{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"options(repr.plot.width = 7, repr.plot.height = 6)\n",
"options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n",
"set.seed(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Diffusion Pseudo Time (DPT) is a pseudo time metric based on the transition probability of a diffusion process (Haghverdi et al., 2016).\n",
"\n",
"*destiny* supports `DPT` in addition to its primary function of creating `DiffusionMap`s from data."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"library(destiny) # load destiny…\n",
"data(guo) # …and sample data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`DPT` is in practice independent of Diffusion Maps:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"hide_input": true
},
"outputs": [
{
"data": {
"application/pdf": 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3JkZXJpbmcgKElkZW50aXR5KQogICAgICAvU3VwcGxlbWVudCAwCiAgID4+CiAg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",
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"old <- options(repr.plot.height = 2)\n",
"par(mar = rep(0, 4))\n",
"graph <- igraph::graph_from_literal(\n",
" data -+ 'transition probabilities' -+ DiffusionMap,\n",
" 'transition probabilities' -+ DPT)\n",
"plot(\n",
" graph, layout = igraph::layout_as_tree,\n",
" vertex.size = 50,\n",
" vertex.color = 'transparent',\n",
" vertex.frame.color = 'transparent',\n",
" vertex.label.color = 'black')\n",
"options(old)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hide_input": true
},
"source": [
"However in order not to overcomplicate things, in *destiny*, you have to create `DPT` objects from `DiffusionMap` objects. \n",
"(If you really only need the DPT, skip Diffusion Component creation by specifying `n_eigs = 0`)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"dm <- DiffusionMap(guo)\n",
"dpt <- DPT(dm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The resulting object of a call like this will have three automatically chosen tip cells. Plotting without parameters results in the DPT of the first root cell:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/pdf": 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66e6gxm4TzQtklFxHVKdfZAyamMnp8iVWYoyojjPtYI3oIkRfDEUxZhthh9Eotc\nEIfkOBMP0Npz0vm6oianrWKJTc4cWlvw4Nx3w8Wym8jIXMhIzUtFxGXKcEpqcbwsgDhGg5zt\nyBEGz9qcKTyvLTsSXe442QEumQULA86YXEXEaTrDfbeayU0YMoy5NXOioRimlFVEvPENQ6Ab\nIY9q1xFkGiJWCT6pr2tFim9XfoVW03CmMvqubPAB3XGyahpkFixWiL5zFRGnqZrGNW3bd9j8\nmptKiwU5bVmWWCcaCj8X9XVEyObdiAXB3/mSfkbWGpOl9qGag6R68KY8XDldRRg4dq/OiMLx\nA8c0I6Z5hNq+K8FA8w2D3zRGbBLokm3vq//DT96PAxYYViIJmXKckUt+ZDjKbxCtu2Mp1S1J\nVyZNHJR/JzeVgdCblMBgaVZnEixoSe+Gk+GGVyvOSmY8I0lf3vZLRcQu8p1MUAlEl2Gn5eGc\nqawIJ1Vz9lc4WY04MhzbqJdhGgJMU5W4w/bTxWbM6q6QTRLHZazKVIuqh87AqhiDYU/YPtyw\nSnRjFiy5MlFcSiM2EaRTePy2uriLr8Hio5KkfwZdwB9pzMHlXHx+EhRywyrRjVmwnRP7/lIa\nsYm8315vSPfe9t3OcZwpmn+P+Ocb3O0UB8To0868qks+4n06xDnMU1PNaVQ9G0YmZ5QGav4C\njTn0hcm6te133PwFkllgA+sCQJ0Bzq/vdCvO7ILm7y/L3UK0i+VatMdFFFgYmYloN8jm3Qhs\ntOVU18UDtPbf8YvIxCN3BdKV7MTJu0zyiROuO65aWpcErYJTL8ShhojrVVr3sHCg6v/whFAJ\nJMo26UmfjMA0N/Y2vKoiQm3ejcDmVmLiXF+A1v59xagGd7XMHRrm4kyhiSGuFln/bzhZmAsZ\nWikIa3EVEacpzOWdRSBW1nZVcDTGKjYWnt/f8FXBkcxCy1ZvIqPSiJ8qOH5ZbY+VhLacPxk3\n4UTj5QuZpRTuGALdiAUXE8tB2KUhYpV4U/xATq+krYYmOFO1DhwvarrjbLEJWS9ukg4gGMFV\nRJyn6IRpu6trX/MbPgqj1GXdL7ALnGDmQWHg+w2yeTcC/lHZkbh4gNaeDiXdrzTvmJ9zyRUI\nK0sZsMSvE7yxUvkbzFquV/8BO258Yy79jKz189O5OyUq1miRFivncRGSn/wx3v5Z74iNuxP1\nZGkPEyaOys2C44pbLbx8MuA2XP3cNvVEGk74lBpzYW9wU8eiEfWg5a3ShEG3dcW7YF4BOpPk\nLe246Qw/Bd+WEY03W4ra/Q6rXVqpxIK8yTEHur4A50su325KJF9m81p6zlRWAyo89r9jr6VH\nhoYbaue5ioifaul9XVkT29DdL0AxJu1a46Zwbxvx7negkFlgocH+cKURn1OC9del2Rs/4jHj\nr3pdgzE7ViacIORXmBLdGHpJE7yiqiJiF3nnSj5WbIXky2acmxEHT1iHpYPVO0Bt3o1YxGSR\nwA7XF2CbIty+ckhWNT3tiiEneEuHVMbPL6BdFqQEzkSkSqKJB9ieLhf6kSuQt0xse7YQQGf4\nlGUQYKm44ezllvQqC6zBEvLnKiLO0wP68oYGLpvwO9N9rERmyqqcbbQ7ZPNuxCJbb6mJpNLP\nyFt/ywgZExlvxnw45s2Y4jWe/8lWnUCSHQ4VWJ7h1fK9q+aAEYhtnp7rGcOaGuJxFY/4HW92\nskdmgeuLJ3mqImIXwUdlYSzVIn+rh7bL5ydPXSZ62ec9LqaxjqpYw3u7QW3flZCdI6srXhoj\nNom3HvaKLwBDPzd+WSQKNg1jIOJIJkI270bwyxojy8QD9PbfMDnOVc8ampocJA5xiTVejRtR\n1ZuNnJATveWSFRhVf8cDUTH8tuSpCMZkTT3IO4NDI06eikBGDog19cCVRjynIpx2VNTMqJ68\na7wRWn5VQti4EwUeMbkU63wB2bwbgd2ixP+4eIDW/huvLOuIYV6iEweC6MXc3F7AohmGSsBK\nlF2FiwdY5srHb67wQA7deKK60huTN67sco3RmKpuWCW6MQtO/lkh0pRGfMwr/YuDEp+U6qrO\n3YRg/sfEVBTjEZ80HcYRU6IbI5PS+qkX1FBDgCbAZUOX9+uew3nZEPNXbn3RGwWVOJmOWFng\nI8Lq1wmCWLCu4PZAFQ/Q2tO9pm+s2DOqNhmN4YFYTljCyGp3pjGfUOZrcTjcsEp0Y+hdkzzB\nS2nEJvLOnS1HBZmHmAnhrE4kZFzJWUN6Adm8G7HgL44dt4kH6O1/WSRQQcKTZNZFqLET7bOd\n3Mmt2x2yeTcCn5SsAy4eoLV/e56WuU3acDGL3SpAZudKLqbx+QqvtryTkU+qcVU3FRG7yHe8\nCjjhHR+jXj3pDN094jXAMc8NF7t6kswCsx8VtF1FxOU71iHvItuQDZS0R2AsICgfnF8jVolu\njFiHlY4EVxrx+dKx8GIE84J7meLTpo4FErsN2TW/gGzejcAWUep/mHiA3v47BiLiA6X4oTmp\nQMgOBWdnLP9ywxToRiw4K8NVnK4y4na5g65t9LX3QYEb2fKcCEPCV4yYXifgoTwKggYiShqd\n68TGslIuDByVa29kEjT7o3qcuriceKKwY9Z9TIzaN3KYcrzClOjGLDyTwtJX/UzhCbvI+/JW\nlRXZ5VambJewkCmIy5NiLxLodMeU6MYs+MYZdmgqIjYRhkLYBtXj5vgPsT6KWphZb8tzgtU4\nm34rEWa9+k4JTJXyQFw8QGv/Pquv0TsvARSabKhM0xLNcv6TXmCV6MZwDWNyoSmN+JySDb+0\n8w8PtkOxV8fMy5PbOusLuPO+ScMICsmLSxMH5fbOtHJUs5my+b3rlSngCNSEgeYES9vJEa9+\neU/QqtYpwTjQ8T27eIDpyQnz1XTUoFDiTRiXoQQiTlD+X6tQBawC3YgFwYMSimEaAzymDIOv\n3YvbygMcpmA6sZtHEfvDCFdNqlSC8zVdihAP0Nv/aCd0Oc8O/A7JkGASphJieOKGbXG673es\nAt2I8YAKr6Y2jQG2eX60s+pihmv1dAc5MuSxqmybcA6rRONtptuuR4MRU6Abwc20uBQvlRGr\nxHdCC/FVrjum5cfEFIZ0yq2P6RWmRDeGFj5tblMRsYk8f202zKevjVnWcLRvspw4wXska8G+\n7wbZvBtBL/54Hy4eoLUPr05DHadXl1h/WarCiRfwMTEHprctsajzHVOiG8MrYMS35hoCNIG3\nDs/KYiLyRSFNxYmCLdXB9PcbZPNuBDbVsm128QCt/dsQGt4+LX+vYllz4oDtPnZYbX0B2bwb\nsdgU4eIBWvt3E9IKd479nMdF7HAyNPq/b3BVH4ISnJDoAIZ4gN6ep8GaZ1H9PN9rDx4JiRHy\naXLVN2IsAWWFQpS3DVCbdyMY6jyWedcX4DGt+l/Ehsr5o0wXa7MLl8k01KgtWjg3QrbvxtAd\njKrdriBiE8HzsQ2Rp6pNNqR9AOMBszajM23lPGjfVMQqMX9jEnYoxrcrjbhNtRmvUaT/7YNI\nPEprmXb3RoiRXHZ4Gc479H26Egt38u3SF+C8r58sfvVgPVn88tnJzLXjBjgneC/ysOlR7CRC\nNu9GwAwR75+LB2jtwzfPo6rp9PfESRba49jMCV6uVXhD8g2yeTeC3amX9DOy1u+dn7xHdhPT\nJdmaT+akzzxnfrU33Kbb1k7EFJXsm12qiLjNPvTwqmSexqrLiQh1C8TzwTAQJeRISeI+1JkS\noDbvRuBgSm5WdH0BWvt3Y6gxDQ+nozXz8BWE7B+azLPlvCFt3C9Ca2+7NlbnDsotpOHru1xw\nsjxsmzXbXS5kEgrzSaCe6LpjSnRj5Oj1wDWMriJiF3kOurJQzCnmKnEZb1b+6GKYQibGjWQm\n3LHVMlJm+bBDuktFxHP5o2Y3zBRzqFe/Jkgea9Y1g+79i9Hjt1qwvbrjTX31yiyYdVCN0VRE\n7CLP7n3fHPEfTL7g72ARgcdFJFQaLFkfTYBs3o3AUjuMe5N+Rt76XZCMeFD2A9/G42LS6veg\nyAWzN6wS3ZgFS5esxJfSiE0kBMtp3GrzoPWS4FvGZhO9ciIjjiGfiHK7wV31K4ETK+mBiQfo\n7X9gqc1BOyeXUdlzPxwnbJkL0k8jYttuWHK9Jf1BRQmD4u8kPexcoMan3Y5TfY9kKuMAxnS7\nI1wyYkp0YxZ83OpqpIYATeB9mFzFlhch7addrEimsRSN3MEkLtkbzlaahozGzZ/bpCLiPJWm\nmaIJzZD0OnoNV7KI3YIYOUL5KLih4Zz9DLVxv4jCW95VF9Cz4vfhqMfJiGWZLZCAYQRSWmFz\nwB0WoDbvRizy5yVY1fUFaO3ZHzU9qp9VW7GlxkvfYAZjzXdC1mlZPMUZG1HVtdsJDbp2YYZl\nB+VaZsG30dqpYnmw4xOA8SvfDuO/L4ZHprtcyqjpw8/YwrmVWfAA5WLoS0XEcwT4mzAixB3t\nLKD0mBhOLHa71h1TYrptS8I7eC+WqYjYRN5NQpWnLjLpsUC1ExUen3Lge73BrPWmlYDtOH6o\nSz+jPFWn9uoFm9kjyZewpI448THzWkAjDlwDmjRxIkI270YskqwMN4mJB2jt30QP4QpPmlGc\ngoxovCZRbvPSALkZVrsBUQmsqOIQcn0BzjcmehWTzeuIePZekkmCu1K92c4IFjJMlWG1Ea52\nrR0JxDcgbF7FA/T238k9lXq2tVl1SiNY4F4iXeTYMMJmpSlJ4BQYlShNPMA2GWZesnezFT65\n70N+n3iWxu5B0waM0Fv7Km+GjDBb1gCJMXx2lnoy8QDzlDPwddpeg+sNGWy8Ks0ZlrRCqnZ7\nhSnRjbE0uXNSEbGJcBjp2nENIz/5kPeMmvy22isuvK1chmOKaLd1XjHGw+KiKxM0nxS/Dcwd\nkxVqaTam+z8uIsFbId9HeQHZvBux0I2QXDxAb/+d1yUT7tiWNm5clajIH5M3IUd1z0gb94tA\nmuxyaWPabFD+3vtamHMN87Lq0SsN9h3nk2WDGR+hNu9GwOkhh6yuL0Brz6ejjs7p6dhKMbaP\ncBOUYpVBjGg8gRtfrXxVERYrC0JiEdsVVUBMPMAy1QS5svO0xsyVnddYuG2rmTXVHDdsUCQD\nqryAmeXRHO+8ftSlgYPy27OxiWd6NifWX8kMP6pNPEIcOE+RiQXxpQEWDbZTAs9GPzpIP6My\nheZ95ePU8BBmhakLmATTfMXFe76AVaP7lVjE/pLgQBcPsM7ZAF/ZqgkWLgROulx3+/snzDvM\nXxFqfo/jxAuOXJon4s/K33kSS1HHCMv1PC4CBXvK5n6WGbFxv4gsgXDLJQwclX8jbaMiexfW\nEmpJOcHbeMquLoAAN60KpQTig2QbY+IBenvukDX8tdl63jzSbMyYNsMw2sOJjGIZY8LllBPg\nrtEbSiy8OKm5eIDePng0NK/s8mgMASkthDkKMTFGyJw35tR8HbnPUJt3IzgFjgHg+gI8p/KS\nX1VPKIXx2PJ8cZpphDzhU4YH0vqfkTbuF1EZ6eHagKPybxRQkBImg2tVPZpOnHBhJo1Oj7Cq\nh1KJReIoxWPh4gHWyaP59fJ5qCGy221TzhTWqZZKMOI2uOHdbpsis3ycJyuhqYYALwF0yspv\nb/aJJT+eS9L9MfZkiGBiNpxxy1Dbsd0NCG27Y8RKSK0vlSUOqt9Py5JgmDk9nLhc3Anmfoij\nLb2AbN6NWGS6Sfsl/YysdXCt2s7dJ+Uz+WalISvKCPk6dzgAthvSxv0iGiPOXBtwVG6WO2fj\nV4a7PMPxCuuGwkWPi8gowiaOrf2G2Lg7IXH1EiNkwsRRuU47HhBkH9ZUSOvwckdw8jjOWIAz\ns+BucGPpBcNy6CSVW0yaOCi/bUHV66yLBTsDN6eccOI8zokdq3Hmde03yObdCB6gjn+YeIDe\n/kdrlscDrUjqFgHURHC846Qxc2q9QbTujiW+V0xBFQYMqnUIuzlhyfXVix4ejBbbUO4KuUZG\nVIQ3Tpm6TzDpldJKjEezwp3g4gFa+x8VZ7BM45IZqyeZwbCQneBd6PL71hewarSREvjAxU3h\n4gHWKTrpq8znQvtOBFhB04kTycFjxYETN8KqtTCVgB0oh20uHmCdamd+FSipO4/Le2oEHKb5\nY+i16NEZXv7TZMGkdJm6vgCffKhXWo26mKsXX0RkjBy0oqYq4iWdYdjFqSkWEWYNfSQhhzgb\ngyNdPuI8BUtOc49GlDWPKBsfCHL05HCKJo8RhTaOxhRHuJvJQ4JpNWLjqHiA3p790aOSl93R\ncDH4Uwzycnbtlv9zZzks/XNiAmt7ouVZ223qu1V9zEzyQ34JZj7DiTNpou8+QrTujmVfKaeS\nJk0clL89Y8+HajsR4PFwQp7kmLvkvvq93aA270bQFVjKpS9Aa/9sTNzPIcZGFeedlX7Zx0Ww\n6L6sfekFZPNuBOYaJPSZeIDWPnhudZlK7q0Q16o4xY4DqeIPJ0691wkBOwFp4+64sJqXKwOO\nur8RT1c42iUwjddHG3HytmhUB9xvsNnd0SRgGSPwRqWfUZsujv66Nm/D+oNwB709T5nKDZwU\n1t22F1glujELAx7Ed+lKIzaRt85SqeY4NhriJ2I5QyPox5J3ghjdANm8GwEDR0ppqfQz8tbP\nW6sXuWB677Xe2vu4iGz1CHGVdoS7pr4osdidvSYeoLd/H1KDqFQcvmcunSRwe3hhSllEmwZZ\nGVFxRrS4MHFU/o19ebFaiAnlOQ0nbAjyZoUUZ8S23bA4bbZhG6soYVD8jQ1wZQmtavcrGNF4\nnYJU0jjvsNpNCUpgQw6TxvQFON+s8EVwoVQ/rLRlNzO4SPDAoSBS6Q6buhiVwCRYaGFRPMA2\nuyS/SCmQ0b7S38HKLkZgAiuy5mznHWrzbgQez1hFXd0zsta/LFJ3tap/BeV/jJBhXpEgxmPN\nZ6jNuxFYlCRJ1/UFaO3fxcJWZpWhi/AfGSE/eN/EgDuOO9Tm3Qj+/rVe+gK09u/8R5WhGChZ\nXLhGEmcsulItbn0B0bo7Fr+kVCgzaeKg/DuHZQlV6E4NPFWMUC2uKqyZMSFt2x2jvNfiqljt\n61nxtzK37RCTKf9OMACq7OoICHDXJH4laGIml35G3pqJpHrMcSWS+v42VQ5CiQHQKqBKHMyM\nlkPkfNxgtTxpEnDhIy3axAOsUxTVu9xt2T7IzeO1aNgJiFOC+SWG7TxuiI37RaCi+HIJs8J4\nUH77ojxq0b6oYoF8B04qH06I2ToGZz485GSG2rwbgS2TuB1cX4DW/t2hlBy8F04JuhQpIe6M\nhKNRhok9Q23ejcAXjiAr0xfgOS9IP/bmHyyRLh9C0eQkEidOACVYtL6ATcuZKYH5XwaViwfY\npvJnXy6PiHXC8rXa9M+wXqkNJKfOLSJt2x1XVmM2VYBB8XvrRfNQxqhgOokTCYEKco5RXsBV\nE0OUwLkCdg/FQxNn6O3fzsMS14wJhVdnGWYQmRwYthsqegOW4cS7z0wUMCj+xu46ewZKQTay\nEwV2al41hSVANu9GcOo7DhcP0Nsz+v+renk7K6RKObxq5c2shmpDlYdDy64GrBLdmIUV8eSm\nJlcasYkwFfHrC6vkDGJbWar7MTEHnCxyFY/YrndMiW4M4xYQ/eEqIjaRUC/CxpOHcEtpJ01/\nl3z8hxONOaCypU93qM27EZgMi/iLTV+A1j6Ye+okMS9xWVEqAeYA76RQouGmTPG0pBvSxv0i\nKssdujbgqPy9O198YxLMLDlXMHUMH7RtqOcGi5o6hpOaOiadaOo8KX/v6JNgYbUjmR/hBG0U\niTQuL2DTfAclOC8fxyUeYJvyI64X5Rupyy7n8oZweAS5GSG7RmatbscdavNuBAudtUvdM7LW\nb+OQV9480DY9eXEi46BOChluL+CmZylK6D0dp4sH6O1nF5+n/jxd1iHHItchtBM8dc6rWhwB\n2qGyEnoInV08wKdD6K++8qN4GHZC7UAnmuSfJmZZXP9ks34RGyMSXYw4qH3vzR9vl6nLVV+T\nE2KcyDdhm6kZVX3oTmQekLkwcFT+NhNCLBiabQeeieGDnnIP/54R23bHSS5xWlwUMCh+n7ZS\ndZ6Xw8hmNwg0DXqW+olNb4l5htq8G4E5WIITXF+AbaqM/6Uf1A7Q4QPV43MxI85PLdUyIzbs\njhPOwKrGuui/r2YMpOO7mMIxzWeVxO7APdIW/mjELvOk+MBwPcwzWi34UYldSknjdJnCxFH5\n+62C3HWg/m1G0xmhbiapFpPuUJt3IxgRPh6D6wvwmKLpvoqdbThEw0A41XmvLjPxcYh3fn0B\nV0bxGJZxcCwuDBhUv0+JldSEg8uNhJM/nGgs/Ir7hO5Qm3cjOP1zl0J9AVr77/jKpTJVOqx4\nkhKZNT+SBq0FqM27EeIHYLUk0xfgMRVP8pyvzcvi+Dc0/ggmq/FtaiVJI04Wjmy8jyDCZmUk\nm15PUDJjRk08wDbVkPS7xzZPTLn6M6Zy5CYzj+JxEXSLp0bHR4Rs3o3AHTK481bFA/T2dFF8\nUeuqwpUgbpbdPBQgigal7LCzI0y6h1VikT/Y9nSJB5imPe/bi1OkHlqbyoEJgdzkE6cXEpcS\noDbvRuB0A+mXpi/ANpUCe3vasjNMmzUejDix8trtTBGy+XRXU+UtNi4eoLXH67LT7pefV8Lt\nJ5kr3OMiCpwvCZEYd8jm3YjlA7X58iUeoLV/G05StEjophn5TmSMw/GZs+hogJtm2CtBA+vc\nXTxAb/8+TutkWP2KFe9xEQkxIBKMijD9ANm8G4FiLihDo+IBevt3ES5l1ZLLK8J1HhfBa8ys\nlHmEbN6NwPMRh62JB+jt31fj2BHQcFgJWyNO1qxF1kK+wcNK0iqxwORMx6UvwLmErSfAbe4t\ncNsvSZzKgWKzepG9EXpnmNRHbHdY7Sp7EgtO8mQ9MfEA63SV/ZcmVzbXFKNKDJ90yayfevA9\nIwsRMYwIksVFGVDyrPit869qVljTynJOnMg6kgKjxwvYtEacEthkSlSHiwfYpppyX0bbZORF\nIzwHPhMnmM5VVj+gf4KWqaUEo38k3NvEA5wzu77c9GZWdq2nuY6VELtzxXmSpfnPUJt3I3gY\nc+6XvgDP2XX8pkDrrt4ZXM7kRMKVwBpJcoNs3o3AZ77xQODUQ9UZevtfFtmD6ViUsk5wihR1\nwcrKK/bMdofavBux0Cmzu3iE1v5dLI3efSDhL7tmk5EozErT6xQiZPNuBPb9x+7Sz8hbvx2u\nG+sZ6o95XAR/DozseodVi6kqwSSBtV7iAdap+OqXPqP1cupgeDhx4ugkN/cZPcGmt3Apob78\ncokH2KZbu748eam457dyr/EwLMlELHSog3NC2rY7LrKgL66q0Ap9UnzryK1Kv5Rtqqa9cscN\nQv74jnwb3I8UoDbvRjBqbtsufQFa+7cegFU/fFsejWhcD8XMt+5NsNpypwT7M9ZD1xfgvDx+\n5S+qGgqC20V5yLvrR47nIbd/RMS23WHlfViuCjhovjn2brfxSPHUQ9NBN83oJ1FQIAt3Dr2A\nu9a/UgKloHDqY+IB7lO9LHdP2Dnv7J5o8EimDCfu4yIqHRIJNRcCYuN+EZu5J1R4U/fEk/L3\nwXxl1wgceZuJJ5kkEtbbfOhrC5DNuxG08sZTMvEAvf13juPlDHYMO74sJw68HV6pd4dFH74S\n9JWvxyUeYJmLm31xs5tcb6bBHnXTwOqq8R5yKZRcJ3O+gGzejaD5sO2XeIDW/jtJolLRcbzg\n1TZRwJVlemUebneI1v3CCANbLmmGhT0rf191QTxyO7MbmAvpxInkRzGp1QZ9glVzG5XgYiWJ\n6SYeYJ1zIa0b0xZTd3TYAjZGAG62wUTejYSvYP9Yzhtk634RWULvF5fOvNLkSfc3ojlWrfuw\nWtC5EQkxWFnroka4ahC5EviuEIO1euWHGXp7GjkaGHBY/ETzYiKaW4+cLIsZJpFh3+bdK9I+\nwV3dnEqwykoqLh6gt3/KLHldUUAMESmzuWf1tYEwbw3XvQjZvBuBAzpUqjHxAK398+Mxp1vz\n8JLx8xBCrpf8PS4iI8YpacxBhGzejeDhz7m5eIDe/s0eakOBACbE0QYsepYFB2SDC/oGK7Ni\nHWeWMHVp4KA8LOQvKnQNCx63+zZz+zlBP1/LHv79BM2NpwTrF627iwfYZrffF9d/ihmuwYB0\nIzlRcVYiV22UFzCrW0iJZUOQQr7EA8zuRpJS0Ik7vj1pPotFbYtn7tg0vzFANu9G8C+mdIkH\naO3fl5vgxe079/IPJ6QCORzNKzw9AWrzbsTysXNH7/oCtPZvZ13+Drn/olrAMogDJxoIIt/v\nsOiBhRKLHMjILOriAZb5gMPNvRcWTfJgV8bCGs5MidC85Qg3zZKwtOZD7xhPHiuLKgJPyi3P\nUXOhLmPPPx5x8qBg8O7GnhKZ5h3L6ga0u7FHYj/N2KMwcVT+jTfFABi56kLLuCgx9MhJhgQy\nHXfI5t2I0Y+EesMuHqC1/85AFuNt/BzWjTVijFxxQspAxUWLz1CbdyMwkGW2d30BnlPN2C8P\nXOSmNjEOV3WhOZHostf7jSNc1TGmBA444LJX8QC9/dtzTNwavaM408OgmGqZKxw+p2fIxv3C\nlVcdmy6WanrS/L33hGHXtCSaEYklPDCh7DeozbsR4z3xsN/1BdimwmhfeTrHHJ1wiM/bSB5O\nSIbihjmfET/PUJt3I2Sre+kqUe03ckCvMt0MLHQiMZaQJxI3uFpsIQnaeGt28QC9/S9L5v+C\ntNBDs05XrU6JQ4cMr+gNrnr1oBJeR9zEA/T2b63c7Le38GZAJxKs5rJiFb3BTe/4U2Lh8fXm\n4gF6e+lPs5PAYoc71e80kDqkqONceEXu42Ik9U8W9rJqecCAVaIbIzk9FZdcXUojNhHpVrkO\nKHViKb5p28cMAJ9k4dWmj4nB5aa73A+3vYBs342RixZO2Ye4fIAu8P6b5g1jye90NEKvcJRq\n4HRDPEG/0JHEgglIcqNMPMD5NsevD5d55UVl+cjHRTD+VNa63O6QzbsR3PdLR008QGvPtUCv\nfZjWAqsKIAKSZiyXa1U73QGRWJPgRJJyQGzcnZAjJ8SbqzBxVK69sYDPl+US1FhGysnjwizd\nkexi0gDRul84yQV3yyUNHJR/w39VMF1LaV3GxhqR4PKxOIcIVw0GVgLVzsTANPEAvf17j5E6\n7CSOdufBuzISnCvLnXwduHwmYJXoxmiw7p4mpRGbyPvj7h0JQVJ8paqtBdzUvXcwUzjAojUu\nDO8sR+vSwEH5Nwy/FZlbcj2n7rZJHHottcS7pYC0cXcM9+hyKaO7NOjWKGb5lqw4VN6tHKVc\nc4LUoq3YZdbO8FRYbkrhxYcRF7vMmsyC+1NxebWriNhEQjGSF0Y6d8x78sejBL4IeMUkIuwZ\nJXs8Rmz0VrswEwqCcu2NxXtuXoPeN7jpyKhTs2vcp+GC87Qk38UR0a5BnIqz5PxIwi5FCYPi\nb8ZDSZD0pgEATjB2FPFOtd7gpgf6SoxunHyXKh6gt/+Gdw+bgwOBAw8npJwjNpa8uCJAbd6N\nQHhWqunSF6C1/2VJWq9byuIX+4aFyOgoPlLZ8ASozbsRi+yIVv1qoS9Aa/9+SskwGGWRL6fa\n4SAyrxUQu63dIZt3IxaWTM4uHqC358yr1t8UkWER0wmrKa+R16QsZ07d7GsB6Rv2zKxqBaU3\nzcVyFRHPyVlfp64xyU3KcLWmgSIgxnM/dgSCSDXWCNm8G4HHhJvHVDxAb//ssLpVxDv0PgYc\n7CFw2giZMWXVLXYQN6Gi95Y7gcuil0uYl0cH5d84JtQrvK5iH0podQ8pQHAeN+jFO5S4in2Y\nvgCfin18dYTAcxAE9+6MWlk1RxvRZatedBQgWvcLJxbgdenEApFPyu1N/bhacsZ3cL0pJ7i2\n6W0mN+jvisRiL8fFA3x6V1/EAkjw9U5PLe/XcOLEZWqonPQCVrtfY7PjlcxKSyYeoLUf/fmQ\n//ztX35gw3WOTc5/LNvHX43/90/L7/9+dG79+OOyrR9/jfQC+SZWGrrjIzt3lNIw5p8//m75\n3ce/LvuOsxxJVQWfZEv0Dx//7eNfrr/2Z39YP/7x35e3f1R1pXPF6dbjw5Xjhdif3KB3PEDT\na39H3NrjgW8//APpZPXCdPBGlMfE8E4U+duYyW6YEt0YGv0SE3SpiNhE/vzqsvf1P/tE4lUf\n/tNMkT/XsTD++J//vGzswG/Hf++rXGAn1QvzLtPuIbFhPz+WP/vlt+tv19HTn39ZfvqL/7L9\n5ud/WijxW0iPxSOfp4SB78OSbGPrPEzVITfa7tL2v/6MkTL2ISw+JTYMciexAsotU+Lg4DAd\nA0po9klShD8oNvYCdQw9+YZRh2D0CuPt48/+T/v4i/+5/A5/Yg2Dcfy+0aHzFG8yNRrKkma7\nruKI2cV3vx2yOYw/dgwu/ljZy6RjNP75j8KWF+z2su32su3+su3OttMb4W/fEbuZJBgPT3n0\n8vc//cXf/GYrP/38m7//+a/kAY/HOf6Dz07i9P9j6H45k+g72HcWMJWRzlBVY+S79lbyZuFJ\n91bKzK2280Bq2NXKmKdWsg2f/6AST23EGwiHhDdS5qmVGAOokOetlEGrxETn6RfKdZj78w+0\nRtcP1Ebz79NG0+9jo6efZ43852mb6ddZk+vXaZv5x1mj68dpo+m3/eC7nUbJLhbeWcQcCGP5\n9z/9zW/29tMffrNtP/3v39Sf/vvHH/7ljx8//yb99D/+179foyjOSmEWz4mF1/ZmJo0zB42Y\nLKk++wvczEpRZhkU7ZhLacQm8jxlfeOTlvLtWxJr7fYYwk/+3fJ/Aen1YrAKZW5kc3RyZWFt\nCmVuZG9iago1IDAgb2JqCiAgIDE2ODE4CmVuZG9iagozIDAgb2JqCjw8CiAgIC9FeHRHU3Rh\ndGUgPDwKICAgICAgL2EwIDw8IC9DQSAxIC9jYSAxID4+CiAgID4+CiAgIC9YT2JqZWN0IDw8\nIC94NyA3IDAgUiA+PgogICAvRm9udCA8PAogICAgICAvZi0wLTAgNiAwIFIKICAgPj4KPj4K\nZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL1BhZ2UgJSAxCiAgIC9QYXJlbnQgMSAwIFIKICAg\nL01lZGlhQm94IFsgMCAwIDUwNCA0MzIgXQogICAvQ29udGVudHMgNCAwIFIKICAgL0dyb3Vw\nIDw8CiAgICAgIC9UeXBlIC9Hcm91cAogICAgICAvUyAvVHJhbnNwYXJlbmN5CiAgICAgIC9J\nIHRydWUKICAgICAgL0NTIC9EZXZpY2VSR0IKICAgPj4KICAgL1Jlc291cmNlcyAzIDAgUgo+\nPgplbmRvYmoKNyAwIG9iago8PCAvTGVuZ3RoIDggMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVj\nb2RlCiAgIC9UeXBlIC9YT2JqZWN0CiAgIC9TdWJ0eXBlIC9JbWFnZQogICAvV2lkdGggMQog\nICAvSGVpZ2h0IDIwCiAgIC9Db2xvclNwYWNlIC9EZXZpY2VSR0IKICAgL0ludGVycG9sYXRl\nIHRydWUKICAgL0JpdHNQZXJDb21wb25lbnQgOAo+PgpzdHJlYW0KeJwBPADD/y0ePjolS0gs\nV1UzYWQ6a3FBc39Je4tRgZhah6Rjja9skbl2lsOAm8uKoNKWpdmhq9+tseW5uenFwu3Ry/zP\nH8YKZW5kc3RyZWFtCmVuZG9iago4IDAgb2JqCiAgIDcxCmVuZG9iago5IDAgb2JqCjw8IC9M\nZW5ndGggMTAgMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCiAgIC9TdWJ0eXBlIC9UeXBl\nMUMKPj4Kc3RyZWFtCnicnXl3XBRX9/4uy8wsc3fXRDLEdyezg6IGaRob9giKIioiShOsIEuX\nKkVRETAiYicgEilSlSZqbGDvAUtiAXXBoEaM5o1R35whd33f790k3/LH76/fZz47e3fqvec8\n55znOSuXmZvJ5HK5pWd49IqkhAXLYxIcvVfqk6KWx8vk5jKZTE4+UyReJn0ml3RmkqiQBpjj\nUHz2j+I/rlKCTNYf9SP7j+Ej03jEx2Qvcya7T6b0lwSVDNurFDJKLqcmrtm08wunESNsfbz9\nhtnbO0xbFZsaH64PS7QeOeKL0dYrUq3/PmM9fWVCuD7GeigZrF4ZtSo2emVM4v9e/f93/1+L\nszat7v8MZQ/I0mUzZWtk/5Er5D7yRfKj8pPyJ/LXZo5moWYRZrFmTWY3FXaK4YqFikBFpCJe\nkaJYqzCay8wV5mnm681fm/9O+VJnqA7qMfUTJdE6eijtSH9Bu9JRdCydRG+ht9El9CX6O9pA\nP6dfMv0YK8aaGcrYMTOZ9cxp5qHSUvmpkleOU05VLlSGKwuV+5Q3ld8rey0GWAgWcyyCLRIt\nci0KLYotrljct3hs8cTiN4v3rAU7gBXYQawDO59dzEaycWwSW8hWsrVsE3uUvcy2sZ1sD/uK\nfcf+zmIkRxSyQEORK5qF5qMolIJ2ony0H5WjWnQedaA36A+VTKVUaVS8aqBqmMpJNUo1TjVZ\ntUClV0Wp1qmyVDtUe1UlqgpVjapF9Z2qQ/VKZVRr1Dq1rXq82kM9V71QvVitV8epU9Xr1JvU\n+eoK9RH1efUt9X31M/XP6ndqo4bSIM0AjbVmmGasZrJmuma2xluzRBOhWa3ZqNmi2aUp0pRq\najQNmiOaE5pWzTXNHc1jTY/mheaNpq+fWT+Lfv36fdLPvp9zv6n9Zg1mt+hT183ciNm1qV9F\nrlN6zhfaz5Wfv6Lz2VmZeJ7/5usaFg+FmdyqzLT4RF1U+Io1i3iPlQfPXWisfl4oPiso3l5d\nqERSPqzjHmWfXtus+zF84tlhPB7qiBXYBbs8HwS2oOq6BXSp6EzPSBzO5t2aJsxyFJFBetMp\nv9MryXsVUq9UwLVu3rumXtcdPPY47sfj0bbj8YCRpxa8ihdhViDVm3A01Fsbsjo4Kkm3OmZx\nhhc/0Xf/sTAx9tD6hq0nlKPore6FS2uClTNau8NAwfd8X9J4SmxpPth2Q/t8QbttlQ7PbqFG\nHYisvqi919byCyjb/Oy36pB8oICwmseaSXPsxh8LgY+ixc4U6nJ6+epQbcCiCNclKwvLVuvW\nFWUXbWoiL8Hq7bfmg8DDgO62N51Lv7WpECfup2buiylr0rZ8W3vrZmPMwjwdgoqBLFL0BUgc\nhy+Nh/hkGlvZO+J/uLhXnVqmCzwb0/NcCzN/AxacQPHI27FE9zMNtnHY/AmeyI+clhjkLY51\nC8IU/lSLE0HAIyDgn51ND3/QldtRV2jUoxgiIG60gW7Y/03zrm25W/brbjPbUzZsTeOnLF46\nVRzpNvOOMahLCuph0Hjhak7zqa0PlG8ZjUKKhDfcV2c21CXXKFv0c2pceTxoBDbHrnjyc2sY\nBB8/vA+f5BM3OacvWz6dH77wPnwEn57v/OnO8RWu+SKSBiQJeIjRAWvLBHAzlkeOo0LTU9PD\n+PT1edtTxanMxuLir8r4qpo9+8rEyv1FZfuOQXqfZgAaK7wS5FLMIBa1kSe8YMZ/HXooUhfa\neCX5e/7uldLDjeLBuj0Nj7Xwwpmc9cqMj03WpSVFZITz4RH5xYli3P6NlVfIWQZBMwdV0jwK\nK2gcggFHAFCYoaG+WehlkLSpL5mzGaWfOkWc7rbC/nMtVh4e2fWlbvr9Z2FveFgJk2AKhL0P\n/cnlrvhg6hdNA3n8ytifg4XgQLaFsAAcsANeiL2xI3bC84ZNPtQ+U+d+U9/1XItyJwlyFBgc\nErioOaTl9JHm0y0hzYvEpeYV+1PiE5OTExKSS8oPlJQcENFCAWZ5CihXsIzyEyzrRrI6S++l\nLNpJDjsTx9kMfkejEhsWcYeWLKhJ4TOyMjOy8r7akyleWVQae8lBmbZnW04+v2vHztIC8djd\n+uMnm5XFe7dt363Nz9q9MXVqaEK0TprCxNZ9ry/hd+/anb9787a0IjHoSMSx5feUJRuyd2Xx\nmZu+ytwkLnRMiPJfqlydumXLRm3Grsw9Ow8V7N6nK/36m6+rS5Wa0SyDJrGaXANsN8BaQ/+H\nvfCw17PX8v1DKzDQt8/sP9YsNh4uOXtJ+zT4nFOjzlK6ebD+3H3t+eSTK+t1DSGL9rnxuIXu\nxTc5WAvuzNmarJQKsTJ5b3SwNjg9Oi5ZlxIfk+XHY3f8IwfbIZmxfG9oCZo0eVHQeFFT0udW\ngvwFeUOvVNSrqN3PNes7uinP9s6Y1zyEEjQ6Qsrb6F6fW+Kz18GNox2o83OnVI3gSaUcRLyT\nYlcx9oybeOMWF3Vu7bU7JJzegQqGt11evey0rmEF1+DzjftULZ5pg1V4+HTPipZFJNif9Eps\nr8KeRfcEqVLazUVWz/egTizxK5nB42GjbLDb5CKvukXiLJdDq67dplYcubD6Fg+2T9/D9Afp\nF6NbRc8ZXEHkztClWmzpPcVpedi+QzG6xGYuvT6r8ZQWLC919B4/khJRqUNWcNRAezbGVKw6\nrAw+n9Rh0ILzi9/gcxj6Ygh2Hp80JdhHt2plTLynXjmeXIp9mGuNVeXVzcqjF0vv/qh9ntix\n7KKuw3PYSWveaXTYnLmil1e08yDtmFLXowt01SFVidf0SuxDI5wwl3va6oL/gS39XUaPCbgP\nHHzS+uBHYl1bgq/Xu67c6OafXEF5q/mlUaGzNoiX6fKdBYVFPCI5t8VdMO5hhk2fh5VYOf3q\nLzppjxM5QLK9mSMJkylrWUTDMGybIWgIoj0IovuiOcRtvcf2Jgpe9PJNkQk+vDd6Sp89dvBa\nlQi1fR9T2IzGXsYVOFBaQWFzGr4x3knwTN8QmPOPBTTi7IayJVJKCerTugujjL208WOplxr6\nIfqp9NQUEQJawUIFsxX6n70IzGblE4YYcrkElBGe9kVjjsFhH/rhqL5+FOZMNwENwUagNFtZ\nh/Z5/0Lcq1B2Nj3JfsIrag79CttRGg5XuUEVrUn0YVFuCRyrEeQ/9cKz1wqYA9c5SP2G7aUl\n3hz2gC/z7IEwUtRECtLHJXIkrbaSSsfhVgYlGqTXBrSEJbO3tI3P3ODLWg4oXp41Xfi6cHNG\nhWhp2ylYDjjL5r5iYUqJ/E4XbOtS3Pme7YJjzO8X7/xYXZm5tkR3IDU/PlSL/9MlWTNP51wY\n4rIkcfYiHdQyKNcgXTfIn/VKn/UqnllBPU1mRoEOkmE1Ngcdnivierr3A89J12EqA4Mf2GFP\nPPdLOzxYRJzxNeO3Js0ve3Pu1g266UxO/o4thfzLlqYfxD41mXln36ASefHPENergB+Jr/OZ\n+dkRafG6VanhaaG8W8ipJ+Iph9kMZjunwsdg+fAh9NdJx8mcVhLorBGQo5Gmk6cuyvQi5dGz\n8QcRvnXEpxls8XImjEW+gjRkHatAHG65Lk1exqTNTt8wLWvtlgGLGXRXsrslf9KlgF1JQqNA\nF7ExAoO+EB6SeUyF3RwgsuUbWQoIWM5J06EVWimsovF/jBQlUU4fonsZzTJBc6a6orlV2+3S\nZjc/IGllpG51XNriSG1iTznTerjpbGtDeFBadlpGhi41NWJdPB/m0kCj3KcsAlucR/1C44nQ\nTKrXRsqOHtghoHmrw4Lmau263cDi7uWK1uO66rq9NQXnlePoCYkrwqfy0xY1X7rSUgXybXty\nt+wREdivY9GcQ4fjrvDvb/0Kw4EJfeP2QBxGP3I+7IAttNahM7wj4vcf2qDLLM8pOaOFIAZx\nL65OwB9j5DlhxEjvR9AP+l169EzU3GE2r9+wJY3XZ+Q3iYB/JDZzAjU1jgHZOCwbZxo4gYZC\neemZWzN4nxWRkwNFdIXkZijjYAbspuxp/AkpSR+BNzWUBne8myTUMuo5DTwshk/wYgrBEw4/\n6e2LdsK3jAhuobMnn+0i5bqUI2bveCmpL7OSegdrVF8S0AtW8y6Q2XKpqLp+h/Iw47UpPGiS\ndiiDauKWh0THLV0SU3nkaE0luTdbQDY2pFKRwOk0QAOJir4YDgfiCXgc9sPBMAaPI69fDs4w\nFpbCEuwMzniJSF74K/GzTxYJLQTJ7+Rg9k4BEdAdKvgKRwUFoq6SUMJL8Fg8Bi/G/jCW3BhA\ntnHkQf7gT35NwD4E3KHRMfrQmpimxi0CcmXliBtnLO2ikeTQgV5ge2744Bc0dn3757cmToCJ\nN1lU3NAsHj+y/9RNLQiopqapIaY2TET927pge9fU+wii26UFZBmhrOYWjO5A8ue9diyyf8Gi\nxGoBvYRf2mhIwr9Q72i8Q/oElsEv1GCamPoChZjdqWnbUnkPbx/PlVWJx0+dPHCkWiyt2V3b\nokXGIe2S/jobsiOlKFkZihQwk3hDsjYYrSFdGm4w5n2IlkoMRhcaDWclK/ovkow4KR0HUw8Z\now7GSToYYxqajmh4LxZl17KNl76NOYDac1lkTHGTUmhkTIdgahIj6fA4ow6PMQ1NRzTcy4tT\nsBX+aP6U4U7eHWD5ZxkSNQY5rHmqkPKlLRz2heBROBj7jAcfMttZkl7SzzJZkhpJoxbB+Mqq\nVECj2d1MHTt/4qjhno9BA5prj02Ex/AWGWCzAaoMJKhHdJAfewxI3Lh9NeoLIJbcDJ9KZvCp\nHObBpyQZf0pS16cKBFk/yE/CRgU0QRuHN06DjbQmN2edqOHyiJH2EiNVnUi+yJMigraw3xut\nEbNid3xpoi6itiUVTfQJHC7iULJewvGaUbdU6owkfTu6epa6zOAinABFOJ66xMw7SxGo3epW\ngIO74PwhuptGVn9DprGJQIaDCQRIExiYYEVGE8kIuQvj8E90KU6gjtBlkEAhbi7UMV0NuyoO\ni23f1t39pxbpwA6U97DyjrPbYBfCmDlpyCyj/ihJX42J+0P8taN8/IY7zrv8XFeMoJL2Od6S\nQAjCZ09BDhNRgKB5LJymLVvQBcHXNyraV/xzEuOYcwejUWxGdI6fspv+DhmnUtIuRwY5PSM1\nJbkk/RRMOk4Ka4kc7v6mgLs4l/sN+TW0R3XwwJpUU5mItC8Xfee8T1f/dXF+cakSbbgpl/Ze\n5Izp7lI6oQATYOv4Ekg1SJqS/ijhorDrcA1KuO9yX/Iv6f+0B1y60fcCYT6o78Qj+da+Exyy\n6oZMyMaZpEJIdp1h5K5EQ5+uhAS6HLYeg0HHFPAB/SjgmSbkV7GNPXCuR4HkJ25LGbcVJ8gE\nb6NzgRMn+gYiknoGw2KUdHl3zn4ewUSTpVGCAQq6oMAg/+SJ6VV5b+k/MzKiV2I99YBuBj0Z\nD4TFJDHDR3gjwnqcDXpndLS19ciRVpJ5l5PAs6FRrRBMrULORl8cKvmiB08l3VOEI44akKGP\nKUEl0GZAMMiqL7Av8EMgbQqZhsumkEl8IDk96F/S49qDYOzbsYKG2OaeKYmtugcLStAdOeTf\nUUgH0Wc49/Jn5kkMMh5cKB0kCL0nuRJmEkNgzdlcTWVmrEsOytGtZNpzmk8/0YKK0TwM16XX\nV311m4c69FABW7Ev99A0+4GEjqYiWf/p074YOcJpjNfC5Ylh1jEh4bEJMtkQ2WBZf5ml7GNZ\nP5mV7AvZGJmrzEc2SyaXzZO5yTxk82ULZZamnom5TEku+kK2W/Zc9lY+W+4pXyAPkC+VB8tD\n5RnyAnm9nNAE/Fzze5Cg+Z2w5tO9Q1iNl8llBU8VUEDks7HgaZ9+PhOFFclr8WepytmMxmvr\nj9LFDrk0/rlC2tbDGS3oPVcPHe459+vFAf+8cObeM+3VhIvLm3WHl/t9485/4R45N0SMX7lh\nSY6r8im9rWVnTcEB5fHyk1Xn+EdX50+eHxEwRy8O98G2Y5fNzMQj/yFF0RqvxLvSi075t8+h\n6bkCqvv03Kx50YtCxcWzE+2xVos3P8IcUVZ2BkJMN4J10sugdl1rqFeNOz/Z/OdTdtgfr1hs\nP8wp6FcIhMBTr38WNfh57jt5D6kZC96FCl6JndDTCcN75NJEsobYvgDOaEb7Gq2ox3TL0fri\ni/zPVzwGDfGaaz8lqPnRanEUXTA/f1VpnNLnyA9Rj3iw+fUdiWhrp1f4s4DgddErxGpYRMFp\nWnPWR/gq15NYcKdgw5J3JoYIGq9AgYxMRpW821lC5Czr7hBCeoyxbJvGWo6IIVcndi4skeZ2\nEqoXyFrWYXWF8JNOYxRc2V/f92/vHtdl2Qt2aYLlm0py7R3hfMeUbjjTY9l2Hsdw3WcEmD4G\nzLAoWo6Y7m2y9UPG0mEKbdkGaXOiBcz4sbasJrFcKi0C74LIIvox24v+bP5Z/rH2Ewlz327b\ntX37rh07tuXnb1Opjhbs3L5j97btO3bkt6nUsvsmEM2SrZVVyBpk38sd5WPkhfIy+TP5f8xs\nzRzNJppFmqWbZZvlmH1jds3srtkrs7dmfYqhCjvFaMWXCg/FBkWx4oCiRvFc8VLxb3NkLpgP\nMl9tnmGeZ15rXm/eYv7M3Eh9TPHUciqG2kX9QHVST6kX1GvqDd2P9qCz6Vx6O11I36Z76Bf0\na2YgM4xxZFyYBKaYaWAMzBvmX8y/lbQSKT9SckpROUY5Xumq9FMuUUYoY5XrlJuVXyuLlOXK\nGuV15T1lr/KfyrcWn1gMtRhuMcnCzWKOhbeFr8UiixSLLIsyi8MWJy3OWlywaLfotQDWjFWz\nVqzAOrAT2BnsHDaITWA3sJvZHewedi+7nz3AVrOt7GX2IdvNvmLfsxL7b2SG1GggGo1mIn8U\ngdJQOtqM9qKDqB6dRK3oKvoO3UGdqAu9QL8jrJKpNKrPVENUw1SOqrGqSSoXladqgSpQtUIV\nropWJarWqL5S5an2qspUtarDqpOq86qrqnbV96oHqieqV6rfVH+o/qNWqj9Wa9U26mHq4epR\n6i/Vs9TeHF5JdKwTTsGpQBII6J91VrVeER/ePEWKKNLCeiyCI47QjTeHkb9hhOfi6YOIlHXC\nIwYTnesO7m9NcpdwvEYO244ahKdjt6c2U9ln7wnF9hjzFjuIW6f8v6kBglXcfbzKRHP29EX/\nSbwLs9l/0h2wioLdnRxeS5NHP6GQ/FgPFHYprAUkHWrhcjZ+lbuJj1lTVCnCNaZ3Zivmpngm\nheh1ppIzy9TuspNyORgdM7wTj+aHTYqa5yPOmqa3wawWq5oG35qum3/ph9ifeZjx6yvwKRPt\n6cyAjPC1Mcp50XPDJ/N4yHBQggfM6wEGBl25kBZTK1bFF0V/vVCJTBJ0KkuRTH7K1KqQ9/ZK\n5kTDecJNDrLorqbgL8QtHtSS3UsLo3VAldNhB7Iqc15vAVVK46R6peFoXUu3FvpPvo0H6/Az\noi5oydoctkMSc7Y2M7lcrFhdGLFMO3ppiK0OHWDfbpl5ebCAbixfXD2Lx5ajMIsnjSqdfcJX\nXNzcGn+ev3Giuv24GMtg6xA/m+mh1VczdWNpu90dnkDzHd9VHKsXj7QUtUE/LWGCs01McKDB\nOJAwwRH/wwRdCff6X+1t4bO0sCJMp69Oa7qg/VuB2/5rOLjAl0SAhwnbCZcZwVTaULV05Tvq\nJwb1rbWCucRxNjTWGp/hCdIz6nMajyVDgQxtaJiXzf5Gg7P0CiYZX1EoSO/O+y45cHyVmFyb\nVbvlrBLJTSX9c/LckQKyXuA2etbyIzd0EjPOaMuMblvwG5LOWIGTVEo50jZGh8GEJw6hPzc6\nWJPBcBocjKXUS/qNNPxfxuGEQn1+gVmYlxK1kl+JTMTuePIl/q/uwFcRpu5AdDTrx8Ks8Sya\nzX5HP3yFJJaDLaaenYLGXrgZz4NmClM0bMKAvzZpQjIOgksQiC9RqGQEi5zZx/bUDdo+T0i8\nGzBHAP+S0QI5+Mie+o62CyVKFQ82OmD+z4ZkaeRYKiQ9NT2cX7sub2eaOIXJLC7eXMpXV+/Z\nR/z8V0NynakhKXUSB5SNl5xoo4fxOjVeOmswejCSu3SVQmTCHq4CgmFgi/oyYRQ3I6FAeBI+\n8ZwdP80j2k8vXojyqhrLT52bFBImtgkdfMfRWH8xidmyYs0GtyznLP+MiHSl51YW5c4RkKkJ\n0H4seI7uL/Xf43FxKCH/Rv9s9jIt+RM3/k/bYuIrajb92tS2KJGPIjcbIP8mZP9PcwBecPgF\nNDAwB8z/T4Ngjogb8IMZ7jSMtYIvb+IvIRtc6DuX4gObxMOLij0ctNjzSztso8MutAa+lkpt\nBTiYxKLDNZ38g6OrAsi8kTQvSTDyrnCCxu1GFTVVmnIXdzLwnaQms/NnCc9+JijmCpLa+JR6\nT6Om4pKaZu193xNjHAMDHXN0N+jqvMJdhbqygqrCOv50dfyyoIT0MSJKY2EvkYK/9/EcZBqM\nt8dD1geeqEKb08zW+emxYZuUK5mr2+tOPdK+IfKzOD0xLjElKo44VI+/JJseh8BU7EroYDRM\ngclEQ4aS1ZHj4lxzEh0DsQ1JejOxNUmjM/BkPBCGgiu4wUCwARdCI2IMfZ+UELTI7QnQ99Dl\n9PXahED/iGjveauqrm8W59IjLvi/ennt3OMziXWB+3Qmew8wNMaxcimsVyGFQQSHI6TVBuM/\nYBu8N+D3JIQZwwczBp/NZt/STyCCgjIDkTc0ccY76lcadYD7NgFtSOXXx+3KjxdRYgARl8Sd\nqGMTmcHn13+9ec4dKhYzeBneT3kx4HWOwxxNeNEUStO/sgfOdlm2SJkmkXKAPhe2oNqNx5+N\nxHI8Ebv9iOUw6IfWqrYTouXaGfcYnCYt555fmoT7E42BU+mCw9/s/7b8xqEBNw7VHT+nvTfv\n7BjbRYsGb9Zdp/MObtu3u1B5YG910SG+pTFyWVRybMhqcX6UvT8RRI4fotFi9iXqaKm63SK6\nMsjyNjTDJW5O2M7CeDG2aG3ZAe3JE3U3bjbFeBTrHtNZLRkH4quVJ0K8D8zksWLivPH+1UvP\nrRL/BLHHXyD+u/eWJBwxBSc1Q4A30kAOBzF+OSmZROVtiE2J5L31t0AGFod/fvREHEa7TQn9\nHDNaPOLm5++u1pffbNIRfh/YKY0oQUAMWJBN7UhhU3eWL+kRrh8oEvwz89mm7Icbe3VfHcsp\nK9B+szO/YOe2LRvydRn5BZsK+arSsuraVQfClkVFzU8X18zeNAO7EZ2+KIdLSYmNTtTFR4Su\nW8HPXXno7IXGKtOfWIXF26sLlI+OTxM8HES0KCEhLEg7+bLPk+4r5ztPJTSgqkP7TpzQAu3U\nhS2xduRIrNWlvaxn7p1r7bjfumiay8JAZ13EhCP0qcrstEoR5e5h+3fdZy3fS6cTBMby9WUB\nlR3fJGomB0S7LhafMugnQf6o9xyLwC1NIJo63YA2CJIeQSj94nzQhMMELser9pYe0d70O/nl\nVN/F7sF7Vx+P1aFbtgKJxRcvSek7KxBajdVUFzOw619d5As7YA2x1K68gr0C+q396stfZl0f\nLOIJqKSPMchJ9m0j2ffR35kUzF7CUJ20h0ENwnx6+aaIBF9+PknV7e3taOvfjb3ahtv5okb+\nuBvSuhWPrbpP05AGNyj8xxFhKQEgvkrBO2cGcZYO8ZnrfVnLz4qRqcF8iS7fVVC4ly8o3Jxx\nQCQQcyIQ+0DSXKVHRH48HxaZGh4nrl+TlZGwskk/4EJtZekRvqwyK+myiM41hgf46yN8/PT1\nra2N9edEZAXb6VQWQhH8wICNoQP+8UPCBTQGBo/Dg6fPRPK/ZhoXtXimFuWmsUjuwSJjAJ2H\nVctmTshWjt/HXMk5Vnb8cuPpfZe2/ayUKCS5Usb8l33RjuMZ9GcLKujPFtRY8IMAcCabH/iT\nX+MRHL+O6+hxYVnxoaLHsnDE7RCuWe0QNC8EOF2CsuuF4hWZpq56dCaLArUhpXHH1ugyyyo2\nlfH763bsOCCeYLJSkjejOt3e8NjtM3hcNxeO04iThrQb9UZ9O418GmPayr7J21FNUk+J5H4L\n+Lumges9OaIvncgRJnSY6Mp5Yr0cNqhJrAteXOjC41UkpMxNgtqWukbyeTRn1KP/ruv//b8q\n7qBzZof7BWYoXZj3O9qe5IClEtKR/FQPbOxRSB6ShkPmf6xt//daGvVFmzsP6qZJzZOjW1E3\n+6O8XdUiauYfnELcPFP8BkOwGw7GwW5AdneA/KTR+cNn7ohvGQ09z4/yZqAI4nERJFDzmat+\nFOo2qk6zT2bddBbnmZ85EuyPzoecB1uyQ7k/CQhPeAlbkbG0Gz1mpVpo5CT9LBTZtTOniq+t\nKaoqEwv35eXVtygRV1sRHx0db/pUHKyprKghOSY2MTFuVXliVVV5eVVVYnmsiEhpkSw+8MSh\nxssfol/SGsd2z986bxzqvK/btX571o5M5Z/dqD/SoY3796Zpf2yiNecFzV9V2KToEFYwVVhL\nNdNVoKVAQUDhnGpvj214bGP/GsamiqhlA6sAlyxWCjBgIzFYSjDLudA+eA91iSb0TI5uWx0R\naPRS0WH1sotGz1mYiHAMxEih7cR+AZLEREZG+SV4KZtpZNTPYjRk4XrE+UYnrQnh49K3l3uL\niJxLuBbVElmnlCQa3Q0r6X+HSEdkFUcyAfkQIgZzCO1Cufdgwj0SUwQUuu3L85LWa1OzM9Zn\no0ghl0X5QuUJwr5Qr9NLiSjHpCu7TE2Zw8SxxtcB0msa5V6X6OtywmuevgO3H1Pag1tJsJta\nstfkgO5A7x2F9ArRhGgTPqYR61aYAId4qLuOCXLBw9QZkqOL/PnmFQtEkrW2xbEksF/CE4Qn\nmtY8+terCNtlCDCMsLKYmFB9bUxTQ00tKsllpSEmwEmbCeI0RFybgA72HbCnBO38/WIryHOU\n6ODBy3vFfd/tQHHYgasK3k+b/hq5Z0B4+QkYjT4E0xpuvLv7OOeb7l2PbyE5bH3YburBoNwL\nLdclhizrvwD5D7nwCmVuZHN0cmVhbQplbmRvYmoKMTAgMCBvYmoKICAgODIwNwplbmRvYmoK\nMTEgMCBvYmoKPDwgL0xlbmd0aCAxMiAwIFIKICAgL0ZpbHRlciAvRmxhdGVEZWNvZGUKPj4K\nc3RyZWFtCnicXVHLboMwELz7K/aYHiIMCZBICKlKLxz6UGk/gNhLYqkYyzgH/r5rb5RKPcCO\nZ2dG9m526l46awJkH35WPQYYjdUel/nmFcIZL8aKvABtVLif0l9NgxMZmft1CTh1dpxF00D2\nSc0l+BU2z3o+45MAgOzda/TGXmDzfeqZ6m/O/eCENoAUbQsaR4p7HdzbMCFkybztNPVNWLdk\n+1N8rQ6hSOecr6RmjYsbFPrBXlA0UrbQjGMr0Op/vfzAlvOoroMXzX5PUimpEN4x3hHe5QlT\nIVwwLiKWjCXhAhOmQnzJfEm4ZE0ZNSXnlzG/4swqZtbM14k/MH+Imewtorfi/CrmV6yvkv7I\n+BhzWF9Hfc33pxIffn9hHEHc1WO26uY9jTUtNM0zTtJYfOzczS660vcLYOuXBgplbmRzdHJl\nYW0KZW5kb2JqCjEyIDAgb2JqCiAgIDMwOQplbmRvYmoKMTMgMCBvYmoKPDwgL1R5cGUgL0Zv\nbnREZXNjcmlwdG9yCiAgIC9Gb250TmFtZSAvWkxWU0RUK05pbWJ1c1NhbnMtUmVndWxhcgog\nICAvRm9udEZhbWlseSAoTmltYnVzIFNhbnMpCiAgIC9GbGFncyA0CiAgIC9Gb250QkJveCBb\nIC0yMTAgLTI5OSAxMDMyIDEwNzUgXQogICAvSXRhbGljQW5nbGUgMAogICAvQXNjZW50IDcy\nOQogICAvRGVzY2VudCAtMjcxCiAgIC9DYXBIZWlnaHQgMTA3NQogICAvU3RlbVYgODAKICAg\nL1N0ZW1IIDgwCiAgIC9Gb250RmlsZTMgOSAwIFIKPj4KZW5kb2JqCjYgMCBvYmoKPDwgL1R5\ncGUgL0ZvbnQKICAgL1N1YnR5cGUgL1R5cGUxCiAgIC9CYXNlRm9udCAvWkxWU0RUK05pbWJ1\nc1NhbnMtUmVndWxhcgogICAvRmlyc3RDaGFyIDMyCiAgIC9MYXN0Q2hhciAxMTYKICAgL0Zv\nbnREZXNjcmlwdG9yIDEzIDAgUgogICAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZwogICAv\nV2lkdGhzIFsgMjc4IDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMjc4IDAgNTU2IDU1NiA1\nNTYgMCAwIDU1NiAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDcyMiA3MjIgMCAwIDAgMCAw\nIDAgMCAwIDAgMCAwIDY2NyAwIDAgMCA2MTEgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2\nIDAgMCA1NTYgMCAwIDAgNTU2IDIyMiAwIDAgMCAwIDU1NiAwIDU1NiAwIDAgNTAwIDI3OCBd\nCiAgICAvVG9Vbmljb2RlIDExIDAgUgo+PgplbmRvYmoKMSAwIG9iago8PCAvVHlwZSAvUGFn\nZXMKICAgL0tpZHMgWyAyIDAgUiBdCiAgIC9Db3VudCAxCj4+CmVuZG9iagoxNCAwIG9iago8\nPCAvUHJvZHVjZXIgKGNhaXJvIDEuMTUuMTIgKGh0dHA6Ly9jYWlyb2dyYXBoaWNzLm9yZykp\nCiAgIC9DcmVhdGlvbkRhdGUgKEQ6MjAxODA2MDExNjQxMjUrMDInMDApCj4+CmVuZG9iagox\nNSAwIG9iago8PCAvVHlwZSAvQ2F0YWxvZwogICAvUGFnZXMgMSAwIFIKPj4KZW5kb2JqCnhy\nZWYKMCAxNgowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMjcwMzMgMDAwMDAgbiAKMDAwMDAx\nNzA3MSAwMDAwMCBuIAowMDAwMDE2OTM0IDAwMDAwIG4gCjAwMDAwMDAwMTUgMDAwMDAgbiAK\nMDAwMDAxNjkxMCAwMDAwMCBuIAowMDAwMDI2NjA4IDAwMDAwIG4gCjAwMDAwMTcyODkgMDAw\nMDAgbiAKMDAwMDAxNzU3MCAwMDAwMCBuIAowMDAwMDE3NTkxIDAwMDAwIG4gCjAwMDAwMjU4\nOTYgMDAwMDAgbiAKMDAwMDAyNTkyMCAwMDAwMCBuIAowMDAwMDI2MzA4IDAwMDAwIG4gCjAw\nMDAwMjYzMzEgMDAwMDAgbiAKMDAwMDAyNzA5OCAwMDAwMCBuIAowMDAwMDI3MjE1IDAwMDAw\nIG4gCnRyYWlsZXIKPDwgL1NpemUgMTYKICAgL1Jvb3QgMTUgMCBSCiAgIC9JbmZvIDE0IDAg\nUgo+PgpzdGFydHhyZWYKMjcyNjgKJSVFT0YK",
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49UB1gdwQ4AgEpEPVgawQ4AgEqBu2KB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\nSUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(dpt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Other possibilities include the DPT from the other tips or everything supported by `plot.DiffusionMap`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"old <- options(repr.plot.height = 3)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/pdf": 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zSEpV62YJnQk4CYgWawZI+CZTUbbrIDCsuUBfa6rTFMGAg0XRJG9WjM2LmKO18M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\nTF/WvBorS/mftSoD78z+9qFvS8fYd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0+MO7pvYiV1XE/HF2ixA4ACBDEOIHAUWaA4W605N/KsUBc/5IAwJGdH90SH2ds7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\nLYlEIhwOq5I29c8bDoczMtT4L2sqc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},
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QAyFsEZPhGkhg5dnD8N64pNrkphIQvhDaPcDuYvD7R4PQphP64mUR5n6xXrlKgP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3erOhXTUu42kxmCHQAAVCEvt55JZHq0\n+3Eisj0xeEIfoi+aVdyF8/nCZbsbUFlvnLC5/JrGqn5z0WknEoT8KAS7lCDXjIaKMHkCAACq\nipdbzyQiMdW5Tehz1L1cz+iZ6jpUF6gs1Yk8Ypw05El5pz2AGECwAwCAKsQj1YVCmupEQqsm\nPpcB4g7BDgAAoNSIgzkeW368HGggEKmuAo6T/8H7HhkHf3COHQAAJK3Tt40SFxp+toyIxh6a\n8XLrmd6ddjnHpvlr4fVzM7wHVZnfj1OwVFcFz7EjnidB7hzG8IgqYcG3BQAAySn3/vJLmZy+\nbZSY7bwZlqyTrnp32qkaDQvxhDlxz6oY6UQcF4Vghx678CDYAQBAlSBmu7GHIrleiZjVSqfE\nbp9DJkPgPasoliVB7lmxKgS78OAcOwAAUJJ/7nrY/YjxW3uENub0uRgXkOhYNiqPkJz5cOKL\nO4slG/iLW6cPaH9lVmb9a299dsMZ2S/DkqgQ7AAAQDE8wlzlsx07b7j7Ecr+jolDnF8eZXpM\nFVel2a5K99WJOD4Kkyf4UN655NvFk17YcthRvuXQ3D59X7P0XfTJpmX3M+/c02Pi3irS9Yeh\nWAAAqBK8z7HzCHPsvOGaSasCtOCYOES6oJ//FhGunivBR2MSa5AG//lq/rTXN33+2XfnqFv5\nVtc3S5Ye6jHv/Mw7axJ1vXbRvpqjX9k8s/MdJrmrSzzosQMAgORU7b0F7jDnb+ZE6NypDvxh\nWFb+BxdkDFVlrNX8+oFPj+yeKd16eMeOi9fdcktNcc18yy2dC3fsOBCtD55Q0GMHAADJzF+k\nC3HsFcIQjcvOMUGGYmvcMGzcDUQ/XX715e/Lt164cIGpV69O2WpmvXrGSxcvckRqmctLPAh2\nAACgVLU+ejPi12omrfLOdvlDhma+tbZyRVVdTPq1xEiGplmrkPdL2I1Ua09qXfm6ENI5dh5c\nublFRrO5PMWZzWb+70t5RDUiaE1ZEOwAAEAxQk9yS9s+Ly6Efn2Toj+ryOn10SJc+pE4R/D9\nAjfy774K61ozk94y3Ea0GRlGa2Ex7z7jrKioiMnMTK9kbYqAYAcAAEnl5dYzPVb9ZTvNpFX5\nQ4Z6bPTXaSdOlZBOmwBPLEvBTokLGxNRg9nZ2cLhC/8Q1SYioqKLF63VmtXWBXlVUkCwAwAA\nKBd4KBaRLhDxAiXyUkfUYJuePWsu/OqrwieGpBORfdu2b809R3WQubTEhGAHAADKI7w/zr3M\n3Lco4nbSc7oV5uyQoSAgIjYKwU4VyTl2pOk+clTzzlNGvN78+Z7qvbPGf1RrxLa+RplLS0wI\ndgAAoDDSVCeuBs52f93+mHu5/qbXPZ6VZrv0nG6yVFg1MTwvf7CLcJot027GVxucj864t+NE\n7opOd7/zzcIuWpkrS1AIdgAAkFTGHpohPc3uzkbnpc/+dftjPrNdDApLftEYiuVC67G7bt4p\noeIWJrvv85v6Pi9zOYkvDsFOEARBEILv5+e1HgsJTqxTKdW6KatgZVVLSiu4Mr+wcaHEguNd\nQkjcR7PELNijqid/m/5Km1niwt/9R3ru/Mdy9zJDJKTo/TXlml46tUI7K7rXQInLXzeGkfuu\nGSxHrNzBToOpyuGJdbBjWbagoCA3N7cyjdhsNpvNJldJMVDJzxtjLMsqq2BlVUtEeXl58S4h\nDE6nM94lhMdiscS7hPCUlJTEu4QwJMjht5rXFu/jwKAdj/vcLsqbU+GaGplzupZuT+tHZS9J\ne/kZ9w6u6UMtY1+KuOAQOZ3OmB3Q9Hq92WyWuVGOD7WDLaw2IRyxDnYMw2g0Gq02wpFuQRBY\nllWr1SqVMm6GJggCx3EajWKGvF0ul/j/KN6FhMrlckX84xR7LMsKgqDRaOT/h3J0iL9uSqmW\n53nx101BBRORUo5m4terUqnU6jhfu98w/wkXERFprym92KzlluneRwFBEHieV6vV3jmU/eA7\njztq5k/dpVm2mIgCHE3SXn7G9uySyOsOxuVyxfLrjcobRaPHjkWwC0+s/36r1Wqz2ZyeHuFF\nAsUOP51OZzIp40a+HMcVFxdH/Hlj7/Lly2q1WkEF5+XlKajawsJCl8uVnp6ulORhsViMRqNS\ngr7VarVarSaTSSlZX+z6MhgM8S4kJE6n02KxpKSkGI0+5hbuu+lZIuq488WolzGp/IatroOX\ndPPeIiLvQ4B93GD1/FV2u91sNqdvel06eSK7nd1y1EeYTtu1gOk3t/yNpvm4M2z0jjaCIOTm\n5mo0mrS0tCi9RSzwUTjHTvZ7lCU7ZRyvAQAgYYmpjmIY79yck4aI2c7NPm6wuMBNHJ56e0vx\nhDX3bIlXWs8c1e6kv9aEzVPEbMcv8zwtD0LCRWFWrOwNJjtlDAEAAEBicqe6xHHf6iuISH97\n+X2ohJ3lcyOXfdQorVn56J777DoPmjqeHZO62bg0cTDiOXbyPvhEnKyTyNBjBwAASeKOrKlE\nV5CY7VZbN24sD2fCzueF+rXHbGrw6u1niSitGa8e0k18KnNOV+b3496taeoY2fNWcRmpLhRC\nVM6x45Rx5krCQLADAAClko7D3pE1NZSXjNnUgKiBx0ahVRN/2a4y5VU5PGbFxh+GYgEAIHKx\nPKOOiHTz3nKHOY+z67wNGGANq3H35AnVqOXS7R6r4Jd4gWJ5HzyCXXjQYwcAAJXSceeLsZw2\nwZ9crXmku7igajQsxFcJ9WsH3kE6JZYQ5iLD8vJfnQSXOwkTgh0AAFRWzPrt+JOrPVbd2e6T\nvDkeo7EbJl0gahw00oFsOEH+kVP02IUJwQ4AAOSUN+gh93LWO2ui/Xb+st2GSReIiP/hBP1w\nghl4Y5BWtu+nska2d54oLvTYOz8aBSez6EyekLnBZIdgBwAAspGmOnE1NtnOvfzx/sZizuMW\nPuzeKGzYQ0Se8W77fo923JHOvYpsF55oTJ7A5U7ChGAHAABVwqUJe4ioxgs3lvbwNRrGr3xc\nfEo14rU4FpY0BNwrNgEg2AEAgGKoGg3zOM3Omzg4yz+1XLXY8wYStT58s0JryHPyYgVi5e5g\nk73BZIdgBwAAicgjwLlPpBMXxGcD5zxm4I3iIKy4XGNgtEoFkRCFWbEMeuzChOvYAQCAbDzO\nqIveCXaqRsPEhOd9xRPpFmbgjeIjlDZxRl1l8QJxUXhAONBjBwAAcpIlzHn3wwW4ap273048\ni45oDxFlvRvJheh67J0vTqFAyItENK5jh2AXJgQ7AABQtoqprpRm9wvuZaFh3dBbQ6SLmMBF\nIYch2IUJwQ4AABKO98lz/rrr7E8PLlvUSbf/u+xUzVFXisvM6XNCw7qh36YCIhSVHjucYxce\nBDsAAFAGV85QcUGbs1ZckKQ6Sq/nLPxb5+NlROQ/F4KMBA6zYuMPwQ4AABKRRxRzpzpxWZuz\nVprqIBEIHJHs94lAh12YEOwAAEB5pDnPTdpp5x6HhdjhBAHn2MUbgh0AACQ6nzHOG2sjUzWn\n93amx1S5KwIfBJYEVu5GZW8w2SHYAQBAotPmrPXOdpyD1Hq/L2G7TLDb7WazObqVgYTARSHY\nyT62m+xwgWIAAFAecf4E5yDOQUTE2oi1VdjB9tjDwtjH41Fa1SVwQjQe8f5YCoNgBwAACqDN\nWeueDOteEHEOYvz8NbMMHxLtwsBN4OR/YPJEuDAUCwAAiiGNdKal64ioZHTp3NjU5ev+ueth\n6c6GNFcsa4NonGMn/9huskOwAwCA+BAvQRzWFeakVy0WXyjGOyLySHVEZLNoke1iiecYgWPk\nblTuBpNdrIMdx3FFRUWFhYWRvVwQBCJyOp0sq4wMLwgCx3ERf964UFbBPM8rqFrx57awsJBh\nlHGoYlm2uLhYKdXyPE9EJSUlCipYEASn08cszgQkfr12u93lkicqmXM/Lm355GoiKqp2Z+gv\ncb8wlFcp6xARs2q1Wq3RaJS3TYGXP9jJnxSTXayDnUqlMhqNJpMpspeLuVCj0RgMBnkLixKe\n561Wa8SfN/YKCgpUKpWCCrZYLAqqtri4mGVZk8mklORRUlKSkpKiVqvjXUhI7HY7x3EpKSka\njTLGIhwOBxHp9f4ndiYSl8tVUlKi0+lSUlIq35rq7DqPLSH9Iud6tTN+jGTN87YThjSXccWq\nsIuLB0EQCgsL1Wp1zA5o0TgK8eJZcfLCrNgwxfrwxzCMWq2u5GFXpVIp5cDNcRzDMEqpVqS4\nghVUrXgk1Wg0Sgl2svzCxoxKpSIiBRUsdn0ppVqxx06uw6/3CfGhNOvxqpL526WrxiynNa9C\ntmNefk0pX684HqW4w68HgWcEuUdOBSFIg6cWdmz03A/l65r7PnG911/eIhRFwT9AAACgdMzR\n06VLjWRordZHb7qXXS6X3W6XoVEIWTTOsWOCNXjq1ClTnzkbnmpf9oLstvJWoDQIdgAAEGuq\nRsP4k6vLUx2R8MUMps/MAC+5dO9wIqo2r0uAfY7fMtq9fMWmlytbJYRJiEKwC9Zg8cmTlxp1\nHtC791Xyvq9yIdgBAEAcqBoNE47OkG4Jmu2IKHfSbvdyjfXrih4dHJXiICICT7zsPXZBxnZP\nnTpFjR5syJVcuuRIq5WlV8ZpLtGECxQDAECiE7vrvJlXlE/C+OevCncPO3P72OjWBF40zZpq\n27RyPzRNGvM8E+5D06KZtBH1lQ0DvSV/8uRp/eElN9RIq1m7Wmpmq7sW7b0cmw+bsBDsAAAg\n0dVY73dyq3nFOvOKdR6pDuJCMJjIWP4QDEaOV4X7oIqNUErAi2Bc+Ou8ypR+w+Sd5y0Ff+1+\n8eqDz/V7ZP2lWH3ghIShWAAASAhBx2GlPKJek/8tlZ5gB3FR8uMhvthacVvYQ6PF+36Trmpq\nVssKsHfdMTtt7kvedBrx5gtf1rrr7c+L7x2aGu77Jg0EOwAAiI/ASa5kVPn5c6Zl62qsX+Ue\nkA3Qged2xaaXMSs2xnhexfMyjwTyQjgNGlu0qC988c+/RAh2AABVg/SeVBTm/awgZqSpTlwV\ns12AlzT531Lpqlx3yIDQcTzDy30dO1XABm3/e+K6cZZZu9beVZ2IiAoPHjxjatWqobw1KAuC\nHQBUafzJ1ch2ALIQotFjF7BBQ/fbO+f3furB+tZx/VunnPhk5rgvWk460KdKzx9AsAOAKsSj\nuw4AZBSVodjAXYApNy/bt2nGU3Off/DlC5r6bXtP2LX+yauUcRPEaEGwAwAAABmwAsPJPhQb\n7JZi2ga3Pf/xbc/L+65KhmAHAFWIeMMDjy3xKgYCMC1b5zF5wnufA92fcS+3/ealWJQFAXEC\nwwXLYRG0KW+DSQ/BDqoc8e86/pxXWd7ZDsIlrH5CXGCGLYneu/gMc27SVCeuItvFHcfL32Mn\ne4NJD8EOqhDpn3OcMl+VVc3/9aPqzXIvL/t7esTtuFOduBzVbAfKwgvyd7Dx6LELU5WeOQJV\nHLptoOqQpjrv1cqQ5jyo4jhBFY1HvD+WwqDHDgAAQmVYPyHeJUDiisZQLC/I217yQxCOEf7k\n6nD7h8SXRPBCWd4dAMCb7d4X4l1CKY8z6nCCXSIQJ0/I/oj3x1IY9NiFIdyzsviTqxkiMxGf\n67cFad6SPuWRwypzQpi7KUwa8ICvAqDy4niOHcJcosGs2ERQtYKd92UO/F34wL1d3OKRjSpZ\ng/e7yNW4z7eTvU3lkv4fR6qDKmXZ39PlmjwhJjlMmwBvfBSCHSZPhKuqBDuf+cZ7YyhbolpS\nDMR+Nqjw/jgiYu5bFMFrZc9hyHNQZVUmzHlDqgNv6LFLBFUi2CVNr5UsF1YN+qq0vI18XpD9\n/Y0gexAjnXSZP1tAROrn3gylVFydBECJcNZHlYVglwiUH+w4jrZto6NHqW5d6t2bf/e58qd6\nto9fWYFEllFC6XT0btZ7uDncPrDA5wX63CEobsHDQbOdz95T/KlIevbxg6WrKQsDXaIWEg3+\nMVbF8YL8k1gFzIoNk8KD3V9/0e230y+/lK5mZ9Kro6lt47jWFJKwOhE9zvML0IjPI2lY19nP\nsmwOvbAqDnemkp1HqgOlQ7arajhCj138KfxyJ0OGlKc6IrqYr3piGRXb4leQrL75ib75ifxf\nrCT0I2ZyHFsDfwoZrw4TmaQZ8U8oiHoACsJH43InhGAXnlj32AmCwHEcy7KRvfasUP0AACAA\nSURBVJzjOCLieZ5lWebkSfWOHZ57XMhjdh0Sbu1QuTIrhW8wWHU20vGjb36i7teJeY66Xxd4\nX5ZlvYO5v+82xD0L0vp5dNrxDQbzFfcM/U3VPrcGfEk5r6/R30tYlvXYkz+5mm8Q3UDg839x\n0A8lCIK4G8Mo41Al/sLGt4bQDxc8zxMRx3GhfL2Fgx9xL6eveyOy2ipJLDji42GMSQ+//vYJ\n/eAQAxzHCYKglK9XPDjEsmCGYdTqAAfpSETjHDtcoDhcsQ52HMdZLJaCgoLKNOJwOBwOh+bk\nyQyfT1+2VKbxytgz+PCN61qozq5jdh9wbxS6tA2jCTHV+Yp0the3E5Hh2R7iKnP0dEFaQZbX\nbv6+W+mezJFTRKQ+MouIcjs86bFnXsVs56PBijvkpfUjf/9D/zOJiKptm0dl0yaC1unxRkSU\nZdmcl9ZPfI3PvQoKwvge5OL9jqG/aWFhobzFRJXL5Yrdm034b+oLT0s3FE/4r9+fLj+Ki4uD\n7sM8MV66Wjj4EWHJwrDeRUY2W4wGGTz+zVb6axUmu91ut9v9voXXlmj/JgbldDrjW0BYXC5X\nzL4xvV5vNpvlbZMTiJM7h8neYNKLdbBTqVQpKSkGgyGyl/M873A4NBqNVqtlWrQglYp43nOn\nK7MrW2WY9gw+LF2+cV0LoUvb8myn1VJYfxr9pzrpAhFVoyXWLs8Z/vmgfLda9/j7Zm2Ge8Q9\nxVRX3siPr1i7lt8jyGazqVQqW6173Ft8NmgzBNlBytqv/OpZKa89aX/8lVBeVaFy/8/a7faU\nlBTyCvMR/4yFyP19lm/x/+W7ORwOnudTUlKU0mPncDi0Wq1KFbtzNric5eqcke7lsP4vsizr\ncrn0en3Qgr2DSbR/YHwS+2Y0mlgdhyv+mmRZNkt/04PiOM7pdIqHX3/7SH8vxMbj8LWWETsX\ndTpd/EoIj81mU6vVMSs4Gj940emxU8bRMnHEIdgZDAaTyRTZy1mWFf/SmEwmMplo5EhaurTC\nHm2uEDq3lKHQkElTnRQz9BUi4jiuuLjYnPtxgBb493eLC6r7ulCYcx1MJhNJzjwL8rU2GkZE\nwhHPa1lJ/3eIwS7i/0HBPfemvE07HA6TyeSV7imKH8Gt4uWOQ3k/lmV5njeZTEoJdhzHGQyG\noH8AZL7cYKQzYa1Wq8vlSklJCZA8RN7BLhY/MF7EvrqYZcpK/po4nU6n06nT6YxGY6D9yn4G\n4vCFVuRyuex2e1z+z0ZAEAQx2CmlYJ9wuZNEoPBZsS++SCoVLV9OLEtEws3thFmDmb8vClfU\n8bm7sGEPM/BGf5NMY88d6dyrmsmrQnyt8fZGTJ+ZslVS9m1kEVmyBsjVbMx4pOGYTRZJjlkp\nlYQrXACAiBOIlXvkVPYGk57Cg53BQEuW0Pz5dOIE1avHZGWJwd4j3nMLHxYX1OPLr50WVsdY\nJYX+XuzzwzWTV3nHFNPSYSWjozUbIBEybuUhT8SFQn94qr23Ovf+YdLVmL01bmoHSQxDsYlA\n4cFOZDLR1VcHeF6a56Q87tnqXhW2ziAioWlD5thpoWlDny9x6/ot7bphQuB9KPwc6d7f3Zpp\n6ToiKhk9WFyIGHPLLOF/5aOxQvMrPXZIy9tIGfiTAxFSSqddLMOcm0fvJtW+L5bvHq+O7RD9\neXP5RK6WX70Sx0ogYpg8kQiSIthVmscBjuk9k8Ruv0alnX+B/1Z1/fYFItp1wwRxIZR38Rfy\npEOxPt+xkqlOxNxSPptBUGaPCySsRIsLicP7t15/4X1HzLOd90Z+xejSZx9d6v1sbEhTnbiK\nbKdEnCD/KXE8rmMXJoVfoDhWQvlbFTjVeTeoajTM44y60E+wkxH+DENl4OfHG398FX9c5t9l\nzrZV+pCxZXeq81gWOWcMlfG9IOmJPXayPyAs6LGLs7iEucAsWQN8XyAwTnLvHxaXUTMIkari\n7OD4FhNf0jzHH1+lajJclmblTXJS3kmOXzHa3W8npjrxv7qZa6NRwN/9Hy1bTIlG+xBjPIZi\nEwCCHVT4Y3z58uXE+Zlwn94uLiDeJawqnuf88ch23ifaxngcNiwefXXOGUNpisz355CkOjIb\n7URUZEW8U7ZodLDhzhPhCumPuP3SkQP7/8w1NO7QuU2tipdOLDy6Z/9f6W16tqkZlfKg6pJO\nWgRIDp69m7G654Sb8Ntr7mWmzeOqR5d6d9oBRAzXsUsEQYPd5V3zhg6a/vnfLBFRSv3e099/\nf1Ln8pG6Q8vu/8/iTh8JHw6MYpEARBiThaQQQe+m2tA7stFYz/n+klQnrjJtHvcsL37zJwiT\nYZUPs2ITQZBgd+m9x/pP/kJ/0+OLHupkOrP7vVWrJ/e6zfjzrrHNMOsCACCQypxj55HJpNlO\nbegd4st9NuVZpCTJOacPoelDyp9jmLL/EBHR84/QmEUhf4IKjvUpT5BNv3gtwJ6gaJxAnPcd\nTirH+76hEFjgYHd29X8/Lm4789uvp1+lJqIHRwy+/o7rh00a/srte57yvPoZgKw8LiFLOMcO\nEp6qyXD3/Anmt6PUJJJG/GWyUPJcAOz84eq+Pu5DHYggMKoKo2Dpr44TeMFZtqqb9VYElRzr\n87jPbFfv0xURtAYJJSqTJ2RuL/kF7ng7fPgwtbrznqvUpevqRg+9vXJI6rezJn2UF/3aoKqT\nJjmkOlAE5rej4oOIhI0T411OGJySvrqiY2rxYTmishwp/zMhlJ3Hrnmou+ah7iFedF3aXSfd\nUu/TFe4wh1SXHKJxrRNMnghX4GBXq1YtunDhgnRTer95c3u51o8b90V+VAsDICKq9t5q8RHv\nQgAikVDZjtvyk3SVafM4//po/vXgkyek2Y6INA91dy9X/p5y0ngHSofr2CWCwMGuVfv2Kf+u\nf/7V3+2SjXVGLJvX5fKawUPX/IWvGwCgTBxjnGvmQ66ZD7lX/Z1Rx235SXyIqU7cKMY797hq\n0bHSMZrLuaniQ9qCNNWFrladIveDcJpd8uKFqDyCvevFrdMHtL8yK7P+tbc+u+EMG4tPmsgC\nBztN36fGtSra9kTHptf1um/6ltKuO6bR46tevV3z2fDWLW9f+G1RDKoEAKiags6ilUY6abaz\nv7TdvcB/sNvjVT476nSz3jq2t/SiB2Kea3KLXVzO/0OT/4fvc7KlnXbfdR0vfYgbxTDn5rEK\nySQuQ7GH5vbp+5ql76JPNi27n3nnnh4T91bx0/KCTG5N6Thn586lIzsZT+784MPv/y3bzDQZ\ntuHbD8d1Yr/Z9GNhtEsEAFAEZsD8oFuCEu836F4O9+VitrOOGUxE9pe2i/HO+bfLvYNm4irN\nRB83vHFHvYuXzJdzU5vcYhdTnbiQX2Cs1olRZ+i8Xxi4SMvwIQGehSTDx34o1vXNkqWHesx7\nb+adXbvcNuH9Rf3Pr3xlc0mMPm9iCn6B4mqdRi3bNmqZ4LQ5pClQ02jgwq0Dpv/1269/HKcW\n0SsQAEA5mAHz3QOyEaQ6t8rczMPneW8+w5yHiwNHEBmprKOOiFT1Sjvwmj1C/F82Ijo+qsKJ\nek2Wlc60tY8bTERtOxARHfgxW9z4XdfxrUKbGnzujkfqfiLznS0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MIqL9lwUiMReqzln1dY0CEV1yYNwpgfACywlyX+5EQI9dePArAQAA\n8bTmwow1F0ovj9Irm882MGKqc/ujQEx1pc5bg9wVHp1z8cILrOwPQe6kmPQQ7AAAIOpG/eZ5\nSwmPLb2y+V7ZvhOblfW8q5g729XQV3jJrGO+Ix2iXmzwAheFbIceu/BgKBYAAGJh1G8zxAFZ\n8pXz5JWl98yCEAM8z/K83Jc7QY9dmBDsAAAgRgLkuQcOzHy37Qwiujqd23WpwmiSUcN4d9od\nKWSyUjzP2BMtusrzlmiLrpo17o+w59hCuMQ+NrnbRI9deBDsAAAgITxQdkHjXfUqTKeoY2SO\nWyoEu0ydiohmHZs2XTKplkcnXbyJQ7Hytolz7MIV62DH87zD4bDb7RG/nIg4jou4hRjjeZ7n\neaVUK1JWwYIgKKha8QfYbrczjO+ehkTD87zT6WRZZRxYxTqdTifHKeOf+GLBSvkBFqtlWTYG\nBS8+PkFcWHD1gm8vWU+VlD/Vwmx0L49tMMusq/CrNLXJ7KmHxvtsUxHfcywPv2q1WqvVytsm\nT+ixi784BDur1VpcXFyZRpxOp9PpDL5fwqjk540xnueVVbCyqiWikpKS4DslDKWkOjebzRbv\nEsLjcDjiXUIY4n74PVxkbWE2avxP/CsuLh66a/TarkuJyCWQliEiGrprtCIOFCzLxqxOvV4v\ne7ATojCJFT124Yp1sFOpVEajMTU1NbKXi7lQp9PpdJ73EExMYg+lwWCIdyGhKi4uFv8fxbuQ\nUJWUlJhMpnhXESqbzcZxnMlkUkqPnd1u1+l0KpUyps+LmcNgMKjVnreNT0wul4uIZP/jGiVi\nX12MD7/fXrJ6b5SmOhsrGDQVfpvEvy+usmFZcSHiPzqxVFxcrNFoUlJSgu8qh2j8mgg4xy4B\nxCHY6fX6iH9wWZa1Wq1qtTpmP/qVxHGcy+VSSrVUFuwUVLDValVQtQ6Hg+O4lJQUpQQ7p9Op\n0+k0GmWcjCsOHOt0OqVEJUEQiEgpP8BOp9Nut8cyeRDR1vz5vTMnSre0Tvf8Z6c02805Po2I\n5rf0nDyxuO2CiX8m9OQJQRAUd/j1JggceuziThnHawAAgMBqpgS5cDFEmyBwgtwdbALhf2t4\nEOwAACBxSTvttubPJ6JxDT075MRI9+ShUK+NN0lyM9l5uHaxfKIR7AhDsWFCsAMAgIQm5jl/\nFp32HGOd+Od0j9HYAOOwkxrPRraTS3QmTyDYhQfBDgAAlMQ7yXmTZrsjBcIb1+S4nzpZ7Dlp\nANlOLlEZikWwCxOCHQAAJKEjBaUzYzvXrHDl4kapnHe2A1kIxAkkd4+d3A0mPWVcxQAAACBK\n0F0HyQTBDgAAACBJYCgWAACqFnTRQRJDsAMAgGS2919GeprdIwdz4ldLkvv44w/F+6nISEG3\nbkoQCHYAAJCEVpydbLfbzWazdOMTDSpcBqVf1pTNeXNjW1cy69btpniXAAh2AABQBTzRYJZR\nQ0YNTWg0i4j+KHCI2/tlTSGi+ia9uLr0r4S+8xhAUJg8AQAAVc5VGXr3sjvVEdHo+p63tQBQ\nFgQ7AABITmOaLRpaO2do7RwiMnoNUEmznRSyHSgahmIBACAJjWhQfvLc0No52QYfHRmtM1OI\nqNApeD8FoFDosQMAgGQj9tIFpmIYcSFdx0S3GoAYQrADAIDkd9HGh7gn5k+AomEoFgAAks3a\nCznenXYvnCxNbJMaz/b3QqQ6UDoEOwAASH5rL+QEeBZ5DpIGhmIBACAJrTw75dWj44ho7YUc\nj1TncUuxeSemPVxnZixrA4ge9NgBAEDS8tdRN+/EtPqZNxNRL8ONYqoT//vm+RkxrA5Afuix\nAwCAKsed6jy2T248e7L/M/AAEh+CHQAAVC1iqgNISgh2AAAAFaDTDpQLwQ4AAAAgSSDYAQBA\n0qqb2UN8SDfeqL1eXPjStke6vVbZbceerzhtFkBBYj0rluM4i8WSn59fmUYcDofT6ZSrpGjj\neb6SnzfGOI5TUMHK+np5nieigoKCeBcSKp7nLRYLwyjjhkuCIBBRUVGRggoWBMFut8e7kJCI\nX6/NZnM4HPGuJSSCILRpfJd7tW5mj0MnN7hXb9Ref8T1zyU6ecB2vrm21pVmrfup8fvHxOuo\n4nK5YvbWWq02NTU1Nu8FsRTrYKdWq9PS0jIzMyN7OcuyBQUFer3eZDLJW1iUcBxXXFycnp4e\n70JCdfnyZbVanZGREe9CQpWXlxfxj1PsFRYWulyujIwMpSQPi8ViNBo1GmVcF8lqtVqtVrPZ\nrNVqg++dAGw2GxEZDIZ4FxISp9NpsVgMBoPRaIx3LSHx6KUjotaNBp7L3y4uH3H9Q0Q1qFHp\nclEtInrv31ne7cxpVr5x6tFoXcdYEITc3FytVpuWlhalt4AqAkOxAABQtYipLvAWkTTVea8C\nJCAEOwAAAN/ddQCKg2AHAABJ6PS/Wz22uMdhAZKYMk6dAQAACNfhs5+aLj8zfgAAGNhJREFU\nzea6mT08Ip1NVWzgK8wb+Dn/9diWBhAt6LEDAIBk5pHqWlYbREQ2VbFNVSwuBEh1HrMlojd5\nAkAu6LEDAIAqSsx2gSHMgbKgxw4AAAAgSSDYAQAAACQJDMUCAEAV8mfuO+Jpdu7VwPuPqDPT\nvbzy/IxolQUgEwQ7AACoWoKGOTdpqhNXke0gwWEoFgAAACBJINgBAAAAJAkEOwAAAIAkgWAH\nAABQql/WlH5ZU9yrHmfU4QQ7SHyYPAEAAEBE5I504sLmvLmEMAdKg2AHAABA0o46qecazRIX\nFpzELShAATAUCwAA4Js71XksAyQsBDsAAAAfvJMcsh0kPgQ7AACA0jPqQtcjY3yUKgGoDAQ7\nAAAAoorZbnPeXH8n1fXIGC+mOvcCQOJAsAMAACi1OW+u+PD5rM+oh2wnxa2/m6lIl1a3RYdb\nn3zzp3whgvZK3ryFYTq8cEb2QkNwZtH1DHPzm4We27cMMzMBNJ10kM680IFhbn7d66WxgFmx\nAAAAvnknOcS4UDTrP/GeNhoiIoEt/ufIrk83LRnx5c6zP/40s23Q2JH7xZxn12uHLpnQLTX6\nhUakSb/nptZzlq78ve3lNd8bbxr5SJfqpVuyutQilT41I8OkY+JRHoIdAAAAyOmqu3NmD9K7\nV4V5nz549R3vzs/5cPyn9weLa8W/b1mzJqXTi4kb7JrfOW32nWUr++xr1nxf/eanZk9pLt3n\nqW/yn4p9ZUSEoVgAAIDQbS9YGHQLeGCq93/srtrk/PXXI/EuRcSzTjaSgeFKv62Li/7bItgB\nAACEQZrkkOrC4XA4xAXn6c9n39+tXZNaqYa07Ebt+o5948dCIqLc17ozDZ/9nmjHyOqMYfCn\n7lc6T334TL/rm9cwp9Vu3n3Esp/8nrzmr2UqPV1vwJoj60d1rG3Sa3Xm2s17PLbigKW8vOMf\nTBjQpVV2elaj9r0fWbq/KPJPem7R9WXn2HHrBzDMLUv2vDGkXQ2jTmus2aJzv6ff+sPm3rfo\n93cnDfy/pnXSjOZaja/rP/7dP0oif2OK/VAsz/M2m62kJMKqeZ4nIpfLFXELMSYIAsdxSqlW\nxPO8ggoWBEFB1XIcR0QlJSUME5dTL8LGsqzNZlOplPEvQJZlichutzudzqA7JwKxYPGwlvjE\nn16n0ykIcejqiADP8yzLRun4sPlcjrggb/ux/Huh0Wj0en3w/WSRt2Xlhgukvrl1SyKi82sH\nXvPQ57o2fW4bOqAxc+bHrZuWPNrrQvqJD+5JH7B4R/XXR9+3TPfMp4vvaNa69OXn19/fNTfz\njlFj+9x26LO1a98cfRvT6PQbvb2r999yVukeB+fd/kVJ/Ydzll6bfv7LV19a8VhfvsHJN/qk\nkPDnK706jd3FNb918Jh7M3O/+/DZ7l9nG4iukeUL2D/7zq0W838emnhDzaKfP3l78dCOe8/v\n/m7itSq6sO7BbkM+1/7fHXc8NTTz4g+bPnpxUK+8zMNv3hLxQHQcgp3dbrfZbMF39Y9lWfGA\nqBSV/LwxJobveFcRBmVVS0R2uz3eJYTB/U9spVBcwS6XK94lhAGH36jiOC5mBev1+ugFu8Mf\nz5l5vHTyRMm/R3du/PiHi+rWk2YPyiQiy5Z3P7M0eHz3/ldv1BER0ewtg2vctmXbfrqnV51r\nburUOI0opdkNN3WpRkQlRETnj9RYceTzR+oxRPT4oAYdrpy0ffsf1Lut59sGarl0l1PnGr1x\n+PMR9RgiGnGrqcOVk7786jfq0yHvg8nTd1nbTdq38/l2qUREzz0wtuNNr8j1hVy+lDb66x9f\n65FJRDRl1Nye102dO+Wdh7cM1v1v3ebLDcbu+e6/N6iIiCb2GNxm/I87f6Nbro/0vWId7NRq\ntdlsTk9Pj+zlHMcVFxfr9fqUlBR5C4sSMSSZTKZ4FxKqwsJCtVqdmpqo56x6KSoqMpvN8a4i\nVCUlJSzLpqWlKaXHzmq16vV6tVod70JC4nA47Ha7yWTSaJQxLUzMoLHrNakcl8sl/jwo5fDL\nsqzT6TQajfEuJCSCIFgsFq1WG7OCo3oUOvzxnJyPy1bUpuxG/zd43JwXnuqoJyJKHbKh4B7G\nkK4rfZ69fOESGzCCp945Zni9snIbtrrKSF9arb72C95y6p1PDCtv6pqr02iT1UrEfvPJlsLU\nu6dMbVf21y+j69SneiwdvT3sz+5b17EzxFRHRIZWz04b9NKtqz/+0j74Dp1ORee+fvezI61v\na56uIvN9607fV7m3ivXhj2EYjUaj1WojfjkRqVSqiFuIMY7jGIZRSrUixRWsoGrFH2CtVquU\nYCf+wiolJ4ldX5U5wsSY2PWllGrFEVi1Wq2UgomIZdk4VvtEg/L7jy056/tax27i16u4w68/\nd7xt3zjI379YVPrU1IIDX2z69pdfDx785cAP+345U8RRoH8uNGzSRPKvS/8nh4TQ8hWNGvlq\n6vSxYy5q1ratNFXXaNeuHskU7LKvvrqmZFXftm1LWnXixEky3T3rxXcPTljav8XqOtfe2K1L\nt1633zWgZ7O0SvyJUMapMwAAAAoiTXXeq1WbZc+cnm2u6zf6xc/PmtreM/HNnce/evKKgK8I\ntZc4hJb9BGeNRuPdiSnj4JVn0xqNhsjpdBLp2z31+dFTP2xcOr5fI8f+d2Y8dPNVzW7+72+V\nOEFDGf8QBwAAgGRQtGn+rJ3GR788sfzmstNo9r3Fxbnl+o0ba2nzL79YqaG7087+++8nibLl\nqIwu/vbbJepao2zVdfDgH0SdmjXhc48fOF1UvWmHO0Z1uGMUkeP8tom39lo8ecHnT67rH+E5\nMOixAwAAgFg5c/y4i+q1aOk+Obpwz/ovznnsFNFk8ZBa9k3d7Y5+6UUfzJ3/S9m5e7ZfFyzY\n6OtEvogIOxbP3ll23RXHkcWz1l5K6dGvZ6rqt8W927frt/iP0qf0dTp3bZVK6sqc/4IeOwAA\nAIiV5r36NJz18pz+gy4O6tFMd/6HDcs3XEitRfbv3lv6dethPRtrtVqiQx8vXp1+S48Hbqwe\nvMFQWw7Y95Z515yZXbc9Nbtrh4MP3dWxWuFPH63+ytTpGu2eSn7aUml1bWtu6XBy+H2daxQf\n2Ljmo4NMu1kvDKtLlPXAkGbL/zu3z3/ODe3VzPDvr7s++3SrvfnY4TdFPmUNPXYAAAAy85gt\nEXTyRBWi7Tzv83fHdnDuXD5tXM6Kry3dVx347csFg1sVbZmy8Ms8ojr9x4zsVuvA4jHj3z8s\nb8sBMS3Hfrn//We7Zxz74L8LVu2ydJizbdvEtnJdEaDOsA/3vnaz67u3X1z01kH99U+s2rd7\nWnsNERk6z/9i8+y7rzj3+dKZU+a9veefKx945evti7pU4uw+JsaXmrz55puXLFnSokWLyF7O\nsmxBQYHBYFDKBUTE67NEfHmX2Lt8+bJGo8nIyIh3IaHKy8vLysoKvl9iKCwsdLlc1apVU8qs\nWIvFYjQalTIr1mq1Wq3W9PR0pcwrFK/CYDAY4l1ISJxOp/jzoJQLiLhcLrvdrpTLIQmCkJub\nq9Pp0tLS4l0LyIpbP0Bz3+Gpv/w5W55rHQeFHjsAAACAJIFgBwAAAJAklDHCAgAAAKA8TNNb\nx4y5rmM4s0AqB8EOAAAAIDpU7R5Z0i6mbxjLNwMAAACA6EGwAwAAAEgSCHYAAAAASQLBDgAA\nACBJINgBAAAAJAkEOwAAAIAkgWAHAAAAkCRwHTsAAIAYGVBtmnt5Y+7sOFYCyQo9dgAAALEg\nTXXeqwCyQLADAAAASBIIdgAAAABJAsEOAAAAIEkg2AEAAMSC92wJnGYHssOsWAAAAPnVTO8o\nXf23cJ/P3QZUm4bpsSCjWAc7QRA4juM4LrKX8zzvbkTWuqKF4zgFVStSXMEKqlYQBCLiOI5h\nmHjXEhJBEHieV8o3LH69CipYPKApq1plfb1xP5pdxXRxL3fLePbr3Bd87ib+paDYHn4ZhlGp\nMGqXhGId7Hiet1qtxcXFkb1c/NF3uVxKObKIv6URf9644HleQQUrq1rx57a4uFgpwY5lWavV\nqpRqxeRhs9kUVLAgCCzLxruQkIhfr9PpVNDhN47Hh6YNenlv7FltQqba4L39wdozxYXXDj8V\ns4K1Wq3RaIzNe0WNY22/lIc+8/XMbWvsH2nuSsm59pdjs6+JdVnxFetgp1arzWZzenp6ZC9n\nWbagoECn05lMJnkLixIx1UX8eWPv8uXLarVaQQXn5eUpqNrCwkKXy5Wenq6U5GGxWIxGo0aj\njHM2rFar1Wo1mUxarTbetYTEZrMRkcHg4y99AnI6nRaLJSUlRSlpwOVy2e12s9kcrwKk3XVu\nOhXj5AXplhR1+dHg8RaL3/t3VtQrizu7nf76i664gnS6yjWk6/vi999PJSKiEyvvHfRF97c+\nGtmMiIgyGuvUZwc8+3CdGpUtVnGUcbwGAABQkH8L99VM7+gv2xGRkxfEBQ/315yezNmuoIDG\njaO1a4njSKulkSNp3jyKvKeGqd68Y3VxMfULA6XUu7pjx/L+uerDF7ardMXKg/F1AAAA+XnP\nlqilLe/s9E51OpVKfAzNzhmanRPt8uJAEOihh2jVKhJH810uWrKEnngiWm/neKcf03TaQaJ9\n4+vXGL585QNt6mQa0+q06TnqrT9tRETEn948pX/b+plGU/UrOw1a/F1htEqJKQQ7AACAqNhR\n8KJ0ef0lz644X312yeunn+jTTz03rl5NJ09G/a3z3ho7PffuVzZ9s+WVu1I2D+s6YnMR0dml\nD961pLDPS5/s+nrN6OztT98167uoFxIDGIoFAACIFmm28yDmvPtrTicindcE1aHZOWsv5kSz\ntJg7etT39sOHqVGj6L41b7pzyYfTB6YRUcf25tMNb33prYX9Wvz+u6v5pBF33tRYTe1XfH7V\nd/Y6bBLkIsV/AAAAAKXw7rR7799ZYrZLftWq+d5eIwYTHNp165ZWumjo/p/O9PTvh2n4Q8/9\n5385retv6HN7r5v7Pfjg7W3TkqEHFUOxAAAA8fTev7PWXJjhsTHZuuuIqGtXHz1zV19N7WI8\nxUGlVqtcLhcZOk768uS5n94Y2pp+XTn86vqtRn/6b2wriQoEOwAAAIg+g4Hef5/q1i3f0rgx\nvf8+qdXRf+8DO3cWlS7ad369l23V6qrc7f99euamoqv6jp69/NOfT675z5nX125TxlUlA8JQ\nLAAAQPwtOjRGp9OlpaUF31W5OnSgI0fos8/o1Clq2pT69qWUlJi8cfFHT93XRj2td61/t85/\nYrXj7g8eqp9x4Pi7OS+dyUiZ+p/soj+2vv+j85qR1yZBKkqCjwAAAKBIzardIy4cubw+vpXE\njslE994b83e99YXl13w96e4XTrnqXNd/5a6X7swg6j73k8VF414Z2nVCcUp2i64Pfrjhuati\nXpj8EOwAAADiwJ3qiKh59Xv3Hlkax2IUr9WMP4WK5ynqB20WBhER7SMidZ3esz+7dXbF12Rc\nP/atvWNjVWGs4Bw7AACAWJOmOlHn5qPjUgkkGfTYAQAAxMcF20H3cm1DFbtZfczoM+s1rKmM\nG8zLAcEOAAAg1o7mfmA2NpdukYY8kNO1k787Fe8aYgjBDgAAILFcmzVCXPglb2V8KwHFQbAD\nAABIFO5I517NFqp/kT8/XvWA4mDyBAAAQELrkzkx3iWAYiDYAQAAxN+ps9/GuwRIBgh2AAAA\nsWZMacTxLumjQb3/y8jIjnddoHgIdgAAAIni14J3410CKBuCHQAAQKxZ7Sf9PeXOdtlC9Wyh\nOhFh8gSEDrNiAQAA4s/uvOhe/rXgXZ630smTtGED/fMPrVpF999PBkMcywOlQLADAACIA2mn\nnUpl9Hz6/9u7/9io6zuO4+8vd1fu2rsrtFgCKLRFRVzFpNaUMTJwuE3rYFtx2c8gM7Yrbkr3\nQ1KZcyPUxMxkOAcmYrJQQkyVzIi4LJBtFC24hB9htmLXkJZpsZXY9tq73t337nv33R+HpbbH\nchZ7336+PB9/NPe9+3zb17dpPvfq974/9u2TmhqJRi8tNjbKkSOyaFG20kFVfBQLAIDFEomR\nsYvJrrNSV3e51YlId7ds3JjlVFARxQ4AAOtdvPh+INCXTIaTybAcPCgjI+NHtLRIX1+6VYHL\nKHYAAEwzw8Ppnx8aym4OqCfbx9glEomRkZFgMDi51U3TFJFYLJZMJj/XXFPFNM1EIjHp7bWE\nWoFN01QobSKREJFgMKhpmtVZMmIYRjgcViVt6tcbDodnzFDjX9ZUYMMwrA6SkdSsq+t6Kvb0\nl0wmk8mkQvODiBiGUeAvF5EqY2jfhFdNny9UWCif0xY5nU4PZ2PYUbaLnWmasVhM1/Wr+SaJ\nREKVmSXlKrc3y0zTVCuwWmlFJBaLWR3hM1ArrYjE43GrI3w2qhS7FOWmX7XS3lh8d+rBIae/\n1eFdmQiNfXVk61ZdRFSb8ZBl2S52Tqdz1qxZhYWFk1vdMIyhoSGPx5ObO+EEomkptYfS7/db\nHSRT/f39TqczPz/f6iCZGhwcnD17ttUpMjU8PByPxwsKClTZBxYMBj0ej9OpxunzkUgkHA77\n/X6Xy2V1loxEo1ERcbvdVgfJSCwWS/09qDL9xuNxXde9Xq/VQTJimubAwMDoYkK0jZ6SJ/UP\nN8zUJRSShQvNxx/Pq63NU2TqgIUsmK9zc3Mn/a42uqIq74upnKqkHaVWYLXSioimaQplViut\nqBnY6ggZGZ3NlAtsdZBM3Vz6tbGLA5qz3r1ww9ApCYXE51NmM2C1bB+JsmPHjkVchgcAgE/r\n7Dqc5llNE58v61mgsGwXu7Kysiz/RAAAVDQwfNrqCFCPGueOAQBge+d7WkYf0+owOWocEw0A\nwLWAPoerxB47AAAAm6DYAQAA2ATFDgAAwCYodgAAADZBsQMAALAJih0AAIBNUOwAAABsgmIH\nAABgEza5QHFvb28kErE6RRqJRCIcDvvUudPf4OCgw+Hw+/1WB8lUIBAIBAJWp8hUMBg0DGNo\naEiVG5OHQiGPx+NwOKwOkpFIJBKNRn0+n9OpxswWjUZFxO12Wx0kI/F4PBQKud1uj8djdZaM\nGIah63peXp7VQTJimmYgEHC5XF6vd9xLeXl5c+fOtSQVVKTG9DdK0zSXyzXubebMmTPl5eWm\naVqVCgCAKeJwODo7O0tLS60OAjUoVuwcDkd+fv64JxcvXrx58+ZwOGxJJAAApo7f758/f77V\nKaAMjR1dAAAA9sDJEwAAADZBsQMAALAJih0AAIBNUOwAAABsgmIHAABgExQ7AAAAm6DYAQAA\n2ATFDrjWjTSt1T7F5Z1Tcue6R55/66PExNF694HGh6rXVNxU5PXOKS6rvO+nu472xtN+43hv\n27GOj6c4PQBgDC5QDFzrRprWeje+cev6J6qXioiYev+5f584duxkT7io6vmW1+qWuj4ZGe98\nqWZ9XdO75sKKL628c2lB+IO21sNHzwX9q5898ffNN4+7o6x+8IdF62K7jf3fVeNWswBgA4rd\nUgzAFFn2/e3b119ejHQ0Pbi2trn+4T+vO/KT1N2M9BO/qX6gqXtJ7cuv7/xO6aW2Z3z0z63f\nqHrmsR8889WTDbdeXj/W+7ctv94/LN/M4iYAAPgoFkAanlseaHqxZp7e8vTvWw0REenb+8Sz\n75qV2w68MNrqRMQ59ytP/6nuhvippuazqWcuHvzlvSuWLCiueq4t/Se0AIApQ7EDkF7O6p/V\nfkHO799/QkQk+MZfDuv59zfULR4/bkZl/d6mPQ0rXakeNyN33i2VVT96uL76tplZTgwA1zw+\nigVwJUuWLcuR5u5uXb448z8dHSJly5d7Jw7TildvKB5dmrPmVzvWiIj8Y9OeV9uylBQAICLs\nsQNwZdr11y8Qs7v7vEj4vffeF3dx8VyrMwEA/g+KHYAr0jTt0pfg8LCZegQAmL4odgCuxOzp\nuSBaSckikcKiIodEurr60o2L95w8dOjQ6Q/TXPYOAJBNFDsAV3KuvV2X+SUlM0Wcy5ffIdJ+\n/Hhw4jDzzafuu+eempcvcL06ALAYxQ5AevG3du5+Rxatr75DROSG+7+3wjH8auMfz46/pnny\nX6//9aL4Vq8qtyAkAGAsih2ANPRzzQ/V7O7JWdWw5cupq9aV1DTWFsuZxm9t2HM2MjrO/Lil\n4ZEXPnDe9uijd7PDDgCsxuVOAIiItL+ybVu7iIip93e1nWo9erw7OOfru3Y9uOCTEd67/vDa\nzgvf/vm+H1cceW7lysqyopGOt99sPf3fUP6Kp5qerMixLjwAIIViB0BEpP2V37WnHmnu6266\nvWJd/S9qttStmjd2jnDfvulA210vNW7fe/Sdt5uPDeTMu3HJ6k2PNfy2bsV17K4DgGlAM83x\nB8wAAABARRxjBwAAYBMUOwAAAJug2AEAANgExQ4AAMAmKHYAAAA2QbEDAACwCYodAACATVDs\nAAAAbIJiBwAAYBMUOwAAAJug2AEAANgExQ4AAMAmKHYAAAA28T+HIqtaH9QQ0gAAAABJRU5E\nrkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"par(mfrow = c(1,2), mar = c(2,2,0,1))\n",
"plot(dpt, col_by = 'DPT3')\n",
"plot(dpt, col_by = 'Gata4', pal = viridis::magma)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"options(old)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `DPT` object also contains a clustering based on the tip cells and DPT, and you can specify where to draw paths from and to:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/pdf": 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dK/9JB+RDXqjS2NcxgaYILvv9AJbJi59Te1tytS4yOItmsDpgsL3wblNE8ST3Fa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LTnnvaIU4fstddI5CjYDdttt8it7qx77rkLHl616ntUnvqbRY9/seCeuVMeGbHH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\nTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(dpt, root = 2, paths_to = c(1,3), col_by = 'branch')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can further divide branches. First simply plot branch colors like we did above, then identify the number of the branch you intend to plot, and then specify it in a subsequent `plot` call. In order to see the new branches best, we specify a `dcs` argument that visually spreads out out all four branches."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message in title(main, sub, ...):\n",
"“\"legend_name\" ist kein Grafikparameter”Warning message in plot.xy(xy.coords(x, y), type = type, ...):\n",
"“\"legend_name\" ist kein Grafikparameter”"
]
},
{
"data": {
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CfCkbxTg4FT4IEdX8Wo5apLHZgoqRNeDAuLndw3JYx0ubqlwuIpshvkUjn5mXeQ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\n8JyOWfCrN3hK3J0QPGP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SCpPofFUKkunpf+5NJc/tG5FH1++88/\nO7hBsWIAADgQEOwADrY3ppI/uBNvbHnpRPTZ4cDF6dTrk0lZ1QkhHMM8fyT4kWMRhpCipKq6\n7rVbFE2fjBcKFYVhmcV0OVtW/A7Lc6PBiFvcp28FAAC2C8EO4GD7X75zpyKvKU3ntPLnB/0/\nupcwXPnscGAmVYrnJUKIz2559Uz3cMh5dzn/5+/O169hGeYXnhvE0WEAAAcUZl4ADrBSVTWk\nOkJIsaq+MZlsfsf2zsxqLdURQjJl+c/emV8tVr99c7nxGp3S76xtAQCAAwTBDuAAs1v45rp0\nosCqlDYf/qqvzXqKpr83l6kvs6uL56uqjoF8AIADCcEO4ABjGHJuwG9oPDfgZ5jmXNdCQVKa\nr7TwbPPuWgAAOBAQ7AAOthfHI88OB1iWIYRwLPPcSPDFY5Hj3e527o24xeGgcTndWMSFWAcA\ncEBh8wSAGWg6zVUUj02oDbZJivb312K3l3O1r9os3EvHo2/eT6UaDoR1WPn/6iOjlNKvvT1X\nX3vX57d//ukBmwXFigEADiQEOwAziGUrN5dyZVnt9tqe6vfxHEsIKVXVXEXxOSw2gSOE5CrK\nd28uTyeLuk77A46XT0bDLpEQQimdXS3Vyp30BxwYrgMAOLgQ7AAOvMuz6W/dWK7/Xw46rb/y\noWGr0HrUjRJCKG1zER4AABwsWGMHcLCVZfW7N5cb36GlitV/nEyudz1DCFIdAIBZ8fvdAQDY\nlli20lyd5N2Z9Htz6aDT+sJY6Gi0rY0UAABgAhixAzjY2FbDb6quy6oey1b+7J35eyv5ve8V\nAADsCwQ7gIOt22tbbzldzT/eW3daFgAATAbBDuBgEwXu0xM9tW2wLSUKEnZIAQAcEtgVC2AG\n2bJ8dzlfrKoXp1OG/9N+h+W/+djYPvULAAD2FDZPAJiB1255diRICEmX5DvLaxbVnenz7VOn\nAABgryHYAZjKPznTQym5u5InhLAMc2HI/6Ejwf3uFAAA7BFMxQKYUEFS8xUl4LSIG+6rAAAA\nk0GwAwAAADAJ7IoFAAAAMAkEOwAAAACTwOYJADO4tZT78VQyVax6bMLTQ4Gnh/zrHQir6fSd\nmdWZVIljmJGw89yAD0fHAgCYBtbYARx4N5dyX39vobHlI0fDHz4abr5S1+n/fXFmIV2utxyN\nuj/7dD+SHQCAOWAqFuDAe30yYWh5435Kb/We7f3FbGOqI4TcW8lPJwq72DkAANhDCHYABxul\ndLUoGxpVTc+UjI2EkMVMuVVjZVd6BgAAew7BDuBgYxjGbRMMjWyrRkKIyLcoayfy+DkAAGAS\n+IEOcOBN9HkNLSd6PALX4n/3aMRlaGFZZjjs3K2eAQDA3kKwAzjwXhgLPTscYB9tbj3Z4/nU\n6e6WVw4FHR85Gq5fybPMJ092hV3iHnUUAAB2GXbFAphEVdUzJdljE2yWTY4RWy1W51bLLEuG\ngk5PqxlbAAA4oBDsAPaHpmnJZLJSqdjt9lAoxLI7OXxekbVSVfU7LCyLSiYAAIcIChQD7INy\nuXzt2rVqtVr71GazTUxMiOIOTIkWJPXv31+aihcIIVae/eixyDPDge0/FgAADgSssQPYB3fv\n3q2nOkJIpVKZnJzc/mMpJX91eb6W6gghVVX/zs3l27Hc9p8MAAAHAoIdwF7TNC2fzxsaM5nM\n9tdFrBar82lDpTp6ZS6zzccCAMBBgWAHsNd0XW/OcJTS7Qe7TLm5KDHTqhEAAMwJwQ5grwmC\nYLfbDY0ul2v7+ydCLmubjQAAYEoIdgD74NixY40xjuO4sbGx7T/Wa7ec6PE0NFCWYZ4bDW3/\nyQAAcCCg3AnA/pAkaWlpSZIkm83W09Njte7MuJqi6T+6m3h/MVtRtIhL/Nh4ZAQHSwAAHBoI\ndgDmRClh9qSGnaqqKysrlUpFFMVoNCoIqHgMALBvEOwADgtKSaYsW3jWad2xApaVSuXKlSuy\n/HB/hiAIExMTTifGCAEA9geCHcChcDuW//bNWFFSCSG9PvtPTvTsyKaKa9euZTJryqm4XK7z\n589v/8kAAPAEsHkCwPyWMpWvX1mopTpCyGKm/GfvzMmqvs3HUkpzOWP140KhoKrqNp8MAABP\nBsEOwPyuLWR0fc3YfLokz66WtvlYjPcDAHQaBDsA88u2qlGcKW23cDHLsm6329DodDp5HodQ\nAwDsDwQ7APMLuqyEEMPw2o6ssTt69GjjNlie548dO7b9xwIAwJPB5gkA88uU5P/8j/cbF9X1\n+uy/9PwQy+5AQRRFUZaXl2vlTrq6uiwWy/afCQAATwbBDuBQiGUr37u1spgpCxx7LOr++PGI\nY+eKngAAQIdAsAM4RCilzN6ULQYAgP2AYAcAAABgEtg8AQAAAGASCHYAnUvXt1tDGAAADhWs\nngboOLquz83NLS0tKYpis9mGhoYikch+dwoAAA4ArLED2AGlUml+fr5cLlut1p6eHp/Pt52n\nTU5OLi0tNbacOHEiHA5vr48AAGB+GLED2K58Pn/16tX6tGkymRwfH49Go0/2NE3TYrGYoXFh\nYQHBDgAANoU1dgDbdf/+fcNiuKmpqSceCy+Xy833lkrbPdcVAAAOA4zYAWwLpbRQKBgaVVWt\nVCp2u32DG1PF6u1Yrixr3V7byR4P+6i8nM1ma764ZeMuqVargiCwLN71AQAcPAh2ANvCMIwg\nCNVq1dDeeIJqs+uL2b+9tqTrD0fmLj1Y/dLzQwLHEkJ4ng+Hw4lEovH67u7uHe11a7FY7MGD\nB4qiMAwTDoePHDmy8XcBAACdBm/KAbYrGAwaWjweTy0SaZo2MzNz5cqVK1euzM7OappGCKnI\n2jfej9VTHSEklq38eDJZ//To0aPRaLR2RATHccPDwz09Pbv9XSQSiXv37imKQgihlMbj8Tt3\n7uz2iwIAwM7CiB3Ado2MjJTL5UwmU/vU4XAcP36cEEIpvXbtWj6fr7Xncrl0On327NlYtqJo\nxgJ1s6uPV9HxPD8+Pj42NibLsiiKe3MIWPOOjdXVVUmSRFHcg1cHAIAdgWAH0IKmacvLy7Xy\nJdFo1Gq1bnAxx3ETExP5fL52vdfrrUWxeDxeT3U1uVwukUhQxtFOHziO28uldeVyubmxUqkg\n2AEAHCAIdgBG1Wr1vffeqy+bm5ubO336tNfr3fgut9vtdrsbW5o3VdQae/qDAscaBu0GAm2l\nvd1jt9ubVwpuvP8DAAA6DdbYARhNTU01RhxN055stVnLnQeCINgs3Cunu9iGCdaoR3xhLPQE\nL7GD+vr6DC3hcHjjoUoAAOg0GLEDMMpms4YWSZKeYLVZIBCYnZ1tLErHsmxtp8VEn6/Ha78V\ny1Vkrcsrnu7xsuxeLKTbQCAQOHHixIMHDyqVCsdxXV1dw8PD+9slAADYKgQ7gN3icrnGxsbu\n379f2wzLcdyRI0ccjodTriGX9SNHO+swiXA4HA6HNU3jOG6/+wIAAE8CwQ7AyOv1JpPJxhZR\nFJ9sD0F3d3cwGMzlcgzDuN1ui8WyQ33cRUh1AAAHF4IdgNGRI0fy+Xx9mR3HcePj40/8NIvF\nEgrt8/o5AAA4JJgnPtESwMS2VO5kSxRFicfjkiQ5HI5wOIzhMQAA2EEIdgB7J5/Pv//++6qq\n1j4VRfGpp57CzlMAANgpKHcCsHfu3LlTT3WEEEmSJicn97E/AABgMgh2AHtEluXm0x2aS6sA\nAAA8MQQ7gD3SctkDpRTLIQAAYKdgVyzAzlBVdW5uLpvNsiwbCAR6e3tZds0bJ6vVKoqiJEmN\njfWDZQEAALYPmycAdoCmaZcvX26caQ0EAqdPnzZcls1mr1+/XqtXTAgRBOHcuXM2m23vOgoA\nAKaGYAewA+bn56enpw2NZ86c8fv9hkZJkpaXl6vVqt1u7+7u5nmMmgMAwI7BLxWAHVAoFJob\ni8Vic7ATRXFoaGhPOgUAAIcOgt1eu3jxIiHkueee2++OgJGm6aWizHGs3WHZ6rI3QRDabAQA\nANg9CHZ77Q/+4A8Igl3niS3mpqdSqqoTQuwOy/GTEZd7C4fDNo/YcRzn8/l2sosAAACbQbkT\nAJJJl+/dSdRSHSGkXJJvvL9c/3RThUIhn88bGt1utyhuIRoCAABsH4IdAIkt5gwtVUnNZipt\n3l4qlZobdb3dXAgAALBTEOzgsNNUPZVqkcyqktLmE1oe9orhOgAA2HsIdnDYJeJFXWtR9Mfh\nbBHXWnK73c216CKRyHZ7BgAAsEUIdnDYlUtyc6NV5D3edusGcxx36tQpl8tFCCGEZxn74MBo\nIBDYuT4CAAC0Bbti4bATbS2KkkSizunp++l0mmEYv98/MDCwcSVhh8MxMXH25vuxTFrSCZmd\nlvLZpROnungB750AAGDvINjBYRcMO2amOUXR6i0czyZX5yqVhxVMisViJpMZHx9fXFwslUpW\nq7Wnp8fr9RqeMz25mkk/Pgc2vVq+dzdx4lR0D74FAACAGgwnwGFntfKnJrqt4sM3OYLAdfUI\n9VRXUygULl++HIvFcrlcIpG4evXqysqK4TmJuLGUXSpR1HUc2QcAAHsHI3YAJJspVyW19rGi\nqCtLGiEsIWvqlRjKl0xNTbGMo5Cv2myWcMTJsKS57p2uU1XVLRZuVzsPAABQhxE7OOwkSZ2Z\nTjc0MKpKiO7a6B7KqlL41vWV+dnMvTvxN3/8oJCv2uzNa/W0W7euo6AdAADsGQQ7ONRKxerS\nfJZS44QpQzasdaIHGv/v6Bq9cS02ciRovIzNZbPZmZmZnekrAADAZhDswITaWdmmafr1q7F3\n3pqfn8s0f9XhsNe3wQqC4Pf7137dYrheVfVSKTM06iRMlRCVMBLhVglbJoSk02kCAACwJ7DG\nDkxlJZafnUlXyopg4Xp6PQNDfpZlmi/L5aS7N1fK5XXPloh2ebt6+gqFAiHE5XIxDHPjxo1M\nphYBGUJbPHNmZpHlZMIZJ141TWu+GAAAYDcg2IF5JFYKd27Fax8rsjb7IK0q+pFjIcNl8ZXC\n7RvGPa2NgiFHb7+XYRifz1dvnJiYyOVy5XLZarXevJbRtKaVc4ys6zrDMIaJXbfb/cTfEQAA\nwJYg2IF5NE+qLi1mh48EOI4tl+VkvKjIKsNwi4st5l5r+ge9/oDD57e3/KrH4/F4PISQ/iEy\nc391zdcYqbaL1pDqLBbLyMjIE303AAAAW4ZgB+bRfDgYpaRSVkol+e6teDsL78pltX9w8yNi\nB4f8DCFzM2lNo4RQwlYImyGUI4QljNrT000plWXZ6XT29vYKQouTLQAAAHYDgh2Yh2izlIpV\nQyPPc/duJ5pSHSWkxTq5VKJ4j5CTZ7paPp9SGovFlpeXq9Wq0+k8c24wlytMT08RyhMtRGht\nR4XOMu7RMRw4AQAA+wDBDjZHKUkmiqViVbBwobDTat31fzbp1fLsg3S5JFusXHevp6fXy7SI\nYUTT9NkH6fhyQVE0p8vq84uGYBeJusplucV6uFapriaVLGqaznEtNow/ePBgfn7+YQ/T6Uwm\nMzEx4fF4c2mR0PqfCbswW/D5XH6mTHIZJhAiHl/zowAAAHYDgh1sQtP0q5eXCvmHp6A+mFo9\neabLH2i9Cm1HpFfL719Zqn2sKNrU3aRc1YZHA81X3r2dSKzkayktn5MK+WpPr2dluaBpOsOQ\naJd79Ggon5Oab9wApaQqqXZHc0ETdWFhYe2VdG5ubnBg7P3VmOHi5beved77a0IIoYQ5/RT3\n6c8SDv/XAABg16GOXcdIp8m//tfkuedIOEzOniVf/jK5d2+/+0QIITP3V+upjhCiafqdmyu7\negTq7ANj4bf52YymGV+xUlESK4XGsTdKqSxrH/ro8LMfHHzhxdFjJyI8z7rcVo5rPT5nswvN\nx0WwLNPqDAlSKpWa6xgXi0VZbnGwhCQ/upIh9MYV/QffatkB2CVVlJgBgMMKowidYXKSfOxj\nxOms/Oznyr/4a2Iqbv/+d5izZ8lf/AV59dWWd8iytjifLRarVgvf1eN2e8Rd6lo6XWl+6WKx\n6nbv1is2r5OjlJZLssttXXuZcasEIaRUkhmGsdkeJzNB4MaOhe/eThhiGcsyx09FC1lp8l6y\nsX1gyM+0mve1WltsqrBYLDZbi/9E9vKajbf6zavsSz/ZfBnsuGvplUuJpZKqWIkXt7cAACAA\nSURBVFjuTCDyXLiXY/D2FQAOEQS7DqDr5LOfpWfOvP8//G6mpBFCyDARP/xz57/1X4QvfIFM\nTpKocSW+VFEuX1pQlIfDEsux3LHjkWj3rtRLax6mIoTQ3Tz+1CryalNos4rGf6uN6a1ObLqM\nEBLtdrvcYiJeKBar1arGMsTusPT2eWdn0sl4sXYNwxCbXejt93X3eFr2ShRFhz1QKjKEcoSo\nhC0SpipJ8tTkHGFowxo7wlC9L/b+mptLRaLrhEXC2F03M4l/iM3WPpZ17d1kTNH1F7sG97NP\nAAB7C8GuA7z+Orl5c+Z3/9+HqY4QQohUUa69+itn//IvV/7df5z+2V+1ioJo5RRV13Wqabpc\nVRvjFqVk8m4yHHW1PGVhmzxe0VBGhONYp8u4BG0HRbvc01OpxhZ/wG6xcIbL7A6L2yMaltB1\nrRPLHE7LkHPNKr37k8l6qiOEUEpEUejpbX07ISSZKJbytkefCUSzETarSq6CVO8YJQwhRGaZ\ntFhZM2LHhCJIdXvgvdSyoeV6Ov5CpJ/HHz4AHBoIdh3gvffI6dNx4iBEbWwulpT48QvWW+/r\nn6GVslwpb/QMTdNLxaprF6ZHR0aDmdWyJD3sG8OQo+PhlptGd0rfgK9aVZcWcrXBQn/APn6y\nRfUQhiEnT3fdvR1Pr5YJIRzPDo0EwhFnm6+SaEh1NenV8nuXFqqy6nBYBob8Xp+t8av3187Y\nEkKI7lm7u5YhRCFcUiNE43hee/y3yb74iuHWXC6Xz+cFQQgEAplMJp/PsywbDAbdbrckSYVC\nged5t9vNccY4CxvIysaNMjqlOaUasNpaXg8AYD4Idh2gWiWiqKotZjc1q8jKLVaStbRB2CoW\nqrlshWEZv98utprB3IBg4Z5+biC2mCsUqlYLH+l2OZ2bl/DdDoYhR46GBof95ZJstfIbdNgq\n8mee6pFlTZE1m11of8CSUqLILdbX5/MSIaQqqZl05cxT3fUjKBRFq0fbxp42PVcghBVFi/Wn\nPqdfeoPm0kwwzH7wY8zwWMNL01u3biWTyUff7OMjyObn591udz6fr7VYrdbjx497vd42vynw\nWMR0dc2SUIZhPMLu/nMFAOgoCHYdYHSU3LnjcfCrOWOGc07fLQ0eaecZok2w2VtPj96fTC3O\nZ2rhgWWZI0dD3etMOKZXy/cnU1JZ4QS2p9czMOSv7SLgOLZvYK+LsQkC5/G2NdBisXDNE7Ub\nYxjidFk3qIRCKX1wf/Xc0w+DHc+zLMu0uRd4eHiYiUS4k2dbfnVhYaGe6sjaJYyU0lwuV/+0\nWq3eunXrmWee4fkO+n86mU9P5lYlTY3aHOeD3WInlXE5G4j+IDbT2HLSG8I87I5bLhfzStVr\nESM2x373BQCMOuiH8uH1iU8Qhjn23a+9/fxnG0vp+m9e9l19a+aX/uWmDxAE7sSpaMsSvqlk\naaHhBFVdp1P3kl6frblO22qqfP3qw+pxWlWfmV4tFqqGMxh0ncaXC6Vi1SLy0ajLsvuVinfP\n8Gjg2ntLG1xQLDzenMswTDDkSMSLa4+s0AhZEyg5Xh8/eTwUCm3w2HTaWMxlA7Is5/N5v9/f\n/i3tUFV1aWmpVCpZrdZoNOpwtPvr+Y34/DvJh0X75ou5O9nUz4+etnVMtjvjjyi6dikZq2oq\nx7Cn/eEPRfr3u1OmUlKVv5u/t1x+uIyh3+n5yf4xC4sFAwAdpFN+Ih9qbjf5vd+zfPGLz/16\ncvHlf5oL9jhyqe73fmT9n/7N0qd/Pn/09KYPGD8ZWa/cSTpVMrToOs2kK7Vgpyp6LJarlBTR\nxscWc4Yrk4miVFHqM6GyrF15Z6FSUWqfzj5In57oNixE25SuU1XROiER+vz2py70zc+myyXF\nYuWyGWNVF6uVp5RSSmozvGPjYVnW6pfZ7GxPr3tutlSf0uV5duJcvzMb09++Q0SRPTJOHK7m\n19W2WGJNbnsuvk2SJL333nv1xy4sLJw4cWLjMFqTk6v1VFdTUORLiaWPdA3sbA+343yw+3yw\nu6jKdk5gW77XgW14bWm6nuoIIfPF3A+XZ1/uGdnHLgGAwf7/fgVCCPn854nHw//mbw7+7u/U\nGmggeP8Xf2Pxp36hnbvrYatZVW5eGUZq44KVsvLeuwuPl5q1+iWYTBTrk7D3J5ONL6Sp+u2b\nK899aKidHhJC5Ko6eTeZShYpJVYrPzoWDEdb5J695PGKpya6ax+/f2WptgmjjmGZ1/9hmlLq\ncotHjobcHvHs+d5CvlqpKDabUCuq19WtLy6kM5kCw+ihsN323T/Xbj8sdKJbRe4z/4wZO254\n0doquvY76XLt8J/S/fv3G8MipfTevXvBYLBl9b5G8YpxuwkhZKVV475z8ru4a/vQUnV9tmh8\n+zedz5CefekOALSG1Scd45VXyJ07ZHmZvP46mZ6OX5ta/OlfJGt/1zoclkCgxazZeoe3plfL\nq8kWm2lrw3v37iTWbCBotX6M4x//C8k2VSquSmqlvG6mbEQpuXl9JZko1laUVavq7ZvxTHrD\njb57a/xEpHH0kRfYcknWdUopyeek968s1UKty20NR5z1UsmlcmFh6U42P5vJzU9O3X3P7lX4\nR1s9qpL2N39CJOMf2uDgYMtax4QQhmEM22C7urranydtU+MyvhpFUcrlzf8urK2mXK3Yt3to\nSJqqN1W1rOqauqtlLfdJQZEvp5ZfX5m/k001f9cAnQwjdh0mGq2VI3YWjKcvEEJ8AXsw5Fhd\nXTO7arHy682H3r0Vby4vHO1ye302Smk+Z8wcLV7R//hM2NaVitv7kVfblmu4MbaYa3z+/rJY\n+bPne0tFuVpVJUm9dzve+FVV1ZcXc8NHgo2NmUzm+vXruv74t1rZ7poZPj42+ag6sVShS/PM\nyNHGuwRBePrppxcWFgqFgiAIkUhE07RcLsdxXDAYtFgsc3NzuVxOEIRQKNTd3b3j3ynbajPB\npsN1hJCozWHj+Iq2Zgx4yIVNu4eFU7A4eKGkrnkvF7Da+INwtkdZVWRd81jEdqbnZwrZv5uf\n1B4F1ndTS58bPtm8lHC1WrkYX1ipFAWWG3C4L4R6nAKGimH/Idh1KKfLGom64iuFeosgcP2D\nPquVHxsPT0+lNFUnhNjswvjJqCC0GDWplJVq1TgPy3Hs+MkIIYQQhhCm9TDdI/2D/sbTHbw+\nm6H2m8XCrbcVt6kzLRaKldsb7dtLDqfF4bTMz2aav1Ra29tCoWBIdTU535rwR+QWAZ3n+aGh\nNVPYjUvcxsbGmu7YST6fb3l5TSFfURRtts3XSlo5/pW+I99cmJIeZbvj3tAZf4sSg2BWH44O\nfGvxvqFlvzrTpnS18t1HSwOdvOWj3YNH3BvtRlKp/o2FKa1hGDIlVX64PDfs8sbKBZ5hR9y+\nqM2Zk6t/9uBm/VTidLVyNR0fdHo/2jVg5wXD8HZerk4XMlVNjdqdg068F4LdhWDXuY6diLjc\n1kS8qKq62yMODftrU649vZ5I1FUqVjmOdTgt6421tHwXzXEPL2YY4vXZVtdurXA4rZEuZzZd\nsQhctMfj86/5ZT96NJTLSVVJqS3HY1lm/GTrrbjNHm3CbdxSSpp35nYIm71F5Tz72nJ6c3Nz\nzamOEKI3/okwLNPdZ7xCVfRLb9DZ+4TnmdFx9qmnW/9V7ZrR0dFCoVAsPszogiAcP368nRE7\nQsiA0/PLYxPzxZykqRGbE9UuDptj3qCdF66sruSVqs8ing91d9naLQm+LxRd+//m7tUrVxdV\n+ZsLU58bPhFdv9tLpbyiG3c43c0mbmUStY/fScWeC/cWFbnatBFqtpj96lSWEOKxiINOj0L1\noirHy4VqQ7mDqM3psljLquy32AacnuVKcTKXVnTVxlmdFj5eKSm6LrDsoNP74Wi/C1UYYesQ\n7DoXyzJ9A76WBeR4nt20xpsoCjabYNhX4W2Y+hw7FrrybrU+qscL7PiJiMttHRhs/UCrlX/m\nAwOxWL5clC1Wrqvb3X6tY4fT6vPbGxfVMQzT29eh71z9frvhj45lGcNRvKWScbtxjSf/eLSP\n/chLxLP2r0/TtK9+hcYWap/Ruzfp9D3u535xhzreFp7nz58/n0wmS6WSxWIJh8OCsIWa1SLH\nj3kCm18HJtXv9PQ71z15r9MslPKG80h0Sm9lkhsEu9VqizUq2pojHOlbiUWfdaNjfnKy9H66\ndZnMlUqxtuVoqVS48SgsEkIkrZx5NLEha9pkbnW2mP3iyGmPBdkOtgbBzszGT0WvX11SlYdv\nFm124cjRx1N+ok145vmBlVihXJZFUYh2u1pO6TbieLavfwtpjFKyuJBdnM9WJUW0WTxeWyEv\n6Tp1OCwjR4Ie784fgLYjOJ49fbb73p1ErbiJzS6MHQs7nGvGF0VRbN5wIAjCSCTMaCeIaGdP\nTjCjxwwX6Fcv1VNdDb1znT6YbDyaYg8wDBMOh/fyFQH2RbbVWoi80qKxLmTdfOGvTmm2um55\n850ia9qb8YVX+kZ3+4XAZBDszMzjEZ99bjC+UqhWVYfDEo66DIducRzb07eLb77nZtIz06u1\nj2vH3R49HolEXfUZ4Y5ld1jOnu9VVV3XactjLaLRqKHUsCiK58+f32T0a2m+uY0uze9xsAM4\nJFoeE+xf26hSfbaQLShywGrrc3q67C4rxzVPsxpoW9sqS1sXlNpMvFLQKGXbXCoBQAhBsDM9\nwcL1bmWMbQdRSpp3IczPprt73IQQXacM0+k/rnh+3dVvkUhEkqS5ublawWGv1zs+Pr75nGbL\n6ZsN53QADqiEVJot5HSq9zrcvQ73xldejC/GK0UbLxzzBM4Fu7iGhadVTYuVC4quRWzOxnnJ\npFReLOVZhul3eNabGO1zuLtszuWGaosWljvjjxBCNKpzDJupVv6mYRFel935mYFjz4f7f7g8\ns6M1Tp7wJ11Grv6n2+94luOnp+dOlhTr0aPk6adJG+XE4TBDsIPdUpUUTdMNb1UrZSWbqTy4\nn8rnqizLBEKO0bHgenX4OtzAwEBvb2+5XBYEQRTbCmfMkXFy6cdrmjgOw3VgPpeSSxcTi/Vy\nSCd94Zd6hltemZDKf/bglqrrhJCSqrwhlTOyVD/NYq6Y+/bi/bKqEEJYhrkQ7H4+0kcI+XF8\n/nJqufZ8lmFeiA48FXi8QbugyAmpZGG5Lrvz0wNHX1+Zny6kVV3vsrteiPYvlQp/PXs3K0t2\nXmAZpqg83rO/XC5+e3F6rph9klT3hKNyG+El6cX/+X8/8bffqrpd5WjUuhQjikJ+67fIb/82\n6fC3xbB/DuQvVDgQLFaeZRnDzlGLlb9+LVar1aJpNLFSqJTlpy70GeaIDwqO47Z0MgQzcpT9\n8Ev6698ntWIKvMC+8tNMEMvd9pmkqVdXV1JS2c4LJ31h7PbdpoRUeqsh1RFCbmYSQy5vY52R\niqa+vjI3lUsr1DireSuTfCbU47WIFVVpLK+jU3opuRS2OQSWfbfhdDud0tdX5voc7pBoJ4S8\nGV94NxWrVRV2CdZP9Y1+oneEkBFKKcMwd7Op7y5N126s5UVDIJsr5jadZm1dKYppeta2vfrf\n/XZg6sFf/uFXFs9NEEIcLPdTl65H/uVvElkm//7f7+ALgZkg2MFuYVkm0uVaXlpzfJZN5HO5\nNYuOC/lqJl0OBA/Lr1L2Iy8zp87SuRmG45ihUeLu0K3Bh0dBkb82faP8qO7u9UziEz0j497g\nxnfBBhaK+ebTGuaLuXqwo5T+/fzkYmnds/WSUtlrERfLBUkzFuO8n0/bOeOaB53S+WIuJNrv\n5lKXkkv19oJS/cb81JfGzlhYrrby491UzHCvIYm1c87E+lfsXKqjZPDipYE3L/0/f/3HmcH+\nWltJ17524cQX/q/fj37xS+TXfo30NVVTAkCwg1115GiIULKynKeUMAzT2+8tt6xUXJLNE+wo\n1a+9Qy+/RQs5JhRlX/g4M2A8Ip0JhJkARuk6xesrc+WG0xQopT+IzYx5/NxBOFChfWVVSUgl\njmGjNqfQ6vSRJ1NRFRvfImY1X9nYuFwpbpDqCCEuwVJ7eKtXVFv2X9F1QshULm1oL6rycrk4\n8KhES2az3awcy6j6E66v26TmewsNI3yGwT6GjPzox3PPP1NPdXXfP3fq57u7ybe/Tb785Sfr\nJ5gbgh3sIo5jj52IjB4NVSVVtPEcx07dSzZf1ubxFQeC/uPv6z/8Tu1jWshrs/e5L/4aM4iC\nBZ0rVi4aWmRdS0kVM03IXl1d+XF8vraOzcELL/eObPP8A53StxKLV1dXZF2zcvyFYNeFUE89\nlvQ4WqxPaGxMt6oVVxew2kKigxASaVVtLmJzeC3idZIwtHfZnaQ+u7pW4zFobot141d/4lRH\nCPGL9lWp/SOw10a5psE+ZzyZ7etpvm1VKpOREbK4+ER9BPMz1VtS6Ew8zzqcFo5jCSFd3W7D\ncjqbXTAccXGAqar++mtrWnS9nvOgM/Gthn9aNh5QC6X8D5dn1UfLXUuq8s2F+0W1xdh5+y4m\nFi8ll2RdI4RUNfWN+MLlhinObrtrwh9pvH7I5R33Pt7L6bGsu9koLDr+Sf8YxzCEkIjNYZgT\ndwmWc8Gu495g39pttsc8wdqYXLhVHA+Lj0vTnV7bsVYoQxhmg0nVdYIfyzAZaYPhwObbNpm3\nrbocYrbFuKbTIpDVVeI5MGWiYY9hxA72lNNlPXm6a/JuQpJUQojHazt2PFzLfCZAU3HSVP6K\nrjSt6dmV16Y0uULKZSYcJXbzDDXtgUGnJ7N2CMclWP3rJ48D537eODtZ1dT5Yu649wmrZlBC\nrq2uGBqvrq5cCHbXP32xe2jI5XtQyOiU9jrcx7zBxhTTbXcGRXuqYXCLZZiPRAf6nB6/1dZ4\n5cs9I1025/1CRta0brvz6VCPyPGEkJ8ZHL+RSSyU8ixhhlzecW8wXindyCRyisQzrNpw0usJ\nXyjYEOyeCkRlTXsntaS2OhLw0TdIrRxfbVre91BD/+y8UB8j1CndcCa2ZYzbaLPF4rmzH/qd\n3xfKFcW+5q3vuVSB3LhBXnhh/deCQw3BDvZaIOT4QGhIklSOYzY96+JgYVwt3kMz7l1/Y01T\nCf3rf0xXlgghhOPY519kP/qJ3X5R0/hgpG+lXKyXOhM5/lN9o51eYnErSqrSHCBKraYs232g\nIstNp6kWFbl2yGm9ZcjlHXK1nvDlGPbT/UdfW5qeL+UJIQ5e+EjX4NFWR9WxDDMRiE40lDKp\nt5/xR848Gn67k019Z2m6vg+XYxiPRbRx/JgncKZpiO7ZcM/ZQOT371zeIIVVNVVgWaUx/LXK\nYJX1wp/RegFuo39mdz/10jN/8Eef/K1/++3/8G8V28Nsd16mE7/+G+QnfoJcuNDeS8Ohg2AH\n+0MUzfhvz+Fkho7QmSlCHv8kZ06e3d0X1TX9L/6IJh+NoGia/vprxBdgJ57k535OrpZV2W+1\nWTkz/gW1IrDc50ZOPihkUlLZwQujbr9oru89LNonc8YAERaffFjXIVgEllPWZjsnb9nSngyP\nxfqzQ8clTa1qmtti3U6O1qj+g9hMY3UVjdKg1fZq/7oVIqu6tulKuojNsVQqUPLo/3JTF92C\ndePTyRo8yfenWq1/85X/7ad//b/955/82fnnn3EPj0YWYtx3v0tOnyZ/8idP8EA4JEz18wtg\n33E//QXt639M56YJQwjDsE89w37o47v6ijS+/DjV1RtvXiVbDHYFpfrtxenaXkWOYc4/qgTb\nOVJSeTK/Kmla1OY45gmyOzeoxhAy4vKNuHw79cCOcsYfvZFJ5BpOTR1wevqdTz6QzBAyEYg0\nVpIjhDQPqrVD5Pjtx+iUVGkeQYxVjHtiGrkFq4XlZE3bIHEtlgoPP1rnmh6HK59tM9htwmsR\nT/sjbycWa99Il8358e4hnmVXekeuv/7ayN9+a+zGbfbOJBkeJn/4h+QznyGcqeY6YGch2AHs\nKJeb+9J/TVMJUsgxwTBpNTm7w/K5dhs39I2F+8vlh7/JNEovJZdcgqWNleZ75FYm+VrsQb1k\nxpXVlc8NnTDTFofdY+W4zw+ffCuxGCsXOIYddvnOB7u2GYqfD/exhLmyuqLompXjzge7L4S6\nN79tR1FK41KppChcq/Lmmw4ffrhr8LVHlYqfzKDTK2vadMF4cCIhrQqfrDMZyzPsB8K9E4Go\nwLIT/khGrlhZ3v3o5DSf1Ua8IfIb49vpJxw2CHYAO48JhsmenScR6Wq3cX0ZWaqnurrb2VSH\nBLuKqvxgeaaxEFqiUrqUXOq0McWOZeeFj3UP7eADWYZ5PtL3XKSvoir2pjp2eyArS38/P5WU\nSrVPLRwnr923NLBZPZdTvpDAMD9amauoCiXExvGSrj2az928IN2Y2z/uDQ65vN9ZnH6wNtsN\nu3yf7h/7g8krRaVhIeOjcyk8gtVvta1IJYaSXqfrJ7qH68seeJYNbWOKHKAGwQ7gYGO8fvap\nZ/Qrlx43CRb2ha3N/xaUFsUvWjbui5VKqXkP48YVbmEPMITsS6ojhHxz4XGqI4TImta47K/L\n7vxQG6H/mDd4zBtUqa7qusjxmaq0UMpRQn60MqetU81uyOkLiGKvwz3s8hFCRI7/qYGjq1L5\n7dRSWqoILDfi8j0VjDIM8/nhU99YmKq9X+IYNizaXYIlandN+CMYaYZdhWAHcOCxr/wMCYTo\njau0VGC6+tiPvsyEtrbgKWhtUUowKJqlviCYS06uxislQ6NHsJ4PdZUUJSDahly+9ueaeYbl\nOZYQ4rOKPqtICLm6upxuOqCCZ9gPdw0077ElhARE+6d6jxgaXYLl88MnSqpSURWfVTTZQSbQ\nyRDsADpUsVisVCqiKLpcLer4r8Fx7HMfJc999Ilfy84LE/7ItXS8vhKIZZhnQy2q3u+LqN0p\nsKyia43LlHrXlqiFw6PcqrpyRVOeuDKfwUs9o38+c7PxXDSXYP350VO2re/zcPCCY58GNeHQ\nQrAD6Diqqt68eTOTebhwx+v1njx5UhB299fDh7sGXRbrrUyyrCoh0f6BcG+XfbNAuVdsHP+x\n7qHvLT3ePBG1OZ/Z/dxZVpVUtWLjuKDVbqbKdgddQLSzDGM4kbblmRNPptvu/KeDx7+79KCg\nVDmGGXR6X+oZPjwFgOCgw79UgI4zOTlZT3WEkGw2Ozk5eeLEifafIMvy/Px8Pp/nOC4cDkej\n0U1zCccwF4LdjYcHdJTj3lDU5pzMpSVNidicRz2BHSx30tKb8YXLqZhGKSEkJNpf6TsSaDVh\nDXvPwnLPhnovJhbqLRzDPh/eyZ00vQ73Px+b2MEHAuwZBDuAzkIpTaVShsZUKkUpbXPQSFGU\ny5cvV6sPK2yl0+l8Pn/06FHDZRVNFVnuAA1E+a22Z8N7NDt8O5u8lFyqf5qUyn8/P/nF0dPc\nwfnjMrdnwz0ei/VmJlFUlZDV9ky4N9RwbhjAYYZgB9BZNE3Tmg6c1XVdVdU2Z2Pn5ubqqa4m\nFov19vY6HA/nqt5Px99KLJZVhWfYk/7whyL9WzozYKPOU5qXJadg3akH7pe72VVDS7paSUql\nqM25L/05EFSq38okk1LZxvHj3qB/lwc4x73BcW9wV18C4CBCsAPoLDzP22y2SmXNsfSiKLa/\nxq5QMFakqzXWgt3tbOoHsZlao0r1a6srsqZ9onekzYdXNFXSVK9gNQz1UUIuxhcup5Y1qjOE\nnPCFP9o1ILAHtT5+sdXy/KIiE0zGrkPS1D99cCtTffjv9t1U7JO9oy2PfwWAXYVgB9BxRkdH\nb9y4YWhp//bGCEgJKVg4mWNSuhIhhCHk6uqy4frb2eRHuwY2XRuek6vfW5peKOUJITaO/3DX\n4PGG8ZLLyVh97pIScjOToIS+3NNuXuw0IdGekspNjSgeu66L8YV6qiOE6JS+tvRg2OU9uOEe\n4IA62NMlAKYUDAbPnj0bCAQcDofX6z1z5kwotIU6DsHgw7ylcMxdn3XaY1lwCt9LL/3p9E1J\nUzNNBboIIRm5RWMjjep/N39v4VFN4Iqmfm9per6hRPCNTMJQrP9ONlWvKpySyldXV95Px9PV\nNSORHeuZUI9hNvmUL+x5dNATNFtsOrlE1rVExRiOAWC3YcQOoBM5nU5BENLpNKU0n88PDAwM\nDg62eW80Gi0Wi4uLi3NOQeIfp5OVSvEHsRmfVWwu7uqziBs/c6VcSq4dwdIpvZlJ9DvchBBK\naV6pGs7C1CktKFWf1XYxsXApGasd1sQyzAcjfec7de9tnd9q+9zwybcSi/FK0cYJx7zBs090\nyP3h0XJTCbaaAOw9BDuATjQ5ORmPx2sf67o+MzPD83xvb2+bt4+Ojoaikatzt8naWl8zhewH\no/3xykxjY7/Ts8m5mITklBZDejn54RYNhmF8FnF17Wgcx7Aeizhfyr+deLy9VKf0jfhCn8MT\n2bmqY7skJNp/sn9sv3txYPQ5PIboL3I8Jq8B9h6mYgE6jqZpiUTC0BiLxbb0EF4UKTUGNoXq\nb6zMGRrni7n/cu/qrUxyg6e13OHYWNftQsg4CHcu2MUyzFwxa2jXKZ0r5jbuPBw4z0XWFBzh\nGfalnuGDvjka4CDCiB1Ax6lUKs2ZzLBPdlMOXnAJloLSuLuTUkpknTZPm8m69lrsQUi0r1e+\nP2Jz9js98w2BjGfYxtnJ494QpeRScikrS07eMhGI1OZblUfL7BrVD2sH07Cw3D8bOXU3t5qU\nSnZOGPMEsCQRYF8g2AF0HLvdzjCMIdvZ7e3WX5U0dVWqOARh3Bt6p6HK7sN1UOsse9Ip/YuZ\n230O9wciveGmGTSGkFf7jrwRX5jMrcq6FhEdL0QHDCVhT/hCJ3whndLGMyG6bM5rTa/VOYeV\nwQ5iGea4N0gIassB7CcEO4COw7Jsb2/vwsJCY2N/f387976+Mn9ldbl2jKZLsGzpdWVdmy5k\n5oq5L4ycDDbV8Rc5/uPdQx/vHqpq6mQ+PVvMZmXpqCfAr51uM5z0dcwbaXbiUAAAIABJREFU\nvJ1NNs69HnH7h13eLXUMAADahGAH0ImGh4d5nl9aWpJl2WazDQ4ORiKRTe+6srL4YGnBS2lJ\n4Kocs3YetgltPXqnUv3txOKr6+wbSFcrfzVzp16/92Ji8bNDx93rT7oxhLwQHXg3uZSRJTsv\nHPUExr1bKN0CAABbgmAH0IlYlh0cHBwcHNR1nW1vBXosFstOTg1QQgihRFlxCCv2Df+Dr1+K\nItlUm7fue0sPGk9lKCjV12IPfmZwfL3rLyYWLyWX6rVO+h0eVMAAANg9CHYAHW3jVCdp6tXV\nlaRUtmuEn19mHq3KYwjpKiklgS0IT7It0bnOHK6ia8tNdWiXSgXDurq6hVL+7cRi/VOd0h/H\n5/sc7vW2aAAAwDYh2AEcAKqqLi4u5vN5nufD4XDtbImiIv/x9I2yqhBCwmW1p2n/qVvW1w12\n68zD1qx3xKfWvFmXEJ1QnVC21eNmC61rnSDYAQDsEgQ7gE6nqurly5fr5U7i8fjAwMDw8PAb\n8flaqiOEsC0SF+FaNT60TqpjGOaI279YKryTillZ/ojbfz7YVd8eIXJ8sOkQ1YjNwTOt46Pc\nqqxJy0YAANgRqB4J0LkkScrlcjMzM4YidvPz85VKJVYu1lvKlsf/l3WG5K1cSuSWN15j1wql\ndDK3ejeXysvVpFS6mFj49uL9xgt+onuocRusheU+3j203tNaljVBrRMAgN2DETuATiTL8p07\nd9LpdMuv1g6Q5RqWteUFbs4lDBSUssA+cFsUtr0tCpQQhlg4TtbWHUWbyqfjlVL9BLAuu+uX\njkxcT8fzStVjEc/4Iw5eWO/ecU/gdiYxX8rXW0Zb1TrRKZV1TeTw4wgAYLvwkxSgE22Q6mp4\nnjcc6pAWeYVjKxyjtpnqyMMJ2VYL59ZISqXGo11dguX5SF9bj2eYzwyO38gk5os5hmEGnZ4T\nvnDjBWVV+eHy7FQ+rVPqsVhfiA4ccfvb7TwAADRBsAPoOLIsb5rqWJuYV6qG9k33wHbbXLHK\nmm2tFpZjWbblwV91Dn5rhY4bsQxzxh85429RhI9S+o2FqcVH43k5ufrNhamfHRzvdbif+OUA\nAA45rLED6CyUUsOZEwY8z4+Pj5fpRlFsPQWlyjRM4PIs+1LPcI/d+ei1W9ziEiw9jl1ZFZes\nlhcbZmkJITql19Lx3XgtAIBDAiN2AJ1lcnIyFos1tztttq7eXp7n/X6/xWKRNLWtx60ta1JQ\n15xF8cFIn8tinS8+SlcMIYTwLEsJ0XSdEMISRqP0B7GZD0b6XMJGZ7pnqtJypSiwbJ/D3eZq\nuUxVarMRAADahGAH0EEqlUrLVEcIGbx1OXR2gljF2qcix5/2R65vOr614XK7NxOLbt6irK0/\n4uQtz0X6Lq4sZBVJJ7SsKneyqaVS4Yujp6zrJLbXV+bfW12urdUTOf7lnpERt2+TjhHie/S9\nbNoIAABtwlQsQAcpFovNjZymnbz+tm9xRr/6TmP7B4PdHwj3OjieIYTdZP9Da4qmrVYrhsas\nLH1rYSqrrBk5yyvVm5kkIUTV9bcTi1+bvvFHU+9/PzZTUpXJfPpyKlbfgSFp6rcX75ceFdjb\nQMhqNyynYxlmotVqPAAAaBNG7AA6iMXSYpuCJ7fqy6YIIXTuPnnqGSpYZmZmlpaWVFUVBOGT\n/f2OSOiPp68T/YnCXdtqB8j+3fzkbPHheRKr1cpMIdtdX6L3iKxri6X8esdX1DEM82rfEcOu\nWOycAADYDgQ7gA7icrlsNpuhHHEwuVz7gN69pf6v/+P/396dBkZVnm8Dv2fNMgnZNwIhK4Gw\nJBiSgqAVFbWWWkV51aK1SbASgbJo0CoKiFUqBqwiiqRC+8eKReoKVAOiKJsbZRFmsu8LyYSZ\nLLPPOe+H0Rgg7Mycmee5fp/MnEPmjslMrpzz3PdTM+GmevHHa+0Wp6OsqtJs7XSemerOuWnY\npdSmUtd1G3tTnUuX3dpm6efC/wUuAQxUqn49OA1z7AAArhS8kwJ4EblcPnLkyB9++MFkMhGR\nTBQGNVTHtP7cJCs6nU1OkeTUpZI3BKksSjkRKS3d/WS4Mx5RyGTO/kbWyWVy4QJ6bGMDgk6c\nupmYy5lTV4go5mJ2g5XLZEh1AABXBN5MAbxLUFBQbm6ucdt/bFUVmm6jn83WGahROp2BVgsR\nWf0CnHKFVSGvCvETZD+mNMdpGe4s1+qcohigUJmdp69+Sw8JD1MH7G9rEM45qfgHQ1u/04Md\ngvPn5xOJZJQRGhUbcPr9WQAA8AAEOwCvI5PJBgwcLHy7tzxhyO5Ro3r8A4go5uTJG7/9Oryr\nSy44OzQqQUZnvdUqI1n/M+koLlBT1WU47cGMsOghmgH+SsVnTTVEZ82FrebuGwYm+SuUZ9xm\n/fFsjVIVHaBJHRA+8tTtJQAAwGMQ7AC8huAUDn1HzQ0UEGhNG/7NxJu+iw4Rf8pYrWFhH06Y\neFV5WbdC6FQrzvzXvZFrSFCIwWY12k4fCKdWKH8Zm1jbddhJQm98C1P7D9EMIKKs8NhIv8Dj\nhnaTwx6sVv9Pf/ogFX+FUqNU/Xpw2icNld2nzsNz8VMo7xgy7HL/JwAAwGVAsAPwDjarc/2r\nYksjEYky+dFua11shHjqlbOuQM0XmWNkIsn7u2c6JiJmZFiMn0KhliverjxqPOOE5KBQgcSf\nrub9+KlP2i3ftDflRA4kokGaAa6mVJGotrvz5KmTUFyj6YYEhfw+bfT2+orq7tOv/Pkp+omb\nAADgSZhjB+AVhN07XKmOiLo1wd1BA2yK/l+eooyc8n7ule470bil5niH1UxEg4NCzjxBo1Lt\nbqlzntYnIdLelnrTqWPnZERTBqeFqH/eaiJ1QPgvoga5/vur1vozUx0RJQeffygxAAC4Fa7Y\nAXgFsbay978t/oFE5OcQSH1xf3p1WM0f1ZX9PjUzdUDYt+1NpzVDfNfe3O+/cpLYYu5JDg7t\n+2CUf+ADaZkNPZ09dnukf2Bvl6vV6ex3u4u0AeGuy34AACAhXLED8A6yny/CaUzdRBRpdigu\nfuRwl93WaOqMDQi6LjZRJb/QF7hCdvolQKvT0WYxhfsFjAiL6ju7pMN2+k4VRKSWK36TMFR+\nxicBAAAPwxU7AK8gS0wR62tc/x1o6opobzFoQoZbzDXRIT2qi9swrMLY8XlzrcFmUV5YsFPL\nFaeNnfuqte679mbX0LshQSG3DErVKFWuQ6EqvzM/AzZ4BQDwEgh2AN5hwvWOfV8qHTZyOOV7\nvhn18puyk0YSRXNs7OHbbjnwxz84/PpJVKf4aUzJUUOb6wGHcP6xw0qZ/Kb45L7zgQ/qW75u\na+r9sLbbuK2+fFpShuvDAKUqbUB4eWdH308yKgwbvAIAeAUEOwCv0G21GWLiB9aUKzb+R9Zh\nECbmtGTnNA5KVlaUDf/Xv4bsPbD576/aAwPO9Sku8kZoRmhUlH9g6oDwvk0SRHTsp1zYq76n\ns8tuC1b9uI/t5PhkpVx+3NBORCq5fFzUoNHhGFwHAOAVEOwAvILD4TgRHR//r02yDoPjj7+j\n4KDK8dfbVWrjyOH7bpv8u9/NuHpNyRePzuk9/2wjiC+ASCTLCI28ZVBKv4e77P3MqOuyW3uD\nnb9C+atBqTcOTOpx2Aeo/LC0DgDAe6B5AsArBAUFdQ8IE45o7b8cT8FBFr8Au0pNRBqHYAsN\n2Tczf8QHW2V9bq1eWqpTyeQpweE3x6fcPCj1bOdE+p1+XVBGFHHGgyq5IlTtj1QHAOBVcMUO\nwCuo1erkqChVu157w41dKUPtP90eVQrikC57S9ZIf4NR067vjo66hGt1fgplkFKZOiAiNyr+\nvK2yv4ge1FBzXBCF3pu7V0XE+SnwXgEA4APwZg3gLRISEohosKL8u8CrnPKfd3EIsTojDTYi\nCrc6TUTnb4g4lb9CWTB0zIVvCzFYM2DqkGF7TzToraZApXpUWPRVEbEX+ZwAACANBDsArxEc\nTINCZPXNgYndXYHB9NOlNYeMlOXHzWGh9fHR/V6rC1apk4PDDvU3N5iIQv38Lnazr4SgkIT+\n9q4AAAAvhzV2AF5D6LDcna14c7/NYqc+N0z1DnNWyfrjv71V7H3w1HyXFBx6XdyQCTGDlWeu\neBPJ6rjYa3wAAOCrcMUOwHsIZXfkJ+xYMbawsO6ee4wZGSSXB2mPj397kzUi/MBDBT+f2Ce/\naZTqa2ISFDL5L6LilXL5F821p3xKGYX7n3NICgAAMATBDsBr2I50CRGHVqwYvGlT/AcfpKxZ\nIyMyx8a23HzzdwW/NwcFnvkv/OSK6SkjezsbssJjv29vPm1eycjQKE8UDwAAXgDBDsBrOJv9\nVAE2R2jtfffV3nefwmolQXAGBBBRT6DqzNODVX53Jg4L+mm8HBEpZLJpSRmfNFQ2mrqISC1X\nTIwZnDIgzGNfAQAASAvBDsBryMPDgmu6zKGuj5x99hDzd/bTNTE2Mi78jPFyoWr/u5NHdNmt\nFqczzM9fKcM6WgAAjuBNH8BrqLOs9uB+j4RZnQrx9Gx3ZqrrFazyi/IPRKoDAOAN3vcBvIYi\ntssc1+8RpSCe+Vrdd6LB3RUBAIBvQbAD8CIKeWe/j9vkMvsZo0xazT3CGZfxAACAZwh2AF4k\nLqy238fPvA9LRCq5HFu1AgBAXwh2AF7E5uhnpgkRKUQKtJ8+ZzgxKNT9FQEAgC9BsAPwFnq9\nvqY19WxHh3TZ1M6fs120v2bSwERPlAUAAL4D404AvINg1LfsJzr9ip1C7owOrTf0RJFVk2Gw\nCeEhA6IjowKDE4NCZLgPCwAAp0KwA/ACooU6X3bYE88Mdk5BER47aVh0rMOplMvlcjmusgMA\nwFnhlwSAF7DuJ0EfHHCy34Mmk5lk/kqlEqkOAADODb8nALyAs5GI4iL6n0unUpg8Ww0AAPgq\nBDsALyALISKl3KZS2s88GB0d4/GCAADAJyHYAXgBdSaRgojiwmtOOxIVelLlP1CCkgAAwAeh\neQJAUs5Gsh4m+1EigYiSYo47nKrmjkRRJCIxJqwxPaGGxF+R7KzbwgIAAPRCsAOQjuULMn3g\ninQucrmYPuhQcuwxi13jrzKplDYiIttB8rtasiIBAMB3INgBSMTZTqYP+6a6XiqlXaU09Dmz\n1XNVAQCAL8MaOwCJOKqInBd0pjzCzaUAAAAjEOwApNLPtbp+yDSkznRzJQAAwAjcigWQiDKJ\nSH6WeCcjEomIFLGkuYfkIZ6tDAAAfBWCHYBEFDEU8Csyb+3vmEiKKNL8gZTxnq4KAAB8GW7F\nAkgnYDL5T+7/kLPtLJkPAADgrBDsACQVeCspzrKxhP04iRbPVgMAAL4NwQ5AWjIKKSJ5aH+H\nRBKMni4HAAB8GYIdgNQEAwmd/TwuU5EiyuPVAACAD0OwA5Ca5Yv+e2PVOXiFAgDARcGvDQBJ\n2Y6QdV//h/yv82glAADg+zDuBEA6zkbq/geRo59DsiDchwUAgIuFK3YA0rF+13+qIyJFKJHM\ns9UAAIDPQ7ADkI6gP/uh/topAAAAzgnBDkA6itizHhLNJHT+uLEYAADAhUGwA5CO39UkC+j/\nkGgnw9N08jEybz3LfrIAAACnQ7ADkI48hIIfPNcJoo3MpWTe7qmCAADAtyHYAUhKmUzq0ec5\nx/Il7skCAMCFQLADkJrmXpKdc/CQaCGh21PVAACAD0OwA5CaLIAUCec5QR7kqWoAAMCHIdgB\neIGAW8511P9azLQDAIALgZ0nACQlGMiykxyNJNeQ0NPngIrITrIA8r+OAiZLVh4AAPgUBDsA\n6TjbqfNFEi39HbNT8MOkGurpkgAAwJfhViyAdMwfnSXVERGRs8mDpQAAAAsQ7ACk46g/52Gs\nqwMAgIvjVcFONJ8oP6pr6upnV3TR1N7Y2Nhh9nxRAO5ztm0nXFQpnqoDAAAY4S3BrvN/6+7P\njBgQM3TUsPiIwVcX/vOHU29Qmd6+f9CgQQ9tk6g8ALdQZ5z1UMAtpBjkwVIAAIAFXtE8IVa+\nfOv4uXts4Rk33jVSXbX7s32vP3BtZc/e/xame0vwBHCHgJvJ0UT2H378UB5EquFESlIOJvVV\nklYGAAA+yRuCnek/i57eY03549Y9r/0qRk4ktm3/49W3lSx44KXr9y5AtAOWKSn4QXLUkLOJ\nnG3kaCDbQRIdZN1Hpg8o8DbymyB1hQAA4Eu8ITZpDxwwym/+84pfxbiqkUX96rWtL0yQHVhS\ntLFd4toA3E85hOxasuwiRzmJP60wFa3Us5ns5ZJWBgAAPsYbgl1TUxOFDBo0oM9DyqF/euXR\nkT0fPfXM7rMPgwBgg+0w2Q6f5dBBz5YCAAC+zRuCXVxcHJ3cu+fYKQ8qxjz2txmD617Nm7fT\nKFFdAJ7hqD7rIcHgwToAAMDneUOwG3PbbYPp2Ip75rxX1eX8+WHN9X99PS+mau19D7x6xOA8\n+z8H8HWKsx5RDvRgGQAA4PO8IdjJr3l67YOpwpHVU1NCBwy88SXtTwdCb13176fGmT6YnTk4\na9m3UpYI4Eaq9P4fl6nI71rPlgIAAL7NG4IdUcSv1h7Yt+HxaeOHRtiaW/tshB4y8ZkduzfM\nuyVeX4c2CmCVaij5TzrjUT8a8CeSD+jnfAAAgLOQiaIodQ0XQLToaysqKu0JN4yJk7qWy5SX\nl0dE69evl7oQ8DKOWrIeIGcjydSkTCf/a0jmJ3VNAADgY7xhjl0vh76tOzwqtHeDzGMfry0L\nm3RtztBwtX9E4siIRAlrA3Az5RBSDpG6CAAA8G3ecSuWDAdenXnT8JjY/A9sfR498o+Zd0xM\nj4wYfu/L+zp84cIiwEXCjzUAAFxJ3hDs6jZNz7l29trSCkpLj+tbUNbdRdOvHx5m1W6ae82o\n373TJlmFAFeWQJadZHiGOh4h4/NkQ2cQAABcGdIHu84Pnpz9r4qA8Y+V1rYee/EmVZ9D6Xe9\nsHHnsdbqTx/JCWjaNO/x7Z2SVQlwBZm3k+kjEjqIBHK2UvdGsn0ndU0AAMACyYPdybdX/0uv\nHLvoH8/fOLD/BX/K+Mkvbnl+orJlw5r3zB6uDuDKc5J51+mPmXdIUQkAALBG8mBXUVYmUOad\nd6XJznXW4HvunkBCWVmFp8oCcBdnO5HjjAdbsd4OAAAun+TBrr29nWQJCYPOc1p4VJSCGhoa\nPFITgBvJw/p53cnDic75tw0AALDM2XPSYBauwCeSPNilp6eTWF5eeZ7Tjh054qSkpCSP1ATg\nRjI1+WWf/qDfOClKAQAAj7NUbF29ZF7e9AfmPPvO0U4iseH9BRPjNUHhYcEhg7JuX7yj6Yy7\nOhdD8jl2SaNGaWjjp/+tezo94axXLBzaD7aVkerO4ameLA3ATQLvIiKyfkskEinI/zoKuEHq\nmgAAwP0MO+ZNuP1vx37cY+ufG7a3vv+7Lfes2us3ZOykVP+2H7774Jmb9le8d/yt34Zd4jNI\nfsVONumeu6OFvX++4+lvTWc5peuroqlLD4ohU+++WfIcCnAFyPxIM53CnqeQxylsOQX+Bvdh\nAQA44Nj/l8K/HVONW/DP3YePfVf6+vTYA4//pmh3zH3vHa/85rMdXx6pPfr29MGt/1rwl32X\nfFdW8mBHQb9a/veCVNv3z16bcePctZ9VdFh++mIEc3tZ6auFE9Kvf+m4PXbqq8V3hkpaKcAV\nJfMnRSzJVOc/EwAAWFC+fVuFbPxT7xbff82o4Vfd+NCbL9wtms3ZhYt/O1BBRETq5HteWngd\nVe38rPpSn0P6YEcUNeWNL7c/df2Ahp0vz7whLSIwIGRg6rC0+JAATVT6TbNf39sSkP3wv/e+\nPT0eFzUAAADAV1VXV1NkVlb8Tx+rU1MTSJaS0reDIHL48CgqKyu71Ofwjnub8tjJz+ys/MOn\nb67554elu78ta6rUOeXq4JhhuROuv/WemTOnjgrzhgQKAAAAcKliY2OpvazsJF3/4wq6pBse\nmtkeNlTR5xz7iRMnKTAw8FKfwzuCHRERaZJvmvPiTXOIiESH1SH3UyHMAQAAACuG5eQEi+8V\nL/zot2/8Jk5GREHXLnjt2r5nOCpfe22bQz0pN/NSn8PbspNoNTTqvt+zc8dne7/XNRqsmNkK\nAAAATAi86/nnrlFVlNyWGJkydu6Hhr7HrEf/vXTunWOy5+62JD9UNO2Suwq8JdiJxh/efeae\nMdEBAWGDhmVfc8uUW67JHjYoLCAgesy9z7x7zIiABwAAAL5Nljz7k0PvPTE1K6Ln+A/11r6H\nuvesW/Lyf3T+4+e888mL1wVd+lOIovSZqXX7I7f+btX3BpE0g8Zkj0gcNHhQdIC5raG+vubY\ndwfre0gemj3v7W3Ft0RLXekVkJeXR0Tr16+XuhAAAACQiigIJJf/3BZqrdyzqzVibM6wyMsb\nliD9Gjux8uWpU1d+b0+6bdkLyx6+Y3R43yWEJJw8+t5rTy1c/P7KqXcmHd09OxmdscAQoZuc\ndURyUg4hWYDU1QAAgGc49G3d4VE/32499vHasrBJ1+YMDb/sEViS34p1fPL8sr2W4OuKP96y\n6K7TUh0RycNG3vnE5q0rrx9g/mrp8586JakRwB2se8j4DHW9QV2vk2EZ2Q5JXRAAALib4cCr\nM28aHhOb/4Gtz6NH/jHzjonpkRHD7315X8fl3UmVPNgdLC1tp8jpS+ZmnP3ioXLYnCX3RVN7\naelBD1YG4EaOGurZQuJPr2vRRD1vkaOaSPqlEQAA4B51m6bnXDt7bWkFpaXH9U1gWXcXTb9+\neJhVu2nuNaN+907bZTyH5MGuqamJZFddNeY8p43JzpZTY2OjR2oCcDvbUaJTN4wRbdT5Nzr5\nOJn/i3gHAMCezg+enP2vioDxj5XWth578aa+N13T73ph485jrdWfPpIT0LRp3uPbOy/5WSQP\ndg6Hg/yiowec57SgmJhAcjgcHqkJwO3ErrM8biXzf8m807PVAACAu518e/W/9Mqxi/7x/I0D\n+79JqYyf/OKW5ycqWzasec98qU8jebAD4JJi0LmOWr/0VB0AAOAZFWVlAmXeeVfaOdtAB99z\n9wQSysoqLvVpEOwApOD3C1LEnvWoYCTR7sFqAADA3drb20mWkHDOP+uJKDwqSkENDQ2X+jTS\njzshItueVfff/+65z2nYa/FMMQCeIFPTgD+RuZRs+0k444q7PIxkl93yDgAAXiQ9PZ3E8vJK\novRznXbsyBEnJSUlXerTeEWwE6q/2FgtdREAHiYLJOUgsvS3jkI5xJOFmEymQ4cO+fn5yeVc\nXMK3WCwymczPz0/qQjzB4XBYrdbAwECZjP0hoKIoWiwWpVKpUnHxd5HdbrfZbBqNRupCPKG9\nvX316tUzZsyYMmWK1LVcsqRRozS08dP/1j2dnnDW16ND+8G2MlLdOTz1Up9G8mB33bKvvpp3\noSdHDHNnKQCeJZK5tP8j9mNEDg+8PEVRrKurq6mpCQgICA4OZj7Y2Ww2vV7vdDojIiICAhif\nCC2KosFg6Orq0mg0Awacrz/N91ksFr1eT0QhISHMp3ZBEDo6Okwm04ABA4KDg6Uux+02bdr0\nwgsvxMTEJCQkSF3L5ZBNuufu6H+++ec7np7w5bKxgf2d0vVV0dSlB8WQu++++ZJ/AUge7CKG\nTZggdQ0AUrB8Rs6W/g+JNnI0k3KwW5+/u7tbq9Wazea0tLSBAwe69bkkJwhCdXV1a2trVFTU\n0KFDmb+iYzAYtFqtIAijRo2KjIyUuhz3cjgclZWVbW1tcXFxqampCsXpg+4Zc+LEibKyMrVa\nnZ2dzXxk1+l0+fn53377bWFh4fLly/39/aWu6LIE/Wr53wt23/73Z6/N2Pfgn5+YM+3q5HB/\nORGRYG6v+OqdVUv+8ve9zfbYqa8W3xl6vk92VpIHOwBeWc85b1vuxutJgiDU1tbW1dWFhYWN\nGjWK+csbBoNBp9M5nc4RI0ZERUVJXY57uVJOc3MzPymnvLxcpVJdddVVzKccq9VaVlam1+sH\nDx6clJTE9iV2URRXrFixdOnStLS0AwcOZGVlSV3RFRE15Y0vtw+cfv9zO1+eufPlmTL1gNjB\ncRpzc11zp00kItmA7Iff2rxqWvxlLJ1AsAOQiHj2+ZOKSJJHuOlpjUajVqt1OBwZGRlcpZyU\nlBSlkvF3vPb29rKyMrlcnpWVFRp66X/x+wSbzVZWVtbe3s5DyiGipqamioqKoKCg3NzcwMB+\nb+Ox49tvv83Pz6+qqlq4cOGiRYuY+vtEHjv5mZ2Vf/j0zTX//LB097dlTZU6p1wdHDMsd8L1\nt94zc+bUUWGX+aPM+NscgPdSDCSh32wnI839RFd+qbvD4aiurm5sbIyJiUlNTWX+dmRvysnM\nzAwLC5O6HPfiMOVUVlZqNJqcnBzmuwfMZrNWq+3q6kpMTBw8eDDbfTA2m23x4sXFxcXjxo07\ndOhQSkqK1BW5hSb5pjkv3jSHiEh0WB1yP9UVfMUi2AFIJOBWsuv62T1MNdwdXbF6vV6n0yHl\nMKmlpaWiosLPz2/s2LFBQUFSl+NeZrNZp9N1dnbykHJEUayvr6+urg4LC8vNzfX1FWbnVVpa\nOnPmzJMnTxYXF8+ZM0fqctxNtBqaaqqqa5p7NHGJScmJA0P9rshPM4IdgESUCRT8MHW/SaL5\nlAc1917Z57HZbJWVla2trfHx8cnJyUzd1OhPb8rJzs5mvmGQz5QTGhrKQ8rhqr2pq6urqKho\n3bp1kydPXr9+fVxcnNQVuZFo/GHL35b9ZfX7h9qsff6yl/lFZd4x+8mn5t6ZEXJZL2SZKGK7\ncY/Ky8sjovXr10tdCHgJkewV5Cgn0UnyIJIFkCL+CvbDuhro/Pz8hg0bxknKMRqNSUlJPKSc\nxsbGqqqq4ODgYcOGMT+9pTflpKSkMJ9yXE3c9fX1nDRxv/vuu3PmzJHJZC+//PJdd90ldTnu\n1br9kVt/t+p7g0iaQWOyRyQOGjwoOsDc1lBfX3Psu4P1PSQPzZ64RdGDAAAgAElEQVT39rbi\nW6Iv+SlwxQ5AWjJSpZHMj7rfJMHw42PqTAp64DJ3/LNYLDqdzmAwJCQkJCYm8pNycnJymF9a\n3ptyUlNTuUo5o0ePVqvVUlfkXr1N3CNHjmR+VE17e/usWbM2b948bdq0tWvXMt/xI1a+PHXq\nyu/tSbcte2HZw3eMDj/l/olw8uh7rz21cPH7K6femXR09+zkS3zTRrADkJyTuv/xc6ojItsh\nMu+ggJsu7dOJotjc3FxRUcFPytHpdCaTiZOUw+GoGofDgVE17CkpKVm4cGF4eHhpaekNN9wg\ndTke4Pjk+WV7LcHXvfTxlrkZZ8YvedjIO5/YPCL45l/86bOlz39auO7mS/sJQLADkJqzmQT9\n6Q/af7i0YNfT06PVak0mU3Jycnx8PNsX6vqmnNzcXOZTDkbVMIyrUTV1dXUFBQWff/55QUHB\nqlWrmF9I8JODpaXtFDlzSX+p7ifKYXOW3PfsZ2tKSw/SzWMv6WkYf6kA+ABnez8PiqaL/TSn\nNdAh5bAEo2oYxlUTt2vs8DPPPJOSkrJv376xYy8tuviopqYmkl1/1ZjznDYmO1tOpY2NRAh2\nAL5G6CbzNrLu7+eQ4uK2RDQajTqdzm63p6enx8bGXpnyvBVvKYe3UTXl5eVtbW08pBzirIn7\nhx9+yM/PP3z48Lx585YtW8b8VdgzOBwO8ouOPt8GKUExMYHkcDgu9Wl4+98K4DVs31PPJhJt\n/RySBVDgrRf4aZxOZ01NDT8NdHq9vqysTCaTcZJyMKqGVVw1cdvt9ueee2758uXZ2dmHDh0a\nOnSo1BWxDMEOQAqCnnreJtHezyGZmkIeI/kFLbJxpRwiGj16dHh4+JWt0dvwlnJ6R9XwkHIs\nFotWq+Uk5fRt4s7NzWV+hdm+ffsKCgoaGhqWLl1aVFTE9jfXGyDYAUjBrus/1REROUh+/r3M\neWug6005POz1jlE1DOOqibunp+fJJ5989dVXb7jhhtLS0vj4eKkrkp5tz6r773/33Oc07LVc\nzlMg2AFI4Ry9EaJAXa9R8Eyis2Y1V8pRq9W8pZwhQ4awveiKt1E1vU3cPKQc3pq4t2/fXlhY\n2N3dXVJS8sADD0hdjrcQqr/YWO3ep0CwA5DCuXsj7OVk2UX+N555xGq1lpWV6fV6TpaWNzU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NN6NGjZK6IuAFgh34mI6ODp1OR3ykHA73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\n98rBDqsPygAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(dpt, col_by = 'branch', divide = 3, dcs = c(-1,-3,2), pch = 20)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.5.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}