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hands-on/02_end_to_end_machine_learning_project.ipynb
2016-11-03 17:47:08 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Chapter 2 End-to-end Machine Learning project**\n",
"\n",
"*Welcome to Machine Learning Housing Corp.! Your task is to predict median house values in Californian districts, given a number of features from these districts.*\n",
"\n",
"*This notebook contains all the sample code and solutions to the exercices in chapter 2.*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Setup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, let's make sure this notebook works well in both python 2 and 3, import a few common modules, ensure MatplotLib plots figures inline and prepare a function to save the figures:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# To support both python 2 and python 3\n",
"from __future__ import division, print_function, unicode_literals\n",
"\n",
"# Common imports\n",
"import numpy as np\n",
"import numpy.random as rnd\n",
"import os\n",
"\n",
"# to make this notebook's output stable across runs\n",
"rnd.seed(42)\n",
"\n",
"# To plot pretty figures\n",
"%matplotlib inline\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['axes.labelsize'] = 14\n",
"plt.rcParams['xtick.labelsize'] = 12\n",
"plt.rcParams['ytick.labelsize'] = 12\n",
"\n",
"# Where to save the figures\n",
"PROJECT_ROOT_DIR = \".\"\n",
"CHAPTER_ID = \"end_to_end_project\"\n",
"\n",
"def save_fig(fig_id, tight_layout=True):\n",
" path = os.path.join(PROJECT_ROOT_DIR, \"images\", CHAPTER_ID, fig_id + \".png\")\n",
" print(\"Saving figure\", fig_id)\n",
" if tight_layout:\n",
" plt.tight_layout()\n",
" plt.savefig(path, format='png', dpi=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get the data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"DATASETS_URL = \"https://github.com/ageron/handson-ml/raw/master/datasets\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os\n",
"import tarfile\n",
"import urllib.request\n",
"\n",
"HOUSING_PATH = \"datasets/housing\"\n",
"HOUSING_URL = DATASETS_URL + \"/housing/housing.tgz\"\n",
"\n",
"def fetch_housing_data(housing_url=HOUSING_URL, housing_path=HOUSING_PATH):\n",
" os.makedirs(housing_path, exist_ok=True)\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()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fetch_housing_data()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"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": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-122.23</td>\n",
" <td>37.88</td>\n",
" <td>41</td>\n",
" <td>880</td>\n",
" <td>129</td>\n",
" <td>322</td>\n",
" <td>126</td>\n",
" <td>8.3252</td>\n",
" <td>452600</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-122.22</td>\n",
" <td>37.86</td>\n",
" <td>21</td>\n",
" <td>7099</td>\n",
" <td>1106</td>\n",
" <td>2401</td>\n",
" <td>1138</td>\n",
" <td>8.3014</td>\n",
" <td>358500</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-122.24</td>\n",
" <td>37.85</td>\n",
" <td>52</td>\n",
" <td>1467</td>\n",
" <td>190</td>\n",
" <td>496</td>\n",
" <td>177</td>\n",
" <td>7.2574</td>\n",
" <td>352100</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52</td>\n",
" <td>1274</td>\n",
" <td>235</td>\n",
" <td>558</td>\n",
" <td>219</td>\n",
" <td>5.6431</td>\n",
" <td>341300</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52</td>\n",
" <td>1627</td>\n",
" <td>280</td>\n",
" <td>565</td>\n",
" <td>259</td>\n",
" <td>3.8462</td>\n",
" <td>342200</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"0 -122.23 37.88 41 880 129 \n",
"1 -122.22 37.86 21 7099 1106 \n",
"2 -122.24 37.85 52 1467 190 \n",
"3 -122.25 37.85 52 1274 235 \n",
"4 -122.25 37.85 52 1627 280 \n",
"\n",
" population households median_income median_house_value ocean_proximity \n",
"0 322 126 8.3252 452600 NEAR BAY \n",
"1 2401 1138 8.3014 358500 NEAR BAY \n",
"2 496 177 7.2574 352100 NEAR BAY \n",
"3 558 219 5.6431 341300 NEAR BAY \n",
"4 565 259 3.8462 342200 NEAR BAY "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing = load_housing_data()\n",
"housing.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 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: 1.7+ MB\n"
]
}
],
"source": [
"housing.info()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"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": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"ocean_proximity\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 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 \n"
]
}
],
"source": [
"print(housing.describe())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving figure attribute_histogram_plots.png\n"
]
},
{
"data": {
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pfWQiyh5H42HdJk+vbMKEMRCStgf2Iz01eITkwvQ14ABgKXAz6anC94DTgZdG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\n4BozeylaKvySsEyz7w+TIZ1uN55/vvlnhXcgHMdxHMfJgl8CR0naJJo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3yii2Dbb7QLQP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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cc65e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"housing.hist(bins=50, figsize=(11,8))\n",
"save_fig(\"attribute_histogram_plots\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"import numpy.random as rnd\n",
"rnd.seed(42) # to make this notebook's output identical at every run\n",
"\n",
"def split_train_test(data, test_ratio):\n",
" shuffled_indices = rnd.permutation(len(data))\n",
" test_set_size = int(len(data) * test_ratio)\n",
" test_indices = shuffled_indices[:test_set_size]\n",
" train_indices = shuffled_indices[test_set_size:]\n",
" return data.iloc[train_indices], data.iloc[test_indices]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16512 4128\n"
]
}
],
"source": [
"train_set, test_set = split_train_test(housing, 0.2)\n",
"print(len(train_set), len(test_set))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import hashlib\n",
"\n",
"def test_set_check(identifier, test_ratio, hash):\n",
" return hash(str(identifier).encode(\"ascii\")).digest()[-1] < 256 * test_ratio\n",
"\n",
"def split_train_test_by_id(data, test_ratio, id_column, hash=hashlib.md5):\n",
" ids = data[id_column]\n",
" in_test_set = ids.apply(lambda id_: test_set_check(id_, test_ratio, hash))\n",
" return data.loc[~in_test_set], data.loc[in_test_set]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52</td>\n",
" <td>1627</td>\n",
" <td>280</td>\n",
" <td>565</td>\n",
" <td>259</td>\n",
" <td>3.8462</td>\n",
" <td>342200</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>-122.25</td>\n",
" <td>37.85</td>\n",
" <td>52</td>\n",
" <td>919</td>\n",
" <td>213</td>\n",
" <td>413</td>\n",
" <td>193</td>\n",
" <td>4.0368</td>\n",
" <td>269700</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>-122.26</td>\n",
" <td>37.85</td>\n",
" <td>52</td>\n",
" <td>3503</td>\n",
" <td>752</td>\n",
" <td>1504</td>\n",
" <td>734</td>\n",
" <td>3.2705</td>\n",
" <td>241800</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>20</td>\n",
" <td>-122.27</td>\n",
" <td>37.85</td>\n",
" <td>40</td>\n",
" <td>751</td>\n",
" <td>184</td>\n",
" <td>409</td>\n",
" <td>166</td>\n",
" <td>1.3578</td>\n",
" <td>147500</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>23</td>\n",
" <td>-122.27</td>\n",
" <td>37.84</td>\n",
" <td>52</td>\n",
" <td>1688</td>\n",
" <td>337</td>\n",
" <td>853</td>\n",
" <td>325</td>\n",
" <td>2.1806</td>\n",
" <td>99700</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index longitude latitude housing_median_age total_rooms \\\n",
"4 4 -122.25 37.85 52 1627 \n",
"5 5 -122.25 37.85 52 919 \n",
"11 11 -122.26 37.85 52 3503 \n",
"20 20 -122.27 37.85 40 751 \n",
"23 23 -122.27 37.84 52 1688 \n",
"\n",
" total_bedrooms population households median_income median_house_value \\\n",
"4 280 565 259 3.8462 342200 \n",
"5 213 413 193 4.0368 269700 \n",
"11 752 1504 734 3.2705 241800 \n",
"20 184 409 166 1.3578 147500 \n",
"23 337 853 325 2.1806 99700 \n",
"\n",
" ocean_proximity \n",
"4 NEAR BAY \n",
"5 NEAR BAY \n",
"11 NEAR BAY \n",
"20 NEAR BAY \n",
"23 NEAR BAY "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_with_id = housing.reset_index() # adds an `index` column\n",
"train_set, test_set = split_train_test_by_id(housing_with_id, 0.2, \"index\")\n",
"test_set.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>20046</th>\n",
" <td>-119.01</td>\n",
" <td>36.06</td>\n",
" <td>25</td>\n",
" <td>1505</td>\n",
" <td>NaN</td>\n",
" <td>1392</td>\n",
" <td>359</td>\n",
" <td>1.6812</td>\n",
" <td>47700</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3024</th>\n",
" <td>-119.46</td>\n",
" <td>35.14</td>\n",
" <td>30</td>\n",
" <td>2943</td>\n",
" <td>NaN</td>\n",
" <td>1565</td>\n",
" <td>584</td>\n",
" <td>2.5313</td>\n",
" <td>45800</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15663</th>\n",
" <td>-122.44</td>\n",
" <td>37.80</td>\n",
" <td>52</td>\n",
" <td>3830</td>\n",
" <td>NaN</td>\n",
" <td>1310</td>\n",
" <td>963</td>\n",
" <td>3.4801</td>\n",
" <td>500001</td>\n",
" <td>NEAR BAY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20484</th>\n",
" <td>-118.72</td>\n",
" <td>34.28</td>\n",
" <td>17</td>\n",
" <td>3051</td>\n",
" <td>NaN</td>\n",
" <td>1705</td>\n",
" <td>495</td>\n",
" <td>5.7376</td>\n",
" <td>218600</td>\n",
" <td>&lt;1H OCEAN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9814</th>\n",
" <td>-121.93</td>\n",
" <td>36.62</td>\n",
" <td>34</td>\n",
" <td>2351</td>\n",
" <td>NaN</td>\n",
" <td>1063</td>\n",
" <td>428</td>\n",
" <td>3.7250</td>\n",
" <td>278000</td>\n",
" <td>NEAR OCEAN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"20046 -119.01 36.06 25 1505 NaN \n",
"3024 -119.46 35.14 30 2943 NaN \n",
"15663 -122.44 37.80 52 3830 NaN \n",
"20484 -118.72 34.28 17 3051 NaN \n",
"9814 -121.93 36.62 34 2351 NaN \n",
"\n",
" population households median_income median_house_value \\\n",
"20046 1392 359 1.6812 47700 \n",
"3024 1565 584 2.5313 45800 \n",
"15663 1310 963 3.4801 500001 \n",
"20484 1705 495 5.7376 218600 \n",
"9814 1063 428 3.7250 278000 \n",
"\n",
" ocean_proximity \n",
"20046 INLAND \n",
"3024 INLAND \n",
"15663 NEAR BAY \n",
"20484 <1H OCEAN \n",
"9814 NEAR OCEAN "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.cross_validation import train_test_split\n",
"\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)\n",
"test_set.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10d0f6cf8>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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UT37SlNe9N6mLw3RgV8e6XcAxCbKY2YiqOGs5kNtK8jOWHyeZRjvyyGmltrvq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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d135c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing[\"median_income\"].hist()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"3 7236\n",
"2 6581\n",
"4 3639\n",
"5 2362\n",
"1 822\n",
"Name: income_cat, dtype: int64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"income_cat\"] = np.ceil(housing[\"median_income\"] / 1.5)\n",
"housing[\"income_cat\"].where(housing[\"income_cat\"] < 5, 5.0, inplace=True)\n",
"housing[\"income_cat\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from sklearn.cross_validation import StratifiedShuffleSplit\n",
"\n",
"split = StratifiedShuffleSplit(housing[\"income_cat\"], test_size=0.2, random_state=42)\n",
"train_index, test_index = next(iter(split))\n",
"strat_train_set = housing.loc[train_index]\n",
"strat_test_set = housing.loc[test_index]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def income_cat_proportions(data):\n",
" return data[\"income_cat\"].value_counts() / len(data)\n",
"\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)\n",
"\n",
"compare_props = pd.DataFrame({\n",
" \"Overall\": income_cat_proportions(housing),\n",
" \"Stratified\": income_cat_proportions(strat_test_set),\n",
" \"Random\": income_cat_proportions(test_set),\n",
"}).sort_index()\n",
"compare_props[\"Rand. %error\"] = 100 * compare_props[\"Random\"] / compare_props[\"Overall\"] - 100\n",
"compare_props[\"Strat. %error\"] = 100 * compare_props[\"Stratified\"] / compare_props[\"Overall\"] - 100"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Overall</th>\n",
" <th>Random</th>\n",
" <th>Stratified</th>\n",
" <th>Rand. %error</th>\n",
" <th>Strat. %error</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.039826</td>\n",
" <td>0.040213</td>\n",
" <td>0.039738</td>\n",
" <td>0.973236</td>\n",
" <td>-0.219137</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.318847</td>\n",
" <td>0.324370</td>\n",
" <td>0.318876</td>\n",
" <td>1.732260</td>\n",
" <td>0.009032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.350581</td>\n",
" <td>0.358527</td>\n",
" <td>0.350618</td>\n",
" <td>2.266446</td>\n",
" <td>0.010408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.176308</td>\n",
" <td>0.167393</td>\n",
" <td>0.176399</td>\n",
" <td>-5.056334</td>\n",
" <td>0.051717</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>0.114438</td>\n",
" <td>0.109496</td>\n",
" <td>0.114369</td>\n",
" <td>-4.318374</td>\n",
" <td>-0.060464</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Overall Random Stratified Rand. %error Strat. %error\n",
"1 0.039826 0.040213 0.039738 0.973236 -0.219137\n",
"2 0.318847 0.324370 0.318876 1.732260 0.009032\n",
"3 0.350581 0.358527 0.350618 2.266446 0.010408\n",
"4 0.176308 0.167393 0.176399 -5.056334 0.051717\n",
"5 0.114438 0.109496 0.114369 -4.318374 -0.060464"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"compare_props"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"for set in (strat_train_set, strat_test_set):\n",
" set.drop(\"income_cat\", axis=1, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Discover and visualize the data to gain insights"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"housing = strat_train_set.copy()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving figure bad_visualization.png\n"
]
},
{
"data": {
"image/png": 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wWgB3ACjK50UAuW4t0nL9DtzW3oJtTpQpGPD9ciw6eO9775Cb+Fbam1MrBNbK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\n2hQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d530e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")\n",
"save_fig(\"bad_visualization_plot\")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving figure better_visualization.png\n"
]
},
{
"data": {
"image/png": 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PsbRU4urVPMHgLIGAj3h8nJWVEj5fZE/FGgjEmZyM900VlmWxvBwhHu+JeyAQ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\nEWFM199AAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d3a6d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)\n",
"save_fig(\"better_visualization_plot\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving figure housing_prices_scatterplot.png\n"
]
},
{
"data": {
"image/png": 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TpkxjyJBERo4c3t/T65agID+ammoAcLmcuN2ODsGjv78/o0ePJiIiguLij6mr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/+zBxVFuR/4C5BK/z6+CW3lBZIDLIQQYhiKx+N8/4E7qK16g5TZ+WjNZo64FCJxLQdW1xKb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\nDwGVrQcVJNzJAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1108b4a58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\",\n",
" s=housing['population']/100, label=\"population\",\n",
" c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"),\n",
" colorbar=True, alpha=0.4, figsize=(10,7),\n",
")\n",
"plt.legend()\n",
"save_fig(\"housing_prices_scatterplot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving figure california_housing_prices.png\n"
]
},
{
"data": {
"image/png": 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FRprMYfh9PjzuAajN1AMJ8eE02wupqyvDbo/FbJlJYWFza4xnX/H5fLz44ibe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\nZ6EY1tLV9RYZ6S7uuvPJQa/namRZJhqNggzhUAhrgr3XwP+pU6dw+20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Y1OwjJX0KeoOZ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buunbMEiRUYcjaaJsIsPQTjMT/iQH1kUJDGdxVxiZKR0ivG8Qo9nK5BGZr3/2i9x63Uo6O7rZ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qmGvpGoGHcGosJZZFl+H3hfCJEHJACDsixf0KL8SiiiU0HhGlm2qIwTL7/Dmy9+iC3Typ13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//wWaFldT1liG1QEWGQRFRgPyaQ3ZmcRWO4louQC5F0Argnw3mMuAKqLpYU6cCjM2Pnll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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10fa6eba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.image as mpimg\n",
"california_img=mpimg.imread(PROJECT_ROOT_DIR + '/images/end_to_end_project/california.png')\n",
"ax = housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", figsize=(10,7),\n",
" s=housing['population']/100, label=\"Population\",\n",
" c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"),\n",
" colorbar=False, alpha=0.4,\n",
" )\n",
"plt.imshow(california_img, extent=[-124.55, -113.80, 32.45, 42.05], alpha=0.5)\n",
"plt.ylabel(\"Latitude\", fontsize=14)\n",
"plt.xlabel(\"Longitude\", fontsize=14)\n",
"\n",
"prices = housing[\"median_house_value\"]\n",
"tick_values = np.linspace(prices.min(), prices.max(), 11)\n",
"cbar = plt.colorbar()\n",
"cbar.ax.set_yticklabels([\"$%dk\"%(round(v/1000)) for v in tick_values], fontsize=14)\n",
"cbar.set_label('Median House Value', fontsize=16)\n",
"\n",
"plt.legend(fontsize=16)\n",
"save_fig(\"california_housing_prices_plot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"median_house_value 1.000000\n",
"median_income 0.687170\n",
"total_rooms 0.135231\n",
"housing_median_age 0.114220\n",
"households 0.064702\n",
"total_bedrooms 0.047865\n",
"population -0.026699\n",
"longitude -0.047279\n",
"latitude -0.142826\n",
"Name: median_house_value, dtype: float64"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr_matrix = housing.corr()\n",
"corr_matrix[\"median_house_value\"].sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving figure income_vs_house_value_scatterplot.png\n"
]
},
{
"data": {
"image/png": 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zZzu5fHkUXfeRTGbp6XmOsrIGstlJWlrq8XhKMCIlG6muthMO9xEI2HG7J1m9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\nEMU4qVQcs9nOwYNncTrr2bx5JT/+8bN0dT1OebmJnp7uue8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UiyfRNA+6Po7VGsTprMDl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\ngTIMwzByEjNQhmEYRk5iBsowDMPISf4fAcgKt76YL/8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10dab8a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"median_income\", y=\"median_house_value\",\n",
" alpha=0.3)\n",
"plt.axis([0, 16, 0, 550000])\n",
"save_fig(\"income_vs_house_value_scatterplot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Saving figure scatter_matrix_plot.png\n"
]
},
{
"data": {
"image/png": 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lzJks2rbV4etrwel8CoOhDh8fPxRFg8ViISurlJiYlWRkTOaOOx5g//4qBgyI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\nUd+H+0lMrENW48OAPmRn5/Pvf7fwwAN/IS0tjZkzp+wWT+44z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7LEFBQezZk0NCQgxJSXe0ycSotLSUBQuWERPzC7KylrB06YMNOklfaVR7u/J0pALRGO1VEhtS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cgWB3bjtqo1CxMIiLdEKmO5gDnExXloaNDQ9bOpqzOw2wPo+jIcjrBSWJIQGczJ3r31WCwW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\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Ue+55G2/v0Cr7DAwMZPr0hxg8OILJk+9l7tzP+eqra1i48CtuuKElhw8/QHR0KI8/Po6/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LS0sHTpUsaOHcvuu+9OJBLh+eef54wzzsDv95OSksLs2bM599xzaWlpoV+/fnz22WcceOCBJCUl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\nJCo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geIqK0nj22XW0tiYCB3G7U2lvP4hpJpOcHGXSpJE4nUFisWrs9gAjRxZ9zC49QFnZ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8uGw+EgGm0llcpEInFx/H47nZ0K8KJUkuHDi1i/vo7u7h6UcgI92GwQDnvo6sohFqvBMPLJ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\nsVgsFovFYgmZ/wf1j9hidFLk9AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cd89ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pandas.tools.plotting import scatter_matrix\n",
"\n",
"attributes = [\"median_house_value\", \"median_income\", \"total_rooms\", \"housing_median_age\"]\n",
"scatter_matrix(housing[attributes], figsize=(11, 8))\n",
"save_fig(\"scatter_matrix_plot\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"housing[\"rooms_per_household\"] = housing[\"total_rooms\"] / housing[\"population\"]\n",
"housing[\"bedrooms_per_room\"] = housing[\"total_bedrooms\"] / housing[\"total_rooms\"]\n",
"housing[\"population_per_household\"] = housing[\"population\"] / housing[\"households\"]"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"median_house_value 1.000000\n",
"median_income 0.687170\n",
"rooms_per_household 0.199343\n",
"total_rooms 0.135231\n",
"housing_median_age 0.114220\n",
"households 0.064702\n",
"total_bedrooms 0.047865\n",
"population_per_household -0.021984\n",
"population -0.026699\n",
"longitude -0.047279\n",
"latitude -0.142826\n",
"bedrooms_per_room -0.260070\n",
"Name: median_house_value, dtype: float64"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr_matrix = housing.corr()\n",
"corr_matrix[\"median_house_value\"].sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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8itrb/hrwR5Zl/Xk9/S1qOoD/g9rM679Qc1bYFkLsB96q778IfBnAsqx/WT/2D6jpTv4Z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\noJWSRqPRaEoGrZQ0Go1GUzL8f3a4fOBTx0NYAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10fa7b978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"rooms_per_household\", y=\"median_house_value\",\n",
" alpha=0.2)\n",
"plt.axis([0, 5, 0, 520000])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>median_house_value</th>\n",
" <th>rooms_per_household</th>\n",
" <th>bedrooms_per_room</th>\n",
" <th>population_per_household</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>16513.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16355.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16513.000000</td>\n",
" <td>16355.000000</td>\n",
" <td>16513.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>-119.575972</td>\n",
" <td>35.639693</td>\n",
" <td>28.652335</td>\n",
" <td>2622.347605</td>\n",
" <td>534.885112</td>\n",
" <td>1419.525465</td>\n",
" <td>496.975050</td>\n",
" <td>3.875651</td>\n",
" <td>207001.216193</td>\n",
" <td>1.982915</td>\n",
" <td>0.212882</td>\n",
" <td>3.096401</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.002048</td>\n",
" <td>2.138279</td>\n",
" <td>12.576306</td>\n",
" <td>2138.559393</td>\n",
" <td>412.716467</td>\n",
" <td>1115.715084</td>\n",
" <td>375.737945</td>\n",
" <td>1.905088</td>\n",
" <td>115697.548739</td>\n",
" <td>1.214605</td>\n",
" <td>0.057384</td>\n",
" <td>11.584473</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-124.350000</td>\n",
" <td>32.540000</td>\n",
" <td>1.000000</td>\n",
" <td>6.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>0.499900</td>\n",
" <td>14999.000000</td>\n",
" <td>0.002547</td>\n",
" <td>0.100000</td>\n",
" <td>0.692308</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-121.800000</td>\n",
" <td>33.940000</td>\n",
" <td>18.000000</td>\n",
" <td>1442.000000</td>\n",
" <td>295.000000</td>\n",
" <td>784.000000</td>\n",
" <td>278.000000</td>\n",
" <td>2.566800</td>\n",
" <td>119800.000000</td>\n",
" <td>1.521287</td>\n",
" <td>0.175304</td>\n",
" <td>2.431373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>-118.510000</td>\n",
" <td>34.260000</td>\n",
" <td>29.000000</td>\n",
" <td>2119.000000</td>\n",
" <td>433.000000</td>\n",
" <td>1164.000000</td>\n",
" <td>408.000000</td>\n",
" <td>3.541400</td>\n",
" <td>179500.000000</td>\n",
" <td>1.937931</td>\n",
" <td>0.203035</td>\n",
" <td>2.817647</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>-118.010000</td>\n",
" <td>37.720000</td>\n",
" <td>37.000000</td>\n",
" <td>3141.000000</td>\n",
" <td>644.000000</td>\n",
" <td>1718.000000</td>\n",
" <td>602.000000</td>\n",
" <td>4.745000</td>\n",
" <td>263900.000000</td>\n",
" <td>2.297196</td>\n",
" <td>0.239833</td>\n",
" <td>3.281250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>-114.310000</td>\n",
" <td>41.950000</td>\n",
" <td>52.000000</td>\n",
" <td>39320.000000</td>\n",
" <td>6210.000000</td>\n",
" <td>35682.000000</td>\n",
" <td>5358.000000</td>\n",
" <td>15.000100</td>\n",
" <td>500001.000000</td>\n",
" <td>55.222222</td>\n",
" <td>1.000000</td>\n",
" <td>1243.333333</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms \\\n",
"count 16513.000000 16513.000000 16513.000000 16513.000000 \n",
"mean -119.575972 35.639693 28.652335 2622.347605 \n",
"std 2.002048 2.138279 12.576306 2138.559393 \n",
"min -124.350000 32.540000 1.000000 6.000000 \n",
"25% -121.800000 33.940000 18.000000 1442.000000 \n",
"50% -118.510000 34.260000 29.000000 2119.000000 \n",
"75% -118.010000 37.720000 37.000000 3141.000000 \n",
"max -114.310000 41.950000 52.000000 39320.000000 \n",
"\n",
" total_bedrooms population households median_income \\\n",
"count 16355.000000 16513.000000 16513.000000 16513.000000 \n",
"mean 534.885112 1419.525465 496.975050 3.875651 \n",
"std 412.716467 1115.715084 375.737945 1.905088 \n",
"min 2.000000 3.000000 2.000000 0.499900 \n",
"25% 295.000000 784.000000 278.000000 2.566800 \n",
"50% 433.000000 1164.000000 408.000000 3.541400 \n",
"75% 644.000000 1718.000000 602.000000 4.745000 \n",
"max 6210.000000 35682.000000 5358.000000 15.000100 \n",
"\n",
" median_house_value rooms_per_household bedrooms_per_room \\\n",
"count 16513.000000 16513.000000 16355.000000 \n",
"mean 207001.216193 1.982915 0.212882 \n",
"std 115697.548739 1.214605 0.057384 \n",
"min 14999.000000 0.002547 0.100000 \n",
"25% 119800.000000 1.521287 0.175304 \n",
"50% 179500.000000 1.937931 0.203035 \n",
"75% 263900.000000 2.297196 0.239833 \n",
"max 500001.000000 55.222222 1.000000 \n",
"\n",
" population_per_household \n",
"count 16513.000000 \n",
"mean 3.096401 \n",
"std 11.584473 \n",
"min 0.692308 \n",
"25% 2.431373 \n",
"50% 2.817647 \n",
"75% 3.281250 \n",
"max 1243.333333 "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Prepare the data for Machine Learning algorithms"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"housing = strat_train_set.drop(\"median_house_value\", axis=1)\n",
"housing_labels = strat_train_set[\"median_house_value\"].copy()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>13546</th>\n",
" <td>-117.30</td>\n",
" <td>34.12</td>\n",
" <td>34</td>\n",
" <td>1127</td>\n",
" <td>275</td>\n",
" <td>971</td>\n",
" <td>249</td>\n",
" <td>2.0583</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6421</th>\n",
" <td>-117.99</td>\n",
" <td>34.14</td>\n",
" <td>30</td>\n",
" <td>2346</td>\n",
" <td>NaN</td>\n",
" <td>1988</td>\n",
" <td>474</td>\n",
" <td>2.5625</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2467</th>\n",
" <td>-119.83</td>\n",
" <td>36.54</td>\n",
" <td>31</td>\n",
" <td>1732</td>\n",
" <td>332</td>\n",
" <td>979</td>\n",
" <td>294</td>\n",
" <td>2.5208</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"13546 -117.30 34.12 34 1127 275 \n",
"6421 -117.99 34.14 30 2346 NaN \n",
"2467 -119.83 36.54 31 1732 332 \n",
"\n",
" population households median_income ocean_proximity \n",
"13546 971 249 2.0583 INLAND \n",
"6421 1988 474 2.5625 INLAND \n",
"2467 979 294 2.5208 INLAND "
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_copy = housing.copy().iloc[21:24]\n",
"housing_copy"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>13546</th>\n",
" <td>-117.30</td>\n",
" <td>34.12</td>\n",
" <td>34</td>\n",
" <td>1127</td>\n",
" <td>275</td>\n",
" <td>971</td>\n",
" <td>249</td>\n",
" <td>2.0583</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2467</th>\n",
" <td>-119.83</td>\n",
" <td>36.54</td>\n",
" <td>31</td>\n",
" <td>1732</td>\n",
" <td>332</td>\n",
" <td>979</td>\n",
" <td>294</td>\n",
" <td>2.5208</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"13546 -117.30 34.12 34 1127 275 \n",
"2467 -119.83 36.54 31 1732 332 \n",
"\n",
" population households median_income ocean_proximity \n",
"13546 971 249 2.0583 INLAND \n",
"2467 979 294 2.5208 INLAND "
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_copy.dropna(subset=[\"total_bedrooms\"]) # option 1"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>13546</th>\n",
" <td>-117.30</td>\n",
" <td>34.12</td>\n",
" <td>34</td>\n",
" <td>1127</td>\n",
" <td>971</td>\n",
" <td>249</td>\n",
" <td>2.0583</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6421</th>\n",
" <td>-117.99</td>\n",
" <td>34.14</td>\n",
" <td>30</td>\n",
" <td>2346</td>\n",
" <td>1988</td>\n",
" <td>474</td>\n",
" <td>2.5625</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2467</th>\n",
" <td>-119.83</td>\n",
" <td>36.54</td>\n",
" <td>31</td>\n",
" <td>1732</td>\n",
" <td>979</td>\n",
" <td>294</td>\n",
" <td>2.5208</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms population \\\n",
"13546 -117.30 34.12 34 1127 971 \n",
"6421 -117.99 34.14 30 2346 1988 \n",
"2467 -119.83 36.54 31 1732 979 \n",
"\n",
" households median_income ocean_proximity \n",
"13546 249 2.0583 INLAND \n",
"6421 474 2.5625 INLAND \n",
"2467 294 2.5208 INLAND "
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_copy = housing.copy().iloc[21:24]\n",
"housing_copy.drop(\"total_bedrooms\", axis=1) # option 2"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>ocean_proximity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>13546</th>\n",
" <td>-117.30</td>\n",
" <td>34.12</td>\n",
" <td>34</td>\n",
" <td>1127</td>\n",
" <td>275.0</td>\n",
" <td>971</td>\n",
" <td>249</td>\n",
" <td>2.0583</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6421</th>\n",
" <td>-117.99</td>\n",
" <td>34.14</td>\n",
" <td>30</td>\n",
" <td>2346</td>\n",
" <td>303.5</td>\n",
" <td>1988</td>\n",
" <td>474</td>\n",
" <td>2.5625</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2467</th>\n",
" <td>-119.83</td>\n",
" <td>36.54</td>\n",
" <td>31</td>\n",
" <td>1732</td>\n",
" <td>332.0</td>\n",
" <td>979</td>\n",
" <td>294</td>\n",
" <td>2.5208</td>\n",
" <td>INLAND</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"13546 -117.30 34.12 34 1127 275.0 \n",
"6421 -117.99 34.14 30 2346 303.5 \n",
"2467 -119.83 36.54 31 1732 332.0 \n",
"\n",
" population households median_income ocean_proximity \n",
"13546 971 249 2.0583 INLAND \n",
"6421 1988 474 2.5625 INLAND \n",
"2467 979 294 2.5208 INLAND "
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_copy = housing.copy().iloc[21:24]\n",
"median = housing_copy[\"total_bedrooms\"].median()\n",
"housing_copy[\"total_bedrooms\"].fillna(median, inplace=True) # option 3\n",
"housing_copy"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>-117.30</td>\n",
" <td>34.12</td>\n",
" <td>34</td>\n",
" <td>1127</td>\n",
" <td>275</td>\n",
" <td>971</td>\n",
" <td>249</td>\n",
" <td>2.0583</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>-117.99</td>\n",
" <td>34.14</td>\n",
" <td>30</td>\n",
" <td>2346</td>\n",
" <td>433</td>\n",
" <td>1988</td>\n",
" <td>474</td>\n",
" <td>2.5625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>-119.83</td>\n",
" <td>36.54</td>\n",
" <td>31</td>\n",
" <td>1732</td>\n",
" <td>332</td>\n",
" <td>979</td>\n",
" <td>294</td>\n",
" <td>2.5208</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"21 -117.30 34.12 34 1127 275 \n",
"22 -117.99 34.14 30 2346 433 \n",
"23 -119.83 36.54 31 1732 332 \n",
"\n",
" population households median_income \n",
"21 971 249 2.0583 \n",
"22 1988 474 2.5625 \n",
"23 979 294 2.5208 "
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import Imputer\n",
"\n",
"imputer = Imputer(strategy='median')\n",
"housing_num = housing.drop(\"ocean_proximity\", axis=1)\n",
"imputer.fit(housing_num)\n",
"X = imputer.transform(housing_num)\n",
"housing_tr = pd.DataFrame(X, columns=housing_num.columns)\n",
"housing_tr.iloc[21:24]"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ -118.51 , 34.26 , 29. , 2119. , 433. ,\n",
" 1164. , 408. , 3.5414])"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"imputer.statistics_"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ -118.51 , 34.26 , 29. , 2119. , 433. ,\n",
" 1164. , 408. , 3.5414])"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_num.median().values"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'median'"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"imputer.strategy"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-118.11</td>\n",
" <td>34.20</td>\n",
" <td>36</td>\n",
" <td>4915</td>\n",
" <td>725</td>\n",
" <td>1897</td>\n",
" <td>700</td>\n",
" <td>6.8270</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-121.56</td>\n",
" <td>39.13</td>\n",
" <td>17</td>\n",
" <td>2277</td>\n",
" <td>608</td>\n",
" <td>1607</td>\n",
" <td>562</td>\n",
" <td>1.5085</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-122.45</td>\n",
" <td>37.63</td>\n",
" <td>28</td>\n",
" <td>4946</td>\n",
" <td>848</td>\n",
" <td>2683</td>\n",
" <td>824</td>\n",
" <td>5.7480</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-119.51</td>\n",
" <td>34.40</td>\n",
" <td>24</td>\n",
" <td>3422</td>\n",
" <td>596</td>\n",
" <td>1763</td>\n",
" <td>601</td>\n",
" <td>5.2039</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-117.91</td>\n",
" <td>33.89</td>\n",
" <td>30</td>\n",
" <td>1631</td>\n",
" <td>212</td>\n",
" <td>523</td>\n",
" <td>216</td>\n",
" <td>7.8750</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
"0 -118.11 34.20 36 4915 725 \n",
"1 -121.56 39.13 17 2277 608 \n",
"2 -122.45 37.63 28 4946 848 \n",
"3 -119.51 34.40 24 3422 596 \n",
"4 -117.91 33.89 30 1631 212 \n",
"\n",
" population households median_income \n",
"0 1897 700 6.8270 \n",
"1 1607 562 1.5085 \n",
"2 2683 824 5.7480 \n",
"3 1763 601 5.2039 \n",
"4 523 216 7.8750 "
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_tr = pd.DataFrame(X, columns=housing_num.columns)\n",
"housing_tr.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 4, ..., 1, 0, 3])"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import LabelEncoder\n",
"\n",
"encoder = LabelEncoder()\n",
"housing_cat = housing[\"ocean_proximity\"]\n",
"housing_cat_encoded = encoder.fit_transform(housing_cat)\n",
"housing_cat_encoded"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['<1H OCEAN' 'INLAND' 'ISLAND' 'NEAR BAY' 'NEAR OCEAN']\n"
]
}
],
"source": [
"print(encoder.classes_)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<16513x5 sparse matrix of type '<class 'numpy.float64'>'\n",
"\twith 16513 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import OneHotEncoder\n",
"\n",
"encoder = OneHotEncoder()\n",
"housing_cat_1hot = encoder.fit_transform(housing_cat_encoded.reshape(-1,1))\n",
"housing_cat_1hot"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0., 1., 0., 0., 0.],\n",
" [ 0., 1., 0., 0., 0.],\n",
" [ 0., 0., 0., 0., 1.],\n",
" ..., \n",
" [ 0., 1., 0., 0., 0.],\n",
" [ 1., 0., 0., 0., 0.],\n",
" [ 0., 0., 0., 1., 0.]])"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_cat_1hot.toarray()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[0, 1, 0, 0, 0],\n",
" [0, 1, 0, 0, 0],\n",
" [0, 0, 0, 0, 1],\n",
" ..., \n",
" [0, 1, 0, 0, 0],\n",
" [1, 0, 0, 0, 0],\n",
" [0, 0, 0, 1, 0]])"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import LabelBinarizer\n",
"\n",
"encoder = LabelBinarizer()\n",
"encoder.fit_transform(housing_cat)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>longitude</th>\n",
" <th>latitude</th>\n",
" <th>housing_median_age</th>\n",
" <th>total_rooms</th>\n",
" <th>total_bedrooms</th>\n",
" <th>population</th>\n",
" <th>households</th>\n",
" <th>median_income</th>\n",
" <th>ocean_proximity</th>\n",
" <th>rooms_per_household</th>\n",
" <th>population_per_household</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-118.11</td>\n",
" <td>34.2</td>\n",
" <td>36</td>\n",
" <td>4915</td>\n",
" <td>725</td>\n",
" <td>1897</td>\n",
" <td>700</td>\n",
" <td>6.827</td>\n",
" <td>INLAND</td>\n",
" <td>7.02143</td>\n",
" <td>2.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-121.56</td>\n",
" <td>39.13</td>\n",
" <td>17</td>\n",
" <td>2277</td>\n",
" <td>608</td>\n",
" <td>1607</td>\n",
" <td>562</td>\n",
" <td>1.5085</td>\n",
" <td>INLAND</td>\n",
" <td>4.0516</td>\n",
" <td>2.85943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-122.45</td>\n",
" <td>37.63</td>\n",
" <td>28</td>\n",
" <td>4946</td>\n",
" <td>848</td>\n",
" <td>2683</td>\n",
" <td>824</td>\n",
" <td>5.748</td>\n",
" <td>NEAR OCEAN</td>\n",
" <td>6.00243</td>\n",
" <td>3.25607</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-119.51</td>\n",
" <td>34.4</td>\n",
" <td>24</td>\n",
" <td>3422</td>\n",
" <td>596</td>\n",
" <td>1763</td>\n",
" <td>601</td>\n",
" <td>5.2039</td>\n",
" <td>NEAR OCEAN</td>\n",
" <td>5.69384</td>\n",
" <td>2.93344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-117.91</td>\n",
" <td>33.89</td>\n",
" <td>30</td>\n",
" <td>1631</td>\n",
" <td>212</td>\n",
" <td>523</td>\n",
" <td>216</td>\n",
" <td>7.875</td>\n",
" <td>&lt;1H OCEAN</td>\n",
" <td>7.55093</td>\n",
" <td>2.4213</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" longitude latitude housing_median_age total_rooms total_bedrooms population \\\n",
"0 -118.11 34.2 36 4915 725 1897 \n",
"1 -121.56 39.13 17 2277 608 1607 \n",
"2 -122.45 37.63 28 4946 848 2683 \n",
"3 -119.51 34.4 24 3422 596 1763 \n",
"4 -117.91 33.89 30 1631 212 523 \n",
"\n",
" households median_income ocean_proximity rooms_per_household \\\n",
"0 700 6.827 INLAND 7.02143 \n",
"1 562 1.5085 INLAND 4.0516 \n",
"2 824 5.748 NEAR OCEAN 6.00243 \n",
"3 601 5.2039 NEAR OCEAN 5.69384 \n",
"4 216 7.875 <1H OCEAN 7.55093 \n",
"\n",
" population_per_household \n",
"0 2.71 \n",
"1 2.85943 \n",
"2 3.25607 \n",
"3 2.93344 \n",
"4 2.4213 "
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.base import BaseEstimator, TransformerMixin\n",
"\n",
"rooms_ix, bedrooms_ix, population_ix, household_ix = 3, 4, 5, 6\n",
"\n",
"class CombinedAttributesAdder(BaseEstimator, TransformerMixin):\n",
" def __init__(self, add_bedrooms_per_room = True): # no *args or **kargs\n",
" self.add_bedrooms_per_room = add_bedrooms_per_room\n",
" def fit(self, X, y=None):\n",
" return self # nothing else to do\n",
" def transform(self, X, y=None):\n",
" rooms_per_household = X[:, rooms_ix] / X[:, household_ix]\n",
" population_per_household = X[:, population_ix] / X[:, household_ix]\n",
" if self.add_bedrooms_per_room:\n",
" bedrooms_per_room = X[:, bedrooms_ix] / X[:, rooms_ix]\n",
" return np.c_[X, rooms_per_household, population_per_household, bedrooms_per_room]\n",
" else:\n",
" return np.c_[X, rooms_per_household, population_per_household]\n",
"\n",
"attr_adder = CombinedAttributesAdder(add_bedrooms_per_room=False)\n",
"housing_extra_attribs = attr_adder.transform(housing.values)\n",
"\n",
"housing_extra_attribs = pd.DataFrame(housing_extra_attribs, columns=list(housing.columns)+[\"rooms_per_household\", \"population_per_household\"])\n",
"housing_extra_attribs.head()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.73225807, -0.67331551, 0.58426443, ..., 0.60532243,\n",
" -0.0333561 , -1.01304128],\n",
" [-0.99102923, 1.63234656, -0.92655887, ..., -0.53182056,\n",
" -0.02045649, 0.8158155 ],\n",
" [-1.43558741, 0.93082666, -0.05187169, ..., 0.21514811,\n",
" 0.01378325, -0.64662762],\n",
" ..., \n",
" [ 1.58640917, -0.7247603 , -1.56269499, ..., 0.34685686,\n",
" -0.03055194, -0.52180218],\n",
" [ 0.78220843, -0.85103388, 0.18667935, ..., 0.02492051,\n",
" 0.06151417, -0.30344645],\n",
" [-1.43558741, 0.99630185, 1.85653668, ..., -0.22860151,\n",
" -0.09586273, 0.10174193]])"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.pipeline import Pipeline\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"num_pipeline = Pipeline([\n",
" ('imputer', Imputer(strategy=\"median\")),\n",
" ('attribs_adder', CombinedAttributesAdder()),\n",
" ('std_scaler', StandardScaler()),\n",
" ])\n",
"\n",
"num_pipeline.fit_transform(housing_num)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from sklearn.pipeline import FeatureUnion\n",
"\n",
"class DataFrameSelector(BaseEstimator, TransformerMixin):\n",
" def __init__(self, attribute_names):\n",
" self.attribute_names = attribute_names\n",
" def fit(self, X, y=None):\n",
" return self\n",
" def transform(self, X):\n",
" return X[self.attribute_names].values\n",
"\n",
"num_attribs = list(housing_num)\n",
"cat_attribs = [\"ocean_proximity\"]\n",
"\n",
"num_pipeline = Pipeline([\n",
" ('selector', DataFrameSelector(num_attribs)),\n",
" ('imputer', Imputer(strategy=\"median\")),\n",
" ('attribs_adder', CombinedAttributesAdder()),\n",
" ('std_scaler', StandardScaler()),\n",
" ])\n",
"\n",
"cat_pipeline = Pipeline([\n",
" ('selector', DataFrameSelector(cat_attribs)),\n",
" ('label_binarizer', LabelBinarizer()),\n",
" ])\n",
"\n",
"preparation_pipeline = FeatureUnion(transformer_list=[\n",
" (\"num_pipeline\", num_pipeline),\n",
" (\"cat_pipeline\", cat_pipeline),\n",
" ])\n"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.73225807, -0.67331551, 0.58426443, ..., 0. ,\n",
" 0. , 0. ],\n",
" [-0.99102923, 1.63234656, -0.92655887, ..., 0. ,\n",
" 0. , 0. ],\n",
" [-1.43558741, 0.93082666, -0.05187169, ..., 0. ,\n",
" 0. , 1. ],\n",
" ..., \n",
" [ 1.58640917, -0.7247603 , -1.56269499, ..., 0. ,\n",
" 0. , 0. ],\n",
" [ 0.78220843, -0.85103388, 0.18667935, ..., 0. ,\n",
" 0. , 0. ],\n",
" [-1.43558741, 0.99630185, 1.85653668, ..., 0. ,\n",
" 1. , 0. ]])"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_prepared = preparation_pipeline.fit_transform(housing)\n",
"housing_prepared"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(16513, 16)"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing_prepared.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Prepare the data for Machine Learning algorithms"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"\n",
"lin_reg = LinearRegression()\n",
"lin_reg.fit(housing_prepared, housing_labels)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Predictions:\t [ 303104. 44800. 308928. 294208. 368704.]\n",
"Labels:\t\t [359400.0, 69700.0, 302100.0, 301300.0, 351900.0]\n"
]
}
],
"source": [
"# let's try the full pipeline on a few training instances\n",
"some_data = housing.iloc[:5]\n",
"some_labels = housing_labels.iloc[:5]\n",
"some_data_prepared = preparation_pipeline.transform(some_data)\n",
"\n",
"print(\"Predictions:\\t\", lin_reg.predict(some_data_prepared))\n",
"print(\"Labels:\\t\\t\", list(some_labels))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"68628.413493824875"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import mean_squared_error\n",
"\n",
"housing_predictions = lin_reg.predict(housing_prepared)\n",
"lin_mse = mean_squared_error(housing_labels, housing_predictions)\n",
"lin_rmse = np.sqrt(lin_mse)\n",
"lin_rmse"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"49425.757706049779"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import mean_absolute_error\n",
"\n",
"lin_mae = mean_absolute_error(housing_labels, housing_predictions)\n",
"lin_mae"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.tree import DecisionTreeRegressor\n",
"\n",
"tree_reg = DecisionTreeRegressor()\n",
"tree_reg.fit(housing_prepared, housing_labels)\n",
"housing_predictions = tree_reg.predict(housing_prepared)\n",
"tree_mse = mean_squared_error(housing_labels, housing_predictions)\n",
"tree_rmse = np.sqrt(tree_mse)\n",
"tree_rmse"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Fine-tune your model"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from sklearn.cross_validation import cross_val_score\n",
"\n",
"tree_scores = cross_val_score(tree_reg, housing_prepared, housing_labels,\n",
" scoring=\"mean_squared_error\", cv=10)\n",
"tree_rmse_scores = np.sqrt(-tree_scores)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Scores: [ 75419.68679155 65277.50114406 69689.29907532 69413.06961047\n",
" 69870.55303565 73915.49453568 71690.06921059 71387.02253457\n",
" 77167.17307278 69065.01659 ]\n",
"Mean: 71289.4885601\n",
"Standard deviation: 3284.18632997\n"
]
}
],
"source": [
"def display_scores(scores):\n",
" print(\"Scores:\", scores)\n",
" print(\"Mean:\", scores.mean())\n",
" print(\"Standard deviation:\", scores.std())\n",
"\n",
"display_scores(tree_rmse_scores)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Scores: [ 70423.5893262 65804.84913139 66620.84314068 72510.11362141\n",
" 66414.74423281 71958.89083606 67624.90198297 67825.36117664\n",
" 72512.36533141 68028.11688067]\n",
"Mean: 68972.377566\n",
"Standard deviation: 2493.98819069\n"
]
}
],
"source": [
"lin_scores = cross_val_score(lin_reg, housing_prepared, housing_labels,\n",
" scoring=\"mean_squared_error\", cv=10)\n",
"lin_rmse_scores = np.sqrt(-lin_scores)\n",
"display_scores(lin_rmse_scores)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"22305.255320563127"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.ensemble import RandomForestRegressor\n",
"\n",
"forest_reg = RandomForestRegressor()\n",
"forest_reg.fit(housing_prepared, housing_labels)\n",
"housing_predictions = forest_reg.predict(housing_prepared)\n",
"forest_mse = mean_squared_error(housing_labels, housing_predictions)\n",
"forest_rmse = np.sqrt(forest_mse)\n",
"forest_rmse"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Scores: [ 54167.39966862 51400.65453167 52416.71234587 52329.22502749\n",
" 52605.97943202 55064.93909319 51972.09861301 50902.92848045\n",
" 54871.97635267 53620.63876711]\n",
"Mean: 52935.2552312\n",
"Standard deviation: 1357.64415235\n"
]
}
],
"source": [
"from sklearn.cross_validation import cross_val_score\n",
"\n",
"forest_scores = cross_val_score(forest_reg, housing_prepared, housing_labels,\n",
" scoring=\"mean_squared_error\", cv=10)\n",
"forest_rmse_scores = np.sqrt(-forest_scores)\n",
"display_scores(forest_rmse_scores)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 10.000000\n",
"mean 68972.377566\n",
"std 2628.894380\n",
"min 65804.849131\n",
"25% 66871.857851\n",
"50% 67926.739029\n",
"75% 71575.065459\n",
"max 72512.365331\n",
"dtype: float64"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scores = cross_val_score(lin_reg, housing_prepared, housing_labels, scoring=\"mean_squared_error\", cv=10)\n",
"pd.Series(np.sqrt(-scores)).describe()"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"111090.2916473126"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.svm import SVR\n",
"\n",
"svm_reg = SVR(kernel=\"linear\")\n",
"svm_reg.fit(housing_prepared, housing_labels)\n",
"housing_predictions = svm_reg.predict(housing_prepared)\n",
"svm_mse = mean_squared_error(housing_labels, housing_predictions)\n",
"svm_rmse = np.sqrt(svm_mse)\n",
"svm_rmse"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"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, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=10, n_jobs=1, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False),\n",
" fit_params={}, iid=True, n_jobs=1,\n",
" param_grid=[{'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]}, {'n_estimators': [3, 10], 'bootstrap': [False], 'max_features': [2, 3, 4]}],\n",
" pre_dispatch='2*n_jobs', refit=True, scoring='mean_squared_error',\n",
" verbose=0)"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.grid_search 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, scoring='mean_squared_error')\n",
"grid_search.fit(housing_prepared, housing_labels)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'max_features': 6, 'n_estimators': 30}"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grid_search.best_params_"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n",
" max_features=6, max_leaf_nodes=None, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=30, n_jobs=1, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False)"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grid_search.best_estimator_"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"65432.9683762 1062.79550591 {'n_estimators': 3, 'max_features': 2}\n",
"55665.5605603 1427.46317644 {'n_estimators': 10, 'max_features': 2}\n",
"53033.7865875 780.72721466 {'n_estimators': 30, 'max_features': 2}\n",
"60781.345982 1399.78446559 {'n_estimators': 3, 'max_features': 4}\n",
"52658.6454557 1434.29835249 {'n_estimators': 10, 'max_features': 4}\n",
"50483.3083922 834.746790462 {'n_estimators': 30, 'max_features': 4}\n",
"59411.7682116 1335.73783795 {'n_estimators': 3, 'max_features': 6}\n",
"52418.5680495 950.028738561 {'n_estimators': 10, 'max_features': 6}\n",
"49996.3920474 809.840411239 {'n_estimators': 30, 'max_features': 6}\n",
"58637.5258588 1277.20658362 {'n_estimators': 3, 'max_features': 8}\n",
"52265.4998647 991.797551637 {'n_estimators': 10, 'max_features': 8}\n",
"50113.1069206 863.141492404 {'n_estimators': 30, 'max_features': 8}\n",
"61837.381794 1148.05219073 {'n_estimators': 3, 'bootstrap': False, 'max_features': 2}\n",
"54472.3273712 833.190757464 {'n_estimators': 10, 'bootstrap': False, 'max_features': 2}\n",
"60150.4767374 912.705676137 {'n_estimators': 3, 'bootstrap': False, 'max_features': 3}\n",
"52588.9076568 643.197366715 {'n_estimators': 10, 'bootstrap': False, 'max_features': 3}\n",
"58815.7741478 989.096019364 {'n_estimators': 3, 'bootstrap': False, 'max_features': 4}\n",
"52010.3295573 1102.90395213 {'n_estimators': 10, 'bootstrap': False, 'max_features': 4}\n"
]
}
],
"source": [
"for params, mean_score, scores in grid_search.grid_scores_:\n",
" print(np.sqrt(-mean_score), np.sqrt(-scores).std(), params)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"RandomizedSearchCV(cv=5, error_score='raise',\n",
" estimator=RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n",
" max_features='auto', max_leaf_nodes=None, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=10, n_jobs=1, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False),\n",
" fit_params={}, iid=True, n_iter=10, n_jobs=1,\n",
" param_distributions={'n_estimators': <scipy.stats._distn_infrastructure.rv_frozen object at 0x10d3a6278>, 'max_features': <scipy.stats._distn_infrastructure.rv_frozen object at 0x10d3a6400>},\n",
" pre_dispatch='2*n_jobs', random_state=None, refit=True,\n",
" scoring='mean_squared_error', verbose=0)"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.grid_search import RandomizedSearchCV\n",
"from scipy.stats import randint\n",
"\n",
"param_distribs = {\n",
" 'n_estimators': randint(low=1, high=200),\n",
" 'max_features': randint(low=1, high=8),\n",
" }\n",
"\n",
"forest_reg = RandomForestRegressor()\n",
"rnd_search = RandomizedSearchCV(forest_reg, param_distributions=param_distribs,\n",
" n_iter=10, cv=5, scoring='mean_squared_error')\n",
"rnd_search.fit(housing_prepared, housing_labels)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"50324.5483907 792.353119486 {'n_estimators': 121, 'max_features': 3}\n",
"50393.4707889 859.251628456 {'n_estimators': 187, 'max_features': 3}\n",
"49306.9020626 1034.34820504 {'n_estimators': 88, 'max_features': 6}\n",
"49247.3383284 888.739748509 {'n_estimators': 137, 'max_features': 5}\n",
"49124.8374347 1016.3805842 {'n_estimators': 197, 'max_features': 7}\n",
"49956.3929273 1009.32227897 {'n_estimators': 39, 'max_features': 6}\n",
"52153.7095431 1002.38400273 {'n_estimators': 50, 'max_features': 2}\n",
"54382.0228665 960.495372118 {'n_estimators': 184, 'max_features': 1}\n",
"52037.3839985 962.681421298 {'n_estimators': 71, 'max_features': 2}\n",
"49265.776046 1064.73815338 {'n_estimators': 140, 'max_features': 6}\n"
]
}
],
"source": [
"for params, mean_score, scores in rnd_search.grid_scores_:\n",
" print(np.sqrt(-mean_score), np.sqrt(-scores).std(), params)"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 7.14156423e-02, 6.76139189e-02, 4.44260894e-02,\n",
" 1.66308583e-02, 1.66076861e-02, 1.82402545e-02,\n",
" 1.63458761e-02, 3.26497987e-01, 6.04365775e-02,\n",
" 1.13055290e-01, 7.79324766e-02, 1.12166442e-02,\n",
" 1.53344918e-01, 8.41308969e-05, 2.68483884e-03,\n",
" 3.46681181e-03])"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_importances = grid_search.best_estimator_.feature_importances_\n",
"feature_importances"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[(0.32649798665134971, 'median_income'),\n",
" (0.15334491760305854, 'INLAND'),\n",
" (0.11305529021187399, 'population_per_household'),\n",
" (0.07793247662544775, 'bedrooms_per_room'),\n",
" (0.071415642259275158, 'longitude'),\n",
" (0.067613918945568688, 'latitude'),\n",
" (0.060436577499703222, 'rooms_per_household'),\n",
" (0.04442608939578685, 'housing_median_age'),\n",
" (0.018240254462909437, 'population'),\n",
" (0.01663085833886218, 'total_rooms'),\n",
" (0.016607686091288865, 'total_bedrooms'),\n",
" (0.016345876147580776, 'households'),\n",
" (0.011216644219017424, '<1H OCEAN'),\n",
" (0.0034668118081117387, 'NEAR OCEAN'),\n",
" (0.0026848388432755429, 'NEAR BAY'),\n",
" (8.4130896890070617e-05, 'ISLAND')]"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extra_attribs = [\"rooms_per_household\", \"population_per_household\", \"bedrooms_per_room\"]\n",
"cat_one_hot_attribs = list(encoder.classes_)\n",
"attributes = num_attribs + extra_attribs + cat_one_hot_attribs\n",
"sorted(zip(feature_importances, attributes), reverse=True)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"48209.636848454633"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"final_model = grid_search.best_estimator_\n",
"\n",
"X_test = strat_test_set.drop(\"median_house_value\", axis=1)\n",
"y_test = strat_test_set[\"median_house_value\"].copy()\n",
"\n",
"X_test_transformed = preparation_pipeline.transform(X_test)\n",
"final_predictions = final_model.predict(X_test_transformed)\n",
"\n",
"final_mse = mean_squared_error(y_test, final_predictions)\n",
"final_rmse = np.sqrt(final_mse)\n",
"final_rmse"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Extra material"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Label Binarizer hack\n",
"`LabelBinarizer`'s `fit_transform()` method only accepts one parameter `y` (because it was meant for labels, not predictors), so it does not work in a pipeline where the final estimator is a supervised estimator because in this case its `fit()` method takes two parameters `X` and `y`.\n",
"\n",
"This hack creates a supervision-friendly `LabelBinarizer`."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 303104., 44800., 308928., 294208., 368704.])"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class SupervisionFriendlyLabelBinarizer(LabelBinarizer):\n",
" def fit_transform(self, X, y=None):\n",
" return super(SupervisionFriendlyLabelBinarizer, self).fit_transform(X)\n",
"\n",
"# Replace the Labelbinarizer with a SupervisionFriendlyLabelBinarizer\n",
"cat_pipeline.steps[1] = (\"label_binarizer\", SupervisionFriendlyLabelBinarizer())\n",
"\n",
"# Now you can create a full pipeline with a supervised predictor at the end.\n",
"full_pipeline = Pipeline([\n",
" (\"preparation\", preparation_pipeline),\n",
" (\"linear\", LinearRegression())\n",
" ])\n",
"\n",
"full_pipeline.fit(housing, housing_labels)\n",
"full_pipeline.predict(some_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model persistence using joblib"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.externals import joblib"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['my_random_forest_regressor.pkl',\n",
" 'my_random_forest_regressor.pkl_01.npy',\n",
" 'my_random_forest_regressor.pkl_02.npy',\n",
" 'my_random_forest_regressor.pkl_03.npy',\n",
" 'my_random_forest_regressor.pkl_04.npy',\n",
" 'my_random_forest_regressor.pkl_05.npy',\n",
" 'my_random_forest_regressor.pkl_06.npy',\n",
" 'my_random_forest_regressor.pkl_07.npy',\n",
" 'my_random_forest_regressor.pkl_08.npy',\n",
" 'my_random_forest_regressor.pkl_09.npy',\n",
" 'my_random_forest_regressor.pkl_10.npy',\n",
" 'my_random_forest_regressor.pkl_11.npy',\n",
" 'my_random_forest_regressor.pkl_12.npy',\n",
" 'my_random_forest_regressor.pkl_13.npy',\n",
" 'my_random_forest_regressor.pkl_14.npy',\n",
" 'my_random_forest_regressor.pkl_15.npy',\n",
" 'my_random_forest_regressor.pkl_16.npy',\n",
" 'my_random_forest_regressor.pkl_17.npy',\n",
" 'my_random_forest_regressor.pkl_18.npy',\n",
" 'my_random_forest_regressor.pkl_19.npy',\n",
" 'my_random_forest_regressor.pkl_20.npy',\n",
" 'my_random_forest_regressor.pkl_21.npy',\n",
" 'my_random_forest_regressor.pkl_22.npy',\n",
" 'my_random_forest_regressor.pkl_23.npy',\n",
" 'my_random_forest_regressor.pkl_24.npy',\n",
" 'my_random_forest_regressor.pkl_25.npy',\n",
" 'my_random_forest_regressor.pkl_26.npy',\n",
" 'my_random_forest_regressor.pkl_27.npy',\n",
" 'my_random_forest_regressor.pkl_28.npy',\n",
" 'my_random_forest_regressor.pkl_29.npy',\n",
" 'my_random_forest_regressor.pkl_30.npy',\n",
" 'my_random_forest_regressor.pkl_31.npy',\n",
" 'my_random_forest_regressor.pkl_32.npy',\n",
" 'my_random_forest_regressor.pkl_33.npy',\n",
" 'my_random_forest_regressor.pkl_34.npy',\n",
" 'my_random_forest_regressor.pkl_35.npy',\n",
" 'my_random_forest_regressor.pkl_36.npy',\n",
" 'my_random_forest_regressor.pkl_37.npy',\n",
" 'my_random_forest_regressor.pkl_38.npy',\n",
" 'my_random_forest_regressor.pkl_39.npy',\n",
" 'my_random_forest_regressor.pkl_40.npy',\n",
" 'my_random_forest_regressor.pkl_41.npy',\n",
" 'my_random_forest_regressor.pkl_42.npy',\n",
" 'my_random_forest_regressor.pkl_43.npy',\n",
" 'my_random_forest_regressor.pkl_44.npy',\n",
" 'my_random_forest_regressor.pkl_45.npy',\n",
" 'my_random_forest_regressor.pkl_46.npy',\n",
" 'my_random_forest_regressor.pkl_47.npy',\n",
" 'my_random_forest_regressor.pkl_48.npy',\n",
" 'my_random_forest_regressor.pkl_49.npy',\n",
" 'my_random_forest_regressor.pkl_50.npy',\n",
" 'my_random_forest_regressor.pkl_51.npy',\n",
" 'my_random_forest_regressor.pkl_52.npy',\n",
" 'my_random_forest_regressor.pkl_53.npy',\n",
" 'my_random_forest_regressor.pkl_54.npy',\n",
" 'my_random_forest_regressor.pkl_55.npy',\n",
" 'my_random_forest_regressor.pkl_56.npy',\n",
" 'my_random_forest_regressor.pkl_57.npy',\n",
" 'my_random_forest_regressor.pkl_58.npy',\n",
" 'my_random_forest_regressor.pkl_59.npy',\n",
" 'my_random_forest_regressor.pkl_60.npy',\n",
" 'my_random_forest_regressor.pkl_61.npy',\n",
" 'my_random_forest_regressor.pkl_62.npy',\n",
" 'my_random_forest_regressor.pkl_63.npy',\n",
" 'my_random_forest_regressor.pkl_64.npy',\n",
" 'my_random_forest_regressor.pkl_65.npy',\n",
" 'my_random_forest_regressor.pkl_66.npy',\n",
" 'my_random_forest_regressor.pkl_67.npy',\n",
" 'my_random_forest_regressor.pkl_68.npy',\n",
" 'my_random_forest_regressor.pkl_69.npy',\n",
" 'my_random_forest_regressor.pkl_70.npy',\n",
" 'my_random_forest_regressor.pkl_71.npy',\n",
" 'my_random_forest_regressor.pkl_72.npy',\n",
" 'my_random_forest_regressor.pkl_73.npy',\n",
" 'my_random_forest_regressor.pkl_74.npy',\n",
" 'my_random_forest_regressor.pkl_75.npy',\n",
" 'my_random_forest_regressor.pkl_76.npy',\n",
" 'my_random_forest_regressor.pkl_77.npy',\n",
" 'my_random_forest_regressor.pkl_78.npy',\n",
" 'my_random_forest_regressor.pkl_79.npy',\n",
" 'my_random_forest_regressor.pkl_80.npy',\n",
" 'my_random_forest_regressor.pkl_81.npy',\n",
" 'my_random_forest_regressor.pkl_82.npy',\n",
" 'my_random_forest_regressor.pkl_83.npy',\n",
" 'my_random_forest_regressor.pkl_84.npy',\n",
" 'my_random_forest_regressor.pkl_85.npy',\n",
" 'my_random_forest_regressor.pkl_86.npy',\n",
" 'my_random_forest_regressor.pkl_87.npy',\n",
" 'my_random_forest_regressor.pkl_88.npy',\n",
" 'my_random_forest_regressor.pkl_89.npy',\n",
" 'my_random_forest_regressor.pkl_90.npy']"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"joblib.dump(final_model, \"my_random_forest_regressor.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"RandomForestRegressor(bootstrap=True, criterion='mse', max_depth=None,\n",
" max_features=6, max_leaf_nodes=None, min_samples_leaf=1,\n",
" min_samples_split=2, min_weight_fraction_leaf=0.0,\n",
" n_estimators=30, n_jobs=1, oob_score=False, random_state=None,\n",
" verbose=0, warm_start=False)"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"final_model_loaded = joblib.load(\"my_random_forest_regressor.pkl\")\n",
"final_model_loaded"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example SciPy distributions for `RandomizedSearchCV`"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10da83278>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10da83048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.stats import geom, expon\n",
"geom_distrib=geom(0.5).rvs(10000)\n",
"expon_distrib=expon(scale=1).rvs(10000)\n",
"plt.hist(geom_distrib, bins=50)\n",
"plt.show()\n",
"plt.hist(expon_distrib, bins=50)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exercise solutions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Coming soon**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.5.2"
},
"nav_menu": {
"height": "279px",
"width": "309px"
},
"toc": {
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 6,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 0
}