Merge branch 'main' of https://gitea.jany.se/Jany/MLPproject
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\hypersetup{hidelinks,colorlinks,breaklinks=true,urlcolor=color2,citecolor=color1,linkcolor=color1,bookmarksopen=false,pdftitle={Title},pdfauthor={Author}}
|
||||||
|
\urlstyle{same} % Sets url font
|
||||||
|
\usepackage{cleveref} % Added: Use cleveref to be able to reference subfigures e.g. Fig 1(a) etc.
|
||||||
|
\captionsetup[subfigure]{subrefformat=simple,labelformat=simple} % Added: Setup subfigure label
|
||||||
|
\renewcommand\thesubfigure{(\alph{subfigure})}
|
||||||
|
%----------------------------
|
||||||
|
% ARTICLE INFORMATION
|
||||||
|
%----------------------------
|
||||||
|
\JournalInfo{Department of Physics, Umeå University}
|
||||||
|
\Archive{\today}
|
||||||
|
|
||||||
|
\PaperTitle{Write the title of your report here} % Article title
|
||||||
|
|
||||||
|
\Authors{John Smith\textsuperscript{1}*, Jennie Smith\textsuperscript{1}} % Authors
|
||||||
|
\affiliation{\textsuperscript{1}\textit{Department of Physics, Umeå University, Umeå, Sweden}} % Author affiliation
|
||||||
|
\affiliation{*\textbf{Corresponding author}: john@smith.com} % Corresponding author
|
||||||
|
\affiliation{*\textbf{Supervisor}: joe@doe.com}
|
||||||
|
\Keywords{Optics --- Interference --- Diffraction} % Keywords - if you don't want any simply remove all the text between the curly brackets
|
||||||
|
\newcommand{\keywordname}{Keywords} % Defines the keywords heading name
|
||||||
|
%----------------------------
|
||||||
|
% ABSTRACT
|
||||||
|
%----------------------------
|
||||||
|
\Abstract{}
|
||||||
|
|
||||||
|
%----------------------------
|
||||||
|
\begin{document}
|
||||||
|
|
||||||
|
\flushbottom % Makes all text pages the same height
|
||||||
|
|
||||||
|
\maketitle % Print the title and abstract box
|
||||||
|
|
||||||
|
\tableofcontents % Print the contents section
|
||||||
|
|
||||||
|
\thispagestyle{empty} % Removes page numbering from the first page
|
||||||
|
|
||||||
|
%----------------------------
|
||||||
|
% ARTICLE CONTENTS
|
||||||
|
%----------------------------
|
||||||
|
|
||||||
|
%----------------------------
|
||||||
|
\section{Introduction}
|
||||||
|
|
||||||
|
\section{Data analysis}
|
||||||
|
|
||||||
|
\subsection{Dataset}
|
||||||
|
%https://www.kaggle.com/datasets/mosapabdelghany/adult-income-prediction-dataset
|
||||||
|
The dataset we decided to study is a labeled income prediction dataset. This dataset includes 14 features with
|
||||||
|
\subsection{Data cleaning and feature engineering}
|
||||||
|
§
|
||||||
|
\subsection{Handling missing values}
|
||||||
|
|
||||||
|
\section{Model selection}
|
||||||
|
|
||||||
|
\section{Model Training and Hyperparameter Tuning}
|
||||||
|
|
||||||
|
\section{Model Evaluations}
|
||||||
|
\section{}
|
||||||
|
|
||||||
|
|
||||||
|
%----------------------------
|
||||||
|
% REFERENCE LIST
|
||||||
|
%----------------------------
|
||||||
|
\bibliographystyle{model1-num-names}
|
||||||
|
\begin{thebibliography}{4}
|
||||||
|
\bibitem{Steinhaus:Mathematical}
|
||||||
|
Steinhaus, H.,
|
||||||
|
Mathematical Snapshots,
|
||||||
|
3rd Edition. New York: Dover, pp. 93-94,
|
||||||
|
(1999)
|
||||||
|
|
||||||
|
\bibitem{Greivenkamp:FieldGuide}
|
||||||
|
Greivenkamp,
|
||||||
|
J. E., Field Guide to Geometrical Optics,
|
||||||
|
SPIE Press,
|
||||||
|
Bellingham, WA,
|
||||||
|
(2004)
|
||||||
|
|
||||||
|
\bibitem{Pedrotti:Introduction}
|
||||||
|
Pedrotti, F.L. and Pedrotti, L.S.,
|
||||||
|
Introduction to Optics,
|
||||||
|
3rd Edition,
|
||||||
|
Addison-Wesley,
|
||||||
|
(2006)
|
||||||
|
|
||||||
|
\bibitem{Davis:ChemWiki}
|
||||||
|
UC Davis ChemWiki,
|
||||||
|
Propagation of Error,
|
||||||
|
Available at: \url{https://chem.libretexts.org/Textbook_Maps/Analytical_Chemistry/Supplemental_Modules_(Analytical_Chemistry)/Quantifying_Nature/Significant_Digits/Propagation_of_Error},
|
||||||
|
(Accessed: 10th March 2016).
|
||||||
|
\end{thebibliography}
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
\end{document}
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
\babel@toc {english}{}\relax
|
||||||
|
\contentsline {section}{\numberline {1}Introduction}{1}{section.1}%
|
||||||
|
\contentsline {section}{\numberline {2}Data analysis}{1}{section.2}%
|
||||||
|
\contentsline {subsection}{\numberline {2.1}Dataset}{1}{subsection.2.1}%
|
||||||
|
\contentsline {subsection}{\numberline {2.2}Data cleaning and feature engineering}{1}{subsection.2.2}%
|
||||||
|
\contentsline {subsection}{\numberline {2.3}Handling missing values}{1}{subsection.2.3}%
|
||||||
|
\contentsline {section}{\numberline {3}Model selection}{1}{section.3}%
|
||||||
|
\contentsline {section}{\numberline {4}Model Training and Hyperparameter Tuning}{1}{section.4}%
|
||||||
|
\contentsline {section}{\numberline {5}Model Evaluations}{1}{section.5}%
|
||||||
|
\contentsline {section}{\numberline {6}}{1}{section.6}%
|
||||||
|
\contentsline {section}{References}{1}{section.6}%
|
||||||
|
\contentsfinish
|
||||||
@@ -0,0 +1,238 @@
|
|||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
% Stylish Article
|
||||||
|
% Class File
|
||||||
|
% Version 2.1 (1/10/15)
|
||||||
|
%
|
||||||
|
% This template has been downloaded from:
|
||||||
|
% http://www.LaTeXTemplates.com
|
||||||
|
%
|
||||||
|
% Original author:
|
||||||
|
% Mathias Legrand (legrand.mathias@gmail.com)
|
||||||
|
% With extensive modifications by:
|
||||||
|
% Vel (vel@latextemplates.com)
|
||||||
|
%
|
||||||
|
% License:
|
||||||
|
% CC BY-NC-SA 3.0 (http://creativecommons.org/licenses/by-nc-sa/3.0/)
|
||||||
|
%
|
||||||
|
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
|
||||||
|
|
||||||
|
\NeedsTeXFormat{LaTeX2e}
|
||||||
|
\ProvidesClass{SelfArx}[25/01/2012, v1.0]
|
||||||
|
\RequirePackage{ifthen}
|
||||||
|
\RequirePackage{calc}
|
||||||
|
\AtEndOfClass{\RequirePackage{microtype}}
|
||||||
|
\DeclareOption*{\PassOptionsToClass{\CurrentOption}{article}}
|
||||||
|
\ProcessOptions*
|
||||||
|
\LoadClass{article}
|
||||||
|
\RequirePackage{ifpdf} % Needed to pick between latex and pdflatex
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% FONTS
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\RequirePackage{times} % Loads the Times-Roman Fonts
|
||||||
|
\RequirePackage{mathptmx} % Loads the Times-Roman Math Fonts
|
||||||
|
|
||||||
|
%\RequirePackage{newtxtext,newtxmath}
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% VARIOUS USEFUL PACKAGES
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\RequirePackage[utf8]{inputenc}
|
||||||
|
\RequirePackage{amsmath,amsfonts,amssymb}
|
||||||
|
\RequirePackage{graphicx,xcolor}
|
||||||
|
\RequirePackage{booktabs}
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% MARGINS
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\RequirePackage[left=2cm,%
|
||||||
|
right=2cm,%
|
||||||
|
top=2.25cm,%
|
||||||
|
bottom=2.25cm,%
|
||||||
|
headheight=11pt,%
|
||||||
|
letterpaper]{geometry}%
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% FIGURES AND TABLES CAPTIONS
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\RequirePackage[labelfont={bf,sf,small},%
|
||||||
|
labelsep=period,%
|
||||||
|
justification=raggedright]{caption}
|
||||||
|
\setlength{\abovecaptionskip}{0pt}
|
||||||
|
\setlength{\belowcaptionskip}{0pt}
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% PAGE HEADER
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\RequirePackage{fancyhdr} % Needed to define custom headers/footers
|
||||||
|
\RequirePackage{lastpage} % Number of pages in the document
|
||||||
|
\pagestyle{fancy} % Enables the custom headers/footers
|
||||||
|
% Headers
|
||||||
|
\lhead{}%
|
||||||
|
\chead{}%
|
||||||
|
\rhead{\small\sffamily\bfseries\@PaperTitle\ --- \thepage/\pageref{LastPage}}
|
||||||
|
% Footers
|
||||||
|
\lfoot{}%
|
||||||
|
\cfoot{}%
|
||||||
|
\rfoot{}%
|
||||||
|
\renewcommand{\headrulewidth}{0pt}% % No header rule
|
||||||
|
\renewcommand{\footrulewidth}{0pt}% % No footer rule
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% SECTION/SUBSECTION/PARAGRAPH SET-UP
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\RequirePackage[explicit]{titlesec}
|
||||||
|
\titleformat{\section}
|
||||||
|
{\color{color1}\large\sffamily\bfseries}
|
||||||
|
{}
|
||||||
|
{0em}
|
||||||
|
{\colorbox{color2!10}{\parbox{\dimexpr\linewidth-2\fboxsep\relax}{\centering\arabic{section}. #1}}}
|
||||||
|
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|
||||||
|
\titleformat{name=\section,numberless}
|
||||||
|
{\color{color1}\large\sffamily\bfseries}
|
||||||
|
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|
||||||
|
{0em}
|
||||||
|
{\colorbox{color2!10}{\parbox{\dimexpr\linewidth-2\fboxsep\relax}{\centering#1}}}
|
||||||
|
[]
|
||||||
|
\titleformat{\subsection}
|
||||||
|
{\color{color1}\sffamily\bfseries}
|
||||||
|
{\thesubsection}
|
||||||
|
{0.5em}
|
||||||
|
{#1}
|
||||||
|
[]
|
||||||
|
\titleformat{\subsubsection}
|
||||||
|
{\sffamily\small\bfseries}
|
||||||
|
{\thesubsubsection}
|
||||||
|
{0.5em}
|
||||||
|
{#1}
|
||||||
|
[]
|
||||||
|
\titleformat{\paragraph}[runin]
|
||||||
|
{\sffamily\small\bfseries}
|
||||||
|
{}
|
||||||
|
{0em}
|
||||||
|
{#1}
|
||||||
|
\titlespacing*{\section}{0pc}{3ex \@plus4pt \@minus3pt}{5pt}
|
||||||
|
\titlespacing*{\subsection}{0pc}{2.5ex \@plus3pt \@minus2pt}{0pt}
|
||||||
|
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|
||||||
|
\titlespacing*{\paragraph}{0pc}{1.5ex \@plus2pt \@minus1pt}{10pt}
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% TABLEOFCONTENTS SET-UP
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
\newlength{\tocsep}
|
||||||
|
\setlength\tocsep{1.5pc} % Sets the indentation of the sections in the table of contents
|
||||||
|
\setcounter{tocdepth}{3} % Three levels in the table of contents section: sections, subsections and subsubsections
|
||||||
|
|
||||||
|
\usepackage{titletoc}
|
||||||
|
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|
||||||
|
\titlecontents{section}[\tocsep]
|
||||||
|
{\addvspace{4pt}\small\bfseries\sffamily}
|
||||||
|
{\contentslabel[\thecontentslabel]{\tocsep}}
|
||||||
|
{}
|
||||||
|
{\hfill\thecontentspage}
|
||||||
|
[]
|
||||||
|
\titlecontents{subsection}[\tocsep]
|
||||||
|
{\addvspace{2pt}\sffamily}
|
||||||
|
{\contentslabel[\thecontentslabel]{\tocsep}}
|
||||||
|
{}
|
||||||
|
{\ \titlerule*[.5pc]{.}\ \thecontentspage}
|
||||||
|
[]
|
||||||
|
\titlecontents*{subsubsection}[\tocsep]
|
||||||
|
{\footnotesize\sffamily}
|
||||||
|
{}
|
||||||
|
{}
|
||||||
|
{}
|
||||||
|
[\ \textbullet\ ]
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% MULTIPLE AUTHOR SET
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\newcount\@authcnt
|
||||||
|
\newcount\@tmpcnt\@tmpcnt\z@
|
||||||
|
|
||||||
|
\def\@affiliation{%
|
||||||
|
\ifnum\@tmpcnt<\@authcnt
|
||||||
|
\global\advance\@tmpcnt1
|
||||||
|
\raggedright \csname @auth\romannumeral\the\@tmpcnt\endcsname\hfill\\%
|
||||||
|
\let\next\@affiliation \vskip1pt
|
||||||
|
\else
|
||||||
|
\let\next\relax
|
||||||
|
\fi
|
||||||
|
\next}
|
||||||
|
|
||||||
|
\newcommand{\affiliation}[1]{%
|
||||||
|
\global\advance\@authcnt1
|
||||||
|
\expandafter\gdef\csname @auth\romannumeral\the\@authcnt\endcsname
|
||||||
|
{#1}}
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% LIST CONTROL
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\RequirePackage{enumitem}
|
||||||
|
%\setlist{nolistsep} % Uncomment to remove spacing between items in lists (enumerate, itemize)
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% ABSTRACT+AUTHOR FRAME
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
\newcommand{\PaperTitle}[1]{\def\@PaperTitle{#1}}
|
||||||
|
\newcommand{\Archive}[1]{\def\@Archive{#1}}
|
||||||
|
\newcommand{\Authors}[1]{\def\@Authors{#1}}
|
||||||
|
\newcommand{\JournalInfo}[1]{\def\@JournalInfo{#1}}
|
||||||
|
\newcommand{\Abstract}[1]{\def\@Abstract{#1}}
|
||||||
|
\newcommand{\Keywords}[1]{\def\@Keywords{#1}}
|
||||||
|
|
||||||
|
% ---------------------------------------------------------------------
|
||||||
|
|
||||||
|
\renewcommand{\@maketitle}{%
|
||||||
|
\twocolumn[{%
|
||||||
|
\thispagestyle{empty}%
|
||||||
|
\vskip-36pt%
|
||||||
|
{\raggedleft\small\sffamily\bfseries\@JournalInfo\\\@Archive\par}%
|
||||||
|
\vskip20pt%
|
||||||
|
{\raggedright\color{color1}\sffamily\bfseries\fontsize{20}{25}\selectfont \@PaperTitle\par}%
|
||||||
|
\vskip10pt%
|
||||||
|
{\raggedright\color{color1}\sffamily\fontsize{12}{16}\selectfont \@Authors\par}%
|
||||||
|
\vskip18pt%
|
||||||
|
\fcolorbox{color1}{white}{%
|
||||||
|
\parbox{\textwidth-2\fboxsep-2\fboxrule}{\centering%
|
||||||
|
\colorbox{color2!10}{%
|
||||||
|
\parbox{\textwidth-4\fboxsep-2\fboxrule}{%
|
||||||
|
\ifx\@Keywords\@empty%
|
||||||
|
\sffamily\textbf{\abstractname}\\\@Abstract%
|
||||||
|
\else%
|
||||||
|
\sffamily\textbf{\abstractname}\\\@Abstract\\[4pt]%
|
||||||
|
\textbf{\keywordname}\\\@Keywords%
|
||||||
|
\fi%
|
||||||
|
}%
|
||||||
|
}%
|
||||||
|
\vskip4pt%
|
||||||
|
\begingroup%
|
||||||
|
\raggedright\sffamily\small%
|
||||||
|
\footnotesize\@affiliation\par%
|
||||||
|
\endgroup%%
|
||||||
|
}%
|
||||||
|
}%
|
||||||
|
\vskip25pt%
|
||||||
|
}]%
|
||||||
|
}
|
||||||
|
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
% REFERENCES
|
||||||
|
%----------------------------------------------------------------------
|
||||||
|
|
||||||
|
% Remove brackets from numbering in List of References
|
||||||
|
\renewcommand{\@biblabel}[1]{\bfseries\color{color1}\textsuperscript{[#1]}}
|
||||||
|
%\setlength{\bibitemsep}{0cm}
|
||||||
|
\let\oldbibliography\thebibliography
|
||||||
|
\renewcommand{\thebibliography}[1]{%
|
||||||
|
\addcontentsline{toc}{section}{\refname}%
|
||||||
|
\oldbibliography{#1}%
|
||||||
|
\setlength\itemsep{0pt}}%
|
||||||
+30682
File diff suppressed because it is too large.
Load diff
File diff suppressed because it is too large.
Load diff
@@ -0,0 +1,8 @@
|
|||||||
|
@ARTICLE{Figueredo:2009dg,
|
||||||
|
author = {Figueredo, A.~J. and Wolf, P. S.~A.},
|
||||||
|
title = {Assortative pairing and life history strategy - a cross-cultural study.},
|
||||||
|
journal = {Human Nature},
|
||||||
|
volume = {20},
|
||||||
|
pages = {317-330},
|
||||||
|
year = {2009}
|
||||||
|
}
|
||||||
+152
@@ -2,11 +2,138 @@
|
|||||||
"cells": [
|
"cells": [
|
||||||
{
|
{
|
||||||
"cell_type": "code",
|
"cell_type": "code",
|
||||||
|
<<<<<<< HEAD
|
||||||
|
"execution_count": 10,
|
||||||
|
=======
|
||||||
"execution_count": 1,
|
"execution_count": 1,
|
||||||
|
>>>>>>> caaa71666df3f35a02848991df9e15db55aef57c
|
||||||
"id": "b6ea6c3b",
|
"id": "b6ea6c3b",
|
||||||
"metadata": {},
|
"metadata": {},
|
||||||
"outputs": [
|
"outputs": [
|
||||||
{
|
{
|
||||||
|
<<<<<<< HEAD
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
<<<<<<< HEAD
|
||||||
|
" age workclass education.num marital.status occupation \\\n",
|
||||||
|
"0 90 0 9 6 0 \n",
|
||||||
|
"1 82 4 9 6 4 \n",
|
||||||
|
"2 66 0 10 6 0 \n",
|
||||||
|
"3 54 4 4 0 7 \n",
|
||||||
|
"4 41 4 10 5 10 \n",
|
||||||
|
"... ... ... ... ... ... \n",
|
||||||
|
"32556 22 4 10 4 11 \n",
|
||||||
|
"32557 27 4 12 2 13 \n",
|
||||||
|
"32558 40 4 9 2 7 \n",
|
||||||
|
"32559 58 4 9 6 1 \n",
|
||||||
|
"32560 22 4 9 4 1 \n",
|
||||||
|
"\n",
|
||||||
|
" relationship race sex capital.gain capital.loss hours.per.week \n",
|
||||||
|
"0 1 4 0 0 4356 40 \n",
|
||||||
|
"1 1 4 0 0 4356 18 \n",
|
||||||
|
"2 4 2 0 0 4356 40 \n",
|
||||||
|
"3 4 4 0 0 3900 40 \n",
|
||||||
|
"4 3 4 0 0 3900 40 \n",
|
||||||
|
"... ... ... ... ... ... ... \n",
|
||||||
|
"32556 1 4 1 0 0 40 \n",
|
||||||
|
"32557 5 4 0 0 0 38 \n",
|
||||||
|
"32558 0 4 1 0 0 40 \n",
|
||||||
|
"32559 4 4 0 0 0 40 \n",
|
||||||
|
"32560 3 4 1 0 0 20 \n",
|
||||||
|
"\n",
|
||||||
|
"[32561 rows x 11 columns]\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"data": {
|
||||||
|
"image/png": "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 truncated
|
||||||
|
"text/plain": [
|
||||||
|
"<Figure size 2000x1000 with 1 Axes>"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
"metadata": {},
|
||||||
|
"output_type": "display_data"
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"\n",
|
||||||
|
"Feature Importances:\n",
|
||||||
|
" feature importance\n",
|
||||||
|
"5 relationship 0.218174\n",
|
||||||
|
"0 age 0.174282\n",
|
||||||
|
"2 education.num 0.147966\n",
|
||||||
|
"8 capital.gain 0.129988\n",
|
||||||
|
"10 hours.per.week 0.105884\n",
|
||||||
|
"4 occupation 0.085228\n",
|
||||||
|
"1 workclass 0.052566\n",
|
||||||
|
"9 capital.loss 0.044720\n",
|
||||||
|
"6 race 0.023650\n",
|
||||||
|
"3 marital.status 0.011255\n",
|
||||||
|
"7 sex 0.006286\n"
|
||||||
|
=======
|
||||||
|
" age workclass fnlwgt education.num marital.status \\\n",
|
||||||
|
"0 90 ? 77053 9 Widowed \n",
|
||||||
|
"1 82 Private 132870 9 Widowed \n",
|
||||||
|
"2 66 ? 186061 10 Widowed \n",
|
||||||
|
"3 54 Private 140359 4 Divorced \n",
|
||||||
|
"4 41 Private 264663 10 Separated \n",
|
||||||
|
"... ... ... ... ... ... \n",
|
||||||
|
"32556 22 Private 310152 10 Never-married \n",
|
||||||
|
"32557 27 Private 257302 12 Married-civ-spouse \n",
|
||||||
|
"32558 40 Private 154374 9 Married-civ-spouse \n",
|
||||||
|
"32559 58 Private 151910 9 Widowed \n",
|
||||||
|
"32560 22 Private 201490 9 Never-married \n",
|
||||||
|
"\n",
|
||||||
|
" occupation relationship race sex capital.gain \\\n",
|
||||||
|
"0 ? Not-in-family White Female 0 \n",
|
||||||
|
"1 Exec-managerial Not-in-family White Female 0 \n",
|
||||||
|
"2 ? Unmarried Black Female 0 \n",
|
||||||
|
"3 Machine-op-inspct Unmarried White Female 0 \n",
|
||||||
|
"4 Prof-specialty Own-child White Female 0 \n",
|
||||||
|
"... ... ... ... ... ... \n",
|
||||||
|
"32556 Protective-serv Not-in-family White Male 0 \n",
|
||||||
|
"32557 Tech-support Wife White Female 0 \n",
|
||||||
|
"32558 Machine-op-inspct Husband White Male 0 \n",
|
||||||
|
"32559 Adm-clerical Unmarried White Female 0 \n",
|
||||||
|
"32560 Adm-clerical Own-child White Male 0 \n",
|
||||||
|
"\n",
|
||||||
|
" capital.loss hours.per.week native.country income \n",
|
||||||
|
"0 4356 40 United-States <=50K \n",
|
||||||
|
"1 4356 18 United-States <=50K \n",
|
||||||
|
"2 4356 40 United-States <=50K \n",
|
||||||
|
"3 3900 40 United-States <=50K \n",
|
||||||
|
"4 3900 40 United-States <=50K \n",
|
||||||
|
"... ... ... ... ... \n",
|
||||||
|
"32556 0 40 United-States <=50K \n",
|
||||||
|
"32557 0 38 United-States <=50K \n",
|
||||||
|
"32558 0 40 United-States >50K \n",
|
||||||
|
"32559 0 40 United-States <=50K \n",
|
||||||
|
"32560 0 20 United-States <=50K \n",
|
||||||
|
"\n",
|
||||||
|
"[32561 rows x 14 columns]\n"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"ename": "ValueError",
|
||||||
|
"evalue": "could not convert string to float: '?'",
|
||||||
|
"output_type": "error",
|
||||||
|
"traceback": [
|
||||||
|
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
||||||
|
"\u001b[31mValueError\u001b[39m Traceback (most recent call last)",
|
||||||
|
"\u001b[32m/tmp/ipykernel_3669/1374041598.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m()\u001b[39m\n\u001b[32m 37\u001b[39m print(X)\n\u001b[32m 38\u001b[39m \n\u001b[32m 39\u001b[39m \u001b[38;5;66;03m# Create and train the decision tree classifier\u001b[39;00m\n\u001b[32m 40\u001b[39m clf = DecisionTreeClassifier(random_state=\u001b[32m42\u001b[39m)\n\u001b[32m---> \u001b[39m\u001b[32m41\u001b[39m clf.fit(X, y)\n\u001b[32m 42\u001b[39m \n\u001b[32m 43\u001b[39m \u001b[38;5;66;03m# Visualize the tree\u001b[39;00m\n\u001b[32m 44\u001b[39m plt.figure(figsize=(\u001b[32m20\u001b[39m,\u001b[32m10\u001b[39m))\n",
|
||||||
|
"\u001b[32m~/Documents/MLPproject/.venv/lib/python3.12/site-packages/sklearn/base.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m(estimator, *args, **kwargs)\u001b[39m\n\u001b[32m 1361\u001b[39m skip_parameter_validation=(\n\u001b[32m 1362\u001b[39m prefer_skip_nested_validation \u001b[38;5;28;01mor\u001b[39;00m global_skip_validation\n\u001b[32m 1363\u001b[39m )\n\u001b[32m 1364\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m1365\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m fit_method(estimator, *args, **kwargs)\n",
|
||||||
|
"\u001b[32m~/Documents/MLPproject/.venv/lib/python3.12/site-packages/sklearn/tree/_classes.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m(self, X, y, sample_weight, check_input)\u001b[39m\n\u001b[32m 1020\u001b[39m self : DecisionTreeClassifier\n\u001b[32m 1021\u001b[39m Fitted estimator.\n\u001b[32m 1022\u001b[39m \"\"\"\n\u001b[32m 1023\u001b[39m \n\u001b[32m-> \u001b[39m\u001b[32m1024\u001b[39m super()._fit(\n\u001b[32m 1025\u001b[39m X,\n\u001b[32m 1026\u001b[39m y,\n\u001b[32m 1027\u001b[39m sample_weight=sample_weight,\n",
|
||||||
|
"\u001b[32m~/Documents/MLPproject/.venv/lib/python3.12/site-packages/sklearn/tree/_classes.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m(self, X, y, sample_weight, check_input, missing_values_in_feature_mask)\u001b[39m\n\u001b[32m 248\u001b[39m check_X_params = dict(\n\u001b[32m 249\u001b[39m dtype=DTYPE, accept_sparse=\u001b[33m\"csc\"\u001b[39m, ensure_all_finite=\u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[32m 250\u001b[39m )\n\u001b[32m 251\u001b[39m check_y_params = dict(ensure_2d=\u001b[38;5;28;01mFalse\u001b[39;00m, dtype=\u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[32m--> \u001b[39m\u001b[32m252\u001b[39m X, y = validate_data(\n\u001b[32m 253\u001b[39m self, X, y, validate_separately=(check_X_params, check_y_params)\n\u001b[32m 254\u001b[39m )\n\u001b[32m 255\u001b[39m \n",
|
||||||
|
"\u001b[32m~/Documents/MLPproject/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m(_estimator, X, y, reset, validate_separately, skip_check_array, **check_params)\u001b[39m\n\u001b[32m 2962\u001b[39m \u001b[38;5;66;03m# :(\u001b[39;00m\n\u001b[32m 2963\u001b[39m check_X_params, check_y_params = validate_separately\n\u001b[32m 2964\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"estimator\"\u001b[39m \u001b[38;5;28;01mnot\u001b[39;00m \u001b[38;5;28;01min\u001b[39;00m check_X_params:\n\u001b[32m 2965\u001b[39m check_X_params = {**default_check_params, **check_X_params}\n\u001b[32m-> \u001b[39m\u001b[32m2966\u001b[39m X = check_array(X, input_name=\u001b[33m\"X\"\u001b[39m, **check_X_params)\n\u001b[32m 2967\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"estimator\"\u001b[39m \u001b[38;5;28;01mnot\u001b[39;00m \u001b[38;5;28;01min\u001b[39;00m check_y_params:\n\u001b[32m 2968\u001b[39m check_y_params = {**default_check_params, **check_y_params}\n\u001b[32m 2969\u001b[39m y = check_array(y, input_name=\u001b[33m\"y\"\u001b[39m, **check_y_params)\n",
|
||||||
|
"\u001b[32m~/Documents/MLPproject/.venv/lib/python3.12/site-packages/sklearn/utils/validation.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_writeable, force_all_finite, ensure_all_finite, ensure_non_negative, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[39m\n\u001b[32m 1050\u001b[39m )\n\u001b[32m 1051\u001b[39m array = xp.astype(array, dtype, copy=\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[32m 1052\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 1053\u001b[39m array = _asarray_with_order(array, order=order, dtype=dtype, xp=xp)\n\u001b[32m-> \u001b[39m\u001b[32m1054\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m ComplexWarning \u001b[38;5;28;01mas\u001b[39;00m complex_warning:\n\u001b[32m 1055\u001b[39m raise ValueError(\n\u001b[32m 1056\u001b[39m \u001b[33m\"Complex data not supported\\n{}\\n\"\u001b[39m.format(array)\n\u001b[32m 1057\u001b[39m ) \u001b[38;5;28;01mfrom\u001b[39;00m complex_warning\n",
|
||||||
|
"\u001b[32m~/Documents/MLPproject/.venv/lib/python3.12/site-packages/sklearn/utils/_array_api.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m(array, dtype, order, copy, xp, device)\u001b[39m\n\u001b[32m 753\u001b[39m \u001b[38;5;66;03m# Use NumPy API to support order\u001b[39;00m\n\u001b[32m 754\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m copy \u001b[38;5;28;01mis\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[32m 755\u001b[39m array = numpy.array(array, order=order, dtype=dtype)\n\u001b[32m 756\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m--> \u001b[39m\u001b[32m757\u001b[39m array = numpy.asarray(array, order=order, dtype=dtype)\n\u001b[32m 758\u001b[39m \n\u001b[32m 759\u001b[39m \u001b[38;5;66;03m# At this point array is a NumPy ndarray. We convert it to an array\u001b[39;00m\n\u001b[32m 760\u001b[39m \u001b[38;5;66;03m# container that is consistent with the input's namespace.\u001b[39;00m\n",
|
||||||
|
"\u001b[32m~/Documents/MLPproject/.venv/lib/python3.12/site-packages/pandas/core/generic.py\u001b[39m in \u001b[36m?\u001b[39m\u001b[34m(self, dtype, copy)\u001b[39m\n\u001b[32m 2167\u001b[39m )\n\u001b[32m 2168\u001b[39m values = self._values\n\u001b[32m 2169\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m copy \u001b[38;5;28;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 2170\u001b[39m \u001b[38;5;66;03m# Note: branch avoids `copy=None` for NumPy 1.x support\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m2171\u001b[39m arr = np.asarray(values, dtype=dtype)\n\u001b[32m 2172\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 2173\u001b[39m arr = np.array(values, dtype=dtype, copy=copy)\n\u001b[32m 2174\u001b[39m \n",
|
||||||
|
"\u001b[31mValueError\u001b[39m: could not convert string to float: '?'"
|
||||||
|
>>>>>>> 2ff73d660ba62540b0a320049b9314f62843e037
|
||||||
|
=======
|
||||||
"ename": "InvalidIndexError",
|
"ename": "InvalidIndexError",
|
||||||
"evalue": "(slice(None, None, None), 0)",
|
"evalue": "(slice(None, None, None), 0)",
|
||||||
"output_type": "error",
|
"output_type": "error",
|
||||||
@@ -25,6 +152,7 @@
|
|||||||
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib/python3.12/site-packages/pandas/core/frame.py:4113\u001b[39m, in \u001b[36mDataFrame.__getitem__\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 4111\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.columns.nlevels > \u001b[32m1\u001b[39m:\n\u001b[32m 4112\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._getitem_multilevel(key)\n\u001b[32m-> \u001b[39m\u001b[32m4113\u001b[39m indexer = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 4114\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[32m 4115\u001b[39m indexer = [indexer]\n",
|
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib/python3.12/site-packages/pandas/core/frame.py:4113\u001b[39m, in \u001b[36mDataFrame.__getitem__\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 4111\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.columns.nlevels > \u001b[32m1\u001b[39m:\n\u001b[32m 4112\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m._getitem_multilevel(key)\n\u001b[32m-> \u001b[39m\u001b[32m4113\u001b[39m indexer = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m.\u001b[49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 4114\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[32m 4115\u001b[39m indexer = [indexer]\n",
|
||||||
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib/python3.12/site-packages/pandas/core/indexes/base.py:3818\u001b[39m, in \u001b[36mIndex.get_loc\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 3813\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[32m 3814\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[32m 3815\u001b[39m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc.Iterable)\n\u001b[32m 3816\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[32m 3817\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m3818\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[32m 3819\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01merr\u001b[39;00m\n\u001b[32m 3820\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[32m 3821\u001b[39m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[32m 3822\u001b[39m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[32m 3823\u001b[39m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n",
|
"\u001b[36mFile \u001b[39m\u001b[32m~/Documents/MLP/Projects/MLPproject/.venv/lib/python3.12/site-packages/pandas/core/indexes/base.py:3818\u001b[39m, in \u001b[36mIndex.get_loc\u001b[39m\u001b[34m(self, key)\u001b[39m\n\u001b[32m 3813\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[32m 3814\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[32m 3815\u001b[39m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc.Iterable)\n\u001b[32m 3816\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[32m 3817\u001b[39m ):\n\u001b[32m-> \u001b[39m\u001b[32m3818\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[32m 3819\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01merr\u001b[39;00m\n\u001b[32m 3820\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[32m 3821\u001b[39m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[32m 3822\u001b[39m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[32m 3823\u001b[39m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n",
|
||||||
"\u001b[31mInvalidIndexError\u001b[39m: (slice(None, None, None), 0)"
|
"\u001b[31mInvalidIndexError\u001b[39m: (slice(None, None, None), 0)"
|
||||||
|
>>>>>>> caaa71666df3f35a02848991df9e15db55aef57c
|
||||||
]
|
]
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
@@ -61,7 +189,11 @@
|
|||||||
" df_encoded[column] = label_encoder.fit_transform(df_encoded[column])\n",
|
" df_encoded[column] = label_encoder.fit_transform(df_encoded[column])\n",
|
||||||
"\n",
|
"\n",
|
||||||
"# Now properly separate features and target\n",
|
"# Now properly separate features and target\n",
|
||||||
|
<<<<<<< HEAD
|
||||||
|
"X = df_encoded.drop(columns=['income', 'native.country', 'education','fnlwgt'])\n",
|
||||||
|
=======
|
||||||
"X = df_encoded.drop(columns=['income', 'native.country', 'education'])\n",
|
"X = df_encoded.drop(columns=['income', 'native.country', 'education'])\n",
|
||||||
|
>>>>>>> 2ff73d660ba62540b0a320049b9314f62843e037
|
||||||
"y = df_encoded['income']\n",
|
"y = df_encoded['income']\n",
|
||||||
"\n",
|
"\n",
|
||||||
"# Split the data\n",
|
"# Split the data\n",
|
||||||
@@ -87,8 +219,28 @@
|
|||||||
" if(j==0):\n",
|
" if(j==0):\n",
|
||||||
" ax.set_ylabel(f'$x_{{{i}}}$', fontsize=22)\n",
|
" ax.set_ylabel(f'$x_{{{i}}}$', fontsize=22)\n",
|
||||||
"\n",
|
"\n",
|
||||||
|
<<<<<<< HEAD
|
||||||
|
"# Print feature importances\n",
|
||||||
|
"importances = pd.DataFrame({\n",
|
||||||
|
" 'feature': X.columns,\n",
|
||||||
|
" 'importance': clf.feature_importances_\n",
|
||||||
|
"})\n",
|
||||||
|
"print(\"\\nFeature Importances:\")\n",
|
||||||
|
"print(importances.sort_values('importance', ascending=False))\n",
|
||||||
|
<<<<<<< HEAD
|
||||||
|
"\n"
|
||||||
|
=======
|
||||||
|
"\n",
|
||||||
|
"# Example prediction\n",
|
||||||
|
"print(\"\\nPrediction for a new sample:\")\n",
|
||||||
|
"new_sample = pd.DataFrame([[350, 0, 0, 0.09]], columns=X.columns) # Force=300, Coating=Yes, Defects=No, Moisture=0.05\n",
|
||||||
|
"prediction = clf.predict(new_sample)\n",
|
||||||
|
"print(f\"Will the rod break? {'Yes' if prediction[0] == 1 else 'No'}\")"
|
||||||
|
>>>>>>> 2ff73d660ba62540b0a320049b9314f62843e037
|
||||||
|
=======
|
||||||
" ax.grid(True)\n",
|
" ax.grid(True)\n",
|
||||||
" plt_num +=1\n"
|
" plt_num +=1\n"
|
||||||
|
>>>>>>> caaa71666df3f35a02848991df9e15db55aef57c
|
||||||
]
|
]
|
||||||
}
|
}
|
||||||
],
|
],
|
||||||
|
|||||||
+35
@@ -0,0 +1,35 @@
|
|||||||
|
{
|
||||||
|
"cells": [
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 1,
|
||||||
|
"id": "e144ae0f",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [],
|
||||||
|
"source": [
|
||||||
|
"import pandas as pd"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"metadata": {
|
||||||
|
"kernelspec": {
|
||||||
|
"display_name": ".venv",
|
||||||
|
"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": "3.12.11"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"nbformat": 4,
|
||||||
|
"nbformat_minor": 5
|
||||||
|
}
|
||||||
Reference in new issue
Block a user