{ "cells": [ { "cell_type": "markdown", "id": "GWMGsEDSzosM", "metadata": { "id": "GWMGsEDSzosM" }, "source": [ "(psychophysics_group_level)=\n", "# Fitting a psychometric function at the group level" ] }, { "cell_type": "markdown", "id": "89af87cd-42ef-44da-adcb-2eb02fd271e0", "metadata": { "id": "RS4nPf2SHuhG" }, "source": [ "Author: Nicolas Legrand " ] }, { "cell_type": "code", "execution_count": 1, "id": "designed-insulin", "metadata": { "id": "designed-insulin" }, "outputs": [], "source": [ "import pytensor.tensor as pt\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "from scipy.stats import norm\n", "import pymc as pm\n", "\n", "sns.set_context('talk')" ] }, { "cell_type": "markdown", "id": "fM0gAqRdKTcA", "metadata": { "id": "fM0gAqRdKTcA" }, "source": [ "In this example, we are going to fit a cummulative normal function to decision responses made during the Heart Rate Discrimination task. We will use the data from the [HRD method paper](https://www.biorxiv.org/content/10.1101/2021.02.18.431871v1) {cite:p}`2022:legrand` and analyse the responses from all participants and infer group-level hyperpriors." ] }, { "cell_type": "code", "execution_count": 2, "id": "QAxgnhh98LEo", "metadata": { "id": "QAxgnhh98LEo" }, "outputs": [], "source": [ "# Load data frame\n", "psychophysics_df = pd.read_csv('https://github.com/embodied-computation-group/CardioceptionPaper/raw/main/data/Del2_merged.txt')" ] }, { "cell_type": "markdown", "id": "-z2rrtNp9MPh", "metadata": { "id": "-z2rrtNp9MPh" }, "source": [ "First, let's filter this data frame so we only keep the interoceptive condition (`Extero` label)." ] }, { "cell_type": "code", "execution_count": 3, "id": "70iPUt9nzZUD", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 226 }, "id": "70iPUt9nzZUD", "outputId": "17be06e7-29e8-42d8-a8e9-6a2a5fc2cfd2" }, "outputs": [ { "data": { "text/html": [ "
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TrialTypeConditionModalityStairCondDecisionDecisionRTConfidenceConfidenceRTAlphalistenBPM...EstimatedThresholdEstimatedSlopeStartListeningStartDecisionResponseMadeRatingStartRatingEndsendTriggerHeartRateOutlierSubject
1psiLessExteropsiLess2.21642959.01.632995-0.578.0...22.80555012.5494571.603353e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
3psiCatchTrialLessExteropsiCatchTrialLess1.449154100.00.511938-30.082.0...NaNNaN1.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
6psiMoreExteropsiMore1.18266695.00.60678622.569.0...10.00188212.8849021.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
10psiMoreExteropsiMore1.84814124.01.44896910.562.0...0.99838413.0447441.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
11psiCatchTrialMoreExteropsiCatchTrialMore1.34946975.00.56182010.072.0...NaNNaN1.603354e+091.603354e+091.603354e+091.603354e+091.603354e+091.603354e+09Falsesub_0019
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5 rows × 25 columns

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" ], "text/plain": [ " TrialType Condition Modality StairCond Decision DecisionRT \\\n", "1 psi Less Extero psi Less 2.216429 \n", "3 psiCatchTrial Less Extero psiCatchTrial Less 1.449154 \n", "6 psi More Extero psi More 1.182666 \n", "10 psi More Extero psi More 1.848141 \n", "11 psiCatchTrial More Extero psiCatchTrial More 1.349469 \n", "\n", " Confidence ConfidenceRT Alpha listenBPM ... EstimatedThreshold \\\n", "1 59.0 1.632995 -0.5 78.0 ... 22.805550 \n", "3 100.0 0.511938 -30.0 82.0 ... NaN \n", "6 95.0 0.606786 22.5 69.0 ... 10.001882 \n", "10 24.0 1.448969 10.5 62.0 ... 0.998384 \n", "11 75.0 0.561820 10.0 72.0 ... NaN \n", "\n", " EstimatedSlope StartListening StartDecision ResponseMade RatingStart \\\n", "1 12.549457 1.603353e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "3 NaN 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "6 12.884902 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "10 13.044744 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "11 NaN 1.603354e+09 1.603354e+09 1.603354e+09 1.603354e+09 \n", "\n", " RatingEnds endTrigger HeartRateOutlier Subject \n", "1 1.603354e+09 1.603354e+09 False sub_0019 \n", "3 1.603354e+09 1.603354e+09 False sub_0019 \n", "6 1.603354e+09 1.603354e+09 False sub_0019 \n", "10 1.603354e+09 1.603354e+09 False sub_0019 \n", "11 1.603354e+09 1.603354e+09 False sub_0019 \n", "\n", "[5 rows x 25 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "this_df = psychophysics_df[psychophysics_df.Modality == 'Extero']\n", "this_df.head()" ] }, { "cell_type": "markdown", "id": "U0T9eifxMiDP", "metadata": { "id": "U0T9eifxMiDP" }, "source": [ "This data frame contain a large number of columns, but here we will be interested in the `Alpha` column (the intensity value) and the `Decision` column (the response made by the participant)." ] }, { "cell_type": "code", "execution_count": 4, "id": "3V1boQV-MiQ0", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "3V1boQV-MiQ0", "outputId": "1ebc2cc2-307b-4c18-aecd-f9c19ffa58fe" }, "outputs": [ { "data": { "text/html": [ "
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AlphaDecisionSubject
1-0.5Lesssub_0019
3-30.0Lesssub_0019
622.5Moresub_0019
1010.5Moresub_0019
1110.0Moresub_0019
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" ], "text/plain": [ " Alpha Decision Subject\n", "1 -0.5 Less sub_0019\n", "3 -30.0 Less sub_0019\n", "6 22.5 More sub_0019\n", "10 10.5 More sub_0019\n", "11 10.0 More sub_0019" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "this_df = this_df[['Alpha', 'Decision', 'Subject']]\n", "this_df.head()" ] }, { "cell_type": "markdown", "id": "__V5KcOWziWr", "metadata": { "id": "__V5KcOWziWr" }, "source": [ "These two columns are enought for us to extract the 3 vectors of interest to fit a psychometric function:\n", "* The intensity vector, listing all the tested intensities values\n", "* The total number of trials for each tested intensity value\n", "* The number of \"correct\" response (here, when the decision == 'More').\n", "\n", "Let's take a look at the data. This function will plot the proportion of \"Faster\" responses depending on the intensity value of the trial stimuli (expressed in BPM). Here, the size of the circle represent the number of trials that were presented for each intensity values." ] }, { "cell_type": "markdown", "id": "kwXfRILRryN2", "metadata": { "id": "kwXfRILRryN2" }, "source": [ "# Model\n", "\n", "The model is defined as follows:\n", "\n", "$$ r_{i} \\sim \\mathcal{Binomial}(\\theta_{i},n_{i})$$\n", "$$ \\Phi_{i, j}(x_{i, j}, \\alpha, \\beta) = \\frac{1}{2} + \\frac{1}{2} * erf(\\frac{x_{i, j} - \\alpha}{\\beta * \\sqrt{2}})$$\n", "$$ \\alpha_{i} \\sim \\mathcal{Normal}(\\mu_{\\alpha}, \\sigma_{\\alpha})$$\n", "$$ \\beta_{i} \\sim \\mathcal{Normal}(\\mu_{\\beta}, \\sigma_{\\beta})$$\n", "\n", "$$ \\mu_{\\alpha} \\sim \\mathcal{Uniform}(-50, 50)$$\n", "$$ \\sigma_{\\alpha} \\sim |\\mathcal{Normal}(0, 100)|$$\n", "\n", "$$ \\mu_{\\beta} \\sim \\mathcal{Uniform}(0, 100)$$\n", "$$ \\sigma_{\\beta} \\sim |\\mathcal{Normal}(0, 100)|$$\n", "\n", "\n", "Where $erf$ is the [error functions](https://en.wikipedia.org/wiki/Error_function), and $\\Phi$ is the cumulative normal function with threshold $\\alpha$ and slope $\\beta$." ] }, { "cell_type": "markdown", "id": "K14zcyan0iCz", "metadata": { "id": "K14zcyan0iCz" }, "source": [ "We create our own cumulative normal distribution function here using pytensor." ] }, { "cell_type": "code", "execution_count": 5, "id": "nG910VJ3Atgt", "metadata": { "id": "nG910VJ3Atgt" }, "outputs": [], "source": [ "def cumulative_normal(x, alpha, beta):\n", " # Cumulative distribution function for the standard normal distribution\n", " return 0.5 + 0.5 * pt.erf((x - alpha) / (beta * pt.sqrt(2)))" ] }, { "cell_type": "markdown", "id": "iSetK_Gd021N", "metadata": { "id": "iSetK_Gd021N" }, "source": [ "We preprocess the data to extract the intensity $x$, the number or trials $n$ and number of hit responses $r$. We also create a vector `sub_total` containing the participants index (from 0 to $n_{participants}$).