{ "cells": [ { "cell_type": "markdown", "id": "cell00", "metadata": {}, "source": [ "# 05 — Hystérésis sociale : pourquoi un démenti ne suffit pas\n", "\n", "C'est le résultat le plus directement actionnable du projet.\n", "\n", "En physique, si l'on aimante un morceau de fer puis qu'on coupe le champ, le fer\n", "**reste aimanté**. Il garde une mémoire de son histoire — c'est l'hystérésis.\n", "\n", "Transposé : quand une fausse information est massivement diffusée puis officiellement\n", "démentie, le champ médiatique retombe à $H = 0$, mais l'opinion ne revient pas à la\n", "neutralité. Le terme de conformisme $-J \\sum s_i s_j$ a pris le relais du champ : le\n", "groupe maintient la croyance par cohésion interne, parce qu'en sortir coûterait à\n", "chacun sa place dans le groupe.\n", "\n", "Ce notebook mesure cette mémoire, et teste le seul remède que le modèle autorise." ] }, { "cell_type": "code", "execution_count": 1, "id": "cell01", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:04.894571Z", "iopub.status.busy": "2026-08-23T13:37:04.894333Z", "iopub.status.idle": "2026-08-23T13:37:05.675790Z", "shell.execute_reply": "2026-08-23T13:37:05.675358Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "société froide (T=1.5) aire = 1.171 aimantation rémanente = 0.993\n", "société agitée (T=3.5) aire = 0.008 aimantation rémanente = 0.062\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from ide.ising import hysteresis_loop, onsager_critical_temperature\n", "from ide.plotting import PALETTE, save_figure, use_project_style\n", "\n", "use_project_style()\n", "critical = onsager_critical_temperature()\n", "\n", "cold = hysteresis_loop(temperature=1.5, steps=21, size=24, sweeps_per_step=60, seed=1)\n", "hot = hysteresis_loop(temperature=3.5, steps=21, size=24, sweeps_per_step=60, seed=1)\n", "\n", "for label, loop in [(\"société froide (T=1.5)\", cold), (\"société agitée (T=3.5)\", hot)]:\n", " print(f\"{label:26s} aire = {loop.area:6.3f} aimantation rémanente = {loop.remanent_magnetisation:.3f}\")" ] }, { "cell_type": "markdown", "id": "cell02", "metadata": {}, "source": [ "## Lecture du cycle\n", "\n", "Le cycle se parcourt en trois temps, qui sont exactement les trois phases d'une crise\n", "médiatique :\n", "\n", "1. **Injection** — un champ $H > 0$ massif aligne la population, même initialement\n", " neutre.\n", "2. **Démenti** — le champ retombe à $H = 0$. L'aimantation ne suit pas : elle reste\n", " proche de son maximum. C'est l'**aimantation rémanente**, la fraction de la\n", " population qui continue de croire.\n", "3. **Contre-champ** — il faut appliquer un $H < 0$ d'amplitude suffisante, le *champ\n", " coercitif*, pour forcer le basculement inverse.\n", "\n", "La conséquence pratique est nette : **le débunking passif ne fonctionne pas.**\n", "Rétablir la neutralité informationnelle laisse la croyance en place. Seule une\n", "contre-information active, utilisant les mêmes canaux et la même intensité que la\n", "rumeur initiale, franchit le seuil coercitif." ] }, { "cell_type": "code", "execution_count": 2, "id": "cell03", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:05.676650Z", "iopub.status.busy": "2026-08-23T13:37:05.676542Z", "iopub.status.idle": "2026-08-23T13:37:06.407493Z", "shell.execute_reply": "2026-08-23T13:37:06.406914Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "la rémanence passe sous 0,5 vers T = 2.4 (T_c = 