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@misora192
Created January 4, 2019 12:45
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.7.1 データを読む"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'sklearn.utils.Bunch'>\n",
"dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names'])\n"
]
}
],
"source": [
"# irisデータの取扱い\n",
"from sklearn.datasets import load_iris\n",
"iris_dataset = load_iris()\n",
"\n",
"print(type(iris_dataset))\n",
"print(iris_dataset.keys())"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Iris Plants Database\n",
"====================\n",
"\n",
"Notes\n",
"-----\n",
"Data Set Characteristics:\n",
" :Number of Instances: 150 (50 in each of three classes)\n",
" :Number of Attributes: 4 numeric, predictive attributes and the class\n",
" :Attribute Information:\n",
" - sepal length in cm\n",
" - sepal width in cm\n",
" - petal length in cm\n",
" - petal width in cm\n",
" \n"
]
}
],
"source": [
"# データセットの簡単な説明\n",
"print(iris_dataset[\"DESCR\"][:360])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['setosa' 'versicolor' 'virginica']\n",
"['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n"
]
}
],
"source": [
"# target_names:予測しようとしている花の種類\n",
"print(iris_dataset[\"target_names\"])\n",
"\n",
"# feature_names:それぞれの特徴量の説明\n",
"# sepal:がく petal:花弁\n",
"print(iris_dataset[\"feature_names\"])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'>\n",
"(150, 4)\n",
"[[5.1 3.5 1.4 0.2]\n",
" [4.9 3. 1.4 0.2]\n",
" [4.7 3.2 1.3 0.2]\n",
" [4.6 3.1 1.5 0.2]\n",
" [5. 3.6 1.4 0.2]\n",
" [5.4 3.9 1.7 0.4]\n",
" [4.6 3.4 1.4 0.3]\n",
" [5. 3.4 1.5 0.2]\n",
" [4.4 2.9 1.4 0.2]\n",
" [4.9 3.1 1.5 0.1]]\n",
"<class 'numpy.ndarray'>\n",
"(150,)\n",
"[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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 1 1 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 1 1 1 1 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 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
" 2 2]\n"
]
}
],
"source": [
"# data:feature_namesに対応するデータ\n",
"print(type(iris_dataset[\"data\"]))\n",
"print(iris_dataset[\"data\"].shape)\n",
"print(iris_dataset[\"data\"][:10])\n",
"\n",
"# target:測定された個々の花の種類\n",
"# 0:setosa, 1:versicolor, 2:virginica\n",
"print(type(iris_dataset[\"target\"]))\n",
"print(iris_dataset[\"target\"].shape)\n",
"print(iris_dataset[\"target\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.7.2 成功度合いの測定"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# データセットを訓練データとテストデータに分割する\n",
"from sklearn.model_selection import train_test_split\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" iris_dataset[\"data\"], iris_dataset[\"target\"], random_state=0)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(112, 4)\n",
"(38, 4)\n",
"(112,)\n",
"(38,)\n"
]
}
],
"source": [
"#訓練データには全体の75%が、テストデータには残りの25%が含まれる\n",
"print(X_train.shape)\n",
"print(X_test.shape)\n",
"print(y_train.shape)\n",
"print(y_test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.7.3 最初にすべきこと:データをよく観察する"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.9</td>\n",
" <td>3.0</td>\n",
" <td>4.2</td>\n",
" <td>1.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5.8</td>\n",
" <td>2.6</td>\n",
" <td>4.0</td>\n",
" <td>1.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>6.8</td>\n",
" <td>3.0</td>\n",
" <td>5.5</td>\n",
" <td>2.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6.9</td>\n",
" <td>3.1</td>\n",
" <td>5.1</td>\n",
" <td>2.3</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 5.9 3.0 4.2 1.5\n",
"1 5.8 2.6 4.0 1.2\n",
"2 6.8 3.0 5.5 2.1\n",
"3 4.7 3.2 1.3 0.2\n",
"4 6.9 3.1 5.1 2.3"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# データフレームに格納\n",
"import pandas as pd\n",
"iris_dataframe = pd.DataFrame(X_train, columns=iris_dataset.feature_names)\n",
"iris_dataframe.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x1080 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 訓練データの描画\n",
"# colorにtargetを入れているので、target毎に色分けされている。\n",
"\n",
"import mglearn\n",
"grr = pd.plotting.scatter_matrix(iris_dataframe, c=y_train, figsize=(15, 15), marker='o',\n",
" hist_kwds={'bins': 20}, s=60, alpha=.8, cmap=mglearn.cm3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1.7.4 最初のモデル:k-最近傍法"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.9736842105263158\n"
]
}
],
"source": [
"# k-最近傍法のモデルを構築する\n",
"# 訓練データでモデルを構築し、テストデータでの精度を測定する\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"knn = KNeighborsClassifier(n_neighbors=1)\n",
"knn.fit(X_train, y_train)\n",
"print(knn.score(X_test, y_test))"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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書籍「Pythonではじめる機械学習」の勉強内容です。

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