From fb9eff163914b343aa78102763eec5c5c22b04b3 Mon Sep 17 00:00:00 2001 From: Max Halford Date: Thu, 11 Oct 2018 10:03:34 +0200 Subject: [PATCH] Move to sklearn 0.20's OneHotEncoder and fix README results --- README.md | 53 +++++++----- images/pca_row_coordinates.png | Bin 50965 -> 50860 bytes prince/mca.py | 1 + prince/one_hot.py | 146 ++------------------------------- requirements.dev.txt | 8 +- setup.py | 4 +- 6 files changed, 47 insertions(+), 165 deletions(-) diff --git a/README.md b/README.md index 959fa16e..516e7df2 100644 --- a/README.md +++ b/README.md @@ -29,9 +29,20 @@
-## Introduction +Prince is a library for doing [factor analysis](https://www.wikiwand.com/en/Factor_analysis). This includes a variety of methods including [principal component analysis (PCA)](https://www.wikiwand.com/en/Principal_component_analysis) and [correspondence analysis (CA)](https://www.wikiwand.com/en/Correspondence_analysis). The goal is to provide an efficient implementation for each algorithm along with a scikit-learn API. -Prince is a library for doing [factor analysis](https://www.wikiwand.com/en/Factor_analysis). This includes a variety of methods including [principal component analysis (PCA)](https://www.wikiwand.com/en/Principal_component_analysis) and [correspondence analysis (CA)](https://www.wikiwand.com/en/Correspondence_analysis). The goal is to provide an efficient implementation for each algorithm along with a nice API. +## Table of contents + +- [Installation](#installation) +- [Usage](#usage) + - [Guidelines](#guidelines) + - [Principal component analysis (PCA)](#principal-component-analysis-(pca)) + - [Correspondence analysis (CA)](#correspondence-analysis-(ca)) + - [Multiple correspondence analysis (MCA)](#multiple-correspondence-analysis-(mca)) + - [Multiple factor analysis (MFA)](#multiple-factor-analysis-(mfa)) + - [Factor analysis of mixed data (FAMD)](#factor-analysis-of-mixed-data-(famd)) +- [Going faster](#going-faster) +- [License](#license) ## Installation @@ -137,11 +148,11 @@ Once the `PCA` has been fitted, it can be used to extract the row principal coor ```python >>> pca.transform(X).head() # Same as pca.row_coordinates(X).head() 0 1 -0 -2.264542 0.505704 -1 -2.086426 -0.655405 -2 -2.367950 -0.318477 -3 -2.304197 -0.575368 -4 -2.388777 0.674767 +0 -2.264703 0.480027 +1 -2.080961 -0.674134 +2 -2.364229 -0.341908 +3 -2.299384 -0.597395 +4 -2.389842 0.646835 ``` @@ -172,7 +183,7 @@ Each principal component explains part of the underlying of the distribution. Yo ```python >>> pca.explained_inertia_ # doctest: +ELLIPSIS -[0.727704..., 0.230305...] +[0.729624..., 0.228507...] ``` @@ -180,13 +191,13 @@ The explained inertia represents the percentage of the inertia each principal co ```python >>> pca.eigenvalues_ # doctest: +ELLIPSIS -[436.622712..., 138.183139...] +[437.774672..., 137.104570...] ->>> pca.total_inertia_ -600.0 +>>> pca.total_inertia_ # doctest: +ELLIPSIS +600.0... >>> pca.explained_inertia_ -[0.727704..., 0.230305...] +[0.729624..., 0.228507...] ``` @@ -195,10 +206,10 @@ You can also obtain the correlations between the original variables and the prin ```python >>> pca.column_correlations(X) 0 1 -Petal length 0.991684 0.020247 -Petal width 0.964996 0.062786 -Sepal length 0.891224 0.357352 -Sepal width -0.449313 0.888351 +Petal length 0.991555 0.023415 +Petal width 0.964979 0.064000 +Sepal length 0.890169 0.360830 +Sepal width -0.460143 0.882716 ``` @@ -207,11 +218,11 @@ You may also want to know how much each observation contributes to each principa ```python >>> pca.row_contributions(X).head() 0 1 -0 0.011745 0.001851 -1 0.009970 0.003109 -2 0.012842 0.000734 -3 0.012160 0.002396 -4 0.013069 0.003295 +0 0.011716 0.001681 +1 0.009892 0.003315 +2 0.012768 0.000853 +3 0.012077 0.002603 +4 0.013046 0.003052 ``` diff --git a/images/pca_row_coordinates.png b/images/pca_row_coordinates.png index eb0812f4641b09331a3d5e307cf1bb9dd61a40ff..87d3a6ef16b64cb9f0b5fe7ef920be1309094420 100644 GIT binary patch literal 50860 zcmeFZbyStn+ctOrLApyq1W5q_>5>)+Nl8Ht-Q5k+T@sQ4(p}Qs(jeX4CEc^n?|r{- z-dSt@oSDDoxbQr%c+TF>z3;s4>n21&P7(u^1Qh~-U`TxwSAsy`)nQ-ANZ=4$iuEh7e0#2OA4( z2MbfZS5Ag@_NLZWuim`{|CnBxI5^nwv9SD~zwp-D&X^@I<1ZQn@(Lm)F7nwW^6tb6N}k!s|?DnGl#0%>OYmk0~sfYWS&A zfc1Xy<+Q2-HW~rjEBb)oN)}4WyLWeXN6QqQU9v{~Kl*>L+Z(+Jqv{(mKnz0RVt7SuGk=?6Ma zPJ+$N&AQb<(sJwN7IiFnHVW^1HU~cP_m9`>`HPYg5{O$vDMU5<2zvsUoaFC4i22em z%UW*Dt}19`5`^<6Brd#|3DFXmG-6ptUdPNS=?g-rN?bPM)mZhqkY_BoJpT35T~C&I 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100644 --- a/setup.py +++ b/setup.py @@ -25,9 +25,9 @@ REQUIRED = [ 'matplotlib>=2.2.2', 'numpy>=1.14.0', - 'pandas>=0.22.0', + 'pandas>=0.23.0', 'scipy>=1.0.1', - 'scikit-learn>=0.19.1' + 'scikit-learn>=0.20.0' ] # The rest you shouldn't have to touch too much :)