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@gazzar
Created November 10, 2014 23:23
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Detectable elemental abundance in human by mass with rev C Maia
{
"metadata": {
"name": "",
"signature": "sha256:0a60a5b27e96dc522f5afeefd5a64d68ccbba9a8de9cbbde76fc531a18120e2f"
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"A Wordle.net wordcloud with sizes representing chemical element abundances"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.core.display import Image\n",
"Image(filename='Detectable elemental abundance in human by mass3.png', width=800)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {
"png": {
"width": 800
}
},
"output_type": "pyout",
"png": 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4fXKTwyojl3tfu7yPpzKZ6QloMqf2SbODXR0wuBo4O1+FRT/ti3+fTo/SV3Zr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jBqfoY6JkwREezNtqwkFdqjgY5ztCwritVfBS2LRoUnxBieZF6cFwl0JHFIdAkda6oZyTTGDu5e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GLkeRKcxt9SLPWz7qcNBF7StlgU8OG57Q8xJpTUZAKPXXphHFWA/RiRsBbl5i8n8c2Bi3J4\nA+k1V6SxQfmJF6ZH8M1R5KNf/vl4yXQkOA16bJw/mPoBQII2r+2dKGmC65R5BXfly/Xdq9OA0+in\nk08uUOSve/IZH4KLTO19xfV9i9Mo1wiaABpReEBiAIO7przHjJ22zk0yhWSV42LUbZ44VEdm/P3l\ncdNHRTzwPYWfN+vng81jtBovRQAzxiqcS2+Zn2yKCXtwCS0V/aJHVhhNxa3V9O7F9ujiAT80bq2Z\n0p+lb6Gl41eGLal8ezCEhaK7j6YrHHrCLOjuuxsz1b5zmT3ebTe7kjauXyi37cypreKdWUjIzvL2\n6tVUk9+xuzQvQ23L0MlXylwe1jXd2J/FX5WU29d2Ht3/xJYNpVUL8osmGvOykpMHRsb101lV0Pbr\nmy9Sh207K7oAT1bNHe24/a4S/2TtEqtDNElOYAqetGS/q9nQQUJCns6TcqBaPvV+FnggGegOhYEZ\nhpCU7MH3PpdTwB4iqIrCe1+JBml7H3l6NOucVWZ3eU8msBC/os+SnGhtnx/eP/ETXQEsmaOSd4cW\nj4nCWBL7+Qp4TJlRTPFkj7v7cktzY9iGXglPsutkHoYDJKPPrZVDT27KYaMDidEQv6KcfT4XFUCh\nfNvdy4d3/vkFKHbUDGNIQwQCqgHDAMCWFcYCtH739CiKKwP4ARNKOA2MtLtiMO+3BDidrk9nTsjM\nhEB0AuhirkX0g0GXTOgHpkI1PGZYi1sYDpV3LUzhd6vygm1kD1nbPDsRncAG1gk65NuCBnGXwgWR\nMxZsTBtQcQsDwVrQKfOvHl89nBmPscCQFLqWWd40c2CPu0GJqC1jQkwclbFovLW5KSGsc3IYAnrZ\nlBmLomBS5E7Ek4KeP9ySxTizvXoImYTVxrNzsm4Emw4e4FesMJss+mdtUd7ZkAGDFf2u9XVlpniy\n6iePuMP7T0J8tNy2r//6qnhnFhKyp0AXx/fOpkCvX1xcGRSgMVXTmKJHBVSrrcpylbUgRjlJnj/x\ndOG4NI2vfU6nvHawhrrFWF2AJ3m2oXgtZkexnCf5JBYou5qsPpDA465irCDBkyQ+Fcrx/RXijUuo\na/OkPlhTPysZnMYaKp6QZD2rdMXwqaYkUXLr+E+z6daupcMktwy6PgAwNjrAjHx9kjoMO6smD+C+\nou2ZNySsvW6UuhOS4aiK8aBBRZ4EAKssTmpcAO+QBHhLzlgCztlds+leLBQgBITDIE1egDQgllSD\nwmlPcA4IDcT1XtNo4BAK2BK/AmkkFcB+uAtcRAWgFygIkINBydtJdwE/9CsYTGXvK7BKgsGM6FZO\njpM4SAGcrH+JefiVN55sw6/4SW2pT/wKw1Dhg81jcBc297jrU5XPi584j5Q8b7NjqyB2mEqPYTbb\n7zp9VARvMO6yQU2tNt3lZwR78BjVVBZT0ftHxRDtLolkFbe8uiQrppBQl9W+54v5rJJVs0eoVM40\nRn/38VpUKy0a7HxTU1MMcufkpnWP2XeD/pYNpdTzW6+u7QI8KdknqRh1xmaeTIjT8Q0VA7Saefn9\nbBa/h1PwpCmeBKvzxybFgUmhrs2T977u9PHauzK9kzxJSAYglO/tLMmJpuYnN+Uojs5w0VTMG1hF\nFTo2KOQzTI7xJ+rDz84YL+dJolnaT4upKbw5R2nZblvFUEAH12bS3a2V9gyFAJ55ND0c3NhePYRY\nZd/iNADM5GFhpsKTulaGEM3M0fq1xQNgZOW4mPQBATan03S0YBiIDtAIU5dM6JeZEMhMxRRcZbap\n5JM3rrW7z9JtebbKDWMFCQl1HTU8kcvDJMq5w2Yyz+7dPIU8mVo/HydbW79yigQmNz5l/whdZTPG\nUOefXtnm6TxZkDNQ0ry6PMuOPCnnVV2IdVHjb15Ypw5pgicVn6OKWRni7ctNpOnVszIyaE5EgFgK\nu/MkD1SKPEmhbtSRrMddb6ciUwG6qPm1vRPVLTeJT9retLn0oz3K7wlkIYvoY0eeZD2cbh6r/Jb1\n44FPxTVPTwymu2Bm8RIVslkH9tcr8iSuu4+RBfkj5BaWTMt1rVUajU/VTx7Zsf2Jtj2r8bNwwijx\nchLySKUmhn/zYZ2EJ1FUtrz2uBsSllyUNRWjnWzw/tZKyTZXR4QOS00xUP/ff77Xo3lS4+stST75\nxQcbFP1aneHJxlWFfNuayjzL20oOTyYnhAueNMWT+jD/7240q+8N7g76+cAIeUns4+Mqe4p12g/T\n477OHvhUv1DxP8WhPFmaqxBkRf0IolnBGHb80jaehCgQjqIHklnoEp7ct3oktc1MVnjn1PbxZqdP\n6VCokJANOnNqqyJP1qyY4T5Ggty+/ftvJRZWLy52rVUXz7W6ZwQjISHr1LG7lDHk9TeXlhSm3Lm0\nyuyWV+jc4YWodvl4pZMNBkDyPFk+K8dRf+RvrP/65ouefn5yd/NjkrZl00ZYMopVPAkI5Dnn1qUG\nbV9fC9ue+81S1vDskSVmKa4786RkuVSeTeXPzYaQ+icKUpP0nv6u9Vx8GADy9pgEINwfRw1wLU+O\nD/b7j9HxsETwpBN4UjFhBouw6kKeZMcs3Y0n2VZhxaXrwZ0sdVUGS6EuzJN5Y41uZef7F3ZLLNy4\nfqEL7cnMGKS4bgnx0eJFJeRJSk0MJzcjyrU3lujDfvh30lxbgF/BmeptqRpKnCHImTbfeP95Ppqr\nvQLwuLNs40mNrzcfvoVKc32RhaNYxZNycG2qnWRJK0ls2IKcgYIn1XlS8jTd+XBjQpzOQpi89lat\nVca4ucglCJJ0uSWaXj1hhuBJ1/KkKRpUfsp8vNITg4vHRNWUJLb8k7HzPMm2lXocTzLLTVUQErKZ\nJ90nGA+pbc9qt3IGLl863SM4XEjIjGoqRhMTgirBlnQxOV6HX7+6vEb9bCQ7denkdJQ8Tx7Ys7g7\nPE1ynvT27qXepGTyEIIHSbpClYaSUSykFCZtX1+ehb670Qwb1JsUFQz65o/PsiYHfz7PEopzH55s\n2TjVQjP2/WyWvXgSzyCfNYS8wZnDY80uNR1S/eoPz6QPiRE8aXc9rg8UPOkRPAmG3Ld6JDtyyRfB\nk+JVKmRHnnTDbBxyfnvt2LMutEcxRJCIEiTkeWrfPo2YcO/mB3YKUe6Q5QsyLOHJskfTnGnzlbef\nYTxZMTe3yz9H4AdJtg9yMyqegUxOCF9ekSM5MMliuqonvkdDvr5ZGpQL/MPzIZBSMfAPqWruaL7y\nud8sVTGPn5FxcJS6Gcf3V7DKjasKzZp99sgSVh/QpYLcsJDnvSMvlat0y29MtTzmLeCQtSqemKpY\nB6gPLOSfLKwkyFkxDBKWi3dTW7U/VvCkwmugV89l0QqZFeZEBAiedHOe1AdrTm7KYbkiW/7JWJIT\njYssHo9reVIlMqfgSSFP5Mkrl152NzuLJo2WGHnxXKsL7dnfVif2uwp1BZ3+1TxiwpLCFP46EBEX\nT75SptKWpRgpnz7UmTYf2LOY8WThuLQu+bzow/wBQuCia2/V8tAlKYCKC68uO31wMQqI5c6HGxWr\ngevQmyla0/b1zRweC8yQ+DMBNqBWACFuARQt3P5amJcsMRgWVszKYFF2wELlj43kEQ4FuKjIQhgU\nHR78+TxJZaAvbOab4HH2yP4YqP2FMv4k5xcfbMDcwcaoz4MiHgO0YMnWhkf5+kSJuM478WA8eqhd\nki85u4iC4QDGGJqWFz+psvzYKp5NLCYQUc7DMCY1SY91lnxxQEtXkDNQvji4KH9hYCIdbQt3NU0H\nW6Jg3Xj6xcsDi9mV/kxcwpNPGoKPpxkET3ocT2p8vChkDgpIks8aYpfzkzbzpCXHFwVPCnkiT+Ki\nu9lpiA5zq4wmpvYJi6yYQh4m8kOiJMQ+QAtBAZo7l1Z982GdqSiv3l69br69jNo6OQslywyJUpA7\nuEs+L+A3UwxpVQFy7PvZLJWdq5Idp+rFEBloifEgMflWW5UC9FIM3oN+JKQnnx1RLqDLklnw5wYl\nQKtYaK8sOrdkFuSrBM5ZUpk/JgpWlGRbkRegoBwpAbF8nhX1Agi3dgNz1+PJIX19cwL79NMon7ge\noOkdcZcx+nr1GumvQcEDSZ2Hgvxuj0noPE/CBlgyyM9H00vBJRXo/YMB9Hi4VoOa0b6dCrxpasrd\niierJg+gapd/Pl7iCXQtTzKXaWF6hOBJIQ/VoQMNcija31bnhqZ+/1+neCNv/+WoC42RB3elIl5R\nQh4mdn4y0yj1rW9dO0Elymv13JEsKmx6WqQzbc5Mj3dCcFfXCvDA9j2CJcAbkqIOEmgCvKkuz9KH\n+asPJE9NiXEVhwDaWZ5VEnzYsnGqZE+mvFx4dZniEUESixnLTELht4OigKl63N06K5m+4hT485k8\nT2IU1KQmPMFubXhUzpOYFDOGr3x8fwUqg94VF1PiOuY3nWJVJQ5VaoIHZhcf67yrabo6S4Ptyx8b\nafbAbdfmyScNwf+eMYBCsKJ0pEYP4BALtLY9IRygCFz8aX8dC9aKB4/r73+HMj7YjyLK4ieGRnlv\nRCxLOEk8iearY0JwnZo/Fx8W+ODKF4b0xd0vsxJoiD+M7F+su++V8u7Zc0lUEEWsZTlIqOxJ1DO+\nxePTQ2Nwl2/77IAwXPzgrmEMRzG1nQnhAGBA6aFBURQOF0OwWcMAXDw55IcKnsuTlPvx5i8VYoAZ\ndH3IFXnk6dHMOSmp41qeZPk8AH6CJ50pb6+epTlRWo3IkmIHyePcuG3eixvX2t0H3uTGoHx287B4\nRQl5mIwpemJC0KPirbP/XC5vlZ0ew1JWXj5e6e3l1I+q3t5eLCTPjs1zHTdQ1YL8PdsXuvkRTRAF\nuAtURiV9SIziuUoVpSbp0YPK2UUMkRCnU0wLqS5YAqZtf6Hs8us1DJlAVqcPLm6qnQQUNAs56MFU\nHaAy34NxcFScIcRUZcAYKvBIhkmprBU6x13mNUVbrICpztEJ1pDQHcuIhiqOXNxCBUlXtLyKTwFt\noFV3LWLo+icKALQMccGiAObm+iLJLt/uyZNP9QtFtXeG9RuOT449e66L/eFXoBce8xVQAGN4DALE\nrdJw/w/u9j/kx5cBMOxASiR1xZJejv7xJUQ8iQJIw2PQHcHnkcHRbCAwG0jyz5nxRaFaTa+eaAvm\nxBXmPwTQEs2C+oB/lAEFBqATXAQVU7UIHy8KJ8totsePXk3YhusEhxiCpoARMd/5+sDKyCCqsD85\nEkPASPSAbmEqzMD6eChP0kZWUGWQtjdPC7Uzk746+ih+9uDcgE0LpMeSU+MCJLyHtskx/s7hyfLx\nsXQXpppalva6UVSncf5gwZN2UUlW5OUduf/bURQX7tdDyDE8ue25JW5oqjxliLvxpGu34AoJ2SgQ\nI8V3LcqXpmq4dGwRbiXHP/BZFtUoQaVLDk+S1q+ZSjz52dUWbV+HfAZKTTF8//leGkUX6i9eJ0JC\nHsqTOxPCAVRsyyjojpxy/CZSwrPVMQ9s+wf14SKgi11R2dRKt/gegIuElOOD731gLdZpgW2F3Pca\nG+J0EiwECkpwFwrt7UVOUclwfEN+IszZiDmiFabPNtbiwe+MMXwdCPCMK4r7eO32zVcfbz6kqjHe\nuixT4ChqCPqS32UuPuZ7BA1eemEcIZwuwJfvAVf4w5Mw7PhPs+kWiDQz+YdnEAjKewsZT/K8ajlP\ngk5Z//KgO/zKfLRnAs+x1JZZTj3AMMnqWciTNDU350njgICGWYkd60aefmY0fjbOScoeFEKLhlu4\nqA/27eQQxZn6C1tzQJJUBE/aRYpxStevm++Gpp56bYvETm9vL1cZI9l8K3hSyIOVmhj+xcWVhJS7\nGifx9EibWhtX5PW46ycpHp908pUyRpLkvXSyc5KkDw/8+uaLBHtgS0cMUV1RwHbVuvC9RkhIqJM8\nKRfACQ35U4XkopTgGSiOHIyW86SkB+r2uXiTH9PlHcIqxUmdHPKDzQwLLeRJmiwPolBlZBDqSPbZ\ngjmBrDzEdl4GXZ/mirSODWNALCwWDvPFnX0+F9eBgmX5/Uz1ABTMHqyrKOx/68Bkagj2K8mJlgBV\nUUYk6xlIBpL8pqOYjkoyj196YjBti0XB0MVjogqGhYMbqWd2C2gHq2BeaW4MsBOjN5QNYnfb60ah\nIbpiQ1MeS0yBTbBq8gCQGywHBcFO1Gf5LVHqZyUXpkfogx/4GpS5KMmS3cuHY0agu+VTEzAFsopf\nPdShhhgIdci8Lw4WoR8YQ7QM9IXxMIYt3a6lw2AnLhKe4ScqownrHLPDmljrOraXgvr23rtsKMM8\nvlzaPjYvLfTcliw87iRPnn12jKRzd+BJzJ0Q9+CaERofj9xRAnT0FJ6Uu1JdmCRT8fDk+bM7xf93\nIY9UQVb/ry6vYZR47vDCvZunNNXktzQU4lfc6thdyja4snLr/Ap9mNZVNlctyCfYA1gmD7T/Ac5N\n6x5jLlDxChES6oY8CUm8dkRx4DELeXJIX18JkdrMkwSKzObO8KRiW+JV+0buAb3IczzKiynHWg/O\ndSYvEuxhLkq+Wwm2gR4VuwL0gqPAkOwKqBW4Ba4zNTpDSp4V+bJ3ZTqA0FTzk5ukJ/8ZFkoKwBjm\nMWAGKoMAKRIsyFCxczpjyU9HcelMWW5hGk/7SqvxJqD67ujklsrUsrzogqG6mqnx11/Kl+BfJwcq\nGhkh6dMdeLJ+5kBmT/k4j8wPXF9X5ik8uad1pcTOuFi9W/GkG8bFFRKyAilZvFZLyvU3lzo5DI9c\n+1srCfmu/uuzdt+SyrKSvPXqWvHyEBLydJ4cHdDnufgwCmND4XBs5kl5NVO3+nr1wsX3RjywRTPa\n13t1TMihQVG4/ufMeDfhSTlj2wES+nhXT4mvmjygJCcacCUvAE5UUNzCSsItNC8eEyVpBfqSbxwF\nR5GT8PLPx6OOYjpHdHXk6dF3Dk8BvN385SRQHyNDg67PrqXDQJLoh1x8qCw3Hj3XlCQymqU65E6k\ngiuYFH6iDggW9fnmhekRmBTqy23LTA4BFdPmVZh3oSUf0yQkNsYHwWxALz8p3EJXuMg6oNJbxAAA\nIABJREFUR7cwhrat4kFFYX8Mx+6iJoyBSbRrl9nJ24YmuOj8v2XmmcxLe8D5j/kun9IfkGkvnpT3\n6Q48WVuSwCZYmhPlie/GFQsnewpPbly/0E14Up68hMqxo8+I/+9CHiytn8/ezVN4R6ViQYWWhkIX\neiaZNL69QZJEfWc66vCrHTtnIX9AreK1ISTkcTwZ2tsLAEkxUfcnR9JJyJH+mkDvXp30T1rOk9QD\nj3Ol4f63xyQAa4t12ggfr/n6wM7w5Hx9oDvzpJCQJcpMCia6A1UqVqh6ONaOPEliXkp34EmNT6/j\n6zNgUuOcJMXvQdxfZbPHewpPyrfmuoonMa4iT7pnXFwhIesEUKyeO/LgzpJrbyxhbPnFxZWXji3a\n3VRU9mgasNN9rE3oH/Hl9VYCvytvP1M8aURcP10nizGtH/N8orTtrBCvCiEhj+NJCnUDeiwJ+yHY\nDJ/5wxE8uTomxFQPf8685/CJ9vUGTJ4cYpAcg7SBJ8cH+1F6EsGTQp6u5gUphHZleSZ3hrdUpnZh\nnuwCyhtrFDwpeFJIyGPk7e3V+tz8Mx11rDCedFDZ+NR0sexCQp7Fk8BIUNwf7qYnfS4+DNUeCvLr\nPE8SmlL+RhqF8ouo94BCj4t1WsokKUE7G3gSaEqeT0kEnbYkveBJIc/SyY2ZhHZFI03uXdcH+351\nsBB17OW+EzxpX2VnpXlKvhD34cnMjEGKPLmndaV4RQkJOVapKQaH0qO8OCh+rJBQ91FmZlpbW8OZ\nMy9u2/akThdklz4jfLwo7QcljZQUSonRkRrNSG/7jwlUxwffy/EIoALgEVZRUkpFGjw99H54jEF+\nPrjy7vBYPBjpr8HQwDwiup/21/GoKeFJqkO5QEB3tAsXU0DnuHJoUBRAbuddCweo8uQAjvcogs7+\n5Mi+PwbZnq8PpKOhsLAo9N6RBAxBXM30+N1Ntoo8Ocidtp90E3l79Sp9ZMi5I5WZw2K65wocX59B\naNcwK1GlWuOcJDvin+BJ+0rR1eaefjb34UlFpy7KxvULxStKqCuoIKv/1rUTju+dfe2NJdffXIqC\nxw1P5GYao93BvENt1YInhYQ8QkZj4rFj277//t3/+7/fU7l69XDnE/AAwAic1AuljgS2/XHUACLD\nd4b1A0ziOjX/c2b8kL6+gE8iTPxEHfJkgkJBZdQPKjD3JlEcFRAgQJEOZFKqScJFSjh5ZHD0eyNi\nJRfpJCeuowmGQw9ExSglYf6ARvYrRl8W/UOoGIArBiUL0Q/b45rYx4fmhVvoDXCL2RGg4legMiow\na3EXvRWG9MVcKAgQfuIxFgcX0ZDsR4fyPbRCDpLWz6e8ZPi1N1f8742fouRl9u+e68D2sn7xywkq\n6UC0Gu+8tFB7pdMQPGlfKYaWOXSgQfCk2oft/BGKPOme+4SFhKxQ9dyRYEiVYDynfzUvLyPWtUYm\n9I/4/vO9gieFhNxZqanxbW0NPEmyUlAwqpOdR/t699P0lpdBfj45gX1YifgxbX1oby/wIWhtXWwo\n2va462mcExGAn5pePVETD6iH0QH3WoEzUegiiI51RXtcwYHEh5CkB1YZF0F0kovgz8f1gbDkufgw\n2pWK6yBJQB2hIxt0uFaD5lQBVg348SIqsHWAMaBE9AZ7QLzovChUyyrgrqQ3miB1hZ8wAMbzF2nW\n9noNaHy9Tx94/PpbK1n56PVluMKXs4cWAahwCz8N+oBu8teBlamel3nrQi2RZDfnSVAiC7dzeUdu\nQmRfJwwqeNK+8vb2knPRW6d/5oam7tj+hJvwZPXiYsGTQl3uuyV9wNl/LrcwWcjWtRO8vVyZcpeP\nl+PoIs5PCglZpeTkOJDkt9+ek5Mklfr6x8UqdQcZB0XyvGS2ZKfHdodlqa/Ou3l+tXz63ZYnobPP\njmFISSko0xMCbegne1BIzdT4hlmJVQ/HGgcEdJInDTpNxYR+6G35lP5FIyPUj26W5kRtrRh8/8U/\nIAA2oG1tSQKsUjdbF+CDah/tyrM/5t1NjpJsuB+QXx/sq+IExq2gvjYeov76r69KuOjLzzs6vxvF\n/h8g2+rchCfPnNqqyJP1dWXi34eQp8Lk9TeXyrnx8vHK9u3T9m6ecqR1xkcnFvO3djcVudLgqJBv\nb70kZ7/vP9/76ZVtN95/vjNFEuBHxHcVErKUH4yJhw5tVvRJ8mX9+p+Iteoman6q8PSBxy+9ukSR\noO58UM9cl6gWFKDpDmtycNcsRZzuzjwJcrv1yniGlFRwZdfiNFAZ7prtoSQrEjwm6eH0M6MlCS0t\n5ElcPPJUOp/3kuwBrGo13pLKQN9L28fScPi1OFN/eUeuxJKOdSNTY/0V+a1xTtKdAxMl0WuBl+gN\nM4KdMEN+shQVAOHXXnwIFShSkbwOOJYswSJgDZsXpLCBLmzN4RNdJkT2BcOzp+Dm3oL6mQOtDX10\n41q7HI0K8ke424vtyqWXJUbmjTU634yaFTMUYRKlYuFk8b9DyPOk9fOR7HEFW1bPHSnfepQQG1Jb\nlfXNh3VUDY9daHbrc/MlMLm/tTIo0D4bV0qnZbIttQf2LBYvEiEhu5Ck4MnuLFAlj0/tLTNcu8/F\nhUqOD2tcWQCK5hckITa0O788gFtyDGMF4FQ+zmS8IsAPVQMvgZS++OUEvi04So5GKjwJDCPuAsid\n25IFqOPBElf4HbksOC0KAO/gmhF4ALxsmpcMUMSv3xyexCCNB2ONT6+tFYMJBeXZNQuG6niglbMi\nKoAAMVnWlq8D6IUBrDmwXDIQvzIwQ0LOjDl1AVYE6Lp6+RdyNPr6r6+27lixft18NylHDzXKjYTl\n4N64WL0TSvqIpPJ5hRfPtZqCSRRUEP8vhDxPW9dO4GGyffs09QyTxhQ98SfAMjneZZEb9OGBvIvy\n/Imn7but4q1X11LPZzrqus+LIS4uKi9vRHn5I5s2Vbe1Nbz2WsvFi/tu3OhAkaPC11+fxfWrVw+f\nOfMiaqL+xo2L0bagYFRQkL/4y+ounwJT4w8caLKQJAVPdmedPvA4j0/lJcO7+YLgX+25I5VsQeIM\nwd18QcA2ZXnRPCPJCUd+uhKcSXdrSxJYtJ6ikRHgN9Zwd/UQC3lSH+xLDYFzbF8oOLBj3UjWG9oy\nMlw+pT8jRgJaiUcUnbAZ8WYA+Y6vz+BBDuNKjKyeHGc28i1jab4OzOO9tbSFmGaKBcRCMbykycKw\n9IRArB4K1pMtHWZt+dNnavemKNYWwZNCnieDPuC7j9cymGyqybekVVCA5tKxRajfsbvUhcZv2VBK\nyHf1X5/Vhfo7rvOu+uzr9aHAvy1bloEGgYVWIYHZgt7ef799z5766uoZmZlp4m+tS5Kk5T5JwZNC\ngifl2rtlmuBJucA8QCnAjMTTSCzHIyX4h3ZpgpcknegCfHg0rZjQzxKepGCzuCvf1wpgY70BBdl1\nPp5QZpLCk4ghiN/wUxKfFnNpXpBCVIlBJQ1Zzyo8yXBaUgdwDiSmW03zkuUrzHa3AolNGUx7ZS18\n1k69tkWgoOBJoW6qihnDGEweabVi91FCbAiBaJwhyFXGBwX6fXa15dtbLxnT+tl/ZebmEk+i/y71\nDYIhvKKieP/+xtu3X7cjPZotn3124ujR55Yvnw0IccMD+kJWKTk5Di8hm7+AEDwpeFLwpOBJSwT6\nKhwe1r5qOO/Hu7wjl8EeWEjlGGRJViR/gtEsT+qDfYmj5IhFhMb4FtX4W6YcjEy0DxZF8RQl+QPt\ny5N8c0Um3FoxmO5iheV3WRIXPsiQuuRxbkQRPCnUXbTv+WKCScChtbHa926egoZlj7rS9aQPD0zo\nH+GInlNTDMSTt6/t9Ph/yRqfgoJRmzZVX7nya/s6IW0rn356fMeO1YWFY+yyLVavD0VXVVXTQSl4\nIP6oHf19RGtrXSdfRYInBU8KnhQ8aZUyk4J5X2X15Di6ToFhQZgSCgVJHnkqne1EPb4+Q7JRVpEn\nKyb0o4uSc4MYHXzFdoHiQXGmXs6TciBkal6QQnUKhiqcEjLV3KE8iSnQXcWDqbCT7mIZLXyO2vas\nFigoeFKou/6D/9U84smDO0usbWtM0aNhS0OXfd2XTBlZv3JKutGDY+6lpw/atu3Jzz474XKGVCxf\nf332tddayssf0WptDKRUXT0DnfB91tTMFX/XDvnuRh+6Y8dqlSwggieFBE8KnnScjAMCGFJSJFWI\nAuew3afJBi2LUwqYBAuV5UUrhodV5Ely2aEh/QqqBKSxKEGXto+tLUlITwiUR/cxy5PMj6oIbyyc\njzN5kt1VNAnLws6sWvgEbXm2SqCg4Emhbqrje2cTT1bPHWlD8zuXVl04qpZOw6APyMuIFevsZAHP\nqqqmX7162D0xUhEsjx59rrg4z6qtsKWlE+SOshs3OsQLwL4KCvKvrS3/8ssz9nq6BU8KnhQ8KXjy\n/jtM397gln1PDjNbs2ZqPNtuCqijhigH14yoejiWTkuCBjvWjcSvKlkWTfEkHTi8ubcArMU22YIn\nG+ckqWezNMuTjPpUeJJBsjvwpCWTkmj9uvkCBQVPCnVTNdXkE0+WTx9qQ/Prby5FMflPIkDz1eU1\n33281kMXpyB3cNmMMXH9dB5ks8EQvmXLMjt+9HdyuX37ddifkBBjdqYgT1N+V70+VPxp20VY5OXL\nZ9v95SR40h1EwZxRUlPjbd4gIHhS8GTnlRrrD275aFee2Zq6AB92kBIcyHxozL9nFiPVeRJEx0db\nbV6Qkp4QaElvgicFTwqeFOrWKhwbTzxZvyTHhuY3316mwpPpaZHoGXU88j9ciuHrmy/+319f+fJ6\nq0cYnJ1ttDZtg9sWzOLo0efUo8KWlIwz1RxLIf607fKKunGjwxHPr+BJFyo9fVBbW4Nk3zL+4s6f\nbysvf8ShsbIETwqeVBQDG2s5EOjI2E8xHo+1PHl8fQYLBivf1GoXniwaGdFVebJ21SyBgnYpy5dO\nF++NQh4mb69e4D3bMn9QrpFLxxaZ/CeREYueVYDTnVW1IJ/i8YAq3dxUozHxtddaugBGyguoMjk5\nTnHWgGdTrYCa4k+7k9qyZZldjkoKnnQf6XRBIEn1p+bixX14PxE8KXjSmWJEJImCoyiW5YISb1DE\nHVy0Cv9M8eSuxWkq1GcXnlREO1M8mT0oxFT+TDfkyfJ5hQIF7VLWr5sv3huFPE/Vc0eSi9KYoreq\nYW1Vlnogn9Kiwajw0YnFine1fTU11Q8f2LP46P4nAG/ulkNi07rH3D//ZFxcVGfSNniKr7K1tQ4f\nhSUTV5n1xo2Lxd91Z7R8+WyHPqeCJ13yXvHJJ0ctPMxcVJTjCBucyZMJsaF5mf2z02N1wVZv5Q0K\n0KSnRZc+MgQWFmTFOxTzBE9CTfOSCV3Mbi416DSSIDGXto9ViZtqLU+yqDmWHOZ0Ak+y+cpD9Qie\nFDwpJOR2at8+jcDPcqTUh2nJsbl17QRT/5IpocjpX82T39WF+oPTCNionD/xdFCgn/usybH2FWTY\nmY46N3zKgN+gJkloU7sUfOg8dGgzEK66ekZp6YSCglGpqfH4MCo5YQUDDIZw3MrLG4FqFRXFsAcN\nHZSS5Msvz2zaVE0HIzH00aPPqVQGY4s/6s5o27YnBU92Jel0QRbCJJVvvz3niE3jTuBJYCQI7eb5\n1fxA+LVp9YTk+DCzzcuKjWcPLfruj418c5RbF2rRgw28l5oYgWm2bCg6+csFmD4KHsDC5qcKSx4e\nDNYVPNmDy80ISiSvoykBmST5QhiLtq+y7uWkyJPJBi2L92OJs9TRPOnt1ZMcsPhp6lyo4EnBk0JC\n7iKNr/fBnSXkpTx3eOG+54uBgioFFa69sYTqmy2KPLln+0IeJqnsb610kwVJHhj55fVWsurAHrdz\ndgHhgG12/Hx/8eI+0Bo+QdolLAeluwQzvPZai333TN6+/TpQ5623XlKvdurULvFH3RnFxUVhqQVP\ndhmZ3eaq+Ldml/SwTuNJb69e9dV5chTky+5ni7V+PqbA79yRSpW2KF99+HRh7kALjamel/nR68vU\nO5SUbsuTzMdIjkFTO1cLhuooGM+1Fx/SarzvfYMQ2ZdF6CkcHqaCc6jGo6MiT/bgQvKAck1ZgiZo\nzvObg3gSOrcli+6CnBV7ri1JMFXByTxZMi1XoKBdyrbnloh/W0KepITYEGAhxWi9dX6FhXxobTn7\nz+XyoT/5fbOcJ7+99ZLZXa+F49JuX9v5/ed7b7z/PAr6OdNRR+Xo/ifadlZQ2fbM7PVrpqIsr5pY\nPivHbKlakE/1W5+b/9rBGljCrEJv7vOUgff27Km3iwOQYt6UlU2SbCW181cVGp+SknEHDjQ57jCe\nojNT/HV3UtnZRschpeBJJz+Vtj1NtbXlHsSTR16cw3oGVd48v/rOB/VyZgPjyR2V2emxX1x6itVB\nw63rJgEdiyekAEF5RgVSgjzVLUGFS68u4Y05+csFLRuKGpbno+zbVnKhY7HgSV4MCKkcX58hYTxw\nXfXkOPLUoXL2oBD+7u7qIdQQFYBGEgjUBfjsWpyGVu2rhvO3bu4toFbJBq2Espg9aCL3CpbmRN16\nZTwKbyQLC2SWJ+X7cmGVCrlVPRzLVkbugSzO1NOyUDnyVDoP1YwYFTcD46IlPKkyKSmgjjUKFLRL\naduzWvznEvIwMbek44ri+UkKnSovhqgQdYM3PjVdsaHjCkZ0kyeruDjPVIYMq8qVK79evny2k5Nq\nACxh/6lTu5yDlO52HNcTpdMFHTq02RG7lwVPOlMqkavUy40bHfb9O3IcT4LWqM9v/rC+as4o5oQE\n2jWtngAI5McFLqanRd9/a/L15vfHAgX1YVoJbfJoCjhUh0mGpmiFOQYFaOTVDPoAgKXEm9pteRJg\npvHpBa67vCOXGAZEB6psmpcMgtq7bChjP1yXu9rQls/z8dGuvK0Vg9EQzQ+uGfHVwUJiVNpJi1FA\naKjAMxiuZCbdX/zakgSGlHcOTARVNs5JQofgUvJqAibpqGdQ396gsuYFKaw3VK6Y0I9nVDwuGhmx\n78lhjJZLsiKpgnFAAIZm230xKLAZd3mIBW2efXYM6//clizgHxYBPykaLSzkaRxrSGsC1GThamlQ\nmqNW4w0gBxWzRTu5MRNmYCK0RDQp5vakaEASq2zgye//69Sp17aAlEQ5sL/+s5uHBU8KdSmlJoZ/\n9/Faxn53Lq06/at5dinnDi/85sM69Hnr/Ar5uOdPPC0nN0Cm2Y8vAM7vP9/rTJ5cv2aqy58mLMu2\nbU92/pM98KCgYJRrWSshIWbHjtWOzpCZmhov/rrtosLCMVYdvRM86W7qzNaA9PRB7s+TRflJDCYL\nsuIVGe/amyskJypZnB7gIn9OUjF+DxuCiqmjmGh7/a2VVOfyiaVmT2yiW9gseJIJqANyIwKUlwtb\nc1JjlfdgA4QAe7ynjhXgVs3UeOaZBJ0qdi7xDQKfGMTyBciHHtjRSrO9GXQaifeV39qq2FbuhwTg\nAfnk1bBQAGPAKv3asW4kHqNyD+6gqaTgVv3MgabGJY8r8/eqWyVX+ogkU4C0v61OHxEi3o35D3Ub\n1y80tVwATrFEQp6nloZCxpM1FaPt2DPlC0FR+D860SjHQgt3lqJat+JJozHx/Pm2Tm5t3bOn3q0Q\nKyjIf8uWZY6IJ0SltHSC+NO243++2tpyO+5YFjzpzK9vOvNM2Tf1jiN4UuPrzY4p1izKNrkOsaH8\njlbezaj182H+yZKHB5vqgfdhFk9IUayzdd0kqoCxLIRDEY9HAcsDfMrHxYCUjq/PAHcdXDMCJJOZ\nFGw2I4g+2BfoeOSp9GsvPgSiQ3P8SnzFlGzQoiuAEysJkX3z0kKLM/VyRi3LiwYxfrQrD72dfXZM\n07xkVObrZA8KKRweZhwQIOmNpRsBIZfmRGFEXGcVCobqaAMq+scDmMSaA5jRoWQUNlbzghSAJdZk\n35PDKib0o6mhOVhaQtroSjJN8knSLQyRnhAouQuEplOpNCl0yO5iglgf/FRf/7hYvSIdfXbzsEbj\nI17Ycp0/u1Nxxc6c2ioWR8jzFBSgoUitdy6tUtyZY/vHUK9e5PyUbB8iVVcU8Eh5pqPOwviuxrR+\nznRRupYn8Xmuk9B16NBmfKZ0z9eeXh9qr+OgklJdPUP8adtXBkO4zTsnBU+6Snl5IzrzTJWXP+Lm\nPAkCZCcb1f9/Na2ewI9++cT9xMj4D1VfnQccxf8sU83bW2awttXzMuUVUhMj2P5VxQqCJ4W6tkzx\n5NFDIuK6smpXzRI8KdSlVDFjGKivubbA7j1fOFqBnuMMyhFfUlMMVQvyl1dNLMgdbNUmzP2tld2B\nJ+vrH+8Ma73/frvjUpPbUcnJcfYNV4uyY4c4fuAoPjlz5kXBk54im4PxUCkrm+TmPHlw1yyzxxqN\ngyKBbfxhxTsf1Ku4IhXVsDyfNcdjlQogW42vt+BJIcGT4jSgukpn5Cuu2NXLvxCLI+SpOvlKmSnq\n64wansi9dGyRfd2eULqxv6nYOXlZyaBTS2K6miqb1j326ZVtrM/W51yQCEij8emML+jLL89UV8/w\noB0m3t5eFRXFdtz+eujQZvFH7TiVlIz79NPjgic94BNeXFRn/o7s+4WU3XkS2MbOH25dJ0VfCsbD\nDjSy+K4APxv+JZnlSXZEs73Fis0RgieFBE92W2VmDFJcsRvX2sXiCAk5ScfaV0hg8tSR1faKNJM8\nMJJtqXV+vhC9PtRsikV1tyQ+RHroZ9/XXmuxC09evXpY/I04VFqt35Yty2yLqyR40pnf1Ngc++r2\n7dft+52U3XkSAMZ6q5ozii6CFcuKjRiLd0ji1+ULx3QG2NR50qAPYHdVjnEKnhQSPClkdsUETwp1\nlY8gXr2MKfrSosH1S3IanshFwWNHeC87I/kpysJxaXbsn0WgBaY6c14GQ/iNGx02x92pqZnr6Qff\nq6tndN5RiaUQf8hOUFCQf1tbg+BJd9b+/Y22/RGhoX0tsTtPFuYO5HszDops2VDE5/a4fGIpMBKw\n1/n/ic1PFarwZF5mf3a3KD9J8KQl0of6xUX5p8aH5I2IopKZFoGL4m9W8GQ3ET6tmcqtIhZHyLOF\n/7tgyOtvLjWVSbJ8+lCViAVOFkiPweQnv2+2bxoMdkTz4hvrnTaj5OQ4m3MzgEIzM9O6xuswNTXe\nZqhmRacLEn/RzpG17nTBk85UevogG45ho4nd43jZnSfRA38kkj2+0LEYyJeaGGHjhzxf7/S06JpF\n2e0tM0CkksCwijzJWwK2FDyp8GQ9knTnzILrHXOofHNu0f/+vkqx4NbJXUVV0wdpfEQaYcGTXVxf\nft6huGgih7aQB6tixrA7l1YpkiRfLh+vNKbo3cHggtzBjCdrqh+2b+eb1j1GPX92tcU50zEaE2/f\nft02djp/vs1gCO9Kr0at1u/YsW2d4cnsbKP4o3bSJ8XyRwRPurP27Km39s+npmau3c1wKE9SVsmt\n6yaZzfqo9oHYELzrp1N4NFUs6jypmANT8GRmWsTN43Pl6HipvaS9qWBvw0P4icffvfsTdhf180a4\n/uwGSJisAuKKNxPBk/bVlUsvKy6aITpMLI6QR2p3U5FZkmTlu4/XZhqjXW6zt7fX7Ws7gXxf33zR\nwlwjlqt0Wibx5Pef73VzmNy/vxH01SVfltu2PekmqfOEVGRtUgrBk06WRuNjVQ5bvKU44ttxu/Ck\ncVAkCj0uKzay3s4eWtTJvTOgxK8+fJqP3NP8VGHJw4MTYkPRc+3isSo8WfrIEPlJTsGTCv+1vXrt\na8xnxFicJ/Xl6kP9jjw3kVX46uzj6YNc+cEa9vCIawjvK95PBE/aUade26K4aKmD+4vFEfI87Wqc\nJCHGC0cr6pfkpKdFUtzzoAANALJxRd7l45VU4c6lVcnxOpdbXrUgH8i37ZnZdu9ZF+p/pqPuk983\nO6Jz6btwXNRnn52wjZq2bFnWtfdFlJc/YlvSlNracvGnLXhSiBQU5H/q1C4Lc+046C2l8zzJcjxW\nzEwntmS9nTtS2RnbWjYUsa6uvbmieEKK9I2I80DKeTI5PozdlUeaFTz5wEo+ksTwzJT7sXHxSN5L\n6cKNrwBI3qGaEBMo3kxUvre6/ZejcjSqrysTi2NKO7Y/ociTeWPFBishT1Np0WCeJAGKRfkDVeo3\n1eR/9/FaYk6Xn6XE557szESPBiq9PtTmM5NVVdO7w0u0uDjPBqQEaYu/bsGTQvy7ZXX1DJVwr1eu\n/LqoKMdxBnSeJ/dtK+FjqOrDtKy3b/6wXhds4zYNPprOrQu1iv2o8yTEfJvX31opeLKTPAmA5DfH\nlk5IcKHBteXDyAyx39WsgI4SLrpy6WWdTkC4SS1fOl2RJzMzxItNyKOk8fW++fYyBpOXji2yJBQe\ngPObD+tQv7YqS6xhZ6TV+l28uM82mKyoKO4+C2WDl/LYsW3iBSZ4Ukj6nq/xwV/T/v2NeOe5caMD\n5fz5tj176vEkOvqLuU7ypHFQJEsBUvLwYLp4oWMx63D5wjG2GXZw1yzWSfW8TOW3IHM8efwX81kF\nuXtT8KRVPMlTHMquurHiL9dTVDIt99jRZ86c2nr0UGPNihkiroy6EuKjv/+vUxKYvHr5F2LdhDxM\nIEMGk7fOr9CHaS1sWPZoGjXR+rl7doqyGWNOHVl9pqNuf2vltmdmVy3IL52WaUzrp/Ht7VrD8H5h\nc8iZbgWTpOLivG+/PWf5EuHjsvgDFzzJK8i711B/X/F8uUqd5EnmnERhQXcaVxbw+1TpgIa14o9N\nmooKa5YnwZA2WCJ40uTn7JhAVm1vw0Piz0eoq6ps9viL51q//ftvQZJf//XVQwcakpP6iWUR8jA1\n1xYwnizIsu7474WjFWhVODbenSdYXVHA56iUlE+vbLvy9jNATQBn286KPdsXbnxqOoAzLytZH+7w\nHRqbNlXbBpPd9mRgWdkky72UX355RnzDJ3iS19gQv78VJEZrvMVT5nE8qQ/TMufhcESAAAAgAElE\nQVQkCjtqAbDkrwMvLemtICseyMf8mbxVpsLDmuVJCH2yOgd3zbLkPAjPk+lp0d3hZWAhT8ZF+bNq\nTdUZ4s9HSEhIyH118pUyttPV2rZ08LJ+SY47TxCIqMKT6uXiG+sBlg4yrLBwjG1hZhwRx9+DBJa2\nfK26WA4VwZOd58n/npAEpPw4Z4DZcjL9geyLi2KCdqREhPZ2x28ovHv23JQY1pCgwwN3fp2cO1LJ\nk1vzU4UWNowzBPMsevP8A+Ei+d2qYEu2FdaUquaM+uYP61lQH4jPMFn6yBB5E42vN29Ae8sMdmvr\nukks3mxRfhI/QVQz66W8fGIpj6kJsaGYbFCARvBkwSgDq1aUEyveZoWEhITcV6d/NY94snFFnrVt\n8Z/ymw/rOnaXWv3pMyv5tYM1256Z7YQdp+nG/t/eeslmpEQxptl/44FeH2pbQNdt254UL9oDB5os\nXK7U1HixXIInmfJDf+BJC8vifvc3H0b4ev9jfCIu1rtBUGu5Zuj9yWYAs9u+SPRhWn5bKbHfvm0l\ne7dMUy/HfzGf8I8VoJ2kZx4IUVo2FCme3QCqsU2zPM12vDyXtb306hIJBILu+LORFPuH3JiUsITf\nIotu+ZrAxbxM5Y0/3l69+M26fIENgidZWpHLv57h8sh/QkJCQkJqYmknK2YMs6H59TeXXntD7T/f\nrsZJ8gpvvbqWUO3G+88nD4x0+OeY8MDyWTk7Ns8901FH+SqtKjXVD9vdpLfeeskGmDxz5kWxgbPH\n3SBGFkbELSubJJZL8CTT3KhAQNeimCBwl6nSPjQKdU6mx/C+Pk2vnu9kxv6tIBFE6obrn9TX5y8P\nJfzb2PgIX7fbymscFFm7eGx7y4w7H9QrspMNBbgoH0WClEA+DFpfnVcxM728ZHjD8nxQKONSYCqP\nKHz2SEo9givgwKL8JPChouWA4etvrcTPm+dX813h8dlDiySVgaMgTxbrDqwLk/jNsXzBdVTu5jxZ\nMMrAsj7isXqHWHNDeF+9xX+bqF+UE6v1u/91dvqgsN31uShlkxIV2TUhJjDbqHfcmgSJc91CQkIe\nrarZI4gn8cA2nkQxdTfOEEQxeyTXgZGM1r7/fO/yqonOnLIhKqR40ohN6x775PfNlvDk+jVT7WuA\nbccmP/vshF4fKl6xDGAs2S0s4ogKnuS1uF/wn3LjVTaFgif/c9zAj3MGuOe+Vo9TUIBG4pO0S1GM\n45ocH/bR68vMtgUcguXkzMAH+zE1KJ+jkhUwpxxXdj9bbMlEgKM8Bl8+sbTk4cFd3henzpOYfs3c\noV+dfZwq1Jab/KZbF6Rp+En6ubaprPJHh0u3PjlGJUWkxserojjl2tFZqBwX5U8gB4xk7EqdgE5Z\nk9T4kPamAklMIGOiDpYDPjGX+sdHFOf1l88CjIo6pRMSUIeKomEY68hzE1nnGK5q+iDMC4uAHuT1\nM9Mils8eggoYXR/qJ95khISE3EJAPkomuXXtBGvb0n5XFf9kXkYsepYDJ8+TVA61VetC/Z0//XRj\n/6P7n3AmT1oIQvKChuLlymvHjtVmF621tU4slOBJpvp43UGjyZAn8X4/ePn+MT5xTFAf8ZzaS+0t\nM04feNyqcu5I5fW3VkrKzfOrmePRVNwarZ+PKXciNdy7ZZqpGOYAALTlQ/uwcqFjcWHuvZzMDcvz\nGSGjcn11nqmJF09IUefbs4cWYSIUjwddNa2e4P7B0u3Ok+AooBGV5mWjD26e8MXr5XQLlIiapjop\nHBNz68Q81g9fAIdgPDlJAsP4nJbgyeoZqXfOLJD3QOOC3GAPQ02eJ0/uKuLry8PP8sGEJN1KyJkM\nQA+gzbMvFUuatKzOhuV3X9u9ManrHXP4u9+cW4RFowpCQkJCLtbBnSWgvptvL7M20nrx+CQ0PPlK\nmXoFS3gS5fa1naA7l6xA2YwxX9980Qk8qdH4XL162AaY3LJlmXihShQU5K+SmZ3KW2+9JBZK8CRT\nbJ/e8SY+skf4en+cM4B2w4on1KMFKisrNgIOj/9iPuj0yItzGlcWlD4yxJIgN5nDYlC54+W5aHhw\n1yzgIou1wwQiRf/o0JJczamJEegENlx7cwWoGISJzjEEaJP8kOBJoDLG7T5PEM+TKgW42FSdQV5E\niUrGDWCYB+RDHSymMVHXse1h1lyyPVUXpDnXNpXvn34FvrY3FaATdh2PQWh8V/IcmPpQP8yCAa1i\nOhNDeN+inNjGxSOZ+5TnySB/30vtJazza0dnASxRYMyR5yaSB5XKhX3TGTzjJyrANkbdKIBbcb5U\nSEjI9cI/xVvnV9gQqZVi+ezdPMVUhZqK0ahw7vBCS3gS5dtbL1VXFLhkEYonjXACT+7ZU28DTAKK\ntFqxrUVBGzcuVl+6Tz89LlZJ8KT5L3p69Tyb0Q8wuSMlwlSdpL4+kx50beFXin+j9epVH6/bk6qf\nofeXbKZFz4BYU7tncXdUYB90YqrCUH9f7d1PikHevcYE9UHRmvjgiE5sTq2JqYnXsKuUHB/WtaO5\nqvMkiJFtB6W9o8C2y7+ewTsbG36SLuElRmIAOcmt4y2T6RaoTDIu+QP5ra0YnZ2iLJuUePrFKez8\nJBAOXfGVYYb0Y0Nef0vSY7LAQjxP/hCNafHIb84tYv1vfXIMf4oSLMqvA1ATFM19adIb9Zl5Ko5c\nISEhIefJmKL/4uJKsN+R1hmFY+MTYkPiDEEqBRUaV+SxRCNASnlBV3curUIFYKeFPEmlbWeFtq8L\n/r8ea1/hUJ7MzEyzYacrmiQnx4mXqKL0+tCvvz6rsnrffntORDASPGlWB43RgMkjw6IVj1bmh/qd\nTI9BBRAjXQEEdgw3ULhXUCU5NiURVifo+h4fEfO3gkS6jseDtfc/LIIPWwfr/3PcQNYQHfK+UzBe\nW1rkP8Yn4iLGZf3gQd2AUGYnHiyIDvwgqz9uzY0KpHFPj+r3YXZ/tGW9Rfh6A5hxkVKhsOtg3fah\nUbgCFsUDNIFJGweGAXRRMLt3R8eh538bG9+QoMMV8VIXsi9PqsTj4WlKkn+SnIdfvF4uP0DIsowA\n1RR7BjRSBeCcWVN1QRoGqHKehPGW8CTumqI+Zu21owrZSuOi/Blwgm/lPbeszmZnPsXrSkhIyGUC\nGTY8kUsF+Ed8aPdiLU+iXP3XZ50Q91UiUy5Ke/HkxYv7bHBO7tixWrxQ1b4FOLZNpAwRPNkZbUkK\nBzIBycB48ruzIgMY8qEmXQTCEeABtABji2KCqJMdKRFEeiviQsBmILRpEf7AP+LGvzyUwOjuvTE/\ncBrILVrjjbKqfwg6/I/8gYw5yV+Kgv7RA9k2JVxL6Mg8pYBSZh7uEmECgNEVrvATwaAwhiyhK+DD\nP+XGE6OiW8wC8wL34gpGfyczFogLRl3cL5iAed+QKPFSF3IOT/a4uyOUR0reOwf0yjbqFbfCany8\nWBN1nrTQpweMdBxPQnQLVim2ZScqFYPcJsQE8sdBxUtLSEjINdL6+Vx/c6mDMJKVC0crrOVJlK9v\nvgjAc+Zq6MMDHceT1dUzbIDJq1cPazRiK5rqtwDFeeprWFAwSqyS4ElTAoOBlHiQkwu8R0lE+OST\noCziLrYBleXqAM4BJhl89rjrbHx3dBxQjXjv9Kh+DP+YgIhoBXKjDlk1Pg0mVcNFPqrQqMA+5EXk\nk08SAcrnIrkOw4CUgEyepYlRNyWGMS8o7hJ5juhmOzOFXMiTEKCRbem8dWKehUk1HMST8hg/TuDJ\n5mWj1a1lW3/NZlUREhIScqDKHk1zNE/efHuZDTxJpX7lFI1vb6ethqJhnedJnS7o9u3XbeDJwsIx\n4iVq5jsRrd+3355TWUOQvFglwZOKorSNbKeoiihxJc+TdIXtgH3gA+uofn8rSFT0dva4ux8VDVFH\nfqstLRK3ZkXei/KCziWU2OOuUxHY+UHWA6HL5DUt5EnoZHoMvwOWWcjzMLRxYBguruofIl7tQk7j\nSYiPlFM6IcGFPFlRnOJ8nmSjm7KWdS43T0hISMipunC0grFf+/Zp6icnLS/J8brm2gL0+c2HdTbz\nJMqZjjqnpRLBWI7gydbWOhtg8v3328XZP4uetTMvqizjxo2LxRIJnpQLvEd7RyXgxNPmtAh/nh55\nV6EpntR69QLvHRlmMivJtuRwCZpKQK51sF6FJ4kJJQRINXkXa2d4EiPKp0b7fhX5WUjIcTzJV25e\nNlrtL9rf15ioYycS7c6T8vol4wa4nCe3PjnGlPtUSEhIyKlKT4ukFJQoeRmx9vzEFqChbiVpteQ8\n+dnVlrys5Nbn5isi5ZW3n3HOccr9rZV258m4uCh1B5rYqNlJ1daWqyzjoUObxRIJnpSLtrC+NybO\nVMTUFXEhDLSIHnk3pimeHBXYR5276IDiguhARYLFLQCebTwZ26e343hS8aKQkKN5kudDObbpgjQV\nxSnHWyaznBx8cTRPsom4kCdVjncKCQkJOf2j1fZpiok9Oq+bby9Dz3GGIHWePLDnnhOpYm7u95/v\nlUPdl9dbS6aMdPQ67Nm+0O48eeBAk205QsTL0kIBvMVKCp60SmBFimGjkmPjoDGa7Uq1nCfHBPXh\nmVAuCgy7NDZYfgtAaF+elIerFTwp5Fk8yfaUouyuz2XXNT5eTdUZLPzpR4dLcbdsUqIz/ZOCJ4WE\nhIQekEEf8NXlNcXj7Z/C6ODOEkt4sm3n/Zg9xZNGfHvrJUVH5ZYNpQ7dAgp0tC9PJiTE2JAjRDgn\nrZL6EcovvzwjlkjwJC8wJIU53ZYcbqoOxT5tS4u0lidDe3v9Y3wiCk93vOggouLQ+aF+fA7MzvAk\nxY+VBxkSPCnkWTxZUZzCKtfMHXr/o8WP5yqvHZ0lCUXjNJ4EvtKtjm0PC54UEhIS+kGpieHeJvZ9\ndUYgyUyj9CiROk9C2ZmJn17ZpoiUR/c/4bjslHbnyUOHNtsAk+fPt4kXpFX65JOjKuspYuQKnuRB\n8cPs/uScNBXT1btnz4YEHSrgp7U82ePHVB8dww0S9yCGjvfzITD7y0MJ8oA9FI9nht6/8zxJXcl3\n1QqeFPIsnjy5q4hVzky791VL4ZgYunLnzIKEmEBFQnMCTzJf6PWOOYInhYSEhJwtszwJGaJCrrz9\njKnjlKkpDgmNbV+etPnkpAhJaq3Us1AmJ8eJJRI8SeITNqL8KfeHBJIgTGAVldOj+lHyRj6cKdEj\nH91UhScppQcKoC609739FCBJdE6AemRYNO+HJM2KDPjH+MT3xsQxCrWWJ0cF9mFXpkX4U+5KHjJh\nM4bA9RVxIYBbwZNCbs6TuMvyhVzYN11OaPsa800RmhN4MjU+hG7BSEN4X8GTQkJCQg++iWfENtcW\nnP3n8i8urqSAOl9dXoNfm2rycavzbkxLeBIKCvQ7f+JpRaT89tZLjshOaV+e3LFjtQ0wefv261qt\nn3gRWqVNm6pF2hXBk2Y1JVxLQGVhmaH3H6z1BQRSgkfAXt2AUCDiopggYkKAKLAQnMmST5JQjXrA\ncGcz+oFR8QAoS7F/8JN8mO9kxqLt0thg9EYwGX83dBkgENfJl9gx3ECD9rh7OBOPCXc3DgwD4+WH\n+m1JCqfkkOiEP5ZJFv7nuIGAwPp4HX5FNcqP8reCRPSDUTA1VMDQmxLDgMEYBahJJzwxNbTC9MG3\ni/sFHzRGk1sVDSWTFRJyBE8aE3VfvF7OgI05J3kmbKrOcCFPQtc75tDdXXVjTfUA6BU8KSQk1L1U\n9mjatTeWqOeTRIXCsfFO4ElI49v7WPsKU6lEaqoftu9xSjvypE4X9PXXZ23gydbWOvE6tPp1WzZJ\nZUmXL58tlkjwZI+7TjYwkoWFwAkICmBjF/E4qa8PCA0kxi5uS/7homQssCgloiQQZalH7r2z9fph\nSy14kg5bogL6YTtgwY3oUzIorgMy2bggwAXRgbgCsGQ1eZ8n7dr9IKs/+gccohqm05YWCRgmrMUo\nrC1qoivJuBgCVwCZIGH1yQoJ2caTRTnKIeVLxg1gMClPrsgI7exLxSqd01ZYfagf78ZkPFk1fZBV\nPMmf3mRqXDxSPT1m4ZgY5mI91zY1fVCY4EkhIaGurKAADUV5tbA01xbY7Ki0nCdJG5+abgopXztY\nY8fslHbkSfUkFiISj32VnW1UWdItW5aJJRI8KSQk5EJpfLyS44IAih3bHmYMdqm9BKQEyoqL8gf+\ngb6aqjOuHZ3FKgDGJDAJgdzkQXqC/H35iK+0RRZtMRyLv4oPLUBQuntw8wSYZNZmZu3u+lz5Zx4M\neuvEPDbi1ifHsPOcmFHL6mwGk6wceW4iaw7WpYuXfz1D69dbPjoqs/SSip+4dtWNZVt/HRECQ0hI\nSMg6mDx3eKGEGD86sXjv5imNK/Iansjd1Tjp+N7ZX11ew1fAXdvev6zlSai6okAxjwjK1X991pjW\nz9148urVwzbA5KefHndoANuuKoMhXKSgFDwpJCTktjreMlmeIlK9gOWAoIqYxzPnF6+XX++YQyko\n75xZwM4rMiI1JuqArCBJnjbZXbRdPnuIZIiGn6RjCAkNovlHh0v5nbc97h7ylGS/vHl8LoNMADOz\nB72da5tKY8EedMU3xGNQJd0Fl7KdtHzBRcylx93NwOhKMi7mjjmCUcWLTUhIyDU6+UoZo8TvPl4L\ngJRk+GDYiVt3Lq1ilWsqRjuHJ3vczSPy5fVWRaQEalYtyHcfnrT24zUr27Y9KV6NNggQrpKXRaSg\nFDwpJCTkWlXPSD394hRQJfiKL7iIArgCLKGA4oCRwLnU+BCV3gzhfYFqEthrWZ1NcXGqpg+i7bIg\nLtpSWzJuAGjt5K4iyehHnpsIMGteJv0k095UcGHf9IObJ/CVYTwGlZ/5hKnoRMJ+mBGm7O3VC3OB\nbbvqxsZF3d9LVTgmBrPG6KxzjMUswQrgMWzgR8dFTIFolqYDe/Y15rMKmB0GVYkMJCQkJORALV+Q\nwfjwwtEKY4qZCH76MO3xvbOp/jcf1imSpyN48od37RTDZ1dbTO193bF5biede/biyQMHmmzjyczM\nNPGCtE03bnSYWlXcEusjeFJISKiLyZioWz57SP3jIyqKUySJQzQ+XiArZ24BxXDFef3LH0kC7PFu\nVWAkT5JCQkJCXVB4t7359jKCw//f3tnHxHXe+d6Kue7Ii9PZmnonzjiZyMQlLihThTrUwRsUU3fW\nIt25gWtNEe5O6ulmrExi4nAdUOZeckEx6+BcKhMZJVgZxaj2plhBMrpGDk6JTGS25SpIQV3UICVS\nLBVtkK6lItVS/c/9JqeanQIzPC/nOXOG+X70aJV6mfPyPM855/d5Xt8bOOQRXrgPf2z9quuFOsd8\n8iub3fbN6Q9eyaaUE5c78AfKuTFw+p/0fdLr3XLr1oSCTOJXHOyqXnYDHdkydnr6PPOHPkkIIYQQ\nQgwEgo/eb2nhJ1ee8cisAu+922MNfP3sw+dkmwB1fHLD1/uIjAw9n00pcXDl3SlxGfo+mXut0Rxp\nbOwMK6QyOZbk6e4+yvyhTxJCCCGEEPtJPrvP8snwD78j+9vX2uut3645RNZen7ToP3U4m1IuffFm\n9Cf7FHJjaOAZfZ+cmHhTzSfj8UZWSB1gKSv3aBka6vJ4uL0BfZKsTiCwnRveEkIIIUQda9jqJ1ee\nUfhtTfBeyycbnnjQeZ8E8aefuP2Hc9mssu/VZs83/ovUAcffO6Hpk2Vl3tu3b6j5ZGXlTlZITbze\nLXCblpaD0eiTkcgBv38b84Q+SVbi8WyKxcI3b16xRtrjeWGeEEIIIUSFX//ypxDC86+HFX4b8Hst\nn4w2PpwXnwS1NbsWP30jm1LOfNgduK9M/GgTlzs0fRIhmppMLi5eY21cf0BoQ6G9CNbb26O9vcdS\nqc50GhjogFbF4434g4qKQEFPnaVPFhClpZvb2g5bJplOd+78JhDYzswpdLzeLSjcwcEkS5MQQohz\nWDuFFK5PfnUZ95XNfvRqNqWEbdY9ViF4qLl/+xdNnxwa6lLzSe5psT4oK/M2Ne2HL6FAVw6+zZEQ\n0E9Pn+/vP1GI3arF45OI1xGpV1fvxi2nE/4n/hFF7/6LTyaPLDPJdGppOcjnt6CbCfBYpZeC4weF\nEEKIc5ztOqg83jX8w++ozb201ye/+pT+jSfHCj1Ivf8rIjL2deWFyfrk4uI1NZ/kmjEFDQywre3w\n2NgZ5dHOy9xyfPwsDlgonQzr0idLSjZWVu6MxxsHB5MTE2/OzV0SaSDAn6Hs+vqOQ8/wc5d0O6Mi\n4ZJyv5045LVwaWrav7LDmdlCCCHEIaKND1tOWPfo/bK//dUbTdZvfd8uza9PWkD87vzH2zpjX1f9\nubhPInxUVohI5ABrYyEClRoePoXoTV8jV00zMxegNC5fMWXd+CT0LxTa29OTgEDa0jSAKL+//0R9\n/Z58iWV5+Q5cgIgJm/NJn28rhLampio9tzmZPII6AMW1xn6PjvYhw/F/XbsBr8ezCbeAFAzuwl1Y\ng9gzU0PDPq83D3sM+v3bkG+rFqjCPVZX747FwqgwY2Nn5udH0tUG77fPP788NZVCYbW1Ha6tDeal\nPuNmkc+oObjl6enzuKTMh3Rh4Sr+cWTkdHf3UZQIR/wSQoiDL2jf3X/+/ctwwhuXfia1Xwj80/rh\npx88K3tSQz4J6h//7tIXb+ZY9zURq8/2IfRv/9aqvxL3ydbWZuW4s6IiwNpYQKAWIWSB7BnSyGUJ\ngZ2b50QVuk+iNKF8AwMdajvHCk6QhqY6OZIZrxRE/+ItHU1N+9VOBAlsb49acohoHmY4OXkONrIs\n3BfUb9OrMaOscaeW0EKcLKEdHj6Fy06n2dl3cfFWEq8S+GMnyxcZhbvI0VIgfij4ISo/fExqt2S8\nkfDgm75Nn29rJHIAZSR1eemdh+GW/LYSQogTXHm72epmPP96WHAnydrqHV9Ov2j96n+/LN2xZs4n\nN6w1nRJp4nLHqh2V1cEHNH0yWzuxyPjGgl6OpdhAFOWYSS6rJwj78tINsl59EtFqLBaG/DhTgvAr\nROHl5TuM3hT0QKHPXM0N4Gb2ZpHRRpPS0s1wRXPli8fTmXoLh1+z0q55ELxJ8CRqVn68CVtaDtr+\n/cIBw+E6fFJtGfoxMfEmpJQfWUIIMfllCt77x09esuTw/XdaKnflamH13u052faE1TOJ9Kffdfh9\nd7vKJzd8PZ1yOJXIoZS3PhtoS/zDsq9L5KkaHZ/E0ZQ7N+bmLrEeFgQIdpVbDWzs6YIw0Cc18Xg2\n9fQkpNZMstEqkQMmxjDX1++ZmkqpXZWaTyqfLi8+2dZ22GjJLixcNV1vy8q8sFYRy8p9kMzFe/QT\npDQU2mvXDba2NuObaHvp2HiRhBBCVvvKxn5g+aGVLr8VSRz+fsMTD8ItA34vUt2j98cOfe/86+F0\nt6SVWv5RZbqLaZ+0SMTqc+xOiTR19X/W1uxK//3gL36m45Pl5Tt0Wk9ZCV1OSclGRGB50Y9VUzze\nSJ9UJr31Yh4Totvq6t123VFT037NPnO1RorPP79cQD45NnbGdLEarbfR6JPiS75ls7WenoQtc4NX\npuHhUzqrHOO3EH7lNe0E09RUiiNgCSHEFG+dbMgURZF0su0JtXM545Mbvt6dcmHuTA6ltE5d91hF\n/OknssmnoE9GIgeUv3BDQ12sgW4GMS6c3yUmmU7J5BH6pCwIJd1TlHfu/EazXaCkZCPc2JYxnGqj\ncG0fKmzUJ8fHzxaoT/r920ZGTmteCaqKuRnC6XmVOItCNU4kDpk2ycwBAnh5cvgrIYQYIfnsvvRA\n1tzpj5+8lDj8feUTOeaTG75eZWfickdupcydBH0SIbLy562nJ8Hq51pCob3u6ZZclhRCt2L2SWSX\nC4uyt/eYwr14PJsQgtuoc2oid/HiyQLySZ0l0/Lok9Hokwr1NvMIPt9WB/pm0ymV6hRfVykcrnNs\nAnNmQoYgW/iBI4QQ+6muuufXv/xpDpP80+863hs4lHuOpat80mr77Hu12bRP6sRViHJY99xJW9th\n/QUhbt68Mjra199/Ah6F1NOTGBk5bcsEIVybA0ssrgOfxEtgePiUOxsFkNrbo+L3UlNTJbsap0hS\nm89ZWbnT3m4loz4JybF9wqdRnwwGdyl3p6cPEokccKzrL3NY6ZpFWV6+Q7bT1d6ENzMqMD9zhBBi\nBOhivPmRt042fDz6888+fA4J/3H5rUjr04/KbjXpBp/8SxPvT/bl2EpE3yenp89z88l1Rm/vMc0J\ncsnkkRzxCsKp1tZmzWlviBSd3KWgEH3S59tq2iL0k8hLQMcuzIkQJC0WC4+O9tkyltKBTXHq6/ek\nUp2oErY7uY0+WVKysacnodOYhXL5qi2177i53XHXtLUcg6gTiUOGpnHKDtC1cRozIYQQ58iLT274\neiuR6Q9eMeSTOg3AbuhiIstob4/qLPOICFt8fk5Dwz6dKXBjY2fok1lbxyp3ao6mw6NtbUVodKws\n4trco+8Qf5sTA1sWJkWFt/ai1Ol7d3iTVeR5bW0wHm+Ed8HV9Q3Hlqvy+7fpt4DgtWB0cxTBWr2y\nQQ2SOTl5zj1NObhI01v4EEJIURP6+51I5fd/S3BfSpf75IavtxIZGnjGdp8sLd2s8z2jT7qNpqb9\nyrG71NyhzFgclqV80vx2cbvWJ6E3Cg098Mbh4VOtrc0wjWVFCf0Ih+sGBjpMuCWUJmtbWGC70V4m\n2LK9OY8Kqbb0q8M+uQyvd0sotBcFobz8ry1anncPtHd/o8wyDQZ3OT/4ds00PX1e4aVNCCFEiPRc\nyj///uXPPnzu8luRM52hxOHvQzK9d3sK0Sct4k8/IT72VcQnKyt36nzMOIXDVZSVedUGwsExotEn\nNT1WrYdkfn4kj/GQO30SkavsCEwoUCwWFplJiL+JxxvtXUcE9SdbIba0HDQ9282Em6VSnYXlk5lS\nh2dZYQSv/qkdWDQo/dLo7T0G88cHyOfbmh5PgYJDKTQ07MOVjIyc1h/GjIsdH28AACAASURBVMeq\nvHyHtRax1NHwHsYFtLdHcTG4yPTTgf/AFdbUVCUShwYHk7bs/YMT8dtHCCG58H27NPiQL9r4cPLZ\nfWe7Dr7/TsunHzz7x09egh+u+cPYoe99PPrzlQvzwDCVr2flzhyjF15wOE+CVfet1Fpln5SNp90Z\nQhELtaWV7tz5jdoOfivrklrfF5SDPpkpk1LdIAhz29oOy65JY+1zYOM0sGxDFaqrdxvtnzS3BW5/\n/4nCfRniiZbNdv2Tmm47QFVPJo+I78FoDWMeGOgwvddIpkZCdPEIC04ZwJ+Fw3UQQs1nBM8yP3+E\nEPJX1D/2wK/eaLr+r9Evp1/MtljrJ1eeETxawxMP/nYktuznahdWU71zpbPN/9/XnM8i7zc3D6cS\ntvgkPmb0yfVBefkOtQ3NbBy0XF+/R0FRTHQxFahP+v3bpHqYYVM6Owegzti1TE6OiNboZifmfBKx\nvlQvrttehqOjfc7Pn7R9F5Z0m1d399GyMq/aVeGHra3NRq1yZuZCJHJAeWdIKKjOtiiLi9fUVjkm\nhJB1S1vsB9m2jrzwi6e6XqhrCj0U8Et8V0o23tX5/OOZG1SqXVi26YuJWH1eMgrnzT32VcQno9En\n6ZPrA7XBZk1N++29jGTySAENnHaVTyIYlVrLBBdjy87mOtNfBXMGAX17e1RtXmLuBGsyVyJ9fccL\n92Uo+26367zxeKO9zQdzc5dsafPyereYWDN2YeFqOFxny5OoNlDZSgMDHfwIEkLIf+L5Rkm08eF/\nv3o0UyYhhDrzHr96Uzc+nFbK6qp7pH5b/sDf5e4PnPw/L0d/si9wX5nDeVXx4D1z//YvOj6pOeOF\nPukeFHYp7O8/YeJKFBZ47OlJ0CelSjAWC9t4auXpr7IbUYZCe3GbNo6zTaU6XaJkbnsZ1tfvydf+\nk+XlO3S2ocpMFy+etLfnrbY2aNeiQVBTvLigqTZent+/Te3ycDH8HBNCyHJuXPqZ5X5/+l1HpOG7\nthwz3fP58ejPSzeLLgESf/qJldMms6XZj17te7W54UdB7zcdGnzy1T5drzYr+yTiY/rk+kB24OLM\nzAVDC+EozN0yN2qxUHxSau6ZvTJpUV29W6f/UKqjG4bQ1nZYZ3MO+qTtddves+PdMjiY1Cxc2Jot\n/X7LgAHqD/OG9QWDu0wUHC5vfPyswiUhw/kdJISQ/6QmeG+6Z7Ip9JCNRz7/ejjd4Sny9+UP/N2d\n/3hbduNHJPxq/L0TZVu3OJNjq6776oBPcvMr9yA1XQq+ZygYshgZOW3XAqHF4JMVFQHxIYImZNLC\n59uqtnng7ds31HppkP8InXWGIBod5kef1KShYZ/yAE5DoyeU31FGe01XNrgodPDiOfL7t/FTSAgh\nf+HyWxHL+s50huw9ctnfbv7io2M48pfTL4p0UQar7lOQyXRqb21wLNMC95VNXO7IPHvyxR+b9knu\nP+kepCYudncfNXoxiCNl65Ita8wWok9KTZs0XXCwehiabNn19h7TencFtvf1HVcTD6MjkOmT+lRW\n7lTYnGZi4k0TPZP6zoY0NNRl+to2yC/NZSV8BfgpJISQr2MLv9eSSSif5pzJ1UOExoet48ebhVyo\nNf6jmQ+7P595fWW6OduX2ydjhx93Muvwkev5H/8t3aEa2l9FnywefL6tgn1czmz5KLu1muYGmIXr\nk+3tUcGzj4+fdSCQtZoDxPcssWtHdRwE2StrlfRJl/vkhq8HcMr2e1dX73Ygi8rLd8hO5YXjObaS\nqsJqebg8Z14RhBDidtKzHGOHvmdEujbe9ekHz+L4vx2J2ShygfvKKh/yN/woGP3JvrbEP7zy0n9t\n+vH38/Jmr63ZhbNHnqoR+WNNnwyF9rLGuoeenoRIqYXDdQ5cjOz2faaHt7nTJ32+rYIGBcHT2RpE\nlrIybyrVKbLXi70e5fdvk5rGSZ90v09aSim+zMzNm1ccyyXx1py8vKYmJ8/JfpSdeb0TQojbeW/g\nkNU56flGiaFTdL1QZymr1L4j6xLZr6ljU7mIAh7PpjUnBSGqc6yPS3YUWRH6pIizWaml5aDz+VNR\nEUC5rDq/cWnpejJ5xERHdyRygD65znxyg8xex0b3gFlGaelmqS7x4eFTDhei7OzivDTMEUKIuyjd\nvMna1eNsl8HgqbrqHssn7Vo5tnDR3H+SszVcCCLsbANfb9684tgSSl7vFqlIKC9LvObXJ32+rYLD\n7ZyMsFdSVuaNxxsHB5MoIyQ4MN4b5lb+gJiJl0gicYg+WRA+CXNzZjquwgtTPJfm50ccLkfZdYPm\n5i7xI0gIKXbK7/+WiWVdl1Gy8S7rLK+11xd5hkvtUsCm0EIBsT6i/0xXgdoND59yeD1eqXU4pqZS\nxeaTiJsFl22srNxZPLVXyieNTrulT9qL4AIzDg97KSvzis+ivHVrwuFpLAprmxXV64IQQlZ7dT7x\noGV6lbvMLnv9h6kXcJbzrxf7cE3ZPa9XLpvOSutaEPdUVAQQViI5OfUuDaqHeF36/PPLReWTiGIF\n10/Ky0hg+iR90nYEZ8Y6vzSX1HaUzhe07NpmRjvtCSGkAEgvvmpu8qTFZx8+h7P8+pc/LfIMDwZ3\n6fjk5OQ5VlqSDcH+t+L0ScFRdsXWOUmfpE8675MQMDevQie7hU9e5g4QQogbfdL0iaz+Sfqk379N\nxyedXIiPFByxWFi8Lt2+faN4fNLj2SS4IUexdU7SJ+mTzvtkdfVu8YyKxxvdfHnWWlncNYQQUtRE\nGr5r+aTv26VGT2St+vP+Oy3Mc9nl45YlB3YyJAWK7Ozc4vFJ8ZwpwqlQtbVBl/gkzIE+WQw+CcQ3\nXO3uPurwtUEOZfdl5RRKQkhRU/fo/Q7Mnwz4vdZZ3jrZwDyfm7uk45PB4C7mIVkV2dm5xeOT4+Nn\nRU43PX2+GL8CMoVidPCh1Mqf9MmC9smpqZRgRqVSnc5f3uhon1Rp4t3LDxAhpHjxfbvUMr1o48Pm\nzhJvfsQ6S3v8Meb52NgZHZ/My7Z4ZP2JQfH4pM+3VXBQQGtrM6tN7oQ/pk/SJ50Utrz4pOxO0VyS\nhxBS7Hw5/aLpmY04uOWTtdU7mOGyc/3zPviH0CcL2ifFF/8wt8cjfZI+SZ/MRHzxsLxMaZYtzb6+\n4/wAEUKKmvOvhy3Zq9hZZuL4NcF7reP/8ZOXSjbexQyXmiPEJV4JfVITwZ6Qon2yIpED9En6pMMk\nk0fcvHqqx7NJfJPM4lzHixBC/oqm0EOW773WXm/i+O+/02Id/1dvNDG3N0iufsGl5Ah9Ugc8LIJx\nYU9PojirjdSqqvRJ+qTDtS5fu3HMz49wyxBCCBGOtzbe9cVHx+B7f/79y8GHfPYevOuFOksmkeof\ne4C5veHrfdU1l3jlkjyEPimI+NL/Rk2JPkmfpE8Wlk+OjJwWL82ZmQv8ABFCip3O5x+3lO+TK8+U\nbrZtO4qWf6yytglB+nj05xzsmgbfHh2f5NR/Qp8UpKcnIXiusjIvfXLNVF5ucA48fZI+6R6flFrp\nYGnpOj9AhJBiBw5pdVEiXXm72fONEv1jhn/4nT/9roOdk6syOJjU8UlO1SD0SUEQjIqcaHHxWtFW\nGymfNGpx9En6pHt8UnyGp5U4D4UQQjaE/n5nui/x/XdavHd7dI7W+fzj6aNZB2QOZxKLhXV8ErEv\nP12EPmljSF3My1zRJ+mT9MmVhMN1UgXqtgpJCCH54a2TDWkD/PSDZ9V6FIMP+dK7g1jpD1MvBPxe\nZm8m5eU7dHwSqaamitlI6JO5KS3dLDhXeWCggz5Jn6RP0ifT4CMrVaAVFQF+gwgh5KtRr9f/NZqp\nghd+8ZS4CtYE73371I8zuyU50lX/S8+1KAl90oGIsLW1mT5Jn6RP0ifT+P3bpAq0aBf0IoSQ5Xjv\n9vx2JLZMCN9/p6Xz+cehiyuX6vH77oYuvtZev/JXVood+h5zdVX6+0/o+OTc3CXmoQk8nk2QEEQG\nhTh4SXYc9br3SfERa3kJqQvRJ32+rfRJ+mQx+CSQKtD6+j38gBJCyF+ANF74xVOryqGVvvjo2Gcf\nPpdevydb+vPvX443s7kuK/j2aA55razcyWy0F79/W+aeY8PDp0pLNxfMk1u6WXDtmeLxSfEVNVpa\nDtIn877oCH2SPukqn5Ta2auY26QIIWR1oIKZq7PKJthmddU9zMbcLC5e0/HJ9vYo89BeJifPLcvk\neLzRhdfp9W6prNyJ+LWpaX9ra3Nv77GLF08uLFyVrULr3ifFRwEUc9+ClE8avRL6JH3SVT4pNS2F\nPkkIIasQ8Ht/9UaTrEnCQrteqLNxE8t1TCrVqeOT09PnmYc2AkNz21afpaWbq6t3h0J729oODwx0\njI72zc1dWlq6rtmzXTw+Kf6IFfPcJ/okfZI+uSqZw1Xok4QQok511T1vn/rx//v4v69pkp9ceaYt\n9oOyv93MTDMUf3BBOaOsOjayoWGfk9fg9W7BGbu7jw4Pn4I6So22ok+uBAZOn6RP0ifpk2qsHLHC\nEUOEEKIR5t7tiTR8F2L525HYl9MvpmdI/vvVo5ffirTHH6vctY25JIvHs+nWrQkdH+jrO85stIuZ\nmQsrczgY3GX6vCUlG0Ohvb29x6anz5sWyGLzSfEJpfRJ+iR9kj6p/AKxZbNcQgghRAXNVV4XFq4W\n0IIxbqa6erfDq4+g4CKRAxcvntRsU6BP5mB29l3BEzncEU2fpE/SJ+mThBBCiEGNEU/FvC6ljXR3\nH12Zt4jGbD+Rx7MJRTY5ee727Rv50sji8Unx5TRisTB9kj5Jn6RP0icJIYQUHtPT53WUYGbmgtEV\n/IsBON6qa+2OjJy28Szl5Tt6e4/lsTeSPslYkD5Jn6RP0icJIYQUdTDHrQ5M0NCwb9WMhf7ZcvyK\nigDU1A0dkvTJbKm//wRfQfRJ+iR9kj5JCCGk8NBflWd0tI/ZaCJo0N8spLR0c09PwkaTvHnzytjY\nmYGBDsQu8XgjYjLIMAJZpFgsLLW6PX0yM42Pn6VP0ifpk/RJ+iQhhJCCBMqhqRnFvDqlJjmmsIZC\ne3WODNOT2g571XTnzm8Q06CGNDXt9/vXWEW5peUgfTITccFeWLhKnywsn6ys3EmfpE/SJwkhhJCv\n8Pm2am4UkccvbqEzNNRl+/aeHs+mVKpTp0yhN/39J8LhOqn1e3HB9MlMpLaPKyvz0icLyCfd1ohG\nn6RP8ntKCCEkn2huHFLkGx4oU16+I4f1qS10FAhsn5pKKfdGwm9Dob0wUrWGCfpkJuPjZ8XP1dS0\nnz5ZQD7ptnnj9En6JD+phBBC8onfv02zi5J7USqQo3NSbbMQyKTaGNfbt2/09h6D32reEX0yk1Sq\nU/xcPT0J+mQB+WReLIg+SZ+kTxJCCHEv0AnNLsr29iizUZxgcFcOh1dY5cjr3TI7+65CwUF71pwb\nSZ9UYGCgQ/xcKDv6ZH7rDN5g4lfiti1D6ZP0SX5VCSGE5BkYxdLSdc21W/Q7uIqHsbEzOTKzr++4\n1NE8nk1SwUe6F9TeYXv0yUySySNSp7PL6umTDlyJ28J3+iR9kl9VQggh+Uc2/F2Z4EjMRhEikQO5\nc1J2sxCprrB0nGT7GjD0yUzC4Tqp03V3H6VPFopPDg4m6ZP0SfokIYQQ8ld4PJtktxB0/7QiF+L1\nblkz0pJa36i+fo/s9NehoS61RXfok+Lk2Axm1TQ3d4k+mcc6g4eucNvO6JP0SX5bCSGEuAKpiGrV\ndOvWRNHufCCISF+i+MjhkpKN8BCpMhoePqW2eCx9UraBRvbxgYLSJ/NVZ6Sqh9vknz5Jn+S3lRBC\niFsYGTmtqZTj42cN6co6oLY2uGZf4tLSdfEMjMcbpUpndvZdcyvx0ieXsbBwVeqMFy+epE/mq87U\n1FRJFZar3nL0SfokP6+EEELcQiCwXXNhHq71mg2InEiMNT19XvyYMzMX3LNmEn1yGcPDp7ioVaH4\nJF59UoVVWbmTPkmfpE8SQgghqyC1bn62sNht+327AUG7EO+kku1RGRjoMHqD9MlltLY2yz47blvo\nxVU+aWLSb2ZzT+HOFadP0if5hSWEEOIiSko2SvV6ZZtIye1D1CxdfLOQ/v4TUoUSCGynTzoZoskK\nP9Lt2zeKauMQKZ80XYGl1rVS2CSWPkmfpE8SQggpFqCCEEJNpZydfZdr81iEQnvFQ1XxrdIFIzYr\nTU2lTN8mfXIZHs8m+KHsgzM8fIo+mRefvHnzivjFLCxcdc8USvokfZLfWUIIIa6jpeWgpk8iTU6e\nMzpErSCoqAhIybngIp9wfqmySCaP0Ccd9kkwNnZG4cFpatpPn3TeJ2ULq6amij5Jn6RPEkIIIVkZ\nGurSV0ocpJiXe0UELNWLiOTzbbU9EEdyYEYrfVK/mKyEOmNuGV76ZDb6+o5LFZP40HT6JH2SPkkI\nIaQY8Xg2TU+f11fKnp5EcWZgWZl3fn5EKq8WF68JHhy56qrJk/TJVYEWKgx5dWDxJPrkSmKxsFQZ\nLSxcdcn4C/okfZIRCyGEEJfi822VmlOULXV3Hy22rPN6t0xNpWQzambmguDxZfeicKCXmD5pS0ml\nU0PDPvqkkz4ZDO6SLaNQaC99kj5JnySEEEJyUV29W2rZw2ypre1wUcmkWtfu0FCX4CkmJ8+5LYKk\nT64KlEN53x1XbXK47n2ypGSj7DpkefQN+iR9kj5JCCFkfcZ8uQe+FsNcSp9v69zcJbUsEl81R3Yk\nLX0yXz6JOr+4eE2tPqAieb1bXFW9/f5tAwMd4+Nn+/tPVFQEnHy31NYGTd+dbDMNEuoVfZI+SZ8k\nhBBC1kB8+8Q1V7BY30pZWblT1vQyUzhcZ2+4JrvMjzKy28EXj08CHEq5SiCsdM8iyfF4Y2YP3tLS\ndc0Bn1I+6YC5tbUdli2gqalU3t9psu9n+iR9khBCCMkDyeQRW5RydLTPbV0udhGJHECErZM5weAu\nQz5peuRkdfVu+mQO2daZhzw+fjbvSgllGhjoWHUpWh2bcptPym7D44bB/Mh/2bcBfZI+SQghhBS2\nUs7MXDDdXeZ8SNfbe0x/oqm4Nsj2gpre0jAebzR0p+vAJzfodVEijY2dyeMOIqjeo6N9JqY1us0n\nAd5OsqWztHRdvCXIdmSXpUVyoC7RJ+mThBBCiFmlXFi46sBsKGfw+7cpLOW6MkERxU8qO9HL9K4t\nUtGPbH8pfAa+irhZpyssvz7p9W5BndepHtPT5/PSCoOT5q7eOnIi5ZORyAEH7re7+6jaw5sX4cdz\npDAmwgGLo0/SJwkhhJCsKEwxyrZ8JUK3Qp9OmUgckl0TMlsaHj4lft6LF0/KzvIymgmyNyveX4oa\nMj5+1voVrLJAfXKDUj/SylaY+vo9TlZvZFpuDYY2OBPZO+Yefv82tYEGY2NnHH6bwWDVlv6CgopP\n1aZP0icJIYQQ+2lpOWjLJiLWB7u8fEchZgLizrTn2JLEF3fdoNRRjAs2kQ/V1bsVekjgw4LH7+8/\nkTn5tnB9ErIxO/uuLbu5OuAtOAVyYM3HHJK8znxyg8aWoUNDXY4ppcezCQar2ePd1LTf0Mhz+iR9\nkhBCCFk7OlfeBWFlR6VOv5PzIGRsbW22q1tSYXFXS+kVPMSETKpVg9u3b5SVedc8fn39nkyl0Qnv\nZHPMRHYFg7tsaYiZmblQU1NlroajKopMI9Rf2lRqYVLHlr3R2XTXmZmu+jKZTnh+e3oStg+ldrNP\nig+xoU8SQgghZkFwrDklbFlsijCuIERaeXvJ3FIttextILBdNuRdWrpubxdlKLRXR6pTqc41vX1Z\nh57UkGAddbH6mkzUn97eY3bVmdHRPtsfGWiqYCB78+YVnZV4FHLDhOFnQ8fWxsfPirSVKAP3m54+\nb+/7By8HVHgbVxUS9EnN/m3TtU7nheOkT5qeHk8IIYQYxPbIBt9vQ8MybdEnewe4atqLwiJAIyOn\n7RqP19Z2WL+rraXlYI5TDA4ml/19f/8J5QvGvUtd2+TkORO1CPlvy+pNmfYSDtfpFyvUFFkkWKb4\nM1s6SKUGAIuPkdZHdv+bldNKDe3Qs+aMVv12Pf1BsKiNt2/fcG3HmvhrfM02L3NIfVh1JgIQQggh\n+Qehw8q4X7OlHNqg3/Vhr0nK2ojsGDmFAE5trV39Tp7y8h12eTWCzlUHvPl8W1c9RUPDPrVr9nq3\nyE7yxLUZ2igVd2e7EiwuXsNjCLGUrUgozfb2qGyrkC3dSrKjf2/evOLkgjearzXcWlvbYRsvGCUr\nMqPVljQ/P6JT+VGyLmwjUHgVOH95aaTmEeB9Uugr2xFCCCFfrV0p2CAtHo0NDXUZnSQmEsDBdjRH\ntyIInph4E/eSSnWuTH19xyGrar0B0BK14FJ5QRecsbf3mL0FjYQcRj7E443I7UTiENR91VMITrlc\nlZ6ehMKF4aoMVS1UbENigFyambkwMNABmYFe1tU9UlERCAS2W6m6ejf+paXlIOrA8PApVE6FU6CM\nbGmHUhhTanpV0mXioZY/y9a80e+oRF5FIgcER5DalXRKWbz1Ddbk8D4rUkOsNZcv1mmzc/OjQQgh\nhJgiGNylsBW4SECG8NfhmAPhPmRPYdnSzLAeMT1CSaPNxsoLUU5NpaAZ4ifCHyMO08kQ/YQgVc2B\nIZPK8oYcNtSoYeMiyU4mWxbFUV4b+datCSdnWYdCe20pI9wsNF7NaZHhDpuk5kjUeLxR9hEzNBBg\nZfugwuaijq0Cldl8oPBix6OhPHyDEEIIcRH4EMI6TETJ0LOLF08iUjG30AWijfr6Pf39J/THIo6O\n9jkzXldzltfk5Llo9Mls0guHRxCMCMxEM4FCEozIUUNggE1N+xEQj42dsaU3dX5+JJXqRPULh+ts\nnN8ru0RQ3pPyOsxWoUQiB3DLmoWC1wvKAqFzMLjL0F4XmWRuV6Nfi3A0kfEIPt/WWCyM10geW3AU\n+ifxhEqtIpPpQvhw1NYGbS9QvNnKy3fgbTAw0KH8Yp+aSiWTR1BweKsbatnEYfEexnX29CR0mg+Q\n/y0tB127BgEhhBAiITkmVkBNR5P4ZOLrjthF3y0RbSAqRZQ8MnLaltBtcfEagmYnp7JAs22Zs4pg\nFxlrpdnZd/PbFbnqFNMcUSzqA0oQt2D7WNxs4S9OBzXSXw+zUJQSzx2CXfGmGdgjHivo0+TkOdt3\n1lkmaSgL2AJOh5pgwjDhdba3juERw2Ehxt3dR1955Z+RkFd4lvH0KQyyRSbY3uizZj8w3nL4m9bW\nZmT+8PApWzpRkTPT0+cHB5Ow2fr6PbK7mMDKcElWswUuCZ8hEy8EFBAuEseHA6PWSQ30yLxU+DNu\nE7mHo9l+nfgSoYKhXuGxRZ440PJCCCGE2AxCjba2ww4E9/hqIgJDKGbFH/hwBgLbV7bOwjzx75WV\nO0OhvbFYGHGAXQHQslFtzjcMm1jcRXlTRJSCCRGFzGQzN4Sz+b1r/c0h1NZVcjJBCMUH/UKQjArk\nmkKCKmHvI4bQ3/b9OexdE9vr3QJzsPGYkJzceYLXu137D6/Z1DU1lco9khO3D6/DhyBfA8hhbuIv\ngbq6R/D3zrR8Zb5C8dVjZEIIIaTwgFyJ70BQ0AmhFaLYfK2wFw7X5T0H5uYuWUN8Yey2HzzHmrRu\ncOnBwaRmCcZiYdc+JojmxQdvmyh9hWT7lFefb6vU1iaOyTM8ynrt6Puk1TeYTB5Zs7gVZiHq61C2\nbkCUdR7bLzIHmopUJFu2WVJOedntkxBCCLGBYHDX5OS59WqSS0vXEV0Z3b5chIGBjjxmwvz8SGYM\nGo0+aWPMNDNzIdtgLa93i0vCev1ZVTAxZzp8pFJv7zGpkXJq6+jannT2Kc0GKpureinxXGSuHKvs\nk/BkvMGk5i7qL3ur1g276sVIrddqNK3p4TD//D7jqMAMSAghhBQwyks1uHlGGSxOdoaPIRCp2DKR\nUq1hfqVO26WUULUccxQRwBVKKCkCDuKelheEnnAM2VuwfaqhWjK0DX1p6eZ8PWXLRkMkEoeWjYaQ\n9UloZHt7VG3uX17uGhe86sWgrF3yyKy5YFhNTVV+rzBf258QQgghdoIP6tBQV6GPgEU81919tLx8\nh6vyVm1DP03Zy7Fjuy1K2dJyMMct+/3b1pNPWiSTR/L7gKBYISdqC3i4pM1ozel/OrS2Njs8+S1z\nIivePKvuriHok6ha1hY4OoPz8zK+NJsL5XdohtQoawgnfZIQQgixh4qKQF/fcbetICqSFhauItx3\nZrc0BeAA0HXH1qFZU6IikQPKpYzAd83dKRATu2HqFC7V3qmz5eU7xHeEt32TTx03dqz65XfPQLzB\nHN5EZ3HxGowxx2iINX3S2hHXllYwh9ut0jO0s7VbueTrsOZYFWR+fq9QbQtfQgghxL2Ulm5uato/\nOXnO/d2V1iYlsKOCWHXd9JIPCOwaGvYJGhTkRCH6/Pzzy4K7TYr3TsBscVgrodalN0fJTLg16w+k\nOqBGR/tMlGN9/R7HJuyhwiDWFMzz3Ncs2+FmZTj0LHeJSFVptWGcUqD+t7Y2O9CcgTqQSBxasw0r\nx8YzuMhk8oiNc7xRT9YsjoWFqzmetdnZd2WLta/v+KoXA4uTKoX0ewDXkLvKSbWF4TZFsk5qQPvN\nm1dwGbgeux4N8S1/CCGEkAKjvHzHK6/8swuXT7Qm7UDPXNshmY2amioT+YkIJhp9UqEvDv4pqEaI\njQYHk+KzUmH4/f0n5udHrMjV2hQOgT7kH1EvvAJCq9wK4PdvwxFwHGhSS8vBWCyMuBzHHxrqwu1Y\nkRz+w+gmMTi70b5KxOKpVKeNg7fj8UbEwcgZa5u+ixdP9vQkkG/IPeQhchJ3hNMpTDxGxUNWV1bu\nxBFCob2oijiXtXOjtdkgBAAJ/+LYg4Y3g6H9UW7fvjE62ofbFHzcVh1LiYMg8028vnA6CJ61fyYK\nAg84/gVFgwKSfT/g8cRDWl29G0eA8OBoqC24bDxlMzMX4KWoSzhRb1zGmQAAAuxJREFUjiWvkEvW\n3rOocngJ4IdWlcOhrPeAVeUUrs16CeC3tbVBHAQVOH15uCScy2p7gt0JPkGwelye1Vy1uHhtaiqF\npxs5ia8MjoynAyfCoWTX98LfIw/x2rcusr09iocC9QcPoFU5kTP4x3ytQE4IIYQ4B8IRfPPGxs7k\na3pSWmnwmUfQ4EAvhzkQOiBAscsqETkhTNEMRxD2wRWz7fAhuFdBcYKgFhEnqqVdPc+F1eVeEM+a\nXS8uPAitrc2yvo1rQPVYtt8gnyZCCCGEFCmlpZvr6/cgHpqbu+TYaNj5+RGcsalpv9HuJudBTl68\neFJtHiM0EhqTuS2BLZSVeWtqqqzGfihNdfXugusBzhfQDFTR/v4Ts7Pvyj4ai4vXxsfPopIj55nh\nJkDFjscbh4a6ZLdFRWniIcVvdQwQL66+vuMTE2+iehR0WxghhBBCiJ0gSAqF9iaTR0ZGTtu7hA8E\nEjEcfKmu7hH9/QNdjsezqbY2CJeAUWRTEfiGFde2t0eR53nfVJOsCVS/oWGfNeyzu/vo4GAyleq0\nEv4b/4J/x/8Xf7POWkkKwi3xYolGn8QbBqWQWTQDAx1WuTQ17WdjCiGEEEKI01FaTU1VJHIAzoMQ\nbWioC4KUuThBZoIxTk6ewx/gz9IxHGPrdE4GAtvTieMeCSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ\nQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII\nIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE\nEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC\nCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJczv8H5MPW\nTsd/3PYAAAAASUVORK5CYII=\n",
"prompt_number": 1,
"text": [
"<IPython.core.display.Image at 0xa191d30>"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We want the abundances of chemical elements.\n",
"\n",
"Get them from wikipedia. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"url = 'http://en.wikipedia.org/wiki/Composition_of_the_human_body'\n",
"# the ?action=render version is easier to deal with because we need to replace some strings\n",
"url = 'http://en.wikipedia.org/w/index.php?action=render&title=Composition_of_the_human_body'\n",
"dfs = pd.read_html(url, header=0) # Bam!\n",
"abundances = dfs[0] # This is the table on the page\n",
"abundances[:4]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Atomic number</th>\n",
" <th>Element</th>\n",
" <th>Fraction of mass[4][5][6][7][8][9]</th>\n",
" <th>Mass (kg)[10]</th>\n",
" <th>Atomic percent</th>\n",
" <th>Positive health role in mammals[11]</th>\n",
" <th>Negative effects of excess</th>\n",
" <th>Group</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 8</td>\n",
" <td> Oxygen</td>\n",
" <td> 0.65</td>\n",
" <td> 43</td>\n",
" <td> 24</td>\n",
" <td> Yes (e.g. water, electron acceptor)</td>\n",
" <td> Reactive Oxygen Species</td>\n",
" <td> 16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 6</td>\n",
" <td> Carbon</td>\n",
" <td> 0.18</td>\n",
" <td> 16</td>\n",
" <td> 12</td>\n",
" <td> Yes (organic compounds are hydrocarbon derivat...</td>\n",
" <td> NaN</td>\n",
" <td> 14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 1</td>\n",
" <td> Hydrogen</td>\n",
" <td> 0.10</td>\n",
" <td> 7</td>\n",
" <td> 62</td>\n",
" <td> Yes (e.g. water)</td>\n",
" <td> NaN</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 7</td>\n",
" <td> Nitrogen</td>\n",
" <td> 0.03</td>\n",
" <td> 1.8</td>\n",
" <td> 1.1</td>\n",
" <td> Yes (e.g. DNA and amino acids)</td>\n",
" <td> NaN</td>\n",
" <td> 15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
" Atomic number Element Fraction of mass[4][5][6][7][8][9] Mass (kg)[10] \\\n",
"0 8 Oxygen 0.65 43 \n",
"1 6 Carbon 0.18 16 \n",
"2 1 Hydrogen 0.10 7 \n",
"3 7 Nitrogen 0.03 1.8 \n",
"\n",
" Atomic percent Positive health role in mammals[11] \\\n",
"0 24 Yes (e.g. water, electron acceptor) \n",
"1 12 Yes (organic compounds are hydrocarbon derivat... \n",
"2 62 Yes (e.g. water) \n",
"3 1.1 Yes (e.g. DNA and amino acids) \n",
"\n",
" Negative effects of excess Group \n",
"0 Reactive Oxygen Species 16 \n",
"1 NaN 14 \n",
"2 NaN 1 \n",
"3 NaN 15 "
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# rename columns by removing footnote text\n",
"abundances.columns = [i.split('[')[0] for i in abundances.columns]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Wikipedia table contains an asterisk on the Iron name - replace it here\n",
"abundances.Element[abundances.Element=='Iron*'] = 'Iron'\n",
"abundances[abundances.Element=='Iron']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Atomic number</th>\n",
" <th>Element</th>\n",
" <th>Fraction of mass</th>\n",
" <th>Mass (kg)</th>\n",
" <th>Atomic percent</th>\n",
" <th>Positive health role in mammals</th>\n",
" <th>Negative effects of excess</th>\n",
" <th>Group</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>11</th>\n",
" <td> 26</td>\n",
" <td> Iron</td>\n",
" <td> 60\u00c3\u009710\u00e2\u0088\u00926</td>\n",
" <td> 0.0042</td>\n",
" <td> 0.00067</td>\n",
" <td> Yes (e.g. Hemoglobin, Cytochromes)</td>\n",
" <td> NaN</td>\n",
" <td> 8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
" Atomic number Element Fraction of mass Mass (kg) Atomic percent \\\n",
"11 26 Iron 60\u00c3\u009710\u00e2\u0088\u00926 0.0042 0.00067 \n",
"\n",
" Positive health role in mammals Negative effects of excess Group \n",
"11 Yes (e.g. Hemoglobin, Cytochromes) NaN 8 "
]
}
],
"prompt_number": 5
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"For the wordcloud, Wordle wants text:weight lines, e.g.\n",
"fruitbats:133\n",
"llamas on parade:85.43"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"abundances['Fraction of mass'][11]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"u'60\\xc3\\x9710\\xe2\\x88\\x926'"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# replace stupid times symbol with correct values\n",
"#abundances['Fraction of mass'][11].replace(u'\\xd710\\u2212', 'e-')\n",
"abundances['Fraction of mass'][11].replace(u'\\xc3\\x9710\\xe2\\x88\\x92', 'e-')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"u'60e-6'"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"abundances['Fraction of mass'] = abundances['Fraction of mass'].str.replace(u'\\xc3\\x9710\\xe2\\x88\\x92', 'e-')\n",
"abundances['Mass (kg)'] = abundances['Mass (kg)'].str.replace(u'\\xc3\\x9710\\xe2\\x88\\x92', 'e-')\n",
"abundances['Mass (kg)'][abundances['Mass (kg)']=='6.8e-15[13]'] = '6.8e-15' # Damn you Polonium\n",
"abundances[['Fraction of mass', 'Mass (kg)']] = abundances[['Fraction of mass', 'Mass (kg)']].astype(float)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"abundances[37:43]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Atomic number</th>\n",
" <th>Element</th>\n",
" <th>Fraction of mass</th>\n",
" <th>Mass (kg)</th>\n",
" <th>Atomic percent</th>\n",
" <th>Positive health role in mammals</th>\n",
" <th>Negative effects of excess</th>\n",
" <th>Group</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>37</th>\n",
" <td> 32</td>\n",
" <td> Germanium</td>\n",
" <td> NaN</td>\n",
" <td> 0.000005</td>\n",
" <td> NaN</td>\n",
" <td> No, probably</td>\n",
" <td> NaN</td>\n",
" <td> 14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td> 27</td>\n",
" <td> Cobalt</td>\n",
" <td> 2.100000e-08</td>\n",
" <td> 0.000003</td>\n",
" <td> 3.0e-7</td>\n",
" <td> Yes (cobalamin, B12)</td>\n",
" <td> NaN</td>\n",
" <td> 9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td> 51</td>\n",
" <td> Antimony</td>\n",
" <td> 1.100000e-07</td>\n",
" <td> 0.000002</td>\n",
" <td> NaN</td>\n",
" <td> No</td>\n",
" <td> toxic</td>\n",
" <td> 15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td> 47</td>\n",
" <td> Silver</td>\n",
" <td> 1.000000e-08</td>\n",
" <td> 0.000002</td>\n",
" <td> NaN</td>\n",
" <td> No</td>\n",
" <td> NaN</td>\n",
" <td> 11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td> 41</td>\n",
" <td> Niobium</td>\n",
" <td> 1.600000e-06</td>\n",
" <td> 0.000002</td>\n",
" <td> NaN</td>\n",
" <td> No</td>\n",
" <td> NaN</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td> 40</td>\n",
" <td> Zirconium</td>\n",
" <td> 6.000000e-06</td>\n",
" <td> 0.000001</td>\n",
" <td> 3.0e-7</td>\n",
" <td> No</td>\n",
" <td> NaN</td>\n",
" <td> 4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
" Atomic number Element Fraction of mass Mass (kg) Atomic percent \\\n",
"37 32 Germanium NaN 0.000005 NaN \n",
"38 27 Cobalt 2.100000e-08 0.000003 3.0e-7 \n",
"39 51 Antimony 1.100000e-07 0.000002 NaN \n",
"40 47 Silver 1.000000e-08 0.000002 NaN \n",
"41 41 Niobium 1.600000e-06 0.000002 NaN \n",
"42 40 Zirconium 6.000000e-06 0.000001 3.0e-7 \n",
"\n",
" Positive health role in mammals Negative effects of excess Group \n",
"37 No, probably NaN 14 \n",
"38 Yes (cobalamin, B12) NaN 9 \n",
"39 No toxic 15 \n",
"40 No NaN 11 \n",
"41 No NaN 5 \n",
"42 No NaN 4 "
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"abundances.dtypes"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"Atomic number int64\n",
"Element object\n",
"Fraction of mass float64\n",
"Mass (kg) float64\n",
"Atomic percent object\n",
"Positive health role in mammals object\n",
"Negative effects of excess object\n",
"Group float64\n",
"dtype: object"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = figure(figsize=(14,5))\n",
"ax = subplot(111)\n",
"ax.semilogy(abundances['Atomic number'], abundances['Mass (kg)'], 'y.', figure=fig)\n",
"for x, s, y in abundances[['Atomic number', 'Element', 'Mass (kg)']].values:\n",
" ax.annotate(s, xy=(x,y), xytext=(5, 5), ha='right', textcoords='offset points')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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Y0tLS1CVeyqOy03VXWMaEmJgYli5dSkRExEMbFOV58cUX2bJlCwCrV6+mX79+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\nUFmS7L/8VLgAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xc61be10>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# apply Maia detection limit cutoff\n",
"abundances = abundances[abundances['Atomic number'] > 14]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print 'lowest atomic number', min(abundances['Atomic number'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"lowest atomic number 15\n"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Input for Wordle. \n",
"Copy and Paste this into Wordle-advanced http://www.wordle.net/advanced.\n",
"\n",
"Some reasonable choices for rendering are\n",
"- Font: Goudy Bookletter 1911 or Telephoto or Lucida Sans\n",
"- Layout|Straighter Edges\n",
"- Layout|Mostly Horizontal\n",
"\n",
"Better do something like an $x^\\gamma$ transform so these scale sensibly."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.cm as cm\n",
"cmap = cm.YlOrRd\n",
"length = len(abundances)\n",
"lut = ['%02x%02x%02x' % tuple(i*255) for i in cmap(linspace(0,255,length).astype(int))[:,:-1]]\n",
"abundances['lut_item'] = lut"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gamma = 0.15\n",
"lines = ['{}:{}:{}'.format(a['Element'], a['Mass (kg)']**gamma, a['lut_item']) for _ix, a in abundances.iterrows()]\n",
"print '\\n'.join(lines)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Calcium:1.0:ffffcc\n",
"Phosphorus:0.963416744896:fffcc5\n",
"Potassium:0.744593439424:fff9be\n",
"Sulfur:0.744593439424:fff6b7\n",
"Chlorine:0.702519754344:fff3af\n",
"Iron:0.440035174573:fff0a8\n",
"Zinc:0.402030660486:ffeda1\n",
"Rubidium:0.33487007307:fee999\n",
"Strontium:0.299069756244:fee692\n",
"Bromine:0.289898522677:fee38c\n",
"Lead:0.258153006272:fedf84\n",
"Copper:0.239111175479:fedc7d\n",
"Cadmium:0.226383880842:fed976\n",
"Cerium:0.218931876104:fed26f\n",
"Barium:0.2001535983:fecc68\n",
"Tin:0.197312454619:fec661\n",
"Iodine:0.197312454619:febf5a\n",
"Titanium:0.197312454619:feb853\n",
"Selenium:0.188979061924:feb24c\n",
"Nickel:0.188979061924:fdac49\n",
"Chromium:0.187033415748:fda546\n",
"Manganese:0.182758332516:fda044\n",
"Arsenic:0.168563952466:fd9a41\n",
"Mercury:0.164711031726:fd933e\n",
"Caesium:0.164711031726:fd8d3c\n",
"Molybdenum:0.160267514095:fc8439\n",
"Germanium:0.160267514095:fc7836\n",
"Cobalt:0.148445893541:fc6e33\n",
"Antimony:0.139686520454:fc6430\n",
"Silver:0.139686520454:fc582d\n",
"Niobium:0.133786930226:fc4e2a\n",
"Zirconium:0.125892541179:f84627\n",
"Lanthanum:0.121748466036:f33c25\n",
"Tellurium:0.119334139548:ef3423\n",
"Gallium:0.119334139548:eb2c20\n",
"Yttrium:0.116606480552:e7241e\n",
"Bismuth:0.113460710977:e31a1c\n",
"Thallium:0.113460710977:dd161d\n",
"Indium:0.109725861337:d7121f\n",
"Gold:0.0988904832905:d00d20\n",
"Scandium:0.0988904832905:ca0922\n",
"Tantalum:0.0988904832905:c40424\n",
"Vanadium:0.0904084248509:bd0025\n",
"Thorium:0.0891250938134:b30026\n",
"Uranium:0.0891250938134:aa0026\n",
"Samarium:0.0803240320295:9e0026\n",
"Tungsten:0.0700091007612:950026\n",
"Radium:0.00936630267873:8b0026\n",
"Polonium:0.00749680711256:800026\n"
]
}
],
"prompt_number": 15
}
],
"metadata": {}
}
]
}
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