{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Machine Learning overview - assignment 1 " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## What the assignment is for" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this assignment, we will explore the very classic iris dataset and use the very simple KNN (K-Nearest Neighbors) algorithm for classification.\n", "\n", "**You should pay attention to how this assignment follows the Machine Learning Workflow in our lecture session!**" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas\n", "import numpy\n", "from matplotlib import pyplot as plt" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load Dataset\n", "\n", "NOTE: Iris dataset includes three iris species with 50 samples each as well as some properties about each flower. One flower species is linearly separable from the other two, but the other two are not linearly separable from each other." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "iris = pandas.read_csv(\n", " \"https://static-1300131294.cos.ap-shanghai.myqcloud.com/data/data-science/working-with-data/pandas/iris.csv\"\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Dimension (shape) of Dataset\n", "\n", "We can get a quick idea of how many instances (rows) and how many attributes (columns) the data contains with the shape property." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(150, 5)\n" ] } ], "source": [ "print(iris.shape)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Show the first 5 rows of the data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " SepalLength SepalWidth PetalLength PetalWidth Name\n", "0 5.1 3.5 1.4 0.2 Iris-setosa\n", "1 4.9 3.0 1.4 0.2 Iris-setosa\n", "2 4.7 3.2 1.3 0.2 Iris-setosa\n", "3 4.6 3.1 1.5 0.2 Iris-setosa\n", "4 5.0 3.6 1.4 0.2 Iris-setosa\n" ] } ], "source": [ "print(iris.head(5))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Get a global description of the dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " SepalLength SepalWidth PetalLength PetalWidth\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.054000 3.758667 1.198667\n", "std 0.828066 0.433594 1.764420 0.763161\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000\n" ] } ], "source": [ "print(iris.describe())" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Group data\n", "\n", "Let’s now take a look at the number of instances (rows) that belong to each class. We can view this as an absolute count." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name\n", "Iris-setosa 50\n", "Iris-versicolor 50\n", "Iris-virginica 50\n", "dtype: int64\n" ] } ], "source": [ "print(iris.groupby(\"Name\").size())" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Dividing data into features and labels\n", "\n", "As we can see dataset contain five columns: SepalLength, SepalWidth, PetalLength, PetalWidth and Name. The actual features are described by columns 0-3. Last column contains labels of samples. Firstly we need to split data into two arrays: X (features) and y (labels).\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "feature_columns = [\"SepalLength\", \"SepalWidth\", \"PetalLength\", \"PetalWidth\"]\n", "X = iris[feature_columns].values\n", "y = iris[\"Name\"].values" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[5.1, 3.5, 1.4, 0.2],\n", " [4.9, 3. , 1.4, 0.2],\n", " [4.7, 3.2, 1.3, 0.2],\n", " [4.6, 3.1, 1.5, 0.2],\n", " [5. , 3.6, 1.4, 0.2],\n", " [5.4, 3.9, 1.7, 0.4],\n", " [4.6, 3.4, 1.4, 0.3],\n", " [5. , 3.4, 1.5, 0.2],\n", " [4.4, 2.9, 1.4, 0.2],\n", " [4.9, 3.1, 1.5, 0.1],\n", " [5.4, 3.7, 1.5, 0.2],\n", " [4.8, 3.4, 1.6, 0.2],\n", " [4.8, 3. , 1.4, 0.1],\n", " [4.3, 3. , 1.1, 0.1],\n", " [5.8, 4. , 1.2, 0.2],\n", " [5.7, 4.4, 1.5, 0.4],\n", " [5.4, 3.9, 1.3, 0.4],\n", " [5.1, 3.5, 1.4, 0.3],\n", " [5.7, 3.8, 1.7, 0.3],\n", " [5.1, 3.8, 1.5, 0.3],\n", " [5.4, 3.4, 1.7, 0.2],\n", " [5.1, 3.7, 1.5, 0.4],\n", " [4.6, 3.6, 1. , 0.2],\n", " [5.1, 3.3, 1.7, 0.5],\n", " [4.8, 3.4, 1.9, 0.2],\n", " [5. , 3. , 1.6, 0.2],\n", " [5. , 3.4, 1.6, 0.4],\n", " [5.2, 3.5, 1.5, 0.2],\n", " [5.2, 3.4, 1.4, 0.2],\n", " [4.7, 3.2, 1.6, 0.2],\n", " [4.8, 3.1, 1.6, 0.2],\n", " [5.4, 3.4, 1.5, 0.4],\n", " [5.2, 4.1, 1.5, 0.1],\n", " [5.5, 4.2, 1.4, 0.2],\n", " [4.9, 3.1, 1.5, 0.1],\n", " [5. , 3.2, 1.2, 0.2],\n", " [5.5, 3.5, 1.3, 0.2],\n", " [4.9, 3.1, 1.5, 0.1],\n", " [4.4, 3. , 1.3, 0.2],\n", " [5.1, 3.4, 1.5, 0.2],\n", " [5. , 3.5, 1.3, 0.3],\n", " [4.5, 2.3, 1.3, 0.3],\n", " [4.4, 3.2, 1.3, 0.2],\n", " [5. , 3.5, 1.6, 0.6],\n", " [5.1, 3.8, 1.9, 0.4],\n", " [4.8, 3. , 1.4, 0.3],\n", " [5.1, 3.8, 1.6, 0.2],\n", " [4.6, 3.2, 1.4, 0.2],\n", " [5.3, 3.7, 1.5, 0.2],\n", " [5. , 3.3, 1.4, 0.2],\n", " [7. , 3.2, 4.7, 1.4],\n", " [6.4, 3.2, 4.5, 1.5],\n", " [6.9, 3.1, 4.9, 1.5],\n", " [5.5, 2.3, 4. , 1.3],\n", " [6.5, 2.8, 4.6, 1.5],\n", " [5.7, 2.8, 4.5, 1.3],\n", " [6.3, 3.3, 4.7, 1.6],\n", " [4.9, 2.4, 3.3, 1. ],\n", " [6.6, 2.9, 4.6, 1.3],\n", " [5.2, 2.7, 3.9, 1.4],\n", " [5. , 2. , 3.5, 1. ],\n", " [5.9, 3. , 4.2, 1.5],\n", " [6. , 2.2, 4. , 1. ],\n", " [6.1, 2.9, 4.7, 1.4],\n", " [5.6, 2.9, 3.6, 1.3],\n", " [6.7, 3.1, 4.4, 1.4],\n", " [5.6, 3. , 4.5, 1.5],\n", " [5.8, 2.7, 4.1, 1. ],\n", " [6.2, 2.2, 4.5, 1.5],\n", " [5.6, 2.5, 3.9, 1.1],\n", " [5.9, 3.2, 4.8, 1.8],\n", " [6.1, 2.8, 4. , 1.3],\n", " [6.3, 2.5, 4.9, 1.5],\n", " [6.1, 2.8, 4.7, 1.2],\n", " [6.4, 2.9, 4.3, 1.3],\n", " [6.6, 3. , 4.4, 1.4],\n", " [6.8, 2.8, 4.8, 1.4],\n", " [6.7, 3. , 5. , 1.7],\n", " [6. , 2.9, 4.5, 1.5],\n", " [5.7, 2.6, 3.5, 1. ],\n", " [5.5, 2.4, 3.8, 1.1],\n", " [5.5, 2.4, 3.7, 1. ],\n", " [5.8, 2.7, 3.9, 1.2],\n", " [6. , 2.7, 5.1, 1.6],\n", " [5.4, 3. , 4.5, 1.5],\n", " [6. , 3.4, 4.5, 1.6],\n", " [6.7, 3.1, 4.7, 1.5],\n", " [6.3, 2.3, 4.4, 1.3],\n", " [5.6, 3. , 4.1, 1.3],\n", " [5.5, 2.5, 4. , 1.3],\n", " [5.5, 2.6, 4.4, 1.2],\n", " [6.1, 3. , 4.6, 1.4],\n", " [5.8, 2.6, 4. , 1.2],\n", " [5. , 2.3, 3.3, 1. ],\n", " [5.6, 2.7, 4.2, 1.3],\n", " [5.7, 3. , 4.2, 1.2],\n", " [5.7, 2.9, 4.2, 1.3],\n", " [6.2, 2.9, 4.3, 1.3],\n", " [5.1, 2.5, 3. , 1.1],\n", " [5.7, 2.8, 4.1, 1.3],\n", " [6.3, 3.3, 6. , 2.5],\n", " [5.8, 2.7, 5.1, 1.9],\n", " [7.1, 3. , 5.9, 2.1],\n", " [6.3, 2.9, 5.6, 1.8],\n", " [6.5, 3. , 5.8, 2.2],\n", " [7.6, 3. , 6.6, 2.1],\n", " [4.9, 2.5, 4.5, 1.7],\n", " [7.3, 2.9, 6.3, 1.8],\n", " [6.7, 2.5, 5.8, 1.8],\n", " [7.2, 3.6, 6.1, 2.5],\n", " [6.5, 3.2, 5.1, 2. ],\n", " [6.4, 2.7, 5.3, 1.9],\n", " [6.8, 3. , 5.5, 2.1],\n", " [5.7, 2.5, 5. , 2. ],\n", " [5.8, 2.8, 5.1, 2.4],\n", " [6.4, 3.2, 5.3, 2.3],\n", " [6.5, 3. , 5.5, 1.8],\n", " [7.7, 3.8, 6.7, 2.2],\n", " [7.7, 2.6, 6.9, 2.3],\n", " [6. , 2.2, 5. , 1.5],\n", " [6.9, 3.2, 5.7, 2.3],\n", " [5.6, 2.8, 4.9, 2. ],\n", " [7.7, 2.8, 6.7, 2. ],\n", " [6.3, 2.7, 4.9, 1.8],\n", " [6.7, 3.3, 5.7, 2.1],\n", " [7.2, 3.2, 6. , 1.8],\n", " [6.2, 2.8, 4.8, 1.8],\n", " [6.1, 3. , 4.9, 1.8],\n", " [6.4, 2.8, 5.6, 2.1],\n", " [7.2, 3. , 5.8, 1.6],\n", " [7.4, 2.8, 6.1, 1.9],\n", " [7.9, 3.8, 6.4, 2. ],\n", " [6.4, 2.8, 5.6, 2.2],\n", " [6.3, 2.8, 5.1, 1.5],\n", " [6.1, 2.6, 5.6, 1.4],\n", " [7.7, 3. , 6.1, 2.3],\n", " [6.3, 3.4, 5.6, 2.4],\n", " [6.4, 3.1, 5.5, 1.8],\n", " [6. , 3. , 4.8, 1.8],\n", " [6.9, 3.1, 5.4, 2.1],\n", " [6.7, 3.1, 5.6, 2.4],\n", " [6.9, 3.1, 5.1, 2.3],\n", " [5.8, 2.7, 5.1, 1.9],\n", " [6.8, 3.2, 5.9, 2.3],\n", " [6.7, 