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.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"toc": true
},
"source": [
"<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
"<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#End-to-End-Machine-Learning-Project\" data-toc-modified-id=\"End-to-End-Machine-Learning-Project-1\"><span class=\"toc-item-num\">1 </span>End-to-End Machine Learning Project</a></span><ul class=\"toc-item\"><li><span><a href=\"#Import-Packages\" data-toc-modified-id=\"Import-Packages-1.1\"><span class=\"toc-item-num\">1.1 </span>Import Packages</a></span></li><li><span><a href=\"#Read-data-and-display-summary-tables\" data-toc-modified-id=\"Read-data-and-display-summary-tables-1.2\"><span class=\"toc-item-num\">1.2 </span>Read data and display summary tables</a></span></li><li><span><a href=\"#Histogram-Data\" data-toc-modified-id=\"Histogram-Data-1.3\"><span class=\"toc-item-num\">1.3 </span>Histogram Data</a></span></li><li><span><a href=\"#Create-Train-Test-Datasets\" data-toc-modified-id=\"Create-Train-Test-Datasets-1.4\"><span class=\"toc-item-num\">1.4 </span>Create Train-Test Datasets</a></span><ul class=\"toc-item\"><li><span><a href=\"#Custom-Function\" data-toc-modified-id=\"Custom-Function-1.4.1\"><span class=\"toc-item-num\">1.4.1 </span>Custom Function</a></span></li><li><span><a href=\"#Hashed-Train-Test-Split\" data-toc-modified-id=\"Hashed-Train-Test-Split-1.4.2\"><span class=\"toc-item-num\">1.4.2 </span>Hashed Train-Test Split</a></span></li><li><span><a href=\"#Scikit-Learn-Train-Test-Split\" data-toc-modified-id=\"Scikit-Learn-Train-Test-Split-1.4.3\"><span class=\"toc-item-num\">1.4.3 </span>Scikit-Learn Train-Test Split</a></span></li><li><span><a href=\"#Scikit-Learn-Stratified-Shuffle-Split\" data-toc-modified-id=\"Scikit-Learn-Stratified-Shuffle-Split-1.4.4\"><span class=\"toc-item-num\">1.4.4 </span>Scikit-Learn Stratified Shuffle Split</a></span></li></ul></li><li><span><a href=\"#Visualise-Data\" data-toc-modified-id=\"Visualise-Data-1.5\"><span class=\"toc-item-num\">1.5 </span>Visualise Data</a></span></li><li><span><a href=\"#Correlations\" data-toc-modified-id=\"Correlations-1.6\"><span class=\"toc-item-num\">1.6 </span>Correlations</a></span></li><li><span><a href=\"#New-Attributes\" data-toc-modified-id=\"New-Attributes-1.7\"><span class=\"toc-item-num\">1.7 </span>New Attributes</a></span></li><li><span><a href=\"#Prepare-Data-for-Machine-Learning-Algorithms\" data-toc-modified-id=\"Prepare-Data-for-Machine-Learning-Algorithms-1.8\"><span class=\"toc-item-num\">1.8 </span>Prepare Data for Machine Learning Algorithms</a></span><ul class=\"toc-item\"><li><span><a href=\"#Fill-na-with-imputer\" data-toc-modified-id=\"Fill-na-with-imputer-1.8.1\"><span class=\"toc-item-num\">1.8.1 </span>Fill na with imputer</a></span></li></ul></li></ul></li></ul></div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 2\n",
"## End-to-End Machine Learning Project\n",
"### Import Packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:10.082721Z",
"start_time": "2019-11-15T14:52:08.001499Z"
}
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read data and display summary tables"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:10.116673Z",
"start_time": "2019-11-15T14:52:10.083692Z"
}
},
"outputs": [],
"source": [
"housing = pd.read_csv(\"data/housing.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:10.138648Z",
"start_time": "2019-11-15T14:52:10.117656Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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"</style>\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>41.0</td>\n",
" <td>880.0</td>\n",
" <td>129.0</td>\n",
" <td>322.0</td>\n",
" <td>126.0</td>\n",
" <td>8.3252</td>\n",
" <td>452600.0</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>21.0</td>\n",
" <td>7099.0</td>\n",
" <td>1106.0</td>\n",
" <td>2401.0</td>\n",
" <td>1138.0</td>\n",
" <td>8.3014</td>\n",
" <td>358500.0</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>52.0</td>\n",
" <td>1467.0</td>\n",
" <td>190.0</td>\n",
" <td>496.0</td>\n",
" <td>177.0</td>\n",
" <td>7.2574</td>\n",
" <td>352100.0</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>52.0</td>\n",
" <td>1274.0</td>\n",
" <td>235.0</td>\n",
" <td>558.0</td>\n",
" <td>219.0</td>\n",
" <td>5.6431</td>\n",
" <td>341300.0</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>52.0</td>\n",
" <td>1627.0</td>\n",
" <td>280.0</td>\n",
" <td>565.0</td>\n",
" <td>259.0</td>\n",
" <td>3.8462</td>\n",
" <td>342200.0</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 41.0 880.0 129.0 \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": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:10.152620Z",
"start_time": "2019-11-15T14:52:10.140632Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\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": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:10.162609Z",
"start_time": "2019-11-15T14:52:10.154617Z"
}
},
"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": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing[\"ocean_proximity\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:10.200570Z",
"start_time": "2019-11-15T14:52:10.164609Z"
}
},
"outputs": [
{
"data": {
"text/html": [
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"<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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" <td>20433.000000</td>\n",
" <td>20640.000000</td>\n",
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" <td>20640.000000</td>\n",
" <td>20640.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>-119.569704</td>\n",
" <td>35.631861</td>\n",
" <td>28.639486</td>\n",
" <td>2635.763081</td>\n",
" <td>537.870553</td>\n",
" <td>1425.476744</td>\n",
" <td>499.539680</td>\n",
" <td>3.870671</td>\n",
" <td>206855.816909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>2.003532</td>\n",
" <td>2.135952</td>\n",
" <td>12.585558</td>\n",
" <td>2181.615252</td>\n",
" <td>421.385070</td>\n",
" <td>1132.462122</td>\n",
" <td>382.329753</td>\n",
" <td>1.899822</td>\n",
" <td>115395.615874</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>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>3.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.499900</td>\n",
" <td>14999.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-121.800000</td>\n",
" <td>33.930000</td>\n",
" <td>18.000000</td>\n",
" <td>1447.750000</td>\n",
" <td>296.000000</td>\n",
" <td>787.000000</td>\n",
" <td>280.000000</td>\n",
" <td>2.563400</td>\n",
" <td>119600.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>-118.490000</td>\n",
" <td>34.260000</td>\n",
" <td>29.000000</td>\n",
" <td>2127.000000</td>\n",
" <td>435.000000</td>\n",
" <td>1166.000000</td>\n",
" <td>409.000000</td>\n",
" <td>3.534800</td>\n",
" <td>179700.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>-118.010000</td>\n",
" <td>37.710000</td>\n",
" <td>37.000000</td>\n",
" <td>3148.000000</td>\n",
" <td>647.000000</td>\n",
" <td>1725.000000</td>\n",
" <td>605.000000</td>\n",
" <td>4.743250</td>\n",
" <td>264725.000000</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>6445.000000</td>\n",
" <td>35682.000000</td>\n",
" <td>6082.000000</td>\n",
" <td>15.000100</td>\n",
" <td>500001.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"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": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"housing.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Histogram Data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:10.292529Z",
"start_time": "2019-11-15T14:52:10.201569Z"
}
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:12.061547Z",
"start_time": "2019-11-15T14:52:10.293475Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1080 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing.hist(bins=50, figsize=(20, 15));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create Train-Test Datasets"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:12.066530Z",
"start_time": "2019-11-15T14:52:12.062535Z"
}
},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Custom Function\n",
"\n",
"This will randomly split the data into different sets based on the test_ratio."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:12.072538Z",
"start_time": "2019-11-15T14:52:12.068529Z"
}
},
"outputs": [],
"source": [
"def split_train_test(data, test_ratio):\n",
" shuffled_indices = np.random.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": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:12.081530Z",
"start_time": "2019-11-15T14:52:12.074522Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16512\n",
"4128\n"
]
}
],
"source": [
"train_set, test_set = split_train_test(housing, 0.2)\n",
"print(len(train_set))\n",
"print(len(test_set))"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:33:41.964628Z",
"start_time": "2019-11-15T14:33:41.960621Z"
}
},
"source": [
"#### Hashed Train-Test Split\n",
"\n",
"This will do the same as before, except the same rows will be chosen every time."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:12.133461Z",
"start_time": "2019-11-15T14:52:12.082515Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16512\n",
"4128\n"
]
}
],
"source": [
"from zlib import crc32\n",
"def test_set_check(identifier, test_ratio):\n",
" return crc32(np.int64(identifier)) & 0xffffffff < test_ratio * 2**32\n",
"\n",
"def split_train_test_by_id(data, test_ratio, id_column):\n",
" ids = data[id_column]\n",
" in_test_set = ids.apply(lambda id_: test_set_check(id_, test_ratio))\n",
" return data.loc[~in_test_set], data.loc[in_test_set]\n",
"\n",
"housing_with_id = housing.reset_index()\n",
"train_set, test_set = split_train_test_by_id(housing_with_id, 0.2, \"index\")\n",
"\n",
"print(len(train_set))\n",
"print(len(test_set))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instead of using the row number, use the location information as this won't change if data is added."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:12.184913Z",
"start_time": "2019-11-15T14:52:12.134460Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16322\n",
"4318\n"
]
}
],
"source": [
"housing_with_id[\"id\"] = housing[\"longitude\"] * 1000 + housing[\"latitude\"]\n",
"train_set, test_set = split_train_test_by_id(housing_with_id, 0.2, \"id\")\n",
"\n",
"print(len(train_set))\n",
"print(len(test_set))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Scikit-Learn Train-Test Split"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T14:52:12.642019Z",
"start_time": "2019-11-15T14:52:12.186916Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"16512\n",
"4128\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"train_set, test_set = train_test_split(housing, test_size=0.2, random_state=42)\n",
"\n",
"print(len(train_set))\n",
"print(len(test_set))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Scikit-Learn Stratified Shuffle Split"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:23:14.503553Z",
"start_time": "2019-11-15T15:23:14.500559Z"
}
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:25:01.104508Z",
"start_time": "2019-11-15T15:25:00.980603Z"
}
},
"outputs": [],
"source": [
"housing[\"income_cat\"] = pd.cut(housing[\"median_income\"],\n",
" bins=[0, 1.5, 3, 3.5, 6, np.inf],\n",
" labels=[1, 2, 3, 4, 5])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:25:17.993195Z",
"start_time": "2019-11-15T15:25:17.850354Z"
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing[\"income_cat\"].hist();"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:30:26.533525Z",
"start_time": "2019-11-15T15:30:26.488559Z"
}
},
"outputs": [],
"source": [
"from sklearn.model_selection import StratifiedShuffleSplit\n",
"\n",
"split = StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n",
"for train_index, test_index in split.split(housing, housing[\"income_cat\"]):\n",
" strat_train_set = housing.loc[train_index]\n",
" strat_test_set = housing.loc[test_index]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:31:22.391364Z",
"start_time": "2019-11-15T15:31:22.371384Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"4 0.395107\n",
"2 0.318798\n",
"3 0.131783\n",
"5 0.114583\n",
"1 0.039729\n",
"Name: income_cat, dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"strat_test_set[\"income_cat\"].value_counts() / len(strat_test_set)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:31:33.598897Z",
"start_time": "2019-11-15T15:31:33.591902Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"4 0.395107\n",
"2 0.318859\n",
"3 0.131783\n",
"5 0.114402\n",
"1 0.039850\n",
"Name: income_cat, dtype: float64"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"strat_train_set[\"income_cat\"].value_counts() / len(strat_train_set)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:35:19.324946Z",
"start_time": "2019-11-15T15:35:19.308973Z"
}
},
"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": [
"### Visualise Data"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:36:38.235208Z",
"start_time": "2019-11-15T15:36:38.230213Z"
}
},
"outputs": [],
"source": [
"housing = strat_train_set.copy()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:37:50.292446Z",
"start_time": "2019-11-15T15:37:50.065689Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\");"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:37:53.666240Z",
"start_time": "2019-11-15T15:37:53.417483Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1);"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:39:13.865510Z",
"start_time": "2019-11-15T15:39:12.855310Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 2 Axes>"
]
},
"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\", figsize=(10, 7),\n",
" c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), colorbar=True);\n",
"\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Correlations"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:41:29.449756Z",
"start_time": "2019-11-15T15:41:29.422770Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"median_house_value 1.000000\n",
"median_income 0.690262\n",
"total_rooms 0.133818\n",
"housing_median_age 0.117138\n",
"households 0.063853\n",
"total_bedrooms 0.046669\n",
"population -0.024986\n",
"longitude -0.049940\n",
"latitude -0.140384\n",
"Name: median_house_value, dtype: float64"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corr_matrix = housing.corr()\n",
"\n",
"corr_matrix[\"median_house_value\"].sort_values(ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"ExecuteTime": {
"end_time": "2019-11-15T15:45:36.541064Z",
"start_time": "2019-11-15T15:45:33.278212Z"
}