{ "cells": [ { "cell_type": "markdown", "id": "GWMGsEDSzosM", "metadata": { "id": "GWMGsEDSzosM" }, "source": [ "(psychophysics_subject_level)=\n", "# Fitting a psychometric function at the subject level" ] }, { "cell_type": "markdown", "id": "d22c4768-6aa4-4899-a06a-5c175f15cce8", "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", "\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 are going to 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 one participant from the second session." ] }, { "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 subject 19 (`sub_0019` label) and 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": "cea129c9-cf08-4868-8752-64fbb867e86c" }, "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') & (psychophysics_df.Subject == 'sub_0019')]\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": "22f97444-3765-497c-d42d-ecfea4bdaa24" }, "outputs": [ { "data": { "text/html": [ "
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AlphaDecision
1-0.5Less
3-30.0Less
622.5More
1010.5More
1110.0More
\n", "
" ], "text/plain": [ " Alpha Decision\n", "1 -0.5 Less\n", "3 -30.0 Less\n", "6 22.5 More\n", "10 10.5 More\n", "11 10.0 More" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "this_df = this_df[['Alpha', 'Decision']]\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": "code", "execution_count": 5, "id": "vrFlhsuX9K1n", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 352 }, "id": "vrFlhsuX9K1n", "outputId": "f9a2e67c-76fb-462a-eea4-22de761d2a3e" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(8, 5))\n", "for ii, intensity in enumerate(np.sort(this_df.Alpha.unique())):\n", " resp = sum((this_df.Alpha == intensity) & (this_df.Decision == 'More'))\n", " total = sum(this_df.Alpha == intensity)\n", " axs.plot(intensity, resp/total, 'o', alpha=0.5, color='#4c72b0', \n", " markeredgecolor='k', markersize=total*5)\n", "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", "plt.tight_layout()\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "kwXfRILRryN2", "metadata": { "id": "kwXfRILRryN2" }, "source": [ "# Model\n", "\n", "The model was defined as follows:\n", "\n", "$$ r_{i} \\sim \\mathcal{Binomial}(\\theta_{i},n_{i})$$\n", "$$ \\Phi_{i}(x_{i}, \\alpha, \\beta) = \\frac{1}{2} + \\frac{1}{2} * erf(\\frac{x_{i} - \\alpha}{\\beta * \\sqrt{2}})$$\n", "$$ \\alpha \\sim \\mathcal{Uniform}(-40.5, 40.5)$$\n", "$$ \\beta \\sim |\\mathcal{Normal}(0, 10)|$$" ] }, { "cell_type": "markdown", "id": "DsF_cKB9PjWx", "metadata": { "id": "DsF_cKB9PjWx" }, "source": [ "Where $erf$ denotes the [error functions](https://en.wikipedia.org/wiki/Error_function) and $\\phi$ is the cumulative normal function." ] }, { "cell_type": "markdown", "id": "K14zcyan0iCz", "metadata": { "id": "K14zcyan0iCz" }, "source": [ "Let's create our own cumulative normal distribution function here using pytensor." ] }, { "cell_type": "code", "execution_count": 6, "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 $r$.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "FOedFUWQcWHc", "metadata": { "id": "FOedFUWQcWHc" }, "outputs": [], "source": [ "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(this_df.Alpha == intensity)\n", " r[ii] = sum((this_df.Alpha == intensity) & (this_df.Decision == \"More\"))\n", "\n", "# remove no responses trials\n", "validmask = n != 0\n", "xij, nij, rij = x[validmask], n[validmask], r[validmask]" ] }, { "cell_type": "markdown", "id": "Jbz8no1H09lk", "metadata": { "id": "Jbz8no1H09lk" }, "source": [ "Create the model." ] }, { "cell_type": "code", "execution_count": 8, "id": "UlywVNYd1OO7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 129 }, "id": "UlywVNYd1OO7", "outputId": "5d32c4fd-3551-4ab6-9927-142c7835148f" }, "outputs": [], "source": [ "with pm.Model() as subject_psychophysics:\n", "\n", " alpha = pm.Uniform(\"alpha\", lower=-40.5, upper=40.5)\n", " beta = pm.HalfNormal(\"beta\", 10)\n", "\n", " thetaij = pm.Deterministic(\n", " \"thetaij\", cumulative_normal(xij, alpha, beta)\n", " )\n", "\n", " rij_ = pm.Binomial(\"rij\", p=thetaij, n=nij, observed=rij)" ] }, { "cell_type": "code", "execution_count": 9, "id": "657c61d4-4b44-493d-b3c0-48ab9073e3fc", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "cluster25\n", "\n", "25\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "HalfNormal\n", "\n", "\n", "\n", "thetaij\n", "\n", "thetaij\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "beta->thetaij\n", "\n", "\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Uniform\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": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(subject_psychophysics)" ] }, { "cell_type": "code", "execution_count": 10, "id": "8241e619", "metadata": {}, "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: [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 00:02<00:00 Sampling 4 chains, 1 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 2 seconds.\n", "There were 1 divergences after tuning. Increase `target_accept` or reparameterize.\n" ] } ], "source": [ "with subject_psychophysics:\n", " idata = pm.sample(chains=4, cores=4)" ] }, { "cell_type": "code", "execution_count": 11, "id": "qFp4jTS6FytS", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "id": "qFp4jTS6FytS", "outputId": "f15afbab-5fbb-4de2-dcea-78523020e957" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata, var_names=['alpha', 'beta']);" ] }, { "cell_type": "code", "execution_count": 12, "id": "5cL_9iEkFy1U", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 112 }, "id": "5cL_9iEkFy1U", "outputId": "5f4e1480-ebce-4b6b-bc3e-8d20c329efde" }, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha2.2371.568-0.7615.1540.0280.0213063.02634.01.0
beta7.5371.9574.39811.0450.0350.0263588.02270.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "alpha 2.237 1.568 -0.761 5.154 0.028 0.021 3063.0 2634.0 \n", "beta 7.537 1.957 4.398 11.045 0.035 0.026 3588.0 2270.0 \n", "\n", " r_hat \n", "alpha 1.0 \n", "beta 1.0 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = az.summary(idata, [\"alpha\", \"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). This participant had a threshold at estimated at 2.25, which is just slightly positively biased. The $\\beta$ value refers to the slope. A higher value means lower precision. Here, the slope is estimated to be around 7.46 for this participant.\n", "```" ] }, { "cell_type": "markdown", "id": "wwL7l3YzkoXq", "metadata": { "id": "wwL7l3YzkoXq" }, "source": [ "# Plotting\n", "Extrace the last 10 sample of each chain (here we have 4)." ] }, { "cell_type": "code", "execution_count": 13, "id": "f98u15bxkObF", "metadata": { "id": "f98u15bxkObF" }, "outputs": [], "source": [ "alpha_samples = idata[\"posterior\"][\"alpha\"].values[:, -10:].flatten()\n", "beta_samples = idata[\"posterior\"][\"beta\"].values[:, -10:].flatten()" ] }, { "cell_type": "code", "execution_count": 14, "id": "1j8c193ZBJJO", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 352 }, "id": "1j8c193ZBJJO", "outputId": "e7a4e3d3-5290-4488-86a5-77e6de361e00" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(8, 5))\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='k', alpha=.08, linewidth=2\n", " )\n", "\n", "# Plot psychometric function with average parameters\n", "slope = stats['mean']['beta']\n", "threshold = stats['mean']['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", "# Draw circles showing response proportions\n", "for ii, intensity in enumerate(np.sort(this_df.Alpha.unique())):\n", " resp = sum((this_df.Alpha == intensity) & (this_df.Decision == 'More'))\n", " total = sum(this_df.Alpha == intensity)\n", " axs.plot(intensity, resp/total, 'o', alpha=0.5, color='#4c72b0', \n", " markeredgecolor='k', markersize=total*5)\n", "\n", "plt.ylabel('P$_{(Response = More|Intensity)}$')\n", "plt.xlabel('Intensity ($\\Delta$ BPM)')\n", "plt.tight_layout()\n", "sns.despine()" ] }, { "cell_type": "markdown", "id": "05756add-7cdd-4ac2-a56c-548d5266ae72", "metadata": {}, "source": [ "## System configuration" ] }, { "cell_type": "code", "execution_count": 15, "id": "4847252c-aa78-45ed-bf0f-334b7fc759df", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Wed Jun 28 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.4\n", "IPython version : 8.14.0\n", "\n", "pymc : 5.5.0\n", "arviz : 0.15.1\n", "pytensor: 2.12.3\n", "\n", "pandas : 2.0.2\n", "pytensor : 2.12.3\n", "pymc : 5.5.0\n", "arviz : 0.15.1\n", "numpy : 1.24.4\n", "seaborn : 0.12.2\n", "matplotlib: 3.7.1\n", "\n", "Watermark: 2.4.2\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pymc,arviz,pytensor" ] }, { "cell_type": "code", "execution_count": null, "id": "e2887feb-97bf-4782-ae18-856dabaeaa47", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "psychophysiscs-subjectLevel.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": "3.11.4" }, "vscode": { "interpreter": { "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f" } } }, "nbformat": 4, "nbformat_minor": 5 }