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Created August 28, 2019 11:41
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot spiral data set and draw decision boundary"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Loading data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# This code is the copy of \"Spriral dataset\" from \"ゼロから作るDeep Learning ❷ ―自然言語処理編\"\n",
"# https://www.amazon.co.jp/dp/4873118360/\n",
"# https://github.com/oreilly-japan/deep-learning-from-scratch-2/blob/master/dataset/spiral.py\n",
"\n",
"def load_data(seed=1984):\n",
" np.random.seed(seed)\n",
" N = 100 # クラスごとのサンプル数\n",
" DIM = 2 # データの要素数\n",
" CLS_NUM = 3 # クラス数\n",
" \n",
" x = np.zeros((N*CLS_NUM, DIM))\n",
" t = np.zeros((N*CLS_NUM, CLS_NUM), dtype=np.int)\n",
" \n",
" for j in range(CLS_NUM):\n",
" for i in range(N):#N*j, N*(j+1)):\n",
" rate = i / N\n",
" radius = 1.0*rate\n",
" theta = j*4.0 + 4.0*rate + np.random.randn()*0.2\n",
" \n",
" ix = N*j + i\n",
" x[ix] = np.array([radius*np.sin(theta), radius*np.cos(theta)]).flatten()\n",
" t[ix, j] = 1\n",
" \n",
" return x, t"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Looking into data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"# load data and create meshgrid\n",
"x, t = load_data()\n",
"\n",
"markers = np.array(['o', 'x', '^'])\n",
"target = np.where(t == 1)[1]\n",
"\n",
"df = pd.DataFrame(x, columns=['x', 'y'])\n",
"df['markers'] = markers[target]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2], dtype=int64)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o',\n",
" 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o',\n",
" 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o',\n",
" 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o',\n",
" 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o',\n",
" 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o',\n",
" 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o',\n",
" 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'o', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x', 'x',\n",
" 'x', 'x', 'x', 'x', 'x', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^', '^',\n",
" '^'], dtype='<U1')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"markers[target]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>markers</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-0.000977</td>\n",
" <td>0.009952</td>\n",
" <td>o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.005127</td>\n",
" <td>0.019332</td>\n",
" <td>o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.000386</td>\n",
" <td>0.029998</td>\n",
" <td>o</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.014251</td>\n",
" <td>0.037375</td>\n",
" <td>o</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y markers\n",
"0 -0.000000 0.000000 o\n",
"1 -0.000977 0.009952 o\n",
"2 0.005127 0.019332 o\n",
"3 -0.000386 0.029998 o\n",
"4 0.014251 0.037375 o"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>300.000000</td>\n",
" <td>300.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>-0.017947</td>\n",
" <td>-0.028442</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.413088</td>\n",
" <td>0.397079</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-0.922351</td>\n",
" <td>-0.888673</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-0.247717</td>\n",
" <td>-0.330615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>-0.000193</td>\n",
" <td>-0.005935</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.253831</td>\n",
" <td>0.204816</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>0.988995</td>\n",
" <td>0.958088</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y\n",
"count 300.000000 300.000000\n",
"mean -0.017947 -0.028442\n",
"std 0.413088 0.397079\n",
"min -0.922351 -0.888673\n",
"25% -0.247717 -0.330615\n",
"50% -0.000193 -0.005935\n",
"75% 0.253831 0.204816\n",
"max 0.988995 0.958088"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set()\n",
"ax = sns.scatterplot(x=\"x\", y=\"y\", hue=\"markers\", style=\"markers\", data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Draw decision boundary"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"text/plain": [
"array([[-1.0223507 , -0.98867266],\n",
" [-1.0123507 , -0.98867266],\n",
" [-1.0023507 , -0.98867266],\n",
" ...,\n",
" [ 1.0676493 , 1.05132734],\n",
" [ 1.0776493 , 1.05132734],\n",
" [ 1.0876493 , 1.05132734]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Prerequisites\n",
"\n",
"import seaborn as sns\n",
"sns.set()\n",
"\n",
"# Parameters\n",
"n_classes = 3\n",
"plot_colors = \"ryb\"\n",
"h = 0.01\n",
"\n",
"# load data and create meshgrid\n",
"X, t = load_data()\n",
"y = np.argmax(t, axis=1)\n",
"\n",
"x_min, x_max = X[:, 0].min() - .1, X[:, 0].max() + .1\n",
"y_min, y_max = X[:, 1].min() - .1, X[:, 1].max() + .1\n",
"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
"\n",
"np.c_[xx.ravel(), yy.ravel()] # shape: 43460, 2 "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def draw_decision_boundary(clf, ax, title, fig):\n",
" \n",
" # Train\n",
" clf = clf.fit(X,y)\n",
" \n",
" # Plot the decision boundary\n",
" ax.set_title(title)\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n",
" \n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" cf = ax.contourf(xx, yy, Z, cmap=plt.cm.YlGnBu) # (YlGnBu, RdYlBu)\n",
" cbar = fig.colorbar(cf, ticks=[0, 1, 2], ax=ax)\n",
" cbar.ax.set_yticklabels(['o', 'x', '^']) \n",
" \n",
" # Plot the training points\n",
" ax = sns.scatterplot(x=\"x\", y=\"y\", hue=\"markers\", style=\"markers\", data=df, ax=ax)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## k-NN"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# k-NN\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
"fig, axes = plt.subplots(1, 4, figsize=(16, 4), sharex=True, sharey=True)\n",
"\n",
"for ax, n_neighbors in zip(axes.flat, (1, 3, 6, 10)):\n",
" clf = KNeighborsClassifier(n_neighbors=n_neighbors)\n",
" title = \"{} neighbor(s)\".format(n_neighbors)\n",
" draw_decision_boundary(clf, ax, title, fig)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Logistic Regression"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Logistic Regression\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"fig, axes = plt.subplots(1, 4, figsize=(16, 4), sharex=True, sharey=True)\n",
"\n",
"# C: \n",
"# Inverse of regularization strength; must be a positive float. Like in support vector machines, \n",
"# smaller values specify stronger regularization.\n",
"\n",
"for ax, C in zip(axes.flat, (0.01, 0.1, 1, 100)):\n",
" # https://machinelearningmastery.com/how-to-fix-futurewarning-messages-in-scikit-learn/\n",
" #clf = LogisticRegression(C=C).fit(X,y)\n",
" clf = LogisticRegression(solver='lbfgs', multi_class='ovr', C=C)\n",
" title = \"C={}\".format(C)\n",
" draw_decision_boundary(clf, ax, title, fig)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Neural Network"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"code_folding": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\kodama\\notebook\\scikit-learn\\venv\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:566: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (2000) reached and the optimization hasn't converged yet.\n",
" % self.max_iter, ConvergenceWarning)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Neural Network\n",
"\n",
"from sklearn.neural_network import MLPClassifier\n",
"\n",
"fig, axes = plt.subplots(1, 4, figsize=(16, 4), sharex=True, sharey=True)\n",
"\n",
"for ax, n in zip(axes.flat, (3, 8, 10, 15)):\n",
" clf = MLPClassifier(hidden_layer_sizes=[n, n], solver='adam', max_iter=2000)\n",
" title = \"hidden_layer={}\".format(n)\n",
" draw_decision_boundary(clf, ax, title, fig)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Decision Tree Regressor"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Decision Tree Regressor\n",
"from sklearn.tree import DecisionTreeRegressor\n",
"\n",
"fig, axes = plt.subplots(1, 4, figsize=(16, 4), sharex=True, sharey=True)\n",
"\n",
"for ax, max_depth in zip(axes.flat, (1, 3, 6, 8)):\n",
" clf = DecisionTreeRegressor(max_depth=max_depth)\n",
" title = \"max_depth={}\".format(max_depth)\n",
" draw_decision_boundary(clf, ax, title, fig)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Decision Tree Classifier"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Decision Tree Classifier\n",
"from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
"\n",
"fig, axes = plt.subplots(1, 4, figsize=(16, 4), sharex=True, sharey=True)\n",
"\n",
"for ax, max_depth in zip(axes.flat, (1, 3, 6, 8)):\n",
" clf = DecisionTreeClassifier(max_depth=max_depth)\n",
" title = \"max_depth={}\".format(max_depth)\n",
" draw_decision_boundary(clf, ax, title, fig)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SVM"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\users\\kodama\\notebook\\scikit-learn\\venv\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Support Vector Machine\n",
"\n",
"from sklearn.svm import LinearSVC\n",
"\n",
"fig, axes = plt.subplots(1, 4, figsize=(16, 4), sharex=True, sharey=True)\n",
"\n",
"for ax, C in zip(axes.flat, (0.01, 0.1, 1, 100)):\n",
" clf = LinearSVC(C=C)\n",
" title = \"C={}\".format(C)\n",
" draw_decision_boundary(clf, ax, title, fig)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SVM with kernel"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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