunsOGdXKGqLjheWwP1rBU9Nl/RLMOXzwl5w3WeCUo/k\nqr5dez6DMgS/WKpQ79dItyokJWVRU3MEpzOLgObu0BU32STwhePvL6xBoiVQ7Ub40RDJs9sFo3La\nXmMYCvmxWpPbXPMWCEb/b/8uOrNIqbUqqWEwGDj/wsv58rMFRDTJjs2r6TvoLBxJrVOeuxdks3HT\nKi696gfk5+bTs1dv6ipDrNv6DQcOlDBzxlSee+MT7BYrQ/sVMH3yeCzWlhG5/n17ctef7+TP9z/V\nYntZSTJvvqk0Xx9Dd/hnMMyFtQp3jBb0dCYeter4esCGKsmdKxR+eUEv+oQvZfHXnzBi+EBsFgsG\nVZKWksSO7ZspO7qf8uoGuhV0Q9MkaenRezOiaSxZvoj77voFZ42MGg7dd9cvqW9opDDrEq794a24\nGiro1bMXLzz/PFe+93KXngNE029DoWBCbrlry038Yf1Z9E8PcffoKmzeQxT37Aso7N66lvHT5qAa\nzpzU0Xr3wmgy0VBaSU52JnZrYk6/8RCICO5cmcTab9ckfO/U1DWy8Mv1zJr1LRRFYeDAYVx5xc28\n8NqHeHwhsjLTWbr0C2758Q+YMqFtoymHzUKdy9OpqGssdPGpo6Ojo6PzX4CUcvnxmtunEms2MA94\nXUoZBkqEEHuB0cDqWG1vqoIvD8HmasG5xZL7J0hy7G013Tk0LQKAw9GxsYuUGgYZwBcI8/khyWt7\nBFZV8NIsGVfq6KkkmwTPzJD83wqo8cA1gyC5i+aJaRZBIAKNIUm6FcIBH1arE6PRQiDgxhupx2i0\nYDTGrqMRkYlFYzMsgr11gv31kp4JVHoYlQPrKzV21QqGtlFBRQiBzZaMlForASolDB4k+eB9OHxY\n4PdLLJ0sDXI6VFWVsWPL1xhNyQweejYpqVmYTUYMJoXMzEzKjhxESklScmrM4w8fPUYg6GfNuiWM\nGzMDX0jlwyUrWPr1p4wcPZFNOyuZMnE2WzYuYdKkiVisrU+yID+Pfn174fN5sR4Xpu46yW8eTOa2\nWyP0Oxve2AiVaQr3TFYYmC6Om0R1vYHLRwdh4UGFv06R9ErJpbIyRF5OFp8t/pIL55wHwLTJE9ix\nt4Szh02l0e1GCIEz2Y7d4WTVqqXs2rac714+j5yc6EMhKSVWiwWb1UpudiYP3383Cxcvpe7obnr3\n7o/HH6arl/wm2awcKqumOL/98j6VXsG2ahOv7rTgCcGPh7qZVhjEYjCzf3cAKSU1VWVk53fvcuEZ\nDodRAWky4b70Yry33EhKJEJRtxxqGzxYLaZWUfnT5WijSqoxSIYlQiL3j5SSpctX4EjOwOmM/lAY\njUbOGjWKs0ZFheaOHWvoUeCkX6+OSwelJtuJaBqBYAiT0XBaIlQXnzo6Ojo6Ov/d3CyE+C6wDvi5\nlLIByAdWnrTPsePbYrJgv8aPBgt+aJLYutgZFqLCs7xsJ5lZveMqBA+Cg2mDuXPOU5gPwu/HQK5d\nntaazRQz/Hk8/HG1ZHWFYEbrzNJOc83AMHvrBd2TJL6whyR7VGCbTHY0LYLX20AoFIhZ6zPPDu/v\nF1zaO75wYoolun6zE8s+ObcI7l4VdVhNiSG+Ty13cypnnRXtdMNGhUgksclwV7FvzwayM1MZOqgv\n7378CUu+/gqkZHD/Htxy0w2UHT3A0FGTiEQ0IpEQkYjEepKA7Jafxz8ee4j3Fy4D4LLLrsVkMjF1\n2mysVjtCCLZtXc9lF51Lkq1tdX3NlXP5+Iv3mTPnUkIRAyv2Cg5sVej+hzB/2aFwxfgIl/bmjHyf\nmvimVPLMVoWnZ0iyjgdnc7LyGDFiFK+8Mp9Z50xrPvd+PQsRQpCRnsbWbZUs+mwxVVWV1FQd5Ze3\n/BBDO0Jt3JhRDB86iKryY1wRkuTlnqbbWAwURVCQ3b6kfWGblfvW2LlmYJA7zm4k26ZhNZz4IpjM\nFjauXoLFaqfvoBFdPkY1O5vw+XPwpKej3nErqTYriqIgpYyWiunyHmFvvZHzeymYE1BsUkoOHDyE\nZshk+sSpMffRNI2qylLOmTiOFGfbJXJORhGCY5V1HT4g6AhdfOro6Ojo6Pz38iRwt5RSCiH+CDwE\nfD/RRuzL/8gr30T/Hjt2MuPGTe7SQfr8LjIye7ZZsqGJYAQONMAnBwVH1gp+vvIfdL9jFl1gGAmA\nwwTf7i94dptgRmHX5Y5+p7/CiztgRqEg2XFiYiaEQFUNOBypBIM+pNSIRMKoqqE5snh2ruDjg/+a\nPNYCh6BbkmTBvmhd1pNLtmhaBI+njqSk2JHpUwMdwSDYz8xSujYpr65EEMRhSyI1JYVL5kxi0rRJ\nbK0ysvvgUb4qddLQUEBtSSW9igowHl1NZloSmZmZZGZH65ZGIhHWrt/EWWdFJ+V2ux2v28PmzasY\nN2EGABaLkUBrr6tmhBCkp6UycVRvvlr8JkfL83hgwXQicyUrqhSenKZR7DyzDsZVXnhlp8Jr50ts\nJ83mNQz06DWYaZMnEtFOJGgHgkGMBgOqqjJ4UBZ//L9bkFqYlGQHxna+YEIIDAaVJIcDLSOThroa\nBGfmflWEaLG2UEpJWAqWH1F5bpuNdKvkwwtr6JkSQRFNBmMnbkxnShprV3zFeRd9J6ZhVmeRUiKl\nRDOoMPlsLPNfxGC7vbkYsRACgyoIhyMoioLSmVpIbRDRwKS2NlNra5wQjdC+veBjvnfDnW2awwkh\nsFiyqK6pi1t8CiHIzUzB5WrE4bCjnmTg9PWyFXy9fEVc7ejiU0dHR0dH578UKWXVSS+fBj48/vcx\noNtJ7xUc3xaTX/7i910/uOPU1R3DYLRgMrVvVlHnh7tWwYZSuGMc/KR4NwXurRzpwokcwOAMKHZK\ndtWS8NrRtrAZoDEoqa8vIzk5u1V0VwgFszlaCiIQcBMKBXA6s5sF6L8qfqgqcPtoyTWfCWZ2h7yT\nlqM2NJTjcMQf0QgnsE61q8jJSKUuI5tjpY0MHAKP7yzgr+vNXNBDY0hBOrtqQZKNdGbx6l4j7++e\nw6X94UfyG3weN92K+7B4yUrOOnvuSWsLBcuXfUJ9XRmekWOxWxxk5xSx+NM36FV0UZtjEQJ69igi\nLbc7Fzxnpv/VGr8aUsqQbrkYuviejcXDG+GyPho2Q+u+whHJitUb+GbFCuZdcC7jx47GH9TQZAT7\n8QhnVkbstGRo29E0KTmF7RtXkpKWQbKz7eM7i6oqBILBZvEZ1gQPrkvig/0m3plTS45dHk9Rj62o\nklPSmXvZtezYtJqhoyZ22bgOHq3EajaRm5VKePoMjL+7h9Ce/Rj69W6xX0TTCAYC2OydLHwcg29K\nDcwuaoxrvaUQgrBq49kXXuTA4ep2XcmFEAwfcRb/fP5efnXbT+Iej9VsQsgI5dUN5J8UqZ48cRyT\nJ45rfv3H+x+OdTigi08dHR0dHZ3/Jlo86hdC5Egpy4+/vBjYdvzvD4B/CiEeIZpu2wtY868caBM2\nW0pM4RnRoNwbXW+6qQpCEbiiLzw0KerOaj4A4mgZBTOGUPb2l6hpHa8VjZfp3SR/WiN4ZLIkw3r6\nQkEVcMytYLOltJtWLITAbk8jFPJTU1eGQTXhTM6gxq9AAtGki3pL3t0r+O3oxCNQJlXwm1HwxGZJ\nsVNwRV+JTY265xqNpg6Pb24n/l27DJ/Xw1ufLGVbrZWv7DMoTAqz/ZpGMq1a88Rck/K4I5LgkSmC\nBfttPHpkHDs2bWZG0nuMHjYKk+lEOu3atd+we892pk47D/vx2qE10sE2MYgr5x+kR5Kbn8wdQrZN\nNkd/pZRoEj7ab+b+D5JxbdH4wcV7SNH8GJTcM34dXt0FihSc3aKr6L3gcrn45KOXKSrqTrLNwJp1\n6/EFwkwYOxJ/IIi0RD+4zqzZUxSFrLxuZ9RxymI2c6yqkVcO5rCh0sh5xUEWzIsKz44QInoPF/cZ\nyO4dmykoLMbu6FwpmFA4QmOji0AoQk5GCrbjZkKG9CTkwAEYdu2GU8SnyWjgWJ0b1WjEbDr9dI2I\npqEKyZjcUNyRzycff4LufUYwdPiEDvdfuPBd5s6dl/C4LBYruSYLEU07KQIddUl3xPG7oItPHR0d\nHR2d/wKEEK8CU4B0IcRh4E5gqhBiGFED1BLgRgAp5Q4hxJvADiAE/Lgjp9szQUNDOcnJ2S0mTjV+\neGVnVHBurFQocEjmnyPJPZ7CeeocS9m9C8e9v8J1/3MYu6hM38B0QboVPi0RfLv/6bdnUCQmNYTJ\nFF/Ew2i0kJ6aT5NgMMoAkQioanyKLscGu2uiGqAzvh+D02HQOHhmG1z0gcIfxvgZlpZYDm0o2HQ7\nxT+AsAb1AVhUAstLo9tmdYdxeaDJE/LbqEBIg1QzWI/PVL0h+PpQgE8yfsKNs438fJQLKSMYVLXF\nGKK+PtEJcYoFrh7g5eoB8FpI46cHr+XdPWaG1GlcOxB6pQhGjRrPsBFjqQ0orKuQPLtNYdkxA5f3\nHcPsLMH9y12891YKY9LrmNffyPAsPyZF8OiGVP65TqP2zwqPP1bF5GEedh+sheKELmOnKHFp3DZS\nOXFtAl6OHjzGpu3rmTppGuNGDmbEsAHRax4Ocfudf2LnngN85/LEhcapeFz1WIr6nnY7TZz8s1Tj\nE7y0I4MXNwtuGRPitfM90adtCd7jyc40kpJT2LZhJbkFxWRk58V9bCSiUd/owemwYLNaSE2xtBR+\nRiNc/13kux8hLrygxbFCCPIynRypqKcw5/TrfCpC4AnGn74d0TSkMDB2zLS4+h4+fAz79qyib89u\nCY9VUQTl1XXYrFaSbBZ21Rq46pM0Luzl445R7ddi0sWnjo6Ojo7OfwFSyqtibH6+nf3vA+47cyNq\nG02L4Pc3YrenIUS0lMimKo339ys4jJLCJMFNQyV9UjWS29Bb1hWLIRxGACmvvULoup8RHjCkS8Yn\nBDw0EW7/Bmb6IPM0y9c1VpZgpDsbKiUjsuKbxImT3E8dFjPhUA0+n0BVFSyWpDbLnQCclQXv7tPw\nhTtnaCMECATXD4RR2Rrv7TOzpNTMNQMkeY7Y7Ukp2bIl+p7TKRFJJ8YX1mgzxS8UgZXlkjVlCiWN\nkmxrkyjUiEjYVKnw8o6ogVJTBmlERqPJJY2SFHNUnNQHBNnWHC42vMU1PYehKilA66cRp06im16O\nHqDwlPIFecNmU+6BLw8r/H2zJNsOwYiC3aCQZZF8b4DGveMFqRaFg/u38MbEBgp6DmB3rZkvDqts\nqLBhFBEyLQHmValsGhLmolkSt9dAOBRI4FNInGAEVpVLXI1+3BW7UEeGAAAgAElEQVRluDRJxbEt\nmE0G7BYDNlHNY4/+jjGjRnLW8IEAGI0mHrz3D2iaRr3LE/MaJUI4FKLRVUdaRvZpi6smDtSrPL/N\nyu56I9O6BXhqdoSROUFOJ3tZCIXuPftTU1UWl/j0BQLUu/yAxGoxYTAYMRjaiF4O6I9y3yOEG72o\nSS0fOEUFaOeiracihKDcK+Jyw250+3jksScZNu4CFEUiZccXL69bAc89s5LpUye1MOWKl8zUFLx+\nP75ghBe3O7l9VAOr99bwrTfaf4imi08dHR0dHR2dLqWu7ihOZy4+zcTaI/DIekH3ZIWfnwXFzqZJ\nUfuTI6Wh4YwZm0B0/ePcnhq/XKrw1HSJJcbauXhJzsxnciGsLItffJ6MWYW3S1L4dj8Fr7eBYNCH\nqhpQVVPMCb7TDK6AoDEEttPI7lMVGJ4lKDLWsMuXxncXKQjglhEafVIExc5oFDKKYPsOBVQ47/wI\nAlhVCu/ulwxIE/SJsQQwrMFf1guKnYJbR0iKkuFEfDN6XhPyOvqMo/tFI2SShdUeXnntdW6+8XoM\nBhUh4jNjyUhPZfee5Uyeci69U2Bi/qmR29aR3FpXJROG98ZhkZyd52dM7omxrttn5NH30nhhfiVb\nd6whEg7zzrsLGD323A7HkhgSKcETgl8tg6/WbuPZq4qorCijqvIo37t0evOeBQV5bN1ZwjVXtV6r\nqigKKcmn7xB11rjpHNq/Cykl6Zk5nRagUkYfMry8w8qfVifz9Iw67pngQQiOr40OYlRPrx5Sckoa\nleVHcdXXkpzSeoH3yVHXOpeXtCQLZnPHIkzLyERVFNi8CSaMa/Fe1HxIJRDwN7fV2WtU6REUOSVq\nB4dLKXHVlVNytJ7ulRVI2b5ara+vZveeDdTWuLnj5zdgsZib22nKHDi1/ZYIQKIoApOqsrOklDJX\nKoMzN9C3wEtF6gQWttO/Lj51dHR0dHR0uowyT4DPSzPYud2ExSQpTFL480TJwPTE2jF+/EHz34Ep\nM9Fy4k+di5eR2QoPrBWUeiQ94jN8bEUw4MVktuELQ6m7c2J5SKbkmDv6d1M5Fre7lmCwAqvVicWS\n3GoCe0VfuHeN5MGJ4rRK0AQCHlQ1zNm58PJsSaVPsq1a8LdNknSrJBhUkMdDUKu7gToXVjskj27S\nKLArnJ0jCGmCAw1RQ5STjVEU4LGpGt2TuyZC1thYy+Chk7HZzPzmrgc5a1h/rrr0wriOTU5Oobzs\nSMz3/H4fmhbGZktqsd14yjS56bzKKwU/vj6N71zuYeLYEIsWN6AoKnPP71rhGdGCrN60nsXfbGBr\nt+ux7X6P8ys/JnjwEkyGIB+890/Wrv6C39x2MwX5+XTvVsDD9/6mzfZcjV4MBgXHaRriFPboy7LF\nCxgzaTZmS/xpA033xiGXwpIjVjZWGrAbJZ9fUk1hUqT5+koJtQ1u8iynX4xXKArEyCLweL34ghpG\nFZIddvIy4zdQEiYDpKUgKmpivy8Efn+QYIR2y/W0h5SSzw9byLVrcUWAhSWLKVOnk5XdZkUt3O5G\ndu5Yx5Z1i7HYU7nogunk5rZco1zvcmExm7EcL+K7Zdt2jpZW4wuEcTiScblqsZkVhFBBRujZo4jU\nnL6Yt1Xgqiknr3gAA3P87Y5VF586Ojo6Ojo6p40mYUOl5PcrLMwqCvPz0ZBuiT4hT7gtlxfhciEN\nBmR6BvUPPI7WhYZDTZhVGJ6lsbFSoYczsXFKKamtPUJSUtQh9oJieHi9yu/P1jAnKAYVIfFFWm5z\nONKANDyeOmprj5CeXthC2M3sDnevUtlWozE8q3OOuVJKXK4qMjOLgKj7bZ5DMCwTvtM/6m1VHwCQ\nBP1w8AlB6UrJtO8J/nD2yScp2/gfusrL16iEEVKSmdud9958jvNnTGDi+LHN59FRdCkYMWMythYh\ndXWVbFn/KV8uXcXPbv1Ds+mSy9vACy/OZ+TgP7bYPxKR/PlhBzW18MPrfBiNRi44N1qiZd+RKkp2\nb6d7nwGnnZIaiGgsX/o1f3nmn+zvdwfPj/yC8y+djNE0o/l8J08Yy5Z1S0hLie/JiWpxEAl6Tmtc\nEBVXRb0H0lBXQ2ZOfkJlQA41CC553863+3m5d3wIm6npMznRhqIITCYjwVAYk7HzUqWy/ChGg5Fk\nZ0qL6N3Bo9VYzQZyMlM69TlJmxWtqAD1ww+R35oTc5+UFCd19S7AEtf92aJ9GY12P77JwW9Gdfx5\nBYNBnnnueaZOv4TevWOvx62vq2bRxy9ScnAfF110FX999BEy01NY8penGTKwN1dfdTFIyZvvf8Xe\nffvJSLWzY+c+rrzqu/QZNg2nPSrOAyE//qAfVWqEQiE++OBd3tu2nIqMaeDfyKgRKmHv0nbHq4tP\nHR0dHR0dndPCG4I398KKUoUnpkmKkkWnjHCasL33LKEBw/Dc9lvCOQWEcwraKK5w+kwpEGyoTPy4\nYNCH2exodvKNoWviZnAG/Ga5gZ8O01q1Y7enYrEkHe/TQygUwGZLwaCo/HlihLf3KAzLlJ263lKL\ndFgPMeV48GnTTti4XtC7N/zgh4n3dboEIyqqwUAk4MZsCDBtyolSGvFM7E1qIEb6IDgcTuoaobqq\ngnffeopRw4dgtVpodNUzbdxQAn4vOE+s4VvxjcIbb1q5/dceCrtrzf1LKbGZBGv2r8Gakkp2AiY3\npxLR4MsjYe7b2oMR186n75pHOOfsKzCcVI9TSonVasFidaDEWdPSqoZpiEQ63jEOCov7cHDfDjJk\nbjQKFgeHXCq/Xurknol+ZhWF213X7HTYaHB7yEjtZEoC0NhQR8++g5FSUlXrwmo24LDb6J6bimro\nvARSFAXsDig5gnS7EQ5HzP0MRiM1DW7SnbHfb48DDUaybDCj0NehePUHQgSDIT5Z+B7fz7+Z5OSW\nUdywFmDLhk+5/OK51NXV8PXXa/n17fdhtSUxatxFqKqBVZt3goR+A8Zw0be+j9/vJRKW2B0tU7VN\nqhmTzQwShCK45uobucAn+PpwhDXlg/g0bOGivnXAbW2OVxefOjo6Ojo6Op0iokkOuwWPbYjQwwnz\nz2mahHZeiRnctTiffRLvxVfgnzkHFPWMCU+AUTmSRYckESk6XFt1Mn6/i+Tk7ObXQkQFaJmH42sb\n4yfDKjAIONhAzLWTTQLRbI5OYisr9mC3ZzA5P4N39kpKPVCQ+PyWUDiA05nT4X6aJvnrIyperyAv\nTyO160s8xoFEVSXbt33D2FGD2HfgIB6Pj0ED+mKIQ0j4/V5SUlvnfiuKgZ59h5GWJPnWvPOiPR0X\nqRWlPbFaT6SV1rvh1jsymDxZ4+YfuGnhsisEQlE5e9RwKupqOiU+pYRqPzy+UePDFXv4zZRkLhmh\nsjiQj9lsbhYgJ9JTJX5PIxY1PvGnqiqa1nXrqFNSMyg/epi8wo4tfiNScONiJ7eO8DGzu7dd4Qmg\nqAr+QOeLyUYiEbweN42NjZTVeslJT8JxvH6oEuf1arf9Sy7CtGgxssEFbYjPJLsV4fEm3LYmBR8e\nMPHt/o1YjPGVmAmEgixa9AH79m7hpptvp6CgGKvVislk5rUX/8bNP/gOJpMRh92CN7yKouK+RDMU\novfS8OFjW7RpscROzRZNOcBNZYdQSLfCxX0NXNzXwIZD5Ty7PzvmsU3o4lNHR0dHR0cnYdwheHh9\nNF10alol5w7M7JqGd+1BlJfj/vYN0E7NzK7CrEKNT+FYo6QwAdHocLQUMlYDzOsVptyjJCw+HUa4\ntE+YAw1KTPHZYrxmB9k5fYmEw4DkhoEhrnzfyGeXi+bSG/EihNJuXdIm9u8XrFkbnW3ecIOG9TTd\ngTuDlPDlF4tx1R7AlZWFy+2h0e2jW24m6ZlZHR7/6RfL+Pb3ftFq++uvPc/SpYsYf/ZwNm3ZxrAh\ng5ojmUdK9tGj7yDAiZSS155NZstWlcLCSJuRqGWrt9F/wEjefP1pVKOVsWMnkZ2dj9qB4GkIwKeH\nJAv2C342XCFp1bs4yvJZsMBCQV43qmrryM3KaNFvKBREIqPlP+KkK0yHmjBbbJQePRiX+PzisInz\negSZ3cNPPA+nVEUhLysVTUqUBMP6mqbh93lwpmeBEPQsyESNxzI2kT4sSdDQEC25cuk8yMoERcHn\n86IqKiZzNGXAYbfh9weaTX3i4ZtjRrZUqtw0zBtXVN9ht/KtC6YR8nsYM2Y0b772JNU1bnJy8+jd\nux9ZmakYjQaOlVfz1DMvccnlN3T6vDtiRPdstrh9LGhnnzP5MFFHR0dHR0fnf4xABLbXSH78BdiN\nCr8aEWbmoGQMcab+dYT9rRcJzjofmdn1BkOxMCiCqd00/rYpum61IzQtgttdjaoaW00MTUp8bcTi\n/GKFdRXxlmlRMBhNCKHQMxVG5MNr2zyEw0E0LUI862ybyuF0hJTw1jsaDQ2CEcMjDBjQudqinUej\nquYw27aupyjfxszpU7jkojlc990ruOVH18YlPAE2bNlFsuPUEhCS4cMG8rOf/JpuRYM4UHLCkKiu\npgqz2UxaerT9gFvl8Zej0aDNm1RqakOt+ti/by+NjY0seO8lbrr+Igb3TuXArq/58vN38flaR8AC\nETjkkiw7Bnd8A6VuwZ/GwegcSEs2M2JwHz7+4GUKi4p59Y33cLkaW6QO79q2jm7F/eI6/yaEEGia\nltAxbWG2WAj4vITDrSOU0XWL0X/eEDy2MYnZ3X0JtS8l1DW2b17TREQDry+Aq6GeypoG1q9cQmH3\nniQ5HF0qPEPBIHu2b2RPXQkyJRXj7+5CHTed8rfeZP3KLyjZu52jh/cRiYSPn4PEHwgQDkdipn2f\nyuGKBh5eZ+PczCPU1VQROSlNOhwOc+RgCftLylm5dlPzdkVROHv0KP76wN1c+a0LuO57V1JefhSk\nn+uuOpepE8fy4N9e4LMlm/jprfeSl9f0sODMfJG/1bv9p1N65FNHR0dHR0cnLrZUwfv7waRKfjES\nis21mA12TErXRFMsm1Zg/vozap9r77l51zOpAF7eIWgMSpz/j73zDrOjqv//60y5vWxv2SSbbHol\nvZPQQaQ3QQTFrw0VUPCLDRWsIF9EUVBQUFAEBCRIryFAAiSUkJBet2X73Xv39jsz5/fHze4m2b7Z\nWH7O63nyPJs7M2fOmfac9/m0fgwUsWQrLmfPps35JYJNzbB4CLp5ch7c9eHglatXd/CDhXD1Kg+X\nTslO1A0Jwkqj671PAuPxMLrL2a9lJRaDNa9rKIrkkk9K8geZtfhIScTbWP3SE1RV13Dx+Wcwflwl\nMLjyFaFwOwsXndDDFsGUaVl3w2mKwV///OvOLYHcfLQa7YBYE5x7cR6792S3VdeqPP+Ik0u+eKiI\nmzZtGuPHVnS66i5ZtACAtnCYN9etZsHC45DCiZSwpRXu2iAIpQTnjpd8byEUHebpKCVcfPHF7N29\nF01TaA21Egh0ZeRNJxJEI61A5YCvRSKZxu1yDIv1SVFUJk6bS23VbkaPnUBzXFDg6f4M3/eRm1Mq\nEozNHZzoFYogk0oCvT/HUkrS6RRSyS4seLw+/AGVPYOwBg+U9kgbjfU1jBw7Acek6ZiTH0LZtw/R\n2sqIb3yf4j//EabPpS3UTG3VbkaNmQCA2+2mMRShtCCn17Yj0Tg7duzipXAlxkfvsKN2HR+90My3\nr/0SiqKQTqe58+4/MmnqMtxulaqaVqaOb8UfzO32LsydNYOvfumzTBw/Fo/bydvrq/jkZV/pjE8/\n2vj7LvNpWz5tbGxsbGxs+kZKeHEffOtNwZR8uGa2wgR/DFVVcer9zDQGfA6Jc9ULmKUjMUdVDEub\nA6XcJyhww9bWAexsKGhaz2Oekid4vW5ofdAUiUeDaHrwx+a6YEq+4K6P3EhFRcUilUoQiTSQTsUx\nze5Wuli0GafWf6BobR1s2KhQXAxLlx69uqu9IdHYu7eakaNGY5rZ8/clPKWUWFbW9dKyJM0trTz+\n1GqOmbWgz/Ps2bubitEjO61TieZGLCtruVv7jsora1RMU1BUJBk/zuChV4LdLFmJZIqSkmKCByUo\nklISDATwukzaEvDIdvj0C5Jb3xVMyLX440kW5447VHjG4lF0LZsp+vWNNdRVf8AXrriUitGjDxn7\n3CUnkojHSadTA7qW2WMFhjk8lk8hBG6Plzdbyzj7MRdXvJDDpc8EuezZID9f5+bBrS7u/MDD+noH\nn5kaH3RSLkUIFGHRfljcpCWzSXbC7TEaWyNIFJyawON2omkaDXVVFJWWD8sYIZsptq56Dw11VZSO\nGI3b7UVVNcwLL+zaKRrD2rodIQQ5uQW0NtXTWF9DONSCNDO4HCrpdPf3sINEIsW3b/sT97+yixWl\nO9DSYf73mi/gcDiwJPzqrj+wdWcVqlNn4pRpVO3bQdqwen0XLjjn49TV7WftO++y8pkX+XeSfLbl\n08bGxsbGxqZPVtfCY9sk954sKfYITNOgPRElGCxCDtekproa/aG/0H7l9Zhu3z99qnTpFMnrdZIF\npb0Lm+am3eTmjep1wufRIX9oZf1QhaAiAK/WWJwxdvCj/8pMya8+gNU1KieMUvH58rAsEyOTJJNJ\ndtXeVDQy6QQ5OWX9xntmLLj5ZwLLhMVLJKV9XJujRVtbPWAxa+YxTJ/akSSliw4B2DG+n/zfXWzb\ntp0F8+fR1NJCTfVevv6Nn/Zp9ckkM7z99mt87tKushk7925D1x1kMhm+/f0CfvSDKEsXpsnPlwT8\n5qDDkXeni7j+OZ0zxsGPFkO+y8Kj93w9W0Ihliyax5iKUXz1E8czcXxlNsPqYdRV72b85Jno2sCt\nfKoC0Vgcl2PoWWQ7qGlXuPkdP15HkK9O3seIQDYJkSIglJCE0hpgcfrYFN08ngdIfm4u9c0h/AfV\nJg23R5Gmic/nJeDzdHsfTdMgmDN8pZma6mtJxKN4/UFc7q5+KJPGYhUUoDQ3I51OBF3P4qTpc0nE\nowgh2LHlA6bNWkQ63fPK0qYd1Xzt1kf5YNqtfGteitDbb7G/tor7H3yYWCxBIq1w7Iqz+Pg5pRQU\nFLF+zUouPOskCgr6HuP8ucfw1etu4KJLruwsIfTvgC0+bWxsbGxsbHrl2b2SO95X+O2JWeEJkEpF\n8fsL+s1YORi8m99B8bhIX3gJymDSzg4TC0vgno0KvcVLWpaJ25PfZ2kSpwqlXlhVDStGDu78QmSP\nXVMnOGPs4I4F8DkEX56ZjR2cWwxBZ9Yt0uHscomORBpRVQeK0rv19mDqqiTPP69RUGBx1VctjqA6\nxZApLh7DsStOYOUTj1K1dxYXnHPaIdsNU5JMJtm8dTtvrH2HaTOX8cnLrkZzuNClTku4pcdJeiad\nYd++HezatQ1dzXDq8tnoBw1w6qRZbN6xj+tvLMFAcvWXomja4VbXvp9T04I3apzcv9lHTaPCdxYJ\nFpX1fZy0JI2125g9dQQ+r5fJE8f3um+krZWykYN7WFxOJ22RI6v1aVpQG1X41us+Pj05wrKRJi11\nIRprqxFtfsZNmkmRRwN6t/QNBCklUggcmkIoEkVIi4DfR26gb4v9iFGVvPfWa/gCAVzuQ0MCDAua\nEwpBZ7Yer9LPpyadSmJk0hSVlJNKxtm6cT2FJSMpLC5D5AazZXiam1ESCZTCLp90l9uDy+1BSklu\nfjFNDbX4g3kkUmncTkdnX96o1vjR8yqjzvguP53rpNyd4P7NfrbH0uQWTWHxzNmU5hd3JsFqbq5n\nf8N+TjpuIZZl9bgo0bEg0xaJ88lPfZV585d12+dfiS0+bWxsbGxsbHrkvUbYFxE8cJpFvqtrluZy\nBXqc9BwJ7j/eQ/slX0H2kuL/aOPWINCHHkskwrjdvcdsQXYiOzlPsq5BDFp8AiwogTs39C6A+yPg\nyMav3rAGfnVc9+1+fyFSWrS3t5LJpFFVDUXpeSpoWfD437P3eNYsi3HjhtSlI0ZVNTzeYspGVrBu\nw2bOPfOUzgQyL726mldXryG/qILlK07h7PPn4PfnHCIQCwt7ysIseX/9S7z99iq+cMWnyM/PxXUg\nO2nHxD2SinPjHX5274ZH/xLqQXj2jpSSloTCbe8G2Nis8OOlEd5+9XUWlp7V77HPPP0woZYqTlk+\no8/ztTTV09JUP6D+HIwQUFKY281iPBhW7nLy161uzg6+y4hYiDUv7iYebWfJCWdQtWc7b776NIGc\nfApLyqir2oPL42H6YaU8BoJlSZpDEfxuHVXVcDgcPX53ou1htm1ajz+Qx7jJMxFCMG3WAj58dw2T\nZ8zD6+uKk71xtc4ju4MEHJIzRkWYXa7z8bG9l0NpbtpPSXkFuXnZ58jIZNizczM+fwB3cSGyfATs\n2o25YD7y9FO6LSsIISgrr2DXzu3U11Uh9RwmThiHqTj4ydt+Vm1J8q3FZcwa58KhgmE4Oe20c7nk\nks/hdDq7tfXhhnV84rzTefOtDUwaP4KioqJe7+E7H+zi2BVnDvBq//OwxaeNjY2NjY3NISQMuP29\nbGzVN+eBqggEJu2JFE5NQdeH6FvaA1JK1NoqtN07yMydNWztDhaHCitGSu79yOKKqYdOcNPpBFIy\nIME9u0hw90aFb8wdfFxdvhsqgpINTZKZhYMXBULAhRPgrf2CV6olx488fLsgkUqj6048ngCGBZlU\nlFQqjqY5UBQNXXehqhqGAa+tEjgckoND2/75CCrHTWTc+Kn89S+/4cVVb9MWiZFImbicPq686lac\nzsFdq1Qywi/vuI2f3fgtykqLu03eI+0Kt945nr07k/zjgf2MGuVkIJlBy4ryaEkovFbt4KUqB8vL\nU3xvdpj/u+tPfPp/ru1X6KXTKfbv38fnLz+3132b6mvZtW0D5RXjWXzc6QMe88Ek0xl0VUXTBuc7\nXNOu8vuNbnaEdP5wcggzGiASNpgxdxkuTwCfz0tufhGWZWEaBru3b+KYeUvZu2tLZxu7d2wmk0ri\n8fmxTJPRldlsvRnDwjAyGKZFJp3G5/Pg0HVKCnJIpTMkUmlcrkPfv0w6xY4tG/D6Asyav4JEIsbu\n7ZuwLJPmhjryC0swTYPqiMo79ToPbXOyoMRg4+VNtCZVnt/r5i9bHBiW5ONjE2iHvd6JeIxkIklh\ncVf8qKbrjJ0wleo9O4iEW5g47xhctXVk/vAbNEfPq1eKqjJuQnacyYzJ7WstXqr18cVj2vncKTU0\nRjw41Kx1XtM0Skp6zlhmmiaKSFJf38SDf3uUj59+Gqa5lUgkyswpY5g5fQqQfc8NUxBpj/9budt2\nYItPGxsbGxsbm07SJly3Gkb64fq52RgxKSGaSODUtWEVnpBt2/XM41hOF1Z5xbC2PVhcqqQ20X3S\nHw6HKCgoGXA7pszGSw42wYrfAdfOgbf2K8wsHHpyn+8ukFy9SjCjQFJwUKijlBaJWDM5OdmxaApo\nTh8OhxfLMpHSJJ2Oo6oazz0Dm7f48XrhmGOG3JVhwcwk8fjyuejiLyGlRNcdqOrAapT2hKq6WDB/\nHqvXvM3jT73ElEkT+MT5p6MIgWlZ/OwXfp540stz9zfQHt4ILOy/j6bFI9u83PGug0UjLb46M8wr\nKx/mG9u2seL4M3Ho/dd5fOivv2XXjo/4wlVvMW3yeL50xcUUlx66guD1BxkxejwjRo0bktVSCEEq\nkUC6XOj6wGSAJSW/2+DnsS0mX5pjcN3cKKQitLa1MGrMhG6LMoqioDgcTJw2GyklHq+fUEsTHp+f\naKSVabMWk0mn2LDuNVqa6smkk7RHIhimwfwVZ5Eb9B9Sz8eha9Q2hvG6dHTdQcP+avbu3EJhcRkV\n4ybjcntRFAWvL8CY8VMAQV3VLsZPmUUsA194OsDHxqS484QIeS6JqghKvBaXTYly0miVS57OpT2R\n5NJpVuc1amttpr52L6MqJ6MfljlXUVRGV04iHA5j5G4D3Ynq6T95V01Ect3reSTrd/K5kjU8fcc/\nGPGpc1ADUwZ0H+JGiL898jAu95V8+7u3kU5ncLlcmKbJ88/+tVN8Arz/wXskkgMrU/PPxhafNjY2\nNjY2NgDURLMlR8YEJV+eSaclIJFoQ5ESXe9/gjVYtFgY/anHSX/ycqyCgdVsPFqcXSk49e8KX5ph\n4TowQ0olYuTmDjy+Nc+VTSazrVUyrWDw4qDUCx80SdJm1ho7FHKd8D/TJF95RfC9hZIpB0LRDCON\n2+3rNhYhxIFYVg1NcyKw+MUvNRIJwRe/ECc3Pw0M/70fCFJKDDOTzazqHh6XbKGojBs/h5GjxzB9\n+mzqaqp58dV16KpFIr2cp59y8cxDtSRkHQ8++HcuUH0cM2Naj20ZFrxT7+DZPU72tGS446Qks4uT\nVNfU0twS5ns/uKP/MVoWGzasJxZPM3LMJArbG7nmy18gJ6d7UiCP10d9bYp0KonD6RqSAHU6HcST\nabzu3heSpJSYlmRvROO2d7P3/vaTEkwMJKip2oWqKoysGN+vN4AQghGjKqmv3UdzYx1lIytJp9Ok\nMyZjpy3GqQl8Pl/nOGr27qCtIcWosZMQAmr27cLnD5LrdxONxmhr2YnH62f2wuNoba7H4/Ufcr6O\nmGxFUamOOrjhDReXTYnxiUndk/0IISj1mjxxVgtfX5WDQ0ty3vgYba0NxKLtTJo+t9cxAeTk5GCW\nlyM1laqdH5EJ+MjLLyKvsGuhyrQsohmFh7c4WPlBO3P973L5siSunKnIdJKf3X4PV3/9h31eww78\nzgJ+89tHO//vOeh1mD5zMa+/+RbLlixESsmOXXs48YR/P5dbsMWnjY2NjY2NDbA7LPniyyrfmW+x\ntCxr8exA111oWv+Wm6Gg7tmBa9c2Gk984Ki0P1gUIamNSSqD2Qmmqmt9Jhk6HI8On5wEu8KCaUNI\nuFnggqBDsHa/ZPkQq0UIAcvLId8tuWGN4HcndllAs/G6favaDR8Ktm9X8PkkX71Kp0NftLc3H7Bq\nBXAP0Go2HGjDbG1XVY3TTu9ybS0dUU5+YSEvvWxy3XU+voux66gAACAASURBVPbNfaxa9zwtoQQn\nnXoW06d2t0xJKdkR0vj2Gzk0xCX3ndqGK9XMiKJcdu/Zxw0/vo3zPn7xgPqTMQxWPvkQihVl154q\njl28gHWvP0cgGMTrD1JUMvKQ0iFOp4tkMoHTNbS6jR6Ph3gq0ut2KSUPbvFy1wYPmiq5bXmYGYUG\n0sywd+dmKsZNRdO0AQvfeDKJ05dHTkEZqqZhZFL4vNkstYe3MWL0OLZtepfNG97B5XZTUTmF1tYW\n9m19i5R0M3H8mE5r8OFW4YMxJXzl5RwumxLhvAl91y8KOiU/XhrmvH/kEwq3scxVxaTp8wc0Nkt1\noCkwcsJULJ+XD999g3BbCxXjpmQtqEmFz7+Uz+jWF/nxDIuS4iKKy7IB1Bedcwqzpk+gLXnkdZLH\njZvMXx94liWL5rO3qoa9tWFOPK34iNs9Gtji08bGxsbG5r+clAmP7hB8d77FsQcJnkwmRSrVjs83\nfGULDkddvxZz6TLMilH/8kp0DhWumWWxpUVQGYREoh2329//gYcxKQ/u+EByVuXQ4jZPrbD48xaF\n5eVHVldzSh5cNUvy1VezFtCJeRKF/s2pDz+kgIAzTzfRdQFk48YCgTxSqRRGJkZ7MoPb7UdRNVKp\nGG5XAEWYWHKI5to+6KtMylA5WPSkU0leflly000K3/zfOFMnbSeeKMelV7NsyQKUg1KiSgnr6nX+\nvMVFSxw+NjbBuZUxctyCukZIp9N8+NFWPnPpxYSiFm+89QKjy8dQPqKym8XZNA02bXyH99e9zPgR\nXnbtbuBzl57N8cefSDqVoKColHi0nUi4ld3bN5FMxhk7fhqpVJKyYO4Rjd/Tg9WzIwnR41tVXtjn\n4M4TWin0SopcGRpqa4hFI5SWj+3mhnp4G6ZpoqoakVgC0zSwDAO3x42uqaiqQFd7X0zYtW0jhSXl\nOJwuHA4nDqeTktIySkrLaKyvI5CT1+/YatsFP206l8tmRzl/QqpHkWyaBg37a7BMg3QqCUh+Md7k\nhdYx3BVaygV5Sjer7ticNGVe89D2hEBIiRACTdOYNX959l6lUrxY7WXlDjfnF2/n9BXjcLmcOBxd\nia2aW0L86ZGn+OSlX+53TP0hhMLIimk8/ORagjl5XPHZryH6S+X7L8IWnzY2NjY2Nv/lRNKwtVXh\nujldSXIsyyQSaSA3t+fkF8NC1X6CP7mB+GeuRDk828e/iBkFgr/vskinUwzBoxGAIo+kul1la6vF\npP7nyt0Y7RdsaRVsabWYnDf0CaQistlvR/olX3ohw/2nGxT347n6mzskf/yTxrSpFp+6XHJwoh0p\nFRwONw6Hu1OoADjw0tSwE6HqOJ0+fL48hBCYZhpVPbKEJ0KIYY8zPpxnXqjiumsq+c539lBd9Wvi\nmXKWL1vGsafN7ewDgGEKznsil6qYyr2ntjKjIIOqKBx8jZxOJ+eccWq2TMgBIXbz7X/gM/9zHQ7H\noeP4xxP3MnlcGdde9QUMI4M0TYQE3e0Gsi63Hp8fz4FsrVJKnnzobkaPG1iMYF94XN3vS8aCuzYE\n+PNmJ8+d10ye60DJjtZWHE4npeXTe21PSkljS4hoPE1Rfg4+j0bAmx1vx/U7+Jnpq538wp7jqwO5\nBb220R5po7ZqFxOnzOLLLxcyM/wA06I+hDj2kP2e+tsfGDN+KuFQM1OPWYTb60PXHQghGCMlcy3J\nn7dq3LfBACxURxAzHUHTdJ7el89jZ4ZYXGYc2ueD/hZCkF8ymj+vi/J8qJiHzwiDlcu7a15i9qLj\nDznu3fc3sGLZCgrzhyfcYNmxpw5LO0cbW3za2NjY2Nj8l/P0Hosx/kPzeUYiTQSDxb2W4hgOHPt3\noyQSeH93OzI3n/YvXvsvX60vcMOOkMqeljjjirrH3A0Ery5YVGrxSjVDEp8VQbjzeIt7Nwl+upRu\nWTgHgwAqAvDN2Ul+/YGfMrfkwkmC/B6MiXf/Dn5+m4aiwgknSiZN7v1eHGz9UV0qBc6xGEYG08zW\ndjSMNMlkO6qq43R6EEIZUl3Y5uYqCgpGDfq4gRBtj/CP59dy5+2n8oub2/jsp3OBG2gLhfAH/F2i\n04JfvuelLqpw4ZQEZ1Ym8Omy23hKCg4txWNJhb//4xnmLzoJXXeQyaR47713iEbb8artfPzkJZSW\nFHcmURKOvp/9SFsrsxYehxxA5t3+aA5FyM/pGmNNu8Jnns/jc9OjvHJhO34HpJJJwqEWWpvrGT9l\nVue+pgXh9iimkSHg8yCFQiqdIS/opyBPPSDI4fAMwX256VpSsnvbxj5daR0OneZQBLcraz1MpZLU\n1+zBMi0kEl+wkMsebmd5SYhPL5uL0+Vmz46PSCUTJJMJPF4/x516AQjw+gLd2hdCoChw2ZQEl08V\nB4Ru84F+Z9jVluSuDV5++77CDYujjA2kukZ50NDWtBbyxI4m7rmwHVWAVAQV4ybT1trUKazv+v2f\n2L2nhrLySqbPXDqgurv/v/DvscxoY2NjY2Nj8y9jV5vKzNwIkLV8Jsw2nE7vUYvzBEBKnKufB0CY\nJp6/3IPVuP/onW+AeHQo91s8UZM/qFjPwzm2HF6tVoj2HW7WKzMKs0L4qT0WAzAYHYKmZA75v7Qy\nzC7O8MPFgCo4/QmFn62zaG2XJA0wTMkD90tuvEnDyMAXv2hy7bUpeqkc0SNCKOi6E5fLd8AF0YHP\nl4/T6SEU2k8k0nTAGmhhWRZSWp3Wwd7IWg4zvW4/UiIxk/+7dQZLliW54vKu8+Tk5qKqGlJKMibc\n/aGHF/a5+OHiCJ+YEKV6zw4ymQyGYXZaNw3DIBJLZBMkGQZ1+xv4xZ33MnvhGcyatYB4PML9992G\nQzZx0RnzmDm5nNwcP5bVlWG1XwTs2vohtXt3dB43VDS1yz3atOB7a/zctDjMhROT+A/cd1XTWf/2\nG1iWhRCCjGGwr7aRfdU1qAoU5ufidDpxOXSCPg+6rh8kPAeHIgTSsjBNo899jIxJxjABqN6zndLy\nMVSMn8LocVN5vGE8laNHc82KPHLzi/B4/YwZP5VJ0+dSVDoSj9eH1x/oUXh2cHAc6uExqZU5Fj8/\nNsJNSyOc+lgud3yQi5E2kZ2WXWiKC57b4+Abo1ZT6jE62wm3taAoSmd7SxfNp2zUJE4/52Ki0bYh\nXbP/VGzLp42NjY2NzX85G5vhc5MUYrEQHk8QlxJEuI+uBVLEYzhWvXTIbw4FzKN61oFx3niTG9Y4\n6BDjQ2FWIUzOs9jQDEuG6Ln86anw47cVpuTBhEGE+BlW95g8j571t/3SDLhogsmmJsHvtihsb5NY\nLZLVv9Vx+iRXfMri6qvMI3aX7UBRNPLzR3aKzVQqhpRmp+h0ufwIBQwjg6Y6DkmGlMkk8XqHZn3u\nj8bG/dx04xYa6xazbbODcFiQk5PtUyjUykebt/FejcVq58dYPirFyrNaaAu1sXXrFu76/QMsX3Ys\nraEWFi+Yz8ZNmxhTOQVdtQhHw2j+UhyW4Myz/odgMGv63vD+m1zzxU/hOhBrWVhSTs3eHWi6A4fD\nRcmI0f1mjg0E81h24lmk0yn27PiIspFjumV7HQymaZGRKk/t9jAx12RBSYpMxkLXNdKZDJFYknnL\nT0PDYstHG5kybQblpQVDFph9EW0PY5oGwbzCPvfLy/ERbguRm5dHJpNG0x2kTXitxsmWNhe/XNHK\n4RbXqt3bqNm3kzmLj++50UEyOmCx/tJmHtnq46cvpvjhjGkIj4cNTSrffD3Iz5e3M0IsZH/dPkpH\nVCCEoLW5gTHjuzImjx0zmtx33uKhP9/NFVd8DcM6Mg+H/yRs8WljY2NjY/NfjgRG5fkwDI1oNITf\nf/QSDHWgtjaib9l40A8qQw6yHCY6LHNuVaM1IWlJSPKHKMJVBc4ZD3/6SLKoVDAUb+JiD1wyCR7a\nJvn2fDHkyamiqKjOLkGa5xIcOxIWl1o88YTCtb/Q0U5NUFjq4OSzJUlV4DiCUi89kXW7pccETul0\ngmi4ERMLl8uH15uHEAqZTBKn04s8kNBlOJBSUre3ilvvfJp/PHkVANt2mlTVKQSDBvVtKR548AU+\nKjmPDcky5mxeSXT3hzy/y8O+TAWh6i3k5xcQiSX5wpU/4MW31nD2BV/G4/EQCdWRlx/AsLqPUZgp\ndIfeORa3x0vlxBkA7Ny6gVh7GJfHi6bpvY5VCIGm62i6zrhJM6javZVRYyf1O96OYw/G4XTw5o44\nP9s8hn1hk0dO3EtVXQqnQ6UwLweHrlOQk31m0qkkupq1fqrD/I5apkkqnaa5oY6J0+b0e59dTgdO\nRz6RcIhAMJekKXh4m4cb13pZc3ErjsNeEsPIoKgai1Z8bFj6K0TWHTfHKTm/aDdnTljCGYsnMyat\ncd3qILccG2ZagQkUEN7VnF1U0XQEAlVRspZyw6Bm9xYWz5+JeONtLKOdWCpMIFA0JNf0fx8G5qJh\ni08bGxsbG5v/cs4Zl3VvbGvLJhiKx0M4HJ6jlujFskw8zzwG6axPqvR4iFz5bczAkWXwPFKSyXYy\nmRTlgUI+NUWyK9xzbORAmZwLLXHBi1VwyuihtTG3GFbXwmM74IIJDFrEWpZJLHbogkJHVtp77hHc\ncouCkHCZ5uLs800+rIWXa2BLI1w2HU48OuGWh+BwuMkrzF4gw8hgGOlseR9VkEoliMXaEELgdHpx\nOr2k03F03TWkeOS331nNzu3bePG54zp/C4dV/vGMl7LivTz691dpnPoV8iXct8QiaC7D4T6ZWKyd\nBcFcVPVcGhr2E4mEAThp4eLOdkzoUXgCoIhuLsYdQqti3BT21+xFtLWgKiout4fc/KI+hVg6leq3\nZA6AZVnEEkk8bjeqImhra6M+4eKPWwI0ZPL533kR5uSFURUnXk/PVmZV03G6PLS1NpOTN7wLUzVV\nu/D6/JSMGN2v8JRSsnfnZtKpJMG8QmTuBD77gp8lZWk2Xd6M7zBjvWVZJOIxHM7h/Y511vn8cDO/\nfO9FHpj+K6pfcnLDgjAzCww6LK+l5RV88M7rTJ+9CF8gB0tKpGVRs28nlZNmoOsO4oZOa1uSguI8\nYskoPnfvLsH/7ghhEY+HeWHV6j73s8WnjY2NjY3NfzkzCyAdTxAMFqGqOl5vHrF4G6aZweUaultf\nrxgC992/QgaDmC4P8WuvJ/mJS4f/PINASgvDSBEIZN3+lpRJ7voQZhcN3eLo0uBrc+H/3lVYWmbh\n7b1CRa9oClwzS3DR04JxuZI5g0yMGYuFcLuDGIYkFIKaGti4UeXvjwve36CSScNll1t8/4Y0CI2Z\nB7weP2ySPL5T8PhOyYXjBYvKwDn8VVS6oWk6kL1QQvPjc2VPmhVu8sDfEA43YlkGQigEgyUYVhKk\nxMKFrmSTASmK2pU0KNPOjd//OgvmzaXqnYtJp3IpKJBUVEhyglDT+h7X3/wkbxVexlW5kjPHCjRF\nANkFEedBAqa4uJTi4tIe+t67q3LGkD3WtQTQdQejxkzANE0ibS3s3baJnHl5CF0nk06j6YdaQ2Pt\nEdateYmlx5+BaVmYZtY93DAMVFXF6dCpaWjFMrNO7AGfG5AkUgZ1mRy+804+p4xJcsP4elxOF5ra\n9wqLqqqUjqhg3+6tqJqG0+nqV9CFWppIp1M4XW50XScWbSevoJh4rJ2Gun0k4zGEqpFfUEx+Yfdr\neThSSiJtrTQ11DFrwXHEEgke3OXk1Iokl09N9niMoigkk2l0vXdr8lDoWERQHnqEOQW5zDk+WzM1\ne46DMx+7SMajvPHqMyxZcSqZdIpkSzNGJo2m6aRSKdqjEZ5deQ/XfP0HpOJNWE7vgBYV/tV0XAOJ\nxLIkodZmWiPVbHv/TebNmdXnsbb4tLGxsbGx+Q9ACFEO3A8Ukw1GvEdK+SshRC7wMDAa2AtcKKUM\nHzjmW8AVgAFcLaV8oae2izwSzelE17sSDLlcfiJtdZ1/D/t4Qm1EfvV70rMXYRQexXIuAySdTqLr\nXZPwMi/UxxT2hCXjj8AgO7sIyn2SD5qGHvvpUOFnSyW3vy8YvVhSMEBr7KpXJaFWNyv/4cQ0Yfs2\nQXMrJBMHLDc5kv+5yuKLX5QgDp0SzigUzCiEXW3wzF5YuVvwhSkWkwr/ea7RqUQIxwGL7cETe5fL\nh8vlO2Rfy9IwLQNBGtOSKKqGEBCJtCClRTIR4YTjT2X1mynufSqXG29sZd5cg/LyIIGARl10Id9+\ncz43ThUsLx/aGD2+nF63Ve3bhRBL+zxeURRy8goZMXYi0Xg7EpXNH6xl8uxl5Pi9NIfaSSXjtDXX\n4QmWkEzGcbq8pDPZxDYSOqu4lhcfmmZ5Z0jlO2/6CDrhJ8vCjMsx2d+YoKxoYA+Tw+mkonIy4bZm\nWhrr0J0uRowc2/t492yldMQYzEyadDKOYWTYs2MTbo+PsvKxZDIp1q99hWnHLOj33KZpUL1nBwCz\nF65AUVRqw/DMLo3fnxLt89hwy34KS0YMaIyDQe7YibZ+PdYD9/TpbLrspLMIh5rZvX0Twdx8PN4A\no4sn8/KqN6hraGXyhApUxURKC683l3i0FV+g77jXfxWqMDAlSKny3ntrqd77EQ1NTZSWlDJ6RB75\nuTlcfMG5eDx9P1O2+LSxsbGxsfnPwAC+LqX8QAjhA94VQrwAfAZ4SUp5ixDieuBbwDeFEFOAC4HJ\nQDnwkhBivOwhvWiu0zxEeAKoikpu3kgsy+yMhRyuFXnVjIOiYBaXYZT9E/w6B4TE6ewqgunSBJdP\nMXlwm8L3FhxZOOrnZ0h+88HQYz8BKnNgcZnk+tcFNy/rLkBTKcnKlQqhEDz6N6hvUGhtFXTUiwTQ\ndYnLBWVjJYsXWUydBuddJHH3kdS4Mkfw1WNgU7Pkx+sVlpRZnFoBFYGjL0Ita+Dpp3Tdhd6DZTkY\nLM7+kVOKzz+Wn9zs5JSTLC4434uuZ4hGG1lX5eTWjQVcVJliqruFaDTr0psVuAqmme6M9VPVrBUt\nk8kgRNerpKg6KSOGLlxkRbLEsiCeiPOHu3/OKScsIZU2Oi1wigK6phFqjyGtbDupVJrCvCAOt5cP\nN20hFmklP8eFsDLZ+pc5PhoaYuTm5DB+4hR2bduIN1jEqFG9v0ORtKCuHe7+0M2ZY5OcNyGF68Ds\n3+PSyaQS6J5+ir92XGOHg4KiMgqKyqjavZV9u7dSXDoSp8vTzbIohEJ+USmq2vs3Y8LkmYTbWgkE\nc/u0TO7YvIHS8jEEc7OC2rTg3u35HFMsKfKaHJ5g6GAa66sZN3nmgMY3UIQQiG27st+EwsJ+rarB\n3AKCuYe6Kz/+5AucdvLJbN62h9PP/CSqmn14vf4CpCX/JSWnWloaSSZTFBWVoB94mQwjwx/vvZVY\ne4hpSz/OklnzSMZCZOK1fO6yc4hEE6iqwONyDti6bItPGxsbGxub/wCklPVA/YG/o0KILWRF5VnA\n8gO7/QlYBXwTOBN4SEppAHuFEDuA+cDbh7et9JHkQlFUpJSEw/X4fAXdROpQcK15FelwYuYXH3Fb\nw0E6ncDp9Hb7fUGJwvN7IZqR+PupwdgXFf6smL3vI7hi6tCErKbApyZDwCG5drXglyskOQfdCl2H\nlSth1aruk/2cHMkJF4U4e5KHgskaI8shGLBQ1IH7E08rgNuWW6ytE1z9kuTyGXDGGNCPoofgcNc+\n/PGPdHQdfvhDC49HQ0qVV5tLWblb4bsLLKblu7GsUsA6kBhI7SwN0yE+FUUCAiktkLLT6iUUSSoW\nQ/U4EEKwa+8mHnnwIaZPreTTl5xFxahyLGkhDgglYWUtuX6PByktBKDnZD0MAv4Ac2bNQAiBZZls\n3fQuJSPHU1paRlFRIXt3bsHhcDJhyizWvvpUN/FpmhbtGZVHd3i5f7ODxWUZPjEpztR8s1N4AuQG\nA0TaowxMeh7KqLGTSCbitDY3sGPz+8ycu4yc/KzFrq21CbfH26fw7Ghj20fv4fMH+9zXG8xH07s6\nHkkL3mny8+jpjYh/UdXIZKgdb0Mj1iurUC67ZNDHH798IY+u/Ac/uPEX+HxdC0RSWkTaGgnkFP3T\n3W+ff/Yxpk0ezcsv/p1zzrkCf9DH6tee5byPH0/5iDK2bNnKCy88ihEP8bETlwEdLt2DwxafNjY2\nNjY2/2EIISqAY4C3gGIpZQNkBaoQoiMqcASw9qDDag/81g29n9IJQghyc0cQDjegaQ683iNLDCRa\nmsDtgrKSI2pnOLAsk3Q6jsPRfRLld4BHl3zQJFh2BJ57qgI/WQLfWA17IzDmCKqHnFUJ7RnJDWsE\nV86UTD7gXakoggkToL3doqgIFiyQGFYbl3/Kg9ejIjk8kcngJ+2FbsGZlXBmpeA7b8L7jZJLJgnG\nBo9OPGhfNUAHy3vvWfzlQZ2f/tSiqFhgWrCqRvDUHsGvVkiCzqwozIqgrsEIoXZaxHfu3AZIXE4n\n5SPHdDuHQBAKNXP3nT9h0fxjuPWmq3G5+5Z2uqZw+L1QFAW3p2sxZMacJWz76H0aa3czsmI86VSS\neKwdI5PBdVApGsOCDxp1Xq7SebXaydLiGK+eH0HtZZFBUwafwOpgXG4PZSPHEI2EWL/mJabPXUo4\n1EwqmWD67MX9NwCUjxpH9Z7t+AI5OF0ufP6s63IqmcCyTFqa6kknE3hHVXQe05JQmFlokOfK1ljt\nEK6HW94sy0LVhl/qyPYorsceQ6TTOK66DmPyJJg3e1BtmJbF0qXHHyI8IbvY5/HlkEi04/Ue7sbd\nudQx9M73gGWZhMNtBPwejl82j1EjCnnqybtw6gqlxYVUjl2AqqrMmTOLOXOO/Hy2+LSxsbGxsfkP\n4oDL7aNkYzij4mDfvyyDnrHf/oubOv9etGg5ixcv73G/QKCITCZBIhHBfQRZGdMOF1KoGEp3K2oq\nBW1t4M6FwGGGr1hMEo0KykoNTGt4pjCJRBhN6z15ygUT4PtrYGZh9/4MlvPGS/6wCb6zQOA+gu5f\nMhFmFUquWSW4bq7kxJFZa+o3v5lNypOdg8exTHC6VOQwT1YBvr8Q3qwT3PZutiTMtXMgd5iTIx/J\nM3Y4t9yisXSJ5PxzLfbHBH/dCmv3C351nCQ4QGP+00/+kamTxtHUHOLiy647ZJslIRJNsX7tP7j+\nms9TPnL43Mk1TWfqzPkkE3HSqSSl5RXUVe/ByGTw+QOEWpsI5hbw4EdOHtjs4ntLElx5TAKvLvv0\nagDwe4di9zwcwfJTzsMwMuTlFw9K8Hn9AZob6wiHmsnNL2bn1g2EmhvJLypFSigqLScQPHSxa1W1\nxpS8FIZlkUmn8fu8Pbp8hkPN5A9zPLlhZFD37ENZt77rxxdfHrT4/PgpJ3DvX/7e4zaHw00mk8xa\nxA+5f1l37uEkkTZ587V/0LR/JxecezoA4yvHML6y++JKX7z2+hpee2PNgPa1xaeNjY2Njc1/CEII\njazwfEBKufLAzw1CiGIpZYMQogRoPPB7LTDyoMPLD/zWjWuv/d5Az4/DkZ2smmYGEKjqEKYSsxYQ\nufM+pOroJou2bYMLL1S56UaTCy86dNsrrwiuvlpl1y5rWEqCZjJpUpkYed68XveZli8o8wme2WNx\n0QRxROc9plDw7F7BEzstLpo49PhPRcDUfLj3ZMl31whyHJJ5JeA8SERFowk8nuBRqxvoUOG4kbCo\nFF6utvjWmwpnjIVlI45cpAOEw/UEAsPjlr3yCfiwGu74q8WvN8O2kGDZCItfHQel3b2tO6mt3U1h\n4QgcjuyFnTF9JhecdQJPPfcyb775CqNGjaWkpBRdd6KvfZWJj/2Rgv0G7tNOGJZ+H47L7em0pHbE\nEFqmydZN67n31T28bi7mOyNeZLxSikz4iCbAF8hF6eOhjSeTQxaglmWxbdO7lI8eh+5woDuGduO9\n/iDxaIS8giI0XccfyKVkRPfaRB2W8PebnFw7J4rLodMWieJxu9G07qZ380D23+FEyxjw/Z+gxONd\nPw6hlIvH48Ghq2RdvJVu3xVV1TDNDJp2+MrI8CwkCSzq6qpZ+fcHWLH0GD5x1uVH1N7yZYtZvqzL\n2v2jm2/rdd//5EqmNjY2NjY2/23cC2yWUv7yoN+eBD594O/LgZUH/f4JIYRDCDEGGAe8M1wdEUIh\nFguRySQGfawxeizJ+SsQau8TqZ40U7RdkjWqDM8ELJ2OkRPs3zJyyzLJhiZBwjgyq4NLg+/Ol7xU\nBa/3uAwwOEb44IYFklvWw10bun7viFccSh3MweLS4PQxCj9ZAm0puGZV1rX4SDAsyBjpYenfhr0x\nvvFbFd/lFroC54yDu0+UfGqy6FN4AhQWlh8o02EBEgM39fX1nHriCsaU6uzatpbf/Or7PPa3P7Dx\ngdsJPvRXyna8iactPCx9HxCKwhpjPg/HTuTWZSEWzJ6G1xcgGgkTjYTZs31Tn4enUqkhn7qttRmh\nKPiDQ3fDr63axUfvr+2MFw0EexaeHbQkBO83ahR6sqVr8gIe4smeS620R0IUlQ5zQrPHnkR5663O\n/8pAAOPsc4bUVKgtStrs+Vvmcvl7EJ7DQ23tPu77/c+or93INVdeyrLFCzvLAA1nSZresC2fNjY2\nNjY2/wEIIZYAnwQ2CiHeJ+t/9W3gZuARIcQVwD6yGW6RUm4WQjwCbAYywJU9ZbodKoqiZksDxENY\nlonT6ev/oK7R9LrFMsGysv8OR1XBMLvHdg0Fw0gPOHbVrcH0Anhun+DccUd2Xl2FGxbCtathbBBG\nHmEVm7FB+NvH4bcfwmdegKuOgWMKJY4hWqGGSp4LPjkJpuXDt96AUQGYGIR5pZIxQYFvEDVOhTQQ\nDDwx096IpP2AVq1uF9TFBB1P+tptHpZebvLzsyHfDYNZuOi4hioZpBAsW3YS9953G9++9gvMnD6Z\nmdMnc/6ZJ9IWjlBf4ITVa3E1NGC+tAomTRjweYbC2/sdrKtXkRLernfx3IVt5B1UEskfyCEea6dx\nf3Wf7TiGUMRWSovG/bW0NtczcdrQgwANI0MyEefYimP0KwAAIABJREFUk88ekIVeAvd84OSUigxe\nPXuDnU4X6Uysx/0t08DrG74yUTKVQnn6OSgqwgr4kX4/1jevRassH3RbQsDCudNY/9YrLF7Su6U8\nEmnE7+8/o+5Aibc10VC1nqu/9Omj9o1Ip/teOLLFp42NjY2NzX8AUso3OTgTyqGc2MsxPwV+erT6\npKoaPl8BppnBssxhyc6oqNkyFKmkRMqs0DTNDKqqY5jQg3fdoLEsk0ikkby8gU8aTx4Np/5dYUGx\nxYgjnM9WBAT/Owd+/A7cebzs0y1yoHx+OnysAm56W3DpJMGKkYPPQjkczCyEe06SRNOClqTkvo9g\nR0jg0uCiiSZLyhSK+/PyNNu61ZZtScIbtRa6IvjLVoWq9uw1Sxng1iXzirOrFUUeOKcyG/f68jOS\nuqdUHrvHxOse+jU2ZFY5u1wazc3NWJaCqmbFjxCC3JwgwROOw1y0EO3Z5+CRx+Ernx/y+XqjY+3o\n5b0KV60Kcu+pIXKcksunxgk4uyfbeXfNy8xZ3LcLsGEJmlvbKMjrvUbp4UTCIdpCzUyeMW/wgzgI\nTdNRNe1A0qD+rW4ZS/BijYeHPh4+xGXd5/3nPOuZxibcb63DuuF65AXnZD9U7oG53Hbcu46syQAr\nli3k4ZWvEA63EAzm93jccFk/1zXAz9cLGmKFCHEePJh13z9Q5YdLp6T51vwjdFkAWtqiZMy+SyTZ\n4tPGxsbGxsZmyAgh0DQHAouMkcIwDJxO95BjDS0LpAXPPa9SUysxDFBVB4YBe/cIjIGXfuyVRCKM\nz1fQ/44HUeCGO44zeHCbwrVzjixLKMCCUviwGe7ZKPj0FHAe4YxMETAqIPnf2Uke/tDgzf0+PjFB\nMsovjmo5lJ7w6VlLZ4lXcOuxEEpJatslr1QrXP+6YFyORBMCXZVMyeOQ8h9v1wvSmVxQVHRFkLEk\ntdGseB0TUNAUwacmW8wo6LoBLg3yXIfekFBI8sCdGhdcYOHx9HyzMplUZy3RluYGtm/bjGmmMSzB\nsStOwO3sYZVBgBAmh0euCZeDzKmnoT37HOqWLaTfeAd16fyhXcBeiGYEt7/npSGm8+x5LYzymwcE\nW/fxxdrDTJw+D4+375USvz9ALDo40RHMySeViNPcUEd+UemQrHJSSgzDwMhkUFVtQG0kDUEyYxF0\nHFrbM50xURQTXdM72969fdOwxjtLKdFv+zVWcRHykxeBM2s1HMjILStbricRjxJpa8EfyMXn8ZFB\n4iRGU0tDr+LT6fTS2lpNXl75oMeTNrOi8/EdgriRwb/hfv54/VkIBBLZWfYnacAt6/zct9HN5VNj\nQ3a/TWcMPC4HblffFlVbfNrY2NjY2NgcMRKBqjqyNQZDTfhzi4Y0gVEUQMBrrym89lr37foweIpJ\nKXE4Bp8kZFGpwuM7JNtaBZN7nisOik9PhS+/kp38XT24ZJm9IBjhSvDNpR62huHkx1XmFFl8ewEc\nUzgc7Q+NXCfkOgVT8yFtSTImgKQhLnl6r8Q8yMV6WoFgxYgOtZw1yzjUrCVTE5BN7tz/c/Wn+xWi\nUTj/fNmj++7bb7/Onb/5KcuXLSZjgGmaXP2FS3G5XUQi7ax8+q+cfW6X9fK991cR8JcAAksqCCm7\nPd9Ny2czChCZDNqf/4IcZvH583U+ohkHvziuFV2Bvq6DlBYOvX9fZ02RBAODN+UXlY5k9/ZN5BYU\nDympT3bRSkNKmS2JMoA29scUjq8wcRwWK+7QNarqmhg9Iltlqq56N8lEjCkzhvf6a395iNTNN6M5\nB/4RaqqvZfeOTdTX7GXmvGMZMbqS2qpdbN24Hs3hoLw4yL33/Zobf3hnj8erqobbHSQWa8Pn6z0x\n2uHsboMb1gpihuS7801S2x5n0uVTGOXvqlnb8fxKKbltRZhb1gW56Y001y408Q/iO9vSGkJ3uLI1\nPwfgXm+LTxsbGxsbm/9yEgZHVPojSzYTrNPpRlEEkUgDweDg63haFkgJt9xicP75kg4bkwAe/Rt8\n7/tH1tFUKobb1U+mmT749FTBbz6U/N+x4ohrW+oK/OY4+NE7cNu78OWZR2YBlVJiSYGuO5leAB9+\nyuLdBrj7Q4FTg9PHSI4dkc1U+69AiGw90I7r5nMIrjqmB6tdLITHkzPkOLf2dvjbI4Lf/M5kxEH1\nWU3TYN+eHZSUlqAY9Tzyxzvw+rrKuXScz1XoZMbkSp5+6q8UBKAl1M4Hm7ZTUV7EogULeGf9ehYv\nmHvY2ASaN4fUN76B49ZbUd5eh1m3H8pKhzSGg5FSsqbORSStcfOyFvQBmN0ty+o5a9dhCCHYXVXP\n2FH9v6umaVJfuxfTyODy+MgrKGbbpvVMmblgQOPo3kcTRVFIJRN4vH3HjFuWpCGm4lC6Z4Y1jAzt\n7RH27mph366tVFROGnKfejk54o67kcXFqCcfO+DDWpqbaAs1c8z85Tjmr8DSNFRVpaJyMqPHTkJK\nibQs8l54C8tKoyg6PS0oeDxBpOwhCP4wUia8tR+e3J21En92qmRxGby79lkmjxvNxPGVnfse/G4J\nIQg44cbFIe7b5OWbqzV+uDRKnqvvFAGGYRIKR/D7vLgGIcht8WljY2NjY/NfTn0MxgT732+g6LqL\nYLCEjJUkk0rhcQcYaKIXRcn+s0xxSOkQgEAwm3TINNOo6uBNoFmLp+eIkndMzQcFwV+2CK6YduT5\nm3QVvrsAvvQy/H4TXDlz4Il2Dsc00zj1rj55dTi2HI4tl2xshuvfgHs2wi3LYJR/6Oc5+gz9ukop\nuf0XCqNGwfzDrMmqqjF23GTCoTpefHUNO/fU8OXPXtxjXcoFc2cyf05XPy6DbhajwykqzIcTlsDt\nt0NVNTQ2D4v4bIirfP5FP8+e24pTG9hNi8di5OQNzLVc1XVMy0JVeharUkqklGx6700mTJmN2+uj\nuaGO3ds34RhCmZGONndv20gwrxC3p//FIEUR7A6rnDamK7u2lJJ0OsXOLR9QMXYKaVSWV07mw/Vv\nsGv7JionTBtS37qRziBefBHjM5ejjOj/fkopWb/mZYpKyxk/eWbn74ev+QghePbl15i65HQUpe/v\nmZSSZLL3+spSSu74QPDkLoVbj7WYX9L17EojRuWY/hNDKULw2elxfvFukLOfyOeek9uYkGv0+J2I\nxuK0ticYWZw36O+pXWrFxsbGxsbmv5wNzUenXU04EAii0RYsyxjQMZYpsSzweLoLkI6qEEMRngDx\neNuQjjucnyyFN/dL0sMQfwpZC+hvT4CGONy8TpAY2KXqhqJoaHrPk9PpBfDEGVnr6m3vCn66TlAb\nPYJOH0UymZ5LZwyE114T/Ol+hauuNtC0nkVsMLeMceOnEgjkk8pkBtV+XxPtaDyJNX48VmUlWBbW\nnX8YVNu9cdMaD7ctDzMq0L/1q4N4LMLhIj7U0kQm0z0T6ciSPNqjXaIuHm0/ZHtt1S6q9+5k4rS5\nuL0+pJTkF5Uya8EKph6zkIQBa+t03qh1sKlZpaa9f3nRHmnD7fGRSiZobtzfGXt7MB2iV0pJVUTh\nxX1OpuZ33a/mhjo+em8t4ybNxBcI4DyQjWzG3KXk5RfRuL+mx/YGjcuJfOoxlK9f2e+uUkp2bf2Q\nGXOWMHrspH73f33tRlbMXdzvfkIIUqn2Ht+NuqjkB2+BZcCL51nMP8iIHQnX43YqaD0ssPTG1+aE\nuf+0Vr71eoDfb3STOeixsyyLUCSO8/+xd95hdlT1/3+dmdvr9t6y2Wx67z2B0AKh2xD8CgoiylcF\nBfELYgUpKmDBLiKi0oPUkJBGEkjvZdOz2d7v3r195vz+uJtN2XZ3s6H8nNfz7POEO+ecOVM57/k0\nq4WCrNT+hVb0uYeBgYGBgYHB/1c8s+fcjCuEgt3uweFIpqmpCk3rXVUpatx9NxDovKiJhCWRaP/M\ndbFYGEVJLLFJb7jMUJokWHm897aJYlLgu1OgLiT7dT2E0PD56nvMOGxR45bQB2dJCtwa97wnOHz2\nCS4HFCklimLu93V6+SUIBgWjR3WfNCUQ8LN48XMMGZSGw959ptRTax8mMh+fP4CSmow+fSooCqZl\ny5DlFf0SPFJKwjHJX3faKE6CC4r6JpIdDjenehv4mhtprK9m24bVlO3aQnXFMSrLDxOLRWlpqicQ\niJcrqak8xqH9O3lv6WIqyw+z/r2lpKRlUVhcis0eT1N8MlYQyn0qty1x8rVlXu5Z7eGrS5O5+mUP\n+xoVYtrpx30ivrO+por9u7eSmVtIdl4RR/bv4vD+3bT5W7s8V2FN8IO1bsYm+3CY4+P4WprYu2Mj\nYyfPxmqLX0O7zdrRPyUtE5PZxKH9u9B1vX+isx/UVVfgdHs75tQdJ+4pl8eLUHsPlBRCwevNIRg8\n+cBKGfdaueEthcmZgrumclooQCjUxgvPP81FC+YmNPdT7/Uir85vFzTxxx1OrnwljfXVJvwRQXWj\nH7tFwdwHMXsmhtutgYGBgYHBfzlSCs7G1bE3FEUlOTmHWCyMqva89ND1+FQsls7zMZvBYu7fPFta\n6khKyexX3664bpjkK0sFBR7J0MTKhfaKwwQ/ng5ffVcwNl1nSlbiAiwYCqPaEyum6TDD9cMVhqVI\nvrNKcPu4eCzox8ENV9Oi2Gx9qRl7op/k9dcFr/4nvvp+6UXBDV/o2kXWYrHyxRu/RkNTK++t+4C0\n1FSGlZ5lAddTkNd9FvHXvyEaGoiu3YDy6Sv61L82IFh21M7qCgsWVXLPlNY+Z1cOhdqIRT1omp3a\n6nIaaqsoGT6OwUNH42tuJBqN0NxQy87N68gpKKbyUBlJnim0NDcyYuxUFEWhsb6G8VPnYO4iy5cQ\ngl9ucrKxxsZ1Q1t4oqANtyUuiCr8Cj9b7yTTFuHL4yJkOyX+1hYqjh3CZnfidLkYP3UeiiKoqz5O\nTkExqmqioa6K2mqNQSXDAYjogrcP23i+zMLY9AjfmBA3wdVVH2fHpjXMOG/RaS7TkWiU1rYQ6Slx\n639qejaKYuLIgT1oWpSAv5Uxk2b17UT25ZwHA+zbuZHZF1yZcB9VxP8Sbq+aiUZDmM021lbF6/s+\nOEsyqYtXW9m+HcyaOqbfH3KynJJ3P9XAiuMWVh7SeWa7jeqgi3GZOtNzNebn989DwbB8GhgYGBgY\n/JdjM8GK44m79PUHRVGxWBzouk5DYzkK4S6tEaNGSVauinHFlZ3nc8lCWLGi776u4XAbHk8aqkhM\nnCVCngu+OUHy0v4BGxKIC8O7JknuX6eyra4PQlsL4LYmng0TYFIm/OVCyVO74PGtOv4Ip2We/ShQ\nFBWzue9xhC0t8MADKpFIfKG9dp2Crne96DaZzFxwwRUcr/Cj2It44bU1PPfSm/h8vi7dP0/lhOtm\nRIOYBm1RqA8qHGlReHh7Fov3WwmUDiM2LZ7wRnlvLcR6PqlSSmI6VPkVntpl49KXUjnWqvDQ7BYe\nm+8j05n4faDrGtFIBCnh9Zf/wQcr36S1uYlR46dja7fGeZJSSE7NYFDpKMwWK6kZuYyeOJPyw2Vk\n5xWhoxDTwZOSSQwTbcEwkahGdXUVe3duYXu1xrR/pIGQPH1JPZcOjnZkRxUC8tw6j89vZXCKylWL\nUyhvDFN+9ACBmInC4lLSMnLYsGkzb7y9lJaWZhSznfc378bpSSUnr4h77rmLV197g3pfmLcPmXlw\nZjO3j/OjEKO+ppJQKMiUuZdw9OCe094hFrMJX0sjsdhJD4vk1HSKS0cyZPg4Roybxo7Na9HOqEMZ\ni0UJhwJnbR0NBQPkFZX2qY/P10xTU2JxD0IIHI5kWjUrv9oKv94qeGQ2TMnqXPopEonw/polTJow\npk/zqa6uxt/qo/x4BaFwmCMHdpPdsp4vDKnl8QsC/PYCP+Mzozy6wclX30mmOaj12Z1ZfFhmaAAh\nhPww92dgYGBg8P837QlAPgb2mk8uQgj55ReizMjRuKjw3H+TllKi6TGikSCqasJicXTTTh+4On0y\nhkQdEJfbE+gy/vf9dToPzBz487a7AR7YIPj2RJ1x6b3Pu83fgtPVv6xRLWH4yy6o8IMqBPdOlX0q\ntTCQ1FSXkZYxuD35TeLX64UX4M47VWKxeJ9BgyRLlmg4ur69TiMWi9HU1MCf//gQGWlJ3PXNrwJd\nx3eurzKxqcbK20fMmITEaYFMp45VlWSY/bRKJ4cawb3kP1y1+s/MFcfRl/4H4e06FhcgEBU8ut7O\n3mYrnxoaYFZOhGSbjip6jjHtim0bVmOx2nC4PCSlpOFN6rom0Mv7bUTCYXYcLMeSMYwcWxCT2YYQ\ngmXHFALReG3ViCYI+RoQZju+1lZSXGZKkgWXDzcxI++kyDuRjAlOZF0GXYvxzIpDZDoVRudb+fs/\n/sn/3fNdAP78l79QmJtBTJoIxWDqpPH8/s9Pc+/d3+Q73/shX7rhU6QkJ1FfVwtaCIfLi2qy4PYk\nkZqeSSQSYfvGVQwqGUVa5skkQNFImGBU4nF2/QGjpvIYCEFmdn7Hbzs2rcFitVFUMhyrLYEb5hQa\n62uorSoHJG2tPsZNnden0jMHDh6hKeihaFDvolURMVZXmPjlJvj0kCgXF5vxdPOc7ty9C4t2lBlT\nJyd8D9XV1fPcS4vJzs4hxevA1xbh1ddeJyk5lUd/et9pbQNReOuQmRcOuPjZ7Gby20u4nMCSlNPt\n/5sNt1sDAwMDA4P/ciZlarxQZuLCAv2cu14KITCpZkx2M21tTQRDfryedM4UGgMhPKWUBIMtCJMV\nu2VglzyKiP9ZVTFApWpOZ0Qq/GCa5NZlCj+fozO2FwGqiP5/3Pda4VvtmWH/vkfj1mUKP50JWY64\nVfzDxGxxoPYQt9oVhw9LfvagicxMyM3VmT9fx+sFszmxmqAmk4n09Ezu+u7DbFq/ghtvu5upU2fy\nqUVzSE7yorSblZYes/KVdzx8ZUyU313QQtYpFskTwkuINqSU7MqazNOhFr6bOoEnGx2McEokgk21\nJjJOSaa1psLMmwfgosE635/ZdMp4fRee8eyvIUZPnNUx51PRdZ2yZjN/2Oai2q8zNtOKsKWwYfVS\n0rJyGJKfTVQXXJwV4dJBYaTFyf4tq5i8aAEQAawd+9m24V22VQtUk6XjnRFs9REOB9E0rb10iuD8\nkgIysnKwO1zYT/k4EtFUklw2qloVFl08hzUfbOHO228BBGnpWby7cjW3f+1r5OQVdnGOBVarleGj\nJ3P86AHsTicOpxshBGaLFX+ordtzFA4GOHakjF1b1pGRU4CvqYHhY6cQi0YIh4IJic9IJEw0Esbf\n2oLf18yw0ZN67dMdf3r6Wa7+9Fd7badLONRi4oktgsfnS1yaD7c5he7u76KCfDau29Sne2jt+k1Y\nrXaqqqvJyR7Djr27KMxNZ+vuI53aOsxw9dAoKY4gi15J4ZE5rVxY1DmZVVcY4tPAwMDAwOC/nImZ\nCq/u//D9LZ3OZDQp0WIxguE2HI6kPse29UQsFiYSCZLkSBq4QTvtQ9AcHnjxCVCSBI/NlTy8UeF7\nUyTDevCqtTkGplbODcMVZufAzzdJYrrCTaNCTM609t5xAIhGQwnVMzytjw6/fELBkwR/f1ojLQ0s\nlhPxq30sAaGYmDp1HvnFo3A5nLy1aimzxheQnVfAY5s97GlUWPHpRvLdWqdFvRCCQDCMw25FCMGo\nvDAPbX+Syiofd/sfJ3PRBYR1gduikWKXSBn/eOG16XxnWoxRadFO4/UFXdc5uG8HyamZXQpPgGf3\nOFh+3MJXRzUzJktgUUHTrGjzJxBoa+XQ0d3kZaWxfcMq6h2jUFUT46Z0rmsphGDclLlEwuHTAoVD\nfh91ddUUDCrFbDndJBcIBAiFwrS1+nC6Peh6FJ+vBZsllcWvv012RgrLV61j/LjRfPH6a1m1anWX\n+z0Vq91BelYuh8p2MmrctI65uLuxegLkFwwmp7Ck4z6TusRssaBpGgf3bqds1xZyCgaTkz+oU99w\nOERV+WHKD5dRMmwMTreHjKy8bveVCMNHTiA1Nb3XdusrJfd/oPLzOTq5LoiGXAQCLTidp7/bFKFR\nWdNA9dENXHrR/D7NZczIYWzcuoecjCSOHjvOJQtms2b9VqKy+3CFuXlBXrsqwv1rvIb4NDAwMDAw\nMEgMVYAuFCR6H5frA7FvASYzVmmhzV+P3e5FVc8+K62UOtFoGLe794Xd2TA+C374Pvx6fjxj7UAz\nKg3unSr5xSbBL+ZKHGesA3U9RnNLDSnJuQO2zyIvPD5PsK5K5yfv27m2VOezQ+MlYc4luq6R3Mfj\n2LMTPlgjuP56ndwBOAVWU5isjHitiqGlIzladZQ/Hh1Dq6bzhwtasKjQnahtbm3DYW+3DqalopQO\npnDXYv711FWsvWUrGZlZFKacFK7xWDm6FYuJIqXE72smFo10a4ULxySvHrbzvSmtjMs4uT9VVVFV\nFYslldSghtNlIzOngMFDR/e6X8sZhXhjVhtHD+4mJS2T5DMEVVNTM0UF+Rw6epzRo0YwojibPYcq\nue0r1/De2g8or6ymID+X/Lxcnv33iwwvHdLlcZ4gGGhDVVVMJguxSARxSo1STSq0tTTj9Xb+6CTM\n5i7Fj8lkYuioCezfvZXKYwcxmy2kpGfR2tLIkQO70XUNX3MjOQWDmX1B3xJI9cSSJe9wYP9eFl19\nC0X5+V2+9w63wOPbFP5yYVx4AqgWEzF/GF1qCAQtzY342/zs2PY+JiXKNYvOw3pmoeQeiMU0UtPS\nufaKAuCk0B9cXNRjPyEEMV0wJDkx4QlGzKeBgYGBwScYI+bz7BFCyA/2RfjhOoU/XvDRZZsRSDRd\nJxSKl1twOs8uhaymRQkGfbhcXce8DRTBGFzyksKjc/UuM04OBLqEZ/fGXWCvPWNNHgz6sFrNKErP\npR36SygGj24Cf1Rw7RCdSZnn7nHTdQ0hlIQ/PITDki98QSHZK3ni13GL50Cyv1ny3f+UMyFb4eeL\nrCi9xGBW1jaSkxE3T0spia3bgu2KqxDRKNG//RFxxaVI2XUG3rMhFAqyfcMqRk+chc3u6HL8tRVm\nfr7JwwuL6rvdf3V1Nb7GaopLR/WpLuSpNDY0EAq0kJNf3GO7fbu3MmTY6B5LA52JlJL62irKdm7E\nk5SKpms4nG72791Jbn4RqWmZ5A8qRdd1yqsbKMzp24enwwd2k5ySgTc5lbJdW4hGwqRl5pCelYeq\nqufk2pVXVOGwW3l72WosthQmTroQl8fZsX1tJdy/TvDYPMnIM15lJ6y3Lzz3J0qKMijMzyUrIxWP\nx53wPHUJ/mAELRbBZbdhNpv6fJzfftfCBcWCi4rCHb8ZMZ8GBgYGBgYG3WJV44uQeJzZRzMHiUBR\nVOx2D7quoWlRIpEgdnv3iVp6QlXN51x4Qtzd9vvTdRYf4JyJT0XAhYWSO1YKNB2uGXLSyhqNBrFY\n+p4dNlFsJrh3KrxfKfnlZoVCj+SzQyWjUsWAukhD3AVS9CHcc9UqhR07FZ59VhtQ4RnT4WgrPLxB\ncOngKMEtz6Mv/B9Uc+LZkoUQmGdMQB8+DHX7DpQl76JfdglCHXjzsa7FM47aHc5u2+xuNPONCb5O\noqKpoZbk1AximkawzYc3KaXPwvPUWEyP14uvua5Tm1gs2vFhQVEUhFDQdInSxekItLUSaPOjKEo8\njjUcor62AoHA6Uli4owF2OwOpJRUlh9i/ORZ5OQP4sDeHQAoioJZVWkLhnDa+/5sCCEoHDyso67p\nqb8PNPm58WRJn73mMnbs2MHr//kzF192A15vMm3ReCKwP18oKXCf2VOybdc6dm/bhs2scf7c6Sjt\nJ7Mv89RiUdCjJLmdHf0S6X/imh9rNbHquJ3vz0y8YLAhPg0MDAwMDP7L2VCtAwqJpWc5twihoKoK\nuq6hKAo+Xy1ud3qfFlSRSABFMWMyDVxplZ6YkwvvHhMc9UkK+6eVeyXDEU808vAGBbMiuXoIhLRW\nhFBREyhSf7ZMy4ERaTqbawWPbY7fK3dN0hmeMnB3TDDagtvkRtK7kmxogIcfFlx+WYzRowb2rn31\nECwvh3umQI4tl02RIR0L+z6zYD4akujI0eiREBZ737Kp9oau61RXHGHUhBndtglE4dk9Nl68PNhp\nW2X5YQ7v34nbm0pSagambrJP94aUksbmFg4ePMyOnbvR3nqTm275OqZ2wV5dcYzqiiMkpcSfZT0W\nRu3i60V1xRH8ra2kZeZgNpvRYjEcThcZ2flEI2GsNvtpIim3YDAAFeWHcHlOxj1npSdT2dCGsw8O\nAYNKRrBv12Y8ScmdhOdAI6VkfbWZpctXo0nwWAWO7KHUe03c8bdVzLvgcv6xR+WWMRr5rpPnqa2t\nmZef/xOhiE6Sx8QXP3sVwYjWLugTfw7CoRBmixVVVXE7u7aWJ3IMAh2L2UxffGYM8WlgYGBgYPBf\nzrgMhZcPdK4V91GiKCpWqwtVteD3N2A1u7DYerdiRKMhgkEfHs85MkN2gUmBq0p0HtwgeGS2xG05\nNycy1Sb49iSd76xSUBWdKwa7sdjtH5rF2mMRzMuDCRmS1RXw0AaFHJfk6hIYl057aZD+jx8OhnDY\nkhO6D99+WxDT4NavCvpQ2aJHohq8cQRePyx4eJbEprVxtKyMtrCJfz7/Cp+99vIeP2hkpHT+8qDN\nnY35t3/A8uij6Dd+ZmAmegpS17HaHMSiUfZs34AnKZXcgtNdXmM6uJU2Kvet51gkwohxkzGb40l2\nLFYbI8ZOIRaLoksIBDoL1B73f0o43TvLN2F1eMGaxqrV6/hcoI1QqI2G+npUVWXY6MlosXhsoM3h\nQlFUgoE2jhzYjdlsxe1NormpgWGjJna5L7UHQRjw+8jIOlk+RQhIdff9o0xeYQl7d2wiK7cQb1Iq\naj/dj3tj+RGV3+9yM2LQAgAadAWfohPLzWdsnmDJqlVckd5MXr2D9XUSXY8SDkcpP1bGV7/0eWzW\n+AcaXdPQtDaCoUhHvHF3SCmJxaL4/CGkEKTr0FrtAAAgAElEQVRarf3OKi6EQAhBvlvn1rEhfvq+\nm4dmtyQUv2yITwMDAwMDg/9yzMrJupUfJwEKYDJZcLvTiMUiRCIhdD2KzdbJBw2Ix0AFAs24XGnn\nxEWuJ8ZnCFJtknfLBVcMPnf7SbcLHp+nc+cqhfPyJW6Lyodtr/ZYYGERzM+TbK/X+MkHKpouuHKI\nxjWDFZL66QVsUk0oCSyGN26U/OxBlYd+EKGoaICUJ3DnKnCYJb+YEy8/o+s2CocMo2TEaB577Cf4\nfH5SUrqORZZSEo3FOrmsihP/3dZGdP1OzHMnD9h8ASSS6oojWO0OioeMZPvG9zqJT02HUDCIy5NM\nckoqu7d+QGZuIVXlhxg+dkrcRdhsIRaLYeqjko/FVEwmjZdee5fBpRMpGjSE5e++xowxeRws20Hp\niHGYLW7eWbEKizOJwvzTs8OGgm24PEmkZ+agaRqp6dnd7KlnigYPZ827/yEpJYPRE2egqibMJpVI\nJIzFknjiHYfTzaAhIwkG/Gzf9B45BYNPqwk6EIRCAR5Z6+XhC1sZmRrp8l0VHF+MpmtIXcYfbwma\npvHTR5ZiMtkRQkfTNF59aznL3l3OTTfdyPiRJT2+9/yBMJFoBI/bidk0cM/N54a1srHGy592uLll\nrL/X9ue+mrSBgYGBgYHBx5qYDoqUH7nLbU+YTBYsFhvRWIxAuBJNi3VqE9PD2GxuVPXD/7auKjq3\njxOsqogv9s8lXqvgutIYX3xbsLtB8FHkchQiXutvWrbK85fCQ7MlrRGFO1YJfr0V9jf1Psap6HoM\ni6V3H8lIFP7xT4UxYyXnLxqYBfSuBrhvbbyUzY9nCLztWkVRVGw2O6pq4vLLP8OytTv5YONWotFo\nl+M0tQQ6/SamTACvByUcRu4uG5D5noaMW/2Gj56Cw+nG7U0lGgm3Z9KVaJrG4SZJuLUeq8WCx5vM\n2Mmzqak8xt6dW09L+COEgsmcePBsbV09a9dv5o9Pv8yQ4TMoGhTPhlUyZBS5Q6YwYuw0HE43ew8d\n5cCRGu75wcN86vovsXrdhg6LqdPloamhFovFhtPl6XDT7Stmi5U58xcxcvx0tm9cA4CmS3yt3df8\n7AohBHaHk5S0TMZNmUt1xZF+zac7pJQ8taoSh9t5mvA8YUk88edw2HE5nVitFsLhCOFIhG0792C2\nZ/DXZ97g2ReX8Y27fsi+sv08+tP7GD44r2P8M//8gRBSSlwOK6lJngEVnkIIVEVw12Q/a6tUNlSb\n6C25rGH5NDAwMDAw+C9Hl3xiPke7nMlI6aK1tQ6r1Y3N5urYZlKscI5cXntDSoUMB2Q54d618OCs\nc7u/qWmtpEz1cN9alX8ulO0lQD4azCqMSIVhKRCISf5zEG5+RzA9R/LjGYmVoFEUU7cW7VNZ+o5g\n9UrBU09pWC0SeZY37r4muHu14JE5ktIk6C4f0JAhwyksLKam+ig/fuRJMlIcfP3WL3dsF0KgdrOo\nlzY7AjC/9gp89fNnNd8zUVSVsZPnoLZPfMjwMZQf2U9eUSlS13lv5TIeqDifL0y0k5md1tFv9ITp\nZOcNOs2NWFEENmvi4u+fz/6DnJKZLFz0P6eV9cjPL+KdJYsJBV7nM9deydq1a9E0gUmFXQeO8Onr\nb2Lf5lV4vMlYrDaKh45mz44NjBg79aw8FhSrFYWTrsAWswkUE9FoDLO5f5LH6RqY+rkniEYjvF/n\n4utz2jqEZncIIXjqH8+h2Uowa7WgOPjf/70HVVXZu3cHV6fZmDtrGmq7tTrS/lHE3G5t16WksqYR\nr9vRMd65Iselc8dEP3esSOLFRQ09tv2E/K/GwMDAwMDA4FzhMkNIg5D20ZRDU4TWa5tAIG7BEAIU\nxYzXm43N5iISCREK+Qn4m/tUpuNcoAi4eRQca4WjiSd/7DO6riH1COMyBLePk1z5Hyjro6XxXKCI\n+L30uWHw78skmQ74+nK4f53kd9sFbx2J1yyUdL7eLa3dlwA5QbRF51dPCG6+WTJqlOi38KwLSFYc\n0/nFZvjrTsHDs+OJk3pLRBuLxfjVrx6luqaOksFd+Fbrna3xmM3I/701/s81a/o1355QFAVPUspp\n/60oKrs2r+X40TLq0ucyY2gmN011n1YLU1FUMrJyOyVSam0LoOmJme4LS0Zw5ND+LutJnnfe+Rw4\n1sS3v/dD/EHJ+InTCYZ0vn//w8yaOZt/v/xGR1uXy8OgISPZtnE1jfU1fT0Fp1FXU4k3JY1QOG5V\n9DitRKKJ16A8gRaLUV1xFLenc63Q/qLFYix9911a1QyKQltpaepepDU2NvHvxUuZNONKPnXFIq68\n+ktceeXnMJnMHD68jf27VjG0tKRDeAIgodkfP1Z/Wxs+f5DczBTcTvuH8l4cnRbjiyP9PLS+52RN\nhvg0MDAwMDD4L8djgTy3jr/va7QBQZc9m+3q6o5QU7mvy21msxURUwmGe481+jBIssJdk+DxLedO\nyEciQay2+AJvbh78Zj589z1oDvfS8UMk0wHfGA9PzIPvTBSMTpX8ax98/k3Bp19T+dNO2FYHexri\ntVJPJKLpDiklDz2hEo7AFVf079zqEp4vk1z7msIfdynMzIb7pklGpCa2MHc4nPz4J0/g9aby+pKV\nHW6NJ9Ck6NXlMBzqW0KfvhLTYlRXHqN47BzeDs7kib1F3DAiMdfT9rrJBGKJyYMrFi5AkS2sXbOs\n07aiQaO49MKrGDFmMkOHjSUrq4hDhw9is1rZsmUz765cRTh88po7nG7GTJzJgT3bEjvQbkjPzCEz\nK4+Na94BQDWZCYS6dpPuCV9LI/7WFjKy83pvnCCqyYS7cDaXDDVTOHg4Rw/u7rLd2vc38Ou/PEdu\n/kjy8wZ12h4KwjP//Dflx4933G9SSsxmE5oW5cU34JrrColJRyfr6p33pvHt73dfkudsEELwueFh\n1lX1HPRtiE8DAwMDA4P/coSAAregOvDxi/oU6KSnF1FcMq7r7UIQlk04HG6afVXxunUfMSNTIc0u\n+NNOQaR3o26fsdlcmM0uQCAEDPLCV8fE3X2XHB34/fUXIcCigssCM3PhqYvgjask906VaDosOwYv\nHhB8d3WMfx/LZk+jpDvje02N4M23BPfeo5GVlfgcNtTALzbAzzcJ7l8n0aTgN+fr/OMSmJoNzj6G\nGJpMZixWM8OG5Lcf48lnJiPF06WFSV5+KdIbd980r3y/bzvsI00xF49Vn889b4dxmYL85eImSpK6\nsMh2gy7BrCUmkIUQfOO2L/HG6//ucnvuoBIWLfoC552/iHAohtViJz2rgKeffplAMMaPHnyUdR+s\n7xBQiqJSOnI8lccOoSdofT2TpoZajh87gNebTCgYQBGCtOS+1z9KTs0AKfH7Wvo1j6440iK4Z2MG\nmcFd8ThXa9cxzq++sZQbb/wWQ4eO7pQ9uuL4UQKBALd8+UtMHDcGiAtPfzBEdX0zboeN6kpYscpM\nuKGzq/G69ZI9G8+dj74q4jWbe8KI+TQwMDAwMDCg0A0N59Yo0y9OuFZ252IZCrWC6sRu92K3xxf4\nmowCAlV8+JlgIR7jeOdE+PybsKBAUuQZuDlEIiEQEov59IXrBYVwfoHky+8INAkXF8qP1AW5O5Ks\nkJQuGJt+4hdJKBRha4OZb6wwk+OEH06HAne86qwQICV85RbBlKk6513Q/TFJCSe067N7Jb/aqlLs\n1fm/KZBil+Q4T/Q9i7hCRSE9LZPbbr6m0zati2y3AKSnwQkx1Ztv71ngC8OXl6Rw65gaJjiqSEqJ\n4nT1TXgle1wcq6yjwJ5YgUyJgtvde1zkkNIhPPf8myi6hV89+SBfufU7uN1e7v/hN7E7XDz15KMk\nJyeTlJKOxWZn64aVDBk+Hpfbm/B9rOk6m9a9y6wFV6DFYmzfuJrRE2ejqiq6rmNL8JhOUDJ8LOWH\ny3B7u85w3BciGtz2jpMF6gpmDytESkFmTkGndm1tAQryBmO3WZHIjmRi0WiYt99+FZclyLy5M0hP\nKQUhEEBVXQMup5Ps9Pg8bc64G7S0x9+Dp6KiEOLcBohfPSTI2h62G+LTwMDAwMDgE4AQIg94GsgE\ndOAPUspfCSHuB24Gatubfk9K+VZ7n3uAm4AY8A0p5ZLuxh+aLPn5ZpiX//ETLD1htTqxnVGeQ0iF\nUKiVSCSAy5WGyZR4Bs8Bm5cK1w+XvHVEcOuYgRxZIruJkVWE4EfTJT94X9AWFVw7ZCD3e+5QVIXJ\nWYIXLoODzZLnygQ7G3TGpKlMzNRp26uQXwA3f7n7MVYcl6woVyj3S3JdOjlOhX9fqpPtjF+LgWTB\ngoW88sZ7jB9dTGF+DhC3Ajb4AuR0U4tWv/B81BdfQamo6Pd+dV12W0cxpsPf9zj4zLA2LhoM9bXm\nflsP33//AwquviyxxlInJ68koaZWqxMpJeefvxCFKAcP7mX+nJl84bpP43ScFIYOh4thoyaxfeMa\nMnMKyMzOx+HqPRlVY101oYAfIQROl5tRE2bS0lxHKNBGKBTEm5RKdl5RYscF+H3NxPoRL3omx1sV\nbl7i4cLk/dw4oYik5DRCwQD1tZWkpJ1ej7i2vp4hIydwrPwoZXu3su79laSl5zB1/DAWzBpKfm78\nfpNS0NLcjNvjJiM1GeUUga7rccUqAmbir/7TUc7hB5BKv2Dl8Z5L2xji08DAwMDA4JNBDLhDSrlV\nCOECNgkh3mnf9gsp5S9ObSyEGA58GhgO5AFLhRBDZDdBaal2QSAKDSFI7Wedxg8bXdfQda2TuFQU\nFYcjCavVSVNTBRaLE7c7nunzw7QGjkuX/KkmvlAcqN2GIm04Hd1bYvLcgt+cJ/nCWwKnGS4uZMD2\nfa4wmywIoeBR4/VSx2cAqLx8QPLyHoWXVqnc+PkYoSSdYEzFpMStnI0h+P0OndfKBAuK4c6JOml2\nwbmMKhNCYLaYKTt4jD1lB7j7f7+AoihIKVF6qJEp3S4koO892OfZhTWIaIIDzSaKvRpmRWJW4kZU\nRcRL+zy71wZIPl3cSFX5UaSu487te31KKSXLV69j4cULcDl6fxGYzWYK8hLfjxCCsWMnEQ4H2LNr\nJ8eqWpl78VW89Z+XKchJw6QqKIqCw+lm2tyLAdi4bhlIGD9lLoqqdvsMB/w+Fl57U0cSJYfThcMZ\nz4bt97dRU11BTU01mZk9+23ruk4oGODwgXhM5qGynRQMKkUIpcf9NzXUUnX8MKUjxgOwb/dW/MEw\ndx+6hJ/ObWNmboe5H6vNTnNDLXmFceEeiUYRQrBr7zGGj55HXX0lDZqV0tJRlBQkceF5Mzvck6Mx\njcraJnIzU7qsy+qU8ePfXNeEO82NaP9gocViBLUYlnNQCkqX0BwW3PBmErePD/CfHtoa4tPAwMDA\nwOATgJSyGqhu/7dfCLEHyG3f3NVq6ArgX1LKGHBECLEfmAJ80NX4Sda4SCpvlZ8Y8enz1eDxZHS7\nXVXNpKTkI1HRozF8/io83ixUtX+1BPtKpgMq/AqtUYlnAIyvuq6hoKAqPZvyrKrg/umSe95TyHHK\nU1xcP574fHV4vZmdfi/wC96/VwUf5F0sWFGl8vyheEIcKSHVJjm/QOFrY2W76PxweG/1Sj5/5XT+\n+uxitu3czYSxo5FSoms9BPjOnQ1PP4saDZJouiQpJRtrzDyywUWxR0MoEpMCbRFBa0Qhz6ORatM4\n3GKiLmjm8flNtPqaMZks5OR3TlSTKPff8y1MfbCORUO1RCLBhOq0nsBisXPhwmuoqKnmvHnn8c7S\n9/EkJ5HsEiy8cC66Lqmrb8DltDNx6nzqairYv2crBYOGdmsF9TU3drs/k8lEOBKhKK3nh+H4kf0c\nO1xG4eBhjJk4E13X8TU3UFNVjq7reJNT8XhTOvWLRqNUlh+msHgYNVXlAERcxfzfzmxuHhdmZm48\nFl2XkvLjlWzdsoXCrCRisRi79+xj8VsrUU1Wxo+fzv7dq6mtq8YUDDBp/CjGjx2DrkuEgLZQDKRG\nUVZqJxfuE+I0JOPvtxuuGoLFEvf4VhWIadAWg9mTBjYuXpfw6gEriw/auGNiG5cU9Zz5zBCfBgYG\nBgYGnzCEEEXAOOJCchbwdSHEDcBG4E4pZQtxYbrulG4VnBSrXaJLsH2E9SL7gt/fgKpaUZSelzLK\nCaFmMeH2plJTXUZKWiEWs7192wkpMPDixaoKohq0hBkQ8akoKi5X54VvV4xIEfxsls53VyvcPl4y\nP++chhv2m3jG2M6mmHAY/v6UwvHj8esS2Sy543ZB/DqdKd8G5toJ9PZkKT2PZ7GYyc0fxEUL5vH4\nb/7E3/7weDyraE+d2mNBNU0kbPn0RxW+s9zOY+e3Mjb9pPvkiay071dZKGtSmZkV5uphrQBE1TR2\nb/sAV1IaHrc7IUv/CdFyoq3ZbEHqiWfKuuyiufzuz0/ymeu/gt2eWCZVIQRJSSl861v34Qu0cOzQ\nIYLBAEeOHKCpuYW3lq3lneXrGFyQQXVtLcOHFHD5pRezbfM6xk+ehdliRVFOL61kd7o7lY6BuMXP\nbDYRbm0gEo5nij61naZpRCNhqo4fxmS2MH3ewo5xFUUhKSWdpJR0dF1n/+4tNNXXUjh4WEf/lqZ6\nDu/fxbgpcwEwOTw8ucHOmxVOvjW9lczmDbz9bivr1n1AVDcxYsQIRo6azYqlz/P6qj2MGj+HrOwc\nGuob2LNzLbfedB12+7SOa6NLncraZgqyU3HZzUDXH8+EEMQ0DasSF5f33dNGUtiPmutE08047AG+\nd1/SgLndSimJ6oJDzSpPbnPyt0uayHLGY7V7whCfBgYGBgYGnyDaXW5fIB7D6RdC/Bb4kZRSCiF+\nAvwc6CE6rnt04gL0444iYmhSx+vum0nPpDrIyR1JONrWYamJSQXLORLcioCrSjReOqDwjfFnN5au\na8RikT5Zl4anCP5wgc5PPhD4wnD1xzAGVNdjqOrpy9HGRrj3XoXFi08ukjdsOPeWzcTrhsYfkskT\nx1FSXEAgEMThsJOS5Oq+y9jRYDZjWrIEPXgf2Ht2L9B0nZf2O/jKuBhj02OdRKQQgmnZEaZln+5K\nbjabGTtpFlUVR1GFxNVLMqAzvfCFENisZvyBEPYEE/S4XC6uuGwm77zxNPnFE8nMzCKni2Q63eFx\neBk1Kv6ATJ48k83bN6CY0rjt63fw+st/RZeC1rDKk0+9QrLHTFRXyM7KoGTo6NPG8bc2I2XnRFuH\nynYSiUTwJqdx9NA+kJCRnUdyaga6rnHkwB7MZgspaVl4k1O7naeiKOQXD+Xowb0ARMJhjh7ag9uT\nwphJswEob1X43TY3JkXjifktRKq2c6BWp6h0Gl+begWnCrOZ867BYrGxbev7NNdX4XHY+Oynruo4\n76FwhEAojMlkJie996ROACZVJaTEr+lnPuUjyRPBJALY7HaklPzq9zHopRxQomgSfrTOhSLgtwta\n2oVnAnMckL0bGBgYGBgYnHOEECbiwvPvUsrFAFLKulOa/BE6wm0qgFODsfLaf+vEz3/+IwCO7Bds\nlnMYsXDuAM98YNGlqc/C81SsZieY44KuzVdFzGrHbk86J/GgWU54+YAgGJPYz2LVFYtFurQQ9kam\nQ/DD6ZL/XaEghOTy4o+XBVTGOCVmVxIICB57TOGD93Tmz4NQGKwWmDipK4vnh4+UOqHQyZqy9333\nzo5/K6KHE+t2gcOOqKggsnYLlvOn97ifmFRYW+ngJzObu70ve7pftVi0ow5pV+3CkQhPP/sidY0t\nXLFwAdFwmMzMNLKzMjGbzYhQ4kVjhRCUlgymtGQw72/YxKsvvko4ZuKaq28gr3BwwuOcYMyYyfFj\n0GLc+KXbeOwXP2Pxm8vw2hXcbg+P/+Z3DC7K54Hv34UUguGlQ7DabBQNHsa+XZsZNmpix1hSSjRd\nZ+S4KQAcr24gNzOFst1bqauuwGK1YbHayC9K7MuMxWIl4PfRWF9DQ101eYVDsNkdSCnZWmvi6+96\nuaW0msLgVraurOfA4XK++KU7sZrjSXgi0Sh7dm5nxKjRFLXvc9k7iwmGw1x1+SUkJSWhaRqarhOO\nxEjxujvOcaKI9sdElwKXw0asvfyUoiiYUNG1xEvvdEcwBg+vdxHT4Wdz/KxcvZZ/vNdTjtuTGOLT\nwMDAwMDgk8NfgN1SysdP/CCEyGqPBwW4GtjZ/u9XgX8IIX5J3N22BFjf1aB33vl9AHa8LRg78aNf\n4PdENBoiFGrFfRbi8wSKouL1ZhKJBPD5arHb3VgsjgGY5Ulm5ij8c69sF5/9F7fhUACnM6lffVNs\ngkdn6zywQSDlx8sCKixg1uLnvLkZvvY1hYoKwYv/ilA0wsxHUSqnJ3Rdx9Xuznqm1bCuyUdORjdu\n0V4P/osW4vr3P7H86ffQi/h8fp8TlzlKik2jP+cgGol0siifykuvLWPU+AspLCzkSFUdVlOYPYer\nWLJ8LcOHFFFZXcuVl13U5/1OnTSBaZMnUt/QyNvvvsfa95eTWTSMuVNn9Xksk6ITlG4uXnQd/uAz\nHD12hJtvuZPpM85j754tHKwKkpKRwYr3d9FQfZCxQwuwJ2Xzh78+wy03Xs/h/bt4Y/kmstLcFJWM\n4JXX3qSpuZXPXns5rYEoby5ZyojB+Vx57ef6MCuBrsWQUqdw8HBqQlbW7LPyygELmU6Fh2e3oh3b\njtVbDLU+zCYLelR2eMo2+vw899wfuLv0lzQ3N+H3+8jOyWH/vjq8Xg+V1bV43G7cThtWi7nTPZYQ\n7e4ripDtrrg69c3NHaVYBiID2b3vuUm1aXx7ehsAc2fPYO7sGR3bf/LQL7rraohPAwMDAwODTwJC\niJnA54EdQogtxM1A3wOuE0KMI+41ewT4CoCUcrcQ4jlgNxAFbusu0y1AVI9nzTR9jKxiXREMtvZb\nhHWFoqjYbG6sVhe6HotbSrQoqmpC9GTJ6gPjMuB4qyCln4mc4slswj1mU+2NLKfgB9Mk31ghCGqS\nz5aKj4UFVGoSk8mC3w8PPKCyZYvgiV9rFA7/8MvjJIIuNUyqtUMUnGpZVHpKBKUoyOIihJSInbvQ\nQyFEN2VZIho8X2bhB9N9dFNZpVcsNieV5YfIKxyMyWwlFg1jtcVFvq+1FbfTQ3HxEBRFYUjBCQeJ\nEgqGTeaZPz5OONBIKKyzaOH5OGwnYwx7s8Cd2J6aksx11y5E13Vee+NtysszycsrSdiCpwgNHQsu\nl4XhJeO58cuZ1NUcZdy4yRQUDWLmzPlkZWVht8ctg+vXv8eba5cTCu2ipqaKC+aXs2bTXj7/qYX8\n+7kXMJtNXDh/DvsPH6OuvpGN23bzf/d8l78/8zRqV7VZu0BKic/nw5WSg9Wbw9YGE49udDIyLcb/\nTW1jkL2F8ooq3q9s5oLzijl6pAxdCxHTIkD8WmelJvPTB3+PQOfp53/PseNVfPvOO9i6eQ2tbSGy\nc3KwqSdf0/3xxpDq6X1sVguxJh/hSIQYMVJk/y2fZY2Cr72bwiVFIe6YFOjXGIb4NDAwMDAw+AQg\npVwDXVYHf6uHPg8CDyYyfk2bRFGgZOB03TlBCPqUrbaurhoTguT0ztlUTx9XoKpxS0Mw2IquRXC6\nUgekRujoNFhXrTMmvX9qLxoN4WwvFXM2pNgEP58j+el6QZoNLio66yHPCil1fL4aVDWfb35LYcUK\nwTPPaEyf1rWr6McBqUs8zq7npveSpMd8y/XwwAMoVTXEDh5DHVnaZbt99RKXGmZ0utbv85Cdm0+b\n30vlscPUVpXjSUqhdOR4VJOZHz/0ODfedE+XyXm8Fhu33XYXfn8T4XCEtR+sZ8Hcnq20XXFi3qqq\ncuklF/LL3/yZufM+zaCSxMzuujz5qrO5bJS4inE54q6rKUlppCSd/jxMmTKLKVPi1tWXXnya2lYH\n23YfwenyIoWKruuoZgvRaJS2YAiAWCxKY3Mb0WgEs7n35/zZTQF+vycLXRSibTVzUaHGI3NbyHXp\nqAL++PTblA6fwpQJc7GYTUyZeh5z513a5UcsiSAzexDnXbAI1ZzCyBEjGJSf3W6UFNTVN7Br917m\nzZmZ0Pk6leFDwnz12hYsrvh+hRBkZ6Tg84e49IIINnv/PmLVBgR3r07iwen1jM/u//NpiE8DAwMD\nAwMDNAlCSMz9NbV8CDQ1VeHxdO1u6/e30tBQR0HBoNMW7PUNtTgs5l7F5wmEELjdqUip09bWjCY1\nXI7kHl0Ye2NkCty7xsRNI3XM/dCfZrN1wKywGQ7BvVMld61SOOTT+Z8RAsdHtBrUYhGQXh74SZQV\ny23c8AXJlMmgfIzvwaiu0Fgf93I/9T6TUqL0IhRNXi+xBeejLl2GuncPnCE+NR2215m4b62XB2e1\nnJUXgqIouD1JuNxeBpWO5NCBfbT6A2zdsZPBpePJyOq+1qUQAk3TcThcNDTGxZnFYu33XEwmE9d9\n6nLeWr6OwuLBXYreRMjK6jFZN1JKDh/aR0yD4uKhTJ4ymxXvraC2+ghZaWkkZ+ZiMat4XA7cTieH\nj5RjUiASDnUrPjVNY8fmtWgoPHtkAQ+fH2F0WjyzsMN8epbgkqJsaqoPMWjQEFpbW3A6XZ2eW13X\nqamuRsoWZs6ag83mYemSV9i2cy8XnTeD5CQvZYeO8fqS94iFmvslPmdMksycHDztN5OqYlEl936n\nrc/j6VLyxiE7bxw2c8fENibm9Oy5Wx8wst0aGBgYGBgY/H+AxWLr1rVRVVWOHFhPelYeDqsFXY+h\nKCZKS0fSSxGMLhFCweVKQZcxBCqRSJDW1nqSk3N6dq/sat4qDE+RLDsmubiob3OJxaJoWgSrNbES\nFomQbhc8eb7k73sF31wheGKexKoOSChYn9B1wWsvmPnnc3buvEPj5psl5m6M2o2+BrZuXI/LoTJl\n2oUf7kRPwWHRSE/r2j0gLcXTa39Fi8aLxSxZibjmitO2/WWnnf3NJp5c0EyuK/FSJ91xwjU4Fouy\nY9smVq4vY8K0C7j0sk/32tftTsLnqyqUMagAACAASURBVMWdnM8bS1Zx5WUXnNVcsrMyyUwxU1Fx\nlPyzqEHaG3aHk1mz5gMwY8Y8hgwZiaIo6JrGsmWLue7qBSR7PcyaMwcVjSsXLSQYaMPp6vra1ddW\nYrHa2Gufg9NmZ2xGsCNxWCQcwWw5KVpnz5jMv15YzP3330FxYTYuTyrX33B7R3ywlDrvLn2ButpK\nJk65kOycZIQQXHTJtRSXDKOippE33l5OweDxTJ4yj+Ls/sm07qzlTqezU1mdnpBSEpOCf+5x89ph\nE789r4VUe+9Jz/5vZc9Zkj8G3v4GBgYGBgYGHzUtEQif/Xr3nBGLRXA6k7tdNNntDkaOPY83XvkT\n6z9Yzob1K3n11edA0m9LC4AiTAghsFjsuN1ptLU1Egy2EItFEh7DokJxkk5tsHOVA0HPi7kTInqg\nsZngiyPgM6UaX1sOy8rjsYYfFpqE19+w8NCvnNxwvc6tt0ocXeR6qqurYc2q//D0Hx4kyRUjIz2N\nXTs3fngTPYN9+8rIyMjqsvRJTOv5Wgoh0MZNAEDZsR29Le7+qemSP2y3s/SYhXum+Ml3a/2O9TyT\nuoZmlixfz75qwR13PcLFF12J3dZ7Uq14zLNgypRZOLz5bN+556zmIYTg0osX8Nqrz9Lc3HhWY/W0\nj+zsfHJy4jGsVquDvLxCcnLyycsvxOV0kpmRjsVqRaKSm5NNfuEgaquOEQp2jl/0NTfQ2tJEycjJ\n/GuvhfuntWBT4xmEyw4c5nM3fY3mlpYOQRcIhti4bT833/wNSkqn8MUv3kZUixIK+2ltrSUcDpCV\nnYvJ7OLggd2n3UOpqRls3XEMxZpBJKJjtzkor6pnx659/Us61M35CYbC+NuCvbaVUrKtzsz317gp\nbxX85hTh2d07WNPhn3ttbNzY8/OZ0NtYCHGxEGKvEKJMCHF3D+0mCyGiQoirExnXwMDAwMDA4ONB\nqg36GQp0zgkEmgmHe3cX83qTSU5Jp/r4Hhz2NN5442V27doMQGtrI3v37kDX+16u5ARxAZqOxeJo\nd02MEI32vpADuKQQ3jsqiJ2xjpS9WGUDgeY+W1oTxazA+QUKP50Bz5fBr7ZC6OyrMCSApPK4zt13\nm7juc5L77otg7cars6rqOPlZTn5073e4cN40Jo3OJytZ55FH7mffvu3s3r2VI0cOdLTXNI3W1gaE\n0DkXpVlefulvjBreddxiY3Nrr/31i+IWRLF/P/r7HwBwuEVlV4ONv17UQpK1//fnmfhamli+ZjvD\nRs/hi//zdWz2vmVy9ngyABgxciLPL152VnMRQiCE4OrL5rJv33Z0/UO50U5DSoGqKiiKIC3ZSSQa\nn8PQkRPZsn4l0ejJD0oH9m6npqqc3ILBbK4xke6QjEiLt2/1t/Hi4re4bNHn2Lh5O7t27eQvf3+O\nJ373NMOGj+WnP7mLpsZy9uzZRjQSRChW3O4M7HY3I0bO4PIrv8DFl1x72ty83hTaAiEmDE/DpNew\nefM6kjNGsPdgLcdrGmlqbhmQc2C3WQlFokRjPX9p2lJr4ZZ3krh+eJC7p/hId8iOa9gdla0m3jrs\n4M9fmtrj2L1+ShNxZ+VfA+cDlcAGIcRiKeXeLtr9DHi7tzENDAwMDAwMPl7oEmLy4xdrp+tRouEw\nnqTeS6uYzWYuuPBqNm5YQ3pGJvfe+7OOJDCHDuxl48ZVKIpkaOko5Fk4f51IeBTRIBZtJhjxY1Ht\nmExWTKau/UaHpghSXZJKPxR6Tj3PPdRq1GIoQpxVvGkiZDnhV/Phqd2Sry+H70wSDE0+d/s7dBBu\nv13l2k+FueMOBZstfnzBgJ+ysv1UHd9MetYgWhvriET9FE2eiHpKpt9hpcV8+fqFNDZVYZKSDWt2\nsm9nMkiJJhU8bgd2by5SxijIH05mZgZSnr2znz/QSkZG+lklQ1KKctAKC1COV2D+zR/QZs/g+jcy\neWSOD4cZTr0furJ4Jbrvmtp61mzcz3kLrunXPJubG3G53Oi6jtVqB6HQFgjidPTsUtkbI4aVEo7s\nZdXyl0jNKGH06AlnNV5fSE5OYtOWrUwYNxaLxUKgLYDFbEI1mRgxZgqHy3ahaTEqjh5g6OhJ5BWW\nEIgK7lqVxI9ntnSce4fNQnHxYKbNuozKynKON9STUzCa884fjC6cpCYnUba/DJc7E6fDe9ocNE3j\n4ME9jBgx7rTfjx07gozWsWufjsnqwmaOoqqC/MJhPPXMS4weXsSVl56d6zPE7x+71UJbIITX7ej4\n7QRNgRhP7vDSFlH59eT9RCqr2F0Vd8n3+f3U1jWRm51BenoGRQU5QPwD2r/22nhpv4tbRkOut+f4\n4ETeZlOA/VLKo+0T/BdwBbD3jHa3Ey98PTmhozcwMDAwMDD42JDlEOi64GCzZPDHKONtMNiK25OW\ncMIdXapMmDSn0+9jx89gyNDReFxWYvrARB1ZVLA4kpBSR9NihMOtmEzd1HkEpmYLttZBYe+hgQBE\nowEczu7HG0gsKnxplGBhEdz9HtwzGUadfYLdThw/Dv/zRZVLFkq+cksDNtvJjwpvvv4M580ax8wJ\nF6FpGjbbSNRu6sGUlgzuEGdTJ0/sJMr8/jaklPz7lZeJSRdudxIL/x975x1mRXX//9eZub1sr2wD\nFpbeO6KAgBTFlmhiQaPGoBKjifklGqOJiYkaY4o1MWqiMVFUsDdEAWlKRzrIUhfYXm6/d2bO74+7\nLLvsLrsLC2q+83oen8edOTNzzpTLeZ9PmzYNzWi6OLB+/Sr69u2P3d62VfBwyUFSEp2tCkC1HaVw\nRFYm+vQZqH/7G8qateiHj1AWymZo5jFL4NFxbd9ZzPP/nUdulzRuuuFatmzbzsD+fdslQB95/Flm\n33x3m+2Op7KyHLfbxY5t64lqBiNHnoXFYmXylIv49e//zF133EJK8sn/QAghGDqoDz265XKktIx3\n3nmN6dMvbnGBRdM01q5didPpZODA4Sd9zforM37ihTz4+9sZOKA/VtWC13MsjjoxOZXE5FR0Xaei\n9CB5XePW7Q/3Ocl2G4ztEuXowoBqsdI9P4MvvljL6NHx3xp/yMf6NStYsOBtLrl0Fj+YPbPF56Sq\nKvn5hc225+flsTurBxa7neXLl3L99TeTnJxBeloar8+r4KyRlzQp63MqeNxOjpRX4nLasDYqM7Ox\nTOXuZSlkiyMMKH+NTXs89Bs7EalacMWCWNyp9MgZiowEeeODjygqSETTBCJ9GHMPF/LQOEhuRzmp\n9ojPHOBAo78PEhekDQghugAXSyknCiGa7DMxMTExMTH5+mNVQRXgi33VPWmKoqqIU4jZbIzL5UXr\nPK/GBoRQsFhsWCwpGIaOP1CFqqhYLHbsdjcCA4mCywKBdt5fwzBQFEunlHppL6qADBfcO1rys6UK\nPxkqGZ/beeePRiX/+IdC/35w260xNM2gsaVPCIOcLjk4HPb6v9uuKdlaPJynXljM+s7F7D9wkCOl\n5Sz88CUEYHWmIbUgxXt2U5CXy4bVBzhYGqB37/7468qpqqpj8rkzUO3xBFfSkAglzOGDO7js4vNb\nFQFSb9/DNW69GfniixAIULZ8M4YcUu91cGwsq9duosKvMudH97F37y5efnMZlTU17D9Uzf5DZXTP\ny0BRBJPOGYWiKA390XWDF+fO57Lv3EhCQsdF4rvvvEJtTQW33vYrNC3K7t072PTFGiZPuYhvfXc2\n732ygZ75yQwf2r9JLHV7RdHRdomJCSQmJuBwuli2aC5OTxZRTZCUlEJNTRW1tRXUVFcwbEABu/fs\nIDe3Kykpp7YaYrFYmTDhfPbv209hYXcQoOl6EwGmqioFPfpRVVFKcmomqw4LfjGqFutxtTNTkhPZ\nU7Ifv78KtzsJu8XGuLOnMu7sqSfsg6IoeDzeZttVi53J58WjFsePPx+Aiooy6upq2LFzJ5s370Cx\nWRl/VufIrMy0lHgSJGB7hYW/bXKy90gdk2wf4fRX0G/o2XQv7IfNFl+s0QwDVagNScmuvno2+/Zt\nZ3OF5N7PujH/ckhtp1G8s/w4/gI0jgVt9Q389a9/3fD/EyZMYMKECZ3UBRMTExOT/3UWL17M4sWL\nv+pu/M9idH6I3CnjdCS23ehrhKKoeD1pgCQS8VNRsY/ElDysiuxQ1l3D0E4pPvVksanQK1nwn2kG\nsz4UpDo6zwL6xz/As88q3HijgcWpovmVJqIlL78XTz3zPHNuvKbd8YltiR67zUrPwm70LIxnWJVS\nomkaqqpiGONQVRUpJbFYjB27djOiXx/8oSjP/ethwlEDmzMZlRgVe1Zx728fJCGxdUGXmZ7arj5b\nPHaMnj1R1q+ny4I3kGfNQq//9j5etJTlKz9DsSVw4+x4Lc7evQfSu/dAkBrRWJRRVgu6rhAzJHf+\n5j5KS0sYMagITdeprIlQ0K0PBQXtq6d5PImJidRUlwPxd3nfvj34/BGcTg+FSSl0K+jJwQN7+euT\nz/Gjm793yi7h+bnZ5OdmE4vF2LV7L2vWLee7l8WtfMh4CaVdeytISuocD4Bdu7ZgtfahsLA7ihCU\nV/vITEtqeI+ikQhHDu5lxLi4i2vMUEhxNP0OY5qOxemlb+98XnnpaQYMPocRI8a2es29xcV07d69\nw329+xe3kOCx06/fQLILhzP3pX90mvgEqKrx869tGSwsUbh7bBhH0iaKaxKZOPW8Zt+VpYW484KC\n3iRkSXocUXBY2v+PR3vemBIgv9HfufXbGjMceFnEe5oGTBdCxKSUbx1/ssbi08TExMTEpCMcv2h5\n3333fXWd+R/kvK6SD/cKBqd/9So0EgkghIrVauu0Gpdnivh0SOBwJGCze1CAYLCaaNhOVLiR0mhz\nTFE9gM3SsQQxnYnbKnhonOSXKwS/Gws9TyEGNBaT/PY3Cs8+F592JnhB6GFcx8XD1dQGKav0d4pr\nYWsIIbDW13NpnEDFZrMxsH9fpJS4XE7u+ukPiUQihEIhrDYHdVXnsmfnJhJSMuhW2KvFc0fCofaJ\n5gQvYswIxPr1yP0HGTwzxrISG8Oce9l/pI6rr78Lh8PZPEuzsGCzxe+hxRKfxP/sZ78lFA6ixySK\n0FGEhVA00KF7KKVk+47NVJfvwWOPkJ6aiM9Xh8fjQVFUZkydgd0et8ArikJaejqjz5rK0y+8TlZm\nFoluhUkTxrX7ek2GVN9Pq9VK76Je9OtT1GDNlhL2H6rF5UlE0zRstlP3AsjJ60GvbsdqnDrsVnTd\nwGKJiytNi+FJTEKXggM+hT11FiQQCkdACOxWK8FQhLzMFERWKkW3XMvL896l5GA2XXIKWvyuSw7t\n6YD4lLzx+n+wWm388NZfEKzdgxaLsHLZe/zw2stOetxSSirDChZF8kW5jXVlFoprEnAYIZ6dppGT\nANXufOY/9k8mDB/Z7vcn2S6YXGCwtRIyXfFjYrETewC0R3yuBnoIIQqAw8B3gSuOG1DDHRVC/BN4\nuyXhaWJiYmJiYvL1pU8KLDoAUV1iU0+fAGgLKSWRSACv99SSu3wdUOonoy5XCk4nHCoPcOTwftLS\nu2GxtOxeKqUkEgzhSj6NWX/aQAgoShY8PRn+vM7gV6OVkyr/IaXk6b/Ds88ds5z4/BK7zd4s6VNa\nWjo+Xx2r12/irNEjTvuzP3r+xtdp/P92ux17fRpet6srSamZfDD/X+R37YEAhNLUclvlC9OlBfHZ\nrLaiEOiDByEAZd16nrO9wd17vs261a9yxdU/wuttv7usEAKX0w2NXB6ddLAmrBGgeMdyrr0inpxo\n86Yv2LF9E8NHnMWkSTOaPYd161YzevQ59OwVTxY0f96L5G/bSI/eA0/6mQkhUNWm90kIKMhJ4pPF\nC7jn/TfweBO5+ppbycwpwGGpA5Ib2rf3ugP6DycY2tfwTGwWBSkN4Nj7KSW8vdvJVe95eWRMOeGy\nYupSM8lMjj/bpIRj99dms3LV5TOZ9+a7vPjiDm66+U4SEo5aUuNlWc4aN6nRuQ1kC+WfQqEgh/Z8\nSa9+vSnskc+SRQuprjqCInVuuuE7rN5YzPPzF+DxuNmxYzs/nnMdOdlNS/40dkHfVGHhH5sS49cS\nUBMRvLYzPsZeKZLHzq3h9qFBYpoeF9a4SE5OIjcvl0Plu8nNbL/l/PKe8Jf1kol58b4cPLjvhO1F\ne2rHCCGmAX8lXprlWSnlg0KI2fFxyqePa/sc8I6Ucn4L55GdVavGxMTExMSkPubrm61OvmKEELKk\n5FiJgR8vkdw9UpB2akktTxopJX5/JVarHYejeWzUN5niWpjzieD9S+JzIV2PEQ77UFUbDoenoZ2m\nRYjFwjidX73LsW7Af3fAspJ4RlxbB6q+GAY88ojgpf8qJCbFxxyNwvXX6Vw9K4Dd7mnSXkqDN96Y\ni13UcM2V3/5aLjxIaVC8cytaLIqmRenVf3hDoqFDZdXkZB5zD43FYvWi6thNOzomo7oOy+gJKKVH\n0CZOYNFDc7n9Az8/n5zD2C4K7paTJnc6oVCAn/z4Ol594YmGbT5/gE8/38GoMVPx+Srxek/sThyI\nhNnw2RLC4QqGDyqiR72Lc2cTDIZZs2ETRiwISKo0Lx4RZu/BakaMmUJul5w2z6HrGgs+nIfTEuTb\nF19AmU/nSEDB5bCiG7D34BGe3pHB4Bw7V/WoJMOj4HHFs+i09T7+88VX2LztS0aPnUyPHv3olp/N\ntp276NGjX0Obt97+Lx5XIudOOr/JsbFYjLq6GlJT09lTvJMP3nuRg4cqmDHjWwghURULo8ZMaBjD\nM0//kVtvvIyEhGPZyzRDsLlU4fU9LtaW2pkzyIfHomGgYlEVxuVGmghUIQSGlJRV1ZGVGv+tOXio\nlG3FtQwe0rob8fFEdcl9nwluHRzPnL179w7OOWdAq/82t8tRW0r5AdDruG1/b6Xt9e3urYmJiYmJ\nicnXiksKBc9uMfh/w07O0tUWFiXWLONoUySqqv7PCU+ABBsEY4LtVQa9UwSqasXtTiEc9lFZtgen\nJwmnMwlVtTVYRb9qVAUu7QEfH5DsqIYBae17KaSU7N8PCz5UWLpMw+0+dpyua4RC4WbiUwiBYeik\nZaZ3WmbPzkYIhcJe/YG4tWrdyo/RtBgIhcT0fDJSjo1p8fuvYbM76Dt4NMmp6U3iI5XkBOTs65C/\nfRB1zVomhDZyvquSj/bM5NVdNq7pIxmcDh7b6b0H4XCYqZPGNrnXToeD8vJSIF7bNhisweVq3Rrr\ntjs4a/xUfL4alnzyFoqq0q0gr2F/Zz1Hl8vBOWOPFdU4KqR8fj/vL/iA/z6/Ld5/p4MrZ91Mampz\nMaqqFsadfS7/eeFJ6nx+fro0n63VKiqSULCWrOQi7hod4Nz8MHTQglxeHeOmW37Onx75LVarg9zc\nAnr06NukzYUzr2zxWKvVSmpqPPNzZlYGTkciP/nJHFLTMhvaGIbOkiUf8dJ//06/Pn2x2uzoUlAX\ngW1VFv64yktZWOUHAyL8bEQlbutRS7LR5H7Ft8WfiSIEWamJSCk5eLCEnbv3kFMwrEPjtqmCdKfg\nsQ2Si63LWbRw7gnbt8vy2VmYlk8TExMTk87EtHyeOsdbPsMa3PKJ4Oo+knPzTnDgaULTomc0w+uZ\n5qefCsZkG3yrZ9PXVgiDWFRDUVX8/gosFjtOZwKqIjFkB8yNp4l1ZfDqTvjFSPC24/F89BH85Ccq\n9/xS5/LvNN0Xi4WRhoHtuPIm0tC55545XHbheZw7YVzzmMevMYZhcKDkCFbCDcLZ6fKQnJpBTVU5\nleVHKD1ymKI+A0jLyAZAP1SGddJ0RGkp2m/v5cOintg8BbjyR/LebthZB/ePhTbKJp4S/rpqnvnH\nw/zs9u+TWG9FC4XCvLVgFedOvhRdj+H3V5GYmNnGmeLous72bRuJBQ8y8ewRDYL7dC8kNNYXuq6z\nau0XrN64h8GDhtC3f/MkPQcP7mbj3gM8sTGDuwbupGdBNgX5XairOEROfveT6u8HC5fy6cp1WCxW\nigrzUWypDBs6HE2H1NQMliz5gMGDR5101l5Fq+TXv78fXYe03mezvlIld9h0PFaFPikRxmZF6J5i\nYFOhorIKfzBKQW5mQ1borVs2E9Vh8MD+zUsTBYK89/EainoPJSena4f79mUN/Hixwrh9D3PX7Jlk\nF/Zv9d9mU3yamJiYmHxjMcXnqXO8+IS40Hh2s+DRCZJWyiyeFjQtEq/r6T0NBSZbvF6MzZvXM2DA\n0FPO2tletlTAv7YK/nC2pKX5bSQSwDB0LBYrVVUleDwp9Yl54g/iq7QG/mUd7PXB78bSqluolJKN\nGwW33a7wkx/rXHRR8/7GtDBIsFqbFgXcunU9WUkRor5yAr4aNC3GuEkXno6hnBZisShWa8vKPBjw\ns+HzxdidbhKTU8nO7YZVSiy3/Bjb2++jTZjAO9dexM5DQb571W1YrTae3wprSuHBcRKXRbT4vnQG\nuhZjw+p3mTY5njSorLySrcV19Os/AsPQ8Pkq2y0+j3Ko7CDLPnqVrgVd6N+vD4kJCSxZupysjHSC\noTBWu4NIKMBZY0ZRXVPLtu3bGdCvN+lpcetfXC+0PWYpJTW1dXjcLqxWK5oWr5eqKAo1viBfbC3G\n6siiqKhvQ3spdfyRKl7ZECDg6MaNvfyUHficgf16sWPzWvoPGXNSCx9+v585d9xD/7596F3UjZhm\nUF5ZR0lJCRaLytXfuYh576zg2u/N6dB3bBgG0Wg8+VViYiIhXeEHCwUerQrXygfoluGiT59eXHHJ\nFKLRGC+89Dqvv/U2jz3yIMFQiPnvLGT4oCJeeOl1evUezJzrZpKRkVHvaWAQDIZYtnYHGZndycvr\n0eFxH+XCudUMPPQ8T951Bc7UvFNzuzUxMTExMTH5v8PQDHjJAluqYOCZ0YEYhk4kEsDj6ZySCu2h\nrOwwr738FDt3nMPFl1yBzdaOCumnSKYbaqOSqCGxt5DUyeerIDU1H5CkZfTA0MIcLdsSiQSx2Zw4\nnQnNjjsT3DwInt8KSw7CjFbC+pZ+KrjpZpVf/apl4QkgFIFCU/VqGBpWi6DqyD6GDB+Dw+li3+5t\nDVbEWCzWkKVW1zVU1dJQMuXr4p5r6Dq0IsrtDid53YpISomLq/IjB/DaXdiGDcb29vuoy5cz7fvf\nozzRwqH9eygo7MUVvaDAC/d9JriqNwxKPz39FkJitVmbuDor9aU1FMXSLCtxe8hMzSY1s4j1W3bQ\nvedY/vPMizg9Gewo3s7Z4yay4vMV9MxPYPHSFXy+egM3XnMZjzz6Ny69+bfsrbMSiWlUhC1c3cdH\nurt1Ifj2ewvYubeabnmp+Hx17Ni5g54DRuO1RPj2RdMYNbiI519+n27deqCqFiLRAAAV4QReL83g\nwZF1/HDOLP7fT37EY0/8nfNnTD2p90nTBXNf/4AePYrwBSW79laRkZ6O1+1g1hWX0KNbPl8W76F7\nnpe9e7fTrVufdp1X1zUee+x3dC/sg1DszDz/IlYsXUKGGMofZyRSPuJ2ykr3snnjZ6xctZYDh+so\n7DWS712TjMWZwOYvDjD7pjupqizlxh90p0+/gWzatI7yJctBwM4v95GYlE7fAWNJTk7G76866d/g\nBLeTjOQkXn7txDlnTfFpYmJiYmJi0oyLCiUProIXpoHlDFg/IxE/Npv7jJZV6dIlnxtm38XGNR/y\ntyd+w/Ah4xg7YcZpvWaaEzJdkmAM7Md500YiQRxOb0OpFhVQ662DDocXh8NLJBKkuvoQNocDl+NY\nHN6ZuG92FS4uNLhxocCqCibn0cQytWun5Gc/t/DA7zUuurj1CbyQKuK4gGJFsVBWV8eUeuEJoBsG\n61ctRtc0YpEIaZldsDvd7C/ejsPpwmKx0aPvELzer0aMH09lXYgujpYzdamqSl63ooa/vYnxTK3y\nth8i738YEYsReP1N/KNGk9u1EIgnd5qQB7leyeyFCo+MlwxKo9MtoEKxsv+Qj2AohMvpxDAMGpeY\nVVVrh2NwVVVl4KBhVFaVk5HVhTFjLiAjM4Edu7aQkZXH+HOm8M7rL3P+tBFUVtfiTUzCMAwO10k2\nlFlxWy1UhAQ/W5rGjQN9DM2I4ThOtdT5fFTWRvjuFXOwWOJ1cadNs+B0xaiqC/Pi3Fc4d/xZWBSN\nUKiGhIQMnA4vER0WfQn3jIJsa5izzzmPN956l+tu+CXP/fN+fvPLn+Cw2ztYrkZw3VWXohuS9Rs2\nkZSUwMZNuzhcHuLxp57G4UqiusrH+o2rGT1qNEW9+uNy25k69Tv4fLV4vQnYbM5m11y/fhUbN6xn\nxozLKCrqy969uxgwZDQrt9lQVcjKyuGvf/kVvfsMZt3mUqZMOpf/vPRvlnz6MQ67ysiR56GqVtIz\ncknPyAVgyNCRxAYOQzNinDPZgs12zK+7rrYMQzdQTsLlZWgXG+NGfo9BKTFgTqvtTPFpYmJiYmJi\n0owRWRBbDy9ug+/1a7v9qaILDYflDKX4bERubj7FuwoYmtmNfoM7r4D7ich2wpZKwbjj8qGoqgWr\n9cR1Iu12F3a7C8PQAdFgEbWqTuxOJ6p6eu9hhkvhnlGSJzcKzsqWuOovV1YGd92tcuGFBhdedOJz\n+P2VJCRkNNlmGBpOxYKm6w3b8rsVUdC9N4qiYBgGAX8d0UiIMeNnoFosxKJRNm/4jKGjxnf2MM8Y\nQghiN30f9aNFJG/dysBrrmTr1o0MGHAs6Uv3RMGzUwz+uFbwx3NoJsI6ow9dcrrxyF//xp133Mr2\nXbtR7LkN+2PREKrF1qFYbMOQRCIa0UiQmKYQ1sJU+xR0LS6ugoEgl14+i0f/ei/hKLz61lIOHy5l\n5zuPcP7Y0YwdNQLdkHxRbuHpzR6CMcHkgqbhAZWV1WRkF2K3C8CKqkJIq0MPW3G5EghFbTz3wssc\nLCllysxrGo6bu0Ow3ye5qrfEYcngmmt+wMrPFrF40Rtc9t3ZPPCnp5g4bhTjxgzHarURiYTZtXsv\n/fv2bnW8VotB3DVeMmLYIIQQvlOYqgAAIABJREFUFOR0wUDi85/LgZJD2Kx2nnxWcOVVN/H0Uw/S\nvddQ9u/dyzvv/Jvu3XsyeuxknI5EvAmehsWkwYNH8NTf5uJwxAViUlIKxSE7Pbw6RizI+g0bmTr1\nYnJz80hJzeEfT/+BAf0H0av3j1j3xXZUxxaGDB+OVTnm1WFIFVVVUdXmz9PjTYWTXNwYkq5QGgQl\n/cQvqBnzaWJiYmLyjcWM+Tx1Wor5bMxti+BnIyQ5ntNzm6U00LQYVuvXI7vrmWDlYcmj6wUvNTKy\nHo1FU5SOKQshDKQUhMMBIhE/DocXm82FrsdQFBVFUVGFhi47V7H8cgVcUhh30a6thf/3cwU9Cn99\n1MDbRqLiysoDpKbmEdOhMizZVSOYtwsqyqvo3cWB02ZlZs8gToukIEHHYZGtxpju37OTxKRUEpNP\nXA7kTHCorIouGR13WZTrNqBecyOiuoYvfnEXR4ZMZuCgoc3a/XNLPAb0t2Mh5TR4iC9dupBQsJK8\nrCSSMvqSnR3POBaNhhBC6dA3qmkay5cvwuer5ZxzJvPmmy+TmppBVlYOQ4eOYt26z3nrzZe48Qe3\n4vYk8JPbb2D8hBmcffa5LNuylTG5OmPHxRcVdlSpvLrTyS9H+5v2d8UqhK0b3XsWEtHr0MPxeM+k\npAykbNlyd9AnuXOZ4MXpLfd7zZpPGTx4DBs2rGXp0g8YMqA3a9Z+jmZJ5JF7f3jCMQeDIUKhECkp\nydTW+XC7nFgs8e8uFA7jdDhYuuJzArEE8gt6klGfeApg/vz/sHbNcrxeL9ff8COyMrNaTDSmaRqf\nlkBtzMIlPSSRcJA5c2Zxxx2/Jj/bxYKFy7j0smuQCOrqqli66HWycvsxbNiYE/a9MbW1pbjdSR3O\nuP3hXjCA6V0hJ8dmJhwyMTExMfnfwxSfp05b4nNvneT7Hwkemyjpk9L5t1rTosRioa9FTcszxbxd\nENRgVqOwr7BeBzEVh6Nj5R1aQkpJOOxD06IIATabC6vV0amuuYf8cO9KwQODJTffoZDshD8/YuDx\nnPi4vXURPt5rsL3GRVQHA4NJ+YKeSbB35xf075lEzJrI9iqV7VU2DvgUQpogz2vw0+E+8hOMJufT\ndZ19u7eRkZWHJ+GrfYdKy8rJzOh4YKYMBlGuuA5lyVLKJ56N/vc3kK7mLuhRHebuhCUHBT8dJul9\nGsKjg8EAQX85gWCAgq5xl4doNERMhnDbT/6Ch3w66W4Va6MhGYaBoij4/DF27VjNkKFjEEKg6z7e\ne/Nlrrv6YgBCmmDOx0k8PL6GVIckFImw90AZh0oOk9ttJK6ERCzCaJbAqiXmfwl2VXJ+t5Z/y2rr\nykjwpiMR6EaM99+Zy4Y1S7jp+qvo179/k7ZHNU04HGH/gYMsXvEF0UgATYtRVlFDYUEB1151EQeP\nVHLbHf+PG6+7hhHDBvHx4vWcd/6VKEJvJDANDD1ESUkJ+/YVM+7safXXMKiurCUlLe6mHQj7ueFD\nlbvPcjAgDRZ+toKda5cxdOgwho8YjxbTcTjj92Hhgle4YMooXn9/FdNnXNbuZxUNhQlHavAmZnbI\n9XjRAQjrbYtP0+3WxMTExMTEpFW6JsRd/R5YJZiYB1PyIbeTSnAahk5dXTnJydltN/4fIaTBu3vg\ngXFNtwdqaklN7ZzaNkKIhqREsVgETYtgsUhiWgRDj6IoVqxW2ymJ0Sw3pNljzLorRherm0fvi+L0\nxKeVtRHYVwclfjjol2TV1/hcU2pw2Gclyakws7tBqlPQJ0U01JNVEnXSRRX52U5GZ4OUQRCCjeVW\nlhxw8cYuCz8cGkGpLx0B8SQ/oaAfeyuxlmeSlKSTE7/bDxzGft40eq5dT8aipdS+O5/g5dc2a2dT\n4wsWA9Ikty8W/O4sybCOJaFtE0VovPXmywzq34sN61YwZtz5pKamI6LuRm30Dpf/+f0alV+MkHRp\n5EFxNKOs12Nl6LCxjbZ7sDjSeOqfr3P5RRNRVZXM8GGeXNeDm4v2snP3XrIy00lOciMEOG3tcwf2\nR+G1nZK/TGh5vyo0VNVeP0YQigWL1cDtTebzdZvIzskhOelYnPWBg4f490vz2F9SzqAhYxg5cgaq\nquN0ukhJSeOVuU+yaNFi/DE7P7jpLnQ9xjsLVvHl7p1U1v2Db82cjsWVhaJYiESilJWVkZdfRF5+\nEQKDp556hAtnfguhQcChIiS4vQmoNolDBRBMHn0WPTKzSPCmUltTiaKqCAWWLXmPHds3cu64QUSi\nessDbgWHy4qGC93QsZyGLOCm5dPExMTE5BuLafk8ddqyfAJICRUhWHwQnt8qGJEl+dFgSD5F1z9/\nXQU2hwub7cRxjv9L/Glt3JJz10jZILoMQ6e6+lCnic/W0HQNpIGm60QifoTQ8XoyTkqErlwJt/8S\njAt05s1SyU+DjeXw3h5YdFChe6LBNX1BGiAUsAhId0qyXRKHteXrhUIRXvnPH/npbbOb7asMGlz5\nXirzLqzGY4u7Hx46sIe62iq6F/XD5WrD5HoGiEaj2NophCA+hnc/WEhyxhAyMtPo+syjeB57GK1n\nbypfXYiRntHqsSV+uHMZ3DcGuneSwVfXNVZ//hHjRvYmOdGLPxDixVfeJSe/L6NGjTvpxYqKEMxe\nCI9NbCo+T0QsFsHnr6HGV0laWgpVdQq/25TKv6ZVk1T/u7N5205qQl78fj+DB49os1zSW8WStUcE\nvxoDSivdCAZqcboMhEhGSsnL/30CXVOIaBo7t6/h97+6k4qKSnYV72XZZ1+Ql5POpAnjePWNBZw9\nejBVNbW4nU7Wb95NLBpA1yxcfuX1lJeX0rfvwIZSPMGAD0W14nUpGFJt4hbv99fw7ruvo8d8ZGVk\nktN9ODu3rcHQDMbPuIKL31L411SdrglNB6FpMYQQlBzei6ZbWPrRCzjsNsZNnEVO7nEB5m2gxaIE\nfJW4ErOxtnOd4fMj8E6x5LdjhWn5NDExMTExMTl5hIB0F1xWBBNyJc9sgbuWC9wWg8uLYHim6HA9\nUCkNLDbHGReehw5BTTX0LJKoFoPD5fswdDt52R2bnJ0MvihsroRfjZZNJr/RaICE5NN//aNWDKtF\n4rA7OJpZpLbmCKrFWh/jJbHZ3K3WOayshKeehFdeUenVSzJhguT3G8GmSvxRhTHZkqfONeiaQLN3\nQkqIxUJAy67Fe4q30b1rywI8xakwIS/Gn9Z6+PnwGiqO7Mft8ZLfrefJ3IrTQkWN/4Qxn8cyxkpq\n63y8+vr7DB9zPjk5XQEIXv0DXHNfQC3eRdKbz1Jx7c9RWhHqOR64Y5jkh58o3DdGMiLr5Pq8efMG\nsrK64HC42bZ5BcP655OcGHdt8LidnDdxFB8t3UI4EMbpOblvNc0JE/Mk1RFBl1bWCCLREIYexWZx\noVgsxGJBvO4E0lOS0aWNJLdO7h6FtzbWMmtkAkIIehZ24413FhAOh3m7eC2uhAwmT56Joja3gkd0\nyaIDCr8cKVsVngA2u4NAINDgPt6//1nsP7iHceMmUFw8kiUr1rF+0y7GjBlPQddqvnvxFDLS0xnQ\nt6jJeS6Yfi7BYJDd+8vYunUd50yYQcBXR2JyvHaVyx33TKjx+TEMHwneFGR9Ld9liz+krq6S8eOn\n89JLz5FZfIjk5FQuuOAi3HbITzCItWDMtNQnbMvPjdfqPNx7NJs3LCc9s+Ou4BarFZc3Cat61GjY\n9qJBzyQoCwn8J17LNMWniYmJiYmJSftJd8HPh0NIiyeKmbtT8oc1gu/3N5jeShxVSwih4HCcWWtV\nLCb51b2CZctVEhNh7BidQf2zuKSV5COdzedHYGIeFBxXGcRu95zRWpXyuIlkYlIWhmEgpYGUEk2L\noOsa4bAPlysRuz0uFktKYNYshV27BIYhGD5cY/ZACOnxCapFMXBaTjyOcDheUqclthTv4DvntZwY\nRQj40dAAff+ZxnDtUyaP7IvNfvrrsnYWRz3/KqtreGXem2zetofrbri1QXgC6F1yCf3wx7jvvRPb\nAw+gTLsOcltXlYPTBc9MMXhmM4zIOrn357OVi9EjlagWK1MnjaNLdlM/3tSUJFauWMTIkWPItOc1\nWO46yoxu8MI2Sb/Upv30+yoIR/x4venYbC4UJV631eVKBiS6AYh4htbZA3W+90E+3x5ai9Misdus\nfOfS8xvubWllHf987gluuPGnza6/o1rgtcVdvU+Eqtpwu20YUkcRKplZKSxY8ArduhXSr98QotG+\nDB4e5e3Xn+OaKy4kLbX1xQan00n/XgXs/nIHzz/7EIfL/fzylw81aeN2e9ixbQvWbg6WLVvM5MkX\nMObsqUx02CkpOcD1188hN7cbuqZhqa9za7TTiXT0mHMZOHAk1g5kKT6GwGp1UucvxeNOQxFtmz+T\n7BDVFD4/op2wnSk+TUxMTExMTDqEIsBthcHp8Qnw3jrJUxsFr+4SjMmWdE+M7/Pa4nFqjYlbvyJo\nWvikitefClar4KE/wIH9Ohu3xFi90s68Nzw8/jdBZqZk+jRJ336SoiJId+nYkjsW19YWyw/BrYOb\nb49GQw0C76sibuk8amWL13W0252Ew0FWrSrji40u/v73RA4djk/ebTbJ4CEKFlXibedtMgwdxdKy\nYKyqKiU/SSUlufV3wmkxePBsH/vKcvly+xf0HXRmSuOcCpoWo3jvfo6UVrJo2TqKevVnyrQbmXmJ\nHbvjuGyiikrdRddhnftvrLt2kfine6h54DHECUR2F49gWCbc/DH87ixJiqNjIjQ92cU1V1zWpNbj\nUaSUJHg93H3HLewrLSU5OaXD4vOoMMxzx9hdZWFhcS2jM3RQLLidiXi8aXi8aa0cLZoY3LLcKrcN\nU7nhbStPTq4hOSH+zdSHX5Ce7GHjFxuJhqLYnPF+1kUliw8I/r1NcF87Er4KITAMHT0WQ9gUVq9e\nQq+e3dm1bQ0up52u3XpTVVXO6BGDyEhvrd9x3np3ATp2hOqiR/fuBIK7WmzXq88odC3G0CFjicUi\nJCYmUVtbDUBqSjJCCCxWK7t376CwsBdthTCuWr2CkSPGoqoWvAlJJ2zbFk67h2gkhNPharDMtoYi\n4Fs9Nd7d00a7U+qRiYmJiYmJyRlBCGEXQnwuhFgvhNgkhPhV/fZkIcQCIcQOIcSHQojERsfcJYTY\nJYTYJoQ473T1rWsC/O4s+PN4yfBMWHUEzn1N4YeLBGtKIdYkQanEHypvSIhzpklJgUGDYdaVVv70\nZ4O5r+i8+4HOZZdJ5s0X3HSLyqRJKlMvsvKnVyo77borDoFdjVsHjkfXY512nc5CCEEspnLfr5O4\n9tpsdu70kpJ2bNJrtUBackmHzimlgUVpWalu2rSBwq5dThhXKIBJuT7WRwqJxSIduvZXxYpVG3nv\n4/WkFwznxtk/Z/KUi0lMTmguPI+SlsyRv7xMZNI0nPP+g/ul59q8xtSCeCKw36zoeF6VvgNH8vCj\n/zxhG4lBcnImun5ii1aTY6RBTc1hqqoOxp+7auGeMYIPDyaiOlLwuBI5GWP/1AIoD7mY/1lts32K\nojB8UE92frkBgKUlBpe8pbBgP/x1oqRPO5P1CqEQiQUAqK0Lk53Xlzp/kNo6X3xsRgi3u+3fL4/X\ny8ChExgxfDrz3nidK6+a02pbTZe8/PJz/P1vj7Bs2cfoWojMzCxc7niW23hcePt+j5Z++gGhUKBd\nbdtCVR1UVJQ385ZojfMKBPt9J25rWj5NTExMTEy+AUgpI0KIiVLKoBBCBZYLId4HvgUslFL+QQjx\nc+Au4E4hRF/gcqAPkAssFEL0PF2Z/ywKJNphSEb8v7tGGrxdLHltu+DZLyRJToXxuZJCT5RMl/eM\nupm2hBBgtcatoU4nXHut5NprJX6/5LOVgrXrBDs/SWfMn6AgXzJtBjgc0LuXpHshJCYYbVoCjuKL\nwp/XwOOTmyc6qa4+REJC64llvgq2bIH5rwsWfKBS0NXg4T8YXDATQFJyUGPhQoXtOxTyu2ahaVEs\nqiDg99ebNARWqx2brXncnSKUFpPCxGJRPlv5CdPH33LCfgkhSHVbyHZpbIgNYIBsPXHMV0FKYlM3\n8g1fbKe8RnDV1Td16Dy27nno+QUgJYl3344SDuG/4VZoxepoUeDCQqiLKryyM15/tb1JYnoWDaZb\n9/688e5rXDRjUpPv8uj/L1zyGd++fDZ+f1PBJ6XRsAig6/FavapqIxisxjAMPJ60hjhEgKJkKEiQ\nfLgXZnZvHhPcHhQB90+wcu2LNiYPqqUgM7Ghr2s3bCGn6wDWlNlYtAFqIgr3n2UwJrtjL4kQAkNq\nSGlw5ZU/ACA1NZOtWzaiKpDTJZ+de/ZjtyskJ3rIzmo55fCk8WP54JMVCNXN40/OPWGG4G1bV6Eo\nGrfM+UWT7bouOXBwC10L+jN8+NhWjm7KwQP7WPzxAqZfcEk7R9w6iqKSlJKO31+Nx9O2erepgv5p\nkpUnaGNmuzUxMTEx+cbyfzXbrRDCBXwK3Az8GxgvpSwVQmQBi6WUvYUQdwJSSvlQ/THvA7+WUn5+\n3LnazHZ7shz9J1+XktVHBK99Kfj0oKBnkuR3ZzWdD3ht8cQkjdm+60tiYR8DBgxh69YNvDH/BcZP\nPJ9Royfwj+efQAuGmH3T7WxYu4oFH8zn+ht/QpcurWeMrQjFJ68p7QgVlFIipUDTYO1aWLlS8Phj\nCpoOvYokF11pcNEUyGtHgtqVh+GFrfDUpOb7Sku/JCOj8CsX4wB1dfC7+wVvva2Qnyf55T06Y8eC\noohGVipZ/1zjG+LbJcemd5LaYC1J7mT8/gpCIT+KomCzuXG5ElAUS7OxfrlrM5nJGt0LcptsP5ag\np+m2j9bt5xfbhrDyyipaycfzlaDpOhb1mMB47OkXGTpiCkVF/Tp+MkPH++A9uJ98BBwO6n7zJ4JX\n3nDCQ/wxmPMxfLsoLu7afSnDYN5r/2TW5VPwupsnFVr++QbcGd3ITMpDKOAPVJGQkIHfX4mq2pDS\nwG53oarHxHFr73N1GK56X3D7UJ3zCk7u4UkJj6yTbC/eywtTQyRmZ3DXvfczePpNzK8owqoKbh8q\nyPNIlJP8rqLRILquNXholJTs59f3/pDbb/sZa9et46pZt7Bp0zp2796BxxbgsktmYre37Lp86Egp\nH3yylgsvbl4+5yiBgA9FUXE6m97/+HfV9Du4/gODy3srTOva8rnKS/ayv7yCYYOHd3TYLSIlGEYM\nVbW23Zi458slw1rPdmuKTxMTExOTbyz/18SniPskrgUKgSeklHcJIaqllMmN2lRJKVOEEI8BK6WU\n/63f/gzwnpRy/nHnPG3isyUqQ5JVpbC1sunE88saSapTkmRXUA3JnEERln66GNUCEyZM5dPFnzDu\nnAksXbqQMeMmU7K/mANfHiC3MId333yZW398L3976g/cdPPPgHidyUMBybrDgoABNRFJMCYIapDh\nijuRpdgEqioYkWXgqjfIRfS4EO6Tcuy10gzQopILzrewbfux7W63ZMwYyaBBkuxs6NfXwGIVFPaK\nu9hurZTs98HcHQq3D5UMOi7ppK7H0LToVx7vuWULvPuu4M03FQoLDS67TDJzZudeIxoNEgjUkpCQ\nTiTsJxaLxOMHhcKe4h3kZ6h065rfMMk+Ol88XsQcPriX3cXF3FR8GSuvrMR7cvlvTguHyqrITo9/\ninv3l7Bo6ReMmzCD5OQTxwa2hvD7SHz8fhxPPorQderu/j2+G25H2JRW3ZNLA3D/KvjjOfF3sL2s\nW7cSm1HKOWeNxh+KxpP8GAZet5OqqhrW7qqhR0E+FosVtzvllGrEriuTPLNZ8NA4Tun53fZuOWPc\n2ylIS2H+Vh0jcyAjsuCynidnVW2MlAahkK9JXPr+/cVs3fIFw0edQ1rKMSvgujWf0ae7k/y8ljNW\nG4bk409XsudALZdcOuvUOgasK4Xt1YIrezfXVEIYlJTuJdmbgdPZuQndAoFq3O7kNtuVB2FwT7PU\niomJiYmJyTceKaUBDBFCJACvCyH6AcfPQDq8yvvII79p+P8xY8Yzduz4U+pnS0gp8fnKSU3IYHpX\nmN61pW4KDvolnxwwsNnsDBjYn61bNzfsDdWHnFkVQUJCIgnpVUSjEcJaPKhUR3Dzx4KtVZDmlDgt\nguv7Qq8UyHaLRi6aAilhTx1EdYPHN0JlKL7TrgqKawW6PJrBFW4ZKBmVLbh5jsaPbj02dRo0yKCw\nULJli+CttwW7ii1Yu0OfYQZVgwUVJSG0Iw4+/IWkRzIYBg0WRCHAwILNfvqmYo3X+/VGpRkOHpQU\nF8dn5x8tgDffUijsFeXPf1IYMbKxlbPzsNlc+OsqUFULTlcCR43cPl8Vny1/nxGzv0fxgVIA3C4H\nTrsFl92Oxdr0/tRUlTNk6EjOjujsqREMzPh6GDUaG1f8wRAvz/uAq6+9FYfj5BcWpMdLzZ0P4dUE\n7r/9Be9D9yKTUwh+97pWj8l0QzCmsHC/xvndlGZ9g/i7JyUEApUoipWIobNzx0auvuw8anx+PK64\na4DdHrfCaZqGokUbhNipCE+AoRmCS3vA4xsN7hyunNT7FojVYP3yTT7scyO2I5L9xW/zzNkZ5GSf\nZM2Z4xBCwWZzYsSMhnI3+fndyc9vblL2JngQSvweSyk5dLiULtmZDYmQtu7Yyblnj+L5/86LJ91q\nJe65ZZqXOgnrtGrxl1IhO7VbeyqjnAQGkUg8W/Xxi0IrVixh5colAPEMxSfAFJ8mJiYmJibfMKSU\ndUKIxcA0oFQIkdnI7basvlkJ0NgpNLd+WzPuuOPe09ldAAKRSpz2tpN05Hrgmj4KkUiYzz5byuEj\npYwbNwmLVWf5J2+gS4FhGGzYuJpQOMSAfkNITU3jowVvkplTyLfHSIIxSHeC5wRWFSGgeyKA4PGJ\njfdIqsOSQH0OoIAGG8vh0fWSUqdAuVAiDInLJci+EOpUQQoQrNLoE1Ho280gzalg/RI+qbASLQ9w\n3UUeBILC7gaZWYLcXEnfvhKnNcjESTY0o33ubG0hJaxeDTU18b8/XqGg+0HTYPNmCAbjE0ZDl/Su\nt5oYBjz2qM7wEQqJiafPiUAzIoj6eM/G4mXnjm2MGz0ct9tNoTsu1GKahqZpCIuVYChETDPQDQMh\nQLF7CYcCOESU4gqdbu4oXvfXpOSKhEg0ylNPP8fQEdNOSXg2xn/7L0DX8Dz9KN777yRyzmT0nPxW\n2980UOff2wST8gysQicUqiNuygTFruK0JRCLhbHbvXGXWUVn8pRLWbDoU8aN6ktqctMMqYqioGnt\nTzbUHkZlwb+3qiw6KJmYS4cF6CeLPuXq4Q7OnVyKQOEtpQZD65wkO0dRFJVwuA6X9cQZY1NSs3j7\n/ZeZfd23mfv6R0jFjdu2lT5F+dTW+Xj3k7V4HCvQtSA/vv1a/vroi6fUL4tyfBK3pgj19HzHTmcS\nfn9Fi6WSxo5tumj517/c33r/TLdbExMTE5NvKv+X3G6FEGlATEpZK4RwAh8CDwLjgSop5UP1CYeS\npZRHEw79BxgF5AAfAc0SDp0Jt1tdj1Fbe4Tk5Nx2xzZKaWAYGkIoKIoFw9CRUYmwCYRQiekaqpCo\narwsSFSX2C2nPwDwzcVBpo9zIBQFzYhPBNuKO4zq8ZIz8+cJvvwS3ntP4UipRNMEhlcyqCtMmxo3\nTVosMHmyIKkN77YFH0JVlSQagb88akEIiMXAZjsmMo9itUoef1xnyvSOuWJ2JsFgLXa7s0lc4O4v\ntzHv1Wd4+P672nUOKSUV5YexWKzsj2Xw6SEH3+9Tw5GKGlLcFhKSUjhUXk3DayAEqYkeJArhSASX\n45hIVVUFXdfr30fBUQvTUWuVEKKZC/DR/S31C+BweTUBn4+SCkG//kPbfW+Onb/xp3n02gbEynjv\nw4VcWbIX34gLCfXvQTBQjVAUrFYbhpR4PanU1RwhEgujqhZmL83moYkWCjuwoPCnh+/k/nv/H6rS\ndK5+6Eg5m3ZW0X/AUAKRAMmtlkbpGFVh+P0qwW/HSpwdNIdVllex7Yt3uOTCGRwpLWPu/HeYPvP6\nk3Zxbo1AoBqXK6ldv1sL3vsXS5ctZeqMqxgzfDyrV79JdeURBo2cSXZ2Lq/P+yeFRb0YNPCsU+rT\n8kOwp1rnqr5xq/GH78xn4ZIPePjhf5zSedtDKOTD4XC3af3OyTHdbk1MTExMTL7pZAPP18d9KsBc\nKeV7QojPgFeEENcD+4hnuEVKuVUI8QqwFYgBt3xVK8DhkI+kpC7EJ9ftmwwLoTQRKoqiIpwGUsYn\nPTaLpVFbgd1yZtYgLppwLCFIe5PdHK11eum34rd/9k061VVlBAKpHDqksmWr4J13VdatUwDJw38E\nRQGXEyytGEVHjzaw2RSsNnjiCT0e4yaga4Hkz39VePONYyrznHMkZ58tsZ8mi0h7sFjsGIbB0Xw8\n4XCAhR+9xo/ntO5CCvXu2nXVlJbsw2Kzk5iURmJSKhlB+PSggx8MsFPQJQNFiYvG7LQkNE1HKAIp\nLCgibiJSFYVAKAzE3xev20kkGiMajaIZoAiB027F4bBT4wugaQYxAyRWPF4Xh6tCBDWFru4AOipW\nq4XkBDe1Pj+xaBRDKlRW1bFy9XouuPBaAqE6jFi4QU5arQ4cDi+hUB2aFmkkd8HrTScc9mEYMaLR\nGB4naHix2xyEwyF+esdtZGemkTVtGn36FeG02bFZnKBoSKkgRfx7SUzu0nDfbhgMG8qgsAOldA1p\n1N+vpu+JIJ7V1mZzEtX87T9hG7y7B3I8EkcbCyI7dmyhV69jSZsikSCaEUSxxH8fVq7ZxMQpV3a6\n8DxKNBpsV1y2MyGX1JQsRo8eh2pR6TVgPMsWf0IwGEAIwYRzp/Hf//yb7KzuZGRkd7gf69YuY+iw\ncQjg1bn/YtItUwn4q8jMsNG3qGvHB3YSxIVnFDh5bwNTfJqYmJiYmHwDkFJuApqZU6SUVcDkVo55\nAHjgNHfthBiGgbsdKfoXqFcKAAAgAElEQVTbw1Hh+U3H4fCTmBSjazeVfv1hynmSW26RTJ0KO3cq\n+HyQnS158UWd3r1PdKaW42YffzSGFhO8956CyyX5zW+M0+pS2x6sVlsjS6LB6/P+xd13tKcEieSL\nNcsYM34G5aUlpKTFy9JkeyQ9k3WWltiYlB8v93H0/FZr44y68XfG5Ww6WTYk6KoTw+7CH4EtlRaW\nHnCgCIFueFEUC7tqVDaWw1ExNiorxovnNy03kuBxA24qqmqZ//ZH3HzTTxGKBavFBi3Usm2cwKZh\nhFKiaTrbtq7CX11Gdv5AsrIt2G0OXC4PTz71CnpE5xf33MKvB01GUZT6YbXuV943BX6+DC7o3nFr\n91HLb3ytqv6eWqyAxO1MazELcQtn4UQLTYaMJ865uIfRphXN5XVRvHsbXbsWUV1TybP/eAiX08Wv\n7/oRUkp27T7A6HEtlzs5VWw2FzU1h0lPb1t8nj1uMmePO/ZTnJyUysyLL2v42+lMAK2WDz98k1mz\n2ld+R0pJIOCntraampoqindv591NKcz5/nf46yM38a2LLqKwez67ik/sGtxZxJ+VA93QUJWTk5Gm\n+DQxMTExMTE5bfh8ZSQmNk8Cogj9hHXv/pexWl0kJjqP2wZ33GEwe7ZCYaHksSfbEp6to6gWHnrI\nwOs1GD0KunY99T6fCoZhEI0GcDrcSAQBv49uXRLb6YItyOtWRDgSISunoMme6V3DvLD5mPiE1kt8\nNCamw4vbHLxX7ERVoEdSDK/N4MIeIWyqaCiZYlMlfZLDSBF/T3+z0suSg1bG58aaXW/xp8uZcPZU\nhNLx+N3qqlL2F69l5IBC0tKGsX7jVj76YBlnnXMhOfVjVu0qDzzwBKKdyWryvNAzCVYfkYzLaf/C\nwzHRCXsOHGHpss9ISk4mO7s/AKFQHVarHav1xJYvgUSeQHzWRmBdmeCR8W0vKGWld+Hw4RI+/+wj\nwoFyRg4dREVlZcO9T09LxWI5PZLGarWTnNxxK2VLOJ0ebprzG/zhAJqmUVVV3mABPerOqgjq71t8\nbHv37qSmbCdvvfMWsy6/AH+0ht3WXvwqfS/eC87HF7ZwpNrG+Rd+r1P62F4CgSo87hSUkxCgpvg0\nMTExMTExOS0EgzVYLC1bZ/4vCk+BgSEFkYi/oX5gwz4BU6ZIrrxCY9ZVkoH9T81SmZwMjzxySqfo\nRCRSGsh6K+SmTWsZPap9NQiFEDhdHkoO7qOoV98m+4ZnRnlqo5PDfoUu3rY9yqWE6ojCw6tdKAKe\nmFxDhks22t+4vMvR9MDH3tPv9Q9ww4cpLPhWBY2TFIdCYcprYwwY2nG3z0Cgllfn/oOrvzOTtLRU\nhBAMHdyfLdu3E4vFmrRVLQrtdZxXBIzPNXhxu8qwTANnG27pgUAd0vj/7J13fFX1/f+fn3Puvje5\nmQQCYc+EPWUL4lYUcaHiqLVWW/dq7XD1W61WxVptq21t7c8OrYpaBQeC7L1RViAkBLLn3fee8/n9\ncZOQkB0SCHCej8d9kHvP53w+nzM5r/NekvKKSmJjoiU6Fi3ZxGWX3UBpaTGpqT2IZonW6mXPbYjq\nY90Yhyol5/fSUZqxelZWlvLeu29hVjUqyov52cP38p+FXzF4+GTe+Nt/yCsoY/LUi+ig9K4AKIqZ\nQNCDzXripUtMFhNxFjehUIiySi9dooZ8XnnlOS6//GryC3MIlJWQ2qsvRUVlWNVK5lx2AT26JfDf\nhf/DOfMxLknczz//uZC0XhlMmTILq+3k1xuKjelCcXEO8Qndmz2Gx2OITwMDAwMDA4MOQdc1nM72\ncbk9E5AoRPQImhZucLnVKnjht9CRD9KnCiGOibjMzF1cNH0wu/fup6CgkKmTz6lq0/B2JySlsH3j\nCrokJxOXcKxYqt0Mk7oF+O8+O5f3C9A79lg9mdolLTRdpzxk4p3vXKzINXNzuofzeoZwHGekbM5q\n2setMyMtwL9227hpiA9TVTHJJcuWM23aRShtiqlVmTlrDvsPe1m24gNunjeH7MO56CSTmppWp2Vr\n3c5n9VT4tljy5g64d1TTbYVQmTh5Fn96630mTRiBrkcwmUw4HE4cjmMup1ari2CgEovF3kRvzZPr\nEQxPipblUETD2W4PHNiDpzST+ddcSNeULggBXy1bg1RcpA8ZS/fUfsTEuDvM6lmNEIJwKNgu4rMa\ni8XCwH79a747rRKnuZyMPgnEx/WhvMJDSnw8NmtXDmQdIjbGyfLV68nRDnKh/wN+9MO7SUhoH4ts\nW3HFJBIK+rDZWrdfDPFpYGBgYGBg0O6Ul+djsdhbnN32bEBKnYrSXBISGy5Gf6aiaceyKa9fv5J+\naYlEdMm/31vIsKHpTawZxWQyM2XWlRzK/K6O+ASYlqbx2lYb/ztgw22VaDIa4xjRo3GJmg5WVSIE\nTE3VeHVmKSkOvU3npSrg0bEV3PFlEnP6+3BX6enyCg+xsW5CgdYn43E6XQwYODRaOkPC08+/SUJC\nPDNnzcZisba6v+O5NQPuXaqws1iSkdB4SROHw8mUqRcydsJ0/vLGS/Tu1Ycrr7y+XjuTyYJf1xro\noeWENNiQB3O6FfLyb19kwMBhJCel0n/IcMpL8vjnP35P3z598HgreejHP8DpdNRYW7OzD3LxFT9A\nUQTx8YknNI/WoaNpYVS1fcoiHU9KspuRGQPJysmlrNJHXn4hu/YWENFCFOQdxmyLxT7saq6YOppH\nxjbzJuEkYTHbCbYhAZVRasXAwMDA4LTlbCq10lF0VKkVQQjZREKUs5FwJITfV0ZsbDJnonWzMXQ9\nqqwURSUYDLByxSJWr/ycIYOGMP/6OTidzb+k8FRWUHDkEH0HDWtweUlAEIqAqkQFVkSv7k9GS/II\nSYJdHOda25Ztkfxrj5N/7RL8/VIfiXZJQVExCxet5fLZ8xp1M28JoVCQLRtXMGToWGJj2y+BzMFy\n+MnKaEmTgc2U8GkJJyLCpCZZvmwhv8qcQN+tP+N3v34As8WK1+Phk8VLmDFtMn16dSfG5apzrKqT\nHL3x17e55Mo7W5R9tjaqiKDJttvctEiY8oo8EhLSmm/cBj5f9C6lRYfp3X8kPXr0wWazkZDYBUVR\n0SRsOernx0sEn11jI6GTlLWFqIeBx1NSdU87hlFqxcDAwMDAwOCkUV5RgMuViHpmJKdtNxQhcLmS\nOJuEJ0Qtn9UJaqxWG5Mmn8/Ondu4avYsPvp0MeeMG0XfPr0bFYRlpUXkHNhL30FDGx0jwXa8ceP4\n79G+T9QSLwRcP9BDWcDNpwfs3DTEQ5ekRPbs3sEFF17ZqPgMhUJ8+cXH9OzVh2HDxjTYxmw2M2zM\nRBw1wqp6G05szn3c8NPxkvf3S344DOJtJ3r+iRZmvK1LYcERIpEgLodO317xvHrTL+meHBNdmJzI\nfXd9r+4otfoXQqDrOuGITlNZfhvjRIQngGoy43DEIWXz2XnbwgUXXU1YF1iqXLd9Hg+6rqMoKqqA\nRTl2npiqdyrhCdESWOFwgHA40GwSqpp1OnhOBgYGBgYGBmcRwaAPs8WGqhiPGMcjhIiWyTjLqCjL\nq/PdZnNy660/ZldmJZu272PTlm2NriulJGvftwwdPRGnq37pklOBoghuzajko0wLmWVR39tB/XqS\nmbmr0XU++uQDxg5P5UjuwUbbCKHUEp7ty4gkSHVKnlqr4AlBIEKLkxcdTzgcQMrWu95+vvgDcrIz\nmTBmBCaziaSEmFatr0tBbl4R6ilKVmazxXSI8ITosbfUihkur6yo8hiIkuuJxvB2RtzurkSCkRa3\n75xbYWBgYGBgYHDaoesRvJ5C7FYHZ5t1rzk0GcLvrzjV0zjp6HoE1Vw3dlEIQXx8PClde5GYEEf3\n1CYSp0hJQnJKp4kdFkIghMBpgVSnXlNO5Nq5l+OvzOfd/7yJ11tZb73JEyfzzdp9DB48ojWj0V7X\nkRBwS7rCmGTJPUsFdy0RXLJQUBpsft3jUYRCKBRo9Xo33fxjLFYnRwpK0TSNo/nFBAIBpJQ1LrZN\nheeZVMGdN17Gzl1LCIfbP1SgORTCeLxlHT+O0EhOScViseILw+ULFW5NB3MnVW0mk5mIDBAOt+xk\n6qSbYWBgYGBgYHC6EQ4HiXWn1slsahDFU1mC3X5yCsF3JhQlhNlc301SlyqKojJ2ZAaTJ05oXFwK\ngaZpdQRKZ0BKiUQSkVEX1Dh3DKNHZhAb42jQopiamkbffj355psvTv5ka3FjOrx5vuTN8yVX9NN4\na2frxa3VasPvb5sIy0gfQ/aRILv2ZvHGW//moZ/9HyvXrKe0rGX99eo3mPT+3di6ZXWbxj8RNGlC\nRkKoSsutfG1BlyqmKoVWEYJv83WGJze9zqnG4XCjVyWiam7/GDGfBgYGBgYGBu1Ca5OAnC1IXUdq\n+lnpchsKgcnUcCxYyF9K7x4pTcYPCiFAwv7vtpLWdxA2m6Mjp9sqdAmqlEgpWL95J0WlXkaPvwCX\nq2F30qSkbsy+ojWWz/ZHEdEPwA+HK/xwCewrkwyIa7kI1SUoStskhNlqobzrZM4ZpnDPlCdQ0Pju\nux18tXIfXeI0bHYnE8YMo6SklPzCIkxmKwP69gTqxoAu++Yrxo0/t01zaCtCCMz2WCo9XhwO90kZ\nM84K0qQg0JtvfApRVTNCKIRC/mbL8Jx9d0EDAwMDAwODdqeiouBUT6HToukRHM6zz+oJYDbbG30p\nEQxLrHZHsy61vfsNRkoI+v0dMcU2owjYVxzmlT/8FWtMb4aOvoDkxMZNVL17DSYurnPVvZ3bX+f7\nX7TOU0EIhdjYLm0eM88nGRgvMSnRhDUZGSOZMfMS+g6eSULXoTz2xPM89ZvX8emJLPxsNUuWLgeo\nsX5XVHq4/vrb2zz+ieCwmolEOtbyWRtV4bSJYBBCEAhUEGwmHNiwfBoYGBgYGBicEKGQH0XtZGkY\n2xmBjmzjO/toBtSzr+yMlJJgxI/NXN9aKdARQlI/K21digqOcDTnIHanC/dJrevYONXuv3cOD3Lt\nP7z87Pz76N7dSigSQggQQkfK08O+MzNNsKVQ8ovVcFkfydAkgbMFVVQ8fi8uu7NNCXgCEWrcSmtj\ndzixO5w88tgLNb/d9r1B7N27k4X/+5KE+BjCER2PN8LQUYNaPW57ENEgzh2HfpI8wLWq+q+nA0Io\n2G0u/N6mX0Qa4tPAwMDAwMDghPB4inG7U071NDqEqOgUNYll2kJF6VFi45tIqnMGI4M6NCBmJILt\nW9cw/9oLG103GPCTk7WfkeOmdpqEQ7VJ1nP5fsJ2Fh7sS2lYZ1ZyEUkJqZxOpYdVBR4eIynwwatb\n4YdLFG5Jj3DdIIVujXjRC6GjyBAVFT5iY7u0+tjYTOALt7z9gAEZ9OnTHxlWUK1KVdKnUyPuFUUl\nFA4Rifiw2VqXrbctqAookc7tclsbs8VBuBnL8OnxWsbAwMDAwMCgUxIMerHbY9tcdL6zE7V2tj3r\nqN9fgdV2cuLDOh8SoTSclVTXdfyBIHoDQq3avfLI4SyGjZ7U6YRn9Xz27NvP1LFjeOVcyKpQeGVn\nLJUhOG38JKtQBHR1wq8mCb65VifeJrhlseCtXfVFT0SHzZvWEImALxQmEqmb4VRKSSTSdCbaQCQq\nQFuKEAKLxYLFYUFVTSiKekrPCUU1tTiz64mi6aA3ZCY+YWQHxZEKNK1pU60hPg0MDAwMDM5yTiSL\nqNXqxG7vHPUXOyOhkB/FauO08Z1rR6QEvYFHTSklK5YvIu/wXiym+vGG1eVMFEVgMnUuJ71qYRwK\nhSj3hOjTpz8WFR4cDQFcXPye5A/bdYIR6n80CGmg6bLBjxBh9FOY0VeTkmU5Om/uUPnRSMltGceO\nnaZpbN2xhT8seISD+9bz4H03sG31J7z5xit1yqQEgwHe/tsCIpHjTZsSTYsgpUSTEG5lmdDO5Mas\nCIEQKprWCvNtp0O0OYygKXQ9zMptm5ts07muaAMDAwMDA4OTTjDowWJxoCgtTzwihI7f50c1OzCb\nTi9Lz8lC0yKoqgmLItGloJMZ8DqcSCSA1eqq93soHMLjKeOZJx4Hjr38qLZmVX/3VpafpJm2ng8+\n/gxdSa35blHh8WG5yPGpvL9P4cXNAkH0lYNFiQpPVYGcSh2XBVRRFfuoRq1bqgJhzUSiTZBkF4xL\nkfR1Q7wtml1WQIedP7qEJdnwWRZ0cyi8MUsjPfHYYF5vJf/51+tMHZ/BE48/QoXHyy03XouuS15Y\n8FeCQR82m5OysgJWr/qK86aP59WXn+GBR56uM87uPVvp1W8o//7WzsdXnd4vY2w2Oz5fOTExSR0+\nljhZAabtgKqoRIpymmxjiE8DAwMDA4OznAhgiYhW5cQJhyOEQhUkOC1E9DPT5fZEEULB4YhDop51\nwhMkJrMNpYHYvJxDebgdCuvWrefDT7/kvJnnMW7kYJxOJxaLBSklfn+AoLSTl3cUoZpJSkxAEcop\n249SSsorPJSXFCIVE1u2fcejj99ep6any5WE2Sy4Yxg0bulufAPCOmzIg1yP5Ik1AqsJEqw6D4wW\n9IyV2FTRYKKe49F0CFa5PoZ18IQF3jBoEqwq+KvdXiUszIS9pZKjXoV/XAxuy7E5VlsyN639H3fe\ndiNxsdGkYvHumJrlv3jsh/z6xVe45XsPsOTLj7jt+ot5/5MvuGLujfW2OyN9LAfKJcNTdFzmznpB\nSJp3mxaYTDbMjpNj+ZRK9WuMzk+pp4hI2NtkG0N8GhgYGBgYnOXE2JzRCCA9Qijkx2p1NRlTJaWO\n11eKy5VkCM8mCAYrsdvP0nhPqVNWXkBCXP1ES7FuC4HgYFRXLPc+OJNvd25lxYYDrF+3lHMnj8cT\nALszDpc7ju0HS8k+sB+rWeHCGRPpknzyM95KKfnqm7X4Qwru+DQiCK66+o56rqAnmgTHrMCkKmPq\nNQMlRX7JrmL430Eo9IMnJLiin0aSXfBFloI3ErWgQlRYQvR7cQDspmNiJS0GnLXEnrkqhLng6BG8\nhfu5cfRAxvRJqclye+RIDqmpaezYvoqc7EyuuGgy7hhrvfl6fX4cdhuD+/Zg+6bPmDFpGGaLBY83\nQO/e/RvcxgKfYHBC64RUYWEuZaUF2O1x9EjrTUfG1Apki5OLmbGhaeEOjXf3hE8X2Qm+YJAvPnmX\n226YzY/vv7/RduJE4jxaixBCnszxDAwMDAzObIQQyNMptWQnRAghc3OPJQgJBn14vSXExiajqpYG\nRWgo5EPXI9hsZ0+spyI0dNlyt2Rd1/F4ik6oHmLraInF5uSh6xFKS4+SmJjW4nVKSgooLi4iKSmF\n+OPKqlRUlPDZx29z641X4nI6T1rCGSl1Vq3bRlzSSFK6NV7DE6C0NJf4+O4dNpf1efC3b6Pxkr3d\ncFW/qLuuJqPWTkVEv0sJfdxRK6eUGgcP7mX92qWcf8HlWCyx2OwODmfvYv/uDYwakcHqDTvp3rsf\nXVOHserr94mLUdmbmUPYX8qTP/8JFmvDZZQqPD4cdismNXpdSAllZWW89e8vmX/zXQ2u85edMLU7\nDIxv3bZv376ZD/77Fj/44SOkpvZs3codRCQSJBwOdmjM+0eZUBzQ+V5G54l5rSYa/6wjhCASibD0\nm68ZPSSRIQP7YIlLbfT/ZkN8GhgYGBicthji88Q5XnwCaFqYYNCH3R7b4EO+rkezhbQmRvRsw+Mp\nxmaOwWQ9WfU9O5f4DAY9eDylrRKfTSGlTiAQYNu2NYwflkpKl6aFYHuxcfNWPJFE0tNHNit4y8vz\ncLu7dthcWhv7qQiNgsIiDuxdzfRJY1i/5VuK8vPRsZCWlsKkccOq76EcPHSYSo+ffn2643I68Xkq\nKcg/TM8+g1CUhoVPOBzG4/URHxe17hcWlfDv9z/jnCmXNWr5vPMrwePjJb3aoNei9VPbnnm6Iygr\nO0psbJcOuRfmeuDlzYLnpsgWuVt3NKqIoEuFr7/6DH8wAGgcOJgJUpKUGM/4kf0YPWoEZpOpSfFp\nuN0aGBgYGBgY1EFVzTgc0QfKsrIjOBxuTCYrQqhUVBTgciWcQaVVql+Kt98DraZHCIZ9uFwn00W0\n8zyQQzTZUnsJT6gqYG93MHLkRNZt+JTLLzy3RdbP45MZtaZtMBRi6/ZvmTJzXovWr34p0xGEwyGC\nwQCBQKBemQ+LxURiYtS9WUpJWaWH8pIjHMz8jhXLP+eXP3kAl9PBjMljGtwOIQR9ex87VsGAn/yj\nOfQZkN7knAQQDGtV+03w3oefcukVtxATk9Bge11GP/H1PXhbRGfKeBtFYrHY8HrLiIlp32tdl/DH\n7ZLzex5zrT4VaJpGWVkJqqoSDHo5lHmAYLCQ2RdMIxCRxDknEwqFsNttWCwte9FmiE8DAwMDAwOD\nRnG7uxEOB/D5ytH1CCaT5QwSnh2DkAoue2KrXXXPJEymjrH4amEfyS7HCfUhpawjwmp/D4fD0Qy1\nZjM7du6h94CxJCa23sraHsc+EgyjmFXWr19OYUEOwwf3QsgIdoejyuVRQQiNHdv30a33GAYNGkp5\nWQmb13/O6OEDOG9KBpdfMBa7Leo221IBvnvHRvoMyGi2rUlVEdaY6jXp2jWlUeEJsDFfx6KqWM6Y\nS0Jgt7vx+yvbveeVuZDrEcxI67gsx7URQiMQDOP1VPD55/9j8KABZAwdzx/+8Fsmjh1CXl4BI4YO\nYuTQFFK7pletE52Y3d6wW3ZjGOLTwMDAwMDAoFGiBd7tmM02ioqySEhIQEodEKe00Hv7ceLboCoR\nNP3YI5VUdKw2B6dRhYR2p2NeUEh0zHzw+TImTpnQbOuIprH4i68pKK5E1yWKEARCkqFDetG1SxJC\ngKYrmE2SGJeTvfsPsPDTZfTq3Z+R6T3Z/t0hrrr6thbPrtpbAGiz8Dx6OJulyz6me4++HNy3AYs1\njvOmjeaymRfVE8wQvT4zhgxkycpNvP/fdXjLDjNzxrkM7N+nTeMLIRgyfBwrl3zMjIuvafoaVxS6\nxAg0TUdVFcrKysg5kkVaau96TTUdPspUmNNfw9YZfEjbiahFPrbeC40TZVdx1D25o4S6lBKvt5JA\nwE95WQHr163AW5FPvz5p3D7vAnbvO8Cij/7IjXNnMnhg/xr3bGjZS4ymMGI+DQwMDAxOW4yYzxOn\noZjPhvD7K9CUEC5rEpoWxu+vaNat9Gy0/Om6RnFJFinJvc+6ba+N11uC09m4FaxtSKSU/O+Tf3Pt\n5ZNxOqMW0NoPw36/nyNH89GlzuadOcTFJzN02HiorropFSo95Xg8FTXraZEweXnZBEMhxo2fjt3m\noKgoH5fLhcMR08A8GkbXIyhKy+06UkoKSsvYs3MTcU4Xew7soUucwvkzJhPWdOLjYtEjYVSTGSFE\no+Kz+nswFEYVYDKbT0ggaJrG/t3bGJg+qtl+pJSUefzEuexk5+bzl398wPdufxCns25916NeySMr\nBK/PhNhaRvFAwIfFYms0rvR0IBwOEgr5cDpbmUWpCe5fBr88BxJaZ1RsliNHcvh88YdoWgipBRk/\nZjj9+6bRtWsKZlVp9Di0VnwaCYcMDAwMDM5IzibxKYSwAsuJVuM0Af+VUj4lhHgCuAMoqGr6uJRy\ncdU6PwW+R7SU531Syi8a6LcF4lOiRUKopmPBWuFwEJ+vFJstBqvVeaKbd8YQCEStbA5H58oELNCR\nnLwHfI+nCJcrqWP6rvTywm8e4re//jl2m7XmwXjRl0vZtD2bPn0HYLVaycgYQXJy/VIvHUVT2W4P\nZWchZAifP0DQ62ffvrUgITHRTcbgAVR6PEhdMmHc6JqH+1PlWaBpGnt2bWbIsLHNzkNKSWmFl/jY\n6D0gLy+Pz79eQ3F5mMsuv46EhOg5sHi/JKwILu9bd/2KijKczhhU9fR9USOlXpNsqrXldoKhENnZ\n+9E0DSl8KLoVzDZ+u68XP+q9k3CFn7HjpjZ7Luh6hI0bVpGXuxtdqgwdPpneffpjMh3zQMjJ2kbW\nwT2MGtafPr16Vs29fayZtZFSYo3vbohPAwMDA4Mzj7NJfAIIIRxSSp8QQgVWAfcCFwOVUsqXjms7\nBPgnMA7oAXwFDDj+P+KWiM9AwINiMmMx1c0UousagUAlJpMVi8V+glt3+iOlpLKyiNjYk5OJtXWc\n3Gy4Pl8ZDkdch/W/Z/92Vi79lJ/cfwcAe/cf4Iul67nm+h+hKKfmllBeno/bnXLcb6X87uVnuPGG\nq3CYdZKSEjGZTCQnnfx6pS1F0zQy9+xgwJARQPPis6KigtjYupmxt+/YxT/e/YQ77nwMqyuZ+76B\nX06QpMWcmbfriooibC47FqVlL+LKfQWsX7mSvKOHmH3hZFxVlmIdyfYSB+9np/DMqEMs/OgTZl97\nP2Zz4zHU69d/ybc7tzNz2jhGZAxEAvv2H+RwgY+Ro2cghMKePTuxUcjoUcPoiMuj2u04EglTWuGl\ne990I9utgYGBgYHB6Y6U0lf1p5Xo/+FNpWq9Avi3lDICZAkh9gHjgXWtGTMSCeH3VxAXV7+EhKKo\nNQLD5ysDwGy2YjafnUJUSh1V7ayPVifvod/vL+/wpFSD+g/HZrax+Os1KITIyinn6mvvOmXCE6LW\np2rKSov58P2/0jsthUfvmUePnm2LwTwdkKL+OT98WAY/sNtY8uVndJl8MzFmhW5nsINEbGwSZWWF\nmN2OZq2I+/d/y9YNXzDtnOHcMGdaveUbPDbSYgUpXZIYM2YUO7avoWfPQeQcziYraw++slzi4uPR\npUARkpnTJnDx9Pl1XGaHDOpPSfEa/vWPl4iLT6FHtwQmTxvf7smLqt9lBsMRLCYTwVCEGGfTCcE6\n6x3SwMDAwMDA4DhE1KdrE9APeE1KuUEIcQnwYyHEfGAj8JCUshzoDqyptXpu1W+tIhj04HanNOtO\n5nDEoesawaAPr/coCXEJ6LSxpsJpSjT5iLv5hmc4Fouzqu6hRAjZYSUyevYcSJcuPfD7PFhiDqGa\nTq3rZnW85/q1XxkX414AACAASURBVFJefIgf3XEdDrvjpGQrbU+EEGiRSPMNq3A5Gw5MTO3WBW9w\nM+98p3D9YB3TKXwxcDKIjW0+xtnrrWDrpmXMn3cdLmfDL2je3WPnnlEehBCMGjGM0vIgq1YvYcrk\nCYzNmIg71lV1fYmac6shz9LuKXEMv2kuilBwOpsXxW1B1yVHCsvQNI2e3RJx2G3NjmOITwMDAwMD\ng9MEGU0zO0oIEQt8KIRIB14HnpZSSiHEr4AXge+3pt8XX3y65u+JE6czadJ0QKLr0ay2LS2grigq\ndnsMVqudsCZRFJ1AwIPN5mpQvJ7sOMSOREqdcDhouB8TtQBWW4A7yive661k44YVeD1l2M0aQrVQ\n3n0AbnfHufo2h8lkZunXHzGkXxJDZ15x2maDFkLQb9Awdm1dQ8bIic221XUdtcrqVjvrq93uojRh\nKIlKOZNTO1cMdEcghIKmhRssMxQIaKxb/SnZWTu4bu7sRoWnNywp8itY1aiYNJlMJCeauOKyCxoo\nD1R77LrnWllJESGfl1iXq0NqtUgpKS4pIayrJMbaWLdpC2+/vab5FTHEp4GBgYGBwWmHlLJCCLEM\nuOi4WM83gU+q/s4F0mot61H1Wz0eeuiXDY4TDPrqlI9oKdUWICklkUiIiooC3O76brvyJLqCdjRS\n6ni9JVgsrTYun3GUlubSpUu/Dh1jxYqvGNgrhhHnTcNisfDNqg2A3qFjNoTHU8GmjauYfu7FbNy4\nEV9lPkOHTDpthSdUlVeyWgkG/C1q7/UFiXcfE1PVArQkqPDf0kl8OFNiPjPeMTWJrkfwestwu7vU\nW/bOO69z0czRXHXpHU1m9i30qTgtGsOS61qejz+fmju/HDFuVIsVTdfbPZlTpdeLIhTi4+JQFAUh\nBDOmTmbG1Mk1bX71m5caXd8QnwYGBgYGBqcBQogkICylLBdC2IHzgeeEEF2llHlVza4Cdlb9/THw\njhDiZaLutv2B9S0dzx/0V1ks2/4QLYQgJiYJTYvg8RQhhUpMnXIEp+8D+vF4vWWNZjptK0LoHeay\n2lEEg15i3N061KpdXllJapKFsaOH11jcTCaV1auWcOFFc1pV7qS1SCk5fDibPbu3EutOZM2qL7ng\n3LH8/S/PkZzSjVvmzTmthWdt7I4YwqEgFmvT9T4sFhN7DhymIO8IWtBDbkEpZnsMz3/bj8dn9iDR\n1o3KiiIczvjTOqttc6iqGS0SREq9jqfHju1ruXzWaNKHDGy+dA1RbwHlBBOEWS0W7A4XhXmHSUmN\nZrZtbuzN275lz949jByeQX5+AYMHDeDLr5djMZu4es5svIEQoXAEu9WM0972GjCn1x3NwMDAwMDg\n7KUbsFQIsZVo0qDPpZSfAc8LIbZX/T4deABASvkt8C7wLfAZcHdrUs7rkWC7TVxVTTidibiqkhPV\nTsxyJiCljlTaP5v/6SY8IZqgymaxd5jw1CUsXvRfZk4bXyM8AaacM4bsA1soLi7qkHGrKS/PZ+3K\nD5k2pjupCWGeevxHTJ18Dg/dczvnnzvxjBGeAF279+Lgvm+bbSeEIOvAPoalD2TqtOnMu2YOpb1m\nU5q7nwvTU8k/vI07vn8dxcWFJ2HWpxZ3XApeb1nN9w0bv6KsYDfpQwa2uI+IFO2SOCs1rQ+qLZbD\nh/a3qP3QIf3xVFawbfsOuqck8uniJSxbsZY16zdSVunDajaT6HbhsJ1YLL9h+TQwMDAwMDgNkFLu\nAEY38PvNTazzLPBsa8cKBLyoqqVdH6Sr+5JSEgx48IeDmFULTkdsi2NKOy8ChzXm5IzUya2hHZ3t\n1+epINbesBvizx97kAWvv8W0mVeTltYTKZVa553eYNyxx1OB2WzCam06QyfAvv27CFZkccM1s4lz\nx9I97bgGZ47uBKC8tJiefZsXTTarhaHDhuN2R1301x618O4mD/eNNVFWVsLn36zh8V/9geTklGZ6\nOv0RQsVstiGlJC8vl8w927nj5mtbfC8NRBSi8fbyhAWoEILkxHi2H9xFtx69UVVTk/PIPZJHamoP\njuTlU1BSiZSS7qnd2LFrF4lx7Xd/67x3LwMDAwMDA4OTjkDD7y/FYumYTLVCCOyOOBLcKTgdMZSV\nHSUSCSGlJGqXPT3rgZtMJyezb2cWngA2W0yHWv+Wffk+Qwc3XrYkEPDxxz88x9ZdGwiGgoRDIcrL\nC9m4cQ3hUIj8/FwOHz6Aruvk5mbx6189yJ///Psmx5RSEg6HWPnNF5w7ZTxx7kaS55yep26jhMMh\nTObmz2tFCFK7RDO9BiPw3Do7U/RlXHTeLBLiE7l+3t0MH9i8y+mZgKKoNUnHtm5Zze03zsVqbfm9\nYVexytx+/nYtGdSz72AyDx5qcP9H77vRj6/sKOs2beP8mdPYfyifSy86n0njR3HFJRe221zAsHwa\nGBgYGBgY1ELTJS53UofGzVWjKCYSEnoA4PWVI3Udq82G2XR6ZYwtKTtCYnzqqZ5Gp8DnK8Nud7e7\n0JASCgrz2bJtNfOuOb/Rdu7YWF5/8Yfs259J5rdLkLpOIODHbrWwZ8fnWC0mjuSXsH3Lalx2yUu/\n/jmv//X9RvsrKSliy5bVJMaozL1sWpPbtXXrZlIvnHVC29mZiHXHEfB7MJvjm20bjmjous6r2xPQ\n8vdx0+UXEBcXFaTW092xoZVEIn40XUfRPdgdrStxsiNf4fYR7RfyAGCxWtH9pU22kVIyaOgYnhw+\nDo8vwA1zL8RsttCt63ntOhcwxKeBgYGBgYFBFdFKLgpmpe3JJNowKgBOhxtNC1NWdhSTyUJsbJdm\na4t2BrzeMtyxybSHz6WmRZAIVEWtUx1B13VUVXRY2ZL2RNMiHWThkmzbvIpnfvFTbLbGz88RQwdj\nMqkMGTyQIQ31UqsUSDXTx/fnpRceo6CwkK5duxIK+BgwYCBlFZXYzZI7brsRm635FyKHj3ZsvOnJ\nREqdQ5m7GTVhRjPtjpl7A8EgRUcOceG4wcTFdbziDIXA5wOXC0zHKRqfVxLRIDb25F8zJpOdjas/\nZfCAXi2+FqSUHPGo7Cq10N3VsizDLSUcCiGPM8tXHzcpJf5AkLziShLj3cS5TMS6mndBPxEM8Wlg\nYGBgYHCWE9Yh9/AhViz7GInAYrYRkWZMIkK1OAxLC2YRqrNeUNqxCj8hacMiAvX6FYqK1LWa79V9\nCkWp+V01mdG0MEgISRtm/ASDXsxmK6pavxZeRFowHTeP2iiqGV0LAxCSViyirhUhoDuwKb5j36UD\nm/DVadPY9lSjmixokegcfAE/Vqsd9bhnTEU1oWuROn1pmFDQEceVBKneT36fl83f7mTimAnU9ro7\nnHOY3n27Ewkf+zEsrZhFsN4+FoqKX7NiE76a41O9TxTVTCCi1ts2RTHVSQIVPU5hhKKi6zo6KiqR\nmv1Zex9Xb5OiCKTU8fu82O2OOvs6KB1YW7GPG9omXYuwc+dmfJVH6rW3iQABacMu/IQVB7t2Z9Zr\no6oCTYuey0IIkBGEUBDo6Jjo1yeNhHg37tgYAr4ycrL343LFYXLGsi/zIMMy0huca20uPG96s206\nO1EXTJ2jhw/Rb/AILC10GVVVhfc/WsS4tEl8U3ZyTJ0rVsLDDym8/bbOsGF1lz37rGDnLsGHH54a\nX+jS8iATRvVv8GVHQyzLsfCbDbHcNaISRZxYptvjMVusqIpaby6hUIhAIIjZYqFntwTMxyv4DsIQ\nnwYGBgYGBmc5CvDqy79g0OBBxMYmInUfKlA7N64JHyh2pOZHCLCYQIZ9SAlmov8KxYrUj4k9eVzZ\nxeo+a/8eqaUjzUQFis3uQGoBpB4VOEKNjhvtwweKA6n5AFG1zFfVzoYWLq/TX/U2VPdhxVdnfCs+\nVAUiGgjFgtRDx7ZHtSG1qECqXhad8zEh5bCZQcia+VW30/RobXcrPnT92H6uvS1CMSP1cM18bHYz\nk0YPA+mrqoGqgNTo3j2BcLB6neg+NlXNsc62mCEYBiuVSAmWqjZaVRtNB3Ot41p7rrXnU/s4Vfcp\na+1PrdaY1bbp6m20WUHqPkwqNfva0sD+NOOryYgrhDl63ggTSA2pH2elqep7aMYQ9KovwfCxbS4L\nWzCJMMWaGbNJx6RKAqFjywH8/lr7KARmVRDWJGaTIByJCl1XjItAWILZTfcebkIR2LFzB15PJcMy\n0psVEuZWxPZ1ZrZvWoXDGUP3nn2bbVu9PxQgJiaBsSNHsmrLMfEkpSQUCmC1tr8rfTgkKCxU8Ho1\n6os1QVmZ4FQE4gohCIVCrF67mSsvO7/J8yaoRYXnr9e5+GB2CYn29hWeAEiJpmmAJBzR8YclMTYV\nq9XaqnjU9sIQnwYGBgYGBmc5v1gt8JiS+OFdPyQl5czPSGlg0FIWL1rM0i8/I+tQDslJCTidzlM9\npQ5FhCN4yssYMXZqq9bTNJ3evdIIBCShWi8nli39GPQI5UE7V156SbvOVVF0QMVmqy/WKitPrYv6\nwIHpbN34OVJKFKXh8IFgKMTjaxKxqpJ3LqkgwabTESmTLVYbBUezccV3wWSLIdZpB+wttsq2N50/\nmMLAwMDAwMCgQxmTopFfWj/O6MiRI2Rm1ndhbAivx8u2rVuJRBqv4VleXs7atesIhRtu4/cHWLt2\nLTk5h1s0ZkFBAatXr2bdunV4vd56y0tKSggG6rp2+jyVlJeXo2kaeXl5NR+9ynTn9XrZvHlzTXuP\nx8u6desJNzLn2lRWVpKXl0cgEKzaHj+lpccSfQQDQQoLo7UOg6EweXl5lJeX1+kjEolQXFxSa/xK\nKioq67TZuXMnWVlZABw4cICjR46yZs0aVq9eXbM/gsEgR3KPsGbNGjZu3Eilp/7+MWgeRQ/ywoLf\nM3DEBD767MtTPZ0OJRQMsH3HevoNHt5qUWIyqfTukcTSr/6J1x+95nSpsX37ZnqlurArlc300Hp0\nvSEZE7V0quqpTT2cnj6CkvIQWTm5NFReeW+Jyr3fJGFRBE9M9NAjpn1jpasz2IbC0TCHUZMvxmpW\n6ZoUj8sZTYJ0qrIPG+LTwMDAwMDgLGfuAIWxvV11fosEg1xxxWzmzZvXoj527NjB/Pk3U1TYeNKV\ngD9Abta+GjfH4/lm2XJuvXk+R3KbF5+lxUVceeWVrFi+ksd/+ji//r/65UwffeRxNq5fU/N93+69\nXHHFbH7725fx+/08/tij/OSRR7jg/AuorIiKwAMHDjDrvPPYumUrAJ8v+h/Tp0+npKiwyfkUHMnh\nyivn8MB9D3LPPfewZfNWbpg3jyuvuJKFHy4kJyePnz3+c+ZdPw+vp5IHHniA+++9lytmz+ZQ1qGa\nbbr++uuZe9VVvPbqK6xft4G5V13F3LlzWbZ0Wc1YD9x3L2/86Q0AXnj+Bd56658cPJDJvffcy6uv\nvMzhw7lsWLeGCy+6iG+WLecPr73Oa682XU7EoDFqPaDLhs/batqzFuKpwOupJKlLN7r16N2m9R0u\nF1ddMIqiSj+/W/AEC7/6nJSkGA4XBsnJ3kdZacckZHrxRYW7745+fvQjwd13K6zfeOolzo3z72DH\ndwcIBOvGqG8pMHHnV25uG+rj2akVHZIN2OsPUFRagd8fQFVV3DFOTCYTy7/4sMkXhCcDw+3WwMDA\nwMDgLKfMUx41GNR6QX/o8FGO5B7h3HPPI2f/PiqDYX7wgx+QkZ5OZmYmf3zjT/zmuRcoyM9j5syZ\njBkzBoBbb72V6667Hi0SYe/uXcw8/0Lee/c9CgsLufvuu/nd719j9NgJLF26hA8+/JiZM8/jwYcf\nIj8vn9dee5XC4hL27suktKyCP7/xBl2SE/nFk0/z8UcfsGL5Kvr1H8BTTz9BRFcJBkNkZR3giSee\noEtyAqtWrea5Z58lIT6ehx95lC8+/4T9+3fzj3/0J61nGmvXryO/oIj8vFxcLhd//fvbvPjblzDZ\nY7A7ou6UQgj8gQAv/PYF3nnnHf70xt8JhYLkZmdx4w3XkpiUygMPPcjevXt4/733GTFiJE//6il2\n7zvIsKFDmT//Zq64cjaFBcVYzCaunH05r732Krfd6mHL1s0cOnSI8vJKIqEQTz39DOPGj2Pzpg30\n6t2L/36wkG3btvHcs7/hkUcfIX3IV/Tr25f4xG68suBlJk+ZjNlcPwmTzRTihhtv4v333mP4yNHM\nmTOHBx94hIT4WO69525Kysp5/feG+GwLmnos86cQDT82V1u2TMdnnTrNUFUVi9XWZnfMSCSCKzaO\nxDgX937/GoKhMB9+soWQJrhw5iQ2rf+Cc2fNQ23n/bR7t8Bmq755RUVnQaEktVs0a++pypqdEJ+M\nP6Sy6MvlzLnsfI56VTbnq/x5h4MnJ1VyTrf2F4FSSorLKgiGNFISYzHVSiKUmNyN/kNGcnDvTgak\nj2z3sVvKqX8tYGBgYGBgYHBKcVgcaFqwjpFnydKl3HrLLZxzzjhef/OvhEIhtmzdwnXXXce3u79j\n//79XHPNXBCw4JWXyDsazUI6etRY3n33XV5a8DLmmCRuvOlG7DYL4yeMR5c6m7btYuGnX/DQoz9l\n7NhzGDh4KACJSYlcNWcuPdN6cv6sGTz4wP088ugjdO/Zk4cfvJ/cI3l4Koq58aaoJTY5OZ5FixbR\nt3dP7rj7XtatWUXPtDQumHUuH3/yMStXrmDAoKHcdef36ZbaDYD5N89nzpVX1Wzjvr37+M3zz3HP\n3XdisVhqfu+emopZNbFo0ed4PeXExMQQExfP3NseJC8/n5tvnk9hYSEHsw4y78brAZg2fRrXXHMN\nN82/kfPPm4HTZcPucNC1W3fKyyu5bPZsHn74YZA6qd1TefLXz3PX3XeRmJDIlGnRLKllpSWYTCqp\nqd3web0cPnyY+IQuJMTZKS4uqmN503StRvQEwscfUUlpaQGjR43D4YqhR48e/Pq55078RDnLkbJp\nsVBU2v6upScThyuGI9kH2ry+1Wwiv7CYkCZITulKj7Q05t9wPedPGsTwYRn075PKZ599QDjceLbq\nhli36gsWL/6Abds2knXoO/71ycfs27mVjRtWAvCbZ7188IFW5zN9dhG6JlGVpq3VHYmUCudMnMF3\nkV48ttzNL1fFEtAEL8+oYHqPehdtm9E0nYKSCgpLKgCIi3HRPSWhjvCspnvPvijqqS28aohPAwMD\nAwODsxyLxVzP0rF86VesWbeODz9cyJ/e/COeSg+qqtIjrUc0gYaULHh5ASNHjELTdDQ9mizjsotn\nkpubzeHD2Vxxyfm8+rvfU1RczG+e/w2Hsw8hkEyddA73/fgevvxqMa++8gIAJpMJhysOs9mMw+lC\nSonNbo9aLaoynMbFJzFw4EAA8o4cYdq0aYybMIlb513DZ4u/Ztv2HXzy6WIuvvgSIuEINpsdh8NR\nL+GHlAIpJX/5y585b+Z5DB02tNYyidVqZey4CfztL28wceI5mEwm8vOO8n+P38PIEcPweDwAJMTF\nMmRItJpkdnYus6+4nHvu/hEvv/oHkrr1pKSkhJycbOKTuqCarei6hhACn8/PdVddyYB+/Vm9chnx\n8fEAJCd3IRQKk30om9jYWNJ6dKOgMJ/8/GKSkrsglOjDZGr3HlRWVOKprKC8vIK0Ht2PO6KCjPTh\nfLjwAw7s38tXX37FNXPnnPiJchaiarVKxDRiQauOn9P0UxtneKKYTOZo3Udf2+KD7TYrEgW7WZJd\nEd1XcXFukhITUBWFMSMzuOjcdBZ98hc+/M8CVi3/lFUrPmbXrq2UlBTXqT0ZDAbIPXyQdWu+oG9P\nFzMnDsShFrHy64XMndaXoRlxjB3eG1WFxYsXkpO7ieKibWze/BHf7foI/5EEIhGNwsKCeqWNThbl\nQbjkf/F8ax2P/cgyXjuvhKsHBunjbp/5RCIRSis8FJSU47SZSU6IRQiBydS4uBRCkJjcle+2b8Dv\n87TLPFqL4XZrYGBgYGBwlhPSQFEsdX7bsmUL3yxfTklxKRkZ6ezcsRNk9MFQABFNo6ysiI0b11Dt\nr6tLGJgxkimTpzJ50lTS04dw33334Q/4eeapZ0jt0QeAouISFrz6O6ZOnclPHv5xzZjmWnUfH3ro\nMa655hpSuqTw5zf/yDv/+g8m0zGBnJjchVtuvZ15865HKAp//ctf8XnL2blzJ0MGDwYgffRE7vrR\nvXwxMIP09EHRbQ2FkYCu66xcuYrnn38B9ThLQDgc4aKLL+Dzz7/k+nnzeOvvfyMSjuD1etmydeux\n/RY59hD59bJlVFRU8uLLL/H2P//Jk088wRv79/L+f9/nV0//DIfNjFAUTGYLWVmH2LZtC1kH97P0\nm6U8++vnmHv1XC659FI2btjIk08/yS9/8QvSM9J55NGfoGkav3nu2Zp5PvbIgzz62M8ZPWYMI4aN\n5Kqrr6ozf0UR/OjHd1FQcJSLLr4Us9nCbxe82ppTwqCGY8dYdEAm0s5G34FDWffNImZcck2b1k+I\ndTCtu8a/drt4bHxFveXdUpK4/aar2bdnJ1269QShkHMkn7f/toBgKEKMy4muS7zeCq6dcxFTxvbH\n7Y7G0qZ2S2HShLE1IjU+wQZIfnDzLPr0LUSXkl4pfXC7Y/lsEWze7OWVV37N08+81ub9cSLEWKAk\nAPeNCvLJm59jUdvH1TUUCqKqJhRFweWwEx/ran6lWsQlJONwxrB75yaGj5ncLnNqDaKhDEwdNpgQ\n8mSOZ2BgYGBwZiOEQEp55j8RdiBCCJmbG+Lpp+7nyad+ccKlVo7kHuFnP3ucm2++hRkzZzTaTkqJ\nruv1hF9jaJqGoih1LLSN9VGdubaxEgcdSSQSadDdDaLzqraShUKhOq6+Bp2TRYu/4tJLLgDgb2/8\nnhuuvapem+pn26OFpaR2STip8+sI1i3/nCEjxhHrbv22hMIR3t8fw/Z8lf+b7kFp4O4spSRrz056\n9B2E+bhrQEqJpuuox13rDfHRp1auvSmeZYuKOGdCuKa9lJK7701kzRbJ319fTqEnhhEjxrZ6W9qD\nEf9Q+MvkHLZ98QaPPfjjNmeY1XUdXyBMIBhEKAqJ7tYJzuORus7OrWsZPGwsZnP734cscamN/t9s\nuN0aGBgYGBgYNJvJs6UEvBXMvfo6pkyd0mQ7IUSLhSdEk6Ec/+DWWB+KopwS4Qk0KjyBOuLZEJ6n\nIc0YUE73bLfV9BmQQWFeLvjql19qjkqvj/GJlbyfaaXY37jQcrnj0bT6cY9CCNRWXrsmu7XOvUEI\nge7T0MJmevfuxdbNK1vVX3uiKpD53XacMQkEg62Lda1NfnE5JlUhwe06YeEJIBSF5JTubN+46oT7\nai2G+DQwMDAwMDBAKPWzqLaFvgMHc9llFzeYldXgzOPw4SPs2rkLn6f9ku0cza1bGzHg93HoUE6D\nbT2VFXgqK/H7/eQdzaO4MJ9wOEwkFORAZiYlRYX4fdFEQbquU5ifR15+AV5/y4SAoteuE9uw+Ky2\nZpvUM+OxOiE5hbKSMnZn7mLPzk0EAy0XoTZHDCmuMFf0D/PuXkeDbYQQuNxxZB/Y22g/LbEQTp4Y\n4ot38unfp37s4j0Pe/nz66XExsQwdsQAVq06NTVadR32ZGcxavhgyitbdo0EQ2EqPD5Kyioor/Qh\npaRbcjw2q7ldX6p17d4LpyuGyvLS5hu3I2fGVWJgYGBgYGBwQkj9mBWisLCIwrwjLVovGAyyaXdu\nnd+ys7IIhaIP91mZe8jcn4mUkoNZ2TVtDuTkUVlexp5dOygsjNbQ3Lg7l+LiUnJzj7Jx7RqWfrWE\niopKtm3dzt49+xos1m5watA0jReef4Hnn/0VOYcO8f077qS4uKRd+v7nv/5T4zoNsH37Th596GEg\ner79/PGf1Cxb/s0Gli9fwT/+/v/IzjnMCy+8xL//8z65R/O56ab5vPX3t1m5YhkAhw5ls+B3r/Ha\n737Pru3bWjQXUeu6qE741BgFxfVjHE9HTCYzYyZOZWDGaBKSu3Fw384Wr2szSTRN8vNzKtlVrHDT\nZ/H4G0gSbLM7KSnKa7CPlrqmJiVIpl8iiY+t3z5jcJjxo6P3oKmTxiLCRez5bneLt6MhTErrM9TO\nT4/Q55w5jBo2GI/X12x7XyBEbn4JihDExbqIddnb7KrbEnr06k/2gT0d1n9DGAmHDAwMDAwMznIi\nOiiqreb74kVfsW/vTvr260+3tP7kZu6iR69e5OUexhOWnDtlEitXrmDK1GmsWfE1/+8/77N06VLW\nbtjC3t3f8d23e7jqqsvo2aMHl86+igvOm8UVc+bw57f/zVtvvMqGdev54x//xCWzr+SZJ3/B9Gnn\n8vofX+OhO2/gofvvZcfOvSQkuCkrKcQfDLBx42Z69x9EWrdE7LGnf0zdmcChQ9ls3bqVEcOGs27j\nZlJTe/DnN9/ksZ88BsDvXnmVrIMHue3732fV0i/ILyzn3Evn8OE7f2bs+IlEwgGsZhMZo8axa9tm\nwgEfX369nNmXzqa8vILMzIO895//UFBQwIjhw8nOyeKB+x9k0qSJrFizia+/Xs65507BrAb57cuv\ncNNNNzJ69Eg++ugjcrIP8e0uN4FAgHA4zMsvPc+YsaN56skncTicxMa40LWWWT410zFX2uZefshG\nLKOnK0IIkrp0QwAlRfkkJDUfD64IgdRDuC12Xp5ewZ+3W/jZylh+NqGSRLus2YelxYXEuOM7dO7V\nqKrKRedP57PFSygrz6Vrz4F079oFk2KtaquzYsXXaKEgJruCDAlUVaIo8O232+nTdxBWixXFbELB\njERgszsZPrzpOFKvt4ysjcvpP2sWVmsFe/fuo2+vtDpzC4XCeANhkBpWixmH3UbftBOLu28NdmcM\nwWDr3atPBEN8GhgYGBgYnOWYFCgJH3skcJiCOFxuNm3cxMCKcjRN4ZuVa1izagXhcIjy4kJWrFiB\nqppJ7tavZr3FH3/ISwteYv5NN9O9e3cQCoFAANCZfu50Pl74ASaTiXETxrNkydcoYQ8lpSWEQvUf\nfnr16Y3NzePPdgAAGjhJREFUGUt+QQEXzppGzz4DscXEnYS9YdASigoLGDwonffe/y8mVeWJJ59i\n08aNNcv3Zx5gwYIXydy9k9ff/Ct//P0CXn7hGYJBP4888jA33DSfBQsWcHDXRnbt3M2Y8efQI607\nV18/l89v/4y//PF3TJ15CW+9+Xv6DxhCYnI3pk2byvKlX5AYa2XmzGkABEJmJk+azNq1a7juumsx\nW6zceut8fvqTx2usp7Nnz+GzzxZhd8QTFyPwByMgWhZv7FCPud2KRkqtnKlUiySHK5aNq75k2gUt\nK9fjcLgQQmA1wV2jQry0TuP2L+L496WlWFXYsWkVcYkppI+Y0JHTr4PVYmHO7IsJBEMs/vJr/vHG\nCoRiJRIJIxSV++66lT5VwrAqkR1CCC6dFRWYmqYjBHi8XhAK+fn5/PDOa5h/811MnjyzwTH37FnP\n1InR81RVVeLc7pplUkpyj+ahWuwkxcVgUptPsNQRqKqK3RFD5p4d9Bs07KSMaYhPAwMDAwMDA+Jr\nPWR3T+tHZVAS43SQnJzA0aP5pA/sR8aQwRzKymTa9OkIJKPHjmHD2tXMmBHNajs4fQg/efQRYtzx\nlBQV0advP66+4XaG9esKwLBhw4iEI2RnZzNs6BC690jjltt+wOjh0dIot918E8VlHmbMnI7Nbsdp\nt5GeMYy//f3/kfjdfm6cfxNWq/Xk7xyDevTs2Yuy0kJu/v5diEAZlZUeHnzowZrlcXFu7r33Xm69\n5VZmzpzFfxct53s3Xs8f/voWb/zpT1xw4SUMHjSYBS//jmlTJxEf58ZisSCEwGy2c/V183jv/Y/Y\nsn0n5513EQ67BVWA1Z5Ajx6wYvlKJk+ZhNWmMemcsZid8byy4BWEHkFRFG64YR7bt29DVVUmzziP\nv73xB37++P386Y23sBFCKC0TnyFpr/lbNpGUS0qJrkXQNI1gMISqKmfMuepwulBNJirLS1tkrdS0\nCNKkousSkNwxNIjVZOKBZW7u7bGBfoOH43TFdvzEG8BmtXDlZRdx5WUXNdu2thisrp3pjo3O2x3j\n4k+v/B9bt+9gw6oP8ARBSjPhiI7ZpLD74H6umjWOYkUlqEXd1Pv360dmdh5dEmKwWq2kJCeiRSJI\nXUM0UZuzo+k/ZDhb131Dj179sdrsza9wghilVgwMDAwMTluMUiv/v717j5K7rPM8/v5W3zsdYsIl\nQIAAQRBBxByM3A0oVx1gZsQBdnGUdXRRR8/ZXa97ZsUZ54h7dh1vwyoKiC4uXtAF5ngBxQRYLoIQ\n5X4RiSSQRMi9c+muqu/+UdXQ6XTSFdO/9KXer3P6pOpXT//y9DdVqfr083ueZ+cNbLXy2X/6KP/t\n05/Y5lYr/f39LiKkrXz+nz/D1N324gN/f+mIbauVMue/4x1c961r6Jw2nfXr1nLpf7yUT3/mHznk\nkDlbtL3tl7fRMWUql/7df+Dqq6/mmDeOzVYZg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To embed the weather map in a matplotlib subplot:\n", "import io\n", "from PIL import Image\n", "from urllib2 import urlopen\n", "\n", "url = 'http://cdn.knmi.nl/knmi/map/page/klimatologie/daggegevens/weerkaarten/analyse_2012031700.gif'\n", "\n", "image_bytes = urlopen(url).read()\n", "# internal data file\n", "data_stream = io.BytesIO(image_bytes)\n", "# open as a PIL image object\n", "pil_image = Image.open(data_stream)\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "f,ax = plt.subplots(1,2,figsize=(16,8))\n", "ax[1].imshow(pil_image)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }