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@bamford
Created July 1, 2014 00:59
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Fitting a simple model to data using MCMC"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "An example of using MCMC to fit a straight line to data points, possibly with known individual measurement errors, while accounting for intrinsic scatter and outliers. The method is easily generalisable to more complicated models and datasets.\n\nWe make use of the awesome `emcee` sampler by Dan Foreman-Mackey and collaborators. Normal `emcee` is contrasted with the parallel-tempered version, and they are shown to give identical results, especially if there is some very light cleaning applied to the normal chains.\n\nThis notebook is based on the examples and tutorials provided on [the emcee webpages](http://dan.iel.fm/emcee/), Jake Vanderplas' [wonderful series of blog posts](http://jakevdp.github.io/blog/2014/06/14/frequentism-and-bayesianism-4-bayesian-in-python/), and David Hogg, Jo Bovy and Dustin Lang's insightful [paper on the subject](http://arxiv.org/abs/1008.4686)."
},
{
"metadata": {},
"cell_type": "code",
"input": "%matplotlib inline\nfrom matplotlib import pyplot as plt\nimport numpy as np\nimport emcee\nimport triangle\nfrom math import floor",
"prompt_number": 1,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# define some helper functions\n\ndef flatten_without_burn(sampler, nburn):\n c = sampler.chain\n if c.ndim == 4:\n c = c[0]\n c = c[:, nburn:]\n return c.reshape((np.product(c.shape[:-1]), c.shape[-1]))\n\n\ndef weight_without_burn(sampler, nburn):\n c = sampler.lnprobability\n if c.ndim == 3:\n c = c[0]\n c = c[:, nburn:]\n w = np.exp(c.reshape(np.product(c.shape)))\n return w / w.sum()\n\n\ndef get_samples(sampler, nburn, minweight=None):\n sample = flatten_without_burn(sampler, nburn)\n if minweight is not None:\n weight = weight_without_burn(sampler, nburn)\n sample = sample[weight > minweight]\n return sample\n\n\ndef minmaxpad(x, p=0.05):\n xmin = x.min()\n xmax = x.max()\n xrange = xmax - xmin\n xmin = xmin - p*xrange\n xmax = xmax + p*xrange\n return xmin, xmax\n\n\ndef plot_MCMC_model(ax, xdata, ydata, trace):\n \"\"\"Plot the linear model and 2sigma contours\"\"\"\n ax.plot(xdata, ydata, 'ow')\n\n xmin, xmax = minmaxpad(x)\n dx = (xmax-xmin)/100.0\n xfit = np.linspace(xmin, xmax, 100)\n yfit = model(xfit[...,np.newaxis], trace.T)\n mu = yfit.mean(-1)\n sig = yfit.std(-1)\n \n ax.fill_between(xfit, mu - 2*sig, mu + 2*sig, color='lightgray')\n ax.fill_between(xfit, mu - sig, mu + sig, color='darkgray')\n ax.plot(xfit, mu, '-k')\n\n ax.set_xlabel('x')\n ax.set_ylabel('y')\n ax.set_xlim([xmin, xmax])\n\n \ndef round_sig(x, sig=1):\n d = sig-int(floor(log10(x)))-1\n d = max(0, d)\n return round(x, d), d\n\n\ndef summary(samples, truths=None):\n mean = samples.mean(0)\n sigma = samples.std(0)\n for i, p in enumerate(par):\n err, dp = round_sig(sigma[i], 1)\n val = round(mean[i], dp)\n dp = str(dp)\n dp += 'e}' if abs(log10(val)) > 3 else 'f}'\n outstr = ('{:16s} = {:8.'+dp+' ± {:<8.'+dp).format(p, val, err)\n if truths is not None:\n outstr += (' ('+dp+')').format(truths[i])\n print(outstr)",
"prompt_number": 2,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "import pyfits\nd = pyfits.getdata('logMtrue_logMrec_PCN.fits')",
"prompt_number": 3,
"outputs": [
{
"output_type": "stream",
"text": "Header block contains null bytes instead of spaces for padding, and is not FITS-compliant. Nulls may be replaced with spaces upon writing.\n",
"stream": "stderr"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "x = d[:,0]\ny = d[:,1]\ne = 0.0\n\nmeanx = x.mean()\nprint 'meanx = {}'.format(meanx)",
