{ "cells": [ { "cell_type": "code", "execution_count": 14, "id": "14735cfb", "metadata": {}, "outputs": [], "source": [ "from mind_the_gaps.lightcurves import GappyLightcurve\n", "from mind_the_gaps.gpmodelling import GPModelling\n", "from mind_the_gaps.models import BendingPowerlaw, Lorentzian, SHO, Matern32, Jitter\n", "from mind_the_gaps.simulator import Simulator\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import celerite, corner\n", "from scipy.stats import percentileofscore\n", "\n", "cpus = 15 # set the number of cores for parallelization\n", "np.random.seed(10)" ] }, { "cell_type": "markdown", "id": "3038f7fb", "metadata": {}, "source": [ "# Tutorial: PPPP\n", "## Case of No period" ] }, { "cell_type": "markdown", "id": "9e41a8da", "metadata": {}, "source": "### Define parameters for lightcurve simulation" }, { "cell_type": "code", "execution_count": 15, "id": "f295314b", "metadata": {}, "outputs": [], "source": [ "times = np.arange(0, 1000)\n", "dt = np.diff(times)[0]\n", "\n", "mean = 100\n", "\n", "#A = (mean * 0.1) ** 2 # variance of the lorentzian\n", "#Q = 80\n", "variance_drw = (mean * 0.1) ** 2 # variance of the DRW (bending powerlaw)\n", "w_bend = 2 * np.pi / 20 # angular frequency of the DRW or Bending Powerlaw\n", "\n", "# define the PSD model\n", "psd_model = BendingPowerlaw(variance_drw, w_bend) " ] }, { "cell_type": "markdown", "id": "8659159b", "metadata": {}, "source": "### Simulate lightcurve" }, { "cell_type": "code", "execution_count": 16, "id": "cf7adf6c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Rates (ct/s)')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create simulator object\n", "simulator = Simulator(psd_model, times, np.ones(len(times)) * dt, mean, pdf=\"Gaussian\", \n", " extension_factor=2)\n", "# simulate noiseless count rates from the PSD, make the initial lightcurve 2 times as long as the original times\n", "countrates = simulator.generate_lightcurve()\n", "# add (Poisson) noise\n", "noisy_countrates, dy = simulator.add_noise(countrates)\n", "\n", "input_lc = GappyLightcurve(times, noisy_countrates, dy, exposures=dt)\n", "\n", "fig = plt.figure()\n", "plt.errorbar(times, noisy_countrates, yerr=dy)\n", "plt.xlabel(\"Time (days)\")\n", "plt.ylabel(\"Rates (ct/s)\")" ] }, { "cell_type": "markdown", "id": "a198f612", "metadata": {}, "source": "### Define null hypothesis" }, { "cell_type": "code", "execution_count": 17, "id": "97e01205", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deriving posteriors for null model\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 9%|███▎ | 4500/50000 [00:20<03:25, 221.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Convergence reached after 4500 samples!\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# null \n", "bounds_drw = dict(log_a=(-10, 50), log_c=(-10, 10))\n", "# you can use RealTerm from celerite or DampedRandomWalk from models.celerite_models\n", "null_kernel = celerite.terms.RealTerm(log_a=np.log(variance_drw), log_c=np.log(w_bend), bounds=bounds_drw)\n", "null_model = GPModelling(input_lc, null_kernel)\n", "print(\"Deriving posteriors for null model\")\n", "null_model.derive_posteriors(max_steps=50000, fit=True, cores=cpus)\n", "\n", "corner_fig = corner.corner(null_model.mcmc_samples, labels=null_model.gp.get_parameter_names(), title_fmt='.1f',\n", " quantiles=[0.16, 0.5, 0.84], show_titles=True, truths=[np.log(variance_drw), np.log(w_bend)],\n", " title_kwargs={\"fontsize\": 18}, max_n_ticks=3, labelpad=0.08,\n", " levels=(1 - np.exp(-0.5), 1 - np.exp(-0.5 * 2 ** 2))) # plots 1 and 2 sigma levels\n", "\n", "autocorr = null_model.autocorr\n", "fig = plt.figure()\n", "n = np.arange(1, len(autocorr) + 1)\n", "plt.plot(n, autocorr, \"-o\")\n", "plt.ylabel(\"Mean $\\\\tau$\")\n", "plt.xlabel(\"Number of steps\")\n", "plt.savefig(\"autocorr.png\", dpi=100)" ] }, { "cell_type": "markdown", "id": "3b6989bf", "metadata": {}, "source": "### Define alternative model" }, { "cell_type": "code", "execution_count": 18, "id": "94f846ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "log variance of the QPO: 4.61, log_c: -5.54, log omega: -0.46\n", "Deriving posteriors for alternative model\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 58%|████████████████████▉ | 29000/50000 [02:57<02:08, 163.08it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Convergence reached after 29000 samples!\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "P = 10 # period of the QPO\n", "w = 2 * np.pi / P\n", "# Define starting parameters\n", "log_variance_qpo = np.log(variance_drw)\n", "Q = 80 # coherence\n", "log_c = np.log(0.5 * w/Q)\n", "log_d = np.log(w)\n", "print(f\"log variance of the QPO: {log_variance_qpo:.2f}, log_c: {log_c:.2f}, log omega: {log_d:.2f}\")\n", "\n", "bounds_qpo = dict(log_a=(-10, 50), log_c=(-10, 10), log_d=(-5, 5))\n", "# You can also use Lorentzian from models.celerite_models (which is defined in terms of variance, Q and omega)\n", "alternative_kernel = celerite.terms.ComplexTerm(log_a=log_variance_qpo, log_c=log_c, log_d=log_d, bounds=bounds_qpo) \\\n", " + celerite.terms.RealTerm(log_a=np.log(variance_drw), log_c=np.log(w_bend), bounds=bounds_drw)\n", "\n", "alternative_model = GPModelling(input_lc, alternative_kernel)\n", "print(\"Deriving posteriors for alternative model\")\n", "alternative_model.derive_posteriors(max_steps=50000, fit=True, cores=cpus)\n", "\n", "autocorr = alternative_model.autocorr\n", "fig = plt.figure()\n", "n = np.arange(1, len(autocorr) + 1)\n", "plt.plot(n, autocorr, \"-o\")\n", "plt.ylabel(\"Mean $\\\\tau$\")\n", "plt.xlabel(\"Number of steps\")\n", "plt.savefig(\"autocorr.png\", dpi=100)\n", "\n", "corner_fig = corner.corner(alternative_model.mcmc_samples, labels=alternative_model.gp.get_parameter_names(), \n", " title_fmt='.1f',\n", " quantiles=[0.16, 0.5, 0.84], show_titles=True,\n", " title_kwargs={\"fontsize\": 18}, max_n_ticks=3, labelpad=0.08,\n", " levels=(1 - np.exp(-0.5), 1 - np.exp(-0.5 * 2 ** 2))) # plots 1 and 2 sigma levels\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "267bf517", "metadata": {}, "source": "### Generate lightcurves from null hypothesis posteriors" }, { "cell_type": "code", "execution_count": 19, "id": "932c0a42", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done!\n" ] } ], "source": [ "Nsims = 100 # typically 10,000\n", "lcs = null_model.generate_from_posteriors(Nsims, cpus=cpus)\n", "print(\"Done!\")" ] }, { "cell_type": "markdown", "id": "f17ae133", "metadata": {}, "source": "### Fit the lightcurves with both null and alternative models" }, { "cell_type": "code", "execution_count": 20, "id": "f70e85d3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing lightcurve 100/100\n", "Done!\n" ] } ], "source": [ "likelihoods_null = []\n", "likelihoods_alt = []\n", "\n", "for i, lc in enumerate(lcs):\n", " print(\"Processing lightcurve %d/%d\" % (i + 1, len(lcs)), end=\"\\r\")\n", " \n", " # Run a small MCMC to make sure we find the global maximum of the likelihood\n", " # ideally we'd probably want to run more samples\n", " null_modelling = GPModelling(lc, null_kernel)\n", " null_modelling.derive_posteriors(fit=True, cores=cpus, walkers=2 * cpus, max_steps=500, progress=False)\n", " likelihoods_null.append(null_modelling.max_loglikelihood)\n", " alternative_modelling = GPModelling(lc, alternative_kernel) \n", " alternative_modelling.derive_posteriors(fit=True, cores=cpus, walkers=2 * cpus, max_steps=500, \n", " progress=False)\n", " likelihoods_alt.append(alternative_modelling.max_loglikelihood)\n", " \n", " \n", "print(\"\\nDone!