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@Gedevan-Aleksizde
Last active March 3, 2020 15:56
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.special import expit\n",
"import pandas as pd\n",
"from sklearn.linear_model import LogisticRegression\n",
"from plotnine import *\n",
"\n",
"thm = theme_classic() + theme(\n",
" aspect_ratio=1.0,\n",
" figure_size=(5, 5)\n",
")\n",
"\n",
"import warnings\n",
"from matplotlib import MatplotlibDeprecationWarning\n",
"from plotnine.exceptions import PlotnineWarning\n",
"warnings.simplefilter('ignore', category=DeprecationWarning)\n",
"warnings.simplefilter('ignore', category=MatplotlibDeprecationWarning)\n",
"warnings.simplefilter('ignore', category=PlotnineWarning)\n",
"\n",
"np.random.seed(42)\n",
"n = 1000\n",
"logisCurve = lambda x: expit((x - .5) * 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\"logistic\" plot by Data Science Central"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 500x503.247 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363273709580533)>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame({'x': np.random.uniform(low=0, high=1, size=n),\n",
" 'y': np.random.uniform(low=0, high=1, size=n)\n",
" }).assign(label = lambda d: logisCurve(d['x']) <= d['y'])\n",
"ggplot(df, aes(x='x', y='y', color='label')\n",
" ) + geom_point() + scale_color_discrete(\n",
" breaks=[True, False]) + stat_function(fun=logisCurve, size=1.5, color='black') + thm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"typical logistic plot"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 500x503.247 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8762990917324)>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2 = pd.DataFrame({'x': np.random.uniform(0, 1, size=100)}).assign(\n",
" y=lambda d: (logisCurve(d.x) > .5).astype(float))\n",
"ggplot(df2) + geom_point(\n",
" aes(x='x', y='y', color='y')\n",
" ) + stat_function(fun=logisCurve, size=1, linetype='-.') + thm"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"X = df[['x', 'y']].values\n",
"y = df['label'].values\n",
"\n",
"logis = LogisticRegression(random_state=42, solver='lbfgs')\n",
"logis.fit(X, y)\n",
"df['pred'] = logis.predict(X)\n",
"df['acc'] = df[['label', 'pred']].apply(lambda x: 'correct' if x[0] == x[1] else 'incorrect', 1)\n",
"\n",
"def separator(x):\n",
" a, b, c = logis.coef_[0].tolist() + list(logis.intercept_)\n",
" return -a/b * x - c/b"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"comparison with the true logistic classification"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 500x503.247 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363273888121877)>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ggplot(df, aes(x='x', y='y', color='pred', size='acc', shape='acc')\n",
" ) + geom_point() + scale_color_discrete(\n",
" name='prediction', breaks=[True, False]) + scale_shape_discrete(\n",
" name='accuracy') + scale_size_discrete(name='accuracy') + stat_function(\n",
" fun=logisCurve, size=1.5, color='black') + stat_function(\n",
" fun=separator, linetype='-.', size=1, color='black') + coord_cartesian(ylim=[0, 1]) + thm"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.6",
"language": "python",
"name": "python3.6"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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