{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Alternation Histograms Figures for FRETBursts Paper\n", "\n", "*This notebook generates the alternation histogram figures for the paper:*\n", "\n", "
\n", "
\n", "FRETBursts: Open Source Burst Analysis Toolkit for Confocal Single-Molecule FRET
\n", "Ingargiola et al. (2016). biorXiv doi:10.1101/039198\n", "
\n", "\n", "> The main notebook is: [FRETBursts Paper Main Notebook](FRETBursts Paper Main Notebook.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading software\n", "\n", "Load software and define default figure style." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " - Optimized (cython) burst search loaded.\n", " - Optimized (cython) photon counting loaded.\n", "--------------------------------------------------------------\n", " You are running FRETBursts (version 0.5.5).\n", "\n", " If you use this software please cite the following paper:\n", "\n", " FRETBursts: An Open Source Toolkit for Analysis of Freely-Diffusing Single-Molecule FRET\n", " Ingargiola et al. (2016). http://dx.doi.org/10.1101/039198 \n", "\n", "--------------------------------------------------------------\n" ] } ], "source": [ "from fretbursts import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sns = init_notebook(fs=13, savefig_dpi=75)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "figure_size = (5, 4)\n", "default_figure = lambda: plt.subplots(figsize=figure_size)\n", "save_figures = True\n", "\n", "def savefig(filename, **kwargs):\n", " if not save_figures:\n", " return\n", " import os\n", " name, extension = os.path.splitext(os.path.basename(filename))\n", " dir_ = '../figures/%s/' % name\n", " kwargs_ = dict(dpi=150, bbox_inches='tight', \n", " frameon=True, facecolor='white', transparent=False)\n", " kwargs_.update(kwargs)\n", " plt.savefig(dir_ + name + extension, **kwargs_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Getting the data\n", "\n", "Download the data files." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "URL: http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", " \n", "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n", "Delete it to re-download.\n" ] } ], "source": [ "url = 'http://files.figshare.com/2182601/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'\n", "download_file(url, save_dir='./data')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename = './data/' + url.split('/')[-1]\n", "filename" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "URL: http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5\n", "File: dsdna_d7_d17_50_50_1.hdf5\n", " \n", "File already on disk: /Users/anto/src/fretbursts_paper/notebooks/data/dsdna_d7_d17_50_50_1.hdf5 \n", "Delete it to re-download.\n" ] } ], "source": [ "url2 = 'http://files.figshare.com/2182602/dsdna_d7_d17_50_50_1.hdf5'\n", "download_file(url2, save_dir='./data')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'./data/dsdna_d7_d17_50_50_1.hdf5'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filename2 = './data/' + url2.split('/')[-1]\n", "filename2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading the data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "d = loader.photon_hdf5(filename)\n", "d2 = loader.photon_hdf5(filename2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ALEX Histogram" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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h/vUhtItGd8s9eN/4M3Ttgf7R31dbXmP6tLNKf8Soa4Hth7bXh9zW2gOt06fd\nO6oPprMciGzVPm3RNFEP/S8lJWdsTCFhaKcHdl2690YLCQmc1qkbHMkB42lB4XJBeASc6towmdEi\n2wGgzvKBoA29wvegcr7qM2igq7wOy2SCU/3i+zKrZrnoYlRebmBoa1pAX3tAYIdHwMlyALxFhdW6\nXk7vHlKnd7VERfu+DSgFKN+B2spvFeqzlf5l1kT968OzlgkRLCS0zwF9bDya1rSzI7SkXpBUvRtB\nm3xH/RcSEYX2yFPVztbQdFUXxqrdW30PDu1HHao8DfEXQ9BdfX3VcrZ8izrzfPawCLS7HqrsrtCB\nTkPTdCiHHfXXZwLnNYegTbgZteKM4QOiYtAuGYSyVUBJMaB8e/S7t/rDX0seVvUhA3jf/ysUHEd9\n/x3Y7b6JsQm+veyQUHR3z8H7tzcI2OMOj6j3WyZEWyOhfQHRKvt/NZ0uIKgbvJy0K6n3dwSjEW3a\nzMBpOl3VRUxlVmzrvvI9bheDdtlo/7LVd1+icrLO2p8e4LQuIu26myEmDi3pIjSjCf2c31WbXe2r\nvCjK5USdOOZ7bDKjxbThA6hCIKEtztRvIFrPvoHTmtDPr+n0NZ5Wp47k+B64XHhO/Fxz5ZRL0fpc\nEjjttFMyAbTBw6HijG8x4Q3oSzyeh/cP/+tb1sWD0O79dR0VhGhdEtoigGY01XzGRXOLTUC79iYA\nwsNDOHnSDmGB3RZaRFS1kD6TdnFKjdOVu44hD/QGCKs828TtAmc99uaFaAMktEWr0MIjoP8gAMwx\n4VSc4ys0tT4D0D/zOgDe/36L+nDpOV2/EI0ltxsTQoggIqEthBBB5LztHlE/HwVPZb+m19O6jRFC\niGZy3oa2950XfQMvCSHEeeS8DW2/iMiqK/iacG6yEEK0Bed9aOumP4zWq+VuJiCEEOfSeR/aQrQm\nzekkJDtwQC9lNGHv1bOVWtQ2GIqKMB07FjDNHRuLs1OnVmpR8JDQFqIF6cvLSfzwbwHT3LGx5D08\np9HLDP3xR3S2wNEUbX364K3n7fjqS19cjP7UeC6V3NHRzbKekEPZxH3ySbXprsrhl8uGDaNs2NAm\nr0dzudCXBY7WqIxGPJGNH4Ev8YPlaA47Sil0hgg8RQXoZsyFUN/Y+1pixya1uS4S2kI0gSou9N0h\nyOvEUFaMQWfA3a5d5bCwp9HAFZ+AsaAAfUkJHV99DQBnx45YrxyJKT9wnHF3dDSu9u39z0P/9Skh\nP/r22M0nNbCSAAAgAElEQVQ/Vb/pxc+z78NZGaaa3U7CR6sCyr0hIZQOG0rcvwOD0tG1K0WTJtb4\n2mLWriV89w8B0zwREZwcMICQUCPlA1Nwx8ae7a2pF29oaMAHkLHyFoS6M4cmOIvwHTvQKsexMYWb\niTjpoDwlxX/8ynzkKO3ffTegjr1HDwonTcR03Hcrv8gtWzBaCvBE+Ua5NObno3k8VFzcH31JKSeT\nB2Lv3h10OpSmw/zTT+jsdhQKNAOg4X2hcnwbvR79nwPX19wktIVoAu+rz0LBCXQokpQbDY1jDz1I\n5OYtAOgcvj1Vr9FE4fWT6PDW22geD6bjvjsbmY4fx5yXh/GM0C5LG4ajY0dCKgM6ZOdOvDWMga70\nejSP75TWbk9loClv9dvZ4QtHW++LMJ0IvOeo6cQJzEd8N7Gw9e2Ldczo6nXNZnQO380w9OXlRG3e\njE6n0fk/3+GJjERfVoYrIR53TCzG48cpuu46wg7sx3nah47XbMbWp48/lI2FhQDYuydRNG4cBqsV\ngHYbNxH644/V2hCSnY2uwhfuETu2+0M05suqG1nodBqhXkX5oEHV3wAN//sSkpND55derjaL/mTg\n8Mlhe/cBYM7Lq748oHDs1bT/v2/8e9jV7hTVQiS0hWgOBiNU3uiiwxtL0dUwlokrIYETd/qG0g3b\nu4/IbdsAAgL7VAiG5OQQueW0McZ1vrEPbX36UJ7iCyVH1650fP0N/9d/DaoFtvWqq4j+5ht0Nhvx\nlXvf7pgY7N26EZHpGw/9VJCbTpzAGxKC5nTgjotDc/quc7COugplMmEo9t3Zqd136/3LP7VuY4EF\nY4HvVoSJH9Y8brk7JhpDsbXadE9MDJ6YGN88P+zxLa+wiM4vvIDmdOENCfGH/CmhBw8FPHclJmK2\n+D4QzHnHiNyyBU9kJIYS37jsrvgErFeOJGHlR9XWb0/qhqGsHFd8PK6EeLwmE96wMGLXfIrXbEYZ\njaC8aB7fXZg05QWPl5MX9cI77i5MejOqpBjvk/9TbdktQUJbiHrw/v1N1Bl3ztHdMquq/L5fo974\nI5rTGRDYJZdfjjIZUXo93tBQ7Bdd5JvfbEZ/RheAo2tXdHYH7datw5hfULVskwnHuDFUVDix9emN\nq0P1uy+1f+99/3C3x+6fjTfcNxiWrqKCduvXB8zrCQvDes3VnEweCEDUhg2EHvJ1vcR8+WWNr798\n8OCqx8nJtAs3UlpqJyIzE1dcHJrXS+yaT31dQ5V7tYaSEtwxMf6wPz2wXQm+W/15omoeECx81y7/\nY/3JwPfJnpRESG4ujs6dcMX7llNy1VV0fdm399zhrbdqXKazYyeKJkwImOaKj8Peq+bb3ZUNG1bj\ndH9dbx2DkrUQCW0h6sNuq3azZe/nqwLulHP8pskYzhgZwta7d/X+bcDZtSsFt95abbo5Jwd1xvz2\nHt0JHdSf0lpupaWrqCrzhof7D7R5IiP56Ynf1ljn1Dya24O38sYQp8IyoA1nXN/gTkjAExOGK6yC\n4tM+QGoKOX1JCZHffx9Yv107yofWfJDR0y4K52nLNFitlA8aRMXF/QHftxVvWPWbbWt2O8poRFXe\nbg6l0DweSi6/HABvRDju+DjK4oN/vHQJbSEaQBszCbVxra//8ujhgLKKPr2bfI9IR48eOHpUH3/8\nbOdrnLjrzqobSlTy1BBqtbH17YOtbx8ALDfd2KC6dfG0a4f16qvrPX/JyJGUjBxZ94xnUCEhWP/0\ndJu7b2VLkNAWoiHaxaBdfT0UHA+cHtkOqN5f29JciYnnfJ2idUloC9FAutE1nCLncUDpuQ9tceGR\nwTiEECKIyJ62EGfh/ecy1IbK84A93tpnFuIckdAW4my8XnDLWOyibZHQFqIO2hXXoI2e5HsS2rAz\nM4RobhLaQtQlJAwtumljbAjRXCS0hThHyl3lHCzNCpgWYQznoqg+rdQi0ew8HjwLfuV7vLTmy/mb\nSkJbiEqqrMR/qbq7V7eAsl1FO8m3VQ22ZPfYuSTmFySG+AZF0vlG/qi+TFU1GEiBPZ8PD70XUN49\nsqeE9vmmhQeOktAW4pQjOXjf/AsAFaOugdOC+Ku8L9iUv+GsVRem/B6d5juD1uV1sfiHPwJQZLfU\nOH+HsI4cr6j/PUy/PfItuYVH0Gl6dJoOfcD/eobEDyXC2PgxokUTRUShW/Bn3+Ofj+D9fy+22Kok\ntMUFTwuPRHWrvJNMSbHv5yy6RSTxU3luten/LdgEgF7TMyBm4FnDGiAuJJ6rO41j2cF3am3X2mP/\nxz6rb9S7vIojeL1nP+2wd1QfCe1WpOn1kOAbM0XZbXXM3TTnXWjb1n6Gt8wOtvoNoi6Edkkq+ktS\nAfB+9S/Umn+cdd6rO43jms7j/c8f2fwAJ2zH+ezoGtxeNxrg9FaN8ndvvwcwagZsHhtdw31dLpqm\n41Bl33aF+yTvZb3NnuLdtDNF++sNSUij1GnlSOUHhK5y0KZwYwQpcYPxKi9e5WFb4VZcnsBhYJVS\nuCvH9tZ8K0RD41BpFm8eeC1g3j7t+jGr730Ner8+OPgeZV4rrtNOh7yj193EmBt3sPak+yQV7sC/\n1zBDOOGG8BrnL7Dn4/EGnooZH5JAiaOEUmdVYGoaRBprHkUwmJ13oV323usoTw2jwAvRTAy6qj+b\nwfFDsTqK8SgP60+sA+CzI1V3h+kW3g2T3nzWZeXbTvj7ykucVZfBr837go5hnQFIjR/CZd3SKC93\n0DG0EzHmGP98e617cHmcrD32JeGGCDzKw1UdR/OX3X+o12txKzcbTqxje+E2zDpfOz3Kw4CYgXiU\nm6MnfV0yp1yeOILjtmNYHAUBe/5Or5NtlsDR/HSajpS4qiFdbe4KCuy+IWePnMzlcNlhos3RrPv5\nP9XadU3n8VzdeVyNbX7zwOtYHUUB0x4Z8Bgvbf9LQJtCDWE8mfpMvd6HYHLehTYASb3Q2lVu2JVD\nTgrREmb0uRcAp8fBsYo83ModUK5pNY8UEWoIo1tEd/9zu8dGtCkGTdM4YPXdMeXnCt8dUxJCEhmY\nMBCr4ewHuPYU7/Y/3mb571nnA4g0RTG649V8nLuK7NKDZJcerDbP4bLsGmrCxdED/I/Hd53I18f+\nD6fHgVd5+Uf28oB5DTojXcK68smRjwHYb91ba7sA9DoDHq+bnLJsvvl5LUWOItqHtudfuasDymul\naaAULq+Ltcd844OHG8JJDGnPuuPfBMzaM7IXIzuO8j/fUbiNoyePBMyTEpdKl/CqA9NfHP0Mp9eB\nR3mIM8eh1wzc2usOQvQhdb6+5tCg0LZarUyYMIF///vfxMX5xqWdOHEiBw8eRNM0lFJomkZmZiYm\nk4mioiIWLFjAli1b6NixIwsWLGDEiBH+5a1evZqXX34Zq9XKuHHjePLJJzGbfZ/2ddWtje6qCWiD\n0hry0oRosll976v30KwXRfXmoosfrjZ9r3UPsebAMZ87h3c963Ku7DAah9d3S7Mvj35WrfzJ1GdQ\ngEKhlELhRYeO/SX7q82r1xkIN4RT6gwcNzzaHIte01Fot1DhLsejfF0TSeFJ6Cv3wvNOHvXPnxTR\ng9zyHDzKw//LepNCewFnijbHYndXYPfYubKj7xZn3SKSyCo5wOb8jRws/ZGDpdVvO3Z6YD908Vxe\n3f9ytRB/5JJf88IPf8LtdQW8J+O7XOc/RnDKz7Zj5FXkkVdxhEhjVI0fYJ3DugSE9paCjZx0laPw\nfevS0Lipx81tL7TLysp48MEHKS6uOkjj9XrJzc1lxYoVdOrUyT/dZDIB8Nhjj2E2m1m5ciXffvst\nc+bM4fPPPycxMZFt27aRkZHBokWL6NKlC+np6SxevJj09PQ66wrR0lx7dqFquCdjS7s4+hIujr6k\n3vOP6FA19vRlidV3akL0oWha9dMRB8cPYXD8kGrTPV43HhV4wFOv6XjrxzcotFv4ONd3yzLdGTdG\nWJFTdU7ylO5TeeGHP6GUNyCwp/W4DYBwYzj9z/IaHR4HrsoQ3mb5LxHGSEINvqtQT7rKua7r9fSK\n6g1A5GkHXrdUHgg+9ZqHJV4GwKHSg/42fH50DQAJoe3RoeOE7WesjmJ2Ony3fSuwVd32Ta8zEGWM\nothRxNpjX7IpfwMe5cGrPFS4Kyrfw6FkFgXezehcqFdo//DDD8ybN4+QkMBPkiOVNwQdMGBAtQ3j\n8OHDbNq0ifXr1xMbG0uvXr3YsGEDq1atYvbs2SxfvpwpU6YwduxYAJ566ilmzJjBvHnzyMvLq7Wu\nEC3NU5gPQXZsJMzQ9Evs9ToD1e+z4zsrxnDatwidTkPTNBJCErF7As+WCDOEc123GwKmhehDGJJQ\n++27wBeEg+N9d7W5uedt9W73phPr/R8kUcZIbup+MwC5ZTksOxR4d/SOoZ3o264f3xxf659mdVpJ\nDGnPVZV7/R1DO/HxT6sodhRhsRcA1b8tDE8c0XZDe/PmzUyaNIlJkyYxblzVwYHs7Gy6du1a4yf5\nrl276NatG7GxVUeUU1JS2LlzJwC7d+/m4Yervh4OHDgQl8tFVlYWhw4dqrWuEC1F6zcQwsKJjAzh\nm5zvOFCynxPqKzKLSuqufB478wyT6JgwrMUVPFhDFw/AyA5XnYNWwbCES/3dNSFmI3aHK+A4QlJk\nD34z6Mka69b1IXJVx9EMiU9Dp2noNcNp/+vQa7pGny3TVPUK7XvuuQeAvLy8gIDOzs5G0zRmzZrF\ngQMH6N+/PwsWLKBHjx4UFhZW68qIj48nv/LO0xaLJaBcp9MRHR1Nfn5+nXWFaClal+5oXboTmhDJ\nrg17+OxI5VkKdRz7Eq1jctJN/senPkiaS11Xqjo8Dv/jvcV7CDOEoaFxCS17vnyTzh7JycmhtLSU\n+fPnExcXx5tvvsmsWbP49NNPsdls/r7tU4xGIy6X7w7Gdru9xnKn01lnXSHOpcvbX8Gojr77HHYK\n79LKrRFt0Z93Pwf4upE+7L24RdfVpNDOyMjAZrMRHu47CX7RokWMGjWKdevWYTabq4Wsy+UiNNR3\ni9LayuuqW5eodqGEJDTs0045HbhKwtGMTbsx69nExNR8oUBrOd/bo1wujPERaKaznyNdl7AwEzqd\nRs/4JK7uV/vNZh0eE/m6UEx6U63zNUV0TNsaFrattQfObZvsbh09o3ug03S4vW6OlB1Bp9OIiQmj\nWF/zWDTNoUmhrdPp/IENvrNGOnfuTEFBAe3bt8diCbyU12KxkJCQAEBiYiIFBVWd+x6PB6vVSmJi\nIqWlpbXWrUtpiY2ygrIGvRblcqKsJ9EMzR/aMTHhFBe3nSs0L4T2KLcLzVKOZnTWPXMNEhIiqahw\n4vUqTp50UFDH9uT0OCgptWHUtUw/SnN/9W+qttYeOPdtcnldPD3oT5j0ZoocRdy3fjqaUhQXV+Bt\nwYPYTbpH5KxZs3jttarLYm02G7m5ufTo0YPk5GRyc3OxWquu8tqxYweDBg0CIDk5mR07qo68ZmZm\nYjab6d2791nrJicnN6W5QggR9Boc2qcPNTly5Ejeeecd1q1bx8GDB3n88cfp0KEDw4cPp2vXrqSl\npTF//nyysrJ4++23yczMZPLkyQDccsstrFixgjVr1rBnzx4yMjK4+eab0ev1Z607ZcqU5nvlQggR\nhBrcPXL62SN33XUX5eXlLFy4kJKSEtLS0nj99df95YsWLSI9PZ1p06bRpUsXlixZ4u/iGDx4MAsW\nLGDRokXYbDbGjRvH3Llz61VXCCEuVA0K7c6dO7Nv3z7/c03TePDBB3nwwQdrnD8+Pp6lS5eedXnT\npk1j2rRpjaorhBAXoib1aQshhDi3JLSFECKISGgLIUQQkdAWQoggIqEthBBBREJbCCGCiIS2EEIE\nEQltIYQIIhLaQggRRCS0hRAiiEhoCyFEEJHQFkKIICKhLYQQQURCWwghgoiEthBCBBEJbSGECCIS\n2kIIEUQktIUQIohIaAshRBCR0BZCiCAioS2EEEFEQlsIIYKIhLYQQgQRCW0hhAgiEtpCCBFEJLSF\nEKKZePGSXXoQt3K12DoktIUQopkopXhl30uUuspabB2GFluyEEJcIPSajk5hnQGIrjgJWFpsXRLa\nQgjRRO1M0bx42asA/LT/W/h8UYutS7pHhBAiiEhoCyFEEJHQFkKIICKhLYQQQURCWwghgoicPSLE\naQrsBRTYThBNGEWOwtZujhDVNGhP22q1Mnz4cAoLqzbm1atXM3r0aFJTU0lPT8fhcPjLioqKmD17\nNikpKUyYMIH169cHLK8pdYVoCd8d/4bfbV/A3P/MZUv+ptZujhDV1Du0y8rKePDBBykuLvZP27Zt\nGxkZGTz++OMsW7aMvXv3snjxYn/5Y489hk6nY+XKlUydOpU5c+aQn5/f5LpCtLRwYzidwjrTKawz\nkcao1m6OEH716h754YcfmDdvHiEhIQHTly9fzpQpUxg7diwATz31FDNmzGDevHnk5eWxadMm1q9f\nT2xsLL169WLDhg2sWrWK2bNnN6muEC1tZJeRTO8u25poe+q1p71582YmTZrESy+9hFLKP3337t0M\nHjzY/3zgwIG4XC6ysrLYvXs33bp1IzY21l+ekpLCzp07m1xXCCEuVPXa077nnnsAyMvLQ9M0/3SL\nxUJiYqL/uU6nIzo6mvz8fAoLCwPKAOLj4/1dHE2pK4QQF6omnfJnt9sxmUwB04xGI06nE5vNVmOZ\ny+Vqcl0hhLhQNemUP7PZXC1IXS4XoaGhtZY1tW5dotqFEpIQ2aDXopwOXCXhaEZjg+rVV0xMeIss\nt7HO9/YolwtjfASaydygehEWMzqd79tkQgO2IYfHRL4uFJPeVPfMjRQdE9Ziy26MttYeOLdtcnqc\nxMdFYtYHbmPWvBDcLbjeJoV2YmIiBQUF/ucejwer1UpiYiKlpaVYLIHDE1osFhISEppcty6lJTbK\nCho2nq1yOVHWk2iG5g/tmJhwiotPNvtyG+tCaI9yu9As5WhGZ4PqlZc78Hp9x20KGrANOT0OSkpt\nGHUt8+caHROGtbiiRZbdGG2tPXDu2+TyurB4yzDpA7ex0jI79du9bJwmdY8kJyezY8cO//PMzEzM\nZjO9e/cmOTmZ3NxcrFarv3zHjh0MGjSo0XWTk5Ob0lwhhAh6DQ7t088eueWWW1ixYgVr1qxhz549\nZGRkcPPNN6PX6+natStpaWnMnz+frKws3n77bTIzM5k8eXKj606ZMqX5XrkQQgShBof26WePDB48\nmAULFrBo0SKmT5/OgAEDmDt3rr980aJFeL1epk2bxqpVq1iyZIm/i6MpdYUQ4kLVoD7tzp07s2/f\nvoBp06ZNY9q0aTXOHx8fz9KlS8+6vKbUFUKIC5GM8ieEEEFEQlsIIYKIhLYQQgQRCW0hhAgiEtpC\nCBFEJLSFECKISGgLIUQQkdAWQoggIqEthBBBREJbCCGCiIS2EEIEEQltIYQIIhLaQggRRCS0hRAi\niEhoCyFEEJHQFkKIICKhLYQQQURCWwghgoiEthBCBBEJbSGECCIS2kIIEUQktIUQIohIaAshRBCR\n0BZCiCAioS2EEEFEQlsIIYKIhLYQQgQRCW0hhAgiEtpCCBFEJLSFECKISGgLIUQQkdAWQoggIqEt\nhBBBREJbCCGCSLOE9hdffEG/fv3o37+////FixcDsHr1akaPHk1qairp6ek4HA5/vaKiImbPnk1K\nSgoTJkxg/fr1Acutra4QQlyImiW0Dx06xPjx49mwYQMbNmxg/fr13H///Wzbto2MjAwef/xxli1b\nxt69e/1hDvDYY4+h0+lYuXIlU6dOZc6cOeTn5wPUWVcIIS5EzRLa2dnZ9OnTh9jYWOLi4oiLiyM0\nNJTly5czZcoUxo4dy8UXX8xTTz3FP/7xD5xOJzk5OWzatImnn36aXr16MXPmTFJSUli1ahVArXWF\nEOJC1Wyh3b1792rTd+/ezeDBg/3PBw4ciMvlIisri927d9OtWzdiY2P95SkpKezcubPOukIIcaFq\nltDOyclh7dq1XH311YwfP5633noLpRQWi4XExMSqlel0REdHk5+fT2FhYUAZQHx8vL97pLa6Qghx\noTI0dQEnTpzAbrcTGRnJK6+8wo8//sjvf/97TCYTDocDk8kUML/RaMTpdGKz2Wosc7lcANjt9rPW\nFUKIC1WTQ7t9+/Zs2bKFqKgoAPr06YPFYuEf//gHJpPJH8KnuFwuQkNDMZvNZy0D6iwXQogLUZND\nG/AH9ik9e/YkPz+f9u3bU1BQ4J/u8XiwWq0kJiZSWlqKxWIJqGexWEhISAAgMTHxrHXrbE+7UEIS\nIhv0GpTTgaskHM1obFC9+oqJCW+R5TbW+d4e5XJhjI9AM5kbVC/CYkan0wBIaMA25PCYyNeFYtKb\n6p65kaJjwlps2Y3R1toD57ZNTo+T+LhIzPrAbcyaF4K7Bdfb5NDesmULjzzyCOvWrcNYGXj79++n\nR48eJCUlsX37dq699loAMjMzMZvN9O7dm/DwcHJzc7FarURHRwOwY8cOLr30UgCSk5PZsWNHjXXr\nUlpio6ygrEGvQ7mcKOtJNEPzh3ZMTDjFxSebfbmNdSG0R7ldaJZyNGPDutPKyx14vQqAggZsQ06P\ng5JSG0Zdy/y5RseEYS2uaJFlN0Zbaw+c+za5vC4s3jJM+sBtrLTMTkv2BzT5QOQvfvELzGYzCxcu\nJDc3l88//5ylS5cyc+ZMbr75ZlasWMGaNWvYs2cPGRkZ3Hzzzej1erp27UpaWhrz588nKyuLt99+\nm8zMTCZPngzALbfccta6QghxoWrynnZYWBhvvPEGzzzzDFOmTCE6OppHH32UsWPHAvCb3/yGRYsW\nYbPZGDduHHPnzvXXXbRoEenp6UybNo0uXbqwZMkSf/fI4MGDWbBgwVnrno3VbmXFgVfZa38XgP+5\n+FF6RV3U1JcphBBtQrP0affp04d33323xrJp06Yxbdq0Gsvi4+NZunTpWZdbW92z8SgPhXYLeSd9\nXyKcXrn0XQhx/jgvB4wa0X4kceb41m6GEEI0u/MytONCEqod0RVCiPPBeRnaQghxvpLQFkKIICKh\nLYQQQaRZzh4RIpgVO4o4VpEHwAnb8VZujRC1k9AWF7ydhdt5Zd9Lrd0MIepFQluISma9mfgQ38Vd\ncaFxrdwaIWomoS1EpUtifkF68kLAN1hUQ8YeEeJckQORQggRRCS0hRAiiEhoCyFEEJHQFkKIICKh\nLYQQQURCWwghgoiEthBCBBEJbSGECCIS2kIIEUQktIUQIohIaAshRBCR0BZCiCAioS2EEEFEQlsI\nIYKIhLYQQgQRCW0hhAgiEtpCCBFEJLSFECKInPe3G3tpz18w6cwA/GbQkySGtm/lFgkhROOd96Ft\nsVv8jz3KU/XY66bEVep/rlxOdJ4yog2x56RdHuXF4XUETNM0HaGVHzCiZe0s3M4fdz0DgFd5W7k1\nQtTfeRvaD138CE6vE4DnMjNweBx8dPgffPvz13QJ70q+/QROj7OqglJoXi8vdf8tCoUXBSi8SlH1\nDyJ0YYTrQ3FXfgB8VbKRfFchBk1frQ17Kw6RFplMkrsDReVlDIv4BXsqDmLSjBx1HufvhZ9Wq3N3\nwpQaX8+ygo/x4EVD8zUXxSWhvYk1tCPRGEeIzsyHlk8YFN4fo2bwzzM94UbiDNEAOJWLXRUHiCCE\nrKKfWGP9lotCkthnO0i5p4Ke5q4A2Lx2ogyR/CKsDz85jhFjaAfACZeFcF0YG8q2AaA/7TXP6ziD\nKH0ETuXyTyt2l9LF1IFn814jtnIZXhR2r4P/7XQPR5w/E6WPIFIfStHJMlzKTZHbysayHYTrwvzL\nGRoxgK6mThS4i9Ch+f5pGjo0qHyu07RTJfQJ7c628l2Q/zOa3oAC8m3HGd7+Ct/vUSkK7Pm4vFVt\nFSJYaEop1dqNaE77br6C/GnTuPiqGf5pd397KxXuitorKgUeN2has7dJ0zTa0tt8vrcnTBdKhacC\n9IY6f59dI7qRnvw7AEw6I+1Mvg+4ht6N3elxkFX6I0adsfENr0V0TBjW4jq24XOorbUHzn2bXF4X\nvaP6YNIHfjv+af+3hL68iIv/8V2LrPe83dM+3djO1/r3ugF+LNnPtB63YdKZ0DQNo87IU9t/A0qH\nTvMdm9VV7sdRuRdX5jlZ6zqi9VGManep//nqoi/5RVhf9JqOzIr91ebvHdIdDV9Q3B5/Pf8s+gqD\nVvuvw+F1cHHYReQ588myHcZUGRAH7bnEGKIYGNaPfbZDpIZfzOfW2jeY3iHd8eLlkP0n7k28Gady\nccTxM248rCv9nkRjHABF7hLcyk24LpQYQzv/XneF18boqEtZXfR/WNzFNa5Dr+nR0FAoPMrD7fHX\n84HlX+grj397COyWMGm+13Nqbz1CH0a5p/ofYd+QHnj933183RsKRY7jqL9tp0QZoyh1lRKiD/Hv\noQP+x+2M0SSEJNT6XgnRllwQoX37RXfXOc+yER+icg+iGWreUypxl1PurQpur/ISoQ8nSh8OUPkV\nvepknNvir/M/DokyYLUGhr5ZM/kDBGBep5n1ezH1NDVuPL6dV8VB+09E6sP9XSvtokJJdCWete5D\nHe6o93qGRSTjwRMwLUofftYPoBtix1SbFhMTTnFx9Q/FH205ZDuOBEzrE9KDniFda1z21vIfcCs3\nAMrjQUvsyJAOw1ts71eI1nBBhHZzaGeIoB0Rjaobqjdj17mbuUW1i9JXtXVwxCUBZTERNYdkY7Qz\nNO49qY8+oT3oE9qj3vMPiRjgf6zcLrSEi9AksMV5Rs7TFkKIINKmQ7uoqIjZs2eTkpLChAkTWL9+\nfWs3SQghWlWbDu3HHnsMnU7HypUrmTp1KnPmzCE/P7+1myWEEK2mzfZpHz58mE2bNrF+/XpiY2Pp\n1asXGzZsYNWqVcyePbu1myeEEK2ize5p79q1i27duhEbW3WFYkpKCjt37mzFVgkhROtqs6FdWFhI\nYoVTih8AABlKSURBVGLgaWnx8fHSPSKEuKC12e4Rm82GyWQKmGY0GnG5WvDSY7eblrhOULlcKHfb\nuWT6gmiP+9yeYgngbsHL4p0eZ5u67L6ttQfOfZta8vddmzYb2mazuVpAu1wuQkNDa63X/x/f0b+x\nK+10eWNr1qmtjS0o7albQkJkA+aOpHOHK1usLQCc/Xqo1tHW2gNtok0JCRPhiokttvw22z3Svn17\nLBZLwDSLxUJCglxyLIS4cLXZ0E5OTiY3Nxer1eqftmPHDpKTk1uxVUII0brabGh37dqVtLQ05s+f\nT1ZWFm+//TaZmZlMmVLz0KVCCHEhaNNDs1osFtLT0/n+++/p0qULv/3tb7n00kvrriiEEOepNh3a\nQgghArXZ7hEhhBDVSWgLIUQQOW9CuzVGBPziiy/o168f/fv39/+/ePFiAFavXs3o0aNJTU0lPT0d\nh6PqJr7N3Var1crw4cMpLCz0T2vK+mur25Q2TZw4sdr75XQ6W7RNhw4dYvr06aSmpjJu3DhWrFjR\nqu9Rbe1pjfcHIDs7m7vvvpuUlBTGjx/Pv/71r1Z9j2prT2u9RwBKKW688UaWLFnSqu8P6jwxc+ZM\ndf/996uDBw+qt956S6WkpKgTJ0606Dr/+te/qocfflgVFhYqi8WiLBaLqqioUFu3blWDBg1SX3zx\nhdqzZ4+6/vrr1bPPPtsibS0tLVW//OUvVb9+/ZTFYlFKqSatv666jW2Tx+NRAwYMULt27fK/V6fK\nWqpNDodDXXPNNWrhwoXq8OHD6rPPPlODBg1SGzZsUNu2bTvn71Ft7WmN90cppbxerxo7dqx64okn\n1E8//aTWrFmjBgwYoH744YdW2Y5qa09rvUenvPvuu6pfv37q5ZdfrtcyW6o950Vo5+TkqP79+6vC\nwkL/tJkzZ6pXX321Rdc7b9489de//rXa9EcffVQ99dRT/uc7duxQgwYNUg6HQ2VnZzdbW3fv3q3G\njh2rrr/++oCAbMr6a6vblDYdPnxYDRgwQHm93mp16vr9NbZNmzdvVkOHDlWu/9/emUdVcaR9+LmI\nwOh1i2dwFBEIKCCyo6iRIATHHTRoRo0YFxBi3GIcIxAjsroMThaOUVBCFAlxI6IRHA1xxVFxRQya\nsIkboigYFSHQ3x8c+vNyL6igXHH6Oeeew62u6vr1e6vern67qKqsFNOWLFkiBAQEqMVG9ekJDAxU\ni30EQRCKioqEBQsWKOQdO3assGnTJrXYqCE96rKRIAjCzZs3BScnJ8Hd3V102urqZ69FeERdKwLm\n5uZiaGiolJ6ZmYm9vb343crKisrKSn777TcyMzNfmNb//ve/jB49mq+++kphN/Om1N9Q2aZoys3N\nRV9fX2FfzFqe9vs1VlPPnj1Zs2YNmpr/v1qDTCbj8ePHXLhwodlt1JAeddgHQFdXl8jISHGdn4MH\nD5Kfn4+9vb1a2lFDetRlI4CwsDCmT5+u8B/Z6upnr4XTVteKgHl5efz888+4ubkxbNgwNmzYgCAI\n3L59W0GPhoYGHTt25NatWy9Uq7e3N7Nnz0ZTU1OhITel/obKNkVTbm4uMpmMGTNmMGjQIHx8fMjL\nywOe/vs1VtMbb7yBg4OD+P3evXukpqZiZ2dHcXFxs9uoPj22trZqsU9dHBwc8PPzY8yYMZibm6u1\nHanSoy4bHThwgIKCAqZMmaKQri77vBZOWx0rAhYVFVFeXk67du1Ys2YNs2fPJjo6mvj4eB4/fqxS\nT0VFRbNoLS8vb3T9DZVtCnl5eZSVlfHBBx+wbt065HI5M2bMoLy8vFk0VVZWsmDBAjp37sy4cePU\nbqO6etRtH0EQ+O677/jyyy9JSUkhLi6uSe24qZpU6VGHjcrLywkNDSU4OBgNDQ2lY+qwzyu7yt/z\n0NgVAZtCly5dOH78OO3btwegV69e3L59my1btqClpVWvnubQ2lAdT6v/ZekLDg7m0aNHtG3bFoAV\nK1bg4uLCoUOHXrqmyspK5s6dy6+//kpiYiJaWlpqtZEqPeq0D9SEaSwsLLCwsKC4uJgNGzY0qR03\nVVNdPbGxsezfv5+HDx82q42+/vpr+vfvr3LNI3W1odfCaatrRcBah13Lm2++ya1bt+jSpQvFxcVi\nelVVFffu3UNXV5eysrKXrlVXV7fR9TdUtiloaGiInQ1AS0sLPT09iouLn/r7NUVTZWUls2fP5uzZ\ns2zcuBEDA4OnnvNl2qg+Peqyz507dzh37hyurq5imrGxMXfv3m1SO26spob0yGSyZrdRamoqd+7c\n4aeffgKgoqKC48ePc+7cObXYB16T8Ig6VgQ8fvw4AwYMULhbZmdnY2RkhLW1NadPnxbTz507h7a2\nNj179mwWrdbW1pw5c+a56rexsXlq2aYwY8YM1q5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = default_figure()\n", "bpl.plot_alternation_hist(d, ax=ax)\n", "plt.legend(bbox_to_anchor=(-0.04, 1.15), loc='upper left', ncol=2, fontsize=12)\n", "plt.title('')\n", "sns.despine()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0I8PFHZlP08OTRse1Ey/gNCVeQFftwE1fICyz9UvBcu46MCIbq5yBoo5OLMzd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\nU9HV1aX3Ha9CocChQ4cgl8tx4MABqNVqBAUFGeWBc+/ACy/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = default_figure()\n", "bpl.plot_alternation_hist(d2, ax=ax)\n", "plt.legend(bbox_to_anchor=(-0.04, 1.15), loc='upper left', ncol=2, fontsize=12)\n", "plt.title('')\n", "sns.despine()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qXCoq5azzLS/vqs8rhBBVSXp6Oh06dCA1NdWRVlanxcyZM5kwYYK7q2qXmj+J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\n8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n", "bpl.plot_alternation_hist(d, ax=ax[0])\n", "ax[0].legend(bbox_to_anchor=(-0.04, 1.15), loc='upper left', ncol=2, fontsize=12)\n", "ax[0].set_title('')\n", "ax[0].set_ylabel('# Photons')\n", "\n", "bpl.plot_alternation_hist(d2, ax=ax[1])\n", "ax[1].legend(bbox_to_anchor=(-0.04, 1.15), loc='upper left', ncol=2, fontsize=12)\n", "ax[1].set_title('')\n", "for a, label in zip(ax, ['a', 'b']):\n", " a.set_xticks(np.arange(0, 4500, 1000))\n", " a.text(0.5, -0.26, '(%s)' % label, transform=a.transAxes, fontsize=16,\n", " horizontalalignment='center',)\n", "\n", "savefig('ALEX_alternation_double.png')" ] }, { "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }