{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "rcParams['figure.figsize']=(10,8)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "points = 500\n", "t=arange(0, points)\n", "noise = random.randn(points)*300\n", "fit = 4000*sin(t/40.)**2*exp(-t/200.)\n", "raw = fit + noise" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(t, fit, label='Fit')\n", "plot(t, raw,'o', label='Raw data')\n", "legend()\n", "ylabel('Raw fluorescence')\n", "xlabel('Time')\n", "savefig('img0.png',dpi=150, bbox_inches=\"tight\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": 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ZbkywMBgC3KhW+mp/nkNwB96thCEiIiL+ox68IHIoMlwGWIEo2PrDVpa/auH8\n80OvB8xSaCFv+anh2JqGXc47lcEnWz8hfXq6hmxFRESCQAFeEOVk5WBdaMUaZ7UFd+Ns2/ezn38X\nzOb2MQChExi5mjPYtbir405lgBUOXn2QtawFNGQrIiISaBqiDSLzBDO5d+fS+4ve9uCu0ZGJVj6x\nhtYwp6s5gzWpNRhWNgnymgSq9k0ashUREQkoBXhBZp5gZljKMJe3depaG+DWtMzlnMEkiKs/m8Fr\nTYzdMZa4ujiX962tD63nIiIiEskU4IUAh7l4TZwWHRPglrTMXTv7xyeSllBA0XNFXDTkIpf7xESF\n1nMRERGJZArwQkBOVg7GYqPDtm4WI9mZ2UFqkWuu2mncZOTO67IpLm55n1B7LiIiIpHM0NDQMRaa\nMhgMhPJTtRRayH8pn9r6Wip3xDDizGz+9ULoJSU0bWdMVAzZmdmMH2OmZ084cAC6dnW9jxIsRERE\nvNfeuEUBXgiaMgUmT4asrGC3xHsjRsAzz0BaWrBbIiIiEv7aG7doiDYEffEFDB0a7Fa0Tmqqbe1c\nERERCT4FeCGmrg62b4dzzgl2S1onNRX7PDwREREJLgV4Iearr2DAAIgJs6TTESMU4ImIiIQKBXgh\nxFJo4eb7TOzvkY5phglLoSXYTfLaiBHw+edw4kSwWyIiIiJaqixE2JcBG21bKWIN4bXEV2ws9O0L\nVisMHhzs1oiIiHRs6sELEa6WAQu3Jb6GD7f14omIiEhwKcALES6XASO8lvhSgCciIhIaFOCFCHfL\ngIXTEl8K8EREREKDArwQkZOVQ+LH4b3ElwI8ERGR0KCVLELI/3vQwov/zeec4eG5xNexY7Zki/37\noVu3YLdGREQkfGmpMi+FQ4D3m99A9+7wu98FuyVtl3SOhf7D8ujS4yhdDF3IycoJqyBVREQkFLQ3\nblGZlBDyxRdw++3BbkXbWQot7O81m/LzTmUDh1OpFxERkUihOXghZOvW8FuDtqm85XkcmRjepV5E\nREQigQK8EPH997BnD5x9drBb0naRUOpFREQkEijACxFffQXJydCpU7Bb0naRUOpFREQkEijACxFf\nfgnnnuv6NkuhBdMME+nTQ3uN2pysHIybwrvUi4iISCRQkkWIcBfg2deoTQ39xIXG9txyTz5nDaql\nf+8YsmeFV6kXERGRSKAyKSFiyhS47jrIzHTcbpphYk3SGqf9TeUmCpYUBKh1rfPLX9qC1ZycYLdE\nREQkPLWZ3kL4AAAgAElEQVQ3btEQbYhw14MXjokLWtFCREQkuBTghYATJ6C0FAYPdr4tHBMXFOCJ\niIgElwK8EFBeDn37wmmnOd+Wk5WDsTi8EheGDbMVba6vD3ZLREREOqagBXg7d+7kiiuuYOjQoQwb\nNoy8vDwADhw4wIQJExg8eDBXXXUVhw4dst9n/vz5JCcnc+6557Jmzal5aRs3bmT48OEkJycze/bs\ngD+X9mopg9Y8wUzu3bmYyk2M3TEWU7mJ3Fm5IZ240LMnxMVBWVmwWyIiItIxBS3JoqqqiqqqKkaM\nGMGRI0cYOXIkK1eu5Nlnn6VPnz78+te/5rHHHuPgwYMsWLCAkpISsrKy+PTTT6msrGT8+PGUlpZi\nMBhIS0vjqaeeIi0tjYyMDHJycpg4caLjEw3hJIu//tXWi5ebG+yW+I7ZDHfeCddeG+yWiIiIhJ+w\nTbKIj49nxIgRAHTv3p0hQ4ZQWVnJ6tWrmTZtGgDTpk1j5cqVAKxatYrMzEyio6NJSkpi0KBBbNiw\ngd27d3P48GHS0tIAmDp1qv0+4aKlHrxwNXSobZhWREREAi8k5uCVlZVRXFzMqFGj2LNnD/369QOg\nX79+7NmzB4Bdu3aRmJhov09iYiKVlZVO2xMSEqisrAzsE2inL7+EIUOC3QrfGjoUSkqC3QrxF2+K\nb4dLgW4RkUgU9ELHR44c4YYbbiA3N5cePXo43GYwGDAYDD57rHnz5tl/Tk9PJz093WfHbo9t2yKv\nBy8lBf72t2C3QvzBm+Lb4VSgW0QkFBQVFVFUVOSz4wU1wDt27Bg33HADt956K5MnTwZsvXZVVVXE\nx8eze/du+vbtC9h65nbu3Gm/b0VFBYmJiSQkJFBRUeGwPSEhweXjNQ3wQsW+fXDsGJzstAwLlkIL\necvzONpwlC6GLuRk5TidtIcMgf/9z1YCJpzX1w1X3rxHbd1v6xdb2X/1fofbralW8l/Kt983b3me\nQ3Dnah8RETmlecfTQw891K7jBS3Aa2ho4PbbbyclJYV77rnHvn3SpEksXbqU+++/n6VLl9oDv0mT\nJpGVlcWcOXOorKyktLSUtLQ0DAYDsbGxbNiwgbS0NJYtW0ZOGC2h8L//2XrvfNhR6Vfe9sx0724r\n/bJjBwwaFPBmdmjevkdO+5XBB/d9gPEsIz/u/WN7sOdqP1eaFt8OxwLdIiKRJGgB3ocffsgLL7zA\neeedR2pqKmArg/Kb3/yGKVOmsHjxYpKSknjllVcASElJYcqUKaSkpNC5c2cWLVpkH75dtGgR06dP\np6amhoyMDKcM2lAWbgkW3vbMWAotHDk9j8n3HCXhDNc9Q972HknrePseOexXBlih5roatp78rzEo\ndDqem/qGTYtvh2OBbhGRSBK0AO+yyy6j3k0l3Lffftvl9gcffJAHH3zQafvIkSP5PMyWTmgMbkq+\nPkrXTl2wFIZHcONNz0xjj8/+663sB75Ac7QCydN71PjZ27BtAySdvNEKjHPcvzEodDqeEXjHcX/j\nJiPZs04V387JysG60Orw/jbfR0RE/CfoSRYdkUNwk2TbNjtMghtvema86UHSHC3/aek9cvjsNX35\n3eTT19bXOh8vyfZPb0tvhqUMIyYqhuxZ2Q7vW+PP+S/lU1tf63IfERHxHwV4QRDOwY03PTPe9PJp\njpb/tPQeOXz2mvbEtTDsmp2Z7Xy8A0ZyH215RRXzBHPIf55FRCKVArwgCOfgxpueGW96+TRHy39a\neo+eePGJUzsmnfz3Xeh2sBsNBQ3UTKyx39wYFKo3TkQk/CjAC4JwD2489cx408unOVr+5e49cjnc\nmgSXl19Odma22yBOvXEiIuFFAV4QRHpw07TH55PNtSQlxPBIjuZohYKWPnsK4kREIoehoT0r2YaR\n9i7a62uWQgu/ejSfmhO1DE22zXOKxJPrvffa6uHdf3+wWyKNLIUWx8A6Qj97IiLhrL1xiwK8IJox\nAy65BH7+82C3xH+WLIGiInj+ecftqoEnIiLiXnvjFg3RBlFpKUybFuxW+FdKCixa5LhNNfBERET8\nSz14QdSvHxQXw49/HOyW+E91NfTvD4cPQ9TJWmumGSbWJK1x2tdUbqJgSUGAWyitoZ5XEZHAUA9e\nmKquhu+/twU/kSw2Fnr1gvJyGDjQti2cy8R0ZOp5FREJH27q14u/lZbCoEFwcjndiJaSAiUlp34P\n9zIxHVVLBbpFRCS0KMALkq++guTkYLeifSyFFkwzTKRPT8c0w4Sl0OJyv6FD4YsvTv2ek5WDsdjo\nsI9xk5HszMgoExMI3r72vqSeVxGR8KEh2iApLXUf4IXDPKfWDNelpMC6dad+Vw289gnWUKl6XkVE\nwocCvCApLYVx45y3h8s8p9aspzt0KDz9tOP9VVS37YK1lnGkF+gWEYkkCvCCpLQU7rrLeXuwTt6t\n1ZrhuiFDYNs2qK8/lUkrbResodKWel7DoddZRKQjUYAXJO7m4IXLPKfWDNf17Gn7/5tvICnJzw3r\nAII5VOqq5zVcep1FRDoS9acEwf79cOIEnHGG823hMs+ptYkSzTNppe1CLUlF2bUiIqFHPXhBUFoK\ngwe7LpESLvOcWpsokZJiy6TNyAhkKyNTqCWphEuvs4hIR6IALwhayqANtZN3S1qTKDF0KHz0UeuO\nr3ld7oVSkkq49DqLiHQkCvCCoKUAD0Lr5O0rKSnwj394v7/mdYWPcOl1FhHpSLQWbRD87Gdw9dUQ\n16/j9FAdOAADBtiWaPNm9Q6tVxteLIUWx17nzNDsdRYRCRdaizYMlZbCt99ZmPfvjtND1asXdO8O\nFRVw5pme99e8Lv9qOvxdvbcaOkFsr9g2X2hEYq+ziEg4U4AXYA0NtgDvjfXhUe/Olxrr4XkT4Gle\nl/84DH+XAYeBJkW3I/lCQ0Sko1CZlAD79lv40Y+gvlPH66FqTamUUCsFEkkcyppYcQjuoH0lToKx\nRq6IiDhTD16ANRY47og9VCkpsHmzd/uGUzZxuHEY/nZzideWCw0lxoiIhA4FeAHWmEH70w6YeThk\nCLz0kvf7a16XfzhcXNS73qctFxrhssyeiEhHoAAvwBqLHHeUHqqmk/k51oXikhwaGsxeZdKK7zRP\nqoivjKfq0iowAu/gMEzb1gsNJcaIiIQOrwK8H374gZ07d3LOOef4uz0Rr7QUbrrJ9nOk91C5GrKL\n+tzKi/+GW26K3Ocdapzeh4EQ/248F2y6gB5xPajuUY1hk4EecT3adaHREacdiIiEKo8B3urVq7nv\nvvs4evQoZWVlFBcX84c//IHVq1cHon0Rx1OR43DWfOWJvfv3Yh3pOGRXf4OVvBfzFeAFkKuh06or\nqzi//PxW1RT0tLKICh6LiIQOjwHevHnz2LBhA1dccQUAqampbN++3e8Ni0T19fD115EZ4LnqrYv5\nPAZGOu978HsN2QWSL4ZOvUmg6CjTDkREwoHHAC86OpqePXs6bIuKUnWVtti1C2JjoUePYLfE91z1\nEtV2cx1AHD2iIbtA8sXQqbcJFJE+7UBEJFx4jNSGDh3Kiy++yPHjxyktLSU7O5tLLrkkEG2LKJZC\nC9fdbeKHvpFZH8xlL5ERYgpibMV0VwH/Al4xsPdAacQ9/1Dmi5qCSqAQEQkvHnvw8vPzefTRR+nS\npQuZmZmYTCbmzp0biLZFDPvw1gVWuADWEHn1wVz2EiXBj7/6MRUbK6jrWXcyU7OB2rLtXH/v9QxO\nGsyPe/84otfgDQW+GDpVAoWISHgxNLRnJdsw0t5Fe9vDNMPEmqQ1ztvLTa2a5B7KXM3RMm4yEtsQ\nS/Gh4lNlOMpwXD2hDLoWd8V4llHBXghpnlBx8ZCLeeGjF5ze39xZuXq/RET8oL1xi8cevPHjx/Pv\nf//bPg/vwIEDZGZm8t///rfND9rROAxvlWELcKLgk+8/wVJoiYgTpLteoidefAKqm+zYLLjDCjXX\n1bD15H+R1rMZjlwmVHxk5ZZLbmH9l+uVQCEiEgY8Bnj79u1zSLLo1asXe/bs8WujIo19eKsMhwDn\nIAeZvXA2EBkBjasJ9nnL8xxXS2g667OFdVAj4fUIV+4SKtZ/uT5iepxFRCKdxySLTp06UV5ebv+9\nrKxMWbStlJOVg3GTEbbi04Xdw0FOVg7xhnjbagngPthrQhP3A8NSaME0w0T6dMfEHyVUiIiEP489\neI8++iiXX345Y8aMAeD999/nmWee8XvDIol5gpk1731KnvVhwHk8PZJPnOYJZv7JP5n7t7mUvVFG\nXW0dR984xvGr63y6Dqq0jru6dnv3QXlpFxjofJ/aar0vIiLhwqski71797J+/XoMBgOjR4+mT58+\ngWibTwUzyQLgwkkmNh5a49SDB5GVbOGNfz5vIfuhfIznVLD94HZqJtbYb9PE/cBwl/jT+VkTV4/K\n5rPq2VSMPhX89X7XiOHrXMaPMbNwIfTqFcjWioh0PH5PsgCoq6ujV69eHD9+nJKSEgB7j55457ua\noy4Xdo8piCH74Y61lNOMm83k3GXm483w/nqLVj4IAnfDsCNH1/L6y2Yshc0SZn6XzZWXmfnNb+DC\nC8FigSFDAtxoERHxmscA7/7772fFihWkpKTQqVMn+3YFeK1T930XSDr5y7uAAWiAIb2GdLiAplMn\nOOcc+PJLrXwQLO7q2vXsZhuGdfe+5ObCBRfAlVdCYSEMG+bXZoqISBt5zJZ4/fXX+d///sebb77J\nf/7zH/v/vnDbbbfRr18/hg8fbt82b948EhMTSU1NJTU1lbfeest+2/z580lOTubcc89lzZpTw0sb\nN25k+PDhJCcnM3v2bJ+0zdf6GnKIX2e0BXlXAleAsaeRR+55JMgtC44hQ2DbtlO/u5vwL/5hT/xp\nwtvVLaZNgyefBJMJvvnm1Ha9hyIiocNjD57RaKSuro4uXVxf8bfHjBkzyM7OZurUqfZtBoOBOXPm\nMGfOHId9S0pKWLFiBSUlJVRWVjJ+/HhKS0sxGAzMnDmTxYsXk5aWRkZGBgUFBUycONHn7fVG8wKx\njYV7D31r5vcPwKp1HWc40t1rAZCSAidH+71ayF58yzzBzMpVsPflfM6/qJZunVv3efzZz6CyEsZe\nZWHQqDx27610mk+p91BEJHg8Bnhdu3ZlxIgRjBs3zh7kGQwG8vLy2v3gl19+OWVlZU7bXU0qXLVq\nFZmZmURHR5OUlMSgQYPYsGEDAwYM4PDhw6SlpQEwdepUVq5cGZQAz12gcvw4fPONmdtuNjPzto5x\nsvMUtKWkwHPP2bZ7u5C9+M769bD6X2Y2rzcz0EXGrDfOGW5hb8/ZlJ1thR1Asz85vYciIsHjMcCb\nNGkSkyZNwmAwALbgq/Fnf8nPz+f555/nwgsv5C9/+Qs9e/Zk165djB492r5PYmIilZWVREdHk5iY\naN+ekJBAZWWlX9vnjrtA5c9L80lIMOOHTtCQ5SloazpEq7pr/uOqFzX9EjOZmfDMM7Q5uAPIfymP\n739y8j1WTUMRkZDiMcCbPn06P/zwA9988w3nnnuu3xs0c+ZMfv/73wMwd+5c7r33XhYvXuyTY8+b\nN8/+c3p6Ounp6T45biN3gcqh72tJTvbpQ4U8T0HboEGwcyfU1ED1gWqXdddUD6993PWipi6Fiy82\nc+217Tu+w3usmoYiIu1SVFREUVGRz47nMcBbvXo19913H0ePHqWsrIzi4mL+8Ic/sHr1ap81oqm+\nffvaf77jjju45pprAFvP3M6dO+23VVRUkJiYSEJCAhUVFQ7bExISXB67aYDnD+4yE4//EENyBysp\n4e61aDzhR0eD0Wiribf7u91O5WPi18WT/euOVT7G19z1on7zbD7lH7d/2NThPXZRAsi4yUj2LL2H\nIiLeaN7x9NBDD7XreB6zaOfNm8eGDRuIi4sDIDU1le3bt7frQVuye/du+8+vv/66PcN20qRJvPzy\ny9TV1bFjxw5KS0tJS0sjPj6e2NhYNmzYQENDA8uWLWPy5Ml+a19LcrJyMBY7ZyaefXp2h+vBc/da\nNM3SHDIE/rEyj6orq2wBwrvAe7Z/+/+ov+ZutZO7XtSzBtXSv3/7j+/wHicBRujyWleGbRyGqdyk\ngtUiIkHksQcvOjqanj17Omzz1Vq0mZmZrF27ln379nHmmWfy0EMPUVRUxObNmzEYDAwcOJCnn34a\ngJSUFKZMmUJKSgqdO3dm0aJF9rmAixYtYvr06dTU1JCRkRG0DNrGk1nzwr25T5gZPDgoTQoad69F\n0xN+Sgp8uvZkEJLEqTqBQOyO2IC1NVK560U1nun9sGlLmdDN3+NvK2Lo/KNstqwy4+dpuiIi4oHH\npcpuu+02xo0bx4IFC3jttdfIy8vj2LFj/P3vfw9UG30imEuVDRxoKwo7aFBQHj5kvfwyzH7cxLfX\nOi+Z1dGWb/OlxqCsco9z6ZJ+7xtZ/BvvetZczeEzFhvJvdv1/Y8ftxVBfugh+FF394GhiIh41t64\nxWOA9/333/Poo4/aCwubTCbmzp1LTEx4TZ4OVoB39CicfjocOQKdvVoYruPYsgWuvt5Cl+HNggit\nR9tmTkFZGXTd3JUzeho5sCuB5XnZXGPy7nW9YNIFFI8sdtreUvD95pvwy3ssdB4yG+sF3gWGIiLi\nzO8BXqQIVoBXUgKTJ8NXXwX8oUNeTQ3ExcGK1y38f/9qMpSbGdkFoP3JNMPEmiTnHtEeL5lYOr+A\n667z7jiWQgs3PnAjtdc4lzkZu2MsRc8VubxfQwP0HGqi+qfqlRURaY/2xi0e+5TGjx/Pv//9b/s8\nvAMHDpCZmcl///vfNj9oR1JaSodLsPBW165w5pkwOMlMwRIFdL7gLrGivnMtrck9ylueR2031zXs\nWip9YjDAWcajbHVxm2riiYgEjsdsiX379jkkWfTq1Ys9e/b4tVGRpLSUDpdg0RpNlyyT9nObWHFW\nTKsSH442HD1V+qSJmIIYj+vVRhuqXW5XTTwRkcDxGOB16tSJ8vJy++9lZWU+y6LtCNSD17KmK1pI\n+7kqT9PpNSMPZ7euHl0XQxd76ZOm5WuG9BrS4vC5pbBJXcMm4tfFM/rc0ZhmmBiWMYw+F/Vh+KTh\nmGaYsBRaWtU2ERHxzOMQ7aOPPsrll1/O2LFjaWho4P333+eZZ54JRNsiQmkp3HhjsFsRulJSoEDT\nsnymeemS0i9imDAqm2t/0roh8JysHKwLrbZkjSTbNuMmI4/MeqTF++UtP1nXsAxbYGgAGqDb8W68\n8NELWOOscAS4Gvazn61sdVijWEREfMOrJIu9e/eyfv16DAYDo0ePpk+fPoFom08FK8kiMRHWrYOk\npFPbWqot1tF89hnccQds3hzslkSeqipbD6nVCr16tf7+lkKLYx1DL5Jf0qens3bgWqftcW/EcfDq\ng06rXTRSAoaIiCO/J1l8+OGHnH/++VxzzTUsW7aMP/3pT8yePZsBAwa0+UE7ih9+gP374f++tPCL\nh2wBXfXeanYf203VpVX2/TpyD8a559oyjE+cgE6dgt2ayPL3v8NPf9q24A5sn8fWfibdzQGk8b11\nM7tDCRgdhy5wRQLDY4B31113sWXLFrZs2cJf//pX7rjjDqZOncratc5X6eLo66/hjAQLc/7epC7Z\ndpx6MKypVvJfyu+QX3Ldu8MZZ0BZmW1tWvGNEydg8WKw+GB6W2tOyA5DuyfFrjGS1DeWgxyEeteP\noQSMjsFV8eyOfIEr4k8eA7zOnTsTFRXFypUrufvuu7njjjtYvHhxINoW1iyFFn77ZB67oz/leOrB\nUzeoB8NJYyatAjzfWbMG+veH885r33Fae0JuPgfQcCyGT7Zl85tn4cFnZ2M1Wp2GaY2bjGTPal0S\niISnvOV5Dp8l6NgXuCL+5DHA69GjB3/605944YUX+OCDDzhx4gTHjh0LRNvClv2kOMoKPzS7UT0Y\nThozaa+5JtgtiRz//KdtbmNrNe+t27t/L9aRzU7IcVam/XYaw14c5rJHr/nQ7g03wIHdkHu3LfCr\n6F5BlaWK/vH9SeiT4LRGsUQud3UaO/IFroi/eAzwVqxYwUsvvcSSJUuIj4/nm2++4b777gtE28KW\nw1Vq84CusbZYB+3BcDXcl5JiZt26YLcscuzZA++8A88+27r7ueqti/k8BkY22akMsMJ+837WYpum\n4WmI7Re/gPvvh02bWj+nTyKLuzmaHfkCV8RfPAZ4/fv35/rrr+frr78GoE+fPkxuTUn8DsjhKrV5\nQJcE8dZ4frzpx/SI62HLTuwgPRjuhvt+cSWUlET+8w+U55+H66+H2NjW3c/V8JnTahZWWj2HdPx4\n+O47W8b0RRe1rk0S/ppe1FXvrSa+Mt4hyawjXeCKBJLHAO+ZZ57hH//4BwcOHMBqtVJRUcHMmTN5\n5513PN21w3K4Sk06+e+7EHc0jrSUNLLndoyArjl3828KPstn2zYzDQ20arUFcdbQAEuW2IZoXWkp\nYcLl8JnRtnpF7cSTgV4b5pBGRcHPfw5PP60Ar6NxuqgbCPHvxnPBpgs63AWuSKB5DPAWLlzIJ598\nwujRowEYPHgw3377rd8bFs5ysnIozbeyo3HuUhIYDxjJnZXbob/I3M2/ORFVS/fuUFFhW5tW2q64\nGI4ehUsucb7NU8KEy+GzJBjy7RD6lveltr6WrT9sZT/7nXZraYjNUmjhv1vzWLfhKDtu7cKcqSqL\n0VG4uqirurKK88vPV91DET/zGOB16dKFLl1OffEfP34cg7pZWmSeYKa0FObm5jPy4lpdpZ7U0vyb\nxkxaBXjt8+KLkJXluifUUwajqxInxk1GHrnnEftn11WQ2NIQm8P+g22LW5SrLEaHoaQKkeDxGOCN\nHTuWRx99lB9++IHCwkIWLVrENUp39Ci+l5mJ55n513PBbknocBdAZM/K5q1VtkxakymIDQxR3tah\nO3ECXnrJlmDhiqeTbfMSJ64uTLzZpymVxejYlFQhEjweA7zHHnuMf/7znwwfPpynn36ajIwM7mhL\n/YUOprQUkpOD3YrQ0lJwUF6q5cpcaU0durVrIT7eVnbGFW9Ott6sXtGaFS48BZVa1SCytXRRJyL+\n1WKAd/z4cYYNG8aXX37JnXfeGag2RYTSUrjiimC3IvS4Cw5SUmD5ctf3iZQgoC3PozU9YI3Ds+4E\n42TbUlCpVQ0iX2t7fEXEd1oM8Dp37sw555xDeXm51p5tpdJSUEzsvSFDYPM2C6YZjgEQEBFBQFuD\nGW/nMB09Cq+/Dg895PiYzQPK3LtzA3qydRVURq80MuuxbA3fdhBtWdNYRNrP4xDtgQMHGDp0KGlp\naZx22mkAGAwGVq9e7ffGhbOvvoLBg4PdivDx6RYLNQmzWZPkGADF1seeWkmhDLCCNcq2ksJSlobN\niaOtwYy3c5jefhuGDoXERNvv7gLK3LtzA5q96KoHZ8vBbPrFmTna8ITL+2gCvohI+3kM8B555BEA\ne+ZsQ0ODsmg9OHAAjh+HM84IdkvCR/5LedTf4BwAxb0VZ/uljFNFdstgv3U/Nz5wI0Pyh/BI9iMh\nH+i1NZvQ22HVV1+1LQnWKJR6x5r34Dz0ECxbpgn4IiL+5DHAS09Pp6qqik8//RSDwUBaWhp9+/YN\nRNvCVmOCheJg77kLgDhx8t8mwV3jz7XUUkwxsxfOBkJ7yLatwYw3c5iOH4fVq+EPfzh1v1AuT3HL\nLXDxxfCPpTlYn279nMBImZMZTvSai4QfjwHeK6+8wn333cfYsWMBmDVrFk888QQ33XST3xsXrv61\nykJlQx7p0/Vl6C13AVBS3yR6FffCGnUyCGjDUlmhoD0JDp7mMK1dCwMHQtNpsqHcO2Y02qYvRB03\nk3u3Y/A6+tLR5C3P44kXn3D5t6PEjMBr6TUHFPiJhCiPAd4f//hHPv30U3uv3d69exk3bpwCPDcs\nhRaWfDCbg5OsNK62qBOQZzlZOXz+hJXdlzoX2QWY9ttpthUU2rBUVijwZzbha6/Z1p5tKtTLU9x8\ns61m3/Llp4JXb4K3UBp6jhSeeufcveZz/zaX6uhqBdsiIcpjgNfQ0MAZTSaT9e7dm4aGBr82Kpzl\nLc/j4HidgFrLPMHMo3vhrt/mc/FY5wBoKUttJ/96q8v7h0LPlCf+yCasr7dlzxYVOT8WhE55iuZB\nxK0ZObz5ppmaGuja1baPN8FbKA89hyNvgmp3r3nZt2UcvPqgwzZ914mEDo8B3sSJEzGZTGRlZdHQ\n0MCKFSv4yU9+Eoi2hSWdgNpueqaZ2XeZee2v0KuX422NJ4y5f5vLtoJt1E489XqGUs9UoK1fb3ut\nXGVsh0p5CpdBxItWBiRDQYGZ666zbfPmbyeUh559LRDz3rwJqt295nRyvVnfdSKhwWOA9/jjj/Pa\na6+xbt06DAYDv/jFL7iu8RtZnHSkE5CvGQy2enjbtsGllzre1niyiz0jliEMwbDJQI+4HkHvmQq2\n115zzJ4NRe6CiJTv83nllVMBnjd/O6E+9OwrgZpr6E1Q7e41j+0by0Ga9OCVAVb4v7r/wzTDpPl4\nIkHmMcAzGAzccMMN3BDqZ5EQcfPEHN7+k5X66yP7BOQvQ4ZASYljgOd0shsIxmIjD9/8cIc6gTTv\n0cnOzOHVV82sXBnslrXMXRBx+hm1vPUm9mFab4K3UBt69pdAzTX09oI09lgscW/E0dCpgbP7nc3D\nsx4GmhQhL8OeAHWQg6xhjebjiQSZxwCve/fu9rp3dXV1HDt2jO7du1NdXe33xoWjs/qZOTcKziyP\n7BOQv6Sk2HrwmtLEetc9OiV/tXK8Ac47L7RfA3dBRGxMDCNHwltv2ZJEvA3eQmXo2Z8CNdXDU1Bt\n/9ylnbr9u+LvAMf365Otn3icj6dSKyKB5THAO3LkiP3n+vp6Vq9ezfr16/3aqHBWWgqjLzCzeLG+\nuNoiJQXefddxm+Y1ug5yKy62knQ4H4MhtD9rLQURFdvhlVdOZQF3hODNG4Ga6uEpqPZ0cdX4f/r0\ndE47Y4sAACAASURBVNay1un4jX+jKm8jEngeA7ymoqKimDx5MvPmzWPBggX+alNY0xJl7ZOSYhui\nbUrzGlse5gx1LQURe/fC/ffDDz9At25BbmgICeRcw5aCam8vrjz9jaoXXiTwPAZ4r776qv3n+vp6\nNm7cSNfGugbi5Kuv4JJLgt2K8DVgAOzbB4cPQ48etm0dZWJ9S9ydQPvFhUeQ6y6IOOMMuPBC2zCt\npvmeEipzDb29uPL0N6peeJHA8xjg/ec//7HPwevcuTNJSUmsWrXK7w0LV0178DTnpPU6dYJzzoEv\nv4SLLrJtC5WTXTC5OoGe9paRnEfCP8idMsU2TKsAz1Gwh6sthRb2fruXmC9jPJYl8vQ3ql54kcAz\nNHSQqsUGg8HvBZqPH4fu3eHQIXjnA+c5J8ZiI7l353aowKQtbr4ZrroKpk0LdktCi6XQYj+BbtsS\nw60/yebPfwr/z9LevTBoEOzZAzE634cEhzlzZcB2iPk+hpSEFHsGbWsuXl3NwTNuMpI7S9+HIu60\nN25xG+BlZ7vvGTAYDOTl5bX5QYOhvS+UN71xViuMGwdlZWCaYWJN0hqn45jKTRQsKWhzOzqCP/4R\njhwBTfN0rbYW+vWzfd769Dm1PZx7jMeOhfvug6uvDnZLBFr+/srOzG7TxWvTC5TqvdXQCWJ7xYbd\nZ1UkUNobt7gdor3wwgtdbm9oaLAP2XYU3maANR2e1ZyTtktJgeeeC3YrQtfatTBsGGwoPhXQVe+t\nZvex3VRdWmXfL5yyFCdPhpUrPQd44RzEhpOWvr/amjDROOSsjFqRwHAb4L399tssW7aMv/3tb9xz\nzz2BbFPI8fYLrWmApzknbecqk1ZOeeMNGJTS7CS5HRjnuF84ZSleey3Mnw8nTtjmYbqiwCBwWvr+\ncneR6u3FqzJqQ48unCJTlLsbNm7cyK5du1iyZAkHDhxw+r8j8bY3rmmAl5OVg7HY6HC7cZOR7Mzw\nnxTvb0YjVFbaSmd0JJZCC6YZJtKnp2OaYcJSaHHa5401Fv75lomVG291PEm6+UsOlx7js8+G/v3h\n44/d79NSYCBt4+4z19L3V3svXjW6EVoaL5zWJK1h7cC1rElaw+yFs11+/0h4cduDd9dddzFu3Di2\nb9/OyJEjHW4zGAxs377d740LFd5+oX31FVxzje1nZX62TeOVZNTZRxl3axd+d1fHuJJ0mtRuhfcf\neJ8h+UN4JPsR+9DWL5+cTe2tVmrfa3LnMmCf6+OGU49x4zDtZZe5vl2BgW950yPq7vurPWWLnL5P\ny9AatkGkHtXI5TbAy8nJIScnh7vuuou///3vfnnw2267DYvFQt++ffn8888BOHDgAD/96U8pLy8n\nKSmJV155hZ49ewIwf/58lixZQqdOncjLy+Oqq64CbL2N06dPp7a2loyMDHJzc33aTm/rsDUvchzs\nMgfhxuGEkwTrgdkdZAjO/iVbhn1Nz1pqKaaY2Qtn2/fZOfrkZ7D+5B0b978IeAeHYdpwqxV43XW2\nUilPPAGupvlq2oNvebtKRXPtvXh1+D4tQ2vYBpkunCKX2yHaRv4K7gBmzJhBQYFjRumCBQuYMGEC\nX331FePGjbOvmFFSUsKKFSsoKSmhoKCAX/7yl/bskpkzZ7J48WJKS0spLS11OmZ7mSeYyb07F1O5\nibE7xmIqNzml99fU2Mo8DBjg04fuUDryEJz9S/bkya6pxtfA4YvYiC2ga9w/6eS2d4H3oLeld9iV\noDj/fNscvK1bXd+uaQ++1Z4Tu3mCmYIlBRQ9V0TBkoJWfc6afp/GbY1z+3mXwNCFU+Rq1VJlvnb5\n5ZdTVlbmsG316tWsXWtb03DatGmkp6ezYMECVq1aRWZmJtHR0SQlJTFo0CA2bNjAgAEDOHz4MGlp\naQBMnTqVlStXMnHiRJ+21VNv3Ndf2+YRuZsgLp515CtJ+5dsC3PpOtU3+SJOOvlvMY7bTm4ftmNY\n2AR3TSd4N/y4C489mcMLS3zfcySOgnli93YNW/E/rRQUuYIa4LmyZ88e+vXrB0C/fv3Ys2cPALt2\n7WL06NH2/RITE6msrCQ6OprExET79oSEBCorKwPbaLQGrS905CtJ+5dsvdXl7TFRMYxKzuajlVZq\nrz65TxJ0Le5KDTUu9w8HTvPABsK/VlvJLHQ9RKdpD74TyBO7uyzNlv7mldkZGLpwilweA7x//vOf\njB07luTk5EC0x4HBYPBpzb158+bZf05PTyc9Pd1nx1aA136uTjhJnxrJnh35V5KNX6Zz/zaXbQXb\nXC4N9d//mPlpKlSVn/oiHp01mhc+eiFsr74dhuXLACvU9bByy2+mMbt4Fh9v+1gneD8J1Im9pWQO\nd0Hm6EtHqyROAOnCKTQUFRVRVFTks+N5DPC++eYbfvGLX7Bjxw4uvPBCxowZw+WXX86IESN81oim\n+vXrR1VVFfHx8ezevZu+ffsCtp65nTt32verqKggMTGRhIQEKioqHLYnJCS4PHbTAM/XvvoKLr3U\nb4fvEJqfcLZ8GsMvbu84V5JNC8G6Ounemw3Ll5u54ALH1+OiwoucVgh44sUnyFueF/JBkX1YvgyH\n+YeHyvbz6KuPcjzjuH1fneB9LxAn9pbm1jau6tP8867MTumImnc8PfTQQ+06nscki4cffph3332X\nkpISLrvsMh5//HGnsim+NGnSJJYuXQrA0qVLmTx5sn37yy+/TF1dHTt27KC0tJS0tDTi4+OJjY1l\nw4YNNDQ0sGzZMvt9Aqm0VD14vtA4efu+m++je/cGFr/1hNuacO54U08ulLmawF5eDvv3g6vrqqav\nWXV0NcUji8OmnpV9iK55cokVh+AONPk+XHmaW+vq896R5+OK+IrHHrxHHnmEjz76iCNHjjBixAj+\n8pe/cJm7QlWtlJmZydq1a9m3bx9nnnkmDz/8ML/5zW+YMmUKixcvtpdJAUhJSWHKlCmkpKTQuXNn\nFi1aZB++XbRoEdOnT6empoaMjAyfJ1h4Q0O0vtM4pFORYbuC/xrve28idbWDwkKYMAGiWrgkC8de\nD/sQXVSzuYdhXrhZTmnL3NqOPB9XxFc8BnivvfYa0dHRmM1mxowZwyWXXEKXLq7/+FrrpZdecrn9\n7bffdrn9wQcf5MEHH3TaPnLkSHsdvWA4ePDUAvDSfu0JVMIxyPHGmjXwk5+0vE849no0vifTfjuN\n/ew/dUO96/11gg8/bUnmUGanSPt5DPCKi4uprq7mww8/pLCwkDvvvJN+/fqxbt26QLQvLJSWQnKy\n6+Ks0nrtCVTCMcjx5MQJeOcd+OtfW94vXHs9zBPMLGWpY8+rEVjdGSadGqYNdIan+EZbkjmU2SnS\nfh4DvM8//5wPPviA999/n88++4zExETGjBnz/7N37nFRlPsf/yyIgBcSSQVBW10tNbylInaTSlx1\n1fJ0O5ClZKebAqc62qkO55h2Me3Gkp1TJ01PSddfprVFUIZZpphShpeyRUgJvOAFL4AK+/vjYZed\n3Zndmd3Z2dnd79uXL2B2ZvaZmWee5/N8n+/z/SpRtoCBpmflxRuhEqgixxU7dgDx8YBdNCBeAtnq\n4dihh7VE4bvKVIzfvwXn4J8VniQm5MOTxRy0spPwBhq4ARqLNR2EAFOnTsU111yDa665BqNHj0bH\njh2VKpusaDQauLlUjzCVmJCzyIgL4c0Y1C80K5Hc8HW6uh06UZkZvDlWDfA1Sj+WGXD0KPDSS+KO\n51g9Mnxv9fBVQ3rNNcBjjwFTpshQSAH0WXoUa4udt1frbSs8CYIILHj7gXId8ucGRj9gxVvd4taC\n9+mnn3p88mDHWokqJ7BK9Dto9C8H9tacin1N6NQhCi89Lk6oBPLUjpA1Kep3YNnT4sqvtNXDVxYw\nU4kJhzsYMeepZgz7wHcDp2Cc0ueDrBlEKBGsvthScSvwfv31Vzz++OPYtWsXmppYo6fRaFBZWenz\nwqkdqkS+wypUVq1iK0gN6dKPVTN8Ha5QfQrbUYBrr1Xn9fjiHVi4dCGWrl2KxkksQ0cdfDdwCsYp\nfUcc7ydAA1EiuAmVgZs73Aq8rKwsPPnkk3j44YdRVFSEN998Ey0tLUqUTfVwKlEVWCyvMKDsTBlM\nJSZqPGVg6FBxU5NqxlHMjRs8zin7hHm5GdGt0e05Zu3oGteEzp2VK68U5G5ITSUmLC1cisYZ3PRr\nvho4BbLfohiUvp8EoQZCYeAmBrcCr7GxERMmTIDFYsEll1yChQsX4oorrsDixYuVKJ+qsVWiMgCH\nAExjfx7HceQuzwVAI2RvGTyYLWI5fx6IiPB3aaTDN4W5qXATb4cbZ4rjPUevbt41Sr6cnpO7ITUW\nGtHYzTm3LuCb0XcgT+mLQYn7SdO/hNoI9oGbWNwKvKioKLS0tGDAgAF45ZVX0Lt3b5w5c0aJsqme\nnMwcbPvHThw/Uwfcyv2MRsjy0KkT0KcPE3mXX+7v0kiHbwpTqMONvzge3cq7cfaP+FiHB+/1vFHy\n9SpRTxtSIVHQbGlWPAZeIEzpe4qv7yetQibUSLAP3MTiVuC9/PLLOHv2LIxGI/Ly8tDQ0GBLJRbq\nGNIN6JSXgOMX1/F+Hmrz/b5i6FBg587AFHi8U5gCHW5SfBKyM7JtjZLlXBTKD2Yj+z6Dx1YSX/uJ\netKQuhIFkZpIFgPvK3BSl0V9Ho3sxaE1+pYDofsZXRSN1Bmp0GfpvbK8kR8y4Q5/WXiDeeAmFrcC\nLyUlBQDQtWtXrFq1ChaLBe+//z5SU1N9XrhAoDUshqLu+5gRI4CffgIyMvxdEunwTmHqWAdr7/Ru\ntXrZN0pvvAEkAvj8K8+tJEo4G0ttSF2JAptFUGcGNgDQAOGHo3HtoAUh31h7At/9jD4ZjZtSbuL1\nAwWkWd7ImZ1wBVl4/YugwDt9+jRee+01mM1mJCcn4/7778e6devwxBNPYMCAAbj99tuVLKdqaWyI\nBMaAjZB1sC20CDschtTZJILlYMQIYPlyf5fCM3inMI/pMHPGTGzZu8Wl1au4mMWA88ZKokZnY1ei\ngGMR7MfuzZgbsvHtBuoMPIHvfmZnZLusUwBEW1xs9asKtrYPrUBD1wbfXBARUJCF178ICry77roL\nMTExGDduHIqLi7Fq1SpERUWhsLAQI0aMULKMqsZyOAeXHDGjuqsZ+Bm2hRataMXbm9/GmJIxVJG9\nxGrBC0Q89QWxpid76SVgVamDIKoCYAa2nNsCfZbeZQesRmdjd6LT0SJ49iwQvww4dgzo3l2RIgYV\nfBbWZWuW8e57sO6gKIuLxQJs3w50OJGD8Hd3oqVHHWcKuPz/aqEbYkJWpgGZmUD//jJeEBEwkIXX\nvwgKvN9++w07d+4EANxzzz1ISEhAdXU1oqOjFSuc2nn3IxNORxmR1BKFDtUdcOH2C5zPaaQiD0lJ\nwLlzQF0dS9kVaHjiC7J9O5CQACQmOgiiKjBLyQ3ASZxEMYpdTnmo0dlYqujs1Am47jrgs8+AmTOV\nKmVwIySy647Wod5Qz9nm2I6VlgLz5wNHjwJz5hhQeToBe6928EO+uQ7hG/Lw+qdGPLm6Gd27ROLJ\nnBzcnyV/vaNVvOpFjTMIoYSgwAsPD+f8npiYSOLODlOJCX97LRctc8zYBQD8CyNppCIDGg0wfDiz\n4gWiwPOE4mJg4kT2O0cQtYk7e9wNJNTmbOyJ6Jw+HVi/ngSeXAiJ7Oj4aNSj3mn/ptYmHD4MzJsH\nlJUBy5YBN98MhIUBX/4Wg72OB1QBB87tQdPkcgDAYQBzXzbjs8+A9/5ngFBXIlWskY+X/xDzrNQ4\ngxBKCAq8nTt3omvXrra/GxsbbX9rNBo0NIS2j4Wx0IiaK+18C2ihhU8ZMQL48UdAr/d3SZShuBh4\n/HH2u70g2nJuC07ipNP+gTaQkCo6p04FHnkEaG4GIvmNAoQEhES2sdCIClQ47d94MgqjRgF33AGs\nXg2OQOO10piBpkncOtn6JzPK1hdgzBgDCguBYcO4h3gi1sjHyz+IfVaerrIni6w8CAo8ylbhGiff\nAp5QBDRSkY8RI4DPP/d3KZTh1CmgvBy49tr2bVZBpM/SoxjFTscE+0CiVy8WJqe0NHREvq9xFNmm\nEhOOHD6CqL1RHHF2cakOv+zKxl8fMuH7X42Y/AC34+Wz0kSdjUITnAcdlyU34Z4JwIQJwIoVwLRp\n7Z95ItbIx8s/SHlWUgZzZJGVF7dhUgh+nEatWvYjzhSH5CHJqvB1CiZGjACefdbfpfANjiPWsboc\npKQY0KmT876+mvIIhFHz9OnAunUk8HyBrWNNMTM/zw1A1JkodO8wBOdrFmHZMuC5ta47XnsrzeHe\nh1GOcqfviQ6Pwp13AoMGATfdBFRXs2lfwDOxRj5evsNVm+ArYU0WWXkhgechOZk52DDfjAszuOEv\n8p/Op4roAwYNYp3BmTNQbV5WT+AbsW753IwZyQCgzKKJQBk133gjs/wsX878Mgn54HSsWva/CU04\nuaYH9n5vwJw8vcuOl88a6Fin7AciY8YA333H/Eybm9n0u1SxJmRxpJkT73HXJgg9q4YjDV4FzyaL\nrLyQwPOQG64xAL8BE6sK0GxRx+rEYKZjRybyKiqAsWP9XRr54BuxNkw049eKAvAJPED+RROBMmq+\n7DK2onbHDmDUKH+XJrgQ6liHjW5CUpL0jlfMQESrBTZsAMaPBzp0kGadFrI4DkkcgkXzFqmq3gYi\n7toEvmcV/1U8aqNqUa5tt9xKHSiSRVZeSOB5yK+/AgP7GvDFm9SQKIV1oUUwCTyhjjOik3Ij1kAZ\nNWs0zIq3bh0JPLkR6lhjoqJcfu6q4xUzEElKYiIvLQ1YuNCA/LnirNNCFsce1T1I3MmAuzaBd1q+\n22GUj+JOy0sdKCqx6lYpdxQ1uL2QwPOQvXuZRYlQDqvACyaEOs7ocOVGrIE0ar7xRuaztWiRv0sS\nXLjrWH3Z8V5yCbAgz4S/LDRi8LBmxHePxPw75rvsDANlUBKoiGkTHAV82uw03mOkPBNfx+1Uyh1F\nLW4vISXw3EX9l8KePcDgwTIUihDN8OHAO+/4uxTywtdx9tioQ/ZjyvkQBVKsqnHjgJoaoKqKTfER\n8mBIN+DUKeDuBQXQXtqEvvHcjtWXHa+pxIQX1ufi/GwzdgLYCfedYcOxBqCf83Y1DkoCEU/aBLkG\nir6M26mUO4pa3F5CSuAVa11H/ZfCnj2AgWYCFGX4cODnn1kaL7s43AGNfcfZ2NKEzaVReH6psr6c\nasx2IUR4OIuJ98knQLb69GfA0tICrHrdgAdvMuD559u3exJ4WOq0lK0zrIItn6251Yy8l/N4jzWV\nmFB7stYpLFX8t/HIXkCVQg48aRMCYaColOVXLRbmkBJ4gHwqeu9e4G9/k6lQhCCOHUan2ByYzQZc\neqm/SyYf1hFrWRkwZwdw1+1su5I+HGrLduGK6dPZSlp7gacGf5dA5oUXWM7fJUvY36YSE/JezsOe\nY3s4K1TtB8iO93zc4HF4e/Pbkqelmi3NnBR8VvYU7YGpxOR0rLHQiLrr62yLK6ABYAESuiQ4reSl\nOuE5UtuEQBgoKuWOoha3l5ATeID3KrqlhS2yIB8838Lnx9C5txkr3gaeW6SeRkMKrjqd4mIgPb19\nPzX4cKiRiROBWbOAEyeAbt1C717JLVx27ACefx7Yto2tZrXdz1NmYBJ3X+sAGYDTPd9UuAmNM7g5\nG82xZsx6YhaS1yQLljVSE8mbgq9pUhPvYNxmHdHCFn8UAGL2x9h+D7U6oRbUPlBUysqoFmtmSAo8\nb1X0778DcXFAly4yFYjghc+P4cwUMz4oKQhIgeeu07FPT6YWHw410rkzy/Lx+edARkZo3Su5hcvZ\nsyz92Msvs8UOgN39/Jr/mKbWJt573tjNISF3FQAzUG+ox0ZsFCxrTmYOvnnsG97MF0cbnLeJsY6E\nUp0gxKOUlVEt1syQE3hyqOhdu2iBhRII+TGcOBuYK+VcdTrXjDVgx4729GRq8eHwN0LWKmu4lIyM\n0LpXcguXvDy2Oj0zs32b7X66yK/Ne28d9+exyvGV1ZBuwOCCwbyZL375Ocop/7A764ipxISyPWUc\n656VYKwT/iCQp7+VsjKqwZoZUgJPX62XRUXv2gUMHSpToQhBhEbqp49FwWIJvGwGroRIaSmQmgpb\nejK1+HD4E1fWqmnTDFiwADh3LrTulZxidts2YM0aFjzcHtv9dJFf21hodD6hDoguikbjpDZLXhj/\n9/KVdXH24vZnXQXAzAIXh0ccRsYsEz56V1wCe2udOdHxBO93B2OdkAuxok2t09+BLDp9RUgJvKKV\nRbKcp6ICuP56WU5FuIB3pL5dh/rGbPz+e/uUUqDgSogUFzPfMitq8eGQGymNsCtrVVG6AZddBmzc\nGLz3ig+5xOy5c8CcOcCLLwIXX8z9zOl+CmSJcLrnx3SYOWMmtuzdgqbWJlScrUA96kWV1XpO+4Ud\n7F851n+Ui2dfAIYNg9u6w1mRKyBOCS5iFtTY46kV2ZcCTK2i09+ElMCTi4oKCtGgBLwj9exs/Mdi\nwA8/BJ7AcyVEHpoLvP9++75q8eGQE6mNsDtr1Y03AuvXAwUFwXevhJBLzD7/PNCnD5vidoRT9yxN\niNJFITsj22la1baPwD13l4+W73uNhUaUp3Cnalv+ZMa/jHlIGt6A/aNc1x3OAgzAtso29kws8p+h\nPOGOiFlQI7jIxQFXVmS5BZijWDxSfwTmUdJFZ7CjsVgsFn8XQgk0Gg3kuNSWFqBrV+DwYVpk4S8W\nLmQWiGeeEbe/mkz3phITt1PMyMblAw0YOxaorQXCBKa1ggF9lh7F2mLn7dV6Xuu6u/137QImTwaq\nqwNvut4b+OqQlPr8++/A5VeYMHKCEWFRvk/XJKWsabPTsLHfRk5MPLQC4Yc6oyXzjNP+jnVHah0L\ndWz362sA1zl/Pn7/eJSuKuU/xvFcLu6xnM+FTyxGfRKFpmnOApOv/IGEt7qFLHgSMZuB+HgSd/5k\n9GjAyOMCxIfaTPd8jrf//S8Lj2Iv7tQkSuVC6sjfnbVqyBCgY0eWvm7kSPnLq0Yc64WQYHJVfzJn\nmxAxJBebBvv+nZDqaB6pieSNidfyvrO4A5zrTihN18sB74KaKtjEdcXZCqdYhJ7cYzl9R/mmiJsE\ncneHus8lCTyJVFQAycn+LkVoM2oU8MMPELXQQoq/iBhR5anwchf/bto07r5qEqVyIdV/zN00oEbT\nPk0bCgKPUy+qAJiBbx77BoMLBmNx9mLbfXFVf6LCDNhebUTTXeqczsrJzMGm+Xbx9KoA/ASXK3rt\nCUbXBl/itKBGB464rkc9cpfnAmi/t57cYzkXQvGKRR0QVRTF8SEkYU8CTzIk8PxPQgJbbVpVBfTj\nyUdpj9iRoxhR5anwcnWc/joDvvoKyM9v3z9YY3h5MvJ3ZwGaPh146CHgX//yrmyBYDF1Sul1A9gy\nhKpy3Dr/Vuj66tA7rregP5KxsAAHthrQf1AzdvOcXw0hRAzpBuj66lCBivbr7AJgOJwWTUQXRSN7\nkXPdUUN4ikDB6Z3cBuBW7j5CoW2k3GM5Lau8YlELDD48GD2re5Kwt4MEngBCDf6uXaxTIfyL1Yrn\nTuCJHTmKEVWeCi9Xx3XvYkCfPkD5LhOynmD17ae9PwVlDC9fWFeuuor5lB04wBYNiEGuFFtKYxus\n2E9fVrG/G2c0oqLtX9TPUcAo5+N/+70JuiRA0zOSV+CpZTqrd1xvJvCs1/k1nBZNwAL0j+0vi4O+\nGsW8UjguqNnZZSeO47jTft62PXK++0JicfFfF4fscxSCBB4PriwuFRUGW7YBwn+MHs0E3q23ut5P\n7MhRjKXPUz8SV8cVFQEDL3eob5X851FLB+wNcltXOnQApkxh07Rz57rfn+/d5k2xpUKLqW2wYr8Q\nhy/Fl4A/0u/mKHz6OVB5UN1+arZ3NqytfNbpWS04A5+k6iTJ53bVtgPuw7AEI/bvpD5Lj2I4L4aQ\no+2R692naXjxkMDjQcjikr+mAJWVLP4W4V9Gj2ahHtwhtjEQY+nz1I/E1XFFRUBrvBHmK+zqm4sA\ns6GKK6vLjTcCr78uTuCJSrHVhjdWC19YiWzCp9Wu/Hyrrnn8kS4q1uGqK7IxeDAweLC6O0hrOWY9\nMYvF0eN5HyI+1uGKm8S9D/bPomJXBeqncmPzmUeakfdyHhoiGlRvxfU1rgbEntRpX1lLaRpeHCTw\neBCyuBw73QStFogKfENKwDN6NLB9O9Da6j60iJjGQIylz1M/EqHj7rozG/d/CIy4zKG+admP2E9j\nMezyYarrgJXGne/jxIlAVhZw8iRw0UWuz8X7bot04JervJ7CCQZc1BaUlq/sWq4/UmtzFMr3ZmPl\nR577UNmjxBSnId2A1VjNvY92AZdvmbkIrxUY8I/57dlfhMrKOUcV/35Vh6twfCp3alKNVlxfIzQg\nBiBqgY89wbpYLJAggceDkMXl/NkoXH65woUheOnRA4iLA375RZ68wGIsfZ5ODQgdd6regLQ0oDmc\n32k4RZNCsbvg3vexa1fg6quBoiLg9ttdn4v33XZMsQXvLKa+XCRjFWbW+HIHuxxEZVGlU9nt/ZEy\nMoD0vwK9enkvzpTstN0FXP5pG7BkCbBokfA5nJ6FgJhHOP/mptamkPPZ4xP/+iw9/wIflDutsrWS\nV5Dnt+DDofbMhCCBx4OQxeXS7tlIHujHghEcUlOBLVvkEXiAOKuGVMuHY0Mz/475tuNnzwYmTQIu\nGei5T1QoNGRifB+t4VLcCTzed9shxZa3FlM5Y34JYV8PnYIJ25V92zaWzu2NN+QRZ0qv8Hb1vj3/\nPDBiBDBrFqDTcT+zvhdb92zlLlgScH+I6RnDu7ig4UgDWaEgsMCnDb7nbyoxYc8fe3gX+/ja9YEs\nh+2QwONByOKy/CUDRozwc+EIG2PHMoGXleXvkvDjqqGZfIMBRUXAP/8J9O/vmWUwVBoyIYt65HED\nhAAAIABJREFUw5EG6LP0rPM5F4kfvsjB+fMGREQIn0sJB205Y36JQUgEWSzA/Pks80vnzvKIMyXE\nq1iSkoBHHmFhctavb9/OeS/MDgdp2Y84UxyShyTzT0G2oduhA8IRlCGLpMK7wMcOx+dvLDTKHnx4\n4dKFWLp2KcdazdfeBWqYKT7x6i2qFXharRYxMTEIDw9HREQEysrKcOzYMdx+++2orq6GVqvF+++/\nj27dugEAnn32WaxcuRLh4eEwGo2YaJ+53QP4Gs17ZwPDh3t1WkJGUlOBlSv9XQphXDU0iT3Y1GL/\n/my7Jz5RgdqQSYXP6hb/VTxqo2pRrm3PWxr5ixnL8oHH/yavFVaO8vpjkUxREXDoEHD33exvOcSZ\n0uLVHQ8/zOKSfvYZW00NOLwXfBa7YzrkP82fl9ZR+C9bs4z3ewM9ZJFUeBf4ALYp253ndkKfpbeJ\nkrI9ZcBgON37qKIo3tiF7jCVmLC0cKmo1e5qGoSIxd3qbk9RrcDTaDQoLS1F9+7dbduWLFmC9PR0\nLFiwAM899xyWLFmCJUuWYPfu3Xjvvfewe/du1NTUYMKECfj1118RJmNizyNHgDNnAi/BfTAzYgSw\nbx9w+rQ6U8e5C48yaRLvx7KcP5jgs7od7nYY5aO4Sembp5vx8lt52LjL/ZS1L6e21RDGwWJh1uFF\ni1goGUAecaYW8WolMpKlLczJAW64gf3NeS+0bT83ABc1X4TUIamCz4JP+BsL+XMi+krQqtXlgneB\nTxVsU7bHcRzFKMbOp3YCkcCJjid4YxcO7j7Yo+sxFhpFr3ZX2yBEDEKDdazz7ryqFXgAnJLsrl+/\nHhs3bgQAzJo1C2lpaViyZAnWrVuHjIwMREREQKvVYsCAASgrK0NqaqpsZfnpJyCpvwmT7lbfyxeq\ndOzILKo//ACkpfm7NM64ami++AL42998d/5gw7HzTZud5rxTFXAkbA+K7ax6fFM4Skxt+zuMw/r1\nwLlzwM03t2+TQ5ypQbw6MnkycNllQEEBe6ec3gst+59anSp50ZKSglZsKjo5vscTEem4wKesosxp\n5XGdpQ64Cqz8Vuudln2m26HD4nmLPSpXs6VZ9Gp3tQ1CxCA0WPcW1Qo8jUaDCRMmIDw8HPfddx/+\n8pe/4NChQ+jVqxcAoFevXjh06BAA4I8//uCIuaSkJNTU1Mhannc+MuFAdC52aYPb3ynQsC60UKPA\nE2po5szJxt13eF/mQGzI5IJX3JoB3MQdzfNN4QT71HZrK5CXByxezA0hJJc487d45eOFF1hWkzvv\nlPe9UFLQCqaic7FSVSpyDG6szz9tdho2YiP3Q2t907b9bLPexZ6JRf4z/NPiYsoVqYnknW7nS1fn\nj0GIt5ZXocG6t6hW4H333XdISEjAkSNHkJ6ejkGDBnE+12g00LjINM/32cKFC22/p6WlIU1CD/t5\nmREN04K3UwhUUlOBd97xdyn4EWpoLpw1YOxY5vjui/OHQn3k68SjzkahCc7T045TOME+tf3hh2yq\nki+lohrFmRxcdhlbTfuPfwD//a+874VS90zqSlVPkHNwwytK7K1sWtiEXkp1isvzuyuX7X3XmW2i\nMfpkNBZkLBA93e4r5BDNtuvrZrbFaoytjeVd2S0F1Qq8hIQEAECPHj0wY8YMlJWVoVevXqirq0N8\nfDxqa2vRs2dPAEBiYiIOHDhgO/bgwYNITEx0Oqe9wJPKycbg7hQClbFjgfuyTdBnsdFTw5EGIByI\n6R6jiml0vobmgQe8979zdf5QgNcvr/dhlKPcaV/HKZxgntpuaWGrZl98ERAa/6rVz8tb8vKAQYOA\n8vLAfC+krlT1BDkHN7yLnxAPfAfUXVVn2+ZoPeWrf+7KxXnf+7WJ9gx1DGblEM2c69O2Xd8T2Zg6\ncapXZVOlwDt79ixaWlrQtWtXnDlzBsXFxfjXv/6F6dOnY/Xq1Xj00UexevVq3HTTTQCA6dOnIzMz\nEw8//DBqamqwb98+pKSkyFae5magsSF4O4VA5udfTDgVn4tibdvI5xQ4o19/TqPzNWRTJrDwKJ98\nonhxggrHe5udIRzqIvWqVOiz9Kg5VIO6I3XoEtUF0XvlC2ysJt55B4iNBfR6/s+VCq3jDxHZrRtb\nVJKby2L/uZjgUSWCK1XbkKOvkXNwwzuDkJftvM3OeipU/2JaY4B+rsulVtEul2j2xfWpUuAdOnQI\nM2bMAABcuHABd9xxByZOnIjRo0fjtttuw4oVK2xhUgBgyJAhuO222zBkyBB06NABr776qsvpW6ns\n3g30icpBRHlo+jupmYJ3jGj5U9sz8eHUhlSEGrKDNcD58wbKiOIFQvc2f24+8ufm469PFeDshSYM\nvSwKqVel4u3Nb8McawZOA5gKlt+0Coj+OBq6PjokXpwYFFPb588DTz4JvPaasLhRwv/Qn/EZ58wB\nXn0V+OAD4Lbb5D+/K+HqrajlXanahlx9jdx+u0KiROi6herfyLKR0JXrVN2/Cj1fNc8IqFLg9evX\nDz/++KPT9u7du+PLL7/kPebxxx/H448/7pPy/PQTcHWKAZmzQ9PfSc38Uf9Hu0OvD6c2pCLUkL30\nVgEmTTIEnHVBTbgSKUUrizCgL0sBZ/oGmHJPW4olB+dsaIFGbSMSqxODJh3c//4H9OkDXH+98D5K\n+B/6cxFLeDjw8sssS8y0aUB0NP9+nogxd7HK5BC1jitV5e5r/O2329TKX/9aI2Iw/6bF+GhjAZot\n6utfXT17NS92U6XAUxs//sjCcajVRByqmEpMMP9ubk+HI3PSeG8Q6kjrjjVhmvcBykMadyLlsstY\n3tVvv7XbV0Xi3xecO8dWza5ZI7yPqcSEil0VbqfCvMXfi1jS0oDRo1kqs7w85889tTC6Eq4Wi0VW\nUStXXyMkZJXqxywWoKyMBaL+5hvgW3Mk0N95v99/i8LSxQbU1Bhw2WXA+PHA+TNAYyOw4VvfTfeL\nFfruBpWAZ6LZ164MJPBEsGMHYCBdpwrsX4iKXRVoHNnYbp0RyDPpj5GUkNn+dH0UJkxQuDBBhpgp\nkdtvB95/H2g41sAEjYrEvxTEdgArVrAFBlddJXye3OW5qE+u9/k7ImXKylcd3LJlTORlZbGUZvZ4\namH0RLj6cwDhz6ny2lrg3/8G3nqLreieMQN49FHggaYcPL7K2dqV/1I2DOlM0O3cCZSWsgDWd2SZ\nEDYoF6cnyX8NUu6PmEUgUsujxPMhgeeG9UUmfFdlxMJVzXi+MHhWnAUiTi9EFZyjpZ8GOn/UGaNH\njvarmZ/PbN/zGx369s32OjxKsOBp5y5mSuTWW4HRV5oQPaiWCRoViX+xiO0AmpqAp58GPvpI+FxO\noqbtfYk7GyeYtstTxE5ZedrBiak3/foB998P/P3vwNtvc4/bumdre7thhzsxZhOuVWD+vmEAWoGG\nrg3o0bMH7zH+HEDIMVUu9R2trGR+oOvXA5mZwNq1bPar3SXFgM6dha1d0dEsMsLYsUwQpt1hxMZL\nfTPdL+X++MLPTglXBhJ4LjCVmDAvPxetc8zY3LaNghv7D6cXwmqV0YLTYF9dfbXf/ar4fF2awrOR\ncSfVG8C70asYP6IBAwBLnBF1N9SxDrkSwBkAHwCdIzvj6uFXSxL//lgVKrYDeO014IorAFeBA5zS\nd2nZr8n7k2W/DlfPx9ECXz+1nnOsuw5OSr157DE2Xf/998Cx03bHCaT4dNdZ52TmYOdTO1m2BruB\nQu13tZg+eDrMm6X7YfmyXnk7VS7lXtfXs9R4773H0sZVVrLV3HxYjzUWGnGw7iBmPT4LCQUJ6B3X\n2/n6I/ivoeaIsiFjfOFnp4QrAwk8FxgLjTiQSsGN1YLTC6Fyq4y92f78eeYXtuZNPxdKJXg7ehUz\nJdIjsRkNgNMAYPT+0ZIGAHwd3c6ndiKhIMFlvEVvO28xHcDZs8CSJcDnn7s+l9Ir/fieD68FngdX\nHZyUetOlC/DssyxsSuzldsfxtBvxX8XjcLfDSJudJvisDOkGJBQkoG5UHWd73VV12LJ3C/Ln5kvy\nw/L1FJ23z1zMvbZY2OKeRx9lVvM9e4Ae/MZMG7brdljZXoEKp+sXuobKvVGYMQPIzwf69hV1OU5I\nuT++WJyixDtJAs8F/nYWJrjw5pgEEGeKw5BByfiuNApLXlHPyit7vvsO6N8f4Im/HZIo8W716RXJ\na6yR2oA6dXRVLOemfUfv2DHJ0XmL6QCWL2d+dyNGuD6XGlb6CVrgHXD1fKTWm5kz2T2qrm1uF/nW\nnxuAi5ovQv+4/qiNqkX5KNc5jAEWQF3o++1XwBoLjVi2ZhnyXs4TDLzu6yk6b5+5u3t9+DDzcayr\nAz79lPk8isF23Y4r2+F8/ULXsOzlbOz8gVmu//534KGH2ApqKTiduwqILo9GTd8a6LP0TiJf7sUp\nSryTJPBcoOb4NqEI7wtxTGfzIbrmGiDG7tGoKWL/J5+wsA0Ew9eO+KYSE06eOIKw9VFone5dPDGn\njk5EvEU5Om93HcCpU2yl6FdfuT+Xv8NjAPJY4KW2yWFhzMozPjMSGGf3gZb9T61OhcViQbmWmwHF\nU18sjrCvgsvA674e5Hj7zF1da3ExE3ezZgEffwxERIgvl5SV7a6uYYYBuOMO4N57gXXrmK/lJZeI\nL4f9uQ/WHUTl8Uo0zmhERds/X7tjKfFOksBzwQO35qD4UTNwi/ri24Qi7l6I664Dvv4amDjRvyvI\nHLFYmNNxW1xuAr51xLcdk9LWyW4Aos5EYUjiECyat0jy83fq6ER0THJ03u7q+yuvsJh3ycniz+dP\n67YrC3zykGRRHZwnVo/UVODKS3Pw45dmnJjgfNyyNct4j/PEF4sj7N0MBJQwINg/c3vLopiBEt+1\n9t+uQ9eu2Zgzh62QdRVzUQjbdYu04LqqtwMGAF9+CbzwAjBmDFt5++c/iy+L9dz6LD12jd3F+cw8\n0oy8l/N8aiTw9TtJAs8FfeMN6NMIDKmm4MZqwdULMWEC8MgjzO/GHyvIhPjlF7bS0d00WighdvTq\nyXPkHKNl/5vQhB7VPTx6fk4dnYiOSa7OW6i+nzzJ8s1u2iTpdH7FnQVeDJ5aPd5eYcCgYcC1SQXQ\nRHKPMxYaeY/xxBeLI+zdDASUnDb3ZKDkeK0dLFE4eSwb9acNKC8HLr7Ys7LYrlvnPE0rxhfSkbAw\nYP58JjYzM4ENG4CCAhaeRSy8A7IqYM+xPShPcT91r1ZI4Lnghx+A6682YNXKwHiYoU5qKhNTx46J\ns6C4SzsklwVw/Xo2PUvZK7iIGb16YgmTe+rLsaNr6NqA2u9qXSZU93XnnZ8PTJ7MYt8FCnJNSXli\n9UhMBB59yIAffzTgw3e4n0l9Vq6+nyPs3QwElJw293TAa73Wykpg+nTgmmuYlUzKlCzfOYG2qdEu\nB1FnqkNCfAIiWiJE+0JacWzDn1qWg3dXs0w2//d/QO/e4srEOyAzg5MuDgi8RZYk8FywbRsz+6rJ\nl4sQpmNH4Oqr2TStLcCtA7y+Mm3YNyZiGkSx9WLdOuAf/5DrKkMLTyxhnlrPXD1Px07dXSopX3be\nx4+zTnbLFucyjxs8Dt/v+V61bZW3U1LetMWPPAIMHsyC6KalccsEyPOsOGJRhI+hUtPm3gx6ysqA\nG28EnngCmDtXnoEq33Xrs/SifSEBgTZ8pRkvPwjs/MGAMWOYW4xQ8G97+ER+1NkoNMH5/gTSIksS\neC744Qdg0HD1+HIR7pkwAVjxlgm1J2udzf/fxiN7AY+vTBv2jYm7BlGsha+mhoUOuMHBF4cQhyeW\nML5jOqzVYfJ9wsdItdiK8W3yVef94ousw/1lv3PYkQ3/twEXplwQdQ2BhrdW9eholuEiN5dlJ7Jf\ndSnXs+KIRQuz9mp2aNA1tqtPLHRiBa+ng56SEjbtuXKl7xeJSRWhQm34K+8WoGilASNGsAwaYvzy\n+ET+4d6HUY5yp30DaZElCTwBTp0Cfv0VKNrGU4lizZj1xCwkr0lW5Sg5lJkwAfjHv41onFlnc7CH\nBoAFSOiSwO8rY4e1MXHXIIqd8vjoI9Ywduzo1WWFLO6sK6YSE/JezkPV4SpYwi3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AFgAfrH9qdO2Q9wOmerD5ObOHNirAOcxrnNA0S3w4xFdwLT9AZ07SrrZRASkFsAyzHtq9Gw1fpD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\nBgk8giAIg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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(t, raw, 'o', label='Raw data', color='#0EA16A', alpha=0.75)\n", "plot(t, fit, '#EF5915', lw=3, label='Fit')\n", "legend()\n", "ylabel('Raw fluorescence')\n", "xlabel('Time')\n", "savefig('img1.png',dpi=150, bbox_inches=\"tight\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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BYiBw2WtwHNhl7u/Pq/Q431F1YeuHa1957DfEx/chIn0slcHdKIzuBYAV6H0g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\n9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d280nRj0jMw68wxjN2/jgvuLgf1w6t1LPq+sghSmRRltVWIieqP6L5hdh0D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\nojsfAOPjr/ecxPqsHQBb0u3L6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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(t, raw, 'o', label='Raw data', color='#0EA16A', mec='None', alpha=0.75, ms=5)\n", "plot(t, fit, '#EF5915', lw=3, label='Fit')\n", "legend()\n", "ylabel('Raw fluorescence')\n", "xlabel('Time')\n", "savefig('img2.png',dpi=150, bbox_inches=\"tight\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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KyjB48GAA9p65ixcvyveUlJTAYDBAr9ejpKTE6bher+/wdRwDPF/W3SHTtgHhqAj7z6xl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zG98yjU1ml/umazftglYLVrh9QJQsvQcCw4XHEKBEiOiuOVCVfz1NIFxFprkU8XY3r198T+8QMX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\nukkWRERERFqg5vQ5b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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "def myfig():\n", " fig = plt.figure()\n", " ax = fig.gca()\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " ax.xaxis.set_ticks_position('bottom')\n", " ax.yaxis.set_ticks_position('left')\n", " return fig, ax" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax = myfig()\n", "ax.plot(t, raw, 'o', label='Raw data', color='#0EA16A', mec='None', alpha=0.75, ms=5)\n", "ax.plot(t,fit,'#EF5915',lw=3,label='Fit')\n", "ax.legend()\n", "ylabel('Raw fluorescence')\n", "xlabel('Time')\n", "savefig('img3.png',dpi=150, bbox_inches=\"tight\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ior5FsTp4lZWV0Gg0iIqKgslkwqxZs/Cb3/wGH374Ifr374/HH38cGzZsQHV1NTZs2ID8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KJm/I7aJQsAqPn07+hHXoqgMzRxZGN8eebu3tuXhDhkp1Qtcb/9Fy9kDlInCGHkVEJHXh83k/t/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\nsAJ0LssEU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YJNtEREREQawwCPiIiISGMY4BERERFpDAM8IiIiIo1hgEdERESkMQzwiIiI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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "rcParams['font.sans-serif']=['Fira Sans OT']\n", "rcParams['font.size'] = 14\n", "rcParams['legend.frameon']=False\n", "rcParams['legend.numpoints']=3\n", "rcParams['xtick.major.pad']=4\n", "rcParams['ytick.major.pad']=5\n", "rcParams['xtick.major.width']=1\n", "rcParams['ytick.major.width']=1\n", "rcParams['legend.fontsize']= 'medium'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax = myfig()\n", "ax.plot(t, raw, 'o', label='Raw data', color='#0EA16A', mec='None', alpha=0.75, ms=5)\n", "ax.plot(t, fit,'#EF5915',lw=3,label='Fit')\n", "ax.legend()\n", "ylabel('Raw fluorescence')\n", "xlabel('Time')\n", "#grid()\n", "savefig('img4.png',dpi=150, bbox_inches=\"tight\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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x9ttvY+nSpaisrMSzzz6Lvn37YvPmzVi+fDk++ugjbNu2DZmZmXjkkUewc+dOjB8/HgAw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Nswf/sOAJadXyAVn0JM6xbUdjrjcC+B3UshYR+4Kt97CupcTtmdenKgcy9w42IKZ1dUOODJ2qSb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\ngg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 95 }, { "cell_type": "code", "collapsed": false, "input": [ "rcParams['axes.facecolor']='f5f5f5'\n", "rcParams['axes.edgecolor']=\"444444\"\n", "rcParams['grid.linestyle']='-'\n", "rcParams['grid.alpha']=.8\n", "rcParams['grid.color']='white'\n", "rcParams['grid.linewidth']=2\n", "rcParams['axes.axisbelow']= True\n", "rcParams['axes.labelcolor']='444444'\n", "rcParams['text.color']= '444444'\n", "rcParams['xtick.color']= '444444'\n", "rcParams['ytick.color']= '444444'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,ax = myfig()\n", "ax.plot(t, raw, 'o', label='Raw data', color='#0EA16A', mec='None', alpha=0.75, ms=5)\n", "ax.plot(t, fit,'#EF5915',lw=3,label='Fit')\n", "ax.legend()\n", "ylabel('Raw fluorescence')\n", "xlabel('Time')\n", "grid()\n", "savefig('img5.png',dpi=150, bbox_inches=\"tight\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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iPz8faWlpeOqppxAaGuqKr+nRWP6FiIhcRRAECILQ7nUzZ87EihUr8Mwzz2DKlCkMAu0k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\nH07/FjdutbUegOQohyPcOTBPO1Gib78rYyip8f14fvp1TEs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2xRNh3AOBx6t8GjExMfTr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q9N6Irdhu3F20jb19qHrRg/k8+nzGNZgO4ZT8KpO4LZW1etMvY8TP/7FrZnboDTJ8DWjO1Pt6De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\noBAudDagk1Lk7s3Zw8H8jAnNq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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }