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@tritemio
Created November 9, 2016 20:38
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FRETBursts - smFRET lifetime example.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> See issue: https://github.com/tritemio/FRETBursts/issues/47"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Loading FRETBursts"
]
},
{
"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 0.5.9).\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/10.1371/journal.pone.0160716 \n",
"\n",
"--------------------------------------------------------------\n"
]
}
],
"source": [
"from fretbursts import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sns = init_notebook()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'./data/test_DM1_smFRET.h5'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filename = './data/test_DM1_smFRET.h5'\n",
"filename"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Selecting a data file\n",
"\n",
"Alternatively you can use an open-file dialog in order to select a data file:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# filename = OpenFileDialog()\n",
"# filename"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Perfect, I found the file!\n"
]
}
],
"source": [
"import os\n",
"if os.path.isfile(filename):\n",
" print(\"Perfect, I found the file!\")\n",
"else:\n",
" print(\"Sorry, I can't find the file:\\n%s\" % filename)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Load data\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"d = loader.photon_hdf5(filename)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"370.40273654999999"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.time_max"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Initial data exploration"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TCSPC data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 6233, 22492, 25, ..., 0, 606, 462], dtype=uint16)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.nanotimes_"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[{'tcspc_num_bins': 65536, 'tcspc_range': 1.048576e-06, 'tcspc_unit': 1.6e-11}]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.nanotimes_params"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1.048576e-06"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"1.6e-11 * 65536"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Are you sure 65536 is the right number of bins?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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mUo32DgE1DZ1IGNP3TFeigXjEhJz0F6rx0r1hvcaNZzrx77p2jApXYVyUZ+1W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\nfyXLl22IhhX9AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb98d160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(d.nanotimes_, bins=np.arange(4096), histtype='step', lw=2)\n",
"plt.yscale('log')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0xbd62470>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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t7pXLtTeU0sYVqzWZfoUomnvodvd9L9rauuSyeCJczeCiuYejAf0LXWZmakjP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\nAABIkv4/qOYgbnlKN1wAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb51dda0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(d.nanotimes_*1.6e-2, bins=np.arange(1, 100, 0.1), histtype='step', lw=2)\n",
"plt.yscale('log')\n",
"plt.xlabel('ns')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Timetrace of timestamps (macro-times)\n",
"\n",
"The next 3 cells allows to scroll the timetrace in a GUI in an external window (the cells are disabled).\n",
"You need to switch to the QT backend and then switch back to inline to have plots in the notebook."
]
},
{
"cell_type": "raw",
"metadata": {
"collapsed": true
},
"source": [
"%matplotlib qt5"
]
},
{
"cell_type": "raw",
"metadata": {
"collapsed": false
},
"source": [
"dplot(d, timetrace, tmax=370, scroll=True)\n",
"plt.ylim(-300, 300)"
]
},
{
"cell_type": "raw",
"metadata": {
"collapsed": true
},
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-300, 300)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hxHafvwss9oQRBljGRcYFx69nV+CznI+auhjNFtZ5tAwcfOCkcRwTg4wwwEQC44LDyltp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4YNRbYhSsaVuv7xxx8xduxYLFiwAAkJCd4ops9TUj1HR0djx44d+PLLL7Fu3ToMHjzYmElClA5X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\ngSAIgiAIU/4fRs8swvxO7JkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xbd2afd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, timetrace, tmax=10)\n",
"plt.ylim(-300, 300)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-100, 100)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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fsKThosgkqC6TMLd7Dv7nncuj62VCQgTV7Boust1obRBGd5Z6/hWp5Z7ry0BA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wD+jxyElUArHZqs16wS78gZKbOhARg7EchmBYFTCeSgYUIi13WhAKgEiFahKe9B1aUkkN9AOAIW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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1c434b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, timetrace, tmax=10)\n",
"plt.ylim(-100, 100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pretty high background: by eye ~50kcps for Donor and 10kcps for Acceptor. \n",
"\n",
"The the background fit with default parameters may fail. Better to start with a manual\n",
"threshold:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" - Calculating BG rates ... [DONE]\n"
]
}
],
"source": [
"d.calc_bg(fun=bg.exp_fit, time_s=30, tail_min_us=(50, 50, 300))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c425a90>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SkJAAUOSyxMTEiuq2EEIIIW5RJQc47tixg1dffZXly5dTt25dFEUpVEen0wFg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\nIYQQJklnQQghhBAmSWdBCCGEECb9P5ckvstzVqftAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1c43f940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, timetrace_bg)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"([9474.437277714851], [866987.19217107643])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.rate_ad, d.rate_dd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It doesn't look right, the DD and T background is too high (0.8 and 1.7Mcps!). Let's see the\n",
"histogram of time-lags between timestamps:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 0.2)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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esX0JD2xOXulJMAxreqHAVoDNUcq2nG/Yeex7AFqHt6FTXDOuah9E307BGAac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\nQigSGAghhBBC+QfNf/wUwoupqgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1c2eaef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dplot(d, hist_bg, show_fit=False, binwidth=0.1e-5)\n",
"plt.xlim(0, 0.2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Weird, why the DexDem distribution is truncated? Let's double-check the plot manually\n",
"in case there is a bug in FRETBursts:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ph_d = d.get_ph_times(ph_sel=Ph_sel(Dex='Dem'))\n",
"ph_a = d.get_ph_times(ph_sel=Ph_sel(Dex='Aem'))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(5e-08, (18707949,))"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d.clk_p, ph_d.shape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"dph_d = np.diff(ph_d).astype(float) * d.clk_p * 1e6 # us\n",
"dph_a = np.diff(ph_a).astype(float) * d.clk_p * 1e6 # us"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(19.799216897010776, 71.699999999999989, -0.84999999999999987)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dph_d.mean(), dph_d.max(), dph_d.min()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0xbada8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(dph_d, bins=np.arange(0, 201, 1), histtype='step', lw=2);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Same result with the manual plot. This looks a hardware or decoding error. \n",
"The max delay between timestamps is 50us!\n",
"Let's zoom a bit:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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IjBXnUBvx0Vb2NfvY0+jljJGRWCx9v3OViPS/gZUOxwGb1YIj3hb4+Xc3JAce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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb5dd780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(dph_d, bins=np.arange(0, 56, 0.1), histtype='step', lw=2);"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 20)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YfuWZBgZmRERERH1I2MDs6NGjKCoqwq5duzBmzBgAwDPPPAOLxYKNGzeipKQE+fn52LBh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\nYoyBGRERERERUYwxMCMiIiIiIoqx/w8LP8lELK+YVwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1c0ea9b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(16, 3))\n",
"ax.hist(dph_d, bins=np.arange(0, 56, 0.1), histtype='step', lw=2);\n",
"plt.ylim(0, 200000)\n",
"plt.xlim(0, 20)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Very strange pattern!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's look at the raw timestamps:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1c310eb8>]"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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by3jyrUr6WIJYcWc05/YI8fSwRPyGAllETspe72LK6hI2fljD0AvDeGq0WYt8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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1c0c0f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(ph_d[:10*1000])"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(ph_d > 0).all()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks fine here.\n",
"\n",
"Let's look at the acceptor channels now:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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NhozCWtS32bB9r/T+yaQYOWamR/Z2CKIeGI5ENCwdqrXgnvUNYnv6+Aj8i+FI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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1c326b00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(dph_a, bins=np.arange(0, 1001, 10), histtype='step', lw=2);\n",
"plt.yscale('log')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"OK. Zooming:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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sxG63s2fPHjZu3EhRUREdHR2D1mzatGlCVl5ERMSsIQM0ISGB8vJyEhMTAbj66qs5fvw4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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xb5e33c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(dph_a, bins=np.arange(0, 500, 0.1), histtype='step', lw=2);"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 20)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IWh02p4jnigNzqWlUAm48X966TNSX/PWyZFx1dgJe/rgB97xeE3H9nOM0OHmA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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1c0c0e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(16, 3))\n",
"ax.hist(dph_a, bins=np.arange(0, 56, 0.1), histtype='step', lw=2);\n",
"plt.ylim(0, 50000)\n",
"plt.xlim(0, 20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Still this pattern doesn't look OK."
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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"
},
"nav_menu": {},
"toc": {
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 6,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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