homework 3 rats data.ipynb

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       "\n",
       "<html>\n",
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       "  <title></title>\n",
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       "<h2></h2>\n",
       "\n",
       "<div class=\"highlight\"><pre><span></span><span class=\"s\">11   ods listing close;ods html5 file=stdout options(bitmap_mode=&#39;inline&#39;) device=png; ods graphics on / outputfmt=png;</span><br><span class=\"cm\">NOTE: Writing HTML5 Body file: STDOUT</span><br><span class=\"s\">12   </span><br><span class=\"s\">13   data weights;</span><br><span class=\"s\">14      input rat s1 s2 s3 s4 s5;</span><br><span class=\"s\">15      datalines;</span><br><span class=\"cm\">NOTE: The data set WORK.WEIGHTS has 30 observations and 6 variables.</span><br><span class=\"cm\">NOTE: DATA statement used (Total process time):</span><br><span class=\"cm\">      real time           0.00 seconds</span><br><span class=\"cm\">      cpu time            0.00 seconds</span><br><span class=\"cm\">      </span><br><span class=\"s\">46   ;</span><br><span class=\"s\">47   ods html5 close;ods listing;</span><br><br><span class=\"s\">48   </span><br></pre></div>\n",
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    "data weights;\n",
    "   input rat s1 s2 s3 s4 s5;\n",
    "   datalines;\n",
    "1  145 199 249 293 354\n",
    "2  147 214 263 312 328\n",
    "3  155 200 237 272 297\n",
    "4  135 188 230 280 323\n",
    "5  159 210 252 298 331\n",
    "6  141 189 231 275 305\n",
    "7  159 201 248 297 338\n",
    "8  177 236 285 340 376\n",
    "9  134 182 220 260 296\n",
    "10 160 208 261 313 352\n",
    "11 143 188 220 273 314\n",
    "12 154 200 244 289 325\n",
    "13 171 221 270 326 358\n",
    "14 163 216 242 281 312\n",
    "15 160 207 248 288 324\n",
    "16 142 187 234 280 316\n",
    "17 156 203 243 283 317\n",
    "18 157 212 259 307 336\n",
    "19 152 203 246 286 321\n",
    "20 154 205 253 298 334\n",
    "21 139 190 225 267 302\n",
    "22 146 191 229 272 302\n",
    "23 157 211 250 285 323\n",
    "24 132 185 237 286 331\n",
    "25 160 207 257 303 345\n",
    "26 169 216 261 295 333\n",
    "27 157 205 248 289 316\n",
    "28 137 180 219 258 291\n",
    "29 153 200 244 286 324\n",
    "30 151 199 246 283 320\n",
    ";"
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       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS 9.4\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\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",
       ".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",
       ".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",
       ".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\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Directory Information\">\n",
       "<caption aria-label=\"Directory Information\"></caption>\n",
       "<colgroup><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">Directory</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Libref</th>\n",
       "<td class=\"data\">T</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Engine</th>\n",
       "<td class=\"data\">V9</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Physical Name</th>\n",
       "<td class=\"data\">/folders/myfolders/Teesta/data</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Filename</th>\n",
       "<td class=\"data\">/folders/myfolders/Teesta/data</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Inode Number</th>\n",
       "<td class=\"data\">43</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Access Permission</th>\n",
       "<td class=\"data\">rwxrwx---</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Owner Name</th>\n",
       "<td class=\"data\">root</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">File Size</th>\n",
       "<td class=\"data\">4KB</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">File Size (bytes)</th>\n",
       "<td class=\"data\">4096</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div id=\"IDX1\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Library Members\">\n",
       "<caption aria-label=\"Library Members\"></caption>\n",
       "<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"r b header\" scope=\"col\">#</th>\n",
       "<th class=\"b header\" scope=\"col\">Name</th>\n",
       "<th class=\"b header\" scope=\"col\">Member Type</th>\n",
       "<th class=\"r b header\" scope=\"col\">File Size</th>\n",
       "<th class=\"b header\" scope=\"col\">Last Modified</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">1</th>\n",
       "<td class=\"data\">TUMOR</td>\n",
       "<td class=\"data\">DATA</td>\n",
       "<td class=\"r data\">48KB</td>\n",
       "<td class=\"data\">10/30/2017 16:07:07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">2</th>\n",
       "<td class=\"data\">TUMOR_W_BASELINE</td>\n",
       "<td class=\"data\">DATA</td>\n",
       "<td class=\"r data\">128KB</td>\n",
       "<td class=\"data\">10/30/2017 16:35:58</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">3</th>\n",
       "<td class=\"data\">TUMOR_W_BASELINE_BY_PCNTVOL</td>\n",
       "<td class=\"data\">DATA</td>\n",
       "<td class=\"r data\">128KB</td>\n",
       "<td class=\"data\">10/30/2017 16:30:39</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "libname t \"/folders/myfolders/Teesta/data\";\n",
    "proc datasets library=t;\n",
    "run;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS 9.4\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    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",
       ".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",
       ".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>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data t.rat_weights;\n",
    "    set weights;\n",
    "run;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS 9.4\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    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",
       ".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",
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       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Data Set WORK.RATS\">\n",
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       "<colgroup><col/></colgroup><colgroup><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"r header\" scope=\"col\">Obs</th>\n",
       "<th class=\"r header\" scope=\"col\">rat</th>\n",
       "<th class=\"r header\" scope=\"col\">weight</th>\n",
       "<th class=\"r header\" scope=\"col\">visit</th>\n",
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       "<th class=\"r rowheader\" scope=\"row\">105</th>\n",
       "<td class=\"r data\">21</td>\n",
       "<td class=\"r data\">302</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">106</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">146</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">107</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">191</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">108</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">229</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">109</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">272</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">110</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">302</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">111</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">157</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">112</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">211</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">113</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">250</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">114</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">285</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">115</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">323</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">116</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">132</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">117</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">185</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">118</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">237</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">119</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">286</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">120</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">331</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">121</th>\n",
       "<td class=\"r data\">25</td>\n",
       "<td class=\"r data\">160</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">122</th>\n",
       "<td class=\"r data\">25</td>\n",
       "<td class=\"r data\">207</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">123</th>\n",
       "<td class=\"r data\">25</td>\n",
       "<td class=\"r data\">257</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">124</th>\n",
       "<td class=\"r data\">25</td>\n",
       "<td class=\"r data\">303</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">125</th>\n",
       "<td class=\"r data\">25</td>\n",
       "<td class=\"r data\">345</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">126</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">169</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">127</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">216</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">128</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">261</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">129</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">295</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">130</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">333</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">131</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">157</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">132</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">205</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">133</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">248</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">134</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">289</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">135</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">316</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">136</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">137</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">137</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">180</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">138</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">219</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">139</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">258</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">140</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">291</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">141</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">153</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">142</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">200</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">143</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">244</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">144</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">286</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">145</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">324</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">146</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">151</td>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">147</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">199</td>\n",
       "<td class=\"r data\">2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">148</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">246</td>\n",
       "<td class=\"r data\">3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">149</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">283</td>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">150</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">320</td>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proc transpose data=weights out=rats name=visit_s;\n",
    "    by rat;\n",
    "run;\n",
    "\n",
    "\n",
    "data rats;\n",
    "    set rats;\n",
    "    visit=input(substr(visit_s,2,2),f2.);\n",
    "    drop visit_s;\n",
    "    rename col1=weight;\n",
    "run;\n",
    "proc print data=rats;\n",
    "run;\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS 9.4\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    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",
       ".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",
       ".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: 480px; width: 640px\" alt=\"The SGPlot Procedure\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAIAAAC6s0uzAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdd1zbdf4H8E92QsIegYQRdth7FMoqtLR019YOa2u11nlaTz3vp+fo6d3p3emd3nl6d3qtq9pxra0tdNFC2XtDEgiEhCwSAplkfb/f3x/xEDuhhdLq5/kXfgnf7yfBR198xvvzwXV0dAAIgiAIgu4sIgAgPj5+oZsBQRAEQT8jnZ2d+IVuAwRBEAT9HMEAhiAIgqAFAAMYgiAIghYADGAIgiAIWgAwgCEIgiBoAcAAhiAIgqAFAAMYgiAIghYADGAIgiAIWgAwgCEIgiBoARAXugHz5asjxwwGw0K3AoIgCPo5YvkyV68ovvFrfrIBbDAYHtu1Y6FbAUEQBP0c/XP/5zd9DRyChiAIgqAFAAMYgiAIghYADGAIgiAIunU2k1nZ0X8LP/iTnQOGIAiCoPlj0RqUHQPyZt64UOoSyPTkBhEp5FndAQYwBEEQBM0IhqIagWS0e1DW0IPYEGZCWGBuQuIjqyiujFu4GwxgCIIgCLoR1GaXtwpU3cIx3jDNy80nNmTRSw86ebne5m1hAEMQBEHQNZjU2jHesKyxd1wodQ9ls9KjuRvyqO4uc3V/GMAQBEEQ9INxoXS0S6jqHpzU6L1jOP7Z8Wm/2IgnzX1cwgCGIAiCfu5Qm31cKJU29qq6hAAAVkZM1MYCj4gAHH4ea4VgAEMQBEE/UzaTWdEqUHUL5a0C10Cmd2xIxi+3Mvw878zTYQBDEARBPy8mtVbW0DPaPagTK7+f3N245PYXVc0WDGAIgiDop89RQaTmDcsaey1ao29yRFB+sl9yxHxM7s4QDGAIgiDoJ2uqgkjVI8ITcKyMmPgdK9xD2QuYu1MWvgUQBEEQNLemKojUvGHH5O6iF7fdscndGYIBDEEQBP1EGORj0oYeVfegVqx0D2Wz06Pjdqy485O7MwQDGIIgCLqHTd8e0may+CZHBC9NX9jJ3Rm629sHQRAEQVe7enI38ZHVd8nk7gzdMw2FIAiCIPO4TtUjkjX2agQS12A/z8jAu3Byd4ZgAEMQBEF3u6nKXe2QnJkYxkqPTthVMofbMi8IGMAQBEHQ3Wj65C4AwJMbFFayyIsbdA8NMt/YT+RtQBAEQT8NqM3u2C5D1SMiUkms9Ojkx9e7h7IXul1zDwYwBEEQtPCmJnfHhVKXQCY7PTpibe5dW0E0J2AAQxAEQQtmanJXP6JyTO4mP76O5ERd6HbdCTCAIQiCoDtq+rbMqM3OyoiJXJtzb1UQTYdh4LPDDQ9tzpjtD96T7xaCIAi650yf3KUz3T0jA9N+sekerSCy2pBunkwk0WwoScDhAIVMxDAMh8PN6iYwgCEIgqB5NL1y1ysm2CuaE1aSdY/mrlKlr2ka7OHLO3qknADP/Kwwx/Wt61Nu4W4wgCEIgqC559iWeYwv1omVvskRgbkJSXvWkBlOC92uWdPqzVX1A8Lhsab2YRTFstKCs1KDX3iikEYl3eadYQBDEARBcwO12ceFUmljr6pLCABgZcRwN+S5cfzu0cndsou9x0o71Bpjcpx/TKTf2uI4ToDHHN7/nvxQIAiCoLuHzWRWtArG+MOKVgHdx90vlZu+d7Mz23uh2zU7VhsiFKnJJEIox8txhent/PTDubGRfgQC/gY/KJJojpxqe3pX7mz7xAsZwCdPnvzTn/7U1NSEx+PXr1//3nvvMZnMqyexMQwDAPzjH/949913AQDPP//8k08+uQDNhSAIgqYxqbWqLqG0sVc/onINZPokhEVvLrznBpmFInVrl6Ste0QgHHV3c9qyNnkqgJPjAm78szKF9vOjTc3tw8vyoxAEne2jFzKADx069OKLL65atcput+/bt2/Lli2XLl0C/0vc6fbv33/kyJHGxkYSibRt2zYajbZr166FaDIEQdDP3bhQOtollDX22s027xhOYG6ib3IEkUJe6HbNgmbC1Nwu7ubLu/lys9mWmhC4NI/77O58prfzDO8gU2iPlXVU1PQvy4/64E9rRaYOmtOs83QhA/irr75yfEEmk3/3u9+Rydf9/X3yySdvv/22p6cnAOD111/fu3cvDGAIgqA7ZqqCaIw3TKCQfeJCY7Yu9Y4JxuFvNDZ7tzEYLQcON7R2jYxPmGIj/eKjWauWxoQGed14hPkKMoX2q+PNDS2ilSXhj7zg0zVxcm9ldarv4nifdAZppvntcFfMAaMo+sEHHyxZsgQA4Ozs7OLiYjabAwICXnvttZ07dwIA2trasrOzHS9OSUlpa2u74sfHNJrpV/D31P8TEARBd6epCiI1b9iF7c3KiOYUproGMu+h3FWNGbw9GY6vCQS8lzvj2d15N53WvSaD0XLoZGvp5ba4AnP4A33ndJ/HapILglbtTdtHJlBuoW0LH8BUKtVut7u4uDhiVafTOa4PDw8/++yzHA4nLy9vcnJyKlPxeLzVap1+B6vVVlXX+ON73spnAUEQBIEfn/3nyQ1iL4q9t87+00yY2rokfQPK1q4RnW7yi7/vcCyPolFJW9Yl38INDUbLN6V1p7pOOnMlpGKlMytnVcDOeJ+0W8vdKQsfwGaz2Wq1HjhwYMuWLXV1dVPXg4KCvvzyy9zc3NbWVhqNhqKoI4NRFL1isJpKpWxYXXLFbf+5//M70HgIgqCfDJ1YKW3sVbTyLVqjb3JEUH4yc2/YvTK5iyCoSKIprxZ082RqjTEpzj8i2GdZHne2I8xXUGrVH539vEldTnDXpBUuXhHx7O3n7pSFD2AAAJlM3rNnz9NPP33FdRRF6XQ6ACAtLa2qqiovLw8A0NLSkpSUtACthCAI+slBbfaxfomyVSBt6CVSSd5xofE7VtxD2zKrxgzNHeKK2gHB4Ki7m1P+orA927MjQn3IJMLt3NZg09eILxxuPSybFPqC2GfynymIzJ+r3J2ykB/x1q1bH3nkkSVLlqAo+te//nX58uWOi7t27SoqKhobG3viiSf++Mc/AgAefvjh11577ejRo0Qi8dVXX929e/cCNhuCIOheZ9EaNP0SeTNP3ipwDWR6x4Zkv7zjXtke0mpDpvK1oVXU1j2yfEnUy88uc3W+3TOUDDZ93Uh5hbi0b7QHVQSEEbNeW/t+EMvntpt8bQscwPv27Vu+fDmZTH7ooYe+/PJLx8U333yzpKQkNjb2jTfeWLRoEQBg586dRqMxMzMTAPDcc8/BJdAQBEG3wDg6ru4ZkjfzxoVSj4gAVno0d+OSe+LMXccuGVUNwqb24YhQnxefKHRcX7U0dtXS2Nu8udqkbFPWVUrKhOM8Fi5O2uLPISzbuXFRQjT7tht+I7iOjo74+Ph5fcaC+Of+zx/btWOhWwFBELTAMBSdGJKPdgkVbQKrftI7hsNKj/biBt0Tg8wyhba1S1LVMCiSjLF8XWO5fhlJnNsfYXZQm5QN8opKcZnSKIv3SXPTx1eemvRxc3twU9pso/eTg3W7NmdMn2y+aQZ1dnbeA78ACIIgaLZQm13VO6TuFcmaeEQqiZUeHbt1qUdEwN1fQWQwWjp6pW3dI03tYgRBk+MC1hTHpiUGzUnogh/nbqrv4u0xTyFq5ldHWodt9ucfXTqr6FWNGcou9lbUDWjGjQ9sSKXNcrUXDGAIgqCfDse2zOreIU2/hObl5hMbkv3yjntikNkBQdAXfvttIMs9Izlo2/pUD7c529jy6tyN8U7u7lN8/lGTSsN/YH1qYU7EDNdLa/Xm8ip+eZXAYLJEhvjs2Z6VlhB4C2utYQBDEATd80xqrby5b4wn1vRLfOJCvGNDY7cXk5xud1HSfFOq9Jdq+ps7xC89XeTYLoNAwH/8zuY5fMQ1c5eAI3T0Sl/66DuVxjDz6LXakKb24fOV/I5eaUI0e9uGlNvsl8MAhiAIulfpxEpZM0/dO2TVm7xigkOXZ6Q+teEun9zV6s0dPY4R5mGbDclI5qxcGsOgz3GFz/VyFwAgU2gPHGrgD47OPHr7+pUVtf1VDcIAlntORshzjxXc/oprAAMYgiDo3jL9zF2KK8M7NiTxkdV3eQWR1YZ082SdvbKmdrFSpYvlslITAjatSmR6O9/OLhlXu0HugmnbOG9clfTS00UzfHR5Ff9YaeeyPO77b943tavlnIABDEEQdA/AUFTa0KvqEio7Bjy5Qb5JEWElWffE5O7leuGfPyoPYLlnJAc9sXPxXK1hnu7GuQumRe+a4rgD72+fVYe7MCeyMCdybhvsAAMYgiDoroba7CN13f3fVdN9PDiFKXf55O6k2dbRK9XpzMvyuY4ryXH+X/x9x5yM2V7hprkLADAYLZ9+XV9VP3DT6J3aVOvNl1bO+Z8I1wQDGIIg6C5lM5kHSuvEle0eEQEpT93nxvFb6BZdV1+/sqFV1NolkSm0qYlBaQk/HGV/J+d3pzMYLcdKO06e7VpRGH3TXu/bf7/Q0CrKSOY8uDGNgMfNtkkqE/Ce/XptGMAQBEF3HYvWMHi+SVzZzkwMu2s3iRRJNB090s4+aUePlBPgGR/NmpN9mK9nhrkLpkVvRgrng7c2snxvPlC/oST+2d15jkOTZs6CgNMDaOkA2qXCzm8luczyLw0YwBAEQXcR87hu4HSdtKHXL427+NWH6D7uC92ia/jTR+UdPVIAQCyXlbco/KlduXNYsHsFpVFaIS5rUVTfNHcBAAiCllcJPv26Liku4HrRK5GOT1psESE/2uH5iv+8MQsCLgyhZwexLhUW5YVbHY5/rwg/2/QFMIAhCILuEuNC6dD5xjHBSMiytII/PEZmzFekzZbVhvT1KzgBnlPzuFmpwZtWJQWw3OZ2DfN0jtytk14cN6vzA1fcOHcdjSwr7z1yqo3t6/bmSyuvDlSJdLymaaiirt9gtDywIXVWieuAoKBGipUOoFUSNJ2FLwnDvZxpt+o7hyS1/7z4+S8eukSlzu7IZBjAEARBC0zTLxk816QTK4KXpcfvWnmXHMGrmTA1tIqaO8R9/Up3V6dnH82bCuDstJB5eugVuft40ktcz4Sb/lR9q+ijz6qDAzx//fTSWO6PZso1E6byKn5t85BMoU1NDPzlYwWzjV4EBc0KrHQAvSzBQt3AimDbDk6HRt0m7mr+Rs13onn4ekenJmzH4Wc98A4DGIIgaMHIm/v431YBAMJWZiXvWbPge2hYbUhrl6SHL69vEen05tTEwMUZoY/vWDy39a9Xu7XcBQDUt4q+ONJEo5J+/fTSqHDm1HXNhKmitr+2aUgiG0+IZm9em3wLu0W2K7FyEXpCgLFpmkKf3r2sBv1Er/Byl9YjlMWMS43bxmLGM+jeNqO5Y/9pcgZtdu8ZBjAEQdCdZ7dYpbXdg+cbSU7UqE0FPnGhC3tGgmbCVHaxt39Q1c2TRYT6ZCRxXnm2mBPgMd/PveXcBQDUt4o+PVhHIOD3bM9Kjvth0XVHr/R4aWdrlyQhmp2TEVqYEzHbZdiDE9jpAfT0AAYAWBmGO7Ca0NvyvloppPslRSXs8PdLcqJ5AAAsWoOyZaCnudyo1OgljXE7iikus/szBQYwBEHQnWO3WCXVnf3f1bgGMhN2rfQID7j5z8wPpUrP9HZ2fG2zIWQSYduGlNCg4vmb1p0i0Q3VSstvLXcBAB290i+ONClUul2bM/Kzwh0NVqr0Zyv6yqsFNCppWR73qV05s+21K4zYt32Ghv5WnLYqmNDwSNiKTQVPOr4VUvg7xxcYiqp6hiTCbkWbAENQJw9gHhvSDrRZjUYCCR7GAEEQdFeyGkyD55qGL7V6RASk771/QYp6NROmbp68rXukqn7Ay5MxdewB09t50+qk+X660ihtkFV+N3BQa5koDFo929wFAEik43/fX6WZMG4oScjPCp9eNdTbr2DQKR+8tXG2O34MqkYvdDf1DPOBvtYdr8jwiU/Nzg0J2O7hxpl6DYaiokutYzyxunfIme3tERGQ9MjqrgPvK5p72dm5sQ++68mNmdVDHWAAQxAEzS+TWjtc0TpS281MDMv69XZntvedfPqk2SYYHG3uEF+q6dfpzVHhvlmpwYUvlEyfMZ1XIm1/g6yyZuScFbHGeCU/mfxKjFcymTC7YWGhSH2srKOjR7pjY3p+djiCoFfU7BZkhc/8bna7pVtYXdNXL5XX26w6kmtmRlBUfuw7vp5BePw1YhGHx0+qtZ7cwOjNhVPbf2a8+BsUIWkEIl3/fifsA4J/A9l5djEMAxiCIGi+GEfHBd9eHu0a5BSm5P32kTtZWSQYHO3okfbwFU3twwFs97TEQMcypTswwuwgM4gbZBXVkvPjZnVOwLJn034b6sa9hfuoxgwff17dzZNvXJW4Z3u2UKR65+/npQrtbE8t1BnkLgw/RwnvJf6gTnSM5p6Xl7V1ZWwI5cfrl3Vipap3SNEqiNpU4BrkM1JzWVxxgeLqHr351wAAFMGUnWZF26Sq12zR9BW9eB/BexPm9PZs0xfAAIYgCJoPo11CUXmLXjoalJ+8ILs3l13sIxBwK4tiXnhiyZxvBnkDapPyvOh4teS8xqzODyx5NPGFcI/YG9Tv3oBmwnT0VPu5ir4VhdHP7SmgUUmPvvhNIMs9LyssM5kzkzsYjKpBcbVY1twvqrRhFE3ouQsiNMQNtz4ycmXRh9O3znBM7qp7RcqOfrvZ5hMXEro8A2Cm4xtLWBnZ7Kxcz+i8/jKdos1sHq21mFPZ6U7Rm9z8kpYQSAoa7hZ/uTCAIQiC5pKqd6jn4HnUZg9dnpn8xLr5Luq12hCBcLShTSQQqpYviZoaiX12d968PvcKwgles7zaMc682H/p7sQXbmGceYpqzHC8rLOitn/Nsh+doPDxO5tvus+lZkIkljYPSmoUo71mi87JLUmBS6vAdtDoQevccCc2EtnOP2z1bLdYle0Dox39o12DVA9n36SI+B0rPCICHIvSESu26NX/jnahbV8YcNhg3PpTKesO4KnelMBDOKIHAMA+aVL3D+hGJPoRccy2nUTa7EY4YABDEATNAdRmlzb0Cs/Uk52dwlcvZqVx56+yyLE1VXOHWChSd/PkLF/XzGTOQ5szIkLu6OwyAEBmEFeKS08LDwMA8gNLbnmceYpjG+cTZzoD2B6P71icmxk6/bs3SN/OvuM84fkReRseT/D3S6J4FBgpe05JgvFW4qow3H+K8CFuPzpiQS9VdX15Vj+icgv2Y/jRfGKoksunUh7/B8OPZVDYRur1QxcNY/0WrwhCWEHdsldOUIiVFkuSamSXZtDJIP+bQS6bGBwAALgGBTv7BzD8WCiCzPbNwgCGIAi6LajNPlTeLDzT4BrIjNte7MkNmqcHObam6ubLa5uG6E7k5LiAlUUxLz+z7E6OMDvwxjrqpBeb5dUIhiQxF/0m6y+3PM48xWpDjpxq//pYM92JQqORE2PYwTcsRJYpOxl0bxeG3/9+3BQRvCQy/sXLStYnQoJpDBQE4d4vxicyv89d1GafEMmn6r7IDJp3tA/NdUJWf0zZbPWKTQoq/r+2/+DkbSIUQdw5k+7+DXEl/3Fnd1q0pK4vPTTiaJpPEMMXofs6B+QUMPxYbiFhs+3yXgEGMARB0C0yj+uGK9uHK9p84kKyX94xrwcnKFX6Z35zNCLEJzUhcMua5AD2AhzS4KjfvSwus6KWxf7Fv1705wCX4Nu/7aTZ9slXdecqeRjAcjJC1xTHRYR4X3Ox2OgYXySpF400iEbqnWjuy3JedgSwwoi1IFvLhejgBFbEwb+cjc9m4xw3QG12Ve+Q+HLHGG+Y5uWa/fIOnXhIXHFBcvkiYrE6B6URGGsmVRH9FxhEigLYD+GQSxHF0oBUDcPHMGnMNFr+TgnIzXidRSDP/V85MIAhCIJmzTyu6ztySdEqYGfFLnpx2x2oLGJ6O3/0zub5O3ToBoQTvMvisirJOQRDstiFT6a8EuOVPCd3bmwb/upYM69fQadT7luZsHlt8tUHAsqUnaKRetFIw6iaDwAIZKeFBGYvy33ZzcVfZwHH+GjpANqswAqC8Dvj8EXBeMeSZpNaq+4dUvcOjXYNOrO9fZPDGF4WWVP1f9fsBxgBw/vbrIvt9kKt2kb3VHpHDcTeT3EPCXIJ3E7zeNwu24h3fgbvvI2Ou3lEYuYG1HAMNZWT/CsAHu6EBUEQNG90YuXg+UZVj8gvOaLgD49R3Wd3AM7MCQZHT5ztykjiTM2D3uH0nervGmz6nIBlz2f8Ltw95pbXVU0nkmhKy3vOVfKsVoTl67rvV6syk68ct1drhBdr33X0dP39kmIjVvku/pWXeygeT3SUEl1oRKokaKIPbn0k/sPl3+eupn9Y2NqraBuw6k0Esg21T0yO8tWdUtEZHJ7sRqQn28Bv7bZAjxA0eAkjuNCH4UsCiBrRH8Q7348j+DoeTWSfuskbQCdQw0nU3ICZyofVIae+fRDUbX3ga8x7lgcswQCGIAiakdEu4UBpnVE5HrIsLXZ78fwtb+7myY+XdXT0SFctjb3ibJ87QKIbqhSXVkrKJu2mHP/iX6S+dvvzu1Mu1wu/OtZsMlmNZivT2+WxB3/Yxnl0jK/WCKPDSxz/SaW4TPV0HVcQFFRLsdIB5NIwGuGBW+pnesZbglNJDHWy9uMy7fCQSYXhSEwc3kRzw7tzPN3DIxELvecbGT3gFzpFDM2dGVzEYKc7+cRQCWQcAAAzN9iV/8ImK/H0tQC1gJu9Rcw2jJnOovrDmJVvstx35PjSwcYN7AlflGnyCGCgKDbbTwMGMARB0E0oO/qFZxpsJnNYSRYzMWz+orejV3rgUINmwrS2OO6FJwqvHo+dP7yxjmZ5daWkDACQF7Ditey/zcn87hXkozq90czycX1wU1pMhNfoGL+2pUyh6hsUVzOcvCNCCqcCmEH3To1/wPF1g2D8WK+tSkVzR7Tx+o69w2dJ4h4cDt/nE0J183IP9XEPj+QULad5MxlMXwwjDlcZpQ2m9q8mJzX2oJz32BlOfkk0hu/3HyZm6UDUh1HDIUD0xzPuJ/p8CG5YyIuZG1DjWdRwGGDmMbDMjfH6pT9ydCMI1V8fwTU7MchWu4HhbiDjvWb7acAAhiAIujYMRcWV7cIz9QQqOWJ1tm9y5PxVFjW1i7842qjVmzesSFhRGH3Tate54ljPXCEuIxPIc5u7k2abTKEN5XwfS44TFLR6w6MP+NGd5B19L5VVdHq4cQLZqfHcdWuK3iYSKYjVoh0eMsplBoXMqJD1DU9cxke1eiwiYbZUfevzNGkk25nK9raHlEyIMnUSlXsoOyg/yS3YR9na1PnZN+qeFkbQ65qhAM9wCjvdKedln6nOLgAAYGbUeBrR/AFgdrzLNiL7LI4Uet3WY2Z0shLVH8YmK82Y3/mRrFMDu6oHlVtSM57NDDH4nkc84s1mqQvTGhI/GZud/k4zabU3PA8YgiDotjnOLBo8U+/M9knas9Yt2G+eohdB0JqmoYPHmwl4/Oa1yZkpnDsTvVfk7lu5/5zD/m43T15eLahtGlyxJDqU4+WIXpXGkJ3ebjLX8wddYiNXL055jK6jTY6qDWLZWGPVsOKQbnhocmyM4ceyBkS1swprqEuQcOpyf/PzSYxwb4pe6qzqGZI19hrqBT5xIcFFad7RwZMTQNZsqv3928ZRGZ6y2G/RbvYi1vTO7vfQCbv6Jcx4DkdNIXq/j6NlX6/lmH0EM11E9YdRc4MGzTxRt0JYtbaC3sGN9V3LzFnv2tN57sDePz6aklOSv4rtE7esRkY6JMd2f4U6YbIXMwKcZjlggevo6IiPj7+lD/mu9s/9nz+2a8dCtwKCoHuMI3oHTte5BjIj1uXM95lFH31WrVTpN65KvANzvQiG9KhaK8VlzYpqR+7mBZbM+TizwWh5489lWWl+Qf4qnrCys5c5IXFanewR5oUfU/LtCq1JrjQqZFa93j08kuHHYvix6L4shi8LxwqtMPiUDqAjepAbgFsfiU9k4lS9Q2M8sby5z262sdK4vkkRFDeGXu6kaJtUtE+qeRYvLsU3keabRGPGU/EE3PVaheq/wtNXArzbNb+LWfmo/hA2eRmziwZNuYf7YwXnPBP6YxlUKjPemc7GWyad5PLK0Ykj6cX52cX3l464fNmDCjTYYm9xDOEs0JzSTvCe2nney/2HLvVNM6izsxP2gCEIggAAwDyuGzhdJ28VMBPDcl7dOX/Lm602ZKqbu2d71nyfjjCVuw3yChrRac77u1M00oHB/sohSX2AR083X8lvYJAVhEgZ5k7xpfGDtVqWqy+bkZPmSFya5/dD044lzcf5aJ8AywnAHk0iTJXwAgDkzTyKCz12ezFmw/P+e6b34OdmHY7i86ZfEi1shXPh7/3IjKs+PcyOGk+j+i8I7i/iqBmOa3jnB656mRk1N2DGc6jhEMBR8Yz78Z6vZv7lIgC4+2KjH1+WYozALChOprg41tIYEOe75PF1YaHrv2+zoX8t/aTBUGpXm/zZqfG5z9PpXtPTd4ZgAEMQ9HNnHB0Xnqkf4w2z0qPz33p0/g5OkCm035xoFQyOTp3kM3/pa0UsvLFOR+560XxTfbP/kPfpnOQuYrUY5DLFoKShbfh8z3iCp4BObR2nqhASQrPR3RF/3HiwXpocn5q87PkcL07gNbewQFBQI8WO89EqCZoTgN8RT4jFafT9w/JvePLF8f6LYgEAiBVz8uGIzlU1f/ABalFQPTO9EzfE7yzyCHO+ZsMw2zBqOITqDuLIYXjnrTjKtQ4bxsyo4QRqOocZz43Zo04OpkZZjjAJoRGrXEw69LP89HGpbXwIEWqa+/u/8Yln2fK3y/H3HZNhLggh7H/38LefNjsZ41f8xcczkki89bosGMAQBP18OY4LnBDJw0qy4rYXz98aK5lC++nXdfUtomX5Ua89t3yengIAsCKWztGmSklZ3Ui5v0vIIvaSd5d8waSzb+1uk2Nqo0JmkMsMcplRITMoZBNy5YCOKGREq/BugR4TfsEXGT70YNbSsLB8J/fEL4+1lqKlByAAACAASURBVLWI1hTHPVyScL0NMmtHsCoJekGEBbmA9RHg/0LUY6085T/7G8f1vskR/ovjXQJCu78WCL791ihrxeEUDHZ2zPbHItdl0DyuMyaBqFHDMVR/GMPMeOf7if5npip6p0xVEKGWjj5jcakwsr38dXexd5QtSBZMD7gfbxg3X/7CMmGo7+74AufvgaU/PJj4Ub0ZH4fX53rzfpsX6z7tr7L8RXt/+Ig0iLTZ1PGZZt2BQALpumPg1wQDGIKgn6Mx3rCjsigwNzFx9+r5i16JdPzIqfaGVlFGMufjdzbP0xaSV+fuh8X/nVXuGuQy3fCQY/mxI3HH+/lkZ2e6L4vhxyIwvXqJhB6Kbz8hKjKFvXNVYkI0m0oBAPyaSKQ4TlA4c+nk8oKo6YcXTdetwo7x0UvDmC8dLA+w/zVQZOP1K0oFPa50T25Q1P1FiNVb8B2v98g5xFBOIKOe3LTEh58OLlqEI1x3VRpm6UB1/0H0h/G0PLz7c3inYvDjvaumKojMNmutask5QUlP9do4ZUSIhb0qiBRQ4Jm5y0MsaTp/8v2a148RQpaCrCcHVn7q5kTI8jPdjz9jUp4QCao9nfe4U2Ov2YD2zzS138h0wepPKSeX6t5y8YSnIUEQBF0HhqIjtd3DFa14EjFybc78HZwA/refRjdPvn5FwqfvbZuPIxOsiKVOWt6sqJl57joGkI1ymaaf7+jUGuUyg1xG8/R0CQpm+LLovizHYQM4X8aQtKGpo7Ot2zJSQ3R3s8dyPXY9mBoflTl1N4PRcux448mzXRkpnL//ftPVe3X1qbGzQ+gZIeZCASWh+AP5ptFjZ0dLhWo/T1YqN3H3ltFuqrh6sP3Tg3jQSGbgg3IKQ5e/yUxMuEHuAgAAZreNLMbhGHjnbWTOvh+trppWQWRA/I4LM+oHH5NcJiwyxHNNXulhZL8iNxOORKQAnb3t9T2vaXXDSSWP8R4Scr1JK0PxKX64EDeczmA8VnYwMXrjmqK3ps57MGsRRdskjoALyqEjiF3Y2/Ia/5sLgWNOk5NOBJzernEBswtguAoagqCfBcdxgQOlta6BzKD85HmNXqFI/enXdUKRek1x3NriuDmPXgRD2hR150Un6qTlIW7cRewl+YErrs7dKwaQtcNDOrHIqtcz/Fh0P5ZHeKRj+THdj8Xw+/6wgQndiEhSL5LW9/J7RmTBciWXRCItyQ5Znp/ICWROv7mj1+uI3gfWp7J8Xad/V6DBqiTY2UF03Aw2+xuWxrsGueKA47fQyDeqPVQ9BHmbY6MMOplaQaSoorfcx/Bj3ehtoxMAR/1h0wxEDQg/7H3xfQWR6RxqPIunZuCd7zfqcjsvkOu+lbqZXDwiqZ7hLiiDjCdhdgKvqruiVq0r9pQUrt4Sl1EoH+1y94imU679a9IOW4cqDO0dUjXPEh3CdIqRCnXfVJ0+6MlkB2csTc/IT8pYgtooFPqPxp/hKmgIgiBgM5kHzzWKyluYiWHpezfP65lFAIBJs+1PH5WvKIh+44WSOS/qFU7wLg2fqhCXetF8F7GXPBy/15G7k2NqpaBZOzw0PXEBAI4BZIYfy7FXlEsgZ2r58TV9c3KPm4t/V2+qUBSVnhSye1tYQjT7ipViCIKWXew9cKghI4XzwVsbp0evVI+dGcQqhlGFEaxyVj2h45HkUkvrBDN2x2gPWdpgkrdpx/qkXtFuvomUaRtlbLnxu8bMLcjEX1DjaaLPx3jn79evOdLXsfAKM56zWnovyZfXyyNP84NqX3pDcMjQtl/jl4ZPKwiz0kgkCg6hSs73X65SIabgFcyQLUtXui/17ZWNlFV/+UcAwPb1nwGK/9QTbZOommcRVxvPtfZ+g15QOmkIZNxvnl3rZOk9ffBvmYXrf/ufS4FhMagdSPm21tN2rdJUsMuJRJndHDDsAUMQ9JNlHB0XX26XNfSwMmICcxPnL3oRBEVQbP720DDY9GeER0uFhxlk53SP7Fh7iJPcPN7PnxpAJjs7uwRyXIOCpxJ3eqnPNW5oVIllTYPimgFR5caSv/n7JU3/rmrM4OHmdPUKbQRBy6sEXx1vZvu6Pr0rdyp6x83gwhB6WogOjoM15OEENY8oleBJRO8YLmL3nRAx5G0m1NxEplRbNK3s7ILcN9+aybvG7COo/jCqP4jZhgluv8C77MSRggD4UQWR2Y5vHV/ybX/IoTaJr6tbUVTMmoTkzJBQux4ohxCpAMG7j5fyui6O2saZWWFk1eYEejCDJ5ecFknqqRSX2MhVHP9Mf78kPJ4IANCZJkfKrPIW00iDycWfRA8x9OEvdmiaX/6/dzheXkT8979f1A4UQru8365Voi7eeL9wok8I4Yr0hT1gCIJ+poyj4/3fVSvbBziFKbn7ds9fZRGCoCfOdh0r7dhQkrCh5Fp1L7dHpO0vFR6ukpyLwYUvq/e0VXZRPcdGAzmuQcHu4ZEBOQXTB5BvbEI3IlN2imXNg8M1AACWbxyHneVM3zI8Qvf/8S4g3p5XHqs3Fb3eHoxfPlaQEM0GAIybwekBtFaKDSoml2GiraM8IJEwWN7O7HBrYJyql9DyiWOjDHLRH+jNfz0XkFMQkPt/NxlnBgBgdlR/ENV9jlpa8E6FBI9X8fRigKMCzIzqD6Gmc6jhpAXPPT+SdbRvT2urtpiYykU55a/4uZm8tEqUG0YGALSOKvd3yFrGqJMSahjJdU8BKY5VLxwsEzRdNPtEJ8dsXpL1vOOYh4FR5afV1W2S4ebhITuKfOz+C7vrEH7JxfO1nwE1iIjLeHzN/WE+TAAAhgK1GJEJ7KMiu6c/gRVJjC0gUOg4m8n43dYNKw8cpri43uSt/RgMYAiCflLGeMMDpXUm9UTI0vSYrUvnL3oNRsu5St6x0g5XZ9oTOxdnJnPm9v6do01f9/5zaIKfNsldV8rwC3LjbnnA49VIIm0WK33MFt2guNrR06VSXALZaT6eEVkpj9rtrsfLOg5/KyCROnZsTLvxTS7V9h841DAVvY6tM44JsEYZmsXGr9K1Eztq3QJZJI9Qgy176PIkiabzX0RI3OUxfSvmZX//9KatxSwdqO5zVH8YkNgElz1Ev28AwQuzDTsuopYOPCXhkmLZn6p+0S1TF0QEL6vNXY/SPcKdaIFUyXd4tavNLwzUnD1ccfKLRjmgxW94PN4pJtg6LK0TCeqJ+qTYiFWrCn8H8LT6IeEfS+vreMLeUSmw4gqiohbFBUTZtGC499/HU928mPEZhc+8dSA8PoNAIGIoGBtBZHy7SoTQPXCsCCI7UKbqaMAbuBR6KgCA5ERP2P0UgTTrkzNgAEMQ9BMxxhvmn6gya3Thqxf7Z8XOX2WRwWgpu9h78HhLQjT7xScLHd3BOdSmrPtW8IVqTBLZR0pqpkYsT4x49y0nH+bNfxIAFLXrDIqpI/xkyk7B0MWQgOwlWc870TymXqbVm0lEwl/2bWB6X3tTCwfHNs5Wm90RvbUj2CuVyECnmIvXFhXF/3YR0SY0K8SBgypPeQcSsAiQKWd8ue2qrsawor8xk2b5sWB2++hjeGo2kXUUR0nBLC3IxD9Q0znMytfgV/t47iAy1gC8mzsy9PJKSxwzwKKgDNPME+MAzySInAnnxvVStYL9UQGbE5m35sFHcwpLL7+i0yqU6kxu6NLsrDfO8/h/beTXfPE76cQ4G/MO1wbmeCT9Kn0DldRbW/tJ87EabmJ2XEbBhp3PsTmRjhaNyxGl0Crj22kuOA8vFcujdZzf0fh5DZnh7JeWycr8YU/p0JI1s3uzAAA4BwxB0L3OUVk0UFpLcWWElSzyjgm+M9G7viR+bqN30m66OPzdt/zPnYyEsAZr8IRH1IbNnKLlMxle1kyIeMJzI/L2EXmbr0/0trWf/vi7Jldn6qx23ermyQ8calBpDA+sT/WKDD83YO9rHozXDYaqB51oZFd2lFYSNtpj9gyneIRqAdIwLqgcH+CzM7MD84v8s3Nn2E3HLB2A4Ikj/m/1E2ZGzQ2o/jBmOmvHQKm48JQwoJavzyMmbCMtCVvh4h1Lk/HtCqHdOIECT0I/BX9x3C41Gp3EFzxk54uTQpav2eSITxS1i2XNgazUvYe//rKh1mZDE6khoZrAKGtQSmpAZLYLM8rZsY1l/YVjVos5KXuZs9v3U+YGDSrj22UCOwFnpKJdyFjLaEuN1aBnJqUyk1L9s3Jn8scQnAOGIOinzGYyyxp6hWfqqR4u8TtWzGtlkWrMcLyss7yKn5oY+OHvN11RdXOblEZpqfBw6cCRUINP5oXJ6Oi8yMe2uIeE3aAW1hEwI/I2hap3QFTpRPPg+GdyQ5cuz391qm510mxrahefr+SJZeOvPbd86mTAG5NIxw8cbuALR4vXZGtozJNNwshz33IN8mQ6g4jnjCkLJzA6zY3GjJcxo1pkDRWD3w34Z+dGrN/EzsymuF77tIMrYPYR1HAS1f4L4BlEr3cwAL6vIDKc0GJJZeKMo70PtA7qMpHoJbaUfJGLmz/ZeynVM5wy3GMTytFWAqGCgidqVGTROUr35w9k+Lsl0tb/5s9W7IfpBjyeyPHPBACs8UuPFMVzo3z8Upxsbv2dnUdPVZ42uD64Lu1XjldmFm1wfGE2YCN9NqUQsVkwb1/tZO0rE8I+T260X2pG1iu/9eTG3KQ0efZgDxiCoHvP9MqisJIshp/nfD+xvIovVWhXLIm+eoHS7XCMNverumJlXsFNlriijRHrN5EZNxoWbmz/TDB0UaHq9XIP5fhncgIy/X2Tpu9IjCBoR6+0vFrQ3C5OiGYvzeMmxLBnskJbKFJ/cbSJpzCHRYSiaq2fZsTfNEp09SdofcdFPh5hTux0J48wmbLlrKy+xmrQhxSvZGflenKjZ9JHB8BxTMIJVP81Zm7B0Zfh6esxaydmPIdaWmSW9ONDi75utwqGJzbTc9PNMcQBJ2Y8jR5A8UmkR+ZTAQCvVCJVYiyEpKD1n9BWfRQTHszJ8lcY2zCCk8Tq3zLB6pSPf3jfzkxT7MSQNe3J7//aMOn1HTXl/O7q+gv/9fTxT85Zkb18s2/ADwcnmA2YctAuvNRiGOqO2PAAM5zs7kfAEERaX+ObnDqrGffpYA8YgqCfGsfBCYpWgU9cyOJXH5rXol7B4GhEiI/j68KcyDm8s2O0+VjffkRvCm/HtplDE+7bwdqTPZMks9pMybGbA1lpDLr3Fd8SSTTl1fxLNf3BAZ5LciKe2LF4hnuAyBTaf33bWSkGIGQRyqQvGyjzMAL7CMeOZAQkuLLTnby5pO4v/yk4fIxIc/LPzk156pfM5NSZ5i4AmKUD0f4LM53FkUJx1EU4YjBqPG7XHcQz1uJddmz4fFmLQHa/S8IvxqIICrIbh+oaT7Mkkcx2HDGU6BdDAgAIuhoCOy5FlX3i5e2Xt+bB7L3VdGe30TE+mURvlmqx3pE4u4eH1dv0NiqKN7JSaGNKaU9zZVPFyZ7myxHxGYmLlv7us2pP5g9TBjYLNlQ7NHj+on6w1apsozP9WGnpYWkYkUYAAOAIBP/s3Bm+u1sGAxiCoHuDQT42UFrrqCwq+P1j87e8GQDQ0Sv99GCdUqU/8P52GnXWq1tvQG1Sfjdw8BT/oJeBllSPX5S8Ier5rdebU0RR+4Cosrbl3+mJO6LDSxwXF6c9ccXLlCp9TdPguUoeAY/PSgv+4K2NV28JeT0imf6Tb9pRqWrchRUdFhfXb3LtHXELSglcTA96gT79ZHsCibTk3X94hM/mDxHMjky8h+oOAnQCR1uMoyRg5laNtveCYj034K3ksHU2M1lwVv+YWKsbRryiqdQYqiWVbEJwrTRCtRXQfAg7AjQXTx04c/agzRchegV1L96awAlbtnEnAMBqQC18/6GWybFLdn8kIiiXwdlN9+JSCTT0T7/cJPioIT5jSWbRhqf2fUJ1+mHQQjci67/QrGhp0wrqCGQiMykjdFsRO/P1Ga5xm1swgCEIuts5ljcbleOBuQlL3nliXqO3qV184FDDpMW2YUX8iiXRc3hcoNqkPD1w6CTvS46Utk4UkFW8k/O36y6wMhhVnbzjje2fE4mU1LgHwjh513qNpapBWF4l0OonczJCX3lm2cxPejBoTWdLewdahwK0Um+qL8nATFZ5MEnGwBK6/z6v0Y4G16BgJ58fTejGPbRntm8ZQxTYZB0guGE2oWJCckSQcrQnpFuuSw3y+21gMopSTj0ucQ6kuIa4EEKIRgTXTcc3AYJvIKGYY/ftPlJaefDvlQpfH7t7msmAD3L1zXoucml+BHew3CA8p1d2TnqGU5jxtGV/ZomVVSFRCc7f/9mB37D712xOJN35h/ajdtC2/6vB0v9ajXqX0HS/5KSs53a4h8zB4Yw6g1wsbR4U16wqfMuxm8fMwQCGIOguhaGorIk3XNF6ByqLrDakoqb/WFkHgqAbShKW5XHnMHp71K3HOj7tVDeF88iP43IS1m33iU+63ovF0qZuwan2nqNhnLyNJX9jMeOu98/6S2+djOX6PbJtUUSI9wxbqxkZa6kWSFqHgF4rI7GIejbdPSM22Tkgi+4eQtb08we++0/DH8rcQsISHnniFjqFjo0hAZED7CLH5G6/IfuIIL1Wkj+g1qf7h/5qRcbymHgqiQQAQFBAe91fXGvl6YHMhRDDwYcxRlRtZbVnK3sp4jBnrV8AFukZH8O9Ly+mmIw4UV2/n8Y2EAwhhYyUZyh93RfKzx7u3H/RNyD0qX2fTC1jjojLQKyWMV4PwBEBPcyxcJqMxcU9kRKaFznbDSOv5tgxWzbaJZLUG0wqX+9obuhSO2Ih30MBfPLkyT/96U9NTU14PH79+vXvvfcek8kEAPzjH/949913AQDPP//8k08+6XjxNS9CEPSThKGotKFX8O1lsrNTUH7yvEYvgqAVtf37DzV4uDk9uDEtM5kzV9FrRSzVI+eOtv1Lo5Ul9Tj/JvGxqOfvv94CK7NF19tfWtvybxRFMpN27X2kanrZ7jV9+IdNM2yJ3Y5e/PdFdd+gAcENUcNw2khfPGn1Wr/YJV5TG2UAACwT465BQcUfHXANmmXXELOjk+XoxIeYuREAgGG2prHiM6Ls04IMOwJWeKY8Zo1Bh6hxi9zcXej9lxGfYDszhKgxg6N9aCKXMCk8OShobm7lxVIk4W7aggD3iNCCgoydTpZwZdek+ITxxKuquAfcEnd6AAAUEmGP9HTt2SNiYU9odEpW8aaHX3rfMbmLIYh2eEhWX6Pu7ZI3N1F9I0ic+91jAlmRRO5iJxLltpYbTx1TIZLUAwA4AZksn7jU+G0+nre+OGAhA/jQoUMvvvjiqlWr7Hb7vn37tmzZcunSpf379x85cqSxsZFEIm3bto1Go+3ateuaFxew5RAEzRO7xSqp7hw4Xefs55mwa+W8VhYBAM5V8D4/2sj2dXt2d35aYuBc3VZnGT/Z9/lx/pfuo1iaJqS44J2g7QU3KGK5WPtuc+dXYZy85XmvhQRmX9Hl1erN5yr6Atjus9psy2ow4YmUyy32/3YjjRZCqsKTRgkwySXhYbitL4Z5MfD6ETGB/KNlXH5pmX5pmde74TVhk3XIxLuo6QIOQwGehnfehGds1aJx+777ODM49D8706gtrq2faDyy6Po0skBEHBIb8zPJngFkAIC3E/jL4omy7/7MF5QVOetoAZ6JseuTEtYTx0JlzabmV416+QgznsZOd0p7xl0y0nD448tVpQfNJmNMau7aXS8mZS8jkakAAE0/v7f8s/EB/kjNZZKzu0tkrpWYz37g/3y5zv5RJCrj1vu7V4cuh52Zn7l3ap+TKYdb3tmQ9EsifnbLBe6iMiQymWy1WrOzs99+++2cnBwAQFNT0969e2tqaq558cZ3g2VIEHRvsRpMQxeah843uQQyuRvyPMID7sBDP/26LinWPzluzp4l0Q2daP13ubyUI6YV0QqyVz3sFhJ2058SDJb7eEVe/c+6aszw4f6qjl5pWkLg5rXJMynk1UtVI/UDg1XdNv34P8O262nuuQwkEC+vbqoPC/XasTYeP9wlrrgw2tkWWrIm6fFnb/F92ocRzduI/ihAdeNIWPXo8q+6PD7Y+qi/h88PL7Fhwh47v92K6LBKm6zJyp+w8YRKfutvfhfu6drXVnPx+H6ZvcrD1zc5flNKwlaDwG2oXD/aY3HyJLBSnQIX0z3CyXgCDgDQ01z5n3f2xmUUZhVvCo1OIRCIAIDJMXXTX96W1tdQ3dyYqbk45wg7PRvBubAiiKxIIsPjFocxpoeuwaTy902KjVwdxsm7+rcDADAMVkwIy3+lOq7HoZ8XfuPu80OYzqQM6a4IYBRFP/jggzNnzpw5c8bJyclgMODxeMd1BoNhMpmuefHG94QBDEH3CvO4bvBck/hyu1d0cOS6HGf2ldU1c8hqQ7S6ybmt5XWoE1/4svG9EbMkUei+JmFXXNHG6402qzXCbv53ZLJTVspNljVNmm2nzncX5kTedFWzulc8Ujcoae5DLHqea5jAMywoJLAoycmoHPzqeDPLCV0TCfTNlXqpxDsmPmzV+lkVEU1xTPEiE3/H2UfHbf7npPn/amPxlJrsoIgVzqmRY8Favn31PwO6Gq3CPgTToyICbsydEMEl8oZP0imECG+3EDyeX3Om5uyh4MiErOL70wvWkMhUFMFOPjriFkgKyKKzUp1w1MnGSycH+1ofeuHP059ukMvGeD1BBUsd/4lYLbzjJ0i+2Sq5x6Qe9Y8iMUMJ7n63sleG3W4ZUbR1878bEFU6QveaBdYAAINN36ao61I1bY95UnviGdNIM52z2MZd6u0eyfD70VEc90YdMJVKtdvtLi4ubW1tAIDJyUn8/yZ78Hi81Wq93sUppsnJQ8dOTL/iRKPdiaZDEHR7HJVFilZBYG5iwe8fo7jOfS5O0erNJ850njzbtaY4bsem9Lm6rRWxnO348jDvU5vBkK2N+tXyfwdtv/YoLorau/nftff+V6HqTU/4oazoh1vZEAIeN30GmkYlbVp93eVadotVUj00XNmtk41YUMD3imgNWRYc4rcmlfpLFqioEXz67oUoVLwWk9l4IpSWG3X/A35pmbewswRmbkCNp1HDMTtqvigr4KtXHuqmyPW4Em7C014pPlZvefkkxQOv5Zoa0xRPvfFtHj01LTY1cjFhdyDehQJ0BnmjbqC180j75fEmkVteyc6nnyrXC53i09xJZAIAAE/ArftPgHigp7324MGXz4/KRJzIhLT8NTarGYeg0voaZVuLsq1pckztHRvPzszG8DTFgF0mQLXjK5nuxIhMolcgATfLHq8jdEWSetFIvULV6+sdzfHPXFf856tD14pYetStjUOnO+RVMrsuwish3jsNwRD2uo9wRCpulguvprsresBWq/XAgQP79++vq6u7tR7wFZEMANj/1TewBwxBdy29VNX/XbWqR8QpTAnKS6S6u8zfs5Qq/TcnWmubBnMyQzesSJirXSRVetmJqg/Paso8lfilrkXLVj/jzLz2QXs6g7yz79v23qNuLv7x3HURIYVUyo/er0Q6fu4yr7xK8MYLK6a2/rgexIoNVxlFFf2GkbNmonOfV2S1b3RMhNfScGJRMJ5CAOXfXmo4ctx7jE/HTMEFRf5ZOazMGW3x8SOObZl1n2PG0xhqGLXGv1yz5gxvxN/dfT03LdkW6cRzGWmcBD52IUN5Cd/SCvrCmT4cL9aisJhtqQlsN1cAgNlkOHPi/XbxZ5Mqe7DLyii3PZNDnuODFi8ulZVCi1jtgiejIn5H/YXjrVWndeNjKbklyTkl8Wl5usHB0Y42WUPNxOCAZ1SMV3ScX1qme1i0SkJQCO0qEeLNIfiGEn1DibOKv2uG7jV7ulbE0j/e0yyrapacFxnFLIs9wmSL8UzMSH7SPaRgJs+6N3rAAAAymbxnz56nn34aAJCWllZVVZWXlwcAaGlpSUpKut7FK+5wx1sNQdCtGO0SDp5p0ElV4auz43asmNeiXplCe+RUe23T4JriuI/e2Tzz7SlurGuo5qv69/rsgohRz+dj96bet/Ga3UoUtQuGLrb3HJUpuyJClmxY/hcW80e9nUmzrapeWFHXL1VoVxREv//mfTcYGx8TaAUnBZohP/WATbvYpScsvMePww1yLgnDP8fBu1AAAKDyq2P8zz4iWI0xiamZL/zOKyZutrmL2YaxyUpUfxidrLFiTmTcBJ66iOC6a1STkuEr3+30gL4DU35o6fPW1RLqLrGaXOguXI+IRzJy/pv1qJcr3Wozkkl0BLG3156tOPlFd21dcszDKYwjFqkrToGnpNJCt9C9uBSqK0HQ1fDBa3/htdVSnejpBWt3vvDnqKRs6eWKobLTx3/3B4Yfi5mUFnnfFp/4JIqr19gIIhPY22vtrkyUFUGMK6TMvJRoeuiOKNoYTt6xkavzF+29OnSnnODt/7zr724YIWJctQS4pkZt9Y5cTfHm3k5n95oWMoC3bt36yCOPLFmyBEXRv/71r8uXLwcAPPzww6+99trRo0eJROKrr766e/fu612EIOge4qgsEpU3W/UmTmFq+t778aR5/PdHMDh64mxXW9fIyqKYuYpeBEPKaj45PvDFBKZdbEt6puhrVkjs9V7c2v3Nheo/urn4Z6U8umHFX8gk+hXNK7vYV1HbnxDNXlMcl5YQeL3aJxTBBCdEA6X1iEVhY4a3LImryyT6MMD6SPy+IJwvHTd1wwOHGsZFkpJ1O1bs3kIkz245LmbtQY1nMdM5dLJp1BKMx0YMFvJxYfyv1n9s1vvzSsdbv1MQ5b6n6YI2Bn8ifjLYJSjOL+OFzK0J0WQ6FWcwqgZEZRerLvIHz/uYCxrKTkUFbmZZnstz2ueOUYLTGP5PO7kGkW1Ws2PdMgBAo5SGRicXlTwYFBLlFhTiuIgjEIIKl2e98ibF1Q1DgUaGDLTbZXwjwwPvH02MzHKa4ZLmcuBw9wAAIABJREFUq0OXE5CZGL1xXfGfr1hLhWBIj6q1RVHtSWOuDr1f0/CxfqCcNdrxhl8CO3yly4pVRGffmz5ObdB3y6T5EdxZfeZgwQN43759y5cvJ5PJDz300JdffgkA2Llzp9FozMzMBAA899xzjnKja16EIOiegNrskupO4Zl6iitjvot6AQAiieajz6o1E8ZVRbHP7s6fySEENzU5qTt05vffGsrcdMQ8r4INy3/l6nqTgWIfz8gd933p6x09/aJWby6v4pdd7J0025blcT9+Z/MNjuOVNSr6jnUY5AIcgWLgxpwOWkOiU4o4+GeDcb50nKafrzzV5Lt5u0ii+fRgnVSp3bImufBXK2dRxIzZMUsLqj+ImirNNgtfF2MxKyNdLM0yu578fDRn/UspYQCAvgZ9d5W5hjZEz6KHugRv909PTaZFhRNxeKDWCDt6ykUjDSJJAwX11PVjehU5upDzzld1ZJufXmH3iaGSGXgRv+Ns2cnelsverKCn9n1iNehl9TVoQzuB1zNguEB/+PGpAHYssBqXI0Nd1pE+G5GM848m5mynObnc/E3NPHQn7SaJbqhFUdU52iyc4LEYARmsvBjvZByeiFgMnhmPBYXk44g3Gpgx22z1Q8Jm0VDniLh+SAgAyGd7pgZxGJTZDefcFXPA8wGugoagBWczmYcvtQ6Vt9CZ7pFrc+a7qNdBIh0Xy8bTEoPmJHr7+2qP1n3QjOvhmJmrYh7Mz95+zXJes0XX3nN0Qj+yPO+1q7+LIGhTh7iidqChVZSWELhyacwNDhK2m5HOzzpkjc0ookXcg9vTcxtwHln+uC3R+AgPHIYgLR++J6uvwREIHplLavHchhbRgxvTVy2NmWn0ohPoZA2q/xo1lWvscceEcaf4Lm+kfaw0eTWOL53UJXUa5Cefes6xWRUA4MmzCG0SzcajqamkQBYeAKCZELV2HxoU14yqea64KGMXkzy02M2W5p2Crn435n9v2d7VUN5SVdZVX26eNCRnLw/0CfawAFlNlVWv80lI9s/K8YqJdw0Knvo8p07htVsx/yiSf/SMSokmdCOO1ctTocthZ3ICMq/X0xVoenhjHf50VjTBO0wl95C0xT58keJ9k86rI3F5Clnj0GAFv0+h02YGh6ZygtPc8dHGDrL4nG1cFPlCP4H6w+aX90wZ0nyAAQxBC8iiNQyVt4jKmz25QZFrc1wC53en+26ePCqcOYebR2IIcv7Sv44PHpTRJmLxEY8XvhXgG3XNV8qUnbUt/xaN1Idx8nLTn/Zw41zxglPnuw8ebyGRCKuKYpblR7k6X7eTJK5RDJxsMCiEgOBtTI075xs5YiFticZv4n4/xeswfOm8me5zskXd0CJaUxy3oSRhRkceIWpEfxibvIiayvH0lThq6h8qrB9UifMjuCVxCSXs6NderwjR+jubnNvWmVb5cd0M+JxtTlNLix39S8HgxW7+d1abwRUXY+kOALw0Z5TrlWSPLg7m5LqSaHizydB46WRTxUleWy3d2TWzcD1FpcUJhy0qtVtIGDM5LTC/yDWIM31m2qRDZXz7SK/dYsRYkURWJNGDdZMlzdfcH+Pq0J1iRSzbvyv0oHrF0UPCzShbWI9TC50CMl2i1zJC8sme1y7UFo2pK/h9jUODPIWsfUTM9fXj+rJywyPzw0I8J7omOg+ZxPUYaneOWO4cUcwIyceTfzR/DwMYBjAE3WkWrYF/okrexPOJC4lYlzuvxwU6dpE8cqqdgMe/8cKKOanunRxTnyx998zEGRMdLPEo3LL01670a2x/YbboWru/6ez71o5YkmM3J8duuWJh85TL9UJXF2pspN/1/j5ArJiowtB3TGtUqF25EvGi9CMmz3AP3Epro5egkrtx8/SNIf+fvfOOa+uw+v7V3kJssYQQQggQIJbBbIwN2MY2njgeaZM0zWiatmlGnzfN0z5daZu2edomTds0o3G8t43Ze4uNQEIIIYQWEgjQRutevX8oDyEY29iN3bTV9y8bSfde6fLh6JzzO+e3sGi+WsOvaRaW70io3Jt6z9DrdkxC5suQ5QYA6vn6HD2sAI/Cdgiv72e0BoW9TAh8EQlHLFiBqm8oDASkLRDLCEShKIjoOERsIgpDgAEAoDcq23nv8EVXiTiqjzN5ZTgKNVkAIq0BXBt3T0JUNnV1meVvXzk62F4dFZuUW3Y0KXtHGD0WAICR998NSuTePnbsWHHPTbmUQpdhAaRGIyPiUf7hiLuInDYfdGWGqYG5zrGF/u9m/MQXGwA5zGZJo1Z4BZT1AABAoOf6xO8jscpuLzLLFnW9UsmkZq5NLOqdmaaSfQpj41jB1CwGMysqGmHVmiWNpqk602QtnpZFSarE07Lukjr/y6igvXjx8m+AXjYnaxrQDInDt3IKf/b0Qx3qBUHoet3YlepRWpjvc1/LvUtFd/NMD7Rc4r0ziBaTcL5HMr9TknESAdug2ixX9Y8IL4tnmsKpKduyv89iFK99dMXmXGdfmJ8VDWyEG4IkNaLpetHCBDeAjbHs9KuHU5Vq6r7ZjpfVvSbhMIpGx6dneuIWCEKjQlVTp5g3KNu/K/mvbx2927cNtw1a6XKvtEOm0zYQf0Faeml8x5BSg0eYnVB1nP9KPjMRGf7DGTe7Z9AtFdtD9GB0pl9IMCI2CRkRg0CiviB0QqPwcAhDg+9aOpuud8P9E135f/ChJ6cCALCoVZlMWoo/1WE2zY8Ox5PCI6MLkHYgN38vKfyzvZ7cp7+19mgup1s14ZqfAZdUICUEHpWCokbj7hR31y2lYkeXMCMLNtwEqbWohrU9g5qu8YUhNALD9k8uoO3EIvGG8UuKi09gqRwK5yAx60VsKHetktlTWG6bnJjUanqlEk9huYDFfrWsnE0NofsHAADgWJbpR8+p2+ps2nESu5wcty/i0Ed37xBvHm8G7MWLl3+UpSnFbMuQTiSPKk6LyE16qKHXbLHXt4muVI/Gx1BPHsrYvAHfnXCtWLtqP7o6/ekM1cxBxVfmfichNHPD0CtT9jZ3/9ZomuPGH9rCfXytWcKKzdk7JKttnkCjED99bffdz2iQL/NPjS5PjbghH5/YOFVhYm3PePjcQIKuH2/WBsQlhGXnhaRnecyIZIql+jZRe68EgYCXFLDLd3DuWMSGzJD5CmRtNpm6a2di62fZzRK7ymAkY9zbGZaSyNkUeDmg3iuu85Xv8BNgsQV2VwDoJvjDWYlIajQSjfOImdviWTthLpyi26rgLZswgzzB7xUSQVr+rm0VT7BTchAIpGxytKvuIr+nwbK8uC1zF2HeaDfofWNiQzOzg1MyiCEbDEO7nO5FBaidBjXTLqIfPISJDGYiNpRWuVx20XS9ZLZtdRPknUZ1tRaVQDc0MNc1rO0B3SAnIDU5aEu8m+izpAja+m3Pc0CbHgZHrhaHbU7niEIu0qjbpyY9rVy6f0AWg5kfE5vFYNL9Azydb7fLZpH3mqfq9KPnAAAgscp8kioJtKz7irveDNiLFy8PF83Q5NTNLpfdEVmYmvi1nUjMQ5zI91Rf61snMtPob/7Xnn889Oqlkubq9xrMLfPh7uLknT/IfJZKvpsfAxqFT02oTIqrWGeWsKS3PvXSmejIgJ3b4rIzGHd6ucvuEJ4fUfUIHRY9xofuv6NwyKzVDNYzf/7fe3xIjK1ZjGf/y5fB9IiSHE6wqmG8gyedli2kcyNfeb74TkVst3PWba3Tas9VT5h6tJyWGax8OQeAAdww18s51h2hHVjtTgnv20udASofBHMnecf/4nlOxD4X5INAB0d9tshiaPzchKRBpR4NgGdK32WaJFgLSjxtOOOf6Nxx8OmUnBIsnijm8z785Xf7W65j4KhIUjDLAEUkFIUyuYEVSUFJKRtq0yAXYFgAVSKXasJF9IOHspDMzA0kzZtfSrXK+Ym/XROf4gSmJgZmPBZzwkcr0fPPGxuec/vSQVbZ6tMQWIpsUdc6Oexp5XoKy1kMZmww9cOvP50VFb2qNQMAwO2y6Ucvm6bqjIJrmCA2KaY06omae+qzPPzlp8998/V371fe782AvXjxct9ATpeyZ1xa3wc5XQ/bqdfD7//W1to9VVLALt+e8A+GXtBhn2q4eavvw6EQNcqHXBpzaE/yE0TU+nEgCHKJpuuHxs8f3fPXO4WBVZb01ruMGmuGVRMXB0xz04A71D+FqQCFypE+klaMTc5Ozc9g5eVgfD5Xz4ql81eq+d39UhYjaOe2uLws5oZybreNB1nqIPMFwG2DEytvSGM/4Gn7Z+W5zJgDKel749IW2t+XDEQqu9nLvjhHCDYrHYfDwbMOrl/TazOA6oGVvv4zFhkBt5S0gp4cl39IiLTl7zuaU3rE6bCN97V2VZ+dHO+Pik3OLj0cgiI7tQvU1Iy7b/kwLkAKoVM96UKiYBEcZEgMkkD5wm/I5pdSmZ0m/nzfiLaXjKac4HxW0F5xWd1LMttst2H8skXWSaDn+nAOehRVskWdSDPHk0o8rVwAADyF5VhqiCfNXXepjmWZSVxr4J9fUY/gQrk+SZUkVhnal36nt7bBvXC7X65M//nHbVj857UfrwjLG4C9ePmScUOQtL5PWt9PCPaN2ZMTwI582KHXw6hQFR0ZsCm5750xKeWDtz6tm7k8keik4ejHtnwvIyz/9mqzdWVpgH+6d/gjIj4wO+1pTuyetSFBLJ3HYVCb+RIAOtySWqmkqs5hBUghLN+dae1E8mW+ecfUp5lFW7YVJqGxnx9Wpljq6pfWNAsBACgpYJcWxt0+ImxzmPgzNZ2iuiX9zDfSoXZNRu104Eulh9MjowAAgKx1zhVI0pMz0mJZGbctkZEAA88IQxOQ8DAW0jcEHsxAonEwmbIXicCEh6SsLIGtP9YsSx0+TMCM6++b+L3Fps7bdbxw78kweqx5Tj3ZVP3On171dWOS0woPvfkegUQB7oVFDynGXfJxJxIFC4lBBEcjKcGfS6s2H3RXXFbBwtDYQv+wtmfBqmX5JXCDszJDC0OJNKu81yxtNfDPgzY9gZ7rk1SJoKb1zxt6pRKxVnOXwvL6uyzvNYlrTVN19nkROaGCGFVATqhYO0e0ISa9TjDQzk7JpvjfY0GHtwTtxYuXLw2n1SZvH5ltGSKGBKR/64Bv9Jege7oLYum8Zt60qmD6R2RWbhCc6+9trnmPhxbOMsCtJYV/TP9uBHkDz3nl3PDA2GmhuIYTu+fE/o/Xbo40W+xNHeKaFiEOi3rua7l3OR3kdJnU0FStafK6BAFvjy4vBUsTzk8DfUpobwzwySEyg/KttYft4E23dkvE0vnC7JiXnina0BvRbRtc1H6Q9PtlHyzgR/BZgdL/MGjghJH2JsfTyAZw6RfiW5LJtoOL0zELgUZCJDaijBiBhwdGIEJjkUGRSADuUs4N32w8NyPvgaPduRnPhoekuOBGZ2TvlPUDSX9vWt6uyu+8gkSgWs/+Vbz0Qd/4GAAAwSkZb/zoFDUl3dONvgtWI6QUuBaVoEUPBTOQaeXY1VEil8suV64Puhtuglw7qqs2yyPIUdygrBfSfhTty177Jcky2wlALnjJ211LiPapSdH1oRHFtVXF8uNbc9cVlr/wMbpsFnmvgX/eJK4FAIDEKqOWvrnJ5m79pb82X/1oUatKy98VwUy4ZwDeDN4A7MWLl3tg1RlmW4cUnfzgZGbm9x97qJNFAAAMjSnOXx9e0lsOl9/RCGiTOMwm0dULDSOfChgmawJqJ/Pkm4nfuL3a7HBaRgSXugffx2LI3PhD23NeIxI+t0ScmNLWNAt5Q7LC7JgfvLCDHuEH3IGlKfXYp51G+axe7kajOhBwi5WV80NYEGHIfYID/2URCvN/ccThBIfGFLXNE6NCVVxMcHEu66ev7d6g1AzqQOOHkPmKSm/s1u3mRARLFoxhAVHHMrfujKOhbFdB4y8BvUrs2HN69LWwwIDweHQEER4agwxjIynBCLvTKFO211+4oJjnwRwEoryUTn6j7NVcibD7f39wYrCjms3NSc3fkcRJG2y/9bv6x0gobDQtwbcoPuOZ726opVqHzexWTbp0cpdJBwXRkTGZaP9wBAwOuFz2WXX/ZoLu52/UDT5dXR5BjuIGZz2T8loEmYGAIRzLMqPwmlz8MiGqAEp9TqSZa5ucaBM7e2dkFNw8mxpSwGIfSc9cVSzfCadB6ZkgMgiu4UK5pJhS2tGzeNrGplV3Iowee/J7v2QlZa5u0/zH8ZagvXjxckcs88tTNzs9k0XM3VsfqmcRAACjQtXH53lLeuvjhzLu1PvcJDoBn3/zbLu6fjID4UcOqUh6Yht9z+3VZrNlob3vHf7EVTazhBt/iBaaviqwWtJbO3qna1qEaBSifDsnLyt63XzRKg6zVXJrVNY66rSsIPFx0TuTdThl9Tyx2s7Mj4B/LQnODYKtyqc8xkdVDQIyCVtSwN65Lf725vG4avZ056kTCZOhqI6LkryaGfqg0lyWkHgkPbMwlq3XdGtl5+iBZzDEUjf2EIpSYYeQSBigV4NoHIzkD9cblVPTHWP8OuVSN8bC8JnfER9bEpXCAAKV7TWnOqpP47HExK3FOKKPYLBdNjkaTAxISM4uPPw0PTVrQy3VOlxOt1YCKkVO/RwUQEOExiI9Yi7l3LBE1rYZoyGpXjQw18lf6H8181cB+C+k126XbUU9Ypy4vjxy1mEzLvpxB9yM0xr0lNGRFRWdxWCygqmFsXF3j7ifnWhZph89Z56qsyoH8OHpm2nuOh22wfbqwY5q/+Dwo8//+J6nuAveErQXL14eEJNqYbZlaH5sOiI3qfitbz1UzyIAANp7py9VDYOg++ThjLs4E9wT0GGXNdb21Z8epcyK2WBsetJ/JT2fFJRxp+fD4Qgykfr843VkYshnRwChoTHlrUaBRLaQn8V85bniaPrGf+tBh33i/M2p69dBCI/E5wQkpMcdiu9HYP+HD0nVASc48No4+KpZgsFka+2aau2ZUqiW87KYv/nvCnqE37q3KZnX3hypPdPboTFa9sWasYQCC/kX48OtT+Unno1LUGhg4xfrqn8zYdTQyLu2aCJfgtRUejIqJhPpSaztKMHgUOPUVPfSihCzmOwHZpQn/5SWGuQmL3TVnbny1in34lJUCDPYjVMoZO3L59ILy4srnsjafmCtdOguuCFgXuZSiVw6OUgOhIexkSllSKtTJVP08pp7ZYpeIiGQGVmwYabrAO0yg2RQ0yHQDYt0o6EkWho17wj7G2TMZz1Xl0VnGL80L+2yiqtNbvwYLPKsIV1PYmaRmfkxsX+hhnIjaHcqLH/xIl0WWadngshp0vgkVPimfi3y5NW7N3flEoFwoG2kp0E03EWPTeZm70jNu8cs2ZeCNwP24sXLF1gUzc40DZpU89FlWaGZ8Q91sggEoa7+mVOX+vwohJOHMjjskAc+lHVeO3XzSmv736UZGGXwSiF998G4J0KJ68eKlvSy7sH3S/L/3zp7IgAAlvTW+lZRTYuQGkjeW8rJSqVv+D3AOq+dvnVzqqrGqpXBURRccEHckQpkAeeUwN2ucFMJwAkO3OPL66F/RN7Bm27tnuKwQ3YUsHMyGOsye43R8HFX05WBpimdie1nAuB+9S8+QfL5rM2sMrmrJO4mGWQR2x5TCsKSjRCwBUtEh8cjgxnIVXegGw0/EM80BcHzcIvJsfF5cdvpAMLR13Kj8+KH+gkBM4hBdMHQOKIt2GcZ7c4oO8Qt2LX5UuryHKgSudSTLgIFHspCEkMXVIvd91xK5QDt/Pl+0eLogKZr1jAVTAhLD8mN9UtKD8nFIfGr731SJXNfPUIySfshmgBBhyIKgsITC2Lj7tLKvR23y2aWtur5582SRhgcuZnJXZvVLB7jCQc7mq58iMJgEtILErdsS0gv8A/+csQN3gzYixcvm8XjWTTTNIDCYxklGdTUioctb1ZrDD/89a2oCL8Xnsz/RzRW2uEB0fUL3XPNsq0E+wHiTtbR3czKdY1eCHLxJ66NCC8ZzZpUTiUEgesOcvHm8NUafnEe69c/3He7/NgNgqreLu3IgKq7y6yeQ2BDEDgO88CriSfTxp2It0fBwRtgKQP+m2JEGvWziKhQLV+vH+vonfal4LPToz743bF1u6v0Vuulof4rA009M/JYPz0CjgchrC8l61hWHgqfoVwE65QwjfYaAZq2Gb/zhBtE+cFIrKTgKCSVicQSYWaNU82zKLotWAoi89sB27K/v6vofzx553h77amXXtPwhwAA0IMrcF+fomdfDUnPxG2ibLsW8xLkibtIDOBLs/hv4Sl0rf3DvcDwZ0F3w6VUq1yY+FvfXFtS0JbH4p9JCsrwBF2b09k7LV7gX2mwBDSKJTank00N2U9/kpVQWBYe/ex9XuHtzd3IYxfv3txVySa7ai8IB9unhYNh9NiE9ILX371Jj02+r/N+WXgzYC9e/tPRy+bmBkRz/RO+0WFRJVso9AdPQ+8LEIQUav1dNE13x2E2yRprR6+eGo9cno6H/H3Dy1mP3d7onV+cHBFc5ouuBvhGb+E+zo4ugW+0+dBgsqFRiHVdXpNSrh0e0A4PKLs6cIE0GDLFoI4Ly0pkllF8U0n1s+73hiA8Ctgb87lfgtlib+2eqm8TKdT64jxWcW5sXMwXepxmu+3SYH81v+/m2BiNbMUg3HNWUhw17EBa7tGMrCACWT2wMtOom26xFv74KSyWIJ/5Ps6vMCQGSQmBg077eA9vQtRkmSH6zlYGsDHhmfjQdByRigIAQCWbbL1xqqP6NNpkAxBwKxxMyyuPy8hPy99FotxHYFt1R3A5XOhg6TLQOLNwDbjX+uVhbc+ItjeYEPZ86uvrH/W4GkwMEtUtceYhNnLZhAvTZf0sO6VoM63c23mA5i4AABf+/FNe05VlnTan7EhCWn5i5rbNDFY9MN4M2IsXL3fEZXeoecLp2l43CNHyuXk/evJhN3rNFntNszA/i+lJMREI+INFX8PsjOjC6bHBWkk2TrLHmBaa9yqzcl2j17PRkC+6pluaTuVUPnnk4qpPkcMJjgpUGdwvVKfX7XccP/WhmtdlnJ3BB9HtZgwmYLsTdiShIpSxnSRzwE6JoOvnXNnh8Ney4EWRcAQcAEGof0TZ0CbqHZJx2CH7dyXfXmoGAOD50x993N1OpzgRsBUkjJQQFndkS0lWdCwBF3CraaXxLRNiVILELEdlXd/7FsqXc8bhoFHTYaDDreWv3PqIN4b9PtYZGeaTVXKiIoob6QZBw+yMuKpe3HBzZlExZpKTfPxQaPTWYyfjUnIS0gvuS69rM7u1Upd83G41OVzEYTV02gIX07FZ9LCsgsJztwddtVk+rO3hzw8Ma3twSLxn/XJK8Fbgi64G8/KBMvz8TsxsIswCRO+OTPyNb2zpPcdtN8Qzuavnn4ccZiJzu9+WZ6KeqNn8esjo+NSkzG3RCWlfooz5H8QbgL14+Y/DM1Y02zLkGx3GOVH6CJZpLOmt568PdfCmszOi4HDYvV+wEW4QnG1pEF+7OGESTJdQ5qKhXcxdLzIOrmv0OpyW3qEPh8bPU8jhWalPMiMLVgVBCtVyVaOgtXuKHuHPYYfcSdUMOV3muUXQTcMGMO22CN84dtyh+IB4fJUE+k0bJF4CDrBhF/YjI31gwP+pmps6xFgsqiSf/fSJ7A1tEtwOAWT4a0lAY2RhVK00+nh2WUVKLhpFauyzn/6dOWBYioWs9Oyq0CeHg9PzCWFvADAsAAAYFND5q3lPnZm+PT4t60J4DNM8p5Y11ta9/0udcNyOQQwsic1wkBIUevTxH3OzS8OiYhGI+/jD7rS7ZwXm2XGTzQQzI3gL7qvUSHJocOLW6P++3Vpx2aYbmOsc0HSJFkcdoJ0TmMoNznoy6btElH+/TNbGn/jNzMcizRwacB0IAdLd0n0rAzi6PyXxEIGeS6DnPoCHwWpz1yJtBQCAknw0rOI9Aj0XdgcDB6fDNtxVz2u6Ep+WX7z/ybUPpeU/Cl3VfeEtQXvx8h/EomhW2tCvn5kLy4ynF6fjA3we9hmX9NYPzvYMjylLCti7tyc8mGOgR2Alrr4q5yCnEt0OrPtg3BMFtF23T/QCAABBrs7+99jMkiD/2HUP/eL39eGhlO15saHUz9740tSkurcrKDklKCkFAADL/LLocqdmaBJ04OBoBr04iVUeYkHCzwqg0wKQRoYdiIXvZsLxqC+UmguzY0oK2OtKzSLNnM3pZAYQegQf1I01v1kggJMOwMlPwjDJGou7ts+paTWRxyw4g90vSppQ8hd/DgUf9irGh603KicljRPTtSf2/x2JxKgHrEQqihyOmucPT1ff0Az0OpBwAwqc1ky7CNi8fSejYlMY8Sn3VWQGAMC2YhEOSrVTSKeJbIS1IQOkDDYtPJQb5B97p1FdB2j/WlWJZylVvH+GatEt1mjWGtQXsNiZDCabGuI716ofPU9kFvtwDiE3MnO8J6BNbxRcM03VGSeq8OHpxJhSSvLRexaZ+1puvP/zF6IT0rhbd3BzSqkRG/tQPRq8qyi9AdiLFwAAAKvOoBmanG0dQmLQ9OL0kAz2Q9U2exBL56/XjQ2PKfeWJO4rS7xTunl3tMMD4msXpQNt6vLwsWBtuG/07ugjuRGlaxu9Nruxd+hDJr0gPOQ+Fnco2pv73v4lCocPzcqhFZWZNTZZ05h1weSwhIZmcdn7IihR2EGN++98iKeGtkfBD8TC06gwz5DSaqn5dlWzzmw618/7oKvVYtOHEfWDSiCBCjyemfbc9uesLuytYaes1kwSWDDzdlQAOiiLwC3r9QsagPs+r1lUi8a6RoXX7GZnFC2noPSxIH/Waru6+qljdjQwtjQzJZ+w21cS0vK/8fo7HsPdzQNBrlnF0NS41KwMRljjIKKYQluks8MiI1LX9cXNTlOfunVY28uf7/910UfBhDDgNoN6bjiNTQ0LYK1dAAAgAElEQVTdEsXII1kImi7HooR29Ox9Xc/trDZ3V9QjpNgyUkwpkbkd5bOxzstmNa8boHI6bHAE8r4KAA8Pbw/Yi5f/dDwzRQtj0yEZbO5Tex72/kgPo0LVmSuDKo3+cHnKC0/kP0Do9QisRBdOL+FtkmKyINGVS4v97+g32P5fUKtK5Z0D/DPimSZmZEE8a+fqzxWq5ZqWCQIeffxA+p1OEZCQtPMvp/BBwZYFl/C8XMUbxvjGxD+WHJlPciFgZwXQ6bMuBAw4HAf/WQGKjAEUquUPzt671Hyhv/lvrbekS9ZYf+eO2KgPnzwRFcTxPPT0ZUfhB6oQChhdMB5fUe4TjgQAQCIjDAwjBKK9bguBYixIYb2efmQrkYqa6++1uRfxQcFOh63p2sc3lD2LC+pAavjuEy/uefylzauHXC67ZkEomemYk+nBRSbZXYAkEphJSHaKLxqbv/aZZqdJpBsdme8dmOt0gPaEwNRALCODkvhec2+7WLxqUL8linEkI3NLiL9L0bU8fNpUV+skBIDsckpS5SYv6XZWm7tul43AKAwseI3IKNywXg2CrpGuOuFgx0h3HYkS8OP3G9Y++tVp7m4Sbwbsxcu/IU6rTc0TzjQNgHZHZGEqrYCLJt7Rq+fL5a33mqZlusPl3AdbZeURWMkaa41bQ8dTnCpwroJ1soxxaO2+JLNlYXzy5ojwknVleQv3cU7sHo9EyDNVfKtRMDGlycuKPrAzOSIAox3qn665CQBA4Ztvrx7BqjOoesbhmITpeqt+1snYTmTtJpPDURM696cCqHEG4gbDvpmC4AbBVlbuVmqWLeo8Ot7WyYHTnZeuj6t9MCuVSZTKrXuZIbv4E25gCYKWwK2HcQAA2K2Dtpm/4HE1EL5i1lI2PFI/q+gHTBQfU148ozyhmOUTCcz18zSDPFljLZlGD6/YX9dwpq/lhhuCkrK2H//OzyNjEjfzGUKQS7MglCl7pfKu5TkwEHaA7M7GkgBaAiEygYjCfN6Dd4D2qWVBj6pZvDSuMM6wfBMpyJi5BZRiAeRJZQAAeJz7VqdyV+ZGzJJGk+iWRd6LpXJ8Eg5SEg+hfOl36sjehbVrmZEkKimmlMQqu9MEkUYxLRhoEw62CwbaKP7UrO37M4r23W8B4BHjLUF7A7CX/zjMc4vShj41T0imBTN2ZAQlRsNRj7TQZTDZiHj0/a6yWhVYLU5POg+ldwROItCYg7FfL6DtRCPWWAYpe/kT10TT9fTwrKS4ilWBlXbBVNMsrGoYDw4k79wWl8nAq1vr1LxuvVTiz46P3rV31d9+QTgzdbN/WaqyG8N9YzJidgeFpuPcMFiVBDotgDRm4Gg8/HAc3A9zt1Kzzmy6NNR/oZ83opQPvnLwVPe1UwPaY0nAvtSSxMjDfXyClO+AjVrsIWjmFnxKso6A+hQyfOhw+0mWtgxNK1VqId7IJZu2cFN3xm2PxvvB5vp7Z1sb1bwuf3ZCaGa23LZUd+1vcsk4gUgpPvjUwad+cM9lVQ6nRTk3LFPylHPDcnV/MDEnAvd1mIFDIGMiEtBrV3as5eLER93KNhIQK5tDDUgXNAYjN5y2oXOftvHHev550KojscsJkTk+iYceTMm82tw1Tdbe3fvPpNcNtlcLBtsFA20AAKTl707csi0hPf+hzg59iXgDsDcAe/lPwQ1B6n7RbOuQUa6l5XNp+VxiiP8jOC8IQvVtIrF04TvfKHiwI9gN+qkbVyavnIMFU7TF1BbkICcwrZRxMD0kd22jd2j83AD/jHVlKSluPzf+oEeg63CCrV1T9W0imWKxOJuRTlh0SvhzA71uEIzIK4rIKwpOTfd41hrlWnnHmLxz3GXDuOwsemEScxeFHI6aNbhvSdznhFAY6bMNVvOaL6iai/NYq6Vmz+qMG6NDreKJSD/fl3KJZeENAagZB/FZF/CYQBA2KwMRUodhyoRcdIbmEDKPa4k+f4FMF+DEvQifb84ZcI2dv07lVNp4CTEF4YQgl7y9ZYE/rOxupzCYkYXbaUU7NBp5w+X3W659HB6d8NgLP07O2nGXj86T6cpVA0rNsETWhsWQY2mHKOCOFQ0NDkOExyNDY5F4MhwAAAdoFy3y+fN9/IV+P0wEHbXbMyM0opR7DOpvd+5zGpRulw3tz/T81yxthcGR+PD0B1AyA2uau7YFET4ii5JUSYot2zCEyyWCke464WDHtGCQxkyIT8vj5pTSY5O/Ip3dzeMNwN4A7OXfH9uycbZtRN4+iibhaPnc8K2chz3O68Ez1FvVKAij+lTuS32AVVY6AX/iwml1bxe2KHU6Hdlh6NgSWrg35rGEgNTbn9zO+yOFHM6J3eORC8kUS1WN461dU1wqLJWkx+ik2oE+f3Z8RF4RNSPLl8H0mApATpeKJ5y82mU3ORzWSAqDHbuXRk3BuWGwLpX70gTUrYJ2R8OPc+ChGMedSs1mu61xQnBhoO/K8EAQiWxzmDEI2wupku8XxSJ8nh4ZS5kdABYhtw4H941G5RJdgGwlurDVtPhrMkoGIU+oxo9P3AjIeD4gOOnz++Iwm64dKQ/JyArLzieyYrpbrzkddtFwt1wiKNz7eMmhpwNDI+/0uemNyvHJmxJZm1IzjMWQmfSCMP88gi1/WYG1W9yhscjweCTRD77isooWR/nzAyNanswwjXJT3PbgcSnKbiNlRcWsLSyvPbhjUaIfPWeebrIqB0LK3vTf+sL93tZVPGuZLdJWT3OXyNxO4R6/+3rIP//kWT6vKSG9oHDPyS/Xd+jR4w3A3gDs5d+ZRdHsbOvQ3JDYM1P0yDZYOZzguWuDN+rGUhMjDu3hshhB9/Vy0GGfrr4huXl1ZUmHOJLDD9GKTaId9P07ovatTvS6XPYR4SUiIZAdXbLu1J6U12BaycUqfBVDTuNSaGZOcEr6ulWLTqtt7FTj3KAYdFAgICFmZ0zMbgqaCDfagbNC6JIIQsCAp5LhRTRgZmrjUrMLAhsnhBcGeOf7eSQsBgmH2RzmowmaShaOE7nTl3bYCfo8/yeLyQ9TQAdKE5EMCgwAAM2CcGr60sj4adsKhiX5wCoLiCoiMnaQfBmApr87JCMLicOvfg4ifm/t+T8PddbA4XDfAGr5ye/m7zq2YbUZglwyZe/4ZJVE1ga5XfTwLGZkAT20wKCgqCddK0Z3aCwyOBrhG4IYmOuc1ov61F2ixWEYRLSagmRzKDoxMSsq9k4+Qm7IZRLXmkS3jKIqGBxJYBSSYkrJceVw9IPMjLldNoPgmmmqzixpRGAp5LhyCvc4Npiz/tcAdOl12nWLl50O27900F2LVwXtxcu/IR6BlbShD3K6IgtT4yuLH7ZL4CoLi+ZbjYKaZmFmKv3dN4/cvjP57uilkumaG5IbV/wSE5cPsnnIsSV729ciX3wl4jer2/nnFyeHxs/zJ66FBifmb1mffo2L1Lxh2bEDacnxYTr+EABsC0hI9BSZ16LkWSV1S7pxWGBCBWtvSHASFo6AjWjd5/rBWilUFAn/WQHC17bQwZt+8Y8bqJo7JeIzvJ7Tfd1IBMINQVQycn/sfKGfDx2zb06Vax7DyZfd4ps2WctsKRG+7y/hKCwEWa4A7n02I6zp5kdGtZMk/U1W5hbaUz5+MYCmv3vyQp12eCA4Jd2fnYDE4fWLmt6GK1c+/JXFqHe5nCnZJXse/15C+sY1fM8qTeFUNYUcnsqpzE57mkKMnJ8BFEJnfxdEjYaisxB+oQilfpmnmesdEHcvv6vQoOCusC1hzxbEJLDv7CMEOcxmSaNJXGcUVSGwFBKrLOqJGkwg+wEUVQAAOJZlnmTXKu/FhXLJ8ftCSt9Ekta71tus5sGO6v6WGyPd9TmlR55+/Z21j/7bRN9N4s2AvXj5l8Eyvzxd2+sRWEUVp1FTYx/2BqtVDCbb1erR63VjxXmsw+Up9xV6PU4Gk1fOLU9NBu7cpkwjVs1dCSaE7Wed2BpW7NFYQZBLPNM8NH5erurnJhzKTX+OSAj0vHZBwJfcvIoPCuY+/a07ngKCtCNTsmY+2idtpg2JQMNiykisPWQUDm4HgVsS6JwQ0piBw3Gwihj3aJ+otVsyPavbcIGG3mrd8uaPfXA45ZLuGAe513+F4t6lncu1wrDTRrdNZaPPWuEgFFVEjNyBIEXoca5zkPET5wp8+OpflQPh1BQcq5wclICa6++eqb+l7u0K4CQxy/eH5+QDCERv45WO6jP83iY4AolEossee77syDMU//VRCvi/GoBwqkZvVHJi96RyKink8EUlODPk1MlBSoTLShP0mzpHdb16p1wqSnfYCWxqSGZU9CZ9hNwum+g3MbgQLolVSmKVrfZ67xf7gkg/es40VWefFxEYhZSkSp+EirsUmeUSwZW/vcnmZsenF9CYCQ920n8JvCVobwD28u+AG4IWBDMzDf36mTlaATeyMPURbLBai9li/+Yr5wqzYw6Vc293j78LdoNe1lgz/ulHaCIJX5E3EWFoVdYU0HbtYh6JprA9z/F0NEeEl4j4wFROJYtRjMWQAQDo6pe2VnVE9/wV6+sXVbIrIn+bX8wGYyeW+WU1TyhrHnXayCt6enhWTMwuil8MBgCAWYP7kgg6K4Ti/GFH4+ERTm11k2B4TMFiBJVti0uODyMSPk+dzXabzmym+wcAoM6gbJMKJKb5PJMxwUUGRC70smSFobbgdC56LiGyBK5DtcjVNdLZ7uyY5XR2Boh6auDjzKhtlAC2WzvEm6mvVvV2BSWnRO/cG5KRhfGhAABQf+mv1z56y2GzrljMYXRW+cnvbSnau2G1Wa3l9w5/JJY2MekF6UnHw6kpCDhGIXTODDkXYfIxXL3A2WMEJuxOBNIVEeUTywnI2MspvLurgdtlM0kazZKmoKLXV1dTuV22B1NUrZ0gAgCAHF/hwzmIp2WtS501imnRcFfe7mP/cvqpLwVvCdqLl39tnFbbbMuQvH0EhcfS8rmpz1Y8GoHVOogEzMe/P3FfQ71LU5NT1y4qu9sZpbvD/+eFan2NQHduN7by/V1VvtjPAoBc1T8kOC+S1CfF7T+274PVzcPXa8eqGscBANi5jZv7+OmgaPrtx7cbzCqeUNEpsOrMK8s0nH9BzN4IeiERhYODENCucH/CB8cW3GUM+B+yreIR0SdvCYMDSTu3xb/0TJHnjeit1r91tl0a7KP5B8h0CyLN3CtFjOe4Iy7Drb72XiOusBMgQPqVOOEKdXqRm4QNPQgZQurlc719g4NhZAc7ZLGo5Cg5/FkYOgEJADmvAjoB/3LFM/7seEbp7ozv/WBtQ1o03NVx68zSvDq75NDu4y9Gx6fd/o7mFydFkvqh8fNEQmASu6Ks4A08zs/ldMvG7GMDSgGqocP9KYQ0463M+MC0tNBvlMfn3zPNdZk0BuE1w/jlFeUAlsohMAoByLX66P1GX88EkXmmzSi4hvIJp3CPe0rWX3gO6JoWDrbdODXcXUcgUZIyi512G+JeM1T/sXgzYC9evoosT6tmW4c0Q+KA+Kio4jR/9h01sQ8DmWLpgzM9ZdvicjIY9/VCh9kkb2mYrr7hWrHGHDwiY4LX5RcckL2CdfL21c29Qx+i0fjYyOIF3qCqu31BMFb+8XkkDj8qVKFRSBYjcMNh4qUphapXqOyZgFw0+wo9qogWs8vH48e3VmB1KMblszDD400uLJmLc1mlhXFry+ZvN9T+6OZVJAKOgFCPR+cVEFkZ3B8GBC4bMc9/r/sgasqxRWHGjFsDWJjA/CV7ZLdottpiXQgnohPDxHgTTSc9QYrcR00jLQp59O1lnmOCDjvocKCJJAAAZJOjHdVn8SRyYAi97vx78+rZHYeeLjn89O3VZpvdKJyqHp+s0i1Ns5klqZxKamA8AAAKjWGwU+9U4uvgf1UGXAvExFYmnChnl93zFni0x1ZZp55/3rEsIzK3+6YcJ0Tm3t6O3SRr10PiwtN9ucdJrLJ1R5NLBGO8prG+FtnkSBidnZy9Y0vRvn/uKuZ/Og8lA0YikS6Xa+1PoqOjp6en7/vqvHjxchuesZnZ1iGHyRpZlBp3qAjj8+iyB4cT7B2U1bYINQumAzuTslLpm3+tSSkXnv1ktqUhKDk1+vETfSTxDyX/S9cwn0j6Xgp1q2eiV63lL+lnObF73CC4NCUiixBzg+3V4vcD4uIji8syXvovj0L4ThNNTqut7Y0PXHaMeSGMErU/ZndARDYejoABACDVu//Oh2qlUHY4/KkovWxgpLZxNjONXrkvNTUxfDWQ68ymayND9YKxUbHmqajdBUQWzuGD85kIowv8ot9E+XAoEPAtml1xWUspnIH2jAnlVyZNYNhkiZ/0Gwd2fdegzgZ1P8ax2GSwR9n9dv/vuoKSU8Jz8j2XjUBjAASir+VG87WPxvtbw6PYGqWUGs7Ydezbt1ebXS67VN45NH5erR0LD0nZwn3cs1RkXK28fL1zedYe5YzX4ucpyc4fpz4dQv7BOpPjDVmZG9F1/NYkrkUSqQRGYejeP9595ufu2LTjhrFLev55l0lDii0LyPs+ibl97dFsVjOf19xdd4HPa8biCWn5uyu+/vJXyuzvq88/WoJeXFxcXl7+Ui7Fi5f/ZCzzy/L2EY9FYNSOLaEZ7EcmsAIAQK0x1LQI61tFyfFhe0sTM5Jpm1xl5QbBuf7eiYunl6cmo3ftTfrfN9ssHR+pfp2C3PqTvHc9q5sdTsvwxDW+6NqKYTGZVDrYOCVvaYAhkIgYrgCdOJdU+PufH7nT8Z1WGxKLhlwwaZNJUmOyG7YzdgTF7CLj/BAAAIDQZwKriUX3zjD7Afjk0EV+9xdLzSMKeadE/ELR9m99+olIpC/wTzmO3/cNJoJMvTWLdd60Z48u517goDA+MAAAEHBgxf6eLO80DukXtpjK0rw23xJLSSQyiokAuROc75I1fjr4rpCamk5Ny8x8+fXVOrNscrT15qmu2guUgGAMFo9EIiOYCU+//s7t1Wbd0vSI8NIA/3SAX3R64vG9O34JR5J6Z6Y/vH51dFIa7e9cJvYTwyjfLf2QSLz3XJnLpPk8GQVd+IjMoKLX15WFNw/kMFvlvYbxywbhNWwgG0/Lut37T6OYbr91ZqyveUEti0nMTMzcdvzFn99latnLXbiPEjQSiQQAAARBBOLz72K+vr5arRb+CP9SbBJvCdrLvwSrAqvlaVX4Vk5UyRZCkO8jOzsIQu286bZuyahQdb/yZofZJL56UVJ11SeSzj58fC4crJm5NLE4uod5bDez0lNtVmv5fNG1if4bgfOBJB3eptIGcJLIqbkCK6VxVBdGpZRti8tKpW/o1mBSLcw0Dah6hISQ7apBckgKLnafT0gKzvOoxuK+OAFdnHAHE9zxgMY4PrIwv1xSwF4tNUvmtX/v6bw42EfG4k6k5xUhchUTNjxJ6+dfO4uG1dhL+uSRO5ZWWFOWwpcCorifJ21iaRMZq8Ev1SDhVQvKP+DDChdGW+YGefOjw0HJKZGF2yPyt3l0VQAAgKBrsL365qm3dRoFLYYzNysmkf13HHo6a/uBdSmvdWVpfPLmuLhKb1ByYvdwEw6icRFVYyM3RoYGZbLCKJKLIFxBLGYHl5Qn72X63S2CrmqgjKIqJD4g5sXhTd6yO+GZIDIIr1ukrXhaFiWp8i4eRIKBtt6mq4lbtiVlbrvngsz/ZB6KChqNRjscjn/42h463gDs5SuOw2yVt43I20fQJHxkYeqjsQhcy5Xq0apGAQIOO7AruaSAvfntzToBX9ZUp2hvphXtYO4/zAcnLk9+7ATte2IeK6DtwiHxDqfFoycy8CcDh3EoGIZRtseHnTwL86/pkCnUy8V5seXbE1ZNedfisjvUPOFsy4hVZ7WvMOCICObOcMZ2Epr42eXx1O5zQqhlFtriZ0PPjJlmpcnxYYXZzOT4MAQCrlxe+pTX/V5bk9XmtDhszxUW//bQ/hXtDbloZgamurL85NASmxOELJo2wVpmYSndoTGh+fv3ItAwFc+q6lvO+NotyPwR4NLCyY/DyU9O1w4OvvO70Kyc4JT0iLwi3BeVxrXn/nTt47fCGXE4Alk81stJLyytfI6VmLnuHUlkbcKpGtF0fXhISiqn0gRnVI+P1QnHJPPzuzmRwSSDxNlFQ8UfiHs8i52ORNyx1Aw5zAbBNfNUnUFwDRPEJsfuJjAK72JNf09WlAPmmVaT6NaKeoScUEGKKV07QeR02CaGu9Qzk2VHn3+w4/+H81B6wP8S0deLl68yRrlW2tCnGRIHJTKSn9j9iAVWq4RSfV5/sYQe4bf5arO8vXny8jmn2cQ+cpzx+IlmTe27w9+M8eM8Fv+MZ3Wz3qjsGX+vb+Tv1MD43IzngnIYTqNxEelX1STqPitlRVv3liZmpdE3FFQvT6tmGvrmBQoAFmZQJUZk07IO+fhEfvalxGgHbk1Df+dDNgfIcmvYoz3BYaRteaycb2eiUQi91fqHloZPujuVS3omKvI5v5PRYWHs3YNxhFsywa//Iv9JjfpFlj/iaDzyN3S4Wc+v1v/ctEsZHZXnj0nm/UFnkIzEFF1KKr3hXI62GEr9k18B4EQAAGhFfvTtZau7q9ZB9g2Ijk8V8/vLKp/9+su/XbfUSbc03Tf6iXCqmogPjGNVxKT9rkE8+4P3ayg4/M7kqH2ZyDGdBLSraPg9L6Z8L/TOi7vdkMssadTzzxvGLuHD0304BwMLXnvgdRmepVcWaZtRVOV22SjJR4OKf7SuVex02P768xdGuurDomITtxQ9wFm8bJL7voVnz5595plnTCbTaiEaDod7o7IXL/fEI7CSNvQ5TCu0/OTCnz39yDZYAQCwYnP2j8idTldx3mfTtJvXWJnn1FPXL0rrboVm5qQ+9x1XBKVq5kJH57t5ESW/LvqYAiMtjPO7//L/TEoF/QcnjOa5bx674UehLyyaqzvErT1TZou9fDvnvV9Vbmiga5lfVvMEsy3DEECy6mhoSgp7X0BkHgGB/sy9Z1VgRYVbgtRCtE6+oyC28Eflgf5EvdX6aV/nBx2dEyoVC8Oo9D3IjA+KZLhptGYK8mk4sASDH7NaLyUoA159HOf7fyEGTgzh0h93DqXI3rEbkxrjyn5O2j9kXtoydiVH1q5l7ffzT/nsOj2SZg+yydFbZ/7otNu+9ZO/td86U33mj3AE8uA3/uult86vnXO12Y2esWajSUOjFeJpz1VPG35xZYITajyQmvGTfQfgBnztYPPkrPGZqD9sSYvBEDYwKVplkfdnbcMbCHyAL/c467tjG7oGbQbP0ivD+GWTpBHtSyfFlNJPXr1TqxiFxiak5R9/8Wcbbgjx8iXyICXoGzdulJXdWw3/z8Vbgvby1WFVYEWmBUcWpj56gVVL99SlqhFObEjlvlQO+z5WRiu72qU1N5amJiPyi+IOH1cidTclZ4a1PauNXoNBWXPyMZJfSGRxWUR+kU9kFAAAC4vm9z/t7h2SpSZG7N6esFaHvA67aaXjJ6cclhCDKipmV0hMGWk15QUhoFYKnRWA4wtQpGUWMTNWwAko357gSdlnFnSvnLvQLBYm41g55DRmcFAC2zeO2dWlGr0p5/QuF1dlj6i6Y/gDbQafru0pP+ZUBgAAMDe8MttmVg2s2PUgvYjIKfsOAuia7Q0TV4NBqaUReYWhWTnrFltaTPqOW2c6qs8CAJCUtd1iWu5ruc7NLi2rfI4em7z6NAhySeVdI8JLU7I2H/8UNRhzdnwRg8JkMZi7kzg+lAWVSVaCe25m2OlYcdOTUWFxyLW+vGtZux9jRTkAAAAuPH3zt2wtjmWZSVxr4J9fUY/c7v0nlwikwsH+1htPvvb7dem7l3+ch9IDxmKxVqv1K6i6Woc3AHv5KjA/Nu3ZYBWSwWbs2PJoLAI9gCDU2j3V2i2ZUSxmpdH3lSRGhG1W3uXZYDV5+Tw+KJixc29YUdGIrv/y5EdIN6I0av+WiG0YOFoq7xrgn5Ype9n04opdb699+YrNeb12rKSQveHarAXhjA8t2KZHiW8ZpY1mSiSKuZO8NuVdsAI3pqCPR10IuwUrH8+gWLdtZXg8ElwQCAAAEo5ovrnQJZ5ih1PTUgODgjQTmuYbElzzfGk44N62YESqeQZ0lzmk2ZfIyMx4jJtwCI0iiK4Z+Kf1YelwejHBZRqcqa82KQYCOXm0wt2rroVrEY/xuusudtVeyCk7Qo9JHOlpEI/xdh/7duHex9da0npUzcOCKy44ac7NujHtZgTRShISj6RnaOzjParmgbnOIAQ9drEiGVMWlYIKiUHCNvrz6bLoDOOXDPzzABzJeKphk3dqQ1aUAyZJo37ktNOgXNfcdTps/N4m4WBHX8t1EHQlpBckbtmWklNCotxtkZaXB+ChBODf/e53FovljTfe+Icv7+HiDcBe/ok4zFYVTyhrGkDhsRE5SaGZ8Y9yg5XZYq9qEFQ1jvuQcPtKE4vzWJsXWC2KBJOXz8/zh0Mzc2IPVkLBpFuS89Wjp7gGWpKGahkTpf7g1VlofER4CYnEpHIqUzlHsRgyCEL3PIXDbFV08qdreDAEDoKyDSoSYzuRtZtMDv9cAj2+4P7LoKtdAfoZVQGLkiNbgwqzYwL9ifWDIoIxoE8z8cexaz/Zd/BEZjbkAtyAvk3cc10Cb9NmUpHWcvsSXtm/BDU5AiYCfFjJKaV0n50OLTEimwAAAOB2uYy1btM7S1J459uuoKSU6J17N4y7FpO+9tyfOqrPojDYLUV7AQDoqr1A8g0oq3wua/uB1Wqzp9TcM3p2Ua9UOOmdWkpOfG5+TGwFN83uXq6VXmmevUlAkNKQFRTllkj/yJhMtE/wBh+RxztIzz9vljQS6Lk+nIPk+IrVbZGbB3KYzdJWs6RJP/IpHE0kscp8kipXm7sq2eRg+y3hYIdgoC2MHpuat4ubU3K7XszLl8iXHIA9Y0i389XsAXsDsJd/CjDXTO0AACAASURBVEa5VtY6NNcvCuYyIwtTfaMfaWVPrTGcuz40MCpPig/buS1u8x69HoGV8OwnkMMee/AorWiHGtTUNb2n7O6MWiARDQA1KQ3NDpEhxqQLPBZjW3rScXp4lkK13Dsku1439s0TOflZG689ctkd2hGJqmd8cVIBR4fqZ2N9mdT4w5TQdJxnhwYAAFYnUDcN/qnfvmx2Eecmd9Kcewui2dHBDb2SDzs7WhWjOBh2b0BRIBOWlRK2PS5hRsv7++hyjYIbijHuBGexs9NzzhqIPB/qm5GcVhIVUiSttit6LOY5V8wuUvJjBpfhUxRwCoZiw32esNty0GTf2+Ouh9Ybn1z+25tJmcXs1BxBf9tgezU3p6TiiVfC6J81ziHIJZK2tQ5+op3jyWwBUhs9L6m8hMPNiop2AbZORV2bvFZmmEr2y0m1HHdL6SExSGYmCk9eH3rdkMskqtLzz5sma9EBTF/ucR/OoTtN/twFp0FpEtdaZtoMgmtYKocUU0pJPupp7jodNsFA22BHjXCgDQAAbnZpfFoeOyVnbfru5eHhNWPwBmAvjwiPG890Lc9htkbkJEUWpf5Tljb3j8inZbriPNaGcqcN0Qn40rpqVXdbUFIKY+dePxa7+8bfxH31mPEFlC8leseu0MwtMytDg8ILeJxvUlyFJ+UFAKCqYfzUpf7sDMbthkIeTKqF6dpezaAYifO1GSOtS6Exu4NZe8iEwM+/ykv17vf7Vm7MwAlGbRKgfiw7cGsK3TIPmxKY56Xg+3OXdc7lFDrt62Vb0qMiEdAcZDoDGT/pW0zpkx4mSYd1KzwXXh1F2hvPzaGHZ8rqIUWPxTDrpOURQtMdWPQlt+UUJXTK4SzwT/05DJN8+0UCAKBf1KyqjfSLmrHe5tabp/SLmoI9J0sOfXN11HVUOtDc//GCunXJgTShEhPZe49mFq1aILTJq/88/Ks4v+R8SiVOxrHMo8LjkVGpqNsbvVZ57/LQ3w3Ca0h8AIV7nJJ46AGciJwG5fLwp+apOqtyAB+evq65q5JNvv/zFzQKSUQ0h5u9I3/3MW+F+dHjDcDeAOzloWPVGRSdo7Otwz604KgdGYEJUY9SYKVQLY8KVeU71rud3xM3CM401kpuXrFo1Iyde6N37TPPz7VfesfcM2ILJUTmFBUcfIEYEAwAgHJueGDsNDf+EC00Hb5m9GXF5kQg4LcPFLkhaKZxQNHFty4YUcS4hcmIkJQA5k7y2pQXhID6Kce7PKvchAg0SA+wEIcL6AtS9+I0XL/gUoJzveZRFtsnl0vPZcaojM4akUii0/0i7jCcsBtOPqlc8rla+/+CLLuSswrDIxIUnXbRDSNod9Ny8P4sF2RvsyneC2KPookkAFNBif8vBC709k/AYtK33viko/qs02H77cVhk17XcuOThkvvUyOYu4+/wM0u9Tytc3K0qf9T/Xwr4DKBBG4i+8DhreUUPB4AgGWbbtVYwrhimpuE1MMoNA5GS0SGx6E2bPQCAKBpeMPttFFSjuNCuPd71xyLEqOoyii8bl+UEJnbiVEF5IQKBHZ9Rmsx6RUSgXcr5D+XhxKAkUjk2mVYnn+DIEilUsfHx/39H53G5O54A7CXh82iaFba0L8kVtAKuLR87qPcYAUAQO+Q7EbdmFy1XL6dc7QidfMvtBv0UzeuTF2/SKCGsioO0/K3jV/+VHDjnEWvMycHFhx5MSGxUKboZdILVsOtwwkOjSk2ObbkMEM9b9UsSX3c7jBmGSW6lLQ25dVZoLdbDDcUGKRlOcvH+M1c/4gI3KWh/gv9PDo6/BflR/+n48xubnJhLFuix3TJFI0yl8W2kuM7sScBkRpVBMC/EGwG/rIovmmkFxGDEkwuE0/V24HF9SQfVjhdycTo11CUktsvDwRdY7ympqsfjfGaYxIzc0oPR7K5def+NNJdl7X94O5j3w4MjbQ5nVeH+zr5VWZdBxWlAwicnJQTJam7Pe5DWouqVV7TMlvliw14s/BvTrtbPu6aHXFSQuD0ZJRf2Be+kXi2ZwCQyzft65u/R+s/0kWJSVyr55+H7GYiczuBUUBkFIIAUi4RCAbaxngtr7590Rtrv2o8lEUcP/3pT1Eo1Msvv+z57xtvvBEREfHkk0/++c9/5nA4c3NzD3ixXrz8i+CyOxSd/NmWISQWHVmYmvZsBRz16Gw9zRZ7fZvoet0YEY85diAtgxu5eZdAnYAvvnZJ2dUWWbSj6Nd/pDCYCuPMu/xfLvVVBRen7Dr4HtJhGeCfafjgDWpgfGhwEpEQKJbO1zRPdPdLk+PDUhMjNjyX3WBWdPL94ujWBYqkxqjkWcMz07Je+nxtpIebfOO7fQ65DRsLGn9IQ4fA8RfHR586e0Gok5/Iyv7F/iNZjGgAAF4kPd4uXzl+zaC3mIow/7vNuGBamaJd+TTuo1gAjnCuQCal02P3CwAA5ygl5Qm/rp+8Mvh2b2hWTuyBo9TUlxFIBAy1wW4T/aKmq/ZC7fn3QNBVuOfxk9/7lVQ42HDp/drz7xXuOXnye79ccLguC/hVZ/8EGfuSKLpAfNi+ome2pR1BIjEAAIBusHn25i3JBd2KNi+i5JWsXwaBrIl2u0LoCmYgsw5j1zZ6PdIq0+Qts7QVE8gOzPv+Ju/RWhzLMqPwmlF0y7Es8+UeD9n5Fp6WtfroS/sTA0Pp9Njkw8/+EP4fabj7b8CXsIrS8xMIgrBY7FdHjeXNgL186RjlWkUXX9k9/k8RWI2L5i5VjYwKVdkZUUf3pm5+pmhlUSe5eUXR0Qo67KyKQ1Gl5WgiSbwk+Ij/tswwVcY4VEwr08z2DfBPG80abvyhVE4lChU2MDJ7vW5sxebcV5qYmUq/vakMOV1zQ2JVz7hpbhGJDtNNMwE4MeGQz9q1kQAALBjs7zTNX1eTqCBYQnAlYNGts6Mtxr4J8wwSjkhnRr5YXFIcG6+2IBuk4CWRVWNGVoSe2RM5OTY2YFEFE5a2JCftZuUylmUOSY1xecYRf4gSvd0N2u34oGAA1IGGvzoWqxAhdWuXZqzFs1Kx+sw7Yj4vLiV717FvRzATas+913rzE1ZiZkHFE8sUaseU+MpgJ8EhzKcaSGg3N/5QXuox8v95IYiXBC2zVR3KOpYvp4J1MiEw1aAGpgechnkwIgEVmYTCEj8rrXusAJeH/m4SVeEjc33i9/kkHoKj729hsqe/a5q85TQoyfEVlKRKXHi6y+Val+M6HTZv1vtV5qFkwCEhIbW1tdu2bfPE3evXr9PpdAAAeDzeV6f+7MXLl4hHYCVt6HeYrFHF6dt+9dyjFFg5nGBr19SVmlGHEzxczv3eM0U+pM2e3TNTpGhvDsnISnn22y6bfermpRn9ZGfMnMI4cyLheSYmdExw5UxXZZA/KzfjOXZ0ydSM/pOLwoHRzvRk2tcrMz0Lltcd1jy3ONs6pO4XoYiBK/ow3WQavYCU9zo5KOHzCwNB6DpP8/HQ/2fvvAOaPvM//mSShCz2ChD2hrAEQbYsRcS9Wq2rtd7V67j+2lttr9O21+vwuuywah0oyhARGQICsleAEAIJSYAwQ/bO95vfH7HUWmqxd7W9a17/YfJ98nwT4Z3P87yf9wc2mSgrAfFFLBjUcMvnbv1pvh+BAGHu7u+v37k5OpZohQMAmAzcRlYPf0H/f35Nid6+eMpWBPrAijCgV8KCRqWoU1N+ZsIpHOcaY3KL7hy7XtJ/fCzpr1uwJqZJ04AkbsLRzyEwP9hDovbyl7UlJxKztxz887/EsxPVRZ/1NlclrX8k/PBb7fPiVwsvBFFUiU7SbY6TIX450aFbaS6R5gtnVJPVYyU3BOV4NGG11/qPsi6RrWxmeMbWG3qDzuS3Ahu9Fre4J66Z6JQNXpL0fI0m2NtE73HOfOV+Lc1G1fxCx+dm3SX6rnbOfoPgES8YGSwrL26tPpi0Zsemg3++8/kW9f0f4KeYsAoKCqqqqvR6PZFITE1NLSkpAQD4+Ph8+OGHv56ELEsFbOHfRyuRCxp6J5qZNj5unqlRv0ho89DIzNnLnZvXMUIDXO43tFnKG/XL3+i3foteqah7/ojWCcf0k4Fweq7PJpx0oXegcLHkJZPo9c0jVQ1spVqXtzokNcGPaH33QR3zUvNUJ1srU2HJgbMsN7wt2TeHdFfJyx+XvFc3d3OeRMMSDhiRHORohaSuZWbIZIKi6PQnV+esCQ2HAa6GD0s0xkzS+6Pci73ceRd9aoDVU1GHwgAAMGQav6UeLpXNMLX2gVYeiSZYWzfLbJGMDHskx9NXGakujQgkEknaiaLsA4i7dQiCjFxW1+IhVwgyAgAar56tLvpMZzQiQhK6sdSO8YlkT2qM3by1nuXi4M8I3hzok2Veal6kTdTAFjPTPfPcyV56jWlyyCgcMGBwCHrE3WEa40V7laM1lNDNtrH7cU73Z4gzquaVozULnV9oJjqpEdtJgWtJ/jk8dl9rTXHz9UKtWpWYs5WxMpORmI2yrDP/V2FxQVsE2MJPRMwWCOq7JdxJWmK4ZwrjQYY2AwA6eoX3iG+8BxrxPKfkIu9aGYnm4Z2b75m2GoW1kmjnzzE/ahmp9POM2R32BJ3iZzTqLlw9HB5YEOiTJZEZiq8xaxuH3V1tdm6MXrLkNcFw54eXZ/u5RBcftdhtfsSRnkLyzSXducurVOmuXZ/s5SLLcRSatWlrBH5nGP71a6VfdzRZoTFHMjJ3x69CIDGNQvjysIE73hODOUFSNWCMVnhxAl6Y4xsUG7LRztbPqvfkwsB5KdUT65FoQiC6plqvyIV8l5g4epqfo18/0BQj8IlIykEkPuX7ty8VT9+8eray8GMXd9/nPyjGYHHimcnrlz6vKTlhcKL3kty4SPxGRlicnRih7MSi0MF+ueFBBealZqVB0SCsYIuZz6x47c4xdSoTr0svHDA6eqPoERgbFxQAwKiah7XSxeNDRsU0ytr+vrojmHVXNnBJNVZv7ZVqE7mL5J8j4A43VpzrunlVr9eGx2UkrdnhHx5nqXT/S7EIsEWALdwfBrVW1MbiVbdbUYgPPrR5Zk5xs3X0Wt0QCol49bm85bfmBQDMDzKHLpyZ6milJaY4hEV4pmeZN3qvjJ5lznascs0IRDpEBxQQ8LZ3XvX6+1Wt3fzUBL/t66OWbA5oZnZQyykbFDRaUzyI/nlkjyRrHOW2G0unhdpvzg0NQVSYJEUgdTbAPXL61kjn6xu2oJEorcGARiEVelQlD24VKgUTzf7o6yT5VTu0tbUkxTCQ6hMQ65ttY+trteiUlvD0KJyx/a2nZIIx96R0WkKSY7gjkD5r0rOR5N0o6uG7jNBmum5erSz8ZJw7EJu2fu3OJ5zdferryovPHBNx+jhUd61v1KZVabHOJvVs7dRsX6BPVkz4Lkc7fyQSDZkgtrjv6uiFzummUPuoVe6Z6Z7rzGMqxPBYt2FqxLgYprGYWqXi1TtnvWK38vfL/4DMQFqprL9Iya1VjtYQfVeTAtZSwzazetv62+tuXj1j0OlS83czEjIDIxMt9e5/O//hPWDzpu/387B+chJWRUXFO++809LSAgDYtGnTP//5TwcHBwTi7nPrJpMJAPDRRx+98847AIBnnnnm8GFLf0oL/2GUU2JedftcP9chzCf2iS0PMrQZAMDlz1++1nerYywuiv77vUlLlqFLYtSoedevjpRcNGg0vnkFBEfnsevlMz0dM7baMkM1Xzaa5Zy5jZw00F4ocAoLcE+8S4DXZoYc2rPqrsRmo04/3c2ZaGK6rYxUzLiOVsplAoNPtkfu++RF+7FWaeptkYg4RqQeJ0YQesHCJLZiQNSFEiMClS5bY+K0BgMGjaoVoCpGlPMTlYGYakdlkz8G4Ti3VtX+pYMrPXA9FZeNnmhRNb42G7yF4pEwR6a5o/EEG28sANiwPQftAoNv9wGElTD5YaT12u+vNgtHBxsrzjVfL3Rx9123+8mQmJT2Md6bJz7gN16RGyBs+Krk5z/9a6Db1HgFe/RfOnRwdNhWX88PzUvNfNlIg7Cyml9Mwdqs8d26L/wpe4ITAMAEA9GwUcQxKhdg91B02l4CFo/QzgyMV70jHyzBOYdSGbtoBR+jSffRKQjWK2X9RTJWqVrQRHCPp4Rvc113bGJisvTK6fa//h0AsCJt/ZNHv/YJjrbo7m+KX7IC3rFjx8aNGzds2IBEIs+dO3f69OnKykoEAmFW3Ds5ceLEqVOnioqKMBjMzp07N23atHfv3nsPbqmALSwHs5VXUN+tkym9M1c84NBmjdZQf2uksY07PafIWx2SkRSwfIOVYkLIKS3iXi11ioiyDQia6miVjHJoqekzQbhKzC0sErOKGCbmtao086EB6+Ij99pS6XoDdO8zS8opsfBm70TLgLWzh3reVdRl58Qg+OWS6KlEc6cEtRzm92tH+tSQBiUA+kE8SW090Th0fFomdiSSH0tJO5yaYf+NG/lPly4hFy4RDExXa8h2fqWuZx8G5UZPJdv74+aGdLxaBQDANQagkc1zfSWq2Zn0t4/Zh4QDAGB1LSw9hnL6BIFaWuQMem3XzYorp95VKaRJa3bEZW8bUKjP110faSh1EA4QfMNi1+7alpUrFNawRq8pVXOM4E3hQRuoZBoAQKQUtonqK7gXIBjK9Fqf4rHGlehhHhY2gnGWgddlQFsBn2isix/aIONL+87LmIUAAEr4NmrE9vtqCGgyaqX9RbKBS+rxVpxTKCV0EzVi+2Juxmev/R5HICZkb6EHRFh093+P/7IlaHOFvaQAJyYmHj16NCkpCQDQ0dHx5JNPNjc333s0iwBbuDfmFoHChl6HEPqDN1iJpmU1jcNXawZjGB4JMV7xUfTl7/iKWpuHLp6R8kZd4xIgvUHU2kTx9KLlrWE6T18SnPXFe4QiHCd4N+m0eEbIZl/PFDTaamhkpriiT2+AXvpj7vcHNMGwqIM9frNXNjFPsA+eHXKFDNa+2STfHNJipwQIglu7+X31CrEay3F04CPlOKhzTNTpYWMT6+X9eEq6I9nh1gRMwCASaAgAS2HFhbbuj0yz1pK6l1Xz7l7ptna+VtP9WsFNJYaAdAwx4EgD8wPFevmCQ0iYR+pq1/hEFMYEy09B0o+ASYmkPIqiHAbIpQ/wMNtqrxd+zMjdOWntcKGzrb+jPmhBYK9eYKzefPDwn+ckA72sS0JRhy89JSpkG80lcjFRpHDo80vDXyXRsrK9N/nbhiwOaNCZ+L0GAdNAtEV6RWIc6WhJ1+eS7pMG2QQldPP9plaZV6ol3SeVvHprj3hy8Hpq+HaTFdWym/ub4ucS4K1bt1ZVVSmVSqPR6OXldfTo0W3btv17UwUDAwOPPPJIZ2cnmUwGAGi1Wnd39xdeeGHPnj0AAAKBoFQqzT0QYRgmEolqtfreA1oE2MKSmGB4bnBsrLpDOTX/ixisAABKle7Qc4VpiX6b8yKXX/LqZFLu1VJOaRGWSCK50ebZLCyB4JmRg0sMr5XVVvKK4gmBJIkENmiC/daEBuQ52gUAAGQK7XOvlqKQyPXZYamJfndVwFqJfLyJOVbbg7ayUUsCFTN2nslEn0ySQ4iVQQtmxoxTI0ajlbpTNNDMnNLRfHlorYe9bYiNpLqvclNU7KHkNBsCqU1kqhgYbBDANKfggyGjyZRjsPIy0ioaSX5YNrtGI0FN92lGK5UoK4RbtBGFap5qvaRXKtyT0ryy1zqEhCNQKJOmGZJ9ZtI2ITCBSPLDSOImgPhORWjQa3uaq1ak5RthqGl0pGF4qLCzbXx+JsmkduR2Oru4r9tx2DPcj82tYg6V2Nv6hAcWhAasQ6Ot9JBuXDHmQ73deV5pUODRBBTi2zdBPgeP9RjmBEYnb7RXJIZoe/trkLjtEyuHQGv6quVbq8y6Kx8qlQ+VL+YzyzSIurJT3Y0VCdlb8nc/vcyhLPwP8LMIcGho6Pnz54ODg7FYrNFoFAgEkZGRCwsL/85E1Wp1ZmbmYo1rRiAQ/OEPf3jqqadSUlLuKovRaLTRaFz8UafXN95qvXNAKyyWNcyxCLCFOzGotYK6buHNXpwt+cEbrETTMmtrq0W5XU7/vkXMx3mnOlttvP0gvVYm4LsnpQVu3cXDTVfyLndNNabT120KeKSr/TidFufvlXHXcRouf97cxP6uYXu/uDrVzQVIL5mQ7hju4JNFosURVDKTaNg4yzeqJLDBStXJZ/MRugGSnDPXD+tng11cXsrLzwtnAABujptK+3mzggsexnI8Fh8fGh6sFTh4dyNJO5GUfSak92LyM+uSjOQk7T/xJ6NG7RwTT0tIut0H0GSElZcg6TFgnERSDqIojwLU3T0DOP1tbTXFTZXnid6hC1G5tdxRNBKZ7GTvI+YLbl2LTMzK2fWoRDvSyTyjN6gZwZuC/dbY2/oAANjivgZhZfVY8QrX1P+LP7rEuzoBjbTpZTOwWyBwoVYpBk8RvVPsE59c5oeyiMmoVfLqpcxC+WCJuek9OTDPfAiY3dP8ycuHUvMfZiRk0wOWbgVh4X+Vn0WAF7XQrIL/fgCWWCzeunXrE088UVBQcNdDSqUyOTm5u7v73hUwBEF84fidF6JQqOu1dRYBtmBGwp0U1HdPd3Oco/x91yQ8YIMVhzdbWNrd0Sv84+MZP9Szb0kgvY5fUzl6pVizIA7aupNfe92KYuORupqWmtY533KZ9YV6diQxYOv6iEPEb2IoIAjWaA3fP8J7F7ODWl61gl8nonrZ+q+zocURVArT7Bg0wzPq1CaIqGBNCpqHhjT+lLaFfqmcb4VGpwQGv71xc6grbWDOdI4F1wtgGxwi23nURfORn0EqbY6aZiWTPTErDvsImrTCW6rgjRT3lXr8N82CTBAkZg/aBYYgzDHyJi0k+Scs+wyB8UFSn0Bar72r5NWqle11ZZdOvC3T6mZdfFuQpCDvgOzgsGCg5VSenRPxU9bt9FsZMTBSwp9oDfTNignbZQ7QkGjna/lXmiaqRUphrvemNM88OsXvzpFNMJgYMnA7DSbY6O5YjVo4rxqtxDmH2jB2UcK3L78Rrzn0SsYslPadx1BoVMYuSkiBuQ+gBQvgZ0rCCgsLq6mpWbVqFQAAhuGysrI7y9b7hcVi7d+//7333ouLW6I1NAzD1tbWAIDY2NjGxsaUlBQAQFdXV2Rk5J1PQ6FQPl70nzwHC/+rwAbjZBtLUN+tV6g9khkZb//ul0qwyljlf2j3quW3CFROiUbLi0evXLYLDGY8+nvH8EgECuVfsFVr0lWPlbx1dS1JoaIqFNEeqzK88s3qOydWXrvBqmpg56YH79oY8/0xF0bGeZX9MhGYHw62dkR7phDzPg0mOmNG2vRtZVqt0kRxNU3Aguv9vfNkaABMTlqNAoEpzM3r3CN/zAoOVmsWRvkNG1ucAQBpnohTueN05ElI+hECG9D61etWjj5eNKvxFnXVczNO4QgHvw5Bde1I0UL2x1+ZncwIFMpssLoNAgeQRDStBoG5+xsJl9V17utjrFuVc06+/SSv9JzMrcGh77i5jnfUVnz5wqC98+rtD6nQ44OcMgVrkBG8KT/zKAFvqzGqG8erro9d4iwMxrmmHGT80c8mBIv6zhcRg84kYBrGB4wENMfTuljD/giS2JMZu9zWvHFfDQHN/QTl7HIUjkoOyvM51CiYlte31Db+c8MrJ+oWOxtasPCj3LcAM5nMPXv2mKtVKpW6YcOG2tran/balZWVb7755uXLl11cXBb/cceOHXv37l29erVYLH788cffeustAMC+ffteeOGFoqIiNBr9t7/97cCBAz/tFS38Rlg0WFG9XPzXJz3gFoEzc4rS6/3XbrCC/Jz271h5X5EaotZmTmmRmMV0io5be6JwsYKcV89cGznfzDrrpjB4mZArI/eGB64323qHRmau3WDV3xqJZXg8/VhaRPB3Eqr1SjW/bmCsqkunBCaEl2cyg7HXxtbXajHICY1B4NxV7f0DZZeZ4/ayCWgCFht9nL2P7z60b2Vs6yhbMtt8/Ozzs+JhOi3+y5xkMlwJy07AikFA3q3QNQkbHMRjKvWs3jlC7xzcKRsr14xryFGxAY8e/rbeBQDAUkjyAdI6G4G7/VUbRT1y5zylMsknx4/2VV2Q6XTz9PC4fa/si01Y5esvnRZeOfXusVvXIxLT847s5c809k6cCvVft2/bRfPtc6XsisF/NU5UBdmFr3RL/0vCu3j0d05VAQBUUnh8wDjeL3UilDmL3wNGmVXoZuf91fdlrVILW+VDpdK+80gskRyU57X32tSCvrb6cvfnDyNR6PiMDc9/UGJRXwv3xX0vQavVagLh7v/fP/G1lzryW1ZW9vbbb7e0tISGhr700kuL69KL54Cfeuqp3//+x8+/W0xYv0HMbt6JZqZ0bOqXahFYdKV3XCTJTQ/OSgm8R7TFXRg1am5FKaf4AmQwGDUaFA4fsf9x7+y1AAC+bKSo4x/j/CZ7PaC7xcWGbjcbm/UGqLZxuPR6v0SqzkoNzM8Ku6vCFjZxuBU9yikhpHe1C2GEbPFFENEzXGhiyBC0ysotCA1BcP2tkcsVzB719BCCL9OIiXjb3Ulr31mf2j3Gru8pWZhpwsIzbi7xyRG5dAenmcbGsXpr+wBJ6HZvTk0ar0YvFegdgyGMVY9s9DxAGGiJyd65+bZ+AXdOw6TtgqTvwspSpHU2yu7vCGzInY9OSBaKujtusFmtzO7IBW7suoe3r14X6kozNw28euZf81P8hI15BuL8xHQXI3hzsF/uYlazmcbxqgkFL91znZP1Er0xJFOQsN84wzN6hGJQg2twdu42jF3W9FUI9LK9b3Nsad95KbPQZNRSQjfbRO+ZWtC31ZU1VxaSqfYRCVmJOVvd6AE/PpCF3xg/yx4wmUy2s7N77rnndu7caXYs/zqxCPBvCnNos/BmH96W5Jka5RYX/CBbBJp56sXLGq0hhxn/oAAAIABJREFUb3VIbnrw8kteKW906MKZ8Zs33JPTPZLTJ5obFr3BPTMtpbde10+PEhG4qNCtK0J32FLpAICZOUV5zUBVPdvVmZKfHRYfRcfjMIsDaqWa/q87Z3r7YYOR4BLmtyaU6GMzxYHmhZAJBo7eKBdfNITTXLjac6WFZesepnYP4cy0BdrqXl+bCBCo0lvnJMJzCJMaa5cZE5ieFuCl6G/nlCumBsIdgtT++Z6usd4oLKLx9VmSyyTn4rM4KtE5Jt4zbbV5nfzbGzNpYdVVaOENk3ESRXkUSd53Z4vA3nHhqcunhm6Wd7kGxweGrQmLyAtj0GxsAQAK6XxLzeXrhR+THMl+yUEz8j5He/+o0G2+9BQsxnpePVMvrJDqxAci/njvN1YsUPEqL2lM/q7RUZ7hGIzV3V/3741ewpf2nZd0nzQZteTgAhvGLu6UvK/lRmPFGRLVnpGQnbRmh4dvyI8PZOG3ys91DGlycvLtt98+c+YMFos9fPjwoUOHfoV9kCwC/BvBHNo80zvqEhv44FsE3hltoVTpftT99O2FSgW/pnL40nm9UuGzZn3Q1l1WlNv5DJAJujVRe571KQAgDuEaTksND1xvPsk6wJ4qu97f2s1PivfJTQsODfx27wbSm6Z6NKwLrdr5bizJjZ4R7RzvPc2FRcNGJBo4+6Bd/NBkB2Rb39gHlTU3BBw5Sk22j89bsWNfBMrfFnGd2dI+WEFQVqJJYdFhu9cy4ud7WoQNY8I2b2t7gHdwkI6TEp91pNC0i/NUz86o52a+s84MAADApB+GpP+ElWUItBvK5ikkcZM5wUqp0zaNjpS23+qovew8PULUKkPSN+x59HkPmpf5wulx7tWzx9rrLwelRqAddQAJrYjYHeibRSa6aIzqnpmWEs5ptpi50i0j3TMvznWJLGgAAGw08usqF7rOYBTXsA4M9/xXid6rlvmhgG9aAcqHSo2KabPuTiuQN8pO9bfWQpAxY8Nei5/ZwjL52YM4urq6jhw50tbWduehoF8JFgH+3wY2GCdaBriVrSYI9khmeKZFPUiDlTmVoqi8N8jP+dGHEu7rWplgbPDrE4K6agQCEbxjd9ieg4sCNicXFt96rUPS40qLKfB/ONxxhfnEqlKlq2pgX7vBUqn1WSmBm/MYdyr97KB2tFLBr1PaB1rR4k1uKykTo5gpjhGLR7j4oZ280SQ7pMagf+381dMdzSKjGIPChwbu2hzNeCiM4IiHXiw+p586gUPo3Lx3bU95CDEr5V3r4dbZILEw1ZOgEjvIx00OwSY8qV86eg5thVrzxdkfujVYfR1eeBvW9SFJW1HUIwhsAACAL55vGuVc7u5s72gMU4lIvD6v4Oisgj3xqzdak25reXtd2fXCj5TQhHO4kxErDfLNYQRvprlEQiaoZ7qlYfxay0Stt01gjvemGOdVZKultxXUM2P86gv64XcRWCdK+DbX5J3LT60yyCbk7HIZs1A7x6aEbqYEr7f2TkUg0XMiwWu/y0tasyM6ea1Fdy3cFz+LC1qtVvf39x88eHB0dNTFxeXVV18tKyv7NyZpwcL9oZicG6vtnO7mUDycQnZkPmCD1YJUbd559aU7bFsfFR9FX+aFJggaq65gnT0lE/AQKBQtMSV094HF7VImr+p6x7vKKTaa4nxg5f/FBW6+89qhkZm2bsEj2+LuDMySCfRDxeNTnb0YnNYjZU3+F+5Ep9u/znMi/YoCPNkBaYSh8u6+45/V1wvZepMeZ+2eGbXlb1nRMc5oLBoAAIxGyAM7Ept7NMiWPnats+lIu0pMpNDsSK5Oc2wUjgqotCGk/rJiZIyalBb3zLOO4d/Zf70LWFmGIOZjXUsAktgpGKsZKr/Q2TY+yU8zKanjg1kadWL25rX/OOXsftv5LBVPN1deuF7yAdXP2joUFeoaFRmyxdwWkCtlf973j0pukQ3ePsEt48PsS0tu8QIAjIrp2a7i+bavjapplNs2j4crbP2jlvmhQFqpfLBEyixUC1vJIQWU+Cc8AtegMd9+k3Nw9XyvuH+Zo1mwcL/ctwBbW1vb29ufPHkyJycH+QD/8FmwMMcaG6vqkHAn3eKCVz67k+Tm8CBfvbt/vP7WaHf/eGKs9xt/Wufutlx7l3p2ZvDsSW5FMaQ3EF3cVjzzZ++cPBTWCgCg1izU93zW2X9Gr1PZ0iJ3b7vo47LECaJYhkcs43ZesWrOyK2UCRuHIO0glmh0S11p5R44IzD5WH37y+gbi4Ug+OlT54+31qEA0dExMiR6+45wm3Q6tk0EXm6CH42ENwYgAQBoFOrRzMTeE/1FxQSigw3amqxV4qx1WoIdz9at0CCeI4Wv9ss94BwVe9c6sxmTfhjASgQu2vyj0ea9ykHmDXZxUVcHzcY22Yu+doEzwW6MiEtP2PaPyMSsxSxGTn9b1aWPOYJa5zB772yXmIidi20BAQAn+4+VcE6le677R8Zpd7L3ncFV33l12Dh6YrtmvFWLyyWH/D1wdQoWj1nymXdhVEwrefXmVoCkwDy7uMfkAUeqGq+3fvLkk0ftQmKWXty2YOE/zn0LsEKhGBoa2r9//+bNm52cnJ599tktW7Y4ODzQP4UWflPolWphQ+9kOwsA4J4YHvlo/oNcbVaqdLWNnMvX+hxsiakJvvt3rlx+eOTErZv9Jz+bZw2gMVj3lPSwRx6leN7e7xROdlS1vTcx3qYhEAKCcjfGPkvF24NvTg9HhtHusjTrlbCgUcmrnlKJmFii0NoziBS4TqGkqpGAhEclbscQyEgAgNZg4E3PvVJUNjtuJSe5eYe+mOxtvyMEI1KaGoYHmV0XXGmZf05MSnRDmPSDsOISrDgL0M7eGYdpqeTeE7ZIRJuS/zkW42DrFem++8nv7+/exqSFFRcg2XFgEKDs/iZQeVYOMqsGB5pGOYHOLhujYtr//JLZUVWinf3dU68vlrwGvbbtRnHN9X8ZrefxDqj0+G0xEbtoLpEao3pGNblo6dzg/9CO4EfvOsVrBtJKkWgcQOLmhdBohwEyPOm5MYIWSkIsoxYwtwKUs0rV462kwDzb2P0e204j0LhPXj7E7mlOyN76lw+vWNaZLTxILHvAFn69KKfE3MrWqU62XaAnPSPaIdjrAU+gvHrgbHFXXBQ9Nz3I39txmVfpZNKBU5+PlpfoVSoK3Sts936P1NXmkhcA0D1woa7rQ6lCBNvT0qIOJfsUmJVmZk5hTtKwt7V++rF0urstAADSmwSNKmGjfIbJJjuPIwgYol+UDumGwaNc/NBuQWiz7s4rFV+1NH5SV7cgV6mNMIUSRPdav3eFhwcFUT0G9422xJjes0Er4sMKoujZkr4+l4AvefVIfvtWPLHRJS4lYNMO89zUszMoK6tFm9X3MRknYOnHkPxLBMaTp99ZOOhYPsCelstS/QM3RsUEII01Fz5e/8iz37cHz4kENyo+7eg7S/LAOtr7J8YfCPbLRaDQPdMtNwTl7aL6HwqMXETJq5d0n5QPluBXfCKYXocjIvxXYu1o92ruZAbSSpWjNZKukyp+Eykghxy0nhJScOcxJINea2mTYOE/zs+yBwwAmJycfOONNwoLC3E43HPPPVdeXv5TZ2jBwhKYYHji1gCvut2o1rrEBKW9/pgVZbkZUv9ZosLcE2K972qXew8UE8Jbb7w0x+xB4fD09MyI/YcJjk6LjyoNipLhUy39X3u6hRyI+cKT+p30peYO3oJU/bencoL8nGDINNWjGbuh5NUoqO7TaNygXVykiZJPtLWy9/xWd6VqdXF774d1tX3jQr3RaI1xtvXYuSEgdF0QeVxuOsGE3EiIbG/kwUB7HPSEtlXBPa69zNWjUE6Q4WUMXmzrNe28ItctIXZxDnfO9i5M2jZI/iWsrJjWR18Y3v9Bi8qZvLAxyvvUvsecsMgbl76o+sv2Xld6zrbHXTy+E27V23qt6vo7UniEaEPNWH8gMX4/megyo5o8zfqoaqyEiCWluOd+kHVhsSfgXejm2OK2TxWcSoBAQ3bbZ2xv2KGCY9d/2zXhBycMG2X9RYrhq/KhclJADjFk64zbI9U1xVBXyTNvb7/zmRb1tfBLcd8CTKVSbWxsXn/99aNHjxKJv8yfRQv/q+iV6tv9EmzIAeuTHMN8HuRxXnOaI5Ml+seLt+NflpmkYYKgqY7WoYtn5IIx26DQ5Jffck9ONy/eanXy3sEiLTD0wzOd002pHrl/WVe4pNhsXBMBAJAJ9J2firnXFWgC0i+HVHDCHZgo8jlPndHRxR+NIyIAANNy2fHa1q9aGkemZwyQEYckOditdXSLfyTa/qEwNAqW762EGU6I0/loT5Rs7PqXM2er5jh2SsnvAcoaR9G7xxMCN7jbB93LTnXHvWlh5SXZzMdKvapoOOTD9lR/l4iskLBbz8W6kMkddWWV7z07zh0Mi8t4/v2SOwtfnVZZXPj3wdErKLLBlRa1Of2ct1eC0qBomait7igZWRhc6Zbxasqni32K7gLSSqV95xc6v4A0UmLgTr3XF3MLDJofOiEMY34TfnC+5tYIvWcUozV4FwaZ8ZDItqC6prjr2B+c3X1iU/MTc7Yu68YtWPj5ue+/brOzs1gs9ueYioXfMgsj4yNXmmXCGacI37indzzgfgkD7Knia33D3NnkeN8//yFr+Req52d518pHy4sJDo7+BVs80zIXN01FM0wmu6R36LIeT5ym4FICtn+Yfcmc27wgVTe2ctfnhC2Oo5w28GqUI5UKSKNyYMgosVYEmn/odmskGgBg9405CRR1d3xUV3OLO2qFRgMYScGGE93z4j0cA5xxmwKQBF3n1aufCEQdX+2vJ1ghjdKLnMsdw9ejVJI3yDT8it0ubjF4iudyf3mVOm39MBux8DetlntxJBaJj8+PiOzMDqcSCHMiQV3hh/VXTnn4hqYX7L3TXQUA4LAbK669LtYM4TF2ySmPpaUeRqOtemZaXm460jndFGgXnu6Z98KqY4sNJO5CziqR9JxRj7dSQjcT496fmo2anoO9IjGBa9D3CNMwt0aQdJ9U8eqtHAJJoVvmHDfcvFnVfupZG3unuIyNWw79zZJXZeHXxn0LsEV9LfwHgQ1GUSdbUNdt1OlpK0OjDhU8SIOVTKFtbB0trxnE4zC5acF/PpK1zAQro0Y9VPg1p/iCTi7zWbM+7a0PFt1VWp2cw6tt7jouUUyq7BzVdL81AbvS6evMVl4Ob7boSm8fazIp3kejNaCMKF6NYrRSIR7RuSUCMkOvhykGHIXmj6SvsLqrEW1Jb9eLpZfHFxZcCX5om3SqY0A8DacxmnpEC7jZk5davkTrVLazdmGYrU1/anX0rSJ72g9VP+mTY++92oZMW5Y9GAAwsTDbyCq52K+tHGTGeHqtCXusgBG9Kef2VwAIMr5yKHeSz05as+uFTyoX3VXmG6+pea+LeU5vVNlbhezMPxkU+q2dWK6TBNtHPhHzgg3uR9oNKTjXbSJ3WcV+xuu1QowBz3B0ZA76Hh4rJa9eziqV9n6Ncwolhm6Zs19Xf7Oq/dRf7Zzc4jM2vH6q8c5JWrDwq+LfMmH9mrGYsH7lKKfEvOr2qQ62XaCnT07cA06w4vLnS6/3d/YJ46LoGav874yUujeQXjd6taTj3TeRaIxXVi7j0d/jbW8ryii/oZdVNMKvt7b3HjYtWNt7PRT2RLhjLPgmSaO2kYNCIXLTgxMivcXdxtFr8hmm1jGGgHPTKbVEhFFq62wKynahOFubB+wdF55qafJ3dj6UnK5U6X53oqxr1trkuDIcLbZHa24ZPN00TcHKjwjWw85oL1/iasAJG+/wIDnP+edo/AviseT7yMFmT09V9rerF77I97o1o6GNod7PC2c4k2+vwEOQEYW6/XWA09/mExy9+CMMGweHrtU3fjgnYxsXrKJCtuRu+KMGpasXVog1s49FPnePFzXBRuVojbT3jH3CH/C0GAAAbATjLMNYjwFHRHhFYpy8l64QTLBRK+pd6PxCwanE2tAp4dskaO+GmormygtuXgHxGRsSc7Za+iJY+GX5uUxYFiz8O6hmJSNXmmZ6Rz3TolJfPfiADVZc/vzHJ5uUal1uWvDje1bdmaJ8bxQTwtHyYm5FmVNkTPJLb3qkZy4+xBqpqG95X6OXYx19BhyJUR6hzwcecCd7mV+usY1bXj0Q5Of82MOJDjqbsRvKK2+LqAF4UiDGjoY36qRIkzgqC+MSdrtQY09PFXV3nG5psiMSd65ICCJ7HfxkoF1pC6zXhIUBMZc3QqLaa89tQV/FEVHRcZuRXQeE1e5ChTUaB/tkYOKeTsbgl3tAv3dceKGzrWWkOcP11mMM7oJznK3b1VDb2w2LVApp5fmPGivOFex9NjX/9p8S/7Dbj05M9dxq/WqYV6WcV9liAjbnfe7HWNkz1/pW75+Zsx0rXFMz6et/6HVV/CbZwCUp8zyG6GwTvQdjQ9epTPw+g3DAYOuKilqDIzssfQuaqV7ZwCVpz9dokrNN1B7HtL9gKLSSE28Ndh6LX71h04HnLbpr4b8ISwVs4cGhlci5lW2iDrZHcoR31ooHudq8yJxYyRXMx0Z4LGe12QRBE7caNeK58cY61ZTIOzfff8MWLPHuzcuGgVOt49XdWt46v5053pvtCU7gm33lvsHJjKSAzIhgaZvJbK3yTie6RsMjdUy1EuMdS/RIDMASCQCAVh73Qmdb5SBTptEgEQhvqs1jaNchJsdphtme+meN/8oRGSKR0uUPXdLL6gPpq53k4ZPFHtJxRxTW6BarD3vI1zHEejnvgBGGaoZYN9iDRV0dPuSJvyTPMuxGrag7cXZPINA083M4/W2NFeeaKy/4BEdnbj4YnbxmseTV6uSdzDPtXWdkC3MyvjoydHP2pid4YKxOUD4w1+1O9kr3zEtwy1gyMNKomJaxSqS9ZwyyCWrkQ5TQTXgXhkIMj3UbprlGtyC0Z9jS9mbNVK9iqHyh8ws0yZkctJ4asX35MZMWLPwiWCpgC78WlFNifm2nqJPtlRGd+urBBym9fazJwtLu536faQ7QcLAj3pVxsSRS3uhwcSG3vBQAYOPnH7HvcZfYeLPBymjU9bKK+BOtG3Lf65luucD+fF49synwkd95rCFiSHoDVF49cPkaE4LgzaujcmyihdWanhtquxiS+2aHhJ3WAACjTo9AeppDNNnTU2drr53vbNPodGn2TpPzcxEmU9IYz10HsZxjiR7eq5/c/TtG8JmGcxLVaYwW5UfJVDe+Jj7rIUYgHAIUuR9QHcPskagfb/Wj1GnLmb0V/X0lvd32ROLzKaj2R1rIWBna5hkkaSNAUgEACul8XdmpK6fewxGsMzbsfb+YSaLeXmCHYSNn7EZb96lxUbdq0gDN4bLzn6MdjGkUVR3p2E2xoqa45+4Nf2pJgzesV8oGS2QDlzSTneTgApfct/G0GAQSPS+E+i5p1FITLRidtpfwfY+VXsKXdH0lH76KQKLJQeuVjL8PMJn8M7UvpT7/o/drwcKvH4sAW/h50UrknCvNUx1sekZ08ot7cTYPqIWlRmuoqmdfLO9xsCNuzmMsc6lZr1QI66qHLpxRzUwjgMm/YHPApu0k2m1RmRUPdw8UDgxfsaV64V2CDlbkka1s1vpsXfRYfXyyqbZxOCzAdUNINIZlLb+MWAjBWMfjMVgIqHhBybdduGgrrOM3C86//+JjvGRh99ys+7gASw9xRbmPUiIaclfCJNunV2I2B94uB/1tlFaG7OFPE8bFNjZ0aeLTSO8cPxT2x3VXqlaX9HZd7ulsGuXQqLYFjKimp3cGIp9GIm2Q1OeQ1msBAg0AYPc011853V5XFhKT/Mzb5/zC4xZLXuFkB5NdMsS5blCaJronAn2ytz78O/+wuJP9xz5tPpzqkfty0od+tqE/FBgJaaXD//Aj+q62jd5D2nEOgcaZYDAxZOB2qhEI4B2NcfFHozHfuZHFFrwAAGr4No+tp9G2vk9uCHN2941NW7flsb8u56O0YOHXj2UJ2sLPhWpWMlbVPtXNecALzlz+/LU6VmMrNy6KviWPsczQZjF7kH3xrKi1CZgAzs4+eNtD9Kw1i4nNzKES1ui1BSk/yH/tDB5VOXXd3zZka+ABs8fKDKQ31ZRyld3AIMSRgwhIKhZPATh4Qj7USiAjfXLiHMN8NHrt1xVlLkSid0TUl003t8bEecxOTw5xqnVe5WofqZUtAQP0SGwGHZnvh0x2R2jntdKRdief4yZ1wzT3Ua02wysrBm314ycR+OL58x2tN9is+mF2vLfPxqiYAkY03c4eAABMRpOubzHAGQDwyqFcqXg6e9vjK9LyF/dQF6R8Nreqk3nWoNephNAsZzY5a79fanKk321vs1wnwaEJ3w+MNBm1Kn4TnhaDwlEX/8WcPKVVmoT9Bn6fwcYF5RODsXX7jmabW/DKh0ohjZQavo0asd3K4dtTwpa8Kgv/XViWoC38MizarLyzYlNe3m/e4/y5Macony/rxmJQGav8v/jnzuV051XPznArSjklF5FotF4uo61KDdi03T7k9lfS6TlWJ/MMm1vl7bEqLGLHTUn7CVHlSlrGe6vPuhI99AbI/DRzQ8DxHp21vx3OCWMfhKTYyLSCdnnXsH1csMcWhnpBVHj169IPeW0oBBEgrQgE0FC3OSqWv4B9d8inT83AAthExKZ7oLJcR0yzX+OQJPvmjVW3ZiRca6/kEZfwdUinz929f1x+Wnnc64PMws42vni+gBG9MSrm1L7HnLBsSHYcRaIBYA8AAAg0Ahd9p7H5iddOLOquWrPA4d1gjV4TTLSTUB7TPQqEFh+0Ps+uwHROWBo5M7cowN/f5dVMdMoGL0l6vkZiiR5bT5uNzQAABBqnlsO8LsPEoNHFHx23AU9x+najd1F3jYppfODGWcct7R3dqYSVTg7fyeiwqK+F/z0sAmzhP8mi9NIzotPffPzBVL0areHilZ6rNYOhgS7PPp4R5PeDeYqLmCBIePPG2PWrU11tOBsbJAbrl7/pToMVf6K1vuU9rU4eFbrNJSCzmHfu/NA/8313fLWumoghcfnzr39RJZ5TP+SdzLuhBAD45ZAiD5GQKCM0xxK1dksRMJaoR2N4xZcq23CEFhIJhUZTHRxxWm1KUMimmJUimXvhMKZizgqFQnrbgq0h+By68sqVfdxRCYmfiuzLmENqYg9Oer2RiCXtv/e9GGGoaXTkQkdb5SDTCMOrg0L+uXVXqn8gDo2AlZdg2SajcQJl8zQC7Qm+2eVtqylOyN6ydtcR8whUO2cYNrK5VQPD5Txhky3ZyzCHHSmf9U8NddsR3aJokmK7V+LTP8y+tOQWr0E2Ien6StJ7BtYrbSIfou+5gndhLD4qmYLGegzzQogegUl9hLCYY2VuwSvpPmlUTBNDNk/ZbeqdHOh595yjq2dU0hpLUwQLvwUsAmzhP8MvIr1msBgUCoX8+M1tyw9t7nj/zanOdoNC7hAaEbzt4UWD1SIEvE164rPDuvGz3AvyScmmwEeeX/kPIoYEQfBTfy2emJQGYOjRtiskatTq15zxdjoEEsMqrJ1njTmE0SXsynlP53aMbTUM24ZFYbFYw7RohY/f7pWrfFwYnzYrX24n4LVSBJH4JANdEIyhGmH+DVn3pxNgbpudNIDspAr/I5q+OhyJupcIaQ2Geg77QmdbzdAgGoncHhv/5SMHV/n6oZEoAM1D8mMG2XEELh5p9zckLg6C0ZzBroay083XL4TFpe959h93niZiskvYo1VEgiNGa7PQihaqOe4bVtk9nz2gnUggh/417N1AuyVmAmmlkq6v5KxSjaiXHJTnnPUKObgA8U16iHmjd6zHYNQBr0hMeKaVeaPXrLsyZqFewsf7ZE7arO8RDLS//KmbV0DSmh0bD/zJkldl4beDRYAt/Ls8eOldkKqLr/XlpgWbs5pRKOSujUu00V2SmZ5OTsnFqY5Wv/yNvnkbzAYro1E3MFg8wLmyc/0XSCRaaVDUzTZe512yJzht8H9olXs2CoGC9CZerXLkhjpAEZwe5oInwFTqpFFU1Pxyq2JCuKmkyi7QM3hbBgKHOTTVrdBqnMkUrNGAQCE3REbvinv6yhDqvR5Y0aL1Nsy8FoNPi7TGYLQEvC3z65Hqk5Cjf6/3Sm5qWqCVvR/KCn+P+ZtNVVWsgZLeLoa7R3ZwWNWT/xfofDtIxKQfNEo/MCkrkKSNaLfrCIynSiFtLPzy6tljAICMDXuPlbHMxuZZ8fDAcPnA8BWTCaai/Qxcam8/yz413LQ9SA5NYZ0ct7nnhjvG/lBPQFH5UwpOJcE93iZqD33PFST2W2M5bASTw4axHgMai/CLwzr7oBFIAGmlEmaJlFmom2OjPdJEpMw2VtdgeQk9ICJsRdojz/7Dcn7Xwm8QiwBb+Ok8eOnl8GbPXu7q6BXEMjwhCF7OJbPMnqmO1qBtD/FrKtkXzmCIJP+CzQl/edlssDInNjOHSui0+ITogyKlsJpfeo13KdJp5ZOxL4c7xmq1RlGrbuSmVi6DMXZYJEXui++Ttb6g0yr1TqH2Ie6Mg7+TuNGkEERbGQoAKOruQAIEAiAjPTyP7dgthZ0/aFZ9dR4LA5MTUvdJFtIJtdDWdfKjgbYYq4fp5FmaXx/943wSfQMCvf0edzEhWagZGrzQ2dY6xmXQPLbGxr2+YcttUxUAAABYWQrLPjbph5HkvWh6P0BSBzsbrpx+kt3TnJi99Zm3z5sXdeXKqdbuLwc4V+SKaaqVDySw7W1oikn0Tll9MPa1/LbpBgOki3ZJ+qGgZjMoHNXaM9El+w006TuqqVWa+L23wzRCUq3saChIK5X2lEiZhZqpXrxP5rAhdETm2H6sxMMnJCX/4Uee/aeDq+dyPkQLFv4nsbigLfwU7pTeB+BwXjRYyeWavMzQ3PRgJ4d7KQQAwARB7KJzI6VFMAzhKDaOsxOxAAAgAElEQVTycYFLbLx/wRanyBgAgN6g6h0s6mSeNUK6qNBtUaHbhOrxq9wLbaKGJFrWpsBH7K3cSgoHrjUM2SHsU/0YJo1IO3aVgBE4R/gjEFTlLKSVqu3jg28RdWcHu9nTU8cf3rc5KhYA8HlTQ6grLdiNfmHQ+Fk3JDGgsUZNoo3iyCrEWEfRgPA8rCQ4LKRZi+K8YqRBG7yo/veq3c1m5qrB/k4BPy+ckRUcWsCIphKWWGmH5v6AwEYgyTsBAgcA+PDFA+ye5pxtjyev3Umi2usNKp6wuZN5ZnqOZYP30UyamJ0diAgnTQAuxC3mucS37/XmS/hyVomk66Tnw8U/FH9h3uid40OuAWg6A0Ok6GWDJZLuk5qpXpJ/DjV8G9E79cjGSEdXemzquti09XZODzR51IKFB4/FBW3hP88DrnrHJyUXy3tvdfDs7Yi7NkQnxftiMT/eg93MPGsAhScYFuZdVqxMfuVtc7PbiameXlYRc6jEwy0mPfEZH3pK32zHS61Pi5TCHK9Nn2WWTLYKvnj6arccRUFQksLCk1K9sPo2K2scjrpzvIU118/F2WOnfK1PL3Bv3rqY6Ot/JD0rJyR8URQZvsnv3NL1VEHAZHI0Sl8LRXhqR7qHvr58oc1aHGMveMLNluq/BuOVswqJ/sGl5kUzs1KnWx0U8n85ean+gTjMd44ym4wTwDjz7Wki23dUCikJcfvj2HXkVWsSFYVGC0Wdte1HR/kNVGu6ehwa7pdp/FiGAAImkJ7gkcFwio9xXrXkHIyKadlAkZRZaJBNUCO2u287vaT6iicgfq9BMgV5hmOCE4GWXyypLhUOV5ICcuwT/0D0TjUfQAIA/LOox+JktmDhTiwCbGG5PGDp7egVFpZ2cwXzqQl+7/59448e5zVBkNlIpZ6dGblyebS8mOTmHrJj92KLwAUp/3LlU3LFdGjAukMPXSWSXBqE196qLMDpEGtAqj0vpKtU9Yzu8oxe54vSPrlhRcq2FACACYanu524lW3KmRZdoHOxG1Q12R6AdibjCSQc3svOYXtsPABAbQAVXPiVJqPWCLA6VarV3C4nxNjgNU7zZR6wIosS/aVvBmepfZ5ZQXCkLTl/s5m5arD/fEcrAGB7bPxHux65baq66061XZD8OKwsQ1GfQOGiFdL5m1fPXj17LDp57f7n3jM/R22cbWo8xhq5RiI4oRR2vB6NzGEQCiZjA93jaCkpHrkhDlFLRmcYVfMy5nkF57qSV08J2+yQ9AwpMA+BvPsPBWwEE2zDWLcBAOARCrxdKxScy9zKSqRH2qjCaVCcHKyPzffPufMSi/pasHAXFgG28OP8Ig7nW51jCbFerzy39t4hVhrxvLC+evhSoe+6jVQvn6GLZ8RDg55pmavf+3SxRaAZMtElIfpgoE+WSq8srX1voKncVUnO5JuQ5BgW1a9PpTGYDCsC6G8+tsLO4XZtOlxyU3izD0O1vkHUnrYWRiJRu1NXPWW/MfPdNwsYUWcOPL7S229w1nSy31DBNRGUczYayeNRGNKIkDV2rkHRa6NZ4cb9g1cAJmAfzTEycsnAyDvNzDQbm+zgsIojf1w0VX0HkxFWX4dln5m0XUjKQaxnP4fFrX7/QGvNZUZC1pNHv/YPi5sVD3N4N5hDJQaDFm9wnW9CtDsNwVF2xDUOmb4FSR7ZPtTAJUYGwKiYXuj6SjZ4STs9QPROpYRu8tx1cbF4vRODzsTvNQiYBmsKwtOrHzl9XFlZgfJOJQetn7Qp+Ojlx0NiUqKS1yZmW/reW7DwI1j2gC3ciwe51yualukNEN3ddjlPNkHQZGvzaHnx/CDTLX4VCmsl6mhBolCBW3fRV+dgiSS9QcXiXGvq/Hj3pq/JRBejRo3GE0RK4TnWp+OV1yI7sLYhD6nRKwaUukHxqCOVvGdnzIoV7osdGowwBACYujVI8XAiezh93XYrL4yxuM6sNRi6Z9Gf9UBtItjKZCCND8ZYy3bkBuDx/fXNb+vnkcSxTFdUgH8Gmb46EUtaYqlZqdMWdXVUsQYqB5lmU1VOSPidpqrvACthxVlI8hZAUlHUI3pUfv2Vs1fPHkOh0JmbDybmbMUSsAPDVwY45TK5iIhymx6QcFq7opPWxK/eqPJARHkkLdmFdzGgCgCgm2PPNrxp3qxdUncBACopPNZjmBwyUmzlduizBvZRvFsMNXwbOaTAHHqlUkhhyLgYH23Bwm8Zyx6whZ/OA6t6IQhu7hgrKu+RKbT7d6z8UQFeGBkeq7rKvVpqFxTiGMbAEAj8G1W0xOSVz79oNljNiodv3fqMPVrlTAkMhhOY7/9rnskEdsTO7WTOwuA65LPBlCf5DGmjqH9ez8xJD348d6P5OJN6XjZW3b5AQBbrZs53tJ49eNjZ1+HjlpuPWqc9FJdgfvU5NfiwCyobAUq9kQir3cfYW1E48qRjQJZ7qNcV4djnK4keCP3DPs9HUTzdvz95qVpd3t97obNtYHIi3ts3Kzj0o517ljRVmTEZJ2DZl5DsYyQ+EeX0xdgY8cpH7w52/pWRmHXwL//yCg4bHqsuq//j9BzL1tpvTCRlKUTAR5kRn/3JSxetSdQlx9RL+Ap2uZx9VTszEPD0kPkEkZVDoPvmEz/4nk9C/D6DWKi1xd9wlb5k0qHH8CsFYNO+3f9ajNMCAPzQK1qwYGFJLAJs4W4emPTyxxeqGthV9UM+dIeHN6+ICqPdo0WgTiYV1FVzK8p0Mik9Izt836GxqgpOaZFv3ob1Z0sIjk5Go67xxnu9nGKNRkqdsnZhYcg4BS4GNedgvJmtk9oa4iezwuqfwts76KiKXmXPmk0BWSlrzXGVc6wxZnG9cmy6C6e9hlPFRIbuXpl05NxpAEBeOAOHwUAwqBqDP+qGRxZMaATsMjWROzznpyERsI5eSWKvjR9Q7C/CunzPwGN0RtwSdyqeL+ntutzdyZ6eWuXrfzh19fdNVd8HVpwxzv4eab0e496EwPic+eCv3Y1X1+x84tG//ks038fmVlWeedYa7yqS6UakKrX3oL27Q77fE+tCdpn7Id6FZqJTMVpjbgVICdtMZewi+efceX53SWZ4xtEWqXpBQ9R97k7unIV92jSRndXV0cm6+IwN977WggUL98ayBG3hWx7MgjMEwa3d/LLrA+MiSUaS/2Kexg8ham3mXisTtTa7xMZ7pGTIBGPDlwtJNI+ATdu9VucgUCiRqLf8q6fmEOMEFd4N6e/rkUpbscqK7lY+dpnJEgZI14JZHYFF90kh01ZaO4XjFvdidTIlp7lvpLJFodFesZLbR/ra2dny5mbbxrh54YxHk9NCXWld06bjvXDzOAyZgKNaHdzDZSzgMLYTptDKeWSTb9ff814/jrHbjiSuB4i7365OwVj9MPvL5galTlfAiFoTxliO7i5igqZVchXR5nbfJINeOyfhtPed4vBuoHFUCYQeXhCpnGEbhF2az7otUQe/H85sVM0rR2sUI9cV7HIkjkryzyH5Z5N8V//QIvMisBHwWgX8PhOsE1vDZ2XI2YExMZ834h8WF5uWHx6XbllntmDh3liWoC0slwdT9ZqP854qakehkBtzI7JSc+9tsBLUVXe8exRva+eVtdY7J49XWd7+7lG7gKCADVuUUyK3+ESdUXX+8qNK9VxQSFp+UL6zPwMAIJwfr7jVpW2WOms3r9AYNVplYCw58k8OdzbvE/MmG85VmMbmenF6YoSXY5CXo2CscpDJ0HvuS0w+8chBHAYj14EPu+BPuiGECU4YEIUNaAhElP9qG77dYZFITBnPSvZ7JvTtUCu34rumXc9hVw32Vw4ypWr1Q3EJZw8cDnVz+76Z+W5MWkj2Jaw4haHVazXG+rJTZaffDY/LOPTCJ9NzrIHhK6yRawAALKD1GGApecZWT8lasbMgdv+S9S4AYLb+6FzDm3hXhk3UHufMVzCUpd3X35kCDOaHh/ids5J5Z7SxzYBj9nIHWb1tgYzE6KS8I2/uxhF+vJWyBQsWlolFgH/rPEiH8+mi9plZxbOHM0IDXO6x2rwI1ds36aU3JKMc1rnTkF6Hs7VFoFDycQHGmugUGQ0AwFmR0xOeoblEIpFoo8HU2sYZYcrIKh+U3o+sQM5TBe0LIyZgYvilLqrvVOcQ50qz0WAcJUG++1NJcsnnTQ3O0on8iKjuv75iQhJKOXDdOKjiQTf4sAdK7sVneiCl6a5Bifum7Zy/NKkbQpCZaOSLRLe4O13NRhiqGWKZzcz2ROLGqNgv9xxclu4CYDIIYNlxWH4KQUjhzTxa/sEj7J5bjMSsR//2gZGwcPxs/qxSaI/xlg8guZ0DEStp6Rkb1scfcCTdnWWhnRmANFJr+u1zvbaxBxxWPfmjxS4AQKs0jXfyZkblCoUNEhKKVfWC6T4WszU6aU1y/t4jR89ZNnctWPg5sCxB/3ZRz8s4pTd/1gVnCILHRdJlGpvVszPmrAwAgHJKNHLl8mTzTRlvFCAR1s6urisS7BkRk6iRwYnr+ZlHXZ1u/6c1GkzCAf1Ql9ioxC8gx7QacZh9UHi2UzNnpK1bkJMeFBvhoTHqS3q7L3S2HX94n3FwHEOwqlBOfdZUr9TqChhR+1alOJLt6wTw5WG4VWTCmUDQhDJ6UMzCjXit0CUGqYPIMzbOHyIwgUjyw3ctNUvV6qZRztn2FrOZed+qlNVBIc7ke62o34lJ2wXJPoJVFXpkXtMtx9qyKhgyJuRscgpx4k02jM4zNWSHGZ1yHqmIZHpkJu+MTcu/SwtNRq2cXa4crZWzy9EEe/ukZ2wiH1rOSxt0pjmBfnpQJJ5EmvRSArLXxc9KQyG+/9Jh//AVUUlropPXWPKZLVj4yViWoC0sjWpWwq1snekd9UiO+JmqXr0Bqqofulje6+Vu99Ifc+/1TKVCWFfNvVammp5af74MiUIL6qr7vvhYNT3lEBae+OIbnmmrx6e7mf/P3lkGRnVtb3+Pu0Rm4p5M3BPiRpTgGgpFK7Rcbqlx297av15KW+qlihULgQghRElCnLi7T3Tc9Zx5Pww3pRAobbnvben5faKHs3fOmdA8WWuv9ay+nOqRt6wtfNMT3lhQ3+kRQUFNCSS25qIa7Yi2axNXstxuVBQvs/VKjnfP72h76cPcqfGpSSfGlrAIIhbHjPABAGiuTX6wfnO0K6eXbzjdD5/v0xFRgDSr3TgsthiXz5N5pOi2MHLljKq7tyTFIjSSFVKBwv6cwuWKhIXdnQWd7RUDvfEczxRvnw/WZ9ia3NPvGUZgZREsPGTQDc/LEk//6N3ReME/Iil1504lZrJ+NFMzzJiGNVKy3oQrDndMXBX5qP12zs3LjTZVsoEi5VQT0cKH6ZdhkfwWlvIr57J6nUHGh+dHdPNDQrVUi1eV06hTfoHWZgGrsBR/AAAE6T/P60HyzAgI/39AIuC/F0q+ZKSwfqqh578X9U7PSnKLOmsaR0IDHFLiPO4ynVcjEc+3t9QfegfWaWCdzmfrbjyD3pt5mmRq5r5+s11sggZS9Axe6ejLEUu4QT4ZSwK247Emc0MQt0uHgucvD2S1OWTZwh5pVjsgyDQ92XvBpbJ6aODitSpN83CYloQyoTqkh8fGR9z8padkhpJRQ1Y/zJUYzEXasC6p/YyCTxQaXEecOLVcaQOkw9qifeMSM+yC4xdSzVyR8GxjQ0FnWxt3YkNQ6Lqg0N9UVAUAAAY1JP4MlnwLsLYYxpNlRaLsox+Fp61A28i7ebUKGmMKqLQaLZGPWmIWtTF+n6Oz782r5UOl8tFKSWeWQa8m24cz/TJonLRfTTIrpfDMICSc1PAnICJ2jCDLxFMFcxDc3Dny1Ps/IWEuAsJ/AyQCRvgZtUjad7FyprHPLtov4b09eOq9js69dxrbJvKKOofH+cuTvL98bxODtrgwQFrNcEFe5/HvtDIZ2z/Qc9MWAo0+19HWn5NpFRIW88b7Zh7eE1ON5wv/OTRe6WwfHR++35IZNjcE2vJ0kjmFVinr0ZQ2u37D8Qt8xu5Ie4v4x3ODYUGOCWrOAG/mTH3tQG1bqJoUq8eLPd06zLGZnS1rZs1jwQ0BlmrAP4r07fMGthZy7JGlTChk5oopzIDzslFTfS0P1cWfDozx27Vk1VYs/sa8h6H5uR9rrpX2dvPlsjRvv6cSU+I5nndp3r0LEKSXzHeaOJxCEYK5s52weYH7euthVG27VgOIWPyQKJQasiZ5r4dvxKLLhU0/4Oi2tuu+I9uH324PeTNKKSyYhETT8OyQDouWUOBKjPwqx1xg6rf6QpGwNivPyd0/Kn0LkYQEuwgI/zOQCPjBx+gvMd3YZxft55gQSDSh39/95QpNfkl3WXW/k51ZWJDDXeYlzLY0jlzOnWtvZvsFemzaynR2na6v6TlzQsmbc1+32WX5agKDCcP6Y1kPCcVj4YG7vZ03SqcY0wN6yQxkUOunpoY6nU9xLa4n2K50g9MvFw0IxcoVST6JMRyWGfVac9uZ41lLYTqdTuMkhqrcLeMPv78mIGhLWGSEsxsWjcGggVQDLg/DXzZBVDRIqZmeRw+pMMNBtu1ThjoA4zxocdFpu9iunsanNU5EOF5XrdbpHg6PTPcNWNSZ+VcxqGoAzoE/D9UUnavIO0mm09P2bb3Wd5as1pmQXAQD4t6WTpeoyPS4nb5hiQu+FqqZNvlQqbQn1zL1vYW6qrsD64FoFuKNQdP9egMMUUlDWFkZjvctkxPM9MugOMcb/aqGe5rNLGyQwBcB4b/KvUTAiAA/yKhF0pHixpmmXtsov/9Swrmlc/LT7yujQp1Xp/reaUSgRiIeKcxv//EIpFJahUUF73uWwrbo+unoQHYm2z+Is3qDVWi4AWVA/yekGx/r1vKcZwcNcr4BC0PiLoXcqrfR73slXhhvuQk743XpSq+1JSMhzlWAF2+LjJJPzI8WX59tGbAIcecsj6Jamd14fZ1uVILNG4QvDxq2krX6EnGRB8PaDWPKG5jvag5mD2n0bXLsFBv2XbJkjU9MOhZPUut09aPDmY0Nhd0dlgzGusDQNB9fH+tfb+BZFFhxGRIdUstni0s5OWeq7Hw90AH4GSJfRMKRNATyyRlHjn/8qm1LElYZBxUYYL18qNRYUWXQq+lea2ic1Lt4Q4L/iK5gEhJwISkPpjLVFGw3buYjg/AqbJs4qmDT7UMT1j32+54fAQHhd4OkoP++aOXKwUs1E5Vt9nEBcW8/jiXg7+fmOmghxvXxsP7y3Y1GP6lbMEDQTGP98JW8mcZ6h4TkoCefdkhIIjCYwwW5pU9/yfYLXHEsE9BwLV3nck69GRn8WID3BuNCaNZ1olkjG1RphDJ5SkPTmgs4AjaCtEE8aHGlYMTfV+qfxK6fH8gtrYl25WwMXVI/PHRivvfNV7a52t7ozBGpQe4AfLYHJZLrvAXq5CapXA+jgvAh+kZ+1bWY6NZOu36VwtbHPjpi5R4a00Kt02W1NRf3dBV2dXhYWm0KDftX2vI7OjP/KgY1LD2h4x8SinBnT0n7BzGMBDH6MesOkpypo8ANaic9MzVxR9TFTcaSZlgrF7eflfVflo9U4Bi2dM/VTruu3GnyrhFjhlk4Bc8O6XEElIWdxByXz0Kf1Y50oB2ShgkubTz9ZEN7QGSqg6X973wLBASE/zKIAD9oaCTy/twqXuewdZh3wnt77m/CmSeQX7nak32l48t3Nxrtq/A4zO0JZxl3YjA3a/BSNp5Kc1+XEXbgFTyVBgCYaaxv++5LAwRFv/auiqUvaHp7YOSqo21siN27RLG3WgKNlcuHS2RSro4dD82tvFyruuxI8YpQ7aktFV+Rq1y9pbggzRdD+Vt0nJ1Ytu3jq3JaW/zeeBmLweyOiqXSqVINKB+H8/qg9jmDi0Tr3y0zF+n0XmSLDWBk+GqQc1msbweNStQTVyyJfMHMLJwrEl7o6c5sOlk/Opzm7Zfi5fPxxi2/73DXiAGahYWHdKJTQ8O0izmyOStbqbtBFobTQjCmH+c0CCWmrAt9brWNo7vxfg2vbyrnSa2ES3NNojjFWS07hKXdMTMM68HssJ43DgkmIQCAmR2GSp7wci1Wdn0B8+Ra66Xj6JDmSezAlaLY9C3rH/u3m1/YzUbNCAgIfzaQFPSDg06p7r9YOdMyYB/rf98Tzl19M/ml3a2dk/5eNhmrg1wcF5uuA0Hcmsq+C2fm29tQAJi4cYL/+TzbLxAAoBLwW498Nt/RGvjEUwpbXXXjEZlcHGD9Ikm7RMknkYgGxahqrkZmHUIyS1G3MHJKJnIibRIp47F5l4fsHRl8iqhosjXc3mk90Yo+LixTzF8jq3iQdmdk9Cr/oBAHp24B9kIfXDgI2Sr1rp0yS4WO60h2WYLHSvtkbVc5apukfa+RzBOxjEdQhOAxofhsY31xd2fX9NQKv4AUL581AcG/rZj59ndXN0OSrwyqyvEZ/++/ahB6U/kOeHNggh1SaxpmY+I3xqQ/5OjujzboVdNtZPtw4ypILdbyh4jWAXeqqLolw0xnoc1sMVRcO1pwUdyZBWA9cFzRP4+trq4S8+eDY9ND41f6hScik3cREP7nICnovwtauXK4sIFb22UT5hXz6o77GPUa23mvXO2VKzUpcR77dsUsmm1Wzs/1Xzw7UpgPabU6ldI+Np6zNsM4m0ivUrb/eGT4cq7XQzvMNkaXtX2rGtX4mL+ukbtTFGjVhIpXx7PyI3qm0CweHS+azOrgXU82W/tJ0mkLis1xYV0LtWfEQNplF/Qsa0VZbeP35LZOrTTew/Od6Lg0bz+jako14PVren8qnFHJm2DhcSkMN1e1Rc9P8PUpETSttW2wsT9Ace1rnJoout5xrilbrdOlefu9tnJtuJPLH9RdI6KBrURsa5+Y0zbkJRRPcZYmzI+LNN9e940KCktcF/zvdEjKlfXlT55+WzZQSHGMdtpxyXisiyEySbYhi3yeUthYSyWahYhktLU71i0cQ9R3StqPSivzZXgqsE/voaxvrquZuXIhYdX2R1741MU7GNFdBIS/FkgE/NdGK1eOljZNXGu3CfNySQsjMO5bV8kcT1ZU0Xu5tNvTzXJpNCc82PFOtc3cmmvXXj1AZJqohHyPjVs4qzfQbO0BAAYIGi7I7Tlzwtzbj5DCqen6noELcKLsVc9b42FIUC8lM9AuKTT7GEqDpCh74CeFTrrefac9JdTLwsG4s0guH6xuG6pqLZZM1xFUVBp1Y3j4o9FxGCwtdwAOgbSKarnXdtOSWXC2B5ZqwFZvwJirE46fiPSoHuBrhrisQO+HdazIi21dhd0dAIDNoeGr/IPCnV3uy0ckE/OLCr6/0Pwd3g0oTQjWMNtt3KKluIrjGxYavzI8aR1aPibpuiAfKtUKhqiuSUy/DKpr0p0GEC0c6womIRg2sBywpjZoUxsAzRbJ+i6L288S2B50z9VM/83njh2pKToXEJkaFJPuHRKL+EQiIPwJQaqgH2QB1inVQwV14+Ut1mFenJVR9zHqlSs0X5+obu3kxke6rV3mxzK7o6gbIGi0tLAv67SKN+/10A7HpDTSfwqX5lqbrn/8HpltEfLUAYaDU1tLpbifAyvpeJ1+ulJi5Uv028ok2RqqucV5g2cwagZ+InJkQDtoPmZOpRU//S/jLxZHSorLsTI9CfdQVPTWyGijYeSFdn0TD7gItSnTMjUTV2BHDebglllplC0n2awjTpZzekIqw2bfxS5lSW9vTnurh6VVqpdvRmi4h6XVffl8DLrh8d7npubq3m+lGixw1sCErWLyrvThDcTkDY/FJqahRD3SnlzZQCGayKR7rGD6ZZBsQxZNMi9kmKcH9EopbGKJMbPFmNlhTNg6+VChpOuCfKSCYObK8MugcdIWyrLEglkKjYnEuwgIf2aQFPSDiVauHCluHC9vsQzixL7xKNn8Xp2H7xEqhRDkY7tvV+yio4rmWptM3NyNRVWDly4OXcr23fGodXgUBn8jNS3jTlw//L50asJh97qglN3Gi2RByFyfStLL91hFDzliI8HOXhr9ruRKLoexZO5qHG9Mp6BPxce6vLF0r1EmtTKVRqpwSlmS4esd4ug4KEQfbdTljWnNJTofgfpJc3SjBbGQw9rshX5ltH46r7NLLuRY0Syi912ZsjtV3lE/+n2Arf2m0LDXVq77/cXMt9E79DFK9KEpSVQuYDSNm4WbuAmKx3UysWts1KMfvO/o7g8AmC15VTlWTXGKc32yDm/muug+CjE8PwLNj+sFXIhIRrMcMb6JBBNLDKzhK0YrJNUXZvsLyfbhaMe0WVSYRK5cE/bEzcuRFl4EhAcDRID/ShjjwvGKVtsIn+hXd1LYt85//X2MTQqLK/sCfWxDA260rCTGuN9yj0YiHr6cO5SfjaVQIl96wyjALumr3FauQ2Ew/3k8WfdPP/YUZxJXeo+68tEijJ/GwK1TdJ8XozEozgq6/YumvbLmj7pP9/J6KLqIsfHocp5oqSX2pS1xkY52o3WdHDOWcSuqlZnf9mVmMsOlVv1rpfp5tcFvXn3AwiBwJ15WM7Bs1HYWT11UOF0sbmRVqey6sWT3DxTBDR9ORbuKNoWEnX507x8pZr4Vg36w+WW14WsMBr46QOOJw+Feg7S1wzspfPXDS82xAhQKbeHub7zXMvmtRffQ6wyiKXhuVD8/Aul1BjNbjJUb1jeRQKajYa1c1Hp0srJMMVpBdU2iuaXSE97+7uALo1lf+IUlxq/cdt9eBAEB4c8EIsB/DfQa7Vhp01BBnVWIR/QrO+9L1AtB8LWG4cKrvb2Ds4kx7vY2d5PzwbyL4pFBc1//+bYWqpW18eJC1GuAoMFLFxtOHVZHUCTJaC/yej/Nh9h5Q9bWCZsgUvS/2HzGSPXkxeqKIpzOVipyrulHRThbvJQWneTp1dHee/RSwaaxng3Wrp9H+OFxWPAfw8iOWYPDjHo5HTK3xxXZU06oURRH1DYAACAASURBVBvsNQfHC4fyprs0XLHrReBDb5ZaN89EJPlEPRLsc+kPFzPfzLC4z6CdwQm+o+ovaeZ0XVy70UGngett/qGM2GgP9lKOrCcbN9iK8lpN916z6A4LosufgLQqA8MCbWKJCUwnMFgYNBboJFz5YOlsy3E1r4/GSTMNfcQ+46SxOAuC9Olb/ukRGIX0ESEgPMAg/3v/2VlIOFsEuMa8vvu+RL0Smbq4oje3qJNBI61O9f33/pQ7+TYbEfR1i4b6ZxrrPTdtDfnn81jSL4LLudamq9+8LLCX6hNMPE1fMwi80KN6SbvYNZka9r1Vi6zinaHTg/weV+Va+uQ2DAlv7437v2U7HBkmM419p1/+Yp+4Y7kD59y+p2I8vSUj+tlmse9DTDoBbPZC/2sJONdNOj1piDVBP64e0rT2TRTwS5xyFPZDoxqHJn5ArE/y/rSw+1XMbKRP0F46mjvIvbjcciaCKZ4SO15rjC3LauS4MJdGWG70DNbN1JBUGorLeqvkNxdt2705w0wzQ5vbYjxj8GZ2GCwOBQDQisb41Wflg0Va0RiNk4YN+MdI30R0whbaTYllDAbrHRJ3v94IAQHhzwkiwH9edEr1WFnTWHmrGcc25vXd9yXqHZsUXixor2oY9nG3OrA30d/r1qHuAABBX/dERWngE/uNfb39F8+pBHzOmg0LfhoLSCZGCr99bpzQT/EL8mB+ouPbqprVaJnUczWd9KShZPz4exUXgMBd0e9DFsdQONZLkzhRoU6qedHw5frKnlETF5uVj27YZL+3vduQd117oFL/aAMvIo6sgUDpKJw3CM8qwBrqbIqgaywH1+GSI7CsEnuDTpWtr9XT+yJTAuzsf4cz86JABqh1tq6L11w2fFElEaPaeK6QnhDNfPMjgk6PXxulfWmTC0ovp1gyaK7raJzs270hNQqD0Yd5bkSPwaJYjhgHP1zwCqJRdAEAWtHYfPtZaW+uXjbL9N+MDfhHTz+37uKFmcncxLW7dRrNfXkRBASEvxCIAP8Z0SnVI8XXx8qazTwcwp/bTLNh/fE9axpH8oq6hsd4K5J9vj20+fbaZpWAP1V7rTfzFJ5Kc0pJ7/7px+GCPDLbwmvzdqvQ8IWDXiNauaz2yDt16gsWVqsDKZ/CUqboqoJlqwx6hNZHbjw+lttxaQQ9Fi0ZXodSY604lLf3rzYxIX9y/qKyrh43LXJOC/fKSJyYx3xzTZuXD2kACDWAI2EweYP1pRHDC5l6TxP5s175yhJuc5ZNg+8xSQx3Cna2c3xkV9Ta3+3MfDuQAeqYv359+tq18QKiRh4Pj6NOath4M5wBL9PhuW6bHnttJcc3TNqTgzdzJbA8bqlkNsBAOA3xxiDRDCTlweb2GHN7jFMgiWqKXrhHw+sTt58Vd5wz6NVM/83EsH+3947WnjovEmQtSVi97Zn3kf5dBIS/Lf9LAS4oKPjoo4/q6uoAAOvXr//4449ZLBYA4Kuvvvroo48AAM8999zevXuNNy968cFjQXotAlzvY5kVAGBsUpgS5x72TOrtThr87o7hgrzx8hK72KVRr7w9WV3R9t2XlkGhkS+/ae59a4ua8bi37dsv3FatCzW5ppdSJO1yO1+tx6twlezi94MX1FyOpNcV4nnjGGBZmvujy6MnRIL3rublt7d6GcjJaauW7M04WarLPgKN4lE+OvAvNzg5jlg6g3+3A5aOwM/4VjwSdpSiy2saYhXLCJpgItNy6ZaEb7xsF68o/t1ABmj3pVSC3mAyMbGJMBUXqZ/l4vV2MMdcRSPAzttzqI5RxjvpXr844pULYdEMND2gF03BFFMU2xHrFoY3tcbcrM7KiXrZQKG44xwAgOmXgY//uL29s/HUJaPu7jjwoYtXMHK+i4DwN+d/+SPg5MmTTzzxRFFRERqNPnPmzLZt2woLC48ePXr+/Pnr16/jcLgtW7aQSKRdu3YtevF/+OT/De679M7xZBKZiuPMNv7n1nW3Oi6pBPzRosvjFaUAAM9NW4P3PWs83J2qq0r/4cxCpdUCao20JO8NRUGHuQkn4InjY9fwCpHeZwOQbeAWcc9XVTbiJ2PFAytRerQdh/7knlhPJ6uj5VejDr4JAcPmkLCeNw8a0OSjBaoDn+tIaMMqC7A5DSc04PMG4UPZUAqJ/8RkTVjqP6fk6A+v21UOb4vhxG1f4+/v5PEHP4ef31evrJwoCLSIIBnQAyNXK4q/dZnoig9VBSXrJ3rA2BUC0FJTVz/M8FpNtg25JcmsURj4E5Ax3kVjgbk9xjkQz0hD40mom29TTtRLe3PF7WexNEuaWyo+/uOW5tb677MFc99GJK3b8tTbSF0VAgLCAn8iIw48Hq/VaqOiot5///2YmBgAQGNj49NPP11TU7Poxbvv9hcy4rhZet1WRv9x6W3pnLxc2t07OLdtQ+iypV633zDf0Tp0KXumqd4xKc0pZblyfo7MtjB1u7X1aAGheKzy2uGhoRZr9S4WOVp0DW/ijHfehG2m5ZWO5cxP0hVd/oZ5Ms4ELI3h7N+4tHVy4tOcnMLB3mADddfKZRnLkrBojFQDlp7W+TLBWktDQhC+ZAw+2wMrtOpNM5WkVqDiM2C3qvOkEUtm1DNrU3w5t8r/72ZOMVU1WdzJa+yYb3ShODkpUSpefzAb58LoMDWHRX0o0ZS1uf8e88CHcAzbm5PMsB6I5yDeOMSfgFQy2MQKw3LEmNtjyHT0zfsbYL1irFrScU42UIilWRrNqlAUy1d3JcxPj0ckrQtLWusZGIXkmREQ/lb8lZywurq6du7c2dTURCaT5XI5Go0GAMAwTKVSlUrlohcX1ur1+qHRsZt3w2KxZRXX/vwCfH+l1+jbnF/aDUHwunT/+Ei3W5w0VAJ+/8VzE+UlGDzedeVal/TVE9fK+zJPoTCYoCf3G62bb0EoHquoOTwxMMZW7qQTl+rm9GxrQEgerVRkV08WL7GOT3ZcLZw2OVfYvHdjvLsDO7ex8dOCyyNC/nKy5aNJyT7uocPlam6tYuURWwwexVeCYbHhVBfcPAunWxWFUb72pVddzd46ihtW4rjWrF2bV/3DlHl/+ndFan7FREHlROG0fNydyiEqpJLWdnu2o7eFwNu2mwgMs0NWVIf9lkv23OINqZTC0/163hgk5cFUUzTLAcNyxBgbh27GoFfLRyrEHecUIxV4E8dbzKoAAAOdDU7u/ojuIiD8PfnLOGEplco9e/YcPnwYAKBSqYxCCwBAo9FarfZOFxeAYXhubv7mK3j8/Rx/+9/g/iach8f4+aXdDS1jHGf2vl2xPh6LeC4aIKho7y6Wt2/4i6+burkP5l0seGSLiZt78L5n2X6Bt9RYAQDGuPXV178STwIL2aMuBD+9UGsdop1bXn2ee360k6/g+f/w8AUHE3sAALACznbmxyvLP/+szAbGrWc5b9u5XTFtnVkLvdQFNhLQW19gd4pA3iCUNwj7mYpSTQ7/w/tHPFrXPBv7RukGM3K7j3vGsoTtdOp9OPCelI5WThR081sHhV1udHcHLc5yTMycqqDwZ0r7sfsPcQ0YO8D6jGa/kx72szSq5QbeuN7owwwAsHbHciLwJpa3ii64SXdlA4UkqwCmX4bOddv12mtB5ECzX07w5fiG/fHXQUBAeID53wuwQCDYtGnTgQMHjBlmEokEw/BCsGuU0kUvLoDH4+OiI2/ZtqO75//TC/xG7q/01jSOZBd0jE0KliV6ffrW+rv4NqMwmJUns7QyWd/5U/Xvv2EZEp7wwWfGqQm3MDRWWdv0o2LazELxPB1tD2Qq8/DZRkbmybEi5YUw9XAw31z0aGoMg3DD4vGV06c+rCqNxZgcW7J8iUdESw3mgzPgujvJmwP2B+OkeuJDLbA1WR0tLXmue8aSPoFbWljct62x3svXy+GlR4Ls7moA8puYlI4+VbIpzCLaVoe35esYXddM+HOWRNWkBKM383z+o/ctgv2x+BtF1DdP+lNJDWZ2GFMbtFs47pYMsxGDXi3pzpH25sr6C8n24Uy/DOsVhxurr37x/ltSkWBJwipkIgICAsJv5X8swD09PY888sgnn3wSFnYjXAgNDa2qqoqLiwMANDc3BwYG3uniX477XmaVX9J1Pr9t8+qgmDCXW2qbZxrrMQSCcRavERl3ouPHI7zuToeEpLRvT97S0bvAxYIXRMNMc9VbdBUFp5OBFVWVqgttk6PoqkTN4CaSGWbb+sCHU5YQ/mN80X70su+wuGHFYzg152oDfGKIyLUmJCSjNplgqiYNP/XCUeS+xycrQLOrBguJ/WomyUvaTj8dH+n2yVsBfzzbPKeYujp+aZPnYxgURiqfGe8v3CgmYrrPWcpEVIxGxULbxZD0+E1+occXUsELk/4WxutyIvCm1hjUIrILILVY2p0jGyyS9RfS3NPonqvtNhxdqM9iWTtse+Z937BEpK4KAQHhd/C//MFRWFh48ODBixcvWln9nDLdvXv3a6+9lpWVhcViX3311UcfffROF/9C3EfplcjUC65VKfGey5Z6YTA3dZ1KxIN5Fwdzz5NZFn67f3bwb//h6/GyIo9NW8MOvHKLj9XNTNYK4EsrTUxdYcIgL7mxfP6ypMdSJLAVyy02efut2RYU6GrfNc3FgZ9Lfz3WxZn0xx35WlYTQFG4YYKt0QQduC4ByTTFbnU2fB3SDgUq/WBJ/Cmhul0ut/Nzdvp2d9KiQ4XvnTHJYMN0ZQ23WK6VRVjH1befmGs5gZvtYsvl5gp4SgRpw8iusSQi3Q/HeglNSlQrMLODuoUMM8sRc6cMsxGdhCsfKhV3nFPNtNE4aXTP1SqPvT19nWn+m2++zcUr+I+8BQICwt+c/6UAL1u2DABgbf1zvavBYNixY4dCoQgPDwcAPPPMM8Z2o0Uv/iW4X9Kr1UE1jSOFV3shCP7w9RttqbcP6FXMz6lFgrj3PrmlpNkz42G/nY/fftCr12uutx+fHB8IJLzS8t24SjqjX9o2En60jzeu6/btGvWJdPZ4PHlJmrefWKU8Vlu14btPcGrdMduI0P0PYfAoAMD5SfJ3/TB+KZ6GR2vVBgYJRBC6ME116HM+ahIbiiyZ8/5BplQbJMFx4Udjw/0WnbB0L0AGaFDYVTd1tWqyGAAQbZu0ip0snuoYqDnZTnGkchXznZo2Aj1+Gf2hJSosPRVF/5dY4CpohwRcnUqqvXuG+caHLBqTDRRKOs5pRWMU53jzqP18vVndtcLGrI/USnlw7PLf9+QICAgIi/JnqYK+7/zP25DuV4WzRKbOL+m6XNrtaGe6dpl/kK/tzSHvomgk4oHszOmG2tSvj93pHqVKeL3tRHdHo4VmD07pI2oomwy/Mug8q5+zxU2GYPRkx3jalrBwV7YFAECn17n/+4CjBptkYCwLjoI17r3ZmuXf2HWisD+0Qj1Cgz8LFWvNx7ZlYetp6uEgEFCm8uyclzcKRA6mjJhVKRkB3g6/7/W1kKZptrpu6mrrXB0JS462SXZXwfrufHiiQUpgNvLsZnrGySSzVZuXLAmZImCGINwmofiRyQFr8cyNDLOZHeZOGeYbX0I0Jm4/K+3N1Um4dI8VDL8Mgd60vb60oTRbrZIHRKYGxSxD+ncREBB+E3+lNqT7zv9QgO+X9LZ0TmYXdPQOzsaEu65b5ndLsdJMY/1gbpbf7ieYzj9bRMm4Ez1nToyVFtonJLuv37xoa69cwatt/m6wc9xa/QxGbykSt7SYH26FcfC4v4mcHRHokrbU09/LxijzGol8qqFntOQ6IBPNHH1nWti1cqLCh2rPwV4U4yypYIWrwVxYLCrrQbVGwTQRJrxFzGyaF47Nzvk62aVvWpnmaGf6+17fyOXhcwVDmeGW0c4SMbanCMttUWBxQrRVVYticlJEIlMfe27NkqAuvVrGF/5jtG8DBFHN7DDWHKyZ7R0zzEYWzKqMJpFUt1QZxrq2OKvzermYPxuZuik4Nh1JMiMgIPw+/jJtSA8M9yXhrFLryqr6L17pAACsTvF9Yd8vTkyV83Pj5SUjV/IAAJ4P7aDZ2hmvz3e09mWemu9odUpdvup0DmmxKfRj3PrGtjPSEQtz7Q5bHXEWVVJE/G4Ocke3xWEAxsOT9dRDS32crIfm51q5454k5tDl2pmmPjN3F5JF/EAzrchAq/SmajCAQUQ7WaH+z3NaxH2PyS9gS52k2q2kHSVds+f1OtZ0l3940LNPbA2yYC1e53UXtJCmYbpyTjG1wWMXAEDFbQoc7bPrH4KqL0vw5Fmac9us20DbiMEw5eYb+q/979CJYTppUXvDWjwjydQGHbruVpeMWzCaZsgHi8TtZwEATP/NdhuOKrBW5XknerLeEfNnw5PXP/HaEUs7l9/65AgICAi/FUSA7w/366x3elbyj3+ft7Zg7NwUFhXqdHO22Whfxa2pdExaFv3GQYaDEwDAAEHDBbl9mae0cpnHxq1hB14hMBbphxkaq6xpOK6ZcbHQvWgKGYZNci4Ji7QjvgTpGpopSF3t+fiKGAIee7ax4dncn3qmuA9R7FOkBLqdG4qwsrKF2uJHb4vD47DoaDvURne1bO4YJPzOFTsuovnQ2O9wp+YHrT/QjfmPT25dkZT23ONev7XGSqTm106VVU+W9Ana/dihSx1W6PWa3sNeGsXcPI6oYnoMaSJbC+sxmAE603L3vudcnKxHencop1B0F2DpnX6XciojBr1aMVEv6Tgn7ctH46lMvwynXVcILI/upsrPXzkAQfqgmPSdz3/o6O7/mx4bAQEB4Y+ApKD/KPfXzQqC4DmezNry58mDKgF/IOf8aHEBydTMff1m26hYYxmzXqUcyD7fc/YEmWXhvj7DOXXF7TVWRgYb++uqGpnwciVu6jrxVN3IHIbrjjMQ/ZZYPr050cnSnCsSfnutPKul0ZLOeDZ5WSSdLeyZajtp1mFDK3Wh81FoBwZqTxBAyYqFLeUWfbZuSVmwc6qr0x4s1qysaiC3uMJgIK5MXnK799bdkWpEtVNl16evdfFb3OgugQZ6rNcOLcB09OV09GazcSyV1KT5cjWkhfUQ5MpJio0N9fUrolIH1eh9VPvnbvFhvp0F0wxpdw6B7UFzS2X6byawfjaXFsxN6bRqJN5FQEC47yAp6P8ufzzq1eqgiprB8/mt77600uihgcGgjeprgKCZxvrhK3mCvh7HpLSEDz4zhrw/r5XJ5tqaYt44uKiPlVanQAP8xDVNf66EKxHCMfQa0v6ua5YEiS2ZzEpd7v3EmjgyEZfV3Lj/wsm6ocF1bOefdj4RYO9gQKFKxgxHlOz+OAMBC5Kd0Wm24+MTP6ov84jX11L0a6hp006RpWgKtrii93x+EZVMyFidfEuw/itvDWmqucUlo7nd/BYvilOInrR+Vg+3ZClN7C/0VehJbKzSbLYSkuHNPHzW+voE4nHWCakke4fDOFw/1vQpDGMLGXU3f8cF0wxpbz7ZNoTqlur2VKtQDtWVXliT9IvRDmYWi4xDRkBAQPj/AyLAvwedUj1c2DBZ3cHydvx90js9Kymt6s8r6gzytXt2z9KbHayU83MjRZeH8rOpVtauK9ZGvPj6QufuXGuTiZu70UODzLZI+ODz23eWK3h1jcf72wfp3NVionwwLm/aMOAtsw0rEAL74B37lkX6us1KJYfLrpy6XmeKwkXpqdv0LuYy157n9VfWqYpgPB4DNBB4OQpGy4vUgi/sZS1OLFOB9zMCt64Bfr4ITZy56pRX1BkSYP/G8+m/o8bqVPdXfXON/mLJmt5hGkmqZnG6DHqxawxKwxC0Q/I5lK19dErM9xQTjJWTxMpmmADeQeMc0aZvokmJAHXHf7ELzbuKsWqybQjDL8Nq2SEcwzbn6AfFh5IpNGZU6ka1Uk4k39EsDAEBAeH/J4gA/za0ciW3tmuooI7t6xz54sO/VXohCG7p5BaW97R3T61I9vns7Q03Z5uNtP94BI3B3BzyGiBotLRwMOe8bGoy4YPPzDy8F92cLxyurjk2MTRnCe21wm4sdf3+Gn98BZexqhjNifH3P/zEbrZF9dDA9h+/Ke3pimbZvqBmO6JNFQoX/ohloR+Lm0pJccUec0fP8Pv6+o9a8TO9zBUyRryTQzaaGJrfksaguWk1GxqaCEuCJZ+9veHea6ykGtGYZMiPHQoAkA+VJrReDZ/t1NqFdDmEzutU5ih3+XSkgk9UyLmTk8UkKs3Bm5W0cR6j/hySZaLJ6RjTIhTujlniheZdJbeJ4hjN9MuwXfcdjmG7cAPL2vG1I4VInhkBAeHPBiLA94pOqZ6s7hgqqLPwd4369/bfKr1CsbKsqj+3qJNKIaxb5v/8k4l3Oi6NePH1hT/rVcrx8pLO498DAHwe3uWYlLaoj9U8b6ii9DhvWmMBHqNixJmiwrkptJIAIhWKSDYl+qMfzDy8+2Zn0v/9HJtCjSeYf65xovJs5oac6s3sKjh0WQieRkB9lSQrac8pPlvhMBBCHF7r97kLy3arFZoKABgYmZdLDtQ38pcneX/zodc9WkhCBqiWW1bNLWmdq4uxTfGmu40eXaZTCoVs9+tMM5bWF/A4JhILhVo4OPStRNIfHL1i56vnHTjeBm23npsAGI/h7BtRWNtFN9cKhmQDhaK2U6rpNqpzvEnQDodt2cOD/Uoa04TxiyVRqZvu5WkREBAQ/j+DCPCvo9doR4uvDxc2WIV4xL6+i2hC/03LIQj+9qfaK1d7/L1snt2TsNBiCwCY72jld3V4bdlx+yqtXNZz5kR/1hm2f2DEi68vetALABgeaigvPQ6UXuaovWj8wA9zZ1XDNCKDEE2ZCpWNRew/YBUabrzTXAW9bRnA6JpTwzbCOfdCR4u5DfRJDSrCBuVAGgWTX3f+oLPqi9dq9lKSxXY75Cz7PQCAxraJc7ktY5OCVam+zzyRco81VnzlXOFIVuHoBRKWnOS45onAFxh4Zt9wcS+ZISa5m+qW24p95VLuGPenqcmrbGuHxI0b41eepNAtjMtReG+c0yBY7KDXqLuSnlwVt4nqmmQeuZ/hvWaaO56fffTaC36W9i5rdj5v43jHwcYICAgIfx4QAb4beo12+Er9SGGDmYdD+IEtTMdFxvz9KhgM2tqC8d2HDy3kbA0Q1Jd1ZjA3i2hq5vXQreorGR/tOXNiuqHGKiQ8/YfTiw4sAgC0XS+qrc8k6mJM0C+0oxq+EX05pZZs9Qny1/eR+luddz7uk/4uDndjbJRKqmz4ugAad+yAI0eXsOZTyKMyQ7iJxlN1xnWywH4omte1lb5ERdox1jz2wqROEQ39o6yq/2JBh0qj27o2OCbc9Xbby9vRQpq6qbKSsdwBYXeMbcq/7B+mt2UTWYb21p8a20/ZkjJIsoNMJXNk/KeZ+U/4c4OhCavW7z3qF+IPSU/A/BADsRCF/092/ZfqazSrMppE0j1XmIY8Qt+WPdTffbn8Utt7H+HxxNCElf/3fQkivQgICH8hkDakxdFrtEOX66bqOhmO1q7LI36T9BqdNCxY9NCAxbUTANB18kfbqNibTayM1L3/xnRDjXPqcvd1m8lsi0XXzrSqWi6PDqMqyaiEPmz7xfkmDwfWP+NTLdtbBk7+oIqJr7Wyy+/rznz4sQBLp0EdOWfEUD5uYFOBLcYwrEGJVAZ36qCT/MMAromyfRmGRLFM1Mpt6rqHc81NXQI8H+4bMs8r7mHQSNs2hob6299LefOkdLRgOLNiosDTzD/WJtFHLBHVfqZRCGfo7HG0uxV5G8TzE/DbMZTxmPWR02NdMhE/ZvkWMmEKEh6ClUVo6ioMYy+KcGsbrnquS9qdI+m6oJNyaR4rGF6raZy0kYHu+tLsmqJzJmaWQTHLgmOXI/27CAgIfzYQK8rfI8DG5iJuTYeZh8Nv7eud48nyS7uKK/oiQ51vN4+8F8QjQ2S2xaKzAiGtof1Kd+3V8T6b4nHcFHE8imBgJq9yjwvgEEaGGg+/T7O1K/L2P9HVsc03JHaKAA2Oi3hLKkICfdKocQ7ofxTqrUhyU11utOyS3XjkbHuyczKEDhwdlV7mC4e93JZxnDeWVM7ll3T7e9ls2xDq4riIl9adKBnNkeukURbRoPk0r+ErNYU9iCZhqI9R1Eky0VxL0yd4Kv+5j48zzSyN98PKIlh02KDnoqmbMCZPAfQvzEO0giFhy3Fpd45eyadx0kwCtlIco3vaGmqLznc0lBHJ1KjUjVGpGSzr3+kvjYCAgPDfBukD/m0s9PWyvB0jXthGNr+1PvlOGNt5K+oGhWJlSpzH1wczFsqUputrhvKzWb4BnhkP377QODUBgycsHAPfHhMDACSzipLcnyZkrRhdyhlNK7PHNcQrcdlWn/AgR1FfV/Mrz0NabdiBV9j+QYzK9tBWgLnKk0hcRM4bQp+13eGD54qEmfUX4zCVaRPms9UbsaTXmcsJhJXljX0/WSv8/DzWUElLLl7p+fLHq8uWen357sbbC7NvQa6T1XHLJBqR0TASABBNdBR2/jB3dr+YbjVCj2NRXqBIrHobvujpitLpZV5B0WkZTzHNLIFBD8vPQeLPAYqIYf4TTVm90FZkgPXquS5x6ylJVxYAgOaxwjLtPRonDYXGZh55qyRrt5mFTXjS2ucOnUXiXQQEhAcDRIABAECv0U5Wd4wU1jMcrX9TX69QrMwv6Sos76XTiMsSvJYlehnPShd6eUmmZi7pqxyT0m5ZKONO9GaeHi3Kt4td6rFp6532n2zn5ZW9p9ZjFJKlgzzanHrGm8N5anO8v6vd3OzMh2+86N7f67vjUXb40opzzfrPDxu0BAnW1zLNmxFqWtgD8WYGczs/8WVU7nSaV7mtmL7ypOl+wbDmaPl4pZ9+zfb1P03PErIL2ls6LyXGcI4czPjVzqIxyWDpWG7xaE6IZXSy02oAgGKserbyoGy8eprkoGW9SzBspCgHSoqfnZ9rZppZ3JseGwAAIABJREFUrNzxZPzKHUa/C0j0ASz5FkUIwJi9gyYnGjc06NVKbpO445y0JwcAwPTbbLvhKMUxGnWTt6SLV1AUcr6LgIDwwPF3F2BjmdVYWTPb13nJ0xk0G9Y9LhwYmc8t6qyqHw4Pcnz1mTRPtxvntdP1Nb3nTwl6ux0Skm+3rwIACAf7e88cn2lquMvUBBgy1F6qrxr4BqP3np1f2jfPxTImUtPd96zKwKIx3WOje9/7v5Ojw/YkykdPHqouGmRkHtFoLQ1uaUHrXZuxuE/bVNLySV/8V7v9jwErW1PLl6lmm4SS2WaTvdh5gg9nZVrc69fbeO9+2jY5LdqyNuSZxxPu7t7MV85VcYtKR3O1sGapw4rPk89ZUGwAANyZ1sGyN0RCAt6mFKtzmBj8sqHGA4LUwbHLnny72MUr+OYRfiiMJdbm545e+UiFpOOcpCcHSzancdKcdl3BmroOdTXzeGo/51/8s0QG8SIgIDyQ/H0FGNbpx6+1jRTWm3k4RBzYQrdfvOLpTtQ2jrJMqSe/2M6gEQEAKgG//+K5oUsXySwLr4e2x7xx8JZzXAMEjZeX9GaeUsxOe2zcGvrsS4se9Grl8MVzJ1vnLxgkiVxeklgrd/JSfPqvdW7WbABATlvzW5mnBvi8CJLJIykvMTsmVccKyBgnhw0PMSOtj3XpDjZoTQ3XMuAyhyF7urOXnec1FP5G4Mik265Kft/c1LuiZnDvS/kMGnFFkk98lNvdy5u7+S05AyebZqoDLSK2+z4VZh2n4jbJegqaCOSWpjIT3UaKNtPMWldZ/kx36wUTts2O595NWL0dhycC40GvQY+m3JBPNH07AADWykXNx/h1X2JITJpbqtP2SyTbEN70+MnvD9UUZZpZ2Kx79KXf9I1AQEBA+IvydxRgnVI9VtY0ca2NamV+71EvTyCfnpP4e91wD96ZEQYAgLSayWtXB3KzxCNDDgnJsW9/yPYLvGWhXqUcLsjtzTyNweM9N211Sl2OwS8SbvJGZWfzj/GgK9KJDYNzK0yZlOWbOFtTQwEAfbMz/84+/2NVOUGhdqN5hIf8G01nujiiknzMHdnRAzrie9Xi3iyhD/7Ud6yrw6cP4AhbLdLpHsutUHj8wv5KFVR6TZ195aiLg7mxHfnu71s7VfZN60Eqjpbuumlv0MtMPFM2UNibHaqZ650mxUDMzx0J8TQradXVZ/suFkUv2/zoqx3WDhwAADDoYfkFSPAWAHqM2RsLG6q4TYLr3yjGqmmcNIet54kWPjd/OVO29aGzjUhdFQICwt+Hv5cAwzr9ZHVHf24V3YZ179I7Nik8n9/a2sldleK7oFvK+bnhgtzezFMkM3PPTVvj3v5wUY8qAMB8e+t4eemSZ160Cg2/3UwDhgyNZf35nZnt7Hw7E/cU+WcCX9nDj5uFeNgDAHLamn+suVY10O9KZEeCpUthvDlXb+qDTdmMBQD80ILZma2E9FMZNt99EnWeyFhPonxMtRUNSc6WDhezVT9Y0/0AANOzkvP5bVX1Q2HBjp+9tf4ea7PtaM7PLXnHmxVkkPMEDd93Vh3WarUS8hateSZEGKy99ugst5fKMF3/6EvPfPC1MeQFsByS/ggJ30Ph3TGmB9DU9QBFNOjV4vaz/JpPYb3aLGyP9YrDA93t1r9UX5a1w/rH/n0vT4WAgIDwwPB3EWBjmdXQ5Tq6LSv82c33knCGILimcTQrv1UoVq5O9X1ye/TNB6W87g4lbz7lix8WrVtWCfgLh7vW4VHW4VGL3CPTnc+7UMo906nC0ohWJ9LPOpo5G/9KrdN9UV76Q3WlQmcwxXk+ZAiJm+0loYeolp6+T8fQOJRjtVXV3T8xsJZve7QFsmWmNi+gSe8BFLa68eu2nqwArw37dpQRCfTewbn80q6G5rFliV6L+k4vMCDsLh3LGZMMfpBwzHjFju5krpCMnM5QdWfL8B5qyrsKkwDu9MXm4hiVUsqyst/z2leh8auNp7wG3Tgs/gySfIumLMdanUWT4gAAGl6foOEbaU8OxTHaKv2Qkuh8Nf9UxbuBFBrz5S8vLbQkISAgIPw9efAF2ADDUw093adLTDl2If9YZ+Ly6xPojLXNeUWdLo6sjNVB4UGOt5tROCQkOyQk375W0Nfdc+bEXGvTypMXCAzm7TcAAMaGp44XnWznduF5gXTsln2RFls3RxFxN1wen808fayu1pblzjSkPT42awlNYwkydqCH3/bQSxPCZ9sazOs+2mWhtxnYyuuLDjr0iJnbz3Yf4YG7I4MfQ6Ox7T1TJ89fnZ6TpCV4Hvv04TvVWKn0ysqJgsqJQpGaH22b/ErkYeN1Uef5ybK34fl+KSldwSqXose62n6aGH5Rr9MFRCav3vk8xzfsxserqoEkX8OKIgx9O86+HoX3Noa8wuvf6GSzZmF7rLYVNdRU1B48ODs5FJWa8dyhsy5ewb/6LUBAQEB44HnABVgxL6p9/ycTF5vQpzaYutn96v0DI/P5Jd0NLWORoc7GkNEAQTONdUP52WEHXrmToAIAIK1mur6mN/OUWihwW73h5hmCN1NeU/1jwzGNZkzXv9qSvD7Qx27zliA664a6DwgNRSNw2ZTrVpJnRGcXFV+Dp7N9tqRD7iZvlY+2ZE6yUNqdvCl83xtjBDP7JKrVzj4zj1/kclEoXOm1gbN5LRAEb10bkhjDWdTHCjJADdMVpaO5XfyWMOu4PYEvODLcjH8lEI73ZL9LHj0npzwvYHkIZM1VF9YRSGS1Up64dndaxpM3jxWCJd9CwvfQJs/gWB+iMJZawZCw6SVh8zGqc7xZwiv9k4orlzKbq970CIhK3vBYcEw6MgoQAQEBYYEHXIApbJPQpzbco5FkWVX/D2fqN6wIeGRLhLG2eSDnfM+ZE2QW23XlukWLlsF/zDR6M09RrWy8HtrukJB8+0GvUCw5XnI8d/iKE0SMJaWySG8x1+lDom2opmi1TjclQ5WPG873wRo9WE8YfaO1CY2SEtjs4H3bs+anP+wcEHT6RCpVB7ijcK+XbdRys8clM5jCwvbjlj1eHE40HkcBAMgVmvyS7ivlPSxT6pPbo4N8bReV3mn5RNVkcelYjgXFJtlx9YsRh/AYAgBAK5vtHWsbaBZgxCEE0r+YKa9IRi6WnHsBiyPQTcxX7Xg2KnUThXbr7x9o2iY0bYsBECWdWaKW41rRmEnQDvLq7Kqy/LLHtlnZucSt2vbYy1/cvhABAQEB4QEXYADA3dVXKFYuuFbFR7rdMnWAZmO3aC+vERl3ouuno5PXrrL9g+Lf/4Tl7Xe79Db3Np8sv9AhaPNGm+4m7WHgQhy8cV4RbDQBzmnvfudIoQZtZW66MZYBPx2ColacmDhbwPSKoD+U/l3v7Oul/VqD//o5gWM7n2Zm6pLqA22vv977jbBn3Md95fb1P1lb3KixulLec6WsJ8jX7u7lzYUjWT92fBJmHXcg7CDH9MbYg/nuC+OFH2GFPRNm1TBWnrjJgWGBrbp8ur4sk23jlLLx8fCkdTfaeWE5JD0BS3/E2VUbhyXoZHJh4/eiluMElgfa4+G+gZnyT49LxZ8lrt392pEriGUVAgICwl148AX4TnT1zWRfaR+dFB45mGEUXYNWjf9l3nhhlt8tGCCo8dNDExUlTqnLl3178vaBRXKdLKcqJ7++QTzOwqssUhz3+Vj5ui+hOPqYwFjUuS75P4+9bsBZJlhFZ0jZ2JKrpi4m4vNvQCERU48/8vWYWN+gYvNcd45zycPzTvGeZs9KplCXrvRmUTtZAV4bArw3EAl0AMDklOhsXktD81hMuOudaqxEar4J8UY5WLRdapx9OglLBgAY9Oqey++qmo+iYSAhJvVrHNoK0i3tXQi0kYq8k47u/lv3v+sdEvef952FRZ/D0hMoajrW8pTBgJUPFvJrPtXw+pj+m50fKcEwHV/cGuHiFbz3ze9v8d9AQEBAQFiUv90PSgiCiyv78ku6IRjeuCLg30+lYDBobs21ofxsxczU8mOZ97IJCoOxClkS8Pg/bs9LjwlGDp093tytpoisXKwC9+9eyqbgCFgzGw7p+qzhWD1cOgo7UQn/57nfpV2ma+zEU+oNlLmW+cmmqAgStooDw6HzqR5dJCKk56z2wDzZ0jV2vqqj3sM1ZfPKb22tbjQZt/dMnTzfODzOX7vMb9EaKy2kuTx8rmjkognR/L34740XqTgaAGB+vG0s733cbJEK7ToGIru504LZCu+Q+MCo1K6mCt70xIuf5Swc9Bo07ZDkK4OiGE3fjrWv0ysAr/YnYdMPeIat6ZI9DN8NC56Rh842/q5vCAICAsLflL+RAPME8rzizrKqAU83i327YznOLI2A13v62GDueTLLwm3NRtuo2DutNUDQxLWrOBJ5oaHILnbpzTdABiinIffL7Br1tDkVRQtisZ54dq2fqw0AoGJYUD2lv3JdZ0JEbWDqUyTS2Zw+ivkAjqiE2aIL8x0TXpY7A/u+c7mMIXiQTK0n6S5gOZiAs6p6MtFtmCCfjHVph40hLwTBZVUD+aVdEpl669qQRX2sOuYbr47nN81WBVpEHAh/34XpceMVYNBbdlbS8C1J2SzF+Lbxvdu7ejwCLENiV06N9fU0V8Wv3H7obOPCeS0sz4XFnxsgPpq+HetwUD7WJiw5IB8qlZsntMkjXVzinP0336fvDAICAsLfkb+FAHf1zVwp72lqm1i21OvrgxkMGnGmsb72zY/nWpvs45Nj3/7QzMP7TmshrWYg+/xgbhbdwcl3x6O33zAtnzh49lRDi4QssqaTLZNdrL0YaaYOKjLTal9OR2ZDkUwxvSth1zsMJ9kVHqTsU5AG2X70Poh7Xthl48PCLXkEo3daG2JGMdlqtI3sNbzZ0ZzjaBu+Kvl9R9sbOXC5QlNRO3g+v41lSl2b7h8b5nJLjdW0fOLS4JnaqTI7ulOc3bI9gS8YU80AABFf1FpWT+96GgXPz+rs6wbNIKwiJv2hiHVPlWR9V3np5JpdB558/dsbeWODHpadhoTvAqwlxuSAAR0maPhe1BKBITFFJnGnmlhSSXXs8i0egYt0NiMgICAg3DsPuADLFZpXP7is1UIpcR77dsXq+TPDZ38YyM6ksC08Nm2Nfu3d28umFlDOzw1eujiYm2UdFhX79oe3G24UdBV/eKJcPW2Cg/HelozIYHs2PsKcY+ijo99oaOp5o8KCafVkbPSz8cG9380IewsxYBzvxbqskXUaSoPdA+znXrZvobqhdFu+csJg3lzY1tE2PDrkSSqFtfAKFwva84o6OS7s22ustJCmYbqyfDx/WNy3hvPw58nn6IQbRlewHgy0Twy1SXQyEsxUWMXulsB2cw3Xtr20iTc9nnf8Y6a55cY9rywc9C5g0DRjLY+r5g2zV76Rdj9M915jt+Eo2T5cLJjdYhEZGJVyw/cKAQEBAeEP8IALMJVCeOShCA9n85n6qtqXvxb0dtvFLl20bOpmxCNDPWdOzDTVO6cuX3703C0Di0RqfkHvxe9zm0Gfp4FEi3el+JkEUlCuKFvDDzJBTW2jVFgf4x5UuuWZ6AgHAIBOqZaMXhK5M86LZ9zZV5kmiZDoS/t8VYAS67XKxG0VEYP5hZ55uKQY/2CssaqqH44Jd7lTjVXDdGXd1NV0l01+7FBjQxEAYH5S3ltejh0/MwGxBBho2/6XGfQNAACFTDwxOvz1G3u8Q+IOHM5aGPBn0LQDNBOFcwAAQBq5eMSTX7NzRqjxSnrc44VRDPFGUpppZrkkYdVv/yYgICAgICzCAy7AWrlMX3Ux96VcqqW1S/qquzg2G5lprO87f0o8MuS+bnPI/gO31Fi1zDaW9ubVzZSZTnOS0dGmUQYWlIzBUoZMwFcTTdL6BgYB3u4anOb8grhIh9UT9GFQaW/PqfprCtuiRAeai0PaNeG/NrEluWnWmiVqGbmpof3N+R6XtLjXbnmM3sG53KLO1s7J5UneP3y8hWX2s3/FnGKqYbpyuWsGBoUBAMTYpcTY3RBsncbQ38ifaywkiH8gaNs6eYQROTt65WMMutXs5PClE4dba4uiUjNeO1L4c42VqgYSf27QtGHMD6pmZkQtx0cbMjvF1r2TWgLVzPef2xbUFwEBAQHh/vKACzAAQCuTJX701aKOzbfQeezbiYpSz4d2xL+XdnNqWqVXflRw8kxX2cQsbi/V/3mXs/YrDE2Feg0a/lEvH5S0Tg3UhNg77w5czqy00A8rcG7dZPOBSqrpU+9Ub3QfetFJ/O7gl1fEZht96G+tsCDjLNQa6fGGdHNTlxC/ra4Ov8gAt3ROZhd0TEyLViR579sVs1DerIU0TbPVpaO5HfPXg61ikp3WLBzxGmDAG9f21HUbxnMI0iM4vbJuHId3Xh69fcvuqNS+1ppPXnx4rL89ftW2X9RYKS7Dov/X3p3HRVH/fwCfPViWhV1uERQhUEQREPEAlNMjNAQFTVHRtL55EKD5ta99vY9vmWlaJKVlpFKJKJomgqKShgcKuCsg3qICKve1C3v+/lh/28YlGcuww+v5R49xZnZ6f5hl3nxmPvN571AoGunc+fWlY0uO/09Q8DC/0kSksHb1CvxgyVTVZJMAAKAJND6f7+LiQnYYnW93/P6F8+e+cjeZuElVHFAmbqIzmOqp93rx9c8SThTnsRlylompfJXfDCvfPicf047elguf3yqtPFFT/yxi0OjRda6NZ3VN+lfrm9+tLC/O1Wus7H35Pc8nhs+5eUdnVz72Mp9jMT6il/qoqdr6Up7BnzOEKF+O+jXtpqhR8s6MUaNH2KmGNz+pfZhy/1DG4xQL/T7j3wjx7TdJ+TYRQRD1lfJ7uVXPCx4zqjbzhCdLqhQPxDYDxy7xC3mHzTG4kp585vB3kqbG8dP+5f3WLNVkGvK6n2XVX9GYthLF1LKsLH7GocJKw7ulImePQN/guU7DffEWLwDAP/TKHCQQCHrupbb6wb1bh36qLMxXvfurysRiWVNCbtLOM2n0wv76CrZfr0GjPCXlz+uP1hRfOGk50or+H08GrYHDv+xplWkrP0X0GlFW65RT1VCTVFPkE3BrPMfs93Mrctbr6sgaBoVaeHxiqG/EbjYvpCr7iholp84VJKfwTYw4M0KGqYY3i2VN54pOpD5IbpDUjrOdsnPczxb6L4dfyaVE8W3JneuV0oo/mBUrTaUPb1Xov3CY6zU/cspA14a66sy0Qyf27zC16Ks+xkoheyav3iOr+YbOHiOsjriXcfqPKx8KntIdh412nRL8L/9glCcCAOhKPTEBP8+9npfwQ/WDew4h04b+K1J90+Pah6tT4k7lFkka2Z5ih8Wjg8tMbjGKZdInI4QGlW4uA9a46HB0CIIgCo+ZNRUw9Fzult+9ce1xQ43NvfC3CwzyJhYci6t/rKOr/8wxTGzqR1zlf5Zx/M6UNz+36zemWRj1DU2nzhUc/u2Gg12vlR+MH+L4MiU/qX14qPD73OeXXcxHLnL7j6PpnxM6VpXKHuc1Fd8V1hKXmgwuDLN6Srfwfq4TFTpxrj7XqOJ58aFvN6UmfuPuM2nlV8dUY6wIgpBVx8mrPlcwAx7mBJw9dqqo6rxQzgkIW7Fg2iKukRkBAABdrgclYJm46cmF83eOJTVWVgwMm+H36Q71Lu+xa6eSL1z5rfhpHwZ3gWzaQK9RJcLr1dUljDqXs0RWYdO+c++uLLsmUWZfqVx2+8GvjXVPrxY9H/HmvUDjuvSM1WmrBxAMOVvnosc7ijqbqku3ksxy7YcODnPsP0FZL0FFOSXI6YxCrxF229ZOse5j3CxUG17/hW4rVbeaG+sVT29JHgkaRHXX79/f/PDZs39/edDaaptyqxNB3Ll59czh77IvpATOWPz5wWumFs2ngxY+Z1XnDK66dejH6wb2ruMXr/kvJmoGACBXj0jA4vq624d/uffbUbaJ2aC3Z1v7+KtS7/3yhwlpKVf+qCJE+tYM+02W71a6MmkvLnNKnw+kO6Uy/zjx6OTEN1yXKUJ/iygxttMV2df+lJt5NPv3CLPK8PfvmOcF3vx126NHurX2BNf04ADXEskQzpmHpxyFE+aGJZiZ2DeL5P6j8l/Tbl7nP35rnNOebeGGXHa9pO743Z+zSn9fO/or5XtE1rw3rHlvEAShkBOld6VF+Y2VpTXlz/5rWHvMmNZgyXHzW/aVlYUzQRAymfTm1bPH4rdVPH86ee6yd/697eUYK4VUXp8obzhD6G+pvPZ95fW9dJaByYh3LYP2fsHFfWYAgG6B4glYKhLyf/j23vHkXq5uXqs2WbgNV66XKWRxZxIPHb+rU2FsaCR2kA7R9Qi4w3xg23jdtdiFznFy8ze3trM0TKOHPBnXcEZhPYZe6n05o+rR1V/4//F6sXrejdRL21I2bq5nMFkuNH3d7WzeTZEHo4jFHGI2eYl3mvoAKyV+QfHPydlPSqoC/QcpZ+MqrOAfzE098/Coo5lrgE2Q+s71lfKnBdIntxrL645X3NvYn/7wDV2m7I1A97lfG5j0IQhCIm68ePLnI99/yjMy++sYq2pZzR559TcP7/NO/yo0bBjgFzilb+h3+nZ+qkmbAQCgO6D4RZnB0lXIZIF7DqhKCt4qvr9+X/LT21KGRNeAxzU3D6gY0v8ykzG6H33yoxdWho7Dx1qxJPr3z9RnLn/I66vHGFlaxsxU3K6n25Qvnpy5waKOyZ1CN9xTesfKYFaNzaNPiqoynzqK+lmP8HZbYNdvNL1Fnsu89uDA4WsymTzkTeex3gPLxU+PPfru98cpYnmTd983Pwv4UTVds6RJUXJb+iRfXF314vHTTXovDg0xFtqY97WasMfGM0KZQRvqqk/+FJua+I39YPdFa7/9c4yVpEheEyer2VeYZ7r7y7J64TMPLy/f5T9aO2HOSACA7ojiCZjGYAyPXqFc/jrlWPKpPFoZT8yRGXN7y2xDnnC5jr1rpjrKS59dTbjy+zMT8632o7M/r2koqzP1oDWMy3p6t9A2i3AZ/sQ5+HKDuW816yubviMJGlNcX+f4aF32s+OlZgz3UbPc3WabGNk2+18rx1j9lp5vyGW/M2OU6xCL3LJLW67F5ZflePYdGzV8rZPZMNXcVRVPZUUCSdljsZxb8KAgxqQ0x7OXnOYW4BC6jWP58mHtsyf3j3z/6bXzx0f4B3+y/6JqMg256Hd5day84Yyo3K7sqoTOsZvx3kyP0GUstgEBAADdFcUTMEEQd0ofrf0x6Um+giVnMUz1WPZ+FX0d+xgTE3mF5YVPfs+6c+TyYz8Hxy+mzx7EsL7yVVmja0XOozMDbtT24kp9xwr09Li5GdFHD61KnmY134/lQqMXnT9zZcsGQz/XCdM2DnEKYTKblwKsrBaeOldwPO3moAG9V8VMcLDrlV+es+DUPBO2mb9N0AqPz5qNrnpaIKmuuyU2ulzGThmuY2xj8JQbusxi9BKWsa1yt/zrvx+L33a/IDtwxuJdJ+/8+aC34dfCK+vs+5XVPeJU5RtxhwRZz5qta+7YZT9bAAB4bRRPwDefPIpacUzCkbD7WpT3nmbCYQc6KuzrLp/Jef5p5Y0mRsOsN/y+n/NuL0NeXsnTneeP1DTm+/6hO+6N8kHhv3MdB/26dVvFA90iJ+6otTqHvdii+/kp7/6PxeWO+3J3qwWUnpfV/Zp283TGrVHutp+unmRnbaFcb2M4YLPvbtWtZrmUeHZf+qRAUlPW+PDZN7lXvqyrEa7am+TocIKQNtKYbOXdZplMevHkz2cOf1dbXT557rKlWw6o5rEqKyk6dWB15ulD5lzG3CDP3l5R/QMCaUzUSAAA0BoUT8CW+v2a3PwlnIEB5ooZoySCq+eS0h6src4bbGL2Yb9g3TNmvei6yRdz9+f/LhSVbLZnWvQXOfjfF1mEJz39JOEMy2WMfE50hcPT3XmFx66me9Xdf+T6r8h+PgEtayjdefAi8dccfn7xxLGD16wfeaUsZbNg21e9Dyk7uwY6XAMjR4IgqkplTwukz+5L68R/ZF3fWPvkhqedzvujWI4x9zhGFgRBECwDgiAahfWZaYeOxX9uatF30uwoj3GhyjFWVc+uXEq/ePH4/obKpwN70xa+s8BlyjomBjYDAGghiidgMxP6p+MHDbSs+urwiXdinz0UPw20ctpS8b5JoQltmOhswB8Pi24ENIkOBt8zEj8rfzynISBs6z37S/mKEAfaoan02/xPL6f+0kvar/c1PRP/gT5rPlO9v6TCLyg+kHTtWVntpIl2ff1EF0s25uRz3rQL+2rCIdWtZuXoqqcF0ob6Z4WPYwXZCZZM4TgnYwt7rsXoD0y9PlDVPKiueHbyp6/PHv3BZVSAaoyVTCb9/ej6jON7S548tzXVGW1j6bH8M1O3WXQWnvICAGgriifg0rLS3Sk/pT97bKnLCeQNHXJjhomObtHAp99U/+hdUxss1O9lW22mp3d338aSnN6Eu0GiyHSeM+3foxjGbEIhk5VXmtift+jj5j782+aVkcQSWUbm3Z+OXqcz5b4TDXrp37pQkzxA4vSRxxbV3FUKOVH+WPakQFLxVFYvz/jj4tpn9/P9R/b6YDRHT6+X+ZilRq4zVUn00W1+auI3WeePe44LVY6xksmkNy6lZZ3ZnX0xrW8fmZsdc35QkNmIjzj9PLr65wgAAJ2N4gnYQI8jlsrW08LNHlrKhghTPS7ce5H9YQ33P2Vs8/7lcrr7o6yIJwLdgcGG3qu5QqJ6FoepnLT5ee717K+/0DUyCtj8ZbPHvWKJLPkkP/F4Th8Hmf1bT+6Ls14YDBv/RohLr83KEoEEQTRUy5/kSUtuS/WMZI16f1wuXluZc3/8iH42AzkGb7ibjHiX6xCoejH3xqW0Y/HbXpQ88ps8N/Z4gT7XqK66/NgPW84f+5qQVYxwVyyPMDRz/LeR22J0eQEAKIPiCZjD4oWXTy8wv7djUsIlAAAgAElEQVRV9+Aslt6cWh0dHV19AwOh1P/WWataB/3MYfpfvS+7e+9IXOIPfS3dpk2KrXv6OHvXjuoH99wWRTd73FtZLTz8243TGbcGDej97xXD9j5Y5WwbHtVvqTH75XTKqtFVDdWSsoYjbLsnWY8OD37D/+3+VlKi0HCwm7l3AttiiHJn5YPeM4e/axTWT5m/QjWZhkz8bP0Ct0EDa/81S2rKdjcYvMrAbiwGWAEAUAzFE3CVuD7W4uulhqy9Nfq6YimNPbRE4FLyRPfRAP3zodzJdjeny47HH0yx6zdm2qRYS9PB/L3f3D5ycHD4PN/N29RT76MnlT8nX88pvuY3yPubz2aYmxoQBOHh+Juqy6saXVXbdOHeg/38K8c5ppzZ/1m19N0/2Lq8FxlbTKbsVo2WqqsuP3Xwm9TEb/r1d4pYtkU1mYassVp0Zw6DdnZVlI6CMYfnukbHsG/X/sAAAKCLUDwBGxLCj0sMDOS8eqlP6RVT+RDORS+Dmr6yYIsLb5fEix/X9naePWF0GkfP5M6xpGP7/mPu5DLl0G/qj3v5BcVJqVm3JecJ25uWgyxmjnnPjPPyPjCDxvj/F3mlBK3hQcl3l87FCutrnYYP+GhxkOOba1Sd3V5+K5ULj+/lnziw40p6sse40E3x5+uqys8c+U4ibnToa1iVs68m77CRkx3Pabex7yzMHAkAQG0kX+WlUunnn3/+3//+V6FQKNfQaLRm+yg3xcXFbd++nSCI5cuXL1mypIPHVxDm9VXzamp0qtwMjjhxhlk/9FV8XVx0Qs/A19v7P/2shtPpzJIrmRnf7WJxuX6f7lA97pXJ5OmZ+Ueun3iud43Wt3SMTcAsp31WBv1UR1bOXVVZIq4WpuTf3ncv/xLHRPfNsLHuxszGe+mGRt7NntcW5mYe+3HbHcHVwBmLdybffHT7xv8ig+RSiZdnL72HS4ouiI3d5vRffJll2v+1fpAAAKBlSE7ABgYG48aNa7ZSlYxV4uPjk5KSsrKydHR0Zs2apaenN3/+/I4cv1GHnjfJMoNQTDA8OVNysuF5kc3gsBDfl8USqh/cE/zwbfWDe+pv94olsmMXLh4s+F5scte+/5APXRd59vVTzRkpFimeFEif5EmkRGnB7S+yLvyko0/YuzksXRJmVHVHJsozGhbDe2sHU//lU2GZTHolPfnE/h0NddWT5y6L2hyvnEyj9unl2VPZLsOKCFk9ofe+QfhGdHkBAHoUki/6jY2NRGu93ma+//77LVu2mJqaEgSxbt26pUuXdjABs+kNvU2+mVxypI+R81C32f1tfJUzR4rr624lJtz99fCAkGmj1/5P+XZvSUX53ovxV8tO63DE41ynzRq5UzW6SixSFN+Slt6TShoV5jY0Q5dLF698XvgoN3TxTDeejoh/UKdMYeIVY+Q8TTVaqqGu+uLJn0/+HGtq0Tdg6vyxUxcwGEyFtLFG8K3kxdbevYrNhw/QsfhF1zLsdX94AACgxbpdr4vL5fJ4vMbGRmtr67Vr186bN48giNzc3NGjX1b1cXd3z83NVf+IQqEQCkXqa1QZncnQHWyuO9QvWVUfUCGT3T2RnPvNl9Y+AcE/H1M+7n1SXPVben56VrbhiLsrfNeOGeClGl1VWSx7ki99dk8qkmU9KEoYFGiXeuc3Hre396AxIaYWdfk/MQYF2c49of5ubnXFsxP7d54/vn/QsNGDho0RXEm/mn509JjRotuf0ySH9K0UTMvRuvapdLaDRn6CAACgDbpdAq6trVUuFBUVxcTE2Nra+vr6ikQiOp2uXE+n08VisfpHGhubjp5MUV+jx2b//85Mn1FRqvUlVzKzdmzh9rVWTuacX55z5GoS897oPH7FWG+Hbze+qxzeTPx/mYTiW1KRsKJC+NvVi7HCxgrD/rp24vBZU/b2Nh/85PB8HWObPh89VN1tJgiiMDfz5M+xt3IybR1d+9g4PL6b5z1x5ooVyzn1+6T3hxtYMOn6C1hW6wmGGQEAAD1bt0vAKjY2NgkJCT4+Pjk5OXp6enK5XJmD5XI5i8VS31NPjz3n7WnNPr47fr/6P+tLSy79b42w7IXbomhzL48LxWlHj28oqS1hvXAMHchdNu9NPbYOQRAKOfHsvrT4lvRFUUOVKPX+/V8e3r3K7aPXa7j5pElbB/YdoW8+WHlA62nxqoPLZNLsCynH928vKy7SM+ARhMLMoq/P+LeM6q7V5HyvW8k1dq5imm1hmrxL0DGTBgAAEER3TsAEQcjlcn19fYIgRowYcfHiRV9fX4IgsrOz3dzcOn4QqUjI/+HbR+mpA0Nnst/y+O1h8qlfP9KpszKsdvvI5xOvcDsGg04QRG2Z/HGepOS2VKy497zyWMapL/UM2QY2tIkxMzydpujcP1t5aqXQe7kqAStJxI1nk384cWCnuFEoFjcNcB7lFzx7gAVLJNhTnzpL5jzNZlYSx3o4QRAErVv/qAEAoIt1u6wQHh4+f/78cePGVVRULF68eOvWrQRBLFiwYO3atYcPH2YymWvWrHnvvfc6eLS6p49PR73H83JvWh8SW/Jrw9kjDfdtBut8GOIz2mOYLYNBl0oUD/mSJwWSJqHCwOLJ6bMR5S8emQ82cZ3uNMZ7/iAj+6rMnfWH5xu7vzMg8pr6tBgVz4uT936WcWI/jSCMzS3HT1/oO24i7Wl6Td4qurze0oNgTM9mcvCUFwAAWtcdE/CmTZsmTZo0ZMiQ9evXe3p6EgQxb968hoYGDw8PgiCWLVvWwSHQBEHQLIzvRznl1GYaFNpWZo3w7O8ZOtPV3taMIIi6CvnjvKbn92TGfegOniwRMyc3/2e6TVnQ3FnDXcJ4ZffKMj5/wWSbeS+3Cf9FfSbIx/fy0xK/+f3kT3Q63WPc1DffXmSlL6rM2l3722e9PHrbvNnIMFlM5y2g6dho4McDAAAU0S0SsPqLv8HBwcHBwS33WbJkScfn3/iTmFVW1JvInePjPXTifwebmxpIJYoigaRIIGloKCl+9ks+/3Bw9L+uXT0tFFUOd5n98YfJksKUyqR36X2HW0+Lb1Z36MaltLNH4wtzL3mMD/36xC2uPrviyrfV6fOqrWp6uRKMEYYMs4/o3Fl40AsAAK/ULRKw5uixdcZYThr7toO+nm75Y1nO1cbKEnG9+ML9e0mFN8/2G2pvPFL6vFbg5xHT39a3hn/w2f4QY/d37OafUp+RqiD7wk9fraqrqZBKJIEzFkdu+F724kbFmWWl909YjOlvE1RH17ViGMXQuW8TNJRMAACADqF4AmYw6GNHOpUIpE8LhNX114ufHcvLSTayMOPZsvtPsRg1bOpwl9kG+ubKnXmDggydpqhPIZmZduj7T6NE9bVG5lbBEUsnhM2vuZHwdN94WX2ppb9N7xH6dI4j3ehLOns0xlgBAMDfQvG0IWlSXD5SXlGbmp+3v7amxGZo/74TOG/YOQ0bMqN/n1F1/F9K907ov+Sy8hEvg22k+uCzJ/dTE785d+zHvvaDpv3rY6eBdpXX9t7eYs3p52HuvZw3eIq8No6uH4IHvQAA8HoonoDF4ppffh5q6zRYf0ATz5Tj4jR66OAdXJmk8tree0nv8hyD+qkNsLpz86qD86hHt/knf469kp7sFzx34/enTeSPyy/vuH8hz9zDe8CiXSyLWcqdGUbR5DULAAC0HsUTsIIuGTitl0Uvs5FD5zraT2i4l15x8t/lpTdMRi5UvVZU/Oj2xZRfLpz8Sd/AyNyybyH/auCMxdt+TCGKUisOvyk17NPLN0DPuJaQ5TD0Z5DdIAAAoAiKJ2ADffN3w4+Y8vpU8w/e3enM1Dcz917OdfiFxmTXVZefP7znzOHvGoV1fe0G67I5dTXlfsER7y9ZXHPtu4qkOBO3qXYR8xiKYzSmgG70EV0/BA96AQCgs1A8o8jF9bKcA7eyduvbjFG+ViQRN17NSLmY8vMdQdawMW/2dxqem5laW1k2c0HMG7zqmtz48rNsk+FT+4wbIG+Ip+uOZRgfoem6kt0OAACgGoonYBqTTaMzHaJymdze+dd/v3Tgg+yLJ+0Huw/zfktXT//SmSMuowI+WPaRsUhQk/ufxv7jrCZ9wDYUyOtiafS3dayvYIwVAABoCJ3sADSLRmfSHCN+O7x/6VTnpN2brWwdIjd+r8Ni//TVKo4uY+OaZVMHFDP5W1mm9gP/fbfPmyNYjM0E3VTH9hbDfDuyLwAAaA7Fe8ANddUbFwV6jAv7cFtiWfHD5O+3nDiwY+JbQSFRoaKCRGZtoPn4Tfp2fjQ6kyAIgrWAYRSNB70AANAFKJ5s9LlGnx+8diU9eUt0CJPJCAse11ehJ61N5/Bm9Fl8mkE7JRduptHHvdybbtTuwQAAADoNxRNwXXV5zFQX6759Fk4boVt2SZd+33TUEgP7wfKaL+XVExTcUKb5l2THCAAAPRHFE7CeDrFixmBFZb6J1TiT4I06+hWymj2y4ig6b5aO7U0aozfZAQIAQA9F8QTM1Dfr4/OBgb0fIT4pq35HWltMN1rMNPuMYJiRHRoAAPRoFE/AhEKqb1UiKx1O0I0YRtF07iyMsQIAgO6A8tlIqhCdY/TaTdfzReoFAIDug+o5icZmWh4mOwgAAIDmKD4RBwAAQPdE2R6wLou1O34/2VEAAEBPxOXqv3Ifyibgd2bPJAjiQuZlc3OzQQ4DyA4Hmsu8kmVoyBsyyJHsQKC5K9ey9fTYrkOcyA4EmruWk8tgMIe5OpMdCDSXc0MgU8hHuA39W5/CLWgAAAASIAEDAACQAAkYAACABEjAAAAAJKDsICwlR4cBurq6ZEcBrXDob6ejwyI7CmhFf7s3GAwG2VFAK+xsbWg09Jq6I1sba4Xib3+K4gm4lznmfO6mzM1waropM1MTskOA1pma4NR0UybGxq/xKfwxBQAAQAIkYAAAABIgAQMAAJAACRgAAIAESMAAAAAkoGwClkqln376KY1GIzsQ+IuUlJSxY8dyOBwOhxMREVFWVkZ2RPDS8ePHvb292Ww2h8OZPXv28+fPyY4ImissLORwOGRHAX9Ba6Hjn6VsAjYwMMjMzCQ7CmjuwIEDixYtqq2tra+vDwwMjIiIIDsieCkxMXHFihVCobC6utrW1nbmzJlkRwR/IZfL58yZIxKJyA4EmlP8Vcc/SOPz+S4uLpqLjFw0Gu1v/Tigi7FYLLFYTHYU0Aqcmu5m5cqVVlZWMTExuKZ1K6+dZQQCAWV7wND95eXlUfiPP+0ll8t37twZEBBAdiDwp8zMzOzs7OjoaLIDgea4XC6Px2OxWPb29vv27ftbn6X4TFjQbQmFwoULF+7YsYPsQOAv2Gy2VCrl8Xi5ublkxwIv1dfXR0ZGpqWlkR0ItKK2tla5UFRUFBMTY2tr6+vr28HPogcMJKioqJg8efKKFSu8vb3JjgX+orGxUSgUbtmyBc+Au4/IyMi1a9daWFiQHQi0x8bGJiEhYdmyZR3/CJ4BQ1crKCh49913d+7cOWrUKLJjgTbhGXD30XJgLS5r3VNtbe1bb7118eLFjuyMZ8DQ1VJTUyMjI5OTk5F9u5vw8PD09HS5XC6VSrdt2xYYGEh2RPBSsxG2yL7dSnh4+OnTp+VyeVlZ2YIFC7Zu3drxzyIBQ5eaOHFiRkaGlZXVa7wzBxoVHh6+YcMGFovF4/EePHiQkJBAdkQAWiA8PHzTpk0sFmv8+PFz5szx9PTs+GcpfgsaAACgG8ItaAAAAHIgAQMAAJAACRgAAIAESMAAAAAkQAIGAAAgARIwAAAACZCAAQAASIAEDAAAQAIkYAAAABIgAQMAAJAACRgAAIAESMAAAAAkQAIGAAAgARIwABAEQQwdOrQjW1FBEqCzIAEDAEEQxI0bN157KwC8BiRggB6nqqrKxsZG9U8bG5uKigpV1zY9PX3IkCFsNnvIkCGJiYnKlcqtqv+iHwzwzyEBA/Q4xsbGgwYNunjxIkEQv//++6BBg0xNTVVbw8PD4+PjGxsbd+3adfz4cfUPKhQK5X+VCwDwTyABA/RE06dP/+WXXwiCSExMnD59uvomY2Pj9PT00tJSX1/fn376iaQAAagPCRigJ5o+fXpSUpJUKj1y5EhoaKj6pvPnz1dUVPj6+g4fPlzZSwYATaDx+XwXFxeywwCArhYUFGRra/vgwYOUlBSCIGg0WrMby+np6fPmzSsuLlbf2nI3AHgNAoEAPWCAHmrGjBnffvtts/vPBEFERESkp6cTBGFsbCyXy5ttdXZ2Li0t7aIQASgNCRighwoLC2MymS0TcFBQUHR0NJPJjIiIOHDgQLOtJ0+e9PX19ff376owASgLt6ABAAC6Gm5BAwAAkAMJGAAAgARIwAAAACRAAgYAACABEjAAAAAJkIABAABIgAQMAABAAiRgAAAAEiABAwAAkAAJGAAAgARIwAAAACRAAgYAACABEjAAAAAJmGQHAJ1JIBCQHQIAwF+g4F5bkICpBt91AOg+0CtoB25BAwAAkAAJGAAAgARIwADwCjQajewQACgICRgAAIAESMAAPR2NRktKSho7dixBEMnJycOHD2exWPb29unp6cT/d39pNBr6wQCdCwkYAAihUHj27FmCII4ePbp+/XqxWLx9+/YlS5YQBKFQKJT/VS4AQGfBa0gAQHh6eioXDhw4oFyYMmXKtGnTyIsIgPrQAwYAwsHBQblw586d8PBwS0tLDocjk8nIjQqA2pCAAeBPwcHBnp6et2/fFgqFZMcCQHFIwADwp2fPnk2dOpUgiJUrV6pWOjs7l5aWkhcUADUhAQPAn3bt2jVo0CBnZ+eBAwf27t27qqqKIIiTJ0/6+vr6+/uTHR0ApdD4fD5mD6YMgUCAswkA3QcuSm0RCAToAQMAAJAACRgAAIAESMAAAAAkQAIGAAAgARIwAAAACZCAgXxSqfTTTz+l/Fz/KSkpY8eO5XA4HA4nIiKirKyM7Ig05fjx497e3mw2m8PhzJ49+/nz52RHpHGFhYUcDofsKDSI1gLZEVEBEjCQz8DAIDMzk+woNO7AgQOLFi2qra2tr68PDAyMiIggOyJNSUxMXLFihVAorK6utrW1nTlzJtkRaZZcLp8zZ45IJCI7EM1S/BXZ4VAB3gOmFK1+5Y5Go/Wo32oWiyUWi8mOoitQvqUrV660srKKiYmh8Bf4tX89tfqipFF4DxiAHHl5eT3hqiSXy3fu3BkQEEB2IBqUmZmZnZ0dHR1NdiCaxeVyeTyeslD0vn37yA6HIlCOkOLGz9hFdgh/cSYxUkNHPjDaVUNHfj0Rmfy2NgmFwoULF+7YseP1jkxfOO91g9II+e7WL8dsNlsqlfJ4vNzc3Nc78nQ31j+Iq/Ml5Tbvx9fX10dGRqalpf3DI//gfe8fHqFzLbjYv9ma2tpa5UJRUVFMTIytra2vr2+Xx0U1uAVNKVp9t6eH3IKuqKh4++23o6KipkyZQnYsGicWi3/88cf4+PjLly+THYtGzJs3LyQkJDQ0lOgxX2CCIOrr6318fHJycjqys1ZflDQKt6ABulRBQUFQUNAnn3zSE7IvQRAsFuv999/Pzs4mOxBN2b9/f1hYmGpUcA8ZGyyXy/X19cmOggqQgAG6SGpqamRkZHJy8qhRo8iORbPCw8PT09PlcrlUKt22bVtgYCDZEWlKs1HBFO4Bh4eHnz59Wi6Xl5WVLViwYOvWrWRHRAVIwABdZOLEiRkZGVZWVpR/kzI8PHzDhg0sFovH4z148CAhIYHsiOCfCg8P37RpE4vFGj9+/Jw5czw9PcmOiAowCAu6Cwr3HpQo30CV4ODg4OBgsqPoatQ+vz3znGoaesAAAAAkQAIGAAAgARIwAAAACZCAAQAASIAEDAAAQAIkYCBfamrq0KFD2Ww2taeZ7TkF3UpLS0NDQzkcDpvNDg0NpXY5wq+//rpPnz4uLi6JiYlkx6JZrZYNjYuLs7e3t7e3j4uLIysw7YUEDCS7evVqdHR0QkJCY2PjoUOHMjIyyI5IU9QnbTh16hSFi/TNnDnTzc1NWXjR2dmZwi09f/78zZs3i4qK0tLSvvjii6SkJLIj0qCWZUPj4+OTkpKysrJyc3NTUlLi4+PJik1b8fl8BVCFNp7NsLCwc+fOkR1FVxs5cuStW7fIjkJTdHR0VMsymUz9nxTj4+MjEomUy1lZWT4+PuTG0wUItT8lvby8Lly4oFzOysry8vJqub82XpS6Bp/PRw8YSHb69Gk+n29paeni4nL+/Hmyw+kK6enp1tbWjo6OZAeiKUFBQXv27JHL5WKxeM2aNZMmTSI7Ik2pq6tTLbu7u1+7do3EYLpebm7u6NGjlcvu7u6vXfaqx8JMWBS3foct2SH8xfplj5qtqaury87OFggEhoaGUVFRBEH4+/u/xpEdvpX88/A60Z1FOm1tWrdu3e7du1/7yCfm/++1P6sJk+NXNVuzd+9eT0/PhQsXEgQxYMCAZvctO07wcfd6TO7yafO5rrZv3x4VFbVr166ampqlS5eKxc3rFXZQYKLTP46uM6XOyO/IbiKRiE5/2Yuj0+mv3fyeC/cHqEQbz6aenp5quampydXVlcRgukBGRsbkyZPJjkKzQkJCYmNjJRKJTCbbtWsXtdt77tw5Z2dnKyur2NhYLpdLdjgaR6jdgtbT05PJZMplmUym/rusoo0Xpa6BW9BAvlGjRqmXqzM2NiYxmC6wevXqjRs3kh2FZqWkpHzwwQdMJpNOpy9ZsiQ1NZXsiDTI399fIBAUFxc7OztPmDCB7HC61IgRIy5evKhczs7OdnNzIzcerYMEDCSLioqKjo4uKysTi8Uffvjh2rVryY5IgzIzMw0NDYcOHUp2IJrl7e29atUqqVQql8vj4uIoXDln/vz5ly9fJgiioKAgMjJy+fLlZEfUpRYsWLB27dqysrKqqqo1a9a89957ZEekZfAMGEgWGhoqkUj8/f0rKio+/vjj13sArC1Wr169bds2sqPQuIMHD0ZGRhoYGBAEERwcfPjwYbIj0pRJkyYtXrw4Ly9v8ODBmzdvpvCfGq2aN29eQ0ODh4cHQRDLli2bP38+2RFpGRqfz3dxcSE7DOgcAoEAZxMAug9clNoiEAhwCxoAAIAESMAAAAAkQAIGAAAgARIwAAAACZCAAQAASIAEDORrtcxZqyu1XctGpaSkjB07lsPhcDiciIiIsrIyEsPrRC1bevz4cW9vbzabzeFwZs+eTZkahe18UQsLCzkcTteHpCEtW9pzKmxqCBIwkK9lmbO2Vmq7lo06cODAokWLlJX7AgMDIyIiyIqtc7VsaWJi4ooVK4RCYXV1ta2tLWVqFLb1RZXL5XPmzBGJRF0fkoa02tJm0yuSEpj2wnvAlKLVr9zRaLSWv8CtrtR27TSKxWJRaUb7ntzSlStXWllZxcTEUOwLrN7Sjvx6avVFSaPwHjBAN5KXl9cTLlVyuXznzp0BAQFkB6JBmZmZ2dnZ0dHRZAeiWVwul8fjsVgse3v7ffv2kR2O9sFUlBT32456skP4i6BlBho6svhum+X/SMEa8PfKIwqFwoULF+7YseOVe+5Pyjpw+BV1ZyOmjZg7fWTX7P+3sNlsqVTK4/E6UjuWv/cbwQ/ftr+Py4JFru8u7pr9O6i+vj4yMjItLa3jH9lw4uiG3461v8+6oCnrJk/tmv07qLa2VrlQVFQUExNja2vr6+v7t47Qw+EWNKVo9d2ennwLuqKi4u23346KipoyZQpZUWlCq6dPLBb/+OOP8fHxyjIG1KDe0nnz5oWEhISGhhJU/AK31aL6+nofH5+cnJxm67X6oqRRuAUNQL6CgoKgoKBPPvmEYtm3LSwW6/3331evQUkx+/fvDwsLU40K7iFjg+Vyub6+PtlRaBkkYAAypaamRkZGJicnjxo1iuxYNCs8PDw9PV0ul0ul0m3btgUGBpIdkaY0GxVMsR6wuvDw8NOnT8vl8rKysgULFmzdupXsiLQMEjAAmSZOnJiRkWFlZUX5NynDw8M3bNjAYrF4PN6DBw8SEhLIjgj+qfDw8E2bNrFYrPHjx8+ZM6enVWP85zAIC7qLVjsKlOw9qDeKkg1UUW9dcHBwcHAwicFoVFvnkXrnt+ec0y6AHjAAAAAJkIABAABIgAQMAABAAiRgAAAAEiABAwAAkAAJGMjXakG31NTUoUOHstlsKk0z23MKurVsaWlpaWhoKIfDYbPZoaGh1C5H+PXXX/fp08fFxSUxMZGswDpXW3Uz4+Li7O3t7e3t4+LiyI1QGyEBA/laljm7evVqdHR0QkJCY2PjoUOHMjIySAqtk7VsqfqkDadOnaJwkb6ZM2e6ubkpCy86OztTuKXnz5+/efNmUVFRWlraF198kZSURFZsnajVupnx8fFJSUlZWVm5ubkpKSnx8fFkh6lt+Hy+AqhCq88moZaNwsLCzp07R2IwGkW0qKKqNHLkyFu3bnVxMBql3lIdHR3VskwmU/8nBai31MfHRyQSKZezsrJ8fHxICkqDlKfPy8vrwoULyjVZWVleXl4t99Tqi5JG8fl89IChOzp9+jSfz7e0tHRxcTl//jzZ4XSF9PR0a2trR0dHsgPRlKCgoD179sjlcrFYvGbNmkmTJpEdkabU1dWplt3d3a9de0VpKa2jqpuZm5s7evRo5Up3d/eOVLgCdZgJi+IOfbspafem9veZvnDN24vWdM3+HVRXV5ednS0QCAwNDaOiogiC8Pf3b/8juT9U5sZXtr+P23wTtwUmXbP/37Vu3brdu3d3ZM+Myzszruxsfx8/j6V+nku7Zv8O2rt3r6en58KFCwmCGDBgQLPbtq2KvS6LvS5vf5+o4fSo4Yyu2b+Dtm/fHhUVtWvXrpqamqVLl4rF4ld+5PaxC3d+vdj+Pg4h3gOn+HTN/u1Qr5spEono9Je9ODqd3pGWwl/g/gCVaPXZJNRu4unp6amWm5qaXF1dyVXwWFwAAAlfSURBVIhIU4gWt6AzMjImT55MSjAapd7SkJCQ2NhYiUQik8l27dpFsfY2O6fnzp1zdna2srKKjY3lcrlkRdXpysvLAwICjh49qvynnp6eTCZTLstkMvVfWxWtvihpFG5BQzc1atQo9XJ1xsbGJAbTBVavXr1x40ayo9CslJSUDz74gMlk0un0JUuWpKamkh2RBvn7+wsEguLiYmdn5wkTJpAdTudoWTdzxIgRFy++7FhnZ2e7ubmRF51WQgKG7igqKio6OrqsrEwsFn/44Ydr164lOyINyszMNDQ0HDp0KNmBaJa3t/eqVaukUqlcLo+Li6Nw5Zz58+dfvnyZIIiCgoLIyMjly5eTHVEnaLVu5oIFC9auXVtWVlZVVbVmzZr33nuPxAi1EZ4BQ3cUGhoqkUj8/f0rKio+/vjjVz4A1mqrV6/etm0b2VFo3MGDByMjIw0MDAiCCA4OPnz4MNkRacqkSZMWL16cl5c3ePDgzZs3U+NPjYkTJxIEYWVl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       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proc sgplot data=rats;\n",
    "    series x=visit y=weight/group=rat;\n",
    "run;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<!DOCTYPE html PUBLIC \"-//W3C//DTD HTML 4.01//EN\"\n",
       "   \"http://www.w3.org/TR/html4/strict.dtd\">\n",
       "\n",
       "<html>\n",
       "<head>\n",
       "  <title></title>\n",
       "  <meta http-equiv=\"content-type\" content=\"text/html; charset=None\">\n",
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       "<h2></h2>\n",
       "\n",
       "<div class=\"highlight\"><pre><span></span><span class=\"s\">634  ods listing close;ods html5 file=stdout options(bitmap_mode=&#39;inline&#39;) device=png; ods graphics on / outputfmt=png;</span><br><span class=\"cm\">NOTE: Writing HTML5 Body file: STDOUT</span><br><span class=\"s\">635  </span><br><span class=\"s\">636  ods graphics on;</span><br><span class=\"s\">637  proc gee data=rats plots=all;</span><br><span class=\"s\">638      class rat visit;</span><br><span class=\"s\">639      model weight = visit;</span><br><span class=\"s\">640      random intercept/subject=rat;</span><br><span class=\"s\">         ------</span><br><span class=\"s\">         180</span><br><span class=\"k k-Multiline\">ERROR 180-322: Statement is not valid or it is used out of proper order.</span><br><br><span class=\"cm\">NOTE: The SAS System stopped processing this step because of errors.</span><br><span class=\"cm\">NOTE: PROCEDURE GEE used (Total process time):</span><br><span class=\"cm\">      real time           0.00 seconds</span><br><span class=\"cm\">      cpu time            0.00 seconds</span><br><span class=\"cm\">      </span><br><span class=\"s\">641      repeated subject=rat/type=exch modelse logor=fullclust;</span><br><span class=\"s\">642      lsmestimate visit &quot;visit 1&quot; [1 1],</span><br><span class=\"s\">643                         &quot;visit 2&quot; [1 2],</span><br><span class=\"s\">644                         &quot;visit 3&quot; [1 3],</span><br><span class=\"s\">645                         &quot;visit 4&quot; [1 4],</span><br><span class=\"s\">646                         &quot;visit 5&quot; [1 5]/E;</span><br><span class=\"s\">647      output out=rats_p l=lower p=predicted u=upper reschi=reschi xbeta=xbeta stdxbeta=stdxbeta;</span><br><span class=\"s\">648  run;</span><br><span class=\"s\">649  ods graphics off;</span><br><span class=\"s\">650  </span><br><span class=\"s\">651  proc print data=rats_p;</span><br><span class=\"s\">652  run;</span><br><span class=\"cm\">NOTE: There were 150 observations read from the data set WORK.RATS_P.</span><br><span class=\"cm\">NOTE: PROCEDURE PRINT used (Total process time):</span><br><span class=\"cm\">      real time           0.15 seconds</span><br><span class=\"cm\">      cpu time            0.14 seconds</span><br><span class=\"cm\">      </span><br><span class=\"s\">653  </span><br><span class=\"s\">654  ods html5 close;ods listing;</span><br><br><span class=\"s\">655  </span><br></pre></div>\n",
       "</body>\n",
       "</html>\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en\" xml:lang=\"en\" xmlns=\"http://www.w3.org/1999/xhtml\">\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<meta content=\"SAS 9.4\" name=\"generator\"/>\n",
       "<title>SAS Output</title>\n",
       "<style>\n",
       "/*<![CDATA[*/\n",
       ".body.c > table, .body.c > pre, .body.c div > table,\n",
       ".body.c div > pre, .body.c > table, .body.c > pre,\n",
       ".body.j > table, .body.j > pre, .body.j div > table,\n",
       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
       ".body.c p.note, .body.c p.warning, .body.c p.error, .body.c p.fatal,\n",
       ".body.j p.note, .body.j p.warning, .body.j p.error, .body.j p.fatal,\n",
       ".body.c > table.layoutcontainer, .body.j > table.layoutcontainer { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.l table, .layoutregion.l pre, .layoutregion.l p.note,\n",
       ".layoutregion.l p.warning, .layoutregion.l p.error, .layoutregion.l p.fatal { margin-left: 0 }\n",
       ".layoutregion.c table, .layoutregion.c pre, .layoutregion.c p.note,\n",
       ".layoutregion.c p.warning, .layoutregion.c p.error, .layoutregion.c p.fatal { margin-left: auto; margin-right: auto }\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r table, .layoutregion.r pre, .layoutregion.r p.note,\n",
       ".layoutregion.r p.warning, .layoutregion.r p.error, .layoutregion.r p.fatal { margin-right: 0 }\n",
       "article, aside, details, figcaption, figure, footer, header, hgroup, nav, section { display: block }\n",
       "html{ font-size: 100% }\n",
       ".body { margin: 1em; font-size: 13px; line-height: 1.231 }\n",
       "sup { position: relative; vertical-align: baseline; bottom: 0.25em; font-size: 0.8em }\n",
       "sub { position: relative; vertical-align: baseline; top: 0.25em; font-size: 0.8em }\n",
       "ul, ol { margin: 1em 0; padding: 0 0 0 40px }\n",
       "dd { margin: 0 0 0 40px }\n",
       "nav ul, nav ol { list-style: none; list-style-image: none; margin: 0; padding: 0 }\n",
       "img { border: 0; vertical-align: middle }\n",
       "svg:not(:root) { overflow: hidden }\n",
       "figure { margin: 0 }\n",
       "table { border-collapse: collapse; border-spacing: 0 }\n",
       ".layoutcontainer { border-collapse: separate; border-spacing: 0 }\n",
       "p { margin-top: 0; text-align: left }\n",
       "h1.heading1 { text-align: left }\n",
       "h2.heading2 { text-align: left }\n",
       "h3.heading3 { text-align: left }\n",
       "h4.heading4 { text-align: left }\n",
       "h5.heading5 { text-align: left }\n",
       "h6.heading6 { text-align: left }\n",
       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
       "section, article { padding-top: 1px; padding-bottom: 8px }\n",
       "hr.pagebreak { height: 0px; border: 0; border-bottom: 1px solid #c0c0c0; margin: 1em 0 }\n",
       ".stacked-value { text-align: left; display: block }\n",
       ".stacked-cell > .stacked-value, td.data > td.data, th.data > td.data, th.data > th.data, td.data > th.data, th.header > th.header { border: 0 }\n",
       ".stacked-cell > div.data { border-width: 0 }\n",
       ".systitleandfootercontainer { white-space: nowrap; margin-bottom: 1em }\n",
       ".systitleandfootercontainer > p { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
       ".batch { display: table }\n",
       ".toc { display: none }\n",
       ".proc_note_group, .proc_title_group { margin-bottom: 1em }\n",
       "p.proctitle { margin: 0 }\n",
       "p.note, p.warning, p.error, p.fatal { display: table }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner,\n",
       ".notecontent, .warncontent, .errorcontent, .fatalcontent { display: table-cell; padding: 0.5em }\n",
       ".notebanner, .warnbanner, .errorbanner, .fatalbanner { padding-right: 0 }\n",
       ".body > div > ol li { text-align: left }\n",
       ".c { text-align: center }\n",
       ".r { text-align: right }\n",
       ".l { text-align: left }\n",
       ".j { text-align: justify }\n",
       ".d { text-align: right }\n",
       ".b { vertical-align: bottom }\n",
       ".m { vertical-align: middle }\n",
       ".t { vertical-align: top }\n",
       ".aftercaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    padding-top: 4pt;\n",
       "}\n",
       ".batch > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch > tbody, .batch > thead, .batch > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".batch { border: hidden; }\n",
       ".batch {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: 'SAS Monospace', 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    padding: 7px;\n",
       "    }\n",
       ".beforecaption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".body {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".bodydate {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    text-align: right;\n",
       "    vertical-align: top;\n",
       "    width: 100%;\n",
       "}\n",
       ".bycontentfolder {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".byline {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".bylinecontainer > col, .bylinecontainer > colgroup > col, .bylinecontainer > colgroup, .bylinecontainer > tr, .bylinecontainer > * > tr, .bylinecontainer > thead, .bylinecontainer > tbody, .bylinecontainer > tfoot { border: none; }\n",
       ".bylinecontainer {\n",
       "    background-color: #fafbfe;\n",
       "    border: none;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".caption {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".cell, .container {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".contentfolder, .contentitem {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".contentproclabel, .contentprocname {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".contents {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: decimal;\n",
       "    margin-left: 8px;\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".contentsdate {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".contenttitle {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".continued {\n",
       "    background-color: #fafbfe;\n",
       "    border-spacing: 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "    width: 100%;\n",
       "}\n",
       ".data, .dataemphasis {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataemphasisfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".dataempty {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datafixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".datastrong {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".datastrongfixed {\n",
       "    background-color: #ffffff;\n",
       "    border-color: #c1c1c1;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".date {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    width: 100%;\n",
       "}\n",
       ".document {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".errorcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".errorcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".extendedpage {\n",
       "    background-color: #fafbfe;\n",
       "    border-style: solid;\n",
       "    border-width: 1pt;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "    text-align: center;\n",
       "}\n",
       ".fatalbanner {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".fatalcontent {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".fatalcontentfixed {\n",
       "    background-color: #fafbfe;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".folderaction {\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    list-style-type: none;\n",
       "    margin-left: 6pt;\n",
       "}\n",
       ".footer {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footeremphasis {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footeremphasisfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".footerstrong {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".footerstrongfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".frame {\n",
       "    background-color: #fafbfe;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".graph > colgroup {\n",
       "    border-left: 1px solid #c1c1c1;\n",
       "    border-right: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph > tbody, .graph > thead, .graph > tfoot {\n",
       "    border-top: 1px solid #c1c1c1;\n",
       "    border-bottom: 1px solid #c1c1c1;\n",
       "}\n",
       ".graph { border: hidden; }\n",
       ".graph {\n",
       "    background-color: #fafbfe;\n",
       "    border: 1px solid #c1c1c1;\n",
       "    border-collapse: separate;\n",
       "    border-spacing: 1px;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "    }\n",
       ".header {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headeremphasis {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headeremphasisfixed {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    font-family: 'Courier New', Courier, monospace;\n",
       "    font-size:  normal;\n",
       "    font-style: italic;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headerempty {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerfixed {\n",
       "    background-color: #edf2f9;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #112277;\n",
       "    font-family: 'Courier New', Courier;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: normal;\n",
       "}\n",
       ".headersandfooters {\n",
       "    background-color: #edf2f9;\n",
       "    color: #000000;\n",
       "    font-family: Arial, 'Albany AMT', Helvetica, Helv;\n",
       "    font-size:  normal;\n",
       "    font-style: normal;\n",
       "    font-weight: bold;\n",
       "}\n",
       ".headerstrong {\n",
       "    background-color: #d8dbd3;\n",
       "    border-color: #b0b7bb;\n",
       "    border-style: solid;\n",
       "    border-width: 0 1px 1px 0;\n",
       "    color: #000000;\n",
       "    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",
       ".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",
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       "</head>\n",
       "<body class=\"l body\">\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Data Set WORK.RATS_P\">\n",
       "<caption aria-label=\"Data Set WORK.RATS_P\"></caption>\n",
       "<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"r header\" scope=\"col\">Obs</th>\n",
       "<th class=\"r header\" scope=\"col\">rat</th>\n",
       "<th class=\"r header\" scope=\"col\">weight</th>\n",
       "<th class=\"r header\" scope=\"col\">visit</th>\n",
       "<th class=\"r header\" scope=\"col\">predicted</th>\n",
       "<th class=\"r header\" scope=\"col\">reschi</th>\n",
       "<th class=\"r header\" scope=\"col\">xbeta</th>\n",
       "<th class=\"r header\" scope=\"col\">stdxbeta</th>\n",
       "<th class=\"r header\" scope=\"col\">lower</th>\n",
       "<th class=\"r header\" scope=\"col\">upper</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">1</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">145</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">152.167</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-7.1667</td>\n",
       "<td class=\"r data\">152.167</td>\n",
       "<td class=\"r data\">2.00393</td>\n",
       "<td class=\"r data\">148.239</td>\n",
       "<td class=\"r data\">156.094</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">2</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">199</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-2.7667</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\">2.27483</td>\n",
       "<td class=\"r data\">197.308</td>\n",
       "<td class=\"r data\">206.225</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">3</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">249</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">3.9667</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">2.75902</td>\n",
       "<td class=\"r data\">239.626</td>\n",
       "<td class=\"r data\">250.441</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">4</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">293</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">3.8333</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">3.25409</td>\n",
       "<td class=\"r data\">282.789</td>\n",
       "<td class=\"r data\">295.545</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">5</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">354</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">29.2000</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">3.49298</td>\n",
       "<td class=\"r data\">317.954</td>\n",
       "<td class=\"r data\">331.646</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">6</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">147</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">152.167</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-5.1667</td>\n",
       "<td class=\"r data\">152.167</td>\n",
       "<td class=\"r data\">2.00393</td>\n",
       "<td class=\"r data\">148.239</td>\n",
       "<td class=\"r data\">156.094</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">7</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">214</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\">12.2333</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\">2.27483</td>\n",
       "<td class=\"r data\">197.308</td>\n",
       "<td class=\"r data\">206.225</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">8</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">263</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">17.9667</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">2.75902</td>\n",
       "<td class=\"r data\">239.626</td>\n",
       "<td class=\"r data\">250.441</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">9</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">312</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">22.8333</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">3.25409</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">10</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">328</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">3.2000</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">3.49298</td>\n",
       "<td class=\"r data\">317.954</td>\n",
       "<td class=\"r data\">331.646</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">11</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">155</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">152.167</td>\n",
       "<td class=\"r data\">2.8333</td>\n",
       "<td class=\"r data\">152.167</td>\n",
       "<td class=\"r data\">2.00393</td>\n",
       "<td class=\"r data\">148.239</td>\n",
       "<td class=\"r data\">156.094</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">12</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">200</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-1.7667</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\">2.27483</td>\n",
       "<td class=\"r data\">197.308</td>\n",
       "<td class=\"r data\">206.225</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">13</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">237</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-8.0333</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">2.75902</td>\n",
       "<td class=\"r data\">239.626</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">14</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">272</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-17.1667</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">3.25409</td>\n",
       "<td class=\"r data\">282.789</td>\n",
       "<td class=\"r data\">295.545</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">15</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">297</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-27.8000</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">3.49298</td>\n",
       "<td class=\"r data\">317.954</td>\n",
       "<td class=\"r data\">331.646</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">16</th>\n",
       "<td class=\"r data\">4</td>\n",
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       "<td class=\"r data\">1</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">-17.1667</td>\n",
       "<td class=\"r data\">152.167</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">17</th>\n",
       "<td class=\"r data\">4</td>\n",
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       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-13.7667</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\">2.27483</td>\n",
       "<td class=\"r data\">197.308</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">18</th>\n",
       "<td class=\"r data\">4</td>\n",
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       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-15.0333</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">2.75902</td>\n",
       "<td class=\"r data\">239.626</td>\n",
       "<td class=\"r data\">250.441</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">19</th>\n",
       "<td class=\"r data\">4</td>\n",
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       "<td class=\"r data\">4</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">-9.1667</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">3.25409</td>\n",
       "<td class=\"r data\">282.789</td>\n",
       "<td class=\"r data\">295.545</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">20</th>\n",
       "<td class=\"r data\">4</td>\n",
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       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">3.49298</td>\n",
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       "<td class=\"r data\">5</td>\n",
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       "<td class=\"r data\">152.167</td>\n",
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       "<td class=\"r data\">152.167</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">22</th>\n",
       "<td class=\"r data\">5</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">23</th>\n",
       "<td class=\"r data\">5</td>\n",
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       "<td class=\"r data\">6</td>\n",
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       "<td class=\"r data\">6</td>\n",
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       "<td class=\"r data\">248</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">144</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">286</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-3.1667</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">3.25409</td>\n",
       "<td class=\"r data\">282.789</td>\n",
       "<td class=\"r data\">295.545</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">145</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">324</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.8000</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">3.49298</td>\n",
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       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">146</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">151</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">-1.1667</td>\n",
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       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">199</td>\n",
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       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-2.7667</td>\n",
       "<td class=\"r data\">201.767</td>\n",
       "<td class=\"r data\">2.27483</td>\n",
       "<td class=\"r data\">197.308</td>\n",
       "<td class=\"r data\">206.225</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">148</th>\n",
       "<td class=\"r data\">30</td>\n",
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       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">0.9667</td>\n",
       "<td class=\"r data\">245.033</td>\n",
       "<td class=\"r data\">2.75902</td>\n",
       "<td class=\"r data\">239.626</td>\n",
       "<td class=\"r data\">250.441</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">149</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">283</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-6.1667</td>\n",
       "<td class=\"r data\">289.167</td>\n",
       "<td class=\"r data\">3.25409</td>\n",
       "<td class=\"r data\">282.789</td>\n",
       "<td class=\"r data\">295.545</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">150</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">320</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-4.8000</td>\n",
       "<td class=\"r data\">324.800</td>\n",
       "<td class=\"r data\">3.49298</td>\n",
       "<td class=\"r data\">317.954</td>\n",
       "<td class=\"r data\">331.646</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ods graphics on;\n",
    "proc gee data=rats plots=all;\n",
    "    class rat visit;\n",
    "    model weight = visit;\n",
    "    random intercept/subject=rat;\n",
    "    repeated subject=rat/type=exch modelse logor=fullclust;\n",
    "    lsmestimate visit \"visit 1\" [1 1],\n",
    "                       \"visit 2\" [1 2],\n",
    "                       \"visit 3\" [1 3],\n",
    "                       \"visit 4\" [1 4],\n",
    "                       \"visit 5\" [1 5]/E; \n",
    "    output out=rats_p l=lower p=predicted u=upper reschi=reschi xbeta=xbeta stdxbeta=stdxbeta;\n",
    "run;\n",
    "ods graphics off;\n",
    "\n",
    "proc print data=rats_p;\n",
    "run;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Predict all the values in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<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",
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       ".body.j div > pre, .body.j > table, .body.j > pre,\n",
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       "span { text-align: left }\n",
       "table { margin-bottom: 1em }\n",
       "td, th { text-align: left; padding: 3px 6px; vertical-align: top }\n",
       "td[class$=\"fixed\"], th[class$=\"fixed\"] { white-space: pre }\n",
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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 { margin: 0 }\n",
       ".systitleandfootercontainer > p > span { display: inline-block; width: 100%; white-space: normal }\n",
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       ".r { text-align: right }\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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       ".datafixed {\n",
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       ".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",
       ".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",
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       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<div id=\"IDX\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
       "</div>\n",
       "<div class=\"proc_title_group\">\n",
       "<p class=\"c proctitle\">The NLMIXED Procedure</p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Specifications\">\n",
       "<caption aria-label=\"Specifications\"></caption>\n",
       "<colgroup><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">Specifications</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Data Set</th>\n",
       "<td class=\"data\">WORK.RATS</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Dependent Variable</th>\n",
       "<td class=\"data\">weight</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Distribution for Dependent Variable</th>\n",
       "<td class=\"data\">Normal</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Random Effects</th>\n",
       "<td class=\"data\">u</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Distribution for Random Effects</th>\n",
       "<td class=\"data\">Normal</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Subject Variable</th>\n",
       "<td class=\"data\">rat</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Optimization Technique</th>\n",
       "<td class=\"data\">Dual Quasi-Newton</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Integration Method</th>\n",
       "<td class=\"data\">Adaptive Gaussian Quadrature</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div id=\"IDX1\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Dimensions\">\n",
       "<caption aria-label=\"Dimensions\"></caption>\n",
       "<colgroup><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">Dimensions</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Observations Used</th>\n",
       "<td class=\"r data\">150</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Observations Not Used</th>\n",
       "<td class=\"r data\">0</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Total Observations</th>\n",
       "<td class=\"r data\">150</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Subjects</th>\n",
       "<td class=\"r data\">30</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Max Obs per Subject</th>\n",
       "<td class=\"r data\">5</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Parameters</th>\n",
       "<td class=\"r data\">4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">Quadrature Points</th>\n",
       "<td class=\"r data\">1</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div id=\"IDX2\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Initial Parameters\">\n",
       "<caption aria-label=\"Initial Parameters\"></caption>\n",
       "<colgroup><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"5\" scope=\"colgroup\">Initial Parameters</th>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r b header\" scope=\"col\">b0</th>\n",
       "<th class=\"r b header\" scope=\"col\">b1</th>\n",
       "<th class=\"r b header\" scope=\"col\">s2</th>\n",
       "<th class=\"r b header\" scope=\"col\">s2u</th>\n",
       "<th class=\"r b header\" scope=\"col\">Negative<br/>Log<br/>Likelihood</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">985979.384</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div id=\"IDX3\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Iteration History\">\n",
       "<caption aria-label=\"Iteration History\"></caption>\n",
       "<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"6\" scope=\"colgroup\">Iteration History</th>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r b header\" scope=\"col\">Iteration</th>\n",
       "<th class=\"r b header\" scope=\"col\">Calls</th>\n",
       "<th class=\"r b header\" scope=\"col\">Negative<br/>Log<br/>Likelihood</th>\n",
       "<th class=\"r b header\" scope=\"col\">Difference</th>\n",
       "<th class=\"r b header\" scope=\"col\">Maximum<br/>Gradient</th>\n",
       "<th class=\"r b header\" scope=\"col\">Slope</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">1</th>\n",
       "<td class=\"r data\">11</td>\n",
       "<td class=\"r data\">165661.2</td>\n",
       "<td class=\"r data\">820318.2</td>\n",
       "<td class=\"r data\">14420.3</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-5.077E9</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">2</th>\n",
       "<td class=\"r data\">14</td>\n",
       "<td class=\"r data\">151347.3</td>\n",
       "<td class=\"r data\">14313.84</td>\n",
       "<td class=\"r data\">21151.6</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-422337</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">3</th>\n",
       "<td class=\"r data\">18</td>\n",
       "<td class=\"r data\">59163.3315</td>\n",
       "<td class=\"r data\">92184</td>\n",
       "<td class=\"r data\">21571.6</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-371816</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">4</th>\n",
       "<td class=\"r data\">20</td>\n",
       "<td class=\"r data\">28735.5661</td>\n",
       "<td class=\"r data\">30427.77</td>\n",
       "<td class=\"r data\">5651.58</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-218933</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">5</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">12500.8062</td>\n",
       "<td class=\"r data\">16234.76</td>\n",
       "<td class=\"r data\">1410.40</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-19109.9</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">6</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">11190.4025</td>\n",
       "<td class=\"r data\">1310.404</td>\n",
       "<td class=\"r data\">1285.00</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-2127.93</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">7</th>\n",
       "<td class=\"r data\">31</td>\n",
       "<td class=\"r data\">7807.3190</td>\n",
       "<td class=\"r data\">3383.084</td>\n",
       "<td class=\"r data\">742.424</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-986.671</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">8</th>\n",
       "<td class=\"r data\">33</td>\n",
       "<td class=\"r data\">2900.2377</td>\n",
       "<td class=\"r data\">4907.081</td>\n",
       "<td class=\"r data\">433.982</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-3215.25</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">9</th>\n",
       "<td class=\"r data\">36</td>\n",
       "<td class=\"r data\">2074.0565</td>\n",
       "<td class=\"r data\">826.1813</td>\n",
       "<td class=\"r data\">394.319</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-1713.06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">10</th>\n",
       "<td class=\"r data\">158</td>\n",
       "<td class=\"r data\">1844.2045</td>\n",
       "<td class=\"r data\">229.852</td>\n",
       "<td class=\"r data\">428.437</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-459.734</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">11</th>\n",
       "<td class=\"r data\">175</td>\n",
       "<td class=\"r data\">1844.2045</td>\n",
       "<td class=\"r data\">0</td>\n",
       "<td class=\"r data\">428.437</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-103.106</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div id=\"IDX4\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Convergence Status\">\n",
       "<caption aria-label=\"Convergence Status\"></caption>\n",
       "<colgroup><col/></colgroup>\n",
       "<tbody>\n",
       "<tr>\n",
       "<td class=\"c data\">NOTE: FCONV convergence criterion satisfied.</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div id=\"IDX5\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Fit Statistics\">\n",
       "<caption aria-label=\"Fit Statistics\"></caption>\n",
       "<colgroup><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">Fit Statistics</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">-2 Log Likelihood</th>\n",
       "<td class=\"r data\">3688.4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">AIC (smaller is better)</th>\n",
       "<td class=\"r data\">3696.4</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">AICC (smaller is better)</th>\n",
       "<td class=\"r data\">3696.7</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">BIC (smaller is better)</th>\n",
       "<td class=\"r data\">3702.0</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div id=\"IDX6\" style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Parameter Estimates\">\n",
       "<caption aria-label=\"Parameter Estimates\"></caption>\n",
       "<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"c b header\" colspan=\"9\" scope=\"colgroup\">Parameter Estimates</th>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"b header\" scope=\"col\">Parameter</th>\n",
       "<th class=\"r b header\" scope=\"col\">Estimate</th>\n",
       "<th class=\"r b header\" scope=\"col\">Standard<br/>Error</th>\n",
       "<th class=\"r b header\" scope=\"col\">DF</th>\n",
       "<th class=\"r b header\" scope=\"col\">t&#160;Value</th>\n",
       "<th class=\"r b header\" scope=\"col\">Pr&#160;&gt;&#160;|t|</th>\n",
       "<th class=\"c b header\" colspan=\"2\" scope=\"colgroup\">95% Confidence Limits</th>\n",
       "<th class=\"r b header\" scope=\"col\">Gradient</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">b0</th>\n",
       "<td class=\"r data\">103.66</td>\n",
       "<td class=\"r data\">0.7786</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">133.13</td>\n",
       "<td class=\"r data\">&lt;.0001</td>\n",
       "<td class=\"r data\">102.07</td>\n",
       "<td class=\"r data\">105.25</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-11.8654</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">b1</th>\n",
       "<td class=\"r data\">45.9639</td>\n",
       "<td class=\"r data\">0.2400</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">191.53</td>\n",
       "<td class=\"r data\">&lt;.0001</td>\n",
       "<td class=\"r data\">45.4731</td>\n",
       "<td class=\"r data\">46.4548</td>\n",
       "<td class=\"r data\">26.1284</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">s2</th>\n",
       "<td class=\"r data\">13.1095</td>\n",
       "<td class=\"r data\">0.5729</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">22.88</td>\n",
       "<td class=\"r data\">&lt;.0001</td>\n",
       "<td class=\"r data\">11.9378</td>\n",
       "<td class=\"r data\">14.2813</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-109.719</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"rowheader\" scope=\"row\">s2u</th>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-111E-14</td>\n",
       "<td class=\"r data\">0.1272</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.00</td>\n",
       "<td class=\"r data\">1.0000</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-0.2602</td>\n",
       "<td class=\"r data\">0.2602</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">-428.437</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<hr class=\"pagebreak\"/>\n",
       "<div id=\"IDX7\" class=\"systitleandfootercontainer\" style=\"border-spacing: 1px\">\n",
       "<p><span class=\"c systemtitle\">The SAS System</span> </p>\n",
       "</div>\n",
       "<div style=\"padding-bottom: 8px; padding-top: 1px\">\n",
       "<table class=\"table\" style=\"border-spacing: 0\" aria-label=\"Data Set WORK.RATS_NLMIXED_P\">\n",
       "<caption aria-label=\"Data Set WORK.RATS_NLMIXED_P\"></caption>\n",
       "<colgroup><col/></colgroup><colgroup><col/><col/><col/><col/><col/><col/><col/><col/><col/><col/><col/></colgroup>\n",
       "<thead>\n",
       "<tr>\n",
       "<th class=\"r header\" scope=\"col\">Obs</th>\n",
       "<th class=\"r header\" scope=\"col\">rat</th>\n",
       "<th class=\"r header\" scope=\"col\">weight</th>\n",
       "<th class=\"r header\" scope=\"col\">visit</th>\n",
       "<th class=\"r header\" scope=\"col\">Pred</th>\n",
       "<th class=\"r header\" scope=\"col\">StdErrPred</th>\n",
       "<th class=\"r header\" scope=\"col\">DF</th>\n",
       "<th class=\"r header\" scope=\"col\">tValue</th>\n",
       "<th class=\"r header\" scope=\"col\">Probt</th>\n",
       "<th class=\"r header\" scope=\"col\">Alpha</th>\n",
       "<th class=\"r header\" scope=\"col\">Lower</th>\n",
       "<th class=\"r header\" scope=\"col\">Upper</th>\n",
       "</tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">1</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">145</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.73701</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">203.012</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.8143E-47</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.114</td>\n",
       "<td class=\"r data\">151.129</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">2</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">199</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.55131</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">354.765</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.6429E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.458</td>\n",
       "<td class=\"r data\">196.713</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">3</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">249</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.42413</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">569.512</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.895E-60</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.682</td>\n",
       "<td class=\"r data\">242.417</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">4</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">293</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.41355</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">695.230</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.9059E-63</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.668</td>\n",
       "<td class=\"r data\">288.359</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">5</th>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">354</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.52664</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">633.219</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3374E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.400</td>\n",
       "<td class=\"r data\">334.555</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">6</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">147</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.91527</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">163.473</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.4969E-44</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.750</td>\n",
       "<td class=\"r data\">151.494</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">7</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">214</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.74096</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">263.964</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3946E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.070</td>\n",
       "<td class=\"r data\">197.101</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">8</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">263</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.61279</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">394.182</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.2458E-55</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.296</td>\n",
       "<td class=\"r data\">242.803</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">9</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">312</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.56319</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">510.505</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">6.9039E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.362</td>\n",
       "<td class=\"r data\">288.665</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">10</th>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">328</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.61160</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">545.253</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.0229E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.227</td>\n",
       "<td class=\"r data\">334.728</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">11</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">155</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.58312</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">256.589</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.1708E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.429</td>\n",
       "<td class=\"r data\">150.814</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">12</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">200</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.51340</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">380.964</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.349E-55</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.536</td>\n",
       "<td class=\"r data\">196.636</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">13</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">237</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.54983</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">439.317</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.3741E-57</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.425</td>\n",
       "<td class=\"r data\">242.674</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">14</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">272</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.67545</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">425.659</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3428E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.132</td>\n",
       "<td class=\"r data\">288.895</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">15</th>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">297</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.85168</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">391.554</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.5124E-55</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.736</td>\n",
       "<td class=\"r data\">335.219</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">16</th>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">135</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.60558</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">247.073</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.4829E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.383</td>\n",
       "<td class=\"r data\">150.860</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">17</th>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">188</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.54825</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">356.747</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.2488E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.464</td>\n",
       "<td class=\"r data\">196.707</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">18</th>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">230</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.59128</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">408.517</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.422E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.340</td>\n",
       "<td class=\"r data\">242.759</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">19</th>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">280</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.71683</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">401.090</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">7.5276E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.048</td>\n",
       "<td class=\"r data\">288.980</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">20</th>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">323</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.89065</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">374.419</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.5352E-55</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.656</td>\n",
       "<td class=\"r data\">335.299</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">21</th>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">159</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.80791</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">185.196</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.0301E-46</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.969</td>\n",
       "<td class=\"r data\">151.274</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">22</th>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">210</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.62680</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">312.041</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.091E-52</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.304</td>\n",
       "<td class=\"r data\">196.868</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">23</th>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">252</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.49821</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">484.835</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.0817E-58</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.531</td>\n",
       "<td class=\"r data\">242.569</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">24</th>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">298</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.46770</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">614.742</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.1565E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.557</td>\n",
       "<td class=\"r data\">288.470</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">25</th>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">331</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.55178</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">604.370</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.1701E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.349</td>\n",
       "<td class=\"r data\">334.606</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">26</th>\n",
       "<td class=\"r data\">6</td>\n",
       "<td class=\"r data\">141</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.68925</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">217.078</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.0377E-48</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.212</td>\n",
       "<td class=\"r data\">151.031</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">27</th>\n",
       "<td class=\"r data\">6</td>\n",
       "<td class=\"r data\">189</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.66320</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">294.913</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.6053E-52</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.229</td>\n",
       "<td class=\"r data\">196.942</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">28</th>\n",
       "<td class=\"r data\">6</td>\n",
       "<td class=\"r data\">231</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.72096</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">335.040</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3881E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.075</td>\n",
       "<td class=\"r data\">243.024</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">29</th>\n",
       "<td class=\"r data\">6</td>\n",
       "<td class=\"r data\">275</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.84553</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">340.040</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.034E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">285.784</td>\n",
       "<td class=\"r data\">289.243</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">30</th>\n",
       "<td class=\"r data\">6</td>\n",
       "<td class=\"r data\">305</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">1.01254</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">329.346</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.2815E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.407</td>\n",
       "<td class=\"r data\">335.548</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">31</th>\n",
       "<td class=\"r data\">7</td>\n",
       "<td class=\"r data\">159</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.75767</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">197.475</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">6.2713E-47</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.072</td>\n",
       "<td class=\"r data\">151.171</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">32</th>\n",
       "<td class=\"r data\">7</td>\n",
       "<td class=\"r data\">201</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.57328</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">341.172</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.2037E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.413</td>\n",
       "<td class=\"r data\">196.758</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">33</th>\n",
       "<td class=\"r data\">7</td>\n",
       "<td class=\"r data\">248</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.44543</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">542.282</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.1985E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.639</td>\n",
       "<td class=\"r data\">242.461</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">34</th>\n",
       "<td class=\"r data\">7</td>\n",
       "<td class=\"r data\">297</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.42821</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">671.434</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.445E-62</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.638</td>\n",
       "<td class=\"r data\">288.389</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">35</th>\n",
       "<td class=\"r data\">7</td>\n",
       "<td class=\"r data\">338</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.53245</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">626.307</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.8386E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.389</td>\n",
       "<td class=\"r data\">334.567</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">36</th>\n",
       "<td class=\"r data\">8</td>\n",
       "<td class=\"r data\">177</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">2.26641</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">66.017</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.6416E-33</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">144.986</td>\n",
       "<td class=\"r data\">154.257</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">37</th>\n",
       "<td class=\"r data\">8</td>\n",
       "<td class=\"r data\">236</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">2.13045</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">91.805</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.6774E-37</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">191.228</td>\n",
       "<td class=\"r data\">199.943</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">38</th>\n",
       "<td class=\"r data\">8</td>\n",
       "<td class=\"r data\">285</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">2.01400</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">119.935</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.175E-40</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">237.431</td>\n",
       "<td class=\"r data\">245.669</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">39</th>\n",
       "<td class=\"r data\">8</td>\n",
       "<td class=\"r data\">340</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">1.92062</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">149.698</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.9169E-43</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">283.585</td>\n",
       "<td class=\"r data\">291.442</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">40</th>\n",
       "<td class=\"r data\">8</td>\n",
       "<td class=\"r data\">376</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">1.85379</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">179.889</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.3575E-46</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">329.686</td>\n",
       "<td class=\"r data\">337.269</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">41</th>\n",
       "<td class=\"r data\">9</td>\n",
       "<td class=\"r data\">134</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">1.06035</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">141.106</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.0619E-42</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.453</td>\n",
       "<td class=\"r data\">151.790</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">42</th>\n",
       "<td class=\"r data\">9</td>\n",
       "<td class=\"r data\">182</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">1.09091</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">179.288</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.0311E-45</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">193.355</td>\n",
       "<td class=\"r data\">197.817</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">43</th>\n",
       "<td class=\"r data\">9</td>\n",
       "<td class=\"r data\">220</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">1.17090</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">206.295</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.7679E-47</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">239.155</td>\n",
       "<td class=\"r data\">243.944</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">44</th>\n",
       "<td class=\"r data\">9</td>\n",
       "<td class=\"r data\">260</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">1.29116</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">222.678</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.9301E-48</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">284.873</td>\n",
       "<td class=\"r data\">290.154</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">45</th>\n",
       "<td class=\"r data\">9</td>\n",
       "<td class=\"r data\">296</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">1.44167</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">231.314</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">6.4066E-49</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">330.529</td>\n",
       "<td class=\"r data\">336.426</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">46</th>\n",
       "<td class=\"r data\">10</td>\n",
       "<td class=\"r data\">160</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">1.16552</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">128.373</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.6418E-41</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.238</td>\n",
       "<td class=\"r data\">152.006</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">47</th>\n",
       "<td class=\"r data\">10</td>\n",
       "<td class=\"r data\">208</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">1.00396</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">194.815</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.2913E-47</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">193.532</td>\n",
       "<td class=\"r data\">197.639</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">48</th>\n",
       "<td class=\"r data\">10</td>\n",
       "<td class=\"r data\">261</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.87898</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">274.807</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.3411E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">239.752</td>\n",
       "<td class=\"r data\">243.347</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">49</th>\n",
       "<td class=\"r data\">10</td>\n",
       "<td class=\"r data\">313</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.80775</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">355.943</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.4007E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">285.862</td>\n",
       "<td class=\"r data\">289.166</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">50</th>\n",
       "<td class=\"r data\">10</td>\n",
       "<td class=\"r data\">352</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.80468</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">414.422</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.9167E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.832</td>\n",
       "<td class=\"r data\">335.123</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">51</th>\n",
       "<td class=\"r data\">11</td>\n",
       "<td class=\"r data\">143</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.70839</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">211.212</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.9319E-48</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.173</td>\n",
       "<td class=\"r data\">151.071</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">52</th>\n",
       "<td class=\"r data\">11</td>\n",
       "<td class=\"r data\">188</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.68758</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">284.455</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.5966E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.179</td>\n",
       "<td class=\"r data\">196.992</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">53</th>\n",
       "<td class=\"r data\">11</td>\n",
       "<td class=\"r data\">220</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.74760</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">323.102</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.974E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.021</td>\n",
       "<td class=\"r data\">243.079</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">54</th>\n",
       "<td class=\"r data\">11</td>\n",
       "<td class=\"r data\">273</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.87191</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">329.753</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.2013E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">285.730</td>\n",
       "<td class=\"r data\">289.297</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">55</th>\n",
       "<td class=\"r data\">11</td>\n",
       "<td class=\"r data\">314</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">1.03766</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">321.376</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.6416E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.355</td>\n",
       "<td class=\"r data\">335.600</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">56</th>\n",
       "<td class=\"r data\">12</td>\n",
       "<td class=\"r data\">154</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.58025</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">257.857</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.7488E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.435</td>\n",
       "<td class=\"r data\">150.809</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">57</th>\n",
       "<td class=\"r data\">12</td>\n",
       "<td class=\"r data\">200</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.39389</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">496.550</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.5421E-58</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.780</td>\n",
       "<td class=\"r data\">196.391</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">58</th>\n",
       "<td class=\"r data\">12</td>\n",
       "<td class=\"r data\">244</td>\n",
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       "<td class=\"r data\">0.05</td>\n",
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       "<td class=\"r data\">0.05</td>\n",
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       "<td class=\"r data\">0.05</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">7.0776E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">4.1753E-50</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">2.6092E-58</td>\n",
       "<td class=\"r data\">0.05</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">68</th>\n",
       "<td class=\"r data\">14</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">1.3457E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
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       "<td class=\"r data\">14</td>\n",
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       "<td class=\"r data\">287.514</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">2.9212E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.762</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">70</th>\n",
       "<td class=\"r data\">14</td>\n",
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       "<td class=\"r data\">5</td>\n",
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       "<td class=\"r data\">29</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">3.2741E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">71</th>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">9.192E-49</td>\n",
       "<td class=\"r data\">0.05</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">72</th>\n",
       "<td class=\"r data\">15</td>\n",
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       "<td class=\"r data\">420.352</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.9319E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.634</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">73</th>\n",
       "<td class=\"r data\">15</td>\n",
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       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">699.541</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">7.4443E-63</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.843</td>\n",
       "<td class=\"r data\">242.256</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">74</th>\n",
       "<td class=\"r data\">15</td>\n",
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       "<td class=\"r data\">287.514</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">3.6298E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.756</td>\n",
       "<td class=\"r data\">288.271</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">75</th>\n",
       "<td class=\"r data\">15</td>\n",
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       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.51987</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">641.463</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.1909E-62</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.414</td>\n",
       "<td class=\"r data\">334.541</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">76</th>\n",
       "<td class=\"r data\">16</td>\n",
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       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">252.856</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.8492E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
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       "<td class=\"r data\">150.832</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">77</th>\n",
       "<td class=\"r data\">16</td>\n",
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       "<td class=\"r data\">2</td>\n",
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       "<td class=\"r data\">0.52708</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">371.076</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">7.1792E-55</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.508</td>\n",
       "<td class=\"r data\">196.664</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">78</th>\n",
       "<td class=\"r data\">16</td>\n",
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       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.56628</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">426.557</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.2632E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.392</td>\n",
       "<td class=\"r data\">242.708</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">79</th>\n",
       "<td class=\"r data\">16</td>\n",
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       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.69189</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">415.546</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.6965E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.099</td>\n",
       "<td class=\"r data\">288.929</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">80</th>\n",
       "<td class=\"r data\">16</td>\n",
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       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.86715</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">384.566</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.5492E-55</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.704</td>\n",
       "<td class=\"r data\">335.251</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">81</th>\n",
       "<td class=\"r data\">17</td>\n",
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       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.54656</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">273.750</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.8547E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.504</td>\n",
       "<td class=\"r data\">150.740</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">82</th>\n",
       "<td class=\"r data\">17</td>\n",
       "<td class=\"r data\">203</td>\n",
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       "<td class=\"r data\">0.37121</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">526.890</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.7622E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.827</td>\n",
       "<td class=\"r data\">196.345</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">83</th>\n",
       "<td class=\"r data\">17</td>\n",
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       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.30339</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">796.164</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.7475E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.929</td>\n",
       "<td class=\"r data\">242.170</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">84</th>\n",
       "<td class=\"r data\">17</td>\n",
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       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.40185</td>\n",
       "<td class=\"r data\">29</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">3.8751E-63</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.692</td>\n",
       "<td class=\"r data\">288.335</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">85</th>\n",
       "<td class=\"r data\">17</td>\n",
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       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
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       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">566.836</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.3186E-60</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.274</td>\n",
       "<td class=\"r data\">334.681</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">86</th>\n",
       "<td class=\"r data\">18</td>\n",
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       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.97163</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">153.991</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.4516E-44</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.635</td>\n",
       "<td class=\"r data\">151.609</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">87</th>\n",
       "<td class=\"r data\">18</td>\n",
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       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">244.304</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3147E-49</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">193.948</td>\n",
       "<td class=\"r data\">197.223</td>\n",
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       "<th class=\"r rowheader\" scope=\"row\">88</th>\n",
       "<td class=\"r data\">18</td>\n",
       "<td class=\"r data\">259</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
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       "<td class=\"r data\">358.886</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.8908E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.173</td>\n",
       "<td class=\"r data\">242.926</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">89</th>\n",
       "<td class=\"r data\">18</td>\n",
       "<td class=\"r data\">307</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.61665</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">466.252</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.5712E-58</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.252</td>\n",
       "<td class=\"r data\">288.775</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">90</th>\n",
       "<td class=\"r data\">18</td>\n",
       "<td class=\"r data\">336</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.65015</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">512.922</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">6.0203E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.148</td>\n",
       "<td class=\"r data\">334.807</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">91</th>\n",
       "<td class=\"r data\">19</td>\n",
       "<td class=\"r data\">152</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.56502</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">264.808</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.2713E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.466</td>\n",
       "<td class=\"r data\">150.777</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">92</th>\n",
       "<td class=\"r data\">19</td>\n",
       "<td class=\"r data\">203</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.38203</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">511.964</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">6.3555E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.804</td>\n",
       "<td class=\"r data\">196.367</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">93</th>\n",
       "<td class=\"r data\">19</td>\n",
       "<td class=\"r data\">246</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.29637</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">815.032</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.8602E-65</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.944</td>\n",
       "<td class=\"r data\">242.156</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">94</th>\n",
       "<td class=\"r data\">19</td>\n",
       "<td class=\"r data\">286</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.38067</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">755.283</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.059E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.735</td>\n",
       "<td class=\"r data\">288.292</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">95</th>\n",
       "<td class=\"r data\">19</td>\n",
       "<td class=\"r data\">321</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.56318</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">592.132</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.357E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.326</td>\n",
       "<td class=\"r data\">334.629</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">96</th>\n",
       "<td class=\"r data\">20</td>\n",
       "<td class=\"r data\">154</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.76468</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">195.665</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.1895E-47</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.058</td>\n",
       "<td class=\"r data\">151.186</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">97</th>\n",
       "<td class=\"r data\">20</td>\n",
       "<td class=\"r data\">205</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.58074</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">336.789</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.1935E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.398</td>\n",
       "<td class=\"r data\">196.773</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">98</th>\n",
       "<td class=\"r data\">20</td>\n",
       "<td class=\"r data\">253</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.45272</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">533.547</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.9193E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.624</td>\n",
       "<td class=\"r data\">242.476</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">99</th>\n",
       "<td class=\"r data\">20</td>\n",
       "<td class=\"r data\">298</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.43342</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">663.363</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.472E-62</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.627</td>\n",
       "<td class=\"r data\">288.400</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">100</th>\n",
       "<td class=\"r data\">20</td>\n",
       "<td class=\"r data\">334</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.53473</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">623.642</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.0806E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.384</td>\n",
       "<td class=\"r data\">334.571</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">101</th>\n",
       "<td class=\"r data\">21</td>\n",
       "<td class=\"r data\">139</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.81303</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">184.029</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.8402E-46</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.959</td>\n",
       "<td class=\"r data\">151.285</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">102</th>\n",
       "<td class=\"r data\">21</td>\n",
       "<td class=\"r data\">190</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.81417</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">240.226</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.1415E-49</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">193.921</td>\n",
       "<td class=\"r data\">197.251</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">103</th>\n",
       "<td class=\"r data\">21</td>\n",
       "<td class=\"r data\">225</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.88313</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">273.515</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.9768E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">239.743</td>\n",
       "<td class=\"r data\">243.356</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">104</th>\n",
       "<td class=\"r data\">21</td>\n",
       "<td class=\"r data\">267</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">1.00606</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">285.783</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.395E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">285.456</td>\n",
       "<td class=\"r data\">289.571</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">105</th>\n",
       "<td class=\"r data\">21</td>\n",
       "<td class=\"r data\">302</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">1.16601</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">286.000</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3646E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.093</td>\n",
       "<td class=\"r data\">335.862</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">106</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">146</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.69556</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">215.111</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.257E-48</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.199</td>\n",
       "<td class=\"r data\">151.044</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">107</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">191</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.67128</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">291.361</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">7.9649E-52</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.213</td>\n",
       "<td class=\"r data\">196.959</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">108</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">229</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.72982</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">330.973</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.9777E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.057</td>\n",
       "<td class=\"r data\">243.042</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">109</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">272</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.85430</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">336.548</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.2186E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">285.766</td>\n",
       "<td class=\"r data\">289.261</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">110</th>\n",
       "<td class=\"r data\">22</td>\n",
       "<td class=\"r data\">302</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">1.02089</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">326.653</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.8946E-53</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.390</td>\n",
       "<td class=\"r data\">335.565</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">111</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">157</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.64921</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">230.466</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">7.1261E-49</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.294</td>\n",
       "<td class=\"r data\">150.950</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">112</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">211</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.45944</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">425.703</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3388E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.646</td>\n",
       "<td class=\"r data\">196.525</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">113</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">250</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.34042</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">709.573</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">4.926E-63</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.853</td>\n",
       "<td class=\"r data\">242.246</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">114</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">285</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.36860</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">780.014</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.166E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.760</td>\n",
       "<td class=\"r data\">288.267</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">115</th>\n",
       "<td class=\"r data\">23</td>\n",
       "<td class=\"r data\">323</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.52061</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">640.547</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.5799E-62</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.413</td>\n",
       "<td class=\"r data\">334.542</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">116</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">132</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.54842</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">272.826</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.3546E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.500</td>\n",
       "<td class=\"r data\">150.743</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">117</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">185</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.45133</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">433.350</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">7.989E-57</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.663</td>\n",
       "<td class=\"r data\">196.509</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">118</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">237</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.47099</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">512.853</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">6.0437E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.586</td>\n",
       "<td class=\"r data\">242.513</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">119</th>\n",
       "<td class=\"r data\">24</td>\n",
       "<td class=\"r data\">286</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.59595</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">3.5558E-58</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.295</td>\n",
       "<td class=\"r data\">288.732</td>\n",
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       "<td class=\"r data\">24</td>\n",
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       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.77696</td>\n",
       "<td class=\"r data\">29</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">1.0553E-56</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">331.888</td>\n",
       "<td class=\"r data\">335.067</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">121</th>\n",
       "<td class=\"r data\">25</td>\n",
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       "<td class=\"r data\">29</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">1.0772E-43</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.618</td>\n",
       "<td class=\"r data\">151.626</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">122</th>\n",
       "<td class=\"r data\">25</td>\n",
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       "<td class=\"r data\">29</td>\n",
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       "<td class=\"r data\" style=\"white-space: nowrap\">1.7936E-49</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">193.931</td>\n",
       "<td class=\"r data\">197.241</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">123</th>\n",
       "<td class=\"r data\">25</td>\n",
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       "<td class=\"r data\">3</td>\n",
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       "<td class=\"r data\">0.68178</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">354.292</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.7471E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.155</td>\n",
       "<td class=\"r data\">242.944</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">124</th>\n",
       "<td class=\"r data\">25</td>\n",
       "<td class=\"r data\">303</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.62452</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">460.379</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3822E-57</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.236</td>\n",
       "<td class=\"r data\">288.791</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">125</th>\n",
       "<td class=\"r data\">25</td>\n",
       "<td class=\"r data\">345</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.65605</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">508.311</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">7.8221E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.136</td>\n",
       "<td class=\"r data\">334.819</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">126</th>\n",
       "<td class=\"r data\">26</td>\n",
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       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.99622</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">150.189</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.7434E-43</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.584</td>\n",
       "<td class=\"r data\">151.659</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">127</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">216</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.82653</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">236.635</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.3139E-49</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">193.895</td>\n",
       "<td class=\"r data\">197.276</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">128</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">261</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.69931</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">345.410</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.7354E-54</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.119</td>\n",
       "<td class=\"r data\">242.980</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">129</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">295</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.64040</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">448.960</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.8633E-57</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.204</td>\n",
       "<td class=\"r data\">288.823</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">130</th>\n",
       "<td class=\"r data\">26</td>\n",
       "<td class=\"r data\">333</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.66811</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">499.135</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.3266E-58</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.111</td>\n",
       "<td class=\"r data\">334.844</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">131</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">157</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.59309</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">252.276</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.1831E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.409</td>\n",
       "<td class=\"r data\">150.835</td>\n",
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       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">132</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">205</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.40500</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">482.924</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.4556E-58</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.757</td>\n",
       "<td class=\"r data\">196.414</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">133</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">248</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.30247</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">798.581</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.6004E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.931</td>\n",
       "<td class=\"r data\">242.168</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">134</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">289</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.36625</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">785.014</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.6305E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.765</td>\n",
       "<td class=\"r data\">288.263</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">135</th>\n",
       "<td class=\"r data\">27</td>\n",
       "<td class=\"r data\">316</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.54035</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">617.149</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.8184E-61</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.372</td>\n",
       "<td class=\"r data\">334.583</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">136</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">137</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">1.11983</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">133.612</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.157E-42</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">147.332</td>\n",
       "<td class=\"r data\">151.912</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">137</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">180</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">1.15506</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">169.329</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.4E-45</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">193.223</td>\n",
       "<td class=\"r data\">197.948</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">138</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">219</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">1.23674</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">195.312</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.6295E-47</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">239.020</td>\n",
       "<td class=\"r data\">244.079</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">139</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">258</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">1.35649</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">211.955</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">8.0682E-48</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">284.739</td>\n",
       "<td class=\"r data\">290.288</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">140</th>\n",
       "<td class=\"r data\">28</td>\n",
       "<td class=\"r data\">291</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">1.50525</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">221.543</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.2381E-48</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">330.399</td>\n",
       "<td class=\"r data\">336.556</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">141</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">153</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.56157</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">266.436</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.0643E-50</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.473</td>\n",
       "<td class=\"r data\">150.770</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">142</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">200</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.37963</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">515.203</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">5.2932E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.809</td>\n",
       "<td class=\"r data\">196.362</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">143</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">244</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.29676</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">813.961</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.2043E-65</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.943</td>\n",
       "<td class=\"r data\">242.157</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">144</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">286</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.38367</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">749.380</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.0118E-63</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.729</td>\n",
       "<td class=\"r data\">288.298</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">145</th>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">324</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.56703</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">588.110</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">1.1401E-60</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.318</td>\n",
       "<td class=\"r data\">334.637</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">146</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">151</td>\n",
       "<td class=\"r data\">1</td>\n",
       "<td class=\"r data\">149.622</td>\n",
       "<td class=\"r data\">0.53946</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">277.354</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.3224E-51</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">148.518</td>\n",
       "<td class=\"r data\">150.725</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">147</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">199</td>\n",
       "<td class=\"r data\">2</td>\n",
       "<td class=\"r data\">195.586</td>\n",
       "<td class=\"r data\">0.36914</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">529.845</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">2.3487E-59</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">194.831</td>\n",
       "<td class=\"r data\">196.341</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">148</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">246</td>\n",
       "<td class=\"r data\">3</td>\n",
       "<td class=\"r data\">241.550</td>\n",
       "<td class=\"r data\">0.31096</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">776.789</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">3.5701E-64</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">240.914</td>\n",
       "<td class=\"r data\">242.186</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">149</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">283</td>\n",
       "<td class=\"r data\">4</td>\n",
       "<td class=\"r data\">287.514</td>\n",
       "<td class=\"r data\">0.41511</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">692.619</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">9.9325E-63</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">286.665</td>\n",
       "<td class=\"r data\">288.363</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<th class=\"r rowheader\" scope=\"row\">150</th>\n",
       "<td class=\"r data\">30</td>\n",
       "<td class=\"r data\">320</td>\n",
       "<td class=\"r data\">5</td>\n",
       "<td class=\"r data\">333.478</td>\n",
       "<td class=\"r data\">0.60260</td>\n",
       "<td class=\"r data\">29</td>\n",
       "<td class=\"r data\">553.398</td>\n",
       "<td class=\"r data\" style=\"white-space: nowrap\">6.6542E-60</td>\n",
       "<td class=\"r data\">0.05</td>\n",
       "<td class=\"r data\">332.245</td>\n",
       "<td class=\"r data\">334.710</td>\n",
       "</tr>\n",
       "</tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ods graphics on;\n",
    "ods trace on;\n",
    "proc nlmixed data=rats;\n",
    "    pred = b0 + u + b1*visit;\n",
    "    model weight~normal(pred,s2);\n",
    "    random u ~ normal(0,s2u) subject=rat;\n",
    "    predict pred out=rats_nlmixed_p;\n",
    "run;\n",
    "ods trace off;\n",
    "ods graphics off;\n",
    "\n",
    "proc print data=rats_nlmixed_p;\n",
    "run;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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