{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "# End-to-End Project from Hands-on ML Book Ch.2\n", "\n", "Here we duplicate the end-to-end project from ML book. This analysis looks at housing data in California. It will build predictors for housing value (a continuous outcome) based on other attributes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fetching Data\n", "\n", "This function downloads dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os \n", "import tarfile\n", "from six.moves import urllib\n", "\n", "DOWNLOAD_ROOT = \"https://raw.githubusercontent.com/ageron/handson-ml/master/\"\n", "HOUSING_PATH = \"datasets/housing\"\n", "HOUSING_URL = DOWNLOAD_ROOT + HOUSING_PATH + \"/housing.tgz\"\n", "\n", "def fetch_housing_data(housing_url=HOUSING_URL, housing_path=HOUSING_PATH):\n", " if not os.path.isdir(housing_path):\n", " os.makedirs(housing_path)\n", " tgz_path = os.path.join(housing_path, \"housing.tgz\")\n", " urllib.request.urlretrieve(housing_url, tgz_path)\n", " housing_tgz = tarfile.open(tgz_path)\n", " housing_tgz.extractall(path=housing_path)\n", " housing_tgz.close()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function loads the dataset as apandas DataFrame object" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "def load_housing_data(housing_path=HOUSING_PATH):\n", " csv_path = os.path.join(housing_path, \"housing.csv\")\n", " return pd.read_csv(csv_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and take a quick look at data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "fetch_housing_data()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_valueocean_proximity
0-122.2337.8841.0880.0129.0322.0126.08.3252452600.0NEAR BAY
1-122.2237.8621.07099.01106.02401.01138.08.3014358500.0NEAR BAY
2-122.2437.8552.01467.0190.0496.0177.07.2574352100.0NEAR BAY
3-122.2537.8552.01274.0235.0558.0219.05.6431341300.0NEAR BAY
4-122.2537.8552.01627.0280.0565.0259.03.8462342200.0NEAR BAY
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n", "0 -122.23 37.88 41.0 880.0 129.0 \n", "1 -122.22 37.86 21.0 7099.0 1106.0 \n", "2 -122.24 37.85 52.0 1467.0 190.0 \n", "3 -122.25 37.85 52.0 1274.0 235.0 \n", "4 -122.25 37.85 52.0 1627.0 280.0 \n", "\n", " population households median_income median_house_value ocean_proximity \n", "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n", "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n", "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n", "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n", "4 565.0 259.0 3.8462 342200.0 NEAR BAY " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing = load_housing_data()\n", "housing.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 20640 entries, 0 to 20639\n", "Data columns (total 10 columns):\n", "longitude 20640 non-null float64\n", "latitude 20640 non-null float64\n", "housing_median_age 20640 non-null float64\n", "total_rooms 20640 non-null float64\n", "total_bedrooms 20433 non-null float64\n", "population 20640 non-null float64\n", "households 20640 non-null float64\n", "median_income 20640 non-null float64\n", "median_house_value 20640 non-null float64\n", "ocean_proximity 20640 non-null object\n", "dtypes: float64(9), object(1)\n", "memory usage: 1.6+ MB\n" ] } ], "source": [ "housing.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's print a table of value counts for the \"ocean_proximity\" attribute" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<1H OCEAN 9136\n", "INLAND 6551\n", "NEAR OCEAN 2658\n", "NEAR BAY 2290\n", "ISLAND 5\n", "Name: ocean_proximity, dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing[\"ocean_proximity\"].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `describe` method to see a summary of all variables" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
longitudelatitudehousing_median_agetotal_roomstotal_bedroomspopulationhouseholdsmedian_incomemedian_house_value
count20640.00000020640.00000020640.00000020640.00000020433.00000020640.00000020640.00000020640.00000020640.000000
mean-119.56970435.63186128.6394862635.763081537.8705531425.476744499.5396803.870671206855.816909
std2.0035322.13595212.5855582181.615252421.3850701132.462122382.3297531.899822115395.615874
min-124.35000032.5400001.0000002.0000001.0000003.0000001.0000000.49990014999.000000
25%-121.80000033.93000018.0000001447.750000296.000000787.000000280.0000002.563400119600.000000
50%-118.49000034.26000029.0000002127.000000435.0000001166.000000409.0000003.534800179700.000000
75%-118.01000037.71000037.0000003148.000000647.0000001725.000000605.0000004.743250264725.000000
max-114.31000041.95000052.00000039320.0000006445.00000035682.0000006082.00000015.000100500001.000000
\n", "
" ], "text/plain": [ " longitude latitude housing_median_age total_rooms \\\n", "count 20640.000000 20640.000000 20640.000000 20640.000000 \n", "mean -119.569704 35.631861 28.639486 2635.763081 \n", "std 2.003532 2.135952 12.585558 2181.615252 \n", "min -124.350000 32.540000 1.000000 2.000000 \n", "25% -121.800000 33.930000 18.000000 1447.750000 \n", "50% -118.490000 34.260000 29.000000 2127.000000 \n", "75% -118.010000 37.710000 37.000000 3148.000000 \n", "max -114.310000 41.950000 52.000000 39320.000000 \n", "\n", " total_bedrooms population households median_income \\\n", "count 20433.000000 20640.000000 20640.000000 20640.000000 \n", "mean 537.870553 1425.476744 499.539680 3.870671 \n", "std 421.385070 1132.462122 382.329753 1.899822 \n", "min 1.000000 3.000000 1.000000 0.499900 \n", "25% 296.000000 787.000000 280.000000 2.563400 \n", "50% 435.000000 1166.000000 409.000000 3.534800 \n", "75% 647.000000 1725.000000 605.000000 4.743250 \n", "max 6445.000000 35682.000000 6082.000000 15.000100 \n", "\n", " median_house_value \n", "count 20640.000000 \n", "mean 206855.816909 \n", "std 115395.615874 \n", "min 14999.000000 \n", "25% 119600.000000 \n", "50% 179700.000000 \n", "75% 264725.000000 \n", "max 500001.000000 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make histograms of all variables\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "housing.hist(bins=50, figsize=(20,15))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a Test Set\n", "\n", "Next, let's create a test set which we will ignore during system development. We think that median income will be important for predicting house prices so we will make sure that both test and train set retain the same distribution of median income (as much as possible). To do so, instead of using random sampling to create the test set, we will use stratified sampling using a categorical version of the median income attribute to stratify the dataset.\n", "\n", "First, we create a categorical median income attribute" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "housing[\"income_cat\"] = np.ceil(housing[\"median_income\"] / 1.5)\n", "housing[\"income_cat\"].where(housing[\"income_cat\"] < 5, 5.0, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the distribution of the categorical income attribute" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.0 0.350581\n", "2.0 0.318847\n", "4.0 0.176308\n", "5.0 0.114438\n", "1.0 0.039826\n", "Name: income_cat, dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing[\"income_cat\"].value_counts() / len(housing)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we use a function from the scikit.learn package for stratified sampling and verify that the train and test sets both have similar distribution of categorical income as the overall dataset." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.0 0.350594\n", "2.0 0.318859\n", "4.0 0.176296\n", "5.0 0.114402\n", "1.0 0.039850\n", "Name: income_cat, dtype: float64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import StratifiedShuffleSplit\n", "\n", "split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=1234)\n", "for train_index, test_index in split.split(housing, housing[\"income_cat\"]):\n", " train_set = housing.loc[train_index]\n", " test_set = housing.loc[test_index]\n", " \n", "train_set[\"income_cat\"].value_counts() / len(train_set)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.0 0.350533\n", "2.0 0.318798\n", "4.0 0.176357\n", "5.0 0.114583\n", "1.0 0.039729\n", "Name: income_cat, dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_set[\"income_cat\"].value_counts() / len(test_set)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good enough. Finally, remove the income categorical variable from the train and test sets since we don't need them anymore" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "for set in (train_set, test_set):\n", " set.drop([\"income_cat\"], axis=1, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis\n", "\n", "First, let's rename the training dataset to make it easier to refer to." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "housing = train_set.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a scatter plot of latitude and longitude using population for size, and house value for color" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4,\n", " s=housing[\"population\"]/100, label=\"population\",\n", " c=\"median_house_value\", cmap=plt.get_cmap(\"YlGnBu\"), colorbar=True)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at attribute correlation" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "median_house_value 1.000000\n", "median_income 0.690077\n", "total_rooms 0.131453\n", "housing_median_age 0.099620\n", "households 0.064110\n", "total_bedrooms 0.048565\n", "population -0.023790\n", "longitude -0.047697\n", "latitude -0.144086\n", "Name: median_house_value, dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_matrix = housing.corr()\n", "corr_matrix[\"median_house_value\"].sort_values(ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Median income has the highest correlation, total rooms and latitude also have high correlation to the outcome we are trying to predict. We can also make a scatterplot matrix." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import scatter_matrix\n", "\n", "attributes = [\"median_house_value\", \"median_income\", \"total_rooms\", \"housing_median_age\"]\n", "scatter_matrix(housing[attributes], figsize=(12, 8))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correlation between median income (attribute) and median house value (outcome) is clear. Let's take a closer look." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "housing.plot.scatter(x=\"median_income\", y=\"median_house_value\", alpha=0.1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are horizontal bands at some specific house values. This could be an issue from how the data was obtained. It may be difficult for our models to catch this properly.\n", "\n", "Let's normalize a few of the attributes and see if that improves some of the correlations we observed." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "median_house_value 1.000000\n", "median_income 0.690077\n", "rooms_per_household 0.153156\n", "total_rooms 0.131453\n", "housing_median_age 0.099620\n", "households 0.064110\n", "total_bedrooms 0.048565\n", "population_per_household -0.022425\n", "population -0.023790\n", "longitude -0.047697\n", "latitude -0.144086\n", "bedrooms_per_room -0.261785\n", "Name: median_house_value, dtype: float64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing[\"rooms_per_household\"] = housing[\"total_rooms\"] / housing[\"households\"]\n", "housing[\"bedrooms_per_room\"] = housing[\"total_bedrooms\"] / housing[\"total_rooms\"]\n", "housing[\"population_per_household\"] = housing[\"population\"] / housing[\"households\"]\n", "\n", "corr_matrix = housing.corr()\n", "corr_matrix[\"median_house_value\"].sort_values(ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalizing total rooms improved correlation slightly, normalizing total bedrooms made a big difference, normalizing population did not." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data cleaning\n", "\n", "Let's start over again with the training set and remove the outcome column so it is not transformed by our preprocessing pipeline" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "housing = train_set.drop(\"median_house_value\", axis=1)\n", "housing_labels = train_set[\"median_house_value\"].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use sklearn pipelines to clean up and transform our data based on what we've observed after exploratory analysis. We will do the following:\n", "\n", "- impute missing values for continuous attributes by the median\n", "- convert categorical attributes into numeric attributes using one-hot encoding (one indicator attribute for each categorical attribute category)\n", "- add the normalized attributes created above\n", "- standardize numerical attributes (center and scale attributes)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from sklearn.base import BaseEstimator, TransformerMixin\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import Imputer, StandardScaler, LabelBinarizer\n", "from sklearn_pandas import DataFrameMapper\n", "\n", "cat_attributes = ['ocean_proximity']\n", "num_attributes = [x for x in list(housing) if x not in cat_attributes]\n", "\n", "# This transformer adds the normalized attributes we looked at above\n", "class NormalizedAttributesAdder(BaseEstimator, TransformerMixin):\n", " def __init__(self):\n", " self.rooms_ix = 3\n", " self.bedrooms_ix = 4\n", " self.population_ix = 5\n", " self.household_ix = 6 \n", " \n", " def fit(self, X, y=None):\n", " return self\n", " \n", " def transform(self, X, y=None):\n", " rooms_per_household = X[:, self.rooms_ix] / X[:, self.household_ix]\n", " population_per_household = X[:, self.population_ix] / X[:, self.household_ix]\n", " bedrooms_per_room = X[:, self.bedrooms_ix] / X[:, self.rooms_ix]\n", " return np.c_[X, rooms_per_household, population_per_household, bedrooms_per_room]\n", " \n", "num_pipeline = Pipeline([\n", " ('imputer', Imputer(strategy=\"median\")),\n", " ('attribs_adder', NormalizedAttributesAdder()),\n", " ('std_scaler', StandardScaler()),\n", "])\n", "\n", "full_pipeline = DataFrameMapper([\n", " (cat_attributes, LabelBinarizer()),\n", " (num_attributes, num_pipeline)\n", "])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have our pipeline in place, let's transform our training set" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 0. , 0. , ..., 0.26475127,\n", " 0.00551682, -0.73500197],\n", " [ 0. , 1. , 0. , ..., 0.26651988,\n", " 0.0414772 , -0.42934168],\n", " [ 1. , 0. , 0. , ..., 0.27524382,\n", " -0.02772603, -0.68131709],\n", " ..., \n", " [ 0. , 1. , 0. , ..., 0.07827607,\n", " -0.05775098, -0.51787497],\n", " [ 1. , 0. , 0. , ..., 0.41030893,\n", " -0.07140763, -0.77043248],\n", " [ 1. , 0. , 0. , ..., 0.55994837,\n", " -0.02628079, -1.03871657]])" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing_clean = full_pipeline.fit_transform(housing)\n", "housing_clean" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(16512, 16)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "housing_clean.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Training and Selection\n", "\n", "Let's train a linear regression model and a regression tree model" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.tree import DecisionTreeRegressor\n", "\n", "lin_reg = LinearRegression()\n", "lin_reg.fit(housing_clean, housing_labels)\n", "\n", "tree_reg = DecisionTreeRegressor()\n", "tree_reg.fit(housing_clean, housing_labels);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's calculate the root mean squared error of each on the training set" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "linreg: 68056.5832718\n", "tree: 0.0\n" ] } ], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", "linreg_predictions = lin_reg.predict(housing_clean)\n", "linreg_mse = mean_squared_error(housing_labels, linreg_predictions)\n", "linreg_rmse = np.sqrt(linreg_mse)\n", "\n", "tree_predictions = tree_reg.predict(housing_clean)\n", "tree_mse = mean_squared_error(housing_labels, tree_predictions)\n", "tree_rmse = np.sqrt(tree_mse)\n", "\n", "print(\"linreg: \", linreg_rmse)\n", "print(\"tree: \", tree_rmse)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like the regression tree is probably overfitting the training set. Let's use cross-validation to estimate expected prediction error instead." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scores: [ 72662.87860081 71247.46361178 70949.80359951 66701.68492298\n", " 68782.40923838 69759.28963784 67494.27415908 69840.0388032\n", " 67662.13333456 68518.06542215]\n", "Mean: 69361.804133\n", "Sd: 1784.98253319\n" ] } ], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "scores = cross_val_score(tree_reg, housing_clean, housing_labels, \n", " scoring=\"neg_mean_squared_error\", cv=10)\n", "tree_rmse_scores = np.sqrt(-scores)\n", "\n", "def display_scores(scores):\n", " print(\"Scores:\", scores)\n", " print(\"Mean:\", scores.mean())\n", " print(\"Sd:\", scores.std())\n", " \n", "display_scores(tree_rmse_scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly, the Regression tree is overfitting the training set. Let's see how linear regression fares:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scores: [ 69017.00136083 71088.90705755 65485.31301251 65466.23799191\n", " 68477.25257987 69148.41135686 69661.78851225 70450.89086082\n", " 65303.44818922 70184.65730709]\n", "Mean: 68428.3908229\n", "Sd: 2093.87671852\n" ] } ], "source": [ "scores = cross_val_score(lin_reg, housing_clean, housing_labels,\n", " scoring=\"neg_mean_squared_error\", cv=10)\n", "linreg_rmse_scores = np.sqrt(-scores)\n", "display_scores(linreg_rmse_scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, linear regression does better than the regression tree based on the CV estimate. Let's try one more model, the random forest, which we'll see in a later lecture." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scores: [ 53729.79433671 53687.73985371 50138.65699557 48387.47656515\n", " 54000.18031438 52842.11377842 52750.27486711 52335.04933206\n", " 53067.50098932 50097.19247227]\n", "Mean: 52103.5979505\n", "Sd: 1799.8203922\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", "forest_reg = RandomForestRegressor()\n", "scores = cross_val_score(forest_reg, housing_clean, housing_labels,\n", " scoring=\"neg_mean_squared_error\", cv=10)\n", "forest_rmse_scores = np.sqrt(-scores)\n", "display_scores(forest_rmse_scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This model looks promising. Let's now use grid search over tuning parameters for the random forest regressor using cross validation to perform model selection." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=5, error_score='raise',\n", " estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n", " max_features='auto', max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n", " oob_score=False, random_state=None, verbose=0, warm_start=False),\n", " fit_params=None, iid=True, n_jobs=1,\n", " param_grid=[{'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]}, {'bootstrap': [False], 'n_estimators': [3, 10], 'max_features': [2, 3, 4]}],\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n", " scoring='neg_mean_squared_error', verbose=0)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "\n", "param_grid = [\n", " {'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]},\n", " {'bootstrap': [False], 'n_estimators': [3, 10], 'max_features': [2, 3, 4]}\n", "]\n", "\n", "forest_reg = RandomForestRegressor()\n", "grid_search = GridSearchCV(forest_reg, param_grid, cv=5,\n", " scoring=\"neg_mean_squared_error\")\n", "grid_search.fit(housing_clean, housing_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get the best predictor after grid search, which was re-trained on the complete training set. Using that we can look at feature importance for that predictor." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0.3500879236240505, 'INLAND'),\n", " (0.1726012716867554, 'latitude'),\n", " (0.10626207695473866, 'NEAR BAY'),\n", " (0.073945754321551677, 'NEAR OCEAN'),\n", " (0.070926613211463721, 'population'),\n", " (0.060536990833073255, 'households'),\n", " (0.044414134624439806, 'ISLAND'),\n", " (0.040209218481020312, 'median_income'),\n", " (0.017314545269586194, 'rooms_per_household'),\n", " (0.016698823573838575, 'bedrooms_per_room'),\n", " (0.016698293344201903, 'pop_per_household'),\n", " (0.015723884053047196, '<1H OCEAN'),\n", " (0.0083763591949719308, 'longitude'),\n", " (0.0037504961369149792, 'total_bedrooms'),\n", " (0.0021040102327595568, 'total_rooms'),\n", " (0.00034960445758629838, 'housing_median_age')]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import LabelEncoder\n", "\n", "encoder = LabelEncoder()\n", "encoder.fit(housing[\"ocean_proximity\"])\n", "\n", "feature_importances = grid_search.best_estimator_.feature_importances_\n", "extra_attributes = ['rooms_per_household', 'pop_per_household', 'bedrooms_per_room']\n", "cat_encoded_attributes = list(encoder.classes_)\n", "attributes = num_attributes + extra_attributes + cat_encoded_attributes\n", "sorted(zip(feature_importances, attributes), reverse=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate performance on test set\n", "\n", "Now that we have trained our random forest regressor using cross validation, we are ready to see how this does on the test set. In this case, we are not pursuing any further fine tuning of our model, e.g., removing some of the uninformative attributes, transforming attributes further (e.g., ignoring categories for proximity other than 'INLAND'), etc. If we were doing that, we would not be measuring performance on the test set. Remember, do not touch the test set until you are done developing the ML system.\n", "\n", "Note that we will use the same preprocessing pipeline as before." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Final RMSE: 50779.967118\n" ] } ], "source": [ "final_model = grid_search.best_estimator_\n", "\n", "X_test = test_set.drop(\"median_house_value\", axis=1)\n", "y_test = test_set[\"median_house_value\"].copy()\n", "\n", "X_test_clean = full_pipeline.transform(X_test)\n", "final_predictions = final_model.predict(X_test_clean)\n", "final_mse = mean_squared_error(y_test, final_predictions)\n", "final_rmse = np.sqrt(final_mse)\n", "print(\"Final RMSE:\", final_rmse)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }