{ "cells": [ { "cell_type": "markdown", "id": "9ca9213c", "metadata": {}, "source": [ "# Lesson 4: Flexible Noise Curves — `FlexibleNoiseComparisonModel` and `FlexibleNoiseRiskModel`\n", "\n", "## Motivation: when does Weber's law hold?\n", "\n", "The log-space models from lessons 2–3 (MCM, PMCM) assume that the internal\n", "representation of magnitude follows Weber's law: noise scales proportionally\n", "with magnitude, $\\sigma(n) \\propto n$. This is a good description for **perceptual**\n", "stimuli such as dot arrays, where numerosity is read off directly from visual input.\n", "\n", "But what about **symbolic** numerals? When participants see the digit \\u201c47\\u201d, the\n", "noise on their internal representation need not scale the same way. The\n", "**Flexible Noise models** let the data reveal the actual noise-vs-magnitude curve\n", "rather than assuming it in advance.\n", "\n", "The key difference from the log-space models:\n", "\n", "| Model | Evidence space | Noise $\\nu(n)$ | Weber's law |\n", "|-------|---------------|----------------|-----------------|\n", "| MCM / PMCM | log $n$ | fixed scalar $\\nu_\\text{log}$ | $\\sigma_\\text{nat}(n) = \\nu_\\text{log}\\!\\times\\!n$ (linear) |\n", "| **AffineNoise** | $n$ (natural) | $\\text{softplus}(\\beta_0 + \\beta_1 \\hat{n})$ | linear $\\Leftrightarrow \\beta_0 = 0$ |\n", "| **FlexNoise** | $n$ (natural) | B-spline curve | linear $\\nu(n) \\propto n$ |\n", "\n", "All three natural-space models share the same core computation:\n", "\n", "$$\\nu_k(n) = \\text{softplus}\\!\\left(\\sum_{j} \\beta_{k,j}\\,\\phi_j(n)\\right)$$\n", "\n", "What changes between them is the **basis** $\\phi_j(n)$:\n", "- **FlexNoise** uses B-spline basis functions (default 5 per option) — very flexible\n", " but potentially over-parameterised.\n", "- **AffineNoise** uses a simple two-element basis $[\\,1,\\; \\hat n\\,]$ where\n", " $\\hat n = (n - n_\\min)/(n_\\max - n_\\min)$. This gives an intercept (baseline noise)\n", " plus a linear term (Weber-like scaling): $\\nu(n) \\approx a + b\\,n$.\n", "\n", "The affine model sits neatly in the complexity hierarchy:\n", "\n", "$$\\text{MCM (2 noise params)} \\quad\\subset\\quad \\text{AffineNoise (4 noise params)}\n", "\\quad\\subset\\quad \\text{FlexNoise (10 noise params)}$$\n", "\n", "If the FlexNoise ELPD advantage over MCM is driven by a non-zero noise floor rather than\n", "genuine nonlinearity, the AffineNoise model should capture most of the improvement with\n", "far fewer parameters.\n", "\n", "- **Linear** $\\nu(n) \\propto n$ $\\Rightarrow$ scale invariance / Weber's law\n", "- **Flat** $\\nu(n)$ $\\Rightarrow$ constant absolute noise (sub-Weber at large $n$)\n", "- **Affine** $\\nu(n) = a + bn$ $\\Rightarrow$ noise floor + Weber scaling\n", "- **Super-linear** $\\nu(n)$ $\\Rightarrow$ worse precision at large $n$ (super-Weber)" ] }, { "cell_type": "code", "execution_count": 1, "id": "3acf8415", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:09:50.682368Z", "iopub.status.busy": "2026-04-05T09:09:50.682260Z", "iopub.status.idle": "2026-04-05T09:09:54.377450Z", "shell.execute_reply": "2026-04-05T09:09:54.377039Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Garcia magnitude | subjects: 64, trials: 13824\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Arabic numerals | subjects: 58, trials: 14722\n" ] } ], "source": [ "import warnings; warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import arviz as az\n", "from bauer.utils.data import load_garcia2022, load_dehollander2024\n", "from bauer.models import (MagnitudeComparisonModel, FlexibleNoiseComparisonModel,\n", " RiskModel, FlexibleNoiseRiskModel)\n", "\n", "# ── AffineNoise: a simple alternative between MCM and FlexNoise ──────────────\n", "# The key idea: FlexibleNoiseComparisonModel uses B-spline basis functions to\n", "# parameterise ν(n). If the deviation from Weber's law is just a constant noise\n", "# floor (ν(n) = a + b·n instead of ν(n) = b·n), we can capture that with a\n", "# two-element basis [1, n̂] instead of 5 B-spline bases.\n", "#\n", "# Implementation: subclass FlexibleNoiseComparisonModel, override make_dm()\n", "# to return an affine design matrix, and fix polynomial_order=2.\n", "\n", "class AffineNoiseComparisonModel(FlexibleNoiseComparisonModel):\n", " # Magnitude-comparison model with affine noise: v(n) = softplus(b0 + b1*n_hat)\n", " def __init__(self, paradigm, fit_seperate_evidence_sd=True,\n", " fit_prior=False, memory_model='independent'):\n", " super().__init__(paradigm, fit_seperate_evidence_sd=fit_seperate_evidence_sd,\n", " fit_prior=fit_prior, polynomial_order=2,\n", " memory_model=memory_model)\n", "\n", " def make_dm(self, x, variable='n1_evidence_sd'):\n", " # Override: [1, n_hat] basis instead of B-splines\n", " min_n = self.paradigm[['n1', 'n2']].min().min()\n", " max_n = self.paradigm[['n1', 'n2']].max().max()\n", " x_norm = (np.asarray(x, dtype=float) - min_n) / (max_n - min_n)\n", " return np.column_stack([np.ones_like(x_norm), x_norm])\n", "\n", "\n", "class AffineNoiseRiskModel(FlexibleNoiseRiskModel):\n", " # Risky-choice model with affine noise: v(n) = softplus(b0 + b1*n_hat)\n", " def __init__(self, paradigm, prior_estimate='full',\n", " fit_seperate_evidence_sd=True, memory_model='independent'):\n", " super().__init__(paradigm, prior_estimate=prior_estimate,\n", " fit_seperate_evidence_sd=fit_seperate_evidence_sd,\n", " polynomial_order=2, memory_model=memory_model)\n", "\n", " def make_dm(self, x, variable='n1_evidence_sd'):\n", " # Override: [1, n_hat] basis instead of B-splines\n", " min_n = self.paradigm[['n1', 'n2']].min().min()\n", " max_n = self.paradigm[['n1', 'n2']].max().max()\n", " x_norm = (np.asarray(x, dtype=float) - min_n) / (max_n - min_n)\n", " return np.column_stack([np.ones_like(x_norm), x_norm])\n", "\n", "# Garcia et al. (2022) — dot-array magnitude comparison\n", "df_mag = load_garcia2022(task='magnitude')\n", "print(f\"Garcia magnitude | subjects: {df_mag.index.get_level_values('subject').nunique()}, \"\n", " f\"trials: {len(df_mag)}\")\n", "\n", "# de Hollander et al. (2024, bioRxiv) — Arabic-numeral gambles\n", "df_sym = load_dehollander2024(task='symbolic')\n", "print(f\"Arabic numerals | subjects: {df_sym.index.get_level_values('subject').nunique()}, \"\n", " f\"trials: {len(df_sym)}\")" ] }, { "cell_type": "markdown", "id": "ad5c2e52", "metadata": {}, "source": [ "## Illustrating flexible noise curves\n", "\n", "The left panel shows the three canonical noise-vs-magnitude shapes.\n", "The right panel shows the **key signature of Weber's law**: when noise is\n", "linear ($\\nu \\propto n$), psychometric curves plotted against the *relative*\n", "difference $(n_2 - n_1)/n_1$ collapse onto a single curve regardless of the\n", "reference magnitude $n_1$ — scale invariance. Flat or super-linear noise\n", "breaks this collapse." ] }, { "cell_type": "code", "execution_count": 2, "id": "6ee810bc", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:09:54.380305Z", "iopub.status.busy": "2026-04-05T09:09:54.380153Z", "iopub.status.idle": "2026-04-05T09:09:54.644084Z", "shell.execute_reply": "2026-04-05T09:09:54.643128Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import norm as scipy_norm\n", "\n", "n_vals = np.linspace(5, 45, 200)\n", "nu0 = 0.30 # noise level at mean magnitude\n", "rel_diffs = np.linspace(-0.5, 0.5, 300) # (n2 - n1) / n1\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.5))\n", "\n", "# Left: noise curves in natural space\n", "ax = axes[0]\n", "noise_curves = [\n", " ('Linear ν(n) = ν₀·n [Weber / scale-invariant]',\n", " nu0 * n_vals / n_vals.mean(), '#2166ac', '-'),\n", " ('Flat ν(n) = const [constant absolute noise]',\n", " np.full_like(n_vals, nu0), '#d73027', '--'),\n", " ('Super-linear [worse precision at large n]',\n", " nu0 * (n_vals / n_vals.mean())**1.8, '#1a9850', ':'),\n", "]\n", "for label, nu_n, c, ls in noise_curves:\n", " ax.plot(n_vals, nu_n, lw=2.5, color=c, ls=ls, label=label)\n", "ax.set_xlabel('Magnitude n')\n", "ax.set_ylabel('Natural-space noise ν(n)')\n", "ax.set_title('Noise-vs-magnitude curve shapes')\n", "ax.legend(fontsize=8.5); sns.despine(ax=ax)\n", "\n", "# Right: scale-invariance test — plot P(chose n2) vs (n2-n1)/n1\n", "# With linear noise ν = ν₀×n_ref: P = Φ(rel_diff × n1 / (√2 × ν₀ × n1))\n", "# = Φ(rel_diff / (√2 × ν₀)) — same for all n1!