3133-2019-Gaines/jupyterLectureNotes.ipynb

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    "# Example 2:  Interactive Lecture Notes—Bootstrap Confidence Intervals"
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   "source": [
    "Note: This example is a snippet of a larger set of lecture notes on confidence intervals."
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    "To see an example of the bootstrap in action, let's return to the Titanic data set you first explored and cleaned in a homework assignment.  One thing you might be interested in is whether there is a relationship between age and survival.  For example, you might think that children were more likely to survive the shipwreck.  To investigate this, let's construct a confidence interval for the difference in the average ages of those who survived and those who perished.\n",
    "\n",
    "First, you need to load the cleaned training subset of the Titanic data.  For the sake of this exercise, everyone will use the same data set, which was created by my homework solutions."
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       "\n",
       "<div class=\"highlight\"><pre><span></span><span class=\"s\">1048 rows created in WORK.TITANICTRAINCLEAN from TITANIC.</span><br><span class=\"s\">  </span><br><span class=\"s\">  </span><br><span class=\"s\">  </span><br></pre></div>\n",
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    "/* Reduce log output */\n",
    "options nosource nonotes;\n",
    "/* Fetch the file from the website */\n",
    "filename titanic temp;\n",
    "proc http\n",
    "    url=\"https://raw.githubusercontent.com/sascommunities/sas-global-forum-2019/master/3133-2019-Gaines/titanicTrainClean.csv\"\n",
    "    method=\"GET\"\n",
    "    out=titanic;\n",
    "run;\n",
    "/* Import the file */\n",
    "proc import\n",
    "    file=titanic\n",
    "    out=work.titanicTrainClean replace\n",
    "    dbms=csv;\n",
    "run;"
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   "source": [
    "Before conducting inference or fitting a statistical model, you should always explore your data visually.  To do this, let's look at histograms of the variable ``age`` for the two survival groups."
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       "    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",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\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: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\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",
       ".indexaction, .indexitem {\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",
       ".indexprocname {\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",
       ".indextitle {\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",
       ".layoutcontainer, .layoutregion {\n",
       "    border-width: 0;\n",
       "    border-spacing: 30px;\n",
       "}\n",
       ".linecontent {\n",
       "    background-color: #fafbfe;\n",
       "    border-color: #c1c1c1;\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: normal;\n",
       "}\n",
       "a:link { color: #0000ff }\n",
       ".list {\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: disc;\n",
       "}\n",
       ".list10 {\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: square;\n",
       "}\n",
       ".list2 {\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: circle;\n",
       "}\n",
       ".list3, .list4, .list5, .list6, .list7, .list8, .list9 {\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: square;\n",
       "}\n",
       ".listitem {\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: disc;\n",
       "}\n",
       ".listitem10 {\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: square;\n",
       "}\n",
       ".listitem2 {\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: circle;\n",
       "}\n",
       ".listitem3, .listitem4, .listitem5, .listitem6, .listitem7, .listitem8, .listitem9 {\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: square;\n",
       "}\n",
       ".note {\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",
       ".notebanner {\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",
       ".notecontent {\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",
       ".notecontentfixed {\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",
       ".output > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".output > tbody, .output > thead, .output > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".output { border: hidden; }\n",
       ".output {\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",
       ".pageno {\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",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "}\n",
       ".pages {\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",
       ".pagesdate {\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",
       ".pagesitem {\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",
       ".pagesproclabel, .pagesprocname {\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",
       ".pagestitle {\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",
       ".paragraph {\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",
       ".parskip > col, .parskip > colgroup > col, .parskip > colgroup, .parskip > tr, .parskip > * > tr, .parskip > thead, .parskip > tbody, .parskip > tfoot { border: none; }\n",
       ".parskip {\n",
       "    border: none;\n",
       "    border-spacing: 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    }\n",
       ".prepage {\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",
       "    text-align: left;\n",
       "}\n",
       ".proctitle {\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",
       ".proctitlefixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".rowfooter {\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",
       ".rowfooteremphasis {\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",
       ".rowfooteremphasisfixed {\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",
       ".rowfooterempty {\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",
       ".rowfooterfixed {\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",
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       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\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 UNIVARIATE Procedure</p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 480px; width: 640px\" alt=\"Histogram for age\" 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\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proc univariate data=titanicTrainClean;\n",
    "   class survived;\n",
    "   histogram age / midpoints=(0 to 80 by 5) normal kernel;\n",
    "   inset N Mean Std Skew Kurtosis / position=NE;\n",
    "   ods select histogram;\n",
    "run;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given the shapes of the histograms, in addition to the differences in the group sizes, you might be concerned about the validity of a confidence interval based on the _t_-distribution.  Instead, you can use the bootstrap to construct a nonparametric confidence interval.  You can easily do this by using the new BOOTSTRAP statement in the TTEST procedure. \n",
    "\n",
    "Before running the next code cell, be sure to change the ``bdaySeed`` macro variable to match your birthday in DDMMYY format.  \n",
    "\n",
    "After you obtain your results, discuss them with your neighbors.  Are your intervals exactly the same?  Why or why not?  What does the interval suggest about the average age of those who survived vs. those who perished?  \n",
    "\n",
    "Calculate another bootstrap confidence interval that uses only $B = 1000$ bootstrap samples.  What happens to the length of the confidence interval, and why?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" 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 > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > 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",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { 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",
       ".beforecaption > h4 { margin-top: 0; margin-bottom: 0 }\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",
       ".accessiblecaption {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       "a:active { color: #800080 }\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",
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       "    font-style: normal;\n",
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       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    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",
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       "    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",
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       "}\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",
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       "}\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",
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       "    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",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrongfixed {\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: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".heading1, .heading2, .heading3, .heading4, .heading5, .heading6 { font-family: Arial, Helvetica, sans-serif }\n",
       ".index {\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",
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       "<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
       "</div>\n",
       "<div class=\"proc_title_group\">\n",
       "<p class=\"c proctitle\">The TTEST Procedure</p>\n",
       "<p class=\"c proctitle\">&#160;</p>\n",
       "<p class=\"c proctitle\">Variable:  age</p>\n",
       "</div>\n",
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       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Confidence Limits\">\n",
       "<caption aria-label=\"Confidence Limits\"></caption>\n",
       "<colgroup><col/><col/></colgroup><colgroup><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">survived</th>\n",
       "<th class=\"b header\" scope=\"col\">Method</th>\n",
       "<th class=\"r b header\" scope=\"col\">Mean</th>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">95% CL Mean</th>\n",
       "<th class=\"r b header\" scope=\"col\">Std&#160;Dev</th>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">95% CL Std Dev</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">0</th>\n",
       "<th class=\"rowheader\" scope=\"row\">&#160;</th>\n",
       "<td class=\"r data\">29.9203</td>\n",
       "<td class=\"r data\">28.9193</td>\n",
       "<td class=\"r data\">30.9212</td>\n",
       "<td class=\"r data\">12.9456</td>\n",
       "<td class=\"r data\">12.2756</td>\n",
       "<td class=\"r data\">13.6935</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">1</th>\n",
       "<th class=\"rowheader\" scope=\"row\">&#160;</th>\n",
       "<td class=\"r data\">28.4951</td>\n",
       "<td class=\"r data\">27.1141</td>\n",
       "<td class=\"r data\">29.8760</td>\n",
       "<td class=\"r data\">14.1017</td>\n",
       "<td class=\"r data\">13.1907</td>\n",
       "<td class=\"r data\">15.1489</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Diff (1-2)</th>\n",
       "<th class=\"rowheader\" scope=\"row\">Pooled</th>\n",
       "<td class=\"r data\">1.4252</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.2446</td>\n",
       "<td class=\"r data\">3.0950</td>\n",
       "<td class=\"r data\">13.4017</td>\n",
       "<td class=\"r data\">12.8512</td>\n",
       "<td class=\"r data\">14.0018</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Diff (1-2)</th>\n",
       "<th class=\"rowheader\" scope=\"row\">Satterthwaite</th>\n",
       "<td class=\"r data\">1.4252</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.2784</td>\n",
       "<td class=\"r data\">3.1289</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",
       "</div>\n",
       "<div id=\"IDX1\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Bootstrap Statistics and Confidence Limits\">\n",
       "<caption aria-label=\"Bootstrap Statistics and Confidence Limits\"></caption>\n",
       "<colgroup><col/><col/><col/></colgroup><colgroup><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"7\" scope=\"colgroup\">Bootstrap Statistics and Confidence Limits</th>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">survived</th>\n",
       "<th class=\"b header\" scope=\"col\">Method</th>\n",
       "<th class=\"b header\" scope=\"col\">Parameter</th>\n",
       "<th class=\"r b header\" scope=\"col\">Std Error</th>\n",
       "<th class=\"r b header\" scope=\"col\">Bias</th>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">95% CL</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Diff (1-2)</th>\n",
       "<th class=\"rowheader\" scope=\"row\">&#160;</th>\n",
       "<th class=\"rowheader\" scope=\"row\">Mean</th>\n",
       "<td class=\"r data\">0.8649</td>\n",
       "<td class=\"r data\">0.00287</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.2992</td>\n",
       "<td class=\"r data\">3.1320</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Diff (1-2)</th>\n",
       "<th class=\"rowheader\" scope=\"row\">Pooled</th>\n",
       "<th class=\"rowheader\" scope=\"row\">Std Dev</th>\n",
       "<td class=\"r data\">0.4644</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.0331</td>\n",
       "<td class=\"r data\">18.0566</td>\n",
       "<td class=\"r data\">19.8730</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Diff (1-2)</th>\n",
       "<th class=\"rowheader\" scope=\"row\">Satterthwaite</th>\n",
       "<th class=\"rowheader\" scope=\"row\">Std Dev</th>\n",
       "<td class=\"r data\">0.4767</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.0336</td>\n",
       "<td class=\"r data\">18.2384</td>\n",
       "<td class=\"r data\">20.1147</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "/* Specify a random seed based on your birthday (MMDDYY format) */\n",
    "%let bdaySeed = 010484;\n",
    "\n",
    "proc ttest data=titanicTrainClean;\n",
    "   class survived;\n",
    "   var age;\n",
    "   bootstrap / seed=&bdaySeed nsamples=10000 bootci=bc;\n",
    "   ods select ConfLimits Bootstrap;\n",
    "run;"
   ]
  }
 ],
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