{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Brain Observatory Monitor\n", "This notebook demonstrates how to query an BrainObservatoryDataNwbDataSet object to find out what type of stimulus was on the monitor at a given acquisiton frame during an experiment, and align that stimulus on the monitor with stimulus templates from other parts of a session (or other sessions in a container)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "import allensdk.brain_observatory.stimulus_info as si\n", "from allensdk.core.brain_observatory_cache import BrainObservatoryCache\n", "boc = BrainObservatoryCache(manifest_file='boc/manifest.json')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This dataframe summarizes the epochs of the experiment, and their start and end acquisition frames:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stimulusstartend
0locally_sparse_noise74222417
1spontaneous2256731449
2natural_movie_one3145040479
3locally_sparse_noise4138563058
4natural_movie_two6396272991
5spontaneous7314182023
6locally_sparse_noise82024105502
\n", "
" ], "text/plain": [ " stimulus start end\n", "0 locally_sparse_noise 742 22417\n", "1 spontaneous 22567 31449\n", "2 natural_movie_one 31450 40479\n", "3 locally_sparse_noise 41385 63058\n", "4 natural_movie_two 63962 72991\n", "5 spontaneous 73141 82023\n", "6 locally_sparse_noise 82024 105502" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nwb_dataset = boc.get_ophys_experiment_data(527550473)\n", "nwb_dataset.get_stimulus_epoch_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the stimulus parameters shown on acquisition frame 1010:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "end 1013\n", "frame 35\n", "repeat NaN\n", "start 1006\n", "stimulus locally_sparse_noise\n", "dtype: object" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params, template = nwb_dataset.get_stimulus(1010)\n", "pd.Series(params[2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is what was on the moniter during that acquision frame:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = plt.imshow(template, cmap=plt.cm.gray, interpolation='none')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes it is nice to have this stimulus visualized exactly as it was shown on the monitor:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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IAOAJggwAniDIAOAJggwAniDIAOAJggwAnvh/FgsZECXIRtUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = si.BrainObservatoryMonitor()\n", "img_screen = m.lsn_image_to_screen(template)\n", "m.show_image(img_screen, warp=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During a Brain Observatory experiment, the image on the screen (for example, above) is warped so that spherical coordinates could be displayed on a flat monitor. When an stimulus frame is displayed without this warping, it is useful to overlay a mask of the eventual maximal extent of the stimulus that will be shown on the monitor." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = si.BrainObservatoryMonitor()\n", "img_screen = m.lsn_image_to_screen(template)\n", "m.show_image(img_screen, warp=False, mask=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the ```map_stimulus_coordinate_to_monitor_coordinate``` function, we can assosicate a position on the monitor (eitherpre- or post-warp) between multiple types of stimuli, despite the fact the templates for these stimuli might have different sizes and aspect ratios." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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wgniaOgVFiidbGY4MwxAvv/wydnf3CssAznty4fvaAqFWq6HRaKDRaBiC2G63\nsbq6mo0/n7w5D04qa4yDk/UXe1Z2OimCQNuGdLtdKLV66G3MYvHn7cmTJ9Bo1HHx4kVTHbsIuEL2\nSskKW6wAs5WhmqTrJH/HISTJrEKnFbE085WbGusX7duW35/s5TeZjFGv61BnGLqV9iFi6+ZLAhPH\nq0FGrzYsObshcDUI2LXAfuOyxM3C4vqDjNLFRCOKIly8qFsNcaI1J9HrpH5HhJnyVjYymT6KInS7\nXbMXqYZIIse5Z2yPwdDvpZmlBlBWzGTeW07AUvPyfc9MuEw2tYpWR6vVQrvdxubmBlqttiGDcRzh\n1CmduL+ysgJAYTKZYmdnB0w0qyflK3/e5lYXwMmTJ6+Syeniz9tOZwXNZgtnzlzCc8+dK6ipXDHJ\nbbek4TAvL4NbV0l7DLkek/s8VKoM0eOWXRxil/vQ1hbV5Izfj6LYkEW+N8IwRL1eN22yRiNNtrmz\ngR5DasbJIfM8/JqYLxSyVdQywZKzpcOyErHDouo4LGGzsLiW4Fwq3/dx4sRmVsEXY2VlBc888wyi\nKDKTM+ffVEG73eehI1kxJ8OgMtcs91DT+Ui8rlbNuC+jl1Xk7X8cXOV3yy1n0emsFCbwbreL3d1d\nTCYTTKdTeJ6HTqeT9aqsZdt38MILL4iEcSfLQ/Oxs7ODl156KVPRHsr6kLYQBME1maT5XFxbFJ+3\nvg/4/ltw11134sknn8DW1sVDbe2w4y0rbZx4r61I8qR7SepleHFeeLOsqPK1TZIE/X4fk8nEVKf2\ner2sKjRv0SR7f+ZdMPIuA/y/0mzuX7ByFLDk7MhxXMjYIigfqyVrFhZXG+xxpbLel+z1Vav5mZo1\n3wqB1S425pRVjnL72vssNb9zbherKkyKNPKKSG4fxOOap5oQabIXBAE2NzcLZqVEwGAwwHve816z\nj1qthjRViKLYVHPeeeedpgURrxdF/xFJ8hIGgxexsxMaUqDbFQVoNBrCbqTYRaHsBybDYZK0ynZB\n0lpic3MTZ8+eNUpSmXjIz5aT86vy5eZhNBqh3++j2fxBhOEQnvfHUOojUOrNptq2bBfC4NZGZePh\nRcHVoVqZLFb8SuTH7sBx1FxypomXNpCt1+vY3Nw04ctyhXE+Bv5SUTwGrabGJYVQmSKRZYMlZ9cd\nNxMZOwiWrFlYXG3wpFQMBSlDzPJk/bRAvGQ4CND5V41Gw+SccehRqhGsfiSJVstGoxGUUvA8v1Ax\nKsNU0qZKTegRAAAgAElEQVQir+IrdivQocyaqcaUPlRa+SCsrq6i1+uB+yk2m03UajUMhwOMRmP0\n+33E8c+g0+mAaBOOE5ixxHFsCJs87uFwKAimHn8QBCbsJ324+NiYWHELINmfVLrz93o9vPDCCwXl\nEdAqJSerMzj0zJ8FNFHhPLm8K0DeHFyGHHW16ARRpDsZ6Gv3Y9m5DuA4AdL0zWYcbEvBlYuStGpS\nzY3rCUrpVxTlhEpW97quduyXBshlo+PsKOE4hDhOZ8got7uSnR5YFfV9z5B7Xl93ZQjN/cHVqXz+\nuBE8h0jTNIE2t00N+Vs2WHJ2XWAJ2WKwFaQWFlcL0r6gXm+g1WojDHegVIowTAo5ZZ7nZpYPPoKg\nniXX1wsTIpt26m1jxoai1+tlRQZpIbGeQ5uXA+0m76KYM5VgOByi3+8BYILkGbsKx3kXJpOL2NkZ\noNlsGvsPPhYZupTdEICiPYhuC9TAxsZG1rexZoiAPD6uKpU5dnz+mcSORiMMh8NCeyE5LiC3r5AG\nrJy7x8TQcRzTu5RJGat2rNKxk/5gMMDe3l7WxL0qVMnP2xTA14h1ik77i0AWhOQKZ64qSkVQGvpy\nFwEJXeFbbILO2yxXa0oFk/3ZpGddlX9ermbmFh77VY0eFSw5u2awhOzKYImahcWVQE78aapw6tQp\n+L6Pvb1dTCbTwoSUproqc319Da1W2zTyDoK6ycliclJ0bddVoS+++CK63S6m0ykAGGsNDd0q53LA\nFadSWZlOp9nfeag0TX8UjnMGrtsomJdOp1NMJuz8TzMERaqGXHVaq9Vw+vRpDAYD061gdXUVvu8b\nFYePnw1WWVljolSu+pxOp9jd3c3youICccu7FqxgbW0NgK6krdfrSNM064gwMONjQlEmK3Ecm/EF\nQWBaZ/V6PXOM8/EggCmUSqDU9xz6OrHKyNdK9iaViqskZrp1U22GGEkrlziOEEVhVsCQN7PXofG8\nzZZUgPn6KOUgTau/FGgj2qmpIub7dplgydlVhSVk1waWqFlYLAKesCR0PlaKVqtlJqHt7UsAYCY8\nDlvVarXM06wOx3GwsbFhlJpGo5Hlrunm3zpspVWWNE2xtbUF19UGqNxcmhWfolqVh8hY2SDKm1Nz\nMUIYRnBdTibP20hFUYRLly4hTX8URAMkSYrt7Q5Go5HxZWMyF4YhdnZ28Nhjj5nx93o9E+oCctUk\nbyUVo1arYWNjAy+99BK63a7ZJvu2eZ43U/gQhiHG47EJU8qwJYcj2eqDQ4m56pM76DMJZrK3srKC\nRqOBOI4xHA4N6V5ZWSl0fMhbWeUhv0ajYQooZHiZe1SWCZve1oMAXoE0XQXR15nrpI+T1ydDiMqV\nuwzOe+TzI5Uwzm3TeZHFMLlcL0lSYyLL7cJYGeP7gW8t3rfMe0sSQppy6D2v9mRVMopCpKmHMNwt\n/ysdOSw5uyqwpOz6gc+1JWkWFmVwsr2ezHJrCiYIrCrJyQ3QYSQmVJ7nod1uwfdruOOOO4ziVsZk\nMsH29rYhGYDMwXLhuinieP/2OLp4oWivIHPA9MSdQikd8gvDEN3uv8WlSx8zZEYTuRCTycQQLd/3\ns1wzMuE9Ji9BEJhQIZMt13Vx8uRJ1Go1hGFoVKh6vY5er4fhcGjCjkweZbcEJqAcVmRTXCZS0o2+\nbDvBRM73fQwGAyiljNoHoNB3stVq4fTp00jT1OTbJUliihnkudve3jadAvg88fmd14Jp9n56Zxa+\n/toD15V5gzxezhnk4+Qqzrya083Gq8lXXjSiP8Oh6iTx0W63EAT1QnEIgAJB5WuRjwkgipEkDur1\nhlBaE6ytrSGOI/H/slyw5OyyYQnZ0cKqaRYWs2CX/AjTaZj5QelcMt/3Ua8HxoiVlR8uEOBG4kop\nrK9v4L77PnHfHpL1eh233nor+v0+er0egiAwhAZAZn4agsiZ6/NVVTUo20BpwkhQ6sGMiEwKCdzS\nG63ZbBqPNgCmsk/mQg0GA1y8qG0luEsCdznY2dnB6upqNi59HpnIMfELggDNZtP4yHFuVxAE6HQ6\nRlHs9XqmwpBbScncMP5bqzeRaYHVbrexsbGBZrNplsl1B4OBSfx/+eWXTeEAV+SymsWvPAR8eBQV\nrwehyX4K4M1z1+Vzp8mZB6K8MEJWWJb7uZZVPM6DXFtbQ7vdNudAqmtSJdSvnCjL/wO+zvqLgJeR\nuTwsrotDbFjzGMCSsuWDVdMsLDS0KsE5TrKvIzv0a8+vAHEcFUgTqzmu6+KOO+6oJGZMZniibDab\n6HQ6OHHiBDqdDi5d0uFSPRH7cF09xSRJbKo3lcrDUTqsmqtO+TjiTHn5sWzPeZ4bE0BWl1ix4W4A\nPLZWq4VWq1Wwomi325hOp9je3gZ3IYjj2IS5hsNhwddtMpkYtS2KIqOCjcdjjMdjJEmCvb09rKys\nYGNjY2Y9z/Owu7uL0WhkSIIkITIPTlccRoY8yh6jfF46nY4hTL7vo9vtGiLGxyFDuqPRyLS9yv2+\n0gIZkkoaE0LenswRy0neOwEkAN4k7rlZWwvOK8tbYhVNilmprWrvxNdM5jny2OVyXkefa63UcahZ\nqoP6cw6I0my/fP71dmXP2WWBJWcLw5Ky5YclaRY3NzhPB0gxGAywvb1tFBXfr5XsGoqf1RWYqbEv\nqILjOAXDzl6vB9/XlYydTqfQKojIKZjZMjkrCzlMhDi8p5WPd0Kb5BbtJeQYuGOBzPni7XDbpDRN\nDUnSrX3CQuK+DEvytou2EK4xuOW8M1m5mSQJut0u+v0+oijC2toagiAwNhK1Ws20uOJ9SX80Jms6\nT0/hxIkTRpkrW2twVSgTlNe+9rUFpaxKndza2sKHPvQhbG9vGxIkKyvzMF+utpULDwCYXEOZeE+k\nSVqavmnfMKlUDNkAOYriQmHEvM/0+31jzyIrWWU+XxAE8H0vC80rE+bkdVk94y8CNwosOTsQlpTd\neLAkzeJmRZ7DReSUCBoV8sMAmGo33/cQBHWT8F0uKpiHlZUVDIdDDIfDLFdKh4c4xMmTufQvk/v1\nPN+QnCiKkCTvgO/XkTcJn0Vu1ZD7cYVhiO3tbZOozyqNDH/x72VPsHLeWHkdDqPyZC/7ePJ2x+Ox\neY8JB1tYcAcDibKxLFuQdDodNBqNmU4FfLytVguDwaCQKyd96Mp+YWmaotlsFpL3ARiVjSFbMumQ\n+NSQVEmEZKuuXIF7F5RKjG8ab48LCIggSDcKallVRwapejFB1PmSXqbEarNhx9GtythEVpJ8Pj/5\ndYyzClJVuLcXSLs7MlhyNheWlN34sCTN4uYCtz0C8twt9joD2AaDjB2BzgsiU4EJsGno4o2gG40G\nLl68iCiKTLUmkyMuSpCu7Xrb+m/f97LqxndAqU0odcdC+5QtkdhUVob1mEDMIzmsDjEJKNtkMPHj\nfDPO7eKuCTs7O+achWGIdrttct74PHA+E5MnDhGy2a30fmOiw2oR70eOB9AkdDqdYjAYmLBqFVhB\nGgwGhjjL8KJUIcsGw9KAdp6BbFUem+O8K1vnLWDj2tn8MG2FUfYrY381vkckgeJtxTH7n+X3OV8D\nrQz7hpDllaAwBsl6HQ+e55vtS+++ZYMlZxYWFhbHBGXlhKsFOaSp1STHqBBpGsH3Payurhnbit3d\nXaNwMaIowtbWVmZhkaLRaODee+81JGhlZcWQEAAmGZ2d76uq6fQyJon7h5tYeZEEo5w3xWSinHSe\nm/EqE0pjsCqWpina7Tba7TZarRbiOEa320Wv1ysQPc5NSpIE29vbCMPQ5OqlaYr19XUTfuQwY71e\nN/vmMff7/YKDPl879jMD8lCiNL5lhZBtQ1hx5Cpcx3GM4scFEDs7OyVPu1xhm+2JmZ8vGf4s55Tx\neZaKXU7k8oIArnpdWemY/EMZQi12sch7cvLPnLQCOoSad0tYWVkxXSE4wb8Mvv+5old7m8UZcXTg\nukAcJ0tJ0Cw5s7CwsDhm0JMzQSdBkwn9SC8t3/eNutZut7G5uYnhcIher4unn34G9913HwDg3Llz\neOyxx4wZqnapr+PcuXN4zWtegxMnTgAoWhpopSPOQpVJRhoiMZEia8KeZkTAKUzWZcjEeCZJMolb\nkjZJFMqkjtctE4/JZIKXX37ZKGB8vlqtVqFCkMmQ4ziYTqcmdMmklj3RoijCaDQyP1mVa7VaGA6H\nhtjJcfN2ABjzW0laZZ4aK2iTyaSQG8ZhV+4/OZlMCrYcZTJbhiyO4G0wWZP5avLclQsLgNQQct5H\nr9cv5KsxiCiraA0MKdPkiQDk1aa8vSRJM6U3MPczq7S52ia7SeSEXI8798nj/EMm2MsGS84qYUOa\nxwsPwoY2LW426BBiair2XNc1+Uxra2vY3DyBnZ0d9Ps91OscIvIwHA7x5JNPGvLz1FNP4cknnwA3\nNuew4FNPPYXRaIjbbrsdjuPg4sUtUVmo/dPiOMZkMimEGllZ0WqTAtG7CjYLElXJ4p7nGcWkCuXQ\nJqtV0oSVCVqxCbYmJ6x6ydw13/cLvmocRpWGspPJBM8//7whPtvb25hMJiZpnUOe9XrdeJWVPeIY\nOzs75ncmolyVyJW4juMY1U+SUg7BMnmUhrMysb6KkEiiGASBGVdZ7eICBanI5ddPP2/LnnLFykmY\nMUh3fr4ufG7H4zHiOCrkhnmei16vhwsXLsD3PRMGZWVOQhJLvraSWA4GfUyn4Vyrl6OEJWcWFhYW\nxwhSZWJ7CPbichwHrVbLeHJxqIzNTdnlfmtrC3/wB7+Per2BkydP4tWvfjXOnXsO/X6/oOjs7Ozi\n0qW8IpTB6laSJFnT8jzvCECBHElyUfbKYuJS/ln2zZJgAsLtkBzHQa/Xw3g8NkSxSjmSqpgcV/l3\n/rzMB+OxDwYDsy2llPF8m06nGI/HGA6HOHv2LO66665CuDVXhrSSs7a2ZvbJ5zFJEkwmE4zHY2xs\nbJjiAQ658rnl3MHHH38czzzzTCXxmFddyRWZMmQsG8HLkCaHT5nYS1LFNhpxHJt7Qbv0pwWlis+j\nDHXL86GtUVJMp2FhvEkyRhRpDz3OP4tjfa/lxras6KUAyFTOSsuN1dXVbNwR3ve+mdNxpLDkzMLC\nwuLYgENAeWskrRhMkNtgKIxGI5OD1mo10W638amf+ilIkhRPPLGCj370o9jb20O/30ez2cCpU3fh\nla98JV588QUMh6NMYSFjYwDoyreVlRVsb29jZWUFrVYLvu+h1+sDYKPYhglfcWiwVMhYfVQlJYwJ\nCCtEEqyU1Ot1nDhxwlhgyBwvJhKyzRLvQ1psMGReFatLTLyiKEKz2TQeZxxaZOLL14DzyV588UWT\nsM/2HhJMdFkhlLllo9EIe3t7xhRXJtbz9eRxcYeAw4C3UT5+zkGTFZFM4FgZBDDTAN51uaK0nhHY\nBK7rmJZfSqWo1fyC0a5EORTN55LHwIUrYRjCcVzj5cddMXg9/gyrcHx+eZ9xXN2D8yhhydkMbEjz\neMKGNi1uDuiJ2oFOoGbioQ1YV1dXEEWxyUXSyeeUTWY+ajXCK195F6IoxPPPu+j3+xgMBnj/+z9g\nts/WBEoBzWYraxukE6xXV1dNq6NOp5055k9MkrsOQenJWf98B4DTCx8XkwQmYFVhTyBXYFh5YpWu\nnB8l7SV83zdkSJIBVnaqwnD6mFJjo5EkCcbjsSErTAD48/1+H0EQ4OzZs0aRGo1GhZwzWTU6nU7R\n6/UKhLLT6Zg2U2y6K01j+bMyZ2zRhHeZnyghtyO945j0yHw4vd6DIPqH2bVITTurslEuV+7KUKlE\nGIYYDIaFvDmGPq9OVsGZK6pMsGXPVL4POERdzucDGjPbP2pYcmZxWXjggQdm3vvN3/zNIxiJhYVF\nGVIRSlOtDKyuruC2225HGIZ46aWXTDVlmqYYjYZGjarVajhx4iQuXdrGaDREmua+Vnp7aRau9DOy\nMskmb2XsCvQE6GFjo4WdnR1MpxPEsQ7Z+b5nFA8uGmACleelVUNWTvJPmTvFao6ceKfTqTlWIFdh\n2JxU5mFJVYa3xwqbBG+fCVEYhiYfjEOPQG5HEQQBgiAwCtijjz5aGB+Dz60M6XKelKzq5FdVeJJD\nk1zowSppeb3yMTGxkteZz4FcV3qmlc91rVYz51BXA+ehUR5TTpwJnudnVak+uLk6F0oAeTcI7d1H\nmeomx8J+d/rLglJ5U3fdnUCvp6uT3Uzp9Q2JZU/AZYQlZxYWFhbHCExucs8noN8fZOoFMsf7FnZ3\nd81Et7fXxXA4RKullbCVlRWsr69hOBzCccLM2iA1k2yz2UIQBHBdF3GcGL8orSI1wd5pnOeTT+ip\nIWZ6UndMiyTpXXYQ9qvsZJI3mUywtbWFTqczEzrk9WRSP1eWssJSTtSXuXFBEJiemYwwDM02yony\nHFprNBpoNpsFtYvDkAy2fgA0OeGkfyDvB8rqDyfb836YBLqui3q9jle84hV48skn8bGPfexAuxJG\nWQ2r9jRzMoKehwaZOLfb7ex8ukhTbtmlCteLLTd0ZWkAz/ONBYksbmAFkE2Uq5qUu66LKIoyT7ox\nwjDKLEg8E+J3HDf7UkAF4reMbZsYlpxZWFhYHDMUe1Um6PV6GA5H6Ha72Nw8Adf10Gg00O12oZQ2\nRd3b20Wr1RJb0SEuJiKcw9TpdLC+vo5Go2EKCKSpabvdRhiGhT6VOincR5IUiwCAojJ1tarm2Ess\njmNTCFBeLqsHJdHgcfC4ZYI6kzZtJ6JDmawisd8Yky2Z9M6kLwgCQ4CrTHJ5/+vr69jc3DQkiNWz\np59+Gi+//DIAYHV1FZ1OpxDilQogK0grKyuo1+uVBLXqvHHIu9PpzBA0SZykiS4b784LN+vrrQmZ\nzF1js9goijJT3Zws86tIdOdbrfC50i3EclNhDtXmhQK5Qsv5ksuI5R3ZkcDmmx1v2Lwzi+MNojyx\nPXdf1xPg1tYFbG5uotPRkzXn4QB6cvzYx57F6uoqkiTBhQsXMJlMMJ1O0G530GjUsbe3a0JurVYL\n7XYbvV7PEB+doO6gVtO5W2EYms8wZMJ9mv4olMrJkWylJI1m+XNMXHjM3NRchtk4H433yb0Z+fPF\nZHIqbJdDXXIcAGZUNM4L40rYvKowz8eSJJcrMLlPp1IKOzs7hevERIKVN+5MsLGxgTRNsbe3Z8Y5\nHA4xHo9x8eJFnDx5EqdPn8bp06exsrKCOI4zor1nfNYYMjTKfzPKRFV6xkmfMZmPJ3O7WMXjPDm9\n/o9CqTeBfcd0z1cYGxX+yaRRbyvfvxw7kJvFlsmf7GjAHShY/dShzFxF42PV7coC001jGWHJmYWF\nhcUxhCQRRMDu7h56vZ4Jx6VpaiaoMAzxkY88hmeeecaoIIAmApPJNCMOeT9K2e4JQBY6cjAeT/Ds\ns+fQbrdx+vQpEGnzWd303EOVizuAgkrCKpaEJFCc1H3ixAlcvHgRu7u7he3IHC6Z6yRVKtlLMk1T\n1Go1tNvtQm4df1aSCSDPN9PJ6gMQkWlUzpWWMhTIVhjj8djsSxPfaYFUStKzs7NjQq1KKayurprx\nra+vG/K2tbWF8+fPG+uQkydP4syZM2Z/TJhk6HFRlKtWZWhS+p3xueJ9yKrXqs+yaqktVmCuK583\nVsBkxfE8xaw8Xt/30Wo1sba2bsYg8xMBhSRJEQTa+LbRWL5CAIYlZxWwye4H40Y7Hw8//HD22y3m\nvfvvn73OFhY3OqTipCcsz4QZt7e3TS4YE4lWq5mFwWJ4Xmwmdp5oObld95jMTVebzQZ6PQ9EnJid\nIAyniOMI29uXsnWaCEM2SuUq0lmUQ1llEsEkgJUbrqzkqsjyejKZXRIlDvkxsYjj2Cg3vV7P5GtJ\nQqa9sfJ8JaUUptOp+TyHAnlsQRCg2+2acO3a2ho8T1+Dbrdrihik15rMoeNcqEajgXq9Xsih4zAt\nj00qXXEcYzQa4aWXXjLrshp4uSiGIIstm+Q5Z8VxXgWt9HSTRLe4Tn69OCdNhygXAyuYvu+J86a9\n1aQ9CBE3bF+M9B0VLDmzsLCwODaYdZuPojyUdf78ebRaLWO+yZYMMtmdE9B5As0VJt14mklFENRx\nyy1n0ev1hYs771+HuTgnK0mSQmN1HqOc5CVRkhO4nLCZGDJBYFVEVqdWVXxK9UgeK5B7pcl+mKdO\nnTJeWfvlhnHyPpNdJkgyFNjtdgEAg8HAHBcrgzJ8K6tQeb+rq6s4c+YMGo2G8Tbb3d3F1pbuxtBs\nNlGv19Hvay85JoCcM8fktVyBOQ98jmQFK58vSUal0rffNjWh1X5n5aIA3UopBlu5cMRVksHymCX5\nk+Fr/tt13YIHHgB4XjFvTvZZ1c3UHchG68sCS84MbL7ZzYF3Avjaox6EhcU1hVSpZC7TcDjA3t4u\ngiAwBIAnJq4e1Dlq6YzKJQ1PB4MBJpMJgkArPP1+nh/EIcMwDA1J0J/PPa3085YKhInDeAcfW7Ed\nE4+9ajLn9Xkc5WX8mbW1NbRaugKVm3VLtYxJCStrfC6YSHGOGdtouK6LjY0NeJ6HwWCAXq9nEvvL\n9h/yd0kwoigy121zcxO1Wg1KKayvr2N9fT1TPfWYL1y4gHPnzpk8M6VUZgLsYzQaHUjK5qGs7pWt\nNvarrtXX/V1I0zcX3pd2Grx93q7MceP30jSZuRfn7U+3cXJL91p+LAy+17S1i480teTMwsLCwuIa\nQufq5OoRJ0ZrEIbDESaTMYKgbtZhMuU4TqZmAFIsyhtga0K3t7eHej0oJHQztJeXdsTnpH0OU+nx\n6SpNmdvFVhOLVBQCs4RGtgSSqpkkEzJvTYKIsLa2hle84hWo1WoYjUY4f/58IaQnw4iyKwGrgoPB\nAPV6vWApwTl93F+TG82zulYFripsNBpmfxcvXsR4PMba2hp83y+QwX6/j729PbzwwguZn9wUURSZ\nylNW2y4HUjGTv8tzWf59EUilMQgCYUibe7dpc9n8HtaFLvsTtGKTdmdmXPn9QRk5C834q8KsRw1L\nzipwPfKp8hwojfvvv/+a7/NmRvH82lwzi+MMypQzyuwC/Ix0aUf5TqcDz/OLnyAyE7tWEvRExoad\nWmnTPTI1FC5evAhAh6fiOEKSpFlIVJntXbp0CadPnxKWBSpL8k6NISuHJdnrjMEKFlAkXFKx4dww\nCf5cOYxV/qwsCGBS1Gw2kaap8eqSIVhW6zjfjIkZN3efTqcIgsBUk+ocPZU1784tIlgx4nHL5udJ\nkiAIAnP+6/U62u222SarS81m0zS0ZwLG4WjeLlfR9vt9Q0AOIlKsYvJxSZWwTHJlHmCVWll+j//m\nbWovMgee52e5YYnJTyx64cH8Lu1OdAuw3OiW98v3RDm8rc99iiQBkiSCNg+OKgtQlgHLNyILCwsL\niysGKxCNRiOrYtMhsNXV1azlksqSxh2kqbaFiKLIEAIAxsyUexY6Dhn7iyiKzaSq1KyCkqYper2e\n8QPLqzt1/lrZsZ8h88KqVB8mOJwjJisveXsADDHlyXretsoVk0opE0Lk8cjtl81yZZVpmqamclP3\nNJ1muU1xoRCBjzd3qndND1AmeOVl7CvHY+D8M9nDs1wpmSSJafYu8wivBuS2pJ0JIyfESUaK0izc\nyOFxgL9IeJ4PbTCbGqVXf0lIzPqSbOlzyGPgeycnoHrfqkDc+Pzn509/EeAOFcsGS84sLCwsjiHY\nc6vdbuHkyVM4ceKEySljG4gwTEx+GROV0Whk+jKmaZq50M9W/PFkn+dzJYWcMa4W3N6+hBMnThpV\ngydOoKjCsLpTTu7n7ZTBoUxZscifAfIw2UHnSKpYcjysRkmUCaA0OOX3ptOpcfZn0ibJGwCjjrH3\n2dmzZ7G5uWkIGmMymRiyrPuUjrG7u4vHH38ce3t7hmhzmDUIcnsIx3EwHA4xHA4Nobya5KzKa6xM\nPvV5zK9fOTSp74ni9WKCmedN5lWg8prKghHepzw+bgfFkIqlvm9y8n21zI+vJiw5s7CwsDhG4AmK\nlao4TkxyOeeADYcDDIcjpKn2fWKLDABZCJTDPmFhUpdhpnLlXBiGBYsJVr/SVKHX6xlVCADSNC6E\n4HgbHKrjFkdyuVSFpCM8kzQ5EcdxbNQvadFRFd6UIUq5DVa9mBBwNWY5VMYoV0b6vj9T/SgJmu4p\nqXuKXrhwoVBFyoUGzWYTURSh2+2i1WqBiLC+vo6NjQ1T/cmJ/88++6wJ0fq+j+FwWPAfkzlj+907\nMklfFj7I5VUFGGVlKw/X5veM3L+u4MXMMknA5Pb4fT5n+p4thof5M/PsOqowT1U9alhyBuA4VWp+\n/O4uXr29jUc3N/Hk+vpRD2dJYTsFWBxP6FCehyjiHoyeSbTv9XoAFJrNFur1Rpa3NASHf3J1Alml\nZQSiok/Yfs75Oow3wXg8guO4pgpUKe32znYPwIMFYsaGuNPptNAKSuZhMUl0HKcQgqrqySlDovNM\nVHk9CUlC89AYCuuXc9AA4BO7XXxyt4uPnDqFx9fWTD4Vj0+qf1KN5KIAPu97e3uG4PC55XyzRqOB\ntbU1tNttTCYThGGY9aXUBsIrKyvY2NjApUuXMBqNDJFctMCCwWOdByZn80LO8ng4RywIfg7T6VcZ\nMsXnRN8jszYl5W2VCwZyo1qVhdnVzLWUSpvEYYsXjhKWnB0RrkUBwMfv7uJf//mfw0tTKN/Hw//k\nn2Dr7rvN8hvNONbCwuJw4MkuDCNTIdlut7GysoJGo5Hl9hDY8NNxdJK/TO7O85NcyLlNqmRl5MoT\nEAT1bMIs+ksRMSFKCwoSh6N47BwOZILEvR45DJgkiQm7ylynYkhr1n+rqkVU2bNrP8j1ed+vHgzw\nQ088AU8pxOfP4//8pE/CxzLCJCsceXwy3MlWIwBMojuTMz4f4/G4oKBxL9PhcIjpdFpo0dRqtUzb\nLLmPwxKSRSwy+Bzk6mhRQWSVNLdf4XsiAUDGxmURdUsSMtk+ir9UlK8/j00qfzxuPseXay1yPWHJ\n2asrW34AACAASURBVDHCq7e34aUpXABpkuDsX/91gZxZWFgcb+jwW81UoQEq6y8Y4OTJE1Aqz7GR\nqlej0TCtiHg7eR4PMhJXrCyUEyITBN3T0M3eY880/pyD6XQCxynmcTE5U0ohDEP0+/1CQv50Oi00\nUeewXb1eN90LZONtnoCBvJE6kz2ZGF9lvcHjKYe6yuvwOfqUXg+eUnoiTVO8emcHH2w0zOdZ8eIK\nWCaHrHqx3xY3Kpc+akwA6/W68WFjwsXeZbLBOXcW4EIErr7lEPN+OXhMcHicMsQq1UImOOUKWNki\nia8PF2Po9ZvZdhMkSWryIfNQJIFPtyazuoBAku/Z3ECCvixugVzzOKq6R7BqWb6OtlrT4pri0c1N\nxI4DlaaA6+Kle+896iFZWFhcZxBBkKY4I0RkQkpKKRNK1JO6i0ajjiAICn0pmcxUERO9H91eh9UL\nBhO5RiNPKJIWCMCsjQcrYtzeiElXbkSaJ/5zuMzzPOzs7JjWSWXwejKEypO8DFsWk8RTQUqpsE6Z\n2CRJgvevrOANjgOkKWIivCcIMBgMCgSPOyUwGel0OjNGtnJ/XGGZpikajYbpq+n7PqbTKQaDgbHN\n4BcXUozHY6OaTSYTdLtd7O3tzT2GMnj/YRjOVH4umsNVFVLUJP3wIUVJzMqh5rK1h7xPpQIp1/d9\nzxBQzsksK2zLAkvOjhGeXF/Hd3zGZ+DV29tY/YIvsKqZhcVNCK5+08anHkajMc6dew67u/kkzZOe\nVmZ0dR8nmDO4+fQ88089qXnwvFxtk5O5VFPyUB0hTVcBFCdQTp7n9zg/jZUmnjxZmWHSVjZJZXAP\nSh6TDEkyypO7rNyUY6kiFfzeh5pNfPOrXoVPG43w2MmT2N7YwN9oNo3DP6B9xnQDeU24arUabrnl\nFtTrddMjVFpfKKWM8sVmrewbNx6PTdEErw/kxR8cTmXF8MSJEwBgCNpBYFWsVquZ8y4JzqJeaXzd\n+DrxOPW9tHhIsZzjKO9HqaRV5ZxVNbtXShlFrVbz4fs1ozouG5ZvRBZXhCfX1/Hk+joesMTMwuIm\nRDGHSpMLYHd3F6PRyCSqy+pLtjMIgjp8f2y2xF5bQLGSjidM2Y9QmtpqoqDAvmi8H7m8bIsgCZK0\nr2AVSi4v+3hxUYAM0zJBKCeTl9UVabpazj+T4VHeN4fjpKL2gXodH+50dIP0jBjpRPjAkLHd3V1z\nXOPxGBcuXMDa2pohohzGZVKhDVpdUyjBY+z1eqYYoNVqGfNbSU7YU433d1BIk8HqGxMVSa55bFXK\nlVT+eDtym3x/5eHKxFxnJuZErrmeslCESWat5sN1vcJYeDtldVOHVD1z7+XtyXSuJbd2qtVqCIJ6\n4f5bJlhydkxhk/8tLG4+KIXCxBzHOdEJwyk8z4dSTGw4jKd9zuI4MiFJBk/qZZsD/bliyEj+zrlF\nufo0FtvsVSbsy33mx5PbXJS9yMqJ65IglMEKULkStJhbp9/jZHWudpRhM85PYuLKOUxMqHT/0mGB\nYI5GIwwGAxOyZeWGw7GNRgP1et0cQ6PRQLvdNhWc3W7XnHftOZcYxY1DdExi0jTFeDxGt9s1Y+de\nm4uGJSUxrSJcVeDrzGoVh3CVUsYwdz9ocpwrl2yRkZNxBdfNi1Y0FNLUNSodr6tbP7kmzxEA2CqG\nbxfXdQzZW+T4jgKWnFlYWFgcE0ilhQkSwO2ZQig1MpNe2dy1nNPDobKyepSH/qrJVd7bUE+GZVXC\ndQf7KhVVE2WVt5YMU5bztyTm+V5JWwgmVKwcra6umvXCMCyQtFqths3NTQRBYEgcJ8X3ej10u11c\nunTJELTBYIDpdGrOI5vb8pgmk4kJ63IiPefgNRoNuK6LbreL8XiM8XiM6XRq8sK4MpNJXhRFGI1G\n6PV6hpQdxsNLVjyWvcb2q3CU1hnllk9sfAxI/7KiCqevpRL3bV7Ny4obEzQ2qI1jGMJWJp9asXOz\nLwYpdOWwMvvx/eJYLTlbShwfjzOLw8B6nVkcP8iwoFL5hMomtDLxvWqylURMFgfwZFvl/1X+XBwn\nMxOeJoIA8E4Q+TPhTImq0JlUuGQVoQw9lqsL+XPl8cuKTc5hGwwGOH/+PAAYNYqrIPl8MgkCgAsX\nLqBerxeUoTjWzd57vR7iOEa73TbEqNlsgogwHA5N2FCeH2mkyi7/g8EA4/HYVGdyHl2328XW1pZJ\nat/Y2ECz2TSkjys0WU0rh4TL51Zev3ICPr8nbUs4rFu1nLfFf/NYlHoH+HnL1b9ExfuJ+8GmqTJm\nxpwDp9s6yTA8wfNy37O8S4UmcXy/MYnT14fVOZkTSeZLxLLBkjMLCwuLY4NcYZJtg3jS5jBmmhbz\nqRbFvNylg5QHJmuO48+ECfdDeYxyMi8WGjjmVbVfmW8mj4GT8VkBe/HFF1Gr1Wa6DjiOgyAIEARB\nobhAhvIAoNFogIjQ6XRw4sSJrC+pZ/LsWFnjpuiSfE6nU9TrumqWXf8nkwm2trZMhaYk2HyNufsC\n22hII9/LAY9LNp6XKBNgJmGyQIPJJnuz6ePUZF9X2uriABlWl18m9BiSQvJ/tndRWLLIseS/M4nm\ncxjHMRqNhulGsWyw5MzCwsLiGEErEvnfmowlBbXsSsI4VR+VpGi/5VU2C4ugikjKfCGp1lStw+vJ\n7fEyDt8yEYnjuOCRpZQy1ZGcpK/93LyCIsfb4HDn2toaTp06Vcg/W11dxZkzZwDonLPz58+bfLV+\nv4/JZGLCkkRkyA0rUBzSLId5L168aAgSr3M5YFWR9zdPiSy/xzl4snqWz3M51CyVMv03q2kOajXd\nxL3qM+UCDd6+rBKuIvPlogGdhxcjSUYYjUZZlwwb1rSwsLCwuIbQLZdkzlC1hxMrSEzmyurBPAKV\nJ1UX3dfLn+OPcwsovU71lCNd5yWRKxci8LqcmF9WxMrqWflz8vP6WFSBMDqOY6wrJHxfk4YgCEyy\nviS6eVWhrrLs9/v4wAc+gEajgY2NDbTbbayurprwG4cvz5w5U/As424I3Gtzd3e3kC8nw7JMNNiT\nbGdnx5Cjefl1B4E/y2Q0v0eKuYm8jCEtTuTnZLECX3tdManzEvV5z8eorUPyfq76i4Vseo7sGrpI\n07hAzCQB0ypZCtcttnwCZlty9Xp9q5xZWFhYWFxLUEFR4sRyTdDm9UwklCetmTUOEBaKYa5cEeHP\nSsJUVpt4rLLir6zQlFUvOeHKZUzw5Lpy++VtVR9r8RxKIjQajYx9B+egSesKzsfi5HjHcYwvWb/f\nR7PZhOM4psJzbW2t4Cnm+z76/T729vYQRZFpXs5eXEEQzDjcz6telUn5+yXzl49dVsjKcyj3J0kY\nj012DSgTYb2+rPwkc58Q6c9z+y/edx7i1OOYTqfwfR+NRh1pqsOSk8nEhCvLqjDn7uVhcMeMIe8m\nUdzXMsGSMwsLC4tjDPZ+4qrCy0GV+jbPVb28LqtRGv7MMh4jh62qtlsmCGW1S65XVs4Wza2T4bgq\ncCUkG7r6vm+qNrkpeb1eN62ZONeMSctwOMSlS5cwGAwwmUwMKbjlllvg+77JaRuPx3AcB9Pp1Fhn\nlMnrIqgimAcRU74Gg8EAW1tbxgSXQ75yG3xcrFTJggwuuJhnb8LVlGwhMp1OTUN3TYDj7LjzNlzj\n8RiTSd7tgiuG01TNVA57nm7vVa/XDdl2XU1uJZHk3L9lhCVnFhYWFscGeTI2Jz8DeSsjXTmnQCQV\npFydqsovAnjSZvWDDWZnQ5lAsUF6TqB4uTujupRx0Har3gNgwpxV25pHSqRCJ1Wf/DxRgZBweyRW\nx2q1Gk6dOmUS+Fkl8jwP7XbbqGdJkqDVauHMmTPY29vDY489hiiKcOHCBbz88stYWVnB+vq6IRJR\nFGEymaDX6xmlLq9GLBrxVoWB5fFJ9WrR0OZwOMSFCxcQhiHW19eN1UcQBGg2mwWfN7b1qLpmxXOb\nhx2ZeA4GA8RxXCBkTLa0ilbMnZtOJ0YNBpBZxfB28/1JYsrj4fuDz6FuPZYWVMJlgiVnFhYWFscE\nbEIKwFSl5ROVDu3oiUgSr/zz84iPnuTyEGI5nLifOlW01ThY1TqIkM3DfgSkHIqr2p5MOJfr8rJ2\nu21MZzmMyf5j7XbbkLH19XVMp1Osrq6asCarZBy+46rOMAxx8eJFXLp0ybRzYtWMPc2m02khF6+c\nX1V28i+fu3JSfBXKJsKO46Db7SKKIgwGgwJxrdVqaDQaaLVaZr+sGJb3w8etydv2jD8er1omYftB\n50fKULv+wiDJqsyh5Dy8/Kdush6GKaIoXEpiBlhyhgceeGDmPeuub2FhcRwwW93miuq4/UOV8xL+\ngVliVVUVOa8yU+YjXQ6kvcOVVJ2WIccqCxSYAEVRhJWVFVMAwI3G0zTFYDAwKtDW1hZWV1fR6/Vw\n++23g0j7m3EVJKtGnKsWBIHpu5kkiWluzpYY5epHVkFlbpwkaJJ8snpaTpqfB5m/BujuBkwOJRHk\nrgWu65piB9/3C50c+DO50jc0XSPK5/wwl5Erj/n4Zpen5id7wSklcxGlj95sX9ZlwU1PziwsLCyO\nC9I0zawBYPoG5gnhxapFSWzKFY1l8lVWsw5qiM4/8+o6Xnd+OFRuf95++XgYZR+uRcJ287Yv1TUm\nDVKNYmIiw4Scx8f5Uty+aTQa4eWXX8YzzzyD1dVVtNttADC+ZP1+39hVRFEE3/dNFSgA05HAcRyj\nUBGRyWXj4oFyc295XLxt7lAwz0C4fN6qii+kUieLLmSxhGx4zsfKn9E5aVq5lYUivK80nS38KF8r\nhkz8ZzVMHhuRVOL4mjrwPF2tyblsHH7er9vFUcKSMwsLC4tjAqW0Q7/+fQIA8Ly8x+C8ZPJyGK9K\n8Squf7BXGYdC91t+GJRzrIBi6Oow2zlIvZMWEmXLCPk5JkhBEBS6AYxGIwyHQ4zHY/R6PZN3xuoY\n57TxvjgUXavVTJ6gNmv1sgrFRqGqs9wmiSEVMg6nXokqJEmZvDekOibXY/AXAvl+mqoSGUZBAasq\n8JhHmspfMIr7JyjFVcPl+9rN1DuYytlms7n4CbmOsOTMwsLC4hiCq/yShMDzXZVaBuT2F/r9w5vE\nHhUWqUCch0VIyyKVkTwGTppvt9umYpOI0O12DUEDNAHjqkHP8wxZ5BCkUsr01HRd1zQ4l6odk7My\neWRfMb7219IiQhIrDp3y+ZA/899TKFUkXzIseaXhRUm49XWjrMG5a65RmdByXqANa1pYWFhYXBfo\nObsY8ikuLxKyqverQon77/P6krqyr9lhMK8wQL4nyUPVfjhkJ6spWeGq1WoAtEJzyy23AEDBOLfK\nf4zd/5nsyPAqk5f9yISsZFwkx2weyo76MpQrFUzOo2Pftv0J2v5+eVVq7X7DLxc/5BYf8vyQCZ86\nDjc5z+933/fgustJg5ZzVNcRNvn/2sIWXFhYHA044X9RC4XiZ/MwXJkMVIWyqsKEMkwlq0arwpMH\nkbr9ig/2+6xslC4hSVUZ5dAlY7+qPiZVvE9JuoIgmAmTyvNaHsNsODAtJNbzcctj4fX4mkkrEM6r\nWpRgS2LFCpzMt9sP80LGMudRonwPLKpglX3bmHTx73wNmJTxeZeEVxZQSOV4WXDTkzMLCwsLi8VR\nzje6kSEJS9nTDCgSUHm8VWRXbkvmUFWF68oEQW7D9/1CP07f9wuJ9+UxMBnh/TIx4aIBHsthLSNk\nI3NpKltFoJbhXqjKb5TFAuVerMseurfkzMLCwsLi2KOK2Byk1JQVrP1QpYDJ36VqI206yigTIKmk\nVeUMlgsWZI9S13VN783LwaKK60HhYX081zavK1dki2RXE0sAOHoCeRhYcoa3AHjwqAdhcd3xlqMe\ngIXF0kASCZkPxb9XkRgOVZYT0vcnPFf3eStzouYtrwptVlX5yfBgldJUte685dKDjM9TuT1UlRom\nx1Vlqls1bg6plsPM/L4MSR6mQKDKpqJ8DAAKladyjBJE+fP2MtPgKsH71eFX/V4UKWMlwr0zORev\n6HVmlTMLCwsLC4sjhVSfDlKEqpp+l0Og87bPyyUZkARNrl/eTpl8yTysg3LrZM7ZvJ6Wh0HeeFwV\nyPp+2M9L7VpDt3JC5memwf5pRzWmK4ElZxbXFDb538LixkdZWbsRIc1LF/Fok58Bqv3VqrYv15Xq\n20FkDUBhuXT5l31Ky/ubp+LNM6hdFEweZZeCeeeuXBAxi2t//+ynnt6IsOTMwsLC4thgNuxU1VoJ\nYBf1+RVyVaag5e2WqxDL1Xeygi53m5/fqHseDgrHHeR3Js1Y561bRb7mVXtWhReriJN8n9U0Oaby\nNqWrfpXKVkW2ys272QONc8+kzcdhiIokh7zvecoY3wvzQ8yXR8j2a880b7y8fDDoo9FooF4PkCT5\n+dXX04Xj5I3bZQHGssCSMwsLC4tjjPJkpienIxrMNYI8xutZOSgJ1TxyNo8cM6SKNo88xXE8s62D\nxlXujXo5FZuMspXHMkKGgpl0TSYTKKW7ZJTXS1OVdWuIzPldJlhyZmFhYXGMMVtxqDLvp6Mb09WC\n9Ey7nsRBkpwqw1WJg8KpTJrm2TuUiwsOQrlI4mqel2UOEcriAE0mixW5Ut1TKkWaqkJ/02WDJWcW\nFhYWxxhyvndddvxPKlUYGcqUSsm85tq87rxJW3pP5WrSrAmtxEH5bVVhLWn8ys78QLUVxrzw57xw\nWVVu16Ljkusu+vnDVlWWP1+VyF/VjWDR7cmxS88wPo/l5vPyM/kxH7zvqtBr1Zjn32u8XF9jbvYO\naK84eV/rxvJakQzDENPp9MDxXW9YcnYdYF3yrx0efvjhmffuv//+IxiJhcVyQvbKvJa9FpcF10Pd\nOchKQ6LqnM8LgV4pJDGT5OxqnBNJ1g/K8TsKyEPkYw7DKeI4Nvl30+kEaZob0k4mE0RRhCSxYc0l\nhfU6u7lgPc4sbk4sR87QtX3eHuS5dbX3wThIOZv3+arPXcl1KnuSHRR2Pew2D2+XcX2et1VK32Aw\nRK/Xw3Q6xWg0Qr/fQxTFRknzfd80il82WHJmYWFhcZNAVh+W+2AC1RYSZZSd6cthP6muVCXLZyOZ\nq76U2xnJbZZxUHjxIGI0b7/zEvf3+9xhcs7KrZ54OffBnIe8X+Rsfhrn3THZkPYXvLyKwCwCeS2B\nvIE79/E8iNws0pNz3j13mC4N5fWjKML29iW4rovJZIrhcIg0TYzKtsytnCw5s7CwsLA4ElS1JarC\nPMJ1NUOCs+2GFlPeDhpDlUXHPBNbrhqsKjjgbckeoPNIGo/raoexy6ocV0XO8znT783auxxijzP7\nPQjl/fd6fcRxbAovymOJoghKLV+435Kz6wCbX3btYPPLLCxuXBxGsaia/BdRZBZFFelbxLriIMJw\nGPNb3ta86kFOxOe+mWVfsbIqei2qWDmsySRRdiYoN43Xx3OwBce886LU7DVcxPOOkSSxsMlQM4SV\nyeMywpIzCwsLi2MCpapJDEOG4MrL9fxYnESr+kzuR1jkerLZd/VY89ylg9z3JbEpG93uh8OQtypv\nsnnhuoMUv7LH2LzPz4M06C0b2pZ7n8pqyarenbKl09WENL6tasKeX7ODw4b7nQ/Z43PRceXI9xtF\ncbY9MjYby1wgY8mZhYWFxU2CK82tcZyD1Z/L2+7BPRsZ10o5O2hcB/XWlDhsnlQZ8xL5y5WXB9lu\nXC9fsioSfhjlzGIWlpwZ2IrNmwO2UtPi5sWiCtg8pKlCmmoFYp6/1WIoPm8XIVxVxQGHyfeqwjyS\nJdsoHbSveS2VFh1DFaQVRhmyddQirv3XQx36/9l78zDJsrrO+3tiz4jIjMysrMqitk66GmiabhqY\nHhlUsB11EEZ0HFxwXFDBFn3H0XkGx3ccfQHF5fWdDTcUxxEZFxAERrEBX5ZmFxpamYZumq6uqq7K\nWnKpzIyMfT3zx73fE7978kZmZFVlZVbV7/M8+WRmxI17z13inu/9rXHHMdjufRgl5kzF20ZUnCmK\notyAbN6IOl7kyDmSE/+wrMogyNpECs0CG12b/rbECDcs5yOFD/++mgkB0fikwbi3ylqVwnSYG/ZK\nxxjXSzNOtLXb7aGZm3SDdrvdbfUyjRuLTD6QGbqdTidSiHg7NeDIduLIGGtHK+JmLttMJrOhp6l0\nx+5lbjpx9r73RYPzv+3bNhaIvRHQ4qyKouw0QUHPUZaLswDZiBUoju3UE7uW7JYlyC+LIZt2D4vF\ns9Yik8mgXq/vyJgAxGZBXmviY/v6sNZEBJzfUH6vctOJM0VRFOXqwcbdmxEvzvruc9uJ59pOQsBO\nsVtCJJ1OAxhU6E8mk0gmk06kUWzI9koAkM1m0Ww2d2zccdarICFgRzYXy1b14QZC7MriAa8VKs4i\naNzZjY3Gmyk3NsZsFCy+S2gnkAKt2+1uKCQbb0n6cfT727/fXs2EgMu1cG31uZ2ynMkSG8lk0pXU\n6PV6MMag3W6j3W6795kxWSwWkUql0Gg0UKvVAGzPaiRrqxFpLYvrG9rvvwr9vnQVA4C54mMjC+wG\n2+lvcOEnEgaAiR1fv7/dDge7g4ozRVGUG5hrZV3azII2LLA9bmhbTZx7IXh8tywuMoaPliKKtEwm\n42LN+v0+Op2OOx/JZBKFQgGFQgHpdBrlcnlHxiX/7vWubluqUQmEGwWaLIS79wWZRMWZoijKDcy1\ndP1tJ9A6sMTEv040yy8eKdJ861Amk3FtlRqNhrNc+kVirybxgjpOENkds9765UcGFtvoOK6FJflq\ncNOJsxs1AcBnN4L/X/ayjcdWuyMoyu6wWWsfYPTYrmg8GFx25mZZoH7Jjq1KVgyvED8o9spl6MLz\n9ycuM3SrJujbaVYe97lhx3OUPpGXg9yuMca1JYrbbjKZRDabRbvdRqPRQLPZdMtsdxwUdvysX87D\n/99n8BkTeX/U+na+APUD/GUXho2Y0IpmERSlDcQaBav21rxu0LizGxONN1NuDvyJJpmUE+DG/pG7\ny+b327jWR/L3dtyLVzPO6HJaSV1thveyhHtdCimKuZ3oFiCR9c3iuJyOCeFSVzQuYFhHCIu9GIKm\n4kxRFOWGIRpw7U+E0fY6Gz+9FycpYPjkvR036nbE06jrHVYD7loix+qPm1YtZnUO+kzuHoMkgcG1\nOuz8Do6tdX02r0QEy16a/b7d0nK7m6g4UxRFuYHYzE0jY2zilhnFgiEba28Gt+U3/L5cC5ZsRr6d\nXos7iSy+6mdSkq36cF4OcRmKQLw4k+U1OI4rKUgbR7fbdfsfuBl7LmPSL6bb6XQjiQvDXKHRMSeQ\nSBiXmUpkMVrZd1S+x7gz9tbkcWm1WkgkEmi1Wmi1WlftWFwtVJzFoq7NGwt1aSoKsLUbbhQBwc8N\nC6aOy9rcvI7ZfQD+YMvtjrau4fFeV9s6Qrdq3PG41sJxM7EqxaEfD3i1iAqj+wD0wyB868SRN6rQ\ngmZi3ot/aNjsmFIABsv1AZjQnW/C5IgOGo0GWq12pCZcMN7dF/lxqDhTrhoa/K8oNzaBxSNo2bSZ\ndS7qPt05l1GcEBsmGq+2YLLWRiw1krgg/WuRpei/7o+Nlr6rHXPm71uvN7CcxRWnZZmNuMSKyzlO\n1lp0ux30ej20252ImGu322g2m06QcVupVArZbAbJZBKpVBrV6rY3u6OoOFMURbmBYCHarXocbpw0\nAWPiJ8ZoVuLGOCEpwC7XIjcqcQVPJcMsa9upn7aV4JIlGzbrKekvGzeu7SBdgXHrj8ualEkVtJz5\nrs2trhW5Xn6O7vM4MWVtH93uQMzLw8kx0LXY7/dRLBaFhW2QVUmrViDmBrFi3L9Op4N+v4deL/i7\n1+uh2+2i1+uGy/WRSqVdLbhEIoF0Oo1UKolsNoexsTFXyHd+frtnY2dRcTYUusLUvXn9ou5M5eaC\nVdiHibPdCnwelqE3GOPl3W+302R7WIkHspWQ28624sTT1cjsjMs29Kv3U7wNE4WycXhc5f+t8Jfn\nunq9V7ntG5MIRVMP/b7BoE+8Qa/XRafTRa/XC8VZ4GYtFAro9/toNluxgq/b7aDbDcRXt9txFrJu\ntxu6MoFkMhWKrzQSCYNUKo1sNotkMolcLhcKsQR6vT5SqdSmZV52GxVnW6Ii7fpDRZmiXJ/s3P12\nWJeCnSDOenc1xFmcRcwXf5u5LJPJpBNlWxWm3Up4DuLt7kO3W0Ai0fGW67sMy06n4yxXQOBqZBsm\na4FmsxkRio1GI7SK9d3nrO2HnxtYDo0Jiu6mUilnyUskEkilApFWKOSRTmfc64M4wcGx2yvJJT4q\nzkZGRdreR0WZcnMTzDF7c7LZHhvvt6Nml8ZZreTnh1nItorD2k6cVpwLVGatXq5QYzC/Lyj8/dys\nNIXsx0mxttU+xG0HuC+MPQQajQa63Y5weTMhYGDJS6dTSCSSYcxZz4m2wPJlwyK5A5dmIpFEKpV0\n6+C+p9Pp8CflXJbpdApMAkgmU86NmUolYUxCHK9Bw3ju304kSFwNVJxtGxVpew8VZYpCKNB2b/sb\nS0fETYCjWa02v9/GreNy3JPAzheUHeZCjRNHw8bityfi+3HxY/5++pmaW7k0h7vF7xPLBD8UQcDg\nXMsaYkEB3B6Aniu70e/3YO2gkfmgHlsgqlKptOsXaq111rZBw/eUsPwZ56JMJhPimMC5PLkNWYzX\nWqvi7MZDCgIVatceFWSKcvNwY91vt2Ox8+t6Dfv8Zp0CRtmOTzTu68fC9UZj3QLrV9utny5FYwzG\nxsZgbd8F67daTfT7gciS4wtEFSKWMsZN0l0JDESoMYOkAFrd8vkxJ+xkwoov1AOBCDSbDXQ6XeFe\n3Z1G9puh4uyqoNa0a4eKMkXZjKiFZpBdyf8Hy2312Y3WHWl9CUolkNF6JPqvxbkat3ZfDu6327Gc\nxWVYDrNgxY1rOwyzOsWJq1EzJf0xyvfjhJkUdbQSUczI8QzbxyAm7dXO2hRYqSySyURokQrceA9u\n6wAAIABJREFUhEH5ihoymTSSyRS63Q5SqTSazaZzbwZZlB1YG6yXcWLGGGQyGaTTaScG2Qc0k8mE\noi0o3RIkMgTJBszKDN6TmcLJcF+D49Fq9UKXaJCA0Gg0Q6HYQrfbRbPZcEJvr6Hi7KpyYz3d7R1U\nkCnKqPilE6SL09r4iT5wHcW3dPLXPWiILie0aKPzYFuD9+NcR4G4uxL34X1CeG7t9pTlILaajOPE\n23bYLObLZztutbhxbVbOQ2ZuUpxJ6DKM1j+7T3SZ6HnHcGN9Oy7X6/XR67WRTqdhbRAbBgRiKagp\nlnWfSaWSSKczYbxYEEOWSCTQ7XaRTCaRyWTcuqMPF4OCv4Fr0iKZNOj3Lfr9DprNpotnG5TaCEp2\ntNttV2bDX99ezNhUcbZjqFC7MlSQKcqVwAn5Wkw8l1PUNJhYr9YI9v79djvHaNiycWU55Gd8i9yw\nNk+SIBvyNeH7rIG2cbvMmpStl/h3r9eLuCABhCUtgqzJuPhDWsT4mcBKlkC73XbiKhBtxn2u2+05\nEVer1Vw5DgquVquNTqftapwFY0coygY9Pa8HVJxdE/b+jWNvoIJMUa6MaKC4byWKc39drna70irz\nUbfogO3UZ4svQht/v5VNtuO2cbWr5scxaoLCVtY0Kbq4P35TcL/HpHwt4D4Xo+X3S/U7H1CEMQ7M\nGINcLudcnnyN22OfzWQyiXw+vyGpgYVwuZ/JZBKdTtBiqVqtOrfm1NQUmL3Z7fZQr9dRr9eFwAvG\n2W63xXGzzmXPEh60yAF700oWh4qza44vQG5msaZiTFGuLkZYIjYvHTF4LT5oPL7S/9Yuu7iWPHEE\nbtHB5OyvJzrG0WOwosh7TAKMUxt1gt6qa8Bmn6P1x3c5+r1H44TYMHEmBddWAlOKsmDZ+5BODzdV\nxlX7D1yUNgy2H/wkEgnnpmRpDjkGa/uo1xtIpVKxGZEshCsFcyJh0Go10WwGP91uF8Vi0RWPzefH\n3DhrtVrEGibdtUEsXd8JNTZh34tB/5uh4mzXuZnEmooxRbnWXItgZ2m12duWid2730qx5Afry2Xk\ncj4ynnBrggbkwHArpU9gHQtisYKYsYH4YiZmImGcSJNuScIaaolEC71eb4MYHVjWLHq9gYDt9bpo\nNlsuaYHNyvP5PKamptDptNFut5FKBVmZXvhcZP0cdzTGcm+WzBiGirM9R5yAuR4FmwoxRdkLsJ4U\nMLwH5qhuvsDqNFw40JXqf347dcO2E0y/VQ/MrT5vrbxPcV3x99utW1BtzrCSFpdT9mKjJXHj/ZYx\nXFvhL5dISCE2sIoFAm0QJ0ZXqO8CZVHYTCYTmxzC7Em2cGKB2Waz4axhFIjtdhv1eh2ZTBrtdhuV\nShXVatVlaspDH1fsN2plVXGmXHWGCZ29INpUhCnK3sFusK5E3TmDNjaDIqHBhLxhTUNciXFcadFW\naUmK66voj8cf1yiuyrjJWWYCDvbhNUJsDKyB1v5+7PbjhBTdbLQK+S7O6Li24267L9wuMAhsHzQI\nl8Hu8cdL/h09ZxRiyWQyjCFDKMQ2CrL48VuXwdvr9V1GZbvdQioViCt2BOh0Ouh02mFD8+CznU7Q\nI5PlNxKJIJbs0qVLWFlZgTFBwH8wLuNqlvn7Zq2JjcG73lBxdl2zXWE0iphTsaUoNwKDWKfBa3va\n47jDxBm4Ri0dwpituPfjRF/gpntzZLl4C9vA9RhlO+U1Iv9tsXR8PTkKMzYDjxNi/X7ftXsalFMZ\nZGzSHUkB1m4HbsigLROzLbuhpa0Xujxl0kIvXKcNRVrSiVx2EQCAZDLhRGBcHFnQrokWyOvLWiZR\ncXZTocJLUW4W4tyLw6xSNwPbcYH6n/Ndd4SCI577vAD+vhNSV9Ois53emH5GJgmEmCw2CwCJDdan\nQW/PPljFP2itNIgvq9cbrvI+3ZZ+YWQg2v8zEGc2EhvHRIKoqB1Y5xIJg35fuuZlEeE4F7QmBCiK\noii7gLUbM/2Gu6Gin5Pv+9aTwTqtC7LeSmCM0qLoSkXKoLfiYBvRzM/4z8U1IPfX6/8vi5fKArxb\nuSUHVqbh5UB4nLfqs9nrdUPLEGAte1iOfmylJSl6bAJrlDH98Hz33frluga10/rOQiWTAmg1azab\nkazJoMAx91G6YblfA6tZMLaocBwgY8jirYTDRNiw5fcqKs4URVGUG5JhAeNbFWYl0q0mGcT1xcfr\nbQcpJocJNBLt4nA5PupotX+Jn0kaV86DvTKZaQkA+XwexWIR+XwevV4Pq6uraDQaIgszWH4vV+Pf\ni6g4UxRFUW5I4oru9vu9La0occJkWKbrdsYwDAbd82+5/lRqME0H1fB7EYvhdto/DVt2IFh5jGzE\nAjWI8ZJdB2xkzJlMxhWXpeAMSmok3HhVmI2OijNFUZQbhtF6RgLDG5szAJ4TLYuQboYUIHFiRAqM\nuM/FxTVdLSjGAvdaPzYeabtsJ3uV+5hKDY4hMw1ZskJW108kUshmUy7+ypiEE0TGGCfQgIH44XZk\nu674fqYJEddlwexdCqher+eq+0ukpTEaK9ZHpbIeWszWwizMoJ9lYHUctBCLK0Z7OWwndux6c2VK\nVJwpiqLcIBhjXPHQzQLZgXjrT5wIiyufcLUZVhPtcloq+QH616Itk098jbhB0/B0mhanRNh7ciDC\nuP/D3J2dTsdZsCh6/BZOfqkUujMDoZ1BsVh02ZTcjowtHC6iok3WKcKazVYYoG9FKYyNTdKV0VFx\npiiKcsMwqGNmDKu1B70JNywZY0HyK7nLOK1RuRwhN0rywOWwG8IMiFrJaL1hEVcgiFOTbZGC14zL\nWOx0ogKTAnlQIqIfEWXy/G48ZzZi+ep2O+j1ehgbG3M9LTcmfdhYKyuzTiVShCWTQLdrw33pR9y1\nyvZQcaYoinKDwAKdwWQZVFCXYsnvgch2PQw0HzaR+v0TN2OQeednPPac+GCmX6+3UTTGjXE7bNWX\nEhi4Nof1HZViJI74TMh+pNURSSYHfSv9avvAoIgtRRytTr7IktawoL1R1y0jMzYprJLJ+DF2uz2s\nr69jbGzMiTK6M2VmZVy8ni/yg30YlLeIW+Zql7CQ53cr4SeXHbhzr4/YNxVniqIoNwjZbBbHjx/f\n7WEoO0SxWNztIdywfPazuz2CKGpvVBRFURRF2UOoOFMURVEURdlDqDhTFEVRFEXZQ6g4UxRFURRF\n2UOoOFMURVEURdlDqDhTFEVRFEXZQ5hhdVyu2gaMWQLw5I5uRFFuTG6x1u7f7UEo1w96v1WUy2ZP\n3W93XJwpiqIoiqIoo6NuTUVRFEVRlD2EijNFURRFUZQ9hIozRVEURVGUPYSKM0VRFEVRlD2EijNF\nURRFUZQ9hIozRVEURVGUPYSKM0VRFEVRlD2EijNFURRFUZQ9hIozRVEURVGUPYSKM0VRFEVRlD2E\nijNFURRFUZQ9hIozRVEURVGUPYSKM0VRFEVRlD3ETSvOjDHWGHNb+PdbjTFv3O0xXS8YY75sjLl3\nt8ex0xhjcuF1cmS3x6IoSsBu36+NMe83xrxyt7Z/vaP31dHYM+LMGHPaGPPNuz2O7WKM+XljzClj\nTNUYM2+Mecduj2krwi/Gw8aYhHjtjcaYt47yeWvts6y1D+zQ2F4YHsuqMaYWjrUqfo7txHavFGPM\n7caY7m6PQ1GuhPA+vGiMKYjXXm2MeWDEz7/eGPMnOzbArbf/w+E94796r39H+Ppbr3Qb1tqXWGv/\n+DLHlzXG/Jox5owxpmGMedwY87PGGHOl49piu3pfvc7YM+LseiR8evpBAN9srS0CuAfAh3doW8mr\nvMpDAF5xldd5xVhrP2GtLYbH81nhy5N8zVp7ZjfHpyg3AUkAP70bGzbGpK7Cap4A8D3eul4J4KtX\nYd1XyjsBfBOAlwIYRzB/3AfgTTu5Ub2vXn9cF+LMGPNjxpgTxpgVY8xfGWMOifeeZYz5/8P3Fowx\nPx++/jXGmM8YY9aMMReMMb9tjMmMsK0vGWNeJv5PG2OWjTHPjVn8HwP4oLX2CQCw1l601r5FfPaB\n8Cnpc8aYdWPM/zLGTIv332mMuWiMKRtjPm6MeZZ4763GmDcbY+43xtQAfKMx5qXGmEeMMRVjzDlj\nzGvF8t9mjPmHcH8/bYx59ha7+hsA3jDsZmiM+fbQfbkW7sczxXvOyhke58+H+7dgjPkvYrl/Eo5l\nzRjzRXOVXKHGmGljzNvCY3fWGPM6WgGNMa8xxnwkPN/l8Mn0HmPMfeExWzDGvEKs6+3GmN8yxnw0\nPK4fNsYcHrLd7wz3Yz188v158fbHASTFk+hzw8/8uDHmsfD6/Jth61aUPcT/B+C1xpjJuDeNMW8K\nv3frxpgvGGNeGL7+rQB+HsD3ht+BL4avR7wiRljXjDFzoRXnVcaYMwA+Er4+9N44AhcBPAzgxeG6\npgF8LYC/8vYj9h5njPk5Y8y7Yvb5N8O/HzDGvFq896PGmEeNMavGmA8aY24Zcty+CcA/A/Bya+2X\nrLVda+3fAfgBAP+XGYTZPGCM+WVjzKfCe9LfGmNmxHr0vnoT3Ff3vDgzxvxTAL8G4HsAPAXAkwDe\nHr43DuBDAD6AwBJ0GwaWqx6AfwtgBsALEDyt/OQIm3wbgi8LeSmAC9bav49Z9u8A/JAJzNL3mHjr\n1g8B+NFw7F0Avyneez+ApwE4AOAhAH/qffZfAfgVBE9YnwTwhwB+3Fo7DuBODG5kzwXwPwD8OIB9\nAH4fwF8ZY7Kb7Oe7AawD+GH/DWPM0wH8OYCfAbAfwP0A/trEi9s3AXiTtXYCwHEAfxGu4zCAvwHw\nRgDTAF4L4C+NMfs3GdOo/CmAMoBbAXwNgH+B4AmUvBDAp8PtvhfAXwJ4JoCnAvgxAG82xuTE8j+I\nYFLZD+BxAMNcFusIzslkuM3XhhMSALwIQE88if69MeZ7ERzDlwGYBfD3AHbN5aMoI/J5AA8g+M7G\n8SCA5yD4fv0ZgHcaY3LW2g8A+FUA7wi/A3dvY5vfgOA7+uLw/63ujVvxNgT3XiDwEPwvAC2+ucU9\n7u0AXhrOL/RafE+4rxGMMd+B4N7xL8P1fCJcbxzfAuCz1tqz8kVr7WcBzCOYo8i/AvAjCPY/g/Bc\n6H31JrqvWmv3xA+A0wjcg/7rfwjgN8T/RQAdAHMAvg/A34+4/p8B8B7xvwVwW/j3WwG8Mfz7EIAK\ngInw/3cB+PebrPf7EQjEGoBLAH5OvPcAgF8X/98BoA0gGbOeyXBMJTGmt3nLnEEgwCa8198M4Je9\n1x4D8A1DxmwRCNmXIhC7GQRf9reG7/8igL8QyycAnANwr3+uEDzZvAHAjLeNnwPwP73XPgjgldu4\nJubCsabEa7eExzotXvsRAO8P/34NgIfFe/9YHtfwtRqA28O/3879Dv+fDpffDyAX/n1kyPh+D8Cv\nhX/fDqDrvf9RAN8v/k+H1+7sbn/f9Ed/4n743Ubw8FcOvwevBvDAJp9ZBXB3+PfrAfxJ3DrF/24Z\n8R2/dZP1x90b3zhk2R9G8CA7BmABQAnBQ/TXbfMe90kAPxT+/S0AnhDLPgDg1eHf7wfwKm89dQC3\nxIztvwN4+5Bx/x2A/yjW/wvivZ8E8IHwb72v3iT31T1vOUMglp7kP9baKgIRdBjAUQTxBRswxjzd\nGPO+0ES7juCJbiZuWYm19jyATwF4eWjWfwk2eWqz1v6ptfabEdxAXgPgl40xLxaLyKekJxFcSDPG\nmKQx5teNMU+E4zsdLjMz5LMA8HKEgsoY8zFjzAvC128B8O9CM/eaMWYNwbE5hE2w1t6P4Intx723\n/GPeD8cSZzp+FYCnA/iKMeZBY8y3iTF9tzemr0dgQbwSbkHw5V4S630TgicosiD+bgBoWWvL3mtF\n8b87ztbaFQBVxBw7Y8zXhcd9yRhTRjARbHZN3QLg98Q4lxBYTzVLSdnTWGu/BOB9AP5v/z1jzGtD\nN145vK5LGOHeugXuOzjivXFTrLUNBBamXwCwz1r7KW+Rre5xf4bg4R8IrDobrGYhtwB4k/iOrwAw\niL9XLmP4/e8p4fvkovi7jsH9Su+rN8l99XoQZ+cRnAwAgAmyiPYheMo5i8AEG8ebAXwFwNNs4HL7\neQRfmlH4YwSuze8G8Blr7bmtPmCt7Vhr3wngfyN46iRHxd/HECj8ZQRf+O9A8JRaQvA0A2+M1tvG\ng9ba70Bg6n4vQhciguPwK9baSfGTt9YOM69L/iOCY5MXr/nH3IT7seE4WGsft9Z+Xzim/xfAu8Jz\ndBbBE54cU8Fa++sjjGkzziL4kk+J9U5Ya593Bet058gE8SlFABdilvsLAO8AcNRaW0LwBM/zZWOW\nPwvgh71jMGat/cIVjFVRrhWvQ+CuckLDBPFl/x6Bm2/KWjuJwMK22feghuj95WDMMvJzo9wbR+Ft\nAP4d4l1eW93j3gngXhOUe/hODBdnZxGEmvjf8U/HLPshAM83xsg5AcaY54fb/sgI+6T31ZvkvrrX\nxFnaBDVQ+JNC4L//EWPMc8IYql9F4Lc/jeDJ7inGmJ8xQYryeHihA0Gc1jqAqjHmdgA/sY1xvBfA\n8xBkLL1t2EImSNv+5+F2E8aYlyDIhPmsWOwHjDF3GGPyAH4JwLustb1wfC0EVsB8uF9DMcZkjDHf\nb4wpWWs74b71w7f/AMBrjDHPNwEFjmurHbVBSYwvIchmIn8B4J8bY77JGJNGcINrIYg38Mf1A8aY\n/eGT51r4ch/BDfFlxpgXh0/COWMMb3YMCn5gq/HFjPcUAhfAb4jj/jRjzNdvd12C7wiPXRaB6+Oj\n1tpFbz8NgpvLJWtt0xjztQjEO1lEELgqU9J/D8AvGGOeEa5jyhjz8isYp6JcM6y1JxBMmv9GvDyO\nwEqxBCBljPl/AEyI9xcAzBlRpgfAPwB4hQmSq+4B8F1bbHpb98ZN+BgCl+Rvxby36T3OWruEwL34\nRwBOWWsfHbKN3wPwH0yYsGCMKRljvjtuQWvthxDERP+lCRLZksaYf4LgXvlma+3jI+yT3ldvkvvq\nXhNn9yMwjfLn9eEF/YsIgg8vIAg6fwUAWGsrCL58L0NgBn4cwDeG63otgiewCgLxMnL9sdAk/pcI\nAh3fvcmi6wisTmcQCJPfAPAT1tpPimX+J4IngYsIzMa80b0NgVn9HIBHEHwxtuIHAZwOTf2vQRDv\nBmvt5xE84f42gviPE4gJ9N+EX0AQE4BwfY8hsBz+FgIr38sAvMxa24757LcC+LIxporADP4Ka23D\nBkGvDJZdQvC087MYXHNHEbiPL4fvQ+BG/goCN8I7EDW/b5c/AfDrCPb1mYgKVQCAtdYiOOb/yRhT\nQWA9eKd4fxXB+f9CaG5/Tmi5/G0A7w7P2T8guF4V5XrhlwAUxP8fRJCA9VUE968mouEX/E5cMsY8\nFP79iwju26sI4lOHWaHI5dwbN2ADPhy61Pz3RrnH/RkC693Q8Vpr34PAY/D28Dv+JQShMMN4OYKY\nqQ8gsFT9CYK46p8acZ/0vnqT3FdNcGwUn/CJ8OnW2h/YcuHh63gAQeDrf79qA7tBMMb8A4BvstZe\n2uVxvB3Al6y12iFCUZTrGr2v3jhcjYJ/Nxyhf/xViKYRK1cRa+1zdnsMiqIoNxJ6X71x2GtuzV3H\nGPNjCEzF77fWfny3x6MoiqIoys2FujUVRVEURVH2EGo5UxRFURRF2UOoOFMURVEURdlDqDi7TjHG\n/GsTNBxvGWPe6r2XN8b8rgkatpeNMSPFzhljXmmCRsbrxph5Y8xvGNEY3QRNiu83QYPfiyZogqtJ\nJYqiXPcYY/4kvK+tG2O+aqLNzb/JGPMVY0zdBM28NzQ3D2tRPmqMmd/mdl8Rfq5mgq4ILxxluyao\n7fl7Jmg6vmKM+WtzAzYAv1lRcXb9ch5BYb//EfPeWxDULXtm+PvfjrjOPIIepDMAno+gEa9sfvy7\nCGrrPAVB4+NvwGjN5BVFUfY6v46gx+cEgG8H8EZjzD8yxswgqHf5iwjup59HfN3Mn0VwfxwZY8y3\nIKiT9iMIiu++CMDJ8L2ttvvTAF4A4NkI2iKtIr7grnIdouLsOsVa+25r7XsRVNF2mKAbwrcDuM9a\nu2St7bGtRfhk9w/GmJ8K/08aYz4V1nSDtfbN1tpPWGvbYcuqP0XQMJg8FcA7rLVNa+1FBIUUn7Xj\nO6soirLDWGu/ZK2t89/w5ziAfwngy9bad1prmwgat98d3msBAMaYpyIoavtrcp3GmK8NPRhHw//v\nDj0P/OwbAPyStfbvrLV9a+050S5wq+0+FcAHrbUL4fvvgN6PbxhUnN14fA2C6tpvCG8KD7O1RVj9\n+gcA/JIx5pkImhonAfzKkHW9CMCXxf//DcD3hm7TwwgqYX9gh/ZDURTlmhKGg9QRVMm/gKBrzbMA\nfJHLWGtrCLqwSCH0Wwiq9jfk+sIem78P4I+NMWMIqub/orX2K8aYJIB7AOw3xpwIQ0l+O1wOI2z3\nDwF8nTHmkAnaA34/gPdfjeOg7D4qzm48jiBovF5GYOr+1whuDM8EgqdDBO7Q9yJwWf5g2OszgjHm\nRxHcOP6TePnj4brXAcwjMLO/d8f2RFEU5Rpirf1JBO7FFyJwKbYQ9H4se4uuh8vBGPOdAJJhK6c4\nXo+ggfvnELSk+p3w9VkAaQS9Rl+IIFTkuQja6WGr7SJoV3g2XOc6gjCWXxp1X5W9jYqzG48GgA6A\nN4buyY8h6OX2z8QyfwzgFgD3xzXbNcb8CwTm+ZdYa5fD1xIIrGTvRtBrbwbAFIJ4CUVRlBuCMBTk\nkwgedH8CQQ/MCW+xEoCKMaaAoPfjv8EQrLUdBP2V7wTwn+2guCitbL9lrb0Q3mv/C4CXhq8P3W74\n9+8g6Ne8D8E9+d1Qy9kNg4qzG4//HfOaX2n4dwG8D8CLjTFfL98wxnwrgkbxL7PWPizemgZwDMBv\nW2tbYe+2P8LgRqIoinIjkUIQc/ZlAHfzxVCQ8fWnAZgD8AljzEUEAukpYdbnXLj8YQCvQ3C//M/G\nmCzgmnrPI3p/ln9vtl0gsLT9kbV2xVrbQuBa/ZowkUC5zlFxdp1ijEkZY3IIYsaSxphcWNbi4wDO\nAPgP4TJfB+AbAXww/NwPAvhHAH4YwdPeHxtjiuF7/xRBEsDLrbWfk9sLn+pOAXhNuN5JAK9EvBhU\nFEW5bjDGHAhLWhTDRKkXA/g+AB8G8B4AdxpjXh7ec18H4IvW2q8A+BKAowiE0nMAvBrAQvj3WWOM\nQWA1+0ME/ZovAPhlsek/AvBT4fanEGTWvy98b7PtAsCDAH7IGFMyxqQRZM6fp7dDuc6x1urPdfiD\nII7Bej+vD997FoDPAKgBeATAd4avH0OQ3fl1Yj3vAPAH4d8fBdBFYE7nz/vFss8B8ACClO1lAH8B\nYHa3j4X+6I/+6M+V/ADYD+BjANYQxG89DODHxPvfjCBJoBHeA+eGrOdeAPPi/59GENSfCf8/hKDc\nxgvD/9MIPBlrAC4C+E0AuVG2i8Cd+acAFsPPfxLA1+z2sdSfq/OjvTUVRVEURVH2EOrWVBRFURRF\n2UOoOFMURVEURdlDqDhTFEVRFEXZQ6g4UxRFURRF2UOktrNwPp+3k5OTOzUWRVGugLW1NdTrdbPb\n41A2YoyxiUQCyWQSuVwO6XQaxhgYY9Dv97lMkKVlDHq9Hvr9Pvr9PjPz4Cdv8XN8j+/L17le/zd/\nEono83mv13Nj4DqTySRSqRQSiYT7kdvlZ3K5HPL5PNLpNJLJ5IZt8f9er4dOp4NLly6h2+26feRy\ncUlqcv/4m+PnuuWy/nGQ+5tOpyNjlWP0x+vvZ6fTQa/Xi6wXgDtGyWQS6XR6w/j9/eA+J5PJDefg\nSuE2eA0ZY5BMJiPnir+73S7vG5H9AbDhPBN5TY6PjyOXy7n1cx3ymo4bn/+e/FtmLHY6nci5j1ve\nZ7PjKdfjr1deS/L657XJ1/3vU9zycdvjMalUKiPdp7clziYnJ3Hfffdt5yOKolwj3vKWt+z2EJQh\nGGNQKpXwlKc8Bbfeeivy+TxyudzQ5dfW1lCr1dBsNiNioNlsIpVKodvtuskLAGq1Gvr9vvufEzMF\noZywkskkstmsE4rZbNYJKm6Lf1NkjY2NIZvNOmEJBJNNs9lEp9NBp9PBsWPHcPz4cdx9992Ynp5G\nOp1GIpFANpuNbH9tbQ2PPPII/uZv/gbz8/MbxCThZ5rNphNxfD2VSiGVSjmBlUoNprJut4ter+cE\nRyKRQC6Xw8TEBPbv3497770XT3/603HnnXcin89jcXERANBut524yuVySCQS6HQ6qNfrqNfruHDh\nAtbW1tw2eGyy2SzGx8exb98+5HI5zMzMIJ/PR/al3++7Y1uv19FqtVCr1VAoFDA1NbWpoLscyuWy\nG3uv10M6nXbXR6vVQqvVAgCcOHEC999/Pz7/+c+j3+8jk8m4Y5vJZAAAmUwG3W7XCdNGo+H+vuee\ne3DPPfdgeno6cg78c8oHDV6Xcdcnf6dSKbTbbdTrdZw/f94JNF7bccIslUo58Z3JZNy15x//fr+P\ndruNVqsFa607Dry2KTSBwXeIcIzpdBrpdNod10wmg16vh16vh1arhWaz6T7Xbrfd3xz/n//5n490\nDrclzhRFUZTtQ2tCrVZDtVpFs9l0AqBQKDiLDieRVqsVsdJwIuMkxffkBMJlpdWNUGhxgqBwSafT\nTpzlcjmUSiUnGsfGxtyERLhtwomo2+2i1WqhUqmgXC5jenoavV4PiUTCjV1O0IlEIjJBxwm0breL\nbreLdrsNYDA5GmPcGOVkzEmSY0ylUkin0zh06BDuuOMO3HHHHZidncXk5CRyuZwTXZzI8/k8Op2O\nsw5yv3O5HCqVClZXV3Hu3Dmk02kUi0UUCgVMTEygVCptOEY+8jxRmK2vr7v9n5m58qL+nU5ng2DO\n5/NoNptuDEAgRLLZLABgdnbWifR6ve6sabSUboUUlfIY+AwT4Bw3r4FCoYDx8XHU63U2fEPCAAAg\nAElEQVQ3bl7z8iFFCkEirwVfnPmfl+vhtcvzwmuM+8cHEn5XeH75HZXii+OmoKQIlMdr1PJlKs4U\nRVF2GGstms0mzp8/j2q16m70hUIBwEAk5fN5Z7WSwgzYOPn5Vgi+JpHWCW4HQOS1fr/vJppOp4Ox\nsTEn1KTVTYor+VmOlZNTtVp1r1FESbFIcTM7O4t6vY7V1dXImCnGpLUEgLPocOx0JXICpUVQ7vfh\nw4dx11134fbbb8e+ffs2iDgKZO4nJ3W53zwvxhhUKhU3Ud9+++04cOAAcrkcOp2Os7y1Wi23fQnX\nWyqVkM/nUSgUnAXzasBzy2NQr9edpafT6cReP+Pj406MUjSnUqmh11wc0qI5jG63O/S9Xq/nznmn\n08H6+jqazSbq9bq7JlutFtrttnND++KMrlspzPiwIx8MfJEoxT/FoLQaZ7NZFItFd574MEKrKs+3\ntJw1Gg23Ll6//X7fWcs3c8lKVJwpiqJcIxKJBKrVaux7nAympqacm0iKKz79+xYx/s/fdAFyguH/\ndO8BUYuH78psNBpoNBoolUpu0pEuT3+SoyWg2WzCWotKpYJWqxWZ8DlZNhoNpNNpHD9+HM1mEwcO\nHMAjjzyCEydOoFAoODeTtJZwQqMwowuWlj3pauU48/k87rzzTtx+++14ylOegrm5uVh3FdfHz/ou\nNi5XKBQwNzeHWq2GRCKB2dlZ7Nu3DzMzM26brVYL9XodiUQClUrFCZ9+vx853rRcFYvFbV4924Ou\n1UQigXK5jHw+785NNptFJpPBxMQEcrmc20+6FDOZzAaBJq8B0ul0nGDZzDomkcdfipe4hw0ZZ8jr\nidYujsmPk6M4lVA48lrmOrrdLiqVSuS8++Pjw4N8UOA5lddPv993gpJQsHO9vkVvM1ScKYqi7CJy\nEqSQkZYGTnx8wvfhZBI30QFRi4Yf4yMtIxQSFGTlchnFYnFDbFyce4iTD106nJToNszlchuSCu65\n5x4cO3YM6XQai4uLqNfrbsIE4KxcjH3ifsjjREuJFD98fW5uDnNzcy4GjPtKl26/348IDwm3xck+\nnU4jn8/j6NGjTkTHbTOdTjsBRMtcPp+PtaRdK9LpNGZmZtyYaAGiK49uzMvh7NmzmJ6eRi6Xw4ED\nB4Yu51+Tw5ahFUp+J4wxSKfTLvaQrxOZOMBYQ19kA3DiiJ9vt9sbrLbpdNpZs6X7kZ/l8fOFHL8T\ncbGDfviBWs4URVGuAzh5cHLnxCMFWlwGonTVxAmmOGjR4gTjW504nnQ6jW63i0ajAQARgbZZzAzd\nhVL48HUgCC7npHb+/HmcOXMG6+vraLfb7jhI96U8PhyjFJZ0ZcmxM0ORyQ7DXHNS7MX97y8rY7WG\nkc1mnfWEbrh6vX5VrGTlchnlctm5YtPptLPOjYKMn2JSAvGF+qjIczSK5WzYdSrd+P5yvD6NMU6E\nyaxeLkuR5oufVCrlrKwy8SWRSODYsWM4c+YMWq2WczVnMhm3rlar5VznyWTSxaTlcjn30JDL5dwY\narVa5LgysYHiLi4TeBgqzhRFUXYRmaUmrUAyK9Of1OSELN9LJBIYGxuLBNtvFe/DMfC3nDw40WyW\nWQpErQHDBFSn03GZfs1mEw8//DBOnTqFixcvotlsolAooN/vOwEUFz/HCZGZedIVKfdDWoLoytpM\nxFxNqxZj7xqNhosvZMLBlVAqlVAqlS778zKmTiZq8HhfzjEYNWZulIcHJjPw2qUIk9cQ3+92uxGB\nFudylfFhyWQShUJhw3Xw+OOPuwcWCjNmYvK7x/XLrOBMJoNSqbQhoYUWOf69vr4OILgmeOw1IUBR\nFGWPwIlRZjtyUisWi8jn8zh8+HAkWL3f7yOXy6HRaMRmZHJdcsJJp9OYnZ11VjG63ziBMFiZQfvA\nxkw2uiAp6hiHRgEmhR8nK9/yQlceobuqXC7jsccew+nTp7G0tOTE37Fjx5wFsN1uu4DqarWKVCrl\nBCotR8ViMRLLw7H47kZa8OSEXCwWnVVEJjvEnbMrpVqtIplMYnx8/IrF2dUgm82iWq3i3LlzWFtb\nw/z8vMscZiwkBTAwsM5K8evXxzPGRGLUhsFr2nfPS5c8MLi2ORaKa57LuMQGKab8bFkp7nhtdDod\nVxYFgLNqSes1r9lOp4OJiQkXvwkMwgNoNeN3kaUzfBc815vJZNRypiiKstfwg/mBgfuSoohP1rQ0\nMY5LPqHzszLrkk//4+Pj7jddNbQysB7awsICVldXXWahXCcnNzkRNZvNDUHym9Un63a7TijR4lEu\nl/H444/jySefRLVaRb1edxPZ+Pi4E2flcjmyfbo5OWGmUinkcjm3f+Pj426ilBN3XEkF/72doFgs\notfrubILa2truxZvFsfa2hpWV1exurqK5eXl2NIfoxLner4SKLKkdYyWLHlufUstMKhvN2y9FPEA\nXNkXmUHMa4wxefKa43ZovR1mLaTFLy6ecbtuYxVniqIoO4wxBmNjYxgbGwOAiMBh+YBTp0655Skc\nKGBkMDM/yzgmWgWAQOCVy2X3NF8ulzcEL8vJTmabMdYmzp3oT+D8vKyeTvzMNAq6er2OU6dOYX19\n3QXLy0BrLpvP512W5uTkJPL5PKanpzE2Nua2VywWXbYkLWFAtPaUrF5/Lcnn88jn82i1Wi4ubC9x\n5MgRZDIZLC8vAwAefPDBy16XFCNXC9Zai+sMQHzLnbU2Yu0dNlZaTBuNRkSw+dcIzxktXbwGafWj\nmz8u3MBP/pBJA9sRsSrOFEVRdhgGqOfzeUxNTWFqagq5XA7NZhPr6+uYn5/HpUuXIjWWZGYjn9ol\nFB50K8lJxnef+pOIb4XwrVN0KwJw5Qv4Nz8fN9HIMVI0ch+y2SxKpZKrpeZnw1UqFQCBMJ2cnHRZ\nhocPH8bMzIwTtgBw8uRJjI+PY2pqCnfccQdmZmYwPT2NRCKB5eVlnD17FrVazdUl892/1wLGcs3M\nzLgM0b3CgQMHMDMzg0QigY9//OMuaJ3XSiaTcSU1pHWMGbVbWdt8K6+sBeZfx3xYaLVaTrBXKpVI\nBqT8PsTVYPO7SPjIBxxmFQMDVyutu+wkwQ4XshNAvV53tfLiMqTpvpZFomn1BgLLnkxe2QoVZ4qi\nKNcA3uxnZmYwOzvrns4rlQomJibwuc99LuJmBEZzF8kJ1Hf/ANEWMn55DT9DtN1uR4QdJ8hcLgdr\nbSQoGhi9LADdkM9+9rNdBqjk9OnTWF5exurqqhNT6XQaU1NTKJVKERcpS1lwguUx42fIiRMnUK1W\nMTs76+J9xsfHMT4+vuM1xiTbqQF2LUkkErj99tvxghe8AKdPn45cI6OW/pAxkJeL/1lavzb7HkgX\nOx9QaDnb6ljLuDXGZU5OTjph2m63sbCw4Fo6JZNJXLp0KVLTzc/8lN8J+dBBtywQWLq1zpmiKMoe\nJJkcFJMFBuKGVjWZhr8VrCEmRcuwGz+DvP3sTE4cFHWy9Y+cNLk8J0E/C3MY/X7f9Wnct28fpqam\nIsHSnKzuuecetFotfOQjH8GDDz7o1sn6ZJyw19fXkc1mcddddzkXaKfTQa1Wc10WuA9ra2tYWlrC\nww8/HCnKm8/nUSqVXCcEaQWRtd58geKX3GAFel8Qy/+ZTMHCr3fffTfuvvvurU/uNYQWSVq2ZIzU\ndgTalSJLqfjr9h845EMGxREbyW8mznjNNJtNNJtNTE9PO/d4Pp+PJIjwWvCvb79grny4YVIALXIc\nP61zW2U9S1ScKYqi7DAy05GTOhA8ZefzeSwtLaFarcbWLPMLhMZZNorFIsbHx52FKU5g+CUnZCzY\n2tqas2jJRs5cLm7SZr9QGTtGVw5j3jgWaTGQMXIkk8mgVqvhGc94hhNTdGOxh2Umk8HFixfRaDRw\n7tw5FItF1Ot1HDp0aIOri8eQyQWERUqXl5fdGBlHRGFcLBbd5C2Pv38e5EQr3cDyvPlB5adOncJf\n//Vfu+PEY831Sbcf3dQUBzLTkMdb1qlLJILuEzJrkMuzuC8tS5VKxa3n/PnzG9zYTOiQ1iiKIHau\naLfbLmGl2WxuWnNNPgTEiTlpXWTnAma68nPye+PHdPH75WeSctsyLo7tuNrtNgqFgmurNDY2FikD\nI7tSSLc0jwEAV8BXWpsZ1+Zbc7mMltJQFEXZw8gegXS1cRKQE7C0itHVwgzHVCrlMhb55C8neb/G\nV5xbs1arRSqlU3TIoOc48XE50A3lT9CMMzp37px7TZY/GBsbw/j4OFqtFlZXV3HhwgUsLy+jVCph\nZmbGHatsNhtbtkJaMCgQKEKktXL//v2YmppyVeIpUOhKlVSrVRd/VavVIu/59dcqlYoTG8x8ldsA\nouVHpOWyWCw6scpiqbTy8fiMj48jk8ng8OHDToxJ6w9FKX+WlpbQbrddnJ+06G4ngUIe18tFCjYK\nI7rPZfFlKcCl6GFvUwCueLKEFjX5HZDrkiVhiJ8NmsvlIp0U4qx8w/aNv+kSVXGm7Gle//rXX9H7\ninI9IydWYwwmJiZw+PBhJBIJrK+vo1wuR1yGzG4Egkl8bGwMk5OTzgrANkvGGExPTzsxwc/IjE1g\nMJkuLCzg1KlT6Ha7biLv9/sb2kddDWSAuG/dYN21crkcOzFSbFGILSwsoF6vuxIc/X7fxZFRzMVt\nm3WwpAWDx6nZbLpkhFtvvdWJYP72J+Jut+vEjrR4cqzS6tPpdLCwsIBLly45q520eFGA02o0Nzfn\nel4uLCy4DNBOp+MKpzabTXcc6/W6G382m3VWIGmJS6fTrojtU5/6VADB+c/lcvjiF794GWc0emyv\n5PNyHbTAZrNZ117Kh8VvpTWWx8A/97K/JRAVvolEwhWelVYznmu+Ll2b0o0pa7IN2zc/Vk3FmaIo\nyh5EWgfolup0Ojh27BgKhQKazSaeeOIJl70JRCd6Cpbjx49jYmLCuTNZOmL//v2uZU02m8X09LTb\nriws2+/38dWvfhXr6+tYXV2NiAxa8DjWq1nHSmbckVarhfHxcdTrdedK6nQ6qFQqKJfLyGaz6Pf7\nTvhw0ltYWAAA3HbbbUgkErjllltQrVZx6dKlyPo5IbJEA+ulTUxM4NChQ9i3bx9Onz6Nc+fOuf6K\nY2NjrqYarWdx+yPpdDobtk2LSy6Xc1m6nNDlcWVRXHl90KrG1lHVahVHjx5FuVzGuXPnXBbqxMQE\n8vk8ZmZmXJ07eW3JvpTcFhAkTVy6dMkJYlmfaxT8GnmXg598ErcuWfKCFkReRxRfQHxvS/mAQpcj\n21cNSzrgtrg9WqP9uEM5/s32j2Jaxk9uhYozRVGUHUZaR3jD73Q6mJmZccHD+XwelUoFtVoN+Xwe\n6+vrkSf8TqeDVCoVKXFAYQYEFpuJiQkcOXLETewy44yxM+z9CAx6Qcr6aADcpD5ssvbdo1JEcsKk\nVYGTqRQ4cqJrNptYXl7GY489hkqlEnGhzs/PY2lpyY2JJUlkDNLS0hJWVlbwmc98xsUPAXDxV9ba\nSPzYxMSEs87U63V3vGmRXFlZca5iWfmebmM/IBwAGo1GpMk7MIgxYhA6jxfd0/L/ZDKJffv2uVin\ncrmMSqXirHbS/dhutzE2NobbbrsNwMAamMlksLKy4loGAUH8Vi6Xi7io6c4FgmSAiYkJ5/ojdNdu\n5eaUYshPKPBdyfL6kO/JrEuJ7FnJ9fJcMKaONdHisiD9a012hAAGsWe8HvgZxlISP07TF3EyRIAW\nv7iWWHxNOwQoiqLsEWRKvQweBhBxQRYKBdcwWwZRy3pKfI29OFmo9c4778Tznve8La1ci4uLWFtb\ncxYdCkc/k4zdBEa1mo1icfGtIv1+H7VaDcvLyzh//nxEWBCZYMDtMMOOQpMZmrSyFQoFF/Qu3UjW\nWkxNTWFychJjY2MuCYKxezMzM1heXsajjz7qPkOrV7fbRT6f3+ACy2azLhu2UqngkUcecZ9j/Jus\nq0WrGN2OFHrlctm5KguFgnNVl8vlSHugZrMZuZ5KpRJe8pKXuGO0vLwMYwzW19dd2yFuj2LviSee\ncP0/V1ZWRjq/o7Adq9tm6+B1LpMqSJxljQ8ucdern8wir/N8Pu/OH78L8gGKbk/C74o/XiZ2UCRy\ne4cOHYoI4l6vt8HtOgwVZ4qiKDuMbMnEWl6MpRofH3dWIU4UdPFVq1VXwBMYxOfIjLo777wTL3rR\ni0Yey4EDB3DgwAHnGpycnMTy8rLrVwnAZWN2u10kk8kNAe+SzcQbLUdy2bgK6sAgiF7GINHSNT09\n7dyzADA5OYnZ2VkAgxggTpqnT592PSMp3CjiarUavvSlL0Xi2GTnhVKphGaziVarhVqthmQy6WL4\naGHhPpw9e9a5kScnJ93+Tk1NOaHUaDSwvr7uqtjTncjrQTbvlsejVqthfX0dhUIh0oZKCkEpUjjW\nS5cu4ROf+IRzY1LY8FzyhxZYGZN2pcgs4u26RoeVeJFiR/7NLhL87LByF1wHRens7Czm5uachVWW\njgGiIQdym1IgxmWD8rz2ej3nBvePgwxJGAUVZ4qiKNcAToLLy8uo1Wqu/AALYRaLxUi9Lv6Wvf3k\nRERhcOutt266XYo8TlYzMzNu0jl8+DAOHjyIkydPusmIbpdCoeCy4uj+bLfbbnKRokJakGjFAKJN\n0uUxkIKAmYtTU1Mua5RjpcuKwky6Mznh+hl3+/btAwA8+eSTrt0Tt09hQ9EjBQ7/Z5stdjPI5/MR\nQUR338rKimsxRcubjI1itfkzZ87gwoULkWPmHxcJjx+FKs9/XPwfj8fa2hr27dvn6smx4j+FB0W2\nn3XKsiTyXBD/HHHMssWXtOjSOigFll+GRR5vWQss7rrgPvNzfpyX71r2a875ApGuzfX1dTdWJl3I\n7cksacZtMoyAwt0fs7wuuF4Z48l1a7amoijKHsJa6+ppJZNJVKtVLC0tYWFhwWVYSvcJ8etCcXL2\nJ87NYDwVabVamJ+fx/79+5FMJlEqlVx8j7QSSPed70ryJ3EKCU7cdOGMakFJpVIuCJ/xVTxunU7H\nJSgw+Fv2rZSZe7lcztVtk+sgdFPJWCF5PJPJJIrFYuTYAHDiWda4OnToEFZWVlz5hmKxiGKxiOXl\nZVfbLZ/P4/jx49i/f7/blhyLPIa0ZFYqFczMzLjuCLlczglOCUVXpVJxx3n//v34ru/6LgADAbhZ\nu6WVlRV8/OMfx/33378hxkyWjpBjlK5Yjjmu3Apj3fxrgPtNq+qoyQTymuc240IEhlkCOW7plvQt\nuxSMjBujG1uW6KBbUgrORqPhBLCsjxY3Ft4HtkLFmaIoyg7D/pfAwELTbDbx0EMP4a677orUafJF\nmoxvKhQKmJyc3JY488lmszhy5Ajm5+dd4dtms4larYZUKuXazGSz2diJk9szxjgRx0mMcVF0n406\nNsbyyFpfAJw70o+LyuVyOHHiBICoC4zjo5WDbitZ1Jbvy1panOTlD+PAer2eiwFjVqTc5sLCAiYn\nJ537M5PJoFKpOOtVIpHA3NxcrEtXikUATogmk0lMTU2hWCxGLF20YLH8A1lZWUGj0XBxiDJWyg/U\n53rS6TT279+PSqWCD3/4w04AS6ulL9Ao9PhDlzE/S/FGUSZjJ+X7srSLf4341rBRiMvSjFsfO0fw\nPBQKBVc6Q7rT+R2gJZnHM5lMRuIUuU5ZKoMZmf5+bXefVJwpiqLsMDJjT1IqlYZaU4ish0UXKABX\nm+xyOXToEB5++GGX+cYyE51Ox23Dn0Bl9qgcH39kA+rtlFegQJSuIVmQ1XeZWWvRaDScC5YWO2mp\n8dfHz0sRxwr4RDZfZ2Yoj/vZs2dRrVZRKpWQTqdRqVQwOTmJQqGA6elpFItFFwdYrVbdPlAkNZtN\nJz65bysrK04IErpSWfeNxzuTyUSshDwHrNLfarWwsrLitl2v1932/HMxMTHhYuLm5+eHCgkeW8bG\nSTckrWbtdntD6yTfKij/5zUlXd3yOhtWnkM+pEirJ88Rj51PnPuYxzNuecYjygcqWgGZjQkMeoAy\nqaDdbjtxzPPkC1NgcyEpuebibJTiolqA9MZHz/H2ecMb3rDbQ1AuEz59c6LwC5CmUinnDpFix29Z\nw3ixZDKJs2fP4qlPferIN3ufRCKBiYkJN7lxwqXL0J/Uk8lBFXkWOQUGfQOZQchJaxSrmbSkAIOa\nVFKYccKWEyzFGo8FrXi+m4tuMwq1XC6HgwcPuoBwZlLSzUzRI7MhmbABBPGC586d2+BSk7XkGJvH\n8VNoAUF5D4r0tbU1nD9/fkO5CCCY+GVQP923ssAt971Wq+HEiROYn5+PtG6iO5flNGSMFsXQ+vo6\n5ufnXQHXOLE/7AGAx5YWJT+ejNeQfy1xHDIInwLNL1VBGF/pX+u8HrlOKdzkNSSTA3hNyf2VZTDG\nxsYwNTUVsU5K62VcMeI46yL3WRaTppAdBbWcKYqiXCO63a57GufEMD4+jomJCQBwtc04IVMA5HI5\njI+P4/jx464S/pkzZ/DYY4/hi1/8Iu699163jQ984AN4+OGHcerUKZw8edI9xc/OzuKuu+7CC17w\nAjz3uc8FAMzOzqJYLKJQKETicZrNJhqNhpvU2D+QE7t0HRJOUP5EPQxa6/gZ6S6U+BYViXRZxsH3\nKQaazSaWlpZc9ictX3TxccKWQe0Ud7lcDtVq1VmnpHv3K1/5imuozu00Gg10Oh2XdcljxriyxcVF\nXLhwwdXqkhmcFOvW2kgMnqyRJfs70nLIAqsUo9LSJF3nbB3F8Um3pGSzGC5gkGAhHyD4wCGFkhSG\nw9yW8pqRtcUodJeWlmITCygAE4kEpqenI67xXq/n3Mu0zvoPDVw/H1ZmZ2dx4MCByPg3y7CUSRZ0\nS1NYX7hwwZ0/aWkcBRVniqIoO4ycVPn0TLdZpVLB1NQUgIGLcHJy0lnUgIFLjEHnQPA0/8QTT+DT\nn/40brnlFqTTaZw+fRof+9jHcOLECayurqJcLjtrC0XBwsICer0e9u3bh6WlJVy4cAErKytOnMku\nAoz5okjxJ11aeIBBKQxgtLgaOUmzGChdcj5SFAIbC4PGWemk9YKfkUKPkybLUPAcybIJcQHjFFGc\n6Bl3dvr0abcPi4uLriAsy3DQtT03NxexUAKDIPO4Mg2yyCq7C1DMUpCUy2VcvHgRzWbTZdbyfMuY\ns0Qi4R4GrLWuhhrPrV9aY7NEEI4PCFyf+Xw+8r6s6ycTCeKyK6VVjfB4xVnZJDxmrVYrIoS4Phl3\nyNp9FMS81lOpFKanp1Gv13Hx4kU89thjLgnEjwH1/6c45PbYDaDf7+PMmTMuu3NtbQ3NZjO2ll8c\nKs4URVF2GGuty4SUYmZ9fR3VahXr6+tOjLGdUKlUQr1ex0MPPeR6H1KYAXAxSJ/85CeRy+VQKpVw\n6tQpPPjgg1heXnbth2gNoiWHtdYIJylOOjIGi5Mb+zbKmmC0nLEcgRSgrVYL7XYb2WzWWVKky0pO\nyJx8KSLz+byrBceJz5+8WV6DQotB2pyI+RkKMhknBcDVbZP1sggDxWWhWFr12u02arWam3BbrRay\n2SxqtRo+85nPuLF1u13XWLzZbLpEDoqrI0eO4GlPexoymYz7kdv33YDnz59355yCUBZOnZqawvj4\nuCsBQuFI4UorHM/RmTNn8NnPftaJyDhLZ1x5C7pz5TmUWcgSGSso4+p4TbHcSNx2ZT05jo3rYmwh\nl2UGb6fTQbFYRL1ed5/1Y8q4bVrTJOvr6+54SVfk+Ph4JClACjEiLXqyzAdjOKVIHBUVZ4qiKNcA\nCgk5iVlrsby8HOmNKa1RvV4PR48eRavVwunTp3HkyBHccccdKBaLePTRR3HixAlcvHgRH/rQh7C0\ntIRnPOMZ+NVf/VX0ej089thj+Nu//VtnPZGB8JycKEBouUmlUpicnMTU1BQWFxcBINL+iTW/pMii\nu4iu2e1A4cb2Q4wFk6JKHj8eu+npaRw8eBBHjx5FOp3G0tIS5ufnXT0xKQYoSH2B1263Ua1WIzFK\nFAXsSsD9T6fTKJfLrqVTo9FAtVp1PUxldqRv3aFLsVarYXV1FdVqFfV6HXfccUcko5JiVJb1IEeP\nHo24fWn5Y0eAs2fPuomf5TdkPKMUmblcDs94xjMAAO973/u2JRh82D0hriXRMNclzw2TW+hSZ1KD\nD/flyJEjbh2VSiXiJqXrn+dKxpTJde7bt8+J5X6/H3lIoeCjpROIJvJQTG4mzphJLfed+0+L2oc+\n9KHRju1ISymKoiiXjZy8ZFV4adExxkRigRifIuNUjh49iuc///mYmprC9PQ0stlspHdkq9XC7/zO\n7+DgwYNIJBIoFosbWgfRtSXHwgxENudmf062D5LNu6VA4D6wYfmoTZ2BwYRGi1oqlXLWII6X65eu\nVI6bcXi5XA6XLl1yIsh3k8VlbFIUUIxxf6SlSY5Ruq4oxFibbf/+/S4RgCKBQqpcLkfEGq0nKysr\nOHnyJEqlkrPUMKbKz4SlC7Pf7+PgwYOYmpqKZP7l83lMT09jaWkJ5XLZuVLlmOW+8zg9/vjjI7vY\nhkFLkr8dX5jJOEX+z33j530Lpj9+f53+eeP6pKj1XaDNZtMdI996Jl3q7Ofqb4/b4L4TZihznDK+\nj+KVVjRaebdCxZmiKMo1QIoGX6AxdmhmZiZiFQEGPS5ppWHw8YEDB/C85z0PANyEz9gWFmGVooAT\niMyspKtreno6MukDQbIAx8IYHZlRSCsgBeTlHhOuhz8y882PSeJrPHa0bHA9FGdcLi74nBMmrYDy\nPHBMftsjuna5TZZhoLWP62Tzc44nm806NysF8MLCgssAvfvuu50Ql9Yanif+UDRWKhWcOXNmg0Um\nkUhE3KbZbHaDZUlaPikgFhcXR07giENmHktk03K/NEY6nY50PZD7PAzG6HE9UoDRykrkPvvXJRM1\n2PDet3ByWzzeFJQy65THVSZq8Bjw+I6PjztLmy8Y44pNx6HiTFEU5Roi298wSEC6DeUAACAASURB\nVJlxSBRbTz75JE6ePImFhYWIu6pWqzk3S6lUQqVSwe233475+XnXmoZtl2RWmBRmAFy2ITMDO50O\n5ubmMD8/j3w+72Kk6I6r1WpufSx2SotXJpNx5Siy2SyMMZG4JO7nZiUZZMIBy2JI1y6AyDppoWu3\n206MMm5PWiM7nQ5arRZarVZEzACDCVVabGhV8q12fI/WQVmOgTFOLMbKzEcAbvnx8XEUi0WMj487\nN/DCwgLe8573uP1jTTMiRYa02vnFYuVxZr9IIgPpgUHbqnw+j06ng2PHjuHUqVMoFApDS2n4pUnk\neaDlTAo8xn8NO9e+NY1wTP6YgWhsmdx3CntadFlzDAiucT7kcJ2ZTMa58Pk9ohDzxyxf53v82y/X\nwWMPwCURyOQZaXGLS16JQ8WZoijKNYA3dIoPxlS1220sLi66iX1qagr79+/HxYsXXTwWJ6MLFy5g\ncXERBw4cQDqdduU29u/fj7W1NXS73cgkL0thMN5IWgASiYRrgJ1MJp27k0JufHzcWQFkKQ3ui3Rl\nysrp0rIzCr6VaxgcV7PZxMrKiguGj4tVkuuWQdq09DED1i9tIsWYdAUzRoqTMLMo5cTd6/Uirl3+\nzX6O+XzeWSilAOx0OrEtmqTrj0H0vkVKiopisejEn7xu+v2+q5VG13UiEfR+LBQK+MIXvoBKpRKp\n5zUKMk7Mz6QdBq87P65QJgjwXDFxQ+6vvw4eJ2YzU8i2Wi1nwZSiMJvNRq5bWZKE0KLMBxc+QNHa\nJotBc/vShSnHy2tHCuxR2JNFaPcKoxT9fN3rXncNRqIoW19rb3nLW67RSJTLJe6pmeJsZWUF8/Pz\nLiMzmQx6O7Ix9erqKi5cuIBz587hwIEDAKLB+sYYTE1NoVAooNVqYW1tDRcuXHBlAmZnZ10gdKVS\niUxGMtC+2WyiUqlEyjZw4pHxNNKqlEwG/S6Z0NDpdLYVf7ZdarUaFhcXUalU3E8c0gVKwZhKpZyI\nkhYZWU5CulvpVmSWIF2SctLnZ9kI3S8XAQyEVqFQwMTEhKs/J0t4SGRs2/Hjx12MYb1ex8rKiiua\ne/bsWZw6dcqNe25uzolGCggKCgqDcrnsBN8zn/lMnD592vUE3Q4sX9FoNFw5mLhrnMdL/s+xNJtN\nl2TC7F5poZPnUv4tHxQofPl6q9VyMWT+NdvvD7phxLlkgUGtOfk3rbA8N3RnywxPGX8nx3tdiDNF\nUZSbDZkQIAt3JpNBhfder4eTJ09ifHzcFTM9ePCgm3Q4mZ4+fRoPPfQQOp0O7rjjDqysrOCJJ55w\nVekzmQwmJyeRz+fx2GOPuVIX6XQaR48edZlxjz76aKSWFycX1r9qNpu4cOHCBosURYyfdcpJkTFX\ncmKSWZDDrCvFYjFiuaOQ8V1IFIFAUK0/kUi4uClO6LLMR6/Xi1gyZMsdijR+jlYb/pZCjS5N6eZK\np9MupozjZIkPCd+v1WqYnJzEwYMHASAybq5bxnD5MVP1eh3Hjx9HPp93LuR+P2gPdf78eZe48fjj\nj+Po0aM4fPgwjh07hsOHDyOdTqNer7ts0XK5jOXlZQBwzdu5jI88l3I80kInY/3kOZblPKR1VP6d\nTqedhYwuYq7Hj1fz653JZIBWq+XGQbc+LZQcK4BIhX6+xoQXjp2xhkRa1zKZjHMPUzxPTExsSOag\nOM7lcm55jn0UVJwpiqJcA2TQunRxMkD73LlzeNrTnoZLly4BGExItNY0Gg1cvHgRn/zkJ/HlL38Z\nz372s93keOrUKZcQcODAAaytrTnrFSc42a6IcW9ScDz55JNIp9OYnZ3F/v370e120Wq1NgRObwbF\nDi1WvV5vS1cZJ9d0Oo0jR45genraHQMpzPzSGtweY5d8q5esNUVLGUuFMN5Iup7a7XaklZUfN8f9\nqNVqqFQqLpGCFkXp6pUCg//LllNc3+LiYsT9KCd47kMymcTi4iJyuRze9a53ueN1+PBhJ3qOHj3q\nlqvX6zh//jyq1SoeeeQRpNNp3HXXXTh27Jiz2NXr9Ugcnn88rwby2PplTOTfsuyJHIM/NmmF9OME\nfQsYBaF8iOB5ld0YRoXfo7GxMYyPj6NUKmFsbCxSnkaKUfmdK5VKzqXMZUdBxZmiKMo1RE4kMval\nXC5jcXHRuXXommLph7GxMfR6PSwvL6PT6eCjH/1oJGhcWgqAQYYmX8/lchHXmZwk6vU6ut0uTp48\nifPnz+PgwYM4cuSImzjjgrTjoDVDiinfohAHg8ubzaZrwSPLGQDRCdl/jZM2hYA/BgAu45T1sChs\naC3iPsrCqFJYsF5cp9NxZTMAOGsfLZRS9NAyRAF8/vx5LC0tOXFYLpedWGYihS8maXlhgDsTM9hh\ngOvi2Pr9PlZWVrC2tuaK5Z4+fRoHDx7Es571LKTTaayurrp9oIC53IxNeS4kMhnEP1d8bbNEkTji\nMnf9z8tzJrNBgajVbLv7yxI0k5OTTpRzPb7Vk/vFa4JxpgBia8LFoeJMURRlhzHGuCrjEjlxNZtN\nPPTQQ7jjjjtcbSsAkdpnzKijYIqrdM5Jt9VqRdo/jY2N4cCBA66TgB+nRYtes9nE2bNnnehgj02K\nRimQ/JpSnJykZYYiRvbe9CdlTnAUIhRPfvFY3+pAi5m0WMT1LqQoYMcFxocBwK233hqJJaO7imOW\nvStp/WJsFGtXpVIptNvtyLGnVTObzWJychIrKytoNBqRtk/+vhBZ3HZ6etqN9znPeQ4mJiYwPj6O\nWq3m3NkrKytIJoNiwtZaJ0BbrRastTh69CgSiQTOnTuHer2ORqPhGqLLvpA8zqNC8UvBRWHkJy74\nFq/NEkB817eM/ZMJIXJZfjcYJyktZnL5YfsoS6fEwfPBLgwUXb4LPy6GrdVquThMACNb7VScKYqi\nXEN8UcLfvV4PKysruHDhAubm5tzrnDR8YSInubh1clt0+zUaDfT7fZRKJdx22214+OGHN7RqGua+\n5DriXDJxriYZhH0lxLkx/XHFucp8pJuJLiYpftmnkkJPxhixPIgfsM+ac5OTk04oUZAxblCW2JDi\njZO4FAN+AgWtaYyxY/bi4cOHsW/fPheTyHi2AwcOYGVlBblcDjMzMxgfH3e9VC9duuTKsjBbleUe\nrtRi5h/n7VjCLhdplfPLjWwG9zUuWWUzd6OMp+NDStx+xll2E4mEyxwd1WoGqDhTFEW5ZsgJgMKC\nT+0MaL506RIuXboUCaRPpVKuaCytSXRX+q4dThB0idEKtLS05KxnvV4PhUIhUnZDPt3TgiZdoZtN\nuhRjnCCHteLZ7LhIC4w8VnLC88cQZ52JE5iMGSoWizh+/Diy2awLgJeCwg9ABxCxkkhozfJj6tiH\n9MCBA65P6Pz8PIwx7jjFxc/5426325EacADwxBNP4Ny5cy7YXxadPXbsGI4dO+ZagaXTaaytraFe\nr2NpackJxF6v5yxrjD/bTJiPyrBYsa2saKOIIh//OpDW07jvmHywiAv03wqKc3ax2E5cXr8f9H7l\nuVTL2U3EkbNnMXf6NE7PzWH+6NHdHo6iKDHIiQIYxCOx/IRkYWEBY2NjLkid7zMDkfFocRYAighO\nWJyo2X/xzJkzqNfrG4qeUpxxjKurq9i3b18k0D5uUqLrTMY89Xq9bYkzHg8gmMzoAt6q9pmMMfMn\n5jgmJiZw9913u5pva2treOSRR1Cv150bFxgEqafTaRf7tbKyEllXu91GOp12DebZdYFu6Gq1GjkX\njBukpYdlKIbtF8tL+KIjmUzi3LlzaDQarisAs0THxsbQaDSwvr7ukjxOnjyJlZWVSLzaxMSEs7pd\nSYcHH9/1LM+dX6dsVIbFw1Hs5HI5FItFJ7R8sc2HF2n9lQkYo8B1++2qZHybv7/yff7w/I+0zZGW\nukm5HmqYHTl7Fq9829uQ7PWQyOWAD38YeMELYpe9nmrMKcqNiIyn4YTBp/F6ve4Kac7OzkaWl0/4\n0jUmK9bLQpiyPhfp9XpYWFhw//NzjNehhY2xXmfOnEGv18PMzEykgr+M6aJAlJmNyWRQOd9fjvsd\nh8zck7FcPq1Wy1mqZGsk3+Llu1eZGMGJmaKqVqthamrKVY2nVcOP/2LQvtwGEwkqlYrrqiBFQbPZ\nxPr6OiqVigvMl90hKLQ51rjzJYvedjodlEolTE9PI5lMuvINZGxsDNPT0zh37pzrXECLTbvddtvu\n9/tYXFx0gmZtbS1S7HUzZMwhBTjFHRMUuJzcjzhh5gslfm6UbM1+v+/qxMnG5LKuG5NcpGAsFAqR\n65ICmBnTHK8/Vu63jHHjdeeLUTlOv7QLS9mMgoqz65y506cDYWYt0G4DDzwwVJwpirI3kPWZSqWS\ns2CUSiXMzMxgamoqtphlp9NBtVp1Nc2KxSLy+bwrqCnjp2SMCydmusq2skgBQVX7Xq/nWt4wsFrW\ntIqLsZFWCWmJkxOab3GglY2uWk6q/O1vg8dGdjyQbYuGHXM/UxAYtPEBBgkA/OGx82uOcT/5GgUz\nC8Byn+iqZm9OaVkEoi2peM5kf06uh9Y4CvBsNotisejcmmxbRLcl48s4Bp9kMukSHarVqrMuyTIv\nO8Uw17QcG/EF2TCLlyxdwr61FGrymFFQ83shLZJSbA2z1HG8MjPT/37615nsycrkgFFQcXadc3pu\nDr1kErbXQzKTAe69d7eHpCjKFvAGn8/nccstt+Do0aM4evSom0gbjQY6nQ7W1tZQLpcjwoCB5dVq\nFc1m0wV/011WqVQ21HaS2yUUWb1ez7Ve8se4vr6ORx99FMePH0epVHKvc50UT3Jyl7FZsoYVBdpm\nVjSKHGnVk2P244niJsg4uB5OjLLkBzAQr3HHgeuncKHFR1Z953pqtZpzOVNwA3DCjNYyrpOtsRKJ\nBPbt24cjR47gyJEjmJub2+DK5HlnUgPbPVWrVSwuLuJTn/oUlpeXsbq6itnZWUxOTqJSqThxMD4+\njomJCST+T3vnstzGmW3pjfuNBEmItiRbah/L7oiaVFSFo+Y1ORF9zkucYU36IcqOOMPuh+gXObOq\nUQ1dHW7ZVsmSJYriRQABJAEkLj1grZ8rN//8kQABEJL2F6GgCCTyTubivqydz7tZmuj0fPfu3cpS\nm/MINbZwpEm/h3vZd98gEs2NG3y98BURYIgz7vbF91zDCcGGa6b3C//3HQvuGT6vvohgGibO3nN+\nffxY/s9//If8y/Pn8q//+Z8WNTOMLYZ/6fNX/AI/ODiQarUqnU5HOp2OqxPiei78w7qQVorjWC4u\nLm5six+G/FDCA2swGLjB5vjrHjYYqLk6PT2VQqHgnPxFrqNH7CdWrVZdFAtdiq1W64avlbbTYIsD\nRJtg4aGFF2Za8oNTNxNgXRBdnI4SETd5AediMpk4YcjnDd5rvmJzRP/Y7wqNEIisjEajhNDkCB+E\nAexDdnZ23GgmjEICSHlCEEIENptNaTabsrOzI19//bWcnZ3J3/72NyceHzx4kBAIqLXDayyuIdaz\nigedcudUPb/PzR5Ap6EheKMocvNBWeRzepFtNSD40VSD1DNHXPV1QwpT31cY/+Sz+vBd/2XELCLD\nWTBx9gHw6+PH8uvjx/KvJswMYytBsbgvwtPtdqXRaLgOTdTT7O3tSa/XcykohlMso9HoRnE/z2vk\nSANHfvD9YDCQXq8n5+fnrvaIH56wg4D5bb1eT4giHiANIdPr9aTdbt/YX5FrTyqgoxccjfKlNEMC\nIkuht++hmpZq4jozXdsGgYP6NZGrui8WsBAPEAs4/zh3URRJt9uVdrvtPlOv1+WXX35JXEMUon/5\n5ZcuXdfr9RKpTZGrNO8f/vAHiePYTTtoNpvy97//Xc7OztwAbwiZeangeWStn8K5YAHtq/ESSUai\nWPjydWMBzbYWi1hV4PNYB773dZCGBJVOw64KE2eGYRhrplQqOeNQpC7xYGg2m1Kv152prMjVrMlK\npSLNZtPN7xO5FhY8NgapMn7I4L04jm/M9dQRAUR2UDwukpyLKHJd4M7Cic1ZRcQNgkb0CZEknRJC\noToidRgrhQdxrVaTXC4ng8HgxsOOu9+49g1gnSLX9hkQRjjubrebiEyliQS8xgX7LCD/26tX8tWv\nv8qzx4/l9RdfuOHYOnWbz+fdKCxEtHAf9Ho9FynEeiuVirx588YJelyH6XQqz58/d40gn332mbRa\nLXny5ImbCID1VioVV6APH7RyuSyj0Uj6/b6bHZm1ESCN6XSaqSs3TSxzVFPk6h5CRBNRxWKxKNPp\n1NXGcbQSwh7/5llj6P1ARDKLR5reZ/4Z5PUhhS2yXHQNmDgzDMNYM3jQitwcObO3tyf379+XnZ0d\nKZfLzkdJixpGC6fQsoz2DOMI0MHBQSJ9qh90OqUHMcLNAViXfk1EnJ9Wt9t1oqRQKLioE9bLxwUb\nC95/pCt9+CJtGt9nZ7OZN+qho3cQAf9ydCT/87/+S4qTiYyfPpX//e//7myMdI2RiDifOr72ONd4\nmLNlCkQZR3Hy+bx0Oh0nTlqtloxGI3nz5o1EUeTqEy8vL93EANQffvnll9JoNNy6uAZu0TmTt0Xf\nR3y+MI4Kac39/X0RuU6Hc10aPq8jw4tGr3S3Jb7qwv60z+o/iLgW7TaRSRNnhmEYa4Y9sFiwsBB6\n9OiRq7nCQ4HTY/l8XnZ2dhKRMrwHdMG0tmfQxdYoWN/d3U08JPf3992DBSk9iAVE9wC2DyGVz+ed\nZcfz588T2x+Px9Lr9aTf70uv1xMRcY0ROD+DwUDa7bazv4BTPo9/QjQQ+8/F/fw6p119qS9f0TaE\ngbaD4Ijcf3/1SorTqRSuPiBfvXwp3+/uymQykR9//NFdv1arJY8fP3aRHoy1ggDnAexIf/b7fXeM\nEB/sr1WpVOThw4dyeHgoe3t7Mp1eTQ7odDqu/hARVfbkQhQNUbPT01MZDAZydHR0o3EjhG7oaLfb\nN6JJfG9wKpfPJ17DvVUoXFlhwCAYr3PzzGQycRYqOGdYljswZ7OZFAoFVzvpqzHDfvCx6D9edGcz\nHyd3CvP6UHeJiCI6gHFPZe2GNXFmGIaxAfgXM74OBgM5OzuTw8NDOT4+dnYIIlci4N27dy4Vhg69\nOI5vdHACTvmk7QMiUtiGrvUCOzs77jN44Pjw1XkNh0M5Pz+XFy9eyPn5ubP60EISx9But50Ai+NY\nzs/PpdfrOe+1tO2iuDv0AObIEI6du+nwvn5oaqHLx//3Tz6R/1EoiEwmMikU5B9ffOF8wyC4kFZ8\n+fKlq0NDNGhnZ8fVp8GXDucbEZdqtSqTydWge8zl/PTTT6XVarltFQpXY7nQpcnHpRsucB263a6r\nUUQzSBRFS1lowHIEIgkiK63DdlE4CrWKbtJ5+6UjbyHBygISoCsYs1chyLQQzYKJsw8IM5k1jO1E\nz8Ysla6Ga1cqFTk+PnYPYa6lgmkq/kpH5yCMP7VlRZZf+hCIeLCLXEc3tPhCdIdrctIeUngPwiSO\nY2cSiq5L7CN7sGEkTrPZTBwLR020aGRbDES5JpOJt95IP2h1DRoLVX5wphW6Y30/ffKJ/K9/+zf5\n7dmZ/Pr11zL86iv5XK5qplqtlohce7e12215+fKl62BFU8Xu7q7rzi2VSom0MovShw8fSqvVch2m\neOAjygazW45oQqhy5Gw0Gkkul3Pnt9/vy/7+vnz55Zfy4sUL6XQ6Cws03EtcA4Z0uU75ZQHXA/cp\n35eLNB+koaPNuEdxLNgHbFcLTcBdo75jxM8O/rBCxBPNHVkwcWYYhrFmYGSqIzxINR0dHUm3203U\nXyEdwrMdG42G7O7uuhE9AA9Hn8jSNTEMb89XLO17j4vU9QOY00ScKhMRF+2DMOKHIXeyojmhVLqa\nfcnbQHE4CsT5+LTVgT52jpRxqgrXBgPOsR1+D9eJxdv/3duT/9dqyd7enjT+GemCDQkexjg2NHtw\nU0IURbK/v++8zjC0XD/sUZfH5rY4T5PJleEsastgTouaPl3zBCHabrddOrdYLCY6SeehRQzOFe5R\n3UmJfcVndU0eix9cB/yfo8B87pE2RBkAQFodIpQjbrgObOeCqCV+bvC13+8nfpa4xg0/j7rWTUTc\nH1DYTyxXq9USZsdZMHFmGIaxZvCQRyH2bDa7IbDa7XbCOkBEEpEekauHz2g0SoxbAjplCkLRILaQ\n4HQflg+lqSAyQwXTvrQgvnI3pt4mP8y1iGK0mOL942VQL6cjcahVYuNY3ic8vIvFouzv7yfWjdow\nDBFHV6Tex263KycnJ/LmzRsn3Or1upTLZfnpp5/cfuzt7TkRhigXInE4L7/88ou8ffvWHWcul5PL\ny0sZDoeys7MjBwcH0vqnYBwMBvL69etEI0q325Xj42M5OztLpM9vkzLUI5JwPFlBBApfUXPGIlDX\nBYbQo6pYpOkGD95vfV/47mvuDMV+8rr0Z3B/8LJWc2YYhrEl4ME4GAycCOIZfyjg7vV6iXQbW0Pw\nX/ZaaFWr1VSPJ35Q+fYL6AdqmujyFU+nkdbJJnId+eF1cb0UhBRHLTTcjACbkDRgc4B/SBHev3/f\nDT2H7xtEFs7pzs6OfPbZZ7K/v+9SVkjXQkhcXFzIycmJvHr1KiEm4MCPfcBxIi2J6Fq/33dikJfF\nnNXJ5GrOab1el06nI2/fvnUNGijKj6JIZrOZnJ+fy8nJiVtXo9Fw0buLiws5Pz+/0ZSyDNPpNNHp\nqqNvWVKRLM7Q1QrRrA18sQ0deWX4fmfblVA3Lqfu+WdMR6J1p6luduA/cLCP3MxhDQGGYRhbxGQy\n8UaKuKMMaSgtUPgzXN/FDz52nfdtmzvbGB2N4BolfFZ/jlOaqI1Lg/cHBrV6vzRw2MdDG+fBV8OE\n10N2EMVi0Xm4xXGcOM+IVGIeKYQS1i1y3TQxHA4TUwQ4TYvo2GQykV9//VXG47G7JuhiheDmeiSR\n6+gg9o9r87BvOAdI8+7t7TnLjMFgIKenp3JxcSHT6VTOzs4kjq9GRzUaDZcy5vuAxSPO923gblYc\nU1bBh2sd8ijT3bicPg/VB7JA0xEzfJbv7bQSAJ0e1/WaafuA64x06yLNESbODMMw1gwiZRA7iJyg\nbgqF/vwXv+4WFJFEtEN3R4K0lJLvdf2aTo0ioqD3hbcdeuCElvMVW+ttQCyxIGTQVMCRD98+wIZB\nROTp06fy888/S61Wk93dXZdqxvXBZ0qlq/FIu7u7UqlU5PXr19JoNBIDtSG8YJAaRZEzh202mwlb\nCERQnj175gr5cQ60lcdkMpFmsymtVkvu3bsn9Xpd3r17J8fHx/Ly5Us5Pz+XTqfjIku9Xs8JLqQy\nsU1E1waDgbx7987VowGu99PpSbzG51IX1UOEcm0ezpHuUtR/bOB4OYrKEaxer+fmzPqivLhOEMx6\n37A9bpbAvcSNJ6j1wz/UC+pzAlGHMUw4dyx6R6ORO7/dbtedm52dHanX65l95UycGYZhbBD8Muf0\nJqI5vgLkdRJqFkhDPwCXtUpIS1PqqBI6OhF90uvw1Qzx+nK5nCvihkDgByq2x92aEAPcpFAqXTnQ\nQxCiVm02m0mlUnEP3QcPHsiTJ0/kyZMn8vDhQydscby/+93v5OnTp/LixQsnfCEQd3d3JYoiefv2\nrRMM6O6cTqdSrVal2+1Kt9t1UxZ8qT/8//j42NUoxnEsZ2dntx7ZpEFRvvY/85GWIsR7uB666cE3\nk5LrIefdG9hP3zZ5ee7S5GPRr+t1sHBksYn5svl8Xvb392V/fz9z16mJM8MwjA3gqwnzRYrw+qqE\nWWg9aakbHSnjSAV344mE64pCqSp+T3dcanHG+8DgNU5H8rFp8eargfOlS2EWyzVlGCVUqVScv5qI\nuNo01P1hRirq1iDsUH80GAzk0aNH8s0334iIyNu3b+WHH34QEXFjvLrdrhSLRel0OvLq1StXU/bm\nzRu3TghMCC8dcZ1Op9LpdGQwGMjl5aWIXE8GWCW6YN8nYHz3CqdtAaJ9AJYvukaT4bpEjnwiVa3T\n6T58nZe87776M43vPU55npycSLvdziyOTZwZhmFsAC7O7vf7ziojrW6FW/518XMoHajhh4YWMKFU\nIH/VnWxpcKqPC6bngcgVD2rXoolFG+D163PA+8likyNkPLeUQb0S0qW7u7tSq9VcFAdjj9ChyecY\njR3Pnz+X77//XnZ3d6XZbMre3p4cHh66KM+PP/7oRio9ePAgkfZ79OiRG4r+yy+/uNTds2fPEtE+\nnJdqteqsOnj/wfHxsTeFjc7YLELbRz6flyiKbszo5ChUWsqUr5u2mdD3e1p3Mu4ZLcR5XBrMfEWu\nI3EcdcN20IyAZbg2jwUVxODl5aVL3/I+87Gy+EckLWstnokzwzCMNYNRPCLJYmb9cFwFi0Tc+GGs\nH35I6yE1mIYuqGZhVi6XU7vqtPDCNrTYYmHli2roSN6ihD43nU7l/Pzc1Q7hGOr1uktD5/P5G00M\nSEmizggNBJ1OR/b29qRUKjmX/p2dHfn888+dmet4PJbPP/9cJpOJ9Pt9ef36tZydnbkHO/YBdWUQ\niGmwUADafHXZjk1Oo6ZF5Hjb/EcIi2XftcYyXFfG2+Vrzw0JqBfj5hpOUXNKW+SqLgz3Lerbzs/P\nE+lJnzcbzj97BeI1/qNGp8ut5swwDGPLyOfzzluMH7KFQsE1BdyWkNgIRb208OFIRMjVPNSAEBJ2\naVEwLbb4ayhylhWOis0DKUEWNoiC4cEMp380C2CAPUY5YTvj8VhOTk7k2bNnztIil8s5r7vf/va3\nTlhghurl5aVEUSTj8dgV9eP+YXHlS82G0MuzWFmGdrstz58/l0qlkmiaSNs2timS7M7Vac95di5Y\nH2xRcJ4QzYvjWNrttgyHw4Qowj0Jr8F2u52oRxyPx86Sg70AAa5tHMdSq9USkTh43okkrVMWFb8m\nzgzDMNbMbDZzNTPo1MMIJrTaY34l1w3pBxnwPcgAd65xJx6+1+sBWkSx+L2C4gAAHuhJREFU51Za\nbZpIuK4s9Lm097TYQvTB93ALrZ/RKSd8LRQKiSHpfF5x7mCZgdqld+/eycXFhfz+97+Xw8ND2d/f\nT7ja5/N5J+BqtVri4f7gwQP54x//KKenp/L06VP561//KoPBQL7//nv5y1/+IqVSSZ48eSL37993\nAqrVasmbN2/k/PxcXr58mUjL4bhYWKWdy9D543ttkdQmln39+rWIXA26v3fvnnz++edO3BSLRXn0\n6JFUq1Wp1+tuOzif8PbT+673W4tHTjdyGvL09DSxnDZa1ozHYxkOh67MwLecz0sN29X3Fjp0OeLG\nHcEWOTMMw9gS4IUlctP1X6cF9S/8NHz1O7y+tAjUosyLyoTWGxJd6+5ETdsvFqvYj7Q0WavVcg9V\nDKWfzWYSRZF8//33sr+/7+Zj1mo1uX//vktTHx4eOhsH9tu6vLx0ooKjLsfHx27IOSJzpVJJer2e\njEYj6fV6bj4n11ghLcnnVKc+fWJen58soiytLlLkquAdBr4Ysi5yJfp//PFHqVarsre3J81m03W7\nwj0fAlmLILbQiKLInUMt1Hi/fAIsK2nCSduJ6H3l13zHwNNBsmLizDAMY81Mp8lZkD5jWZFkxyaW\nTSOtSD9NjPkeyBwtC0XAmFXWx/nWuY71p21PnxMdkSoUCs6hH3YniHr2ej3p9XrSbrddY8fBwYE8\nefJEjo6O5N27d/LNN99IFEXOmLZSqbj5m1wnlsvlnOcaW2OIiJydnbkIHh7+3J2KCBQK5PXxoQNS\ni/VcLiez2ezWHZzYH0wggJ+ajthi6DeK7xuNhjSbTbl//77UajW3Lwz2cZ5whEjMeg/74D+YQilI\n/uNJXwucbz6fqOfLchyMiTPDMIw1UygUpNlsishVnYtOOQJtoRESKvMiZ77lderSZ2fBy+suOJGb\n6c9lrDpC+78JCxF+H7M38X+9PxjthI5CWFSIiCs6L5Wu5mEeHR3J0dGRfPXVV/Lq1Sv5xz/+4VKU\nMItFDdTl5aV0u10XVen3+y5yo8dWXVxcuJQpm+AWCgXZ399PCC82vuXIFq4/HxtGSJ2eniamMaSh\nRYtef+icY8wTIlucRk6b76lHj6U1l3BNZChtGGps4TFUvggh0I09IuJSohBm+Nnmbmx97udh4sww\nDGPNjEYjefXqlYiEU02+SBq/z/gK5NNA1CJESDzxQ21Vka00EaDHR+loYlbSLER8+88ddRqYzvL7\nn3zyiRQKBVesj87Nbrcr5+fn8vz5cxmNRvLDDz9IqVSShw8fisi1mGu329LpdJzw4LRes9mUWq3m\n0pWYl4lj2N/fl1KplBBpGJiOCBlPVfCdD3azj+NYqtWqGyO2CCzuYUZbqVQSthlp55X3Tw9P9xXQ\nc/ewhlOZLOT0sqHIGo8p09FthpsnfB3HaO5hc1w0D0CkZcHEmWEYxgbBg9FnARGqy8pa2/W+46vv\nWQY+J1kfiL6oY+iziKY1m02ZTK5GLtXrdYmiyI1XOj09laOjIxkMBt7GBogIPNRHo5Gcnp7KeDx2\nogP1WfV6XarVqpTLZWm1WonoGKJmmKZQKBQS3b8QTePxONGBusl7B8fEEbE4jt3+avGVNQ3I51S7\n9fM1vU09GoD1B6eOuZmAPdZExDX8tFotEZEbnm5prFycffvtt7d63zAM40OG/ypHOox/0TPzarE+\nJFEG9ODv23DbKF9ImOnuRoijg4MDZ7GRz+fl3r178uLFC7eM7raE+SmERBzHLpIE4VWpVFxEDJEz\nCAC2LGH/Mh2ZReSJHfOXiUjeBu5yRP0eHwve86VXQ6OfFjXPXZSQCTNfRxFx/n763PK80yxY5Mww\nDGODcDoSD99lHi4ceUuLxIkkRxz51pHmFcbrQ+1MLpeT8XicqM3K2sCgCdXJ6U7KNNiB3XcMujNT\n5LrInLeL93XdE4szvY+hcUJsrPrpp5/Kb37zG/d+2nVibzBEvHTaE+CczGazhAmqRgs0XEdeB6JW\ny8zc5IkEOD9Ik6ZdF3yPdDBEp+8e8P1coLPWt07GFwWdZ2PBghhUq9XEMkgBc+oVP9OIkvnqNXFP\nZG1aMHFmGIZhvPeEBC4/vH0P6LRaptDDPE2U4jP84OZlfGk7LXI5KqbrEFkUzBvjpdN9SCuyRUVW\n360s+Kwk5gER47sGm+jczUIogprFCHmZKLCJM8MwjA8YrrO5jdXA+4yuY8P3eOgWi0WvuJsn6gAL\nEpxvfa45SsrRFGxHCzB+Xc92hEDzdfwy3FmIdCn2j604UMh+m/SgLuhnsnYdbytZfm7SBP7S21zZ\nmgzDMIytY5WRkW3mNvVTGNYeKhjX0RM+ryys8DqvC7NVke7SUTdfZyKW05GZRYSPSNKQVuRaaLCw\nwwip25LVQJnJOtnhLtGzNfV7SDv7In/LjBgTMXFmGIbxXhCKamjPJYZFBAQDipI5srItEYxFRFao\n3i3tePgzo9EoYeegWUbYcjQO6+XI3Dy3e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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y0, x0 = (5,12)\n", "y1, x1 = m.map_stimulus((y0, x0), si.LOCALLY_SPARSE_NOISE, si.NATURAL_MOVIE_ONE)\n", "ym, xm = si.map_stimulus_coordinate_to_monitor_coordinate((y0, x0), \n", " (m.n_pixels_r, m.n_pixels_c), \n", " si.LOCALLY_SPARSE_NOISE)\n", "\n", "img_lsn = nwb_dataset.get_stimulus_template('locally_sparse_noise')[0,:,:]\n", "img_movie = nwb_dataset.get_stimulus_template('natural_movie_one')[0,:,:]\n", "\n", "\n", "fig, ax = plt.subplots(2,2, figsize=(10,5))\n", "natural_movie_image = m.natural_movie_image_to_screen(img_movie, origin='upper')\n", "m.show_image(natural_movie_image, \n", " ax=ax[0,1], \n", " show=False, \n", " origin='upper', \n", " mask=True)\n", "ax[0,1].plot([xm], [ym], 'r.')\n", "ax[0,1].set_title('Natural Movie One, Monitor\\n1200x1920')\n", "lsn_image = m.lsn_image_to_screen(img_lsn, origin='upper')\n", "m.show_image(lsn_image, \n", " ax=ax[0,0], \n", " show=False, \n", " origin='upper', \n", " mask=True)\n", "ax[0,0].plot([xm], [ym], 'r.')\n", "ax[0,0].set_title('Locally Sparse Noise, Monitor\\n1200x1920')\n", "\n", "ax[1,0].imshow(np.flipud(img_lsn), interpolation='none', cmap=plt.cm.gray, \n", " extent=[0,img_lsn.shape[1],img_lsn.shape[0],0])\n", "ax[1,0].plot([x0], [y0], 'r.')\n", "ax[1,0].axes.get_xaxis().set_visible(False)\n", "ax[1,0].axes.get_yaxis().set_visible(False)\n", "ax[1,0].set_xlim((0, img_lsn.shape[1]-1))\n", "ax[1,0].set_ylim((img_lsn.shape[0]-1, 0))\n", "ax[1,0].set_title('Locally Sparse Noise, Template\\n16x28')\n", "\n", "ax[1,1].imshow(img_movie, interpolation='none', cmap=plt.cm.gray,\n", " extent=[0,img_movie.shape[1],img_movie.shape[0],0])\n", "ax[1,1].plot([x1], [y1], 'r.')\n", "ax[1,1].axes.get_xaxis().set_visible(False)\n", "ax[1,1].axes.get_yaxis().set_visible(False)\n", "ax[1,1].set_xlim((0, img_movie.shape[1]-1))\n", "ax[1,1].set_ylim((img_movie.shape[0]-1, 0))\n", "ax[1,1].set_title('Natural Movie One, Template\\n304x608')\n", "\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, in the top row of the figure above, the same position on the monitor (pre-warp) is marked in two different stimuli (left: locally sparse noise, right: natural movie). Below, the same point is reproduced on the template image for reach stimuli. You can see that in both images, the relative location of the marked point (red) is the same in both the pre-warp monitor image and the template image. This example demonstrates how to co-register locations between stimulus sets. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An optional `translation` argument will reposition the stimulus frame relative to a gray background canvas; translation in supplied in units of monitor pixels:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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JxXA4xGAwQCKRkHYSvI54PC4huJx/hrGSsMTjcaysrERyVnXhmV6vF1HDVldX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wAAAg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\nYHnJYgiEyy7/UTQstdUkqC7W62kKryVdLw74w3US8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e1uHwAAYBgRgwGog056JPdK+qGk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\nv9KNdhS0ofL+73YbsuUPSvrtZN2e7Adu3Lhx4za4m4YoBlNN4q/seYcyB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P43sDUiVkZE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\nLCQlSZIkSbVYSEqSJEmSavl/KEDygeqKeqwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "origin = 'upper'\n", "img_movie = nwb_dataset.get_stimulus_template(si.NATURAL_MOVIE_ONE)[0,:,:]\n", "natural_movie_image = m.natural_movie_image_to_screen(img_movie, origin=origin)\n", "natural_movie_image_translated = m.natural_movie_image_to_screen(img_movie, origin=origin, translation=(100,-300))\n", "\n", "img_lsn = nwb_dataset.get_stimulus_template(si.LOCALLY_SPARSE_NOISE)[0,:,:]\n", "lsn_image = m.lsn_image_to_screen(img_lsn, origin=origin)\n", "img_lsn_translated = m.lsn_image_to_screen(img_lsn, origin=origin, translation=(-500,0))\n", "\n", "img_grating = m.grating_to_screen(.5,.02,0)\n", "img_grating_translated = m.grating_to_screen(.5,.02,0, translation=(250,250))\n", "\n", "\n", "fig, ax = plt.subplots(3,2, figsize=(20,10))\n", "_ = ax[0,0].imshow(natural_movie_image, interpolation='none', cmap=plt.cm.gray,\n", " extent=[0,natural_movie_image.shape[1],natural_movie_image.shape[0],0])\n", "_ = ax[0,1].imshow(natural_movie_image_translated, interpolation='none', cmap=plt.cm.gray,\n", " extent=[0,natural_movie_image_translated.shape[1],natural_movie_image_translated.shape[0],0])\n", "_ = ax[1,0].imshow(lsn_image, interpolation='none', cmap=plt.cm.gray,\n", " extent=[0,lsn_image.shape[1],lsn_image.shape[0],0])\n", "_ = ax[1,1].imshow(img_lsn_translated, interpolation='none', cmap=plt.cm.gray,\n", " extent=[0,img_lsn_translated.shape[1],img_lsn_translated.shape[0],0])\n", "_ = ax[2,0].imshow(img_grating, interpolation='none', cmap=plt.cm.gray,)\n", "_ = ax[2,1].imshow(img_grating_translated, interpolation='none', cmap=plt.cm.gray)" ] } ], "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": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }