{
"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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AYG3rfFHnj217Z4oIA0xteM7+pU36zN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\ncnR4cmVmCjEwNTYwCiUlRU9GCg==",
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ehHFJfJvXs5X3lm7t596pLuUxffjzl96OD+kDU//rRx/muHLppEBue9HVujRg2R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\n"
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
}
],
"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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3ddmuXdr8ptrvm5ZiYnqwZ/xevEsNSjzCeY8G6YEt0YmQETPPuHiohNBN1S++Kx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/C0x4Cua37daNXYc0BXp1cJ4EwYigUAAC/x549/W1KdWeKp5G1rdtvdedCYfkOv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vI4fGTH56mtBJBBhnnE0vySoROgnDB0W6\ntjzPW5ZXtvL573XqRk9Y3rVcADCrOg6HEz4oYvITk51cGiVjQ13D/z7ZdPPUTVMz1pdkYmpC\nYWaRpXdNIpNMenSCs4vztpXbKwoqzEdhi3+bMOgMD7861/T7ime/sipEm3vj1uVjV/unJtqe\n9KEX5nzw5ApLPWo00r+u+N+zHz/Z0rUTejYOiYolsq69tEXY0TVph65Rw0dE3Pacn/v+yS3q\n4aPHTxgT504CYwkEQp9mwtPTtq/4vSSj0LTp6uc2adlMWxdUW8AMs/nd3yrzy82W9BM3AGDS\nU9N+W/5L4e0Y1X2rd499bELytCGsnRxcv9+s6pq47UNjGGbsQ+Pc/JqqoW/6dLNJ1UEL70gO\nlzNwwsDQxNC/f9ieczUXUShiQPjUhVNk7rKda3Yf2HiwafwI2aZCcfF0Mf9u5YEzUZBZxCrs\n6muUtkG4V0/e0OsM/J4RdExoH8ghHjuHeAH7NK3oMsOtP55/YOH3JyvuWlW70yzsyk6v+WDN\n9x8gl0FPfrP2oweiSBpxAoHQZ3Fyk85+d35xekFtabWzm9QvJvDOVB0AlGQVW6o6Exmn0rgi\nvlnVAQBtpPes3BnSL9QjgGWdXGF6ga2RAsSYSkVgnHUx0ye0MfmqRqUxqzoAAIRsnXZTnpgi\nFAt9Qnye+OBxjLGl0+XUjtOWLW1DKigONXBcknlTKBJoVNYRdS0tp9M2sMTeMQyj0+iIsOuN\nIDJr2jOwK+wqN88deP/mGq+hj/x74fCmmCm46/2jfyb/9fvaH375du6oemnGL1PIoggCgdCH\nQeAbpfCNUrTe0i6qapasb5hhMs9lWBsxzjiTbiXs9Fp9XXktxWWp+2Opt2hD02SoqkZl5RVD\nt7UdBpC5Se9+alriyATLvZZjqK+qb34sIAyWea4CI/wtg1jjh8Ud+eNYs0MoFD+EvZa4bwjL\ndLbMTeZEao71UhzksSNisZ3YEXb0yf97eXOl++yNF3+937vZ91Ohz8BpiwdOW7h4yoMD71+3\n7P1nJ38wiNx5AoFAsI+seUo5Exwuh2bLBmeZDUSn1u1aufPC7nPYFL9gg6UrLcAi24jMXcbl\ncZsCezE2vSgpigpOCJ65dKZVtTFLEEJyT3l1abWV1fJsYqnE0sk37fEphVlFOddyTZtcHmfm\nk9N9gr1Z+w+KCkgYGnflRLMi8dMXTHZM9QJCV+CQ/3fkeWgndiYUsvfuzYHEZ9+1UnUWx/re\n98r8cMg6dJhlVQWBQCAQmuMV7KWIDbQyJozt78UmfbwtjFtXbDm/62yj781mXRrGTUorZmhM\nSL9Q8y6+iD9o4kBzQ/O/GYbJvpT93XPfqetZcuCZGT59KIvV4vzXT9889ucJ86ZEKn7hm6VL\nPlg49dFJ9z878821r42elWqn/yffe3zagsnuvm5cHjcwUrHk/SdSZwy3057Qw+lJCYr/udjx\n2OXm5oLTrP52szPHDRsmhT/S0wH8O3tkBAKB0NdA6N5X5+xdtfPG4asYYw6XM/DulNQHxxSk\nFax742fGIp7UL9I/MiXa9Luyqv7miRvNegEAgMSx/aSuUr9w/4zz6cVZxSJncdyI+KQJSdCc\naUumCZ1Ex34/ZrBJCKyqUZ3fe37EvSNaGu+Y2aNpI7N33T69Tg8Arj6ulcXWCfyO/XV8xIxh\nFoND8UNj44eyT79awRfwpi+YMn3BlLY0JvR0EAKHpDvp/C77NnaEnYuLC2CDgQZgWdDRCKPR\n6EEk6kBCJwKBQPgHIZKKpz1376Qld5fml0o9ZTK5rLKgQtegnf7sjGtHrpbklAglwqghMcPv\nH2kO0aitqGMt4Zo0fmBQfDAAxAy3p6I4XM6kxyZOeGT8/z34f3UV1gW7KgsrbQ+hjfSNUzeL\nsoowZmKGxIy6b+StjHyekHtuz4XDm45aNa4uq7HtgfAPxFHBE0TYtRM7wi42Ph41nD59DWaw\nxKmbYC6ePK2FmJhoRwyNQCAQ+ig8Id/F11Wr0mz8z/rMs+kmo1eI90PvzreNhJW6OrN2Im1P\nLl+KQ0ldpbbCTiK3jlQoLyhf+drqisIK05zr7rV73Xzd7n9hlpOLXObGUuzLxYNl4SDhn4lj\ngieIsmsfdoSdZOSYZM6Or59d8eC+52LZQs91F95Z8k0eP+XpMS4se1uE9atnu8AYd7yTLqN3\njRZ624B712hN9K4B967RQq8a8L6Vu7PONsXDluWUbnr310XfPG0V9yr1kIX0C825lG1pDIoL\ncvFxbdfFJo5OLGieKoXiUAmpCc1SBBuMq15fXVHYLCdLVXHV2rfXLflqcezQmL2/7NM0aC33\nDpmS0mPveY8dWEt05YA7XzAhBwVPdH6XfRt76U5Cn1zx/JrRH700fmLRf9578eEU7yZ1Zyg5\n/uN7L7/13Tmc9O6qpRFtPBnDMHq9vqqqozUWGxoaGhoaOthJl6FSqVQqlhwHPRaNRqPRsOSX\n6pkYDAa12t7q755G77q9er2+d91enU6n0/WOAtZ6jT77XJaVsbqk+saZ6z6Rflb2MY+PxT/i\n3Is5ps2gxOC7Hh/X9s/S7AvZhelFgCBicGTWuUyGYQBA5CQa+9hYrhPX3E9ZbtmmT7bUllt7\n9QCgob4h83xm3Ii4ua/P2fbd9vKCCgDg8rnD7xkaNyqm45/qDqK3PAwmjEZjl91JJycnobDz\ny/ISj11PwG4eO/GQ/9uzDd0/96MVjw/5+gVFaFhIcIAbVZOfnZWZVVBnAOd+S/635eXYNhef\noCiKx+O5uLTLwdeM2tpajLFYLBYI2DNe9jTq6+uFQiGfz2+9aQ+grq6OYRihUNhblk0qlUoe\nj+eIjydHUF9fT9N0L7q9KpWKy+X2lturVCqNRiOfz5dIekcWtNL6EswwtnZEI9sPSRcXl4ff\nmV9bVlNTWiP3cnHxbtOnKG2kj289fnDDYctUwDEp0YljEoVioSJKYVkilmGY/3650nau1kx9\ntZLH48Unx8UOiqkorNSoNN6BXkKJ9eNRVVqdczXXaDCGxAV7sSVY7hq0Wi1N073lYVCr1Tqd\njsPhSKVdlBWWou4wybYdEEIUEXY9gFZEGeUz7oPD6XM2ffPl6t93H7tw+OY5AAC+e/TQ2Ysf\nevZfDw/1amd6cIQQh9NyMEbboCiq4510Gb1rtNCrBowQ6l2jhU76E+gaEEK9a7TQq26vRO7E\nE/AMOoOV3d3Po6VLcPN1d/N1Z93Fytq3f2lWdgIAAG6cupmQmhCdbL00uji7pLKo0s5EoNxT\nbrq9HA7HN9iHtc2uX/ZuX7PTaKABAFFo9MyRs56+p1tKQpGnt1voplqxtac+e/bFH3ZdrXKN\nm7BwxVfPDbZZ9lnx3V2eSw5YGPxfOFXwcXInDrMH0QZvG+Xab/Ybq2e/AdioqatR0iIXVyce\nEdAEAoHQAbh8bvzYfhe2n7U0egR4eoewp/NtLzlXc21VnYm0M+kDxg6wMmqUajC9RBHcrkzR\nhNxTHp5kN/kVwI0zaX+u/Nu8iRl8YPNhv1DfoVNS7mD8hN6IQ0R8a33mfTV91Gt1j3y5Zrlv\n4frXlqbO4GccetqqSkxOTg4MembDy6m3RY8oIrzzR9pDaPM0KgAgrkju0TvmkAgEAqHH03/S\nwMt7L5rLTmCMy/PLsy9lh9rPH9o2ijJbzBxv0Fu7CQHAM8DLVG0MABBqlgU5rF/Y1MWTeXx7\nEzR1lXXrPtpga79w6BIRdv8UUHcEOtBnvlhxJPLV698/EYMARgeVnIpb8fXZJR8OspxrNuTk\nFHgn3zv7XnvpsvsMbRN2xurM85fScnNzcm5VgVtgSEhIcFRiUrhre2QhgUAgECxJO37DeioW\n49N/nOgUYWdHh7l4ydPPpnsoPFy9Xc1GuYds4PiBZ3c3ehBNc2rJEwfdvfhuiVSiVCrtByL8\n8MbqmnKWhHYNLVS2OLv//LmDF1W1Kv8wv4lzx7mwFVuzRavRleaXOcud3bzufK02wUEgRwVP\n2N2dvW9/XvDUqTGmVih26uSgt/fty4ZBlh65W9nZdOiIEIOyuLBG4KtwE/TpWcfWpBldcWbd\nx2+/883ObOs/Tkno5KfeePvFBwe59+4lAQQCgdA91JayKKFqm9IOd0ZEUjjFoRjaOj6Dy+ce\n2Xz0yOajAJAwMv6+5+4TOTfOxMx+/j4PP/fjf52oq6xz9XZNvXfk8HuGtWWVfUleac71PNZd\nPkHWM8tqpfqDJ1cU55aYNtMvZh7ffurFr5cGRgbYHN0ETTNb/vvnzl/3mereRvYLX/DaQz6B\nXq2OjdCVdEOt2KKiIlAommZeFQoFlJSUAFgKu5ycHChcO9P3hXOVNHBdkx75ePUXjyX0jsia\n9mNX2OFb62aPeGRLAZZFz/jXI+MTgxX+vi6orrigIPfK3rWr//ho/q4N2385tnGuok+LXwKB\nQHAEYpnY1ihxceqUzl19XKctmbbtu2307UplPD6Xy+c2KJu+pV85chUAHn7rYdMmh8sZ9+DY\ncQ+OpY00h9uOr+y1leyxtDwBb+yc0ZYWnUb39iP/V11WbWnUqrWbvt76wldL7Zxi68pt237e\nZd5Mv5T50dIvPty4nC9oZwQfwWFwJeKgGRMtLXXp2bXp1jl97COPDJNFhlpa9LUtRmoDAFNZ\nWQ3Ozk05vKVSKZSXlTVrVFVQil1dkpZs+nNmtKj08NeLH14wTRh8/evRfVPa2RN2xasXL95S\nIB//6aFN/4qXWmm3xS++ff3L+1OXbVr05OTRf89nj5AiEAgEQktEDo0+8+dpq6QnCaP7dVb/\nQ6cNCe8fdv3EdVWtyifEx83H7eul31i1uXbs+sltJ3Ov5Rn0hqDYoKF3D+EJeO1SdQDgyjYx\nihAs+WChVfzs8R2nrFSdiayrORhjO/6eA39YlzKrLIiGKLUAACAASURBVKm6cvLawFH92zVU\nguMwqjVF+49YW9vp96nNyKrNaKYF5ZFhEn/fltpTLi4yKFOpABoT7yiVSnBRuDZr5LZgh3LB\n7Q3ZlLd/fnlH4Hu/HP5q9OQ+6ZWy42Mv/G3V7ga3WSs3PGej6gAAkHPs0t9WzXZX7Vi1sdhx\nAyQQCIQ+irvCY+aLs8TSRr8dxeUMu29k0sSBnXgKD4XHqNmjpi6amjQuSVXHkindyDCbPtty\nbu/5y4ev/PntX58uXNFQ177079Wl1Q21qrCEUCt70uj+UUnW6esLMgpZO7E/hWfQG5Q1Slt7\nFZtGJHQbCBCFHPFj76Q+Pj5QXNykQoqLi8HHx76zKSAqSqQsK+s1meLbiR2P3Y3r1zE1YvIE\nO0tU5eMnD+FsPHLtBkCLcppAIBAILRA7Ij4sKaIoo9CgM/iG+zm3UBbWkor88punbmqUGp8w\n37jhcRSnrZlmXb1crSwYg1Vak/KCir3r98cPj60urXH1dgmJD7EjuapLq9d/tCHtXDoAIAp5\n+rpVlFRjjBGFhk1JmfX0PbaH8EUCAOtcKgAQlRRheaKygvK0ixkMgyMSQv1CfHl8nrNMorRR\nnG6e1ldE6EYcFDzRis8vesIExdu7duX8JyEEACB3z56sgIkToyyb6PYu678wc+mB7YuCAQCA\nuXn+oiZkSjzLSog+gR1hp1QqwS8y0u4UtDgyUgHb6uxNgBMIBAKhZQRiQUg/a3dXSxzbcmzv\nT7vNy+aOhPjMf+9Rp7Yty/MJ9QmOD869mttkQthGYuHj244f3HTItOEf7jf/zYc9/D1se2MY\n5vtXVxZlN7pKMIMri6sGjR0wft44Nx83oZi9OFDC0Nj9mw5ZaTuBiD/7mXvNm7//8Nf2tbto\nmgEARKG7ZqbOXXa/QCy0EnYSZ3HCkNi2XDihy3BMgmK7fVIpi5cN+WH5/DdivnjAt2Dd0nfT\nhy3fOJgCYM6vfn5dfuqyt2cEjr5/IpX6ypxF2udnD/auP/nD6x8XTl25rDNd4z2KVr7qtZoF\nm8slKU8IBAKhKyjPL9+9aqdZ1QFAaU7J7tW77BxiCUJo/vJHBtw1wPT25XA53sHWIasMxnpt\nUwaWwsyiNf/5hbW3WzfzzarOzMVDl919W1R1ABA7OHri3LGIasp45h3g+d7G5d6341svHbvy\n10876NvBvJjB+zYf+n3VtsoS62BhiqJ4JHKiR4EQUA74aU0sRj23Y9ervvufnzBk4ktHFf/e\nt31ZGAAATtv2+ec/Hi4FAO7QT08deCUiY/ULM8fPfP7X+sk/n944r3MSgfdEiCwjEAiE3kHW\nuUyMrT1s6afT2t6DRCaZ+9oDs567t7a81s3X7cL+i799aJlV2KZ3gMLMwvKCcpHcOjl9bUUt\n3Ha7mV+8tJFWVisFfuzCDjMYUWjWUzOSxw+8dvqmQWcIjQuObV7c7NzBi7YHXjp21daorFOp\n6hqc5Z0TREzoFLphKhYAQD7ylQ0nXrEycuZtxfPMfXiMePmXgy939tB6Jq0Iu/qLm7755pyd\nBrfO13bqeAgEAoHAjl6ntzUatCxlJOzDF/I9AzwBYMBd/c/uPpt1Kdtkb6lQrKq2wVbYCcVC\nc3tLeXds28kZi++2anzzbPrWH7YVZBYIxcJ+IxLuWTRt0oPjWM+lVmlsB6NXs+RG5nA5dlyD\nhG7BIVOxjsiN16dpRdhV7//06f1dMxICgUAg2MM3jCVKzTfc74475HA5iz9ZdGbn2bSz6cXZ\nxeWFFazNPPzdTb/oNXqQNhrTL2RaNTNJsb0b9qdMGuxtkTr42qkbX774HWYwAKjqGo79fTLr\nas6ba15hrY3hF+xz/sglK2N1Za3EWWyZgQ8ABoxItF/ljNDFINRdHjtCM+wIu5TnN2+e06ZO\n/EghQAKBQHA04QMjQhJDci7nmC0cLmfcfHbXVxuhKCplSnLKlOTtP+7Yu36/rdcOARKKhTt/\n2XX8r1PqerVYKh4xfdiEh8bnXM9l6w8wgzMuZloKu+0/7zapOjOlt8qeGf+if6jvxHljhRLh\nrbR8iVQSlxzj7us25t7UHb/uNZWXMGPQGwaPHXjt1I2aysY5oojEsPkvz+3IhRMcQOvr4e6o\nV6Ls2ocdYeeXcu+9Le8lEAgEQpeCEHr4nfnHtx67fuy6Rqn2CfUdM2+Md0jn5IcPiglinYv1\nDfP9/Zs/jv11wrSprlfv/mVvVWm1ndA6xlrGldq2MRqMeWn537+xGuPGOAken3f/0/eMmTXK\nO8Cz0CYsw6g3fLT5P9dO36itrPMP8Y3sH05m6HocjvHYkf/P7YUETxAIBEKvgcvnps4elTp7\nVKf3HJMSHZ0ceeN0uuXyNoqiJjw0dvXytVaNz++7MGb26PQLGaxdhcWHWG6KnEQqmxR0TflO\nEAWYAQCD3vDb55ujkiJlrjJbYSeRSoQiAakz0cNxjNomyq59tDWzJYFAIBD6MAihJ95/fMbi\nqWKphKIQohCHy6EZZsOnmxiasWqMMQ5LDAmODbLtZ+Q9w/2bL/tLGsVSJM0sHi1f2gzDXDp2\nZfCYAbbtk+9KYukE44riyvysQoPeaLuX0PU4pPIE0XXthHjsCAQCgQAAUFVctW/DQXV9o3eN\nZmgE0FCvZm3s4uny/DdLz+w+e/10WkleCcbYJ8h70NiBYYmh1WU1ltVj735scllhxcXDl82W\nlsJvAUCr1k2aN74wp3jflkOmlXk8Pu/ehdOiBlhXJ8u4kv3j+2sLc4oBQOwkmrV4xoT7x9zZ\nhRM6B0TW2PUIiLAjEAgEAgDA9tU7VbXW9WRNL1UrKeYT5O0b4oMQSpmUnDIp2WQsyCz6bcX/\nvnttJQDI3KQzl0xPHj8IAPhC/pL3n8i9kZd5OfvPVTt0WpbcJWYUYX6IQg8+N/uuWaMyr2Tz\neNzIfuGWMtFETUXth89+rlVrTZtqlWbtJ79JnETDJw+5s2sndBwHlRQjLrv2QoQdgUAgEAAA\ncq/lse9oXtzVL9T30bcesXrd1lfXf7b0K/XtjCR1VfU/vfMLX8Dvn5posgTHBAXHBPkG+6z6\nz1pVXZN8tEy5HBgVMCC1HwBUllbv+m1fXtotsZNYVd8wZmYqp3lJ3OO7TptVnZn9vx8mwq6b\ncYjHrvO77NsQYUcgEAgEAHuuEYQAJi+cKBQJ/IL9QhNCKMp6ffbp3efUSutJ24NbjpiFnYm4\nlJj3N7555eT12oo6nyAvJ5nkrx93mATcgFH9ps6fxOFy8jML31v8iVm33TiXdunYlRc+e9bS\nG1RVVm07ygqbsmOELsVReeyIsmsfRNgRCAQCAQAgvH/Ymd1nrYwmf5qLt7z/mESRWCSVSm0P\nBICqUhZRlXcz//Kxq4nD4y2NYmdxyvhB5s1/ffa01VFb/vunlTfu2pmbl45f7T8iwbR59uCF\ni2xFxty8XFnHRugqHLPGjtBOSFQsgUAgEAAApjw2ydWbRRt5+LnPfWUOh9ti4joAkLqyCD69\nVvftqyt/em9d28dQW1mXdr4xi4qlRsi61piWedvaXZ+//H1FcaXtsWNmjGj7iQidDwJEUZ3/\nQ8RiOyEeOwKBQCAAAMg95a/+9NLxv07cupkvdBK6eruKncSu3i4RA8I1Wo1OZy/oYdBdA3b8\nvNuqYoTJ23dq15khEwdHJVmHtdqSdiHj8xe/1Wl15je5eXUfl8cFAL1Wv/XH7TY7QSDiz1o4\nPXXa8DZfK8EhOGQq1hF99mmIsCMQCARCI3whf/T9o1h2WAcqWOPh77HovQXrP95QW1FnslgG\n0qZfyGiLsFvz4XrbkAgT8SkxAFBaUK7TWOrLxlf+M+8u7j8inu04QldCpmJ7BGQqlkAgEAid\nQPyQ2Hd+e9NJ5oRt0qNYhr62RHVZTWl+ma0dIZg0d1xYXAgA8IV81mOdXSR3MGBC54KQgxIU\nE7HYPoiwIxAIBELnwBPwIgeyeObCEkLtHKVRaYpzSxpU7JmQZzw2dc4zjYXLvfw9fAK9rRq4\neMiDowLvaLyEzoZCnf/TurCrPfXZwyOiPeWeUcMfWnGm9o7b9BHIVCyBQCAQOo3pj09Jv5Cp\nrFGaLf1TE2OTo1kb11XVrft04/lDlwCgpeCMsoIK2kib9iKEFr/16GcvfVtb2Tjh6ySTPLn8\nMfuBHYQuAjkmmXBrXeZ9NX3Ua3WPfLlmuW/h+teWps7gZxx6WtH+Nn0GIuwIBAKB0Gl4+nss\n/+W1vRsP5qXli51EicPjB49LYn3fYwZ/8eJ3eWn5pk3aSCNAuPksLgY4see0WCp66Pk5Jkt5\nUQWPz0UIKIpShPktevvRgFB/VX3Dob+Ol9wqdfVyGT4xxcvfw9GXSWADgU2Cw87o1a6yo898\nseJI5KvXv38iBgGMDio5Fbfi67NLPhxEta9NH4IIOwKBQCB0JhKZZMbCqa02y76ea1Z1JhBC\nCCMGGKuWB7cemblwmsRZfHzX6e/e+tFkZBjmVkbBFy999/i/H1nx0rfK28XQ/vhp+8LXH0ka\nlQiELscRHrtW+szetz8veOrUGFMjFDt1ctDb+/Zlw6Dw9rXpQxBhRyAQCASHo1Vrj+84XXqr\nTOrqPOiuAd4BXlWlLNUjAIE50AKb/kFAG5lrZ24k3zVwx/o9Vs3LCiu+ffNHpUWJW4Pe+OOH\n66KTIgRi9kgLgqNwVOUJu3uLiopAoWiaVVUoFFBSUgIQ3r42fQgi7AgEAoHgWIpzS1Ys+9q8\nMG77z7vm/ut+rwBP25YcLoc2MABN8g4wYID/vrVG5iotLSg3WQCa3ve25cW0al3m1Zy45KjO\nvg6CPSieQB7bz9KirSjTVrBEOttB6OEl9PCytNAa9qgaE0xlZTU4OzubDVKpFMrLytrbpi9B\nhB2BQCAQHMu6TzaaVR0AGA30b59vjhvCElGRPG5gzs28otwSK7vRaNz49VZnqUSrvp3Hzm4G\nFaPRaG83wQFgo74+O93K2F4fnq6qXFdVbmkRunvxZS4ttadcXGRQplIBCE0GpVIJLgrX9rbp\nS/TNlYMEAoFA6CHotfrMy9lWRoPecOHQJStjzMDIh16Y89S7T0hdZbb95KXdkshY8tU5Sa2N\nFEUFRQZ0YMiE3oOPjw8UFxebt4uLi8HHx6fdbfoQRNgRCAQCwYEYjTRrgmJ825WDATBgDCB2\nlghEAr8Q32nzJ9m253A59RZr6czEDY62cgtNmTfezatFHw/BUSCKIxB2+g/F5dk7afSECYrM\nXbsaSwlD7p49WQETJ0a1u00fgkzFEggEAsGBiJ1EXgqPsoIKK7tFahPTf/HZQ+d//8Fz5sJp\n8cnRFEUxTLPw2PiU2JsXM2z79/L3fGf1a3+v212UW+Lm5Tp6+vDkMUlqtb2FWQRHwBVLZJFx\nXX1WKmXxsiE/LJ//RswXD/gWrFv6bvqw5RsHUwDM+dXPr8tPXfb2jMAW2/RN+uyFEQgEAqGH\ncN/TM6nmGc48/T0a1ZzlWjkM29bszLic5R3gdf+SGZaHePq5z1t2H+sEa3BUYFhs8LL/W/zx\nhuWvfLE0eUySYy6C0EOJem7Hrld99z8/YcjEl44q/r1v+7IwAACctu3zz388XGqvTd+EeOwI\nBAKB4Fj6DY9/fdWLu9btLcoplnvIUiYMDohUvPfER1qNzrbx5eNXIxLDJj84Pj4l9uzBC8pa\nVUC4//DJKTw+b9aiaWkXMw16g7lxRELowFH9bDsBAE2D1jISktB3kY98ZcOJV6yMnHlb8bxW\n2vRNiLAjEAgEgsMJjFQseucxS8u/V738zoIPdFq9VUuzRRHmpwjzs9wVFhfy3i//3vLDXzk3\nb0mk4v7DEpxdnVe9/4tAJOg/LD4hJRYAtGrd//77x76th7VqrcxVOvXBCXc/OIFyREUEAqFH\nQoQdgUAgEBxO2oWM/ZsOVRRVunm7jbl3ZGxytF+wT1xK7PlDF61a2g9o9Q30Thwap6prqCqr\n3rlxn1qlMdl3bdw/6u5hi96Y/8Xr358/etlkrKuuX//lJmWt8sFn73fERREIPRAi7AgEAoHg\nWA5uObJ+xf9MvxdmF18+fnXWkhkT542d/tjkq6eu6y2cdoow/5Txg0y/Y4xzb94qK6zw9HMP\niQ4yhb6ufH/t4b+OAwBjk8ju0LbjYbHBZlVnZtfGA/ctnCEQkkIUhH8ERNgRCAQCwYHodYYt\n3/9lZfxz1fbU6cMUYf7L17z2x6q/s6/lYsDu3m6Dxw7UqnUcrrG8qOLnj3/LutqYoiIkJmjJ\nOwv0OoNJ1QEAsgyrvc3Fk9fYBqCvLK3yC+qzecsIBEuIsCMQCASCAym9VaZVa62MBr2hIKso\nol+Yd4DXvYunf/bCt8W5JZUl1TcvZq5bsZGm6ebhspBzI++rV38YN3u02WKr6gCAw+XYGhFC\nUjmJoiD8UyDrSQkEAoHgQLg8FrFlaV/zwfriphpimKZpbFMwDGPIy8jfvnaP2YLYisMPHNnP\ny8/DypiQEussd7qjsRMIvQ8i7AgEAoHgQHwCvV09retAOLs4B0QEAIBWo7tx3lxgtFHOIdMP\najRhDCYPXXFeCYUQhdjLj0b1Cx86fvALnzztH+JrNkYPiFjy1oJOvSACoUdDpmIJBAKB4EAQ\nhea/Nu+711dpGhonZAVC/vxX55o8dnqNDjONeg4DanLVIQAAhAAzYOO/A4RMrRHT2BZzuNwn\n33qUw6ECwxUf/7r88plrlaVVIZHBoTFBqAUhSCD0SYiwIxAIBIJjiRkU9e5vb57YcaqssMLD\n133opGQXT7lpl7PcWeYmrauqBwBbAdeisXGFnbneLNBG4/kjlyc9MBYAOFxOVL9wmg4hCYoJ\n/0CIsCMQCASCw5G5SSc9NN7Wjig04/GpP3/4K7AFumJWpXd7p9V2bVVdh4dJIPR6iLAjEAgE\nQncyesYImat0+y+7i3JKNGqN5S7UghMPELIVfd4KT0cNkUDoPRBhRyAQCIRuZsDIxAEjEwHg\n1QfeLs4rbdrBmq2OLdeJq4c8ZexA0+9V5TUH/zpSWVatCPZLnTrMSSpx2MAJhB4HEXYEAoFA\n6Ck8+Nzsz1741qA3mC0RiWHpl7Ms23D5vHnL7hOI+Bu++b2mohZRKH5wzPwX54okIgA4e+jC\nl2+s1Gl0psa///j3SyueiUwM78qrIBC6ESLsCAQCgdBTiB0U/f6vb+7esL84r0TmJotMDOPy\nuKFxwWmXMqvLauTu8pSxSePuG80X8gFgxOQhtZV1IolQIBKYDtfr9N/95yezqgMAZZ3q2+U/\nfb7lPRIbS/iHQIQdgUAgEHoQnn4eDz0/R6vRff/Wjz99uN5klLlJH3/9kcShcVaN5e4yy83s\n63mq+garNiX5peVFFV7+ZAUe4R8BSVBMIBAIhB7Hxq9/v3Dksnmzrqr+m9d/+P/27jMwinJh\nw/A727OpJBBK6L1DKALSVKSLKKCIqEixi2IDUYoCKgqK+omA/aCgWBBQBFSaUpVepEsNENJ7\nsmXm+7EQQxI0kM1MZnJfPzy7b2ZnnsxZdp9MTYxLTk1KyzvZ6WMxW37ddmDHYbfLI4Rw5dmH\nm9eVxgHjYYsdAKDU2frrn/lGsrJynuo/3uv1hpQL7j+8b+e+7ee8/Nm29Tt9P61YtcJjL4+s\n1aC62WL2erx5XxgYEli5WkWVcgNaY4sdAKB0UWQlIy0z74isKIqieL1eIURqUtrnb3316mOz\ncludECL2TNzMZ2db7dbb7u+Tb25DHx9ksbIVA2WFqu91WZY9Hk96enox55OTk+PxePwSqaTJ\nspydne1262MvgKIoQgiXyyXLstZZisTr9ebk5Pg+60s/31p1u93F/yegDo/HI8uyjt4MQgi/\nfMKow/exoJe0vo9cr9erWuDIqPKxp+OEyL20Sf5L2p04eDLfS1KT0v5cv6PvPd2r1Ky4ZumG\nhNjESlUje9x5Y8OW9Ur5eva9GdRcvXa73Wq1qrMsqEztP2J8RaeYM3G73XqpSkJvaYUQHo9H\nL71ZXPprQesUV4HVW6K8Xq9eir6P7tKqFvimQV2+nPWdcvmdY323EfuXVyXGJWVnZzdqU79R\nm/q5g8X/0lGHoiiqRbVYLBQ7o1K72EmSVJw3k68hmc1mk0kfO5Hdbre+0gohTCaT2WzWOkuR\neDwek8mkl9Xr8XgURdHX6pUkSUdp9bV6fQ1JR2llWVZz9Xbocd3Sj1ZkpF62Q9Z3wRIlz3/z\nqVKjku8rRo+rV5Iki0WlL2W9fGziGqha7Ewmk9VqDQ0N/e9JryAhIUFRlICAAIfD4cdgJScp\nKcnpdNrtdq2DFEliYqIsyw6Hw+l0ap2lSFJSUmw2W0BAgNZBiiQ5Odnj8djt9sBAfVwHPzU1\n1WKx6OjN4Ha7rVarXu777tvpFhQUpHWQIklLS8vJybFYLCEhIeosMe5sfL5W56OISztnpfzV\nrmaD6m06R/sqS2Zmptfr1dGbITs722w2F+f7EfDheFIAQKkjmQq5nrBy6VBg3xOTEHmPAO0/\nrLev1WWkZmxZuz0pLqlWg5rRHZuxdQplCsUOAFDqRFQMj6xa4cKZuNwRRQhF5D+VxySEfGmv\nrMVqFkLs3LT3vUkfpiVfPAuhZv3q42Y9EVExXJXUgPb4OwYAUOpIkjR83FDfrcN8TJL0LydO\nSCapZoMamelZ7744L7fVCSFOHD71wavzSzQqUKqwxQ4AUBo1va7RG4te/vW7dedOxkZUCo+M\nKj//za8KTua7DkqvwTeXrxT+5/qd+S6AJ4TYvXlfTlZO7v1kAWOj2AEASqmISuGDHxvge3wh\nJq5gsZMkqX7Let1u79KxZzshRFZGVsGZyLKcTbFDmUGxAwDoQGRUhc59Ovz+0+a8g3c+evut\nw3rnPq1WO6rgC8MiQkPC9HF6LFB8FDsAgD48MGFY1TpRa5f8lhCbVLl6xb739OjYu33eCWo1\nrNGmS8ttv+3KO3jHg/0LPccWMCSKHQBAH8wW8y339rzl3p7/Ms1T0x9ZNn/l2h82JMUlV68b\nddv9fdvd1Fq1hIDmKHYAAOOw2qwDR/XrfXe3Qi9QnJmeuWjekq3rtqelZNRuWGPIIwMaRzfQ\nJCdQQrjcCQCgTPB6vJMemr5swcrYmLjM9Mx92w5MfOC1nZv3ap0L8CeKHQCgTPhj/Y5jB07k\nHZFledG87zWKA5QIdsUCAIwsKyP7zPGzgcHOk0dOF/xpoYOAflHsAABG4/XK29bviotJOH7o\n1K7Ne105biFEaERIwSmdQU7V0wEliGIHADCUhNjEaY/NPHP8nCIUJc9dyFISUk3CJF9+w9l2\nN3LOLAyFY+wAAIby0etfnDl+TgihFHZvWavlny0azdo2uufxQaoFA1RAsQMAGIfX4925cY/v\nsSQKuS7xTf27PDpxxH1PDn557rgp88azK9bPlg8PkC5jckTUbNZx0PhFB9OvbY7eBbdLUq3n\ntvs3ZxGtH11Bst67NP/wqgfKSf+m2SuHhBCx73SWpOhXjqkbmV2xAADjcLs8Xo/X91iRFFFg\no1212lHdb79B5VRlTeWuDwxtGyqEEELJST6zZ+2P302/a/m6U3s2PlevCBuUUldMGPp+0j1z\nZg+uWsJBr1XNHo8/G5Z98UnGzi/nrD7boN8z/XKviVipfbgQQkhmi8Ws9l1PKHYAAONwOO0V\noyrExsQJISSRv9cFhQR26tlOk2BlSo1+L854psY/z93H3uvbavQvkycvGb1wgOM/X+4+tfXH\nH8+3n1mCCYupwR1TZ9xx6Uns7C1zVsdGD5sxY+DlU1V8Yp37CbWjsSsWAGAsdz06QJIkIYQk\nJCnP/tia9atNnP1saHgh58aiZFnrPPLYrQ6RtWvXYa2j5PK4XPJ/T1UCFI/LXZJLptgBAAyl\nU6/2z731eIOWdYNDg6rXjbr7kQHT50+e88OMmV9OqdukltbpyipJkoRwuVyXnsuxG999oFf7\nxlXDAgLLV2/U+Z6Xlh5zCyESZt8olX/4VyH2TWgoSR3ejLn0AiV+3at3d2tZPSwookar255f\n9rf7Cku60pzFxcP1Or+9Z82kHjXDHHZLQHiN1reNzzMr75kVU4fcFF29XGhUsxsGT/zhrLc4\nv3PC7Btzj7FbOsQqdXh9/eInb6ga4rDZQ2tE3zR06spzufPPOrp02j2dG1cPdwZGVG984/AZ\na89eY/tjVywAwGiatGnYMLpewXvFQhuekx/N/SFLWFu0aOQbSFxyf4sBn2fU6Nij78ODQuP3\n/v7zdy8P2Jz++5GZbfu9sbLC588P/r+k+z6cd3fTBuV9L0hd80Sn/2W1HH73093O/P71wu9f\nH3Q8cNfuiY0LLOrKc77+4qas0x/d3f+Upc9j05+tmrNn0f99PH3gMcfOvZObCnH8k/7XjVqe\nXLndoHsere45tPL9AR2+rZnhv9Vw9J0hd533NB/4yL11TSfWLl40qe/qbZ9sWzqsqohfPKrr\nwC8zG3XvO2xAtcy/fl22YGzv3a7t219scvVH6FHsAACAP51a/vr4+IsnT7hSYvauWfrLobSA\n9tOn3REohBAi56fPFsQGD/p29zcDL+4YP/XGdTXGrVh1aOb1jdr2DNwxUwhP/c49ezYQQniF\nECJxV/Zj27ZMibYLIcY81XtkrT6frFpzfmLjSvmW/K9z9g2cPGib+Odm36zEA23lWr0/Xrk6\nZnLToKUvjFseX2v4is0f94qUhBBTn5lzS+tHT/mvKcWfy+n/6c5v769uEULIE38Y2f7Wz8ZN\n+fmODzqu/GTR2XL3LN05/1a7EEK8Mmpi2z5zf1198sUmNa96KRQ7AADgT2fXzpm+9tITyRZW\nrX6PR5+cPm1ko4ulwzrofxd6K85yuYc7ZsfFpwmRnZl5pTlK3Z941lfFhBABLVs2ECI1o5CN\naUWYs9Rt9D+zcrRu3Vh8fCE9Xcg7Fi+JN/d49XVfqxNC2Oo+9PKoN35568xV//5X0uDhqb5W\nJ4QwRfZ7fdwN8x9etGj9B53NZkkkbfpu8b6ON+KWrwAAIABJREFUdzSNsAhT26nb46Ze40Io\ndgAAwJ/azzyxOe9ZsfmZHKHhGft//vrrPfv27tu3Z8eWP/bHZgtR88qvqFivXp6TXkymK50h\nUIQ5RxY+q9OHD2eLGm3aVMg7t1ZtWknCb8XO2jK6Sd7nka1bVxPrjh6NC3h46rtf7316/t3N\nvnqycYcuHTt27XXrwD7tqvz3CcSF4OQJAACgpvQtb/Rs1qLXiCmL9rprdntg+uIdJ+f1+9dX\nOBxFKzlFmLPVai3slRZLIZu6bCEh11SuClfgeDmLxeI7o8Ta/JHvD57YtfyjyUOiA06sfOeJ\nge3rNh266PS1LIUtdgAAQEUZy1+f9Itn0Nenv7wj4mLZyTlS2P3f1JxzlTp1HGLzjh0JIjoi\nd/Donj1Z/sjl49qz+4AY9M9Gu4Rt206IwI71Kycc3no0Kbxeuz4jW/QZKYSSdviTEZ1GLXz+\n3ScGz7jqyy6yxQ4AYHDZmdkrvv71w+mff/PRsrMnz+/ffnDea/+bMW72Nx8tS0/141mPKJqY\nY8dyRIX6DS51L+H6+/OvNwmh5L27ryxfw+U+ijTnwkldBw0s7105ffyvCRenlc99O+HdHVcf\n4soOzJ284Myl+6LEr3h++mpv+G23dzEdnHNb+/bdpmy4+BtLwXW7tqp6xW2L/4EtdgAAIzt9\nLOblR99IjEsWQkhCfDXne1n2+r66N/689ccvf5724fhqtaO0DVm21O11S8PJr711R9/4IT2b\nl0v5a/XnX+wJqBgqjvw8d96aCSNuirDZhDi6dNZ7lfp2GtK/mf/m3PXfXht8y9TpfVY98GGf\n6ANDBt1QXfn7l6++OdvkhnrnNxTz183lqBa44f42HZcP6V5HOrH2m682xpTvNW/abaHCdc/w\nprNf+7/+bWKG3tKyfOaRP35d+fPukM7v3tfiGpbCFjsAgJHNe+1/SXHJUu4RTopskv452Ckl\nMXXyo2+MHzntzRfm7P3zL40yljGmVi8t/+6F7kH7v5754ktzV5yo9cK6vds/n3hz7ZhFL3yw\nNVsE93n02Z6NYhaOHTtvS7pf5/zvao1ctnP5SwPrpK/79J0PVp2Kuu+rDQvu8mPlD+o778/F\nI6ucXPXhOx+vS609cNKynT88UFMIYWs9ZcXKGfe3dP256K2pr3+29u/gG8cv2vTj6Ibma1iK\nVITNk36zf//+iRMnLl68+JrnkJCQoChKUFBQUQ+j1FpSUpLT6bTb7f89aSmQmJgoy7LT6XQ6\nnVpnKZKUlBSbzRYQEKB1kCJJTk72eDwBAQGBgYFaZymS1NRUi8WiozeD2+222+16uSZtenq6\nECIoKEjrIEWSlpaWk5Njs9lCQvRxP67MzEyv1xscHJyT7bq744OiwDedrAjl4uhlP7p39J2D\nRvz7Yfz+l56enp2dbbFYwsLCVF401LJ0iPW2X0f9GjenW0kviS12AADD8rg9BVudEMJ0hQv6\nL5zzXXJCSslmAkoSxQ4AYFiBwc6g0MK3kRfcXCeE8Hq8h/cdK+lUQMnh5AkAgKEosrJu2YZf\nF/8Wdy6+YlRkg2b1tm/YlX8aRUgFa50Q4t8ufgtcsyrtBgwKiI5UYUkUOwCAoXzx7tfLPl/p\ne3zyyOmTR06HlQ9Njv9nB6vJZLIF2IUkXC6XK8ed97V2h61h87qqxkWZ0HbMom/UWRLFDgBg\nHOmpGcsX/pxvMCMl866HB+zasjclKS3+fEJOttudfvHeoWaTyXvpgmlms3nks/cEherjjBag\nUBQ7AIBxxBw/5/Xmv7Kt1+Nt0b7JHQ/2f3/apz9/tzbvj2RZadO5pc1uq1A5olu/zjXqVVMx\nLOB/FDsAgHEEBBZ+MayAwAAhxOG9hZwYERYeOvqlUSUbC1ALh4gCAIyjWu2oStXyH6JeuUal\nqrWrCCEslkKu+GqxXstlYIHSiWIHADAOySQ9+crD4ZHlckfKV4oY88pDkiQJIVq2b1rwJS3b\nX81Nq4DSjV2xAABDqduk1vQFk7b/tjslPrVStcg2XaPtDpvvRwOG9921Zd/Rv47nTty1z/Xt\nb2qtUVLA/yh2AACjsTts7bq1Knh/OWeQ8/X5k9b/tPng7iM2m7VVx+atOjbXJCFQQih2AIAy\nxGw239Sv0039OmkdBCgRHGMHAABgEBQ7AAAAg6DYAQAAGATH2AEAyiivx3vudKzZYq4YVcFk\nYksHjIBiBwAoi9b/tOmTtxYmJ6QIISpVjXx4/P3R13NBO+gexQ4AUIYosrL2xw2/LFl/YOdh\nRSi+wfNnLkwb89ZbC6fWqFtV23hAMbHlGQBQViiy8sqYWe9O/vDAzkO5rc7H4/YsnPudoihX\nei2gCxQ7AEBZsXXdjm2/7xJCKEIq+NPNq/8cP2JqemqG6rlQFN4Ft0uFsw5ZKr67Qyr3yGqt\nM5YC7IoFAJQVB3Yd+rcfK2L/jkOfvf3l45NGqZWojDl0SEycKDZuFOnponlzMXas6NevyC82\nd5+2bt0YIYQQWSvH9p5ue/Hnad1tQgghRTYV2bEPDw+KKpnYukKxAwCUHVLu/xTc5+rbObtl\nzXaKXYn48UcxYIDweoUsCyHEpk3i1lvFE0+Id94p4gwim3SN9D3KOBEuhKNRl65d7bk/fXBO\n9GVTy16vZDYXsmXW4NgVCwAoK5q1aZT7WMr9jxCKEIp88aC7jPRMDZIZXna2GDnyn1YnxMUH\n774rNm70xwKWDrGWe2S1ELsn1rPeOXvZ49HhdosjvG7bAS/9fNa3yHOrX7urQ53IIGdolaa9\nn/rmmMcfiy19KHYAgLKidecWrTq2uPRMkoSQhJAVRZHl3HMpatWvrlU8I9uwQVy48E+ryyVJ\n4ptv/Lwsz5Knhm++fvqydav+90SLv2f2vnHCNo84//F9/SYdbDL2459WLZzS/sx7d4+Yc8rP\nyy0d2BULACgrYmPiDu4+cvmYJJR/2oZkkoY8MkDlVGVCTEzh4yaTOHPG3wuTOk9bOvvhqkKI\nrjdES0fqPj/j+8mP7tqVVWPEQyP6tbWKLq3r1Oh+IMzm7+WWCmyxAwCUFcu+WJlZYE+ryWQO\nr1DO4XQ0bd3wlQ9fbNs5utDXolgiIwsfl2VRsaK/F9aoe/fc6xFW7d27aebevcfaDRvbW5nd\nOSr6lpHjZi5Jbnrb7W0r+Xu5pQLFDgBQVpw6Vsh2I0mI6nWivtn88WufTMx7EB78qUsXERoq\npALnMiiK6N+/RJdsNpuF2+12tHnup6Pn9i0c3SEkZsVLPWpV7zJtU3aJLlgjqu6KlWXZ5XLF\nx8cXcz7p6enp6el+iaSCtLS0tLQ0rVNchczMzMxM3Rw77Ha7MzL0dNGprKysrKwsrVMUlcvl\n0tGbQQiRk5OTk5OjdYqrkJ2tp28Wv3yAqyk+NiE5PqVClfIO58VzJy1Wc2ETKnv/PLB7276o\nmlpuwvF4PKqt3qCgIIfDoc6yLgoMFLNni3vvFWaz8HqFEMJkErIs7r5b9Ojh74UdXL367PN1\nqwghhDi/atUee7MnK65/e/SP5R99454RL9484sW3DkyNbvz+VzsmXH+9v5etOVWLnSRJVqs1\nLCzsmueQkpKiKIrT6bTZ9LFrPDU11eFw6CitLMsOh0Ptf/DXKj093Wq12u32/560FEhLS/N6\nvXa7PSAgQOssRZKRkWE2m3X0ZvB4PDabzel0ap2lSHyNWUdpXS6X1WoNDAzUOkuRxJw699mM\nL/ds/UsIYTabewy6YejoQVabtVOPdrs278s3sSIkoSh7txxo0rKhFmEvrl6z2RwcHKzOEk0m\nLfbXDR0qatcWzz8vtmwRHo+oW1c895wYMaIEluRdN+H2MdZpdzbw7lkwYeyaKo9vHFRRvLB0\n5rT9dsvk2+sqJ7YuXHo0tP1YQ26eVbvYSZJksRR3oSaTqfgzUYckSWazWS9pffS1evWVVrB6\nS4xv9frlE0Ydvm9WvaTV1+qVZXnWuLmnL+119Xq9KxatlmXlwfH3dbu1yx/rd/6xbkfuxLkn\nw6alpGv12/neDHpZvcXSoYNYv154vcLtFiX4R2PHafNv3zPl0Vv3J4TU6/zkj0smd7BJ4uWl\nH6Y9PfPpW99MMoXXatV3+qrpd5crsQQaMvp7CABQxhzac/R0gWPp1i7bMPyZIVab9YVZY4b3\nHJ14ITnfBFWqF74fNik+2eawBQbpY9uqPpjNwlzoPvEiCxy2Qhl2+VD/L91JQgixWwghhV33\n5ILNT+Z7TfSoeWtHzSvWcvWAYgcAMJT4c4kFB105rpSktPIVw79475uCrS40POTGfp3yDf62\ncvNHb30Rdz5BCNG0VcNHXxjBJe5Q+nFWLADAUCIqFrKHzWqzhpYLPn/mwref/pDvRwFOx2sf\nTwgJu+z4ti3rtk8f966v1Qkh9u04OG7klKSElBLKDL+RLDaHrXjbA/WNYgcAMJQGLepWqZF/\nv2rXvtdbbdZDe44qcv6bxGZlZodFhOYbXLpghaJcNmVaSvrqH37ze1r4WfPJ+7NWjYrQOoZ2\nKHYAAEMxm83PzHi0Uav6vqeSSeo+oOuI54b6Hhf6koKXVzt/5kLByc6djvVnUKAEcIwdAMBo\nIquUHzdrdFZqdkJcUlSNyiHlLu5mbdyyvtls9vquo3ZJnUa1nAXOjQiLCD0fk7/bhZe/9st1\nAepgix0AwJgioyo0alk/t9UJIcpXihj62CApzwY6Z2DAQ+PvK/jam2/tkm/EYrV07W28y9nC\naNhiBwAoQwYOv6VZm0Zrf9yQGJ9cvU5Un8HdyxU4wE4I0eeOm+NjE7/97AeP2yOECK8Q9viE\nUVVrVlE9L3B1KHYAgLKlfrM69ZvV+fdpJEkaNnrwrUN6Hjt00hFgr9uoliNAHze5QRlHsQMA\noHDlyoe14bg66ArFDgBQVmz7fddXHyw5cfhkaHhop+7tBj90mzNQH/duBoqIYgcAKBN+X7Xl\nzfHv+65OF38+YcnnPx3ae/S1jydc6RoogB5xViwAoEz4at73+a45fGDX4V1b9mmVBygJFDsA\ngPHJshxz8lzB8ZPHTqsfBig5FDsAgPGZTKZCT2sNDA5UPwxQcih2AIAyocNNbfON2B221h2b\naxIGKCEUOwBAmTDimbubtGqY+zQw2Dlm6kPhFcppGAnwO86KBQCUCcGhQa989MLePw+cOHwq\nNDykZYdmoXnuNgYYA8UOAFBWSJLU/LrGza9rrHUQoKSwKxYAAMAg2GIHAEAh0lMzlixYcXjf\nsQCno13XVjf27SRJXMoYpR3FDgCA/M7HXHjmvkmJccm+p7+t2rzh1z8mznqabodSjl2xAADk\n9/nsb3Jbnc/mNX/+8dsOrfIARUSxAwAgv/07DhYc3Lv9gPpJgKtCsQMAIL9Cd7lKgv2wKO0o\ndgAA5NesTaOCgy2ua6J+EuCqUOwAAMjv3sfujKxcPu9I117Xt+7YQqs8QBFxViwAAPlVqBQx\n9/uZyxauPLz/mDPQ2a5rq07d22kdCvhvFDsAAAoR4HQMHnWb1imAq8OuWAAAAIOg2AEAABgE\nxQ4AAMAgKHYAAAghhMftceW4tE4BFAsnTwAAyrq/D5784I35f+08LCtyvca1Rz13T5PoBlqH\nAq4FW+wAAGVabEzc2OEv7912wOv1KrJyeN+xFx949djBE1rnAq4FxQ4AUKb99PWvWRnZeUfc\nLvfSz1dolQcoDnbFAgDKtJhT5wsZPHkuJSl17fINsWfjKlWteFPfTsGhQepnA64WxQ4AUKaF\nhgUXOj7yljHpqRm+xwvmfDvpnWebtmqoYi7gWrArFgBQpnXp3aHg4OkTMbmtTgiRmpw284XZ\niqyomAu4FhQ7AECZ1uK6Jg+Nu88RYPc9tVgtPQfdlJqSnm+y8zEXTv0do3o64OqwKxYAUNbd\nOrRXl14dDuw67PXKDZrXjT0b99M3vxScLIer3KHUo9gBACDCIkI7dGvrexzgdFisFo/bk3cC\nu8NevXaUFtGAq8CuWAAALhMUEnjXqNvyDd776KDc3bVAqcUWOwAA8rvn0Ttq1qv+46Kfz56O\njapeqf/Q3u1vaO37UVxswoVz8VWqVSoXEaptSKAgih0AAIXo1L1dp+7t8o4kxiXNmjxvy/rt\nQghJkm7q2+nxCSODggM1CggUgmIHAECRvDxm5l+7DvseK4qy+sffc7Jdk995VttUQF4cYwcA\nwH87cfR0bqvLtXHNHymJqZrkAQpFsQMA4L/FxyYUHFRkJf5CovphgCuh2AEA8N8iK1coOCiZ\npPIVI9QPA1wJxQ4AgP9WvXZUszaN8w127dkhtFzht5oFNEGxAwCgSCbNerpLj/a+x5JJ6j3w\npqdefljbSEA+nBULAECRhIWHTpz1TGpy2vmYC1WqV+JCJyiFKHYAAFyFkLDgkDB2v6KUYlcs\nAACAQVDsAAAADIJiBwAAYBCqHmMny7LH40lPTy/mfHJycjwej18ilTRZlrOzs91ut9ZBikRR\nFCGEy+WSZVnrLEXi9XpzcnK8Xq/WQYrEt1bdbnfx/wmow+PxyLKsozeDEMIvnzDq8H0s6CWt\n7yPX6/XqKLCiKHpJ63szqLl67Xa71WpVZ1lQmdonT/iKTjFn4na79VKVhN7SCiE8Ho9eerO4\n9NeC1imuAqu3RHm9Xr0UfR/dpdVdYK0jXAVFUYr//VhEFouFYmdUahc7SZIslmtfqO87xmw2\nS5Lkv1AlyOv1mkwmvaT1rV6TyWQy6WMfvdfrlSRJR2kVRWH1lhDf6pUkyWw2a52lSHybQlm9\nJUSWZUVR9JJW/dWrl28lXANVi53JZLJarWFhYdc8h4SEBEVRAgICHA6HH4OVnKSkJKfTabfb\ntQ5SJImJibIsOxwOp9OpdZYiSUlJsdlsAQEBWgcpkuTkZI/HY7fbAwP1ce2r1NRUi8WiozeD\n2+222WzBwfq4DoVvp1tQUJDWQYokLS0tJyfHarWGhIRonaVIMjMzvV6vjt4M2dnZZrO5ON+P\ngI8+/lgEAADAf6LYAQAAGATFDgAAwCAodgAAAAbBvWIBAPCnHVv2fPHBtyeOnCofGd6j/423\n3d3HYtHH+bkwAIodAAB+88sP618ZO8t3vfeEuKRD+4/9tfvQpDef1ToXygp2xQIA4B+Konz4\n1ue+Vpdr9fLfjx44rlUklDUUOwAA/CMtNSP2XFzB8SMH/lY/DMomih0AAP5ht9tMpkJu6hDg\n1MdF9WEAFDsAAPzD7rC1at8i32CA0xHdrpkmeVAGUewAAPCbZ156pFrNKrlPA5yOca+MDi2n\nj1uxwQA4KxYAAL+pUr3Spz/83/pVm04cPRVRIbxz9/blI8O1DoUyhGIHAIA/Wa2Wm2/ponUK\nlFHsigUAADAIih0AAIBBUOwAAAAMgmIHAABgEBQ7AAAAg6DYAQAAGATFDgAAwCAodgAAAAZB\nsQMAADAIih0AAIBBUOwAAAAMgmIHAABgEBQ7AAAAg6DYAQAAGATFDgAAwCAodgAAAAZBsQMA\nADAIih0AAIBBUOwAAAAMgmIHAABgEBQ7AAAAg6DYAQAAGATFDgAAwCAodgAAAAZBsQMAADAI\nih0AAIBBUOwAAAAMgmIHAABgEBQ7AABUkp2VI3tlrVPAyCxaBwAAwPjWrPj9g7c/P3X8jN1h\n69ytw+jnR1WoGKF1KBgQxQ4AgJL16/L1k5563fc4J9v16/L1h/Yfmb/sfbvDpm0wGA+7YgEA\nKFlffPhtvpHTJ86u/2WTJmFgbBQ7AABK1unjMQUHTx0/o34SGB7FDgCAkhUaHlLIYLlCBoFi\notgBAFCybu7TJd+I3WHrcnMHTcLA2Ch2AACUrFFP3NOj3w25T8tFhE156/mKlStolwiGxVmx\nAACULJvd9tKbY4c9PPjwX8dCwoKbtWocFByodSgYE8UOAAA11KpXo1a9GlqngMGxKxYAAJUo\ninL2zPm/9hzOzMjSOguMiS12AACo4dihE9PGv/XXnsNCCJvNOnTUoAefvNdkZgsL/IliBwBA\nicvMyBp9//iEuCTfU5fL/en7X9rsthGPDdE2GAyGPxQAACgRiqLkPv599ZbcVpdryVc/qZsI\nxscWOwAA/Ck7K2f+3EUrvl8dH5dYvVbVex+8o9dtN8Weiys45YXz8bKsFBwHrhnFDgAAf5r4\n5Gub1v3pe3zi6KmpY99MSUot9Kp1kZXKm0ySuulgcKoWO1mWXS5XfHx8MeeTnp6enp7ul0gq\nSEtLS0tL0zrFVcjMzMzMzNQ6RVG53e6MjAytU1yFrKysrCzdnA3ncrl09GYQQuTk5OTk5Gid\n4ipkZ2drHeEq+OUDXE2avBn+PnzS1+oubYhTJCE+mDX/w8VvhpcPS4xPzjtxz/435K5Sj8ej\n2uoNCgpyOBzqLAsqU7XYSZJktVrDwsKueQ4pKSmKojidTpvN5sdgJSc1NdXhcOgorSzLDodD\nL//g09PTrVar3W7XOkiRpKWleb1eu90eEBCgdZYiycjIMJvNOnozeDwem83mdDq1zlIkvsas\no7Qul8tqtQYG6uOyutnZ2bIsa7J6E2J3XXqo5P5PVnb2gg8Wv/PJK69NeOfiWbF2290jbh85\n+h6TSfKtXrPZHBwcrE5Ik4kj7A1L7WInSZLFUtyFmkym4s9EHZIkmc1mvaT10dfq1Vdaweot\nMb7V65dPGHX4vln1klaPq1dRFE3ShoWHCiEUkf/IuVXL1rTv2rZF6ybValapViPqruG3B4cE\n+X7kezPoaPWiNOM9BACA37Rs2zQoJCgtNf8ROLKsTHzytdzCt2HtH7M/nx4Y5DwXc+Hc2fOR\nlcKDQ1TaXAdjo9gBAOA3Ac6ApyY8PGXsjMJ++M9mvIP7jrz9yrwjh47v331QCGG1We+4t9+Y\n5x/iesUoJt5AAAD4U6/bbqxVt3rB8Xx7Z1csWe1rdUIIt8u98OPFn875suTTweAodgAA+NmU\nt5+vVrNK7lOnM8Bb4Hp1brcn38h3C5eXeDIYHbtiAQDwszr1a37x45xN6/88e/p85aiKiQkp\nr096t8BU+ateXGy8LCtc2Q7FQbEDAMD/rDZr1+7X+x67XO4fvl3pu9CJT2CQs+AJFhUqcr1i\nFBe7YgEAKFk2m3XelzMfe25Eq3bNGzevf9fw27/4YXZEZHjuBIpQZKF4vJ6Jz7x+4u/TGkaF\n3rHFDgCAEmez2+576M77Hrozd+S9/02fMu7Nv/Ycki/tk42PS1z+/S+/LF8394sZLds01Sgp\n9I0tdgAAaKBug1r/+/7/Xn33xXzjLpf7nekfahIJBkCxAwBAG5IkxZ6PKzi+f88hucBZtEBR\nUOwAANCM1WotOGixmjmLAteGYgcAgGbadWxVsMN16NJWkzAwAIodAACaqVW3+sjHh+btdlHV\nKj3z4sMaRoKucVYsAABaunfUoFbXNduwZmtWVk7DxnX7Dexhd9i1DgW9otgBAKCxOvVrNGhc\nJywsTOsg0D12xQIAABgExQ4AAMAgKHYAAAAGQbEDAAAwCIodAACAQVDsAAAADILLnQAAoIFT\nJ2LOx8RWqxkVHBqodRYYB8UOAABVnT974aXnZmzbstv3tEu39o+PGx4eUU7bVDAGih0AAOpR\nFOXZh186uP9o7shvq7e4XK5pbz+vYSoYBsfYAQCgniMHj+dtdT5bN+xMSkzRJA8MhmIHAIB6\n4i8kFBxUFCUxPln9MDAeih0AAOqpHFWx4KDJbIqsGKF+GBgPxQ4AAPXUqlu9TfsW+QZv7Nkx\nODRIkzwwGIodAACqen32xI43XCcJIRRFEqJNhxajx47QOhQMgmIHAICqdv6xd/NvfyqKIoRQ\nFGXbpl0fvvuF1qFgEBQ7AABU9farH8heOe/IT4tXnz5xVqs8MBKKHQAA6klJSj1zKn+HUxTl\nUIFroADXgGIHAIB6rDaLJEkFxy1WixAiJzvn4P4jp07EyLKiejQYAXeeAABAPc5AZ7Poxnt2\n7M87aLVZW7RuvOCT72a/9UlGeqYQokpUpadffLh7n64axYRescUOAABVjZ/2RESF8NynVqvl\nseeGb920840p7/lanRDibMz5Zx99afjgJ2PPxWkUE7rEFjsAAFRVr2Htxas/XfbNquNHT5aP\njOhyc7vyFcOfHDmh4JQ7tu4Z8+CEhcvmFrr3FiiIYgcAgNpMJlPlqpEWm7lWnRpR1Svn5OTE\nxRZyqzEhxF97Dx/cf7RR03oqJ4ROUewAAFDV9q27X3zq1Qvn431Pm7RoMPG1pypUjIi9NJJP\n7Lk4ih2KiGPsAABQT2Zm1tjHplzI0+H27z70zvSP+g3qeaWXVK5ayO1lgUJR7AAAUM/2rbuT\nEpPzDW7duOOGm68fO+lxi8Wc70ct2zSt37C2WumgexQ7AADUk5aSXnBQ9sqzXp137PCJsZMe\n79ari8l08VSJm3t3eWvuFM6cQNFxjB0AAOqpVbd6oeOrflzne9C8VeNftn4bfyGhUpWKYeVC\n1EsGQ2CLHQAA6mnUtH6HLm3zDea9y8SeHX8tWfRTwyb1aHW4BhQ7AABUNfP9l4Y9NDiifDmT\nSQoMdCpCUZTLbiC2ZeMOrbJB7yh2AACoKsDpeHLcg7/88e2Wgyvbd2mjFLgrrNfj1SIXjIBi\nBwCANiwWS4tWTQqOt2hdyCBQFBQ7AAA0M3DILXXr18w7ElWt8rAH79QoDnSPs2IBANBMgNMx\nb8GMhZ99v2vbPkkytWrbbNiDgwODnFrngl5R7AAA0JLdYR9y/233jhoUFhZ22Q/cbuHxiIAA\njXJBl9gVCwBAKbNmjdymrRIQIAID5bp1xWefCVnWOhP0gWIHAEBpMmeO6NZN7Ngueb1CUcSx\nv8Xw4eLBB7WOBX2g2AEAUGokJChPP60IYbp0ERST7+rFH38sNm7UMhh0gmIHAECpsWaNlJ1d\n+K1hly1TOQv0iGIHAECpceFCocOKJInYWJWzQI8odgAAlBpRUYUOS4oiqlZVOQv0iGIHAECp\n0a2bHBIiiwI7YyVJDBqkRSDojKrXsZPuuSBBAAAIDklEQVRl2ev1ZmRkFHM+OTk5Xq8+7qMn\ny3JOTo7H49E6SJH47kLtcrmUgncuLJW8Xq/L5ZJ1chUAX0632138fwLq8Hg8sizr6M0ghPB4\nPHpZvW63Wwihl7S+DzG/fICrw+12K4qio7RCCFmWMzIyhMlkef9927BhiixLiiKEkIVkEop7\n3DhXvXrCT7+R3W63WLiQrTGp/f+r1+vNysoq5kzcbrfvn4EuuFwurSNcHY/Ho5cmKoSQZVlH\nbwahw9Wro7TCT58watJXWlZviZJl+WLgnj3N69c7p083b90qZWd7o6OznnjC3bWr8N+vYzab\nKXZGpfb/r5IkFefN5PuOMZvNklT4OUOljdfrNZlMeknrW70mk8lk0sc+eq/XK0mSjtIqisLq\nLSG+1StJktls1jpLkfi24LJ6S4hvY7Ne0uau3vS0zLgL8VWqVnI2aZL1+ed5p/Hvt7VevpVw\nDVQtdiaTyWq15r9lytVISEhQFCUgIMDhcPgxWMlJSkpyOp12u13rIEWSmJgoy7LD4XA69XGb\nwpSUFJvNFqCT++0kJyd7PB673R4YGKh1liJJTU21WCw6ejO43W6bzRYcHKx1liJJT08XQgQF\nBWkdpEjS0tJycnKsVmtISIjWWYokMzPT6/Xq6M0Qc+bcu69/9PuaLUIIs8V8x923PvPiI3aH\nPr47UKqwJRYAAC0pijLx6ekH9x/1PfV6vF/N/96V43rpjbHaBoMe6WMvAAAARnVw/9HcVpfr\nh8U/Z2bo6RhBlBJqFzubzabyEgEAKM1iz8cVHHS73fEXEtQPA71TtdiVK1du3Lhxai4RAIBS\nLjIyouCg2WKOiAxXPwz0TtViV6VKlejoaDWXCABAKdewab3a9WrkG+x1y02Bgfo4dQmlCsfY\nAQCgJZPJNG3W+NbtWvieSpLUb2DPCa8+rW0q6BRnxQIAoLFKlSvM+mBKRlrW+bMXatSuVr4C\nO2FxjSh2AACUClHVKkdVq6x1Cugbu2IBAAAMgmIHAABgEBQ7AAAAg6DYAQAAGATFDgAAwCAo\ndgAAAAZBsQMAADAIih0AAIBBUOwAAAAMgmIHAABgEBQ7AAAAg6DYAQAAGATFDgAAwCAodgAA\nAAZBsQMAADAIih0AAIBBUOwAAAAMgmIHAABgEBQ7AAAAg6DYAQAAGATFDgAAwCAodgAAAAZB\nsQMAADAIih0AAIBBWLQO4Ac7d+6cMWOGx+PROkghXC6XxWIxmfRRoF0ul6IoFovFbDZrnaVI\n3G63yWTSUVpZls1ms8Wij393rN4S5fvI0lFar9drMpmsVqvWWYrE6/X6Ps20DlIk/7J6LRbL\nc889Fx0drUkw6JE+3vS5QkNDhRD5etKsWbO+/PJLjRIBAFCCLBbL/PnztU4B3dBZsSv0z6+n\nnnrK4/GUzi12AABcM4vF8tRTT2mdAnoiKYqidQYAAAD4gT6O/QIAAMB/otgBAAAYBMUOAADA\nICh2AAAABkGxAwAAMAiKHQAAgEFQ7AAAAAyCYgcAAGAQFDsAAACDoNgBAAAYBMUOAADAICh2\nQBn23RDpMiZ7WKUGHe8Y9+m2pEJvIp31909vjRl6S+fmNcoFhlSq27LTwOc+254gX2Hunj/n\nPvLC4pMlmB8AcDlJUQr9/AZQBnw3RBr0VbVujwyODhRCKJ70c4d2/7F129FEb/VBn6776r5a\n5jwTn/vpkR53zN3nKlenVfv2LWtYEo7t2rh293lvhVs++3PZfTWk/DNPXzqk+m3bHtp25LXW\n6v1GAFC2WbQOAEBjdW6fPOOxiv88T9z02l2DJnz7yBNf9PphWOTFQfnwW3cOnnsgrM/MxQuf\naRd6cTTz6KLHew/99KG73+608anauXNwp57auerDF5/8KknUVe3XAACwKxZAfuHXj//2/waE\nZv44dcY2z8Wx5G9efGlDeu0nvln6T6sTQjjrDp47657w7E2ffHno0ljcR92DQmu0u3Par+dU\nDg4AoNgBKCDk9jHDa4hjXy3a7nue8u2n36fZbhw39voCG/ltPcYv+OijMW0k96XXdpv09ZIl\nS5Ys+eD+OipGBgAIdsUCKIypZctmQvx0/HiOaGcXyqbfN3hFnU6dKhUyqa1Br5EN8jy31+rc\nv5YQQpw8Ok2IZHXyAgCEEGyxA1CowKpVw4T8998nhRAiJSYmQ4hatWpqGgkA8J8odgAKI0n/\nnObq9XqFkEymAie+AgBKF4odgEJknD6dJEy1a9cQQojwSpVsQjl27Hihk2Yf37h8+fJtMVw5\nCQA0R7EDUJCyZ89+IarUqmUXQgjp+o4dJHFsw4bzhUya8/PkXrfcMua782zPAwDNUewAFJC+\n9J1Pjos6g++8eGnhCoPu7elwrX1l6tqc/JO6flm8PF2E3nhjtNohAQAFUOwAXC75jzfvfPyb\nZOctE8e2vXTefKX7Xhvb0n5q7pC+U9fF/bPP1X3824fGfJ5ob/PskzfxYQIA2uNyJ0BZ9/fS\naePPBAkhhDf93KE9f2zeciDOU33QZ+/eE/nPRNaWk5d8GTdgxJxJN9f7tFX79q1q28/t2rRx\n++EEb2T3d+ePb8JnCQCUAnwYA2XdqV/em/6L76FkCy5fvUm/56Y/P354m3KXHzRnqnH7+1vb\nD3zn5fd+2v7X2gW/ZYXWrN+i/3PDJrx4b/NQjq8DgFJBUhROZQMAADACDosBAAAwCIodAACA\nQVDsAAAADIJiBwAAYBAUOwAAAIOg2AEAABgExQ4AAMAgKHYAAAAG8f88bSa0DKATxAAAAABJ\nRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
}
],
"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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wkpbOg+BhribFMoBPZrxGxb75Ds3Qh4APC1mriDxu8WEz2px9lQrqKcYCyFrMlS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EIIoSBpOnHBE9UJKM/XHy4Mxrk4h8ttE5mcatebhF+cZlvDoTOEAAEg3p1ylBoq\n6+16M+dwUc80fEo5nufcPOfmOZ4XOvE4h9NQUd92vkK0AbrsFKkqPAYHhk8QktgRIr54gjv4\nxPpHqtd8fHzbM+JRHQBMuOKKtJKtW8s7b1Z8801p+pVX5gfr2Y8YOMcOIYTQYNg7TCKFYlty\nDR0rk7AyKef0XTQq03SOZZd+tkNY2QoEAAhDgOeFpdIAAB0l1ZQHACAMUACO84r8eOB4SlhC\nANx2p9vu7KzE6xC5VjN+/SXBeF6jCQHoNZnw0Kr1R3e+/XZl6uqfy05s3XzCU5o4ffXMxGNv\nPfxe9ZKHnlqfwcy7+6H5rz39w19PfOnG5Jr3fvLMhYVPfzRn9PdnYWCHEEJoMER7sKTq4HRr\nERI7Oaep52isLEKtzUwGAGNVvaWx1ecRDEN6BHBCzw8FyvmOx1IAwlNgiCpOp4rVmYWhWK+A\nIvuKebKI8Ji7ObyCk8dOpM6mCxf0UPP+vWve9y695kP68TVFm1588Sjc8NT6DID8n23Z6rz7\nsYev+GtHdMHyX21/9aFxAW/fyIOBHUIIocGInZzdcMR34DVucrA+OtMvneOy2tuLqoTONIlK\nnrtuCSOVAIC1qV3sET263TzRARVZPQEUqC4rJSI1IW3x9PMfb/e+S50YE52X7v8Q5IMEKbAT\n67NLvH83vV/8+Js+pzd139Jd8tiHBx4LeKNGtNHfJ4kQQigYIlLic9YsZrs2TiUsk7Z4elxB\nsAI7h95krKgjhBIChABncxR99LW1uQMAhPBuKGRqVd41lwFAzITMSd+/QpMcSxhGqlIkzZow\n5eZVJAhrSEchEiTD/bzCDfbYIYQQGqSEaeNj8jLM9S28m9Mkx1GOK/1yj6m2mUhYXXZK6qJp\nEmXAUlPVHzjpM8eOd3MXPto69Z7rtFkphGEoz3vf65lhR2mPPh9CSPfkuy4KrZqVSXk3Z283\nKKMjp96+Dkiv6zGRqFD22KE+YGCHEEJo8CRKuS4nFQDs7YbTb23iHJ17adha9R0lNQV3rmNl\ngUlcbBEbb3XbHNU7Djn0Jqla4TTboGfExhDghDWvXrEBwxAKlHoFgQxL5FERraeLa/cd4+xO\nAJBrNenL50dmBisn32gVur1iUe+wexkhhFAA1B047YnqBPYOY/OJC4GqX3zXBwotp4qN1Q1O\nsxWAMhImbso4ebS2s0+OEIYhxH+rCYZhWYZlGYZlJFKWZRmFVl217Tshqlvg4kkAACAASURB\nVAMAh8Fc+sVOe3s4bU837IQeu8CnO8HIboAwsEMIIRQAoj1qvSX7HYSocWkipaRHbxzP8Q6z\nVRXTvT8EIcCwhGG7wwNCiCxCJRSyLCEE4qeOdxrMPhVTjmsrLA1U48cEnGI3MuBQLEIIoQBg\nJCIfKMxgx2FtrR2tZ8tcZqsiKjJuWp5UrUyaO6WtsMzhFYGJfuhb6lvyrr+ivbiyRykBAkSd\nHJu9cpEyRktYxtLQaqxuAAqRGUnqpNhz7/7XvyqnyTq4xo9ZIUt3gvqAgR1CCKEAiMpNM9X6\n7rAu3s12MS2niqu2HfQshmg8Uph7zfKI1ISCH3+vbNOejgtVlAIQUERFeHae8GQxIRJWnRjL\nKGS8vXtcmFIgQMZdtUQR1bkZqzopVp0U6zlAplHbvLeUFQoxd91AkOBsQYuB3UBhYIcQQigA\nkuZMMtU2dZTUeJdE5Q44sBPWQ3gvceWcrqqvD0y+YwNhmHHrlvEut73dKFUrXRZr4bubgALP\nUwBCWEKAUp5a2/WczWu2HwEAoEAtjW2ewM5HbMF4Q0Wtdwlh2ZhJOQNt/JhGCK6KHQkwsEMI\nIRQAjITNv26FoaLOWNPESFhtVorGq0us/8z1zbyb8ym0tRlcZqtUowIARipRJUQDgFSjTJg+\nofHoOUIII2UIAAChLlfRO5sYApQQYZGsZ6UsYXoNEXTj0jIuX1C375iwI61cF5G+fJ4iWjuI\n9o9ZwUp3gnHdAGFghxBCKGC0WSnarJQhVcGL7AwBANSvnHe5gWUoIRJJjw9/SikjZXmO7wwK\nKFCeMhI2IjWhj9PGTsmNmZhjb9cTiUSui8ARwEHAHruRAAM7hBBCI4g6KdY/27AsUi1VK+xt\nBlmkWthnQl9eW/X1AafZyjDA85QQ3w45T5ITQoAwTPplc6RqZd+nJiyjjIsO7NMZO7DHboTA\nwA4hhNAIItWokucX1O0/6SkhDKOOjz7+0kYh2ouZmJ0wY2LpF7so1z1iSykF2mOivWcoFgCi\n8zMSpueH6hmMVUGaY4eR3QBhYIcQQmhkSV44TZ0S33q62GmyKqK1vMPZUVrtubftXLmprtk7\nquvUc4cJ710oxJMbo4AKUo8dptsdKAzsEEIIjTjazGRtZjIAcA7nyb996HOv05PlxBvtjux8\nRnLV8TjAGgrYYzcSYGCHEEJo5HKarf7LJvpAKfU5Xq6LiC0YH+h2IV8Eg7CRAQM7hBBCI5dU\npQSv2XIC6lcCADwPwvgsAQCWYeVSmUqhzUpJXjCNHewGGGgAcI7dyICBHUIIoZFLopTrclL1\npTU9CuUyt93ZtexV6KbrjvQoAKGUlbBpy2brcgaz9QUahKDNscPAbmBwViJCCKERLfPKhVG5\nGZ6bEWkJyQumks4MZ4QA4Xnf/jtWwnB2R8XmfS4z7vcaOgwhAf+5WKxY/cKSzIe/Fb+v5dXL\nSA9pjx4K/LMeabDHDiGE0IgmUchz1i11GMym6kaX1SaP1GhS450Gc9PxIkIpALAsAwA8z1MK\nhCGslAhDtbzbrS+vjcMJdiERrDx2ffTY8YYzbz783F7L9/xWSAvKy8th9gMf/mJJV6yjHJ8b\n8AaOOBjYIYQQCimn0VL37XFjZT3leU1KfMriGcrYqIs8htKmo4VNx4uErjlGwqYsnjHph1eZ\napoIAbve2HLyPAM9c5oQAAqczRG054F6IkCCMQrYS50N71w/98HPa4wugN52rnOVl9ckzv3e\n9d9bEoRmjVwhDex4nne5XAaDYdA1UEoBwGazORzh8bfK87zVarXb7cPdkH7heR4A7Ha7y+Ua\n7rb0i9vt5jjO6XRe/NARgOM4AHA4HG63e7jb0i/C5Q2jFwMADPEdJpSE10N4tdbtdg+9wZzd\nUfPZLre1813RUF5rrG5IW79Upovo41GG85VNx857bvJurmbXEVNDs9Ng4V1u0c9+YecJXiEd\n+RdZuLwcx4WsqUqlUiaTBbrW4Cye6KU85sqnP9/5c9B/etfy13s5pKqsjMtZnO0y1dd2yJPT\nYuRjY7ZeqHvsGIYZyovJ7XZTSiUSiUQSHn2NHMeFUWuFy8uybBD+4IOC53mWZaXS8FjvxnEc\nXt7g4Xme47ghvsOEkvDtNIxay/M8IWToDW45XeqJ6gTUzRnPliVfOqePR1kqGnxKCBDDhc6s\nxYQBwvp+aFMAebRWl5NG2JE+mzyAl7efGCbw1yRYiyd6qVOWkD8zAaDtaO9fCMrLy6H23auT\nHznayoEkeuatz7310u0F6oA3cYQJacDBMAzLskrlRXbr64PVagUAqVSqUCgC164gstvtMplM\nLpcPd0P6xWazUUqlUulQ/o1Cyel0hlFrhfduiUQSLg12uVxh1Fqn08lx3BDfYUJJ6KQJl9a6\n3W632x2Qy8sZLd03SOf/HB2mvmumPXuOSc+ZV5QHwvj27aiS4nPXLpWowuDDguM4t9vNMEy4\nvB5EaWIi7vj7A94lJ7ccPrH58IAqmb56zrRVPUL81qqmQTaoraaRRkfNvPfjL6+eoGzc88rd\nt9xxlSKr8JVlozy0C4+eJIQQQqMD05VSznvFo8tgsrXqlbG63h4lVftEPD7bhwHPUVYuAUop\npYpobezsycqUuLCI6kYNS7vpk6f+7VNImIH14Z3835GT/zviXTJ99dycOYPa5zfmji2mO7pu\naFc/9c4vtmT8/t97Xl62anQPyY70DmqEEEKjSVRuOvSM6gCAd7nL/7tTZPtXAADoKK40VtZ7\nl1D/mVcUeCcHlBIAQkEWoQpwu9HFBT7XCUMunu+k39Lz85WmpiZbgKobsTCwQwghFDqRmSlJ\nc6f4f1o7jRZzrdigG6U1u44AUMIQ6HqU+Gd9V6G9w1C3YwzkKxthSJDy2A22PY5tD03MWv3P\niq7b/PljJ2zZU6aM+pAfAzuEEEIhFTd9gmi5yyLSmeIwWoQkw4QAwwDDEoYlhAFtVnKP4xjC\neK2fcHYYnR3GQDYaXRQJSmA3wAUZ/LG3fvrTp76oApAvu+5K5pvHbrjrpf/s/G7vF8/fcs1z\ntWuefmhWsJ7+iIGBHUIIoZCSKBWim7eKZjzprcsmfubEvBuvTJw7OSovk5EQVuJ7GOcMj0w9\nowkhgf8Z4I5itGjTiy++uacRACQL/nJw52Pji9965OrLr354o3HVO4c+uikxOM98JMHFEwgh\nhEKKMCR2al7TkbPeharEWE1SnOemvqTKVNMIlFcnJ8ijIh09u98YqUSTFMcqZBGpCW674+xr\nNbTnnmKEEJlWE9RngXwEbeeJPsXctYve5XWbvelzepPnsXGLf/HvXb8IeJtGNgzsEEJjiMNk\nrT5w1tKsl0eqU2blRab0lrMeBVfSgmmMhG06Wsi73IQQ3fiM1CWzhalzlOPLv9plqupcLdFW\nWCqP0rEyqacHjjBM2qVzWEVnyjeJQh5bML7l1AXv+nUTs1lFeOSZGkUCuNChR6UBr3N0w8AO\nITRWdFQ0HH1js9veuVVJ1benJ6xblLFoyvC2amwihCTOLUiYM8VlskpUCkbSvRtY+/kyT1Qn\ncHTo42dNBiCODqMsQh0zeZwiWut9QMols2WRmpZTF5xGsyxSEzc1Tz0+g6d8iJ4MAoDOSZDB\nCOwCXuUoh4EdQmisKPxkjyeqAwDK06JNBxKn5sgxNcYwIYTIIn2zxZpqfDeZAABbU2vOhhW9\n1sOQ+BkT42dMpDwVEqdZrVboZWN4FDzBGYrFyG5gcPEEQmhMcJptpsZ2n0LezekrG4elPag3\nlKf9LPQ30HS4KLBIUAz3swo32GOHEBoTfCbXd5f3L2JAIaNOijOUVfsX+pSYahqtTa2MVBKR\nnqSI0gIabmTAqUn6Vy322A0QBnZozKGU4nfAMUgeoVLFaK1tBu9CwjC6jIThalKY4p1uu94o\n06iCtGFX7JTx7efL7G16T4lcGxE3fWJ3A9zuys17jVV1wk3CkMS5UxNm41zJ4ReUd1Z8tx4g\nDOzQWGFqM37z9tcXDhW5HK7k3JQVt12eOTlruBuFQmrihkXH3v4f5brn1Ocsn6nQjYmkGA6D\n2VhVz7s4TXKsf+9XP1GOq9l5pPlEEeV5ANBmpWRcPt9/ktwQMVLJ+OtXtZw8b65poBQ0yfHx\nMyYyXnnvmo8WeqI6AKA8bfjupCY1cdDPCwVEsNKd4PfwAcLADo0JTpvz9Uf+2dHYIdysPlf1\n9mNv/vD/bs8qyB7ehqFQipuQsfiR6yv2nDI3dSh0mtQ5+bHj04a7UaHQePhs7b7jnog2Oi8z\ne81iwrJ9P8pfy8Gz+rPlnpuGirqSz3ZMvGVtwGe2MRI2YdbkhFmTRe81lNeIFmJgN+yCku4k\n4DWOdhjYoTHh1K6TnqhOwHP83o/2YGA31qjjoyZfu3S4WxFS5vqWmt1HvUvaL1Qq46OT5xcM\nqB7K8YaiKp9CW0uHua45Ii2kw9m8yy1SiPtMDDsCTBAWZGKH3UBhYBciPMcz7ABe8i0NrZv/\ns62qrC4xOW75+iU5+ZlBa9qY0FLT7F/YXC1SiNAooy/xjcYAoKO4aqCBHe90UbdIBhGn0QwQ\n0sBOEatzGEw+hcq4qFC2AfnDodgRAgO7YCk5X3F0/8nW5raaivrS8xVGvTklLeGaH1615toV\n3sMW1WW1TfUtyelJKRndO9gd2n3sDz97ieM630O/+vCbux/74eobes3h1IeT3539/K2v6ioa\ntNGRi1fNX/39y6WysfiPrlAr/QuVGpFChEYZziHSlcU5nP6FfWPlUkbC8n6xnSzkWQATZk8x\nVdbzXHdLFFHaqHzsfR92wdl5IuA1jnZj6DPearXVVNY7HQ6T0ZKSlpiRnQYAzY2t584U50/M\njU+M8fSo6dsNRWdLGZaZMDk3QqvhefrFB5s/fW9ze6teqVJMmDJ+7bUrMnLS9e0GhUquUitl\nMmnRmdLdW/c3N7TqoiOXXrnw/Onij9/ZBHyPrxp11Y0v/fa19paOW++/HgAaapqevP+5mvJa\n4d45l0z/ydN32a12i8n6p1+8wnm9ZwGF1/707iVXzo8Y4CzvvZsP/O2pN4XfTQbzB3/7tORs\n+aN/vn/wFzFsTVw4affGnT4JLyYtFp/Bg9BooozViRQOon+LYSJy0wznK73LFNFaTWqolxWr\n4mNyr1/ZePCkpaGVkUm0makJcwsYyRj6OBuhCAQjjSB22A3UmPhLcLvdrzz31sY3PuPBsxqO\npqYld7TrbVYHCF8ICBMZoZYqpDazzW53AAVCQKVSLVu58NiB082NrQQAgFhMln1NB/dtPyjU\nQjr/2+Nryu6tBwgAIYz/dxcC8J+3/3vDnRs62vR3b3jU6fWl+fDeE3eu/onD5hJNsclzfOGJ\nonnLZg3oif/nn1/4lBzdc6LsXEXOxNCtBqU8ddgcCvVg0iLYLfbmmhaNTh2VEDXEL4KJWYlX\nPbDuf69tcXZtPFCwdOriay8ZSp0IhYWYyeMajxQ6DGZPCWHZ5HkDG4cVxC0okEllLWdKgFIA\niEhNyFy5kARjXtXFKGOjstYsC/15UR9IkBJEY2Q3QGMisPvz069+/P5/CXi/PkhtTQMAMITp\nCsqoyWSGrmkbBIAAY7fa//fpDgAgxPPO1eMVRgEIAAUKPZMoUgBGrP+YAnHYnc0NLS89+brT\nbyjEZnUwhOmq1Vd1ad3RvSerSmojoyIWXTF36eqFfcc6VrOtpaHNv7yquKaPwI7j+ANbD1cU\nVjEMmTAzb/7lc/z/UK1m2+HtR5trW+KSY2dfNlOjFU92YDFaPn/1v0d3HHfanbo43fIblo2f\nnhuTGN2fAVCe47e8+b+9n+7j3BwApE9Iv/6R6xIzh9QxMGvlnLw5+eWnyx1WR2peWvK45KHU\nhlC4YGXSCT9YXbv3uKG8lne51UlxqUtmqBNjB1EVI2Ezrpifsni6vd0o1SjluoiAtxaFNYzr\nRoLRFtgdPnDi8IHjPM/PmF0QHRP15CN/rCyr5in0jOq60F53LCaEEQI1AsQ7HPQ/sjMK8wvG\nxKMzoAyQsvMV508Wiz8B2uuL+KPXv+BcneOzx749depg4YO//dHOL/cd3nXMarZlT8hYf+vq\n6Pju4RWpTMqyDMf5boO9e9P+uOS4KXMm+J/CYXe++ss3qy50phLY+9WBfZsPPPz8AxJp9+uk\n9HT53375mqmjMwT+4vWv7nnmjvyZeT5V8Tz/t0f/WXm+c9a2vkX/ycufE0IYhpm1fOa1D25Q\n9Tkv55t3t+36aLfnZvX56tcee/2xf/1cppD18aiLioiJnLps2lBqQEHVWlJb8e0ZW7tRFaPN\nvmRqdHbScLdolJCqlVkrFwaqNolKoRFLTWxr1TcePGVpamWl0sjs1MTZU1i51P8wNGqRoPTY\nYWA3UGEe2BUVwW9+w+/7lppNlty8NzVp79Z0ppV/5x8fQo8uNJ/XBmEAKCPsMiQS9YlFdQCk\nl2gNgIpseiJysHD77b9+xFPfeMtzhOg55HKZ29VjzvLuzftbG9qKugLEolMlu7/a/8xbT6Tn\npAolUplk6oIpx/ed8qmq5Ez5/93//PX3bFh/2yqfu77d9J0nqhOcO3ph76b9l169pPMpUfrm\nM+94ojoAsBgtb/7u3Wc/+S0r6ZETq+RkqSeq60YppfTItqNWk+WeZ38sfgUAAODg5kM+JYYW\nw/lDRVOXDGb8KBjsZtvRTQcbyxrkSnnuvPz8BRPx7WeIynafPPvZXuH3jqqmuhPFU6+/NHMB\nzoMMD9amtpKPvxYWNLgA7McMpqr6vBtWDiJbHgpTJEg9doGvcpQbhrkRAfPll3TyZPrJJ0xj\nA2s2a04c/+m+L37SUSZMefN7MVBhwBQ6v1QQQkjXaCnt+vHlW0R7fYGJ3CF2rBD+NdY2gX8D\noTu69GlNhFbjdvrmbSIART27/axm28ZXPvEuuePnP0gfl9rzDJ2n+PSNTcYO33wBJafK/Nt8\n7tgFz++NVU0tda0+B3S06GtKan0Km2tb/KvyPKnCg+fbmzr8DxBwbs7k1zYA0Lfo/QsFZ/ed\n+fhP/3nvqXd3bdxpt9h7OyxQOurb3rj/b/s/2lN2tPjcvjNfPvfxpuc/C/ZJRze3w3n+qwM9\niiic+/Jb3iWSXwONQI2HTnsvUwUAW2tHR3HlMDUHDQ8SHH2es/qFJZkPf9vbvfqDL9yyeEK8\nLj5/0c3PH+71M2RUCdvAzmrlb7uNcjzpWufIAAWAWw3Vkx3GXkZBKXhedmJ3Uuhlk3Cvo3q/\ni/S8QYTqiNgRoq9Sr0BT6Njqel6EWExW/8eIvtYvnCr1vhmbGP3se0/e+djNwpNmusaXAcDt\ncpedq/B5OM+L9CPyXoO5TrG8CQDgsPvOF9RoL7KAt72xvbe7WAkbES0ydycqXmRxHwB8+IcP\nNj7z/okdx899d27bO9+8+KPnO3qvPCD2vr/Tojd7l5zbd6byVHlvx6OLMtS1cn7fXlw2p7FR\nZJ7o0Jkb2ip3nyj536HmsxX0on/3qB9srSJf1azNwf1LRCMLIYQJ/E9fXXa84czrDz+31+Ls\n5Qtg5cvrlv7y9MSf/euzt3+Wd/qJJetfEdm0ZNQJ6VAspZTneYfDMcR63G63a8cOaYfI+wgB\nWG5pOScXjwAuhvj8JjIrr+f+8aR7HLdzBJVhWKB8VwWUUuKXsNErsPQe5vU6gvEKPikhoiPA\nooEdwzL+l3fSrLyefxmdjzyy60RyVqIuRuu5I3NCRolfdJI1McNTZ1SiTqaQOXuGcayEjUuN\n8Tlv9pRMVYTKarL2aLNXM1RaVR+vhDlXzt6xcad3iS5OmzUt2+chPM+XHC0+vbvHcLOxzbj1\nra1XP/y93iofuurCSv/CytPlSfkpfTxKCCA4jhv6n0Bo8DzvdrtD01qOF39jdnP9bYDwtaQ/\nl7dq18nqPScp3xnPRaTGTb55hVQpH0h7A0BIaRSyF4Pbam85XmRtbpcoZJHZqVEDzHkuXN4+\n3sDFh1zF3pFCw+12B+TjJjSEFwOlNGQNlkgkbKBHyUM8FNvwzvVzH/y8xugC6GUlEHf4pef3\n5j1e+I8fTSQAyzIbDk5+/pUj9/5xdth2afVPqAM7t9ttMomMsg2I3W6H8nLRSbk8kATOQUXn\nvPX3BUcYQoQaxOvpOoyQzqWvtHNqnHAOSggDwtQ977iNCB14hLAio7Cke56fX4ciFZ/Y5xNi\nCvKn5/pfXqlKEpcc01Lf2fPBkM4ntXfT/kPbjvzgkeumzJ8o3HXJVfNP7jvjPdianJU489Kp\n3nVeeu0lW/+93bv+JVcv5Anvf94bH7v20xe/0LcYPFfA097sKVkyjbSPV8KstTOtVtvhrw4L\nq2JT81JW3bXS4bQ7nL7DrOVnRPrJKk6XD/1l1gfRPh6Hw9GfkzqdTqdzwLlhh1FoWksi5BKl\n3G3r8akmi1BSVV+vE38XfYexNrZX7TrhXWKqbSn5+lDaZdMH1OBAcblCsRGWs8PUsHm/J1Ox\nvri6vaQqfumMgdbTx+WVJcc69EafQhKrDepf4kUN79kHiuO4kDVYo9EEPLAL1uKJXuqMufLp\nz3f+HPSf3rX8dfFHlm3fUZm1Zs3Ezp6aSWtWZT61fXsZzM4NeCNHlHBdPMHHikfoBGgbIwPx\nRak90pH0Hq91HkCBEkoA+K7esc6wSziLT79d138oTylD2B4hFwGGMEBBSJnSR7cypdQ7sYpX\na0XiSwo0fXxadXH35LbYxOj1t60Ue0bkhgc2vPbbdx02J9szFnTYnR+8+On46ePkChkAqCJU\nP3vx3r1fHigvrASA8dPGLVo7z3tJLAAsvWZxbErsga8OtjW0RyVELVg9p2CR+PT2jAnpD758\nb9X56raGjvMHiyrOVgrlE+bmrfmx77oNHwzDLL3xkgUb5rXXtysjVdrYyL6PD7Gk8SnlR0p8\nC/P66q4b3US/ZgwIYZlxa+YUf37As7EBI5WMWzsv4J8TxvJGkcKyBhimwC402o+e99l/wlxW\nF5GXrkwaTNITUZGTc5xtBkdT5xdIwpDIKblysdzIaBQb4vtAb7WKlsoS8mcmALQd7TXpTl1d\nHaSlpXlup6WlQUNDAwAGdoHDMIxMJovtJSbrj7a2NkqpRqNRXHUVVanBavEd5gTYpYr1Tywn\ndBhBH59AnqFPCgCU6Vp+QYUy2vkrEerpqlq0Q49SDoDJn5JrdzjSs5KLz5S1NXV4jhNpQNf0\nPkKITMLyfglKxFHInzr+9odvOrzruMVszZmQtXzDJTK5eDaQ2MtiJxTkbX7/m60fbPe5y2q2\nVZ6tJkA4jo/PiI1JjLrqtlUqVV+5SJauXbx07eJ+NRIgMTkRAFb94Ap9q6Gtvi0mKVoXN4D3\n+uTUvrLNGQyGcdNyD3/pu4Q2Z1rOUF5mF7XijpXvlzaavVZ4TFo6tWDxRRKp6PV6t9utVCrV\navHMfyON0WiUSCR9vBh4ji/efrx0z2lru0kdG5l76fTcpVMHHYrFLo5Nm5RTffCctc2oitVm\nzJ+kHMhWKwaDweVyyeXyiIi+kqt1SMT+Rjga1BeMKLPZDAAazcC2kxmc6maRiSusyR47pb/P\n2mQyORwOmUwWGdnrt6z4G1YZK+usTW2MVBKZmaKI1vZ2ZAhYrVaO4/p+MYwcZrPZbrdLJBKd\nLoxDYYVWfcljN3mXVO0/U/3t6QFVkr6oIGPhFO8Sk1hC1v7gW1vbwfslEBkZCc1NTYOrLYyE\na48daLXk5b/CnXfyAExX2EUANmkSjyp0QIEA5cGTv853cFNYRgGdCU16DKuRzqiuN0J4x3Qd\nLHoEIQSefe1XEVpNR0fHo7f+Fmi7dxMopZQQhlIgxHs9BqX0lgdv+NcLG/tzAShAxrjUybMm\nTJ4lkpHOX1ScbsU1y/wDOwB4/XfvCiOeDMMsWb/g+vuv7k+FA6WL1epiA/9Gnz0te8olU87s\nPeMpiYiKWHHrFQE/kTddYvSdr9x3bPOhxrIGuVqROydv/Lx+/SuMMsc27iz/9qzwu7nFcOKj\n3dZ207Rr+hv0+1NFR+avmheg1omLSBEJZSJT44J60uHX57fZAIrMTInMHLtd12Ocw2g59tp/\nfQp7Sxbbm9oDZ2oPnPEuSV9UED8paxDtYaKitNBkNgN0Zl00mUwQlRY9iKrCS9gGdgBw++0w\nbhz5xS/o0aOE41o0utfUyZ/JY1kJA4QATxmGiYmP7Whpc7s4IZqat3jWPQ/dmpOXed8tj589\nWQTQnZqucwweQFirACJ9ftBZTC7S20wAps6ZFNG1LLRg1oSa8jpPYpXOxbkUfKI6AcOQjNy0\nqhKfhTsip0tMiVuyemAZR2OTYiJ0GlPP5ZwAwHUNfvE8v+uzbzPzMi5dHzZ7bRFCbvjl9yct\nOnP+u0K7xZGal7pw/UJFPza3GCK5WrHguiXBPstIZjNYKvYX+hSW7DwxafWc0C9E6L+EydlV\nqfHG2mZPCSNhc1YMbLO+waDQdLK49rsztjaDXKtJmpGnnZJF2BBN4o5MT2q/UOlfGJqz94fb\narM0tPBOlzIhRhEdxr1WY9tFU5MMqtJBZ7JLSkqCnfX1nsUV9fX1kHTZCHrZB0k4B3YAcMkl\n5LvvwO0GlyteqfwVwK/8DjEaTEcPnjLqjfmTcvMnd46sv/nxC99s2r3zm/37dx8W1nhSAIZh\ncvMzK4qruc6sHyIz8eQK2c9+c29NVV3x2TJCwGy0FJ/zW0Y6Lv3R393nuXn9jzacPFRYV9XQ\n46BeXqgOh+OJF3764q//ee5EZ/a4WYunXXfnuvMnSj587TOHzQkArISduWjqfb++XTHAj0+W\nZa67Z8Obf/h33w05tvtkGAV2AEAIKVhSUDBichePEabGdv9FJDzHm5r10Rmh3hW+/wjLzLrr\nqsrdJ1rOV7ltjsi0+JwVs9ReW7YESfXeE1W7jgm/29uNFduPRDe0ZqycG+zzCtKWzjLXNTvN\n3avU46fna1LiAcBc3+zoMMkiNZqU+KBs9NkP7edKGw4c512d+W6iVD9yGgAAIABJREFU8rNT\nlswZli1o0VCQIO0SMeg6J1xxRdpTW7eW/7YgGwCg4ptvStOvvDI/cC0bocI8sBNIJCDp9YlE\naiMuvWKRTyEh5Iqrll1x1TKe43ds3Xfi0JnYhJgNN66Kita2Nrf984V/H9l/nDBMRlZqWVFl\ne5seAFiWmbNo5rOvPiHxOpfbzb32l3c/f3+z280BQEJK/Pdv37D6uhXeq4100ZGvfvbc5o+2\nnT9VrFQpZHLZ5v9sp73sPJE7MTsxNf4Pb/2qpryuuaE1NTM5MTUeAPKn5q6+cXlNeb06QpWQ\nHDfo999l6xfHp8Rt2fhNQ1VTTEK03WqvLKr2OcZstAyucjSmSFXi3ytkYptNjSisTJJz+eyc\ny2eH7Iy8m6vd7zvTqL2wImnBZOjHHLuWM2VtRRUui12dGJOyoEAeOeA5mnJdxJQ7r246cd7a\n2MYqZNHjM7XZKU6jpWzTHktDZy5xZawue80SZciXO9haO+r2HvHOItpRVC7XRcZNnxjilqCh\nIgMeeO1XrQOrkj/21sPvVS956Kn1Gcy8ux+a/9rTP/z1xJduTK557yfPXFj49EdzRv8XhlER\n2A0BwzIrVi9Zsbp7TC02PuaJPzzkuemwO8uKK21W2/gJORF+SXclEvbeX9x28z3XVpfXRcfo\nElPjRTui5XLZ1besBlgt3Lz+zvVvPP/+/u2HOVePjKw5E7Omz58CAISQ9JxUz+ZgAplcljMh\nc0jPFgAAJs3OnzS78yvLf/7+uX9gl5Q+crtb0MihS42LiNeZmnukco9Ki9fEDeeU+WFkqm+t\n2H7EVNfCyqUxeRmZl870DEk79GbOKZLWxNaqh5SL/LkVf7675WznljDGmqbmUyWTb1mlGfhq\nVlYuTZ7Xo1e7fMs+T1QnNKbsv7sn37YOCHGaLA3fnbI0thKW1WalJM4OysZulFKn0awvrvDP\nDW8oq8bALhwFZSh2YHXSok0vvngUbnhqfQZA/s+2bHXe/djDV/y1I7pg+a+2v/rQuIC3b+QZ\n64HdRckVsokF4/s+JiJSM2laXv/rjEuMefxPD5qNlleeefPgrqNOh0uhki9bteiex38YnLXi\nvbrs6iU7P9tr8UojLJVLV1y3NJRt6E19Wf3OjTvryxs0Os20pVPnrZ3H4NDMSEIImf/jVQde\n22Luiu0ik6Ln3Xnl8LZquBiqm069tUlY0u6y2usOntWX182852pGwgIAqxBfrs72sozdw1jT\n5InqBJzTVbn98OSbL5Iw6KKcZqu51nd5oL3dYG1uZ2TSoo1bOEdn/kJrU5u+rCZlzeDXxIhq\nLyxpPHTKcxYfnD08Egsjb2TgSyX6VW3fVcbctYve5XWbvelz6rU0V3fJYx8eeCzgjRrRLhrY\n2Up3frLl21PlpoiceetuWj8tumdGw5Ivfv/usZwbfnfDpKA1cbTSRKof+9ODw9uGmMTo37zx\n840vfXL+2AWep1kT0tfecWVSZuLwtgoAio8Vv/H4m8LHZHN1c/np8tKTpbc8ectwtwv1EJUW\nv/LJmxsKqyxtRk2cNnFiBhOq1QAjTdWe4z6JiizNHc2nSxNn5AGATKOMTEsw1vQIpKQRKlXi\nRRbombwWeXQX1ogUXhSlVF9aY23pkKoUunFpnE08cnJZ7R0ninziLVtLh7GkWpndV+6hAeko\nKq/be6SPA+RRY7TfN7z5ZqAIVK1oYPoM7FznXv/++gc/KelK9v/UEzMe+HDTi6uSu9+7yzf/\n+Zk3lk/DwC5sJWcmPfLCAzzPUwoGg150u9jQ2/z6Fp+PydN7z1QWVmZOyhymFiFxjIRNmZo9\n3K0Yfhax7YnNTd2F49dfcu7DbdaWzt5NWaQ6c/V8oT+vD6Kzafs5xZZ3uSmlrEwKAC6z9cIn\n2y1dG++yMmnG8rmEYajf37siWmttEkkb5mjpCGBg13a2uI97CUNwHDY8BWVVbHBWZIxmfQR2\ntPjFO+77pCbnhr/85dG146Fk9yd/ffLZlzesjjp06OlpFxlAQGFmRI1y8hxfX1rvX15zoQYD\nOzQysXKRPQ4lXoXKGO2Mu69uL62xtRnlWnV0brrNb388D7fNAYRIFDJthkhqBm3WRQIsc31L\n5fZD5voWoFSTFJuxfG7j0XOeqA6E8dxvvoudMq7tTI8NVFTx0U1HzrrsTiHJZhdKKQHeLzlT\nv3EOp6WuyW13KmN1yvgYAHCZxFZosQyhoIyLSpw3TZ0cP+jToeFCAES2Thp6tRjXDVAfgV3J\nh/8+SOf88auNP8shAJA7bsby+UmrL3nw9zf/bt3J380I9CZzCHUiDGElrLvnyhIAkMpE9wdG\naPjF5mdWt5zsUUQgJj+zRwHLxORldN8Wm12mL68r//o7W6seADRJsdkrF6QuKKg90L2iVhah\nylzRV5IUW5vh3Mb/eVKHmBtaz3+w1T8s492cOjFWoYtoOlrotjkYmQQoWJvbrc3dvYwUSNey\nBmoorWV1GlVclL2kVqJSRGamSPqXbslYUVu766BnF+DIzJT0yxdK1Eq33yy6pHnTYiaPxywn\nYexiSV4HXS0akD4Cu/Lychj30ytyuq+pbNID77+wLe/WP//kH3fsuy8z+K1DYxIhJG92XuGB\nHslvGZbJnTnKN/hD4Stj6XRzQ2t7aefezQQgOjd9oOnxTHXN5z742jM8am5oPfvvLdN+vCEq\nN631XIXb5lAnxiTOzGf7/IbTdPw83/NLEe/mRFcW8i530twpSXOncHZn0UdbbS09th3z7KPY\neZPn2g8XdgV9hFVIM1fM143P7PsZuSy26m/28+7u9hgr6xoOnIzKy244cNz7SEYq0eakY1QX\n7rDHbiTo4x8hMzMTqoqLe36rir/lr/+3hP32idtevODbn4JQwKy776qY5BjPTVbCXnX32pik\nmD4egtAwYmXSuEnZhBACnf9pL6kp+mTXgCppOHLOZ9Ib73I3HSuKTE/MvnL++A1LU+ZP6Tuq\nAwB7h7Gfp1PFdy7d4DnOJ6rrA2EYhiXU5a7Ysq/x0Jm+DzZV1XlHdQJDaVVsQV78zEmejTdk\nkZrMVUuk6r62qEZhgQQBdtkNVB89dnlz5mhtG3/zwJfz/rEurTsAzLz77b98PvXuR9b9JH//\ny2M0tQEKtujE6EfffOT4juN1pfURUZoplxQkpOOcGzSCUagUNpbw+gxqOVdhbmzTJPb3C4lo\nTGbrd6AmkIoliPb/YFRGRVbvOOQyWxUxutjJF+8LF2pg2B41NXx3kpVL46b1msqfs4uMN3MO\nJxCSMGdqbEG+vU3PyKSKGB321Y0ChGCP3YjQR2BHrvj5bxd/+pPXN4z/fFzBzJWPvvXSNckA\nACTrrnfePXLpDX9fmfG/y2YpbKFqKhpbJDLJnJVzhrsVCPWLy2p3euWD9LA0tvc/sJOqRfY4\nlokVephqmmr2Hrc2tUuUsui8zJRF02ImZrecKfU5jDAEKAChlAIBkKqVDoNJuMtc22SubWIV\nMt7pAgL+G1hD1yeraN9Jy8kiT2DHOZz60mqn0SzXRujGpTMyKSMV+YiRR0UKv7AKufpi+ZlR\neAnKrnQY2Q1QX+lO2PwHvz6U+uzv/vLe16d2fHOqA67pWouVtP6NAzumPPyLP3+wpwLTSCKE\nxjpGKgFC/HdQEF0t25v4KePaL1T5FMYV9JoqX19WW/SfbcJJ3XZH/cEzxurGiT9YpUmKM3tt\nKdH5WUvAM9PObfNdkMs7XcIhnU+g6xFCIAhAgIivinUazMIv5rrmyi17PTU3fHcya/WS9iLf\nrbQBIG5GUPaxQMOPECYIQdgw7WAcxi6SoFiZf/XT71/9NIDfPImohT9569v7X6gqPFdSAQPY\ndQEhhEYdViaJzknxLJ4QSBQy3cVSk3iLmZCVedmc6r3HhdUPrFyWtWJuZFqvCcNr953wCSXN\n9S3lm7+1NrUxDAOUUrFFE7pxqYayWp9CylOJQiqc1/MIQgiQzvAOgFAh8Qkh4NVxJ1Erebe7\n9UxJw3cnqcsNXXe6LLbKrfvcFpFeTLnu4tvjonBEsMduZOjvlmKMROxIVptRMD+jQOQehBAa\nNSjHt5XU2Nr+v737Dm+rPP8Gfj9naFuWPGM7jhM7w87eCRmEQFmBMsOmQEv7FmgLoRTCLFBo\nS0tLC4UftKW0ZafMQNmEhDJCICFkEmc4jh2veFtbZzzvH/KUZcdOLMlSvp8rF0hHj865fXys\nc+uZrcZUW/r4UaIhwufhuLMWbX/2Pc+h9lEIktlYfN4JUh+LifUlb8HUrOnj3TUNjDFbbmb/\nb/dGGvHQuLOso4qu637oKMyTrRbJbHSOG6X4/L0TOyLSgkr3ltbQTkLPQzvi7Q96DJd1jB31\n7TNvBtva6+2o2wR4wTYPEyKMxtUCXcvmuipqGrfuCrS6DCnWtEnjUotG9fPzwnCHPnbDw0AS\nO61517rtwqLF4ztmLdr4xLWveBctPeXUEydnYLFZAEhq3obW7c+/35mxGe3WSRedlFoQXpFm\ncqTMuu68xtIK76Fmg92aPmFUxHEMhyVbTM6ikQMpKRpkvdd0jxHvgkaHvaBj9jstEBQkkXSN\nGBFnnIjrnCjUCa+jETbSXnpvE2VJ9fm6sjoiIuKcd76fiQJFWtwi9KBxW2n1p5tCj4NtbndV\nXdbMSdnzpvX/U8NwhnnshoPDZNfKgdevX5CTXfKd33zSrU9G3YZ/PXDT5adOHb/gJy/sijSB\nOABAstj16rrOrI6IAm2eHavWhC15F8IEIaNk9KglM0bMGN9/VhdodXuqG9Q+FmwdiLYDNcbU\nSG2ake6s5oxUxeNzHawLtLpLX3qfuE6hkRAsNJKx17iI3j3qIt1cNUWNWPkXqtBjROZeS76m\nTSySbRYi4ppe++VWah9KyQSBCYzVf7PzaM4JxB0T2ND/Q5XdIPVb4dbw8qWzL3y5OXvBlXf+\nv0XdZhg66TefrJ73xqtP/+2Z/7v0hDb77mfOsEc7TgCAOAi6vK0VdWEbA22etspDjtF99n7r\nR6DNs/fNT5o78qHsaeMLTz9ONMje+uaKjzd7ahtFk5xRPCZ3/uS+VpLVgsqe1z5qKavq/RIT\nQuMfetwIjSnWtora8vfXh56KUvjg1s6W1vb/MeroStdN+F7b6ZoWKUZOxEggX0OzZDOLshxs\nc8k2a/rkcRnT2ofQBlrb9KDCut+1GTGi5tKyzOklEX9wGOYYQ7PpsNBPYqet/+3KlxsyLlq1\n+fkLR/So2TPlzD7rmtln/b9rzrh89oXPrvjN9csemIPfJgAkHzXSTGxE1HtFrAHh/NtVH7hr\nGjo31G3Zret6zuyS7U+/3ZkkuasbmvdVTrnijLD7pPdQk7/F1by7siur63hdYN3r6kKjJpgg\nS6lFI3VFadq1n7reEKmZVRK5qnW9W+gjjxsY1m10pOr25Z4ys/caFYIksUjVi8079yCxS1hR\nqV1DsjhY/SR2+z74oIym3Xd/WFbXRci94Narxr3w23UfV9GcAXUJAQBIKCZnimiQtGDPrmyM\nbNlpR7A3d01j96wupGFHWbDNE1b11XqgtnF3RefassE2z57VH7ceqCEiQWC9k67wRIxRyWWn\n2/KytEDw64ef79rcx00ydXRu897Kzl2RRkzoldr1SvbaR8gKQvcFMxgjoefQSH9Ta+8jGuw2\nyWrWek28org8WiAoGgc36ASGC4yKHQb66WO3f/9+ss2Y0eccSkREkxcutFNpaelQhwUAMBwI\nkjhq8fSwjSOmjzc5U45gb4G2CJ2Sua67qg713t49BSx9bW0oq+tTt05xTBTHnLbQlpdFRIrH\nxzumRAn1pes11x4xUcxbMjusx55kNpkyHL3vqJ1JZeeDlFG5mdMmWHMy7aPzDGaT0GsNib6y\ntLRJkVe8QJ+qRMXaW2OH9h8GTwxWP4md0+kkrigRO1B00H2+IJnN/c2MDgCQyEafMLPkvBOs\n2WmCKJjT7UWnzis+5/gj25Ux1Rpxu65G+KAVO5Zt8Le4XJVd/fx4pPscJ9J1HvpXcMr8zKnt\nOZNstXSu1sU4J0Y657xncjf6lONMTvvEK76bM3+qZUSGbLUIIlN8fn9DS3gSyIkYb1/Bs6Nn\nXrDFNfKEueMvPK3o7BOdEwvD3sEEIbUwcouOs7io90pi5qx04XDr4cKwFZ3BE30dreWLP12x\nuCTLkVW86HsPfdkSoUT94yf1XHg2/+YNUfzxh4l+mmInTZnCPBs2bKdz+hx9rm9ev8FPEyei\nQwQAJC1GI2aOHzFz/NHvyZaTYcvNdFfXH74okXNsfuiB4umxciPXiEUeVkFEZM5wZEwqCj3W\nVa12404SBNJ0YqRzIp0zRpyz9umLidJKCtMmFhGRaDRYspz1m3dqQZX13VeK68Q6euBxIoEx\n1dcVXvbcqe7KOn9j+yBiwSDnHT/bkBq5dlO2mrPnT69bv7kz0RSNhpxFsw97ZmB4YtGpbY3Q\n84CIiMr/cvYJt7de+ci/7s09+NztNyw5x7B73U/ze5YpKyujOT97ceWSjlzHPP7wCyMnvH4S\nO+vxJ84T3370+ocu//DnkyJ9gQp8fd91j5Ub5v/0ROfADqbruqIoLS2R8uqBCf39+3w+vz+8\nZ8bwpGma1+v1+RJjRV1d14nI7/cHg5E7jA83mqZpmhYIJMb8CJqmEVEgEFAU5bCFhwNN01RV\nTaCLgYiCweDRfMLEwMjT51Wt/dpVVt1PGcZY9nGTFaMQ+llUpvdcr4xznRhjokkWjAajMyXY\n7A62uQVZso3JzV4wpc3Vvg7swTc/81Qd6tGYxTnnJIjU2XGJpZhDR+GafuDD9XqokaaPu7Nk\nNateH+fts96F+tJJKZbQHoJNbfXrvtS8XX+PotnI0+39/EbE/OxM2wLvgWrN55dTU6xF+QFZ\nCAzFbzD0aTbML4ZOoatX07SYBWw2m41G4+HLDQpjsVt5Qvvy4Yf+N+G2HU/8aCIjWjq65ovJ\nDz361XW/m9O9DlgpK6scMe/8i85fMvRRDWP9TXdSdO1DN/1r6e9vOeW0ql/9+uYr5o/oyu6U\nms/+8euVdz++kc+6/8kbBvpFljEmCILJdCSTdoZ4PB7OuSRJspwYdfVer1eWZSniuh3DT+fp\nNRgSo+eyz+cTRTFRovV6vZxzURSH/vM0OhLr9Pp8Pk3TRFE8mk+YWDCZJiw/UfX6Wypry1d/\n2vv1lFEj8k+aZcl0dn+Ls7ig+dvyzg2cU+q4/MKzFndu0VUtbHoUd2Wd5+ChiCka19tXCBBk\nKXPKOMlkIiJvTYMeUDjr0V2vO/vkorTpE6rf+FjtWYOYPq3YZDK17T5Q+8nGsPcqrW7f7or0\nWRPDduWpqGnesivQ4iJdNzjtaTNKrPk5kY/ajeb1t+7aq7S6BKPBWpBnyetvuplgMKjr+nC/\nGDqEvu8xxmIWcJTuSrEbFbvvwzXlY848c2L795NJZy4bfc+HH+6jOd1r5A7s26cVLS5UXNUH\nm425+enGY6O7Xr+/Wstxv33/TXbhpb9/6IfHPfqL/KKxhWNGpQvNFfv27tlb2apQyvTr/vPK\nykkDvjwYY0f5sevxeIhIluVE+XP1+XyyLCfKjTyUeUiSlCinNxAIJNDF4Pf7dV1PoNMbDAYT\nKNpAIJAYiV2IycRlUZClCEtHEEvrleVMOGtJhd1Wu+lbXdUEUcyeVTxq6ezOTngRtbS4Q7vr\njRNnxDgnPagE61vIamktrwq0uELFeXsra/g7jdnpktEwbvkpVeu+clXUcM5lmyVnwfS04kJd\nUQ99sSViRuivawz7jVSt29C8q6zzaaCptWbNF/knL+x/PTFffWPVex93ni7PgSrnxHHZ82b0\nVV7XdU3TEuNiIFJVVVGUo6z4iD8Ww7Viq6qqKD+/q+U1Pz+fampqiLondmVlZXTw6fNyf7Gx\nQSMpbdaVDz718A+mRu7omkQOk5QJOSc/8HHpxS899shTr7736dcff7uRiMiQUbLgomu+d/2N\nVyzIToyKMwCA4YUxZs50esL623EKuiKMnBVkafTJ8wpOmhN0+1Svr3nvwYq1G20jMjImF/Ye\nf9DxFpn6aFNlnHRdJ06cqPztTzuHbghSaH1YxnXePktxx/stuZnm3AwiMqamFJ59oq5qelCR\nzMamnfv2vvReoNWlB5TIB+s5UMNVXtVSWta71KFN27sndr76Rm9NPefckp1hGZFJRIe+3KIr\nWvdG5eadexzjC429FreAeJEt5sLzl3Xf0vLt3uZdewa1E2fxOEdJj9k4As0Rmqf1hoYmSknp\n6r1pt9vpUF3PucQbK2t5mnPWdS+tPq/EXPvxo9dccfVZpjE7Hl2a5KndAGrbhLTpF9311EV3\nEVd9rc0uzexMs8nHRn0mAED0WEdmuqvqWccyraEUSLb2Oc0AE4T6bXsr123qHG1Q9fmWiZef\nbrBZehd2FOYxUeCa3ntddk6dq36x7gNyQ020oVGznIg4J0aSxZQ1fYK1ZHRQ7apcFCRRkMSD\na79s3LabM941RLZXU5w1L7v7U/fBmogVe8HmNuI8VDdT+/mm5l37Ol+yj8nPWTzXd6gx7GQQ\ncV9dAxK74UP1+io/+F/41kE2zjaX7m0u3dt9i7NknC0/L6yY4HSmUp3bTdRexelyuciZ33N2\nyfSr33Zd3fEk9Yx7/r3y7YJfP/PxX5YuS+4U5jBrxfbAJLMjMysdWR0AwBBwFo9ijHFOxLsq\ntrKmFPVV3lvfXNEtqyMib0PLgTVfRSxssFvHnLpAkEQeYVXbDuETDpOu9ZgLhXNiopgzfxoT\nRSLietdrwVZ3w7bdOudcb59phXh4E67RmZo5o4SIfPVN5W9//O2/X2suLdd7z6RHJBjkUAbQ\ntr+yPasLZZect+2vrP96W+TocTMaVlgU5jqJNB03EVFOTg5VV3eNQaqurqacnP57ao4qLja7\n6uoSYzDjURhY/zi1ac+mb3bt319WdqCR0gsKCwvHFE+bNS4tMYYEAAAMR+YMx/hzT9j3zueh\nle+ZIOTNn5wzu8/5o1rKqnrPL9y5YkRvmdPG2UfntOytDLp9BpvFlpfx7fPv9OjV1/2WyRiP\nVJkWbPN4G5pb9h5o2r5X8/gMKdaMqeOzZ05q3LE3bD48nXPGOrItRo7xY0YunSdIoqfm0P43\nPuq+OgXvtRitaDS07j2QOrbAXVEdKhEqGHrcvHNPxMVqjekDnJIBYiR2052UnHpq/j3vvlv2\nq6mFRET7339/76jTTivuXiTwwYoZ/2/PDR+99eMxRESkf7tps6/wjCkR6reTy+FSM63+y2cf\nvOe+x97Z5w17xVq07Cd33XPz5XMy+p5RCQAA+pE1pShtXL6rql4LKil5mUZ7f71/eo+0oD4m\nN+5kTLVlz+rKFAu+M6/8vfWdORYTROp4LAhc72NMbM3n37TuPxh6HHR5qj/bHGhxBVtcEY7H\nORFLyc/JWTTTlO4IbTu0cXv3rK6rZEcSwBhTPJ6qtetdBw527KRnWU1nkZYgMNpTgm1uXVGM\nqXYm4VYUb9EZPNG7LwERkTD/mhXH/e3eq+6a+PAluZXP3nB/6cJ7V80ViPRNT930bMWSFfec\nU7D0wtOEJbde/GP/TRfNHdG2/m93PHjwzL+vSP6JEvtN7PiBZy9afOUrlTy15Jwbrzxl2pj8\nkblO1lpdWbl/6wdPP/X6769698W3nvl01aX5qA8HADgiksngLArvQhSRLSdjgBv7kjl1vC03\nq2H73mCb25SWmj6paN9ra32NLRRqRBWIR8oSO7O6To079lr7WC2Xcwp6vK1llXKKVTTIRORv\naI5QrFua1nnnbiurdIwf061U35OvEBmdqRXvfBRsdRGRIEvp0yY5Jx4Dk88OY1GaoLivaRWL\nf/72u8Frbr3p1Eea06Z+584PH18xloiI73rzz3/eSBffc06BtOCPX3yU/fNfPvWL8+70pk9Y\ncN6/N9x7QX+T5CSJ/hK76qeuueaVSscpf1z30o1T7GFn9pqb79nxyIVLVrz042uXLf3vVYef\ngggAAI6Go2ikozCvpayqc4sgigVLB1cDYc5w5J/Q9Zbiy5fVbtjWur9a8/sVrzdCGtXHnVow\nRpyYgxHn/saW2saWxm27i8472eiwC7JE/l6ziPeRAUgmIxNFrnUmmO25nSkzzd/YQt3WqFDd\nHq63F9MVtX7jFtEo24tGRw4XYiEqExT3nSw6jr/1xc9vDdsoXvYav6zzvZmLVz6zduWQxzS8\n9ZPYHXzhyfc86cuffvHnU+wRXmYpk2544cn14879z5Orqq9akRu1EAEAIKTkolNqvtrRuKtc\n9QWsI9JHLp5hyXAczQ5Fg5y3eGbe4plE9M2jz+uaGt4S2keVWVrxaM/B2u7d7FjPbE3x+HY9\n80bKqBzLiMzec7j0da/mRIYUm7+llbq64TEiSp88QU5NaSurUN2eoMsdaG7p3fWqZfd+JHbx\nFK157IZ+l8mtn8Ru544dXFi87NR+Oqc6Tll2nLjqf9t3EiGxAwCINiYKufOn5M6fEqW9Eymh\n6VeIiDiFut2F5jHpXtDktKeXFElm08F1XwXb3O3vjnRTd1XWyBaTJTvDW9fQdZw+79Wseede\nvb26jnNOnYMxtKCSkuYwpTmq1n4eaGqJWOGnesL7gkOsxa4lFvrUT2Lncrkob8KEfifys0yY\nkE9vtrYOdVgAABBj5kxnW3l1WA0dZ6RrTBC77q9Gp33MGUuIsdQxI1PHjAy6PFzX6zZsbS7d\nH3G3itefPXdq1qzJvvpGxetvK6vQ/O0LEDNRYJyTEBqRywVJDBsLElokg4hCfelUn99dUdX+\nSq8bvmRN+vGOw11sm2IhssOMihXFw4wzSpRVUAEAoH+5x01zVdSGjWBlxIhz59RiOSuVe/32\nrAz7qFwmdo1UNKRYiSh17KgIiV3HHTnQ6kqfPD6lIJeIRsyb5qqoUT1eozNVU4K1n23kmh6q\nmOtjhC8nYpLZRESq19dtW3g5zeurWvNZ6rjRtlEDGowCQ4vwXhmnAAAgAElEQVSx6CRhyOsG\nCWkZAAAQEaXkZ5dcdvrB/33tqWkQZFGQZUESjXZb5rTx4ghnIBAwGAx2e6Q+10Sphfmphfmt\nZT0n1etIv2SL2VtbX795R6CpTbKYHOPHpE8r1hV1z6o3dVXrqJTpYwwsY4yRYDISkb+ppXO3\nvSfDU9xexe31HKxJmzzBUtLnPM8QNTEePAGRHSaxa9v80mOPbeynwIFNERZxAwCARGTNyZxw\n0am9t7tckWat62n0GUtadpcf+nqnr76JqKuiRZBEQZbLXv8g9DTocnvrGrx19cRJb2+T5ZyI\nBBYxtwvlfLWffiVIYtuufdRj6mJORCQKTO/xrqYdu40FuWQ0DOhnhqGDJGw4OExi17Tmjz9d\nE5tIAAAgsTnGj04dV1D96abGbaWh9cdkq2XkifNqP9sUVrJld7kgCD1a2XTOGOc9G966z0vc\n+M1O1eWOcFS9Vz0f58GmVkNO5tH9NDBIUZqgGMniIPWT2M2/6eWXLx7QTvLmD1E0AACQ0Bhj\neYtnZ82Y6GtoFg2yOSuNa3rnyNnuereltqd1QmhxMyYI1L2DVaDVJQx4eXPN4/EfVOVMxZQR\neSJliAJGA/8NDWKvSOwGp5/ELm/++efHLhAAAEgWss0i29rHqOqkEWO9FwqL2CmeEzfYbKo3\nwsQlgiyRrhNFGmDB2t/c8Yy17trNiLUSmTLTRyycFxp7AVHForWkGBK7wYlCcg0AANBBkERT\naviQC8ZYX01sss1iyc3uvT1lVK7JmdrfkTr3J3VNleevbzz0RXhDMEQJi4J4/0yJB6NiAQAg\nirimBTunKenEGBMY7909jshTU8cYY2GNeoxc5RUsYmVEt1u/KSMt0NoSlgx4a+u0QFDEWIpo\nY6ERMEO+W+R2g4MaOwAAiKJAc5seVHq2vDKu86y50yWLuXd5QRS7Z3UCY0wgxojrXNe1zt2E\nJkhhQo/bvmgyREwDtECvxWph6DEmROEf8rpBQmIHAADR1JWlsY5/RETmrPRxF59pG9VjQUpB\nDL8r6ZEmt2MslPGF3/Nluy1CYVGUsShFDDAiQRj6f8jsBgmJHQAARJHRaZes4TVzoslozkhj\noph3wnwmMBIYsY7/9hThts4iTmRMJAjO4rHW3BFhmx3ji9jhVlGCIRGVPnZI7AYJiR0AAEQR\nYyxvyVyh2/qTTBTzlswJrUsmGg1GRyqjPrrJ93FPj5TsUcrofDnFxgWxe9c9XecRe/JBFDAS\novAPed0gYfAEAABEV8qo3HGXnNG8c1/Q5ZZTrM7iQkNKV5tp9nEzK9//hGtahHt4pDVhiSi0\nhi3reBBiL8hT3B53eSURdU/mmnftTZtaImBl8yiL1nQnqLEbJNTYAQBA1MlWS9acKSNPPC57\nztTuWR0RWXOzis4/LW3SOGtetrH/CU1COHHiTBSJ9UgFm3buDra2RSiuaYrbc7Q/AAwAE4Qh\n/9d3U2zLF3+6YnFJliOreNH3Hvoy8vqmAymTbGL6DYZzrmma3+8/yv0oijIk8cQA51xRFN57\nZs5hKRSnqqpH/zuKDV3XEytawumNmtDpHZJPmNjQNI2IEitaXdejFbAspk4vCT107TvQunOv\n6m6fo5hzzqhnXR4jxpiuqkLPKVH89Y3+SIkdEamc82F8qqN+enuRZVkc8n6HUeoP18c+y/9y\n9gm3t175yL/uzT343O03LDnHsHvdT/MHXyb5xCGxc7sjLfY3GIFAIJA4Y9cT5YO7UzAYDAaD\n8Y5ioDRNS6CLgYgURUmgbyZElEAXAxGpqnr0nzCxlFgXQ2xOL8tOd2Snt3z4uerzE7XXz3UM\nl2Ci1J7MRex75fP7BbOJBwKMMWLEOSediw67T1Np2F8Yuq7H7Oq12WxDn9hFZ5WIyHmd9uXD\nD/1vwm07nvjRREa0dHTNF5MfevSr6343RxhcmWQUhz4HR9NeHqpSSqAW996LIQ5nnTWLiRJz\nYl0PiRUtJVrAuHqjKvbRGjLS1MrqsI2i2DOA0O+82zbRaDSk24N1DaGnjDESmCk/d5if54S7\nevsUsxq7fR+uKR9z5pkTQ6+xSWcuG33Phx/uoznjBlcmGcU0sRMEwWAwpKenH/EeGhsbOedW\nq9VkSoyF/5qbmy0Wi9FojHcgA9LU1KTrusVisVgSY86n1tZWg8FgNkeY43QYamlpUVXVZDJZ\nrdZ4xzIgbW1tkiQl0MWgKIrRaExJSYl3LAMSqpux2SLMuzYMuVyuQCAgy7LdHr44WJSkzJ5W\n1jOx63Pmi44BFoIsOXOzD27bGfa6UlGVO21ytAIdCm632+/3S5LkcDjiHctRiM7gicijZ6qq\nqig/v6tVNT8/n2pqaojGDa5MMsIoIQAAGHYMjhSjIzXQ0jrQN3CeOWuq0hahKVPxeLRAQOz4\ngq2rWqCxSVcUgyNVtiXGt6yEIMhGx6Tp3bf46+v89XWD2okpM9uU2WOlYM3n7V1Mb2hoou5f\n4ux2Ox2qqxtsmaSExA4AAIajEYtmH/zgEy3Q0cuz16IUIaH+d6bMdPvYMe7KqohlOtco89bU\n1X/1dXvvPaKUMQWZs6eHr0sLR4SrwbZ9pWEbB1uHF2g8FGg81H2LKSPbkOoMKyY4nalU53YT\ntbfeuVwucuanDbZMUkJiBwAAw5E5M73w/GWte8uDrW2y1WovKqhbv9FXW9+9TKjrn310fuac\naURkzsxgosg1rXsZ2WZt/GaHIMumzLS69V91f9W1/4BkNqVNmRiTHwiGTk5ODn1UXU2UEXpe\nXV1NOSflDLpMMkJiBwAAw5RoNKRNGt/5NOf4+Q1fb3PtO8A5Z6LoLC6yFY6SbdbOyYdFkzFz\n1rT6jd9wXe98l+LytLaVtT/p1Q/MdaASiV3iKTn11Px73n237FdTC4mI9r///t5Rp51WPOgy\nyQiJHQAAJAbRaMg+blbWvBmq1y9ZzRHHkNoLR/sPNbjKK4hY+2jT7hOJcgpbzkLzJ9J8ScOZ\nZLE5SqYN+W4jN5QL869Zcdzf7r3qrokPX5Jb+ewN95cuvHfVXIFI3/TUTc9WLFlxzzkFfZZJ\nckjsAAAgkTBBkG19D9bm3HOwpit16z09vM66L7okpyTGwOQEwJggyzE7WvHP3343eM2tN536\nSHPa1O/c+eHjK8YSEfFdb/75zxvp4nvOKeizTJJDYgcAAMlDVzVdVdufRF70p0eNnaM4ySe/\nSF6O42998fNbwzaKl73GLztMmSSX/HWSAABw7BBkSTAYOp5FaKs1paeF2nAliyVr/uyUgqRf\nYgqOLaixAwCApJI6bkzzjlIiIhZeaWfOzsw7cRHnXFcUMUGmjgcYFCR2AACQVNImlyiq6tlb\nTprGGZPMZiYwXdUYY1zX2/aVM4G5K6u0QNDosDtKxssJsloJwEAgsQMAgOTCWMqEsebCAhMT\nJJPJ39hU+8l6QRCIkdrW2rRlG9d5aMBssKXVc7Da6LRrwaBkMllH5aeMLojKgqcAsYLEDgAA\nkhAL/ROF+k1bQlld10sCI51zToIkCLKguN1EFAwGg9t3KG1tadOmxi1ogKOGxA4AAJKKrqht\n23b6DlYT58QY6bz3wlZMELgWYbu7otI+dqxk7Xs6FYDhDaNiAQAgqdR/tclXWUXtsxPzPm90\njDRF1xQtbHPQ1Rbd+ACiCYkdAAAkD9Xr81bXdt/CIk16wjtGy3KNc73H0FlBRFsWJDAkdgAA\nkDxUrzdsC+cR5inuscyY1vVMMBiMac6oRAYQE0jsAAAgeYgmU++NnHPJYu72tFuVHVFnmicY\nDBkzpzNRjG6IANGECmcAAEgess1qykj3NzR232jKzMhZspCrWsPXW1wHKsPekjK6QLJZRJPJ\nkjMilqudAkQDauwAACCpZM2fbchM73xqHpGdNW82ETFJdE4uFk09FpwQZFn1+5kgWkfmIauD\nJIAaOwAASCqiyeScMzPochs5STarbLN2viRZLCMWzTu0YZPi9jLOORFXVW91nbe6rrV0X9qM\nKdbcEXGMHODoIbEDAIAkJFrM5l5rhemKUv/lRj0QEATG9R7DZVWfr+7TDcZ0Z87i+YLBEMtQ\nAYYQmmIBAOBY4ams0vwBorDBEx0Y+RsaG7fsiHFUAEMIiR0AABwrFI+742GEye1CmzxV1TGL\nB2DIIbEDAIDkpKuq4nZzXe/aEgi0P4p09wvNeKcraiyCA4gO9LEDAIBkoweC7l2lTYfqiYgJ\ngr2oMLV4AhNYZ9LGBOI669Egy3kosTM4UuMRMsDQiGlip+u6oijNzc1HvIfQX53X6/X5fEMX\nVxRpmubxeLy9ZkIfnnRdJyKfzxfo/FI7vOm6rqqq3++PdyADEjq9fr8/GAzGO5YBCZ3eRLkY\nNE0jomAweDSfMLEUuh4URYl3IAPSGW1inF7O3Zu36G5P+zNdb92z1+/zGgvHKEGFWCifY4LE\nSWdcJ06ca3r7AhWMGQpGhn5MrmnBg9Way8UEQUpPk7MyiUVowD16odOrqmrMTq/FYjEajYcv\nBwkopokdY0wURYvFcsR7cLvdnHODwSAnyGxDHo8ngaINnV5ZlhPlD97r9UqSZEiQ8Wter1fT\ntAQ6vT6fTxTFxDq9oiiazebDlx4GQl9ITJGWSRiG/H6/oiiJcnqVltbOrK5TsKbOMbFETbFp\nra2h/IwTYyIxkTjnmq4zJhicDvvE8cb0NCLS/YHGDRu1ju+NSn2D3tTsnDk9Grld5+k9mvvj\noEgS2uuSVqwTO0EQjuau5na7iUiSpES5NXq93gS6kXs8Hs55Ap1ev9+fQNGGqplFUUyUgAOB\nQAJF6/f7Q4ldogQcqqtLlGhD1cxH+QEeM2qkelCuaRKRNTvLd7AqtKUzQWOMSUY5tXh86vhx\nneUbd+7SerYGBA7Va03NltycIQ9YURRFURhjCXF6YZjD4AkAAEgqEZeLZYIgGgzdB1KEvWrN\ny+u+JdDY1LuYv7Gx90aAYQWJHQAAJBVjWprYq03TkpfLRDHyomGMMubMkqyWsI0AiQiJHQAA\nJBUmsNQZUyW7vXOLdWRe2tTJejDYumdv7/KW7GxzdlbYRmN6eu+SpoyMoQ0VYMih+yQAACQb\n0WKxz55hIlJ9fjnFJpnNRNT49TfB5pawkgaHwzltau89OIrH+w/Vq93mNLDkjLDkYCVZGO6Q\n2AEAQHKSU1LkbsvF+mrrepexFYwSjRGGfosmU+5JJ7jK9geampkkmbOzrCPzehcDGG6Q2AEA\nwDGAc13TImxW+5xKkImifdzYaMYEMPSQ2AEAwDGAMdlmVVzusM2yPSVicSLiquoqPxBsaRVk\nyZSVhXZYSAhI7AAA4JiQOmF8w8avu28xpqf1NR5C8/nqPluvdqxy5K6otOblps+cEfUoAY4O\nRsUCAMAxwZKbkzV/rtHpZKIoWcz2sUVZ8+b0tZJES+ketefalZ6qav+h+phECnDkUGMHAADH\nClNWpikrcyAlA5HmIvY3Ng7w7QDxgho7AACAXjgf6EaA4QSJHQAAQDhjetoANwIMK2iKBQCA\nYx3Xdc+BA4HmJuLc4HBYC0anThjvr2/QAoHOMuYR2ebs7DgGCTAQSOwAAOCYxjWt4asvFXf7\nTCiB5mZvbW3mnLk5S5e49pX5m5pFo2zOHoEJiiEhILEDAIBjmqfqYGdWF6L5fO7yctFi0IIu\n2SYRI2Iq13UmoP8SDHdI7AAA4JimtLb23ug7VCvbLe1POA801nNNs40qjGlkAIOHLx8AAHBs\nizSVHdf0sC3Blia97/XHoN1b3zezHgRT+ugpC5fftmpX+KofA6Q9dy5jY27eNLRxDtDHP8tk\n8vdWh29+70dO1p8pvy4lorqHFzM249f7YhsyauwAAOCYZkxL89XWhm0UDRHuj3owqLo97gMV\nms8nWa220QVySp8rkh3Lcpb86LI5qURExAMtB7eu/e8rD1z81rqKrZ/dPG4AFUpt79x52f81\nX/74YxeNjHKgR2r0KT/9hcPf/sSz+YXH11RP+O5N353Q8fqI+WlEREyUJDHyDNjRg8QOAACO\naZacXP+hQ/6Ghs4tcopdNEVIQHw1dS3f7mp/0tDorqhMnzHdkpsTmzgTSMF373jwpoKu58q+\nR8+Y+bMP7r779Z89f57psG9XKjb897+18/8QxQiP0oQL7nvwgo4ndY998fiauhlXPvjg+T1L\nZV+/Trk+1qGhKRYAAI5xjKVNn5E2dZp15EhLXp5z0uTMuXMla3hVnGSxte7e02MT5y07dmLW\n4sOTi679yVkm8n3zze54h9JJDQbDW9tjg6tBJZpHRmIHAABApqys1OISR8lEc04OMWYrKJRt\n9s5XZXuqwe7kmhb2Li0QUNye2EaamBhjRMFgsOO5XvfZIz86bf7EkQ6zNWNUyeLL71m9TyGi\nxseWsoxrPiTafmcxY8f9sarjDbxh3W8uPWn6KIctvWDmObe+UdZXf8e+9kzt3fUW/3nrR788\nZbTDZJTMaQWzzrmt2660g+/cd8mJM0Y5U/OmnHDRXW9Wh//CB6XxsaWdfexWXyKz43738as3\nnDDSbjIYUwtmnHjZfe/WdO7ft3f1/ZcvnjgqzWJNHzVx6fcfXFt9hNkfmmIBAADCCbIhpXC8\nFvDrwYBoNAkGY8TVY4mIYt2HKgGpB5584k0fydOmlYQ2NL1+1bTznvEULDzljGuWpzZs++T9\nV+49b737kz1/mPPd37+b+cytF/2l+Yq///XSyRMyQm9o++j6Rf/2Tf/+pT8/6eAn/3n+td8t\n32/9ZstdE3sdqu89L2ivyqp88tKzK6RlP3ngFyMDW1f95R8PnL/PtHnb3ZOJ9j919twfvtWS\nM2/55deNUkvf/b/zjnt59BCm7XsfvuTiWnXq+dd+b6xQvvbVVb88Y83GpzauvnIkNbz6wyXn\nv+AtOfmMK8/L9+788I3nbjl9S3DTpjsmDf7qQmIHAAAQmWg0icb2PmGGVAeTJK6qPQqYTLLV\nGo/QhrWKt353W0P74Ilga9W2j1Z/UOoyz3/g/gtC5yrw9r+eq0tZ/vKWl85vrxWt+P3cgpXv\nvFf6hwUlc061fv0HInX84lNPnUBEGhFR0zf+n2z84lczjES04sbTrx6z7Kn3Pqq9a+KIsCP3\nu+fQhgO7DHd9tT60K/rRHH3M6f94d03V3ZNtq29f+VbDmO+/s/4fp2UxIrrvpsfPnHVdxdBl\nSg01gbP/ufnlq0ZJRKTf9ebV88/618pfvX/B3xa++9Sqauflqzc/fZaRiOjXP7xrzrInPlxz\n4I5Jowd9FCR2AAAAh8ck0TlpYtPWbZ2d6pggOKdMjjhbyjGueu3jD6zteMIMjvzxp1x3wwP3\nX13SnnTIy/996HRucXa2dfvrG1xEfq+3rz2yk6//RSgVIyLz9OkTiNo8ESrTBrBndtLPunZl\nmjVrIv3jkNtN+tevvt4gnvKb34WyOiIyjP3xvT/8/QcPHRz0z9+XCdfcF8rqiEjI+u7vVp7w\n9DWrVn38t8WiyKj581de3b7wgsnpEglz7ttUf98RHiSmiZ2u65qm+Xy+o9yPoig8QTqrcs6D\nwaCux6eH5mCFzqqiKEf/O4oNXdcVJWGmlQpdBqqqJtDpTaxoiWhIPmFiQ9M0IkqsaBPo9Kqq\nquv6kEcrZKQ7583xV1VrPr9otZjycslsPvqjqKpKRNEIuC+yLEtSFBOA+X8oX999VGw4wZSa\n5tnx/n/+s3X7tu3bt379xZc76vxEo/t+R/a4cV09HknocwmQAew5K/KuKnfv9lPB7NmZ3fc2\nc/ZMRkOW2MnTZ0zq/jxr1qx8Wrd3b735mvse+c+2nz996ZQXb5h43PELFy457azzl83LPfwA\n4ghiXWOnaZonUo49KIFAINBtYeZhLrGiJSJFURIoW9I0rVtv3ASQWKeXenR2TgCqqqo9W8qG\nucS6GIbkAzyWonUx5OWKRETk13UauhOi63rMTq/NZotqYnc47i9+f955t3/QMmLWyWee8Z0f\nXXjLE1O3rxz14219v8NkGliSM4A9y7Ic6Z0RT4jBbj+i5CqyXlW7kiSFPmTlqde+tuu8LR/+\n96331n7y2bsPv/L336wsuvSfa5+7KH/QR4n175UxJoriEb899K1REASWIFXfuq6HZqGOdyAD\nEjq9jLG+vwwNL4l1enVd55zj9EZJIl691F/Fw/CScFcv55xzHsdouaLoPh+TZcFkOmxbbej0\nEtHR3B8HJc5/1563fvfLD9Tl/6l84YL09kACe4akHe4o9pxbVGSi9V9/3Ugz0js37t26dQgr\nUYNbt3xLy7sq7Ro3biwn68LxOY27N+xtThs3b9nV05ZdTcRdu5/6waIfPn/rI9df9OC8wR4l\npomdIAiyLDudziPeQ2NjI+fcYrEMNHePt+bmZovFYjQaD190GGhqatJ13Ww2WyyWw5ceBlpb\nWw0Gg9lsjncgA9LS0qKqqslksiZIV+u2tjZJkhLoYlAUxWAwpCTISgBut5uIbDZbvAMZEJfL\nFQgEZFm22+2HLz0MeL1eTdPicjFwTWv59ltfdXXoqcFud0yeLPf7i3a73X6/X5Ikh8MRkxjj\nrWrfvgBljp/QkXtRsOyZ/3xOlNK9l9URdWIa0J4jY0uWn5/x7+ceuO3Dc/76nXRGRHrNy3c+\n8vVQZkrfPnH3cz9eddlIkYh4wzu3PrBGS7vs3OOFXfecs+jP8g2flP95kUBELGXskpkj6WV3\n5LrFw8DgCQAAgCHTWlrq7cjqiCjY1ta4eXP2woUsQSo7Y2HsaWcW3/3bhy44o+GSU6c6W3eu\neebZrebsVNrz/hN//ejOH5yYbjAQ7V39p0dHnLHokrOnDN2el/T33pQz73tg2Xs/+vuyGd9e\nsvyEUbzsgxdfqp50wrjaT4/yx+1kyrd+etXshW9dcnIRK1/70oufVWWc9tf7z0ml4OXfn/zY\nb/9y9uyqy86cnuHd8+WH776/xb74kSumHcFRcJ0BAAAMDc65t6YmbKPm8wWamuISzzAlzLzn\nrVduP9m24z9/uOOeJ94pH3P7um2bnrnrO4VVq27/2wY/pSy77henllQ9f8stf/3CPaR77t+Y\nq9/Y/NY95xe51/3z4b+9V5F3xYufPndx3pH/nOFsZ/z1q1evzj3w3t8f/se6tsLzf/nG5jd/\nNJqIDLN+9c67D141PfjVqofu+92/1palLL1t1ef//VnxkTTNs1gOL92xY8ddd9316quvHvEe\nQk2xNpsNTbHREGqKtVgsCdT6lnBNsWazGU2x0RBqijUajWiKjYZQU6zBYEBTbP90RalZu7b3\nduekSZa8PjOEY64p9li0+hL5nA9/+GH94ydF+0iosQMAABgagiQJkQZXigny/ROSABI7AACA\nIcKYNT98ggo5JcV4FKMGAQYFgycAAACGjH3sWGLMXV7OdZ2ITFlZjuJirE5xzMudd95y84ys\nGBwJiR0AAMDQYcw+dmxKYaHm8wlGY8SWWTj2zFmx6qXYHAkXHAAAwBBjgiAlyDApSDLoYwcA\nAACQJJDYAQAAACQJJHYAAAAASQKJHQAAAECSQGIHAAAAkCSQ2AEAAAAkCSR2AAAAAEkCiR0A\nAABAksAExQAAAFHHNc1dUam0tgkG2Twi25iWFu+IIDkhsQMAAIgu1eerX/+F6vWFnrrK9qcU\nFTpKiuMbFSQlNMUCAABEV+u3uzqzuhDXvrJgS2u84oEkhsQOAAAguvwNjZE2NsQ+Ekh6SOwA\nAACiTNcHuhHg6CCxAwAAiC6D09l7o6aqsY8Ekh4SOwAAgCGm+f3uAwfadu/2VlVxTUstnsAk\nsXsBrvOWnXvc5ZXxijABac+dyyKTL1lNr1zAnNeuiXeMwwBGxQIAAAwlX21ty44dXNM450TU\nWlqaNn26o3hi45atTCDixDVd1zgRtZTusY3Oj3e8MRQM0pNP0vr15HbTlCl0zTWUmzvgN4sn\n379u3QoiIvK9e8vpDxjueP/+kw1ERCxrMvnrrvm+LS86YScUJHYAAABDRleU7lldaEvDxo2m\njGxd0cIKK24PdRRLfnv20Omn0759JAjEGL3+Ov3xj/SPf9DFFw9wB1mTlmSFHnnK04hMJccv\nWWLsfPX/PT6jR2ld05gosiEKPnHENLHTdT0YDDY2RhgcNEChvxOPx+PxeIYurijinLvdbrfb\nHe9ABiR0er1er8/nO2zh4YBzriiK1+uNdyADEjq9fr/f7/fHO5YBCZ3eBLoYiCgQCASDwXjH\nMiCdAcc7kAEJRasoytF8gMdeXKLVW1q6Z3XtOPdU1/QuzARW/vYaPagINqt5bEGjFp75RYnV\najWZTLE5VjvO6YILaP9+om6jRvx+uvJKmjuXCguP+gCrL5Gvcrzb/HjGXeNml654JevJK574\nxmcvmnrC5b9+9Jen5ApENWt+e+OdT360rSZgL1xw0d2PPnhBUTLWbsX0Z2KMSZJkt9uPeA9t\nbW2cc5PJZDAYhjCw6HG5XCaTSZbleAcyIKHTazQaY/0Hf6Q8Ho8kSUaj8fBFhwG3261pmsFg\nwOmNBo/Ho6qqLMsWiyXesQxIKGM2m83xDmRAvF6voiiSJCXK6Q0EApqmxSXagN8f8buFIFLv\nrE0Lqrq7lYg0t1c91Ji1ZL45OyPaERKRKIqHLzS0vvqKtmwJ36jrFAzSv/9N9947lMdSX7/x\n+1N+9MAbfy7Wtjx71+2nLw1u2PGbkf++4ru/rL/00X/8bqKw+9+3XnvpDwrnffyzUUN53OEh\n1omdIAhHn+WIopgoqRJjLLGi5ZwnVsCJFS0RDcmfQGwIgpBA0Sbc6Q3V1SVKtIIgEBFjLFEC\nVhSFcx6XaJnD0RZeX0dExARGjIhzoo7WQc55sGvGE67rzZu2mk5YYEhNiVGssVRaGnm7KNKu\nXUN9MLb4/tWPXTOSiJacMIPtGXvrg6/dfd033/gKfvDjH3x3jkzHzyoqOPlbR2LUEA0WRsUC\nAAAMGclqteRF6sPPOdc51zlxTpxzrus659QjAwy2uWZXC/0AAAxoSURBVA+88X7tJ1/yWLXJ\nxk5ftaec9/nSkSs5+eSRHY9Hnn76ZO+2bfvmXXnL6fyxxXkzzrx65R9eb5l8zrlzRgz1cYcF\nJHYAAABDyTFpkiUnJ2yjGlBD4yQ45zyU0fUxbMJVXtmweXvUo4yxhQspYvuvrtOSJVE9siiK\npCiKafbNb++t2f78z46zV71zzyljRh1//+eJ0d95kJDYAQAADCnGnFOnZsyZY87OllNSTFlZ\n6TNmCHKPzrWCKIZmPInItT/p5rcbMYJuvJGIiHUbp8oYTZlCl1461AfbtWZNdcfj2vfe22qc\nMiX74z//7ObnDhZ95wd3/OnZNaUb7sj55P9e/HqoDzwcJOOAEAAAgHgzpqUZ09I6n+Z+5/iW\nHaXemlqu6cZ0Z9qUie7Kmsavt0Xqj0daIEic98iBksADD1BGBv3qVxSayoAxuuwy+uMfaehH\nQ2rr7jx3hXz/hRO0rc/dectHuT/9bHk23b76D/fvMEp3nzuWl294fvXe1Pm3lAz1gYcDJHYA\nAABRJxoM6TOmpM+Y0rnFOXGcNTe7adsuV6/1Jwwp1mTL6ohIFGnlSrruOtq2jVwumjqVejVY\nD5GF9z997tZfXXfWjkb7uMU3/Pf1u48zMLp39d9dP//Dz8/6Y7OQNmbmGQ+898ClERZ6S3xI\n7AAAAOLD4LBnL5jta2xSXT0mZ3VMHB+vkKIuJYUWLDjanVivfIdf2XPT2S8ozUREW4iIOebe\n8Nz6G8LeM+OHf137w78e7aGHPfSxAwAAiAfONb+fiULaojmGnEwmCEQkWc3ZC2aljhsT7+Ag\nUaHGDgAAIKZ0VW3attO1/wDXdEGSzAUjLVOLJUmyW22iMTknV4sdJhlMhpjPvzyMILEDAACI\nqUNfbPLW1IYe66rq2Vdu8PvliROQ1Q2BqXfvSIx1EKMFTbEAAACxo7g9nVkdEQstRKHUHOKq\nGseoIGmgxg4AACB2FLebiARREKT2rE7XONc03ZeU0+VCrCGxAwAAiB3RaBQkQRC7WswEkRET\nBUNirMMLwxwSOwAAgNgxptoFSQxfT0xgeiDgb2xu2LzdX9/EBCbbbanjClIKRgkyEj4YBCR2\nAAAAsaMpasRVYpWGpoqPv+K6Hnqq+gP+hqbmHXuyj5ttzsqIbYyQwDB4AgAAIHYEWQpNWRfG\nX9vQmdWFcJ2rXu+hDRu5pvcuDxAREjsAAIDYYYwR63XzFQSlzR2htE6aPxBoaopBYJAckNgB\nAADEjr+xSfUFud6tNZZzLaBwpc/pTnTMhAIDhj52AAAAsaN6fERcVzkxxhgRb+9xJ4iCpmth\nhZnEiMiQmhr7OCFBIbEDAACIHdFsan/EefdBFIIscZ3r3brTCQaRCYK9cLRkMcc2RkhgSOwA\nAABix5SRJtusitsTtp0xkkyyrutc06W2trQ3XzPt3S0SF+fOpZtvpilT4hItJBz0sQMAAIgd\nJgjZi+ab0tM6nrPurwqCYCvdWXDjdfa33zTsLhVLS+m552jGDHrssTjECgkINXYAAAAxJdus\nOUsXKW6P5vMzWar5+HOuKKGXWDCY+fBDLBDomutO14kxWrGCTj6Zxo+PW9CQIFBjBwAAEAey\nzWrKTDc6Up3zZ0kZaUwUmSimVlWILc3Uc0I74pxUlV58MU6RQiJBjR0AAEA8iVaLeXKxJEmO\n1FR6/EDkQozR/v2xjQsSUkwTO13XVVV1uyPNwTgYgUBATZBJfXRd9/v9Skcd+zAXGqAVDAZ1\nPTFmOdc0LRAIaFr4BAHDU+isKopy9H8CsaGqqq7rCXQxENGQfMLERuhjIVGiDX3kapqWQAFz\nzhMl2tDF4KuudW3aatpfmRmxEOeKzRYYop/IaDTKWII2ScW6xi6U6BzlThRFSZRUiRItWiJS\nVTVR8mbq+LYQ7ygGAac3qjRNS5REPyThok24gOMdwkD59+z3768kIm3M2AxRZJEi9x1/fPCo\nb6AhkiQhsUtWsU7sGGOSdOQHDd1jRFFkPYcRDVuapgmCkCjRhk6vIAhCpHUMhyFN0xhjCRQt\n5xynN0pCp5cxJopivGMZkFBVKE5vlOi6zjlPlGgVj9dffjD0WHU4m8+5IO2VF0kQ2nvaMUac\nK6efrp988lDdsxPlrgRHIKaJnSAIVqvV4XAc8R4aGxs552az2WQyHb70MNDc3GyxWIxGY7wD\nGZCmpiZd100mk8ViiXcsA9La2mowGMzmxJi6s6WlRVVVo9FotVrjHcuAtLW1SZKUQBeDoigG\ngyElJSXesQxIqJXQZrPFO5ABcblcgUBAlmW73R7vWAbE6/VqmpYoF0NjQzN1m6q46dzlSlZ2\n+ovPSM1NRERWK912m3zTTY4EuZVAfMU0sXM6nStXrozlEQEAAIY7oWf9GWOuRce7Fh0/eu40\niRGNGUMJUrMLw0FME7vc3Nzc3NxYHhEAAGCYM6Q5mCRytUe/OoPDLo0tildIkLjwJQAAACCe\nmCSZS8Z1r5YTjYaseTPjGBIkLsxjBwAAEGeGnCxjupM1taoer8GeklJUIBoM8Q4KEhISOwAA\ngPgTLWZHbk68o4CEh6ZYAAAAgCSBxA4AAAAgSSCxAwAAAEgSSOwAAAAAkgQSOwAAAIAkgcQO\nAAAAIEkgsQMAAABIEkjsAAAAAJJEMkxQvHnz5gcffFBV1XgHEkEwGJQkSUiQ9ZuDwSDnXJIk\nURTjHcuAKIoiCEICRavruiiKkpQYf3c4vVEV+shKoGg1TRMEQZbleMcyIJqmhT7N4h3IgPRz\neiVJuvnmm2fMmBGXwCARJcZF3yk1NZWIwvKkP/3pTy+88EKcIgIAAIgiSZKefvrpeEcBCSPB\nEruIX79uvPFGVVWHZ40dAADAEZMk6cYbb4x3FJBIGOc83jEAAAAAwBBIjL5fAAAAAHBYSOwA\nAAAAkgQSOwAAAIAkgcQOAAAAIEkgsQMAAABIEkjsAAAAAJIEEjsAAACAJIHEDgAAACBJILED\nAAAASBJI7AAAAACSBBI7AAAAgCSBxA7gGPbKJawHwegYMWHhBSv/ubE54iLSvrK3H1px2ZmL\npxY4rfYRY6cvOv/mf21q1PvYu/rVE9fe/uqBKMYPAAA9Mc4jfn4DwDHglUvY8hfzT7r2ohlW\nIuKqu6Z0y5cbNu5t0kYt/+e6F68YI3YrXPP2tadc8MT2oLNo5vz50wukxn3ffLZ2S62Weea/\nvnrjigIWvnP36ktGnbPxxxv3/HZW7H4iAIBjmxTvAAAgzorOvfvBn2R3PW/6/LcXL7/z5Wuv\nf/a0N6/Mat+o737owoue+Nax7A+vPn/TvNT2rd69q356+mX//PGlf1702Y2FnXtQ2io2v/f3\nO254sZnGxuzHAAAANMUCQLi0Bbe9/JfzUr3/ve/BjWr7tpaX7rjnU3fh9S+t7srqiMgy9qIn\n/nR5mv/zp14o7dhW/+TJttSCeRfe/2FNjAMHAAAkdgDQi/3cFd8voH0vrtoUet768j9fcxmW\nrrxlQa9KfsMptz335JMrZjOl470n/fI/r7/++uuv/+2qohiGDAAAhKZYAIhEmD59CtHb+/cH\naJ6R+OeffKpR0aJFIyIUNUw47eoJ3Z4bxyw+ewwR0YG99xO1xCZeAAAgItTYAUBE1pEjHaSX\nlR0gImqtqvIQjRkzOq4hAQDAYSGxA4BIGOsa5qppGhEThF4DXwEAYHhBYgcAEXgqK5tJKCws\nICJKGzHCQHzfvv0Ri/r3f/bWW29trMLMSQAAcYfEDgB641u37iDKHTPGSETEFiw8jtG+Tz+t\njVA08P7dp5155opXalGfBwAQd0jsAKAX9+qHn9pPRRdd2D61cOby751qCq799X1rA+FFgx+8\n+pabUpcunRHrIAEAoBckdgDQU8uXf7zwpy+1WM6865Y5HePmR1zx21umGyueuOSM+9bVd7W5\nKvtf/vGKZ5qMs39xw4n4MAEAiD9MdwJwrCtbff9tB21ERJq7pnTrl+u/+LZeHbX8X49cntVV\nSJ5+9+sv1J/3g8d/+Z1x/5w5f/7MQmPNN59/tml3o5Z18iNP3zYJnyUAAMMAPowBjnUVHzz6\nwAehh8yQkjFq0ndvfuDW274/29mz05xQcO7/bZh//sP3Pvr2pp1rn/ufL3X0+Gln33zlnXd8\nb2oq+tcBAAwLjHMMZQMAAABIBugWAwAAAJAkkNgBAAAAJAkkdgAAAABJAokdAAAAQJJAYgcA\nAACQJJDYAQAAACQJJHYAAAAASQKJHQAAAECS+P+QztXTnF+36gAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
},
{
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8b/S5nKYwFFl88uUMwPaYSDjsfCMl8Pi/khScDzwPFo4g6Wmx9yhMQ+HSH7INvR\nXxZB9fcgoMQBQ7R/7gkoaxs4M+VjqAL2mr+xdtKTfWQs0++BUe9cIsrnZkDONvBGf5EJAjq1\n8hilILk8a+KWwoo8rbIhK30CWVOwFPJYD6llQhcn60Z1gn7y2BUuJn1qW5NUEsrGCJc0ejsf\nUNmbEfrKkbQhqupzsH4z4LUzEVhy8LBZGC7IcJYmlfsDRU1hVizZfLI6qyihU+yDFFYJXa7p\nurOYGH84XowREv1OaKWWH3AzNxQJC/70egxxBwf/l1ZpQTflMupDiaXbZGAd7H44VEZlqGKp\nA12GJlaFTmp1lq63NnWuSax05anaqEqxFu2i/+v2gORuF87SlWq5tGV2qZqUe7vYlo17C7jI\n5SVio35fhILeP7Ii6HI1QbI3IyyrDmgTd3Dw0ytnx6crCXO4mPtqKPmu0opzY+s+JZzatDOg\nQtJDsjcjLFhBUrjEHTT+L+vB+w/Fbnp3tSdziI1Q2JuwZJtDEyR7M8IitiBbV1LcwcH/9fBl\ne/n+d4Q4WhsKgU0eMQ63JyR7MwLeD9ysJu6g8c/T28IoZWSG7Kg76Mskq7oU0ryTbnbJgayV\nWQpZGAepZUIX51dvhJUpJ1YkuCcHgbH8c6ftOSML1CuuiOMvQ5bY6/YPY1mp+wgmScptxS1f\n7N9teEczHyHvD5S0E7disYIrMzFElNAp/sYhKtPdUxPzzAfetXtV5Y85mJg4bng/2TXYpImd\n8m8M2ly5CuxoCve+CCczCbo+rCoOkr0ZgYM2XtIzMu7ZgBxJcmOJkUaGckjvw41G/iD0LR+d\nAaIZthMMarQrYZFBsqPNOcUdHPxfJhVoLW0fFhFdMAbhZAmWlNjEJyR7M8Iio/Ts03OIO2j8\nP8sliTi/7Agcr2yGBEKCm1s6HckByUOyNyMsmMUhD3EHB//PaH0jdUMHc4Xf6yCcWl8UkADk\nIdmbERbcnxcv6RkZ9zwChvd3jIC++ErI5JCUAjlOKqwYQGJx9VntEFjbgPAFL0OSruFJ7Tdc\n84WTuUREZN4XoeDDyYFdvpiHZG9GwNYrWbwm7uDg/2ocHkz9lnEL56HhgjifXKpQk0fkbYZl\nCuyLSQI5tRh+eacdXxBPZ4MwEA5dXgK+p4dkb0bAcoAOZSo9I+OW4c4W2V1fZWaKEnbObNkT\nxSPjoLI3IyyiU1w2Q5+Dxk/fn2bBxlHjdiXHyW7fv0LdkN3wvghJ2/pUnGw8JHszQrfMK6Ic\nJu7g4GdY3wKg14I48oi6WSu2Y910Bx2EhD1TitDFVe/hppuiEha5KPhAU2uKOzj4vzw2Mg/8\nyFq2ZZjNFQr72DmUtf7KcGDqsokCOsXyIHKnVSYF3j3D7A/S/2AxSBwibxs4sHGliQKus2Kc\nUdmFQZasBEeiYrYhlFtk+/9ziLxt4I33f5ko4Dorlp86mJgnGwB83YZ3+Lb7XJUQn0NRHdeK\n5SqayqksooTrrPhrc6hGnK+jXgGlUExMGaxysp5B1IucFFcGOyG2TOhi/Wqtl9kpJ8PCnP73\nRaBbWia3jAYPyd6MgMXmDJf0jIx7NsvMXL6bZSjNk421JG37IXhn52O5FCR7lDQd0PAGN4VJ\nCnJqv3OKqGiEI2dXXsdjhIpgpXSqxjWcDpK9GQE+KzTmMnEHjb9PNFqOB/ey92r4xJ4m97Ht\nu0fkbQNjI1uGKPe1WbE6g7DhpBdMcIM7/IuylNfkEVjbgBvTcEwScJ3UPr60Fp/OuzsWwYD5\n9L4IWRsNMlLtIdmbEeD7OtHlnOIODn4XN9WKglvcVFZj+TZMJ3xfBCYUip+R11DMkOzNCFL8\njnbgJu7g4P+q8rywilK6QIbT9uQEV/l5sgG+TAIPyd6M0OfBgQO9iTs4+L+eEQeiWn3IanGj\nEQ5WM4p/Kj1htuJGEjAjynlJzyiP4sawMdgh1hE2uUHIsKEl4+QMT0j2ZgSsiqw0oriDg5/7\nj6yxCeON+49gvWQ2wOvtEHnbwJoLYqLMFZkV665aWDrMnArDB8zkyuuwHCqaHmFYOr/lZYgC\nrrNisyVldsqOwbtDlCAX3e1sMyphLQeVvRkBMQncE2L6HDT+n5ed8QSx8jFQDFcMjKLvfUZJ\nv7th8RUuQ5IOyEmtvkUsexlHDrxF4ANmfX9PklrqEHnbwGI3xGWIAq6zYrxFuWRHVp8Ki5OV\n8mrjnWyVLzk4M1LmdhGyZOwsQ5h4dcq/Ud2zb+YUi+xvaoTMZoVF/dYOkr0ZAS5julAp7uDg\nx9JpS9U61fXu1mpe3eiDUPGTdquMh1md40qQ7AV8+CHuYJ6c6T/wdUmaQcG0ljb274sgF6vq\nRQKSNOEg2ZsRMCCytj4VcQcHP1YN+csOmDtYNABp70jH4/2BwNoMiuUI84mShOuk1nkZR0uH\nK5e98LJ4vXX3PXCFPV8SjpYOkbcNHNg3wUTZ+W9WbEF47ZNgDzSbbxIs3w+Y/u9BqAHeSvRk\nCw+o7M0Ii0TZxXQf+hw0fuct1+S1m23LXgJ9741MpzfC+dLGwvJHOkTmdhGivKDlEo4s0JiV\nf6NmsbCjs8SVd/MqgbBrl7ydESQHyd6MsGCVlPazKu7g4P+qlUzBRQFyvSwuSVBYeLbHNbsz\nIGNTKJfK9tMqpJYJXZzzsLVXU0YHB3H+Hwx1BQ1mKGGn0dS/t7Qc9JDszQjw8OB+EBV3cPDP\nz2Mn/msaSUFzP/tLuZEMXoOVPYAz/iqHMnt4GNy0fEklN5Y33dV+YxHLvArusDv2BoF36uFe\nw/yEdmGeEhb5edxOZuIO3i/Y+9FbkRw7Wf3kxl+myCpBNlEpQe42reTrO6jszQhwf0i6z9Dn\noPF/9X76cUeyza0nnUH2oBM7pjyQdpgzqP3oTJLt6Ca12PTFUV1wkNISE8WFVwZH9hXxENxt\nYDmVIz9PpYnXWTl2kgNnQ7pssYRvdH+UkyPYAzC2AXHFrIotMxy83TorONjhpG//rigElphu\nfiAZIPZvHjEotcxwHaf74eVw1w8hoAXnq6S+vwdBVlF4Ctj/wUFlb0ZY1qzFKqbPQeP/0pnL\noj1ZqhCHUsg/Bk2wHijyYKuwr3g4BKsk4azWL8Gjtuoqc828DVCinZX7JQmId8qKl1CC5KCy\nNyPgrWQcTlWfg8bfz1XSk4DRmoS0tEFgYQF6v6f0gGRvRoCFhCt1VNzBwT/XRKrhcJVE7hIC\nOM0v8r4I9IzIZ93KE5K9GQGWrOx9Ju7g4P8yK+RENbCs5nA/Ga4c6rz9x6GsPiXDAe4nk0RX\nx1ntl4WicpGt9uNAT3zDkvO88QJQWXEcJHe78K5Fd6ZtZ1XepPwbE2XntT+JyRgG2a/hoPvA\nocTUCoMbEzFMEnBWq0U25i263cODimf5MAequg6e8t8DH4ig4Wb5ByJvG1jO6JLeqaKATvG3\n1g2krEYtqjFcEEPsa4NmEd1R1NoYxWIridGiooROsU+rG7Wi14MkurwZgH8PTEu5smm7Q+Rt\nhsVbgJp9ihI6xd48GPl0LINUI05OzXvgxjVwRrQR9+Oc4QEDdyTDvBZ1GdJ6Teqs/Bu2E0Y3\nlh8YlIZZ9DamhoPkvqaOOABwDyGlCZ1ueCAi6rkw0Av99yeNQjFT9wPZ5Q4F7YCtWE6WcvxT\nUcJ1Vvy12/xgpbFk4+HPNlzxdx4sW3Yo659h2C4bUVG9jGRS/I3QFPtmHCwyfg/MK7C7qYJs\nkRmRtw0st3YvQ1KQU/t1nYckliMIyyoPhadempAk7OoQWNuAUjyB+0QomXgF2l2tuWlGv7zR\nNsvChppFLZ73bedSASzzXdYC8f3MgJxtYEknTcsQjPT8TWq9jTGWztEjoo8lMfslIJR1kAIz\nkWmvkuc6A3I2hWKw9n1pUTmFs9bvpLhElM9KGIl5Ykrop2m2lqyIxjqo7M0I8JOgs6Tpc/B8\n3fpMXocardm+Oi2hZvVkGhX6Pw0C2z1J9djxQNbHyXCwjnQqG7Rn3aT7G6vWfsJ66m+TSX2D\nwLugwp4RNPUwapKeEnAMlyw+E3dw8PfDhq4FUbM8DRccTiQlYn+gqKmbisXiZeqxSAKts9pv\neDK7oYoijGgdOoyws0BYIudHfsBoHTpIgEsELTlU3MHB/+XyFVH715dEVjwb3nE0lEt+zwdK\nWrpseGNfbRMFdIo1CleYVMwcD8MF4bqiJ9UZRU3ZUNzfubTUUkmgdVb7nXzSIC5GubqdrmTF\nCb7C1I+Q939u6gYUUKpGkgKuyZrgxTnXu1rV+61qJ6NhCQ44Fp7Yd6aLnog+WPLohcjbDPN0\ns5ioHnZmxd/wKrDa41ArxiCtlh2FIjNQi4SoHpaRgtvfJzhYf17Qa1VwgSNFYbbAFmL8MyJr\nMyxpE1LXRkmiddKqwWQJvolJidltOGE+14zzi0ObTlnFtTKngJKVdtCk9stjTJRYIMIorGQ2\nzJU9FiRHOpS1LNnwhsRXkxTk1Po0MqvPdz5pqaOJ495cJRQNLvDmEA/juDRX7xGR/KWjDHEH\nB/+XZ8yI3xFbRsaAwYpE08Kupw5lppEa3Jh0apKAs1o+xY+v56gbYhmRQaL3RZDKv350LgiN\nOETmdhECb1ccwowZOeWPIiGLvo8iocyDyhG1abfhIgaXXKJUPIjae1txH5ubPIgKEjq13zjL\nSMZuN+7yZq0cjJDYuUEiD/F4wM36OJAg74MOGBV3cPCjCuKHl71Hvk/UULwvzDIKFBeE+IDg\nbhcOyyUZnFI+RLTClG1c9nwzp/eDrdiT5QcaQa9T2xMybj1Mlh9IQp/HGxMCTdzBdMsPvJrn\njefhqNGoo/TPQdHEqVFHEMooI0S6rYNkb0ZA2CCghIziDg5+1EBYWuCna/oqKyQDtoL3wNLZ\nQDoc7MjznBF524Dazm+oYr+/WfM3ak5hFCJ9hfnaVcs4PYislyeqLI/M419LvliwkFhQYBvd\nq+YYMOJVvC/ufREy+3rvWlriINmbERYZPgXDh+IODv5vZEequcq6W8MF7jm5R6w8UNRSWsUo\n5cqLiRI6xfpmfnhP7F7Z7521LO9BSKxmkb8cCbwzVPZmBNn/eN+k6XPQ+L80cWgUSkYY8voV\nS82EGMnVyopvSHnbwOJEjMtQtdMQnRTrmzGzf/ONU21FqdK9X3M3jJAib3mWFWN/QGVvRsCb\nEffQ0OfgMTI4vtiTjxdv+aQtrjBxY01o7D+BTa1rwiohQQotd3DxdcuPQWNQZCU3jN5VYi7G\n5MCm/dkUQ++xmCDhOqu1Uk8aaWyMZpidQAu8qx5t2t9McZWZVxYTJVxnxZr7gAb5ciE0cx8A\nWQwhPvfzgcDaDFbpwbkvJkm4TmpR3n6gz7kEsdC71TAHX9+LEYCaEXnbwNrs10TZDXhWjJ/i\nwVHmOGqVDTONtS+XpTxQ1MJjxbJayNU8Kkq4zor1Q8ERHrC44EMBF6uDFcvJIfI2w+KxLfxQ\nSCAHXGfF6lu3zj5jo79155aKbilfPuwQrgSpYgoMo8tsclDZmxHEd8tTt+lz8Lgfwq8WSBYu\nvI6EO5sTlQ1n5vdFyKxp3Bn48JDszQgICqGPnIo7OPi/dF1VBqjTjoZC74tw4sTfNxIqdpDs\nzQiS94VAxBB30Pj7+Q3XFstM23F8I8yYfzuurZkBGZtCma8yuQJ6CdzRxfnzcjJNBJeQyEg3\nXHh5yIGaMYeiZpYoRhFgWUyUcJ0V22agbtKPm0ENXOwDutG/L0KGq1FSZ5GX5mDQu+2VwMxb\naaOr4g4O/i+NqINJ/AmL4Xvg/nJlOUGY9/5v8jXDsgtKz4uDrX4neDFjVROfugR8qq5qiQEc\nWQS7snQ+EHmbYQkdnVzVRJRwnRVjqdkQVDqidoQwXOCf7IckSTR1KGp7B8WiWzZ+FSVcZ8XY\n5wreshiSeHmKxZqU0ScJK/d/K18buDCSCKllhhdz/4syY3rbC+/OIFuKyVqbHgiszaDsn3Kf\ngEoSrpNaTcpgg5qdOVKECcHCwkt7HSJrM1wl8zEsKkm0TlqRlYHEDvM9KVJvU0Dy1QTM9QSk\nviYILRO6OZ6s+ZjWqbxHNzItVZG+58kjZW4D73KKXYYs8ep0Y2zvqG+QFCMkOBve4a8LKJaY\nATnbwOhttgxBwHVWqz9UaJ1xZBveOZYDIyYzSjayg8VTMLJNlP6EWTF+qmIFjWzerKjA/Mpo\ngTqDyD7MRJV9eiG0TGgwYkGgIDueKyzY0xmWmkHUzuUjnoWuCCK1TOji7AONZ1oZ4PCzGJat\nFP6l3QNyNsO18oZ7FSRcZ7W2xdstX7bE3rb4yjuHctbLmQ2zc4ms6LKueJj1ZmbDG29DHtIb\n72WelOvx/YetSU72bjj1CjsjZL43NsTJHiq7NcxBgij/C9PnoPHD6WPBy9t1vsOdsOFGHHm1\nvDaXWPZuSWrcgi4eN6S8bWDJl5GWRqoK0Cn+jl8jYEeLTER9D0LaeG9q/w68mHOCyt6MINef\nsUe/6XPQ+L+R+CeVq2KuV838A9ZD6GZFzneU1IdjeOO9mSYK6BRj3T/Rr/OIaoIa3mFy9g8u\nUU+HotqTiiX4hgAZRQnXWTGmfUHgBKneB12fwH2tOzHGxQviUNRsFcVIGj8WEyVcZ8V65DhY\nkSnHHhw5DlZsIhNvw/HdIfI2w1I/c7L2S0QJ11kxfirBGBTnNOrZDGdUsPV16WQ89Y42LVFT\nXCvr2VSUcJ0Vq3VTmcB+wPNlmJ1XJUEwHh6RtxmWk1M9FhMlXGfFWD450sW2RY2Q4YL1SE7I\nZ/AoapG/4ir9Z/JiooTrrBg/BT/CgV4f71VRwcll59WHDoGzGZQ/Yd8pt0xocPbfCLAuj6Q5\nmYZ5MVg/h+OjzihpgqViab+R5c+hKOE6K1YXs6U/3lzM1xl01xSLYoueEQ5N5T7YKd7BYuse\nCZJmy6XOxB0st6Xvh07EnSVACfHm98Cs/yhsW+8QedvAViWpololOSnW2pqxGbhQuZYlIvXx\n0DR9I2jlnpQdpvqAyt6MgM1JMvSHPgePe8r+DyoqJKrazzFy1jmtNQEIO0YYQrLhCZMm7ihh\nkZULd6mauIPplujzRcBe01OZKm+YDdmk80l8oKB574olc1Xrl2HkAjrFap7haqSAdC7YZ8BF\nLmaRJ9YEijsibzPcddfAXkciSrjOivXUofemb5oKrteqw5XGPpQOBXWsEfa1ko41ShKuk1pd\nOcWXd1jJq2GWuGY2jHfI6lcVV5S3LiZKuM6KdeuBAzBqCMnwjpBR2cb9cjcUNR6kWBIczriY\nKOE6K9ZVTaJe8txZey4BH/jchYcWh7IW7BsOTCkwUcB1VowxkZlLm9BhAI03NdUWoeHTEnHv\niLxt4E2blKjoxi1xUvydWIN09wjZtsf3RaiaIFXZ6MpBsjcj4EOikbqJO2j8cCqaV+fT/V/M\nfZK2Yof1xN8ZkzsKW+BLsp+HZG9GgBcVHX5V3MHB/+U6wWVRpjP8BQp5m1jeWZg3o8CrSBRW\n3V9UknBWqzNq48Rnd3vDBe2icjEf2x0FbVWvuKJv+WKihOusWI9yCEdtqF7BUQ44aZ89BLYm\nQM5muFZeyaeChOus1nLFzoMZoUVzxU5mqDBKCqfOjII2VlZcK+9kV1HCdVasP1U1AfHgL7Gl\njhSNspvVDKJ2+yKsDPdAapnQxYlPBAdX0pJVw6y4lA6G+YGS1p8qtr68Kqp9eWfFujxsdCJs\nujpsdE7Iyi2td9MDadBDoQVIVFIDJJNaON2yrdRsIWm4omWkeCDPB8raD9JwkPG1DNHA4TYp\nVrM0sNMK13HDbFKLwPoDbbo0KxZfm6zjKkq4zorxUyfcPDISDy3GyDylSR3DziuDHNo0kqO4\nVoZ9VJRwnRWrXS/xM/GXITHLcLY+RnoL2R0FvTxTsTjepIu/ihKus2Kbtgyj7Zvm/1huVuVU\njQ9E3ma4oip6MVHCdVasW4b5YLZxx8PNtKwF1bdhtztrlYCLfZDDUzaPlLldhKR31pq2xDtr\nZ+XfCMFuVjAjpfLvgdkSQkvYHSJvMyzGR+AnEFFCp9g8eTywl5rVl5fhaz8y2mtLuNMh8jbD\n4sITz4aKEq6zYv0peIUjSiPxU8AF5VF5XDh+R+RthmUdK1qsHwyus2K+3tHs+ErT0IxPdeYE\nZmzpJc5GyHTiyEkgP2GwS5xJWNZQeW+zijs4+Ke+Q+PD13HfgDjz+44fT3gw3oPQT2zok1Iz\na35nqOzNCIt4j8RhPPQ5aPy/1KV6BPnEoSBRuAAX8/siZOa11h1/mIdkb0ZAFgv6wqi4g4Mf\n5z5LiP50Fdy+6zV42nlrEApvDdh5N62HUftpKWGRN4DcWRV3cPAzi1KdpNnuUrxlUUofYTo9\nj10L9egTTYXtZHJySHnbwJJOLr0eVFXhl50Uq2FpTtpfilYXJrnxBGoEVpXAG5uf0EpHlCAX\nKOKqX5Oe0b3QpFj1QFAHxpz5JZWFMWkHr0HYR7dhMQY8TNqcSwl9Up2MUaq4g4P/y9BlftEE\nZD9xhbtEgfoLpq/0+nfS/uCEYlxUtuJnjGKgixOvw+p6g6X83t7HbteD2McxAvdjac6sGYoT\nDPZxSEAoFx5lSs9ocH9p9G/IBjqixrwM8w4SseXorbujqDEsxXLIlBCDihI6xY9KIHOajP6B\nYvho0qi1kA7oVc6WyEiudiiN/sjEaM+zDFHt1jMp9umtw6FvvYiTnB7CjjUA0R8jJASpZAlD\n/GRCytwuws5M26Ftp+tmVv6NDZ/55yO2aljDqQd+zKERXCW24KqKanR1VqyJSlp6yg9gOLM/\nk9apzmjTd6pYvM+VrQVFlHCdFWtgWtZhRJA1+zCyyE0mshxf6wORtxmuuIFlMVHCdVasP7XT\nyXIgHGK4MIB5smRuRuRthuVwufGn9s3gOitGQsphVSV0FBkujAmkUaxyQ1F9P4rryf1aRav+\nrZNi2McJ2f0BqY3vVaEcjeG/KvO/ydYUVt7GDZllQhenSwG3JYwZrsxEh8GX9IoowzsMeZl4\n8YGS3vhkeMPvm6Qgp/Z7Dgt2EGEiumEmnotTIj+QZZUrrnp7u4oSOsV2IGbx2hZ0mdTqNRlw\naOl/eETeZnj4Gylq/sZJsXoBkXEatPGZ4YyTs8RbzgcK2stMsRys4KeiKOE6K9Yj3UHnAsPp\nhrPlyOkp+I6CxskVQzcveDg0MXM71lmx/pTOF256hrnJ3f7GG7I97PZnIKy+2USUNXVWrL7N\ngxXLSJs1WMBedsuWuSOwNoNSYIziEUoSrpNac9dyMaZjWCEv8SqMmjqUmC9ucON1bSYJuE5q\n9Yhqc/HTTRCy9m1If2cmnBEiu5t2u4x35M1Q2ZsRunmFvkRD3YyOkRP35ZSszLtgbzHDBdFK\nac5UikdRG4UpRo0ep2RlzoZk/s2K7WygLSE/ng0SQokpIeH0fRF2lHLjXqPjCcnejICuawj+\nmLiDxv8NOyuyTx9bVRrmzV1SgxkfaNO+k4pr1e5jFCV0is0Lrkfbj15wqZcI/KbZKjECB4gU\ne+/c4Bwkd7uwRAn35dJWaK1Oyr9h4BT2aOddc++BE3qS9Cm3lQcibzMs70Ha46kooVPstrRP\nd5hIOwEp4TyxVr4HQTJaKjNi5fDloLI3I1wJLqbPQeP/znhhOinzPQ0X5HdmvWZ+RlGTNxWL\n+RAZrUAmKqBTrMkVGrVOyOMwvMNDkzXHYUbkbQNvV+OhZHCdFWtSj03VYJGaOZdGMgxjZU99\nw4mZ8HIelw6oDpK7XVhvEhzaeNXgrPwbx8SIuPzB8tT3wDtiPNLmYnsg8jbD9WSLeRUldIqx\nkYRRYgDPquEMv1VfFpPWct7Qpo3AFEu+knhWVZRwnRWrkapJsvQoGS6MTCYL195RVPeQYvEa\n7TQdNb9WnEmzYvwUw08oiEWGNrGk2kjP4dMuRbkh5W0D7+IrWUyUcJ0Va0JtxoPxAhlCSR86\nECxket8FlLEZ3NmDvTDx8IYuTmw31jci2DH27ifOCEaE3VxRRjjV98RzuYf7cEWdLBINib4n\nE3dwv7miRqX6Nkz0q3cDEvzkCuJTszOM0Nd1CWwhP7BvCA4qezPCIj+JM7fpc/C85Wh8kYQg\nlYm4TyQwCQF4x+2Ch5lON0DOZlg+xcHrW0SQ0KlV54sd6oP56u5LzIFq11DZNsowLqKnM0k9\ntHdI7nbhzLZRQ1vmJQuTcqtc1THzoXC1Rtw8cup1JopjxDKBmr4+yhxU7nYRxFu1DGX0XU2a\n9a3YGAl2HeL9rbB3WLiqN5Sg5Rr7ieCBh6N6gwSMXpZrqLiDV/XGF9Uk0hJMqveCBjkHIWur\nXM3IcTBoAFMJcDTjHlMVd3Dw8/3Qcflx0GRYnfJyD3s9IJwvncySqOjQbjdtGEESvRAEUuFE\nA2tW/p2M08xRVvSOlUE4OWh31h14WPTuFCX0j4Ws6iE9ozJuWvkq35T92zJyTdm+DdeG8HB3\nA0GvNyCsEpsRCf5jufRoyjpD14xzKSwIbGU0z5hB1LgVoVg6IVJqmdDFibCTNgnHEDPIfoZy\nf2x8IO1YqFB2PuTfU5JwndRalidbIzKd3LAkxiKNM3oQNUNcMbJi02KChOusFvUL0hwqI9E5\nYmAY4dAoZD4oMkNlb0ZYZKOX1XToc9D4f15i0fSwBENP2lcogUHkKOXhIT4g2ZsRFhkT4uIa\n4g4aP6aGVcV9ylKXJOX+IsMxkrFJiLxpEi0XzgdU9mYEnoWRfa36HDymZOzRutJabI3OlYg8\n8pDIgJARdgxeOV1jM3Uw6RhVAs6gCAGYuINpjOmvltXIKsPw0lVVcdbwZEWKt4fhpYsqcTw4\n7E2a2CmXhxEBvU6BdpkRMu9Fl11K72O4Q2VvRsCRSkyyoc/BY9hoqbKXRd70tnjDSV+w1q04\nuLGbrWHpooVutCpNvM7K8XO7XlmW1Ls8CJUl2WWHQ9DDpD5jJWjkpFziDqbhY/6yXwm9JDFb\nlYYRqjo7ONI8zFalQQKaUPDUquIO5luVxo+rQjdexnci4/M9CJohIB1SZIdwUNmbETACJO9z\n6HPQ+Nlsx/o32ZtK46LJ1P9wNE7kpVLvQdh5rZT0I97ZmekOlb0ZYRkXzZo+B42flwLAxfD5\nPhVxVkgCCJOV3hfBhlzkUu0g2ZsRpNqM5cYm7qDxf71AZFigLPR7G07sYiz5AjjtzlC520WQ\nmiIp9VFtgE73dyx12uAxWjM8IxR2v9uZFOZhtGZ4u94v2O0gZHOquIODH8a6XbgWND45R7HF\nxuwnA+3NbITMZszSzaA+YbDezCQgNQTNmFXcwcH/ZRRZrrBif5gy/FVRO8RUnhdSfEKyNyPg\neWIa0jMa3GxwoiH+jw1OKteEWEeQX68YFpcPbc4tOqTM7SJox4qhTTtczMo1/8ESeaIlYlxd\n+7FuyESs2uvTCPuGHHPJp0A+3QyVvRkBMb8N3YBUn4P11vHzx+Xb0k5o5+jnffNKSJteMF95\nsfsMlb0ZYcFk0nY90Odg/XTf/OcOvfBBwUO8vgeW85pUeqk36wbI2QxXxDUWEyR0ajWTL7NJ\nK6t2o90IIAfTwqYZDmk9rkLW6i4maaW7d7UaEd0Z3mMqteEEz1dh8ySHNs2LViyxP+RBUpRw\nnRXDr5VGD0O8O8N4XXJz9jH/214Gob4pCi0znF5cNv91ZWhOcYbPe9/oCp8ReZthcQIiNJfN\nMS6bx6xYfup3678scnGLZNh2uy8gm+Bf/379m/Wfl22V//zVn6+//f22/sO/LdK8M+6d+z+W\nsP5F/99/XP7272TQr39Ywrb+pezFUt7WlWmpXl8NMTaN8k/rX+MXpfV/f6NBlv8TW17+o3/U\ndGnTkfcgcOOznwzQ24e/6bXfkdSELEvaL/9VCeGVcERr4DQoOwMBxwGn6RNH6+FEiqy4TLgb\nKjweIn96PfJ41v80v/SnH//PNBD+VMdB//0//WkJ4VUAf4N/9a27D+MN2YNBUhNO6Zf103v5\n7c+/2X6z9Sf+6eflT/7sv4b/8tM/Lib0G1USsK2IBSx3GQVZKE+R7fxR+P/bTxguObJ/H3vA\nBdrMqPQb06OPKSHzweSlrxTq9kPFNQB73dDLpj8Yxtz62/9T1z/7X8vv8AubG5D97zxfidrk\nH/0o2Xe8KIMBDQT69+GTTn/lxr9R2hL00XesP/1h+ZPygRbA6F6kPm/hXpT5SuVd/Pnv//33\nWd9Gf1H9P5gopc+R7eMcsdd1sjxNRiYLUZQgs9B4djsQGI8S7jyZlwdePEoAT2Ifheu35JKH\nfhi8/5byXL+lPPffUp7rt5Tn9ls/GIW3lyfekb7tywHRf5///vt//x/r7//5D+tP//N//9t4\no35quTUopx15K91W1bv2BgWnMDnFRtSEPLBKNKOID78gb+tS6rGJzJPODcYu1E9X+4mfPOoh\nkRv/x97+xt8t/xcTd4wOCmVuZHN0cmVhbQplbmRvYmoKNSAwIG9iagogICAxNjUxOQplbmRv\nYmoKMyAwIG9iago8PAogICAvRXh0R1N0YXRlIDw8CiAgICAgIC9hMCA8PCAvQ0EgMSAvY2Eg\nMSA+PgogICA+PgogICAvWE9iamVjdCA8PCAveDcgNyAwIFIgPj4KICAgL0ZvbnQgPDwKICAg\nICAgL2YtMC0wIDYgMCBSCiAgID4+Cj4+CmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9QYWdl\nICUgMQogICAvUGFyZW50IDEgMCBSCiAgIC9NZWRpYUJveCBbIDAgMCA1MDQgMjE2IF0KICAg\nL0NvbnRlbnRzIDQgMCBSCiAgIC9Hcm91cCA8PAogICAgICAvVHlwZSAvR3JvdXAKICAgICAg\nL1MgL1RyYW5zcGFyZW5jeQogICAgICAvSSB0cnVlCiAgICAgIC9DUyAvRGV2aWNlUkdCCiAg\nID4+CiAgIC9SZXNvdXJjZXMgMyAwIFIKPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0xlbmd0aCA4\nIDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQogICAvVHlwZSAvWE9iamVjdAogICAvU3Vi\ndHlwZSAvSW1hZ2UKICAgL1dpZHRoIDEKICAgL0hlaWdodCAxNgogICAvQ29sb3JTcGFjZSAv\nRGV2aWNlUkdCCiAgIC9JbnRlcnBvbGF0ZSB0cnVlCiAgIC9CaXRzUGVyQ29tcG9uZW50IDgK\nPj4Kc3RyZWFtCnicATAAz//8+bv93Z7+wIX+om77hGDzZ1zkT2TNQHGzNnqaLX+AJYFoG4BP\nEXszEGgcEEMJByDS3RcbCmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iagogICA1OQplbmRvYmoK\nOSAwIG9iago8PCAvTGVuZ3RoIDEwIDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQogICAv\nU3VidHlwZSAvVHlwZTFDCj4+CnN0cmVhbQp4nJ1ZeVwTV9dOCDMT5iaxFYfaTCeDohZZrRvu\nFRQFVFQUQcEVJOyyyqKoCFgRETcKIpVFVkVA1LqB+15waV1ADVjUitW+terbM/TG9/1u2n7v\n9/3x/fX95pfJzUzu5N5znnPO85zIZeZmMrlcbukdFrUiMX7e8uh4R5+V+sTI5XEyublMJpOT\n1ySJl0mfySWdmSQqpP7mOASf/aP4j6uUIJP1VfUh54/hI9N4xMfkLHMhp36xfSVBJcP2KoWM\nksup8Ws27fjCadgwW18fv6H29g5TVsWkxIXpQxOshw/7YqT1ihTrv+9YT10ZH6aPth5CBqtX\nRq6KiVoZnfA/3/7/zf9rc9am3f2voewB2bpsumyN7N9yhdxXvkh+VH5S/kT+2szRLMQs3CzG\nrNHspsJO4ayYrwhQRCjiFMmKtQqjucxcYZ5qvt78tfnv1ALqDNVOPaZ+oiRaRw+hHekvaDc6\nko6hE+kt9Da6hL5Ef0cb6Of0S6YPY8VYM0MYO2Y6s545zTxUWio/UfLKMcrJyvnKMGWhcq/y\npvJ7ZY9FfwvBYqZFkEWCRY5FoUWxxRWL+xaPLZ5Y/GbxnrVg+7MCO5B1YOeyi9kINpZNZAvZ\nSraWbWSPspfZVraD7WZfse/Y31mM5IhCFmgIckOeaC6KRMloB8pH+1A5qkXnUTt6g/5QyVRK\nlUbFqwaohqqcVCNUY1QTVfNUelWkap0qU7VdtUdVoqpQ1aiaVd+p2lWvVEa1Rq1T26rHqr3U\ns9Tz1YvVenWsOkW9Tr1Jna+uUB9Rn1ffUt9XP1P/rH6nNmooDdL011hrhmpGayZqpmpmaHw0\nSzThmtWajZotmp2aIk2ppkZTrzmiOaFp0VzT3NE81nRrXmjeaHr7mPWx6NOnT78+9n1c+kzu\n4zmI3aJPWTd9I2bXpnwVsU7pPVdoO1d+/orOd0dlwnn+m69rWDwEpnOrMlLjEnSRYSvWLOK9\nVh44d6Gh+nmh+KygOK+6UImkfFjHPco6vbZJ92PY+LNDeTzEESuwK3Z9PhBsQdV5C+hS0YWe\nluDM5t6aIng6isggvemQ3+mR5D0KqUcq4Fo271lzSNcVNPo47sPjkbZjcf/hp+a9ihPBM4Dq\niT8a4qMNXh0UmahbHb04fQ4/fsG+Y6FizMH19VtPKEfQWz0Kl9YEKae1dIWCgu/+vqThlNjc\ndKD1hvb5vDbbKh2e0UyN2B9RfVF7r7X5F1C2+tlv1SH5AAFhNY81E2bajT0WDB9FiR3J1OW0\n8tUh2oWLwt2WrCwsW61bV5RVtKmR/AhW592aCwIP/bta33Qs/damQhy/j5q+N7qsUdv8be2t\nmw3R83N1CCoGsEjRu1DiOHxpLMQl0djK3hF/6upRdWqZLuBsdPdzLUz/DVhwAsUjH8cS3c80\n2MZi8yd4PD98SkKgjzjaPRBT+BMtTgABD4OF/+hofPiDrtyOukKjbsVgAXEjDXT9vm+adm7L\n2bJPd5vJS96wNZWftHjpZHG4+/Q7xsBOKbCbQWOFq9lNp7Y+UL5lNAopAt5wX53ZUJdUo2zW\nz6xx4/HAYdgcu+GJz61hIHz88D70yyducklbtnwq7zz/PnwEn5zv+OnO8RVu+SKS+icKeLDR\nAWvLBHA3lkeMoULSUtJC+bT1uXkp4mRmY3HxV2V8Vc3uvWVi5b6isr3HIK1X0x+NFl4Jcil6\nIItayRNeMGO/DjkYoQtpuJL0PX/3SunhBvFA3e76x1p44ULuzsmIi0nSpSaGp4fxYeH5xQli\n7L6NlVfIXQZBEwdV0mwKK2gcjAGHA1CYoeFQk9DDIGlTbxJnM0I/eZI41X2F/edarDw8vPNL\n3dT7z0Lf8LASJsAkCH0f8pPrXfHB5C8aB/D4lbEvB/PBgRzzYR44YAc8H/tgR+yEZw+deLBt\nus7jpr7zuRblTBDkKCAoOGBRU3Dz6SNNp5uDmxaJS80r9iXHJSQlxccnlZTvLynZL6L5Anh6\nCyhHsIz0EyzrhrM6S5+lLNpBLrsQx9kMekejEhsWcQeXzKtJ5tMzM9Izc7/anSFeWVQac8lB\nmbp7W3Y+v3P7jtIC8djdQ8dPNimL92zL26XNz9y1MWVySHyUTprExNR9ry/hd+3clb9r87bU\nIjHwSPix5feUJRuydmbyGZu+ytgkzneMj/RfqlydsmXLRm36zozdOw4W7NqrK/36m6+rS5Wa\nkSyDJrCaHAPkGWCtoe/DHnjY491j+f6hFRjo22f2HWsSGw6XnL2kfRp0zqlBZyndPHDo3H3t\n+aSTKw/p6oMX7XXncTPdg29ysBY8mLM1mckVYmXSnqggbVBaVGySLjkuOtOPxx74Rw7yIImx\nfG9oDpwwcVHgWFFT0utegvwFeX2PVNSjqN3HNenbuyjvto7o1zyEEDQ6QvLbqB7fW+Kz10EN\nIx2o87MmVQ3jSaUcSLyTbFcx+oy7eOMWF3lu7bU7JJzegQqcWy+vXnZaV7+Cq/f9xmOyFk+3\nwSrsPNW7onkRCfYnPRLbo7Bn0T1BqpR2cRHVc72oE0v8SqbxeOgIG+w+sWhO3SLR0/Xgqmu3\nqRVHLqy+xYPt0/cw9UHaxagW0XsaVxCxI2SpFlv6THJaHrr3YLQuoYlLO5TZcEoLlpfae44f\nSQ6v1CErOGqgvRuiK1YdVgadT2w3aMHlxW/wOQx5MRi7jE2cFOSrW7UyOs5brxxLvop9mWsN\nVeXVTcqjF0vv/qh9ntC+7KKu3XvoSWveaWTozFninDlRLgO1o0rdjs7TVQdXJVzTK7EvjXD8\nLO5piyv+FFv6u44ctfA+cNCv5cGPxLq2BF+vd1650cU/uYJyV/NLI0M8N4iX6fIdBYVFPCI5\nt9lDMO5mhk6djZVYOfXqLzpptxO5QLK9mSMJk0lrWUTDUGybLmgIor0IonujOMRtvcf2JAhz\n6OWbIuJ9eR/0lD577MC1KhFqez+msBmN5xhX4ABpBYXNafjGeCfeO21DQPan82jE2Q1hS6Tk\nEtSr9RBGGHto48dSDzXkQ9RT6akpIgS0goUKZiv0PXsRmM3KJwwx5HIJKCM87Y3CHINDP/TB\nkb19KMyZJgENQUagNFtZh7bZ/0TcqxB2Bj3Bftwraib9CttRGg5XuUMVrUnwZVFOCRyrEeQ/\n9cCz1wqYCdc5SPmG7aEl3hx2wwLm2QNhuKiJEKSPS+RIWm0llY7BLQxKMEivDWgJS1ZvaRuX\nsWEBa9m/eHnmVOHrws3pFaKlbYdg2f8sm/OKhUkl8judsK1Tced7thOOMb9fvPNjdWXG2hLd\n/pT8uBAt/nenZM08nXlhsOuShBmLdFDLoByDdN0gf9YjfdajeGYFh2iyMgp0kASrsTno8CwR\nH6J7PvCcdB0mMzDogR32xrO+tMODRMQZXzN+a1L9sjbnbN2gm8pk52/fUsi/bG78QexVk5V3\n9A4skRf/DLE9CviR+DqfmZsVnhqnW5USlhrCuwefeiKecpjBYLZjMnwMlg8fQl+ddJysaSWB\nzhoBORppOmnyoow5pDx6N/wgwreO+DSDLV5Oh9FogSANXscqEIebr0sTlzGpM9I2TMlcu6X/\nYgbdlexuyZ90KmBnotAg0EVstMCgL4SHZB2TYRcHiBz5RpYCApZz0lRogRYKq2j8byNFSZTT\nh6geRrNM0Jyprmhq0Xa5ttrNXZi4MkK3OjZ1cYQ2obucaTnceLalPiwwNSs1PV2XkhK+Lo4P\nda2nUc5TFoEtzqV+ofF4aCLVayNlRw9oF9Ds1aGBs7R2Xe5gcfdyRctxXXXdnpqC88ox9LiE\nFWGT+SmLmi5daa4C+bbdOVt2iwjs17Fo5sHDsVf497d+BWdgQt64PxCH0o9cDjtgC611yDSf\n8Lh9BzfoMsqzS85oIZBB3Iur4/DHGHmPGzbc5xH0gT6XHj0TNXeYzes3bEnl9en5jSLgH4nN\nnEBNjWFANgbLxpgGTqChUG5axtZ03ndFxMQAEV0huRnKOJgGuyh7GvcjJekj8KGG0OCBd5GE\nWkY9p4GHxdAPL6YQPOHwk57eKCd8y4jgFjp78tlOUq5LOWL29peS+jIrqbezRvUlAb1gNe8C\nmC2XiqoPbVceZuZsCgucoB3CoJrY5cFRsUuXRFceOVpTSeZmCcjGhlQqEjgdBqgnUdEbzeEA\nPA6PwX44CEbhMeTnl4MLjIalsAS7gAteIpIf/JX42TeThBaCpHdyMHungHDoChEWCEcFBaKu\nklDCS/BoPAovxv4wmkxcSI4x5EH+4E8+jcO+BNwhUdH6kJroxoYtAnJj5YgbYyztpJHk0I5e\nYHvOedALGru9/fNdEyvA+JssKq5vEo8f2XfqphYEVFPTWB9dGyqivq2dkNc5+T6CqDZpHtlG\nCKu5BSPbkfx5jx2L7F+wKKFaQC/hl1YaEvEv1Dsab5f6wTL4hRpEE1NfoBCzKyV1Wwrv5ePr\nvbIq4fipk/uPVIulNbtqm7XIOLhN0l9ng7cnFyUpQ5ACphNvSNYGozWkSc4GY+6HKKnEYHSl\nkTMrWdF/kWTESWk4iHrIGHUwRtLBKNPQdEXDz2FRVi3bcOnb6P2oLYdFxmR3KZlGxjQIoiYw\nkg6PMerwKNPQdEXDvbw4CVvhj+ZOcnbyaQfLP8uQqDHIYc1ThZQvbeHwAggagYOw71jwJav1\nlPSS3tNkSWo4jZoF4yurUgGNZHcxdezc8SOcvR+DBjTXHpsIj+EtMsBmA1QZSFAPaycfdhuQ\nuDFvNepdSCy5GT6RzOATOcyGT0gy/oSkrk8UCDJ/kJ+EjQpohFYOb5wCG2lNTvY6UcPlEiPt\nIUaqOpF0kSdFBG1hvzdaI2bFrrjSBF14bXMKGu8b4CziELJfwvGaUJdU6oIkfRu6epa6zOAi\nHA9FOI66xMw+SxGo3epSgIOH4PIhqotGVn9DpqGRQIaDcQRI4xgYZ0VG48kIeQhj8E90KY6n\njtBlEE8hbhbUMZ31OysOi63f1t39hxbpwA6U97Dyjov7IFfCmDlpsKdRf5Skr4aEfcH+2hG+\nfs6Osy8/1xUjqKR9jzfHE4Lw2VOQw3i0UNA8Fk7Tls3ogrBgQWTUAvHPRYxhzh2IQjHpUdl+\nyi76O2ScTEk7HRnk9IzUlKSStFMw4TgprCVyuPubAu7iHO435FffFtnOA2tSTWUi0r5c9J3L\nXt2hr4vzi0uVaMNNubTnImdM85DSCAUYB1vHlkCKQdKU9EXxF4Wdh2tQ/H3X+5J/Sd+n3eDa\nhb4XCPNBvSceybf2nuCQVRdkQBbOIBVCsusIJbMSDL26EhLocth6DAYeU8AH9KOAp5uQX8U2\ndMO5bgWSn7gtpd9WnCALvI3OBYwfvyAAkdQzCBajxMu7svfxCMabLI3iDVDQCQUGeb8npp/K\nfUv/mZERvRLrqQd0E+jJeAAsJokZPsIbEdbjLNC7oKMtLUeOtJDMu5wEng2NaoUgahVyMS7A\nIdIC9OCppHuKcPhRAzL0MiWoBFoNCAZa9Qb0BnwIoE0hU3/ZFDIJDySnB31Lut26EYx+O1rQ\nENvcMyWxVfdgXgm6I4f8OwrpAPoM51z+zDyRQcYD86UDBKH3JDfCTKIJrDmbqynMtHVJgdm6\nlUxbdtPpJ1pQMZqHYbq0Q1Vf3eahDj1UwFa8gHtoWv0AQkdTkMxy6pQvhg8bNX15wsg5odbR\nwfPDYuJlssGyQbK+MkvZxzIrma3MTeYr42RfyDxlctlsmbtslMxLNlc2X9bP1DYxlynJ176Q\n7ZI9l0+Se8pny33lWfLN8q3yPPkB+Tn5ZfkjM2TWFz/X/B4oaH4n1Pl0z2BWM8fkt4KnCigg\nGtpY8LRXP5eJxIqktfizFOUMRjNn64/SxXa5NPa5QtrWzRkt6N1XDx7uPvfrxf7/uHDm3jPt\n1fiLy5t0h5f7fePBf+ERMStYjFu5YUm2m/Ipva15R03BfuXx8pNV5/hHV+dOnBu+cKZedPbF\ntqOXTc/Awz+VImnNnIS70osO+bfPofG5Aqp79Zzn7KhFIeLiGQn2WKvFmx9hjsgrOwNhpxvB\nOvFlYJuuJWROjQc/0fznU3bYH69YbD/UKfBXCICAU69/FskTO6C7A5y75dJ4suyY3oWc0Yxe\nYLSiHtPNRw8VX+R/vuI1cPCcWfaTApserRZH0AVz81eVxip9j/wQ+YgHm1/fkUi2dnqFP1sY\ntC5qhVgNiyg4TWvAJaFKkB/vGSJo5uwQbFgNfp4QLJhsCM4P5fCImPERTOHwlKcw5f3DgVKY\nF4PvGwMoJwbOPuRwHA1x8AOlOesrzAkQyGTTTMmnjSW0z7LuDqGvxxjL1ims5bBo1rSJ+SXS\nrA5CDANYyzqsrhB+0mm+yvFmNUbBjf31fd+2rjGdlj1glypYvqkkE+4I59sndcGZbsvW8zia\n6zojwNRRYIZF0XLYVB+TZx4ylg6TaMtWSJ0ZJWDGj7VlNQnlUmkR+BREFNGP2R70Z7/Q8o+1\n/STMfbttZ17ezu3bt+Xnb1OpjhbsyNu+a1ve9u35rSq17L4JdJ6ytbIKWb3se7mjfJS8UF4m\nfyb/t5mtmaPZeLMIszSzLLNss2/MrpndNXtl9tasVzFEYacYqfhS4aXYoChW7FfUKJ4rXir+\nZY7MBfOB5qvN081zzWvND5k3mz8zN1IfUzy1nIqmdlI/UB3UU+oF9Zp6Q/ehvegsOofOowvp\n23Q3/YJ+zQxghjKOjCsTzxQz9YyBecP8k/mXklYi5UdKTikqRynHKt2UfsolynBljHKdcrPy\na2WRslxZo7yuvKfsUf5D+dain8UQC2eLCRbuFjMtfCwWWCyySLbItCizOGxx0uKsxQWLNose\nC2DNWDVrxQqsAzuOncbOZAPZeHYDu5ndzu5m97D72P1sNdvCXmYfsl3sK/Y9K7H/QmZIjQag\nkWg68kfhKBWloc1oDzqADqGTqAVdRd+hO6gDdaIX6HeEVTKVRvWZarBqqMpRNVo1QeWq8lbN\nUwWoVqjCVFGqBNUa1VeqXNUeVZmqVnVYdVJ1XnVV1ab6XvVA9UT1SvWb6g/Vv9VK9cdqrdpG\nPVTtrB6h/lLtqfbh8EoifZ1wMk4BknNA/6yjquWK+PDmKVJ3kRbWYxEccbhurDkM/w0jPAtP\nHUjUrxMeNohIYw/weGtSyIQWNnDYdsRAPBW7P7WZzD57T1i516i32EHcOun/ZhMIVnH38SoT\nM9rdG/UnVy/MYv9Bt8MqCnZ1cHgtTR79hELyY91Q2KmwFpB0sJnL3vhVziY+ek1RpQjXmJ7p\nLZib5J0YrNeZqpSnqUNmJ+VwMDLauQOP5IdOiJztK3pO0dtgVotVjYNuTdXNvfRDzM88TPv1\nFfiWifZ0xsL0sLXRytlRs8Im8niwMyjBC2Z3AwMDr1xIja4Vq+KKor6er0Qm1TqZpUjyP2Xq\nbsh7eiRzIvu84SYHmXRnY9AX4hYvasmupYVROqDK6dD9mZXZr7eAKrlhwiGl4Whdc5cW+k68\njQfp8DMiSGjJ2hzyIJE5W5uRVC5WrC4MX6YduTTYVof2s2+3TL88SEA3li+u9uSx5QjM4gkj\nSmecWCAubmqJO8/fOFHddlyMYbB1sJ/N1JDqqxm60bTdrnZvoPn27yqOHRKPNBe1Qh8tIY8z\nTORxgME4gJDHYf8hj26Erv2PXLfwXVpYEarTV6c2XtD+Ldpt/+kMrvAl0eyhQh6hP8OYShuq\nlq58R/3EoN61VjCLOM6GxlrjMzxOekZ9TuPRZCiQoQ0Ns7PY32hwkV7BBOMrCgXqPfgFS/Yf\nXyUm1WbWbjmrRHITC/icPHe4gKznuY/0XH7khk5ixhhtmZGt835D0hkrcJJKKUfaxugwiFDL\nwfTnRgdrMnCmwcFYSr2k30jO/zQ6E9b1+QVmfm5y5Ep+JTJxweNJl/i/GgpfhZsaClFRrB8L\nnmNZNIP9jn74CkksB1tMbT4FjefgJjwbmihM0bAJA/7aJCPJOBAuQQC+RKGSYSxyYR/bUzdo\n+1wh4e7CmQL4l4wUyMVH9tR3tF0IEbd4kNEB83/2MEsjRlPBaSlpYfzadbk7UsVJTEZx8eZS\nvrp6917i5796mOtMPUypgzigbKzkRBu9jNepsdJZg9GLkTykqxQiC/ZyExAMBVvUmwEjuGnx\nBcKTsPHn7PgpXlF+evFC5Jyq0fzkWYnBoWKr0M63H43xFxOZLSvWbHDPdMn0Tw9PU3pvZVHO\nTAGZ+gZtx4Jm6v5qGHR7XRxC9ILRP4u9TEv+xI3/6XSMf0XNoF+bOh0l8hFksgHyb0LWf/oJ\n8ILDL6CegZlg/r96CjNFXI8fTPOgYbQVfHkTfwlZ4ErfuRQX0CgeXlTs5aDF3l/aYRsddiUF\n82up1FaAA4ksOlzTwT84umohWTeSZicKRt4NTtC4zaiiJkuT7uIOBr6T1GR1/iyh5s8ExSxB\nUhufUu9p1FhcUtOkvb/gxCjHgADHbN0Nujq3cGehrqygqrCOP10dtywwPm2UiFJZ2EPU4++9\nPAcZBuPtsZD5gSdC0uY0s3VuWkzoJuVK5mpe3alH2jdEsRanJcQmJEfGEofq8Zfk0ONgmIzd\nCIOMgkkwkcjOELI7cl2cZU6iYwC2IUlvOrYmaXQanogHwBBwA3cYADbgKmpwtKG3XwlBi9ye\nAH03XU5fr40P8A+P8pm9qur6ZnEWPeyC/6uX1849PpNQF7BXZ7J3f0NDLCuXQnsUUiiEczhc\nWm0wfgrb4L0BvychzBg+mDH4bBb7ln4C4RSUGYgiookz3lG/0qgdPLYJaEMKvz52Z36ciBIW\nEj1K3InaN5EVfH7915vnPKBiMYOX4X3UHAbmnOMwRxMWNYnS9K3shrOdls1ShknX7KfPhc6r\ndufxZ8OxHI/H7j9iOQz8oaWq9YRouXbaPQanSsu555cm4L5EluAUuuDwN/u+Lb9xsP+Ng3XH\nz2nvzT47ynbRokGbddfp3APb9u4qVO7fU110kG9uiFgWmRQTvFqcG2nvTzSU44cotJh9idqb\nq243i24MsrwNTXCJmxm6ozBOjClaW7Zfe/JE3Y2bjdFexbrHdGZz+v64auWJYJ/903msGD97\nrH/10nOrxD9B7PUXiP9u1yUKR0zBSU0T4I00gMOBjF92cgYRhhtikiN4H/0tkIHF4Z8fPRGH\n0u6TQj7HjBYPu/n5u6uHym826ogkCOiQhpUgIAYsyKK2J7MpO8qXdAvX9xcJ/hn5bGPWw409\nuq+OZZcVaL/ZkV+wY9uWDfm69PyCTYV8VWlZde2q/aHLIiPnpolrZmyaht2JtF+UzSUnx0Ql\n6OLCQ9at4GetPHj2QkOV6X+vwuK86gLlo+NTBC8HES2Kjw8N1E687Puk68r5jlPx9ajq4N4T\nJ7RAO3ViS6wdPhxrdakvDzH3zrW0329ZNMV1foCLLnzcEfpUZVZqpYhydrN9O++zlu+l0/EC\nY/n6soDKjm8SNRMXRrktFp8y6CdB/qjnHIvAPVUgMjzNgDYIkh5BCP3ifOC4wwQux6v2lB7R\n3vQ7+eXkBYs9gvasPh6jQ7dsBRKLL16S0ndWICQcq6lOZkDnPzvJG3bAGmKpnbkFewT0W9vV\nl794Xh8k4nGopJcxyEn2bSXZ99HfmRTMXsIQnbSbQfXCXHr5pvD4Bfxckqrb2trQ1r97gbX1\nt/NFjfxxF6R2KR5bdZ2mIRVuUPiPI8JSAkB8lYJ3LgziLB3iMtYvYC0/K0amnvQlunxnQeEe\nvqBwc/p+kUDMiUDsA0lzlV7h+XF8aERKWKy4fk1mevzKRn3/C7WVpUf4ssrMxMsiOtcQttBf\nH+7rpz/U0tJw6JyIrCCPTmEhBMEPDNgY2uHTH+IvoFEwaAweNHU6kv+10tjIxdO1KCeVRXIv\nFhkX0rlYtWz6uCzl2L3MlexjZccvN5zee2nbz0qJQpIbZcx/2RvlOJZBf3atAv/sWo0GP1gI\nLuTwA3/yaSyC49dxHT0mNDMuRPRaFoa47cI1q+2C5oUAp0tQ1iGheEWGqREflcGiAG1waeyx\nNbqMsopNZfy+uu3b94snmMzkpM2oTrcnLCZvGo/rZsFxGnHS4Daj3qhvo5FvQ3Rr2Te526tJ\n6imRPG4Bf9c0cLsnR/SlE9nCuHYTXTlPrJfNBjaKdUGLC115vIqElLlJg9tS10g+j+KMevTf\ndf2//4rF7XT2jDC/gHSlK/N+e+uTbLBUQhqSn+qGjd0KyUvScMj8j7Vt/1pLo94oc5eBXTSp\neXJ0K/JmX5S7s1pETfyDU4ibbYrfIAhyx0E4yB3I6Q6QjzQ6f/jMHfEto6Fn+1E+DBRBHC6C\neGouc9WPQl1G1Wn2iedNF3G2+ZkjQf7ofPB5sCUnlPOTgPC4l7AVGUu70GNWqoUGTtJ7oojO\nHdlVfG1NUVWZWLg3N/dQsxJxtRVxUVFxplfFgZrKihqSY2ISEmJXlSdUVZWXV1UllMeIiJQW\nyeIDTxxqvPwh6iWtcWzz/q3jxsGO+7qd6/Myt2co/2xg/ZEGrdy/Nk35YxOtOS9o/qrCJlmH\nsIKpwlqqia4CLQUKAgqXFHt7bMNjG/vXMDpFRM0bWAW4ZrLSQgM2EoMlB7GcK+2Ld1OXaELP\n5Oi21RGBRi8V7VYvO2n0nIXxCEdDtBTSRuy3UJKYiIhIv/g5yiYaGfWejIZsXI+4BVGJa4L5\n2LS8ch8RkXvx1yKbI+qUkkSju6Elfe8Q6YisYkkmIC9CxGAmoV0o5x6Mu0diioBCl7c8N3G9\nNiUrfX0WihByWJQvVJ4g7Av1OL2UiHJMvLLT1Mc5TBxrfL1Qek2jnOsSfV1OeM3Td+D+Y3Jb\nUAsJdlMX95oc0B3ouaOQXiGaEG3CxzRi3QoT4BAPddcxQS54mZpJcnSRP9+0Yp5Ista2WJYE\n9kt4gvB4055H/noVYbt0AYYSVhYdHaKvjW6sr6lFJTmsNNgEOGkzQZyGKGwT0MG+HXaXoB2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cCJq/YqFovFYrGMhJQD0Wh0sEPon0QikUikX71zCLIsKx6PD3YU/ZBft9c0zfy6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\nAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
}
],
"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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PotD5pmmJQPzPFGZ5glpIUfr8pZpVk71NV87BwXzpybcgvf4Gruck4gNGHMOyZM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w5NKaxCw0sgjEq3HHVMAAKisfFOmL+E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K1o4wGIwyws7hcIDKslqqATUAaPF4CgZD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\n+9UTa921Qdr8ykMPv37rVz9ZqShEW56//7/rPn38hZ+bX7gjL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3z2kssnXnXNgrPa3ls9mBzpPn3f/rdc9fyb0jdv+OmVZ9ycDE07+qzH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\nAAAANkGwAwAAsAmCHQAAgE38BBXJ72EXHya+AAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
}
],
"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": [
{
"data": {
"application/pdf": 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NI1XFkKLJ4iu8Flje+p886RQ8sUkydiwCjBvwZS6b4w7UM58knFQRj1+5WV5NIU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\nuYXocEi5xSLRlTkG5eT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BnJKKpeeSu7WRIFKpQ0i0k0eCUAADgK\nUMcO4Ai7O5f4yttz1cd7muxTkeyGgydbXQ6zNBfPaTr32uR8SZutKnFiNYkfudB2us29Xy0G\nAID9hGAHcIT95Y+nx0IZ2sFPMSOBsXf3B74/Ftp4nNivv7c/6LLsVSMBAODAYK40wBGWypd2\nkuqIiJPO+euPwobH35pC3RMAgCMJwQ7gCLObJVarMN2WOOm6UShkFE4Xd9EoAAA4NAh2AEfY\n6VbXnk+mYESyuOO0CAAAhwnBDuAIu9TtPRF0Eq1sKFHuvWtymHdzT86pt0ZxYwAAqHNYPAFw\n5N2ZS9yejUczilUWz7a7r/b4/9MbE8vJLbaRYIycFhPXKV0sVR73O82//p5+WcKnPgCAowd1\n7ACOPEXV5+OFoqol86WlZGEynP3ZK10ji8lbM/FUXpVE1ua2Pt3n//qdxUReIbayrZhFkj55\npdNjlb8zsjS8kFI13SQJFzo8L5wMItUBABxR6LEDONpuzyb+7tYcY5U/y8zvkH/z+QFRWDdV\nTtX5zanYbCxXLll8tde3WouYc8oqqsOMT3oAAEcbgh3A0fZ/f3csmi1W7w/W4bP1+u0XOj3+\n3U25AwCAIwTBDuAIK2n6H371/iYnCAJ78XTLtT7/gTUJAAAOEWbSABxhbKsqdrrOv3lvcT6e\nP5j2AADA4UKwAzjCJIG1uq20Vby7PRc/mPYAAMDhQrADONred7KZEd882iVypc2eBgCARoFg\nB3C0nQg6f/7pbrdV3uQcmyweWHsAAOAQoboBwJE3GHSeaHbGc8r3R0O3ZxNGJ7gOvlUAAHDw\n0GMH0AgYI59d/tDZ1oDLQisbjK38carVdboNwQ4A4FhAuROAhqJq+g8eRR8sppL5kt8hX+7y\nXuj0brW4AgAAGgSCHQAAAECDwFAsAAAAQIPA4gmARrCcKtyZTcSyistqOt3m6vbbNzl5Lp5b\nShYYo3aPrcVtObBGAgDAfsNQLMCR9/3R8KsPQ3rFz/KlLu9LF9qrp9blFPXvbs2PLadXj5xt\nd//UxXaTiM57AIBGgHdzgKNtOpr93oNlff0ntFsz8VszBrtNfPnGXGWqI6J788l/vL2wv00E\nAICDgmAHcLQZFq4jxu7MbTweShUmI5nqc+/OJ3OKuh9tAwCAA4ZgB3C0JfMlg2omnMdzyoZj\noXTR8A6c83CNpwAA4GhBsAM42myyyHlVsmNkN29cGiUJNcvZSQLeCgAAGgHezQGOtqEWF1HV\nEihOJ1ucG451+mxCdbZjZDaJWBsLANAYEOwAjrYzbe6TrWs7hpWDW5vH+mx/04Yz7Wbp3QOB\n1XNWTuf04qmgWLszDwAAjhCUOwE4NIqiFAoFq9VqMpl2eavbs4l3ZuORtOKxmU61uZ7p9dfK\nardm4t8dWc4UVSLy2OUPnG451YqdZAEAGgSCHcAhyGazY2Nj8fhKRRKfzzc4OGi1Wnd/55Km\nvzEeGQ+ls4oWcJiv9fn7Ao7q0zIFVRCYTRZ3/4oAAFA/EOwADlqhULhx40apVKo8KMvy1atX\nZVnezZ3TBfU/vTaRyCuMEedEjBHn7z4ReP+p4O6aDAAARwPm2AEctNnZ2Q2pjogURZmbm9vl\nnV8eWUrkFSJa+bzGORG9PhZeShZ2eWcAADgSEOwADloymTQ8nkqldnnnkUXjOzxY2u2dAQDg\nSECwAzhohvMfGNvtvAhN54qqGz6VLWJjCQCAYwHBDuCgORwGqxk454bHt08UmM0srStm8pjH\ntttVtwAAcCQg2AEctM7OTkEQWMVGYIwxURQ7Ojp2eeeLHZ6NxYoZCQI73ebe5Z0BAOBIQLAD\nOGgOh+PcuXNms3n1iNVqPX/+/O7LnTx/srm3aaXbjxEjIpGxn7rQ7rXtarHtlvL5fCwWy+Vy\nWGUPAHC4UO4E4HDoup5KpQqFgsVicblcwt7t1jq8kHwUymSLasBpudLj9exnqstkMqOjo6vL\nQRwOx9DQkMuFiscAAIcDwQ7gWFhKFl4fCy+lCrIkdPlszw0GbLK0y3sWi8U333xT07TVtxHG\nmCAIV69e3ZNiywAA8KQQ7AAa383p2FfvLJR/1hkRJ7KYxM++u7fZadnNbR89ejQzM1N9vK2t\nbWhoaDd3BgCAncEcO4AGly2qX7+3tPoJrvxnUdW+emdxl3c2LLzHGNt9QT4AANgZBDuABjce\nymjaxvp2nNNMNJtT9r6+HQYBAAAOEYIdQIPbJL3litpu7ux0Op/oOAAA7DcEO4AG57YaVycW\nGHNadrV+orOzU5I23kEUxa6urt3cFgAAdgzBDqDB9Tc7rSaxej+KwRan2STu5s5ms/nixYuV\n/XN2u/3ChQs2m203twUAgB3DqliAxvconPnrt2aLqsaIODEiHnBZfunZHod5txVPiIhznsvl\n8vm8xWKx2+2VO2oAAMABQ7ADOBZyivrmZGw5WTBJQrffdqnTKwhIYAAAjQbBDgAAAKBBYI4d\nAAAAQIPYgxk2ALDnwuFwJBJRFMVqtba1tTkcjsNuEQAAHAEYigXYA6qqRqPRfD5vNpt9Pp/Z\nbN7xrXRdHx4ejkQiq0cYY729vd3d3XvRUgAAaGTosQPYrUgk8vDhQ0VRyg9FUezr6+vo6NjZ\n3ebm5ipTXdnExITX63W5XLtqKAAANDrMsQPYlVwuNzw8vJrqiEjTtLGxsepwtk1LS0sbKoaU\nu9WXl5d3004AADgOEOwAdmVhYUHXN+7ESkTz8/ObX6jqfDGRnwhnUvlS5fFisWg4QaJYLO6m\nnQAAcBxgKBZgV3K5nOHxbDa7yVX35pPfuLeYLa7s4nqm3f2hs612s0REsixrmlad7WRZ3ov2\nbiaRSMzPz+dyOVmWfT5fe3u7IOCzHwDAUYJgB7ArtaKPKK7s1hWLxdLpNBE5nU6fz0dE9xeS\nf3NzltHaeOvwfDKaUX7tuT6BsUAgMD09XX3DQCCw962vMDk5OTU1tfowFostLS1dunSpejdY\nAACoW3jLBtgVr9cbDocNjyuKMjw8nEgkKg+eOXPmlYdhYrShT24pmR9dSp9sdXV3d8fj8VQq\nVflse3u71+vdpy+BiNLp9NTUFGPrlslnMpnJyckTJ07s3+sCAMDewjgLgLF8Ph+NRjOZzOYl\ngVpbW51O54aDsix3d3ffv3+/MtURUTweHx4eDqcLZHTL+USeiERRvHz58okTJ7xer81ma2pq\nOn/+/ODg4G6/nk2Vs2n1VxoKhfb1dQEAYG+hxw5go1wu9/Dhw9VMZrPZBgcHa3WYCYJw8eLF\n6enphYUFVVVFUWxqaurv79c0LR6PV58fj8ctzFfg4iYNYIx1dHTsuGDKDlSu6q1UKpUMjwMA\nQH1CsANYp1Qq3bp1qzLo5HK5O3fuXL58ubpnrkySpP7+/v7+/lKpJElSuVjJJuVOWhzCVIaq\nO+3aPNY9+AJ2pFZF5QNYsQEAAHsIQ7EA6ywsLFR3X+m6brigYQOTybRagm518US1C50+4rS+\nVh21uK1DLcbB8QA0NzczxjbUzyOiYDB4KO0BAICdQbADWGfDqoVV5ZWt2+dyuQyznSRJ5/ta\nf+Zyh8201l9+us39mWvdQlWuOjB2u72/v7/836vxzuPx9PT0HFaTAABgBzAUC7AvRFHs7+8f\nHR1dPVJeczowMCAIwrkOz6lWVyhdzBbVZpfFbTUdYlPLOjs7vV7vwsJCNpuVZdnv9weDweo+\nPAAAqGds8xV/AMfN9PT0xMRE9fFAIHD27NknvVs0Gp2YmCgXK3Y4HH19feVSdgAAAPsBwQ5g\nnVKp9Oabb1ZOsytPPttk8cSWynuOlUsZc84LhUKxWLRYLBaLZU/aDAAAUIZgB7BRLpcbHR1d\nLVayebmTJ5JMJkdHRzOZTPmh1+sdGhqyWg9tMSwAADQYBDsAY/l8PpfLmc1mu92+J1PNstns\njRs3OOeVP3SyLD/99NMm0+HPsQMAgAaAVbEAxqxWq9/vdzgce7WAYHp6ekOqIyJFUebn5/fk\n/gAAAAh2AAcklUoZdpDXKrACAADwpFDuBGBvcM7Le8sKguByuTwez3auQj0RAADYQwh2AHsg\nn88PDw9XFjFuamo6ffp0ZY1ip9OZz+c3XMg53/FiWwAAgA0wFAuwW5zze/fubdiaIhKJVFYn\nJqKuri5BEDZ00ZlMpvb29oNoJQAAHAMIdgC7lUwmVyuYVFpeXlZVdfWh0+k8f/58Ze06l8t1\n8eJFWZYPopUAAHAMYCgWYLdyuZzhcc55LpdzuVyrR7xe79NPP53JZIrFotVq3atCKgAAAGUI\ndgft85//PBH99m//9mE3BNaJRXPTk7FMpiiJgttr7ev3W/Zi/1ZJ2vgjVl5asfs7AwAAVEOB\n4oNW3m/03r17h90QWDM9GZsYjxIjevzTIIrCxSvtLte2tvwaHh4OhULVx2VZvn79OvrkAADg\nwGCOHRx3hYI6+ShGtJbqiEjT9LEH4e1crut6NBo1fCoYDCLVAQDAQUKwg+NuaSFpXDc4WVAU\nbcvLS6WSphmfVlnrBAAA4AAg2MFxtzCfrPWUWto62EmSVKtbDjvAAgDAAUOwg2Mtm1WKBeP0\nJgjMbNl6dZEoilWbTDAiYoz5/f49aCIAAMC2YVUsHGvFglrrKYtVnJqaZIw5nc6mpqZNZsud\nOHHi1q1bpZJGuoO4nbhIpLp9Ztlk3p9WAwAAGEOwg2PNZKo5DS5XWJ6ZWdkBzOVynTp1KpPJ\n5PN5s9ns9XrN5rXQZrfbr1y5evPNGWUtJUqJmHbzzdnLT3dKEvrFAQDggCDYwbHmcJotVlMx\nX6paPaERK6w+SKVSb731lq7r5YeiKPb19XV0dKyeEA7lleLGW2SzytxMoqfPtx8tBwAAqIa+\nBDjWGKNTZ4Js488BJzG5rvwJ0WqqIyJN08bGxpaXw+lUoVhUiSgWyRrdnWJRo+MAAAD7Az12\ncNxl0sWKzFbGSHeRmN+Q7SqIpPnu30kQJYjIYjWJAqusb7yCUzZbUFW1ev8JAACA/YAeOzju\nZqbjVL0wgkvEa207wUgLEl+bY1fIl3JZxXBtharmb9++jf1dAADgYKAjAY4pTdOnJ+ML88lS\nrSrE3EQsb3BcdxOvHrsl4rxc6GQdIZtKFUKhUDAY3HWTAQAAtoBgBw0lnSoszKfyuZLZLDU1\n2wPNDsPTCgX11o3ZQl41iGJb4tYaTzCSFklzE7eVzyMhVV6BkUwmEewAAOAAINhB45h8FJ2e\njHFeLhBMS4uppoD9zPlWQViX3hbmkuMPw5peHh6tOUjqcJryBZGIHA5HqVTK5XJbvT4n0kiM\nkZ4nkkjIE62UP9GrJvEBAADsBwQ7aBDJRH5qIlb+b77yP4qEs3Mzia4er67zbEZRVa1QKD0c\nCW15N3+T/fylE5zzcl1iVVWnpqYWFhY0TWOkczKsfvc4IwobB3AdDuOOQwAAgL2FYAcNYnkp\nbXCUseWltMUijT2MKErNTSYqCQLr6PKUi8+t7jYhSdLAwMDAwECxWEzElft3l4xey7hLT5bl\nlpaW7X0RAAAAu4JgBw3CeHMwzvO50vDdJbbtuXQWq6m71yeKxgvGC4VCNhe12vV8dv0JTCOy\nkNpGTCEhTWylWrHD4Th16hTKnQAAwMHA7xvYllJJy2VLslm0WEy1N03dM4V8aWkxncspZrPU\nFLC7PbXWK1B4OROL5pSSVqix62t5OHX7BUdyWWVmKt434K++z8OHDxcXF1ceixbGnVwXiOnE\nZeKPB2e5hTRLc4vF6xdtNpvb7d5kk1kAAIC9hWAHW1AUbXw0vLy4MtBps8uDJwNen23/XnFh\nLjn2MKyvLG6gmal4a7tr6FRwQ0DSNP3uO4vx2BZrGlbvs02MKBrOVge7ubm5tVRHRKzAWYGJ\njKv+DUtrGVF4Kd/9+jcskTnd62eXrgrX3ktizU1pAQAA9gqCXd3Qdfr61+nll2lhgbxeevZZ\n+sQnyLaP+Wl7jeLv3JzPZta2Qc1nldtvL1x8qt3jrdmLthuZTHH0QWhDFlucTzmc5o5OT+XB\nyUexLVOdy2VJpQqbn7MBJyqpBpXtFhcXq3v+OGeVlYpX70DEopK7XZ/msTD/zlf56Ij4T3+D\nBGQ7AADYXwh29eHBA/q5n6M7d9aOfOEL9Lu/S3/+5/ShDxlewTlPxPO5XDifg4UAACAASURB\nVEmWRY/XajLtS2gILWcqUx09rsQ7NRG9+FTHfrzi0kK6etSUES0tpDYEu+XFFBls40V2u8yJ\nynXs2jvcb/1oNpcpbr/XjhFZrabq4/l83mg8l9WqhKdKZqJy1WLiMxP67RvCpWe23QrYobls\n6l48lFCKDpM84PKedDcddosAAA4Ugl0dmJ+nF16gSCT26781/q6P5Fo6zfFI1+3X2v70/2If\n+xh985v0/PMbrkilCg+Gl7MZpfxQkoS+E03tHe49b1oqYbT1AlEy8WTdYNtXyJeq4xonyudL\nlUd0nSs1dozw+GyDJwOrD3v6fMN3FqsTIGNE3KCKHSdqaXVV31aSJKWoEbcSSUQqsTwxjUgj\nMtpwgshSqFyly/jYA0Kw22evLk7fjC7S42+g0WR0JBH5qa5BkWHvRAA4LhDs6sC/+Te0uDj+\nh1+YvfJC+UDB1zz6vo8vDj311L/4GfVzv/bgK69arSaTLGmarmm6UlAjkWxlyVtN5aMjIVkW\na220sGMHv8WpZBINX9YkreuSFAQmioKmGRT+leV1ZzYHHfxsy/hoeEMQZMR04tWBr73T09pu\nEOys5iYlV9k/5yYhTdximOoEXfXFptYdKhhHZNgr05lkOdVRxT/pZDpxK7p8pan1sFoFAHDA\nEOwOW6FAX/6y8sz11VS3Kt3WM/ORT3d/6U+V138YGTq/yT04ccZodjq+58HO6dw4gYyIGCOH\n0fE90RSwL84nq4/7A/aNZzbbV5d0bLjDhiPBVmcg6Miki/l8SSmqus4LBW1hLkG0MdU5nDJx\nPjMdD7Y4zea1n454LJ+Mb+j1YaQb5D8iIqbbitMmtbJTkzPfujFBznk+nzeZTCaTSVGUTCYj\niqLD4RBFkYg0TRMEActpn8jDZLTG8QiCHQAcHwh2h21qirLZ5MVnGKPqGVzJc1fpS39qnxpL\nbRrsiIhzyjwemTV8tlAoCYyZLU/2Lx5sdU5PxioriTAizqm71/dE99m+poA9EHSElzMrfWmM\niJPNJpcrBlfqP9GUiBeKhZUh2vJfYHevzzB0CgJzuS0ut6X8cPjOouH8vExayaQVIpp6FBs8\nGWhpW4luC0ZZswaFhDBjFamOMSJil54uP9I0bWpqam5urrzPmMlkUlW1PHtPFEW/359Op/P5\nvCAIHo+nv78fu1ZsU1ZVGLHq0fV0qebPBQBA40GwO2zFIhHpJuMOMF2WiUhQiobPbiAYdfBw\nTnMz8amJmKrqRGSxSP0nmppbnIZ3KORLC/OpdLpgsZiCLU6P1yqKwsWnOh7cX07EV0YSJVkc\nGAxU94rtobPnW5cWUvNzycd17Bzdvd7qisFms/TMs13TU/FYNFdSVLvD3NHl8fm3tY5YVXWj\nDLBG0/UH95cdLrPDYSaiXHbb4YAxYtySz64dESXhgx9l7V3lR/fu3YvFYqtPlkprcwc1TQuF\nVrY703U9FoslEomLFy+63Xs/e3LHEkphPpsu6qrfbOuyu+qnW9Emmar/RRmR0yQfSnsam6Jr\nMlZ5A9QlBLvD1tlJgmCfGTMsoGufGieiQrB9GzdihvVHxh+G52YTqw8LBXX47pKq6m1VKy3m\nZhLjD8OrrViYS3p9tguX260206UrHZlMMZdRTLIky4KiaNmsYrOZ9u+Xekuba7W3bBOiJPQN\n+Ktrzm3JZpdj0U1LpXDiREvzqYGhABFJkmDQv1db29VrQmuQknHyNglnL5LbWz4ei8UqU92W\nOOfj4+NPPfXU9i/Z5m3T6XQulzObzS6XS9xejT1O9NrS9NvRJf3xN2vAYv9w54DfvC+Fb57U\nkNs/HA9vOMiJBl1P/O0BteTV0uvLsw9TMUVTzaJ01hu4Fugwo0YjQD1BsDtsPh+9612Ob3/N\n8cl/nmnpqMwOQrHQ/g//XbPaExee3vI2okg9/RsHKwv50vxcovrkifFoa7uLMcY5ZbPFQl7V\nNH18NLwhuMRjuYcjoZOnm4nI4TCLojA6ElrNQwdQqXj/tLW75meT5dItm5yWe7wU1+uzrfZZ\nbo6xUm9L0BcMUm9/9bPJ5PaHdImIOOepVEpV1T3clCyTyTx48CCdXpmeKMvywMBAMBjc8sK3\nwvM3IouVWT5cyH1l+sFnBy5IwuEvO+1xeC76gu/EllceMyJOXQ73pSZs1Ls38pr63yfupR8P\nIBQ19WZkcSqT/HTf2Xr4BgCAMgS7OvAHf0AvvPDU7//q/X/178N9Z8rHrOGFoX//v9pmJx79\n2r/StuoRYYwuXm4vDxpWSiYKhrmlVNLKpVIe3A+lN63fu7yYKgc7VdVv3Zir3I81n1Xu3Fq4\ndKVjdeLa5nSdz07H47F8qaTZHXJnl9fp2q8VGFuyO8ynzgRHH4RUtWawY0SZdPGdm/NOl7ml\nzbW8lM5llfUT8zYWOmHEz4x81/v6nErEAkHhQz/DegcqT9B1g2W8W9I0ba+CXalUeueddyrH\nfxVFGRkZMZlMPt8W8ybfji7Rxm5LnlaKj9LxIXdd9Iq90Nbb7/LdjYcSxYLTJA+4fKe9gXoZ\nKj76bkYW0lXTQqKF3O348lN+LE8BqBcIdnXguefoz/5M+M3fPPsbP62dPK10dkuRsHTnFtO0\nuY/94swnPrflDTgn0ahA8SabLhSK6sjdpfLEu02Uy8XJsrg4nyqu34yVE3GdT0/Gzl1s27KF\nxaJ668ZcPlcqb96QSSuhpfTAYKCjy7Pltfsk2Or0+m3h5Uwup2TShUR8498VJ1KKarGoxmO5\n+bnkqTMtyURueTGtKJrJJPgDtpZW9+iD5Vx29a+l5Mo8smVXRlp5OKT9tz8VP/2rrH9o9Z47\nWAkhSZIs79ksscXFxcpUV8Y5n5mZ2TzY5TU1p268sCxSyNVJsCOiboe721FHUxIbyXQmabDi\niNFMJtl4wU7nPKEUcmrJa7baJYOK5QB1C8GuPnz2s3TtGn3+8+K3vmX9/ne5xxu59sL8T30m\nfunZbd7AJG0cCkkm8vOzxgN/gsCS0dyWqa6svGAzlSoYrttNJbdVqfjRaCSfK63erfzn+GjE\nH7AbbvNwMGRZbO90E1GppN388exqDeTVX16rX6+m6Q9Hlp99d8/AYEDXuSAwIopGo3llhkSB\nuERMJaYlPY47565dvvmqqJcLF5P+na+KFcEuEAhYLJZisWi0iYWx9vb2PZzLmE6nqzdGI6JM\nJrP5hVLtNmAY7pgo6bphRe/Sjvqh69lUJvHt+cl0aaV7ctDle76txyFt/Hyl6NpwPBwt5syC\n1GF39ToP7WMqQCUEu7px6hT9x/+48t+cP3hlwjB4CYw2bGpfrionmzf+U85MxWulh7Z2dzqj\nbGc1gCgxWZbKTdp2FNmIcx4OGeQGznkklOns9u7wvnvHZBKvXOuamoiGQ9liQTX4UjmVFC0e\nyzcF7OVUFwqF7t+/zzknphNb68ssWG2hls7WhSkiIs750jwpRZJXBp0FQbhw4cLIyEgqlSof\nKYe21XIngiBU9qi1tLT09PTs4VdqmOpWm7EJkyAGrfblfK76u6bTvvUyF2gAPrM1VjSYaeoz\nb2syxmHJa+qPQ/PzuVRJ1wMW29OBtoBls0X9s9nU3049qPwuH03FlvPZn+07HS8WJEFosthk\nQZzNpr46O7bajf1WZMHCxHP+4DPN7dXrhTnnyVKxoKk+sxWriWG/IdjVI8ZYa5trdmbjugez\nLLV1uSfHo6udZ4yRILDBk83VN0mnjIukWK2m/sGmu+8sGNVx26i7x1f+je90WULLG8MZY+R0\nbf2erqq6rhu/Uq1twQ6eJAkDg4GBwUA6Vbzx4xnDc1YHowuFwsjISK2om3J61o1Laeu+RpvN\ndrnZl8vGiyWVt3U4+k4wxrLZrCiKdrtdEIRIJJLJZCRJ8ng8TqdxYZodc7vdy8vLhse3vPa5\nlu6/mRrhjzsyy98+g25/m22PGwn16YIvOJ6KrXvbYMSInfduvfLmsEQKuf8xeb+oqeUtBOPF\n/Ggq9mJb71mvwXtm2XfmJ6p/sJOl4p+NvlP+1jcJ4tOBtpvhxYK+bnZKgWtvRRZuRZd8Flub\n1X7e25zXtZxWuhNdns+ly2vJBcZOeQKtNntR07yypcfpKWnajehiWlG8FqtZEGeyqXSxYDeZ\nhtxNQx6/hN3w4Mkh2NWpvhNNxaJamaUsFtOZCy0ul8XlskxPxjLpoigIbp+1b8BvPJpZowvG\n4TKXq/VuXu9DEFh3n2+1EHFbu3t2OqEolZWKGdG2KhVLklhr+y9zVUfjoZPNNT9Prz4VCoVq\nLYNgRLQ2NMnI6SJrxdqXbFr72y/yRw/NRGYiIsbOXRJf+qTsXeu2DAQCgcDaXrd7q7W1dW5u\nLpdb+6dnjDHGttMv2Gl3/Vzv6VcWpxfzGSIyidLVplZs6nB8dDvcL7T1fn9pWn38zS8L0vtb\ne5qt+1jVcpdeXphUNJUql79z/vLiVJ/Ta6sxcy5eqjG95PEtSrr2xvJsrVdUuR7KZ0L5zNoC\n7Qo658Px0HDc6MqKiTPhIk1lkq+HZl7qHMQHJ3hSdfdrFcoEgZ0539qRyMdjeVXVHQ65ucVZ\nHgT0+W3bKcPrdltCBYMBULfbQkTtnZ75uWSposOMMRIE4cy5FlXTJUlwuSymik1XJZNw6Ur7\nw5HQatUPs0UaPBVwe7bosYvH8uHltGSqCnaMBMaa9noPtN0zmyW3x5JKrltQzIhEk7Ba26VQ\nqDmzkBPZ06tdrVx41/sqIjbX/uq/8pnJytP53bd1SRJ+6uf28EvYhCAIly5dGhsbW62EbLfb\nBwcHt7mqo9Xm/IX+s4quFTUNhX+PoYu+YL/TO5mOp0qKWzb3145H9SCnluZzBrsOaro+lUme\n9jQZPMWN5hEekmyp9LfTDz83eNEq4jc1PAF8u9Q1t8fq9uyw+mt3ry8SznKdVsvxM0Zms9Ta\n7iYiWRYvX+moDGp2h3noVPMmtUtsdvnSlY5cVsnlSmazZHfI5aBZC+f0cGR5cT5FK7tq0Woz\nOCeBscFTzZYn3OLsYAydCr5zY04paatT0pjATp4OSo9XqJhMNX+ZmZRiy9IsEZEoCs+9KDzz\n7tWn+OI8n5movkS/fUN48SWyHlBFQFmWz5w5MzQ0VC5QbDY/cdEZWRAxT+jYcprk8776HXut\nlNfUmk+tX+Ktcj1bKjlNskDsiUqR77eipo4kIpf9qMUIT6Aef63CnnA4zRevdIyOhDLplcl2\nPr998GRgNZ2Ug1ohX8rlSharZLXK21l8abPLNvu2umqWFlLlVEfrywDb7GaP19rR5bbZ6rTL\nx+6Qn3lXz8xULJksaJrudFq6erxW21qY8/v9U1NT1ReaTKaLXe1yk4dZrayzh5zrJ66Floxf\nT9d5JMQ6e/buK9iaJEkuFxY9wD7SuB4rFnTOfWaradOl0wVNHU6EY4W8RZK67e6uqoI1Ouca\n103rP05woqRSEIi5ZOMPJw7JVGu1kPPxJQml8Mri1GQmyTkXGTvtCfjM1qjRGpHD8mZ4YT6b\n6k5mzzBJDLbQvs3TgIaBYNfI3G7LlWe6CoVSsaDabKbqlbNEZLGaLPtTcGR5KVW9PoMxsttN\nkiSMP4wIInN7rO0d7s17/g6FZBL6ThiM1JS5XK7Ozs7Z2XXzbEwm09WrVzfrANukyHDtLkCA\no+id2PIby7NFTSUiURCuNrU+E+gQjT47TqYTX5sbLz7uXXsrvDDg8n24c6C8bmApn3l1aXox\nl9E5d8nmZwLtZ73NxPmt2PIPQ3Plq2yS6bmWrtOedYlH5bpZlPqcnkepdTPaGJEsStPpxN3Y\nslkUJ9PJkr4yI0Xj/G48VFfjnoKmnf7z/3zxi192LTz+WHjhAv3e79GnPnWo7YK6VkffwbAf\nGCOr1XQoteIKebV6SINzCocynK8svggvZ+ZnExef6qjPMdlNDAwMeDyeubm5bDZb3rahp6dn\n8/0hWFcfCQJtXHXByGJlzRhqOUyc84VcJq7k7ZLcanNY6ulX+1H0Znjh9eWZ1RCn6fqPQvPZ\nUunF9r7Vc3TO78VDU5nERDqhr+9UG0/Ffhiae0+wayqT+Lvph5yvzCdJK8Vvz09ECjmBsZuR\nxdWUmNdK35h7VNDUy/5WTjQcD70ZWUwW86IgtNkcHrM1UcyXz+VEgiAomno3HmLEuNGg6yYD\nuAdMKhZ/+p/9y843b6Zbgrd//uNZv8+/sDT4ymvs05+m116jP/kT2rfduuFIw/sX7BeTLOYL\nJcNsR0SrU/8K+dLoSOj8pa23r6g3TU1NTU01e/UMOF3C9ffpr7+8VgKZCcR14QMvEaasHZ5w\nIfv1uYlIIVt+aBal97Z0bVIOAzan6vqPwvNUNVPtbjz0dKDdLZuJKKeWvjw1EikYL8xnjN2N\nh98T7HplcZqvvVWs/PFOdIlWqj+unM85EbE3lufO+4KvLE7fiS0zRpxI1fXZTEpgwtWm1nSp\nVOKaWRDvJyKP71Y/U+mMvefzf9L55s13fuETr/zeb+mPPzS+nMl85n/7Q9cXvkBXr9Lntt6X\nCI4h1MiB/RJodmznnZNzikWzpVK9FLTbPb4wq7/yTf1//pX+xvcotW7zD+H9HxJe+ll6vASV\neX3iz39WuPT0YTQTiIgKmvrXUw+ixezqEUXTvjU/sWH8rjHoO68y/gQixZyqG/84L+ZX1qh+\nb3GqVqojIs55QS3FlXysmK9uMl/bwGbd4ZKujaVid2LLVJn5iHTS53LpD3cOfLRrSDo6n6DM\n6cz5v/rbhUvnv/uv/xe9Yiig4HD8lz/8t3owSH/0R4fYPKhn6LGD/dLR5YmEs8nEyjTkTdaa\ncU5KUTUZbXd7xHCuf+Pv9LfeWP3For/yTeEnPy5cvPr4DCZcfka4/Axl0iSKB7YSFmoZjocL\n6xdIcuKM2FuRhX7X4e+JslfGU7EfheYjxRxjrN3mfE+wK7jr4nOjyehoMpouKU7ZfNrT1Odc\n+evaJDyWn1J1fXyr3CwyYQchdDFruMMNLeYyiq7JgpgpFetq0esmOm7cEkul4Y/+ZPV4a8lm\nXfjwT3T85/9K09PU3X0ozYN6hmAH+0UQ2KUr7fNzyfByppAvWW2yzW6qtX2tSW6Eb0X97R/p\nb76+7pCm6v/wV6ytc+MsOgeKjtaFsFG/ESceqt2fdOT8ODy/VlCX85lM6i+z9z7WNbTjvU11\nzv9xdqy8CwURLeYzo8noaU/ggx39ROS3WEUmaNyggnc5Tea0kuGzlXocbpdslgRB3fZGtAJj\nJrHmGFQ52Nkk+UikOiKyRWNElGw3LgAeb2/tIKKlJQQ7qIahWNhHjLGOTs+lKx3Pvqf34lPt\nvf1+UTL4lvN4rbJ89LvriPitNzfu+ME5cZ3ffuuQWgRbEGpMPzdcv3kUZdXSj0Jz649xzvnL\ni5PGF2zDvXhoPBWj8qjo44P3E+HRZJSIZEG8tFJ3bd3f4QmXz2e2EpFVlDbfm9giSs+1dktM\nOF8105ERecwWw0h6ytNUa9qcLEp20UREA66td8qpE4rDTkSWlEGBZSKyJdNERKhYBEYaoZsE\njgqTSRw62TwyvMw5p8er1EwmcfBUg0xU59GI0TgP47Ho/r5wJqV/9+v6o1HKZliwVbj2HDt3\nqeamclCh3ea8Fw8ZHj/4xuyH2UxSMxrUTCnFeLHgNW+913O10WTUcEDzYTI66PYT0buDnSJj\nb0UWy8tdGdEZb/PzrSt9SyZB7HG4J9Mb98ImYnaTqc/huR7stEsmInp3S1dBU1eXOxCR32L7\nSOcJu2T69sJkOUeW799ud42nYkXNeG7fBW9zOUr2OT1nvc334qHt7JR9uJbOniKivldeH/3A\nCxuf47zje6+S10sDA4fQMqh7CHZwoIKtTqfLPD0Zz2SKgsA8XmtXj7cRZtcRERGzWHghX/Ub\ngzPLDrcP2Q4eDWv/7x/T46FDvjCnfeUvhOkJ4SOf2L8XbRgnPU03o4uVE/kZMUFg14Mdh9iq\nPaTUWMew+VOby6glg48vRJnHsxUFxt4V7Lzkb1nOZzWuN1vtLtO6+o4vtPZ+qTCcLSnlmiPl\njyAvtPVcWL+nhcSED3YMXPK3zmVTJV1rstj6nN5yJ+tHOk9EAu2hQlYgVtS1lxcma32OOeVp\nuh7sXH34gfa+fpf367PjCq/rBVvJjvbp68+c+uo3x//J8+MvPFf51Af/y1+Z7w3T7/wO6l+C\nIQQ7OGg2u3zq7NHYkuhJscHTfMMcu/LxE6f270X1b/8jFSoL5XMi0m/+kF16mrV3bf8+BU39\ncWh+IpPIqSWf2XLJ13LSaDPNQ1TS9Ughl9fUJrO11mYDT0pk7JO9p19bmhmOh8phJWi1v9DW\n02yp343tn4jXbPyhQmDMvdO/Q4dJjhfzGz++EDnW7xtrk0y1pvG5ZfNnT1x4K7wwm00puuY3\nW682tTXXWM8RtNoNl3o0WWxNFhsR/Y+JYcOidL1Oz7Xmjlbrxn2Q+51esyjuONcemO/829/9\nhc/8+ku//a9HXvrg2PufzzQ3tcwtXf36d1wvf5cuXaLf//3DbiDUKQQ7gD0jPPciH73PE7GV\nRcDl/xs8zU6f26+X5JyPjxiOKvGxke0Hu3RJ+eLEvUxJKY9QLeYyi7nx6WzyJ9r797S5O3c/\nEX5laWZ1Beugy/e+tl77XuxAbxWlD7T3vdDaE1cKDslkreNd7Xeg3eb0ma2xqj2yhtz+Hddh\nHnT5ZzIGq6CG3P7t30QWxHdVdKTtmMZ5qJAznF1nEaXqVFfmM9vSJWX3r76PGCU72r/4F3/2\n4v/+707//ddO//3XVo6LIv3SL9F/+A/kbJDZArDnEOwA9o7dIf7Gv9Rf/TYfucPTSdYUZE9d\nE556dh+nu6klqjGvaH033hbeWJ7NlBRanxCH4+HTnkCn/fAnaD9IRL4x94hV/DWOpmJxpfjp\n/rO1Vj88KUkQApYGrD4jMPbRrsF/mB2LVgw39zg872/r3fE9z3kD05nEWCrGiPjjvrIz3sDg\nkwS7XcqoyhvLs+OpuKKptX68RFZzdeBlf8t0pnqS36HpcrjPeprvJ8KRYs4iSp1217XmDqso\n0VnKv/8lfWxc+MEPKBajtjZ673upo0HmCcA+QbAD2FNmi/CBl+gDLx3Qy5lksjsolzHosPA9\nwUDqo7RxXbGJdLwegt2PwvNUtZt7uJCdSMeP0DrHw+I1W3+x/9x4KhYqZCUmtNmcXQ73bm7I\nGHupa3A0FRtNRlNK0S2bT3kCfTstnrIDKaX4FxP38qsFCGssg9hkBUyv03Otuf3HofndrKAY\ndPmjSi5q9AlKIKZvb3WGRRQ/3DnY43AT0UmPQTK2SiY6dYpO7eN0DmgwCHYAR5vw1LP697+9\n7hBjZJKFMxe2f5Na840KdbBvZknXqkcSy5bzWQS77RAYG3T797ZHbdDlGzykv/wfhGbz68tK\nV2uy2DafJHq9ufOUO/D9pZlIIcsE5pDkeDGf3eq2ZQJjl3wt7wp2EqPXl2bvxJcr6+31u7zP\nBbu+ODFs+OPT5XD1Ob2LuYzAWI/De8oozAHsBoIdQP3SdV0Qtig2KTz3Io9F+L1ba4csVvFn\nPk32J5iC4zKZU6VCdVkMj7yTchh7DXVbYJ1Joxl+qxhjZzyB97R0bVmM0Gu2fLR7sPJIuqS8\nujS9Wkil2mlv4IwnELDYVmcoPt/a/d6Wrkfp+HI+axKENpuzw+4iol8duvRWeGEiHc+rqtds\nbbc7PLKlyWxbWSOCOAf7BsEOoO6oqjo1NbW8vKwoiizLwWCwp6dHkmr8tIqi+PHP8CvX+fgD\nymcp0CJcuEJPWGDlrDewtjkBEZWrfjB20n34C2NNgmA4/Z+IWmzGU+OhsdXqYB50+68F2j2y\nRdrq41AtTpP83pau0VSsemc0WRQ/2jVkODOBMTbg8m3oPC6vDtmTBSIATwTBDqC+aJr29ttv\nZ7Mr29IrijI7OxuNRp966qma2Y6Idfex7r7Vh5zzaDSayWQkSfJ4PA7HFgHoalNbtJB/kFyr\nBCsKwk+09+24Isbeuh7s/MeZUcbW/bZtsTr6HPs4r2skEbkZWYwW8xZR6na43xXsdJrk/Xs5\n2D6fbI0YrYRtMq8UQNkNp8n8YlvfdxYmKud0ukzmzwyc2/E6YoCDtHE+Muy3s2fPEtG9e/cO\nuyFQp6anpycmJqqP9/b29vT0bOcO2Wx2eHh4NRoSUWtr69DQ0Ob7OBHRbDY1mU5kVcVvtp72\nBhxSHeWYB8nIq4szWXWlRMVJT9P7Wrr3rzTJt+cn7sZDldXRzKL0C31nfDXKwsFBuhNb/s7C\nui3RGJEgCJ89cWFDJeQdK6il10OzoULOLEiDLt9ZXzMmBMBRgc8fAPUlHjdYoMoYi8fj2wl2\nuq7fuXOnUChUHlxcXJRlua9vpUtvLpu6Ew8ligW7ydTv9J7xrvzS6rS76mENrKGT7qYTLl+0\nkM9rqt9i3dfQuZTP3I2HiKiyT6ioq99fmvlY99D+vW4DiBcLsWLeJpkCFtuOx0O3dN4XTCiF\nm9Gl1Y4Js2T6YHvfXqU6IrJIpn/S1rf1eQD1B8EOoL6oqsFKOs654fFqkUhkQ6orm5+f7+3t\nZYy9tjTzVmShvCCBFehRKj6cCH+8+9Tufw2PJqN346GkUnSa5AGX74IvuFdF5spEJtTanGBv\nGW1jSsRpOpPgnG/Z8Xk8pUrF78xPTj0uDmeTTM+3du/fHM3nWrrPeJsn0/FsqeQ1WwfdPoyT\nApThJwGgvthstkwmUz1Hwmbb1uShXC634QgnKgmMq6qiKBFVeSuysHL0cf2v+Wz6zcjC9eYt\nqp4WNfXNyMJsJlXQtYDZeqWprbVi7cJXZ8ceJqPlscukUpjNph4mo5/o2YO8ePBq7SWvcV7i\nuswaZGvjPaRy/a8nR5Kl4uqRvFr62uy4SRD7nd59elG/2erHyDhAFQQ7gPrS3t6+vLzMqurx\ntre3b+dyUVyLHSWRzdlNSbPIiRgnJTRrXDyF0WgyunmwSyiFL00MaqjuiwAAIABJREFU59RS\nebe0ZDE/loq9t6X7qaZWIhpLxR4mo/R47LLc7oVc+mZ08ZlAe/lIUikw2vn+pAfJYzYu8mKT\nTLKAVGfgYSKaVNb1E3MixujHofn9C3YAYAjBDqC+uN3uoaGh8fFx7XG/EWOstbXV49nWClCv\nd+X3aElgDzxmVVgZN+SM7icjJkEs72C7DqeMusW+ma8sTudWareuRDdG9NryzIDL55bNY6lY\n9W0Z0Xgq9nSg/XZ06Y3QXFFTicgqmd4T7Dzrbd7O13JYhly+15dnSpq24e/pXH03+xAt5zPV\nBzmnUCHLUYcQ4GAdvVESgIYXDAat1nVjTAsLCyMjI9u51uFwtLa2ElHIKq2mulUlXave6IgR\nOTddi6Dq+lTVxpqcSOd8Ih0norxaYnzja3GirFp6Y3nmu4tTyuMS/HlV/db8xFvhhe18LYfF\nKple6hy0rF9yO+T2X9tqtPr4wrxDgLqBHjuAujMzM5PJrHWBlMdkl5aWmpub/f6tK9YPDQ05\nnc7RyKzRk9X9dcSJiro2nUl219hCtKCpeo26SHmtREROk7m6qBgj5pDkG5FFWveSnDH2w/Dc\nRX+LqY6n33U73J87cXEkGYkWcuU6dh31ul64HrRaHe8YHGYtVgcSH8ABq983VoBjKxwOP9Hx\nDRhj7e3tZpvV6HeqcT7LlJS/mRq5HVs2fNYqmcQaIcxpMhPRKaNNOTnxFqu9OhFyzlVdD+Wz\n1ZfUFbMoXvQF39/W+65gJ1Ld5gbdfv/6ysCMiDF6Fn2cAAcOwQ6g7pRKxjuRK8oWM+EqNZmt\nVaOjm2GMvrc49VZkoXrncpGxIdfGnkLGyCSIA04vEXXaXdeaOx6/2sqfpzxNm+Qhjeu1noIj\nR2TsEz2nBt1r3yQO2fzRrsFafcAAsH8wFAtQd8xms2GGs1iMV2tWGo6H34ktxYoFkyDU6J4z\nxjlx4q8tzbwZXvhQR3/f+sWMz7d2R4v58hz58tZeAhPe17q298P15o5+p3c4EU4qBYckn3D7\nehyehGJQUY+IGNHut36CumKXTB/pPJFt7YkV81ZR8pmte1vFEAC2CcEOoO4Eg8F0Ol15pFz9\nJBgMbn7h12bHx+JhRqQKrFRjo/QtKZr6j7Njnxu8WLm7g0WUPtV35n4iMpaKLmQzBa5quv6t\n+YkHicgLbb3ljbaCVntwfQFhj2wZcPnGU7ENL3HaG7Dt225gcIjsksmOf1mAQ4WhWIC609HR\nEQgEyv+9us9Bb2+v273ZwNb92WlhYu58tHAuWjgbLfgLOwx2nEjV9YeJ6IbjjLFOu2sulynq\na2O1s9nUlybvZ1XjsWNO1G53Vs7PY0Rnvc3vb+3dWdsAAGBz6LEDqDuMsbNnz0YikUgkUiwW\nrVZra2ur0+msPpNzPp9Lx5WCFkvGZ+ZWi/9KOu9KK7ImLdp32H1iOIp6I7KgrJ+Bx4kKaulW\ndPHdwa7q899Ynn0zPL82IMeIc/KbrUdxOwoAgCMBwQ6gTjU1NTU1ra02TSQS2WxWkiS3212e\nbBcu5L4x9yhcyDJO56L5yi0RylmqJa+FjarZbYfZaOfNxXzGoFwK0ULOoD5tTi3diCysO58T\nEb0RmrvgCyLbAQDsBwQ7gHqXz+fv37+fSqXKDxljXV1dbV2dX54aKWglIrKpumi4ToJzh8oT\n8k6CXbyQf315psPu6nGs7XihV1erW3kdg8OL+Yxh9TtV///Zu/P4puv7D+Dvb5ImaZs2bXqn\nhZZeaaFYDnUqAh4o6hzinLjfPCluTEFBtOgcCIpzMEEcwpgcLQ7xYpvXREGnblNQ8EC5kkJv\neqdp0it3vr8/irFCWwSafNPP5/V8+AckX5J3H1jy6uf7eb8/3iZHV2pEHwuQAABwjhDsAEKa\nz+f75ptv7Ha7/xFRFKurq5ud3T3DgamvI5tEQXAL1KqWt4ed5cLY0Q4LddDelvoRUTHXD8sJ\nk8mJKDE8osXRx/y5xB/2TPTw9jPTeOCnAADgXCDYAYQir9dbXV1tNpsdDof/0Nje7C0Wig3r\nOcqpSyE7FqOK73bHuHx2haxOE9YZJhus6FTZYf1PY80U/QgiOj9eb7S2+kTRv3InEMll8rFx\nyaf+wQRV3wNNBKJ4VXifTwEAwDlCsAMIOW63+8svv+y9StcHr1chhnkEIiJRoI4wWYdWpXV6\n21V935U9F4etLZenpMsFWZwq/MaMvA/qKvytFTGq8KmpmTHKPgbsxarUWVGx5R1tJz3ee9aJ\nV/Ttb22q6bI5vJ44VcS4uGTMtwMAOBcIdgAhp6qq6jSpjoiIxFMGwNpU8j6vPEcen6/L7Y5W\nqohoeGT0nTmFzfZOq8sZo1InqSMHmEN7TVrW+/WVZbbvJ6eMik3wzzrp8rhfqzzc5rQLJBCJ\nDd2dh60tl6dkFOpOM64PAAD6g2AHEHJOeyasIAgOhcwbxMH+Kvn3kVEuCCkRUSk/ovtBJVdc\nPyzHnJDaaO+UCUJyuEbX6ybsfxur25x2IvLf2PWJ4scNVRmaGK1S1fcrAgDAgBDsAEKIz+cz\nGo1Op/O0V9ad7YC6MyUQRSnVcuH0TRh2rydMkJ06xyReHXHqDVZRFMtOOZGCiLyieKzDMj4u\n5awLBgDgGYIdQAipqqpqamoa+BqNRpOTk1PRUkUuxxmdBtsnGQm+AV9FJGp3ObYc+2b6cEOf\nG+BEUfy2rfmz5rouj0sgSgzXTE4enhYZPfD7On1er8/X51Nd7r7PsQAAgNPCjFCAEFJfX9/f\nUwLR6OqySydMuOCCC2JiYkbFJJx7qiOigVOdX4fL9Xbt0Z55dVWd1k+bav/bWH3EavaJ4ocN\nVf+ur+zyuIhIJGq2d26vPFxxSs/ESVQyubyfGcWaMBw2CgBwlrBiBxAqPB6Pu5/FKkEUc44e\niGmskbc0Uurw5ubmiBZrvE9mlvW96DXoRBLbnPaaLtsX5obqTpv/8U+ba9tdzh9eSUT0UUN1\nZlTsAC8oCIIhOu6wteWkR+VE2VG6wSscAIAvCHYAoUImkwmC0OcpDql1lUmNNUTkffPVI2Mu\nMTtdRDSMKFops6oUberBH3HSpz1NdfX2jt6PtLtcfV5pczk63M6osIF6ICYlD2+0d1qcdiJB\nIFEkkhFdnpIRjc4JAICzhWAHECpkMllsbKzF0kdLQULLiVu0DWHqnlTnksuaIhTdcsErDMot\n2R+lwXHqmbD9vrmnny10fhGKsNuzz/vG0ljTaXN4vXGq8HHxKXGYXQwAcA4Q7ABCSHZ29ldf\nfeXxeHp+KxCJRCkN1ZoOa88jLQl6ItGqlFdHq3w989+Cl+v6PhP2VAIJcpkQ9SMW3uSCMC4u\nZRx6YAEABgmaJwBCSGRk5AUXXJCkClO4XYLoU9q7XO6OzzL0r1w55T+FY7pVKqdS5ROEmihl\nz2qYSNTXUbESE0ks1CUpfsSEFAAAGFxYsQMIIaLVomppyouOcH30r91jLvg8PVUkIlEkgZpj\nYo3pGfkt7R1KmVc2mGFOIOGSpLRPm2qFAW6sEhFRmEzuEX2nXbcriE28NGn4IFYIAAA/EoId\nQGjobPfu+Kd45AAROdURX/zk8m+TtCcC1HdndrkUYQeTdTqHd4CXEUgY8OZsH+FNq1L9JCFV\nKZN/0lTr9g304sMio6s6rQO8elpk9OUpGQk47xUAQCIIdgAhwOf1bn1ebD4xmrgic2RbRLjv\nlFU5USCPIFj7PxBWJVfEqtRyEuq6O/q8QCYIvlPW26xOx2Fry9i45DxtXF13h93rMbaZa7vb\nT/3jo2ITLkpMfb3aaP9uF+BJksIjkeoAACSETTAA0hONh8Tmxp61NFEQLHGJrv5vtrrk/T7l\n9HrMju5sbVx/F/jEvjtVdzfXElG4Iiw7Wjc6NvHK1BFK+cnxcVhkdHa0rrrT1l+qI6Jhkdr+\nngIAgCBAsAOQnlhf4/+1R67wCTKl7yx7Xb2iz9jWopDJzqipot3l6n0TVqcKvzVrdFZ0bM8R\nsSq54qLEtBvT8wQio9Xc3ytnaGIyo2LOrmwAABgUuBULEAq+j0oKj1vu9WhdQphP9MiEM813\nokhNjq7kCE1j96kz5wau4PsajljN+y1NbS5HjEo9PDJqQtJwpezEAl6729Vni0WcOmLa8Nwz\nLBYAAAYZgh2A9IS073tIBZEyd+5QfHNoXE2NSxBbMzOOXnX5sSsmif2crNqnM0x1QoI6QvHd\n6797/NgRq7nn1w6Pu9XRXd5h/VVmQYQijIgiFGE2t/fUaDcsMlpxJhUCAEAgINgBSE/IHeUO\njwizd5PTJd/+r7RjVSQIjqQkpUyIf++DvB27jp8/9q3Vf3TEBGQHm0DihKS0nl9XdVr9qc6v\n3eXc03z8Sv0IIsqN1u0z15/6IjnROOAVAEB6+AkbQHqiINQMyyEi+fZ/CceqfGMLWp5ctOel\nlz7Ztu35D9/e/3+/SPvi6xvmPSyc7pCusxClVE5LN2RGxfb8tqK9rc/LyjtOPP6TxNSE8Egi\nEk78JxDRmLjkYZHRg14bAACcKazYAUhPFMWW+KSsHdXCsSrfuALftKtr888jIoGoO0734aMP\n+hTycVtfzd31oemaKYP1prla3YTEYTFKtSB8v7vO4e17jp3de6ITVimT35pZsN/SWNHe1ulx\nxyrV5+mSRqBnAgAgNCDYAUhPJpMporSdtU0xAvkuu5iIOqJjiEguktorOuTCZ7OLxrz095z3\nPxqUYCcQFcQmXqEfIRdO7m/V9nXAqyCQNuz7x2U44BUAIFQh2AGEhLS0NGpr92q1lowshdvt\n+64LVd/prtAqHdpoW1pqbE3tOb6LRqG8MFE/PFKrU4X3eUF+TPw+c/1JQ4xFkQpiE8/xrQEA\nIAgQ7ABCQlpamitckCk8xvzxvl7DgbUub2a7q0ajPN05rgNRKRSjYxPTIqJPO2dOpwq/Sp/5\nQUOlt9d+vpEx8ePiks/63QEAIGgQ7ABChdIQRXu7leYWe9L3KcojUF1kmKLdpj1ef+zKyWf3\nygUxiZOShp/+OiIiGhWbMFwTfaitxeJyRCrCMqNi0RgBADBUoCsWIFQ4r80lUcwo3dL7wW6l\nPMvmvPbZ52Veb9nUK/v7s4nqyEGsJCpMdVFi2nVp2ZOT05HqAACGEKzYAYQIX33hRdEXH0ne\ntYuIKmfOdCQlEVFCXVPG1q36t9+uvXB82VWX9/kno8JUv8wcdcTa8n59ZZ8XRCjwnQ4AwAX8\ncw8QGjzVdqe6dtGikU8+mbxrV/KuXc6EBFEQ1C0tJIo1F13wr1V/oFOaWIkoTCa/JXOkQiYb\nrUv6qrWp1dl90gUCUdZ3Y+oAAIBtCHYAocFnCZO7veHhB/7wB90XXyR++GFkTQ0RWceMqZpy\n+e5rJved6uTyGRkjo7+bRTI93bCt/NuTZtFdlJjWXw8sAAAwBsEOIDQIEdpI83HzCCKynH++\n5fzz/c90h8n6THVEdOPwvKTw73fXaZWqotyxn7fU1XTaur2eBFXE+fEpwzUBOYgMAABCEIId\nQGhQZHl8fTdARHjEMJ/olp2c7QSiiLCwkx5UyxWTk9MDUiEAAIQ8dMUChAZB2e0d2fdToqjy\n9DHETiQ60NoU2KoAAGBIQbADCBVyau3vKbe8j1uxAgktp7RKAAAAzxDsAEJFgra6v6cEURRO\nXbMTRIWAb2EAAPgePhUAQkVja0p/T2ncPvGUNTtRpLTIqMDWBAAAQwqCHUBIcDi6jrf0G+yS\nuj3yU1bsYpTq83RJgS0LAACGFAQ7gBDgbbI1vCT20SBxgtInGtrsWpeXSCQimSCMjEm4JXOU\nUiYPXpEAABDyMO4EQHI+6iz1eVUDXJEcb3W4olPkEVGa2OjEhNjwCHk/k+0AAIBnCHYAUvNU\nk7cxUq0b4JLU9Cujo6ODVhEAAAxRuBULIDWvmYiiI9pkMm9/lyiVuOUKAACnh2AHIDWh5yBX\nURth6fN5ucyrVvd9KAUAAEBvCHYAkhLdJChJkJNASbHH+7xEn9Ae5KIAAGCIwh47AOk4d1P3\n2yTae36XHFvbbE21dCQSiUQneiOiI6yZelPvRwAAAPqDYAcgEccn1P333g8IgnjeiD0NlozG\ntuF2Z4RaaU+MqUuLrxB8PvI2kFwvVaUAADBUINgBSMJHjneJhJ65dH6CQPq4Kn1c1SmXWxHs\nAADgtBDsAKTgs5Cv6wyuF3B0GAAAnB6aJwCk0P8hE32QxZIiNVCVAAAAQxDsAKQg15EQcbp+\nCIGISAijyFvxrQoAAD8GPi0AJCGj8KtPs3AnyEh1AWl/T2HZwaoKAACGNgQ7AImoJ5N6ykAX\niF4SokgWE6yCAABgyEOwA5CKQBHXkyJzoEvch4NVDAAAsADBDkBSUb8hWUS/z4rdQSwFAACG\nPAQ7AKn53P0+JU8MYh0AADDkIdgBSMr5CVH/wU51URBLAQCAIQ/BDkA6zn3U/U7/TytIeX7w\nigEAgKEPwQ5AIqKdurcPNPFEkR7EagAAgAUIdgAScZeR6BroApw2AQAAZwjBDkAi4unOivWa\ng1IHAACwA8EOQCKy2NNc4D5KnSXk+joo1QAAAAsQ7AAkosgmmXbAK9zkOkCdL1BnCZEvSFUB\nAMBQhmAHIBEhjDR3kiAMeJFIROT6lpx7g1ITAAAMbQh2ANJRZJJ68o+4TiDX/oAXAwAAQx+C\nHYCk1NeSTH36y3y2wJcCAABDHoIdgKQEFSkvPv1lspjAlwIAAEMegh2ApEQ3yWKIBKIBNtuJ\npBwbvJIAAGDIUkhdAADHPBXUuY18rf1fIRCJpBxPqguCVxUAAAxZCHYAEvF1UscGEp39XyGQ\nspBUF1DYqOBVBQAAQxmCHYBEXHtJdAx4hUjqK0kxLEj1AADA0Bdawc7TdmzfZ3v3l3fGZl14\n5VVjEk6uzln2wd/3NQ2feOvE4ZLUBzCIvI0/4qKBp9wBAAD8QOgEO0fZqwtv/e3aL6xiz+/D\nM3627NUXH7wwutc1ne//4ba5H//i7wh2wIKw0zwvKEmeFJRKAACAEaES7FyfL7n+/547qsq6\nbu4dV2X6Dn/4xhvvvf3QFVf7PvtfccHpPv8AhqKwXHJ+2s9zApFI4VeTgP/5AQDgDITIuBPr\ni4+vPirLX/jhN+8899j8B5ZuePurfS/crO/+/Pe3PfmNR+rqAAJBeR4psoior/utIsniSK4P\ndkkAADDEhUiwM377rVuYsuD3F0d+94gs/Vcv/mvxWPGbFfevr5SyNIBAEShqNoVfRYKyjyd9\nrdSxgRwfBL0qAAAYwkIk2LW2tpIqJib8Bw8qxz66bk6W679LF7zSLFFdAAElKCn8pxRW0O8F\n3TvIZw1iQQAAMLSFSLBLT08nx0c7Pjpp+IPq4ifW/2aY5Y3Zt/y5DDdkgUk+C7m+GuBpcpcF\nrxgAABjiQiTYFdx0c57QXPqra59470iTXfz+ieirVpbem9nx8UPT7/lH1QCTXAGGKE8dkTjQ\nBaI9WKUAAMCQFyLBjsY+UvL78VGtHy+5dmRydMwlz5j8z2iuXPnW2p8lmzb9wjDsoj99LWGN\nAAEgnO57UB4flDoAAIAFoRLsKPLiZf/bv2P13J9dNDIt3NHZe3EufNS9r3+2c+VvJmgaamyS\nFQgQEPL0gb4NZZGkyA1iNQAAMLQJojjgbaCQIjotxysrKlxpk89LlrqWs1ZQUEBEBw8elLoQ\nCBndb5Hjwz4eF2SkuY/CRgS9IAAAGKpCZUDxjyKodMPydDg5ExgTcT3JNNS9g6hXi5AsnqJm\nkTxFurIAAGDoCbVg57WW/efNw7H/N33sd6O9vDt+d90rrisun/KzG68ZGYOTM4FBMlJfQerJ\n5Kkibz1RGMlTSZGGg2IBAOBMhcweOyJq27P8pyOSDFfe9fxX7t4PG3dtfeaRousKR1/7xL/r\nMfUEmOA2Utdr1LGBuv9J3uNERCQnRRapJpLqIlIMQ6oDAICzEDIrds7dxRdfvtLkiS+88Ve/\nulD1/RPy61e8v+XCN994+aU3dy65+mrXV/ufLAyZqgHOnI86t5HrSyIiEsgtkuN/FD6Vwq+R\nuC4AABj6QqV5ovLZiYYHPkm9/Z+7S29Mkfd1hadu+52XzHipafJzxo/nZgS5vEGE5gneOT+l\nru19PB49lxTZQa8GAACYEiK3Yhve2P6JW33V4pX9pDoiUqTe/Jc//kzt/M9buzDzBIYw5xd9\n3WYVyPmFBMUAAABbQiTYVVRUEOVNnpw44FXaKVMuIDKZcMQSDGE+S19HTYg4ExYAgGtei/F/\n773++rt7jjR0ec/+ZUIk2LW1tRHFx59uxL5KpSKyWCxBqQkgIISovhsjBE3QSwEAAAl46t5/\nauZ1F48cnppReM09m/Z3ku/4P4pGDcufdO3Pf37dJSP1CSNvWbvXcnZb5UKkDSEpKYnowMGD\nRBMGuuzrr78mMhgMwSoLYPApR5P9eN+PAwAA8+peuGH0zB1tIikiImS1O//6632NjkX0aGmZ\nesyNt08xaGxl/3njjdfuu6JVbfzg7rQzfvkQWbEbM2lSFDW99/pnA513bnv/5XdbKXLkyPSg\n1QUw6NSXkyKDiL5btxOIiJTjSHmeZCUBAECQON99bOGOtoSpK/7b0NXZ1d7y+cqrfG/c/+Cb\n3qv/8tUX//zr039cueEfe4/s+E1G178ffXznWcx4C5FgF3bdnN+MoGPPzPj1G42+Pq/w1LxU\ndPuGGtLfcdfVGPAFQ5igpOj7KeJGUmSRTEdhuaS5gzS3Y3AdAAAHyj75pJkueaR04cRkpUCq\n+AsffHLmMFFU3TDn1+nftY8KcVOfmH8ptXz2WfmZv0GIBDsKu2jp1t+NU9Vu+7lh9Iylr3x2\ntKHdJRIRudvry3a/tHh6/shb/9kUln//3/54hVrqYgHOkYzUkyl6LsU8RlH3kHIcUh0AAB9q\na2spMien13mRI0aMIEpLT//BVJCkzMwIKi8/i2AXInvsiEgz4akP/5s065aH/7H98f/b/jiR\nLDwuIdJuNnf39IYoUq56/OWXF0/WSlwnAAAAwNkZPnw4de3ff4yu/25yacJV8596sukS/Q8u\na6mq6iat9iwyT6gMKPZzN+zZ9teSf7z38d4jteYOlzwyNiVr3KSrp91+791XjwiXurpBgAHF\nAAAAvHK+O2v4dSXuyX/41+sPXxLb9+xesfX9OT+Zur7hpleat98SeYZvEHLBrjef1yeTh8rN\n4sGCYAcAAMCvpld/Pvr/Xm8RBXVcVtGWQ+uuV37/nHjwpYV/fu2D19/e3yof/diefY+PV/X/\nQn0L6djEXqoDAAAAriXdsv3gp2t+M3VsmqKhrvWHq2u+b7av3PTmN+6s6594d+eSM091FIor\ndj7b0T2ffGWqqKgor6jvitRnZmVmZuZdcNklmWe6GhmasGIHAAAARCSKoiD0bp4Ta/btPB5e\nOKYgJeJsXzN0mieIqOvwS4vn/u6vH9WcOs1OnnDB7Y8sW3zP1EwW9tkBfM9LJIT42jkAAATC\nD1MdEQnDL7hm+Dm+Zsis2LV/smjKNX/Y10VK/YRbbrt2bOawYcOSIuzNx2tqK/a/t+2V/x13\nkeYnj+384PFLhvTRS1ixgxPch6j7HfI2EhEp0inielJkSV0TAAAEh9da9p83D8f+3/Sx3+2x\n8+743XWvuK64fMrPbrxmZMzZTsEKlWDX/dGcvCv+Uqud/MSb2x6enKo8+XlX/f9W3n7D7z9s\nS7/v4yNrJg/hZTsEOyAicnxE3W8SCUQ934ACEZHmDlKOlbQsAAAIvLY9y2+7ZcmOWtc1mzrf\nnfXdTjPvthsVt71BRIq0qYu3lDx6pf5sbquGyA2gztfXlNSS/ra/bV/cR6ojIqV+4qOvbb0z\nlao3Pfdmd9DrAxhMYjfZ3+n5lf8hIqKurdRZQq5vJSoLAAACz7m7+OLLfrejLrrwxvt/dWGv\n/gj59Sve3/LU3Omjo+t2Lrn66qXfnMWBYiET7L7evdtBcT+bNS1hgIviflo0LYHsn376ddDq\nAggEdzmJp36/iiT6yHWAOkuoc2uvzAcAAOyoXP/wn02ujNv//u2X//zz7aN7L8ppc6fc+bvn\nXv/q21d/Ndx3aOW8v1adxeuHSLAzm81EhYWFp7lszJgxRM3NzUGpCSBgXP0/JRIRub4kF35+\nAQBgT8Mb2z9xq69avPLGlL6nExMpUm/+yx9/pnb+561dtjN/gxAJdj6fjyg6Ovo0l0VrtSeu\nBRjCZImnu0Ig1zfBqAQAAIKqoqKCKG/y5IE/B7RTplxAZDKVnfkbhEiwA+CJIo0Up+tn97UH\npRQAAAimtrY2ovj4+NNcplKpiCwWy5m/QUjNsQPghECau6izlDy1/VwgkiwmaNWIotja2oql\ncAAIZTKZLC4u7pTBb0NOUlIS0YGDB4kmDHTZ119/TWQwGM78DUIp2O3+03XXvjjwEmID9h0B\nG2Q6iryVbMv7vyB4wa6ioqKmpiZobwcAcKa+/PLLdevW3XrrrU8++aTUtZyjMZMmRT3z4nuv\nf2afcFG/s9ts77/8bitFXjcy/czfIJSCXfO3u97DoAfghEhdLw30vKcqCEU4HA6TyWSxWBQK\nxfDhw8PDh/CEyNMSRdFisTQ3N/t8vvj4+KSkJKkrCiyHw1FXV+dwOJRKZUZGRlhYmNQVBZAo\nis3NzWazmYhSUlJ0Op3UFQVWV1dXfX29y+UKDw/PyMiQyVjeVWWxWB5++OG3335brVaf1QJW\nqAm7bs5vRry46pkZv75079+mJ/fxd+epeano9g01pL/nrqvPYn0yRAYU26q+qfrRrR/ajMIM\nbSCrCSgMKAYiIvch6tg40AWCimJXBLSE+vr6Y8eOeb3exMTE3Nxctj/4u7q6jEZje3t7eHi4\nwWCIjY2VuqIAEkWxtra2srJSFMXU1NTMzEy5vL/uOxbYbDaj0djd3a3RaPLy8qKioqSuKIA8\nHk9lZWVdXZ0gCCNGjBg2bNjQvzU5kG3btj3wwAMtLS0TJkxZkvIAAAAgAElEQVQoKSnJzc2V\nuqJB0fnpo5On/PErZ/TIXzyweMGtk0emJ0crBXK311ce/Hjrn5asfvNYV1j+/e/u+fOVZ5F2\nQiTYcQTBDoiIuv5Ozk8GukAWRTHLAvTmdrvdaDRardaen4DZXt5AypG6ogDiLeW0traaTCan\n0xkTE5OXl8f2Enttbe3dd9+9a9euqKioRYsWFRcXs/WXa9v351m3PPyPSicREcnC4xIi7WZz\nt5eIiBQpVy1++eXFk+PO6isOpVuxAPwQ7ae5QJETkLftlXL0en12djbzKcdkMnV1dWk0GoPB\ncPqRSkOZ1+utqqqqra0VBCEjIyMjI4OtD8KT9U45BoMhIiJC6ooCyOVylZeXNzY2KhQKg8Gg\n1+ulriiARFFcu3bt4sWLbTbb1KlTN2/enJqaKnVRg057wby/m2bs2fbXkn+89/HeI7XmplZ5\npG541rhJV0+7/d67rx5x9qkdK3bBhhU7ICKyv0f29/p9VhAo+lGSD3QQy1no7Ow0Go0dHR2R\nkZF5eXn8pJzhw4enp6ezvQ+ptbW1rKzM4XBotdq8vDx+Uk5WVhbbKYeImpuby8rK3G53XFyc\nwWBQqVSn/zND1uHDh4uKij7//PO4uLiVK1feddddUlcUJD6vTyYfnH+jsGIHIAXVBWTfRdTP\nhBHVxYOb6vwph4iGDx8+YsQItlOOxWIxmUycpBy3211RUVFfX69QKHJyclJTU9leqOMq5fjb\nm5RKZUFBQULCIP+wF1LcbvdTTz21fPlyp9M5Y8aM9evXs71L5CSDleoIwQ5AGrI4iryVurb1\nke3ksRR+/SC+ldVqNRqNdrtdq9UaDIbIyMhBfPFQ4/F4ysvLkXKY1DvljBo1KjHxtCe4DGGi\nKDY0NPS0NyUnJ2dnZ7Pd3vTZZ5/NmjXr8OHDqamp69atu+GGG6SuKCh8tqN7PvnKVFFRUV5R\n3xWpz8zKzMzMu+CySzLP5Z9pBDsAiajGU1g6dbxI3uoTR8T28HWR42NSTyFBeY7v4E85crk8\nKyuL+a3lvVNObm6uWq2WuqIAcjqdZWVlZrNZqVTm5+cnJydLXVEA8ZZyuGri7u7ufvTRR//y\nl7/4fL7Zs2c/88wzbC+xf6fr8EuL5/7urx/VnLrfWp5wwe2PLFt8z9TMs9tnhz12wYY9dnA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5GFXDsN6janJycpRKpdQVBdChQ4eKior2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\nRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data",
"source": "R display func"
}
],
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}