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<html>
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<head>
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<style type="text/css">
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/**
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* HTML5 ✰ Boilerplate
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*
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* style.css contains a reset, font normalization and some base styles.
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*
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* Credit is left where credit is due.
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* Much inspiration was taken from these projects:
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* - yui.yahooapis.com/2.8.1/build/base/base.css
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* - camendesign.com/design/
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* - praegnanz.de/weblog/htmlcssjs-kickstart
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*/
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/**
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* html5doctor.com Reset Stylesheet (Eric Meyer's Reset Reloaded + HTML5 baseline)
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* v1.6.1 2010-09-17 | Authors: Eric Meyer & Richard Clark
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* html5doctor.com/html-5-reset-stylesheet/
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*/
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html, body, div, span, object, iframe,
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h1, h2, h3, h4, h5, h6, p, blockquote, pre,
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abbr, address, cite, code, del, dfn, em, img, ins, kbd, q, samp,
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small, strong, sub, sup, var, b, i, dl, dt, dd, ol, ul, li,
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fieldset, form, label, legend,
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table, caption, tbody, tfoot, thead, tr, th, td,
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article, aside, canvas, details, figcaption, figure,
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footer, header, hgroup, menu, nav, section, summary,
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time, mark, audio, video {
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margin: 0;
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padding: 0;
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border: 0;
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font-size: 100%;
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font: inherit;
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vertical-align: baseline;
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}
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sup { vertical-align: super; }
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sub { vertical-align: sub; }
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article, aside, details, figcaption, figure,
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footer, header, hgroup, menu, nav, section {
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display: block;
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}
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blockquote, q { quotes: none; }
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blockquote:before, blockquote:after,
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q:before, q:after { content: ""; content: none; }
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ins { background-color: #ff9; color: #000; text-decoration: none; }
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mark { background-color: #ff9; color: #000; font-style: italic; font-weight: bold; }
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del { text-decoration: line-through; }
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abbr[title], dfn[title] { border-bottom: 1px dotted; cursor: help; }
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table { border-collapse: collapse; border-spacing: 0; }
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hr { display: block; height: 1px; border: 0; border-top: 1px solid #ccc; margin: 1em 0; padding: 0; }
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input, select { vertical-align: middle; }
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/**
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* Font normalization inspired by YUI Library's fonts.css: developer.yahoo.com/yui/
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*/
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body { font:13px/1.231 sans-serif; *font-size:small; } /* Hack retained to preserve specificity */
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select, input, textarea, button { font:99% sans-serif; }
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/* Normalize monospace sizing:
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en.wikipedia.org/wiki/MediaWiki_talk:Common.css/Archive_11#Teletype_style_fix_for_Chrome */
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pre, code, kbd, samp { font-family: monospace, sans-serif; }
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em,i { font-style: italic; }
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b,strong { font-weight: bold; }
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</style>
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<style type="text/css">
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/* Flexible box model classes */
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/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
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.hbox {
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display: -webkit-box;
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-webkit-box-orient: horizontal;
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-webkit-box-align: stretch;
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display: -moz-box;
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-moz-box-orient: horizontal;
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-moz-box-align: stretch;
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display: box;
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box-orient: horizontal;
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box-align: stretch;
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}
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.hbox > * {
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-webkit-box-flex: 0;
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-moz-box-flex: 0;
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box-flex: 0;
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}
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.vbox {
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display: -webkit-box;
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-webkit-box-orient: vertical;
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-webkit-box-align: stretch;
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display: -moz-box;
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-moz-box-orient: vertical;
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-moz-box-align: stretch;
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display: box;
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box-orient: vertical;
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box-align: stretch;
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}
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.vbox > * {
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-webkit-box-flex: 0;
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-moz-box-flex: 0;
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box-flex: 0;
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}
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.reverse {
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-webkit-box-direction: reverse;
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-moz-box-direction: reverse;
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box-direction: reverse;
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}
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.box-flex0 {
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-webkit-box-flex: 0;
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-moz-box-flex: 0;
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box-flex: 0;
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}
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.box-flex1, .box-flex {
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-webkit-box-flex: 1;
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-moz-box-flex: 1;
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box-flex: 1;
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}
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.box-flex2 {
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-webkit-box-flex: 2;
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-moz-box-flex: 2;
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box-flex: 2;
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}
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.box-group1 {
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-webkit-box-flex-group: 1;
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-moz-box-flex-group: 1;
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box-flex-group: 1;
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}
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.box-group2 {
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-webkit-box-flex-group: 2;
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-moz-box-flex-group: 2;
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box-flex-group: 2;
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}
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.start {
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-webkit-box-pack: start;
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-moz-box-pack: start;
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box-pack: start;
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}
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.end {
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-webkit-box-pack: end;
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-moz-box-pack: end;
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box-pack: end;
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}
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.center {
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-webkit-box-pack: center;
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-moz-box-pack: center;
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box-pack: center;
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}
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</style>
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<style type="text/css">
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/**
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* Primary styles
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*
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* Author: IPython Development Team
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*/
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body {
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overflow: hidden;
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}
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blockquote {
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border-left: 4px solid #DDD;
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padding: 0 15px;
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color: #777;
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}
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span#save_widget {
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padding: 5px;
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margin: 0px 0px 0px 300px;
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display:inline-block;
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}
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span#notebook_name {
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height: 1em;
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line-height: 1em;
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padding: 3px;
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border: none;
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font-size: 146.5%;
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}
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.ui-menubar-item .ui-button .ui-button-text {
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padding: 0.4em 1.0em;
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font-size: 100%;
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}
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.ui-menu {
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-moz-box-shadow: 0px 6px 10px -1px #adadad;
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-webkit-box-shadow: 0px 6px 10px -1px #adadad;
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box-shadow: 0px 6px 10px -1px #adadad;
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}
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.ui-menu .ui-menu-item a {
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border: 1px solid transparent;
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padding: 2px 1.6em;
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}
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.ui-menu .ui-menu-item a.ui-state-focus {
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margin: 0;
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}
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.ui-menu hr {
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margin: 0.3em 0;
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}
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#menubar_container {
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position: relative;
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}
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#notification_area {
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position: absolute;
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right: 0px;
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top: 0px;
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height: 25px;
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padding: 3px 0px;
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padding-right: 3px;
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z-index: 10;
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}
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.notification_widget{
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float : right;
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right: 0px;
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top: 1px;
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height: 25px;
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padding: 3px 6px;
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z-index: 10;
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}
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.toolbar {
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padding: 3px 15px;
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}
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#cell_type {
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font-size: 85%;
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}
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div#main_app {
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width: 100%;
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position: relative;
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}
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span#quick_help_area {
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position: static;
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padding: 5px 0px;
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margin: 0px 0px 0px 0px;
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}
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.help_string {
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float: right;
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width: 170px;
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padding: 0px 5px;
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text-align: left;
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font-size: 85%;
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}
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.help_string_label {
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float: right;
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font-size: 85%;
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}
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div#notebook_panel {
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margin: 0px 0px 0px 0px;
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padding: 0px;
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}
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div#notebook {
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overflow-y: scroll;
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overflow-x: auto;
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width: 100%;
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/* This spaces the cell away from the edge of the notebook area */
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padding: 5px 5px 15px 5px;
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margin: 0px;
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background-color: white;
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}
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div#pager_splitter {
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height: 8px;
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}
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#pager_container {
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position : relative;
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}
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div#pager {
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padding: 15px;
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overflow: auto;
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display: none;
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}
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div.ui-widget-content {
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border: 1px solid #aaa;
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outline: none;
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}
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.cell {
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border: 1px solid transparent;
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}
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div.cell {
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width: 100%;
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padding: 5px 5px 5px 0px;
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/* This acts as a spacer between cells, that is outside the border */
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margin: 2px 0px 2px 0px;
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}
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div.code_cell {
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background-color: white;
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}
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/* any special styling for code cells that are currently running goes here */
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div.code_cell.running {
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}
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div.prompt {
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/* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
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width: 11ex;
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/* This 0.4em is tuned to match the padding on the CodeMirror editor. */
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padding: 0.4em;
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margin: 0px;
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font-family: monospace;
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text-align:right;
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}
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div.input {
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page-break-inside: avoid;
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}
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/* input_area and input_prompt must match in top border and margin for alignment */
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div.input_area {
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color: black;
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border: 1px solid #ddd;
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border-radius: 3px;
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background: #f7f7f7;
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}
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div.input_prompt {
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color: navy;
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border-top: 1px solid transparent;
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}
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div.output_wrapper {
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/* This is a spacer between the input and output of each cell */
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margin-top: 5px;
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margin-left: 5px;
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/* FF needs explicit width to stretch */
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width: 100%;
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/* this position must be relative to enable descendents to be absolute within it */
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position: relative;
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}
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/* class for the output area when it should be height-limited */
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div.output_scroll {
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/* ideally, this would be max-height, but FF barfs all over that */
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height: 24em;
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/* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
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width: 100%;
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overflow: auto;
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border-radius: 3px;
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box-shadow: inset 0 2px 8px rgba(0, 0, 0, .8);
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}
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/* output div while it is collapsed */
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div.output_collapsed {
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margin-right: 5px;
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}
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div.out_prompt_overlay {
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height: 100%;
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padding: 0px;
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position: absolute;
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border-radius: 3px;
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}
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div.out_prompt_overlay:hover {
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/* use inner shadow to get border that is computed the same on WebKit/FF */
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box-shadow: inset 0 0 1px #000;
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background: rgba(240, 240, 240, 0.5);
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}
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div.output_prompt {
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color: darkred;
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/* 5px right shift to account for margin in parent container */
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margin: 0 5px 0 -5px;
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}
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/* This class is the outer container of all output sections. */
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div.output_area {
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padding: 0px;
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page-break-inside: avoid;
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}
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/* This class is for the output subarea inside the output_area and after
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the prompt div. */
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div.output_subarea {
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padding: 0.44em 0.4em 0.4em 1px;
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}
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/* The rest of the output_* classes are for special styling of the different
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output types */
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/* all text output has this class: */
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div.output_text {
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text-align: left;
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color: black;
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font-family: monospace;
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}
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/* stdout/stderr are 'text' as well as 'stream', but pyout/pyerr are *not* streams */
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div.output_stream {
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padding-top: 0.0em;
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padding-bottom: 0.0em;
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}
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div.output_stdout {
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}
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div.output_stderr {
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background: #fdd; /* very light red background for stderr */
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}
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div.output_latex {
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text-align: left;
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color: black;
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}
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div.output_html {
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}
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div.output_png {
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}
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div.output_jpeg {
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}
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div.text_cell {
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background-color: white;
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padding: 5px 5px 5px 5px;
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}
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div.text_cell_input {
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|
color: black;
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|
|
border: 1px solid #ddd;
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|
border-radius: 3px;
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|
background: #f7f7f7;
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}
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div.text_cell_render {
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|
|
font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;
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|
|
outline: none;
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|
resize: none;
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|
width: inherit;
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|
|
border-style: none;
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|
|
padding: 5px;
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|
color: black;
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|
}
|
|
|
|
|
|
/* The following gets added to the <head> if it is detected that the user has a
|
|
|
* monospace font with inconsistent normal/bold/italic height. See
|
|
|
* notebookmain.js. Such fonts will have keywords vertically offset with
|
|
|
* respect to the rest of the text. The user should select a better font.
|
|
|
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*
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/* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
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/* We have found that if it is visible, vertical scrollbars appear with font size changes.*/
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background-color: #EBF4EB;
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background: #DDF;
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p.dialog {
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/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems
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to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do.
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*/
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pre, code, kbd, samp { white-space: pre-wrap; }
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#fonttest {
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.js-error {
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<style type="text/css">
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margin: 1em 2em;
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}
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.rendered_html table {
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border: 1px solid black;
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border-collapse: collapse;
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margin: 1em 2em;
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}
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.rendered_html td {
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border: 1px solid black;
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text-align: left;
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}
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.rendered_html th {
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border: 1px solid black;
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text-align: left;
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vertical-align: middle;
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padding: 4px;
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font-weight: bold;
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}
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.rendered_html tr {
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border: 1px solid black;
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}
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.rendered_html p + p {
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margin-top: 1em;
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}
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</style>
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<style type="text/css">
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/* Overrides of notebook CSS for static HTML export
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*/
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body {
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overflow: visible;
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padding: 8px;
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}
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.input_area {
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padding: 0.4em;
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}
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</style>
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<meta charset="UTF-8">
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<style type="text/css">
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.highlight .hll { background-color: #ffffcc }
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.highlight { background: #f8f8f8; }
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.highlight .c { color: #408080; font-style: italic } /* Comment */
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.highlight .err { border: 1px solid #FF0000 } /* Error */
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.highlight .k { color: #008000; font-weight: bold } /* Keyword */
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.highlight .o { color: #666666 } /* Operator */
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.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
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.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
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.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
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.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
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.highlight .gd { color: #A00000 } /* Generic.Deleted */
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.highlight .ge { font-style: italic } /* Generic.Emph */
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.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
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.highlight .gi { color: #00A000 } /* Generic.Inserted */
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.highlight .go { color: #808080 } /* Generic.Output */
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.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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.highlight .kt { color: #B00040 } /* Keyword.Type */
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.highlight .m { color: #666666 } /* Literal.Number */
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.highlight .s { color: #BA2121 } /* Literal.String */
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.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
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.highlight .no { color: #880000 } /* Name.Constant */
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.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
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.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
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.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .mf { color: #666666 } /* Literal.Number.Float */
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.highlight .mh { color: #666666 } /* Literal.Number.Hex */
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.highlight .mi { color: #666666 } /* Literal.Number.Integer */
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.highlight .mo { color: #666666 } /* Literal.Number.Oct */
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.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
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.highlight .sc { color: #BA2121 } /* Literal.String.Char */
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.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
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.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
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.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
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.highlight .vc { color: #19177C } /* Name.Variable.Class */
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.highlight .vg { color: #19177C } /* Name.Variable.Global */
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.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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</style>
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|
|
<script src="https://c328740.ssl.cf1.rackcdn.com/mathjax/latest/MathJax.js?config=TeX-AMS_HTML" type="text/javascript">
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|
</script>
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<script type="text/javascript">
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|
init_mathjax = function() {
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|
if (window.MathJax) {
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|
// MathJax loaded
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|
MathJax.Hub.Config({
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tex2jax: {
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inlineMath: [ ['$','$'], ["\\(","\\)"] ],
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displayMath: [ ['$$','$$'], ["\\[","\\]"] ]
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},
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displayAlign: 'left', // Change this to 'center' to center equations.
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"HTML-CSS": {
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styles: {'.MathJax_Display': {"margin": 0}}
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}
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});
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MathJax.Hub.Queue(["Typeset",MathJax.Hub]);
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}
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}
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init_mathjax();
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</script>
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</head>
|
|
|
<body>
|
|
|
<div class="text_cell_render border-box-sizing rendered_html">
|
|
|
<h1>
|
|
|
Some gun violence analysis with Wikipedia data
|
|
|
</h1>
|
|
|
</div>
|
|
|
<div class="text_cell_render border-box-sizing rendered_html">
|
|
|
<p>As <a href="https://twitter.com/jonst0kes/status/282330530412888064">requested by John Stokes</a>,
|
|
|
here are per-capita numbers for gun-related homicides,
|
|
|
relating to GDP and total homicides,
|
|
|
so the situation in the United States can be put in context relative to other nations.</p>
|
|
|
</div>
|
|
|
<div class="text_cell_render border-box-sizing rendered_html">
|
|
|
<p>main data source is UNODC (via Wikipedia <a href="http://en.wikipedia.org/wiki/List_of_countries_by_intentional_homicide_rate">here</a>
|
|
|
and <a href="http://en.wikipedia.org/wiki/List_of_countries_by_firearm-related_death_rate">here</a>).</p>
|
|
|
<p>GDP data from World Bank, again <a href="http://en.wikipedia.org/wiki/List_of_countries_by_GDP_(PPP)_per_capita">via Wikipedia</a>.</p>
|
|
|
<p>If the numbers on Wikipedia are inaccurate, or their relationship is not sound
|
|
|
(e.g. numbers taken from different years, during which significant change occured)
|
|
|
then obviously None of this analysis is valid.</p>
|
|
|
<p>To summarize the data,
|
|
|
every possible way you look at it the US is lousy at preventing gun violence.
|
|
|
Even when compared to significantly more violent places,
|
|
|
gun violence in the US is a serious problem,
|
|
|
and when compared to similarly wealthy places,
|
|
|
the US is an outstanding disaster.</p>
|
|
|
</div>
|
|
|
<div class="text_cell_render border-box-sizing rendered_html">
|
|
|
<p><strong>UPDATE:</strong> the relationship of the gun data and totals does not seem to be valid.
|
|
|
<a href="http://www2.fbi.gov/ucr/cius2009/offenses/violent_crime/index.html">FBI data</a> suggests that
|
|
|
the relative contribution of guns to homicides in the US is 47%,
|
|
|
but relating these two data sources gives 80%.
|
|
|
Internal comparisons should still be fine, but 'fraction' analysis has been stricken.</p>
|
|
|
</div>
|
|
|
<div class="cell border-box-sizing code_cell vbox">
|
|
|
<div class="input hbox">
|
|
|
<div class="prompt input_prompt">In [1]:</div>
|
|
|
<div class="input_area box-flex1">
|
|
|
<div class="highlight"><pre><span class="o">%</span><span class="k">load_ext</span> <span class="n">retina</span>
|
|
|
<span class="o">%</span><span class="k">pylab</span> <span class="n">inline</span>
|
|
|
</pre></div>
|
|
|
|
|
|
</div>
|
|
|
</div>
|
|
|
<div class="vbox output_wrapper">
|
|
|
<div class="output vbox">
|
|
|
<div class="hbox output_area">
|
|
|
<div class="prompt output_prompt"></div>
|
|
|
<div class="output_subarea output_stream output_stdout">
|
|
|
<pre>
|
|
|
Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.zmq.pylab.backend_inline].
|
|
|
For more information, type 'help(pylab)'.
|
|
|
</pre>
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
<div class="cell border-box-sizing code_cell vbox">
|
|
|
<div class="input hbox">
|
|
|
<div class="prompt input_prompt">In [2]:</div>
|
|
|
<div class="input_area box-flex1">
|
|
|
<div class="highlight"><pre><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span>
|
|
|
<span class="kn">import</span> <span class="nn">pandas</span>
|
|
|
<span class="n">pandas</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s">'display.notebook_repr_html'</span><span class="p">,</span> <span class="bp">True</span><span class="p">)</span>
|
|
|
<span class="n">pandas</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s">'display.precision'</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
|
|
|
</pre></div>
|
|
|
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
<div class="text_cell_render border-box-sizing rendered_html">
|
|
|
<p>Some utility functions for display</p>
|
|
|
</div>
|
|
|
<div class="cell border-box-sizing code_cell vbox">
|
|
|
<div class="input hbox">
|
|
|
<div class="prompt input_prompt">In [3]:</div>
|
|
|
<div class="input_area box-flex1">
|
|
|
<div class="highlight"><pre><span class="k">def</span> <span class="nf">plot_percent</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
|
|
|
<span class="n">df</span><span class="p">[</span><span class="s">'Gun Percent'</span><span class="p">][:</span><span class="n">limit</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
|
|
|
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
|
|
|
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s">"</span><span class="si">% G</span><span class="s">un Homicide"</span><span class="p">)</span>
|
|
|
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
|
|
|
</pre></div>
|
|
|
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
<div class="cell border-box-sizing code_cell vbox">
|
|
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<div class="input hbox">
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<div class="prompt input_prompt">In [4]:</div>
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<div class="highlight"><pre><span class="k">def</span> <span class="nf">plot_percapita</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
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<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">ix</span><span class="p">[:,[</span><span class="s">'Homicides'</span><span class="p">,</span> <span class="s">'Gun Homicides'</span><span class="p">]][:</span><span class="n">limit</span><span class="p">]</span>
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<span class="n">df</span><span class="p">[</span><span class="s">'Total Homicides'</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s">'Homicides'</span><span class="p">]</span> <span class="o">-</span> <span class="n">df</span><span class="p">[</span><span class="s">'Gun Homicides'</span><span class="p">]</span>
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<span class="k">del</span> <span class="n">df</span><span class="p">[</span><span class="s">'Homicides'</span><span class="p">]</span>
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<span class="n">df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s">'bar'</span><span class="p">,</span> <span class="n">stacked</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">sort_columns</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">"per 100k"</span><span class="p">)</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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</pre></div>
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<div class="prompt input_prompt">In [8]:</div>
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<div class="highlight"><pre><span class="k">def</span> <span class="nf">display_relevant</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
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<span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">ix</span><span class="p">[:,[</span><span class="s">'Homicides'</span><span class="p">,</span> <span class="s">'Gun Homicides'</span><span class="p">,</span> <span class="s">'Gun Data Source'</span><span class="p">]][:</span><span class="n">limit</span><span class="p">])</span>
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</pre></div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>Load the data</p>
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<div class="input hbox">
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<div class="prompt input_prompt">In [9]:</div>
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<div class="input_area box-flex1">
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<div class="highlight"><pre><span class="n">totals</span> <span class="o">=</span> <span class="n">pandas</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">'totals.csv'</span><span class="p">,</span> <span class="s">'</span><span class="se">\t</span><span class="s">'</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<span class="n">guns</span> <span class="o">=</span> <span class="n">pandas</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">'guns.csv'</span><span class="p">,</span> <span class="s">'</span><span class="se">\t</span><span class="s">'</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<span class="n">gdp</span> <span class="o">=</span> <span class="n">pandas</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s">'gdp.csv'</span><span class="p">,</span> <span class="s">'</span><span class="se">\t</span><span class="s">'</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<span class="n">data</span> <span class="o">=</span> <span class="n">totals</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">guns</span><span class="p">)</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">gdp</span><span class="p">)</span>
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<span class="n">data</span><span class="p">[</span><span class="s">'Gun Percent'</span><span class="p">]</span> <span class="o">=</span> <span class="mi">100</span> <span class="o">*</span> <span class="n">data</span><span class="p">[</span><span class="s">'Gun Homicides'</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s">'Homicides'</span><span class="p">]</span>
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<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s">'Unintentional'</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s">'Undetermined'</span><span class="p">],</span><span class="n">data</span><span class="p">[</span><span class="s">'Gun Suicides'</span><span class="p">]</span>
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<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
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</pre></div>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>Of all sampled countries (Found data for 68 countries),
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the US is in the top 15 in Gun Homicides per capita.</p>
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<p>Numbers are per 100k.</p>
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<div class="cell border-box-sizing code_cell vbox">
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<div class="prompt input_prompt">In [10]:</div>
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<div class="highlight"><pre><span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">"Gun Homicides"</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
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<span class="n">display_relevant</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="mi">15</span><span class="p">)</span>
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</pre></div>
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</div>
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</div>
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<div class="vbox output_wrapper">
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<div class="output vbox">
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<div class="hbox output_area">
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<div class="prompt output_prompt"></div>
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<div class="output_subarea output_display_data output_html rendered_html">
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<div style="max-height:1000px;max-width:1500px;overflow:auto;">
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<table border="1" class="dataframe">
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<thead>
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<tr style="text-align: right;">
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<th></th>
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<th>Homicides</th>
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<th>Gun Homicides</th>
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<th>Gun Data Source</th>
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</tr>
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<tr>
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<th>Country</th>
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<th></th>
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<th></th>
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<th></th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td><strong>El Salvador</strong></td>
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<td> 69.2</td>
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<td> 50.4</td>
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<td> OAS 2011[1]</td>
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</tr>
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<tr>
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<td><strong>Jamaica</strong></td>
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<td> 52.2</td>
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<td> 47.4</td>
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<td> OAS 2011[1]</td>
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</tr>
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<tr>
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<td><strong>Honduras</strong></td>
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<td> 91.6</td>
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<td> 46.7</td>
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|
<td> OAS 2011[1]</td>
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</tr>
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<tr>
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<td><strong>Guatemala</strong></td>
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<td> 38.5</td>
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<td> 38.5</td>
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<td> OAS 2011[1]</td>
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</tr>
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<tr>
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<td><strong>Colombia</strong></td>
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<td> 33.4</td>
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<td> 27.1</td>
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<td> UNODC 2011 [2]</td>
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</tr>
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<tr>
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|
<td><strong>Brazil</strong></td>
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<td> 21.0</td>
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<td> 18.1</td>
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|
<td> UNODC 2011[3]</td>
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</tr>
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<tr>
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<td><strong>Panama</strong></td>
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<td> 21.6</td>
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<td> 12.9</td>
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|
<td> OAS 2011[1]</td>
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</tr>
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<tr>
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|
<td><strong>Mexico</strong></td>
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<td> 16.9</td>
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<td> 10.0</td>
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|
<td> UNODC 2011[4]</td>
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</tr>
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<tr>
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<td><strong>Paraguay</strong></td>
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<td> 11.5</td>
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<td> 7.3</td>
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<td> UNODC 2000[11]</td>
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</tr>
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<tr>
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|
<td><strong>Nicaragua</strong></td>
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<td> 13.6</td>
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|
<td> 7.1</td>
|
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|
<td> OAS 2011[1]</td>
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</tr>
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<tr>
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|
<td><strong>United States</strong></td>
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|
<td> 4.2</td>
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<td> 3.7</td>
|
|
|
<td> OAS 2012[5][6]</td>
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</tr>
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<tr>
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|
|
<td><strong>Costa Rica</strong></td>
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|
|
<td> 10.0</td>
|
|
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<td> 3.3</td>
|
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|
<td> UNODC 2002[7]</td>
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</tr>
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<tr>
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|
<td><strong>Uruguay</strong></td>
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|
<td> 5.9</td>
|
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|
<td> 3.2</td>
|
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|
<td> UNODC 2002[7]</td>
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</tr>
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<tr>
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<td><strong>Argentina</strong></td>
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<td> 3.4</td>
|
|
|
<td> 3.0</td>
|
|
|
<td> UNODC 2011[12]</td>
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</tr>
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<tr>
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|
<td><strong>Barbados</strong></td>
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<td> 11.3</td>
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<td> 3.0</td>
|
|
|
<td> UNODC 2000[11]</td>
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</tr>
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</tbody>
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</table>
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</div>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>Take top 30 Countries by GDP</p>
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</div>
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<div class="cell border-box-sizing code_cell vbox">
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<div class="input hbox">
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<div class="prompt input_prompt">In [11]:</div>
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<div class="highlight"><pre><span class="n">top</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">'GDP'</span><span class="p">)[</span><span class="o">-</span><span class="mi">30</span><span class="p">:]</span>
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|
</pre></div>
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</div>
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</div>
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</div>
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|
<div class="text_cell_render border-box-sizing rendered_html">
|
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|
<p>and rank them by Gun Homicides per capita:</p>
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</div>
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<div class="cell border-box-sizing code_cell vbox">
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<div class="input hbox">
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<div class="prompt input_prompt">In [12]:</div>
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<div class="input_area box-flex1">
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<div class="highlight"><pre><span class="n">top_by_guns</span> <span class="o">=</span> <span class="n">top</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">"Gun Homicides"</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
|
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|
<span class="n">display_relevant</span><span class="p">(</span><span class="n">top_by_guns</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
|
|
|
<span class="n">plot_percapita</span><span class="p">(</span><span class="n">top_by_guns</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
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|
</pre></div>
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</div>
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</div>
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<div class="vbox output_wrapper">
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<div class="output vbox">
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<div class="hbox output_area">
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<div class="prompt output_prompt"></div>
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<div class="output_subarea output_display_data output_html rendered_html">
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<div style="max-height:1000px;max-width:1500px;overflow:auto;">
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<table border="1" class="dataframe">
|
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<thead>
|
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|
<tr style="text-align: right;">
|
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|
<th></th>
|
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|
<th>Homicides</th>
|
|
|
<th>Gun Homicides</th>
|
|
|
<th>Gun Data Source</th>
|
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|
</tr>
|
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|
<tr>
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|
<th>Country</th>
|
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|
<th></th>
|
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|
<th></th>
|
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<th></th>
|
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</tr>
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</thead>
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<tbody>
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<tr>
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|
<td><strong>United States</strong></td>
|
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|
<td> 4.2</td>
|
|
|
<td> 3.7</td>
|
|
|
<td> OAS 2012[5][6]</td>
|
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|
</tr>
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<tr>
|
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|
<td><strong>Israel</strong></td>
|
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|
<td> 2.1</td>
|
|
|
<td> 0.9</td>
|
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|
<td> WHO 2012[10]</td>
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</tr>
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<tr>
|
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|
<td><strong>Canada</strong></td>
|
|
|
<td> 1.6</td>
|
|
|
<td> 0.8</td>
|
|
|
<td> Krug 1998[13]</td>
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|
</tr>
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<tr>
|
|
|
<td><strong>Luxembourg</strong></td>
|
|
|
<td> 2.5</td>
|
|
|
<td> 0.6</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Greece</strong></td>
|
|
|
<td> 1.5</td>
|
|
|
<td> 0.6</td>
|
|
|
<td> Krug 1998[13]</td>
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</tr>
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</tbody>
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</table>
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</div>
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</div>
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</div>
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<div class="hbox output_area">
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<div class="output_subarea output_display_data output_html rendered_html">
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<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABMYAAAOICAYAAAA9+P1eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
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AAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3XlYV3X+///HGwEJRFkUIUUItcwVMLcgU1FMc2vSj2lZ
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OZa4jGNTqY3lZBqDJdl02Ujikum4pZmpLSIquWRAAhppNe46aciigKKy/f7oC7+IXYE3cO636+Ly
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mvNazvOcQ87l43qd1zHl5+fnCwAAAAAAADAYC3MXAAAAAAAAAJgDwRgAAAAAAAAMiWAMAAAAAAAA
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hkQwBgAAAAAAAEMiGAMAAAAAAIAhEYwBAAAAAADAkAjGAAAAAAAAYEgEYwAAAAAAADAkgjEAAAAA
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AAAYEsEYAAAAAAAADIlgDAAAAAAAAIZEMAYAAAAAAABDIhgDAAAAAACAIVmau4Ca8ssvv2jGjBnK
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yclRSEiIvLy8yh0TFRWlsLCwUtsffPBBTZ8+vSrLBAAAAAAAQA0xTDC2bNky2djYKDMzs9JjR40a
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pWbNmhU77uLiUhWlAQAAAAAAwAwMEYxFRUXpzJkzeuyxx7R27dpKj/f19a3QCjMAAAAAAADUHfU+
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GMvIyNCaNWs0ZswYWVtbm7scAAAAAAAA1BL1fvP9NWvWyMXFRYGBgeYuBQAAAAAAALVIvQ7Gjh07
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pn379mnChAl3PFdOTo6uXbum/Pz8KqgMAAAAAAAA5lZvX6XMycnRsmXL1K9fP7Vp0+aO5nr33XeV
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lJQkSbK1tZWfn59Gjx4te3v7qigVAAAAAAAAZlBvg7GtW7cqIyNDY8eOvaN5vLy81KNHD7m6uio3
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N1cJCQmKjIzU0aNHFRwcXKlwbPfu3XdUCwAAAAAAAEoWEBBQ6TH1Mhi7ePGitm7dqvHjx6tRo0a3
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PY+/v7/69OlT5Jifn5+6dOmixYsXa/Xq1Zo6deodVgsAAAAAAABzqJfB2PLly+Xh4aF+/frd0TyW
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liXfHn9/f+3fv1+HDh3SxIkTZWVlVal5fX1976iu2igoKEhLly41dxmoBJ5Z3cMzq1t4XnUPz6zu
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4ZnVPTyzuodnVvfwzOoentmdi4uLu+2x9S4YS05OVmJiorp166aNGzcWaTt79qwkKSIiQg4ODurZ
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X4JgDAAAAL+twcFBPXv2TAaDQevXr9eBAwcUEhKy3McCAAB/Cb5KCQAAAAAAAIdEjzEAAAAAAAA4
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JIIxAAAAAAAAOCSCMQAAAAAAADgkgjEAAAAAAAA4JIIxAAAAAAAAOCSCMQAAAAAAADgkgjEAAAAA
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AAA4JIIxAAAAAAAAOCSCMQAAAAAAADgkgjEAAAAAAAA4JIIxAAAAAAAAOCSCMQAAAAAAADgkgjEA
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AAAAAAA4JIIxAAAAAAAAOKT/AMzqdd3ZqwcRAAAAAElFTkSuQmCC
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' width=611 height=452/>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p><strong>NOTE:</strong> these bar graphs should not be interpreted as fractions of a total,
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as the two data sources do not appear to be comparable.
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But the red and blue bar graphs should still be internally comparable.</p>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>The US is easily #1 of 30 wealthiest countries in Gun Homicides per capita,
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by a factor of 4:1</p>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>Adding USA, Canada, and Mexico to all of Europe,
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USA is a strong #2 behind Mexico in total gun homicides per-capita</p>
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</div>
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<div class="cell border-box-sizing code_cell vbox">
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<div class="input hbox">
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<div class="prompt input_prompt">In [13]:</div>
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<div class="input_area box-flex1">
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<div class="highlight"><pre><span class="n">index</span> <span class="o">=</span> <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s">'Region'</span><span class="p">]</span> <span class="o">==</span> <span class="s">'Europe'</span><span class="p">)</span> <span class="o">+</span> \
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<span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">index</span> <span class="o">==</span> <span class="s">'United States'</span><span class="p">)</span> <span class="o">+</span> \
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<span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">index</span> <span class="o">==</span> <span class="s">'Canada'</span><span class="p">)</span> <span class="o">+</span> \
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<span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">index</span> <span class="o">==</span> <span class="s">'Mexico'</span><span class="p">)</span>
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<span class="n">selected</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
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|
<span class="k">print</span> <span class="s">"By Total Gun Homicides"</span>
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<span class="n">sys</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">flush</span><span class="p">()</span>
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<span class="n">by_guns</span> <span class="o">=</span> <span class="n">selected</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="s">"Gun Homicides"</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
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|
<span class="c">#by_guns['Gun Homicides'].plot(kind='bar')</span>
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|
<span class="n">plot_percapita</span><span class="p">(</span><span class="n">by_guns</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
|
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<span class="n">display_relevant</span><span class="p">(</span><span class="n">selected</span><span class="p">,</span> <span class="n">limit</span><span class="o">=</span><span class="bp">None</span><span class="p">)</span>
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</pre></div>
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</div>
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</div>
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<div class="vbox output_wrapper">
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<div class="output vbox">
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<div class="hbox output_area">
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<div class="prompt output_prompt"></div>
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<div class="output_subarea output_stream output_stdout">
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<pre>By Total Gun Homicides
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</pre>
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</div>
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</div>
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<div class="hbox output_area">
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<div class="prompt output_prompt"></div>
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<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABL8AAAOICAYAAAA3pFMMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
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R0csXLgQ3bt3BwCYmJhg9erV2LJlC44fP47o6Gj0798fHTt2RGFhIa5duwYAmDBhAmbOnKny/lOn
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TsWFCxeQkpKCxYsXw9HREdXV1cjOzoa+vj4WLVqEL774olnBVH3c3d1hYGCAiIgI3LhxA4aGhnjy
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EREREeks9vwiIiIiIiIiIiKdxfCLiIiIiIiIiIh0FsMvIiIiIiIiIiLSWQy/iIiIiIiIiIhIZzH8
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|
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Ip3F8IuIiIiIiIiIiHQWwy8iIiIiIiIiItJZDL+IiIiIiIiIiEhnMfwiIiIiIiIiIiKdxfCLiIiI
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iIiIiIh01v8Djj7hH+mKnOIAAAAASUVORK5CYII=
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' width=607 height=452/>
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</div>
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</div>
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<div class="hbox output_area">
|
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<div class="prompt output_prompt"></div>
|
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<div class="output_subarea output_display_data output_html rendered_html">
|
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<div style="max-height:1000px;max-width:1500px;overflow:auto;">
|
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<table border="1" class="dataframe">
|
|
|
<thead>
|
|
|
<tr style="text-align: right;">
|
|
|
<th></th>
|
|
|
<th>Homicides</th>
|
|
|
<th>Gun Homicides</th>
|
|
|
<th>Gun Data Source</th>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<th>Country</th>
|
|
|
<th></th>
|
|
|
<th></th>
|
|
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<th></th>
|
|
|
</tr>
|
|
|
</thead>
|
|
|
<tbody>
|
|
|
<tr>
|
|
|
<td><strong>Mexico</strong></td>
|
|
|
<td> 16.9</td>
|
|
|
<td> 10.0</td>
|
|
|
<td> UNODC 2011[4]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>United States</strong></td>
|
|
|
<td> 4.2</td>
|
|
|
<td> 3.7</td>
|
|
|
<td> OAS 2012[5][6]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Montenegro</strong></td>
|
|
|
<td> 3.5</td>
|
|
|
<td> 2.1</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Moldova</strong></td>
|
|
|
<td> 7.5</td>
|
|
|
<td> 1.0</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Canada</strong></td>
|
|
|
<td> 1.6</td>
|
|
|
<td> 0.8</td>
|
|
|
<td> Krug 1998[13]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Serbia</strong></td>
|
|
|
<td> 1.2</td>
|
|
|
<td> 0.6</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Luxembourg</strong></td>
|
|
|
<td> 2.5</td>
|
|
|
<td> 0.6</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Greece</strong></td>
|
|
|
<td> 1.5</td>
|
|
|
<td> 0.6</td>
|
|
|
<td> Krug 1998[13]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Croatia</strong></td>
|
|
|
<td> 1.4</td>
|
|
|
<td> 0.6</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Switzerland</strong></td>
|
|
|
<td> 0.7</td>
|
|
|
<td> 0.5</td>
|
|
|
<td> OAS 2011[1]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Malta</strong></td>
|
|
|
<td> 1.0</td>
|
|
|
<td> 0.5</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Portugal</strong></td>
|
|
|
<td> 1.2</td>
|
|
|
<td> 0.5</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Belarus</strong></td>
|
|
|
<td> 4.9</td>
|
|
|
<td> 0.4</td>
|
|
|
<td> UNODC 2002[7]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Ireland</strong></td>
|
|
|
<td> 1.2</td>
|
|
|
<td> 0.4</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Italy</strong></td>
|
|
|
<td> 0.9</td>
|
|
|
<td> 0.4</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Ukraine</strong></td>
|
|
|
<td> 5.2</td>
|
|
|
<td> 0.3</td>
|
|
|
<td> UNODC 2000[11]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Estonia</strong></td>
|
|
|
<td> 5.2</td>
|
|
|
<td> 0.3</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Belgium</strong></td>
|
|
|
<td> 1.7</td>
|
|
|
<td> 0.3</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Finland</strong></td>
|
|
|
<td> 2.2</td>
|
|
|
<td> 0.3</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Lithuania</strong></td>
|
|
|
<td> 6.6</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Bulgaria</strong></td>
|
|
|
<td> 2.0</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Georgia</strong></td>
|
|
|
<td> 4.3</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Denmark</strong></td>
|
|
|
<td> 0.9</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>France</strong></td>
|
|
|
<td> 1.1</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Netherlands</strong></td>
|
|
|
<td> 1.1</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Sweden</strong></td>
|
|
|
<td> 1.0</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Slovakia</strong></td>
|
|
|
<td> 1.5</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Austria</strong></td>
|
|
|
<td> 0.6</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Latvia</strong></td>
|
|
|
<td> 3.1</td>
|
|
|
<td> 0.2</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Spain</strong></td>
|
|
|
<td> 0.8</td>
|
|
|
<td> 0.1</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Hungary</strong></td>
|
|
|
<td> 1.3</td>
|
|
|
<td> 0.1</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Czech Republic</strong></td>
|
|
|
<td> 1.7</td>
|
|
|
<td> 0.1</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Germany</strong></td>
|
|
|
<td> 0.8</td>
|
|
|
<td> 0.1</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Slovenia</strong></td>
|
|
|
<td> 0.7</td>
|
|
|
<td> 0.1</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Romania</strong></td>
|
|
|
<td> 2.0</td>
|
|
|
<td> 0.0</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>United Kingdom</strong></td>
|
|
|
<td> 1.2</td>
|
|
|
<td> 0.0</td>
|
|
|
<td> WHO2012 [10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Norway</strong></td>
|
|
|
<td> 0.6</td>
|
|
|
<td> 0.0</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
<tr>
|
|
|
<td><strong>Poland</strong></td>
|
|
|
<td> 1.1</td>
|
|
|
<td> 0.0</td>
|
|
|
<td> WHO 2012[10]</td>
|
|
|
</tr>
|
|
|
</tbody>
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</table>
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</div>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>Let's just compare US, Canada, and UK:</p>
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</div>
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<div class="cell border-box-sizing code_cell vbox">
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<div class="input hbox">
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<div class="prompt input_prompt">In [15]:</div>
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<div class="input_area box-flex1">
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<div class="highlight"><pre><span class="n">select</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">ix</span><span class="p">[[</span><span class="s">'United States'</span><span class="p">,</span> <span class="s">'Canada'</span><span class="p">,</span> <span class="s">'United Kingdom'</span><span class="p">]]</span>
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<span class="n">plot_percapita</span><span class="p">(</span><span class="n">select</span><span class="p">)</span>
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</pre></div>
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</div>
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</div>
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AaDNOHwfAAAAAGAKsbGxysnJUV1dXYvrDQ0NysvLU58+fVycDIBZsWMM8FCHDh264ozFYpHValV4
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AAAAAIDrUIwBHqqsrOyKMxaLRVarVQEBAS5IBAAAAPy/hoYGXbp0Sf7+/kZHAeDGKMYAAAAAAB3O
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Fl1pfwfnkAFoK3aMAQAAAAAAwCN5GR0AAAAAAAAAMALFGAAAAAAAADwSZ4wBAAAAAEzl8OHDOnHi
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|
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|
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|
|
|
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|
|
|
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|
|
|
AQAAAAAAwCNRjAEAAAAAAMAjUYwBAAAAAADAI1GMAQAAAAAAwCNRjAEAAAAAAMAjUYwBAAAAAADA
|
|
|
I1GMAQAAAAAAwCNRjAEAAAAAAMAjUYwBAAAAAADAI1GMAQAAAAAAwCNRjAEAAAAAAMAjUYwBAAAA
|
|
|
AADAI/0fNEF+U+cd/zAAAAAASUVORK5CYII=
|
|
|
' width=611 height=449/>
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
</div>
|
|
|
<div class="text_cell_render border-box-sizing rendered_html">
|
|
|
<p>Normalize to the US numbers (inverse)</p>
|
|
|
</div>
|
|
|
<div class="cell border-box-sizing code_cell vbox">
|
|
|
<div class="input hbox">
|
|
|
<div class="prompt input_prompt">In [16]:</div>
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|
|
<div class="input_area box-flex1">
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|
|
<div class="highlight"><pre><span class="n">select</span><span class="p">[</span><span class="s">'Homicides'</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span><span class="p">[</span><span class="s">'Homicides'</span><span class="p">][</span><span class="s">'United States'</span><span class="p">]</span> <span class="o">/</span> <span class="n">select</span><span class="p">[</span><span class="s">'Homicides'</span><span class="p">]</span>
|
|
|
<span class="n">select</span><span class="p">[</span><span class="s">'Gun Homicides'</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span><span class="p">[</span><span class="s">'Gun Homicides'</span><span class="p">][</span><span class="s">'United States'</span><span class="p">]</span> <span class="o">/</span> <span class="n">select</span><span class="p">[</span><span class="s">'Gun Homicides'</span><span class="p">]</span>
|
|
|
<span class="n">display_relevant</span><span class="p">(</span><span class="n">select</span><span class="p">)</span>
|
|
|
</pre></div>
|
|
|
|
|
|
</div>
|
|
|
</div>
|
|
|
<div class="vbox output_wrapper">
|
|
|
<div class="output vbox">
|
|
|
<div class="hbox output_area">
|
|
|
<div class="prompt output_prompt"></div>
|
|
|
<div class="output_subarea output_display_data output_html rendered_html">
|
|
|
<div style="max-height:1000px;max-width:1500px;overflow:auto;">
|
|
|
<table border="1" class="dataframe">
|
|
|
<thead>
|
|
|
<tr style="text-align: right;">
|
|
|
<th></th>
|
|
|
<th>Homicides</th>
|
|
|
<th>Gun Homicides</th>
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<th>Gun Data Source</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td><strong>United States</strong></td>
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<td> 1.0</td>
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<td> 1.0</td>
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<td> OAS 2012[5][6]</td>
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</tr>
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<tr>
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<td><strong>Canada</strong></td>
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<td> 2.6</td>
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<td> 4.9</td>
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<td> Krug 1998[13]</td>
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</tr>
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<tr>
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<td><strong>United Kingdom</strong></td>
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<td> 3.5</td>
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<td> 92.5</td>
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<td> WHO2012 [10]</td>
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</tr>
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</tbody>
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</table>
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</div>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>So, you are 2.6 times more likely to be killed in the US than Canada,
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and 3.5 times more likely than in the UK.
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That's bad, but not extreme.</p>
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<p>However, you are 4.9 times more likely to be killed <em>with a gun</em> in the US than Canada,
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and almost 100 times more likely than in the UK. That is pretty extreme.</p>
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</div>
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<div class="text_cell_render border-box-sizing rendered_html">
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<p>Countries represented:</p>
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</div>
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<div class="cell border-box-sizing code_cell vbox">
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<div class="input hbox">
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<div class="prompt input_prompt">In [14]:</div>
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<div class="input_area box-flex1">
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<div class="highlight"><pre><span class="k">for</span> <span class="n">country</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
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<span class="k">print</span> <span class="n">country</span>
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</pre></div>
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</div>
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</div>
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<div class="vbox output_wrapper">
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<div class="output vbox">
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<div class="hbox output_area">
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<div class="prompt output_prompt"></div>
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<div class="output_subarea output_stream output_stdout">
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<pre>El Salvador
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Jamaica
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Honduras
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Guatemala
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Colombia
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Brazil
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Panama
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Mexico
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Paraguay
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Nicaragua
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United States
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Costa Rica
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Uruguay
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Argentina
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Barbados
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Montenegro
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Peru
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Moldova
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Israel
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India
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Canada
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Serbia
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Luxembourg
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Greece
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Uzbekistan
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Croatia
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Kyrgyzstan
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Switzerland
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Malta
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Portugal
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Belarus
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Ireland
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Italy
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Kuwait
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Ukraine
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Estonia
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Belgium
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Finland
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Lithuania
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Cyprus
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Bulgaria
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Georgia
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Denmark
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France
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Netherlands
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Sweden
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Slovakia
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Qatar
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Austria
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Latvia
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New Zealand
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Spain
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Hungary
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Czech Republic
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Hong Kong
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Australia
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Singapore
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Chile
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Germany
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Slovenia
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Romania
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Azerbaijan
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South Korea
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United Kingdom
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Norway
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Japan
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Poland
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Mauritius
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</pre>
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</div>
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</div>
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</div>
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</div>
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</div>
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</body>
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</html>
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