{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Base d'apprentissage et de test\n",
"\n",
"Le modèle est estimé sur une base d'apprentissage et évalué sur une base de test."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from teachpyx.datasets import load_wines_dataset\n",
"\n",
"df = load_wines_dataset()\n",
"X = df.drop([\"quality\", \"color\"], axis=1)\n",
"y = df[\"quality\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On divise en base d'apprentissage et de test avec la fonction [train_test_split](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
KNeighborsRegressor(n_neighbors=1)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"
],
"text/plain": [
" expected prediction\n",
"2763 6 5.0\n",
"4504 5 6.0\n",
"1063 6 7.0\n",
"2238 5 5.0\n",
"6118 6 6.0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas\n",
"\n",
"res = pandas.DataFrame(dict(expected=y_test, prediction=prediction))\n",
"res.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n",
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n",
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n",
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n"
]
},
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from seaborn import jointplot\n",
"\n",
"ax = jointplot(res, x=\"expected\", y=\"prediction\", kind=\"kde\")\n",
"ax.ax_marg_y.set_title(\"Distribution valeurs attendues\\nvaleurs prédites\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Le résultat paraît acceptable. On enlève les réponses correctes."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n",
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n",
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n",
"/home/xadupre/.local/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
" with pd.option_context('mode.use_inf_as_na', True):\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = res[\"diff\"].hist(bins=15, figsize=(3, 3))\n",
"ax.set_title(\"Répartition des différences\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si on fait la moyenne des erreurs en valeur absolue :"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5452307692307692"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy\n",
"\n",
"numpy.abs(res[\"diff\"]).mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Le modèle se trompe en moyenne d'un demi point. Le module *scikit-learn* propose de nombreuses [métriques](https://scikit-learn.org/stable/modules/classes.html#sklearn-metrics-metrics) pour évaluer les résultats. On s'intéresse plus particulièrement à celle de la [régression](https://scikit-learn.org/stable/modules/classes.html#regression-metrics). Celle qu'on a utilisée s'appelle [mean_absolute_error](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_error.html#sklearn.metrics.mean_absolute_error)."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5452307692307692"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import mean_absolute_error\n",
"\n",
"mean_absolute_error(y_test, prediction)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Un autre indicateur très utilisé : [R2](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.r2_score.html#sklearn.metrics.r2_score)."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.052827181324763384"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import r2_score\n",
"\n",
"r2_score(y_test, prediction)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Une valeur négative implique que le modèle fait moins bien que si la prédiction était constante et égale à la moyenne des notes sur la base de test. Essayons."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"const = numpy.mean(y_test) * numpy.ones(y_test.shape[0])\n",
"r2_score(y_test, const)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pour être rigoureux, il faudrait prendre la moyenne des notes sur la base d'apprentissage, celles des vins connus."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.0033815067443303537"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"const = numpy.mean(y_train) * numpy.ones(y_test.shape[0])\n",
"r2_score(y_test, const)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sensiblement pareil et on sait maintenant que le modèle n'est pas bon. On cherche une explication. Une raison possible est que les bases d'apprentissage et de test ne sont pas homogènes : le modèle apprend sur des données et est testé sur d'autres qui n'ont rien à voir. On commence par regarder la distribution des notes."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
base
\n",
"
test
\n",
"
train
\n",
"
ratio
\n",
"
\n",
"
\n",
"
y
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
3
\n",
"
12
\n",
"
18
\n",
"
0.666667
\n",
"
\n",
"
\n",
"
4
\n",
"
53
\n",
"
163
\n",
"
0.325153
\n",
"
\n",
"
\n",
"
5
\n",
"
563
\n",
"
1575
\n",
"
0.357460
\n",
"
\n",
"
\n",
"
6
\n",
"
690
\n",
"
2146
\n",
"
0.321528
\n",
"
\n",
"
\n",
"
7
\n",
"
268
\n",
"
811
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"
0.330456
\n",
"
\n",
"
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8
\n",
"
37
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"
156
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0.237179
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"
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9
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2
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3
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0.666667
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\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"base test train ratio\n",
"y \n",
"3 12 18 0.666667\n",
"4 53 163 0.325153\n",
"5 563 1575 0.357460\n",
"6 690 2146 0.321528\n",
"7 268 811 0.330456\n",
"8 37 156 0.237179\n",
"9 2 3 0.666667"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ys = pandas.DataFrame(dict(y=y_train))\n",
"ys[\"base\"] = \"train\"\n",
"ys2 = pandas.DataFrame(dict(y=y_test))\n",
"ys2[\"base\"] = \"test\"\n",
"ys = pandas.concat([ys, ys2])\n",
"ys[\"compte\"] = 1\n",
"piv = (\n",
" ys.groupby([\"base\", \"y\"], as_index=False)\n",
" .count()\n",
" .pivot(index=\"y\", columns=\"base\", values=\"compte\")\n",
")\n",
"piv[\"ratio\"] = piv[\"test\"] / piv[\"train\"]\n",
"piv"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On voit le ratio entre les deux classes est à peu près égal à 1/3 sauf pour les notes sous-représentées. On voit également que les classes 5,6,7 sont sur-représentées. Autrement dit, si je choisis un vin au hasard, il y a 90% de chance que sa note soit 5, 6 ou 7."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}