"
],
"text/plain": [
" Year Wheat Wages\n",
"rownames \n",
"51 1815 78.0 NaN\n",
"52 1820 54.0 NaN\n",
"53 1821 54.0 NaN"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_data[raw_data.isna().any(axis=1)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On observe qu'il manque des données pour les salaires lors des années 1815, 1820 et 1821. Nous proposons de garder ces points de données tout de même. Cependant, nous enlèverons l'année 1821 qui n'apporte rien à l'analyse de plus que l'année 1820."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Regardons l'écart temporel qui sépare deux dates, pour être sûr qu'il est bien de 5 ans de partout."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"year_diff = [raw_data[\"Year\"].iloc[i+1] - raw_data[\"Year\"].iloc[i] for i in range(len(raw_data)-1)]\n",
"unique_years = []\n",
"for year in year_diff:\n",
" if year not in unique_years:\n",
" unique_years.append(year)\n",
"count_year_diff = {year: sum([i == year for i in year_diff]) for year in unique_years}"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"{5: 51, 1: 1}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"count_year_diff"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On observe que toutes les dates sont espacées de 5 ans à l'exception d'une (la dernière) que nous avions de toute façon prévu d'enlever."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reproduction du grpahique de Playfair"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Créons un objet ```DataFrame``` avec lequel nous allons travailler, et changeons la colonne qui sert d'index pour utiliser les années."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"data = raw_data.copy().set_index(\"Year\").drop(index=1821)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Wheat
\n",
"
Wages
\n",
"
\n",
"
\n",
"
Year
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
1800
\n",
"
79.0
\n",
"
28.5
\n",
"
\n",
"
\n",
"
1805
\n",
"
81.0
\n",
"
29.5
\n",
"
\n",
"
\n",
"
1810
\n",
"
99.0
\n",
"
30.0
\n",
"
\n",
"
\n",
"
1815
\n",
"
78.0
\n",
"
NaN
\n",
"
\n",
"
\n",
"
1820
\n",
"
54.0
\n",
"
NaN
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Wheat Wages\n",
"Year \n",
"1800 79.0 28.5\n",
"1805 81.0 29.5\n",
"1810 99.0 30.0\n",
"1815 78.0 NaN\n",
"1820 54.0 NaN"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Voyons un aperçu des données. Pour commencer, reproduisons le grpahique de Playfair"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Evolution des prix du blé et des salaires des ouvriers \\n en Angleterre entre 1560 et 1820')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"\n",
"ax.plot(data.index, data[\"Wages\"], label=\"Salaires\", color=\"red\")\n",
"ax.fill_between(data.index, data[\"Wages\"], alpha=0.3)\n",
"ax.bar(data.index, data[\"Wheat\"], width=5, color=\"grey\", alpha=0.6, label=\"Prix du blé\")\n",
"ax.legend()\n",
"ax.set_ylabel(\"Shillings\")\n",
"ax.set_xlabel(\"Année\")\n",
"ax.set_title(\"Evolution des prix du blé et des salaires des ouvriers \\n en Angleterre entre 1560 et 1820\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Amélioration du graphique de Playfair"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous proposerons ici une amélioration du graphique de Playfair, en mettant tout d'abord chaque série de données sur un axe des ordonnées différent. Les salaires seront représentés sur l'axe de gauche, et les prix du blé, sur l'axe de droite. Nous proposons aussi de représenter les prix du blé sous une autre forme, en ajoutant à la fois un nuage de points et une ligne représentant une moyenne glissante sur 3 périodes. Nous utiliserons aussi des couleurs adaptées aux personnes différenciant mal les couleurs."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"CB_color_cycle = ['#377eb8', '#ff7f00', '#4daf4a',\n",
" '#f781bf', '#a65628', '#984ea3',\n",
" '#999999', '#e41a1c', '#dede00']"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"prices_ma = data[\"Wheat\"].rolling(window=3).mean()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots()\n",
"\n",
"ax1.plot(\n",
" data.index, \n",
" data[\"Wages\"], \n",
" label=\"Salaires\",\n",
" color=CB_color_cycle[0]\n",
")\n",
"\n",
"ax1.set_ylabel(\"Salaires \\n (en shillings par semaine)\")\n",
"ax1.set_xlabel(\"Année\")\n",
"ax1.set_title(\"Evolution des prix du blé et des salaires des ouvriers \\n en Angleterre entre 1560 et 1820\")\n",
"\n",
"ax2 = ax1.twinx()\n",
"ax2.scatter(\n",
" data.index, \n",
" data[\"Wheat\"], \n",
" color=CB_color_cycle[3], \n",
" alpha=0.3,\n",
" label=\"Prix du blé\"\n",
")\n",
"ax2.plot(\n",
" data.index,\n",
" prices_ma,\n",
" color=CB_color_cycle[3],\n",
" label=\"Prix du blé (moyenne glissante)\"\n",
")\n",
"ax2.set_ylabel(\"Prix du blé \\n (en shillings par quart de boisseau de blé)\")\n",
"fig.legend(loc=\"upper left\", bbox_to_anchor=(0.12, 0.9))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analyse de l'évolution du pouvoir d'achat des ouviers au cours du temps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculons le pouvoir d'achat des ouvriers, défini comme la quantité de blé (en boisseaux) qu'il est possible d'acheter avec une semaine de salaire."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"purchasing_power = data[\"Wages\"] / data[\"Wheat\"] / 4"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,\"Evolution du pouvoir d'achat des ouvriers \\n en Angleterre entre 1560 et 1820\")"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(\n",
" data.index,\n",
" purchasing_power,\n",
" label=\"Pouvoir d'achat\",\n",
" color=CB_color_cycle[1]\n",
")\n",
"ax.legend()\n",
"ax.set_ylabel(\"Pouvoir d'achat (en boissaux de blé \\n achetés par semaine de travail)\")\n",
"ax.set_xlabel(\"Année\")\n",
"ax.set_title(\"Evolution du pouvoir d'achat des ouvriers \\n en Angleterre entre 1560 et 1820\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous proposons ensuite une visualisation des salaires en fonction des prix du blé. L'année des données n'apparaît pas directement ici mais elle a été représentée de la façon suivante : plus un point est foncé, plus il représente une donnée récente. Nous représenterons de plus le pouvoir d'achat moyen sur la période par une ligne pointillée verte, et le puvoir d'achat en début de période par une ligne continue violette."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Corrélation entre salaires des ouvriers anglais \\n et prix du blé entre 1565 et 1820')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mean_pp = data[\"Wheat\"].sort_values() * purchasing_power.mean() * 4\n",
"min_pp = data[\"Wheat\"].sort_values() * purchasing_power.iloc[0] * 4\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(\n",
" data[\"Wheat\"],\n",
" data[\"Wages\"],\n",
" c=data.index,\n",
" cmap='gray_r'\n",
")\n",
"ax.plot(\n",
" data[\"Wheat\"].sort_values(),\n",
" mean_pp,\n",
" label=\"Mean purchasing power over the period\",\n",
" color=CB_color_cycle[2],\n",
" linestyle=\"--\"\n",
")\n",
"ax.plot(\n",
" data[\"Wheat\"].sort_values(),\n",
" min_pp,\n",
" label=\"Purchasing power at the beginning of the period\",\n",
" color=CB_color_cycle[5],\n",
")\n",
"\n",
"ax.set_ylabel(\"Salaires \\n (en shillings par semaine)\")\n",
"ax.set_xlabel(\"Prix du blé \\n (en shillings par quart de boisseau de blé)\")\n",
"ax.set_title(\"Corrélation entre salaires des ouvriers anglais \\n et prix du blé entre 1565 et 1820\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sur les deux graphiques ci-dessus, nous voyons clairement que le pouvoir d'achat tel que nous l'avons défini a progressé sur la période considérée. Le premier graphique nous permet de voir une évolution à la hausse de la quantité de blé qu'il est possible d'acheter avec le fruit d'une semaine de travail. Le second graphique nous montre bien que toutes les années où le pouvoir d'achat est plus haut que sur l'ensemble de la période sont des années récentes, et les années plus anciennes correspondent bien à un pouvoir d'achat plus faible."
]
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}