{"cells": [{"cell_type": "raw", "id": "3ef6e4ee", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Tutorial\n", "########\n", "\n", ".. contents::\n", "\n", "\n", "\n", ".. note::\n", "\n", " Download the example file here: `HP3_TE300_SPC630.hdf5 `_\n", "\n", "The basic workflow of burstH2MM is diagramed bellow:\n", "\n", ".. figure:: images/workflow.png\n", " :alt: workflow\n", "\n", "\n", "\n", "To start the analysis of burst data with H\\ :sup:`2`\\ MM, we first need to process the data with FRETBursts, one of the dependencies of burstH2MM.\n", "\n", "First let's import the necessary modules:"]}, {"cell_type": "code", "execution_count": 1, "id": "bec4fd47", "metadata": {}, "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 0.7.1).\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": ["import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "import fretbursts as frb\n", "import burstH2MM as bhm\n", "\n", "sns = frb.init_notebook()"]}, {"cell_type": "raw", "id": "cb4d5ba1", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["and load the data and search for bursts: "]}, {"cell_type": "code", "execution_count": 2, "id": "b8801386", "metadata": {}, "outputs": [], "source": ["filename = 'HP3_TE300_SPC630.hdf5'\n", "# load the data into the data object frbdata\n", "frbdata = frb.loader.photon_hdf5(filename)"]}, {"cell_type": "raw", "id": "3ef609a1", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Now it is best to check the alternation period etc.: "]}, {"cell_type": "code", "execution_count": 3, "id": "3f42c84e", "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# plot the alternation histogram\n", "frb.bpl.plot_alternation_hist(frbdata)"]}, {"cell_type": "raw", "id": "1211a66a", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["If the alternation period looks good, we can apply the alternation period to assign Donor/Acceptor excitation to each photon: "]}, {"cell_type": "code", "execution_count": 4, "id": "5ef2133f", "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["# Total photons (after ALEX selection): 11,414,157\n", "# D photons in D+A excitation periods: 5,208,392\n", "# A photons in D+A excitation periods: 6,205,765\n", "# D+A photons in D excitation period: 6,611,308\n", "# D+A photons in A excitation period: 4,802,849\n", "\n"]}], "source": ["# if the alternation period is correct, apply data\n", "frb.loader.alex_apply_period(frbdata)"]}, {"cell_type": "raw", "id": "d4133fc0", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Then calculate the background rates used to set thresholds for finding bursts: "]}, {"cell_type": "code", "execution_count": 5, "id": "a0c5f4fa", "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": [" - Calculating BG rates ... get bg th arrays\n", "Channel 0\n", "[DONE]\n"]}, {"data": {"text/plain": [""]}, "execution_count": 5, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# calcualte the background rate\n", "frbdata.calc_bg(frb.bg.exp_fit, F_bg=1.7)\n", "# plot bg parameters, to verify quality\n", "frb.dplot(frbdata, frb.hist_bg)"]}, {"cell_type": "raw", "id": "2ed6334c", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["And finally search for bursts and refine the selection by appropriate burst size/width/other parameters: "]}, {"cell_type": "code", "execution_count": 6, "id": "41075eb3", "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": [" - Performing burst search (verbose=False) ...[DONE]\n", " - Calculating burst periods ...[DONE]\n", " - Counting D and A ph and calculating FRET ... \n", " - Applying background correction.\n", " [DONE Counting D/A]\n", "\n"]}, {"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# now perform burst search\n", "frbdata.burst_search(m=10, F=6)\n", "# make sure to set the appropriate thresholds of ALL size\n", "# parameters to the particulars of your experiment\n", "frbdata_sel = frbdata.select_bursts(frb.select_bursts.size, th1=50)\n", "\n", "frb.alex_jointplot(frbdata_sel);"]}, {"cell_type": "raw", "id": "994f9ec9", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": [".. _tutops:\n", "\n", "\n", "H\\ :sup:`2`\\ MM analysis\n", "************************\n", "\n", "\n", "\n", "Now that the data is selected, we can segment the photons into bursts, which will be stored in a BurstData object:"]}, {"cell_type": "code", "execution_count": 7, "id": "924b5c57", "metadata": {}, "outputs": [], "source": ["bdata = bhm.BurstData(frbdata_sel)"]}, {"cell_type": "raw", "id": "710bb05b", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["``bdata`` is now the object that will organize the downstream information for optimization. When ``bdata`` was created, it automatically also generated a :class:`H2MM_list ` object, stored in :attr:`BurstData.models ` which is where we can perform the H2MM optimizations.\n", "\n", ".. _tutopts:\n", "\n", "\n", "So let\u2019s run a round of optimizations:"]}, {"cell_type": "code", "execution_count": 8, "id": "830fecbb", "metadata": {}, "outputs": [{"data": {"text/plain": ["The model converged after 2 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 35 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 122 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 404 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["2"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["# calculate models\n", "bdata.models.calc_models()"]}, {"cell_type": "raw", "id": "08e1e49c", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Choosing best model\n", "===================\n", "\n", "\n", "\n", "When you run this, it will optimize H\\ :sup:`2`\\ MM models over a range of states. \n", "The next task is to select the ideal number of states. \n", "To select this, there are several options, but for now we will use the Integrated Complete Likelihood (ICL). \n", "The model with the minimal ICL is usually the best model:"]}, {"cell_type": "code", "execution_count": 9, "id": "057e1a8e", "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["bhm.ICL_plot(bdata.models);"]}, {"cell_type": "raw", "id": "f34c6494", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Inspecting results\n", "==================\n", "\n", "\n", "\n", "Now that the ideal model has been identified, we can plot the E/S values of each dwell with :func:`dwell_ES_scatter() ` , with dwells colored by state.\n", "We can also overlay the E/S values derived from the ``H2MM result`` over the dwell values with the :func:`scatter_ES() ` function, and add in arrows connecting the states with :func:`trans_arrow_ES() ` function. \n", "\n", " Note that we pass the ``s=75, c='r', ec='k'`` arguments to the :func:`scatter_ES() ` function, which ensure the size of the points is appropriate, as well as making the color pop\n", " \n", " \n", "\n", " There are many more plotting functions. You can review these in the `Plotting `_ module.\n", "\n", ""]}, {"cell_type": "code", "execution_count": 10, "id": "2ac8a7ba", "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# plot the dwell ES of the result\n", "bhm.dwell_ES_scatter(bdata.models[2])\n", "# overlay with the main values,\n", "bhm.scatter_ES(bdata.models[2], s=75, c=\"r\", ec='k')\n", "# plot arrows and transition rates\n", "bhm.trans_arrow_ES(bdata.models[2]);"]}, {"cell_type": "raw", "id": "446df26d", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["We can also view the E and S values of the model with the :attr:`H2MM_result.E ` and :attr:`H2MM_result.S ` properties as numpy arrays:"]}, {"cell_type": "code", "execution_count": 11, "id": "d56ead7c", "metadata": {}, "outputs": [{"data": {"text/plain": ["(array([0.66031034, 0.15955158, 0.06730048]),\n", " array([0.43073408, 0.55348988, 0.9708039 ]))"]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["bdata.models[2].E, bdata.models[2].S"]}, {"cell_type": "raw", "id": "c396b87c", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["We can also view the transition probability matrix as a numpy array with the :attr:`H2MM_result.trans ` property:"]}, {"cell_type": "code", "execution_count": 12, "id": "a411ba47", "metadata": {}, "outputs": [{"data": {"text/plain": ["array([[1.99994147e+07, 5.31727384e+02, 5.35449335e+01],\n", " [2.05278796e+02, 1.99996914e+07, 1.03279314e+02],\n", " [7.90906719e+00, 1.16271242e+02, 1.99998758e+07]])"]}, "execution_count": 12, "metadata": {}, "output_type": "execute_result"}], "source": ["bdata.models[2].trans"]}, {"cell_type": "raw", "id": "876e353c", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["burstH2MM attempts to calculate the most common dwell parameters, and to allow for intelligent selection of different sorts of dwells/bursts and do most of the heavy lifting for the user. These are nearly all stored as attributes in :class:`H2MM_result ` objects.\n", "\n", "Further plotting and customization\n", "==================================\n", "\n", "\n", "\n", "This dwell based ES plot from before looked nice, however, the dimensions were a bit odd, usually these types of plots are square.\n", "\n", "Matplotlib has the `plt.subplots() `_ function, which let's use make a figure with a grid of subplots and specify the figure's size.\n", "\n", "All plotting functions in burstH2MM have an ``ax`` keyword argument, which takes a matplotlib axes ( ``matplotlib.axes._subplots.AxesSubplot`` ), which specifies the axes where the plot will be drawn, (this is essentially the same as how seaborn and even FRETBursts operate).\n", "\n", "Therefore we can easily use `plt.subplots() `_ to make a figure and axes, the latter of which to give to our plotting functions:"]}, {"cell_type": "code", "execution_count": 13, "id": "11f09b4a", "metadata": {"scrolled": false}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(figsize=(5,5))\n", "\n", "# plot the dwell ES of the result\n", "bhm.dwell_ES_scatter(bdata.models[2])\n", "# overlay with the main values,\n", "bhm.scatter_ES(bdata.models[2], s=75, c=\"r\", ec='k')\n", "# plot arrows and transition rates\n", "bhm.trans_arrow_ES(bdata.models[2]);"]}, {"cell_type": "raw", "id": "8d947381", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["ES plots are great, but sometimes we like to see 1D histograms.\n", "For that we have the :func:`dwell_E_hist() ` , :func:`dwell_S_hist ` functions to plot dwell based histograms.\n", "Then we have :func:`axline_E ` and :func:`axline_S ` to plot vertical or horizontal bars instead of the points we have for the model values.\n", "\n", "Since we have two types of histograms to plot, let's take advantage of having multiple subplots in 1 figure and call ``plt.subplots(ncols=2, figsize=(12,5))`` to make a figure with 2 plots side-by-side (2 columns), with dimensions 12 in x 4 in."]}, {"cell_type": "code", "execution_count": 14, "id": "87675490", "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["fig, ax = plt.subplots(ncols=2, figsize=(12,4))\n", "\n", "# plot E histogram in 1st subplot\n", "bhm.dwell_E_hist(bdata.models[2], ax=ax[0])\n", "bhm.axline_E(bdata.models[2], ax=ax[0])\n", "\n", "# plot S histogram in 2nd subplot\n", "bhm.dwell_S_hist(bdata.models[2], ax=ax[1])\n", "bhm.axline_S(bdata.models[2], ax=ax[1]);"]}, {"cell_type": "raw", "id": "fb79b69e", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["We can even rotate these plots by 90 degrees, using the ``orientation='horizontal`` and ``horizontal=True`` keyword arguments for the dwell based histograms and state based lines arguments respectively.\n", "\n", "Putting this all together we can make a plot that mimics the ``fretbursts.alex_jointplot()`` function:"]}, {"cell_type": "code", "execution_count": 15, "id": "c0a6e61e", "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["# make plot with 2 rows and 2 columns\n", "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(12,12))\n", "\n", "# plot the dwell ES of the result\n", "bhm.dwell_ES_scatter(bdata.models[2], ax=ax[1,0])\n", "# overlay with the main values,\n", "bhm.scatter_ES(bdata.models[2], s=75, c=\"r\", ec='k', ax=ax[1,0])\n", "# plot arrows and transition rates\n", "bhm.trans_arrow_ES(bdata.models[2], ax=ax[1,0])\n", "\n", "\n", "# plot E histogram in 1st subplot\n", "bhm.dwell_E_hist(bdata.models[2], ax=ax[0,0]) # ax[0,0] so place in upper left corner\n", "bhm.axline_E(bdata.models[2], ax=ax[0,0])\n", "\n", "# plot S histogram in 2nd subplot\n", "bhm.dwell_S_hist(bdata.models[2], ax=ax[1,1], orientation='horizontal') # ax[1,1] so place in upper left corner\n", "bhm.axline_S(bdata.models[2], ax=ax[1,1], horizontal=True);\n", "# silence the unused axis\n", "ax[0,1].axis('off');"]}, {"cell_type": "raw", "id": "ca5f0258", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Uncertainty Estimation\n", "**********************\n", "\n", "\n", "\n", "Another question is quantifying the error, or uncertainty of the model parameter values.\n", "\n", "There are two means to do this:\n", "1. the loglikelihood uncertainty \n", "2. Bootstrap method\n", "\n", "Both wind up being somewhat time consuming, as they require evaluating models.\n", "But the scale differently, the lgolikelihood uncertainty is relatively light per model parameter, but that number grows with the square of the states.\n", "This can be somewhat overcome, as you can just evaluate the uncertainty for the subset of the parameters you are interested in.\n", "On the other hand, the bootstrap method requires several optimizations of subsets of data, so it tends to take longer, but doesn't grow as fast for larger numbers of states.\n", "\n", "Loglikelihood Uncertainty\n", "=========================\n", "\n", "\n", "\n", ".. see also::\n", "\n", " See the [How-To-Uncertainty-loglik]() for more detailed description of how loglikelihood uncertanty is calculated and accessed.\n", "\n", "Loglikelihood uncertainty can be accessed through the :attr:`H2MM_result.loglik_err ` attribute, which is a special class, the :class:`ModelError.Loglik_Error ` class, which coordinates the calculation and organization of all loglikelihood uncertainty information and calculations.\n", "\n", "To calculate a given value, you can use one of the following methods: :meth:`ModelError.Loglik_Error.get_E_err() ` , :meth:`ModelError.Loglik_Error.get_S_err() ` , and :meth:`ModelError.Loglik_Error.get_trans_err() ` .\n", "\n", ":meth:`ModelError.Loglik_Error.get_E_err() ` , and :meth:`ModelError.Loglik_Error.get_S_err() ` take a single argument, which is the state for which you want to evaluate the uncertainty.\n", "The return value is the estimated uncertainty."]}, {"cell_type": "code", "execution_count": 16, "id": "58c499c9", "metadata": {}, "outputs": [{"data": {"text/plain": ["0.001923828124999985"]}, "execution_count": 16, "metadata": {}, "output_type": "execute_result"}], "source": ["bdata.models[2].loglik_err.get_E_err(1)"]}, {"cell_type": "raw", "id": "00de83ff", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": [":meth:`ModelError.Loglik_Error.get_trans_err() ` works a little differently, since the transition rates mark just that: a transition from a state to another state, so instead, this function takes two arguments, the \"from state\" and \"to state\" argument.\n", "Transition rates tend to distribute differently, so instead of returning just a single value for the uncertainty, a 2 element array is returend with lower and upper bounds of the estimated error."]}, {"cell_type": "code", "execution_count": 17, "id": "c49b1176", "metadata": {}, "outputs": [{"data": {"text/plain": ["masked_array(data=[501.8586074655524, 562.3569445639647],\n", " mask=[False, False],\n", " fill_value=inf)"]}, "execution_count": 17, "metadata": {}, "output_type": "execute_result"}], "source": ["bdata.models[2].loglik_err.get_trans_err(0,1)"]}, {"cell_type": "raw", "id": "6e45e861", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Boostrap Uncertainty\n", "********************\n", "\n", "\n", "\n", "The boostrap uncertainty works by subdividing the data into subsets and running optimizations on those subsets, and finally taking the standard deviation of the model parameters across the optimizations of the subsets.\n", "\n", "Since this can take some time, before accessing these values, we run the :meth:`H2MM_result.bootstrap_eval() ` method to calculate the uncertanty."]}, {"cell_type": "code", "execution_count": 18, "id": "32fd2493", "metadata": {}, "outputs": [{"data": {"text/plain": ["The model converged after 1987 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 405 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 193 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 231 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 203 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 260 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 306 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 407 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 282 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 224 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["(array([[109.28690798, 108.97205588, 70.31510773],\n", " [ 47.38608221, 64.09946195, 33.97985691],\n", " [ 16.00785918, 33.65214868, 34.29002879]]),\n", " array([0.03168643, 0.00606686, 0.00233699]),\n", " array([0.02549997, 0.0118141 , 0.00361265]))"]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["bdata.models[2].bootstrap_eval()"]}, {"cell_type": "raw", "id": "22411e0f", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Then we can access the values through the :attr:`H2MM_result.E_std_bs ` , :attr:`H2MM_result.S_std_bs ` , and :attr:`H2MM_result.trans_std_bs ` ."]}, {"cell_type": "code", "execution_count": 19, "id": "d56ca0e9", "metadata": {}, "outputs": [{"data": {"text/plain": ["(array([0.03168643, 0.00606686, 0.00233699]),\n", " array([0.02549997, 0.0118141 , 0.00361265]))"]}, "execution_count": 19, "metadata": {}, "output_type": "execute_result"}], "source": ["bdata.models[2].E_std_bs, bdata.models[2].S_std_bs"]}, {"cell_type": "code", "execution_count": 20, "id": "1c7d62e9", "metadata": {}, "outputs": [{"data": {"text/plain": ["array([[109.28690798, 108.97205588, 70.31510773],\n", " [ 47.38608221, 64.09946195, 33.97985691],\n", " [ 16.00785918, 33.65214868, 34.29002879]])"]}, "execution_count": 20, "metadata": {}, "output_type": "execute_result"}], "source": ["bdata.models[2].trans_std_bs"]}, {"cell_type": "raw", "id": "c5170d6f", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": [".. _divisorapproach:\n", "\n", "\n", "Divisor Approach\n", "################\n", "\n", "\n", "\n", "burstH2MM also allows the H\\ :sup:`2`\\ MM input data to incorporate photon nanotimes using the divisor approach. Before using divisors, and therefore nanotimes, it is best to analyze the lifetime decays, and set appropriate thresholds for the IRF of each stream, so we will first plot the decays.\n", "\n", ".. note::\n", "\n", " We are applying these nanotime settings to ``bdata`` , the original :class:`BurstData ` object created at the beginning of the tutorial. This is because these are universal settings for all :class:`H2MM_list ` objects created from their parent :class:`BurstData ` object.\n", " As such, these settings are \u201cremembered\u201d through all children of bdata.\n", "\n", ""]}, {"cell_type": "code", "execution_count": 21, "id": "0190b77b", "metadata": {}, "outputs": [{"data": {"text/plain": ["([[],\n", " [],\n", " []],\n", " )"]}, "execution_count": 21, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["bhm.raw_nanotime_hist(bdata)"]}, {"cell_type": "raw", "id": "ce9e5876", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Now we can choose the best thresholds for the IRF, and we will set the BurstData.irf_thresh attribute. \n", "\n", ".. note::\n", "\n", " The order of thresholds corresponds to the order of streams in :attr:`BurstData.ph_strearms ` is the order of threshold in :attr:`BurstData.irf_thresh `\n", "\n", ""]}, {"cell_type": "code", "execution_count": 22, "id": "18fd8cae", "metadata": {}, "outputs": [], "source": ["bdata.irf_thresh = np.array([2355, 2305, 220])"]}, {"cell_type": "raw", "id": "0db36130", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Now that the IRF thresholds have been set, we should have no problems down the road when calculating dwell mean nanotimes and other such parameters. \n", "\n", "We are now ready to actually start using the divisor approach. First a new divisor must be set:"]}, {"cell_type": "code", "execution_count": 23, "id": "d00844ed", "metadata": {}, "outputs": [], "source": ["div_name = bdata.auto_div(1)"]}, {"cell_type": "raw", "id": "0a18c731", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["This creates a new divisor based :class:`H2MM_list ` object stored in the dictionary :attr:`BurstData.div_models ` with the key returned by the function (stored in ``div_name`` ). So let\u2019s extract the :class:`H2MM_list ` object generated, and then run an optimization:"]}, {"cell_type": "code", "execution_count": 24, "id": "c640fe76", "metadata": {}, "outputs": [{"data": {"text/plain": ["The model converged after 2 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 28 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 78 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["The model converged after 397 iterations"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"text/plain": ["2"]}, "execution_count": 24, "metadata": {}, "output_type": "execute_result"}], "source": ["# run H2MM analysis\n", "bdata.div_models[div_name].calc_models()"]}, {"cell_type": "raw", "id": "d4b5bb9b", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["Next, as before, we need to look at the ICL, to choose the ideal model "]}, {"cell_type": "code", "execution_count": 25, "id": "e326c2ad", "metadata": {}, "outputs": [{"data": {"text/plain": ["[]"]}, "execution_count": 25, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["bhm.ICL_plot(bdata.div_models[div_name])"]}, {"cell_type": "raw", "id": "e65bdae7", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["The 3 state model again looks like the best fit, so we will reference it with index 2 (remember python indexes from 0). \n", "Now we can finally plot the distribution of nanotimes per state. For this there is the :func:`dwell_tau_hist() `"]}, {"cell_type": "code", "execution_count": 26, "id": "c5d62ad3", "metadata": {}, "outputs": [{"data": {"text/plain": ["[[],\n", " [],\n", " []]"]}, "execution_count": 26, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["bhm.dwell_tau_hist(bdata.div_models[div_name][2])"]}, {"cell_type": "raw", "id": "42003968", "metadata": {"raw_mimetype": "text/restructuredtext"}, "source": ["And that concludes this tutorial, thank you for your interest in burstH2MM. ", "\n", "\n", "Download this documentation as a jupyter notebook here: :download:`Tutorial.ipynb `"]}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "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": "3.9.12"}}, "nbformat": 4, "nbformat_minor": 5}