{ "cells": [ { "cell_type": "markdown", "metadata": { "_cell_guid": "83708667-4fdc-1563-7b3a-06b6575d2865" }, "source": [ "\n", "\n", "# Dimensionality Reduction-Master Template\n", "\n", "In this notebook, we will learn about fundamental dimensionality reduction techniques that will help us to summarize the information content of a dataset by transforming it onto a new feature subspace of lower dimensionality than the original one.\n", "\n", "The details of the dimensionality Reduction Methodology from scikit Learn can be found under: \n", "https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Content" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* [1. Introduction](#0)\n", "* [2. Getting Started - Load Libraries and Dataset](#1)\n", " * [2.1. Load Libraries](#1.1) \n", " * [2.2. Load Dataset](#1.2)\n", "* [3. Exploratory Data Analysis](#2)\n", " * [3.1 Descriptive Statistics](#2.1) \n", " * [3.2. Data Visualisation](#2.2)\n", "* [4. Data Preparation](#3)\n", " * [4.1 Data Cleaning](#3.1)\n", " * [4.3.Data Transformation](#3.2) \n", "* [5.Evaluate Algorithms and Models](#4) \n", " * [5.1. Principal Component Analysis](#4.1) \n", " * [5.2. Singular Value Decomposition-SVD](#4.2)\n", " * [5.3. Kernel Principal Component Analysis](#4.3)\n", " * [5.4. t-SNE](#4.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 1. Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will look at the following models and the related concepts\n", "1. Principal Component Analysis (PCA)\n", "2. Kernel PCA (KPCA)\n", "3. t-distributed Stochastic Neighbor Embedding (t-SNE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 2. Getting Started- Loading the data and python packages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 2.1. Loading the python packages" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "_cell_guid": "5d8fee34-f454-2642-8b06-ed719f0317e1" }, "outputs": [], "source": [ "# Load libraries\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from pandas import read_csv, set_option\n", "from pandas.plotting import scatter_matrix\n", "import seaborn as sns\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "#Import Model Packages \n", "from sklearn.decomposition import PCA\n", "from sklearn.decomposition import TruncatedSVD\n", "from numpy.linalg import inv, eig, svd\n", "\n", "from sklearn.manifold import TSNE\n", "from sklearn.decomposition import KernelPCA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 2.2. Loading the Data" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "# load dataset\n", "dataset = read_csv('Data_MasterTemplate.csv',index_col=0)" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "#Diable the warnings\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(dataset)" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "df6a4523-b385-69ee-c933-592826d81431" }, "source": [ "\n", "# 3. Exploratory Data Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 3.1. Descriptive Statistics" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "_cell_guid": "52f85dc2-0f91-3c50-400e-ddc38bea966b" }, "outputs": [ { "data": { "text/plain": [ "(4804, 30)" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# shape\n", "dataset.shape" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MMMAXPAAPLBACATCVXCSCOKODISDWDP...NKEPFEPGTRVUTXUNHVZVWMTWBA
Date
2000-01-0329.84735.4773.53126.65014.56121.58243.00416.98423.522NaN...4.70116.74732.22820.15921.3195.84122.564NaN47.33821.713
2000-01-0428.66134.1343.23326.61014.37221.58240.57717.04124.900NaN...4.44516.12231.59619.89020.4465.76621.834NaN45.56620.907
2000-01-0530.12233.9593.28028.47414.91422.04940.89517.22825.782NaN...4.70216.41631.32620.08620.2555.75322.564NaN44.50321.097
2000-01-0631.87733.9592.99628.55315.45922.90339.78217.21024.900NaN...4.67816.97332.43820.12220.9985.96422.449NaN45.12720.527
2000-01-0732.51034.4343.13829.38215.96223.30642.12918.34224.506NaN...4.67818.12335.02420.92221.8316.66322.283NaN48.53521.052
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MMMAXPAAPLBACATCVXCSCOKODISDWDP...NKEPFEPGTRVUTXUNHVZVWMTWBA
count4804.0004804.0004804.0004804.0004804.0004804.0004804.0004804.0004804.000363.000...4804.0004804.0004804.0004804.0004804.0004804.0004804.0002741.0004804.0004804.000
mean86.76949.65949.10785.48256.69761.73521.65324.98446.36864.897...23.72420.73749.96055.96162.20964.41827.19353.32350.76741.697
std53.94222.56455.02079.08534.66331.71410.07410.61132.7335.768...20.9887.63019.76934.64432.62762.92011.97337.64717.04019.937
min25.1408.7130.82817.4639.24717.5666.84211.69911.01849.090...2.5958.04116.20413.28714.5215.17511.2109.84630.74817.317
25%51.19234.0793.90037.40726.33531.82014.91015.42022.04462.250...8.03715.03135.41429.90734.32823.49817.43418.95938.06227.704
50%63.51442.27423.31658.43753.04856.94218.57820.56329.52166.586...14.14718.64346.73539.82455.71542.92421.55645.20742.78232.706
75%122.90666.81684.007112.99676.48891.68824.65034.92775.83369.143...36.54525.40368.13580.76792.55773.17138.99676.96665.07658.165
max251.981112.421231.260411.110166.832128.68063.69850.400117.97375.261...85.30045.84198.030146.564141.280286.33060.016150.525107.01090.188
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8 rows × 30 columns

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" ], "text/plain": [ " MMM AXP AAPL BA CAT CVX CSCO KO DIS \\\n", "count 4804.000 4804.000 4804.000 4804.000 4804.000 4804.000 4804.000 4804.000 4804.000 \n", "mean 86.769 49.659 49.107 85.482 56.697 61.735 21.653 24.984 46.368 \n", "std 53.942 22.564 55.020 79.085 34.663 31.714 10.074 10.611 32.733 \n", "min 25.140 8.713 0.828 17.463 9.247 17.566 6.842 11.699 11.018 \n", "25% 51.192 34.079 3.900 37.407 26.335 31.820 14.910 15.420 22.044 \n", "50% 63.514 42.274 23.316 58.437 53.048 56.942 18.578 20.563 29.521 \n", "75% 122.906 66.816 84.007 112.996 76.488 91.688 24.650 34.927 75.833 \n", "max 251.981 112.421 231.260 411.110 166.832 128.680 63.698 50.400 117.973 \n", "\n", " DWDP ... NKE PFE PG TRV UTX UNH VZ \\\n", "count 363.000 ... 4804.000 4804.000 4804.000 4804.000 4804.000 4804.000 4804.000 \n", "mean 64.897 ... 23.724 20.737 49.960 55.961 62.209 64.418 27.193 \n", "std 5.768 ... 20.988 7.630 19.769 34.644 32.627 62.920 11.973 \n", "min 49.090 ... 2.595 8.041 16.204 13.287 14.521 5.175 11.210 \n", "25% 62.250 ... 8.037 15.031 35.414 29.907 34.328 23.498 17.434 \n", "50% 66.586 ... 14.147 18.643 46.735 39.824 55.715 42.924 21.556 \n", "75% 69.143 ... 36.545 25.403 68.135 80.767 92.557 73.171 38.996 \n", "max 75.261 ... 85.300 45.841 98.030 146.564 141.280 286.330 60.016 \n", "\n", " V WMT WBA \n", "count 2741.000 4804.000 4804.000 \n", "mean 53.323 50.767 41.697 \n", "std 37.647 17.040 19.937 \n", "min 9.846 30.748 17.317 \n", "25% 18.959 38.062 27.704 \n", "50% 45.207 42.782 32.706 \n", "75% 76.966 65.076 58.165 \n", "max 150.525 107.010 90.188 \n", "\n", "[8 rows x 30 columns]" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# describe data\n", "set_option('precision', 3)\n", "dataset.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 3.2. Data Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking a look at the correlation. More detailed look at the data will be performed after implementing the Dimensionality Reduction Models." ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 120, "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": [ "# correlation\n", "correlation = dataset.corr()\n", "plt.figure(figsize=(15,15))\n", "plt.title('Correlation Matrix')\n", "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 4. Data Preparation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 4.1. Data Cleaning\n", "Check for the NAs in the rows, either drop them or fill them with the mean of the column" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Null Values = True\n" ] } ], "source": [ "#Checking for any null values and removing the null values'''\n", "print('Null Values =',dataset.isnull().values.any())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Getting rid of the columns with more than 30% missing values. " ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4804, 28)" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "missing_fractions = dataset.isnull().mean().sort_values(ascending=False)\n", "\n", "missing_fractions.head(10)\n", "\n", "drop_list = sorted(list(missing_fractions[missing_fractions > 0.3].index))\n", "\n", "dataset.drop(labels=drop_list, axis=1, inplace=True)\n", "dataset.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given that there are null values drop the rown contianing the null values." ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MMMAXPAAPLBACATCVXCSCOKODISXOM...MSFTNKEPFEPGTRVUTXUNHVZWMTWBA
Date
2000-01-0329.84735.4773.53126.6514.56121.58243.00416.98423.52223.862...38.1354.70116.74732.22820.15921.3195.84122.56447.33821.713
2000-01-0428.66134.1343.23326.6114.37221.58240.57717.04124.90023.405...36.8464.44516.12231.59619.89020.4465.76621.83445.56620.907
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2 rows × 28 columns

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" ], "text/plain": [ " MMM AXP AAPL BA CAT CVX CSCO KO DIS XOM ... \\\n", "Date ... \n", "2000-01-03 29.847 35.477 3.531 26.65 14.561 21.582 43.004 16.984 23.522 23.862 ... \n", "2000-01-04 28.661 34.134 3.233 26.61 14.372 21.582 40.577 17.041 24.900 23.405 ... \n", "\n", " MSFT NKE PFE PG TRV UTX UNH VZ WMT WBA \n", "Date \n", "2000-01-03 38.135 4.701 16.747 32.228 20.159 21.319 5.841 22.564 47.338 21.713 \n", "2000-01-04 36.846 4.445 16.122 31.596 19.890 20.446 5.766 21.834 45.566 20.907 \n", "\n", "[2 rows x 28 columns]" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fill the missing values with the last value available in the dataset. \n", "dataset=dataset.fillna(method='ffill')\n", "\n", "# Drop the rows containing NA\n", "#dataset= dataset.dropna(axis=0)\n", "# Fill na with 0\n", "#dataset.fillna('0')\n", "\n", "#Filling the NAs with the mean of the column.\n", "#dataset['col'] = dataset['col'].fillna(dataset['col'].mean())\n", "\n", "dataset.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 4.2. Data Transformation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All the variables should be on the same scale before applying PCA, otherwise a feature with large values will dominate the result. Below I use StandardScaler in scikit-learn to standardize the dataset’s features onto unit scale (mean = 0 and variance = 1)." ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MMMAXPAAPLBACATCVXCSCOKODISXOM...MSFTNKEPFEPGTRVUTXUNHVZWMTWBA
Date
2000-01-03-1.055-0.629-0.828-0.744-1.216-1.2662.120-0.754-0.698-1.493...0.280-0.906-0.523-0.897-1.034-1.253-0.931-0.387-0.201-1.002
2000-01-04-1.077-0.688-0.834-0.744-1.221-1.2661.879-0.749-0.656-1.515...0.221-0.919-0.605-0.929-1.041-1.280-0.932-0.448-0.305-1.043
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2 rows × 28 columns

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" ], "text/plain": [ " MMM AXP AAPL BA CAT CVX CSCO KO DIS XOM ... MSFT \\\n", "Date ... \n", "2000-01-03 -1.055 -0.629 -0.828 -0.744 -1.216 -1.266 2.120 -0.754 -0.698 -1.493 ... 0.280 \n", "2000-01-04 -1.077 -0.688 -0.834 -0.744 -1.221 -1.266 1.879 -0.749 -0.656 -1.515 ... 0.221 \n", "\n", " NKE PFE PG TRV UTX UNH VZ WMT WBA \n", "Date \n", "2000-01-03 -0.906 -0.523 -0.897 -1.034 -1.253 -0.931 -0.387 -0.201 -1.002 \n", "2000-01-04 -0.919 -0.605 -0.929 -1.041 -1.280 -0.932 -0.448 -0.305 -1.043 \n", "\n", "[2 rows x 28 columns]" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import StandardScaler\n", "scaler = StandardScaler().fit(dataset)\n", "rescaledDataset = pd.DataFrame(scaler.fit_transform(dataset),columns = dataset.columns, index = dataset.index)\n", "# summarize transformed data\n", "rescaledDataset.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# 5. Evaluate Algorithms and Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will look at the following Models:\n", "1. Principal Component Analysis (PCA)\n", "2. Kernel PCA (KPCA)\n", "3. t-distributed Stochastic Neighbor Embedding (t-SNE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 5.1. Principal Component Analysis (PCA)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The idea of principal component analysis (PCA) is to reduce the dimensionality of a dataset consisting of a large number of related variables, while retaining as much variance in the data as possible. PCA finds a set of new variables that the original variables are just their linear combinations. The new variables are called Principal Components (PCs). These principal components are orthogonal: In a 3-D case, the principal components are perpendicular to each other. X can not be represented by Y or Y cannot be presented by Z.\n", "\n", "The cumulative plot shows a typical 'elbow' pattern that can help identify a suitable target dimensionality because it indicates that additional components add less explanatory value." ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "pca = PCA()\n", "PrincipalComponent=pca.fit_transform(rescaledDataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We find that the most important factor explains around 30% of the daily return variation. The dominant factor is usually interpreted as ‘the market’, whereas the remaining factors can be interpreted as industry or style factors in line with our discussion in chapters 5 and 7, depending on the results of closer inspection (see next example). \n", "\n", "The plot on the right shows the cumulative explained variance and indicates that around 10 factors explain 60% of the returns of this large cross-section of stocks. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First Principal Component /Eigenvector" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-3.51727385, -3.73472763, -3.64225264, ..., 12.28734111,\n", " 12.38998517, 12.3841529 ])" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PrincipalComponent[:, 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Eigenvalues" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2.35375812e+01, 1.91769936e+00, 6.96665482e-01, 6.24378183e-01,\n", " 4.31320654e-01, 1.95226727e-01, 1.18718582e-01, 1.04179884e-01,\n", " 7.38085672e-02, 5.06949081e-02, 4.62548761e-02, 3.96126584e-02,\n", " 2.55200037e-02, 2.34257762e-02, 1.75389911e-02, 1.71545445e-02,\n", " 1.48649870e-02, 1.36552429e-02, 1.01214103e-02, 8.60288882e-03,\n", " 7.68205199e-03, 6.15718683e-03, 5.48535222e-03, 4.77565112e-03,\n", " 4.68816377e-03, 4.44545487e-03, 2.87404688e-03, 2.69688798e-03])" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca.explained_variance_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Explained Variance" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Explained Variance_Top 5
084.05%
190.89%
293.38%
395.61%
497.15%
" ], "text/plain": [ "" ] }, "execution_count": 128, "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": [ "NumEigenvalues=5\n", "fig, axes = plt.subplots(ncols=2, figsize=(14,4))\n", "pd.Series(pca.explained_variance_ratio_[:NumEigenvalues]).sort_values().plot.barh(title='Explained Variance Ratio by Top Factors',ax=axes[0]);\n", "pd.Series(pca.explained_variance_ratio_[:NumEigenvalues]).cumsum().plot(ylim=(0,1),ax=axes[1], title='Cumulative Explained Variance');\n", "# explained_variance\n", "pd.Series(np.cumsum(pca.explained_variance_ratio_)).to_frame('Explained Variance_Top 5').head(5).style.format('{:,.2%}'.format)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Factor Loading" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Eigenvectors are unit-scaled loadings; and they are the coefficients (the cosines) of orthogonal transformation (rotation) of variables into principal components or back. Therefore it is easy to compute the components' values (not standardized) with them. Besides that their usage is limited. Eigenvector value squared has the meaning of the contribution of a variable into a pr. component; if it is high (close to 1) the component is well defined by that variable alone.\n", "\n", "Here orthonormal eigen vectors (i.e. the term Orthonormal Eigenvectors ) provides a direction and the term Square root of (Absolute Eigen values) provide the value.\n", "\n", "Although eigenvectors and loadings are simply two different ways to normalize coordinates of the same points representing columns (variables) of the data on a biplot, it is not a good idea to mix the two terms." ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "loadings= (pca.components_.T*np.sqrt(pca.explained_variance_)).T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Factor loadings of the First two components" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "NumComponents=2\n", "topComponents = pd.DataFrame(loadings[:NumComponents], columns=rescaledDataset.columns)\n", "eigen_Components = topComponents.div(topComponents.sum(1), axis=0)\n", "eigen_Components.index = [f'Principal Component {i}' for i in range(1, NumComponents+1)]\n", "np.sqrt(pca.explained_variance_)\n", "eigen_Components.T.plot.bar(subplots=True, layout=(int(NumComponents),1), figsize=(14,10), legend=False, sharey=True);" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 131, "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": [ "# plotting heatmap \n", "sns.heatmap(topComponents) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PCA to Reduce Dimension" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(4804, 2)" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pca2 = PCA(n_components=2)\n", "projected_data = pca2.fit_transform(rescaledDataset)\n", "projected_data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 5.2. Singular Value Decomposition (SVD)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This transformer performs linear dimensionality reduction by means of truncated singular value decomposition (SVD). Contrary to PCA, this estimator does not center the data before computing the singular value decomposition.\n", "\n", "We are using the TruncatedSVD method in the scikit-learn package (Truncated-SVD is a quicker calculation, and using scikit-learn is more convenient and consistent with our usage elsewhere) to transform the full dataset into a representation using the top 300 components, thus preserving variance in the data but using fewer dimensions/features to do so. This has a similar effect to Principal Component Analysis (PCA) where we represent the original data using an orthogonal set of axes rotated and aligned to the variance in the dataset." ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [], "source": [ "ncomps = 20\n", "svd = TruncatedSVD(ncomps)\n", "svd_fit = svd.fit(rescaledDataset)\n", "Y = svd.fit_transform(rescaledDataset)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Explained Variance_Top 5
084.05%
190.89%
293.38%
395.61%
497.15%
" ], "text/plain": [ "" ] }, "execution_count": 134, "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": [ "NumEigenvalues=5\n", "fig, axes = plt.subplots(ncols=2, figsize=(14,4))\n", "pd.Series(svd_fit.explained_variance_ratio_[:NumEigenvalues]).sort_values().plot.barh(title='Explained Variance Ratio by Top Factors',ax=axes[0]);\n", "pd.Series(svd_fit.explained_variance_ratio_[:NumEigenvalues]).cumsum().plot(ylim=(0,1),ax=axes[1], title='Cumulative Explained Variance');\n", "# explained_variance\n", "pd.Series(np.cumsum(svd_fit.explained_variance_ratio_)).to_frame('Explained Variance_Top 5').head(5).style.format('{:,.2%}'.format)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 5.3. Kernel PCA (KPCA)\n", "PCA applies linear transformation, which is just its limitation. Kernel PCA extends PCA to non-linearity. It first maps the original data to some nonlinear feature space (usually higher dimension), then applies PCA to extract the principal components in that space. But if all the dots are projected onto a 3D space, the result becomes linearly separable! We then apply PCA to separate the components.\n" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "kpca = KernelPCA(n_components=4, kernel='rbf', gamma=15)\n", "kpca_transform = kpca.fit_transform(rescaledDataset)\n", "explained_variance = np.var(kpca_transform, axis=0)\n", "ev = explained_variance / np.sum(explained_variance)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Explained Variance_Top 5
026.41%
125.96%
224.99%
322.64%
" ], "text/plain": [ "" ] }, "execution_count": 136, "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": [ "NumEigenvalues=10\n", "fig, axes = plt.subplots(ncols=2, figsize=(14,4))\n", "pd.Series(ev[:NumEigenvalues]).sort_values().plot.barh(title='Explained Variance Ratio by Top Factors',ax=axes[0]);\n", "pd.Series(ev[:NumEigenvalues]).cumsum().plot(ylim=(0,1),ax=axes[1], title='Cumulative Explained Variance');\n", "# explained_variance\n", "pd.Series(ev).to_frame('Explained Variance_Top 5').head(5).style.format('{:,.2%}'.format)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 5.4. t-distributed Stochastic Neighbor Embedding (t-SNE)\n", "\n", "t-SNE models the similarities among points. \n", "How does it define similarities? \n", "First, it is defined by the Euclidean distance between point Xi and Xj. Second, it is defined as the conditional probability that “the similarity of data point i to point j is the conditional probability p that point i would pick data j as its neighbor if other neighbors were picked according to their probabilities under a Gaussian distribution.” In the following conditional expression, if point j is closer to point i than other points, it has a higher probability (notice the negative sign) to be chosen." ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 137, "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": [ "#t-SNE \n", "X_tsne = TSNE(learning_rate=100).fit_transform(rescaledDataset)\n", "X_pca = PCA().fit_transform(rescaledDataset)\n", "plt.figure(figsize=(10, 5))\n", "plt.subplot(121)\n", "plt.scatter(X_tsne[:, 0], X_tsne[:, 1])\n", "plt.subplot(122)\n", "plt.scatter(X_pca[:, 0], X_pca[:, 1])" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [], "source": [ "dfsvd = pd.DataFrame(Y, columns=['c{}'.format(c) for c in range(ncomps)], index=dataset.index)\n", "svdcols = [c for c in dfsvd.columns if c[0] == 'c']" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dftsne = pd.DataFrame(X_tsne, columns=['x','y'], index=dfsvd.index)\n", "\n", "ax = sns.lmplot('x', 'y', dftsne, fit_reg=False, size=8\n", " ,scatter_kws={'alpha':0.7,'s':60})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pairs-plots are a simple representation using a set of 2D scatterplots, plotting each component against another component, and coloring the datapoints according to their classification " ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotdims = 5\n", "ploteorows = 1\n", "dfsvdplot = dfsvd[svdcols].iloc[:,:plotdims]\n", "#dfsvdplot['TYPEHUQ']=df['TYPEHUQ']\n", "ax = sns.pairplot(dfsvdplot.iloc[::ploteorows,:], size=1.8)" ] } ], "metadata": { "_change_revision": 206, "_is_fork": false, "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }