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@tritemio
Created January 23, 2014 20:18
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#usALEX Workflow\n",
"\n",
"> *Here we show a typical workflow of usALEX analysis. Briefly, we will perform background estimation, burst search, \n",
"> burst selection, FRET histograms, ALEX histograms, sub-population selection and FRET fit.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data load"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start loading the **`fretburtsts`** software:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%run -i load_fretbursts.py"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"C:\\Data\\Antonio\\software\\src\\fretbursts\n",
" - Optimized burst search (cython) loaded."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
" - Optimized ph_count (cython) loaded.\n",
"\n",
"Current software revision:\n",
" 70295a9 Add weights based on burst-size CDF\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The last line tells the exact software revision. This can be used for long term reproducibility, a crucial problem in science. Moreover knowing the revision allows to easily track software regressions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can select a data-file by pasting its name in a variable or by using a conventinal GUI dialog. In either case we'll end up with the full file name store in `full_fname`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Option 1: Paste the file-name"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can define a variable containig the file name to be loaded:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"file_name = \"0023uLRpitc_NTP_20dT_0.5GndCl.sm\""
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"we concatenate the data folder with the file name (the full file name is `folder_name` + `file_name`):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"folder_name = r\"C:\\Data\\Antonio\\data\\alex\\131126/\"\n",
"full_fname = folder_name + file_name\n",
"full_fname"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"'C:\\\\Data\\\\Antonio\\\\data\\\\alex\\\\131126/0023uLRpitc_NTP_20dT_0.5GndCl.sm'"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Option 2: Select a file with a GUI"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Uncomment these 3 lines to select a file with a GUI:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#%matplotlib qt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#full_fname = gui_fname()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Load the selected file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can finally load the measurement and store it variable called `d` (no much fantasy eh?). We can assign bleed-through or leakage (`BT`) coefficient and $\\gamma$-factor (`gamma`). These are optional and can be changed later:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d = load_usalex(fname=full_fname, BT=0.16, gamma=1., )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Loading 'C:\\Data\\Antonio\\data\\alex\\131126/0023uLRpitc_NTP_20dT_0.5GndCl.sm' ... \n",
" [DONE]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# usALEX parameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A this point in `d` we have only the timestamps (`ph_times_t`) and the detector numbers (`det_t`):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d.ph_times_t, d.det_t"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"(array([ 146847, 188045, 294124, ..., 47999470676,\n",
" 47999545211, 47999580470], dtype=int64),\n",
" array([0, 1, 1, ..., 1, 1, 0], dtype=uint8))"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We need to define some ALEX parameters: \n",
"\n",
"- donor and acceptor channels (`det_donor_accept`)\n",
"- length of excitation period (`alex_period`)\n",
"- donor and acceptor excitation windows (`D_ON` and `A_ON`)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d.add(det_donor_accept=(0, 1), alex_period=4000, D_ON=(2850, 580), A_ON=(900, 2580))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We should check with the alternation histogram if everything is OK :"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_alternation_hist(d)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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DROTidqnK+bPlKHt2E0tV/tWj53EQAQAaGxF4O1m0uOzBtJjNwOXLjseBEtoPtCcslz0T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\nAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x13032a58>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And, once the parameters are correct, we can apply them with:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"usalex_apply_period(d)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"#donor: 727351 #acceptor: 1579957 \n",
"\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"C:\\Data\\Antonio\\data\\alex\\131126_0023uLRpitc_NTP_20dT_0.5GndC G1.000"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Measurement infos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All the measurement data is in the `d` variable. We can print it:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"C:\\Data\\Antonio\\data\\alex\\131126_0023uLRpitc_NTP_20dT_0.5GndC G1.000"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or check the **measurement duration**:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d.time_max()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"599.99475587500001"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Background estimation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a first step of the analysis we need to estimate the background.\n",
"\n",
"Let start with a standard background fit:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d.calc_bg(bg_calc_exp, time_s=1000, tail_min_us=500)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Calculating BG rates ... "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[DONE]\n"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(d, hist_bg_fit, bins=r_[0:9000:50], t_min_us=500)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"WARNING: No title in plots.\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"(<matplotlib.axes.AxesSubplot at 0x1305bcf8>, None)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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KCvpUe0QtalGLuq/XnfpKe7ojT37+1+dszZgxg+50yfbB6VyD89hjj/HMM89w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\nu3dTq1Yt6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331FR07djQIfUuWLMHY2JgBAwZk+34ZgjYAa2trduzYgY2NDQCfffYZ4eHh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\nDQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1305bc88>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This can be ok. \n",
"\n",
"Optionally, we can further optimize the threshold for each channel to make the fit better:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d.calc_bg(bg_calc_exp, time_s=3000, tail_min_us=(800, 3000, 800, 3000))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Calculating BG rates ... "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[DONE]\n"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(d, hist_bg_fit, bins=r_[0:12000:50], t_min_us=2000)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"WARNING: No title in plots.\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"(<matplotlib.axes.AxesSubplot at 0x136905f8>, None)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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uTlxcHHFxccyaNYtBgwbRsmXLGnwCQRAEwZhSZqYYpRyfD33u+Zpt27bh6+tL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B9+QD9/PqJXrzKPqj/9hG7ePEhOxjRoUFG5CFnrSnID3/7xLccuH2PxkMUARAdHc2L6Cea9No+0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\nOhKJRCKRSOos0tGRSCQSiURSZ/n/lRfGs0WSbv0AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x13987940>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d.rate_m, d.rate_dd, d.rate_ad, d.rate_aa"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
"([2230.8318392978194],\n",
" [578.70363382631774],\n",
" [1019.3864460699015],\n",
" [568.27930621232065])"
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Burst analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First step of burst analysis is the burst search. \n",
"\n",
"We'll use the sliding-window algorithm on (Donor + Acceptor) photons durind donor excitation.\n",
"\n",
"Here the command:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"d.burst_search_t(L=10, m=10, P=None, F=7, ph_sel='DA')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Performing burst search (verbose=False) ..."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[DONE]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Calculating burst periods ..."
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[DONE]\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Counting D and A ph and calculating FRET ... \n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Applying background correction.\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" - Applying leakage correction.\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" [DONE Counting D/A]\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and we can plot the resulting FRET histogram:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(d, hist_fret);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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xcXG4evUqYmJiMH78+Bq3UxVPc3NzhfhXXpfqn0V1510b1a9x5TGqIiKsWrVK6bOho6MD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\nPNb/B1pb634bKEo+AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x13013438>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All the pre-defined plots follow this pattern: \n",
"call the generic `dplot()` function, passing 2 parameter:\n",
"\n",
"- the measurement data (`d` in this case) \n",
"- the plot function (`hist_fret`)\n",
"\n",
"In some case we can add other optional parameters to tweak the plot.\n",
"\n",
"All the plot functions start with `hist_` for histograms, `scatter_` for scatter-plots or `timetrace_` for plots function of measurement time. You can use autocompletion to find all the plot function or you can look in `bursts_plot.py` where all the plot functions are defined."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instead of `hist_fret` we can use `hist_fret_kde` to add a [KDE](http://en.wikipedia.org/wiki/Kernel_density_estimation) overlay. Also, we can plot a **weighted histogram** passing an additional parameter `weights`:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(d, hist_fret_kde);\n",
"dplot(d, hist_fret_kde, weights='size');\n",
"dplot(d, hist_fret_kde, weights='cum_size');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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OmzYNW7duxZQpUzTSVLer9KFDh6p16/3pp5/iueeeQ8+ePTW2y87Ohq2trVpc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"text": [
"<matplotlib.figure.Figure at 0x13524400>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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43NTUFB9//DGCg4NhZWUFuVyu8jYEY4wxxlhT7fpWUWxsLP7xj3/g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\ni8w+zwl2X/9/VwiLiicucfL8V+3NV8hLUvj6l1IDEJkIFkePHmXr1q0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VSduo8+pEcgtN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"text": [
"<matplotlib.figure.Figure at 0x13524710>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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0ESNGKHTr/fnnn2PmzJno3bu30nbZ2dmwsrJSiOuFCxcU1rlx4wb09PTg7Oys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\n267+LroaK9EO2bHGzudq1ZnhbvXrH/YzZbu1sXpGxTMbtv3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2mT4UhaBDCCZzDEbTzO/O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+AAAK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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x15f43a58>"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(d, hist_fret_kde, weights='size');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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43NTUFB9//DGCg4NhZWUFuVyu8jYEY4wxxlhT7fpWUWxsLP7xj3/g\n+vXruHv3LtauXavW2Q9jjDHGmFK79px7+vRphIWFCQPyLVmyBCtXrkRJSYna68k//PADbGxs2iOZ\njDHGGNOD5r2tt0a7ZlyGDBmCzZs3o6CgADY2Nti/fz8GDhyosU8VGxsbDBs2rB1S2TmsW7cOb7zx\nRnsno0Pi2OjG8dGN46Mbx0c7jo1uD9s0pM0yLsoW4wkJCVi4cCGSkpIQEhKC119/HaNGjYKhoSGs\nrKzwyy+/tFWSupTMzMz2TkKHxbHRjeOjG8dHN46Pdhwb/WiTjEtUVJTwt3IcIaVFixZh0aJFbZEM\nxhhjjHVyXb7L/8eFcgwKpo5joxvHRzeOj24cH+04Nvqh955zH5Xo6Ghu48IYY4x1EWfOnHmoxrlc\n4tJFKEf3Zeo4NrpxfHTj+OjG8dGOY6MfnHFhjDHGWKfBVUWMMcYYa3NcVcQYY4yxLo8zLl0E16Vq\nx7HRjeOjG8dHN46Pdhwb/eCMC2OMMcY6DW7jwhhjjLE2x21cGGOMMdblccali+C6VO04NrpxfHTj\n+OjG8dGOY6MfnHFhjDHGWKfBbVwYY4wx1ua4jQtjjDHGujzOuHQRXJeqHcdGN46Pbhwf3Tg+2nFs\n9IMzLowxxhjrNLiNC2OMMcba3MO2cZHoIS2sDSmIsC+2GGVVcq3rhEot4GRr0oapYowxxvSDq4o6\nudJKOY5dvI9ff49BUkaN2ic+tRznUsvbO5ntiuuZdeP46Mbx0Y3jox3HRj/0nnEhIkRERGDDhg0a\nlycnJyM0NBT+/v4ICgpCYmKivpPUJZlb9ERfRze1j4EB500ZY4x1HXr9r3b9+nWEhYVh9+7dEIlE\nasurqqowbtw4vP7660hMTMQ//vEPPPPMM/pMUpfV32N4eyehwxoxYkR7J6FD4/joxvHRjeOjHcdG\nP/TaxmXz5s2YP38+HBwcoKkN8NGjR+Hq6ooJEyYAAKZMmQInJyd9JokxxhhjnZheS1w2bdqEOXPm\naF2empoKW1tbLFiwAEFBQRg3bhwaGhr0maQuK/v66fZOQofF9cy6cXx04/joxvHRjmOjH+36VlF9\nfT0OHTqEmJgYBAUF4cCBA5g0aRKysrJgaGjYnkljjDHGWAfUrhmXvn37wt3dHUFBQQCAqVOnYsGC\nBbh9+zbc3NzU1l+4cCEcHBwAABYWFvD19RXqEJU528dtWuofLMQnPTkGTtJQ4W8AMDCz6VDpbY/p\nESNGdKj0dLRpjg/Hh+PD020xrfw7MzMTABAREYGH0SYd0EVGRsLb2xurVq1SmZ+fnw9PT08cO3YM\n/v7+OHnyJMLDw5GVlQUjIyOVdbkDOs3uVTRgzXcZsLLpgx6WvdSWZ926hhGe3TE7xLodUscYY4xp\n1uEHWVS+VZSQkACZTAYAsLW1xf79+7FkyRJIpVKsWrUKe/fuVcu0sJZxGxftuJ5ZN46Pbhwf3Tg+\n2nFs9KNNqoqioqKEvwMDA5GUlCRMh4SEIC4uri2SwRhjjLFOrs1KXJh+cT8u2nFfCrpxfHTj+OjG\n8dGOY6MfnHFhjDHGWKfBGZcugtu4aMf1zLpxfHTj+OjG8dGOY6MfnHFhjDHGWKfBGZcugtu4aMf1\nzLpxfHTj+OjG8dGOY6MfnHFhjDHGWKfBGZcugtu4aMf1zLpxfHTj+OjG8dGOY6MfnHFhjDHGWKfB\nGZcugtu4aMf1zLpxfHTj+OjG8dGOY6MfnHFhjDHGWKfBGZcugtu4aMf1zLpxfHTj+OjG8dGOY6Mf\nnHFhjDHGWKfBGZcugtu4aMf1zLpxfHTj+OjG8dGOY6MfnHFhjDHGWKfBGZcugtu4aMf1zLpxfHTj\n+OjG8dGOY6MfnHFhjDHGWKfBGZcugtu4aMf1zLpxfHTj+OjG8dGOY6MfnHFhjDHGWKfBGZcugtu4\naMf1zLpxfHTj+OjG8dGOY6MfEn0fgIgQGRkJqVSKVatWaV1v//79eP7551FaWqrvJLH/c+pqKRJu\nVmhdPtDOBNOesGrDFD0eauoUICKNyyQGIhhKOsbviepaORJvV0Kh0JxWEyMxApzNIRaL2jhljLHH\nmV4zLtevX8fSpUsRHx8PHx8freulpaXhtdde0/owZy17mDYu51LLcTO/DkbGJmrLGurqkF1U1yUy\nLh2pnjn2Rhm2/VmgdbnEQIR1cx1g2U3vvykE2uITl1qOXaeKdG5r3cMQjrbq909X0pHun46I46Md\nx0Y/9Pp03Lx5M+bPnw8HBwetmZKqqirMmzcPn3zyCZ599ll9JodpYGxsCvv+Tmrzi/JzIK/h0q9H\nraSiAQDQq7cd0Kygoq62BhVl91FRLW/TjIs2cnnjd7avoyvEYtVSoJqqShTm3UGDltIYxhjTF72W\nSW/atAlz5szRuc6iRYvw0ksv6SyRYS3jNi7adcR65h49rWDRs7fKx6xbj3ZJS0vxkRhIIJEYqnwM\nDNo/Y9VWOuL905FwfLTj2OhHuz59Nm/eDENDQ0RERCAjI6PF9RcuXAgHBwcAgIWFBXx9fYWiOOUN\n8rhNS/2DAQAFmckwM+8BJ2koACA9OQYAYGBmo3X729cKYdgnWGV95fZ3bpyFoq4SgFOHOt/OPg0z\nbwBARnIMIBKpXK+aqkqY9HToMOlNvlkOwE1IH/Df+yPr6imUFOUB6Nth0svTPN3RppU6Snrae1r5\nd2ZmJgAgIiICD0NEbdCwJDIyEt7e3mqNc5944glUVVVBIpGgrq4OKSkp8PHxwcGDB2Fvb6+ybnR0\nNIYNG6bvpHY69yoasOa7DFjZ9EEPy15qy7NuXcMIz+6YHWKttmzDvjvIvm+gs6po43z1ZezhHUwo\nwa/nSuDo6gWRSLWuqLK8DAW5WXgjvD/69TZupxT+1x8X72HP2WI4OHtAbGCgsqy6sgJ5dzPw2vS+\ncLE3bacUMsY6szNnziAsLOyBt2vXEpf4+Hjh78zMTHh7eyMxMbEdU8RY53Ts4j3cLa7TujzQxRze\nDt3aMEWMMaYfbfbepfLXZUJCAmQymdpyIlL7Bcpaj9u4aPc41DPvjyvBubRKJN6uUfvEp5YjJll7\nQ+vHIT5/BcdHN46Pdhwb/WiTEpeoqCjh78DAQCQlJamt4+joiLKysrZIDmNdUneLXuhlbac2Pyfr\nZjukhjHG9KNj9HTF/jIeq0g77ktBN46Pbhwf3Tg+2nFs9OPxeaeRsU5MoSDsiytGebVc83LuvJEx\n9pjgEpcugtu4aNcV6pmLyutx7OJ9nL9ZhQu3a9Q+EokhjE3NHmrfXSE++sTx0Y3jox3HRj+4xIWx\nTqSXtT3Me1i2dzIYY6zdcIlLF8FtXLTjembdOD66cXx04/hox7HRD864MMYYY6zT4IxLF8FtXLTj\nembdOD66cXx04/hox7HRD27jwlgH88el++huqtrFflWtop1SwxhjHQtnXLoIbuOiXWepZzY0MoKB\ngQHOpVVoXG5gYACJodEjP25niU974fjoxvHRjmOjH5xxYayDMDI2wQBnj/ZOBmOMdWjcxqWLaNrG\npaG+DkV3U5F59TRy0+JxO+US8vLy0AYDgXdI+qhnvpReiT1nirR+LqVXPvJj6gvXw+vG8dGN46Md\nx0Y/uMSlC6mvrUbm1ZPISUuAoq4cUNShsuweYnMNkX31T1j1toWv/xNwdfeGSCRCRY0CgEGL+2Xq\n9sYWI/9+HcRi9YFBFQrClawq+Do9mtGYG+rrUFqYibLiu6gqK0J9TSUUCjkMDAxhZGoOsx690b1X\nH/To3V8vVUmMMdaRcMali+hu1Q/nDv4v6svzIW4oQ0/LXrDo1R+11b1QVVWB23fycO1WAaLjb8K0\nZ38MkIbB2MwCZt2M2zvpeqePemYiQjfzHrDpM0BtWUFOFoiq//L+7xdkIudmAoqyr4PqKwFFHUSK\neoDkAAiAGBAZgMQSQGwMkaEZeto5w9ZRit79PWBg0LqvN9fD68bx0Y3jox3HRj8449IJFJbW498H\n7qK2Xr2qR0FA8Z1rKMlMgDFVoJelJQb5PIkelr0blysUUCjkUCjkyL9zG7dvJKK6rgB516PhPnQm\nrO37tfXpsBbcL8jC7YvHUFpwG+KGCogaKmHZszcsew+AefeeMDIxhVgsgbyhHrU1lagou4fSkgKU\nlWbhXnoBSrIvQWLaC31cg9DP7Yn2Ph3GGHukOOPSCRSU1qG4vAFm3brDQKJ6yYozk1Fw8yxqS9Lg\nHjweA939IRb/t+mSWCz+v2lD9B/oCbt+zriWdAoF+bm4cfYniEXhsHHwauMzalsnT57sFL986mur\ncTPxCPJuJUBcXwoTAwX6Obujr4MbTMzMW9y+tqYKBTkZyMlMRXnpbWRdKsSdG7Ew7dkfjpZBWrfr\nLPFpLxwf3Tg+2nFs9IMzLp2IRS9rmDQZSK84Jw0FN8/C3KAatk7ucPEMbHEfhkbG8BkchptXzyHj\nVgqunfkJEM2GzQBPfSadteBefgaun9mDuvJcGCoq4ODiDQcX6QO1WTE2MUP/gZ7o5+SB0pJ8ZKRe\nQlFBJgqLM3G65CpGOk6DTCaDSKTeLocxxjoLzrh0UlVlxbh2ejdENYVwGuQNZ4+AVm8rEong4jUY\nYrEEt29exfUzu2Fo/Dx62jrqL8HtqCP/4iEiZF8/i9sXj0BUU4xelj3g6f8UzMwtHnqfIpEIllZ2\n8Btqh9KSAlxJiEFdeS727duHS5cuYfLkybCxsRHW78jx6Qg4PrpxfLTj2OgHZ1w6IYVcjmtn9kBR\nlQ9bW3sMdPd/4H2IRCIM9PBHQ0MdsjJu4eqpH+E/biHMeljpIcVME4VcjpRzvyL/1jmIa4vg6Oqt\nVtX3V1n0soF0cBjqS7NQVXANV65cQU5ODkaOHIng4OBHeizGGGsL/NTqIOQKQnp+DW7mVqt9ckvq\nVNbNuBKDisJbMDMSwcM/BCKRCLdvJD7wMUUiEVy9n4CNjS3kFTm4cupHNNTXPqpT6jA6Yl8K8vo6\nJJ/Yify0s5DUl8AnKBQunoF6yUiIRCLY9XXEU089hX79+iE3NxdHjhzB9u3bUVZW1iHj05FwfHTj\n+GjHsdEPvZe4EBEiIyMhlUqxatUqteXbt2/Hxx9/DJFIBDMzM3z66acICGh9tUdXcfZ6GXacKNS5\njlgsRnlJLrKunoS4/j68npgAQ8O/9jqzWCyGV8BIVJ38FeXF6Ug59ys8g2f+pX0y3eT1tbgcsx1l\neddhIqqG3/CJ6NHTWu/HNTY2xrBhw+Dg4IDTp08jOTkZBQUF6NeP3yxjjHUees24XL9+HUuXLkV8\nfDx8fHzUlqekpGD16tVISkqCra0tDh8+jBkzZiAzM1OfyeqQqusaB9Gz6TMAYpH6r26RWAyJxBDJ\n53+DqLYEAwa6w9LKTlj+MNVFShJDI/gMDsO5EwdQmJ6IHBtHGPfo89D762g6Uj1zfV0tbl34DcZU\nBjNJPfyHPfmX2rM8jH79+mHatGk4deoUsrOzUVVVhbNnz2Lo0KHccFeDjnT/dEQcH+04Nvqh16qi\nzZs3Y/78+QgPD9fY3byJiQm++eYb2NraAgACAgKQl5eHhoYGfSarQzM16wbTbuZqHxNTM+SlX0R5\nwW2YGon+UkZFk27dLeHhOwzi2mLcvHAI1eXFj3T/DKirq8PJY/tQdz8TZpIGBIRMbvNMi5KpqSnG\njh0LT09PFBQU4Pfff8dvv/0GuVzeLulhjLHW0mvGZdOmTZgzZ47W5Q4ODpg4cSKAxiqlV199FdOm\nTYNEwm2Gm2uor0X6pWiI6u/BxWuw2muyD9PGpTm7/s7o038gUF2EWxcOQiHvGhnIjlDP3NDQgD17\n9iA/+yZ6mAL+wyfC1Kx7u6ZJJBJBJpPB2toa9+/fR1xcHH766SfU1dW1vPFjpCPcPx0Zx0c7jo1+\ndIgcQmVlJSIiInD37l38/vvvWtdbuHAhHBwcAAAWFhbw9fUViuKUN0hnnU5OPIu8m2VwcGkcHTg9\nOQYA4CQNBQCc++1/UZB+Ac4DnWHb10nIqChLXnKy0lSmmy9v7fQgnyG4X7wft27GobaiGHjx3Q4R\nn442nXUjHjUKY6HL/+bXK+tGPE6ezMSIESNARPjggw+QmpoKsWEPeAWEIjcrrfHNrr94vVo7fSvl\nMgwrzSCTyQAASUlJAACZTAY7OzuYmJjgwoULUCgUqK2tRb9+/ZCcVQvATfP5XT2FkqI8AH07xPXg\naZ7uiNNKHSU97T2t/FvZHCQiIgIPQ0RtMGRwZGQkvL29NTbOzcrKwpQpU+Dl5YWoqCgYG2tubBod\nHY1hw4bpO6nt5mjSPeyNLYaDiwfEYtWBD2uryhH/67+BimwEDp8ISytbvablfnE+Yv/cjwq5GSZP\nnwPL3urtXSy7SfDMSGuIH9M2EW/uyESl3FTrWEXmkmq882xjJvvo0aM4deoUysrKMEgWivxKU1j2\nsm6z9iTlpSXo1U2EwYN0l/CUlpbiyJEjkEgkGDRoEOy8JuLAhUo4OHtAbKB6T1ZXViDvbgZem94X\nLvam+kw+Y6yLOnPmDMLCwh54u3Z9HbqkpAQjR47ErFmzsHPnTq2Zlsdd5rVTUNTcg7VdP71nWgDA\n0soWjoOkMBZV488/juBGTi1S8xXC5/rdepy6Vobyam4P0ZL4+HicOXMG9+/fx+jRo2Fh2au9k6SV\nhYUFJk6cCLlcjtTUVMQc2Qt5Q317J4sxxlS0WcZF+esyISFBKK7esmUL7ty5g71790ImkwmfkpKS\ntkpWh1dTVYbctPMQN1To7B33UbRxaWqQ92BY97aCkagGNfey0GeAi/Cx6KX/V3cfpfaqZ05JScGR\nI0dQXFyM4OBg2Nvbt0s6AKCmToHswlqNn1OxCcJ63bt3x4QJE9DQ0IC8O7eQcfF3KB7zBrvcTkE3\njo92HBv9aJM2LlFRUcLfgYGBQv362rVrsXbt2rZIQqeVde00qK4Udn0cYN6jZ5sd18BAAk//EUg4\ndRB3bpyBdX9PWFj3b7Pjd3YV9wuwd+8fKCoqgq+vL5ydndstLSKRGGXVdbiUUalxeVZGFSztmy4T\no79nCG5FH0FV+S2knDsAz2Ez+VVpxliH0CEa5zLNaqvKkXszAeKGcji56a4HfNSvRwOARU9rODh7\nIf12Gm7E/4LAiS/BwKDz3TJt3ZdCfU0lbsYfhFuvUgwYMEBjH0ZtqVt3CygUCo3L6mqr4egqRXZx\n8zeJTODsE4Kq8zEoSL8Asx5WcPIZpf/EdkDcF4duHB/tODb60fn+Cz1G7qTEgWpLYWPXv01LW5py\ncpehMDcT5SVZyEiOgbPfmHZJR2chlzcgLeEA5JUF6OFojeDg4HYvqRCJRDBo1rhWydTMHKZm5hqX\nWQIJyFcAACAASURBVPS0hrGxGS7GRyPjcjTMLKxh6+Ctz6QyxliLeKyiDqq+rgY5aechbiiH4yDf\nFtd/1G1clJRVRuL6+8i+dhJlxXf1chx9aqt6ZiJC6rlfUV2cATNjEUaPHt0p+iTSde/0tuuPQd6B\nENcWISVuH8rv5bVhyjoGbqegG8dHO46NfnDGpYPKvXkB8pp76GVlA4s2GMdGF4teNnBw9oCo9h5u\nxO3vMh3TPWp3UuKQf+s8TETVkAaOgKlp13hNuP9AL/Tt7wiqKsDVkz+ivq6mvZPEGHuMccalA1LI\n5bhzIxai+nIMcJG2aht9tHFR3X8AuplKUFWciezrp/V6rEetLeqZS3Jv4VbiYYhri+DmMxTd26lq\n72G0dO+IRCK4+QSjh7kpau5n40bcfo1DeHRV3E5BN46Pdhwb/eCMSwdUkHUVdZVF6N7dHFa2HWPk\nXgOJBJ6yxiqjnNRYVN5//KoMtKkqL8G1M7shqimCk6sU1vbqndJ1dgYSCXwGj4YRqlCceQm5NxNa\n3ogxxvSAMy4dDBE1lrY0lKP/QK9WN+zUVxuXpiytbOHg4gmDhlJkJUejvr5zdE6mz3rmhvo6XDn5\nI+QVubC2tsFAD/2WfOlDa+8d02494OE3HOK6EqRf/gPVZUV6TlnHwO0UdOP4aMex0Q/OuHQwpYVZ\nKC/OgrFB46CHHc1Ad3/06GYCeWUBYo5Ht3dy2hUR4UbcflQV34a5iQG8Ake2+xtE+mbb1wn9HFwg\nritB5uVjnSbzyhjrOjr+Kw+Pmbup5yBuqEDfge4P1GeKvtu4KBkYSODhF4LS4/tx4fw5+Hq5wdXV\ntU2O/bD0Vc+ce/M87mclwUhRCZ8npsDQsHMOWfGg946r9xMoyr+DiuI8vP3pPrj6haqtIzEQIWK0\nDRxtTR5RKtsPt1PQjeOjHcdGP7jEpQOpqy5HUfY1iBXV6Ofk3t7J0crcohcGuHijtPQ+Dhw4gPLy\n8vZOUpsryUvH3RunIK4rgXfgSHTrbtneSWozBhIJpEGjYG7UgNzMq8jLL0A1mQmfKrkJ8u7VIauw\ntr2Tyhjrgjjj0oEU37kGUX0FbOwdYGza7YG2bYs2Lk31dXSHlZUV8vPzsX//fq09s3YEj7qeubCw\nEKkXjsBIXgpnd1/0tuvcjXEf5t6x6GUDN+kTMDdsQOHtc+hpZQ0b+/6wse8PK1v10cQ7M26noBvH\nRzuOjX5wxqWDkDc0oDj7KkTyCvQf6NHeyWmRSCTC8JARaGhoQEpKCk6cONHeSWoT1dXV+Omnn4Da\ne7CxtW9V54BdlYOrDywteqCuLAc3L/ze3slhjD0mOOPSQWRnpILqytG9ew9Y9LJ94O3bqo1LU6am\nphg5ciTu37+PEydOICUlpc3T0BqPqp5ZoVBg7969yMrKQo/upnDzGaq1MW5NnQLn08rVPjnFHa/6\n5GHvHbFYDE//EZAoKpB36zyK7qY+4pR1DNxOQTeOj3YcG/3gjEsHkXb9IiSoQT8nj071Zoq9vT38\n/f1RUlKCffv2IT8/v72TpBdEhCNHjuD69euoq6uDNGAEDCSGGteVGBoBIgmKy0ntU1MvhpFR52zE\nq0m37pZw8QiAuO4eUuMPoL62ur2TxBjr4jjj0gHk5eWhIDcbxhLAtt/Ah9pHW7dxacrLywsDBgxA\nQUEBdu3a1eEa6z6Keubz588jLi4OpaWlCAsLg4mONkjGJqbobtlL66dbd4sOlTn9q/dOv4Ge6Glp\nibryXNxM7HpVRtxOQTeOj3YcG/3gjEsHkJiYCHl9NWz6OEKi5Vd8RyYSiRAcHIzu3bsjOzsbP/zw\nA6qru84v75SUFPz+++8oLi5GcHAwbGxs2jtJHUpjlVHI/1UZJaD4bsesMmSMdQ2ccWlntbW1SE5O\nRkNdDez6uzz0ftqjjUtTEokEYWFhMDAwwO3bt/Hjjz+itrZjtOd42HrmvHt1iDmfhi+27kJGdj4G\nOHuiR+8BKCyth7zjvkT1wB7FvWNmbgEXz/+rMjr3Gxrqu85AjNxOQTeOj3YcG/3gjEs7S05ORmlp\nKaysesPM3KK9k/OXmJiYYNy4cZDL5UhJScHOnTs7bcmLgghvfHsJaz/4FolXs1EtsUG5oRPiU8sR\nn1qOmnoF0IGqezqC/gO90NPSEg2V+bjbyQbiZIx1HnrPuBARIiIisGHDBo3LDx48CF9fX7i7uyM8\nPLzDtY/QJyJCYmIiqqqq4Og86C/tqz3buDRlbm6OCRMmCJmX77///v+zd+fRcZVngv+/t/bSvsva\nrcWybMuSvIPF4iVAbEJgCHiG7tBtHPyjoTs5Z5jpjOkk3dOZzJzTHehMkhOSSYcQiJ2kE/bEBgxm\nMd5kW5I3ybIla9931aKltvv7w7GwkKqQbJWqpHo+59yDru6tqqcerktvve9z3xeLxTJ+XFVVPD42\nf7iRceaB/gEulb2FCSsZmVmU3HIXUdGxREbFjG9h4RF+iHbuzda1oyjKn+8ysjPYfpHmhoVxl5HU\nKfgm+fFOcuMffp3y/+LFi/zt3/4tZWVlFBUVTTre09PDrl27OHbsGLm5uezZs4c9e/bwk5/8xJ9h\nBY3W1lba29tRFIXUtAwutTsCHdKsiIyMZNu2bRw8eJDa2lp++ctf8tBDD5GSksa39jYxaHd5fex/\nujWee1bFzmG0kw0NDbFv3z6U0W7ikxMpvuVutDpZHWM6wiKiWLJ8DbaTn3Di8EEe2LyMiIiF0cAT\nQgQHv/a4PP/883zta19jx44dqFN8mz548CDr168nN/fqYoJPPvkk+/bt82dIQaWiogK73U5eXh4a\njfamnivQNS6fFRERwfbt2wkPD6epqYmXXnqJo8dPMGBzYg6LICY+adKm0Wjo6Hfg8ahTblNdQ9Mx\nk3HmwcFBfv3rX9Pc3ERsdDiFazcv+EbLbF87adnLiIuPxzrUy/79+2/4/1uwkDoF3yQ/3klu/MOv\nn8g//vGPAXj//fenPN7S0kJ6evr4flpaGhaLBZvNtuC/pY2MjFBdXc3w8DBLly6lxx7oiGafyWTi\nnnvu4dSpU1y+fJm3D+znSkcsRXfsIDZ+8p05dssAJy5ZOXFp6uHC9fmR7PrCzCfnm66enh5+85vf\n0NLSgtlsZsWadVfnZBEzoigKS1asp+PiB1RVVVFZWcnq1cHVsBZCzF8BLc719k1Mq7253of54Ny5\nc1itVhYtWkRUVNRNP1+w1Lh8llar5ZZbbuGOO+7Abrfh6Kvl7PsvUH/2EE7HxDtP4pJSp+yJiYlP\nQqc30DlwY0Np0xlnbmpq4le/+hVNTU2Eh4dz1113hUyjxR/XjtEcTsnq9QwMDPDuu+/S29s7668x\nV6ROwTfJj3eSG/8IaB94ZmYmZWVl4/ttbW3ExsZiNpunPH/37t1kZWUBEB0dTXFx8XhX3LULZD7s\nq6rK73//e5qbm3n44YcBqKk6S3OPg5j1m4BP/5hc68b/vP325toZnX+z+811FzhLBBvWXd2vrKwE\nYNWqVVPuDwwMkL04m+6xAQZ6Ozn73s+58Ml/sPLOvyBtyXraak8CkL3y6vtvOP/RhP36sx/gMLmA\njEn57Bxw8PPfvIMKLCu+FYCLZ4/Dn/cbL1nwqB+jUZRJ/z9uv/12Tp8+zc9//nOGhoYoKSlh06ZN\nnDt3juY6G/krN8xJPhfafnPdBXSLjGRlZdHR0cG//Mu/sG3bNrZs2TIh/8Hw71H2Zd9f+9cESzyB\n3r/2c1NTEwA7d+7kRijqHAxAP/bYYxQWFvLf/tt/m/D77u5uioqKOHLkCHl5eTzzzDN0d3fzwgsv\nTHqOQ4cOUVpa6u9Q50RTUxO//OUvsVqtPPzww2i1Wq50jHCxdYSYuAQUJbjvUh8bHWHYbuULJTGY\n9NOP1eny8G7lIM6xEVquXGCgvxePPhLFEEVS1kpSclcTnZg55ayyna2NJIY7+YeHMyYde/14L+9W\nDqLVTo5F9Vy9W+l//WUWidETJ/cbHh7mwIEDnDt3jv7+fpYtW8aaNWvQaDSoqsr+0wOYzOGYw2a2\nUneo83jcDA30sTIrjJQYDW+99RY6nY7S0lLuvffeQIcnhAgSR48eZevWrTN+3Jz1uFz7Y3T69Gl2\n795NZWUlSUlJvPjiizz00EM4HA7y8vJ4+eWX5yqkgLlWlJufnx8Sw2KfFRWbyOrbtjPY10lT7Tl6\nu1rovtRP15VTGCMSScxcTkL6MqIS0tFoPr9hpAIaRSEzd/mkYzbLID2drah82j5XVZULFy7w3nvv\n0d3dzfDwMLfddhs5OTe23ILwzmAwsHnzZg4cOMDJkydJT0+nuDh0V9QWQty8OWm4vPjii+M/r127\ndnwYAWDbtm1s27ZtLsIICna7nerqakZGRliyZMmsPW99TUXQ3Vnki6IoxCakEJuQwrDNQnvzZTpb\n6hjp66dtqJnW6o/RmaKITckjNjkHp1uLGjb1EOLn6aw7BWTi8Xiora3lyJEjNDU1MTg4SGRUDFvu\n2kxEZCSWYe+3aS9k/r524uPj2bBhA2VlZezfv5+EhATS0tL89nqz7fDhw3J3iA+SH+8kN/7hteFS\nUVEhdwL4wdmzZ7HZbKSmphIZGRnocGadR1Vp6RnD5Z48AultmvywiCjylq8ld9kahvq76G5vorez\nmeGhXnqt7fRcKcNmH6U1OoJXtYWkpqaSkpJCYmIi4eG+h3E8bhcj1j6OHP6QtsbL9PT0YLVaURSF\nolVrabInUtGsApYpHx9MiyHOZ/n5+fT29tLU1MQf/vAHdu3aNStF6UKI0OO14fK1r31tvGfke9/7\nHt/+9rfnLKiFyuPxcLysnCGrjZXFqxhzfvqX3OW5uVKjYOltGbK7Od807PMcb3PWKIpCTPwiYuIX\nkb9yA8O2Ifq62+jvaUcZ7cXW18dP97XjQYeq6FDRojWY0Rgi0OjDsHfXoGi0qKoHl2OEUfsQQz2t\nDFt6+eiDRnA7MJlMFBUVsXTpUuwOaK6yYDKFeZmrRUFvmH+LXs7UXF07GzZsYGhoiLa2Nn73u9/x\nV3/1V5hMpjl57Zsh35h9k/x4J7nxj2kNFb366qvScJkF//56Ja9+WEuM2U18TwQ1fYNTnDW/v+Ff\nq/WOiIz2ejvxdHsxwiKiCYuIJiNnOY6xUQb7u7EM9mIb6sNmGWDYNoRrzIrq6MOj0dMz0nrdoz3g\ncaNzjhAXYSQ9PZ2ledksWrTo09d3XB0a0ur1GAzGG37PYnq0Wi1btmxh//791NfX8/vf/55HHnkE\nvX56jUNVVRm0u71Oo2A2aDAbQ69mTIhQs7CnBA0y589VolccZOUVER45uZtco9He8NBE8NW4KLM6\nzGIwmkhKySQpJXP8d6qq4hgbYXTEjmN0GJfTgaqqKIqCTm/AaApDpzdSW3Wades2EG6SP2pTmctr\nx2g0ctddd3HgwAEuXrzIH/7wBx5++OFpNV7eLh/grZP9Xo/rtQrffywbk2F278qTOgXfJD/eSW78\nQxouc8RqtdLVegWDxklW3kqMprBAhzTvKYqC0RTmM5eOsVGvx0RgREZGcs899/D2229z4cIFPB4P\nDz/8MEaj714vy4gbjUYhLjFl0rHR4WFs1kFGnZ5Zb7gIIYKL14ZLW1sb3/jGN1BVdcLPcPUPxo9+\n9KM5C3IhqKysxO0cJj4pDaN59ucFCa7eluCSmVcY6BCCWiCunZiYGLZt28Y777xDVVUVY2Nj/Of/\n/J85XufkeM3USz4M2V0oiobI6LhJx1QVbNaphl5vnnxj9k3y453kxj+8NlyeeuopFEVBVVWeeuqp\nCcfkTouZ8Xg8VFZWorpGSclYE+hwhAgKMTExbN++nYMHD3Lp0iV++ctf0h95O91jMZjMU/Si6YxE\nRUpPpRChzmvD5X/+z/85h2EsbJcvX6a3t5fwMDPRcf5ZJDD4alyCR3PdBVi5MGZd9odAXjtRUVHc\ne++9fPDBBzQ0NFDX105U7mYyN345aL4gSZ2Cb5If7yQ3/uFzMPjkyZM88sgjFBYWsn79eh5//HHO\nnz8/V7EtGOXl5djtdjKz84Pmw1iIYGE2m7nnnnvIzMxEHe2j+dxBqo78Aceo79vqZ8Lh8jAy5p5y\nG3V6mWBICBGUvPa4vPPOOzz22GN84xvf4Ktf/SqKonDq1Cnuvvtufvvb37Jp06Y5DHP+6u3tpa6u\nDqfTSW5mDr02/7yO9LZ4JzUuvgXDtXNtLaOukQjOVJbTW3+Coe5Glqz7EkmZk5dy8OYXBzvRaSd+\nORi0uegcdPp83O67F7EmL2LKY/KN2TfJj3eSG//w2nD57ne/y7vvvktRUdH477Zv3862bdvYs2eP\nNFymqby8nOHhYXJyctDrDcDCmVa+e9CJ/jN/JGyj7gBFIxaClPRsFHMSLXXn6B9ooOrwProyV7Jk\n7XZMYd5n2jWZwzCZw2gdmDzHi4oOvUFDWHjkpIkGVVVloLeLfpvvho0QInh4bbjYbLYJjZZr1q9f\nz9DQkF+DWigcDgdnz57FbrdTUFBAix/TNpd1CteGu8412r2fowmeITGpcfEt2OqjzGERrL5tO20N\nNdRVn6a/oYyTHVfIKfkCqUvWTbnwpsFoIiVj5otkejxuBnq7fJ4jdQq+SX68k9z4h9eGi69Viz0e\nGROejvPnzzM0NER8fDzx8fG0DPlpnGiO6Q1GomLiwNsqBYoSkqtei9mjKArpOctISMnk8rnjdHc2\nU3fydboaz7F0/ZeJiPVPkbsQIvjJTE1+oqoqp0+fHu9t8be5/MasKAparQ6tzssWZI0WqXHxLZh6\nWz7LZA6naMMXKFq/iTDNMLaO85x++3kaz3+Mxz03w5Lyjdk3yY93khv/8NrjUlNTw8qVK6c8duXK\nFb8FNN+drrVS1TJMb2cLx07UoledDJHAmQYbA7aFU98y31xuH5lUj+Nw3dzClmLuJKVkEZeQQl31\naVobL9N45gB97bUsL/0K5ojYQIcnhJhDXhsub7/9NufPnyc1NZWRkREyMjImzJwrpvZO5SBtfQ6a\nzp5keMBOTm4eXYMq14pyvS08eLOCrU4hWGi0Wlrrq9AoU/e6aDQatF5Wqw4V8+Xa0ekNFBRvJCl1\nMdUVh//c+9LDslsfJCF9qd9eV+oUfJP8eCe58Q+vDZeGhgb+6Z/+iSVLllBXV8dvfvMb7rnnnrmM\nbd5ScKM6BokI05O/coOsSxRAOp2e8MhoouMSAx2KmCVxials2PyfqK78hO6uZs5/9Guyi+8iq/AO\n+VIlRAjwWuPywx/+kAsXLlBWVsaf/vQn/uVf/mUu45rXuhvPgtNGcuriOWu0zIdvzIEiufFtPuZH\nbzBStH4rSwqK0I5103jmHS6VveWXGwfkG7Nvkh/vJDf+4bXhoigKqampANx666309PTMWVDzmdvl\noLf5AhqXjczcFYEOR4gFS1EUFucXU7x+MzrXAJ21x6g68nvcbqklE2Ihm/ZdRTqd11Elr/bv309x\ncTEFBQXs2LEDq3Xyqq+vvPIKRUVFrFq1ii1btlBfXz/j1wkmnU0XUR0WYmLjiYqdu+GJ+pqKOXut\n+UZy49tc58flVrGPuqfc3J6ZF0wnpmSxpvSLGD1W+horqPpkdhsvhw8fnvFj7KNuyi5bOXHJMuV2\nocn7HEjzzY3kJ1RIbvxj5q2Raerp6WHXrl0cO3aM3Nxc9uzZw549e/jJT34yfs7w8DCPPvooVVVV\n5OTk8H//7//lG9/4Bn/605/8FZZfqapKe/1ZdOoIGbky4ZkQU/mkegj7qPchHb1+5sXS0XFJrL5t\nGxVH36G/+QwXj2lZXvrwlJPVzYUPzg2y//SAz3P+96NZxEfq5ygiIRYOrw2Xc+fOERkZOb4/MjIy\nvq8oChaLxecTHzx4kPXr15ObmwvAk08+SXFx8YSGi6IohIeHMzg4CIDVasVsNt/4uwmw2tpaRiy9\nhBn1JKYsntPXno91CnNFcuPbXOfH4VTR6fUYjVP/W//stPzTFRkdz6qN91Bx9G16GyupNYaRv+5L\nN12weyN1Ci63iqJAWtaSSceG7Vb6ezpxuRfG7fhSx+Gd5MY/vH5C3OxcLS0tLaSnp4/vp6WlYbFY\nsNlsRERcXczMbDbz7LPPsnHjRuLj43G73Rw9evSmXjeQysrK0HhGSM0pDNg3PSHmA61Gh8FomvXn\njYpJoOSWu6g49i4dl49jCo8la8Vts/4606OgNxgn/VY7OhKAWIRYOLz+dV28eLHP7fNcm/Pls66f\nVfX48eN85zvf4eLFi7S1tfGtb32Lr3zlKzN/F0Ggo6ODK1euoNd4WJSeN+evL3Uc3klufFto+YmJ\nX0ThmjvRjPVSX/kOPS01N/V8Uqfgm+THO8mNf/itxiUzM5OysrLx/ba2NmJjYycMBR05coStW7eS\nnZ0NwFNPPcV//a//lf7+fuLi4iY95+7du8nKygIgOjqa4uLi8a64axdIoPZffPFFLl26RGpmCTq9\nYfyPwbVueH/vtzfXzunryb7s+9pvrruAOmQg4bZ1AJw7ewaAouISVKCx9iwmc5jfXt9m6ScsLBz7\nSB8Xj71Cb2YhpogYslduAqDh/EcAZK24HYDzFccwWiJn7fOg+sxxOupsLF6yYsLrXXv9zrpTHD/W\nxAPbt87K68l+cO5fEyzxBHr/2s9NTU0A7Ny5kxuhqN66Rm5Sd3c3RUVFHDlyhLy8PJ555hm6u7t5\n4YUXxs/55JNP+Ku/+ivKyspISkri1Vdf5ZlnnuHy5cuTnu/QoUOUlgZnwavFYuFHP/oRnZ2dJC/b\nCvpoIqJiAh2WEAHh8XgYGuj1eY7RZCYsPNLnOTdLVVWqyj+io6MTU0I+a774/6HTTxy68XjcNNVd\n5Csb47mrZPaWDnj9eC8HzwyNN1yuZ7MM0tPZyj//RSbJMf6ZSVuI+eDo0aNs3bp1xo/zW49LUlIS\nL774Ig899BAOh4O8vDxefvllTp8+ze7du6msrOT2229nz549bN68Gb1eT3x8PG+++aa/QvKbkydP\nYrPZyMzMRBMWwYgz0BEJETgajYaIyBg86tSLICooflv6YsLrKAoFJbdhs/wRy0ATl07+keUbvyKz\n6woxz/m1gnTbtm2cOXOG6upq3nrrLWJiYli7di2VlZXj5zzxxBNUVVVx5swZDh06xLJly/wZ0qwb\nHR2lvLwcm81GYWHgViFeaHUKs0ly45s/8qM3GDAazVNuBqNpzorXdTo9K9dtQe+x0dNQQceVmb9X\nqVPwTfLjneTGP+TWl5tUUVHB0NAQSUlJJCQkBDocIcRnhEfGUFC8Ec1YH3XlB7APySzgQsxnfhsq\nCgUul2t8mGjt2rUBjUXmKvFOcuNbKOQnJSOP/u422js6qD72Kqvvfhyt9tOPv65BJ9XNw1M+dt2G\n4KytCxYyV4l3khv/kIbLTbhw4QK9vb2Eh4eTlpYW6HCEED4sLbqVwb43sPfU03juQ3JX3YWCgqIo\nHKm2cKR66kk17yyM5pE7ZHVxIYKFDBXdIFVVOXHiBDabjZUrVwa84E/qOLyT3PgWKvnR6Q2sWHMn\nGucgLRc/YbC7CUWjIS1rCSkZOVNuOp2O8+Xzd1LMuSB1HN5JbvxDGi43oN/q5P2j56iubcbhVohO\nSKff6qTf6sS9QKbxFmIhiolPJnvJSpSxPi4eew2Xcwy9wYDJHDblFugvJEKIyWSo6Ab8r/9o5uzh\nd3AP9rKkYAVltRPHxg2Guf+wC4U6hRslufEt1PKTXVBCb1cLQ5Y26irepWDDl32en1906xxFNj9J\nHYd3khv/kB6XG9DX3YZruI+oSDM5BauIiIyesJn9PLGWEOLGaTRaVqy5E63LSkftSfraawMdkhBi\nBqThcgO66ssxKKMsXrISc1gEeoNxwhaIBRZDpU7hRkhufAvF/ERExZK3bBUaRz+XTryJc8z7woeX\nzx2fw8jmH6nj8E5y4x/ScJmhzs5OrD1N6BUn6dnLAx2OEOIGZeQWEhsTg8PaweXT+wMdjhBimqTh\nMkPHjh1DxygpGXkYjKZAhzMu1OoUZkJy41uo5kej0bB89R3oPHa6Gyrpbqqa8jypcfFN6ji8k9z4\nhzRcZqC/v5+qqioMGifpOdLbIsR8FxYRRX7hOjSOfi6f+iOjw1PP5SKECB7ScPGia9BBQ9fohO2N\ntz+mo2eQpEWZmMzhgQ5xglCsU5guyY1voZ6ftMUFJCQk4bZ3cenEm6jqxCkNpMbFN6nj8E5y4x9y\nO/QUhuwu/uk3zRN+5xy1c/HwEUzqAKtLN6Ag8zsIsRAoisLyVbdx4sM3GGirpvXSCTIKZHhIiGAV\nsg2XrkEH/36wC6fLM+mY68+TyEXHJmAKu9qz0nD2EOFmLSmJS0halIFOb5jTeD9PqNYpTIfkxjfJ\nDxjN4SxbdRvnTn5IfeVBYpIWExmXAkiNy+eROg7vJDf+EbJDRW19Dlp7xxhyGLC5zBO2UTWMiMgY\nomLjCQuPRK/T0ddShYFRcpetRm8wyoyaQiwwSSlZpC/Oh9Eeqo78HpdzLNAhCSGmELINl2viE1NI\nSs2ctCWmpKPT6QFovVyGZ2yA+MRFRMUG52JroV6n4IvkxjfJz6eWFK4nMtzM6EALNX+ud5EaF9+k\njsM7yY1/hHzD5fO4nA7aLp1A47SyOL840OEIIfxIq9VRtH4LBtVOb2MlXQ2VgQ5JCPEZIVvjMl0d\nV8pxDfcTFxtHTPyiQIfjldQpeCe58U3yM1FYRDTL19zBuZMf0l5zhHXLHg50SEHNWx3H3o+6ae7x\nPtx227Io7iiM9ldYQUFqXPxDelx8cLtdtFw8huKykLWkSOpahAgRSSlZ5CwtwqhaKD+6n87OzkCH\nNO+UXbLSPuihZ1g/aWvtc3K20R7oEMU85deGy/79+ykuLqagoIAdO3ZgtVonnXP+/Hk2bdrE6tWr\nWbduHRUVwTPe3tVwDoetm8iICBIWZQY6HJ+kTsE7yY1vkp+pZS9dRfKiVDobLvC73/2OgYGBGIcb\naAAAIABJREFUQIcUlHzVcYRHRLMobfGkTW8wzmGEgSM1Lv7ht4ZLT08Pu3bt4rXXXqOmpoacnBz2\n7Nkz4Zzh4WHuvvtu9uzZQ0VFBd/5znd45JFH/BXSjHg8HlouHkVxWqW3RYgQpCgK+YW3EBUZQWtr\nK3v37mVwcDDQYQkR8vzWcDl48CDr168nNzcXgCeffJJ9+/ZNOmfJkiV88YtfBOC+++7jlVde8VdI\nM9LbWsPIYDthJj3JaTmBDudzSZ2Cd5Ib3yQ/3mm0WrY98FXCwsJoamri5Zdfpq+vL9BhBRWp4/BO\ncuMffmu4tLS0kJ6ePr6flpaGxWLBZrON/+7y5cskJyfz+OOPs27dOu6++25cLpe/Qpo2VVVprj6C\n4rKQmbcSjUZKgYQIVTq9nrvuuovw8HCampp48cUXaWpqCnRYQoQsv/1F/ux6H9dotdrxn51OJwcO\nHOCJJ57g1KlTfP3rX2f79u04nU5/hTUtA10N2HqbMOogNTM/oLFMl9QpeCe58U3y41ttzTmMRiN3\n3303cXFxtLa28vLLL3P8+HGvn3OhROo4vJPc+IffbofOzMykrKxsfL+trY3Y2FjMZvP479LS0igo\nKGDdunUAfPnLX+bxxx+nvr6epUuXTnrO3bt3k5WVBUB0dDTFxcXjXXHXLpDp7lecPEpnXT9pWXkA\nNJz/CIDslZtorj7CYHs1aRlZaHVXU3Ttw/1at3qw7bc31wZVPLIv+wthPyH5alF+ZeXV+Vy2bt1K\neXk5H3zwAXV1ddTV1bFt2zaqq6uBTz9fqs8cp6POxuIlK4CJny8AnXWn+PCjBrbfvRmAo0c+AaD0\nttvRaxVOlR2d8Hwz/XwLhv322jby1myb8v23Xz6B0qPAlx4Mmnj9sX9NsMQT6P1rP1/rsdy5cyc3\nQlH99JWhu7uboqIijhw5Ql5eHs888wzd3d288MIL4+d0dXWxfPly3nvvPVavXs3hw4fZsWMHzc3N\nGAwT1wI6dOgQpaWlsxZfxRUbP3+3k7SsPAxG0/jvLX3tlL/9PEZXH6X37ECvD43qdyHEZJaBXlJi\ndZTkREz4fXNzM0ePHkWr1RITE8OaNWvYuHEj0dFX5yV5/XgvB88MjTdcrme3DtHd0eLzdb/5YBo5\ni8w+zwl2X/9/VwiLiicucfL8V+3NV8hLUvj6l1IDEJkIFkePHmXr1q0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VSduo8+pEcgtN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"text": [
"<matplotlib.figure.Figure at 0x13029588>"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can experiment with different weighting schema (for all supported weights see `get_weigths()` function in `fret_fit.py`). For example let try one that uses the [cumulative distribution function (CDF)](http://en.wikipedia.org/wiki/Cumulative_distribution_function) of burst-sizes (`cum_size`). Basically each burst has a weight equal to the CDF evauated at its burst size:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now select bursts larger than a threshold (20 photons):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ds = Sel(d, select_bursts_nda, th1=30)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 42
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similar to the plot functions, all the selection function are defined in `bursts_selection.py` and all start with `select_bursts_`, so you can list them with autocompletion.\n",
"\n",
"Let replot the FRET histogram after selection (note that we pass `ds` that contains the selected bursts):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(ds, hist_fret_kde);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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atGmTzrl5XnvtNVq0aBER1dz99+rViy5evKhxPqtLly7Rvn376LHHHiOFQkEK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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x132bc240>"
]
}
],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(d, kde_fret);\n",
"#dplot(ds, kde_fret, weights='size');\n",
"dplot(d, kde_fret, weights='cum_size');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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0wYMH64X1/vLLL/H888+jS5cuDY7LycmBq6urnl7PnDmjV+bKlSsQiUTo2bOn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\n",
"text": [
"<matplotlib.figure.Figure at 0x136ab6a0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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SUpLQW+XMmTOxdetWTJ8+vVFM9btKDwsLU+vW+9NPP8UzzzyDHj16NPpeVlYW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\nBqbHi/bWJmzY68LWr9rx4+JkzJ0enTMwXMeFiIiIQtLb40VbaxO87m4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"text": [
"<matplotlib.figure.Figure at 0x130679e8>"
]
}
],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(ds, hist_fret);\n",
"dplot(ds, hist_fret, weights='size');\n",
"#dplot(ds, kde_fret, weights='cum_size');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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hyZMnE1HpXX6rVq3o7NmzWsePOnfuHO3evZuGDh1KCoWCFAoFvfrqq7R+/XqN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\n+v8+MUUXMlHdugAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x15f14898>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Rxo0bJef9efvtt2nGjBlEVNob0Lp1a7p48aLGubIuXbpE+/fvp2HDhpFcLie5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\nlf9dPXbsGPn6+pKrqysNHjx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AHj16oKSkBLdv30arVq2E7ezs7JCWlqbt4r3wOOdHmjav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\nf8v7oupbnPkNAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1306d048>"
]
}
],
"prompt_number": 47
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(ds, hist_size, bins=r_[10:1000:20])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 71,
"text": [
"(<matplotlib.axes.AxesSubplot at 0x208bccc0>, None)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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l8+bNk/lykWbp0qU0f/58Lr1p0yYaP368zDFXr16lpk2bKjy/OCWNfClra9eu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\n",
"text": [
"<matplotlib.figure.Figure at 0x2020eb38>"
]
}
],
"prompt_number": 71
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(ds, scatter_fret_nd_na)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 53,
"text": [
"(<matplotlib.axes.AxesSubplot at 0x198de7f0>, None)"
]
}
],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ds2 = Sel(ds, select_bursts_nda, th2=300)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax, _ = dplot(ds2, hist_fret, weights='size')\n",
"dplot(ds, hist_fret, weights='size', ax=ax, facecolor='r', alpha=0.4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 69,
"text": [
"(<matplotlib.axes.AxesSubplot at 0x2031b7f0>, None)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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+586d6eLFiwbHj0pISKCDBw/SU089RWq1mtRqNT377LO0Y8cOvTRJJBLy8/MT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\n",
"text": [
"<matplotlib.figure.Figure at 0x203252b0>"
]
}
],
"prompt_number": 69
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax, _ = dplot(ds2, hist_fret, weights='cum_size')\n",
"dplot(ds, hist_fret, weights='cum_size', ax=ax, facecolor='r', alpha=0.4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 70,
"text": [
"(<matplotlib.axes.AxesSubplot at 0x202166d8>, None)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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s2bOJqLg2oH379nTp0iWDc2XFxsbSvn37aPTo0aRWq0mtVtNLL71EP/74o16a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\nxuoULvzUMtxvQxy3uxvHeUcc5x1xHB9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G53WSSIDmDc1gYcYVnowxVpcZLfw4ODhUYTLY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\nngAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x2031fcc0>"
]
}
],
"prompt_number": 70
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax, _ = dplot(ds2, kde_fret, weights='size')\n",
"dplot(ds, kde_fret, weights='size', ax=ax, facecolor='r', alpha=0.4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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U0tLSyNHRkRwdHSkyMpJWrlxJI0aMoL59+5Kzs7PQUD1z5ozSHz+jRo2iQ4cO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\nqWkKIBQWYTQrpzhlz6A05kca8yNtMD8Wqx0Z2XmodAfw2783wN8bljc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"text": [
"<matplotlib.figure.Figure at 0x1f9d1fd0>"
]
}
],
"prompt_number": 64
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also plot the ALEX histogram with `hist2d_alex`:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dplot(ds, hist2d_alex);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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2bcaMGdi/fz/ef//9Uu31rPvss88iOzsbO3fuxM8//4wBAwaUul6g41m/fn2f4+85L/73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JAAAg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WZL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\n7PtpSlEKF9N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PKt/3VZqmaxLDSuNcDVbyWudzf5xNPErpA/SrXvUq9V//9V+qVqutehxn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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x15c04b00>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can try get rid of the large donor-only population simply selecting burst with at least 4 photons in the acceptor channel (during donor excitation):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ds2 = Sel(ds, select_bursts_na, th1=4)\n",
"dplot(ds2, hist2d_alex);\n",
"dplot(ds2, hist_fret);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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w7L1vvPEG0zC7d+8eVOMLlV8l1HFC5U3xZdGiRRQXF0clJSV08OBB4jiOZaG9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\nSUlJ1Lt376B+Hb7lhbqv9u/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