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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn import datasets\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"target_names: ['setosa' 'versicolor' 'virginica']\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" <th>target</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"\n",
" target \n",
"0 0 \n",
"1 0 \n",
"2 0 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = datasets.load_iris()\n",
"x = pd.DataFrame(iris['data'], columns=iris['feature_names'])\n",
"print(\"target_names: \"+str(iris['target_names']))\n",
"y = pd.DataFrame(iris['target'], columns=['target'])\n",
"iris_data = pd.concat([x,y], axis=1)\n",
"iris_data.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['setosa', 'versicolor', 'virginica'], \n",
" dtype='<U10')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris['target_names']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"target_name = {\n",
" 0:'setosa',\n",
" 1:'versicolor',\n",
" 2:'virginica'\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>target_name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>1.4</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>1.4</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>1.3</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>1.5</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>1.4</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal length (cm) petal length (cm) target_name\n",
"0 5.1 1.4 setosa\n",
"1 4.9 1.4 setosa\n",
"2 4.7 1.3 setosa\n",
"3 4.6 1.5 setosa\n",
"4 5.0 1.4 setosa"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris_data['target_name'] = iris_data['target'].map(target_name)\n",
"iris_data = iris_data[(iris_data['target_name'] == 'setosa')|(iris_data['target_name'] == 'versicolor')]\n",
"iris_data = iris_data[['sepal length (cm)','petal length (cm)','target_name']]\n",
"iris_data.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"target_class = {\n",
" 'setosa':1,\n",
" 'versicolor':-1\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"iris_data['target_class'] = iris_data['target_name'].map(target_class)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"del iris_data['target_name']"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>target_class</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>1.4</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>1.4</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>1.3</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>1.5</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>1.4</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal length (cm) petal length (cm) target_class\n",
"0 5.1 1.4 1\n",
"1 4.9 1.4 1\n",
"2 4.7 1.3 1\n",
"3 4.6 1.5 1\n",
"4 5.0 1.4 1"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris_data.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def sign(z):\n",
" if z > 0:\n",
" return 1\n",
" else:\n",
" return -1"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 0\n",
"x: [ 1. 5.1 1.4]\n",
"w: [ 1. 5.1 1.4]\n"
]
},
{
"data": {
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zc5u576W/8UbHKtpGH61e5T1yDFPbV1A+tYLRxzTgL67v9vmBDqklKrqEuy5Y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\n8f8BOdR2Ny1R7QMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f8a1630>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 1\n",
"x: [ 1. 7. 4.7]\n",
"w: [ 0. -1.9 -3.3]\n"
]
},
{
"data": {
"image/png": 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1cWYzuvME/FEfkz4Zl+5w0icaxfXEY+R2ORzP/XcTb9mKokeeoPCNBUQP75Tu6IQQotrq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\npVyhAUgppZQrNAAppZRyhQYgpZRSrvh/CUEYVTp8LmwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f8dc0f0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 2\n",
"x: [ 1. 5.1 1.4]\n",
"w: [ 1. 3.2 -1.9]\n"
]
},
{
"data": {
"image/png": 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Ea32C1vp4KtaERgNzG3NTpdRgpdSyxrw2UrxDhlF0wcUkff8tKf/+l9XhiCbI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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f06358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 3\n",
"x: [ 1. 7. 4.7]\n",
"w: [ 0. -3.8 -6.6]\n"
]
},
{
"data": {
"image/png": 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RHGW5/nOc1vq4So+kFjrqKJN58/w8/7ydMWNc3H67m3nzwowbF6RxY8lEQoia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\nUxysqHUkAQlRwxW13E7mgxksXOild28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4Y0woOsvjbNA9He4L8nXXzjvTUjrdtXdIzfOk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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x112f0e358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 4\n",
"x: [ 1. 5.1 1.4]\n",
"w: [ 1. 1.3 -5.2]\n"
]
},
{
"data": {
"image/png": 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CbN8eZM+eAC0t7h8neXkOGzZE2bYtytatEVavjmV9uG4s/dWXTYotM4otM7oDyq50EtBx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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x113153518>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 5\n",
"x: [ 1. 4.6 1.5]\n",
"w: [ 2. 5.9 -3.7]\n"
]
},
{
"data": {
"image/png": 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IzNR5800bN97ooFMnJzfckMrrr1s5eNDoxEIIER2RjDj8omnaHOD5oo+vBH6N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\njDFOWAIyxhjjxP8DRSnTmKlBmHwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1133009e8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 6\n",
"x: [ 1. 7. 4.7]\n",
"w: [ 1. -1.1 -8.4]\n"
]
},
{
"data": {
"image/png": 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mZlBW1j/PCoplbBsDAa7fWsqn9bV8NHpvcmw2DsQc8fTkGanyfYs1ia1nUim2VE9mSbcR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\nFBaAjDHGhOL/AeLRY2bO8y+0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1136d4b00>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 7\n",
"x: [ 1. 5.1 1.4]\n",
"w: [ 2. 4. -7.]\n"
]
},
{
"data": {
"image/png": 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7bsuWitt1rVv7NlMdO9bNBRfEYrXK69ZQki0wUoCCq64roJeBbsAgYF2lT1mB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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1134f66a0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 8\n",
"x: [ 1. 5.7 3.5]\n",
"w: [ 1. -1.7 -10.5]\n"
]
},
{
"data": {
"image/png": 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MgQPb1mcqSqGXduiJ9Mq7BATRVuwva/7DqrqVjOo7Om3XDZsmdsPAMAzGuGUYQBSAYBD7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\nZgHXlI6pyvbvkqYDdwKPlo6nIV+uWWX7xdKxtOF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"text/plain": [
"<matplotlib.figure.Figure at 0x113483898>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"iterator: 9\n",
"x: [ 1. 5.1 1.4]\n",
"w: [ 2. 3.4 -9.1]\n"
]
},
{
"data": {
"image/png": 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3cmTL2nXJtPdRMjxvnZHYoiMJKLa6SkCDgcHAg8B/t/qSH9iulKqMd3AgCehU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\nMzMrwgnIzMyK+D9kGU6dtbQYRQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11313eb70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"w = np.array([0.,0.,0.])\n",
"error = 1\n",
"iterator = 0\n",
"while error != 0:\n",
" error = 0\n",
" for i in range(len(iris_data)):\n",
" x,y = np.concatenate((np.array([1.]), np.array(iris_data.iloc[i])[:2])), np.array(iris_data.iloc[i])[2]\n",
" if sign(np.dot(w,x)) != y:\n",
" print(\"iterator: \"+str(iterator))\n",
" iterator += 1\n",
" error += 1\n",
" sns.lmplot('sepal length (cm)','petal length (cm)',data=iris_data, fit_reg=False, hue ='target_class')\n",
" \n",
" # 前一個Decision boundary 的法向量\n",
" if w[1] != 0:\n",
" x_last_decision_boundary = np.linspace(0,w[1])\n",
" y_last_decision_boundary = (w[2]/w[1])*x_last_decision_boundary\n",
" plt.plot(x_last_decision_boundary, y_last_decision_boundary,'c--')\n",
" w += y*x \n",
" print(\"x: \" + str(x)) \n",
" print(\"w: \" + str(w))\n",
" # x向量 \n",
" x_vector = np.linspace(0,x[1])\n",
" y_vector = (x[2]/x[1])*x_vector\n",
" plt.plot(x_vector, y_vector,'b')\n",
" # Decision boundary 的方向向量\n",
" x_decision_boundary = np.linspace(-0.5,7)\n",
" y_decision_boundary = (-w[1]/w[2])*x_decision_boundary - (w[0]/w[2])\n",
" plt.plot(x_decision_boundary, y_decision_boundary,'r')\n",
" # Decision boundary 的法向量\n",
" x_decision_boundary_normal_vector = np.linspace(0,w[1])\n",
" y_decision_boundary_normal_vector = (w[2]/w[1])*x_decision_boundary_normal_vector\n",
" plt.plot(x_decision_boundary_normal_vector, y_decision_boundary_normal_vector,'g')\n",
" plt.xlim(-0.5,7.5)\n",
" plt.ylim(5,-3)\n",
" plt.show()\n"
]
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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