"prompt_number": 4,
"outputs": [
{
"output_type": "stream",
"text": "meanx = 14.1819171906\n",
"stream": "stdout"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# define the data\n\n#x = np.array([ 0, 3, 9, 14, 15, 19, 20, 21, 30, 35,\n# 40, 41, 42, 43, 54, 56, 67, 69, 72, 88])\n#y = np.array([33, 68, 34, 34, 37, 71, 37, 44, 48, 49,\n# 53, 49, 50, 48, 56, 60, 61, 63, 44, 71])\n#e = 0.25*np.array([ 3.6, 3.9, 2.6, 3.4, 3.8, 3.8, 2.2, 2.1, 2.3, 3.8,\n# 2.2, 2.8, 3.9, 3.1, 3.4, 2.6, 3.4, 3.7, 2.0, 3.5])",
"prompt_number": 5,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# check the data\nxmin, xmax = minmaxpad(x)\nplt.errorbar(x, y, e, fmt='ok', alpha=0.2)\n_ = plt.plot([xmin, xmax], [xmin, xmax], lw=2)",
"prompt_number": 6,
"outputs": [
{
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VsX6AYv6G1lLXtNJq/17/ca+lTnr+qnliYoK6ujr8fr/K0+qlc6+//joGg4FYLEa5XMZk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\nrAbrdnR0qNTIavLPPp+PJ59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KLBZjcHAQi8VCV1cXmUyGW7du8alPfeqOAW1xoG5vb1/y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\nRK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x109179910>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# define all aspects of the model\n\nxcentre = 14.2\n\ndef model(x, theta):\n intercept, slope, scatter, prob_outlier = theta\n return intercept + slope * (x - xcentre)\n\ndef log_prior(theta):\n intercept, slope, scatter, prob_outlier = theta\n # scatter must be greater than zero\n if scatter <= 0:\n return -np.inf\n # prob_outlier must be between zero and one\n if prob_outlier < 0 or prob_outlier > 1:\n return -np.inf\n # prior on intercept, slope and scatter; as explained at\n # http://jakevdp.github.io/blog/2014/06/14/frequentism-and-bayesianism-4-bayesian-in-python/#The-Prior\n # P(intercept) = 1\n # P(slope) = (1 + slope ** 2)^(-1.5) # uniform in sin(angle)\n # P(scatter) = 1/scatter # Jeffreys prior, invariant to rescaling\n return -1.5 * np.log(1 + slope ** 2) - np.log(scatter)\n\n# scatter of outlier points, just needs to be much larger than normal scatter\nscatter_outliers = 50.0\n\ndef log_likelihood(theta, x, y, e, scatter_outliers=scatter_outliers):\n intercept, slope, scatter, prob_outlier = theta\n # square residuals\n y_model = model(x, theta)\n dy2 = (y - y_model)**2\n # avoid NaNs in logarithm\n prob_outlier = np.clip(prob_outlier, 1e-99, 1-1e-99)\n # compute effective variances by combining errors and intrinsic scatter\n eff_var = scatter**2 + e**2\n eff_var_outliers = scatter_outliers**2 + e**2\n # logL for good (normal) and bad (outlier) distributions\n logL_good = (np.log(1 - prob_outlier)\n - 0.5 * np.log(2 * np.pi * eff_var)\n - 0.5 * dy2 / eff_var)\n logL_bad = (np.log(prob_outlier)\n - 0.5 * np.log(2 * np.pi * eff_var_outliers)\n - 0.5 * dy2 / eff_var_outliers) \n # using np.logaddexp helps maintain numerical precision\n return np.sum(np.logaddexp(logL_good, logL_bad))\n\ndef logl(theta):\n # PT sampler needs us to use global variables\n return log_likelihood(theta, x, y, e, scatter_outliers)\n\ndef log_posterior(theta, x, y, e, scatter_outliers=scatter_outliers):\n return log_prior(theta) + log_likelihood(theta, x, y, e, scatter_outliers)",
"prompt_number": 7,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# set up emcee\nnp.random.seed(666) # reproducible\n\npar = ('intercept', 'slope', 'scatter', 'prob_outlier')\nndim = len(par) # number of parameters in the model\nnwalkers = 50 # number of MCMC walkers\nnburn = 2000 # \"burn-in\" period to let chains stabilize\nnsamp = 5000 # number of MCMC steps to take after burn-in\n\ninitial_theta = np.zeros((nwalkers, ndim))\ninitial_theta[:, :2] = np.random.normal((14, 1.0), 1, (nwalkers, 2))\ninitial_theta[:, 2:] = np.random.uniform((0.1, 0.1), (1.0, 0.5), (nwalkers, 2))",
