{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# R Graphics" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Registered S3 methods overwritten by 'ggplot2':\n", " method from \n", " [.quosures rlang\n", " c.quosures rlang\n", " print.quosures rlang\n", "── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.2.1 ──\n", "\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.1.1 \u001b[32m✔\u001b[39m \u001b[34mpurrr \u001b[39m 0.3.2\n", "\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 2.1.2 \u001b[32m✔\u001b[39m \u001b[34mdplyr \u001b[39m 0.8.1\n", "\u001b[32m✔\u001b[39m \u001b[34mtidyr \u001b[39m 0.8.3 \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n", "\u001b[32m✔\u001b[39m \u001b[34mreadr \u001b[39m 1.3.1 \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.4.0\n", "── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n", "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n", "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m masks \u001b[34mstats\u001b[39m::lag()\n" ] } ], "source": [ "library(tidyverse)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "options.orig <- options(repr.plot.width=6, repr.plot.height=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate some data for plotting" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "n <- 100\n", "x <- sort(runif(n))\n", "y <- x^2 + x + 3 + 0.2*rnorm(n)\n", "z <- x^2\n", "g <- as.factor(sample(1:4, n, replace=T))\n", "df <- tibble(x=x, y=y, z=z, g=g)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grammar of Graphics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ggplot2` uses a Grammar of Graphics convention to define plots. See [The fundamentals of `gggplot2` explained](https://www.aridhia.com/technical-tutorials/the-fundamentals-of-ggplot-explained/) for a simple epxlanation.\n", "\n", "The main concents are\n", "\n", "- **data source**\n", "- **map** data elements to visual characteristics (aes)\n", "- **type of visual elements** in plot (geom)\n", "- **layers** (+)\n", "- **facet** to automatically show \"group by\" plots\n", "- **scale** to controls how the mapping is made\n", "- **statistics** to add summary data to the plot\n", "- **themes** to define the look and feel of the plot\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "g0 <- ggplot(df, aes(x=x, y=y)) \n", "\n", "g1 <- g0 +\n", "geom_point(aes(col=z)) +\n", "geom_smooth(method='lm', \n", " formula=y ~ poly(x, 2, raw=TRUE))\n", "\n", "g2 <- g1 + \n", "labs(title=\"ggplot2\", \n", " subtitle=\"Graphics example\",\n", " caption=\"HTS 2018\",\n", " x=\"x-coordinate\",\n", " y=\"y-coordiante\")\n", "\n", "g3 <- g2 +\n", "guides(col=FALSE)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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rouUQWBAwAAOMkvbdgcxD/3qk9oFJ4SlcS2ZlF1Wpw54FRIGzHDsuy6desEAsEr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\nMCcrwJt8+9cRxnBIJBJ/f39iGnSEEI1G8/f3l0gkrqxjsVia3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Xn3JhQRBJhMdezCMAxFUa0StkqlavlBkJM2mocjODgYAMrLyx0L/f39KysrLRYL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6D7ffwiAIoqys7Oeffx4/frzNHRONRoMQ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\n0QEX+Z5PF57hqKmpM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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g2" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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qvzP5TBgSRJgUAQxN8wIpGIpmmNRhNMXzLjksWXquX/K2rhNvk0ed/gqGQ54ZXr\njpOGVgsACy6zfbZqDLZXu3z5cscHqW0RrD8YX1DucA8lIVJ//6jy5GgtABgM7T6XZVmWZbVa\nL99qIQhCKpW292g3/YsfExMDAC0tLfaFUVFRGo3GZDJx/6caDAaNRmN/00ShUIwfP9622dra\najQab74yFEVJJBKr1eqVo/VMIpHIZDJ1HDYDncViCeJPUCKRBPHZcY2LZrPZ6V+OoEHTNI/H\nC+JPkGudMhqNwRQ4AGD+0PDxqdJLDUaRgJcVK5VSvvqSCecDnyJMLnk7VsIYjcZOe2wYzeQv\nZ2N3nlda7O6hiPjWu3Iqx6TXEQRr8aB7KMuyXj87inI39dhvfBU4amtrjx07NmXKFO7lS0tL\nAcCpD0daWhpJkoWFhdnZ2QCQn59P03Tfvn19VCWEEEKoYwlyfoKcLxQKSZLU6Xw1rENAwZw0\nwboCh+v9ECUtUJVdVXXy3HNl8v8eSmzUXL8bQBCQm9J4d255iKhHJ3hfBQ6KotasWVNRUTFr\n1iyNRrN69er09PSUlBQAeOONNwwGw+uvvy4Wi8ePH//ZZ58999xzLMt++eWXEydODOJuVggh\nhBDnjiSegCZ+LjHVahkZn7gtgTeAV9nxU2pbhd8eSiysDLUvjA/X/W5kaXJ0F+7AerE3ZJf4\nKnBERkYuXbp07dq1ixcvFolEgwYNmj9/vmv/1ccee+yTTz55+eWXAWDMmDHz58/3UX0QQgih\nnoMAGJVAj0qgrQxbVnqt450NZnLb6dg9BQ73UMQC6/QhbfdQtGZoNhI0CZFClm5/Og9/RQ0O\nEUB34FpbW71yx5eiqLCwMKPR6IuuQD2EXC5XqVTB2odDIBCEhIRotdog7pQXHh7e1OQ8DVHQ\nkEgkIpHIW3/RPRBN02KxWKXqrHE8YIWGhvJ4vMbGxgC6gnTJb7dUdN3wWp322DhXJv/2UK8m\nzfVBefb3UFgWTtYTl1oIhgUAENIwLJqNlzp/Lk5RIyIigmGY5uZm75zDb7jLa3uPBvO4UIQQ\nQqjH6jRqVDaJvz2UeKnGYT2UxEjdvSNK+yja7qFcbCGKmq83exgs8Gs1MaUXK7ObNMC/DRs2\nGDgQQgih7tZx2tCZ6C0nYvcXKhi7NeUlAsuMnIqRafX2C73apw2OlYHLLcRgBQs9JmpwMHAg\nhBBC3afjqMGwcLwkcuOReLXh+lxe3Hood+eWhYicB864HUmjs/SsqMHBwIEQQqmLZlYAACAA\nSURBVAh1k47TxpVa6beHe5U1OEzh2kehuXdEaWKkQ4cSEwPNBiAJENOs1uzQyFEh6JMRwwL0\nuD58GDgQQgghn+s4arRoeT+cSDh2OcK+G26IyDw7t2JYSoPTEM/CJjjbABYGAMB+TEqFoA8A\nCCkYFdsTO/Ni4EAIIYR8qOOoYWWIfRcUW07GGczXp+kkCXZM/7rpQypFfOfpSMvUcLLu+qaF\nYQkCqoXJVhYAIFwID/RjIoUYOBBCCKGg1qS3lrVYhTSRFE4LKKLjtJFfLv/uSEJdq8NChmlx\nqnuHlynl7of9FzqOly/nJwFATgRzWxwrpiFeCh3Mw+FfGDgQQgghL2AB1p/T7CwxWBkWANLo\n2pGJggS5++tsbatww5HE/HKHaUMjpMY5eeUDe3c0PYb2t16iXNTgtJrY/uE3WX2fw8CBEEII\n3TgLw9IkAQA7Luu3F+u5JWB7QbXeAvuuGaaniUOFDm0ORjO583zM9rMxZrtpQ3kUMzG7ZkJ2\nNY/qpLOnmIYiwnkESpjQ7b49CwYOhBBC6EacrzV+d15d3mrhUZCtFF5usgIBvaDatoOZYYsb\nzEPj2xZaY1g4Uhz5w4l4tZ5nf5whfZpm55aHS02dvmJSUtIQEZwucC6/Pf5mz6UbYOBACCEU\nhOo15u9O1RXV6oQ0OSBeOis7UszvaPH0riqqN729v60/hYWBI+V6iqLt0wZHa27rv3mlTvrf\nQ4mlDRL7R+PDdXOHl6XGeLTOBje1Rq4S6vSw7SpYWAAAEQ1z+0JyaCfP7QkwcCCEEAo29Rrz\ni5tKdKa2IR7Xmgyny9VvzkjmUc7zct6wr886rJXTm6glWDfdNaV8okXL//5Y/IkrDkNepULL\nXTmVt/WrJ4jOR5Q4zeI1LQlGx8E1FVAE9JaBhNfe83oWDBwIIYSCzX+O1tjSBqe82fhTfsPM\n7ChvvUR5a1vvzd5E7W9lLIBDoKFIqqq211c7Y42OQ15H9mu4K6dCKnQ3S6ij9iYMlfFhQOQN\n1dt/MHAghBAKNkW1bhZ6Laq9qfWl1UbroVJ9rcYSJaFH9BLxacJiYu3SBrAsGyGmWg2slWWB\nBY1GWVGZrNIJ7A+SHtd6T155TFjnNemBc5PfJAwcCCGEgg1Nurl1Qt/E/ZTLDca/H2jUGNuG\nkHx7TpVA1IHL8XLiBBFiqqBS+L+zSaV1Dqu8KmSGu/PKByS2dPpawRc1OBg4EEIIBZsBcZI9\nxc6X9uw46Y0dzWJlVx5usqWNJKoeAIBbx9UucwxQCqS06Psjcb8WRbJ2q7wKeMydWTUTsqt4\nVCfdNYI1anAwcCCEEAo29w+Nzq/S1mvMtpLseOkd/cJu7GhXms0N2rYeIUlU3W8pg0sPBPfD\n2N4hReXxX++MNZivdx0lCRjet35GTmWIyOx8UEfBHTU4GDgQQggFmxAh/c7slF8uNBXX6ngU\nkR0vvb2vnLjROyoGCwMASWSdm8dYFlhoaon+pLhfi9ahu0aqUn3P8LKECDe9SezdClGDg4ED\nIYRQEBLxyFnZ3hnIESfj2aUNh9ii1cnKq/qqNQ5tJ2ES04yhlbnJzqu8Orl1ogYHAwdCCCHU\nLm71tQyloKDGCADAskAQAGAyC6pr+tQ1xYFLd42J2dV0hzOU32pRg4OBAyGEEHLDfqHXofEi\nIU1eqDXozSzFUpV1SZW1iQxjP7sGDO9bf1dOpazD7hq3ZtTgECzb+RxnPYTJZCJJ7yy7S9M0\ny7JWq7XzXQMTRVFBfHYEQVAUxTAMw3SyylHgomnaYul8UqAARZIkSZJWqzWAvn+6hCAI7gT9\nXRFfoSiKIIjg/hW9ePGi6+8ny8KR4pANh2MaVA6ze6bFae8fXZMYZejgmP369evg0YJa464S\nfYPOGhtCTU2TJoT6tjnARxdBlmV5vHbnPQ2kwKFSqczmTjr6eoIkybCwMKPRqNFobv5oPVNo\naKharQ7W6zGfzw8JCdHpdHr9TU3j05OFhYU1N3e0RHVAE4vFIpHIW3/RPRBFUWKxWK32aIGM\nQCSTyXg8XlNTUwBdQTx39epVmqZJkjSZHFZTu1Qd8t2R+DLHxVAUocZZuRWDOlxQvtNWjR1X\nzN9cuP5aNAlP5QizFN5c+cVJeHg4wzAtLZ1PCtIlFEXJ5fL2Hg2kWyosy3r3lzso/1RsvP52\n9TS3wgn6uwq+hZ9goAu+T9D+Hor92dW1Cn44nnD6mkPPUD7PMm1Q9e0ZtTTV0duQlJTU8bvU\nqGc3XHRINhYGPjtrfGec0O30ZV7k9Y+v4wMGUuBACCGEfMQ+bdjojPS207H7ChUW6/VrPwGs\nIrIiNvqyIoqmKWF7B/Swu0ZRo9Xi0hitMrLlKjZJ7tvA0c0wcCCEELqluY8aJvjuqPxoUW+j\nyaFTgiykMTG2SCTUAEB+jSU7xk3g6FLPUKadRgFrcLUeAQYOhBBCtyy3UQMADlwM+e+hGL1R\nbF8oEmoS44pk0kZbidHCWhj2arMlv8aoMjJiHpGa3GdamsTleB1JDnMzGEJEE4kyH/bh8AsM\nHAghhG457UWNa/WSjUcTL9c4rLrCo41xMZejwqqAcGh1ENJEcYP5aLkBAK6x0WCE/AuaGo1l\n4bB2O066ipGSU5J520ocOlDPy+Dxgy1vYOBACCF0i3GbNpq1/J9Pxx4sirK/x0GSVkVEaYzi\nCkVaKJKyOt7lSI8Wnqg0XGOj7QsPlxnGp5hTI9odHepqdhovNoT4tdzapGeipeSEJLp/ZNDF\nDQwcCCGEbh3tdNegt59R7i6Itljt7m4QECariY8pEvD1AAAsxMupBi2jNTEAQBBEehR/UHrK\nD1WNrge81ty1wEEADI+jh8cF+RU5yE8PIYQQgnaihsVK7CuM3nY6Rmd0uBrKQ5pilRfFItX1\nIgI0RmZOlqxRZzVa2Mx+yeFiqkrlfuozIR1Uo0u8BQMHQgihIOeaNlgWTl4N//F4fIPaYYnX\nGLl+Vm6Fkaw5W6V1ekqD1qI3s8OyUq/vLKNjZbRT7BDSRGY036vVDxIYOBBCCAUttw0bV+qk\n3x9NKKl16BkqFVomD6wam1FHEmxRg5suFFetUcIIpX0JAfB4bujf9jdrTQwAC0DQJDw0WBYm\nCsIeGDcPAwdCCKEg5DZqVLeINh2LP1/mMIpEwGPuyKy5c0C1kNc2A1eIwCExXLVGAQABoAhx\nvmj2DuO9Mzlq7xVttdoaJiJH9BLFuuyDOPi+IIQQCipuo0aLlrf1VNyh4kjWbjV5gmCHpzZM\nH1IplziMSo2X8yOlvAaNmYsanFF9JKFCN00XUj4xLU3qWo6cYOBACCEUPFzThtFMbT+r3F2g\nNJodptjKTGidlVseG+ZmDUiKJB6dNOT9vZVQ27YA7OgkyUM5ET6q8y0CAwdCCKFg4Bo1rAxx\nqDhy68k4ld5hkGpipHZ2bkW/WBW4k5SUJBQKSZL88x3R9VpLk84aI+PJBG7mA0VdgoEDIYRQ\nYGtvEMrmE/H1KodBKBFS44yhlTl9Ggl3A1dd10CJktBRErxQege+jwghhAKV2+4aRVWyTcfi\nSxsc1jQRCyxTBlWPTq/lUW4WRevScmvoxmDgQAghFHjcRo2KJvEPx+ILKkLtC3kUc3tG7cTs\narHA6voUjBrdBgMHQgihAOOaNpo0/F/OxP5a5DAIhSRgYO+m2cMqIqRG14Ng1OhmGDgQQggF\nDNeoodbTP5+JPXBRYbE69MvISmyZNbQixt0gFIwafoGBAyGEkP+p9BajxRopFbjtzgnuosaV\nevOPJyJLqvtYGYdrWZJCOyu3PFWpdnscTBv+goEDIYSQP12q1azeXXK1XgsAYRL+Q7f1GtMv\nyn4H16hhsRKbjofuv5hosTgMQlHKDXflVAzs1ezhIBTUnbojcGzcuHHNmjX//Oc/+/Tp4/TQ\nwoULKysrbZtJSUnvv/9+N1QJIYRQT9CoMS7fXKjSt0302aw1/XP7pRAhb3AvObiLGgwLZ66F\n/3A8rl4ltC/n0froiIt/GGtwnX0cMGr0DD4PHFVVVVu2bGnvUZ1O98gjj4wYMaKtNjS2uCCE\n0C1k65lqW9qwWX+kbHAv+ZUrV4trNcU1Gq3REirmDUwMbWhV/ngivrJJZL8zTZoVEUVR8hKC\nsNar5YqQEPtHMWr0HL69wLMsu3LlypkzZ37++edud9Dr9dHR0QqFwqfVQAgh5HdX6jTfHi0r\nrdfIRLwRqVFTB8XyKLKqxeC6J9/QcPXq1cMljecq2vphVDaH7jqXptU73GohCCZCVqqMuEDT\nbYNQSOL6fKAYNXoa3waO7du3W63W8ePHuw0cDMMYDAaxWOzTOiCEEPK7C5Wtf/rvWe7nmlZD\ncY26sKr15ekZIUKHy1CqRAcAIppu1Jq4tKE3yWsaM1XaGPvdSIJVhJVFyC/w6OuDUCgS4sME\ngFGjp/Jh4GhsbPzqq69WrFhBtNPnWKfTAcCOHTvef/99nU6Xnp6+YMECpVJp28FisXD7cBiG\nae9QN8a7R+tpCILAEwxowX12ENSfIHdewXp2Nl06wdU7LzmVHC1pPH61aVz/6F0X6uC3qMHp\nFyuraTWaLJK6prRGdRI4rO8Kg5OaZ+RUWtiWn87rrcz1Aw5Lkmf373tj5+KE+I1XjtZjef0E\nOz6gDwPH6tWrJ0yYkJiYqNVq3e5gNpsTExNlMtlrr71mMpk++uijZcuWffDBB7aeHAcOHFiy\nZIlt/w8//DA3N9db1RMIBAKBoPP9AlZYWJi/q+BbYrE4uJvHIiKCfGlKmUzm7yr4VtB/guHh\n4R7uqdaby5t0ruXXmkxPTOr7h9KyAxdrbNGhX6w8s1fS57tkF68pWHC4gIWIax8b3zK4DwNA\nAUQ8HCY7XdrUrDFKhbxxwwdnJchv7oSciUSizncKWBRFef1XlGGYDh71VeA4cOBAeXn5iy++\n2ME+YWFhK1eutG0+9dRTixYtKiwszMrK4koUCsX48eNtO8hkMqPRzWxxXUUQBJ/PZxjGbHbu\nqRQ0+Hy+2WxmWTdLBgQBkiR5PJ7FYrFa3UxUHBz4fL7JZPJ3LXyFpmmKosxmc8dfT4GLJEnu\nBP1dEV/h8XgkSXr+hdzeW0Goq8+fZwf1Dk9SSMsbtGYrIxPJjl9OfHFNhNniEDXEwqaYiPNK\neVNmQrLlt4ekfGJUakTfvm2tGl65QHAoiiIIwmKxeOuAPY1AIGBZ1hdfMh38J++rwHHo0KHq\n6uo5c+bYSp555pmxY8c+99xz7T0lJiYGAFpaWmwlGRkZb731lm2ztbVVrXY/kUuXUBTFXY+9\ncrSeSS6XazSaYP02FwgEPB7PaDTq9W7mEAwO4eHhQfz7KZFIRCKRTqcL1ksyTdNisTiIP8HQ\n0FCSJDUajef/1aTFyi5WXV8OPlVqAIDY0EiDwQAAQhLi5dKd55W785UGs8NC8EJ+a0xEvkxc\nRZEwNi3aZJcquL4avnifueXp7e/pBxnuv26vv3UURfkhcDz77LNPP/0097NWq50/f/7bb7+d\nnJxsv09tbe2xY8emTJlCURQAlJaWAoB9Hw6EEELBYdH41Je+OaMzWbmoAQBZCfLYMJHZyhRV\nG06UKM6XJutMfPunRISYclNKRcLLOpM5TBIyIF4mF/O4h7BbaCDyVeDg86//3nDt3nw+n8fj\nAcAbb7xhMBhef/11iqLWrFlTUVExa9YsjUazevXq9PT0lJQUH1UJIYSQvyRESP50h+JsWUuT\nhhLwyGSFtI9CWquyfLlPVNGQbbE6zOIlF5umDK4e0beeIlmASPuHMGoELn9OtBUZGbl06dK1\na9cuXrxYJBINGjRo/vz5Qd8rGCGEbkFXr16VCOgRqW3pwcoQBwojNh5TGs2Os3hRxqmDau/I\nqudRzneEMWoEui4EjqampqqqqqSkJIlE0qXXkEgkmzdvtm2+8sortp+zsrLefvvtLh0NIYRQ\nAHGanpxh4XhJxLbTcXWtDjf7ScIcJS+KCi1Ki4/gUQ5XGYwawcGjwPHjjz8uXbr07NmzAHD4\n8OG8vLyFCxcOHz78wQcf9HH1EEIIBSqnqMGycL5cvuVkXEWjw4B2krCGh5Qo5BdoygAABvP1\nto3ujBomK7v1QsuvVzStBmu8XDBnUFSWAlfb8KbO380tW7bMmjUrIyNjyZIl77zzDlfY2tr6\n0EMPCYXCuXPn+riGCCGEAoybqFEm33IyrqLJKWowYSGXo3+LGpxwCR/80arx4a91x8rbZo26\nVK9/c0fZEyMVtyVJu7kaQazzwLFixYq5c+euW7eOJElb4Fi3bp1EInn33XcxcCCEELJxXd/1\nQkXo5pNxpfUOd0kIgu0bU9VHebGyud6+vI9CMiw7zee1dJFfo7elDZv/nGjM6yWhSexZ6B2d\nB46zZ8+++eabJEk6lT/wwAPTp0/3Ta0QQggFGNeoUVwt23wirqTWoZGAAFYuLY2Sn+fz1BXN\nEBMqatSazBaWpoikpKQHRvTqxipfd6XRzaRhGqO1Tm2JDeV1f32CUueBgyAIt/NHtbS0BOtE\nlgghFLj0JoveaAkPEXa+q5e4Ro0rtdItJ+MuVjnMXk8QEB9RLxCcEPGbbYXVrfqp2XHZ/VND\nRTzSf20JAtr5n2oOj+rmigSzzgPH4MGDV65cOXbsWPtGDqPR+O677+bk5PiybgghhLqgvF61\n6qfTZ67UsiyEhwgfuXPAnYN6+/QVPY8aWYkt04dU7i28oDI4TC97SSM608QbK+GD/6iNVgEF\nNEVYrA7/RSeG8aOk2LzhNZ0HjldffXXy5MkDBw7kbqB89dVX69at27BhQ11d3Y4dO3xfQ4QQ\nQp3TGEyv/OdAbYsWWAACmtSGv39/TMinR2XE++LlCgsLnRbmvFon2Xoq7kJFqNOemQmt0wZX\n9orSAoDRcr29/JKmbQYOrdGfM9xvKWjecKbJZGWBAIK4/n+1hE8tGqnwY8WCT+eBY8KECZs3\nb37ppZdWrFgBAKtWrQKAAQMGfP755+PGjfN5BRFCCHngp+NXalu0AGC/wOrnO855PXBcvXpV\nJBJxS1JwSuslW0/F5pc7L9aaHqeaNqSyj0JjKwmT8Gta9baowekV2bW5nbzoWKlm3cnGtg0W\nWGABYECsODM2ZHJGBM14bTU4BB7OwzF16tSpU6dWV1dXVFQQBJGYmKhQYO5DCKEepLxe5VpY\n3ayxWBmact9Boavsb6BoDObLNa2VTdIz11IvVjqvU983RjV9SFWK0nltsMkjsv/03Vn7kjAJ\n/65BcV6p3g34ubDFYZtlAUDCI+4ZFEmSZPCu3eYfnQeOSZMmffrpp/Hx8TExMdyCrpydO3eu\nWLFi9+7dvqweQgghj8jEbrpBiPg8r6QNp74a5641/HRSU92SqdL3BsfBA32iNdOHVKbFOqcf\n27waf56R8Z9fr5U1aimSyEqQPzq6j0zkt34SjTo3C9A3aq3dX5NbQeeBY/v27RqNxrX80qVL\nR48e9UGVEEIIddnYrMSNB4udCscPvNlRpq7dQs9co785mNJqiHeKGsnRmmmDK9Pi2o0anJyk\n8JykcK3RIqApmvLzFBcREl69xilzsJESHJriEx0FDqm0bfD0kCFDnNZUs1qtBoMhOzvbh1VD\nCCHksb5x4U9MHfzJL2fM1raOmQN6Rz028ca/pV2jRmmDZNup2PPlcqcpEUSCut5RBYsnOU/K\n2cFsoRJBj5g1fEp66MVavWMZMTHduTMK8oqOPvLdu3cfOHDghRdemDBhQmioQ8djgiBiYmIW\nLFjg4+ohhBDy1Iy8lJxU5cnLNRqDqW9s+JAU5Y0tv+0aNa7VS35y1y1UzK+PCj0jFVbRJAGQ\nbisPlOXWhiZKH8iJ/O5Mo9HCAoBEQD2YE9E3qvumMLmldBQ4cnNzc3Nzf/7553/9618JCQnd\nVieEEEI3Ji5CGheRcsNPd40aV+ukP5+JyXdp1RAL6iNDzoeIyrnN0N96kNxw1GBZKK5RV7ca\nokIEaTEhVHdNAja1v3x0csi1JiNFEEkRAhHPOx1skavOG7V27tzZDfVACCHkR26n8PrpdKzr\nvBq9ItU83gkBXWZfmJMcdTOtGo0a09vbiotr2ka19IoQvzC5b3y4qONneUuIgMqKEXe+H7o5\nnQcOvV7/97//fdeuXU1NTa5znOfn5/umYgghdKszW5kr1c2tWmPv6FCF3FeTVbhGjcs10h3n\nYs6XOd9A6ROtmZhdPSCxpUEr/N8ZYaPGAAACmhwxOHPC4JtqBX9v+yVb2gCA0kbdOz8Xv/u7\nATRFtOjMW8/WljbqQoR0XnJYblLYzbwQ8qPOA8eSJUtWrVoVGxubkJBA0z2imw9CCAW9/Gt1\nb//3UFVT22V42rC+T80YSrmso3nDXHMGABRWyradjr1cE+JUnqJUTx1cZRvsmhAZ8tiErOr6\nlpDImMRI6U0ONilr1BVUOo9tKWvUna9ojZIJ/rihUGdqG6e6r6hxygDFo6P8s8AbukmdB4iN\nGzc+88wz//jHP4gb632EEELBoqSycfepSy1qfe+Y8CnD0yVCX60A0qwxLF27t1V7fabLrUeL\nZWLBIxMH3vzB3UaNi5WyzSfjrtY5jzRJjtZMyK4ekNjiVN6/f//oxkavLOHZpDW5LW/Rmb87\nUW1LG5xt5+ryksMzYp0jEer5Og8cra2tM2fOxLSBELrFbdp/ftWmg2ZL2/Vv3c5TK5+ZHRfl\n3MXBK3aevmKfNjg/HLr40J0DbqaRwzVqsCycKwvbdjqmrMH5lk1anGrKoKpUl9lCk5KSnMYt\n3qToUPejQuRiXnGNm1mgzpapMHAEos4DR25u7qVLl8aMGdMNtUEIoZ6prLblQ7u0AQBNKt0b\na3d++Nzdvni5umata6HOaFbrTXLJjQzadI0aDAv55fKfTsWVNTj3l0yO1tyVU9k3ppMpvLwl\nJlSYlxx+pKTJvjA9NiRZIXHbfmJx6U2IAkLngWPVqlUPPPBAamoqZg6E0C3rSME1k8V5xuuC\nqzVNKl24zPsDHKLcdREV8ekQUZdv4rhGDStDHLsc8cvZmLpWh+xCEDAgsWXyoKpekc5xxylq\n5Jc2rN13saS6OVTMH9M/ZuqghJucQH3RHckkQRy63LaO2sDE0CfHp8hEvLgwYWWzwWnnfkrn\n+z4oIHQeOF544QWr1Tp27Njw8HClUul0b6U7R6nweDyv9FrlToGiKJGom8ZcdT+SJIVCoVdu\nr/ZA3K8Bj+e39Re6AUEQQfz7yX2CAoEggPqhW9r7p5qkXT8pkiRv8htm2vD0b/cVtGodrrVz\nRmdKJV0Yq3Lp0iVw/EsxW4lDRRE/n1I0qB2CC0nAoKSWaTm1CRHctJvXn5Kamup02OOXal/+\n6hC3KG1ti764qrWkVvPKnBzPK+ZKJIK/3J3doDbWtOijZILo0La3bvHEfi9947DY27DkiDH9\nY319k5+maZIkg/hvEHzzJdNx74vO/9pVKlVYWFgPad7wyhXU9o4E6/UYANjf+LsiPsGdVxCf\nICeIzy4QP8G+iW6WyA6VCKPDpK5ncfN/gOEhojfmj1++bm9NU1snhqnD+j46eYiHx7x8+bJT\nidFM7i+M2HFG0ax1SOoEwQ5LbZkyuDY2zLkhISUlBVx+D1kW3ttylksbNrvPV0walDi4T5Qn\ndetAhJQfIeXbv2hmnOyf9w9cf6Tsar0uVMy7rW/kjMGx3fPHEVi/nzemm0+w88Bx8ODBbqiH\nJ8xms9lsvvnjUBQlFou55WBu/mg9k1AoNBqNrvOmBAeBQCAUCi0WSxB/gmKxOIjPjqIoADCZ\nTF75i+4eQ1JjhqYlHL9Ybl+4aPZtZrPJ9SRomqZp+iY/wbT4sM+fu+tyVVOLxpAcExYdJrWY\nTZbO3jDXGyg6I7WvMHp3frTG4PCFT1NsbnLDxOxqRagRAOzPgruB4rb+9SpDbaubVdvPXq3r\n75uOnAly3ouTkm2bVrPJ2i2/NSRJBvHfoEQiYVnW6ydIUZSk/Ua4G2/PrKysHDRoUF1d3Q0f\nASGEAgVBEMsenbTm5+O7Tl5q1uh7RYc9OCnn9kE3Pom4J/g01T/RudmAYdmfj5dsPFhU1aiJ\nlImm5CbfMyq9oqzU9elqPb2/MHp3QbTO6LD8KU2xQ/o0TR1UGSVzHgjTabfQ9mYc77aZyFHg\n8ihwFBcXb9q0qbS01PYfM8MwJ0+eDOL0hxBCTiRC/hOzRj4xayTLstydWa3BZDJbw0K69U7/\nf/cXfra9rVtDbYv26OkCdWPNhMF97Pdp0vD/d055sCjKbHXoyynkMaPS6+7IrAkVO7cSeDgC\nJVwq6B0lvVbvPFp1cFJk104D3Xo6Dxz79u2bNGmSa7bo3bv33/72N9/UCiGEei6CIC5XNrz3\n3wP5V2sAQBke8sTMEWMG9un0iTdPrTf9Z1dbV/3+UW3tFhfKGgf2USrkYgCoVwn2FET/elFh\ntjo0OQh51tHpdROyayQCi9MxuzrY9blpA176+pjedP04c4f3SVHKunou6FbTeeB49dVXBw8e\n/PHHH6ekpIhEopKSEoqi3nvvvaampscee6wbqogQQj1Kk0r3/KqtLRpuQAfUNKn/8vn2vz8x\nbWiaz1fVLq1rNVustqhhU9eq1Zujtp+NOVsaxjh2BJSJzHdk1YxJrxfwnIf13ti8Gn2iQ75+\nfvJ3hy4Xl9fLJYLR6cohfbB5A3Wu88Bx/vz59evXZ2RkAABFUQzDJCUlvffee4888sjSpUtX\nrFjh+0oihJCfmS3MDwfOn71cxQKrM1psacPm063HuiFwaJvqXNOG1hy/5dSwssYIp/IIqfHO\nATUj+zXQlHP/8ZucwitKJnp6+uBGL01tjm4RnQcOhmEEAgH3s1gsbm1t5X7+/e9//+CDD2Lg\nQAgFPbOFWfTexqKy3/rIE4TTuFAAKK1t9l0FbGNPokJFoWJBq84IACwQGlNSk26wweI8ZDdG\nrp84sCanTyNFOgcCH80WilCnOg8caWlpn3zyyW233cbj8Xr16rVv377BhyHIcAAAIABJREFU\ngwcDgNFobGxs9H0NEULIz9b97+T1tAEALOGSNyD0hmYc75TTMFeCICbl9Pn+4OUGXUqTbpDJ\n6ryCfJJCOzG7Oiux2XXUCEYN5F8eLU8/d+7c3bt319TUTJ48+c9//nNjY2NERMSqVasyMzO7\noYoIIeRfxy6WORawri0cE4b29e6Lul3T1WAmC6uSy9UjW3XOc5y3t6wrYNRAPUPngWPOnDk/\n/vjj1q1bAeBPf/rT6dOn33jjDQBQKpVfffWVzyuIEEL+ZrU63ZhgAYAgCFsHhuEZvR6adFNz\newNAWV3rwYKyFq0hQcqkJUQ5zWyhNvD25EfvK1Q4TapBEpDdu3lidrXrAiiAUQP1JB7NwzF9\n+vTp06cDQGho6I4dO8rLy1taWvr27Wvr24EQQkEsM0lZWFprV8ACC+MGp2QkxeiN5oyk6EGp\ncTf5Ej8dLf7gh6N9IygAKAQ4drHyntEZUhFfozeVN5CnSnsfuxxtsjhMqsHN3zUpu1opd+7B\nChg1UM9zIzONJiQkJCT4vDM2Qgj1EA9NHrr/3JXaJvVvBURkqOTpe0Z7q9/GqXMXdh46x6UN\nTovG8POJSwaL8lx5itaUzILrpBr1t2fUyCVuZvnGqIF6pnYDR15e3vz58xcsWJCXl9fB848c\nOeKDWiGEUA8SIhZ8vOSeL38+fuZSJcOyA1PiHp481Ctpg+uocbm62Wp1GLmqt8Qeu5qjMfV2\nronIMia97vaMWrHL/F2AUQP1bO0GDovFwk1kbrG4+bVGCKFbilwqeuae0V48oH2fUJO57WuW\nBVJt6tdsGGS0Ok+lxSdb5KLTCyfRyjA3QQejBur52g0cJ06ccPoBIYTQzXMdfhIpEzMsv9WY\n2WwcaGGkTo8K6Zpw4SkJ/woBrNbQD+B64MCcgQLIja8WixBCyHNuh7kCgErPu1Q3oFR1h5lx\nHukqoqvDRCelvOtPlArb9rk1o0ad2vTf41VFNRo+TQ6Il909RCkV4FUsYHTUh6PTJ5vN5pMn\nT3q1PgghFHhOXaosLK0T8XmDUmOTYsKdHm0valQ2if93Lvrk1QiL40JrBMH0U1aJqGNaXaV9\nuTJcqpCLb82oAQD1auOS7wq1xrYVYUob9WfKVW/dnSagyY6fiHqIjvpwcD8QBFFTU1NRUaFQ\nKGJiYqxWa0VFRUtLS2pqanJycnfVEyGEvOzYhWs7TxQ3tWoTlWFzxw1WRtzIeqcWK/Pq59sP\nF5Rys4HxKPLBiTkPTR5aXtdSVl1HGVUiAc/1WZdrpDvOxeSXy52WIhHwrHkp9RMH1oZJTM3q\nqK3HmhtaddxDCrnkkZm3K8Ocb7jcOtYcqtAaLfZTrpU36beerb17SIwfa4U813kfjj179ixa\ntOjEiRNDhgzhSliW3b179x/+8IdXXnmlO+qIEELe9uW2I59tOQwAAOzRC9c2Hzj/r2fn9E/q\n8qVr7Y6ThwtKAYC7EJqtzGfbjl0qKWlS6YGblSs5dszAJIokAcBsJY6XROzOV1Y2iZyOQ5Nq\npfT8I3eyMWFtN03CQoT3j8uqbFCrdMbExF6ZvRWk63Tlt5LiWq3rBK8XazR+qQy6AZ3f/Xrh\nhReWLl1qSxsAQBDEHXfc8eKLLz7//PNHjx71ZfUQQsj7Nu07+1vaAO4aZjRbln+5/eu/PkQQ\nXbuobz9ebD/PeWaMCIDg0gYAMCycvlxFU0ROWt99hVH7LkS36pwbPARUQ7jwpJRfTACz65Tk\n/nHZtiqQBDE6N/tGzjAYcaHNCe2uEPVMnQeOgoKC+Ph41/KkpKRz5875oEoIIeRDF0tr//Xf\nva7l5XXN1Y2q2MjQLh1Nozdx8SAzxrnRgmNmwn4+l7bxTJbJ7HBpJAgQ06VhwlNi+vpCLfUt\n2ia1LkImhlu1W2gHBiaE/O+C0bkw8UZuhCG/6DxwyOXy9evXjxw50qn8u+++k8nwk0YIBZj/\n/HzUwjBuH7JY3Zd3YERyaFWj2u1DektCi2mIzpLkNE8oj2KHJjcmhOWfLj7r+iyj2YpRw637\n8+LOVahqVSZbSXaC7M7+zhOWoB6r88Axf/78t95669SpU2PHjo2OjmZZtq6ubu/evYcPH37m\nmWc8eY2NGzeuWbPmn//8Z58+fZwe0ul0H3/8MTdd6fDhwxcsWCAU+mSJZ4QQ4pTXNrstD5dJ\n4qK60LzBjT0Zkdl7w77z9uUsS2ktyS2mIQarc48QEd+al9owYUCNXGKqaLCeLnZ4tKDWRJFk\nVv9+ntfhliIV0O/Ozdh2vq64VkOTxMCE0HHpEWQXb4EhP+o8cCxfvlwkEq1cufLwYdstT5DL\n5S+++OLy5cs7fXpVVdWWLVvae3T16tWVlZVvv/02RVH/+Mc/Pv7448WLF3tYdYQQugEyqeu9\nDxaAeGHeHW57CbiyH+baKzrsrhH9954pUemMVlbEUEMrVf0tjMTpKQqZ4fbM2uGpDQJeWyNK\nXIQsSRl2taYZAApq2/5rv+/2LJkYF8Vsl5BHzh6s9Hct0A3qPHBQFPWXv/zlz3/+89WrV2tr\na1mWjYyMTE5OpunOn8uy7MqVK2fOnPn555+7PqpWq/fv3798+fLExEQAmD9//quvvvroo49K\nJM5/qwgh5C1TR2Scu1zpWEY8Om34qOxOxvm3N51GanxkaEj8zvORR10WdAUAubBu5rCW3BQV\nQTgMgSUImJybuqOg8ZfjlwAgVCKcM7r/vWOzung2CAWMzkPDnDlzZs2adf/99ycnJ3d14o3t\n27dbrdbx48e7DRzFxcUAkJaWxm3269ePYZiioqLBgwd36VUQQshzU4ZnFJXVfb/3jK1k3p05\nD0/taKrD9qIGy0JRlWx3QbTrjBoUySZF1YxNrxqS4r5fCNdRI61v6pMzh6l1Rm8tPItQj9V5\n4Pj111+TkpLuv//+rh66sbHxq6++WrFiRXvDzBoaGqRSKY/XNkiMx+NJpdKGhgbbDmfPnv33\nv/9t23ziiSf69fPC3U2uPjweLzS0a93RAwhFUSEhIf6uha+QJAkAQqGQz3eeCjpoEAQR3L+f\nACCRSFinq3R3+ev/zbxvYt7pojKCJHLSeifHR7W3Z1FREQCIRM53YYxm8uBF+Y4zETUtzndA\npELr7VnN4wc0hYpNAG7uj7h+j4XJb+Qs/Ihr4Q7icQPcl4zt8hR8CIIgSdLrXzId/0V3HjhW\nrlz54osvjhw5cvr06dzXhIdWr149YcKExMRErVbrdgez2ez0cdI0bTJd74Hc1NR07Ngx2+bD\nDz/sxY+fJEkyqAdwB/GfCoeiqC79QgacoP8EPbkt6zuZKQmZKQntPVpYWMj94Po71qyh9+aH\nbT8TpjU4P6SUm8ZnN4/NbPmto4bzDunp6TdX654l6H9Fg/sbhiAIr3+CTDvjvzid/8F/8cUX\n0dHRs2fPFovFSqXSaRRJfn6+22cdOHCgvLz8xRdf7ODIPB7PbDbbl5jNZoHg+j8Eo0aN2r17\nt23TarU2NjZ2WuFOkSQZFhZmNBo1mqCdoi40NFStVnf82QcuPp8fEhKi0+n0er2/6+IrYWFh\nzc3uB1MEAbFYLBKJVCqV0zdAT9De3RMAKK4O2Z2vOFsqZ1mnpU+gf1zruMza/vEqggCLCRgL\nyePxjMa2SSNsw1y98g3WE8hkMh6P19TU5K82Kl8TCoUkSep0On9XxFfCw8MZhmlpafHuYSmK\nksvbba/rPHA0NDTweLzRo0d36VUPHTpUXV09Z84cW8kzzzwzduzY5557zlYSFRWl0WhMJhPX\nMG4wGDQajUKhuF45mrZvsmttbbVarV2qRseC9U+Fw7IsnmBAC+6zgx72CXaQMyxW8lhJxJ58\nRUWT2OkhPs0MS20cl1GrlLdlX+6EuPNiWZaLGj3nNL2rR32C3sX+xt8V8S2vn+DN3lK5scnL\nn3322aeffpr7WavVzp8//+3/Z+++45sq1weAv+ec7NGkTfde0JbSRUvZVKGCIltQ/IkggiLi\nxXsdV69clSGIOHGBKFcEQUUQcYOggOxVVict3btp9mjW+f0RDCHNapvRhOf7B5/mzTknbzg5\nOU/Oed7nXb/eIuc0NTUVx/HS0tKsrCyE0NWrVykUysCBA3vxcgAA0Dt2Qg2JknqsLPRwSahc\nbflVyWNpx6S235HeyqbrrK6bkpIilUpd2VEAfFwP7qHW1NS0tLRgGBYdHR0VFWV/YfNsPuNl\nCRqNZrxdtGbNGrVavXr1ahaLVVhYuGXLlmeeeYYkya1bt06cOLF7chYAwLXaOiVXr9WTJJme\nHBMe7Gv5iq5jJ9S41sz9syTsUg3fQFrmvCeHy+5Mb82OF+OY9R9zCQkJpvQUoVS54+DFkto2\nOpXIT42ZXZBBo/pzWgAAdjgVcGzZsmXVqlV1dTcL/qempq5bt27atGl9fPlFixZ9+umnL774\nIkKooKBgwYIFfdwgAMC+L/Yd3rTrgEarQwhRKcRjswoXzhzv7U55lJ04Q6vHLlQLDl4O6373\nhEKQmbGiwozWhFCbuV8WJcnbxYrH3t4jUdzI5Lh8veVESd2GpZMphD+nqwNgC+bwFs6OHTvm\nzp2bk5Nz9913R0REkCTZ2Nj4888/l5aW/vLLLxMnTvRMRxFCEonEJSlmBEEYk0ZlMuszIPgB\nPp8vlUr9NWmUTqdzuVyFQuHHSaNBQUGdnZ0u3+xf50v/+cbnFo1vPjtv3LDBLn8tO9hsNpPJ\ndNUR7Tw7oUaHjH60NPR4ebCyy/JnGJ+tHZvWNjq1ncuw3tvuU59QKBQWi/Xsh3sPX7xu8dTS\n6SNmjfXo/7Y78Hg8KpUqFAr9NcvB75NGBQKBwWBweWa68fRq61nHVzjefffdOXPmfPXVV+aN\nr7/++owZM1577TVPBhwAACdptToMwygUy6v3u38/2X3hXftPeDjg8DA7cYaBRGWNvMMlocX1\nfEO3U2dSmPyO9NaceBGB27x7Yud1L1U1d2+8WNnkBwEHAL3g1PT069evt2jEcfzJJ5+87777\n3NMrAEAvXb1W9/bWfcWV9QhD2Snxzz4yLSXhZsZVh8jKVb12kd/mNtoJNdRa4mxV0J9Xw5rF\nlnljVILMiBWNz2hNdPruiVVWKx7CZGPgtuU44MAwTKezkoZNEIS/XrEHwEfVNrU/sXKTUn0j\naeBccdXjKzZ+/dazESE3LnJGhgaVVVtMI4Kiw4I82kv3OH656mxJjVanT0+MTAlj4fjN87pM\nqZYq1Dw2k8OiI4QaO1lHSkPPVAq6tJa5FIFszdi0tlEp7Vym9bEnyLlQwyhnQOShC1WWjcmR\nTq4OgJ9xHHBkZGR89NFHhYWF5nU5dTrdhg0bjMNZAQD9xMZvfjNFG0YyhWrTN/tXPjXH+PDh\nKWP/OH3FYq15U+/wTPfcZ9WWn/efKkYIZcYEXL9+/ayA9+CEfCoFV6o1v50qrmxoRwiRJMEL\nGibV51a3WRbkxjA0MEJaMKgtO06M2R570tNeLZk6/MK1JpHsZqZRRmL41JF+VWwUAOc5Djhe\nfPHFmTNnZmRkTJo0KSoqqqurq6GhYd++fQ0NDT/88IMHuggAcFJlXYu1xpuZBJkD49Y+/X9v\nfv6DSCpHCPG5rGfmT8kdlOi5LrrBgdMlzY31mTE3w4gWoeTYxWt35A786fiVmmahjuQqDIMl\nuryaZstQg07V5yd1FgxqjQqymYDci1DDSBDA+vzfs77641JJTSudRs1PjZ4+ahABQ1TA7cpx\nwDFjxoyvvvpq+fLlb731lqkxNTV17969kydPdmffAAA9w2FamSqMw74lR2HiqOw78wdfb2gl\nSTIxOoxO8+3pMKqrq4vLyru3V9S3psRHlDbwpPpxSsOA7gkV4XxVQVrb8IFCBtVm/eJehxom\nPDbjiSnD+rgRAPyDU3U45syZM2fOnNra2qamJgzDYmJiHBb+AgB43l0jsy9X1Fo0ThhheeuT\nRqWkJvj2IWyeDarVWiaTGUhGq3Lwx7/nC7Xd50wmE0Pbp+SKUiKlttI3+x5nAAC660GlUZIk\nMQyzNdc8AMDrHpw05kLJ9T/P3MzSuGfMkJl3Dfdil1zOFGrUt3aW1jQr1RqN7mZ5jC4yRqob\nojAMIrvN1ErBZByiiEtcfHhUerjA+rzqEGoA4D5erjQKAHAhHMfe/vcjJy6WXyipQgjlZwzI\nzxjg7U65hsUA1xOXq/66eM30kMSZcl26zJCrMYR2WxUx8NoAynkWXo4hQ2QwLyyo+2UPCDUA\ncDvHAceOHTsWLVqUk5Pz0EMPmVcanTlzpocrjQIAnDEyO2Vkdoq3e+Ey3WtptIlkpmijyxAh\nNwxRGAYbEM1iMRzr4uAlAZSzVKzd2BIWFDBlTKb5ZVqIMwDwGKg0CsBtRKZQ7f79VFV9SwCb\nVTgic0ha/z3d2qnZVd3UbiCpCnKwXJ/bRUZ0XyAiUKqTH2UTJRi6ebclNzV+XO4AU7QBoQYA\nHgaVRgHodzpE0vVb9h4/X2wgyZy0xCf/b1J4sM3pCZzX2Nb5yPIPOyU3qmd+89vxx2YVPnH/\nhL5v2Ulanb64qrFDIktLjMlKtTkW106ogRBq6GSdvD6kQTvdgCyH5FAJw9Ak4dhB7UXFJypU\nrRbPFpXX5qbG8DlMCDUA8AqoNApA/yKRKR7+9zstHTcmVWpo6TheVPrtuy8E8a1kHvTIqo3f\nmqINo093HxyVk5oxILaPW3ZGeU3zyxv31DYLjQ/H5g5a/eRMhtlc7fbjDJ0ev1zH/6sspKzR\nSr4nFesQ0IufncXlMPQIocNyK0U1LtZLf7/U8O+5nguwAADmHJegMVYatYgtoNIoAG7y6bf7\nTdGGUadY9sGOn/q4WaWq63yJ5cylCKG/zpf2cctOvbpa8+IHu0zRBkLo6PmSNZ/uM/5dXV1t\nJ9qo62DtPBb3/JfZnx5Ksog2MKRj45cjqFujqBv/r0BmjDYQQmzmLfkclxtklxtkCKGaZtdP\nwAsAcBJUGgWgf7nSrZCGrcYe0ej0VmcS7/LIBPHHL1Y0tYstGttaGq+WlLGtFStDf0+udrws\npLaD3f3ZMJ4qllemV51WdYlD+NwRGUPjIwSmZ3NSYq83dRiDDHN8ruU8bQAAj4FKowD0L1ZL\nX1MJy6oSPcXjMCNDA5vaRBbtg5M9cT+lzWyW2qz4G3PFkQjJleruAUddB/tYWcjZKoG62+Rq\nxnlcx6S2/122K9fqyxWOHnrgUgOyCDhIdPfwQX17HwCA3oNKowD0L6NyBhV1u/cxakhfZ/zC\nMOzFhTOWvf4/88ahg5PHD8/o45adERHMR2ahhhGOUADn5iUHRRfl9DXBsfKQZpGV6xARfNWo\n1PYRA4Qsus15XJHZ2JN1T07/7yc/HCm6Wavj4XuGjc3ucVWSNrFcpdZEhfAofY753ESrM1S3\niru0+vgwHpdpOTYYgP7DqYBDrVYfOXJk4sSJcXFxxpadO3fec889gYEuyJwHAJibN+3Ov84V\nXyq/mdOQlhj92P0uGH8+Kif14/8+9unugxW1zYEB7MIRmQtnjMPdXzu4uro6JpA2Pju2Q3xL\nympmSiyTTjOQqKI54HhZ8KXaIK3esjNUwjAkoXN0antyuBzZ1n3gCY5ha5+YdqWq6XJVI41C\n5KbEJkYF96jb5XVtb+w8VNnQgRDiMOkLJw+7r6DfZa2dqWje8P3ZdokSIUSjEA+NS3+wAK7i\ngH4Ks3pb11xzc/OECRNqa2ulUqmpkcVihYWFHT582BSCeIBEItG64n4zQRCBgYFdXV0ymeUt\nXr/B5/OlUqm/DiOi0+lcLlehUKhUNmf49Gk6nf7AyStHTl80GAy5g5Pvu2skldqDWQj6D/NU\nUKFE8dNfRaZMjuyU+OFZOWergo+VhbRLraRxRPBVwwcKR6W0s527pOFaIpnykbVfiWRK88bl\n8+6amJ/qzOoUCoXFYpl/Z7pDfYd06UcH1Jpb/n+eu2/YhCFuH/fL4/GoVKpQKHR4BvFRDAYD\nx3GlUul4Ud8kEAgMBoNIZHmPtY+Mp1dbzzqVNCoWi7du3Wre+Ouvv86fP/8///nPzp07+95F\nAIA5CoWYO23cpDHZVp8lSXL/8aI/Tl2WKlQD4iLnT7szOND6zCDeYnXIiYDHnnfvKKFELpZr\nharECzURP33NMXQ7WzGo+qFJnaNS2uNCFHZewt21NPYdu2oRbSCEPv/ljJMBh2f8eKrSItpA\nCH37V5kHAg4AesFxwLF///4333xz5syZ5o0FBQWvvvrqSy+95LaOWeHyqeP8eyI6v59p73Z4\ng1bbV378zfeHThn/Pn254vtDp79841/xUVbmEPEwU5xhq+dNItaJ8rjTlQK52so3T2KofHRq\nR25iJ51qvDJnfSOeKdvV2C7p3tgslBpIksAdVxMwcvfn03gnxUKLSO6x48LvD0D/foPIDXvQ\n/gYdBxxisdjqFZKAgACx2HKcm1sxGAwWi+WqrdFoNB6P56qt9TcEQXC5fa0T1W8ZP9MMBoNG\n89sUORzHrX4+/zp31RRtGMmVqjWbd+967z+e6poV5eXlCCEm0/qgU5WGOFURcLyUf63ZyvHL\npuvzB0jHZXbGBqsRQqhb/VCjlBSPzg4TJuB3bwzksoKcS1zDMMzWHnShiGAeQg0WjWGBHA98\nsxEEgRAKCOhfl9ZcCMdxhBCVSvV2R9zFTR9R+7fYHAccGRkZX375pcUIWK1W+8knn2RkeCK/\n3USlUrkwh0Oj0UAOh48y5nCoVCp/zeFACAUFBVkN6A+euGDRQiJ07uq1ltZ2Bt3TX472a4Ma\nSFTexDtREXyxhq/TW14VwHE0KEoyMqU9I0ZMIUiEkK3b5cZLGh7+eXNndsLXv5/V6G5UEiMR\nwhC6d0Sak93wTA5HYVbMDyfKTJ00mpKf5IH/K2MOh0QigRwOH2XM4XD5R6WvORzLly+fOXNm\nVVVVYWFhWFgYSZJ1dXU//fRTVVXV3r17XdpVAPyZTq/f/9f58upGHpc9Ji99YHxvxpbr9ZZB\nJIYQSZIG0nPBpf04AyHUJmWcqhCcuhYsUli5BBXK6xqdKirIkDEJmV6v776AkXdnPEmKCn52\nzp3v7jqi1mgRQhhCBdlJj9yT78UudZcYzn/2vvyPfrwgVXYhhKgUYuqw5KnDB3q7XwBY5zjg\nmD59+p49e5YvX75u3TpTY1pa2p49e6ZNm+bOvgHgk9RdGnWXlh9wS31MqVz56EvvVdY2GR9u\n+vqXJx+8d8F9d/V049mpCTt+OmLRmBIfxWJYvxPhWvZDDbWWuFAddLIiuKqV0/13L51qyInv\nHJnSkRwmYzDoVCrV1vWpfjK52j3D04amxRZda5Aru9LiwlLjwrzdIyvuzIwbOiCirEGo1uhT\nooNCeC676QyAyzk11m7GjBkzZsxoampqbGxECEVHR0dEWJkSGoDbXGVd0+uf7LpQfM1gIKPC\nBM88el/hiBsjTd74dLcp2kAIabW6Ddv25WUMyBgY36OXGD88c0zuoL/Ol5haaFTKf5+Y7Yru\n2+Tw1sn1Vs6ZymCrtUERQrHBitGp7flJnXSqzesZqN/EGeaCeey78jyaO9ILHCYtbwB8IQMf\n0IPB/ZGRkZGRkefOnaNQfLIkAABuJZLKn3jlg/bOG6MbGluFz76+eePKp0bmDDIYyN+PW+Ze\nIIR+P17U04ADw7C3n1+w8+ejh05flsiUqQlRj82ekBzrlvONw1snrRLG6WvBpysFnXIrt074\nLM2wAcKRAztCeWr72+mHoQYAwOV6HDoMHTp048aNTzzxhDt6A4Dv2vnjn6Zow+T9bftG5gzS\n6nQarZXqVXLljTNxh0j62bcHLpdXM+i04dmp86bdaeeFqFTK/Onj5k8f56qeW3AYZyi7KGer\ngk5XCqrbON2fxZCOiZWysaJIWvOk7LE02yXLkpKSXJIGDgDwCXCtAvRrx89f/Wj796WVdYE8\nTuGo3KUPT+dxrcwd2h9cr2+x1UinUWMiQuqb2y2eHRAfiRBqE4of+Nd6kfRG6e4LJVVHz13d\nt3Glm/trhf1QQ2/Aiut5pyqDr9bxu9cgRwjRsXo2VsQir+CYGiEkkqITl67dkWc5C0xCQgKb\nzWYymRKJlVoXAAB/BQEH6L+OnbuyePk7xr9bO0Q79h0svlbzxVsveiI9sud4HCv5eqbw6JkF\nM/61drP5U0mxETPvGokQevvz703RhtHVitqt3/1+313D3NbZWzi8pFHdxj5TFXyuKshqwS4+\nWzMsWVhf84tcVoPQLfW66lqE5kvCrRMAbmcQcID+a81HX1q0XCyp/OmPUw9MdtfdhL6YVDB0\nz4HjFo333nFjIOWdwzLffnHRRzt+qm5opdOod+Rn/OuRGXQaFSF0vriy+9ZOFpW4O+BwGGcI\nZfTTlYIzlYJWCaP7szSKISdeNGxAR0qkFMfQZ/XC7rOr4TiGIM4AACCEehFwnD171pMTtoHb\nlkKlrmtq695ecq3G431xSl7GwH/MnfrBlz+YWkbkpC196GbFvPEjssePyFZ3aWhUqvFMbGS1\nGLD5Aq7lOEVDQ7lwPfB0paCqldt9dCuOoeRw2fABHUMSROajTuKjQtrFlpX0oqJjqCzeqs3f\nl9c0B7CZo3MG3j9hGJXihXney2pbPvn+WEl1M41GGT4o4fHpo0P4VhJQAADu4zjgGDZs2Lx5\n8+bMmSMQCBBCeXl57u8VAIhGoRA4ru9WLNUzBSd6Z9H9d98xPPNUUZmqqyt9QPzIHMv0BYQQ\ng245oCM/c+DPh89aNI4aku7avjmMM7R67Go9/0yloLjeeopGOF+dnyzMT+oQcDXdnx07JLWq\nvrVTqkAIXawWIoRSEyJHZQ186KWNxtpZCKELZTVni6+/+9xDfX0zPXS9qWPpW990aXUIIYVa\n8+up4stVjf9b/jCb4bel8QHohxwHHB0dHU899dS//vWvSZMmzZs3b/LkyX48gQXoP6hUyuih\nGUdOX7Jov2O49TlU+4nk2Mjk2MgerfLMI9NPXyrvEN0sg52Tlvjn3tQOAAAgAElEQVTwjEKp\ni3IqHVbRqGrhnq4UFNUEKbusXHvgMnW5CcJhA4TxdqdvpVEpry6b/9VvJy6W147MCsoblHj/\nhGFPrdtmijaMTl6uPHDy6sy7hvfuvfTOh7uPdN06SqixXfzNwXOPTh7pyW4AcJtzHHBUVVUV\nFRXt2bNnz5499913X2Bg4AMPPDBv3rwRI0Z4oH/gdvbqsvkP/WtNc9vNxMMn507LHpTsxS65\ng4DP3b3hP1v3HrxcUUOnUkfmpM2ZNIZC9PW+g8NLGo2drDOVQWerBFYLkFMIQ1acOD9ZmB4t\nIXB782WYp2g8Oq3A9Ldeb7hyrb778kXltR4OOMprW7s3lllrtEUoVfxwrLihXRzK59w1NCUx\nUuC63gFwu3AqhyMnJycnJ+e1114rLi42Rh6bNm1KTk5++OGHH3nkkdjYWHf3EtyewoIDf/x0\nzZ7fjpZW1gbyuONH5eb4XbRhxA9g/3O+ayYKcCYV9ExV0NkqQbPIyuSuOIYGREjzk4U58SIm\nzV5hUOQwGxRDGIahbmkguMen/GbQKZJuV2cYNGfnuiuubnnu4x+U6hs3kr49fOm5OXfePSzV\nhT0E4HbQs6TR9PT09PT0ZcuWvfvuu+vWrXv11VdXrlw5bdq0tWvXpqbC4Qdcj8mgz53e4wlH\nbkMO4wyZmnq+KvDsdUF1m5WJThBC0UHK/GTh0OROPstKioY5J0edEDg+JC3+bPF1i/ah6Z4e\ntDI6K3nPn0UWjWOznQpeDST52rbfTdEGQkir07+760huSjSknQLQIz0IOFQq1Q8//PDll1/u\n379fp9PdeeedCxYsUCgUb7311pAhQ/bt23fXXXBiAH7rZFFJaVU9h8UcOWRQdHiw1WWa2oQl\nlXUsBj0jJZ7L9sQ0Wk5UBSUu1QaerQoqawogSSuXFgRcTV6iMD9ZGBloYy61v/VidOsLj0x+\n5NXNpoKqCKHx+YPuHDqop9vpo8XTRl+sqK9q7DC1TBw2qHCoU7+Ralo6mzosk2nUGu358ga4\nyAFAjzgOOAwGw6FDh3bs2PHdd9/JZLLExMTly5c/8sgjpsGx8+bNmzp16tNPP11SUmJ/UwD4\noi6N9qlVH52+WGZ8SKNSnl0468HJd5gvQ5LkW1v2fPPLUa1WhxDicdkvPfHA3WPdNaTLYZy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ijEQtFrP5D1ZtO1tqd6YSIxxDYTxVfKgiJVobxc8zRlgAACAASURBVBdFBipxzEH6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\nt/EpAAAAAPoPCDgAAAAA4HYQcAAAAADA7SDgAAAAAIDbQcABA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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpration\n", "\n", "- What is the data source?\n", "- What mappings are applid to the plot as a whole? To the points?\n", "- What labels are specified and where do they appear?\n", "- Wthat geometric objects are used for plotitng?\n", "- What statistics are added to the plot?\n", "- How was layering used to build the plot incrementally?\n", "- How were partially completed plot stages saved?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Themes" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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NFoLYSbQGcymVgsFq3zp67tLGazmcFgBPE7aDAYgvjoqJ/+TCazo/6puxqqATWI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\n0gZl48nS3FRF327S+39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e4/XEGgaD1w\n0On0v/zlLx988EFJSUlNTQ1JknK5PDExkcFo/bEkSS5btmzixIk//fRT03t1Ot2hQ4eWLFkS\nGxuLEJo1a9aHH374/PPP8/nu/6sAANBRJj/U/2zxHdcy7JVpw4cPaOVCRnPTaaTGKSQhsX+c\nEx0plll17pFFzK19Itec3cPgFmYwDE3KTd9xsWbLkUKEkFjAnflI5rOjB7bpWAAIIK2HhqlT\np06aNOmpp55KTExs68Qbu3btwnF8xIgRHgPH9evXEUIpKSnUzR49ehAEce3atf79+7fpWQAA\nwHuTH8ooul25due9hSeff3To3MeGtfCQ5qIGSaIrZfxdF6RNZ9Sg04ju4XUj+tRnpXhuNaE6\navTtnf7ujOEavamjFp4FoMtqPXAcOXIkPj7+qaeeauuuGxoaVq9evXTp0uaGmdXX1wsEAiaz\ncVYcJpMpEAjq6z1fXkUIGQyGDllJjiRJhJDNZtNoNK1uHKBwHNdqtW0d4BcoqGUFzWaz1Wr1\nd118hSCI4P58IoQMBoO/PqLzpuaOHpRy8UY5RsP6J8fGR8qae7Vv3brlsdxio524IdtzKbRG\n434FhM+25/asz0utkQpxhJDJ5P5Y6peb8zPSXG92fdRXsVar9XdFfIUgCJIkbTabvyviKyRJ\n+uJLhkajCYXC5u5tPXAsW7bs7bffHjx48Pjx4+n0Nswgu2LFipEjR8bGxhoMBo8b2Gw2R9po\nrA2D0cIpxG63d+DbTxAEdd4KVkG/zC+O49R5K1gF8Zcdxb8f0TiFJE4hof5u+lKXlJQ0eUQj\ntYF59FrYvqIwo8X9+zNMZM7rWTu4Rx3VUaPpxzM+Pt7j0wWooDmQ5gT3OcIXiarlkNB64Pj5\n55/Dw8MnT57M4/EUCoXbKJLCwkKPjzp8+HBZWdnbb7/dwp6ZTKbb0dpsNjbbfQI+h44ahYvj\nuFqtZrPZAoH7qoxBQ6PRCIVCWpBOiWOxWPR6PY/H43I9z3wQBFQqlUQi8XctfMVoNJpMJpFI\n5PaToyugrp547El2tYK/+4L03G2h22kIw1B6rH5UP2WvWD2GIYS4BEE4f5sF3zBXrVZrs9mk\nUmmwNqNaLBaCIIL4G0apVNJoNLG4PdP5t1vrgaO+vp7JZObm5rZpv8eOHauqqpo6daqj5LXX\nXsvPz3/jjTccJaGhoXq93mq1slgshJDZbNbr9WFhYc3ts6M+2Y79BOu/CgXDsGA9QOq4gvgA\nKcF9dKiLvYOOXhpNq2SzY8euhew+L7lb7371hMUgBqdqHumnipRaqEc77wTDsOCLGs661Dvo\nC8F9dKjTD7D1wNG+yctff/31+fPnU38bDIZZs2Z9/vnnbn1OU1JSaDRacXFxnz59EEKFhYUM\nBiM5ObkdTwcAAO3TXIdQhJDawNh/WfLfixKdyb2hWMy3D0tXP9xXKeB4vq6XmJgIUyMC4Kz1\nwOFw586d6upqDMOio6OjoqJa3phqtKBQF9pZLBbVfPrJJ5+YzebFixfzeLwRI0b8+OOPb7zx\nBkmSK1euHDVqVBA3YQHQRVTXq85fuU2SZN/UhMiwts3kHUxaiBpXy3m7L0rP3hQQpPtPwB5R\nxlH9VBmJOhpGenxsamqq3W43Go0IoTq1/vutxy79P3v3GR9F1TUA/M72lk3vvSckgTRKaKFH\nkBZAivKACIqIvbwPihWIIog+YEFQlCJgAwUFQUEBEamhJKSR3nuyvc+8HwbXZbMtZEt2Of8P\n/HbuzsyeZXZ2T2buPbeikcWgjUiJWnTfECajF9+6ALgSiz76O3bsWLNmTW3tvwX/ExIS1q9f\nP2PGjD6+/LJlyz777LNVq1YhhLKzs5csWdLHHQIATPv061/e3/mjQqlCCDHotKf/M+2phdMc\nHZRdmcgzVBrsQhn/lytePe+e0KhEepRocnpnTGCPYSf/0LuB0tIpeuC1HV2i2+tfKa07da18\n1+qFNKprdq4CwDSMIAwn6Vp79+5duHBhWlrafffdFxgYSBBEQ0PDkSNHiouLjx49mpOTY59A\nrUij0XR1dTGZTBOjd5xdd3c3n8934U6jIpGIy+W68PWwzs5OLy/rX3s4+ff1R1Zv1mv89M2V\nk0dnGFzfRiQSiUwmc3d3t3OnUROpRquAfvKG5+mbHhK5/t0TT556/MCusSndfLbhYTU9O2qQ\nVzjW7Pn9+AX9V/y/hyb8J2dw72PvXwQCgUql8vb2dtVeDnK5HMdxDsdli6N0dHRQKBQ790w3\nf4Xjgw8+mD9//v79+3Ub33nnndzc3HXr1jljwgGAy1Op1BiG0Wj6v51f/fRHz5V3H/rdzgmH\nnZnIM3ACFdZwT9zwul7Fw3v88RUXJJuY2jk4RkSlGL17YuJ1L5fU9my8VFzjAgkHAHfBounp\nN2zYoNdIoVCeeOKJ2bNn2yYqAMBdulZcuebjfdeKKxGGBifHvr7ywaTYcO2zrR0G6vy0dBie\n7NQFmEg1ZErK36X8X696NXTqD8WnU4m0KNF96Z2xFt89Mcjg3/4w2Ri4Z5lPODAMM1ifh0ql\nunZRFACcTmVd84Ln35XI5OTi39dK5j23/tjna0MCfMiWkACfwls1eluFB/naNUrb+ONy8bnr\nt5QqdWp8eJwfm0L593ddKJF1i6Seblw3LgshVNvGPHHD81yJu0Klf8/Ri6caP7BrTHI3n2O0\nppzlI12HDAg/+neRXuPQAREWbg6AizGfcKSkpHz88ccTJkzQ7RCgVqs3b95MDmcFAPQTm748\nqM02SEKx9IOdP25atYxcXD7vvmN/XtHbavm8yXaKz2Ze+t/Xh0/nI4QGhvKLioqC/bwemTGa\nTqNKpIofT+eX1jQhhAiC6uU7XKjOKG/WL+qFYSgxRDJhUFdGlMhYx6e7qKjx4oLxF4pqOgT/\nllpOjw+dOw5mnwf3KPMJx6pVq2bNmpWSkjJlypTg4GCFQlFfX3/o0KH6+vrDhw/bIUQAgIVK\nKusNNdZpH6cPiP7w1eVvfrS/o1uIEPJy5732xPxhg+LtF6IN/HTmanVl+cDQf4teNLR2nrx4\nMycr5fvfL1XUt6oJNwmeLFBnVtfrF8ZgMfDh8cIJgzpDfRTG9n/Xxbt8PXg/vL3siyPnb5Q3\nMBn0kQOjFkzIoMIQFXCvMp9w5Obm7t+/f/Xq1e+99562MSEh4Ycffpg6daotYwMA9I4bR38w\nJ0LIjXdHT/vp44bmjEy/VdNIEERseBCLyei5iRMpLi6+fPWagfaqxqTo0MIanlCTLcVje3ao\nCPJSTBjYNXKAgM0wemu473VCPd04L8w3NQ8tAPcOi+pwzJ8/f/78+TU1NY2NjRiGhYaGmi38\nBQCwv6ljh+YX6c9uOm3MEL0WJoOerNOT1Bnp9gZVqfT7W+AEq1mS9P5Pg9pVw3tsSsQGdMwe\nLh0QKjHWfdO165ED4Ci9qHlHEITLV84HwKk9MnvSheulx8/+20tj5oSsB6eNcVxE1qdNNaob\n2wrK68QyhUJnDkgFESpUp0vwAYRSf0gwDRPxqFfdqNeWjc8M8jVcfgBSDQBsx8GVRgEAVkSh\nYJ+te/rUxYIL10swDBuRPmBE+gBHB2UdegNcT10uPnnxpnaRoLDF6iQRnqHEDcz+yKLU8GlX\nOJRSDOGhfl6BPgZmyIRUAwBbM59w7N27d9myZWlpaQ899JBupdFZs2Y5aaVRAFzbmCEpY4ak\nODoKq+lZS6O5o1ubbSjwQDGeLsGTcaTfGYWKKbiUIj7tEh1rI1uCfD3nTByse5kW8gwA7AYq\njQJwDxGKpV/9dKq0qt7DjTclO3PowP47ObOJml23altwgi4hksWaDAUR2HOFYC+xUnSKSy3C\n0L93W7IGxt6XlazNNiDVAMDOoNIoAP1Oa0f325/szy+qxAliyMD4F5fNCfLz7vtua5vacp/M\na+8Skos7fzjxzKLpzz88s+97tpBKrblWUt3aJQjy5of6GbivQTKRaiCEattZf5YNrFdNxpF+\nhVAGDc+KF44b2HXh2qliaaPesxcKKoYlR3nyuZBqAOAQUGkUgP6lWyie9tjrja0d5GJNQ8sf\nF67/9uU7Pl7ufdzz/238UpttkDbvPjx26MC0xKg+7tkSN8vrnt2ws7K+lVwclhKz5eUl3h7/\nTt5mOs9QqbGrVW6/F3jcrNUv24UQomPt3qyi1xf5u7FxhNBxobTnOtfqBMeu1q55fFaf3gYA\n4G6ZL0FDVhrVyy2g0igANrJ51w/abIPU3il497Nv+7hbiVR+/nppz/aTf1/v454tenWZYuXb\nO7TZBkLofEH5Gx9/Rz4uLi42kW1Ut7K+PBmwcnvch0eC9bINDKm5lBuB9J3B9K2PTFKR2QZC\niCxhrnWjXnSjXoQQqqhvs9Y7AgD0FlQaBaB/yb9ZbmFjryhUaoIwMOWpXKns454t8cfFwrrm\nDr3Gpobai1euGixWhv6ZXO10oWdli4EVAj0V4Z6lKvHfMoXA34ufnTE6OuTf8SlDkqLKapvJ\nJEOXJ99lZxsHoP+DSqMA9C8955RHCDFovSiZY5Annxsa6FPX1K7Xnppgj/spzTqz1A6K8CIf\nEAiJxLKeCUdVC+tUoee5Er68x+Rq5Dyu41K6B4RKMIyO0GiDLzfjvrG/XK1F9XdeNSHQzDHp\nfXwjAIC7BpVGAehfxg5Nvdjj3sfYYX29fYlh2NqnFz788v90G4enJU7Jzuzjni0R7OeFdFIN\nEgUhD51LDmI59a9i9z8KPRo69HuDIoSCvRRjUrpHJQq4LKPzuCKdsSefrFr0zMavfr3wb62O\nx2aNmTAkqbeRN3cKpTJFWIAXjWogEewPlCpNeWOHXKmOCfbmcwz81wHQT1iUcMjl8tOnT+fk\n5ISH3y6HvG/fvsmTJ3t6Gq7WBwC4a8vnTzl57urlwjJtS0pcxNOLrTCWZOzQgXs3vrh59+Gi\nijpvD7cp2ZlPPTSVYvvawcXFxcHutInpEa2dd3RZTUuM5LCYOIGK67mnCz0ul7upNPrBMGjE\nkFjh2JTuuCAD/UC1eg48oWDYh//3n6ultVdKqhk06rDk6LjwgF6FfbOy8bXth0qqmxFCbhzW\nU3PHLrxvWK/2YAdnC2vyvvqjpUuMEGLSacvuz1w62R4ZJAB3ATN4W1dXU1PTpEmTampqhMJ/\nvyw4HI6/v/+pU6e0KYgT0Wg0XV1dTCbTzc3N0bHYSnd3N5/PpxibadvJKRQKkUjE5XLZbLaj\nY7EJtVrz+TdHbpTV4Dg+NDVh4fTxdHpfb6k4hG5X0PYu0fe//V3X0kkuJkcHjxk64kqV7x8F\nHq0CAxPIBXspRg4QjEnu5ll2ScO6OgTimf+3tUMg1m1cv3LW9FEWXWpSq9VSqZTP15+c1rqq\nW7oeyvtWplDpNr65ePz04TYf9ysQCFQqlbe3t6tOdiGXy3Ec53BcttNPR0cHhUKx81UDizqN\ndnd379y5U7fxl19+Wbx48csvv7xv3z5bhQbAvYpGo86dPPLxh6YbfJYgiMO/nz925nK3SJIY\nHfb4/Cl+3kZrWjiEwSEnPp5uyx+Y2NYt6hIq6joDLlf4r/rKHe/x9w6bgWfFC8ckd0f6y0y8\nhK1raXxz4rJetoEQ+vj7UxYmHPbx3alCvWwDIbT716t2SDgAuAvmE47jx49v3Lhx1qw7Bq9n\nZ2e/8cYbr7zyis0CM8DsxZje7sdaO+yfCIJw1TdIvi8XfoMkY+/upQ07vjl6mnx89srNr4+c\nPrz1jegwAwU37cx0IQ2EUF0788+igL9K3EUyA/0hYgNl2UldQ+OETDqOEDJ2bMlUw9aHvra5\ns2djfWuXWqOhWnDhUPsRtX5kOpo79YfhIIQaO4R2Oy9c+AS0zxF0OFu8QRMXvcwnHN3d3Qav\nuvD5/O7u7j7F1UsSicRgCbLeIv+LlUqlQCAwu7KTUqvVIpGBLyPXQFaFkcvlSrsM6XQIHMcN\nfj7PXS3WZhskkUT6wvrtu9551l6hGVBRUWHiWZmSeqnC83yZd0ULr+ezXKYmI6pr9IDWUG8Z\nQghXI5mhszw6Opp8YJ/Tlss08N3owWOLLTutCIIwdgStiM82EKSvO8cO/0UajQYhpHuf3cWQ\nXzIu/A1jo48ohUIxcSfRfMKRkpLy1Vdf6Y2AValU27ZtS0mx6wRRPJ6Bb6u7QPbhYDAY0IfD\nSZF9ONhstqv24UAIdXZ2engYuFGSX1Kt10IgdLW4ksnisFkGekLYlPaShsFb3TiBbtZyzxR5\nXKlwU6n1/+jBMCIlTDwmRZAWKaZRCYQwhAzfL3dIJfK5E4ccPH1dobqd+5DxPTA+w+BB6ck+\nfTgWTEg/drlSGyTpwfGpFgbZF2QfDnd3d+jD4aTIPhx2+KjoMp9wrF69etasWRUVFRMmTPD3\n9ycIora29ueff66oqPjhhx/sECIArkGt0Rw+ce7mrRoPPm/88LQBMXfT4Vqj0Z9PACP/WCHs\nN8+A2Vsnzd2Ms0Xufxa5d4rpPZ/191AOj+sYEtMa6E2lGh9r6tgZT+LDA15fOnXdl0dlCiVC\nCENo4pDElXPGOjCknuJCfN5YPO7d/WcEEjlCiE6jzhuTMnfMQEfHBYBh5hOOmTNnHjhwYPXq\n1evXr9c2JiYmHjhwYMaMGbaMDQCnJJMrZHKll8cd188EIsnslW+VVNSSi+9/8f1Ly+Y+sdBw\nt1ATMpNjP//umF5jUkw4l224Xqd1mU41ZErKxVv8MzfdbzVxet4aZtLxIbGi0Und8UFSpVKh\nUqkQMnyBqp9MrpY7Jm3EoJiLRVUiiTwlOjg5uj8WH7pvcNyIpPDC6hapXJUc6e/vaZ3LwADY\ngkVj7XJzc3NzcxsbGxsaGhBCISEhgYGO76EGQH9TWlW3etMXF64V4TgRFuT36pP/uX/MUPKp\n1z7Yqc02EEIqlfrtrfuy0gekDYjp1UtMyR48Piv15N/XtC1MBn39i0usEr8xpvMMnEDlTZy/\nit0N1gZFCEX6y8ckdw2PF7IYpi7D9JM8Q5efp9vUEf39goEbh5k1IMzRUQBgXi8G9wcFBQUF\nBV2+fJnW5yrLALiejm7hgmfWtbR3kYu1ja2PvbJp3/9WZw8ZhOPEkT/O99zk59/P9zbhwDDs\ns7XP7Pj++NEzl7qFkuTY8KcXzUiICrXCG+jB7K2Tpi7G2SL3v0rcO0QGbp14clUjBwhHD+gO\n8DTT864fphoAAKvrdeowePDgrVu3Pv7447aIBgDn9cV3v2izDa13tu7LHjJIqVIplPr1EhBC\nIsntUhOtHd1bdv2Yf/MWm8UcNThl+fwpJl6ITqc9vuD+xxfcb63I9ZjNMyRy6t+l/L9K3Mub\nDNwTwZCajRVzsashzJYZQ3KYdAO5CCk+Pp5u/FkAgIuBaxWgX/vj7/yN2/YVllZ5ebhNGZv1\nf48/5MHvp3epb1U3GGtkMRkRIQHV9c16zybGhCGEmts6c5a80tF9e4ThheslJ87l71j7lI3j\nNcB0qqHBsRvVvD+L3a9V8nrWIEcIMbE6LnaVQxRQMDlCqKMbnbpUlDNcv1JWYmKiRCKRyUzV\n9QIAuB5IOED/9fu5KwueepN83NTaseObn68Xlx/6fL3JjRzGw41roPGf9Oi1JxcuXfWe7lNx\nkSELpo5FCK35aK822yBdK6rYf+TMs4/MsVmwdzB7SaOimf1Xifv5Ur7Bgl2ePNXIRGFV+SGh\noAohhHRSkeqGVt014dYJAPcySDhA//XKhm16LZdvlHx/9FTupJEOice03Ekj9x4+qdc4K2cU\n+SBnVOb2vOc2fvZteU0ji8mYNDLj1ZULWUwGQuj8NQO/95cLb9k6YLN5RpuA/leJ+7kS96Yu\nAxU+GDR8cIxo5ADBgFAJBUNbqrt6FoGiUDAEeQYAACF0FwnHpUuXnHHCNuB0xFJZVV1Tz/aC\nkor+mXBkpSf997H5727/WtsyesjAlx6dq12cMmbolDFDZXIFk8Egf4lJBksn2a6ckvkuGgrq\nxTK3v0rcyxoNjG6lYCg+WDoysXtIrEh31ElMWEBLh37p4ajoGI67z0ub9hRV1LvzOOOGJi+e\nMYZOc8A874UV9e/vPX7jVh2TSR81KO65h3L8vWxblQsAoMd8wjF06NBFixbNnz/f29sbIZSZ\nCXMfA3tg0GhUCkWD6w+k5LCYDonHEk8/PCsne/CZCzekcvmgxJgxQw1M9MXuEf+IjKSDx8/q\nNQ4dGG/d2MzmGSoNdq2Kd67E/XqV4S4aQV7K4QmCEQkCH76BDrDjh6WUVjW0d4sQQteqOhBC\nybFhYwcn3//EO2TtLITQhYJb566V7lizoq9vppfKapsXvrZdrlQhhMQyxY+n8/NLaw5ufIrH\n7r+fJQBcj/mEo729/cknn3zuueemTJmyaNGiqVOnMhj2rqAM7kEMBn3ciIzf/ryk156TPdQh\n8VgoPjI0PrJ3g1RfW/nQ2cuFrTqXB4YMjJ87ZZS1QjJbRaOsgfNXifvFW25ShYFrD3yOZmis\nYOQAYZTJ6VuZdPr/3nj2ix9OXiosH+MTkDUoftH07EWvfKTNNkinLxf9dOrK+CF2vcny7q6j\n8jtHCdU2d+z86c8n506wZxgA3OPMJxwVFRVXr149cODAgQMHZs9fcVP2AAAgAElEQVSe7enp\nOW/evEWLFmVlZdkhPnAv2/jKyvuXvNTQ3KZtefGxBZkDExQKhQOjsjpfL/eTuzd8svdwflE5\nk04fM3TQktmTRKK+Totl9pJGbRvz71L3cyV8gwXI6TQiPUo0PEEwKEJCpZiaUlK3i8aTCyZr\nH2s0eH5RZc/1LxaW2znhKKps7NlYWGFgVJExbd2ib09cqWnuCPDiTxs1KDbUz3rRAXCvsKgP\nR1paWlpa2rp1627evElmHp9++mlMTMx//vOfhx9+OCwMitwBmwj08z77/Sd7f/y1sLTSy4M/\neWzWkEGu2f3Q0523+okHrbIrS7qC/l3mfq6E39Bh4IYCBUMJIZIRicLMaCGHaWZ+FjO9QTGE\nYVjPaeYpdp/ui8WkoR6TvLKZll6pvX6r/tF39khkt9PcPccuvLF06szsVCtGCMC9oHedRpOS\nkpKSkp5++ukPPvhg/fr1b7zxxltvvTVjxoy33347ISHBRiGCexmHzXp0Qa8nHLkHmc0zhDLa\nhVK3v8vcy5vYPbuCIoTCfOQjEoXD4gVePEPTw+uwcNQJlUIZOjD23LVSvfYRaVbunmLWuMED\n9v7yt17jhCEDLNkWJ4j/fnxQm20ghJQq9bovj2alREG3UwB6pRcJh0wmO3z48FdffXX8+HG1\nWj127NglS5ZIJJL33nsvPT390KFDEydOtF2gADjWmYvXC0qr3Lic7KGDwoP9Da5T39x2o6SS\ny2alJcXweQbKclid2TxDqqBeLuedL3O/Wcft0QEXIYR8+KqseOHwBEGIt5kbVXcxunXtk/Nn\nPrNBW1AVITRlVFrOiFSJRNLbXfXF8w/mXC6qKq35t/Da9NFp94800KW3p/L61rqWTr1GmUL5\nd0ElXOQAoFfMJxw4jp88eXLv3r0HDx4UiURRUVGrV69++OGHtYNjFy1aNH369GeeeaaoqMjG\n0QLgAHKFctGL75y9VEAuMhn0159evGTOfbrrEATx1pbdOw8cV6nUCCEPPu/tF5fOmDjCRiGZ\nzTOUakp+Je98Kf9GteEhJ25szdA4YVa8IDZQZvoWR1+qaEQE+x7f9ur273+7WV7H53ImZA2c\nM2nYXe/trnHZzAMbnjz4+5Xrt+qYdNqotLixmZa+KYWSvN5D3FHRDCG5oVr1AAATzCccISEh\nTU1NXC539uzZS5Ysyc7O1isbwGazn3/++dzcXJsFCYAjvf3JXm22gRBSKFVrtuxKT4odlBit\nbdx54PhnXx/RLnYLxc/nbY2NCBkQa82iNZYMbS2s4Z0v4+dX8AxO3Mqi4xnRoqwEYUq4hIKZ\n6gqKrFSwy9/b/bXldiqZagKNSp07ccjciUN6u2F0sC+LSZcr9NOLlH45Wz0A/Zn5hCMqKmrt\n2rVz5851c3Mztk5KSsq2bfpFIQGwkW6hqORWdUxkaDDbwORhVvfd0VN6LQql6uDxP3UTji+/\nO6a3jlyh/OrQibdfXNr3AMzmGRocu1nHvVDGv1zOMzi0lU4lUsLFWfHC9Ggxg9a3rqD3GA6L\n8cKCiXk7j+o2zhqTlhQV5KiQAHBS5hOOs2f1SxL1FBISsnjxYmvEA4ApIol09Ybt3x35gyAI\nhNCUsVnvvrLC18vDdq+owXGhWNqzvUtwx7CH5jb92/wIoabWjr68tNk8A8dRSQP3Qhn/4i03\nsdxAnkGhoAEhkqx4YWaMiMPUmN5bf8szpHJFYXm9XKFKjAr29TT6144dLJg02J3H3nnkXGVj\ne4AXf9bY9EWTHXBjCABnB3OpAGfyUt7HPx7/U7t49I+/RRLpNx+v0a0Ubl1UCiUyNLCyVr+Q\nQ2zEHVfUQwJ9Syvr9NYJC7qbag1kniGRSLhcw91OcRyVNnIu3uJfvOUmlBo4hTEMxQbKhsUJ\nhsaJ+BzrDDmxs+Pnrr/+yfedAjFCiE6jPjp7/HMLJ5vdykYwDLt/RMr9I1IcFQAArgESDuA0\nquubdbMN0p8Xr18uKLFpfY5Vjy947JVNui1B/j7/yZ2k27LioenPrv1Yt4XLZi2adcc6ppm/\nnkGgsobbeYbAUJ6BEIr0lw2LEw2NE3q7menS2D/zDFJpddOLm/Zqe2Wq1JpPvvk1yNdjXg4U\nGwTAidkw4WhpadmxY0dhYSGFQhk0aNCyZcs8PT311lmxYkVDw7/1/iIjIzdv3my7kIBTq2lo\nNtheXddk04Rj6risD15d+c7WvWT18REZyXkvLtPOO096YEp2U2vH5p0H5QolQijQz3vDqsei\nw8zf5rckz7jVyLlwi3/pllu3xPAJG+YjHxovGhYn9HNXGlxBqz/nGVr7f/mr5xiQLw+dhoQD\nAKdmq4QDx/E333wzKChow4YNSqVyy5YtH3zwwZo1a/RWk0qljzzyyPDhw29HQ4MrLuBfDc1t\nl64Xa3A8PTk+MjTQx9Pd4Gq+3jbsw0GaN3Xs2Ky0g8dOS+XKgQlRMeEGRig8/fCsh+fk3LxV\nw2ExE2PCGHQD9cK1zOYZBIEV1XEul/MvlRvNM4K9FUNihcPihEFerpBnaDV3CHo2NrZ12T8S\nAIAV2eoHvr293dvbe8WKFT4+PgihOXPmbNy4UalU6k38JpPJ/P39/fxgYgKg78Od32/ctl+h\nVCKE6HTa8gdnvPrU4oyU+CsFd1SujA4PHp6RbOtgfv797+fXfSKW3i5gNSgxet//XvV01+/J\nyOdxs9JM1a+04HoGVlzHuXDL7Uq5m1Bm+PQM8lIMixMNiRUGmyvVhZwt1RBL5dsPnCy4Vdvz\nqWBfL/vHAwCwIlslHH5+fuvWrdMuYhiGYRiFckdhABzH5XI5h8OxUQzAeZ3868q6D3dpF1Uq\n9Ue7DsRHhW3Ne3HJi2/fLKsi26PCgj57979MG09fXNfU+tzajyUyubblenHFf9/dvv3tFyzc\ngyX1M4rquJduueVXuolkBsabIISCvJRD44RDYoVmS4IiZ8szSFK5YvYLH1TUtSAMYUi/F/CS\nmdkOiQoAYC02v4VBEERtbe0333yTk5Ojd8dEKpUihH799dfNmzdLpdLExMTly5cHBAQY25VK\npcINFmfuJXInOI672KSjunAcVyqVmN1nybKWXd8f7dm48/ujMyaO+OmL9WcvXr9VVRcRGpQ9\nNJVOp9n6OB4+8ZdutkH65dSF9s5uN66pQiBlZWWm96xUU27U8PIr3a9VucmUhvOMYC95Zoxg\nSIwwyOt2DGrj407i4uLIB/38s63RaFCPM/rDfccq6lv+yTT+rezJoNMemZk9Izutn78pXRqN\nxuW/YRBCCoXCeb9kTFOr1a59BBFCBEFY/Q1iGMYw/hegbRMOoVC4cOFChNCoUaOWLtWvgKRS\nqcLCwvh8/po1a5RK5aeffvrWW299+OGHxnpySKVSlcpq5YRVKpUV99YPicViR4dw91raDZS1\naGnrFIlECKH0pJj0pBiEkFwuk+tnAjYIps1AOQ0Njjc2twT5efd8qqqqyvQOZUpqYZ3HtWrP\nwjp3pdpAPVCEUIiXND2qKy2iM8Dj9js08U4jIyPJB+T/j7Mg/+TQ+vvGLe1jAiGECAyhIF/P\nz1592IvPda63RnLGmHvFqb9kLKFUmukd5dQIgrD6R5RKpTos4XBzc9u6dWt7e/vXX3+9evXq\n9evXU6n//hnn6en50UcfaRefeuqplStXFhcXp6QYHu/OZrOZTAMTavcWjuNSqZRGo7FYrL7v\nrX+SSqVsNtt5//iICAm8VlSu1xgZGsjj8RBCarVaLpczmUy6yY6Z1pIQHdGzkc/jRIaF0Gn/\nfp611zOMfUqFUlp+Ff9qpXtxA09taH4ThFCEnywjSpAZI/Bki/45b41+5rXXM5yOQqFQqVRs\nNlv3C0HvlitCiEDIjcsOCzI8VV5/Rl5idOFvGJlMptFouFyu837JmKZSqQiCMPHb6ezEYjGF\nQrF6lwbTnwfbJhwYhgUHBwcHB4eFhS1evPjq1auZmZnGVg4MDEQIdXd3G1vBWsdeo9FIpVIq\nlerCXwfk73HPb3Bn8dTDc46dvkAOMdV6btk88pApFAq5XG63lHH25Owd3/1SXF6j2/j80rlu\nPC7S6Z9hLPtpE9AvV7hdLncrb+LghmYvoWAoJlCWGSPMjBH58m9fdZNIDO/QGTtn9KTRaFQq\nFYPB0H2Pw1PjbpTV6nXeyBoU54znqVqtVqvVzhi5hRQKhUajYbFYrppwIIRwHHfhIyiRSDAM\ns/MbtFXCkZ+f/+mnn27ZskX3/eh9NFtaWi5evDhlyhTyr5yamhqEkIk+HODekRwftf2d/1v1\n7qeNLe0IIW9P9zXPLx2ROdAhwTAZ9F3vrVr93ucn/sonCILP4zzz0OSRg6JMdwWtbmXlV7pd\nKefVths+pSkUlBAsGRwjyogWefJ6Vw/0UkHZteJKDps5MiMp/K7qmfZDK+dO+u3vgor6Fm1L\neKDPMw/eZ2ITAIATsVXCERsbK5PJNm/evGDBAoTQ3r173d3dExISEEJ5eXlyuXzt2rVUKnXX\nrl319fW5ublisXjr1q2JiYkxMTE2Cgk4l5zsoeNHZlbWNKo1mtiIEDrdkTVaQgJ8d7338rUb\nN6RSuQefZ+yvOpzASuo5Vyp4+ZVu7ULDFzzoNCIlTJIRI0qPEvFYvZ7fRK3WLH9jy69n88lF\nBp226rF5j851hV9lNotx8P3nPz/4+/nCcgInhiRHPzprPI/jsn9iAnCvwchJsGyhsrJy165d\n5I3tmJiYJUuWREVFIZ2EAyFUUFCwZ8+e6upqNpudlpa2ZMkSd3fDxZ2sSKPRdHV1MZlME/Pf\nOrvu7m4+n2+VWyqt7V15W3b+9udFqUyemhT7ylMPD0k1VWrCDhQKhUgk4nK5bLvMFmt2UKtc\nRSmo5uZXul2t4kkMTaKGEGIz8NRIcWaMaGCEmEU3P19rZ2enl5eByhPvfXFg864f9RoPfvTa\n4BRn6s8hkUhkMpm7u7t9euHYn1qtlkqlfD7f0YHYikAgUKlU3t7ernpLRS6X4zjuwlUbOjo6\nKBRKz/LfNmXDhKPfgoTDcjK5YuKCp8p0piVjMhmHdmxIT4nv4577wg4Jh9kkAyHUKaZdq3K7\nUs4rrueqjHQCdeeoM6LFGdGixFAJnWrmXNO9nmEs4Rg299mGFv1RMw9OHfvuS4+YDdjWFEoV\nk2FRAgEJh7ODhMPZOSThgFLiwJQvv/m57M5JUBUK5asbtx3d/b6jQrIpS/KMmjZWfgXvWpVb\nVSvLWLoe4KnMiBZlRIuiA2RmJ7LtVT/QLoGBgYidAkcOv5TKFFv2Hvnu+LkuoSTE3/vRORMf\nmjaa4qK/QwCAuwYJBzDlRrH+2FRjjU7NfCVQNVZUz82v4F2t4nWJDf9RTsFQVIAsPUqUES0O\n8rJVMdCo0IDCWzV6jTHhgXexK2t58b1dx85eJR/Xt3S88fHXEpn88Xk5DgwJANAPQcIBTGGz\nDBSB4BhqdDqWXMwQSGnXqnhXK3mFtVyFyvD9KQaNSAoTp0eJ06PEfI6ZwSaoz+NaX3hk9pKX\ndS4vEcjHi79k1qS+7LMvLheWa7MNrQ92//zQ1NGmy7ACAO41kHAAUyaPy9r7w3H9xrHDHRKM\nVVgyHXxNK/taFe9aFc/ETRM+W50WJc6IFieFSRg0851A7y7aniYMT/vf6sfztu5v6xQghFIH\nRL/9/MN+tp8v15iSqoaejSq1uqKuOTUh0v7xAAD6LUg4gCmTRg9dMm/ql9/8rG2Jjwpb89Jj\nDgzpLlhyMUOmpBTWcK9V8a5V84RSo+dFmK8iNUKUFiWOsnbnDMvNnjRi1sThDS0dXA7Lk8+z\nxUtYjmtk2CqPA5c3AAB3gIQDmPHuKyunjM06cfaSWCJLTY5bMGMSw6ElMSxkSZKBEGoV0Atr\nudeq3AprjI40oWBETKA8LUqUES0K9DQ/t4IdioFiGBYS4GPrV7HEqPRENy5bJJHpNsZFBEWH\nOl89cgCATTnBLwdwuOys9OysdEdHYRFL8gylGiuu516r4l2v5rUJjA7L5HPUqRHi1EhxSriE\nxbDfTRPn4uPJX//cwhc27pQrVNqWzasecdXRkgCAuwYJB3B6Fl7MaO5iXK/m3ajmljRwlWrD\nP4cYhiL95KmR4tRIcbifw26aOJfJo9JT4sJ/Pn2lua0rKtQ/d/xQ6C4KAOgJEg7glKqqqiyZ\nLVahotys4xTU8G5U81qNX8zgMPGkUHFqpGRQpNjd9iNNXE+Iv/fjcx02UgYA4BQg4QD9kVAs\nOXbqQn1Ta1RY0H1jhrGYDKRzJUOtNpUTEASqa2cW1PIKqrlljRxjPTMQQsHeitQI8aBIcVyQ\njErpRRlQAAAAvQUJB+h3Ptnzw8ZP90llcoRQZmL4gcO/LJ0/zd/HTAlekYx6s5ZbUMu7Uc3t\nlhj9YDPp+IBQSWqkZGC42OefueARQhU1jXVNLUwGIzYi2Mfr31GmkGcAAIBVQMIB+hG1RvOf\nZ9YIuzoGRPw7xqGzW/TVwePPPzqvZz9EDY7damIX1nBv1HBrWtm48YsUId6KgRHigRGSuCCp\n3pwmGg2+++DxovLb5TtpVGrO6MErliyw2rsCAAAACQfoJ8jbJSf/uizs0p+ZDCHU1NpR39wW\nGuh3e7GLeb3KvbTRo6SBJzdSABTd7pkhSQkXD4qUePFUxlb77exlMtu4UnJ71pgLN6vTUgcN\nS3PwpLgAAOBKIOEADtNzdMn1IqOztLR3E/VC/s1abmEtt0NktPsnBUPhfrKB4ZKBEZKYQBkF\nMz8Z8ldH/mpsaddr/P7oKUg4AADAiiDhAHZlegirXHFHWS0CMZS0GCU1XkVN+ODXYGNVxhFC\nnjx1SrgkJUycFCZxY2vMhqHbM6Nb2O/mXwUAANcDCQewLQuLZJACfL06BRIVJUJJjVdQ49TU\nKAJRbz/XI9tg0vH4YGlKuCQlTBLsbX52VmSkB2h0eFBBSaVeY1xkiOVhmyUUS/Ye/r2sqt7P\n22PauKzkuAgr7hwAAJwCJBxmlFXWvrlp+/krBQihYRkpb77wWFxUmOlN2jq61n+868z5q2q1\nenBq0itPPRwRGmSXYE2RKxQspp1mee1VkoEQwglU3866Wcdpwpa2cbg4ZjROCobC/eRJoaJY\n/86EUCWHZf4DbHaYyarHH3zo2XW6Lb5eHkvn3W9h8GZV1DbOeuLN9i4hufjRnkPrnl+yZDbM\n3g4AuLdghInr1C5Ko9F0dXUxmUw3NzfTaza2tGXPeqxL5+q6p7vbqQPbgwN8jW0iEkvHzFle\nU9+kbfHgu506sC3knw6P9tHd3c3n8ykUCkLou59Pvvfp3qq6Rh6XPW3iqNefXert6W7dl+tt\nhkFq6mIU13Nv1nKK67kiGdXEmn7uyuQwaVKYZECohMfSqNVquVxuuvBXr4az/nD8z7Uf7m5q\n7UAIDR6Y8M5/H0uKjbB8c9OmPfZa/s1bui1MBv3Xne/GhJtKQzs7O728vKwVQ38jkUhkMpm7\nu7vZ0m1OSq1WS6VSPp/v6EBsRSAQqFQqb29vV61hL5fLcRzncDiODsRWOjo6KBSKp6eZcgPW\nBVc4THn3o11dd97L7xKI1n+088N1LxnbZPOO/brZBkKoWyB6a9P2z9571VZRmvTdzyefeGUD\n+Vgklu774XhZRe1PuzbRqKZ+4M26uwwDIdQqoBfXc4vqOMX13C6xqY+fG1szIFSSFCpJDpP4\nuhsdY6Lrrmtm5OaMys0Z1dzWyWEx+W7cu9uJQa0d3XrZBkJIoVSdPJdvOuEAAAAXAwmHKTdK\nDAyauFGk//uh68qNEv0mDF2+cZc/z32E48Qbmz7Ta7x8o/jHY6fn3D+uV7u66wwDIdQqoJc0\ncIvrOMX1HBMDTBBCLDoeHywdECpJDpOG+MjNTmVCslZtrgBf619RkMkNdy6Ryc3POgsAAK4E\nEg5TuGxWz0aOoUYtJsPADyrDUKMdtHd2t3V09WwvKqtC5roo9CXDQAi1Chgl9Zyiek5xHadT\nbOrt06lEdKBsQIgkKUwSHSA3W2KcFBkZyeVy2ez+PklYcICPp7tbV48xLwMTIh0SDwAAOIoz\nJRwSicT0JBoWIrutqFQqgUBges1xwzPO5xfqNY4fmWliw+EZKSf+vKjXmD001exrWZdGoxGJ\nRGqVkkLB8B4FOOk0Ss94Kioq+viizd2ssiZeeROvtMmty2SSQaUQEb6ShGBxXJAoJkBCp+IE\nQVwtKj99ukouVwb4eo8aMtDd0K2N6OhohBCO4xqNRi6XK5VOcJ3g/5bNeXnTl7otowenpCdG\nmv5I4Dhu58+MPWk0GoSQRCJx1R4ABEG49hEkv4qFQqGjA7EVHMcRQiqVRTdznZGNPqIUCsVE\n50hn6jSK47hVotVoNEKhkMFgcLlm7tZrcPyhla/+ce6KtmXs8IyvPlprogOEBsfnr3jlzPmr\n2paEmPCjezZzOXb9W1woFPJ4PAqF8tBTb5w8e0n3KSaT8eu+LYRS2vdXwQnU0MEqaeCUNnBL\nGzlCqan8lYIREX7yxBBJYogkLkjKpOO6z+4/fOJqYdm/QTLoTz48h5w/JSEhQW9XSqVSIpGw\n2WwWy9TVpv7j6KmLH+75say6wc/LY8aErKcWzTR48UyXQCBwd7dy397+QyaTyeVyNzc3Gs2Z\n/uaxnEajkclkPB7P0YHYikgkUqvVHh4erpoyKhQKgiCc5RvmLnR3d1MoFKv3a8YwjBysYPhZ\nJ0o4rMXyUSoIIYIgfvrtz78uXScIYsTgQdMnjTZ7guE48fWh46fP56vVmiFpSUvmTjN2S6W0\noubHY6daO7rjosIenJnjxrNaj2jtKJXmto5pD7/gy7992tColOk52SMyB971nnECq2llljVy\nyhrZRXVcsdxU51MKBYX7ymMDpfHBsqQwCZdpuCRX8a3qHd/8rNtyubhm8KDEn7/caHB9hUIh\nEomc4pbKXYNRKk4NRqk4OxilYguQcDjMngO//Ddvi1J1+yaRn4/X4S/fi4kI7fuei4uLpVIp\nm80mvwvUanV+QWlja7sbl5McH+3f+66RMiXlViOntJFd2sCpbGGr1Ka+YqgUIipAnhAsTQiR\nxgVJWXdeyTDopxNnT5+/hhC6XFyjbcQwrOqv79ksAzU5IOFwdpBwODtIOJwdDIu9h9TUN738\nzsfabAMh1Nre+cQrG37d92Gv9mNJ104ajTYkLam3EXaJabeaOKUN7OpWdkUzS4Ob+lph0IgI\nP3lckDQ2SBobKL5yLb+wrLKmUFEY4Dth5GA/b1Of6cTExH1HzuqmGiSCIO7BbBgAAFwVJByO\n8dufF+UK/QGT+QUlDc1tZFUxoVgikcoC/Xx0V+jjyBHTcAKrbmWWN3FuNbJLG9mme30ihDhM\nPDZQGhckTQiRRvnLaVQCIUQQxI5vfi4prybXaWnrvFFc/vSSuUH+Pnqb645lzcpI3r7vkN4K\nqUmxpgcEAQAAcCKQcDiGVCY32C6RyorLqz/avruytgEhxHfj3j9+xOBBtpq2VKakVDazyxo5\nVa2s0gaOVGG0sw/JnaOOCpDHBUnjgmTRAbKeQ1ivF5Vrsw2SWq35/sjvTz8yFxkvmDFlbNbk\nscN++eO8toXFZLy3+sm7eEcAAAD6J0g4HCMpLgohNDgpSreRzWJ0trX8b8fXgn/mLxWKJPt/\n/JXFZKYkRFvldXECq29n3mpilzexK5rZTV0M0+tjGAryUsQHyWKDpHFBUj9zFT+r6hv1Wi4V\nVV8urvlf3stMhqnX+nzDy19+e+SXU+c7u4QpCVHPLp0XHR5syTsCAADgFCDhsIeet0ICvbiL\nZo4rvlWt2zht4ugL124KesyWfvT3v/qScAiltIpmdnkz+1Yju7KFpVCZuYzBoBFR/rK4YFls\noDQ2SGZsaIlBGLrd1eNSUfW/jRjCMDMvSqNSH10w/dEF0y1/LQAAAE4EEg7r6G3vCgzDFs2e\n8uuZC1dulIilUj9vz3EjB2cOTPzq4C89V27r6CIIwvLe4Bocq2nj1HR4Vrexq1tYjV1Ms50v\nPbjqSH95tL/Iz60tJQLxOPodOIRiSWeX0MuTz+cZLV6SmJhY2yr8YJd+b4zhGSkMOnzSAADg\nngY/AxaxSm/NbqGoqbWDx2EH+vnQaFQmkzFt4qhpE0fhBEH5J5ngGhrnyWGzTGcbOI6aupgV\nzayqVnZFM7u2jWl6UAlCiEohwn0VMYHS2EBZbJCMx5T+9Nuff/5WSBDoAEJpyfEzc7K5HBZC\nSCqVf3/09xvFt6eVSY6PfmDqOG0dM71uGTnZQ2dPHnPgl1PaFj6Pu3H1U6aDAQAA4PIg4UDI\nxqM/EEI4jh/85Y9zlwvIRW9P9wUzJ0WF3e6jQNFJJtJTEv68eE1v88yBBvpadolpVa2smlZ2\nVSurrIEtUZif/ZW8jBF5e/yqjEH7t0LG/kN/XP5n2jkCofzCUqlMvmzBdAzDvj78W9GtKu2a\nhaUVKpV609r/GsuBPsl7aUxW+i+nzncLRCkJ0SsXzw7w9TYbGwAAANcGCYc9/HbmgjbbQAh1\ndAl2fvvzi8sX9pwJPTwkYOZ92T+fOKtW3+45kRATPmXccIRQp5hW3cqubGZVtbCqWtkimfkM\ng0HDI/zkMYHy6ABZTKDMi2e4y2dnt/Byj0luSypqahqamQyGNtu4dLNa+2DRgtmpSbEG94Zh\n2LxpE2ZNHvP5/p++O3LywC+nYiJCnlw8Z9LoIWYDBgAA4Kog4bA5giDOXLiq1yiWyK7cKB47\nIrPn+qOHpiXFRZZW1LaLqVRmtBIL3XKUVdnMEpicqYREwVCgpyI6UB7qJUgIVYf5KimYme4b\nBEFcLSw1+FRbR7eff6A2z9BV09BkLOEgvbjuw/2HfiMft3d2nc8v/HDN8/OmTTD7FgAAALgk\nSDhsTqZQyuQGJjXtEupPWa5zlyS0qmVwt8Sio6O9URLuJ4sLkvFYGoSQbmlzE6Ryxef7DtU0\nNOu1X7pZhRB6cWWYB99w9Xd/H1NVt68UlGizDYQQQhhCaPiXCf4AACAASURBVPWGbTNzRpse\nHAsAAMBVQcJhcywmg8ViyHvkHO58flMXo6aVVd3Gqmll1bSxLLlLghDic9SRfvKoAHmknyw6\nQM7nqM1vY8TBo39osw0yydCKCA0cnjmQTqelJsVeu3lL96nk+KjMQYZLeJHyDV0yEYolZZV1\n1iooAgAAwLlAwmE1ApH43KUbbR1dHu5umQMTgwJ8yXYKho0cPOjEn5cIjK6hBKuooRpqCE4P\n3381XHHJTHUKEo+liQqQR/jKIv3lUQFyY10xekupUn1x4IRaY6DMRmig346Nq1lMBkJo+7sv\nL3lh3c3SSvKpxNiIzza+QqOayo0YRmbkYjLh8gYAANyjIOGwjur6pm17DiqUty9jnL14bfb9\n4xLiU2tambXtrGr5AzLfWWKlB0I6GYbxCxN8jibCTx7hJ4/wlUX4yX3N1ffsLXIsa3Nbh8Fs\nY8r44dveWcX6JzmICA088fWH5/MLa+ubQ4P9h6Unm842EELZw9KYDIb2f4MUGRoUEx5ipXcA\nAADAyUDCYQUEQew9+ItCSaipYWpKiJoWoqYEf3I6FD/Ns3APnjxVpJ8izFdO5hneblbOMJCh\neUx8vDzc3XgCkX5h05zRQ1l3XoqgUigjMgeOyBxo4WtFhAS+/uyS1Ru2aVs4bNYneS9SKK45\nkzUAAACzIOG4SwSB2oT0+g5WfTuzrAGVq55X8/2RuQLeJAqG/D2U4X7ycF95hJ88zEfO5/Si\nfLjljE2WRqJRqS8uf/C197brNsZHheXeN6bvL/3oghkZyQnf/HyyqbU9LjLskXlTe04YCwAA\n4N4BCYelOsW0xk5mfTuzoZNZ28Zs7GTKdSclMXmTgUnHQ7zJCxiKUB95qI+CRcdNbdAHZJLR\n3d3N5/PNrrx8Ya5Spf7g8/1iiQwhNG5E5sbVT7JZTKtEkp4Sn54Sb5VdAQAAcHaQcBjWLaE1\ndDIbOpgNHcz6DmZ9B0NqQSlPLSreQdPUDx/okRRJC/OV+3sobX0zwfTFDGMwDHv6kbkrH55T\nW9/s7eVuYp4UAAAAoC8g4UAIoXYhvbGT0dDJbOxkNnQyGzsYllQK12IzcD6rU9BeRNPU0zQN\nNLweI2TD0pLn5ky0XczobpOMnqgUSmRYkFV2BQAAABhkw4SjpaVlx44dhYWFFApl0KBBy5Yt\n8/T01FtHKpVu3779/PnzCKGsrKzly5ezWCzbhWRQfhl67osYy9enUYkgL2WItyLEWx7qowj2\nVvjyVQih6ze7/vi7pLW904PvNiR18KhhabaI1lpJBgAAAGBPtko4cBx/8803g4KCNmzYoFQq\nt2zZ8sEHH6xZs0Zvta1btzY0NGzYsIFKpb7//vvbt29/+umnbRSSMRGBpp6lYIQPXx3srQj2\nUpD/hngr6DQD9cIHJcUNSoqzRYSQZAAAAHB2tko42tvbvb29V6xY4ePjgxCaM2fOxo0blUol\nQ6eytUgkOnPmzLp168LCwhBCS5Ysee2115YuXcrl2rUngZcbcmNryCqfNCoR4KEM8lIEeyuD\nvBTBXopATyWNamY6ElvoD0lGS3tnt0AUGRbMoMOtNwAAAH1iqx8SPz+/devWaRcxDMMwjEK5\nY9RoWVkZQighIYFcjI+Px3G8tLQ0PT3dRlEZ8+DoFnIgib+HyuxsZzbVH/IMhFBJefVzb/3v\nyo0ShBCHzXr+sQVPLZlrdmYWAAAAwBib/+VKEERtbe0333yTk5NDo93xcu3t7Twej/5PGWw6\nnc7j8drb220dUk8jEwX2f1GtfpJkaAlE4geffL2+qZVclMrk6zZ/yWWzly6Y7tjAAAAAOC/b\nJhxCoXDhwoUIoVGjRi1dulTvWZVKRb9z0g0ajaZUGphYlSQQCFQqq5XgVCgUCoWCfCwW61fb\ntLXIyEjtYxvlWJ2dnXe34Z6Dx7XZhtaGrXumT8jqVxc5JBKJRCJxdBQ25JDk254EAkcm+nbg\n8kewo6PD0SHYllQqdXQINqTRaKz+EaVSqT1Hh2jZNuFwc3PbunVre3v7119/vXr16vXr11N1\npuGg0+l6CYRKpWIyjVadolKpBGGF+x0EQWg0GgzDtMHo3euxkeho