{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#read data\n", "tgc <- read.table(\"sup_table2.txt\",header= TRUE)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: viridisLite\n" ] } ], "source": [ "\n", "library(ggplot2)\n", "library(viridis)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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ODiUT4weKRcwc9zABQ7ACibbl++F/pJhKWNanrEePvydlLHAVAqUOwAoOzJeJK5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\nMXny5IYNG8pksvPnzy9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Xbax/7aPo/a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ExITovKAPUNgBuSfCRAfXRlbm1cxZO3366qlEx1s4DSsAACAASURBVAESgGGi23dz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\n2YKxB2UxFPXkjFWFmqQpCs0gx6q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Lla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\nAHqd7FKRr1Thfw38pAilF0AXptIJaAllEIhWP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A4A4wwq+c9gcAXMnZs2cjIyMz\nMjK2b9/u3JrMmTMnPz//0qVLjt/zcAqe561Wq0wma/dKSjscx4WEhKSkpGzbtu2B1Q0AoC30\n2AFAt7BgwYLa2tpvvvnG2RWxg2VZuVzuONUR0eHDh2tra8VeVQAAp0CwA4BuYeTIkVOmTBFv\nQ/dQ77///qRJk8TXKQAAnAIvTwBAd7FmzZqYmJijR48mJSU5uy6/2tGjRwsKCkpLS2/bsQcA\ncP/gGTsAAAAAF4FbsQAAAAAuAsEOAAAAwEUg2AEAAAC4CAQ7AAAAABeBYAcAAADgIhDsAAAA\nAFwEgh0AAACAi0CwAwAAAHARCHYAAAAALgLBDgAAAMBFINgBAAAAuIj/A45DioFp0mHEAAAA\nAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#ordering labels \n", "tgc$cores_labels <- factor(tgc$cores_labels, levels = c(\"1(pl)\", \"1\", \"2\", \"4\", \"8\", \"16\"))\n", "#plot figure\n", "ggplot(tgc, aes(order=, x=size, y=times, colour=cores_labels)) + \n", " geom_errorbar(aes(ymin=times-ci, ymax=times+ci), width=.1) +\n", " geom_line() + scale_color_manual(values=viridis(6)) +\n", " geom_point() +\n", " labs(colour=\"Threads\",x=\"Read pairs (Millions)\",y=\"Time (seconds)\") +\n", " scale_y_continuous(\"Time (Seconds)\", sec.axis = sec_axis(~./60, name = \"Time (Minutes)\")) +\n", " ggsave(filename = \"figure1_temp.png\", width = 12, height = 10, dpi = 1200)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Linking to ImageMagick 6.8.9.9\n", "Enabled features: cairo, fontconfig, freetype, fftw, lcms, pango, rsvg, x11\n", "Disabled features: ghostscript, webp\n" ] } ], "source": [ "library(magick)\n", "library(magrittr)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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dP0U4/UXsxmGAwGo9EovgwGg2KrprlWKBQKh8NWq1VVVU3TYrGYTqcT/57+QU0l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\nh4eHxX8yiqJYLJYFCxY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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#download logo and add grey frame\n", "logo_raw <- image_read(\"https://raw.githubusercontent.com/Adrian-Cantu/PRINSEQ-plus-plus/master/prinseq_logo.png\")\n", "logo <- logo_raw %>%\n", " image_scale(\"200\") %>% \n", " image_background(\"grey\", flatten = TRUE) %>%\n", " image_border(\"grey\", \"600x8\") %>%\n", " # image_frame(\"grey\", \"300x10+10+0\") %>%\n", " image_annotate(\"https://github.com/Adrian-Cantu/PRINSEQ-plus-plus\", color = \"#565656\", size = 20, \n", " location = \"+7+3\", gravity = \"southeast\") %>%\n", " image_crop(\"808x67+592+0\")\n", "\n", "plot(logo)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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7z88suSJM2fP79cuXLlypXbt29fampqixYtDhw4sGPHDiHE/fffP3v2bJfL1axZ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\nnp7+/vvvf/PNNxEREfH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FWNXbvbt25r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WiGKjXQpOpo4PtiU0olGI4ihepB0i4xJpp51xFQYJ+bQAACAASURBVHAVNsZlo102\nxilQIpVTq5sxIjpCBPY6yVUQ7MCn+duCf/vRy0XV+V9/YqUr3zmwV97cEnzr7YOGbs6ZM+Km\nG2dl8opXzTCbg9GD3YEjfcGEonlFa5HLXu1zzaouKXLZ7bAvyVlTTCOgSp98pAKqFNJSKUNn\nKMrKcFaGs7Kcg+V9vFhscdTafXaWP/Hx+Z3sryyrv7p2sqGokLlziUlMDcsqSak4peDUv5yR\nVSypRDGIZhKDQhRLcTTFsYhh+menIfpE6BdpZyk/kqN4luY5SugfgeMQz1DccLi3UCRo0Z9i\nzARLrjSoSekuBwyKzH1ZBUPPNMymXW1Pf/f5y7954YyLJw/kNZs4HJZef2P/vv1dN6yYOXVK\nxQBe+YAghOgmVg1D1ox93f7trT0HugMcQ8+uLl0+cdSYIh8DB1hPh0mwSbCBiUGwQbCBcUxX\nOuVYt5zoVhK9SqJbTsR0hafZIoutzOquEJ2T3EXloqvU6rQw3Fm+wFIUJTCsSQ3ugnFwBggh\nBBGCcP9YGkEYI0KOn8EmMfqXGqTMhEKSsplUSDKFk4qZlImkYRkhRCPGQts+ma/mFBmnlynq\nPyPSDittZ6iTvK552aJt0pv5bPk0+/kWetD75aQD6T+wjNDxDwphhMiJT/s/LOQVAb+CMLKj\nnVH2DYTgaS0HQbADx+mq/trv3u1p7Fv5yxXV48vP8towJl1dUUXVq6t83T2xd949lEyq06dV\nXnP1NFHMoLEuQkgwmTrSFz7aG2wLx3mGdliESq9ryZjqm2dPKHDYoPHDqUgaWlCVQpp84jSq\nKZKpsxTF0yxPMzzDOFjey1sLLLYRdq+TFRyc4OAEO8MzNAVTkXIJIVgjmnZ8IE3WiKz2n+//\nFMs6UXWiIURoxNAU88kpzVAMgzietvCUlacFB+3zssUcxbOUwP1zfpvQP33tdKsaK86d6F1g\nqGYW3tkIQgaFUhSREZIpJFMkRaEU1X8epSgkI9J/XkVIpZCBEIUQQxCDEPOpMyxq+eQQLEHI\nhGCXkyDYAYQICvVE/njPn4trC27/1QreOgDBa9/+zod/tVbTjJrqvERCuWHFzExYFXF8Fpdp\n6gbujCY2NXVsaekOJKT6kvyFIyuunT7WBgdY/x0hhBwffiOYEJNgjIhfkdpT0S453inHO+V4\nlxyXDM3KcKVWZ4XorhRdkz0llVZXsdXB0TnY1Te7YIQxMk93QhU5/h8miBz/IAR98ikmpkpS\nkhmXcLx/dE3GiRROyDiewgkFS5hgiqIEymqlHTbaJTJOG+MSaaeXKxIZp412iYyDo4TB+60/\ni6IojuJNNJT72BFE+gfMyCcfx89T/zxvUChJkziFYhRK0ChOkSSF4hSKUyhBoThFkjRKIKQi\nRCFEE2QhyEkoF0ZOglyYchHkxKgE006CXP0XEWRH6D8+7ijSZze/z1CBJPUdhGD6aW6CYDfc\nmYa5/c29G17ceu6N82ZcMoVhT/IGLhlOxkOJVFwWndZTvNrNW1pU1UAIRSKpn//vFQ6HZSCL\nPn2KbjQHo8f6ws3BSEJRBZb12a3VPve82vIyj1Pk4QkOIYRMQhK6GtZSYU0OaamwJoc1Oaor\nsqkziGZoiqUYlqKcnODhrQUWe63D52ItLk5wchY7y8Oa00wTN0Jboq9TNJpoOaeA/7f5DwQR\ng+gaVjQia1hWiaL174tLZA3LGlY0ouhEw8hAiKIRTSGaQhRF0TSiaURzNM9RVp6ycLSQx5Vw\nlMAdH1ezcDTf/2lmLQslOkXiFEGEOvt5wyZCKkVkCinHh82IjD45j5BMIaX/UoRUCqkI4f5Y\n1v9B/uU8QgxBAqKsBFkIsmDkQFQeQQKhBIQEggSC/uUMJSDEnOWKB0IVpoQ/iVbOSMJEhZwF\nwW74IoRgTF773bvb1uz59nN3eYrc/+k72w52BjvC3Y19tVOqPv86MSaxWOpvz+/YvKWZpilC\nyMRJZYOd6sjxaTv/3KGq/yuYEEnTt7Z0fXysbXdHX57dumBk5fKJdSPyc3OTdEKISTAi1Gc3\n6yL9Fx/fmuv4SIKOzR4l0SpF21PR/tNOOa6YhoMTqkR3pc1dZfNM85RU2TwFFlsGvUIDhNAn\ng2r9Z0n/F/r/P36GEES2J98+mNqEEDom7Z5hv0Ay4xKJp8yYhOMpM64TlUIUS/Ei47DRLhvj\nstFuG+N0Mj4bf/y8QIs58acnFrLKIj3GoREJ5lcE9T/Xnei6RE6cUihFkRiFYjSKUShGkxiF\n4hSK0ihOoRhF+r8uIYQRQgSxCDkw5SbIRZCr/wxGLozyMe365IsuhIQMW39KI0pACIJdzoKW\nYplu8FqKtR/qWv2LNaV1RZfcvUR0nOpQ3H/S3z1i46YmVTMmTSgbP66koTGgyPrkKeUO+yAG\nO0zI2iOtu7v844t8S8eO6I0lm4PRpkCkK5ogCPEMU+F1Vue5q3yuPHv29YM6LbvC3U+07jII\nvrZ83Ly8qriuRHQ5oikRTY7ockSTI7qimWZ/LwUKIYainZzg5i1uzurmLG7e4uYsbs4islwO\nvJaLopjVfbT6j3jqRNWwqhNFJ6pGVB2rOlE08skpVnWiGse3rkDH/2oURSFECKIoKqB39umt\nCCGBEhe4vsRT1k+6HQgcdfyUpXPgz21SSEP/MoSGiPLP80ihSMJKnqGQSRBtoCmYyv8kafU/\nFBD556fs/2fvvsPjqs6Egb/n9ukz0kga9WJJlmVbLrJlY2OK6ZAACSRhQ0ihhWRJSCAJCwRC\nAptkN4Tst2FDEtglCQkQqoEQTC+muBdZzU2yep9e7txyzvfHlYRwQ7hJlt/fo2eeO3fm3jlz\ndEfz6j2NEQVAYaM/ADIDhRGFgQygMJAZKAAKIwqAeCL2UeN53m63x2JHbeUJXFJsqsHAbqo7\n6oFdIpxUnHLr1o4Hv/Pnbz3wtfKFJUc+yL+nN/LgH95NpfRv33BaaUkmjHy5HA8xNX3ZH55J\nGyZHiM+uqLqxqCT3rJklS0vzJWGko8m0n8XAYLQ9Eb6n6e3m2CAAcEAEQgzGMmRbqd1X6vCV\nOrwlDl+pw+cRZYCPV8c0rZ2pH9gZTEuasSSNJs1ogkZHNyJJOrIzzdJWxGbjnHbO5RgZBOqx\nc24773KMjAN1K5yDP0gLXdQcenTgZ4ywL2TekiOVnJgBnElYhECYgxCBMMfCBEIcC3MQJhDi\nIExYmEAcwAAAAIGBlxEvBS8DrwleBj5KvAAuB72HgMaAj3P36OS0cec/UJ2Qgz904sPAbtrD\nptiTCKX0oZv/9vZjH3iz3QUzc296+Nqi6iOaHNgw6JatnevWt3GEXPyZmvnzCkTx2HaWZwxU\nXe+JxLtC0c5QrC8aj6saZVa6An503ikLCnLk6bWQF2NMZzSijabf9FRISwW1VFRPm4wyYJQB\nEHALsl0YeeM13sBds87wy3aZn1ZVMaUwRnWm6UwzWNoa5qmPptDG7mpM1WnaBAOslnAy0h5u\nNZgSq6cayCInS0Sxc26vkD2yhChRJE4WiTLaWe0w00IeIeu7hQ9IkqSm0kfxvU8MBUgTphJQ\nAVQCaQIqAXU0l2b1PxvpjgagjRthwEbHbFo/ZDRVpjBQGLExCBikhIHNugtgG7ctHSwao8Rl\nJ29oZrZOlsC0mm0YoX3h3/2TCDXphpe2AkB4IHr+9SuLZxcc9qkYY03NfX/445r8PM/VVy/L\n8Dk47tgul94ZjK5t61rb2tPSP+yxSYuL8xaX5H1mbrksCpnvbXl6c8uFc8vrivOmwewkBqW9\nanRPPNSWDO2JhVoToT41RoHmKq4Su7fE4StxeGt9+Xk2l0A4jhACwBHCAUlT4y8d9So1vlE0\n3yUe1yGHUw0DmjAjDHjucFvKGFCVJhNmNEmjKTM2kkWj0SSNJc3RsZ9gAgOBE23EZeNdds5p\n41x2zmXnXA7eY+dcNs5t55wCkQgQICOzuhAgo0nT0T3H8oNDgDuMyUE+iU4gxlmJNBYmECYQ\n4SBMWISD0GiCLQ5gAgADgYGLEQ+F0W5nI+M3M03wMGJ1TXMAcGMNo6Mb4+6Ssf2HyYDFmnKq\nmlIxqkPTHjbFTnVHsSmWmvRXVz249fUGd6bztqe+WzLncCarS6W0TZs7Nm7qsNnEFcvLq6oC\nRyuWoow9u6Xl2S073Db5a0vnChxnZeZiqqbqhk0SijM8pX5fmd+b5bKPP5ABCLJsqOoJ0aho\nUBo10mFdjehqRFPD+kgfOI2aOqU6NU1G7YKUIdn8kt0vO7Jku1+yZ8oOcQIzJIuiyPO8qh7P\nOR2mHMroi8Hftabr/UL+ed5viJxisLTONGMkwTZyq1HV6rtGGaXj5stlQBmjDBhPBGviNIko\nEqdIRJE4m0QUcewuUSRO4YkwVZs4Gc+aHfS3hKgp+BeNO3c0i2bNdpYenfbsoz0AaQ5UGJkp\nLQ1ACZijc9uao3PeWuMGRAaylSoDYmcjaTM7A/u4LJp9NIs2JWIpRVFO8o+GBZtipz0M7Ka6\noxjYMcZScXX3hracGVnZRf6Jh0Evr25ct77t/PNma5r52BPr6xaVXHbZAodD5o9qlm4gmrjm\n0ZeiahoAMuzK4pK8hUWBmvwctyKJPCfyPCEHzW04HI5EInG0SnIUGZT2p+N7E6G2RHhvIrQ3\nGe5ORU1Gs2RHoc1TZPcW2t3Fdl+ezSlxPE84nnA8ITzhyGElck6qwM5apSBhRpI0kjAjCRqx\nZlaLm8E+fa/1HIVzKMRh4xwK57RxTut29K7LzjsV4iCEIyPJM0LAuqbHfjggMFXjtjEMQOVY\nnEAMIMZBjLCYNSmaSN8XYAcAMBAo5BGIjU6fJjBwMuKm4GLgZuBi4KHgYsTNwM3ATUemQyOj\niTRrko6P7o5m0cgJ1BENAzsLBnbTHjbFnkQIIXaXrWZl9ac6asPG9kf+/CEAtOzoX76s7PZb\nzy8szDgq4RxjLJRUO4LRPYOhtuFwJJV2K5IV2F2+cNaX62ZP/QycyWhM16KGGtXTUT0dM9JB\nLTWspVKmppqmSnWdUpkTfJKSLTvqMgo+kzczS3ZkyXaJw4/eCMaowXSrU5rxUa81zeqpplE1\nzZIaVSmYJjNMMOnoLWVU4EQRZImzyZxNIXaXlCkTu8zZ3on+fUDvdPK+yzK/nyEEJvstjmdN\n968TpgHoBD5+y8bv0QikRwd4pgFMAiaACWCMbY/uoQCEgQggMZAY2IAoDGwUvCYpFNgOADCh\nOMH/mIGDgZ0R+9TJoiGEjjr8dkGHomnGli2d1rYo8mefNauoKOPIT5vWjff2dL7W3NYZjFYF\nMk8tL1xRMdchiWnDfKWpNdtlP3VG4RSM6kxGB9VkezLckQy3J8PtiXCPGtMp9YpKnt2Vp7jy\nbO4yh295ZpHCCyLHC4QTOV7kOA6ObQfEKY4xpjHVGumZpNHE2IbVg43GKZiMMYlTbB/LqDlt\nnNMrZNl5t0zsPPDW7Lgjt8BzIxvc/nV7ScaNUW5AMTw+Pvv4vEWANGEJDmIE4gBxjsUIxAnE\nydgGxDkWB4iPNnFSBjyAjRE7AzsFBwM7WIEX2BmxM3BQ8DLiZMTJQAEQPj6x7dhst9xHWTTC\n7ZNCS7MLKFQLfCpuXsoI5lQQOilgU+xUd+zmsTu0gYHYps0d9du7C/K9wVCitzc6qypwxZcW\nTXDcK2WsPxrXDJrvdQk8Z1I2GE92h6K7BkNtQ+FgIlWU4V5QGJhXkO2UpSMPeo5KU6zJWMLQ\n4kY6ZmhxQ4sZ6bCmDqYTMV1LmlrC0FOmLnG8V1JyZGeO4sxRnDmyM1txKFNm8OkxbYpljFEw\nDaZZCTZj5Ee3bjWW1lhSpUmDpQ1mGEw3mW4w3QTdoCYhRCCiRBSZsyucXeHsMnEonF3hHDJn\nV4hD5mwHXLv98Ej0JTv5R5rWpLirYd+lqxiACcwgoAPo1u3YBmHjtkEfGbk50uFMBzAIGAAG\ngG5tjN61VucUAQQGktW3zOp29lFvM7CN63xmO26dz3iel2V5is/8cnxgU6wFm2KnvanyhYSm\njkRCW/XCtq3bOs89e9b1157q8SiUMlU17HZp4uMktncP/HL1B6phXrZgpk0U1+zqiKjpBYWB\npWX5Z1QWuRXZJgqTm8SijA1pyc5kuDMZ7UiGO1ORnmQsTU2nKAVkZ47iDCjOPMU1y51l50WJ\n42WOlzhe4gR+Goy8PTir45o1CHR0NKg1rVosRaM60ygzOMLL4yIzKzizEaePD9gkpwDi+JXd\nx23zZHRk6DEqO0CSYzECww76XwQSCjQDNYEowOIE4hzECUsQSFgtm9YK6AwUIDY6GnsB2McC\nr5HkGfgZ52SgjK6kbi0DxY1tj6bNeAAOCI9NnAihyYWBHRrBGOvri27c3L6tvntmRc5dP75w\nbMUIjgOnc6IzJqQ0vT+WeGpTc08kDgB/Xddw6fyZX19WMyc/W5jAuM7DKHZXKtof7/cTudju\nGQsWKWMpU08YWsK6NfSwnupXExFdjRoj/eF4Qjyikqu48m2eRb78XJszR3bZhRN13dh+rX3N\n8DMUjKXOiwukShMMK2f2UfKM6QboBtM1mlJpIs1SYx3aDKrpkNaZZjKDB0EgkszZFM5h45xu\nPiNbLFSsFlLiUDiHyMlHLz6jAAZh+mgabHz+zCCgA7O2VQ4SBBIAKmFW/zONQHp0QwOmARgA\nHCMigDQ6Xa1JQKWQxUjOSJTG2UfDNRt2NUMITUsY2CEAgGAo8cwzWzq7QuecPetfbzjd47F9\n2rRUWjc2dfS+v6drZ3/Q77SJPE8AGMCpMwpvOG3hMSo2AKSpeWv9q62JYL7Nffus0/vUWFcy\n2pWK9KqxpGHYBdEv27Mkh1+2BxTnPG/AKUgyxyu8IHOCwgsCx5+g6TcrtZaiCZXGUzSeovHt\nyXcH9U4AeEn7g0fINpnOgIpEljmbROwyp1gDC6wEW4aQK3E2ngg88NzILc8TgYOR2yPOpzJr\nKScCcQ5ihMUJWL3NYoTFrb5ohMUJJGGkTRNGp5/96AfAzojCwM7AQUkGgyIGMhCBAQ8gAPAA\nPNtng/AAvI0+rNA/62Rpkvs2EPsnFxYhhKYLDOxOapSynp7w2vV7Gxp7ahcWXfWVJYoyoXwV\nY0w36XAiNRRP7ugP7uwf7gpFAx7n4uLcr51Sk+W0q4a5sDgQTWkX11RMvDyMsSEtKXO8W9x3\neVnGmEqNhKFb3d0ShtanxvvUeE8q2poIMoCuVPTPezeXOHx5imuWuzzP5spVXHZenLKjFqwu\nayYzTDBMNvoDhskMCobBdI2m0yyh0qS1pIHG1NFVDdI61SgYHBEEEKTR9lARZIWYBJhHyDrH\ne5W12NSnnJx2pP8ZQIqwj/UhI2M9zJhBIE0gQcAKy6zVBdLWWgJgLTAwMi8aYUQAEBnYGDgY\nOK1bkxQa1jbnBGuDWEMHjtpvKsV9nXN8I5EyAI7hOsUIITQFYWB30kkk0ooi8jzX0xN+ZtXW\neCx95hmVZ6+c6fHYDhYDrW/r3tzZt3JmSWVOpklpY8/guraext5BkefLs31z87JriwKZDptL\n+WgYhE0ULp0381MVjAH8tX3bi707FI6/bdbpla7MfjXRmQy3JyOdyUhXKhrVVYnjM2V7pmT3\ny/Y8m3tRRp7MFXWmIvWR/pku/3/WnD91xjFYi7irNGH9pGhCZQmVxlWaVGlcpYk0TRmgUWYC\ncBKRRU4eWU6KkyVQRE6WiU3hnC4xUyACBwJPBJ4IPAg84XkQeCJYmTYyOpO+arwN+moCYAoX\n2sWCfYsDGoEEYfGPbke6ncVHozQrUNOAGQQoAxGIPDoJrTyyFDooQOSRFBpkMVCAiIwIAAKA\nwMbdjmyMPHT8mztFRuwAOGIAIXTSwVGxU93RnaD48b9vXPX8trJS/6yqwJ7WwTNOrzxtRbkg\nHCqps7Wz/6YnXwUARRBOryxsD0Y9NnlRce7S0oJCn+tI8mFWEi5l6inTSJl6nxq/q+GNhKkD\nQJZsz5DsAuGyZUeR3VPs8BbbvUV2r3v/lbIYS5lt7ckNRbaFdqEcjmp+zgrOKDNNMCgzR6ZP\nG7k1KDN0pqo0nmZxlSZUM66xpEaTGqQ0mtJZymAaDxxPBIVTFM5h4+wKsds4+8j2yK1dICIA\nJePWyhz9oaNLZ9LRzv4jKTQrnQZgkNGJzQBMmf5DgDYAoODWyMrRNTpVwlIEVAATgAcQGCiM\nOCk4GTgZuBhxADgpuBix9ljza9hP9P/67HY7DgUFHBU7Do6KteCo2GnvxP7bjT4V02Rvv70T\nAFrbhmaU+X9wyzkup3ywyMygdM9gaFN731s79lp7KKM1BTnXr1josyv8Jw2DiOrqYx31ET39\nleJ5+Ta3tVOndCAdt/rAdaWiXclo3EhLHO8VbV5J8Yk2lyBbgd35gYori+Y5BUkgB5il7OPU\nANyRZ2+nkBuD/wIm7hPxkJG4x2pDNMce+mj/yOQX5rijDAqawZI6SzCmEdB5pnOg8UxnoFPQ\nKdMp0ykYElAnAAFGOCAcxxOBJyJPJB5knkg8kXgiC4QH0AAMBjECHAMegHw0mpJxwPaZk4wD\nMjbQkowbiTnSsWy0V5kAINORDQJAKMkD1gYAlOSnuc8AyAysllABQBzZIOLotGcIIYSmIQzs\nTiKEgN/vDEdSksQvW1bmdn2s+5FJaSKtx9T03uHIpo7exp4hniOLivOuX7HgwXc3BxOpiuyM\nlTNL7NKhOuExxnRGVdN4qqvxkb1bAGB3fHi5v7hXjfWkooPpJAHIVVwlDl+ZI+Ps7BlFDo+T\n/6gB94LciofbNubIzq+WLJC4g+cRmUEgQSDGsR6RfcixdkKAY72i/m0KQIFRRk0gJiMUSJoa\nGjMpcGw0NmIw0vuefnRXEIlD5twScUqcW+IyRWLnichZTYrECozGtzaK45saRyOnsWljAUbX\n19SP8Hf2aRhQDez3BLQE3ECJ/zi+MkIIoakCA7uTCMeRG65fsWZda3mxf1bVyDpLhknbg+Et\nnQMNPQMpzch22Uv93hUVRV+srfa77NYEJeU5vsbhwUWBPEXY94JhjIV1tTsV7UpFu1LR7lQ0\npKU4IN1q1HpCUFMrnJm1vjyXILtFySXI4sEjNsoNzM/ZqXAOE6oAnB97iFGAiAy7BLadZzvj\nZrBLj/XqNErd8xXnDDHertvfSi0TiEcgEk8kgUg8EQUQRU5RiF3ibAIRBSKO7LQ2xvYQcfz8\nHQzgmEz6fIwxcKelO3iep9jehBBCJysM7E4ub3Z3PtLRPNvIKqjM7I3E17V1b+3s1026tDT/\ni7XVVTmZ+89yEtRSN2x9oT0ZXjyQf0f16cAgqCVbE+GOZLgjGe5MRhOmlinZyhwZ5a7Mi3Ir\nZzgyvKLSHBv4ceNzaapdWzZvub9on3MyxihQBiZllI7ealR9JfSAk/SHgH89HAqIZWk6rLMg\nD4MBvi9fCAcEM8acbUZer1GYYrUO3uuUvFm8Y1X4UQF60yzzq9nfkznb8apLhBBCaMrBwRNT\n3VEcPGGY9IsPPTucSAHAgsKcJaX5ZX5vvtcV8DjHTx3MAFRT71PjfWqsNxVbG+x6Z7CNAOMI\nvyyzKN/m9klKtuz0SYpHVLyi4hVtNn7fZSR2ptbtSPxBhLRDvLDctixNEymWSNNEiibSNKHS\nlM7SJtM4IvAgCETkicADnSc9NUMMGkCa0jkioXZOcPEzbHyFSWZQkmtCLgPX2CDQsfrp19tD\nXI+XBgJi6ZSd3OT4OKZLip1YcPCEBQdPjMHBExYcPDHtYcbuZELA5uf1vBQX46+oq15YlGtQ\najAzaqhhXd0TD+1NhKy17Ye0pMIJxQ5vuTOjzOFSbDsr3cPNoZJrCi8ttHkZUAqUAWWMUjCT\ndHBQCyfMSJKGE2Y4SSNJGs7mWq707OIJ+yD55FvhLQ7e7eTcTl7xcMQlMhdPXBzv4BQOogSi\nBKIcRAmLcBAmACKwaiU7yd1scuUAnPqxd7DfeyIkIJXMcMw+8rViEUIIoRMdBnZTi5VAPXZp\np9Kq7guc9bsT3hdjBS80NguEkzhe4niXKPsle6HdPtNtswsBu8BknukslWYpoE0LpE0eXu9z\n927VhL4YR1gSIEUgSSBJmCoQXeFAJuAiIAtEIrzIKT4uJBAGAEvt6VpHFgAPwBiYDGyMOAAU\nBooJsgkKI9YEaTKApNC/y2wVA4fKfdXkKo9RJSCEEDpGDMMYGhry+/3Cfn2y0fGB9T6FmKb5\nwAMPdHV1XXvttTNnfrrZfSeCI/RHpe+UyN06I48H8wP2Yo3GdBZkbJixIIOQTDQ7Me0ctQG1\nU2rnTBtPnZwmEx0AAmL8PPFDCh5GPAy8FLJGNzyMeCh4GHgY8TJwAPCMvsnovQCGRj6b4v91\ngiVM8rek2HUMbEBO1AVbEULoZPbSSy91d3eHQqEf/vCHkiRNdnFORhjYTSHbtm0rKiq69tpr\nf/nLX/70pz8FgGg0yhijlB4wh2ftnHh6jyekUI4DgEjYZZkNwMUEkIEoAIUMKhnIjCgA1mID\nYxuyDhHR/DnHuik3N87/gkLmoV/FKo3Jn5bgfgOQMsj8T7dgPPEcRrqSEHKS966zkFGTXZDJ\nh/Vg4TgOq8KC9WDhOA6OaruQYRjNzc0AUFVVBQANDQ233nrrq6++2t3dXVpaerReBU0cBnZT\nSH9/f2lpqcPh4Hle07R0Ov2lL30pHo//5S9/KSsrOxqvQFl4KUu/CsTt9P8BuKwJH3gGmH0C\nX+D9dC+X8ymLd0Rkeb9FKU5Wdjsuew8AoCi4UOwIrAoLfjTGZGRkHK1T9ff333777RzHPfXU\nU4ZhEEJ4nvd6valU6mi9BPpUMLCbQjwez/DwsGmamqYJgiDL8vPPP88YS6VSwWBw/+d/2lGx\nAADsZp4/h0I+C3FADnDOg7MDfKrnH1cOhwMHTwCAIAg8z6fT6ckuyOSz2Wz4vQIAPM9LkoRV\nAQCyLONHAwB4nrfZbPF4/GidUJbl5557ztq2BubrCshZ+gAAIABJREFUut7f319QUHDoA9Ex\ngoHdFLJw4cKf/exnzc3NZ555Js/zhBBFURhjqqpSSvd/Phv1aV7EZZBlY8cfhUJPDZ++HqYz\nrAoL1gOMVgJWhQXrAY7xJUEIWb58+T333FNUVISB3WTBeeymlmQyGY1GA4HA2J6jOI/dNIYZ\nOwvOYzcG57Gz4Dx2Y3AeO8uxnseOMWaaJg6JnURY9VOL3W7HXiAIIYROUIQQjOomF/fJT0EI\nIYQQQicCDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQ\nQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQ\nQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJDOwQQgghhKYJYbIL\ngD4ZIYQQsv9+TdOsR497iaacg1XRycYwDMMwsCoAL4lRlNJUKoVVAXhJjKKUxuPxo1gVWKtT\nDWGMTXYZ0GF64YUXbDbbOeecM9kFQVPFunXr2trarrjiiskuCJoqdu3atXr16htvvBG/fZFl\n165df/rTn+699168JKYrbIpFCCGEEJomMGN3AtN1HQBEUZzsgqCpwjAMSqkkSZNdEDRVUEp1\nXZckCdMzyGKapqZpiqLgJTFdYcbuBGZ9i092KdCUYHWlEgRBkiRVVVOp1GSXCE0ywzCi0SjH\ncbIs67qeSCQmu0Rokum6HolEOI6z2WyapsVisckuETomcPDEiaqxsXHt2rWmaZ5yyilz586d\n7OKgyWQYxmuvvRaPx7/whS9s3Lixvr7eNM2VK1fOmDFjsouGJseePXtefPHF4uLigYGB5cuX\nr1+/nuf5ZcuWVVRUTHbR0ORobW19/fXXMzIyZFmePXv2mjVrZFmurq6uqamZ7KKhowwzdieq\n11577aKLLvryl7/8/vvvT3ZZ0CTjeb66ulqWZcbYunXrrrrqqrPPPvutt96a7HKhSSOK4lVX\nXXXBBRds2bKlpaXlq1/96sqVK99+++3JLheaNBkZGVdeeWVNTU0wGOzq6jr77LPPPPPMxsbG\nyS4XOvowsDtRpVIpWZZtNls6nZ7ssqBJRgix2+0cxwEApVQQBFmWsTX2ZFZYWNjd3f3888/f\ncsstjDGO40RRTCaTk10uNGmcTqfNZtu0aZPNZqOUchwnCII1ZxaaZjCwO1GVlpb29va2tbXl\n5eVNdlnQFOLz+fr6+np7e0tKSia7LGjS1NfXNzc3X3zxxeXl5Xa7fWhoaHh4uLS0dLLLhSbN\n+vXr+/r6Lrnkkm3bttlstng8Ho/Hs7KyJrtc6OjDUbEnqkQi8cILL+i6fskll3g8nskuDppk\n0Wh0165dtbW1w8PDL730kizLl156qSzLk10uNDk+/PDDhoYGK3d7wQUXPP/8806n88ILL7Tb\n7ZNdNDQ5gsHgCy+8oCjK7Nmzi4uLV69eLQjCihUrMLabfjCwO4GZpgkAPM9PdkHQ5GOMWS1u\ngBcGAqCUjv1t53neNE3GGM/zOMPFycw0TaurBiEEL4lpDAM7hBBCCKFpAvvYIYQQQghNEziP\nHUJo0qTT6R07dljzbNvt9rKyMkH45D9KjLHu7u68vDyr6fnQhoeHPR7PoU9LKY1EIpIk9fT0\nlJeXW41TPT09lFK/32/N/GwYhtW6zXEcx3ET7KzGGOvo6CgqKsIGL4TQ8cHffffdk10GhNBJ\nqrOz83Of+5zP52tra3v22Wf7+voWL148kQPvueeeM844YyJR4F133TVnzhy3232I5+zatWvr\n1q3pdPrKK6/8xje+YZ32u9/9blNTk8fjefbZZ3meb2pqCgaDnZ2dDQ0N/f395eXlE3yP//d/\n/5eRkeH3+yf4fIQQOhKYsUMITRpr2cpbbrkFADZv3vyjH/3ohhtu2LlzZ319fXZ29tKlS3me\n/+CDD3p6eoqKihYvXqyq6jvvvEMp7ezsHOsfvHfvXl3Xt2zZkp+fX1dXp6rqmjVrIpHIvHnz\nqqqqvvnNb2ZlZdXX1w8ODhYVFcXj8ZaWlsLCwuXLl1tZNErp7bff/tvf/ra9vd069pxzzkkm\nk/X19WeeeeasWbPy8vJ27dqlqqqmaaZpnnHGGTzPp1Kp999/f3h4eP78+RUVFbt3706n0y0t\nLbNmzaqurq6vr29pacnJyVm+fPnVV199//3333333RPJLyKE0BHCPzQIocmkquqqVatWrVr1\n1FNPfelLX9q9e/e9996bk5PzxhtvPPjgg++9997f/va3oqKiP/3pTy0tLb/61a9aW1sVRWlq\naho7w2OPPXbvvfdmZWXdf//9r7zyyu9+97umpqaCgoL77rsvEok8+OCDQ0NDt9xyS3NzcygU\neuihhwoLC//617/29vZah3d1dYVCoUAgAAArVqz4z//8TwB44oknamtrBUFoaGh4+umnxxf4\nww8/3Lx581NPPbVp06asrKyf/OQnsVjsnnvuWbt2rdfrveiii5qamq6//vq8vLxHH31027Zt\nXq+XUopLtSKEjg/M2CGEJpOu6/X19QCwe/fuZcuWNTc3+/3+oaGhysrK55577vrrr8/MzOzs\n7BwaGkomk//85z//+c9/+v3+2tra8Sf5zne+s2jRIr/f/+c///mOO+7Ys2dPe3v78PCwYRjW\nE/x+/2WXXcYYGx4e3rVr17e//e3s7Gzroba2tjlz5ljZuxkzZuzcuXPHjh0PPfTQD37wgw0b\nNhys2O++++4tt9wya9asV199dd26dZIkXXvttYQQXdc5jrOyd9///vettVllWVZV1eVyHaM6\nRAihMZixQwhNJpfLddddd911110333zz6tWreZ53u90lJSXFxcVXXXXV73//+1WrVmVmZlp9\n2ux2u6ZplNJ9lkKy8mGxWEwQhK997WstLS0lJSXjZ14VBEEQBKfTedNNNxUWFv72t799+eWX\nrYd4nh+L/wghd9xxx/33319TUzMW+R2QJEm6rjPGVFVVFEUUxbHhEZIk/dd//deMGTP++Mc/\nPvnkk0evqhBC6JNhYIcQmjQcxzmdTmvbbrcPDw/PmTNn48aN7e3tjz/+eDQaVVWVUjo4OPjB\nBx90d3dfccUVDzzwwNNPP20l+cbceeedTz311C233HLhhRfG43FCiNXLbWhoSJZlQoiiKISQ\nwcHBBx54wDRNXdcdDod1bHl5+bZt2yilPM9LknTeeeetXbv2uuuu43leURSe52VZ5nleFEVh\nFM/zF1100SOPPPLss892d3cvWbJEURTrbC6Xa2Bg4KabbkqlUul0WpIkAEilUjab7TjWK0Lo\n5IUTFCOEJk0qlWpsbFy0aJG13dDQsGDBgq6urqampszMzEWLFqmq+sEHH0iSVFFREY1GS0tL\n161bp2laIBCorq62hiP8/Oc/X7lyZSgUysvLq6mpGRgY2Lx5c1ZWlsfjcTqdqqrm5eW1t7eX\nlpZyHNfY2Nje3p6bm1tbW2vl2Bhj11133R133OH3+yORSEFBQVNTU0VFRTKZDIVCGRkZsVjM\n4XDoui4IgrXCB8/zDodj8+bNw8PD8+bNy83NbW1ttXKKGzZsmD9/flNTU2d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Pnt3vvPvu+WefRvZ5Nsft36Z8QAUFhU6Hs38w1NywPRxL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\nAEX8H1o5y5ZNQ/MWAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#paste figure and logo\n", "plot_image<- image_read(\"figure1_temp.png\")\n", "final_plot <- image_append(image_scale(c(plot_image, logo), \"1000\"), stack = TRUE)\n", "plot(final_plot)\n", "image_write(final_plot,\"figure1.png\")" ] } ], "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": "3.2.3" } }, "nbformat": 4, "nbformat_minor": 2 }