Gun_Data.orig.html
4175 lines
| 242.3 KiB
| text/html
|
HtmlLexer
Matthias BUSSONNIER
|
r9594 | <html> | |
| <head> | |||
| <style type="text/css"> | |||
| /** | |||
| * HTML5 ✰ Boilerplate | |||
| * | |||
| * style.css contains a reset, font normalization and some base styles. | |||
| * | |||
| * Credit is left where credit is due. | |||
| * Much inspiration was taken from these projects: | |||
| * - yui.yahooapis.com/2.8.1/build/base/base.css | |||
| * - camendesign.com/design/ | |||
| * - praegnanz.de/weblog/htmlcssjs-kickstart | |||
| */ | |||
| /** | |||
| * html5doctor.com Reset Stylesheet (Eric Meyer's Reset Reloaded + HTML5 baseline) | |||
| * v1.6.1 2010-09-17 | Authors: Eric Meyer & Richard Clark | |||
| * html5doctor.com/html-5-reset-stylesheet/ | |||
| */ | |||
| html, body, div, span, object, iframe, | |||
| h1, h2, h3, h4, h5, h6, p, blockquote, pre, | |||
| abbr, address, cite, code, del, dfn, em, img, ins, kbd, q, samp, | |||
| small, strong, sub, sup, var, b, i, dl, dt, dd, ol, ul, li, | |||
| fieldset, form, label, legend, | |||
| table, caption, tbody, tfoot, thead, tr, th, td, | |||
| article, aside, canvas, details, figcaption, figure, | |||
| footer, header, hgroup, menu, nav, section, summary, | |||
| time, mark, audio, video { | |||
| margin: 0; | |||
| padding: 0; | |||
| border: 0; | |||
| font-size: 100%; | |||
| font: inherit; | |||
| vertical-align: baseline; | |||
| } | |||
| sup { vertical-align: super; } | |||
| sub { vertical-align: sub; } | |||
| article, aside, details, figcaption, figure, | |||
| footer, header, hgroup, menu, nav, section { | |||
| display: block; | |||
| } | |||
| blockquote, q { quotes: none; } | |||
| blockquote:before, blockquote:after, | |||
| q:before, q:after { content: ""; content: none; } | |||
| ins { background-color: #ff9; color: #000; text-decoration: none; } | |||
| mark { background-color: #ff9; color: #000; font-style: italic; font-weight: bold; } | |||
| del { text-decoration: line-through; } | |||
| abbr[title], dfn[title] { border-bottom: 1px dotted; cursor: help; } | |||
| table { border-collapse: collapse; border-spacing: 0; } | |||
| hr { display: block; height: 1px; border: 0; border-top: 1px solid #ccc; margin: 1em 0; padding: 0; } | |||
| input, select { vertical-align: middle; } | |||
| /** | |||
| * Font normalization inspired by YUI Library's fonts.css: developer.yahoo.com/yui/ | |||
| */ | |||
| body { font:13px/1.231 sans-serif; *font-size:small; } /* Hack retained to preserve specificity */ | |||
| select, input, textarea, button { font:99% sans-serif; } | |||
| /* Normalize monospace sizing: | |||
| en.wikipedia.org/wiki/MediaWiki_talk:Common.css/Archive_11#Teletype_style_fix_for_Chrome */ | |||
| pre, code, kbd, samp { font-family: monospace, sans-serif; } | |||
| em,i { font-style: italic; } | |||
| b,strong { font-weight: bold; } | |||
| </style> | |||
| <style type="text/css"> | |||
| /* Flexible box model classes */ | |||
| /* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */ | |||
| .hbox { | |||
| display: -webkit-box; | |||
| -webkit-box-orient: horizontal; | |||
| -webkit-box-align: stretch; | |||
| display: -moz-box; | |||
| -moz-box-orient: horizontal; | |||
| -moz-box-align: stretch; | |||
| display: box; | |||
| box-orient: horizontal; | |||
| box-align: stretch; | |||
| } | |||
| .hbox > * { | |||
| -webkit-box-flex: 0; | |||
| -moz-box-flex: 0; | |||
| box-flex: 0; | |||
| } | |||
| .vbox { | |||
| display: -webkit-box; | |||
| -webkit-box-orient: vertical; | |||
| -webkit-box-align: stretch; | |||
| display: -moz-box; | |||
| -moz-box-orient: vertical; | |||
| -moz-box-align: stretch; | |||
| display: box; | |||
| box-orient: vertical; | |||
| box-align: stretch; | |||
| } | |||
| .vbox > * { | |||
| -webkit-box-flex: 0; | |||
| -moz-box-flex: 0; | |||
| box-flex: 0; | |||
| } | |||
| .reverse { | |||
| -webkit-box-direction: reverse; | |||
| -moz-box-direction: reverse; | |||
| box-direction: reverse; | |||
| } | |||
| .box-flex0 { | |||
| -webkit-box-flex: 0; | |||
| -moz-box-flex: 0; | |||
| box-flex: 0; | |||
| } | |||
| .box-flex1, .box-flex { | |||
| -webkit-box-flex: 1; | |||
| -moz-box-flex: 1; | |||
| box-flex: 1; | |||
| } | |||
| .box-flex2 { | |||
| -webkit-box-flex: 2; | |||
| -moz-box-flex: 2; | |||
| box-flex: 2; | |||
| } | |||
| .box-group1 { | |||
| -webkit-box-flex-group: 1; | |||
| -moz-box-flex-group: 1; | |||
| box-flex-group: 1; | |||
| } | |||
| .box-group2 { | |||
| -webkit-box-flex-group: 2; | |||
| -moz-box-flex-group: 2; | |||
| box-flex-group: 2; | |||
| } | |||
| .start { | |||
| -webkit-box-pack: start; | |||
| -moz-box-pack: start; | |||
| box-pack: start; | |||
| } | |||
| .end { | |||
| -webkit-box-pack: end; | |||
| -moz-box-pack: end; | |||
| box-pack: end; | |||
| } | |||
| .center { | |||
| -webkit-box-pack: center; | |||
| -moz-box-pack: center; | |||
| box-pack: center; | |||
| } | |||
| </style> | |||
| <style type="text/css"> | |||
| /** | |||
| * Primary styles | |||
| * | |||
| * Author: IPython Development Team | |||
| */ | |||
| body { | |||
| overflow: hidden; | |||
| } | |||
| blockquote { | |||
| border-left: 4px solid #DDD; | |||
| padding: 0 15px; | |||
| color: #777; | |||
| } | |||
| span#save_widget { | |||
| padding: 5px; | |||
| margin: 0px 0px 0px 300px; | |||
| display:inline-block; | |||
| } | |||
| span#notebook_name { | |||
| height: 1em; | |||
| line-height: 1em; | |||
| padding: 3px; | |||
| border: none; | |||
| font-size: 146.5%; | |||
| } | |||
| .ui-menubar-item .ui-button .ui-button-text { | |||
| padding: 0.4em 1.0em; | |||
| font-size: 100%; | |||
| } | |||
| .ui-menu { | |||
| -moz-box-shadow: 0px 6px 10px -1px #adadad; | |||
| -webkit-box-shadow: 0px 6px 10px -1px #adadad; | |||
| box-shadow: 0px 6px 10px -1px #adadad; | |||
| } | |||
| .ui-menu .ui-menu-item a { | |||
| border: 1px solid transparent; | |||
| padding: 2px 1.6em; | |||
| } | |||
| .ui-menu .ui-menu-item a.ui-state-focus { | |||
| margin: 0; | |||
| } | |||
| .ui-menu hr { | |||
| margin: 0.3em 0; | |||
| } | |||
| #menubar_container { | |||
| position: relative; | |||
| } | |||
| #notification_area { | |||
| position: absolute; | |||
| right: 0px; | |||
| top: 0px; | |||
| height: 25px; | |||
| padding: 3px 0px; | |||
| padding-right: 3px; | |||
| z-index: 10; | |||
| } | |||
| .notification_widget{ | |||
| float : right; | |||
| right: 0px; | |||
| top: 1px; | |||
| height: 25px; | |||
| padding: 3px 6px; | |||
| z-index: 10; | |||
| } | |||
| .toolbar { | |||
| padding: 3px 15px; | |||
| } | |||
| #cell_type { | |||
| font-size: 85%; | |||
| } | |||
| div#main_app { | |||
| width: 100%; | |||
| position: relative; | |||
| } | |||
| span#quick_help_area { | |||
| position: static; | |||
| padding: 5px 0px; | |||
| margin: 0px 0px 0px 0px; | |||
| } | |||
| .help_string { | |||
| float: right; | |||
| width: 170px; | |||
| padding: 0px 5px; | |||
| text-align: left; | |||
| font-size: 85%; | |||
| } | |||
| .help_string_label { | |||
| float: right; | |||
| font-size: 85%; | |||
| } | |||
| div#notebook_panel { | |||
| margin: 0px 0px 0px 0px; | |||
| padding: 0px; | |||
| } | |||
| div#notebook { | |||
| overflow-y: scroll; | |||
| overflow-x: auto; | |||
| width: 100%; | |||
| /* This spaces the cell away from the edge of the notebook area */ | |||
| padding: 5px 5px 15px 5px; | |||
| margin: 0px; | |||
| background-color: white; | |||
| } | |||
| div#pager_splitter { | |||
| height: 8px; | |||
| } | |||
| #pager_container { | |||
| position : relative; | |||
| } | |||
| div#pager { | |||
| padding: 15px; | |||
| overflow: auto; | |||
| display: none; | |||
| } | |||
| div.ui-widget-content { | |||
| border: 1px solid #aaa; | |||
| outline: none; | |||
| } | |||
| .cell { | |||
| border: 1px solid transparent; | |||
| } | |||
| div.cell { | |||
| width: 100%; | |||
| padding: 5px 5px 5px 0px; | |||
| /* This acts as a spacer between cells, that is outside the border */ | |||
| margin: 2px 0px 2px 0px; | |||
| } | |||
| div.code_cell { | |||
| background-color: white; | |||
| } | |||
| /* any special styling for code cells that are currently running goes here */ | |||
| div.code_cell.running { | |||
| } | |||
| div.prompt { | |||
| /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */ | |||
| width: 11ex; | |||
| /* This 0.4em is tuned to match the padding on the CodeMirror editor. */ | |||
| padding: 0.4em; | |||
| margin: 0px; | |||
| font-family: monospace; | |||
| text-align:right; | |||
| } | |||
| div.input { | |||
| page-break-inside: avoid; | |||
| } | |||
| /* input_area and input_prompt must match in top border and margin for alignment */ | |||
| div.input_area { | |||
| color: black; | |||
| border: 1px solid #ddd; | |||
| border-radius: 3px; | |||
| background: #f7f7f7; | |||
| } | |||
| div.input_prompt { | |||
| color: navy; | |||
| border-top: 1px solid transparent; | |||
| } | |||
| div.output_wrapper { | |||
| /* This is a spacer between the input and output of each cell */ | |||
| margin-top: 5px; | |||
| margin-left: 5px; | |||
| /* FF needs explicit width to stretch */ | |||
| width: 100%; | |||
| /* this position must be relative to enable descendents to be absolute within it */ | |||
| position: relative; | |||
| } | |||
| /* class for the output area when it should be height-limited */ | |||
| div.output_scroll { | |||
| /* ideally, this would be max-height, but FF barfs all over that */ | |||
| height: 24em; | |||
| /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */ | |||
| width: 100%; | |||
| overflow: auto; | |||
| border-radius: 3px; | |||
| box-shadow: inset 0 2px 8px rgba(0, 0, 0, .8); | |||
| } | |||
| /* output div while it is collapsed */ | |||
| div.output_collapsed { | |||
| margin-right: 5px; | |||
| } | |||
| div.out_prompt_overlay { | |||
| height: 100%; | |||
| padding: 0px; | |||
| position: absolute; | |||
| border-radius: 3px; | |||
| } | |||
| div.out_prompt_overlay:hover { | |||
| /* use inner shadow to get border that is computed the same on WebKit/FF */ | |||
| box-shadow: inset 0 0 1px #000; | |||
| background: rgba(240, 240, 240, 0.5); | |||
| } | |||
| div.output_prompt { | |||
| color: darkred; | |||
| /* 5px right shift to account for margin in parent container */ | |||
| margin: 0 5px 0 -5px; | |||
| } | |||
| /* This class is the outer container of all output sections. */ | |||
| div.output_area { | |||
| padding: 0px; | |||
| page-break-inside: avoid; | |||
| } | |||
| /* This class is for the output subarea inside the output_area and after | |||
| the prompt div. */ | |||
| div.output_subarea { | |||
| padding: 0.44em 0.4em 0.4em 1px; | |||
| } | |||
| /* The rest of the output_* classes are for special styling of the different | |||
| output types */ | |||
| /* all text output has this class: */ | |||
| div.output_text { | |||
| text-align: left; | |||
| color: black; | |||
| font-family: monospace; | |||
| } | |||
| /* stdout/stderr are 'text' as well as 'stream', but pyout/pyerr are *not* streams */ | |||
| div.output_stream { | |||
| padding-top: 0.0em; | |||
| padding-bottom: 0.0em; | |||
| } | |||
| div.output_stdout { | |||
| } | |||
| div.output_stderr { | |||
| background: #fdd; /* very light red background for stderr */ | |||
| } | |||
| div.output_latex { | |||
| text-align: left; | |||
| color: black; | |||
| } | |||
| div.output_html { | |||
| } | |||
| div.output_png { | |||
| } | |||
| div.output_jpeg { | |||
| } | |||
| div.text_cell { | |||
| background-color: white; | |||
| padding: 5px 5px 5px 5px; | |||
| } | |||
| div.text_cell_input { | |||
| color: black; | |||
| border: 1px solid #ddd; | |||
| border-radius: 3px; | |||
| background: #f7f7f7; | |||
| } | |||
| div.text_cell_render { | |||
| font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif; | |||
| outline: none; | |||
| resize: none; | |||
| width: inherit; | |||
| border-style: none; | |||
| padding: 5px; | |||
| color: black; | |||
| } | |||
| /* 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. | |||
| * See: https://github.com/ipython/ipython/issues/1503 | |||
| * | |||
| * .CodeMirror span { | |||
| * vertical-align: bottom; | |||
| * } | |||
| */ | |||
| .CodeMirror { | |||
| line-height: 1.231; /* Changed from 1em to our global default */ | |||
| } | |||
| .CodeMirror-scroll { | |||
| height: auto; /* Changed to auto to autogrow */ | |||
| /* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/ | |||
| /* We have found that if it is visible, vertical scrollbars appear with font size changes.*/ | |||
| overflow-y: hidden; | |||
| overflow-x: auto; /* Changed from auto to remove scrollbar */ | |||
| } | |||
| /* CSS font colors for translated ANSI colors. */ | |||
| .ansiblack {color: black;} | |||
| .ansired {color: darkred;} | |||
| .ansigreen {color: darkgreen;} | |||
| .ansiyellow {color: brown;} | |||
| .ansiblue {color: darkblue;} | |||
| .ansipurple {color: darkviolet;} | |||
| .ansicyan {color: steelblue;} | |||
| .ansigrey {color: grey;} | |||
| .ansibold {font-weight: bold;} | |||
| .completions { | |||
| position: absolute; | |||
| z-index: 10; | |||
| overflow: hidden; | |||
| border: 1px solid grey; | |||
| } | |||
| .completions select { | |||
| background: white; | |||
| outline: none; | |||
| border: none; | |||
| padding: 0px; | |||
| margin: 0px; | |||
| overflow: auto; | |||
| font-family: monospace; | |||
| } | |||
| option.context { | |||
| background-color: #DEF7FF; | |||
| } | |||
| option.introspection { | |||
| background-color: #EBF4EB; | |||
| } | |||
| /*fixed part of the completion*/ | |||
| .completions p b { | |||
| font-weight:bold; | |||
| } | |||
| .completions p { | |||
| background: #DDF; | |||
| /*outline: none; | |||
| padding: 0px;*/ | |||
| border-bottom: black solid 1px; | |||
| padding: 1px; | |||
| font-family: monospace; | |||
| } | |||
| pre.dialog { | |||
| background-color: #f7f7f7; | |||
| border: 1px solid #ddd; | |||
| border-radius: 3px; | |||
| padding: 0.4em; | |||
| padding-left: 2em; | |||
| } | |||
| p.dialog { | |||
| padding : 0.2em; | |||
| } | |||
| .shortcut_key { | |||
| display: inline-block; | |||
| width: 15ex; | |||
| text-align: right; | |||
| font-family: monospace; | |||
| } | |||
| .shortcut_descr { | |||
| } | |||
| /* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems | |||
| to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do. | |||
| */ | |||
| pre, code, kbd, samp { white-space: pre-wrap; } | |||
| #fonttest { | |||
| font-family: monospace; | |||
| } | |||
| .js-error { | |||
| color: darkred; | |||
| } | |||
| </style> | |||
| <style type="text/css"> | |||
| .rendered_html {color: black;} | |||
| .rendered_html em {font-style: italic;} | |||
| .rendered_html strong {font-weight: bold;} | |||
| .rendered_html u {text-decoration: underline;} | |||
| .rendered_html :link { text-decoration: underline } | |||
| .rendered_html :visited { text-decoration: underline } | |||
| .rendered_html h1 {font-size: 197%; margin: .65em 0; font-weight: bold;} | |||
| .rendered_html h2 {font-size: 153.9%; margin: .75em 0; font-weight: bold;} | |||
| .rendered_html h3 {font-size: 123.1%; margin: .85em 0; font-weight: bold;} | |||
| .rendered_html h4 {font-size: 100% margin: 0.95em 0; font-weight: bold;} | |||
| .rendered_html h5 {font-size: 85%; margin: 1.5em 0; font-weight: bold;} | |||
| .rendered_html h6 {font-size: 77%; margin: 1.65em 0; font-weight: bold;} | |||
| .rendered_html ul {list-style:disc; margin: 1em 2em;} | |||
| .rendered_html ul ul {list-style:square; margin: 0em 2em;} | |||
| .rendered_html ul ul ul {list-style:circle; margin-left: 0em 2em;} | |||
| .rendered_html ol {list-style:upper-roman; margin: 1em 2em;} | |||
| .rendered_html ol ol {list-style:upper-alpha; margin: 0em 2em;} | |||
| .rendered_html ol ol ol {list-style:decimal; margin: 0em 2em;} | |||
| .rendered_html ol ol ol ol {list-style:lower-alpha; margin: 0em 2em;} | |||
| .rendered_html ol ol ol ol ol {list-style:lower-roman; margin: 0em 2em;} | |||
| .rendered_html hr { | |||
| color: black; | |||
| background-color: black; | |||
| } | |||
| .rendered_html pre { | |||
| margin: 1em 2em; | |||
| } | |||
| .rendered_html blockquote { | |||
| margin: 1em 2em; | |||
| } | |||
| .rendered_html table { | |||
| border: 1px solid black; | |||
| border-collapse: collapse; | |||
| margin: 1em 2em; | |||
| } | |||
| .rendered_html td { | |||
| border: 1px solid black; | |||
| text-align: left; | |||
| vertical-align: middle; | |||
| padding: 4px; | |||
| } | |||
| .rendered_html th { | |||
| border: 1px solid black; | |||
| text-align: left; | |||
| vertical-align: middle; | |||
| padding: 4px; | |||
| font-weight: bold; | |||
| } | |||
| .rendered_html tr { | |||
| border: 1px solid black; | |||
| } | |||
| .rendered_html p + p { | |||
| margin-top: 1em; | |||
| } | |||
| </style> | |||
| <style type="text/css"> | |||
| /* Overrides of notebook CSS for static HTML export | |||
| */ | |||
| body { | |||
| overflow: visible; | |||
| padding: 8px; | |||
| } | |||
| .input_area { | |||
| padding: 0.4em; | |||
| } | |||
| </style> | |||
| <meta charset="UTF-8"> | |||
| <style type="text/css"> | |||
| .highlight .hll { background-color: #ffffcc } | |||
| .highlight { background: #f8f8f8; } | |||
| .highlight .c { color: #408080; font-style: italic } /* Comment */ | |||
| .highlight .err { border: 1px solid #FF0000 } /* Error */ | |||
| .highlight .k { color: #008000; font-weight: bold } /* Keyword */ | |||
| .highlight .o { color: #666666 } /* Operator */ | |||
| .highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */ | |||
| .highlight .cp { color: #BC7A00 } /* Comment.Preproc */ | |||
| .highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */ | |||
| .highlight .cs { color: #408080; font-style: italic } /* Comment.Special */ | |||
| .highlight .gd { color: #A00000 } /* Generic.Deleted */ | |||
| .highlight .ge { font-style: italic } /* Generic.Emph */ | |||
| .highlight .gr { color: #FF0000 } /* Generic.Error */ | |||
| .highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */ | |||
| .highlight .gi { color: #00A000 } /* Generic.Inserted */ | |||
| .highlight .go { color: #808080 } /* Generic.Output */ | |||
| .highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */ | |||
| .highlight .gs { font-weight: bold } /* Generic.Strong */ | |||
| .highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */ | |||
| .highlight .gt { color: #0040D0 } /* Generic.Traceback */ | |||
| .highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */ | |||
| .highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */ | |||
| .highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */ | |||
| .highlight .kp { color: #008000 } /* Keyword.Pseudo */ | |||
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| <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"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [4]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <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> | |||
| <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> | |||
| <span class="k">del</span> <span class="n">df</span><span class="p">[</span><span class="s">'Homicides'</span><span class="p">]</span> | |||
| <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> | |||
| <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> | |||
| <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"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [8]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <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> | |||
| </pre></div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>Load the data</p> | |||
| </div> | |||
| <div class="cell border-box-sizing code_cell vbox"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [9]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <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> | |||
| <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> | |||
| <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> | |||
| <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> | |||
| <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> | |||
| <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> | |||
| </pre></div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>Of all sampled countries (Found data for 68 countries), | |||
| the US is in the top 15 in Gun Homicides per capita.</p> | |||
| <p>Numbers are per 100k.</p> | |||
| </div> | |||
| <div class="cell border-box-sizing code_cell vbox"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [10]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <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> | |||
| </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> | |||
| <th>Gun Data Source</th> | |||
| </tr> | |||
| <tr> | |||
| <th>Country</th> | |||
| <th></th> | |||
| <th></th> | |||
| <th></th> | |||
| </tr> | |||
| </thead> | |||
| <tbody> | |||
| <tr> | |||
| <td><strong>El Salvador</strong></td> | |||
| <td> 69.2</td> | |||
| <td> 50.4</td> | |||
| <td> OAS 2011[1]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Jamaica</strong></td> | |||
| <td> 52.2</td> | |||
| <td> 47.4</td> | |||
| <td> OAS 2011[1]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Honduras</strong></td> | |||
| <td> 91.6</td> | |||
| <td> 46.7</td> | |||
| <td> OAS 2011[1]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Guatemala</strong></td> | |||
| <td> 38.5</td> | |||
| <td> 38.5</td> | |||
| <td> OAS 2011[1]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Colombia</strong></td> | |||
| <td> 33.4</td> | |||
| <td> 27.1</td> | |||
| <td> UNODC 2011 [2]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Brazil</strong></td> | |||
| <td> 21.0</td> | |||
| <td> 18.1</td> | |||
| <td> UNODC 2011[3]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Panama</strong></td> | |||
| <td> 21.6</td> | |||
| <td> 12.9</td> | |||
| <td> OAS 2011[1]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Mexico</strong></td> | |||
| <td> 16.9</td> | |||
| <td> 10.0</td> | |||
| <td> UNODC 2011[4]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Paraguay</strong></td> | |||
| <td> 11.5</td> | |||
| <td> 7.3</td> | |||
| <td> UNODC 2000[11]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Nicaragua</strong></td> | |||
