{ "cells": [ { "cell_type": "markdown", "id": "6bdfd52a", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "
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Geospatial Data Science Applications: GEOG 4/590

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Jan 31, 2022

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Lecture 5: Machine learning

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Johnny Ryan: jryan4@uoregon.edu

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" ] }, { "cell_type": "markdown", "id": "e5d1f953", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Content of this lecture\n", "\n", "* Crash course on machine learning for environmental applications \n", "
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\n", "* Introduce `scikit-learn` for machine learning in Python\n", "
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\n", "* Learn how to represent data so a program can learn from it\n", "
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\n", "* Learn how to evaluate a machine learning model\n", "
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\n", "* Background for this week's lab" ] }, { "cell_type": "markdown", "id": "a82575a5", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What is machine learning?\n", "\n", "* The goal of machine learning is use **input data** to make **useful predictions** on **never-before-seen data**\n" ] }, { "cell_type": "markdown", "id": "cb49682f", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* Machine learning is **part** of artificial intelligence, but not the only part\n", "\n", "\n", "\n", "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "bfaaae6f", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Input data\n", "\n", "* Machine learning starts with a **labelled dataset**\n", "\n", "\n", "\n", "* A **label** (or target variable) is the thing we're predicting (e.g. `y` variable in linear regression)\n", "\n", "\n", "\n", "* For example, house price, river discharge, land cover etc." ] }, { "cell_type": "markdown", "id": "595085e1", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Input data\n", "\n", "* It's tough to collect a good collection of data (time-consuming, expensive) \n", "\n", "\n", "* These datasets are therefore **extremely valuable**\n", "\n", "\"https://onezero.medium.com/why-captcha-pictures-are-so-unbearably-depressing-20679b8cf84a\"" ] }, { "cell_type": "markdown", "id": "42a0c620", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Features\n", "\n", "* An input **variable** (e.g. the `x` variable in linear regression)\n", "\n", "\n", "* A simple dataset might use a **one or two features** while a more complex dataset could have **thousands of features**\n", "\n", "\n", "* In our river discharge example - features could include precipitation, snow depth, soil moisture\n" ] }, { "cell_type": "markdown", "id": "6c94eff0", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Algorithms\n", "\n", "* There are many (e.g. naive bayes, decision trees, neural network etc.)\n", "\n", "\n", "* Performance of algorithm dependent on type of problem\n", "\n", "\n", "* Just remember: **garage in, garbage out**" ] }, { "cell_type": "markdown", "id": "47599152", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "2035f7f0", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "1f02dc07", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Supervised learning\n", "\n", "* Training data is already **labeled** and we teach the machine to learn from these examples\n", "\n", "\n", "* Supervised learning can used to predict a **category** (classification) or predict a **number** (regression) " ] }, { "cell_type": "markdown", "id": "0fde9585", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Classification\n", "\n", "* \"Split things into **groups** based on their **features**\"\n", "\n", "\n", "* Examples include:\n", " * Land cover\n", " * Flood risk\n", " * Sentiment analysis\n", "\n", "\n", "* Popular algorithms include:\n", " * Naive Bayes\n", " * Decision Trees\n", " * K-Nearest Neighbours\n", " * Support Vector Machine\n", " \n", "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "363d4bc6", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Regression\n", "\n", "* \"Draw a **line** through these dots\"\n", "\n", "\n", "* Used for predicting continuous variables:\n", " * River discharge\n", " * House prices\n", " * Weather forecasting\n", " \n", "\n", "* Popular algorithms include linear regression, polynomial regression, + other algorithms\n", " \n", "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "dfdea510", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Unsupervised learning\n", "\n", "* Labeled data is a luxury, sometimes we don't have it\n", "\n", "\n", "* Sometimes we have **no idea** what the labels could be\n", "\n", "\n", "\n", "* Much **less used** in geospatial data science but sometimes useful for exploratory analysis" ] }, { "cell_type": "markdown", "id": "3efa2bab", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Clustering\n", "\n", "* \"Divide data into groups but machine chooses the best way\"\n", "\n", "\n", "\n", "* Common usages include:\n", " * image compression\n", " * labeling training data (i.e. for supervised learning)\n", " * detecting abnormal behavior\n", " \n", " \n", "* Popular algorithms: \n", " * K-means clustering\n", " * Mean-Shift\n", " * DBSCAN\n", "\n", "\n", "\n", " \n", " \n", "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "188e8cd2", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "5e29458b", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Dimensionality reduction\n", "\n", "* \"Assemble specific features into higher-level ones\"\n", "\n", "\n", "* When we have too many features, some of which are useless\n", "\n", "\n", "* Most popular algorithm is Principal Component Analysis (PCA)\n", "\n", "\n", "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "19ff60d0", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Ensemble methods\n", "\n", "* \"Multiple learning algorithms learning to correct errors of each other\"\n", "\n", "\n", "* Often used improve the accuracy over what could be acheived with a single classical machine learning model.\n", "\n", "\n", "* Popular algorithms: \n", " * Random Forest\n", " * XGBoost\n", " \n", "\"https://vas3k.com/blog/machine_learning/\"" ] }, { "cell_type": "markdown", "id": "f098d247", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Bagging\n", "\n", "* Apply the same algorithm but train it on different subsets of original data. At the end - just average the answers. Most famous example is **Random Forests**.\n", "\n", "\n", "\n", "\"https://vas3k.com/blog/machine_learning/\"\n", "\n" ] }, { "cell_type": "markdown", "id": "af735dde", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Boosting\n", "\n", "Similar to bagging but each subsequent algorithm is paying most attention to data points that were **mispredicted** by the previous one.\n", "\n", "\"https://vas3k.com/blog/machine_learning/\"\n" ] }, { "cell_type": "markdown", "id": "1dcea860", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Predicting house prices using `scikit-learn`\n", "\n", "* The **California house price dataset** is a classic example dataset derived from the 1990 U.S. Census\n", "\n", "\n", "* **Labels** = house prices at the block group level (a block group typically has a population of 600 to 3,000 people)\n", "\n", "\n", "* **Features** = longitude, latitude, housing_median_age, total_rooms, total_bedrooms, population, households, median_income\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 56, "id": "c1955450", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Import libraries\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 57, "id": "8b795cdb", "metadata": { "scrolled": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " housing_median_age total_rooms total_bedrooms population households \\\n", "0 51 1905 291 707 284 \n", "1 51 1616 374 608 302 \n", "2 51 2413 431 1095 437 \n", "3 51 1502 243 586 231 \n", "4 51 2399 516 1160 514 \n", "\n", " median_income median_house_value \n", "0 6.2561 431000 \n", "1 3.1932 400000 \n", "2 4.0089 357000 \n", "3 4.3750 332400 \n", "4 3.8456 318900 " ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read dataset\n", "df = pd.read_csv('data/california_house_prices.csv')\n", "\n", "# Examine dataset (each row represents one block group)\n", "df.head()" ] }, { "cell_type": "markdown", "id": "cd106d36", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Check data" ] }, { "cell_type": "code", "execution_count": 58, "id": "3ad17fff", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 15267 entries, 0 to 15266\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 housing_median_age 15267 non-null int64 \n", " 1 total_rooms 15267 non-null int64 \n", " 2 total_bedrooms 15267 non-null int64 \n", " 3 population 15267 non-null int64 \n", " 4 households 15267 non-null int64 \n", " 5 median_income 15267 non-null float64\n", " 6 median_house_value 15267 non-null int64 \n", "dtypes: float64(1), int64(6)\n", "memory usage: 835.0 KB\n" ] } ], "source": [ "# Check for NaN values and data types\n", "df.info()" ] }, { "cell_type": "markdown", "id": "d96da921", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Check data" ] }, { "cell_type": "code", "execution_count": 59, "id": "8378e1ef", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/html": [ "
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count15267.00000015267.00000015267.00000015267.00000015267.00000015267.0000015267.000000
mean26.9248052678.617214549.9770751476.071199510.8143713.70112189416.617345
std11.4262882225.565198430.9647031180.890618393.2328071.5768695681.349164
min1.0000002.0000002.0000003.0000002.0000000.4999014999.000000
25%17.0000001469.000000302.000000814.000000286.0000002.53665115400.000000
50%27.0000002142.000000441.0000001203.000000415.0000003.47840171200.000000
75%36.0000003187.000000661.0000001780.000000614.5000004.62635243050.000000
max51.00000037937.0000006445.00000035682.0000006082.00000015.00010499100.000000
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" ], "text/plain": [ " housing_median_age total_rooms total_bedrooms population \\\n", "count 15267.000000 15267.000000 15267.000000 15267.000000 \n", "mean 26.924805 2678.617214 549.977075 1476.071199 \n", "std 11.426288 2225.565198 430.964703 1180.890618 \n", "min 1.000000 2.000000 2.000000 3.000000 \n", "25% 17.000000 1469.000000 302.000000 814.000000 \n", "50% 27.000000 2142.000000 441.000000 1203.000000 \n", "75% 36.000000 3187.000000 661.000000 1780.000000 \n", "max 51.000000 37937.000000 6445.000000 35682.000000 \n", "\n", " households median_income median_house_value \n", "count 15267.000000 15267.00000 15267.000000 \n", "mean 510.814371 3.70112 189416.617345 \n", "std 393.232807 1.57686 95681.349164 \n", "min 2.000000 0.49990 14999.000000 \n", "25% 286.000000 2.53665 115400.000000 \n", "50% 415.000000 3.47840 171200.000000 \n", "75% 614.500000 4.62635 243050.000000 \n", "max 6082.000000 15.00010 499100.000000 " ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check summary statistics\n", "df.describe()" ] }, { "cell_type": "markdown", "id": "a8b5d2be", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualize data" ] }, { "cell_type": "code", "execution_count": 60, "id": "68c00de6", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot histogram\n", "_ = df.hist(bins=50 , figsize=(20, 10))" ] }, { "cell_type": "markdown", "id": "5f12b7ec", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Correlation analysis\n", "\n", "* It is always useful to compute correlation coeffcients (e.g.Pearson's r) between the labels (i.e. `median_house_value`) and features." ] }, { "cell_type": "code", "execution_count": 61, "id": "c7be2187", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "median_house_value 1.000000\n", "median_income 0.668566\n", "total_rooms 0.152923\n", "households 0.098525\n", "total_bedrooms 0.079023\n", "population 0.020930\n", "housing_median_age 0.014355\n", "Name: median_house_value, dtype: float64" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute correlation matrix\n", "corr_matrix = df.corr()\n", "\n", "# Display just house value correlations\n", "corr_matrix[\"median_house_value\"].sort_values(ascending= False)" ] }, { "cell_type": "markdown", "id": "e56364fc", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Warning\n", "\n", "* Just remember that correlation coefficients only measure linear correlations (\"if `x` goes up, then `y` generally goes up/down\").\n", "\n", "\n", "* They may completely miss nonlinear relationships (e.g., \"if `x` is close to zero then `y` generally goes up\").\n", "\n", "\n", "\n", "\"https://www.kaggle.com/aakashjoshi123/o-reilly-solution-with-my-observations-notebook\"" ] }, { "cell_type": "markdown", "id": "abe81718", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Feature scaling\n", "\n", "* Machine Learning algorithms don’t perform well when the input numerical attributes have very **different scales**.\n", "\n", "\n", "* We often **scale** (or normalize) our features before training the model (e.g. min-max scaling or standardization).\n", "\n", "\n", "* **Min-max method** scales values so that they end up ranging from 0 to 1\n", "\n", "\n", "* **Standardization** scales values so that the they have mean of 0 and unit variance.\n", "\n", "\n", "\"https://www.kaggle.com/aakashjoshi123/o-reilly-solution-with-my-observations-notebook\"" ] }, { "cell_type": "code", "execution_count": 78, "id": "f70262f0", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Import library\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# Define feature list\n", "feature_list = ['housing_median_age', 'total_rooms', 'total_bedrooms', \n", " 'population', 'households', 'median_income']\n", "\n", "# Define features and labels \n", "X = df[feature_list]\n", "y = df['median_house_value']\n", "\n", "# Standarize data\n", "scaler = StandardScaler() \n", "X_scaled = scaler.fit_transform(X)" ] }, { "cell_type": "markdown", "id": "0ceaed07", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Split data in training and testing subsets\n" ] }, { "cell_type": "code", "execution_count": 79, "id": "e7131519", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# Split data \n", "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "markdown", "id": "0c1273fe", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Multiple linear regression\n", "\n", "A very simple supervised algorithm that fits a linear model to our data using a least squares approach. \n", "\n" ] }, { "cell_type": "code", "execution_count": 80, "id": "9fe97ae7", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "LinearRegression()" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", "# Define model\n", "lin_reg = LinearRegression()\n", "\n", "# Fit model to data\n", "lin_reg.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 81, "id": "4d5ed67e", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "64374.61617631897" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import mean_squared_error\n", "\n", "# Predict test labels\n", "predictions = lin_reg.predict(X_test)\n", "\n", "# Compute mean-squared-error\n", "lin_mse = mean_squared_error(y_test, predictions)\n", "lin_rmse = np.sqrt(lin_mse)\n", "lin_rmse" ] }, { "cell_type": "code", "execution_count": 82, "id": "8eb66d0b", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "(0.0, 500000.0)" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "ax.scatter(y_test, predictions, alpha=0.1, s=50, zorder=2)\n", "ax.plot([0,500000], [0, 500000], color='k', lw=1, zorder=3)\n", "ax.set_ylabel('Predicted house price ($)', fontsize=14)\n", "ax.set_xlabel('Observed house price ($)', fontsize=14)\n", "ax.tick_params(axis='both', which='major', labelsize=13)\n", "ax.grid(ls='dashed', lw=1, zorder=1)\n", "ax.set_ylim(0,500000)\n", "ax.set_xlim(0,500000)" ] }, { "cell_type": "markdown", "id": "91e94e31", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Decision Tree\n", "\n", "A popular machine learning algorithm that predicts a target variable using multiple regression trees" ] }, { "cell_type": "code", "execution_count": 83, "id": "3f2fad72", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "DecisionTreeRegressor()" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", "# Define model\n", "tree_reg = DecisionTreeRegressor()\n", "\n", "# Fit model\n", "tree_reg.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 84, "id": "8f8b844b", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "82289.76594673106" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Predict test labels\n", "predictions = tree_reg.predict(X_test)\n", "\n", "# Compute mean-squared-error\n", "tree_mse = mean_squared_error(y_test, predictions)\n", "tree_rmse = np.sqrt(tree_mse)\n", "tree_rmse" ] }, { "cell_type": "code", "execution_count": 85, "id": "cfc5074f", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "(0.0, 500000.0)" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "ax.scatter(y_test, predictions, alpha=0.1, s=50, zorder=2)\n", "ax.plot([0,500000], [0, 500000], color='k', lw=1, zorder=3)\n", "ax.set_ylabel('Predicted house price ($)', fontsize=14)\n", "ax.set_xlabel('Observed house price ($)', fontsize=14)\n", "ax.tick_params(axis='both', which='major', labelsize=13)\n", "ax.grid(ls='dashed', lw=1, zorder=1)\n", "ax.set_ylim(0,500000)\n", "ax.set_xlim(0,500000)" ] }, { "cell_type": "markdown", "id": "b673b547", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## RandomForests\n", "\n", "A popular **ensemble algorithm** that fits a number of **decision tree classifiers** on various sub-samples of the dataset and uses averaging to improve the predictive accuracy and control over-fitting." ] }, { "cell_type": "code", "execution_count": 90, "id": "26c379fe", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "RandomForestRegressor(n_estimators=30)" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", "# Define model\n", "forest_reg = RandomForestRegressor(n_estimators = 30)\n", "\n", "# Fit model\n", "forest_reg.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 91, "id": "035b97f5", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "60264.63679436083" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Predict test labels predictions\n", "predictions = forest_reg.predict(X_test)\n", "\n", "# Compute mean-squared-error\n", "final_mse = mean_squared_error(y_test , predictions)\n", "final_rmse = np.sqrt(final_mse)\n", "final_rmse" ] }, { "cell_type": "code", "execution_count": 93, "id": "e1ca0d24", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "(0.0, 500000.0)" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "ax.scatter(y_test, predictions, alpha=0.1, s=50, zorder=2)\n", "ax.plot([0,500000], [0, 500000], color='k', lw=1, zorder=3)\n", "ax.set_ylabel('Predicted house price ($)', fontsize=14)\n", "ax.set_xlabel('Observed house price ($)', fontsize=14)\n", "ax.tick_params(axis='both', which='major', labelsize=13)\n", "ax.grid(ls='dashed', lw=1, zorder=1)\n", "ax.set_ylim(0,500000)\n", "ax.set_xlim(0,500000)" ] }, { "cell_type": "code", "execution_count": null, "id": "262e9790", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }