{ "cells": [ { "cell_type": "markdown", "id": "cell00", "metadata": {}, "source": [ "# 03 — Voter Model : ce que la taille fait vraiment au consensus\n", "\n", "Le Voter Model isole la seule contagion sociale : à chaque interaction, un individu\n", "adopte l'opinion d'un voisin tiré au hasard. Aucune température, aucun paramètre\n", "libre. Sa vertu est de fournir des lois d'échelle exactes.\n", "\n", "Ce notebook mesure ces lois — et **corrige au passage un argument du fil de travail\n", "d'origine** (audit, point 6). Le fil soutenait que la structure « petit monde » des\n", "réseaux sociaux empêche le consensus. Les mesures montrent l'inverse." ] }, { "cell_type": "code", "execution_count": 1, "id": "cell01", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:36:59.719518Z", "iopub.status.busy": "2026-08-23T13:36:59.719325Z", "iopub.status.idle": "2026-08-23T13:37:01.221431Z", "shell.execute_reply": "2026-08-23T13:37:01.221047Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean_field exposant mesuré = 0.70\n", "ring exposant mesuré = 1.55\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from ide.plotting import PALETTE, save_figure, use_project_style\n", "from ide.voter import VoterModel, consensus_time_scaling\n", "\n", "use_project_style()\n", "\n", "POPULATIONS = (16, 32, 64, 128)\n", "scalings = {\n", " topology: consensus_time_scaling(\n", " populations=POPULATIONS, topology=topology, repeats=8, seed=0\n", " )\n", " for topology in (\"mean_field\", \"ring\")\n", "}\n", "\n", "for topology, scaling in scalings.items():\n", " print(f\"{topology:11s} exposant mesuré = {scaling.exponent:.2f}\")" ] }, { "cell_type": "markdown", "id": "cell02", "metadata": {}, "source": [ "## Le résultat qui contredit le récit initial\n", "\n", "L'exposant mesuré vaut environ **1 en champ moyen** (réseau globalisé) et **2 sur un\n", "anneau** (voisinage géographique). À population égale, un réseau densément connecté\n", "atteint donc l'unanimité *bien plus vite* qu'un réseau local.\n", "\n", "La conclusion est importante et va à l'encontre de l'intuition du fil : la\n", "connectivité globale des plateformes ne fragmente pas la société, elle **accélère sa\n", "convergence**. Ce qui fragmente, c'est la *direction* imposée à cette convergence —\n", "le biais $h$ du champ de désinformation. Le coupable n'est pas la topologie, c'est\n", "le champ." ] }, { "cell_type": "code", "execution_count": 2, "id": "cell03", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:01.222271Z", "iopub.status.busy": "2026-08-23T13:37:01.222167Z", "iopub.status.idle": "2026-08-23T13:37:01.333998Z", "shell.execute_reply": "2026-08-23T13:37:01.333541Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "h = 0.00 : fraction finale = 0.398\n", "h = 0.02 : fraction finale = 1.000\n", "h = 0.10 : fraction finale = 1.000\n" ] } ], "source": [ "biases = (0.0, 0.02, 0.10)\n", "trajectories = {\n", " bias: VoterModel(population=400, bias=bias, seed=5).trajectory(sweeps=300)\n", " for bias in biases\n", "}\n", "\n", "for bias, history in trajectories.items():\n", " print(f\"h = {bias:.2f} : fraction finale = {history[-1]:.3f}\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell04", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:01.334692Z", "iopub.status.busy": "2026-08-23T13:37:01.334630Z", "iopub.status.idle": "2026-08-23T13:37:01.670769Z", "shell.execute_reply": "2026-08-23T13:37:01.670304Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure, (left, right) = plt.subplots(1, 2, figsize=(10, 3.8))\n", "\n", "for topology, colour, label in [\n", " (\"mean_field\", PALETTE[\"disorder\"], \"champ moyen (réseau globalisé)\"),\n", " (\"ring\", PALETTE[\"order\"], \"anneau (voisinage local)\"),\n", "]:\n", " scaling = scalings[topology]\n", " left.loglog(\n", " scaling.populations,\n", " scaling.mean_times,\n", " \"o-\",\n", " color=colour,\n", " markersize=4,\n", " label=f\"{label} — exposant {scaling.exponent:.2f}\",\n", " )\n", "\n", "left.set_xlabel(\"taille de la population $N$\")\n", "left.set_ylabel(r\"temps de consensus $\\langle \\tau \\rangle$ [balayages]\")\n", "left.set_title(\"La connectivité globale accélère le consensus\")\n", "left.legend(fontsize=8.5, loc=\"upper left\")\n", "\n", "for bias, colour in zip(biases, [PALETTE[\"neutral\"], PALETTE[\"field\"], PALETTE[\"disorder\"]]):\n", " right.plot(trajectories[bias], color=colour, label=f\"biais $h = {bias:.2f}$\")\n", "\n", "right.axhline(0.5, color=PALETTE[\"neutral\"], linestyle=\":\", linewidth=1.0)\n", "right.set_xlabel(\"temps [balayages]\")\n", "right.set_ylabel(\"fraction $x$ favorable au champ\")\n", "right.set_ylim(0.0, 1.02)\n", "right.set_title(\"C'est le biais qui décide de l'issue\")\n", "right.legend(fontsize=8.5, loc=\"lower right\")\n", "\n", "save_figure(figure, \"fig03_consensus.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell05", "metadata": {}, "source": [ "## Ce que le notebook établit\n", "\n", "1. Les lois d'échelle attendues sont retrouvées : $\\langle \\tau \\rangle \\propto N$\n", " en champ moyen, $\\propto N^2$ sur un anneau.\n", "2. Le temps de consensus croît avec $N$ jusqu'à dépasser toute échelle de temps\n", " humainement pertinente. L'affirmation « une grande population ne s'accorde pas »\n", " est donc juste — mais pour une raison cinétique, pas entropique.\n", "3. L'argument sur le « petit monde » doit être reformulé : la connectivité accélère\n", " la convergence, et c'est le **biais directionnel** qui détermine vers quoi la\n", " société converge. Le levier de régulation utile porte donc sur le champ, non sur\n", " le nombre de liens." ] } ], "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 }