"prompt_number": 8,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# perform sampling\nsampler = emcee.EnsembleSampler(nwalkers, ndim, log_posterior, args=[x, y, e], threads=4)\nr = sampler.run_mcmc(initial_theta, nburn+nsamp)",
"prompt_number": 9,
"outputs": [
{
"output_type": "stream",
"text": "-c:40: RuntimeWarning: divide by zero encountered in log\n-c:40: RuntimeWarning: divide by zero encountered in log\n-c:40: RuntimeWarning: divide by zero encountered in log\n-c:40: RuntimeWarning: divide by zero encountered in log\n",
"stream": "stderr"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# check autocorrelation time is many times larger than nburn and nsamp\na_exp = max(sampler.acor)\na_int = max(np.max([emcee.autocorr.integrated_time(sampler.chain[i]) for i in range(len(sampler.chain))], 0))\nprint('Burn-in should be around {:d} steps'.format(int(20*a_exp)))\nprint('Number of samples per walker should be at least {:d}'.format(10*int(a_int)))",
"prompt_number": 10,
"outputs": [
{
"output_type": "stream",
"text": "Burn-in should be around 1316 steps\nNumber of samples per walker should be at least 740\n",
"stream": "stdout"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# perform parallel-tempered sampling\nntemps = 5 # number of temperature rungs\nsampler_pt = emcee.PTSampler(ntemps, nwalkers, ndim, logl, log_prior, threads=4)\nr_pt = sampler_pt.run_mcmc(initial_theta*np.ones((ntemps, nwalkers, ndim)), nburn+nsamp)",
"prompt_number": 11,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# check autocorrelation time is many times larger than nburn and nsamp\na_exp = np.max(sampler_pt.acor[0])\na_int = max(np.max([emcee.autocorr.integrated_time(sampler_pt.chain[0, i]) for i in range(len(sampler_pt.chain[0]))], 0))\nprint('Burn-in should be around {:d} steps'.format(int(20*a_exp)))\nprint('Number of samples per walker should be at least {:d}'.format(10*int(a_int)))",
"prompt_number": 12,
"outputs": [
{
"output_type": "stream",
"text": "Burn-in should be around 971 steps\nNumber of samples per walker should be at least 590\n",
"stream": "stdout"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# plot the chains to visually assess convergence\nplt.figure(figsize=[20,10])\nfor i, p in enumerate(par):\n plt.subplot(2,2,i+1)\n for w in range(nwalkers):\n plt.plot(numpy.arange(sampler.chain.shape[1]), sampler.chain[w,:,i], 'b-', alpha=0.1)\n for w in range(nwalkers):\n plt.plot(numpy.arange(sampler_pt.chain.shape[2]), sampler_pt.chain[0,w,:,i], 'g-', alpha=0.1)\n plt.ylabel(p)\n aymin, aymax = plt.ylim()\n plt.vlines(nburn, aymin, aymax, linestyle=':')\n plt.ylim(aymin, aymax)",
"prompt_number": 13,
"outputs": [
{
"png": 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ikyCKDKlkjMgEJBNxgiDCsS36cwGZuhhx12V/76HyBM5RQMmUSNkZLONg41CfcSl5PsYx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\nq55LcrpUBxMRGd9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ly5ezYcOGoWUbNmxg2bJl1NXVVSsMmYLa29s15l9EROQURHY/RZMF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\nCOLd1A0sIoplsVI5AitP3G+CIEW9PYN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urYEDB6pXr156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\nQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10b049110>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# convert chains into samples for each parameter\n# clip chains with very low weights for normal method\nsamples = get_samples(sampler, nburn, minweight=1e-15)\nsamples_full = get_samples(sampler, nburn)\nsamples_pt = get_samples(sampler_pt, nburn)",
"prompt_number": 14,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# examine parameter histograms and compare normal and parallel methods\nplt.figure(figsize=[20,10])\nfor i, p in enumerate(par):\n plt.subplot(2,(ndim+1)//2,i+1)\n n, b, patches = plt.hist(samples_full[:,i], bins=100, color='b', histtype='stepfilled', log=True)\n plt.hist(samples[:,i], bins=b, color='r', histtype='stepfilled', alpha=0.5)\n plt.hist(samples_pt[:,i], bins=b, color='g', histtype='step', lw=2)\n plt.xlabel(p)",
"prompt_number": 15,
"outputs": [
{
"png": 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"text": "<matplotlib.figure.Figure at 0x115d8ab10>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# create mega plot for normal method\ntriangle.corner(samples, labels=par)\nax = plt.subplot(2, 2, 2)\nplot_MCMC_model(ax, x, y, samples)\nplt.plot([xmin, xmax], [xmin, xmax], lw=2)\nplt.subplots_adjust(wspace=0.15, hspace=0.15)",
"prompt_number": 16,
"outputs": [
{
"png": 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1tByH2Wymf//+vPnmm8oeS2guWNq2bRu1tbWsW7eOL7/8km7dupGQkMA333zD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u1i6tSpkvA2ZCAdHBywsLBg4MCBpKWl4enpiY2NjTTIY1x6NrYfUigUKJVKqqurSUlJwcvLi2HD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6mtzcXLZu3crcuXOFj2VvcHV1Zf78+bz55puMHDlSRAW6I5fLefjhh9mzZw+HDh2y+Rwp0hUX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REtE4cPHwZcw13vv/++YKjT09PJzs7m5MmTvPvuu4CrxC7p9cIXU+HTp09n6dKlffprryVx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\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tt98il8v7XVdub+ll9Ho9v/jFL5DJZPzzn/8kKSkJf39/TCaTiI7t2LGDgoIClEolGo1G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\nRK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x10b025210>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# create mega plot for parallel-tempered method\ntriangle.corner(samples_pt, labels=par)\nax = plt.subplot(2, 2, 2)\nplot_MCMC_model(ax, x, y, samples_pt)\nplt.plot([xmin, xmax], [xmin, xmax], lw=2)\nplt.subplots_adjust(wspace=0.15, hspace=0.15)",
"prompt_number": 17,
"outputs": [
{
"png": 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+evQoBQWFWCwDycu7DVfXafz4Y3fKys7eT6WyEBh4hn79Mnj4YR35+Z/y+9/H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\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YroXfpk2bNv0wQ3GPgIAAXHvttYiMjMQnn3yCnp4e3HXXXYiOjr6Sw/hewTAM7rzzTmRl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\nNopRbBQAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x10b025750>",
"output_type": "display_data",
"metadata": {}
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# output a summary of the normal results\nsummary(samples)",
"prompt_number": 18,
"outputs": [
{
"output_type": "stream",
"text": "intercept = 14.202 ± 0.006 \nslope = 1.36 ± 0.03 \nscatter = 0.196 ± 0.005 \nprob_outlier = 0.003 ± 0.002 \n",
"stream": "stdout"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "# output a summary of the parallel-tempered results\nsummary(samples_pt)",
"prompt_number": 19,
"outputs": [
{
"output_type": "stream",
"text": "intercept = 14.202 ± 0.006 \nslope = 1.36 ± 0.03 \nscatter = 0.196 ± 0.005 \nprob_outlier = 0.003 ± 0.002 \n",
"stream": "stdout"
}
],
"language": "python",
"trusted": true,
"collapsed": false
}
],
"metadata": {}
}
],
"metadata": {
"name": "",
"signature": "sha256:67a91d8d1619f3fea91c7b42a0c38083789b9c3efe7f2c8cea51d3b715217907",
"gist_id": "3eebeb7824408d377522"
},
"nbformat": 3
}
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