3.3, 5.7, 2.5],\n", " [6.7, 3. , 5.2, 2.3],\n", " [6.3, 2.5, 5. , 1.9],\n", " [6.5, 3. , 5.2, 2. ],\n", " [6.2, 3.4, 5.4, 2.3],\n", " [5.9, 3. , 5.1, 1.8]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n", " 'Iris-setosa', 'Iris-setosa', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n", " 'Iris-virginica', 'Iris-virginica'], dtype=object)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Label encoding\n", "\n", "As we can see labels are categorical. KNeighborsClassifier does not accept string labels. We need to use LabelEncoder to transform them into numbers. Iris-setosa correspond to 0, Iris-versicolor correspond to 1 and Iris-virginica correspond to 2." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n", " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", " 2 2]\n" ] } ], "source": [ "from sklearn.preprocessing import LabelEncoder\n", "\n", "le = LabelEncoder()\n", "y = le.fit_transform(y)\n", "print(y)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Spliting dataset into training set and test set\n", "\n", "Let's split dataset into training set and test set, to check later on whether or not our classifier works correctly." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Feature scaling\n", "\n", "Because features values are in the same order of magnitude, there is no need for feature scaling. Nevertheless in other sercostamses it is extremly important to apply feature scaling before running classification algorythms." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Data Visualization\n", "\n", "### pairplot\n", "Pairwise is useful when you want to visualize the distribution of a variable or the relationship between multiple variables separately within subsets of your dataset." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "d:\\Anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:2095: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n", " warnings.warn(msg, UserWarning)\n", "d:\\Anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "d:\\Anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "d:\\Anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n", "d:\\Anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", " with pd.option_context('mode.use_inf_as_na', True):\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "plt.figure()\n", "sns.pairplot(iris, hue=\"Name\", size=3, markers=[\"o\", \"s\", \"D\"])\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplots" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "iris.boxplot(by=\"Name\", figsize=(15, 10))\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### 3D visualization\n", "\n", "You can also try to visualize high-dimensional datasets in 3D using color, shape, size and other properties of 3D and 2D objects. In this plot we use marks sizes to visualize fourth dimenssion which is Petal Width." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.pyplot as plt\n", "\n", "# Assuming X and y are defined somewhere in your code\n", "\n", "fig = plt.figure(1, figsize=(20, 15))\n", "ax = Axes3D(fig, elev=48, azim=134)\n", "ax.scatter(\n", " X[:, 0], X[:, 1], X[:, 2], c=y, cmap=plt.cm.Set1, edgecolor=\"k\", s=X[:, 3] * 50\n", ")\n", "\n", "for name, label in [(\"Virginica\", 0), (\"Setosa\", 1), (\"Versicolour\", 2)]:\n", " ax.text3D(\n", " X[y == label, 0].mean(),\n", " X[y == label, 1].mean(),\n", " X[y == label, 2].mean(),\n", " name,\n", " horizontalalignment=\"center\",\n", " bbox=dict(alpha=0.5, edgecolor=\"w\", facecolor=\"w\"),\n", " size=25,\n", " )\n", "\n", "ax.set_title(\"3D visualization\", fontsize=40)\n", "ax.set_xlabel(\"Sepal Length\", fontsize=25)\n", "ax.xaxis.set_ticklabels([])\n", "ax.set_ylabel(\"Sepal Width\", fontsize=25)\n", "ax.yaxis.set_ticklabels([])\n", "ax.set_zlabel(\"Petal Length\", fontsize=25)\n", "ax.zaxis.set_ticklabels([])\n", "\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Using KNN for classification" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Train the model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
KNeighborsClassifier(n_neighbors=3)
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" ], "text/plain": [ "KNeighborsClassifier(n_neighbors=3)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fitting clasifier to the Training set\n", "# Loading libraries\n", "from sklearn.neighbors import KNeighborsClassifier\n", "\n", "# Instantiate learning model (k = 3)\n", "classifier = KNeighborsClassifier(n_neighbors=3)\n", "\n", "# Fitting the model\n", "classifier.fit(X_train, y_train)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Predict, with test dataset" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "y_pred = classifier.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 1, 0, 2, 0, 2, 0, 1, 1, 1, 2, 1, 1, 1, 1, 0, 1, 1, 0, 0, 2, 1,\n", " 0, 0, 2, 0, 0, 1, 1, 0])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_test" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 1, 0, 2, 0, 2, 0, 1, 1, 1, 2, 1, 1, 1, 2, 0, 1, 1, 0, 0, 2, 1,\n", " 0, 0, 2, 0, 0, 1, 1, 0])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Evaluating predictions" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[11 0 0]\n", " [ 0 12 1]\n", " [ 0 0 6]]\n" ] } ], "source": [ "# Building confusion matrix:\n", "from sklearn.metrics import confusion_matrix\n", "\n", "cm = confusion_matrix(y_test, y_pred)\n", "print(cm)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of our model is equal 96.67 %.\n" ] } ], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", "# Calculating model accuracy:\n", "accuracy = accuracy_score(y_test, y_pred) * 100\n", "print(\"Accuracy of our model is equal \" + str(round(accuracy, 2)) + \" %.\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Using cross-validation for parameter tuning" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "# creating list of K for KNN\n", "k_list = list(range(1, 50, 2))\n", "# creating list of cv scores\n", "cv_scores = []\n", "\n", "# perform 10-fold cross validation\n", "for k in k_list:\n", " knn = KNeighborsClassifier(n_neighbors=k)\n", " scores = cross_val_score(knn, X_train, y_train, cv=10, scoring=\"accuracy\")\n", " cv_scores.append(scores.mean())" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# changing to misclassification error\n", "MSE = [1 - x for x in cv_scores]\n", "\n", "plt.figure()\n", "plt.figure(figsize=(15, 10))\n", "plt.title(\"The optimal number of neighbors\", fontsize=20, fontweight=\"bold\")\n", "plt.xlabel(\"Number of Neighbors K\", fontsize=15)\n", "plt.ylabel(\"Misclassification Error\", fontsize=15)\n", "sns.set_style(\"whitegrid\")\n", "plt.plot(k_list, MSE)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The optimal number of neighbors is 9.\n" ] } ], "source": [ "# finding best k\n", "best_k = k_list[MSE.index(min(MSE))]\n", "print(\"The optimal number of neighbors is %d.\" % best_k)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Acknowledgments\n", "\n", "Thanks to SkalskiP for creating the open-source [Kaggle jupyter notebook](https://www.kaggle.com/code/skalskip/iris-data-visualization-and-knn-classification), licensed under Apache 2.0. It inspires the majority of the content of this assignment." ] } ], "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": "3.11.5" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }