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cjdinger/SASGlobalForumDemo.ipynb

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A sample notebook from SAS Global Forum 2016
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SASGlobalForumDemo.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Jupyter Notebooks are comprised of two main types of cells\n",
"1. Markdown Cells\n",
"1. Code Cells\n",
"\n",
"## Markdown Cells allow users to write free form text (this cell is a markdown cell) as well as:\n",
"* embed links [SAS Enterprise Miner community page](https://communities.sas.com/t5/SAS-Data-Mining/bd-p/data_mining)\n",
"* embed images ![SAS Global Forum Pic](./image.png)\n",
"* embed videos [![Data Science SAS](http://img.youtube.com/vi/4C-qYI0hwVo/0.jpg)](https://youtu.be/4C-qYI0hwVo \"Data Science SAS\")"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<!DOCTYPE html>\n",
"<html xmlns=\"http://www.w3.org/1999/xhtml\">\n",
"<head>\n",
"<meta charset=\"utf-8\"/>\n",
"<meta content=\"SAS 9.4\" name=\"generator\"/>\n",
"<title>SAS Output</title>\n",
"<style>\n",
"/*<![CDATA[*/\n",
".body.c section > table, .body.c section > pre, .body.c div > table,\n",
".body.c div > pre, .body.c article > table, .body.c article > pre,\n",
".body.j section > table, .body.j section > pre, .body.j div > table,\n",
".body.j div > pre, .body.j article > table, .body.j article > pre,\n",
".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
"article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
"html{ font-size: 100% }\n",
".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
"sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
"sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
"ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
"dd { margin: 0 0 0 40px }\n",
"nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
"img { border: 0; vertical-align: middle }\n",
"svg:not(:root) { overflow: hidden }\n",
"figure { margin: 0 }\n",
"table { border-collapse: collapse; border-spacing: 0 }\n",
".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
"p { margin-top: 0; text-align: left }\n",
"span { text-align: left }\n",
"table { margin-bottom: 1em }\n",
"td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
"td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
"section, article { padding-top: 1px; padding-bottom: 8px }\n",
"hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
".stacked-value { text-align: left; display: block }\n",
".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
".stacked-cell > div.data { border-width: 0 }\n",
".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
".systitleandfootercontainer > p { margin: 0 }\n",
".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
".batch { display: table }\n",
".toc { display: none }\n",
".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
"p.proctitle { margin: 0 }\n",
"p.note, p.warning, p.error, p.fatal { display: table }\n",
".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
".body > div > ol li { text-align: left }\n",
".c { text-align: center }\n",
".r { text-align: right }\n",
".l { text-align: left }\n",
".j { text-align: justify }\n",
".d { text-align: right }\n",
".b { vertical-align: bottom }\n",
".m { vertical-align: middle }\n",
".t { vertical-align: top }\n",
".aftercaption {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
" padding-top: 4pt;\n",
"}\n",
".batch > colgroup {\n",
" border-left: 1px solid #c1c1c1;\n",
" border-right: 1px solid #c1c1c1;\n",
"}\n",
".batch > tbody, .batch > thead, .batch > tfoot {\n",
" border-top: 1px solid #c1c1c1;\n",
" border-bottom: 1px solid #c1c1c1;\n",
"}\n",
".batch { border: hidden; }\n",
".batch {\n",
" background-color: #fafbfe;\n",
" border: 1px solid #c1c1c1;\n",
" border-collapse: separate;\n",
" border-spacing: 1px;\n",
" color: #000000;\n",
" font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" padding: 7px;\n",
" }\n",
".beforecaption {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".body {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" margin-left: 8px;\n",
" margin-right: 8px;\n",
"}\n",
".bodydate {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" text-align: right;\n",
" vertical-align: top;\n",
" width: 100%;\n",
"}\n",
".bycontentfolder {\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: none;\n",
" margin-left: 6pt;\n",
"}\n",
".byline {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
".bylinecontainer {\n",
" background-color: #fafbfe;\n",
" border: none;\n",
" border-spacing: 1px;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" width: 100%;\n",
"}\n",
".caption {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".cell, .container {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".contentfolder, .contentitem {\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: none;\n",
" margin-left: 6pt;\n",
"}\n",
".contentproclabel, .contentprocname {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".contents {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: decimal;\n",
" margin-left: 8px;\n",
" margin-right: 8px;\n",
"}\n",
".contentsdate {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" width: 100%;\n",
"}\n",
".contenttitle {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: bold;\n",
"}\n",
".continued {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
" width: 100%;\n",
"}\n",
".data, .dataemphasis {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".dataemphasisfixed {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".dataempty {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".datafixed {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".datastrong {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".datastrongfixed {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #000000;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".date {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" width: 100%;\n",
"}\n",
".document {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".errorbanner {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".errorcontent {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".errorcontentfixed {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".extendedpage {\n",
" background-color: #fafbfe;\n",
" border-style: solid;\n",
" border-width: 1pt;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
" text-align: center;\n",
"}\n",
".fatalbanner {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".fatalcontent {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".fatalcontentfixed {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".folderaction {\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: none;\n",
" margin-left: 6pt;\n",
"}\n",
".footer {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".footeremphasis {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".footeremphasisfixed {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".footerempty {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".footerfixed {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".footerstrong {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".footerstrongfixed {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".frame {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".graph > colgroup {\n",
" border-left: 1px solid #c1c1c1;\n",
" border-right: 1px solid #c1c1c1;\n",
"}\n",
".graph > tbody, .graph > thead, .graph > tfoot {\n",
" border-top: 1px solid #c1c1c1;\n",
" border-bottom: 1px solid #c1c1c1;\n",
"}\n",
".graph { border: hidden; }\n",
".graph {\n",
" background-color: #fafbfe;\n",
" border: 1px solid #c1c1c1;\n",
" border-collapse: separate;\n",
" border-spacing: 1px;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" }\n",
".header {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".headeremphasis {\n",
" background-color: #d8dbd3;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".headeremphasisfixed {\n",
" background-color: #d8dbd3;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #000000;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".headerempty {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".headerfixed {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".headersandfooters {\n",
" background-color: #edf2f9;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".headerstrong {\n",
" background-color: #d8dbd3;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #000000;\n",
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"<body class=\"l body\">\n",
"<h1 class=\"body toc\">SAS Output</h1>\n",
"<section data-name=\"Print\" data-sec-type=\"proc\">\n",
"<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
"<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
"</div>\n",
"<h1 class=\"contentprocname toc\">The PRINT Procedure</h1>\n",
"<article>\n",
"<h1 class=\"contentitem toc\">Data Set SASHELP.CLASS</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/></colgroup>\n",
"<thead>\n",
"<tr>\n",
"<th class=\"r header\" scope=\"col\">Obs</th>\n",
"<th class=\"header\" scope=\"col\">Name</th>\n",
"<th class=\"header\" scope=\"col\">Sex</th>\n",
"<th class=\"r header\" scope=\"col\">Age</th>\n",
"<th class=\"r header\" scope=\"col\">Height</th>\n",
"<th class=\"r header\" scope=\"col\">Weight</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<th class=\"r rowheader\" scope=\"row\">1</th>\n",
"<td class=\"data\">Alfred</td>\n",
"<td class=\"data\">M</td>\n",
"<td class=\"r data\">14</td>\n",
"<td class=\"r data\">69.0</td>\n",
"<td class=\"r data\">112.5</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"r rowheader\" scope=\"row\">2</th>\n",
"<td class=\"data\">Alice</td>\n",
"<td class=\"data\">F</td>\n",
"<td class=\"r data\">13</td>\n",
"<td class=\"r data\">56.5</td>\n",
"<td class=\"r data\">84.0</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"r rowheader\" scope=\"row\">3</th>\n",
"<td class=\"data\">Barbara</td>\n",
"<td class=\"data\">F</td>\n",
"<td class=\"r data\">13</td>\n",
"<td class=\"r data\">65.3</td>\n",
"<td class=\"r data\">98.0</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"r rowheader\" scope=\"row\">4</th>\n",
"<td class=\"data\">Carol</td>\n",
"<td class=\"data\">F</td>\n",
"<td class=\"r data\">14</td>\n",
"<td class=\"r data\">62.8</td>\n",
"<td class=\"r data\">102.5</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"r rowheader\" scope=\"row\">5</th>\n",
"<td class=\"data\">Henry</td>\n",
"<td class=\"data\">M</td>\n",
"<td class=\"r data\">14</td>\n",
"<td class=\"r data\">63.5</td>\n",
"<td class=\"r data\">102.5</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"</section>\n",
"<section data-name=\"Means\" data-sec-type=\"proc\">\n",
"<hr class=\"pagebreak\"/>\n",
"<div id=\"IDX1\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
"<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
"</div>\n",
"<div class=\"proc_title_group\">\n",
"<p class=\"c proctitle\">The MEANS Procedure</p>\n",
"</div>\n",
"<h1 class=\"contentprocname toc\">The MEANS Procedure</h1>\n",
"<article>\n",
"<h1 class=\"contentitem toc\">Summary statistics</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/></colgroup>\n",
"<thead>\n",
"<tr>\n",
"<th class=\"b header\" scope=\"col\">Variable</th>\n",
"<th class=\"r b header\" scope=\"col\">N</th>\n",
"<th class=\"r b header\" scope=\"col\">Mean</th>\n",
"<th class=\"r b header\" scope=\"col\">Std Dev</th>\n",
"<th class=\"r b header\" scope=\"col\">Minimum</th>\n",
"<th class=\"r b header\" scope=\"col\">Maximum</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<th class=\"data\">\n",
"<div class=\"stacked-cell\">\n",
"<div>Age</div>\n",
"<div>Height</div>\n",
"<div>Weight</div>\n",
"</div>\n",
"</th>\n",
"<td class=\"r data\">\n",
"<div class=\"stacked-cell\">\n",
"<div>19</div>\n",
"<div>19</div>\n",
"<div>19</div>\n",
"</div>\n",
"</td>\n",
"<td class=\"r data\">\n",
"<div class=\"stacked-cell\">\n",
"<div>13.3157895</div>\n",
"<div>62.3368421</div>\n",
"<div>100.0263158</div>\n",
"</div>\n",
"</td>\n",
"<td class=\"r data\">\n",
"<div class=\"stacked-cell\">\n",
"<div>1.4926722</div>\n",
"<div>5.1270752</div>\n",
"<div>22.7739335</div>\n",
"</div>\n",
"</td>\n",
"<td class=\"r data\">\n",
"<div class=\"stacked-cell\">\n",
"<div>11.0000000</div>\n",
"<div>51.3000000</div>\n",
"<div>50.5000000</div>\n",
"</div>\n",
"</td>\n",
"<td class=\"r data\">\n",
"<div class=\"stacked-cell\">\n",
"<div>16.0000000</div>\n",
"<div>72.0000000</div>\n",
"<div>150.0000000</div>\n",
"</div>\n",
"</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"</section>\n",
"</body>\n",
"</html>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"proc print data=sashelp.class(obs=5);\n",
"run;\n",
"proc means data=sashelp.class;\n",
"\n",
"run;"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<!DOCTYPE html>\n",
"<html xmlns=\"http://www.w3.org/1999/xhtml\">\n",
"<head>\n",
"<meta charset=\"utf-8\"/>\n",
"<meta content=\"SAS 9.4\" name=\"generator\"/>\n",
"<title>SAS Output</title>\n",
"<style>\n",
"/*<![CDATA[*/\n",
".body.c section > table, .body.c section > pre, .body.c div > table,\n",
".body.c div > pre, .body.c article > table, .body.c article > pre,\n",
".body.j section > table, .body.j section > pre, .body.j div > table,\n",
".body.j div > pre, .body.j article > table, .body.j article > pre,\n",
".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
"article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
"html{ font-size: 100% }\n",
".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
"sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
"sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
"ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
"dd { margin: 0 0 0 40px }\n",
"nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
"img { border: 0; vertical-align: middle }\n",
"svg:not(:root) { overflow: hidden }\n",
"figure { margin: 0 }\n",
"table { border-collapse: collapse; border-spacing: 0 }\n",
".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
"p { margin-top: 0; text-align: left }\n",
"span { text-align: left }\n",
"table { margin-bottom: 1em }\n",
"td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
"td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
"section, article { padding-top: 1px; padding-bottom: 8px }\n",
"hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
".stacked-value { text-align: left; display: block }\n",
".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
".stacked-cell > div.data { border-width: 0 }\n",
".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
".systitleandfootercontainer > p { margin: 0 }\n",
".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
".batch { display: table }\n",
".toc { display: none }\n",
".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
"p.proctitle { margin: 0 }\n",
"p.note, p.warning, p.error, p.fatal { display: table }\n",
".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
".body > div > ol li { text-align: left }\n",
".c { text-align: center }\n",
".r { text-align: right }\n",
".l { text-align: left }\n",
".j { text-align: justify }\n",
".d { text-align: right }\n",
".b { vertical-align: bottom }\n",
".m { vertical-align: middle }\n",
".t { vertical-align: top }\n",
".aftercaption {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
" padding-top: 4pt;\n",
"}\n",
".batch > colgroup {\n",
" border-left: 1px solid #c1c1c1;\n",
" border-right: 1px solid #c1c1c1;\n",
"}\n",
".batch > tbody, .batch > thead, .batch > tfoot {\n",
" border-top: 1px solid #c1c1c1;\n",
" border-bottom: 1px solid #c1c1c1;\n",
"}\n",
".batch { border: hidden; }\n",
".batch {\n",
" background-color: #fafbfe;\n",
" border: 1px solid #c1c1c1;\n",
" border-collapse: separate;\n",
" border-spacing: 1px;\n",
" color: #000000;\n",
" font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" padding: 7px;\n",
" }\n",
".beforecaption {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".body {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" margin-left: 8px;\n",
" margin-right: 8px;\n",
"}\n",
".bodydate {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" text-align: right;\n",
" vertical-align: top;\n",
" width: 100%;\n",
"}\n",
".bycontentfolder {\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: none;\n",
" margin-left: 6pt;\n",
"}\n",
".byline {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
".bylinecontainer {\n",
" background-color: #fafbfe;\n",
" border: none;\n",
" border-spacing: 1px;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" width: 100%;\n",
"}\n",
".caption {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".cell, .container {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".contentfolder, .contentitem {\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: none;\n",
" margin-left: 6pt;\n",
"}\n",
".contentproclabel, .contentprocname {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".contents {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: decimal;\n",
" margin-left: 8px;\n",
" margin-right: 8px;\n",
"}\n",
".contentsdate {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" width: 100%;\n",
"}\n",
".contenttitle {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: bold;\n",
"}\n",
".continued {\n",
" background-color: #fafbfe;\n",
" border-spacing: 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
" width: 100%;\n",
"}\n",
".data, .dataemphasis {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".dataemphasisfixed {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".dataempty {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".datafixed {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".datastrong {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".datastrongfixed {\n",
" background-color: #ffffff;\n",
" border-color: #c1c1c1;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #000000;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".date {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" width: 100%;\n",
"}\n",
".document {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".errorbanner {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".errorcontent {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".errorcontentfixed {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".extendedpage {\n",
" background-color: #fafbfe;\n",
" border-style: solid;\n",
" border-width: 1pt;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
" text-align: center;\n",
"}\n",
".fatalbanner {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".fatalcontent {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".fatalcontentfixed {\n",
" background-color: #fafbfe;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".folderaction {\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" list-style-type: none;\n",
" margin-left: 6pt;\n",
"}\n",
".footer {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".footeremphasis {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".footeremphasisfixed {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: italic;\n",
" font-weight: normal;\n",
"}\n",
".footerempty {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".footerfixed {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".footerstrong {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".footerstrongfixed {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: 'Courier New', Courier, monospace;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".frame {\n",
" background-color: #fafbfe;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
"}\n",
".graph > colgroup {\n",
" border-left: 1px solid #c1c1c1;\n",
" border-right: 1px solid #c1c1c1;\n",
"}\n",
".graph > tbody, .graph > thead, .graph > tfoot {\n",
" border-top: 1px solid #c1c1c1;\n",
" border-bottom: 1px solid #c1c1c1;\n",
"}\n",
".graph { border: hidden; }\n",
".graph {\n",
" background-color: #fafbfe;\n",
" border: 1px solid #c1c1c1;\n",
" border-collapse: separate;\n",
" border-spacing: 1px;\n",
" color: #000000;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: normal;\n",
" }\n",
".header {\n",
" background-color: #edf2f9;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
" border-width: 0 1px 1px 0;\n",
" color: #112277;\n",
" font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
" font-size: normal;\n",
" font-style: normal;\n",
" font-weight: bold;\n",
"}\n",
".headeremphasis {\n",
" background-color: #d8dbd3;\n",
" border-color: #b0b7bb;\n",
" border-style: solid;\n",
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"</head>\n",
"<body class=\"l body\">\n",
"<h1 class=\"body toc\">SAS Output</h1>\n",
"<section data-name=\"GLM\" data-sec-type=\"proc\">\n",
"<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
"<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
"</div>\n",
"<div class=\"proc_title_group\">\n",
"<p class=\"c proctitle\">The GLM Procedure</p>\n",
"</div>\n",
"<h1 class=\"contentprocname toc\">The GLM Procedure</h1>\n",
"<section>\n",
"<h1 class=\"contentfolder toc\">Data</h1>\n",
"<article>\n",
"<h1 class=\"contentitem toc\">Class Levels</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/></colgroup><colgroup><col/><col/></colgroup>\n",
"<thead>\n",
"<tr>\n",
"<th class=\"c b header\" colspan=\"3\" scope=\"colgroup\">Class Level Information</th>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"b header\" scope=\"col\">Class</th>\n",
"<th class=\"r b header\" scope=\"col\">Levels</th>\n",
"<th class=\"b header\" scope=\"col\">Values</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Sex</th>\n",
"<td class=\"r data\">2</td>\n",
"<td class=\"data\">F M</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"<article id=\"IDX1\">\n",
"<h1 class=\"contentitem toc\">Number of Observations</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/><col/></colgroup>\n",
"<tbody>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Number of Observations Read</th>\n",
"<td class=\"r data\">19</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Number of Observations Used</th>\n",
"<td class=\"r data\">19</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"</section>\n",
"<hr class=\"pagebreak\"/>\n",
"<div id=\"IDX2\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
"<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
"</div>\n",
"<div class=\"proc_title_group\">\n",
"<p class=\"c proctitle\">The GLM Procedure</p>\n",
"<p class=\"c proctitle\"></p>\n",
"<p class=\"c proctitle\">Dependent Variable: Height</p>\n",
"</div>\n",
"<section>\n",
"<h1 class=\"contentfolder toc\">Analysis of Variance</h1>\n",
"<section>\n",
"<h1 class=\"contentfolder toc\">Height</h1>\n",
"<article>\n",
"<h1 class=\"contentitem toc\">Overall ANOVA</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/></colgroup>\n",
"<thead>\n",
"<tr>\n",
"<th class=\"b header\" scope=\"col\">Source</th>\n",
"<th class=\"r b header\" scope=\"col\">DF</th>\n",
"<th class=\"r b header\" scope=\"col\">Sum of Squares</th>\n",
"<th class=\"r b header\" scope=\"col\">Mean Square</th>\n",
"<th class=\"r b header\" scope=\"col\">F Value</th>\n",
"<th class=\"r b header\" scope=\"col\">Pr&#160;&gt;&#160;F</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Model</th>\n",
"<td class=\"r data\">2</td>\n",
"<td class=\"r data\">365.5086470</td>\n",
"<td class=\"r data\">182.7543235</td>\n",
"<td class=\"r data\">27.16</td>\n",
"<td class=\"r data\">&lt;.0001</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Error</th>\n",
"<td class=\"r data\">16</td>\n",
"<td class=\"r data\">107.6555636</td>\n",
"<td class=\"r data\">6.7284727</td>\n",
"<td class=\"r data\">&#160;</td>\n",
"<td class=\"r data\">&#160;</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Corrected Total</th>\n",
"<td class=\"r data\">18</td>\n",
"<td class=\"r data\">473.1642105</td>\n",
"<td class=\"r data\">&#160;</td>\n",
"<td class=\"r data\">&#160;</td>\n",
"<td class=\"r data\">&#160;</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"<article id=\"IDX3\">\n",
"<h1 class=\"contentitem toc\">Fit Statistics</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/><col/><col/><col/></colgroup>\n",
"<thead>\n",
"<tr>\n",
"<th class=\"r b header\" scope=\"col\">R-Square</th>\n",
"<th class=\"r b header\" scope=\"col\">Coeff Var</th>\n",
"<th class=\"r b header\" scope=\"col\">Root MSE</th>\n",
"<th class=\"r b header\" scope=\"col\">Height&#160;Mean</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<td class=\"r data\">0.772477</td>\n",
"<td class=\"r data\">4.161151</td>\n",
"<td class=\"r data\">2.593930</td>\n",
"<td class=\"r data\">62.33684</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"<article id=\"IDX4\">\n",
"<h1 class=\"contentitem toc\">Type I Model ANOVA</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/></colgroup>\n",
"<thead>\n",
"<tr>\n",
"<th class=\"b header\" scope=\"col\">Source</th>\n",
"<th class=\"r b header\" scope=\"col\">DF</th>\n",
"<th class=\"r b header\" scope=\"col\">Type I SS</th>\n",
"<th class=\"r b header\" scope=\"col\">Mean Square</th>\n",
"<th class=\"r b header\" scope=\"col\">F Value</th>\n",
"<th class=\"r b header\" scope=\"col\">Pr&#160;&gt;&#160;F</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Weight</th>\n",
"<td class=\"r data\">1</td>\n",
"<td class=\"r data\">364.5762619</td>\n",
"<td class=\"r data\">364.5762619</td>\n",
"<td class=\"r data\">54.18</td>\n",
"<td class=\"r data\">&lt;.0001</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Sex</th>\n",
"<td class=\"r data\">1</td>\n",
"<td class=\"r data\">0.9323850</td>\n",
"<td class=\"r data\">0.9323850</td>\n",
"<td class=\"r data\">0.14</td>\n",
"<td class=\"r data\">0.7146</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"<article id=\"IDX5\">\n",
"<h1 class=\"contentitem toc\">Type III Model ANOVA</h1>\n",
"<table class=\"table\" style=\"border-spacing: 0\">\n",
"<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/></colgroup>\n",
"<thead>\n",
"<tr>\n",
"<th class=\"b header\" scope=\"col\">Source</th>\n",
"<th class=\"r b header\" scope=\"col\">DF</th>\n",
"<th class=\"r b header\" scope=\"col\">Type III SS</th>\n",
"<th class=\"r b header\" scope=\"col\">Mean Square</th>\n",
"<th class=\"r b header\" scope=\"col\">F Value</th>\n",
"<th class=\"r b header\" scope=\"col\">Pr&#160;&gt;&#160;F</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Weight</th>\n",
"<td class=\"r data\">1</td>\n",
"<td class=\"r data\">313.2623253</td>\n",
"<td class=\"r data\">313.2623253</td>\n",
"<td class=\"r data\">46.56</td>\n",
"<td class=\"r data\">&lt;.0001</td>\n",
"</tr>\n",
"<tr>\n",
"<th class=\"rowheader\" scope=\"row\">Sex</th>\n",
"<td class=\"r data\">1</td>\n",
"<td class=\"r data\">0.9323850</td>\n",
"<td class=\"r data\">0.9323850</td>\n",
"<td class=\"r data\">0.14</td>\n",
"<td class=\"r data\">0.7146</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>\n",
"</article>\n",
"<article id=\"IDX6\">\n",
"<h1 class=\"contentitem toc\">Diagnostics Panel</h1>\n",
"<div class=\"c\">\n",
"<img style=\"height: 640px; width: 640px\" alt=\"Panel of Fit Diagnostics for Height, which displays scatter plots of residuals, absolute residuals, studentized residuals, and observed responses by predicted values, studentized residuals by leverage, Cook&apos;s D by observation, a Q-Q plot of residuals, a residual histogram, and a residual-fit spread plot.\" src=\"data:image/png;base64,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\"/>\n",
"</div>\n",
"</article>\n",
"<section id=\"IDX7\">\n",
"<h1 class=\"contentfolder toc\">Residual Plots</h1>\n",
"<article>\n",
"<h1 class=\"contentitem toc\">Weight</h1>\n",
"<div class=\"c\">\n",
"<img style=\"height: 480px; width: 640px\" alt=\"Plot of Residual by Weight for Height\" 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\"/>\n",
"</div>\n",
"</article>\n",
"</section>\n",
"<article id=\"IDX8\">\n",
"<h1 class=\"contentitem toc\">ANCOVA Plot</h1>\n",
"<div class=\"c\">\n",
"<img style=\"height: 480px; width: 640px\" alt=\"Analysis of Covariance for Height by Weight categorized by Sex\" 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\"/>\n",
"</div>\n",
"</article>\n",
"</section>\n",
"</section>\n",
"</section>\n",
"</body>\n",
"</html>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"proc glm data=sashelp.class plots=all;\n",
" class sex;\n",
" model height=weight sex;\n",
"run;"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total 1508\n",
"-rw-r--r-- 1 root root 1522812 Mar 5 17:15 get-pip.py\n",
"-rw-r--r-- 1 root root 1913 Mar 30 16:25 conary-tag-script\n",
"drwxr-xr-x 2 root root 4096 Mar 30 16:27 \u001b[0m\u001b[01;34msasuser.v94\u001b[0m\n",
"-rw-r--r-- 1 root root 1377 Mar 30 16:27 conary-tag-script.output\n",
"drwxr-xr-x 6 root root 4096 Apr 6 15:24 \u001b[01;34msas_kernel\u001b[0m\n",
"drwxr-xr-x 7 root root 4096 Apr 8 13:01 \u001b[01;34mIPython-notebook-extensions\u001b[0m\n",
"\u001b[m\n",
"/opt/notebook\n",
"\u001b[m\n"
]
}
],
"source": [
"! ls -ltr ~"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['decorator==4.0.9', 'ipykernel==4.3.1', 'ipython-genutils==0.1.0', 'ipython==4.1.2', 'ipywidgets==4.1.1', 'jinja2==2.8', 'jsonschema==2.5.1', 'jupyter-client==4.2.2', 'jupyter-console==4.1.1', 'jupyter-core==4.1.0', 'jupyter==1.0.0', 'markupsafe==0.23', 'metakernel==0.12.3', 'mistune==0.7.2', 'nbconvert==4.1.0', 'nbformat==4.0.1', 'notebook==4.1.0', 'path.py==8.1.2', 'pexpect==4.0.1', 'pickleshare==0.6', 'pip==8.1.1', 'psutil==4.1.0', 'ptyprocess==0.5.1', 'pygments==2.1.3', 'python-contrib-nbextensions==alpha', 'pyyaml==3.11', 'pyzmq==15.2.0', 'qtconsole==4.2.1', 'sas-kernel==1.1', 'saspy==1.1.1', 'setuptools==20.2.2', 'simplegeneric==0.8.1', 'terminado==0.6', 'tornado==4.3', 'traitlets==4.2.1', 'wheel==0.29.0']\n"
]
}
],
"source": [
"%%python\n",
"import pip\n",
"installed_packages = pip.get_installed_distributions()\n",
"installed_packages_list = sorted([\"%s==%s\" % (i.key, i.version)\n",
" for i in installed_packages])\n",
"print(installed_packages_list)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "SAS",
"language": "sas",
"name": "sas"
},
"language_info": {
"codemirror_mode": "sas",
"file_extension": ".sas",
"mimetype": "text/x-sas",
"name": "sas"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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