diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..fcc88dc04c4695cb121e3fbfc1f28dd7a1b93b45 100644
--- a/module3/exo3/exercice_fr.ipynb
+++ b/module3/exo3/exercice_fr.ipynb
@@ -1,5 +1,535 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Analyse computationnelle — Playfair : Prix du blé & salaires (1565–1821)\n",
+ "\n",
+ "**Source des données** : CSV public (Rdatasets) — *Wheat* \n",
+ "`https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv`\n",
+ "\n",
+ "**Objectifs** \n",
+ "1. Reproduire la figure de Playfair (barres blé + surface bleue / courbe rouge salaires sur un même axe). \n",
+ "2. Version modernisée avec **deux axes** (unités rigoureuses). \n",
+ "3. **Pouvoir d'achat** (quarters et kg par semaine). \n",
+ "4. Plan prix–salaire **sans axe du temps**, flèche temporelle.\n",
+ "\n",
+ "> Conversions historiques : £1 = 20 shillings (s), 1 s = 12 pence (d). \n",
+ "> 1 quarter de boisseau ≈ 6,8 kg.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "import os\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.rcParams[\"figure.dpi\"] = 140\n",
+ "plt.rcParams[\"axes.grid\"] = True\n",
+ "\n",
+ "DATA_URL = \"https://raw.githubusercontent.com/vincentarelbundock/Rdatasets/master/csv/HistData/Wheat.csv\"\n",
+ "OUT_DIR = \"figures_playfair\"\n",
+ "os.makedirs(OUT_DIR, exist_ok=True)\n",
+ "\n",
+ "KG_PER_QUARTER = 6.8 # d'après l'énoncé\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " annee | \n",
+ " ble_s_par_quarter | \n",
+ " salaire_s_par_semaine | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1565 | \n",
+ " 41.0 | \n",
+ " 5.00 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1570 | \n",
+ " 45.0 | \n",
+ " 5.05 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1575 | \n",
+ " 42.0 | \n",
+ " 5.08 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1580 | \n",
+ " 49.0 | \n",
+ " 5.12 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1585 | \n",
+ " 41.5 | \n",
+ " 5.15 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " annee ble_s_par_quarter salaire_s_par_semaine\n",
+ "0 1565 41.0 5.00\n",
+ "1 1570 45.0 5.05\n",
+ "2 1575 42.0 5.08\n",
+ "3 1580 49.0 5.12\n",
+ "4 1585 41.5 5.15"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " annee ble_s_par_quarter salaire_s_par_semaine\n",
+ "count 53.000000 53.000000 50.000000\n",
+ "mean 1694.924528 43.264151 11.581600\n",
+ "std 77.089571 15.410287 7.336287\n",
+ "min 1565.000000 26.000000 5.000000\n",
+ "25% 1630.000000 33.000000 6.145000\n",
+ "50% 1695.000000 41.000000 7.800000\n",
+ "75% 1760.000000 47.000000 14.875000\n",
+ "max 1821.000000 99.000000 30.000000\n",
+ "\n",
+ "NA par colonne:\n",
+ " annee 0\n",
+ "ble_s_par_quarter 0\n",
+ "salaire_s_par_semaine 3\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "df_raw = pd.read_csv(DATA_URL)\n",
+ "# Colonnes attendues: rownames, Year, Wheat, Wages\n",
+ "df = df_raw.rename(columns={\n",
+ " \"Year\": \"annee\",\n",
+ " \"Wheat\": \"ble_s_par_quarter\",\n",
+ " \"Wages\": \"salaire_s_par_semaine\"\n",
+ "})[[\"annee\", \"ble_s_par_quarter\", \"salaire_s_par_semaine\"]].copy()\n",
+ "\n",
+ "df[\"annee\"] = pd.to_numeric(df[\"annee\"], errors=\"coerce\").astype(\"Int64\")\n",
+ "df[\"ble_s_par_quarter\"] = pd.to_numeric(df[\"ble_s_par_quarter\"], errors=\"coerce\")\n",
+ "df[\"salaire_s_par_semaine\"] = pd.to_numeric(df[\"salaire_s_par_semaine\"], errors=\"coerce\")\n",
+ "df = df.sort_values(\"annee\").reset_index(drop=True)\n",
+ "\n",
+ "display(df.head())\n",
+ "print(df.describe(include=\"all\"))\n",
+ "print(\"\\nNA par colonne:\\n\", df.isna().sum())\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## 1) Reproduction visuelle façon Playfair\n",
+ "\n",
+ "- **Barres** : prix du blé *(shillings / quarter)* \n",
+ "- **Surface bleue** + **courbe rouge** : salaires *(shillings / semaine)* \n",
+ "> Intention historique uniquement : on partage **le même axe** malgré des unités différentes.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Figure : figures_playfair/01_playfair_reproduction.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "x = df[\"annee\"].values\n",
+ "wheat = df[\"ble_s_par_quarter\"].values\n",
+ "wage = df[\"salaire_s_par_semaine\"].values\n",
+ "\n",
+ "fig = plt.figure()\n",
+ "plt.bar(x, wheat, width=4, alpha=0.7, label=\"Blé (s / quarter)\")\n",
+ "plt.fill_between(x, np.nan_to_num(wage), step=None, alpha=0.3, color=\"blue\", label=\"Salaires (surface)\")\n",
+ "plt.plot(x, wage, color=\"red\", linewidth=1.8, label=\"Salaires (courbe)\")\n",
+ "\n",
+ "plt.title(\"Playfair — superposition (axes non distingués)\")\n",
+ "plt.xlabel(\"Année\")\n",
+ "plt.ylabel(\"Shillings (mélangés)\")\n",
+ "plt.legend()\n",
+ "plt.tight_layout()\n",
+ "\n",
+ "fp = os.path.join(OUT_DIR, \"01_playfair_reproduction.png\")\n",
+ "plt.savefig(fp, bbox_inches=\"tight\")\n",
+ "print(\"Figure :\", fp)\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## 2) Présentation modernisée : axes séparés et unités correctes\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Figure: figures_playfair/02_axes_separes.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "fig = plt.figure()\n",
+ "ax1 = plt.gca()\n",
+ "ax2 = ax1.twinx()\n",
+ "\n",
+ "l1 = ax1.plot(x, wheat, marker=\"o\", linewidth=1.5, label=\"Blé (s / quarter)\")\n",
+ "l2 = ax2.plot(x, wage, marker=\"s\", linewidth=1.5, label=\"Salaire (s / semaine)\")\n",
+ "\n",
+ "ax1.set_title(\"Blé vs Salaire — axes séparés\")\n",
+ "ax1.set_xlabel(\"Année\")\n",
+ "ax1.set_ylabel(\"Blé (shillings / quarter)\")\n",
+ "ax2.set_ylabel(\"Salaire (shillings / semaine)\")\n",
+ "\n",
+ "lines = l1 + l2\n",
+ "labels = [ln.get_label() for ln in lines]\n",
+ "ax1.legend(lines, labels, loc=\"upper left\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "fp = os.path.join(OUT_DIR, \"02_axes_separes.png\")\n",
+ "plt.savefig(fp, bbox_inches=\"tight\")\n",
+ "print(\"Figure:\", fp)\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## 3) Pouvoir d'achat : quarters et kg par semaine\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " annee | \n",
+ " quarters_achetables | \n",
+ " kg_achetables | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 1565 | \n",
+ " 0.121951 | \n",
+ " 0.829268 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 1570 | \n",
+ " 0.112222 | \n",
+ " 0.763111 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1575 | \n",
+ " 0.120952 | \n",
+ " 0.822476 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1580 | \n",
+ " 0.104490 | \n",
+ " 0.710531 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1585 | \n",
+ " 0.124096 | \n",
+ " 0.843855 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " annee quarters_achetables kg_achetables\n",
+ "0 1565 0.121951 0.829268\n",
+ "1 1570 0.112222 0.763111\n",
+ "2 1575 0.120952 0.822476\n",
+ "3 1580 0.104490 0.710531\n",
+ "4 1585 0.124096 0.843855"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Figure: figures_playfair/03_pouvoir_achat_quarters.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Figure: figures_playfair/03b_pouvoir_achat_kg.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "df_pa = df.dropna(subset=[\"ble_s_par_quarter\", \"salaire_s_par_semaine\"]).copy()\n",
+ "df_pa[\"quarters_achetables\"] = df_pa[\"salaire_s_par_semaine\"] / df_pa[\"ble_s_par_quarter\"]\n",
+ "df_pa[\"kg_achetables\"] = df_pa[\"quarters_achetables\"] * KG_PER_QUARTER\n",
+ "\n",
+ "display(df_pa[[\"annee\",\"quarters_achetables\",\"kg_achetables\"]].head())\n",
+ "\n",
+ "fig = plt.figure()\n",
+ "plt.plot(df_pa[\"annee\"], df_pa[\"quarters_achetables\"], marker=\"o\", linewidth=1.5)\n",
+ "plt.title(\"Pouvoir d'achat — quarters de blé par semaine\")\n",
+ "plt.xlabel(\"Année\")\n",
+ "plt.ylabel(\"Quarters / semaine\")\n",
+ "plt.tight_layout()\n",
+ "fp = os.path.join(OUT_DIR, \"03_pouvoir_achat_quarters.png\")\n",
+ "plt.savefig(fp, bbox_inches=\"tight\")\n",
+ "print(\"Figure:\", fp)\n",
+ "plt.show()\n",
+ "\n",
+ "fig = plt.figure()\n",
+ "plt.plot(df_pa[\"annee\"], df_pa[\"kg_achetables\"], marker=\"o\", linewidth=1.5)\n",
+ "plt.title(\"Pouvoir d'achat — kg de blé par semaine (1 quarter ≈ 6,8 kg)\")\n",
+ "plt.xlabel(\"Année\")\n",
+ "plt.ylabel(\"kg / semaine\")\n",
+ "plt.tight_layout()\n",
+ "fp = os.path.join(OUT_DIR, \"03b_pouvoir_achat_kg.png\")\n",
+ "plt.savefig(fp, bbox_inches=\"tight\")\n",
+ "print(\"Figure:\", fp)\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "## 4) Prix vs Salaire (sans axe du temps) avec flèche temporelle\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Figure : figures_playfair/04_prix_vs_salaire_sans_temps.png\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df_sc = df.dropna(subset=[\"ble_s_par_quarter\", \"salaire_s_par_semaine\"]).copy()\n",
+ "\n",
+ "fig = plt.figure()\n",
+ "ax = plt.gca()\n",
+ "\n",
+ "ax.plot(df_sc[\"ble_s_par_quarter\"], df_sc[\"salaire_s_par_semaine\"], marker=\"o\", linewidth=1.2)\n",
+ "ax.set_title(\"Espace prix–salaire (flèche du temps)\")\n",
+ "ax.set_xlabel(\"Blé (s / quarter)\")\n",
+ "ax.set_ylabel(\"Salaire (s / semaine)\")\n",
+ "\n",
+ "# Flèches directionnelles (toutes les N étapes)\n",
+ "N = 5\n",
+ "xv = df_sc[\"ble_s_par_quarter\"].values\n",
+ "yv = df_sc[\"salaire_s_par_semaine\"].values\n",
+ "for i in range(0, len(xv)-1, N):\n",
+ " ax.annotate(\"\", xy=(xv[i+1], yv[i+1]), xytext=(xv[i], yv[i]),\n",
+ " arrowprops=dict(arrowstyle=\"->\", lw=1))\n",
+ "\n",
+ "# Annotations d'années jalons\n",
+ "for year in [1565, 1700, 1800, 1821]:\n",
+ " row = df_sc.loc[df_sc[\"annee\"] == year]\n",
+ " if not row.empty:\n",
+ " xx = float(row[\"ble_s_par_quarter\"].values[0])\n",
+ " yy = float(row[\"salaire_s_par_semaine\"].values[0])\n",
+ " ax.annotate(str(year), (xx, yy), textcoords=\"offset points\", xytext=(5,5))\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "fp = os.path.join(OUT_DIR, \"04_prix_vs_salaire_sans_temps.png\")\n",
+ "plt.savefig(fp, bbox_inches=\"tight\")\n",
+ "print(\"Figure :\", fp)\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "### Commentaire de synthèse\n",
+ "\n",
+ "- **Fig. 1** : fidélité historique, mais mélange d’unités → à cantonner à l’illustration patrimoniale. \n",
+ "- **Fig. 2** : standards modernes (axes séparés), c’est la base pour un rapport sérieux. \n",
+ "- **Fig. 3** : métrique décisive pour l’argument de Playfair — la clarté est maximale. \n",
+ "- **Fig. 4** : complément analytique utile pour visualiser les régimes et la trajectoire conjointe prix–salaire.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
@@ -16,10 +546,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.3"
+ "version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
-
diff --git a/module3/exo3/figures_playfair/01_playfair_reproduction.png b/module3/exo3/figures_playfair/01_playfair_reproduction.png
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diff --git a/module3/exo3/figures_playfair/02_axes_separes.png b/module3/exo3/figures_playfair/02_axes_separes.png
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diff --git a/module3/exo3/figures_playfair/03_pouvoir_achat_quarters.png b/module3/exo3/figures_playfair/03_pouvoir_achat_quarters.png
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index 0000000000000000000000000000000000000000..244b008b086c008095f6420e6913d3062bc6e0f5
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diff --git a/module3/exo3/figures_playfair/03b_pouvoir_achat_kg.png b/module3/exo3/figures_playfair/03b_pouvoir_achat_kg.png
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diff --git a/module3/exo3/figures_playfair/04_prix_vs_salaire_sans_temps.png b/module3/exo3/figures_playfair/04_prix_vs_salaire_sans_temps.png
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