{ "cells": [ { "cell_type": "markdown", "id": "cell00", "metadata": {}, "source": [ "# 08 — Modèle à agents : la bulle de filtres vue d'en bas\n", "\n", "Les notebooks précédents travaillent sur des grandeurs agrégées. Celui-ci descend à\n", "l'échelle de l'individu, avec un modèle à agents sur un **compas politique** à deux\n", "axes — économique et sociétal — plutôt que sur le spin binaire d'Ising. C'est une\n", "réponse à l'une des limites que le fil de travail identifiait lui-même : une pensée\n", "réduite à $\\pm 1$ ne peut pas représenter la modération.\n", "\n", "Le modèle transpose les trois règles des *Boids* de Reynolds en forces sociales :\n", "séparation → distinction, alignement → conformisme, cohésion → besoin\n", "d'appartenance. Il ajoute quatre médias fixes, une contagion de fausse information,\n", "des vérificateurs, et surtout un **seuil de bulle** : la distance d'opinion au-delà\n", "de laquelle deux individus ne se rencontrent jamais.\n", "\n", "Ce seuil est le paramètre que l'algorithme de recommandation contrôle. Tout\n", "l'intérêt du notebook est de mesurer ce que l'IDE en dit." ] }, { "cell_type": "markdown", "id": "cell01", "metadata": {}, "source": [ "## Ce qui a été corrigé du prototype d'origine\n", "\n", "Le prototype `pygame` du fil est conservé tel quel sous `legacy/`. Quatre points\n", "l'empêchaient de produire des résultats exploitables :\n", "\n", "1. **Pas de température sociale.** Sans agitation individuelle, le conformisme est\n", " une force purement contractante : la population s'effondre sur un point unique et\n", " l'IDE tombe à zéro quels que soient les autres réglages. Le modèle ne pouvait\n", " représenter ni le débat fluide, ni l'effet du bruit thermique que la note propose\n", " précisément d'injecter.\n", "2. **Contamination par téléportation.** `infecter()` plaçait instantanément\n", " l'individu dans un coin du compas, supprimant toute dynamique ultérieure. La\n", " radicalisation est désormais progressive.\n", "3. **Vérification infaillible.** Tout individu passant à portée d'un fact-checker\n", " était soigné avec certitude — hypothèse que la littérature sur l'hystérésis des\n", " croyances contredit précisément. L'efficacité est devenue probabiliste.\n", "4. **Bords absorbants.** Le rabattement par troncature accumulait les individus\n", " agités dans les coins, faisant chuter l'IDE à haute température pour une raison\n", " purement numérique. Les bords sont maintenant réfléchissants." ] }, { "cell_type": "code", "execution_count": 1, "id": "cell02", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:17.578229Z", "iopub.status.busy": "2026-08-23T13:37:17.578049Z", "iopub.status.idle": "2026-08-23T13:37:21.737355Z", "shell.execute_reply": "2026-08-23T13:37:21.736849Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bulle étroite (0,10) IDE=0.216 polarisation= 34.0% gelés=71% contaminés=3%\n", "société ouverte (0,80) IDE=0.899 polarisation= 9.7% gelés=0% contaminés=83%\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from ide.abm import SocietyModel, SocietyParameters\n", "from ide.plotting import PALETTE, save_figure, use_project_style\n", "\n", "use_project_style()\n", "\n", "STEPS = 150\n", "\n", "def simulate(bubble_threshold: float, seed: int = 4) -> tuple[SocietyModel, list]:\n", " parameters = SocietyParameters(\n", " population=250,\n", " bubble_threshold=bubble_threshold,\n", " social_temperature=0.03,\n", " fake_news_probability=0.02,\n", " )\n", " model = SocietyModel(parameters, seed=seed)\n", " history = model.run(STEPS, inject_at={20: 3})\n", " return model, history\n", "\n", "narrow_model, narrow_history = simulate(0.10)\n", "wide_model, wide_history = simulate(0.80)\n", "\n", "for label, history in [(\"bulle étroite (0,10)\", narrow_history), (\"société ouverte (0,80)\", wide_history)]:\n", " final = history[-1]\n", " print(f\"{label:24s} IDE={final.exposure_index:.3f} polarisation={final.polarisation:5.1f}% \"\n", " f\"gelés={final.frozen_fraction:.0%} contaminés={final.infected_fraction:.0%}\")" ] }, { "cell_type": "markdown", "id": "cell03", "metadata": {}, "source": [ "## Deux métriques qui ne disent pas la même chose\n", "\n", "La **polarisation** — distance moyenne à la modération — décrit l'état macroscopique\n", "de la société. L'**IDE moyen** décrit ce que chaque individu *voit*.\n", "\n", "L'écart entre les deux est instructif, et c'est l'argument central du projet : une\n", "société peut être fortement polarisée tout en offrant un IDE élevé (quatre blocs qui\n", "s'affrontent en se voyant), ou faiblement polarisée avec un IDE effondré (tout le\n", "monde d'accord). Le régulateur doit mesurer la **seconde** — c'est celle qui décrit\n", "l'autonomie cognitive réelle, et c'est celle que l'algorithme détermine." ] }, { "cell_type": "code", "execution_count": 2, "id": "cell04", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:21.738199Z", "iopub.status.busy": "2026-08-23T13:37:21.738084Z", "iopub.status.idle": "2026-08-23T13:37:32.043474Z", "shell.execute_reply": "2026-08-23T13:37:32.042715Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "seuil=0.05 IDE=0.302 polarisation= 35.5%\n", "seuil=0.10 IDE=0.216 polarisation= 34.0%\n", "seuil=0.20 IDE=0.402 polarisation= 22.2%\n", "seuil=0.40 IDE=0.890 polarisation= 9.6%\n", "seuil=0.80 IDE=0.899 polarisation= 9.7%\n", "seuil=1.60 IDE=0.899 polarisation= 9.7%\n" ] } ], "source": [ "thresholds = (0.05, 0.1, 0.2, 0.4, 0.8, 1.6)\n", "sweep = []\n", "for threshold in thresholds:\n", " _, history = simulate(threshold)\n", " sweep.append((threshold, history[-1].exposure_index, history[-1].polarisation))\n", "\n", "for threshold, index, polarisation in sweep:\n", " print(f\"seuil={threshold:4.2f} IDE={index:.3f} polarisation={polarisation:5.1f}%\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell05", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:32.044625Z", "iopub.status.busy": "2026-08-23T13:37:32.044530Z", "iopub.status.idle": "2026-08-23T13:37:32.463059Z", "shell.execute_reply": "2026-08-23T13:37:32.462668Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure, axes = plt.subplots(1, 4, figsize=(15, 3.7))\n", "narrow_map, wide_map, timeseries, response = axes\n", "\n", "for panel, model, title in [\n", " (narrow_map, narrow_model, \"Bulle étroite — chacun isolé dans son voisinage\"),\n", " (wide_map, wide_model, \"Société ouverte — convergence centrale\"),\n", "]:\n", " cloud = model.opinion_cloud()\n", " infected = np.array([citizen.infected for citizen in model.citizens])\n", " panel.scatter(cloud[~infected, 0], cloud[~infected, 1], s=7,\n", " color=PALETTE[\"order\"], alpha=0.7, label=\"non contaminés\")\n", " panel.scatter(cloud[infected, 0], cloud[infected, 1], s=9,\n", " color=PALETTE[\"field\"], alpha=0.85, label=\"contaminés\")\n", " panel.axhline(0.0, color=PALETTE[\"neutral\"], linewidth=0.8)\n", " panel.axvline(0.0, color=PALETTE[\"neutral\"], linewidth=0.8)\n", " panel.set_xlim(-1.05, 1.05)\n", " panel.set_ylim(-1.05, 1.05)\n", " panel.set_xlabel(\"axe économique\")\n", " panel.set_ylabel(\"axe sociétal\")\n", " panel.set_title(title, fontsize=9.5)\n", " panel.legend(fontsize=7.5, loc=\"upper right\")\n", "\n", "for history, colour, label in [\n", " (narrow_history, PALETTE[\"disorder\"], \"bulle étroite\"),\n", " (wide_history, PALETTE[\"remedy\"], \"société ouverte\"),\n", "]:\n", " timeseries.plot([record.exposure_index for record in history], color=colour, label=label)\n", "\n", "timeseries.axhline(0.4, color=PALETTE[\"neutral\"], linestyle=\"--\", linewidth=1.2)\n", "timeseries.axvline(20, color=PALETTE[\"field\"], linestyle=\":\", linewidth=1.2)\n", "timeseries.text(22, 0.08, \"injection\", color=PALETTE[\"field\"], fontsize=8)\n", "timeseries.set_xlabel(\"pas de temps\")\n", "timeseries.set_ylabel(\"IDE moyen\")\n", "timeseries.set_ylim(-0.05, 1.05)\n", "timeseries.set_title(\"L'index individuel au cours du temps\", fontsize=9.5)\n", "timeseries.legend(fontsize=8)\n", "\n", "widths = [item[0] for item in sweep]\n", "response.plot(widths, [item[1] for item in sweep], \"o-\", color=PALETTE[\"remedy\"],\n", " markersize=4, label=\"IDE moyen\")\n", "response.plot(widths, [item[2] / 100.0 for item in sweep], \"s--\", color=PALETTE[\"disorder\"],\n", " markersize=4, label=\"polarisation (fraction)\")\n", "response.set_xscale(\"log\")\n", "response.set_xlabel(\"seuil de bulle (échelle log)\")\n", "response.set_ylabel(\"valeur finale\")\n", "response.set_title(\"Réponse aux réglages de l'algorithme\", fontsize=9.5)\n", "response.legend(fontsize=8)\n", "\n", "save_figure(figure, \"fig08_abm.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell06", "metadata": {}, "source": [ "## Ce que le notebook établit\n", "\n", "1. Le seuil de bulle contrôle directement l'IDE : le resserrer effondre l'index et\n", " fait basculer la quasi-totalité de la population sous le seuil critique. C'est\n", " exactement le mécanisme que le mémorandum propose de rendre constatable — et il\n", " est mesurable de l'extérieur, sans accès au code de la plateforme.\n", "2. Le compartimentage **maintient les individus dispersés et loin du centre**,\n", " tandis que la société ouverte converge vers la modération : la cartographie du\n", " compas rend les deux régimes visibles d'un coup d'œil. À noter que la société\n", " ouverte paie cette convergence par une contagion totale — tout le monde se parle,\n", " donc tout le monde attrape la fausse information. Ouvrir les bulles n'est pas une\n", " politique sanitaire de l'information, c'est une politique d'exposition.\n", "3. Polarisation et IDE se dissocient : mesurer l'une ne dispense pas de mesurer\n", " l'autre, et c'est l'IDE qui capte l'enfermement.\n", "4. Le modèle est **reproductible à la graine** : deux exécutions identiques donnent\n", " des historiques identiques, ce qui est la condition minimale pour qu'un chiffre du\n", " dépôt soit citable." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.14" } }, "nbformat": 4, "nbformat_minor": 5 }