python-pour-finance/04-Visualisation-Matplotlib.../04-02-Pandas Visualisation/Pandas Visualisation Exerci...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exercices Visualisation Pandas - Solutions\n",
"\n",
"C'est un exercice rapide pour vous permettre de passer en revue les différentes graphiques que nous avons montrées plus tôt. Utilisez **df3** pour reproduire les tracés suivants. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"df3 = pd.read_csv('df3')\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 500 entries, 0 to 499\n",
"Data columns (total 4 columns):\n",
"a 500 non-null float64\n",
"b 500 non-null float64\n",
"c 500 non-null float64\n",
"d 500 non-null float64\n",
"dtypes: float64(4)\n",
"memory usage: 15.8 KB\n"
]
}
],
"source": [
"df3.info()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>a</th>\n",
" <th>b</th>\n",
" <th>c</th>\n",
" <th>d</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.336272</td>\n",
" <td>0.325011</td>\n",
" <td>0.001020</td>\n",
" <td>0.401402</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.980265</td>\n",
" <td>0.831835</td>\n",
" <td>0.772288</td>\n",
" <td>0.076485</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.480387</td>\n",
" <td>0.686839</td>\n",
" <td>0.000575</td>\n",
" <td>0.746758</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.502106</td>\n",
" <td>0.305142</td>\n",
" <td>0.768608</td>\n",
" <td>0.654685</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.856602</td>\n",
" <td>0.171448</td>\n",
" <td>0.157971</td>\n",
" <td>0.321231</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" a b c d\n",
"0 0.336272 0.325011 0.001020 0.401402\n",
"1 0.980265 0.831835 0.772288 0.076485\n",
"2 0.480387 0.686839 0.000575 0.746758\n",
"3 0.502106 0.305142 0.768608 0.654685\n",
"4 0.856602 0.171448 0.157971 0.321231"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df3.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Recréez ce nuage de points de b en fonction de a. Notez la couleur et la taille des points. Notez également la taille des chiffres. Voyez si vous pouvez trouver un moyen de l'étirer de la même façon. Si besoin revoyez le notebook Matplotlib...**"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b398390>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df3.plot.scatter(x='a',y='b',figsize=(12,3),s=50,c='red')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer un histogramme de la colonne 'a'.**"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b4b3410>"
]
},
"execution_count": 7,
"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"
}
],
"source": [
"df3['a'].plot.hist()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Ces graphiques sont biens, mais les finitions ne sont pas extras. Utilisez les feuilles de style pour définir le style sur 'ggplot' et refaire le même histogramme qu'au-dessus. Trouvez aussi comment y ajouter des bandes supplémentaires.**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b7e2150>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('ggplot')\n",
"df3['a'].plot.hist(bins=20,alpha=0.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer une boîte à moustache comparant les colonnes 'a' et 'b'.**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b908910>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df3[['a','b']].plot.box()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer un diagramme d'estimation de la densité du noyau (kde) de la colonne 'd'**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d6e6c90>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df3['d'].plot.density()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Déterminez comment augmenter la largeur de la ligne et faire en sorte que le style de ligne soit en pointillés. (Note: En général, on ne trace pas de kde)**"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d7d6ed0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df3['d'].plot.kde(lw=5,ls='--')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer un graphique de surface de toutes les colonnes pour les lignes seulement jusqu'à la 30ème.**"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d7a8110>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df3.loc[0:30].plot.area(alpha=0.4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Défi Bonus !\n",
"Il est possible que cela vous semble compliqué, référez-vous aux solutions si vous n'arrivez pas à trouver !\n",
"**Remarquez comment la légende de notre figure précédente recouvrait une partie du diagramme. Savez-vous comment afficher la légende à l'extérieur du tracé comme indiqué ci-dessous?**\n",
"\n",
"**Essayez de faire une recherche sur Google pour trouver un bon lien sur stackoverflow à ce sujet. Si vous n'arrivez pas à en trouver, utilisez celui-ci comme indice. - [Lien Stackoverflow.](http://stackoverflow.com/questions/23556153/how-to-put-legend-outside-the-plot-with-pandas)**"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = plt.figure()\n",
"df3.loc[0:30].plot.area(alpha=0.4)\n",
"plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bon travail!"
]
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}