\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "FOedFUWQcWHc", "metadata": { "id": "FOedFUWQcWHc" }, "outputs": [], "source": [ "nsubj = this_df.Subject.nunique()\n", "x_total, n_total, r_total, sub_total = [], [], [], []\n", "\n", "for i, sub in enumerate(this_df.Subject.unique()):\n", "\n", " sub_df = this_df[this_df.Subject==sub]\n", "\n", " x, n, r = np.zeros(163), np.zeros(163), np.zeros(163)\n", "\n", " for ii, intensity in enumerate(np.arange(-40.5, 41, 0.5)):\n", " x[ii] = intensity\n", " n[ii] = sum(sub_df.Alpha == intensity)\n", " r[ii] = sum((sub_df.Alpha == intensity) & (sub_df.Decision == \"More\"))\n", "\n", " # remove no responses trials\n", " validmask = n != 0\n", " xij, nij, rij = x[validmask], n[validmask], r[validmask]\n", " sub_vec = [i] * len(xij)\n", "\n", " x_total.extend(xij)\n", " n_total.extend(nij)\n", " r_total.extend(rij)\n", " sub_total.extend(sub_vec)" ] }, { "cell_type": "markdown", "id": "Jbz8no1H09lk", "metadata": { "id": "Jbz8no1H09lk" }, "source": [ "Create the model." ] }, { "cell_type": "code", "execution_count": 7, "id": "UlywVNYd1OO7", "metadata": { "id": "UlywVNYd1OO7" }, "outputs": [], "source": [ "with pm.Model() as group_psychophysics:\n", "\n", " mu_alpha = pm.Uniform(\"mu_alpha\", lower=-50, upper=50)\n", " sigma_alpha = pm.HalfNormal(\"sigma_alpha\", sigma=100)\n", "\n", " mu_beta = pm.Uniform(\"mu_beta\", lower=0, upper=100)\n", " sigma_beta = pm.HalfNormal(\"sigma_beta\", sigma=100)\n", "\n", " alpha = pm.Normal(\"alpha\", mu=mu_alpha, sigma=sigma_alpha, shape=nsubj)\n", " beta = pm.Normal(\"beta\", mu=mu_beta, sigma=sigma_beta, shape=nsubj)\n", "\n", " thetaij = pm.Deterministic(\n", " \"thetaij\", cumulative_normal(x_total, alpha[sub_total], beta[sub_total])\n", " )\n", "\n", " rij_ = pm.Binomial(\"rij\", p=thetaij, n=n_total, observed=r_total)" ] }, { "cell_type": "code", "execution_count": 8, "id": "cb327ff0-ccf0-4f5c-8115-1b002f2218b5", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster191\n", "\n", "191\n", "\n", "\n", "cluster5339\n", "\n", "5339\n", "\n", "\n", "\n", "mu_beta\n", "\n", "mu_beta\n", "~\n", "Uniform\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_beta->beta\n", "\n", "\n", "\n", "\n", "\n", "sigma_beta\n", "\n", "sigma_beta\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "sigma_beta->beta\n", "\n", "\n", "\n", "\n", "\n", "mu_alpha\n", "\n", "mu_alpha\n", "~\n", "Uniform\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_alpha->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_alpha\n", "\n", "sigma_alpha\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "sigma_alpha->alpha\n", "\n", "\n", "\n", "\n", "\n", "thetaij\n", "\n", "thetaij\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "beta->thetaij\n", "\n", "\n", "\n", "\n", "\n", "alpha->thetaij\n", "\n", "\n", "\n", "\n", "\n", "rij\n", "\n", "rij\n", "~\n", "Binomial\n", "\n", "\n", "\n", "thetaij->rij\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(group_psychophysics)" ] }, { "cell_type": "markdown", "id": "IL5XRmYEKnJr", "metadata": { "id": "IL5XRmYEKnJr" }, "source": [ "Sampling." ] }, { "cell_type": "code", "execution_count": 9, "id": "XvCe2rAgw8_t", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 129 }, "id": "XvCe2rAgw8_t", "outputId": "10c11b10-fedd-4254-8051-6771cd35e15d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu_alpha, sigma_alpha, mu_beta, sigma_beta, alpha, beta]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 01:34<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 95 seconds.\n" ] } ], "source": [ "with group_psychophysics:\n", " idata = pm.sample(chains=4, cores=4)" ] }, { "cell_type": "code", "execution_count": 10, "id": "qFp4jTS6FytS", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "id": "qFp4jTS6FytS", "outputId": "f2ba731a-010e-42f6-f87b-803bd93f9f99" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata, var_names=[\"mu_alpha\", \"alpha\"]);" ] }, { "cell_type": "code", "execution_count": 11, "id": "5cL_9iEkFy1U", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 112 }, "id": "5cL_9iEkFy1U", "outputId": "a800dac4-fe43-4477-ef8b-a66c58ae2568" }, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
mu_alpha0.2160.246-0.2630.6460.0040.0034175.03124.01.0
