pension_plans.ipynb

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    "## Tracking the performance of the Florida Retirement System pension fund"
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    "### 1.0 Introduction\n",
    "\n",
    "This notebook uses **[SAS](https://www.sas.com/en_us/software/university-edition.html)** to visualize the performance of the [Florida Retirement System](https://www.myfrs.com/) pension fund, one of the [largest](https://en.wikipedia.org/wiki/State_Board_of_Administration_of_Florida) in the United States. The data is from the [Center for Retirement Research at Boston College](https://publicplansdata.org/about/our-research/), which tracks 180 pension funds across the United States. The performance of the fund is compared to those of other large funds.\n",
    "\n",
    "Reading the data:"
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       "    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",
       "}\n",
       ".rowfooterstrong {\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",
       ".rowfooterstrongfixed {\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",
       ".rowheader {\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",
       ".rowheaderemphasis {\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",
       ".rowheaderemphasisfixed {\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",
       ".rowheaderempty {\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",
       ".rowheaderfixed {\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",
       ".rowheaderstrong {\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",
       ".rowheaderstrongfixed {\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",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\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",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\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",
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       "<p><span class=\"systemtitle\">Reading the data</span> </p>\n",
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       "<thead>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">Dataset</th>\n",
       "<th class=\"r b header\" scope=\"col\">Number of rows</th>\n",
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       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<td class=\"data\">pension_plans dataset</td>\n",
       "<td class=\"r data\">3222</td>\n",
       "<td class=\"r data\">267</td>\n",
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    "/*Reading in the dataset*/\n",
    "proc import datafile=\"pension_plans/pension_plans.csv\"\n",
    "    out=pension_plans\n",
    "    dbms=csv\n",
    "    replace;\n",
    "    getnames=yes;\n",
    "    /*guessingrows=max makes it go a lot slower but it's necessary because\n",
    "      if the first rows of a numeric column are blanks, SAS labels the column\n",
    "      as a text (character) column*/\n",
    "    guessingrows=max;\n",
    "run;\n",
    "\n",
    "\n",
    "/*I want to print the dataset dimensions.\n",
    "  The CONTENTS statement prints a *screenful* of information.\n",
    "  I just need the number of rows and columns. Using the option\n",
    "  \"short\" creates a dataset pension_plans_columns where each \n",
    "  observation is a variable from the original data set.*/\n",
    "  \n",
    "proc contents \n",
    "    data=pension_plans out=pension_plans_columns short noprint; \n",
    "run;\n",
    "\n",
    "/*Then we create two dummy tables, one from the original dataset\n",
    "  and one from the columns dataset, and merge them*/\n",
    "pro sql;\n",
    "    title j=l \"Reading the data\" ;\n",
    "    /*Creating dummy tables NumRowsTable and NumColumnsTable*/\n",
    "    create table NumRowsTable as \n",
    "        select count(*) as Number_of_rows label = \"Number of rows\" from pension_plans;\n",
    "    create table NumColumnsTable as\n",
    "        select count(*) as Number_of_columns label = \"Number of columns\" from pension_plans_columns;\n",
    "    \n",
    "    /*Adding a Dataset column to both dummy tables so we have something to merge on*/\n",
    "    alter table NumRowsTable\n",
    "      add Dataset char(30);\n",
    "    update NumRowsTable\n",
    "      set Dataset = \"pension_plans dataset\";\n",
    "    alter table NumColumnsTable\n",
    "      add Dataset char(30);\n",
    "    update NumColumnsTable\n",
    "      set Dataset = \"pension_plans dataset\";\n",
    "run;\n",
    "\n",
    "/*Merging the two tables*/\n",
    "data NumRowsAndColumns;\n",
    "    merge work.NumRowsTable work.NumColumnsTable;\n",
    "    by Dataset;\n",
    "run;\n",
    "\n",
    "/*Finally*/\n",
    "proc sql;\n",
    "    select Dataset, Number_of_Rows, Number_of_columns from NumRowsAndColumns;\n",
    "run;"
   ]
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   "source": [
    "### 2.0 FRS Asset Allocations and Performance by Asset Class\n",
    "\n",
    "SAS comes with its own version of [SQL](https://en.wikipedia.org/wiki/SQL), which we can use to get the asset allocations of FRS. The CRR provides detailed [documentation](https://publicplansdata.org/public-plans-database/documentation/) of the dataset, so we know which columns to query."
   ]
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       "    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",
       ".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",
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       "<p><span class=\"systemtitle\">Investment allocations of FRS</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Query Results\">\n",
       "<caption aria-label=\"Query Results\"></caption>\n",
       "<colgroup><col/><col/><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">PlanName</th>\n",
       "<th class=\"r b header\" scope=\"col\">Year</th>\n",
       "<th class=\"r b header\" scope=\"col\">Equities</th>\n",
       "<th class=\"r b header\" scope=\"col\">Fixed_Income</th>\n",
       "<th class=\"r b header\" scope=\"col\">Real_Estate</th>\n",
       "<th class=\"r b header\" scope=\"col\">Private_Equity</th>\n",
       "<th class=\"r b header\" scope=\"col\">Hedge_Funds</th>\n",
       "<th class=\"r b header\" scope=\"col\">Cash</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2001</td>\n",
       "<td class=\"r data\">66.06%</td>\n",
       "<td class=\"r data\">25.28%</td>\n",
       "<td class=\"r data\">4.11%</td>\n",
       "<td class=\"r data\">3.58%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">0.97%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2002</td>\n",
       "<td class=\"r data\">63.67%</td>\n",
       "<td class=\"r data\">26.32%</td>\n",
       "<td class=\"r data\">4.25%</td>\n",
       "<td class=\"r data\">3.33%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">2.43%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2003</td>\n",
       "<td class=\"r data\">67.20%</td>\n",
       "<td class=\"r data\">23.00%</td>\n",
       "<td class=\"r data\">4.60%</td>\n",
       "<td class=\"r data\">3.40%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">1.40%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2004</td>\n",
       "<td class=\"r data\">70.00%</td>\n",
       "<td class=\"r data\">20.20%</td>\n",
       "<td class=\"r data\">5.70%</td>\n",
       "<td class=\"r data\">3.40%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">0.50%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2005</td>\n",
       "<td class=\"r data\">69.93%</td>\n",
       "<td class=\"r data\">21.68%</td>\n",
       "<td class=\"r data\">4.90%</td>\n",
       "<td class=\"r data\">3.20%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">0.30%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2006</td>\n",
       "<td class=\"r data\">69.90%</td>\n",
       "<td class=\"r data\">21.30%</td>\n",
       "<td class=\"r data\">4.90%</td>\n",
       "<td class=\"r data\">3.10%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">0.80%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2007</td>\n",
       "<td class=\"r data\">59.30%</td>\n",
       "<td class=\"r data\">24.20%</td>\n",
       "<td class=\"r data\">6.00%</td>\n",
       "<td class=\"r data\">3.20%</td>\n",
       "<td class=\"r data\">4.40%</td>\n",
       "<td class=\"r data\">2.90%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2008</td>\n",
       "<td class=\"r data\">54.15%</td>\n",
       "<td class=\"r data\">29.77%</td>\n",
       "<td class=\"r data\">7.69%</td>\n",
       "<td class=\"r data\">3.40%</td>\n",
       "<td class=\"r data\">4.10%</td>\n",
       "<td class=\"r data\">0.90%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2009</td>\n",
       "<td class=\"r data\">55.74%</td>\n",
       "<td class=\"r data\">28.57%</td>\n",
       "<td class=\"r data\">7.79%</td>\n",
       "<td class=\"r data\">3.60%</td>\n",
       "<td class=\"r data\">3.40%</td>\n",
       "<td class=\"r data\">0.90%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2010</td>\n",
       "<td class=\"r data\">54.39%</td>\n",
       "<td class=\"r data\">30.54%</td>\n",
       "<td class=\"r data\">6.49%</td>\n",
       "<td class=\"r data\">4.09%</td>\n",
       "<td class=\"r data\">4.09%</td>\n",
       "<td class=\"r data\">0.40%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2011</td>\n",
       "<td class=\"r data\">60.19%</td>\n",
       "<td class=\"r data\">24.75%</td>\n",
       "<td class=\"r data\">6.47%</td>\n",
       "<td class=\"r data\">4.39%</td>\n",
       "<td class=\"r data\">3.24%</td>\n",
       "<td class=\"r data\">0.95%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2012</td>\n",
       "<td class=\"r data\">56.49%</td>\n",
       "<td class=\"r data\">25.50%</td>\n",
       "<td class=\"r data\">7.56%</td>\n",
       "<td class=\"r data\">5.28%</td>\n",
       "<td class=\"r data\">4.32%</td>\n",
       "<td class=\"r data\">0.85%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2013</td>\n",
       "<td class=\"r data\">59.12%</td>\n",
       "<td class=\"r data\">21.99%</td>\n",
       "<td class=\"r data\">7.66%</td>\n",
       "<td class=\"r data\">5.21%</td>\n",
       "<td class=\"r data\">5.10%</td>\n",
       "<td class=\"r data\">0.92%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2014</td>\n",
       "<td class=\"r data\">60.20%</td>\n",
       "<td class=\"r data\">20.20%</td>\n",
       "<td class=\"r data\">7.40%</td>\n",
       "<td class=\"r data\">5.40%</td>\n",
       "<td class=\"r data\">5.40%</td>\n",
       "<td class=\"r data\">1.30%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2015</td>\n",
       "<td class=\"r data\">58.10%</td>\n",
       "<td class=\"r data\">19.80%</td>\n",
       "<td class=\"r data\">8.30%</td>\n",
       "<td class=\"r data\">6.00%</td>\n",
       "<td class=\"r data\">6.90%</td>\n",
       "<td class=\"r data\">0.80%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">56.30%</td>\n",
       "<td class=\"r data\">18.90%</td>\n",
       "<td class=\"r data\">9.40%</td>\n",
       "<td class=\"r data\">6.40%</td>\n",
       "<td class=\"r data\">8.20%</td>\n",
       "<td class=\"r data\">0.80%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2017</td>\n",
       "<td class=\"r data\">57.80%</td>\n",
       "<td class=\"r data\">17.90%</td>\n",
       "<td class=\"r data\">8.90%</td>\n",
       "<td class=\"r data\">6.40%</td>\n",
       "<td class=\"r data\">8.20%</td>\n",
       "<td class=\"r data\">0.80%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2018</td>\n",
       "<td class=\"r data\">56.10%</td>\n",
       "<td class=\"r data\">18.70%</td>\n",
       "<td class=\"r data\">8.90%</td>\n",
       "<td class=\"r data\">7.10%</td>\n",
       "<td class=\"r data\">8.10%</td>\n",
       "<td class=\"r data\">1.10%</td>\n",
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     },
     "execution_count": 340,
     "metadata": {},
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    }
   ],
   "source": [
    "proc sql;\n",
    "    title j=l \"Investment allocations of FRS\";\n",
    "    create table pension_plans_frs_alloc as\n",
    "        select PlanName, fy as Year, \n",
    "            EQTotal_Actl format=percent8.2 as Equities, \n",
    "            FITotal_Actl format=percent8.2 as Fixed_Income, \n",
    "            RETotal_Actl format=percent8.2 as Real_Estate, \n",
    "            PETotal_Actl format=percent8.2 as Private_Equity, \n",
    "            HFTotal_Actl format=percent8.2 as Hedge_Funds,\n",
    "            CashTotal_Actl format=percent8.2 as Cash\n",
    "        from work.pension_plans\n",
    "        where PlanName = \"Florida RS\";\n",
    "    \n",
    "    select * from work.pension_plans_frs_alloc; /*show new table*/\n",
    "quit;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use `sgplot` to plot the asset allocations over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 503,
   "metadata": {},
   "outputs": [
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       "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",
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       "img { border: 0; vertical-align: middle }\n",
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       "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",
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       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
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       ".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",
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       ".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",
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       ".c { text-align: center }\n",
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       ".j { text-align: justify }\n",
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       "    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",
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       "    background-color: #fafbfe;\n",
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       "    font-style: normal;\n",
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       "    }\n",
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       "    margin-left: 8px;\n",
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       "    background-color: #fafbfe;\n",
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       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
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       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    color: #112277;\n",
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       ".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",
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       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    list-style-type: decimal;\n",
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       "    border-style: solid;\n",
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       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
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       "    font-size:  normal;\n",
       "    font-style: normal;\n",
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       ".datastrong {\n",
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       "    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",
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       "}\n",
       ".datastrongfixed {\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",
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       "}\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",
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       ".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",
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       ".errorbanner {\n",
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       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       ".errorcontent {\n",
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       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
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       ".errorcontentfixed {\n",
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       "    font-style: normal;\n",
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       "}\n",
       ".extendedpage {\n",
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       "    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",
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       "}\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",
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       "}\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",
       "}\n",
       ".rowfooterstrong {\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",
       ".rowfooterstrongfixed {\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",
       ".rowheader {\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",
       ".rowheaderemphasis {\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",
       ".rowheaderemphasisfixed {\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",
       ".rowheaderempty {\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",
       ".rowheaderfixed {\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",
       ".rowheaderstrong {\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",
       ".rowheaderstrongfixed {\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",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\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",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\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",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\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",
       ".titlesandfooters {\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",
       ".usertext {\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",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 503,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proc sgplot data=work.pension_plans_frs_alloc;\n",
    "    series x=Year y=Equities / lineattrs=(color=CX999999 thickness=2);     \n",
    "    series x=Year y=Fixed_Income / lineattrs=(color=CXE69F00 thickness=2);\n",
    "    series x=Year y=Real_Estate / lineattrs=(color=CX56B4E9 thickness=2);\n",
    "    series x=Year y=Private_Equity / lineattrs=(color=CX009E73 thickness=2);\n",
    "    series x=Year y=Hedge_Funds / lineattrs=(color=CXF0E442 thickness=2);\n",
    "    series x=Year y=Cash / lineattrs=(color=CX0072B2 thickness=2);\n",
    "    \n",
    "    yaxis grid label=\" \" ;\n",
    "    xaxis values=(2000 to 2019 by 1);\n",
    "    title \"Investment percentage allocations of Florida RS pension fund\" ;\n",
    "    ods graphics / noborder;\n",
    "    keylegend / position=top;\n",
    "    ods graphics on / width=8in;\n",
    "run;\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FRS used to allocate about 90% of its funds to equities and fixed income investments, but has reduced its allocations to those two asset classes to about 75%. FRS has roughly doubled its allocations to real estate and private equity, and has diversified into hedge funds as well.\n",
    "\n",
    "We can run nearly identical code to tabulate and plot the returns for each asset class, as well as the total yearly returns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "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",
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       "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",
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       "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",
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       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
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       ".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",
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       ".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",
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       ".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",
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       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
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       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
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       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
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       ".batch {\n",
       "    background-color: #fafbfe;\n",
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       "    font-style: normal;\n",
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       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
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       "}\n",
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       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
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       "    background-color: #fafbfe;\n",
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       "    color: #112277;\n",
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       "}\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",
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       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    font-style: normal;\n",
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       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
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       "    background-color: #fafbfe;\n",
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       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
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       "    font-style: italic;\n",
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       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
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       ".data, .dataemphasis {\n",
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       "    border-color: #c1c1c1;\n",
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       "    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: italic;\n",
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       ".dataempty {\n",
       "    background-color: #ffffff;\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",
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       "    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",
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       "    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",
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       "    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",
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       ".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",
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       "}\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",
       ".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",
       "}\n",
       ".rowfooterstrong {\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",
       ".rowfooterstrongfixed {\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",
       ".rowheader {\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",
       ".rowheaderemphasis {\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",
       ".rowheaderemphasisfixed {\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",
       ".rowheaderempty {\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",
       ".rowheaderfixed {\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",
       ".rowheaderstrong {\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",
       ".rowheaderstrongfixed {\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",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\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",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\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",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\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",
       ".titlesandfooters {\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",
       ".usertext {\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",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\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",
       ".warncontent {\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",
       ".warncontentfixed {\n",
       "    background-color: #fafbfe;\n",
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       "<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"c systemtitle\">Investment returns by asset class of Florida RS pension fund</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Query Results\">\n",
       "<caption aria-label=\"Query Results\"></caption>\n",
       "<colgroup><col/><col/><col/><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">PlanName</th>\n",
       "<th class=\"r b header\" scope=\"col\">Year</th>\n",
       "<th class=\"r b header\" scope=\"col\">Equities</th>\n",
       "<th class=\"r b header\" scope=\"col\">Fixed_Income</th>\n",
       "<th class=\"r b header\" scope=\"col\">Real_Estate</th>\n",
       "<th class=\"r b header\" scope=\"col\">Private_Equity</th>\n",
       "<th class=\"r b header\" scope=\"col\">Hedge_Funds</th>\n",
       "<th class=\"r b header\" scope=\"col\">Cash</th>\n",
       "<th class=\"r b header\" scope=\"col\">Total</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2001</td>\n",
       "<td class=\"r data\">(15.33%)</td>\n",
       "<td class=\"r data\">10.90%</td>\n",
       "<td class=\"r data\">11.60%</td>\n",
       "<td class=\"r data\">13.40%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">6.10%</td>\n",
       "<td class=\"r data\">( 7.60%)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2002</td>\n",
       "<td class=\"r data\">(14.70%)</td>\n",
       "<td class=\"r data\">8.20%</td>\n",
       "<td class=\"r data\">10.80%</td>\n",
       "<td class=\"r data\">9.20%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">2.60%</td>\n",
       "<td class=\"r data\">( 8.07%)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2003</td>\n",
       "<td class=\"r data\">( 0.39%)</td>\n",
       "<td class=\"r data\">11.40%</td>\n",
       "<td class=\"r data\">7.20%</td>\n",
       "<td class=\"r data\">6.90%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">5.10%</td>\n",
       "<td class=\"r data\">2.85%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2004</td>\n",
       "<td class=\"r data\">23.08%</td>\n",
       "<td class=\"r data\">1.36%</td>\n",
       "<td class=\"r data\">12.75%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">1.06%</td>\n",
       "<td class=\"r data\">16.65%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2005</td>\n",
       "<td class=\"r data\">10.38%</td>\n",
       "<td class=\"r data\">7.03%</td>\n",
       "<td class=\"r data\">21.99%</td>\n",
       "<td class=\"r data\">5.94%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">2.31%</td>\n",
       "<td class=\"r data\">10.18%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2006</td>\n",
       "<td class=\"r data\">13.30%</td>\n",
       "<td class=\"r data\">0.02%</td>\n",
       "<td class=\"r data\">23.48%</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">.</td>\n",
       "<td class=\"r data\">4.31%</td>\n",
       "<td class=\"r data\">10.56%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2007</td>\n",
       "<td class=\"r data\">22.43%</td>\n",
       "<td class=\"r data\">6.53%</td>\n",
       "<td class=\"r data\">16.11%</td>\n",
       "<td class=\"r data\">12.90%</td>\n",
       "<td class=\"r data\">18.31%</td>\n",
       "<td class=\"r data\">5.43%</td>\n",
       "<td class=\"r data\">18.07%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2008</td>\n",
       "<td class=\"r data\">(10.55%)</td>\n",
       "<td class=\"r data\">4.80%</td>\n",
       "<td class=\"r data\">8.69%</td>\n",
       "<td class=\"r data\">7.50%</td>\n",
       "<td class=\"r data\">( 8.86%)</td>\n",
       "<td class=\"r data\">0.86%</td>\n",
       "<td class=\"r data\">( 4.42%)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2009</td>\n",
       "<td class=\"r data\">(27.50%)</td>\n",
       "<td class=\"r data\">2.08%</td>\n",
       "<td class=\"r data\">(21.16%)</td>\n",
       "<td class=\"r data\">(25.82%)</td>\n",
       "<td class=\"r data\">(34.58%)</td>\n",
       "<td class=\"r data\">5.37%</td>\n",
       "<td class=\"r data\">(19.03%)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2010</td>\n",
       "<td class=\"r data\">15.30%</td>\n",
       "<td class=\"r data\">15.21%</td>\n",
       "<td class=\"r data\">10.15%</td>\n",
       "<td class=\"r data\">21.44%</td>\n",
       "<td class=\"r data\">28.88%</td>\n",
       "<td class=\"r data\">1.96%</td>\n",
       "<td class=\"r data\">14.03%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2011</td>\n",
       "<td class=\"r data\">31.04%</td>\n",
       "<td class=\"r data\">6.09%</td>\n",
       "<td class=\"r data\">18.43%</td>\n",
       "<td class=\"r data\">18.11%</td>\n",
       "<td class=\"r data\">19.17%</td>\n",
       "<td class=\"r data\">0.38%</td>\n",
       "<td class=\"r data\">22.09%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2012</td>\n",
       "<td class=\"r data\">( 5.11%)</td>\n",
       "<td class=\"r data\">7.84%</td>\n",
       "<td class=\"r data\">12.75%</td>\n",
       "<td class=\"r data\">7.22%</td>\n",
       "<td class=\"r data\">3.72%</td>\n",
       "<td class=\"r data\">0.25%</td>\n",
       "<td class=\"r data\">0.29%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2013</td>\n",
       "<td class=\"r data\">18.56%</td>\n",
       "<td class=\"r data\">0.38%</td>\n",
       "<td class=\"r data\">14.92%</td>\n",
       "<td class=\"r data\">10.41%</td>\n",
       "<td class=\"r data\">16.16%</td>\n",
       "<td class=\"r data\">0.29%</td>\n",
       "<td class=\"r data\">13.12%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2014</td>\n",
       "<td class=\"r data\">23.52%</td>\n",
       "<td class=\"r data\">3.78%</td>\n",
       "<td class=\"r data\">14.92%</td>\n",
       "<td class=\"r data\">20.49%</td>\n",
       "<td class=\"r data\">13.19%</td>\n",
       "<td class=\"r data\">0.22%</td>\n",
       "<td class=\"r data\">17.40%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2015</td>\n",
       "<td class=\"r data\">1.92%</td>\n",
       "<td class=\"r data\">1.99%</td>\n",
       "<td class=\"r data\">11.92%</td>\n",
       "<td class=\"r data\">14.96%</td>\n",
       "<td class=\"r data\">6.77%</td>\n",
       "<td class=\"r data\">0.21%</td>\n",
       "<td class=\"r data\">3.67%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">( 3.09%)</td>\n",
       "<td class=\"r data\">4.35%</td>\n",
       "<td class=\"r data\">12.66%</td>\n",
       "<td class=\"r data\">6.21%</td>\n",
       "<td class=\"r data\">1.83%</td>\n",
       "<td class=\"r data\">0.33%</td>\n",
       "<td class=\"r data\">0.54%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2017</td>\n",
       "<td class=\"r data\">19.60%</td>\n",
       "<td class=\"r data\">0.37%</td>\n",
       "<td class=\"r data\">8.73%</td>\n",
       "<td class=\"r data\">18.21%</td>\n",
       "<td class=\"r data\">9.75%</td>\n",
       "<td class=\"r data\">0.62%</td>\n",
       "<td class=\"r data\">13.77%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2018</td>\n",
       "<td class=\"r data\">11.56%</td>\n",
       "<td class=\"r data\">( 0.16%)</td>\n",
       "<td class=\"r data\">7.21%</td>\n",
       "<td class=\"r data\">17.25%</td>\n",
       "<td class=\"r data\">7.76%</td>\n",
       "<td class=\"r data\">1.42%</td>\n",
       "<td class=\"r data\">8.98%</td>\n",
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     },
     "execution_count": 205,
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   ],
   "source": [
    "proc sql;\n",
    "    create table pension_plans_frs_alloc_returns as\n",
    "        select PlanName, fy as Year, \n",
    "            EQTotal_Rtrn format=percent8.2 as Equities, \n",
    "            FITotal_Rtrn format=percent8.2 as Fixed_Income, \n",
    "            RETotal_Rtrn format=percent8.2 as Real_Estate, \n",
    "            PETotal_Rtrn format=percent8.2 as Private_Equity, \n",
    "            HFTotal_Rtrn format=percent8.2 as Hedge_Funds,\n",
    "            CashTotal_Rtrn format=percent8.2 as Cash,\n",
    "            InvestmentReturn_1yr format=percent8.2 as Total\n",
    "        from work.pension_plans\n",
    "        where PlanName = \"Florida RS\";\n",
    "    \n",
    "    select * from work.pension_plans_frs_alloc_returns; /*show new table*/\n",
    "    title j=l \"Investment returns by asset class of Florida RS pension fund\" ;\n",
    "quit;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 501,
   "metadata": {},
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       "    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",
       "    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",
       "}\n",
       ".rowfooterstrong {\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",
       ".rowfooterstrongfixed {\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",
       ".rowheader {\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",
       ".rowheaderemphasis {\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",
       ".rowheaderemphasisfixed {\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",
       ".rowheaderempty {\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",
       ".rowheaderfixed {\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",
       ".rowheaderstrong {\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",
       ".rowheaderstrongfixed {\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",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\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",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\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",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\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",
       ".titlesandfooters {\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",
       ".usertext {\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",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\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",
       ".warncontent {\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",
       ".warncontentfixed {\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",
       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 576px; width: 768px\" alt=\"The SGPlot Procedure\" src=\"data:image/png;base64,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     },
     "execution_count": 501,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proc sgplot data=work.pension_plans_frs_alloc_returns;\n",
    "    series x=Year y=Equities / lineattrs=(color=CX999999 thickness=2);     \n",
    "    series x=Year y=Fixed_Income / lineattrs=(color=CXE69F00 thickness=2);\n",
    "    series x=Year y=Real_Estate / lineattrs=(color=CX56B4E9 thickness=2);\n",
    "    series x=Year y=Private_Equity / lineattrs=(color=CX009E73 thickness=2);\n",
    "    series x=Year y=Hedge_Funds / lineattrs=(color=CXF0E442 thickness=2);\n",
    "    series x=Year y=Cash / lineattrs=(color=CX0072B2 thickness=2);\n",
    "    series x=Year y=Total / lineattrs=(color=CX000000 thickness=3);\n",
    "    \n",
    "    yaxis grid label=\" \" ;\n",
    "    xaxis values=(2000 to 2019 by 1);\n",
    "    title \"Investment returns by asset class of Florida RS pension fund\" ;\n",
    "    ods graphics / noborder;\n",
    "    keylegend / position=top;\n",
    "    ods graphics on / width=8in;\n",
    "run;\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.0 Comparing FRS to other large funds\n",
    "\n",
    "I wanted to see how the performance of FRS compared to those of other large funds. Besides return on investment, a fund is graded on the [funded ratio](https://www.actuary.org/sites/default/files/files/80_Percent_Funding_IB_071912.pdf): its assets divided by its liabilities. Ideally, it should be at least 1. The code below tabulates the return on investment and the funded ratio of the 25 largest funds by assets in the United States in 2016."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {},
   "outputs": [
    {
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       "    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",
       "    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",
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       "<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"systemtitle\">2016 returns and funded ratios of the 25 largest pension funds by assets</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Query Results\">\n",
       "<caption aria-label=\"Query Results\"></caption>\n",
       "<colgroup><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">PlanName</th>\n",
       "<th class=\"b header\" scope=\"col\">StateName</th>\n",
       "<th class=\"r b header\" scope=\"col\">Year</th>\n",
       "<th class=\"r b header\" scope=\"col\">PlanAssets</th>\n",
       "<th class=\"r b header\" scope=\"col\">Return_1yr</th>\n",
       "<th class=\"r b header\" scope=\"col\">FundedRatio</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<td class=\"data\">California PERF</td>\n",
       "<td class=\"data\">California</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$298,126,000</td>\n",
       "<td class=\"r data\">0.60%</td>\n",
       "<td class=\"r data\">68.30%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">California Teachers</td>\n",
       "<td class=\"data\">California</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$169,976,000</td>\n",
       "<td class=\"r data\">1.35%</td>\n",
       "<td class=\"r data\">63.70%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">NY State &amp; Local ERS</td>\n",
       "<td class=\"data\">New York</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$162,119,000</td>\n",
       "<td class=\"r data\">0.19%</td>\n",
       "<td class=\"r data\">94.12%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"data\">Florida</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$145,451,612</td>\n",
       "<td class=\"r data\">0.54%</td>\n",
       "<td class=\"r data\">85.40%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Texas Teachers</td>\n",
       "<td class=\"data\">Texas</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$138,786,000</td>\n",
       "<td class=\"r data\">1.30%</td>\n",
       "<td class=\"r data\">79.70%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">New York State Teachers</td>\n",
       "<td class=\"data\">New York</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$107,039,200</td>\n",
       "<td class=\"r data\">2.30%</td>\n",
       "<td class=\"r data\">97.90%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Wisconsin RS</td>\n",
       "<td class=\"data\">Wisconsin</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$95,396,200</td>\n",
       "<td class=\"r data\">8.60%</td>\n",
       "<td class=\"r data\">100.0%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Ohio PERS</td>\n",
       "<td class=\"data\">Ohio</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$80,267,000</td>\n",
       "<td class=\"r data\">8.31%</td>\n",
       "<td class=\"r data\">80.14%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Ohio Teachers</td>\n",
       "<td class=\"data\">Ohio</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$70,114,637</td>\n",
       "<td class=\"r data\">0.92%</td>\n",
       "<td class=\"r data\">69.60%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Georgia Teachers</td>\n",
       "<td class=\"data\">Georgia</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$68,161,710</td>\n",
       "<td class=\"r data\">1.40%</td>\n",
       "<td class=\"r data\">74.30%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">North Carolina Teachers and State Employees</td>\n",
       "<td class=\"data\">North Carolina</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$66,169,352</td>\n",
       "<td class=\"r data\">0.80%</td>\n",
       "<td class=\"r data\">92.50%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Virginia RS</td>\n",
       "<td class=\"data\">Virginia</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$65,203,736</td>\n",
       "<td class=\"r data\">1.90%</td>\n",
       "<td class=\"r data\">74.84%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Oregon PERS</td>\n",
       "<td class=\"data\">Oregon</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$60,000,100</td>\n",
       "<td class=\"r data\">1.21%</td>\n",
       "<td class=\"r data\">78.70%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Pennsylvania School Employees</td>\n",
       "<td class=\"data\">Pennsylvania</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$57,265,506</td>\n",
       "<td class=\"r data\">1.29%</td>\n",
       "<td class=\"r data\">57.30%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">University of California</td>\n",
       "<td class=\"data\">California</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$57,228,542</td>\n",
       "<td class=\"r data\">( 2.00%)</td>\n",
       "<td class=\"r data\">82.60%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">New York City ERS</td>\n",
       "<td class=\"data\">New York</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$56,573,694</td>\n",
       "<td class=\"r data\">1.52%</td>\n",
       "<td class=\"r data\">71.40%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">LA County ERS</td>\n",
       "<td class=\"data\">California</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$49,357,847</td>\n",
       "<td class=\"r data\">0.80%</td>\n",
       "<td class=\"r data\">79.40%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Illinois Teachers</td>\n",
       "<td class=\"data\">Illinois</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$47,222,098</td>\n",
       "<td class=\"r data\">0.01%</td>\n",
       "<td class=\"r data\">39.80%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Michigan Public Schools</td>\n",
       "<td class=\"data\">Michigan</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$43,203,593</td>\n",
       "<td class=\"r data\">7.60%</td>\n",
       "<td class=\"r data\">59.70%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Illinois Municipal</td>\n",
       "<td class=\"data\">Illinois</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$36,773,400</td>\n",
       "<td class=\"r data\">7.77%</td>\n",
       "<td class=\"r data\">88.90%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Arizona SRS</td>\n",
       "<td class=\"data\">Arizona</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$35,761,373</td>\n",
       "<td class=\"r data\">0.60%</td>\n",
       "<td class=\"r data\">77.60%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Missouri Teachers</td>\n",
       "<td class=\"data\">Missouri</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$35,419,278</td>\n",
       "<td class=\"r data\">1.80%</td>\n",
       "<td class=\"r data\">84.80%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">TN State and Teachers</td>\n",
       "<td class=\"data\">Tennessee</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$35,290,376</td>\n",
       "<td class=\"r data\">2.79%</td>\n",
       "<td class=\"r data\">95.44%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">New Jersey PERS</td>\n",
       "<td class=\"data\">New Jersey</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$30,367,324</td>\n",
       "<td class=\"r data\">( 0.93%)</td>\n",
       "<td class=\"r data\">57.20%</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Washington PERS 2/3</td>\n",
       "<td class=\"data\">Washington</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$30,262,000</td>\n",
       "<td class=\"r data\">2.65%</td>\n",
       "<td class=\"r data\">87.00%</td>\n",
       "</tr>\n",
       "</tbody>\n",
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    "/*Displaying the top 25 funds by assets\n",
    "  You have to do it in two steps. First you CREATE the table you want, \n",
    "  ordered by assets...*/\n",
    "  \n",
    "proc sql;\n",
    "  create table top_funds_by_assets as\n",
    "    select PlanName, StateName, fy as Year, ActAssets_GASB format=dollar14.0 as PlanAssets,\n",
    "           InvestmentReturn_1yr format=percent8.2 as Return_1yr,\n",
    "           ActFundedRatio_GASB format=percent8.2 as FundedRatio\n",
    "    from work.pension_plans\n",
    "    where fy = 2016  \n",
    "    order by PlanAssets desc;\n",
    "    title j=l \"2016 returns and funded ratios of the 25 largest pension funds by assets\" ;    \n",
    "run;\n",
    "\n",
    "/*...and then you  tell SAS to put the first 25 rows\n",
    "  from that table and put them in a new table*/\n",
    "  \n",
    "proc sql inobs=25;\n",
    "    create table top25_funds_by_assets as\n",
    "      select * from top_funds_by_assets;    \n",
    "run;\n",
    "\n",
    "/*Display your table*/\n",
    "proc sql;\n",
    "    select * from top25_funds_by_assets;    \n",
    "run;"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "We see that only the Wisconsin pension fund met the target.\n",
    "\n",
    "We can also have SAS create a column where each fund's position in a ranking is shown. For example, if we wanted to show the ranking of funds by funded ratio in the table above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 435,
   "metadata": {},
   "outputs": [
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       "    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",
       ".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",
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       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Data Set WORK.TOP25_FUNDS_BY_ASSETS_RANKED_1\">\n",
       "<caption aria-label=\"Data Set WORK.TOP25_FUNDS_BY_ASSETS_RANKED_1\"></caption>\n",
       "<colgroup><col/></colgroup><colgroup><col/><col/><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\">PlanName</th>\n",
       "<th class=\"header\" scope=\"col\">StateName</th>\n",
       "<th class=\"r header\" scope=\"col\">Year</th>\n",
       "<th class=\"r header\" scope=\"col\">PlanAssets</th>\n",
       "<th class=\"r header\" scope=\"col\">Return_1yr</th>\n",
       "<th class=\"r header\" scope=\"col\">FundedRatio</th>\n",
       "<th class=\"r header\" scope=\"col\">FundedRatioRank</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">1</th>\n",
       "<td class=\"data\">California PERF</td>\n",
       "<td class=\"data\">California</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$298,126,000</td>\n",
       "<td class=\"r data\">0.60%</td>\n",
       "<td class=\"r data\">68.30%</td>\n",
       "<td class=\"r data\">20</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">2</th>\n",
       "<td class=\"data\">California Teachers</td>\n",
       "<td class=\"data\">California</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$169,976,000</td>\n",
       "<td class=\"r data\">1.35%</td>\n",
       "<td class=\"r data\">63.70%</td>\n",
       "<td class=\"r data\">21</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">3</th>\n",
       "<td class=\"data\">NY State &amp; Local ERS</td>\n",
       "<td class=\"data\">New York</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$162,119,000</td>\n",
       "<td class=\"r data\">0.19%</td>\n",
       "<td class=\"r data\">94.12%</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">4</th>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"data\">Florida</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$145,451,612</td>\n",
       "<td class=\"r data\">0.54%</td>\n",
       "<td class=\"r data\">85.40%</td>\n",
       "<td class=\"r data\">8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">5</th>\n",
       "<td class=\"data\">Texas Teachers</td>\n",
       "<td class=\"data\">Texas</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$138,786,000</td>\n",
       "<td class=\"r data\">1.30%</td>\n",
       "<td class=\"r data\">79.70%</td>\n",
       "<td class=\"r data\">12</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">6</th>\n",
       "<td class=\"data\">New York State Teachers</td>\n",
       "<td class=\"data\">New York</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$107,039,200</td>\n",
       "<td class=\"r data\">2.30%</td>\n",
       "<td class=\"r data\">97.90%</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">7</th>\n",
       "<td class=\"data\">Wisconsin RS</td>\n",
       "<td class=\"data\">Wisconsin</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$95,396,200</td>\n",
       "<td class=\"r data\">8.60%</td>\n",
       "<td class=\"r data\">100.0%</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">8</th>\n",
       "<td class=\"data\">Ohio PERS</td>\n",
       "<td class=\"data\">Ohio</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$80,267,000</td>\n",
       "<td class=\"r data\">8.31%</td>\n",
       "<td class=\"r data\">80.14%</td>\n",
       "<td class=\"r data\">11</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">9</th>\n",
       "<td class=\"data\">Ohio Teachers</td>\n",
       "<td class=\"data\">Ohio</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$70,114,637</td>\n",
       "<td class=\"r data\">0.92%</td>\n",
       "<td class=\"r data\">69.60%</td>\n",
       "<td class=\"r data\">19</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">10</th>\n",
       "<td class=\"data\">Georgia Teachers</td>\n",
       "<td class=\"data\">Georgia</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$68,161,710</td>\n",
       "<td class=\"r data\">1.40%</td>\n",
       "<td class=\"r data\">74.30%</td>\n",
       "<td class=\"r data\">17</td>\n",
       "</tr>\n",
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     },
     "execution_count": 435,
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   ],
   "source": [
    "proc rank data=work.top25_funds_by_assets ties=low out=work.top25_funds_by_assets_ranked_1 descending;\n",
    "    var FundedRatio; /*variable by which you want to rank*/\n",
    "    ranks FundedRatioRank; /*name of column with the rankings*/\n",
    "run;\n",
    "\n",
    "/*Only showing the first 10 rows to save space*/\n",
    "proc print data=work.top25_funds_by_assets_ranked_1 (obs=10);\n",
    "title \"  \";\n",
    "run;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have only shown the first 10 rows. We can see FRS ranked number 8 among the largest funds in the U.S. in 2016.\n",
    "\n",
    "Doing it for a single year, by itself, is not that useful. We could just have ordered the 2016 Top-25 funds table by funded ratio and seen where FRS ranked that year. However, I wanted to see where FRS ranked ***each year*** among the largest 25 funds, on both funded ratio and return on investment. We certainly wouldn't want to scan 15 or so tables. SAS lets us loop over values using `DO`, and create functions using `macro`, so we can avail ourselves of both of those features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {},
   "outputs": [
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       "    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",
       "    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",
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       "<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"systemtitle\">FRS ranking in returns and funded ratio among 25 largest funds in the U.S., 2001-2016</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Query Results\">\n",
       "<caption aria-label=\"Query Results\"></caption>\n",
       "<colgroup><col/><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">PlanName</th>\n",
       "<th class=\"r b header\" scope=\"col\">Year</th>\n",
       "<th class=\"r b header\" scope=\"col\">PlanAssets</th>\n",
       "<th class=\"r b header\" scope=\"col\">Return_1yr</th>\n",
       "<th class=\"r b header\" scope=\"col\">FundedRatio</th>\n",
       "<th class=\"r b header\" scope=\"col\">ReturnsRank</th>\n",
       "<th class=\"r b header\" scope=\"col\">FundedRatioRank</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2001</td>\n",
       "<td class=\"r data\">$95,517,948</td>\n",
       "<td class=\"r data\">( 7.60%)</td>\n",
       "<td class=\"r data\">117.9%</td>\n",
       "<td class=\"r data\">15</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2002</td>\n",
       "<td class=\"r data\">$99,405,677</td>\n",
       "<td class=\"r data\">( 8.07%)</td>\n",
       "<td class=\"r data\">115.0%</td>\n",
       "<td class=\"r data\">13</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2003</td>\n",
       "<td class=\"r data\">$101,906,723</td>\n",
       "<td class=\"r data\">2.85%</td>\n",
       "<td class=\"r data\">114.2%</td>\n",
       "<td class=\"r data\">18</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2004</td>\n",
       "<td class=\"r data\">$106,707,426</td>\n",
       "<td class=\"r data\">16.65%</td>\n",
       "<td class=\"r data\">112.1%</td>\n",
       "<td class=\"r data\">7</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2005</td>\n",
       "<td class=\"r data\">$111,539,878</td>\n",
       "<td class=\"r data\">10.18%</td>\n",
       "<td class=\"r data\">107.3%</td>\n",
       "<td class=\"r data\">14</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2006</td>\n",
       "<td class=\"r data\">$117,159,615</td>\n",
       "<td class=\"r data\">10.56%</td>\n",
       "<td class=\"r data\">105.6%</td>\n",
       "<td class=\"r data\">15</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2007</td>\n",
       "<td class=\"r data\">$125,584,704</td>\n",
       "<td class=\"r data\">18.07%</td>\n",
       "<td class=\"r data\">105.7%</td>\n",
       "<td class=\"r data\">12</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2008</td>\n",
       "<td class=\"r data\">$130,720,547</td>\n",
       "<td class=\"r data\">( 4.42%)</td>\n",
       "<td class=\"r data\">105.4%</td>\n",
       "<td class=\"r data\">12</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2009</td>\n",
       "<td class=\"r data\">$118,764,692</td>\n",
       "<td class=\"r data\">(19.03%)</td>\n",
       "<td class=\"r data\">87.88%</td>\n",
       "<td class=\"r data\">14</td>\n",
       "<td class=\"r data\">8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2010</td>\n",
       "<td class=\"r data\">$120,929,666</td>\n",
       "<td class=\"r data\">14.03%</td>\n",
       "<td class=\"r data\">87.99%</td>\n",
       "<td class=\"r data\">8</td>\n",
       "<td class=\"r data\">6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2011</td>\n",
       "<td class=\"r data\">$126,078,053</td>\n",
       "<td class=\"r data\">22.09%</td>\n",
       "<td class=\"r data\">86.93%</td>\n",
       "<td class=\"r data\">11</td>\n",
       "<td class=\"r data\">6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2012</td>\n",
       "<td class=\"r data\">$127,891,781</td>\n",
       "<td class=\"r data\">0.29%</td>\n",
       "<td class=\"r data\">86.38%</td>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">6</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2013</td>\n",
       "<td class=\"r data\">$131,680,615</td>\n",
       "<td class=\"r data\">13.12%</td>\n",
       "<td class=\"r data\">85.44%</td>\n",
       "<td class=\"r data\">9</td>\n",
       "<td class=\"r data\">8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2014</td>\n",
       "<td class=\"r data\">$138,621,201</td>\n",
       "<td class=\"r data\">17.40%</td>\n",
       "<td class=\"r data\">86.57%</td>\n",
       "<td class=\"r data\">7</td>\n",
       "<td class=\"r data\">8</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2015</td>\n",
       "<td class=\"r data\">$143,195,531</td>\n",
       "<td class=\"r data\">3.67%</td>\n",
       "<td class=\"r data\">86.50%</td>\n",
       "<td class=\"r data\">14</td>\n",
       "<td class=\"r data\">7</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td class=\"data\">Florida RS</td>\n",
       "<td class=\"r data\">2016</td>\n",
       "<td class=\"r data\">$145,451,612</td>\n",
       "<td class=\"r data\">0.54%</td>\n",
       "<td class=\"r data\">85.40%</td>\n",
       "<td class=\"r data\">21</td>\n",
       "<td class=\"r data\">8</td>\n",
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    "%macro sqlloop(start,end); \n",
    "    \n",
    "    /*Creating the top-25-funds-by-assets tables, from start=2001 to end=2016\n",
    "      The procedure is exactly the same as before, except now it's embedded\n",
    "      in a loop.*/\n",
    "   %DO year=&start. %TO &end.;\n",
    "     PROC SQL;  \n",
    "       CREATE TABLE temp_table as \n",
    "            select PlanName, StateName, fy as Year, ActAssets_GASB format=dollar14.0 as PlanAssets,\n",
    "            InvestmentReturn_1yr format=percent8.2 as Return_1yr,\n",
    "            ActFundedRatio_GASB format=percent8.2 as FundedRatio\n",
    "            from work.pension_plans\n",
    "            where fy = &year.\n",
    "            order by PlanAssets desc;\n",
    "     RUN;\n",
    "     \n",
    "     PROC SQL inobs=25;\n",
    "       CREATE TABLE FRS_Perf_&year. as\n",
    "         select * from temp_table\n",
    "     RUN;\n",
    "   %END;\n",
    "   \n",
    "   /*Creating a table for each year where the top-25 funds are ranked by returns.\n",
    "     Also almost identical to what we had before, but now embedded in a loop*/\n",
    "   %DO year=&start. %TO &end.;\n",
    "     proc rank data=work.FRS_Perf_&year. ties=low out=FRS_Perf_ranked_returns_&year. descending;\n",
    "       var Return_1yr;\n",
    "       ranks ReturnsRank;\n",
    "     run;\n",
    "     \n",
    "   %END;\n",
    "   \n",
    "   /*Creating a table for each year where the top-25 funds are ranked by funded ratio.*/\n",
    "   %DO year=&start. %TO &end.;\n",
    "     proc rank data=work.FRS_Perf_&year. ties=low out=work.FRS_Perf_ranked_fundratio_&year. descending;\n",
    "       var FundedRatio;\n",
    "       ranks FundedRatioRank;\n",
    "     run;\n",
    "     \n",
    "   %END;\n",
    "   \n",
    "   /*Now we will create a table that shows FRS' yearly ranking by returns\n",
    "     First we create the table and put in the first row, by querying the\n",
    "     2001 table with the ranked returns*/\n",
    "   proc sql;\n",
    "     create table Florida_RS_Perf_Rank_Returns as\n",
    "       select * from work.FRS_Perf_ranked_returns_2001\n",
    "       where PlanName='Florida RS' and Year=2001;  \n",
    "   quit;\n",
    "   \n",
    "   /*Then we loop over the 2002-2016 tables with the ranked returns, \n",
    "     querying them and inserting the relevant rows into the yearly \n",
    "     rankings table*/\n",
    "   proc sql;\n",
    "     %DO year=2002 %TO &end.;\n",
    "       insert into Florida_RS_Perf_Rank_Returns\n",
    "         /*values ('Florida RS', 'Florida', 2001, '$95,517,948', '( 7.60%)', 12, 19);*/\n",
    "         select * from work.FRS_Perf_ranked_returns_&year.\n",
    "         where PlanName='Florida RS' and Year=&year.;\n",
    "     %END;\n",
    "   quit;\n",
    "   \n",
    "   /*Now we repeat what we just did to create a table that shows FRS' \n",
    "     yearly ranking by funded ratio*/\n",
    "   proc sql;\n",
    "     create table Florida_RS_Perf_Rank_FundRatio as\n",
    "       select * from work.FRS_Perf_ranked_fundratio_2001\n",
    "       where PlanName='Florida RS' and Year=2001;  \n",
    "   quit;\n",
    "   \n",
    "   proc sql;\n",
    "     %DO year=2002 %TO &end.;\n",
    "       insert into Florida_RS_Perf_Rank_FundRatio\n",
    "         /*values ('Florida RS', 'Florida', 2001, '$95,517,948', '( 7.60%)', 12, 19);*/\n",
    "         select * from work.FRS_Perf_ranked_fundratio_&year.\n",
    "         where PlanName='Florida RS' and Year=&year.;\n",
    "     %END;\n",
    "   quit;\n",
    "\n",
    "%mend; \n",
    "\n",
    "/*Call the macro*/\n",
    "%sqlloop(start=2001, end=2016)\n",
    "\n",
    "/*Merge the two tables*/\n",
    "\n",
    "data Florida_RS_Perf_Rank_merged;\n",
    "    merge work.Florida_RS_Perf_Rank_Returns work.Florida_RS_Perf_Rank_FundRatio;\n",
    "    by Year;\n",
    "run;\n",
    "\n",
    "/*Display the table\n",
    "  The rank proc *labels* the columns, which makes it very confusing\n",
    "  when you want to plot the table later, so I created a second merged\n",
    "  table and changed the labels. :| */\n",
    "\n",
    "proc sql;\n",
    "    create table Florida_RS_Perf_Rank_merged2 as\n",
    "        select PlanName, Year, PlanAssets, Return_1yr, FundedRatio, \n",
    "               ReturnsRank label=\"ReturnsRank\", FundedRatioRank label=\"FundedRatioRank\"\n",
    "        from work.Florida_RS_Perf_Rank_merged;\n",
    "    select * from Florida_RS_Perf_Rank_merged2;\n",
    "    title j=l \"FRS ranking in returns and funded ratio among 25 largest funds in the U.S., 2001-2016\";\n",
    "run;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that FRS consistently ranks in the top third of funds in funded ratio and slightly below the middle in returns.\n",
    "\n",
    "Plotting the rankings:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 505,
   "metadata": {},
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       "    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",
       "    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",
       "}\n",
       ".rowfooterstrong {\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",
       ".rowfooterstrongfixed {\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",
       ".rowheader {\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",
       ".rowheaderemphasis {\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",
       ".rowheaderemphasisfixed {\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",
       ".rowheaderempty {\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",
       ".rowheaderfixed {\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",
       ".rowheaderstrong {\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",
       ".rowheaderstrongfixed {\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",
       ".systemfooter, .systemfooter10, .systemfooter2, .systemfooter3, .systemfooter4, .systemfooter5, .systemfooter6, .systemfooter7, .systemfooter8, .systemfooter9 {\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",
       ".systemtitle, .systemtitle10, .systemtitle2, .systemtitle3, .systemtitle4, .systemtitle5, .systemtitle6, .systemtitle7, .systemtitle8, .systemtitle9 {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size: small;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".systitleandfootercontainer > col, .systitleandfootercontainer > colgroup > col, .systitleandfootercontainer > colgroup, .systitleandfootercontainer > tr, .systitleandfootercontainer > * > tr, .systitleandfootercontainer > thead, .systitleandfootercontainer > tbody, .systitleandfootercontainer > tfoot { border: none; }\n",
       ".systitleandfootercontainer {\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",
       ".table > col, .table > colgroup > col {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 0 solid #c1c1c1;\n",
       "}\n",
       ".table > tr, .table > * > tr {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 0 solid #c1c1c1;\n",
       "}\n",
       ".table { border: hidden; }\n",
       ".table {\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 1px 0 0 1px;\n",
       "    border-collapse: collapse;\n",
       "    border-spacing: 0;\n",
       "    }\n",
       ".titleandnotecontainer > col, .titleandnotecontainer > colgroup > col, .titleandnotecontainer > colgroup, .titleandnotecontainer > tr, .titleandnotecontainer > * > tr, .titleandnotecontainer > thead, .titleandnotecontainer > tbody, .titleandnotecontainer > tfoot { border: none; }\n",
       ".titleandnotecontainer {\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",
       ".titlesandfooters {\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",
       ".usertext {\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",
       "a:visited { color: #800080 }\n",
       ".warnbanner {\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",
       ".warncontent {\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",
       ".warncontentfixed {\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",
       "/*]]>*/\n",
       "</style>\n",
       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div class=\"c\">\n",
       "<img style=\"height: 576px; width: 768px\" alt=\"The SGPlot Procedure\" 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u3enabpXr14PP/zwhg0bPCbryuZ4/fXXH3nkkbi4OLVafffddz/yyCM+xtaVt+l9oV5Wtd/Rel9FHlvQ/YVPPvnkp59+OnLkSJqm1Wr1tGnT9u3bxwXj+/x95+Pi2uTjTuGl8mnu3LmvvfbaqFGj4uLi4uPjx40bt3nzZu9btrNv3HuQ7W167zuCl83nIUgfWh/3U7/5/gaJ193HXVxc3OHDh5988snevXtLpVK1Wp2Xl/e///3P/ZZDh8PB/cz78nvhmjhQ7zosUNH2hkEInn32WYqi5s2bl56e/vPPP99+++0VFRWvvvqqxxEeQPQIi50iLIIE8BESIOBB//79i4uL3R9JS0srLCyMj4/nKyQAfoXFThEWQQL4SPz888/zHQNEnWHDhun1epPJZLVas7Ky7rrrrrVr13Z4pwxABAuLnSIsggTwEc4AAQAAQNRBETQAAABEHSRAAAAAEHWQAAEAAEDUQQIEAAAAUQcJEAAAAEQdJEAAAAAQdZAAAQAAQNSR8B0AQIj8/PPPfIcAAL4aMmQI3yFAhEMCBFEEX6kAYQGHKxACuAQGAAAAUQcJEEDYYBiG+gVN04MHD167dq2X6evq6rRaLY8BtKmwsHDQoEEBjEqY3NcVZ/bs2f7NqqioKDs7u1NT+v1RKSkpuemmm9qbDB8AiCS4BAYQZpqamlQqldls3rdv3x133DFgwIDhw4dHVQBhhFtX/C69U1sqOzv7+++/D/hsAQQIZ4AAwpJCoZg2bdrIkSOPHTvGPbJv377c3FytVvv73//ebDYTQvLy8hobGymK+u6773Jzc7nJXCcJCgsLx4wZ8+abb3br1u2nn34aMGDAsmXLkpOT+/bte/ToUUIIy7KPPvpoQkJCYmLiCy+8YLfbvQRgs9m0Wi13YuDGG28sLy/nFtF6ti4XLlzo37+/K/5oUFBQ0OaGaHMtffHFF2lpab169SooKHDNofVWbm9KF1+2lOujsnPnzpycHO6Fu3fvHjJkiEajmT17dm1trR+zxQcAhAwJEEBYYhjmu+++O3r06OjRowkhdXV1t9566zPPPFNWVmaxWJ577jlCyJ49ezQaDcuy3bp1a3MmBoOhvLz88uXLYrH43LlzGo2muLg4Pz//qaeeIoRs27bt4MGDxcXFx44dO3XqlMFg8BKAVCrV6/Usy+p0uv79+7/wwgvcZK1ny6mqqrr11lv//e9/4+QBaWstVVZWPvjgg5988smRI0c+//xzbrI2t3KbU7rzZUu5Pirdu3d3LSs/P//FF1+sqKjIyMi47777/Jhtm2+Ngw8A8A6XwCB6WWv2WGr28B1FG+TJE2XJE9p7Vq1Wc//o1avXxx9/PHjwYELI5s2bx44dm5+fTwh55ZVXxowZ8+qrr3a4oIsXLy5dulQsFhNCcnJyHn/8cULI/Pnz161bRwjRaDSXL18+cuTI1KlTuV9WhmHaC8AlJibm9ttvX7ZsGfdn69kSQgwGw5QpUx555JHx48f7uE5O11tP1dt8nDiUBibIBiRI23vWta4IIU8++eTcuXPbnKz1Wvruu++mTZuWl5dHCHn66afvv/9+0s5WbnNKj6X7sqU8bN68ecKECTNnziSE/P3vf09ISNDr9TRNd3a2gfoAAAQcEiCIXpaaPcbCtr/9+UXlUl4SIK4CY/Xq1f/v//2/iRMncg9eunRpy5YtFEW5JnNdH/Gid+/eiYmJHg/KZDKHw0EIuf76699///2VK1fee++98+fPf+WVV7wEwLLs22+//dlnn5WWlup0utaH9a7ZctE+9NBDH3744UMPPSQS+XQe+lS9bcN5ky9ThhhFES8JkEcNUJuXqNy51lJtbW3Pnj25BxMSErh/tLmV25zSfemd3VKuZWVkZHD/VigU3bp1q66u7t27t9+z7eIHACDgkABB9JInT6RyqY6nCzlZcl6H09x3331btmxZtGgRd24mNTX17rvv/vjjj92nMZlaMgaRSGS1Wrl/u/7hi5kzZ86cObO+vv6222775JNP5s2b114Aa9eu/fe///3WW28NHjz45MmTf/nLX7zMNicn56233rr55pvff//9P/zhD75EMjBBRglxW5EB8TLfJ/Z9Q/Ts2dNVHKPT6bh/tLmV25zSnX9bqmfPnkeOHOH+bTKZrly5kpKS0vXZcvz4AAAEHgsQHU6cOMF3CF3FndRpamri/tTpdKmpqWvWrGFZtr6+vkePHhs3bjQajQUFBb/5zW/0ej3DMFKptK6urra2ViaTHThwoLKycuLEib1792ZZ9vjx4wMHDuRm5f7v8+fPp6SksCy7a9euJ554orKyUqfT3XTTTR9//LGXAF566aV58+YZDIZjx47l5eWNGDGivdm6Hjx79mxSUlJNTU1IVl6oeawrTocbwrWWLl++rFart2zZUlVVNXnyZG7KNrdym1N2dku5PionT57s168fy7JXr17VarVfffVVQ0PDH/7whxkzZvgxW78/ABGwt4LwIQGCaBEBX6mtf1N37doVGxt7/vx5lmV//PHHsWPHqlSqgQMHvv/++w6Hg2XZ+++/XyKRHDhw4JVXXtFoNIMGDfrkk098TIAMBsMjjzzSo0cPjUazcOFCm83mJYDq6urRo0crlcoJEyZ8+eWX8fHxVqvV++8fy7JLliy56667grza+NFmAsSyrPcN4VpLLMuuX78+IyMjLS1tzZo13JRsO1u59ZSd3VLsLx+Vjz/+mEuAuJcMHjw4NjZ25syZXJoSsg9ABOytIHwUy7J8nXwCCKWff/4ZQ2EAhAXsrRACqD4DAACAqIMECAAAAKIOEiAAAACIOrgNHqLIzz//zHcIAAAgCCiCBgAAgKiDS2AAAAAQdZAAAQAAQNRBAgQAAABRBwkQAAAARB0kQAAAABB1kAABAABA1EECBAAAAFEHCRAAAABEHSRAAAAAEHWQAAEAAEDUQQIEAAAAUQcJEAAAAESdSBgNft36r41GI99RAAAAQOj0TO4+8zfT/H65QBMgg8Fw6NChRYsWrVixIj8/3/vERqNx0b2/D01gAAAAIAQr13zclZcLNAGaMmUKIUQkwhU6AAAACDyBJkA//vgjIWT69Ol8BwIAAAARCKdYAAAAIOoI9AyQF6eLz9bW17v+lEikhJDGxkb+IgIAAICQ0mg0XZxD+CVAGk2sSCR2/SkSUYQQqVTKX0QAAAAQZsIvAUrp0YP0+NUju/f/EBMTw1M4AAAAEH5QAwQAAABRBwkQAAAARB1BXwLbunUr3yEAAABABMIZIAAAAIg6SIAAAAAg6iABAgAAgKiDBAgAAACiDhIgAAAAiDpIgAAAACDqIAECAACAqIMECAAAAKIOEiAAAACIOkiAAAAAIOogAQIAAICogwQIAAAAoo6gB0MFP9ic7MFLloOXGKuT71AIIYSM6CabkEqrZVGdateaHTvKzef09kWD1clKMd/hAAAAEqAIUm107K4076limgSS+xBCCDldb/38rGlUsnxGL0UfrZTvcELKwZITtdbt5eZjVy3cI0t/0P1xuGZQoozfwAAAAAlQ2HOwpOCKZVeFubDWyj2SpZFMz4xJUvB/0qXJxu6pZE7UWg5eYg5eYtLUkqkZigkpNC2h+A4tuPQW594qZltZcz3jJIRIRdSYHnKTjT121fLSj/r5/VUzesXwHSMAQFRDAhTG6hnnjnLzrkqz3tLyK5uXRk9KU2RpBLRZRyfLuQtAe6qYyib76qKmT4uN41PoKemKzFgBxRkop+ut28rNR2ssDpYQQpKV4qnpCtdFwC/Omr4uMX102lhusP/fkFhxhOeBAADCFYG/QNHgRK11a5n5RG3Lryx3ZmVcT1opFeIvapJCfGeO6o5+qoIrlq1l5tP11u3l5u3l5j5a6dQMxdiecqlIiGF3isnG7q0y76gwVxsdhBAxRcb0kE9KUwxN+tXVrjn9lJkaybsnDHuqmGqjY8lIjVbO/4k6AIAohAQonDRZnbsqme3l5lqzgxAiFVGje8inptMDEsKgpkRMkdHJ8tHJ8mqjY0eFeW+V+bzedl5v++SMKC+VnpimSFGFZXVwaaN9W1nzD5csNidLCEmgRZPSFVPSFe1lNqOT5d1j4lYUNJ7X25Ye0C0ZqRXUGTsAgCiBb97wUKyzcRdWuF/ZJIV4aoZiQiodjucPUlTiewao7spRHrxk2VrWXNpo31zavLm0OTdJNildMbK7PCwuDDF29sAlZmeFubTRzj2SmySbmqEY1q3j+DNjJctviHvzuOF0vXXZ4YYHBqnHpdBBjxgAANwgARI0k409cInZXm6ubLITQsQUGd5NPj3T88JKOJKKqAmp9IRUurTRvqvSvKeSKay1FtZatXLRpDTFlAxFAi3Q3K6yyb6jwry/mjHZWEKIWibKS6WnZSqSFJ04g6WVi54ZrV11smlXpfmtQkO10ZHfVxkWmR8AQGRAAiRQXFqwv5ph7CwhRPhpgd+yNJIsjfrOfipXqvd1iWnTBdPQJGGlejYne7TGsq3cXKyzcY/00Upn9FKMSvazhklMkUVD1L21ktVFTV+XmMoM9seGxUb8/XEAAAKBBEhYuDaG28vN5/Utv7KDE2VTM8LmwpDflFJqWoZiWobidL11ewVztMZy7Krl2FULd7FvUhqfrRS5u9h2VrY0WKIlVF4qPSVdkaYOwO4zJV3RUyn+xzHDsauWpT/o/jxSi06JAAAhgARIKFylwdyFFaWUmpSmCN/SYL8NSJANSJBxfXS4cu9Pi43rz5lGJcunZShy4kPXSpFrY7itrNm9wdLkdMW4ngHuYzQgQfbyuLhXjjZWNtnRKREAIDSQAPGMa2PI3RzOPRJJN4f7TSsXzeodM6t3jOuGf/dWisG+4V9vce6qNO8oN7vaGN7QUz4lI4idrJMU4uVj494+YThaY3npR/1dOapbstApEQAgiJAA8aaecX5f1ryniuHaGNISanyK4NoY8m5okmxokszV8tG9lWIw1lVRnXV7xbU2hikqMXceLgQNlmgJtWSEZsN50/pzpk/OGCub7AsHq6M5CQYACCr81vLg2FXr9vKwaWMoBAm0aE4/ZX5fZcEVy/Zy88m6ALdSbLI691Yxuyp/1cZwaroi9Jei8vso09TolAgAEHRIgELHva6F/NLGMAqHCPWbeyvF3ZXmXZUtrRQ/Ok1NSFVMSfenXuq83raj3OzexnBKhmJSWrttDEPAvVPiU/t1T41Cp0QAgMDDF2souO5scrUxnJ55bXwo6KwUlXh+f9WcfkrXHXPfXWz+7mLzgATZ9Eyf7pjj2hhuLzeXGa61MZyWGTM0SSaEu+3cOyU+e7DhwSHolAgAEGBIgIKodRvDUcnyqekC6m0T1jxaKe6vZk7XW0/XW7VyUV4qfVNmTJs9k7g2hnuqWhosqWWiyWn0lIzOtTEMAY9OiZVN9jv6qYSQnAEARAYkQEFR2mjfXm7eX81wp3y0ctHUDMXEtAhsYygErVspbrzQvLm0eWiSfGqGYng3GfmljeF3F681WBqQIJuaTvvdxjAE3DslbrzQXGawPzFcg06JAAABgQQokGxOdn81s738V+NDhdH4VmHN1UrxvN723UWzeyvFwYmyo1csXBtDpZQanxKwNoYhwHVKfPO4obDWuvQH3ZMjtNHWGgoAIBjC4zdA+KqNju/Lmz3Gh4rCNoZC0EcrfWyYlLuxa2uZudbs2FVpJr+0MZyQSgv2lE97BiTIlt8Qt6Kgscxg/9tB3WPDNLiKCgDQRUiAusTBkiOXme0VDNoYCo1aJrolK+aWrJgTtdaTddaxPemwvpcqSSFedn3cez8bDl+2vHIUnRIBALoqjH8S+MWND+XRxnBaRthcWIkeXCtFvqMIAFpCPTEcnRIBAAIDv9adw40P5dHGcHpm4MeHAmhTfh9lZqzkrUJ0SgQA6BIkQL5q3cZwbE/5tEy0MYRQG9ldvnxs3CtH0SkRAMB/+N7s2Ol667bya+NDJSvFU9PRxhD4lKaWvDwu7h/H0CkRAMBPSIDaZbKxe6vMOyp+NT7UpDS0MQRBUMtEz4zWrjKVqyMAACAASURBVDnVtL3c/FahocxgvzMHnRIBAHyFBKgNpY32bWXN7uNDTUpHG0MQHDFFFg5SZ2kkq042bS5trmyyPzpMgyF1AQB8gQToGpuT3VvF7KxAG0MIJ5PSFMkxLZ0S/3YQnRIBAHyCBIiQX8aH8mhjOC1TcONDAbTJvVPi0h90fxyOTokAAB2I6gSIGx/Ko43hjF4KIY8PBdAmj06Jc/qpZvVGp0QAgHZFaQLEtTHcWclw40PREiovNZzGhwJozb1T4qfFxsom+6Ih6JQIANC26Pq959oYbitrLqxtOeWTGSuZmoE2hhA5XJ0S91cz1Ub7U6O06JQIANBatCRAeotzV6V5R7m5nnESQqQi6oae8ikZaGMIEYjrlLjip8bSRvtT+3VLRmrwOQcA8BD5CVBRnXV7xbU2hikq8aQ0tDGECJemliwfG/fmccPJOuuyQ/oHBqsnpKJTIgDANRGbAJls7O5K867KX7UxnJquGJSIu2MgKqhloqev0358umlrmfndE4bKJnRKBAC4JgIToPN6245ys3sbwykZiklpClRCQLQRU+TegeqMWHRKBADwFDkJEGNnD1zybGM4LTNmaJIMR70QzSalKXoqJW8ca+Q6JT40NFYIBwO0mMJlaADgUeQkQKWNtv+cbCKEqGWiyWn0lAy0MQRokRMvfWlc/KtH9WUG+zM/NPAdDiGEJNCi125MwOkoAOBL5CRAAxJkean00CQZ2hgCtJZAi5ZdH7eqqKlYZ+M7FtJsd9Yzzg3nTfcMUPEdCwBEqchJgAghDw2N5TsEAOGiJdTiXEHsI5VN9qf267aVNY9PobM0EfUtBADhAtfgASDU0tSSaZkxDpasLmriOxYAiFJIgACAB3P6KhNo0Xm9bUeFme9YACAaIQECAB7QEmp+fxUh5NNiIzckHwBAKCEBAgB+jO1J5ybJTDZ27Rkj37EAQNRBAgQAvLl3oFoqovZUMUK4Nw0AogoSIADgTbJSPDs7hhCyqqiJG60PACA0kAABAJ9m9Y5JVoorm+zflDbzHQsARBEkQADAJ6mIemCQmhDydYmpnkE1NACECBIgAODZoETZ2J40Y2fXnEJbIAAIESRAAMC/+f1VSil1tMZyotbKdywAEBWQAAEA/xJoUX4fJSHkPyebbE6UQwNA0Ak0AZJIJNQvZs+ezXc4ABB00zJjMmMltWbH1+dRDQ0AQSfQBEir1bK/2LhxI9/hAEDQiSmycLCaELLpgqna6OA7HACIcAJNgAAgCvXRSielKRwsQTU0AASbQBMgqVSalJSUkJDw+9//vqGhge9wACBE5vdXqWWik3XWA9UM37EAQCST8B1A2y5fvsz9/4EHHnj44Yc//fRT11MN+kaGufbNKBKJCCFWK+4cAYgEUkLuyJZ/cNr88emmgVpKKaX4jggAhEgmk3VxDgJNgDg9evR47bXXRo8ezbIsRbV8D5ZcvHi55oprGplUSghpasIJc4AIMSKW7I2lSgzs58WGOzIFepYaAPiVkJDQxTkIOgEihNhsNpFI5Mp+CCGjhuV6TLNyzcddXxEAIBwP5tqf2q/bf4Wdlq3J0gj9awoAwpEQj67efffdl19+ubq6urq6esmSJfn5+XxHBAAhlaaWzOgV42DJagySCgDBIcQEaPbs2efOnRs1atTQoUPT0tLeeOMNviMCgFDL76NMoEXn9bbdlWa+YwGACCTEc8s9e/Zcs2YN31EAAJ9oCXXfIPVrBY2fFhtHJ8vVMiEerQFA+MJ3CgAI1Mju8twkmcnGfnTayHcsABBpkAABgHAtHKyWiqj91UyxzsZ3LAAQUZAAAYBwJSnEv+0TQwj590kDqqEBIICQAAGAoM3MiklRiauNjm9KMUgqAAQMEiAAEDSpiLpvoJoQ8nWJqdaMQVIBIDCQAAGA0A1KlI3tSTN2VEMDQMAgAQKAMHDPAJVSSh2tsRRcsfAdCwBEAiRAABAGtHJRfh8lIeTDU0abE+XQANBVSIAAIDxMy4zJ0khqzY4N50x8xwIAYQ8JEACEBzFF7hukJoRsLm2uNqIaGgC6BAkQAISNPlrp1AyFgyWripr4jgUAwhsSIAAIJ3f2U6llotP11gPVDN+xAEAYE+JgqAAA7VFKqbv7q949YfjkjHFYN7lSSvEdUVcVXLGYbCjrvmZ0spyWhP1mBeFDAgQAYWZCKr2r0lyss3121rhwkJrvcPxnc7Irf27aj1NZv7bpgvjJEdoUlZjvQCDCIQECgPDzf4Nj/7SvfleFeVKaIksTlt9jeovzlaP60kY7LaHGJMv5Dkcozutt1UbH3w7qHhumGZok4zsciGRh+cUBAFEuRSWemRWz8ULzf04alt8QLw63Cybn9bYVBY16izNZKV4yQpOmxldxC8bOvn3CcLTG8spR/V05qluyYviOCCIWiqABICzdlq1MUohLG+27K818x9I5e6uYZYf0eotzcKJs+dg4ZD/uaAm1ZITm9r5KB0s+OWN874QBfS8hSJAAAUBYoiXUgoEqQsinxUa9xcl3OD5xsOSj08Z3TxhsTnZ6puLp67RqGb6E25DfR/nHERpaQu35JVnkOyKIQNj3ACBcjewuH95NbrKxa8+EwSCpJhv78o/67y42iymyaIj63oHqsLtyF0qjk+XLro9LUojP621P7deVNtr5jggiDRIgAAhj9w1SSUXU/mqmqM7KdyzeVBsdS3/QnayzauWiZ8fETUpT8B1RGMiMlbw8Lm5AgkxvcT57sAGdnyCwkAABQBhLUoh/2yeGELL6VJNDqLUix65al/6gqzE5MmMlL42Lz4mX8h1R2FDLRM+M1k7NUNic7FuFhs+KjYLdyhB2kAABQHib1VuZohJXGx2bLghxkNSvS0wrCvSMnR3bk152fVwCjW/dzhFTZOEg9aIhajFFNl5ofvWonrEjCYIAwK4IAOFNTJH7BqoJIV+fb641C2iQVMbOvl1o+OKsycGSOf2Ujw2LRYNjv01KUzwzWquViwprrUt/0GE0XOg6JEAAEPYGJcrGp9A2J7u6SCjV0PWMc9nhhv3VDC2hnhql/W22ku+Iwt6ABNnyG+IyYyVcp8QTtYKu+gLhQwIEAJFgfn+VUkodu2opuGLhOxZyXm9bekBX2mhPVopfuiF+eDd0NA6MJIV42fVxY3rITTb2laP6b0qb+Y4IwhgSIACIBFq5aE4/FSHkw1NGfmtE9lYxzx1s4PocvnRDPMa0CixaQj0xHJ0SIQCQAAFAhJiSrsjSSGrNjv+W8FMN7epz6GDJjF4xT1+njYDB6oUpv4/yTyNbOiU+e7ABnRLBD0iAACBCiCnywOBYMUU2lzaHvkjWvc/hH4bG3jNAhT6HQTWyu3z52DhuOJSn9uvO6218RwRhBgkQBJHdUMJ3CBBdsjSSSekKB0v+fdIQyuW69zlcNjZuQiodyqVHrTT1tU6Jyw7p91ahUyJ0AhIgCKKmgj/xHQJEnTv7qbRyUbHOFrLGwa4+h1kayUvj4vto0ecwdNw7Jb57wrD2DDolgq+QAEGw2BuKmIqNDlMV34FAdFFKqbv7qwghH542mmxB/zF09Tkcn0I/NwZ9Dnng3ilxc2nzq0f1IdjuoeC0Nxe/w3cQhBASqZ0nsa9CsFjrjhBCmPKv+A4Eos64FHpAgqzJ6vzsbBDbAjF29s3jhi/Omgghc/opF+eizyGf3Dsl/u1g2HdKZG1G3c6ZjYcX23SFfMXQZHVuutC8eFf9op11a041VTZF2ni0SIAgWGy1hwkh5pIP+Q4EotHCQWoxRbaXm4NUG1vPOJ871HDwEkNLqCUj0edQENw7JS79IYw7Jdobi+u+GWWp3kp4OoYs1tnePG54aGf9p8XGWrODsbNby8xL9ume+aHh4CUmYvoOIAGCYLHWHiaE2HSFKIWG0EtRiWdmxRBCVhcFfpDUYp1t6QFdmQF9DgWH65Q4tifN2NlXjuo3XQi/TomW6m31315vbywWK1NJaI8hTTZ2W7l5yT4dl9w7WXZ4N/nS67QrboyfnqlQSqnz+pbEaO0ZY40pvM+xEUIkfAcAkclp1dsbirh/M6XrVLnP8RsPRKH8vsofLllKG+3byppn9IoJ1Gx3VZpXnWxysGRwouyJ4Rp0+hEaWkI9Niw2TS3+4qzp02JjZZN90RC1VBQem8l06nXDT38hTjudPls7/pPajf0dpirrlQOy7uOCutzSRvuuSvOeypazO1q5aFKaYkqGwlXTdu9A9fz+qr1VzM4Kc2mjfXNp8+bS5twk2aR0xcju8jDt+IAECILCVnuEEEJJVazNaC5diwQIQk8qohYMVL1W0LjhvGlsT1or7+oJbwdLPj7dtLXMTAiZ0Stmfn90+hGu32YrM2Olbx5v3F/NVBvtT43Sdv0DEFSsg2k89BB3vked+zz3nUn3mmsqWsGUfxWkBMjmZA9esmwtay5tbKnvGZwom5rRdk4jFVFT0hVT0hXcQcUPlyyFtdbCWmsCLZqUrpiYpgi7OwDCLFwIF1wBUEz2AhGdaDeU8FjHB9FsZHf5qGS5ycZ+dLqr1dBNVufLP+q3lpnR5zBcDO8mWz42LlkZBp0Sneaa+q0TzSUfUlJV3KSNriNGRdY8Qoi5dC1xBrgAudro+Oi0cdGOundPGEob7UopNTMr5h8TEp4ZrR2d3MEZnSyN5KGhsSunJN4zQJWiEtczzvXnTI/sqnvjWGN41V3hDBAEBVcAJEvOI5TEdPqf5tJ10vhcvoOCaHTPAFXhVevBS8zkNHpQop/FOpVN9hU/NdaYHFq5aMlIDTr9hIs0tWT52Lg3jxtO1lmXHdI/MFgtwB6VtroC3c6ZTnONWJUZP3mzJG6Q6ylpfK4kNttuKLFc2SvvMbnry3KwpOCKZWuZ+XR9S6bSRyudmqEY21Pe2auESik1o1fMjF4xp+ut2yuYI5eZw5cthy9bkpXiqemKCam0Wib0Myzi559/nu8YuuqnwhMjhw3lOwr4FcORR1gHEzvqdXFMT3PJGqepQjnwj3wHBdFIKRWJRdTJOuuFRtukdIWY6vR5m2NXrS8f1estziyN5Pnr41JUOG4MJ3IxdUMKbbI5zzXYjl6xWBzswESZcCqCzKXrGnbdxlr1suS8hJu2i9WZHhOwtibr5V2EEtHps7uyoHrGuanE9M4Jw+5KptbsoCXUxDTFoiGxv+2jzIyV+LFfuCTFiMf0kE9OV8TKRDUmx9Vmx8911i1l5ksmRxwtSqCDOBhwF3/9sSdD4NkbipxWvViZ2vKfKtNhLAtBHR9Am27JitlbZa42OjaXNnf2fvWvS0xcp5/xKXQY1dKCOzFF7h2ozoiVrDrZtLm0ucxgF0T1utPedPxvxpN/J4TE9HtQM/otImrjF5nOnNN07BmmfAN7/XuU2J/TV8euWreXm0/UWrjbIdPUkqkZigkpdGDbVmnlolm9Y27JijlR27K4/dXM/momSIsLCCRAEHhcC0Rp0hjuT0Xv+cYTy80XPkICBLwQU+T/Bsc+d6jh6/PN41PoJIVPh6SMnV15sungJUZMkTn9VLN6B+w+MuDFpDRFT6XkjWONJ+usS3/Q/XmkNkUVxJMT3rE2Y8Oe2y3VW4lIorn+/Zg+97c3pSQ2W5o40lZXYKneRqfP8n0ReotzbxWzvdxca3YQQqQianQP+YxeiqBewBVTZHg32fBuslqzY0e5eU8VU9lkX13U9GmxcXwKPSVdkRkroKxD6JfoIBxxFdCybi3pDp3xO0IIU7Ex4HV8AD7KiZeOT6FtTnbVySZfpnfvc/jUKC2yn8iQEy99aVx8ZqykxuRY+oPu2FV+KnZdfQ5FiuSEm7Z7yX44iqz5pDMNgU7XW988bvjDzjqujWGSQnx3f9V7kxMeGxYbsvK1JIX4zhzVu5MTHxsWOyBBxtjZ7eXmp/brnvmhYW+VUFopCigXg4jRUgGdNJr7UxqfK43PtekKLZe2yVNv5jU0iF73DFAdu2oprLUWXLGM7C73MmWxzvbGsUa9xZmiEj85gs/zBBBwCbRo2fVx3Lm9FQX6/L7KEHfxtlRva9iTz9qM0vjcuEn/FasyO3wJnfE7w4+PW6q3sjYjJVW1N5nJxh64xGwra+aGARFTZFSyfGq6YmgSb406xRQZ25Me25OuNjq+L2/eX82c19vO622fnBHlpdIT0xT87lxIgCDAuBaIlJiWuN32RWfm23SF5oufIwECvqhlortyVP852bS6qGlQgqy9igRXn8PcJNmjwwRQKQKB5t4p8YuzpktGx8JB6tBUqBhPvtJ0/BnitNOZ+dob1njJZtyJlanynlMsl3Yw5V8psu9pPUFpo317uXl/9bU2hlMzhNWYJ0Ul5loputoOCaGVIhIgCDCuBaIkPte9Xk+RNa/p2DNMxUbWwfhXxwfQdRPTFHsqmfN6239LTHfmeP72OFiy5lTT9nIzIWRmVsydOej0E8k8OiUuGakNarrAOpjGgw+YL6wlbn0OfUf3mmu5tMNcutY9AbI52f3VzPZys6uNocBbM0tF1IRUekIq7Wo8zbVS5CtjQwIEAdZSAPRLBTRHrMqUdR9nvXKAKf+Ka+0FEHpiitw3SP3MD7rNpc3jUug09bUvwCar8x/HDKfrrVIRJcxuMRBwXKfEFT81ljbalx7QBa/Dk9Nco9s501ZXQElV2vFrO1XLzKHTZhnEiy01e5xMnYhOdF1RMtlYQohaJspLpaekK5KV4XG5NksjydKo7+ynOnCJ2V5urmyyrz9n+vq8aXj3kF6zQwIEAdZSANTqhi86I9965QBTtgEJEPAoSyOZmqHYWmZeVdS07Po47sHKJvsrRxtrzehzGHXcOyU+d7Bh0ZDYgOe+ttrDul23tdnn0HciOlGeMt1U+c3en/fvc050b2M4PVMxuken2xgKgVJKTctQTMtQcK0Uj9ZYuP+SFOKpGYpJaUFvpYgECAKMOwMkTRzt8bgia56hYImleit3BMNHaACEEHJHX9Xhy5ZinW1XpXlSmqLgiuWtQgNjZ7M0EuGPGAUBp5aJnr5Ou/aM8buLze+eMJQZ7AEc5c1c8lHjoQdZByNLzovLW+/3V1+t2bE15i/74l8w1HYjxEpLqPEp9LQMhftZzPA1IEE2IEHmft/+p8XG9edMo5Ll0zIUOfHBOiCJhHUHwuHeAtHjKRGdKE/Os1zawVRu6vC2T4DgUUqpu/ur3io0fFpsumJybLzQTHjtc2i5vDMgoxyA38QUuWeAKjNWsvJnw3cXmyubAtEp0Wk3HHvaVLSCEKLsvzh21Btt9jn0zsESrq/gsasWQnoREelhL54xIPvGXj0E2Fewi7hWirN6x7g6Nx68xBy81NJKcVxPOuB3JCABgkDyaIHogavjYy5+jgQI+DUuhd5TxZyss2680Mxvn0PWweh356tyn1cOeIyXAMBlQirdUyVeUdB4ss76p3313ZX+/z6yTru98TRruYFox4k1fcVsD/KjP8PxXjHZ6xknIUQqosb0kN+gfzW57EW1eTkt+avfsQkf10qxnnF+X9bs3krxuTFxWZpAJi1IgCCQPFogelBkzjEcXmyp2eMwVbU+RQQQSvcOVP9pXz0toR4bpuGxUYq5dJ3TqjcULJHEDcJ5IN710UpfGhe/okBf2mivZ7rYJjGHcJdumglp9n9W7mOLMhWjGsoIU7ZBNSSSEyBOAi26M0d1Rz9VwRULVyidEegu0kiAIJA8WiB6oKQqecp0pmIjU/4VjneBXykq8cLB6n5xMn5bsTWffZ8QQpx2/d65CTMOSWKzeQwGCCEJtOi5MXGljTb/Xm6rO9pU+BxrN0tis9XDXxLRSV0JRiqm3Evy6dSbRXSiTVdobyjyr5g67IgpMjpZPjpZbrKxAb+3HwkQBEybLRA9KHrPZyo2mi9+jgQIeDcpTcFvALa6AltdgYhOlCaNsVR+07D7tsQZh3xsjgfBQ0uoAQn+nBTk+hx2c9oVveZqxr4T+E0pktDps5vPrTKXfaGOjgTIJRgtSXG/AwRMmy0QPchTb6akKlvtYbuhJIShAQhR8/kPCCGK7AVxN34miRtkbyhq2Hcn30GBP1gHo99/d9NPfyFOu3r4cu2Ez4KUyHJtRJiLnwdj5tEGCRAETJstED1QYppOn00IYcq+CFFYAILktOq54S1j+txPSVVxE/8rkmktld80Hf8b36FB5zjNNfVbxpsvrKWkqvgp3wS1QEeWnCdWptoNJdYrB4K3lCiBBAgCpr0WiB4U2QsIIVxLeICoxZSuYx2MPGW6RJNDCJHEZmsnbiAiifHEcqb8K76jA1/Zag/X/m+Yra5AEpudOONQCIY7pDPyCSH4kHQdEiAImPZaIHqQd58gohPtjcU2XWFI4gIQItPZ9wkhMX0Xuh6R95gcO3IFIUR/YAH2jrBgLvmobst4p7lG3nNKwoxDoSlM5oYDM1/8nDjtIVhcBEMCBIHhpQWiJ5FE0WsuIYS5iKtgEKWsNXvsDUUiRTKd9qthoZQDHlNkL2BtxoZdtznNNXyFBx1z2g0/PqE/sIA47cr+i+OnbAlZg3tpfK4kNttprrFc2RuaJUYqJEAQGN5bIHqgM+cQQsyluAoGUar57ErCnf5p1R1YO/Y/0qQxDmNZw947cYgvTE6rXrfjN6bT/yQiieaGVbGj3/Kjy3NXKLLmE5RCdxkSIAgM7y0QPci6jxMrUx2mKtTxQRRyMnVMxUYiksT0XdTG0yJJ/KT/ihTJ1po9jUceCXl00AF7Y3H9N6Msl3aIFMkJ03bz0teezppHCDFf/Jx1MKFfesRAAgSB4b0FYmstpdCl64IXEoAwNZ//gCt/bu96sUiRHD95MyWmm8++z90qDwJhqfq27ptRdkOJND438ZajHd7zESSS2GxpfC5rM1qqt/ESQGRAAgQB4EsLRA90xu8IIUz5Bpzkh2jDdX9W9nvQyzTSxJGaG1YRQhoPPWit2ROawMA7488v6nbNZm1GRa+5Cb/Zz+94PoreuArWVUiAIAB8aYHoQRqfK9HkOJk61PFBVLFUb3MYy8SqzA7vl1ZkzVMOWkKc9oa9dzqMZSGJDtrG2oz6/Xc3HXuGEBLUPoe+4yopmYqNrM2fYVaBIAGCgPClBWJr3BEM1wsOIEpwp39ivJ7+cYkd/rI8ZbrTXNOw6zb8zvHFYaqq3zaxpc/hpI0CGYhUrEyVdR/HOhimchPfsYQrgSZA69evz87OViqV8+bNM5vNfIcDHfCxBaKHa0cwqOOD6OAwVTFV31BiOib7Hp9eIJJoJ3wm0eTYdIWNBx8IcnTQBlvt4bpvRrX0ObzlaAj6HPoOTWW7SIgJUGlp6cKFC1evXl1aWlpZWfnyyy/zHRF0wMcWiB4ksdnSpDGszWip+jY4cQEIi/n8B8Rpp9NnixTJPr5EJNPGTfovJVWZL35u/PnFoIYHHn7V5/CWo1zPbuGg02YRkcRyeYeTqeM7lrAkxARo+/btN91004033ti9e/dXXnll9erVfEcE3rS0QFRl+lESyHVExBEMRAWnvfn8KkJITL+27n5vn0STE5e3gYgkTceewdFCiLj3ORzwePyULSKZlu+YPInoRHnKdOK0Y1gM/wgxAbLbr90WNGjQoOrqalwFEzKuBWJnC4A4dMbviEhiqd6K+gaIeEzlJoepSqLJkSXndfa18pRp6tznCSENe+faG4oCHhu4c+9zqB33Yex1b4S4z6HvWo4h0VTWL0LcqJMnT3766af37t07dOjQP/7xj4QQnU6XkpLCPbv/0OHKqmrXxDKZjBBy9epVXkIFQoizYjchxKIY5NdWkFHxY9m6fVdPrqJS7wp4bADC4Sx6lxDiTL3Hz++r5AeolEK2ekPdjlupsdsoqSbA8cEv2NNLnZd2EHk38YgPm2JHNAn594UeS0Ry65UDV8oLKUVPvqMJqW7dunVxDkJMgHJyct57773f//73BoPh4YcfFolEGs21XX3UsNzcwYNdf1IUWfflVwkJCXxECoQQUt9U6CBEmzlV4tdWMPeZ31S3T1L7jXYomt5CxHIYy+prd1FiOn7QA35fTGHHr2rYftFe/5O06CHtpG8Fe1oi3OmMRU5CtOM+lPW8ie9YOpRgyMxnStcp9FuUqX/mO5gwI9D9Z968efPmzSOEHD16dP369SrVtY4LNE23bjUjFotDGB1c47TqHfpTlJiWJw4nIn+2Qkyv240/Pmq9spey1vpeGQoQXkzn3yeE0L3mShVdOFoTa+Inbaz7ZpT18k7T8b/EXvdGwOIDN07DWUKIPGmUKBx+WRSZtzOl66zlX8YOfZrvWMKMEGuAGhsb77jjjrKysrKysscff/wPf/gD3xFBu7gWiNLEkX4fjIpkWq6Oz4zB4SFCsQ6G63elzHm4i7MSK1PjJ/2XiCSm0/80l3wUgODg1xymKqdVL6ITQza6exfJU6aJ6ESbrtBuKOE7ljAjxARIpVINHTp05MiRI0aMyMvLe/TRR/mOCNrVcgO8XxXQLnSvuYQbFgMgEjEVm5xMnTRxpDRxZNfnJk0ao7n+fUJI46EHuR0QAsjecIIQIvV5VB/eUWKaTp9NCDFfQELcOUJMgMRi8V//+te6urr6+voXX3yRoii+I4J2WTszCHx76PRZlFRlvXIARzAQkUyn/0kIiemzMFAzjOlzv7L/YtbB6Hbd5jTXBGq2QAixNxYTQiTaQXwH0gktx5AYF6yThJgAQRixdXIQ+Da5jmCYMlwFg0hjbyiy1R4WybSKrHkBnG3sqDfkPac4zTW6nTPRSz2AbHUFhBCh9Tz0Tt59gliZajeUcMGDj5AAgf9cLRC7XrzMdbNgynAVDCJN87mVhBBF7/kBHj5TJNHe+JlYlWmrK8AoGQHEnQGSJozgO5DOEEnojHxCiLl0Hd+hhBMkQOC/rrRA9CDv2VLHZ9MVdn1uAALB2oxco/OYvp3r/uwLEZ0YP3kzJVWZL6w1nXo94POPCkMSXwAAIABJREFURk57yyWwsDoDRAhR9JpDUEnZSUiAwH8BqYBuIZK0XAVDT3eIIObSdU6rXtZ9nCQuKDUlkrhB2vFrCSGGn/5iqd4WjEVEFXtjMetgJLHZAT5dF3zSpDGS2GyHqcpyeSffsYQNJEDgv18qoG8IyNwUve8hGBcMIkvL4F85i4O3CDp9ljr3eeK06/fO5c5egN/shrMk3CqgXVAK3VlIgMBPTqve3lBEielA3S8q6z5OrEx1GMusVw4EZIYA/LLVFdjqCkR0Ip0+K6gLUuU+R2fmO636hl23YVi9rgjHCmgXrsqeqdiIongfIQECP3W9BWJrvzQEwlUwiASm4ncIIYrsBZS4dfv6ANPesEYSN8jeWNyw707itHf8AmhLSwV0INo1hZ5EkyONz3UydbgY6iMkQOCnQBYA/YI7gjGXrsU3OIQ7p1XPXYzoevdnX1BSVfzkzSI60VL5TdOJZSFYYkSy64sIIZLYfnwH4ic0le0UJEDgp4C0QPQgjc+VxGY7mTrLlb0BnC1A6DGl61gHI0+ZLlZlhmaJYlVmXN56IpIYTyzH7dB+YG1Gu6GEEtNhegmMuK6ClW3AlVBfIAECPwWkBWJriuwFBKXQEP5MZ94mhMT0DVj3Z1/IkvM0o98m3CgZ6InXSddugA/cZf0QEytTZd3HsQ6GqdzEdyxhAAkQ+COALRA90Jkt3SxQxwfhy1qzx95YLFam0mnBLX9uLabfopi+C1mbsWE3RsnoHFvDCRK2FdAuaCrrOyRA4I8AtkD0IInNliaOZG1G1PFB+Go+u5Jwg3/xcS5BM+Y9WfdxDlNVw57bUU7nO3tDEQnbCmgXOnMOEUmYqm+cTB3fsQgdEiDwRzAqoF0UWfMJIeaSD4Mxc4Bgc5przOUbiEii6HM/PxGIJHF568XKVOuVA42HH+InhjDUUgEd5meARHSiPDmPOO24CtYhJEDgj8C2QPRAZ/yOEGKp3oo6PghHzSUfEaedTr1FrEzlKwaRIjlu8mZKqmo+t6q5+B2+wggv3Dg8Eu1AvgPpKlRS+ggJEHRawFsgehArU2XJeajjgzDVfPZ9QkhMvwf5DUMan6u5/n1CSOOPj2N4hA45mTonUyeSaUN2117w0GmzKDFtrdnjMFXxHYugIQGCTgtGC0QPit64CgZhyVL1rcNYJlZlylOm8R0LUWTNUw19hhslw2Es4zscQeMqoMVhfv2LQ0lV8rRbCJrKdgQJEHRaUAuAOHTaLCKSWGr2oI4PwotJGKd/XNRDn5On3eJk6nQ7Z+KashdcBbQszCugXVBJ6QskQNBpwWiB6EFEJ9KptxCnnSn7InhLAQgsh6nKUr2VEtMxfJU/tyaSxN34mUSTY28o0u+/m+9ohCsyKqBd5CnTKKnKpiu0G0r4jkW4kABBpwWpBaIHOjOfEGLGyMYQPprPrSROO50+W0Qn8h3LNZRUFTd5s0imZSo2GgsxSkbbIqYCmkOJ6ZaGQOgJ3j4kQNA5wWuB6IFOm0VJVdYrB1DHB+HBaW8+t4oQEhOSwb86RRKbrZ3wORFJmgqfZypwb0EbWtpAB+fGDl5w44KZS3EvWLuQAEHnBK8FogdKqqLTZxNCzBc+CvayALqOqdzkNNdI4gbJugfx6rDf5CnTYkf8nRCi3z+fq3cBF7uhhLUZRYpkkUzLdywBI+8+QaRIthtKuJNb0BoSIOicEFRAu9AZ+QQ93SFMcKd/lIIpf25NOfBJRfYC1mbU7ZyJ2wvc2fWnSPj3gPYkknBXwcwlOIZsGxIg6JygtkD0QKfeLKITbbpCHLCCwNkbi7nyZzprHt+xeKO5/j1p4kiHsQyjZLi7NgxqZOGayjLlOIZsGxIg6IRgt0D0JJK0XAXDvWAgbM3nPyCEKLIXCPwaCiWm4ydvFimSrTV7DEef4DscobDVFxBCpNpBfAcSYLLu48SqTIepynrlAN+xCBESIOiEELRA9KDImkcIYXAvGAgY62C4hisCuvu9fSJFcvyk/1Ji2nTmbS5vg18qoIfyHUjgtTSVRSVlW5AAQSeEsgCII0vOEytT7YYSbtEAAsRc/MLJ1EkTR4ZLEYk0aUzLKBmHHsS5AdbBROolMOK6ClaxEVc8W0MCBJ0QghaIrXGl0OaLuAoGAiW07s++UGTfoxy0hDjtDXtuj/JOE/bGYuK0SzQ5lJjmO5bAk8bnSuNznUyd5dI2vmMRHCRA0AmhaYHooeUqWPkGHMGAANkbimy1h0UyrULY5c+txQ5/Wd5zitNc0xDdo2TYG88SQiRxkVYA5IKmsu1BAgS+sukKQ9MC0YM0caQkNtthqrJc2RvK5QL4wlT8DiFE0Xt++J0/EEm0eeslsdk2XWHj4Yf4joY3kVoB7dJyDFmxkXUwfMciLEiAwFdcBXQIWiC2xrU0RSk0CA1rM3KddmP6LuI7Fn+IZNq4yZspqcp8Ya3x5xf5DocfkdcD2oNYlSnrPo61GTE4vAckQOAra8groF0Uve8hhDBlG3AEA4JiLl3H2oyy5LzwvYAi0eTE/TJKhqXqW77D4YGdGwVM04/vQIIITWXbhAQIfGULYQtED5LYbGl8rtOqt1Sjjg8EpDkMy59bk6ferB7yDHHauWruqOK06h2mKkpMR+QtYC6KrHlEJLFUb0UHcHdIgMAnTqve3lgcuhaIrXDdLHAVDITDVnvYpisUKZLp9Fl8x9JVij73k18OcqKKg7v+FbYn8HwkohPlyXmsg2EqMRTuNUiAwCe2qz+Q0LZA9EBnziFcHV8U364CgmI6u5IQEpO9IPzKn1sRK1NFdKKTqYu2W+Jt9T8RQiSRWwHtosjCMaQnJEDgEx4LgDhiZaqs+zgcwYBAOK167rckpl9Ylj+3xu3dtrojfAcSUlwFNF8ntkOJzvgdJaYtl3ZEW47rBRIg8ImNjxaIHhTZCwgh5gtreYwBgGM+/wHrYOQp08WqTL5jCQwuCbBG2VUwW0MRidAe0B4oqUqeMp0QgnvBXJAAgU+sfLRA9ECnzSIiieXyDtTxAe+az60ihCj7L+Y7kICRJowkv9wSFT249yuNxFHAWmsZFwxXwX6BBAg6ZtMVsjZj6FsgehDRifIeU4jTjqtgwC/L5Z32xmKxMlXecxrfsQSMNGEEIcRWV8B3IKHjNNc4rXoRncjvN1vIyFNvpqQqW+1hu6GE71gEAQkQdIzHFogeWo5gSj7kOxCIai13v/dZyNc9AcEgVqaKlalOqz56fh2jpwKaQ4lpOn02IYQpw9CKhCABAl/wXgHtQqfNosS09coB1PEBX5zmGqZiIxFJIqb82aXlKljDCb4DCZGWCuhIvwfeHSop3SEBgo7x2ALRAyVV4QgG+NVc8hFx2un02ZF33USaOJJEUx10SwV01JwBIoTIu08Q0Yn2xmJblBV7tQkJEHSA9xaIHrhxwXAEA/xw2puL3ybc9a+Iw+3j0dMOMaoqoFuIJIqWoRVxDIkECDrCewtED/KUaSKZ1qYrjJ5KBRAOy6VtDlOVJDZbnhI55c8u0sTRhJDoOTfQMgxqNJ0BIr80leUG8Y1yfv6kff55G/fRKZXKESNG9OzZs2shgbAIpwCIQ4lpOjO/+dwq84WP1MNe4DsciC6miBj8qz0iOlGsTHWYquwNRRE/OoS9oYh1MGJVJiVV8R1LSMm6j+O2svXKAVl3Plu78c7PBOjtt98uKCjIzc2VSCRNTU0XLlzIzc2tra2tqKj44osvbr311sBGCTwSQgtED3Svuc3nVjEXP0cCBKHkMJZZqrdSYlrR+x6+YwkWacJIh6nK1nAi8hMgw1kSBaOAtUmRvcB4Yrm5dF2UJ0B+XgIbM2bMO++8c/jw4QMHDpw4ceLPf/7zpEmTzp49+69//euvf/1rYEMEfgmhBaIHefcJYmWq3VASVT1LgHfNZ1cSp53OzBfRiXzHEizcL2I07Fn2hiJCiDTKrn9x6IzfEUKY8g3Eaec7Fj75mQCtXLly7ty5rj8fffTRN954gxBy5513lpaWBiY0EACBtED0JJLQGfmEEHPpOr5DgajhtDeXfEgIUeY8zHcoQSTh6qDrIz8B4kqdJMK4tyPEpPG5krhBTqbOcnkn37Hwyc8EKC0t7csvv3T9uW7dul69ehFCioqKsrKyAhMaCIBwWiB6UPSaQ7gjGICQYCo3Oc01krhBwqmHC4Zr/aAj/dxASxMg7UC+A+EHdy9YlJdC+1kD9NZbb912223vvPNOWlpaaWlpRUXFpk2bCCHLli37v//7v4BGCHwSWgW0izRpjCQ2224osVzeKe8xme9wwoa9oYjrfss7sbp3eNUfmM68TQhRRmj5s4tIpuX2LJu+SCCdL4KBdTD2xmIikkTDMKhtojPnNB17hqnYyDoYSkzzHQ4//EyAJk+eXFpaumXLlqtXr86dO/c3v/lNbGwsIWTlypU9evQIaITAJ+G0QGyN7jXXeGI5c/FzJEA+cppr6r+f6jTX8B0IIYQQkSR2xN+VA5/kOw6f2BuLrTV7KKkqgsufXSTxuXZDia3+pwhOgOyuQeCF0d0j9CSx2dKkMbbaw5aqb7mSoCjk/7a/cOECISQhIcFsNn/99deEkAULFqSnpwcsNOCb0FogelBkzjGeWM5UbNSMeS9qv8V8xzoY3c6ZTnONND6X97oH1m5kyjYYji6xNRRprn9P+AegzWdXEkIUWfOj4ZZpWdIYpmxDZA8Lb9efItFaAe2i6DXXVnvYfGEtEqDOefLJJ997770RI0bI5XLXgwsWLAhMUCAMQmuB6EESN0gan2vTFTJV39Lps/gOR+gaDz5gq/v/7d17fBTV/T/+987ObGazm2STLCRAIAEiUIwYBUGQAlUUFRT8AEKRAip+vGBVqkV6SWtbb1VrwVvhI/2I/UmLhVb8CBV+inJTriJIwIAJBAgQIJfdsMludmdnv3/MEmIIIdmdmTO7+3r+4QMm2Zm3ITl57znv8z67zPa8jFs+McImJt/Rf7m2zPKWLpXcJRk3fmCsKvvvCwV9yvm7yVfczzoWPShlQPF9IEYiV0A3EXMn1u16qvHE2lDAkwiZ/cUi/MW2ZMmSzZs3Dxw4UN1owFAMWwDURMybFKjZ4zu6EglQ2+r3/8lb9p5JsGfc9JERsh8iEnMnZqb0rv3srsDZbWf/75qMmz5SDqIyIN+R92W/S+h0vWEjVNf5I1GLSZaM+eYneuEe0IlaAKQw23KSskc1nvzUW/5+giT3LUS4Cyw7Oxu1PnHPgC0QW1AKMnzHVoUCHtaxGFfjiXV1X80nIscP3zNU2zcho9A5dqsle5Tsraz++IeGbWqgdH+O+/LnJibBzqcXhIK+gKuYdSxaCSTgKWCtEcPngrVytEMiiDABKioqeu6559QNBYzGgC0QWzDbcixZw0MBj+/4h6xjMSjJXeLaOJVkKaXwGQPOk3HW7MxbPknu+1Ao6HNtmn7uq18Ybfd1oGpX4Ow2zuIQe05hHYt+wqeinvmCdSCakH1VsrfSJNjN9jzWsTAm5k40mcXGyg1G2RuhrwgToFmzZr311lv896kbGbBl0BaIFwmfbFyOhkCtCAU8tZ/dJftdYt4ke+FvWYdzCRyfNvQvaTcsIY737HuxZv0dhprPa/jur0RkzZ9l/EptFSmrYPF6KqrkKqbEOwO1VZzFkdTtVpIlb0IeDh9hAlRaWnrkyJHS71M3MmDLsC0QWxDzphDH+ypWy74q1rEYjCzVbvqx5C7h0wscN7zDOprLSL7i/sxbPuGs2Y0n1latvk4p0WAuFPAoneKS+z7IOhZdXWiHGI8CNXvp/CwXhFfBErKpbIcTIL/fT0R5rVE/OmDH+BXQCk50JmWPIlnCKlgL5/b+rvH4ak50Ztz0UUxs8bBkj3KO3SpkFErukuo1QxtPrGMdEXnL3g0FPJbsUYlWLStkFBLHB1zFoaCPdSzqQwV0c2KP8SbB7j+9RapLuFmMDidA11xzDRGZWqNBeMCMkVsgtmDNn0VE3rKE7unegvfwMs/eZ4nj00etiKFCB7M9L/O2zWLeJNnvqlk/rn7/n9jGEy5//sGjbMPQn0mwC44CkiWlYWCcQQV0cyazKPaYQES+8oRbBetwAvT5558T0fHWaBAesGHwFogtiN3Hm8yiv3JDsL6CdSyGEKja5d76EBGlDV5gyR7FOpyOMQn29FErUgqfIVmq2/mUa8u9rCYhAme3SbXFnDVb7G644nEdKHv+A1XbWQeiPtQAtWDtNZ2IvIm3F6zDCVDnzp2JKOci9fX1GoQHbBi8BWILJsGe1H0cEfmO/ot1LOzJ3sraz+8KBTzJfWYnx+y55fbC36bfuMok2L2lS6s//iGTLSr1JW8SUXL+rJj4KVCd8uYn/tohBj3loYCHs2YbpCGWESR1uYkTnVJtcbyWvV9KhEXQ8+bNa/pzMBh86aWXBg1KiBZhCSJWCoCahN/BlC5lHQhrslS7YXKwvsKSNTzt+r+wjiYqYo/xztu3mu15gapdZ//vmoC+v4llX5WvfCVxfKKVPzcRnEMoHjeChQ/BiIW5bf1wfHgVLMHeQ0aYAB06dKioqIiI9u/fP3To0BUrVmzevFnVwIAl47dAbCGp2xiTYA/U7EnAOr7m3Nse9p/eYrblpI9aEQfzFnx6gXPcznCnxLU/8pa+q9ujvWXvhoK+pG63xlAFlbr49ALieKm22FBdCaIXaDoGFZpRmsomWiVlhAnQP//5z927d995550jR46cNm3a9u3bCwsjTKjr6urWrVuXl5e3cmV4G57H45k7d27Xrl07d+782GOPSZKxGqMlAuO3QGzBZBbF3EmUkHV8TRpK3mw4tMQk2NNv+sjg3ZvajxOdFzolbplVt+vn+nRKbDi0hBKp+/PFTGZROSs0ziaBpHAFNGaAvseSNdxsywl6yv2nt7CORT8RJkAWi+Xf//53Y2Pj9OnTn3jiCY6L8D5ENHr06KKiouZ32Lt3ryzLO3fu3LVr17Zt2xYtWhTxzSECsdICsQVr74ReBfNXbnDveIKI0oYuirfBvVmnxPriV2rW3yH7XZo+sPHEOsldYrblJHUdo+mDDE5ZBA9Uf8U6EDUFwhXQV7IOxHDONwRKoFWwDicuTX2fbTbbp59+unDhwig7Qe/YsWPHjh19+vRpunLDDTcsXLiwW7duPXr0uPvuu3fu3BnZnSEysdICsYWkrJGc6JTqSuPsDWt7BD3ltRsmkyzZr/61tdc9rMPRRPNOidVrhmraKbHhuyVElNzv0ThYRoxGeCNYdRy1Q5QlNAG6FGXo8B5+z2jH0Winwz/eunV8liTpu+++W758+SOPPKLPE1Uh1ZVSSIrpn66Yq4AO43hrr+n1BxZ4Dy+LtymQNoUCnpr1d8i+qqTu41KuNup5F2pQOiXWfnZXoGZP1err0ketTOqm/gyN7K30HVtFHJ+cP1P1m8eW+OsHLblLSJb4tH4x0RpUZ0JGIZ+aL9WVNp7emNTlJtbh6KHDCVBTx+ft27cfOnQoGAw2fWjWrFkqRUVE9MQTT7z55pvDhw+fOnVq8+tlR8prXBcmwM0cR0Tnzp1T8dERk85saNxxrzlzqDj076xjiVzj6S+JKJAyyCBf1faTO91GtMB7+B+mvr9hHYt+fFunSbXFXEof4dq3z9V7WYejtcykH35Mu38aOL6yZv04S/8iS9+56j7Af+A1kiU+Z0K9ZKNY+xFQmTnXZBYld0ldTYVJSGMdjQoCp3YREdnyY25w0wfX/ce0/w91Je+I9sGsY7m8lJSUKO8Q4QTvk08++Ze//GXgwIFJSUlNF9VNgF5//fVf/OIXTz/99L333vv++xcqW00mk9l0YeVOKR4yQh/qQNn/+PY+TbIknVwtu/eZHQNYRxSJUMAtnztEvI1Pu5IM8FXtEL7TMFNyD7nhmFy9zewcyjocPfgPvCCdXG0S0qw3rEiUN7WCXRzyDpfWv7H49/7i34bOfZt07euqnVQqS9LRvxGR0Ot+I4wqjJkFLq1/sGa37NrDdx7FOhoVhNz7iMjsGIB/3FYJ3Sf59/9BOrGKrl2QCKf/RpgALVmyZPPmzQMHDlQ3muZMJlO3bt0eeeSRiRMnNr/eKy+3xWdu37Xbbmc69MuSe9vDvkNLiIhPL5Bqi0Plb9uHG/34yVY1VmwkIovzOnuqg3UskQhdMcOz91k6+U973s2sY9Gc79iH5w48TxyfPur9pOyYTLgjN+h3jdmDazdODRxdTvWlGSptfGusWCM3nODT+jl6jYv+bnFAzhpWX7Nb8B602ePhC+JvOEREyVnXimx/ZRiWfYDfOShQtUtwfyH2iP8G6BHu3srOzu7SpYu6oTR5/vnnX3/99dOnT588efKll1668cYbNXqQKmRvZfW6Hynbjx0j3su85ROTWfQefi9GG9Kc3wAfawVA54m5E4nId2xV3NfxSbXFrs3TiSh14ItalMIYX1LOWOftW/nUfBU7JdZ/+wYRJfeZHf2t4oOQOYjiqB+0crQZn9qXdSDGlVBNZSNMgIqKip577jl1Q2kyderUL774YsCAAQMGDMjMzHzrrbc0elD0lGJMpfVc5pjPrb3u4azZYs+pJEueb7T6+mgqEKMV0OcJGYVCRqHsq2o8yf4sce3Ivqqa9XeEAh5r/izblU+yDocZPr0g8/atSV1Hq9IpMegpbzyx1mQWrVfcr1aEsU6pg5biYmdlKOAJespNZpFPxylgl6S8h2w8sTbOGmC2KsIEaNasWW+99Rb/fdHEsXbt2kmTJil/7tWr1/Lly0+fPl1VVfXXv/41Lc2gxXfeI+9Xf/zDYH2F0Ol657idypZRIrIP+BVxfIxOAvlj5xD4SxHzJlF8H+ynnHfhKRecg9KGxvZ5F9HjRGfG6I9tP3g0+k6JDQcXE5HYcypnicn1Xy3w6QUmwS7VlWrde0kH4TNQY3mLrg7MtpykrqNDQZ/v+IesY9FchAlQaWnpkSNHSr9P3cgM7tzXRa6NU5UjJ523bW5ef8Cn5lt7TY/FSSClBSKfmh/TxwQq3Sx8x1axOkVca3U75/orN3DW7IybPkqEQsXL4/jUIa9H2SkxFPQ1lC4lIluiHv51KUpTCeWA5JgWqNlLRHwi9ciIjNIRMRFWwSJMgPLy8pKSko4ePaqkPiUlJR988IG6kRmW0nbFs/dZ4vi0699IG/b2xd3SmiaBgp5yFjFGSGmBGLvrXwqzPc+SNTwU8MRlS9OG7/5a/+0bJrOYceMHsdWqW2vJV9yfOebzcKfE1dd1tFOi79iHsrdSyCiM9e9/1SllQHHQX1T5lhCw/nU5YvfxxPGNlRtkXxXrWLQVYQK0ePHi3NzcmTNn3nzzzY8++ujYsWP/85//qBuZMUl1pVX/Gdp4fDUnOjNuXpvcb06rn9Y0CVR/YKHOEUYj1iugm5w/F2wl60BU5j+9xb31IVLOu4j9fybVWbKGO8ftFDIKpbrSqtXXNVasaf9rGw4uIqLkBD7861LC/aBjvx2iksNhCeyyONEp5owjWYr7oxUjTICee+651atXl5eXW63WvXv3zp8/f8KECepGZkCNp9ZX/2eoVFscLr1ss1emfcCviKjh4CLZW6lXgNEKV0DHcgGQwtpzCnF844m1cVC40CRYX6Gcd2EreMqa8E2KL8Vsy8m8bbO159RQwFPz2YR2LkNL7hJ/5QaTYI/Xg0SiIaRfTXFxIIZSA6SUdUPb4r+SkogiToDOnDkzYsQIIsrMzKypqXnwwQeNvFdLFQ0lb9Z8cqty4ICy+bbtz+dT88UeE0JBn2ffH/WJMEqy3yW5S0yCXTkCOqZx1uyk7FGhoC9uVsFCAU/t53fJ3sqkrqNTr32BdTiGZhLsjpH/SLn2WZKlc7t/7dr8k8vuZ2koeZOIrL2mJ0ozyY7g0ws4iyNYXxHTCyKyt1L2VXEWBxaO20PsPt4k2P2ntwTrK1jHoqEIE6Brr71206ZNRHTFFVfs2rXLZrOVl5erGZehyJL7ywfc2x5VDpvMuOmjdo6S9sLfUuxMAilFjkLmoPg4ADJ8snG8vINxb3s4ULWLT813jFoRH/9AWrMP+FXG6NUmwe4te6963Y/aGMdDQZ+37D0isl1iRRvOr4JtZx1I5MIV0CgAah+TYBd7TCAib1lUrSUMLsIE6Je//OXChQuJaObMmQ899NDEiROHDRumamBG8b0+hyOXp1zzh/a/VsgojKFJoLgpAFJY86aYzGJj5YY4eAfj+eY5b9l7JsGeftNH2KHdfs07JVatvu5SnRK9h5fJfpfQ6Xr8drwUZedUTJcBhSugsQWs3eK1krK5CBOgcePGrVmzhohmzpy5aNGiSZMmLV8eJ2+1m1PGzXCfw9s2W3tO6egdLkwCGb4YJdZbILZgEuxJ3W4lWYr1VbDGijXn9jxDROkjl6N+s6Oad0qs+viHrXZKVMqfbSh/vjTlfZE/lsuAUAHdUWLOWE50Bmr2KO2z41KECZAsy01/vuOOOyZPntzixK444D28TJk5b9paEsFNmiaBGgy/HSwOWiC2YO09nWK8jk9yl9RunEqylHLts0k5Y1mHE5PCnRL7P0Gy5Noyq27H3OadEgNVuwJVuzjRKXb87U3i4JU66Fg+EAMV0B3G8eFVsPjdC9bhBKiiomLo0KEWi2XkyJHV1dVE9MUXX1x77bWG7dccCVk693WRa9N0pc+h0lwk4psp28HqDyww8iRQfLRAbCEpZ6xJsAfObovFltxEJPtdtZ/dFQp4rD2nKt9FECGOTx38Z8fwpcTx9QcW1Hx6W9MPY8N3fyUia/4stJRsA5+az1kcsq8qdheUlWkMM2aAOiLcVDaW30O2rcMJ0Lx583r16vXFF19kZWXNmzfvtddeGz169E9/+tNVq1ZpEZ/+QgFPzed3td3nsEME5yBL9ijZ7zLyJFB8tEBswWQWlXcwMdnNQpZcG38suUuEjMK0YW+zjiYeWPNnKk3bG09y4jBDAAAgAElEQVR+qnRKlP0upd1tMg7/uhxlcAhUf8U6kEhI7pJQ0Ge25aCErkMs2aPMthyprtR/egvrWDTR4QTos88+e+GFF4YMGfLSSy+98847zz///Mcffzx//nyTyaRFfDoL90+7XJ/Djkop/C0ZexIoziqgm1jzZxGRsscnttTt/kXjibWcNTu93bsO4bKaju1TftLrtj4cCvqSuo5GachlhTeCxWYZkOQ+SDgEIyLhUugYr6S8lA4nQGfOnMnJySGiHj16hEKhr7/+etSoUerHxULjqfXK+8L29DnsEEv2KINPAsVNC8QWkrJGcqJTcpd4Dy+L+IxM/XlL360vfoU4Pn3kP8y2HNbhxBWzLSdzzOfW3tNDAY9SH4buz+0RPhAjNjeCSaiAjlR4FezoyhgaP9uvwwlQKBTiOI6IlP926dJF/aBYqD+wsOaTW2W/q519DjsqPAlU8oYBT+iMpxaILXG8tedUInJtmn7mXz093zxn/J5MgapdTeddWLJHsQ4nDpkEu+OH/1/Ktc8Sx3PWbLH7eNYRxQClfDhG66AD4QroQawDiT2CcxCfmh+sr2g8vZF1LOqLpLpl165drf550KDY/PaSJdeXDyilACmFzygb11WnTAL5Kzc0HFxs6/+4Fo+IWJy1QGzBfs0fzPa8hkNLJHfJud2/PrfnGbHHhOS+D6k4w6ci2VtZs/6OUNCX3PchFKZoyj7gV0JGYaC2OC6/7VVntuVwolP2VUl1paq/P9Sa0gSIT+vLOpCYJPac6tn7rO/IcmOOmdHo8E++zWZrWvNq/mci8ngu02/egGRvZc1ndwXObjMJdsfwpWKuhpv57VfNr6nc4Nn3YnLfBw215SReC4AUnMVhu/JJ25VPNp5Y1/DdEt+xVb7ylb7ylXxav+Q+s61X3G+cushQ0Ffz2V2yt9KSPSptyOusw4l/STlj0Vyg/YRO1zceXy3V7o2tBCgU9Em1xcTxWAKLjLX3TM/eZ33lK1OHvG6o31zR6/ASmOfStIhPU039Yc32vMzbNmua/RBRUrcxQkah7K1sOLhY0wd1VJy1QLyUpG5j0ketyJp8POXaZ822HMldUrfzqTPvd3FtudcgE/vurQ8r343pOO8CjEfpheY3xg9L+52f/ukXZ7+8dcOn5gsZhbLf1XhiHetYVBZhI8Q4cKHPYfYo59it+rRItxc+Q0SefS8aqhIo/logtoGzZtsH/KrzxCMZo1cndbs1FPR5S5dWrRlatfq6hoOLL3tqpnbqDyz0li41Cfb0Gz+Ip25MEDeUSWKloDiGSMopYJj+iYLSVDb+GgIlZALUos/hLZ/odj6w2GO80SaB4rIF4uVxfFLO2IybP+486Yj9qvmc6FRKj8+s6F63/af6t35vPLW+btdTROQYvhTHFYExCc4hFIMbwcIV0PixioKYN4WIfMdWMXyLqIWES4C+1+dw6KLo+xx2lDIJVH9ggUF2FcZlC8T2M9vzUga+0HnyccfI5Zas4bLfVf/tG2c/vKpqzVDvkff1maiT6kpdn08iWUopfEbrdViAiHGi02zLUTaNso6lA8JLYPG3xVVHZluOJWt4KOjzHf+QdSxqSqwEqHmfw8xbPknu+6D+MSiTQEFPuffwMv2ffrH4roBuJ5NZtPacknnb5k7j99l+8ChncQTObnNtnHpmRfe6XT8Pesq1e3Qo4Kldf4fSf0GjHYgAagl3A4qpftDKlBXvuJJ1ILEtdpvKtiGBEqDGE+ua+hw6x+1k2GHFdtV8IvJ886wRJoHitQViZPj0gtQhr3eefDxt6CLBOUj2VdUXv3JmZc+aT27zHftQi3+v2k0/Vr4n00f8Q/WbA6gr3A86dlbBZL9L9laaBHts7VwzILH7eOL4xlOfyr4q1rGoJlESoPr9f6pZP072u8QeE5y3bzXb8xgGY82dyKfmS3WlzCeB4rkFYhRMgj2574POcTudY7cqx2Q2nlhb+9mEM//q6dnzOxVbKZ77ukiZj0z/0Qc47wKMT6mkiaEDMZR6PlRAR48TnUndbiVZiqdjMeI/AQoFfa4t99btfEqpsUi/0QC/aTjePuDXZIBJoPhugRg9odP1juHvdJ5yKnXwAj6tX7C+4tyeZ06v6F67YXL0O0K9R95XatEcI5fj7SnEBGWqOBA7G8Gk2r2ECmiVKF31vYfjZxUszhMg2VtZvfZH4d3FP1ppnBoLa697jDAJhAKg9uAsDlv/xzvd9W3mrZ+LeZOIyFe+suaTW89+8IP6/X+KbEI4ULPH/eVsIkobvCD++qtCvOIsDj41PxTw6L9TMjKogFaR2H28ySz6T28J1lewjkUd8ZwABap2nf2/a3Trc9gx5yeB6g8sYBhFgrRAVIsle1S4leLAFy+0UlzR3bX5Jx1qpSh7K2s/uysU8FjzZyX3m6NdwACq48OrYLFRB+1XKqDTkQCpwCTYxR4TiMhX/j7rWNQRtwmQ9/Cy6o9/qJwqoFufww5RJoECNXt8x5htLEyoFohq4azZ9queDrdS7D4uFPR5y96rWjP07IdXtauVoizVbvxx0FMudLreMextXUIGUI0yYRwrZUBBdwkRCelXsw4kTojKKli87AWLxwRIls599QvXpumhoE/nPocdw/G2/k8QkWfPM0yen6AtENWitFK86aNwK0VrtlRb7N760Ol/dnFvfbiNBQL3tof9lRvMtpyMGz9A6RXEHD52DsQI1lfIfhcnOjHEqSWp2xjO4gjU7JHqSlnHooJ4S4BCAU/N+js8+14kjk+7YYn+fQ47xHrF/Zw1m9UkUIK3QFRLuJXipCOOkcst2aNCAU/DwUXhVoqHl7VopdhwcHHDoSUmwZ7+ow8MmpcDtEnIHEjK7ioDdPFoGyqgVWcyi0odpLfsXdaxqCCuEiDJXVK1+rrGE2s5a3bmLZ8kX3E/64guw2QW7UpPIBaTQKiAVlG4leKtn3e669sLrRQ3TVdaKSrvlvyVG9zbHyUipckQ65ABIhGugw76lCMmjAwV0FpQVsHi41yw+EmAGk+tr14zVHKXCBmFzrFbGfY57JDkvg+ymgQKnNlCaIGoNj6tX+qQ1ztPOZV2w5KmVopn/31FzSe31W78McmS/ar51l73sA4TIHJCuAzI6HXQ4R7QaAKkqqSskWZbjlRXGkP9MC8lfhIgk8ksSx4xb1LmbZvZ9jnskKZJIJ23g8m+KqmuFC0QNWIyi8lX3O8ct9M5bmdyn9lKK0XZW5nU7daUa/7AOjqAqCgHYhj/WHhlBkhZswPVcLyYO4mImDfyjV78JECW7FHO27emj1rBvs9hBymTQP7KDf7KDbo91I8WiLoQnIPShr3decqptOvfSOp2a/qoFfiCQ6xTUgr/6S2sA2mTLIWXwDADpDZrzylE5Du6knUg0YqfBIjOn1MTc0xm0faDR4no3J7f6fbQAAqAdMRZHMn95mTc/HHMZecAFwsfiOEqblHjbyiSuyQU9PGp+fihU53Q6Xo+NT9YX9F4aj3rWKISVwlQ7EruN4ezOPScBPKjBSIARMQk2Pn0ApIlI/eDluoOEiqgNRMfpdBIgAyBsziUnkA6TQLJktLHDC0QASAC4Umgqu2sA7kk5cAyrH9pRNnJ4Tu2ysizgJeFBMgokvs/Hp4E0n5lPeAqRgtEAIhYuB+0geugldmpGK2LMD4+rZ+QUSj7qqI/FpohJEBG0TQJVL//T1o/K3wIPNa/ACAignMInd9nbkySq5iI+NS+rAOJW+GToWO5FBoJkIEok0C+Y6u0fl+FFogAEA0+vYA4XplLZh1LK0IBj1RXShyPJTDtWHvPJGUVzJDfA+2BBMhAOIvDmj+LiDwaVwKFD4FHARAARMRkFgVHAcmSMVfBwh2AHAXoOqEdsy3HkjU8FPD4jjM7zztKSICMxX7V0yazqOkkEFogAkD0lPIaY/aDDtTuJVRAa8+q7AUrj9VVMCRAxsJZs5P7PkRaTgKhBSIARC+8EazaiGVAqIDWh5g3hTjeV7Fa9lWxjiUSSIAMp2kSSKMeG2iBCADRC9dBG3MJTKmAxgyQxjjRmZQ9imQpRlfBkAAZzoVJIG22g6EFIgBET8goNJlFqdaIddDhJkCOK1kHEv+UulVv2XusA4kEEiAjsl/1NHG89/B7Ul2pyrdGC0QAUAXH8+kFZLxJINlXJfuqOIsjhk7Fjl1i9/Ems+iv3BCsr2AdS4chATIizppt7TWdZMnzzXPq3hktEAFALeF2iAbrB61UQJux/qULk2BP6j6OiHxH/8U6lg5DAmRQ9gG/0mISCC0QAUAtfEYhnV9VNw6letKCCmi9WHtNJyJv6VLWgXQYEiCD4lPztZgEQgtEAFCLkDmQiCSDLYEpTYBQAa2bpG5jTII9ULNH/ZoNjSEBMq6mSSDZW6nWPdECEQDUIjgKTGZRqiuV/S7WsVyglDmiAlo3JrMYbgh0eBnrWDoGCZBxXZgE2vdHVW6IFogAoCaON2A7xPAMUEYh60ASiNhzKhF5D8fYXjAkQIZmv+ppImo4uEiVSSC0QAQAdQmZg8hIq2BSXWko4OGs2ZzFwTqWBJKUNZITnVJdqdG2BLYNCZCh8Wn9xB4TQkGfKpNAaIEIAOpSZoD8p7ewDiRMcu2n812qQT8cHy6FjqlVMCRARmcv/C2pNAmEFogAoC4h/Woy0oEY4fWvdKzy603MnUhEviPLWQfSAUiAjE7IKFRnEggtEAFAbXx6gUmwB+srDHIalDLKocxRf5as4WZ7XrC+wjjTgZeFBCgGhCeBvlsSzVYLtEAEAC2ET0U1RjvE8xXQV7MOJBFZe08nIm/Zu6wDaS8kQDEgPAkU8DQcWBjxTdACEQC0oNRBG6H6NRT0oQkQQ+FVsGOrSJZYx9IuSIBig7IdrP7AgogngdACEQC0YMkaTkSBKvZlQJK7hGSJT+tnMousY0lEQkahkFEo+6oaT65jHUu7IAGKDUKn6y3Zo2S/K+JJILRABAAt8Iapg5bcBwkV0EyJeZOIyBsjpdBIgGJGSuFvKdJJILRABACN8Kn5nMURrK9gfh44KqCZs/a6h4h8x1aFgj7WsVweEqCYYckeFfEkEFogAoB2DNIPGj2gmTPb8yxZw0MBT0wcDo8EKJaEJ4EOLupoco0WiACgHSXnYL4KppwDz6f1ZRtGghNzJxGRr3wl60AuDwlQLAlPAnkrGw4u7tAL0QIRALSjvLliuxFM9ruCnnKTWcQWMLasve4hjm88sdYgraHagAQoxtgLniIiz74XOzAJhBaIAKAlwTmEzs80sxJED2hj4ERnUvaoUNDnO/4h61gug30CVFdXt27dury8vJUrwzNmS5YsMTVjsVjYRmgoSTljhYzCDk0CoQUiAGjKbMvhRKfsq2JYB61UIPGogDYA5XB44x+LwT4BGj16dFFREcddiGT27Nmh8xYvXnz77bczDM+A7IXPUEcmgdACEQC0powwDPtBKxXQAmaADMCaN8VkFhsrNzDfGNg29gnQjh07duzY0adPn4s/FAqF/vznP//sZz/TPyojE3uM79AkEFogAoDWlAMx/OxWwQJKBTRmgAzAJNiTut1KsmTwvWDsE6A2rF692mazjRgxgnUghqNMAjWUvNGejuNogQgAWlMOxJDY1UErjxZwCpgxhM8FM/YqmKG7wrzyyisXT/80eL2BwIXf+pzJRESSFBsnj6iF7zqWT79aqt3r+e5vYu8ZbXxmUwtEk71fon2VAEA3prSriShQtYvJOCN7K2W/ixOdsuCUMdAZgDl7jEmwB85ua6w9aE7prcUjeD7aBMa4CdBXX3115MiRu+++u8X1r/fuO37iRNNfLYKFiGpra3UNzgDk3Aep9hHPN896Hbe10d4wdPoTIqLUq2vd5/QLDgASjo2SOsuNZ2oqdptsPXV+dujMJiIK2fom4O8C4+p8K51Y6Sp5l8ufq8XtO3XqFOUdjJsAvfzyyz/96U8vTvFuuH5wiyuL3/lb9F+I2JP5wNnDr0p1pfZz/781f+alPuvcsQMeIlvOj1IS8EsEADqqzRrmO7Yq1XRc7NRylNZa/ZlTdUTJna9JxUBnGI0FD9WcWMlVftBp6POsY2mdQWuAjh49um7duv/+7/9mHYiBcbx9wK+JyPPNs21UAqECGgD0oRyIwaQOGhXQBpSUNZITnZK7hG2HzDYYNAFauHDhjBkz0tLSWAdiaNZe9/Cp+VJdqbf8/dY/43wLRFRAA4DWlI1gTNohogLaiDjeGm4IdInfUKwZJQFau3btpEmTmv766quvLlzY4SM/E875SaD64lda/Xi4BWJaP87i0DcyAEg44X7QLN7uh49BxQyQwYh5U4jIe/g91oG0zigJEERGmQQK1OzxHWul6ThaIAKAbjjRabblhAIe5VBS3UjuklDQZ7bnmQS7ns+Fy7JkDTfbcoL1Ff7TW1jH0gokQDGO45P7PUpEnj3PXPxBFAABgJ6UbkCB2r16PlRy7SecAmZU1vxZROQ9vIx1IK1AAhTzkvs+yFmzW50ECrdA7DSERVwAkHAsWcOJKFC1S8+HKhNOAta/DEnMnUhEvqMr29O2V2dIgGKeySzar5pPF00CNbVAVCoTAQC0xit10NW6JkBK1RGPgc6QhIxCPq2f7KtqPL2RdSwtIQGKB02TQI0Va5ou+s98QVj/AgAdCZkDSZkB0vHtfrgCOq2vbk+EDgkfi1G6lHUgLSEBigcXJoGabQc7v/6FBAgAdMJZHHxqfijoC7h0qoMOBX2Su4Q4HktghqXsBfMdWxUK+ljH8j1IgOKEMgnkr9zgr9ygXEEFNADo7/wq2Ff6PE4pAOLT+rVxIhCwxafmC52uDwU8zdcojAAJUJwwmUVb34eI6Nye3xGhBSIAsKG86dLtWHhlCximfwxO6YjoLTNWQyAkQPEjuf/jnMWhTAKhBSIAMKGUAel2IAYqoGOCmDuROL7xxNpQwMM6lguQAMUPzuKw9X+CiM7t+R1aIAIAE0orIKm2WJ866PMV0P10eBZEzGzLScoeFQr6LnlwEwtIgOJK0yRQ/cFFhAIgANCdSbDz6QW61UEHcApYjBDD54ItZx3IBUiA4krTJFC4MxhaIAKA7sKnop75QusHyb4q2VtpEuxme57Wz4IoibkTTWaxsXKD7K1kHUsYEqB4k9z/cZNZJCK0QAQAJsIHYmhfBy25iglnoMYIzuJI6nYryZLXMIfDIwGKN5zFkdz3IcL6FwAwcqEdosbCW8DwTi9GhFfBjq5kHUgYEqA4ZL/qaZNZRAU0ADAhZBQSxwdcxVo3vgs0NQGCWCD2GG8S7P7TW4KectaxECEBikucNTu570OYAQIAJkyCXXAUkCwpxYjaQQV0bDGZRbHHBDLM4fBIgOKT/aqn0QIRAFgRnIOIKFC1XdOnoAYo5igdEX3lhlgFQwIUnzhrNlogAgArSl2Opu0Qg57yUMDDiU5OdGr3FFBXUtcxnOgM1OzRoUb+spAAAQCAygTnENJ4I1i4AjpzkHaPAPVxvLIK5jv6L9ahIAECAAC18ekFxPFSbbF2Rx+gAjpGWXvPJGOcC4YECAAAVGYyi8oBpdpNAknhCmjsgY8xlqzhZltO0FPuP72FbSRIgAAAQH1KJ45A9Vca3T8QroC+UqP7g3bONwRivAqGBAgAANQX3ghWrU07RFnCMaixy9rrHiLyHn5PnxNzLwUJEAAAqE/TftCSu4RkiU/rZxLsWtwfNCVkFPKp+bKvqvH0RoZhIAECAAD1CY4Ck1mU3CWy36X6zQOu/YTpn1hmzZ9FrEuhkQABAIAGOJ5PLyBtyoBQAR3rxLwpROQ7ulLr81LagAQIAAA0oRzII2mwESxcAJSOHtCxik/NFzIKQwFP44l1rGJAAgQAAJpQuhRq0Q9a2V3Pp/ZV/c6gm/Aq2GFmq2BIgAAAQBNKHbTqM0ChgCfoKTeZRcwAxTQxdyIRNR5frV23zLYhAQIAAE3w6QUmwS7VlapbBx0+AxUV0DHObMuxZI8KBX2+4x8yCQAJEAAAaEWpUw6cVfNY+EDNXkIBUFyw9p5ORN7SpUyejgQIAAC0opQBqdsOUamAxhawOCB2H08c31i5QfZV6f90JEAAAKCVcD9oVdshhiugsQQW+zjRKeaMI1nylb/P4On6PxIAABKEkH41qT4D5Cqm8xXWEOvEvElE5D2yXP9HIwECAACt8OkFnMURrK9Qa41D9lbKvirO4uCs2arcENgSu483CXb/6S3B+gqdH40ECAAANHR+FUydOmhUQMcZk2AXe0wgIm/Zuzo/GgkQAABoiFc2gqlUBoQK6Pgj5k4iIl/5Sp2fiwQIAAA0pByI4VepDAgV0PFHzBnLic5AzR6ptljP5yIBAgAADfFKHbRKB2KgAjoOcXx4FUzfvWBIgAAAQEN8aj5ncci+KlWqXJUlMDNmgOKL2HMqEfn03QuGBAgAALQVroOu/irK+0juklDAY7blcBaHGnGBUSR1uclsy5HqStWaKWwPJEAAAKAtodP1pEY3IMl9kM5XVUOcUUqhvUf0WwVDAgQAANoKH4gR9bHwEiqg45e11z1E5Du6kmRJnyciAQIAAG0pNcuB01uivE9AqYDGDFA8EpyD+NT8YH1F4+mN+jwRCRAAAGjLbMvhRKfsd0l1pdHcR6mA5h1XqhQXGIvOpdBIgAAAQHNKGZBUuzfiO4SCPqm2mDgeS2Dxytp7JhH5yleGgj4dHocECAAANKesW/mj2OMTnv5J62cyi6qFBUbCp+YLGYWy39V4Yp0Oj0MCBAAAmlP6QUtR1EFLyilgmP6Ja9be00mvVTAkQAAAoDnBOYSiOxEMFdCJQMybQkS+Y6tCAY/Wz0ICBAAAmuNEp9mWI/tdykpWBM5XQOMc+HhmtuVYsoaHgj7f8Q+1fhYSIAAA0EO4G1Ck/aCV2SNsAYt71vxZROQte0/rByEBAgAAPYQPxIhoFUz2u2RvpUmw86n5ascFxiJ2H08c33jqU9lXpemDkAABAIAelPKdyA7EkGqLCRXQiYETnUldRpMsab0KhgQIAAD0EK6DjmgjmNJACBXQCULZC+YtXarpU5AAAQCAHjjRyafmhwIeZTqnQ1ABnVDE7uNNZtF/ekuwvkK7pyABAgAAnSgHuQc63g/ar1RAYwksMZgEu9hjAhH5yjU8HB4JEAAA6ERphxjoeD/ooLuEzh+qColAORdM071gSIAAAEAnfEQHYgTrK2S/ixOdnOjUJi4wnKRuYziLI1CzJ8oDdNuABAgAAHSiTOFItcUkS+1/FSqgE5DJLIp5k4jIW/auRo9AAgQAADrhLA4+NT8U9CnnWrQTKqATk7IKpt25YEiAAABAP4JSBtSRftABVEAnpKSskWZbjlRXGs0Rcm1AAgQAAPpRDsTo0LHwEiqgExPHi7mTiMh7eJkmt9fipgAAAK1S8hj/6S3tfYEshZfAMAOUeKw9pxCR7+hKLW6OBAgAAPQTPhDDVRwK+trz+ZK7JBT08an5JsGucWhgOEKn6/nU/GB9ReOp9arfnHEC5PV6i4qKevfu7XA4pk2b5na7let1dXXr1q3Ly8tbuVKTvA8AAJgwCXY+vYBkqZ39oKW6g4QK6ASmXSk04wRo3759FRUVa9euLSsr83q98+fPV66PHj26qKiI4zBBBQAQb8KTQFXb2/PJytlhWP9KWNa8KUTkO7aqQ60T2oNxhjF48OB33nnniiuuyMzMfPTRR7du3apc37Fjx44dO/r06cM2PAAAUJ1SB93OU1GViSLBOUjbmMCo+PQCIaNQ9lX5Ktaoe2cDTbGUlZXl5+ezjgIAALRl6XwDnd/cflmSq5iI+NS+2sYEBqZ0RFS9FJpX93YRq6ure/XVV5ctu/xWtx1ffX2ysrLprxZBIKLq6moNgwMAABWFuhLHB1zF1WdPEpfU1mdK9VJdKXG8W+pEGOcTVSjjTpP1Lb85q/nv+szMzChva4gEqKGhYcKECfPmzRs48PJtHvpe0Tu3e07TXznOdPzEyZSUFC0DBAAAFaW4066UaveKjQeFzje08XlS9SE/EZ92ZUpaum7BgeGk9KW7jqh+V/YJkNvtvvPOO3/yk5/cd9997fn8tNTUtNSWFy0Wi/qRAQCANiydrpNq91LdN5acH7XxaZLnABEJjh9gkAfVMa4Bqq6uHjNmzIMPPjh79my2kQAAgG7CG8GqL1MGhApo0A7jBGjhwoXbt2+/5557TCaTyWTiefYzUgAAoDXBOYTasREsXAGNPfCgAcYJ0O9///tQM5L0vV3+a9eunTRpEqvYAABAI0JGocksSrXFoYCnjU8LNwFyXKlXXJBADLQNHgAAEgXH8+kF1OYkkOyrkn1VnMVhtufpFxgkDCRAAADAgKXT9dRmP+hA7V4iMmP9C7SBBAgAABjgMwqJyH9226U+QamAtqACGrSBBAgAABgQMgcSkXTpJTDJXUKogAbNIAECAAAGBEeBySxKdaWy39XqJyib5FEBDRpBAgQAACxwPB/uBvRVqx8PzwBlFOoaFSQMJEAAAMCGUgfd6iqYVFcaCng4azZncegeFyQEJEAAAMCG0uK51TpoybWfzjeMBtACEiAAAGBDSL+aiAKtJkDK+ld6gd4xQcJAAgQAAGzw6QUmwR6sr5B9VS0+pFRACw4kQKAVJEAAAMBM+FTUi9ohnq+AvppBTJAYkAABAAAzQuYguuhAjFDQhyZAoDUkQAAAwIwlazgRBap2Nb8ouUtIlvi0fiazyCguiH9IgAAAgBleqYOubpEAHSRUQIPGkAABAAAzfGo+Z3EE6yuC9RVNF1EBDTpAAgQAACwp3YCa94NGD2jQARIgAABg6fyBGBdWwZRz4Pm0vsxiggSABAgAAFhSDsRo2ggm+11BT7nJLGILGGgKCRAAALAkZA6kZv2gg+gBDbpAAgQAACyZ7Xmc6JR9VUodtFIMxKMCGjSGBAgAABgTlFWw6q/ofD55/nYAAA9lSURBVAW0gBkg0BgSIAAAYEw5EMN/ZgsRBZQKaMwAgcaQAAEAAGPKgRhSzZ6m/wo4BQw0hgQIAAAYC9dBV+2SvZWy38WJTs6azTooiHNIgAAAgDGzLYezZst+l/fI+4T1L9AFEiAAAGBP6QbkPbKcUAENukACBAAA7IUPxDi7jTADBLpAAgQAAOwJzU7+QgU06AAJEAAAsCc4hzT9GTNAoAMkQAAAwB4nOs22HCIy2/NMgp11OBD/kAABAIAhKN2AcAoY6AMJEAAAGIJyIIaA9S/QBRIgAAAwBGUjGN+sGhpAO0iAAADAEJR+0HxaX9aBQEJAAgQAAIbAWRx8Wj8sgYE+kAABAIBRWHtOJY5nHQUkBCRAAABgFNYr7mcdAiQKJEAAAGAUSisgAB0gAQIAAICEgwQIAAAAEg4SIAAAAEg4SIAAAAAg4SABAgAAgISDBAgAAAASDhIgAAAASDhIgAAAACDhIAECAACAhIMECAAAABIOEiAAAABIOEiAAAAAIOEgAQIAAICEgwQIAAAAEg4SIAAAAEg4SIAAAAAg4SABAgAAgISDBAgAAAASDhIgAAAASDhIgAAAACDhIAECAACAhIMECAAAABIOEiAAAABIOEiAAAAAIOEgAQIAAICEwzgB8nq9RUVFvXv3djgc06ZNc7vdynWe503nTZgwgW2QAAAAEGcYJ0D79u2rqKhYu3ZtWVmZ1+udP3++ct3hcITOW7VqFdsgAQAAIM7wbB8/ePDgwYMHK39+9NFHn3zySbbxAAAAQCIwUA1QWVlZfn6+8mdBEDp16pSZmTljxoza2lq2gQEAAECcYTwD1KSuru7VV19dtmyZ8tdTp04p/33ggQfmzJnz97//vekzK06crDvnaforx3FE1NDQoG+8AAAAwExycnKUdzBEAtTQ0DBhwoR58+YNHDiw+fUuXbq8/PLLQ4YMCYVCJpNJuXjO46murWn6HJ7niSgQCOgZMAAAAMQ09gmQ2+2+8847f/KTn9x3330XfzQQCHAc15T9ENEP+vZp8TnfFB9IS0vTNkoAAACII4wToOrq6rFjxz722GPTpk1ruvjWW2+53e4ZM2YQ0VNPPTVp0iR2AQIAAEAcMoVCIYaP/81vfvOHP/yh6a9ms1mSpJMnT/7qV79at26d3+8fP378ggULUlJS2rjJO8uW+/1+7YMFAAAAo0hJsU2bNDHy14fixZat2/cd+JZ1FKGPP1lffuw46yhC7//7w5raWtZRhJb8bVkgEGAbg9frXfr399nGEAqFzpw9+6//W8M6ilDp4SOffL6RdRShr78p3rZzF+soQpu+3Lr/24OsowitWffpsYoK1lGElv/rg1qXm3UUobfffU+SJLYx1Nc3/G35P9nGEAqFKk+f+WD1f1hHEfqu7PCnGzaxjiK0e+8323ftVveeBtoGDwAAAKAPJEAAAACQcJAAAQAAQMJhvw1eLRkZ6bao2yJFr3OnTslWK+soqFvXLoIgsI6CcrvnNG9hwARnNvfI6cY2BiKyWJK6dsliHQXZbMmdnJmso6C01JRAQGQdBWVmZKTY7ayjoKzOnayiQQYN9r8RcrvnmEyM35mbeXP3buwHjaSkpC5ZBhg0kg0yaKQGg0F178l4FxgAAACA/rAEBgAAAAkHCRAAAAAkHCRAAAAAkHCQAAEAAEDCiYEEyOv1FhUV9e7d2+FwTJs2ze12K9e3bNnSr18/URTvvPPOti/W1dWtW7cuLy9v5cqVrMK41Mt1DsPj8cydO7dr166dO3d+7LHHJEliEkaTQ4cOWa1Wl8vFJAae503nTZgwIYIYVAmjurp64sSJNpttwIABGzduZBLGkiVLTM1YLBZWX40NGzZceeWVKSkpEydOjOwbQ5UwVqxYkZ+fb7PZ7rnnHq/Xq0MYrQ5Tbfzs6BmG/kPoxU9UZQiNMgYm42cbX/xoxk9VwtB/CG01jIiH0BhIgPbt21dRUbF27dqysjKv1zt//nwi8vv9kydPfvzxxysqKpKSkn7xi19c6iIRjR49uqioiOOi+p+NMoxWX65/GHv37pVleefOnbt27dq2bduiRYuYhKEIhUIPP/xwY2MjqxgcDkdTT/RVq1axCmP69Ok5OTnHjh17/fXXP/74YyZhzJ49u+lLsXjx4ttvv51JGJIk3X333b/5zW9OnjyZlJRUVFTEJIzDhw/Pnj37f//3fw8fPnz8+PEXXnhB6zCotWGqjZ8dPcO41EWdw1BlCI0yBv3Hz1bDUEQ5fqoShs5D6KXCiHwIVfdkDa19+umnV199dSgU+vzzz3v06KFc/Prrrzt16nSpi03GjBmzYsUK5mE0fznbMF5++eUZM2YwDOPNN9+cP3++2WyujfrYsshiyMzMjPK50Ydx5MgRp9PZ2NjINowmsiz369dv40YVzguLIIzy8nKLxaJc/PDDD4cOHcokjEWLFk2aNEm5+OWXX3br1k3rMJo0H6Yu+yOsTxhtX9Q/jJBKQ2iUMegzfrYRhorjZ8Rh6DyEthpGNENoDMwANVdWVpafn09EpaWlBQUFysW+ffuePXu2rq6u1YsGDKPp5azCkCTp22+/Xb58+ciRI1mFUVFRsXjx4ojf4qsSgyAInTp1yszMnDFjRm1tLZMwvv766169es2cOTM5OXnw4MH79u1jEkbTa1evXm2z2UaMGMEkjG7dumVlZS1duvTcuXPLli0bOnQokzCaL20UFBScOHEi4lWwdobR6ku0GNAiCEMLUYahyhAacQx6jp+XepW642fEYeg8hLb6kmiG0FhKgOrq6l599VVlKszr9aakpCjXrVYrz/MNDQ2tXjRaGM1fziqMJ554on///larderUqazCePjhh1944YVkNZp3RxzDqVOnzp49W1xcXFNTM2fOHCZhuFyuXbt23XjjjWfOnLn77rv/67/+K8pup1F+f77yyis/+9nPogkgmjB4nn/hhRfuu+++1NTULVu2zJ07l0kYN91007p16zZu3OhyuR5//HEiqqmp0TSMVl+l+oAWWRiqizIMVYbQaGLQc/y81AtVHD+jCUPnIbTVV0UzhMZMAtTQ0DBhwoR58+YNHDiQiGw227lz55QPSZIkSZLNZmv1oqHCaPFyVmG8/vrrFRUVubm59957L5Mw/vGPf4iiGHGhiSoxNN2hS5cuL7/88urVq0NRdEWPOIzk5OTrrrvugQcesNvtTz75ZE1NTVlZmf5hKH/96quvjhw5cvfdd0ccQJRh7N69e968eZs3b/Z4PI8//vhtt90WTToYcRj9+vX7y1/+MmPGjJ49e3bt2pXjuLS0NE3DaPWF6g5oEYehrijDUGUIjTIGPcfPVl+o4vgZTRhNdBtCW31hVENoNMt1unG5XCNGjHj77bebrmzatKlpgXD//v1ZWVmXutgk+gXsKMO4+OVMwmjyxRdfZGdnMwlj4sSJLb4PP/roI51jaG7v3r1paWkRBBB9GF9//bXT6QwEAsr1jIyMw4cP6x+GYsqUKS+99FJkT1cljOZ1FbIsJyUlHT9+XP8wmtuxY0efPn0ii6H9YTRpPkxdNjZ9wmj7op5hqDKEqvKlCOk1frYahlrjZ5RhNKfPENpqGNEMoTGQAFVVVQ0ZMmTZsmXNL/r9/q5du7711ltVVVWTJ09+6KGHLnWxSZQ/vVGG0erL9Q/jueeee+211yorK0+cODF+/Php06YxCaO5iIv4oozhzTfffP755ysqKioqKm6++eb7778/ghiiD0OW5f79+//61792u91vvPFG//79g8Gg/mGEQqHy8nKHw+FyuSL7OqgSxpYtW7Kysnbu3FlfX/+nP/0pNzdXlmX9w3C5XJMnTz5y5MiRI0eGDRu2YMECrb8aTZoPU5f92dEnjLYv6haGKkNolDHoP362GkZz0RRBRxmG/kNoq2FEM4TGQALUos7LbDYr1zdv3ty3b9+kpKTbbrutpqamjYuKKH96owzjUi/XOYyysrIpU6Z07tw5MzPzvvvui/i3nVr/KKEofoCjjOHEiROzZs3q0qWL8qWoq6uLIIbowwiFQvv37x88eLAoikOGDCkuLmYVxty5cx977LHInq5iGH/961979+6dnJw8YsSIb775hkkYkiQ9++yzmZmZGRkZv/zlLyNLwjoahqLFMNX2z45uYbRxUbcwVBlCo4yByfh5cRjNRZMARRkGkyH04jBCUQyhOA0eAAAAEk7MFEEDAAAAqAUJEAAAACQcJEAAAACQcJAAAQAAQMJBAgQAAAAJBwkQAAAAJBwkQAAAAJBwkAABAABAwkECBAAAAAkHCRAAAAAkHCRAAAAAkHCQAAEAAEDCQQIEAIYzc+bMKVOmNL/i8Xi6d+++Zs0aViEBQJzBafAAYDhVVVX9+vVbvnz56NGjlStz5849fvz4ypUr2QYGAHEDM0AAYDhOp/OPf/zjnDlz/H4/Ee3evfvdd9997bXXlI/u379/1KhRqampAwcO3L59u3JxzZo1w4YNs1qtubm5S5YsIaLy8nKn0/npp5+mpqauW7eO1f8LABgTEiAAMKL77rsvKyvr5ZdflmX5wQcf/N3vfte1a1ci8ng8N9988+jRo0+cOPHzn/987NixtbW1RPTmm28WFRXV1NT8z//8z5w5c06dOkVEoVDob3/72/Hjx8eMGcP4/wcADAZLYABgUAcOHBg2bNjs2bM3bdq0bds2juOI6J///GdRUdHBgweVz7nlllsmT578wAMPNH9hXl7eu+++m5ub27Nnzy+//HLo0KEMogcAY+NZBwAA0Lr+/fs/8sgjL7300s6dO5Xsh4gqKioOHTpkMpmaPu3aa68lovfee2/p0qWHDh2qrq5uaGgIBAJEZDabkf0AQKuwBAYAxnXLLbc4nc5rrrmm6Upubu4NN9wQaubFF1/86KOP5s2bN2fOnO3bt1dXV/ft25dhzAAQE5AAAUAsufXWWysqKhYsWOB2u48fP/7SSy/9/ve/P3r0aJ8+fUaMGBEMBp977rnvvvtOkiTWkQKAoSEBAoBYYrPZPvnkk/Xr1/fq1WvIkCHFxcXTp0+fPn26IAjdu3cfM2ZMVlbWjTfe+O2337KOFAAMDUXQAAAAkHAwAwQAAAAJBwkQAAAAJBwkQAAAAJBwkAABAABAwkECBAAAAAkHCRAAAAAkHCRAAAAAkHCQAAEAAEDCQQIEAAAACQcJEAAAACQcJEAAAACQcJAAAQAAQMJBAgQAAAAJBwkQAAAAJBwkQAAAAJBwkAABAABAwkECBAAAAAnn/wFKYgHquBkOewAAAABJRU5ErkJggg==\"/>\n",
       "</div>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 505,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proc sgplot data=work.Florida_RS_Perf_Rank_merged2;\n",
    "    series x=Year y=ReturnsRank / lineattrs=(color=CXE69F00 thickness=2);\n",
    "    series x=Year y=FundedRatioRank / lineattrs=(color=CX56B4E9 thickness=2);\n",
    "    xaxis values=(2001 to 2016 by 1);\n",
    "    yaxis reverse grid label=\" \" values =(1 to 25 by 4) labe=\"Ranking\";\n",
    "    title \"FRS ranking in returns and funded ratio among 25 largest funds in the U.S.\";\n",
    "    keylegend / position=top;\n",
    "    ods graphics on / width=8in;\n",
    "run;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "1. [PUBLIC PLANS DATA](https://publicplansdata.org/public-plans-database/)\n",
    "2. [How to get all the columns from CSV file](https://communities.sas.com/t5/SAS-Programming/How-to-get-all-the-columns-from-CSV-file/td-p/357372)\n",
    "3. [Rounding up, rounding down](http://proc-x.com/2011/10/rounding-up-rounding-down/)\n",
    "4. [SGPLOT - How to remove the border on a graph?](https://communities.sas.com/t5/Graphics-Programming/SGPLOT-How-to-remove-the-border-on-a-graph/td-p/337159)\n",
    "5. [Basic SAS Procedures - PROC CONTENTS](https://www.cpc.unc.edu/research/tools/data_analysis/sastopics/contents)\n",
    "6. [how to plot multiple data on same graph](https://communities.sas.com/t5/Graphics-Programming/how-to-plot-multiple-data-on-same-graph/td-p/392588)\n",
    "7. [Introduction to merging in SAS](https://www.cpc.unc.edu/research/tools/data_analysis/sastopics/merge)\n",
    "8. [The 80% Pension Funding Standard Myth](https://www.actuary.org/sites/default/files/files/80_Percent_Funding_IB_071912.pdf)\n",
    "9. [How to left justify title](https://communities.sas.com/t5/ODS-and-Base-Reporting/How-to-left-justify-title/td-p/51080)\n",
    "10. [Limiting results in PROC SQL](https://stackoverflow.com/questions/11746815/limiting-results-in-proc-sql)\n",
    "11. [Using PROC RANK and PROC UNIVARIATE to Rank or Decile Variables](https://www.lexjansen.com/nesug/nesug09/ap/AP01.pdf)\n",
    "12. [DO loop in PROC SQL](https://communities.sas.com/t5/SAS-Programming/DO-loop-in-PROC-SQL/td-p/13486)\n",
    "13. [5 tips for customizing legends in PROC SGPLOT in SAS](https://blogs.sas.com/content/iml/2018/12/03/tips-customize-legends-proc-sgplot.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "SAS",
   "language": "sas",
   "name": "sas"
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   "file_extension": ".sas",
   "mimetype": "text/x-sas",
   "name": "sas"
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 },
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