| <td> 13.6</td> | |||
| <td> 7.1</td> | |||
| <td> OAS 2011[1]</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>Costa Rica</strong></td> | |||
| <td> 10.0</td> | |||
| <td> 3.3</td> | |||
| <td> UNODC 2002[7]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Uruguay</strong></td> | |||
| <td> 5.9</td> | |||
| <td> 3.2</td> | |||
| <td> UNODC 2002[7]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Argentina</strong></td> | |||
| <td> 3.4</td> | |||
| <td> 3.0</td> | |||
| <td> UNODC 2011[12]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Barbados</strong></td> | |||
| <td> 11.3</td> | |||
| <td> 3.0</td> | |||
| <td> UNODC 2000[11]</td> | |||
| </tr> | |||
| </tbody> | |||
| </table> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>Take top 30 Countries by GDP</p> | |||
| </div> | |||
| <div class="cell border-box-sizing code_cell vbox"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [11]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| </pre></div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>and rank them by Gun Homicides per capita:</p> | |||
| </div> | |||
| <div class="cell border-box-sizing code_cell vbox"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [12]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <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> | |||
| </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> | |||
| <th>Gun Data Source</th> | |||
| </tr> | |||
| <tr> | |||
| <th>Country</th> | |||
| <th></th> | |||
| <th></th> | |||
| <th></th> | |||
| </tr> | |||
| </thead> | |||
| <tbody> | |||
| <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>Israel</strong></td> | |||
| <td> 2.1</td> | |||
| <td> 0.9</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>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> | |||
| </tbody> | |||
| </table> | |||
| </div> | |||
| </div> | |||
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| ' width=611 height=452/> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p><strong>NOTE:</strong> these bar graphs should not be interpreted as fractions of a total, | |||
| as the two data sources do not appear to be comparable. | |||
| But the red and blue bar graphs should still be internally comparable.</p> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>The US is easily #1 of 30 wealthiest countries in Gun Homicides per capita, | |||
| by a factor of 4:1</p> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>Adding USA, Canada, and Mexico to all of Europe, | |||
| USA is a strong #2 behind Mexico in total gun homicides per-capita</p> | |||
| </div> | |||
| <div class="cell border-box-sizing code_cell vbox"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [13]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> \ | |||
| <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> \ | |||
| <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> \ | |||
| <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> | |||
| <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> | |||
| <span class="k">print</span> <span class="s">"By Total Gun Homicides"</span> | |||
| <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> | |||
| <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> | |||
| <span class="c">#by_guns['Gun Homicides'].plot(kind='bar')</span> | |||
| <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> | |||
| <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> | |||
| </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>By Total Gun Homicides | |||
| </pre> | |||
| </div> | |||
| </div> | |||
| <div class="hbox output_area"> | |||
| <div class="prompt output_prompt"></div> | |||
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| ' width=607 height=452/> | |||
| </div> | |||
| </div> | |||
| <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> | |||
| <th>Gun Data Source</th> | |||
| </tr> | |||
| <tr> | |||
| <th>Country</th> | |||
| <th></th> | |||
| <th></th> | |||
| <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> | |||
| </table> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>Let's just compare US, Canada, and UK:</p> | |||
| </div> | |||
| <div class="cell border-box-sizing code_cell vbox"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [15]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <span class="n">plot_percapita</span><span class="p">(</span><span class="n">select</span><span class="p">)</span> | |||
| </pre></div> | |||
| </div> | |||
| </div> | |||
| <div class="vbox output_wrapper"> | |||
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| 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> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <th>Gun Data Source</th> | |||
| </tr> | |||
| </thead> | |||
| <tbody> | |||
| <tr> | |||
| <td><strong>United States</strong></td> | |||
| <td> 1.0</td> | |||
| <td> 1.0</td> | |||
| <td> OAS 2012[5][6]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>Canada</strong></td> | |||
| <td> 2.6</td> | |||
| <td> 4.9</td> | |||
| <td> Krug 1998[13]</td> | |||
| </tr> | |||
| <tr> | |||
| <td><strong>United Kingdom</strong></td> | |||
| <td> 3.5</td> | |||
| <td> 92.5</td> | |||
| <td> WHO2012 [10]</td> | |||
| </tr> | |||
| </tbody> | |||
| </table> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>So, you are 2.6 times more likely to be killed in the US than Canada, | |||
| and 3.5 times more likely than in the UK. | |||
| That's bad, but not extreme.</p> | |||
| <p>However, you are 4.9 times more likely to be killed <em>with a gun</em> in the US than Canada, | |||
| and almost 100 times more likely than in the UK. That is pretty extreme.</p> | |||
| </div> | |||
| <div class="text_cell_render border-box-sizing rendered_html"> | |||
| <p>Countries represented:</p> | |||
| </div> | |||
| <div class="cell border-box-sizing code_cell vbox"> | |||
| <div class="input hbox"> | |||
| <div class="prompt input_prompt">In [14]:</div> | |||
| <div class="input_area box-flex1"> | |||
| <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> | |||
| <span class="k">print</span> <span class="n">country</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>El Salvador | |||
| Jamaica | |||
| Honduras | |||
| Guatemala | |||
| Colombia | |||
| Brazil | |||
| Panama | |||
| Mexico | |||
| Paraguay | |||
| Nicaragua | |||
| United States | |||
| Costa Rica | |||
| Uruguay | |||
| Argentina | |||
| Barbados | |||
| Montenegro | |||
| Peru | |||
| Moldova | |||
| Israel | |||
| India | |||
| Canada | |||
| Serbia | |||
| Luxembourg | |||
| Greece | |||
| Uzbekistan | |||
| Croatia | |||
| Kyrgyzstan | |||
| Switzerland | |||
| Malta | |||
| Portugal | |||
| Belarus | |||
| Ireland | |||
| Italy | |||
| Kuwait | |||
| Ukraine | |||
| Estonia | |||
| Belgium | |||
| Finland | |||
| Lithuania | |||
| Cyprus | |||
| Bulgaria | |||
| Georgia | |||
| Denmark | |||
| France | |||
| Netherlands | |||
| Sweden | |||
| Slovakia | |||
| Qatar | |||
| Austria | |||
| Latvia | |||
| New Zealand | |||
| Spain | |||
| Hungary | |||
| Czech Republic | |||
| Hong Kong | |||
| Australia | |||
| Singapore | |||
| Chile | |||
| Germany | |||
| Slovenia | |||
| Romania | |||
| Azerbaijan | |||
| South Korea | |||
| United Kingdom | |||
| Norway | |||
| Japan | |||
| Poland | |||
| Mauritius | |||
| </pre> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </div> | |||
| </body> | |||
| </html> |