+02UqtFoqOZmPDGmrke2\ngRDqEoi6hBIGjerhbnjCenvCcRzHcQqFYp8D5xBqtVrviqAr0Wg0BEFQqdR+lcJaEUEQOI7f\n9TnY/5FH0IU/ojiOI3v9NDiEWq3W/RG0FtP/Y7b9uGAYFhwcHBwcHBYWtnjx4qtXr2ZmZmqf\n9fX1FYvF2p6kcrlcLBb7+fkZ2xuPZ+nUJKZpNJquri4Gg+Hmdvu3k8PhWGXPPTnqdglZafTu\nzpagAAOHgEqhjJ7zBI4TEaGBbzy39P7xI/oc491TKBQikYjNZrPZbAeGYVOdnZ0eHh6OjsJW\nJBKJTCbTvaPqYtRqtVQqtaTar5Mirze7u7u7asool8txHLfdT4PDdXR0UCgUO3/J2Cp9y8/P\nf+yxx+RyuW6j3kczISGBQqEUFxeTi4WFhTQaLS7OJiNL7SlRh6NjuRuzJ4/lsPWqoWAanMBx\nAiFUXde05Pl1p/7Od0hsAAAAnJStEo7Y2FiZTLZ58+ba2tra2tpPP/3U3d2dHJCSl5f32muv\nIYQ4HM6ECRN27NhRXV1dVVW1c+fOnJwc+//NqlKr8T7fqennScbJs5ceeWHd5IXPrly9oaCk\n3PTKkWFBm9c8b7rM+brNX1o1QAAAAC7OVrdU3Nzc3nrrrV27dv33v/9FCMXExLz11ls9C2ws\nW7bss88+W7VqFUIoOzt7yZIlNorHoCs3il/f+Gl+QWlmUmR0RMj0SdmBft692kP/TC/0/O/z\nr/O23M4PLt8o/vank7s3vzl5bJaJTWZMGj0ic+DZS9c7u4Q/n/zr7MXreiuUVtbaKlwAAACu\nCLNKN0znQvbhqGtqm/HIS1KZnEBoSHIUQojLZr+4YqG7m5meIk6RZGj7cFTXNY3IfVSpvKNz\nrpeHe8GJvQyGRbfPX1izec+BY3qN/j5eBSf3Wi3cXiL7cHC5XNfuw+Hl5eXoKGyF7MPh7u4O\nfTicFNmHw9vbG/pwOCmyD4eJESW24LJ9jM3atG2vVCZHCGlPF4lM9tvpC3Omju+5slMkGQad\nzy/QyzYQQp3dgsKyyvRkA3PH/3nx2uHjZ9o6uxNiwpctmOHj5ZE7eUzPhGP2/WNtFTEAAABX\ndO8mHCUVNT0bG1vatI+dN8nQRfb07Mngla33tu3d8Mke8vHR38/t2P/Tz7s2jRw8aNXKRes/\n3q1dbdTQ1JdXLrJFtAAAAFzVvZtwcDkGrsZ3iBSukWdoDU1P6tnoweclx0XpNRaUVGizDZJA\nJH7y1fd+2//h848tuH/88JN/XZbKFGlJceNGZLjqdVQAAAA2cu8mHPePG3GztJJ8fKnw9oPN\na2c5LiKbiA4PefHxh9779I7+Fu+99gyTydBb849zl3tufr3oVmt7l5+PZ3x0eHx0uA0DBQAA\n4NLu3YTj0Ydm5BeWnvjzorblgakTHpyZ48CQbOS/TywaEBu594fjjc1t0REhTyyaPTh1QM/V\nFD26epCU1isnDwAA4J517yYcNCp1/yd5x0/9fT6/kEqljB6anp1l71lq7WbaxFHTJo4yvU5G\nSkLPxkA/7yB/X9sEBQAA4B5y7yYcCCEMw+4bO/y+scNNrKNSqz/b++NXB442NLdFR4SsWDR7\nzv3jXbIHw7gRmVPGDT/6+zndxg2vPkWhuOCbBQAAYGf3dMJhiVfe+fjLb35CCCFE3Ci6tWLV\n+vZOwYpFsx0clm1sW7/qk90Hfjx+uq2jOzE24tll80cNSXV0UAAAAFzBvVv4i8lkaidvM6bo\nVtXo3Ef1GhkMetGpbz34jp801YS+TN7W/0HhL2cHhb+cHRT+cnYOKfzlmj9I1nKtsLRno1Kp\nKi6rsn8wAAAAgPOChMMUNotpsJ1lpB0AAAAABkHCYcrIIalcDhvdedMpJNAvOSHaQREBAAAA\nTgkSDlN8vT03vf4sg/Fv11oOm7X1nVV0GnS2BQAAAHoBfjjNmDN1fHJC9NeHfm1obosOD170\nwP1QlwIAAADoLUg4zEuIiXjzhcccHQUAAADgxOCWCgAAAABsDhIOAAAAANgcJBwAAAAAsDlI\nOAAAAABgc5BwAAAAAMDmIOEAAAAAgM0507BYpVKJ43jf90PuRKPRyOXyvu+tf8JxXKFQuOq8\nSmq1mvzXhY8gQRAu/O7II6hUKjUajaNjsQmNRoPjuAsfQfJbVC6Xu+qXjEqlcu1zkCAIW7xB\nDMOYTKNTfzhTwoHjuFW+nshThSAIV/2yI2k0Glf9LiCPoLU+D/2WC787cpJqq/z90D/hOO7a\n3zD3whFELn0OItv8CJqeotyZEg4Wi2WV/Wg0GoVCQaPRuFyuVXbYD6lUKg6H48LT0yuVSgaD\n4cLT0ysUChf+fEokErVazWKxXHt6ehc+gmq1mpy93VX/qnH56enlcjmFQrHzR9Q1f5AAAAAA\n0K9AwgEAAAAAm4OEAwAAAAA2BwkHAAAAAGwOEg4AAAAA2BwkHAAAAACwOUg4AAAAAGBzzlSH\nA/QT14tunbtSQODEsIzk9OR4R4cDAADACUDCAXrn5fVbd3x9WLv4UG7O+68/46rFfwAAAFgL\n3FIBvfD9kd91sw2E0N4fju8+8Iuj4gEAAOAsIOEAvfDdkd97Nn7700n7RwIAAMC5QMIBeqFb\nIOrZ2CUQ2j8SAAAAzgUSDtAL0REhPRtjI0PtHwkAAADnAgkH6IXnls3nsO+Ys5fFZLz0+EJH\nxQMAAMBZQMIBeiE2MnTfR2sSYyO0i3s2v5EcH+XQoAAAADgBG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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g3 + theme_minimal()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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zHPGFxpvYeiMdBVdRYWkwoUUmy3u7cRQgiJi4tr5Y/RHB4cw5GWlnbixAnX8u3b\nt9seCwSClStXrly50nPNAAAA6LCu515ruMLFfNF/DgdXqd3fQ6FpcqLQkF1hstCEEMJnU8Mj\nOVESptNJ2jdqWGHzNgAAgHbQ6ODQOxXctUeCrxU7TF6NCtTNH2mdh0IIIRlyY6b83tANrZE+\nWKB/JI4n4d0bO9oR0gZB4AAAAGh7DaeNWj1z60nZwQw/C33v/oiIZ545pGJEgtL+nol92rAy\nWci1SnNqOIN0mKhhhcABAADQdhqOGhaanLzmu/GPQJX23g+0dT+UOcPKxQLn/VBqjc5zawkh\nGoOlQ0UNKwQOAACANtJw2sgr4f/nSPAtucP+tN1CtPNHlkUFOqxQrjfTVXUWJoMSsimNwSFz\nFHFjUiI70A63NggcAAAAHtdw1FBqWJtPBJ685kvbhQexwDR7qHxonPOe8hnlxrPFBuswUTbz\n3liNIm4MIYTPosbGOGwb0kEgcAAAAHhQw1HDbKEOXPHbeipAa7gXHRgUPaaP8pFBFQKuxal+\nvtJ0svDeriBGs4ViUKW8WLOFEEJkAsYLyYIgYUdcbRSBAwAAoNVU1hrzK/V8NqNbII/HYjSc\nNi4XiNb/EVSmdNiCJD6ydn5aeahU7/YlGeUOe+YVcqIJIYNDWGNjeUI21cWXyWY2tHpYO0Lg\nAAAAaAU0IT+cKt+VqTRbaEJIHEc+qps42t/9cIpSJWf90aArt0T2hQFi45zh5Sld1Q28i9pw\nt8/DGjWsqnWWPkHsel7RUSBwAAAAtJzJQrMYFCFkx1XF9isK63qhXUhpnYHsu1Yzqy/LT+Dw\nU6s3MvZc8N91zt9ot2woh0U/lFI1OaWSw3Iz68SekE1dI1FOhf6CjngPxQkCBwAAQEtcLNL8\ndLqsoErHYVH9I8U55TpCkS6k1FbBaLZkl9UNibm747yFJsezJZtPBKjqHH58B3ZXPTZM7u/j\ncK/Erbi4uOEC/YXTzl0gE7t2xGkpThA4AACgEyqr0a05fiurWMVnM5Oj/eYOihRyW/MnL7Ok\n9q1dd7dAMxnoozeqmUyWfdqwUuvv3gHJK+WvOxKcX+6QDCJlusfTynuG1zXlHa1Lawzrwi3V\nmLdma40WmhAiYFNP9RX2lHX0+ykEgQMAADqfshrdc6sv1OrvrsJ5Q645m6/4Zn4/DqvVbj18\nf9IhW0RR5RTt5uQ+XKZCzdp8IuhUrth+yqsP3zxjcEVavJLRhBY5reI1M14wLrv1Q3gAACAA\nSURBVJZ3Q2FiMaiuUpaI00FHiTpB4AAAgM7m20M3bWnDqqCiduv5osdSI1vrLQqq7q7EFUWV\n/6+MdtrxlcVglZZH/rQ3UOc45TUtoWbGYLkP33nZUFf1LRgq4TFSQjlun+qwEDgAAKCzySpW\nuRZmFrkpbDqVznQoV1mqMgT5cEZ2l/DYDI3ebJc2CE3TASK2ss5spmlCk9ra4OLirtW1DrGg\nd5faucPLw/zdT3m11wHXJr9PCBwAANDZsBhu7jKw7mOBimtlte/szlfr7vZJ/Hi6LIKUy1zO\nNyRGLBOxM26z9pwPLygT2j8VLDE8Nry8X4ym0ffqfFHDCoEDAAA6m5Rov98yypwK+0dLW3Y2\nk5n+aP9tW9qIZlYQmty9e2KXOZIjfMQc4eY/Ao5kSSx2C4Ry2ZbJyYqH+leymY1Mee2sUcMK\ngQMAADqb59JiLt2uLqu5t+FZSrTf5D4hLTtbrryuXGWwPo5myv+XMqzpgbI+GN8zIPdO2NLf\n/HVG++EaZHh89aODK8QC503knXTuqGGFwAEAAJ2NmM9e+XTKtgvF2cUqDouREu03MTGYaukd\nFa3RTAiJZsjdPEfThCaK6qAVu3oqNQ7DNXqG1c1LK+8SoHPzKjsPQtSwQuAAAIBOSMBhzh3U\nOnNSukj5dmnDIbbU1okLS7qrNX72hVKR8dEhFUN6Ou/y6uTBiRpWCBwAAAD1su6+1jfC51Kh\nmhBCaJpQFCHEYOSWlsXIFWGEvhcr7g7XSKlkN7hC+YMWNawQOAAAANyw3+h1SKwvj824UqSp\nM5iZhF1S3qWoPNJiYdoqWIdrzBhc4dvgcI0HM2pYeVPgMJvNNTU1SqXy/k+lUqla5TwdVnV1\nNZvtBSvdthiuoLfDFfR2nf4KZmdn+/j42JfEB7B6ySTnbkq2n4uoUjsM1+geop41uCjcv44Q\nUlfPMuUxMTGEkPq+tGuVpj/umBQ6OlhIjY3hhPl4djO2mpoaFotlMjUylLVZDAaDxX5yjgtv\nChxMJtPX19fPz6/xqo0Ri8Wtcp4Oy2g0du4PiCvo7XAFvV0nvoLWjg2BQCAQCOzLrxUJ1v8R\ndEvusBlKkMQwa6i8/90N5R3q2zTaq7EzW73q3N392K5VkhNFpjfTZMnh/BZ+gCaorq6WSCRO\nieo+GQwGRoPrtHtT4AAAAPAc+3so9sqrOZuPB5674fDzzGGbHkmtGpekZDW4ukajaUOuMf3n\nYrV9idFMf3lSsWpGqNvly7wXAgcAAID7tFGrY24/IzuQ4Wcy3/vtpwgdKCsKDboRKBOwmOL6\nTtjE4RpZ5Xqj2TmyVGvNBQpjN5mX7ZbSMAQOAAB4oLmNGnUGsuUo72RWuM7gMBZH7FMVGZrL\n52kIIZeKNCld3ASOZo0MNVvcd5CY6UaWJfU6CBwAAPCAqu8eypEswYY/umj1DmMy+DxNZFiu\nWFRlK9EazCYLnSfXXizUVGtNIi6zd3yvR/vKmtWGnoFc10IBmxHt16m6NwgCBwAAPIDqixr5\n5fz1RwOvlzhEDTZLHxZyI8CvhFAOvQ58DjOrpO6PmzWEkFt0ENGSjPPy4hr962Mimt6ScF/2\nIwnirZkOO9k+N9CPy+pUAzgIAgcAADxo3KYNhYa944zsSKbE/hYHg2EO9L8dEpjPZJiYTKbZ\ncdZnYpjoRIHqFh1kX3gkr+ahBP9ewe5nrLj1eLIk0o99IK+2stYU6sue2sunTwiv8Zd5GwQO\nAAB4ULgfGapn7j7nv++y1Giy61SgiJ+4LDwkl8vREkIITaL8eeUqg0ZvJoRQFJUYJhqSnPjf\nWzddT3ijQtuswEERkhYjTIsRNl7VmyFwAABA5+c2apjM1O9X/HacldXqmPblEh9FaPA1Ad/u\nNgdFVFrj/NSQCrVBb6L7JyXIROxCpd7te/HZnl22y0shcAAAQCfnmjZompzJE/98IlBe4zAJ\nJUyqnzVUrrEUXryjcnqJXG2oM5hHpSbZSsL9uBF+XKfYwWcz+kWIWrX5nQQCBwAAdFpuOzby\nSvmbjgVdL3FYytOHb546oHJskpJB0VeK3Pw4FpgDxMEx9iUUIUtHh/9l1y2N3kwITQjFZlKL\nhof6CzvzqvYthsABAACdkNuoUazgbj4eeCnfoQeCy7ZM7KeYnFLFY98dFCrmOfw4FpgDCCEU\nIcG+zlNVuwbwf5jTfV+Ooqja4C9kjewuiZC4meYKBIEDAAA6GbdRQ6lh/XI64I9sif3+YgwG\nGRZX/cigCj+RwzZmXaQ8fyGrqtZkjRpWY3v5+wncdF2IecxH+wa4loMTBA4AAOg8XNOGzsDY\nfd5/7yWp3ugwlrNPlGb2MHm4v5uBnwwGNWdEr58uaUjR3T3VxsX5vzgi0kNtfkAgcAAAQGfg\nGjXMFupolu8vpwJq6hx+7KKDdLOHyntF1Lo9j3Vhcrlcvjy9e5lKX6kxhvvxJHz8XN4vfIMA\nAODd6p+EEiCvcRh1ESA2zhgsH9RDRblbxtN1D5RgMTdYjDEZrQOBAwAAvJXb4RrZhcLNxwPz\nyx0W6xTyzFMHVI7po2S7202+WdutQcsgcAAAgPdxGzXuVPI2HwvIuO0wCYXDosclKab0rxJw\nza4vQdRoMwgcAADgZVzTRpWavfOs7EiW4yQUiqR0Vc0eJg8QG11PgqjRxhA4AADAa7hGDVUd\nc8dZ2aGrfiazw7iMvjGaWUPkYe4moSBqtAsEDgAAaH/VtQad0RTkK3A7nJO4ixq5Zdqfj4tv\nlEaZzQ6/ZbHB2tnD5D3D6tyeB2mjvSBwAABAe8oprl6+80peaQ0hxN+H9+L4XuMSwx0quEQN\nk5naeJx36GqMyeQwhSRUapgxWJ4Sq27iJBRoS22xo90nn3xCUdTly5ddn+rZsydlJykpybUO\nAAB0VhUq7dK1p61pgxBSpda9v+Xi6Ty59TAnJ8cpbVhocjZPvGxtzP5LUfZpg83Shgddem1q\ndv+ubtJGXFwc0ka783gPR15e3pdfflnfsyqV6rPPPktPT7cecjjOy9QDAEAn9vOp/Jo6g1Ph\nqkPXUrsFZmfnZBUps4uqNTqjn4jbP1ZWUR3088nAwkqHXg0WwxjonxsguUlR5rLq4GBfh2eR\nMzoOzwYOmqYXLFjw5z//ecmSJW4rqFSq6OjoqKgojzYDAADa3fWS6tWHr+WX1fgKOCMTwmcM\njmUzGYVVbpb7ZGrKc3JyjmSXXiiospYUVvnsu9ilVuuwZQlFWfzFt4P9s1msuyNDGYx7nRuI\nGh2NZwPH999/bzKZnn76abeBw2w219bWisVij7YBAADa3ZVblYtW/mF9XKyozS5SZtyu/HDu\nIF+BQ8d2N2EdIUTA4chVOmva0BokZVUJqtoQ+2oMig6S3pH6ZrNZWlshi0l18RcSRI2OyoNj\nOIqLi99+++3vvvuOqmfMsUqlIoSsXLkyIiLC19d30qRJ+fn5nmsPAAC0l+XbLzmVHMspPX6t\ndEJShPWwm7DOmjYIIfGR0mJFrcEkLJInXy8cY582KIoM6Kb6ZH7+nyZV8rk6+xMO6xGYmpyI\ntNFhebCH48UXX1ywYEF8fHx1dbXbCjqdLj4+XiaT/f7771qtdtGiRZMmTcrIyLCN5Dh79uyn\nn35qq69UKgsLCxmMVghJRUVFIpGo8Xpeq6qqSqPRtHcrPAhX0NvhCnq7Zl3BWr35VoXatfzY\nlZuzB4TO6cW+UKiyLdgV5c+XcQVbzoZeKw6jicPfqz6C8lkD7sSH64iZsAh5ON4vR65VaU1C\nDrNPj6huAbxW/Ku1c1/BwsJCjUYjFApb8ZxGo9FkMjVQwVOBY/PmzdnZ2Zs2bWqgTkhISGZm\npu1w1apVvXr1OnnyZFpamrUkKirqueees1V47733IiIiYmJi7r95Go2mVc7TYYlEosDAwPZu\nhQfhCno7XEFv16wrWKs3EnLVtdyfrdfr9Wl9opK66m9Xaoxm2pcvPpsX8fEuP6PJIWoIeIoQ\n/6vBfophfXowqLtBR0ZIdLinbqB07itIUZRMJvPx8WnFcxoMBharoVDhqcCxZcuWGzduCAQC\nW0nfvn3nzp27bt26+l4SGxtLCCkrK7OVBAYGjhkzxnb4j3/8wzONBQAADxJy2QmR0sw7CltJ\nN5GOEBIdePd+ikTI5bD4v13033tRqjM6dGPzODUh/pliQQmTSU1M6sKgMCzUW3kqcKxdu3b1\n6tXWxzU1NeHh4SdPnuzXr599nYKCgl27di1cuJDNZhNCrL0d1tgBAACdybLp/Z7/95Favcka\nNQgh/WICImQio8mSWag6nSu7XBBVp2fbv0QmNg6OK+Zx8mr1Bn+RNDnGXyq6O+UVUcMbeSpw\n8Hj39gW23tTh8/lcLpcQMm3aNI1Gc+DAARaLtWzZspycnKVLlyqVyoULFw4ZMiQlJcVDTQIA\ngPYSFSj+YErU+RvyChWHx2H2DJN0C5GUVuu//Y0qrOxrMjtsJS8VmaYOrBwRX81k0IQ4rDqK\nqOG92nNp84iIiD179rz11luJiYlisXjs2LGffvppfVNaAADAe+Xk5Ih47LSEMOuh2UIdvuq7\n/g+J3si3r8Zm6qcNrJ7QT8lh0U5nQNTwds0IHAqFoqSkJDo6urnjWiUSCU3f+6ezfft22+O0\ntLQTJ04062wAAOBFXNcmP5Xru+20rLzaYQUOBmUMkOQG+Ob2igznsBzWZ0LU6ByaFDh27Njx\n7rvvXrlyhRBy6tSp1NTUhQsXDho0aP78+R5uHgAAeCunqEHT5FKBaOupgDsVDjdQGJRZ6nMz\nUJLNYuoIITqj2fZUW0YNvcny84XSgzlVyjpjpJQ/sbtgYqedpNI+Gg8cu3btmj59enx8/NKl\nS5cvX24trKmpeeKJJ3g83syZMz3cQgAA8DKuUeNygc+Wk7I7lU5Rw+LncyPof1HDSubDJe3R\nq/HPvfnHbtydR3OtTHOtTMMR+Izu6d/GzejEGg8cH3744cyZMzds2MBgMGyBY8OGDUKh8LPP\nPkPgAAAAG9et5DNuCbecCigodxirQVF0XHhZbEju7Yoy+/Luob4jByV7vJUuLhWqbGnD5psj\nt0d0l7IYGFnYOhoPHFeuXPnoo49c1/ecN2/elClTPNMqAADwMq5RI7tQsPVU4PUSx6hBaIno\ndoDkKpOlvlVBwqSiSrXOYLSwmFSvXr2eG9M+wzWul7vZQ06tM5VW6yOkPNenoAUaDxwURVls\nS87aqa6uth8KCgAAHUGd3linM8p8BY1XbSWuUSOvhL/1VEBWocMMA4oiEbJKDuccn6O0FRYr\nNDNSY1OT+/gJuYz260vgstxvmsFhoXuj1TQeOPr16/f111+npaXZd3Lo9frPPvsMa2YAAHQc\nt8qUn2w+di63iKaJzFfwp2mDHkrt4dF3bHrUSIpWzxhc+dulCzV1Bof6Gv7FStZkn/bsRajR\nGvlsBovJMJkd/rqOCRAEibnt1arOp/HA8c4770ycODEpKcl6A2XdunUbNmzYsmWLXC7fv3+/\n51sIAACNU2v1L321u1ShJjQhFKmsqXt3zUEehzWmn0eWby4vL3dKGzfL+L+cDsi45bxuQp8o\nzSODKqODtIQQvd0MlDzN3VstGp2BtJ//ni/5z8kivclCKEJR9/6uFnKYb4zvzNv9tL3GA8e4\nceN27tz5xhtvfPjhh4SQFStWEEISExN//PHHUaNGebyBAADQBFuPZZcq1IQQ+w1Wv95+utUD\nh2uvRkE5/5fTsssFzpvHJkTWpg+q6BaitZX4+/CLFRpb1LCKCRKTdnI8T7Hyjzt3D2hCE5oQ\nktzFt3eYODWUES1ru9tSD4ImrcMxefLkyZMnl5aWFhUVURQVGRnZiffQAwDwRrfKlK6FRZU1\nJrOFxXQ/QKG57KOG1mi5VqQorBJcuBmTdcfXqWaviLr01IoeYXVO5Y+OG7Lohz/sS/x9eLMG\nd22V5rXALxdLHY5pmhDiw2XOHRgql8vbp02dV+OBY8KECT/88EN4eHhISEhISIit/MCBAx9+\n+OGhQ4c82TwAAGgSX6Gb0QYCLqdV0oZTr8aVgoqdZw1lNWEqbRRxnDzQLVT7yKCK+AjnSR+2\ndTX++figb/dlFchVTAbVLybglUmJEnctbxsVGjd3c+Sq9rzF04k1Hjj27dun0Whcy/Py8s6c\nOeOBJgEAQLONT+m27sAVp8LJA7vf52ldb6Ccu0GvORhTowt3ihrdQ7XpqRXxkfVGDavBPYIH\n9wjW6IxcFpNdz9yQNhPgwy2r0TuW0UFijvvacH8aChwi0d0bcsnJyU57qpnNZp1O16dPHw82\nDQAAmqxXl8ClM4f965eTBtPdgZnJ3UJfSR/c4hO6Ro38ct6OMwGXCkROSyLwufKYgOxlM4Kc\n6jewWqiIx67vqbb0SL/gq0UqxzJqat/g9mlNZ9dQ4Dh06NCxY8eWLFkybtw4X1+HW3QURYWE\nhDz//PMebh4AADTV7JG9B8dHns4pVNXpekUGDuoV2bLtt91FDf42d8NCBZyKAN/LIl4Ji8kg\n5F7g8Jbt1oZ0lT4/osuak4U6o4UQIuKxXkzrEh/q097t6pwaChwDBgwYMGDAb7/99uWXX0ZE\nRLRZmwAAoGUiA30jA52HcDada9S4UcrfeU522aVXQ8CtkPlc9eEXWg/9RHcX0mhx1KBpklWo\nKFbWBfnye0dKmW21CNiM5JBx8QE35LVMiuoWJBRwmG3zvg+gxsdwHDhwoA3aAQAA7cjtEl7b\nz7pZVyMmqJbBOMtl3bEvHNwz5H56NSpUurc3nc8uujvRJibQ5++zUroEOHeoeIiYx+oX2fKU\nBk3UeODQarWffvrpwYMHFQqF6xrnmZmZnmkYAMCDzmAy5xVVKtXarmH+wVJP9fO7Ro3rJYLd\n5/0v5Tv/3ncL1T6UUtkvRlNYKdx1hqXSmQghXBZz7LAB6UPua3Tq37dctKUNQki+XP3O5vOr\nXhjOZjEUGv3Pp2/ly9ViPntEr+ChPZxHioC3aDxwLF26dMWKFaGhoRERESxWk9btAACA+3Qp\nr/ivP+4vrKi2Hs4Ykfjm3JFMl300W8w1ZxBCMu8It5+R5RY7L3jVI6xuemqlbbJrhMxnSp9A\nkUQmC42KDvK9z8kmBXL15VtVroWXblUFSfgLfzhVqzdZC/dnlDwysMvLE3rdz9tBe2k8QGzd\nuvXVV1/9/PPPqZaNPgIA6Cxyb5fvPZ2lqKmNDQ9IH9lXxPfUAhJVqro/f7NLqb63RueWoxkS\nEf+l6S2fdWLjNmpk3RFuORVwo5TvVN49VDs5pbJfjPPiCMFBQYmJifffGEJIpVrntrxKrVvz\nx01b2rDaeub28LjgpC7SVnlraEuNB46amppp06YhbQDAA27j/nOfrN1n/N+k01W7Tqx996nI\nYI/88v16Osc+bdxtwMFLC6em3k8nh2vUoGlyMd9nx1lZQbnz9mnxkbXTBlb2dFkt1DpWIyMj\no8XNcBLi534FcakPN6vQzfKp525UInB4o8YDx4ABA/Ly8kaMGNEGrQEA6JgKSqqWr9tvSxuE\nkMpqzZvfbl//3tOeeLuyKrVrYa3OUFOrk/q0ZIMP16hhocnlAtG20wG35M5Ro3uo9pFB8l4R\n7qNGqwuXCkf0Cjma7bDKeGIXaY8QCe2uvsllNCF4hcYDx4oVK+bNm9etWzdkDgB4YP1x6bre\naHIqvHy9sLJaI5O0/mSKIHdDRAVctq+w2du4u0YNs4U6kSPedV5WpnRYUpOiSN9o9dSBlTFB\nzvc4nKLG1VsVXx26Vbk730/EG9c3asbg7ve5gPobU/swKOpwVon1cEDXgGXTkiRCTqRMeKfS\neenShAi/+3kvaC+NB44lS5aYzea0tDSpVBocHOx0b6UtZ6mYzeaamhql0k0PW3OpVKpWOU+H\nVV1dzWZ3iIX8PARX0Nt53RVUVKvclpfJK5m00bX8Pq/g0LiQH4W8mlqHH/5pg3uqamqafpL8\n/HynEqOZOnVdtu9ycKXaIWowKJIUpZzUrzTCX0sIqbPr2oiJiSGE2F+sCzcr3t501ropbami\nNvtO1eUbpW9MS2p6w9x6bVzM/MHhZdXaADE3UMwjZq1SqX1uRJe3t2bbV+sf7RcfyGmDfzyd\n+7/BmpoaFotlMjln6PthMBhcp7LaazxwqFQqPz+/jtC9wWQyfX19/fxaIduKxeJWOU+HZTQa\nO/cHxBX0dl53BfvGRZPdp50KJSJ+XGwk090f9/d5Bf38/D5/cco7q/eVVN4NOtOGxv959qgm\ndiRYezUEgns3X/RGxuFMyW8X/BUah//tMxgktXvNwwOqwqR6QihC7r3E7Q0UmiZf7z1qTRs2\nR7JKHhka17/b/a4I7udHujquMTnMz+97qWTNHzdulKklQk5ar+BHU6PYrbT5bcM693+D1dXV\nEonEx6c151obDAZGgwOMGg8cJ06caL32AAB4pRF9uw1JjD2RcdO+8I35E9ymjVaR3CN82/tP\nXLsjV6q1PSICQvzFTXmV6w2UOj3z9yt++y5J1VqHNTRZTHpIz5op/auCJM6bozYwVkNeU1dW\n7XyPgxCScavi/gOHWz1CfT+cneyJM0Mba/m6GsXFxX379pXL5a3YGgCAjomiqM9fffTbrUf3\nnMysUtXGhgU8P33YhNR4j74pl83qExvqVGih6W3HstYduFworwnyE00f1mv+uH438667vlxV\nxzyYId17ya9O7xw1BnZXpadWBvo2I2pY1bfi+H2O4YAHQZMCx/Xr17dt23b79m3b7RmLxXLh\nwgWdzv3kaQCAzkfE5y6dN27pvHE0TVtHs2m0er3B5O/rvPi3R63Zd/HLX05aH5dUqQ6fOKco\nK5wyyCEoVKnZv56XHs3yM5gc8gGPbRmVqJzYTyEROt+8b+IMFJmY3zVEcqO02ql8YPeQ5n0M\nePA0HjiOHj06YcIE12wRFRX1ySefeKZVAAAdF0VR126XfbB676XrhYSQUJnv0rljxw1si/1R\nVXX6b3eesT7uFXC33+LKzbKUHuEhUh9CiLyGs++S3+GrfkazQ9TgcyyjE5WTU6pEPLPTOZs7\n2fWvswc/v2K/1nAvsjw5OqFnOBbGgEY0Hjjeeeedfv36ff/99127duXz+Tdv3mQymV988YVC\noXj22WfboIkAAB1KZbVmwUcbFKq7QxlKKmte+9eWlW/OHdw7xtNvfbOkymgy26KGTZlCrTMG\n7jrnf+Gmj8Vx8QpfgWlismJ0byWP4zyDoGXranQP89v8xpQvtx7TmNlSH/7YpC6Dejrf9wFw\n1XjguHr16saNG+Pj4wkhTCbTYrFER0d/8cUXTz/99Lvvvvvhhx96vpEAAO3MYDRv+v3c+Zzb\nNKFrdUZb2rD51+bDbRA4lOVFrmmj1hj+y9l+t+TOUyoCxMZJyVUj4qvZLOcFtO5zCa9AX8HM\nlJDWWtocHhCNBw6LxcLl3t0vQCAQ1PxvFvjjjz8+f/58BA4A6PQMRvO8v/2YlX93WSpCUU7z\nQgkh+SWVnmuAbe5JsJ/IT8RXarSEEJpQGkO0oq6fzhToVD9Mqn+of9WgHiomo5WjBkCLNR44\nevbsuXLlyqFDh7LZ7C5duhw9erRfv36EEL1eX1XlvL8fAEDns2rn8XtpgxBCUy55g0hEztue\ntQqnaa4URU0b2mv9gYyK2q6Kur4Gs8Spfmywdkr/qr4xatfZJIga0L6atD39zJkzDx06VFZW\nNnHixLfffruqqsrf33/FihUJCQlt0EQAgPZ14upNxwLatYfj4WGtfH/B7Z6uOiMjszCqUNOv\nWuO8CGZ927oSRA3oGBoPHDNmzNixY8fu3bsJIX/5y18uXbr0j3/8gxASHBy8bt06jzcQAKC9\nmUxOwy1pQghFMWj67g2LEX27LUwffp/vUlCqOHzphkJdFyYwJ8QEsxwXbVRpWfsu+h3IcF5U\ng0GR5K7qh1LcbIBCEDWgI2nSOhxTpkyZMmUKIcTX13f//v2FhYXV1dXdu3e3je0AAOjE+naP\nuHqz2K6AJjSZOKhnn26RWr2xT7ewAb2i7vMtth7N+Hj9oW5SBiHkIiEnMgrmT0jxEXDVdfpb\n5ZZzNyNOXPM3mBwiiHX9rof7V4VK9a4nRNSAjqYlK41GREREREQ0Xg8AoFNY+MiI38/llFba\nNk6jAv18/vLkJL8W7RTv6viZ8zt+P21NG1YKdd3241e1xqBLt2NqDbE0cV5UY1Rv5fi+Cj+R\nm823EDWgY6o3cKSmpj711FPPP/98ampqA68/fdp5NyMAgE5GLOT99x8Lvtl69Fz2LQtN94+L\nevGREa2SNqwDNXLvVDjdtdGaQk/eSNEYopxbIjCPSVSOS1IIXdbvIoga0LHVGzhMJpN1IfPW\n3b4WAMAbScXCt5+a1IontB8Tqjfe/d8sTRhqQw+lrq/eLHOqz2FUS/iXFqeLQ/3dBB1EDej4\n6g0c58+fd3oAAAD3z3X6SaBEZKE5NfoEpT7JZBE5PctjlUl5F4WcfIrQmro+xL+RHeQBOqaW\n7xYLAABN53aaKyGkpo6VW5ZwWzXEaOE4PcVnlfrxL4jYBbYSH8HdofoPZtQordb+dPRGVlE1\nl81MjvZ/fFiMD895ejB0WA2N4Wj0xUaj8cKFC63aHgAA73Mm+9bVmyV8DntgfFTX8ACnZ+uL\nGncquL9d9D99XWxy3GiNoixxYeV8xlm15o59eZjMN1jq82BGDUJIeY12wcqTGt3d2083y9Vn\nb1b++5lUHtt5rXfomBoaw2F9QFFUWVlZUVFRYGBgSEiI2WwuKiqqrq7u1q1bbGxsW7UTAKCV\nnbiSt/t4RlW1JjpM9sTkIaEBzqt2NoXJbHnl/34+einPuhoYh8V8ftqwBVOHFFeqiqr1dJ1S\nwHXzJ/j1EsHu8/6XC0S048rjPI5laJxySn+lVGSsUoVvOaqQK+8u5BUs9Xn1ialhMt8WNLJz\n+Ob3XI3OaL/k2q0Kzc+nbz0+DL9E3qHxMRyHDx9etGjR+fPnk5OTrSU0Kt35ZQAAIABJREFU\nTR86dGjBggVvvfVWW7QRAKC1fbPl0FebDxJCCKGPXb7+39/PrfnbM4ndmj3h/7vtx45eyiOE\nWH8IDSbzV1uOXM3KqqyuJYQwKJLSM3LcwDgmg0EIMZqpU7m+ey9KCyudFzFiMdQhPpkvTuGF\ny3jWEn+xYMFDA++UV9fUart169G3WxjDdbnyB0lWUbXrAq+ZRdXt0hhogcbHcCxZsuTdd9+1\npQ1CCEVRo0ePfv311xcvXnzmzBlPNg8AoPVt2Hfmf2mDWH/DdAbjG19t2fOvVymqeT/qO49f\ntV/nPCGETwhlTRuEEAtNzubcYbGYg3vHH7zq9/tlv+pa5//rcpmVUt4FEec6RSy/nfJ59qFB\ntiYwKGriyMEt+YSdEdNx6VUrlrtC6JgaDxxZWVnh4eGu5dHR0RkZGR5oEgCAB2XeLP5o9W7X\n8lullUVyZUSQtFlnU9XqrPEgIcT95m1Gi9+u8zGbz3bVGx1+GimKCFi3/XgXBax7AzXKFOqq\nmlqZREge1GGhDRgQ67/rYpFzYVfn+cPQYTUeOCQSycaNG4cMGeJU/vPPP4vFYs+0CgDAU/69\n9bDJbHH7VH3lDRjS1a+own2vvtYUUW1IrjNFO60TymbSg3rUdPHPPpN5zs2rDEZEDbeeG939\nQkFViVJrK0mJ8Z/Sz83fw9AxNR44nnrqqY8//vjixYtpaWlBQUE0Tcvl8iNHjpw6derVV19t\nynt88skny5Ytu3TpUlJSktNTKpXq5Zdf3r59O03T6enpX331lUjkPAcdAKAV3SqpdFsuk/hE\nBjeje8M692Rkcve1e8/al9M0s9YUW21I1plDnF4i4FqGxlVPTq6S+phul5MzmQ7PZpUbmAzG\nwJS+TW/DA8WHx1713JCtZ29nF1ezmYz+MbJJfcMYzbwFBu2o8cDxwQcf8Pn8r7/++tSpU7ZC\niUTy+uuvf/DBB42+PC8v78svv6zv2YULF+bm5p44cYLFYj3++OMvv/zyjz/+2MSmAwC0gEQs\nJMUVjmU0IdTfnpvqdpSAK/tprjGhspmj+u0/m1Ot0ZppPmEPKKyOM1mETi8JlhjG9VUM71XD\nZd/tRIkM9OsWHpBXVEEIySo3WAufmTzQV8hr4Qd7APA5zHlDY9q7FdBCjQcOJpP517/+9e23\n3y4oKCgvL6dpWiaTxcbGsliNv5am6QULFvz5z39esmSJ67NVVVWbNm06ePBgfHw8IWT58uVj\nxoz5/PPPJZKWTE4DAGiK9JH9LuTcciyjXpo5enT/Rm5k1LecRlxUsJ9v5G8Xxcdz/A1q58gi\n4ctnD9cN6lHrFGYoikwf3nvPlfIdxzMJIRIRf/6ElCcnDmjWZwHwIo2HhhkzZkyfPn3u3Lmx\nsbHNXXjj+++/N5lMTz/9tNvAcfbsWZqmBw0aZD1MTU01m81nzpwZP358s94FAKDp0kcmZ+WX\nbNh7b+PJZx4etujRUQ28pL6oQdMku1C477LUdUUNJsPSNahiTJ/K1J7ue02sAzWSEnsvmze6\nRqNtrY1nATqsxgPH8ePHo6Oj586d29xTFxcXv/3220eOHKlvmllRUZFUKuVy785H53K5fn5+\nhYWFtgpyudx+Igy2kQOAVvHOM1MeHZ1y8dptikH1j4vuGhFYX836oobeyDie47vvkrRU6bwe\nuYhnHpVYPSi2MDyIS4ibtOE0JpRBUUgb8CBoPHB8/fXXr7/++pAhQ6ZMmcJkNmMF2RdffHHB\nggXx8fHV1e6HcOt0OlvasOJyuVrtvRHIJSUlP//8s+1QpVJlZmbW1NQ0vQ31ycvLMxqN93+e\nDkuhUEilzZvd511wBb1dR7iCPQLYhJAaeeEFeaHTUxUVFe5eQQghKi33/K2IU/ldtAbnJURl\noroB0bdTooo4LLNaUXdb5xwjAgICCCGdY0eIjnAFPapz/zdYUlIikUgEgtZMukaj0WAwNFCh\n8cCxevXqoKCg9PR0gUAQHBzM4zkMaMrMzHT7qs2bN2dnZ2/atKmBM/N4PL1eb1+i0+nsP39S\nUtJ3331nOxw5cmRCQkLXrl0bbXOj2Gx2YmLi/Z+nw5LL5YGB9f7R1gngCnq7DnsFrV0aXbp0\ncfNUkWD/ZenFfB+L4+RZiiK9IzXj+yp6d6mlKEJIOCFErVb7+PhYK3TKaa4d9gq2ls7936BU\nKpXJZLZ/oq3CYDBwOM4dfvYaDxyVlZVsNnv48OHNeuMtW7bcuHHDPj307dt37ty569ats5VE\nRkYqFAqdTmcNMbW1tUql0u1/5wAAHlXfrRNCiNFEncz13X/J706l8/wRDssyJK5mQl9lqFTv\n9rWdMmoAtEzjgaNli5evXbt29erV1sc1NTXh4eEnT57s16+ffZ3U1FQWi3X8+PExY8YQQo4e\nPcrhcAYOHNiCtwMAaJkGokZ1LevwVb/fr/iptc53kyVC06je1WOTFCKe2e1ro6KiOvHfxwAt\n0HjgsLl161ZZWRlFUeHh4WFhYQ1Xtr/zYh3syefzrSM2pk2bptFoDhw44Ovr+9RTTy1evHjt\n2rU0Tb/++usLFixo3R4eAHBVVqm8lJ1P03RSXExoYKe9S92oBqLGtSLB/ivSCzdEFtp5zHuP\nsLrxfZXJsWoGRbt9rbVXQy6XE0IqqjUrd57MuFnC47CG9I6ZP2EAl9OM/+sCdCZN+qe/atWq\nv//973fu3Fvwv2fPnh9//PHUqVPv8+2/+OKLV155ZdiwYRRFPfbYY59++ul9nhAAGvbvTb99\n/tN2vcFICOGwWS8/PuVP86a0d6PaVEN3T8zUmevi3y5IXe+esJh0vxj1xH6KriFat68lLjdQ\nyhXqR99ZpVTfrX8ht/DI5Rtr3prHYmK/MXgQNR441q9f/+yzz1pHYISEhNA0XVxc/Ouvv6an\np+/Zs6cpa2ZIJBLabor69u3bbY8FAsHKlStXrlzZstYDQLMcPHXlo+/vzfwyGE2f/rita2To\nxOHJDbyq02ggashr2Acz/I5mSWp1zndP/ESm0YnKkb2rxXz3M/PrG6ixfONBW9qwyrhRvPHA\nhcfH929mwwE6g8YDxxdffDF79uyNGzfaF3700UfTp0//4IMPsEgXQAdkNJooimKxnH871+06\n7Fr5PzsOde7A0UDOsNAk87bwQIb0SoHI4nKHpHuodmySon9XNZPR0N2T+py/dse18FzObQQO\neDA1aXv6f/7zn06FDAbjxRdffOSRRzzTKgBoocs5+X9fseFyTj6hSP+Ebn9dNCe+272ZX/Iq\nN8vYlFe5XymnE2ggamgNjFO54v2XpMUKrtNTbCbdN0Y9oZ+iW5PvnrjldsVDbDYGD6zGAwdF\nUW6X+GQymRZLs7dyBgDPyS8se+zPn9RqddbDU5evzXrt470/vB8eLLOWhAfLMvNuO72qS2hA\nm7bSMw6fzzl5Jc9gNCX16NI9kM9g3PtdV9Vqq9V1fj5CHyGPEHKngnsgw+/kNV+90XkshVRk\nHJ2oTEuoFgvczz0hzZnpOqBXlz2nsp0KB/aKauLLATqZxgNH7969V6xYMWbMGIbd1kMmk+lf\n//pXnz59PNk2AGiez1b/YksbVipN3Rc/bf9s2bPWw+dnTdh7zHmZy+dnTWyj9nnM0v/btPPo\nRUJIYoQ4Ozs7LFD69NThbBaztk6//ejF3NulhBCaZkoDBqtMyTfKnLdypSgSF147po8yOUZd\n336xLVhRY8ljo89k366qqbWV9OsRMXMUdp+HB1TjgWPZsmXp6em9e/eeNGlSWFiYXq8vKira\nsWNHUVHRzp0726CJ/8/efcc3VbUPAD83o5lN9957l1Ja2lKgLZuyC7JUBAEFUZD1ioKvvoqi\nouJAFBQFleFPtrIptIyyCpTSSXeb7p3RjDa5vz8uxpCmSTqStOX5/sEn99xzb056uc3Tc895\nDgBAR3nFXHWF/+btDg/0+nbLq+/vPNTYwkMIWZqx331tfvQQP8M1UQ/+uvqgtLgw1IWjKKms\na0q+kz0xJuTI5btF3LoO3FQoD27tiCjlclSOpZvIR/jxxg1pcrFWn7kL9SJ5l405+/jHy34+\nfSuzsJJmQh0Z6rlg3DAyTFEBzyrtAcesWbMOHTq0efNm5Tmr/v7+x48fnzp1qj7bBgDoHlOm\n6mROhJAp+6nlEqaPiZo4MrygrArHcR83RzpNUyri/i83Nzf9QYaa8pKqIC+XrDI2TxbXJvfp\nPKDC0VIyLrR5ZGArw6TLR8O9zxNqYcpcP1/TOrQAPDt0ysMxf/78+fPnl5WVVVVVYRjm4uKi\nNfEXAMDwpiZE3c8pUimcFj9cpYRmQg32GdhrCCiPBm1vVx1vIcfpNcKgL/8a0tA+otOhuI99\n4+wRbYEuwq6Gb0I+cgD0oRs573AcxzCsq7XmAQBG9/LsCbcf5p+//u8ojZnjYhZOizdei/qe\nItQorap/VFghEEkkSmuWSnAXXke4UB6IS1WnBFMwPpv8wJScsWxshKONhdqTQ6gBgP4YOdMo\nAKAPkUjYj1tXp9x5dPthHoZhseGBseGBxm5U31CZ4JqSnpt8J1uxiZMYgo4gvnyYVK5m+RI6\nqYxDucck5WNI7mJr6WBt3rkOhBoA6JshMo0CAAwpfnhI/PAQY7eiz3TOpVHT2KKINiRyB4E8\nXCgPliPVwShkTMIi5XAod6lYPVHiaGMxZ3ykcjctxBkAGAxkGgXgGcITtP3+V0p+CdfclJ0Y\nFxEV6mvsFnVJQ86ugvJaOU4V4sEC2TAJ7tC5gpOlQMpPYZFzMPTv05aYUJ9JMcGKaANCDQAM\nDDKNAtDv1DW2bP3+j4y8UjmODw/127BsjqOtVe9PW15dP+v1jxqaecTmvuOX1iyavm7xzN6f\nWUftHbKMvNK65lYvZzsN1TSEGgih8gb6tceh3PbJcqSaIdSEIo/x440Jbb6dkZLbVqWy9/aj\nouhgTwsOC0INAIwCMo0C0L+08ATTXvlvVV0jsVlWWXvl9sOLv2yztjTr5Zn/s/0XRbRB+PrX\nUwlRoUMDPHt5Zl1kF1a8+dm+Ym4dsTnU1+Xnj3w4LIaiguY4o70De1BievmReXa5atouhBAV\na7Ci5/x3kZ0pQ44QOs9r61wno6L13IPyD1Yk9epjAAB6SnsKGiLTqEpsAZlGAdCTr/cfV0Qb\nhIam1k9//L9enlbYJr71ML9zefLNh708s07vLpKs+nivItpACD14XLHlm8PE69zcXA3RRmkd\n/Zdk+1V7fL897aQSbWCog0XKdKDuc6J+//KEdiLaQAgRKcwVMrn8TC4fIVTEre+rTwQA6C7I\nNApA/3I/u1DHwm6RtHfguJolT8VSaS/PrIsrd7IqahpVCisrSu/ce6A2WRn6Z3G11CyL4lo1\nFRwsJG4W+e2CmyJJq50lJ27YaC/nf+enDA/yfFxeQwQZyiw4TAQAMBLINApA/9J5TXmEkAml\nGylz1LLgsFwcrCuqG1TKw/wN8TylRmmV2iHulsQLHCG+QNQ54CippadkWaTlccSdFlcj1nEd\nE9IS6CLEMCpCo9W+3YxJCWcflCPu070mOJoZH97LDwIA6DHINApA/5IQFXan07OPhOjePr7E\nMOzD1S8sfvsr5cIRQwMS4yJ6eWZdONlaIqVQg0BCyFypy0EgJt/INbuSZV7ZqDoaFCHkZCmJ\nD2kZFdDKone5jitSmnuya9OiNdt/v3D731wdryTFjxse1N2W1zTx2kQSV3tLCllNINgfSNtl\nhVWNYmmHt5MVh6nmRwdAP6FTwCEWi1NTUydOnOjm9iQd8sGDBydPnmxhoT5bHwCgx16dn5ic\n9iA967GiJMTXffVLfTCXJCEq9MD2DV//eiqnqMLK3DQxLuKN56eS9J87ODc318mMMj7cva7p\nqSGr4YGeTDpNjqNcLis1yzy90LRdptoYEwo+3IeXENLi66hmHKhC54knJAz79j8vPsgvv5dX\nakIhRwd7+brZd6vZ2cVV7+45mVdagxAyZdLfmJvwwqTobp3BAK5nlX30+5XaZgFCiEalLJsS\nsXSyISJIAHpAe8BRXV09YcKEsrIyHu/fXxbLli2zs7NLSUlRhCAAgD5BpVL+/HbLnkN/ZRVW\nyOXyqDD/F6aPpVJ7+0iFMHJY4Mhhhss9qhgKSqWQn08cdeTizYraJqLE18UmdljU3+mWVx6Z\n17WqWUDOyVIyMrA1PriFrVuXhlpD/VyH+rn2oOWNrYIVnx5obBUQm/w28cf7znJYjOmj+tFI\n+dLa5rf2nBNJnuQakbR3fHfilo0Za/oImPcL+iOdBo22tLTs27dPufDs2bMvvfTS22+/ffDg\nQX01DYBnFYVCnjNxxGsvqsnSjRDCcfzU5Vvnrqa38IUBXq4r5ifaWqnJ1W1EaqecWFuYvvrc\n+PoWfjNPUs1zvp5ttnG/lbzTMFaGiTzGjxcf3OJhJ9LwFvrOpfHHpXRFtKHw3ZGUfhVw/JmS\npYg2FH698AACDtA/aQ84zp8/v3379qSkpyavx8XFvffee++8847eGgYAUG/jZ3v/OJNKvL5+\nL/vw6dS/fnjfy1VNwk0D05xIAyHEbaRfzba/kWfGF6kZD+HjIIoPbony5dGomhL8GCZtV3lN\nU+dCbl2zTC4nk7RnEzCMmibVaTgIoapGXudCAPoD7QFHS0uL2rEaHA6npaVFD03qkkwma21t\nbW5u7v2peDxen5yn32ppaaFSqcZuhR49s1fwZkaeItog8IVt67bt3vfxGkM1TY3i4mINe0VS\n8t0ii1uPrYpq2Z33smiyYZ7NowPrXKxECCFZO2pT/aMdIYQ8PZ/MpjHMdWeaqAmJzNkMXmtr\n53K1DHAPchhqfoFbcxiG+RE9s/fg4NDa2kqhUNRm9ewxqVSqOR2o9oAjJCTk999/V5kB297e\nvnv37pAQgy4QRSaTzczM+mSkKofDGdwjXtvb2wf3B3xmr+D9vFKVEhyhB7nFdAaLQVczEkKv\nFF0aTKaa/BZyHGWXs67mmN8rMm3vUB0NimF4qJswLrhlqIeAQsYRwhBSnyTDKJnI502IOn41\nU9L+5Ncx0b7nxg7T/X+dAe7BBePCz6UXKxpJeH7cUMPcGs/sPTg4tLS0mJubm5qa9uE5pVIp\nSWP/n/aAY/PmzUlJSUVFRePGjbOzs8NxvLy8/O+//y4qKjp+/HjfNRWAQa5DJjt1KS27oMyc\nwx47Ymigd08GXMtkqn9AYAjhOC7HDbfOgNZHJzUtJtdzzK7lmDUJ1PyBaGcuHR3Y6mWRG+Rj\no+Ekxl3xxM/N/r9Lp2795YxIIkUIYQiNHx6wak6CEZvUma+z9Xsvjfn00NVWoRghRKWQ58WH\nzI0PNXa7AFBPe8Axc+bMo0ePbt68+ZNPPlEUBgQEHD16dMaMGfpsGwADkkgsEYmlluZP/enQ\nyhfOXvW/vKJyYvPLn49sXDb3tRemd/fkEcE+P/15TqUwyNuNxVCfr7NvaQ41RFLSnQLO1Wyz\ngmpm56SmNKp8uA9/dFCLn2MbhiEuV9LVefrJ4mqz4ofGDvG+k1PCF4pDvJyCvfpj8qFJkb6x\nQW5ZpbVt4vZgDzs7CzUPrQDoJ3Saazdr1qxZs2ZVVVVVVlYihJydnR0cjD9CDYD+Jr+kYvMX\nP9/OyJHLcVdH2y2vvzglPorY9e6OfYpoAyHU3t7x8fcHY8IDhwZ6d+stEuMix8aEJd/MUJTQ\nTKifbFjSJ+3viuY4Q46jwmrmjVwztblBEUIeduL44OYRfjy6ifFHg3aLrYXp1Nj+3mFgyqTF\nBPZk6i8ABtaNyf2Ojo6Ojo7p6emUXmdZBmDwaWzhLViztbbhyTC68qq6V9754uBXm+OGD5HL\n8dNXbnU+5O/Lt7obcGAY9uOHa/YeOX/m6t0WnjDYx231ohn+ni598AE60fropLrZ5HqO2Y08\ns0a+mkcnFqz2kYG80YEt9hZalmvph6EGAKDPdTt0iIyM/P7771esWKGP1gAwcP3851lFtKGw\n7fuDccOHSNvbJVI1Uy/4wiepJuoaW77Zf+J+dgGDThsVGfLq/EQNb0SlUlYsmLJiwZS+arkK\nrXGGUEy+mc+5kWdWWM3ovBdDHQwsl4U9cKbVzhg+kdb1OH+IMwB4pkBfBejXrty8v333waz8\nEktz08SEmP+seN6c00+fUheUVnZVSKeZuDvbl3JrVPYGeLsihGrqmyYueaex5Un6hNsP8y6l\n3d/z/mt6bq8amkMNmRzLLGVfyzXLKGZ3zkGOEKJhFSzsARN/RMLECKHGFpRyN2fiCNVMWUSc\n0d6ubvIrAGDwgoAD9F+X0+4teON94nV1XePeP/5+mFt48qdP+ucyWuamLDWF/4RH777+wtJN\nnyvv8vVwXjA1ASH0wc4DimiDkJFTdPjMtXXL5uqtsU/R2qVRVMO4kWd2K5+jNmGXBbt9ZACv\npPAkr7UEIYSUQpHSyjrlmtClAcCzDAIO0H+989lulZL0zLwjZ1LmTxtrlPZoNmvCyAOnklUK\nkyaOIl5MHBWx56O123/8v8KyKjrNZMLIYVtWvUCnmSCEbmWo+b5PzyrQd4O1xhn1rdQbeWZp\neWbVzWoyfJhQ5JHe/JGBrYEuQhKGvilt7pzhkkTCEMQZAACEUA8Cjrt378KCbcAABG2ikorq\nzuWP8or6Z8AREx701ivzP91zWFEyenjoxuX/9lIkxkclxkeJxBKaiQnxTUzA1K3Xqlyhb2kf\noiEh33lseiPP7HGVmtmtJAz5ObWNDGgZ7sNXnnXi7Wpf26iaetjTy5tpZr3xi99yirhmbOaY\nqOCXZsRTKUbooMoq4n554HxmQQWNRh01xHft8xPtLDmGbwYAzzLtAUdUVNSiRYvmz59vZWWF\nEIqIgLWPgSGYUChkEknWKVEuk04zSnt0sXpx0sS4yKu3M9vE4iEB3vFRahb6YnRqf+ywoGPn\nr6sURgb79G3btMYZ7TIso4Sdlmf2sET9EA1HS+kI/9ZY/1ZrjprhF2OjQ/JLKhta+AihjJJG\nhFCwj2tCZPCU17YRubMQQrcfFaRl5O/9YKXaGEt/HpfXvPDuHrG0HSEkEElOpN6/n192bPsb\nbEb//b8EwOCjPeBoaGh4/fXX165dm5iYuGjRoqlTp5qYGDqDMngGmZhQx8QOu3jtrkr5xLgo\no7RHR34eLn4e3Zuk+u6q56+nZ9UpdQ8MD/V7bvLIvmqS1iwajyuZN/LM7hSYtknU9D1wmLIo\nn9aRgTxPjcu30qjUr9578+fjyXezCuOt7WOG+C2aHrfonZ2KaIOQmp7zV8q96QkG/bvl0/1n\nxE/PEiqvadz317XX544zZDMAeMZpDziKiooePHhw9OjRo0ePzp4928LCYt68eYsWLYqJiTFA\n+8CzbPs7q6Ys2VhZU68o2fDKgohQfyM2SR9sLM2Sf/1s14FT93MKaVRqfNSQJbMnNDerWa20\nW7R2aZTX027mm6XlcdQmIKdS8HBP/gj/1iHuQjKp05MVJcpDNF5fMFnxWiaT389Rs6jbnaxC\nAwccOcVVnQuzitTMKupKfQv//y7dK6tptLfkTBs1xMfFtu9aB8CzQqcxHEOHDh06dOjWrVuz\ns7OJyOOHH37w9vZ+8cUXFy9e7OoKSe6AXjjYWl0/suvAiQtZ+cWW5pzJCTHDhwzO4YcWZuzN\nry3sk1PpMhT05mOztDxOZaOaBwokDPk7C2MDeBFePCZNy/osWkaDYgjDMNRpGAjJsM9TEEJ0\nGgV1WsidQdO1p/ZhAXf5tt+Eoie52H87d/u9pVNnxoX1YQsBeBZ0b9BoUFBQUFDQ6tWrd+zY\n8cknn7z33nv/+9//ZsyY8fHHH/v7D7a/O0F/wGTQly/o9oIjzyCtcQZPRLmdb3rzsVlhNaPz\nUFCEkKu1ODaAF+3XasnWsmK1jrNOyCRSVKhPWka+SnnsUD9dDu9DYyIDD5y9qVI4bnigLsfK\ncfyt744pog2EkLS9Y+svZ2JCPGHYKQDd0o2AQyQSnTp16vfffz9//nxHR0dCQsKSJUuEQuHn\nn38eHh5+8uTJ8ePH66+hABjX1TsPH+WXmLKYcVFD3Jzs1Nbh1tRn5hWzGPShQd4ctpq0HH1O\na5zRJiGnF7JvPTbLrmB1GoCLEELWnPYYP94I/1Znqy5XUyP0YHbrh6/Pn7nmM0VCVYRQ4qih\nE2MN3TewbuHE9JyS/LJ/E69NHz10ykg1Q3o7K+TWVdSqPt4SSaQ3HxVDJwcA3aI94JDL5cnJ\nyQcOHDh27Bifz/f09Ny8efPixYsVk2MXLVo0ffr0NWvW5OTk6Lm1ABiBWCJdtGHb9buPiE2a\nCfW/q19aMmeSch0cx//3za/7jp5vb+9ACJlz2B9vWDpjfKyemqQ1zpB2kO4Xs2/lczJL1U85\nMWXIonx5MX6tPg4izY84epNFw93J5vzuLXuOXMwurOCwmONiQudMiO7x2XqMxaAd/ez1Y5fv\nPSyooFEpo4b6JkTo+qEkUqK/B38qoxlCYnW56gEAGmgPOJydnaurq1ks1uzZs5csWRIXF6cy\npY3BYKxbt27WrFl6ayQAxvTxrgOKaAMhJJG2f/DN/vAgnyEBXorCfUfP/3j4tGKzhSdY99H3\nPu7OgT59mbRGl6mtWWXsW48594vYahdupVPlw7z4Mf68EDchCdM0FBT1UcIuOyuzd1+d0/vz\n9BKFTJ47fvjc8cO7e6CXkw2dRhVLVMOLkH65Wj0A/Zn2gMPT0/PDDz+cO3euqalpV3VCQkJ2\n71ZNCgmAnrTw+I9LKp1c3KwszAzwdn+eSVEpkUjbj52/phxw/PLnOZU6Yon095OXPt6wtPcN\n0BpnyORYdgXr9mNOeiFb7dRWKhkPcRPE+PHCvQQmlN4NBX3GMOkm6xeM/2jfGeXCpPihQZ6O\nxmoSAAOU9oDj+nXVlESdOTs7v/TSS33RHgA04QvbNn+258/TV3AcR+j7xISYT99ZaWNprr93\nlMnlPEFb5/Lm1qemPdTUq5nFWl3X2Ju31hpnyOUor5J1+zHnToEKfQESAAAgAElEQVSpQKwm\nziCRUKCzMMaPF+HNZ9Jkms/W3+KMNrEkq5ArlrQHeDrZWHT5144BLJgQacZm7DudVlzVYG/J\nSUoIXzTZCA+GABjoYC0VMJBs/Oi7E+evKTbPXLnJF7b98d0H+ksETiaRPFwcistVEzn4uD/V\no+7sYJNfXKFSx9WxJ9kaiDiDz+d31acol6P8KuadAs6dAlNem5pbGMOQj4Mo2rc1ypfPYfbN\nlBMDO5/28L+7jjS1ChBCVAp5+eyxa1+YrPUoPcEwbEpsyJTYEGM1AIDBAQIOMGCUcmuUow3C\ntTsP0x/l6TU/x6YVC1555wvlEkc76xdnTVAuWfn89Dc//E65hMWgL0p6qo5m2vszcPS48kmc\n0aouzkAIediJon35Ub48K1MtQxr7Z5xByC+t3vDFAcWozPYO2a4/LjjamM+bCMkGARjA9Bhw\nlJSUrFu3LjU1lUwmjxs3bseOHfb29ip1/P398/P/naY/ZMiQjIwM/TUJDGhllTVqy0srqvUa\ncEwdE7Njy6pt3x8gso/HDgv+aMMyxbrzhOcS46rrGr/ed0wskSKEHGytPtv0iper9sf8usQZ\nBVXM2wWcuwWmLUL1N6yrtTjKjx/ty7M1k6qtoNCf4wyFQ2dvdJ4D8svJVAg4ABjQ9BVwyGSy\nSZMm+fr6pqWliUSil19+edGiRRcuXFCpxuPxvvjii6SkJGITVmkByipr6u8+zJXJ5eHBfh4u\nDtZdDBG1sdLjGA7CvKkJCTFDj51LbRNLQ/09vd3UzFBYvThp8ZyJ2QVlTDotwNvVhKomX7iC\n1jgDx7GcCmZ6IeduYZdxhpOVZLgPL9qX52g5GOIMhZrG1s6FVfXNhm8JAKAP6SvgqKiocHZ2\n3rVrl4uLC0Lo7bffXrBggVgsptPpytV4PJ6Hh4e7u7uemgEGrm/3Hdm++5BEKkUIUamUVxfO\n2PLGS8NC/O49eipzpZeb04hhwfpuzN+Xb67bukvQ9iSB1ZAAr4NfbbEwUx1jwWGzYoZqyl+p\nQ38GllvBvF1gml7A5ovVhyyOlpJoX/5wH56TtlRdaKCFGoI28Z6jyY8KyjvvcrKxNHx7AAB9\nSF8Bh7u7e3JysmITwzAMw0ikpxIDyGQyoVDI4UB6YKAq+ca9rd/uV2y2t3fs3H/Uz9P1+48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lEjGJhMk7JeCkkLHO7SkuVp2p0V01LfTH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\nAIDhCBwAAMBwBA4AAGA4AgcAADDcfwAZqLPFIP+VAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g3 + theme_linedraw()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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QI2Wiu8MxKf3b6vxjwpsNDkqk5n7NBb2qh3D9/fcrlLSPSXEAJ5hopxydvV7CAa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p0hJnZpTplWMDjlKNDLs3EEKoaGDAMT2S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\n/SdaOwc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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g3 + theme_dark()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Facets" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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s2aNe7FRYsWLViwoLS0ND8/372Spmmv/KwOh8Nzz5cuXeq+q0EQREdHR+BCxWKx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KF3fffffdd9/dC6VRiqK2b99eV1eXn59v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KAo6qWXXlq6dKlIJEII0ZM1NTVRFEV/9vT0\nHDNmjK+v76uvvrp582Ycx9944w2ZTDZmzBg7hYQ7HAAAAED/5uPjs3PnzpKSkhkzZsTExAwd\nOvTVV199/PHHMzMzLV5V/fnnn5uaml599dVwM9nZ2Qihd999d+TIkePGjaNfcnn77bfpWehp\n1qxZo1ar6c+7d+/29PQ8fvz4zZs3IyIiwsLCCgsLv//+e6lUaqeQGEVR7tsFAAAAAAAI7nAA\nAAAAgAEQcAAAAADA7SDgAAAAAIDbQcABAAAAALeDgAMAAAAAbgcBBwAAAADcDgIOAAAAALgd\nBBwAAAAAcDsIOAAAAADgdhBwAAAAAMDtIOAAAAAAgNv9P+zYnSDUovhwAAAAAElFTkSuQmCC\n", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g3 + facet_wrap(facets='g', nrow = 2)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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BHKM0kARUvstnrkfA6BprY3Fy0hhSHYVmCrCCv6v3DkBRwWi8X9o0Kh6DyzWxRF\nORwOq9Xq/yokSSqVSpfLJXZbUqnUarU6nU7/V5FIJDKZzG63i92WQqEQuwpJkhKJxGaz2e12\n/9eiaZqmaf+3VdjgOtFI25zOikpbDEMu7GcdGecQvlWpVF2taLfbHY72JWmaZhhGbH5ylSti\nc0Ymk1EUFUB+ii0kBEGoVKoAiha349zzp1vcLZ3T6QxB0SIIgkuhzWZzn+9jd3tkglQqlclk\nDocjBKmlKIphmAAOBJIkAzgnBFC0uHtHsWsFVrQCywqFQtG5aPmu0XRfmCAIpVIZQOEM7Bwr\nl8tDU7S4c6zdbvc4EHzjCmQA5wSuaImNHgIoxkqlkmVZj7UoilIqlV1uRdQGEArAmWb6cB1t\nazsb6O3EB+ekl4xY9hBC6AqCJ30UdD+fvugxx8ESuysl4UgLQgih8MCAAwVdq91LM6IGK5Y9\nhBC6gkReGw7UyzWY2eO1Tr0VUtXE6CSSJgkZzRodnjGHhhHRpBwhhFCkw4AD9aTDVc5/n7QL\nzTWSlcSi5IpBGqre4lmfMSlFRHs0hFDvVFpampWVFe5UoJAKeKdjtTbqMQ1mdp1btAEA1a3s\n/gpXH5VrqM5JttVxSEh2YT9btkZEk3KEEEKRDms4UI85Xuu0dowiMh2XKo1gcVB5sY7+aqeB\nlSb1YxKgRUXj8xSEEIo8v2WQCqzhQD3G3EV/EDYnCwAKmu0bQ4xJptRMgP1HIYR6FRwgCYmC\nAQfqMSlKL2+j0CSoJKL7+UYI9X4sC3obFDcTRmyRhfyAj1RQjxmRRPXXOkqa+QqMTMclABiZ\nRJEYbyAUdcqNxNdlRJOVKK8kKQKmZLB/GhvuNKEg+411WljDgXoMRcADoyUT0iiaJABARsOY\nFGpwHJaxKwjWsV8hTA7438GLTVb+ZsLJwu5L8L/T5vCmCvVyWMOBelKMhLh3GHN3HpjsUF/R\nYXDLT/f3GT3AlJsbrqQhhHrMLzVEa6fHKFuLrXP6iRgLGl1pMOBAPY8ioL6iw53uuSr192cS\nvz8DX/wCS2YzeX1FDGKEEOptGqxeHpRaHazexuKYBdHqt9dfYnU3CoVvf03mJi5UggzfUolS\n+DzlyiFrvtB5JkOCmuk8GyEeBhyo53lceGpaZGfKtdx0fjYMShcxnDpCqBfqq2YllOedw7VZ\nUobCJuLRqUduJzDgQEG3+2Syq+3U9LupYU0KQqgnyGi4OhXkbs/kRyXCXcPl4eZid0MAACAA\nSURBVEsRigDYhgMFl8HC/Fwcx02nxFqvypM2NYY3RSgo8HnKlYPb18kKdl4WW2cGOsGVroJM\nDSWlCAt2yIG6hgEH6mEeF569pxMdTr4ibfqIepJIC0eiEEI9jyYhRQlZSdgqK8r11O1E0AOO\nJUuWVFRUCB+zsrJee+01j2VMJtM777xz4MABABg/fvx9990nk+G7Vb1Uq8355amWojoLTVGD\n4pl5uVo50+WDOZuD/KEwkZtWy+xX5bQAYMCBEEJXoqAHHCaT6Z577pkwYQK/PdrLFteuXVtR\nUfHSSy9RFPXKK6+88847y5YtC3bCUABaba4/f1VR38q3+iyshkOXWp+flSaj+ZjDIxA+UBxv\ntPB7fPKQWobCMduiEz5PuXLgvkYBC3qjUbPZnJSUlNhGp9N5LGAwGH744YfFixdnZmampaUt\nXrx4z549ra2twU4YCsDGE41CtMGp0tu/ONnMTbMAVQbXmXpnSZPL7GBZlth9in8bVkK7Jg+p\nDXVyEUII/TYeIWZxtVp4Si5WcGs4XC6XxWJRKBQ+ljl37hwADB48mPuYnZ3tcrmKiopGjRoV\n1LShABTWWrqaaXGwrx6yWOr4NmM0BTo2qbZFyn2ckF2vkjkA8CX9KIS3vFcO3NdXOIOZeePr\nQTLGecME++I5oBLZ9iG4AYfJZAKAnTt3vvbaayaTKScn57777ktOTnZfpr6+XqVSMQx/KWIY\nRqVS1dfXCwuUlJQ0NDTwyaXp/v37e2yFIAhhdT+RJElRlKi1CIIIbFvcKiQpIiTkHjyJTWFg\nyaMoCrp41NUZSXh5yZ4kCIZhPjjZaqkrE2Y6nLCnMLktVez1w+ooiuLykGEYlvW3lZmwFr8t\nkuR+QWx+kiQZQGZy2xK1Fpfg0BQtkiRpmia87ZSucDs6sNzoahWuCAmExYSi5f/u9kgY9wuh\nORC4EuXxX7pFUVQAmSkUY7HbCmAt+A1Fq6s0eOB+nPuqc274PlTdF+ZKcsCFU9Q5ISxFS9SK\nAZxJwK1o+X/Qgc9iXFJS4r7Td59KsTtJu5P88DumTyp7w1WeKfS9F4IbcNjt9szMzJiYmGef\nfdZms7399tsrVqx444033Iuy3W73SDFN0zZbe9fX69at++abb7jp2NjYb7/9tvOGNBpNcP6B\nJ4ZhAtiWSqUKYFsymSyAxrOBZYVSqfRnsVF9Yy82VnvMHN03VqWO+bm8OcVtpt6gMRjU3PSY\nAYbMJBKAf0c/JibG/4QpFIrO57jA8lMiCaTP5cDyUy4X3SEBTdMhK1pSqVQqlYpdq6vkefxZ\nj8V8V3B6oGm6c9aF8kAILD8D21ZgawWQFRRFBbAtr5cfrwXb/cclEonHgWa3+3pTtnPCIvdA\n8M3Pc2yPbEvUOVbgNSvc97jJSu47m8BNx8XA7AKCJAmPFLpcvhrqBTfgiI2NffPNN4WPDz74\n4NKlSwsLC/Py8oSZDMN4lEi73e7+zydNmpSUlMRNy+Vys7nDgITc4WexeKnq94FhGJfL5XQ6\n/V+FIAiZTOZ0Ot2DIX9IpVKbzSY23pRIJHa73eEQ1ymnTCYLICtomrZarb4LCueW4bqfS5qq\nWqzCnIxY6fy82CajOcV22X3Jyqr2t1FmjKjldjEXaHrsQfB5efbIbVGpFXAVWr5PfJ1JpVKS\nJDun1jfuhl5U0QIAuVzucrmsVmv3i7qRSCQOh0NsVkilUofDITY3uipaxcXFHnOEHKNpmmEY\nm83mkRs+drfT6XQv8732QBBwNQEBnBMCK1oAIDYrerBodd7XHO6PdFW0fN+mu2dC6M+xPXgg\n+NDVgeAbQRASiSSAHUdRlMViEZsbBEF4LVru+bPjaKLJyldg3HaNnaFplvVy8fVxgIe0H46U\nlBQAaG5udp+ZkJBgNBptNhsXF1ssFqPRmJiYKCwwbdq0adOmCR/dn7ZAW1AmtpGpUql0OByi\n9iVJktzBIHZbNE2bzWZRRY27S7DZbGJPSVKpVGzyFAoFTdMWi8XPA++5GSnbzjSfq7ORFJkd\nz8zO0TqsZhZARoOlrbiazYrmFr51cHaqPkXTxOU0V9tmMpk8DgYfBdRqtbofBiqViqZpk8kk\nKj8ZhgkgZxiGIQgigPzkmi75vwpBEHK5PICiRVGU2WwWdQXissJut4vdVlcZ2PkgEhaTy+UM\nw1gsFo/rh++Aw73MS6XSkB0ISqVS1IHA4apkAjgnkCQpdi0u38RmBRdwiN0WSZKds6KrEyb3\n4zRNcwGHx7Z8V8m4LywEHKE8x3LP/f0X2DnW64HgG0VRFEUFcE7g1hIVcMhkMpIkO2eFe5Md\nm4P89td4blohdUwdoQfQdS5aFEWFLeCoqak5dOjQrFmzuFrxsrIyAPBowzF48GCSJAsLC4cP\nHw4Ap06doml60KBBQU0YCpicIW8ZrqNpWqFQ6PV6biYBMCKJPlDBX/kqqtKhrbRfn+f5CAYh\nhFBk+fFsgsHMBwzX5tbKA3pCHdzXYimKWr9+/TvvvFNdXX3+/Pm33norJydnwIABAPD8888/\n/fTTAKBQKKZOnfr+++9fvHixtLT0gw8+mD59egCPwFEYlZaWZsdR+am0hAKrTdrQwD/nS9OZ\nhqS3hDdtKHjwnYUrB+7rK437Hnc4iV0n+ZoCGeOaklsT2G8Gt4YjPj7+mWee2bBhw7Jly+Ry\n+ciRIxcvXty5Uf0f/vCHd99996mnngKAyZMnL168OKipQkGSG08NiaM+2Z/Bsvwuvn5YtZhX\nKBBCkeSro2kGC31XDJUWJ67REoosh0rim1r5Ko3EpLqfa51kIlwdJ/p3gt6GIy8v76WXXuo8\nf/ny5cK0VCp94IEHHnjggWAnBgWDeyBsttGHz/Ptb2KVtvx+OFAbQtHJaqe+O51kslL7CmHm\nGMsjN4lrSokiBcsSO47z1RskwSal1dSYiNdPUJTMVpAmLoTA4elRT9pzOtFi5wvV9cOqKRJH\ndYpaWMd+5fC6r38sijdZKQBwsZAcizUcUcV9jx+5EFur51v+JibXSyV8U+L3jpudIgerwIAD\n9Ribg9x7hn+BWSl1TBhUF970IISChGWJPafbeiuQsDPGYPVGdGJZ+OYE38USQbDp6e2tNwxW\ntsooLtDEgAP9Ju6B8E9FCcJQbdfk1koZHKrtCtJglH78U+apammZHpxYsRVFvFZvHLsY22Dg\ne0uaNtqiluMujx7ue/zkZW1FI993X0JCk0zW4dVoCSWujV5I++FAUczpah+qTcq4Jg/x0ow5\nOzs7tIlCweJxEbK7YMOBxKKLSfvOJsoP2YaObL1/tGsAvmoWvYR3FgiCXXAVVm9ErW+Op3IT\nBEB6Roc+DtJjqEQl2SSmkzas4UCBc7/qHC6JazDwzZgnDq5TycT1h4gi2v5y6nx5AgAAS9j1\nTI3NtfYEWPGxfpQ6X60ureU76h6V1YQNOKLV2YoYYUf3S21SKNo7nZNR8OAYEaMWcLCGA/UA\nFws7TvB3PDTFXjfUS2dfWVlZoU0UChaP6g2rEw4Wxzsd/JA36gwzEFBrhmM1zusCGdIB9SJe\nn6cI1RsAcN3QaoDEzsugCLX3WHG10QkASSpqe1v1BgAsHFslV7KlejA7QCuFKcOc/WIpUeMA\nAAYcKGBFRUXC9K9lsdXNfAX62AENsUpxQyGgiGa0E1WVfPtBinKqUvkK9gYzPtePQrUtspOX\ntNz0gGRjVqK4vrdRr8Wy8MYBfX0lX41x8IK2uIofgDM3vSUzvhUAEtqek2pFj3kHgAEH+i1Y\nFi612BvNri1H+esNScD0YVWdl8TqjShWXB5rsfKnn6SkeqJtdN94BXb6FoV2nUx2tUWSU/O8\nHOwoQu2+YK6vvCh8rKzuK0zPGNEzOxoDDhSIkpISoJivilprWx16g666kQ+ER/RtTNR4tiDD\naCOadK5j/+FMWwU7waak1tRBKgAkKWB4AjYRi2yd97XBwhwo5juYTNRY8jKbO62EejuWhRMV\nxkuNFrWMHpGuilXwYcDRyvaa6dbWmBY9PwDnoBTDgGRDj2waAw4UoP2lhtpWBwBUVrfHEwXZ\nFeFLEQqDkhqV0KwsPo5/ay5DBffkgozGGo5os/d0ot3Jx5FTh1aTuIcjTavN+eKOS+dq+YFh\nZQx5/8S0a4bIAEBhKje2LVbhVr0xc2RlT20dAw4UoHN1FgAwtmoMxlhujiamwQLNAB1Go8bq\njejm3n7w1rE12hjo0xfSVYCXokhXUlLiMcdqJ78/w7cPVcvsBYMaQp4o9Fv9e3+VEG0AgMXu\nWruvIiddk6qV6+RUrdEJACazqlnPj0Qfr9EPTtX31NaxzhOJVlpa6mTB4WKhY/VGSlKpDbt8\nilIOJ/tLuXnrz4WlTXZH2zP82hbpr2V8uNk/yTg01Ziugkw1RhvR6aeihFZrW89+Q2sZCnv2\nizA2J3ug1DN6sDpcP51vAoDhyRKuVrKyqi+0nchvGN2TbfKwhgMFgiJALaVqmhUtBj4QVqua\n1apmrRyrN6JQtcHx5DfnKpqtWaQZABQScuoAZbyS3n2qvf3g9cO8vAuNooaLJb47xbcNlzKu\nyTm14U0PCoDZ5hTuFtzpLY7i4mIFQ8wapPjuHNXUnMDNT4trze/XY9UbgDUcSCyuHZmTBRfL\nVlZnCYFwSlKpgiEHxUuEJTHaiA4sC2/ub6hotmaR/DXGZHN9V9LaYqYOFPPhZqLGmpfZFL40\noh527tw5jzlHLugajPy7SBMG1Smk2LNf5FHLKJWU6jw/XcvfKGpkZFNDFgt8FeXcUT38yiEG\nHCgQRXXW+hZZc1sgrJAbNOp6kmAZrEyPOpda7Beb7B4zjVbX9uPxNgd/Ark2F9sPRrlvf+Ub\n61Ck9579UO9HEsQtozx7aUuPlWZQ/N1CbYv0yAX+5ZTUWHPnu4jfeBuJAQcSQXhNrtHkrKpt\nD4RTky8AgNHqcrbV12H1RtQwWLx0XO1iySPn+SuQQuooGFgf2kShIOr8Nuzpcs3lBr4f6/x+\njXFq7NkvUk0fortjbJJCwtdzjEhXPXl9H7ptDLbtx9NcLD89e1RFj99FYBsOFAiLTd7YyF9v\n5DJjbEwtAFAkQRJ4nxttktU0AAjPUzj1jamtVv7xGY4MHPV2nhCGasPGOpGNAJibFz9naHx9\nq10loeQSsrS0lGEYAKjVyw6fb6/eGNG3h6s3AGs4kP/c73suXO7TXr2RVMpN9tMxXLyB1RvR\nJF5JT+6ndJ/DAtHQ0JebZijX5CHYfjCaldYqz1Xxg+Lkprek6Uy+l0e9H0FAgoqRSzoEAF8f\nSxGqN2aOqPSo3uiRs3rk1XAQ3u6hvc7s9ndErSUsHLJtiV3Lfd1gbEtYoNEoOXGRby0ok5p0\n2hoAiFNQBRlygiC6LZdis8J9+cByhmjj/yru2xK1FkRC0RK7rSlxzcftqpOVrSzLAgFyZ6rR\n3FbBPqBBb7canUS8nJBQHXIs4J3l58wAfqfHV+zlRctji/4oLS312HE7f20fwWv68KrOP+Xx\ndwLe3b/xvBfKtcSuEsCKAReSwDZUp5ceOs/3IZsSaxndv8njR7r6TT8X40RewKHRaNw/kiTZ\neWa3SJJkWVYmk3W/aEcMw4jdFkVRarWaZUV0UMHtM5lMJpFIul3YHUmSAWQFACiVSt8pLCoq\nksv5cXt2HUhxOPlSNSmvKitFmaBi+sfLuOcpPhJAURQAxMSIGEJULpdzKXRPbQD5SRBEADkT\n2FoAIJWKHtqIpukAihZFUQEULalUylWi+ilGpZgyiLyqX4ze4lBJqRc38TElAWBTXN590QEA\nEpq4KlOenSAR/gWXFQqFQig53WIYxj3ruNTK5XKx+RnwgaBSqcTmZwDb4g6EwFIo9pzAbc7/\nbXE7i/tfAFDZKP21rG2othTTsH5OAM+9yf04t7MkEglNd7is+B5QtHPCAjsQAjvHij0QIJjn\n2M4pDLho+X+O5U7sBEFsP5YsVG/cMLZeqeiwl7Ozs/1Moe//GHkBR3Nzh977dTpd55ndUiqV\nDofDarX6vwpJkjqdzm636/Xi3kvWaDRGo9Hp9NLyrisSiSQmJsZsNpvNZlHb0ul0YrNCoVAo\nFAqj0Wi3e76J4M5k4utRm02SfWf4vp7i1dYbhjeRBA3AWsxmAMjKyvKRAI1GwzBMS0uLR6GM\nj4/3sV2Ho/0FPJVKJZPJ9Hq9qPzkLmNGo7H7Rd1otVqKogLIT5fLZbF4DijjA0EQcXFxDoej\npaVF1LZiYmI88qdbXMRstVpbW0UM8mkymZRKpdVilgIUlknPV/PVG7rYBomEL6I2B/tDqUlG\n2JKS+ByTy+VKpbK1tdVm69DG0Mfuttvt7mVeKpWq1erQHAhKpVIul3d7IHigaVoulxsM4kaa\n4A4EsSnkQgGxWREfH+90Ov3fFneky2Qyu93udDq3HEpq72plaIVwHnDH/ThN01qt1mazeRxo\nvm+c3BPGHQihPMdaLBav/8iHgM+xnQ8E3yiKUqlUAZwTJBJJ53NsV7i/X2NU/HiGjxuU8lat\n6rLJ1B4bdHVWj4uLc7lcHl9RFBUbG9vV5rANB+qee+uNHceT7W3VGzNHVpEEdi0a5TzeWfj2\n1xRhOiW1w9A5ThaKGrD1aATz2NdNrZLDJXw1e7LWPBSHaosu3O52sex7e3RC9UZSwoXd5w1l\nzSLCbv9FXg0HCiO9mfmpiO97I05tH9u/w8uQ2FY0WtUYHDU1zSaLjXSpT13mK9i1Gr1a5Xln\n32rHADR6fPtrsvDwdMbwKuxqJSodvUxV1PJvIcmkrXHaagA4eMmcqWWInj6rY8CBuuF+07Pz\nRIowVuSc0bU0hVeXKFdaWnrokulkFV+NX1o+UKhgH9zXyxiSKglelCKVR/WGwUz/eJa/u5BJ\nLU5ppdUhkeIIwNFC2N3fn05j26o3UpIuAMECgNHqtDnYwQP79exG8ZEK8pfezPxQyJ+AYpW2\nq3I6vKWN1RtRqbzFLkQbdrussZl/npIaa548yPPpMkXA4DgvHSejSLT5cLxwd5GUWFZUZ/32\nvMklptkj6v3q9NKSyrYhcqSmeC3fyQpBEHQQogMMOJAvHao3fm2v3pg+oppxq97AaCNaXWxs\nb1hdXd+XZfkCMG14dV8NOTqFotpOITIarsqg4+R4BxyRPKo3zDbyQDHfBzbN2BLiKgGgrtV5\noRGHUIkGwu7++niqUL2RmlQCbW3yMjT0gP49XL0B+EgF+clgZva1VW9oFbarBzdg4Yl6paWl\ndid/AnI6mfrGDG5awlhGZzUAQG48NSCWbDSzFEnoZEG5JUJhseO4zuHgD/CUxEskwbcFbjA5\nB8SJe48U9Vq1LdKDxXyjYJm0VajeUEvJCX0VwdginiFQlzq8nHIiWRipa/rwKppqfxkBqzei\nmE7BPyKpbch0uvjp/mmXhOY7UopIUZGJCj7awMIQBWwO8ruT/N0FTTkS49vfReocU+Iejzju\n1RvCyykpiSUsV73Bwph0We6g/sHYNAYcqHt6M7PvLF+/qlXYJg7GkbqiH3dWGpIkV8tIl4uq\naejDzacp+4LR3keix2tPhPJ4nrKvMMFg5qs3khIvU2T7Y5RMbYfqDdzjkatWLxO6FpXLjLrY\nKmBdLOtiwVVkTwjSRjHgQN55vJzSXr0xAqs3riAMRcwarHFZ+zgcfN9NV2VXZ8TieSNq2Z3E\nrpPCSPTOpITLwlejUqUJSmwUHNmEE/v2o27VG0klBLS3ybPYg9WbDj6GR91oMbW/nKJV2q7K\nrgtvelAIuIebcoa6XNOXm5YyrjmjvNdvYegZoTyqNw6ci2828cHllNzaIX2pBhPIaSIzlk5U\ndrhe4B6PXNXN8kMl/MCwcpkxVtM+AnCpM2F0rOju8/2EAQfyomPrjfaXU2YMr8KXU640h0vi\nGgz8CWji4DqVzMt7ClgSooPTRew4wb/5zFCuacNqYuTerz24xyORcGL/6mj7yynpyeeF6o1S\nZ0Kiip6RrQ5SArBqFPnSYmKEzn9ilbYJbtUbXofzQVHGxYJwBaIp9rqh1b6XR5HFo3rj4Pm4\nBiM/Tt7VOQ0x8qD0b43Cq6pJfrSUr95I05lvG2dKUktIkpBQZEEfxfLrkuRMsAIDrOFAntzP\nQV8fTxWqN2aOqGSwa9ErgHsBOH4xtrqZH1R5bP/6WKWX0afwZjc6sCyx43h7cDl9eJfBJe7x\niLblSJrQX/Dc0eWpaqbPMAULkJGeHuxNYw0H6lKjUbJfGDlFZR0/qP3hff/+QXlpCvU2QvUG\nSYKPKxCKAodKdLV6PricOLgpVuW9egOjjQjF3UhcqleeKONHc+2T0DqsbUA+kghFl30YcKAO\n3O9utx9LFQaGnTWyEkdOuRK4F4DT5ZpL9UpueswAfaLG0nl5vPxELvd97WJhZ1twSZHs7NHY\nNjw6bTmSJnRPP3dUhRBmDBw4MARbx4ADeddglB48H89NJ8RYxw1sEL7Ca8wV4pu2CnaCgLn5\nXl5OwZIQNY6W6iqb5Nz02AEN8TFenp0B7vGIxQWXF2pVpy9ruDn9koy5GfxwSAMGDAhNMrAN\nB2rnfsez9ZdUYWTq2SMrKBKrN6JfaWmpweJobLXLJWSTMe58Nd9YPTe9OTPB0toa3tShnuRR\nvbH9WCo3TRDsjBFVYUoUCq6tv6QJ03NHV/hYMkgw4EBeVDfLDpXwndAlay1jBzQKX+EtTrRy\nOF17zzUWVfNhxaWqQcJXM71dgbAkRKJmk333mdqKJlMyqR+YrNYqGAA4flFX1V690ZgYYwGQ\ndV4X93iE4oLL89Xqs5Ux3JwByYbBqXpuOpS7FQMOxOtQvXEkTXhLe86oCoLA6o3ot/H7E0K0\nYbLENhr4zuwHpRj6JRkBlO4L47UnEp2rNqz4stBkdQxUmsoBjl5qvi4nsV+iyr16Y+aISq/r\n4h6PUMKJffPh9pdQFowpD0tiQhdwbNq0af369a+++mq/fp6D3i5ZsqSior16Jysr67XXXgtZ\nwhAAlJSUCNPlDYpjF/m3tNN1ppFZWL0R/Rwu9nSlUfhY3ThYmJ450vsVCEUWl4v9545ik9Xh\nPmdvUV29Pq2ika/eyO/XmOStaTCKaCzL7j6tuFCj4j4OzWjpl8Qf7CE+pYco4KisrNy6dWtX\n35pMpnvuuWfChAl8mmisdwmnDs2Y8yvIULwthcLgXJV+f3F9s8meGacYPzBBGInebNXoW/nm\nogmaFqHqVYBxZyQqazRVt3gGEzYH+9XR9uqNWV0El7jHI1RpaanDxW47Vv39mUn8LAIGpZ4N\n1/siobi0syz75ptvzp8//9///rfXBcxmc1JSUmJiYggSgzorLCwUpi/UqE5e0nLTWYlG4S1t\nwJNOdPnil/IP9l0QPh4/c44mJQ4XCwC1jdnCQE5jB14MR+pQz7O1jcg1UGkSZupb0+sN/I1v\nfr/GZC2++RxtDpQ0nq1MtFj5s7pGUV7ScGloc3KKVhb6PRuKMGfHjh1Op3Pq1Klev3W5XBaL\nRaFQhCAlqFtfujVjnpff4TlXOJKDguJinfGj/Rfd55htTgnJAoDFpm428GVAKWu5bojnFQhL\nQoRK18lpqkN1JQtETeNQbtpH9QaKUFzrjeJac3VjLj+LYJPjTgPA+brWsBzIQa/haGho+PDD\nD1etWkV00ZGZyWQCgJ07d7722msmkyknJ+e+++5LTk4WFnjllVe+//57blqj0axbt859dZIk\nASA2NlZUqkiSZFk2gCiHYZgAtqXRaFhWRLtLLq/kcrlM5qWtuO9tiU1eUVERQRAymYxl2VOX\nVOeq+GbMQzJaRw1wAPBZ5PGzBEEQBBFAVgCAVqv1fxWlUsmt5f4LAeQnQRAMw/i/CretwP4j\ny7JyuVzUWgBA03QA24qJiQmgaB0pbbQ720egHqiyAIDRZMnpk7DzWDYL/KG6oKA+TqsSVlQo\nFIMHD+70k91sS6VS+Z9ChmHcy3woDwSuaKnV6gCKVmDbCmwtsVkBABRFxcbGxgL84Zrs3T8f\nFea3tGZY7HyvDOOz9f1SSeF4JwiCoiiWZf3f49zOkkqlHgea0+n0sVbnTAjxOVYqlYrdltjk\nBXAgQE+cY2tqagCgpjHDauffb49VXZJJ9ADgZDv8C25bYrOCKyQeKfT9H0UEHI2NjZWVlVlZ\nWUqlsvul26xdu3batGmZmZmtXbzFb7fbMzMzY2Jinn32WZvN9vbbb69YseKNN94QWnKYzWaD\nwcBNUxTlfvkReJ3pG5fFAawldlvcVgLbVgBrBZY8bnLjz0nC/JvH1wpf5eTkeF0xsG2JWstj\nK0JmhixnorJo2RyuzjNZgMHJ6f8zZHAf0+Ks1w+zuv94ACkEkbnhdROh3N0BbCs0B4IgsF3A\nrXX7xIG0qfaXC/VNRqtaJrlcO6LtN+GGsfUe+5pl2SFDhgS8LYHL5aWwCbzu7pAdCF4TEIxV\nIORFq7CwkCAIh5OoaR7S9pUrWXeGm07O7Nf5l3ukQPre3X4FHF9++eUzzzxz4sQJAPj5558L\nCgqWLFkyfvz4u+66y/eK+/btu3z58hNPPOFjmdjY2DfffFP4+OCDDy5durSwsDAvL4+bs3z5\n8uXLlwsL1Nd36PFQp9MBQGNjI4ihVCodDofVavV/FZIkdTqdzWbT6z3b0Pmm0WiMRqPvMN+D\nRCKJiYkxmUxms1nUtnQ6naisKC0tlUgkEonEYrEcKtaU1vA3T8P7NKfE1AshYkNDg8eKNE0r\nFIoAsoJhmMbGRo8oOD4+vqtVjEajw9Herl6lUslksubmZlH5yTCMVCo1Go3dL+pGq9VSFNX5\nv/umUCi4p4T+r0IQRFxcnN1ub2lpEbUtrpC450+3GIbRaDRZCe11e1z1BgAoJNTOo/Gutteh\nZwwvN5nabxKUSmViYqKo3JDL5Uql0mAw2Gwduq30sbttNpt7JkilUrVaHYIDAQCUSqVcLtfr\n9Xa7iCFSaZqWy+XCHZGfuANBbNHiqs3EZkV8fLzD4WhubgaA0tLSfnHSvsCaygAAIABJREFU\nfnFpAHDwfNy+03wxGNOvPkbS6H5LKJPJ7Ha7qBTSNK3Vai0Wi8eBJpPJfFQuum+COxBCeY41\nm81cFbv/AihaCoVCoVB0PhB8oyhKpVIFcE6QSCSNjY3cHf7uU0kWK7+X42IuSBgjAKhl1OT+\navecl8lkJEmKzYq4uDiXy9XU1OSRbB+1Mt1HNFu3bl2wYIHT6Xz88ceFmS0tLb///e//+9//\n+l53//79VVVVN99887x5826//XYAePjhh1955RUfq6SkpAAAd3igoOrY1SCx9Qj/5J4kYO7o\n9re08Zl99Bk3IHFkX8+TwvCMjMMX+FAgWWselSXurIoiiIsltre9nEJ20XoDB2iMXNy53Wqn\nvj7GN04gCWdibCFFQB+d/A+zxikkVFgS1n0Nx6pVqxYuXPjxxx+TJLl69Wpu5scff6xUKv/x\nj38sXLjQx7qPPPLIQw89xE23trYuXrz4pZde8ijHNTU1hw4dmjVrFkVRAFBWVgYA7m04UAjs\nL4qraeGrN8b0b0jTibuLQpGFIODJOUP+e/BS2cXSVisRr5aO7qvbVzhQ6Mx+5ogqj9ehBw8e\nLPbGDvUq7jcYB4rjhIFhCwY1JGo863oHDRokqpYO9UIbftS0WiXcdLymiCZaC/rH5aVrkzXi\n2mr0oO4DjhMnTrzwwgudn+7ccccdc+fO9b2uRCIRprn6LolEwlWvPf/88xaLZeXKlRRFrV+/\nvry8fMGCBUajce3atTk5OSEbS+aK5X72sTmIrUf4fhdoip0zGl9OiX4yhrprYlZp2ztJDYb2\nsfoSNZYx/TvEFlgMoonTRXzd1rUoRbKzuuhaFEUorpuDWj0cK83k5lCkLUFzFgB+Lm6Ykj80\njGnrPuAgCMJrM5Dm5mZRbW67Eh8f/8wzz2zYsGHZsmVyuXzkyJGLFy8OrPkPCsy3x3VNRv4h\n69WDa+PVIpq2oMjlHnR+fTzF6eIPulkjq7Az+yjjvq/3F8XXG/h73AmD6uI6He8YX0aBLUdS\nXC7+rJ6gKaRIGwCcNcjP1xhHuT1Otdhd318w1rQ26RSSUSmSVI24V/nE6j7gGDVq1Jtvvjll\nyhT3Sg6r1fqPf/wjPz/f/y0plcotW7YIH93bgebl5b300kv+/xT6jdzPPiYrtfUXfpw2GeNy\nH6YLzztXiAaj9ECxUL1hHdO/Q1NBLAbRxOEkvz7OV2/QlGvmSM9h+XB3R7SioiKaphuNkhOl\n/F5mKHO85pywgPu9fJXevvLbymazEwCAhf9ScO+4hMn91cFLXvcBx9NPPz1z5swRI0ZwD1A+\n/PDDjz/+eOPGjbW1tTt37gxeylBobD+a2GrhGxBdl1etlotooo8il3vQ+Y1b9cbMEZUkVm9E\nl6KiImH6+8KEplb+SfeknLpYpYj3JlAvV1paynXTsvVIqsPFVxAkxp4mCScAFLfK5RIqO7k9\nnli7v46PNgCAAIcL1h2qH5IsT1AGq4Ou7t9SmTZt2pYtW1wu16pVqwBgzZo1b7zxRkJCwrZt\n26699togJQsFj/uVptkk2X2Sv7VVyx1T86qFr/BG5wrRYJAI1RsJMdaxA7B6I2pZ7OSO43xr\nLSnjmjEcqzeiUEWD9EAxX2ktZYw6VfsIBvdd018h5YOJRpPjfH2nsXWc7NFy7z1m9Qi/ApnZ\ns2fPnj27qqqqvLycIIjMzEwc9yRCuUcbALD1SJrNwQedM0dUyhgRL7KjyFVcXCxMf308VXg5\nZfaoDtUbePmJFC6WrW02sSybFKskOzaAcx8pac/pZIOFf0h/TW4NVmdGE+Hc/t+fEtm23nSS\ntL8ShBMAzrXKh6apJw9OEJa32L1VZLJgsfvques36j7gmDFjxnvvvZeenp6SksJ1ksHZtWvX\nqlWrvvvuu+AlDgVVVZP853N8IByvtl49uFb4yseVpqLFdrbGQlLksAwiTtLVUigy1BvcWm/E\nWDxab6CIcPhc1Rtbj9Q0mwAgPka+ZNbIibnpnRcz2ehdJ/nuBhRS5/Vu1ZkcjC+jQHGV8ugF\nfjgCuaQpRlXGciMxsuzpipZmk02r4M/aiWpGzpBmj/CCgL460X3n+6/7gGPHjh1eu2gsLi4+\nePBgEJKEgsWjemPz4XQhEJ4/tpKmun9y/+mxhq/ONDv4ccyrpw3WLB6b0M06qJdxv+XdfizV\n7eUUrN6IPBeqm5/9ZL/NwddN1uvNL2488JJ6ypDMeAAoLS1VqfjLz84TySYr31pral61Qtqh\ng1rc3RGtvXpjf3sXVsm6YwSwAFBslAMAy0JTq10IOGgSbh+p+/ehDj13D0+VD0sVPQ6U/3wF\nHEJJHT16tMd7qk6n02KxDB8+PHgpQz3LI9o4V6VuH4Y+yTKmf5Pw7nNXp55DZcYvT3boxXbn\n2Za+sdJrBsb0fHJR8NXqZQfbnvUmaSxjB2C/XpHnv/vOCtEGx+5wffJ94co7r3af2WJi9pzm\nR0pSy+zX5HpWb6AocKIs9nwV35G5Sl6tknfYyxRJJKg7dPk1dVCMhCa/PNVUbbCrpdRVWaqb\nh8UGtUcKXwHHd999t2/fvscee2zatGkajcb9K4IgUlJS7rvvvmCmDQULy8LnBzOEj7dNrPWn\n35PvS7wMGLH3vAEDjghSUlIijGS7/ViqMHLK7FGVBFZvRKDKBi/Vz9zMjv2spAqttaaPqJIx\nHSrScXdHNG5Hsyzx+UH+VVggoF/SKe545qo3AGBGXopK5nnFn9RPNamfimakEoYSO5ZKAHwF\nHGPHjh07duzXX3/9+uuvZ2Rk+FgS9XIe1Ru/XNCV1fND/ub1MQzJaBUGhPJx6tFbvTQpbbGI\nGDkM9R7VzfJD53XcdIrWPLoftt6ISBqll26qNaoOM2tbJD+e5R996lS2STm17t9itBHRhHP7\n1qPqWj1fvaGRl7qclWql7FgDAwAkSUwfmnz3pC53NE2FqKfN7ttw7Nq1KwTpQCFjdxJfHubb\nlBEEe3OBvx0bJ6uZ83Wer1EFu2c61INKS0u5EYsAYNvRVKEFz5zRFe4jp+AVKILMGJ116Jzn\n260zR/dzv8fY9HOi0FJn9qgKxo/WWiiyWGzE7pN8R+YE4UrUHmOB1bean543XCVn0mIVnes2\nwqL7RJjN5pdffnn37t2NjY2d+zg/depUcBKGeoxH9cbe00kNRv4GaPzA+vQ4CwDfjMj3lWbe\n0NhDZUabs/1sxVDEgjxdT6cXBYV7MbhcLztWyu+4dJ1pZN+mLlZCvd1VQ9IXTRnyvx/P2h38\nyfnGCYOuH9lX2N2X6mSHivkH4ila8/iB2M9K9BD28lfHEm0O/tGJTnVWQhkAoKiFudxgnD+m\nT9jS10n3Acfjjz++Zs2a1NTUjIwMmu4VURLyn0e00WqlvznBP+eTMq65oysA/K1My9BKHr0m\n5d8H62oMdgBIUEnuGhM3MCGI71ChIPniULKrLW6cm19hd7r0ZrtcQimlNF6BIs7vrxs6dUTf\nkxfrWJbN7ROfmRDjftR/9lOisK/n5VfgKDnRx2BhfjjLD8NIkbaEmF/Dmx4fug8gNm3a9PDD\nD7/yyis4oFoU2HYkVXg17vq8aq3S7mf1BmdYquLVBX3qW+0kSfdJ0hj0+iCmFfUc9ytQaY3s\n+EW+nW9mfKveUrJuXwt3TZLpUpbGWZNiwjZ6NQpMWpwqLU7VeX5RZcyvF/nWWlmJxuF9OlRl\nYXAZ0YSDevvRVJudP6vHqU9RpBUAiloYABiaEdvV6mHRfcDR0tIyf/58jDYikUf1Rm2LbN9Z\nvotYjcJ+XZ7no193pyr0+841NpvsGTr5rGGJOmV7J1/xSoamaSwQEep/+xOFYZ4HpRaeLG8R\nvjp5uWXV1rMv3zaMCVUjMtTjhKOeZWHz4fYewBaMKSewpU7EsjmcxRWNLa2W/im6pFilsJdr\nW2T72loE05QpXn1GWOWG/D4DknvXK4TdBxxjx44tLi6ePHlyCFKDgurzQxlC27F5+RXur8b1\n79/fbm/v5/jzI1UfHSjnpn+52Pz1yZpnFwzun6AMZWpRT3GPO89Vqk6W8fuxf5KhwdQ+zkJx\nqwIALjWYDl5onDgwLsSJRD3uSKmurI7f10MzmgemeHmtHUWEXy/U/P1/+2ua+FegZ+T3XzAy\nmSQJAPjicLpwVp87qpyiYxoMVhOteWxSyuSclC5/MUy6DzjWrFlzxx13DBw4EGOOXuhCZcNn\n3x2/XNscF6OYWZAzZ1J7E87OPX2dKON7+krXmcYPbO9gLicnp6Wl/Tb3UoNJiDY4FrvrjV2l\nr94+NCj/AYXQliOpwvQ1Q8sOlXp5ol/d7PkuEooUwlHvcBJbfml/GW3+mA5HNFZvRJBGg/lv\nH36vN1mFOZfKyn6WOa7KzThfrTp2kX9okqYzTR3WopBn0TSdmJjIsr2xsU73Acdjjz3mdDqn\nTJmi0+mSk5M9nq3gWyphdKjw0v+9s93e1s/gDycuXKoz3HZNHnSKNlwsbDyQKXy8adxlH23H\nTpR7uRO63GiuM9gS1Dh6SoRxLwmnLmvOVfJP+oekt+Smtx6+CNx5iave4GiV+KpzRHLf1/vO\nJtbp+bY4E3Na0nTmLlZCvd2uY6Xu0QbneEl1QU7654faz+o3ji3nXm7PyclpaOil3ep0H3Do\n9frY2Fis3uhtnE7Xix/utnfs1Xjt5z8UDE7rm+L5quqB4oTLDfwVJS+zeXBae2NPTWL6gaIq\nmrWnx8poigQAh9P7aIH2LuajiOBi4cv2W17umRqZlaC8UNthNGqtghnXD191jmxmG7X9GF+V\nJaHZGwuwp68IVtfc4QgdkkADgM3hPHReW1rLPzLLSWsZkt7iZeVepvuA46effgpBOpBYZbXN\nDXovPdEeO1/BWjqUPKud+vKw8NIUe+PYy9y0y8V+f6bq88/OcR/TdcpH5gzNTtUOSvbS3F0j\np/HlhYjjfst79IKuvC3oHJXV0ie+FQAmZyeYbc4fKvhOr3VKySPTB6p7Rx9BSBT3fb3jRIrR\nwu/EaSMadSq70Gk1RhsRJzG2vfEcF20AAM1IvjrGd7BBEOxN4/hHZtnZ2SFOniiBn1kqKipG\njhxZW1vb/aI9Sq1Wu3/kHvF4zOwWTdM0TUskIh4QcBuiaVrstiiKUiqVop6okSQJAFKp1EfH\nJ4pm73WktMMkk8W7z/nqeLLezFeSX5vX2DcZAGQAsO9MxeenhYEY2PLG1lWbT6xbNq0gW33t\nkKbvztS4/8hDM3K0mvYGzwRBBJYV4DYooD+EgT84XIYEkJ8kSQaQWoIgAvuPDCP6qQRFUQEU\nY4VC4SMrZDK+lxQXS2w7yldvkCTcNKGO+0omg1vH9/v/7J13YBRV/sDfzOxs300vm77pIQkh\noffeQQFRQSkGsXt6x93pnZx61rPcnYc/PEVPBQHBgkgv0kKHEEILkLrpvWyyvc7vj5nMbmZn\nyywkZMN8/pp9897Om9fm+977vu93oTC0qkUdKOZmxwUKuPRNzuuiEAgEPJ6noiqlUXnSEWjx\nIrf4I4RCoaN5QxfAMOxFxeEl410qZ0VB1nW7Gj12g/DTJuab5w9vhSCIvOvhQ/Gmxago8BES\nRVFG7+UYuY/HWNL2rof0TUfAH4Q3rQfHZf6QV6RU99CsEorGtzWRW2bKhAgrPqrjzYPRGAu6\nxzovioLpuOpRNy4pKdm5c2dVVRXZ/qxWa0FBgV5/D5TLdLoeH1p8ZKcEukUgEFgsFqPR6HkS\nGIa5XK7FYmH6LARB9Ho9o66LoiiKomaz2UUJhweIAiTCDhV1kUMWJLF/r1YV72AhceJAyDPP\nGVJrNJoBAFYMu1zeDADZwiAAQJtKf+BS+YPD416YKo8L4ucVt7apjbHBwsXDIgdHi+1fHG+g\nXhQFDMN6vZ4yNLjoh0aj0WKxbRsJhUIEQQwGg32gW3DhkmluORwODMNMU/H5fAzDDAbqnqsL\nIAji8XhWq5Xps2AYdlEU5eXl5PWpWyFNnbYd/XA/rdFIHEpKSEgAACQG8wAAwGLS6UzUPwIA\nAICiqBdFweFwjEaj/QEo4LK6Kb0S7wgmk4lReXqXW4FAgDcts5mBeyAEQfh8vncdgWkqvNxo\ni8K+rn88E2GyEEtWc3MahDyr1YrhpZqQkODhQ4VCodFoZFoUXC7XbDY7DtEuatw+Mt4RvBtj\nmY4JZNNi+hW7ix3BNWQjEaLQ2yunfLj9tB9MjPapsbFHbhIrGXzUOi+7Bu/OCQkJFouFdox1\nDZfLxVN5ngRPhWEYpTRgGHZR3e4Fjry8vFmzZjlmJS4u7sMPP2SUv7sCbR9g1DEAAFar1WKx\nMEqFS8QYhjF9FoZhFouFUWfAn+U2h39aMmntV/vtQ56ZmRkkEdgLNz+fjzR3jz7zh9bzUSN+\nU2sw32inkWcbOjT4Q+cODp07OJQMd8yJd0WB/5XnnYFSCPirmc1mRuUJQZDVavU6t4xSWa1W\nps/Cp4ZeNy37VM1Kzc+nb1e3dMWILSmRQfEyfwCAyQLvvUwckEMRbOHIFtBdknK53POHMs0e\nXkeMOhqlEPAplxd1B7yqOMAwt2TCvmla+OSKNhXZ5atbhfllxAQjVKofl9IEgAjYdRzPc+hF\nUQC6Zux6dco+8p10BKZjAj7G9uemhWEYWRSDooP+t2b+patFOoM5WCrYfyWZtN84NbNBKjDg\n9U8OrYzGWNBdR3elul0vk7gXOF5//fWcnJwvv/wyMTFRIBCUl5cjCPLJJ5+0t7evXr2aaf5Y\n7iLjBsu/+NPi7UcLq5uUQVLh1IywoWlyjcamYVTSIClUEIemZP46ey+RPBThcRCDmdpFQ6Ss\nqXJfpay+4w9fHtEbzAACuhCkuLZ9aGL4+Izo40VhSg2xxTNhUEuwlNFEi6W/08NP24Vo0pD5\nghG1HDs/baz2hg9hNFsEPb/ctdVV4QFiAECjUnDyFmHpy19onJ7ZiF/7RP26FziuX7++bdu2\n9PR0AACCIFarVS6Xf/LJJ6tWrXrzzTfff//93s8ki1PSYsPeWjULv6YchcUw6KdztkNTi0fV\nwHZHYRMT4mfnmH69WGmfxE/I7Ye2Ylg85OOfz+uNZgCBQSHEUFVQ1hgZEnLoSjj+k4da5mQ3\nAkAIHz4xQrF4zrUq/5IGQtEqIUxt75OPrWufQK0zfL0v/7dLJWqdITLYf/UDYyZnxQKqTBll\nxWz2G3moLx0ehN3GsFqt5JaMUCgkLUQtX7588+bNvZg1FiZQpA0AwKnbIbXttqOwjoemnpiY\nNCXDZgYqzE/w2qIh/iLW0oZPotQYKhqVjuEHCmVaIzGvmJ7ZJBEwXjVl6c+QHd9ihXZcjMav\nIQg8NLL63mWKxRusGPb3b3/7Je+6SmvAMFDbovz71/t/PV1kH+dWnfRGDWG/MTpIO7LbfqOv\nCJTuVzhSU1O/+uqrcePGoSgaGxubl5eXk5MDADAYDP3Wusj9hqO0oTVwdl8ijsKiCLZ4VI39\nXbx1chB4zbzMVdMy6jsNHMwsDxGiiHsBlKV/Yum2kkIubwAAzFZxWT0xEkn4pmndq6/Ad0ao\n+5n61q5NB/OLq5t5XM7o9LjcuaP5vB6nn+w7ft7N0OZOYj90WHybPNS2tZqSkqJU0gijLP2K\nCzer82/XULx3b9h1LkMmQGBcuwWyt9+4eFQ1bunLh/qyR+7pH3nkkWPHjjU2Ns6ePftvf/tb\nW1tbUFDQZ599lpHB2rrup+wuiNQYiMqdlN4YKnWqfhwRKEqMCuns7GQ39n2aQIkgPEAUyOlR\n0a2aERYrIX/Mya7noRa7c0ks/ZqaZuXTH/+o1RO98nZVc0Fx7YZXltBG1hg4+7otfaGI9cFh\ntbTRWPoz5XU0E3itwaRU64KkQgDAqdsh9R2EmYAhcR3JPugcx/2MdvHixbt27XrwwQcBAK+9\n9trYsWPfe++9NWvWaDSaTz/9tPdzyOIGx+WN2nYhqVXkJzTNze7hFdaHxGEWz4Eg8IeFI+xD\nDJbALiNxdi5EahiX2kLeSkpK6tPMsTDn059PkdIGzrXy+p2nrpE/7Tv+3oIIbfcEY1pmU5DE\ndrQ4LS2tl3PKcncQ8mmM92TIBDwUAQDojMjebkdIHARbOJxYtPat8dyjJfT58+dv2LABAODn\n53f48OHq6upr165VVlaOGjWql7PHwhgMAz+cjcG6tYoWDq/hoQxOi7H4LgGIbunEQQkyfz8h\nTxYoxpDJmE25rMeBBZb+z/WKBsfAKyU0SxeNSsGp28QJdj+haWaWLaFvfY3uc0ZnxPF6mt3L\nkAkigqViAQ8AsK9QptITEsmkQU2hfsws0/QTvLE0Gh0dHR0dfdezwuIFjssb+eVBZY2E6bf4\nMPWIxB7LdOwANLAJCxDNH5kEAChpkJzYR5ibjA3WDJW3k3HS0tKYWi5i6XvwbXuHQGKKaN/x\nfz4fTToof2BoLTvB8FFkgZI1j0z45/YTJjOhjyUR8eeMSitv6Dh6VXmlNgcPFPFNs4fU49c+\nN547FThGjRqVm5v7zDPPuF7GOH/+fC/kisUjHKUNvRHemU9qqmOPjq6CaEYtlgGIfWPAMPDL\nRduUYNHIWrYZ+BxDU6LzrpQDgAE7NcKR6XEAAIVCYTCZLxbX17Z0tWmiixr98LvRQdpRya1k\nZJ/7GrHMGpGSHheWd6WirUsb5w/npMaW1zbvPnu7Xj0P69a+ChFe4MAcH1XGcipwmM1mpsbp\nWO45v14MIU08jUtpiQnuYficHYAGKhTRs6AisKqFcPiUEd2ZLLM5B8YNmbP0f15aPP5aeX2H\nyrYWNT4rYfaoNL1ebzJbtx0v6lDrMAyp7BqG34Ug8MjoarplERZfIjrUf9mMHIVCAcMwykFO\n3ajWmmPUpnj8Lg9p42KFVyuih6dE+uJ47lTguHTpEuWCpV/huLzR0CE4VEg4FhfxzA8Or+vz\nTLHce0wW6FebG3ps4Yga1/FZ+ifBfqLv1j72w7Ert6qaRHzuyPTYRZNyIAhSKBQXi+s61DoA\ngFKfZbIQVhmiAmoSw23HFnzxa8RCAcNAa6e+RTueDAkRnAIAa6XzE+4TsH6ofRJHaQPDwPaz\nseRW7oPDa0W8HktT7AA0UKE0hhNFYW0qwlLf6KTWiADbFJltA76FVMR/ar5tR5vU6qhr6wIA\nWKzCNv1wPAQC5mDhGQCI5Su2on0askdDEFCZBxsshHMcMbdciFYDALgcxEer2JUOh9vEJpOp\noKDgruaHxUsuVQSVNBC6orEhmrEpLfZ3fbR1sjBFY+AcvEqcneOh1vlD2VWuAUVpaSno1ulo\n1Y2xYoRd4EDBZQGqcZ6OhqYuw4+XGkqbNDwOPCRGuignXID6pFrAAEalQ1o1I/FrCLKECE7j\n1ylRwfcuU3eEKx0O/AKCoMbGxtra2tDQUJlMZrFYamtrlUplUlISux98T3Bc3tAZkZ/PE0qC\nMASWjqlit3IHMDqD6cCFYkVje2igX1oIGiQVkLf2F0aQbiSnZzb6i2yGHFih09fBpQ0AQHSo\nX1mTsMuQiv/kwKpAfkF0CPER8qSim7oMf/7pltZoxqUXRav2SnXXPx5K5bADx72mh9uU82FG\nS7dMybuMwp0AgFGDosaPyLo3mbtj3OtwHD9+/IUXXrh06dLQoUPxEAzDjh079tRTT61du7Yv\n8shih6O0AQDYfSmyS0foio5NbYkN6THXYb80A4nGdtWL635t7dQAADJkgkswNDErITspAgDQ\n3MXPu2mzxzA1k8aQA4uP0talvV7RoDeaA8S8nMSIHfnxWPfplVDh6QAJZ0waA1MF356p0Rot\n9udfFK3a/debH8gKu8v5ZnGJxWL9Je/qgfM3W5Xq2PDABSPj4iMIwbGmTZBXRPj65nK08pAb\nwZKAkalR4YHie5ffO8W9Dsef/vSnN998k5Q2AAAQBE2dOvWVV1754x//eOHChd7MHot7atqE\nebeIz4xUaFnAWjUe0Pzj++O4tIFjsWJ5V8tjwvyDpMKdF6Ns9hiG1fHt3EiyQqdPc7ywfM+x\n80YzYWAD5g1XGwhTwoHChulZ+qFJg1EODDyu6OJGmv2X4kYN8NWZs6/y8fdH9p0l3LN1qLQW\nrXLOmPR0uYxivzGId6pL3dWlBhar9Q/L5ty7/N4p7i2NFhUVRUVFOYbL5fJr1645hrP0Ho7L\nG1YMbDsTR7bLR8c2CVld0YFLp0Z/tYyw+ZMhI3ZSLFasvK6tpEFypZKYD0UGakcnsfYYBgh1\nrV27j50jpQ0rxi9vJY7CIjD24uy2UWlRjKQNAADtzgnCbqf0LTcVDaS0AQDIjBQDAI5eKrZY\nrZcqAksbiJUMAadBwr2NX1c1KfedL+77rN4t3Asc/v7+27Ztcwz/6aefpFJpL2SJhR7azZTT\nt0MVzYTFhcRw1bg01ifkQEZvpHewZ7RYe7iRHFkDQawh8wHCiSvlpOlJAECbYawFI2TNSenN\nsgBvjMYOifHzMJCl99h9+gZ5jUsbAACD0dzQpicN90EACxGcIKMVNRkvldT3YR7vMu63VHJz\ncz/44IPLly9PmjQpLCwMw7Dm5uYTJ06cO3fu97//vedP2rFjx6ZNm/7zn//Ex8dTbmm12i+/\n/BI3Wjp69OhnnnmGz+czeo37ky4duqvb4gICY4+NrYKgHhIkO7UdYIT4if3E/E61nlzewGnR\npNS0CfHrzBhlaqTN0hfbBnwdo9pmlt5gCes0DsavJXzTvBzbKSRGFb1yTFRRnapVbfPxlhPj\nNykl8I4zy8KA21VNtOGnS+RKDaErKuUV8TnN+HVRkxEAYLL4sOl69wLHu+++KxAI1q9ff+7c\nOTLQ39//lVdeeffddz18TH19/Z49e5zd/fzzz+vq6j766CMEQf79739/+eWXL730kof/fJ9A\nu7zx0/kY8kjCtMxGWYAOAFHf5oulT4Fh6MUFY3cdPWsfGBkccqGcOLCAwNgi1tLXAEKhUASK\nCeESA1CLfgqp6bloZDXfW7cpUj7n348O2netuaRJzePA2TF+k1PBN9TBAAAgAElEQVSDYNYA\nft+CdE8PyeUNAIAFBJ4tIZY3uIgxWHCWkiojLrRPctcruN9SQRDkjTfeaGxsLCsrO3PmzOnT\np2/fvt3S0vLhhx+iKI07XUcwDFu/fv2CBQto76pUqpMnT+bm5sbExERGRubm5h4/flyjYXam\nfGBDK23crPW7VE7MSIIkhjnZ1HU2dmo7IJk+LGne6LRgPyEMQSI+d2hKFFc0tVNL9MQJac3h\n/noyMtsGBgBpsWEBEgEAoMuUqbfI8ECZX9vIRNvKhxcVLeQiDw+TrZ2b9KeZCVPTgllpo+9J\njAoFPaUNAEAXNstk6Vb9Ht4oQIlVKHx5Qx4esHh8Rt9m827ifoVj8eLFCxcufPzxxxMSErwz\nvHHo0CGLxTJt2rRvvvnG8W5JSQkAIDWVmKKlpKRYrdbi4uKcnBwvnnWfYDTD287Ekj+XjKni\ncqwu4rMMGBQKRUp0SEp0CIZhAoGgoQ1640fiIyTkmefl+PD+LgsFfKaBcuCF49IP5NdVKMbh\n4TBkfXJqAysh+DrLZg0/frnEPkQPUjr0xMAeFaSbO0w1XD7k3K3q+lZVvEw0LDny8alZXF+2\nz+Ze4Dh9+rRcLn/88ce9e0BbW9uWLVvef/99yEn/aG1tFYvF5GIJiqJisbi11aZjf/LkSXKK\nz+fz582bZ58c/1uBoMeWtls4HA4MwzDsfoGH8iAEQZg+C4ZhPp+Pe8LzEARBAAB4mZSWljqu\nJO0qiGjtNl89PFGZHa8FwFaAAICkpCQPn4XH5/F4HA4DO/cwDHtXFAAARgo6XC7X/vXxTHpR\nnhwOx4vcQhDENBWKohiGOWvtrh/n9lmUxgDD8I6LUWYL0YwXjGjyE0NkS6BtA3jT8qI0vCsK\nAACXy8Uf6gmURoVXt4crqfZ4kVv8WX3ZEdymIl88NBDFeBlWjOg40wa3xoWZXVc05XFMc4gg\niBdFAehGSNfDrH3kezLG9kFHwIvRsSMkxwr+vnzCwfNFrR1qAICfVNqmmt39FLBsQj0MgyB/\n8bzRgzwfz/FHCAQCDGOgNo6iqBfvBehKw/XQ5749rV+//pVXXhk7duz8+fM9HzhIPv/88xkz\nZsTExDjbJTGZTJQBhcPhGI02babDhw8fPHgQvw4ICHj00Ucd/0Qk8kZ3gcfjMU2CIIgXz/K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S0WKxQr/dzCY3UwI4J1CIECurGzvuk+/Q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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g3 + facet_grid(~ g)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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kOUJ0BXBzI8fro6QHuDdbGF2NI1sgwsrbhtkhFYuHkxw+i94EUr3VRgAdJU0gMO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dujVcvG3cuHHxNCweorimtlxMXzCLgaKo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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g3 + facet_grid(g ~ .)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scales" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "g4 <- ggplot(df, aes(x=x, y=y, col=as.factor(g)) ) +\n", "geom_point() +\n", "geom_smooth(method='lm', \n", " formula=y ~ poly(x, 2, raw=TRUE)) +\n", "labs(title=\"ggplot2\", \n", " subtitle=\"Graphics example\",\n", " caption=\"HTS 2018\",\n", " x=\"x-coordinate\",\n", " y=\"y-coordiante\") +\n", "facet_grid(~ g) +\n", "guides(col=FALSE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Colors" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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jRMAmK9L7XrE0LieSWJomip3Ve/XM8h2tQO5KKlpDAO+4puE2XDyFdOvoDD5XIF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r132DsZGn2W3HWpMZ4lON/d9zYlvEZ8oK\nAv3Awn6AhV5BcBLkKov5soaFk15sg2kg2sqmXMHvZ0jJZOYUxSyMJDxv3Dar3il9dLt54CML\nFpSFMOeSYO5J/gyyem5YGp1WEm2mFOz40jQ6IocD2bkDCxbr+FAymJUE+QGGcuRaF12y4sPO\nkU98XJfLXFVoX6UyEtra2qoypjfE7Wj3vyiHWdK90HW9hIWd3f/PF+6WI/3mD/3D8HbTdRcf\nYywxzhg352abEfrD4MigIFgI4iK3c0NeTpKZXzX2P+X4f/DKB4YVwR0sVUjQyyyK+o7xaZGh\nxLaypZLnRylzVyFEJAI+t9tcqmUwOjWCnXT/B+OOQY1uNzNZonNxxpg/T0ngCIVCGzduPP30\n08vLy+WYv/3tb2eccYbb7Z7Kss01Ekkb9p6unJYmOSxS1MFVx2MtZTFjDsoUdnY9u3HfXX6u\nh0BUufvra2p+VeZeo5kyvkuImNs+dC/GytL6QucNDOEc9DfGShty4MDQmyOBVgYMU7MzA4nQ\ndbnZNxbmB2mGDATUfjXGo2poD8a3jfqi+zE3MVRh8vwGGQgisNPulKSItUan37y6KzaB3ind\ns8uEQb2cMbrTNKcEju7u7tNOO629vd3j8UQjr7zyyvz8/A8++CAqgkwbdNwxUYRQfGRyCIIg\nSVJXLvkzNI1nIYQoipKfGP8rGQqWbvkkatmpZ/nRosNJEkS0kHJ8dXWq6mN6iyc/gtJjs0jO\nRRBEGlUBADRN4yR+FeMeFLsAQBCEfAc5kCJy/addWl25Gnv++dpuxXG8hIXWobdGd7Veumoj\nTWgstsuVH+1aJEk2j/w/r6C8nPLMx5TbzwIATvLE5wUAT6ijwFasy9uA3NBp1AYcRtdKvblV\nBZPvoHeoyqQxJ0SfmDokSeYwdECY4Fmq297hC/ZGNlO+RpHnsuOyJxrsBEGkMf9AujNkGnMC\naHWt5EM1NrHck9MbqvIY11vaye1aLS0tsQ2NvSzfrFgxRyRmVh/C1NivE07p8c0tBcn4oS4F\nxv2F6AyZ+qCDdOdz0OpayVshJaXRkZGRv/zlL7GRr7/++uWXX/6zn/3sb3/7m94iHiYsO263\nQe6jqsgJketXVweNDga9zyIIgmGYpqYmjQGMcXGMhzZveZWvto6KPCu276b4UIRQGlUBADRN\n65pq5dpLoyoAYJxngYlQ9eZoaXXNhrLolkZp06jP95tvV8UMBfY19j6/suJqVXxzc3Psv0AI\n+aW2Zs+f5UsKmVfm3SEnsJpy5Mjo8oZMlq2SYRhdp9Ojr1W9/yuNqpALr0s6VHWq9KRhOIyB\nkEZ9TjgQVA39Kse/EVaOvucQxJ12MxUjMs6bNy9JCdNzZZVGbcivH71zAujvWrGJD3OO1fWK\nnfSBoGplwBD6qiJqxZxdNEC6eIzHEkz4XISQqirM2cgfd6CedePYNPL/YllWr8CRRicB/V1r\n4pH85ptvPvTQQ+vWrYuNPOmkk+68887bbrtNb/kOH59vnL0U+e2lipwQq9UqCEI4TiszCXLb\ni6KYyrOQZ5QYHACbXczJdbpcu3bt0pzFcvbvtXUpB7J5i/XQ0pVCOAwAFEVRFMXzPM/zAFBZ\nWZniH2QYRm9VWCwWiqKCwSDPp+ZbGUAuocVi0fssp9NJEITf71cNBpPJlChLKBSKNQNjs9lI\nkgwEAqIeC0s0TbMsq7e0FEWRJKkrFy/6R4OH4uO7R3aq7hO7xi5/JYiSsLn3TgkrrTDf8SNS\nzA6LYQCwUeV2tsgbHrceW5Nzlo0pCQQCukyb0zTNMAzP837/xBYjYkmja5nNZrlrcRwXG5+k\nuQVBCMZ4RWZZlqbpcDgc1HSVPKmltVqt6Q0Es9mc5FmqzZQujO8LKvdHAD9nCAvHxU5DSW5l\nNpsBQG9VmEwmSZL01obdbg+FQnqrQu5aqmclaW4Y/3/lt5cgCGlMLHrnBIZhGIbhOE6vrd5E\nXUv1NpFa8/CAom9BuILsgsFQWIgO1VSmdJIkbTZbbDLLQhLtdGF+nNDpXOHz+cbGl8PhkEuo\nS+AwmUwEQeitCpZl47sWSZJJWnxigWNkZERTV8PhcIyMjOgq35EAEnjTm/+m9uyQL8W8fLjw\nMs2U5pHhwp1fymGM0MFVxwu0xqe/obqRQZCEiSJNgqjeUjVRLs30sTQPPzvM7ZLDbmZRlf3C\n6E8EohoKL98ZuN3vVWKqsr9xcs1vJqfQBlOGStoQAe4IC/7Ii+BbNHksOW7txxjsGYpaGSvI\nQmOpEkaYPuoQoEnwRcFkiYVnefvetQoeEgBIE84+3m+p5CbMOHuYWOBoaGh49tlnVSdgeZ5/\n4oknGhoapqxgmQcSBeaLT+nNn6Lw2PuG7Ovd+79/h2NPhPFnEwhBKPt8U/QcbF9dgz8nb1qL\nazAFEIisz79gZ9ezsZEkwc7LPS82Jl5X1Mcf3Dn4u8hN6KXun6PxRvnMdM63l74+FNjrCXVk\nWWqcJuPNlHk8zYs7ROXFU02RP2HGbVgY0kaGoh7OGKSvKrCgjF+itodwBQHGPiYPp6EtZVz5\n5Rw/SmIBMVkiIjPMp9bEAseGDRvWrVvX0tJyyimn5OfnY4wPHjz46quvtrS0vPTSS9NQxEyB\nfe1leu9uVWSzww1+H9HbIxUUxcYXb/uc9SqagIGcvL4FizXvacxBGcep9Q8N+Bu7R7fKlyRi\nTqy6O8c6ZlNBnp440ds29K4ndJAkmCzLvC7pf0WsyKm19vV2ukp1W7knZFvqsy310/E3DA4b\n1Xtom4j/FDEqyiD0a6eNDaV/QtJg1oIP5uL+iIEcexBqOwHGFNEOf0pHBGScva8oEwsc5513\n3gsvvLBhw4b7778/GllfX//CCy+ce+65U1m22YQkoWAAEh8DJg+1a0sbAACAxm+7utsPuNsV\nS1ACzbQnOAdbW1urd7/WYMZhKcelK9/b0/Vyv2+niXZXZp0SvxoRFka/OPhfnKhoUfSGN3JM\nixx20LW19itU6Q25c7YhYXhuZPQfw6N9ojjfYv6xy6Ey+RV3DhbuCAtRNa4bLOx8iozd+jaa\nOEOJ20xhpN1jmynE0taMW4SYUlJS/167du3atWu7uro6OzsBoKSkpLCwcIoLNltAoSC78R16\n9w4QxbDJhI49CZYeBXHK22RPl2Z2GRyjRGPyeoq3fR697DzqWN6Skktrg0wBIaI6+4zq7DPi\nf5Knp30Dr0SlDYxCPN2mZARyqft2Auk+lGEwzdzW0/f0oGKgujXMvTE8+nRZ0TkOu2ZiDHA3\nJ/RGlPiOo4hLzOMU+w1pI0PR3EwBIeJCpboXucepZhsNreNcaFFR0cqVK+UTz1NXoNkFxqZX\nX6J3bANZ2SIUwu+9yX68USNhXJ1ElzfAbJXyC+QgIQpln20kIrrKgzV1o8WloEV9vbFyPteI\nTk/DgZZoZIhpxmjMJayLqVPlMiap2cb2YCgqbUT5j65eLmJaQ/Ue+qcgbYysbuQgdAdDGUa+\n5gDxmlj4UC7ud8phZAsR8ztjf03dltIcRofAIbNy5coXXnhhKooyCyE72qnW/apIZvMnKG6n\nQ6yoxuSYzBGVNrDVhlYdA5Syh1e8bXPUhHnQnd3VsFzzuUm6JvL7qH17qeZG5PUmSmMwC9G0\nM8tTXRIxKocZlD3P8f3pLZRBOmwOahh2HBLE/RwHcQ29V8KPjvmDhZ/TpIfne3leiix4GALl\n3AAHGWlXdDMF0NJWIHUYdDlCOGLWKtKCGBzQiJUkYnhQNJeMi3NncWtOZd99HQPsk6UNkuTr\nG8SCIrPVKrthc7e1uNsU8UWkmfbVx2OdZg2ZLZ8xH76HBAEAMEnxx54YPvr4dP6YwYzittT0\nerdJKMhR0ZcTmmf/PoHUlv6Mt9EsRHvQYiDjpA0fhtvCAheRLU7E4sv9w/LyZiHDfMthWzM/\noZkvg9lM/GYK/qpybDOlqgdljbNOUV9fH2uq+4jFEDiSYtJ2D421DJtwy1eKRcVU4y7R48VW\nu1hahpmxnVrT6HDxti+il13LV3E2bVefid4xVOt+9v23opdIFJgP3xOzsoV5xubLbEc1PdXm\nnDMUaPZS2wEp30AOYvGCvItDoXG2gwxpY3ZygpZL2FKWrmXZWDuQGOAeTuiI7LNUARY8nuhm\nSjfH/WloeIEg5B05O9RzBY3NlPa86MkUZA8RdZ1xmQwA0thSOaIQyquwWT25iAVFkjtbM71Y\nULS3opZfvFyoro2VNkieL/90EyEqqhsDNXXDpdrvkiTvGHrblvhIRivSYFYRPz2xlCM/u1Qk\nlC8eM1H4jZo/qbzIaiJIwY7Rj1sGX/OE4kwcG0wXNSyzIT8nNoZF6LHigva2cQ39D158L6K6\n4Uao0udTqW68bnc9N2x89WY+ARbvGXcyRbWZUltbOwOlmpXoFq43b948/Q7bZgpsNgfPXGt+\n9UUUPTHvzgqdtRYSeDTQ9geLcfHmj1ifMrMEs3O6F6/QzJ78ixb5NJQ2NCMNZjle/sA+3zNy\nmED06tz/ogizyjBzfGc4OLzx7X3X+SIGzhfkf+e85U9NQ2kN4rkhN3u52fSPEW+vKNRbrd9z\n2KCzIzbBLgn/jh9T3biDIV8Ux1mg/9DpBoA2LpPMRBoAwN69e8ddY5C2VUXNfKGaHnCP20wx\n1iljmVjgWL169WWXXXbRRRdlZ2cDwFFHHTX1pZpFiJXV/iuvoZr3Ej6vpaxcnF8vBbRtYyTy\nPu/es8PRcVC5G8u2rT4R63EaFwU7XdDbrYqUnBPbzDaYQTQd0G8dul3CyptmvuMHTkb9ARQ/\nSfnCXa/vvTIkjDkT2NP7fNa+stWlt052kQ1S4kSb9USbVfalsmPHjtifRjD+WUjgI/YXrqDJ\n4yjiDYQCEWUOWdoAgAJjPyWjaG1ttVrHWTHALQV40CaHkanZlyEAACAASURBVCOI5hmbKcmY\n+M03MDBw7bXXFhYWnnfeeS+++CJ35Ink2GzhlyznT/gaueyo6HmTFLH192RHVTcQOrjq+ERW\nNyYUhLmVxwAAjLciw606Rld5DCYRUeJ6vFtbBl8fDWnLmpoyaJPnSQ+/Tw67mYYa+6WpPKux\n739ipQ2ZzW2PY2xowk8tGOAjf+DJweGXRr1DWu7BmpubYy8lDHeGxajVjRUE+gFDAsAxcZof\nFoK40K2tyGUwC9EYzl6ztLdYCRMYLTugMvNlLG+omFi+bmlp2bZt2wsvvPDCCy+cf/75brf7\nwgsvvOyyy445xnjVjaH5aqED/vLPPkSRqae3frE3vyg+GaTWL8WikuCZa03vvSEfysVmc3jN\nqWKZ0aFnhl7vtjebfjwcVCxqzMs979R5j1LEmJaxZpcY4r5q8SmeVihkXp71CxQn9Gt2Bj/X\nEx8ZFjyc6CXBMBw3VYyK4sXtnZ9HFjVdJPloccEZDluSLE8I4qeiIgXmIrjPRMsNfLrdOiyK\nXwZD8vJGNk39V2FeFaPhr9EgM5CQ9GUVSBGfKfO6kHOct1VD2ognpQW9ZcuWLVu27J577tm9\ne7csefzxj3+sqam59NJLr7jiirKysqku5SxH89VCSGL5pxvJiCM3T2FJb/3h+roTFjT459UR\nA/1Ywjg3D9P6llsMJouQMPJq4xW+GH/xzf3/x1Kur9c8lCQXL/m2Dt4ZXZNY6LreSqnNviWa\npGxscXykmXYzpF0UjUWOqeLW7r7PY7ZQR0Txms7uTaaKEkYZei0tLUyM0LBRlP4SsbpBAdzH\nUu6IuheJ0MVu5wUL6neEQkV2+5rsLMHwtp05aJxMaS7Go8qqFXL7Ua16v9sgHn3KBAsXLrzj\njjs2btx4xx13HDx48M4776ysrFy3bp1aj+ZIIpHqRvG2LyzDg3KYszkOrTwukaqpLkEYU7RY\nUCQVFRvSxgzSMvjvWGlDZk/vc5yo6Itp9oqdIw8FRWVWyjcdV2Zdm/oTF+RdaKbVZ6NWV12f\nytkWg/QISNL/jaqVsr2i9IpHiVS1cpuEfxEWokvq1zPUkjjv83Um9tsu55lZbpehvTFzYAm8\n+6nuj2FkDylxE9t91ZA2hmzSPsV+NJASWnZA5YDeWN7QREenDwaDr7zyyrPPPvvmm28KgvC1\nr31t/fr1fr//17/+9fLly19++eVTTz116go6O0kkbeTsa3RHTJRKFH3wuK+JCdZOjX6ZiXhD\nGqphosQHuD4X5O3fr7ZOCwCdgbc6Aq/LYZZ0L3X/HIF6pkvSGSxM3lkLnnm7+bqR4AEAIBC1\nuHD9cdW3hILhRFkMDpNRURIwjo8fFCWIG/t+DLeEBX8k+ekUcSE9gSz4gc//jtfvk6QlZtPF\nbieT4IPEYHLhvUTPK87wgGykiyUtdOGZXlMRnyi9xiQvkHhbFWClvdCCQ8g2zvisMasnYmKB\nQ5Kkd99997nnnnvxxRe9Xm9VVdWGDRuuuOKK6OHYyy677Jxzzrn++uv37NkzxaXNDGx9PYU7\nFO/kgFDvsSeFnC6QNNa9jX6ZoThMJfGRJMFYmfx9+/bF/xQQuneMPBC9XOy6jSXVyxXz588f\nHR1N8tAix+pLln80GGgM8UM51gUWJo9A+izVGugihyLtJOGN27GqZmjVS0jCcEdYaIvY+Kol\n0AZGPbWqBvtP9h14rFNZ7npuePSpweHXqspcOk0PG6RB35v2iLQBACAGiJ7X7KWXDpNsqm5d\npV2l2K+YWUK5o0RF3+SXco4yscBRUlLS3d1ttVrPP//89evXn3TSSWi8JG42m2+88ca1a7XX\nh3t7e59++uldu3YRBLFkyZIrr7zSHefk/cc//rHsh1amsrLykUce0f9fphvN5Q3G7yv/bFNU\nUbRv/kJfeZVs2lyFIW1kLtXZZ31u+rUndCg2clHBpTRpBVBvzGOQtg3fyUvKOny5dW2h+aT0\nnksSdJ5tcXp5DfRCI/TTnOxf9vbHRtayzHlOe+/IUGzkk7z4YUQucSJ4yESZxq9WqAb7a0Mj\nUWlDZl84fHtP/++KC8BgKuFHyWCnejNa8BPBdsY2T2OWjp/k+UN2fDBXuWAEtKwVkra1QSwT\nCxxVVVV33333t7/9bbtd2/kyADQ0NDzxxBPx8ZIk/eIXvygqKnrwwQc5jnv00UcffvjhX/7y\nl6pkgUDge9/73rHHHquUKRN2N1UdEQkC8BxBUhUfv09ySsf1FBT3LFyqbR3dIJNhKceZ9X95\nq+nqwUCTHFOX963jK3/R2trKxO2dNXueHgx/JYftdMVC1w3xN6yvr+f5hIu6BlPNqChqHvW5\nJicrjPGjA4NBCQPACTbLfxUV9LaPM/P6Zpj/c8TGFwlwH0sVjf8ki38D/WtI7WwWAL3m8RoC\nx1QjBrX3rcSgxv6XxidliA5tHjtpSCxuQ6Zxw9aQNpIz8av9o48+mjBNSUnJ5ZdfHh8/MDCQ\nnZ394x//OCcnBwAuuOCChx56iOM41aQcDAbz8/Pz8vJSLvYME9sRUTBANe4iB/oQhsJwwBSR\nNsJ256HVx0+KoqjBLCTPtvi7yz8Y8O/2c33ZljqHqTTROdhmz9NymETMcvfdFFKLoHJn6PXs\n3NXxsiAG8uxLK7NOi9fwMJh0OAk/OjD05NDwsCA6SOJHxYU/dbti50QCwc152dflZB3guDyK\nyqJIVSs3itLtQS66Fn8dQ64kJ1bjDWhtsAYljMFo9amFdkqIgHjjNbRLUMVoDGcM4rZKCEc8\ntJUOoKJ4wdEgGVO7lpCXl3fPPfdELxFCCCFivJ1NSZJCoZDFouEPaXYyTtqQJGbbFuTzAEAO\nF7RFpA2BYdqO+5pIG4qicxkCUXm2JXJY2/u85Nk6dAcGZXqrc17tZOZr3uqDvXe/23hH9LLY\necx5i/6HIjR8BBpMIr/s7X9iUHlneETpwYOdB32B3xWpv3wYAtWZWIhr5X4J3xQWQhFx42yK\n+A6tVsLQHOzLrNbn+wdVkYvNJkPamGpIs+RYHBz9apzQby7mzaUTry9KB/Kh36lcWMJEw0FV\nAmNin5Bp2rzAGB88ePAf//jH6aefrtoxCQQCAPDWW2898sgjgUCgvr7+hz/8YUHB2NJiMBiM\nrjbLIkv8/TUjk4Ai6MoCAE1NTbG5iJ5OWdpw8GF3xOQGBji06gTO7kBx2SG1Tikn1ltC1YN0\npU+vNtIont5cqoKlXdo0KlPXf4wmQwhhjBFCGPBXw/cEBcVgV57p2Gr7dzVPpnSOfhwrbQBA\n5+inn7bfe2LVPTAR6TUcpNV209m1DvPRqWTp4oWnBtVfqH8fGv5RlnORWUPUa21tjb1nCMPN\nYb4voii6mES3spTqoYkG+4+K8p/pH9jt90dXNFiE7i3MS17maRt00SzT0LUOf3RH86aYK/eE\nICJgdLsZiwAI7LVc7ho/QY7Lq2prAACPBfaOeWgjV7QiWopdkEp9Yk+R6Wzu9GZIzWdN0Iex\n1rmvycXj8VxyySUAcMIJJ1x//fWq/ZTh4eHbb7+9oaHhzDPP5Djuj3/8o9fr/d3vfheVS37+\n85+/8cYbctjtdr/99ttTXeAkNDY2xl5Ku7ZLzY0WQSgOeqPHsPvMFu8530JxbmYBoL7ecCWv\nD1EUyVmvuq/qFTLNw89t6b1XDpuonDMr/48ls1Rp5P7wylc/2tyqVoGysnm3frN3Cgo7q+F5\nnp4uAzNvDY2cvmN3fPxf6+ddkp+rilQPfAw3enxvhRQ/D0Uk8Y8sZzYxbqpNPth7OX5Da/ur\ng0M+UTrKbrunsux459w0cz6dbZo6WITQEDAOIFn1TxrDWSS8b1RIo0pSU8MA29CvSmLM7TKS\nJBGJnYVNxwqH3W5//PHHBwYG/v73v2/YsOH++++PfYW43e7HHnssevmTn/zkmmuuaWxsbGhQ\n7HJWV1evWrVKDttsNpVuHUVRCCG9CnckSWKMJa2d1CTs379flQtTNCNJhUFfVNoYYdgRxowI\nEiJuFwiCiGZJsZwEQZAkKYqi3hJSFCUI6s3I5JAkSRCEIAi6RE95a0zUci2RvHiajZVkPlJV\nwmworYqmpibVswBgKLR7W99DkRji6PxfUeCML4B880B4COII8SMTPpokSUmS9FYFRVGSJKVR\nG3q7VqJunKS5JUmK/ddTOhCsoF1vNsDxNa+qrof9oai0YUHoUbvFhaXYJPPnz0/SfBRF5TP0\n41Xlj1eNed6esLnleVxvVdA0jTFOY1qYrK6VvMCqf51eadPonAghcy4lSRLPjyutajjLhLfk\nR6UNKidI1feK4riaSd7ccjfWO2tBWv8rvRfiJHYtjHG84vxY8XQ9ID0QQsXFxcXFxWVlZZdf\nfvm2bduSuJwtLCwEgJEYo7/r169fv3599HJgYCA2fVZWFsY4uQGDeKxWqyAIYa3Tqoloa2uz\nWq2iKIZCYzZeaLu9OOAjI93IT9H9JouYX8DzPESa3Gw2h8NhSZIqKytTLCfDMA6HIxQKBYPa\nnmkTkZWVpbcqLBaLxWLx+/26+ihFURaLxePx6HqW0+mkadrj8agGnqxTrEkgEIjt0DabzWQy\neb1eXe9LmqZZlvX5fBMnjcHlcpEkmbw+41U3GIbhRO/HXTeJEX+wNbbLHWhJfFNG+4Odroq/\nc7albsKmdDgcqvqZEJqmnU5nOBz2+/2p54K0upbZbLZarX6/X+XxMUlzC4IQW1Esy9rt9ika\nCNUYVzHMgfFlK6DpZQhUeVWt/H+C9KewUucEwAN2cxnPBcePnuRPlwdCGvUJAHqrIicnRxRF\nvc+Sq13vnOByuTiOUw00k8nEsnHLCBFiC4YQys7O5nk+jYnF5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UO4V2c/TBOOaAIbo7G5RiAqx1YHhu/xGaJf0PAV3ssrka0SviEsdEek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\njleHWjMyubAI+3Jscz2Hia3dX/eC3npOmCRAsrXPpqv/q8MVsZEg1KWZJdy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CCHVR+EcimGDAgRBCqCvCaCPIdL/HYhG6eSZrw6HK5Zf1\nhyhKmhx2R/+4Z2hK2tmFQgihYIYBB+pxjNa6dUfubDFXC5NlDdsu1G36fb9vKYLdASGE/AUv\nqaAeZ9dvc5uvRRuCKv2B49Ufd1Z5EEKoJ8CAA/U45Y27XIf7L2/Y2QlFQQihHgMDDtTj8Hw7\nL3niQcSbnxBCCImFAQfqcRI0ea4zdZoRgS8JQgj1HBhwoB5nZOo8hSTC8dVG0er+A+KndVqB\nEEKoB8Db8lGPo5LG/t9BOw6Wv1utP0gTWXL4HYMS/oyPxSKEkF9hwIF6IpU0Zkza4s4uBUII\n9SB4SQUhhBBCfocBB0IIIYT8DgMOhBBCCPmd3+/haGhoWLNmzZEjRwCgb9++06ZNi4yMdEoz\nY8aMyspK+2RKSsqyZcv8XTCEEEIIBYzfA46CggKKogoKCggh77333tKlSxctWuSUxmAw/PGP\nf8zLaxsdgWHwVlaEEEIoqPj3p72pqYmiqOnTp/fq1QsAJk2atHDhQpPJJJfLHZMZjcaYmJjo\n6Gi/FgYhhBBCncW/AYdGo1myZIl9kqZpQgjH3TCGNMdxJpNJqVT6tSQIIYQQ6kQBvXixadOm\nAQMGOMUWBoMBAAoLC5ctW2YwGLKzs6dPnx4bG2tPcOHChfr6+rbiMkxaWprT1xJCJBKJqJJQ\nFEXTtKi1CCG+5SWsQlEi7s8VLiqJLaFvxaNpGsRfxqJpmqIoH4oHABKJhOf5DhPbMxLWEgi7\n0Yf9eTOlFbWWUODANC2KohiGcdw/HRIq2re94XPT8r66nQomfENgOoLQooQcvedbR7A3Y7F5\n+bAW3ETTErWKUDzXveG5qzomFlqyz41T1DGhU5qWqBV9OJKAQ9PyvtOBr80Y2tsbnmuBiCrW\nzVi3bt2mTZuWLl3qGEwAQENDw5w5c26//fYHHnjAYrH84x//aG5ufv/99+3N/Y033ti8ebPw\nOSws7Oeffw5MgVFXwLKs2N8A1H1ZrVYfjnqoK8M67VE4jvMQcwTisVie5z/++ONNmzbNnz/f\nKdoAgLCwsOXLl0+fPj0hISE1NXXmzJmVlZWnT5+2Jxg1atRT10yaNMlp9Tlz5rz22mt+3wYA\nvV6fn5+/atWqAOR1/Pjx/Pz8wsLCAOT13Xff5efnnz17NgB5vffee/n5+RaLxftVnKKNzz//\nPD8/v6qq6lYXrR0FBQWzZs0KQEYWiyU/Pz8wT2adPXs2Pz9/48aNAcirsLAwPz//+PHj3q/i\n9Mt0+PDh/Pz8X3755VYXrR0bNmzIz8+/ePFiAPJaunRpfn6+08VlP5k5c+Zbb70VgIzKysry\n8/O/+OILp/neRxsGgyE/P3/FihW3umjtOHXqVH5+/qZNmwKQ1w8//JCfn3/q1KkA5PXBBx/k\n5+cL1w387eWXX543b57TTM9nOAJxSWX16tV79+5dvHhxYmJih4nj4uIAoLGx0T7nnnvuueee\ne9ylP3r0qNVqvSXl9MxqtRYVFQXmXpOGhoaioqKcnJwA5FVRUVFUVNTU1BSAvM6cOVNUVMSy\nrM/f8NtvvxUVFRmNxltYKndOnDjh+LS2/3AcV1RUFJhzjXq9vqioqE+fPgHIq6qqqqio6LHH\nHvP5G+rr64uKikaMCMSLfMvKyoqKipqbmwOQ16lTp44dOxaAjAAgYL27tbW1qKhIeD7ANzab\nraioKDBPKTY2NhYVFQ0YMCAAeQnHWMcfNf8pKSkpKiqy2WwByOvQoUNarVbUKn4/w7F58+ad\nO3e++eab7qKNmpqa77//3v4jdOnSJQBwPRGCEEIIoe7Lv7GkwWD417/+NX78eIlEcuXKFWGm\nVquVSqUFBQUmk2nBggU0Ta9du7aiomL8+PEtLS0rV67Mzs5OT0/3a8EQQgghFEj+DTjOnDmj\n1+s//fTTTz/91D5z7ty5gwYNsk9GRkb+9a9//eyzz5577jmFQjFw4MApU6Z4f+N9bGxsYE4f\nURSl0+nCw8MDkJdCodDpdKGhoQHIKyQkRKfTyWSyAOQVGRmp0+lE3UzuRKvV6nS6wNyDFh0d\nHZir7IQQnU7nOgKvP8hkMp1OFxISEoC8hKalUCh8/galUhmw0oaGhup0OqlUGoC8oqKidDpd\nADICAJ1OFxUVFYCMpFKpTqfTaDQ+f4NwjA1MR5DL5QFuWk6jT/lJRESETqcT9eSaz+Lj48X+\nSAXuKRWEEEII9Vj48jaEEEII+R0GHAghhBDyOww4EEIIIeR3Xfq9rAaDYfXq1fv37weA3Nzc\n6dOnu9534y6NN+uKzauhoWHNmjVHjhwBgL59+06bNk24v2nGjBmOAzakpKR4HsTJm7zcfaeo\n7eow8bFjx+bMmeO0lnBXr9iNAoDKysq33367qqrqyy+/FFUeYf6+ffuEMcFkMhlWtw/V7U36\nW1jjN1nd+/fv53leq9UKo0T4tcaxuh1hBxe3VGePAAASd0lEQVTckhrH6hZVWV36ptGlS5dW\nVla+8MILNE2/8847ycnJzz33nJdpvFlXbF4vvfQSRVH5+fmEkPfee08qlS5atAgAnnrqqfHj\nx+fl5QnJGIbx/DCLN3m5+05R29VhYovF4jgcTUlJyfLly1etWqXVasVu1I4dOz7++OOsrKwj\nR464a6CeK0ur1dbW1gKATqerra3F6vbHdt2qGr/56n7hhRfWrl174sSJgQMHPvnkk37t4Fjd\nAuzgjm5JjWN1i6ssvqvS6/UPPfTQ8ePHhckTJ0488sgjLS0t3qTxZl2xeTU2Nr788svnz58X\nJg8cOPDggw8ajUae5x999NG9e/fewu1y952itkvsTuA47sUXX/zyyy89FMCDzz77rLKycsuW\nLY8++qio8gjz9+/fLywV5h88eBCr2x/b5ehmavwmq/v48ePCh40bNwrz/dfBsboF2MEd09yS\nGsfqFltZXfceDuHtHllZWcJkZmYmx3ElJSXepPFmXbF5aTSaJUuW2N9VK7zKj+M4juNMJpP3\nQ557k5e77xS1XWJ3wt69e2trax966CEPBfDgiSeeiI+P95DAc2UJsrKyhPkCrO5bvl2ObqbG\nb7K6s7KyhA9jx44V5vuvg2N1C7CDO6a5JTWO1S22srruPRx1dXVqtdo+xJNEIlGr1XV1dd6k\n4Xm+w3XF5uVk06ZNAwYMUCqVLS0tAFBYWLhs2TKDwZCdnT19+nQPQ7N7k5fw6h3X7xRVTrEb\n9eWXX06YMEEYAcxdATzskA55rqzGxkb7UvskVrdft8uvNd5hZQkJlEqlMN9/HRyrW4Ad3EPh\nfatxrG6xldV1z3C4vtSYYRinF426S+PNumLzcrRu3bqSkpIZM2YI6yYlJYWGhs6fP//NN99s\nbW2dN2+eh8FPvdyudr9TVDlFJT5+/HhlZaX9JXliN8obnivLcakwH6vbr9vl7xrvsLLsH+yF\n9FONY3UDdnD/1DhWt2t5PJez657hENqo4xyr1eo0Are7NBzHdbiu2LwEPM//85//3Lp16/z5\n84UIMSwsbPny5fYEM2fO/POf/3z69Onbb7/d57zcfaf35RS1UQDwyy+/5OTk2M+5id0ob3iu\nLMelwnysblE1KGq7wP813mFl2RPYC+mnGsfqBuzg/qlxrG7X8niurK57hiMqKqqlpcUeGZlM\nppaWlujoaG/SeLOu2LwEq1ev3rFjx+LFi+0X/5zExcUBgIc3EYstm+N3ilpXVOIjR44MHjy4\nwwJ4KGSHPFdWWFiYsFSYr9Vqsbr9t13g/xrvsLKED3q9Xpjvvw6O1Q3Ywf1T41jdYiur6wYc\nWVlZFEWdPn1amCwuLmYYpnfv3t6k8WZdsXkBwObNm3fu3Pnmm28mJibaZ9bU1Hz//fcsywqT\nly5dAgAPl8e8ycvdd4raLu8TV1RUNDQ0ZGZm+rxR3vBcWQAgLBXmW61WrG4/bRcEpMY7rCzh\nw08//STM918Hx+rGDu6nGsfqFltZ9Ny5c28mV/+RSCT19fU///xzdnZ2Q0PDypUr8/Lyhg8f\nDgAFBQU///zznXfe6S6Nh3V9zstgMBQUFIwfPz41NbX1GuG0UkFBQUNDQ2Ji4uXLl1euXBkT\nE/PYY4+5e1+fN3mZTKZ2v1MqlXq/Xd5kJKQ8c+bMzp07p06dan+Pq7sCeHgJ4ZUrV1pbW8+f\nP3/ixIkxY8a0trYSQiQSiZeVtW3btuzs7C1bthw6dKh///67d+/G6hZV3QGu8Zus7p9//rlf\nv36NjY2FhYV5eXlJSUn+6+BY3djB/VTjWN1iK6tLD/xlNps//PDD3bt3A8Do0aOfeeYZ4eXR\nBQUFJpNpwYIFHtK4m+9zXocPH3YNzoRB3E6cOPHZZ5+VlpYqFIqBAwdOmTLF8zuavdkud98p\naru8yQgAfvrppw8//PDrr792XFfsRgnPXzl68sknJ06cKKqyhBNxUqkUq9uH6vYyL7gVNX5L\nqhsAIiIi6uvrPZT2ltQ4Vjd2cD/VOFa3qMrq0gEHQgghhIJD172HAyGEEEJBAwMOhBBCCPkd\nBhwIIYQQ8jsMOBBCCCHkdxhwIIQQQsjvMOBACCGEkN9hwIEQ6nKGDBliHyzI8TNCqPvqui9v\nQwghAHjmmWfsYybejAMHDtx1113C+8cRQoGHAQdCqEsT3ht+8/bs2XNLvgch5Bu8pIJQD/LR\nRx8RQjZs2CBMfv7554SQTz/91F36jRs35uTkKBSKuLi4p59+urq62r7o22+/zc3NValUSqVy\nyJAh69atc1zRw9KhQ4f+7ne/++abb+Li4iZOnAgAHMe9/vrrcXFxCoVi6NChO3bscHzLg+Ml\nlREjRtx3330nT54cM2aMSqXS6XTPP/+8yWSyJ/76669zc3O1Wm14ePjo0aN37NghzB87d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AvspzDrtbLICrD/v+xm4NatWwGAUqLpYGzP1obynNr+tm5rxTyslcX/yi4Dretm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\npGBWzrBK1n2MDIZhOCWRRElyItoAf1iGiVMS+mpztJOop/UxZgrDswTDtrV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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g4 + scale_color_brewer()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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GyVwO9KrADDt01A/Bv2yu62mmiMDCQ7LavrE0JSeSZJoGpZTatXzueQaG6P5qpl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OT3AkCAgLhRXB+YeIhRVJbWUkNglE5NqR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\nH++SfebMma+88krQ1wFAr9cXFxe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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g4 + scale_color_brewer(type = 'seq', palette = 'Reds')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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FeSIIqW3H11y/Ucgk1tTy5aUgrDsK/gNpE2DHzl6As4rFar56xare64sEs0TTud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N3qR0CguwnDHXNfOmkcunTLQ4nWIXjDwu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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g4 + scale_color_brewer(type = 'qual', palette = 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Palettes available from `brewer`\n", "\n", "The 3 plots show color maps that are\n", "\n", "1. Sequential\n", "2. Qualitiative\n", "3. Divergent" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "library(RColorBrewer)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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ECCGmTJny9ttvz549+8sv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\nTbvyy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ZhBAul4sdOiWhcAAAAOmYwwEA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\nAJCOwgEAAKSjcAAAAOn+L6q9hIKH00efAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "options.orig <- options(repr.plot.width=6, repr.plot.height=12)\n", "display.brewer.all() " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "options.orig <- options(repr.plot.width=6, repr.plot.height=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scales can be used for changing the mapping of `color`, `fill`, `hue`, `size`, `coordinates` ...\n", "\n", "Here we scale the y-coordinate to show log values." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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3+GQ9g+hh+tqqqqnzcJKLHD/dUHpKN2LH7ktzq0/xWdTA753/XzvwLXU6B1qSS3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\nbltt3rx5ypQpQUFBNTU1ISEhYrG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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g4 + scale_y_log10()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Geoms" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g0 + geom_point()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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VhZLUHMk/oax27ICt0Nr+n9cmdIaBES2o3KtfjrXVjCN3ZCt4rZpM1QGcaXrmL6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\n3+HTrFMrl9cyvMyLOXd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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g0 + geom_line()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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bgsJofJNKPTmFQanUImk4gkwr//7RqNRqpQyBSKNpmsua1N1NrW0NJS3ywuLS3V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LeDwMQqfTaTKbfX5ftBt1CaKsFMWIAo/b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\nSJI8a4K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yweg7W9w9He4QAAcDi4XEbL\n5ZRcxhWLOajOBxLLUOBAEASJeafDR17ayTkfhpMby3VpnF0aJwCAwKFUSstktFxGSWU0SaC9\nXZDYggIHgiBIXIGAI+ZzxHxxbioAwO9wewxWt9HqNlj0Brfe4AYAQAhEQo5MRstktExG8Xlo\n2gcSfShwIAiCxDFSwCUF3NBSW8bj8xhtbqPFY7TZLHarzdfUbAMA0BQuldIyGSWT0RIxB21s\ni0QFChwIgiAJAqc5/FQFP1UBAGCZoNdsdxutHqPVY7KdHnmBEEjElFRKSaW0TEqhNS9Iv0GB\nA0EQJAFBHKMVYlohDn3pd7g9JpvHaPOYrGar02zxgiYbAIDDwaVSSiahpFJKIqU5JOr8QCIF\nBQ4EQZDEd3LkJUMNAGADjNdidxttHpPNa7ad3uEFACAUkBIJLZVSUgmFlr0g4YUCB4IgyMAC\nCZxWSGiFJPRlwOX1mE6GD4fFYT9VbQzHoDg0+CKhpGjwBekzFDgQBEEGNIJHCXhKQZoSAACC\nrNfm9JpsHrPdY7KZzE6T2RN6WGjwRSqhpBJKKkODL0iPocCBIAiCnILBUKlTEQAAgKCf8Zrt\nHvN5Bl8EAlImpaVSSialhUISDb4glxRPgYMkSYIIc4Pj/U8k3tsP0EuIDeglxIIYfAk4ifNU\nEp7q5OCL3+31Gm0ek81jtjstdkebvbXNDgAgCCgR03L5yfxBcfCotrpPOBwOROXiIyOeAgcA\nAG3ohyAIEi0klyLTTg6+sEHgszlCK1/cZpvB6DIY3aGHCQWkTEbLZbRMRgsFnKg2ucdYlkVv\nNBEST4HD7/f7/f7wHjOuf61g/LcfxPlLAOgqxAZ0FaIAAxyJgCMRiHJSAACM1+812dwmm8dg\ndZjt9lZ7S6sdAEBRuExGK2S0XE6LxXHQeeD3+z0eT9+PIxAI+n6QBBNPgQNBEASJTThF8pPl\nvGQ5AAAEWY/F4QnVHDNau7qcXV1OAABJYDI5rZDRCgXaau7/27v/2Kaq/4/jpz9uf3cb27pf\n0PEFvm7j8xWnKCr8gzFGjIlEUPzLH1nEABqNIZr4DwliBgaDCYoSR1CUxPhdzP5ASVQUAzFz\nxghft5kxPjjYWOd+dOu63nZlY+33j/pt+CKTu9mzu94+H+EPbnNuee+cHc6rt6e9uYjAAQDI\nKLPJUeh1FHrFLYuEEJOR8fHh0fGh0XgwnN52qljNRUUOX7Gz2OfM89rm/YUPZACBAwAgkeJ1\nKl5n3n+UCyGuxuLjQ6OpP/0Dsf6BmBDCbrf4fM6SYmeJz+lwsioZFkMLAJgjVpfDu7jMu7hM\nCDEZHR8fHI0NhsaHQr29am+vKoTIy7OV+pwlJa6iIgfvuRgMgQMAoAPF7VSWOPOWlIukuDIa\niQ2GYgOhyHB4bCz879/DVqvZV+wsLXWWlbi47GEMjCIAQFcmYV/gtS/wLqiuTF6dig2NxvqH\nYwMj6TvcFhTYy0pdZWXugvws+5AtrkXgAADMFyarxV1e5C4vEkJMjMWi/cOxP4ZHh8Ojo1fO\ndYacTmt5maui3F1U5Jj/n7DFdQgcAID5yJbnsuW5FlT5p65MxvpHon8EYwMjXRfHui6O2WyW\nVPLw+Zxs9cgWBA4AwLxmsSvexaXexaXJqURsMBTtC0b7gt09ke6eiKKYy8vcCytIHlmAwAEA\nyA4mi/nPN1xWVo0PjaqBIbUv2HM50nM5oijmhRWehRXu4mLebZmnCBwAgGxjMjlLFjhLFvhu\nv2V8KKwGBtXA0KXusUvdYw6HZWGFx7/IU1Bg17tK/D8EDgBA1jKZnCUFzpICX+0tsaGQenlQ\n7Qv+3hX+vSvs9SiLFnn9izwuFyvdvMAwAACyn9nkKi10lRb6phLRP4YjlwfU/pGOcyMd50aK\nihyVfu/CCrfVata7ypxG4AAAGIfJYvYs8nkW+aYmrqq9g5Ge/uHhseHheGtbsKLcXen3sslD\nLwQOAIABWWzW/KUV+UsrJiPjkZ7+sZ6By73q5V7V5bRWVnor/V7eapljdDcAwMgUr7Pwv5YU\n/mvJ+FBorLtfDQyd6wyd6wyV+JyLK73lZW6zhQsec4HAAQDIASaR/mCLenlwrLt/cGhscGjc\nZrP4F3lEUu/ycgCBAwCQQ8yKNW9pRd7SiolwdOzSH5Gegd+7womE3mXlAAIHACAX2fLdxbX/\nWXTrUrVvSPxiEkJcvXrVamVZlIXPCAEAcpfJYvb6S4WZ1VA6uhgAAEhH4AAAANIROAAAgHQE\nDgAAIB2BAwAASEfgAAAA0hE4AACAdAQOAAAgHYEDAABIR+AAAADSETgAAIB0BA4AACAdgQMA\nAEhH4AAAANIROAAAgHQEDgAAIB2BAwAASEfgAAAA0hE4AACAdAQOAAAgHYEDAABIR+AAAADS\nETgAAIB0BA4AACAdgQMAAEhnlffUsVisoaGhpaVFCLF69eotW7Y4HI5ZtAEAANlO4hWOgwcP\n9vT07N27d9++fT09PQ0NDbNrAwAAsp2swBGJRE6fPl1XV1dZWblw4cK6urrvv/8+Go3OtA0A\nADAAWYHj/PnzQoiamprUYXV1dSKR6OzsnGkbAABgALL2cASDQY/HoyhK6lBRFI/HEwwGZ9Sm\nq6vr+PHj6cOHH364oqIig0V+8d/vKja2jABArhuL/rn02O12i8WibzFGJStwTE5OppPEn/+S\n1ToxMTGjNt3d3R9//HH68J577lm2bFlGyrNYLIlE4n86T2Tk2QAABuBwOBRFuW5hQqbIChyK\nokxOTl77yOTkpN1un1Gb2tra999/P33o9/vD4XBGymtubt61a9eVK1cy8mx6MZvNiURC7ypm\nz2w2m0ymqakpvQv5RywWS1b/CIzCfJAahUQikUwm9a5l9rJ9FNatW+dwOMbHx697bTw7+fn5\n//xJDEZW4PD5fKqqTkxM2Gw2IUQ8HldVtaSkZEZtCgsL77777vRhOBy+LqDM2m233Xbs2LHh\n4eHsnd6Kojgcjkgkonchs+f1eu12eygUyt7/pCwWi8fjyVQO1oXb7XY6nRmcXHPPZDIVFBSE\nQiG9C5k9p9PpdrsjkUhWvwoqLCwcGRnRu4rZS73cnZqayt65MM/J2jRaU1NjNps7OjpSh+3t\n7VartaqqaqZtAACAAcgKHC6X64EHHjh8+PClS5cuXrx45MiRdevWOZ1OIUR9ff2OHTv+vg0A\nADASid80unnz5kOHDr322mtCiLVr19bV1c2uDQAAyHamLNrEkMG3mfPy8mw2G3s49MUejvmA\nPRzzAXs45gO73e71elVVjcfj//zZiouL//mTGAw3bwMAANIROAAAgHQEDgAAIB2BAwAASEfg\nAAAA0hE4AACAdAQOAAAgHYEDAABIR+AAAADSETgAAIB0BA4AACAdgQMAAEiXTTdvy6DPPvus\nq6tr+/btDodD71py17Fjx9rb27du3VpYWKh3Lbnr5MmTLS0tTz31lN/v17uW3NXS0nLy5MmN\nGzfW1NToXUvuam1t/fLLLx966KGVK1fqXYsx5egVjubm5qampuy9PaYx/PLLL01NTaqq6l1I\nTmtvb29qagoGg3oXktPOnz/f1NTU19endyE5raenp6mpqaurS+9CDCtHAwcAAJhLBA4AACAd\ngQMAAEiXo5tGAQDAXOIKBwAAkI7AAQAApCNwAAAA6ax6F5B5sVisoaGhpaVFCLF69eotW7b8\n9du9pmuj5VxooaUnQ6HQ4cOHz549K4S49dZbn3vuueLiYiHEtm3bAoFAutmSJUv2798/h7Ub\nh5ZRmK63mQuZctOe/PXXX3fs2HHdWTt37ly5ciVzIbMCgcBbb73V19fX2Nh4wwYsDVIZcNPo\nvn37AoHAyy+/bLFY3n777cWLF7/00ksa22g5F1po6clXXnnFbDY///zzJpPpnXfesdlse/bs\nEUI888wzGzZsWLNmTaqZ1Wrlq0hnR8soTNfbzIVMuWlPTkxMjI6Opg87OzsPHDjwwQcfFBQU\nMBcy6NSpUx9++GFNTc3Zs2enCxwsDXIljWVsbGz9+vWtra2pw7a2tkcffVRVVS1ttJwLLbT0\n5Ojo6KuvvnrhwoXU4U8//fTII4+Mj48nk8lNmzY1NzfPcc3Go/H3+Ya9zVzIlJn2ZCKR2L59\ne2NjY+qQuZBBR48eDQQC33777aZNm27YgKVBNqPt4Th//rwQIn0/gurq6kQi0dnZqaWNlnOh\nhZaezM/P37t377Jly1KHFovFZDIlEolEIhGPx10u1xzXbDxaRmG63mYuZMpMe7K5uXloaGj9\n+vVi+tHB7Dz55JMVFRV/04ClQTaj7eEIBoMej0dRlNShoigej+e6+0RM1yaZTN70XGihZRSu\nc/z48dtvv93lcqVurfLNN9/s378/FostX758y5YtZWVlc1G3sWgZhVgsJm7U27MYQdzQTHuy\nsbFx48aNdrtdTD86c1N5DmJpkM1oVzgmJyfTvxYpVqt1YmJCSxst50KLmfbkp59+2tnZuW3b\nttS5lZWVeXl5u3bt2r17dzQaff31169evSq9aMPROBdu2NvMhUyZUU+2trYGAoEHH3wwfS5z\nYS6xNMhmtCsciqJcdw/YycnJ1MuFm7ZJJBI3PRdaaBmFlGQy+dFHH3333Xe7du1KvXRbsGDB\ngQMH0g1efPHFF154oaOjY8WKFbLLNhgtozBdb2sfQfy9GfXkyZMnV61alX4Phbkwx1gaZDPa\nFQ6fz6eqajp7xuNxVVVLSkq0tNFyLrTQ3pMNDQ2nTp16880305s5rlNeXi6EuHYPPzSaxe9z\nureZC5kyo548e/bsnXfeOd1TMRdkY2mQzWiBo6amxmw2d3R0pA7b29utVmtVVZWWNlrOhRYa\ne/Krr746ffr07t27/X5/+sGBgYEvvvhiamoqddjd3S2E4H3rWdAyCtP1NnMhU7T3ZG9vbygU\nqq6uTj/CXJhjLA2yWXbu3Kl3DZmkKMrw8PCJEyeWL18eCoUOHjy4Zs2ae++9VwhRX19/4sSJ\n+++/f7o2f3MuZkTLKMRisfr6+g0bNixdujT6f1KXNOvr60OhkN/v7+/vP3jwYGlp6RNPPGEy\nmfT+sbKMllGIx+M37G2bzcZcyAgto5Bqee7cudOnT2/evNls/vN14HSjw1yYncHBwWg0euHC\nhba2tvvuuy8ajZpMJkVRWBrmjAG/+OvKlSuHDh364YcfhBBr16599tlnbTabEKK+vj4ej7/x\nxht/02a6xzFTNx2FM2fO/DXspr5dsa2t7ejRo5cuXXI6nXfccUddXV1+fv7c/wgGoGUuTNfb\nzIVM0TIKQoivv/760KFDn3/++bXnMhcyKPVh42s9/fTTjz/+OEvDnDFg4AAAAPON0fZwAACA\neYjAAQAApCNwAAAA6QgcAABAOgIHAACQjsABAACkI3AAAADpCBwAAEA6AgcAAJCOwAHkomAw\naPoLVVX1rguAYVn1LgCADgoKCn788cfU30dGRjZs2LBs2TKXy6VvVQAMjMAB5CKr1Zq+3eXW\nrVsnJibefffd9H1KASDjuHkbkNPOnDmzatWqxx57rLGxUe9aABgZgQPIXclkcs2aNW1tbR0d\nHX6/X+9yABgZb6kAuevIkSMtLS179uwhbQCQjSscQI4Kh8NVVVX5+fnt7e02m03vcgAYHFc4\ngBy1Y8eOwcHBTz75hLQBYA5whQPIRb/99lttbW1tbe17772XfnDFihVut1vHqgAYGFc4gFzU\n1tY2NTV15syZ1atXpx/8+eef77rrLh2rAmBgXOEAAADS8T0/AABAOgIHAACQjsABAACkI3AA\nAADpCBwAAEA6AgcAAJCOwAEAAKQjcAAAAOkIHAAAQDoCBwAAkI7AAQAApPtfuLJQCTBmHCQA\nAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(df, aes(x=z, fill=g)) + \n", "geom_density(aes(alpha=0.1)) +\n", "guides(alpha=F)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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AQcBEEQjdHlMvrPPwR9GAVj2HRU+HyjRVHRkG6el6a57JL/X/SLyui/r7Fm5bIc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PsfUn24i0Qra4kZZlGGaQN8Rwq4I59WMjbmwcyjsnpcQAACAASURBVKtgMkvZjh4M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\nF198kV9SUlKyY8cO/v+WlhaVSnX06FFnW3ToVs5UVlY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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g0 + \n", "geom_density_2d() + \n", "geom_rug()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 4
xyzg
<dbl><dbl><dbl><fct>
0.0070045942.9301214.906434e-051
0.0271067263.2668027.347746e-041
0.0278226242.8584237.740984e-044
0.0498017533.0776672.480215e-031
0.0555866993.2661323.089881e-032
0.0667443963.1275794.454814e-031
\n" ], "text/latex": [ "A tibble: 6 × 4\n", "\\begin{tabular}{r|llll}\n", " x & y & z & g\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 0.007004594 & 2.930121 & 4.906434e-05 & 1\\\\\n", "\t 0.027106726 & 3.266802 & 7.347746e-04 & 1\\\\\n", "\t 0.027822624 & 2.858423 & 7.740984e-04 & 4\\\\\n", "\t 0.049801753 & 3.077667 & 2.480215e-03 & 1\\\\\n", "\t 0.055586699 & 3.266132 & 3.089881e-03 & 2\\\\\n", "\t 0.066744396 & 3.127579 & 4.454814e-03 & 1\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 4\n", "\n", "| x <dbl> | y <dbl> | z <dbl> | g <fct> |\n", "|---|---|---|---|\n", "| 0.007004594 | 2.930121 | 4.906434e-05 | 1 |\n", "| 0.027106726 | 3.266802 | 7.347746e-04 | 1 |\n", "| 0.027822624 | 2.858423 | 7.740984e-04 | 4 |\n", "| 0.049801753 | 3.077667 | 2.480215e-03 | 1 |\n", "| 0.055586699 | 3.266132 | 3.089881e-03 | 2 |\n", "| 0.066744396 | 3.127579 | 4.454814e-03 | 1 |\n", "\n" ], "text/plain": [ " x y z g\n", "1 0.007004594 2.930121 4.906434e-05 1\n", "2 0.027106726 3.266802 7.347746e-04 1\n", "3 0.027822624 2.858423 7.740984e-04 4\n", "4 0.049801753 3.077667 2.480215e-03 1\n", "5 0.055586699 3.266132 3.089881e-03 2\n", "6 0.066744396 3.127579 4.454814e-03 1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### `geom_bar` shows counts by default" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(df, aes(x=g)) + \n", "geom_bar() +\n", "labs(y=\"Sum of y\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Specify `weight` parameter to sum over a column by group" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(df, aes(x=g, weight=y) )+ \n", "geom_bar() +\n", "labs(y=\"Sum of y\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### If you already have counts, specify `stat=identity`" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "df_ <- tibble(x=c('A', 'B', 'C'), y=c(10, 14, 18))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 3 × 2
xy
<chr><dbl>
A10
B14
C18
\n" ], "text/latex": [ "A tibble: 3 × 2\n", "\\begin{tabular}{r|ll}\n", " x & y\\\\\n", " & \\\\\n", "\\hline\n", "\t A & 10\\\\\n", "\t B & 14\\\\\n", "\t C & 18\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 3 × 2\n", "\n", "| x <chr> | y <dbl> |\n", "|---|---|\n", "| A | 10 |\n", "| B | 14 |\n", "| C | 18 |\n", "\n" ], "text/plain": [ " x y \n", "1 A 10\n", "2 B 14\n", "3 C 18" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(df_)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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PT2ZugKgu4Ugl7f1G2DweAYQXcKQa9v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\ntDWZ/wMSAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(df_, aes(x=x, y=y, fill=x)) + \n", "geom_bar(stat='identity') + \n", "guides(fill=F)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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HBl/fr15t0GES1evHjTpk2s8sAD2bJlS4cOHSIjI2NiYt5+++2CggLWicBRhPjU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\nXhh4I+hSGRDk3p1vaWlpYmLS84HXr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P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", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(df, aes(x=g, y=z, fill=g)) + \n", "geom_boxplot() +\n", "geom_jitter(width=0.2) + \n", "guides(fill=FALSE)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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lnvysrKKr356tUrjbulpqZKJJIXL16IxWJvb2+tjeowM6NxE2ncRO0cTSmgFf2+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\nwQEAACRHwQEAACRHwQEAACT3/5jGf4o1U3b0AAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggplot(df, aes(x=g, y=z, fill=g)) + \n", "geom_boxplot() +\n", "geom_jitter(width=0.2) +\n", "coord_flip() +\n", "guides(fill=FALSE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving plots" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Saving 6.67 x 6.67 in image\n" ] } ], "source": [ "ggsave('figs/box.png')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Saving 6.67 x 6.67 in image\n" ] } ], "source": [ "ggsave('figs/g3.pdf', g3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Retrieve saved files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"drawing\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"drawing\"" ] } ], "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }