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@Puriney
Last active May 17, 2017 04:25
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R ggplot2 v.s. Python Seaborn: Scatter Plot of Iris dataset (Log10 scale of Y and Color by iris species)
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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"“package ‘repr’ was built under R version 3.3.2”"
]
}
],
"source": [
"library(ggplot2)\n",
"library(dplyr)\n",
"library(repr)\n",
"options(repr.plot.width=4, repr.plot.height=3)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>'Sepal.Length'</li>\n",
"\t<li>'Sepal.Width'</li>\n",
"\t<li>'Petal.Length'</li>\n",
"\t<li>'Petal.Width'</li>\n",
"\t<li>'Species'</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 'Sepal.Length'\n",
"\\item 'Sepal.Width'\n",
"\\item 'Petal.Length'\n",
"\\item 'Petal.Width'\n",
"\\item 'Species'\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 'Sepal.Length'\n",
"2. 'Sepal.Width'\n",
"3. 'Petal.Length'\n",
"4. 'Petal.Width'\n",
"5. 'Species'\n",
"\n",
"\n"
],
"text/plain": [
"[1] \"Sepal.Length\" \"Sepal.Width\" \"Petal.Length\" \"Petal.Width\" \"Species\" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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IkTR48eHRQU5NJNXN5+8MEHCxcuFFvefPPNt99+e/ny5YsXLwaAlJSUcePGPfPM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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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z+Rv/KiqRAhJEm1BFl0Wtu5/ynZ9IfuJAJACIkYhzKa/7Z98QFtXw8X8NKV/35R\n+ZN9+mU5kpmw67i7KDasxFppW0BbWeS96p6fV/6I4EYCZxpRUWzoIHX3r6t+xYAphESMOcQC\nwhaxCXfMfkzJtjE1dMR77V7w5NpdtX8+lvcGBUjAom1VLGJ+TE7rrHC91dlySMJ+gucQE0cz\nqdTTGw5pjNZrSeklCZFXyX5xxPthWgd0J16+8r5BlNwVrgmjb6r3Lyr82KGnGVun5L52yVQM\nAPj6s/eyuXRyzpLM+lPSUkWMAaBa0M3KeyPPfNWTBXxWsXtj5Y8OyfHdSWcAKLVW2S+g0Fz2\nfe3Bf0RPszcd3KPuOUJz91dVv+Dr7hMAYMHWJklnALg3qCe67l7CIHpu5MS32z7r4bWjtP3X\nJbwaRt9IaJUoi92a+LrvpDOB0CSIiaOZHL4idy5KjQEulbNlOjomxNU1zeXTiu9d7oZtqtyz\nJGbWIf3Z89WFSiTrK+uUb75aZCl36CaCaMEuLAZWEL6s+ulf0Tf3+X2vbEuTFuwgykXAlXxd\nLNdma8fl39Tsr+Dr+qu7TA0Z3u30Y87vy/ZzpGGji9opCJCC4jZ0+Nd31X/s0x+XAzc6JHVY\nUO8mLfVB7cDhXftcoStKhepYOryd2IZBJLSVECgEuoD2brpOiqIoivLKmJVG2mU2OADQCRq1\n+toJtVrdciPSBWuRy1g4C+aHX3gp33RDC+6sbO/5sDRQF61FntyNMt7t73F70elSjNr4oOKb\n8/orUodt1b+tLt9aJ7hIGISv5c+jxOsPFQpRGEBFKfQN+2PAs2PGPZTzzxP6HKllQ+WukaH9\nP+m0MIJrwhNSCxDHxCCERFH0QzZOL34Im4EfUncRvEigC2iLxZvbbizLemtMCmQIXMd+YNFq\ntWKGYQDAarW2/CvBgVud7oqpxP7wrLFp/mEMpj25GxR2awrrE9QpS3f22miIHqLtubfmiMue\n5/QN1lZkrnDZDQDC2eAQRnPBeEU6jGRD/xE3fX7e+84PgLXFOxwsLT9WHZp2eun3Xd9u9A05\nQlEUTdOiKHr38+YSmqZlMpkfJnIJxtg/Oa8JXiHQBbTXU4MihLwyZpwWjhW4uHsIQZTKYDZT\nCoUCAMxmc8s3CfsqO5/U5zrIJsk44KhZN0VbF0C8W5Hiyd1IlMceN+Q4tyOALQmvVQi1540F\nMortqki4Yi51J6AdkBRkZ5lLAXVvUK/32r5wznSlWmbQWhQpsvhlRet5EExSlucAACAASURB\nVJzVc4PomGsJA95Xm51ZeaKXMsmTZUhwHEfTNM/zfkhFK2Wz88NE7lCrXRQLJgQmZJOwmfRt\nZ9LIRecIvYHtjWo3RZuazd8jxiloGWVfcQo1lvMCNTyDAEUyjuHUFKAoNnR62P2eLGBl3NPI\n1WwjNH1VtKIdF/WAtu+9Qb3CGW1vVfK9QXe5WJGbdWKn90EDej5iEouYHsqOEyLu661KliPu\npDG3Sc+eE4ZLnncmEAIWIqCbiZzBTw2qbRtyo3o0heCeROOD3fRen6sdF7Wl4/KOshuFUOVI\n1l2R4K4qx92qTvby9MHggXs6/d+zERNoO1NJH1XKtsQ3gmjHZPluBkx5t+3zMtSgktXQoN4b\nOy5y7qyimvoLuqEGTdHOcSIYe5qDScJd+joC4daC+EG3CAxQUM2U6Wg5C7Faa4jymu7sdT9o\nALBi/rD+3GVLSSit6aNKSa/6+d9Fn7rs+WeXj6yYP2G4JALuoehocxortJRnGc5WWOvuUib1\nViW7VIrt0QkGewluEi1f1/1yypIfxYWNlPfpIneRlvOUMW/ouec9f1OuTBxocujw99q9IBXu\nq66uFgRhYeGateXfev5J/SklrUkmDq1WKyXRr6+v9/yq5kH8oAmeE+g26AAHAbQN4duG+Lxm\nCgCwiBmo7jYQukmHU0NH/F/J1zpBb68tIoRGafudM1558+rnUpqLRFncP6Knjw0etLFy95LC\ndTrRAAA0UKOC+3/Y7hWXMc1VQt3rRZ9tr9lfJxjUlHJ08IDFMY9HsaFyivtb9MMqlaqRB6fk\nbe0Jkp+Gs1lZBPx7vWPV2NltHtxQ8QOPRYeoPyWSmcAi2ikZCNDAoG5Nks4EQsBCTBy3KqGM\nJr3jv+3tHgDwF23/FFnbx/PeuGAuFDEWMc4xFz2Zt3LUhZdfurJaks4AIIC4syazz+nZzhHV\n5XzN0LPPf165W/KBqxcNX1f/cu+5uQWWMk9WZRTdRq8kyePsdfYoJ7O4DYPo6OHQQRbzecfF\nkXYZQhBC08Pu3578Zmd5g6CSYZrea9v/w5OlEgiBD9Ggb2H6qFL2dV79q+7YeaFQiWR3y1KC\naXW/03+D6z4S11+gI/oLzpeX8dVvFG1cHNsgUOU/VzddtVbat2CMq3nd8uINa9rPv+mSkuRx\n7k493WZcP1Xn3+tPVgv13RQJ96h7dj490yA4umFQiEpRxDtfPiyo9+GuH++pzTptzGvDBg9R\n90yUxwLA3pR3f9NlHzdekiG2v6qLLVkdgXAbQAT0rQ2D6BGauydqh0u5ONaV77QvJ3gdt8bb\n72p/76futKcuq9BS3lnR7pGQoTtr/sCO2ToBA/6h9k/RKRzRmaGa3tFsWKm12l43p4BS0/KH\nggeFMEGd7KKop4WOWFv+ncMIIhYfCxvlcnAZYscEp44JblCCh0LUUE3voZqmBRASCLcEREDf\nVlTwTdv/LLCUzchdjgAhgD26I++XbcMYXAp0k2iuF40qcJ0Az4YccesSXn08940yvoZCCDAS\nQQyilWsS5ocwjllKFsU8fsFUuE+XjRBCGEQECOCpNmMnhNzTpHdBINyuEAF9WxHqJAQbx4p5\nkMoDAgC+pvS6jNhW0nKPffI6He768ZdVew7Vn+Wx0EeVPCNspNZValMVJd+auHxPXdaPtYcL\nLGWdFG0nhtzXjdRsJRCu08oC+tChQytWrPjmm29adxm3NJcsRYeK96qxfJC8G0O19A+KnFId\nSY1jtYMQoGJLRbHlQggdFC6qpBzTAFDF1+WYi2SITZLHKSk5ACgp+ezwB2eHP+jJjCM0d4/Q\n3N3CZRMItyWtKaDPnTv3zTffkOwtzSbXXDztenJRAECN7tF5CAZgEM1jwV6PjmbDZoX/ZVru\naz/VZkktEUzIG3Fz7gu6a/nVDZ9X7pa86VWUfEH0tKfbjKMQ8Q4iELxAqwnogoKCtWvXLl68\neObMma21hlsak2i579wLRrtkFBjggqmw5SPHsm2mhg3/pnr/JXNxOy7yweCBj4WPGn1hQZn1\nhu9zBV87J39VAheVZ7mRrckgmpcWravidYtibp7ClEAg3JTWEdCVlZXvvvvuK6+80lpJF28D\nFhWtMTqlCvIKSkr2ctSUl6Om2FpWXv2ipKHvnQgiAmQvneG6beT90m2z2zwYxbp1cyYQCB7S\nCgLaYDC89dZbzzzzTFRUlPPZ+fPn//LLL9LrqKio775zdMNqOf4MdZUCvt0hYnFjye6fKw+X\nWao7KuOeiHmwtybFw5EPnPc0Zg8AEhQxecZiD3M3W5DgcIsy807bJ2iWcHc5D8IpdLlbuHf8\nkUNCvFr7oFHkcrlcLvfPXK0Vb00sircW/hbQVqt15cqV06ZN69Chg5+nDjTKLTVjjr18uO4M\njSgRY1T55weFW19tP3NF4t89udwsWt2dohES7KKfOcS+nfTcJWPx67nrpPhABOiBsP67Kw+6\nvNzkFA2oF4yeOEHbqBdaLZcmgXA74W8BnZaWNmzYsF69ernrMHHixNTUa5EICoXCu8lrWJZl\nGMYPqXgpilIqlQBgMBjc6SxPXXgzq+4sAEgVSyVHtzfzPuvKtR8XOuSmU8Sy4YUm1+HXDgmw\neOBnnX79VO/PH+8z8qQht4bX9VAlamlVdOU451BvANBQKofb3oGLOYlyPZfRcSi85X84hJBK\npWrkBnoRhUJB07TVajWb3YaqewuGYTiOMxhcVJPxAxjjoCDvl80k+Ah/Z7MbO3asy/YdO3Y4\nNwZ+Njt33DSbXZ2gTz45TXASeRRQI7R9vuiw5KZT7NMdn5jjItunO/5f2+ftsz8bRXP744+4\nTMvZWdZuX5fVN50LXU88bT8IBVQHWfT+zu+3vLKffTa7Fg51U0g2O0Jg4m8N2lkQjx071qV0\nvr0psJQ5S2cAEEHM8cwT456gntPD7v+i8if7xkYsy5fMRfaHRZYKd0mTa0XHlNb3BPX8Z/SM\nt0q+AHytQqCAhe7KxFnhoxYWfmwWLRRCCAMPYhQbur7DQlJ3lUDwCiSSsHVQ0wqX7QiQ2rOA\nPRGLly2lDtc2UrNVTTWYsdEFuDg1L2rySG2/zTV7L/OloYymH9dpcugwGlHDgnqvq/j+vOmK\nDLG9VclPhI9RNDlhP4FAcA0R0K1DWy4ylmtz1VohOpiYENznomSUC76rzTyga5A3uRHpDABD\ngnraH0axoR1kMfnmEmcztLsFdFUkvB36nEM+6FiuzeKYxz1ZMOG2p6ysLC0tbdeuXZcuXbJa\nrdHR0YmJidOnT3/00UelLRk/IJUZCuQ6JE3Co4gvi8Xy73//u0uXLiqVCrmiJSu4A+0bAIAA\nvRb7BMZA2d09BCic0f494mFPRvil7mgjJVHsTiEAGKNN7avq5NDn37F/xQjbR/0hQMGMem7k\nRE/fBoFwndOnT3fr1u3rr79eunRpTk5OXV3dnj17Bg8ePHv27O7du+fn57f2Am9JPBLQL7/8\n8muvvXb27NnW2nq+LRkXPHhdwqsRdnnr7wvqtTNpVTjjUfBOraB3J6BHavvbrMAMoudGTvxf\n+5edu/1FO+DzhEUx7I0to0FB3XcmrSIxJoRm8Mwzz5SXl2/atGn8+PGRkZEcx3Xs2HHp0qXL\nli3Lzc194YUX/LMMjPFtoz6DhwL6yy+/nDNnTkFBgdVqxa7w9SpvVx4MHni069oDnd//JmlF\ndtd1XyUuS5BFe3htFBvq0kkOAOZGTjjf/Yvdye/8kPyfc903LomZ5c4uPFLb71CXj37v/ME3\nSSuOdV2XkfhGy7N5EO5M/vzzTwBISHBMRijlcrBFn0m/ubOyskaMGKHRaLRa7cyZM8vLy+0v\n4Xl+5cqVSUlJcrk8JSXlrbfecnCFKigomD59elhYmEajueeee/bt22c75fCb/qZDbd26deDA\ngSEhISqVqnfv3v/73/+8cC+8h0cC2mAwrFy5Mi4ujmGIzdrLsIhJkbcdpO4ey7Vp0oUyinV3\nKpIJDaKVvVXJd6s6uczz6bCAZHn8IHX3uCYugECwRxLNf//730tKGiQAiI+PxxjX1dXZN44a\nNWr+/PklJSUbN27cunXrsGHD7KMTZs6cuWjRoiVLllRVVa1YsWLJkiVjxoyxeVtWV1cPGjRo\nz549e/bsOXv2rF6vHz58uPR4cKbxod59991Jkyb16NEjPz//1KlTcXFxzzzzzPLly714W1qI\nRwK6R48e2dnZvl4KoUmUWKvcWaAP68+urfjuxSvvPX/53TXlOwy+SdlBINjzySefREVFbd26\nNT4+fsyYMRs2bKipqXHX+R//+MfIkSOVSuVDDz00f/78U6dOvfvuu9KpjIyMzZs3P/nkkzNn\nzlQqlRMnTnzuued+/PHHTz+9VsP+3XffLSgoePXVV++6667Y2NilS5fyPP/22287z3LToaSr\n3nrrLa1Wm5CQIKnP7733nnfvTEvwSEBLOee++OKL4uJil2EXBP8jYBG5yeq5qPDjfxZ89GXV\nns1Ve/5V+HH/M08d0Z/38/IIdxoDBw68dOnS+vXrR48evW/fvlmzZkVERIwaNeqDDz5wDv8Z\nNmyY7bUUvLZlyxbp8JNPPgGAWbNm2To88sgjAPD1119Lh7t27QKAIUOG2OYFAHsrh42bDlVR\nUQEAP//8s3QYGxuLMXawt7QujUUSeu6e4SMz9G0cSdhy/l/J129c/czlKQqQQ3RfG0b7Z9c1\nKqqlmYAUCoWDm53vIJGEPsIPkYRWq/XgwYPbt2/ftGlTcXFxTEzMzz//3KlTJ7guVaqqqmxp\nsHQ6nUajUavVOp0OACIjI8vKyuw71NbWBgcHR0ZGSsaT0NDQ6upq+w722LvZ3XSomTNnbty4\nkWGYhx56aMyYMQ8++GBkZKSP703TIInVb1Wmhg1X0XKqoSOHdOAQIiiCWMpX76p1baQjELwO\ny7JDhgx5++23c3JyJk+eXFxc/Pzzz9t3sM8HIrlI27KgSM/+0NBQmxevpOtUVl5LeCuZsz3J\nKHLToT755JMVK1a0a9cuIyNj9uzZsbGxU6dOtZ0NBPydi6NJ3KIadBVft67y+wt8IQB0Yts+\nETo6mFH7YqLD+nNPX377ivlGPGFHeewlU5HLznMjJ0azYYf15+oFY5I87ok2o9txLtK9Ng7R\noFvO7apBKxQKk8lUU1PjkOT98uXL7du3VygUkpOupOHq9Xpb6EpNTU1ISEhERERpaSkABAcH\n19bWOo9jQ61W6/V6nU6nVrv4Wtlr0Dcdysb58+e///77//73v3l5eQ888MDu3bub+vZ9BNGg\nvcx+3fF+Z55adfXLHWX7d5TvX1m8sd/Zvx2sP+2LufqqOmV2/vB/7V5+MX7ywvjHvklaMS10\nhLvOn1f8uLBwzY6aAz/XZf2v7JuBZ/6+sfJHX6yKcGeSkpICACdPnnRol54HDom2L1++bHt9\n7tw5AOjRo4d02L17dwDIyclxN5FkKikquqaIFBUVIYTi4+Ode950KPvFv/TSSz/99BMA7N+/\n/6b9/YZHArpxY3QLIwlvJ+oE/ZP5b+kEA8ZYAFHAIsa4ltc/mbdS7xtXCg4xk0LvW9Xx2YXx\njw1Sd++n6uyuZ61YDwACFkXAGLAVhFcK3j9vuuKLVRHuQJ588kkAWL16tUO7tKd3//332zd+\n++23ttfp6ekAMGnSJOlwxowZALB582Zbh+LiYoRQv379pEOpp82xWpKqLtNk3nSotm3bIoRs\nfoEajQYAOnbs6Pm79jUt1aCzsrJomqQuu8bO2sxqXucQPyKCWMbX+McEPEDddXBQD4dHphRw\n6GDLwhiLWCRKNMFbPPvss48++mh6evqcOXPOnz9vsViuXr36wQcfPPHEE4mJiQ5ucG+88cbu\n3buNRuOmTZtWr17dr18/m6/F7Nmz77///tWrV6enp5tMposXL86dOzciImLjxo1Sh7lz5yYl\nJa1atSonJ+fixYvLly8PDQ199dVXnZd006GeffZZAHjxxRcLCwsrKytffvllAPjnP//ps5vU\nZLzgxZGSkiL9SPE6oih610QubRT4LgH8otyPVuZ/7vLU4oS/Lk140kfzUhRlC+msstbNz1n9\nWckujEUAQIgaHNx9f/Vx56toRI8M7b+j5yrPJ0IIURQFAH6wCwMATdP+mYiiKIQQxtgPxQGk\ne+if9+WMKIos6zbEqeV88cUX69atO3bsWH19fXR0dFJS0vTp06dMmaJQXEuRKEmVjRs3vv32\n2+fOnQsPD58wYcKyZcvszcRms/nNN9/csGFDUVFRmzZtHnjggWXLltkbMYqKil588cVdu3Yp\nFIrBgwevWrUqMTHRfnyb3Gh8KIzxhx9++Nlnn50+fdpqtXbu3PmFF154/PEASv7VIgFN03Ry\ncvJ77703YoRb02dLEEVRr3fMTdwSOI6jadp3FVVWFX7xeuEGl6eWtZ39YsyjPppXqVTyPG+x\nWGwtheayrPpzIuC+QZ3PG69MOLvQ+SoKUeNCB29IakLWf47jZDIZxtgPm2kAEBQUpNfr/SA0\nlUqlVFHFZPJ5UA/DMDKZzLsfbM/BGEs/5FuL2yzbnK9pLHTbdhMl5cIv63HEuyWIKIqiKMp3\nZY0GKru5O9VP3sl388rlcp7n7cdvA9q/qPsDAGCQsx1kiLUA7/BHFLE4QNGlSauiKEoS0H4o\nDSV9ky0Wix+UTblcLmnrfnhfGGOO4/wwEeE2wCMbNHnceUhfVacx2lRwTDKHJoTc00flablu\nr6OhVa9ETcUY2ztNU4A6ydtOD3+gtVZFIBBuiqdeHO6gKCosLOyuu+5asmSJHyL0Ag0TtnxV\ntXdx0dq3Szb/qT8DAB8mvDI3YgJ9PQibAfqlyEnvtXuxVZcJL0RNWhX/d1utFgRoYuh9GUkr\nZMiH5kgCgdBCWpqdDmNcVVVVVVWVnZ29adOmQ4cOuYy/vC3JrD/9zOV3Ci3XIvffuvrFaO2A\nl6Im79Nl2+oN8iD8qjs+PfyBZkSFeBEE6K/ho6eGjcgxFdULhkR5nIdZpwkE70J+jjcJjzTo\nnTt3KhSKJUuWZGdn63Q6nucrKyszMzOXLFmiVqt37txZUVGxc+dOQRACKlOfTymylD96aWmx\npUFU6A+1B8defPWkKde+8bgxZ3LOUoto9e8CXSBHXDdFwgB1VyKdCYRbAo806OXLl2/atGnc\nuHG2ltDQ0AEDBgwYMKBTp07Lli07ePDg6NGj161bN2fOnLS0NJ+tNoDYWPmjSXTc58EARqdG\nEYuXzMV7dUdHafv7a3UEAuF2wCMN+sSJEw884Ho3ady4cSdOXCtd2r9//8LCQq8tLbA5Y8qn\nmhLmc9qY57vFEAitDsaY9yrEGAIeatAymWzXrl3jx493PpWZmWnze7969aonKaZuDyjctCBM\nyk3uZgLh9kAQBO9GGCgUClLCySOpMWnSpGnTpi1cuPDgwYPV1dU8z9fU1Bw9enThwoXjxo17\n+OGHASAvL+/ZZ5+1ZTy57emtSnZXEtAlfZSt5mZHIBBuUTx6QK1aterYsWNvvvnmm2++6XCq\nc+fOUpR9hw4dAGDbtm1eX2JgMiPsgf+Wba0V9CJuIKZDaHWNoMd2GZkRoLuUyYPV3f2+RgKB\ncGvjkQYdHBz8+++/r169+t577w0LC6NpWq1W9+7de/ny5YcPH27Tpg0AxMbGpqWluTSD3JaE\nMEFbE19Plt2ogU0D9Xj4qN0paUPUDX5GjNT2+6zDQmLiIBAITYUk7G8RPBb21R+/aCoMpYMG\nqLvGcxFS+2HjuTwoZSmmG9U+iY311nTu0Gq1FovFdzlGbJCE/S3ndk3Yz/M8sUF7nTv9/bcQ\nBtHDgnoPC+rt0J4a1O0vwYPBlzUJCQTCbY9Hv7sNBsM//vGP5ORklUrlMuDb16skEAiEOxCP\nNOjnnnvu008/9fVSCAQCgWCPRxr01q1b58yZk5OTY7VasSuaNGVmZub48ePHjh07fvz4zMzM\nZi37lqRKqNuvO7679lCe+Wprr4VA8DfIbKZOn6B/+5nKzkJ1d1xitebhkQbN8/z//d//qVSq\nls+XmZn5zjvvzJ8/f+DAgZmZmWlpafPmzUtNTW35yIGMgMW00vR3S74242sZOf4S3P+tuL9H\ns2GtuzACwT/Qp47Tu78Do+H6MS30HyQMfQB8bCBtxVz2XsEjDbpv377Z2dlemW/VqlVz584d\nOHAgAKSmps6bN2/VqiaUXLpFWVa8ftXVLy34xm7hrtpDEy8usm8hEG5XUMFlevvXYLLz8RBE\n+o999MEDrbeoWwOPBPTy5csfffTRNWvWlJWVtbD+kCAIgwcPth0mJSU5FOAxGAx116mvr28k\nFXXzgEbTW3t3Iokyvvqj8u0AYB+9gjG+aC78qnqvt+byyjgezuXPe+i3ifx8D/02l8vZ/Qz9\n5wHpQ2/XhgEBnbkfmqLeZmRkcBxneyMcx9ki42ynOI7LyMiQGpHdrW6kWyMjf/fddw7t9lf5\nAY/0/5v+UZvxI8JiseTl5a1fv37gwIEPPfSQrX3+/Pm2gupRUVHfffddU0cONLaV/TrxuIs6\nwRSipkU98Hm3pf5fEuGORRRFqeyv12nED5p9b5U7o7Nl7nzQBrs85ewHzXFcenq6LRouPT19\nxowZFovlm2++mT59+ueffz5x4sSMjIwZM2Zs3LhR6obsTBz2pxy6uRs5ODj4vffes5WRzcjI\nmDx5sn3xT1/TOn7QY8eOtb0OqBq6vsAkuv5zIgxGgRSmI9zRIADPlTtRFDmOsx1Onjx58uTJ\n0osNGzZMnDgRAMaPH79x40aXYnTy5Mk2KezQzd3I9fX1jz56o9bzuHHjrFa/Jnb3SEB73cq+\nY8cOvV6fn5+/cePGU6dOderUyXZq5syZI0eOlF7LZDKdTufFeTmOYxjGYDDcvGvLoChK2lPV\n6/VtoY3LPgKIHbkYr7xB56rePoJU9W45d2BVbxwTi3Q6aJi1BhCAQoU1TagdsW7dunHjxkVH\nR0+aNKlfv34RERHDhw8HAKvVOm3atGnTpjV+udVqtc9FMX78eJu0dTeyFMVaWlp64MCBX3/9\nNS/P30mD/b3FOXbs2B07dtgOKyoqFi1a9OGHH7rsHPih3u5gGCY4OBiuRxKOvjD/iP68aKcr\nUIBYxPze5QOvlMIiod4thIR6t5xGTByo4DL72ccA9mZoBICF4SOF1HvcDegy1LukpOTUqVNZ\nWVmHDx/eu3fvyy+/vGjRIoSQ1Wp1GRdub+JATh4d9i0uRz5w4MDcuXNFUYyLi+vTp0+XLl2m\nTp3qT5npqTVKEIS1a9eOHDkyKirKlgC6f//+OTk5TZqPpml73+eLFy+WlpY2aYRbkTXtF6TI\n2wIAhSgpzb+Kkq9pv6B1CxUSCP4Bx7fjx00CueJGE4WEgfcIA4Y0aRxJ7xkxYsSrr766devW\nffv2LV68GABYlv3qq69s3TIyMlwmpmdZ1mFj0CbK3I08bdq0tWvXHj9+fOfOncuWLXNXt8R3\neOoHPXr06J9++smh/dChQ4MHDz58+HB8fLyH8y1YsMDm+yz5QS9YsKBpS74FiePa7O307pbq\nX7P054yiJUkWNyP8AVIYkHDnIHbrZU3qjHLOo4pyrNXihETsZm+wETQazZYtW2bMmCEd5uTk\nSBI2PT19+vTpcrl8woQJGRkZM2fOtMlruVyem5srJUOWtv7sNwnT09MbH7mkpOTKlSt9+vSp\nq6s7fPjw8uXLEUI6nc5vlUk8MnG89dZbS5cuffbZZx955JHOnTsHBwdLVxUXF8+dO1ej0TQp\nEDwzM3PVqlWCINA0vWDBgkaiVG4bE4evpyMmjhZCTBwtxw/Z7Hbu3GlvOGZZ1rbpJ/lXWK1W\nlmW3bNlic0NYuHDhe++9p9frJZFl383ebcPdyLb+Go1mwIABCxYsWLNmzbfffuuHfSwJjwR0\nSkrKihUrpE1SaGi4uXDhwtChQ4uKinyxOCKgPYQI6BZCBHTLIelGfYFHNuj8/PzRo0e7PBUf\nH19RUeHVJREIBAIBwEMBHR8f766W1fbt22NjfZ6QnkAgEO5APBLQTz755KxZs55++unMzEzp\np1ltbe2RI0fmz5//17/+ddasWT5dIoFAINyZeGTimT9//vHjxz/66KOPPvpIapEMrAAwatSo\nV1991VerIxAIhDsYjzRohmE2b968bdu2MWPGREREMAyj1WoHDx780Ucf7dy50z5EkkAgEAje\nogmbpOPHj79zinYTCARCq+MFLxbnAEoCgXCnwTCMWq324oCtkhk10LjT3QwJBIK3ICLV6xAB\nTSAQvADG2LshRTRNE4lPBDSBQPACgiCQSEKv45PaCgQCgUBoOURAEwgEQoBCBDSBQCAEKI2Z\neIiFnkAgEFoRokETCARCgNKYBk3CTwgEAqEVIRo0gUAgtMii6ztrcKC7GdI07cXRKIry+piN\nTCS98MN0CCH/TGR7X36Yy58TSV8whJB/7qF/JnJJK/4sPmXITa/4+azhcltZ5MiQfiOD+7fW\nSlwSmAaDgE6jIYqiTSIQCISW47vvVOMlr/51ec3qkq0YgMKAEWCM79X02txpmYqSu7vkFgpU\n8V0+opaOK6kePlqcKIreLd2mUChYlq2rq/PimC6RMrICQE1NjR9K6mk0GovFYjKZfD2RQqFQ\nKpVe/7u4BCEUGhrqtxvIsqzZbL4TahKGhYX5YthGBPTWil//mrPCuf1vkWPfTnjO3YDOAnrW\nrFmDBw+ePXu2dPjxxx//8ccftorV7grCIoQyMjKWLl16+vRpnudt3aSzLMtu3rx5woQJ9kLW\nvo+70rQOUzhf2/gyGr2XNwh0/RR7G1+M6W4iH70Fd3P5YSL/z+W3ifw2V6vj1y8wAACsL/ue\nciVqNlb8aBGtno8zderUL7/80nb45ZdfTp06VXqdkZExffr0TZs2YYzT09NnzJiRkZFh6/n6\n66+vW7dO0mAmT56cnp5uuxuff/755MmT7W9LRkbGjBkzbH3S09MnfiHlowAAIABJREFUT57s\n0O48hfO1jS/DQwLdxEGqensCqerdQkhV75bTiAadfHRKicX1B+bEXRvay6JdnnLWoHmej4uL\nO3bsWHR0dHFxcZ8+fQoLCyVrPsdxGzZssJfXkydPtlgsAIAQOnnyZLdu3aRTDMNs3759zJgx\nDtPZtGCO4+w1X9sph3aHKVxe28gyPIQIaJ9ABHTLIQLaR/hfQPfMnpVnKnZ56kLvTVGca5OL\nSxv0M888k5SU9NJLL6WlpeXm5q5evVpqd+lHIQk3hJAoirYOn3322RNPPBEdHT1p0qR+/fpF\nREQMHz4c7ISsO4Oyc7vzJY33sV+GhzRm4kAe06QpCQTCHcUQTQ8EjlKCAtRREeNOOrtjypQp\nkpXD3r4hYbVa3Rlz7GXUY489VlhY+Omnn0ZGRm7ZsmXSpEmvv/56k99Ss2iGqAx0GzSBQLjV\neSlmsoKWUeiGtKEQwgBL455o6lBDhgwpKSn5/vvvy8vLBw4caGtnWfarr76yHWZkZAQFBbkc\nQfp1O2LEiFdffXXr1q379u1bvHixfQeWZe0NxxkZGVLZVed2lmUdBvekT5NoTEAH8rYDgUC4\nVegoj/2hy9t3q1NsLdFs+KdJCx8Ou6epQyGEHn300SeeeGLKlCn2Cml6evrs2bO3bdsGABkZ\nGTNnzkxPT3c5gkaj2bJli+0wJyfHQYbab+7ZNv0aaffk2mZDbNA+gdigWw6xQfsI/9ugbeSa\nis8a8+O5yM7Kdiy6iY+zOz/orKysvn37Hjt2rFevXvbt9v5tW7ZsGTt2rNTuYBfeuXPn+PHj\n7d3spG09T1zlWuhm1wxh21IBXVpampyc7CORRwS0hxAB3UKIgG45ngjoJnELBar4Do9s0NnZ\n2T179mQYxnl7MCoqyg/fHwKBQLgD8egBtWTJkhMnTrg8xXHcwoULvbokAoFAIAB4qEEfPHjw\n7bff1uv1Fy9e5DjuwoULGOPq6urNmzeHhobec0+TLf0EAoFAuCkeCeja2tqnnnpKqVQmJiZ2\n7ty5tLQUAIKDgydPnrx27do333zTx4skEAiEOxGPBHRsbOzKlSulfaFu3bqtX7/eduqee+75\n/ffffbQ4AoFAuJPxSEBPnjz5jTfekJJg9e/ff/369e+//351dXVpaenChQtbK7MtgUAg3N54\nJKAXLVo0c+ZMjUYDAI888ohGo3nuuedCQ0OjoqJWr14tpXoiEAgEgnfxyItDpVJ99tln0uuo\nqKjdu3e/8sorR48e1Wq106ZNW7ZsmS9XSCAQbgEYhlGr1V4ckCT5geaVvOrbt+9vv/3m9aUQ\nCIRbGiJSvY5HArrxIEXflXshEAi3Chhj78as0TRNJH5LIymzsrLIJiGBQBAEgYR6e53G3r/9\n46uRR1lKSoq7UwQCgUBoNi16QNE0nZyc/N5773lrNQQCgUCw0ZiAtlmWiZWZQCAQ/I9HftBE\nOhMIBIL/8bTklSAIa9euHTlyZFRUlK0AQf/+/XNycny2NgKBQLij8cgGzfP86NGjf/rpJ4f2\nQ4cODR48+PDhw/Hx8Z5PefDgwbfeeksQBJqmFyxYkJqa2oT1EggEwh2DRxr0O++8s2/fvnnz\n5mVmZtbU1Njai4qKBg0atGTJEs/n+/PPP995550FCxbs2LFjwYIFaWlpmZmZTV41gUAg2NEM\nj+mbXhIIXtgeadDr1q374osvJk6c6NAeExPz5ptvDh061PP5/vOf/7zwwguS1pyamjpv3rxV\nq1bZ18ElEAi3HxjD4cvsoctscQ0VphK7RvPDUqwc47XNrWbsk930kkDYe/NIQOfn548ePdrl\nqfj4+IqKCs/ns1gsgwYNsh2mpqaSilkEwu0NL8KH+5QXy2gEgAEMZvpKFf1HLvfScH2IsvWF\nYCDjkYCOj4/ftm3b9OnTnU9t3749NjbW8/l27Nhhf7h//36Hy9esWZOdnS29DgkJ+fe//+35\n4DeFoiiKorRarRfHdIntx5FarfbDc5hhGIqiOI7z9UQURQEAQsgP91DCu/l33CFFrHEc55/P\nhn8+hC4RRdH/kx7I4S6W0QAgfROk/9eZ0LZs+ZMDmxB8OGvWrMGDB8+ePVs6/Pjjj//4449P\nP/0U7FyBEUIZGRlLly49ffq0VK9ZKrMtimJSUtLixYunT59u62l7sW3btn/961+XLl1KSUlZ\nv3597969wU2tbrArBP7dd99NmDDBuUB4S++XPdgDVqxYwTDMU0899ccff0hp+2tqarKysl55\n5RW5XP7aa695MogDZrN506ZNkydPPn/+vH37K6+80uc6Y8aMacbIBALBHYIg+Ghkq9Va54al\n2/gnPsF/Xev435Of4IpqnburrFarwxS7du0aOnSo7fC+++7bvXu39NomygCgT58+WVlZ0uXb\ntm1TKpXbtm2zWCy//fZbQkKCfU/bi/79+585c0an0y1evLhfv34OHWyD2A5ZlsUYazSa9evX\n29Zja/ciHkWg8Dw/Y8aM9PR051OjRo3avn17U3W3X3/99bPPPouJiXnuueeioqLsT23ZsuXC\nhQvS66CgoDlz5jRp5MaRNE2LxeLFMV1i02fNZrMnd7iFcBwniqKkL/gUhmEYhsEYm81mX88F\nAHK53G83kKIoQRBs2pDvoCiKZVn/3EBnMMYKhcIXI/M87y4Xx6Idap3J9Ybb4tH6cLVrpd45\nFwfP83FxcceOHYuOji4uLu7Tp09hYaGUC8heHT558mS3bt2kSziOs9dqf/jhh9GjR2MnDTo7\nO7tnz54AUF9fHxERYTAY7Ds4DGI7RdN0fX297X6KokjTtHc/rk0IEczIyPjkk08OHz5cVVWl\nUqm6d+8+c+bM2bNnSz97PcRkMq1cubKwsHDKlCkjRoxovLMoipLC7i0UCgXHcbW1tV4c0yUM\nwwQHBwNATU2NH+SmVqu1WCzeTVXjEoVCoVKpvP53cQlCKCwsrLq62g+7FFqtlmVZk8lUX1/v\n67k4jlOpVNXV1b6eyB3h4eG+GLYRAb1yl6qkjnIWNAhgxcP1Ss61CHKZLOmZZ55JSkp66aWX\n0tLScnNzV69efW0oO2kriqLNxugQBV1bWxscHOwsoHmetyV9s293eOGS0tLSAwcO/Prrr3l5\neTt37vSugG5CLo7x48e33LyycePGLl26eNey7A8wZk8c5U4eQ9XVWK3m23e0pA7B8iZoIlRt\nDXfgF7qoEFktYniEpV8qn5Dou/USCIFD1xi+pM7xRzZC0D5McCed3TFlypSXX375pZde+vLL\nL999912XfZrhHte8lJwHDhyYO3euKIpxcXF9+vQZNGjQzp07mzFOI/g7m9+RI0duvSrggqDc\ntonOz5WOkMnIVZSzZ04aZjwpaoM9GYC+nKfYugmJAmAMAHRBnuJKnqVvqvm++324bAIhMBjW\nyXKkgKnR31CiEQIGwYReTbbzDBkypKSk5Pvvvy8vLx84cOBN+7Msm5GRYdMsnaPtPMFhEGnD\n0GKxTJs2LSMjo0+fPlK7L35W3sQ68fnnnycnJ8tksp49e3rl4VBeXv7YY4+NbUjLh/Up7Imj\nNulsAxkNsj0/eHS9ICh+2G6TzgDXtrG5rINUcaEX10kgBCYqDr8ywjA40SJnMAAwFHSN5l++\nX982tMnGK4TQo48++sQTT0yZMsUTTTk9PX3GjBkZGRkWi2XPnj0vvvhiM9ZvGwQAMjIybBty\nJSUlV65cAYC6urqff/55woQJCCGdTteMKdzRmG1l7969w4cPtx1SFPXDDz888MADXpy+cQLE\nBq3ctJ4uKgDnG4VQ/XPzsVzufIm9DRrnXVJu3uBiXIQsvfuZh41s0mJcQmzQLYTYoFtOIzZo\nGxig1oCC5Jj2YN/KXcL+rKysvn37Hjt2rFevXrbGRuzFNje7du3avfrqqy+88ILDHqDDJS7b\nbW529r50tkaNRjNgwIAFCxasWbPm22+/lcb3Co2ZOKQowQ8//LBt27bnz5+fM2fO8uXL/Smg\nAwSqtsaFdAYAjFF9nUsBbQ/SuXkeIKDcnSIQbkcQQHCLI1PuvvtuZ7XS1uJ8avz48TbHrTNn\nznTo0KHxS1y22w/SSKO9RusVGnuQZWdnf/jhh8nJyXK5vGfPnh988MHRo0e9O/0tgahQgpvf\nUlipuvn1CqWbiwHL3ZwiEAjegOM4yTRhtVqPHz/+zDPPeNdz19c0pkFXVFR07NjRdtijRw8v\nqu63EHzHZLqsxLEVISEiyhMBLcS1xRyHrFZHNRxjvmOS95ZJIBAcSU9Pt5kmOnTo8NRTTz3/\n/POtvagmcBMvDnvvEz9EEgcm1rsHsOdPUdXVdhIWYYo2j/iLJ5djljMPGynf/R1QCEQMAIAA\nMPCJKXzHZF8tmkAguDFN3ELc6UVzPQHL5YbH/sb9sZ89fgSZTUDTfPuO5qEPiCGhHo5g7X6X\nGBou/+VHqqQYMMYqtXnAEGvPPhAA+QwJBELAQgS0R2CWM9873HzvcKSrw0oVNN2tXYiN1894\nElmtYLV4ZLkmEAh3PDcR0M6ehi59D/2QLSFAwEGaFl3OsnC9YBiBQCA0ThPSaBAIhP/f3r0H\nR1GlCwD/TnfPTM8jmbwTCCCPQALylGcQ5AYJapAYUFx0pcQrrlvWLlvlUuxa7qr/7EPLoq5V\ny+7d0trrVS/qgnhRBBS4rIIGJAoKKBAwgZDJg7zn1dPT3ef+0XGYZ+iQeXSG7/fX9JnuPl93\nki89Z84DoWQa6An65nkuRggNEcuyFks8u40Oaha2dIVt0AihOCCE3NiUQ2gA+D8KIYR0Cp+g\nk4e92s60NBO/KOfkybeMg0F+gmMEj+H4UabjqmK1SVOmyaPGDDYApqOdbWkmoqjk5EmDDwAh\nlGSYoJOB+P38gT3cmW8DQ13k/ELfvavkvAKNZzAePWI6cihwuPGbr6Ti0d61j2pMskSWTPv3\nGk6fDJxBycsXqmrkwhGDvBSEUPLgM1Qy8B/v5k5/EzzUm+loN//zLaJt3SOuod50+FDYSHGu\nucmy822NAZgO7DWcOhESQGeHefv/kMRPgIcQumGYoBOO6e3hzp4OKySUErfLcOqEljOY/u/j\nH5dCDj1z40XQsIYecToNp06Gl1JKvB7jN19pCQAhlBKYoBOObXVEna2UEsK0NGs5A+mLPisp\nocBdunj9ANqiBwCEMK0OLQEghFICE3TixehOTmK/pR0Z4lz22NUdIR3DBJ1wckFR9DcopbHe\nCmOLOb5cvmXsdY9WCoqiz8pEqZxfqCkAhFAqYIJOOCUnN8q0ooSAiRenz9JyBt/iiqjl8ojR\nyvXWcwEAJdPuL50SnqMJoUaTf8ZsLQEghFICE3RMUbtYMC4XKIqm410u+HGBO6GqJixHK5lZ\n7gce1jitnb9sqn9uediqLkpuvmftOk2RAPjuWimVlIYcnpHpvf8hmpGh8QwIoeTDftDhiNvF\nf3qArT9HRB81maTSW313LCVU4Xf+k21pVntTUItVWLlKGjM+6hks773NNtT7KACAmYA0YbJ3\n1Rpx/u1MbzfT2QGUUrPZP2e+UjRSe1TCv1WKs+YYaw+T7i4wW6TJ0/2lZdoPp0ajt+ZBtrmJ\ndVwB0Udz8qSJZTTaipwIIf0YaFXvlEv+qt6kt8f65mvEG7SyFyHUYgOfh0jh38cJK1f7y6aG\nFVr/8z8YZ1/4ea0W8HgpAOm/2wSA+kunCNUP3PC1BMNVvYcIV/VG+oRNHCFMhw8RITTNUUo8\nrsjsDAD8x7vDSgxnTkTJzgDg9gBQcu1/IQUAw7nvuIbrd5JDCN20MEEHoZSrPxul51msDxmi\nyHReDS4wfnks9skjSgjh6r8fbIwIoZsHJuhriCQR6foD84IxnZ0h28JgVj0nENKWghBCoTBB\nX0MNBmo0DeoQJawf8aAWG1Qojd3BGSGEMEGHkCL7C8dGeYuSnR1c4iu/I+be0U7rL50ymOgQ\nQjcXTNAhfEuWKdk5YYVyXgHw5oh9iXfVg2FF0qTJ8ogoneeU3ALKsNdyNCEAIM4tv4E5nRFC\nNw/sCQsgy8TjUYdsULPZ8+iThmOfG86dYbq7lJxc/+Rp/rnllBB+7y7u/Fki+YFh5bx8oWaN\nYu9/fGY6r4LVqvAWAPA8soH/4jPD0cOgdg5jObF8sa98MdPbYzx8iGu8CKKojBgpLlgkjSvp\nD8DvZzqvhneLVhTidlGrLWzGZ6bVoeTm3/DS4ETygyhqHCCDEEqtmzpBMx1XTf/6hLvUAIoC\nPO+7bb5//u2U48Tbl4i3LwnbWVixClaEFkmSefdO7sK5/m4eRqP33yqlGbPl3DwuM4t0dwKA\nkpUt5+YDgOFEneHsaXVP9spl45FDUvEYrrmJ37OLeFwAQAnII0f7an5CgZo+PcidPUMkP+UM\nUtmtviV3EiCm/32XdTQRCqCOlKmqkcZNGMTFOq6YD33CtDQDpdRqE+ffLs6ai4uqIKRnN+9A\nFfZSg+W9bVShhCoA6tgRkAuKvD/9d01D7BTF9rctxBPeDUMuKGDb24GQ/qxNCFCqZGRG6R9N\nGKCKWm8AZVkwmojgvda3jxBq4kEUiRLWF5sIy+72z5oLGgaqGL47xe/5XwAC/RdLgFJp3ATv\n/Q9rb3MHHKgSDzhQBWl38z5A8fs/AkXpz87QnyXZ9lbDieOaDv/0QGR2BgC2vR0gqOs0pQDA\nuKKNXlGrDv3/SGSZeD0hPa8pJYI3IjsDADUd2q8lVCJLpoN7gP5Y449RcQ0XDee+03IGhFBK\n6L2Jg4vrfBEMwxBCOI4j3Z1Md7RnQAKGhgtK+eLrB3bx3CAqTsynFCJLxrZWpXgUIYRhmFj3\nimluIkLUtbWIofEinTpDe40sy6ov4vtzGQDHcWQwz/g3Rq1igHsYRyzLqr+Eia4IpQG9/5Zk\nZWUl4pxKX2/0ESkUWMGrpVLRL+uhbcgmCkxWFgBwHGc2R3Y1AQBQmkj0i2XAIIqWwd9hhmES\n8XOJKiOJ8+0ZjUaj0ZicupJ2A8MoGudiRPqg9wTd0dERx7MF2qCJotii7kGI35rRp6FSq8nE\nJLy58vp6LFalo2PgNmiGkuidNij4eHPvYO4wtkEPHbZBI+1u0jZoasuQi0cDE/HZmVJ/2a1a\nziDOiD3XfuhHchpRch2R+8Y4mprNSm7+dc+nFI1Q7FlRYqDUP1nTxSKEUuImTdAAICy/F4wm\nIKQ//RECANLEUmnKNC2H+2cvCB/nrZarE5AGjUkhhEgjowxIUXg+Suo1W5Sc/GtnIAAASk5e\nlEHkhAgrV2sJFRhGqKqhDBt8LAD4b5snjx6r6QwIoVRgX3jhhVTHEBOlNL5zHBsMBpZlfT4f\nAFCL1T99FvH7iSgCAC0oEhZViIuXan/a9c+cQ4Ay7W1EkYFhaVa2Z9VP/HMXyOMnMi4Xq8iE\n5+XRY4UVq8TyRUpuPtdwob8zBmGlW6d6HtkgTZnOXmkkgo9QCkajf/JUz0PrpRm3AcuBT2Bk\nSc7Nl2bNEVbU+OYuZJy9bE83KAqwrJyf735ovVJUrEbC87wsy5IkxQqVZtr9U6YxPgFEERhW\nKRrpu/Mucc6CG7iBRqMx7j+XqAghFotFEIQk9ATleZ5lWUmSRFFMdF0syxqNRkEQEl1RLBaL\nJVVVo8HSexv0jVAU7od69mo7ECIXFkljJ8TKudRskUfdQlxOMHuUnDzllrEDZefuTv7o56S7\nE6wZ/lunSiVlAOCfvYD4fKS9BQwmacJEZdQYAJALiuiIkYRhAIAWjVAXZpXKpvi8bu6HC+D3\n0/wCcfFSAFCys31Vq9mmRnC7aHaOVFIKDEOB8ZUvhoieJMI99wn33BdWSGSZqz9L3S6GIWx+\n0QBjx6k9yxtxOEJIz9JtoArT1cl/sIO92hYokYtHe+9dTTPtELaiiiha33yN6Qr+ioyIC273\nLV4aeVr+wF7u5HESdKvk/EL/9Nv4Qx8HL1FIbTZfxd2mvbtCpi01GL1VNfz+j4jHHRQo6112\nD3e1zXCy7lqvZ54X7lrpnzRZ68U6ms0f7WR6rn3dJE2YJFTVUA0ryd4Y/JJw6PBLQqRdWrVB\nE1k2v7eN7WgPLmQdV8y7tkdOum/555uh2RkAqPHoEe7C+bA9jadPGk6EZGcAYK+28Qf3hi0g\nS1wufveO8Eml/SL/wT9DsjMAKLJ5/27DieMhgfkE/sP32PY20MLrsb73P0zo8l3cxfP83l2a\nDkcI6V5aJWiu/izT0x2eiyllWx1sU2NwGSN42JbmqCcxfXYgrMTw+aeDCCLaBxIS9VNKZCEF\noNT41VEt9RhPfwOCcG1w4I+4C+eij8FBCA03aZWgmbbWWG+xrS0hm40/xNqTRCwpy7icQwxs\nEChlWhxadmTaWmiMFnO2rSVqOUJoeEmrBB2rv/AgRVk9MC7n1UprbcmNCiGUdGmVoJWColhv\nyUUjQjbHjo+1J7WHj8FVbNFHHSYEIeETQ8egFBaRGF/wyoUjopYjhIaXtErQ0sQyxZ4d3lWO\nELlwRNiIDIW3yCOKo57Ed0d4Lw5fefjc0INFoz7sRikkQIg4W1P3ZHHqDOB5IOE/QamkNHJR\nGITQcJRWCZqyrPcn6+TikL7A0rgS7wNRZj32rH00PEczjO+OO9UOziFnmD5TXHhHaD4l0uix\nQlUNsCEdyZXsHO+an9LQ9bGo2Sw88AjNClm9kLKcsPJ+34JFwVPmU5vNu/ohuSDKAMUozBbP\n2kflvKCh3oRIU6YJK1ZpOhwhpHvp1g9axTY1so4rQBh51Bh55KhAeUg/aHXPy42GUyeIs5cW\nFYsLFiuxexAzHpfx2BektYXas8Tps9QxKSBJpqOHWUcTNVmkKbf6J/Z3YTZ98xV/qQEIFW4p\n8U3vn7XDcP477vszRBDk0bf45i0EjgMApreHbfyBOPtoQaE0voRyg1zLSlG4xh8sPV0yxwlF\nxVqT+43CftBDh/2gkXbpmaAZUWTrvwfW4B9fAoEJJBXF4nZxlDotluvmQeJyMj3dSnYOtd5I\nAzRHiF3wAEAvb5Hid4eJIDAd7TQjUwlqKCeSP8PjlhjGYwlfwDDuMEEPHSZopF26DfVmRJHf\ntZ1tvKhumgjIJWXeFasM586Y/nWAeD0UwMYw4pxyceEdNNrSq+zVNn7/R0zzFXVTHjNWWFal\n5Gr+nZZlY91R4xefiZIfAHijUVy4RJw9f4ipk7icpn/tN5w9o/byVrJzhMoVyohi4xefGr86\nRhWFBbBZrMKSZdJgJuBHCOlZuj1B2/66hbjDH4Ko2Uy8XkoICVroTx45yrP20bC8ybY6zNv+\niyhKYLQLJQQ4zvPI40pegZYA+A/fM5w9c22lQQJAQbp1ureqZlAXEox43Nb//jtxua91ASQE\nAGhWFgl6EFMvUFxU4dOwIsyNwSfoocMnaKRdWn1JaPjqy8jsDADE6wUAErrQH9vcZKg/G7an\n6bODEJSd1aOIXzJpG0zIOK4Yzp4BCOpLTQEAuDPfsu0xB9Fcl7HuKHG7QzpoUwpASegfOaEU\nCBi/+BS8URZLRAgNO2mVoLn6wS2Byl5qCNmmlG26FK1zMWUvxRx5GMxwuVFrXYPBXmqIPi48\nEgVQFK656YbrQgjpR1olaCJGX3svxt4ExJClVIksQYwV24goRk63FMUAswmLUZdt1YSIvsGt\nO5u6uYYRQnGUVglayc6+/k4h+4cM6KCcIXqfDUKUrIjxL4MMYCiDR5Ts3MgBKQPtn5N7w3Uh\nhPQjrRK0uDD2kL/w4YXqsI7pYXv5p82Mciyl0csj+EtKqbqMVljVPC9PmKTlDFFJU2dEzlrX\nf+aw9Q8JUXLzlRiDJBFCw0taJWglN98/tzyimIiz5lITDwDAMP0jrAkjLKuKfKoVyxfLY8YC\nACUMAFFXlZXGTxTnRJ42GrNFWFFDWVator+vBcd5713dH8AN8U8s8982DwD6V1AkBACU3Hzf\n4or+HP1jIfBmYeXqwa1RixDSq3TrZgcAzJXL5v17GGcfJaDYs4V7qpX8QiJ4Dcdrje1tjCyJ\n9mxx7gIlJ0ZnI0q5M99yF88zzj4l0y5Pmqxxne8A4uzj62qNXV0AIObmCXMWUFvGYK8iEnu5\n0fDtCba3WzFb5FvGiTPnAMsyHe3Gr44Ze3sUlhMLR/jnLhjKf4Lrwm52Q4fd7JB2aZigBxA5\n1DtBOI7LysoCgJ6engHWco0Xu90uimISFnLFBD10mKCRduk2klA/aLQe2fpEJAk8bmrLSPRI\ncYTQoGCCjjdKDd+e4D//l+h2AQCfYfPdvtQ/dYY+24XZ9jbTwb1scxNQCizrv3WG746l1GxJ\ndVwIIQBM0HFn+r99xq+PB9Ixcbn5fR8wXR2+JctSG1gk1nHF8s5/g6z0d7KWZcOpE+ylBs+j\nTyS0IRshpBF+pI0n5mq78UQdAFwb1UIpABiP1zLdnamLKzrTAXVV8pAR5Exfj+F4beqCQghd\ngwk6nriGC9EHHFLKNWgaLJ40xOth21oio6WUchfrUxISQigMJuh4IkLsfhQedxIDuT4SY0Il\nAsDoLFSEblqYoONJyciM9RbNtCczkuui1ozo31sSokQsm4sQSglM0PEklZRSlgsffg1AOU4q\nufGh3olATSZp/MQoK9dSOtiBOQihBMEEHU80I9NXWRUyRQYhhGV9d62kFmtKQ4vCt+wexR70\nXE8IAEglpf4Zs1MWE0IoCHazizP/tJly8SjT0SMGxxUgRBo5SliweChT2SWOkmn3/PtTxuNf\nsPXnmL5eJb/AP2M2Pj4jpB+YoONPycnzVz9gzcoCAE9Pj5L4od43jHKcr/wOKL8j1YEghKLA\nJg6EENKpdEjQRJI0LXeCEELDynBu4pBlw7dfG7/+kunuohwnjx4rLl4qFxSmOiyEEIqPYZug\nKTW//y7XcIESAArE7+caL3ANF7yrfiINYe0ShBDSj+HaxGE4/z3XcAEASKBtQ6EAhP9kd6yF\nXxFCaHgZrgmavXAu2iALhbhcTGtLKiJCCKE4G64JmvG4I/MSUix0AAANK0lEQVRz/1tuZ3Jj\nQQihhBiuCXqAVf5o7AkxEEJoGBmuCdo/sSxK1zpCaKZdLhyRiogQQijOhmuCliZM8pdOAYDg\nWS+AYbx3V+tzcSmEEBqsYdvNjhBh5f3yuAmGr46xnR3UYpFvGe9buETJyk51ZAghFB/DNkED\nACH+abP802alOg6EEEqI4drEgRBCaQ8TNEII6VTKErQkSevWrUtV7QghpH8paIN2u91NTU3v\nv/9+b29v8msPRmTZcOI4e7mR8XqUrBxxxm3yqDGpDQkhhAJSkKAfeuih5FcaibiclnfeYLo7\ngRCglLQ2W74/Jc6e76tYnurQEEIIICUJ+oMPPlBfVFdXJ7/2AP6Tj5juTgBQB7wQhQKAse6o\nPGYszoeHENID3XWz27Nnz8WLF9XXNptt7dq1cTw5x3Esy1qtVnC7mB/qo+xBCP/dKTp9qF33\nGKa/cd9sNiuJn12PZVmj0RioNHE4jgMAQojVmqQ1cM1mM038agwsywIAx3FJuC6GYRiGSdoN\nDJOE30YUR7pL0IcOHTp06JD6uqio6LHHHot7FWazmXa0i1H/7ClluruMZnO86jKZTPE61cAY\nhjEYDMmpixBijt8tGhjP88mpCAA4jlP/AyVB0m5gGEzQw4vuEnROTk5xcbH6Oj8/X5blOJ5c\nfcZUFIVyMXIZAeD5oVdKCLlWV+IfAAN1JbqiwHXF9+cSC8uySbuBhBBKadLuYXJuYCRFUZLw\nSQvFi+4S9DPPPBN4rShKV1dXHE9uNpuNRmNvby9wBltGJnE5w2dcoiAUjxa7u4dYEcdxWVlZ\nANDX1yclflVvu90uiqLX6010RWaz2Wq1KorSPeRbdF2EkNzc3N7e3iTkMrvdbjAYfD6fy+VK\ndF1Go9FqtSbhBsaSl5eXqqrRYN2s/0sJEZbeDQAQ/DRBiGLP9s9ZkKqgEEIo2M2aoAGkSWWe\n+x9WMrP6twmRJk/z/PQxakpeoydCCA1Ad00cySSPm+B+4hfE5WS8XiUrmybrSzaEENIilQk6\n0CE6tagtQ469PgtCCKXKzdvEgRBCOocJGiGEdAoTNEII6RQmaIQQ0ilM0AghpFOYoBFCSKcw\nQSOEkE7dXAlaEIS+vr4kVFRfX19RUVFRURGYOjWh+vr6BEFIQkXbtm2rqKhYs2ZNEuqilHZ2\ndiZnUqFf/epXFRUVL7/8chLqEkWxp6cnCRWhNKDrkYQMwwzTiV06OzudTicA2O32YXoJUXEc\n53Q6zWZzOl0UAEiSpP680uy60HB3cz1BI4TQMIIJGiGEdErXTRzDV0ZGxrJlywDAZrOlOpZ4\nGjdu3LJlyzIzM1MdSJzNnj07Jydn8uTJqQ4EoRAkCctVIIQQugHYxIEQQjqFCRohhHQK26Dj\nzOPxrF27NrhEJ9Nex0Vra+urr756+vRpURQ3b95cXl6e6oiGqrq6OqyEELJr166UBINQGEzQ\nceZwOEaPHr1169ZUBxJ/Pp/vueeeq6qq2rRp08mTJ7ds2fL0008P9xwd/O+zvb1906ZNTz31\nVArjQSgYNnHEWUtLy4gRI1IdRULs379/ypQpNTU1ZrO5vLz86aeffumll1IdVDy98sora9as\nWbAAVw1GeoEJOs4cDke6Jui6urrKysrAZnl5+fvvv5/CeOLryJEjnZ2d9957b6oDQegabOKI\ns5aWlo6Ojp///OdtbW0AkB4NtarGxsZLly799a9/dTgckF6XpijKG2+8sWbNGkJIqmNB6Bp8\ngo4zh8NBCPnd7363c+fOzZs3b9mypba2NtVBxYfL5dq7d+8vf/nLHTt2pNmlHTlyRJKkioqK\nVAeCUAgcqJJYtbW1L730Uno0BVRXV2/ZsqWkpETdTKdL+81vfrNw4cL77rsv1YEgFAKfoBOr\nvLw8ORNmJse4ceMCr9Pm0lpbWxsaGpYvX57qQBAKhwk6zlatWhX8wb+2tpZl2RTGE0csy375\n5ZeBzbS5tGPHjs2bN89sNqc6EITCYYKOs+DG2dra2i1btmzevDnVQcVHul7aN998M3v27FRH\ngVAU2AYdf2rjrCzLLMumU1cHSNNLe/TRR19++eX8/PxUB4JQOEzQCCGkU9jEgRBCOoUJGiGE\ndAoTNEII6RQmaIQQ0ilM0AghpFOYoBFCSKcwQSOEkE5hgkYIIZ3CBD0MtLe3//a3v505c2ZG\nRgbP8+PGjausrHz99dc9Hk/SYiCEDDBX8sDvJlpk7amNB6F4wQStd2fOnJk6der27duff/75\nCxcu9PX1HThwYNGiRRs2bJg2bVpjY2OqA0QIJQoO9da7JUuWfPbZZ+qMa8Hlf/zjH5999tnq\n6urkLEGtPpDG+m0Z+N1Ei6w9tfEgFC/4BK13x44dg9CJmFXr1q0DgEOHDgVKJEn685//PHHi\nRJ7nS0tLX3zxRUmSAu+qn/rr6uqWLVuWmZlpt9vXrVt39erVwA5ut/uZZ54ZP368yWQqLCy8\n7777Tp48Ga+r0BLb4cOHKyoqrFZrVlbW448/HtyA09vb++STT+bm5lqt1oULF+7ZsyfQiBFo\nyohs1ti9e/f8+fMtFkteXt7GjRtFUYzX5SCUJBTpW1lZGQDcf//9LS0tA++5du1almXfeOMN\nt9u9Y8cOo9G4fPlySZLUd9Ufd25u7r59+9xu9wcffGA2m6dOnerxeNQd1Iz/7LPP9vX1vfzy\nywAwffr0wMkH/m257u+SlthGjhx5+PBhl8u1YcMGANi8ebP6riiK8+bN43l+586dbrd7586d\nPM8H1xhZu1pSVFS0f//+jo6OJ554AgBeeOGFgW8gQnqDCVrvPv/886KiIgDgOK6qqur111/v\n7u6O3G3nzp0A8LOf/SxQ8vTTTwPAq6++qm6qOeull14K7PDcc88BwJ/+9Cd1MzMzEwA6Ozsp\npW63GwBYlg3sPJQErTG2v//97+rmhQsXAGDixInq5tatWwHgmWeeCRz++9//XkuCfvPNN9XN\npqYmAJg8eXKsCBHSJ0zQw4Db7X799derq6ttNhsAGAyGu+66a+vWrU6nM7DPihUrAOCLL74I\nlKgz6y9fvlzdVHNWXV1dYIe6ujoAmD17dmSN9fX1YVlvKAlaY2xtbW3qpt/vBwCLxaJuLlmy\nBABqa2sDh584cUJLgm5ubo56QoSGC/yScDjx+/1Hjx7dtWvX22+/7XA4Ro4cefDgQbUNpLCw\nsL29vaurKzs7W925t7c3KyursLCwtbUVfmyrDd7B6XRmZmbabDan0wkAra2t27dv//LLL0+f\nPv3dd9+pLbaBX4+hfEmoMTZZlhmGiTxhXl5eZ2dn8OEulysjIyOwQ6wvCf1+P8dxWiJESJ8w\nQQ9LXq/3sccee/fddysrKz/55BMAMBgMwV+7BXAcpz4/RuYsWZY5jjMYDKIoHj9+/O677+7t\n7V2/fv369esLCgpKS0shTglaY2yRGVYt4ThOluXIyOF6CXrgEoT0D3tx6J3ZbCaE9Pb2hhW+\n+OKLAHDkyBG1xGq1AkBPT0/YRyQ1AwYE92RQH5zVx9JNmzZ1dXW98sorr7322qJFiyZNmhTH\nS9AYWyzqcq4ulytQEnY3EEpXmKD1Tn2SPXXqVFh5Xl4eAAT6M0ybNg0A1K/XBnDp0qXA67Nn\nzwLA9OnTAeDrr78GgIcfflh9q6enJx6xw6Bii0X9b9HQ0BAoOX/+fFwCQ0jnMEHr3eOPPw4A\nf/nLX8LK9+3bBwCVlZXq5iOPPAIA77zzTmAHh8NBCAkb3vLhhx8GXr/77rsA8MADDwCA3W6H\noOfrjz/+OI6XoDG2WGpqagBgx44dgZK9e/cG78CybHwCRUhvEvPdI4obWZYffPBBANiwYcPZ\ns2d9Pp/D4di6dWtmZmZJScnly5fV3SRJqqys5Hn+nXfe8Xq958+fX716dUFBwblz59Qd1B93\nZmbmvn37PB7Ptm3bOI6bN2+eIAiU0k2bNgHAxo0bnU7n7t27i4qKjEYjALS2tgYfHvk6Vkkw\njbHFOqHT6SwrK7PZbAcPHnS73du2bVN7sxBC1B0mT54MAMePHx8gHvxtR8MR/soOD2+99dbS\npUuzs7MNBsOYMWPuvPPOf/zjH4ExJipBEJ5//vmxY8caDIaRI0euX78+kL7pjxnqrbfemjlz\nJs/zo0aN2rhxY6Bd2OPxPPnkkzk5OXa7vaqq6vDhw3/4wx8sFovNZgs+PPJ1cMkATwBaYos8\nYWCzvb193bp1mZmZPM/PmTNn9+7dAJCTk6O+u3///kmTJqnP0RpPiNCwgL04bhbp1I2hs7Mz\nLy9v5syZgQ7RCKUlbINGejdq1ChCSPCXhOr8JCtXrkxdUAglAyZopHfquPCnnnqqoaFBEIRP\nP/30F7/4xYQJE37961+nOjSEEgubOG4Ww7qJY/v27X/7299OnTrldDqLi4urq6ufe+65wMBC\nhNIVJmiEENIpbOJACCGdwgSNEEI6hQkaIYR0ChM0QgjpFCZohBDSKUzQCCGkU5igEUJIpzBB\nI4SQTmGCRgghnfp/0QFxv25qxdUAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"library(ggplot2)\n",
"library(dplyr)\n",
"names(iris)\n",
"p1 <- ggplot(iris, aes(x=Sepal.Length, y=Petal.Length)) +\n",
" geom_point(aes(color=Species)) \n",
"p2 <- p1 +\n",
" coord_trans(y = \"log10\")\n",
"print(p1)\n",
"print(p2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.3.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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