{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Code taken from Software Carpentry's [python-novice-inflammation lesson](http://swcarpentry.github.io/python-novice-inflammation/01-numpy.html)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = numpy.loadtxt(fname='data/inflammation-01.csv', delimiter=',')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAALIAAAD+CAYAAACeEF9/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYmb8bzh4HCcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot\n", "image = matplotlib.pyplot.imshow(data)\n", "matplotlib.pyplot.show(image)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXEAAAEACAYAAABF+UbAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nD2v153FZnMxAAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ave_inflammation = data.mean(axis=0)\n", "ave_plot = matplotlib.pyplot.plot(ave_inflammation)\n", "matplotlib.pyplot.show(ave_plot)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAADSCAYAAAC4u12cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VVXWwOHfoqsgVlAUhYB1PkcBRUZHjQIz2MVRxt6x\njqJYQARBKQZ7nbEAgthGQRHUURHNiL2BAoo4BAQVQREVBIXA+v7YNxJDArecc/c55673efKQ3CT7\nrEA2d9991l5LVBVjjDHGGGPMWrV8B2CMMcYYY0zU2CLZGGOMMcaYKmyRbIwxxhhjTBW2SDbGGGOM\nMaYKWyQbY4wxxhhThS2SjTHGGGOMqSK0RbKIjBCRhSIyrZrPXS4ia0Rki7Cub4xJn4g0F5FXRWSG\niEwXkUtSj28hIhNFZJaIvCQim/mO1RizfiIyV0Q+FpEpIvKu73iMiaswd5IfBLpUfVBEmgOdgS9C\nvLYxJjOrgMtU9Q9AB+AiEdkN6A1MVNWdgUmpj40x0aZAsaq2UdX2voMxJq5CWySr6mRgSTWfuhW4\nKqzrGmMyp6rfqOrU1PvLgE+B7YCjgFGpLxsFHOMnQmNMhsR3AMbEXV5zkkXkaOBLVf04n9c1xqRP\nRFoAbYB3gKaqujD1qYVAU09hGWPSp8DLIvK+iHT3HYwxcVUnXxcSkY2BPrhUi98eztf1jTEbJiIN\ngbFAD1VdKrJ2iqqqioj1sTcm+vZX1QUisjUwUURmpu7uGmMykLdFMtAKaAF8lHri3R74QETaq+qi\nyl9oT8SmkKmqlxePIlIXt0AerarjUg8vFJFtVPUbEdkWWFTD99qcNQXJ13xdH1VdkPrzWxF5GmgP\n/LZItvlqClkmczZv6RaqOk1Vm6pqS1VtCXwJtK26QK709aG99e/f38ZPYOxJGN8Xca9chwOfqOrt\nlT41Hjg99f7pwLiq31shrn/ncR2/Vy/l7LOVbbbpz5gx8Ys/H+Mndb6uj4hsLCKNUu9vAvwFWKfK\nVFz/TaMw/t/+pjz+eObjrlmj1K3bnyVLkvt3E/XxMxVmCbjHgDeBnUVkvoicWeVLovk/jDGFaX/g\nFODgVNmoKSLSBSgBOovILOCQ1MfGsy+/hAcegOuug06doE8fWLXKd1QmIpoCk0VkKu5cwbOq+pLn\nmBJl9mxo1Srz7xOBzTeHsrLgYzLhCC3dQlVP3MDni8K6tjEmM6r6OjW/aO6Uz1jMhg0YAOedB9tt\n556sv/kGRoxwj5nCpqpzgL18x5FUqm6RW5TlCqZikdy2bbBxmXDkMyc5MoqLi218D2Pb+CYbcf83\nDXr8Tz6B8eNh1qy14x95JBx5JJxyCmyySaCXi93fT77GNjWL8+/MhsZfvBhq1YItsmyFtueexcye\nnd33piPJf/c+SDY5GmETEY1iXMaETUTQCB4E2hCbs/lzzDFwwAFw+eW/f/yEE2CPPeCaa/zEVYhs\nvhaed9+FCy6ADz7I7vv/+U/46CO4775g4zLpyXTO5rVOsjHGmOy98QZMmQIXXbTu5wYNgttug+++\ny39cxhSKbPORK7RqRag7ySZYtkg2xpgYUIVeveD666FBg3U/37q1200ePDj/sRlTKHLJRwb3vXZw\nLz5skWx+Z+VK3xEYY6rz7LPw448u77gm/frB6NEwd27ewjKmoOS6k7zjjvDVV1aNJi5skWx+8/nn\n7rT8zz/7jsQYU9nq1dC7N5SUQO3aNX9d06bwj3/AtdfmLzZjCkmuO8n16sG228K8ecHFZMJji2Tz\nm3/+0+UzTprkOxJjTGUPPQRbbQWHHbbhr738cnjpJXc4yBgTrFx3ksF9v6VcxIMtkg3gdo9Hj4Ye\nPeC553xHY4ypsGKF2xkeOtQ1I9iQRo2gb1+4+urwYzOmkPzyCyxaBNtvn9s4RUV2eC8ubJFsAHjk\nEfjzn11pm+eec4eEjDH+3X037LMPdOiQ/vecey589hm8+mp4cRlTaObOhR12gDo5dpiwneT4sEWy\nQRXuuceVldp5Z3dy3m7VGuPfkiVw440wZEhm31evnisJ16uXveA1Jii55iNXsJ3k+LBFsuGNN9xt\npI4d3e3cww+3lAtjoqCkBLp2hV13zfx7//53KC+HsWODj8uYQjR7dnCLZNtJjgdbJBvuvtvtItdK\n/TbYItkY/+bPh2HDoH//7L6/Vi2Xx3zNNVZuypgglJXlfmgP1jYUsbs80WeL5AK3YAG8+CKcfvra\nxw46CGbMsM5dxvg0YIDLLd5uu+zH6NwZmjeHESMCC8uYghXUTvLmm7tSjosX5z6WCZctkgvcAw+4\n27KNG699rH59OOQQ+M9//MVlTCGbMQMmTHA5xbkaOhSuu87qnxuTq6B2ksEO78WFLZIL2KpVcN99\nLtWiKku5MMafPn3cAnmzzXIfq107OPBAuP323McyplCpBndwD+zwXlzYIrmAjRvnXs3usce6nzvs\nMNeQoLw8/3EZU8hefx2mTq3+xWu2Bg2C226zFCpjsvXNN9CwoatDHgTbSY6HUBfJIjJCRBaKyLRK\nj90kIp+KyEci8pSINF7fGCY8d91V8xNxs2bQogW8+WZeQzKmoKm69tPXX+9KMQaldWs44QQYPDi4\nMY0pJEHuIoPtJMdF2DvJDwJdqjz2EvAHVd0TmAVYXygP3njDnZ4/9tiav+aIIyzlwph8mjABfvwR\nTjkl+LH79XPtrefODX5sY5IuiHbUldlOcjyEukhW1cnAkiqPTVTVNakP3wFybPBosjF4sNuxqlu3\n5q85/HB49tn8xWRMISsvd62kS0rcyfegNW0KF1/sWlwbYzJjO8mFyXdO8lnA855jKDgffggffwxn\nnLH+r9tnH/j2W9t5MiYfHnoIttrKnQcIy+WXu7MG1lHTmMwEvZPcvLl7fv3ll+DGNMHztkgWkWuA\nlar6qK8YCtWQIe7Jsn799X9drVpw6KGWcmFM2FascE1Dhg51XS/D0qgR9O3rdqyNMekLeie5dm23\nULZNqGir4+OiInIGcBjQsaavGTBgwG/vFxcXU1xcHHZYBeHTT2HyZBg1Kr2vP+IIuP/+YE/am7VK\nS0spLS31HYbx7O67oX176NAh/Gude66rdPHqq3DwweFfz5gkCHonGdbmJWfTdt7kh2jIfRFFpAUw\nQVX3SH3cBbgFOEhVqy1IJCIadlyF6rTTYJddXKvadKxYATvsAO+8E+yraFM9EUFVQ9xLDIfN2ewt\nWeLm5Guv5e/J8vHH4dZb3bwOc+c66Wy+Foaff3apUD//7O6wBuXCC2H33eEf/whuTLN+mc7ZsEvA\nPQa8CewiIvNF5CzgLqAhMFFEpojIP8OMwaxVVgbPP5/ZhNxoIzj1VNeZzxgTvJIS6No1v7tJ3brB\n6tUwdmz+rmlMXJWVQcuWwS6Qwe0k2+G9aAs13UJVT6zm4RFhXtPU7MYb4fzzf9+COh3nngvFxa61\nbb16oYRmTEGaPx+GDYNp0zb8tUGqVcstzi+6CI4+ev1VbowpdEHnI1coKnJ3kEx0+a5uYfLkq6/g\niSfg0ksz/95dd4XddnMd+owxwRkwAM47zzXvybfOnWHHHWH48Pxf25g4CSMfGWwnOQ5skVwgbrvN\nlXzbaqvsvv+88+C++wINyZiCNmOGax5y1VX+Yigpcd39fv7ZXwzGRF1YO8ktW8KcOa7TpokmWyQX\ngF9+cdUscjkc0LUrTJ8Os2YFF5cxhaxPH9fQZ7PN/MXQrh0cdBDcfru/GEw4RKR26tzPBN+xxF1Y\nO8mNGkHDhvDNN8GPbYJhi+QCMGaMezLM5ZVw/fpuJ/r++wMLy5iC9frrMHWqO93u26BB7k7Td9XW\nGjIx1gP4BLB9yhyFtZMMblxrTx1dtkguAPfe69IlctW9u9uRtg5BxmRPFXr1goEDoUED39G4HbIT\nT3St6k0yiMj2uF4Ew4DYlaiLktWr4YsvXGpEGCwvOdq8NBMx+TN9ust5OuKI3Mdq3RratHFlo04+\nOffxjClE48fDTz9Faw717evqtV5ySXiLAZNXtwFXApv6DiTuvvoKttzSlUMNQ1GRu7O0886Zf++W\nW8JOOwUfk1nLFskJd999cPbZwZV4Ou88l78YpSd4Y+KivNy1hL7xRteWNiqaNoWLL4Z+/eDhh31H\nY3IhIkcAi1R1iogU1/R11tU2PbNnh9tI65BD3NmETCtPrVnj0jQsTWr9cu1qG3rHvWxYN6BgLF/u\nesNPmeK65gVh1SpXNmriRPjDH4IZ06xlHbySbcQIl7JUWhq9TndLl7pdqRdfhD339B1NPERxvorI\nEOBUoBxogNtNHquqp1X6GpuvaRo+HCZPhpEjfUfye6qw6aYwbx5svrnvaOIjUh33jF///jfst19w\nC2RwO9Jnnw3/tD6JxmRkxQro3x+GDo3eAhncSfu+fd1Ot4kvVe2jqs1VtSVwAvBK5QWyyUyYh/Zy\nIeLimjPHdyTJZovkBAvqwF5VF1wAjz0GP/wQ/NjGJNVdd0H79tChg+9IanbuufDZZ/Dqq74jMQGy\nLeMchFX+LQh26C98tkhOqClTYMECOPTQ4Mdu1gy6dLFOXUkjIiNEZKGITKv02AAR+TJVb3WKiHTx\nGWNcff893HQTDBniO5L1q1fPlYTr1csaHCSBqv5XVY/yHUecRXUnGax8XD7YIjmh7rvPlWwL63DQ\npZfC3Xe78jgmMR4Eqi6CFbhVVduk3l7wEFfslZTAscfCLrv4jmTD/v53d8Bw7FjfkRjjn+0kFzZb\nJCfQ0qXwxBMudzgs7dvDNtu4clYmGVR1MrCkmk9FMIM2PubPd3dd+vf3HUl6atVyedN9+riDusYU\nqh9+gF9/ha239h1J9WwnOXy2SE6gJ55wrWabNQv3Opdeau1sC8TFIvKRiAwXEY9NlONpwAA4//zw\n52OQOnd2VWwspcoUsrIyt1sbxYO2YDvJ+WCL5AR6+GE4/fTwr3Psse4/kalTw7+W8eZfQEtgL2AB\ncIvfcOJlxgyYMAGuusp3JJkrKYHrr4dly3xHYowfUc5HBle56uuv7Y5PmKyZSMLMmwfTpoVzYK+q\nunXhoovgjjvgwQfDv57JP1VdVPG+iAwDJtT0tdacYF19+rhDcI0b+44kc+3awYEHurtFffv6jiYa\ncm1MYOIlyvnI4A7aNmvm2ma3bu07mmSyZiIJM3Soq5t47735ud7ixW5yfvYZNGmSn2smme/mBCLS\nApigqnukPt5WVRek3r8M2EdVT6rm+2zOVvH6664z5WefQYMGvqPJzv/+B/vuCzNnRjcv0yff8zVb\nNl/Tc955rrHOhRf6jqRmHTu6F+J/+YvvSOIhMs1EaigntYWITBSRWSLykuU3BksVRo/Ob8voLbeE\n44/P36LchEdEHgPeBHYRkfkichYwVEQ+FpGPgIOAy7wGGROq7olr4MD4LpDBvQA+8UQYPNh3JMbk\nX9R3ksHyksMWZk5ydeWkegMTVXVnYFLqYxOQjz92+YP775/f6/boAf/6lzsFbOJLVU9U1WaqWi/V\nsWuEqp6mqn9U1T1V9RhVXeg7zjgYP95VmcnnC9aw9OvnXnxbZy9TaKKekwxW4SJsoS2SaygndRQw\nKvX+KOCYsK5fiB5+2D0p18rzccw//MHd8tltN5e/+NNP+b2+MVFSXu5aO5eUhFenPJ+aNoWLL4Zr\nr/UdiTH5s2oVfPWVq/ISZbZIDle+q1s0rbQTtRBomufrJ9bq1fDoo/52rh5+2F3/rbegZUvo2RPm\nzvUTizE+jRrl8nfzcXg2Xy6/HCZOtEo2pnDMmwfbbusOx0WZpVuEy1t1C1VVEanx5ICdlM9Maalr\n7rH77v5i6NAB/v1v95/LXXdBmzbuFu1mlnleIzstnywrVri6yE8+Gd3aqtlo1MhVuLj6avjPf3xH\nY0z44pBqAWt3klWT9X9OVIRa3aKak/IzgWJV/UZEtgVeVdVdq/k+O3mboTPPhD/+ES6L0LGqww6D\ns86C447zHUl82Gn5eLvxRnjnnWS2dF650qVUDRsGBx/sO5posPmaXPfeCx98AA884DuSDdtiC1dF\nxyrQbFhkqlvUYDxQ0ebidGBcnq+fSMuXw7hxcMIJviP5vS5d4IUXfEdhTH58/z3cdBMMGeI7knDU\nq+eqXPTq5XatjEmyuOwkg+UlhynMEnBVy0mdCZQAnUVkFnBI6mOTowkToH17lz8VJRWLZHtCNYWg\npAS6doVddvEdSXi6dXPnH5K4U25MZXEo/1bB8pLDE1pOsqqeWMOnOoV1zUL18MNwyim+o1jXTjtB\n/fowfTrssYfvaIwJz/z5MHy463aZZLVquYZFF14IRx/tum4ak0S2k2wg/+kWJgBr1sCMGe5J+Zxz\nXGevYyJYTE/EUi5MYejfH84/37WITbpOnVxZrOHDfUdiTDhUbSfZOLZIjplzz3VJ+kcf7SpatGnj\nDgo1auQ7suodeqidhjfJNmMGPPccXHWV70jyp6QErr/eNS8yJmkWL3Y1zjff3Hck6bGd5PB4KwFn\nMve//7lOXrNmQZMmvqNJT3Gxa2u7dGl0F/LG5KJPH+jdGxo39h1J/rRrBwcd5JoH9e3rOxpjghWn\nXWSwneQw2U5yjDz5JBx7bHwWyAANG8K++8Krr/qOxJjgvf46fPSRy9EtNIMGuUXyt9/6jsSYYMUp\nHxlg++3dPPzlF9+RJI8tkmPkySfh+ON9R5E5S7kwSaTqyqENHOgOqBaaVq3cXaLBg31HYkyw4rZI\nrl0bdtjButyGwRbJMTF7tusjf+CBviPJ3PpKwS1eDAsXrvu4MVE3frzLyT3pJN+R+NOvH4we7Tpr\nGpMUcUu3AEu5CIstkmOiItWidm3fkWRu992hvNzlUle2fDl07AjXXOMnLmOyVV7uWjTfcEM852RQ\nmjSBSy6xvGSTLHHbSQY7vBcWWyTHxJNPukL+cSSybsqFqiuZVaeOa/1pTJyMGuUWiIce6jsS/3r2\nhEmTYOpU35EYEwzbSTYVbJEcA2Vl8OWX8Uy1qFC1XvK998KUKe6xmTPtwIGJj+XLXV3koUPdC8BC\n16iR20m++mrfkRiTu19+gUWL3GG4OLGd5HDYIjkG4pxqUaFjR3jzTVixAt5+2y0ynnoKttrKdeab\nPt13hMak5667oEMHV7XFOOee69KpXnnFdyTG5GbuXHcIrk7MCuTaTnI4bJEcA088Ec+qFpU1buwa\nn1SkjTzwgFscg6u5aikXJg6+/x5uvtkqOlRVr577O+nVq/oDusbERRzzkQFatnQHaG3+BcsWyRGX\nhFSLCl26wNlnwymnuI6BFWyRbOKipMTd1dllF9+RRE+3brBmDYwZ4zuSwiYiDUTkHRGZKiKfiMgN\nvmOKkzjmI4NLe2rUCBYs8B1JssTshkLhqUi1iNutn+p06wbz5rm6spW1awcPPugnJmPSNX8+DB8O\n06b5jiSaatVyedoXXADHHAN16/qOqDCp6i8icrCqLheROsDrIvJnVX3dd2xxENedZFibl9ysme9I\nksN2kiMurg1EqtOqFfzrX+vmVu+5J3z6Kaxc6ScuY9LRv7+ryGJPQDXr1Mnd9h02zHckhU1Vl6fe\nrQfUBr73GE6sxHUnGSwvOQy2SI6wsjK3e5WEVIv12Xhj9wrYDu+ZqJo+HZ59Fq66ynck0VdS4u4W\nLVvmO5LCJSK1RGQqsBB4VVU/8R1TXCRhJ9kEJ62b+CLSAmitqi+LyMZAHVX9KczAkm7JEth88/V/\nzZNPQteuyUi12JCKvOS2bX1HYsy6+vSB3r3dAVSzfm3bwkEHwW23uY58Jv9UdQ2wl4g0Bl4UkWJV\nLfUcVt58/LFrmb5mTebfO2dOfBfJO+8MF1/sDvtnqlkzV+/c/N4Gl18ici7QHdgCaAVsD/wL6Jjt\nRUXkauAUYA0wDThTVX/Ndry4+fhj2H9/l2JQUy3Gn36CO+5wrW8LQcUiuXt335EY83uTJ8NHH2X3\nxFOoBg1yJfLOPx+23tp3NIVLVX8UkeeAvYHSyp8bMGDAb+8XFxdTXFycz9BC9e67sOuu7vcwU5ts\n4g7AxdEJJ8Dee2dX4WLffdPbvIub0tJSSktLs/5+0Q38bYrIR0B74G1VbZN6bJqq7pHVBd2u9CvA\nbqr6q4j8G3heVUdV+hrdUFxx9thjcMYZcOSRNZ8E79nTLZQLJbfvjTfg0kvhvfd8R+KXiKCqsWtR\nkdQ5q+pe0J5/Ppx2mu9o4uXii935g9tv9x1JeKI4X0VkK6BcVX8QkY2AF4HrVHVSpa9J5Hyt0KcP\nbLSR3cnIxF57uYPJ7dr5jiRcmc7ZdHKSf628y5s6LZvL7PoJWAVsnBprY+CrHMaLnZkz4ZJLXBvX\nyq2aK8yYAQ8/DDcUUOGePfd0P/eqVb4jMWatZ55xubUnn+w7kvjp1w9Gj3a3r01ebQu8kspJfgeY\nUHmBXAjifPjOFzv0V710Fsn/FZFrcIvazsCTwIRsL6iq3wO3APOAr4EfVPXlbMeLo88+c4vCu++G\nf/zDdaGroOoe69+/sG5TNmwILVq4hbIxUVBe7nakSkri3e3SlyZN3GaA7ebll6pOU9W2qrqXqv5R\nVW/yHVO+xfnwnS926K966SySewPf4nKHzwOeB/pme0ERaQVcCrQAmgENRaSg9mlmznT5Ul26uEMu\nJSVrP/fEEy4v6Lzz/MXnizUVMVEyapRb6B16qO9I4qtnT3cYaMoU35GYQmI7yZmzneTqbfDgnqqu\nBu5PvQVhb+BNVV0MICJPAfsBj1T+oqQeKlizBj7/3J1CBXcCfK+93O3cZs3giitcznIhVLSoqmKR\nfPbZviPJn1wPFZhwLF/u7uaMHQsSqYzTeGnUCPr2hauvhhde8B2NKQRLlri0va228h1JvBQVuYpa\n5vfSObg3DZeDXPmp4kfgPWBQxWI37QuK7IlbEO8D/AKMBN5V1XsqfU1iDxXMmwcdOsDXX6997NZb\nXW5yu3bu8Yce8hefT6+9BldeCe+84zsSf6J4ECgdSZuzQ4e6Q6TWYjl3K1fCbrvBAw/AIYf4jiZY\nNl+jp2KjZepU35HEy+zZ0LEjzJ3rO5JwZTpn09mvfAEoBx7FLZRPwB22W4hb4B6ZSYCq+pGIPAS8\njysB9yHB7VJHXkWqRWUXXwwjR8K997qycIWqTRvXtGHVKmtpa/z5/nu4+WZ43Zr4BqJePRg8GHr1\ncqW5bGfehMnykbOzww6wYIF7UVuvnu9ooiOdnOROqnp16jDAx6raBzhIVUtwecUZU9UbVfUPqrqH\nqp6uqgVT0+Czz2CXXX7/WN268Mgj7m3bbf3EFQWNGkHz5oX9QiFXItKgmsfsxmMGSkrg2GPXnacm\ne926uVQzu51rwmb5yNmpWxe22w6++MJ3JNGSziK5tojsW/GBiLSv9H3loUSVYJ99tu5OMsAee8Dh\nh+c/nqixw3s5e09E/lTxgYj8DXjLYzyxMn++qxVa6UiECUCtWi6F5ZprrMyjCZftJGfPKlysK51F\n8tnAcBGZKyJzgeFAdxHZBCigSr7BmDnTdqjWxxbJOTsJuFNEbhKRR4FzgYM9xxQb/fvDBRcU9h2d\nsHTqBC1bFk6DpFyJyN9E5HMR+UlElqbefvIdV9SVldlOcrZatbJFclXpVLd4D/g/EdnMfag/Vvq0\nNWrNUHXpFmattm3tlmwuVHWaiAwBRgNLgQNU9UvPYcXC9Onw3HMwa5bvSJKrpMTdMTv1VFcb3azX\njcARqmoJaBmYPdt2krNVVGRl4KpKZycZETkCtyPVQ0SuFZFrww0rmZYtg8WLXYK8qV6bNvDxx66R\nA7jmKp9/7hYvCT2MHSgRGY6rQ74HcAbwrIj8w2tQMdGnD/TuDY0b+44kudq2hYMPdqUvzQZ9Ywvk\nzKxa5SpE2XNsdizdYl0b3EkWkfuAjYBDgAeA43GtLk2GZs2C1q2te9f6NG7sDg9ceSX873/w9tvQ\noIH7z+/+++Goo3xHGHnTgXNS9Z3mpM4T3JrON4rICOBwYJGq7pF6bAvg38COwFygm6r+EEbgPk2e\n7F6c2V2M8A0aBO3bw/nnF1ZX0Sy8LyL/BsYBK1OPqao+5TGmSPviC9dvwKozZMcaiqwrnZ3k/VT1\nNOB7Vb0O6ABYwkAWajq0Z37v0kvdC4nTT3eduubPd+XxBgyw3eQNUdXbKhdAVdUfVTXd9iwPAl2q\nPNYbmKiqOwOTUh8niqorTzZwINSv7zua5CsqgpNOcmXhzHo1BlYAfwGOSL1lVHK10NihvdxU7CTb\n8+xa6dRJXpH6c7mIbAcsBrYJL6TkskN76bnwwnUfO/pouO46GD/evW+qJyI7A0OAPwAV5eBUVTf4\n1KGqk0WkRZWHjwIOSr0/CiglYQvlZ56Bn392CzeTH337wu67Q48e7jCfWZeqnuE7hrix8m+52Wwz\ntwv/7bfQpInvaKIhnZ3kCSKyOXAT8AHulutjYQaVVHZoL3sibifZdpM36EHgXmAVUIxb2D6yvm/Y\ngKaqujD1/kKgaU7RRUx5uWuZXFJiaVD51KQJXHIJ9OvnO5LoEZFeqT/vqubtTt/xRZntJOfO8pJ/\nb707ySJSC3hFVZcAY0XkOaBBEnMS8+Gzz+CKK3xHEV9HHeV2k8eNg65dfUcTWRup6svi+s5+AQwQ\nkQ+BnJcjqqoiUuNLlAGVigsXFxdTXFyc6yVDN3IkNG0KXaommZjQ9ewJO+3kUqratPEdTXpKS0sp\nLS0N+zKfpP78ALAtgQzMnu3y3U32KvKSO3TwHUk0yIb6t4vIVFXdK0/xVFwzcX3l16xxHeUWLIBN\nN/UdTXyNHw/XXgsffugaFCRNpn3lq/n+N4EDgDG4HOKvgRtUNa17GKl0iwmVDu7NBIpV9RsR2RZ4\nVVXXyayP45xdvhx23hnGjoV9993w15vg3XMPTJgAL7zgO5Ls5DpfNzD2PkAfXGfb3za0KuZmjmPH\nbr6mY6+9XDOgdu18RxJfffrARhsl9y5PpnM2nWXGyyJynIiE8h9BofjyS1e5wRbIuTnySHdbfNw4\n35FEVg9cNZqLgXbAycDpOYw3vtL3n447aZ8Id97pdktsgexP9+6uis2kSb4jiaRHcOlTf8Md2Kt4\nM9VQtZyOmTOoAAAgAElEQVTkIFiFi99LZ5F8Pq5pyErr+pO9mTOtskUQKucmr1njO5rIGg1MAPbG\nVaK5P51vEpHHgDeBXURkvoicCZQAnUVkFq4MZEk4IefX99/DLbdYhQXf6tVz/wa9etl8rsa3qjpe\nVctUdW7Fm++gouq776BuXXf4zGTPcpJ/L52Oe9YXKQB2aC84RxzhcpOffhr+9jff0UTOI8AVuHrJ\nGS07VPXEGj7VKdegouaGG9zvjs1J/44/Hm66CcaMgW7dfEcTKdelmgO9jNVJ3iBrRx0Ma039e+k0\nE6mFu2XbUlWvF5EdgG1U9d3Qo0sQq5EcHBG3SL78cjj0UNh4Y98RRcq3qjredxBRNm8ejBjh2lAb\n/2rVctVFzj/fHcitW9d3RJFxOu5OUB1+/4LXFsnVsHbUwdhuO7crv2KFy00udOmkW/wT+BNQUUV0\nWeoxkwGrkRysww5zJ+J79vQdSeRcJyLDReREEflb6u1Y30FFSf/+cMEFsO22viMxFTp1cgucBx7w\nHUmk7A3so6qnq+qZFW++g4oqK/8WjNq1XVvvuXN9RxIN6TQT2VdV24jIFABV/V5E7LV+hizdIlgi\nrgtf27auOoGlXfzGdp/WY9o0eP551yLeREtJCRx+OJx2GjS0JD9w5wN2B2b4DiQOZs+G/ff3HUUy\nVBze220335H4l84ieaWI/FZmX0S2JsNcx6pEZDNgGK4rmAJnqerbuYwZZcuWweLF7tWZCU7jxvDY\nYy5Hee+9YccdfUcUCXsDuyayvlMA+vRxzUMaN/YdiamqbVs4+GC49VZX5tHwJ2CqiMwBfk09pqr6\nR48xRVZZGZx6qu8oksEO762VziL5LuBpoImIDAGOA/rmeN07gOdV9TgRqQNskuN4kTZrFrRubR29\nwtC+vWvQcvLJUFoKddL5jU42232qweTJbid5zBjfkZiaDBrk5vQFF8DWW/uOxjtrcZMBK/8WHCsD\nt9YGm4kAiMhuQMfUh5NU9dOsLyjSGJiiqjVmDyWt0Pljj7lKDE884TuSZFqzxh3ga98eBg70HU1u\nAmgmMhNoBeR19ynqc1bV3Yq94ALbbYq6Sy5x6VR33OE7kg0Ls5lImKI+XzP1yy+u9NvPP9tmVBDG\njXNNWSZM8B1J8DKds+lUt7gLeExV784psrVaAt+KyIPAnrjWmz1UdXlA40eOHdoLV61aMGqUu137\nf/8Hxx5b0CfkbfepGs88455ATzppw19r/Orb1+VC9uhhB7FMeubMcemMtkAOhu0kr5VOdYsPgL4i\nUiYiN4vI3jlesw7QFvinqrYFfgZ65zhmpNmhvfBtsw08/jjcfLN7/9RT3W31pUt9R5ZflZsOWAMC\np7zc5SGXlNiTaBw0aeJ2k5PaFtcEzypbBKtlS/fCwxr8pNdMZCQwUkS2BI4FbhSRHVS1dZbX/BL4\nUlXfS308hmoWyQMGDPjt/eLiYoqLi7O8XP6sWuUWZ59/7iZsxdsHH7i8WROuAw+E995zLcDHj3fl\npM46Cx5+GI46ynd01SstLaW0tNR3GIk2cqR74dTF9thjo2dP2HlnmDLFlXo06ROR5sBDQBPcwfj7\nVfVOv1GFy/KRg9WwoTvcvGCBq5tcyNLKSQYQkX2BbsAxwCeqmnUPeRF5DThHVWeJyABgI1XtVenz\nscuXUoVzzoGFC90OyJw57tVtWZkrzP3oo9b0wodnn3V1cd9/3+U5Rp3lOAZr+XK32HrqKZezbuLj\nnntcTuQLL/iOpGZRnK8isg2u4ddUEWmIuxt8TOWzRFGdr9m69FJo3tw1mDLB2G8/GDoUDjjAdyTB\nCiMn+UagK1AGPA4MVNUfsg8RgIuBR0SkHjAbiH2B9MGDYepU+O9/3auwfff1HZEB13Tkyitd5YuD\nD/Ydjcm3O++EP/3JFshx1L073HYbTJoEHTtu+OuNo6rfAN+k3l8mIp8CzYCsD9xHXVkZxOBmc6xU\ntKdO2iI5U+kUzJoN7I87cNcA+GNqJf5athdV1Y+AfbL9/qh5+GEYNgzeesuK4EdNrVpud+Hmm22R\nXGgWL3b/7m++6TsSk4169dzmQ69e8O67bi6bzIhIC6AN8I7fSMJlLamDV1Rkh/cgvUXyGmASsD0w\nFegAvAUcEmJcsVFa6hZhr7xibW6j6pRTXArMJ5/A7rv7jsbkyw03wHHHuXQLE0/HHw833eQO4Xbr\n5juaeEmlWozBVY9a5jueDVm0yFUpyiYLpKzMHTYzwSkqgrvvzm7jb/PN3Z2gJNhgTrKITMft+r6l\nqnuJyK7ADaraNbSgYpIvNW0adOrk6iAfYi8ZIm3gQPjiC7fjH2VRzHFMR9Tm7Lx57sDXtGnQrJnv\naEwuJk2C8893L3KjVtoxqvNVROoCzwL/UdXbq/m89u/f/7ePo3A4ftgwl4feuXPm37v11i6tzgRn\nwQJXqzybChf33OMO0G++efBxZarq4fjrrrsuozmbziL5fVXdW0SmAh1U9RcR+URVQ9uTi9oTbnUe\nesjtIN9zj+1wxMF338FOO8Gnn7pKB1EV1SfdDYnanD3zTHcqe9Ag35GYIPz1r3DMMa4ZTJREcb6K\niACjgMWqelkNXxOp+QquZfzGG7s62Sbe2rRxL3ratfMdyboynbPpZHnNF5HNgXHARBEZD8zNMr7Y\nW74czj4bhgxxKRa2QI6HrbZyjSTuDqoljomsadPg+edtZylJSkrc3aBlkU8aiIT9gVOAg0VkSuot\n8gUQrYxbciSpGckGF8mq2lVVl6jqAKAfMAxXBq7gzJzpqlb8+qsrKbbHHr4jMpm47DK47z7Xec0k\nV58+rnlI48a+IzFBadPGHby97TbfkUSfqr6uqrVUdS9VbZN6i3AhPccagiRHUZH790yCjM4Lq2qp\nqo5X1ZVhBRRVn3/uSqH06AGjR1sVizhq3do1HHnwQd+RmLC89hpMnx692/ImdwMHuhzJb7/1HYkJ\ng+0kJ0dB7SQbZ9w4l1pxzjnxaEphqnf55W43avVq35GYoKm6cmEDB0L9+r6jMUErKnIpU5ZnnjxL\nlrj28Vtu6TsSE4SC3UkuZC+84A6PmHjbbz/YZBPXvtokyzPPwIoVbiFlkqlvX1eXPilPwMYpK3O7\nj7YBlQy2k1xgli1zxeytGUUyHHKI64xokqO83OUhl5RY04kka9LEpbz16+c7EhMky0dOlubNXQm5\nlQlIzLWnkzSUlsLee0OjRr4jMUE46CD3b2qSY+RI18zH7vYkX8+errLQhx/6jsQExfKRk6VuXdh+\ne9ebIO5skZyGF1+ELpEvoGPSdeCBrlVxebnvSEwQli+HAQPcLrLdrk2+hg3dTvLVV/uOxATFdpKT\nJyl5ybZIToPlIyfLlltCixa2E5UUd94Jf/oTtG/vOxKTL927uyfgl1/2HYkJwuzZtkhOmqKiZOQl\n2yJ5A2bPdjnJe+7pOxITJEu5SIbvv4dbboHBg31HYvKpbl1X5aJ37+za5ppoqTi4Z5KjVSvbSS4I\nL74If/mL3cZNmuJiWyQnwQ03wHHHwc47+47E5Nvxx7s/x4zxG4fJzcqV8PXXsMMOviMxQbKd5AJh\n+cjJdOCB8MYblpccZ/PmwYgRcO21viMxPtSqBUOHug6Lq1b5jsZka9482G47d3fAJIftJBeAlSvd\nbmPnzr4jMUHbaiu3czFliu9ITLb693ed9bbd1nckxpeOHd2T8QMP+I7EZMvykZOpYidZ1XckubFF\n8nq8+SbssotbUJnkKS62eslxNW0aPP88XHml70iMbyUlrsvismW+IzHZsHzkZGrcGBo0iH8beW+L\nZBGpLSJTRGSCrxg2xKpaJJsd3ouvPn1cCbDGjX1HYnxr08Y1CLr1Vt+RmGzYTnJyJSEv2edOcg/g\nEyCym/GWj5xsBx4Ir78Oq1f7jsRkYvJkt5N8wQW+IzFRMXAg3HEHLFrkOxKTKdtJTq4k5CV7WSSL\nyPbAYcAwIJJ1I775BubOhX339R2JCUuTJu7AyNSpviMx6VKFq65y5b/q1/cdjYmKoiI45RT3e2Hi\nxXaSk8t2krN3G3AlENkKly+95A6F1KnjOxITJisFFy/PPAMrVsBJJ/mOxETNNdfAI4/Ef+eqkKha\nt70kS0LXvbwvAUXkCGCRqk4RkeKavm7AgAG/vV9cXExxcY1fGgrLRy4MxcXw0ENw+eV+rl9aWkqp\nrdLTUl7u8pBvu82V/zKmsiZNoEcP17L6kUd8R2PS8d13UK8ebLaZ70hMGFq1glGjfEeRG9E81+cQ\nkSHAqUA50ADYFBirqqdV+hrNd1yq8OWX8NZb8Pbbrv7qxx9bgfOkW7gQdt3V/Wddu7bvaEBEUNVI\npiCtTz7m7LBh8OijMGmSNfcx1Vu2DHbayVU+adMm/OvZfM3N22/DxRfDe+/5jsSEYd48+NOf4Kuv\nfEeyVqZzNu/7MaraR1Wbq2pL4ATglcoLZB/69YPtt4d27dwORJMmLt3CFsjJ17Spq7P70Ue+I4k2\nEZkrIh+nKtK8m+/rL18OAwa45hG2QDY1adjQ/X/eu7fvSEw67NBesm23HSxe7FLk4ioKGbdeX85O\nngwjR7q81Nat7Qm4EB10kKuX3Lat70giTYFiVf3ex8XvvBP22w/22cfH1U2cdO/uUnJefhk6dfId\njVkfO7SXbLVrw447wpw5sPvuvqPJjtfMPlX9r6oe5ev6q1e7HLahQ90tOlsgFyY7vJc2LzNk8WK4\n5RarXGDSU7cuDB7sdpPXRPZouAHbSS4EcS8DV9DHXx58EDbeGE480XckxqeOHeGdd+D222tuofnz\nz9CzJ0ycmN/YIkSBl0XkfRHpns8L33ADHHcc7LxzPq9q4uy449ymx5NP+o7ErI/tJCdf3MvARSHd\nwosffoC+feG552wHudBttZU7QNK1qztA8sAD7sVThQ8+cCXHGjaEzz6Dzp39xerR/qq6QES2BiaK\nyExVnRz2RefNcy9mp08P+0omSWrVcu2qzzvPzet69XxHZKpjO8nJF/ed5IJdJA8cCEcc4Q7rGdOi\nBbzxBpx7Luy/Pzz1lDu4eeONLr/xrrvg8MPXHkTYckvfEeeXqi5I/fmtiDwNtAd+t0gOo2xj//5w\n4YXucKUxmejY0T1BDxvmfoeCYCUbg7NihasqtN12viMxYSoqchWJ4irvJeDSEXZ5mpkz4c9/hhkz\nXHUDYyqoukNiQ4a4J9h69WD0aGje3H3+73+HQw5xO1RhiGJJKRHZGKitqktFZBPgJeA6VX2p0tcE\nPmenTXMHrz7/HDbdNNChTYGYMgUOO8z9DjVsGPz4UZyv6YhCCbhPP4VjjnF350xyTZ8O3brBJ5/4\njsSJfAm4KOjZ0zUlsAWyqUrEHeZ88kmXYjFp0toFMrj89cce8xefJ02BySIyFXgHeLbyAjksffq4\nN1sgm2y1aeNe1N56q+9ITFWWj1wYWrZ01S3ieoi24HaSn38eLrvM7VJZnprJ1K+/ulv/06aFc5vQ\ndqac116D0093d33q1w9sWFOAyspc6cBPP3U18INk8zV7d97pdpHvucdrGCYPttnGne2JQmqN7SSv\nx+rV0KsX3HSTLZBNdurXd7cI//1v35Ekl6qbp4MG2QLZ5K6oCE45pbBKCIrICBFZKCLTfMdSk9mz\n7dBeoWjVKr4VLgpqkfzYY9CoERx5pO9ITJwVaMpF3owb5w71WGlGE5S+fV1L87g+UWfhQaCL7yDW\np6zM0i0KRVFRfCtcFMwieeVKd1J+yBAr+WZyc/DBMH++OwxkglVe7s4LlJS4Ml7GBGHrrd1Zg379\nfEeSH6nyjEt8x7E+tpNcOOK8k1wwJeCGD3f/UAFUpTIFrk4dOP54ePzxwnnSzZeRI6FZM/jrX31H\nYpLmsstcQ5opU9yBPpM7VVcSM5vvmzPHHeoyyVdUBOPHu5J/mapXz+/h7YI4uLd8uWs7/cwzsPfe\ngQ1rCtibb8I557gygkHemSjkg0DLl7tFzFNPQfv2AQVmTCX/+hc8/TS8FFBtlijPVxFpAUxQ1T2q\n+Zz279//t4+zrWv+0EOutnw25fWKiuDddzP/PhM/FeU8V6/O/HuXLoVvvoHNN8/u2lVrm1933XUZ\nzdmCWCTfeKObjGPGBDakKXCq7j/5ceNgzz2DGzfKT7rrE8ScLSmBDz+EJ54IKChjqli1Cnbf3S2W\nO3XKfbwoz9cNLZKDeI69+mq3QL7mmpyHMqZabdvC/fcHt8Fp1S2q+OEHV81i4EDfkZgkEYETTrAD\nfEFZvBhuuaWwKhCY/KtbFwYPht6941u3NUosr9iEzXc+c+IXyTff7NpP77ab70hM0px4ostLjuDN\nmNi54QY47jiXbmFMmI47zr3IffJJ35GER0QeA94EdhaR+SJyZhjXsQoVJmy+K2Mk+uDewoXuttqH\nH/qOxCTRHnu4W42vvw4HHOA7mvj64gt48EHXvtSYsNWqBUOHulzarl2TWTNfVfNSQNF2kk3YWrXy\nm7ue6J3k66+HU0+FHXf0HYlJIhE44wy3wDPZ698fLrzQdTI0Jh8OOQRat4Zhw3xHEl9LlriUlS22\n8B2JSTLfO8leDu6JSHPgIaAJoMD9qnpnpc/nfKhg5ky3uzdzJmy5ZU5DGVOjhQth111h3jzXqCZX\nUT4ItD7ZztmKU8+ff+63zI8pPFOnwqGHut+9bKozQOHN18refx+6d3cl9YwJS1mZ603wxRfBjBeX\ng3urgMtU9Q9AB+AiEQk0a7h3b7jySlsgm3A1bepqb1tFhuxcfbV7swWyybe99nI7yrfe6juSeCor\ns1QLE74ddnAl4Fau9HN9L4tkVf1GVaem3l8GfAo0C2r8yZPdq9tLLglqRGNqdtZZMGKE7yji57//\ndXWmL7jAdySmUA0cCHfcAYsW+Y4kfmbPtkN7Jnx16sD228PcuX6u7z0nOVXLsQ3wThDjqcIVV7j2\n0w0aBDGiMet36KFuV2XmTN+RxIcq9Orlzg3Ur+87GlOoiorglFOsRGg2bCfZ5EurVv7ykr0ukkWk\nITAG6JHaUc7ZE09Aebkrz2VMPtSpA6edZgf4MvH00/DLL3Dyyb4jMYWub19X79xnLdY4sp1kky9F\nRf7mp7cScCJSFxgLPKyq46p+fsCAAb+9n27LzF9/dfmNw4e7Mj/G5MuZZ7rDBYMGuYYF6araMrMQ\nlJdDnz5w++02T41/W28NPXpAv37w6KO+o4kP20k2+eJzJ9lXdQsBRgGLVfWyaj6f1cnbW2+FV16B\nZ58NIEhjMrT//u7A6JFHZj9GIZyWf+ABt3M3aZIro2eMb8uWuUY2zz7r2uCmqxDma3VWrnTVfJYt\ny2xTwJhsjB0Lo0fDuHW2UzMXl+oW+wOnAAeLyJTUW5dcBly8GEpKXJF4Y3w46yx3F8PUbPlyGDDA\nzVNbIJuoaNjQ7ST37u07knj44gt3mMoWyCYfCm4neUOyeZV7/vluwt51V0hBGbMBS5dC8+buAN82\n22Q3RtJ3pm64wVWesZJ5JmpWrYLdd3ddWjt1Su97kj5fa/LCC3DLLTBxYoBBGVODn36CZs3cc2yu\nmytx2UkO1AcfuG3466/3HYkpZI0awbHHwsMP+44kmhYvdk+sgwf7jsSYddWt66oi9e7tOsmZmlk+\nssmnTTeFjTbyU6ox9ovkNWvgoovcf26bb+47GlPozjoL7r/f5eqZ3xsyBLp1g5128h2JMdU77jh3\nmPTJJ31HEm1W2cLkm68KF7FfJI8a5f484wyvYRgDuMN7xcXw17/Cjz/6jiY65s2DkSPh2mt9R2JM\nzURcvvw11/jr8BUHZWW2SDb5VVTkJy851ovkJUtcybe777ZSUiYaRODee13L286d3e+ocYvjCy/M\nPlfbmHw5+GBo3dpVYTHVs3QLk2++Du/FemnZvz8cfTTsvbfvSIxZq1Yt98Ltz3+Gjh3hu+98R+TX\ntGnwn//AlVf6jsSY9JSUuJrnS5f6jiR6VC3dwuSfpVtk6KOP4PHHXZ6jMVEj4g6pdekChxwCCxf6\njsifq692zUM23dR3JMakZ6+93AvcW2/1HUn0fPstNGgAjRv7jsQUEttJzoAqXHwxXHcdbLml72iM\nqZ6Iq+TQtSsccYQrMVVo/vtfmDHDlWg0Jk4GDoQ77yzsF7jVsV1k44PtJGdg7Fh3KOrcc31HYsz6\nibjmGVtsATfe6Dua/FKFXr3cbev69X1HY0xmWraEU091v79mLctHNj5stx18/71rSJVPsVsk//or\nXHWVuw1Wu7bvaIzZMBF3COj222H6dN/R5M/TT8Mvv8CJJ/qOxJjsXHONa6HuYwcrqmwn2fhQqxa0\naAFz5uT5uvm9XO7uvBP+7/9cvpgxcbHDDi5//owzoLzcdzThKy93ucglJVZ5xsTX1lvDpZe6ltXG\nsZ1k44uPvORYPX0tWuRqWN50k+9IjMncOee4tItC+P0dMcLdHvvrX31HYkxuLrsMSkvhww99RxIN\ntpNsfPGRlxyrRfKAAXDyybDLLr4jMSZzIjBsmEsVSnLaxfLl7lDt0KHuZzYmzjbZxO0k9+7tO5Jo\nsJ1k44uPneQ6+b1c9mbMgDFjYOZM35EYk70ddnAVL848E956C+rEZgam7447YL/9YJ99fEdiTDDO\nOcelEK1eXdhnYVasgMWLoVkz35GYQlRUBBMn5veasdlJvvxyd4hiiy18R2JMbrp3h802g/vu8x1J\n8BYvdvWhrX65SZK6dV3Z0UJeIIM7NLXjjvb3YPzw0Zo6FvtY//mPm5wXXug7EmNyJwKPPAKNGvmO\nJHhDhkC3brDTTr4jMcYEbfZsS7Uw/hQVwdy5sGZN/g6ER36R/MUXcPbZMGqUezVvTBI0aeI7guB9\n8QWMHOlSo4wxyVNWZof2jD8bb+zuwn79NWy/fX6u6SXdQkS6iMhMEflcRHrV9HVLl8KRR7q6yJ07\n5zNCY0xl6czZa6+Fiy6CbbbJd3TGmMrSfY7NlO0kG99atcpvhYu8L5JFpDZwN9AF2B04UUR2q/p1\nq1fDSSdBhw7Qo0ewMZSWlgY7YILGj3PsSRg/itKdsy+8AFdcEfz14/5vauP7G9/ma83zNRvp7iTH\n+Xcm7PHjHHsUxs93XrKPneT2wP9Uda6qrgIeB46u+kW9e8OyZXDPPcGXkfL9jxzl8eMcexLGj6i0\n5uw118CmmwZ/8bj/m9r4/sa3+VrzfM1GujvJcf6dCXv8OMcehfETv5MMbAfMr/Txl6nHfmfcOBg7\n1vKQjYmAtObseeflLR5jTM3Smq+ZWrPGHZpq2TLXkYzJXr53kn0c3NN0vujZZ63cmzERkdacrV8/\n7DCMMWlIa74eeWRmg65a5Q5NbbJJNiEZE4zWreGll9L7/b3iCjjooNyuJ6ppzafAiEgHYICqdkl9\nfDWwRlWHVvqa/AZlTISoaqT61NmcNaZmNl+NiZdM5qyPRXId4DOgI/A18C5woqp+mtdAjDFpsTlr\nTHzYfDUmOHlPt1DVchH5B/AiUBsYbpPXmOiyOWtMfNh8NSY4ed9JNsYYY4wxJuq8NBNZn7CKoFca\nf66IfCwiU0Tk3RzHGiEiC0VkWqXHthCRiSIyS0ReEpHNAh5/gIh8mYp/ioh0yWH85iLyqojMEJHp\nInJJkD/DesbP+WcQkQYi8o6ITBWRT0TkhoBjr2n8wP7+U+PVTo0zIcj48yVO8zU1XmznbJzna2qc\n2M/ZuM9XiNecjfN8TY0V2zmbhPmaGi+3OauqkXnD3Rr6H9ACqAtMBXYL+BpzgC0CGusAoA0wrdJj\nNwJXpd7vBZQEPH5/oGdA8W8D7JV6vyEuj223oH6G9YwfyM8AbJz6sw7wNvDngP/+qxs/sL//1Ng9\ngUeA8UH//oT9Frf5mhovtnM27vM1NW6s52yc52sqxljN2TjP19RYsZ6zcZ+vqbFzmrNR20kOrQh6\nFYGcRlbVycCSKg8fBYxKvT8KOCbg8SG4+L9R1amp95cBn+LqaQbyM6xnfAjgZ1DV5al36+H+819C\nsH//1Y0PAf39i8j2wGHAsEpjBhZ/HsRqvkK852zc52tq3NjO2QTMV4jZnI3zfE2NH+s5G+f5CsHM\n2agtkkMpgl6FAi+LyPsi0j3gsQGaqurC1PsLgaYhXONiEflIRIYHdXtPRFrgXlG/Qwg/Q6Xx3049\nlPPPICK1RGRqKsZXVXUGAcZew/iBxJ5yG3AlsKbSY/n4/QlKEuYrxHDOxnG+psaN85yN+3yFZMzZ\n2M1XiOecjfl8hQDmbNQWyfk4Rbi/qrYBDgUuEpEDwrqQuv38oH+mfwEtgb2ABcAtuQ4oIg2BsUAP\nVV1a+XNB/Ayp8cekxl9GQD+Dqq5R1b2A7YEDReTgIGOvZvzioGIXkSOARao6hRpeNYf0+xOkRM1X\niMecjet8TcUXyzmbkPkKCZuzcZivEN85G9f5CsHN2agtkr8Cmlf6uDnulW5gVHVB6s9vgadxt5+C\ntFBEtgEQkW2BRUEOrqqLNAV3CyGn+EWkLm7yjlbVcamHA/sZKo3/cMX4Qf8Mqvoj8BzQLsjYqxl/\n7wBj3w84SkTmAI8Bh4jI6DDiD1ES5ivEaM4mYb6mxozbnE3CfIVkzNnYzFdIxpyN4XyFgOZs1BbJ\n7wM7iUgLEakH/B0YH9TgIrKxiDRKvb8J8Bdg2vq/K2PjgdNT758OjFvP12Ys9Y9aoSs5xC8iAgwH\nPlHV2yt9KpCfoabxg/gZRGSritswIrIR0BmYEmDs1Y5fMblyiR1AVfuoanNVbQmcALyiqqcGFX+e\nJGG+QkzmbJzna2qc2M7ZhMxXSMacjcV8TY0V2zkb5/kKAc5ZDegEYVBvuFs0n+FO4F4d8Ngtcad5\npwLTcx0f9+rka2AlLs/rTGAL4GVgFvASsFmA458FPAR8DHyU+sdtmsP4f8bl6kzF/fJPAboE9TPU\nMP6hQfwMwB7Ah6mxPwauTD0eVOw1jR/Y33+lax3E2pO3gf3+5OMtTvM1NWZs52yc52tq/ETM2TjP\n1/EGczgAAAB1SURBVFTMsZmzcZ6vqfFjO2eTMl9TY2Y9Z62ZiDHGGGOMMVVELd3CGGOMMcYY72yR\nbIwxxhhjTBW2SDbGGGOMMaYKWyQbY4wxxhhThS2SjTHGGGOMqcIWycYYY4wxxlRhi2RjjDHGGGOq\nsEWyMcYYY4wxVfw/2+j2y0AJ8NwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy\n", "import matplotlib.pyplot\n", "\n", "data = numpy.loadtxt(fname='data/inflammation-01.csv', delimiter=',')\n", "\n", "fig = matplotlib.pyplot.figure(figsize=(10.0, 3.0))\n", "\n", "axes1 = fig.add_subplot(1, 3, 1)\n", "axes2 = fig.add_subplot(1, 3, 2)\n", "axes3 = fig.add_subplot(1, 3, 3)\n", "\n", "axes1.set_ylabel('average')\n", "axes1.plot(data.mean(axis=0))\n", "\n", "axes2.set_ylabel('max')\n", "axes2.plot(data.max(axis=0))\n", "\n", "axes3.set_ylabel('min')\n", "axes3.plot(data.min(axis=0))\n", "\n", "fig.tight_layout()\n", "\n", "matplotlib.pyplot.show(fig)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }