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26c634550904aba62520384fc8aa7dec
mooc-rr
Commits
b98ae817
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b98ae817
authored
Apr 22, 2020
by
26c634550904aba62520384fc8aa7dec
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exercice.ipynb
module3/exo3/exercice.ipynb
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module3/exo3/exercice.ipynb
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b98ae817
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@@ -470,6 +470,136 @@
"\n",
"![Graphique Original] (https://fr.wikipedia.org/wiki/William_Playfair#/media/File:Chart_Showing_at_One_View_the_Price_of_the_Quarter_of_Wheat,_and_Wages_of_Labour_by_the_Week,_from_1565_to_1821.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": true,
"hideOutput": true
},
"source": [
"Première étape : graphique standard de Pandas\n",
"- les deux colonnes sont sous forme linéaire"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AxesSubplot(0.125,0.125;0.775x0.755)\n"
]
},
{
"data": {
"text/plain": [
"array([<matplotlib.axes._subplots.AxesSubplot object at 0x7f9106d4eba8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7f9106cf58d0>],\n",
" dtype=object)"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sorted_data.plot(title= \"Evolution des salaires et du prix du blé\")\n",
"print(graphique1)\n",
"sorted_data.plot(subplots=True,title= [\"Evolution du prix du blé\", \"Evolution des salaires\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On va maintenant essayer de travailler sur le graphique pour arriver à avoir ce que l'on veut !\n",
"Après beaucoup de labeur, j'ai réussi à modifier certains élements du graphique grace au code ci-dessous.\n"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f9107156588>"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"graphique1 = plt.figure()\n",
"ax = graphique1.add_subplot(111)\n",
"plt.ylabel('Livres')\n",
"sorted_data.plot(title= \"Evolution des salaires et du prix du blé\",ax=ax)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On va maintenant essayer de raffiner !"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"graphique1 = plt.figure()\n",
"ax = graphique1.add_subplot(111)\n",
"plt.ylabel('Livres')\n",
"\n",
"sorted_data['Wheat'].plot(kind='bar',ax=ax,legend=True,color='black')\n",
"sorted_data['Wages'].plot(title= \"Evolution des salaires et du prix du blé\",ax=ax,legend=True)"
]
}
],
"metadata": {
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