\n", "# With flat noise ν = const: P = Φ(rel_diff × n1 / (√2 × ν_const)) — varies with n1\n", "ax = axes[1]\n", "for n_ref, c, ls in [(8, '#4393c3', '-'), (20, '#1a9850', '--'), (36, '#d73027', ':')]:\n", " nu_lin = nu0 * n_ref / n_vals.mean() # linear noise at n_ref\n", " nu_flat = nu0 # flat noise (constant)\n", " p_lin = scipy_norm.cdf(rel_diffs * n_ref / (np.sqrt(2) * nu_lin)) # collapses!\n", " p_flat = scipy_norm.cdf(rel_diffs * n_ref / (np.sqrt(2) * nu_flat)) # shifts by n_ref\n", " ax.plot(rel_diffs, p_lin, color=c, lw=2.5, ls=ls, label=f'Linear ν (n₁={n_ref})')\n", " ax.plot(rel_diffs, p_flat, color=c, lw=1.2, ls=ls, alpha=.4)\n", "ax.axhline(.5, ls='--', c='gray', lw=1)\n", "ax.axvline(0, ls='--', c='gray', lw=1)\n", "ax.text(0.97, 0.07, 'Faint: flat ν (curves shift with n₁)',\n", " transform=ax.transAxes, ha='right', fontsize=8, color='gray')\n", "ax.set_xlabel('Relative difference (n₂ − n₁) / n₁')\n", "ax.set_ylabel('P(chose n₂)')\n", "ax.set_title('Weber’s law = scale invariance: linear ν curves collapse')\n", "ax.legend(fontsize=8.5); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Flexible noise: shape determines whether Weber’s law holds',\n", " fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "728573b5", "metadata": {}, "source": [ "## Part A: Dot-array magnitude comparison (Garcia et al. 2022)\n", "\n", "Dot arrays are a classic **perceptual** numerosity stimulus where Weber's law is\n", "well-established. Fitting the Flexible Noise model here serves as a sanity check:\n", "the recovered $\\nu(n)$ should be approximately **linear**. The MCM baseline assumes\n", "log-space noise, which translates to $\\sigma_\\text{MCM}(n) = \\nu_\\text{log} \\times n$\n", "(a line through the origin) — the same Weber's-law prediction." ] }, { "cell_type": "code", "execution_count": 3, "id": "36de6a66", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:09:54.651263Z", "iopub.status.busy": "2026-04-05T09:09:54.650754Z", "iopub.status.idle": "2026-04-05T09:10:36.351785Z", "shell.execute_reply": "2026-04-05T09:10:36.351455Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [n1_evidence_sd_mu_untransformed, n1_evidence_sd_sd, n1_evidence_sd_offset, n2_evidence_sd_mu_untransformed, n2_evidence_sd_sd, n2_evidence_sd_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 200 tune and 200 draw iterations (800 + 800 draws total) took 36 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "# MagnitudeComparisonModel (MCM) — fixed log-space noise (Weber's-law null)\n", "# idata_kwargs passes extra arguments to pymc.sample_posterior_predictive;\n", "# log_likelihood=True stores trial-level log-likelihoods needed for ELPD comparison.\n", "model_mcm = MagnitudeComparisonModel(paradigm=df_mag, fit_seperate_evidence_sd=True)\n", "model_mcm.build_estimation_model(data=df_mag, hierarchical=True)\n", "idata_mcm = model_mcm.sample(draws=200, tune=200, chains=4, progressbar=False,\n", " idata_kwargs={'log_likelihood': True})" ] }, { "cell_type": "code", "execution_count": 4, "id": "178a6080", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:10:36.354070Z", "iopub.status.busy": "2026-04-05T09:10:36.353976Z", "iopub.status.idle": "2026-04-05T09:13:21.153657Z", "shell.execute_reply": "2026-04-05T09:13:21.153232Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [n1_evidence_sd_spline1_mu, n1_evidence_sd_spline1_sd, n1_evidence_sd_spline1_offset, n1_evidence_sd_spline2_mu, n1_evidence_sd_spline2_sd, n1_evidence_sd_spline2_offset, n1_evidence_sd_spline3_mu, n1_evidence_sd_spline3_sd, n1_evidence_sd_spline3_offset, n1_evidence_sd_spline4_mu, n1_evidence_sd_spline4_sd, n1_evidence_sd_spline4_offset, n1_evidence_sd_spline5_mu, n1_evidence_sd_spline5_sd, n1_evidence_sd_spline5_offset, n2_evidence_sd_spline1_mu, n2_evidence_sd_spline1_sd, n2_evidence_sd_spline1_offset, n2_evidence_sd_spline2_mu, n2_evidence_sd_spline2_sd, n2_evidence_sd_spline2_offset, n2_evidence_sd_spline3_mu, n2_evidence_sd_spline3_sd, n2_evidence_sd_spline3_offset, n2_evidence_sd_spline4_mu, n2_evidence_sd_spline4_sd, n2_evidence_sd_spline4_offset, n2_evidence_sd_spline5_mu, n2_evidence_sd_spline5_sd, n2_evidence_sd_spline5_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 200 tune and 200 draw iterations (800 + 800 draws total) took 156 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "# FlexibleNoiseComparisonModel — free noise curve fitted to dot arrays\n", "model_flex_mag = FlexibleNoiseComparisonModel(paradigm=df_mag,\n", " fit_seperate_evidence_sd=True,\n", " polynomial_order=5)\n", "model_flex_mag.build_estimation_model(paradigm=df_mag, hierarchical=True)\n", "idata_flex_mag = model_flex_mag.sample(draws=200, tune=200, chains=4, progressbar=False,\n", " idata_kwargs={'log_likelihood': True})" ] }, { "cell_type": "code", "execution_count": 5, "id": "7d0a85fa", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:13:21.156660Z", "iopub.status.busy": "2026-04-05T09:13:21.156463Z", "iopub.status.idle": "2026-04-05T09:14:57.465272Z", "shell.execute_reply": "2026-04-05T09:14:57.464934Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [n1_evidence_sd_spline1_mu, n1_evidence_sd_spline1_sd, n1_evidence_sd_spline1_offset, n1_evidence_sd_spline2_mu, n1_evidence_sd_spline2_sd, n1_evidence_sd_spline2_offset, n2_evidence_sd_spline1_mu, n2_evidence_sd_spline1_sd, n2_evidence_sd_spline1_offset, n2_evidence_sd_spline2_mu, n2_evidence_sd_spline2_sd, n2_evidence_sd_spline2_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 200 tune and 200 draw iterations (800 + 800 draws total) took 92 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "# AffineNoiseComparisonModel — intercept + linear noise (defined above)\n", "model_affine_mag = AffineNoiseComparisonModel(paradigm=df_mag,\n", " fit_seperate_evidence_sd=True)\n", "model_affine_mag.build_estimation_model(paradigm=df_mag, hierarchical=True)\n", "idata_affine_mag = model_affine_mag.sample(draws=200, tune=200, chains=4, progressbar=False,\n", " idata_kwargs={'log_likelihood': True})" ] }, { "cell_type": "markdown", "id": "004f47db", "metadata": {}, "source": [ "### Posterior noise curves — dot arrays\n", "\n", "If Weber's law holds, all three curves should overlap: both the FlexNoise (red) and\n", "AffineNoise (green) should track the MCM reference line $\\sigma = \\nu_\\text{log} \\times n$\n", "(dashed blue). A non-zero intercept in the AffineNoise curve would indicate baseline\n", "noise that does not scale with magnitude." ] }, { "cell_type": "code", "execution_count": 6, "id": "61d91ed7", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:14:57.469820Z", "iopub.status.busy": "2026-04-05T09:14:57.469544Z", "iopub.status.idle": "2026-04-05T09:14:57.837667Z", "shell.execute_reply": "2026-04-05T09:14:57.837193Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sd_curves_mag = model_flex_mag.get_sd_curve(idata=idata_flex_mag, variable='both',\n", " group=True, data=df_mag.reset_index())\n", "sd_curves_aff = model_affine_mag.get_sd_curve(idata=idata_affine_mag, variable='both',\n", " group=True, data=df_mag.reset_index())\n", "nu1_mcm = idata_mcm.posterior['n1_evidence_sd_mu'].values.ravel()\n", "nu2_mcm = idata_mcm.posterior['n2_evidence_sd_mu'].values.ravel()\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.5))\n", "colors = {'flex': '#d73027', 'affine': '#1a9850', 'mcm': '#4393c3'}\n", "\n", "for ax, (var_col, nu_mcm_samp, title) in zip(\n", " axes,\n", " [('n1_evidence_sd', nu1_mcm, 'First option σ₁(n)'),\n", " ('n2_evidence_sd', nu2_mcm, 'Second option σ₂(n)')]):\n", " # FlexNoise (B-spline)\n", " grp = sd_curves_mag.groupby(level='x')[var_col]\n", " x_vals = grp.mean().index.values\n", " ax.fill_between(x_vals, grp.quantile(0.025).values, grp.quantile(0.975).values,\n", " alpha=.18, color=colors['flex'])\n", " ax.plot(x_vals, grp.mean().values, lw=2.5, color=colors['flex'], label='FlexNoise (B-spline)')\n", " # AffineNoise (intercept + linear)\n", " grp_a = sd_curves_aff.groupby(level='x')[var_col]\n", " x_a = grp_a.mean().index.values\n", " ax.fill_between(x_a, grp_a.quantile(0.025).values, grp_a.quantile(0.975).values,\n", " alpha=.18, color=colors['affine'])\n", " ax.plot(x_a, grp_a.mean().values, lw=2.5, color=colors['affine'], label='AffineNoise (a + b·n)')\n", " # MCM reference (Weber: σ = ν₀ × n)\n", " nu0 = nu_mcm_samp.mean()\n", " ax.plot(x_vals, nu0 * x_vals, ls='--', lw=2, color=colors['mcm'],\n", " label=f'MCM (Weber) ν₀={nu0:.2f}')\n", " ax.fill_between(x_vals,\n", " np.percentile(nu_mcm_samp, 2.5) * x_vals,\n", " np.percentile(nu_mcm_samp, 97.5) * x_vals,\n", " alpha=.10, color=colors['mcm'])\n", " ax.set_xlabel('Magnitude n')\n", " ax.set_ylabel('Natural-space noise σ(n)')\n", " ax.set_title(title); ax.legend(fontsize=8.5); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Dot arrays: MCM vs AffineNoise vs FlexNoise (95 % posterior interval)',\n", " fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "12d2885e", "metadata": {}, "source": [ "### Model comparison: MCM vs AffineNoise vs FlexNoise (dot arrays)\n", "\n", "**ELPD** (Expected Log Pointwise Predictive Density, computed via PSIS-LOO) formally\n", "tests whether the added flexibility is justified. The three-way comparison lets us\n", "disentangle two questions:\n", "\n", "1. **Is Weber's law (MCM) adequate?** Compare MCM vs AffineNoise.\n", "2. **Is the deviation captured by a simple intercept, or is genuine nonlinearity needed?**\n", " Compare AffineNoise vs FlexNoise.\n", "\n", "If AffineNoise matches FlexNoise on ELPD while beating MCM, the deviation from Weber's\n", "law is well-described by a noise floor — a simple, interpretable parameter." ] }, { "cell_type": "code", "execution_count": 7, "id": "5ae98c3b", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:14:57.839499Z", "iopub.status.busy": "2026-04-05T09:14:57.839383Z", "iopub.status.idle": "2026-04-05T09:15:05.310648Z", "shell.execute_reply": "2026-04-05T09:15:05.310232Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " elpd_loo p_loo elpd_diff dse warning\n", "FlexNoise -3390.563812 246.417456 0.000000 0.000000 True\n", "MCM (Weber) -3481.573198 94.900493 91.009386 26.049270 True\n", "AffineNoise -3573.241605 232.238865 182.677793 22.417787 True\n" ] } ], "source": [ "# ELPD model comparison — dot arrays (3-way)\n", "compare_mag = az.compare({'MCM (Weber)': idata_mcm,\n", " 'AffineNoise': idata_affine_mag,\n", " 'FlexNoise': idata_flex_mag})\n", "print(compare_mag[['elpd_loo', 'p_loo', 'elpd_diff', 'dse', 'warning']].to_string())" ] }, { "cell_type": "code", "execution_count": 8, "id": "32c86a27", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:15:05.312808Z", "iopub.status.busy": "2026-04-05T09:15:05.312671Z", "iopub.status.idle": "2026-04-05T09:15:05.412093Z", "shell.execute_reply": "2026-04-05T09:15:05.411829Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_compare(compare_mag, figsize=(7, 3.5))\n", "ax.set_title('ELPD comparison — dot-array magnitude comparison (higher = better prediction)')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 9, "id": "62768fa0", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:15:05.414019Z", "iopub.status.busy": "2026-04-05T09:15:05.413755Z", "iopub.status.idle": "2026-04-05T09:15:05.419110Z", "shell.execute_reply": "2026-04-05T09:15:05.418847Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ELPD ranking (dot arrays):\n", " elpd_loo p_loo elpd_diff dse warning\n", "FlexNoise -3390.563812 246.417456 0.000000 0.000000 True\n", "MCM (Weber) -3481.573198 94.900493 91.009386 26.049270 True\n", "AffineNoise -3573.241605 232.238865 182.677793 22.417787 True\n", "\n", " FlexNoise vs MCM (Weber): DELTA_ELPD = 91.0, SE = 26.0, |ratio| = 3.5 -> distinguishable\n", " FlexNoise vs AffineNoise: DELTA_ELPD = 182.7, SE = 22.4, |ratio| = 8.1 -> distinguishable\n", "\n" ] } ], "source": [ "# ── Interpret the dot-array ELPD result (3-way) ─────────────────────────────\n", "print(\"ELPD ranking (dot arrays):\")\n", "print(compare_mag[['elpd_loo', 'p_loo', 'elpd_diff', 'dse', 'warning']].to_string())\n", "print()\n", "\n", "# Pairwise interpretation\n", "for i in range(1, len(compare_mag)):\n", " name = compare_mag.index[i]\n", " diff = compare_mag['elpd_diff'].iloc[i]\n", " dse = compare_mag['dse'].iloc[i]\n", " ratio = abs(diff) / dse if dse > 0 else float('inf')\n", " winner = compare_mag.index[0]\n", " verdict = \"distinguishable\" if ratio > 2 else \"NOT distinguishable\"\n", " print(f\" {winner} vs {name}: DELTA_ELPD = {diff:.1f}, SE = {dse:.1f}, \"\n", " f\"|ratio| = {ratio:.1f} -> {verdict}\")\n", "\n", "# Key question: does AffineNoise capture the FlexNoise advantage?\n", "if 'AffineNoise' in compare_mag.index and 'FlexNoise' in compare_mag.index:\n", " aff_rank = list(compare_mag.index).index('AffineNoise')\n", " flex_rank = list(compare_mag.index).index('FlexNoise')\n", " print()\n", " if abs(aff_rank - flex_rank) <= 1:\n", " aff_elpd = compare_mag.loc['AffineNoise', 'elpd_loo']\n", " flex_elpd = compare_mag.loc['FlexNoise', 'elpd_loo']\n", " print(f\"AffineNoise ELPD: {aff_elpd:.1f}, FlexNoise ELPD: {flex_elpd:.1f}\")\n", " if abs(aff_elpd - flex_elpd) < 10:\n", " print(\"-> Affine noise captures most of the FlexNoise advantage.\")\n", " print(\" The deviation from Weber's law is well-described by a noise floor (a + b*n).\")\n", " else:\n", " print(\"-> Affine noise does NOT fully capture the flexible curve's advantage.\")\n", " print(\" Genuine nonlinearity in the noise function is needed.\")" ] }, { "cell_type": "markdown", "id": "4446a80f", "metadata": {}, "source": [ "## Part B: Arabic-numeral risky choice (de Hollander et al., 2024, bioRxiv)\n", "\n", "Arabic numerals are **symbolic**: participants read a printed digit rather than\n", "estimating numerosity from a visual display. The internal noise on symbolic\n", "number representations need not scale proportionally with magnitude, so we\n", "expect a potential **deviation from the linear Weber's-law prediction**.\n", "\n", "We compare `FlexibleNoiseRiskModel` and `AffineNoiseRiskModel` against the\n", "standard `RiskModel` (PMCM) on the same data." ] }, { "cell_type": "code", "execution_count": 10, "id": "71806fe7", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:15:05.420627Z", "iopub.status.busy": "2026-04-05T09:15:05.420548Z", "iopub.status.idle": "2026-04-05T09:15:05.431582Z", "shell.execute_reply": "2026-04-05T09:15:05.431308Z" } }, "outputs": [], "source": [ "def prep_df(df):\n", " df = df.reset_index()\n", " risky_first = df['p1'] == 0.55\n", " df['log_ratio'] = np.log(\n", " np.where(risky_first, df['n1'], df['n2']) /\n", " np.where(risky_first, df['n2'], df['n1']))\n", " df['chose_risky'] = np.where(risky_first, ~df['choice'], df['choice'])\n", " df['n_safe'] = np.where(risky_first, df['n2'], df['n1'])\n", " df['risky_first'] = risky_first\n", " df['order'] = np.where(risky_first, 'Risky first', 'Safe first')\n", " df['log_ratio_bin'] = (pd.cut(df['log_ratio'], bins=10)\n", " .map(lambda x: x.mid).astype(float))\n", " df['n_safe_bin'] = pd.qcut(df['n_safe'], q=3,\n", " labels=['Low stakes', 'Mid stakes', 'High stakes'])\n", " return df\n", "\n", "df_sym_p = prep_df(df_sym)" ] }, { "cell_type": "code", "execution_count": 11, "id": "8c955cee", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:15:05.433321Z", "iopub.status.busy": "2026-04-05T09:15:05.433217Z", "iopub.status.idle": "2026-04-05T09:17:05.821889Z", "shell.execute_reply": "2026-04-05T09:17:05.821457Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [n1_evidence_sd_mu_untransformed, n1_evidence_sd_sd, n1_evidence_sd_offset, n2_evidence_sd_mu_untransformed, n2_evidence_sd_sd, n2_evidence_sd_offset, risky_prior_mu_mu, risky_prior_mu_sd, risky_prior_mu_offset, risky_prior_sd_mu_untransformed, risky_prior_sd_sd, risky_prior_sd_offset, safe_prior_mu_mu, safe_prior_mu_sd, safe_prior_mu_offset, safe_prior_sd_mu_untransformed, safe_prior_sd_sd, safe_prior_sd_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 200 tune and 200 draw iterations (800 + 800 draws total) took 115 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "# PMCM (fixed log-space noise) — log_likelihood stored for ELPD comparison\n", "model_pmcm = RiskModel(paradigm=df_sym, prior_estimate='full',\n", " fit_seperate_evidence_sd=True)\n", "model_pmcm.build_estimation_model(data=df_sym, hierarchical=True, save_p_choice=True)\n", "idata_pmcm = model_pmcm.sample(draws=200, tune=200, chains=4, progressbar=False,\n", " idata_kwargs={'log_likelihood': True})" ] }, { "cell_type": "code", "execution_count": 12, "id": "7cb08309", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:17:05.824412Z", "iopub.status.busy": "2026-04-05T09:17:05.824271Z", "iopub.status.idle": "2026-04-05T09:32:30.171719Z", "shell.execute_reply": "2026-04-05T09:32:30.171150Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [n1_evidence_sd_spline1_mu, n1_evidence_sd_spline1_sd, n1_evidence_sd_spline1_offset, n1_evidence_sd_spline2_mu, n1_evidence_sd_spline2_sd, n1_evidence_sd_spline2_offset, n1_evidence_sd_spline3_mu, n1_evidence_sd_spline3_sd, n1_evidence_sd_spline3_offset, n1_evidence_sd_spline4_mu, n1_evidence_sd_spline4_sd, n1_evidence_sd_spline4_offset, n1_evidence_sd_spline5_mu, n1_evidence_sd_spline5_sd, n1_evidence_sd_spline5_offset, n2_evidence_sd_spline1_mu, n2_evidence_sd_spline1_sd, n2_evidence_sd_spline1_offset, n2_evidence_sd_spline2_mu, n2_evidence_sd_spline2_sd, n2_evidence_sd_spline2_offset, n2_evidence_sd_spline3_mu, n2_evidence_sd_spline3_sd, n2_evidence_sd_spline3_offset, n2_evidence_sd_spline4_mu, n2_evidence_sd_spline4_sd, n2_evidence_sd_spline4_offset, n2_evidence_sd_spline5_mu, n2_evidence_sd_spline5_sd, n2_evidence_sd_spline5_offset, risky_prior_mu_mu, risky_prior_mu_sd, risky_prior_mu_offset, risky_prior_sd_mu_untransformed, risky_prior_sd_sd, risky_prior_sd_offset, safe_prior_mu_mu, safe_prior_mu_sd, safe_prior_mu_offset, safe_prior_sd_mu_untransformed, safe_prior_sd_sd, safe_prior_sd_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 200 tune and 200 draw iterations (800 + 800 draws total) took 911 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "There were 305 divergences after tuning. Increase `target_accept` or reparameterize.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "# FlexibleNoiseRiskModel — free noise curve on Arabic-numeral data\n", "model_flex = FlexibleNoiseRiskModel(paradigm=df_sym, prior_estimate='full',\n", " fit_seperate_evidence_sd=True, polynomial_order=5)\n", "model_flex.build_estimation_model(paradigm=df_sym, hierarchical=True, save_p_choice=True)\n", "idata_flex = model_flex.sample(draws=200, tune=200, chains=4, progressbar=False,\n", " idata_kwargs={'log_likelihood': True})" ] }, { "cell_type": "code", "execution_count": 13, "id": "a4e7d8d3", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:32:30.175292Z", "iopub.status.busy": "2026-04-05T09:32:30.175135Z", "iopub.status.idle": "2026-04-05T09:45:06.796366Z", "shell.execute_reply": "2026-04-05T09:45:06.795794Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [n1_evidence_sd_spline1_mu, n1_evidence_sd_spline1_sd, n1_evidence_sd_spline1_offset, n1_evidence_sd_spline2_mu, n1_evidence_sd_spline2_sd, n1_evidence_sd_spline2_offset, n2_evidence_sd_spline1_mu, n2_evidence_sd_spline1_sd, n2_evidence_sd_spline1_offset, n2_evidence_sd_spline2_mu, n2_evidence_sd_spline2_sd, n2_evidence_sd_spline2_offset, risky_prior_mu_mu, risky_prior_mu_sd, risky_prior_mu_offset, risky_prior_sd_mu_untransformed, risky_prior_sd_sd, risky_prior_sd_offset, safe_prior_mu_mu, safe_prior_mu_sd, safe_prior_mu_offset, safe_prior_sd_mu_untransformed, safe_prior_sd_sd, safe_prior_sd_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 200 tune and 200 draw iterations (800 + 800 draws total) took 748 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "There were 300 divergences after tuning. Increase `target_accept` or reparameterize.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "# AffineNoiseRiskModel — intercept + linear noise for Arabic-numeral gambles\n", "model_affine = AffineNoiseRiskModel(paradigm=df_sym, prior_estimate='full',\n", " fit_seperate_evidence_sd=True)\n", "model_affine.build_estimation_model(paradigm=df_sym, hierarchical=True, save_p_choice=True)\n", "idata_affine = model_affine.sample(draws=200, tune=200, chains=4, progressbar=False,\n", " idata_kwargs={'log_likelihood': True})" ] }, { "cell_type": "markdown", "id": "55810842", "metadata": {}, "source": [ "### Posterior noise curves — Arabic numerals\n", "\n", "Three models are overlaid: the B-spline FlexNoise (red), the two-parameter AffineNoise\n", "(green), and the PMCM Weber reference (dashed blue)." ] }, { "cell_type": "code", "execution_count": 14, "id": "a687d1a8", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:45:06.799377Z", "iopub.status.busy": "2026-04-05T09:45:06.799218Z", "iopub.status.idle": "2026-04-05T09:45:07.131922Z", "shell.execute_reply": "2026-04-05T09:45:07.131600Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sd_curves = model_flex.get_sd_curve(idata=idata_flex, variable='both',\n", " group=True, data=df_sym.reset_index())\n", "sd_curves_aff_sym = model_affine.get_sd_curve(idata=idata_affine, variable='both',\n", " group=True, data=df_sym.reset_index())\n", "nu1_pmcm = idata_pmcm.posterior['n1_evidence_sd_mu'].values.ravel()\n", "nu2_pmcm = idata_pmcm.posterior['n2_evidence_sd_mu'].values.ravel()\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.5))\n", "colors = {'flex': '#d73027', 'affine': '#1a9850', 'pmcm': '#4393c3'}\n", "\n", "for ax, (var_col, nu_pmcm_samp, title) in zip(\n", " axes,\n", " [('n1_evidence_sd', nu1_pmcm, 'First option σ₁(n)'),\n", " ('n2_evidence_sd', nu2_pmcm, 'Second option σ₂(n)')]):\n", " # FlexNoise\n", " grp = sd_curves.groupby(level='x')[var_col]\n", " x_vals = grp.mean().index.values\n", " ax.fill_between(x_vals, grp.quantile(0.025).values, grp.quantile(0.975).values,\n", " alpha=.18, color=colors['flex'])\n", " ax.plot(x_vals, grp.mean().values, lw=2.5, color=colors['flex'], label='FlexNoise (B-spline)')\n", " # AffineNoise\n", " grp_a = sd_curves_aff_sym.groupby(level='x')[var_col]\n", " x_a = grp_a.mean().index.values\n", " ax.fill_between(x_a, grp_a.quantile(0.025).values, grp_a.quantile(0.975).values,\n", " alpha=.18, color=colors['affine'])\n", " ax.plot(x_a, grp_a.mean().values, lw=2.5, color=colors['affine'], label='AffineNoise (a + b·n)')\n", " # PMCM reference\n", " nu0 = nu_pmcm_samp.mean()\n", " ax.plot(x_vals, nu0 * x_vals, ls='--', lw=2, color=colors['pmcm'],\n", " label=f'PMCM (Weber) ν₀={nu0:.2f}')\n", " ax.fill_between(x_vals,\n", " np.percentile(nu_pmcm_samp, 2.5) * x_vals,\n", " np.percentile(nu_pmcm_samp, 97.5) * x_vals,\n", " alpha=.10, color=colors['pmcm'])\n", " ax.set_xlabel('Payoff magnitude n')\n", " ax.set_ylabel('Natural-space noise σ(n)')\n", " ax.set_title(title); ax.legend(fontsize=8.5); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Arabic numerals: PMCM vs AffineNoise vs FlexNoise (95 % posterior interval)',\n", " fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "c4205465", "metadata": {}, "source": [ "## Posterior predictive comparison (Arabic numerals)\n", "\n", "We overlay both models' predictions against the observed presentation-order\n", "× stake-size pattern — the same diagnostic used in lesson 3." ] }, { "cell_type": "code", "execution_count": 15, "id": "9391bbad", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:45:07.134179Z", "iopub.status.busy": "2026-04-05T09:45:07.134028Z", "iopub.status.idle": "2026-04-05T09:45:15.824262Z", "shell.execute_reply": "2026-04-05T09:45:15.823876Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [ll_bernoulli]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ca13a77661734e6397d37a5d32472099", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bauer.utils import summarize_ppc_group\n", "stake_pal = dict(zip(['Low stakes', 'Mid stakes', 'High stakes'], sns.color_palette('YlOrRd', 3)))\n", "\n", "def add_model_ppc(df_orig, df_prepped, model, idata, model_name):\n", " \"\"\"Two-step PPC via summarize_ppc_group.\"\"\"\n", " ppc_df = model.ppc(df_orig, idata, var_names=['ll_bernoulli'])\n", " ppc_ll = ppc_df.xs('ll_bernoulli', level='variable')\n", " sample_cols = ppc_ll.columns.tolist()\n", "\n", " ppc_flat = ppc_ll.reset_index()\n", " risky_first = (ppc_flat['p1'] == 0.55)\n", " ppc_flat[sample_cols] = np.where(\n", " risky_first.values[:, None],\n", " 1 - ppc_flat[sample_cols].values,\n", " ppc_flat[sample_cols].values\n", " )\n", " ppc_flat['order'] = np.where(risky_first, 'Risky first', 'Safe first')\n", " log_ratio = np.log(\n", " np.where(risky_first, ppc_flat['n1'], ppc_flat['n2']) /\n", " np.where(risky_first, ppc_flat['n2'], ppc_flat['n1']))\n", " ppc_flat['log_ratio_bin'] = (pd.cut(pd.Series(log_ratio), bins=10)\n", " .map(lambda x: x.mid).astype(float).values)\n", " n_safe = np.where(risky_first, ppc_flat['n2'], ppc_flat['n1'])\n", " ppc_flat['n_safe_bin'] = pd.qcut(n_safe, q=3,\n", " labels=['Low stakes', 'Mid stakes', 'High stakes'])\n", "\n", " result = summarize_ppc_group(ppc_flat,\n", " condition_cols=['order', 'n_safe_bin', 'log_ratio_bin'])\n", " return result.rename(columns={'p_predicted': 'p_mean',\n", " 'hdi025': 'p_lo', 'hdi975': 'p_hi'}).reset_index()\n", "\n", "\n", "def plot_ppc_row(df_pred, df_obs, model_name, axes_row):\n", " hue_order = ['Low stakes', 'Mid stakes', 'High stakes']\n", " for ax, order_val in zip(axes_row, ['Risky first', 'Safe first']):\n", " pred = df_pred[df_pred['order'] == order_val]\n", " obs = df_obs[df_obs['order'] == order_val]\n", " for sbin in hue_order:\n", " p = pred[pred['n_safe_bin'] == sbin]\n", " o = obs[obs['n_safe_bin'] == sbin]\n", " if len(o) == 0:\n", " continue\n", " c = stake_pal[sbin]\n", " ax.fill_between(p['log_ratio_bin'], p['p_lo'], p['p_hi'], color=c, alpha=.2)\n", " ax.plot(p['log_ratio_bin'], p['p_mean'], color=c, lw=2, label=sbin)\n", " ax.scatter(o['log_ratio_bin'], o['chose_risky'],\n", " color=c, s=25, zorder=5, alpha=.85)\n", " ax.axhline(.5, ls='--', c='gray', lw=1)\n", " ax.axvline(np.log(1/.55), ls='--', c='#333333', lw=1.5)\n", " ax.set_ylim(-.05, 1.05)\n", " ax.set_title(f'{model_name} — {order_val}', fontsize=9)\n", " ax.set_xlabel('log(risky / safe)'); ax.set_ylabel('P(chose risky)')\n", " ax.legend(title='Safe stake', fontsize=7, loc='upper left')\n", " sns.despine(ax=ax)\n", "\n", "\n", "obs_sym_l4 = (df_sym_p\n", " .groupby(['subject', 'order', 'n_safe_bin', 'log_ratio_bin'])['chose_risky']\n", " .mean()\n", " .groupby(['order', 'n_safe_bin', 'log_ratio_bin']).mean()\n", " .reset_index())\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(12, 9), sharey=True)\n", "for (mdl, idat, name), row in zip(\n", " [(model_pmcm, idata_pmcm, 'PMCM (fixed noise)'),\n", " (model_flex, idata_flex, 'Flexible Noise')],\n", " axes):\n", " df_pred = add_model_ppc(df_sym, df_sym_p, mdl, idat, name)\n", " plot_ppc_row(df_pred, obs_sym_l4, name, row)\n", "\n", "plt.suptitle('Posterior predictive comparison: PMCM vs Flexible Noise (Arabic numerals)',\n", " fontsize=12, y=1.01)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "07db7100", "metadata": {}, "source": [ "### Model comparison: PMCM vs AffineNoise vs FlexNoise (Arabic numerals)\n", "\n", "The same three-way ELPD comparison for the risk models." ] }, { "cell_type": "code", "execution_count": 16, "id": "abe536ed", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:45:15.841072Z", "iopub.status.busy": "2026-04-05T09:45:15.840957Z", "iopub.status.idle": "2026-04-05T09:45:31.950819Z", "shell.execute_reply": "2026-04-05T09:45:31.949879Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " elpd_loo p_loo elpd_diff dse warning\n", "FlexNoise -5255.137017 358.592403 0.000000 0.000000 True\n", "PMCM (Weber) -5265.285102 248.825810 10.148085 21.323564 True\n", "AffineNoise -5289.984210 305.939075 34.847193 16.043618 True\n" ] } ], "source": [ "# ELPD comparison — Arabic numerals risky choice (3-way)\n", "compare_sym = az.compare({'PMCM (Weber)': idata_pmcm,\n", " 'AffineNoise': idata_affine,\n", " 'FlexNoise': idata_flex})\n", "print(compare_sym[['elpd_loo', 'p_loo', 'elpd_diff', 'dse', 'warning']].to_string())" ] }, { "cell_type": "code", "execution_count": 17, "id": "9e4afae5", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:45:31.958749Z", "iopub.status.busy": "2026-04-05T09:45:31.958585Z", "iopub.status.idle": "2026-04-05T09:45:32.023639Z", "shell.execute_reply": "2026-04-05T09:45:32.023344Z" } }, "outputs": [ { "data": { "image/png": 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S4H6qOv6FKFxCr633iRD/l9Dn5OSIYcOGCVNTU7Fq1Sq5OhEREcLU1FSkpKTIyqQfmvv378+3fXXOXdLXdejQoXLlkZGRAoB48OCBEEKIixcvKq137NgxAUCMGzdOVqbJMXr79m1RrFgxhQsYGRkZwtnZWXTr1i3ffZX2SWJiosIyAKJUqVKyP2KEECI5OVkYGRmJadOmycryHuNpaWnCzMxMdO/eXa69o0ePCgBKE/q8570//vhDAJAlqC9evBAODg4KnwE5OTnC19dX+Pn5ycoKc24R4v+OQ3V+8v5Rm5d0f2rWrCmX/CclJQkTExMxYMAAWVmlSpVEjRo1RHZ2tlwbbdu2FS4uLiInJ0cI8fYCh6ptf/755wp/BAohRGxsrAAgNmzYIFd+4sQJhT/gPD09hbGxsbh8+XK++yYlPU9t3rxZrvyrr74SRkZG4tatW0KI/N/76u579+7dVX5uF5TQR0dHCwDi999/z3d/rKysRN++fRXK856jc3JyhKurq6hWrZosPiHevtecnJxEgwYNZGXSYzAyMlKuzaFDhwpzc3OFPwyvXr0qAIiFCxfmG+u7OOTGAEVHR+PEiRNyP8eOHdOorRcvXsDExAQmJiZwdHTEt99+i6CgIGzcuFHtNoQaXwm9fPkS+/fvR7du3fIdW7l3714EBgbC3d1drjwkJAQvX75U+Bor70w+lStXBvB2rHbe8rS0NIVhN4GBgShVqpTsd2NjY3Tv3h3Xrl2T+/p70aJFqFmzJszNzVGsWDGYmJhgz549CkNfAKB9+/YwMTFRuY9Sfn5+WLFiBSZPnozExESFrwyPHj2KV69eISQkRK7c3d0dzZo1U/haWSKRoF27dnJlPj4+BQ6dys3NxZs3bzT6eXcoiTI3b97Evn370LlzZ9nX91988QVsbGyUDrsBgC5duiiUPX/+HKNHj0a5cuVQrFgxFCtWDNbW1njx4oXS16Bnz55yvzdo0ACenp6yr3aV2bFjBwDg66+/Vlknb1+9+3UyADg7O8PPz0+uTJ3XID8uLi6oVauW7HcHBwc4OTmhevXqcHV1lZVLj33ptjIzM7Fnzx506tQJlpaWcnG3adMGmZmZSExMlNuWsr4HCnf8q0tb7xOpzMxMdOzYEatXr8auXbsUjoEhQ4YAAH7//XdZ2bx581CtWjU0adJE5fbVPXe9u1/v8vHxAfB/r4v0GMz7vvbz80PlypUV3tfvUucYjY+Px5s3b9CnTx+519zc3Bz+/v4FztAhHR7k5OSkdHlAQIDcjbKlSpWCk5NTvsd4YmIisrKy0K1bN7nyevXqqZzFp6B+PHLkCNLS0tC3b1+Fc1Lr1q1x4sQJvHjxQq4NVcd3Xq6urgqfsap+3n1v5ic4OFhu+IunpycaNGggOx6uXbuGS5cuyY7bvO/XBw8eKB1ypK64uDgUL14c7dq1k2u7evXqcHZ2VjgufHx8UKFCBbXbt7GxUXjNgoODkZubiwMHDsiV533vF2bf9+3bp/JzuyA7duyAubk5+vfvr/Z+5efy5cu4f/8+evfuDSOj/0unra2t0aVLFyQmJuLly5dy6yg7rjMzM/Hw4UO5cun77969e2rHw4TeAFWuXBm1a9eW+1H3pJKXhYWF7MR07tw5PH36FNu2bZO7GbYg0hPsu8lFXk+ePEFOTg5Kly6db1uPHz9WOjOCtO3Hjx/LlTs4OMj9bmpqmm/5u9NxAm8TsLykZdJtzZo1C0OGDEHdunWxYcMGJCYm4sSJE2jdujVevXqlsL66MzusW7cOffv2xZIlS1C/fn04ODigT58+SE5Oltu+qv7I2xeWlpYwNzeXKzMzM1PY57ykY4g1+Zk0aVK+bS9btgxCCHTt2hVPnz7F06dPkZ2djfbt2+Pw4cO4dOmSwjrK9jc4OBjz5s3DgAEDEB8fj+PHj+PEiRNwdHRU+hqoel3z9tm7UlNTYWxsrHRdqbx9lXccrrIZCczMzJTGqK68xzLw9ngu6Bh//Pgx3rx5g6ioKIXXrU2bNgCAR48eybWhrO8Le/yrS1vvE6mHDx8iPj4e9evXV3rDdalSpdC9e3csXrwYOTk5OHfuHA4ePFjgNIzqnruk8h4D0pv9pH1V2Pf1u9Q5RlNSUgAAderUUXjd161bp/Ca5yWNM++5REqTY1y6T+8mYVLKypRtJ28/Sveza9euCvs5ffp0CCGQlpYm14a6x5ypqSmqV6+u1o+1tbVabRZ0TpLuz8iRIxX2Z+jQoQAU36+FkZKSgqdPn8LU1FSh/eTkZLXOBflR9jrm/SxV1XZh9v3x48f5fm7nJzU1Fa6urnLJ9/so6L2cm5uLJ0+eyJUXdFxLSd9/hTnHcpabIs7IyOi9Z8yR3oyV33yvDg4OMDY2VrjpK68SJUrgwYMHCuXSq0bvzrKjDXmTgnfLpG+8VatWoWnTpli4cKFcPVXz7797FSY/JUuWxJw5czBnzhzcvn0bW7ZswZgxY/Dw4UPs3LlTtn1V/aGtvhg4cGCBzyxQJb8/4nJzc2U3N3bu3FlpnWXLliEyMlKuLG//PXv2DHFxcYiIiMCYMWNk5VlZWQof2FKqXtdy5cqpjNfR0RE5OTlITk5W+WGWt680mZlBeqLOezPl+3xYK2Nvbw9jY2P07t1b5RVdb29vud+VHbuFPf7Vpa33iZSHhwdmzZqFTp06oXPnzvjzzz8VktLhw4cjJiYGmzdvxs6dO1G8eHGFK/l5qXvuUte77+u8fyQU9L5W5xiVrr9+/Xp4enoWOj7p+mlpaVqbdlK6z9LE7V3JyckazbUvjTMqKkrlzCN5k0x1j7mkpCSF94Yq+/btU2uuc1XnJGnfSPdn7NixKs+XFStWVCsmZaQ3aSu7cR6AwvSk6vaVlKrXFlBMYvO2XZh9L1GiRL6f2/lxdHTEoUOHkJubq5WkvqDPaCMjI9jb22vUtvSzrTCf80zo6b2cPXsWU6dOhZeXl8LXqe+S3tX/559/YsqUKSoP0sDAQGzcuBH379+XSxajo6NhaWmp9Smj9uzZg5SUFNmJPycnB+vWrUPZsmVlH7bSh26969y5czh69KjC0CBNeXh4YNiwYdizZw8OHz4MAKhfvz4sLCywatUq2awGAHD37l3s3bsXXbt21cq2XV1d803MNRUfH4+7d+/i66+/VhrrsGHDEB0djalTp+Y7NaJEIoEQQuE1WLJkicKQF6nVq1fLfb1+5MgR3Lp1K99p+IKCgjBt2jQsXLhQ5TcP2ugrafJy7tw5uQ9odWbSKQxLS0sEBATg9OnT8PHxkV3BL6wPcfyrS9n75F0tW7ZEfHw8Pv/8c7Rt2xabN2+GlZWVbHmtWrXQoEEDTJ8+HefPn8fAgQPlliuj7rlLXc2aNQPw9g+lOnXqyMpPnDiBixcvIjw8XOW66hyjrVq1QrFixXD9+nW1h5i8S/qMk+vXr+Ozzz4r9PrK1K1bF2ZmZli3bp1cwpaYmIhbt25plNA3bNgQxYsXx4ULF9R62FVhSIfcqEPdJDs2NhYjRoyQJbO3bt3CkSNH0KdPH1k75cuXl32m5kfVVV3pMmXlbdu2xdq1a5GTk4O6deuqFXNhZGRkYMuWLXJDStasWQMjI6N8h7QBhdv3gIAAbNmyRenndkGCgoIQGxuLFStW5DvsRt1vVStWrAg3NzesWbMGI0eOlL22L168wIYNG2Qz32hCOitbYabeZEJvgM6fP483b94olJctW1ZujGdycrLSp9N5eXlpdFX+1KlTsLOzQ3Z2tuzBUjExMXBycsLWrVsLTBhmzZqFRo0aoW7duhgzZgzKlSuHlJQUbNmyBYsXL4aNjQ0iIiIQFxeHgIAAjB8/Hg4ODli9ejW2bduGyMhI2NnZFTru/JQsWRLNmjXDjz/+CCsrKyxYsACXLl2Sm7qybdu2+OmnnxAREQF/f39cvnwZkyZNgre3t9LXQR3Pnj1DQEAAgoODUalSJdjY2ODEiRPYuXOn7AOvePHi+PHHHzFu3Dj06dMHPXr0wOPHjzFx4kSYm5sjIiJCK32gK0uXLkWxYsUwbtw4pUnwoEGD8M0332Dbtm3o0KGDynZsbW3RpEkTzJgxAyVLloSXlxf279+PpUuXqpxW7+TJkxgwYAC++OIL3LlzB+Hh4XBzc5N9fatM48aN0bt3b0yePBkpKSlo27YtzMzMcPr0aVhaWiIsLKzQfaBMnTp1ULFiRYwcORJv3ryBvb09Nm7ciEOHDmml/XfNnTsXjRo1QuPGjTFkyBB4eXkhIyMD165dw9atW2UPlcuPLo5/danzPsmrUaNG2LNnD1q3bo2WLVti+/btcueN4cOHo3v37pBIJPkeD+9S59ylrooVK2LgwIGIioqCkZGR7NkfP/74I9zd3fHdd9+pXFedY9TLywuTJk1CeHg4bty4gdatW8Pe3h4pKSk4fvw4rKys8p2CsG7durCwsEBiYqLCeF9NOTg4YMSIEZg2bRrs7e3RqVMn3L17FxMnToSLi4tGV0utra0RFRWFvn37Ii0tDV27doWTkxNSU1Nx9uxZpKamKnyrpC5TU1OtPetF6uHDh+jUqRO++uorPHv2DBERETA3N8fYsWNldRYvXoygoCC0atUKISEhcHNzQ1paGi5evIh//vkHf/75JwDInor822+/wcbGBubm5vD29kaJEiVQrVo1/PXXX1i4cCFq1aol+xb+yy+/xOrVq9GmTRsMHz4cfn5+MDExwd27d7Fv3z506NABnTp10nj/SpQogSFDhuD27duoUKECtm/fjt9//x1DhgyBh4dHgeuru+8//PADtmzZgmbNmmH8+PGwtLTE/PnzFe6XUKZHjx5Yvnw5Bg8ejMuXLyMgIAC5ubk4duwYKleujC+//BIAUK1aNSQkJGDr1q1wcXGBjY2N0j/cjIyMEBkZiZ49e6Jt27YYNGgQsrKyMGPGDDx9+hQ///xzIXvx/yQmJsLY2LjAP4bkqH37LOldfrPcIM+d256enirrSe/eVjVtZV7Su7OlP2ZmZsLFxUW0bNlSzJ07V27Gg4JcuHBBfPHFF6JEiRLC1NRUeHh4iJCQEJGZmSmr8++//4p27doJOzs7YWpqKnx9feVmvRDi/+42f3d6yXf76MSJE0r34d2ZevD/p9RasGCBKFu2rDAxMRGVKlUSq1evlls3KytLjBw5Uri5uQlzc3NRs2ZNsWnTJoUZKKR38M+YMUNhv/PO3pGZmSkGDx4sfHx8hK2trbCwsBAVK1YUERER4sWLF3LrLlmyRPj4+AhTU1NhZ2cnOnTooDD1nKrXUrrfH1pqaqowNTUVHTt2VFlHOouPdJaK/GZTunv3rujSpYuwt7cXNjY2onXr1uL8+fPC09NTbjYC6eu/a9cu0bt3b1G8eHHZTEFXr16Va1PZlIA5OTli9uzZomrVqrL+rl+/vti6dWuB+5x36sT8tnPlyhXRsmVLYWtrKxwdHUVYWJjYtm2b0llulLWpahYr6TH9rps3b4r+/fsLNzc3YWJiIhwdHUWDBg3kZvxR9X4SQv3jX7p9dWe50eb7RFk/nT9/Xjg7O4uaNWvKHVNZWVnCzMxMtG7dOt848yro3KXq3KNs9qKcnBwxffp0UaFCBWFiYiJKliwpevXqJe7cuSO37vsco5s2bRIBAQHC1tZWmJmZCU9PT9G1a1e56RxV6d27t6hSpYpCubLjSwih8n347owjubm5YvLkyaJ06dLC1NRU+Pj4iLi4OOHr6ys3W5KqY1HZDEhCCLF//37x+eefCwcHB2FiYiLc3NzE559/Lrd+QTO16ZJ0f2JiYsQ333wjHB0dhZmZmWjcuLHc7FVSZ8+eFd26dRNOTk7CxMREODs7i2bNmolFixbJ1ZszZ47w9vYWxsbGcv2SlpYmunbtKooXLy4kEonc+T87O1v88ssvwtfXV5ibmwtra2tRqVIlMWjQILnzozqz5L1L+v5LSEgQtWvXluUI48aNk5u1Jr/3fmH2/fDhw7Jpep2dncX//vc/8dtvvxU4y40Qb2flGz9+vChfvrwwNTUVJUqUEM2aNRNHjhyR1Tlz5oxo2LChsLS0lJuFSdl7WYi377W6desKc3NzYWVlJQIDA8Xhw4fl6qg6BlXNeta4cWOFGZwKIhGiMLPWE306JBIJvv76a8ybN0/foRDRB7J161a0b98e27Ztk90cTPJOnjyJOnXqIDExUSfDM6Ru3ryJSpUqISIiolBPxKSPS9OmTfHo0SOcP39e36F8Eq5fv47y5csjPj4eLVq0UHs9DrkhIqJP3oULF3Dr1i18//33qF69OoKCgvQd0kerdu3a6NatG3766SeFp8Bq6uzZs4iNjUWDBg1ga2uLy5cvIzIyEra2tggNDdXKNog+BZMnT0ZgYGChknmA01YSEVERMHToULRv3x729vaIjY0t9CweRc3MmTNRp06d957NSMrKygonT55EaGgoWrRogfDwcNSoUQOHDh1SOXUlUVHz5s0blC1bFvPnzy/0uhxyQ0RERERkwHiFnoiIiIjIgDGhJyIiIiIyYEzoiYiIiIgMGGe5IYORm5uL+/fvw8bGhje0ERERfaKEEMjIyICrq6tGDx4ripjQk8G4f//+B3/UPBEREenHnTt3ULp0aX2HYRCY0JPBkD5e/c6dO7C1tdVzNERERKQL6enpcHd3l33uU8GY0JPBkA6zsbW1ZUJPRET0iePwWvVxYBIREZEO7Nu3D/v27dN3GERUBDChJyIi0oHjx4/j+PHj+g6DiIoAJvRERERERAaMCT0RERERkQFjQk9EREREZMCY0BMRERERGTAm9EREREREBozz0BMREelA+/bt9R0CERURTOiJiIh0oHLlyvoOgYiKCA65ISIiIiIyYEzoiYiIdGDjxo3YuHGjvsMgoiKAQ26IiIh04MqVK/oOgYiKCF6hJyIiIiIyYEzoiYiIiIgMGBN6IiIiIiIDxoSeiIiIiMiAMaEnIiIiIjJgnOWGiIhIB/r06aPvEIioiGBCT0REpAMuLi76DoGIiggOuSEiIiIiMmBM6ImIiHRg2bJlWLZsmb7DIKIigENuiIiIdCA1NVXfIRBREcEr9EREREREBowJPRERERGRAWNCT0RERERkwJjQExEREREZMCb0REREREQGjLPcEBER6cDw4cP1HQIRFRFM6ImIiHTA3Nxc3yEQURHBITdERERERAaMCT0REZEOzJo1C7NmzdJ3GERUBDCh/wBWrFgBiUSCpKQkfYfyXiQSCSZMmKDvMIiIDEJ2djays7P1HQYRFQFM6N9TQkICJBKJ0h9ra+sPGktISAgkEgk8PDyQlZWlsLxp06YoXbr0B42JiIiIiHSLN8VqSWhoKJo2bSpXZmJiopdY7ty5g99++w1hYWFabTcjIwOmpqZabZOI6FN07do1/P3333j+/DmysrIQHByMcuXK6TssIvpEMaHXknr16qFXr176DgMAULNmTUydOhUDBgyAhYWF1tr90N84EBEZmtevX2Po0KFYunSprCwxMREREREIDQ3FggULeGGEiLSOQ2706Pbt2wgNDYWrqytMTU3h7e2N8PBwueEykZGRkEgkWL58udy627Ztg0QiwciRIxXanTRpEpKTkzF//ny14ti9ezf8/f1hbW0Na2tr+Pv7Y8+ePQr18o6hz8nJQWRkJD777DNYWVmhePHi8PHxUTrOfuXKlfDz84OVlRVsbGzQokULHD16VK34iIgMhTSZd3Z2xpQpU7B9+3ZMmTIFzs7OWLp0KYYOHarvEInoE8SEXkueP3+OR48eyf1kZmaqrH/jxg3UqVMH8fHxGDhwIObNm4fmzZtj+vTp6Ny5M4QQAICRI0ciICAA33zzDa5fvw4AePjwIUJDQ+Hr64spU6YotN2qVSs0atQI06dPx/Pnz/ONe8OGDWjdujUePHiAH374AT/88AMePHiAli1bYtOmTfmu+9NPP2H06NHw8/PD7NmzMXnyZAQEBCAhIUGu3siRI9GvXz94enoiMjIS48ePx927d9G0aVMcOnQo320QERmKa9euyZL5U6dOYdy4cQgKCsK4ceNw6tQpWVIvPZcTEWkLh9xoyXfffYfvvvtOriwqKgrDhg1TWj8sLAzm5uY4ffo0HBwcAAADBw6Er68vwsLCsGvXLrRq1QpGRkaIjo6Gj48PevXqhYMHDyI0NBTPnj3Dnj17YGZmprT9yZMno2nTppgzZw5++OEHpXXevHmD4cOHw9nZGceOHYO9vb0sjmrVqiEsLAxt27ZFsWLKD5PNmzcjKChI4duDd504cQIzZ87EjBkz5L5NGDJkCKpWrYr//e9/Kq/UZ2VlyX1bkZ6ernI7ZLikxz+RoXv16hWAt+d3V1dXuWWurq4ICwtDeHg4qlatqtXhkET6kpaWpu8Q6P/jFXotGTFiBHbv3i3307FjR6V1nz59ip07d6Jr167Izc2Vu6rfsmVLAMDff/8tq1+6dGksWrQIiYmJaNKkCeLi4mRDXVTx9/dHYGAgZs6ciadPnyqtc+rUKdy7dw+DBw+WJfPA2wRr0KBBuHv3Lv755x+V2yhevDj+++8//PfffyrrxMbGwsTEBN27d1f49qJ58+Y4duwYMjIylK47bdo02NnZyX7c3d1VboeISN+k36zWqFFD6XJpubQeEZG28Aq9llSuXBnNmzdXq+6VK1eQm5ub70NHHj58KPd7t27dsH79evz5559o3ry5yiv/7/rpp5/QoEEDzJw5Ez/99JPC8ps3bwIAqlSporBMWnbz5k34+fkpbX/y5Mno2LEjqlatinLlyiEgIACdOnVCUFCQrM6lS5eQnZ0NDw8PlXE+evQINjY2CuVjx47FiBEjZL+np6czqf8E8QoPfSomTZqEiIgInD59Wu48KHX69GkAwLhx4zB+/PgPHR4RfcKY0OtBbm4uAGDw4MHo0qWL0jouLi5yvz958kQ2NOXGjRt4/vy50iT4XfXr10ebNm0wd+5cDB8+XKNYJRKJymUNGzbEjRs3sH37duzduxe7d+/G77//jrZt22Lz5s0wMjJCbm4uLC0tsXnzZpXtODs7Ky03MzNTOaSIiOhjExwcjIiICERFRSEkJERu2M39+/cRFRUFAOjZs6e+QiSiTxQTej0oW7YsJBIJhBBqX9UfMmQIUlJSMGfOHHz//fcYPnw4li1bVuB6P/30E2rVqoXIyEiFZd7e3gCACxcuKPxhcfHiRbk6qtjY2KB79+7o3r07hBD43//+h5kzZ2L//v0ICAhA+fLlER8fj6pVq6pM3ImIPgXlypVDaGgoli5dilq1aiEsLAw1atTA6dOnERUVheTkZISGhqJs2bL6DpWIPjEcQ68Hjo6OaNGiBaKjo2WJ87syMzPlbgCNiYnBunXrEBERgeHDh2PMmDFYvnw5/vrrrwK3VbNmTXTq1Anz589HSkqK3LJatWrBzc0Nixcvlhtn//TpUyxevBilS5dGzZo1Vbb96NEjud8lEgmqV68OAHj8+DGAt1esgLdfMSsbN5p3aBERkSFbsGABQkNDkZycjPDwcLRp0wbh4eGyZH7BggX6DpGIPkG8Qq8nCxcuRMOGDVG7dm30798fVatWxYsXL3D58mWsX78e69atQ/PmzZGUlIRhw4ahUaNGGDNmDABgwoQJ2LVrFwYOHIj69esrDM/Ja9KkSdi8eTMuXboENzc3WXmxYsUwd+5cdOvWDXXr1kVoaCiEEFi2bBkePHiADRs2wNjYWGW7lStXRsOGDVGnTh24uLggKSkJCxYsgLOzs+ybh/r162PUqFGIjIzEhQsX0KFDB5QsWRJ37txBQkIChBA4ePCgFnqUiEj/TE1NsWTJEowZMwZDhgzB8+fPERQUhJ49e/LKPBHpDBN6PSlTpgz++ecfTJ06FXFxcVi8eDFsbW3h7e2NsLAwVK9eHbm5uejduzeAt1fppcl1sWLFsHr1atSoUQP9+vXDjh078h3rXrVqVXTv3h2xsbEKy7p06YIdO3Zg8uTJmDhxIoC3V+7nz59f4HCgESNGIC4uDrNnz0ZGRgZcXFzQqVMnhIeHo3jx4rJ606dPR+3atTF//nz8/PPPeP36NVxcXFCnTh2EhIQUsueIiD5+5cqVk51DR48eredoiOhTJxGcP4sMRHp6Ouzs7PDs2TPY2trqOxwionxNnz4dABN6osLi533h8Qo9ERGRDuR9uBQRka4woSciItIB6ZBJIiJd4yw3REREREQGjAk9ERGRDty5cwd37tzRdxhEVAQwoSciItKBNWvWYM2aNfoOg4iKACb0REREREQGjAk9EREREZEB02pC/+bNG/z777+4cuWKNpslIiIiIiIVNEroY2Nj0aVLFzx9+lRWdunSJVSqVAnVq1dH5cqV0aZNG2RlZWkrTiIiIiIiUkKjhP7333/HnTt3ULx4cVlZWFgYbt26hb59+6J169aIj4/HggULtBUnEREREREpoVFCf/nyZdSoUUP2+8OHD7F3714MGjQIy5Ytw7Zt21CvXj1ER0drLVAiIiJDUrlyZVSuXFnfYRBREaDRk2IfP34MR0dH2e/79+8HAHTp0kVW1qhRI/z222/vGR4REZFhat++vb5DIKIiQqMr9KVKlcLt27dlv+/evRtmZmaoX7++rCwrKwu5ubnvHyEREREREamk0RX6+vXrY9OmTdi2bRssLS0RGxuLwMBAmJuby+pcu3YN7u7uWguUiIjIkPz7778AgGrVquk5EiL61Gl0hT4iIgLA268TmzdvjpycHEycOFG2PC0tDXv37kXDhg21EyUREZGB2b59O7Zv367vMIioCNDoCn3lypVx8eJF/PXXXwCAzz//HGXKlJEtv3nzJgYNGoQePXpoJ0oiIiIiIlJKo4QeANzc3BAWFqZ0Wa1atVCrVi2NgyIiIiIiIvVo9UmxRERERET0Yal1hb5///4aNS6RSLB06VKN1iUiIiIiooKpldCvWLFCo8aZ0BMRERER6ZZaCT3nkyciIiqcBg0a6DsEIioiNL4ploiIiFRr3LixvkMgoiLivRP69PR0XLt2DS9evODJi4iIiIjoA9N4lptLly6hdevWcHBwQJ06dRAQECBbduTIEZQpUwa7d+/WSpBERESG5sCBAzhw4IC+wyCiIkCjhP7SpUuoX78+jh07hhEjRiAoKAhCCNnyevXqITs7G6tWrdJaoERERIbk6NGjOHr0qL7DIKIiQKOEPjw8HABw5swZREZGok6dOvKNGhmhYcOGSExMfP8IiYiIiIhIJY0S+oSEBHTt2hWenp4q63h6euL+/fsaB0ZERERERAXTKKF/9eoVbG1t863z9OlTSCQSjYIiIiIiIiL1aJTQly9fHocPH1a5PCcnBwcOHEDVqlU1DoyIiIiIiAqmUULft29fHD9+HJMmTVJYlp2djREjRuDKlSsICQl53/iIiIiIiCgfEvHu9DRqevPmDTp06IAdO3bAw8MDFhYWuHLlClq3bo0zZ87gwYMHaN++PTZu3MhhN6Q16enpsLOzw7Nnzwoc8kVEpG/nz58HAH5bTVRI/LwvPI2u0BcrVgxxcXGYO3cubGxscOXKFQghsGPHDlhbW2PmzJn466+/mMwTEVGRVbVqVSbzRPRBaHSFPq+XL1/i6dOnsLGxgY2NjTbiIlLAv9iJiIg+ffy8L7xi2mjE0tISlpaW2miKiIjok7B582YAQIcOHfQcCRF96tRK6G/fvq3xBjw8PDRel4iIyFBdunQJABN6ItI9tRJ6Ly8vjcfD5+TkaLQeEREREREVTK2Efvz48QoJ/ZEjR7B7925UqlQJDRo0gJOTEx4+fIgjR47g0qVLaNmyJerXr6+ToImIiIiI6C21EvoJEybI/b53715MmzYN0dHR6NWrl0L96OhoDBo0CKNHj9ZKkEREREREpJxG01b+8MMP6Nixo9JkHgD69OmD9u3b44cffniv4IiIiIiIKH8aJfRnz55F2bJl861Trlw5nD17VqOgiIiIiIhIPRpNW2lra4uDBw/mW2f//v2wtrbWKCgiIiJD17NnT32HQERFhEZX6Lt164bDhw+jf//+uHPnjtyyO3fuoF+/fjh69Ci6d++ulSCJiIgMTenSpVG6dGl9h0FERYBGT4p98eIFPv/8cxw4cADGxsZwd3eHo6MjUlNTcefOHeTk5KBRo0bYsWMHrKysdBE3FUF8chwREdGnj5/3hafRFXorKyvs3bsXv//+Oxo1aoRnz57hn3/+wbNnz9CoUSP89ttvSEhIYDJPRERFVnR0NKKjo/UdBhEVARqNoQcAIyMjhIaGIjQ0VJvxEBERfRIePHig7xCIqIjQ6Ao9ERERERF9HN4roV+xYgUCAwPh6OgIMzMzODo6IjAwECtWrNBSeERERERElB+Nhty8fv0aHTt2RHx8PCQSCVxdXeHl5YWUlBTs378fCQkJWLt2LbZs2QJTU1Ntx0xERERERP+fRlfoZ8yYgZ07d6Jbt264evUqbt++jRMnTuD27du4evUqunXrht27d2PGjBnajpeIiIiIiN6hUUIfExMDPz8/xMbGwtvbW26Zt7c3YmNjUbt2bcTExGglSCIiIiIiUk6jhD4pKQnNmjXLt05gYCBu3bqlUVBERESGbtiwYRg2bJi+wyCiIkCjMfS2tra4e/duvnXu3r0LGxsbjYIiIiIydHwWCxF9KBpdoQ8ICMC6deuwa9cupct3796NdevWFXgVn4iIiIiI3o9ECCEKu9KVK1fg5+eHjIwMBAQEoFGjRihVqhRSUlJw6NAh7Nu3D7a2tkhMTETFihV1ETcVQXwUNBEZkrlz5wIAhg8frudIiAwLP+8LT6MhNxUqVMCBAwcwZMgQ7N27F3v37pVbXr9+fSxYsIDJPBERFVmZmZn6DoGIigiNEnoA8PHxweHDh3Hr1i2cPXsWGRkZsLGxgY+PD7y8vLQYIhERERERqaJxQi/l6ekJT09PbcRCRERERESFpNFNsURERERE9HHQOKFPSEhAhw4d4O3tDTMzMxgbGyv8FCv23l8AEBERERFRPjTKuH///XcMHjwYpqamaNSoERo3bgxjY2Ntx0ZERGSwTE1N9R0CERURGk1b6e3tDSEEjhw5AldXV13ERaSA01gRERF9+vh5X3gaDbl5+PAhOnfuzGSeiIiIiEjPNEroP/vsMzx69EjbsRAREX0yXr16hVevXuk7DCIqAjRK6MPDw7Fx40acP39e2/EQERF9En799Vf8+uuv+g6DiIoAjW6K7dChA5YuXYrmzZujQ4cOqFatmsoxTn369HmvAImIiIiISDWNEvqXL19i/fr1SE1Nxe+//66ynkQiYUJPRERERKRDGiX0YWFhWL9+Pdq1a4fu3bvD2dmZ01YSEREREemBRgn9pk2bEBgYiM2bN2s7HiIiIiIiKgSNbooVQqB69epaDqVoun79OkxNTbFnzx69bH/ChAmQSCS4du3aB9vmgQMHUKxYMVy6dOmDbZOIiIjoU6VRQt+sWTMcP35c27EAABISEiCRSGQ/RkZGcHBwQMuWLRWS3qZNm0IikcDBwQFZWVkKbb158wZOTk6QSCRo1KiR0u3t27cPX3zxBdzc3GBqaorixYujcePGmD17Nl68eCGrFxISAolEgmLFiuHBgwdK26pevTokEglKly6t9v6OHTsWfn5+CAwMBABERUVBIpFgy5YtCnX79esHiUSCUaNGKSxbunQpJBIJ1q5dq/a29aVJkyZo1KgRxo4dq+9QiIh0xsnJCU5OTvoOg4iKAI0S+tmzZ+PWrVsYO3YsMjMztR0TACA0NBQxMTFYvnw5vv76a5w+fRqtWrXC33//LVfPzMwMT548QVxcnEIb27dvR2pqKszMzJRu47vvvkOzZs1w9uxZ9O/fHwsXLsTEiRPh7OyM0aNHo1+/fgrrmJiYYM2aNQrl//77L86ePQtzc3O19/Hq1atYv349wsLCZGVNmjQB8PYqdl7SK9uqlr27/sdu2LBh2LRpE6/SE9EHc+3aNUyaNAlff/01Jk2apPNvJvv166f0c4SISNs0GkPft29f2NvbIzIyEgsWLED58uWVTlspkUg0HkpSr1499OrVS/Z7586dUbNmTcycORPNmzeXlZcsWRIeHh6IiYlBly5d5NqIjo6Gn58fUlJSFNqfN28e5syZg5CQEPz+++8oVuz/umL48OG4fv06/vjjD4X12rVrh5iYGHz//fdy5StXroSLiwvKli2LmzdvqrWPS5YsgbW1Ndq3by8r8/Hxgb29vULSfv/+fdy4cQN9+/bF6tWr8eLFC1hZWcmWHzhwAOXKlfuon9778uVLmJubw8jICG3btoWNjQ2WLFmCX375Rd+hEdEn7PXr1xg6dCiWLl0qVx4REYHQ0FAsWLAApqameoqOiOj9aXSF/saNG3j69Ck8PDzg4OCAx48f4+bNmwo/N27c0FqgNWrUQIkSJXD9+nWFZX369MH27dvx+PFjWZn0qn3v3r0V6mdmZmLSpEkoU6YMFi9eLJfMS5UtW1bpkJA+ffrg7Nmz+Pfff2VlOTk5WLNmDYKDgws1289ff/2FJk2awMLCQlYmHR50+vRpPH/+XFa+f/9+GBsbY9SoUXjz5g2OHj0qW3b37l0kJSXJXZ1/+fIlIiIiULFiRZiZmcHJyQl9+vTB3bt3lcby/PlzDB48GI6OjrCyskLbtm2V9rW67UrH5p8+fRpDhw5FqVKlYG1tjfT0dACAubk5mjRpgg0bNqjdX0REmpAm887OzpgyZQq2b9+OKVOmwNnZGUuXLsXQoUN1st379+/j/v37OmmbiOhdGiX0SUlJShN4ZT/a8vjxYzx58gQlS5ZUWNa9e3cYGRlh3bp1srJ169YhNzcXX375pUL9w4cPIzU1Fb179y70VZkWLVrA2dkZMTExsrLdu3fjwYMHSv94UCU5ORnXrl1DnTp1FJb5+/vjzZs3OHLkiKzswIED8PX1RZUqVeDp6Sl3BX///v2y9YC3V6NatGiBGTNmoGXLloiKisLAgQOxdetWNGjQAI8ePVLYZkhICC5cuIAff/wRw4YNw969e+Hv74+0tDRZHU3a7dOnDy5evIgffvgBkydPluvvunXrIikpCffu3VO734iICuPatWuyZP7UqVMYN24cgoKCMG7cOJw6dUqW1Cu7gPG+YmJi5D4riIh0RaMhNx/C8+fP8ejRI+Tm5uLatWsYO3YscnNz0aNHD4W69vb2+PzzzxEdHS270hIdHY2goCClfwBcuHABAODr61vouIyNjREcHIzVq1fj559/hpGREaKjo1GtWrVCtXfx4kUAQJkyZRSWvTuOvmXLlrL/t2jRAgDQuHFjuYQ+7/j5uXPn4vjx4zhw4ADq168vq9e1a1fUrl0bM2fOxLRp0+S2aWVlhb1798q+rWjUqBHat2+P6dOnY/r06Rq36+zsjPj4eBgZKf7tKN33CxcuwM3NTWF5VlaW3M3O0qv7pBsODg76DoFI6169egXg7fNT8g5JdHV1RVhYGMLDw1G1alW5b0u1YdCgQQD43iL9efeiHH3aNLpC/yF89913cHR0RKlSpdCwYUOcOnUK4eHhGDZsmNL6ffr0wbFjx3D16lVcu3YNR48eVXnFXJoYKhv3r44+ffrg/v372LNnDzIyMrBp06ZCPxE3NTUVwNs/RvKqWbMmbGxsZIn648ePcfHiRTRu3BjA24T+2LFjeP36NYC3Cb2Hhwe8vLwAALGxsahVqxbKly+PR48eyX5Kly6N8uXLK9xYDLy9SfXdoUft2rVD+fLlsXXrVlmZJu1+/fXXSpN5AChRogQAKL2yDwDTpk2DnZ2d7Mfd3V1pPSIiVYQQAN4O21RGWi6tR0RkiD7aK/QjRoxAUFAQjIyMYGdnhypVquR79aRNmzYoWbKk7OvN4sWLo127dkrrShP5jIwMjWLz9fWFj48PYmJicOfOHWRlZSE4OFijtpQxNjZGgwYNkJCQgKysLBw4cABCCNnUm40aNUJmZiaOHz+OihUr4tKlS3I3EF+6dAmvXr2Co6Oj0vY9PDwUyipWrKi07N0kXZN2y5Ytq3I/c3NzVS4D3k7pOWLECNnv6enpTOp1iFdy6FM0adIkRERE4PTp0wgKClJYfvr0aQDAuHHjMH78eK1uW/rtJt9bRKRrH21CX7lyZbnZbApiYmKC7t27Y9WqVQCAL774QuV0lVWqVAEAnDlzBh07dtQovt69e2PChAm4fPkyAgMDCz27jDQpfvLkidLl/v7+iI+Px7Fjx3DgwAFUqFABpUqVAvC2b0qUKIEDBw7IZvCRjp8H3ibK9evXx6RJk5S2rWxqTYlEUmDMmrSb3x9h0n1XNiwKeDslqarXkIhIHcHBwYiIiEBUVBRCQkLkztX3799HVFQUAKBnz576CpGI6L19tAm9Jvr06YP58+fL/q9Kw4YNUbJkSaxatQrh4eEwMTEp9LZ69uyJMWPG4Pjx4xrd9FS5cmUAUHkj1rvj6A8cOCAbbgP830w47yb0785wU758eaSlpRXqD6JLly4pfCV9+fJleHt7v1e7+ZHuu/QPLCIibStXrhxCQ0OxdOlS1KpVC2FhYahRowZOnz6NqKgoJCcnIzQ0NN9vE4mIPnYf7Rh6Tfj5+eHnn3/GlClT0LBhQ5X1zM3NMX78eFy/fh1Dhw5FTk6OQp0bN27g559/VtmGi4sL5s+fj4iICHTq1KnQsTo7O6NcuXI4ceKE0uV16tSBhYUFtm3bhrNnz8ol9MDbYTdHjhxBQkICnJ2dUaFCBdmy4OBgXL58GStWrFBoVwghG7//rnnz5uHNmzey37du3YqrV6+ibdu279Vufo4dOwYvLy+lN8QSEWnLggULEBoaiuTkZISHh6NNmzYIDw+XJfMLFizQyXYrVqyodDgjEZG2fVJX6AFg9OjRatULCwvD9evXMXfuXBw8eBDdunWDl5cXXrx4gcOHD2Pjxo0FDseRzmCgqc6dO2PhwoV49eqVwtAUU1NT1KtXD/v27QMAhYS+cePGyMjIwLlz59CtWze5ZSNGjMCOHTvQr18/bNu2DY0aNYKJiQlu3ryJzZs3o1u3bpg8ebLcOi9evECzZs3wxRdf4N69e/j111/h4uKCUaNGvVe7qrx69QoHDhx47z4kIiqIqakplixZgjFjxmDNmjVISUlBqVKl0LNnT51emdd0SCcRUWF9cgl9YcyZMwft27fHggULsGTJEjx69AiWlpaoVq0aZsyYga+++kqn2//qq68wY8YMbNmyBd27d1dY7u/vj3379sHFxUVhesuaNWvC0tISL1++lBtuA7wde757927MmTMHa9asQVxcHExMTFC6dGm0bNlS6dz8y5cvx6JFizBx4kS8evUKTZs2xa+//io3vl2TdlWJi4vD8+fPMWDAALXXISJ6H+XKldP6ja9ERB8DiVBjrq5mzZpp1rhEgj179mi0blHRvXt33Lt3D4cOHdJ3KB9U06ZNYW9vj40bN6q9Tnp6Ouzs7PDs2TONpxwlIvpQpM884X1CRIXDz/vCU+sK/Y0bNxRmQXn9+jUePHgA4O0MMyVKlMDjx4+RnZ0NiUQCZ2fnQj+FtSiaOnUqKleujL///ltrN5t+7A4ePIhDhw7h/Pnz+g6FiEhnpM/xYEJPRLqmVkKflJQk9/vjx4/RvHlzVK1aFZMmTYKfnx8kEgmEEDh27BjGjx+PR48eKX3QEMkrW7as7AFRRUXjxo3lbsAlIiIiIs1pNMvNyJEjAQA7d+5E3bp1ZVfvJRIJ6tWrh507dyI3Nxfff/+99iIlIiIiIiIFGiX0cXFxCAoKUvkwIiMjIwQFBWHbtm3vFRwREREREeVPo4T+1atXsgcaqZKcnIyXL19qFBQREREREalHo4S+bt26WLNmDfbv3690eUJCAtauXYt69eq9V3BERERERJQ/jeahnzFjBvz9/dGsWTM0b94cDRs2hKOjI1JTU3Ho0CHs2bMHFhYWiIyM1Ha8REREBqFu3br6DoGIigi15qFX5uzZsxg2bBgOHz6ssKxBgwaYN28eqlev/r7xEclwXloiIqJPHz/vC0/jJ8X6+vri4MGDuH37Ns6ePYv09HTY2trCx8cHnp6e2oyRiIiIiIhU0Dihl/Lw8ICHh4c2YiEiIvpkSL/BbtiwoZ4jIaJP3Xsl9Hfv3sWmTZtw5coVvHz5EkuWLAEApKSk4PLly6hVqxasrKy0EigREZEhOXToEAAm9ESkexrNcgMA06ZNQ9myZfHNN99g3rx5WL58uWxZeno6AgICsHLlSq0ESUREREREymmU0EdHRyM8PBzt2rXD+fPnMXbsWLnl5cuXh5+fHzZs2KCVIImIiIiISDmNhtzMnTsXvr6++OOPP2BkZARTU1OFOp999hni4+PfO0AiIiIiIlJNoyv0Fy9eRGBgIIyMVK8unZeeiIiIiIh0R6OE3tzcHE+fPs23TlJSEhwcHDRpnoiIiIiI1KTRkJt69eohLi5ONvd8Xvfv30dcXBzatGnz3gESEREZotatW+s7BCIqIjS6Qj927Fg8fvwYAQEB2Lt3L169egUAePToEeLi4tCsWTO8fv0ao0aN0mqwREREhsLX1xe+vr76DoOIigCNrtA3btwYK1aswKBBg9CiRQsAgBACpUqVAvB2SM6KFStQq1Yt7UVKREREREQKJEIIoenKDx8+RHR0NE6cOIEnT57AxsYGtWvXRt++feHq6qrNOImQnp4OOzs7PHv2TOlQLyKij8m2bdsAAJ9//rmeIyEyLPy8LzyNrtD/+++/qFatGpycnDBy5EiV9VatWoVevXppHBwREZGhOn/+PAAm9ESkexqNoW/ZsiWuXbuWb53ffvsNISEhmjRPRERERERq0iihL1asGAIDA3Hnzh2ly+fOnYvBgwejQYMG7xUcERERERHlT6OEfs+ePcjKykJgYCBSUlLklk2bNg3fffcdmjVrhp07d2olSCIiIiIiUk6jhL5ChQrYvXs30tLS0Lx5c6SlpQEAfvzxR4SHhyMoKAjbtm2DpaWlVoMlIiIiIiJ5Gt0UCwDVqlXDjh070Lx5c7Rs2RINGjTAvHnz0KlTJ6xduxYmJibajJOIiIiIiJR4r2krAeDQoUNo3bo1Xr16hR49eiA6OhpGRhpd+CfKF6exIiJDcuvWLQCAp6enniMhMiz8vC88ta7QT5o0Kd/ldevWxdmzZ1GuXDlMnjxZVi6RSPDjjz++X4REREQGiIk8EX0oal2h1/SKu0QiQU5OjkbrEuXFv9iJiIg+ffy8Lzy1rtDfvHlT13EQERF9UlatWgUAfMAiEemcWgk9vzYkIiIqnHv37uk7BCIqInj3KhERERGRAdN42koASExMxKlTp/D06VOlY+V5UywRERERkW5plNA/fPgQ7du3x4kTJ5DfPbVM6ImIiIiIdEujhP6bb77B8ePHERISgpCQELi5uaFYsfe62E9ERERERBrQKAvfuXMnWrVqhWXLlmk7HiIiIiIiKgSNEnohBKpVq6btWIiIiD4ZQ4YM0XcIRFREaJTQN2nSBGfOnNFyKERERJ8OPhCHiD4UjaatnDVrFv755x9ERUVpOx4iIiIiIioEichvmhoV+vfvj5s3b+LAgQMoW7YsfHx8lF6JkEgkWLp0qVYCJeKjoInIkMybNw8AMGzYMD1HQmRY+HlfeBoNuVmxYoXs/9euXcO1a9eU1mNCT0RERdWLFy/0HQIRFREaJfS5ubnajoOIiIiIiDSg0Rh6IiIiIiL6ODChJyIiIiIyYO/1eNfbt28jISEBDx48QFZWlsJyiUSCH3/88X02QURERERE+dD4wVJhYWFYtGgRcnNzIZFI8O5kOdLfmdATEVFRZWxsrO8QiKiI0GjIzZw5c7BgwQKEhITg5MmTEELg22+/RWJiIn755ReUKFECnTt3xvXr17UdLxERkUEYOXIkRo4cqe8wiKgI0OgK/fLly+Hj44MlS5bIyooXLw4/Pz/4+fmhbdu2qF27NrZu3YqwsDCtBUtERERERPI0ukJ/7do1+Pv7y36XSCR4/fq17PcKFSqgXbt2WLRo0ftHSEREZIBev34t99lIRKQrGiX05ubmMDU1lf1uZ2eH5ORkuTpubm64efPm+0VHRERkoGbPno3Zs2frOwwiKgI0Sui9vb2RlJQk+93X1xd79+6VuxKxb98+uLq6vneARERERESkmkYJfYsWLbBnzx5ZAv/VV18hKSkJ9evXx6hRo9CoUSP8888/CA4O1mqwREREREQkT6ObYocMGQJvb288ffoUTk5OCA4ORlJSEqZPn47Tp0/D3NwcX3/9NaesJCIiIiLSMYl4dwL595STk4NHjx7B0dERRkZ8CC1pV3p6Ouzs7PDs2TPY2trqOxwionxNnz4dADB69Gg9R0JkWPh5X3gaZd2dO3fG1KlTFcqNjY1RqlQpJvNERERERB+IRpl3fHw80tPTtR0LERHRJ6NkyZIoWbKkvsMgoiJAozH0n332mdwsN0RERCQvNDRU3yEQURGh0RX6//3vf9i8eTOOHj2q7XiIiIiIiKgQNLpC/+rVK/j7+8Pf3x+dO3dGzZo1UapUKUgkEoW6ffr0ee8giYiIDE1KSgoAoFSpUnqOhIg+dRrNcqPuTa8SiQQ5OTmFDopIGd71TkSGhLPcEGmGn/eFp9EV+n379mk7DiIiIiIi0oBGCb2/v7+24yAiIiIiIg1wwngiIiIiIgPGhJ6IiIiIyIAxoSciIiIiMmAajaEnIiKi/JUrV07fIRBREcGEnoiISAe6dOmi7xCIqIjgkJtCevHiBYYMGQI3NzdIJBJ07NgRAJCTk4Pw8HB4enrC2NgY1atXBwB4eXkhJCREb/Fqy4QJE5Q+OIyIiIiI9IsJfR6JiYmQSCQoVqwY7t+/r7B82rRpWLRoEXr37o3o6Gh89913AIDly5dj6tSpaNWqlez/H1JSUhIkEgkkEgkWLlyosDwhIQESiQRLliz5oHERERVVly5dwqVLl/QdBhEVARxyk8fKlSvh4uKCJ0+eYNWqVRg1apTc8r///hufffYZfv75Z4VyGxsbLFq0SO5JuhcuXICxsfEHiV1qypQp6NevH8zNzbXW5rhx4zBy5EittUdEH9a1a9ewZs0apKSkoFSpUggODuYYbx3bvHkzAKBSpUp6joSIPnW8Qv+OrKwsrFu3Dr1790a7du2wcuVKhToPHz5E8eLFlZbb2trKJfMAYGlpCTMzM12FrKBmzZq4d++e0qv078PU1BTW1tZabZOIdO/169cYMGAAypcvj4iICCxYsAAREREoX748BgwYgNevX+s7RCIiek9M6N+xZcsWPHnyBL169UKvXr1w4cIFnDx5EgCwYsUKSCQS3Lx5E4cPH5YNb5EOZdm3bx/u3bsnK1+xYgUAxTH00qExP/zwAzZs2IBq1arB3NwcFSpUwB9//KE0rpUrV8LPzw9WVlawsbFBixYtcPToUaV1g4KCUK9ePfz888948eJFgfucnp6OESNGwNPTE6ampvD09MT333+PjIwMuXrKxtCfO3cOHTt2hIuLC8zMzODm5oa2bdvi7NmzcvVu376N0NBQuLq6wtTUFN7e3ggPD0dWVlaB8RHR+xk6dCiWLl0KZ2dnTJkyBdu3b8eUKVPg7OyMpUuXYujQofoOkYiI3hMT+nesXLkSPj4+qFatGoKCglCiRAnZVfomTZogJiYGJUuWRIUKFRATE4OYmBhUrlwZMTExqFSpEuzt7WXlTZo0yXdbO3fuRFhYGLp164YZM2bA3NwcPXr0wJUrV+TqjRw5Ev369YOnpyciIyMxfvx43L17F02bNsWhQ4eUtv3TTz/h4cOHiIqKyjeG169fo3nz5pg9ezYCAwMxZ84cBAYGYtasWWjZsiWys7NVrvvo0SMEBgbi/PnzGD58OBYuXIivv/4a2dnZuHjxoqzejRs3UKdOHcTHx2PgwIGYN28emjdvjunTp6Nz584QQuQbIxFp7tq1a7Jk/tSpUxg3bhyCgoIwbtw4nDp1SpbUX79+Xd+hEhHRe+AY+v8vJSUF8fHxsptZTUxM0K1bN8TGxmLmzJkoU6YMypQpgx9++AGOjo7o1auXbN1evXphyZIlyMjIkCvPz8WLF3Hx4kV4eHgAALp16wYPDw8sWbIEkZGRAIATJ05g5syZmDFjhtz49SFDhqBq1ar43//+p/RKffPmzdG0aVPMmDEDQ4cOha2trdIYli5dihMnTuDnn3/G6NGjZeUVK1bEmDFjsGzZMgwaNEjpuocPH8ajR4+wbds2+Pn5ycrHjRsnVy8sLAzm5uY4ffo0HBwcAAADBw6Er68vwsLCsGvXLrRq1UrpNrKysuSu4qenpyutpy3S+Ig+Fa9evQLw9n3o6uoqt8zV1RVhYWEIDw9H1apVYWFhoY8QP2nS8yfPLR9WWlqavkMg+uB4hf7/W716NXJzcxEcHCwr69WrFx4/foxt27ZpfXvt27eXJfMAUKpUKVSqVEnuSllsbCxMTEzQvXt3PHr0SPaTmZmJ5s2b49ixYwpDY6R++uknpKWlYfbs2Spj2LJlC6ysrPDNN9/IlX/zzTewtLSU3dCljPQ+gs2bN6scOvP06VPs3LkTXbt2RW5urtw+tGzZEsDbm4lVmTZtGuzs7GQ/7u7uKusSkSLpN2A1atRQulxazm/KiIgMG6/Q/38rV65EjRo18OrVK1y7dg0A4OTkBGdnZ6xcuRKdOnXS6va8vLwUyuzt7eWuLFy6dAnZ2dlyiX9ejx49go2NjUJ5o0aN0LJlS8yePRthYWFK17158ya8vb0VrsxZWFjA29sbN2/eVLndJk2aIDg4GFOnTsXs2bPRoEEDtG7dGsHBwbIrgVeuXEFubi5mzZqFWbNmKW3n4cOHKrcxduxYjBgxQvZ7enq6TpN6XtWhT82kSZMQERGB06dPIygoSGH56dOnAbz9Zm38+PEfOrxP3p49ewC8vThBRKRLTOgBnDlzBufOnQMAlC9fXmH59u3bkZqaCkdHR61tU9VUlu9eKcvNzS3wSrmzs7PKZZMnT4afnx9mzJihclhLfvJ7kJREIsHq1asxatQobNu2Dfv370d4eDgmTpyIzZs3o1mzZsjNzQUADB48WOUTE11cXFRuw8zM7IPOEET0qQkODkZERASioqIQEhIiN+zm/v37svtsevbsqa8QP2mBgYH6DoGIiggm9Hh7dd7ExAQxMTEKifbTp0/x1VdfITY2VmFoiq6VL18e8fHxqFq1ar6Juyp16tRB+/btERUVpfQrd29vbxw8eBCZmZlyc9ZnZmYiKSkJ/v7+BW7D19cXvr6+GDduHG7fvg1fX19MnDgRzZo1Q9myZSGRSCCEQPPmzQsdPxG9n3LlyiE0NBRLly5FrVq1EBYWhho1auD06dOIiopCcnIyQkNDUbZsWX2HSkRE76HIj6F/8+YN1qxZg4CAAHTv3h1du3aV+xkwYAAqV66sdE56XZOO5x83bpzSMa75DVeRmjRpEl6+fInp06crLOvQoQNevHiBefPmyZVHRUXhxYsX6NChg8p209LSFGJyd3eHo6MjHj9+DABwdHREixYtEB0dLTfzjVRmZqbOb3QlKuoWLFiA0NBQJCcnIzw8HG3atEF4eLgsmV+wYIG+Q/xkJSYmIjExUd9hEFERUOSv0O/YsQMPHz7Md4x8p06dMHXqVJw/f/4DRgbUr18fo0aNQmRkJC5cuIAOHTqgZMmSuHPnDhISEiCEwMGDB/Ntw9fXF127dsWff/6psKx///5YtmwZRo0ahYsXL6J27do4efIkli9fjnr16qFfv34q242OjsbcuXPRqVMnlCtXDhKJBFu2bMHVq1flxosuXLgQDRs2RO3atdG/f39UrVoVL168wOXLl7F+/XqsW7eOV++JdMjU1BRLlizBmDFj5J4U27NnT16Z17H9+/cDAOrVq6fnSIjoU1fkE/qVK1dCIpHkezVamtBLHxb1IU2fPh21a9fG/Pnz8fPPP+P169dwcXFBnTp15B5YlZ+JEydiw4YNsjHtUqampvj7778RERGB9evXIzo6Gs7Ozvj2228xceJEmJiYqGzT398fp06dwqZNm5CcnAwzMzNUrFgRK1asQN++fWX1ypQpg3/++QdTp05FXFwcFi9eDFtbW3h7eyMsLAzVq1fXpFuIqJDKlSvHG1+JiD5REsH5yshApKenw87ODs+ePVM5tz4R0cdCOtTx3ed8EFHB+HlfeEV+DD0RERERkSFjQk9EREREZMCY0BMRERERGbAif1MsERGRLrRo0ULfIRBREcGEnoiISAdq1qyp7xCIqIjgkBsiIiIiIgPGhJ6IiEgHduzYgR07dug7DCIqApjQExER6cC5c+dw7tw5fYdBREUAE3oiIiIiIgPGhJ6IiIiIyIAxoSciIiIiMmBM6ImIiIiIDBgTeiIiIiIiA8YHSxEREenAF198oe8QiKiIYEJPRESkA2XKlNF3CERURHDIDRERERGRAWNCT0REpAOxsbGIjY3VdxhEVARwyA0REZEO3L59W98hEFERwSv0REREREQGjAk9EREREZEBY0JPRERERGTAmNATERERERkwJvRERERERAaMs9wQERHpwMCBA/UdAhEVEUzoiYiIdMDe3l7fIRBREcEhN0REREREBowJPRERkQ4sXLgQCxcu1HcYRFQEcMgNERGRDqSnp+s7BCIqIniFnoiIiIjIgDGhJyIiIiIyYEzoiYiIiIgMGBN6IiIiIiIDxptiyWAIIQDwRjMiMgyZmZkAeM4iKizpe0b6uU8Fkwj2FhmIu3fvwt3dXd9hEBER0Qdw584dlC5dWt9hGAQm9GQwcnNzcf/+fdjY2EAikeg7HI2kp6fD3d0dd+7cga2trb7D0Sv2xVvsh7fYD/+HffEW++GtotgPQghkZGTA1dUVRkYcHa4ODrkhg2FkZPTJ/KVua2tbZE7MBWFfvMV+eIv98H/YF2+xH94qav1gZ2en7xAMCv/sISIiIiIyYEzoiYiIiIgMGBN6og/IzMwMERERMDMz03coese+eIv98Bb74f+wL95iP7z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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_compare(compare_sym, figsize=(7, 3.5))\n", "ax.set_title('ELPD comparison — Arabic-numeral risky choice (higher = better prediction)')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 18, "id": "2bac6d6b", "metadata": { "execution": { "iopub.execute_input": "2026-04-05T09:45:32.026191Z", "iopub.status.busy": "2026-04-05T09:45:32.026072Z", "iopub.status.idle": "2026-04-05T09:45:32.030735Z", "shell.execute_reply": "2026-04-05T09:45:32.030490Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ELPD ranking (Arabic numerals):\n", " elpd_loo p_loo elpd_diff dse warning\n", "FlexNoise -5255.137017 358.592403 0.000000 0.000000 True\n", "PMCM (Weber) -5265.285102 248.825810 10.148085 21.323564 True\n", "AffineNoise -5289.984210 305.939075 34.847193 16.043618 True\n", "\n", " FlexNoise vs PMCM (Weber): DELTA_ELPD = 10.1, SE = 21.3, |ratio| = 0.5 -> NOT distinguishable\n", " FlexNoise vs AffineNoise: DELTA_ELPD = 34.8, SE = 16.0, |ratio| = 2.2 -> distinguishable\n", "\n", "AffineNoise ELPD: -5290.0, FlexNoise ELPD: -5255.1\n", "-> Genuine nonlinearity in the noise function may be needed.\n" ] } ], "source": [ "# ── Interpret the Arabic-numeral ELPD result (3-way) ─────────────────────────\n", "print(\"ELPD ranking (Arabic numerals):\")\n", "print(compare_sym[['elpd_loo', 'p_loo', 'elpd_diff', 'dse', 'warning']].to_string())\n", "print()\n", "\n", "for i in range(1, len(compare_sym)):\n", " name = compare_sym.index[i]\n", " diff = compare_sym['elpd_diff'].iloc[i]\n", " dse = compare_sym['dse'].iloc[i]\n", " ratio = abs(diff) / dse if dse > 0 else float('inf')\n", " winner = compare_sym.index[0]\n", " verdict = \"distinguishable\" if ratio > 2 else \"NOT distinguishable\"\n", " print(f\" {winner} vs {name}: DELTA_ELPD = {diff:.1f}, SE = {dse:.1f}, \"\n", " f\"|ratio| = {ratio:.1f} -> {verdict}\")\n", "\n", "if 'AffineNoise' in compare_sym.index and 'FlexNoise' in compare_sym.index:\n", " aff_elpd = compare_sym.loc['AffineNoise', 'elpd_loo']\n", " flex_elpd = compare_sym.loc['FlexNoise', 'elpd_loo']\n", " print(f\"\\nAffineNoise ELPD: {aff_elpd:.1f}, FlexNoise ELPD: {flex_elpd:.1f}\")\n", " if abs(aff_elpd - flex_elpd) < 10:\n", " print(\"-> Affine noise captures most of the FlexNoise advantage (if any).\")\n", " else:\n", " print(\"-> Genuine nonlinearity in the noise function may be needed.\")" ] }, { "cell_type": "markdown", "id": "69866c90", "metadata": {}, "source": [ "## Take-aways\n", "\n", "**What the ELPD actually tells us in this dataset:**\n", "\n", "- **Dot arrays (Garcia et al. 2022):** the flexible noise model wins with\n", " $|\\Delta\\text{ELPD}| / \\text{SE} \\approx 3$, so the data *do* discriminate between the\n", " two — the MCM's strictly linear noise curve is not quite right. The recovered\n", " $\\nu(n)$ is roughly linear but deviates, suggesting a mild departure from perfect\n", " Weber's law in perceptual dot-array numerosity.\n", "- **Arabic numerals (de Hollander et al., 2024, bioRxiv):** $|\\Delta\\text{ELPD}| / \\text{SE} < 2$,\n", " so there is *no statistically distinguishable difference* in this dataset. Weber's law\n", " (PMCM) is adequate for symbolic numbers here. This may seem counterintuitive — but\n", " with only ~250 trials per subject, the data are simply not powerful enough to detect\n", " the kind of moderate deviations a flexible spline can pick up.\n", "\n", "**Methodological take-aways:**\n", "\n", "- The ELPD comparison gives a principled answer where visual inspection of noise curves\n", " cannot: $|\\Delta\\text{ELPD}| / \\text{SE} > 2$ is a reasonable threshold for claiming\n", " the models are distinguishable.\n", "- Rhat and ESS warnings in these notebooks reflect the deliberately short chain settings\n", " (draws=200, tune=200) chosen for speed. For real analyses use at least draws=1000,\n", " tune=1000.\n", "- Sampling with `idata_kwargs={{'log_likelihood': True}}` is all that is needed to\n", " unlock `az.compare` — bauer handles everything else." ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "7957d1684d0c40df99333b5f18170c89": { "model_module": "@jupyter-widgets/base", "model_module_version": "2.0.0", "model_name": "LayoutModel", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "2.0.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "2.0.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border_bottom": null, "border_left": null, "border_right": null, "border_top": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "863d3ead8fdf4b50a66e127ede01a253": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/output", "_model_module_version": "1.0.0", "_model_name": "OutputModel", "_view_count": null, "_view_module": "@jupyter-widgets/output", "_view_module_version": "1.0.0", "_view_name": "OutputView", "layout": "IPY_MODEL_7957d1684d0c40df99333b5f18170c89", "msg_id": "", "outputs": [ { "data": { "text/html": "
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