mu_beta7.9240.2367.4798.3420.0040.0033320.03141.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "mu_alpha 0.216 0.246 -0.263 0.646 0.004 0.003 4175.0 \n", "mu_beta 7.924 0.236 7.479 8.342 0.004 0.003 3320.0 \n", "\n", " ess_tail r_hat \n", "mu_alpha 3124.0 1.0 \n", "mu_beta 3141.0 1.0 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = az.summary(idata, var_names=[\"mu_alpha\", \"mu_beta\"])\n", "stats" ] }, { "cell_type": "markdown", "id": "YkJy6W8rBb6i", "metadata": { "id": "YkJy6W8rBb6i" }, "source": [ "```{hint}Here, $\\alpha$ refers to the threshold value (also the point of subjective equality for this design). We can observe that the group of participants has an average threshold very close to 0 and a slope of 7, which is relatively small in this context and indicates a precise decision process. A higher value means lower precision. By looking at the posterior density of the threshold ($\\alpha$), we can see that the 94% highest density interval (HDI) includes 0, suggesting that we have good evidence that no bias can be observed at the group level for the exteroceptive condition.\n", "```" ] }, { "cell_type": "code", "execution_count": 12, "id": "0ELIN4YQMxQk", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 331 }, "id": "0ELIN4YQMxQk", "outputId": "1ab583bc-6570-4caa-bb92-0db9ce6fb8f4" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(idata, var_names=[\"mu_alpha\"])" ] }, { "cell_type": "markdown", "id": "wwL7l3YzkoXq", "metadata": { "id": "wwL7l3YzkoXq" }, "source": [ "# Plotting\n", "Extrace the individual parameters estimates." ] }, { "cell_type": "code", "execution_count": 13, "id": "yUPOD7P_PAqk", "metadata": { "id": "yUPOD7P_PAqk" }, "outputs": [], "source": [ "alpha_samples = az.summary(idata, var_names=[\"alpha\"])[\"mean\"].values\n", "beta_samples = az.summary(idata, var_names=[\"beta\"])[\"mean\"].values" ] }, { "cell_type": "code", "execution_count": 14, "id": "1j8c193ZBJJO", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "1j8c193ZBJJO", "outputId": "7b71f973-102f-4705-a75d-ce5f0b45c9c3" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(8, 6))\n", "\n", "# Draw some sample from the traces\n", "for a, b in zip(alpha_samples, beta_samples):\n", " axs.plot(\n", " np.linspace(-40, 40, 500), \n", " (norm.cdf(np.linspace(-40, 40, 500), loc=a, scale=b)),\n", " color='gray', alpha=.05, linewidth=2\n", " )\n", "\n", "# Plot psychometric function with average parameters\n", "slope = az.summary(idata, var_names=[\"mu_beta\"])['mean']['mu_beta']\n", "threshold = az.summary(idata, var_names=[\"mu_alpha\"])['mean']['mu_alpha']\n", "axs.plot(np.linspace(-40, 40, 500), \n", " (norm.cdf(np.linspace(-40, 40, 500), loc=threshold, scale=slope)),\n", " color='#4c72b0', linewidth=4)\n", "\n", "axs.plot([threshold, threshold], [0, .5], '--', color='#4c72b0', linewidth=2)\n", "axs.plot(threshold, .5, 'o', color='w', markeredgecolor='#4c72b0', \n", " markersize=15, markeredgewidth=3)\n", "\n", "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", "plt.title('Group level estimate of the psychometric function')\n", "plt.tight_layout()\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "46f986be-5daf-4c04-84e4-ee2347c84eb6", "metadata": {}, "source": [ "## System configuration" ] }, { "cell_type": "code", "execution_count": 15, "id": "7302ac9d-f687-426d-88f1-d0144dd0aad6", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Fri Nov 10 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.18\n", "IPython version : 8.16.1\n", "\n", "pymc : 5.9.0\n", "arviz : 0.16.1\n", "pytensor: 2.17.2\n", "\n", "matplotlib: 3.8.0\n", "numpy : 1.22.0\n", "pymc : 5.9.0\n", "pandas : 2.0.3\n", "pytensor : 2.17.2\n", "arviz : 0.16.1\n", "seaborn : 0.13.0\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pymc,arviz,pytensor" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "psychophysiscs_groupLevel.ipynb", "provenance": [] }, "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": "3.9.18" }, "vscode": { "interpreter": { "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f" } } }, "nbformat": 4, "nbformat_minor": 5 }