\")" ] }, { "cell_type": "markdown", "id": "60745467", "metadata": {}, "source": "### Calculate T_LRT distribution and compare with the observed value" }, { "cell_type": "code", "execution_count": 21, "id": "5fb4d4a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 7.30563401 2.94625081 14.75289871 10.52743179 7.74959716 5.8785983\n", " 3.20299343 2.38046508 3.17474049 3.81860381 3.88019518 7.29723268\n", " 4.85259113 2.98080648 3.39319164 3.59714561 9.8966823 3.88529402\n", " 3.99449269 2.46099526 5.25084205 6.16162681 1.81614045 5.28701198\n", " 4.12006926 2.91897357 4.83303362 4.23900587 5.63685765 4.79250275\n", " 6.79145503 3.9150156 3.43018229 2.02956163 7.65994804 2.46595943\n", " 3.12158707 4.40684836 2.83288652 4.50240423 3.76856325 3.85560336\n", " 1.15337875 5.83975122 2.18666619 5.18070065 8.05677747 4.84126984\n", " 1.24310117 6.4208726 4.52304552 6.07630189 2.39039578 2.89344625\n", " 4.05528121 0.97658978 3.67092644 5.27092732 14.10653823 3.30498505\n", " 4.80172475 5.6401755 2.90531107 3.16989271 2.42755883 4.12166258\n", " 7.06811315 1.86199878 14.64522556 2.1870361 7.30821463 6.96152377\n", " 13.27480981 4.73065428 3.46582211 2.32111937 6.57667026 11.72752958\n", " 7.44425621 2.78618805 2.39949132 9.3003771 6.34826339 3.64166206\n", " 4.0817636 6.20204133 3.99324566 1.73804533 1.79097601 3.56539597\n", " 5.19618946 4.82505414 5.38537736 4.90753979 4.43595841 1.76022901\n", " 5.13745067 6.53876006 3.56190523 2.97618685]\n", "Observed LRT_stat: 5.257\n", "p-value: 0.3200\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0, '$T_\\\\mathrm{LRT}$')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "T_dist = -2 * (np.array(likelihoods_null) - np.array(likelihoods_alt))\n", "print(T_dist)\n", "plt.hist(T_dist, bins=10)\n", "T_obs = -2 * (null_model.max_loglikelihood - alternative_model.max_loglikelihood)\n", "print(\"Observed LRT_stat: %.3f\" % T_obs)\n", "perc = percentileofscore(T_dist, T_obs)\n", "print(\"p-value: %.4f\" % (1 - perc / 100))\n", "plt.axvline(T_obs, label=\"%.2f%%\" % perc, ls=\"--\", color=\"black\")\n", "\n", "sigmas = [95, 99.7]\n", "colors= [\"red\", \"green\"]\n", "for i, sigma in enumerate(sigmas):\n", " plt.axvline(np.percentile(T_dist, sigma), ls=\"--\", color=colors[i])\n", "plt.legend()\n", "#plt.axvline(np.percentile(T_dist, 99.97), color=\"green\")\n", "plt.xlabel(\"$T_\\\\mathrm{LRT}$\")\n", "\n", "#plt.savefig(\"LRT_statistic.png\", dpi=100)" ] }, { "cell_type": "markdown", "id": "ade28540", "metadata": {}, "source": [ "We see the p-value to reject the null hypothesis is fairly low, indicating there is no signal in this data, as expected" ] }, { "cell_type": "markdown", "id": "a812146f", "metadata": {}, "source": "## Case with Period" }, { "cell_type": "markdown", "id": "c43e6037", "metadata": {}, "source": "### Simulate lightcurve" }, { "cell_type": "code", "execution_count": 7, "id": "a7ec731b", "metadata": {}, "outputs": [], "source": [ "times = np.arange(0, 500)\n", "dt = np.diff(times)[0]\n", "\n", "mean = 100\n", "\n", "P = 10 # period of the QPO\n", "w_qpo = 2 * np.pi / P\n", "w_bend = 2 * np.pi / 20 # angular frequency of the DRW or Bending Powerlaw\n", "# Define starting parameters\n", "variance_drw = (mean * 0.1) ** 2 # variance of the DRW (bending powerlaw)\n", "variance_qpo = variance_drw # let's assume same variance for the QPO and the DRW\n", "\n", "Q = 80 # coherence\n", "\n", "psd_model = Lorentzian(variance_qpo, Q, w_qpo) + BendingPowerlaw(variance_drw, w_bend) " ] }, { "cell_type": "code", "execution_count": 8, "id": "13e8291b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Rates (ct/s)')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simulator = Simulator(psd_model, times, np.ones(len(times)) * dt, mean, pdf=\"Gaussian\", max_iter=500)\n", "\n", "rates = simulator.generate_lightcurve()\n", "noisy_rates, dy = simulator.add_noise(rates)\n", "\n", "input_lc = GappyLightcurve(times, noisy_rates, dy, exposures=dt)\n", "\n", "fig = plt.figure()\n", "plt.errorbar(times, noisy_rates, yerr=dy)\n", "plt.xlabel(\"Time (days)\")\n", "plt.ylabel(\"Rates (ct/s)\")" ] }, { "cell_type": "markdown", "id": "cefa145a", "metadata": {}, "source": "### Define null hypothesis" }, { "cell_type": "code", "execution_count": 9, "id": "cb4d77b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deriving posteriors for null model\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 15%|█████▌ | 7500/50000 [00:30<02:50, 248.54it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Convergence reached after 7500 samples!\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "bounds_drw = dict(log_a=(-10, 50), log_c=(-10, 10))\n", "# null \n", "null_kernel = celerite.terms.RealTerm(log_a=np.log(variance_drw), log_c=np.log(w_bend), bounds=bounds_drw)\n", "null_model = GPModelling(input_lc, null_kernel)\n", "print(\"Deriving posteriors for null model\")\n", "null_model.derive_posteriors(max_steps=50000, fit=True, cores=cpus)\n", "\n", "corner_fig = corner.corner(null_model.mcmc_samples, labels=null_model.gp.get_parameter_names(), title_fmt='.1f',\n", " quantiles=[0.16, 0.5, 0.84], show_titles=True,\n", " title_kwargs={\"fontsize\": 18}, max_n_ticks=3, labelpad=0.08,\n", " levels=(1 - np.exp(-0.5), 1 - np.exp(-0.5 * 2 ** 2))) # plots 1 and 2 sigma levels\n", "\n", "autocorr = null_model.autocorr\n", "fig = plt.figure()\n", "n = np.arange(1, len(autocorr) + 1)\n", "plt.plot(n, autocorr, \"-o\")\n", "plt.ylabel(\"Mean $\\\\tau$\")\n", "plt.xlabel(\"Number of steps\")\n", "plt.savefig(\"autocorr.png\", dpi=100)" ] }, { "cell_type": "markdown", "id": "8a5563ef", "metadata": {}, "source": "### Define alternative model" }, { "cell_type": "code", "execution_count": 10, "id": "cd24a78f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deriving posteriors for alternative model\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████| 50000/50000 [04:52<00:00, 170.70it/s]\n" ] }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "log_c = np.log(0.5 * w_qpo/Q)\n", "log_d = np.log(w_qpo)\n", "bounds_qpo = dict(log_a=(-10, 50), log_c=(-10, 10), log_d=(-5, 5))\n", "# again you may use the Lorentzian from models.celerite_models\n", "alternative_kernel = celerite.terms.ComplexTerm(log_a=np.log(variance_qpo), log_c=log_c, \n", " log_d=np.log(w_bend), bounds=bounds_qpo) \\\n", " + celerite.terms.RealTerm(log_a=np.log(variance_drw), log_c=np.log(w_bend), bounds=bounds_drw)\n", "\n", "\n", "alternative_model = GPModelling(input_lc, alternative_kernel)\n", "print(\"Deriving posteriors for alternative model\")\n", "alternative_model.derive_posteriors(max_steps=50000, fit=True, cores=cpus)\n", "\n", "autocorr = alternative_model.autocorr\n", "fig = plt.figure()\n", "n = np.arange(1, len(autocorr) + 1)\n", "plt.plot(n, autocorr, \"-o\")\n", "plt.ylabel(\"Mean $\\\\tau$\")\n", "plt.xlabel(\"Number of steps\")\n", "plt.savefig(\"autocorr.png\", dpi=100)\n", "\n", "corner_fig = corner.corner(alternative_model.mcmc_samples, labels=alternative_model.gp.get_parameter_names(), title_fmt='.1f',\n", " quantiles=[0.16, 0.5, 0.84], show_titles=True, \n", " truths=[np.log(variance_qpo), log_c, log_d, np.log(variance_drw), np.log(w_bend)],\n", " title_kwargs={\"fontsize\": 18}, max_n_ticks=3, labelpad=0.08,\n", " levels=(1 - np.exp(-0.5), 1 - np.exp(-0.5 * 2 ** 2))) # plots 1 and 2 sigma levels\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "079e3da7", "metadata": {}, "source": "### Generate lightcurves with null hypothesis posteriors" }, { "cell_type": "code", "execution_count": 11, "id": "06a99f6a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done!\n" ] } ], "source": [ "Nsims = 100 # typically 10,000\n", "lcs = null_model.generate_from_posteriors(Nsims, cpus=cpus)\n", "print(\"Done!\")" ] }, { "cell_type": "markdown", "id": "6941e9f8", "metadata": {}, "source": "### Fit the lightcurves with both null and alternative models" }, { "cell_type": "code", "execution_count": 12, "id": "423ed115", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing lightcurve 100/100\n", "Done!\n" ] } ], "source": [ "likelihoods_null = []\n", "likelihoods_alt = []\n", "\n", "for i, lc in enumerate(lcs):\n", " print(\"Processing lightcurve %d/%d\" % (i + 1, len(lcs)), end=\"\\r\")\n", " #fig = plt.figure()\n", " #plt.errorbar(lc.times, lc.y, lc.dy)\n", " #plt.xlabel(\"Time (days)\")\n", " #plt.ylabel(\"Rate (ct/s)\")\n", " #plt.savefig(\"%d.png\" % i, dpi=100)\n", " \n", " # Run a small MCMC to make sure we find the global maximum of the likelihood\n", " # ideally we'd probably want to run more samples\n", " null_modelling = GPModelling(lc, null_kernel)\n", " null_modelling.derive_posteriors(fit=True, cores=cpus, walkers=2 * cpus, max_steps=500, progress=False)\n", " likelihoods_null.append(null_modelling.max_loglikelihood)\n", " alternative_modelling = GPModelling(lc, alternative_kernel) \n", " alternative_modelling.derive_posteriors(fit=True, cores=cpus, walkers=2 * cpus, max_steps=500, \n", " progress=False)\n", " likelihoods_alt.append(alternative_modelling.max_loglikelihood)\n", " \n", " \n", "print(\"\\nDone!\")" ] }, { "cell_type": "markdown", "id": "76277a4d", "metadata": {}, "source": "### Calculate T_LRT distribution and compare with the observed value" }, { "cell_type": "code", "execution_count": 13, "id": "a9f01215", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 3.34906363 4.18603532 3.94396794 6.59518162 3.75650583 6.41527212\n", " 4.12079241 2.2515247 4.61438882 3.39965337 5.85466669 4.97434851\n", " 2.04255673 7.2018184 3.3057323 3.05963089 5.36061088 4.63561244\n", " 4.68763001 1.8914104 3.35164567 7.31447309 4.95433573 4.870965\n", " 2.93939517 5.55624968 7.22747865 4.19442597 2.40208188 4.19819722\n", " 2.08699125 5.99205782 3.26515473 3.65610264 3.466431 2.9348864\n", " 3.65870043 4.46798045 6.37269356 4.51377118 5.00974449 5.2878181\n", " 2.31384422 3.63255857 4.3254309 2.25674137 4.48274934 2.01117949\n", " 5.42155543 2.87991697 3.86360599 1.34082161 2.50945507 8.7816284\n", " 5.18318131 4.99904061 1.28062966 3.80425961 3.30724398 12.66112865\n", " 1.35389463 4.23576378 4.65620595 9.27455938 4.3138121 2.62993643\n", " 3.79278311 5.13349003 3.19733257 2.85958733 1.71209452 8.13522894\n", " 2.87108174 2.35853654 5.23669427 2.747617 15.97494691 11.79352313\n", " 2.917152 6.47973122 4.52182191 6.8260283 10.1096783 2.30888727\n", " 2.91636732 3.98779261 1.89947046 6.45497382 4.59613903 5.5530016\n", " 3.74590913 2.5545625 3.08670366 1.27278326 2.28363779 3.62572606\n", " 7.71704321 5.948798 3.78721488 6.08987315]\n", "Observed LRT_stat: 16.689\n", "p-value: 0.0000\n" ] }, { "data": { "text/plain": [ "Text(0.5, 0, '$T_\\\\mathrm{LRT}$')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "T_dist = -2 * (np.array(likelihoods_null) - np.array(likelihoods_alt))\n", "print(T_dist)\n", "plt.hist(T_dist, bins=10)\n", "T_obs = -2 * (null_model.max_loglikelihood - alternative_model.max_loglikelihood)\n", "print(\"Observed LRT_stat: %.3f\" % T_obs)\n", "perc = percentileofscore(T_dist, T_obs)\n", "print(\"p-value: %.4f\" % (1 - perc / 100))\n", "plt.axvline(T_obs, label=\"%.2f%%\" % perc, ls=\"--\", color=\"black\")\n", "\n", "sigmas = [95, 99.7]\n", "colors= [\"red\", \"green\"]\n", "for i, sigma in enumerate(sigmas):\n", " plt.axvline(np.percentile(T_dist, sigma), ls=\"--\", color=colors[i])\n", "plt.legend()\n", "#plt.axvline(np.percentile(T_dist, 99.97), color=\"green\")\n", "plt.xlabel(\"$T_\\\\mathrm{LRT}$\")\n", "\n", "#plt.savefig(\"LRT_statistic.png\", dpi=100)" ] }, { "cell_type": "code", "execution_count": null, "id": "01df7dd5", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }