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{
"cells": [
{
"metadata": {
"trusted": false
},
"id": "charming-polymer",
"cell_type": "code",
"source": "%pip install scikit_learn",
"execution_count": 2,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Requirement already satisfied: scikit_learn in /Users/user/miniconda3/envs/featurevis-py3.6/lib/python3.6/site-packages (0.23.1)\nRequirement already satisfied: joblib>=0.11 in /Users/user/miniconda3/envs/featurevis-py3.6/lib/python3.6/site-packages (from scikit_learn) (0.16.0)\nRequirement already satisfied: threadpoolctl>=2.0.0 in /Users/user/miniconda3/envs/featurevis-py3.6/lib/python3.6/site-packages (from scikit_learn) (2.1.0)\nRequirement already satisfied: scipy>=0.19.1 in /Users/user/miniconda3/envs/featurevis-py3.6/lib/python3.6/site-packages (from scikit_learn) (1.5.0)\nRequirement already satisfied: numpy>=1.13.3 in /Users/user/miniconda3/envs/featurevis-py3.6/lib/python3.6/site-packages (from scikit_learn) (1.19.0)\nNote: you may need to restart the kernel to use updated packages.\n"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "adaptive-bosnia",
"cell_type": "code",
"source": "import pandas as pd",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "corporate-strap",
"cell_type": "code",
"source": "from sklearn.linear_model import LinearRegression",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "worst-tampa",
"cell_type": "code",
"source": "from sklearn.datasets import load_boston",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "signal-precipitation",
"cell_type": "code",
"source": "boston = load_boston()",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "assigned-faith",
"cell_type": "code",
"source": "print(boston['DESCR'])",
"execution_count": 12,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": ".. _boston_dataset:\n\nBoston house prices dataset\n---------------------------\n\n**Data Set Characteristics:** \n\n :Number of Instances: 506 \n\n :Number of Attributes: 13 numeric/categorical predictive. Median Value (attribute 14) is usually the target.\n\n :Attribute Information (in order):\n - CRIM per capita crime rate by town\n - ZN proportion of residential land zoned for lots over 25,000 sq.ft.\n - INDUS proportion of non-retail business acres per town\n - CHAS Charles River dummy variable (= 1 if tract bounds river; 0 otherwise)\n - NOX nitric oxides concentration (parts per 10 million)\n - RM average number of rooms per dwelling\n - AGE proportion of owner-occupied units built prior to 1940\n - DIS weighted distances to five Boston employment centres\n - RAD index of accessibility to radial highways\n - TAX full-value property-tax rate per $10,000\n - PTRATIO pupil-teacher ratio by town\n - B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town\n - LSTAT % lower status of the population\n - MEDV Median value of owner-occupied homes in $1000's\n\n :Missing Attribute Values: None\n\n :Creator: Harrison, D. and Rubinfeld, D.L.\n\nThis is a copy of UCI ML housing dataset.\nhttps://archive.ics.uci.edu/ml/machine-learning-databases/housing/\n\n\nThis dataset was taken from the StatLib library which is maintained at Carnegie Mellon University.\n\nThe Boston house-price data of Harrison, D. and Rubinfeld, D.L. 'Hedonic\nprices and the demand for clean air', J. Environ. Economics & Management,\nvol.5, 81-102, 1978. Used in Belsley, Kuh & Welsch, 'Regression diagnostics\n...', Wiley, 1980. N.B. Various transformations are used in the table on\npages 244-261 of the latter.\n\nThe Boston house-price data has been used in many machine learning papers that address regression\nproblems. \n \n.. topic:: References\n\n - Belsley, Kuh & Welsch, 'Regression diagnostics: Identifying Influential Data and Sources of Collinearity', Wiley, 1980. 244-261.\n - Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning. In Proceedings on the Tenth International Conference of Machine Learning, 236-243, University of Massachusetts, Amherst. Morgan Kaufmann.\n\n"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "obvious-cruise",
"cell_type": "code",
"source": "df = pd.read_csv(\"https://github.com/vincentarelbundock/Rdatasets/raw/master/csv/MASS/Boston.csv\")",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "latin-female",
"cell_type": "code",
"source": "%matplotlib inline",
"execution_count": 13,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "preceding-access",
"cell_type": "code",
"source": "from pandas.plotting import scatter_matrix",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "municipal-determination",
"cell_type": "code",
"source": "scatter_matrix(df, figsize=(10, 10))",
"execution_count": 16,
"outputs": [
{
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},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": "<Figure size 720x720 with 225 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "defined-transcription",
"cell_type": "code",
"source": "from sklearn.linear_model import LinearRegression",
"execution_count": 17,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "substantial-corrections",
"cell_type": "code",
"source": "regr = LinearRegression()",
"execution_count": 18,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "reduced-evanescence",
"cell_type": "code",
"source": "X = df[['rm']]\ny = df['medv']",
"execution_count": 19,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "protective-newark",
"cell_type": "code",
"source": "regr.fit(X, y)",
"execution_count": 22,
"outputs": [
{
"data": {
"text/plain": "LinearRegression()"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "checked-ivory",
"cell_type": "code",
"source": "import matplotlib.pyplot as plt",
"execution_count": 26,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "agricultural-credits",
"cell_type": "code",
"source": "regr.coef_",
"execution_count": 30,
"outputs": [
{
"data": {
"text/plain": "array([9.10210898])"
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "danish-grove",
"cell_type": "code",
"source": "regr.intercept_",
"execution_count": 31,
"outputs": [
{
"data": {
"text/plain": "-34.67062077643857"
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"id": "wrapped-restoration",
"cell_type": "markdown",
"source": "$$medv = \\beta_0 + \\beta_1 \\times rm$$"
},
{
"metadata": {
"trusted": false
},
"id": "disturbed-wednesday",
"cell_type": "code",
"source": "df.plot.scatter('rm', 'medv')\nplt.plot(X['rm'], regr.predict(X), color='C1')",
"execution_count": 28,
"outputs": [
{
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x7ff5d88c76d8>]"
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "alive-merit",
"cell_type": "code",
"source": "import numpy as np",
"execution_count": 34,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "guilty-ferry",
"cell_type": "code",
"source": "regr.predict(np.array([[2],[10]]))",
"execution_count": 35,
"outputs": [
{
"data": {
"text/plain": "array([-16.46640281, 56.35046904])"
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "general-annex",
"cell_type": "code",
"source": "X = df[['ptratio', 'rm', 'crim']]",
"execution_count": 36,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "naval-ebony",
"cell_type": "code",
"source": "regr.fit(X, y)",
"execution_count": 37,
"outputs": [
{
"data": {
"text/plain": "LinearRegression()"
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "seeing-bible",
"cell_type": "code",
"source": "df.plot.scatter('rm', 'medv')\nplt.scatter(X['rm'], regr.predict(X), color='C1')",
"execution_count": 39,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.collections.PathCollection at 0x7ff5d8aa4cf8>"
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "gross-cradle",
"cell_type": "code",
"source": "from sklearn.tree import DecisionTreeRegressor",
"execution_count": 41,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "mathematical-damage",
"cell_type": "code",
"source": "tree = DecisionTreeRegressor(max_depth=3)",
"execution_count": 46,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "baking-carter",
"cell_type": "code",
"source": "tree.fit(X, y)",
"execution_count": 47,
"outputs": [
{
"data": {
"text/plain": "DecisionTreeRegressor(max_depth=3)"
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "efficient-slide",
"cell_type": "code",
"source": "from sklearn.tree import plot_tree",
"execution_count": 48,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "israeli-murray",
"cell_type": "code",
"source": "fig, ax = plt.subplots(figsize=(14, 14))\nplot_tree(tree, feature_names=X.columns, ax=ax);",
"execution_count": 52,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1008x1008 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "awful-mixer",
"cell_type": "code",
"source": "df.plot.scatter('rm', 'medv')\nplt.scatter(X['rm'], tree.predict(X), color='C1')",
"execution_count": 53,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.collections.PathCollection at 0x7ff5d85a5128>"
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "serial-saint",
"cell_type": "code",
"source": "df = pd.read_csv(\"https://github.com/vincentarelbundock/Rdatasets/raw/master/csv/MASS/Boston.csv\")\ndf = df.sample(frac=1, random_state=1)",
"execution_count": 55,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "increased-compact",
"cell_type": "code",
"source": "train = df[:int(df.shape[0] * 0.7)]\ntest = df[int(df.shape[0] * 0.7):]",
"execution_count": 57,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "informative-mattress",
"cell_type": "code",
"source": "def get_RSS(features, estimator):\n X_train = train[features]\n y_train = train['medv']\n\n X_test = test[features]\n y_test = test['medv']\n\n estimator.fit(X_train, y_train)\n \n def rss(y, y_hat):\n return ((y - y_hat) ** 2).sum()\n \n return rss(estimator.predict(X_test), y_test)\n # сумма квадратов ошибок, чем больше, тем хуже",
"execution_count": 78,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "helpful-participation",
"cell_type": "code",
"source": "get_RSS(['rm'], regr)",
"execution_count": 72,
"outputs": [
{
"data": {
"text/plain": "7311.28870796921"
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "quantitative-section",
"cell_type": "code",
"source": "get_RSS(['age'], regr)",
"execution_count": 73,
"outputs": [
{
"data": {
"text/plain": "12225.728092648944"
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "opposed-veteran",
"cell_type": "code",
"source": "get_RSS(['crim', 'zn', 'indus', 'chas', 'nox', 'rm', 'age', 'dis',\n 'rad', 'tax', 'ptratio', 'black', 'lstat'], regr)",
"execution_count": 74,
"outputs": [
{
"data": {
"text/plain": "4476.550530975576"
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "enhanced-bangkok",
"cell_type": "code",
"source": "get_RSS(['crim', 'zn', 'indus', 'chas', 'nox', 'rm', 'age', 'dis',\n 'rad', 'tax', 'ptratio', 'black', 'lstat'], tree)",
"execution_count": 76,
"outputs": [
{
"data": {
"text/plain": "4251.1727626715165"
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "purple-professor",
"cell_type": "code",
"source": "tree",
"execution_count": 77,
"outputs": [
{
"data": {
"text/plain": "DecisionTreeRegressor(max_depth=3)"
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "intimate-bolivia",
"cell_type": "code",
"source": "def get_MSE(features, estimator):\n X_train = train[features]\n y_train = train['medv']\n\n X_test = test[features]\n y_test = test['medv']\n\n estimator.fit(X_train, y_train)\n \n def mse(y, y_hat):\n return ((y - y_hat) ** 2).sum() / len(y)\n \n return (mse(estimator.predict(X_train), y_train),\n mse(estimator.predict(X_test), y_test))\n # сумма квадратов ошибок, чем больше, тем хуже",
"execution_count": 79,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "german-notice",
"cell_type": "code",
"source": "all_features = ['crim', 'zn', 'indus', 'chas', 'nox', 'rm', 'age', 'dis',\n 'rad', 'tax', 'ptratio', 'black', 'lstat']",
"execution_count": 80,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"id": "varied-howard",
"cell_type": "code",
"source": "get_MSE(all_features, tree)",
"execution_count": 81,
"outputs": [
{
"data": {
"text/plain": "(14.930017227156814, 26.39279778073367)"
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "private-halifax",
"cell_type": "code",
"source": "(pd.DataFrame(\n [(depth, ) + get_MSE(all_features, \n DecisionTreeRegressor(max_depth=depth))\n for depth in range(1, 21)], columns=['depth', 'train_mse', 'test_mse'])\n .plot(x='depth', y=['train_mse', 'test_mse']))",
"execution_count": 86,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7ff5db2f45c0>"
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "musical-runner",
"cell_type": "code",
"source": "(pd.DataFrame(\n [(i, ) + get_MSE(all_features[:i], \n LinearRegression())\n for i in range(1, len(all_features))], columns=['i', 'train_mse', 'test_mse'])\n .plot(x='i', y=['train_mse', 'test_mse']))",
"execution_count": 87,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7ff5dab7b668>"
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"id": "stopped-justice",
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.10",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "Untitled10.ipynb",
"public": false
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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