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f82c1c4a1227cdba8ff3317d228324d6
mooc-rr
Commits
d5fdaac7
Commit
d5fdaac7
authored
Mar 30, 2024
by
f82c1c4a1227cdba8ff3317d228324d6
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8aafab84
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exercice.ipynb
module3/exo3/exercice.ipynb
+20
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module3/exo3/exercice.ipynb
View file @
d5fdaac7
...
@@ -9,7 +9,7 @@
...
@@ -9,7 +9,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
null
,
"execution_count":
1
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -22,7 +22,7 @@
...
@@ -22,7 +22,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
null
,
"execution_count":
2
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -32,7 +32,7 @@
...
@@ -32,7 +32,7 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
null
,
"execution_count":
3
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -53,14 +53,14 @@
...
@@ -53,14 +53,14 @@
"source": [
"source": [
"# Charger les données dans une table de pandas\n",
"# Charger les données dans une table de pandas\n",
"# data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0], names = ['Date', 'Concentration'])\n",
"# data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0], names = ['Date', 'Concentration'])\n",
"data = pd.read_csv(data_file, skiprows=44, names = ['Date', 'Concentration'])\n",
"data = pd.read_csv(data_file, skiprows=44,
sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0],
names = ['Date', 'Concentration'])\n",
"# Affichage des premières lignes des données pour vérification\n",
"# Affichage des premières lignes des données pour vérification\n",
"print(data.head())"
"print(data.head())"
]
]
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
null
,
"execution_count":
11
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [],
"source": [
"source": [
...
@@ -87,9 +87,22 @@
...
@@ -87,9 +87,22 @@
},
},
{
{
"cell_type": "code",
"cell_type": "code",
"execution_count":
null
,
"execution_count":
7
,
"metadata": {},
"metadata": {},
"outputs": [],
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"source": [
"# Réalisation du graphique pour montrer l'oscillation (300 dernières lignes du tableau)\n",
"# Réalisation du graphique pour montrer l'oscillation (300 dernières lignes du tableau)\n",
"plt.figure(figsize=(15, 6))\n",
"plt.figure(figsize=(15, 6))\n",
...
...
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