2.27)\n" ] } ], "source": [ "temperatures = np.round(np.arange(1.0, 3.61, 0.2), 2)\n", "loops = [\n", " hysteresis_loop(temperature=float(t), steps=13, size=20, sweeps_per_step=40, seed=2)\n", " for t in temperatures\n", "]\n", "areas = np.array([loop.area for loop in loops])\n", "remanence = np.array([loop.remanent_magnetisation for loop in loops])\n", "\n", "crossing = temperatures[int(np.argmax(remanence < 0.5))]\n", "print(f\"la rémanence passe sous 0,5 vers T = {crossing:.1f} (T_c = {critical:.2f})\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell04", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:06.408296Z", "iopub.status.busy": "2026-08-23T13:37:06.408225Z", "iopub.status.idle": "2026-08-23T13:37:06.695217Z", "shell.execute_reply": "2026-08-23T13:37:06.694724Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure, (left, right) = plt.subplots(1, 2, figsize=(10, 3.9))\n", "\n", "for loop, colour, label in [\n", " (cold, PALETTE[\"order\"], f\"$T = {cold.temperature}$ — mémoire persistante\"),\n", " (hot, PALETTE[\"disorder\"], f\"$T = {hot.temperature}$ — aucune mémoire\"),\n", "]:\n", " left.plot(loop.fields, loop.magnetisations, \"o-\", color=colour, markersize=3, label=label)\n", "\n", "left.axhline(0.0, color=PALETTE[\"neutral\"], linewidth=0.8)\n", "left.axvline(0.0, color=PALETTE[\"neutral\"], linewidth=0.8)\n", "left.annotate(\n", " \"démenti : $H = 0$\\nmais l'opinion reste\",\n", " xy=(0.0, cold.remanent_magnetisation),\n", " xytext=(0.25, 0.45),\n", " fontsize=8.5,\n", " color=PALETTE[\"neutral\"],\n", " arrowprops=dict(arrowstyle=\"->\", color=PALETTE[\"neutral\"], linewidth=0.9),\n", ")\n", "left.set_xlabel(\"champ médiatique $H$\")\n", "left.set_ylabel(\"aimantation sociale $M$\")\n", "left.set_title(\"Cycle d'hystérésis d'une croyance\")\n", "left.legend(fontsize=8.5, loc=\"lower right\")\n", "\n", "right.plot(temperatures, remanence, \"o-\", color=PALETTE[\"field\"], markersize=3.5,\n", " label=\"aimantation rémanente\")\n", "right.plot(temperatures, areas / areas.max(), \"s--\", color=PALETTE[\"remedy\"], markersize=3.5,\n", " label=\"aire du cycle (normalisée)\")\n", "right.axvline(critical, color=PALETTE[\"neutral\"], linestyle=\"--\", linewidth=1.2)\n", "right.text(critical + 0.05, 0.85, r\"$T_c$\", color=PALETTE[\"neutral\"], fontsize=9)\n", "right.set_xlabel(\"température sociale $T / J$\")\n", "right.set_ylabel(\"mémoire de la croyance\")\n", "right.set_title(\"Réchauffer le débat efface la mémoire\")\n", "right.legend(fontsize=8.5)\n", "\n", "save_figure(figure, \"fig05_hysteresis.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell05", "metadata": {}, "source": [ "## Ce que le notebook établit\n", "\n", "1. Sous $T_c$, l'aire du cycle est strictement positive et la rémanence dépasse 0,8 :\n", " la croyance survit intégralement au démenti. Au-dessus, le cycle se referme et la\n", " mémoire disparaît.\n", "2. La mémoire décroît de façon monotone avec la température sociale jusqu'au\n", " voisinage de $T_c$. **Réchauffer le débat dissipe l'hystérésis** — c'est le\n", " fondement de la recommandation d'injection de bruit thermique.\n", "3. Deux leviers distincts en découlent, et ils ne s'excluent pas : agir sur $T$\n", " (diversité informationnelle, structurel, lent) ou appliquer un contre-champ $-H$\n", " (contre-discours ciblé, conjoncturel, coûteux)." ] } ], "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 }